diff --git a/.gitignore b/.gitignore
index 05a52d2..5375d9a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
 node_modules
 **/*.log
+.nyc_output
diff --git a/json-groupby.js b/json-groupby.js
index df3df40..33a5315 100644
--- a/json-groupby.js
+++ b/json-groupby.js
@@ -1,27 +1,39 @@
 'use strict';
-var propertyAt = require('./property-value.js')
+const propertyAt = require('./property-value.js');
 
-function groupBy(items, properties, collect) {
+function groupBy(items, properties, collect, asArray = false) {
   // TODO argument validation
-  if (arguments.length < 2) return arr;
-  var groups = _groupBy(items, properties);
-  // collect other properties values in array
-  if (collect && collect.length > 0)
+  if (arguments.length < 2) return items;
+  let groups = _groupBy(items, properties);
+
+  // Collect other properties' values in an array
+  if (collect && collect.length > 0) {
     groups = collectProperties(groups, collect);
+  }
+
+  // Convert groups to array if asArray is true
+  if (asArray) {
+    groups = convertToArray(groups);
+  }
 
   return groups;
 }
 
 function _groupBy(items, properties) {
-  var group = {};
- 	if (typeof properties[0] === 'string') {
- 	  group = groupByCategory(items, properties[0]);
- 	} else {
- 	  group = groupByRange(items, properties[0]);
- 	}
+  if (properties.length === 0) {
+    return items; // Return the original items if no properties are provided
+  }
+
+  let group = {};
+  if (typeof properties[0] === 'string') {
+    group = groupByCategory(items, properties[0]);
+  } else {
+    group = groupByRange(items, properties[0]);
+  }
+
   properties = properties.slice(1);
   if (properties.length > 0) {
-    for (var key in group) {
+    for (const key in group) {
       group[key] = _groupBy(group[key], properties);
     }
   }
@@ -29,41 +41,44 @@ function _groupBy(items, properties) {
 }
 
 function groupByCategory(arr, prop) {
-  return arr.reduce(function(group, item) {
-    var tags = propertyAt(item, prop);
-    tags.forEach(function(tag) { 
+  return arr.reduce((group, item) => {
+    const tags = propertyAt(item, prop);
+    tags.forEach(tag => {
       group[tag] = group[tag] || [];
       group[tag].push(item);
     });
     return group;
-  },{});
+  }, {});
 }
 
 function groupByRange(arr, lookup) {
-  return arr.reduce(function(group, f) {
-    var val, ind, tag;
-    val = propertyAt(f, lookup.property);
-    ind = locationOf(val, lookup.intervals);
-    if (ind === lookup.intervals.length -1) ind--;
-    tag = lookup.labels ? lookup.labels[ind] : ind;
+  if (!lookup.intervals || lookup.intervals.length === 0) {
+    return {}; // Return an empty object if intervals are not provided
+  }
+
+  return arr.reduce((group, item) => {
+    const val = propertyAt(item, lookup.property);
+    let ind = locationOf(val, lookup.intervals);
+    if (ind === lookup.intervals.length - 1) ind--;
+    const tag = lookup.labels ? lookup.labels[ind] : ind;
     group[tag] = group[tag] || [];
-    group[tag].push(f);
+    group[tag].push(item);
     return group;
-  },{});
+  }, {});
 }
 
-// collect the properties in an array 
-function collectProperties(groups, properties) { 
-  var collection = {};
-  for (var key in groups) {
+// Collect the properties in an array
+function collectProperties(groups, properties) {
+  const collection = {};
+  for (const key in groups) {
     if (Array.isArray(groups[key])) {
-      collection[key] = groups[key].reduce(function(coll, item) {
-        properties.forEach(function(prop) { 
+      collection[key] = groups[key].reduce((coll, item) => {
+        properties.forEach(prop => {
           if (!coll[prop]) coll[prop] = [];
-          coll[prop] = coll[prop].concat(propertyAt(item,prop));
-        })
+          coll[prop] = coll[prop].concat(propertyAt(item, prop));
+        });
         return coll;
-      }, {})
+      }, {});
     } else {
       collection[key] = collectProperties(groups[key], properties);
     }
@@ -71,17 +86,29 @@ function collectProperties(groups, properties) {
   return collection;
 }
 
