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								---
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								title: NoSQL Data Stores
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								---
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								import Tabs from '@theme/Tabs';
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								import TabItem from '@theme/TabItem';
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											2022-07-24 20:13:15 +00:00
										 
									 
								 
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								So-called "Schema-less" databases allow for arbitrary keys and values within the
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								entries in the database.  K/V stores and Objects add additional restrictions.
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								:::note
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								These data stores are capable of storing structured data.  Those use cases are
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								covered in the [Database demo](/docs/demos/database).
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								:::
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											2022-07-30 22:17:34 +00:00
										 
									 
								 
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								## Arbitrary Data to Spreadsheets
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								There is no natural way to translate arbitrarily shaped schemas to worksheets
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								in a workbook.  One common trick is to dedicate one worksheet to holding named
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								keys.  For example, considering the JS object:
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								```json
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								{
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								  "title": "SheetDB",
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								  "metadata": {
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								    "author": "SheetJS",
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								    "code": 7262
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								  },
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								  "data": [
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								    { "Name": "Barack Obama", "Index": 44 },
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								    { "Name": "Donald Trump", "Index": 45 },
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								  ]
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								}
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								```
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								A dedicated worksheet should store the one-off named values:
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								```
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								XXX|        A        |    B    |
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								---+-----------------+---------+
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								 1 | Path            | Value   |
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								 2 | title           | SheetDB |
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								 3 | metadata.author | SheetJS |
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								 4 | metadata.code   |    7262 |
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								```
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								## Data Stores
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								### Redis
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								Redis has 5 core data types: "String", List", "Set", "Sorted Set", and "Hash".
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								Since the keys and values are limited to simple strings (and numbers), it is
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								possible to store complete databases in a single worksheet.
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								#### Mapping
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								The first row holds the data type and the second row holds the property name.
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								<Tabs>
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								  <TabItem value="strings" label="Strings">
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								Strings can be stored in a unified String table. The first column holds keys
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								and the second column holds values:
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								```
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								XXX|    A    |   B   |
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								---+---------+-------+
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								 1 | Strings |       |
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								 2 |         |       |
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								 3 | Hello   | World |
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								 4 | Sheet   | JS    |
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								```
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								The SheetJS array-of-arrays representation of the string table is an array of
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								key/value pairs:
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								```js
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								let aoa = ["Strings"]; aoa.length = 2; // [ "Strings", empty ]
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								const keys = await client.KEYS("*");
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								for(let key of keys) {
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								  const type = await client.TYPE(key);
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								  if(type == "string") aoa.push([key, await client.GET(key)]);
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								}
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								```
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								  </TabItem>
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								  <TabItem value="list" label="Lists">
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								Lists are unidimensional and can be stored in their own columns.
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								```
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								XXX|    C    |
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								---+---------+
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								 1 | List    |
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								 2 | List1   |
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								 3 | List1V1 |
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								 4 | List1V2 |
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								```
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								The SheetJS array-of-arrays representation of lists is a column of values.
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								```js
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								if(type == "list") {
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								  let values = await client.LRANGE(key, 0, -1);
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								  aoa = [ ["List"], [key] ].concat(values.map(v => [v]));
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								}
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								```
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								  </TabItem>
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								  <TabItem value="set" label="Sets">
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								Sets are unidimensional and can be stored in their own columns.
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								```
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								XXX|   D   |
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								---+-------+
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								 1 | Set   |
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								 2 | Set1  |
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								 3 | Set1A |
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								 4 | Set1B |
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								```
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								The SheetJS array-of-arrays representation of sets is a column of values.
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								```js
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								if(type == "set") {
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								  let values = await client.SMEMBERS(key);
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								  aoa = [ ["Set"], [key] ].concat(values.map(v => [v]));
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								}
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								```
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								  </TabItem>
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								  <TabItem value="zset" label="Sorted Sets">
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								Sorted Sets have an associated score which can be stored in the second column.
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								```
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								XXX|    E    | F |
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								---+---------+---+
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								 1 | Sorted  |   |
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								 2 | ZSet1   |   |
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								 3 | Key1    | 1 |
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								 4 | Key2    | 2 |
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								```
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								The SheetJS array-of-arrays representation is an array of key/score pairs.
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							 | 
							
