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18 Commits

Author SHA1 Message Date
Yi Ding 8bfa53fe66 docs change 2023-08-16 18:01:44 -07:00
Yi Ding 16ad029335 updated example 2023-08-16 17:59:57 -07:00
Yi Ding 82bd6228b8 update docs 2023-08-16 17:10:27 -07:00
Yi Ding a747f28999 changeset 2023-08-16 17:08:11 -07:00
swk777 142310bd63 modify demo 2023-08-16 17:06:08 -07:00
swk777 67c8b6536a add papa config 2023-08-16 17:06:08 -07:00
swk777 efc0e2e0ae add csv loader 2023-08-16 17:06:06 -07:00
yisding 0aa0129be9 Merge pull request #81 from run-llama/remove-node-with-embedding
remove NodeWithEmbedding and upgrade to OpenAI v4
2023-08-16 17:01:54 -07:00
Yi Ding 355910bade changeset 2023-08-16 16:57:05 -07:00
Yi Ding 74ab63232b update docs 2023-08-16 16:57:05 -07:00
Yi Ding 90418fa4ec upgrade packages 2023-08-16 16:57:05 -07:00
Yi Ding 8983e9b0f0 remove package-lock.json from examples
So they always run on the latest lits release
2023-08-16 16:57:05 -07:00
Yi Ding cc4bac899e remove node with embedding 2023-08-16 16:57:05 -07:00
Yi Ding 82f30f5637 0.0.18 2023-08-15 09:23:44 -07:00
Yi Ding ade9d8fb8e changeset 2023-08-15 09:16:37 -07:00
yisding 402152f96b Merge pull request #70 from swk777/larry/session
Fix OpenAIEmbedding Fails to Retrieve Session from Parameters When No…
2023-08-15 09:13:34 -07:00
yisding a43d76d4a7 Merge pull request #79 from run-llama/vectorstore-doccompare
allow adding of nodes with hash comparisons
2023-08-15 09:04:01 -07:00
swk777 978ef781e4 Fix OpenAIEmbedding Fails to Retrieve Session from Parameters When Not Using Azure 2023-08-14 15:13:29 +08:00
51 changed files with 2425 additions and 856 deletions
-5
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@@ -1,5 +0,0 @@
---
"llamaindex": patch
---
Breaking: allow documents to be reimported with hash checking.
-5
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@@ -1,5 +0,0 @@
---
"llamaindex": patch
---
Update storage exports (thanks @TomPenguin)
+5
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@@ -0,0 +1,5 @@
---
"llamaindex": patch
---
Add PapaCSVReader (thank you @swk777)
+5
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@@ -0,0 +1,5 @@
---
"llamaindex": patch
---
OpenAI v4 (final), Anthropic 0.6, Replicate 0.16.1
-5
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@@ -1,5 +0,0 @@
---
"llamaindex": patch
---
Breaking: removed nodeId and docId. Just use id\_
+5
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@@ -0,0 +1,5 @@
---
"llamaindex": patch
---
Breaking: Removed NodeWithEmbeddings (just use BaseNode)
@@ -100,7 +100,7 @@ ___
#### Defined in
[Embedding.ts:270](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/Embedding.ts#L270)
[Embedding.ts:272](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/Embedding.ts#L272)
___
@@ -124,7 +124,7 @@ ___
#### Defined in
[Embedding.ts:286](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/Embedding.ts#L286)
[Embedding.ts:288](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/Embedding.ts#L288)
___
@@ -148,7 +148,7 @@ ___
#### Defined in
[Embedding.ts:282](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/Embedding.ts#L282)
[Embedding.ts:284](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/Embedding.ts#L284)
___
+105
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@@ -0,0 +1,105 @@
---
id: "PapaCSVReader"
title: "Class: PapaCSVReader"
sidebar_label: "PapaCSVReader"
sidebar_position: 0
custom_edit_url: null
---
papaparse-based csv parser
**`Implements`**
BaseReader
## Implements
- [`BaseReader`](../interfaces/BaseReader.md)
## Constructors
### constructor
**new PapaCSVReader**(`concatRows?`, `colJoiner?`, `rowJoiner?`, `papaConfig?`)
Constructs a new instance of the class.
#### Parameters
| Name | Type | Default value | Description |
| :------ | :------ | :------ | :------ |
| `concatRows?` | `boolean` | `true` | whether to concatenate all rows into one document.If set to False, a Document will be created for each row.True by default. |
| `colJoiner?` | `string` | `", "` | - |
| `rowJoiner?` | `string` | `"\n"` | Separator to use for joining each row.Only used when `concat_rows=True`.Set to "\n" by default. |
| `papaConfig?` | `ParseConfig`<`any`, `undefined`\> | `undefined` | - |
#### Defined in
[readers/CSVReader.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/CSVReader.ts#L23)
## Properties
### colJoiner
`Private` **colJoiner**: `string`
#### Defined in
[readers/CSVReader.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/CSVReader.ts#L13)
___
### concatRows
`Private` **concatRows**: `boolean`
#### Defined in
[readers/CSVReader.ts:12](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/CSVReader.ts#L12)
___
### papaConfig
`Private` `Optional` **papaConfig**: `ParseConfig`<`any`, `undefined`\>
#### Defined in
[readers/CSVReader.ts:15](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/CSVReader.ts#L15)
___
### rowJoiner
`Private` **rowJoiner**: `string`
#### Defined in
[readers/CSVReader.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/CSVReader.ts#L14)
## Methods
### loadData
**loadData**(`file`, `fs?`): `Promise`<[`Document`](Document.md)[]\>
Loads data from csv files
#### Parameters
| Name | Type | Default value | Description |
| :------ | :------ | :------ | :------ |
| `file` | `string` | `undefined` | The path to the file to load. |
| `fs?` | [`GenericFileSystem`](../interfaces/GenericFileSystem.md) | `DEFAULT_FS` | The file system to use for reading the file. |
#### Returns
`Promise`<[`Document`](Document.md)[]\>
#### Implementation of
[BaseReader](../interfaces/BaseReader.md).[loadData](../interfaces/BaseReader.md#loaddata)
#### Defined in
[readers/CSVReader.ts:41](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/CSVReader.ts#L41)
@@ -40,4 +40,4 @@ Read all of the documents in a directory. Currently supports PDF and TXT files.
#### Defined in
[readers/SimpleDirectoryReader.ts:37](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/SimpleDirectoryReader.ts#L37)
[readers/SimpleDirectoryReader.ts:39](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/SimpleDirectoryReader.ts#L39)
@@ -99,7 +99,7 @@ VectorStore.client
| Name | Type |
| :------ | :------ |
| `embeddingResults` | [`NodeWithEmbedding`](../interfaces/NodeWithEmbedding.md)[] |
| `embeddingResults` | [`BaseNode`](BaseNode.md)[] |
#### Returns
@@ -135,7 +135,7 @@ ___
#### Defined in
[storage/vectorStore/SimpleVectorStore.ts:78](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L78)
[storage/vectorStore/SimpleVectorStore.ts:77](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L77)
___
@@ -180,7 +180,7 @@ ___
#### Defined in
[storage/vectorStore/SimpleVectorStore.ts:147](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L147)
[storage/vectorStore/SimpleVectorStore.ts:146](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L146)
___
@@ -204,7 +204,7 @@ ___
#### Defined in
[storage/vectorStore/SimpleVectorStore.ts:89](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L89)
[storage/vectorStore/SimpleVectorStore.ts:88](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L88)
___
@@ -218,7 +218,7 @@ ___
#### Defined in
[storage/vectorStore/SimpleVectorStore.ts:197](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L197)
[storage/vectorStore/SimpleVectorStore.ts:196](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L196)
___
@@ -238,7 +238,7 @@ ___
#### Defined in
[storage/vectorStore/SimpleVectorStore.ts:190](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L190)
[storage/vectorStore/SimpleVectorStore.ts:189](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L189)
___
@@ -280,4 +280,4 @@ ___
#### Defined in
[storage/vectorStore/SimpleVectorStore.ts:160](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L160)
[storage/vectorStore/SimpleVectorStore.ts:159](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/SimpleVectorStore.ts#L159)
+1 -1
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@@ -41,4 +41,4 @@ Read a .txt file
#### Defined in
[readers/SimpleDirectoryReader.ts:12](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/SimpleDirectoryReader.ts#L12)
[readers/SimpleDirectoryReader.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/SimpleDirectoryReader.ts#L13)
+14 -14
View File
@@ -24,7 +24,7 @@ The VectorStoreIndex, an index that stores the nodes only according to their vec
| Name | Type |
| :------ | :------ |
| `init` | [`VectorIndexConstructorProps`](../interfaces/VectorIndexConstructorProps.md) |
| `init` | `VectorIndexConstructorProps` |
#### Overrides
@@ -32,7 +32,7 @@ The VectorStoreIndex, an index that stores the nodes only according to their vec
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:36](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L36)
[indices/vectorStore/VectorStoreIndex.ts:41](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L41)
## Properties
@@ -116,7 +116,7 @@ ___
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:34](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L34)
[indices/vectorStore/VectorStoreIndex.ts:39](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L39)
## Methods
@@ -145,7 +145,7 @@ and response synthezier if they are not provided.
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:223](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L223)
[indices/vectorStore/VectorStoreIndex.ts:226](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L226)
___
@@ -171,7 +171,7 @@ Create a new retriever from the index.
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:219](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L219)
[indices/vectorStore/VectorStoreIndex.ts:222](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L222)
___
@@ -196,7 +196,7 @@ ___
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:259](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L259)
[indices/vectorStore/VectorStoreIndex.ts:262](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L262)
___
@@ -246,7 +246,7 @@ ___
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:234](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L234)
[indices/vectorStore/VectorStoreIndex.ts:237](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L237)
___
@@ -272,7 +272,7 @@ Get embeddings for nodes and place them into the index.
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:147](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L147)
[indices/vectorStore/VectorStoreIndex.ts:153](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L153)
___
@@ -297,13 +297,13 @@ High level API: split documents, get embeddings, and build index.
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:194](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L194)
[indices/vectorStore/VectorStoreIndex.ts:197](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L197)
___
### getNodeEmbeddingResults
`Static` **getNodeEmbeddingResults**(`nodes`, `serviceContext`, `logProgress?`): `Promise`<[`NodeWithEmbedding`](../interfaces/NodeWithEmbedding.md)[]\>
`Static` **getNodeEmbeddingResults**(`nodes`, `serviceContext`, `logProgress?`): `Promise`<[`BaseNode`](BaseNode.md)[]\>
Get the embeddings for nodes.
@@ -317,11 +317,11 @@ Get the embeddings for nodes.
#### Returns
`Promise`<[`NodeWithEmbedding`](../interfaces/NodeWithEmbedding.md)[]\>
`Promise`<[`BaseNode`](BaseNode.md)[]\>
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:119](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L119)
[indices/vectorStore/VectorStoreIndex.ts:124](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L124)
___
@@ -336,7 +336,7 @@ This is needed to handle persistence.
| Name | Type |
| :------ | :------ |
| `options` | [`VectorIndexOptions`](../interfaces/VectorIndexOptions.md) |
| `options` | `VectorIndexOptions` |
#### Returns
@@ -344,4 +344,4 @@ This is needed to handle persistence.
#### Defined in
[indices/vectorStore/VectorStoreIndex.ts:47](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L47)
[indices/vectorStore/VectorStoreIndex.ts:52](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/indices/vectorStore/VectorStoreIndex.ts#L52)
@@ -14,7 +14,7 @@ custom_edit_url: null
#### Defined in
[storage/vectorStore/types.ts:12](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L12)
[storage/vectorStore/types.ts:11](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L11)
___
@@ -24,7 +24,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:14](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L14)
[storage/vectorStore/types.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L13)
___
@@ -34,7 +34,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:18](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L18)
[storage/vectorStore/types.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L17)
___
@@ -44,7 +44,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:17](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L17)
[storage/vectorStore/types.ts:16](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L16)
___
@@ -54,7 +54,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:20](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L20)
[storage/vectorStore/types.ts:19](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L19)
___
@@ -64,7 +64,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:13](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L13)
[storage/vectorStore/types.ts:12](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L12)
___
@@ -74,4 +74,4 @@ ___
#### Defined in
[storage/vectorStore/types.ts:16](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L16)
[storage/vectorStore/types.ts:15](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L15)
@@ -12,12 +12,6 @@ custom_edit_url: null
| :------ |
| `T` |
## Hierarchy
- **`BaseIndexInit`**
↳ [`VectorIndexConstructorProps`](VectorIndexConstructorProps.md)
## Properties
### docStore
@@ -11,6 +11,7 @@ A reader takes imports data into Document objects.
## Implemented by
- [`PDFReader`](../classes/PDFReader.md)
- [`PapaCSVReader`](../classes/PapaCSVReader.md)
- [`SimpleDirectoryReader`](../classes/SimpleDirectoryReader.md)
- [`TextFileReader`](../classes/TextFileReader.md)
@@ -14,7 +14,7 @@ custom_edit_url: null
#### Defined in
[storage/vectorStore/types.ts:24](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L24)
[storage/vectorStore/types.ts:23](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L23)
___
@@ -24,7 +24,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:25](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L25)
[storage/vectorStore/types.ts:24](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L24)
___
@@ -34,4 +34,4 @@ ___
#### Defined in
[storage/vectorStore/types.ts:26](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L26)
[storage/vectorStore/types.ts:25](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L25)
@@ -14,4 +14,4 @@ custom_edit_url: null
#### Defined in
[storage/vectorStore/types.ts:30](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L30)
[storage/vectorStore/types.ts:29](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L29)
@@ -14,7 +14,7 @@ custom_edit_url: null
#### Defined in
[storage/vectorStore/types.ts:42](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L42)
[storage/vectorStore/types.ts:41](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L41)
___
@@ -24,7 +24,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:40](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L40)
[storage/vectorStore/types.ts:39](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L39)
___
@@ -34,4 +34,4 @@ ___
#### Defined in
[storage/vectorStore/types.ts:41](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L41)
[storage/vectorStore/types.ts:40](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L40)
@@ -1,29 +0,0 @@
---
id: "NodeWithEmbedding"
title: "Interface: NodeWithEmbedding"
sidebar_label: "NodeWithEmbedding"
sidebar_position: 0
custom_edit_url: null
---
A node with an embedding
## Properties
### embedding
**embedding**: `number`[]
#### Defined in
[Node.ts:305](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/Node.ts#L305)
___
### node
**node**: [`BaseNode`](../classes/BaseNode.md)
#### Defined in
[Node.ts:304](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/Node.ts#L304)
+8 -8
View File
@@ -18,7 +18,7 @@ custom_edit_url: null
#### Defined in
[storage/vectorStore/types.ts:63](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L63)
[storage/vectorStore/types.ts:62](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L62)
___
@@ -28,7 +28,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:62](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L62)
[storage/vectorStore/types.ts:61](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L61)
## Methods
@@ -40,7 +40,7 @@ ___
| Name | Type |
| :------ | :------ |
| `embeddingResults` | [`NodeWithEmbedding`](NodeWithEmbedding.md)[] |
| `embeddingResults` | [`BaseNode`](../classes/BaseNode.md)[] |
#### Returns
@@ -48,7 +48,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:65](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L65)
[storage/vectorStore/types.ts:64](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L64)
___
@@ -62,7 +62,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:64](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L64)
[storage/vectorStore/types.ts:63](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L63)
___
@@ -83,7 +83,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:66](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L66)
[storage/vectorStore/types.ts:65](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L65)
___
@@ -104,7 +104,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:68](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L68)
[storage/vectorStore/types.ts:67](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L67)
___
@@ -125,4 +125,4 @@ ___
#### Defined in
[storage/vectorStore/types.ts:67](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L67)
[storage/vectorStore/types.ts:66](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L66)
@@ -14,7 +14,7 @@ custom_edit_url: null
#### Defined in
[storage/vectorStore/types.ts:47](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L47)
[storage/vectorStore/types.ts:46](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L46)
___
@@ -24,4 +24,4 @@ ___
#### Defined in
[storage/vectorStore/types.ts:46](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L46)
[storage/vectorStore/types.ts:45](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L45)
@@ -14,7 +14,7 @@ custom_edit_url: null
#### Defined in
[storage/vectorStore/types.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L56)
[storage/vectorStore/types.ts:55](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L55)
___
@@ -24,7 +24,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:53](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L53)
[storage/vectorStore/types.ts:52](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L52)
___
@@ -34,7 +34,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:57](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L57)
[storage/vectorStore/types.ts:56](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L56)
___
@@ -44,7 +44,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:58](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L58)
[storage/vectorStore/types.ts:57](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L57)
___
@@ -54,7 +54,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:55](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L55)
[storage/vectorStore/types.ts:54](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L54)
___
@@ -64,7 +64,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L51)
[storage/vectorStore/types.ts:50](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L50)
___
@@ -74,7 +74,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:54](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L54)
[storage/vectorStore/types.ts:53](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L53)
___
@@ -84,4 +84,4 @@ ___
#### Defined in
[storage/vectorStore/types.ts:52](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L52)
[storage/vectorStore/types.ts:51](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L51)
@@ -14,7 +14,7 @@ custom_edit_url: null
#### Defined in
[storage/vectorStore/types.ts:8](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L8)
[storage/vectorStore/types.ts:7](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L7)
___
@@ -24,7 +24,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:6](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L6)
[storage/vectorStore/types.ts:5](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L5)
___
@@ -34,4 +34,4 @@ ___
#### Defined in
[storage/vectorStore/types.ts:7](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L7)
[storage/vectorStore/types.ts:6](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L6)
@@ -14,7 +14,7 @@ custom_edit_url: null
#### Defined in
[storage/vectorStore/types.ts:35](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L35)
[storage/vectorStore/types.ts:34](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L34)
___
@@ -24,7 +24,7 @@ ___
#### Defined in
[storage/vectorStore/types.ts:34](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L34)
[storage/vectorStore/types.ts:33](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L33)
___
@@ -34,4 +34,4 @@ ___
#### Defined in
[storage/vectorStore/types.ts:36](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L36)
[storage/vectorStore/types.ts:35](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/storage/vectorStore/types.ts#L35)
+2 -4
View File
@@ -41,6 +41,7 @@ custom_edit_url: null
- [OpenAI](classes/OpenAI.md)
- [OpenAIEmbedding](classes/OpenAIEmbedding.md)
- [PDFReader](classes/PDFReader.md)
- [PapaCSVReader](classes/PapaCSVReader.md)
- [Refine](classes/Refine.md)
- [Response](classes/Response.md)
- [ResponseSynthesizer](classes/ResponseSynthesizer.md)
@@ -80,7 +81,6 @@ custom_edit_url: null
- [MetadataFilters](interfaces/MetadataFilters.md)
- [MetadataInfo](interfaces/MetadataInfo.md)
- [NodeParser](interfaces/NodeParser.md)
- [NodeWithEmbedding](interfaces/NodeWithEmbedding.md)
- [NodeWithScore](interfaces/NodeWithScore.md)
- [QueryEngineTool](interfaces/QueryEngineTool.md)
- [RelatedNodeInfo](interfaces/RelatedNodeInfo.md)
@@ -93,8 +93,6 @@ custom_edit_url: null
- [StructuredOutput](interfaces/StructuredOutput.md)
- [SubQuestion](interfaces/SubQuestion.md)
- [ToolMetadata](interfaces/ToolMetadata.md)
- [VectorIndexConstructorProps](interfaces/VectorIndexConstructorProps.md)
- [VectorIndexOptions](interfaces/VectorIndexOptions.md)
- [VectorStore](interfaces/VectorStore.md)
- [VectorStoreInfo](interfaces/VectorStoreInfo.md)
- [VectorStoreQuery](interfaces/VectorStoreQuery.md)
@@ -179,7 +177,7 @@ ___
#### Defined in
[readers/SimpleDirectoryReader.ts:26](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/SimpleDirectoryReader.ts#L26)
[readers/SimpleDirectoryReader.ts:28](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/core/src/readers/SimpleDirectoryReader.ts#L28)
___
+10
View File
@@ -1,5 +1,15 @@
# simple
## 0.0.16
### Patch Changes
- Updated dependencies [824c13c]
- Updated dependencies [18b8915]
- Updated dependencies [ade9d8f]
- Updated dependencies [824c13c]
- llamaindex@0.0.18
## 0.0.15
### Patch Changes
+52
View File
@@ -0,0 +1,52 @@
import {
CompactAndRefine,
OpenAI,
PapaCSVReader,
ResponseSynthesizer,
serviceContextFromDefaults,
SimplePrompt,
VectorStoreIndex,
} from "llamaindex";
async function main() {
// Load CSV
const reader = new PapaCSVReader();
const path = "data/titanic_train.csv";
const documents = await reader.loadData(path);
const serviceContext = serviceContextFromDefaults({
llm: new OpenAI({ model: "gpt-4" }),
});
// Split text and create embeddings. Store them in a VectorStoreIndex
const index = await VectorStoreIndex.fromDocuments(documents, {
serviceContext,
});
const csvPrompt: SimplePrompt = (input) => {
const { context = "", query = "" } = input;
return `The following CSV file is loaded from ${path}
\`\`\`csv
${context}
\`\`\`
Given the CSV file, generate me Typescript code to answer the question: ${query}. You can use built in NodeJS functions but avoid using third party libraries.
