From b77d938646b5c9990eb534259b8d10c0fc28bcb5 Mon Sep 17 00:00:00 2001 From: Tianao Lou <61408694+lta155@users.noreply.github.com> Date: Thu, 8 Aug 2024 11:19:55 +0800 Subject: [PATCH] =?UTF-8?q?=E6=96=B0=E5=A2=9E=20=E3=80=8EC7=20=E9=AB=98?= =?UTF-8?q?=E7=BA=A7=20RAG=20=E6=8A=80=E5=B7=A7-2.=E6=95=B0=E6=8D=AE?= =?UTF-8?q?=E5=A4=84=E7=90=86=E3=80=8F=E7=AB=A0=E8=8A=82?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...346\241\243\345\244\204\347\220\206.ipynb" | 425 ++ ...345\235\227\344\274\230\345\214\226.ipynb" | 697 ++ ...345\205\266\351\200\211\346\213\251.ipynb" | 156 + ...351\207\217\346\250\241\345\236\213.ipynb" | 745 ++ .../chunk_mode_recall.csv" | 4 + .../chunksize_recall.csv" | 5 + ...347\256\200\344\273\213 Introduction.docx" | Bin 0 -> 13396 bytes .../data/AI\350\247\206\351\242\221.pptx" | Bin 0 -> 859281 bytes .../data/Company.csv" | 6285 +++++++++++++++++ .../data/pumpkin_book.pdf" | Bin 0 -> 4046239 bytes 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\346\225\260\346\215\256\345\244\204\347\220\206/1.\345\244\232\347\261\273\345\236\213\346\226\207\346\241\243\345\244\204\347\220\206.ipynb" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/2.\345\210\206\345\235\227\344\274\230\345\214\226.ipynb" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/3.\345\220\221\351\207\217\346\250\241\345\236\213\345\217\212\345\205\266\351\200\211\346\213\251.ipynb" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/4.\345\276\256\350\260\203\345\220\221\351\207\217\346\250\241\345\236\213.ipynb" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/chunk_mode_recall.csv" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/chunksize_recall.csv" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/data/1. \347\256\200\344\273\213 Introduction.docx" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/data/AI\350\247\206\351\242\221.pptx" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/data/Company.csv" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/data/pumpkin_book.pdf" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/figures/BERT.png" create mode 100644 "notebook/C7 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\346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\345\210\206\345\235\227\346\226\271\346\263\225\350\257\204\344\274\260.ipynb" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\345\210\206\345\235\227\351\225\277\345\272\246\350\257\204\344\274\260.ipynb" create mode 100644 "notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\346\215\237\345\244\261\345\207\275\346\225\260\346\265\205\346\236\220.md" diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/1.\345\244\232\347\261\273\345\236\213\346\226\207\346\241\243\345\244\204\347\220\206.ipynb" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/1.\345\244\232\347\261\273\345\236\213\346\226\207\346\241\243\345\244\204\347\220\206.ipynb" new file mode 100644 index 0000000..6376571 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/1.\345\244\232\347\261\273\345\236\213\346\226\207\346\241\243\345\244\204\347\220\206.ipynb" @@ -0,0 +1,425 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 多类型文档处理\n", + "`LangChain`为用户读取数据提供了多种文档`Loader`足以应对绝大部分数据,而各个`Loader`所需参数大同小异,希望大家通过前两部分学习后可以轻松读取自己的数据。\n", + "## 一、结构化数据\n", + "结构化数据是指数据由二维表形式按严谨的逻辑存储的数据,主要由数字、文本、日期等离散数据构成。结构化数据不仅便于人们理解和操作还可以被关系数据库读取、处理。csv文件就是典型的结构化数据。 \n", + "> 想了解pdf与markdown文件如何读取可参考[第一部分数据处理](https://github.com/datawhalechina/llm-universe/blob/main/docs/C3/3.%E6%95%B0%E6%8D%AE%E5%A4%84%E7%90%86.md)内容。\n", + "* 本节我们选用DataWhale开源课程[joyful-pandas](https://github.com/datawhalechina/joyful-pandas/tree/master)中部分数据演示。\n", + "### csv文件" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们可以使用`langchain.document_loaders.csv_loader`的`CSVLoader`来读取。" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.document_loaders.csv_loader import CSVLoader\n", + "\n", + "loader = CSVLoader('./data/Company.csv')\n", + "csv_data = loader.load()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "读取后返回的类型为`list`,`list`中每个元素为`Document`,`Document`中包含存放某行信息的`page_content`和存放文件相关信息的`metadata`。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "读取后返回的类型为:\n", + "每个元素的类型为:\n", + "第一个 page_content 中存放的数据为:\n", + "EmployeeID: 1318\n", + "birthdate_key: 1/3/1954\n", + "age: 61\n", + "city_name: Vancouver\n", + "department: Executive\n", + "job_title: CEO\n", + "gender: M\n", + "page_content 数据类型为:\n", + "第一个 metadata 中存放的数据为:{'source': './data/Company.csv', 'row': 0}\n", + "metadata 数据类型为:\n" + ] + } + ], + "source": [ + "print(f'读取后返回的类型为:{type(csv_data)}')\n", + "print(f'每个元素的类型为:{type(csv_data[0])}')\n", + "print(f'第一个 page_content 中存放的数据为:\\n{csv_data[0].page_content}')\n", + "print(f'page_content 数据类型为:{type(csv_data[0].page_content)}')\n", + "print(f'第一个 metadata 中存放的数据为:{csv_data[0].metadata}')\n", + "print(f'metadata 数据类型为:{type(csv_data[0].metadata)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`page_content`及`metadata`的数据我们也可以通过字符串和字典方式进行操作。比如为了方便llm理解我们可以把数据进行二次处理。" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "字符串处理的结果为: 工号1318的员工于1/3/1954出生,现在61岁,居住城市为Vancouver工作部门为Executive职位是CEO性别为M(M为男性F为女性)。\n", + "metadata中存放的路径为: ./data/Company.csv\n", + "metadata中存放的行号为: 0\n" + ] + } + ], + "source": [ + "print('字符串处理的结果为:',csv_data[0].page_content.replace('\\n', '').replace(' ', '').replace('EmployeeID:', '工号').replace('birthdate_key:', '的员工于').replace('age:', '出生,现在').replace('city_name:', '岁,居住城市为').replace('department:', '工作部门为').replace('job_title:', '职位是').replace('gender:', '性别为') + '(M为男性F为女性)。')\n", + "print('metadata中存放的路径为:', csv_data[0].metadata['source'])\n", + "print('metadata中存放的行号为:', csv_data[0].metadata['row'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 二、非结构化数据\n", + "\n", + "### 1.PPT文件\n", + "* 本部分我们选用DataWhale开源课程[sora-tutorial](https://github.com/datawhalechina/sora-tutorial/tree/65415e6e56671d1d52b3a0cf2772a83fc7ad2981)中部分数据演示。" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.document_loaders.powerpoint import UnstructuredPowerPointLoader\n", + "loader = UnstructuredPowerPointLoader('data/AI视频.pptx')\n", + "ppt_data = loader.load()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "返回的数据为`list`类型,其中`Document`中的`page_content`存放文件中文字内容,同样在`Document`中的`metadata`则存放文件地址`source`。与上文`CSVLoader`的不同是`UnstructuredPowerPointLoader`会将整个PPT内容存到一个`page_content`中,而`CSVLoader`返回的数据是一个`page_content`存放一行的数据。" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "读取后返回的类型为:\n", + "读取后返回的长度为:1\n", + "每个元素的类型为:\n", + "第一个 page_content 中存放的数据为:\n", + "Sora原理与实战\n", + "\n", + "动手学习AI视频\n", + "\n", + "\n", + "\n", + "现有AI视频软件盘点\u000b\n", + "\n", + " 随着2023年ChatGPT的爆发,让AI的普及率迅速提升,切实的让人感受到AI的给普通人带来的影响,在2023年火了一年的LLM后,视频领域也是也在2024年迅速崛起,前有前辈Runway,后有新生代产品pika,当然也有大名鼎鼎的开源救星SD的当家产品,Stable Video Diffusion,当这几家视频生成\n", + "page_content 数据类型为:\n", + "metadata 中存放的数据为:{'source': 'data/AI视频.pptx'}\n", + "metadata 数据类型为:\n", + "metadata 存放的 source 为: data/AI视频.pptx\n" + ] + } + ], + "source": [ + "print(f'读取后返回的类型为:{type(ppt_data)}')\n", + "print(f'读取后返回的长度为:{len(ppt_data)}')\n", + "print(f'每个元素的类型为:{type(ppt_data[0])}')\n", + "print(f'第一个 page_content 中存放的数据为:\\n{ppt_data[0].page_content[:200]}')\n", + "print(f'page_content 数据类型为:{type(ppt_data[0].page_content)}')\n", + "print(f'metadata 中存放的数据为:{ppt_data[0].metadata}')\n", + "print(f'metadata 数据类型为:{type(ppt_data[0].metadata)}')\n", + "print(f'metadata 存放的 source 为:', str(ppt_data[0].metadata['source']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们同样可以通过字符串操作处理读取的数据:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "处理后的数据:\n", + "Sora原理与实战\n", + "动手学习AI视频\n", + "现有AI视频软件盘点\u000b\n", + "随着2023年ChatGPT的爆发,让AI的普及率迅速提升,切实的让人感受到AI的给普通人带来的影响,在2023年火了一年的LLM后,视频领域也是也在2024年迅速崛起,前有前辈Runway,后有新生代产品pika,当然也有大名鼎鼎的开源救星SD的当家产品,StableVideoDiffusion,当这几家视频生成公司互相竞争,抢市场份\n" + ] + } + ], + "source": [ + "# 通过多个replace('\\n\\n', '\\n')将数据中多个连续的换行符减少至一个\n", + "# replace(' ', '')将所有的空格去掉\n", + "after_pro_data = ppt_data[0].page_content.replace('\\n\\n', '\\n').replace('\\n\\n', '\\n').replace('\\n\\n', '\\n').replace(' ', '')\n", + "print(f'处理后的数据:\\n{after_pro_data[:200]}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.doc\\docx文件\n", + "* 本部分示例文档将[《面向开发者的LLM入门教程、第一部分Prompt Engineering》md版本](https://github.com/datawhalechina/llm-cookbook)转为docx格式进行演示。 \n", + "\n", + "`langchain`中`UnstructuredWordDocumentLoader`可以读取doc与docx文件,且支持一次性读取全文与按元素读取两种模式。\n", + "#### 2.1 一次性读取全文内容\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Document(page_content='第一章 简介\\n\\n欢迎来到面向开发者的提示工程部分,本部分内容基于吴恩达老师的《Prompt Engineering for Developer》课程进行编写。《Prompt Engineering for Developer》课程是由吴恩达老师与 OpenAI 技术团队成员 Isa Fulford 老师合作授课,Isa 老师曾开发过受欢迎的 ChatGPT 检索插件,并且在教授 LLM (Large Language Model, 大语言模型)技术在产品中的应用方面做出了很大贡献。她还参与编写了教授人们使用 Prompt 的 OpenAI cookbook。我们希望通过本模块的学习,与大家分享使用提示词开发 LLM 应用的最佳实践和技巧。\\n\\n网络上有许多关于提示词(Prompt, 本教程中将保留该术语)设计的材料,例如《30 prompts everyone has to know》之类的文章,这些文章主要集中在 ChatGPT 的 Web 界面上,许多人在使用它执行特定的、通常是一次性的任务。但我们认为,对于开发人员,大语言模型(LLM) 的更强大功能是能通过 API 接口调用,从而快速构建软件应用程序。实际上,我们了解到 DeepLearning.AI 的姊妹公司 AI Fund 的团队一直在与许多初创公司合作,将这些技术应用于诸多应用程序上。很兴奋能看到 LLM API 能够让开发人员非常快速地构建应用程序。\\n\\n在本模块,我们将与读者分享提升大语言模型应用效果的各种技巧和最佳实践。书中内容涵盖广泛,包括软件开发提示词设计、文本总结、推理、转换、扩展以及构建聊天机器人等语言模型典型应用场景。我们衷心希望该课程能激发读者的想象力,开发出更出色的语言模型应用。\\n\\n随着 LLM 的发展,其大致可以分为两种类型,后续称为基础 LLM 和指令微调(Instruction Tuned)LLM。基础LLM是基于文本训练数据,训练出预测下一个单词能力的模型。其通常通过在互联网和其他来源的大量数据上训练,来确定紧接着出现的最可能的词。例如,如果你以“从前,有一只独角兽”作为 Prompt ,基础 LLM 可能会继续预测“她与独角兽朋友共同生活在一片神奇森林中”。但是,如果你以“法国的首都是什么”为 Prompt ,则基础 LLM 可能会根据互联网上的文章,将回答预测为“法国最大的城市是什么?法国的人口是多少?”,因为互联网上的文章很可能是有关法国国家的问答题目列表。\\n\\n与基础语言模型不同,指令微调 LLM 通过专门的训练,可以更好地理解并遵循指令。举个例子,当询问“法国的首都是什么?”时,这类模型很可能直接回答“法国的首都是巴黎”。指令微调 LLM 的训练通常基于预训练语言模型,先在大规模文本数据上进行预训练,掌握语言的基本规律。在此基础上进行进一步的训练与微调(finetune),输入是指令,输出是对这些指令的正确回复。有时还会采用RLHF(reinforcement learning from human feedback,人类反馈强化学习)技术,根据人类对模型输出的反馈进一步增强模型遵循指令的能力。通过这种受控的训练过程。指令微调 LLM 可以生成对指令高度敏感、更安全可靠的输出,较少无关和损害性内容。因此。许多实际应用已经转向使用这类大语言模型。\\n\\n因此,本课程将重点介绍针对指令微调 LLM 的最佳实践,我们也建议您将其用于大多数使用场景。当您使用指令微调 LLM 时,您可以类比为向另一个人提供指令(假设他很聪明但不知道您任务的具体细节)。因此,当 LLM 无法正常工作时,有时是因为指令不够清晰。例如,如果您想问“请为我写一些关于阿兰·图灵( Alan Turing )的东西”,在此基础上清楚表明您希望文本专注于他的科学工作、个人生活、历史角色或其他方面可能会更有帮助。另外您还可以指定回答的语调, 来更加满足您的需求,可选项包括专业记者写作,或者向朋友写的随笔等。\\n\\n如果你将 LLM 视为一名新毕业的大学生,要求他完成这个任务,你甚至可以提前指定他们应该阅读哪些文本片段来写关于阿兰·图灵的文本,这样能够帮助这位新毕业的大学生更好地完成这项任务。本书的下一章将详细阐释提示词设计的两个关键原则:清晰明确和给予充足思考时间。', metadata={'source': './data/1. 简介 Introduction.docx'})]\n" + ] + } + ], + "source": [ + "from langchain_community.document_loaders.word_document import UnstructuredWordDocumentLoader\n", + "\n", + "loader = UnstructuredWordDocumentLoader('./data/1. 简介 Introduction.docx', mode='single')\n", + "docs = loader.load()\n", + "print(f'全文内容:\\n{docs[0].page_content}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.2 按元素读取内容" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "第0个元素:\n", + "第一章 简介\n", + "第1个元素:\n", + "欢迎来到面向开发者的提示工程部分,本部分内容基于吴恩达老师的《Prompt Engineering for Developer》课程进行编写。《Prompt Engineering for Developer》课程是由吴恩达老师与 OpenAI 技术团队成员 Isa Fulford 老师合作授课,Isa 老师曾开发过受欢迎的 ChatGPT 检索插件,并且在教授 LLM (Large Language Model, 大语言模型)技术在产品中的应用方面做出了很大贡献。她还参与编写了教授人们使用 Prompt 的 OpenAI cookbook。我们希望通过本模块的学习,与大家分享使用提示词开发 LLM 应用的最佳实践和技巧。\n", + "第2个元素:\n", + "网络上有许多关于提示词(Prompt, 本教程中将保留该术语)设计的材料,例如《30 prompts everyone has to know》之类的文章,这些文章主要集中在 ChatGPT 的 Web 界面上,许多人在使用它执行特定的、通常是一次性的任务。但我们认为,对于开发人员,大语言模型(LLM) 的更强大功能是能通过 API 接口调用,从而快速构建软件应用程序。实际上,我们了解到 DeepLearning.AI 的姊妹公司 AI Fund 的团队一直在与许多初创公司合作,将这些技术应用于诸多应用程序上。很兴奋能看到 LLM API 能够让开发人员非常快速地构建应用程序。\n", + "第3个元素:\n", + "在本模块,我们将与读者分享提升大语言模型应用效果的各种技巧和最佳实践。书中内容涵盖广泛,包括软件开发提示词设计、文本总结、推理、转换、扩展以及构建聊天机器人等语言模型典型应用场景。我们衷心希望该课程能激发读者的想象力,开发出更出色的语言模型应用。\n", + "第4个元素:\n", + "随着 LLM 的发展,其大致可以分为两种类型,后续称为基础 LLM 和指令微调(Instruction Tuned)LLM。基础LLM是基于文本训练数据,训练出预测下一个单词能力的模型。其通常通过在互联网和其他来源的大量数据上训练,来确定紧接着出现的最可能的词。例如,如果你以“从前,有一只独角兽”作为 Prompt ,基础 LLM 可能会继续预测“她与独角兽朋友共同生活在一片神奇森林中”。但是,如果你以“法国的首都是什么”为 Prompt ,则基础 LLM 可能会根据互联网上的文章,将回答预测为“法国最大的城市是什么?法国的人口是多少?”,因为互联网上的文章很可能是有关法国国家的问答题目列表。\n", + "第5个元素:\n", + "与基础语言模型不同,指令微调 LLM 通过专门的训练,可以更好地理解并遵循指令。举个例子,当询问“法国的首都是什么?”时,这类模型很可能直接回答“法国的首都是巴黎”。指令微调 LLM 的训练通常基于预训练语言模型,先在大规模文本数据上进行预训练,掌握语言的基本规律。在此基础上进行进一步的训练与微调(finetune),输入是指令,输出是对这些指令的正确回复。有时还会采用RLHF(reinforcement learning from human feedback,人类反馈强化学习)技术,根据人类对模型输出的反馈进一步增强模型遵循指令的能力。通过这种受控的训练过程。指令微调 LLM 可以生成对指令高度敏感、更安全可靠的输出,较少无关和损害性内容。因此。许多实际应用已经转向使用这类大语言模型。\n", + "第6个元素:\n", + "因此,本课程将重点介绍针对指令微调 LLM 的最佳实践,我们也建议您将其用于大多数使用场景。当您使用指令微调 LLM 时,您可以类比为向另一个人提供指令(假设他很聪明但不知道您任务的具体细节)。因此,当 LLM 无法正常工作时,有时是因为指令不够清晰。例如,如果您想问“请为我写一些关于阿兰·图灵( Alan Turing )的东西”,在此基础上清楚表明您希望文本专注于他的科学工作、个人生活、历史角色或其他方面可能会更有帮助。另外您还可以指定回答的语调, 来更加满足您的需求,可选项包括专业记者写作,或者向朋友写的随笔等。\n", + "第7个元素:\n", + "如果你将 LLM 视为一名新毕业的大学生,要求他完成这个任务,你甚至可以提前指定他们应该阅读哪些文本片段来写关于阿兰·图灵的文本,这样能够帮助这位新毕业的大学生更好地完成这项任务。本书的下一章将详细阐释提示词设计的两个关键原则:清晰明确和给予充足思考时间。\n" + ] + } + ], + "source": [ + "\n", + "loader = UnstructuredWordDocumentLoader('./data/1. 简介 Introduction.docx', mode='elements')\n", + "docs = loader.load()\n", + "for i in range(len(docs)): print(f'第{i}个元素:\\n{docs[i].page_content}', end='\\n')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 三、数据清洗及脱敏\n", + "## 1.数据清洗\n", + "`langchain`的`ducoment_loaders`在读取数据时就已经将各种文档的特殊符号(比如markdown文件的`#、*`)去除,但有时文档内容还存在一些重复的字符以及无意义字符,需要我们进行数据清洗来保证向量模型能够准确提取语义以及给大语言模型参考的信息是方便理解且准确的。\n", + "> emoji表情在计算机中是以Unicode编码方式存储的,如果想匹配emoji可以把emoji范围用Unicode编码表示出来再通过正则表达式去匹配。" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "清洗前的句子:\n", + " llm_universe是一个面向小白开发者的大模型应用开发教程😍😍😍,\n", + "\n", + "旨在基于阿里云服务器😆😆😆,\n", + "\n", + "\n", + "结合个人知识库助手项目,\n", + "通过一个课程完成大模型开发的重点入门。\n", + "\n", + "\n", + "学习llm_universe之后,\n", + "我才知道大模型应用开发原来这么简单!🌟\n", + "\n", + "清洗后的句子:\n", + "llm_universe是一个面向小白开发者的大模型应用开发教程,旨在基于阿里云服务器,结合个人知识库助手项目,通过一个课程完成大模型开发的重点入门。\n", + "学习llm_universe之后,我才知道大模型应用开发原来这么简单!\n", + "\n" + ] + } + ], + "source": [ + "import re\n", + "\n", + "def clean_text(text: str):\n", + " # 给出emoji范围并,删除emoji\n", + " emoji_pattern = re.compile(\"[\"\n", + " u\"\\U0001F601-\\U0001F64F\"\n", + " u\"\\U0001F300-\\U0001F5FF\"\n", + "\n", + " \"]+\", flags=re.UNICODE)\n", + " text = emoji_pattern.sub(r'', text)\n", + " # 删除字符串开头的空格\n", + " text = re.sub(r'^\\s+', '', text)\n", + " # 将多个回车改为一个\n", + " text = re.sub(r'\\n+', '\\n', text)\n", + " # 删除句子中(以逗号结尾)的回车\n", + " text = re.sub(r',\\n', ',', text)\n", + "\n", + " return text\n", + "\n", + "# 该字符串中存在重复的空格、换行符以及表情符号\n", + "text = ''' llm_universe是一个面向小白开发者的大模型应用开发教程😍😍😍,\n", + "\n", + "旨在基于阿里云服务器😆😆😆,\n", + "\n", + "\n", + "结合个人知识库助手项目,\n", + "通过一个课程完成大模型开发的重点入门。\n", + "\n", + "\n", + "学习llm_universe之后,\n", + "我才知道大模型应用开发原来这么简单!🌟\n", + "'''\n", + "\n", + "cleaned_text = clean_text(text)\n", + "print(f'清洗前的句子:\\n{text}')\n", + "print(f'清洗后的句子:\\n{cleaned_text}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2.数据脱敏\n", + "若数据中含有电子邮件、网址等敏感信息,需要结合项目本身及应用判断是否需要进行数据脱敏。" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "llm_universe的GitHub地址为\n", + "Datawhale的GitHub地址为\n", + "大模型实习生小明的邮箱为\n" + ] + } + ], + "source": [ + "text = '''llm_universe的GitHub地址为https://github.com/datawhalechina/llm-universe\n", + "Datawhale的GitHub地址为https://github.com/datawhalechina\n", + "大模型实习生小明的邮箱为xiaoming@gmail.com'''\n", + "\n", + "def remove_urls(text: str):\n", + " '''\n", + " http[s]?://匹配http://或https://,其中[s]?表示可选\n", + " ?:匹配后面的文本\n", + " [a-zA-Z]匹配大小写字母\n", + " [0-9]匹配数字\n", + " [$-_@.&+!*\\(\\),]匹配各种符号,其中在左右括号前边加了\\来转译\n", + " |意思为或,将所有条件并列起来\n", + " (?:%[0-9a-fA-F][0-9a-fA-F])匹配网址中URL编码比如%20,格式为%后加两位数字或字母\n", + " '''\n", + " url_pattern = r'http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+!*\\(\\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+'\n", + " text = re.sub(url_pattern, '', text)\n", + "\n", + " email_pattern = r'[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\\.[A-Z|a-z]{2,}'\n", + " text = re.sub(email_pattern, '', text)\n", + " return text\n", + "text = remove_urls(text)\n", + "print(text)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llm_universe_2.x", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/2.\345\210\206\345\235\227\344\274\230\345\214\226.ipynb" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/2.\345\210\206\345\235\227\344\274\230\345\214\226.ipynb" new file mode 100644 index 0000000..df530c5 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/2.\345\210\206\345\235\227\344\274\230\345\214\226.ipynb" @@ -0,0 +1,697 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 分块优化\n", + "优化分块的目的:\n", + "* 使 embedding 后的向量提取到完整的语义信息。一般 embedding model 的 max token 即最大可 embedding 句子长度通常为512至1024 token,过长的分块或分块中有多个语义的句子在 embedding 时很难从中提取完整的语义信息。优化分块后理想的文本块中语义是单一的,长度是合理的,很容易通过 embedding 提取出完整且的语义信息。 \n", + "token:不同的 embedding model 有不同的计算方式,1 token 约对应0.7个单词或1.5个汉字。\n", + "* 优化检索效果,减少大模型参考的上下文长度,减少 token 使用。当向大模型应用提问时,问题先会被 embedding 再通过余弦距离等检索算法获取前 k 个与问题相似性最高的文本块,最终问题与文本块返回大模型进行处理。分块优化后我们每次检索返回的文本块会更加准确,原本包含在前 k 个文本块的答案,优化后答案会在前 k-n 个文本块里,这样一来在检索时返回比原来更少的文本块即可达到与之前相同的效果,这样一来我们减少了大模型参考的上下文长度,从而减少了 token 使用。\n", + "## 一.基于策略分块\n", + "我们选用 Datawhale 一些经典开源课程作为示例,具体包括:\n", + "* [《机器学习公式详解》PDF版本](https://github.com/datawhalechina/pumpkin-book/releases)\n", + "* [《面向开发者的LLM入门教程、第一部分Prompt Engineering》md版本](https://github.com/datawhalechina/llm-cookbook) " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_community.document_loaders.pdf import PyMuPDFLoader\n", + "\n", + "# 创建一个 PyMuPDFLoader Class 实例,输入为待加载的 pdf 文档路径\n", + "loader = PyMuPDFLoader(\"../../../data_base/knowledge_db/pumkin_book/pumpkin_book.pdf\")\n", + "\n", + "# 调用 PyMuPDFLoader Class 的函数 load 对 pdf 文件进行加载\n", + "pdf_pages = loader.load()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "pdf文件第一页信息较少,为了方便演示,我们只对pdf文件第二页进行分块。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "第二页内容长度:1331\n", + "----------\n", + "第二页部分内容:\n", + "前言\n", + "“周志华老师的《机器学习》\n", + "(西瓜书)是机器学习领域的经典入门教材之一,周老师为了使尽可能多的读\n", + "者通过西瓜书对机器学习有所了解, 所以在书中对部分公式的推导细节没有详述,但是这对那些想深究公式推\n", + "导细节的读者来说可能“不太友好”\n", + ",本书旨在对西瓜书里比较难理解的公式加以解析,以及对部分公式补充\n", + "具体的推导细节。\n", + "”\n", + "读到这里,大家可能会疑问为啥前面这段话加了引号,因为这只是我们最初的遐想,后来我们了解到,周\n", + "老师之所以省去这些推导细节的真实原因是,他本尊认为“理工科数学基础扎实点的大二下学生应该对西瓜书\n", + "中的推导细节无困难吧,要点在书里都有了,略去的细节应能脑补或做练习”\n", + "。所以...... 本南瓜书只能算是我\n", + "等数学渣渣在自学的时候记下来的笔记,希望能够帮助大家都成为一名合格的“理工科数学基础扎实点的大二\n", + "下学生”\n", + "。\n", + "使用说明\n", + "• 南瓜书的所有内容都是以西瓜书的内容为前置知识进行表述的,所以南瓜书的最佳使用方法是以西瓜书\n", + "为主线,遇到自己推导不出来或者看不懂的公式时再来查阅南瓜书;\n", + "• 对于初学机器学习的小白,西瓜书第1 章和第2 章的公式强烈不建议深究,简单过一下即可,等\n" + ] + } + ], + "source": [ + "pdf_page_1 = pdf_pages[1].page_content\n", + "\n", + "print(f'第二页内容长度:{len(pdf_page_1)}',\n", + " f'第二页部分内容:\\n{pdf_page_1[:500]}',\n", + " sep='\\n----------\\n')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.定长分块\n", + "![FixedSizeChunk](./figures/FixedSizedChunk.png) \n", + "定长分块是最简单最直接的分块方式,只需要`chunk_size`文本块大小跟`chunk_overlap`文本块重叠部分大小即可完成分块。" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "text长度为:102\n", + "分块后结果为:\n", + "“周志华老师的《机器学习》(西瓜书)是机器学习领域的经典入门\n", + "的经典入门教材之一,周老师为了使尽可能多的读者通过西瓜书对机\n", + "西瓜书对机器学习有所了解, 所以在书中对部分公式的推导细节没\n", + "推导细节没有详述,但是这对那些想深究公式推导细节的读者\n" + ] + } + ], + "source": [ + "def split_text(chunk_sixe: int, chunk_overlap: int, text: str) -> list[str]:\n", + " docs = []\n", + " # 每块起始点为n*(chunk_sixe - chunk_overlap),结束点为起始点位置 + chunk_sixe\n", + " for i in range(0, len(text), chunk_sixe - chunk_overlap):\n", + " if i + chunk_sixe > len(text): \n", + " docs.append(text[i:])\n", + " return docs\n", + " docs.append(text[i:i + chunk_sixe])\n", + " return docs\n", + "\n", + "text = '“周志华老师的《机器学习》(西瓜书)是机器学习领域的经典入门教材之一,周老师为了使尽可能多的读者通过西瓜书对机器学习有所了解, 所以在书中对部分公式的推导细节没有详述,但是这对那些想深究公式推导细节的读者'\n", + "print(f'text长度为:{len(text)}')\n", + "docs = split_text(30, 5, text)\n", + "print(f'分块后结果为:')\n", + "for doc in docs: print(doc)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.字符分块\n", + "定长分块方式太过死板,在绝大多数场景都很难科学地将文本分块,我们可以通过使用`langchain`中的字符文本分块器`CharacterTextSplitter`来实现灵活度更高的分块方式。\n", + "* `CharacterTextSplitter`会在前`chunk_size`内搜寻我们给定的分隔符号并进行分块。\n", + "* 我们可以通过给定`chunk_size`文本块大小、`chunk_overlap`文本块重叠部分及`separator`分割符号来实例化`CharacterTextSplitter`。\n", + "* 当返回的子字符串长度超过给定的`chunk_size`时,会报`Created a chunk of size {子字符串长度}, which is longer than the specified {chunk_size}`警告。" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Created a chunk of size 34, which is longer than the specified 30\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "分块后结果为:\n", + "“周志华老师的《机器学习》(西瓜书)是机器学习领域的经典入门教材之一\n", + "周老师为了使尽可能多的读者通过西瓜书对机器学习有所了解\n", + "所以在书中对部分公式的推导细节没有详述\n", + "但是这对那些想深究公式推导细节的读者\n" + ] + } + ], + "source": [ + "from langchain_text_splitters.character import CharacterTextSplitter\n", + "\n", + "text_splitter = CharacterTextSplitter(chunk_size=30, chunk_overlap=0, separator=',', keep_separator=False)\n", + "\n", + "split_docs = text_splitter.split_text(text)\n", + "print(f'分块后结果为:')\n", + "for doc in split_docs: print(doc)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3.递归字符分块\n", + "当我们要分块的文本结构比较复杂时(比如包含多个段落,标点符号出现频繁的文本)只支持单符号分块的`CharacterTextSplitter`显然很难完成分块,这时候我们可以选择支持按多个分割符进行顺序分割的`RecursiveCharacterTextSplitter`。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`langchain`的默认分隔符为:\n", + "* '\\n\\n':两个换行符\n", + "* '\\n':一个换行符\n", + "* ' ': 空格\n", + "* '':任意字符 \n", + "\n", + "当使用`RecursiveCharacterTextSplitter`切分文本时,`RecursiveCharacterTextSplitter`会以分隔符的顺序为优先级递归建立分块,即先看前`chunk_size`的字符串中有没有第一优先级的分隔符,有的话进行分块,没有的话查找是否有下一优先级的分隔符,像这样一直寻找直到找到符合要求的分隔符进行分块。 \n", + "接下来我们将长度为9的字符串`'原来RAG如此简单'`为单位,以每个字符串中间插入一个空格,每两个字符串中间插入一换行符,每四个字符串中间插入两个换行符来了解`RecursiveCharacterTextSplitter`的优先级。" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "以chunk_size为10分块后结果为:\n", + "原来RAG如此简单\n", + "------\n", + "原来RAG如此简单\n", + "\n", + "以chunk_size为20分块后结果为:\n", + "原来RAG如此简单 原来RAG如此简单\n", + "------\n", + "原来RAG如此简单 原来RAG如此简单\n", + "\n", + "以chunk_size为41分块后结果为:\n", + "原来RAG如此简单 原来RAG如此简单\n", + "原来RAG如此简单 原来RAG如此简单\n", + "------\n", + "原来RAG如此简单 原来RAG如此简单\n", + "原来RAG如此简单 原来RAG如此简单\n", + "\n" + ] + } + ], + "source": [ + "from langchain_text_splitters.character import RecursiveCharacterTextSplitter\n", + "text = \"\"\"原来RAG如此简单 原来RAG如此简单\n", + "原来RAG如此简单 原来RAG如此简单\n", + "\n", + "原来RAG如此简单 原来RAG如此简单\n", + "原来RAG如此简单 原来RAG如此简单\"\"\"\n", + "# 分别以10、20、41进行分块并打印前两个分块。\n", + "# 因为在'原来RAG如此简单'中插入了字符,所以10、20、41分别是前1、2、4个'原来RAG如此简单'的长度\n", + "chunk_size_list = [10, 20, 41]\n", + "for chunk_size in chunk_size_list:\n", + " text_splitter = RecursiveCharacterTextSplitter(chunk_size=chunk_size, chunk_overlap=0)\n", + " split_docs = text_splitter.split_text(text)\n", + " print(f'以chunk_size为{chunk_size}分块后结果为:')\n", + " print(split_docs[0], split_docs[1], sep='\\n------\\n')\n", + " print()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "当`separators`只有一个符号时效果是跟`CharacterTextSplitter`一样的。" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "分块后结果为:\n", + "“周志华老师的《机器学习》(西瓜书)是机器学习领域的经典入门教材之一\n", + "周老师为了使尽可能多的读者通过西瓜书对机器学习有所了解\n", + "所以在书中对部分公式的推导细节没有详述\n", + "但是这对那些想深究公式推导细节的读者\n" + ] + } + ], + "source": [ + "from langchain_text_splitters.character import RecursiveCharacterTextSplitter\n", + "\n", + "text = '“周志华老师的《机器学习》(西瓜书)是机器学习领域的经典入门教材之一,周老师为了使尽可能多的读者通过西瓜书对机器学习有所了解, 所以在书中对部分公式的推导细节没有详述,但是这对那些想深究公式推导细节的读者'\n", + "\n", + "text_splitter = RecursiveCharacterTextSplitter(chunk_size=30, chunk_overlap=0, separators=',', keep_separator=False)\n", + "split_docs = text_splitter.split_text(text)\n", + "print(f'分块后结果为:')\n", + "for doc in split_docs: print(doc)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4.特定格式分块\n", + "当我们要将md、html等特定格式文件分块时我们可以使用`MarkdownTextSplitter`、`HTMLHeaderTextSplitter`等对应分块器实现。上述分块器继承了`RecursiveCharacterTextSplitter`类,与该类不同的是将`separators`替换为各个类型文件及语言块的前缀符号。" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'\\n#{1,6} '\n", + "'```\\n'\n", + "'\\n\\\\*\\\\*\\\\*+\\n'\n", + "'\\n---+\\n'\n", + "'\\n___+\\n'\n", + "'\\n\\n'\n", + "'\\n'\n", + "' '\n", + "''\n" + ] + } + ], + "source": [ + "from langchain_text_splitters.markdown import MarkdownTextSplitter\n", + "\n", + "md_splitter = MarkdownTextSplitter()\n", + "md_separators = md_splitter._separators\n", + "\n", + "for separator in md_separators:\n", + " print(r'{}'.format(repr(separator)))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "### 1.1 使用分隔符清晰地表示输入的不同部分\n", + "\n", + "在编写 Prompt 时,我们可以使用各种标点符号作为“分隔符”,将不同的文本部分区分开来。\n", + "\n", + "分隔符就像是 Prompt 中的墙,将不同的指令、上下文、输入隔开,避免意外的混淆。你可以选择用 ` ```,\"\"\",< >, ,: ` 等做分隔符,只要能明确起到隔断作用即可。\n", + "\n", + "使用分隔符尤其重要的是可以防止 **提示词注入(Prompt Rejection)**。什么是提示词注入?就是用户输入的文本可能包含与你的预设 Prompt 相冲突的内容,如果不加分隔,这些输入就可能“注入”并操纵语言模型,导致模型产生毫无关联的乱七八糟的输出。\n", + "\n", + "在以下的例子中,我们给出一段话并要求 GPT 进行总结,在该示例中我们使用 ``` 来作为分隔符。\n", + "\n", + "\n", + "```python\n", + "from tool import get_completion\n", + "\n", + "text = f\"\"\"\n", + "您应该提供尽可能清晰、具体的指示,以表达您希望模型执行的任务。\\\n", + "这将引导模型朝向所需的输出,并降低收到无关或不正确响应的可能性。\\\n", + "不要将写清晰的提示词与写简短的提示词混淆。\\\n", + "在许多情况下,更长的提示词可以为模型提供更多的清晰度和上下文信息,从而导致更详细和相关的输出。\n", + "\"\"\"\n", + "# 需要总结的文本内容\n", + "prompt = f\"\"\"\n", + "把用三个反引号括起来的文本总结成一句话。\n", + "```{text}```\n", + "\"\"\"\n", + "# 指令内容,使用 ``` 来分隔指令和待总结的内容\n", + "response = get_completion(prompt)\n", + "print(response)\n", + "```\n", + "\n", + " 为了获得所需的输出,您应该提供清晰、具体的指示,避免与简短的提示词混淆,并使用更长的提示词来提供更多的清晰度和上下文信息。\n" + ] + } + ], + "source": [ + "# 我们选择 Prompt Engineering 中结构较复杂的 2. 提示原则 Guidelines.md 作为示例\n", + "with open('../../../data_base/knowledge_db/prompt_engineering/2. 提示原则 Guidelines.md', 'r') as file:\n", + " md_data = file.read()\n", + "\n", + "print(md_data[892:1662])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "可以看到长度为892-1662之间的字符结构比较复杂,既包括三级标题也有代码块及不少的换行符,因此我们选用这部分数据进行分块。" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "### 1.1 使用分隔符清晰地表示输入的不同部分\n", + "\n", + "在编写 Prompt 时,我们可以使用各种标点符号作为“分隔符”,将不同的文本部分区分开来。\n", + "\n", + "分隔符就像是 Prompt 中的墙,将不同的指令、上下文、输入隔开,避免意外的混淆。你可以选择用 ` ```,\"\"\",< >, ,: ` 等做分隔符,只要能明确起到隔断作用即可。\n", + "---------\n", + "使用分隔符尤其重要的是可以防止 **提示词注入(Prompt Rejection)**。什么是提示词注入?就是用户输入的文本可能包含与你的预设 Prompt 相冲突的内容,如果不加分隔,这些输入就可能“注入”并操纵语言模型,导致模型产生毫无关联的乱七八糟的输出。\n", + "\n", + "在以下的例子中,我们给出一段话并要求 GPT 进行总结,在该示例中我们使用 ``` 来作为分隔符。\n", + "\n", + "\n", + "```python\n", + "from tool import get_completion\n", + "---------\n", + "```python\n", + "from tool import get_completion\n", + "\n", + "text = f\"\"\"\n", + "您应该提供尽可能清晰、具体的指示,以表达您希望模型执行的任务。\\\n", + "这将引导模型朝向所需的输出,并降低收到无关或不正确响应的可能性。\\\n", + "不要将写清晰的提示词与写简短的提示词混淆。\\\n", + "在许多情况下,更长的提示词可以为模型提供更多的清晰度和上下文信息,从而导致更详细和相关的输出。\n", + "\"\"\"\n", + "# 需要总结的文本内容\n", + "prompt = f\"\"\"\n", + "把用三个反引号括起来的文本总结成一句话。\n", + "```{text}\n", + "---------\n", + "\"\"\"\n", + "# 指令内容,使用 ``` 来分隔指令和待总结的内容\n", + "response = get_completion(prompt)\n", + "print(response)\n", + "```\n", + "\n", + " 为了获得所需的输出,您应该提供清晰、具体的指示,避免与简短的提示词混淆,并使用更长的提示词来提供更多的清晰度和上下文信息。\n", + "---------\n" + ] + } + ], + "source": [ + "from langchain_text_splitters.markdown import MarkdownTextSplitter\n", + "\n", + "md_splitter = MarkdownTextSplitter(chunk_size=300, chunk_overlap=50, keep_separator=False)\n", + "\n", + "split_docs = md_splitter.split_text(md_data[892:1662])\n", + "\n", + "for doc in split_docs: print(doc, end='\\n---------\\n')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5.按最大token数分块\n", + "\n", + "前边我们从文本串长度、符号等不同方面考虑如何将文本合理分块,我们分块的`chunk_size`都是固定的,文本块只能小于或者等于`chunk_size`,而文本块最终是要被 `embedding model` 向量化存储到向量数据库,但 `embedding model` 向量化文本的能力是与字符串长度不同概念的`token`数量,因此我们通过上述策略得到的分块绝大部分都会小于或大于 `embedding model` 的 `max tokens` 数量,很难卡在 `max tokens` 上。针对这个问题`SentenceTransformersTokenTextSplitter`便应运而生,它可以将待分块文本按所使用 `embedding model` 的`max tokens`进行分块。" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/lta/anaconda3/envs/llm_universe_2.x/lib/python3.10/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "第1个文本块长度为:1032,token共计514\n", + "第2个文本块长度为:1111,token共计514\n", + "第3个文本块长度为:1146,token共计514\n", + "第4个文本块长度为:1146,token共计514\n", + "第5个文本块长度为:1099,token共计514\n" + ] + } + ], + "source": [ + "from langchain_text_splitters.sentence_transformers import SentenceTransformersTokenTextSplitter\n", + "\n", + "# 因为我们需要embedding的数据中文居多,所以我们不使用默认的\"sentence-transformers/all-mpnet-base-v2\"而将model_name指定为\"moka-ai/m3e-base\"\n", + "token_splitter = SentenceTransformersTokenTextSplitter(chunk_overlap=0, model_name=\"moka-ai/m3e-base\")\n", + "\n", + "split_docs = token_splitter.split_text(md_data[:6000])\n", + "for i in range(5): print(f'第{i + 1}个文本块长度为:{len(split_docs[i])},token共计{token_splitter.count_tokens(text=split_docs[i])}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "数据在切分时分词器会先将数据中的词(这里的‘词’是分词表`tokenizer`中的词而不是词语的词)编码为`token`的索引,再将索引解码为分词表中对应的词,最终返回词与词之间有空格的文本块且没在分词表中的词会解码为`[UNK]`。" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "切分后返回的第一个分块:# 第 二 章 提 示 原 则 如 何 去 使 用 prompt , 以 充 分 发 挥 llm 的 性 能 ? 首 先 我 们 需 要 知 道 设 计 prompt 的 原 则 , 它 们 是 每 \n", + "分词表中未记录的词被转为[UNK]:用 [UNK] [UNK] [UNK] [UNK] , \" \" \" , < > , < tag > < / tag > , : [UNK] 等 做 分 隔 符 ,\n" + ] + } + ], + "source": [ + "print(f'切分后返回的第一个分块:{split_docs[0][:100]}')\n", + "print(f'分词表中未记录的词被转为[UNK]:{split_docs[1][740:821]}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 二.语义分块" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "langchain同时也提供了基于语义的分块`SemanticChunker`,该策略保证分割后得到的每个文本块中文本都具有相似的语义。相比之前介绍的分块策略语义分块比较复杂,为了方便大家理解我将分两步进行介绍。\n", + "\n", + "1. `SemanticChunker`在分块时首先对文本进行简单分割(以`. ? !`作为分割符),再将每个句子与该句子后`buffer_size`(默认为1)个句子拼接起来并进行向量化,最后计算每个拼接句子与后一个拼接句子的余弦距离。\n", + "![SemanticChunker_1](./figures/Semantic_Chunker_1.png) \n", + "2. `SemanticChunker`根据实例化时用户是否给定文本块数量`number_of_chunks`进行不同的操作求阈值,用户给定`number_of_chunks`时`SemanticChunker`会使用线性插值公式根据`number_of_chunks`计算百分位数再结合距离列表得到组数的阈值,如果没有指定`number_of_chunks``SemanticChunker`会使用预设方法(`breakpoint_threshold_type`默认为`percentile`百分位法即计算数组在某百分位数时的阈值,除此之外还有`standard_deviation`标准差法与`interquartile`四分位距法)计算阈值,最后根据阈值得到切分的句子。" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# 我们选择 Prompt Engineering 中语义较丰富的 1. 简介 Introduction.md 作为示例\n", + "with open('../../../data_base/knowledge_db/prompt_engineering/1. 简介 Introduction.md', 'r') as file:\n", + " md_data = file.read()\n", + "# 因为是中文数据所以将'。' '?' '!'替换为'.' '?' '!'\n", + "md_data = md_data.replace('。', '.').replace('?', '?').replace('!', '!')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "第0个doc长度为:1712\n", + "内容为:# 第一章 简介\n", + "\n", + "欢迎来到**面向开发者的提示工程**部分,本部分内容基于**吴恩达老师的《Prompt Engineering for Developer》课程**进行编写.《Prompt Engineering for Developer》课程是由**吴恩达老师**与 OpenAI 技术团队成员 **Isa Fulford** 老师合作授课,Isa 老师曾开发过受欢迎的 ChatGPT 检索插件,并且在教授 LLM (Large Language Model, 大语言模型)技术在产品中的应用方面做出了很大贡献.她还参与编写了教授人们使用 Prompt 的 OpenAI cookbook.我们希望通过本模块的学习,与大家分享使用提示词开发 LLM 应用的最佳实践和技巧. 网络上有许多关于提示词(Prompt, 本教程中将保留该术语)设计的材料,例如《30 prompts everyone has to know》之类的文章,这些文章主要集中在 **ChatGPT 的 Web 界面上**,许多人在使用它执行特定的、通常是一次性的任务.但我们认为,对于开发人员,**大语言模型(LLM) 的更强大功能是能通过 API 接口调用,从而快速构建软件应用程序**.实际上,我们了解到 DeepLearning.AI 的姊妹公司 AI Fund 的团队一直在与许多初创公司合作,将这些技术应用于诸多应用程序上.很兴奋能看到 LLM API 能够让开发人员非常快速地构建应用程序. 在本模块,我们将与读者分享提升大语言模型应用效果的各种技巧和最佳实践.书中内容涵盖广泛,包括软件开发提示词设计、文本总结、推理、转换、扩展以及构建聊天机器人等语言模型典型应用场景.我们衷心希望该课程能激发读者的想象力,开发出更出色的语言模型应用. 随着 LLM 的发展,其大致可以分为两种类型,后续称为**基础 LLM** 和**指令微调(Instruction Tuned)LLM**.**基础LLM**是基于文本训练数据,训练出预测下一个单词能力的模型.其通常通过在互联网和其他来源的大量数据上训练,来确定紧接着出现的最可能的词.例如,如果你以“从前,有一只独角兽”作为 Prompt ,基础 LLM 可能会继续预测“她与独角兽朋友共同生活在一片神奇森林中”.但是,如果你以“法国的首都是什么”为 Prompt ,则基础 LLM 可能会根据互联网上的文章,将回答预测为“法国最大的城市是什么?法国的人口是多少?”,因为互联网上的文章很可能是有关法国国家的问答题目列表. 与基础语言模型不同,**指令微调 LLM** 通过专门的训练,可以更好地理解并遵循指令.举个例子,当询问“法国的首都是什么?”时,这类模型很可能直接回答“法国的首都是巴黎”.指令微调 LLM 的训练通常基于预训练语言模型,先在大规模文本数据上进行**预训练**,掌握语言的基本规律.在此基础上进行进一步的训练与**微调(finetune)**,输入是指令,输出是对这些指令的正确回复.有时还会采用**RLHF(reinforcement learning from human feedback,人类反馈强化学习)**技术,根据人类对模型输出的反馈进一步增强模型遵循指令的能力.通过这种受控的训练过程.指令微调 LLM 可以生成对指令高度敏感、更安全可靠的输出,较少无关和损害性内容.因此.许多实际应用已经转向使用这类大语言模型. 因此,本课程将重点介绍针对指令微调 LLM 的最佳实践,我们也建议您将其用于大多数使用场景.当您使用指令微调 LLM 时,您可以类比为向另一个人提供指令(假设他很聪明但不知道您任务的具体细节).因此,当 LLM 无法正常工作时,有时是因为指令不够清晰.例如,如果您想问“请为我写一些关于阿兰·图灵( Alan Turing )的东西”,在此基础上清楚表明您希望文本专注于他的科学工作、个人生活、历史角色或其他方面可能会更有帮助.另外您还可以指定回答的语调, 来更加满足您的需求,可选项包括*专业记者写作*,或者*向朋友写的随笔*等.\n", + "-----------\n", + "第1个doc长度为:137\n", + "内容为:如果你将 LLM 视为一名新毕业的大学生,要求他完成这个任务,你甚至可以提前指定他们应该阅读哪些文本片段来写关于阿兰·图灵的文本,这样能够帮助这位新毕业的大学生更好地完成这项任务.本书的下一章将详细阐释提示词设计的两个关键原则:**清晰明确**和**给予充足思考时间**. \n", + "-----------\n" + ] + } + ], + "source": [ + "from langchain_experimental.text_splitter import SemanticChunker\n", + "from langchain_community.embeddings.huggingface import HuggingFaceEmbeddings\n", + "\n", + "embedding = HuggingFaceEmbeddings(model_name=\"moka-ai/m3e-base\")\n", + "sem_splitter = SemanticChunker(embeddings=embedding)\n", + "docs = sem_splitter.split_text(md_data)\n", + "for i in range(len(docs)): print(f'第{i}个doc长度为:{len(docs[i])}\\n内容为:{docs[i]}', end='\\n-----------\\n')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们可以看到`SemanticChunker`将文本分成了两个文本块且第一个文本块远远超过了m3e的范围即512的 Max Tokens,如下方运行结果所示这导致向量模型在向量化文本时会丢掉超出范围的语义信息。" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "doc_1、doc_3完全相同\n", + "doc与长度为1837的doc_1的余弦距离为:0.09287377769976846\n", + "doc与长度为251的doc_2的余弦距离为:0.06218732374287228\n", + "doc与长度为1000的doc_3的余弦距离为:0.09287377769976846\n" + ] + } + ], + "source": [ + "from langchain_community.utils.math import cosine_similarity\n", + "\n", + "doc = '欢迎来到**面向开发者的提示工程**部分,本部分内容基于**吴恩达老师的《Prompt Engineering for Developer》课程**进行编写.'\n", + "doc_1 = '欢迎来到**面向开发者的提示工程**部分,本部分内容基于**吴恩达老师的《Prompt Engineering for Developer》课程**进行编写.《Prompt Engineering for Developer》课程是由**吴恩达老师**与 OpenAI 技术团队成员 **Isa Fulford** 老师合作授课,Isa 老师曾开发过受欢迎的 ChatGPT 检索插件,并且在教授 LLM (Large Language Model, 大语言模型)技术在产品中的应用方面做出了很大贡献.她还参与编写了教授人们使用 Prompt 的 OpenAI cookbook.我们希望通过本模块的学习,与大家分享使用提示词开发 LLM 应用的最佳实践和技巧. 网络上有许多关于提示词(Prompt, 本教程中将保留该术语)设计的材料,例如《30 prompts everyone has to know》之类的文章,这些文章主要集中在 **ChatGPT 的 Web 界面上**,许多人在使用它执行特定的、通常是一次性的任务.但我们认为,对于开发人员,**大语言模型(LLM) 的更强大功能是能通过 API 接口调用,从而快速构建软件应用程序**.实际上,我们了解到 DeepLearning.AI 的姊妹公司 AI Fund 的团队一直在与许多初创公司合作,将这些技术应用于诸多应用程序上.很兴奋能看到 LLM API 能够让开发人员非常快速地构建应用程序. 在本模块,我们将与读者分享提升大语言模型应用效果的各种技巧和最佳实践.书中内容涵盖广泛,包括软件开发提示词设计、文本总结、推理、转换、扩展以及构建聊天机器人等语言模型典型应用场景.我们衷心希望该课程能激发读者的想象力,开发出更出色的语言模型应用. 随着 LLM 的发展,其大致可以分为两种类型,后续称为**基础 LLM** 和**指令微调(Instruction Tuned)LLM**.**基础LLM**是基于文本训练数据,训练出预测下一个单词能力的模型.其通常通过在互联网和其他来源的大量数据上训练,来确定紧接着出现的最可能的词.例如,如果你以“从前,有一只独角兽”作为 Prompt ,基础 LLM 可能会继续预测“她与独角兽朋友共同生活在一片神奇森林中”.但是,如果你以“法国的首都是什么”为 Prompt ,则基础 LLM 可能会根据互联网上的文章,将回答预测为“法国最大的城市是什么?法国的人口是多少?”,因为互联网上的文章很可能是有关法国国家的问答题目列表. 与基础语言模型不同,**指令微调 LLM** 通过专门的训练,可以更好地理解并遵循指令.举个例子,当询问“法国的首都是什么?”时,这类模型很可能直接回答“法国的首都是巴黎”.指令微调 LLM 的训练通常基于预训练语言模型,先在大规模文本数据上进行**预训练**,掌握语言的基本规律.在此基础上进行进一步的训练与**微调(finetune)**,输入是指令,输出是对这些指令的正确回复.有时还会采用**RLHF(reinforcement learning from human feedback,人类反馈强化学习)**技术,根据人类对模型输出的反馈进一步增强模型遵循指令的能力.通过这种受控的训练过程.指令微调 LLM 可以生成对指令高度敏感、更安全可靠的输出,较少无关和损害性内容.因此.许多实际应用已经转向使用这类大语言模型. 因此,本课程将重点介绍针对指令微调 LLM 的最佳实践,我们也建议您将其用于大多数使用场景.当您使用指令微调 LLM 时,您可以类比为向另一个人提供指令(假设他很聪明但不知道您任务的具体细节).因此,当 LLM 无法正常工作时,有时是因为指令不够清晰.例如,如果您想问“请为我写一些关于阿兰·图灵( Alan Turing )的东西”,在此基础上清楚表明您希望文本专注于他的科学工作、个人生活、历史角色或其他方面可能会更有帮助.另外您还可以指定回答的语调,来更加满足您的需求,可选项包括*专业记者写作*,或者*向朋友写的随笔*等.如果你将 LLM 视为一名新毕业的大学生,要求他完成这个任务,你甚至可以提前指定他们应该阅读哪些文本片段来写关于阿兰·图灵的文本,这样能够帮助这位新毕业的大学生更好地完成这项任务.本书的下一章将详细阐释提示词设计的两个关键原则:**清晰明确**和**给予充足思考时间**.'\n", + "doc_2 = doc_1[:251]\n", + "doc_3 = doc_1[:1000]\n", + "\n", + "emb = embedding.embed_query(doc)\n", + "emb_1 = embedding.embed_query(doc_1)\n", + "emb_2 = embedding.embed_query(doc_2)\n", + "emb_3 = embedding.embed_query(doc_3)\n", + "# 向量模型在向量化文本时只会向量化Max Tokens范围内的文本\n", + "# 因此对于1712及1000字符长度的doc_1、doc_3返回的向量是一模一样的\n", + "if emb_1 == emb_3:\n", + " print(\"doc_1、doc_3完全相同\")\n", + "else:\n", + " print(\"doc_1、doc_3不相同\")\n", + "\n", + "print(f'doc与长度为{len(doc_1)}的doc_1的余弦距离为:{1 - cosine_similarity([emb], [emb_1])[0][0]}')\n", + "print(f'doc与长度为{len(doc_2)}的doc_2的余弦距离为:{1 - cosine_similarity([emb], [emb_2])[0][0]}')\n", + "print(f'doc与长度为{len(doc_3)}的doc_3的余弦距离为:{1 - cosine_similarity([emb], [emb_3])[0][0]}')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们可以配合分块策略来解决这一问题。" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "第0个doc长度为:474\n", + "-----------\n", + "第1个doc长度为:499\n", + "-----------\n", + "第2个doc长度为:469\n", + "-----------\n", + "第3个doc长度为:265\n", + "-----------\n", + "第4个doc长度为:136\n", + "-----------\n" + ] + } + ], + "source": [ + "from langchain_text_splitters.character import CharacterTextSplitter\n", + "text_splitter = CharacterTextSplitter(chunk_size=500, chunk_overlap=0, separator='.')\n", + "\n", + "split_docs = []\n", + "for doc in docs:split_docs.extend(text_splitter.split_text(doc))\n", + "for i in range(len(split_docs)): print(f'第{i}个doc长度为:{len(split_docs[i])}', end='\\n-----------\\n')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 三、分块方法评估\n", + "每种分块方法都有其使用的场景,在文本分块时最好验证多种方法在当前场景下的性能,我们先对南瓜书进行不同长度递归字符分块得到其召回率,再测试多种分块方法得到以下结果:\n", + "\n", + "\n", + "|分块长度\\召回率 | top_1 | top_3 | top_5 | top_10 |\n", + "| --- | --- | --- | --- | --- |\n", + "|200|0.65|0.78|0.81|0.85|\n", + "|300|0.63|0.70|0.76|0.84|\n", + "|400|0.68|0.71|0.77|0.83|\n", + "|500|0.65|0.67|0.75|0.79|\n", + "\n", + "通过上表可以看出召回率大体随分块长度的增加而减少,可能是随着长度的增加文本中夹杂的噪音增多,影响了向量模型的准确性,再者开源向量模型训练集中单句占比较多,模型可能并不擅长从多个句子中提取信息。接着我们又在chunk_size为200下测试了定长分块、递归字符分块、语义+递归字符分块,结果如下:\n", + "\n", + "|分块方式\\召回率 | top_1 | top_3 | top_5 | top_10 |\n", + "| --- | --- | --- | --- | --- |\n", + "|定长分块|0.55|0.73|0.79|0.82|\n", + "|递归字符分块|0.63|0.69|0.76|0.83|\n", + "|语义+递归字符分块|0.62|0.71|0.75|0.80|\n", + "\n", + "综合来讲递归字符分块整体上好于其他分块方法,证明它能更好地捕捉文本的语义结构;但定长分块在前三与前五的召回率都高于递归字符分块,不同的数据集对应的最佳分块方法也不同,恰好定长分块在南瓜书上的表现不错;语义+递归字符分块的表现略差于递归字符分块,可以看出在南瓜书中语义分析并没有太大帮助,相反起到了反作用。因此在实际应用中,我们需要尝试不同的分块长度和分块方法,并评估它们的性能,找到最合适的方案。\n", + "\n", + "> 若搜索结果所在页数与问题所在页数相同则召回成功,不同则召回失败,将召回成功次数除以总次数得到召回率。即$R=\\frac{A}{N}$其中$N$为总的召回次数,$A$为召回成功次数,$R$为召回率。" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llm_universe_2.x", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/3.\345\220\221\351\207\217\346\250\241\345\236\213\345\217\212\345\205\266\351\200\211\346\213\251.ipynb" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/3.\345\220\221\351\207\217\346\250\241\345\236\213\345\217\212\345\205\266\351\200\211\346\213\251.ipynb" new file mode 100644 index 0000000..43ea970 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/3.\345\220\221\351\207\217\346\250\241\345\236\213\345\217\212\345\205\266\351\200\211\346\213\251.ipynb" @@ -0,0 +1,156 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 向量模型的选择\n", + "\n", + "向量模型(embedding model)不仅在数据处理阶段将文本块向量化,还在检索阶段将用户的问题向量化并通过搜索算法寻找该问题与向量数据库中前k个语义最接近的文本块,所以向量模型是否能有效的提取文本块中的语义信息直接影响着RAG应用的效果。但我们在开发RAG应用时不能只考虑向量模型有效地提取语义信息,还要结合项目本身的算力支撑、主体语言、知识库数据安全性等其他方面综合考量。\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 一、MTEB数据集及排行榜\n", + "[大规模文本嵌入基准](https://github.com/embeddings-benchmark/mteb)(Massive Text Embedding Benchmark,MTEB)是衡量向量模型的评估指标合集,由Hugging Face及cohere.ai共同开发,该数据集有文本语义相似度(Semantic Textual Similarity)、文本分类(Text Classification)、文本聚类(Text Clustering)、文本对分类(Text Pair Classification)、文本重排(Text Reranking)、文本检索(Text Retrieval)、双文本挖掘(Bitext Mining)以及文本摘要(Text Summarization)8个任务,包含58个数据集以及涉及112种语言,是目前为止最全面最综合的数据集。其中涉及中文的被称为C-MTEB,共有6个任务(上述8个任务中前6个)涉及35个数据集。[MTEB 排行榜](https://huggingface.co/spaces/mteb/leaderboard)中记录了近年来绝大部分向量模型在该数据集上的得分及各项指标,我们可以从该排行榜上找到适合自己的模型。\n", + "![MTEB Chinese leaderboard](./figures/MTEB_Chinese_leaderboard.png)\n", + "最上边第一排依次是Search Bar(搜索模型)、Model types(根据模型开源或闭源显示模型)、Model sizes(根据参数范围显示模型),排行榜第一栏中的 Overall 显示向量模型在每个任务上的得分及所有任务中的均分,Overall之后的8项分别对应着向量模型在8个任务中的得分,第二栏则对应在该任务下的语言类型,再往下就是各个向量模型的指标与在各个任务上获得的成绩。我们可以根据向量模型的指标与成绩选择适合自己项目条件的向量模型:\n", + "\n", + "* Model(模型名称):点击可以进入模型详情页,我们可以参考详情页去了解更多信息及使用。\n", + "* Model Size(模型尺寸):指模型的参数量,单位为Million(百万),我们通常说的7B、20B的单位为Billion(十亿)这两个单位有一千倍的差距,参数量越大,模型推理的时间越长。\n", + "* Memory Usage(内存使用):以fp32精度运行时占用的内存,一般向量模型占用内存不会很多。\n", + "* Embedding Dimensions(向量维数):将text转为向量的维度,知识库数据越多向量维度越大,会加重检索的计算量导致检索的时间越长,但短的维度有可能会提取不到完整的语义,因此我们要选择恰当向量维度的向量模型。\n", + "* Max Tokens(最大令牌数):token在上节中提到过在此不做赘述,进行文本分块时要额外注意此指标。\n", + "之后的则是各个任务平均成绩及单任务成绩,便于我们了解模型性能并选取适合自己项目的模型。\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 二、向量模型类型\n", + "如今市面上的向量模型主要分为两类,一类是基于BERT(Bidirectional Encoder Representations from Transformers,基于Transformer的双向编码器表示)的向量模型,另一类则是基于LLM(Large language model,大语言模型)的向量模型。\n", + "### 1.基于BERT的向量模型\n", + "\n", + "
\n", + " \"BERT\"\n", + "
\n", + "\n", + "BERT是谷歌于2018年提出的语言模型,该模型在大量的文本对数据上进行预训练,同时使用双向编码方式,来更好地捕捉序列中的上下文语义关系。因此BERT在当时刷新了包括单句分类、句对分类、问答等十一个自然语言处理任务的榜单。然而BERT的输入是句对的形式,每推理一次只能获取两个句子之间的匹配程度,并不适合大规模的语义搜索任务。达姆施塔特理工大学的泛在知识处理实验室发现使用BERT在一万个句子中寻找最相似的一对句子需要进行约五千万次(n*(n-1)/2)时长大概65小时的推理。为此该实验室提出了SBERT(Sentence-BERT),SBERT在预训练时使用同一个BERT模型先后对sentence A和sentence B进行embedding,再计算损失来优化模型参数。因为SBERT在预训练时就是以单句作为输入的,所以对于同样的任务SBERT只需要进行一万次推理再逐个计算相似度就可以完成,这一过程只需要5秒。直到现在BGE、E5等基于BERT架构以及SBERT以单句作为输入的模型依然具有强悍的性能并占据着主流位置。\n", + "\n", + "
\n", + " \"BERT\"\n", + "
\n", + "\n", + "### 2.基于LLM的向量模型\n", + "\n", + "2024年初微软提出E5-mistral-7b-instruct,该模型首次将decoder-only LLM作为向量模型的网络主干。作者认为LLM已经在大量的数据上进行了预训练,不用像类BERT模型一样在文本对上进行对比预训练。因此作者仅对Mistral-7B进行了微调,当Mistral-7B只在合成数据(25%来自GPT-3.5,75%来自GPT-4)上微调时就有了不错的表现,而Mistral-7B在使用合成数据与标记数据进行微调时则远远超过了以前的方法(+2%)。而LLM与类BERT模型作为向量模型相比LLM具有超长的上下文窗口可以捕捉范围更大的语义信息,对于RAG应用来讲也可以减少RAG应用对文档分块策略的依赖,提高RAG应用的回答质量,不过LLM参数量大在实际应用中LLM对计算资源的要求也同样远超类BERT模型。时至今日MTEB排行榜也不乏以LLM作为模型主干的向量模型身影。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 三、开源/闭源模型对比\n", + "以下是国内外具有代表性的向量模型及主要参数,我将以个人开发者的角度去分析各个向量模型并选择适合自己的向量模型。\n", + "\n", + "| 厂商 | 模型 | 每元token数(万) | [MTEB](https://github.com/embeddings-benchmark/mteb)得分 | 最大输入token | 向量维度 |参数数量(十亿,Billion)|是否开源|\n", + "| --- | --- | --- | --- | --- | --- | --- | --- |\n", + "|OpenAI|text-embedding-3-large|769.23/$|64.6|8191|3072| - |否|\n", + "|OpenAI|text-embedding-3-small|5000/$|62.3|8191|1536| - |否|\n", + "|阿里巴巴|text-embedding-v2| 142.86/¥ | 62.17(CMTEB) | 2028 | 1536 | - |否|\n", + "|阿里巴巴|gte-Qwen2-7B-instruct|-|72.05(CMTEB)|131072|3584|7.6|是|\n", + "|阿里巴巴|gte-large-zh|-|66.72(CMTEB)|512|1024|0.3|是|\n", + "|北京智源人工智能研究院|bge-large-zh-v1.5|-|64.53(CMTEB)|512|1024|0.3|是|\n", + "\n", + "\n", + "### 本地算力\n", + "如果本地算力充足可以选择类BERT模型使用,这些模型完全可以满足RAG系统中检索的要求;反之则可以选择闭源模型的API,这些API通常由大型科技公司提供,如上表所示OpenAI及阿里巴巴都提供API服务,这些API利用云端的强大计算资源,可以在本地算力有限的情况下提供高性能的自然语言处理能力。\n", + "### 存储空间\n", + "知识库中的数据与向量模型的维度决定着向量数据库占用的存储空间。虽然越高的维度理论上会存储更加丰富的语义信息但同时也增加了对存储空间的需求,因此选择何种向量模型应结合项目后续知识库是否会扩充及存储空间是否冗余等信息进行综合判断。\n", + "### 知识类型\n", + "绝大部分项目的知识都属于某一个或几个垂类领域,因此通用数据集MTEB的成绩仅供开发者参考,开发者可以将符合前两点要求的向量模型配合多种分块策略做测试,来选出最适合项目的向量模型。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 四、使用开源模型\n", + "我们可以通过实例化`langchain_community.embeddings.huggingface.HuggingFaceEmbeddings`来便捷地下载并在本地使用Hugging Face中的开源模型。与第一部分我们调用的Embedding API相比不用担心token成本以及每秒或每分钟查询次数等问题。\n", + "> 其中model_name参数为Hugging Face中模型的名称,可在模型页面左上角点击复制,如下图所示: \n", + "\n", + "\n", + "
\n", + " \"BERT\"\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/lta/anaconda3/envs/llm_universe_2.x/lib/python3.10/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "from langchain_community.embeddings.huggingface import HuggingFaceEmbeddings\n", + "\n", + "embedding = HuggingFaceEmbeddings(model_name='BAAI/bge-small-zh-v1.5')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "向量化后的文本长度为:512\n", + "向量化后的文本(前五)为:[-0.045968491584062576, -0.031193967908620834, -0.0012692523887380958, 0.0776120200753212, -0.06814876943826675]\n" + ] + } + ], + "source": [ + "text_vec = embedding.embed_query('原来大模型应用开发是如此简单!')\n", + "print(f'向量化后的文本长度为:{len(text_vec)}')\n", + "print(f'向量化后的文本(前五)为:{text_vec[:5]}')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llm_universe_2.x", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/4.\345\276\256\350\260\203\345\220\221\351\207\217\346\250\241\345\236\213.ipynb" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/4.\345\276\256\350\260\203\345\220\221\351\207\217\346\250\241\345\236\213.ipynb" new file mode 100644 index 0000000..06c7a8f --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/4.\345\276\256\350\260\203\345\220\221\351\207\217\346\250\241\345\236\213.ipynb" @@ -0,0 +1,745 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 微调向量模型\n", + "开源向量模型通常是在大规模通用语料库上进行预训练的,在单个特定领域中可能无法捕捉句子中的全部语义信息,我们将向量模型在小规模数据集上进行微调可以使模型更好地提取句子中的语义信息,进而提升RAG的检索能力。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 一、使用Sentence Transformers微调向量模型\n", + "`Sentence Transformers`是基于`PyTorch`和`Transformers`的开源框架,在提供了大量句子、文本、图像的向量模型的同时也对向量模型的微调进行了很好的封装。本节中我们将使用此框架微调向量模型。\n", + "### 1. 数据集类型以及对应损失函数\n", + "我们在微调向量模型时需要读取数据集并根据数据集选择合适的损失函数,`Sentence Transformers`支持下方表格所示四种格式数据集以及对应数据集的损失函数:\n", + "|数据集结构 | 损失函数 |\n", + "| --- | --- |\n", + "|句对样本|MultipleNegativesRankingLoss(多负例排名损失)
MegaBatchMarginLoss(超大批次间隔损失)|\n", + "|带分数的句对样本|ContrastiveLoss(对比损失)
SoftmaxLoss
CosineSimilarityLoss(余弦相似度损失)|\n", + "|三元组|TripletLoss(三元组损失)|\n", + "|带有标签的单句|BatchAllTripletLoss(全批次处理三元组损失)
BatchHardTripletLoss(批处理硬三元组损失)
BatchHardSoftMarginTripletLoss(批处理软间隔硬三元组损失)