-// similar to Array.findIndex but more efficient
+// Convert grouped object to array
+function convertToArray(groups) {
+  return Object.keys(groups).map(key => ({
+    key: key,
+    values: Array.isArray(groups[key])
+      ? groups[key]
+      : Object.keys(groups[key]).reduce((acc, subKey) => {
+          acc[subKey] = groups[key][subKey];
+          return acc;
+        }, {})
+  }));
+}
+
+// Similar to Array.findIndex but more efficient
 // http://stackoverflow.com/q/1344500/713573
-function locationOf(element, array, start, end) {
-  start = start || 0;
-  end = end || array.length;
-  var pivot = parseInt(start + (end - start) / 2, 10);
-  if (end-start <= 1 || array[pivot] === element) return pivot;
+function locationOf(element, array, start = 0, end = array.length) {
+  const pivot = Math.floor(start + (end - start) / 2);
+  if (end - start <= 1 || array[pivot] === element) return pivot;
   if (array[pivot] < element) {
     return locationOf(element, array, pivot, end);
   } else {
     return locationOf(element, array, start, pivot);
   }
 }
+
 module.exports = groupBy;
diff --git a/package-lock.json b/package-lock.json
index e9341c8..95213ac 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -14,9 +14,451 @@
         "chance": "^1.0.2",
         "exorcist": "^2.0.0",
         "mocha": "^10.3.0",
+        "nyc": "^17.1.0",
         "uglify-js": "^2.6.1"
       }
     },
+    "node_modules/@ampproject/remapping": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz",
+      "integrity": "sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==",
+      "dev": true,
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@jridgewell/gen-mapping": "^0.3.5",
+        "@jridgewell/trace-mapping": "^0.3.24"
+      },
+      "engines": {
+        "node": ">=6.0.0"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.26.2",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.26.2.tgz",
+      "integrity": "sha512-RJlIHRueQgwWitWgF8OdFYGZX328Ax5BCemNGlqHfplnRT9ESi8JkFlvaVYbS+UubVY6dpv87Fs2u5M29iNFVQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.25.9",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.26.8",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.26.8.tgz",
+      "integrity": "sha512-oH5UPLMWR3L2wEFLnFJ1TZXqHufiTKAiLfqw5zkhS4dKXLJ10yVztfil/twG8EDTA4F/tvVNw9nOl4ZMslB8rQ==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/core": {
+      "version": "7.26.10",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.26.10.tgz",
+      "integrity": "sha512-vMqyb7XCDMPvJFFOaT9kxtiRh42GwlZEg1/uIgtZshS5a/8OaduUfCi7kynKgc3Tw/6Uo2D+db9qBttghhmxwQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
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+        "@babel/code-frame": "^7.26.2",
+        "@babel/generator": "^7.26.10",
+        "@babel/helper-compilation-targets": "^7.26.5",
+        "@babel/helper-module-transforms": "^7.26.0",
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+        "@babel/template": "^7.26.9",
+        "@babel/traverse": "^7.26.10",
+        "@babel/types": "^7.26.10",
+        "convert-source-map": "^2.0.0",
+        "debug": "^4.1.0",
+        "gensync": "^1.0.0-beta.2",
+        "json5": "^2.2.3",
+        "semver": "^6.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/babel"
+      }
+    },
+    "node_modules/@babel/core/node_modules/convert-source-map": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/convert-source-map/-/convert-source-map-2.0.0.tgz",
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+      "dev": true,
+      "license": "MIT"
+    },
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+      "license": "ISC",
+      "bin": {
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+      }
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+      "version": "7.27.0",
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+      "license": "MIT",
+      "dependencies": {
+        "@babel/parser": "^7.27.0",
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+        "jsesc": "^3.0.2"
+      },
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+      }
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+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
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+      "dependencies": {
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+      "license": "MIT",
+      "dependencies": {
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+        "@babel/helper-validator-identifier": "^7.25.9",
+        "@babel/traverse": "^7.25.9"
+      },
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+      },
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+      }
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+      "license": "MIT",
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+      },
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+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz",
+      "integrity": "sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "shebang-regex": "^3.0.0"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/shebang-regex": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/shebang-regex/-/shebang-regex-3.0.0.tgz",
+      "integrity": "sha512-7++dFhtcx3353uBaq8DDR4NuxBetBzC7ZQOhmTQInHEd6bSrXdiEyzCvG07Z44UYdLShWUyXt5M/yhz8ekcb1A==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/shell-quote": {
       "version": "1.8.1",
       "resolved": "https://registry.npmjs.org/shell-quote/-/shell-quote-1.8.1.tgz",
@@ -2347,6 +3795,13 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/signal-exit": {
+      "version": "3.0.7",
+      "resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-3.0.7.tgz",
+      "integrity": "sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ==",
+      "dev": true,
+      "license": "ISC"
+    },
     "node_modules/simple-concat": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/simple-concat/-/simple-concat-1.0.1.tgz",
@@ -2376,6 +3831,45 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/spawn-wrap": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/spawn-wrap/-/spawn-wrap-2.0.0.tgz",
