diff --git a/src/functions/batch.ts b/src/functions/batch.ts
index 76551eb..4b56b4c 100644
--- a/src/functions/batch.ts
+++ b/src/functions/batch.ts
@@ -4,7 +4,7 @@ import { TransformOptions } from "./baseDefinitions";
  * Stores chunks of data internally in array and batches when batchSize is reached.
  *
  * @param batchSize Size of the batches
- * @param maxBatchAge Max lifetime of a batch
+ * @param maxBatchAge Max lifetime of a batch in seconds
  */
 export function batch(
     batchSize: number = 1000,
diff --git a/src/functions/index.ts b/src/functions/index.ts
index 426d03d..8bdbf75 100644
--- a/src/functions/index.ts
+++ b/src/functions/index.ts
@@ -202,17 +202,17 @@ export function batch(batchSize: number, maxBatchAge?: number): Transform {
 }
 
 /**
- * Unbatches and sends individual chunks of data
+ * Unbatches and sends individual chunks of data.
  */
 export function unbatch(): Transform {
     return baseFunctions.unbatch();
 }
 
 /**
- * Limits date of data transferred into stream.
+ * Limits rate of data transferred into stream.
  * @param options?
- * @param targetRate? Desired rate in ms
- * @param period? Period to sleep for when rate is above or equal to targetRate
+ * @param targetRate? Desired rate in ms.
+ * @param period? Period to sleep for when rate is above or equal to targetRate.
  */
 export function rate(targetRate?: number, period?: number): Transform {
     return baseFunctions.rate(targetRate, period);
@@ -221,7 +221,7 @@ export function rate(targetRate?: number, period?: number): Transform {
 /**
  * Limits number of parallel processes in flight.
  * @param parallel Max number of parallel processes.
- * @param func Function to execute on each data chunk
+ * @param func Function to execute on each data chunk.
  * @param pause Amount of time to pause processing when max number of parallel processes are executing.
  */
 export function parallelMap<T, R>(
@@ -232,6 +232,26 @@ export function parallelMap<T, R>(
     return baseFunctions.parallelMap(mapper, parallel, sleepTime);
 }
 
+/**
+ * Accummulates and sends batches of data. Each chunk that flows into the stream is checked against items
+ * in the buffer. How the buffer is mutated is based on 1 of 2 possible buffering strategies:
+ * 	1. Sliding
+ * 		- If the buffer is larger than the batchSize, the front of the buffer is popped to maintain
+ * 		the batchSize. When no key is provided, the batchSize is effectively the buffer length. When
+ * 		a key is provided, the batchSize is based on the value at that key. For example, given a key
+ * 		of `timestamp` and a batchSize of 3000, each item in the buffer will be guaranteed to be
+ * 		within 3000 timestamp units from the first element. This means that with a key, multiple elements
+ * 		may be spliced off the front of the buffer. The buffer is then pushed into the stream.
+ * 	2. Rolling
+ * 		- If the buffer is larger than the batchSize, the buffer is cleared and pushed into the stream.
+ * 		When no key is provided, the batchSize is the buffer length. When a key is provided, the batchSize
+ * 		is based on the value at that key. For example, given a key of `timestamp` and a batchSize of 3000,
+ * 		each item in the buffer will be guaranteed to be within 3000 timestamp units from the first element.
+ * @param batchSize Size of the batch (in units of buffer length or value at key).
+ * @param batchRate Desired rate of data transfer to next stream.
+ * @param flushStrategy Buffering strategy to use.
+ * @param keyBy Key to determine if element fits into buffer or items need to be cleared from buffer.
+ */
 export function accumulator(
     batchSize: number,
     batchRate: number | undefined,
@@ -246,6 +266,20 @@ export function accumulator(
     );
 }
 