BatchSemiHardTripletLoss(批处理半硬三元组损失)|\n", + "\n", + "接下来我们对每种数据集及其对应的损失函数进行介绍。\n", + "\n", + "> 对损失函数不太了解的伙伴可以先看下本章附损失函数浅析,为学习接下来内容做下铺垫。\n", + "#### 1.1句对样本\n", + "相似的句子对,比如问题-答案、全文-摘要以及意思相同的问题" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'sequence': ['Datawhale是什么?', 'Datawhale是一个专注于数据科学与AI领域的开源组织。']}\n" + ] + } + ], + "source": [ + "from datasets import Dataset\n", + "sequence = [['Datawhale是什么?','Datawhale是一个专注于数据科学与AI领域的开源组织。'], ['llm_universe是什么?','llm_universe是一个面向小白开发者的大模型应用开发教程。']]\n", + "\n", + "ds = Dataset.from_dict({'sequence': sequence})\n", + "print(ds[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "句对样本类型的数据在微调向量模型时支持的格式为`Texts: (anchor, positive) pairs`(anchor为第一句为锚定句、参考句,与第二句positive是相似的一组正例),常用的损失函数有两种:\n", + "1. `MultipleNegativesRankingLoss(多负例排名损失)`:该损失函数会把大小为n的批次数据中当前句对样本作为正例,把当前句对样本的`anchor`与当前句对样本外其他样本的`positive`作为反例,通过余弦相似度等相似函数获得它们之间的相似程度,最后将得分与能够指示正例与负例关系的标签传入交叉熵损失函数计算并得到损失。因此该损失函数的性能随着批次的增加而提高。\n", + "$$L=-\\frac{1}{n}\\sum_{i=1}^{n}\\bigg[S(x_i,y_i)-log\\sum_{j=1}^{n}e^{S(x_i,y_j)}\\bigg]$$\n", + "其中$n$为批次大小,$x_i$、$y_i$是第$i$个`anchor`与`positive`,S表示将输入的两个句子向量化并计算相似度。实例化时需要提供`model`一个参数,默认的相似函数为余弦相似度,如果使用点积相似度的话需要额外设置`scale=1, similarity_fct=util.dot_score`。\n", + "\n", + "2. `MegaBatchMarginLoss(超大批次间隔损失)`:该损失函数会为批次中每个句对样本的`anchor`从该批次其他句对样本中的`positive`寻找余弦相似度最低的句子作为该句对样本的`negative`,使用该损失函数时建议批次大小为500及以上,最后得到的损失为:\n", + "$$L=\\frac{1}{n}\\sum_{i=1}^{n}[max(0,positive \\, margin-cos \\, sim(\\vec{anchor},\\vec{positive}))+max(0,cos \\, sim(\\vec{anchor},\\vec{negative})-negative \\, margin)]$$\n", + "其中$n$为批次大小,$positive \\, margin$为期待微调后`anchor`与`positive`的余弦相似度,$negative \\, margin$为期待微调后`anchor`与`negative`的余弦相似度。\n", + "实例化该损失函数时,需要提供`model`一个参数,当然我们也可以指定`positive_margin`与`negative_margin`。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1.2 带分数的句对样本\n", + "一对句子以及描述他们之间相似程度的标签" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'premise': 'Datawhale是一个专注于数据科学与AI领域的开源组织。',\n", + " 'hypothesis': '我今天很开心!',\n", + " 'label': 0}" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "premise = ['Datawhale是一个专注于数据科学与AI领域的开源组织。', 'Datawhale是一个专注于数据科学与AI领域的开源组织。', 'Datawhale是一个专注于数据科学与AI领域的开源组织。']\n", + "hypothesis = ['我今天很开心!','我参加了Datawhale的组队学习' , 'Datawhale是一个开源组织。']\n", + "# 用0,1,2表示句子之间的相似程度, 分别为不相似、部分相似、相似\n", + "label = [0, 1, 2]\n", + "\n", + "ds = Dataset.from_dict({'premise': premise, 'hypothesis': hypothesis, 'label': label})\n", + "ds[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "该类型数据在微调向量模型时要将数据转换为`Sentence Transformers`支持的格式一般为`Texts: (sentence_A, sentence_B) pairs, Labels: class`,常用的损失函数有三种可以选用,但需要的数据格式却有细微的差别:\n", + "1. `ContrastiveLoss`(对比损失):该损失函数适用于数据只有两类的数据集,公式为:\n", + "$$L=\\frac{1}{n}\\sum_{i=1}^{n}\\{(1-label_i)\\frac{1}{2}(cos \\, dis(\\vec{sent\\_A_i},\\vec{sent\\_B_i}))^2+(label_i)\\frac{1}{2}[max(0,margin-cos \\, dis(\\vec{sent\\_A_i},\\vec{sent\\_B_i}))]^2\\}$$\n", + "\n", + "其中$n$为批次大小,0为不相似,1为相似,$margin$为`label`值为0的句对样本中`sentence_A, sentence_B`的最小距离阈值,$cos \\, dis(\\vec{a},\\vec{b})$表示向量$\\vec{a}$与$\\vec{b}$的余弦距离。在实例化时至少需要`model`一个参数,除此之外我们还可以指定$margin$或者将余弦距离替换为曼哈顿距离、欧氏距离;\n", + "\n", + "2. `SoftmaxLoss`:该损失函数适用于数据标签为多类的数据集,原理如下图所示通过将sentence_A, sentence_B向量化后得到的u、v以及|u-v|拼接到一起传入Softmax分类器并得到该句对在各类别的概率,最后的损失由交叉熵损失函数计算得出。\n", + "
\n", + " \"SoftmaxLoss\"\n", + "
\n", + "\n", + "该损失函数实例化时至少需要`model`需要微调的模型、`sentence_embedding_dimension`模型向量化句子输出的维度以及`num_labels`类别数量三个参数;\n", + "\n", + "3. `CosineSimilarityLoss`(余弦相似度损失):该损失函数会计算sentence_A, sentence_B向量化后的余弦相似度,并将得到的余弦相似度与`label`值传入平均平方误差损失函数(MSE)得出。其中`Labels`为两个句子的相似度格式为0至1之间的浮点数,实例化时需要`model`一个参数。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 1.3 三元组\n", + "三元组格式的数据分别为锚定句(anchor)、与锚定句语义相近的正句(positive)以及与锚定句语义相反的反句(negative)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'anchor': '我该怎么学习RAG?', 'positive': '大家是怎么学习RAG的?', 'negative': 'RAG是什么?'}\n" + ] + } + ], + "source": [ + "anchor = ['我该怎么学习RAG?', '我要如何养花?']\n", + "positive = ['大家是怎么学习RAG的?', '养花时要注意什么?']\n", + "negative = ['RAG是什么?', '玫瑰花有多少种?']\n", + "\n", + "ds = Dataset.from_dict({'anchor': anchor, 'positive': positive, 'negative': negative})\n", + "print(ds[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "该类型数据在微调向量模型时支持的格式为`Texts: (anchor, positive, negative) triplets`,常用的损失函数为`TripletLoss`(三元组损失):\n", + "$$L=max(||\\vec{anc}-\\vec{pos}||^2-||\\vec{anc}-\\vec{neg}||^2+margin,0)$$\n", + "其中`margin`是正负距离之间的松弛间隔,$||\\vec{a}-\\vec{b}||^2$表示向量$\\vec{a}$与$\\vec{b}$之间的欧氏距离,在实例化时至少需要`model`一个参数,也可以自己设置松弛间隔`margin`。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.4 带有标签的单句\n", + "单个句子以及描述单句类别的标签(最少有两种类别且每个标签类最少两个示例)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'question': 'Datawhale是什么?', 'label': 0}\n" + ] + } + ], + "source": [ + "question = ['Datawhale是什么?', 'llm_universe是什么?', '我今天的早餐是豆浆。', '我好想吃火锅呀!']\n", + "# 0:计算机、互联网,1:饮食\n", + "label = [0, 0, 1, 1]\n", + "\n", + "ds = Dataset.from_dict({'question': question, 'label': label})\n", + "print(ds[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "该类型数据在微调向量模型时支持的格式为`Texts: single sentences, Labels: class`,常用的损失函数有四种:\n", + "1. `BatchAllTripletLoss`(全批次处理三元组损失):该损失函数将批次单句生成所有可能的三元组,并使用`TripletLoss`计算损失,因此每个批次中数据至少有两类,每类至少有两个示例。在实例化时至少需要`model`一个参数,也可以自己设置松弛间隔`margin`。\n", + "2. `BatchHardTripletLoss`(批处理硬三元组损失):该损失函数只使用每个锚点对应的最远的`positive`与最近的`negative`作为三元组,在实例化时至少需要`model`一个参数,同样可以自己设置松弛间隔`margin`。\n", + "3. `BatchHardSoftMarginTripletLoss`(批处理软间隔硬三元组损失):与`BatchHardTripletLoss`大体相同只不过最后的损失使用对数函数与指数函数计算,所以松弛间隔是软的,不需要人为设置,在实例化时只需要给出`model`参数即可。\n", + "4. `BatchSemiHardTripletLoss`(批处理半硬三元组损失):同样生成三元组并使用`TripletLoss`计算损失,但生成条件需满足`dis(anchor, positive) 注:微调向量模型效果不一定提升,微调对数据集质量与数量都有一定要求,如果数据集相对于模型参数过小则会导致模型出现过拟合的现象。" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "from matplotlib import pyplot as plt\n", + "\n", + "eval_small_df = pd.read_csv('./medical_bge_small/eval/binary_classification_evaluation_med-dev_results.csv')\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(eval_small_df['epoch'], eval_small_df['cossim_accuracy'], label='medical_bge_small')\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('cossim_accuracy')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 二、使用llm构建数据集\n", + "\n", + "网络上很难找到与项目匹配的中文数据集,这种情况下,我们可以借助大语言模型使用项目所涉及的知识构建属于自己的数据集。LangChain虽然在大模型应用开发方面提供了高效的API但是并没有涉及到模型微调,因此在本节我们使用自定义方法借助智谱与OpenAi的大语言模型根据自己的知识库构建数据集。\n", + "> 本小节内容参考[LLamaIndex Finetune Embeddings](https://docs.llamaindex.ai/en/stable/examples/finetuning/embeddings/finetune_embedding/)与[langchain.chains.qa_generation.base.QAGenerationChain](https://api.python.langchain.com/en/latest/chains/langchain.chains.qa_generation.base.QAGenerationChain.html#langchain.chains.qa_generation.base.QAGenerationChain)部分内容,并对数据集结构以及大模型调用做了优化。\n", + "\n", + "我们先使用 `PyMuPDFLoader` 加载内容,加载之后的 `pdf_pages`格式为`List[Document]`。每个`Document`都有`page_content`正文以及`metadata`元数据等属性。" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.document_loaders.pdf import PyMuPDFLoader\n", + "\n", + "# 创建一个 PyMuPDFLoader Class 实例,输入为待加载的 pdf 文档路径\n", + "loader = PyMuPDFLoader(\"../../../data_base/knowledge_db/pumkin_book/pumpkin_book.pdf\")\n", + "\n", + "# 调用 PyMuPDFLoader Class 的函数 load 对 pdf 文件进行加载\n", + "pdf_pages = loader.load()\n", + "# 第13页为南瓜书第一页正文,因此从13页开始\n", + "train_pages = pdf_pages[13:15]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "接下来我们遍历`Document`,对`page_content`进行数据清洗,删除无意义的字符与文字,使数据便于大模型理解。" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "\n", + "def clean_text(text: str):\n", + " # 删除每页开头与结尾标语及链接\n", + " text = re.sub(r'→_→\\n欢迎去各大电商平台选购纸质版南瓜书《机器学习公式详解》\\n←_←', '', text)\n", + " text = re.sub(r'→_→\\n配套视频教程:https://www.bilibili.com/video/BV1Mh411e7VU\\n←_←', '', text)\n", + " # 删除字符串开头的空格\n", + " text = re.sub(r'\\s+', '', text)\n", + " # 删除回车\n", + " text = re.sub(r'\\n+', '', text)\n", + "\n", + " return text\n", + "\n", + "for page in train_pages:\n", + " page.page_content = clean_text(page.page_content)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "将清洗好的数据传入`docs_generate_qa_pairs`方法,docs_generate_qa_pairs接收三个参数:\n", + "1. docs:格式为`List[Document]`的文档。\n", + "2. num_questions_per_page:每页生成的QA对数量,默认为2。\n", + "3. moedl:生成QA对所使用的模型,默认为智谱的`glm-4`。\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 2/2 [00:46<00:00, 23.31s/it]\n" + ] + } + ], + "source": [ + "from generate_qa_pairs import docs_generate_qa_pairs\n", + "\n", + "qa_pairs = docs_generate_qa_pairs(docs=train_pages)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "返回的结果为`QaPairs`类,我们可以通过调用`QaPairs.qa_pairs`的`'query'`与`'answer'`的返回问题与问题对应的答案。" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "第1个问题:请根据提供的上下文信息,解释“特征工程”在机器学习中的作用,并给出一个具体的例子。\n", + "第1个答案:显然,用中文书写向量的方式不够“数学”,因此需要将属性值进一步数值化,具体例子参见“西瓜书”第3章3.2。此外,仅靠以上3个特征来刻画西瓜显然不够全面细致,因此还需要扩展更多维度的特征,一般称此类与特征处理相关的工作为“特征工程”。\n", + "\n", + "第2个问题:在机器学习的流程中,为什么要将数据集分为训练集和测试集?这样做有什么好处?\n", + "第2个答案:模型:机器学习的一般流程如下:首先收集若干样本(假设此时有100个),然后将其分为训练样本(80个)和测试样本(20个),其中80个训练样本构成的集合称为“训练集”,20个测试样本构成的集合称为“测试集”,接着选用某个机器学习算法,让其在训练集上进行“学习”(或称为“训练”),然后产出得到“模型”(或称为“学习器”),最后用测试集来测试模型的效果。\n", + "\n", + "第3个问题:如何根据标记的取值类型来区分机器学习任务中的“分类”和“回归”任务?请提供原文中相应的定义和标记数值化的例子。\n", + "第3个答案:当标记取值为离散型时,称此类任务为“分类”,例如学习西瓜是好瓜还是坏瓜、学习猫的图片是白猫还是黑猫等。当分类的类别只有两个时,称此类任务为“二分类”,通常称其中一个为“正类”,另一个为“反类”或“负类”;当分类的类别超过两个时,称此类任务为“多分类”。由于标记也属于样本的一部分,通常也需要参与运算,因此也需要将其数值化,例如对于二分类任务,通常将正类记为1,反类记为0,即Y={0,1}。这只是一般默认的做法,具体标记该如何数值化可根据具体机器学习算法进行相应地调整,例如第6章的支持向量机算法则采用的是Y={−1,+1};当标记取值为连续型时,称此类任务为“回归”,例如学习预测西瓜的成熟度、学习预测未来的房价等。由于是连续型,因此标记的所有可能取值无法直接罗列,通常只有取值范围,回归任务的标记取值范围通常是整个实数域R,即Y=R。\n", + "\n", + "第4个问题:在机器学习中,什么是“泛化”能力?请根据原文解释为什么泛化能力是衡量一个模型好坏的关键,并给出相应的例子。\n", + "第4个答案:泛化:由于机器学习的目标是根据已知来对未知做出尽可能准确的判断,因此对未知事物判断的准确与否才是衡量一个模型好坏的关键,我们称此为“泛化”能力。例如学习西瓜好坏时,假设训练集中共有3个样本:{(x1=(青绿;蜷缩),y1=好瓜),(x2=(乌黑;蜷缩),y2=好瓜),(x3=(浅白;蜷缩),y3=好瓜)},同时假设判断西瓜好坏的真相是“只要根蒂蜷缩就是好瓜”,如果应用算法A在此训练集上训练得到模型fa(x),模型a学到的规律是“色泽等于青绿、乌黑或者浅白时,同时根蒂蜷缩即为好瓜,否则便是坏瓜”,再应用算法B在此训练集上训练得到模型fb(x),模型fb(x)学到的规律是“只要根蒂蜷缩就是好瓜”,因此对于一个未见过的西瓜样本x=(金黄;蜷缩)来说,模型fa(x)给出的预测结果为“坏瓜”,模型fb(x)给出的预测结果为“好瓜”,此时我们称模型fb(x)的泛化能力优于模型fa(x)。通过以上举例可知,尽管模型fa(x)和模型fb(x)对训练集学得一样好,即两个模型对训练集中每个样本的判断都对,但是其所学到的规律是不同的。导致此现象最直接的原因是算法的不同,但是算法通常是有限的,可穷举的,尤其是在特定任务场景下可使用的算法更是有限,因此,数据便是导致此现象的另一重要原因,这也就是机器学习领域常说的“数据决定模型的上限,而算法则是让模型无限逼近上限”。\n", + "\n" + ] + } + ], + "source": [ + "for i in range(len(qa_pairs.qa_pairs)):\n", + " print('第{}个问题:{}'.format(i + 1, qa_pairs.qa_pairs[i]['query']))\n", + " print('第{}个答案:{}'.format(i + 1, qa_pairs.qa_pairs[i]['answer']), end='\\n\\n')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "生成的数据可以使用`save_json`来保存为json格式。" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "qa_pairs.save_json(\"train_dataset.json\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "保存的数据同样可以调用`from_json`方法读取。" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from generate_qa_pairs import QaPairs\n", + "\n", + "qa_pairs = QaPairs.from_json('train_dataset.json')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们可以轻松将生成的qa_pairs转为DataLoader格式,来微调向量模型微调。" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# 将单个qa对转为InputExample并存入列表\n", + "examples = [InputExample(texts=[qa_pair['query'], qa_pair['answer']]) for qa_pair in qa_pairs.qa_pairs]\n", + "# 将数据集转换为DataLoader形式\n", + "train_dataloader = DataLoader(train_examples, shuffle=True, batch_size=32)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> 问答对生成成功率会受文本内容与num_questions_per_page影响,实测内容为南瓜书、模型为glm-4、num_questions_per_page为1时正确生成给定格式问答对的概率为92.44%,当num_questions_per_page为2时正确生成给定格式问答对的概率降为22.86%。\n", + "\n", + "> 除此之外还有自定义方法`list_generate_qa_pairs`,它与`docs_generate_qa_pairs`除了接受参数格式为`List[str]`之外效果跟`docs_generate_qa_pairs`完全一样,因此也支持从其他方法读取的数据生成问答对。" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**参考:**\n", + "1. [Hugging Face:Train and Fine-Tune Sentence Transformers Models](https://huggingface.co/blog/how-to-train-sentence-transformers)\n", + "2. [Sentence Transformers > Losses](https://sbert.net/docs/package_reference/sentence_transformer/losses.html)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llm_universe_2.x", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/chunk_mode_recall.csv" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/chunk_mode_recall.csv" new file mode 100644 index 0000000..07a9508 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/chunk_mode_recall.csv" @@ -0,0 +1,4 @@ +,top_1,top_3,top_5,top_10 +fixed_chunk,0.5454545454545454,0.7272727272727273,0.7909090909090909,0.8181818181818182 +recursive_chunk,0.6272727272727273,0.6909090909090909,0.7636363636363637,0.8272727272727273 +semantic_recursive_chunk,0.6181818181818182,0.7090909090909091,0.7454545454545455,0.8 diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/chunksize_recall.csv" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/chunksize_recall.csv" new file mode 100644 index 0000000..90f2b11 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/chunksize_recall.csv" @@ -0,0 +1,5 @@ +,top_1,top_3,top_5,top_10 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z+n?-FAc!~6^!=~GJp?mD1L$oQsM&2JLk?yWOGBeQ#{Gmi4c+Y=1U8I#6YU3pd}l_5 z{5|VnYiwtB$NV<*-jN_wdi7k2T__O5`yd^J0;tID`aU|ij)YJs3cS&A3k`yJAA|@e zICdC<^GFCep$CqajnE*7_d$p_bIijKtVcpnMZ^~?G(aGT_d$s7?Z*#8upbH09}s>) zM;ir#cprptk3Df1f^8qf&yldh^Tj{Ka%u+$32|Wd_^>S;p0fOTdgJci=?5k-51)Q` zTJ7iQ#t>ZO)elXw9R@f!b@lUf2t*tO_oqtzHIa4r?1Mws`_J}3-*@(pfovsNbYMaN P8vIEBE8@h$1zZ0YX++xD literal 0 HcmV?d00001 diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/data/Company.csv" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/data/Company.csv" new file mode 100644 index 0000000..154ab30 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/data/Company.csv" @@ -0,0 +1,6285 @@ +EmployeeID,birthdate_key,age,city_name,department,job_title,gender +1318,1/3/1954,61,Vancouver,Executive,CEO,M +1319,1/3/1957,58,Vancouver,Executive,VP Stores,F +1320,1/2/1955,60,Vancouver,Executive,Legal Counsel,F +1321,1/2/1959,56,Vancouver,Executive,VP Human Resources,M +1322,1/9/1958,57,Vancouver,Executive,VP Finance,M +1323,1/9/1962,53,Vancouver,Executive,"Exec Assistant, VP Stores",M +1325,1/13/1964,51,Vancouver,Executive,"Exec Assistant, Legal Counsel",F +1328,1/17/1956,59,Vancouver,Executive,CHief Information Officer,F +1329,1/23/1967,48,Terrace,Store Management,Store Manager,F +1330,1/25/1967,48,Terrace,Meats,Meats Manager,F +1331,1/28/1965,50,Nanaimo,Store Management,Store Manager,F +1332,2/5/1955,60,Vancouver,Executive,"Exec Assistant, Human Resources",F +1334,2/6/1961,54,Vancouver,Executive,"Exec Assistant, Finance",M +1335,2/7/1962,53,Vancouver,Recruitment,"Director, Recruitment",F +1338,2/16/1949,66,Vancouver,Training,"Director, Training",M +1339,2/19/1949,66,Nelson,Store Management,Store Manager,F +1340,2/19/1949,66,Kelowna,Store Management,Store Manager,M +1341,2/21/1949,66,Vancouver,Labor Relations,"Director, Labor Relations",M +1343,2/24/1949,66,Victoria,Store Management,Store Manager,F +1344,2/25/1949,66,Vancouver,HR Technology,"Director, HR Technology",F +1346,3/4/1949,66,Vancouver,Employee Records,"Director, Employee Records",F +1347,3/4/1949,66,Victoria,Meats,Meats Manager,M +1351,3/9/1949,66,Vancouver,Compensation,"Director, Compensation",M +1352,3/11/1949,66,Vancouver,Legal,Corporate Lawyer,F +1353,3/13/1949,66,Kamloops,Store Management,Store Manager,M +1355,3/15/1949,66,Vancouver,Legal,Corporate Lawyer,M +1357,3/14/1949,66,Vancouver,Legal,Corporate Lawyer,M +1358,3/14/1949,66,Victoria,Produce,Produce Manager,M +1359,3/16/1949,66,Nanaimo,Meats,Meats Manager,F +1360,3/17/1949,66,Vancouver,Accounts Receiveable,"Director, Accounts Receivable",F +1362,3/18/1949,66,Kamloops,Meats,Meats Manager,F +1363,3/20/1949,66,Victoria,Bakery,Bakery Manager,M +1365,3/24/1949,66,Fort St John,Store Management,Store Manager,F +1366,3/26/1949,66,Vancouver,Information Technology,Systems Analyst,M +1367,3/27/1949,66,Surrey,Store Management,Store Manager,M +1370,4/1/1949,66,Vancouver,Accounts Payable,"Director, Accounts Payable",F +1372,4/5/1949,66,Vancouver,Audit,"Director, Audit",M +1373,4/4/1949,66,Vancouver,Accounting,"Director, Accounting",F +1374,4/6/1949,66,Kelowna,Meats,Meats Manager,M +1376,4/11/1949,66,Vancouver,Investment,"Director, Investments",M +1377,4/15/1949,66,Victoria,Dairy,Dairy Person,F +1380,4/15/1949,66,Vancouver,Recruitment,Recruiter,F +1381,4/17/1949,66,Vancouver,Recruitment,Recruiter,F +1382,4/20/1949,66,Vancouver,Recruitment,Recruiter,F +1383,4/20/1949,66,Vernon,Store Management,Store Manager,M +1385,4/23/1949,66,Vancouver,Recruitment,Recruiter,M +1386,4/30/1949,66,Victoria,Processed Foods,Processed Foods Manager,M +1388,5/6/1949,66,Nanaimo,Produce,Produce Manager,M +1389,5/6/1949,66,Quesnel,Store Management,Store Manager,M +1390,5/7/1949,66,Vancouver,Recruitment,Recruiter,F +1391,5/7/1949,66,Chilliwack,Store Management,Store Manager,M +1392,5/8/1949,66,Vancouver,Recruitment,Recruiter,M +1394,5/10/1949,66,Victoria,Customer Service,Customer Service Manager,F +1395,5/11/1949,66,Vancouver,Recruitment,Recruiter,F +1396,5/10/1949,66,Vernon,Meats,Meats Manager,M +1397,5/11/1949,66,Quesnel,Meats,Meats Manager,F +1399,5/17/1949,66,Terrace,Produce,Produce Manager,F +1400,5/16/1949,66,Vancouver,Recruitment,Recruiter,F +1401,5/18/1949,66,Dawson Creek,Store Management,Store Manager,F +1402,5/20/1949,66,Vancouver,Training,Trainer,F +1403,5/28/1949,66,Kelowna,Produce,Produce Manager,M +1404,5/27/1949,66,Vancouver,Training,Trainer,F +1405,5/31/1949,66,Vancouver,Training,Trainer,M +1406,6/2/1949,66,Vancouver,Training,Trainer,M +1408,6/12/1949,66,Nanaimo,Bakery,Bakery Manager,F +1409,6/12/1949,66,Vancouver,Information Technology,Systems Analyst,M +1411,6/13/1949,66,Dawson Creek,Meats,Meat Cutter,F +1412,6/16/1949,66,Vancouver,Information Technology,Systems Analyst,M +1413,6/16/1949,66,Vancouver,Information Technology,Systems Analyst,M +1414,6/18/1949,66,Vancouver,Information Technology,Systems Analyst,M +1417,6/30/1949,66,Squamish,Store Management,Store Manager,F +1419,7/5/1949,66,New Westminster,Store Management,Store Manager,F +1421,7/12/1949,66,Victoria,Store Management,Store Manager,M +1422,7/18/1949,66,Vancouver,Dairy,Dairy Person,M +1425,7/20/1949,66,Vancouver,Dairy,Dairy Person,M +1427,7/30/1949,66,Surrey,Meats,Meats Manager,F +1428,8/1/1949,66,Victoria,Meats,Meats Manager,M +1430,8/1/1949,66,Vancouver,Dairy,Dairy Person,M +1431,8/4/1949,66,Victoria,Produce,Produce Manager,M +1433,8/10/1949,66,Victoria,Bakery,Bakery Manager,F +1434,8/14/1949,66,Kamloops,Produce,Produce Manager,M +1435,8/15/1949,66,Port Coquitlam,Store Management,Store Manager,M +1436,8/18/1949,66,Terrace,Bakery,Bakery Manager,F +1438,8/23/1949,66,Cortes Island,Dairy,Dairy Person,M +1439,8/27/1949,66,Burnaby,Store Management,Store Manager,M +1440,8/26/1949,66,Victoria,Dairy,Dairy Person,M +1441,8/29/1949,66,Vancouver,Labor Relations,Labor Relations Analyst,F +1442,8/29/1949,66,Surrey,Produce,Produce Manager,F +1444,9/3/1949,66,Kelowna,Bakery,Bakery Manager,F +1445,9/4/1949,66,Vernon,Produce,Produce Manager,M +1446,9/5/1949,66,Vernon,Bakery,Bakery Manager,F +1447,9/5/1949,66,Vancouver,Labor Relations,Labor Relations Analyst,M +1448,9/6/1949,66,Vancouver,Labor Relations,Labor Relations Analyst,M +1449,9/14/1949,66,Squamish,Meats,Meats Manager,F +1453,10/1/1949,66,Kelowna,Dairy,Dairy Person,M +1456,10/4/1949,66,Nanaimo,Dairy,Dairy Manager,F +1458,10/11/1949,66,Vancouver,Labor Relations,Labor Relations Analyst,M +1460,10/12/1949,66,Kamloops,Dairy,Dairy Person,M +1461,10/12/1949,66,Vancouver,Labor Relations,Labor Relations Analyst,F +1463,10/15/1949,66,Vancouver,HR Technology,HRIS Analyst,F +1465,10/16/1949,66,Kelowna,Processed Foods,Processed Foods Manager,F +1466,10/18/1949,66,Kamloops,Bakery,Bakery Manager,M +1469,10/20/1949,66,Vancouver,HR Technology,HRIS Analyst,M +1470,10/23/1949,66,Vancouver,HR Technology,HRIS Analyst,F +1474,11/2/1949,66,Fort St John,Meats,Meats Manager,F +1475,11/4/1949,66,Vancouver,HR Technology,HRIS Analyst,F +1476,11/7/1949,66,Bella Bella,Store Management,Store Manager,M +1480,11/13/1949,66,Vancouver,HR Technology,HRIS Analyst,F +1481,11/12/1949,66,Cranbrook,Store Management,Store Manager,F +1482,11/16/1949,66,Quesnel,Produce,Produce Manager,M +1483,11/22/1949,66,Williams Lake,Meats,Meats Manager,F +1484,11/22/1949,66,Vancouver,HR Technology,HRIS Analyst,M +1485,11/22/1949,66,Vancouver,HR Technology,HRIS Analyst,F +1486,11/24/1949,66,Vancouver,Employee Records,Benefits Admin,M +1487,11/25/1949,66,Vancouver,HR Technology,HRIS Analyst,M +1488,11/25/1949,66,Vancouver,Employee Records,Benefits Admin,M +1489,11/27/1949,66,Victoria,Processed Foods,Processed Foods Manager,F +1490,11/30/1949,66,Vernon,Dairy,Dairy Person,F +1491,11/30/1949,66,Trail,Store Management,Store Manager,F +1492,12/2/1949,66,Victoria,Customer Service,Customer Service Manager,F +1494,12/3/1949,66,Victoria,Meats,Meat Cutter,M +1495,12/4/1949,66,Vernon,Processed Foods,Processed Foods Manager,F +1497,12/13/1949,66,Vancouver,Employee Records,Benefits Admin,F +1498,12/14/1949,66,Vancouver,Employee Records,Benefits Admin,F +1499,12/15/1949,66,Victoria,Meats,Meat Cutter,F +1500,12/19/1949,66,Vancouver,Employee Records,Benefits Admin,F +1502,12/20/1949,66,Prince George,Store Management,Store Manager,F +1512,12/30/1949,66,Cranbrook,Meats,Meats Manager,M +1513,1/1/1950,65,Richmond,Store Management,Store Manager,F +1516,1/5/1950,65,Vancouver,Compensation,Compensation Analyst,F +1517,1/5/1950,65,Vancouver,Compensation,Compensation Analyst,M +1522,1/15/1950,65,Kelowna,Customer Service,Customer Service Manager,F +1523,1/19/1950,65,Vancouver,Compensation,Compensation Analyst,M +1524,1/21/1950,65,Vancouver,Accounts Receiveable,Accounts Receiveable Clerk,F +1527,1/31/1950,65,Terrace,Dairy,Dairy Person,F +1528,1/30/1950,65,Victoria,Meats,Meat Cutter,M +1529,1/30/1950,65,Vancouver,Accounts Receiveable,Accounts Receiveable Clerk,M +1530,2/1/1950,65,Vernon,Customer Service,Customer Service Manager,F +1532,2/2/1950,65,Kamloops,Dairy,Dairy Person,M +1533,2/4/1950,65,Vancouver,Accounts Receiveable,Accounts Receiveable Clerk,F +1534,2/4/1950,65,Cranbrook,Produce,Produce Manager,F +1535,2/6/1950,65,Vancouver,Accounts Receiveable,Accounts Receiveable Clerk,M +1536,2/6/1950,65,Kamloops,Processed Foods,Processed Foods Manager,M +1538,2/6/1950,65,Vancouver,Accounts Payable,Accounts Payable Clerk,F +1541,2/11/1950,65,Vernon,Meats,Meat Cutter,F +1542,2/13/1950,65,Cranbrook,Bakery,Bakery Manager,F +1543,2/13/1950,65,Vancouver,Accounts Payable,Accounts Payable Clerk,F +1544,2/15/1950,65,Trail,Meats,Meats Manager,M +1545,2/20/1950,65,Dawson Creek,Bakery,Baker,F +1546,2/23/1950,65,Nanaimo,Processed Foods,Processed Foods Manager,M +1547,2/22/1950,65,Nanaimo,Customer Service,Customer Service Manager,F +1548,2/23/1950,65,Kelowna,Meats,Meat Cutter,F +1549,2/26/1950,65,Nanaimo,Meats,Meat Cutter,M +1550,2/26/1950,65,Vancouver,Accounts Payable,Accounts Payable Clerk,M +1552,3/1/1950,65,Terrace,Processed Foods,Processed Foods Manager,F +1553,3/4/1950,65,Vernon,Meats,Meat Cutter,M +1554,3/4/1950,65,Victoria,Meats,Meat Cutter,M +1556,3/5/1950,65,Cranbrook,Dairy,Dairy Person,M +1558,3/8/1950,65,Cranbrook,Processed Foods,Processed Foods Manager,F +1559,3/11/1950,65,Vancouver,Audit,Auditor,M +1560,3/14/1950,65,Vancouver,Audit,Auditor,F +1562,3/20/1950,65,Fort St John,Produce,Produce Manager,F +1566,4/1/1950,65,Vancouver,Audit,Auditor,M +1567,4/5/1950,65,Kelowna,Meats,Meat Cutter,F +1568,4/7/1950,65,Squamish,Produce,Produce Manager,F +1569,4/9/1950,65,Nanaimo,Meats,Meat Cutter,M +1571,4/10/1950,65,Vancouver,Accounting,Accounting Clerk,F +1573,4/12/1950,65,Trail,Bakery,Bakery Manager,M +1574,4/14/1950,65,Trail,Dairy,Dairy Person,M +1575,4/26/1950,65,Nanaimo,Meats,Meat Cutter,M +1578,5/3/1950,65,Vancouver,Accounting,Accounting Clerk,F +1579,5/4/1950,65,Vancouver,Accounting,Accounting Clerk,F +1580,5/6/1950,65,Fort St John,Bakery,Bakery Manager,F +1581,5/8/1950,65,Squamish,Bakery,Bakery Manager,M +1585,5/24/1950,65,Nanaimo,Meats,Meat Cutter,M +1586,5/24/1950,65,Victoria,Meats,Meat Cutter,M +1587,5/24/1950,65,Prince George,Meats,Meats Manager,F +1588,5/29/1950,65,Victoria,Meats,Meat Cutter,M +1589,5/29/1950,65,Kamloops,Customer Service,Customer Service Manager,F +1590,6/1/1950,65,Cranbrook,Customer Service,Customer Service Manager,M +1592,5/31/1950,65,Vancouver,Accounting,Accounting Clerk,F +1593,6/4/1950,65,Trail,Processed Foods,Processed Foods Manager,M +1594,6/5/1950,65,Vancouver,Accounting,Accounting Clerk,F +1595,6/6/1950,65,Terrace,Customer Service,Customer Service Manager,F +1596,6/9/1950,65,Vancouver,Investment,Investment Analyst,M +1597,6/10/1950,65,Vancouver,Investment,Investment Analyst,M +1598,6/13/1950,65,Vancouver,Investment,Investment Analyst,F +1599,6/14/1950,65,Surrey,Bakery,Bakery Manager,M +1600,6/14/1950,65,Victoria,Meats,Meat Cutter,M +1603,6/21/1950,65,Vancouver,Store Management,Store Manager,F +1610,7/5/1950,65,Nanaimo,Meats,Meat Cutter,M +1611,7/6/1950,65,Vancouver,Meats,Meats Manager,M +1612,7/8/1950,65,Vancouver,Produce,Produce Manager,F +1613,7/11/1950,65,Grand Forks,Store Management,Store Manager,M +1615,7/16/1950,65,West Vancouver,Store Management,Store Manager,F +1616,7/20/1950,65,Surrey,Dairy,Dairy Person,F +1617,7/20/1950,65,Victoria,Meats,Meat Cutter,F +1618,7/26/1950,65,Vancouver,Bakery,Bakery Manager,F +1619,7/27/1950,65,Nanaimo,Meats,Meat Cutter,F +1621,7/31/1950,65,Victoria,Meats,Meat Cutter,F +1624,8/3/1950,65,Vancouver,Dairy,Dairy Person,F +1627,8/10/1950,65,Vancouver,Processed Foods,Processed Foods Manager,F +1628,8/11/1950,65,Kamloops,Meats,Meat Cutter,F +1631,8/20/1950,65,Vancouver,Customer Service,Customer Service Manager,F +1632,8/22/1950,65,Prince George,Produce,Produce Manager,F +1633,8/23/1950,65,Nanaimo,Meats,Meat Cutter,F +1634,8/29/1950,65,Burnaby,Meats,Meats Manager,F +1636,9/1/1950,65,Burnaby,Produce,Produce Manager,M +1638,9/4/1950,65,Vancouver,Store Management,Store Manager,F +1640,9/8/1950,65,Kelowna,Meats,Meat Cutter,M +1642,9/9/1950,65,Abbotsford,Store Management,Store Manager,M +1643,9/11/1950,65,Prince George,Bakery,Bakery Manager,F +1644,9/18/1950,65,Squamish,Dairy,Dairy Person,M +1645,9/27/1950,65,New Westminster,Meats,Meats Manager,M +1647,9/30/1950,65,Prince George,Dairy,Dairy Person,M +1650,10/5/1950,65,Victoria,Meats,Meat Cutter,F +1651,10/8/1950,65,New Westminster,Produce,Produce Manager,F +1652,10/11/1950,65,Kelowna,Meats,Meat Cutter,M +1653,10/12/1950,65,Prince George,Processed Foods,Processed Foods Manager,F +1655,10/15/1950,65,Cranbrook,Meats,Meat Cutter,F +1656,10/18/1950,65,Vancouver,Meats,Meats Manager,F +1658,10/19/1950,65,New Westminster,Bakery,Bakery Manager,M +1662,10/30/1950,65,Trail,Customer Service,Customer Service Manager,M +1664,11/1/1950,65,Vancouver,Produce,Produce Manager,F +1668,11/12/1950,65,New Westminster,Dairy,Dairy Person,F +1670,11/24/1950,65,Nanaimo,Meats,Meat Cutter,M +1671,11/26/1950,65,Quesnel,Bakery,Bakery Manager,M +1672,11/28/1950,65,Aldergrove,Store Management,Store Manager,F +1673,11/27/1950,65,Vancouver,Bakery,Bakery Manager,F +1674,12/1/1950,65,New Westminster,Processed Foods,Processed Foods Manager,F +1677,12/6/1950,65,Kamloops,Meats,Meat Cutter,F +1680,12/11/1950,65,Terrace,Meats,Meat Cutter,F +1683,12/17/1950,65,Vancouver,Dairy,Dairy Person,M +1684,12/17/1950,65,Vancouver,Processed Foods,Processed Foods Manager,F +1687,12/21/1950,65,Aldergrove,Meats,Meats Manager,F +1690,12/24/1950,65,Quesnel,Dairy,Dairy Person,F +1691,12/26/1950,65,Vernon,Meats,Meat Cutter,F +1693,12/29/1950,65,Terrace,Meats,Meat Cutter,F +1695,12/28/1950,65,Vancouver,Customer Service,Customer Service Manager,F +1700,1/2/1951,64,Victoria,Meats,Meat Cutter,M +1703,1/13/1951,64,Vancouver,Meats,Meats Manager,F +1705,1/15/1951,64,Richmond,Meats,Meats Manager,M +1706,1/20/1951,64,Kelowna,Meats,Meat Cutter,M +1710,1/24/1951,64,Prince George,Customer Service,Customer Service Manager,M +1711,1/26/1951,64,Victoria,Meats,Meat Cutter,M +1713,1/27/1951,64,Vancouver,Produce,Produce Manager,F +1714,1/30/1951,64,Fort St John,Dairy,Dairy Person,M +1715,1/31/1951,64,Richmond,Produce,Produce Manager,F +1716,1/31/1951,64,Kamloops,Meats,Meat Cutter,M +1717,2/2/1951,64,Cranbrook,Meats,Meat Cutter,F +1718,2/8/1951,64,Vernon,Meats,Meat Cutter,F +1719,2/11/1951,64,Vancouver,Bakery,Bakery Manager,M +1720,2/17/1951,64,Kamloops,Meats,Meat Cutter,F +1721,2/23/1951,64,Cranbrook,Meats,Meat Cutter,M +1722,2/25/1951,64,Victoria,Meats,Meat Cutter,M +1726,3/6/1951,64,Vancouver,Dairy,Dairy Person,M +1728,3/6/1951,64,Vancouver,Processed Foods,Processed Foods Manager,F +1730,3/12/1951,64,Victoria,Meats,Meat Cutter,F +1732,3/11/1951,64,West Vancouver,Meats,Meats Manager,M +1733,3/13/1951,64,Nanaimo,Meats,Meat Cutter,M +1734,3/13/1951,64,Vancouver,Customer Service,Customer Service Manager,F +1735,3/15/1951,64,New Westminster,Customer Service,Customer Service Manager,M +1736,3/23/1951,64,Vancouver,Store Management,Store Manager,M +1739,3/29/1951,64,Kamloops,Meats,Meat Cutter,M +1740,3/30/1951,64,Burnaby,Bakery,Bakery Manager,M +1741,4/3/1951,64,Vancouver,Meats,Meats Manager,M +1742,4/5/1951,64,Victoria,Meats,Meat Cutter,M +1743,4/5/1951,64,Nanaimo,Meats,Meat Cutter,F +1744,4/8/1951,64,Richmond,Dairy,Dairy Person,F +1745,4/11/1951,64,Vancouver,Produce,Produce Manager,M +1750,4/20/1951,64,Kamloops,Meats,Meat Cutter,F +1754,5/2/1951,64,Prince George,Meats,Meat Cutter,M +1755,5/4/1951,64,New Westminster,Meats,Meat Cutter,M +1757,5/5/1951,64,Nanaimo,Meats,Meat Cutter,F +1758,5/12/1951,64,Port Coquitlam,Meats,Meats Manager,F +1762,5/18/1951,64,Kelowna,Meats,Meat Cutter,F +1763,5/21/1951,64,Port Coquitlam,Produce,Produce Manager,M +1767,6/2/1951,64,Vancouver,Bakery,Bakery Manager,M +1768,6/3/1951,64,Langley,Store Management,Store Manager,M +1769,6/4/1951,64,Quesnel,Processed Foods,Processed Foods Manager,M +1770,6/5/1951,64,Vancouver,Dairy,Dairy Person,M +1771,6/6/1951,64,Abbotsford,Meats,Meats Manager,M +1773,6/12/1951,64,Cranbrook,Meats,Meat Cutter,M +1774,6/14/1951,64,Squamish,Processed Foods,Processed Foods Manager,M +1775,6/15/1951,64,Vancouver,Processed Foods,Processed Foods Manager,M +1776,6/18/1951,64,Vancouver,Customer Service,Customer Service Manager,M +1777,6/18/1951,64,Kelowna,Meats,Meat Cutter,F +1779,6/27/1951,64,Burnaby,Dairy,Dairy Person,F +1780,6/30/1951,64,Vancouver,Store Management,Store Manager,F +1781,7/1/1951,64,Vancouver,Meats,Meats Manager,F +1783,7/4/1951,64,Victoria,Meats,Meat Cutter,F +1784,7/8/1951,64,Victoria,Meats,Meat Cutter,M +1786,7/7/1951,64,West Vancouver,Produce,Produce Manager,F +1787,7/10/1951,64,Vancouver,Produce,Produce Manager,F +1788,7/13/1951,64,Vancouver,Bakery,Bakery Manager,F +1789,7/15/1951,64,Victoria,Meats,Meat Cutter,F +1790,7/17/1951,64,Nanaimo,Meats,Meat Cutter,F +1791,7/17/1951,64,Terrace,Meats,Meat Cutter,M +1792,7/18/1951,64,Victoria,Meats,Meat Cutter,F +1793,7/19/1951,64,Aldergrove,Produce,Produce Manager,M +1794,7/21/1951,64,Squamish,Customer Service,Customer Service Manager,M +1795,7/23/1951,64,Vancouver,Dairy,Dairy Person,F +1799,8/3/1951,64,Vancouver,Customer Service,Customer Service Manager,M +1800,8/4/1951,64,Prince George,Meats,Meat Cutter,F +1801,8/12/1951,64,North Vancouver,Meats,Meats Manager,F +1802,8/16/1951,64,Surrey,Processed Foods,Processed Foods Manager,F +1803,8/17/1951,64,Vancouver,Meats,Meat Cutter,F +1804,8/20/1951,64,Vancouver,Meats,Meat Cutter,F +1806,8/23/1951,64,Surrey,Customer Service,Customer Service Manager,F +1808,8/25/1951,64,Nanaimo,Meats,Meat Cutter,F +1810,8/28/1951,64,Kelowna,Meats,Meat Cutter,F +1811,9/1/1951,64,Terrace,Meats,Meat Cutter,M +1812,9/2/1951,64,Squamish,Meats,Meat Cutter,F +1814,9/9/1951,64,Surrey,Meats,Meat Cutter,F +1816,9/17/1951,64,Kelowna,Meats,Meat Cutter,M +1817,9/19/1951,64,Abbotsford,Produce,Produce Manager,M +1820,9/25/1951,64,Vancouver,Meats,Meat Cutter,F +1823,10/6/1951,64,Nanaimo,Meats,Meat Cutter,M +1825,10/9/1951,64,Cranbrook,Meats,Meat Cutter,F +1827,10/12/1951,64,Langley,Meats,Meats Manager,F +1829,10/13/1951,64,Burnaby,Processed Foods,Processed Foods Manager,M +1830,10/13/1951,64,Nanaimo,Meats,Meat Cutter,M +1831,10/15/1951,64,Kelowna,Meats,Meat Cutter,M +1834,10/28/1951,64,Chilliwack,Meats,Meats Manager,M +1835,10/30/1951,64,New Westminster,Meats,Meat Cutter,M +1836,10/30/1951,64,Victoria,Meats,Meat Cutter,M +1839,11/4/1951,64,Vancouver,Meats,Meat Cutter,F +1840,11/3/1951,64,Vancouver,Meats,Meat Cutter,M +1841,11/6/1951,64,Kamloops,Meats,Meat Cutter,F +1844,11/11/1951,64,Cranbrook,Meats,Meat Cutter,F +1845,11/14/1951,64,Vancouver,Meats,Meat Cutter,M +1846,11/14/1951,64,Victoria,Meats,Meat Cutter,M +1848,11/18/1951,64,Squamish,Meats,Meat Cutter,M +1849,11/23/1951,64,Squamish,Meats,Meat Cutter,F +1850,11/25/1951,64,Vancouver,Meats,Meat Cutter,M +1851,11/24/1951,64,Surrey,Meats,Meat Cutter,M +1852,11/26/1951,64,Burnaby,Customer Service,Customer Service Manager,M +1853,11/26/1951,64,New Westminster,Meats,Meat Cutter,F +1855,12/3/1951,64,Victoria,Meats,Meat Cutter,F +1856,12/7/1951,64,Cranbrook,Meats,Meat Cutter,F +1857,12/8/1951,64,West Vancouver,Dairy,Dairy Person,F +1858,12/10/1951,64,Nanaimo,Meats,Meat Cutter,M +1859,12/11/1951,64,White Rock,Store Management,Store Manager,M +1860,12/15/1951,64,Cranbrook,Meats,Meat Cutter,M +1862,12/20/1951,64,Surrey,Meats,Meat Cutter,F +1864,12/23/1951,64,Cranbrook,Meats,Meat Cutter,F +1865,12/24/1951,64,Victoria,Meats,Meat Cutter,M +1866,12/25/1951,64,Squamish,Meats,Meat Cutter,M +1868,12/29/1951,64,Cranbrook,Meats,Meat Cutter,M +1869,12/31/1951,64,Richmond,Bakery,Bakery Manager,M +1870,1/1/1952,63,Kamloops,Meats,Meat Cutter,M +1871,1/7/1952,63,Vancouver,Meats,Meat Cutter,F +1873,1/13/1952,63,Chilliwack,Produce,Produce Manager,F +1875,1/20/1952,63,New Westminster,Meats,Meat Cutter,F +1876,1/26/1952,63,Kelowna,Meats,Meat Cutter,F +1877,1/27/1952,63,Vancouver,Meats,Meat Cutter,F +1878,1/27/1952,63,Terrace,Meats,Meat Cutter,F +1879,1/27/1952,63,New Westminster,Meats,Meat Cutter,M +1880,2/1/1952,63,Surrey,Meats,Meat Cutter,F +1881,1/31/1952,63,New Westminster,Meats,Meat Cutter,F +1882,2/3/1952,63,Vernon,Meats,Meat Cutter,F +1884,2/6/1952,63,Terrace,Meats,Meat Cutter,M +1885,2/7/1952,63,Vancouver,Meats,Meat Cutter,F +1888,2/12/1952,63,Prince George,Meats,Meat Cutter,F +1892,2/26/1952,63,Prince George,Meats,Meat Cutter,M +1894,2/28/1952,63,White Rock,Meats,Meat Cutter,F +1895,3/1/1952,63,Burnaby,Meats,Meat Cutter,F +1896,3/1/1952,63,Vancouver,Meats,Meat Cutter,F +1898,3/7/1952,63,Abbotsford,Bakery,Bakery Manager,M +1899,3/11/1952,63,Williams Lake,Produce,Produce Manager,F +1900,3/12/1952,63,Kelowna,Meats,Meat Cutter,F +1901,3/15/1952,63,Prince George,Meats,Meat Cutter,F +1902,3/16/1952,63,Vancouver,Meats,Meat Cutter,F +1905,3/19/1952,63,Trail,Meats,Meat Cutter,F +1906,3/20/1952,63,Vancouver,Meats,Meat Cutter,F +1907,3/21/1952,63,Surrey,Meats,Meat Cutter,M +1908,3/21/1952,63,Fort St John,Processed Foods,Processed Foods Manager,M +1909,3/24/1952,63,Vancouver,Meats,Meat Cutter,M +1910,3/26/1952,63,Port Coquitlam,Bakery,Bakery Manager,F +1911,3/28/1952,63,Abbotsford,Dairy,Dairy Person,M +1915,4/3/1952,63,Vancouver,Meats,Meat Cutter,F +1916,4/2/1952,63,Surrey,Meats,Meat Cutter,F +1919,4/13/1952,63,New Westminster,Meats,Meat Cutter,M +1920,4/20/1952,63,Dawson Creek,Produce,Produce Clerk,F +1921,4/21/1952,63,Vancouver,Meats,Meat Cutter,F +1922,4/26/1952,63,Trail,Meats,Meat Cutter,F +1923,4/26/1952,63,Aldergrove,Dairy,Dairy Person,M +1924,4/29/1952,63,Langley,Produce,Produce Manager,M +1926,4/30/1952,63,Vancouver,Meats,Meat Cutter,F +1927,5/2/1952,63,Bella Bella,Meats,Meat Cutter,F +1928,5/5/1952,63,Vancouver,Meats,Meat Cutter,M +1929,5/9/1952,63,New Westminster,Meats,Meat Cutter,M +1931,5/10/1952,63,Vancouver,Meats,Meat Cutter,M +1932,5/10/1952,63,Vernon,Meats,Meat Cutter,F +1934,5/13/1952,63,Vancouver,Meats,Meat Cutter,M +1937,5/24/1952,63,Nanaimo,Meats,Meat Cutter,F +1938,5/23/1952,63,Vancouver,Meats,Meat Cutter,F +1942,5/31/1952,63,West Vancouver,Bakery,Bakery Manager,F +1943,6/1/1952,63,New Westminister,Store Management,Store Manager,M +1944,6/5/1952,63,Victoria,Meats,Meat Cutter,M +1945,6/10/1952,63,Surrey,Meats,Meat Cutter,F +1946,6/14/1952,63,Vancouver,Meats,Meat Cutter,M +1948,7/1/1952,63,Kamloops,Meats,Meat Cutter,M +1953,7/8/1952,63,Surrey,Meats,Meat Cutter,F +1954,7/12/1952,63,Prince George,Meats,Meat Cutter,F +1955,7/11/1952,63,Victoria,Meats,Meat Cutter,M +1956,7/13/1952,63,Victoria,Meats,Meat Cutter,M +1959,7/23/1952,63,Nanaimo,Meats,Meat Cutter,F +1960,7/26/1952,63,Kelowna,Meats,Meat Cutter,F +1961,7/26/1952,63,Vancouver,Meats,Meat Cutter,M +1963,8/2/1952,63,Chilliwack,Bakery,Bakery Manager,M +1964,8/2/1952,63,New Westminster,Meats,Meat Cutter,M +1965,8/4/1952,63,North Vancouver,Produce,Produce Manager,M +1970,8/10/1952,63,Surrey,Meats,Meat Cutter,F +1971,8/11/1952,63,Nanaimo,Meats,Meat Cutter,F +1972,8/10/1952,63,Vancouver,Meats,Meat Cutter,F +1973,8/10/1952,63,Vancouver,Meats,Meat Cutter,M +1975,8/17/1952,63,Langley,Bakery,Bakery Manager,F +1977,8/17/1952,63,Kelowna,Meats,Meat Cutter,M +1978,8/18/1952,63,Abbotsford,Processed Foods,Processed Foods Manager,F +1979,8/19/1952,63,Squamish,Meats,Meat Cutter,M +1980,8/21/1952,63,Vancouver,Meats,Meat Cutter,F +1985,8/30/1952,63,Victoria,Meats,Meat Cutter,F +1987,8/29/1952,63,Chilliwack,Dairy,Dairy Person,M +1988,8/29/1952,63,Vancouver,Meats,Meat Cutter,F +1990,9/1/1952,63,Kelowna,Meats,Meat Cutter,M +1992,9/8/1952,63,Vancouver,Produce,Produce Clerk,M +1993,9/11/1952,63,Langley,Dairy,Dairy Person,M +1994,9/10/1952,63,Vancouver,Produce,Produce Clerk,M +1995,9/16/1952,63,Burnaby,Meats,Meat Cutter,M +1996,9/16/1952,63,Vancouver,Produce,Produce Clerk,M +1998,9/21/1952,63,Burnaby,Meats,Meat Cutter,F +2002,10/3/1952,63,Fort Nelson,Meats,Meats Manager,F +2003,10/7/1952,63,Langley,Processed Foods,Processed Foods Manager,M +2004,10/14/1952,63,Quesnel,Customer Service,Customer Service Manager,F +2005,10/16/1952,63,Nanaimo,Meats,Meat Cutter,F +2008,10/23/1952,63,Burnaby,Meats,Meat Cutter,F +2009,10/25/1952,63,Nanaimo,Meats,Meat Cutter,M +2011,10/29/1952,63,Victoria,Meats,Meat Cutter,F +2014,11/5/1952,63,Kamloops,Meats,Meat Cutter,M +2015,11/6/1952,63,Vernon,Meats,Meat Cutter,F +2016,11/10/1952,63,Abbotsford,Customer Service,Customer Service Manager,M +2018,11/11/1952,63,Nanaimo,Meats,Meat Cutter,F +2021,11/22/1952,63,Kamloops,Meats,Meat Cutter,F +2022,11/21/1952,63,Burnaby,Meats,Meat Cutter,F +2024,11/30/1952,63,Vancouver,Produce,Produce Clerk,M +2030,12/20/1952,63,Terrace,Meats,Meat Cutter,F +2034,12/28/1952,63,Squamish,Meats,Meat Cutter,M +2036,12/31/1952,63,Burnaby,Meats,Meat Cutter,M +2039,1/10/1953,62,Victoria,Meats,Meat Cutter,F +2040,1/9/1953,62,Fort St John,Customer Service,Customer Service Manager,M +2042,1/12/1953,62,Haney,Store Management,Store Manager,M +2044,1/13/1953,62,Vancouver,Produce,Produce Clerk,M +2046,1/18/1953,62,Surrey,Meats,Meat Cutter,M +2047,1/21/1953,62,Vancouver,Produce,Produce Clerk,F +2048,1/20/1953,62,Vancouver,Produce,Produce Clerk,M +2049,1/24/1953,62,Quesnel,Meats,Meat Cutter,F +2053,2/1/1953,62,Chilliwack,Processed Foods,Processed Foods Manager,M +2055,2/8/1953,62,Trail,Meats,Meat Cutter,M +2056,2/12/1953,62,Kamloops,Meats,Meat Cutter,M +2058,2/14/1953,62,Vancouver,Produce,Produce Clerk,F +2060,2/14/1953,62,Vancouver,Produce,Produce Clerk,M +2061,2/16/1953,62,New Westminster,Meats,Meat Cutter,M +2063,2/19/1953,62,Victoria,Meats,Meat Cutter,F +2065,2/21/1953,62,Nanaimo,Meats,Meat Cutter,F +2067,2/27/1953,62,Kelowna,Meats,Meat Cutter,M +2068,2/27/1953,62,Vancouver,Produce,Produce Clerk,M +2070,3/7/1953,62,Vancouver,Produce,Produce Clerk,M +2071,3/6/1953,62,Prince George,Meats,Meat Cutter,F +2073,3/8/1953,62,Burnaby,Meats,Meat Cutter,F +2074,3/10/1953,62,Burnaby,Meats,Meat Cutter,M +2075,3/14/1953,62,Vancouver,Produce,Produce Clerk,F +2076,3/15/1953,62,Langley,Customer Service,Customer Service Manager,F +2077,3/17/1953,62,Vancouver,Produce,Produce Clerk,F +2080,3/20/1953,62,Trail,Meats,Meat Cutter,F +2081,3/21/1953,62,Victoria,Meats,Meat Cutter,F +2082,3/26/1953,62,Kelowna,Meats,Meat Cutter,M +2084,3/29/1953,62,Victoria,Meats,Meat Cutter,F +2085,3/31/1953,62,Vernon,Meats,Meat Cutter,M +2086,4/2/1953,62,Squamish,Meats,Meat Cutter,F +2088,4/2/1953,62,Chilliwack,Customer Service,Customer Service Manager,M +2089,4/3/1953,62,Nanaimo,Meats,Meat Cutter,M +2090,4/7/1953,62,Quesnel,Meats,Meat Cutter,M +2091,4/11/1953,62,New Westminster,Meats,Meat Cutter,F +2093,4/20/1953,62,Port Coquitlam,Processed Foods,Processed Foods Manager,M +2094,4/25/1953,62,New Westminster,Meats,Meat Cutter,F +2095,4/27/1953,62,Vancouver,Produce,Produce Clerk,F +2096,4/28/1953,62,Vancouver,Produce,Produce Clerk,F +2100,5/5/1953,62,Cranbrook,Meats,Meat Cutter,F +2101,5/12/1953,62,Trail,Meats,Meat Cutter,M +2103,5/14/1953,62,White Rock,Produce,Produce Clerk,M +2105,5/17/1953,62,Vancouver,Produce,Produce Clerk,F +2108,5/24/1953,62,Vancouver,Produce,Produce Clerk,F +2110,5/29/1953,62,Vancouver,Produce,Produce Clerk,M +2111,5/29/1953,62,Vancouver,Produce,Produce Clerk,M +2112,6/2/1953,62,West Vancouver,Dairy,Dairy Person,F +2113,6/4/1953,62,Nanaimo,Meats,Meat Cutter,F +2114,6/4/1953,62,North Vancouver,Bakery,Bakery Manager,F +2115,6/7/1953,62,Vancouver,Produce,Produce Clerk,M +2116,6/11/1953,62,Squamish,Meats,Meat Cutter,F +2117,6/12/1953,62,Williams Lake,Bakery,Bakery Manager,M +2118,6/12/1953,62,Kamloops,Meats,Meat Cutter,F +2119,6/16/1953,62,Kelowna,Meats,Meat Cutter,F +2120,6/19/1953,62,Nelson,Meats,Meats Manager,M +2122,6/21/1953,62,Vancouver,Produce,Produce Clerk,M +2123,6/23/1953,62,New Westminster,Meats,Meat Cutter,F +2125,6/26/1953,62,Burnaby,Meats,Meat Cutter,M +2126,6/25/1953,62,Williams Lake,Dairy,Dairy Person,M +2127,6/25/1953,62,Victoria,Meats,Meat Cutter,F +2130,7/3/1953,62,Burnaby,Meats,Meat Cutter,M +2131,7/4/1953,62,New Westminster,Meats,Meat Cutter,F +2132,7/6/1953,62,Nanaimo,Meats,Meat Cutter,F +2134,7/9/1953,62,Vancouver,Produce,Produce Clerk,M +2142,7/23/1953,62,Vernon,Meats,Meat Cutter,M +2143,7/25/1953,62,Nanaimo,Meats,Meat Cutter,M +2145,7/31/1953,62,Burnaby,Meats,Meat Cutter,M +2146,8/6/1953,62,Vancouver,Produce,Produce Clerk,M +2148,8/8/1953,62,Victoria,Meats,Meat Cutter,M +2149,8/8/1953,62,Burnaby,Produce,Produce Clerk,F +2152,8/13/1953,62,Vancouver,Produce,Produce Clerk,M +2153,8/12/1953,62,Nanaimo,Meats,Meat Cutter,M +2154,8/14/1953,62,Surrey,Meats,Meat Cutter,F +2155,8/16/1953,62,Prince George,Meats,Meat Cutter,F +2156,8/18/1953,62,Kelowna,Meats,Meat Cutter,M +2159,8/27/1953,62,New Westminster,Meats,Meat Cutter,F +2161,9/4/1953,62,Williams Lake,Processed Foods,Processed Foods Manager,M +2162,9/8/1953,62,Richmond,Dairy,Dairy Person,M +2164,9/11/1953,62,Kelowna,Meats,Meat Cutter,M +2165,9/17/1953,62,Terrace,Meats,Meat Cutter,M +2166,9/18/1953,62,New Westminster,Meats,Meat Cutter,M +2169,9/25/1953,62,Nanaimo,Meats,Meat Cutter,F +2170,9/24/1953,62,Vancouver,Produce,Produce Clerk,M +2172,9/26/1953,62,West Vancouver,Processed Foods,Processed Foods Manager,F +2173,9/26/1953,62,Burnaby,Produce,Produce Clerk,M +2177,10/6/1953,62,Burnaby,Produce,Produce Clerk,M +2178,10/6/1953,62,Prince George,Meats,Meat Cutter,F +2179,10/6/1953,62,Langley,Meats,Meat Cutter,F +2180,10/9/1953,62,Prince George,Meats,Meat Cutter,M +2181,10/10/1953,62,Nanaimo,Meats,Meat Cutter,M +2183,10/12/1953,62,Victoria,Meats,Meat Cutter,F +2187,10/15/1953,62,Richmond,Processed Foods,Processed Foods Manager,M +2188,10/20/1953,62,Victoria,Meats,Meat Cutter,F +2189,10/22/1953,62,Vernon,Meats,Meat Cutter,F +2190,10/22/1953,62,Trail,Meats,Meat Cutter,M +2192,10/26/1953,62,Vancouver,Produce,Produce Clerk,M +2194,10/29/1953,62,Chilliwack,Meats,Meat Cutter,F +2195,10/30/1953,62,Chilliwack,Meats,Meat Cutter,F +2201,11/8/1953,62,Chilliwack,Meats,Meat Cutter,F +2202,11/12/1953,62,Nanaimo,Meats,Meat Cutter,F +2203,11/13/1953,62,Vancouver,Produce,Produce Clerk,F +2204,11/13/1953,62,Vancouver,Bakery,Baker,F +2205,11/14/1953,62,Vancouver,Bakery,Baker,F +2206,11/14/1953,62,Kelowna,Meats,Meat Cutter,M +2207,11/14/1953,62,Vancouver,Bakery,Baker,F +2210,11/22/1953,62,Kelowna,Meats,Meat Cutter,M +2211,11/22/1953,62,Victoria,Meats,Meat Cutter,F +2213,11/25/1953,62,Vancouver,Bakery,Baker,F +2214,11/25/1953,62,Prince George,Meats,Meat Cutter,F +2215,12/2/1953,62,Vancouver,Bakery,Baker,F +2217,12/5/1953,62,Victoria,Meats,Meat Cutter,F +2218,12/10/1953,62,Vancouver,Bakery,Baker,F +2219,12/9/1953,62,Vernon,Meats,Meat Cutter,F +2221,12/13/1953,62,Vancouver,Bakery,Baker,F +2222,12/15/1953,62,Vancouver,Bakery,Baker,M +2223,12/16/1953,62,Victoria,Meats,Meat Cutter,F +2225,12/27/1953,62,New Westminster,Meats,Meat Cutter,M +2226,12/31/1953,62,Vancouver,Bakery,Baker,M +2229,1/10/1954,61,Vancouver,Bakery,Baker,M +2230,1/13/1954,61,Victoria,Meats,Meat Cutter,M +2231,1/12/1954,61,Vancouver,Bakery,Baker,M +2232,1/24/1954,61,Chilliwack,Meats,Meat Cutter,F +2235,1/27/1954,61,Vancouver,Bakery,Baker,F +2236,1/29/1954,61,Victoria,Meats,Meat Cutter,M +2237,1/31/1954,61,Richmond,Customer Service,Customer Service Manager,M +2238,2/2/1954,61,Chilliwack,Meats,Meat Cutter,M +2240,2/5/1954,61,Nanaimo,Meats,Meat Cutter,F +2241,2/7/1954,61,Chilliwack,Meats,Meat Cutter,F +2242,2/10/1954,61,Chilliwack,Meats,Meat Cutter,M +2243,2/11/1954,61,Nanaimo,Meats,Meat Cutter,F +2245,2/19/1954,61,Richmond,Meats,Meat Cutter,M +2246,2/24/1954,61,Vancouver,Bakery,Baker,M +2247,3/1/1954,61,Nelson,Produce,Produce Manager,F +2248,3/1/1954,61,Nanaimo,Meats,Meat Cutter,M +2250,3/5/1954,61,Vancouver,Bakery,Baker,F +2251,3/5/1954,61,Victoria,Meats,Meat Cutter,M +2252,3/7/1954,61,Vancouver,Bakery,Baker,F +2253,3/6/1954,61,Cranbrook,Meats,Meat Cutter,M +2254,3/8/1954,61,Nanaimo,Meats,Meat Cutter,F +2255,3/8/1954,61,West Vancouver,Customer Service,Customer Service Manager,M +2256,3/11/1954,61,Richmond,Meats,Meat