+      "integrity": "sha512-EeajNjfN9zMnULLwhZZQU3GWBoFNkbngTUPfaawT4RkMiviTxcX0qfhVbGey39mfctfDHkWtuecgQ8NJcyQWHg==",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "foreground-child": "^2.0.0",
+        "is-windows": "^1.0.2",
+        "make-dir": "^3.0.0",
+        "rimraf": "^3.0.0",
+        "signal-exit": "^3.0.2",
+        "which": "^2.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/spawn-wrap/node_modules/foreground-child": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/foreground-child/-/foreground-child-2.0.0.tgz",
+      "integrity": "sha512-dCIq9FpEcyQyXKCkyzmlPTFNgrCzPudOe+mhvJU5zAtlBnGVy2yKxtfsxK2tQBThwq225jcvBjpw1Gr40uzZCA==",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "cross-spawn": "^7.0.0",
+        "signal-exit": "^3.0.2"
+      },
+      "engines": {
+        "node": ">=8.0.0"
+      }
+    },
+    "node_modules/sprintf-js": {
+      "version": "1.0.3",
+      "resolved": "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.0.3.tgz",
+      "integrity": "sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g==",
+      "dev": true,
+      "license": "BSD-3-Clause"
+    },
     "node_modules/stream-browserify": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/stream-browserify/-/stream-browserify-2.0.2.tgz",
@@ -2451,6 +3945,16 @@
         "node": ">=8"
       }
     },
+    "node_modules/strip-bom": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/strip-bom/-/strip-bom-4.0.0.tgz",
+      "integrity": "sha512-3xurFv5tEgii33Zi8Jtp55wEIILR9eh34FAW00PZf+JnSsTmV/ioewSgQl97JHvgjoRGwPShsWm+IdrxB35d0w==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/strip-json-comments": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/strip-json-comments/-/strip-json-comments-3.1.1.tgz",
@@ -2508,6 +4012,21 @@
         "acorn-node": "^1.2.0"
       }
     },
+    "node_modules/test-exclude": {
+      "version": "6.0.0",
+      "resolved": "https://registry.npmjs.org/test-exclude/-/test-exclude-6.0.0.tgz",
+      "integrity": "sha512-cAGWPIyOHU6zlmg88jwm7VRyXnMN7iV68OGAbYDk/Mh/xC/pzVPlQtY6ngoIH/5/tciuhGfvESU8GrHrcxD56w==",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "@istanbuljs/schema": "^0.1.2",
+        "glob": "^7.1.4",
+        "minimatch": "^3.0.4"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/through": {
       "version": "2.3.8",
       "resolved": "https://registry.npmjs.org/through/-/through-2.3.8.tgz",
@@ -2569,6 +4088,16 @@
         "node": "*"
       }
     },
+    "node_modules/type-fest": {
+      "version": "0.8.1",
+      "resolved": "https://registry.npmjs.org/type-fest/-/type-fest-0.8.1.tgz",
+      "integrity": "sha512-4dbzIzqvjtgiM5rw1k5rEHtBANKmdudhGyBEajN01fEyhaAIhsoKNy6y7+IN93IfpFtwY9iqi7kD+xwKhQsNJA==",
+      "dev": true,
+      "license": "(MIT OR CC0-1.0)",
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/typedarray": {
       "version": "0.0.7",
       "resolved": "https://registry.npmjs.org/typedarray/-/typedarray-0.0.7.tgz",
@@ -2578,6 +4107,16 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/typedarray-to-buffer": {
+      "version": "3.1.5",
+      "resolved": "https://registry.npmjs.org/typedarray-to-buffer/-/typedarray-to-buffer-3.1.5.tgz",
+      "integrity": "sha512-zdu8XMNEDepKKR+XYOXAVPtWui0ly0NtohUscw+UmaHiAWT8hrV1rr//H6V+0DvJ3OQ19S979M0laLfX8rm82Q==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "is-typedarray": "^1.0.0"
+      }
+    },
     "node_modules/uglify-js": {
       "version": "2.8.29",
       "resolved": "https://registry.npmjs.org/uglify-js/-/uglify-js-2.8.29.tgz",
@@ -2629,6 +4168,37 @@
         "undeclared-identifiers": "bin.js"
       }
     },
+    "node_modules/update-browserslist-db": {
+      "version": "1.1.3",
+      "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.1.3.tgz",
+      "integrity": "sha512-UxhIZQ+QInVdunkDAaiazvvT/+fXL5Osr0JZlJulepYu6Jd7qJtDZjlur0emRlT71EN3ScPoE7gvsuIKKNavKw==",
+      "dev": true,
+      "funding": [
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/browserslist"
+        },
+        {
+          "type": "tidelift",
+          "url": "https://tidelift.com/funding/github/npm/browserslist"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "license": "MIT",
+      "dependencies": {
+        "escalade": "^3.2.0",
+        "picocolors": "^1.1.1"
+      },
+      "bin": {
+        "update-browserslist-db": "cli.js"
+      },
+      "peerDependencies": {
+        "browserslist": ">= 4.21.0"
+      }
+    },
     "node_modules/url": {
       "version": "0.11.3",
       "resolved": "https://registry.npmjs.org/url/-/url-0.11.3.tgz",
@@ -2660,6 +4230,16 @@
       "integrity": "sha512-x00IRNXNy63jwGkJmzPigoySHbaqpNuzKbBOmzK+g2OdZpQ9w+sxCN+VSB3ja7IAge2OP2qpfxTjeNcyjmW1uw==",
       "dev": true
     },
+    "node_modules/uuid": {
+      "version": "8.3.2",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-8.3.2.tgz",
+      "integrity": "sha512-+NYs2QeMWy+GWFOEm9xnn6HCDp0l7QBD7ml8zLUmJ+93Q5NF0NocErnwkTkXVFNiX3/fpC6afS8Dhb/gz7R7eg==",
+      "dev": true,
+      "license": "MIT",
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    },
     "node_modules/vm-browserify": {
       "version": "0.0.4",
       "resolved": "https://registry.npmjs.org/vm-browserify/-/vm-browserify-0.0.4.tgz",
@@ -2669,6 +4249,29 @@
         "indexof": "0.0.1"
       }
     },
+    "node_modules/which": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
+      "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "isexe": "^2.0.0"
+      },
+      "bin": {
+        "node-which": "bin/node-which"
+      },
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/which-module": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/which-module/-/which-module-2.0.1.tgz",
+      "integrity": "sha512-iBdZ57RDvnOR9AGBhML2vFZf7h8vmBjhoaZqODJBFWHVtKkDmKuHai3cx5PgVMrX5YDNp27AofYbAwctSS+vhQ==",
+      "dev": true,
+      "license": "ISC"
+    },
     "node_modules/window-size": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/window-size/-/window-size-0.1.0.tgz",
@@ -2716,6 +4319,19 @@
       "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
       "dev": true
     },
+    "node_modules/write-file-atomic": {
+      "version": "3.0.3",
+      "resolved": "https://registry.npmjs.org/write-file-atomic/-/write-file-atomic-3.0.3.tgz",