`;
};
const responseSynthesizer = new ResponseSynthesizer({
responseBuilder: new CompactAndRefine(serviceContext, csvPrompt),
});
const queryEngine = index.asQueryEngine({ responseSynthesizer });
// Query the index
const response = await queryEngine.query(
"What is the correlation between survival and age?",
);
// Output response
console.log(response.toString());
}
main().catch(console.error);
+715
View File
@@ -0,0 +1,715 @@
survived,pclass,name,sex,age,sibsp,parch,ticket,fare,cabin,embarked
0,3,Braund,male,22,1,0,A/5 21171,7.25,,S
1,1,Cumings,female,38,1,0,PC 17599,71.2833,C85,C
1,3,Heikkinen,female,26,0,0,STON/O2. 3101282,7.925,,S
1,1,Futrelle,female,35,1,0,113803,53.1,C123,S
0,3,Allen,male,35,0,0,373450,8.05,,S
0,1,McCarthy,male,54,0,0,17463,51.8625,E46,S
0,3,Palsson,male,2,3,1,349909,21.075,,S
1,3,Johnson,female,27,0,2,347742,11.1333,,S
1,2,Nasser,female,14,1,0,237736,30.0708,,C
1,3,Sandstrom,female,4,1,1,PP 9549,16.7,G6,S
1,1,Bonnell,female,58,0,0,113783,26.55,C103,S
0,3,Saundercock,male,20,0,0,A/5. 2151,8.05,,S
0,3,Andersson,male,39,1,5,347082,31.275,,S
0,3,Vestrom,female,14,0,0,350406,7.8542,,S
1,2,Hewlett,female,55,0,0,248706,16,,S
0,3,Rice,male,2,4,1,382652,29.125,,Q
0,3,Vander,female,31,1,0,345763,18,,S
0,2,Fynney,male,35,0,0,239865,26,,S
1,2,Beesley,male,34,0,0,248698,13,D56,S
1,3,McGowan,female,15,0,0,330923,8.0292,,Q
1,1,Sloper,male,28,0,0,113788,35.5,A6,S
0,3,Palsson,female,8,3,1,349909,21.075,,S
1,3,Asplund,female,38,1,5,347077,31.3875,,S
0,1,Fortune,male,19,3,2,19950,263,C23 C25 C27,S
0,1,Uruchurtu,male,40,0,0,PC 17601,27.7208,,C
0,2,Wheadon,male,66,0,0,C.A. 24579,10.5,,S
0,1,Meyer,male,28,1,0,PC 17604,82.1708,,C
0,1,Holverson,male,42,1,0,113789,52,,S
0,3,Cann,male,21,0,0,A./5. 2152,8.05,,S
0,3,Vander,female,18,2,0,345764,18,,S
1,3,Nicola-Yarred,female,14,1,0,2651,11.2417,,C
0,3,Ahlin,female,40,1,0,7546,9.475,,S
0,2,Turpin,female,27,1,0,11668,21,,S
1,2,Laroche,female,3,1,2,SC/Paris 2123,41.5792,,C
1,3,Devaney,female,19,0,0,330958,7.8792,,Q
0,3,Arnold-Franchi,female,18,1,0,349237,17.8,,S
0,3,Panula,male,7,4,1,3101295,39.6875,,S
0,3,Nosworthy,male,21,0,0,A/4. 39886,7.8,,S
1,1,Harper,female,49,1,0,PC 17572,76.7292,D33,C
1,2,Faunthorpe,female,29,1,0,2926,26,,S
0,1,Ostby,male,65,0,1,113509,61.9792,B30,C
1,2,Rugg,female,21,0,0,C.A. 31026,10.5,,S
0,3,Novel,male,28.5,0,0,2697,7.2292,,C
1,2,West,female,5,1,2,C.A. 34651,27.75,,S
0,3,Goodwin,male,11,5,2,CA 2144,46.9,,S
0,3,Sirayanian,male,22,0,0,2669,7.2292,,C
1,1,Icard,female,38,0,0,113572,80,B28,
0,1,Harris,male,45,1,0,36973,83.475,C83,S
0,3,Skoog,male,4,3,2,347088,27.9,,S
1,2,Nye,female,29,0,0,C.A. 29395,10.5,F33,S
0,3,Crease,male,19,0,0,S.P. 3464,8.1583,,S
1,3,Andersson,female,17,4,2,3101281,7.925,,S
0,3,Kink,male,26,2,0,315151,8.6625,,S
0,2,Jenkin,male,32,0,0,C.A. 33111,10.5,,S
0,3,Goodwin,female,16,5,2,CA 2144,46.9,,S
0,2,Hood,male,21,0,0,S.O.C. 14879,73.5,,S
0,3,Chronopoulos,male,26,1,0,2680,14.4542,,C
1,3,Bing,male,32,0,0,1601,56.4958,,S
0,3,Moen,male,25,0,0,348123,7.65,F G73,S
1,2,Caldwell,male,0.83,0,2,248738,29,,S
1,3,Dowdell,female,30,0,0,364516,12.475,,S
0,3,Waelens,male,22,0,0,345767,9,,S
1,3,Sheerlinck,male,29,0,0,345779,9.5,,S
0,1,Carrau,male,28,0,0,113059,47.1,,S
1,2,Ilett,female,17,0,0,SO/C 14885,10.5,,S
1,3,Backstrom,female,33,3,0,3101278,15.85,,S
0,3,Ford,male,16,1,3,W./C. 6608,34.375,,S
1,1,Fortune,female,23,3,2,19950,263,C23 C25 C27,S
0,3,Celotti,male,24,0,0,343275,8.05,,S
0,3,Christmann,male,29,0,0,343276,8.05,,S
0,3,Andreasson,male,20,0,0,347466,7.8542,,S
0,1,Chaffee,male,46,1,0,W.E.P. 5734,61.175,E31,S
0,3,Dean,male,26,1,2,C.A. 2315,20.575,,S
0,3,Coxon,male,59,0,0,364500,7.25,,S
0,1,Goldschmidt,male,71,0,0,PC 17754,34.6542,A5,C
1,1,Greenfield,male,23,0,1,PC 17759,63.3583,D10 D12,C
1,2,Doling,female,34,0,1,231919,23,,S
0,2,Kantor,male,34,1,0,244367,26,,S
0,3,Petranec,female,28,0,0,349245,7.8958,,S
0,1,White,male,21,0,1,35281,77.2875,D26,S
0,3,Johansson,male,33,0,0,7540,8.6542,,S
0,3,Gustafsson,male,37,2,0,3101276,7.925,,S
0,3,Mionoff,male,28,0,0,349207,7.8958,,S
1,3,Salkjelsvik,female,21,0,0,343120,7.65,,S
0,3,Rekic,male,38,0,0,349249,7.8958,,S
0,1,Porter,male,47,0,0,110465,52,C110,S
0,3,Zabour,female,14.5,1,0,2665,14.4542,,C
0,3,Barton,male,22,0,0,324669,8.05,,S
0,3,Jussila,female,20,1,0,4136,9.825,,S
0,3,Attalah,female,17,0,0,2627,14.4583,,C
0,3,Pekoniemi,male,21,0,0,STON/O 2. 3101294,7.925,,S
0,3,Connors,male,70.5,0,0,370369,7.75,,Q
0,2,Turpin,male,29,1,0,11668,21,,S
0,1,Baxter,male,24,0,1,PC 17558,247.5208,B58 B60,C
0,3,Andersson,female,2,4,2,347082,31.275,,S
0,2,Hickman,male,21,2,0,S.O.C. 14879,73.5,,S
0,2,Nasser,male,32.5,1,0,237736,30.0708,,C
1,2,Webber,female,32.5,0,0,27267,13,E101,S
0,1,White,male,54,0,1,35281,77.2875,D26,S
1,3,Nicola-Yarred,male,12,1,0,2651,11.2417,,C
1,3,Madsen,male,24,0,0,C 17369,7.1417,,S
0,3,Ekstrom,male,45,0,0,347061,6.975,,S
0,3,Drazenoic,male,33,0,0,349241,7.8958,,C
0,3,Coelho,male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
0,3,Robins,female,47,1,0,A/5. 3337,14.5,,S
1,2,Weisz,female,29,1,0,228414,26,,S
0,2,Sobey,male,25,0,0,C.A. 29178,13,,S
0,2,Richard,male,23,0,0,SC/PARIS 2133,15.0458,,C
1,1,Newsom,female,19,0,2,11752,26.2833,D47,S
0,1,Futrelle,male,37,1,0,113803,53.1,C123,S
0,3,Osen,male,16,0,0,7534,9.2167,,S
0,1,Giglio,male,24,0,0,PC 17593,79.2,B86,C
1,3,Nysten,female,22,0,0,347081,7.75,,S
1,3,Hakkarainen,female,24,1,0,STON/O2. 3101279,15.85,,S
0,3,Burke,male,19,0,0,365222,6.75,,Q
0,2,Andrew,male,18,0,0,231945,11.5,,S
0,2,Nicholls,male,19,1,1,C.A. 33112,36.75,,S
1,3,Andersson,male,27,0,0,350043,7.7958,,S
0,3,Ford,female,9,2,2,W./C. 6608,34.375,,S
0,2,Navratil,male,36.5,0,2,230080,26,F2,S
0,2,Byles,male,42,0,0,244310,13,,S
0,2,Bateman,male,51,0,0,S.O.P. 1166,12.525,,S
1,1,Pears,female,22,1,0,113776,66.6,C2,S
0,3,Meo,male,55.5,0,0,A.5. 11206,8.05,,S
0,3,van,male,40.5,0,2,A/5. 851,14.5,,S
0,1,Williams,male,51,0,1,PC 17597,61.3792,,C
1,3,Gilnagh,female,16,0,0,35851,7.7333,,Q
0,3,Corn,male,30,0,0,SOTON/OQ 392090,8.05,,S
0,3,Cribb,male,44,0,1,371362,16.1,,S
1,2,Watt,female,40,0,0,C.A. 33595,15.75,,S
0,3,Bengtsson,male,26,0,0,347068,7.775,,S
0,3,Calic,male,17,0,0,315093,8.6625,,S
0,3,Panula,male,1,4,1,3101295,39.6875,,S
1,3,Goldsmith,male,9,0,2,363291,20.525,,S
0,3,Skoog,female,45,1,4,347088,27.9,,S
0,3,Ling,male,28,0,0,1601,56.4958,,S
0,1,Van,male,61,0,0,111240,33.5,B19,S
0,3,Rice,male,4,4,1,382652,29.125,,Q
1,3,Johnson,female,1,1,1,347742,11.1333,,S
0,3,Sivola,male,21,0,0,STON/O 2. 3101280,7.925,,S
0,1,Smith,male,56,0,0,17764,30.6958,A7,C
0,3,Klasen,male,18,1,1,350404,7.8542,,S
0,1,Isham,female,50,0,0,PC 17595,28.7125,C49,C
0,2,Hale,male,30,0,0,250653,13,,S
0,3,Leonard,male,36,0,0,LINE,0,,S
0,3,Asplund,male,9,4,2,347077,31.3875,,S
1,2,Becker,male,1,2,1,230136,39,F4,S
1,3,Kink-Heilmann,female,4,0,2,315153,22.025,,S
1,1,Romaine,male,45,0,0,111428,26.55,,S
0,3,Bourke,male,40,1,1,364849,15.5,,Q
0,3,Turcin,male,36,0,0,349247,7.8958,,S
1,2,Pinsky,female,32,0,0,234604,13,,S
0,2,Carbines,male,19,0,0,28424,13,,S
1,3,Andersen-Jensen,female,19,1,0,350046,7.8542,,S
1,2,Navratil,male,3,1,1,230080,26,F2,S
1,1,Brown,female,44,0,0,PC 17610,27.7208,B4,C
1,1,Lurette,female,58,0,0,PC 17569,146.5208,B80,C
0,3,Olsen,male,42,0,1,4579,8.4042,,S
0,2,Yrois,female,24,0,0,248747,13,,S
0,3,Vande,male,28,0,0,345770,9.5,,S
0,3,Johanson,male,34,0,0,3101264,6.4958,,S
0,3,Youseff,male,45.5,0,0,2628,7.225,,C
1,3,Cohen,male,18,0,0,A/5 3540,8.05,,S
0,3,Strom,female,2,0,1,347054,10.4625,G6,S
0,3,Backstrom,male,32,1,0,3101278,15.85,,S
1,3,Albimona,male,26,0,0,2699,18.7875,,C
1,3,Carr,female,16,0,0,367231,7.75,,Q
1,1,Blank,male,40,0,0,112277,31,A31,C
0,3,Ali,male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
1,2,Cameron,female,35,0,0,F.C.C. 13528,21,,S
0,3,Perkin,male,22,0,0,A/5 21174,7.25,,S
0,2,Givard,male,30,0,0,250646,13,,S
1,1,Newell,female,31,1,0,35273,113.275,D36,C
1,3,Honkanen,female,27,0,0,STON/O2. 3101283,7.925,,S
0,2,Jacobsohn,male,42,1,0,243847,27,,S
1,1,Bazzani,female,32,0,0,11813,76.2917,D15,C
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1,3,Sunderland,male,16,0,0,SOTON/OQ 392089,8.05,,S
0,2,Bracken,male,27,0,0,220367,13,,S
0,3,Green,male,51,0,0,21440,8.05,,S
1,1,Hoyt,male,38,1,0,19943,90,C93,S
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1,2,Mellors,male,19,0,0,SW/PP 751,10.5,,S
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0,2,Fahlstrom,male,18,0,0,236171,13,,S
1,1,Harris,female,35,1,0,36973,83.475,C83,S
0,3,Larsson,male,29,0,0,347067,7.775,,S
0,2,Sjostedt,male,59,0,0,237442,13.5,,S
1,3,Asplund,female,5,4,2,347077,31.3875,,S
0,2,Leyson,male,24,0,0,C.A. 29566,10.5,,S
0,2,Hold,male,44,1,0,26707,26,,S
1,2,Collyer,female,8,0,2,C.A. 31921,26.25,,S
0,2,Pengelly,male,19,0,0,28665,10.5,,S
0,2,Hunt,male,33,0,0,SCO/W 1585,12.275,,S
0,2,Coleridge,male,29,0,0,W./C. 14263,10.5,,S
0,3,Maenpaa,male,22,0,0,STON/O 2. 3101275,7.125,,S
0,3,Attalah,male,30,0,0,2694,7.225,,C
0,1,Minahan,male,44,2,0,19928,90,C78,Q
0,3,Lindahl,female,25,0,0,347071,7.775,,S
1,2,Hamalainen,female,24,0,2,250649,14.5,,S
1,1,Beckwith,male,37,1,1,11751,52.5542,D35,S
0,2,Carter,male,54,1,0,244252,26,,S
0,3,Strom,female,29,1,1,347054,10.4625,G6,S
0,1,Stead,male,62,0,0,113514,26.55,C87,S
0,3,Lobb,male,30,1,0,A/5. 3336,16.1,,S
0,3,Rosblom,female,41,0,2,370129,20.2125,,S
1,3,Touma,female,29,0,2,2650,15.2458,,C
1,1,Cherry,female,30,0,0,110152,86.5,B77,S
1,1,Ward,female,35,0,0,PC 17755,512.3292,,C
1,2,Parrish,female,50,0,1,230433,26,,S
1,3,Asplund,male,3,4,2,347077,31.3875,,S
0,1,Taussig,male,52,1,1,110413,79.65,E67,S
0,1,Harrison,male,40,0,0,112059,0,B94,S
0,2,Reeves,male,36,0,0,C.A. 17248,10.5,,S
0,3,Panula,male,16,4,1,3101295,39.6875,,S
1,3,Persson,male,25,1,0,347083,7.775,,S
1,1,Graham,female,58,0,1,PC 17582,153.4625,C125,S
1,1,Bissette,female,35,0,0,PC 17760,135.6333,C99,S
1,3,Tornquist,male,25,0,0,LINE,0,,S
1,2,Mellinger,female,41,0,1,250644,19.5,,S
0,1,Natsch,male,37,0,1,PC 17596,29.7,C118,C
1,1,Andrews,female,63,1,0,13502,77.9583,D7,S
0,3,Lindblom,female,45,0,0,347073,7.75,,S
0,3,Rice,male,7,4,1,382652,29.125,,Q
1,3,Abbott,female,35,1,1,C.A. 2673,20.25,,S
0,3,Duane,male,65,0,0,336439,7.75,,Q
0,3,Olsson,male,28,0,0,347464,7.8542,,S
0,3,de,male,16,0,0,345778,9.5,,S
1,3,Dorking,male,19,0,0,A/5. 10482,8.05,,S
0,3,Stankovic,male,33,0,0,349239,8.6625,,C
1,3,de,male,30,0,0,345774,9.5,,S
0,3,Naidenoff,male,22,0,0,349206,7.8958,,S
1,2,Hosono,male,42,0,0,237798,13,,S
1,3,Connolly,female,22,0,0,370373,7.75,,Q
1,1,Barber,female,26,0,0,19877,78.85,,S
1,1,Bishop,female,19,1,0,11967,91.0792,B49,C
0,2,Levy,male,36,0,0,SC/Paris 2163,12.875,D,C
0,3,Haas,female,24,0,0,349236,8.85,,S
0,3,Mineff,male,24,0,0,349233,7.8958,,S
0,3,Hanna,male,23.5,0,0,2693,7.2292,,C
0,1,Allison,female,2,1,2,113781,151.55,C22 C26,S
1,1,Baxter,female,50,0,1,PC 17558,247.5208,B58 B60,C
0,3,Johnson,male,19,0,0,LINE,0,,S
1,1,Allison,male,0.92,1,2,113781,151.55,C22 C26,S
1,1,Penasco,female,17,1,0,PC 17758,108.9,C65,C
0,2,Abelson,male,30,1,0,P/PP 3381,24,,C
1,1,Francatelli,female,30,0,0,PC 17485,56.9292,E36,C
1,1,Hays,female,24,0,0,11767,83.1583,C54,C
1,1,Ryerson,female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
0,2,Lahtinen,female,26,1,1,250651,26,,S
0,3,Hendekovic,male,28,0,0,349243,7.8958,,S
0,2,Hart,male,43,1,1,F.C.C. 13529,26.25,,S
1,3,Nilsson,female,26,0,0,347470,7.8542,,S
1,2,Kantor,female,24,1,0,244367,26,,S
0,2,Moraweck,male,54,0,0,29011,14,,S
1,1,Wick,female,31,0,2,36928,164.8667,C7,S
1,1,Spedden,female,40,1,1,16966,134.5,E34,C
0,3,Dennis,male,22,0,0,A/5 21172,7.25,,S
0,3,Danoff,male,27,0,0,349219,7.8958,,S
1,2,Slayter,female,30,0,0,234818,12.35,,Q
1,2,Caldwell,female,22,1,1,248738,29,,S
1,1,Young,female,36,0,0,PC 17760,135.6333,C32,C
0,3,Nysveen,male,61,0,0,345364,6.2375,,S
1,2,Ball,female,36,0,0,28551,13,D,S
1,3,Goldsmith,female,31,1,1,363291,20.525,,S
1,1,Hippach,female,16,0,1,111361,57.9792,B18,C
0,1,Partner,male,45.5,0,0,113043,28.5,C124,S
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0,3,Vander,male,16,2,0,345764,18,,S
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1,1,Burns,female,41,0,0,16966,134.5,E40,C
1,3,Dahl,male,45,0,0,7598,8.05,,S
0,1,Blackwell,male,45,0,0,113784,35.5,T,S
1,2,Navratil,male,2,1,1,230080,26,F2,S
1,1,Fortune,female,24,3,2,19950,263,C23 C25 C27,S
0,2,Collander,male,28,0,0,248740,13,,S
0,2,Sedgwick,male,25,0,0,244361,13,,S
0,2,Fox,male,36,0,0,229236,13,,S
1,2,Brown,female,24,0,0,248733,13,F33,S
1,2,Smith,female,40,0,0,31418,13,,S
1,3,Coutts,male,3,1,1,C.A. 37671,15.9,,S
0,3,Dimic,male,42,0,0,315088,8.6625,,S
0,3,Odahl,male,23,0,0,7267,9.225,,S
0,3,Elias,male,15,1,1,2695,7.2292,,C
0,3,Arnold-Franchi,male,25,1,0,349237,17.8,,S
0,3,Vanden,male,28,0,0,345783,9.5,,S
1,1,Bowerman,female,22,0,1,113505,55,E33,S
0,2,Funk,female,38,0,0,237671,13,,S
0,3,Skoog,male,40,1,4,347088,27.9,,S
0,2,del,male,29,1,0,SC/PARIS 2167,27.7208,,C
0,3,Barbara,female,45,0,1,2691,14.4542,,C
0,3,Asim,male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
0,3,Adahl,male,30,0,0,C 7076,7.25,,S
1,1,Warren,female,60,1,0,110813,75.25,D37,C
1,1,Aubart,female,24,0,0,PC 17477,69.3,B35,C
1,1,Harder,male,25,1,0,11765,55.4417,E50,C
0,3,Wiklund,male,18,1,0,3101267,6.4958,,S
0,3,Beavan,male,19,0,0,323951,8.05,,S
0,1,Ringhini,male,22,0,0,PC 17760,135.6333,,C
0,3,Palsson,female,3,3,1,349909,21.075,,S
1,3,Landergren,female,22,0,0,C 7077,7.25,,S
0,1,Widener,male,27,0,2,113503,211.5,C82,C
0,3,Betros,male,20,0,0,2648,4.0125,,C
0,3,Gustafsson,male,19,0,0,347069,7.775,,S
1,1,Bidois,female,42,0,0,PC 17757,227.525,,C
1,3,Nakid,female,1,0,2,2653,15.7417,,C
0,3,Tikkanen,male,32,0,0,STON/O 2. 3101293,7.925,,S
1,1,Holverson,female,35,1,0,113789,52,,S
0,2,Davies,male,18,0,0,S.O.C. 14879,73.5,,S
0,3,Goodwin,male,1,5,2,CA 2144,46.9,,S
1,2,Buss,female,36,0,0,27849,13,,S
1,2,Lehmann,female,17,0,0,SC 1748,12,,C
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1,3,Jansson,male,21,0,0,350034,7.7958,,S
0,3,Gustafsson,male,28,2,0,3101277,7.925,,S
1,1,Newell,female,23,1,0,35273,113.275,D36,C
1,3,Sandstrom,female,24,0,2,PP 9549,16.7,G6,S
0,3,Johansson,male,22,0,0,350052,7.7958,,S
0,3,Olsson,female,31,0,0,350407,7.8542,,S
0,2,McKane,male,46,0,0,28403,26,,S
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1,2,Trout,female,28,0,0,240929,12.65,,S
1,3,Niskanen,male,39,0,0,STON/O 2. 3101289,7.925,,S
0,3,Adams,male,26,0,0,341826,8.05,,S
0,3,Jussila,female,21,1,0,4137,9.825,,S
0,3,Hakkarainen,male,28,1,0,STON/O2. 3101279,15.85,,S
0,3,Oreskovic,female,20,0,0,315096,8.6625,,S
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0,3,Widegren,male,51,0,0,347064,7.75,,S
1,2,Richards,male,3,1,1,29106,18.75,,S
0,3,Birkeland,male,21,0,0,312992,7.775,,S
1,1,Minahan,female,33,1,0,19928,90,C78,Q
1,3,Sundman,male,44,0,0,STON/O 2. 3101269,7.925,,S
1,2,Drew,female,34,1,1,28220,32.5,,S
1,2,Silven,female,18,0,2,250652,13,,S
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0,3,Zimmerman,male,29,0,0,315082,7.875,,S
0,3,Danbom,female,28,1,1,347080,14.4,,S
0,3,Rosblom,male,18,1,1,370129,20.2125,,S
1,2,Clarke,female,28,1,0,2003,26,,S