+/**
+ * Accummulates and sends batches of data. Each chunk that flows into the stream is checked against items
+ * in the buffer. How the buffer is mutated is based on 1 of 2 possible buffering strategies:
+ * 	1. Sliding
+ * 		- If the iteratee returns false, the front of the buffer is popped until iteratee returns true. The
+ * 		item is pushed into the buffer and buffer is pushed into stream.
+ * 	2. Rolling
+ * 		- If the iteratee returns false, the buffer is cleared and pushed into stream. The item is
+ * 		then pushed into the buffer.
+ * @param batchRate Desired rate of data transfer to next stream.
+ * @param flushStrategy Buffering strategy to use.
+ * @param iteratee Function applied to buffer when a chunk of data enters stream to determine if element fits into
+ * or items need to be cleared from buffer.
+ */
 export function accumulatorBy<T, S extends FlushStrategy>(
     batchRate: number | undefined,
     flushStrategy: S,
diff --git a/tests/accumulator.spec.ts b/tests/accumulator.spec.ts
index c5a5ae3..523455a 100644
--- a/tests/accumulator.spec.ts
+++ b/tests/accumulator.spec.ts
@@ -26,9 +26,7 @@ test.cb("accumulator() rolling", t => {
         .on("error", (e: any) => {
             t.end(e);
         })
-        .on("end", () => {
-            t.end();
-        });
+        .on("end", t.end);
     [...firstFlush, ...secondFlush, ...thirdFlush].forEach(item => {
         source.push(item);
     });
@@ -61,9 +59,7 @@ test.cb("accumulator() rolling with key", t => {
         .on("error", (e: any) => {
             t.end(e);
         })
-        .on("end", () => {
-            t.end();
-        });
+        .on("end", t.end);
     [...firstFlush, ...secondFlush].forEach(item => {
         source.push(item);
     });
@@ -105,9 +101,7 @@ test.cb(
                 index++;
                 t.pass();
             })
-            .on("end", () => {
-                t.end();
-            });
+            .on("end", t.end);
         input.forEach(item => {
             source.push(item);
         });
@@ -162,9 +156,7 @@ test.cb(
                 );
                 t.pass();
             })
-            .on("end", () => {
-                t.end();
-            });
+            .on("end", t.end);
         input.forEach(item => {
             source.push(item);
         });
@@ -209,9 +201,7 @@ test.cb("accumulator() sliding", t => {
         .on("error", (e: any) => {
             t.end(e);
         })
-        .on("end", () => {
-            t.end();
-        });
+        .on("end", t.end);
     input.forEach(item => {
         source.push(item);
     });
@@ -266,9 +256,7 @@ test.cb("accumulator() sliding with key", t => {
         .on("error", (e: any) => {
             t.end(e);
         })
-        .on("end", () => {
-            t.end();
-        });
+        .on("end", t.end);
     input.forEach(item => {
         source.push(item);
     });
@@ -309,9 +297,7 @@ test.cb(
                 index++;
                 t.pass();
             })
-            .on("end", () => {
-                t.end();
-            });
+            .on("end", t.end);
         input.forEach(item => {
             source.push(item);
         });
@@ -372,9 +358,7 @@ test.cb(
                 );
                 t.pass();
             })
-            .on("end", () => {
-                t.end();
-            });
+            .on("end", t.end);
         input.forEach(item => {
             source.push(item);
         });
@@ -416,9 +400,7 @@ test.cb("accumulatorBy() rolling", t => {
         .on("error", (e: any) => {
             t.end(e);
         })
-        .on("end", () => {
-            t.end();
-        });
+        .on("end", t.end);
     [...firstFlush, ...secondFlush].forEach(item => {
         source.push(item);
     });
@@ -457,9 +439,7 @@ test.cb(
                 expect(err.message).to.equal("Failed mapping");
                 t.pass();
             })
-            .on("end", () => {
-                t.end();
-            });
+            .on("end", t.end);
 
         input.forEach(item => {
             source.push(item);
@@ -524,9 +504,7 @@ test.cb("accumulatorBy() sliding", t => {
         .on("error", (e: any) => {
             t.end(e);
         })
-        .on("end", () => {
-            t.end();
-        });
+        .on("end", t.end);
     input.forEach(item => {
         source.push(item);
     });
@@ -565,9 +543,7 @@ test.cb(
                 expect(err.message).to.equal("Failed mapping");
                 t.pass();
             })
-            .on("end", () => {
-                t.end();
-            });
+            .on("end", t.end);
 
         input.forEach(item => {
             source.push(item);
diff --git a/tests/batch.spec.ts b/tests/batch.spec.ts
index bccd1b6..0c2cd3a 100644
--- a/tests/batch.spec.ts
+++ b/tests/batch.spec.ts
@@ -11,8 +11,7 @@ test.cb("batch() batches chunks together", t => {
     source
         .pipe(batch(3))
         .on("data", (element: string[]) => {
-            expect(element).to.deep.equal(expectedElements[i]);
-            t.pass();
+            t.deepEqual(element, expectedElements[i]);
             i++;
         })
         .on("error", t.end)
@@ -39,8 +38,7 @@ test.cb("batch() yields a batch after the timeout", t => {
     source
         .pipe(batch(3))
         .on("data", (element: string[]) => {
-            expect(element).to.deep.equal(expectedElements[i]);
-            t.pass();
+            t.deepEqual(element, expectedElements[i]);
             i++;
         })
         .on("error", t.fail)
diff --git a/tsconfig.json b/tsconfig.json
index c9faf21..fabdff4 100644
--- a/tsconfig.json
+++ b/tsconfig.json
@@ -9,15 +9,11 @@
     "suppressImplicitAnyIndexErrors": true,
     "outDir": "./dist",
     "module": "commonjs"
-    },
-    "target": "es5",
-    "lib": [
-      "es2016"
-    ],
-    "sourceMap": true,
-    "declaration": true
   },
-  "include": [
-    "src/**/*.ts"
-  ]
+  "target": "es5",
+  "lib": [
+    "es2016"
+  ],
+  "sourceMap": true,
+  "declaration": true
 }