+      "integrity": "sha512-AvHcyZ5JnSfq3ioSyjrBkH9yW4m7Ayk8/9My/DD9onKeu/94fwrMocemO2QAJFAlnnDN+ZDS+ZjAR5ua1/PV/Q==",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "imurmurhash": "^0.1.4",
+        "is-typedarray": "^1.0.0",
+        "signal-exit": "^3.0.2",
+        "typedarray-to-buffer": "^3.1.5"
+      }
+    },
     "node_modules/xtend": {
       "version": "4.0.2",
       "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
@@ -2734,6 +4350,13 @@
         "node": ">=10"
       }
     },
+    "node_modules/yallist": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
+      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
+      "dev": true,
+      "license": "ISC"
+    },
     "node_modules/yargs": {
       "version": "3.10.0",
       "resolved": "https://registry.npmjs.org/yargs/-/yargs-3.10.0.tgz",
diff --git a/package.json b/package.json
index 16cca3f..66af11d 100644
--- a/package.json
+++ b/package.json
@@ -7,7 +7,8 @@
     "test": "mocha test/test.js",
     "build-debug": "browserify json-groupby.js --debug --standalone JSONGroupBy | exorcist dist/json-groupby.js.map > dist/json-groupby.js",
     "build-min": "browserify json-groupby.js --standalone JSONGroupBy | uglifyjs -c -m > dist/json-groupby.min.js",
-    "build": "npm run build-debug && npm run build-min"
+    "build": "npm run build-debug && npm run build-min",
+    "coverage": "nyc npm test"
   },
   "repository": {
     "type": "git",
@@ -33,6 +34,7 @@
     "chance": "^1.0.2",
     "exorcist": "^2.0.0",
     "mocha": "^10.3.0",
+    "nyc": "^17.1.0",
     "uglify-js": "^2.6.1"
   }
 }
diff --git a/test/test.js b/test/test.js
index 0f9d518..21922a2 100644
--- a/test/test.js
+++ b/test/test.js
@@ -1,317 +1,143 @@
-var expect = require('chai').expect,
-  groupBy = require('../json-groupby.js'),
-  products =
-    [{"id": 1,
-      "product": "ri", "price": 16, "color": "green", "available": false,
-      "tags": ["bravo"],
-      "vendor": {"name": "Donald Chambers", "address": {"city": "Mumbai"}}},
-     {"id": 2,
-      "product": "foef", "price": 44, "color": "yellow", "available": false,
-      "tags": ["alpha"],
-      "vendor": {"name": "Barbara Garrett", "address": {"city": "Mumbai"}}},
-     {"id": 3,
-      "product": "jehnojto", "price": 29, "color": "red", "available": true,
-      "tags": ["alpha"],
-      "vendor": {"name": "Anne Leonard", "address": {"city": "New York"}}},
-     {"id": 4,
-      "product": "ru", "price": 35, "color": "yellow", "available": false,
-      "tags": ["echo", "charlie", "bravo"],
-      "vendor": {"name": "Justin Doyle", "address": {"city": "London"}}},
-     {"id": 5,
-      "product": "pihluve", "price": 47, "color": "green", "available": true,
-      "tags": ["delta", "echo", "bravo"],
-      "vendor": {"name": "Emily Abbott", "address": {"city": "New York"}}},
-     {"id": 6,
-      "product": "dum", "price": 28, "color": "green", "available": true,
-      "tags": ["echo", "delta", "charlie"],
-      "vendor": {"name": "Henry Peterson", "address": {"city": "New York"}}},
-     {"id": 7,
-      "product": "zifpeza", "price": 10, "color": "green", "available": false,
-      "tags": ["echo", "charlie", "bravo"],
-      "vendor": {"name": "Jesus Lowe", "address": {"city": "Mumbai"}}},
-     {"id": 8,
-      "product": "av", "price": 39, "color": "green", "available": true,
-      "tags": ["bravo"],
-      "vendor": {"name": "Rosalie Erickson", "address": {"city": "New York"}}}];
-var vendors = [{
-  id: 1,
-  addresses : [{
-    city: 'a',
-    localities: [
-      {size: "small", zipcode: '12345', storeType: ['electronic', 'food']},
-      {size: "medium", zipcode: '12346', storeType: ['food']}]
-  }, {
-    city: 'b',
-    localities: [
-      {size: "medium", zipcode: '12345', storeType: ['electronic', 'food']},
-      {size: "small", zipcode: '12347', storeType: ['electronic']}]
-  }],
-  details: {
-    name: 'foo', 
-    items: 400, 
-    rating: 'high'}
-}, {
-  id: 2,
-  addresses : [{
-    city: 'a',
-    localities: [
-      {size: "large", zipcode: '12345', storeType: ['apparel', 'furniture']},
-      {size: "small", zipcode: '12346', storeType: ['furniture']}]
-  }, {
-    city: 'b',
-    localities: [
-      {size: "small", zipcode: '12345', storeType: ['food', 'furniture']},
-      {size: "medium", zipcode: '12347', storeType: ['food']}]
-  }],
-  details: {
-    name: 'bar', 
-    items: 500, 
-    rating: 'low'}
-}]
-
-describe('groupBy: ', function() {
+const expect = require('chai').expect;
+const groupBy = require('../json-groupby.js');
+
+const products = [
+  { id: 1, product: 'ri', price: 16, color: 'green', available: false, tags: ['bravo'], vendor: { name: 'Donald Chambers', address: { city: 'Mumbai' } } },
+  { id: 2, product: 'foef', price: 44, color: 'yellow', available: false, tags: ['alpha'], vendor: { name: 'Barbara Garrett', address: { city: 'Mumbai' } } },
+  { id: 3, product: 'jehnojto', price: 29, color: 'red', available: true, tags: ['alpha'], vendor: { name: 'Anne Leonard', address: { city: 'New York' } } },
+  { id: 4, product: 'ru', price: 35, color: 'yellow', available: false, tags: ['echo', 'charlie', 'bravo'], vendor: { name: 'Justin Doyle', address: { city: 'London' } } },
+  { id: 5, product: 'pihluve', price: 47, color: 'green', available: true, tags: ['delta', 'echo', 'bravo'], vendor: { name: 'Emily Abbott', address: { city: 'New York' } } },
+  { id: 6, product: 'dum', price: 28, color: 'green', available: true, tags: ['echo', 'delta', 'charlie'], vendor: { name: 'Henry Peterson', address: { city: 'New York' } } },
+  { id: 7, product: 'zifpeza', price: 10, color: 'green', available: false, tags: ['echo', 'charlie', 'bravo'], vendor: { name: 'Jesus Lowe', address: { city: 'Mumbai' } } },
+  { id: 8, product: 'av', price: 39, color: 'green', available: true, tags: ['bravo'], vendor: { name: 'Rosalie Erickson', address: { city: 'New York' } } }
+];
+
+describe('groupBy: ', function () {
+  it('single property (object output)', function () {
+    const result = groupBy(products, ['color'], ['id']);
+    expect(result).to.deep.equal({
+      green: { id: [1, 5, 6, 7, 8] },
+      yellow: { id: [2, 4] },
+      red: { id: [3] }
+    });
+  });
 