1,2,Phillips,female,19,0,0,250655,26,,S
1,3,Pickard,male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
1,1,Bjornstrom-Steffansson,male,28,0,0,110564,26.55,C52,S
1,2,Louch,female,42,1,0,SC/AH 3085,26,,S
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1,1,Carter,female,14,1,2,113760,120,B96 B98,S
0,3,Ford,female,21,2,2,W./C. 6608,34.375,,S
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0,2,Kvillner,male,31,0,0,C.A. 18723,10.5,,S
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0,3,Hampe,male,20,0,0,345769,9.5,,S
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1,2,Mellinger,female,13,0,1,250644,19.5,,S
1,1,Seward,male,34,0,0,113794,26.55,,S
1,3,Baclini,female,5,2,1,2666,19.2583,,C
1,1,Peuchen,male,52,0,0,113786,30.5,C104,S
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1,1,Goldenberg,male,49,1,0,17453,89.1042,C92,C
1,3,Jalsevac,male,29,0,0,349240,7.8958,,C
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1,2,Toomey,female,50,0,0,F.C.C. 13531,10.5,,S
1,1,Anderson,male,48,0,0,19952,26.55,E12,S
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0,2,Milling,male,48,0,0,234360,13,,S
0,3,Goncalves,male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
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1,3,Baclini,female,0.75,2,1,2666,19.2583,,C
0,3,Cacic,male,38,0,0,315089,8.6625,,S
1,2,West,female,33,1,2,C.A. 34651,27.75,,S
1,2,Jerwan,female,23,0,0,SC/AH Basle 541,13.7917,D,C
0,3,Strandberg,female,22,0,0,7553,9.8375,,S
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0,3,Braund,male,29,1,0,3460,7.0458,,S
0,3,Karlsson,male,22,0,0,350060,7.5208,,S
1,3,Hirvonen,female,2,0,1,3101298,12.2875,,S
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1,3,Turkula,female,63,0,0,4134,9.5875,,S
1,1,Bishop,male,25,1,0,11967,91.0792,B49,C
1,1,Hoyt,female,35,1,0,19943,90,C93,S
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1,3,Coutts,male,9,1,1,C.A. 37671,15.9,,S
0,3,Windelov,male,21,0,0,SOTON/OQ 3101317,7.25,,S
0,1,Molson,male,55,0,0,113787,30.5,C30,S
0,1,Artagaveytia,male,71,0,0,PC 17609,49.5042,,C
0,3,Stanley,male,21,0,0,A/4 45380,8.05,,S
1,1,Eustis,female,54,1,0,36947,78.2667,D20,C
0,1,Allison,female,25,1,2,113781,151.55,C22 C26,S
0,3,Svensson,male,24,0,0,350035,7.7958,,S
0,3,Calic,male,17,0,0,315086,8.6625,,S
0,3,Canavan,female,21,0,0,364846,7.75,,Q
0,3,Laitinen,female,37,0,0,4135,9.5875,,S
1,1,Maioni,female,16,0,0,110152,86.5,B79,S
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1,3,Lang,male,26,0,0,1601,56.4958,,S
1,3,Daly,male,29,0,0,382651,7.75,,Q
1,1,McGough,male,36,0,0,PC 17473,26.2875,E25,S
1,1,Rothschild,female,54,1,0,PC 17603,59.4,,C
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1,2,Lemore,female,34,0,0,C.A. 34260,10.5,F33,S
1,2,Angle,female,36,1,0,226875,26,,S
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1,1,Perreault,female,30,0,0,12749,93.5,B73,S
0,3,Vovk,male,22,0,0,349252,7.8958,,S
1,1,Hippach,female,44,0,1,111361,57.9792,B18,C
0,3,Farrell,male,40.5,0,0,367232,7.75,,Q
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0,3,Salonen,male,39,0,0,3101296,7.925,,S
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1,2,Quick,female,2,1,1,26360,26,,S
0,3,Elias,male,17,1,1,2690,7.2292,,C
0,3,Cacic,female,30,0,0,315084,8.6625,,S
1,2,Hart,female,7,0,2,F.C.C. 13529,26.25,,S
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1,1,LeRoy,female,30,0,0,PC 17761,106.425,,C
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0,3,Goldsmith,male,33,1,1,363291,20.525,,S
1,2,Davies,male,8,1,1,C.A. 33112,36.75,,S
1,1,Thayer,male,17,0,2,17421,110.8833,C70,C
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1,3,Leeni,male,22,0,0,2620,7.225,,C
1,3,Ohman,female,22,0,0,347085,7.775,,S
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1,1,Taussig,female,39,1,1,110413,79.65,E67,S
1,3,de,female,36,1,0,345572,17.4,,S
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0,3,Stoytcheff,male,19,0,0,349205,7.8958,,S
0,3,Palsson,female,29,0,4,349909,21.075,,S
1,3,Jonsson,male,32,0,0,350417,7.8542,,S
1,2,Harris,male,62,0,0,S.W./PP 752,10.5,,S
1,1,Appleton,female,53,2,0,11769,51.4792,C101,S
1,1,Flynn,male,36,0,0,PC 17474,26.3875,E25,S
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1,2,Garside,female,34,0,0,243880,13,,S
1,1,Silvey,female,39,1,0,13507,55.9,E44,S
1,3,Jussila,male,32,0,0,STON/O 2. 3101286,7.925,,S
1,2,Christy,female,25,1,1,237789,30,,S
1,1,Thayer,female,39,1,1,17421,110.8833,C68,C
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1,1,Taussig,female,18,0,2,110413,79.65,E68,S
0,2,Jarvis,male,47,0,0,237565,15,,S
1,1,Frolicher-Stehli,male,60,1,1,13567,79.2,B41,C
0,3,Gilinski,male,22,0,0,14973,8.05,,S
0,3,Rintamaki,male,35,0,0,STON/O 2. 3101273,7.125,,S
1,1,Stephenson,female,52,1,0,36947,78.2667,D20,C
0,3,Elsbury,male,47,0,0,A/5 3902,7.25,,S
0,2,Chapman,male,37,1,0,SC/AH 29037,26,,S
0,3,Van,male,36,1,1,345773,24.15,,S
0,3,Johnson,male,49,0,0,LINE,0,,S
1,1,Duff,male,49,1,0,PC 17485,56.9292,A20,C
1,2,Jacobsohn,female,24,2,1,243847,27,,S
0,3,Torber,male,44,0,0,364511,8.05,,S
1,1,Homer,male,35,0,0,111426,26.55,,C
0,3,Lindell,male,36,1,0,349910,15.55,,S
0,3,Karaic,male,30,0,0,349246,7.8958,,S
1,1,Daniel,male,27,0,0,113804,30.5,,S
1,2,Laroche,female,22,1,2,SC/Paris 2123,41.5792,,C
1,1,Shutes,female,40,0,0,PC 17582,153.4625,C125,S
0,3,Andersson,female,39,1,5,347082,31.275,,S
0,3,Brocklebank,male,35,0,0,364512,8.05,,S
1,2,Herman,female,24,1,2,220845,65,,S
0,3,Danbom,male,34,1,1,347080,14.4,,S
0,3,Lobb,female,26,1,0,A/5. 3336,16.1,,S
1,2,Becker,female,4,2,1,230136,39,F4,S
0,2,Gavey,male,26,0,0,31028,10.5,,S
0,3,Yasbeck,male,27,1,0,2659,14.4542,,C
1,1,Kimball,male,42,1,0,11753,52.5542,D19,S
1,3,Nakid,male,20,1,1,2653,15.7417,,C
0,3,Hansen,male,21,0,0,350029,7.8542,,S
0,3,Bowen,male,21,0,0,54636,16.1,,S
0,1,Sutton,male,61,0,0,36963,32.3208,D50,S
0,2,Kirkland,male,57,0,0,219533,12.35,,Q
1,1,Longley,female,21,0,0,13502,77.9583,D9,S
0,3,Bostandyeff,male,26,0,0,349224,7.8958,,S
1,1,Barkworth,male,80,0,0,27042,30,A23,S
0,3,Lundahl,male,51,0,0,347743,7.0542,,S
1,1,Stahelin-Maeglin,male,32,0,0,13214,30.5,B50,C
0,3,Skoog,female,9,3,2,347088,27.9,,S
1,2,Davis,female,28,0,0,237668,13,,S
0,3,Leinonen,male,32,0,0,STON/O 2. 3101292,7.925,,S
0,2,Collyer,male,31,1,1,C.A. 31921,26.25,,S
0,3,Panula,female,41,0,5,3101295,39.6875,,S
0,3,Jensen,male,20,0,0,350050,7.8542,,S
1,1,Sagesser,female,24,0,0,PC 17477,69.3,B35,C
0,3,Skoog,female,2,3,2,347088,27.9,,S
1,3,Baclini,female,0.75,2,1,2666,19.2583,,C
1,1,Harper,male,48,1,0,PC 17572,76.7292,D33,C
0,3,Cor,male,19,0,0,349231,7.8958,,S
1,1,Simonius-Blumer,male,56,0,0,13213,35.5,A26,C
1,3,Stanley,female,23,0,0,CA. 2314,7.55,,S
1,2,Doling,female,18,0,1,231919,23,,S
0,3,Kalvik,male,21,0,0,8475,8.4333,,S
0,3,Hegarty,female,18,0,0,365226,6.75,,Q
0,2,Hickman,male,24,2,0,S.O.C. 14879,73.5,,S
0,3,Bourke,female,32,1,1,364849,15.5,,Q
0,2,Eitemiller,male,23,0,0,29751,13,,S
0,1,Newell,male,58,0,2,35273,113.275,D48,C
1,1,Frauenthal,male,50,2,0,PC 17611,133.65,,S
0,3,Badt,male,40,0,0,2623,7.225,,C
0,1,Colley,male,47,0,0,5727,25.5875,E58,S
0,3,Coleff,male,36,0,0,349210,7.4958,,S
1,3,Lindqvist,male,20,1,0,STON/O 2. 3101285,7.925,,S
0,2,Hickman,male,32,2,0,S.O.C. 14879,73.5,,S
0,2,Butler,male,25,0,0,234686,13,,S
0,3,Cook,male,43,0,0,A/5 3536,8.05,,S
1,2,Brown,female,40,1,1,29750,39,,S
0,1,Davidson,male,31,1,0,F.C. 12750,52,B71,S
0,2,Mitchell,male,70,0,0,C.A. 24580,10.5,,S
1,2,Wilhelms,male,31,0,0,244270,13,,S
0,3,Edvardsson,male,18,0,0,349912,7.775,,S
0,3,Sawyer,male,24.5,0,0,342826,8.05,,S
1,3,Turja,female,18,0,0,4138,9.8417,,S
0,3,Goodwin,female,43,1,6,CA 2144,46.9,,S
1,1,Cardeza,male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
1,1,Hassab,male,27,0,0,PC 17572,76.7292,D49,C
0,3,Olsvigen,male,20,0,0,6563,9.225,,S
0,3,Goodwin,male,14,5,2,CA 2144,46.9,,S
0,2,Brown,male,60,1,1,29750,39,,S
0,2,Laroche,male,25,1,2,SC/Paris 2123,41.5792,,C
0,3,Panula,male,14,4,1,3101295,39.6875,,S
0,3,Dakic,male,19,0,0,349228,10.1708,,S
0,3,Fischer,male,18,0,0,350036,7.7958,,S
1,1,Madill,female,15,0,1,24160,211.3375,B5,S
1,1,Dick,male,31,1,0,17474,57,B20,S
1,3,Karun,female,4,0,1,349256,13.4167,,C
0,3,Saad,male,25,0,0,2672,7.225,,C
0,1,Weir,male,60,0,0,113800,26.55,,S
0,2,Chapman,male,52,0,0,248731,13.5,,S
0,3,Kelly,male,44,0,0,363592,8.05,,S
0,1,Thayer,male,49,1,1,17421,110.8833,C68,C
0,3,Humblen,male,42,0,0,348121,7.65,F G63,S
1,1,Astor,female,18,1,0,PC 17757,227.525,C62 C64,C
1,1,Silverthorne,male,35,0,0,PC 17475,26.2875,E24,S
0,3,Barbara,female,18,0,1,2691,14.4542,,C
0,3,Gallagher,male,25,0,0,36864,7.7417,,Q
0,3,Hansen,male,26,1,0,350025,7.8542,,S
0,2,Morley,male,39,0,0,250655,26,,S
1,2,Kelly,female,45,0,0,223596,13.5,,S
1,1,Calderhead,male,42,0,0,PC 17476,26.2875,E24,S
1,1,Cleaver,female,22,0,0,113781,151.55,,S
1,1,Mayne,female,24,0,0,PC 17482,49.5042,C90,C
1,1,Taylor,male,48,1,0,19996,52,C126,S
0,3,Larsson,male,29,0,0,7545,9.4833,,S
0,2,Greenberg,male,52,0,0,250647,13,,S
0,3,Soholt,male,19,0,0,348124,7.65,F G73,S
1,1,Endres,female,38,0,0,PC 17757,227.525,C45,C
1,2,Troutt,female,27,0,0,34218,10.5,E101,S
0,3,Johnson,male,33,0,0,347062,7.775,,S
1,2,Harper,female,6,0,1,248727,33,,S
0,3,Jensen,male,17,1,0,350048,7.0542,,S
0,2,Gillespie,male,34,0,0,12233,13,,S
0,2,Hodges,male,50,0,0,250643,13,,S
1,1,Chambers,male,27,1,0,113806,53.1,E8,S
0,3,Oreskovic,male,20,0,0,315094,8.6625,,S
1,2,Renouf,female,30,3,0,31027,21,,S
0,2,Bryhl,male,25,1,0,236853,26,,S
0,3,Ilmakangas,female,25,1,0,STON/O2. 3101271,7.925,,S
1,1,Allen,female,29,0,0,24160,211.3375,B5,S
0,3,Hassan,male,11,0,0,2699,18.7875,,C
0,2,Berriman,male,23,0,0,28425,13,,S
0,2,Troupiansky,male,23,0,0,233639,13,,S
0,3,Williams,male,28.5,0,0,54636,16.1,,S
0,3,Ford,female,48,1,3,W./C. 6608,34.375,,S
1,1,Lesurer,male,35,0,0,PC 17755,512.3292,B101,C
0,1,Cavendish,male,36,1,0,19877,78.85,C46,S
1,1,Ryerson,female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
0,3,McNamee,male,24,1,0,376566,16.1,,S
1,3,Stranden,male,31,0,0,STON/O 2. 3101288,7.925,,S
0,1,Crosby,male,70,1,1,WE/P 5735,71,B22,S
0,3,Abbott,male,16,1,1,C.A. 2673,20.25,,S
1,2,Sinkkonen,female,30,0,0,250648,13,,S
0,1,Marvin,male,19,1,0,113773,53.1,D30,S
0,3,Connaghton,male,31,0,0,335097,7.75,,Q
1,2,Wells,female,4,1,1,29103,23,,S
1,3,Moor,male,6,0,1,392096,12.475,E121,S
0,3,Vande,male,33,0,0,345780,9.5,,S
0,3,Jonkoff,male,23,0,0,349204,7.8958,,S
1,2,Herman,female,48,1,2,220845,65,,S
1,2,Hamalainen,male,0.67,1,1,250649,14.5,,S
0,3,Carlsson,male,28,0,0,350042,7.7958,,S
0,2,Bailey,male,18,0,0,29108,11.5,,S
0,3,Theobald,male,34,0,0,363294,8.05,,S
1,1,Rothes,female,33,0,0,110152,86.5,B77,S
0,3,Nirva,male,41,0,0,SOTON/O2 3101272,7.125,,S
1,3,Barah,male,20,0,0,2663,7.2292,,C
1,1,Carter,female,36,1,2,113760,120,B96 B98,S
0,3,Eklund,male,16,0,0,347074,7.775,,S
1,1,Hogeboom,female,51,1,0,13502,77.9583,D11,S
0,3,Mangan,female,30.5,0,0,364850,7.75,,Q
0,3,Gronnestad,male,32,0,0,8471,8.3625,,S
0,3,Lievens,male,24,0,0,345781,9.5,,S
0,3,Jensen,male,48,0,0,350047,7.8542,,S
0,2,Mack,female,57,0,0,S.O./P.P. 3,10.5,E77,S
1,2,Hocking,female,54,1,3,29105,23,,S
0,3,Myhrman,male,18,0,0,347078,7.75,,S
1,3,Emanuel,female,5,0,0,364516,12.475,,S
1,1,Robert,female,43,0,1,24160,211.3375,B3,S
1,3,Ayoub,female,13,0,0,2687,7.2292,,C
1,1,Dick,female,17,1,0,17474,57,B20,S
0,1,Long,male,29,0,0,113501,30,D6,S
0,3,Ali,male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
0,3,Harmer,male,25,0,0,374887,7.25,,S
1,3,Sjoblom,female,18,0,0,3101265,7.4958,,S
0,3,Rice,male,8,4,1,382652,29.125,,Q
1,3,Dean,male,1,1,2,C.A. 2315,20.575,,S
0,1,Guggenheim,male,46,0,0,PC 17593,79.2,B82 B84,C
0,2,Gaskell,male,16,0,0,239865,26,,S
0,3,Dantcheff,male,25,0,0,349203,7.8958,,S
0,2,Otter,male,39,0,0,28213,13,,S
1,1,Leader,female,49,0,0,17465,25.9292,D17,S
1,3,Osman,female,31,0,0,349244,8.6833,,S
0,3,Ibrahim,male,30,0,0,2685,7.2292,,C
0,3,Van,female,30,1,1,345773,24.15,,S
0,2,Ponesell,male,34,0,0,250647,13,,S
1,2,Collyer,female,31,1,1,C.A. 31921,26.25,,S
1,1,Carter,male,11,1,2,113760,120,B96 B98,S
1,3,Thomas,male,0.42,0,1,2625,8.5167,,C
1,3,Hedman,male,27,0,0,347089,6.975,,S
0,3,Johansson,male,31,0,0,347063,7.775,,S
0,1,Andrews,male,39,0,0,112050,0,A36,S
0,3,Pettersson,female,18,0,0,347087,7.775,,S
0,2,Meyer,male,39,0,0,248723,13,,S
1,1,Chambers,female,33,1,0,113806,53.1,E8,S
0,3,Alexander,male,26,0,0,3474,7.8875,,S
0,3,Lester,male,39,0,0,A/4 48871,24.15,,S
0,2,Slemen,male,35,0,0,28206,10.5,,S
0,3,Andersson,female,6,4,2,347082,31.275,,S
0,3,Tomlin,male,30.5,0,0,364499,8.05,,S
0,3,Heininen,female,23,0,0,STON/O2. 3101290,7.925,,S
0,2,Mallet,male,31,1,1,S.C./PARIS 2079,37.0042,,C
0,3,Holm,male,43,0,0,C 7075,6.45,,S
0,3,Skoog,male,10,3,2,347088,27.9,,S
1,1,Hays,female,52,1,1,12749,93.5,B69,S
1,3,Lulic,male,27,0,0,315098,8.6625,,S
0,1,Reuchlin,male,38,0,0,19972,0,,S
1,3,Moor,female,27,0,1,392096,12.475,E121,S
0,3,Panula,male,2,4,1,3101295,39.6875,,S
1,2,Mallet,male,1,0,2,S.C./PARIS 2079,37.0042,,C
1,1,Stone,female,62,0,0,113572,80,B28,
1,3,Yasbeck,female,15,1,0,2659,14.4542,,C
1,2,Richards,male,0.83,1,1,29106,18.75,,S
0,3,Augustsson,male,23,0,0,347468,7.8542,,S
0,3,Allum,male,18,0,0,2223,8.3,,S
1,1,Compton,female,39,1,1,PC 17756,83.1583,E49,C
0,3,Pasic,male,21,0,0,315097,8.6625,,S
1,3,Chip,male,32,0,0,1601,56.4958,,S
0,3,Alhomaki,male,20,0,0,SOTON/O2 3101287,7.925,,S
0,2,Mudd,male,16,0,0,S.O./P.P. 3,10.5,,S
1,1,Serepeca,female,30,0,0,113798,31,,C
0,3,Lemberopolous,male,34.5,0,0,2683,6.4375,,C
0,3,Culumovic,male,17,0,0,315090,8.6625,,S
0,3,Abbing,male,42,0,0,C.A. 5547,7.55,,S
0,3,Markoff,male,35,0,0,349213,7.8958,,C
0,2,Harper,male,28,0,1,248727,33,,S
0,3,Andersson,male,4,4,2,347082,31.275,,S
0,3,Svensson,male,74,0,0,347060,7.775,,S
0,3,Boulos,female,9,1,1,2678,15.2458,,C
1,1,Lines,female,16,0,1,PC 17592,39.4,D28,S
0,2,Carter,female,44,1,0,244252,26,,S
1,3,Aks,female,18,0,1,392091,9.35,,S
1,1,Wick,female,45,1,1,36928,164.8667,,S
1,1,Daly,male,51,0,0,113055,26.55,E17,S
1,3,Baclini,female,24,0,3,2666,19.2583,,C
0,3,Hansen,male,41,2,0,350026,14.1083,,S
0,2,Giles,male,21,1,0,28134,11.5,,S
1,1,Swift,female,48,0,0,17466,25.9292,D17,S
0,2,Gill,male,24,0,0,233866,13,,S
1,2,Bystrom,female,42,0,0,236852,13,,S
1,2,Duran,female,27,1,0,SC/PARIS 2149,13.8583,,C
0,1,Roebling,male,31,0,0,PC 17590,50.4958,A24,S
1,3,Johnson,male,4,1,1,347742,11.1333,,S
0,3,Balkic,male,26,0,0,349248,7.8958,,S
1,1,Beckwith,female,47,1,1,11751,52.5542,D35,S
0,1,Carlsson,male,33,0,0,695,5,B51 B53 B55,S
0,3,Vander,male,47,0,0,345765,9,,S
1,2,Abelson,female,28,1,0,P/PP 3381,24,,C
1,3,Najib,female,15,0,0,2667,7.225,,C
0,3,Gustafsson,male,20,0,0,7534,9.8458,,S
0,3,Petroff,male,19,0,0,349212,7.8958,,S
1,1,Potter,female,56,0,1,11767,83.1583,C50,C
1,2,Shelley,female,25,0,1,230433,26,,S
0,3,Markun,male,33,0,0,349257,7.8958,,S
0,3,Dahlberg,female,22,0,0,7552,10.5167,,S
0,2,Banfield,male,28,0,0,C.A./SOTON 34068,10.5,,S
0,3,Sutehall,male,25,0,0,SOTON/OQ 392076,7.05,,S
0,3,Rice,female,39,0,5,382652,29.125,,Q
0,2,Montvila,male,27,0,0,211536,13,,S
1,1,Graham,female,19,0,0,112053,30,B42,S