							
								```js
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								if(type == "zset") {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  let values = await client.ZRANGE_WITHSCORES(key, 0, -1);
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  aoa = [ ["Sorted"], [key] ].concat(values.map(v => [v.value, v.score]));
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								}
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  </TabItem>
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  <TabItem value="hashes" label="Hashes">
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Hashes are stored like the string table, with key and value columns in order.
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-30 22:17:34 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								XXX|   G   |   H   |
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								---+-------+-------+
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								 1 | Hash  |       |
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								 2 | Hash1 |       |
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								 3 | Key1  | Val1  |
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								 4 | Key2  | Val2  |
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2022-08-15 09:30:09 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								The SheetJS array-of-arrays representation is an array of key/value pairs.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```js
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								if(type == "hash") {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  let values = await client.HGETALL(key);
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  aoa = [ ["Hash"], [key] ].concat(Object.entries(values));
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								}
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  </TabItem>
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								</Tabs>
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								#### Example
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								<details><summary><b>Complete Example</b> (click to show)</summary>
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								0) Set up and start a local Redis server
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								1) Download the following scripts:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								- [`SheetJSRedis.mjs`](pathname:///nosql/SheetJSRedis.mjs)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								- [`SheetJSRedisTest.mjs`](pathname:///nosql/SheetJSRedisTest.mjs)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								2) Install dependencies and run:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```bash
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								npm i --save https://cdn.sheetjs.com/xlsx-latest/xlsx-latest.tgz redis
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								node SheetJSRedisTest.mjs
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Inspect the output and compare with the data in `SheetJSRedisTest.mjs`.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Open `SheetJSRedis.xlsx` and verify the columns have the correct data
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2022-07-30 22:17:34 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								</details>
							 | 
						
					
						
							
								
									
										
										
										
											2022-09-03 10:02:45 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								### PouchDB
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								`Database#allDocs` is the standard approach for bulk data export. The generated
							 | 
						
					
						
							
								
									
										
										
										
											2022-10-20 18:47:20 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								row objects have additional `_id` and `_rev` keys that should be removed.
							 | 
						
					
						
							
								
									
										
										
										
											2022-09-03 10:02:45 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2022-10-30 05:45:37 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								Nested objects must be flattened. The ["Tutorial"](/docs/getting-started/example)
							 | 
						
					
						
							
								
									
										
										
										
											2022-09-03 10:02:45 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								includes an example of constructing a simple array.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```js
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								function export_pouchdb_to_xlsx(db) {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  /* fetch all rows, including the underlying data */
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  db.allDocs({include_docs: true}, function(err, doc) {
							 | 
						
					
						
							
								
									
										
										
										
											2022-10-04 20:37:38 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2022-09-03 10:02:45 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								    /* pull the individual data rows */
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    const aoo = doc.rows.map(r => {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								      /* `rest` will include every field from `r` except for _id and _rev */
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								      const { _id, _rev, ...rest } = r;
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								      return rest;
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    });
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    /* generate worksheet */
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    const ws = XLSX.utils.json_to_sheet(aoo);
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    /* generate workbook and export */
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    const wb = XLSX.utils.book_new();
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    XLSX.utils.book_append_sheet(wb, ws, "Sheet1");
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    XLSX.writeFile(wb, "SheetJSPouch.xlsx");
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  });
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								}
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								<details><summary><b>Complete Example</b> (click to show)</summary>
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								0) Download the "Working Version" from the Getting Started guide.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								[ZIP](https://github.com/nickcolley/getting-started-todo/archive/master.zip)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								The ZIP file should have `MD5` checksum `ac4da7cb0cade1be293ba222462f109c`:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```bash
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								curl -LO https://github.com/nickcolley/getting-started-todo/archive/master.zip
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								md5sum master.zip || md5 master.zip
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								### the checksum will be printed
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								If the download is unavailable, a mirror is available at
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								<https://docs.sheetjs.com/pouchdb/master.zip>
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								1) Unzip the `master.zip` file and enter the folder:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```bash
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								unzip master.zip
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								cd getting-started-todo-master
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								2) Edit `index.html` to reference the SheetJS library and add a button:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```html title="index.html"
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  <body>
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								<!-- highlight-start -->
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    <script src="https://cdn.sheetjs.com/xlsx-latest/package/dist/xlsx.full.min.js"></script>
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    <button id="xport">Export!</button>
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								<!-- highlight-end -->
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    <section id="todoapp">
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								3) Just before the end of `app.js`, add a `click` event listener:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```js title="app.js"
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  if (remoteCouch) {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    sync();
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  }
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  // highlight-start
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  document.getElementById("xport").addEventListener("click", function() {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    db.allDocs({include_docs: true}, function(err, doc) {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								      const aoo = doc.rows.map(r => {
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        const { _id, _rev, ... rest } = r.doc;
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								        return rest;
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								      });
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								      const ws = XLSX.utils.json_to_sheet(aoo);
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								      const wb = XLSX.utils.book_new(); XLSX.utils.book_append_sheet(wb, ws, "Sheet1");
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								      XLSX.writeFile(wb, "SheetJSPouch.xlsx");
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								    });
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  });
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								  // highlight-end
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								})();
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								4) Start a local web server:
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```bash
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								npx http-server .
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								Access `http://localhost:8080` from your browser.  Add a few items and click
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								the "Export!" button to generate a new file.
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								</details>
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