Cutter,F +2257,3/16/1954,61,Vancouver,Bakery,Baker,F +2259,3/22/1954,61,Burnaby,Produce,Produce Clerk,F +2260,3/22/1954,61,Nanaimo,Meats,Meat Cutter,F +2261,3/24/1954,61,Prince George,Meats,Meat Cutter,F +2262,3/28/1954,61,Victoria,Meats,Meat Cutter,M +2264,4/2/1954,61,Victoria,Meats,Meat Cutter,F +2265,4/3/1954,61,Nanaimo,Meats,Meat Cutter,F +2269,4/12/1954,61,Port Coquitlam,Customer Service,Customer Service Manager,F +2271,4/20/1954,61,Victoria,Meats,Meat Cutter,F +2272,4/20/1954,61,Surrey,Meats,Meat Cutter,F +2273,4/22/1954,61,Vancouver,Bakery,Baker,F +2274,4/21/1954,61,Burnaby,Produce,Produce Clerk,F +2275,4/28/1954,61,Victoria,Meats,Meat Cutter,F +2276,5/1/1954,61,Vancouver,Bakery,Baker,F +2277,5/3/1954,61,Vernon,Meats,Meat Cutter,M +2280,5/9/1954,61,New Westminster,Meats,Meat Cutter,M +2282,5/11/1954,61,Nanaimo,Meats,Meat Cutter,F +2283,5/11/1954,61,Nanaimo,Meats,Meat Cutter,F +2286,5/20/1954,61,New Westminster,Meats,Meat Cutter,F +2290,5/29/1954,61,Terrace,Meats,Meat Cutter,F +2293,6/2/1954,61,Vancouver,Bakery,Baker,F +2294,6/4/1954,61,Vancouver,Bakery,Baker,M +2295,6/8/1954,61,Victoria,Meats,Meat Cutter,F +2296,6/11/1954,61,Prince George,Meats,Meat Cutter,F +2297,6/12/1954,61,Port Coquitlam,Meats,Meat Cutter,F +2298,6/12/1954,61,Burnaby,Produce,Produce Clerk,F +2299,6/13/1954,61,Victoria,Meats,Meat Cutter,M +2302,6/22/1954,61,Nelson,Bakery,Bakery Manager,F +2305,6/30/1954,61,Vancouver,Bakery,Baker,M +2308,7/14/1954,61,Vancouver,Bakery,Baker,M +2309,7/18/1954,61,Richmond,Meats,Meat Cutter,M +2310,7/18/1954,61,New Westminster,Meats,Meat Cutter,M +2311,7/21/1954,61,Terrace,Meats,Meat Cutter,M +2312,7/23/1954,61,Nanaimo,Meats,Meat Cutter,F +2314,7/24/1954,61,New Westminster,Meats,Meat Cutter,F +2315,7/25/1954,61,Victoria,Meats,Meat Cutter,F +2317,7/29/1954,61,Williams Lake,Customer Service,Customer Service Manager,F +2318,7/28/1954,61,Vancouver,Bakery,Baker,M +2319,7/30/1954,61,Aldergrove,Processed Foods,Processed Foods Manager,F +2320,8/2/1954,61,New Westminster,Meats,Meat Cutter,M +2321,8/4/1954,61,Kamloops,Meats,Meat Cutter,M +2322,8/4/1954,61,Vancouver,Bakery,Baker,F +2323,8/4/1954,61,Vernon,Meats,Meat Cutter,M +2324,8/3/1954,61,New Westminster,Meats,Meat Cutter,M +2325,8/4/1954,61,Valemount,Dairy,Dairy Person,F +2326,8/6/1954,61,Cranbrook,Meats,Meat Cutter,M +2329,8/15/1954,61,Cranbrook,Meats,Meat Cutter,F +2330,8/14/1954,61,Vancouver,Bakery,Baker,M +2331,8/21/1954,61,New Westminster,Meats,Meat Cutter,F +2333,9/1/1954,61,Nanaimo,Meats,Meat Cutter,M +2334,9/1/1954,61,North Vancouver,Processed Foods,Processed Foods Manager,F +2335,9/3/1954,61,Surrey,Meats,Meat Cutter,M +2339,9/16/1954,61,Kelowna,Meats,Meat Cutter,F +2341,9/22/1954,61,Prince George,Meats,Meat Cutter,M +2343,9/28/1954,61,Nanaimo,Meats,Meat Cutter,M +2344,9/28/1954,61,Kelowna,Meats,Meat Cutter,F +2347,10/4/1954,61,Vancouver,Dairy,Dairy Person,M +2349,10/10/1954,61,Surrey,Meats,Meat Cutter,F +2351,10/19/1954,61,Burnaby,Produce,Produce Clerk,F +2352,10/19/1954,61,Victoria,Meats,Meat Cutter,F +2354,10/29/1954,61,Nanaimo,Meats,Meat Cutter,F +2355,10/31/1954,61,Victoria,Meats,Meat Cutter,F +2356,11/4/1954,61,Victoria,Meats,Meat Cutter,M +2357,11/10/1954,61,Victoria,Meats,Meat Cutter,F +2358,11/9/1954,61,New Westminster,Meats,Meat Cutter,M +2359,11/12/1954,61,Victoria,Meats,Meat Cutter,M +2362,11/13/1954,61,Surrey,Meats,Meat Cutter,M +2363,11/17/1954,61,Burnaby,Produce,Produce Clerk,M +2364,11/17/1954,61,Trail,Meats,Meat Cutter,F +2366,11/22/1954,61,Vancouver,Dairy,Dairy Person,F +2367,11/25/1954,61,Vancouver,Dairy,Dairy Person,F +2368,11/24/1954,61,Kelowna,Meats,Meat Cutter,F +2370,11/26/1954,61,Port Coquitlam,Meats,Meat Cutter,F +2371,12/1/1954,61,Vancouver,Dairy,Dairy Person,M +2372,12/6/1954,61,Cranbrook,Meats,Meat Cutter,F +2373,12/6/1954,61,Vancouver,Dairy,Dairy Person,F +2374,12/10/1954,61,Chilliwack,Meats,Meat Cutter,M +2376,12/15/1954,61,Aldergrove,Meats,Meat Cutter,F +2377,12/19/1954,61,Squamish,Meats,Meat Cutter,F +2378,12/20/1954,61,Trail,Meats,Meat Cutter,F +2379,12/22/1954,61,North Vancouver,Customer Service,Customer Service Manager,M +2380,12/24/1954,61,Ocean Falls,Dairy,Dairy Person,M +2381,12/25/1954,61,New Westminster,Meats,Meat Cutter,F +2382,12/26/1954,61,Vancouver,Dairy,Dairy Person,F +2384,12/28/1954,61,Kelowna,Meats,Meat Cutter,F +2385,12/28/1954,61,Victoria,Meats,Meat Cutter,F +2387,12/29/1954,61,Nanaimo,Meats,Meat Cutter,F +2390,12/30/1954,61,Langley,Meats,Meat Cutter,F +2391,1/1/1955,60,Victoria,Meats,Meat Cutter,F +2393,1/4/1955,60,Richmond,Meats,Meat Cutter,F +2394,1/4/1955,60,New Westminster,Meats,Meat Cutter,F +2397,1/7/1955,60,Nanaimo,Meats,Meat Cutter,M +2399,1/13/1955,60,Victoria,Meats,Meat Cutter,M +2401,1/14/1955,60,Vancouver,Dairy,Dairy Person,M +2403,1/19/1955,60,Kamloops,Meats,Meat Cutter,M +2407,1/23/1955,60,Nanaimo,Meats,Meat Cutter,M +2408,1/24/1955,60,Vancouver,Dairy,Dairy Person,M +2409,1/27/1955,60,Vancouver,Dairy,Dairy Person,F +2410,1/27/1955,60,Burnaby,Produce,Produce Clerk,F +2413,1/28/1955,60,Vancouver,Dairy,Dairy Person,M +2415,2/7/1955,60,Nanaimo,Meats,Meat Cutter,M +2416,2/7/1955,60,Richmond,Meats,Meat Cutter,M +2418,2/9/1955,60,Abbotsford,Meats,Meat Cutter,M +2420,2/10/1955,60,Victoria,Meats,Meat Cutter,M +2421,2/14/1955,60,Nanaimo,Meats,Meat Cutter,F +2422,2/14/1955,60,Burnaby,Produce,Produce Clerk,M +2423,2/17/1955,60,Vancouver,Dairy,Dairy Person,F +2424,2/18/1955,60,Kelowna,Meats,Meat Cutter,M +2427,2/23/1955,60,Vancouver,Dairy,Dairy Person,F +2428,2/23/1955,60,Vancouver,Dairy,Dairy Person,F +2430,2/27/1955,60,New Westminster,Meats,Meat Cutter,M +2431,2/27/1955,60,Chilliwack,Meats,Meat Cutter,M +2432,3/6/1955,60,Cranbrook,Meats,Meat Cutter,M +2433,3/5/1955,60,Cranbrook,Meats,Meat Cutter,M +2434,3/8/1955,60,Port Coquitlam,Meats,Meat Cutter,F +2436,3/8/1955,60,Surrey,Meats,Meat Cutter,M +2438,3/12/1955,60,West Vancouver,Meats,Meat Cutter,M +2441,3/21/1955,60,Kelowna,Meats,Meat Cutter,F +2442,3/22/1955,60,Grand Forks,Meats,Meats Manager,M +2443,3/25/1955,60,Prince George,Meats,Meat Cutter,M +2444,3/24/1955,60,Richmond,Meats,Meat Cutter,M +2446,4/4/1955,60,Vancouver,Dairy,Dairy Person,F +2447,4/7/1955,60,Chilliwack,Meats,Meat Cutter,M +2449,4/10/1955,60,Richmond,Meats,Meat Cutter,F +2450,4/10/1955,60,Cranbrook,Meats,Meat Cutter,M +2451,4/14/1955,60,Burnaby,Produce,Produce Clerk,M +2454,4/19/1955,60,Quesnel,Meats,Meat Cutter,M +2455,4/20/1955,60,North Vancouver,Meats,Meat Cutter,F +2457,4/28/1955,60,Burnaby,Produce,Produce Clerk,M +2458,4/28/1955,60,Langley,Meats,Meat Cutter,M +2461,5/3/1955,60,Surrey,Meats,Meat Cutter,M +2462,5/5/1955,60,West Vancouver,Meats,Meat Cutter,M +2466,5/10/1955,60,Vancouver,Dairy,Dairy Person,F +2468,5/12/1955,60,Richmond,Meats,Meat Cutter,F +2470,5/16/1955,60,Victoria,Meats,Meat Cutter,M +2471,5/19/1955,60,Vancouver,Dairy,Dairy Person,M +2472,5/22/1955,60,Vancouver,Dairy,Dairy Person,M +2474,5/24/1955,60,Dawson Creek,Processed Foods,Shelf Stocker,M +2475,5/24/1955,60,Vancouver,Dairy,Dairy Person,F +2476,5/30/1955,60,Victoria,Meats,Meat Cutter,F +2477,6/2/1955,60,Vancouver,Dairy,Dairy Person,M +2481,6/6/1955,60,Vancouver,Dairy,Dairy Person,M +2482,6/7/1955,60,North Vancouver,Meats,Meat Cutter,M +2483,6/10/1955,60,Victoria,Meats,Meat Cutter,F +2485,6/16/1955,60,Burnaby,Bakery,Baker,M +2486,6/22/1955,60,Victoria,Meats,Meat Cutter,F +2487,6/27/1955,60,Burnaby,Bakery,Baker,M +2488,6/26/1955,60,Kamloops,Meats,Meat Cutter,F +2491,7/4/1955,60,Kelowna,Meats,Meat Cutter,F +2492,7/6/1955,60,Chilliwack,Meats,Meat Cutter,M +2497,7/22/1955,60,Nanaimo,Meats,Meat Cutter,M +2500,8/12/1955,60,Williams Lake,Meats,Meat Cutter,F +2501,8/14/1955,60,Chilliwack,Meats,Meat Cutter,F +2504,8/27/1955,60,Kelowna,Meats,Meat Cutter,M +2505,8/26/1955,60,Prince George,Meats,Meat Cutter,F +2506,8/29/1955,60,Surrey,Meats,Meat Cutter,F +2507,9/1/1955,60,Vancouver,Dairy,Dairy Person,M +2509,9/3/1955,60,Burnaby,Bakery,Baker,M +2511,9/9/1955,60,Vancouver,Dairy,Dairy Person,M +2514,9/17/1955,60,Port Coquitlam,Meats,Meat Cutter,M +2515,9/24/1955,60,Victoria,Meats,Meat Cutter,M +2516,9/26/1955,60,Victoria,Meats,Meat Cutter,F +2518,10/3/1955,60,Squamish,Meats,Meat Cutter,F +2523,10/8/1955,60,Victoria,Meats,Meat Cutter,M +2524,10/9/1955,60,Princeton,Store Management,Store Manager,F +2525,10/13/1955,60,Victoria,Meats,Meat Cutter,M +2526,10/12/1955,60,Richmond,Meats,Meat Cutter,F +2527,10/15/1955,60,North Vancouver,Meats,Meat Cutter,F +2528,10/19/1955,60,Williams Lake,Meats,Meat Cutter,F +2529,10/18/1955,60,Nelson,Dairy,Dairy Person,M +2530,10/21/1955,60,Vancouver,Dairy,Dairy Person,F +2531,10/21/1955,60,Cranbrook,Meats,Meat Cutter,M +2532,10/25/1955,60,Prince George,Meats,Meat Cutter,F +2533,10/24/1955,60,Nanaimo,Meats,Meat Cutter,M +2534,10/24/1955,60,Vancouver,Dairy,Dairy Person,M +2535,10/27/1955,60,Kamloops,Meats,Meat Cutter,M +2536,11/3/1955,60,New Westminster,Meats,Meat Cutter,F +2537,11/4/1955,60,Quesnel,Meats,Meat Cutter,F +2539,11/7/1955,60,Burnaby,Bakery,Baker,M +2541,11/9/1955,60,Fort St John,Meats,Meat Cutter,F +2542,11/8/1955,60,Victoria,Meats,Meat Cutter,M +2543,11/11/1955,60,Langley,Meats,Meat Cutter,M +2544,11/12/1955,60,Langley,Meats,Meat Cutter,F +2546,11/23/1955,60,Nanaimo,Meats,Meat Cutter,M +2548,11/24/1955,60,Cranbrook,Meats,Meat Cutter,F +2550,11/30/1955,60,Victoria,Meats,Meat Cutter,F +2552,12/6/1955,60,Fort Nelson,Produce,Produce Manager,M +2553,12/6/1955,60,Prince George,Meats,Meat Cutter,F +2554,12/7/1955,60,Vancouver,Dairy,Dairy Person,M +2555,12/10/1955,60,Richmond,Meats,Meat Cutter,F +2556,12/11/1955,60,Chilliwack,Meats,Meat Cutter,F +2559,12/16/1955,60,Squamish,Meats,Meat Cutter,F +2561,12/18/1955,60,Vancouver,Dairy,Dairy Person,M +2562,12/19/1955,60,Kamloops,Meats,Meat Cutter,F +2563,12/25/1955,60,New Westminster,Meats,Meat Cutter,F +2564,12/25/1955,60,Chilliwack,Meats,Meat Cutter,M +2565,12/26/1955,60,Vancouver,Dairy,Dairy Person,F +2569,1/3/1956,59,Vancouver,Dairy,Dairy Person,F +2570,1/3/1956,59,Langley,Meats,Meat Cutter,F +2571,1/5/1956,59,Quesnel,Meats,Meat Cutter,F +2572,1/4/1956,59,Cranbrook,Meats,Meat Cutter,F +2574,1/10/1956,59,Nanaimo,Meats,Meat Cutter,M +2576,1/9/1956,59,Victoria,Meats,Meat Cutter,M +2577,1/10/1956,59,Chilliwack,Meats,Meat Cutter,F +2580,1/16/1956,59,Vancouver,Dairy,Dairy Person,F +2581,1/16/1956,59,Surrey,Meats,Meat Cutter,M +2582,1/15/1956,59,Terrace,Meats,Meat Cutter,M +2583,1/18/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2584,1/18/1956,59,Squamish,Meats,Meat Cutter,F +2585,1/19/1956,59,Chilliwack,Meats,Meat Cutter,M +2586,1/22/1956,59,Victoria,Meats,Meat Cutter,F +2589,1/25/1956,59,Abbotsford,Meats,Meat Cutter,M +2590,1/25/1956,59,Prince George,Meats,Meat Cutter,M +2592,1/30/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2593,2/4/1956,59,New Westminster,Meats,Meat Cutter,M +2595,2/9/1956,59,New Westminster,Meats,Meat Cutter,M +2601,2/19/1956,59,Prince George,Meats,Meat Cutter,F +2602,2/19/1956,59,Victoria,Meats,Meat Cutter,M +2604,2/27/1956,59,Victoria,Meats,Meat Cutter,M +2605,2/27/1956,59,Nanaimo,Meats,Meat Cutter,F +2606,2/26/1956,59,Kamloops,Meats,Meat Cutter,F +2609,2/28/1956,59,Dawson Creek,Processed Foods,Shelf Stocker,M +2611,3/4/1956,59,Vancouver,Processed Foods,Shelf Stocker,F +2612,3/6/1956,59,Nanaimo,Meats,Meat Cutter,F +2613,3/6/1956,59,New Westminster,Meats,Meat Cutter,F +2614,3/6/1956,59,Nanaimo,Meats,Meat Cutter,M +2615,3/9/1956,59,Quesnel,Meats,Meat Cutter,M +2616,3/11/1956,59,Richmond,Meats,Meat Cutter,M +2617,3/14/1956,59,Kelowna,Meats,Meat Cutter,F +2618,3/15/1956,59,West Vancouver,Meats,Meat Cutter,F +2619,3/21/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2620,3/26/1956,59,Langley,Meats,Meat Cutter,M +2622,4/1/1956,59,New Westminster,Meats,Meat Cutter,M +2623,4/6/1956,59,Kelowna,Meats,Meat Cutter,F +2624,4/12/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2625,4/13/1956,59,Chilliwack,Meats,Meat Cutter,F +2626,4/13/1956,59,Nanaimo,Meats,Meat Cutter,M +2627,4/14/1956,59,New Westminster,Meats,Meat Cutter,F +2630,4/26/1956,59,Chilliwack,Meats,Meat Cutter,F +2631,4/26/1956,59,Kamloops,Meats,Meat Cutter,F +2632,4/27/1956,59,Burnaby,Bakery,Baker,F +2633,4/27/1956,59,Kelowna,Meats,Meat Cutter,F +2634,4/27/1956,59,Terrace,Meats,Meat Cutter,F +2635,4/27/1956,59,Vernon,Produce,Produce Clerk,M +2636,5/1/1956,59,Victoria,Meats,Meat Cutter,F +2637,5/2/1956,59,Kelowna,Meats,Meat Cutter,F +2638,5/3/1956,59,Vancouver,Processed Foods,Shelf Stocker,F +2639,5/3/1956,59,Richmond,Meats,Meat Cutter,M +2640,5/5/1956,59,New Westminister,Meats,Meats Manager,M +2641,5/10/1956,59,Prince George,Meats,Meat Cutter,F +2643,5/13/1956,59,Nanaimo,Meats,Meat Cutter,M +2644,5/13/1956,59,Victoria,Meats,Meat Cutter,F +2645,1/10/1942,73,Victoria,Meats,Meat Cutter,F +2646,5/17/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2647,5/18/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2648,5/19/1956,59,North Vancouver,Meats,Meat Cutter,M +2650,1/14/1942,73,Vancouver,Dairy,Dairy Person,F +2651,1/15/1942,73,Prince George,Meats,Meat Cutter,F +2652,1/19/1942,73,Vancouver,Dairy,Dairy Person,F +2653,5/31/1956,59,New Westminster,Meats,Meat Cutter,F +2654,6/2/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2657,6/4/1956,59,Surrey,Meats,Meat Cutter,M +2660,6/12/1956,59,New Westminster,Meats,Meat Cutter,F +2663,6/18/1956,59,Richmond,Meats,Meat Cutter,M +2664,6/20/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2665,6/20/1956,59,West Vancouver,Meats,Meat Cutter,F +2666,6/30/1956,59,Victoria,Meats,Meat Cutter,F +2667,2/5/1942,73,Burnaby,Meats,Meat Cutter,F +2668,2/7/1942,73,Cranbrook,Meats,Meat Cutter,F +2669,7/9/1956,59,Vancouver,Processed Foods,Shelf Stocker,F +2670,2/9/1942,73,Langley,Dairy,Dairy Person,F +2671,7/10/1956,59,Burnaby,Bakery,Baker,M +2672,7/13/1956,59,Terrace,Meats,Meat Cutter,F +2673,7/12/1956,59,Terrace,Meats,Meat Cutter,M +2674,2/11/1942,73,Kelowna,Meats,Meat Cutter,F +2675,7/17/1956,59,New Westminster,Meats,Meat Cutter,F +2676,7/16/1956,59,Nanaimo,Meats,Meat Cutter,F +2678,7/18/1956,59,Kamloops,Meats,Meat Cutter,M +2679,7/18/1956,59,New Westminister,Produce,Produce Manager,M +2680,7/19/1956,59,Kelowna,Meats,Meat Cutter,M +2681,2/17/1942,73,New Westminister,Dairy,Dairy Person,F +2683,7/26/1956,59,Kamloops,Meats,Meat Cutter,F +2685,8/1/1956,59,New Westminster,Meats,Meat Cutter,F +2687,8/1/1956,59,Vancouver,Processed Foods,Shelf Stocker,F +2689,2/23/1942,73,Cranbrook,Meats,Meat Cutter,F +2690,8/7/1956,59,Surrey,Meats,Meat Cutter,F +2691,8/8/1956,59,Victoria,Meats,Meat Cutter,F +2692,8/10/1956,59,New Westminster,Meats,Meat Cutter,M +2693,8/12/1956,59,New Westminster,Meats,Meat Cutter,M +2694,8/14/1956,59,Kelowna,Meats,Meat Cutter,M +2696,3/2/1942,73,Victoria,Meats,Meat Cutter,F +2697,8/22/1956,59,Chilliwack,Meats,Meat Cutter,F +2698,8/21/1956,59,West Vancouver,Meats,Meat Cutter,F +2699,8/24/1956,59,Surrey,Meats,Meat Cutter,F +2700,8/23/1956,59,Victoria,Meats,Meat Cutter,F +2701,3/4/1942,73,Surrey,Meats,Meat Cutter,F +2702,3/5/1942,73,Surrey,Meats,Meat Cutter,F +2703,8/31/1956,59,North Vancouver,Meats,Meat Cutter,F +2704,8/30/1956,59,New Westminster,Meats,Meat Cutter,M +2705,3/10/1942,73,Vancouver,Dairy,Dairy Person,F +2706,9/6/1956,59,Kamloops,Meats,Meat Cutter,F +2708,3/12/1942,73,Vancouver,Dairy,Dairy Person,F +2709,9/10/1956,59,Burnaby,Bakery,Baker,M +2710,9/11/1956,59,Victoria,Meats,Meat Cutter,F +2711,9/12/1956,59,Kamloops,Meats,Meat Cutter,F +2712,9/11/1956,59,Vancouver,Processed Foods,Shelf Stocker,F +2714,9/17/1956,59,Nanaimo,Meats,Meat Cutter,F +2715,9/20/1956,59,Nanaimo,Meats,Meat Cutter,M +2716,3/20/1942,73,Langley,Meats,Meat Cutter,F +2718,9/24/1956,59,Vancouver,Processed Foods,Shelf Stocker,F +2719,9/26/1956,59,Surrey,Meats,Meat Cutter,F +2720,3/27/1942,73,Aldergrove,Meats,Meat Cutter,F +2721,10/7/1956,59,New Westminster,Meats,Meat Cutter,F +2722,10/8/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2723,3/29/1942,73,Vancouver,Dairy,Dairy Person,F +2724,3/29/1942,73,Chilliwack,Meats,Meat Cutter,F +2726,3/31/1942,73,Prince George,Meats,Meat Cutter,F +2727,10/15/1956,59,Terrace,Meats,Meat Cutter,M +2728,10/19/1956,59,New Westminster,Meats,Meat Cutter,F +2730,4/5/1942,73,New Westminster,Meats,Meat Cutter,F +2731,10/23/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2732,10/23/1956,59,Kamloops,Meats,Meat Cutter,F +2733,4/7/1942,73,Fort St John,Meats,Meat Cutter,F +2734,10/29/1956,59,Burnaby,Bakery,Baker,M +2735,11/2/1956,59,Quesnel,Meats,Meat Cutter,F +2736,11/7/1956,59,Victoria,Meats,Meat Cutter,F +2737,11/9/1956,59,Fort Nelson,Bakery,Bakery Manager,M +2738,11/9/1956,59,Squamish,Meats,Meat Cutter,F +2739,4/14/1942,73,Fort St John,Meats,Meat Cutter,F +2740,11/11/1956,59,Cranbrook,Meats,Meat Cutter,F +2741,11/13/1956,59,Port Coquitlam,Meats,Meat Cutter,M +2742,11/14/1956,59,Terrace,Meats,Meat Cutter,M +2743,11/14/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2744,4/19/1942,73,Burnaby,Meats,Meat Cutter,F +2746,11/21/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2747,4/24/1942,73,Burnaby,Meats,Meat Cutter,F +2748,4/24/1942,73,Chilliwack,Meats,Meat Cutter,F +2749,11/30/1956,59,Williams Lake,Meats,Meat Cutter,M +2750,4/26/1942,73,Surrey,Meats,Meat Cutter,F +2751,12/4/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2752,12/4/1956,59,Victoria,Meats,Meat Cutter,F +2753,12/6/1956,59,Fort St John,Meats,Meat Cutter,F +2755,12/7/1956,59,Squamish,Meats,Meat Cutter,M +2756,4/30/1942,73,Williams Lake,Meats,Meat Cutter,F +2757,12/10/1956,59,Fort St John,Meats,Meat Cutter,F +2758,12/11/1956,59,Vancouver,Processed Foods,Shelf Stocker,M +2759,12/11/1956,59,Trail,Meats,Meat Cutter,F +2760,12/11/1956,59,Prince George,Meats,Meat Cutter,F +2761,5/2/1942,73,Fort St John,Meats,Meat Cutter,F +2762,5/2/1942,73,Vancouver,Dairy,Dairy Person,F +2764,12/17/1956,59,Victoria,Meats,Meat Cutter,F +2766,12/23/1956,59,Kelowna,Meats,Meat Cutter,F +2767,12/26/1956,59,White Rock,Bakery,Baker,M +2768,12/28/1956,59,Vancouver,Processed Foods,Shelf Stocker,F +2769,12/29/1956,59,Kelowna,Meats,Meat Cutter,F +2770,12/30/1956,59,Abbotsford,Meats,Meat Cutter,F +2771,1/1/1957,58,Victoria,Meats,Meat Cutter,M +2772,1/1/1957,58,Kelowna,Meats,Meat Cutter,F +2775,1/4/1957,58,Aldergrove,Meats,Meat Cutter,F +2777,1/8/1957,58,Kamloops,Meats,Meat Cutter,F +2778,5/16/1942,73,Fort St John,Meats,Meat Cutter,F +2779,1/10/1957,58,Vancouver,Processed Foods,Shelf Stocker,M +2780,1/11/1957,58,Chilliwack,Meats,Meat Cutter,M +2781,1/12/1957,58,Prince George,Meats,Meat Cutter,M +2782,5/19/1942,73,Vernon,Produce,Produce Clerk,F +2783,1/15/1957,58,Surrey,Meats,Meat Cutter,M +2784,1/14/1957,58,North Vancouver,Meats,Meat Cutter,M +2786,1/19/1957,58,Prince George,Meats,Meat Cutter,F +2787,1/19/1957,58,Vancouver,Processed Foods,Shelf Stocker,F +2788,1/19/1957,58,Victoria,Meats,Meat Cutter,M +2789,1/21/1957,58,Fort St John,Meats,Meat Cutter,M +2790,1/24/1957,58,Port Coquitlam,Meats,Meat Cutter,F +2791,1/24/1957,58,New Westminster,Meats,Meat Cutter,F +2792,1/24/1957,58,Vancouver,Processed Foods,Shelf Stocker,F +2793,1/28/1957,58,Nanaimo,Meats,Meat Cutter,M +2794,1/30/1957,58,Victoria,Meats,Meat Cutter,F +2795,1/29/1957,58,Fort St John,Meats,Meat Cutter,F +2796,2/6/1957,58,Richmond,Meats,Meat Cutter,M +2797,2/5/1957,58,Vancouver,Processed Foods,Shelf Stocker,M +2798,2/7/1957,58,Nanaimo,Meats,Meat Cutter,M +2799,2/11/1957,58,Vancouver,Processed Foods,Shelf Stocker,F +2800,6/3/1942,73,Prince George,Meats,Meat Cutter,F +2801,2/11/1957,58,Burnaby,Bakery,Baker,M +2802,2/15/1957,58,West Vancouver,Meats,Meat Cutter,M +2803,2/15/1957,58,Victoria,Meats,Meat Cutter,F +2804,2/16/1957,58,New Westminster,Meats,Meat Cutter,M +2806,6/11/1942,73,Victoria,Meats,Meat Cutter,F +2807,3/1/1957,58,Vancouver,Processed Foods,Shelf Stocker,M +2808,3/3/1957,58,Kelowna,Meats,Meat Cutter,M +2809,3/4/1957,58,Vancouver,Processed Foods,Shelf Stocker,F +2812,3/11/1957,58,Cranbrook,Meats,Meat Cutter,M +2813,6/19/1942,73,Vancouver,Dairy,Dairy Person,F +2814,3/12/1957,58,Richmond,Meats,Meat Cutter,F +2815,3/14/1957,58,Vancouver,Processed Foods,Shelf Stocker,M +2816,3/15/1957,58,Ocean Falls,Dairy,Dairy Person,F +2817,3/17/1957,58,Langley,Meats,Meat Cutter,F +2819,6/23/1942,73,Cranbrook,Meats,Meat Cutter,F +2820,3/23/1957,58,Cranbrook,Meats,Meat Cutter,F +2822,3/28/1957,58,Burnaby,Bakery,Baker,F +2823,4/1/1957,58,Vancouver,Processed Foods,Shelf Stocker,M +2824,6/29/1942,73,Kamloops,Meats,Meat Cutter,F +2825,3/31/1957,58,Victoria,Meats,Meat Cutter,M +2827,7/2/1942,73,Trail,Meats,Meat Cutter,F +2829,4/6/1957,58,Victoria,Meats,Meat Cutter,M +2830,4/9/1957,58,Terrace,Meats,Meat Cutter,M +2831,4/9/1957,58,Kamloops,Meats,Meat Cutter,F +2833,4/10/1957,58,New Westminster,Meats,Meat Cutter,M +2834,4/11/1957,58,Vernon,Produce,Produce Clerk,M +2836,4/15/1957,58,Vancouver,Customer Service,Cashier,F +2837,4/16/1957,58,Kamloops,Meats,Meat Cutter,F +2838,4/22/1957,58,Vancouver,Customer Service,Cashier,M +2840,4/21/1957,58,New Westminster,Meats,Meat Cutter,F +2841,4/23/1957,58,Vernon,Produce,Produce Clerk,F +2842,4/28/1957,58,Vancouver,Customer Service,Cashier,M +2843,4/27/1957,58,New Westminster,Meats,Meat Cutter,F +2844,4/28/1957,58,Victoria,Meats,Meat Cutter,M +2845,7/19/1942,73,Quesnel,Dairy,Dairy Person,F +2846,5/11/1957,58,North Vancouver,Meats,Meat Cutter,M +2847,5/12/1957,58,Victoria,Meats,Meat Cutter,F +2850,5/15/1957,58,Aldergrove,Meats,Meat Cutter,M +2851,5/18/1957,58,North Vancouver,Meats,Meat Cutter,M +2852,5/22/1957,58,Victoria,Meats,Meat Cutter,F +2853,7/27/1942,73,Vancouver,Dairy,Dairy Person,F +2856,5/30/1957,58,New Westminster,Meats,Meat Cutter,F +2857,5/30/1957,58,Burnaby,Bakery,Baker,F +2858,6/1/1957,58,Vancouver,Customer Service,Cashier,F +2859,6/8/1957,58,Vancouver,Customer Service,Cashier,M +2860,6/11/1957,58,Aldergrove,Meats,Meat Cutter,M +2862,8/7/1942,73,Kelowna,Meats,Meat Cutter,F +2863,6/14/1957,58,North Vancouver,Meats,Meat Cutter,F +2865,8/9/1942,73,Vancouver,Dairy,Dairy Person,F +2868,6/21/1957,58,Vancouver,Customer Service,Cashier,F +2869,6/22/1957,58,Vancouver,Customer Service,Cashier,M +2870,6/23/1957,58,Victoria,Meats,Meat Cutter,F +2871,8/12/1942,73,Trail,Meats,Meat Cutter,F +2872,6/24/1957,58,Abbotsford,Meats,Meat Cutter,M +2873,6/23/1957,58,Victoria,Meats,Meat Cutter,M +2875,6/27/1957,58,Chilliwack,Meats,Meat Cutter,M +2876,6/28/1957,58,Victoria,Meats,Meat Cutter,F +2877,8/15/1942,73,Richmond,Meats,Meat Cutter,F +2878,6/30/1957,58,Prince George,Meats,Meat Cutter,M +2880,7/4/1957,58,Aldergrove,Meats,Meat Cutter,M +2881,7/6/1957,58,Victoria,Meats,Meat Cutter,F +2882,7/7/1957,58,Vancouver,Customer Service,Cashier,F +2883,7/7/1957,58,Cranbrook,Meats,Meat Cutter,F +2884,7/9/1957,58,Williams Lake,Meats,Meat Cutter,M +2886,7/12/1957,58,Terrace,Meats,Meat Cutter,M +2887,7/14/1957,58,Ocean Falls,Dairy,Dairy Person,F +2888,7/14/1957,58,Williams Lake,Meats,Meat Cutter,F +2890,7/15/1957,58,Kelowna,Meats,Meat Cutter,F +2891,7/19/1957,58,Nanaimo,Meats,Meat Cutter,M +2892,7/23/1957,58,Prince George,Meats,Meat Cutter,M +2893,8/28/1942,73,Nanaimo,Meats,Meat Cutter,F +2894,7/25/1957,58,Victoria,Produce,Produce Clerk,F +2895,9/1/1942,73,Vancouver,Dairy,Dairy Person,F +2896,8/4/1957,58,Vancouver,Customer Service,Cashier,M +2897,8/6/1957,58,Squamish,Meats,Meat Cutter,F +2900,9/6/1942,73,Vancouver,Dairy,Dairy Person,F +2901,8/11/1957,58,Prince George,Meats,Meat Cutter,M +2903,8/16/1957,58,Trail,Meats,Meat Cutter,M +2906,8/22/1957,58,Terrace,Meats,Meat Cutter,F +2907,9/15/1942,73,Prince George,Meats,Meat Cutter,F +2908,8/27/1957,58,Vancouver,Customer Service,Cashier,M +2909,9/5/1957,58,Vancouver,Customer Service,Cashier,M +2910,9/20/1942,73,Victoria,Meats,Meat Cutter,F +2911,9/5/1957,58,Chilliwack,Produce,Produce Clerk,M +2913,9/22/1942,73,Victoria,Meats,Meat Cutter,F +2915,9/14/1957,58,North Vancouver,Meats,Meat Cutter,F +2916,9/26/1942,73,Vancouver,Dairy,Dairy Person,F +2917,9/20/1957,58,Chilliwack,Produce,Produce Clerk,F +2918,9/29/1942,73,Richmond,Meats,Meat Cutter,F +2919,9/30/1942,73,Fort St John,Meats,Meat Cutter,F +2920,9/25/1957,58,New Westminster,Meats,Meat Cutter,F +2922,9/26/1957,58,Nanaimo,Meats,Meat Cutter,M +2923,9/27/1957,58,Kelowna,Meats,Meat Cutter,F +2924,9/27/1957,58,Williams Lake,Meats,Meat Cutter,M +2926,9/30/1957,58,Chilliwack,Produce,Produce Clerk,M +2928,9/30/1957,58,Vancouver,Customer Service,Cashier,M +2931,10/14/1957,58,Surrey,Meats,Meat Cutter,M +2932,10/12/1942,73,Richmond,Meats,Meat Cutter,F +2933,11/3/1957,58,Vancouver,Customer Service,Cashier,F +2934,11/3/1957,58,Victoria,Produce,Produce Clerk,M +2935,11/4/1957,58,Kamloops,Meats,Meat Cutter,F +2936,11/5/1957,58,Vernon,Produce,Produce Clerk,F +2937,10/25/1942,73,Kelowna,Meats,Meat Cutter,F +2938,10/28/1942,73,Kamloops,Produce,Produce Clerk,F +2941,10/29/1942,73,North Vancouver,Meats,Meat Cutter,F +2942,10/30/1942,73,Vancouver,Dairy,Dairy Person,F +2943,11/19/1957,58,New Westminster,Meats,Meat Cutter,F +2944,11/19/1957,58,New Westminster,Meats,Meat Cutter,F +2945,11/21/1957,58,Vancouver,Customer Service,Cashier,M +2946,10/31/1942,73,Victoria,Meats,Meat Cutter,F +2947,11/23/1957,58,Nanaimo,Meats,Meat Cutter,M +2948,11/23/1957,58,Vancouver,Customer Service,Cashier,F +2949,11/23/1957,58,Williams Lake,Meats,Meat Cutter,F +2950,11/25/1957,58,Prince George,Meats,Meat Cutter,F +2951,11/28/1957,58,Nanaimo,Meats,Meat Cutter,M +2953,11/7/1942,73,Prince George,Meats,Meat Cutter,F +2954,12/6/1957,58,Vancouver,Customer Service,Cashier,M +2955,12/12/1957,58,Victoria,Produce,Produce Clerk,M +2957,12/18/1957,58,Kelowna,Meats,Meat Cutter,F +2958,12/18/1957,58,Vancouver,Customer Service,Cashier,F +2959,12/22/1957,58,Terrace,Meats,Meat Cutter,M +2960,12/24/1957,58,Squamish,Meats,Meat Cutter,M +2961,12/28/1957,58,Cranbrook,Meats,Meat Cutter,M +2963,11/20/1942,73,Kamloops,Produce,Produce Clerk,F +2964,1/2/1958,57,Fort St John,Meats,Meat Cutter,F +2965,11/23/1942,73,New Westminster,Meats,Meat Cutter,F +2966,1/4/1958,57,Richmond,Meats,Meat Cutter,M +2967,1/6/1958,57,Victoria,Produce,Produce Clerk,F +2968,1/6/1958,57,Vancouver,Customer Service,Cashier,F +2969,1/8/1958,57,Vancouver,Customer Service,Cashier,F +2970,11/26/1942,73,Dawson Creek,Produce,Produce Clerk,F +2971,11/27/1942,73,Nanaimo,Meats,Meat Cutter,F +2972,1/16/1958,57,Fort Nelson,Dairy,Dairy Person,M +2973,1/15/1958,57,Victoria,Produce,Produce Clerk,M +2974,11/29/1942,73,Richmond,Meats,Meat Cutter,F +2976,1/16/1958,57,Victoria,Produce,Produce Clerk,M +2977,11/30/1942,73,Aldergrove,Meats,Meat Cutter,F +2978,1/17/1958,57,Victoria,Produce,Produce Clerk,F +2979,1/18/1958,57,New Westminster,Meats,Meat Cutter,F +2980,1/21/1958,57,Vancouver,Customer Service,Cashier,M +2981,1/25/1958,57,Victoria,Produce,Produce Clerk,M +2982,1/27/1958,57,Vancouver,Customer Service,Cashier,M +2983,1/27/1958,57,Vancouver,Customer Service,Cashier,F +2984,1/27/1958,57,Vernon,Produce,Produce Clerk,M +2985,1/26/1958,57,Nanaimo,Meats,Meat Cutter,F +2986,1/29/1958,57,New Westminster,Meats,Meat Cutter,F +2987,12/8/1942,73,Surrey,Meats,Meat Cutter,F +2988,12/8/1942,73,Vancouver,Dairy,Dairy Person,F +2990,2/10/1958,57,Nanaimo,Meats,Meat Cutter,F +2991,12/13/1942,73,Terrace,Dairy,Dairy Person,F +2992,2/13/1958,57,Surrey,Meats,Meat Cutter,F +2993,2/15/1958,57,Vernon,Produce,Produce Clerk,M +2994,2/15/1958,57,Quesnel,Meats,Meat Cutter,M +2995,2/15/1958,57,Vernon,Produce,Produce Clerk,M +2996,2/18/1958,57,Vancouver,Customer Service,Cashier,F +2997,2/20/1958,57,Victoria,Produce,Produce Clerk,M +2998,2/22/1958,57,New Westminister,Bakery,Bakery Manager,F +2999,2/22/1958,57,Nanaimo,Produce,Produce Clerk,F +3000,12/21/1942,73,New Westminster,Meats,Meat Cutter,F +3001,3/4/1958,57,North Vancouver,Meats,Meat Cutter,F +3002,12/26/1942,73,Vancouver,Dairy,Dairy Person,F +3003,3/10/1958,57,Nanaimo,Produce,Produce Clerk,M +3005,12/28/1942,73,Victoria,Meats,Meat Cutter,F +3006,12/30/1942,73,Kamloops,Produce,Produce Clerk,F +3007,3/16/1958,57,Burnaby,Bakery,Baker,F +3008,12/31/1942,73,Vancouver,Dairy,Dairy Person,F +3009,3/17/1958,57,Victoria,Produce,Produce Clerk,F +3011,3/21/1958,57,Kelowna,Meats,Meat Cutter,F +3012,3/21/1958,57,White Rock,Dairy,Dairy Person,F +3013,1/2/1943,72,Nanaimo,Meats,Meat Cutter,F +3015,3/28/1958,57,Fort St John,Meats,Meat Cutter,M +3016,1/6/1943,72,Surrey,Meats,Meat Cutter,F +3017,1/8/1943,72,Terrace,Meats,Meat Cutter,F +3018,1/8/1943,72,Princeton,Meats,Meat Cutter,F +3019,4/6/1958,57,Vancouver,Customer Service,Cashier,F +3020,4/8/1958,57,Nanaimo,Produce,Produce Clerk,F +3021,4/16/1958,57,Vancouver,Customer Service,Cashier,M +3022,1/18/1943,72,White Rock,Dairy,Dairy Person,F +3023,4/21/1958,57,Terrace,Meats,Meat Cutter,F +3024,1/18/1943,72,Surrey,Meats,Meat Cutter,F +3025,4/22/1958,57,Chilliwack,Produce,Produce Clerk,M +3026,1/22/1943,72,Nanaimo,Meats,Meat Cutter,F +3027,4/27/1958,57,Nanaimo,Produce,Produce Clerk,M +3029,4/30/1958,57,Vancouver,Customer Service,Cashier,M +3031,1/24/1943,72,Surrey,Meats,Meat Cutter,F +3032,5/2/1958,57,Nanaimo,Produce,Produce Clerk,F +3033,5/1/1958,57,Nanaimo,Produce,Produce Clerk,M +3034,5/3/1958,57,Vancouver,Customer Service,Cashier,M +3035,1/26/1943,72,Nanaimo,Meats,Meat Cutter,F +3036,5/11/1958,57,New Westminster,Meats,Meat Cutter,F +3037,5/14/1958,57,Victoria,Produce,Produce Clerk,M +3040,5/14/1958,57,Chilliwack,Produce,Produce Clerk,F +3041,5/18/1958,57,Terrace,Meats,Meat Cutter,M +3042,2/2/1943,72,West Vancouver,Meats,Meat Cutter,F +3043,5/21/1958,57,Victoria,Produce,Produce Clerk,M +3045,5/28/1958,57,Kelowna,Meats,Meat Cutter,F +3046,2/7/1943,72,Chilliwack,Meats,Meat Cutter,F +3047,5/28/1958,57,Victoria,Produce,Produce Clerk,F +3048,2/8/1943,72,Terrace,Meats,Meat Cutter,F +3050,2/9/1943,72,Vancouver,Dairy,Dairy Person,F +3051,6/3/1958,57,Vernon,Produce,Produce Clerk,M +3052,6/3/1958,57,Nanaimo,Produce,Produce Clerk,F +3054,6/11/1958,57,Langley,Meats,Meat Cutter,M +3056,6/12/1958,57,New Westminster,Meats,Meat Cutter,F +3057,6/12/1958,57,Ocean Falls,Dairy,Dairy Person,M +3058,6/22/1958,57,Abbotsford,Meats,Meat Cutter,F +3059,6/25/1958,57,Richmond,Meats,Meat Cutter,M +3061,7/5/1958,57,Vancouver,Customer Service,Cashier,M +3062,7/5/1958,57,Kelowna,Meats,Meat Cutter,F +3063,7/6/1958,57,Terrace,Meats,Meat Cutter,M +3064,7/6/1958,57,Vernon,Produce,Produce Clerk,M +3065,7/13/1958,57,Vancouver,Customer Service,Cashier,M +3066,7/12/1958,57,Victoria,Produce,Produce Clerk,F +3067,3/3/1943,72,Victoria,Meats,Meat Cutter,F +3068,7/12/1958,57,Chilliwack,Produce,Produce Clerk,M +3069,7/14/1958,57,Trail,Meats,Meat Cutter,M +3071,3/5/1943,72,Vancouver,Dairy,Dairy Person,F +3073,7/20/1958,57,Quesnel,Meats,Meat Cutter,F +3075,3/9/1943,72,Victoria,Meats,Meat Cutter,F +3078,7/30/1958,57,Aldergrove,Meats,Meat Cutter,F +3079,7/29/1958,57,Squamish,Meats,Meat Cutter,F +3080,7/30/1958,57,Trail,Meats,Meat Cutter,F +3082,3/13/1943,72,Victoria,Meats,Meat Cutter,F +3083,3/14/1943,72,Terrace,Meats,Meat Cutter,F +3085,8/5/1958,57,Nanaimo,Produce,Produce Clerk,M +3087,8/4/1958,57,Nanaimo,Produce,Produce Clerk,F +3088,8/8/1958,57,Victoria,Produce,Produce Clerk,F +3089,8/8/1958,57,Vancouver,Customer Service,Cashier,M +3091,8/10/1958,57,Surrey,Meats,Meat Cutter,M +3093,3/20/1943,72,Kelowna,Meats,Meat Cutter,F +3094,8/14/1958,57,Trail,Meats,Meat Cutter,M +3095,8/16/1958,57,Vancouver,Customer Service,Cashier,M +3096,8/16/1958,57,Vancouver,Customer Service,Cashier,M +3097,8/25/1958,57,Quesnel,Produce,Produce Clerk,F +3098,8/25/1958,57,Victoria,Produce,Produce Clerk,M +3100,8/30/1958,57,Williams Lake,Meats,Meat Cutter,F +3101,8/30/1958,57,Vancouver,Customer Service,Cashier,M +3102,3/30/1943,72,Squamish,Meats,Meat Cutter,F +3104,9/4/1958,57,Squamish,Meats,Meat Cutter,F +3106,9/7/1958,57,Victoria,Produce,Produce Clerk,F +3107,9/9/1958,57,Victoria,Produce,Produce Clerk,M +3108,9/9/1958,57,Port Coquitlam,Meats,Meat Cutter,F +3110,9/14/1958,57,Vancouver,Meats,Meat Cutter,F +3111,9/14/1958,57,Vernon,Produce,Produce Clerk,F +3112,9/17/1958,57,Kamloops,Meats,Meat Cutter,M +3113,9/17/1958,57,Burnaby,Bakery,Baker,M +3114,9/19/1958,57,Kelowna,Meats,Meat Cutter,M +3115,4/8/1943,72,Terrace,Meats,Meat Cutter,F +3116,4/8/1943,72,Victoria,Meats,Meat Cutter,F +3117,9/20/1958,57,Vancouver,Meats,Meat Cutter,F +3121,10/1/1958,57,Terrace,Produce,Produce Clerk,M +3122,10/12/1958,57,Victoria,Produce,Produce Clerk,F +3124,10/13/1958,57,Terrace,Produce,Produce Clerk,F +3125,4/23/1943,72,Langley,Meats,Meat Cutter,F +3126,10/18/1958,57,Surrey,Meats,Meat Cutter,F +3127,4/24/1943,72,Vancouver,Dairy,Dairy Person,F +3128,10/19/1958,57,Vancouver,Meats,Meat Cutter,F +3129,4/24/1943,72,Nanaimo,Meats,Meat Cutter,F +3132,10/23/1958,57,Vancouver,Meats,Meat Cutter,M +3133,10/25/1958,57,Victoria,Produce,Produce Clerk,M +3134,10/24/1958,57,Nanaimo,Produce,Produce Clerk,M +3135,10/31/1958,57,Nanaimo,Produce,Produce Clerk,F +3136,10/31/1958,57,Vancouver,Meats,Meat Cutter,F +3137,10/31/1958,57,New Westminster,Meats,Meat Cutter,F +3139,11/2/1958,57,Vancouver,Meats,Meat Cutter,M +3140,11/4/1958,57,Vancouver,Meats,Meat Cutter,M +3141,11/4/1958,57,Langley,Meats,Meat Cutter,M +3142,5/4/1943,72,Surrey,Meats,Meat Cutter,F +3143,11/6/1958,57,New Westminster,Meats,Meat Cutter,M +3144,5/4/1943,72,Terrace,Meats,Meat Cutter,F +3145,11/8/1958,57,Cranbrook,Meats,Meat Cutter,F +3146,11/9/1958,57,Victoria,Produce,Produce Clerk,F +3147,11/8/1958,57,Terrace,Produce,Produce Clerk,M +3148,11/11/1958,57,New Westminster,Meats,Meat Cutter,F +3149,5/7/1943,72,Victoria,Meats,Meat Cutter,F +3150,11/16/1958,57,Victoria,Produce,Produce Clerk,F +3151,11/16/1958,57,Victoria,Produce,Produce Clerk,F +3152,5/11/1943,72,Nanaimo,Meats,Meat Cutter,F +3155,11/26/1958,57,Surrey,Meats,Meat Cutter,F +3156,5/15/1943,72,Nanaimo,Meats,Meat Cutter,F +3157,5/16/1943,72,Trail,Meats,Meat Cutter,F +3158,12/4/1958,57,Vancouver,Meats,Meat Cutter,F +3159,5/19/1943,72,Richmond,Meats,Meat Cutter,F +3160,5/19/1943,72,Vancouver,Dairy,Dairy Person,F +3164,12/15/1958,57,Vancouver,Meats,Meat Cutter,M +3165,12/14/1958,57,Nanaimo,Produce,Produce Clerk,M +3166,12/17/1958,57,Kamloops,Meats,Meat Cutter,M +3167,12/17/1958,57,New Westminster,Meats,Meat Cutter,F +3168,12/19/1958,57,Vancouver,Meats,Meat Cutter,F +3169,12/20/1958,57,Dease Lake,Dairy,Dairy Person,M +3170,12/20/1958,57,Kelowna,Meats,Meat Cutter,M +3171,12/23/1958,57,Burnaby,Dairy,Dairy Person,F +3174,5/31/1943,72,Vancouver,Dairy,Dairy Person,F +3175,6/1/1943,72,Langley,Meats,Meat Cutter,F +3176,1/3/1959,56,Richmond,Meats,Meat Cutter,F +3177,1/6/1959,56,North Vancouver,Produce,Produce Clerk,F +3178,1/7/1959,56,Victoria,Produce,Produce Clerk,M +3179,1/10/1959,56,Victoria,Produce,Produce Clerk,M +3180,1/13/1959,56,Burnaby,Dairy,Dairy Person,M +3181,1/15/1959,56,Vancouver,Meats,Meat Cutter,M +3182,1/16/1959,56,Vancouver,Meats,Meat Cutter,M +3183,6/10/1943,72,Langley,Meats,Meat Cutter,F +3184,6/11/1943,72,Langley,Meats,Meat Cutter,F +3185,1/20/1959,56,Burnaby,Dairy,Dairy Person,F +3187,1/22/1959,56,Trail,Meats,Meat Cutter,F +3188,6/13/1943,72,Quesnel,Meats,Meat Cutter,F +3189,1/21/1959,56,Victoria,Produce,Produce Clerk,M +3195,2/6/1959,56,Bella Bella,Meats,Meat Cutter,M +3196,2/5/1959,56,Kelowna,Meats,Meat Cutter,F +3197,2/10/1959,56,Nanaimo,Produce,Produce Clerk,M +3198,2/9/1959,56,Vancouver,Meats,Meat Cutter,M +3200,2/11/1959,56,Langley,Meats,Meat Cutter,M +3201,6/24/1943,72,Nanaimo,Meats,Meat Cutter,F +3202,6/25/1943,72,Squamish,Meats,Meat Cutter,F +3203,2/16/1959,56,Vancouver,Meats,Meat Cutter,M +3204,2/17/1959,56,Kelowna,Meats,Meat Cutter,M +3205,2/18/1959,56,New Westminster,Meats,Meat Cutter,M +3207,2/21/1959,56,Vancouver,Meats,Meat Cutter,F +3208,2/23/1959,56,Burnaby,Dairy,Dairy Person,F +3209,7/1/1943,72,Nanaimo,Meats,Meat Cutter,F +3212,3/2/1959,56,Victoria,Produce,Produce Clerk,F +3213,3/8/1959,56,Langley,Meats,Meat Cutter,M +3214,3/8/1959,56,Victoria,Produce,Produce Clerk,M +3215,3/11/1959,56,Surrey,Meats,Meat Cutter,F +3216,7/10/1943,72,Fort St John,Produce,Produce Clerk,F +3217,3/15/1959,56,Nanaimo,Produce,Produce Clerk,M +3218,3/21/1959,56,Vancouver,Meats,Meat Cutter,M +3219,3/24/1959,56,Vernon,Produce,Produce Clerk,M +3220,7/15/1943,72,Terrace,Meats,Meat Cutter,F +3221,3/26/1959,56,Chilliwack,Produce,Produce Clerk,M +3222,3/30/1959,56,Victoria,Produce,Produce Clerk,M +3223,4/2/1959,56,Richmond,Meats,Meat Cutter,M +3224,4/3/1959,56,New Westminster,Meats,Meat Cutter,F +3226,7/22/1943,72,Victoria,Meats,Meat Cutter,F +3228,4/8/1959,56,New Westminster,Meats,Meat Cutter,M +3229,4/8/1959,56,Kamloops,Meats,Meat Cutter,M +3230,4/9/1959,56,Terrace,Produce,Produce Clerk,M +3233,7/28/1943,72,Kamloops,Produce,Produce Clerk,F +3234,7/28/1943,72,Prince George,Meats,Meat Cutter,F +3235,7/29/1943,72,New Westminster,Meats,Meat Cutter,F +3236,7/29/1943,72,Prince George,Meats,Meat Cutter,F +3237,4/20/1959,56,Port Coquitlam,Produce,Produce Clerk,F +3239,4/29/1959,56,Nanaimo,Produce,Produce Clerk,F +3240,4/29/1959,56,Burnaby,Dairy,Dairy Person,F +3241,5/1/1959,56,Princeton,Meats,Meat Cutter,F +3242,5/3/1959,56,Vancouver,Meats,Meat Cutter,F +3243,5/7/1959,56,Kelowna,Meats,Meat Cutter,M +3244,5/8/1959,56,Vancouver,Meats,Meat Cutter,F +3245,5/11/1959,56,Langley,Meats,Meat Cutter,F +3246,5/13/1959,56,Nelson,Customer Service,Customer Service Manager,F +3247,5/15/1959,56,Victoria,Produce,Produce Clerk,F +3248,8/14/1943,72,Vancouver,Dairy,Dairy Person,F +3249,5/20/1959,56,Kamloops,Meats,Meat Cutter,F +3250,5/22/1959,56,Kelowna,Meats,Meat Cutter,M +3251,5/23/1959,56,North Vancouver,Produce,Produce Clerk,F +3252,5/25/1959,56,Prince George,Meats,Meat Cutter,F +3253,5/25/1959,56,Burnaby,Dairy,Dairy Person,F +3254,5/24/1959,56,Kamloops,Meats,Meat Cutter,F +3255,5/24/1959,56,Prince George,Meats,Meat Cutter,F +3256,5/25/1959,56,Vancouver,Meats,Meat Cutter,F +3257,5/26/1959,56,Victoria,Produce,Produce Clerk,F +3258,5/27/1959,56,Vancouver,Meats,Meat Cutter,M +3259,5/29/1959,56,Abbotsford,Meats,Meat Cutter,F +3260,6/3/1959,56,Victoria,Produce,Produce Clerk,F +3262,8/23/1943,72,Nanaimo,Meats,Meat Cutter,F +3263,6/5/1959,56,Burnaby,Dairy,Dairy Person,F +3264,6/7/1959,56,Victoria,Produce,Produce Clerk,F +3265,6/9/1959,56,Vancouver,Meats,Meat Cutter,M +3266,6/9/1959,56,Kamloops,Meats,Meat Cutter,M +3267,6/9/1959,56,Vancouver,Meats,Meat Cutter,M +3268,8/27/1943,72,Vancouver,Dairy,Dairy Person,F +3269,6/17/1959,56,Vancouver,Meats,Meat Cutter,F +3270,8/31/1943,72,Vancouver,Dairy,Dairy Person,F +3271,6/22/1959,56,Surrey,Meats,Meat Cutter,M +3272,9/1/1943,72,Vancouver,Dairy,Dairy Person,F +3273,9/1/1943,72,Vancouver,Dairy,Dairy Person,F +3274,6/26/1959,56,West Vancouver,Meats,Meat Cutter,F +3275,6/28/1959,56,Victoria,Produce,Produce Clerk,M +3276,6/30/1959,56,Nanaimo,Produce,Produce Clerk,F +3277,6/29/1959,56,Surrey,Meats,Meat Cutter,F +3278,7/1/1959,56,Vancouver,Meats,Meat Cutter,M +3279,7/4/1959,56,Squamish,Produce,Produce Clerk,M +3280,7/6/1959,56,Chilliwack,Produce,Produce Clerk,M +3281,7/5/1959,56,Cranbrook,Meats,Meat Cutter,M +3282,7/6/1959,56,Kelowna,Meats,Meat Cutter,F +3284,7/7/1959,56,Victoria,Bakery,Baker,F +3285,7/9/1959,56,Trail,Meats,Meat Cutter,F +3286,7/11/1959,56,Chilliwack,Produce,Produce Clerk,F +3287,7/19/1959,56,Vancouver,Meats,Meat Cutter,M +3288,7/21/1959,56,New Westminster,Meats,Meat Cutter,M +3289,7/23/1959,56,Vancouver,Meats,Meat Cutter,F +3291,7/25/1959,56,Quesnel,Produce,Produce Clerk,M +3292,7/26/1959,56,Vancouver,Meats,Meat Cutter,F +3293,7/26/1959,56,Terrace,Produce,Produce Clerk,M +3294,9/21/1943,72,Kelowna,Produce,Produce Clerk,F +3295,7/31/1959,56,Vancouver,Meats,Meat Cutter,F +3296,9/25/1943,72,Chilliwack,Meats,Meat Cutter,F +3297,8/10/1959,56,Victoria,Bakery,Baker,M +3298,8/10/1959,56,Vancouver,Meats,Meat Cutter,M +3299,8/12/1959,56,Prince George,Meats,Meat Cutter,F +3300,8/14/1959,56,Chilliwack,Produce,Produce Clerk,M +3302,8/14/1959,56,Burnaby,Dairy,Dairy Person,M +3303,8/18/1959,56,Terrace,Produce,Produce Clerk,F +3304,8/20/1959,56,Trail,Meats,Meat Cutter,M +3308,8/25/1959,56,Langley,Produce,Produce Clerk,F +3309,8/26/1959,56,Vancouver,Meats,Meat Cutter,M +3310,10/5/1943,72,Port Coquitlam,Meats,Meat Cutter,F +3311,8/27/1959,56,Kamloops,Meats,Meat Cutter,F +3312,8/31/1959,56,Vancouver,Meats,Meat Cutter,F +3314,9/6/1959,56,Vancouver,Meats,Meat Cutter,M +3315,9/6/1959,56,Victoria,Bakery,Baker,M +3316,9/7/1959,56,Nanaimo,Produce,Produce Clerk,F +3320,9/12/1959,56,Richmond,Meats,Meat Cutter,F +3321,9/11/1959,56,Vancouver,Meats,Meat Cutter,F +3322,9/16/1959,56,Burnaby,Dairy,Dairy Person,F +3323,9/19/1959,56,Nanaimo,Produce,Produce Clerk,M +3324,9/21/1959,56,Kamloops,Meats,Meat Cutter,F +3325,9/22/1959,56,New Westminster,Produce,Produce Clerk,M +3326,9/22/1959,56,Prince George,Meats,Meat Cutter,M +3327,10/20/1943,72,Aldergrove,Produce,Produce Clerk,F +3328,9/25/1959,56,Vancouver,Meats,Meat Cutter,M +3329,9/28/1959,56,Richmond,Meats,Meat Cutter,F +3330,10/23/1943,72,Abbotsford,Produce,Produce Clerk,F +3332,9/30/1959,56,Fort St John,Meats,Meat Cutter,M +3333,10/1/1959,56,New Westminster,Produce,Produce Clerk,M +3334,10/6/1959,56,Burnaby,Dairy,Dairy Person,M +3335,10/6/1959,56,New Westminster,Produce,Produce Clerk,M +3336,10/7/1959,56,Nanaimo,Produce,Produce Clerk,F +3337,10/9/1959,56,Kelowna,Meats,Meat Cutter,M +3338,10/29/1943,72,Langley,Meats,Meat Cutter,F +3340,10/15/1959,56,Cranbrook,Meats,Meat Cutter,F +3344,10/26/1959,56,Richmond,Meats,Meat Cutter,F +3345,10/29/1959,56,Vancouver,Meats,Meat Cutter,M +3346,11/8/1943,72,Kamloops,Produce,Produce Clerk,F +3348,10/30/1959,56,Victoria,Bakery,Baker,F +3350,11/11/1943,72,Vancouver,Dairy,Dairy Person,F +3351,11/11/1943,72,Prince George,Meats,Meat Cutter,F +3352,11/8/1959,56,New Westminster,Produce,Produce Clerk,F +3353,11/9/1959,56,Surrey,Produce,Produce Clerk,M +3354,11/14/1959,56,Vancouver,Meats,Meat Cutter,F +3355,11/14/1959,56,Vancouver,Meats,Meat Cutter,M +3356,11/18/1943,72,Nanaimo,Meats,Meat Cutter,F +3357,11/18/1959,56,Burnaby,Dairy,Dairy Person,M +3358,11/22/1943,72,Victoria,Meats,Meat Cutter,F +3359,11/27/1959,56,Grand Forks,Produce,Produce Manager,M +3360,12/1/1959,56,Victoria,Bakery,Baker,M +3361,11/26/1943,72,Vancouver,Dairy,Dairy Person,F +3362,12/3/1959,56,Vancouver,Meats,Meat Cutter,M +3363,12/7/1959,56,Vancouver,Meats,Meat Cutter,F +3364,12/9/1959,56,Kelowna,Meats,Meat Cutter,M +3365,12/12/1959,56,Nanaimo,Produce,Produce Clerk,M +3366,12/1/1943,72,Cranbrook,Produce,Produce Clerk,F +3367,12/14/1959,56,Williams Lake,Meats,Meat Cutter,M +3368,12/3/1943,72,Prince George,Meats,Meat Cutter,F +3369,12/15/1959,56,Nanaimo,Produce,Produce Clerk,F +3370,12/17/1959,56,Vancouver,Meats,Meat Cutter,M +3371,12/4/1943,72,Trail,Meats,Meat Cutter,F +3373,12/19/1959,56,Surrey,Produce,Produce Clerk,M +3378,12/24/1959,56,Burnaby,Dairy,Dairy Person,M +3379,12/26/1959,56,Kelowna,Meats,Meat Cutter,F +3380,12/28/1959,56,Kelowna,Meats,Meat Cutter,M +3381,12/31/1959,56,Vancouver,Meats,Meat Cutter,F +3383,12/12/1943,72,Burnaby,Meats,Meat Cutter,F +3384,1/6/1960,55,New Westminster,Produce,Produce Clerk,F +3385,1/5/1960,55,Victoria,Bakery,Baker,F +3386,1/6/1960,55,Vancouver,Meats,Meat Cutter,M +3388,1/8/1960,55,Vancouver,Meats,Meat Cutter,M +3389,1/8/1960,55,Burnaby,Dairy,Dairy Person,M +3390,1/13/1960,55,Prince George,Meats,Meat Cutter,F +3391,12/19/1943,72,Quesnel,Meats,Meat Cutter,F +3392,1/18/1960,55,Vernon,Produce,Produce Clerk,F +3393,12/21/1943,72,Vancouver,Dairy,Dairy Person,F +3395,1/22/1960,55,Squamish,Produce,Produce Clerk,F +3399,2/5/1960,55,Nanaimo,Produce,Produce Clerk,M +3400,2/7/1960,55,Kelowna,Meats,Meat Cutter,M +3401,12/31/1943,72,Victoria,Meats,Meat Cutter,F +3402,2/8/1960,55,Cranbrook,Meats,Meat Cutter,M +3403,2/12/1960,55,Vancouver,Meats,Meat Cutter,F +3404,2/13/1960,55,Kelowna,Meats,Meat Cutter,F +3405,1/5/1944,71,Trail,Meats,Meat Cutter,F +3407,2/24/1960,55,Burnaby,Processed Foods,Shelf Stocker,F +3408,1/11/1944,71,Cranbrook,Produce,Produce Clerk,F +3409,3/1/1960,55,Burnaby,Processed Foods,Shelf Stocker,M +3410,1/15/1944,71,Nanaimo,Meats,Meat Cutter,F +3411,3/7/1960,55,Aldergrove,Meats,Meat Cutter,M +3412,3/9/1960,55,Vancouver,Meats,Meat Cutter,M +3413,3/9/1960,55,Langley,Produce,Produce Clerk,F +3414,3/11/1960,55,Vancouver,Meats,Meat Cutter,F +3415,3/10/1960,55,New Westminster,Produce,Produce Clerk,M +3416,3/10/1960,55,Trail,Meats,Meat Cutter,F +3417,1/18/1944,71,Terrace,Meats,Meat Cutter,F +3418,3/22/1960,55,Kamloops,Meats,Meat Cutter,M +3419,3/24/1960,55,Nanaimo,Produce,Produce Clerk,F +3420,3/23/1960,55,Aldergrove,Meats,Meat Cutter,M +3421,3/26/1960,55,Terrace,Produce,Produce Clerk,F +3423,4/10/1960,55,Surrey,Produce,Produce Clerk,M +3424,4/9/1960,55,Vancouver,Meats,Meat Cutter,F +3425,4/9/1960,55,Cranbrook,Meats,Meat Cutter,M +3426,2/2/1944,71,Trail,Meats,Meat Cutter,F +3427,4/12/1960,55,Nanaimo,Produce,Produce Clerk,F +3428,4/12/1960,55,Langley,Produce,Produce Clerk,F +3429,2/3/1944,71,New Westminister,Meats,Meat Cutter,F +3430,4/14/1960,55,Kelowna,Meats,Meat Cutter,F +3431,4/14/1960,55,Cranbrook,Meats,Meat Cutter,F +3433,4/16/1960,55,Victoria,Bakery,Baker,M +3434,4/16/1960,55,Prince George,Meats,Meat Cutter,M +3435,2/6/1944,71,Victoria,Meats,Meat Cutter,F +3436,4/22/1960,55,Kelowna,Meats,Meat Cutter,F +3437,2/8/1944,71,Vancouver,Dairy,Dairy Person,F +3439,4/23/1960,55,Vancouver,Meats,Meat Cutter,M +3441,2/11/1944,71,Vancouver,Dairy,Dairy Person,F +3443,4/28/1960,55,Surrey,Produce,Produce