1,1,Behr,male,26,0,0,111369,30,C148,C
0,3,Dooley,male,32,0,0,370376,7.75,,Q
1 survived pclass name sex age sibsp parch ticket fare cabin embarked
2 0 3 Braund male 22 1 0 A/5 21171 7.25 S
3 1 1 Cumings female 38 1 0 PC 17599 71.2833 C85 C
4 1 3 Heikkinen female 26 0 0 STON/O2. 3101282 7.925 S
5 1 1 Futrelle female 35 1 0 113803 53.1 C123 S
6 0 3 Allen male 35 0 0 373450 8.05 S
7 0 1 McCarthy male 54 0 0 17463 51.8625 E46 S
8 0 3 Palsson male 2 3 1 349909 21.075 S
9 1 3 Johnson female 27 0 2 347742 11.1333 S
10 1 2 Nasser female 14 1 0 237736 30.0708 C
11 1 3 Sandstrom female 4 1 1 PP 9549 16.7 G6 S
12 1 1 Bonnell female 58 0 0 113783 26.55 C103 S
13 0 3 Saundercock male 20 0 0 A/5. 2151 8.05 S
14 0 3 Andersson male 39 1 5 347082 31.275 S
15 0 3 Vestrom female 14 0 0 350406 7.8542 S
16 1 2 Hewlett female 55 0 0 248706 16 S
17 0 3 Rice male 2 4 1 382652 29.125 Q
18 0 3 Vander female 31 1 0 345763 18 S
19 0 2 Fynney male 35 0 0 239865 26 S
20 1 2 Beesley male 34 0 0 248698 13 D56 S
21 1 3 McGowan female 15 0 0 330923 8.0292 Q
22 1 1 Sloper male 28 0 0 113788 35.5 A6 S
23 0 3 Palsson female 8 3 1 349909 21.075 S
24 1 3 Asplund female 38 1 5 347077 31.3875 S
25 0 1 Fortune male 19 3 2 19950 263 C23 C25 C27 S
26 0 1 Uruchurtu male 40 0 0 PC 17601 27.7208 C
27 0 2 Wheadon male 66 0 0 C.A. 24579 10.5 S
28 0 1 Meyer male 28 1 0 PC 17604 82.1708 C
29 0 1 Holverson male 42 1 0 113789 52 S
30 0 3 Cann male 21 0 0 A./5. 2152 8.05 S
31 0 3 Vander female 18 2 0 345764 18 S
32 1 3 Nicola-Yarred female 14 1 0 2651 11.2417 C
33 0 3 Ahlin female 40 1 0 7546 9.475 S
34 0 2 Turpin female 27 1 0 11668 21 S
35 1 2 Laroche female 3 1 2 SC/Paris 2123 41.5792 C
36 1 3 Devaney female 19 0 0 330958 7.8792 Q
37 0 3 Arnold-Franchi female 18 1 0 349237 17.8 S
38 0 3 Panula male 7 4 1 3101295 39.6875 S
39 0 3 Nosworthy male 21 0 0 A/4. 39886 7.8 S
40 1 1 Harper female 49 1 0 PC 17572 76.7292 D33 C
41 1 2 Faunthorpe female 29 1 0 2926 26 S
42 0 1 Ostby male 65 0 1 113509 61.9792 B30 C
43 1 2 Rugg female 21 0 0 C.A. 31026 10.5 S
44 0 3 Novel male 28.5 0 0 2697 7.2292 C
45 1 2 West female 5 1 2 C.A. 34651 27.75 S
46 0 3 Goodwin male 11 5 2 CA 2144 46.9 S
47 0 3 Sirayanian male 22 0 0 2669 7.2292 C
48 1 1 Icard female 38 0 0 113572 80 B28
49 0 1 Harris male 45 1 0 36973 83.475 C83 S
50 0 3 Skoog male 4 3 2 347088 27.9 S
51 1 2 Nye female 29 0 0 C.A. 29395 10.5 F33 S
52 0 3 Crease male 19 0 0 S.P. 3464 8.1583 S
53 1 3 Andersson female 17 4 2 3101281 7.925 S
54 0 3 Kink male 26 2 0 315151 8.6625 S
55 0 2 Jenkin male 32 0 0 C.A. 33111 10.5 S
56 0 3 Goodwin female 16 5 2 CA 2144 46.9 S
57 0 2 Hood male 21 0 0 S.O.C. 14879 73.5 S
58 0 3 Chronopoulos male 26 1 0 2680 14.4542 C
59 1 3 Bing male 32 0 0 1601 56.4958 S
60 0 3 Moen male 25 0 0 348123 7.65 F G73 S
61 1 2 Caldwell male 0.83 0 2 248738 29 S
62 1 3 Dowdell female 30 0 0 364516 12.475 S
63 0 3 Waelens male 22 0 0 345767 9 S
64 1 3 Sheerlinck male 29 0 0 345779 9.5 S
65 0 1 Carrau male 28 0 0 113059 47.1 S
66 1 2 Ilett female 17 0 0 SO/C 14885 10.5 S
67 1 3 Backstrom female 33 3 0 3101278 15.85 S
68 0 3 Ford male 16 1 3 W./C. 6608 34.375 S
69 1 1 Fortune female 23 3 2 19950 263 C23 C25 C27 S
70 0 3 Celotti male 24 0 0 343275 8.05 S
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499 0 3 Bostandyeff male 26 0 0 349224 7.8958 S
500 1 1 Barkworth male 80 0 0 27042 30 A23 S
501 0 3 Lundahl male 51 0 0 347743 7.0542 S
502 1 1 Stahelin-Maeglin male 32 0 0 13214 30.5 B50 C
503 0 3 Skoog female 9 3 2 347088 27.9 S
504 1 2 Davis female 28 0 0 237668 13 S
505 0 3 Leinonen male 32 0 0 STON/O 2. 3101292 7.925 S
506 0 2 Collyer male 31 1 1 C.A. 31921 26.25 S
507 0 3 Panula female 41 0 5 3101295 39.6875 S
508 0 3 Jensen male 20 0 0 350050 7.8542 S
509 1 1 Sagesser female 24 0 0 PC 17477 69.3 B35 C
510 0 3 Skoog female 2 3 2 347088 27.9 S
511 1 3 Baclini female 0.75 2 1 2666 19.2583 C
512 1 1 Harper male 48 1 0 PC 17572 76.7292 D33 C
513 0 3 Cor male 19 0 0 349231 7.8958 S
514 1 1 Simonius-Blumer male 56 0 0 13213 35.5 A26 C
515 1 3 Stanley female 23 0 0 CA. 2314 7.55 S
516 1 2 Doling female 18 0 1 231919 23 S
517 0 3 Kalvik male 21 0 0 8475 8.4333 S
518 0 3 Hegarty female 18 0 0 365226 6.75 Q
519 0 2 Hickman male 24 2 0 S.O.C. 14879 73.5 S
520 0 3 Bourke female 32 1 1 364849 15.5 Q
521 0 2 Eitemiller male 23 0 0 29751 13 S
522 0 1 Newell male 58 0 2 35273 113.275 D48 C
523 1 1 Frauenthal male 50 2 0 PC 17611 133.65 S
524 0 3 Badt male 40 0 0 2623 7.225 C
525 0 1 Colley male 47 0 0 5727 25.5875 E58 S
526 0 3 Coleff male 36 0 0 349210 7.4958 S
527 1 3 Lindqvist male 20 1 0 STON/O 2. 3101285 7.925 S
528 0 2 Hickman male 32 2 0 S.O.C. 14879 73.5 S
529 0 2 Butler male 25 0 0 234686 13 S
530 0 3 Cook male 43 0 0 A/5 3536 8.05 S
531 1 2 Brown female 40 1 1 29750 39 S
532 0 1 Davidson male 31 1 0 F.C. 12750 52 B71 S
533 0 2 Mitchell male 70 0 0 C.A. 24580 10.5 S
534 1 2 Wilhelms male 31 0 0 244270 13 S
535 0 3 Edvardsson male 18 0 0 349912 7.775 S
536 0 3 Sawyer male 24.5 0 0 342826 8.05 S
537 1 3 Turja female 18 0 0 4138 9.8417 S
538 0 3 Goodwin female 43 1 6 CA 2144 46.9 S
539 1 1 Cardeza male 36 0 1 PC 17755 512.3292 B51 B53 B55 C
540 1 1 Hassab male 27 0 0 PC 17572 76.7292 D49 C
541 0 3 Olsvigen male 20 0 0 6563 9.225 S
542 0 3 Goodwin male 14 5 2 CA 2144 46.9 S
543 0 2 Brown male 60 1 1 29750 39 S
544 0 2 Laroche male 25 1 2 SC/Paris 2123 41.5792 C
545 0 3 Panula male 14 4 1 3101295 39.6875 S
546 0 3 Dakic male 19 0 0 349228 10.1708 S
547 0 3 Fischer male 18 0 0 350036 7.7958 S
548 1 1 Madill female 15 0 1 24160 211.3375 B5 S
549 1 1 Dick male 31 1 0 17474 57 B20 S
550 1 3 Karun female 4 0 1 349256 13.4167 C
551 0 3 Saad male 25 0 0 2672 7.225 C
552 0 1 Weir male 60 0 0 113800 26.55 S
553 0 2 Chapman male 52 0 0 248731 13.5 S
554 0 3 Kelly male 44 0 0 363592 8.05 S
555 0 1 Thayer male 49 1 1 17421 110.8833 C68 C
556 0 3 Humblen male 42 0 0 348121 7.65 F G63 S
557 1 1 Astor female 18 1 0 PC 17757 227.525 C62 C64 C
558 1 1 Silverthorne male 35 0 0 PC 17475 26.2875 E24 S
559 0 3 Barbara female 18 0 1 2691 14.4542 C
560 0 3 Gallagher male 25 0 0 36864 7.7417 Q
561 0 3 Hansen male 26 1 0 350025 7.8542 S
562 0 2 Morley male 39 0 0 250655 26 S
563 1 2 Kelly female 45 0 0 223596 13.5 S
564 1 1 Calderhead male 42 0 0 PC 17476 26.2875 E24 S
565 1 1 Cleaver female 22 0 0 113781 151.55 S
566 1 1 Mayne female 24 0 0 PC 17482 49.5042 C90 C
567 1 1 Taylor male 48 1 0 19996 52 C126 S
568 0 3 Larsson male 29 0 0 7545 9.4833 S
569 0 2 Greenberg male 52 0 0 250647 13 S
570 0 3 Soholt male 19 0 0 348124 7.65 F G73 S
571 1 1 Endres female 38 0 0 PC 17757 227.525 C45 C
572 1 2 Troutt female 27 0 0 34218 10.5 E101 S
573 0 3 Johnson male 33 0 0 347062 7.775 S
574 1 2 Harper female 6 0 1 248727 33 S
575 0 3 Jensen male 17 1 0 350048 7.0542 S
576 0 2 Gillespie male 34 0 0 12233 13 S
577 0 2 Hodges male 50 0 0 250643 13 S
578 1 1 Chambers male 27 1 0 113806 53.1 E8 S
579 0 3 Oreskovic male 20 0 0 315094 8.6625 S
580 1 2 Renouf female 30 3 0 31027 21 S
581 0 2 Bryhl male 25 1 0 236853 26 S
582 0 3 Ilmakangas female 25 1 0 STON/O2. 3101271 7.925 S
583 1 1 Allen female 29 0 0 24160 211.3375 B5 S
584 0 3 Hassan male 11 0 0 2699 18.7875 C
585 0 2 Berriman male 23 0 0 28425 13 S
586 0 2 Troupiansky male 23 0 0 233639 13 S
587 0 3 Williams male 28.5 0 0 54636 16.1 S
588 0 3 Ford female 48 1 3 W./C. 6608 34.375 S
589 1 1 Lesurer male 35 0 0 PC 17755 512.3292 B101 C
590 0 1 Cavendish male 36 1 0 19877 78.85 C46 S
591 1 1 Ryerson female 21 2 2 PC 17608 262.375 B57 B59 B63 B66 C
592 0 3 McNamee male 24 1 0 376566 16.1 S
593 1 3 Stranden male 31 0 0 STON/O 2. 3101288 7.925 S
594 0 1 Crosby male 70 1 1 WE/P 5735 71 B22 S
595 0 3 Abbott male 16 1 1 C.A. 2673 20.25 S
596 1 2 Sinkkonen female 30 0 0 250648 13 S
597 0 1 Marvin male 19 1 0 113773 53.1 D30 S
598 0 3 Connaghton male 31 0 0 335097 7.75 Q
599 1 2 Wells female 4 1 1 29103 23 S
600 1 3 Moor male 6 0 1 392096 12.475 E121 S
601 0 3 Vande male 33 0 0 345780 9.5 S
602 0 3 Jonkoff male 23 0 0 349204 7.8958 S
603 1 2 Herman female 48 1 2 220845 65 S
604 1 2 Hamalainen male 0.67 1 1 250649 14.5 S
605 0 3 Carlsson male 28 0 0 350042 7.7958 S
606 0 2 Bailey male 18 0 0 29108 11.5 S
607 0 3 Theobald male 34 0 0 363294 8.05 S
608 1 1 Rothes female 33 0 0 110152 86.5 B77 S
609 0 3 Nirva male 41 0 0 SOTON/O2 3101272 7.125 S
610 1 3 Barah male 20 0 0 2663 7.2292 C
611 1 1 Carter female 36 1 2 113760 120 B96 B98 S
612 0 3 Eklund male 16 0 0 347074 7.775 S
613 1 1 Hogeboom female 51 1 0 13502 77.9583 D11 S
614 0 3 Mangan female 30.5 0 0 364850 7.75 Q
615 0 3 Gronnestad male 32 0 0 8471 8.3625 S
616 0 3 Lievens male 24 0 0 345781 9.5 S
617 0 3 Jensen male 48 0 0 350047 7.8542 S
618 0 2 Mack female 57 0 0 S.O./P.P. 3 10.5 E77 S
619 1 2 Hocking female 54 1 3 29105 23 S
620 0 3 Myhrman male 18 0 0 347078 7.75 S
621 1 3 Emanuel female 5 0 0 364516 12.475 S
622 1 1 Robert female 43 0 1 24160 211.3375 B3 S
623 1 3 Ayoub female 13 0 0 2687 7.2292 C
624 1 1 Dick female 17 1 0 17474 57 B20 S
625 0 1 Long male 29 0 0 113501 30 D6 S
626 0 3 Ali male 25 0 0 SOTON/O.Q. 3101312 7.05 S
627 0 3 Harmer male 25 0 0 374887 7.25 S
628 1 3 Sjoblom female 18 0 0 3101265 7.4958 S
629 0 3 Rice male 8 4 1 382652 29.125 Q
630 1 3 Dean male 1 1 2 C.A. 2315 20.575 S
631 0 1 Guggenheim male 46 0 0 PC 17593 79.2 B82 B84 C
632 0 2 Gaskell male 16 0 0 239865 26 S
633 0 3 Dantcheff male 25 0 0 349203 7.8958 S
634 0 2 Otter male 39 0 0 28213 13 S
635 1 1 Leader female 49 0 0 17465 25.9292 D17 S
636 1 3 Osman female 31 0 0 349244 8.6833 S
637 0 3 Ibrahim male 30 0 0 2685 7.2292 C
638 0 3 Van female 30 1 1 345773 24.15 S
639 0 2 Ponesell male 34 0 0 250647 13 S
640 1 2 Collyer female 31 1 1 C.A. 31921 26.25 S
641 1 1 Carter male 11 1 2 113760 120 B96 B98 S
642 1 3 Thomas male 0.42 0 1 2625 8.5167 C
643 1 3 Hedman male 27 0 0 347089 6.975 S
644 0 3 Johansson male 31 0 0 347063 7.775 S
645 0 1 Andrews male 39 0 0 112050 0 A36 S
646 0 3 Pettersson female 18 0 0 347087 7.775 S
647 0 2 Meyer male 39 0 0 248723 13 S
648 1 1 Chambers female 33 1 0 113806 53.1 E8 S
649 0 3 Alexander male 26 0 0 3474 7.8875 S
650 0 3 Lester male 39 0 0 A/4 48871 24.15 S
651 0 2 Slemen male 35 0 0 28206 10.5 S
652 0 3 Andersson female 6 4 2 347082 31.275 S
653 0 3 Tomlin male 30.5 0 0 364499 8.05 S
654 0 3 Heininen female 23 0 0 STON/O2. 3101290 7.925 S
655 0 2 Mallet male 31 1 1 S.C./PARIS 2079 37.0042 C
656 0 3 Holm male 43 0 0 C 7075 6.45 S
657 0 3 Skoog male 10 3 2 347088 27.9 S
658 1 1 Hays female 52 1 1 12749 93.5 B69 S
659 1 3 Lulic male 27 0 0 315098 8.6625 S
660 0 1 Reuchlin male 38 0 0 19972 0 S
661 1 3 Moor female 27 0 1 392096 12.475 E121 S
662 0 3 Panula male 2 4 1 3101295 39.6875 S
663 1 2 Mallet male 1 0 2 S.C./PARIS 2079 37.0042 C
664 1 1 Stone female 62 0 0 113572 80 B28
665 1 3 Yasbeck female 15 1 0 2659 14.4542 C
666 1 2 Richards male 0.83 1 1 29106 18.75 S
667 0 3 Augustsson male 23 0 0 347468 7.8542 S
668 0 3 Allum male 18 0 0 2223 8.3 S
669 1 1 Compton female 39 1 1 PC 17756 83.1583 E49 C
670 0 3 Pasic male 21 0 0 315097 8.6625 S
671 1 3 Chip male 32 0 0 1601 56.4958 S
672 0 3 Alhomaki male 20 0 0 SOTON/O2 3101287 7.925 S
673 0 2 Mudd male 16 0 0 S.O./P.P. 3 10.5 S
674 1 1 Serepeca female 30 0 0 113798 31 C
675 0 3 Lemberopolous male 34.5 0 0 2683 6.4375 C
676 0 3 Culumovic male 17 0 0 315090 8.6625 S
677 0 3 Abbing male 42 0 0 C.A. 5547 7.55 S
678 0 3 Markoff male 35 0 0 349213 7.8958 C
679 0 2 Harper male 28 0 1 248727 33 S
680 0 3 Andersson male 4 4 2 347082 31.275 S
681 0 3 Svensson male 74 0 0 347060 7.775 S
682 0 3 Boulos female 9 1 1 2678 15.2458 C
683 1 1 Lines female 16 0 1 PC 17592 39.4 D28 S
684 0 2 Carter female 44 1 0 244252 26 S
685 1 3 Aks female 18 0 1 392091 9.35 S
686 1 1 Wick female 45 1 1 36928 164.8667 S
687 1 1 Daly male 51 0 0 113055 26.55 E17 S
688 1 3 Baclini female 24 0 3 2666 19.2583 C
689 0 3 Hansen male 41 2 0 350026 14.1083 S
690 0 2 Giles male 21 1 0 28134 11.5 S
691 1 1 Swift female 48 0 0 17466 25.9292 D17 S
692 0 2 Gill male 24 0 0 233866 13 S
693 1 2 Bystrom female 42 0 0 236852 13 S
694 1 2 Duran female 27 1 0 SC/PARIS 2149 13.8583 C
695 0 1 Roebling male 31 0 0 PC 17590 50.4958 A24 S
696 1 3 Johnson male 4 1 1 347742 11.1333 S
697 0 3 Balkic male 26 0 0 349248 7.8958 S
698 1 1 Beckwith female 47 1 1 11751 52.5542 D35 S
699 0 1 Carlsson male 33 0 0 695 5 B51 B53 B55 S
700 0 3 Vander male 47 0 0 345765 9 S
701 1 2 Abelson female 28 1 0 P/PP 3381 24 C
702 1 3 Najib female 15 0 0 2667 7.225 C
703 0 3 Gustafsson male 20 0 0 7534 9.8458 S
704 0 3 Petroff male 19 0 0 349212 7.8958 S
705 1 1 Potter female 56 0 1 11767 83.1583 C50 C
706 1 2 Shelley female 25 0 1 230433 26 S
707 0 3 Markun male 33 0 0 349257 7.8958 S
708 0 3 Dahlberg female 22 0 0 7552 10.5167 S
709 0 2 Banfield male 28 0 0 C.A./SOTON 34068 10.5 S
710 0 3 Sutehall male 25 0 0 SOTON/OQ 392076 7.05 S
711 0 3 Rice female 39 0 5 382652 29.125 Q
712 0 2 Montvila male 27 0 0 211536 13 S
713 1 1 Graham female 19 0 0 112053 30 B42 S
714 1 1 Behr male 26 0 0 111369 30 C148 C
715 0 3 Dooley male 32 0 0 370376 7.75 Q
+1 -1
View File
@@ -1,5 +1,5 @@
{
"version": "0.0.15",
"version": "0.0.16",
"private": true,
"name": "simple",
"dependencies": {
+1 -1
View File
@@ -3,7 +3,7 @@ import { PDFReader, VectorStoreIndex } from "llamaindex";
async function main() {
// Load PDF
const reader = new PDFReader();
const documents = await reader.loadData("examples/brk-2022.pdf");
const documents = await reader.loadData("data/brk-2022.pdf");
// Split text and create embeddings. Store them in a VectorStoreIndex
const index = await VectorStoreIndex.fromDocuments(documents);
+1
View File
@@ -0,0 +1 @@
package-lock.json
+52
View File
@@ -0,0 +1,52 @@
import {
CompactAndRefine,
OpenAI,
PapaCSVReader,
ResponseSynthesizer,
serviceContextFromDefaults,
SimplePrompt,
VectorStoreIndex,
} from "llamaindex";
async function main() {
// Load CSV
const reader = new PapaCSVReader();
const path = "data/titanic_train.csv";
const documents = await reader.loadData(path);
const serviceContext = serviceContextFromDefaults({
llm: new OpenAI({ model: "gpt-4" }),
});
// Split text and create embeddings. Store them in a VectorStoreIndex
const index = await VectorStoreIndex.fromDocuments(documents, {
serviceContext,
});
const csvPrompt: SimplePrompt = (input) => {
const { context = "", query = "" } = input;
return `The following CSV file is loaded from ${path}
\`\`\`csv
${context}
\`\`\`
Given the CSV file, generate me Typescript code to answer the question: ${query}. You can use built in NodeJS functions but avoid using third party libraries.
`;
};
const responseSynthesizer = new ResponseSynthesizer({
responseBuilder: new CompactAndRefine(serviceContext, csvPrompt),
});
const queryEngine = index.asQueryEngine({ responseSynthesizer });
// Query the index
const response = await queryEngine.query(
"What is the correlation between survival and age?",
);
// Output response
console.log(response.toString());
}
main().catch(console.error);
Binary file not shown.