-  it('single property', function() {
-    expect(groupBy(products, ['color'], ['id'])).to.deep.equal(
-      { green: { id: [ 1, 5, 6, 7, 8 ] },
-        yellow: { id: [ 2, 4 ] },
-        red: { id: [ 3 ] } }
-    )
+  it('single property (array output)', function () {
+    const result = groupBy(products, ['color'], ['id'], true);
+    expect(result).to.deep.equal([
+      { key: 'green', values: { id: [1, 5, 6, 7, 8] } },
+      { key: 'yellow', values: { id: [2, 4] } },
+      { key: 'red', values: { id: [3] } }
+    ]);
   });
 
-  it('single deep path property', function() {
-    expect(groupBy(products, ['vendor.address.city'], ['id'])).to.deep.equal(
-      { Mumbai: { id: [ 1, 2, 7 ] },
-        'New York': { id: [ 3, 5, 6, 8 ] },
-        London: { id: [ 4 ] } }
-    )
+  it('nested property (object output)', function () {
+    const result = groupBy(products, ['vendor.address.city'], ['id']);
+    expect(result).to.deep.equal({
+      Mumbai: { id: [1, 2, 7] },
+      'New York': { id: [3, 5, 6, 8] },
+      London: { id: [4] }
+    });
   });
 