Clerk,M +3445,4/29/1960,55,Vernon,Produce,Produce Clerk,M +3446,4/28/1960,55,Nanaimo,Produce,Produce Clerk,M +3447,4/28/1960,55,Burnaby,Processed Foods,Shelf Stocker,F +3450,5/8/1960,55,Fort St John,Meats,Meat Cutter,M +3451,5/8/1960,55,West Vancouver,Meats,Meat Cutter,M +3452,5/10/1960,55,Port Coquitlam,Produce,Produce Clerk,M +3453,5/10/1960,55,Vancouver,Meats,Meat Cutter,F +3454,5/10/1960,55,Vancouver,Meats,Meat Cutter,M +3455,2/18/1944,71,Prince George,Meats,Meat Cutter,F +3456,5/11/1960,55,Cranbrook,Meats,Meat Cutter,M +3457,5/13/1960,55,Williams Lake,Produce,Produce Clerk,M +3459,5/16/1960,55,North Vancouver,Produce,Produce Clerk,M +3461,5/20/1960,55,Nanaimo,Produce,Produce Clerk,M +3462,5/22/1960,55,Nanaimo,Produce,Produce Clerk,F +3463,5/24/1960,55,Victoria,Bakery,Baker,M +3464,2/25/1944,71,New Westminster,Meats,Meat Cutter,F +3465,2/25/1944,71,Cranbrook,Produce,Produce Clerk,F +3466,5/24/1960,55,Langley,Produce,Produce Clerk,F +3467,5/26/1960,55,Richmond,Meats,Meat Cutter,F +3468,5/31/1960,55,Fort St John,Meats,Meat Cutter,M +3469,5/30/1960,55,Terrace,Produce,Produce Clerk,F +3470,3/5/1944,71,Abbotsford,Produce,Produce Clerk,F +3471,6/9/1960,55,Surrey,Produce,Produce Clerk,F +3475,3/16/1944,71,Nanaimo,Meats,Meat Cutter,F +3476,6/28/1960,55,Vancouver,Meats,Meat Cutter,M +3477,3/19/1944,71,Victoria,Meats,Meat Cutter,F +3478,7/6/1960,55,Williams Lake,Produce,Produce Clerk,M +3481,3/25/1944,71,Nelson,Produce,Produce Clerk,F +3482,3/25/1944,71,Richmond,Meats,Meat Cutter,F +3483,7/16/1960,55,Vancouver,Meats,Meat Cutter,M +3484,3/26/1944,71,Kamloops,Produce,Produce Clerk,F +3485,7/22/1960,55,New Westminster,Produce,Produce Clerk,M +3486,7/23/1960,55,Surrey,Produce,Produce Clerk,M +3489,8/2/1960,55,Williams Lake,Produce,Produce Clerk,M +3490,8/3/1960,55,Burnaby,Processed Foods,Shelf Stocker,F +3491,8/3/1960,55,Kelowna,Meats,Meat Cutter,F +3492,4/4/1944,71,Victoria,Meats,Meat Cutter,F +3493,8/5/1960,55,Kelowna,Meats,Meat Cutter,F +3494,8/8/1960,55,Vancouver,Meats,Meat Cutter,M +3495,8/10/1960,55,Abbotsford,Meats,Meat Cutter,F +3496,8/11/1960,55,Kelowna,Meats,Meat Cutter,F +3497,8/11/1960,55,Kamloops,Meats,Meat Cutter,F +3498,8/13/1960,55,Aldergrove,Produce,Produce Clerk,M +3499,8/15/1960,55,Vancouver,Meats,Meat Cutter,F +3500,8/15/1960,55,Trail,Produce,Produce Clerk,M +3501,8/17/1960,55,Surrey,Produce,Produce Clerk,F +3502,8/16/1960,55,Surrey,Produce,Produce Clerk,M +3503,8/25/1960,55,Fort Nelson,Processed Foods,Processed Foods Manager,M +3504,8/24/1960,55,Nanaimo,Produce,Produce Clerk,F +3506,4/18/1944,71,Victoria,Produce,Produce Clerk,F +3507,8/31/1960,55,Kelowna,Meats,Meat Cutter,M +3508,9/1/1960,55,Richmond,Meats,Meat Cutter,M +3509,4/21/1944,71,Terrace,Meats,Meat Cutter,F +3510,9/6/1960,55,Vancouver,Meats,Meat Cutter,F +3511,4/22/1944,71,Fort St John,Produce,Produce Clerk,F +3512,9/6/1960,55,Princeton,Produce,Produce Clerk,F +3513,9/11/1960,55,New Westminster,Produce,Produce Clerk,F +3515,9/15/1960,55,Richmond,Meats,Meat Cutter,F +3516,9/21/1960,55,Vancouver,Meats,Meat Cutter,M +3517,9/22/1960,55,Trail,Produce,Produce Clerk,F +3518,9/27/1960,55,Langley,Produce,Produce Clerk,F +3519,5/4/1944,71,Terrace,Meats,Meat Cutter,F +3520,5/8/1944,71,Vancouver,Dairy,Dairy Person,F +3521,5/9/1944,71,Aldergrove,Produce,Produce Clerk,F +3522,10/9/1960,55,Vancouver,Meats,Meat Cutter,F +3523,10/10/1960,55,Cranbrook,Meats,Meat Cutter,F +3524,10/14/1960,55,Kamloops,Meats,Meat Cutter,M +3525,10/15/1960,55,Victoria,Bakery,Baker,M +3526,10/18/1960,55,New Westminster,Produce,Produce Clerk,F +3527,10/18/1960,55,Vancouver,Meats,Meat Cutter,F +3528,10/20/1960,55,Kelowna,Meats,Meat Cutter,F +3531,10/25/1960,55,Victoria,Bakery,Baker,F +3532,10/27/1960,55,Terrace,Produce,Produce Clerk,M +3533,10/28/1960,55,Vancouver,Meats,Meat Cutter,M +3534,10/29/1960,55,Burnaby,Processed Foods,Shelf Stocker,M +3536,11/1/1960,55,Port Coquitlam,Produce,Produce Clerk,M +3537,10/31/1960,55,Quesnel,Produce,Produce Clerk,F +3538,11/5/1960,55,Trail,Produce,Produce Clerk,M +3539,11/4/1960,55,Nanaimo,Produce,Produce Clerk,F +3540,11/6/1960,55,Victoria,Bakery,Baker,M +3541,5/24/1944,71,Richmond,Meats,Meat Cutter,F +3543,5/25/1944,71,Kelowna,Produce,Produce Clerk,F +3544,11/7/1960,55,Vancouver,Meats,Meat Cutter,F +3545,11/9/1960,55,Terrace,Produce,Produce Clerk,F +3546,11/12/1960,55,Vancouver,Meats,Meat Cutter,M +3547,11/16/1960,55,Vancouver,Meats,Meat Cutter,F +3548,11/17/1960,55,Nanaimo,Produce,Produce Clerk,M +3549,11/17/1960,55,New Westminster,Produce,Produce Clerk,F +3550,11/18/1960,55,Burnaby,Processed Foods,Shelf Stocker,F +3551,11/20/1960,55,Burnaby,Processed Foods,Shelf Stocker,F +3552,11/21/1960,55,Vancouver,Meats,Meat Cutter,M +3554,6/2/1944,71,Richmond,Produce,Produce Clerk,F +3556,6/5/1944,71,Victoria,Produce,Produce Clerk,F +3557,12/1/1960,55,Cranbrook,Meats,Meat Cutter,M +3558,12/4/1960,55,Burnaby,Processed Foods,Shelf Stocker,M +3559,12/9/1960,55,Kelowna,Meats,Meat Cutter,F +3561,6/11/1944,71,Nanaimo,Produce,Produce Clerk,F +3563,12/12/1960,55,Surrey,Produce,Produce Clerk,F +3564,12/16/1960,55,New Westminster,Produce,Produce Clerk,M +3565,12/15/1960,55,Cranbrook,Meats,Meat Cutter,M +3566,12/18/1960,55,Prince George,Meats,Meat Cutter,M +3567,12/17/1960,55,Kamloops,Meats,Meat Cutter,F +3568,12/17/1960,55,Trail,Produce,Produce Clerk,M +3569,12/22/1960,55,Nanaimo,Produce,Produce Clerk,M +3570,6/17/1944,71,Vancouver,Dairy,Dairy Person,F +3571,12/24/1960,55,Vancouver,Produce,Produce Clerk,M +3572,12/26/1960,55,New Westminster,Produce,Produce Clerk,F +3573,6/19/1944,71,Vancouver,Dairy,Dairy Person,F +3574,12/26/1960,55,Kamloops,Meats,Meat Cutter,F +3576,12/31/1960,55,Victoria,Bakery,Baker,M +3577,12/31/1960,55,Nanaimo,Produce,Produce Clerk,M +3578,6/23/1944,71,Kamloops,Produce,Produce Clerk,F +3579,1/4/1961,54,Vancouver,Produce,Produce Clerk,F +3580,1/3/1961,54,Vancouver,Produce,Produce Clerk,F +3581,1/10/1961,54,New Westminster,Produce,Produce Clerk,M +3582,1/18/1961,54,Nanaimo,Produce,Produce Clerk,F +3583,1/18/1961,54,Vancouver,Produce,Produce Clerk,M +3584,1/20/1961,54,Langley,Produce,Produce Clerk,M +3585,7/6/1944,71,Kelowna,Produce,Produce Clerk,F +3587,1/28/1961,54,New Westminster,Produce,Produce Clerk,M +3588,7/10/1944,71,Richmond,Produce,Produce Clerk,F +3590,2/4/1961,54,Terrace,Produce,Produce Clerk,M +3591,2/10/1961,54,Abbotsford,Meats,Meat Cutter,M +3592,2/13/1961,54,Nanaimo,Produce,Produce Clerk,F +3593,2/12/1961,54,Williams Lake,Produce,Produce Clerk,F +3594,2/13/1961,54,Kelowna,Meats,Meat Cutter,M +3595,2/17/1961,54,Richmond,Meats,Meat Cutter,F +3596,2/20/1961,54,New Westminster,Produce,Produce Clerk,M +3597,2/20/1961,54,Vancouver,Produce,Produce Clerk,F +3598,2/20/1961,54,Victoria,Bakery,Baker,F +3599,7/19/1944,71,Vernon,Produce,Produce Clerk,F +3600,2/22/1961,54,Prince George,Meats,Meat Cutter,M +3602,2/24/1961,54,Trail,Produce,Produce Clerk,F +3603,2/24/1961,54,Nanaimo,Produce,Produce Clerk,M +3604,3/2/1961,54,Vancouver,Produce,Produce Clerk,F +3605,7/26/1944,71,Vancouver,Dairy,Dairy Person,F +3606,3/5/1961,54,Kamloops,Meats,Meat Cutter,F +3607,3/4/1961,54,New Westminster,Produce,Produce Clerk,M +3608,3/6/1961,54,Cranbrook,Meats,Meat Cutter,F +3610,3/10/1961,54,Chilliwack,Produce,Produce Clerk,F +3611,7/29/1944,71,New Westminster,Meats,Meat Cutter,F +3612,3/14/1961,54,Kelowna,Produce,Produce Clerk,M +3613,3/14/1961,54,Chilliwack,Produce,Produce Clerk,M +3614,3/18/1961,54,Port Coquitlam,Produce,Produce Clerk,F +3616,3/21/1961,54,Burnaby,Processed Foods,Shelf Stocker,M +3618,3/27/1961,54,Kamloops,Meats,Meat Cutter,M +3619,8/7/1944,71,Terrace,Meats,Meat Cutter,F +3620,8/10/1944,71,Vancouver,Dairy,Dairy Person,F +3621,4/4/1961,54,Pitt Meadows,Dairy,Dairy Person,F +3622,4/5/1961,54,Kelowna,Produce,Produce Clerk,F +3623,4/5/1961,54,Squamish,Produce,Produce Clerk,M +3624,4/7/1961,54,Trail,Produce,Produce Clerk,M +3625,4/9/1961,54,Vancouver,Produce,Produce Clerk,M +3626,8/15/1944,71,Prince George,Produce,Produce Clerk,F +3627,4/11/1961,54,Vancouver,Produce,Produce Clerk,F +3629,4/13/1961,54,Nanaimo,Produce,Produce Clerk,F +3630,4/19/1961,54,Quesnel,Produce,Produce Clerk,F +3631,4/20/1961,54,Kelowna,Produce,Produce Clerk,M +3632,8/20/1944,71,Langley,Meats,Meat Cutter,F +3633,4/20/1961,54,Kelowna,Produce,Produce Clerk,M +3634,4/26/1961,54,Prince George,Meats,Meat Cutter,F +3635,8/25/1944,71,New Westminster,Meats,Meat Cutter,F +3636,5/2/1961,54,Cranbrook,Meats,Meat Cutter,F +3638,5/6/1961,54,Kelowna,Produce,Produce Clerk,F +3639,5/7/1961,54,Terrace,Produce,Produce Clerk,F +3641,5/11/1961,54,New Westminster,Produce,Produce Clerk,F +3642,5/19/1961,54,Vancouver,Produce,Produce Clerk,M +3643,5/19/1961,54,Victoria,Bakery,Baker,F +3644,9/5/1944,71,Abbotsford,Processed Foods,Shelf Stocker,F +3646,5/28/1961,54,Victoria,Bakery,Baker,M +3647,9/10/1944,71,New Westminster,Produce,Produce Clerk,F +3648,9/13/1944,71,Victoria,Produce,Produce Clerk,F +3650,6/9/1961,54,Port Coquitlam,Produce,Produce Clerk,F +3651,6/11/1961,54,Vancouver,Produce,Produce Clerk,F +3653,9/21/1944,71,Port Coquitlam,Meats,Meat Cutter,F +3655,6/21/1961,54,Prince George,Meats,Meat Cutter,F +3656,6/23/1961,54,Richmond,Meats,Meat Cutter,F +3657,9/22/1944,71,Victoria,Produce,Produce Clerk,F +3658,9/23/1944,71,Richmond,Produce,Produce Clerk,F +3659,9/23/1944,71,Victoria,Produce,Produce Clerk,F +3660,9/23/1944,71,Vancouver,Dairy,Dairy Person,F +3661,6/30/1961,54,Cortes Island,Dairy,Dairy Person,M +3662,9/27/1944,71,Nanaimo,Produce,Produce Clerk,F +3663,9/29/1944,71,Nanaimo,Produce,Produce Clerk,F +3664,9/30/1944,71,Vancouver,Dairy,Dairy Person,F +3665,7/15/1961,54,Vancouver,Produce,Produce Clerk,F +3667,7/18/1961,54,Kelowna,Produce,Produce Clerk,F +3668,7/18/1961,54,Kelowna,Produce,Produce Clerk,F +3669,7/23/1961,54,Quesnel,Produce,Produce Clerk,M +3671,7/28/1961,54,Burnaby,Processed Foods,Shelf Stocker,F +3673,7/30/1961,54,Port Coquitlam,Produce,Produce Clerk,F +3674,8/3/1961,54,Vancouver,Produce,Produce Clerk,M +3677,8/5/1961,54,New Westminster,Produce,Produce Clerk,F +3678,8/4/1961,54,Vancouver,Produce,Produce Clerk,M +3679,8/6/1961,54,New Westminster,Produce,Produce Clerk,M +3680,10/17/1944,71,New Westminster,Produce,Produce Clerk,F +3681,8/13/1961,54,Vancouver,Produce,Produce Clerk,M +3683,10/21/1944,71,West Vancouver,Meats,Meat Cutter,F +3684,8/24/1961,54,Nanaimo,Produce,Produce Clerk,M +3686,10/27/1944,71,Cranbrook,Produce,Produce Clerk,F +3688,8/30/1961,54,Victoria,Bakery,Baker,M +3689,10/29/1944,71,Chilliwack,Produce,Produce Clerk,F +3690,9/7/1961,54,Haney,Meats,Meat Cutter,M +3692,11/2/1944,71,Grand Forks,Produce,Produce Clerk,F +3693,9/11/1961,54,Nanaimo,Produce,Produce Clerk,M +3694,9/12/1961,54,Richmond,Meats,Meat Cutter,M +3695,9/16/1961,54,Cranbrook,Meats,Meat Cutter,F +3696,9/18/1961,54,New Westminster,Produce,Produce Clerk,F +3697,9/19/1961,54,Aldergrove,Produce,Produce Clerk,M +3698,11/8/1944,71,Abbotsford,Processed Foods,Shelf Stocker,F +3699,9/22/1961,54,Trail,Produce,Produce Clerk,F +3700,9/23/1961,54,Quesnel,Produce,Produce Clerk,F +3702,10/1/1961,54,New Westminster,Produce,Produce Clerk,M +3703,11/16/1944,71,Vancouver,Meats,Meat Cutter,F +3704,10/9/1961,54,Cranbrook,Meats,Meat Cutter,F +3706,11/20/1944,71,Kelowna,Produce,Produce Clerk,F +3708,10/15/1961,54,Prince George,Meats,Meat Cutter,M +3710,10/18/1961,54,Vancouver,Produce,Produce Clerk,M +3711,10/20/1961,54,White Rock,Processed Foods,Shelf Stocker,F +3712,10/19/1961,54,Vancouver,Produce,Produce Clerk,F +3713,10/26/1961,54,Richmond,Meats,Meat Cutter,M +3715,10/29/1961,54,Terrace,Produce,Produce Clerk,M +3716,10/30/1961,54,Aldergrove,Produce,Produce Clerk,F +3717,11/1/1961,54,Kelowna,Produce,Produce Clerk,F +3718,12/1/1944,71,Trail,Produce,Produce Clerk,F +3719,11/5/1961,54,Nanaimo,Produce,Produce Clerk,M +3720,11/8/1961,54,Cranbrook,Meats,Meat Cutter,M +3721,12/4/1944,71,Richmond,Produce,Produce Clerk,F +3722,11/9/1961,54,Haney,Produce,Produce Clerk,M +3724,11/15/1961,54,Victoria,Bakery,Baker,F +3725,11/15/1961,54,Vancouver,Produce,Produce Clerk,M +3726,11/15/1961,54,Cranbrook,Meats,Meat Cutter,F +3727,11/14/1961,54,Langley,Produce,Produce Clerk,F +3729,11/16/1961,54,Trail,Produce,Produce Clerk,M +3730,12/10/1944,71,Nanaimo,Produce,Produce Clerk,F +3731,11/19/1961,54,Cranbrook,Meats,Meat Cutter,M +3732,11/18/1961,54,Victoria,Bakery,Baker,F +3733,12/12/1944,71,Kamloops,Produce,Produce Clerk,F +3735,11/27/1961,54,Victoria,Bakery,Baker,F +3736,11/29/1961,54,Prince George,Meats,Meat Cutter,M +3737,11/28/1961,54,New Westminster,Produce,Produce Clerk,F +3739,12/4/1961,54,New Westminster,Produce,Produce Clerk,F +3741,12/21/1944,71,Vancouver,Meats,Meat Cutter,F +3742,12/15/1961,54,Victoria,Bakery,Baker,F +3744,12/28/1944,71,Kamloops,Produce,Produce Clerk,F +3747,12/29/1961,54,Surrey,Produce,Produce Clerk,M +3748,1/1/1962,53,Burnaby,Processed Foods,Shelf Stocker,F +3749,1/2/1962,53,Kelowna,Produce,Produce Clerk,F +3750,1/2/1962,53,Squamish,Produce,Produce Clerk,F +3751,1/1/1962,53,Victoria,Bakery,Baker,F +3752,1/4/1962,53,Richmond,Meats,Meat Cutter,M +3753,1/4/1945,70,Victoria,Produce,Produce Clerk,F +3754,1/11/1962,53,Vancouver,Produce,Produce Clerk,F +3755,1/10/1962,53,Vancouver,Produce,Produce Clerk,M +3756,1/13/1962,53,West Vancouver,Meats,Meat Cutter,M +3757,1/19/1962,53,Cranbrook,Meats,Meat Cutter,F +3758,1/18/1962,53,Kamloops,Meats,Meat Cutter,M +3759,1/19/1962,53,Vancouver,Produce,Produce Clerk,M +3761,1/22/1962,53,Quesnel,Produce,Produce Clerk,M +3763,1/25/1962,53,Vernon,Produce,Produce Clerk,F +3764,1/25/1962,53,Vancouver,Produce,Produce Clerk,M +3765,1/16/1945,70,West Vancouver,Meats,Meat Cutter,F +3766,1/27/1962,53,Richmond,Meats,Meat Cutter,M +3768,2/4/1962,53,Prince George,Meats,Meat Cutter,F +3769,2/6/1962,53,Victoria,Bakery,Baker,M +3770,2/7/1962,53,Quesnel,Produce,Produce Clerk,M +3771,1/22/1945,70,Victoria,Produce,Produce Clerk,F +3772,1/24/1945,70,Kamloops,Produce,Produce Clerk,F +3773,2/15/1962,53,Williams Lake,Produce,Produce Clerk,M +3774,2/19/1962,53,New Westminster,Produce,Produce Clerk,M +3775,2/23/1962,53,Kelowna,Produce,Produce Clerk,M +3776,2/24/1962,53,Vancouver,Produce,Produce Clerk,M +3778,1/31/1945,70,Victoria,Produce,Produce Clerk,F +3779,2/27/1962,53,Nanaimo,Produce,Produce Clerk,M +3780,3/1/1962,53,Langley,Produce,Produce Clerk,M +3781,3/4/1962,53,Quesnel,Produce,Produce Clerk,F +3782,3/4/1962,53,Chilliwack,Produce,Produce Clerk,F +3783,3/4/1962,53,Surrey,Produce,Produce Clerk,F +3784,3/6/1962,53,Vancouver,Produce,Produce Clerk,M +3786,3/10/1962,53,Kamloops,Produce,Produce Clerk,M +3787,2/7/1945,70,New Westminister,Meats,Meat Cutter,F +3788,3/14/1962,53,Vancouver,Produce,Produce Clerk,F +3789,2/10/1945,70,Vancouver,Meats,Meat Cutter,F +3790,3/17/1962,53,Surrey,Produce,Produce Clerk,F +3791,3/17/1962,53,New Westminster,Produce,Produce Clerk,M +3792,3/19/1962,53,Bella Bella,Bakery,Baker,F +3793,3/28/1962,53,Vancouver,Produce,Produce Clerk,F +3796,2/23/1945,70,New Westminster,Produce,Produce Clerk,F +3797,4/10/1962,53,Terrace,Produce,Produce Clerk,M +3798,4/10/1962,53,Victoria,Bakery,Baker,M +3802,4/15/1962,53,Williams Lake,Produce,Produce Clerk,F +3804,2/28/1945,70,Vancouver,Meats,Meat Cutter,F +3805,4/22/1962,53,Kamloops,Produce,Produce Clerk,F +3806,4/24/1962,53,Nanaimo,Produce,Produce Clerk,F +3808,5/1/1962,53,Cranbrook,Produce,Produce Clerk,F +3809,5/1/1962,53,Victoria,Dairy,Dairy Person,F +3810,4/30/1962,53,Victoria,Dairy,Dairy Person,M +3811,5/4/1962,53,Kelowna,Produce,Produce Clerk,M +3813,5/9/1962,53,Aldergrove,Produce,Produce Clerk,F +3814,3/9/1945,70,Victoria,Produce,Produce Clerk,F +3815,3/10/1945,70,Langley,Meats,Meat Cutter,F +3816,5/12/1962,53,Kelowna,Produce,Produce Clerk,M +3817,3/12/1945,70,Cortes Island,Bakery,Baker,F +3818,5/14/1962,53,New Westminster,Produce,Produce Clerk,M +3819,5/17/1962,53,Chilliwack,Produce,Produce Clerk,F +3820,5/18/1962,53,Vancouver,Produce,Produce Clerk,F +3821,5/20/1962,53,Vancouver,Produce,Produce Clerk,F +3822,5/20/1962,53,Victoria,Dairy,Dairy Person,M +3823,5/20/1962,53,New Westminster,Produce,Produce Clerk,F +3824,5/19/1962,53,Vancouver,Produce,Produce Clerk,M +3825,5/24/1962,53,Vancouver,Produce,Produce Clerk,M +3826,5/26/1962,53,Chilliwack,Produce,Produce Clerk,M +3827,5/28/1962,53,Victoria,Dairy,Dairy Person,M +3829,5/29/1962,53,Port Coquitlam,Produce,Produce Clerk,F +3830,3/23/1945,70,Victoria,Produce,Produce Clerk,F +3831,6/3/1962,53,Kamloops,Produce,Produce Clerk,M +3832,3/25/1945,70,Nanaimo,Produce,Produce Clerk,F +3833,6/13/1962,53,Terrace,Produce,Produce Clerk,M +3835,6/17/1962,53,Langley,Produce,Produce Clerk,M +3836,6/21/1962,53,Port Coquitlam,Produce,Produce Clerk,F +3837,6/20/1962,53,Chilliwack,Produce,Produce Clerk,F +3840,6/26/1962,53,Chilliwack,Produce,Produce Clerk,M +3841,6/29/1962,53,Vancouver,Produce,Produce Clerk,F +3842,6/30/1962,53,Abbotsford,Meats,Meat Cutter,M +3843,7/1/1962,53,Victoria,Dairy,Dairy Person,F +3844,7/3/1962,53,Fort St John,Produce,Produce Clerk,F +3845,4/10/1945,70,Kamloops,Produce,Produce Clerk,F +3846,7/8/1962,53,Vancouver,Produce,Produce Clerk,M +3847,7/11/1962,53,Nanaimo,Produce,Produce Clerk,M +3848,7/14/1962,53,Vernon,Produce,Produce Clerk,F +3849,7/17/1962,53,Prince George,Produce,Produce Clerk,M +3850,7/18/1962,53,Fort Nelson,Customer Service,Customer Service Manager,M +3851,4/19/1945,70,Vancouver,Meats,Meat Cutter,F +3852,7/26/1962,53,Vancouver,Produce,Produce Clerk,F +3853,7/28/1962,53,Quesnel,Produce,Produce Clerk,M +3854,7/28/1962,53,Prince George,Produce,Produce Clerk,F +3855,7/29/1962,53,Richmond,Produce,Produce Clerk,F +3857,8/1/1962,53,Nanaimo,Produce,Produce Clerk,M +3858,8/4/1962,53,Nanaimo,Produce,Produce Clerk,F +3860,8/11/1962,53,Victoria,Dairy,Dairy Person,F +3862,8/13/1962,53,Nanaimo,Produce,Produce Clerk,M +3864,8/14/1962,53,Squamish,Produce,Produce Clerk,F +3865,8/17/1962,53,Vernon,Bakery,Baker,M +3866,5/3/1945,70,Ocean Falls,Bakery,Baker,F +3868,8/28/1962,53,West Vancouver,Produce,Produce Clerk,F +3869,8/29/1962,53,Terrace,Produce,Produce Clerk,M +3870,8/30/1962,53,Richmond,Produce,Produce Clerk,M +3871,8/30/1962,53,Fort Nelson,Meats,Meat Cutter,F +3872,8/31/1962,53,Vancouver,Produce,Produce Clerk,F +3873,9/2/1962,53,Surrey,Produce,Produce Clerk,F +3874,9/2/1962,53,Vancouver,Produce,Produce Clerk,F +3875,9/3/1962,53,Langley,Produce,Produce Clerk,F +3876,9/5/1962,53,Kelowna,Produce,Produce Clerk,M +3877,9/5/1962,53,Victoria,Dairy,Dairy Person,M +3878,9/9/1962,53,Burnaby,Processed Foods,Shelf Stocker,M +3879,9/13/1962,53,Burnaby,Processed Foods,Shelf Stocker,F +3880,9/16/1962,53,Victoria,Dairy,Dairy Person,F +3881,9/19/1962,53,Langley,Produce,Produce Clerk,F +3882,9/21/1962,53,Burnaby,Processed Foods,Shelf Stocker,M +3883,9/23/1962,53,Victoria,Dairy,Dairy Person,M +3884,9/25/1962,53,Victoria,Dairy,Dairy Person,F +3885,5/22/1945,70,Victoria,Produce,Produce Clerk,F +3887,9/29/1962,53,Cranbrook,Produce,Produce Clerk,M +3888,9/29/1962,53,Nanaimo,Produce,Produce Clerk,M +3889,10/1/1962,53,Richmond,Produce,Produce Clerk,M +3891,10/2/1962,53,Surrey,Produce,Produce Clerk,M +3892,5/26/1945,70,Prince George,Produce,Produce Clerk,F +3893,5/28/1945,70,Prince George,Produce,Produce Clerk,F +3894,10/9/1962,53,Vancouver,Produce,Produce Clerk,F +3895,10/11/1962,53,Victoria,Dairy,Dairy Person,F +3897,10/16/1962,53,Victoria,Dairy,Dairy Person,F +3898,10/16/1962,53,Trail,Produce,Produce Clerk,F +3899,10/18/1962,53,Prince George,Produce,Produce Clerk,F +3900,6/3/1945,70,Kamloops,Bakery,Baker,F +3901,10/18/1962,53,Port Coquitlam,Bakery,Baker,F +3903,10/24/1962,53,Prince George,Produce,Produce Clerk,F +3905,10/26/1962,53,Kamloops,Produce,Produce Clerk,M +3906,11/3/1962,53,Vancouver,Produce,Produce Clerk,F +3907,11/10/1962,53,Vancouver,Produce,Produce Clerk,M +3909,11/12/1962,53,Burnaby,Processed Foods,Shelf Stocker,M +3910,11/14/1962,53,Terrace,Bakery,Baker,F +3912,11/17/1962,53,Vancouver,Produce,Produce Clerk,F +3913,11/19/1962,53,Victoria,Dairy,Dairy Person,F +3914,11/23/1962,53,Cranbrook,Produce,Produce Clerk,M +3917,6/23/1945,70,Trail,Produce,Produce Clerk,F +3918,11/27/1962,53,Vancouver,Produce,Produce Clerk,M +3919,11/29/1962,53,Surrey,Produce,Produce Clerk,F +3920,12/4/1962,53,Surrey,Produce,Produce Clerk,M +3921,12/5/1962,53,Nanaimo,Produce,Produce Clerk,F +3922,6/30/1945,70,Vancouver,Meats,Meat Cutter,F +3923,12/8/1962,53,New Westminster,Produce,Produce Clerk,M +3924,7/1/1945,70,Chilliwack,Produce,Produce Clerk,F +3925,12/10/1962,53,Vancouver,Produce,Produce Clerk,F +3926,7/2/1945,70,New Westminster,Produce,Produce Clerk,F +3927,12/11/1962,53,Quesnel,Produce,Produce Clerk,M +3928,12/11/1962,53,Vancouver,Produce,Produce Clerk,F +3929,12/14/1962,53,Langley,Produce,Produce Clerk,F +3930,12/18/1962,53,New Westminster,Produce,Produce Clerk,F +3932,7/8/1945,70,Victoria,Produce,Produce Clerk,F +3933,12/25/1962,53,Prince George,Produce,Produce Clerk,F +3934,12/28/1962,53,Victoria,Dairy,Dairy Person,F +3935,7/12/1945,70,Vancouver,Meats,Meat Cutter,F +3936,12/30/1962,53,New Westminster,Produce,Produce Clerk,F +3937,7/13/1945,70,Squamish,Produce,Produce Clerk,F +3938,1/4/1963,52,Victoria,Dairy,Dairy Person,M +3939,7/14/1945,70,Langley,Produce,Produce Clerk,F +3940,1/7/1963,52,Ocean Falls,Dairy,Dairy Person,M +3941,1/12/1963,52,Nanaimo,Produce,Produce Clerk,F +3942,7/19/1945,70,Surrey,Meats,Meat Cutter,F +3943,1/14/1963,52,Vancouver,Produce,Produce Clerk,M +3944,1/17/1963,52,Richmond,Produce,Produce Clerk,M +3945,1/19/1963,52,Vancouver,Produce,Produce Clerk,F +3946,1/19/1963,52,Kelowna,Produce,Produce Clerk,M +3947,1/21/1963,52,Langley,Produce,Produce Clerk,F +3948,1/21/1963,52,Victoria,Dairy,Dairy Person,F +3950,1/22/1963,52,Nelson,Meats,Meat Cutter,F +3951,1/24/1963,52,Vancouver,Produce,Produce Clerk,F +3952,1/28/1963,52,Victoria,Dairy,Dairy Person,F +3954,2/3/1963,52,Prince George,Produce,Produce Clerk,M +3956,2/17/1963,52,Vernon,Bakery,Baker,F +3957,2/17/1963,52,Terrace,Bakery,Baker,F +3958,2/18/1963,52,Cranbrook,Produce,Produce Clerk,F +3960,8/10/1945,70,Burnaby,Produce,Produce Clerk,F +3961,2/25/1963,52,Victoria,Processed Foods,Shelf Stocker,M +3962,2/28/1963,52,Nanaimo,Produce,Produce Clerk,M +3963,3/2/1963,52,Richmond,Produce,Produce Clerk,M +3964,8/13/1945,70,North Vancouver,Produce,Produce Clerk,F +3965,3/4/1963,52,Victoria,Processed Foods,Shelf Stocker,M +3967,3/6/1963,52,Cranbrook,Produce,Produce Clerk,F +3968,3/8/1963,52,Kamloops,Produce,Produce Clerk,F +3969,3/7/1963,52,New Westminister,Dairy,Dairy Person,M +3970,3/7/1963,52,New Westminister,Processed Foods,Processed Foods Manager,M +3971,3/9/1963,52,Quesnel,Bakery,Baker,F +3972,3/15/1963,52,Langley,Produce,Produce Clerk,F +3975,3/17/1963,52,Vancouver,Produce,Produce Clerk,M +3977,8/23/1945,70,Vancouver,Meats,Meat Cutter,F +3978,3/22/1963,52,White Rock,Customer Service,Cashier,M +3979,3/28/1963,52,Kelowna,Produce,Produce Clerk,F +3980,3/29/1963,52,Prince George,Produce,Produce Clerk,F +3981,3/30/1963,52,Vancouver,Produce,Produce Clerk,F +3982,4/2/1963,52,New Westminster,Produce,Produce Clerk,M +3984,4/7/1963,52,New Westminster,Produce,Produce Clerk,F +3985,9/2/1945,70,Abbotsford,Processed Foods,Shelf Stocker,F +3986,4/9/1963,52,New Westminster,Produce,Produce Clerk,M +3987,9/3/1945,70,Abbotsford,Bakery,Baker,F +3988,9/5/1945,70,Surrey,Produce,Produce Clerk,F +3989,4/15/1963,52,Vancouver,Produce,Produce Clerk,F +3990,4/16/1963,52,Port Coquitlam,Bakery,Baker,M +3991,4/15/1963,52,New Westminster,Produce,Produce Clerk,F +3993,4/15/1963,52,Vernon,Bakery,Baker,M +3994,4/19/1963,52,Grand Forks,Bakery,Bakery Manager,F +3995,4/23/1963,52,Terrace,Bakery,Baker,F +3996,4/26/1963,52,Victoria,Processed Foods,Shelf Stocker,M +3997,4/27/1963,52,Burnaby,Processed Foods,Shelf Stocker,M +3998,5/3/1963,52,Fort St John,Produce,Produce Clerk,F +3999,9/17/1945,70,Vancouver,Meats,Meat Cutter,F +4001,5/9/1963,52,Kelowna,Produce,Produce Clerk,F +4003,5/10/1963,52,Vancouver,Bakery,Baker,M +4004,5/12/1963,52,Victoria,Processed Foods,Shelf Stocker,F +4005,5/15/1963,52,Victoria,Processed Foods,Shelf Stocker,F +4011,5/22/1963,52,Kelowna,Produce,Produce Clerk,F +4013,5/31/1963,52,Vancouver,Bakery,Baker,M +4014,10/1/1945,70,Aldergrove,Produce,Produce Clerk,F +4015,6/5/1963,52,Nanaimo,Produce,Produce Clerk,M +4016,6/5/1963,52,Prince George,Produce,Produce Clerk,M +4017,6/6/1963,52,Vancouver,Bakery,Baker,M +4018,10/5/1945,70,Squamish,Produce,Produce Clerk,F +4019,6/13/1963,52,Quesnel,Bakery,Baker,F +4020,6/18/1963,52,Victoria,Processed Foods,Shelf Stocker,M +4021,6/21/1963,52,Chilliwack,Produce,Produce Clerk,M +4023,6/23/1963,52,New Westminster,Produce,Produce Clerk,M +4024,6/26/1963,52,Richmond,Produce,Produce Clerk,M +4025,10/16/1945,70,Vancouver,Meats,Meat Cutter,F +4026,6/30/1963,52,Vancouver,Bakery,Baker,F +4028,7/2/1963,52,Surrey,Produce,Produce Clerk,F +4029,7/2/1963,52,Vancouver,Bakery,Baker,M +4030,10/17/1945,70,Surrey,Produce,Produce Clerk,F +4032,7/6/1963,52,Richmond,Produce,Produce Clerk,M +4033,7/8/1963,52,Victoria,Processed Foods,Shelf Stocker,M +4034,7/11/1963,52,Vancouver,Bakery,Baker,M +4036,7/10/1963,52,Victoria,Processed Foods,Shelf Stocker,M +4037,7/16/1963,52,Vancouver,Bakery,Baker,M +4038,7/18/1963,52,Victoria,Processed Foods,Shelf Stocker,M +4039,10/30/1945,70,Vancouver,Meats,Meat Cutter,F +4040,7/28/1963,52,Vancouver,Bakery,Baker,F +4041,8/2/1963,52,Nanaimo,Produce,Produce Clerk,M +4042,8/1/1963,52,Nelson,Meats,Meat Cutter,M +4043,8/8/1963,52,Kelowna,Produce,Produce Clerk,M +4045,8/12/1963,52,Vancouver,Bakery,Baker,M +4046,8/16/1963,52,Princeton,Bakery,Baker,F +4047,8/17/1963,52,Langley,Produce,Produce Clerk,M +4048,8/17/1963,52,Nanaimo,Produce,Produce Clerk,M +4049,11/10/1945,70,Vancouver,Meats,Meat Cutter,F +4050,8/19/1963,52,Port Coquitlam,Bakery,Baker,M +4051,8/18/1963,52,Burnaby,Processed Foods,Shelf Stocker,M +4054,9/6/1963,52,Victoria,Processed Foods,Shelf Stocker,F +4055,9/7/1963,52,Burnaby,Processed Foods,Shelf Stocker,M +4056,9/9/1963,52,Kamloops,Produce,Produce Clerk,M +4057,11/24/1945,70,Quesnel,Meats,Meat Cutter,F +4059,9/15/1963,52,Nanaimo,Produce,Produce Clerk,F +4060,9/15/1963,52,Prince George,Produce,Produce Clerk,F +4061,9/17/1963,52,Nanaimo,Produce,Produce Clerk,M +4063,11/27/1945,70,New Westminster,Produce,Produce Clerk,F +4064,9/19/1963,52,Kelowna,Produce,Produce Clerk,M +4065,9/18/1963,52,Squamish,Produce,Produce Clerk,F +4066,9/20/1963,52,New Westminster,Produce,Produce Clerk,M +4068,9/24/1963,52,Port Coquitlam,Bakery,Baker,M +4069,9/26/1963,52,New Westminster,Produce,Produce Clerk,F +4070,9/30/1963,52,Kelowna,Produce,Produce Clerk,F +4071,9/30/1963,52,Terrace,Bakery,Baker,F +4074,10/5/1963,52,Kamloops,Produce,Produce Clerk,F +4075,12/6/1945,70,Nanaimo,Produce,Produce Clerk,F +4076,10/7/1963,52,Vancouver,Bakery,Baker,F +4077,10/7/1963,52,Burnaby,Processed Foods,Shelf Stocker,M +4078,10/8/1963,52,Vernon,Bakery,Baker,M +4079,10/8/1963,52,Vancouver,Bakery,Baker,F +4081,10/11/1963,52,Burnaby,Customer Service,Cashier,M +4082,12/10/1945,70,Aldergrove,Produce,Produce Clerk,F +4083,10/14/1963,52,Vancouver,Bakery,Baker,M +4084,10/14/1963,52,Trail,Produce,Produce Clerk,M +4085,12/18/1945,70,Vancouver,Meats,Meat Cutter,F +4086,10/30/1963,52,Trail,Produce,Produce Clerk,M +4088,10/31/1963,52,Vancouver,Bakery,Baker,F +4089,11/2/1963,52,New Westminster,Produce,Produce Clerk,M +4090,11/6/1963,52,Victoria,Processed Foods,Shelf Stocker,F +4091,12/24/1945,70,Cranbrook,Produce,Produce Clerk,F +4092,11/11/1963,52,West Vancouver,Produce,Produce Clerk,M +4093,12/25/1945,70,Vancouver,Meats,Meat Cutter,F +4095,11/14/1963,52,Richmond,Produce,Produce Clerk,M +4096,11/17/1963,52,Fort St John,Produce,Produce Clerk,M +4097,11/21/1963,52,Vancouver,Bakery,Baker,M +4099,1/7/1946,69,Kelowna,Produce,Produce Clerk,F +4100,12/7/1963,52,Trail,Produce,Produce Clerk,F +4101,12/9/1963,52,Prince George,Produce,Produce Clerk,F +4102,12/8/1963,52,Abbotsford,Meats,Meat Cutter,M +4103,1/9/1946,69,Kelowna,Produce,Produce Clerk,F +4104,12/9/1963,52,Vancouver,Bakery,Baker,F +4105,12/13/1963,52,Surrey,Produce,Produce Clerk,F +4106,12/14/1963,52,New Westminster,Produce,Produce Clerk,F +4107,1/12/1946,69,Abbotsford,Bakery,Baker,F +4108,12/17/1963,52,Kamloops,Produce,Produce Clerk,M +4109,12/20/1963,52,Cranbrook,Produce,Produce Clerk,F +4112,12/26/1963,52,Squamish,Produce,Produce Clerk,M +4113,12/27/1963,52,Vancouver,Bakery,Baker,M +4114,12/30/1963,52,Vancouver,Bakery,Baker,F +4117,1/5/1964,51,North Vancouver,Produce,Produce Clerk,F +4119,1/7/1964,51,Surrey,Produce,Produce Clerk,F +4120,1/8/1964,51,Langley,Produce,Produce Clerk,M +4121,1/16/1964,51,Trail,Produce,Produce Clerk,M +4122,1/18/1964,51,Vancouver,Bakery,Baker,M +4123,1/18/1964,51,Prince George,Produce,Produce Clerk,M +4124,1/20/1964,51,Nanaimo,Produce,Produce Clerk,M +4125,1/31/1946,69,Victoria,Produce,Produce Clerk,F +4126,1/21/1964,51,Cranbrook,Produce,Produce Clerk,F +4127,1/23/1964,51,Victoria,Processed Foods,Shelf Stocker,M +4129,2/3/1946,69,Squamish,Produce,Produce Clerk,F +4130,2/2/1964,51,Surrey,Produce,Produce Clerk,F +4131,2/7/1946,69,Victoria,Produce,Produce Clerk,F +4132,2/3/1964,51,New Westminster,Produce,Produce Clerk,F +4133,2/3/1964,51,Kamloops,Produce,Produce Clerk,M +4134,2/4/1964,51,Fort Nelson,Meats,Meat Cutter,F +4137,2/9/1964,51,Vancouver,Bakery,Baker,F +4138,2/12/1946,69,Surrey,Produce,Produce Clerk,F +4139,2/11/1964,51,Surrey,Produce,Produce Clerk,F +4141,2/14/1946,69,Vancouver,Meats,Meat Cutter,F +4142,2/14/1946,69,Nanaimo,Produce,Produce Clerk,F +4143,2/14/1946,69,Nanaimo,Produce,Produce Clerk,F +4144,2/14/1964,51,Vancouver,Bakery,Baker,F +4145,2/18/1964,51,Vancouver,Bakery,Baker,M +4147,2/25/1964,51,Vernon,Bakery,Baker,F +4148,2/27/1964,51,Terrace,Bakery,Baker,F +4151,3/9/1964,51,Williams Lake,Produce,Produce Clerk,F +4153,3/10/1964,51,Victoria,Processed Foods,Shelf Stocker,F +4154,3/14/1964,51,Nanaimo,Produce,Produce Clerk,F +4155,3/17/1964,51,New Westminster,Produce,Produce Clerk,F +4156,3/18/1964,51,Kamloops,Produce,Produce Clerk,M +4159,3/4/1946,69,Surrey,Produce,Produce Clerk,F +4160,3/20/1964,51,Nanaimo,Produce,Produce Clerk,F +4161,4/4/1964,51,Burnaby,Customer Service,Cashier,M +4163,4/8/1964,51,Surrey,Produce,Produce Clerk,M +4164,4/16/1964,51,Nanaimo,Produce,Produce Clerk,M +4165,4/19/1964,51,Nanaimo,Bakery,Baker,M +4166,4/18/1964,51,Kelowna,Produce,Produce Clerk,M +4167,4/20/1964,51,Vancouver,Bakery,Baker,M +4168,4/21/1964,51,Victoria,Processed Foods,Shelf Stocker,M +4169,4/22/1964,51,Haney,Bakery,Baker,M +4170,4/25/1964,51,Victoria,Customer Service,Cashier,F +4171,4/26/1964,51,New Westminster,Produce,Produce Clerk,M +4172,4/25/1964,51,Prince George,Produce,Produce Clerk,F +4173,4/27/1964,51,Nanaimo,Bakery,Baker,M +4174,4/30/1964,51,New Westminster,Produce,Produce Clerk,F +4176,5/1/1964,51,Grand Forks,Dairy,Dairy Person,M +4177,5/3/1964,51,Prince George,Produce,Produce Clerk,F +4178,5/5/1964,51,Richmond,Produce,Produce Clerk,M +4180,5/9/1964,51,Aldergrove,Produce,Produce Clerk,F +4181,5/10/1964,51,Kelowna,Produce,Produce Clerk,F +4184,5/11/1964,51,Prince George,Produce,Produce Clerk,F +4185,5/12/1964,51,Langley,Produce,Produce Clerk,M +4186,5/15/1964,51,Port Coquitlam,Bakery,Baker,M +4187,5/15/1964,51,Victoria,Customer Service,Cashier,F +4188,5/16/1964,51,New Westminster,Produce,Produce Clerk,F +4189,5/16/1964,51,Vancouver,Bakery,Baker,F +4190,5/27/1964,51,Victoria,Customer Service,Cashier,F +4191,5/28/1964,51,Richmond,Produce,Produce Clerk,F +4192,5/31/1964,51,Kamloops,Produce,Produce Clerk,M +4193,6/1/1964,51,Abbotsford,Meats,Meat Cutter,M +4194,6/1/1964,51,Nanaimo,Bakery,Baker,M +4196,6/2/1964,51,Nanaimo,Bakery,Baker,M +4197,6/4/1964,51,Vancouver,Bakery,Baker,F +4198,6/4/1964,51,Cranbrook,Produce,Produce Clerk,M +4200,6/9/1964,51,Surrey,Produce,Produce Clerk,F +4201,6/13/1964,51,Kelowna,Produce,Produce Clerk,F +4202,6/17/1964,51,Terrace,Bakery,Baker,M +4204,6/21/1964,51,Vancouver,Bakery,Baker,M +4205,6/23/1964,51,Vancouver,Bakery,Baker,F +4206,6/25/1964,51,Vancouver,Bakery,Baker,F +4207,6/27/1964,51,Surrey,Produce,Produce Clerk,F +4208,7/2/1964,51,Fort St John,Produce,Produce Clerk,F +4209,7/3/1964,51,Trail,Produce,Produce Clerk,M +4211,7/5/1964,51,North Vancouver,Produce,Produce Clerk,M +4213,7/12/1964,51,Surrey,Bakery,Baker,F +4214,7/13/1964,51,Vancouver,Bakery,Baker,M +4216,7/12/1964,51,Vancouver,Bakery,Baker,F +4217,7/14/1964,51,Kelowna,Produce,Produce Clerk,M +4218,7/15/1964,51,Nanaimo,Bakery,Baker,F +4219,7/16/1964,51,Kamloops,Produce,Produce Clerk,M +4220,7/26/1964,51,Vancouver,Bakery,Baker,F +4221,5/11/1946,69,Burnaby,Produce,Produce Clerk,F +4222,7/27/1964,51,Vancouver,Bakery,Baker,F +4223,5/12/1946,69,Vancouver,Meats,Meat Cutter,F +4224,7/30/1964,51,North Vancouver,Produce,Produce Clerk,M +4225,8/1/1964,51,Kelowna,Produce,Produce Clerk,F +4226,8/4/1964,51,Vancouver,Bakery,Baker,M +4227,8/6/1964,51,Vancouver,Bakery,Baker,F +4228,8/10/1964,51,Terrace,Bakery,Baker,M +4229,8/16/1964,51,Vancouver,Bakery,Baker,M +4231,8/21/1964,51,Langley,Bakery,Baker,M +4232,5/24/1946,69,Vancouver,Meats,Meat Cutter,F +4233,8/22/1964,51,Victoria,Customer Service,Cashier,M +4234,5/25/1946,69,Vancouver,Meats,Meat Cutter,F +4235,5/27/1946,69,Surrey,Produce,Produce Clerk,F +4236,8/28/1964,51,Victoria,Customer Service,Cashier,F +4237,8/28/1964,51,Fort Nelson,Meats,Meat Cutter,F +4239,9/3/1964,51,Vancouver,Bakery,Baker,M +4240,9/3/1964,51,Vancouver,Bakery,Baker,M +4241,9/10/1964,51,Vancouver,Bakery,Baker,F +4242,9/10/1964,51,Terrace,Bakery,Baker,M +4243,9/14/1964,51,Vancouver,Bakery,Baker,M +4244,9/14/1964,51,Vancouver,Bakery,Baker,F +4245,9/17/1964,51,Prince George,Produce,Produce Clerk,F +4246,9/18/1964,51,Vancouver,Bakery,Baker,F +4247,9/20/1964,51,Victoria,Customer Service,Cashier,M +4249,9/22/1964,51,Williams Lake,Produce,Produce Clerk,M +4250,6/10/1946,69,New Westminster,Produce,Produce Clerk,F +4251,9/25/1964,51,Vancouver,Bakery,Baker,M +4252,6/13/1946,69,Haney,Dairy,Dairy Person,F +4253,9/30/1964,51,Vancouver,Bakery,Baker,F +4255,10/9/1964,51,Kelowna,Produce,Produce Clerk,M +4256,10/12/1964,51,Vancouver,Bakery,Baker,M +4257,10/12/1964,51,Vernon,Bakery,Baker,F +4258,10/11/1964,51,West Vancouver,Produce,Produce Clerk,F +4259,10/12/1964,51,Haney,Dairy,Dairy Person,M +4260,10/14/1964,51,Cranbrook,Produce,Produce Clerk,M +4261,10/14/1964,51,Prince George,Produce,Produce Clerk,F +4263,6/22/1946,69,Abbotsford,Bakery,Baker,F +4264,10/17/1964,51,Vancouver,Bakery,Baker,M +4266,10/17/1964,51,Vancouver,Bakery,Baker,M +4267,10/18/1964,51,Vancouver,Bakery,Baker,F +4268,10/18/1964,51,Surrey,Bakery,Baker,F +4269,10/22/1964,51,Kamloops,Produce,Produce Clerk,M +4270,10/25/1964,51,Vancouver,Bakery,Baker,M +4271,11/3/1964,51,White Rock,Customer Service,Cashier,F +4272,7/2/1946,69,Chilliwack,Produce,Produce Clerk,F +4273,11/4/1964,51,Nanaimo,Bakery,Baker,F +4274,11/9/1964,51,Vancouver,Bakery,Baker,F +4275,11/9/1964,51,New Westminster,Produce,Produce Clerk,F +4276,7/7/1946,69,New Westminster,Produce,Produce Clerk,F +4277,7/7/1946,69,Victoria,Produce,Produce Clerk,F +4279,11/18/1964,51,Langley,Bakery,Baker,M +4280,11/18/1964,51,Prince George,Produce,Produce Clerk,F +4282,11/24/1964,51,Kelowna,Produce,Produce Clerk,M +4283,11/24/1964,51,Squamish,Produce,Produce Clerk,F +4284,11/25/1964,51,Vancouver,Bakery,Baker,F +4285,11/25/1964,51,Vancouver,Bakery,Baker,F +4286,11/27/1964,51,Vancouver,Bakery,Baker,F +4287,11/29/1964,51,Quesnel,Bakery,Baker,F +4288,11/29/1964,51,Nanaimo,Bakery,Baker,M +4289,12/2/1964,51,Nanaimo,Bakery,Baker,M +4290,7/17/1946,69,Nanaimo,Produce,Produce Clerk,F +4292,12/8/1964,51,Vancouver,Bakery,Baker,M +4294,7/21/1946,69,Vancouver,Meats,Meat Cutter,F +4295,12/11/1964,51,Victoria,Customer Service,Cashier,F +4296,7/22/1946,69,Terrace,Produce,Produce Clerk,F +4297,12/11/1964,51,Port Coquitlam,Bakery,Baker,M +4299,12/12/1964,51,Prince George,Produce,Produce Clerk,F +4300,12/13/1964,51,Vernon,Bakery,Baker,F +4301,12/15/1964,51,Abbotsford,Meats,Meat Cutter,M +4302,12/19/1964,51,Nanaimo,Bakery,Baker,F +4304,12/20/1964,51,New Westminster,Produce,Produce Clerk,F +4305,12/21/1964,51,Aldergrove,Produce,Produce Clerk,M +4306,12/23/1964,51,Quesnel,Bakery,Baker,F +4307,12/22/1964,51,Aldergrove,Produce,Produce Clerk,M +4308,12/24/1964,51,Vancouver,Bakery,Baker,F +4309,12/24/1964,51,Kamloops,Produce,Produce Clerk,F +4311,12/28/1964,51,Vancouver,Bakery,Baker,F +4312,1/6/1965,50,Victoria,Customer Service,Cashier,M +4313,1/11/1965,50,New Westminster,Produce,Produce Clerk,F +4314,1/16/1965,50,West Vancouver,Produce,Produce Clerk,F +4316,1/20/1965,50,Vancouver,Bakery,Baker,F +4317,8/14/1946,69,Vancouver,Meats,Meat Cutter,F +4319,2/3/1965,50,New Westminister,Meats,Meat Cutter,F +4320,8/23/1946,69,Port Coquitlam,Produce,Produce Clerk,F +4321,2/9/1965,50,Kamloops,Produce,Produce Clerk,F +4322,2/11/1965,50,Kamloops,Produce,Produce Clerk,M +4324,2/17/1965,50,Prince George,Produce,Produce Clerk,M +4325,2/19/1965,50,Quesnel,Bakery,Baker,F +4326,2/22/1965,50,Kamloops,Produce,Produce Clerk,F +4327,2/22/1965,50,Terrace,Bakery,Baker,F +4328,2/24/1965,50,Vancouver,Bakery,Baker,F +4329,2/26/1965,50,Kelowna,Produce,Produce Clerk,F +4330,2/26/1965,50,Terrace,Bakery,Baker,M +4331,2/28/1965,50,Williams Lake,Produce,Produce Clerk,F +4332,3/1/1965,50,New Westminster,Produce,Produce Clerk,M +4333,3/1/1965,50,Port Coquitlam,Dairy,Dairy Person,F +4334,3/4/1965,50,Kamloops,Produce,Produce Clerk,M +4335,3/6/1965,50,Richmond,Produce,Produce Clerk,F +4338,3/11/1965,50,Prince George,Produce,Produce Clerk,M +4340,9/11/1946,69,Burnaby,Produce,Produce Clerk,F +4341,3/20/1965,50,Kelowna,Produce,Produce Clerk,F +4342,3/26/1965,50,Victoria,Customer Service,Cashier,F +4343,3/27/1965,50,Nanaimo,Bakery,Baker,M +4344,3/29/1965,50,White Rock,Customer Service,Cashier,F +4348,4/11/1965,50,Terrace,Bakery,Baker,M +4349,4/25/1965,50,West Vancouver,Produce,Produce Clerk,M +4350,4/25/1965,50,Vancouver,Bakery,Baker,F +4351,4/26/1965,50,Nelson,Meats,Meat Cutter,F +4352,4/26/1965,50,Kamloops,Produce,Produce Clerk,M +4353,10/5/1946,69,Kelowna,Produce,Produce Clerk,F +4355,5/2/1965,50,Surrey,Bakery,Baker,F +4358,5/4/1965,50,Vancouver,Bakery,Baker,F +4359,10/10/1946,69,Terrace,Produce,Produce Clerk,F +4360,5/11/1965,50,Kamloops,Produce,Produce Clerk,M +4361,5/10/1965,50,Victoria,Customer Service,Cashier,F +4362,5/11/1965,50,Vancouver,Dairy,Dairy Person,F +4363,5/13/1965,50,Victoria,Customer Service,Cashier,F +4364,5/16/1965,50,Kamloops,Produce,Produce Clerk,M +4365,5/18/1965,50,Nanaimo,Bakery,Baker,F +4367,5/19/1965,50,Kelowna,Produce,Produce Clerk,M +4368,5/25/1965,50,Trail,Produce,Produce Clerk,M +4369,5/28/1965,50,Kelowna,Produce,Produce Clerk,F +4372,6/5/1965,50,Victoria,Customer Service,Cashier,M +4375,6/5/1965,50,Surrey,Bakery,Baker,M +4376,6/5/1965,50,Vancouver,Dairy,Dairy Person,M +4377,10/27/1946,69,Chilliwack,Produce,Produce Clerk,F +4378,6/18/1965,50,Aldergrove,Produce,Produce Clerk,M +4379,6/22/1965,50,Burnaby,Customer Service,Cashier,F +4380,6/21/1965,50,Kamloops,Produce,Produce Clerk,F +4382,6/25/1965,50,Williams Lake,Produce,Produce Clerk,F +4383,6/27/1965,50,Squamish,Produce,Produce Clerk,M +4384,6/27/1965,50,Victoria,Customer Service,Cashier,M +4385,6/27/1965,50,Vancouver,Dairy,Dairy Person,F +4386,6/29/1965,50,Chilliwack,Bakery,Baker,F +4387,6/28/1965,50,Vancouver,Dairy,Dairy Person,F +4389,11/8/1946,69,Nanaimo,Produce,Produce Clerk,F +4391,7/9/1965,50,Princeton,Dairy,Dairy Person,M +4392,7/9/1965,50,Victoria,Customer Service,Cashier,M +4393,7/10/1965,50,Vancouver,Dairy,Dairy Person,M +4395,7/12/1965,50,Bella Bella,Bakery,Baker,F +4396,7/15/1965,50,Langley,Bakery,Baker,M +4397,7/17/1965,50,Vancouver,Dairy,Dairy Person,M +4398,7/24/1965,50,Burnaby,Customer Service,Cashier,F +4399,7/23/1965,50,Cranbrook,Produce,Produce Clerk,F +4400,11/18/1946,69,New Westminster,Produce,Produce Clerk,F +4402,7/25/1965,50,Prince George,Produce,Produce Clerk,F +4403,7/26/1965,50,Vancouver,Dairy,Dairy Person,M +4404,7/26/1965,50,Burnaby,Customer Service,Cashier,M +4405,7/27/1965,50,Vancouver,Dairy,Dairy Person,F +4406,11/21/1946,69,West Vancouver,Meats,Meat Cutter,F +4407,7/30/1965,50,Nanaimo,Bakery,Baker,M +4409,11/23/1946,69,Nanaimo,Produce,Produce Clerk,F +4410,8/3/1965,50,Vancouver,Dairy,Dairy Person,F +4411,8/5/1965,50,Victoria,Customer Service,Cashier,F +4413,8/8/1965,50,Kelowna,Produce,Produce Clerk,F +4414,8/8/1965,50,New Westminster,Produce,Produce Clerk,F +4416,8/9/1965,50,Victoria,Customer Service,Cashier,M +4417,8/13/1965,50,New Westminster,Bakery,Baker,M +4418,8/15/1965,50,Vancouver,Dairy,Dairy Person,F +4420,8/16/1965,50,Vancouver,Dairy,Dairy Person,M +4421,8/21/1965,50,Richmond,Produce,Produce Clerk,F +4422,8/20/1965,50,Cranbrook,Produce,Produce Clerk,F +4423,8/22/1965,50,North Vancouver,Produce,Produce Clerk,M +4424,8/24/1965,50,Vancouver,Dairy,Dairy Person,M +4425,8/27/1965,50,Surrey,Bakery,Baker,F +4426,8/27/1965,50,Langley,Bakery,Baker,F +4427,8/26/1965,50,Abbotsford,Meats,Meat Cutter,F +4428,8/31/1965,50,Vancouver,Dairy,Dairy Person,F +4429,9/3/1965,50,Vancouver,Dairy,Dairy Person,M +4430,12/10/1946,69,Kamloops,Bakery,Baker,F +4431,12/11/1946,69,Fort St John,Produce,Produce Clerk,F +4433,9/13/1965,50,Vancouver,Dairy,Dairy Person,F +4435,9/13/1965,50,Victoria,Customer Service,Cashier,M +4436,9/15/1965,50,Langley,Bakery,Baker,F +4437,9/15/1965,50,North Vancouver,Produce,Produce Clerk,M +4438,9/16/1965,50,Vancouver,Dairy,Dairy Person,M +4439,12/18/1946,69,Trail,Produce,Produce Clerk,F +4440,12/19/1946,69,Kamloops,Bakery,Baker,F +4441,9/22/1965,50,Chilliwack,Bakery,Baker,F +4443,9/28/1965,50,New Westminster,Bakery,Baker,F +4444,10/2/1965,50,Victoria,Customer Service,Cashier,F +4446,10/3/1965,50,North Vancouver,Produce,Produce Clerk,M +4447,10/4/1965,50,Nanaimo,Bakery,Baker,M +4449,12/27/1946,69,Chilliwack,Produce,Produce Clerk,F +4451,12/29/1946,69,West Vancouver,Meats,Meat Cutter,F +4452,10/10/1965,50,Victoria,Customer Service,Cashier,M +4453,10/11/1965,50,Cranbrook,Produce,Produce Clerk,F +4454,10/11/1965,50,Vancouver,Dairy,Dairy Person,M +4455,10/14/1965,50,Prince George,Produce,Produce Clerk,F +4456,10/17/1965,50,Nanaimo,Bakery,Baker,F +4457,10/17/1965,50,Vancouver,Dairy,Dairy Person,M +4458,1/4/1947,68,Vancouver,Meats,Meat Cutter,F +4459,10/24/1965,50,New Westminster,Bakery,Baker,M +4460,11/4/1965,50,Kelowna,Produce,Produce Clerk,F +4461,1/12/1947,68,Vancouver,Meats,Meat Cutter,M +4462,11/7/1965,50,Terrace,Bakery,Baker,M +4463,11/8/1965,50,Nanaimo,Bakery,Baker,M +4464,11/11/1965,50,Vancouver,Dairy,Dairy Person,F +4465,1/15/1947,68,Kamloops,Bakery,Baker,M +4466,1/15/1947,68,Victoria,Produce,Produce Clerk,F +4467,11/12/1965,50,Kamloops,Produce,Produce Clerk,F +4468,11/14/1965,50,Nanaimo,Bakery,Baker,M +4469,11/19/1965,50,Vancouver,Dairy,Dairy Person,M +4470,11/22/1965,50,West Vancouver,Produce,Produce Clerk,F +4471,11/23/1965,50,Victoria,Customer Service,Cashier,M +4472,11/26/1965,50,Nelson,Meats,Meat Cutter,F +4473,1/26/1947,68,Vernon,Produce,Produce Clerk,M +4474,1/26/1947,68,Nanaimo,Produce,Produce Clerk,M +4475,12/4/1965,50,Victoria,Customer Service,Cashier,F +4476,12/7/1965,50,Vancouver,Dairy,Dairy Person,F +4477,12/7/1965,50,Nanaimo,Bakery,Baker,F +4478,1/29/1947,68,Richmond,Produce,Produce Clerk,M +4479,1/30/1947,68,Kamloops,Bakery,Baker,F +4480,1/31/1947,68,Nanaimo,Produce,Produce Clerk,M +4481,2/2/1947,68,Vancouver,Meats,Meat Cutter,F +4482,2/2/1947,68,Langley,Produce,Produce Clerk,M +4483,12/16/1965,50,Prince George,Produce,Produce Clerk,F +4484,12/20/1965,50,Burnaby,Customer Service,Cashier,M +4485,12/20/1965,50,Vancouver,Dairy,Dairy Person,F +4486,2/6/1947,68,Burnaby,Produce,Produce Clerk,M +4487,12/23/1965,50,Abbotsford,Meats,Meat Cutter,M +4488,2/8/1947,68,Prince George,Produce,Produce Clerk,M +4489,12/25/1965,50,Vancouver,Dairy,Dairy Person,F +4490,12/28/1965,50,Richmond,Produce,Produce Clerk,M +4491,2/13/1947,68,Victoria,Produce,Produce Clerk,F +4492,1/9/1966,49,Prince George,Produce,Produce Clerk,M +4493,2/20/1947,68,Squamish,Produce,Produce Clerk,M +4494,1/20/1966,49,Victoria,Customer Service,Cashier,M +4495,2/21/1947,68,Vancouver,Meats,Meat Cutter,M +4496,2/23/1947,68,Burnaby,Produce,Produce Clerk,M +4497,2/24/1947,68,Vancouver,Meats,Meat Cutter,F +4498,1/24/1966,49,Cranbrook,Produce,Produce Clerk,F +4499,1/26/1966,49,Surrey,Bakery,Baker,F +4500,2/25/1947,68,Vancouver,Meats,Meat Cutter,F +4501,2/27/1947,68,Victoria,Produce,Produce Clerk,M +4502,1/30/1966,49,Kelowna,Produce,Produce Clerk,M +4503,1/31/1966,49,New Westminster,Bakery,Baker,F +4504,2/4/1966,49,Trail,Produce,Produce Clerk,M +4505,3/4/1947,68,Vancouver,Meats,Meat Cutter,F +4506,3/4/1947,68,White Rock,Meats,Meat Cutter,M +4507,2/10/1966,49,Vancouver,Dairy,Dairy Person,F +4508,2/12/1966,49,Cranbrook,Produce,Produce Clerk,M +4509,2/15/1966,49,Chilliwack,Bakery,Baker,F +4510,3/8/1947,68,Burnaby,Produce,Produce Clerk,F +4511,2/16/1966,49,Kamloops,Produce,Produce Clerk,F +4512,3/8/1947,68,Chilliwack,Produce,Produce Clerk,M +4513,2/16/1966,49,Cranbrook,Produce,Produce Clerk,M +4514,3/9/1947,68,Vancouver,Meats,Meat Cutter,M +4515,2/18/1966,49,Nanaimo,Bakery,Baker,M +4516,2/20/1966,49,Vancouver,Dairy,Dairy Person,F +4517,3/10/1947,68,Victoria,Produce,Produce Clerk,M +4518,2/26/1966,49,Kelowna,Bakery,Baker,M +4519,2/28/1966,49,Kelowna,Bakery,Baker,F +4520,3/2/1966,49,Kamloops,Bakery,Baker,F +4521,3/8/1966,49,Vancouver,Dairy,Dairy Person,F +4522,3/12/1966,49,Vancouver,Dairy,Dairy Person,M +4523,3/16/1966,49,Surrey,Bakery,Baker,M +4524,3/17/1966,49,Burnaby,Customer Service,Cashier,F +4525,3/25/1947,68,Nanaimo,Produce,Produce Clerk,M +4526,3/23/1966,49,Nanaimo,Bakery,Baker,F +4527,4/1/1966,49,Trail,Bakery,Baker,F +4528,4/2/1966,49,Kamloops,Bakery,Baker,M +4529,4/1/1966,49,Kelowna,Bakery,Baker,F +4530,4/4/1966,49,Richmond,Produce,Produce Clerk,M +4531,4/7/1966,49,Vancouver,Dairy,Dairy Person,M +4532,4/11/1966,49,Prince George,Produce,Produce Clerk,M +4533,4/11/1966,49,Kamloops,Bakery,Baker,M +4534,4/7/1947,68,White Rock,Meats,Meat Cutter,F +4535,4/15/1966,49,Prince George,Bakery,Baker,M +4536,4/19/1966,49,Vancouver,Dairy,Dairy Person,F +4537,4/19/1966,49,Victoria,Customer Service,Cashier,M +4538,4/18/1966,49,Fort St John,Produce,Produce Clerk,F +4539,4/10/1947,68,Fort St John,Produce,Produce Clerk,M +4540,4/11/1947,68,Victoria,Produce,Produce Clerk,M +4541,4/23/1966,49,Trail,Bakery,Baker,M +4542,4/26/1966,49,Nanaimo,Bakery,Baker,M +4543,4/28/1966,49,West Vancouver,Produce,Produce Clerk,F +4544,4/16/1947,68,Cranbrook,Produce,Produce Clerk,F +4545,5/4/1966,49,Vancouver,Dairy,Dairy Person,F +4546,4/21/1947,68,Nanaimo,Produce,Produce Clerk,M +4547,5/13/1966,49,Langley,Bakery,Baker,F +4548,4/22/1947,68,Vancouver,Meats,Meat Cutter,F +4549,4/23/1947,68,Vancouver,Meats,Meat Cutter,M +4550,4/23/1947,68,Kelowna,Produce,Produce Clerk,F +4551,5/18/1966,49,Kamloops,Bakery,Baker,F +4552,5/23/1966,49,Abbotsford,Meats,Meat Cutter,M +4554,5/24/1966,49,New Westminster,Bakery,Baker,F +4555,4/28/1947,68,Vancouver,Meats,Meat Cutter,M +4556,5/26/1966,49,Vancouver,Dairy,Dairy Person,M +4557,4/30/1947,68,Langley,Produce,Produce Clerk,F +4558,5/2/1947,68,Victoria,Produce,Produce Clerk,M +4559,5/3/1947,68,Nanaimo,Produce,Produce Clerk,F +4560,5/4/1947,68,West Vancouver,Produce,Produce Clerk,M +4561,6/9/1966,49,Cranbrook,Produce,Produce Clerk,M +4562,6/11/1966,49,Abbotsford,Meats,Meat Cutter,M +4563,6/11/1966,49,Trail,Bakery,Baker,F +4564,6/17/1966,49,Vancouver,Dairy,Dairy Person,M +4565,5/12/1947,68,Aldergrove,Produce,Produce Clerk,F +4566,5/13/1947,68,Victoria,Produce,Produce Clerk,F +4567,5/13/1947,68,Surrey,Produce,Produce Clerk,F +4568,6/24/1966,49,Richmond,Produce,Produce Clerk,M +4569,6/25/1966,49,Nanaimo,Bakery,Baker,F +4570,5/15/1947,68,Cranbrook,Produce,Produce Clerk,F +4571,6/28/1966,49,Nanaimo,Bakery,Baker,F +4572,6/27/1966,49,Prince George,Bakery,Baker,M +4573,6/29/1966,49,New Westminster,Bakery,Baker,M +4574,5/17/1947,68,Prince George,Produce,Produce Clerk,M +4575,6/30/1966,49,Vancouver,Dairy,Dairy Person,F +4576,7/3/1966,49,Kelowna,Bakery,Baker,F +4577,5/19/1947,68,Quesnel,Produce,Produce Clerk,F +4578,7/4/1966,49,Vancouver,Dairy,Dairy Person,M +4579,7/7/1966,49,Langley,Bakery,Baker,M +4580,5/22/1947,68,Langley,Produce,Produce Clerk,M +4581,7/8/1966,49,Vancouver,Dairy,Dairy Person,F +4582,7/8/1966,49,Vancouver,Dairy,Dairy Person,F +4583,7/14/1966,49,Victoria,Customer Service,Cashier,M +4584,7/15/1966,49,New Westminster,Bakery,Baker,M +4585,7/20/1966,49,Vancouver,Dairy,Dairy Person,M +4586,7/22/1966,49,Squamish,Produce,Produce Clerk,F +4588,5/31/1947,68,Vancouver,Meats,Meat Cutter,F +4589,6/2/1947,68,Burnaby,Produce,Produce Clerk,M +4590,7/31/1966,49,Victoria,Customer Service,Cashier,F +4591,8/3/1966,49,Cranbrook,Produce,Produce Clerk,M +4592,6/6/1947,68,Nelson,Bakery,Baker,F +4593,8/6/1966,49,Kelowna,Bakery,Baker,M +4594,8/7/1966,49,Prince George,Bakery,Baker,M +4595,8/7/1966,49,Williams Lake,Produce,Produce Clerk,M +4596,8/10/1966,49,Chilliwack,Bakery,Baker,F +4597,8/9/1966,49,Prince George,Bakery,Baker,F +4598,6/9/1947,68,Kamloops,Bakery,Baker,F +4599,6/9/1947,68,Vancouver,Meats,Meat Cutter,F +4600,8/15/1966,49,Vancouver,Dairy,Dairy Person,F +4601,8/16/1966,49,Vancouver,Dairy,Dairy Person,M +4602,6/11/1947,68,Victoria,Produce,Produce Clerk,F +4603,8/18/1966,49,Terrace,Dairy,Dairy Person,M +4604,6/13/1947,68,Nanaimo,Produce,Produce Clerk,M +4605,6/14/1947,68,Prince George,Produce,Produce Clerk,F +4606,6/14/1947,68,Kamloops,Bakery,Baker,F +4607,8/23/1966,49,Kamloops,Bakery,Baker,F +4608,6/18/1947,68,Vancouver,Meats,Meat Cutter,F +4609,8/30/1966,49,West Vancouver,Produce,Produce Clerk,M +4610,9/1/1966,49,Langley,Bakery,Baker,M +4611,6/24/1947,68,Nanaimo,Produce,Produce Clerk,M +4612,9/11/1966,49,Victoria,Customer Service,Cashier,M +4613,6/25/1947,68,Vancouver,Meats,Meat Cutter,M +4614,6/27/1947,68,Burnaby,Produce,Produce Clerk,M +4615,9/15/1966,49,Pitt Meadows,Dairy,Dairy Person,M +4616,9/17/1966,49,Vernon,Bakery,Baker,M +4617,6/28/1947,68,New Westminister,Produce,Produce Clerk,F +4618,9/18/1966,49,Vancouver,Dairy,Dairy Person,F +4619,7/1/1947,68,Williams Lake,Produce,Produce Clerk,F +4620,9/25/1966,49,Nanaimo,Bakery,Baker,M +4621,7/3/1947,68,Quesnel,Produce,Produce Clerk,F +4623,9/30/1966,49,Vancouver,Dairy,Dairy Person,F +4624,10/2/1966,49,Victoria,Customer Service,Cashier,M +4625,10/3/1966,49,Nanaimo,Bakery,Baker,M +4627,10/8/1966,49,Prince George,Bakery,Baker,M +4628,7/12/1947,68,Trail,Produce,Produce Clerk,M +4629,10/16/1966,49,Quesnel,Bakery,Baker,M +4630,10/15/1966,49,North Vancouver,Produce,Produce Clerk,M +4631,10/17/1966,49,Nanaimo,Bakery,Baker,M +4632,7/15/1947,68,Prince George,Produce,Produce Clerk,M +4633,7/15/1947,68,Terrace,Produce,Produce Clerk,M +4634,7/15/1947,68,Terrace,Produce,Produce Clerk,F +4635,7/17/1947,68,Fort Nelson,Produce,Produce Clerk,F +4636,7/18/1947,68,Prince George,Produce,Produce Clerk,F +4637,7/19/1947,68,New Westminster,Produce,Produce Clerk,M +4638,10/28/1966,49,Kelowna,Bakery,Baker,F +4639,10/31/1966,49,North Vancouver,Bakery,Baker,F +4640,11/4/1966,49,Victoria,Customer Service,Cashier,M +4641,7/23/1947,68,Burnaby,Produce,Produce Clerk,F +4642,11/9/1966,49,Victoria,Customer Service,Cashier,F +4643,7/26/1947,68,Chilliwack,Produce,Produce Clerk,F +4644,11/11/1966,49,Fort St John,Produce,Produce Clerk,F +4645,7/28/1947,68,Trail,Produce,Produce Clerk,F +4646,11/15/1966,49,West Vancouver,Produce,Produce Clerk,F +4647,7/31/1947,68,Quesnel,Produce,Produce Clerk,F +4648,11/24/1966,49,Vancouver,Dairy,Dairy Person,F +4649,8/8/1947,68,Victoria,Produce,Produce Clerk,M +4650,12/4/1966,49,Fort St John,Produce,Produce Clerk,F +4651,12/3/1966,49,Vancouver,Processed Foods,Shelf Stocker,M +4652,12/5/1966,49,Richmond,Produce,Produce Clerk,F +4653,12/11/1966,49,Kelowna,Bakery,Baker,F +4654,12/12/1966,49,Vancouver,Processed Foods,Shelf Stocker,M +4655,12/16/1966,49,Vancouver,Processed Foods,Shelf Stocker,M +4656,12/16/1966,49,Prince George,Bakery,Baker,M +4657,8/17/1947,68,Terrace,Produce,Produce Clerk,M +4658,8/19/1947,68,Victoria,Produce,Produce Clerk,M +4659,12/25/1966,49,Dawson Creek,Customer Service,Cashier,F +4660,12/26/1966,49,Nanaimo,Bakery,Baker,M +4661,12/28/1966,49,New Westminster,Bakery,Baker,F +4662,8/23/1947,68,Victoria,Produce,Produce Clerk,M +4663,1/4/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4664,1/9/1967,48,Richmond,Produce,Produce Clerk,M +4665,8/28/1947,68,Victoria,Produce,Produce Clerk,F +4666,1/10/1967,48,Victoria,Customer Service,Cashier,M +4667,1/12/1967,48,West Vancouver,Bakery,Baker,M +4668,1/12/1967,48,Port Coquitlam,Dairy,Dairy Person,M +4669,9/2/1947,68,New Westminster,Produce,Produce Clerk,F +4670,9/2/1947,68,Vancouver,Meats,Meat Cutter,M +4671,9/3/1947,68,Vancouver,Meats,Meat Cutter,F +4672,9/6/1947,68,Nanaimo,Produce,Produce Clerk,M +4673,1/30/1967,48,New Westminster,Bakery,Baker,F +4674,1/31/1967,48,Victoria,Customer Service,Cashier,F +4675,9/14/1947,68,Richmond,Produce,Produce Clerk,M +4676,2/16/1967,48,Williams Lake,Bakery,Baker,M +4677,2/21/1967,48,New Westminster,Bakery,Baker,F +4678,2/20/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4679,9/20/1947,68,Vancouver,Meats,Meat Cutter,F +4680,2/26/1967,48,Haney,Processed Foods,Shelf Stocker,M +4681,3/6/1967,48,Victoria,Customer Service,Cashier,M +4682,3/8/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4683,3/9/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4684,3/12/1967,48,Prince George,Bakery,Baker,M +4685,3/14/1967,48,New Westminster,Bakery,Baker,M +4686,3/14/1967,48,Nanaimo,Bakery,Baker,F +4687,3/16/1967,48,Vernon,Bakery,Baker,M +4688,3/20/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4689,10/3/1947,68,Vancouver,Meats,Meat Cutter,F +4690,10/9/1947,68,Prince George,Produce,Produce Clerk,M +4691,4/1/1967,48,Nanaimo,Bakery,Baker,F +4692,10/10/1947,68,Vernon,Produce,Produce Clerk,M +4694,10/11/1947,68,Vancouver,Meats,Meat Cutter,F +4695,4/5/1967,48,Kamloops,Bakery,Baker,M +4696,4/10/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4697,10/16/1947,68,Vancouver,Meats,Meat Cutter,F +4698,4/19/1967,48,Cranbrook,Produce,Produce Clerk,M +4699,4/21/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4700,4/25/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4701,4/25/1967,48,Nanaimo,Bakery,Baker,M +4702,10/23/1947,68,New Westminster,Produce,Produce Clerk,M +4703,5/1/1967,48,Trail,Bakery,Baker,M +4704,5/3/1967,48,West Vancouver,Bakery,Baker,M +4705,10/27/1947,68,Prince George,Produce,Produce Clerk,M +4706,5/8/1967,48,Prince George,Bakery,Baker,M +4707,10/30/1947,68,Abbotsford,Bakery,Baker,F +4708,10/31/1947,68,New Westminster,Produce,Produce Clerk,M +4709,5/13/1967,48,Burnaby,Customer Service,Cashier,M +4710,5/15/1967,48,Grand Forks,Processed Foods,Processed Foods Manager,F +4712,5/19/1967,48,Surrey,Bakery,Baker,M +4713,5/20/1967,48,Surrey,Bakery,Baker,M +4714,5/22/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4715,5/22/1967,48,Surrey,Bakery,Baker,M +4716,5/26/1967,48,Cranbrook,Produce,Produce Clerk,F +4717,11/8/1947,68,Kamloops,Bakery,Baker,M +4718,5/26/1967,48,Nanaimo,Bakery,Baker,M +4719,11/8/1947,68,New Westminister,Produce,Produce Clerk,F +4720,5/27/1967,48,Burnaby,Customer Service,Cashier,F +4721,11/11/1947,68,Langley,Produce,Produce Clerk,M +4722,6/2/1967,48,Kelowna,Bakery,Baker,M +4723,11/11/1947,68,Vancouver,Meats,Meat Cutter,F +4724,6/4/1967,48,Surrey,Bakery,Baker,F +4725,6/5/1967,48,Surrey,Bakery,Baker,M +4726,11/13/1947,68,Nanaimo,Produce,Produce Clerk,M +4727,11/15/1947,68,Vancouver,Meats,Meat Cutter,M +4728,6/10/1967,48,Nanaimo,Bakery,Baker,F +4729,6/14/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4730,6/22/1967,48,Nanaimo,Bakery,Baker,F +4731,11/22/1947,68,Fort Nelson,Bakery,Baker,F +4732,6/27/1967,48,Burnaby,Customer Service,Cashier,F +4733,11/25/1947,68,Burnaby,Produce,Produce Clerk,F +4734,6/27/1967,48,Kamloops,Bakery,Baker,F +4735,11/26/1947,68,Victoria,Produce,Produce Clerk,M +4736,6/30/1967,48,Langley,Bakery,Baker,F +4737,7/4/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4738,11/29/1947,68,Surrey,Produce,Produce Clerk,M +4739,7/10/1967,48,Victoria,Customer Service,Cashier,M +4740,7/10/1967,48,Cranbrook,Produce,Produce Clerk,M +4741,7/10/1967,48,Cranbrook,Produce,Produce Clerk,F +4742,7/11/1967,48,Kelowna,Bakery,Baker,F +4743,12/4/1947,68,Vancouver,Meats,Meat Cutter,M +4744,7/19/1967,48,New Westminster,Bakery,Baker,M +4745,7/20/1967,48,Kamloops,Bakery,Baker,F +4746,7/23/1967,48,Williams Lake,Bakery,Baker,F +4747,12/10/1947,68,Terrace,Produce,Produce Clerk,F +4748,12/12/1947,68,New Westminister,Produce,Produce Clerk,M +4749,7/30/1967,48,West Vancouver,Bakery,Baker,F +4750,12/12/1947,68,Vancouver,Meats,Meat Cutter,F +4751,7/31/1967,48,Prince George,Bakery,Baker,M +4752,12/16/1947,68,Vancouver,Meats,Meat Cutter,M +4753,8/6/1967,48,Nelson,Meats,Meat Cutter,M +4754,8/8/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4755,12/17/1947,68,Langley,Produce,Produce Clerk,M +4756,12/17/1947,68,Fort St John,Bakery,Baker,F +4757,12/17/1947,68,Vancouver,Meats,Meat Cutter,M +4758,8/11/1967,48,Nanaimo,Bakery,Baker,F +4759,8/11/1967,48,Victoria,Customer Service,Cashier,F +4760,8/14/1967,48,Port Coquitlam,Dairy,Dairy Person,F +4761,8/15/1967,48,Port Coquitlam,Dairy,Dairy Person,F +4762,12/22/1947,68,Chilliwack,Produce,Produce Clerk,M +4763,12/22/1947,68,Victoria,Produce,Produce Clerk,M +4764,8/19/1967,48,Abbotsford,Meats,Meat Cutter,M +4765,12/25/1947,68,West Vancouver,Produce,Produce Clerk,M +4766,8/25/1967,48,Vernon,Bakery,Baker,M +4767,8/25/1967,48,Fort Nelson,Meats,Meat Cutter,F +4768,8/27/1967,48,Burnaby,Customer Service,Cashier,F +4769,12/28/1947,68,Vancouver,Meats,Meat Cutter,F +4770,12/30/1947,68,Victoria,Produce,Produce Clerk,M +4771,1/1/1948,67,Victoria,Produce,Produce Clerk,F +4772,1/6/1948,67,Victoria,Produce,Produce Clerk,F +4773,9/16/1967,48,North Vancouver,Bakery,Baker,M +4774,9/21/1967,48,Burnaby,Customer Service,Cashier,F +4775,1/9/1948,67,Vancouver,Meats,Meat Cutter,F +4776,9/22/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4777,9/27/1967,48,Nanaimo,Bakery,Baker,M +4778,1/12/1948,67,Prince George,Produce,Produce Clerk,F +4779,1/14/1948,67,Quesnel,Produce,Produce Clerk,M +4780,10/2/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4781,10/3/1967,48,Port Coquitlam,Dairy,Dairy Person,M +4782,10/2/1967,48,Abbotsford,Processed Foods,Shelf Stocker,M +4783,10/2/1967,48,Kamloops,Bakery,Baker,M +4784,10/6/1967,48,Prince George,Bakery,Baker,M +4785,10/8/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4786,10/9/1967,48,New Westminster,Bakery,Baker,M +4787,10/10/1967,48,Victoria,Customer Service,Cashier,M +4788,10/10/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4789,10/12/1967,48,Squamish,Produce,Produce Clerk,M +4790,10/13/1967,48,Victoria,Customer Service,Cashier,M +4791,10/13/1967,48,Kelowna,Bakery,Baker,M +4792,10/15/1967,48,Fort Nelson,Meats,Meat Cutter,F +4793,10/16/1967,48,New Westminster,Bakery,Baker,M +4794,1/23/1948,67,Surrey,Produce,Produce Clerk,M +4795,1/28/1948,67,Surrey,Produce,Produce Clerk,M +4798,10/28/1967,48,Victoria,Customer Service,Cashier,F +4799,10/30/1967,48,New Westminster,Bakery,Baker,M +4800,2/1/1948,67,Haney,Meats,Meat Cutter,F +4801,11/5/1967,48,New Westminster,Bakery,Baker,F +4802,11/7/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4803,11/10/1967,48,Port Coquitlam,Dairy,Dairy Person,M +4804,11/11/1967,48,Nanaimo,Bakery,Baker,M +4805,2/5/1948,67,Fort Nelson,Bakery,Baker,M +4806,2/6/1948,67,Port Coquitlam,Produce,Produce Clerk,M +4807,2/7/1948,67,Vancouver,Meats,Meat Cutter,M +4808,2/9/1948,67,New Westminster,Produce,Produce Clerk,M +4809,2/10/1948,67,Victoria,Produce,Produce Clerk,M +4810,11/20/1967,48,Kamloops,Bakery,Baker,M +4811,2/11/1948,67,Vancouver,Meats,Meat Cutter,F +4812,11/23/1967,48,Kamloops,Bakery,Baker,F +4813,11/27/1967,48,Fort St John,Produce,Produce Clerk,F +4814,11/29/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4815,2/14/1948,67,Kamloops,Bakery,Baker,F +4816,11/30/1967,48,Kamloops,Bakery,Baker,F +4817,12/2/1967,48,Kelowna,Bakery,Baker,F +4818,12/5/1967,48,Surrey,Bakery,Baker,F +4819,12/7/1967,48,New Westminister,Meats,Meat Cutter,M +4820,12/7/1967,48,Dawson Creek,Customer Service,Cashier,M +4821,12/7/1967,48,Nanaimo,Bakery,Baker,M +4822,12/10/1967,48,Chilliwack,Bakery,Baker,F +4823,2/21/1948,67,Victoria,Produce,Produce Clerk,M +4824,12/12/1967,48,Vancouver,Processed Foods,Shelf Stocker,M +4825,12/16/1967,48,Vancouver,Processed Foods,Shelf Stocker,F +4826,12/18/1967,48,Kelowna,Bakery,Baker,M +4827,3/1/1948,67,Vancouver,Meats,Meat Cutter,F +4828,3/1/1948,67,Vancouver,Meats,Meat Cutter,M +4829,12/26/1967,48,Richmond,Produce,Produce Clerk,F +4830,12/29/1967,48,Burnaby,Customer Service,Cashier,M +4831,1/3/1968,47,West Vancouver,Bakery,Baker,M +4832,1/3/1968,47,Kelowna,Bakery,Baker,F +4833,3/5/1948,67,Victoria,Produce,Produce Clerk,F +4834,1/4/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4835,3/5/1948,67,Vancouver,Meats,Meat Cutter,F +4836,3/6/1948,67,Terrace,Produce,Produce Clerk,M +4837,1/13/1968,47,Cranbrook,Produce,Produce Clerk,M +4838,1/13/1968,47,Trail,Bakery,Baker,F +4839,1/15/1968,47,Vernon,Bakery,Baker,M +4840,1/15/1968,47,Chilliwack,Bakery,Baker,M +4841,3/11/1948,67,Kelowna,Produce,Produce Clerk,F +4842,1/17/1968,47,Nelson,Meats,Meat Cutter,F +4843,1/19/1968,47,Nanaimo,Bakery,Baker,F +4844,1/19/1968,47,Squamish,Produce,Produce Clerk,F +4845,1/22/1968,47,New Westminster,Bakery,Baker,F +4846,1/26/1968,47,Burnaby,Customer Service,Cashier,M +4847,1/26/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4848,3/17/1948,67,Victoria,Produce,Produce Clerk,F +4849,1/30/1968,47,New Westminster,Bakery,Baker,M +4850,2/2/1968,47,New Westminster,Bakery,Baker,M +4851,2/5/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4852,2/9/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4853,2/9/1968,47,Surrey,Bakery,Baker,M +4854,3/26/1948,67,Victoria,Produce,Produce Clerk,M +4855,2/20/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4856,3/31/1948,67,Port Coquitlam,Produce,Produce Clerk,M +4857,4/1/1948,67,Victoria,Produce,Produce Clerk,M +4858,4/4/1948,67,Langley,Produce,Produce Clerk,M +4859,3/5/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4860,3/5/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4861,3/4/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4862,4/8/1948,67,Cranbrook,Produce,Produce Clerk,M +4863,4/8/1948,67,Vancouver,Meats,Meat Cutter,M +4864,4/9/1948,67,Chilliwack,Bakery,Baker,F +4865,4/13/1948,67,Terrace,Produce,Produce Clerk,F +4866,3/20/1968,47,Langley,Bakery,Baker,M +4867,4/16/1948,67,Richmond,Produce,Produce Clerk,F +4868,3/25/1968,47,Trail,Bakery,Baker,F +4869,3/26/1968,47,Kelowna,Bakery,Baker,F +4870,3/26/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4871,3/25/1968,47,Victoria,Customer Service,Cashier,F +4872,3/30/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4873,4/2/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4874,4/21/1948,67,Kelowna,Bakery,Baker,F +4875,4/23/1948,67,Kelowna,Bakery,Baker,F +4876,4/7/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4877,4/24/1948,67,Victoria,Produce,Produce Clerk,F +4878,4/8/1968,47,Nanaimo,Bakery,Baker,M +4879,4/11/1968,47,Burnaby,Customer Service,Cashier,M +4880,4/14/1968,47,Prince George,Bakery,Baker,M +4881,4/27/1948,67,Trail,Produce,Produce Clerk,M +4882,4/14/1968,47,Burnaby,Customer Service,Cashier,M +4883,4/17/1968,47,Nanaimo,Bakery,Baker,F +4884,4/21/1968,47,Nanaimo,Bakery,Baker,F +4885,5/1/1948,67,Vancouver,Meats,Meat Cutter,M +4886,5/2/1948,67,Vancouver,Meats,Meat Cutter,M +4887,4/26/1968,47,Prince George,Bakery,Baker,F +4888,4/26/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4889,5/5/1948,67,Vancouver,Meats,Meat Cutter,F +4890,5/2/1968,47,Victoria,Customer Service,Cashier,F +4891,5/4/1968,47,Surrey,Bakery,Baker,M +4892,5/6/1968,47,New Westminster,Bakery,Baker,F +4893,5/6/1968,47,Nelson,Meats,Meat Cutter,F +4894,5/11/1948,67,New Westminster,Produce,Produce Clerk,M +4895,5/10/1968,47,Cranbrook,Produce,Produce Clerk,F +4896,5/14/1948,67,Vancouver,Meats,Meat Cutter,F +4897,5/14/1948,67,Chilliwack,Bakery,Baker,F +4898,5/18/1968,47,Kelowna,Bakery,Baker,M +4899,5/15/1948,67,Prince George,Produce,Produce Clerk,M +4900,5/20/1968,47,New Westminster,Bakery,Baker,F +4901,5/16/1948,67,Vancouver,Meats,Meat Cutter,M +4902,5/19/1948,67,Vancouver,Meats,Meat Cutter,F +4903,5/19/1948,67,Vancouver,Meats,Meat Cutter,F +4904,5/27/1968,47,Squamish,Produce,Produce Clerk,M +4905,5/20/1948,67,Burnaby,Produce,Produce Clerk,F +4906,5/27/1968,47,New Westminster,Bakery,Baker,F +4907,5/27/1968,47,Kelowna,Bakery,Baker,M +4908,5/21/1948,67,New Westminster,Produce,Produce Clerk,M +4910,5/24/1948,67,Chilliwack,Bakery,Baker,M +4911,5/27/1948,67,New Westminster,Produce,Produce Clerk,M +4912,5/27/1948,67,Kamloops,Bakery,Baker,M +4913,5/27/1948,67,Vancouver,Meats,Meat Cutter,F +4914,6/14/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4915,5/31/1948,67,North Vancouver,Produce,Produce Clerk,F +4916,6/2/1948,67,Squamish,Produce,Produce Clerk,M +4917,6/26/1968,47,North Vancouver,Bakery,Baker,M +4918,6/6/1948,67,Victoria,Produce,Produce Clerk,M +4919,6/28/1968,47,Prince George,Bakery,Baker,M +4920,6/11/1948,67,Nanaimo,Produce,Produce Clerk,M +4921,6/12/1948,67,Vancouver,Meats,Meat Cutter,F +4922,7/9/1968,47,Prince George,Bakery,Baker,M +4923,7/19/1968,47,Terrace,Dairy,Dairy Person,F +4924,6/17/1948,67,Langley,Produce,Produce Clerk,M +4925,7/21/1968,47,Victoria,Meats,Meat Cutter,F +4926,6/18/1948,67,Victoria,Produce,Produce Clerk,M +4927,7/23/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4928,7/27/1968,47,Nanaimo,Bakery,Baker,F +4929,6/22/1948,67,New Westminster,Produce,Produce Clerk,M +4930,8/1/1968,47,Langley,Bakery,Baker,M +4931,8/2/1968,47,Prince George,Bakery,Baker,F +4932,8/2/1968,47,Nanaimo,Bakery,Baker,F +4933,8/3/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4934,8/5/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4935,8/11/1968,47,Burnaby,Customer Service,Cashier,F +4936,8/10/1968,47,Nanaimo,Bakery,Baker,M +4937,8/12/1968,47,Vancouver,Processed Foods,Shelf Stocker,M +4938,8/14/1968,47,Squamish,Produce,Produce Clerk,F +4939,8/17/1968,47,West Vancouver,Bakery,Baker,F +4940,8/17/1968,47,Trail,Bakery,Baker,F +4941,7/2/1948,67,Kamloops,Bakery,Baker,M +4942,8/18/1968,47,Kelowna,Bakery,Baker,F +4943,8/19/1968,47,Squamish,Bakery,Baker,F +4944,8/23/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4945,8/23/1968,47,Kelowna,Bakery,Baker,M +4946,8/25/1968,47,Aldergrove,Produce,Produce Clerk,M +4947,8/27/1968,47,Abbotsford,Processed Foods,Shelf Stocker,F +4948,7/9/1948,67,Burnaby,Produce,Produce Clerk,F +4949,7/10/1948,67,Burnaby,Produce,Produce Clerk,F +4950,7/10/1948,67,Burnaby,Produce,Produce Clerk,F +4951,7/11/1948,67,Quesnel,Produce,Produce Clerk,M +4952,9/5/1968,47,Burnaby,Customer Service,Cashier,M +4953,7/13/1948,67,West Vancouver,Produce,Produce Clerk,F +4954,9/8/1968,47,Prince George,Bakery,Baker,M +4955,7/15/1948,67,Victoria,Produce,Produce Clerk,M +4956,9/11/1968,47,Surrey,Bakery,Baker,F +4957,9/14/1968,47,Kelowna,Bakery,Baker,F +4958,7/18/1948,67,New Westminster,Produce,Produce Clerk,F +4959,9/15/1968,47,Vernon,Bakery,Baker,M +4960,7/18/1948,67,Vancouver,Meats,Meat Cutter,M +4961,9/16/1968,47,Chilliwack,Bakery,Baker,F +4962,9/16/1968,47,Nanaimo,Bakery,Baker,M +4963,9/18/1968,47,Cranbrook,Produce,Produce Clerk,F +4964,7/20/1948,67,Vancouver,Meats,Meat Cutter,M +4965,7/20/1948,67,Cranbrook,Produce,Produce Clerk,F +4966,9/21/1968,47,Victoria,Meats,Meat Cutter,M +4967,9/24/1968,47,Cranbrook,Produce,Produce Clerk,M +4968,9/24/1968,47,New Westminster,Bakery,Baker,M +4969,9/26/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4970,9/29/1968,47,Nanaimo,Bakery,Baker,F +4971,9/30/1968,47,Kamloops,Bakery,Baker,M +4972,7/26/1948,67,Vancouver,Meats,Meat Cutter,F +4973,10/7/1968,47,Victoria,Meats,Meat Cutter,M +4974,7/29/1948,67,Kamloops,Bakery,Baker,F +4975,7/30/1948,67,Kelowna,Bakery,Baker,M +4976,10/13/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4977,10/19/1968,47,Victoria,Meats,Meat Cutter,F +4978,10/19/1968,47,Victoria,Meats,Meat Cutter,F +4979,10/21/1968,47,North Vancouver,Bakery,Baker,M +4980,10/28/1968,47,Port Coquitlam,Dairy,Dairy Person,F +4981,10/29/1968,47,Haney,Customer Service,Cashier,F +4982,10/31/1968,47,Nanaimo,Bakery,Baker,M +4983,8/12/1948,67,Kamloops,Bakery,Baker,M +4984,11/12/1968,47,Richmond,Produce,Produce Clerk,M +4985,11/13/1968,47,Kamloops,Bakery,Baker,M +4986,11/17/1968,47,Kelowna,Bakery,Baker,F +4987,11/19/1968,47,Nanaimo,Bakery,Baker,F +4988,11/19/1968,47,Port Coquitlam,Processed Foods,Shelf Stocker,M +4989,11/21/1968,47,Aldergrove,Produce,Produce Clerk,M +4990,11/22/1968,47,Terrace,Dairy,Dairy Person,M +4991,8/23/1948,67,Victoria,Produce,Produce Clerk,M +4992,11/23/1968,47,Squamish,Bakery,Baker,F +4993,11/25/1968,47,Burnaby,Customer Service,Cashier,F +4994,11/24/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4995,8/25/1948,67,Vancouver,Meats,Meat Cutter,M +4996,11/28/1968,47,Prince George,Bakery,Baker,M +4997,11/28/1968,47,Nanaimo,Bakery,Baker,F +4998,12/1/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +4999,8/27/1948,67,Haney,Meats,Meat Cutter,F +5000,12/1/1968,47,White Rock,Customer Service,Cashier,F +5001,8/27/1948,67,Squamish,Produce,Produce Clerk,F +5002,12/2/1968,47,White Rock,Customer Service,Cashier,F +5003,12/4/1968,47,Squamish,Bakery,Baker,F +5004,8/29/1948,67,Cranbrook,Bakery,Baker,F +5005,8/29/1948,67,Surrey,Produce,Produce Clerk,M +5006,8/30/1948,67,Cranbrook,Bakery,Baker,F +5007,12/11/1968,47,Grand Forks,Customer Service,Customer Service Manager,M +5008,9/4/1948,67,Vancouver,Meats,Meat Cutter,M +5009,12/17/1968,47,Cranbrook,Produce,Produce Clerk,F +5010,12/20/1968,47,Vancouver,Processed Foods,Shelf Stocker,F +5011,9/6/1948,67,Quesnel,Produce,Produce Clerk,M +5012,9/6/1948,67,Prince George,Produce,Produce Clerk,F +5013,9/7/1948,67,Kelowna,Bakery,Baker,M +5014,12/24/1968,47,Fort Nelson,Produce,Produce Clerk,F +5015,9/13/1948,67,Kelowna,Bakery,Baker,F +5016,1/1/1969,46,North Vancouver,Bakery,Baker,M +5017,1/1/1969,46,Vancouver,Customer Service,Cashier,M +5018,9/13/1948,67,Pitt Meadows,Bakery,Baker,F +5019,1/4/1969,46,Burnaby,Customer Service,Cashier,M +5020,9/16/1948,67,Kelowna,Bakery,Baker,F +5021,9/17/1948,67,Kamloops,Bakery,Baker,M +5022,1/12/1969,46,Kelowna,Bakery,Baker,M +5023,1/11/1969,46,Burnaby,Customer Service,Cashier,F +5024,1/11/1969,46,Victoria,Meats,Meat Cutter,M +5025,9/20/1948,67,Burnaby,Produce,Produce Clerk,F +5026,1/17/1969,46,Victoria,Meats,Meat Cutter,F +5027,1/17/1969,46,Vancouver,Customer Service,Cashier,F +5028,9/21/1948,67,New Westminster,Produce,Produce Clerk,M +5029,1/22/1969,46,Vancouver,Customer Service,Cashier,F +5030,1/22/1969,46,Nanaimo,Bakery,Baker,M +5031,1/23/1969,46,Nanaimo,Bakery,Baker,M +5032,1/23/1969,46,Vancouver,Customer Service,Cashier,M +5033,2/3/1969,46,Burnaby,Customer Service,Cashier,F +5034,2/4/1969,46,New Westminster,Bakery,Baker,F +5035,2/8/1969,46,Prince George,Bakery,Baker,M +5036,2/8/1969,46,Nanaimo,Bakery,Baker,F +5037,10/3/1948,67,New Westminster,Produce,Produce Clerk,F +5038,10/5/1948,67,Fort St John,Bakery,Baker,M +5039,10/6/1948,67,Port Coquitlam,Bakery,Baker,M +5040,2/20/1969,46,Vancouver,Customer Service,Cashier,F +5041,2/22/1969,46,Prince George,Bakery,Baker,F +5042,2/25/1969,46,Prince George,Bakery,Baker,F +5043,2/27/1969,46,Vernon,Bakery,Baker,F +5044,3/1/1969,46,Nanaimo,Bakery,Baker,M +5045,3/7/1969,46,Victoria,Meats,Meat Cutter,F +5046,3/6/1969,46,Victoria,Meats,Meat Cutter,M +5047,10/17/1948,67,New Westminster,Produce,Produce Clerk,F +5048,3/11/1969,46,Williams Lake,Bakery,Baker,F +5049,3/16/1969,46,Kelowna,Bakery,Baker,M +5050,3/19/1969,46,Richmond,Produce,Produce Clerk,M +5051,10/25/1948,67,Nanaimo,Produce,Produce Clerk,M +5052,10/26/1948,67,Kamloops,Customer Service,Cashier,M +5053,10/26/1948,67,Victoria,Produce,Produce Clerk,M +5054,10/27/1948,67,Burnaby,Produce,Produce Clerk,M +5055,3/27/1969,46,Vancouver,Customer Service,Cashier,M +5056,3/27/1969,46,Terrace,Dairy,Dairy Person,F +5057,3/28/1969,46,Vancouver,Customer Service,Cashier,F +5058,3/29/1969,46,Vancouver,Customer Service,Cashier,M +5059,4/2/1969,46,Burnaby,Customer Service,Cashier,M +5060,4/2/1969,46,Prince George,Bakery,Baker,F +5061,4/3/1969,46,Burnaby,Customer Service,Cashier,F +5062,4/7/1969,46,Victoria,Meats,Meat Cutter,F +5063,4/8/1969,46,Prince George,Bakery,Baker,F +5064,11/5/1948,67,West Vancouver,Produce,Produce Clerk,F +5065,4/16/1969,46,Kelowna,Bakery,Baker,M +5066,11/8/1948,67,Langley,Produce,Produce Clerk,M +5067,4/18/1969,46,Nanaimo,Bakery,Baker,M +5068,11/9/1948,67,New Westminister,Produce,Produce Clerk,M +5069,4/18/1969,46,Nanaimo,Bakery,Baker,M +5070,4/21/1969,46,Vancouver,Customer Service,Cashier,F +5071,11/11/1948,67,Vancouver,Meats,Meat Cutter,F +5072,4/25/1969,46,Aldergrove,Bakery,Baker,M +5073,4/24/1969,46,New Westminster,Bakery,Baker,M +5074,4/26/1969,46,Nanaimo,Bakery,Baker,F +5075,4/29/1969,46,Victoria,Meats,Meat Cutter,M +5076,11/14/1948,67,Vancouver,Meats,Meat Cutter,M +5077,11/14/1948,67,North Vancouver,Produce,Produce Clerk,M +5078,5/4/1969,46,Victoria,Meats,Meat Cutter,F +5079,11/21/1948,67,Vancouver,Meats,Meat Cutter,M +5080,5/13/1969,46,Surrey,Bakery,Baker,M +5081,11/27/1948,67,Vancouver,Meats,Meat Cutter,F +5082,11/27/1948,67,Vancouver,Meats,Meat Cutter,F +5083,12/1/1948,67,Vancouver,Meats,Meat Cutter,M +5084,12/2/1948,67,Vancouver,Meats,Meat Cutter,M +5085,6/6/1969,46,West Vancouver,Bakery,Baker,M +5086,6/7/1969,46,Victoria,Meats,Meat Cutter,M +5087,6/9/1969,46,Cranbrook,Produce,Produce Clerk,M +5088,12/10/1948,67,North Vancouver,Produce,Produce Clerk,F +5089,6/17/1969,46,Williams Lake,Bakery,Baker,F +5090,6/18/1969,46,Quesnel,Bakery,Baker,F +5091,12/14/1948,67,Prince George,Produce,Produce Clerk,F +5092,6/23/1969,46,Prince George,Bakery,Baker,F +5093,6/26/1969,46,Vancouver,Customer Service,Cashier,F +5094,7/2/1969,46,Cranbrook,Produce,Produce Clerk,M +5095,12/19/1948,67,Richmond,Bakery,Baker,F +5096,12/19/1948,67,Vancouver,Meats,Meat Cutter,F +5097,12/20/1948,67,Quesnel,Produce,Produce Clerk,F +5098,12/20/1948,67,West Vancouver,Produce,Produce Clerk,M +5099,12/21/1948,67,Victoria,Produce,Produce Clerk,M +5100,7/7/1969,46,Victoria,Meats,Meat Cutter,F +5101,7/8/1969,46,Vancouver,Customer Service,Cashier,F +5102,7/9/1969,46,Nanaimo,Bakery,Baker,F +5103,7/11/1969,46,Nanaimo,Bakery,Baker,F +5104,12/23/1948,67,New Westminster,Produce,Produce Clerk,M +5105,7/12/1969,46,Vancouver,Customer Service,Cashier,F +5106,7/13/1969,46,New Westminster,Bakery,Baker,F +5107,7/12/1969,46,Burnaby,Customer Service,Cashier,M +5108,12/25/1948,67,Fort St John,Bakery,Baker,F +5109,7/16/1969,46,Terrace,Dairy,Dairy Person,M +5110,7/21/1969,46,New Westminster,Bakery,Baker,F +5111,7/22/1969,46,Trail,Bakery,Baker,F +5112,12/30/1948,67,Vancouver,Meats,Meat Cutter,M +5113,7/25/1969,46,Nanaimo,Bakery,Baker,M +5114,7/29/1969,46,Kelowna,Bakery,Baker,F +5115,7/29/1969,46,Richmond,Produce,Produce Clerk,M +5116,7/29/1969,46,New Westminster,Bakery,Baker,F +5117,7/31/1969,46,Vancouver,Customer Service,Cashier,M +5118,8/2/1969,46,Victoria,Meats,Meat Cutter,F +5119,8/10/1969,46,Burnaby,Customer Service,Cashier,F +5120,8/10/1969,46,Trail,Bakery,Baker,M +5121,8/16/1969,46,New Westminister,Meats,Meat Cutter,F +5122,8/21/1969,46,Burnaby,Customer Service,Cashier,F +5124,8/28/1969,46,Vancouver,Customer Service,Cashier,M +5125,8/27/1969,46,Haney,Dairy,Dairy Person,M +5126,9/2/1969,46,Nanaimo,Bakery,Baker,M +5127,9/3/1969,46,West Vancouver,Bakery,Baker,M +5128,9/13/1969,46,Vancouver,Customer Service,Cashier,F +5129,9/14/1969,46,Vancouver,Customer Service,Cashier,F +5130,9/16/1969,46,Vancouver,Customer Service,Cashier,F +5131,9/18/1969,46,Vancouver,Customer Service,Cashier,M +5132,9/27/1969,46,New Westminster,Bakery,Baker,F +5133,9/29/1969,46,Victoria,Meats,Meat Cutter,F +5134,9/30/1969,46,Surrey,Bakery,Baker,M +5135,10/2/1969,46,Kamloops,Bakery,Baker,F +5136,10/3/1969,46,Burnaby,Customer Service,Cashier,F +5137,10/5/1969,46,Vancouver,Customer Service,Cashier,M +5138,10/9/1969,46,Victoria,Meats,Meat Cutter,M +5139,10/12/1969,46,Victoria,Meats,Meat Cutter,F +5140,10/14/1969,46,Aldergrove,Bakery,Baker,M +5142,10/17/1969,46,Surrey,Bakery,Baker,M +5143,10/27/1969,46,Williams Lake,Bakery,Baker,M +5144,10/26/1969,46,Quesnel,Bakery,Baker,F +5145,10/31/1969,46,Vancouver,Customer Service,Cashier,M +5146,11/3/1969,46,Vernon,Bakery,Baker,M +5147,11/5/1969,46,Trail,Bakery,Baker,F +5148,11/6/1969,46,Nanaimo,Bakery,Baker,M +5149,11/5/1969,46,Victoria,Meats,Meat Cutter,M +5150,11/10/1969,46,North Vancouver,Bakery,Baker,F +5151,11/10/1969,46,Kelowna,Bakery,Baker,M +5152,11/12/1969,46,Nanaimo,Bakery,Baker,M +5153,11/15/1969,46,Williams Lake,Bakery,Baker,M +5154,11/14/1969,46,Vancouver,Customer Service,Cashier,M +5155,11/15/1969,46,Vancouver,Customer Service,Cashier,M +5156,11/15/1969,46,Dawson Creek,Customer Service,Cashier,F +5157,11/16/1969,46,Surrey,Bakery,Baker,F +5158,11/21/1969,46,Vancouver,Customer Service,Cashier,F +5159,11/22/1969,46,New Westminster,Bakery,Baker,F +5160,11/23/1969,46,Victoria,Meats,Meat Cutter,F +5161,12/2/1969,46,Vancouver,Customer Service,Cashier,F +5162,12/1/1969,46,Quesnel,Bakery,Baker,M +5163,12/3/1969,46,Vancouver,Customer Service,Cashier,M +5164,12/5/1969,46,Vancouver,Customer Service,Cashier,M +5165,12/10/1969,46,Prince George,Bakery,Baker,M +5166,12/10/1969,46,Prince George,Bakery,Baker,M +5167,12/13/1969,46,West Vancouver,Bakery,Baker,M +5168,12/16/1969,46,Fort St John,Produce,Produce Clerk,F +5169,12/19/1969,46,Richmond,Produce,Produce Clerk,F +5170,12/21/1969,46,Vancouver,Customer Service,Cashier,F +5171,12/21/1969,46,Vancouver,Customer Service,Cashier,F +5172,12/20/1969,46,Vancouver,Customer Service,Cashier,F +5173,12/25/1969,46,Vancouver,Customer Service,Cashier,F +5174,12/29/1969,46,North Vancouver,Bakery,Baker,M +5175,12/28/1969,46,Prince George,Bakery,Baker,F +5176,12/31/1969,46,Squamish,Bakery,Baker,F +5177,12/31/1969,46,Cranbrook,Produce,Produce Clerk,M +5178,1/3/1970,45,Grand Forks,Meats,Meat Cutter,M +5179,1/13/1970,45,Burnaby,Customer Service,Cashier,F +5180,1/13/1970,45,Richmond,Produce,Produce Clerk,F +5181,1/15/1970,45,North Vancouver,Bakery,Baker,M +5182,1/14/1970,45,Terrace,Dairy,Dairy Person,F +5183,1/18/1970,45,North Vancouver,Bakery,Baker,F +5184,1/18/1970,45,Williams Lake,Bakery,Baker,F +5185,1/21/1970,45,Vancouver,Customer Service,Cashier,M +5186,1/26/1970,45,Prince George,Bakery,Baker,M +5187,1/27/1970,45,Vancouver,Customer Service,Cashier,F +5188,1/29/1970,45,Victoria,Meats,Meat Cutter,M +5189,1/31/1970,45,New Westminster,Bakery,Baker,F +5190,2/5/1970,45,New Westminster,Bakery,Baker,M +5191,2/5/1970,45,Nanaimo,Bakery,Baker,F +5192,2/6/1970,45,Nanaimo,Bakery,Baker,M +5193,2/14/1970,45,Kelowna,Bakery,Baker,M +5194,2/17/1970,45,Nanaimo,Bakery,Baker,M +5195,2/21/1970,45,Victoria,Meats,Meat Cutter,M +5196,2/26/1970,45,New Westminster,Bakery,Baker,F +5197,3/8/1970,45,Vancouver,Customer Service,Cashier,F +5198,3/11/1970,45,Vancouver,Customer Service,Cashier,F +5199,3/10/1970,45,Quesnel,Bakery,Baker,F +5200,3/18/1970,45,New Westminister,Meats,Meat Cutter,M +5201,3/24/1970,45,Vancouver,Customer Service,Cashier,F +5202,3/24/1970,45,Chilliwack,Bakery,Baker,F +5203,3/25/1970,45,Vancouver,Customer Service,Cashier,M +5204,3/28/1970,45,Victoria,Meats,Meat Cutter,F +5205,3/27/1970,45,Surrey,Bakery,Baker,F +5206,4/1/1970,45,Vernon,Dairy,Dairy Person,F +5207,4/1/1970,45,Port Coquitlam,Processed Foods,Shelf Stocker,F +5208,4/1/1970,45,Terrace,Dairy,Dairy Person,F +5209,4/3/1970,45,Nanaimo,Bakery,Baker,F +5210,4/5/1970,45,Chilliwack,Bakery,Baker,F +5211,4/10/1970,45,Cranbrook,Produce,Produce Clerk,M +5212,4/9/1970,45,Victoria,Meats,Meat Cutter,M +5213,4/11/1970,45,Squamish,Bakery,Baker,M +5214,4/14/1970,45,New Westminster,Bakery,Baker,F +5215,4/16/1970,45,North Vancouver,Bakery,Baker,M +5216,4/18/1970,45,North Vancouver,Dairy,Dairy Person,M +5217,5/1/1970,45,Nanaimo,Bakery,Baker,M +5218,4/30/1970,45,Fort Nelson,Produce,Produce Clerk,F +5219,5/2/1970,45,Squamish,Bakery,Baker,F +5220,5/3/1970,45,New Westminster,Bakery,Baker,F +5221,5/6/1970,45,Victoria,Meats,Meat Cutter,M +5222,5/7/1970,45,Surrey,Bakery,Baker,F +5223,5/6/1970,45,New Westminster,Bakery,Baker,F +5224,5/6/1970,45,Chilliwack,Bakery,Baker,M +5225,5/8/1970,45,Kamloops,Bakery,Baker,M +5226,5/10/1970,45,Vancouver,Customer Service,Cashier,F +5227,5/10/1970,45,Kelowna,Bakery,Baker,F +5228,5/16/1970,45,Fort St John,Produce,Produce Clerk,M +5229,5/20/1970,45,West Vancouver,Bakery,Baker,M +5230,5/20/1970,45,Aldergrove,Bakery,Baker,F +5231,5/26/1970,45,West Vancouver,Bakery,Baker,F +5232,6/2/1970,45,Terrace,Dairy,Dairy Person,M +5233,6/1/1970,45,Kelowna,Bakery,Baker,M +5234,6/9/1970,45,Vancouver,Customer Service,Cashier,F +5235,6/9/1970,45,Victoria,Meats,Meat Cutter,M +5236,6/12/1970,45,Dease Lake,Dairy,Dairy Person,M +5237,6/13/1970,45,Richmond,Produce,Produce Clerk,F +5238,6/21/1970,45,Vancouver,Customer Service,Cashier,M +5239,6/23/1970,45,Surrey,Bakery,Baker,F +5240,6/24/1970,45,Squamish,Bakery,Baker,M +5241,7/2/1970,45,Vancouver,Customer Service,Cashier,F +5242,7/6/1970,45,Abbotsford,Processed Foods,Shelf Stocker,M +5243,7/8/1970,45,Victoria,Meats,Meat Cutter,M +5244,7/8/1970,45,Victoria,Meats,Meat Cutter,M +5246,7/17/1970,45,Grand Forks,Meats,Meat Cutter,M +5247,7/19/1970,45,Nanaimo,Bakery,Baker,F +5248,7/20/1970,45,Richmond,Produce,Produce Clerk,M +5249,7/21/1970,45,Nelson,Meats,Meat Cutter,M +5250,7/22/1970,45,Richmond,Produce,Produce Clerk,M +5251,7/29/1970,45,Cranbrook,Produce,Produce Clerk,F +5252,8/1/1970,45,Cranbrook,Produce,Produce Clerk,F +5254,8/11/1970,45,Vancouver,Customer Service,Cashier,F +5255,8/14/1970,45,New Westminster,Bakery,Baker,M +5256,8/17/1970,45,Nanaimo,Bakery,Baker,M +5257,8/27/1970,45,Nanaimo,Bakery,Baker,M +5258,8/29/1970,45,Nanaimo,Bakery,Baker,M +5259,9/6/1970,45,New Westminster,Bakery,Baker,M +5260,9/11/1970,45,Victoria,Meats,Meat Cutter,M +5261,9/11/1970,45,Langley,Bakery,Baker,M +5262,9/21/1970,45,Vernon,Dairy,Dairy Person,M +5263,10/5/1970,45,Bella Bella,Customer Service,Cashier,F +5264,10/14/1970,45,Victoria,Meats,Meat Cutter,F +5265,10/19/1970,45,Victoria,Meats,Meat Cutter,F +5266,10/23/1970,45,Burnaby,Customer Service,Cashier,M +5267,10/23/1970,45,Vancouver,Customer Service,Cashier,M +5268,10/29/1970,45,Burnaby,Customer Service,Cashier,F +5269,11/1/1970,45,Vancouver,Customer Service,Cashier,M +5270,11/5/1970,45,Victoria,Meats,Meat Cutter,M +5271,11/10/1970,45,Cranbrook,Produce,Produce Clerk,M +5272,11/11/1970,45,Williams Lake,Bakery,Baker,F +5273,11/14/1970,45,New Westminster,Bakery,Baker,F +5274,11/16/1970,45,Chilliwack,Bakery,Baker,M +5275,11/17/1970,45,Cranbrook,Produce,Produce Clerk,M +5276,11/20/1970,45,Richmond,Bakery,Baker,F +5277,11/21/1970,45,Vancouver,Customer Service,Cashier,F +5278,11/22/1970,45,Victoria,Meats,Meat Cutter,M +5279,11/23/1970,45,Vancouver,Customer Service,Cashier,F +5280,12/6/1970,45,Terrace,Dairy,Dairy Person,M +5281,12/7/1970,45,Kamloops,Bakery,Baker,M +5282,12/14/1970,45,Nanaimo,Bakery,Baker,F +5283,12/14/1970,45,Chilliwack,Bakery,Baker,M +5284,12/15/1970,45,Kamloops,Bakery,Baker,F +5285,12/17/1970,45,Kelowna,Bakery,Baker,F +5286,12/19/1970,45,Vernon,Dairy,Dairy Person,F +5287,12/23/1970,45,Nanaimo,Bakery,Baker,F +5288,12/27/1970,45,Blue River,Dairy,Dairy Person,F +5289,1/1/1971,44,Vancouver,Customer Service,Cashier,F +5290,1/1/1971,44,Prince George,Bakery,Baker,M +5291,1/8/1971,44,Kelowna,Bakery,Baker,F +5292,1/7/1971,44,Vancouver,Customer Service,Cashier,F +5293,1/9/1971,44,Kamloops,Bakery,Baker,F +5294,1/13/1971,44,Surrey,Bakery,Baker,F +5295,1/17/1971,44,Vancouver,Customer Service,Cashier,M +5296,1/18/1971,44,Vancouver,Customer Service,Cashier,F +5297,1/18/1971,44,Terrace,Dairy,Dairy Person,M +5298,1/22/1971,44,Victoria,Meats,Meat Cutter,F +5299,2/2/1971,44,Terrace,Dairy,Dairy Person,M +5300,2/4/1971,44,Langley,Bakery,Baker,M +5301,2/6/1971,44,Squamish,Bakery,Baker,F +5302,2/6/1971,44,Cranbrook,Produce,Produce Clerk,F +5303,2/8/1971,44,Nanaimo,Dairy,Dairy Person,M +5304,2/11/1971,44,Cranbrook,Produce,Produce Clerk,M +5305,2/11/1971,44,New Westminster,Bakery,Baker,F +5306,3/1/1971,44,Kelowna,Bakery,Baker,F +5307,3/15/1971,44,New Westminster,Bakery,Baker,M +5308,3/15/1971,44,Kamloops,Bakery,Baker,F +5309,3/17/1971,44,Prince George,Bakery,Baker,M +5310,3/16/1971,44,Vernon,Dairy,Dairy Person,M +5311,3/20/1971,44,Victoria,Meats,Meat Cutter,M +5312,3/20/1971,44,Nanaimo,Dairy,Dairy Person,F +5313,3/20/1971,44,Kelowna,Bakery,Baker,M +5314,3/23/1971,44,Victoria,Meats,Meat Cutter,M +5315,3/28/1971,44,Trail,Bakery,Baker,F +5316,4/4/1971,44,Victoria,Meats,Meat Cutter,F +5317,4/7/1971,44,Vancouver,Customer Service,Cashier,F +5318,4/7/1971,44,Victoria,Meats,Meat Cutter,M +5319,4/11/1971,44,Nanaimo,Dairy,Dairy Person,M +5320,4/11/1971,44,Burnaby,Customer Service,Cashier,F +5321,4/14/1971,44,North Vancouver,Dairy,Dairy Person,F +5322,4/18/1971,44,Richmond,Bakery,Baker,M +5323,4/20/1971,44,Vancouver,Customer Service,Cashier,M +5324,4/20/1971,44,Prince George,Bakery,Baker,M +5325,4/25/1971,44,Vancouver,Customer Service,Cashier,F +5326,4/27/1971,44,Victoria,Meats,Meat Cutter,F +5327,4/29/1971,44,Trail,Bakery,Baker,F +5328,4/29/1971,44,Kamloops,Bakery,Baker,M +5329,5/9/1971,44,Prince George,Bakery,Baker,F +5330,5/8/1971,44,Nanaimo,Dairy,Dairy Person,M +5331,5/8/1971,44,West Vancouver,Dairy,Dairy Person,M +5332,5/11/1971,44,Nanaimo,Dairy,Dairy Person,F +5333,5/13/1971,44,Prince George,Bakery,Baker,F +5334,5/12/1971,44,Terrace,Dairy,Dairy Person,F +5335,5/14/1971,44,Victoria,Meats,Meat Cutter,M +5336,5/14/1971,44,Chilliwack,Bakery,Baker,M +5337,5/18/1971,44,Vernon,Dairy,Dairy Person,M +5338,5/30/1971,44,Trail,Bakery,Baker,F +5339,5/31/1971,44,North Vancouver,Dairy,Dairy Person,M +5340,6/8/1971,44,Vancouver,Customer Service,Cashier,M +5341,6/8/1971,44,New Westminster,Bakery,Baker,M +5342,6/11/1971,44,Nanaimo,Dairy,Dairy Person,F +5343,6/15/1971,44,New Westminster,Bakery,Baker,M +5344,6/20/1971,44,Trail,Bakery,Baker,F +5345,6/23/1971,44,Vancouver,Customer Service,Cashier,F +5346,6/27/1971,44,Nanaimo,Dairy,Dairy Person,F +5348,7/1/1971,44,Terrace,Processed Foods,Shelf Stocker,M +5349,7/3/1971,44,Vancouver,Customer Service,Cashier,M +5350,7/8/1971,44,Kamloops,Bakery,Baker,M +5351,7/10/1971,44,Vancouver,Customer Service,Cashier,F +5352,7/22/1971,44,Burnaby,Dairy,Dairy Person,M +5353,7/21/1971,44,Victoria,Produce,Produce Clerk,F +5354,7/23/1971,44,Vancouver,Customer Service,Cashier,F +5355,7/29/1971,44,Fort St John,Produce,Produce Clerk,F +5356,8/1/1971,44,Nanaimo,Dairy,Dairy Person,F +5357,8/3/1971,44,Fort St John,Bakery,Baker,M +5358,8/4/1971,44,Kelowna,Bakery,Baker,M +5359,8/5/1971,44,Kamloops,Bakery,Baker,F +5360,8/6/1971,44,Aldergrove,Bakery,Baker,M +5361,8/10/1971,44,Fort Nelson,Produce,Produce Clerk,F +5362,8/13/1971,44,Kelowna,Bakery,Baker,M +5363,8/15/1971,44,Vancouver,Customer Service,Cashier,M +5364,8/16/1971,44,Chilliwack,Bakery,Baker,F +5365,8/16/1971,44,Terrace,Processed Foods,Shelf Stocker,F +5366,8/21/1971,44,Kamloops,Bakery,Baker,M +5367,8/26/1971,44,Surrey,Bakery,Baker,M +5368,9/10/1971,44,Squamish,Bakery,Baker,M +5369,9/13/1971,44,Fort St John,Bakery,Baker,F +5370,9/15/1971,44,Nanaimo,Dairy,Dairy Person,M +5371,9/16/1971,44,Vancouver,Customer Service,Cashier,M +5372,9/17/1971,44,Fort St John,Bakery,Baker,F +5373,9/18/1971,44,Chilliwack,Dairy,Dairy Person,F +5374,9/23/1971,44,Vancouver,Customer Service,Cashier,M +5375,9/26/1971,44,New Westminster,Bakery,Baker,M +5376,9/28/1971,44,Nanaimo,Dairy,Dairy Person,M +5377,9/28/1971,44,Nanaimo,Dairy,Dairy Person,M +5378,10/2/1971,44,Vancouver,Customer Service,Cashier,M +5380,10/18/1971,44,Port Coquitlam,Processed Foods,Shelf Stocker,F +5381,10/21/1971,44,Kamloops,Bakery,Baker,F +5382,10/23/1971,44,New Westminster,Bakery,Baker,M +5383,10/23/1971,44,Victoria,Produce,Produce Clerk,M +5384,10/26/1971,44,Nanaimo,Dairy,Dairy Person,M +5385,10/30/1971,44,Cranbrook,Produce,Produce Clerk,F +5386,10/29/1971,44,West Vancouver,Dairy,Dairy Person,F +5387,11/7/1971,44,Grand Forks,Meats,Meat Cutter,F +5388,11/15/1971,44,Nanaimo,Dairy,Dairy Person,M +5389,11/17/1971,44,Vancouver,Customer Service,Cashier,M +5390,11/22/1971,44,Williams Lake,Bakery,Baker,F +5391,11/25/1971,44,Nanaimo,Dairy,Dairy Person,M +5392,11/25/1971,44,Kamloops,Bakery,Baker,F +5393,11/25/1971,44,Nanaimo,Dairy,Dairy Person,M +5394,11/30/1971,44,Quesnel,Bakery,Baker,M +5395,12/1/1971,44,Nanaimo,Dairy,Dairy Person,F +5396,12/2/1971,44,Williams Lake,Bakery,Baker,M +5397,12/2/1971,44,Victoria,Produce,Produce Clerk,F +5398,12/11/1971,44,New Westminster,Bakery,Baker,F +5399,12/12/1971,44,West Vancouver,Dairy,Dairy Person,M +5400,12/13/1971,44,New Westminster,Bakery,Baker,F +5402,12/24/1971,44,Terrace,Processed Foods,Shelf Stocker,F +5403,1/6/1972,43,Surrey,Bakery,Baker,M +5404,1/7/1972,43,Kelowna,Bakery,Baker,F +5405,1/9/1972,43,Abbotsford,Produce,Produce Clerk,M +5406,1/13/1972,43,Chilliwack,Dairy,Dairy Person,F +5407,1/16/1972,43,Terrace,Processed Foods,Shelf Stocker,M +5408,1/17/1972,43,Kelowna,Bakery,Baker,M +5409,1/17/1972,43,New Westminster,Bakery,Baker,F +5410,1/19/1972,43,Cranbrook,Produce,Produce Clerk,F +5411,1/19/1972,43,Prince George,Bakery,Baker,M +5412,1/23/1972,43,Cranbrook,Produce,Produce Clerk,F +5413,1/27/1972,43,Kelowna,Bakery,Baker,F +5414,1/30/1972,43,New Westminster,Bakery,Baker,F +5415,2/2/1972,43,Burnaby,Dairy,Dairy Person,F +5417,2/5/1972,43,Victoria,Produce,Produce Clerk,M +5418,2/13/1972,43,Victoria,Produce,Produce Clerk,M +5419,2/13/1972,43,New Westminster,Bakery,Baker,F +5420,2/17/1972,43,Richmond,Bakery,Baker,M +5421,2/18/1972,43,Vancouver,Customer Service,Cashier,M +5422,2/22/1972,43,North Vancouver,Dairy,Dairy Person,F +5423,2/25/1972,43,Vancouver,Customer Service,Cashier,M +5424,2/26/1972,43,Burnaby,Dairy,Dairy Person,M +5425,2/29/1972,43,Victoria,Produce,Produce Clerk,F +5426,3/1/1972,43,Vancouver,Customer Service,Cashier,F +5427,3/3/1972,43,Burnaby,Dairy,Dairy Person,M +5428,3/4/1972,43,Vancouver,Customer Service,Cashier,F +5429,3/6/1972,43,Fort Nelson,Produce,Produce Clerk,F +5431,3/19/1972,43,Vancouver,Customer Service,Cashier,F +5432,3/20/1972,43,Nanaimo,Dairy,Dairy Person,M +5433,3/21/1972,43,Langley,Dairy,Dairy Person,F +5434,3/22/1972,43,New Westminster,Bakery,Baker,F +5435,3/22/1972,43,New Westminster,Bakery,Baker,F +5436,3/26/1972,43,North Vancouver,Dairy,Dairy Person,M +5437,3/28/1972,43,Kelowna,Bakery,Baker,M +5438,3/30/1972,43,Prince George,Bakery,Baker,M +5439,4/4/1972,43,Vernon,Dairy,Dairy Person,M +5440,4/14/1972,43,Vancouver,Customer Service,Cashier,M +5441,4/17/1972,43,Cranbrook,Produce,Produce Clerk,F +5442,4/20/1972,43,Surrey,Bakery,Baker,F +5443,4/29/1972,43,Terrace,Processed Foods,Shelf Stocker,F +5444,5/1/1972,43,Vancouver,Customer Service,Cashier,M +5445,5/2/1972,43,Trail,Bakery,Baker,M +5446,5/1/1972,43,New Westminster,Bakery,Baker,F +5447,5/6/1972,43,Trail,Dairy,Dairy Person,M +5448,5/6/1972,43,Fort St John,Bakery,Baker,M +5449,5/8/1972,43,Abbotsford,Produce,Produce Clerk,F +5450,5/8/1972,43,Kamloops,Bakery,Baker,F +5451,5/8/1972,43,Vancouver,Customer Service,Cashier,M +5452,5/10/1972,43,Victoria,Produce,Produce Clerk,F +5453,5/11/1972,43,Nanaimo,Dairy,Dairy Person,M +5454,5/10/1972,43,Trail,Dairy,Dairy Person,M +5455,5/18/1972,43,Surrey,Bakery,Baker,M +5456,5/19/1972,43,Nanaimo,Dairy,Dairy Person,M +5457,5/22/1972,43,Burnaby,Dairy,Dairy Person,M +5458,6/4/1972,43,New Westminster,Bakery,Baker,M +5459,6/12/1972,43,Vancouver,Customer Service,Cashier,M +5460,6/16/1972,43,Fort St John,Bakery,Baker,M +5461,6/15/1972,43,Vancouver,Customer Service,Cashier,M +5462,6/21/1972,43,New Westminister,Meats,Meat Cutter,F +5463,6/26/1972,43,Vancouver,Customer Service,Cashier,M +5464,6/26/1972,43,Prince George,Bakery,Baker,M +5465,6/28/1972,43,Vancouver,Customer Service,Cashier,M +5466,7/2/1972,43,Kelowna,Bakery,Baker,F +5467,7/6/1972,43,Vancouver,Customer Service,Cashier,M +5468,7/6/1972,43,Burnaby,Dairy,Dairy Person,M +5469,7/13/1972,43,Burnaby,Dairy,Dairy Person,F +5470,7/13/1972,43,Kamloops,Bakery,Baker,F +5471,7/13/1972,43,Nanaimo,Dairy,Dairy Person,M +5472,7/14/1972,43,Abbotsford,Produce,Produce Clerk,F +5473,7/17/1972,43,Richmond,Bakery,Baker,M +5474,7/26/1972,43,Vancouver,Customer Service,Cashier,F +5475,8/1/1972,43,Williams Lake,Bakery,Baker,M +5476,8/6/1972,43,Vancouver,Customer Service,Cashier,F +5477,8/7/1972,43,Ocean Falls,Dairy,Dairy Person,M +5478,8/7/1972,43,Nelson,Produce,Produce Clerk,M +5479,8/9/1972,43,New Westminster,Bakery,Baker,F +5480,8/11/1972,43,Fort St John,Bakery,Baker,F +5481,8/12/1972,43,Vancouver,Customer Service,Cashier,M +5482,8/24/1972,43,Williams Lake,Bakery,Baker,M +5483,8/23/1972,43,Vancouver,Customer Service,Cashier,M +5484,8/26/1972,43,Nanaimo,Dairy,Dairy Person,M +5485,8/26/1972,43,Kamloops,Bakery,Baker,F +5486,8/29/1972,43,Richmond,Bakery,Baker,M +5487,9/2/1972,43,New Westminster,Bakery,Baker,M +5488,9/6/1972,43,Langley,Dairy,Dairy Person,M +5489,9/8/1972,43,Cranbrook,Produce,Produce Clerk,M +5490,9/10/1972,43,Vancouver,Customer Service,Cashier,M +5491,9/15/1972,43,Cranbrook,Bakery,Baker,F +5492,9/18/1972,43,Quesnel,Dairy,Dairy Person,F +5493,9/21/1972,43,Surrey,Bakery,Baker,F +5494,9/29/1972,43,Squamish,Bakery,Baker,F +5495,9/28/1972,43,Victoria,Produce,Produce Clerk,M +5496,10/1/1972,43,Vancouver,Customer Service,Cashier,F +5497,10/2/1972,43,Nanaimo,Dairy,Dairy Person,F +5498,10/3/1972,43,Kelowna,Bakery,Baker,M +5499,10/6/1972,43,New Westminster,Bakery,Baker,F +5500,10/13/1972,43,Cranbrook,Bakery,Baker,F +5501,10/15/1972,43,Vancouver,Customer Service,Cashier,F +5502,10/16/1972,43,Fort Nelson,Bakery,Baker,M +5503,10/21/1972,43,Kamloops,Bakery,Baker,M +5504,10/24/1972,43,Kamloops,Bakery,Baker,M +5505,10/26/1972,43,Vernon,Dairy,Dairy Person,M +5506,10/28/1972,43,Victoria,Produce,Produce Clerk,F +5507,10/31/1972,43,Kelowna,Bakery,Baker,M +5508,10/30/1972,43,Victoria,Produce,Produce Clerk,M +5509,11/3/1972,43,White Rock,Customer Service,Cashier,F +5510,11/5/1972,43,Victoria,Produce,Produce Clerk,M +5511,11/4/1972,43,Prince George,Bakery,Baker,F +5512,11/6/1972,43,Langley,Dairy,Dairy Person,F +5513,11/8/1972,43,Squamish,Bakery,Baker,F +5514,11/15/1972,43,Surrey,Bakery,Baker,M +5515,11/18/1972,43,Cranbrook,Bakery,Baker,M +5516,11/25/1972,43,Langley,Dairy,Dairy Person,F +5517,11/27/1972,43,Cortes Island,Dairy,Dairy Person,F +5518,11/29/1972,43,Kelowna,Bakery,Baker,F +5519,11/30/1972,43,Vancouver,Customer Service,Cashier,F +5520,11/30/1972,43,Fort Nelson,Bakery,Baker,M +5521,12/4/1972,43,Cranbrook,Bakery,Baker,M +5522,12/4/1972,43,Chilliwack,Dairy,Dairy Person,F +5523,12/4/1972,43,West Vancouver,Dairy,Dairy Person,F +5524,12/6/1972,43,Vernon,Dairy,Dairy Person,M +5525,12/6/1972,43,Vancouver,Customer Service,Cashier,M +5526,12/7/1972,43,Prince George,Dairy,Dairy Person,M +5527,12/9/1972,43,Surrey,Bakery,Baker,M +5528,12/11/1972,43,Abbotsford,Produce,Produce Clerk,F +5529,12/20/1972,43,Kelowna,Bakery,Baker,F +5530,12/24/1972,43,Surrey,Bakery,Baker,M +5531,12/24/1972,43,Kamloops,Bakery,Baker,F +5532,12/30/1972,43,Nanaimo,Dairy,Dairy Person,M +5533,12/30/1972,43,Vancouver,Customer Service,Cashier,F +5534,1/3/1973,42,Vancouver,Customer Service,Cashier,M +5535,1/5/1973,42,Surrey,Dairy,Dairy Person,M +5536,1/11/1973,42,Richmond,Bakery,Baker,F +5537,1/17/1973,42,New Westminster,Bakery,Baker,F +5538,1/21/1973,42,Vancouver,Customer Service,Cashier,F +5539,1/26/1973,42,Prince George,Dairy,Dairy Person,M +5540,1/26/1973,42,Victoria,Produce,Produce Clerk,M +5541,1/31/1973,42,Victoria,Produce,Produce Clerk,M +5542,2/1/1973,42,Vancouver,Customer Service,Cashier,F +5543,2/3/1973,42,Prince George,Dairy,Dairy Person,M +5544,2/3/1973,42,Kelowna,Bakery,Baker,M +5545,2/3/1973,42,Kamloops,Bakery,Baker,F +5546,2/8/1973,42,Cranbrook,Bakery,Baker,F +5547,2/9/1973,42,Nanaimo,Dairy,Dairy Person,F +5548,2/10/1973,42,Burnaby,Dairy,Dairy Person,F +5549,2/16/1973,42,Victoria,Produce,Produce Clerk,M +5550,2/21/1973,42,Trail,Dairy,Dairy Person,F +5551,2/20/1973,42,Kamloops,Bakery,Baker,F +5552,2/28/1973,42,Burnaby,Dairy,Dairy Person,F +5553,3/3/1973,42,Nanaimo,Dairy,Dairy Person,M +5554,3/3/1973,42,Vancouver,Customer Service,Cashier,M +5555,3/11/1973,42,Chilliwack,Dairy,Dairy Person,F +5556,3/12/1973,42,Nanaimo,Dairy,Dairy Person,M +5557,3/12/1973,42,New Westminster,Bakery,Baker,F +5558,3/13/1973,42,Vancouver,Customer Service,Cashier,F +5559,3/19/1973,42,Quesnel,Dairy,Dairy Person,M +5560,3/21/1973,42,Cranbrook,Bakery,Baker,M +5561,3/20/1973,42,Prince George,Dairy,Dairy Person,F +5562,3/23/1973,42,Vancouver,Customer Service,Cashier,M +5563,3/23/1973,42,Vancouver,Customer Service,Cashier,M +5564,3/23/1973,42,Vancouver,Customer Service,Cashier,M +5565,3/23/1973,42,Vancouver,Customer Service,Cashier,F +5566,3/29/1973,42,Squamish,Bakery,Baker,F +5567,3/29/1973,42,Kelowna,Bakery,Baker,F +5568,3/30/1973,42,Kelowna,Bakery,Baker,M +5569,4/3/1973,42,Kelowna,Bakery,Baker,F +5570,4/5/1973,42,Vancouver,Customer Service,Cashier,M +5571,4/7/1973,42,Vancouver,Customer Service,Cashier,F +5572,4/6/1973,42,Vancouver,Customer Service,Cashier,M +5573,4/9/1973,42,Terrace,Processed Foods,Shelf Stocker,F +5574,4/12/1973,42,Port Coquitlam,Processed Foods,Shelf Stocker,M +5575,4/16/1973,42,Kamloops,Bakery,Baker,F +5576,4/16/1973,42,Langley,Dairy,Dairy Person,F +5577,4/18/1973,42,Victoria,Produce,Produce Clerk,F +5579,4/24/1973,42,Victoria,Produce,Produce Clerk,M +5580,4/25/1973,42,Kamloops,Bakery,Baker,M +5581,4/30/1973,42,Vancouver,Customer Service,Cashier,M +5582,5/2/1973,42,Vancouver,Customer Service,Cashier,F +5583,5/3/1973,42,Haney,Customer Service,Cashier,M +5585,5/6/1973,42,Vancouver,Customer Service,Cashier,F +5586,5/12/1973,42,Port Coquitlam,Processed Foods,Shelf Stocker,F +5587,5/14/1973,42,Prince George,Dairy,Dairy Person,M +5588,5/14/1973,42,Nanaimo,Dairy,Dairy Person,M +5589,5/20/1973,42,Squamish,Bakery,Baker,F +5590,5/19/1973,42,Nanaimo,Dairy,Dairy Person,M +5591,5/24/1973,42,Grand Forks,Meats,Meat Cutter,F +5592,5/28/1973,42,Nanaimo,Dairy,Dairy Person,F +5593,5/29/1973,42,Vancouver,Customer Service,Cashier,F +5594,5/31/1973,42,Terrace,Processed Foods,Shelf Stocker,M +5595,6/5/1973,42,Richmond,Bakery,Baker,F +5596,6/10/1973,42,Victoria,Produce,Produce Clerk,F +5597,6/9/1973,42,Nanaimo,Dairy,Dairy Person,M +5598,6/15/1973,42,Vancouver,Customer Service,Cashier,F +5599,6/20/1973,42,Kelowna,Bakery,Baker,F +5600,6/21/1973,42,Abbotsford,Produce,Produce Clerk,F +5601,6/23/1973,42,Prince George,Dairy,Dairy Person,F +5602,6/24/1973,42,New Westminster,Bakery,Baker,M +5603,7/10/1973,42,Chilliwack,Dairy,Dairy Person,M +5605,7/11/1973,42,Vancouver,Customer Service,Cashier,F +5606,7/12/1973,42,Vancouver,Customer Service,Cashier,F +5607,7/12/1973,42,Vancouver,Customer Service,Cashier,F +5608,7/14/1973,42,Burnaby,Dairy,Dairy Person,F +5609,7/14/1973,42,Vancouver,Customer Service,Cashier,F +5610,7/18/1973,42,North Vancouver,Dairy,Dairy Person,M +5611,7/17/1973,42,Burnaby,Dairy,Dairy Person,M +5612,7/21/1973,42,Abbotsford,Produce,Produce Clerk,F +5613,7/28/1973,42,Squamish,Dairy,Dairy Person,M +5614,7/30/1973,42,Prince George,Dairy,Dairy Person,M +5615,7/31/1973,42,Nanaimo,Dairy,Dairy Person,M +5616,7/31/1973,42,Vancouver,Customer Service,Cashier,M +5617,8/1/1973,42,Vancouver,Customer Service,Cashier,F +5618,8/4/1973,42,Richmond,Bakery,Baker,F +5619,8/3/1973,42,Vancouver,Customer Service,Cashier,M +5620,8/6/1973,42,Victoria,Produce,Produce Clerk,M +5621,8/7/1973,42,Prince George,Dairy,Dairy Person,F +5622,8/10/1973,42,Nanaimo,Dairy,Dairy Person,F +5623,8/10/1973,42,Nanaimo,Dairy,Dairy Person,F +5624,8/13/1973,42,Trail,Dairy,Dairy Person,F +5625,8/16/1973,42,Vancouver,Customer Service,Cashier,M +5626,8/21/1973,42,Abbotsford,Produce,Produce Clerk,M +5627,8/26/1973,42,Kelowna,Bakery,Baker,M +5629,9/11/1973,42,Nanaimo,Dairy,Dairy Person,F +5630,9/10/1973,42,Surrey,Dairy,Dairy Person,F +5631,9/10/1973,42,Vancouver,Customer Service,Cashier,F +5632,9/11/1973,42,Kamloops,Bakery,Baker,M +5633,9/11/1973,42,Vancouver,Customer Service,Cashier,F +5634,9/13/1973,42,New Westminster,Bakery,Baker,M +5635,9/20/1973,42,Victoria,Produce,Produce Clerk,F +5636,9/23/1973,42,Burnaby,Dairy,Dairy Person,M +5637,9/25/1973,42,Kamloops,Bakery,Baker,F +5638,9/28/1973,42,Vancouver,Customer Service,Cashier,M +5639,10/13/1973,42,Prince George,Dairy,Dairy Person,M +5640,10/16/1973,42,Terrace,Processed Foods,Shelf Stocker,M +5641,10/19/1973,42,Victoria,Produce,Produce Clerk,F +5642,10/22/1973,42,Vernon,Dairy,Dairy Person,F +5643,10/23/1973,42,Prince George,Dairy,Dairy Person,F +5644,10/22/1973,42,Chilliwack,Dairy,Dairy Person,M +5645,10/24/1973,42,New Westminster,Bakery,Baker,F +5646,11/5/1973,42,Vancouver,Customer Service,Cashier,M +5647,11/13/1973,42,Williams Lake,Dairy,Dairy Person,M +5648,11/13/1973,42,Nelson,Produce,Produce Clerk,F +5649,11/17/1973,42,Cranbrook,Bakery,Baker,F +5650,11/18/1973,42,Prince George,Dairy,Dairy Person,M +5651,11/22/1973,42,Nanaimo,Dairy,Dairy Person,M +5652,11/27/1973,42,Dawson Creek,Customer Service,Cashier,F +5653,12/6/1973,42,Fort Nelson,Bakery,Baker,F +5654,12/8/1973,42,Quesnel,Dairy,Dairy Person,M +5655,12/8/1973,42,New Westminster,Bakery,Baker,F +5656,12/19/1973,42,Burnaby,Dairy,Dairy Person,F +5657,12/23/1973,42,Abbotsford,Produce,Produce Clerk,M +5658,12/25/1973,42,Quesnel,Dairy,Dairy Person,F +5659,12/26/1973,42,Kelowna,Bakery,Baker,M +5660,12/28/1973,42,Kelowna,Bakery,Baker,F +5661,12/29/1973,42,New Westminster,Bakery,Baker,F +5662,12/30/1973,42,Vancouver,Customer Service,Cashier,F +5663,12/30/1973,42,New Westminster,Bakery,Baker,F +5664,1/4/1974,41,Kelowna,Dairy,Dairy Person,M +5665,1/6/1974,41,Vancouver,Customer Service,Cashier,F +5666,1/10/1974,41,Vancouver,Customer Service,Cashier,M +5667,1/13/1974,41,Kelowna,Dairy,Dairy Person,F +5668,1/16/1974,41,Kelowna,Dairy,Dairy Person,M +5669,1/28/1974,41,Nanaimo,Dairy,Dairy Person,F +5670,2/8/1974,41,Vancouver,Customer Service,Cashier,F +5671,2/9/1974,41,Prince George,Dairy,Dairy Person,M +5672,2/9/1974,41,Prince George,Dairy,Dairy Person,M +5673,2/11/1974,41,Prince George,Dairy,Dairy Person,F +5674,2/17/1974,41,Vancouver,Customer Service,Cashier,M +5675,2/20/1974,41,Kelowna,Dairy,Dairy Person,M +5676,2/20/1974,41,Vancouver,Customer Service,Cashier,F +5677,2/21/1974,41,Richmond,Bakery,Baker,M +5678,2/20/1974,41,New Westminster,Bakery,Baker,M +5679,2/22/1974,41,Chilliwack,Dairy,Dairy Person,F +5680,3/1/1974,41,Victoria,Produce,Produce Clerk,M +5681,3/8/1974,41,Abbotsford,Produce,Produce Clerk,F +5682,3/7/1974,41,New Westminster,Bakery,Baker,F +5683,3/9/1974,41,Kelowna,Dairy,Dairy Person,F +5684,3/14/1974,41,Victoria,Produce,Produce Clerk,F +5685,3/16/1974,41,Vancouver,Customer Service,Cashier,F +5686,3/17/1974,41,Victoria,Produce,Produce Clerk,F +5687,3/18/1974,41,New Westminster,Bakery,Baker,F +5688,3/20/1974,41,New Westminister,Produce,Produce Clerk,F +5689,3/20/1974,41,Nanaimo,Dairy,Dairy Person,M +5690,3/23/1974,41,Vancouver,Customer Service,Cashier,F +5691,3/22/1974,41,New Westminster,Bakery,Baker,M +5692,3/25/1974,41,Victoria,Produce,Produce Clerk,M +5693,3/26/1974,41,Chilliwack,Dairy,Dairy Person,M +5694,4/7/1974,41,Vancouver,Customer Service,Cashier,F +5695,4/6/1974,41,Vancouver,Customer Service,Cashier,M +5696,4/9/1974,41,Vancouver,Customer Service,Cashier,F +5697,4/9/1974,41,Terrace,Processed Foods,Shelf Stocker,M +5698,4/11/1974,41,Victoria,Produce,Produce Clerk,M +5699,4/13/1974,41,Port Coquitlam,Processed Foods,Shelf Stocker,M +5700,4/14/1974,41,Trail,Dairy,Dairy Person,F +5701,4/17/1974,41,Kamloops,Dairy,Dairy Person,F +5702,4/16/1974,41,New Westminster,Bakery,Baker,M +5703,4/18/1974,41,Kamloops,Dairy,Dairy Person,M +5704,4/26/1974,41,Terrace,Processed Foods,Shelf Stocker,M +5705,4/27/1974,41,Vancouver,Customer Service,Cashier,M +5706,4/30/1974,41,Chilliwack,Dairy,Dairy Person,F +5707,4/30/1974,41,Langley,Dairy,Dairy Person,M +5708,5/3/1974,41,Nanaimo,Dairy,Dairy Person,F +5710,5/6/1974,41,Cranbrook,Bakery,Baker,M +5711,5/9/1974,41,Cranbrook,Bakery,Baker,M +5712,5/10/1974,41,Prince George,Dairy,Dairy Person,F +5713,5/10/1974,41,Victoria,Produce,Produce Clerk,F +5714,5/16/1974,41,Aldergrove,Bakery,Baker,M +5715,5/19/1974,41,New Westminster,Dairy,Dairy Person,M +5716,5/20/1974,41,Grand Forks,Produce,Produce Clerk,F +5717,5/20/1974,41,Vancouver,Meats,Meat Cutter,M +5718,5/24/1974,41,Burnaby,Dairy,Dairy Person,F +5719,6/12/1974,41,Victoria,Produce,Produce Clerk,F +5720,6/12/1974,41,Cranbrook,Bakery,Baker,F +5721,6/16/1974,41,Prince George,Dairy,Dairy Person,F +5722,6/16/1974,41,Vancouver,Meats,Meat Cutter,M +5723,6/24/1974,41,Vancouver,Meats,Meat Cutter,M +5724,6/23/1974,41,Fort Nelson,Bakery,Baker,F +5725,6/25/1974,41,Prince George,Dairy,Dairy Person,M +5726,6/27/1974,41,Richmond,Bakery,Baker,F +5727,6/29/1974,41,Vernon,Dairy,Dairy Person,M +5728,7/5/1974,41,Nanaimo,Dairy,Dairy Person,F +5729,7/9/1974,41,Nanaimo,Dairy,Dairy Person,M +5730,7/10/1974,41,North Vancouver,Dairy,Dairy Person,M +5731,7/12/1974,41,Fort St John,Bakery,Baker,M +5732,7/14/1974,41,Vancouver,Meats,Meat Cutter,F +5733,7/17/1974,41,Victoria,Produce,Produce Clerk,F +5734,7/20/1974,41,Vancouver,Meats,Meat Cutter,F +5735,7/28/1974,41,Prince George,Dairy,Dairy Person,M +5736,7/30/1974,41,Abbotsford,Produce,Produce Clerk,M +5737,8/1/1974,41,New Westminster,Dairy,Dairy Person,M +5738,8/2/1974,41,Vancouver,Meats,Meat Cutter,F +5739,8/8/1974,41,New Westminster,Dairy,Dairy Person,M +5740,8/8/1974,41,Surrey,Dairy,Dairy Person,M +5741,8/11/1974,41,Fort St John,Bakery,Baker,F +5742,8/12/1974,41,Kelowna,Dairy,Dairy Person,F +5743,8/13/1974,41,Vancouver,Meats,Meat Cutter,M +5744,8/15/1974,41,Nanaimo,Dairy,Dairy Person,F +5745,8/19/1974,41,Princeton,Customer Service,Cashier,M +5746,8/22/1974,41,Nanaimo,Dairy,Dairy Person,M +5747,8/22/1974,41,Nanaimo,Dairy,Dairy Person,M +5748,8/26/1974,41,Vancouver,Meats,Meat Cutter,F +5749,9/3/1974,41,Vancouver,Meats,Meat Cutter,M +5750,9/9/1974,41,Surrey,Dairy,Dairy Person,M +5751,9/11/1974,41,North Vancouver,Dairy,Dairy Person,M +5752,9/14/1974,41,Burnaby,Dairy,Dairy Person,M +5753,9/14/1974,41,Vancouver,Meats,Meat Cutter,F +5754,9/16/1974,41,Cranbrook,Bakery,Baker,M +5755,9/16/1974,41,Vancouver,Meats,Meat Cutter,M +5756,9/21/1974,41,Kelowna,Dairy,Dairy Person,F +5757,9/24/1974,41,Richmond,Bakery,Baker,F +5758,9/24/1974,41,Richmond,Bakery,Baker,F +5760,9/30/1974,41,New Westminster,Dairy,Dairy Person,M +5761,10/2/1974,41,Nanaimo,Dairy,Dairy Person,F +5762,10/4/1974,41,Victoria,Produce,Produce Clerk,F +5763,10/10/1974,41,Kamloops,Dairy,Dairy Person,M +5764,10/11/1974,41,Victoria,Produce,Produce Clerk,M +5765,10/15/1974,41,Vancouver,Meats,Meat Cutter,M +5766,10/16/1974,41,Victoria,Produce,Produce Clerk,F +5767,10/17/1974,41,Nanaimo,Dairy,Dairy Person,M +5768,10/19/1974,41,Vancouver,Meats,Meat Cutter,M +5769,10/20/1974,41,Vancouver,Meats,Meat Cutter,M +5770,10/23/1974,41,Victoria,Produce,Produce Clerk,F +5771,10/26/1974,41,Vancouver,Meats,Meat Cutter,F +5772,10/29/1974,41,New Westminster,Dairy,Dairy Person,F +5773,10/31/1974,41,Vancouver,Meats,Meat Cutter,F +5774,10/31/1974,41,Vancouver,Meats,Meat Cutter,M +5775,11/4/1974,41,Cranbrook,Bakery,Baker,M +5776,11/8/1974,41,Kelowna,Dairy,Dairy Person,M +5777,11/11/1974,41,Kelowna,Dairy,Dairy Person,M +5778,11/15/1974,41,Vancouver,Meats,Meat Cutter,M +5779,11/21/1974,41,Cranbrook,Bakery,Baker,M +5780,11/25/1974,41,New Westminster,Dairy,Dairy Person,M +5781,11/26/1974,41,Vancouver,Meats,Meat Cutter,M +5782,12/3/1974,41,Vernon,Dairy,Dairy Person,F +5784,12/7/1974,41,Vancouver,Meats,Meat Cutter,F +5785,12/9/1974,41,Langley,Dairy,Dairy Person,M +5786,12/14/1974,41,Langley,Dairy,Dairy Person,M +5787,1/2/1975,40,Vancouver,Meats,Meat Cutter,M +5788,1/12/1975,40,Chilliwack,Dairy,Dairy Person,F +5789,1/13/1975,40,Chilliwack,Dairy,Dairy Person,F +5790,1/13/1975,40,Kelowna,Dairy,Dairy Person,F +5791,1/14/1975,40,Kelowna,Dairy,Dairy Person,M +5792,1/20/1975,40,Vancouver,Meats,Meat Cutter,M +5793,1/22/1975,40,Richmond,Bakery,Baker,M +5794,1/27/1975,40,Victoria,Produce,Produce Clerk,F +5795,1/30/1975,40,Nanaimo,Dairy,Dairy Person,M +5796,2/2/1975,40,Quesnel,Dairy,Dairy Person,F +5797,2/3/1975,40,Nanaimo,Dairy,Dairy Person,M +5798,2/4/1975,40,Surrey,Dairy,Dairy Person,M +5799,2/3/1975,40,Nanaimo,Dairy,Dairy Person,M +5800,2/6/1975,40,Burnaby,Dairy,Dairy Person,M +5801,2/6/1975,40,Prince George,Dairy,Dairy Person,M +5802,2/5/1975,40,Prince George,Dairy,Dairy Person,F +5803,2/12/1975,40,Victoria,Produce,Produce Clerk,F +5804,2/13/1975,40,Abbotsford,Produce,Produce Clerk,F +5805,2/13/1975,40,West Vancouver,Dairy,Dairy Person,M +5806,2/18/1975,40,New Westminster,Dairy,Dairy Person,M +5807,2/20/1975,40,Vancouver,Meats,Meat Cutter,F +5808,2/26/1975,40,Prince George,Dairy,Dairy Person,M +5809,3/3/1975,40,Vancouver,Meats,Meat Cutter,M +5810,3/3/1975,40,Nanaimo,Dairy,Dairy Person,F +5811,3/4/1975,40,New Westminster,Dairy,Dairy Person,F +5812,3/10/1975,40,Fort St John,Bakery,Baker,M +5813,3/14/1975,40,Trail,Dairy,Dairy Person,F +5814,3/15/1975,40,Victoria,Produce,Produce Clerk,M +5815,3/21/1975,40,Victoria,Produce,Produce Clerk,F +5816,3/23/1975,40,Nanaimo,Dairy,Dairy Person,M +5817,3/30/1975,40,Kelowna,Dairy,Dairy Person,F +5818,4/4/1975,40,Vancouver,Meats,Meat Cutter,F +5819,4/7/1975,40,Burnaby,Dairy,Dairy Person,M +5820,4/11/1975,40,Victoria,Produce,Produce Clerk,M +5821,4/15/1975,40,Vancouver,Meats,Meat Cutter,M +5822,4/20/1975,40,New Westminster,Dairy,Dairy Person,F +5823,4/21/1975,40,Burnaby,Dairy,Dairy Person,F +5824,4/20/1975,40,Vancouver,Meats,Meat Cutter,M +5825,4/27/1975,40,Burnaby,Dairy,Dairy Person,M +5826,4/30/1975,40,Trail,Dairy,Dairy Person,M +5827,4/30/1975,40,Vancouver,Meats,Meat Cutter,F +5828,5/2/1975,40,Surrey,Dairy,Dairy Person,M +5829,5/11/1975,40,Victoria,Produce,Produce Clerk,F +5830,5/12/1975,40,Chilliwack,Dairy,Dairy Person,M +5831,5/25/1975,40,Vernon,Dairy,Dairy Person,M +5832,5/24/1975,40,Victoria,Produce,Produce Clerk,M +5833,5/28/1975,40,Victoria,Produce,Produce Clerk,M +5834,5/30/1975,40,Kamloops,Dairy,Dairy Person,F +5835,6/1/1975,40,Chilliwack,Dairy,Dairy Person,M +5836,6/7/1975,40,Grand Forks,Produce,Produce Clerk,M +5837,6/9/1975,40,Fort Nelson,Bakery,Baker,F +5838,6/9/1975,40,Vancouver,Meats,Meat Cutter,F +5839,6/18/1975,40,Vancouver,Meats,Meat Cutter,F +5840,6/22/1975,40,Nanaimo,Dairy,Dairy Person,M +5841,6/27/1975,40,Burnaby,Dairy,Dairy Person,F +5842,7/13/1975,40,Victoria,Produce,Produce Clerk,F +5843,7/16/1975,40,Port Coquitlam,Processed Foods,Shelf Stocker,F +5844,7/19/1975,40,Vancouver,Meats,Meat Cutter,M +5845,7/23/1975,40,Quesnel,Dairy,Dairy Person,M +5846,7/23/1975,40,Kelowna,Dairy,Dairy Person,M +5847,7/25/1975,40,Cranbrook,Bakery,Baker,F +5848,7/27/1975,40,Vancouver,Meats,Meat Cutter,F +5849,7/30/1975,40,Prince George,Dairy,Dairy Person,F +5850,8/11/1975,40,Cranbrook,Bakery,Baker,M +5851,8/13/1975,40,Cranbrook,Bakery,Baker,M +5852,8/12/1975,40,Vernon,Processed Foods,Shelf Stocker,M +5853,8/14/1975,40,Vancouver,Meats,Meat Cutter,M +5854,8/14/1975,40,Vancouver,Meats,Meat Cutter,F +5855,8/18/1975,40,Langley,Dairy,Dairy Person,M +5856,8/22/1975,40,Vancouver,Meats,Meat Cutter,F +5857,8/21/1975,40,Fort St John,Bakery,Baker,F +5858,8/23/1975,40,Burnaby,Dairy,Dairy Person,M +5859,9/18/1975,40,Williams Lake,Dairy,Dairy Person,M +5860,9/19/1975,40,Victoria,Produce,Produce Clerk,F +5861,9/20/1975,40,Vancouver,Meats,Meat Cutter,M +5862,9/21/1975,40,Nanaimo,Dairy,Dairy Person,M +5863,9/22/1975,40,Vancouver,Meats,Meat Cutter,M +5864,9/26/1975,40,Vernon,Processed Foods,Shelf Stocker,F +5865,9/30/1975,40,Port Coquitlam,Processed Foods,Shelf Stocker,M +5866,10/1/1975,40,Burnaby,Dairy,Dairy Person,M +5867,10/3/1975,40,Squamish,Dairy,Dairy Person,M +5868,10/6/1975,40,Kelowna,Dairy,Dairy Person,M +5869,10/10/1975,40,Kamloops,Dairy,Dairy Person,F +5870,10/14/1975,40,Richmond,Bakery,Baker,F +5871,10/14/1975,40,Kamloops,Dairy,Dairy Person,M +5872,10/15/1975,40,Vancouver,Meats,Meat Cutter,M +5873,10/18/1975,40,Surrey,Dairy,Dairy Person,M +5874,10/18/1975,40,Grand Forks,Produce,Produce Clerk,M +5875,10/24/1975,40,Vancouver,Meats,Meat Cutter,M +5876,11/9/1975,40,Vancouver,Meats,Meat Cutter,M +5877,11/9/1975,40,Victoria,Produce,Produce Clerk,F +5878,11/11/1975,40,Victoria,Produce,Produce Clerk,M +5879,11/12/1975,40,Victoria,Produce,Produce Clerk,M +5880,11/16/1975,40,Prince George,Dairy,Dairy Person,M +5881,11/19/1975,40,Vancouver,Meats,Meat Cutter,M +5882,11/28/1975,40,Grand Forks,Produce,Produce Clerk,F +5883,12/2/1975,40,Vancouver,Meats,Meat Cutter,F +5884,12/1/1975,40,Richmond,Bakery,Baker,M +5885,12/4/1975,40,Port Coquitlam,Customer Service,Cashier,M +5886,12/7/1975,40,Aldergrove,Bakery,Baker,F +5887,12/10/1975,40,Richmond,Bakery,Baker,M +5888,12/12/1975,40,Cranbrook,Bakery,Baker,M +5889,12/16/1975,40,Prince George,Dairy,Dairy Person,M +5890,12/16/1975,40,Nanaimo,Dairy,Dairy Person,F +5891,12/19/1975,40,Vancouver,Meats,Meat Cutter,F +5892,12/21/1975,40,Victoria,Produce,Produce Clerk,F +5893,12/22/1975,40,Vancouver,Meats,Meat Cutter,M +5894,12/24/1975,40,Aldergrove,Bakery,Baker,M +5895,12/26/1975,40,Kamloops,Dairy,Dairy Person,F +5896,12/31/1975,40,Vancouver,Produce,Produce Clerk,M +5897,12/30/1975,40,Terrace,Processed Foods,Shelf Stocker,F +5898,1/1/1976,39,Vancouver,Produce,Produce Clerk,M +5899,1/4/1976,39,Richmond,Bakery,Baker,F +5900,1/6/1976,39,Squamish,Dairy,Dairy Person,F +5901,1/10/1976,39,Nelson,Produce,Produce Clerk,F +5902,1/12/1976,39,New Westminster,Dairy,Dairy Person,M +5903,1/15/1976,39,West Vancouver,Dairy,Dairy Person,F +5904,1/16/1976,39,Kelowna,Dairy,Dairy Person,M +5905,1/19/1976,39,Burnaby,Dairy,Dairy Person,M +5906,1/27/1976,39,Nanaimo,Dairy,Dairy Person,F +5907,1/30/1976,39,Cranbrook,Bakery,Baker,M +5908,1/29/1976,39,Vancouver,Produce,Produce Clerk,F +5909,2/4/1976,39,Nelson,Produce,Produce Clerk,F +5910,2/5/1976,39,New Westminster,Dairy,Dairy Person,M +5911,2/4/1976,39,Bella Bella,Dairy,Dairy Person,F +5912,2/7/1976,39,Prince George,Dairy,Dairy Person,M +5913,2/16/1976,39,Vancouver,Produce,Produce Clerk,M +5914,2/21/1976,39,Vancouver,Produce,Produce Clerk,F +5915,2/23/1976,39,Richmond,Bakery,Baker,M +5916,2/26/1976,39,Prince George,Dairy,Dairy Person,F +5917,2/28/1976,39,Vancouver,Produce,Produce Clerk,F +5918,2/29/1976,39,Vernon,Processed Foods,Shelf Stocker,M +5919,3/2/1976,39,Victoria,Produce,Produce Clerk,F +5920,3/7/1976,39,White Rock,Customer Service,Cashier,M +5921,3/6/1976,39,Chilliwack,Dairy,Dairy Person,F +5922,3/11/1976,39,Vancouver,Produce,Produce Clerk,M +5923,3/17/1976,39,Chilliwack,Dairy,Dairy Person,M +5924,3/17/1976,39,Vernon,Processed Foods,Shelf Stocker,M +5925,3/20/1976,39,Richmond,Bakery,Baker,M +5926,3/19/1976,39,Nanaimo,Dairy,Dairy Person,M +5927,3/27/1976,39,Kamloops,Dairy,Dairy Person,F +5928,3/29/1976,39,Victoria,Produce,Produce Clerk,M +5929,3/29/1976,39,Vancouver,Produce,Produce Clerk,M +5930,4/4/1976,39,Grand Forks,Bakery,Baker,M +5931,4/6/1976,39,Squamish,Dairy,Dairy Person,M +5932,4/13/1976,39,Vancouver,Produce,Produce Clerk,M +5933,4/15/1976,39,Terrace,Processed Foods,Shelf Stocker,F +5934,4/17/1976,39,Vancouver,Produce,Produce Clerk,F +5935,4/17/1976,39,Kamloops,Dairy,Dairy Person,M +5936,4/19/1976,39,Vancouver,Produce,Produce Clerk,M +5937,4/24/1976,39,Burnaby,Dairy,Dairy Person,F +5938,4/26/1976,39,Vancouver,Produce,Produce Clerk,F +5939,4/26/1976,39,Prince George,Dairy,Dairy Person,F +5940,5/2/1976,39,Vancouver,Produce,Produce Clerk,F +5941,5/3/1976,39,Squamish,Dairy,Dairy Person,F +5942,5/4/1976,39,Fort Nelson,Dairy,Dairy Person,F +5943,5/8/1976,39,Victoria,Produce,Produce Clerk,F +5944,5/19/1976,39,Kelowna,Dairy,Dairy Person,F +5945,5/19/1976,39,Prince George,Dairy,Dairy Person,F +5946,5/23/1976,39,Vancouver,Produce,Produce Clerk,M +5947,5/26/1976,39,Vancouver,Produce,Produce Clerk,F +5948,6/3/1976,39,Aldergrove,Bakery,Baker,F +5949,6/3/1976,39,Kelowna,Dairy,Dairy Person,F +5950,6/6/1976,39,Nanaimo,Dairy,Dairy Person,F +5951,6/11/1976,39,Princeton,Processed Foods,Shelf Stocker,F +5952,6/15/1976,39,Vancouver,Produce,Produce Clerk,M +5953,6/18/1976,39,Burnaby,Dairy,Dairy Person,F +5954,6/29/1976,39,Vancouver,Produce,Produce Clerk,M +5955,7/2/1976,39,Victoria,Produce,Produce Clerk,M +5956,7/5/1976,39,Kelowna,Dairy,Dairy Person,F +5958,7/10/1976,39,Vancouver,Produce,Produce Clerk,M +5959,7/13/1976,39,White Rock,Customer Service,Cashier,F +5960,7/14/1976,39,Nanaimo,Dairy,Dairy Person,F +5961,7/18/1976,39,Vancouver,Produce,Produce Clerk,F +5962,7/26/1976,39,Chilliwack,Dairy,Dairy Person,M +5963,7/27/1976,39,Vancouver,Produce,Produce Clerk,M +5964,7/30/1976,39,New Westminster,Dairy,Dairy Person,F +5965,8/5/1976,39,Vancouver,Produce,Produce Clerk,F +5966,8/7/1976,39,Vancouver,Produce,Produce Clerk,F +5967,8/8/1976,39,Vancouver,Produce,Produce Clerk,F +5968,8/9/1976,39,Langley,Dairy,Dairy Person,F +5969,8/8/1976,39,Kelowna,Dairy,Dairy Person,F +5970,8/12/1976,39,Victoria,Produce,Produce Clerk,F +5971,8/17/1976,39,Richmond,Bakery,Baker,F +5972,8/18/1976,39,Terrace,Processed Foods,Shelf Stocker,F +5973,8/24/1976,39,Victoria,Produce,Produce Clerk,M +5974,8/24/1976,39,Fort Nelson,Dairy,Dairy Person,M +5975,8/27/1976,39,Burnaby,Dairy,Dairy Person,F +5976,9/7/1976,39,Vancouver,Produce,Produce Clerk,M +5977,9/8/1976,39,Kelowna,Dairy,Dairy Person,F +5978,9/9/1976,39,Vancouver,Produce,Produce Clerk,F +5979,9/12/1976,39,Vancouver,Produce,Produce Clerk,F +5980,9/13/1976,39,Langley,Dairy,Dairy Person,F +5981,9/16/1976,39,Vancouver,Produce,Produce Clerk,M +5982,9/19/1976,39,Langley,Dairy,Dairy Person,M +5983,9/27/1976,39,Williams Lake,Dairy,Dairy Person,M +5984,9/27/1976,39,Cranbrook,Bakery,Baker,F +5985,10/3/1976,39,Prince George,Dairy,Dairy Person,F +5986,10/8/1976,39,Trail,Dairy,Dairy Person,F +5987,10/12/1976,39,Victoria,Bakery,Baker,F +5988,10/25/1976,39,Vancouver,Produce,Produce Clerk,F +5989,10/28/1976,39,Kelowna,Dairy,Dairy Person,M +5990,10/30/1976,39,Abbotsford,Produce,Produce Clerk,F +5991,11/1/1976,39,Richmond,Bakery,Baker,M +5992,11/6/1976,39,Nanaimo,Dairy,Dairy Person,F +5993,11/11/1976,39,Vancouver,Produce,Produce Clerk,F +5994,11/19/1976,39,Cranbrook,Bakery,Baker,M +5995,11/20/1976,39,Terrace,Processed Foods,Shelf Stocker,F +5996,11/21/1976,39,Fort St John,Bakery,Baker,M +5997,11/23/1976,39,Chilliwack,Dairy,Dairy Person,M +5998,11/22/1976,39,Cranbrook,Bakery,Baker,M +5999,11/25/1976,39,Kamloops,Dairy,Dairy Person,M +6000,11/29/1976,39,Cranbrook,Bakery,Baker,F +6001,12/6/1976,39,New Westminster,Dairy,Dairy Person,F +6002,12/9/1976,39,Vancouver,Produce,Produce Clerk,F +6003,12/10/1976,39,Vernon,Processed Foods,Shelf Stocker,M +6004,12/11/1976,39,Vancouver,Produce,Produce Clerk,F +6005,12/12/1976,39,Vancouver,Produce,Produce Clerk,M +6006,12/14/1976,39,Nanaimo,Dairy,Dairy Person,M +6007,12/22/1976,39,New Westminster,Dairy,Dairy Person,F +6008,12/23/1976,39,Burnaby,Dairy,Dairy Person,F +6009,12/31/1976,39,Surrey,Dairy,Dairy Person,M +6010,1/6/1977,38,New Westminster,Dairy,Dairy Person,M +6011,1/5/1977,38,Kamloops,Dairy,Dairy Person,F +6012,1/7/1977,38,Victoria,Bakery,Baker,F +6013,1/7/1977,38,Williams Lake,Dairy,Dairy Person,F +6014,1/12/1977,38,Vancouver,Produce,Produce Clerk,F +6015,1/12/1977,38,Trail,Dairy,Dairy Person,F +6016,1/12/1977,38,Kamloops,Dairy,Dairy Person,M +6017,1/16/1977,38,Burnaby,Dairy,Dairy Person,M +6018,1/25/1977,38,Richmond,Bakery,Baker,M +6019,1/26/1977,38,Port Coquitlam,Customer Service,Cashier,M +6020,1/30/1977,38,Kelowna,Dairy,Dairy Person,M +6021,2/1/1977,38,Surrey,Dairy,Dairy Person,F +6022,2/3/1977,38,Cranbrook,Bakery,Baker,F +6023,2/2/1977,38,Nanaimo,Dairy,Dairy Person,F +6024,2/2/1977,38,Burnaby,Dairy,Dairy Person,F +6025,2/5/1977,38,Burnaby,Dairy,Dairy Person,F +6026,2/10/1977,38,Nanaimo,Dairy,Dairy Person,F +6027,2/19/1977,38,Langley,Dairy,Dairy Person,F +6029,3/12/1977,38,Abbotsford,Produce,Produce Clerk,F +6030,3/15/1977,38,Nanaimo,Dairy,Dairy Person,F +6031,3/16/1977,38,Cranbrook,Bakery,Baker,M +6032,3/28/1977,38,Kamloops,Dairy,Dairy Person,F +6033,3/28/1977,38,Abbotsford,Produce,Produce Clerk,F +6034,4/3/1977,38,Nanaimo,Processed Foods,Shelf Stocker,M +6035,4/4/1977,38,Cranbrook,Bakery,Baker,F +6036,4/3/1977,38,Nanaimo,Processed Foods,Shelf Stocker,F +6037,4/9/1977,38,Vancouver,Produce,Produce Clerk,F +6038,4/12/1977,38,Quesnel,Dairy,Dairy Person,M +6039,4/12/1977,38,Squamish,Dairy,Dairy Person,M +6040,4/17/1977,38,Squamish,Dairy,Dairy Person,M +6041,4/25/1977,38,Terrace,Processed Foods,Shelf Stocker,F +6042,4/28/1977,38,Cranbrook,Bakery,Baker,F +6043,4/30/1977,38,Surrey,Dairy,Dairy Person,F +6044,5/4/1977,38,Prince George,Processed Foods,Shelf Stocker,F +6045,5/3/1977,38,Vancouver,Produce,Produce Clerk,F +6046,5/8/1977,38,Kelowna,Dairy,Dairy Person,M +6047,5/8/1977,38,Kelowna,Dairy,Dairy Person,M +6048,5/8/1977,38,Langley,Dairy,Dairy Person,F +6049,5/9/1977,38,Prince George,Processed Foods,Shelf Stocker,F +6050,5/10/1977,38,Victoria,Bakery,Baker,F +6051,5/12/1977,38,Kamloops,Dairy,Dairy Person,M +6052,5/13/1977,38,Kamloops,Dairy,Dairy Person,M +6053,5/19/1977,38,Vernon,Processed Foods,Shelf Stocker,M +6054,5/18/1977,38,Cranbrook,Bakery,Baker,F +6055,5/27/1977,38,Richmond,Bakery,Baker,F +6056,5/28/1977,38,Nelson,Produce,Produce Clerk,F +6057,5/29/1977,38,Nanaimo,Processed Foods,Shelf Stocker,M +6058,5/28/1977,38,Kamloops,Dairy,Dairy Person,F +6059,5/31/1977,38,Vancouver,Produce,Produce Clerk,F +6060,5/30/1977,38,Victoria,Bakery,Baker,F +6061,6/3/1977,38,Vancouver,Produce,Produce Clerk,F +6062,6/7/1977,38,Kelowna,Dairy,Dairy Person,F +6063,6/8/1977,38,Kamloops,Dairy,Dairy Person,F +6064,6/15/1977,38,New Westminister,Produce,Produce Clerk,F +6065,6/18/1977,38,Quesnel,Processed Foods,Shelf Stocker,M +6066,6/20/1977,38,Vancouver,Produce,Produce Clerk,F +6067,6/24/1977,38,Prince George,Processed Foods,Shelf Stocker,F +6068,6/27/1977,38,Cranbrook,Bakery,Baker,F +6069,6/27/1977,38,Kelowna,Dairy,Dairy Person,M +6070,7/3/1977,38,Nanaimo,Processed Foods,Shelf Stocker,M +6071,7/7/1977,38,Vancouver,Produce,Produce Clerk,M +6072,7/15/1977,38,New Westminster,Dairy,Dairy Person,M +6073,7/15/1977,38,Nanaimo,Processed Foods,Shelf Stocker,F +6074,7/18/1977,38,Vancouver,Produce,Produce Clerk,M +6075,7/27/1977,38,Kelowna,Dairy,Dairy Person,M +6076,7/26/1977,38,Fort St John,Bakery,Baker,F +6077,7/31/1977,38,Victoria,Bakery,Baker,M +6078,8/7/1977,38,Richmond,Bakery,Baker,F +6079,8/8/1977,38,Vancouver,Produce,Produce Clerk,M +6080,8/12/1977,38,Vancouver,Produce,Produce Clerk,F +6081,8/14/1977,38,Chilliwack,Dairy,Dairy Person,M +6082,8/19/1977,38,New Westminster,Dairy,Dairy Person,M +6083,8/20/1977,38,Vancouver,Bakery,Baker,F +6084,8/22/1977,38,Vancouver,Bakery,Baker,M +6085,8/22/1977,38,Vancouver,Bakery,Baker,F +6086,8/24/1977,38,Kamloops,Dairy,Dairy Person,M +6087,8/28/1977,38,Chilliwack,Dairy,Dairy Person,M +6088,8/31/1977,38,Abbotsford,Produce,Produce Clerk,M +6089,9/4/1977,38,Vancouver,Bakery,Baker,F +6090,9/7/1977,38,Vancouver,Bakery,Baker,M +6091,9/11/1977,38,Terrace,Customer Service,Cashier,F +6093,9/25/1977,38,Bella Bella,Dairy,Dairy Person,F +6094,9/24/1977,38,Nanaimo,Processed Foods,Shelf Stocker,M +6095,9/30/1977,38,Squamish,Dairy,Dairy Person,M +6096,10/5/1977,38,North Vancouver,Dairy,Dairy Person,F +6097,10/8/1977,38,Terrace,Customer Service,Cashier,F +6098,10/8/1977,38,Vernon,Processed Foods,Shelf Stocker,M +6099,10/10/1977,38,Victoria,Bakery,Baker,M +6100,10/21/1977,38,Nanaimo,Processed Foods,Shelf Stocker,F +6101,10/29/1977,38,Vancouver,Bakery,Baker,M +6102,11/2/1977,38,Kamloops,Dairy,Dairy Person,F +6103,11/1/1977,38,Surrey,Dairy,Dairy Person,F +6104,11/1/1977,38,Cranbrook,Bakery,Baker,F +6105,11/3/1977,38,Kamloops,Dairy,Dairy Person,F +6106,11/4/1977,38,Vernon,Processed Foods,Shelf Stocker,M +6107,11/3/1977,38,New Westminster,Dairy,Dairy Person,F +6108,11/8/1977,38,Burnaby,Dairy,Dairy Person,M +6109,11/8/1977,38,Vancouver,Bakery,Baker,F +6110,11/8/1977,38,Fort St John,Bakery,Baker,M +6111,11/10/1977,38,Princeton,Bakery,Baker,M +6112,11/9/1977,38,Nanaimo,Processed Foods,Shelf Stocker,M +6113,11/11/1977,38,Nanaimo,Processed Foods,Shelf Stocker,M +6114,11/15/1977,38,Victoria,Bakery,Baker,M +6115,11/20/1977,38,North Vancouver,Dairy,Dairy Person,F +6116,11/23/1977,38,Terrace,Customer Service,Cashier,F +6117,11/23/1977,38,Nanaimo,Processed Foods,Shelf Stocker,F +6118,11/25/1977,38,Nelson,Produce,Produce Clerk,F +6119,12/2/1977,38,Bella Bella,Produce,Produce Clerk,M +6120,12/2/1977,38,Victoria,Bakery,Baker,F +6121,12/1/1977,38,Williams Lake,Dairy,Dairy Person,M +6122,12/1/1977,38,Nanaimo,Processed Foods,Shelf Stocker,F +6123,12/1/1977,38,Burnaby,Dairy,Dairy Person,M +6124,12/10/1977,38,Vancouver,Bakery,Baker,M +6125,12/9/1977,38,Cranbrook,Bakery,Baker,M +6126,12/20/1977,38,Burnaby,Dairy,Dairy Person,M +6127,12/27/1977,38,Vernon,Processed Foods,Shelf Stocker,F +6128,12/29/1977,38,Williams Lake,Dairy,Dairy Person,M +6129,12/30/1977,38,Chilliwack,Dairy,Dairy Person,F +6130,1/3/1978,37,Cranbrook,Bakery,Baker,M +6131,1/9/1978,37,Vancouver,Bakery,Baker,M +6132,1/9/1978,37,Chilliwack,Dairy,Dairy Person,M +6133,1/11/1978,37,Victoria,Bakery,Baker,M +6134,1/19/1978,37,Fort Nelson,Dairy,Dairy Person,F +6135,1/26/1978,37,Richmond,Bakery,Baker,M +6136,2/3/1978,37,Vancouver,Bakery,Baker,F +6137,2/7/1978,37,Kamloops,Dairy,Dairy Person,M +6138,2/8/1978,37,Victoria,Bakery,Baker,F +6139,2/19/1978,37,Quesnel,Processed Foods,Shelf Stocker,M +6140,2/23/1978,37,Squamish,Dairy,Dairy Person,F +6141,2/27/1978,37,Vancouver,Bakery,Baker,F +6142,3/1/1978,37,Prince George,Processed Foods,Shelf Stocker,M +6143,3/8/1978,37,Vancouver,Bakery,Baker,F +6144,3/8/1978,37,Kelowna,Dairy,Dairy Person,M +6145,3/13/1978,37,Cranbrook,Bakery,Baker,M +6146,3/13/1978,37,Prince George,Processed Foods,Shelf Stocker,F +6147,3/20/1978,37,West Vancouver,Dairy,Dairy Person,M +6148,3/19/1978,37,Nanaimo,Processed Foods,Shelf Stocker,M +6149,3/21/1978,37,Victoria,Bakery,Baker,F +6150,3/21/1978,37,Vancouver,Bakery,Baker,F +6151,3/24/1978,37,Kamloops,Dairy,Dairy Person,F +6152,3/26/1978,37,Vancouver,Bakery,Baker,M +6153,3/29/1978,37,Vancouver,Bakery,Baker,F +6154,3/29/1978,37,Vancouver,Bakery,Baker,M +6156,4/4/1978,37,Cranbrook,Bakery,Baker,M +6157,4/9/1978,37,New Westminster,Dairy,Dairy Person,M +6158,4/11/1978,37,Terrace,Customer Service,Cashier,M +6159,4/13/1978,37,New Westminster,Dairy,Dairy Person,M +6160,4/14/1978,37,Nanaimo,Processed Foods,Shelf Stocker,F +6161,4/17/1978,37,Langley,Dairy,Dairy Person,M +6162,4/17/1978,37,Prince George,Processed Foods,Shelf Stocker,M +6163,4/20/1978,37,Vancouver,Bakery,Baker,M +6164,4/21/1978,37,Victoria,Bakery,Baker,M +6165,4/25/1978,37,Vancouver,Bakery,Baker,F +6166,4/25/1978,37,Nanaimo,Processed Foods,Shelf Stocker,M +6167,4/26/1978,37,Kamloops,Dairy,Dairy Person,M +6168,4/29/1978,37,Vancouver,Bakery,Baker,F +6169,4/28/1978,37,Nanaimo,Processed Foods,Shelf Stocker,F +6170,4/29/1978,37,Nanaimo,Processed Foods,Shelf Stocker,M +6171,5/9/1978,37,Vancouver,Bakery,Baker,M +6172,5/11/1978,37,Prince George,Processed Foods,Shelf Stocker,M +6173,5/12/1978,37,Surrey,Dairy,Dairy Person,F +6174,5/15/1978,37,Nanaimo,Processed Foods,Shelf Stocker,F +6175,5/17/1978,37,Vancouver,Bakery,Baker,M +6176,5/22/1978,37,Nanaimo,Processed Foods,Shelf Stocker,M +6177,5/23/1978,37,Vancouver,Bakery,Baker,M +6178,5/25/1978,37,Surrey,Dairy,Dairy Person,M +6179,6/4/1978,37,Kamloops,Dairy,Dairy Person,M +6180,6/10/1978,37,Vancouver,Bakery,Baker,M +6181,6/10/1978,37,Chilliwack,Dairy,Dairy Person,F +6182,6/17/1978,37,Vancouver,Bakery,Baker,F +6183,6/18/1978,37,Kelowna,Dairy,Dairy Person,F +6184,6/20/1978,37,Vancouver,Bakery,Baker,M +6185,6/24/1978,37,Grand Forks,Bakery,Baker,F +6186,6/26/1978,37,Vancouver,Bakery,Baker,F +6187,6/26/1978,37,Vancouver,Bakery,Baker,M +6188,6/26/1978,37,Kelowna,Dairy,Dairy Person,F +6189,6/28/1978,37,Vancouver,Bakery,Baker,F +6190,7/2/1978,37,Vancouver,Bakery,Baker,F +6191,7/2/1978,37,Kamloops,Dairy,Dairy Person,F +6192,7/3/1978,37,Grand Forks,Bakery,Baker,F +6193,7/10/1978,37,Vancouver,Bakery,Baker,F +6194,7/11/1978,37,Vancouver,Bakery,Baker,M +6195,7/20/1978,37,Grand Forks,Bakery,Baker,M +6196,7/27/1978,37,Vancouver,Bakery,Baker,F +6197,7/26/1978,37,Cranbrook,Bakery,Baker,M +6198,7/27/1978,37,Surrey,Dairy,Dairy Person,M +6199,8/5/1978,37,Vancouver,Bakery,Baker,F +6200,8/5/1978,37,Vancouver,Bakery,Baker,F +6201,8/7/1978,37,Richmond,Bakery,Baker,F +6202,8/11/1978,37,Surrey,Dairy,Dairy Person,F +6203,8/11/1978,37,Kamloops,Dairy,Dairy Person,M +6204,8/11/1978,37,West Vancouver,Dairy,Dairy Person,M +6206,8/15/1978,37,Nelson,Produce,Produce Clerk,F +6207,8/15/1978,37,Kelowna,Dairy,Dairy Person,M +6208,8/16/1978,37,Terrace,Customer Service,Cashier,M +6209,8/20/1978,37,Vancouver,Bakery,Baker,M +6210,8/24/1978,37,Vancouver,Bakery,Baker,F +6211,8/26/1978,37,Victoria,Bakery,Baker,M +6212,8/25/1978,37,New Westminster,Dairy,Dairy Person,M +6213,9/3/1978,37,Terrace,Customer Service,Cashier,F +6214,9/5/1978,37,Vancouver,Bakery,Baker,F +6215,9/11/1978,37,Kelowna,Dairy,Dairy Person,F +6216,9/13/1978,37,Williams Lake,Dairy,Dairy Person,M +6217,9/14/1978,37,Nanaimo,Processed Foods,Shelf Stocker,M +6218,9/15/1978,37,Cranbrook,Bakery,Baker,M +6219,9/17/1978,37,New Westminster,Dairy,Dairy Person,F +6220,9/19/1978,37,Nanaimo,Processed Foods,Shelf Stocker,F +6221,9/21/1978,37,Surrey,Dairy,Dairy Person,F +6222,9/22/1978,37,Nanaimo,Processed Foods,Shelf Stocker,M +6223,10/2/1978,37,Surrey,Dairy,Dairy Person,M +6224,10/3/1978,37,Vancouver,Bakery,Baker,M +6225,10/6/1978,37,Vernon,Processed Foods,Shelf Stocker,M +6226,10/7/1978,37,Kelowna,Dairy,Dairy Person,F +6227,10/8/1978,37,Victoria,Bakery,Baker,M +6228,10/10/1978,37,Vancouver,Bakery,Baker,M +6229,10/11/1978,37,Burnaby,Dairy,Dairy Person,M +6230,10/14/1978,37,Vancouver,Bakery,Baker,M +6231,10/14/1978,37,New Westminster,Dairy,Dairy Person,M +6232,10/16/1978,37,Victoria,Bakery,Baker,M +6233,10/20/1978,37,Surrey,Dairy,Dairy Person,M +6234,10/26/1978,37,Vancouver,Bakery,Baker,F +6235,11/10/1978,37,Vancouver,Bakery,Baker,M +6236,11/15/1978,37,Haney,Customer Service,Cashier,M +6237,11/18/1978,37,Vancouver,Bakery,Baker,F +6238,11/18/1978,37,New Westminster,Dairy,Dairy Person,M +6239,11/21/1978,37,Trail,Dairy,Dairy Person,F +6240,11/23/1978,37,Burnaby,Dairy,Dairy Person,F +6241,11/25/1978,37,Vernon,Processed Foods,Shelf Stocker,F +6242,11/26/1978,37,Squamish,Dairy,Dairy Person,F +6243,11/30/1978,37,Kelowna,Dairy,Dairy Person,F +6244,12/1/1978,37,Vancouver,Bakery,Baker,M +6245,12/3/1978,37,Richmond,Bakery,Baker,F +6246,12/3/1978,37,Prince George,Processed Foods,Shelf Stocker,M +6247,12/4/1978,37,Haney,Customer Service,Cashier,M +6248,12/12/1978,37,Langley,Dairy,Dairy Person,M +6249,12/15/1978,37,Richmond,Bakery,Baker,M +6250,12/20/1978,37,Vancouver,Bakery,Baker,F +6251,12/22/1978,37,Williams Lake,Dairy,Dairy Person,M +6252,12/31/1978,37,Surrey,Dairy,Dairy Person,M +6253,1/2/1979,36,Burnaby,Dairy,Dairy Person,F +6254,1/1/1979,36,Vancouver,Bakery,Baker,F +6255,1/3/1979,36,Vancouver,Bakery,Baker,F +6256,1/4/1979,36,Langley,Dairy,Dairy Person,F +6257,1/5/1979,36,Squamish,Processed Foods,Shelf Stocker,F +6258,1/5/1979,36,Vancouver,Bakery,Baker,F +6259,1/8/1979,36,Victoria,Bakery,Baker,M +6260,1/8/1979,36,Vancouver,Bakery,Baker,M +6261,1/10/1979,36,Burnaby,Dairy,Dairy Person,F +6262,1/9/1979,36,Kelowna,Dairy,Dairy Person,F +6263,1/13/1979,36,White Rock,Customer Service,Cashier,F +6264,1/15/1979,36,Vancouver,Bakery,Baker,F +6265,1/19/1979,36,Vancouver,Dairy,Dairy Person,M +6266,1/19/1979,36,Richmond,Dairy,Dairy Person,F +6267,1/20/1979,36,Vancouver,Dairy,Dairy Person,F +6268,1/22/1979,36,Quesnel,Processed Foods,Shelf Stocker,F +6269,1/22/1979,36,Langley,Dairy,Dairy Person,M +6270,1/23/1979,36,Port Coquitlam,Customer Service,Cashier,M +6271,2/3/1979,36,New Westminster,Dairy,Dairy Person,F +6272,2/6/1979,36,Vancouver,Dairy,Dairy Person,F +6273,2/8/1979,36,Squamish,Processed Foods,Shelf Stocker,F +6274,2/9/1979,36,Vancouver,Dairy,Dairy Person,M +6275,2/13/1979,36,Kelowna,Dairy,Dairy Person,M +6276,2/13/1979,36,Nanaimo,Processed Foods,Shelf Stocker,M +6277,2/14/1979,36,Quesnel,Processed Foods,Shelf Stocker,F +6278,2/15/1979,36,Kamloops,Dairy,Dairy Person,F +6279,2/17/1979,36,Richmond,Dairy,Dairy Person,F +6280,2/16/1979,36,Burnaby,Dairy,Dairy Person,M +6281,2/21/1979,36,Abbotsford,Bakery,Baker,M +6282,2/23/1979,36,Prince George,Processed Foods,Shelf Stocker,F +6283,2/25/1979,36,Cranbrook,Bakery,Baker,F +6284,3/2/1979,36,White Rock,Customer Service,Cashier,M +6285,3/4/1979,36,New Westminster,Dairy,Dairy Person,F +6286,3/6/1979,36,Nanaimo,Processed Foods,Shelf Stocker,F +6287,3/7/1979,36,Vancouver,Dairy,Dairy Person,F +6288,3/8/1979,36,Nanaimo,Processed Foods,Shelf Stocker,F +6289,3/9/1979,36,Kamloops,Dairy,Dairy Person,M +6290,3/13/1979,36,Vancouver,Dairy,Dairy Person,F +6291,3/15/1979,36,Vancouver,Dairy,Dairy Person,M +6292,3/23/1979,36,Aldergrove,Bakery,Baker,F +6293,3/29/1979,36,New Westminster,Dairy,Dairy Person,M +6294,3/29/1979,36,Kelowna,Dairy,Dairy Person,F +6295,4/4/1979,36,Kelowna,Dairy,Dairy Person,M +6296,4/7/1979,36,Vancouver,Dairy,Dairy Person,M +6297,4/7/1979,36,North Vancouver,Processed Foods,Shelf Stocker,F +6298,4/8/1979,36,Kamloops,Dairy,Dairy Person,M +6299,4/9/1979,36,Burnaby,Dairy,Dairy Person,F +6300,4/13/1979,36,New Westminster,Dairy,Dairy Person,F +6301,4/16/1979,36,Vancouver,Dairy,Dairy Person,F +6302,4/17/1979,36,Vancouver,Dairy,Dairy Person,F +6303,4/22/1979,36,North Vancouver,Processed Foods,Shelf Stocker,F +6304,4/21/1979,36,Kamloops,Dairy,Dairy Person,M +6305,4/21/1979,36,Victoria,Bakery,Baker,F +6306,4/23/1979,36,Nanaimo,Processed Foods,Shelf Stocker,M +6307,5/2/1979,36,Chilliwack,Dairy,Dairy Person,F +6308,5/4/1979,36,Victoria,Bakery,Baker,M +6309,5/10/1979,36,Victoria,Bakery,Baker,F +6310,5/10/1979,36,North Vancouver,Processed Foods,Shelf Stocker,F +6311,5/12/1979,36,New Westminster,Dairy,Dairy Person,F +6313,5/14/1979,36,Vancouver,Dairy,Dairy Person,M +6314,5/19/1979,36,Vancouver,Dairy,Dairy Person,M +6315,5/19/1979,36,Chilliwack,Processed Foods,Shelf Stocker,M +6316,5/20/1979,36,Terrace,Customer Service,Cashier,F +6317,5/27/1979,36,Vancouver,Dairy,Dairy Person,M +6318,5/31/1979,36,Prince George,Processed Foods,Shelf Stocker,F +6319,6/7/1979,36,Prince George,Processed Foods,Shelf Stocker,M +6320,6/8/1979,36,Vancouver,Dairy,Dairy Person,M +6321,6/12/1979,36,Prince George,Processed Foods,Shelf Stocker,M +6322,6/11/1979,36,Kamloops,Dairy,Dairy Person,M +6323,6/12/1979,36,New Westminister,Produce,Produce Clerk,M +6324,6/16/1979,36,Kamloops,Dairy,Dairy Person,M +6325,6/17/1979,36,Kamloops,Dairy,Dairy Person,F +6326,6/22/1979,36,Vancouver,Dairy,Dairy Person,F +6327,6/21/1979,36,Vancouver,Dairy,Dairy Person,M +6328,6/27/1979,36,Vancouver,Dairy,Dairy Person,F +6329,7/3/1979,36,Trail,Dairy,Dairy Person,M +6330,7/3/1979,36,Prince George,Processed Foods,Shelf Stocker,M +6331,7/7/1979,36,Vancouver,Dairy,Dairy Person,F +6332,7/9/1979,36,West Vancouver,Dairy,Dairy Person,M +6333,7/10/1979,36,Kelowna,Dairy,Dairy Person,F +6334,7/13/1979,36,Bella Bella,Produce,Produce Clerk,F +6335,7/18/1979,36,Vancouver,Dairy,Dairy Person,M +6336,7/19/1979,36,Abbotsford,Bakery,Baker,M +6337,7/21/1979,36,Victoria,Bakery,Baker,M +6338,7/24/1979,36,Kelowna,Dairy,Dairy Person,M +6339,7/24/1979,36,Nanaimo,Processed Foods,Shelf Stocker,M +6340,7/23/1979,36,Nanaimo,Processed Foods,Shelf Stocker,M +6341,7/23/1979,36,Cranbrook,Bakery,Baker,M +6342,7/23/1979,36,Chilliwack,Processed Foods,Shelf Stocker,M +6343,7/26/1979,36,New Westminster,Dairy,Dairy Person,M +6344,7/25/1979,36,Kamloops,Dairy,Dairy Person,M +6345,7/27/1979,36,Nanaimo,Processed