+715
View File
@@ -0,0 +1,715 @@
survived,pclass,name,sex,age,sibsp,parch,ticket,fare,cabin,embarked
0,3,Braund,male,22,1,0,A/5 21171,7.25,,S
1,1,Cumings,female,38,1,0,PC 17599,71.2833,C85,C
1,3,Heikkinen,female,26,0,0,STON/O2. 3101282,7.925,,S
1,1,Futrelle,female,35,1,0,113803,53.1,C123,S
0,3,Allen,male,35,0,0,373450,8.05,,S
0,1,McCarthy,male,54,0,0,17463,51.8625,E46,S
0,3,Palsson,male,2,3,1,349909,21.075,,S
1,3,Johnson,female,27,0,2,347742,11.1333,,S
1,2,Nasser,female,14,1,0,237736,30.0708,,C
1,3,Sandstrom,female,4,1,1,PP 9549,16.7,G6,S
1,1,Bonnell,female,58,0,0,113783,26.55,C103,S
0,3,Saundercock,male,20,0,0,A/5. 2151,8.05,,S
0,3,Andersson,male,39,1,5,347082,31.275,,S
0,3,Vestrom,female,14,0,0,350406,7.8542,,S
1,2,Hewlett,female,55,0,0,248706,16,,S
0,3,Rice,male,2,4,1,382652,29.125,,Q
0,3,Vander,female,31,1,0,345763,18,,S
0,2,Fynney,male,35,0,0,239865,26,,S
1,2,Beesley,male,34,0,0,248698,13,D56,S
1,3,McGowan,female,15,0,0,330923,8.0292,,Q
1,1,Sloper,male,28,0,0,113788,35.5,A6,S
0,3,Palsson,female,8,3,1,349909,21.075,,S
1,3,Asplund,female,38,1,5,347077,31.3875,,S
0,1,Fortune,male,19,3,2,19950,263,C23 C25 C27,S
0,1,Uruchurtu,male,40,0,0,PC 17601,27.7208,,C
0,2,Wheadon,male,66,0,0,C.A. 24579,10.5,,S
0,1,Meyer,male,28,1,0,PC 17604,82.1708,,C
0,1,Holverson,male,42,1,0,113789,52,,S
0,3,Cann,male,21,0,0,A./5. 2152,8.05,,S
0,3,Vander,female,18,2,0,345764,18,,S
1,3,Nicola-Yarred,female,14,1,0,2651,11.2417,,C
0,3,Ahlin,female,40,1,0,7546,9.475,,S
0,2,Turpin,female,27,1,0,11668,21,,S
1,2,Laroche,female,3,1,2,SC/Paris 2123,41.5792,,C
1,3,Devaney,female,19,0,0,330958,7.8792,,Q
0,3,Arnold-Franchi,female,18,1,0,349237,17.8,,S
0,3,Panula,male,7,4,1,3101295,39.6875,,S
0,3,Nosworthy,male,21,0,0,A/4. 39886,7.8,,S
1,1,Harper,female,49,1,0,PC 17572,76.7292,D33,C
1,2,Faunthorpe,female,29,1,0,2926,26,,S
0,1,Ostby,male,65,0,1,113509,61.9792,B30,C
1,2,Rugg,female,21,0,0,C.A. 31026,10.5,,S
0,3,Novel,male,28.5,0,0,2697,7.2292,,C
1,2,West,female,5,1,2,C.A. 34651,27.75,,S
0,3,Goodwin,male,11,5,2,CA 2144,46.9,,S
0,3,Sirayanian,male,22,0,0,2669,7.2292,,C
1,1,Icard,female,38,0,0,113572,80,B28,
0,1,Harris,male,45,1,0,36973,83.475,C83,S
0,3,Skoog,male,4,3,2,347088,27.9,,S
1,2,Nye,female,29,0,0,C.A. 29395,10.5,F33,S
0,3,Crease,male,19,0,0,S.P. 3464,8.1583,,S
1,3,Andersson,female,17,4,2,3101281,7.925,,S
0,3,Kink,male,26,2,0,315151,8.6625,,S
0,2,Jenkin,male,32,0,0,C.A. 33111,10.5,,S
0,3,Goodwin,female,16,5,2,CA 2144,46.9,,S
0,2,Hood,male,21,0,0,S.O.C. 14879,73.5,,S
0,3,Chronopoulos,male,26,1,0,2680,14.4542,,C
1,3,Bing,male,32,0,0,1601,56.4958,,S
0,3,Moen,male,25,0,0,348123,7.65,F G73,S
1,2,Caldwell,male,0.83,0,2,248738,29,,S
1,3,Dowdell,female,30,0,0,364516,12.475,,S
0,3,Waelens,male,22,0,0,345767,9,,S
1,3,Sheerlinck,male,29,0,0,345779,9.5,,S
0,1,Carrau,male,28,0,0,113059,47.1,,S
1,2,Ilett,female,17,0,0,SO/C 14885,10.5,,S
1,3,Backstrom,female,33,3,0,3101278,15.85,,S
0,3,Ford,male,16,1,3,W./C. 6608,34.375,,S
1,1,Fortune,female,23,3,2,19950,263,C23 C25 C27,S
0,3,Celotti,male,24,0,0,343275,8.05,,S
0,3,Christmann,male,29,0,0,343276,8.05,,S
0,3,Andreasson,male,20,0,0,347466,7.8542,,S
0,1,Chaffee,male,46,1,0,W.E.P. 5734,61.175,E31,S
0,3,Dean,male,26,1,2,C.A. 2315,20.575,,S
0,3,Coxon,male,59,0,0,364500,7.25,,S
0,1,Goldschmidt,male,71,0,0,PC 17754,34.6542,A5,C
1,1,Greenfield,male,23,0,1,PC 17759,63.3583,D10 D12,C
1,2,Doling,female,34,0,1,231919,23,,S
0,2,Kantor,male,34,1,0,244367,26,,S
0,3,Petranec,female,28,0,0,349245,7.8958,,S
0,1,White,male,21,0,1,35281,77.2875,D26,S
0,3,Johansson,male,33,0,0,7540,8.6542,,S
0,3,Gustafsson,male,37,2,0,3101276,7.925,,S
0,3,Mionoff,male,28,0,0,349207,7.8958,,S
1,3,Salkjelsvik,female,21,0,0,343120,7.65,,S
0,3,Rekic,male,38,0,0,349249,7.8958,,S
0,1,Porter,male,47,0,0,110465,52,C110,S
0,3,Zabour,female,14.5,1,0,2665,14.4542,,C
0,3,Barton,male,22,0,0,324669,8.05,,S
0,3,Jussila,female,20,1,0,4136,9.825,,S
0,3,Attalah,female,17,0,0,2627,14.4583,,C
0,3,Pekoniemi,male,21,0,0,STON/O 2. 3101294,7.925,,S
0,3,Connors,male,70.5,0,0,370369,7.75,,Q
0,2,Turpin,male,29,1,0,11668,21,,S
0,1,Baxter,male,24,0,1,PC 17558,247.5208,B58 B60,C
0,3,Andersson,female,2,4,2,347082,31.275,,S
0,2,Hickman,male,21,2,0,S.O.C. 14879,73.5,,S
0,2,Nasser,male,32.5,1,0,237736,30.0708,,C
1,2,Webber,female,32.5,0,0,27267,13,E101,S
0,1,White,male,54,0,1,35281,77.2875,D26,S
1,3,Nicola-Yarred,male,12,1,0,2651,11.2417,,C
1,3,Madsen,male,24,0,0,C 17369,7.1417,,S
0,3,Ekstrom,male,45,0,0,347061,6.975,,S
0,3,Drazenoic,male,33,0,0,349241,7.8958,,C
0,3,Coelho,male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
0,3,Robins,female,47,1,0,A/5. 3337,14.5,,S
1,2,Weisz,female,29,1,0,228414,26,,S
0,2,Sobey,male,25,0,0,C.A. 29178,13,,S
0,2,Richard,male,23,0,0,SC/PARIS 2133,15.0458,,C
1,1,Newsom,female,19,0,2,11752,26.2833,D47,S
0,1,Futrelle,male,37,1,0,113803,53.1,C123,S
0,3,Osen,male,16,0,0,7534,9.2167,,S
0,1,Giglio,male,24,0,0,PC 17593,79.2,B86,C
1,3,Nysten,female,22,0,0,347081,7.75,,S
1,3,Hakkarainen,female,24,1,0,STON/O2. 3101279,15.85,,S
0,3,Burke,male,19,0,0,365222,6.75,,Q
0,2,Andrew,male,18,0,0,231945,11.5,,S
0,2,Nicholls,male,19,1,1,C.A. 33112,36.75,,S
1,3,Andersson,male,27,0,0,350043,7.7958,,S
0,3,Ford,female,9,2,2,W./C. 6608,34.375,,S
0,2,Navratil,male,36.5,0,2,230080,26,F2,S
0,2,Byles,male,42,0,0,244310,13,,S
0,2,Bateman,male,51,0,0,S.O.P. 1166,12.525,,S
1,1,Pears,female,22,1,0,113776,66.6,C2,S
0,3,Meo,male,55.5,0,0,A.5. 11206,8.05,,S
0,3,van,male,40.5,0,2,A/5. 851,14.5,,S
0,1,Williams,male,51,0,1,PC 17597,61.3792,,C
1,3,Gilnagh,female,16,0,0,35851,7.7333,,Q
0,3,Corn,male,30,0,0,SOTON/OQ 392090,8.05,,S
0,3,Cribb,male,44,0,1,371362,16.1,,S
1,2,Watt,female,40,0,0,C.A. 33595,15.75,,S
0,3,Bengtsson,male,26,0,0,347068,7.775,,S
0,3,Calic,male,17,0,0,315093,8.6625,,S
0,3,Panula,male,1,4,1,3101295,39.6875,,S
1,3,Goldsmith,male,9,0,2,363291,20.525,,S
0,3,Skoog,female,45,1,4,347088,27.9,,S
0,3,Ling,male,28,0,0,1601,56.4958,,S
0,1,Van,male,61,0,0,111240,33.5,B19,S
0,3,Rice,male,4,4,1,382652,29.125,,Q
1,3,Johnson,female,1,1,1,347742,11.1333,,S
0,3,Sivola,male,21,0,0,STON/O 2. 3101280,7.925,,S
0,1,Smith,male,56,0,0,17764,30.6958,A7,C
0,3,Klasen,male,18,1,1,350404,7.8542,,S
0,1,Isham,female,50,0,0,PC 17595,28.7125,C49,C
0,2,Hale,male,30,0,0,250653,13,,S
0,3,Leonard,male,36,0,0,LINE,0,,S
0,3,Asplund,male,9,4,2,347077,31.3875,,S
1,2,Becker,male,1,2,1,230136,39,F4,S
1,3,Kink-Heilmann,female,4,0,2,315153,22.025,,S
1,1,Romaine,male,45,0,0,111428,26.55,,S
0,3,Bourke,male,40,1,1,364849,15.5,,Q
0,3,Turcin,male,36,0,0,349247,7.8958,,S
1,2,Pinsky,female,32,0,0,234604,13,,S
0,2,Carbines,male,19,0,0,28424,13,,S
1,3,Andersen-Jensen,female,19,1,0,350046,7.8542,,S
1,2,Navratil,male,3,1,1,230080,26,F2,S
1,1,Brown,female,44,0,0,PC 17610,27.7208,B4,C
1,1,Lurette,female,58,0,0,PC 17569,146.5208,B80,C
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0,3,Johanson,male,34,0,0,3101264,6.4958,,S
0,3,Youseff,male,45.5,0,0,2628,7.225,,C
1,3,Cohen,male,18,0,0,A/5 3540,8.05,,S
0,3,Strom,female,2,0,1,347054,10.4625,G6,S
0,3,Backstrom,male,32,1,0,3101278,15.85,,S
1,3,Albimona,male,26,0,0,2699,18.7875,,C
1,3,Carr,female,16,0,0,367231,7.75,,Q
1,1,Blank,male,40,0,0,112277,31,A31,C
0,3,Ali,male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
1,2,Cameron,female,35,0,0,F.C.C. 13528,21,,S
0,3,Perkin,male,22,0,0,A/5 21174,7.25,,S
0,2,Givard,male,30,0,0,250646,13,,S
1,1,Newell,female,31,1,0,35273,113.275,D36,C
1,3,Honkanen,female,27,0,0,STON/O2. 3101283,7.925,,S
0,2,Jacobsohn,male,42,1,0,243847,27,,S
1,1,Bazzani,female,32,0,0,11813,76.2917,D15,C
0,2,Harris,male,30,0,0,W/C 14208,10.5,,S
1,3,Sunderland,male,16,0,0,SOTON/OQ 392089,8.05,,S
0,2,Bracken,male,27,0,0,220367,13,,S
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1,1,Hoyt,male,38,1,0,19943,90,C93,S
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1,2,Mellors,male,19,0,0,SW/PP 751,10.5,,S
0,3,Lovell,male,20.5,0,0,A/5 21173,7.25,,S
0,2,Fahlstrom,male,18,0,0,236171,13,,S
1,1,Harris,female,35,1,0,36973,83.475,C83,S
0,3,Larsson,male,29,0,0,347067,7.775,,S
0,2,Sjostedt,male,59,0,0,237442,13.5,,S
1,3,Asplund,female,5,4,2,347077,31.3875,,S
0,2,Leyson,male,24,0,0,C.A. 29566,10.5,,S
0,2,Hold,male,44,1,0,26707,26,,S
1,2,Collyer,female,8,0,2,C.A. 31921,26.25,,S
0,2,Pengelly,male,19,0,0,28665,10.5,,S
0,2,Hunt,male,33,0,0,SCO/W 1585,12.275,,S
0,2,Coleridge,male,29,0,0,W./C. 14263,10.5,,S
0,3,Maenpaa,male,22,0,0,STON/O 2. 3101275,7.125,,S
0,3,Attalah,male,30,0,0,2694,7.225,,C
0,1,Minahan,male,44,2,0,19928,90,C78,Q
0,3,Lindahl,female,25,0,0,347071,7.775,,S
1,2,Hamalainen,female,24,0,2,250649,14.5,,S
1,1,Beckwith,male,37,1,1,11751,52.5542,D35,S
0,2,Carter,male,54,1,0,244252,26,,S
0,3,Strom,female,29,1,1,347054,10.4625,G6,S
0,1,Stead,male,62,0,0,113514,26.55,C87,S
0,3,Lobb,male,30,1,0,A/5. 3336,16.1,,S
0,3,Rosblom,female,41,0,2,370129,20.2125,,S
1,3,Touma,female,29,0,2,2650,15.2458,,C
1,1,Cherry,female,30,0,0,110152,86.5,B77,S
1,1,Ward,female,35,0,0,PC 17755,512.3292,,C
1,2,Parrish,female,50,0,1,230433,26,,S
1,3,Asplund,male,3,4,2,347077,31.3875,,S
0,1,Taussig,male,52,1,1,110413,79.65,E67,S
0,1,Harrison,male,40,0,0,112059,0,B94,S
0,2,Reeves,male,36,0,0,C.A. 17248,10.5,,S
0,3,Panula,male,16,4,1,3101295,39.6875,,S
1,3,Persson,male,25,1,0,347083,7.775,,S
1,1,Graham,female,58,0,1,PC 17582,153.4625,C125,S
1,1,Bissette,female,35,0,0,PC 17760,135.6333,C99,S
1,3,Tornquist,male,25,0,0,LINE,0,,S
1,2,Mellinger,female,41,0,1,250644,19.5,,S
0,1,Natsch,male,37,0,1,PC 17596,29.7,C118,C
1,1,Andrews,female,63,1,0,13502,77.9583,D7,S
0,3,Lindblom,female,45,0,0,347073,7.75,,S
0,3,Rice,male,7,4,1,382652,29.125,,Q
1,3,Abbott,female,35,1,1,C.A. 2673,20.25,,S
0,3,Duane,male,65,0,0,336439,7.75,,Q
0,3,Olsson,male,28,0,0,347464,7.8542,,S
0,3,de,male,16,0,0,345778,9.5,,S
1,3,Dorking,male,19,0,0,A/5. 10482,8.05,,S
0,3,Stankovic,male,33,0,0,349239,8.6625,,C
1,3,de,male,30,0,0,345774,9.5,,S
0,3,Naidenoff,male,22,0,0,349206,7.8958,,S
1,2,Hosono,male,42,0,0,237798,13,,S
1,3,Connolly,female,22,0,0,370373,7.75,,Q
1,1,Barber,female,26,0,0,19877,78.85,,S
1,1,Bishop,female,19,1,0,11967,91.0792,B49,C
0,2,Levy,male,36,0,0,SC/Paris 2163,12.875,D,C
0,3,Haas,female,24,0,0,349236,8.85,,S
0,3,Mineff,male,24,0,0,349233,7.8958,,S
0,3,Hanna,male,23.5,0,0,2693,7.2292,,C
0,1,Allison,female,2,1,2,113781,151.55,C22 C26,S
1,1,Baxter,female,50,0,1,PC 17558,247.5208,B58 B60,C
0,3,Johnson,male,19,0,0,LINE,0,,S
1,1,Allison,male,0.92,1,2,113781,151.55,C22 C26,S
1,1,Penasco,female,17,1,0,PC 17758,108.9,C65,C
0,2,Abelson,male,30,1,0,P/PP 3381,24,,C
1,1,Francatelli,female,30,0,0,PC 17485,56.9292,E36,C
1,1,Hays,female,24,0,0,11767,83.1583,C54,C
1,1,Ryerson,female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
0,2,Lahtinen,female,26,1,1,250651,26,,S
0,3,Hendekovic,male,28,0,0,349243,7.8958,,S
0,2,Hart,male,43,1,1,F.C.C. 13529,26.25,,S
1,3,Nilsson,female,26,0,0,347470,7.8542,,S
1,2,Kantor,female,24,1,0,244367,26,,S
0,2,Moraweck,male,54,0,0,29011,14,,S
1,1,Wick,female,31,0,2,36928,164.8667,C7,S
1,1,Spedden,female,40,1,1,16966,134.5,E34,C
0,3,Dennis,male,22,0,0,A/5 21172,7.25,,S
0,3,Danoff,male,27,0,0,349219,7.8958,,S
1,2,Slayter,female,30,0,0,234818,12.35,,Q
1,2,Caldwell,female,22,1,1,248738,29,,S
1,1,Young,female,36,0,0,PC 17760,135.6333,C32,C
0,3,Nysveen,male,61,0,0,345364,6.2375,,S
1,2,Ball,female,36,0,0,28551,13,D,S
1,3,Goldsmith,female,31,1,1,363291,20.525,,S
1,1,Hippach,female,16,0,1,111361,57.9792,B18,C
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1,1,Burns,female,41,0,0,16966,134.5,E40,C
1,3,Dahl,male,45,0,0,7598,8.05,,S
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1,2,Navratil,male,2,1,1,230080,26,F2,S
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0,2,Collander,male,28,0,0,248740,13,,S
0,2,Sedgwick,male,25,0,0,244361,13,,S
0,2,Fox,male,36,0,0,229236,13,,S
1,2,Brown,female,24,0,0,248733,13,F33,S
1,2,Smith,female,40,0,0,31418,13,,S
1,3,Coutts,male,3,1,1,C.A. 37671,15.9,,S
0,3,Dimic,male,42,0,0,315088,8.6625,,S
0,3,Odahl,male,23,0,0,7267,9.225,,S
0,3,Elias,male,15,1,1,2695,7.2292,,C
0,3,Arnold-Franchi,male,25,1,0,349237,17.8,,S
0,3,Vanden,male,28,0,0,345783,9.5,,S
1,1,Bowerman,female,22,0,1,113505,55,E33,S
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0,3,Skoog,male,40,1,4,347088,27.9,,S
0,2,del,male,29,1,0,SC/PARIS 2167,27.7208,,C
0,3,Barbara,female,45,0,1,2691,14.4542,,C
0,3,Asim,male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
0,3,Adahl,male,30,0,0,C 7076,7.25,,S
1,1,Warren,female,60,1,0,110813,75.25,D37,C
1,1,Aubart,female,24,0,0,PC 17477,69.3,B35,C
1,1,Harder,male,25,1,0,11765,55.4417,E50,C
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0,3,Beavan,male,19,0,0,323951,8.05,,S
0,1,Ringhini,male,22,0,0,PC 17760,135.6333,,C
0,3,Palsson,female,3,3,1,349909,21.075,,S
1,3,Landergren,female,22,0,0,C 7077,7.25,,S
0,1,Widener,male,27,0,2,113503,211.5,C82,C
0,3,Betros,male,20,0,0,2648,4.0125,,C
0,3,Gustafsson,male,19,0,0,347069,7.775,,S
1,1,Bidois,female,42,0,0,PC 17757,227.525,,C
1,3,Nakid,female,1,0,2,2653,15.7417,,C
0,3,Tikkanen,male,32,0,0,STON/O 2. 3101293,7.925,,S
1,1,Holverson,female,35,1,0,113789,52,,S
0,2,Davies,male,18,0,0,S.O.C. 14879,73.5,,S
0,3,Goodwin,male,1,5,2,CA 2144,46.9,,S
1,2,Buss,female,36,0,0,27849,13,,S
1,2,Lehmann,female,17,0,0,SC 1748,12,,C
1,1,Carter,male,36,1,2,113760,120,B96 B98,S
1,3,Jansson,male,21,0,0,350034,7.7958,,S
0,3,Gustafsson,male,28,2,0,3101277,7.925,,S
1,1,Newell,female,23,1,0,35273,113.275,D36,C
1,3,Sandstrom,female,24,0,2,PP 9549,16.7,G6,S
0,3,Johansson,male,22,0,0,350052,7.7958,,S
0,3,Olsson,female,31,0,0,350407,7.8542,,S
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0,2,Pain,male,23,0,0,244278,10.5,,S
1,2,Trout,female,28,0,0,240929,12.65,,S
1,3,Niskanen,male,39,0,0,STON/O 2. 3101289,7.925,,S
0,3,Adams,male,26,0,0,341826,8.05,,S
0,3,Jussila,female,21,1,0,4137,9.825,,S
0,3,Hakkarainen,male,28,1,0,STON/O2. 3101279,15.85,,S
0,3,Oreskovic,female,20,0,0,315096,8.6625,,S
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0,3,Widegren,male,51,0,0,347064,7.75,,S
1,2,Richards,male,3,1,1,29106,18.75,,S
0,3,Birkeland,male,21,0,0,312992,7.775,,S
1,1,Minahan,female,33,1,0,19928,90,C78,Q
1,3,Sundman,male,44,0,0,STON/O 2. 3101269,7.925,,S
1,2,Drew,female,34,1,1,28220,32.5,,S
1,2,Silven,female,18,0,2,250652,13,,S
0,2,Matthews,male,30,0,0,28228,13,,S
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0,3,Charters,male,21,0,0,A/5. 13032,7.7333,,Q
0,3,Zimmerman,male,29,0,0,315082,7.875,,S
0,3,Danbom,female,28,1,1,347080,14.4,,S
0,3,Rosblom,male,18,1,1,370129,20.2125,,S
1,2,Clarke,female,28,1,0,2003,26,,S
1,2,Phillips,female,19,0,0,250655,26,,S
1,3,Pickard,male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
1,1,Bjornstrom-Steffansson,male,28,0,0,110564,26.55,C52,S
1,2,Louch,female,42,1,0,SC/AH 3085,26,,S
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1,1,Carter,female,14,1,2,113760,120,B96 B98,S
0,3,Ford,female,21,2,2,W./C. 6608,34.375,,S
1,2,Richards,female,24,2,3,29106,18.75,,S
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0,2,Kvillner,male,31,0,0,C.A. 18723,10.5,,S
1,2,Hart,female,45,1,1,F.C.C. 13529,26.25,,S
0,3,Hampe,male,20,0,0,345769,9.5,,S
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1,2,Reynaldo,female,28,0,0,230434,13,,S
1,1,Dodge,male,4,0,2,33638,81.8583,A34,S
1,2,Mellinger,female,13,0,1,250644,19.5,,S
1,1,Seward,male,34,0,0,113794,26.55,,S
1,3,Baclini,female,5,2,1,2666,19.2583,,C
1,1,Peuchen,male,52,0,0,113786,30.5,C104,S
0,2,West,male,36,1,2,C.A. 34651,27.75,,S
0,1,Foreman,male,30,0,0,113051,27.75,C111,C
1,1,Goldenberg,male,49,1,0,17453,89.1042,C92,C
1,3,Jalsevac,male,29,0,0,349240,7.8958,,C
0,1,Millet,male,65,0,0,13509,26.55,E38,S
1,2,Toomey,female,50,0,0,F.C.C. 13531,10.5,,S