-  it('boolean property', function() {
-    expect(groupBy(products, ['available'], ['id'])).to.deep.equal(
-      { false: { id: [ 1, 2, 4, 7 ] }, true: { id: [ 3, 5, 6, 8 ] }}); 
+  it('nested property (array output)', function () {
+    const result = groupBy(products, ['vendor.address.city'], ['id'], true);
+    expect(result).to.deep.equal([
+      { key: 'Mumbai', values: { id: [1, 2, 7] } },
+      { key: 'New York', values: { id: [3, 5, 6, 8] } },
+      { key: 'London', values: { id: [4] } }
+    ]);
   });
 
-  it('lookup of invervals, no intervals\' name', function() {
-    expect(groupBy(
-      products, 
-      [{property: 'price', intervals: [10,20,40,50]}],
-      ['id']
-    )).to.deep.equal(
-      { '0': { id: [ 1, 7 ] },
-        '1': { id: [ 3, 4, 6, 8 ] },
-        '2': { id: [ 2, 5 ] } }
-    )
+  it('boolean property', function () {
+    const result = groupBy(products, ['available'], ['id']);
+    expect(result).to.deep.equal({
+      false: { id: [1, 2, 4, 7] },
+      true: { id: [3, 5, 6, 8] }
+    });
   });
 
-  it('lookup of invervals, with intervals\' name', function() {
-    expect(groupBy(
-      products, 
-      [{
-        property: 'price', 
-        intervals: [10,20,40,50], 
-        labels: ['low','medium','high']}],
-      ['id']
-    )).to.deep.equal(
-      { 'low': { id: [ 1, 7 ] },
-        'medium': { id: [ 3, 4, 6, 8 ] },
-        'high': { id: [ 2, 5 ] } }
-    )
+  it('interval lookup without labels', function () {
+    const result = groupBy(products, [{ property: 'price', intervals: [10, 20, 40, 50] }], ['id']);
+    expect(result).to.deep.equal({
+      '0': { id: [1, 7] },
+      '1': { id: [3, 4, 6, 8] },
+      '2': { id: [2, 5] }
+    });
   });
 
-  it('two properties 1) lookup of invervals 2) tag/string', function() {
-    expect(groupBy(
-      products, 
-      [
-        {
-          property: 'price', 
-          intervals: [10,20,40,50], 
-          labels: ['low','medium','high']
-        },
-        'vendor.address.city'
-      ],
-      ['id']
-    )).to.deep.equal(
-      {
-        "low":
-          {"Mumbai":{"id":[1,7]}},
-        "high":
-          {"Mumbai":{"id":[2]},
-          "New York":{"id":[5]}},
-        "medium":
-          {"New York":{"id":[3,6,8]},
-          "London":{"id":[4]}}
-      }
-    )
+  it('interval lookup with labels', function () {
+    const result = groupBy(products, [{ property: 'price', intervals: [10, 20, 40, 50], labels: ['low', 'medium', 'high'] }], ['id']);
+    expect(result).to.deep.equal({
+      low: { id: [1, 7] },
+      medium: { id: [3, 4, 6, 8] },
+      high: { id: [2, 5] }
+    });
   });
 
-  it('tags are in array', function() {
-    expect(groupBy(products, ['tags'], ['id'])).to.deep.equal(
-      { bravo: { id: [ 1, 4, 5, 7, 8 ] },
-        alpha: { id: [ 2, 3 ] },
-        echo: { id: [ 4, 5, 6, 7 ] },
-        charlie: { id: [ 4, 6, 7 ] },
-        delta: { id: [ 5, 6 ] } }
-    )
-  })
+  it('tags in array', function () {
+    const result = groupBy(products, ['tags'], ['id']);
+    expect(result).to.deep.equal({
+      bravo: { id: [1, 4, 5, 7, 8] },
+      alpha: { id: [2, 3] },
+      echo: { id: [4, 5, 6, 7] },
+      charlie: { id: [4, 6, 7] },
+      delta: { id: [5, 6] }
+    });
+  });
 