1,1,Anderson,male,48,0,0,19952,26.55,E12,S
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0,3,Goncalves,male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
0,1,Smart,male,56,0,0,113792,26.55,,S
1,3,Baclini,female,0.75,2,1,2666,19.2583,,C
0,3,Cacic,male,38,0,0,315089,8.6625,,S
1,2,West,female,33,1,2,C.A. 34651,27.75,,S
1,2,Jerwan,female,23,0,0,SC/AH Basle 541,13.7917,D,C
0,3,Strandberg,female,22,0,0,7553,9.8375,,S
0,2,Renouf,male,34,1,0,31027,21,,S
0,3,Braund,male,29,1,0,3460,7.0458,,S
0,3,Karlsson,male,22,0,0,350060,7.5208,,S
1,3,Hirvonen,female,2,0,1,3101298,12.2875,,S
0,3,Goodwin,male,9,5,2,CA 2144,46.9,,S
0,3,Rouse,male,50,0,0,A/5 3594,8.05,,S
1,3,Turkula,female,63,0,0,4134,9.5875,,S
1,1,Bishop,male,25,1,0,11967,91.0792,B49,C
1,1,Hoyt,female,35,1,0,19943,90,C93,S
0,1,Kent,male,58,0,0,11771,29.7,B37,C
0,3,Somerton,male,30,0,0,A.5. 18509,8.05,,S
1,3,Coutts,male,9,1,1,C.A. 37671,15.9,,S
0,3,Windelov,male,21,0,0,SOTON/OQ 3101317,7.25,,S
0,1,Molson,male,55,0,0,113787,30.5,C30,S
0,1,Artagaveytia,male,71,0,0,PC 17609,49.5042,,C
0,3,Stanley,male,21,0,0,A/4 45380,8.05,,S
1,1,Eustis,female,54,1,0,36947,78.2667,D20,C
0,1,Allison,female,25,1,2,113781,151.55,C22 C26,S
0,3,Svensson,male,24,0,0,350035,7.7958,,S
0,3,Calic,male,17,0,0,315086,8.6625,,S
0,3,Canavan,female,21,0,0,364846,7.75,,Q
0,3,Laitinen,female,37,0,0,4135,9.5875,,S
1,1,Maioni,female,16,0,0,110152,86.5,B79,S
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1,3,Lang,male,26,0,0,1601,56.4958,,S
1,3,Daly,male,29,0,0,382651,7.75,,Q
1,1,McGough,male,36,0,0,PC 17473,26.2875,E25,S
1,1,Rothschild,female,54,1,0,PC 17603,59.4,,C
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1,2,Lemore,female,34,0,0,C.A. 34260,10.5,F33,S
1,2,Angle,female,36,1,0,226875,26,,S
0,3,Pavlovic,male,32,0,0,349242,7.8958,,S
1,1,Perreault,female,30,0,0,12749,93.5,B73,S
0,3,Vovk,male,22,0,0,349252,7.8958,,S
1,1,Hippach,female,44,0,1,111361,57.9792,B18,C
0,3,Farrell,male,40.5,0,0,367232,7.75,,Q
1,2,Ridsdale,female,50,0,0,W./C. 14258,10.5,,S
0,3,Salonen,male,39,0,0,3101296,7.925,,S
0,2,Hocking,male,23,2,1,29104,11.5,,S
1,2,Quick,female,2,1,1,26360,26,,S
0,3,Elias,male,17,1,1,2690,7.2292,,C
0,3,Cacic,female,30,0,0,315084,8.6625,,S
1,2,Hart,female,7,0,2,F.C.C. 13529,26.25,,S
0,1,Butt,male,45,0,0,113050,26.55,B38,S
1,1,LeRoy,female,30,0,0,PC 17761,106.425,,C
1,1,Frolicher,female,22,0,2,13568,49.5,B39,C
1,1,Crosby,female,36,0,2,WE/P 5735,71,B22,S
0,3,Andersson,female,9,4,2,347082,31.275,,S
0,3,Andersson,female,11,4,2,347082,31.275,,S
1,2,Beane,male,32,1,0,2908,26,,S
0,1,Douglas,male,50,1,0,PC 17761,106.425,C86,C
0,1,Nicholson,male,64,0,0,693,26,,S
1,2,Beane,female,19,1,0,2908,26,,S
0,3,Goldsmith,male,33,1,1,363291,20.525,,S
1,2,Davies,male,8,1,1,C.A. 33112,36.75,,S
1,1,Thayer,male,17,0,2,17421,110.8833,C70,C
0,2,Sharp,male,27,0,0,244358,26,,S
1,3,Leeni,male,22,0,0,2620,7.225,,C
1,3,Ohman,female,22,0,0,347085,7.775,,S
0,1,Wright,male,62,0,0,113807,26.55,,S
1,1,Duff,female,48,1,0,11755,39.6,A16,C
1,1,Taussig,female,39,1,1,110413,79.65,E67,S
1,3,de,female,36,1,0,345572,17.4,,S
0,3,Sivic,male,40,0,0,349251,7.8958,,S
0,2,Norman,male,28,0,0,218629,13.5,,S
0,3,Davies,male,24,2,0,A/4 48871,24.15,,S
0,3,Stoytcheff,male,19,0,0,349205,7.8958,,S
0,3,Palsson,female,29,0,4,349909,21.075,,S
1,3,Jonsson,male,32,0,0,350417,7.8542,,S
1,2,Harris,male,62,0,0,S.W./PP 752,10.5,,S
1,1,Appleton,female,53,2,0,11769,51.4792,C101,S
1,1,Flynn,male,36,0,0,PC 17474,26.3875,E25,S
0,3,Rush,male,16,0,0,A/4. 20589,8.05,,S
0,3,Patchett,male,19,0,0,358585,14.5,,S
1,2,Garside,female,34,0,0,243880,13,,S
1,1,Silvey,female,39,1,0,13507,55.9,E44,S
1,3,Jussila,male,32,0,0,STON/O 2. 3101286,7.925,,S
1,2,Christy,female,25,1,1,237789,30,,S
1,1,Thayer,female,39,1,1,17421,110.8833,C68,C
0,2,Downton,male,54,0,0,28403,26,,S
0,1,Ross,male,36,0,0,13049,40.125,A10,C
1,1,Taussig,female,18,0,2,110413,79.65,E68,S
0,2,Jarvis,male,47,0,0,237565,15,,S
1,1,Frolicher-Stehli,male,60,1,1,13567,79.2,B41,C
0,3,Gilinski,male,22,0,0,14973,8.05,,S
0,3,Rintamaki,male,35,0,0,STON/O 2. 3101273,7.125,,S
1,1,Stephenson,female,52,1,0,36947,78.2667,D20,C
0,3,Elsbury,male,47,0,0,A/5 3902,7.25,,S
0,2,Chapman,male,37,1,0,SC/AH 29037,26,,S
0,3,Van,male,36,1,1,345773,24.15,,S
0,3,Johnson,male,49,0,0,LINE,0,,S
1,1,Duff,male,49,1,0,PC 17485,56.9292,A20,C
1,2,Jacobsohn,female,24,2,1,243847,27,,S
0,3,Torber,male,44,0,0,364511,8.05,,S
1,1,Homer,male,35,0,0,111426,26.55,,C
0,3,Lindell,male,36,1,0,349910,15.55,,S
0,3,Karaic,male,30,0,0,349246,7.8958,,S
1,1,Daniel,male,27,0,0,113804,30.5,,S
1,2,Laroche,female,22,1,2,SC/Paris 2123,41.5792,,C
1,1,Shutes,female,40,0,0,PC 17582,153.4625,C125,S
0,3,Andersson,female,39,1,5,347082,31.275,,S
0,3,Brocklebank,male,35,0,0,364512,8.05,,S
1,2,Herman,female,24,1,2,220845,65,,S
0,3,Danbom,male,34,1,1,347080,14.4,,S
0,3,Lobb,female,26,1,0,A/5. 3336,16.1,,S
1,2,Becker,female,4,2,1,230136,39,F4,S
0,2,Gavey,male,26,0,0,31028,10.5,,S
0,3,Yasbeck,male,27,1,0,2659,14.4542,,C
1,1,Kimball,male,42,1,0,11753,52.5542,D19,S
1,3,Nakid,male,20,1,1,2653,15.7417,,C
0,3,Hansen,male,21,0,0,350029,7.8542,,S
0,3,Bowen,male,21,0,0,54636,16.1,,S
0,1,Sutton,male,61,0,0,36963,32.3208,D50,S
0,2,Kirkland,male,57,0,0,219533,12.35,,Q
1,1,Longley,female,21,0,0,13502,77.9583,D9,S
0,3,Bostandyeff,male,26,0,0,349224,7.8958,,S
1,1,Barkworth,male,80,0,0,27042,30,A23,S
0,3,Lundahl,male,51,0,0,347743,7.0542,,S
1,1,Stahelin-Maeglin,male,32,0,0,13214,30.5,B50,C
0,3,Skoog,female,9,3,2,347088,27.9,,S
1,2,Davis,female,28,0,0,237668,13,,S
0,3,Leinonen,male,32,0,0,STON/O 2. 3101292,7.925,,S
0,2,Collyer,male,31,1,1,C.A. 31921,26.25,,S
0,3,Panula,female,41,0,5,3101295,39.6875,,S
0,3,Jensen,male,20,0,0,350050,7.8542,,S
1,1,Sagesser,female,24,0,0,PC 17477,69.3,B35,C
0,3,Skoog,female,2,3,2,347088,27.9,,S
1,3,Baclini,female,0.75,2,1,2666,19.2583,,C
1,1,Harper,male,48,1,0,PC 17572,76.7292,D33,C
0,3,Cor,male,19,0,0,349231,7.8958,,S
1,1,Simonius-Blumer,male,56,0,0,13213,35.5,A26,C
1,3,Stanley,female,23,0,0,CA. 2314,7.55,,S
1,2,Doling,female,18,0,1,231919,23,,S
0,3,Kalvik,male,21,0,0,8475,8.4333,,S
0,3,Hegarty,female,18,0,0,365226,6.75,,Q
0,2,Hickman,male,24,2,0,S.O.C. 14879,73.5,,S
0,3,Bourke,female,32,1,1,364849,15.5,,Q
0,2,Eitemiller,male,23,0,0,29751,13,,S
0,1,Newell,male,58,0,2,35273,113.275,D48,C
1,1,Frauenthal,male,50,2,0,PC 17611,133.65,,S
0,3,Badt,male,40,0,0,2623,7.225,,C
0,1,Colley,male,47,0,0,5727,25.5875,E58,S
0,3,Coleff,male,36,0,0,349210,7.4958,,S
1,3,Lindqvist,male,20,1,0,STON/O 2. 3101285,7.925,,S
0,2,Hickman,male,32,2,0,S.O.C. 14879,73.5,,S
0,2,Butler,male,25,0,0,234686,13,,S
0,3,Cook,male,43,0,0,A/5 3536,8.05,,S
1,2,Brown,female,40,1,1,29750,39,,S
0,1,Davidson,male,31,1,0,F.C. 12750,52,B71,S
0,2,Mitchell,male,70,0,0,C.A. 24580,10.5,,S
1,2,Wilhelms,male,31,0,0,244270,13,,S
0,3,Edvardsson,male,18,0,0,349912,7.775,,S
0,3,Sawyer,male,24.5,0,0,342826,8.05,,S
1,3,Turja,female,18,0,0,4138,9.8417,,S
0,3,Goodwin,female,43,1,6,CA 2144,46.9,,S
1,1,Cardeza,male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
1,1,Hassab,male,27,0,0,PC 17572,76.7292,D49,C
0,3,Olsvigen,male,20,0,0,6563,9.225,,S
0,3,Goodwin,male,14,5,2,CA 2144,46.9,,S
0,2,Brown,male,60,1,1,29750,39,,S
0,2,Laroche,male,25,1,2,SC/Paris 2123,41.5792,,C
0,3,Panula,male,14,4,1,3101295,39.6875,,S
0,3,Dakic,male,19,0,0,349228,10.1708,,S
0,3,Fischer,male,18,0,0,350036,7.7958,,S
1,1,Madill,female,15,0,1,24160,211.3375,B5,S
1,1,Dick,male,31,1,0,17474,57,B20,S
1,3,Karun,female,4,0,1,349256,13.4167,,C
0,3,Saad,male,25,0,0,2672,7.225,,C
0,1,Weir,male,60,0,0,113800,26.55,,S
0,2,Chapman,male,52,0,0,248731,13.5,,S
0,3,Kelly,male,44,0,0,363592,8.05,,S
0,1,Thayer,male,49,1,1,17421,110.8833,C68,C
0,3,Humblen,male,42,0,0,348121,7.65,F G63,S
1,1,Astor,female,18,1,0,PC 17757,227.525,C62 C64,C
1,1,Silverthorne,male,35,0,0,PC 17475,26.2875,E24,S
0,3,Barbara,female,18,0,1,2691,14.4542,,C
0,3,Gallagher,male,25,0,0,36864,7.7417,,Q
0,3,Hansen,male,26,1,0,350025,7.8542,,S
0,2,Morley,male,39,0,0,250655,26,,S
1,2,Kelly,female,45,0,0,223596,13.5,,S
1,1,Calderhead,male,42,0,0,PC 17476,26.2875,E24,S
1,1,Cleaver,female,22,0,0,113781,151.55,,S
1,1,Mayne,female,24,0,0,PC 17482,49.5042,C90,C
1,1,Taylor,male,48,1,0,19996,52,C126,S
0,3,Larsson,male,29,0,0,7545,9.4833,,S
0,2,Greenberg,male,52,0,0,250647,13,,S
0,3,Soholt,male,19,0,0,348124,7.65,F G73,S
1,1,Endres,female,38,0,0,PC 17757,227.525,C45,C
1,2,Troutt,female,27,0,0,34218,10.5,E101,S
0,3,Johnson,male,33,0,0,347062,7.775,,S
1,2,Harper,female,6,0,1,248727,33,,S
0,3,Jensen,male,17,1,0,350048,7.0542,,S
0,2,Gillespie,male,34,0,0,12233,13,,S
0,2,Hodges,male,50,0,0,250643,13,,S
1,1,Chambers,male,27,1,0,113806,53.1,E8,S
0,3,Oreskovic,male,20,0,0,315094,8.6625,,S
1,2,Renouf,female,30,3,0,31027,21,,S
0,2,Bryhl,male,25,1,0,236853,26,,S
0,3,Ilmakangas,female,25,1,0,STON/O2. 3101271,7.925,,S
1,1,Allen,female,29,0,0,24160,211.3375,B5,S
0,3,Hassan,male,11,0,0,2699,18.7875,,C
0,2,Berriman,male,23,0,0,28425,13,,S
0,2,Troupiansky,male,23,0,0,233639,13,,S
0,3,Williams,male,28.5,0,0,54636,16.1,,S
0,3,Ford,female,48,1,3,W./C. 6608,34.375,,S
1,1,Lesurer,male,35,0,0,PC 17755,512.3292,B101,C
0,1,Cavendish,male,36,1,0,19877,78.85,C46,S
1,1,Ryerson,female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
0,3,McNamee,male,24,1,0,376566,16.1,,S
1,3,Stranden,male,31,0,0,STON/O 2. 3101288,7.925,,S
0,1,Crosby,male,70,1,1,WE/P 5735,71,B22,S
0,3,Abbott,male,16,1,1,C.A. 2673,20.25,,S
1,2,Sinkkonen,female,30,0,0,250648,13,,S
0,1,Marvin,male,19,1,0,113773,53.1,D30,S
0,3,Connaghton,male,31,0,0,335097,7.75,,Q
1,2,Wells,female,4,1,1,29103,23,,S
1,3,Moor,male,6,0,1,392096,12.475,E121,S
0,3,Vande,male,33,0,0,345780,9.5,,S
0,3,Jonkoff,male,23,0,0,349204,7.8958,,S
1,2,Herman,female,48,1,2,220845,65,,S
1,2,Hamalainen,male,0.67,1,1,250649,14.5,,S
0,3,Carlsson,male,28,0,0,350042,7.7958,,S
0,2,Bailey,male,18,0,0,29108,11.5,,S
0,3,Theobald,male,34,0,0,363294,8.05,,S
1,1,Rothes,female,33,0,0,110152,86.5,B77,S
0,3,Nirva,male,41,0,0,SOTON/O2 3101272,7.125,,S
1,3,Barah,male,20,0,0,2663,7.2292,,C
1,1,Carter,female,36,1,2,113760,120,B96 B98,S
0,3,Eklund,male,16,0,0,347074,7.775,,S
1,1,Hogeboom,female,51,1,0,13502,77.9583,D11,S
0,3,Mangan,female,30.5,0,0,364850,7.75,,Q
0,3,Gronnestad,male,32,0,0,8471,8.3625,,S
0,3,Lievens,male,24,0,0,345781,9.5,,S
0,3,Jensen,male,48,0,0,350047,7.8542,,S
0,2,Mack,female,57,0,0,S.O./P.P. 3,10.5,E77,S
1,2,Hocking,female,54,1,3,29105,23,,S
0,3,Myhrman,male,18,0,0,347078,7.75,,S
1,3,Emanuel,female,5,0,0,364516,12.475,,S
1,1,Robert,female,43,0,1,24160,211.3375,B3,S
1,3,Ayoub,female,13,0,0,2687,7.2292,,C
1,1,Dick,female,17,1,0,17474,57,B20,S
0,1,Long,male,29,0,0,113501,30,D6,S
0,3,Ali,male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
0,3,Harmer,male,25,0,0,374887,7.25,,S
1,3,Sjoblom,female,18,0,0,3101265,7.4958,,S
0,3,Rice,male,8,4,1,382652,29.125,,Q
1,3,Dean,male,1,1,2,C.A. 2315,20.575,,S
0,1,Guggenheim,male,46,0,0,PC 17593,79.2,B82 B84,C
0,2,Gaskell,male,16,0,0,239865,26,,S
0,3,Dantcheff,male,25,0,0,349203,7.8958,,S
0,2,Otter,male,39,0,0,28213,13,,S
1,1,Leader,female,49,0,0,17465,25.9292,D17,S
1,3,Osman,female,31,0,0,349244,8.6833,,S
0,3,Ibrahim,male,30,0,0,2685,7.2292,,C
0,3,Van,female,30,1,1,345773,24.15,,S
0,2,Ponesell,male,34,0,0,250647,13,,S
1,2,Collyer,female,31,1,1,C.A. 31921,26.25,,S
1,1,Carter,male,11,1,2,113760,120,B96 B98,S
1,3,Thomas,male,0.42,0,1,2625,8.5167,,C
1,3,Hedman,male,27,0,0,347089,6.975,,S
0,3,Johansson,male,31,0,0,347063,7.775,,S
0,1,Andrews,male,39,0,0,112050,0,A36,S
0,3,Pettersson,female,18,0,0,347087,7.775,,S
0,2,Meyer,male,39,0,0,248723,13,,S
1,1,Chambers,female,33,1,0,113806,53.1,E8,S
0,3,Alexander,male,26,0,0,3474,7.8875,,S
0,3,Lester,male,39,0,0,A/4 48871,24.15,,S
0,2,Slemen,male,35,0,0,28206,10.5,,S
0,3,Andersson,female,6,4,2,347082,31.275,,S
0,3,Tomlin,male,30.5,0,0,364499,8.05,,S
0,3,Heininen,female,23,0,0,STON/O2. 3101290,7.925,,S
0,2,Mallet,male,31,1,1,S.C./PARIS 2079,37.0042,,C
0,3,Holm,male,43,0,0,C 7075,6.45,,S
0,3,Skoog,male,10,3,2,347088,27.9,,S
1,1,Hays,female,52,1,1,12749,93.5,B69,S
1,3,Lulic,male,27,0,0,315098,8.6625,,S
0,1,Reuchlin,male,38,0,0,19972,0,,S
1,3,Moor,female,27,0,1,392096,12.475,E121,S
0,3,Panula,male,2,4,1,3101295,39.6875,,S
1,2,Mallet,male,1,0,2,S.C./PARIS 2079,37.0042,,C
1,1,Stone,female,62,0,0,113572,80,B28,
1,3,Yasbeck,female,15,1,0,2659,14.4542,,C
1,2,Richards,male,0.83,1,1,29106,18.75,,S
0,3,Augustsson,male,23,0,0,347468,7.8542,,S
0,3,Allum,male,18,0,0,2223,8.3,,S
1,1,Compton,female,39,1,1,PC 17756,83.1583,E49,C
0,3,Pasic,male,21,0,0,315097,8.6625,,S
1,3,Chip,male,32,0,0,1601,56.4958,,S
0,3,Alhomaki,male,20,0,0,SOTON/O2 3101287,7.925,,S
0,2,Mudd,male,16,0,0,S.O./P.P. 3,10.5,,S
1,1,Serepeca,female,30,0,0,113798,31,,C
0,3,Lemberopolous,male,34.5,0,0,2683,6.4375,,C
0,3,Culumovic,male,17,0,0,315090,8.6625,,S
0,3,Abbing,male,42,0,0,C.A. 5547,7.55,,S
0,3,Markoff,male,35,0,0,349213,7.8958,,C
0,2,Harper,male,28,0,1,248727,33,,S
0,3,Andersson,male,4,4,2,347082,31.275,,S
0,3,Svensson,male,74,0,0,347060,7.775,,S
0,3,Boulos,female,9,1,1,2678,15.2458,,C
1,1,Lines,female,16,0,1,PC 17592,39.4,D28,S
0,2,Carter,female,44,1,0,244252,26,,S
1,3,Aks,female,18,0,1,392091,9.35,,S
1,1,Wick,female,45,1,1,36928,164.8667,,S
1,1,Daly,male,51,0,0,113055,26.55,E17,S
1,3,Baclini,female,24,0,3,2666,19.2583,,C
0,3,Hansen,male,41,2,0,350026,14.1083,,S
0,2,Giles,male,21,1,0,28134,11.5,,S
1,1,Swift,female,48,0,0,17466,25.9292,D17,S
0,2,Gill,male,24,0,0,233866,13,,S
1,2,Bystrom,female,42,0,0,236852,13,,S
1,2,Duran,female,27,1,0,SC/PARIS 2149,13.8583,,C
0,1,Roebling,male,31,0,0,PC 17590,50.4958,A24,S
1,3,Johnson,male,4,1,1,347742,11.1333,,S
0,3,Balkic,male,26,0,0,349248,7.8958,,S
1,1,Beckwith,female,47,1,1,11751,52.5542,D35,S
0,1,Carlsson,male,33,0,0,695,5,B51 B53 B55,S
0,3,Vander,male,47,0,0,345765,9,,S
1,2,Abelson,female,28,1,0,P/PP 3381,24,,C
1,3,Najib,female,15,0,0,2667,7.225,,C
0,3,Gustafsson,male,20,0,0,7534,9.8458,,S
0,3,Petroff,male,19,0,0,349212,7.8958,,S
1,1,Potter,female,56,0,1,11767,83.1583,C50,C
1,2,Shelley,female,25,0,1,230433,26,,S
0,3,Markun,male,33,0,0,349257,7.8958,,S
0,3,Dahlberg,female,22,0,0,7552,10.5167,,S
0,2,Banfield,male,28,0,0,C.A./SOTON 34068,10.5,,S
0,3,Sutehall,male,25,0,0,SOTON/OQ 392076,7.05,,S
0,3,Rice,female,39,0,5,382652,29.125,,Q
0,2,Montvila,male,27,0,0,211536,13,,S
1,1,Graham,female,19,0,0,112053,30,B42,S
1,1,Behr,male,26,0,0,111369,30,C148,C
0,3,Dooley,male,32,0,0,370376,7.75,,Q
1 survived pclass name sex age sibsp parch ticket fare cabin embarked
2 0 3 Braund male 22 1 0 A/5 21171 7.25 S
3 1 1 Cumings female 38 1 0 PC 17599 71.2833 C85 C
4 1 3 Heikkinen female 26 0 0 STON/O2. 3101282 7.925 S
5 1 1 Futrelle female 35 1 0 113803 53.1 C123 S
6 0 3 Allen male 35 0 0 373450 8.05 S
7 0 1 McCarthy male 54 0 0 17463 51.8625 E46 S
8 0 3 Palsson male 2 3 1 349909 21.075 S
9 1 3 Johnson female 27 0 2 347742 11.1333 S
10 1 2 Nasser female 14 1 0 237736 30.0708 C
11 1 3 Sandstrom female 4 1 1 PP 9549 16.7 G6 S
12 1 1 Bonnell female 58 0 0 113783 26.55 C103 S
13 0 3 Saundercock male 20 0 0 A/5. 2151 8.05 S
14 0 3 Andersson male 39 1 5 347082 31.275 S
15 0 3 Vestrom female 14 0 0 350406 7.8542 S
16 1 2 Hewlett female 55 0 0 248706 16 S
17 0 3 Rice male 2 4 1 382652 29.125 Q
18 0 3 Vander female 31 1 0 345763 18 S
19 0 2 Fynney male 35 0 0 239865 26 S
20 1 2 Beesley male 34 0 0 248698 13 D56 S
21 1 3 McGowan female 15 0 0 330923 8.0292 Q
22 1 1 Sloper male 28 0 0 113788 35.5 A6 S
23 0 3 Palsson female 8 3 1 349909 21.075 S
24 1 3 Asplund female 38 1 5 347077 31.3875 S
25 0 1 Fortune male 19 3 2 19950 263 C23 C25 C27 S
26 0 1 Uruchurtu male 40 0 0 PC 17601 27.7208 C
27 0 2 Wheadon male 66 0 0 C.A. 24579 10.5 S
28 0 1 Meyer male 28 1 0 PC 17604 82.1708 C
29 0 1 Holverson male 42 1 0 113789 52 S
30 0 3 Cann male 21 0 0 A./5. 2152 8.05 S
31 0 3 Vander female 18 2 0 345764 18 S
32 1 3 Nicola-Yarred female 14 1 0 2651 11.2417 C
33 0 3 Ahlin female 40 1 0 7546 9.475 S
34 0 2 Turpin female 27 1 0 11668 21 S
35 1 2 Laroche female 3 1 2 SC/Paris 2123 41.5792 C
36 1 3 Devaney female 19 0 0 330958 7.8792 Q
37 0 3 Arnold-Franchi female 18 1 0 349237 17.8 S
38 0 3 Panula male 7 4 1 3101295 39.6875 S
39 0 3 Nosworthy male 21 0 0 A/4. 39886 7.8 S
40 1 1 Harper female 49 1 0 PC 17572 76.7292 D33 C
41 1 2 Faunthorpe female 29 1 0 2926 26 S
42 0 1 Ostby male 65 0 1 113509 61.9792 B30 C
43 1 2 Rugg female 21 0 0 C.A. 31026 10.5 S
44 0 3 Novel male 28.5 0 0 2697 7.2292 C
45 1 2 West female 5 1 2 C.A. 34651 27.75 S
46 0 3 Goodwin male 11 5 2 CA 2144 46.9 S
47 0 3 Sirayanian male 22 0 0 2669 7.2292 C
48 1 1 Icard female 38 0 0 113572 80 B28
49 0 1 Harris male 45 1 0 36973 83.475 C83 S
50 0 3 Skoog male 4 3 2 347088 27.9 S
51 1 2 Nye female 29 0 0 C.A. 29395 10.5 F33 S
52 0 3 Crease male 19 0 0 S.P. 3464 8.1583 S
53 1 3 Andersson female 17 4 2 3101281 7.925 S
54 0 3 Kink male 26 2 0 315151 8.6625 S
55 0 2 Jenkin male 32 0 0 C.A. 33111 10.5 S
56 0 3 Goodwin female 16 5 2 CA 2144 46.9 S
57 0 2 Hood male 21 0 0 S.O.C. 14879 73.5 S
58 0 3 Chronopoulos male 26 1 0 2680 14.4542 C
59 1 3 Bing male 32 0 0 1601 56.4958 S
60 0 3 Moen male 25 0 0 348123 7.65 F G73 S
61 1 2 Caldwell male 0.83 0 2 248738 29 S
62 1 3 Dowdell female 30 0 0 364516 12.475 S
63 0 3 Waelens male 22 0 0 345767 9 S
64 1 3 Sheerlinck male 29 0 0 345779 9.5 S
65 0 1 Carrau male 28 0 0 113059 47.1 S
66 1 2 Ilett female 17 0 0 SO/C 14885 10.5 S
67 1 3 Backstrom female 33 3 0 3101278 15.85 S
68 0 3 Ford male 16 1 3 W./C. 6608 34.375 S
69 1 1 Fortune female 23 3 2 19950 263 C23 C25 C27 S
70 0 3 Celotti male 24 0 0 343275 8.05 S
71 0 3 Christmann male 29 0 0 343276 8.05 S
72 0 3 Andreasson male 20 0 0 347466 7.8542 S
73 0 1 Chaffee male 46 1 0 W.E.P. 5734 61.175 E31 S
74 0 3 Dean male 26 1 2 C.A. 2315 20.575 S
75 0 3 Coxon male 59 0 0 364500 7.25 S
76 0 1 Goldschmidt male 71 0 0 PC 17754 34.6542 A5 C
77 1 1 Greenfield male 23 0 1 PC 17759 63.3583 D10 D12 C
78 1 2 Doling female 34 0 1 231919 23 S
79 0 2 Kantor male 34 1 0 244367 26 S
80 0 3 Petranec female 28 0 0 349245 7.8958 S
81 0 1 White male 21 0 1 35281 77.2875 D26 S
82 0 3 Johansson male 33 0 0 7540 8.6542 S
83 0 3 Gustafsson male 37 2 0 3101276 7.925 S
84 0 3 Mionoff male 28 0 0 349207 7.8958 S
85 1 3 Salkjelsvik female 21 0 0 343120 7.65 S
86 0 3 Rekic male 38 0 0 349249 7.8958 S
87 0 1 Porter male 47 0 0 110465 52 C110 S
88 0 3 Zabour female 14.5 1 0 2665 14.4542 C
89 0 3 Barton male 22 0 0 324669 8.05 S
90 0 3 Jussila female 20 1 0 4136 9.825 S
91 0 3 Attalah female 17 0 0 2627 14.4583 C
92 0 3 Pekoniemi male 21 0 0 STON/O 2. 3101294 7.925 S
93 0 3 Connors male 70.5 0 0 370369 7.75 Q
94 0 2 Turpin male 29 1 0 11668 21 S
95 0 1 Baxter male 24 0 1 PC 17558 247.5208 B58 B60 C
96 0 3 Andersson female 2 4 2 347082 31.275 S
97 0 2 Hickman male 21 2 0 S.O.C. 14879 73.5 S
98 0 2 Nasser male 32.5 1 0 237736 30.0708 C
99 1 2 Webber female 32.5 0 0 27267 13 E101 S
100 0 1 White male 54 0 1 35281 77.2875 D26 S
101 1 3 Nicola-Yarred male 12 1 0 2651 11.2417 C
102 1 3 Madsen male 24 0 0 C 17369 7.1417 S
103 0 3 Ekstrom male 45 0 0 347061 6.975 S
104 0 3 Drazenoic male 33 0 0 349241 7.8958 C
105 0 3 Coelho male 20 0 0 SOTON/O.Q. 3101307 7.05 S
106 0 3 Robins female 47 1 0 A/5. 3337 14.5 S
107 1 2 Weisz female 29 1 0 228414 26 S
108 0 2 Sobey male 25 0 0 C.A. 29178 13 S
109 0 2 Richard male 23 0 0 SC/PARIS 2133 15.0458 C
110 1 1 Newsom female 19 0 2 11752 26.2833 D47 S
111 0 1 Futrelle male 37 1 0 113803 53.1 C123 S
112 0 3 Osen male 16 0 0 7534 9.2167 S
113 0 1 Giglio male 24 0 0 PC 17593 79.2 B86 C
114 1 3 Nysten female 22 0 0 347081 7.75 S
115 1 3 Hakkarainen female 24 1 0 STON/O2. 3101279 15.85 S
116 0 3 Burke male 19 0 0 365222 6.75 Q
117 0 2 Andrew male 18 0 0 231945 11.5 S
118 0 2 Nicholls male 19 1 1 C.A. 33112 36.75 S
119 1 3 Andersson male 27 0 0 350043 7.7958 S
120 0 3 Ford female 9 2 2 W./C. 6608 34.375 S
121 0 2 Navratil male 36.5 0 2 230080 26 F2 S
122 0 2 Byles male 42 0 0 244310 13 S
123 0 2 Bateman male 51 0 0 S.O.P. 1166 12.525 S
124 1 1 Pears female 22 1 0 113776 66.6 C2 S
125 0 3 Meo male 55.5 0 0 A.5. 11206 8.05 S
126 0 3 van male 40.5 0 2 A/5. 851 14.5 S
127 0 1 Williams male 51 0 1 PC 17597 61.3792 C
128 1 3 Gilnagh female 16 0 0 35851 7.7333 Q
129 0 3 Corn male 30 0 0 SOTON/OQ 392090 8.05 S
130 0 3 Cribb male 44 0 1 371362 16.1 S
131 1 2 Watt female 40 0 0 C.A. 33595 15.75 S
132 0 3 Bengtsson male 26 0 0 347068 7.775 S
133 0 3 Calic male 17 0 0 315093 8.6625 S
134 0 3 Panula male 1 4 1 3101295 39.6875 S
135 1 3 Goldsmith male 9 0 2 363291 20.525 S
136 0 3 Skoog female 45 1 4 347088 27.9 S
137 0 3 Ling male 28 0 0 1601 56.4958 S
138 0 1 Van male 61 0 0 111240 33.5 B19 S
139 0 3 Rice male 4 4 1 382652 29.125 Q
140 1 3 Johnson female 1 1 1 347742 11.1333 S
141 0 3 Sivola male 21 0 0 STON/O 2. 3101280 7.925 S
142 0 1 Smith male 56 0 0 17764 30.6958 A7 C
143 0 3 Klasen male 18 1 1 350404 7.8542 S
144 0 1 Isham female 50 0 0 PC 17595 28.7125 C49 C
145 0 2 Hale male 30 0 0 250653 13 S
146 0 3 Leonard male 36 0 0 LINE 0 S
147 0 3 Asplund male 9 4 2 347077 31.3875 S
148 1 2 Becker male 1 2 1 230136 39 F4 S
149 1 3 Kink-Heilmann female 4 0 2 315153 22.025 S
150 1 1 Romaine male 45 0 0 111428 26.55 S
151 0 3 Bourke male 40 1 1 364849 15.5 Q
152 0 3 Turcin male 36 0 0 349247 7.8958 S
153 1 2 Pinsky female 32 0 0 234604 13 S
154 0 2 Carbines male 19 0 0 28424 13 S
155 1 3 Andersen-Jensen female 19 1 0 350046 7.8542 S
156 1 2 Navratil male 3 1 1 230080 26 F2 S
157 1 1 Brown female 44 0 0 PC 17610 27.7208 B4 C
158 1 1 Lurette female 58 0 0 PC 17569 146.5208 B80 C
159 0 3 Olsen male 42 0 1 4579 8.4042 S
160 0 2 Yrois female 24 0 0 248747 13 S
161 0 3 Vande male 28 0 0 345770 9.5 S
162 0 3 Johanson male 34 0 0 3101264 6.4958 S
163 0 3 Youseff male 45.5 0 0 2628 7.225 C
164 1 3 Cohen male 18 0 0 A/5 3540 8.05 S
165 0 3 Strom female 2 0 1 347054 10.4625 G6 S
166 0 3 Backstrom male 32 1 0 3101278 15.85 S
167 1 3 Albimona male 26 0 0 2699 18.7875 C
168 1 3 Carr female 16 0 0 367231 7.75 Q
169 1 1 Blank male 40 0 0 112277 31 A31 C
170 0 3 Ali male 24 0 0 SOTON/O.Q. 3101311 7.05 S
171 1 2 Cameron female 35 0 0 F.C.C. 13528 21 S
172 0 3 Perkin male 22 0 0 A/5 21174 7.25 S
173 0 2 Givard male 30 0 0 250646 13 S
174 1 1 Newell female 31 1 0 35273 113.275 D36 C
175 1 3 Honkanen female 27 0 0 STON/O2. 3101283 7.925 S
176 0 2 Jacobsohn male 42 1 0 243847 27 S
177 1 1 Bazzani female 32 0 0 11813 76.2917 D15 C
178 0 2 Harris male 30 0 0 W/C 14208 10.5 S
179 1 3 Sunderland male 16 0 0 SOTON/OQ 392089 8.05 S
180 0 2 Bracken male 27 0 0 220367 13 S
181 0 3 Green male 51 0 0 21440 8.05 S
182 1 1 Hoyt male 38 1 0 19943 90 C93 S
183 0 3 Berglund male 22 0 0 PP 4348 9.35 S
184 1 2 Mellors male 19 0 0 SW/PP 751 10.5 S
185 0 3 Lovell male 20.5 0 0 A/5 21173 7.25 S
186 0 2 Fahlstrom male 18 0 0 236171 13 S
187 1 1 Harris female 35 1 0 36973 83.475 C83 S
188 0 3 Larsson male 29 0 0 347067 7.775 S
189 0 2 Sjostedt male 59 0 0 237442 13.5 S
190 1 3 Asplund female 5 4 2 347077 31.3875 S
191 0 2 Leyson male 24 0 0 C.A. 29566 10.5 S
192 0 2 Hold male 44 1 0 26707 26 S
193 1 2 Collyer female 8 0 2 C.A. 31921 26.25 S
194 0 2 Pengelly male 19 0 0 28665 10.5 S
195 0 2 Hunt male 33 0 0 SCO/W 1585 12.275 S
196 0 2 Coleridge male 29 0 0 W./C. 14263 10.5 S
197 0 3 Maenpaa male 22 0 0 STON/O 2. 3101275 7.125 S
198 0 3 Attalah male 30 0 0 2694 7.225 C
199 0 1 Minahan male 44 2 0 19928 90 C78 Q
200 0 3 Lindahl female 25 0 0 347071 7.775 S
201 1 2 Hamalainen female 24 0 2 250649 14.5 S
202 1 1 Beckwith male 37 1 1 11751 52.5542 D35 S
203 0 2 Carter male 54 1 0 244252 26 S
204 0 3 Strom female 29 1 1 347054 10.4625 G6 S
205 0 1 Stead male 62 0 0 113514 26.55 C87 S
206 0 3 Lobb male 30 1 0 A/5. 3336 16.1 S
207 0 3 Rosblom female 41 0 2 370129 20.2125 S
208 1 3 Touma female 29 0 2 2650 15.2458 C
209 1 1 Cherry female 30 0 0 110152 86.5 B77 S
210 1 1 Ward female 35 0 0 PC 17755 512.3292 C
211 1 2 Parrish female 50 0 1 230433 26 S
212 1 3 Asplund male 3 4 2 347077 31.3875 S
213 0 1 Taussig male 52 1 1 110413 79.65 E67 S
214 0 1 Harrison male 40 0 0 112059 0 B94 S
215 0 2 Reeves male 36 0 0 C.A. 17248 10.5 S
216 0 3 Panula male 16 4 1 3101295 39.6875 S
217 1 3 Persson male 25 1 0 347083 7.775 S
218 1 1 Graham female 58 0 1 PC 17582 153.4625 C125 S
219 1 1 Bissette female 35 0 0 PC 17760 135.6333 C99 S
220 1 3 Tornquist male 25 0 0 LINE 0 S
221 1 2 Mellinger female 41 0 1 250644 19.5 S
222 0 1 Natsch male 37 0 1 PC 17596 29.7 C118 C
223 1 1 Andrews female 63 1 0 13502 77.9583 D7 S
224 0 3 Lindblom female 45 0 0 347073 7.75 S
225 0 3 Rice male 7 4 1 382652 29.125 Q
226 1 3 Abbott female 35 1 1 C.A. 2673 20.25 S
227 0 3 Duane male 65 0 0 336439 7.75 Q
228 0 3 Olsson male 28 0 0 347464 7.8542 S
229 0 3 de male 16 0 0 345778 9.5 S
230 1 3 Dorking male 19 0 0 A/5. 10482 8.05 S
231 0 3 Stankovic male 33 0 0 349239 8.6625 C
232 1 3 de male 30 0 0 345774 9.5 S
233 0 3 Naidenoff male 22 0 0 349206 7.8958 S
234 1 2 Hosono male 42 0 0 237798 13 S
235 1 3 Connolly female 22 0 0 370373 7.75 Q
236 1 1 Barber female 26 0 0 19877 78.85 S
237 1 1 Bishop female 19 1 0 11967 91.0792 B49 C
238 0 2 Levy male 36 0 0 SC/Paris 2163 12.875 D C
239 0 3 Haas female 24 0 0 349236 8.85 S
240 0 3 Mineff male 24 0 0 349233 7.8958 S
241 0 3 Hanna male 23.5 0 0 2693 7.2292 C
242 0 1 Allison female 2 1 2 113781 151.55 C22 C26 S
243 1 1 Baxter female 50 0 1 PC 17558 247.5208 B58 B60 C
244 0 3 Johnson male 19 0 0 LINE 0 S
245 1 1 Allison male 0.92 1 2 113781 151.55 C22 C26 S
246 1 1 Penasco female 17 1 0 PC 17758 108.9 C65 C
247 0 2 Abelson male 30 1 0 P/PP 3381 24 C
248 1 1 Francatelli female 30 0 0 PC 17485 56.9292 E36 C
249 1 1 Hays female 24 0 0 11767 83.1583 C54 C
250 1 1 Ryerson female 18 2 2 PC 17608 262.375 B57 B59 B63 B66 C
251 0 2 Lahtinen female 26 1 1 250651 26 S
252 0 3 Hendekovic male 28 0 0 349243 7.8958 S
253 0 2 Hart male 43 1 1 F.C.C. 13529 26.25 S
254 1 3 Nilsson female 26 0 0 347470 7.8542 S
255 1 2 Kantor female 24 1 0 244367 26 S
256 0 2 Moraweck male 54 0 0 29011 14 S
257 1 1 Wick female 31 0 2 36928 164.8667 C7 S
258 1 1 Spedden female 40 1 1 16966 134.5 E34 C
259 0 3 Dennis male 22 0 0 A/5 21172 7.25 S
260 0 3 Danoff male 27 0 0 349219 7.8958 S
261 1 2 Slayter female 30 0 0 234818 12.35 Q
262 1 2 Caldwell female 22 1 1 248738 29 S
263 1 1 Young female 36 0 0 PC 17760 135.6333 C32 C
264 0 3 Nysveen male 61 0 0 345364 6.2375 S
265 1 2 Ball female 36 0 0 28551 13 D S
266 1 3 Goldsmith female 31 1 1 363291 20.525 S
267 1 1 Hippach female 16 0 1 111361 57.9792 B18 C
268 0 1 Partner male 45.5 0 0 113043 28.5 C124 S
269 0 1 Graham male 38 0 1 PC 17582 153.4625 C91 S
270 0 3 Vander male 16 2 0 345764 18 S
271 0 1 Pears male 29 1 0 113776 66.6 C2 S
272 1 1 Burns female 41 0 0 16966 134.5 E40 C
273 1 3 Dahl male 45 0 0 7598 8.05 S
274 0 1 Blackwell male 45 0 0 113784 35.5 T S
275 1 2 Navratil male 2 1 1 230080 26 F2 S
276 1 1 Fortune female 24 3 2 19950 263 C23 C25 C27 S
277 0 2 Collander male 28 0 0 248740 13 S
278 0 2 Sedgwick male 25 0 0 244361 13 S
279 0 2 Fox male 36 0 0 229236 13 S
280 1 2 Brown female 24 0 0 248733 13 F33 S
281 1 2 Smith female 40 0 0 31418 13 S
282 1 3 Coutts male 3 1 1 C.A. 37671 15.9 S
283 0 3 Dimic male 42 0 0 315088 8.6625 S
284 0 3 Odahl male 23 0 0 7267 9.225 S
285 0 3 Elias male 15 1 1 2695 7.2292 C
286 0 3 Arnold-Franchi male 25 1 0 349237 17.8 S
287 0 3 Vanden male 28 0 0 345783 9.5 S
288 1 1 Bowerman female 22 0 1 113505 55 E33 S
289 0 2 Funk female 38 0 0 237671 13 S
290 0 3 Skoog male 40 1 4 347088 27.9 S
291 0 2 del male 29 1 0 SC/PARIS 2167 27.7208 C
292 0 3 Barbara female 45 0 1 2691 14.4542 C
293 0 3 Asim male 35 0 0 SOTON/O.Q. 3101310 7.05 S
294 0 3 Adahl male 30 0 0 C 7076 7.25 S
295 1 1 Warren female 60 1 0 110813 75.25 D37 C
296 1 1 Aubart female 24 0 0 PC 17477 69.3 B35 C
297 1 1 Harder male 25 1 0 11765 55.4417 E50 C
298 0 3 Wiklund male 18 1 0 3101267 6.4958 S
299 0 3 Beavan male 19 0 0 323951 8.05 S
300 0 1 Ringhini male 22 0 0 PC 17760 135.6333 C
301 0 3 Palsson female 3 3 1 349909 21.075 S
302 1 3 Landergren female 22 0 0 C 7077 7.25 S
303 0 1 Widener male 27 0 2 113503 211.5 C82 C
304 0 3 Betros male 20 0 0 2648 4.0125 C
305 0 3 Gustafsson male 19 0 0 347069 7.775 S
306 1 1 Bidois female 42 0 0 PC 17757 227.525 C
307 1 3 Nakid female 1 0 2 2653 15.7417 C
308 0 3 Tikkanen male 32 0 0 STON/O 2. 3101293 7.925 S
309 1 1 Holverson female 35 1 0 113789 52 S
310 0 2 Davies male 18 0 0 S.O.C. 14879 73.5 S
311 0 3 Goodwin male 1 5 2 CA 2144 46.9 S
312 1 2 Buss female 36 0 0 27849 13 S
313 1 2 Lehmann female 17 0 0 SC 1748 12 C
314 1 1 Carter male 36 1 2 113760 120 B96 B98 S
315 1 3 Jansson male 21 0 0 350034 7.7958 S
316 0 3 Gustafsson male 28 2 0 3101277 7.925 S
317 1 1 Newell female 23 1 0 35273 113.275 D36 C
318 1 3 Sandstrom female 24 0 2 PP 9549 16.7 G6 S
319 0 3 Johansson male 22 0 0 350052 7.7958 S
320 0 3 Olsson female 31 0 0 350407 7.8542 S
321 0 2 McKane male 46 0 0 28403 26 S
322 0 2 Pain male 23 0 0 244278 10.5 S
323 1 2 Trout female 28 0 0 240929 12.65 S
324 1 3 Niskanen male 39 0 0 STON/O 2. 3101289 7.925 S
325 0 3 Adams male 26 0 0 341826 8.05 S
326 0 3 Jussila female 21 1 0 4137 9.825 S
327 0 3 Hakkarainen male 28 1 0 STON/O2. 3101279 15.85 S
328 0 3 Oreskovic female 20 0 0 315096 8.6625 S
329 0 2 Gale male 34 1 0 28664 21 S
330 0 3 Widegren male 51 0 0 347064 7.75 S
331 1 2 Richards male 3 1 1 29106 18.75 S
332 0 3 Birkeland male 21 0 0 312992 7.775 S
333 1 1 Minahan female 33 1 0 19928 90 C78 Q
334 1 3 Sundman male 44 0 0 STON/O 2. 3101269 7.925 S
335 1 2 Drew female 34 1 1 28220 32.5 S
336 1 2 Silven female 18 0 2 250652 13 S
337 0 2 Matthews male 30 0 0 28228 13 S
338 0 3 Van female 10 0 2 345773 24.15 S
339 0 3 Charters male 21 0 0 A/5. 13032 7.7333 Q
340 0 3 Zimmerman male 29 0 0 315082 7.875 S
341 0 3 Danbom female 28 1 1 347080 14.4 S
342 0 3 Rosblom male 18 1 1 370129 20.2125 S
343 1 2 Clarke female 28 1 0 2003 26 S
344 1 2 Phillips female 19 0 0 250655 26 S
345 1 3 Pickard male 32 0 0 SOTON/O.Q. 392078 8.05 E10 S
346 1 1 Bjornstrom-Steffansson male 28 0 0 110564 26.55 C52 S
347 1 2 Louch female 42 1 0 SC/AH 3085 26 S
348 0 3 Kallio male 17 0 0 STON/O 2. 3101274 7.125 S
349 0 1 Silvey male 50 1 0 13507 55.9 E44 S
350 1 1 Carter female 14 1 2 113760 120 B96 B98 S
351 0 3 Ford female 21 2 2 W./C. 6608 34.375 S
352 1 2 Richards female 24 2 3 29106 18.75 S
353 0 1 Fortune male 64 1 4 19950 263 C23 C25 C27 S
354 0 2 Kvillner male 31 0 0 C.A. 18723 10.5 S
355 1 2 Hart female 45 1 1 F.C.C. 13529 26.25 S
356 0 3 Hampe male 20 0 0 345769 9.5 S
357 0 3 Petterson male 25 1 0 347076 7.775 S
358 1 2 Reynaldo female 28 0 0 230434 13 S
359 1 1 Dodge male 4 0 2 33638 81.8583 A34 S
360 1 2 Mellinger female 13 0 1 250644 19.5 S
361 1 1 Seward male 34 0 0 113794 26.55 S
362 1 3 Baclini female 5 2 1 2666 19.2583 C
363 1 1 Peuchen male 52 0 0 113786 30.5 C104 S
364 0 2 West male 36 1 2 C.A. 34651 27.75 S
365 0 1 Foreman male 30 0 0 113051 27.75 C111 C
366 1 1 Goldenberg male 49 1 0 17453 89.1042 C92 C
367 1 3 Jalsevac male 29 0 0 349240 7.8958 C
368 0 1 Millet male 65 0 0 13509 26.55 E38 S
369 1 2 Toomey female 50 0 0 F.C.C. 13531 10.5 S
370 1 1 Anderson male 48 0 0 19952 26.55 E12 S
371 0 3 Morley male 34 0 0 364506 8.05 S
372 0 1 Gee male 47 0 0 111320 38.5 E63 S
373 0 2 Milling male 48 0 0 234360 13 S
374 0 3 Goncalves male 38 0 0 SOTON/O.Q. 3101306 7.05 S
375 0 1 Smart male 56 0 0 113792 26.55 S