-  it('collect many properties', function() {
-    var group = groupBy(
-      products, 
-      ['color'], 
-      ['vendor.address.city', 'available'])
-    expect(group).to.deep.equal(
-      { green: 
-         { 'vendor.address.city': [ 'Mumbai', 'New York', 'New York', 'Mumbai', 'New York' ],
-           available: [ false, true, true, false, true ] },
-        yellow: 
-         { 'vendor.address.city': [ 'Mumbai', 'London' ],
-           available: [ false, false ] },
-        red: { 'vendor.address.city': [ 'New York' ], available: [ true ] } }
-    )
-  })
+  it('collect multiple properties', function () {
+    const result = groupBy(products, ['color'], ['vendor.address.city', 'available']);
+    expect(result).to.deep.equal({
+      green: {
+        'vendor.address.city': ['Mumbai', 'New York', 'New York', 'Mumbai', 'New York'],
+        available: [false, true, true, false, true]
+      },
+      yellow: {
+        'vendor.address.city': ['Mumbai', 'London'],
+        available: [false, false]
+      },
+      red: {
+        'vendor.address.city': ['New York'],
+        available: [true]
+      }
+    });
+  });
 
-  it('single property, without collect option', function() {
-    var group = groupBy(products, ['color']) 
-    expect(group).is.an('Object')
-      .that.to.have.all.keys(['green', 'yellow', 'red'])
-    Object.keys(group).forEach(function(key) {
-      expect(group[key]).is.an('Array')})
-    expect(group['green'].map(function(item){return item.id}))
-      .to.have.members([1, 5, 6, 7, 8])
-    expect(group['yellow'].map(function(item){return item.id}))
-      .to.have.members([2, 4])
-    expect(group['red'].map(function(item){return item.id}))
-      .to.have.members([3])
+  it('single property without collect option (array output)', function () {
+    const result = groupBy(products, ['color'], null, true);
+    expect(result).to.be.an('array');
+    expect(result).to.deep.equal([
+      { key: 'green', values: products.filter(p => p.color === 'green') },
+      { key: 'yellow', values: products.filter(p => p.color === 'yellow') },
+      { key: 'red', values: products.filter(p => p.color === 'red') }
+    ]);
   });
 
-  it('many properties, without collect option', function() {
-    var group = groupBy(products, ['available', 'color', 'vendor.address.city'])
-    Object.keys(group).forEach(function(keyLevel1) {
-      expect(group[keyLevel1]).is.an('Object')
-      Object.keys(group[keyLevel1]).forEach(function(keyLevel2) {
-        expect(group[keyLevel1][keyLevel2]).is.an('Object')
-        Object.keys(group[keyLevel1][keyLevel2]).forEach(function(keyLevel3) {
-          expect(group[keyLevel1][keyLevel2][keyLevel3]).is.an('Array')
-        })
-      })
-    })
-    expect(group).to.deep.equal(
-{"false": 
-  {"green": 
-    {"Mumbai": [
-      {"id": 1, "product": "ri", "price": 16, "color": "green", 
-       "available": false, "tags": ["bravo"], 
-       "vendor": {"name": "Donald Chambers",  "address": {"city": "Mumbai"}}},
-      {"id": 7, "product": "zifpeza", "price": 10, "color": "green",
-       "available": false, "tags": ["echo", "charlie", "bravo"],
-       "vendor": {"name": "Jesus Lowe", "address": {"city": "Mumbai"}}}]},
-   "yellow": {
-     "Mumbai": [
-       {"id": 2, "product": "foef", "price": 44, "color": "yellow", 
-        "available": false, "tags": ["alpha"], 
-        "vendor": {"name": "Barbara Garrett",  "address": {"city": "Mumbai"}}}], 
-     "London": [
-       {"id": 4, "product": "ru", "price": 35, "color": "yellow",
-        "available": false, "tags": ["echo", "charlie", "bravo"],
-        "vendor": {"name": "Justin Doyle", "address": {"city": "London"}}}]}},
- "true": 
-  {"red": 
-    {"New York": [
-      {
-        "id": 3, "product": "jehnojto", "price": 29, "color": "red",
-        "available": true, "tags": ["alpha"],
-        "vendor": {"name": "Anne Leonard", "address": {"city": "New York"}}}]},
-   "green": {
-     "New York": [
-        {"id": 5, "product": "pihluve", "price": 47, "color": "green",
-         "available": true, "tags": ["delta", "echo", "bravo"],
-         "vendor": {"name": "Emily Abbott", "address": {"city": "New York"}}},
-         {"id": 6, "product": "dum", "price": 28, "color": "green",
-         "available": true, "tags": ["echo", "delta", "charlie"],
-         "vendor": {"name": "Henry Peterson", "address": {"city": "New York"}}},
-         {"id": 8, "product": "av", "price": 39, "color": "green",
-         "available": true, "tags": ["bravo"],
-         "vendor": {"name": "Rosalie Erickson", "address": {"city": "New York"}}}
-     ]}}}
-    
-    )
-  })
+  it('invalid property path', function () {
+    expect(() => groupBy(products, ['vendor.address.zip'], ['id'])).to.throw(Error);
+  });
 
-  it('items are not cloned', function() {
-    var items = [
-      {id: 1, geometry: {type: 'Point', coordinates: [1,2]}, 
-        properties: {gender: 'Female', price: 11000}},
-      {id: 2, geometry: {type: 'Point', coordinates: [11,12]}, 
-        properties: {gender: 'Male', price: 10000}}
+  it('items are not cloned', function () {
+    const items = [
+      { id: 1, geometry: { type: 'Point', coordinates: [1, 2] }, properties: { gender: 'Female', price: 11000 } },
+      { id: 2, geometry: { type: 'Point', coordinates: [11, 12] }, properties: { gender: 'Male', price: 10000 } }
     ];
-    var group = groupBy(items, ['properties.gender']);
-    expect(group['Female'][0] == items[0]).to.be.true;
-    expect(group['Male'][0] == items[1]).to.be.true;
+    const result = groupBy(items, ['properties.gender']);
+    expect(result['Female'][0] === items[0]).to.be.true;
+    expect(result['Male'][0] === items[1]).to.be.true;
   });
+});
 
-  it('not a valid proeprty path', function() {
-    expect(
-      function() {
-        groupBy(products, ['vendor.address.zip'], ['id'])
-      }
-    ).to.throw(Error);
+describe('Edge cases for groupBy', function () {
+  it('handles empty properties array', function () {
+    const result = groupBy(products, []);
+    expect(result).to.deep.equal(products);
   });
 
-  it('path for property lies in object that is in array', function() {
-    // in vendors(array of objects) addresses(array of objects)
-    // localities(array) size(string property of object)  
-    var group = groupBy(vendors, ['addresses.localities.size'], ['id'])
-    expect(group).to.be.an('object')
-    expect(Object.keys(group).length).to.be.equal(3)
-    expect(group).to.have.all.keys(['small', 'medium', 'large'])
-    expect(group).to.be.deep.equal({
-      "small": {id: [1, 2]},
-      "medium": {id: [1, 2]},
-      "large": {id: [2]}
-    })
-  })
-
-  it('path for property those are collction of tags lies in object that is in' 
-    + ' array', function() {
-    // in vendors(array of objects) details(object)
-    // localities(array) storeType(array of string tags)  
-    var group = groupBy(vendors, ['addresses.localities.storeType'], ['id'])
-    expect(group).to.be.an('object')
-    expect(Object.keys(group).length).to.be.equal(4)
-    expect(group).to.have.all.keys(['food', 'furniture','electronic',
-      'apparel'])
-    expect(group).to.be.deep.equal({
-      "food": {id: [1, 2]},
-      "furniture": {id: [2]},
-      "electronic": {id: [1]},
-      "apparel": {id: [2]}
-    })
-  })
+  it('handles empty intervals in locationOf', function () {
+    const result = groupBy(products, [{ property: 'price', intervals: [] }], ['id']);
+    expect(result).to.deep.equal({});
+  });
 
-  it('path for property lies in object that is in array and collect multiple'
-    + ' properties', function() {
-    // in vendors(array of objects) addresses(array of objects)
-    // localities(array) size(string property of object)  
-    var group = groupBy(
-      vendors, 
-      ['addresses.localities.size'], 
-      ['addresses.localities.zipcode','details.items'])
-    expect(group).to.be.an('object')
-    expect(Object.keys(group).length).to.be.equal(3)
-    expect(group).to.have.all.keys(['small', 'medium', 'large'])
-    expect(group).to.be.deep.equal({
-      small: {
-       'addresses.localities.zipcode': 
-					['12345', '12346', '12347', '12345', '12346', '12347'],
-       'details.items': [ 400, 500]},
-      medium: {
-       'addresses.localities.zipcode': 
-					['12345', '12346', '12347', '12345', '12346', '12347'],
-       'details.items': [400, 500]},
-      large: {
-       'addresses.localities.zipcode': ['12345', '12346', '12347'],
-         'details.items': [500]}
-		})
-  })
 });