376 1 3 Baclini female 0.75 2 1 2666 19.2583 C
377 0 3 Cacic male 38 0 0 315089 8.6625 S
378 1 2 West female 33 1 2 C.A. 34651 27.75 S
379 1 2 Jerwan female 23 0 0 SC/AH Basle 541 13.7917 D C
380 0 3 Strandberg female 22 0 0 7553 9.8375 S
381 0 2 Renouf male 34 1 0 31027 21 S
382 0 3 Braund male 29 1 0 3460 7.0458 S
383 0 3 Karlsson male 22 0 0 350060 7.5208 S
384 1 3 Hirvonen female 2 0 1 3101298 12.2875 S
385 0 3 Goodwin male 9 5 2 CA 2144 46.9 S
386 0 3 Rouse male 50 0 0 A/5 3594 8.05 S
387 1 3 Turkula female 63 0 0 4134 9.5875 S
388 1 1 Bishop male 25 1 0 11967 91.0792 B49 C
389 1 1 Hoyt female 35 1 0 19943 90 C93 S
390 0 1 Kent male 58 0 0 11771 29.7 B37 C
391 0 3 Somerton male 30 0 0 A.5. 18509 8.05 S
392 1 3 Coutts male 9 1 1 C.A. 37671 15.9 S
393 0 3 Windelov male 21 0 0 SOTON/OQ 3101317 7.25 S
394 0 1 Molson male 55 0 0 113787 30.5 C30 S
395 0 1 Artagaveytia male 71 0 0 PC 17609 49.5042 C
396 0 3 Stanley male 21 0 0 A/4 45380 8.05 S
397 1 1 Eustis female 54 1 0 36947 78.2667 D20 C
398 0 1 Allison female 25 1 2 113781 151.55 C22 C26 S
399 0 3 Svensson male 24 0 0 350035 7.7958 S
400 0 3 Calic male 17 0 0 315086 8.6625 S
401 0 3 Canavan female 21 0 0 364846 7.75 Q
402 0 3 Laitinen female 37 0 0 4135 9.5875 S
403 1 1 Maioni female 16 0 0 110152 86.5 B79 S
404 0 1 Penasco male 18 1 0 PC 17758 108.9 C65 C
405 1 2 Quick female 33 0 2 26360 26 S
406 0 3 Olsen male 28 0 0 C 4001 22.525 S
407 1 3 Lang male 26 0 0 1601 56.4958 S
408 1 3 Daly male 29 0 0 382651 7.75 Q
409 1 1 McGough male 36 0 0 PC 17473 26.2875 E25 S
410 1 1 Rothschild female 54 1 0 PC 17603 59.4 C
411 0 3 Coleff male 24 0 0 349209 7.4958 S
412 0 1 Walker male 47 0 0 36967 34.0208 D46 S
413 1 2 Lemore female 34 0 0 C.A. 34260 10.5 F33 S
414 1 2 Angle female 36 1 0 226875 26 S
415 0 3 Pavlovic male 32 0 0 349242 7.8958 S
416 1 1 Perreault female 30 0 0 12749 93.5 B73 S
417 0 3 Vovk male 22 0 0 349252 7.8958 S
418 1 1 Hippach female 44 0 1 111361 57.9792 B18 C
419 0 3 Farrell male 40.5 0 0 367232 7.75 Q
420 1 2 Ridsdale female 50 0 0 W./C. 14258 10.5 S
421 0 3 Salonen male 39 0 0 3101296 7.925 S
422 0 2 Hocking male 23 2 1 29104 11.5 S
423 1 2 Quick female 2 1 1 26360 26 S
424 0 3 Elias male 17 1 1 2690 7.2292 C
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}
+1 -1
View File
@@ -3,7 +3,7 @@ import { PDFReader, VectorStoreIndex } from "llamaindex";
async function main() {
// Load PDF
const reader = new PDFReader();
const documents = await reader.loadData("examples/brk-2022.pdf");
const documents = await reader.loadData("data/brk-2022.pdf");
// Split text and create embeddings. Store them in a VectorStoreIndex
const index = await VectorStoreIndex.fromDocuments(documents);
+1 -1
View File
@@ -17,7 +17,7 @@
"eslint-config-custom": "workspace:*",
"husky": "^8.0.3",
"jest": "^29.6.2",
"prettier": "^3.0.1",
"prettier": "^3.0.2",
"prettier-plugin-organize-imports": "^3.2.3",
"ts-jest": "^29.1.1",
"turbo": "^1.10.12"
+9
View File
@@ -1,5 +1,14 @@
# llamaindex
## 0.0.18
### Patch Changes
- 824c13c: Breaking: allow documents to be reimported with hash checking.
- 18b8915: Update storage exports (thanks @TomPenguin)
- ade9d8f: Bug fix: use session in OpenAI Embeddings (thanks @swk777)
- 824c13c: Breaking: removed nodeId and docId. Just use id\_
## 0.0.17
### Patch Changes
+9 -7
View File
@@ -1,23 +1,25 @@
{
"name": "llamaindex",
"version": "0.0.17",
"version": "0.0.18",
"dependencies": {
"@anthropic-ai/sdk": "^0.5.9",
"@anthropic-ai/sdk": "^0.6.0",
"lodash": "^4.17.21",
"openai": "4.0.0-beta.8",
"openai": "^4.0.0",
"papaparse": "^5.4.1",
"pdf-parse": "^1.1.1",
"replicate": "^0.14.1",
"replicate": "^0.16.1",
"tiktoken-node": "^0.0.6",
"uuid": "^9.0.0",
"wink-nlp": "^1.14.3"
},
"devDependencies": {
"@types/lodash": "^4.14.196",
"@types/node": "^18.17.1",
"@types/lodash": "^4.14.197",
"@types/node": "^18.17.5",
"@types/papaparse": "^5.3.7",
"@types/pdf-parse": "^1.1.1",
"@types/uuid": "^9.0.2",
"node-stdlib-browser": "^1.2.0",
"tsup": "^7.1.0"
"tsup": "^7.2.0"
},
"engines": {
"node": ">=18.0.0"
+7 -5
View File
@@ -259,11 +259,13 @@ export class OpenAIEmbedding extends BaseEmbedding {
});
} else {
this.apiKey = init?.apiKey ?? undefined;
this.session = getOpenAISession({
apiKey: this.apiKey,
maxRetries: this.maxRetries,
timeout: this.timeout,
});
this.session =
init?.session ??
getOpenAISession({
apiKey: this.apiKey,
maxRetries: this.maxRetries,
timeout: this.timeout,
});
}
}
-8
View File
@@ -296,11 +296,3 @@ export interface NodeWithScore {
node: BaseNode;
score: number;
}
/**
* A node with an embedding
*/
export interface NodeWithEmbedding {
node: BaseNode;
embedding: number[];
}
@@ -1,9 +1,8 @@
import { ChatCompletionChunk } from "openai/resources/chat";
import { globalsHelper } from "../../GlobalsHelper";
import { StreamCallbackResponse, Event } from "../CallbackManager";
import { APIResponse } from "openai/core";
import { Stream } from "openai/streaming";
import { globalsHelper } from "../../GlobalsHelper";
import { MessageType } from "../../llm/LLM";
import { Event, StreamCallbackResponse } from "../CallbackManager";
/**
* Handles the OpenAI streaming interface and pipes it to the callback function
@@ -17,7 +16,7 @@ export async function handleOpenAIStream({
onLLMStream,
parentEvent,
}: {
response: APIResponse<Stream<ChatCompletionChunk>>;
response: Stream<ChatCompletionChunk>;
onLLMStream: (data: StreamCallbackResponse) => void;
parentEvent?: Event;
}): Promise<{ message: string; role: MessageType }> {
+1
View File
@@ -22,6 +22,7 @@ export * from "./callbacks/CallbackManager";
export * from "./readers/base";
export * from "./readers/PDFReader";
export * from "./readers/CSVReader";
export * from "./readers/SimpleDirectoryReader";
export * from "./storage";
-12
View File
@@ -170,15 +170,3 @@ export abstract class BaseIndex<T> {
deleteFromDocStore?: boolean,
): Promise<void>;
}
export interface VectorIndexOptions {
nodes?: BaseNode[];
indexStruct?: IndexDict;
indexId?: string;
serviceContext?: ServiceContext;
storageContext?: StorageContext;
}
export interface VectorIndexConstructorProps extends BaseIndexInit<IndexDict> {
vectorStore: VectorStore;
}
@@ -1,9 +1,4 @@
import {
BaseNode,
Document,
MetadataMode,
NodeWithEmbedding,
} from "../../Node";
import { BaseNode, Document, MetadataMode } from "../../Node";
import { BaseQueryEngine, RetrieverQueryEngine } from "../../QueryEngine";
import { ResponseSynthesizer } from "../../ResponseSynthesizer";
import { BaseRetriever } from "../../Retriever";
@@ -19,17 +14,27 @@ import {
import { VectorStore } from "../../storage/vectorStore/types";
import {
BaseIndex,
BaseIndexInit,
IndexDict,
IndexStructType,
VectorIndexConstructorProps,
VectorIndexOptions,
} from "../BaseIndex";
import { VectorIndexRetriever } from "./VectorIndexRetriever";
export interface VectorIndexOptions {
nodes?: BaseNode[];
indexStruct?: IndexDict;
indexId?: string;
serviceContext?: ServiceContext;
storageContext?: StorageContext;
}
export interface VectorIndexConstructorProps extends BaseIndexInit<IndexDict> {
vectorStore: VectorStore;
}
/**
* The VectorStoreIndex, an index that stores the nodes only according to their vector embedings.
*/
export class VectorStoreIndex extends BaseIndex<IndexDict> {
vectorStore: VectorStore;
@@ -121,7 +126,7 @@ export class VectorStoreIndex extends BaseIndex<IndexDict> {
serviceContext: ServiceContext,
logProgress = false,
) {
const nodesWithEmbeddings: NodeWithEmbedding[] = [];
const nodesWithEmbeddings: BaseNode[] = [];
for (let i = 0; i < nodes.length; ++i) {
const node = nodes[i];
@@ -131,7 +136,8 @@ export class VectorStoreIndex extends BaseIndex<IndexDict> {
const embedding = await serviceContext.embedModel.getTextEmbedding(
node.getContent(MetadataMode.EMBED),
);
nodesWithEmbeddings.push({ node, embedding });
node.embedding = embedding;
nodesWithEmbeddings.push(node);
}
return nodesWithEmbeddings;
@@ -171,13 +177,10 @@ export class VectorStoreIndex extends BaseIndex<IndexDict> {
await vectorStore.add(embeddingResults);
if (!vectorStore.storesText) {
await docStore.addDocuments(
embeddingResults.map((result) => result.node),
true,
);
await docStore.addDocuments(embeddingResults, true);
}
for (const { node } of embeddingResults) {
for (const node of embeddingResults) {
indexDict.addNode(node);
}
+59
View File
@@ -0,0 +1,59 @@
import { DEFAULT_FS, GenericFileSystem } from "../storage/FileSystem";
import Papa, { ParseConfig } from "papaparse";
import { BaseReader } from "./base";
import { Document } from "../Node";
/**
* papaparse-based csv parser
* @class CSVReader
* @implements BaseReader
*/
export class PapaCSVReader implements BaseReader {
private concatRows: boolean;
private colJoiner: string;
private rowJoiner: string;
private papaConfig?: ParseConfig;
/**
* Constructs a new instance of the class.
* @param {boolean} [concatRows=true] - whether to concatenate all rows into one document.If set to False, a Document will be created for each row.True by default.
* @param {string} [colJoiner=', '] - Separator to use for joining cols per row. Set to ", " by default.
* @param {string} [rowJoiner='\n'] - Separator to use for joining each row.Only used when `concat_rows=True`.Set to "\n" by default.
*/
constructor(
concatRows: boolean = true,
colJoiner: string = ", ",
rowJoiner: string = "\n",
papaConfig?: ParseConfig
) {
this.concatRows = concatRows;
this.colJoiner = colJoiner;
this.rowJoiner = rowJoiner;
this.papaConfig = papaConfig;
}
/**
* Loads data from csv files
* @param {string} file - The path to the file to load.
* @param {GenericFileSystem} [fs=DEFAULT_FS] - The file system to use for reading the file.
* @returns {Promise<Document[]>}
*/
async loadData(
file: string,
fs: GenericFileSystem = DEFAULT_FS
): Promise<Document[]> {
const fileContent: string = await fs.readFile(file, "utf-8");
const result = Papa.parse(fileContent, this.papaConfig);
const textList = result.data.map((row: any) => {
// Compatible with header row mode
const rowValues = Object.values(row).map((value) => String(value));
return rowValues.join(this.colJoiner);
});
if (this.concatRows) {
return [new Document({ text: textList.join(this.rowJoiner) })];
} else {
return textList.map((text) => new Document({ text }));
}
}
}
@@ -4,6 +4,7 @@ import { BaseReader } from "./base";
import { CompleteFileSystem, walk } from "../storage/FileSystem";
import { DEFAULT_FS } from "../storage/constants";
import { PDFReader } from "./PDFReader";
import { PapaCSVReader } from "./CSVReader";
/**
* Read a .txt file
@@ -21,6 +22,7 @@ export class TextFileReader implements BaseReader {
const FILE_EXT_TO_READER: Record<string, BaseReader> = {
txt: new TextFileReader(),
pdf: new PDFReader(),
csv: new PapaCSVReader(),
};
export type SimpleDirectoryReaderLoadDataProps = {
@@ -1,19 +1,19 @@
import * as path from "path";
import _ from "lodash";
import { GenericFileSystem, exists } from "../FileSystem";
import * as path from "path";
import {
getTopKEmbeddings,
getTopKEmbeddingsLearner,
getTopKMMREmbeddings,
} from "../../Embedding";
import { BaseNode } from "../../Node";
import { DEFAULT_FS, DEFAULT_PERSIST_DIR } from "../constants";
import { exists, GenericFileSystem } from "../FileSystem";
import {
VectorStore,
VectorStoreQuery,
VectorStoreQueryMode,
VectorStoreQueryResult,
} from "./types";
import {
getTopKEmbeddings,
getTopKEmbeddingsLearner,
getTopKMMREmbeddings,
} from "../../Embedding";
import { DEFAULT_PERSIST_DIR, DEFAULT_FS } from "../constants";
import { NodeWithEmbedding } from "../../Node";
const LEARNER_MODES = new Set<VectorStoreQueryMode>([
VectorStoreQueryMode.SVM,
@@ -41,7 +41,7 @@ export class SimpleVectorStore implements VectorStore {
static async fromPersistDir(
persistDir: string = DEFAULT_PERSIST_DIR,
fs: GenericFileSystem = DEFAULT_FS
fs: GenericFileSystem = DEFAULT_FS,
): Promise<SimpleVectorStore> {
let persistPath = `${persistDir}/vector_store.json`;
return await SimpleVectorStore.fromPersistPath(persistPath, fs);
@@ -55,29 +55,28 @@ export class SimpleVectorStore implements VectorStore {
return this.data.embeddingDict[textId];
}
async add(embeddingResults: NodeWithEmbedding[]): Promise<string[]> {
for (let result of embeddingResults) {
this.data.embeddingDict[result.node.id_] = result.embedding;
async add(embeddingResults: BaseNode[]): Promise<string[]> {
for (let node of embeddingResults) {
this.data.embeddingDict[node.id_] = node.getEmbedding();
if (!result.node.sourceNode) {
if (!node.sourceNode) {
console.error("Missing source node from TextNode.");
continue;
}
this.data.textIdToRefDocId[result.node.id_] =
result.node.sourceNode?.nodeId;
this.data.textIdToRefDocId[node.id_] = node.sourceNode?.nodeId;
}
if (this.persistPath) {
await this.persist(this.persistPath, this.fs);
}
return embeddingResults.map((result) => result.node.id_);
return embeddingResults.map((result) => result.id_);
}
async delete(refDocId: string): Promise<void> {
let textIdsToDelete = Object.keys(this.data.textIdToRefDocId).filter(
(textId) => this.data.textIdToRefDocId[textId] === refDocId
(textId) => this.data.textIdToRefDocId[textId] === refDocId,
);
for (let textId of textIdsToDelete) {
delete this.data.embeddingDict[textId];
@@ -89,7 +88,7 @@ export class SimpleVectorStore implements VectorStore {
async query(query: VectorStoreQuery): Promise<VectorStoreQueryResult> {
if (!_.isNil(query.filters)) {
throw new Error(
"Metadata filters not implemented for SimpleVectorStore yet."
"Metadata filters not implemented for SimpleVectorStore yet.",
);
}
@@ -115,7 +114,7 @@ export class SimpleVectorStore implements VectorStore {
queryEmbedding,
embeddings,
query.similarityTopK,
nodeIds
nodeIds,
);
} else if (query.mode === MMR_MODE) {
let mmrThreshold = query.mmrThreshold;
@@ -125,14 +124,14 @@ export class SimpleVectorStore implements VectorStore {
null,
query.similarityTopK,
nodeIds,
mmrThreshold
mmrThreshold,
);
} else if (query.mode === VectorStoreQueryMode.DEFAULT) {
[topSimilarities, topIds] = getTopKEmbeddings(
queryEmbedding,
embeddings,
query.similarityTopK,
nodeIds
nodeIds,
);
} else {
throw new Error(`Invalid query mode: ${query.mode}`);
@@ -146,7 +145,7 @@ export class SimpleVectorStore implements VectorStore {
async persist(
persistPath: string = `${DEFAULT_PERSIST_DIR}/vector_store.json`,
fs?: GenericFileSystem
fs?: GenericFileSystem,
): Promise<void> {
fs = fs || this.fs;
let dirPath = path.dirname(persistPath);
@@ -159,7 +158,7 @@ export class SimpleVectorStore implements VectorStore {
static async fromPersistPath(
persistPath: string,
fs?: GenericFileSystem
fs?: GenericFileSystem,
): Promise<SimpleVectorStore> {
fs = fs || DEFAULT_FS;
@@ -174,7 +173,7 @@ export class SimpleVectorStore implements VectorStore {
dataDict = JSON.parse(fileData.toString());
} catch (e) {
console.error(
`No valid data found at path: ${persistPath} starting new store.`
`No valid data found at path: ${persistPath} starting new store.`,
);
}
@@ -1,6 +1,5 @@
import { BaseNode } from "../../Node";
import { GenericFileSystem } from "../FileSystem";
import { NodeWithEmbedding } from "../../Node";
export interface VectorStoreQueryResult {
nodes?: BaseNode[];
@@ -62,7 +61,7 @@ export interface VectorStore {
storesText: boolean;
isEmbeddingQuery?: boolean;
client(): any;
add(embeddingResults: NodeWithEmbedding[]): Promise<string[]>;
add(embeddingResults: BaseNode[]): Promise<string[]>;
delete(refDocId: string, deleteKwargs?: any): Promise<void>;
query(query: VectorStoreQuery, kwargs?: any): Promise<VectorStoreQueryResult>;
persist(persistPath: string, fs?: GenericFileSystem): Promise<void>;
+555 -288
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