Foods,Shelf Stocker,M +6346,8/5/1979,36,Burnaby,Dairy,Dairy Person,F +6347,8/6/1979,36,Victoria,Bakery,Baker,M +6348,8/16/1979,36,New Westminster,Dairy,Dairy Person,F +6349,8/16/1979,36,New Westminster,Dairy,Dairy Person,M +6350,8/18/1979,36,Abbotsford,Bakery,Baker,M +6351,8/20/1979,36,Trail,Dairy,Dairy Person,F +6352,8/22/1979,36,Richmond,Dairy,Dairy Person,M +6353,8/22/1979,36,Grand Forks,Dairy,Dairy Person,M +6354,8/29/1979,36,Vancouver,Dairy,Dairy Person,M +6355,8/29/1979,36,Squamish,Processed Foods,Shelf Stocker,F +6356,9/3/1979,36,Richmond,Dairy,Dairy Person,F +6357,9/3/1979,36,North Vancouver,Processed Foods,Shelf Stocker,F +6358,9/5/1979,36,Victoria,Bakery,Baker,F +6359,9/12/1979,36,Quesnel,Processed Foods,Shelf Stocker,M +6360,9/22/1979,36,Nanaimo,Processed Foods,Shelf Stocker,F +6361,9/21/1979,36,Victoria,Bakery,Baker,F +6362,9/23/1979,36,Vancouver,Dairy,Dairy Person,M +6363,9/23/1979,36,Victoria,Bakery,Baker,M +6364,9/30/1979,36,Prince George,Customer Service,Cashier,F +6365,10/1/1979,36,Dawson Creek,Customer Service,Cashier,M +6366,10/1/1979,36,Vancouver,Dairy,Dairy Person,F +6367,10/11/1979,36,Vancouver,Dairy,Dairy Person,M +6368,10/15/1979,36,Vancouver,Dairy,Dairy Person,F +6369,10/19/1979,36,Surrey,Dairy,Dairy Person,M +6370,10/19/1979,36,Vancouver,Dairy,Dairy Person,F +6371,10/20/1979,36,New Westminster,Dairy,Dairy Person,M +6372,10/24/1979,36,Vancouver,Dairy,Dairy Person,M +6373,10/24/1979,36,Vancouver,Dairy,Dairy Person,M +6374,10/26/1979,36,Vancouver,Dairy,Dairy Person,F +6375,10/27/1979,36,Nelson,Bakery,Baker,M +6376,10/27/1979,36,West Vancouver,Dairy,Dairy Person,M +6377,11/4/1979,36,West Vancouver,Dairy,Dairy Person,M +6378,11/8/1979,36,Prince George,Customer Service,Cashier,F +6379,11/9/1979,36,Cranbrook,Bakery,Baker,F +6380,11/10/1979,36,Cranbrook,Bakery,Baker,M +6381,11/13/1979,36,Burnaby,Dairy,Dairy Person,F +6382,11/15/1979,36,Nanaimo,Processed Foods,Shelf Stocker,F +6383,11/21/1979,36,Richmond,Dairy,Dairy Person,M +6384,11/21/1979,36,Port Coquitlam,Customer Service,Cashier,F +6385,11/27/1979,36,Nanaimo,Processed Foods,Shelf Stocker,F +6386,11/30/1979,36,New Westminster,Dairy,Dairy Person,M +6387,12/4/1979,36,Vancouver,Dairy,Dairy Person,F +6388,12/4/1979,36,Victoria,Bakery,Baker,F +6389,12/4/1979,36,Quesnel,Customer Service,Cashier,M +6390,12/13/1979,36,Surrey,Dairy,Dairy Person,M +6391,12/13/1979,36,Burnaby,Dairy,Dairy Person,F +6392,12/15/1979,36,Vancouver,Dairy,Dairy Person,F +6393,12/25/1979,36,Vancouver,Dairy,Dairy Person,F +6394,12/28/1979,36,Terrace,Customer Service,Cashier,M +6395,1/3/1980,35,Victoria,Bakery,Baker,F +6396,1/2/1980,35,Quesnel,Customer Service,Cashier,F +6397,1/9/1980,35,Terrace,Customer Service,Cashier,F +6398,1/14/1980,35,Cranbrook,Bakery,Baker,F +6399,1/16/1980,35,Nanaimo,Processed Foods,Shelf Stocker,M +6400,1/17/1980,35,Victoria,Bakery,Baker,F +6401,1/20/1980,35,Richmond,Dairy,Dairy Person,F +6402,1/21/1980,35,Vernon,Customer Service,Cashier,F +6403,1/27/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6404,2/1/1980,35,Richmond,Dairy,Dairy Person,F +6405,2/5/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6406,2/17/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6407,2/16/1980,35,Nanaimo,Processed Foods,Shelf Stocker,M +6408,2/17/1980,35,Kelowna,Dairy,Dairy Person,F +6409,2/18/1980,35,Victoria,Bakery,Baker,M +6410,2/19/1980,35,Nelson,Dairy,Dairy Person,F +6411,2/20/1980,35,Chilliwack,Processed Foods,Shelf Stocker,F +6412,2/20/1980,35,Richmond,Dairy,Dairy Person,M +6413,2/22/1980,35,Kamloops,Dairy,Dairy Person,M +6414,2/22/1980,35,Williams Lake,Dairy,Dairy Person,F +6415,2/24/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6416,2/26/1980,35,Richmond,Dairy,Dairy Person,M +6417,2/27/1980,35,Prince George,Customer Service,Cashier,M +6418,2/28/1980,35,Burnaby,Dairy,Dairy Person,M +6419,3/19/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6420,3/20/1980,35,Kelowna,Dairy,Dairy Person,M +6421,3/22/1980,35,Victoria,Bakery,Baker,M +6422,3/23/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6423,3/22/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6424,3/25/1980,35,Victoria,Bakery,Baker,F +6425,3/27/1980,35,Victoria,Bakery,Baker,F +6426,4/2/1980,35,Williams Lake,Processed Foods,Shelf Stocker,F +6427,4/1/1980,35,Victoria,Bakery,Baker,M +6428,4/2/1980,35,Nanaimo,Processed Foods,Shelf Stocker,M +6429,4/1/1980,35,Nanaimo,Processed Foods,Shelf Stocker,F +6430,4/1/1980,35,Vernon,Customer Service,Cashier,F +6431,4/3/1980,35,Nelson,Dairy,Dairy Person,F +6432,4/7/1980,35,Kelowna,Dairy,Dairy Person,M +6433,4/7/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6434,4/17/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6435,4/16/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6436,4/20/1980,35,Kamloops,Dairy,Dairy Person,F +6437,4/24/1980,35,Victoria,Bakery,Baker,F +6438,4/25/1980,35,Victoria,Bakery,Baker,M +6439,4/26/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6440,5/6/1980,35,New Westminster,Dairy,Dairy Person,M +6441,5/19/1980,35,Fort Nelson,Dairy,Dairy Person,F +6442,5/24/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6443,5/26/1980,35,Victoria,Bakery,Baker,F +6444,5/30/1980,35,Kamloops,Dairy,Dairy Person,F +6445,6/1/1980,35,Kamloops,Dairy,Dairy Person,M +6446,6/6/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6447,6/7/1980,35,Prince George,Customer Service,Cashier,M +6448,6/13/1980,35,Abbotsford,Bakery,Baker,M +6449,6/19/1980,35,New Westminster,Dairy,Dairy Person,M +6450,6/21/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6451,6/30/1980,35,Fort Nelson,Dairy,Dairy Person,F +6452,7/1/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6453,7/9/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6454,7/11/1980,35,Kamloops,Dairy,Dairy Person,M +6455,7/12/1980,35,Richmond,Dairy,Dairy Person,F +6456,7/14/1980,35,New Westminister,Bakery,Baker,M +6457,7/17/1980,35,Chilliwack,Processed Foods,Shelf Stocker,M +6458,7/17/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6459,7/20/1980,35,Williams Lake,Processed Foods,Shelf Stocker,F +6460,7/20/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6461,7/24/1980,35,Prince George,Customer Service,Cashier,F +6462,7/24/1980,35,Nanaimo,Processed Foods,Shelf Stocker,F +6463,7/27/1980,35,Victoria,Bakery,Baker,M +6464,7/30/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6465,7/30/1980,35,New Westminster,Dairy,Dairy Person,M +6466,8/1/1980,35,Kelowna,Dairy,Dairy Person,F +6467,8/2/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6468,8/9/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6469,8/10/1980,35,Surrey,Dairy,Dairy Person,M +6470,8/9/1980,35,Burnaby,Dairy,Dairy Person,F +6471,8/13/1980,35,Nanaimo,Processed Foods,Shelf Stocker,M +6472,8/18/1980,35,Trail,Dairy,Dairy Person,M +6473,8/19/1980,35,Kelowna,Dairy,Dairy Person,F +6474,8/24/1980,35,White Rock,Customer Service,Cashier,F +6475,8/25/1980,35,Victoria,Bakery,Baker,F +6476,9/3/1980,35,Nanaimo,Processed Foods,Shelf Stocker,F +6477,9/6/1980,35,New Westminster,Dairy,Dairy Person,F +6478,9/17/1980,35,Fort St John,Bakery,Baker,M +6479,9/18/1980,35,Surrey,Dairy,Dairy Person,F +6480,9/18/1980,35,Dawson Creek,Customer Service,Cashier,F +6481,9/18/1980,35,New Westminster,Dairy,Dairy Person,M +6482,9/23/1980,35,Cortes Island,Dairy,Dairy Person,F +6483,9/28/1980,35,New Westminster,Dairy,Dairy Person,F +6484,9/29/1980,35,Kelowna,Dairy,Dairy Person,M +6485,10/1/1980,35,New Westminster,Dairy,Dairy Person,M +6486,10/15/1980,35,Prince George,Customer Service,Cashier,F +6487,10/19/1980,35,Kamloops,Dairy,Dairy Person,M +6488,10/19/1980,35,White Rock,Customer Service,Cashier,F +6489,10/24/1980,35,Aldergrove,Bakery,Baker,F +6490,10/26/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6491,11/4/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6492,11/5/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6493,11/5/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6494,11/6/1980,35,New Westminster,Dairy,Dairy Person,F +6495,11/8/1980,35,Richmond,Dairy,Dairy Person,M +6496,11/9/1980,35,Cranbrook,Bakery,Baker,M +6497,11/11/1980,35,Terrace,Customer Service,Cashier,F +6498,11/13/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6499,11/12/1980,35,Nanaimo,Processed Foods,Shelf Stocker,F +6500,11/13/1980,35,Squamish,Processed Foods,Shelf Stocker,M +6501,11/13/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6502,11/15/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6503,11/15/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6504,11/16/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6505,11/18/1980,35,Nanaimo,Processed Foods,Shelf Stocker,M +6506,11/21/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6507,11/23/1980,35,Victoria,Bakery,Baker,M +6508,11/25/1980,35,Williams Lake,Processed Foods,Shelf Stocker,F +6509,11/28/1980,35,Chilliwack,Processed Foods,Shelf Stocker,M +6510,11/30/1980,35,Quesnel,Customer Service,Cashier,F +6511,12/6/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6512,12/15/1980,35,Nelson,Bakery,Baker,M +6513,12/17/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6514,12/17/1980,35,Surrey,Dairy,Dairy Person,M +6515,12/18/1980,35,New Westminster,Dairy,Dairy Person,M +6516,12/19/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6517,12/20/1980,35,Williams Lake,Processed Foods,Shelf Stocker,F +6518,12/23/1980,35,Cranbrook,Bakery,Baker,M +6519,12/25/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6520,12/25/1980,35,Victoria,Bakery,Baker,M +6521,12/24/1980,35,Vancouver,Processed Foods,Shelf Stocker,M +6522,12/30/1980,35,Vancouver,Processed Foods,Shelf Stocker,F +6523,1/1/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6524,1/2/1981,34,New Westminster,Dairy,Dairy Person,F +6525,1/2/1981,34,Surrey,Dairy,Dairy Person,F +6526,1/2/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6527,1/5/1981,34,Cranbrook,Bakery,Baker,F +6528,1/11/1981,34,Fort Nelson,Dairy,Dairy Person,F +6529,1/10/1981,34,Abbotsford,Bakery,Baker,F +6530,1/16/1981,34,New Westminster,Dairy,Dairy Person,M +6531,1/18/1981,34,Surrey,Dairy,Dairy Person,M +6532,1/22/1981,34,Nanaimo,Processed Foods,Shelf Stocker,M +6533,1/30/1981,34,Trail,Dairy,Dairy Person,M +6534,1/31/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6535,2/3/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6536,2/3/1981,34,Aldergrove,Bakery,Baker,M +6537,2/10/1981,34,Fort St John,Bakery,Baker,F +6538,2/12/1981,34,Fort St John,Dairy,Dairy Person,M +6539,2/14/1981,34,Victoria,Bakery,Baker,F +6541,2/16/1981,34,Terrace,Customer Service,Cashier,F +6542,2/18/1981,34,New Westminster,Dairy,Dairy Person,M +6543,2/24/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6544,2/27/1981,34,Victoria,Bakery,Baker,F +6545,3/6/1981,34,Richmond,Dairy,Dairy Person,M +6546,3/12/1981,34,Fort St John,Dairy,Dairy Person,M +6547,3/12/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6548,3/13/1981,34,Nanaimo,Processed Foods,Shelf Stocker,F +6549,3/18/1981,34,Kamloops,Dairy,Dairy Person,M +6550,3/18/1981,34,Nelson,Bakery,Baker,F +6551,3/19/1981,34,Victoria,Bakery,Baker,M +6552,3/21/1981,34,New Westminster,Dairy,Dairy Person,M +6553,3/29/1981,34,Nanaimo,Processed Foods,Shelf Stocker,M +6554,4/1/1981,34,Quesnel,Customer Service,Cashier,F +6555,4/4/1981,34,Burnaby,Dairy,Dairy Person,M +6556,4/5/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6557,4/5/1981,34,Victoria,Bakery,Baker,M +6558,4/4/1981,34,Cranbrook,Bakery,Baker,M +6559,4/8/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6560,4/12/1981,34,Vernon,Customer Service,Cashier,F +6561,4/13/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6562,4/13/1981,34,Kelowna,Dairy,Dairy Person,F +6563,4/17/1981,34,Kamloops,Dairy,Dairy Person,F +6564,4/19/1981,34,New Westminster,Dairy,Dairy Person,M +6565,4/20/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6566,4/22/1981,34,Cranbrook,Bakery,Baker,M +6567,4/22/1981,34,Victoria,Bakery,Baker,M +6568,4/21/1981,34,Nanaimo,Processed Foods,Shelf Stocker,M +6569,5/3/1981,34,Victoria,Dairy,Dairy Person,M +6570,5/5/1981,34,Nanaimo,Processed Foods,Shelf Stocker,F +6571,5/4/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6572,5/4/1981,34,Bella Bella,Customer Service,Cashier,F +6573,5/4/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6574,5/5/1981,34,Nanaimo,Processed Foods,Shelf Stocker,M +6575,5/6/1981,34,New Westminster,Dairy,Dairy Person,F +6576,5/7/1981,34,Victoria,Dairy,Dairy Person,F +6577,5/9/1981,34,Dawson Creek,Customer Service,Cashier,M +6578,5/8/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6579,5/10/1981,34,Victoria,Dairy,Dairy Person,M +6580,5/13/1981,34,Haney,Customer Service,Cashier,F +6581,5/13/1981,34,Surrey,Dairy,Dairy Person,F +6582,5/26/1981,34,Cranbrook,Bakery,Baker,F +6583,5/30/1981,34,Chilliwack,Processed Foods,Shelf Stocker,M +6584,5/29/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6585,5/30/1981,34,Squamish,Processed Foods,Shelf Stocker,M +6586,6/7/1981,34,Haney,Customer Service,Cashier,F +6587,6/19/1981,34,Fort St John,Dairy,Dairy Person,F +6588,6/19/1981,34,Victoria,Dairy,Dairy Person,M +6589,6/22/1981,34,North Vancouver,Processed Foods,Shelf Stocker,M +6590,6/23/1981,34,Nanaimo,Processed Foods,Shelf Stocker,F +6591,6/25/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6592,7/1/1981,34,New Westminster,Dairy,Dairy Person,F +6593,7/2/1981,34,Victoria,Dairy,Dairy Person,M +6594,7/6/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6595,7/17/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6596,7/20/1981,34,Nanaimo,Processed Foods,Shelf Stocker,F +6597,7/19/1981,34,Burnaby,Dairy,Dairy Person,M +6598,7/24/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6599,7/26/1981,34,New Westminster,Dairy,Dairy Person,M +6600,7/31/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6601,8/6/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6602,8/6/1981,34,Richmond,Dairy,Dairy Person,F +6603,8/7/1981,34,Cranbrook,Bakery,Baker,F +6604,8/12/1981,34,Victoria,Dairy,Dairy Person,M +6605,8/14/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6606,8/14/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6607,8/17/1981,34,Nanaimo,Processed Foods,Shelf Stocker,M +6608,8/19/1981,34,Burnaby,Dairy,Dairy Person,F +6609,8/23/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6610,8/24/1981,34,Fort St John,Dairy,Dairy Person,F +6611,8/27/1981,34,Surrey,Dairy,Dairy Person,F +6612,9/1/1981,34,New Westminster,Dairy,Dairy Person,F +6613,9/14/1981,34,Victoria,Dairy,Dairy Person,F +6614,9/16/1981,34,Aldergrove,Dairy,Dairy Person,F +6615,9/19/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6616,9/20/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6617,9/19/1981,34,Abbotsford,Bakery,Baker,M +6618,9/20/1981,34,Kamloops,Dairy,Dairy Person,F +6619,9/30/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6620,10/4/1981,34,Terrace,Customer Service,Cashier,M +6621,10/6/1981,34,New Westminister,Bakery,Baker,M +6622,10/8/1981,34,Aldergrove,Dairy,Dairy Person,F +6623,10/9/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6624,10/14/1981,34,New Westminster,Dairy,Dairy Person,F +6625,10/20/1981,34,Victoria,Dairy,Dairy Person,M +6626,10/20/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6627,10/23/1981,34,Burnaby,Dairy,Dairy Person,M +6628,10/22/1981,34,Quesnel,Customer Service,Cashier,M +6629,10/25/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6630,10/29/1981,34,Aldergrove,Dairy,Dairy Person,M +6631,11/5/1981,34,Kelowna,Dairy,Dairy Person,F +6632,11/6/1981,34,Burnaby,Dairy,Dairy Person,F +6633,11/13/1981,34,Vancouver,Processed Foods,Shelf Stocker,F +6634,11/14/1981,34,Langley,Dairy,Dairy Person,M +6635,11/15/1981,34,Abbotsford,Bakery,Baker,F +6636,11/17/1981,34,Victoria,Dairy,Dairy Person,M +6637,11/26/1981,34,Vancouver,Processed Foods,Shelf Stocker,M +6638,11/28/1981,34,Prince George,Customer Service,Cashier,F +6639,12/5/1981,34,Victoria,Dairy,Dairy Person,M +6640,12/11/1981,34,Fort Nelson,Processed Foods,Shelf Stocker,F +6641,12/10/1981,34,Prince George,Customer Service,Cashier,F +6642,12/12/1981,34,Victoria,Dairy,Dairy Person,F +6643,12/15/1981,34,Victoria,Dairy,Dairy Person,M +6644,12/17/1981,34,Vancouver,Customer Service,Cashier,M +6645,12/21/1981,34,Prince George,Customer Service,Cashier,F +6646,12/23/1981,34,Kelowna,Dairy,Dairy Person,F +6647,12/26/1981,34,Squamish,Processed Foods,Shelf Stocker,F +6648,12/30/1981,34,New Westminster,Dairy,Dairy Person,M +6649,1/3/1982,33,Cranbrook,Bakery,Baker,M +6650,1/12/1982,33,Vernon,Customer Service,Cashier,F +6651,1/11/1982,33,Victoria,Dairy,Dairy Person,F +6652,1/13/1982,33,North Vancouver,Processed Foods,Shelf Stocker,M +6653,1/13/1982,33,Kelowna,Dairy,Dairy Person,F +6654,1/18/1982,33,Fort Nelson,Processed Foods,Shelf Stocker,F +6655,1/19/1982,33,Prince George,Customer Service,Cashier,F +6656,1/19/1982,33,Prince George,Customer Service,Cashier,F +6657,1/25/1982,33,Surrey,Processed Foods,Shelf Stocker,F +6658,1/28/1982,33,Terrace,Customer Service,Cashier,M +6659,1/31/1982,33,Port Coquitlam,Customer Service,Cashier,M +6660,2/2/1982,33,Cranbrook,Bakery,Baker,F +6661,2/3/1982,33,Port Coquitlam,Customer Service,Cashier,M +6662,2/8/1982,33,Chilliwack,Processed Foods,Shelf Stocker,F +6663,2/9/1982,33,Victoria,Dairy,Dairy Person,M +6664,2/12/1982,33,Kamloops,Dairy,Dairy Person,F +6665,2/13/1982,33,Nanaimo,Processed Foods,Shelf Stocker,M +6666,2/13/1982,33,Richmond,Dairy,Dairy Person,M +6667,2/15/1982,33,Squamish,Processed Foods,Shelf Stocker,F +6668,2/16/1982,33,Port Coquitlam,Customer Service,Cashier,F +6669,2/20/1982,33,Prince George,Customer Service,Cashier,M +6670,3/3/1982,33,Surrey,Processed Foods,Shelf Stocker,F +6671,3/3/1982,33,Burnaby,Dairy,Dairy Person,M +6672,3/9/1982,33,Vancouver,Customer Service,Cashier,M +6673,3/11/1982,33,Victoria,Dairy,Dairy Person,M +6674,3/13/1982,33,Kelowna,Dairy,Dairy Person,M +6675,3/23/1982,33,Burnaby,Dairy,Dairy Person,M +6676,3/26/1982,33,Haney,Customer Service,Cashier,F +6677,3/27/1982,33,Vancouver,Customer Service,Cashier,F +6678,3/30/1982,33,Vancouver,Customer Service,Cashier,F +6679,4/1/1982,33,New Westminster,Dairy,Dairy Person,F +6680,4/1/1982,33,New Westminster,Dairy,Dairy Person,M +6681,4/5/1982,33,Vancouver,Customer Service,Cashier,M +6682,4/5/1982,33,Vancouver,Customer Service,Cashier,M +6683,4/10/1982,33,Aldergrove,Dairy,Dairy Person,M +6684,4/16/1982,33,Vancouver,Customer Service,Cashier,F +6685,4/21/1982,33,New Westminster,Dairy,Dairy Person,F +6686,4/28/1982,33,Quesnel,Customer Service,Cashier,F +6687,4/29/1982,33,Nanaimo,Processed Foods,Shelf Stocker,M +6688,5/1/1982,33,Quesnel,Customer Service,Cashier,F +6689,5/2/1982,33,Vancouver,Customer Service,Cashier,M +6690,5/2/1982,33,Vancouver,Customer Service,Cashier,M +6691,5/9/1982,33,Kamloops,Dairy,Dairy Person,M +6692,5/14/1982,33,Vancouver,Customer Service,Cashier,F +6693,5/16/1982,33,Nanaimo,Processed Foods,Shelf Stocker,F +6694,5/18/1982,33,Kelowna,Dairy,Dairy Person,F +6695,5/20/1982,33,Vernon,Customer Service,Cashier,M +6696,5/20/1982,33,Victoria,Dairy,Dairy Person,F +6697,5/22/1982,33,Nanaimo,Processed Foods,Shelf Stocker,M +6698,5/22/1982,33,Kelowna,Dairy,Dairy Person,M +6699,5/24/1982,33,Kamloops,Dairy,Dairy Person,M +6700,5/26/1982,33,Nanaimo,Processed Foods,Shelf Stocker,F +6701,5/28/1982,33,Vancouver,Customer Service,Cashier,M +6702,5/30/1982,33,Fort Nelson,Processed Foods,Shelf Stocker,F +6703,5/30/1982,33,Vancouver,Customer Service,Cashier,F +6704,6/2/1982,33,New Westminster,Dairy,Dairy Person,F +6705,6/5/1982,33,Burnaby,Dairy,Dairy Person,M +6706,6/4/1982,33,Kelowna,Dairy,Dairy Person,M +6707,6/7/1982,33,Burnaby,Dairy,Dairy Person,M +6708,6/10/1982,33,Nanaimo,Processed Foods,Shelf Stocker,M +6709,6/11/1982,33,Vernon,Customer Service,Cashier,F +6710,6/12/1982,33,Fort Nelson,Processed Foods,Shelf Stocker,F +6711,6/13/1982,33,Vancouver,Customer Service,Cashier,M +6712,6/18/1982,33,Kelowna,Dairy,Dairy Person,F +6713,6/21/1982,33,Nelson,Bakery,Baker,F +6714,6/23/1982,33,Surrey,Processed Foods,Shelf Stocker,F +6715,6/23/1982,33,Kamloops,Dairy,Dairy Person,F +6716,6/27/1982,33,Terrace,Customer Service,Cashier,M +6717,7/3/1982,33,Langley,Processed Foods,Shelf Stocker,F +6718,7/9/1982,33,North Vancouver,Processed Foods,Shelf Stocker,M +6719,7/9/1982,33,Vancouver,Customer Service,Cashier,M +6720,7/8/1982,33,New Westminster,Dairy,Dairy Person,M +6721,7/9/1982,33,Burnaby,Dairy,Dairy Person,M +6722,7/14/1982,33,Vancouver,Customer Service,Cashier,M +6723,7/24/1982,33,Victoria,Dairy,Dairy Person,F +6724,7/23/1982,33,Prince George,Customer Service,Cashier,M +6725,8/3/1982,33,Vancouver,Customer Service,Cashier,F +6726,8/3/1982,33,Victoria,Dairy,Dairy Person,F +6727,8/3/1982,33,Vancouver,Customer Service,Cashier,F +6728,8/6/1982,33,Fort St John,Dairy,Dairy Person,F +6729,8/14/1982,33,Victoria,Dairy,Dairy Person,F +6730,8/14/1982,33,Vancouver,Customer Service,Cashier,F +6731,8/16/1982,33,Victoria,Dairy,Dairy Person,M +6732,8/25/1982,33,Vernon,Customer Service,Cashier,M +6733,8/27/1982,33,New Westminster,Dairy,Dairy Person,F +6734,8/31/1982,33,Nanaimo,Processed Foods,Shelf Stocker,M +6735,9/1/1982,33,Cranbrook,Dairy,Dairy Person,M +6736,9/4/1982,33,Richmond,Dairy,Dairy Person,F +6737,9/6/1982,33,Nanaimo,Processed Foods,Shelf Stocker,F +6738,9/7/1982,33,Vancouver,Customer Service,Cashier,F +6739,9/9/1982,33,Victoria,Dairy,Dairy Person,M +6740,9/11/1982,33,New Westminister,Bakery,Baker,M +6741,9/12/1982,33,White Rock,Customer Service,Cashier,F +6742,9/12/1982,33,New Westminster,Dairy,Dairy Person,F +6743,9/15/1982,33,Victoria,Dairy,Dairy Person,F +6744,9/17/1982,33,Surrey,Processed Foods,Shelf Stocker,M +6745,9/24/1982,33,Langley,Processed Foods,Shelf Stocker,M +6746,9/27/1982,33,Victoria,Dairy,Dairy Person,M +6747,10/1/1982,33,Prince George,Customer Service,Cashier,F +6748,10/4/1982,33,Vancouver,Customer Service,Cashier,M +6749,10/9/1982,33,Surrey,Processed Foods,Shelf Stocker,F +6750,10/19/1982,33,Vancouver,Customer Service,Cashier,F +6751,10/23/1982,33,Victoria,Dairy,Dairy Person,F +6752,10/30/1982,33,New Westminster,Dairy,Dairy Person,F +6753,10/30/1982,33,Surrey,Processed Foods,Shelf Stocker,F +6754,11/1/1982,33,Kelowna,Processed Foods,Shelf Stocker,F +6755,11/4/1982,33,Abbotsford,Bakery,Baker,F +6756,11/10/1982,33,Richmond,Dairy,Dairy Person,F +6757,11/10/1982,33,Langley,Processed Foods,Shelf Stocker,F +6758,11/15/1982,33,Burnaby,Dairy,Dairy Person,F +6759,11/16/1982,33,Prince George,Customer Service,Cashier,M +6760,11/17/1982,33,Victoria,Dairy,Dairy Person,F +6761,11/19/1982,33,Victoria,Dairy,Dairy Person,M +6762,11/19/1982,33,Vancouver,Customer Service,Cashier,F +6763,11/30/1982,33,Haney,Customer Service,Cashier,M +6764,11/29/1982,33,New Westminster,Dairy,Dairy Person,F +6765,12/5/1982,33,Trail,Dairy,Dairy Person,F +6766,12/9/1982,33,New Westminster,Dairy,Dairy Person,F +6767,12/11/1982,33,Abbotsford,Bakery,Baker,M +6768,12/15/1982,33,Vancouver,Customer Service,Cashier,M +6769,12/18/1982,33,Nanaimo,Processed Foods,Shelf Stocker,F +6770,12/20/1982,33,Vancouver,Customer Service,Cashier,M +6771,12/27/1982,33,Nanaimo,Processed Foods,Shelf Stocker,F +6772,12/29/1982,33,Victoria,Dairy,Dairy Person,M +6773,1/7/1983,32,Kamloops,Processed Foods,Shelf Stocker,F +6774,1/17/1983,32,Prince George,Customer Service,Cashier,F +6775,1/18/1983,32,Chilliwack,Processed Foods,Shelf Stocker,F +6776,1/20/1983,32,Vancouver,Customer Service,Cashier,F +6777,1/19/1983,32,New Westminster,Dairy,Dairy Person,M +6778,1/22/1983,32,Vancouver,Customer Service,Cashier,M +6779,1/28/1983,32,Cranbrook,Dairy,Dairy Person,M +6780,2/1/1983,32,Vancouver,Customer Service,Cashier,M +6781,2/6/1983,32,New Westminister,Bakery,Baker,F +6782,2/8/1983,32,Vancouver,Customer Service,Cashier,M +6783,2/9/1983,32,Vancouver,Customer Service,Cashier,M +6784,2/11/1983,32,Valemount,Dairy,Dairy Person,M +6785,2/13/1983,32,Chilliwack,Processed Foods,Shelf Stocker,M +6786,2/16/1983,32,Vancouver,Customer Service,Cashier,M +6787,2/26/1983,32,New Westminster,Dairy,Dairy Person,M +6788,3/2/1983,32,Williams Lake,Processed Foods,Shelf Stocker,F +6789,3/14/1983,32,Burnaby,Dairy,Dairy Person,F +6790,3/14/1983,32,Vancouver,Customer Service,Cashier,F +6791,3/17/1983,32,Nanaimo,Processed Foods,Shelf Stocker,M +6792,3/17/1983,32,Nanaimo,Processed Foods,Shelf Stocker,F +6793,3/18/1983,32,Surrey,Processed Foods,Shelf Stocker,F +6794,3/27/1983,32,Williams Lake,Processed Foods,Shelf Stocker,M +6795,3/26/1983,32,Vancouver,Customer Service,Cashier,F +6796,3/27/1983,32,Langley,Processed Foods,Shelf Stocker,F +6797,4/2/1983,32,Nanaimo,Processed Foods,Shelf Stocker,F +6798,4/1/1983,32,Chilliwack,Processed Foods,Shelf Stocker,F +6799,4/6/1983,32,Vernon,Customer Service,Cashier,M +6800,4/5/1983,32,North Vancouver,Processed Foods,Shelf Stocker,F +6801,4/7/1983,32,Surrey,Processed Foods,Shelf Stocker,M +6802,4/10/1983,32,Vancouver,Customer Service,Cashier,F +6803,4/11/1983,32,Cranbrook,Dairy,Dairy Person,M +6804,4/15/1983,32,Prince George,Customer Service,Cashier,M +6805,4/17/1983,32,New Westminster,Dairy,Dairy Person,M +6806,4/17/1983,32,Vancouver,Customer Service,Cashier,M +6807,4/22/1983,32,Vancouver,Customer Service,Cashier,M +6808,4/26/1983,32,Vancouver,Customer Service,Cashier,F +6809,4/28/1983,32,Vancouver,Customer Service,Cashier,M +6810,4/28/1983,32,Quesnel,Customer Service,Cashier,M +6811,4/30/1983,32,Kamloops,Processed Foods,Shelf Stocker,F +6812,5/2/1983,32,Prince George,Customer Service,Cashier,F +6813,5/3/1983,32,Nanaimo,Processed Foods,Shelf Stocker,M +6814,5/4/1983,32,Kamloops,Processed Foods,Shelf Stocker,M +6815,5/4/1983,32,Vancouver,Customer Service,Cashier,M +6816,5/5/1983,32,Vancouver,Customer Service,Cashier,M +6817,5/11/1983,32,Victoria,Dairy,Dairy Person,M +6818,5/14/1983,32,Fort St John,Dairy,Dairy Person,M +6819,5/17/1983,32,Chilliwack,Processed Foods,Shelf Stocker,M +6820,5/21/1983,32,Vancouver,Customer Service,Cashier,M +6821,5/20/1983,32,Richmond,Dairy,Dairy Person,F +6822,5/22/1983,32,Williams Lake,Processed Foods,Shelf Stocker,F +6823,5/23/1983,32,New Westminster,Dairy,Dairy Person,M +6824,5/29/1983,32,Richmond,Processed Foods,Shelf Stocker,M +6825,5/29/1983,32,Richmond,Processed Foods,Shelf Stocker,M +6826,5/28/1983,32,Victoria,Dairy,Dairy Person,F +6827,6/1/1983,32,Kelowna,Processed Foods,Shelf Stocker,M +6828,6/1/1983,32,Trail,Dairy,Dairy Person,F +6829,6/1/1983,32,Kamloops,Processed Foods,Shelf Stocker,F +6830,6/10/1983,32,Victoria,Dairy,Dairy Person,M +6831,6/19/1983,32,Prince George,Customer Service,Cashier,F +6832,6/18/1983,32,Trail,Dairy,Dairy Person,F +6833,6/21/1983,32,Port Coquitlam,Customer Service,Cashier,F +6834,6/20/1983,32,Vernon,Customer Service,Cashier,M +6835,6/22/1983,32,Kamloops,Processed Foods,Shelf Stocker,M +6836,6/24/1983,32,New Westminster,Dairy,Dairy Person,F +6837,6/25/1983,32,Langley,Processed Foods,Shelf Stocker,F +6838,6/25/1983,32,Chilliwack,Processed Foods,Shelf Stocker,F +6839,6/27/1983,32,Williams Lake,Processed Foods,Shelf Stocker,M +6840,7/4/1983,32,Vancouver,Customer Service,Cashier,F +6841,7/5/1983,32,Nanaimo,Processed Foods,Shelf Stocker,F +6842,7/12/1983,32,Vancouver,Customer Service,Cashier,M +6843,7/18/1983,32,Chilliwack,Processed Foods,Shelf Stocker,M +6844,7/20/1983,32,Vancouver,Customer Service,Cashier,M +6845,7/27/1983,32,Vancouver,Customer Service,Cashier,M +6846,7/30/1983,32,New Westminster,Dairy,Dairy Person,F +6847,7/30/1983,32,Trail,Processed Foods,Shelf Stocker,F +6848,8/1/1983,32,Kelowna,Processed Foods,Shelf Stocker,M +6849,8/3/1983,32,Prince George,Customer Service,Cashier,M +6850,8/4/1983,32,Kamloops,Processed Foods,Shelf Stocker,M +6851,8/5/1983,32,Squamish,Processed Foods,Shelf Stocker,F +6852,8/4/1983,32,Cranbrook,Dairy,Dairy Person,M +6853,8/6/1983,32,Burnaby,Dairy,Dairy Person,F +6854,8/12/1983,32,Aldergrove,Dairy,Dairy Person,F +6855,8/16/1983,32,Kelowna,Processed Foods,Shelf Stocker,F +6856,8/16/1983,32,Terrace,Customer Service,Cashier,F +6857,8/15/1983,32,Squamish,Processed Foods,Shelf Stocker,M +6858,8/18/1983,32,Victoria,Dairy,Dairy Person,M +6859,8/25/1983,32,New Westminster,Dairy,Dairy Person,M +6860,8/29/1983,32,Cranbrook,Dairy,Dairy Person,F +6861,8/31/1983,32,New Westminster,Dairy,Dairy Person,F +6862,9/5/1983,32,Prince George,Customer Service,Cashier,F +6863,9/7/1983,32,Williams Lake,Processed Foods,Shelf Stocker,F +6864,9/13/1983,32,Trail,Processed Foods,Shelf Stocker,M +6865,9/20/1983,32,Kelowna,Processed Foods,Shelf Stocker,M +6866,9/21/1983,32,Nanaimo,Processed Foods,Shelf Stocker,M +6867,9/20/1983,32,Victoria,Dairy,Dairy Person,F +6868,9/22/1983,32,Trail,Processed Foods,Shelf Stocker,F +6869,9/29/1983,32,Burnaby,Dairy,Dairy Person,F +6870,9/29/1983,32,Fort Nelson,Processed Foods,Shelf Stocker,F +6871,10/3/1983,32,Abbotsford,Bakery,Baker,M +6872,10/6/1983,32,Valemount,Dairy,Dairy Person,M +6873,10/11/1983,32,Vancouver,Customer Service,Cashier,M +6874,10/14/1983,32,Richmond,Processed Foods,Shelf Stocker,F +6875,10/16/1983,32,Victoria,Dairy,Dairy Person,F +6876,10/16/1983,32,Cranbrook,Dairy,Dairy Person,M +6877,10/15/1983,32,Surrey,Processed Foods,Shelf Stocker,M +6878,10/17/1983,32,Vernon,Customer Service,Cashier,M +6879,10/28/1983,32,North Vancouver,Processed Foods,Shelf Stocker,M +6880,11/2/1983,32,Victoria,Dairy,Dairy Person,F +6881,11/3/1983,32,New Westminster,Dairy,Dairy Person,M +6882,11/7/1983,32,Victoria,Dairy,Dairy Person,M +6883,11/11/1983,32,Kelowna,Processed Foods,Shelf Stocker,M +6884,11/11/1983,32,New Westminster,Dairy,Dairy Person,F +6885,11/15/1983,32,Vancouver,Customer Service,Cashier,M +6886,11/18/1983,32,Vancouver,Customer Service,Cashier,M +6887,11/19/1983,32,Nanaimo,Processed Foods,Shelf Stocker,F +6888,11/20/1983,32,Trail,Processed Foods,Shelf Stocker,M +6889,11/28/1983,32,Victoria,Dairy,Dairy Person,M +6890,11/30/1983,32,Richmond,Processed Foods,Shelf Stocker,F +6891,12/3/1983,32,Abbotsford,Bakery,Baker,F +6892,12/6/1983,32,Cranbrook,Dairy,Dairy Person,M +6893,12/6/1983,32,Cranbrook,Dairy,Dairy Person,M +6894,12/7/1983,32,Victoria,Dairy,Dairy Person,F +6895,12/8/1983,32,Cranbrook,Dairy,Dairy Person,M +6896,12/11/1983,32,Vancouver,Customer Service,Cashier,M +6897,12/12/1983,32,Victoria,Dairy,Dairy Person,F +6898,12/16/1983,32,Vancouver,Customer Service,Cashier,M +6899,12/17/1983,32,Surrey,Processed Foods,Shelf Stocker,F +6900,12/20/1983,32,Vancouver,Customer Service,Cashier,M +6901,12/30/1983,32,Kamloops,Processed Foods,Shelf Stocker,F +6902,1/6/1984,31,Langley,Processed Foods,Shelf Stocker,M +6903,1/13/1984,31,New Westminster,Processed Foods,Shelf Stocker,F +6904,1/18/1984,31,Vancouver,Customer Service,Cashier,F +6905,1/20/1984,31,Victoria,Dairy,Dairy Person,F +6906,1/20/1984,31,Victoria,Dairy,Dairy Person,M +6907,1/27/1984,31,Victoria,Dairy,Dairy Person,M +6908,1/28/1984,31,Abbotsford,Bakery,Baker,M +6909,1/27/1984,31,Burnaby,Dairy,Dairy Person,F +6910,1/30/1984,31,Vancouver,Customer Service,Cashier,M +6911,1/29/1984,31,Surrey,Processed Foods,Shelf Stocker,F +6912,1/29/1984,31,Princeton,Produce,Produce Clerk,F +6913,2/3/1984,31,Victoria,Dairy,Dairy Person,M +6915,2/5/1984,31,Victoria,Dairy,Dairy Person,M +6916,2/5/1984,31,Williams Lake,Customer Service,Cashier,M +6917,2/7/1984,31,Nelson,Bakery,Baker,F +6919,2/7/1984,31,Nanaimo,Processed Foods,Shelf Stocker,F +6920,2/11/1984,31,Victoria,Dairy,Dairy Person,M +6921,2/13/1984,31,Vancouver,Customer Service,Cashier,M +6922,2/18/1984,31,Kelowna,Processed Foods,Shelf Stocker,F +6923,2/25/1984,31,Kamloops,Processed Foods,Shelf Stocker,M +6924,2/26/1984,31,Aldergrove,Dairy,Dairy Person,F +6925,2/28/1984,31,Vancouver,Customer Service,Cashier,F +6926,2/28/1984,31,Victoria,Dairy,Dairy Person,M +6927,3/2/1984,31,Victoria,Dairy,Dairy Person,M +6928,3/8/1984,31,Victoria,Dairy,Dairy Person,M +6929,3/11/1984,31,Kamloops,Processed Foods,Shelf Stocker,M +6930,3/11/1984,31,Vancouver,Customer Service,Cashier,M +6931,3/14/1984,31,Trail,Processed Foods,Shelf Stocker,M +6932,3/19/1984,31,Surrey,Processed Foods,Shelf Stocker,F +6933,3/19/1984,31,Abbotsford,Dairy,Dairy Person,F +6934,3/23/1984,31,Kelowna,Processed Foods,Shelf Stocker,M +6935,3/24/1984,31,Victoria,Dairy,Dairy Person,M +6936,3/26/1984,31,Abbotsford,Dairy,Dairy Person,F +6937,3/26/1984,31,Vancouver,Customer Service,Cashier,F +6938,3/25/1984,31,Nanaimo,Processed Foods,Shelf Stocker,F +6939,3/25/1984,31,New Westminster,Processed Foods,Shelf Stocker,M +6940,4/1/1984,31,West Vancouver,Dairy,Dairy Person,M +6941,4/6/1984,31,Princeton,Customer Service,Cashier,F +6942,4/13/1984,31,North Vancouver,Processed Foods,Shelf Stocker,M +6943,4/16/1984,31,Quesnel,Customer Service,Cashier,M +6944,4/21/1984,31,Victoria,Dairy,Dairy Person,F +6945,4/22/1984,31,Victoria,Dairy,Dairy Person,M +6946,4/26/1984,31,Nanaimo,Processed Foods,Shelf Stocker,F +6947,5/1/1984,31,Abbotsford,Dairy,Dairy Person,M +6948,5/1/1984,31,Victoria,Dairy,Dairy Person,F +6949,5/2/1984,31,Victoria,Dairy,Dairy Person,M +6950,5/4/1984,31,Surrey,Processed Foods,Shelf Stocker,M +6951,5/9/1984,31,Vancouver,Customer Service,Cashier,M +6952,5/15/1984,31,Cranbrook,Dairy,Dairy Person,F +6953,5/21/1984,31,New Westminster,Processed Foods,Shelf Stocker,M +6954,5/26/1984,31,Kelowna,Processed Foods,Shelf Stocker,F +6955,5/27/1984,31,New Westminister,Bakery,Baker,F +6956,5/29/1984,31,Richmond,Processed Foods,Shelf Stocker,M +6957,5/30/1984,31,Nanaimo,Processed Foods,Shelf Stocker,F +6958,5/31/1984,31,Vancouver,Customer Service,Cashier,M +6959,6/8/1984,31,Victoria,Dairy,Dairy Person,M +6960,6/16/1984,31,Trail,Processed Foods,Shelf Stocker,M +6961,6/27/1984,31,Kamloops,Processed Foods,Shelf Stocker,F +6962,6/26/1984,31,Squamish,Customer Service,Cashier,F +6963,6/29/1984,31,Vancouver,Customer Service,Cashier,M +6964,6/30/1984,31,Cranbrook,Processed Foods,Shelf Stocker,F +6965,7/3/1984,31,Burnaby,Dairy,Dairy Person,F +6966,7/3/1984,31,Terrace,Customer Service,Cashier,M +6967,7/5/1984,31,Vancouver,Customer Service,Cashier,F +6968,7/6/1984,31,Vancouver,Customer Service,Cashier,M +6969,7/10/1984,31,Vernon,Customer Service,Cashier,M +6970,7/14/1984,31,Vancouver,Customer Service,Cashier,F +6971,7/16/1984,31,Kelowna,Processed Foods,Shelf Stocker,M +6972,7/15/1984,31,Nanaimo,Processed Foods,Shelf Stocker,M +6973,7/17/1984,31,Prince George,Customer Service,Cashier,F +6974,7/17/1984,31,Vancouver,Customer Service,Cashier,F +6975,7/19/1984,31,Kelowna,Processed Foods,Shelf Stocker,F +6976,7/20/1984,31,Richmond,Processed Foods,Shelf Stocker,M +6977,7/20/1984,31,Kamloops,Processed Foods,Shelf Stocker,F +6978,7/22/1984,31,Vancouver,Customer Service,Cashier,M +6979,7/25/1984,31,Surrey,Processed Foods,Shelf Stocker,M +6980,7/26/1984,31,Richmond,Processed Foods,Shelf Stocker,M +6981,7/27/1984,31,Nanaimo,Processed Foods,Shelf Stocker,M +6982,7/29/1984,31,Fort St John,Dairy,Dairy Person,F +6983,7/28/1984,31,Vancouver,Customer Service,Cashier,M +6984,8/8/1984,31,Chilliwack,Processed Foods,Shelf Stocker,F +6985,8/15/1984,31,New Westminster,Processed Foods,Shelf Stocker,F +6986,8/19/1984,31,Vancouver,Customer Service,Cashier,F +6987,8/20/1984,31,Vancouver,Customer Service,Cashier,M +6988,8/22/1984,31,North Vancouver,Processed Foods,Shelf Stocker,F +6989,9/3/1984,31,Terrace,Customer Service,Cashier,M +6990,9/6/1984,31,New Westminster,Processed Foods,Shelf Stocker,M +6991,9/10/1984,31,Kamloops,Processed Foods,Shelf Stocker,M +6992,9/28/1984,31,Kamloops,Processed Foods,Shelf Stocker,F +6993,9/29/1984,31,New Westminster,Processed Foods,Shelf Stocker,M +6994,9/30/1984,31,Victoria,Dairy,Dairy Person,M +6995,10/5/1984,31,Langley,Processed Foods,Shelf Stocker,M +6996,10/6/1984,31,Burnaby,Dairy,Dairy Person,M +6997,10/7/1984,31,Vernon,Customer Service,Cashier,M +6998,10/12/1984,31,Kelowna,Processed Foods,Shelf Stocker,F +6999,10/15/1984,31,Nanaimo,Processed Foods,Shelf Stocker,F +7000,10/22/1984,31,Kamloops,Processed Foods,Shelf Stocker,F +7001,10/26/1984,31,Squamish,Customer Service,Cashier,M +7002,10/28/1984,31,Burnaby,Dairy,Dairy Person,F +7003,10/29/1984,31,Vancouver,Customer Service,Cashier,M +7004,10/30/1984,31,Vernon,Customer Service,Cashier,F +7005,11/1/1984,31,New Westminister,Dairy,Dairy Person,F +7006,11/3/1984,31,Pitt Meadows,Dairy,Dairy Person,M +7007,11/8/1984,31,Cranbrook,Processed Foods,Shelf Stocker,F +7008,11/10/1984,31,Vancouver,Customer Service,Cashier,M +7009,11/12/1984,31,Nanaimo,Processed Foods,Shelf Stocker,M +7010,12/1/1984,31,White Rock,Customer Service,Cashier,M +7011,12/4/1984,31,Kamloops,Processed Foods,Shelf Stocker,M +7012,12/8/1984,31,New Westminster,Processed Foods,Shelf Stocker,F +7013,12/15/1984,31,New Westminster,Processed Foods,Shelf Stocker,M +7014,12/15/1984,31,Kamloops,Processed Foods,Shelf Stocker,F +7015,12/21/1984,31,Victoria,Dairy,Dairy Person,M +7016,12/23/1984,31,Pitt Meadows,Dairy,Dairy Person,M +7017,12/24/1984,31,Nanaimo,Processed Foods,Shelf Stocker,M +7018,12/24/1984,31,New Westminster,Processed Foods,Shelf Stocker,F +7019,12/26/1984,31,Victoria,Dairy,Dairy Person,M +7020,12/27/1984,31,Grand Forks,Dairy,Dairy Person,M +7021,12/29/1984,31,Vancouver,Meats,Meat Cutter,M +7022,12/28/1984,31,Vancouver,Meats,Meat Cutter,F +7023,12/31/1984,31,Kelowna,Processed Foods,Shelf Stocker,F +7024,12/30/1984,31,New Westminster,Processed Foods,Shelf Stocker,M +7025,1/1/1985,30,Terrace,Customer Service,Cashier,M +7026,1/4/1985,30,New Westminster,Processed Foods,Shelf Stocker,F +7027,1/4/1985,30,Chilliwack,Processed Foods,Shelf Stocker,F +7028,1/12/1985,30,Quesnel,Customer Service,Cashier,M +7029,1/11/1985,30,Vancouver,Meats,Meat Cutter,M +7030,1/19/1985,30,Quesnel,Customer Service,Cashier,F +7031,1/19/1985,30,Langley,Processed Foods,Shelf Stocker,M +7032,1/21/1985,30,Cranbrook,Processed Foods,Shelf Stocker,M +7033,1/25/1985,30,Grand Forks,Dairy,Dairy Person,M +7034,1/29/1985,30,Nanaimo,Processed Foods,Shelf Stocker,M +7035,2/1/1985,30,Vancouver,Meats,Meat Cutter,M +7036,2/1/1985,30,Vancouver,Meats,Meat Cutter,F +7037,2/6/1985,30,Nanaimo,Processed Foods,Shelf Stocker,M +7038,2/6/1985,30,Trail,Processed Foods,Shelf Stocker,M +7039,2/9/1985,30,Vancouver,Meats,Meat Cutter,F +7040,2/10/1985,30,Cranbrook,Processed Foods,Shelf Stocker,M +7041,2/11/1985,30,Victoria,Dairy,Dairy Person,F +7042,2/14/1985,30,Richmond,Processed Foods,Shelf Stocker,F +7043,2/14/1985,30,Vancouver,Meats,Meat Cutter,F +7044,2/15/1985,30,Victoria,Dairy,Dairy Person,F +7045,2/16/1985,30,Burnaby,Dairy,Dairy Person,M +7046,2/16/1985,30,Vancouver,Meats,Meat Cutter,M +7047,2/17/1985,30,New Westminster,Processed Foods,Shelf Stocker,M +7048,2/17/1985,30,Vancouver,Meats,Meat Cutter,M +7049,2/22/1985,30,Nanaimo,Processed Foods,Shelf Stocker,F +7050,2/24/1985,30,Vancouver,Meats,Meat Cutter,M +7051,2/25/1985,30,Vernon,Customer Service,Cashier,M +7052,2/28/1985,30,Vancouver,Meats,Meat Cutter,M +7053,2/27/1985,30,Kamloops,Processed Foods,Shelf Stocker,M +7054,3/4/1985,30,Vancouver,Meats,Meat Cutter,M +7055,3/9/1985,30,Richmond,Processed Foods,Shelf Stocker,M +7056,3/14/1985,30,Trail,Processed Foods,Shelf Stocker,M +7057,3/16/1985,30,Vernon,Customer Service,Cashier,F +7058,3/20/1985,30,Nanaimo,Customer Service,Cashier,F +7059,3/21/1985,30,Princeton,Customer Service,Cashier,F +7060,3/24/1985,30,Victoria,Dairy,Dairy Person,F +7061,3/28/1985,30,Trail,Processed Foods,Shelf Stocker,F +7062,3/31/1985,30,Victoria,Dairy,Dairy Person,F +7063,3/30/1985,30,Cranbrook,Processed Foods,Shelf Stocker,F +7064,4/2/1985,30,New Westminster,Processed Foods,Shelf Stocker,F +7065,4/4/1985,30,New Westminster,Processed Foods,Shelf Stocker,M +7066,4/6/1985,30,Vancouver,Meats,Meat Cutter,M +7067,4/6/1985,30,Nanaimo,Customer Service,Cashier,M +7068,4/6/1985,30,Cranbrook,Processed Foods,Shelf Stocker,F +7069,4/7/1985,30,Vernon,Customer Service,Cashier,M +7070,4/8/1985,30,Prince George,Customer Service,Cashier,F +7071,4/17/1985,30,Vancouver,Meats,Meat Cutter,F +7072,4/17/1985,30,Vancouver,Meats,Meat Cutter,M +7073,4/18/1985,30,Vancouver,Meats,Meat Cutter,F +7074,4/19/1985,30,New Westminster,Processed Foods,Shelf Stocker,F +7075,4/20/1985,30,Burnaby,Dairy,Dairy Person,F +7076,4/26/1985,30,Surrey,Processed Foods,Shelf Stocker,F +7077,4/27/1985,30,Kelowna,Processed Foods,Shelf Stocker,F +7078,4/28/1985,30,Vancouver,Meats,Meat Cutter,F +7079,5/2/1985,30,Grand Forks,Processed Foods,Shelf Stocker,M +7080,5/3/1985,30,Princeton,Customer Service,Cashier,M +7081,5/6/1985,30,Vancouver,Meats,Meat Cutter,M +7082,5/5/1985,30,Richmond,Processed Foods,Shelf Stocker,F +7083,5/7/1985,30,Surrey,Processed Foods,Shelf Stocker,F +7084,5/8/1985,30,Vancouver,Meats,Meat Cutter,M +7085,5/9/1985,30,Kelowna,Processed Foods,Shelf Stocker,M +7086,5/9/1985,30,Victoria,Dairy,Dairy Person,F +7087,5/14/1985,30,Vancouver,Meats,Meat Cutter,M +7088,5/16/1985,30,Prince George,Customer Service,Cashier,M +7089,5/19/1985,30,Cranbrook,Processed Foods,Shelf Stocker,F +7090,5/21/1985,30,Vancouver,Meats,Meat Cutter,M +7091,5/25/1985,30,Prince George,Customer Service,Cashier,F +7092,6/8/1985,30,Vancouver,Meats,Meat Cutter,M +7093,6/8/1985,30,Vancouver,Meats,Meat Cutter,F +7094,6/10/1985,30,Surrey,Processed Foods,Shelf Stocker,F +7095,6/12/1985,30,New Westminster,Processed Foods,Shelf Stocker,M +7096,6/13/1985,30,Chilliwack,Processed Foods,Shelf Stocker,F +7097,6/18/1985,30,Victoria,Dairy,Dairy Person,M +7098,6/20/1985,30,Victoria,Dairy,Dairy Person,M +7099,6/20/1985,30,Vancouver,Meats,Meat Cutter,M +7100,6/23/1985,30,Vancouver,Meats,Meat Cutter,F +7101,6/25/1985,30,Burnaby,Dairy,Dairy Person,F +7102,7/4/1985,30,Aldergrove,Dairy,Dairy Person,M +7103,7/6/1985,30,Cortes Island,Dairy,Dairy Person,F +7104,7/8/1985,30,Vancouver,Meats,Meat Cutter,M +7105,7/15/1985,30,Nanaimo,Customer Service,Cashier,M +7106,7/21/1985,30,Burnaby,Dairy,Dairy Person,M +7107,7/23/1985,30,New Westminster,Processed Foods,Shelf Stocker,F +7108,7/27/1985,30,Victoria,Dairy,Dairy Person,F +7109,7/27/1985,30,Victoria,Dairy,Dairy Person,F +7110,8/7/1985,30,Vancouver,Meats,Meat Cutter,M +7111,8/9/1985,30,Nelson,Dairy,Dairy Person,F +7112,8/8/1985,30,Chilliwack,Processed Foods,Shelf Stocker,F +7113,8/13/1985,30,Kelowna,Processed Foods,Shelf Stocker,M +7114,8/14/1985,30,Nanaimo,Customer Service,Cashier,M +7115,8/21/1985,30,Nanaimo,Customer Service,Cashier,F +7116,8/21/1985,30,Abbotsford,Dairy,Dairy Person,M +7117,8/23/1985,30,Victoria,Dairy,Dairy Person,M +7118,8/27/1985,30,Vancouver,Meats,Meat Cutter,M +7119,8/29/1985,30,Vancouver,Meats,Meat Cutter,F +7120,9/6/1985,30,Victoria,Dairy,Dairy Person,F +7121,9/7/1985,30,Vancouver,Meats,Meat Cutter,F +7122,9/8/1985,30,Grand Forks,Processed Foods,Shelf Stocker,M +7123,9/12/1985,30,Surrey,Processed Foods,Shelf Stocker,F +7124,9/21/1985,30,New Westminster,Processed Foods,Shelf Stocker,F +7125,9/22/1985,30,Fort Nelson,Customer Service,Cashier,F +7126,9/27/1985,30,Nanaimo,Customer Service,Cashier,M +7127,9/28/1985,30,Vancouver,Meats,Meat Cutter,F +7128,9/30/1985,30,New Westminster,Processed Foods,Shelf Stocker,F +7129,10/4/1985,30,Victoria,Dairy,Dairy Person,F +7130,10/4/1985,30,Nanaimo,Customer Service,Cashier,F +7131,10/7/1985,30,Fort Nelson,Customer Service,Cashier,M +7132,10/12/1985,30,Fort St John,Dairy,Dairy Person,M +7133,10/14/1985,30,New Westminster,Processed Foods,Shelf Stocker,M +7134,10/16/1985,30,Victoria,Dairy,Dairy Person,M +7135,10/17/1985,30,Kamloops,Processed Foods,Shelf Stocker,F +7136,10/17/1985,30,Victoria,Dairy,Dairy Person,F +7137,10/23/1985,30,Quesnel,Customer Service,Cashier,F +7138,10/23/1985,30,Vancouver,Meats,Meat Cutter,F +7139,10/30/1985,30,Richmond,Processed Foods,Shelf Stocker,M +7140,10/30/1985,30,Abbotsford,Dairy,Dairy Person,F +7141,10/30/1985,30,Vancouver,Meats,Meat Cutter,M +7142,11/1/1985,30,White Rock,Customer Service,Cashier,M +7143,11/4/1985,30,New Westminster,Processed Foods,Shelf Stocker,F +7144,11/3/1985,30,Nelson,Dairy,Dairy Person,F +7145,11/6/1985,30,Vancouver,Meats,Meat Cutter,F +7146,11/6/1985,30,Valemount,Dairy,Dairy Person,M +7147,11/8/1985,30,Terrace,Customer Service,Cashier,M +7148,11/17/1985,30,Victoria,Dairy,Dairy Person,F +7149,11/16/1985,30,Prince George,Customer Service,Cashier,M +7150,11/21/1985,30,Vancouver,Meats,Meat Cutter,M +7151,11/25/1985,30,Vancouver,Meats,Meat Cutter,F +7152,11/26/1985,30,Vancouver,Meats,Meat Cutter,F +7153,11/28/1985,30,Vancouver,Meats,Meat Cutter,F +7154,12/1/1985,30,Burnaby,Dairy,Dairy Person,M +7155,12/6/1985,30,Port Coquitlam,Customer Service,Cashier,M +7156,12/11/1985,30,Fort St John,Dairy,Dairy Person,M +7157,12/12/1985,30,Vancouver,Meats,Meat Cutter,F +7158,12/16/1985,30,Vancouver,Meats,Meat Cutter,M +7159,12/15/1985,30,Burnaby,Dairy,Dairy Person,M +7160,12/17/1985,30,Kamloops,Processed Foods,Shelf Stocker,F +7161,12/21/1985,30,Aldergrove,Dairy,Dairy Person,F +7162,12/27/1985,30,Vancouver,Meats,Meat Cutter,M +7163,1/2/1986,29,Vancouver,Meats,Meat Cutter,M +7164,1/3/1986,29,Burnaby,Dairy,Dairy Person,F +7165,1/4/1986,29,Kelowna,Processed Foods,Shelf Stocker,F +7166,1/12/1986,29,Nanaimo,Customer Service,Cashier,M +7167,1/18/1986,29,New Westminster,Processed Foods,Shelf Stocker,M +7168,1/20/1986,29,Vancouver,Meats,Meat Cutter,F +7169,1/21/1986,29,Williams Lake,Customer Service,Cashier,M +7170,1/20/1986,29,Richmond,Processed Foods,Shelf Stocker,F +7171,1/24/1986,29,Vancouver,Meats,Meat Cutter,F +7172,1/26/1986,29,Vancouver,Meats,Meat Cutter,F +7173,2/1/1986,29,Kelowna,Processed Foods,Shelf Stocker,M +7174,2/2/1986,29,Langley,Processed Foods,Shelf Stocker,M +7175,2/2/1986,29,Vancouver,Meats,Meat Cutter,M +7176,2/10/1986,29,Prince George,Customer Service,Cashier,M +7177,2/20/1986,29,Vancouver,Meats,Meat Cutter,M +7178,2/21/1986,29,Chilliwack,Customer Service,Cashier,F +7179,2/21/1986,29,Vancouver,Meats,Meat Cutter,M +7180,2/25/1986,29,Richmond,Processed Foods,Shelf Stocker,F +7181,3/3/1986,29,West Vancouver,Processed Foods,Shelf Stocker,F +7182,3/4/1986,29,Vancouver,Meats,Meat Cutter,F +7183,3/7/1986,29,Vancouver,Meats,Meat Cutter,M +7184,3/12/1986,29,Aldergrove,Processed Foods,Shelf Stocker,M +7185,3/18/1986,29,Abbotsford,Dairy,Dairy Person,M +7186,3/24/1986,29,Kamloops,Processed Foods,Shelf Stocker,F +7187,3/26/1986,29,Terrace,Customer Service,Cashier,F +7188,3/28/1986,29,Kelowna,Processed Foods,Shelf Stocker,F +7189,3/30/1986,29,Vancouver,Meats,Meat Cutter,M +7190,3/29/1986,29,Squamish,Customer Service,Cashier,M +7191,3/30/1986,29,Abbotsford,Dairy,Dairy Person,M +7192,4/1/1986,29,New Westminster,Processed Foods,Shelf Stocker,F +7193,4/2/1986,29,Vancouver,Meats,Meat Cutter,M +7194,4/8/1986,29,New Westminister,Dairy,Dairy Person,F +7195,4/9/1986,29,Chilliwack,Customer Service,Cashier,M +7196,4/12/1986,29,Langley,Processed Foods,Shelf Stocker,M +7197,4/14/1986,29,West Vancouver,Processed Foods,Shelf Stocker,F +7198,4/20/1986,29,Prince George,Customer Service,Cashier,M +7199,4/27/1986,29,Richmond,Processed Foods,Shelf Stocker,M +7200,4/29/1986,29,Vancouver,Meats,Meat Cutter,M +7201,4/28/1986,29,Vancouver,Meats,Meat Cutter,F +7202,4/29/1986,29,Cranbrook,Processed Foods,Shelf Stocker,M +7203,5/3/1986,29,Surrey,Processed Foods,Shelf Stocker,F +7204,5/5/1986,29,Prince George,Customer Service,Cashier,F +7205,5/5/1986,29,Kamloops,Processed Foods,Shelf Stocker,F +7206,5/6/1986,29,Nanaimo,Customer Service,Cashier,M +7207,5/10/1986,29,New Westminster,Processed Foods,Shelf Stocker,F +7208,5/10/1986,29,Victoria,Dairy,Dairy Person,F +7209,5/13/1986,29,Cranbrook,Processed Foods,Shelf Stocker,M +7210,5/17/1986,29,Victoria,Dairy,Dairy Person,M +7211,5/21/1986,29,Victoria,Dairy,Dairy Person,F +7212,5/22/1986,29,Victoria,Dairy,Dairy Person,F +7213,5/22/1986,29,Chilliwack,Customer Service,Cashier,M +7214,5/27/1986,29,New Westminster,Processed Foods,Shelf Stocker,F +7215,5/27/1986,29,New Westminster,Processed Foods,Shelf Stocker,M +7216,5/28/1986,29,Richmond,Processed Foods,Shelf Stocker,M +7217,5/30/1986,29,Nanaimo,Customer Service,Cashier,M +7218,5/30/1986,29,New Westminister,Dairy,Dairy Person,M +7219,6/4/1986,29,Haney,Customer Service,Cashier,M +7220,6/6/1986,29,Nanaimo,Customer Service,Cashier,F +7221,6/10/1986,29,Burnaby,Dairy,Dairy Person,M +7222,6/17/1986,29,Vancouver,Meats,Meat Cutter,M +7223,6/22/1986,29,Nanaimo,Customer Service,Cashier,M +7224,7/5/1986,29,Vancouver,Meats,Meat Cutter,F +7225,7/7/1986,29,Kelowna,Processed Foods,Shelf Stocker,F +7226,7/10/1986,29,Nanaimo,Customer Service,Cashier,F +7227,7/12/1986,29,Burnaby,Dairy,Dairy Person,F +7228,7/14/1986,29,Kelowna,Processed Foods,Shelf Stocker,M +7229,7/16/1986,29,Burnaby,Dairy,Dairy Person,M +7230,7/25/1986,29,Trail,Processed Foods,Shelf Stocker,F +7231,7/27/1986,29,Quesnel,Customer Service,Cashier,M +7232,7/28/1986,29,Vancouver,Meats,Meat Cutter,M +7233,7/29/1986,29,Vancouver,Meats,Meat Cutter,M +7234,8/9/1986,29,Nanaimo,Customer Service,Cashier,F +7235,8/11/1986,29,Kelowna,Processed Foods,Shelf Stocker,M +7236,8/13/1986,29,Vancouver,Meats,Meat Cutter,F +7237,8/13/1986,29,Nanaimo,Customer Service,Cashier,F +7238,8/13/1986,29,Victoria,Dairy,Dairy Person,M +7239,8/14/1986,29,Cranbrook,Processed Foods,Shelf Stocker,M +7240,8/21/1986,29,Surrey,Processed Foods,Shelf Stocker,F +7241,8/22/1986,29,New Westminster,Processed Foods,Shelf Stocker,M +7242,8/24/1986,29,Victoria,Dairy,Dairy Person,F +7243,8/26/1986,29,Victoria,Dairy,Dairy Person,M +7244,8/25/1986,29,Vancouver,Meats,Meat Cutter,M +7245,8/27/1986,29,Richmond,Processed Foods,Shelf Stocker,M +7246,8/28/1986,29,Vancouver,Meats,Meat Cutter,M +7247,8/30/1986,29,Prince George,Customer Service,Cashier,M +7248,8/30/1986,29,Victoria,Dairy,Dairy Person,F +7249,9/1/1986,29,Grand Forks,Processed Foods,Shelf Stocker,F +7250,8/31/1986,29,Langley,Processed Foods,Shelf Stocker,M +7251,9/13/1986,29,Pitt Meadows,Dairy,Dairy Person,M +7252,9/13/1986,29,Vancouver,Meats,Meat Cutter,M +7253,9/16/1986,29,Port Coquitlam,Customer Service,Cashier,M +7254,9/18/1986,29,Vancouver,Meats,Meat Cutter,F +7255,9/19/1986,29,North Vancouver,Processed Foods,Shelf Stocker,F +7256,9/19/1986,29,Victoria,Dairy,Dairy Person,M +7257,9/23/1986,29,New Westminster,Processed Foods,Shelf Stocker,F +7258,9/26/1986,29,Terrace,Customer Service,Cashier,M +7259,9/25/1986,29,Kelowna,Processed Foods,Shelf Stocker,M +7260,9/29/1986,29,Haney,Customer Service,Cashier,M +7261,9/29/1986,29,Vancouver,Produce,Produce Clerk,M +7262,10/1/1986,29,Chilliwack,Customer Service,Cashier,M +7263,10/2/1986,29,Chilliwack,Customer Service,Cashier,M +7264,10/2/1986,29,Kelowna,Processed Foods,Shelf Stocker,F +7265,10/4/1986,29,Williams Lake,Customer Service,Cashier,M +7266,10/8/1986,29,Vancouver,Produce,Produce Clerk,F +7267,10/10/1986,29,New Westminster,Processed Foods,Shelf Stocker,F +7268,10/13/1986,29,Vernon,Customer Service,Cashier,M +7269,10/24/1986,29,Quesnel,Customer Service,Cashier,F +7270,10/23/1986,29,Quesnel,Customer Service,Cashier,F +7271,10/27/1986,29,Vancouver,Produce,Produce Clerk,M +7272,10/28/1986,29,Vancouver,Produce,Produce Clerk,F +7273,11/5/1986,29,Terrace,Customer Service,Cashier,F +7274,11/7/1986,29,Port Coquitlam,Customer Service,Cashier,F +7275,11/11/1986,29,Victoria,Dairy,Dairy Person,M +7276,11/19/1986,29,Victoria,Dairy,Dairy Person,M +7277,11/25/1986,29,Burnaby,Dairy,Dairy Person,M +7278,11/26/1986,29,Vancouver,Produce,Produce Clerk,F +7279,11/29/1986,29,Richmond,Processed Foods,Shelf Stocker,M +7280,11/28/1986,29,Burnaby,Dairy,Dairy Person,F +7281,12/13/1986,29,Burnaby,Dairy,Dairy Person,F +7282,12/15/1986,29,Prince George,Customer Service,Cashier,F +7283,12/20/1986,29,Kelowna,Processed Foods,Shelf Stocker,F +7284,12/19/1986,29,Vancouver,Produce,Produce Clerk,F +7285,12/21/1986,29,Vancouver,Produce,Produce Clerk,F +7286,12/21/1986,29,Trail,Processed Foods,Shelf Stocker,M +7287,12/22/1986,29,Prince George,Customer Service,Cashier,F +7288,12/21/1986,29,Grand Forks,Processed Foods,Shelf Stocker,M +7289,12/25/1986,29,Trail,Processed Foods,Shelf Stocker,M +7290,12/27/1986,29,Langley,Processed Foods,Shelf Stocker,F +7291,12/27/1986,29,Cranbrook,Processed Foods,Shelf Stocker,F +7292,12/31/1986,29,Surrey,Processed Foods,Shelf Stocker,F +7293,12/31/1986,29,Vancouver,Produce,Produce Clerk,F +7294,12/30/1986,29,Kelowna,Processed Foods,Shelf Stocker,M +7295,1/1/1987,28,Victoria,Processed Foods,Shelf Stocker,M +7296,1/3/1987,28,Vancouver,Produce,Produce Clerk,M +7297,1/10/1987,28,Burnaby,Dairy,Dairy Person,M +7298,1/12/1987,28,Kamloops,Processed Foods,Shelf Stocker,M +7299,1/13/1987,28,Victoria,Processed Foods,Shelf Stocker,M +7300,1/13/1987,28,Chilliwack,Customer Service,Cashier,F +7301,1/17/1987,28,Aldergrove,Processed Foods,Shelf Stocker,M +7302,1/16/1987,28,Terrace,Customer Service,Cashier,F +7303,1/19/1987,28,New Westminster,Processed Foods,Shelf Stocker,M +7304,1/20/1987,28,Fort St John,Dairy,Dairy Person,F +7305,1/25/1987,28,North Vancouver,Customer Service,Cashier,M +7306,1/27/1987,28,Vancouver,Produce,Produce Clerk,F +7307,1/26/1987,28,Langley,Processed Foods,Shelf Stocker,F +7308,1/27/1987,28,Vancouver,Produce,Produce Clerk,F +7309,2/3/1987,28,Vancouver,Produce,Produce Clerk,M +7310,2/5/1987,28,Burnaby,Dairy,Dairy Person,F +7311,2/7/1987,28,Burnaby,Dairy,Dairy Person,F +7312,2/9/1987,28,Terrace,Customer Service,Cashier,F +7313,2/14/1987,28,Nanaimo,Customer Service,Cashier,M +7314,2/14/1987,28,Vancouver,Produce,Produce Clerk,M +7315,2/19/1987,28,Trail,Customer Service,Cashier,M +7316,3/5/1987,28,Richmond,Processed Foods,Shelf Stocker,M +7317,3/7/1987,28,Burnaby,Dairy,Dairy Person,F +7318,3/7/1987,28,Kelowna,Processed Foods,Shelf Stocker,F +7319,3/9/1987,28,West Vancouver,Processed Foods,Shelf Stocker,M +7320,3/14/1987,28,Quesnel,Customer Service,Cashier,M +7321,3/17/1987,28,Vancouver,Produce,Produce Clerk,F +7322,3/19/1987,28,Vancouver,Produce,Produce Clerk,F +7323,3/19/1987,28,New Westminster,Processed Foods,Shelf Stocker,F +7324,3/21/1987,28,Cranbrook,Processed Foods,Shelf Stocker,F +7325,3/23/1987,28,New Westminister,Dairy,Dairy Person,M +7326,3/27/1987,28,Kamloops,Processed Foods,Shelf Stocker,M +7327,3/31/1987,28,Nanaimo,Customer Service,Cashier,M +7328,4/5/1987,28,North Vancouver,Customer Service,Cashier,M +7329,4/5/1987,28,Vancouver,Produce,Produce Clerk,F +7330,4/6/1987,28,Vancouver,Produce,Produce Clerk,M +7331,4/7/1987,28,Burnaby,Dairy,Dairy Person,M +7332,4/14/1987,28,Nanaimo,Customer Service,Cashier,F +7333,4/13/1987,28,Kamloops,Processed Foods,Shelf Stocker,M +7334,4/14/1987,28,Chilliwack,Customer Service,Cashier,M +7335,4/16/1987,28,Trail,Customer Service,Cashier,M +7336,4/16/1987,28,Chilliwack,Customer Service,Cashier,M +7337,4/16/1987,28,Richmond,Processed Foods,Shelf Stocker,M +7338,4/18/1987,28,Burnaby,Dairy,Dairy Person,M +7339,4/19/1987,28,Victoria,Processed Foods,Shelf Stocker,F +7340,4/20/1987,28,Richmond,Processed Foods,Shelf Stocker,M +7341,4/23/1987,28,Vancouver,Produce,Produce Clerk,F +7342,4/23/1987,28,Kelowna,Processed Foods,Shelf Stocker,M +7343,4/26/1987,28,Nanaimo,Customer Service,Cashier,M +7344,4/25/1987,28,Nanaimo,Customer Service,Cashier,M +7345,4/29/1987,28,Cranbrook,Processed Foods,Shelf Stocker,F +7346,4/30/1987,28,Kelowna,Processed Foods,Shelf Stocker,M +7347,5/11/1987,28,Prince George,Customer Service,Cashier,M +7348,5/15/1987,28,Victoria,Processed Foods,Shelf Stocker,F +7349,5/19/1987,28,Fort St John,Dairy,Dairy Person,F +7350,5/25/1987,28,Langley,Customer Service,Cashier,F +7351,5/28/1987,28,Langley,Customer Service,Cashier,F +7352,5/27/1987,28,Victoria,Processed Foods,Shelf Stocker,F +7353,5/29/1987,28,Fort St John,Processed Foods,Shelf Stocker,M +7354,5/31/1987,28,West Vancouver,Processed Foods,Shelf Stocker,M +7355,6/1/1987,28,Cranbrook,Processed Foods,Shelf Stocker,F +7356,6/2/1987,28,Kelowna,Processed Foods,Shelf Stocker,M +7357,6/4/1987,28,Cranbrook,Processed Foods,Shelf Stocker,F +7358,6/4/1987,28,Victoria,Processed Foods,Shelf Stocker,F +7359,6/6/1987,28,New Westminster,Processed Foods,Shelf Stocker,M +7360,6/9/1987,28,Nanaimo,Customer Service,Cashier,F +7361,6/24/1987,28,Terrace,Customer Service,Cashier,F +7362,7/3/1987,28,Chilliwack,Customer Service,Cashier,F +7363,7/7/1987,28,Vancouver,Produce,Produce Clerk,M +7364,7/19/1987,28,Surrey,Customer Service,Cashier,F +7365,7/19/1987,28,New Westminster,Processed Foods,Shelf Stocker,M +7366,7/21/1987,28,Victoria,Processed Foods,Shelf Stocker,F +7367,7/21/1987,28,Chilliwack,Customer Service,Cashier,M +7368,7/29/1987,28,Fort St John,Processed Foods,Shelf Stocker,F +7369,7/28/1987,28,Surrey,Customer Service,Cashier,M +7370,7/31/1987,28,New Westminister,Processed Foods,Shelf Stocker,M +7371,8/2/1987,28,Kamloops,Processed Foods,Shelf Stocker,F +7372,8/6/1987,28,Victoria,Processed Foods,Shelf Stocker,F +7373,8/7/1987,28,Nanaimo,Customer Service,Cashier,F +7374,8/9/1987,28,Vancouver,Produce,Produce Clerk,F +7375,8/13/1987,28,Vancouver,Produce,Produce Clerk,M +7376,8/23/1987,28,Prince George,Customer Service,Cashier,M +7377,8/25/1987,28,Vancouver,Produce,Produce Clerk,F +7378,9/11/1987,28,Prince George,Customer Service,Cashier,F +7379,9/13/1987,28,Trail,Customer Service,Cashier,F +7380,9/18/1987,28,Surrey,Customer Service,Cashier,F +7381,9/22/1987,28,Terrace,Customer Service,Cashier,F +7382,9/26/1987,28,Vancouver,Produce,Produce Clerk,M +7383,9/27/1987,28,Richmond,Processed Foods,Shelf Stocker,M +7384,10/3/1987,28,Kamloops,Processed Foods,Shelf Stocker,M +7385,10/3/1987,28,Burnaby,Dairy,Dairy Person,F +7386,10/7/1987,28,Aldergrove,Customer Service,Cashier,M +7387,10/10/1987,28,Vancouver,Produce,Produce Clerk,M +7389,10/12/1987,28,Quesnel,Customer Service,Cashier,F +7390,10/19/1987,28,Cranbrook,Processed Foods,Shelf Stocker,F +7391,10/21/1987,28,Prince George,Customer Service,Cashier,F +7392,10/22/1987,28,Vernon,Customer Service,Cashier,F +7393,10/22/1987,28,Kamloops,Processed Foods,Shelf Stocker,M +7394,10/23/1987,28,Victoria,Processed Foods,Shelf Stocker,M +7395,10/26/1987,28,Trail,Customer Service,Cashier,M +7396,10/25/1987,28,Terrace,Customer Service,Cashier,F +7397,10/29/1987,28,Richmond,Processed Foods,Shelf Stocker,M +7398,10/30/1987,28,Bella Bella,Customer Service,Cashier,M +7399,10/31/1987,28,New Westminster,Processed Foods,Shelf Stocker,F +7400,11/5/1987,28,Cranbrook,Processed Foods,Shelf Stocker,M +7401,11/10/1987,28,Aldergrove,Customer Service,Cashier,F +7402,11/11/1987,28,Fort St John,Processed Foods,Shelf Stocker,M +7403,11/15/1987,28,Williams Lake,Customer Service,Cashier,F +7404,11/19/1987,28,Aldergrove,Customer Service,Cashier,M +7405,11/25/1987,28,West Vancouver,Processed Foods,Shelf Stocker,M +7406,11/25/1987,28,Fort Nelson,Customer Service,Cashier,M +7407,11/27/1987,28,Trail,Customer Service,Cashier,M +7408,11/30/1987,28,Aldergrove,Customer Service,Cashier,F +7409,12/15/1987,28,Vancouver,Produce,Produce Clerk,M +7410,12/20/1987,28,Chilliwack,Customer Service,Cashier,M +7411,12/27/1987,28,West Vancouver,Processed Foods,Shelf Stocker,M +7412,12/31/1987,28,Surrey,Customer Service,Cashier,F +7413,1/5/1988,27,Prince George,Customer Service,Cashier,M +7414,1/6/1988,27,Vancouver,Produce,Produce Clerk,F +7415,1/7/1988,27,Victoria,Processed Foods,Shelf Stocker,F +7417,1/13/1988,27,Aldergrove,Customer Service,Cashier,M +7418,1/18/1988,27,Prince George,Customer Service,Cashier,F +7419,1/20/1988,27,Fort St John,Processed Foods,Shelf Stocker,M +7420,1/21/1988,27,Vancouver,Produce,Produce Clerk,F +7421,1/25/1988,27,Vancouver,Produce,Produce Clerk,M +7422,1/27/1988,27,Burnaby,Dairy,Dairy Person,M +7423,1/27/1988,27,Cranbrook,Processed Foods,Shelf Stocker,F +7424,1/26/1988,27,Squamish,Customer Service,Cashier,F +7425,1/31/1988,27,Bella Bella,Customer Service,Cashier,F +7426,2/6/1988,27,Victoria,Processed Foods,Shelf Stocker,M +7427,2/6/1988,27,Vancouver,Produce,Produce Clerk,F +7428,2/13/1988,27,Victoria,Processed Foods,Shelf Stocker,M +7429,2/12/1988,27,Burnaby,Dairy,Dairy Person,M +7430,2/14/1988,27,Surrey,Customer Service,Cashier,M +7431,2/17/1988,27,Fort St John,Processed Foods,Shelf Stocker,M +7432,2/21/1988,27,Burnaby,Dairy,Dairy Person,M +7433,2/22/1988,27,Nanaimo,Customer Service,Cashier,M +7434,2/25/1988,27,Langley,Customer Service,Cashier,M +7435,3/1/1988,27,Chilliwack,Customer Service,Cashier,M +7436,3/1/1988,27,Burnaby,Dairy,Dairy Person,M +7437,3/11/1988,27,Burnaby,Dairy,Dairy Person,M +7438,3/13/1988,27,Kamloops,Processed Foods,Shelf Stocker,M +7439,3/16/1988,27,Vernon,Customer Service,Cashier,M +7440,3/16/1988,27,Squamish,Customer Service,Cashier,M +7441,3/18/1988,27,Haney,Meats,Meat Cutter,F +7442,3/21/1988,27,Kelowna,Processed Foods,Shelf Stocker,F +7443,3/23/1988,27,Terrace,Customer Service,Cashier,F +7444,3/22/1988,27,Vancouver,Produce,Produce Clerk,M +7445,3/25/1988,27,Vancouver,Produce,Produce Clerk,M +7446,3/26/1988,27,Vancouver,Produce,Produce Clerk,F +7447,3/26/1988,27,New Westminster,Processed Foods,Shelf Stocker,M +7448,3/28/1988,27,Prince George,Customer Service,Cashier,F +7449,3/30/1988,27,Vancouver,Produce,Produce Clerk,M +7450,4/10/1988,27,Terrace,Customer Service,Cashier,F +7451,4/13/1988,27,Prince George,Customer Service,Cashier,F +7452,4/15/1988,27,Bella Bella,Customer Service,Cashier,M +7453,4/16/1988,27,Quesnel,Customer Service,Cashier,M +7454,4/19/1988,27,New Westminster,Processed Foods,Shelf Stocker,M +7455,4/18/1988,27,Richmond,Customer Service,Cashier,M +7456,4/18/1988,27,Nanaimo,Customer Service,Cashier,M +7457,4/21/1988,27,Fort St John,Processed Foods,Shelf Stocker,F +7458,4/26/1988,27,Terrace,Customer Service,Cashier,F +7459,4/30/1988,27,Aldergrove,Customer Service,Cashier,M +7460,4/30/1988,27,Nelson,Processed Foods,Shelf Stocker,M +7461,5/7/1988,27,Victoria,Processed Foods,Shelf Stocker,F +7462,5/9/1988,27,White Rock,Customer Service,Cashier,M +7463,5/9/1988,27,Kamloops,Processed Foods,Shelf Stocker,M +7464,5/11/1988,27,Prince George,Customer Service,Cashier,M +7465,5/10/1988,27,Vancouver,Bakery,Baker,M +7466,5/15/1988,27,Chilliwack,Customer Service,Cashier,F +7467,5/16/1988,27,Nanaimo,Customer Service,Cashier,M +7468,5/19/1988,27,Abbotsford,Dairy,Dairy Person,F +7469,5/21/1988,27,Squamish,Customer Service,Cashier,M +7470,6/1/1988,27,Victoria,Processed Foods,Shelf Stocker,M +7471,5/31/1988,27,Victoria,Processed Foods,Shelf Stocker,M +7472,6/2/1988,27,Victoria,Processed Foods,Shelf Stocker,F +7473,6/6/1988,27,Vernon,Customer Service,Cashier,F +7474,6/11/1988,27,New Westminster,Processed Foods,Shelf Stocker,F +7475,6/11/1988,27,Surrey,Customer Service,Cashier,F +7476,6/11/1988,27,Vancouver,Bakery,Baker,F +7477,6/12/1988,27,Kelowna,Processed Foods,Shelf Stocker,M +7478,6/14/1988,27,Cranbrook,Processed Foods,Shelf Stocker,M +7479,6/15/1988,27,Prince George,Customer Service,Cashier,F +7480,6/18/1988,27,Cranbrook,Processed Foods,Shelf Stocker,F +7481,6/17/1988,27,Williams Lake,Customer Service,Cashier,M +7482,6/28/1988,27,Kamloops,Processed Foods,Shelf Stocker,M +7483,7/5/1988,27,Surrey,Customer Service,Cashier,M +7484,7/7/1988,27,Victoria,Processed Foods,Shelf Stocker,F +7485,7/9/1988,27,Victoria,Processed Foods,Shelf Stocker,F +7486,7/13/1988,27,Prince George,Customer Service,Cashier,M +7487,7/12/1988,27,Terrace,Customer Service,Cashier,F +7488,7/15/1988,27,Vancouver,Bakery,Baker,M +7489,7/15/1988,27,Cranbrook,Processed Foods,Shelf Stocker,M +7490,7/17/1988,27,Burnaby,Dairy,Dairy Person,F +7491,7/20/1988,27,Nanaimo,Customer Service,Cashier,F +7492,7/20/1988,27,Quesnel,Customer Service,Cashier,F +7493,7/21/1988,27,Port Coquitlam,Customer Service,Cashier,M +7494,7/21/1988,27,New Westminster,Processed Foods,Shelf Stocker,M +7495,7/23/1988,27,Nanaimo,Customer Service,Cashier,M +7496,7/26/1988,27,Port Coquitlam,Customer Service,Cashier,F +7497,7/26/1988,27,Vancouver,Bakery,Baker,F +7498,7/26/1988,27,Trail,Customer Service,Cashier,M +7499,7/26/1988,27,Vancouver,Bakery,Baker,F +7500,7/28/1988,27,Burnaby,Dairy,Dairy Person,F +7501,7/29/1988,27,Aldergrove,Customer Service,Cashier,M +7502,8/4/1988,27,Cranbrook,Processed Foods,Shelf Stocker,M +7503,8/5/1988,27,Kelowna,Customer Service,Cashier,M +7504,8/10/1988,27,North Vancouver,Customer Service,Cashier,M +7505,8/11/1988,27,Nanaimo,Customer Service,Cashier,M +7506,8/12/1988,27,New Westminster,Processed Foods,Shelf Stocker,F +7507,8/18/1988,27,Prince George,Customer Service,Cashier,F +7508,8/20/1988,27,Vancouver,Bakery,Baker,F +7509,8/21/1988,27,Victoria,Processed Foods,Shelf Stocker,F +7510,8/22/1988,27,New Westminster,Processed Foods,Shelf Stocker,M +7511,8/29/1988,27,Nanaimo,Customer Service,Cashier,F +7512,8/28/1988,27,Victoria,Processed Foods,Shelf Stocker,F +7513,8/30/1988,27,Kelowna,Customer Service,Cashier,F +7514,8/30/1988,27,Vancouver,Bakery,Baker,F +7515,9/1/1988,27,Cranbrook,Processed Foods,Shelf Stocker,M +7516,9/3/1988,27,Quesnel,Customer Service,Cashier,M +7517,9/8/1988,27,Vancouver,Bakery,Baker,M +7518,9/7/1988,27,Vancouver,Bakery,Baker,F +7519,9/7/1988,27,Vancouver,Bakery,Baker,M +7520,9/9/1988,27,Vancouver,Bakery,Baker,F +7521,9/13/1988,27,Cranbrook,Processed Foods,Shelf Stocker,M +7522,9/14/1988,27,Vancouver,Bakery,Baker,F +7523,9/16/1988,27,Vancouver,Bakery,Baker,M +7524,9/17/1988,27,Vancouver,Bakery,Baker,F +7525,9/22/1988,27,Vancouver,Bakery,Baker,M +7526,9/23/1988,27,Vancouver,Bakery,Baker,F +7527,9/26/1988,27,Cranbrook,Processed Foods,Shelf Stocker,F +7528,9/28/1988,27,Nanaimo,Customer Service,Cashier,M +7529,10/5/1988,27,Chilliwack,Customer Service,Cashier,F +7530,10/6/1988,27,Nanaimo,Customer Service,Cashier,F +7531,10/9/1988,27,Victoria,Processed Foods,Shelf Stocker,M +7532,10/10/1988,27,Fort Nelson,Customer Service,Cashier,M +7533,10/12/1988,27,Vancouver,Bakery,Baker,M +7534,10/14/1988,27,Kamloops,Customer Service,Cashier,F +7535,10/28/1988,27,Quesnel,Customer Service,Cashier,M +7536,10/29/1988,27,Victoria,Processed Foods,Shelf Stocker,F +7537,11/1/1988,27,Vancouver,Bakery,Baker,F +7538,11/2/1988,27,New Westminster,Processed Foods,Shelf Stocker,M +7539,11/4/1988,27,Nanaimo,Customer Service,Cashier,F +7540,11/7/1988,27,Kelowna,Customer Service,Cashier,M +7541,11/9/1988,27,Vancouver,Bakery,Baker,F +7542,11/9/1988,27,Prince George,Customer Service,Cashier,F +7543,11/10/1988,27,Victoria,Processed Foods,Shelf Stocker,M +7544,11/13/1988,27,New Westminster,Processed Foods,Shelf Stocker,M +7545,11/14/1988,27,Surrey,Customer Service,Cashier,M +7546,11/14/1988,27,Burnaby,Dairy,Dairy Person,M +7547,11/16/1988,27,Victoria,Processed Foods,Shelf Stocker,F +7548,11/19/1988,27,Surrey,Customer Service,Cashier,M +7549,11/22/1988,27,Terrace,Customer Service,Cashier,M +7550,11/22/1988,27,Surrey,Customer Service,Cashier,M +7551,11/21/1988,27,Kamloops,Customer Service,Cashier,M +7552,11/28/1988,27,Burnaby,Dairy,Dairy Person,F +7553,11/30/1988,27,Quesnel,Customer Service,Cashier,F +7554,12/2/1988,27,Squamish,Customer Service,Cashier,M +7555,12/16/1988,27,Kelowna,Customer Service,Cashier,M +7556,12/17/1988,27,Kamloops,Customer Service,Cashier,M +7557,12/17/1988,27,Richmond,Customer Service,Cashier,M +7558,12/20/1988,27,Kamloops,Customer Service,Cashier,F +7559,12/22/1988,27,Surrey,Customer Service,Cashier,M +7560,12/26/1988,27,Williams Lake,Customer Service,Cashier,M +7561,12/29/1988,27,Vancouver,Bakery,Baker,F +7562,1/1/1989,26,New Westminster,Processed Foods,Shelf Stocker,M +7563,1/1/1989,26,Trail,Customer Service,Cashier,F +7564,1/3/1989,26,Vancouver,Bakery,Baker,M +7565,1/4/1989,26,Langley,Customer Service,Cashier,F +7566,1/14/1989,26,Dawson Creek,Customer Service,Cashier,F +7567,1/16/1989,26,Quesnel,Customer Service,Cashier,F +7568,1/19/1989,26,Vancouver,Bakery,Baker,M +7569,1/26/1989,26,Victoria,Processed Foods,Shelf Stocker,F +7570,1/28/1989,26,Trail,Customer Service,Cashier,M +7571,1/31/1989,26,New Westminster,Processed Foods,Shelf Stocker,M +7572,2/2/1989,26,West Vancouver,Processed Foods,Shelf Stocker,F +7573,2/5/1989,26,Prince George,Customer Service,Cashier,F +7574,2/6/1989,26,Terrace,Customer Service,Cashier,F +7575,2/6/1989,26,Richmond,Customer Service,Cashier,M +7576,2/10/1989,26,Kelowna,Customer Service,Cashier,M +7577,2/12/1989,26,Vernon,Customer Service,Cashier,M +7578,2/27/1989,26,New Westminster,Processed Foods,Shelf Stocker,M +7579,3/1/1989,26,Prince George,Customer Service,Cashier,M +7580,3/4/1989,26,Kamloops,Customer Service,Cashier,F +7581,3/6/1989,26,Terrace,Customer Service,Cashier,M +7582,3/9/1989,26,Victoria,Processed Foods,Shelf Stocker,M +7583,3/12/1989,26,Victoria,Processed Foods,Shelf Stocker,F +7584,3/14/1989,26,Nanaimo,Customer Service,Cashier,M +7585,3/15/1989,26,Vancouver,Bakery,Baker,M +7586,3/17/1989,26,Prince George,Customer Service,Cashier,M +7587,3/19/1989,26,Trail,Customer Service,Cashier,M +7588,3/19/1989,26,Victoria,Processed Foods,Shelf Stocker,M +7589,3/19/1989,26,Kelowna,Customer Service,Cashier,M +7590,3/19/1989,26,Vancouver,Bakery,Baker,M +7591,3/27/1989,26,New Westminster,Processed Foods,Shelf Stocker,M +7592,3/29/1989,26,Aldergrove,Customer Service,Cashier,M +7593,4/3/1989,26,Richmond,Customer Service,Cashier,F +7594,4/2/1989,26,North Vancouver,Customer Service,Cashier,F +7595,4/2/1989,26,Victoria,Processed Foods,Shelf Stocker,F +7596,4/2/1989,26,Vancouver,Bakery,Baker,M +7597,4/11/1989,26,Victoria,Customer Service,Cashier,F +7598,4/14/1989,26,Richmond,Customer Service,Cashier,M +7599,4/16/1989,26,Bella Bella,Customer Service,Cashier,F +7600,4/17/1989,26,Kelowna,Customer Service,Cashier,M +7601,4/25/1989,26,Kamloops,Customer Service,Cashier,F +7602,4/25/1989,26,Vancouver,Bakery,Baker,F +7603,4/29/1989,26,Richmond,Customer Service,Cashier,F +7604,5/3/1989,26,Vancouver,Bakery,Baker,F +7605,5/6/1989,26,Kamloops,Customer Service,Cashier,M +7606,5/8/1989,26,Nelson,Processed Foods,Shelf Stocker,F +7607,5/9/1989,26,New Westminster,Processed Foods,Shelf Stocker,F +7608,5/12/1989,26,Surrey,Customer Service,Cashier,M +7609,5/13/1989,26,Victoria,Customer Service,Cashier,F +7610,5/15/1989,26,Abbotsford,Dairy,Dairy Person,F +7611,5/20/1989,26,Prince George,Customer Service,Cashier,F +7612,5/21/1989,26,North Vancouver,Customer Service,Cashier,M +7613,5/22/1989,26,Nanaimo,Customer Service,Cashier,F +7614,5/29/1989,26,New Westminster,Processed Foods,Shelf Stocker,M +7615,6/1/1989,26,Kamloops,Customer Service,Cashier,F +7616,6/3/1989,26,Vancouver,Bakery,Baker,M +7617,6/2/1989,26,Victoria,Customer Service,Cashier,F +7618,6/4/1989,26,Richmond,Customer Service,Cashier,F +7619,6/8/1989,26,West Vancouver,Processed Foods,Shelf Stocker,F +7620,6/14/1989,26,Vancouver,Bakery,Baker,M +7621,6/14/1989,26,Terrace,Customer Service,Cashier,M +7622,6/14/1989,26,New Westminster,Processed Foods,Shelf Stocker,F +7623,6/27/1989,26,New Westminster,Processed Foods,Shelf Stocker,M +7624,6/27/1989,26,Prince George,Customer Service,Cashier,F +7625,6/28/1989,26,Vancouver,Bakery,Baker,F +7626,7/1/1989,26,Fort St John,Processed Foods,Shelf Stocker,M +7627,7/10/1989,26,Victoria,Customer Service,Cashier,F +7628,7/11/1989,26,Nanaimo,Customer Service,Cashier,F +7629,7/13/1989,26,Vancouver,Bakery,Baker,F +7630,7/15/1989,26,Richmond,Customer Service,Cashier,M +7631,7/16/1989,26,Burnaby,Dairy,Dairy Person,M +7632,7/20/1989,26,New Westminister,Processed Foods,Shelf Stocker,F +7633,7/23/1989,26,New Westminster,Processed Foods,Shelf Stocker,F +7634,7/26/1989,26,North Vancouver,Customer Service,Cashier,F +7635,7/25/1989,26,Burnaby,Dairy,Dairy Person,F +7636,7/27/1989,26,Burnaby,Dairy,Dairy Person,F +7637,7/31/1989,26,Nanaimo,Customer Service,Cashier,M +7638,8/2/1989,26,Nanaimo,Customer Service,Cashier,F +7639,8/3/1989,26,Surrey,Customer Service,Cashier,M +7640,8/7/1989,26,Terrace,Customer Service,Cashier,M +7641,8/9/1989,26,Burnaby,Dairy,Dairy Person,F +7642,8/11/1989,26,Vancouver,Bakery,Baker,M +7643,8/17/1989,26,West Vancouver,Processed Foods,Shelf Stocker,F +7644,8/18/1989,26,Vancouver,Bakery,Baker,M +7645,8/22/1989,26,Chilliwack,Customer Service,Cashier,M +7646,8/24/1989,26,Port Coquitlam,Customer Service,Cashier,M +7647,8/25/1989,26,Nanaimo,Customer Service,Cashier,F +7648,8/25/1989,26,Grand Forks,Customer Service,Cashier,M +7649,8/27/1989,26,Dawson Creek,Customer Service,Cashier,F +7650,8/26/1989,26,Nanaimo,Customer Service,Cashier,F +7651,8/29/1989,26,Vancouver,Bakery,Baker,M +7652,9/6/1989,26,Nanaimo,Customer Service,Cashier,F +7653,9/10/1989,26,Nanaimo,Customer Service,Cashier,F +7654,9/14/1989,26,Burnaby,Dairy,Dairy Person,F +7655,9/16/1989,26,Vernon,Customer Service,Cashier,M +7656,9/18/1989,26,New Westminster,Processed Foods,Shelf Stocker,F +7657,9/22/1989,26,Victoria,Customer Service,Cashier,M +7658,9/21/1989,26,Abbotsford,Dairy,Dairy Person,F +7660,9/28/1989,26,Vancouver,Bakery,Baker,F +7661,9/30/1989,26,Nelson,Processed Foods,Shelf Stocker,M +7662,10/2/1989,26,Vancouver,Dairy,Dairy Person,M +7663,10/5/1989,26,New Westminster,Processed Foods,Shelf Stocker,M +7664,10/9/1989,26,North Vancouver,Customer Service,Cashier,F +7665,10/8/1989,26,Prince George,Customer Service,Cashier,M +7666,10/9/1989,26,Langley,Customer Service,Cashier,F +7667,10/15/1989,26,Vancouver,Dairy,Dairy Person,M +7668,10/17/1989,26,Victoria,Customer Service,Cashier,F +7669,10/19/1989,26,Vancouver,Dairy,Dairy Person,M +7670,10/19/1989,26,Vancouver,Dairy,Dairy Person,M +7671,10/20/1989,26,New Westminster,Processed Foods,Shelf Stocker,M +7672,10/22/1989,26,Chilliwack,Customer Service,Cashier,M +7673,10/23/1989,26,Trail,Customer Service,Cashier,F +7674,10/24/1989,26,Vancouver,Dairy,Dairy Person,M +7675,10/26/1989,26,Kamloops,Customer Service,Cashier,F +7676,10/31/1989,26,Victoria,Customer Service,Cashier,F +7677,11/3/1989,26,West Vancouver,Customer Service,Cashier,M +7678,11/3/1989,26,Vancouver,Dairy,Dairy Person,M +7679,11/2/1989,26,Squamish,Customer Service,Cashier,F +7680,11/10/1989,26,Victoria,Customer Service,Cashier,M +7681,11/17/1989,26,Victoria,Customer Service,Cashier,M +7682,11/18/1989,26,West Vancouver,Customer Service,Cashier,F +7683,11/28/1989,26,Surrey,Customer Service,Cashier,M +7684,11/27/1989,26,Vancouver,Dairy,Dairy Person,M +7685,11/28/1989,26,Victoria,Customer Service,Cashier,F +7686,11/29/1989,26,Kamloops,Customer Service,Cashier,M +7687,11/30/1989,26,Squamish,Customer Service,Cashier,M +7688,12/2/1989,26,New Westminister,Processed Foods,Shelf Stocker,F +7689,12/5/1989,26,West Vancouver,Customer Service,Cashier,M +7690,12/4/1989,26,Kelowna,Customer Service,Cashier,M +7691,12/11/1989,26,North Vancouver,Customer Service,Cashier,F +7692,12/12/1989,26,Vancouver,Dairy,Dairy Person,M +7693,12/13/1989,26,Nelson,Processed Foods,Shelf Stocker,F +7694,12/16/1989,26,Nanaimo,Customer Service,Cashier,M +7695,12/18/1989,26,Chilliwack,Customer Service,Cashier,M +7696,12/20/1989,26,Kamloops,Customer Service,Cashier,M +7697,12/28/1989,26,Kelowna,Customer Service,Cashier,F +7698,12/28/1989,26,Burnaby,Dairy,Dairy Person,F +7699,1/4/1990,25,Nanaimo,Customer Service,Cashier,F +7700,1/6/1990,25,New Westminster,Processed Foods,Shelf Stocker,F +7701,1/5/1990,25,Kamloops,Customer Service,Cashier,F +7702,1/10/1990,25,Trail,Customer Service,Cashier,M +7703,1/12/1990,25,Squamish,Customer Service,Cashier,M +7704,1/14/1990,25,West Vancouver,Customer Service,Cashier,F +7705,1/14/1990,25,Vancouver,Dairy,Dairy Person,F +7706,1/14/1990,25,Vancouver,Dairy,Dairy Person,M +7707,1/18/1990,25,Vancouver,Dairy,Dairy Person,F +7708,1/17/1990,25,Nanaimo,Customer Service,Cashier,F +7709,1/21/1990,25,Kelowna,Customer Service,Cashier,M +7710,1/23/1990,25,Nanaimo,Customer Service,Cashier,F +7711,1/23/1990,25,Abbotsford,Dairy,Dairy Person,F +7712,1/25/1990,25,Vancouver,Dairy,Dairy Person,M +7713,1/26/1990,25,New Westminster,Processed Foods,Shelf Stocker,M +7714,1/26/1990,25,Vancouver,Dairy,Dairy Person,F +7715,1/28/1990,25,Vancouver,Dairy,Dairy Person,F +7716,1/29/1990,25,Vancouver,Dairy,Dairy Person,F +7717,2/3/1990,25,Kamloops,Customer Service,Cashier,F +7718,2/3/1990,25,Richmond,Customer Service,Cashier,F +7719,2/7/1990,25,White Rock,Customer Service,Cashier,M +7720,2/15/1990,25,Kelowna,Customer Service,Cashier,M +7721,2/14/1990,25,Trail,Customer Service,Cashier,M +7722,2/16/1990,25,Chilliwack,Customer Service,Cashier,F +7723,2/19/1990,25,Vancouver,Dairy,Dairy Person,F +7724,2/21/1990,25,New Westminster,Processed Foods,Shelf Stocker,M +7725,3/4/1990,25,Terrace,Customer Service,Cashier,M +7726,3/3/1990,25,Victoria,Customer Service,Cashier,M +7727,3/7/1990,25,Burnaby,Dairy,Dairy Person,M +7728,3/12/1990,25,Burnaby,Dairy,Dairy Person,M +7729,3/12/1990,25,Victoria,Customer Service,Cashier,F +7730,3/13/1990,25,Prince George,Customer Service,Cashier,F +7731,3/18/1990,25,Victoria,Customer Service,Cashier,M +7732,3/19/1990,25,Prince George,Customer Service,Cashier,F +7733,3/18/1990,25,Kamloops,Customer Service,Cashier,F +7734,3/22/1990,25,Vancouver,Dairy,Dairy Person,M +7735,3/30/1990,25,Vancouver,Dairy,Dairy Person,F +7736,4/1/1990,25,Cranbrook,Processed Foods,Shelf Stocker,F +7737,4/4/1990,25,Victoria,Customer Service,Cashier,M +7738,4/5/1990,25,Vancouver,Dairy,Dairy Person,F +7739,4/6/1990,25,Cranbrook,Processed Foods,Shelf Stocker,M +7740,4/6/1990,25,Victoria,Customer Service,Cashier,M +7742,4/10/1990,25,Quesnel,Customer Service,Cashier,M +7743,4/13/1990,25,New Westminster,Processed Foods,Shelf Stocker,M +7744,4/14/1990,25,Vancouver,Dairy,Dairy Person,M +7745,4/15/1990,25,Vancouver,Dairy,Dairy Person,M +7746,4/14/1990,25,Burnaby,Dairy,Dairy Person,M +7747,4/14/1990,25,Vancouver,Dairy,Dairy Person,F +7748,4/16/1990,25,Port Coquitlam,Customer Service,Cashier,F +7749,4/18/1990,25,Squamish,Customer Service,Cashier,F +7750,4/28/1990,25,Squamish,Customer Service,Cashier,F +7751,4/29/1990,25,Vancouver,Dairy,Dairy Person,F +7752,4/29/1990,25,Princeton,Customer Service,Cashier,F +7753,5/1/1990,25,Aldergrove,Customer Service,Cashier,M +7754,5/2/1990,25,Kamloops,Customer Service,Cashier,F +7755,5/5/1990,25,Vancouver,Dairy,Dairy Person,M +7756,5/12/1990,25,Nanaimo,Customer Service,Cashier,F +7757,5/14/1990,25,Squamish,Customer Service,Cashier,F +7758,5/16/1990,25,Haney,Bakery,Baker,F +7759,5/19/1990,25,Prince George,Customer Service,Cashier,F +7760,5/18/1990,25,Vancouver,Dairy,Dairy Person,M +7761,5/20/1990,25,Vancouver,Dairy,Dairy Person,F +7762,5/22/1990,25,Vernon,Customer Service,Cashier,M +7763,5/23/1990,25,Trail,Customer Service,Cashier,M +7764,6/11/1990,25,Vancouver,Dairy,Dairy Person,F +7765,6/19/1990,25,Vancouver,Dairy,Dairy Person,F +7766,6/22/1990,25,Kamloops,Customer Service,Cashier,M +7767,6/28/1990,25,Nanaimo,Customer Service,Cashier,F +7768,6/30/1990,25,Vancouver,Dairy,Dairy Person,F +7769,7/3/1990,25,Nanaimo,Customer Service,Cashier,M +7770,7/4/1990,25,Kelowna,Customer Service,Cashier,M +7771,7/6/1990,25,Victoria,Customer Service,Cashier,F +7772,7/11/1990,25,Vancouver,Dairy,Dairy Person,M +7773,7/10/1990,25,Terrace,Customer Service,Cashier,M +7774,7/12/1990,25,Kamloops,Customer Service,Cashier,M +7775,7/13/1990,25,Williams Lake,Customer Service,Cashier,F +7776,7/17/1990,25,Kamloops,Customer Service,Cashier,M +7777,7/20/1990,25,Victoria,Customer Service,Cashier,F +7778,7/21/1990,25,Dawson Creek,Customer Service,Cashier,M +7779,7/23/1990,25,Fort St John,Processed Foods,Shelf Stocker,M +7780,7/26/1990,25,Vancouver,Dairy,Dairy Person,M +7781,8/6/1990,25,Squamish,Customer Service,Cashier,M +7782,8/16/1990,25,Surrey,Customer Service,Cashier,F +7783,8/18/1990,25,Nanaimo,Customer Service,Cashier,F +7784,8/20/1990,25,Terrace,Customer Service,Cashier,F +7785,8/23/1990,25,Langley,Customer Service,Cashier,M +7786,8/23/1990,25,Vancouver,Dairy,Dairy Person,F +7787,8/31/1990,25,Vernon,Customer Service,Cashier,M +7788,9/4/1990,25,Squamish,Customer Service,Cashier,F +7789,9/3/1990,25,Vancouver,Dairy,Dairy Person,M +7790,9/3/1990,25,Kelowna,Customer Service,Cashier,F +7791,9/11/1990,25,Kamloops,Customer Service,Cashier,F +7792,9/10/1990,25,Vancouver,Dairy,Dairy Person,F +7793,9/10/1990,25,Vancouver,Dairy,Dairy Person,F +7794,9/13/1990,25,Squamish,Customer Service,Cashier,M +7795,9/13/1990,25,Trail,Customer Service,Cashier,F +7796,9/21/1990,25,Surrey,Customer Service,Cashier,F +7797,10/5/1990,25,New Westminister,Processed Foods,Shelf Stocker,F +7798,10/6/1990,25,Chilliwack,Customer Service,Cashier,M +7799,10/8/1990,25,Kamloops,Customer Service,Cashier,M +7800,10/13/1990,25,Prince George,Customer Service,Cashier,F +7802,10/18/1990,25,Terrace,Customer Service,Cashier,F +7803,10/18/1990,25,Vancouver,Dairy,Dairy Person,F +7804,10/26/1990,25,Richmond,Customer Service,Cashier,M +7805,10/30/1990,25,New Westminister,Customer Service,Cashier,F +7806,11/5/1990,25,Prince George,Customer Service,Cashier,F +7807,11/7/1990,25,Victoria,Customer Service,Cashier,M +7808,11/8/1990,25,Kamloops,Customer Service,Cashier,F +7809,11/14/1990,25,Surrey,Customer Service,Cashier,F +7810,11/15/1990,25,Vancouver,Dairy,Dairy Person,F +7811,11/15/1990,25,Nanaimo,Customer Service,Cashier,F +7812,11/16/1990,25,Langley,Customer Service,Cashier,M +7813,11/24/1990,25,Chilliwack,Customer Service,Cashier,M +7814,11/26/1990,25,Victoria,Customer Service,Cashier,F +7815,11/26/1990,25,Port Coquitlam,Customer Service,Cashier,F +7816,11/28/1990,25,New Westminster,Processed Foods,Shelf Stocker,F +7817,12/3/1990,25,Vancouver,Dairy,Dairy Person,M +7818,12/6/1990,25,North Vancouver,Customer Service,Cashier,M +7819,12/5/1990,25,West Vancouver,Customer Service,Cashier,M +7820,12/10/1990,25,Richmond,Customer Service,Cashier,F +7821,12/24/1990,25,Vancouver,Dairy,Dairy Person,M +7822,12/26/1990,25,Fort St John,Processed Foods,Shelf Stocker,F +7823,12/31/1990,25,Vancouver,Dairy,Dairy Person,M +7824,1/5/1991,24,Prince George,Customer Service,Cashier,M +7825,1/7/1991,24,Victoria,Customer Service,Cashier,F +7826,1/11/1991,24,New Westminster,Processed Foods,Shelf Stocker,M +7827,1/13/1991,24,Cranbrook,Processed Foods,Shelf Stocker,F +7828,1/21/1991,24,Vancouver,Dairy,Dairy Person,M +7829,1/22/1991,24,Bella Bella,Customer Service,Cashier,M +7830,1/25/1991,24,Richmond,Customer Service,Cashier,M +7831,1/27/1991,24,Vancouver,Dairy,Dairy Person,F +7832,1/27/1991,24,Nanaimo,Customer Service,Cashier,M +7833,2/8/1991,24,Chilliwack,Customer Service,Cashier,M +7834,2/9/1991,24,Burnaby,Dairy,Dairy Person,M +7835,2/9/1991,24,Vancouver,Dairy,Dairy Person,F +7836,2/9/1991,24,Kamloops,Customer Service,Cashier,M +7837,2/12/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7838,2/16/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7839,2/16/1991,24,Port Coquitlam,Customer Service,Cashier,F +7840,2/16/1991,24,Nanaimo,Customer Service,Cashier,M +7841,2/15/1991,24,Nanaimo,Customer Service,Cashier,F +7842,2/16/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7843,2/17/1991,24,Cranbrook,Processed Foods,Shelf Stocker,M +7844,2/18/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7845,2/19/1991,24,Prince George,Customer Service,Cashier,M +7846,3/3/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7847,3/5/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7848,3/7/1991,24,Nanaimo,Customer Service,Cashier,M +7849,3/19/1991,24,Squamish,Customer Service,Cashier,M +7850,3/21/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7851,3/24/1991,24,Nanaimo,Customer Service,Cashier,F +7852,3/28/1991,24,Nanaimo,Customer Service,Cashier,F +7853,4/1/1991,24,Richmond,Customer Service,Cashier,F +7854,4/1/1991,24,Princeton,Customer Service,Cashier,F +7855,4/4/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7856,4/10/1991,24,Haney,Dairy,Dairy Person,F +7857,4/14/1991,24,Nanaimo,Customer Service,Cashier,F +7858,4/14/1991,24,New Westminster,Customer Service,Cashier,F +7859,4/20/1991,24,Quesnel,Customer Service,Cashier,M +7860,4/27/1991,24,Cranbrook,Processed Foods,Shelf Stocker,F +7861,4/28/1991,24,Prince George,Customer Service,Cashier,F +7862,4/29/1991,24,New Westminster,Customer Service,Cashier,F +7863,5/2/1991,24,Victoria,Customer Service,Cashier,F +7864,5/3/1991,24,Kelowna,Customer Service,Cashier,F +7865,5/10/1991,24,North Vancouver,Customer Service,Cashier,M +7866,5/11/1991,24,Kelowna,Customer Service,Cashier,M +7867,5/14/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7868,5/14/1991,24,Kamloops,Customer Service,Cashier,M +7869,5/19/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7870,5/18/1991,24,Kelowna,Customer Service,Cashier,F +7871,5/20/1991,24,Vernon,Customer Service,Cashier,M +7872,5/21/1991,24,Burnaby,Dairy,Dairy Person,F +7873,5/22/1991,24,Prince George,Customer Service,Cashier,F +7874,5/26/1991,24,New Westminster,Customer Service,Cashier,F +7875,5/27/1991,24,Prince George,Customer Service,Cashier,F +7876,5/31/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7877,6/1/1991,24,Abbotsford,Dairy,Dairy Person,F +7878,6/13/1991,24,Williams Lake,Customer Service,Cashier,F +7879,6/15/1991,24,Abbotsford,Dairy,Dairy Person,M +7880,6/16/1991,24,New Westminster,Customer Service,Cashier,F +7881,6/21/1991,24,Richmond,Customer Service,Cashier,F +7882,6/22/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7883,6/24/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7884,6/26/1991,24,Kelowna,Customer Service,Cashier,M +7885,6/26/1991,24,Victoria,Customer Service,Cashier,F +7886,7/2/1991,24,New Westminster,Customer Service,Cashier,F +7887,7/1/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7888,7/1/1991,24,New Westminster,Customer Service,Cashier,F +7889,7/3/1991,24,Trail,Customer Service,Cashier,F +7890,7/6/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7891,7/5/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7892,7/6/1991,24,Langley,Customer Service,Cashier,F +7893,7/8/1991,24,Surrey,Customer Service,Cashier,F +7894,7/11/1991,24,Nanaimo,Customer Service,Cashier,F +7895,7/10/1991,24,New Westminster,Customer Service,Cashier,M +7896,7/12/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7897,7/21/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7898,8/2/1991,24,Trail,Customer Service,Cashier,F +7899,8/2/1991,24,New Westminster,Customer Service,Cashier,F +7900,8/2/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7901,8/5/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7902,8/4/1991,24,Nanaimo,Customer Service,Cashier,M +7903,8/6/1991,24,Quesnel,Customer Service,Cashier,F +7904,8/6/1991,24,Fort St John,Processed Foods,Shelf Stocker,F +7905,8/18/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7906,8/20/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7907,8/25/1991,24,New Westminster,Customer Service,Cashier,F +7908,8/28/1991,24,Kamloops,Customer Service,Cashier,M +7909,8/30/1991,24,Prince George,Customer Service,Cashier,F +7910,8/31/1991,24,Victoria,Customer Service,Cashier,F +7911,9/1/1991,24,Fort Nelson,Customer Service,Cashier,M +7912,9/3/1991,24,Victoria,Customer Service,Cashier,M +7913,9/3/1991,24,Fort St John,Processed Foods,Shelf Stocker,M +7914,9/6/1991,24,Cranbrook,Processed Foods,Shelf Stocker,M +7915,9/5/1991,24,Richmond,Customer Service,Cashier,F +7916,9/7/1991,24,Langley,Customer Service,Cashier,F +7917,9/9/1991,24,Kamloops,Customer Service,Cashier,M +7918,9/9/1991,24,Burnaby,Dairy,Dairy Person,F +7919,9/14/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7920,9/13/1991,24,Bella Bella,Customer Service,Cashier,F +7921,9/16/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7922,9/17/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7923,9/17/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7924,9/24/1991,24,Burnaby,Dairy,Dairy Person,F +7925,9/27/1991,24,New Westminster,Customer Service,Cashier,M +7926,9/27/1991,24,Prince George,Customer Service,Cashier,M +7927,10/6/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7928,10/7/1991,24,Prince George,Customer Service,Cashier,M +7929,10/12/1991,24,Nanaimo,Customer Service,Cashier,F +7930,10/12/1991,24,Kelowna,Customer Service,Cashier,F +7931,10/12/1991,24,West Vancouver,Customer Service,Cashier,M +7932,10/20/1991,24,Richmond,Customer Service,Cashier,F +7933,10/19/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7934,10/20/1991,24,West Vancouver,Customer Service,Cashier,F +7935,10/20/1991,24,Nanaimo,Customer Service,Cashier,M +7936,10/21/1991,24,Abbotsford,Customer Service,Cashier,M +7937,10/23/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7938,10/26/1991,24,Nanaimo,Customer Service,Cashier,F +7939,11/7/1991,24,Abbotsford,Customer Service,Cashier,F +7940,11/15/1991,24,Burnaby,Dairy,Dairy Person,M +7941,11/14/1991,24,Prince George,Customer Service,Cashier,M +7942,11/15/1991,24,Nanaimo,Customer Service,Cashier,M +7943,11/19/1991,24,Nanaimo,Customer Service,Cashier,F +7944,11/22/1991,24,Burnaby,Dairy,Dairy Person,F +7945,11/23/1991,24,Victoria,Customer Service,Cashier,M +7946,11/22/1991,24,Abbotsford,Customer Service,Cashier,M +7947,11/24/1991,24,Langley,Customer Service,Cashier,F +7948,11/24/1991,24,Burnaby,Dairy,Dairy Person,M +7949,11/27/1991,24,Fort Nelson,Customer Service,Cashier,F +7950,12/2/1991,24,Trail,Customer Service,Cashier,M +7951,12/1/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7952,12/6/1991,24,Richmond,Customer Service,Cashier,F +7953,12/6/1991,24,Burnaby,Dairy,Dairy Person,F +7954,12/9/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7955,12/11/1991,24,Aldergrove,Customer Service,Cashier,M +7956,12/11/1991,24,Chilliwack,Customer Service,Cashier,M +7957,12/15/1991,24,North Vancouver,Customer Service,Cashier,F +7958,12/17/1991,24,Vancouver,Processed Foods,Shelf Stocker,M +7959,12/24/1991,24,Vancouver,Processed Foods,Shelf Stocker,F +7960,12/25/1991,24,Burnaby,Dairy,Dairy Person,M +7961,12/26/1991,24,New Westminster,Customer Service,Cashier,M +7962,12/28/1991,24,Trail,Customer Service,Cashier,M +7963,1/10/1992,23,Nanaimo,Customer Service,Cashier,F +7964,1/12/1992,23,Nanaimo,Customer Service,Cashier,M +7965,1/15/1992,23,Burnaby,Dairy,Dairy Person,F +7966,1/17/1992,23,Burnaby,Dairy,Dairy Person,F +7967,1/17/1992,23,Nanaimo,Customer Service,Cashier,F +7968,1/19/1992,23,Vancouver,Processed Foods,Shelf Stocker,M +7969,1/21/1992,23,New Westminster,Customer Service,Cashier,M +7970,1/27/1992,23,Victoria,Customer Service,Cashier,M +7971,2/5/1992,23,West Vancouver,Customer Service,Cashier,F +7972,2/4/1992,23,Vancouver,Processed Foods,Shelf Stocker,M +7973,2/7/1992,23,Princeton,Customer Service,Cashier,F +7974,2/11/1992,23,Terrace,Customer Service,Cashier,F +7975,2/11/1992,23,Vancouver,Processed Foods,Shelf Stocker,M +7976,2/24/1992,23,Fort Nelson,Customer Service,Cashier,F +7977,2/27/1992,23,Nanaimo,Customer Service,Cashier,M +7978,2/27/1992,23,Nanaimo,Customer Service,Cashier,F +7979,2/28/1992,23,Vancouver,Processed Foods,Shelf Stocker,F +7980,3/3/1992,23,Prince George,Customer Service,Cashier,F +7981,3/2/1992,23,Vancouver,Processed Foods,Shelf Stocker,M +7982,3/8/1992,23,Chilliwack,Customer Service,Cashier,F +7983,3/12/1992,23,Kamloops,Customer Service,Cashier,F +7984,3/16/1992,23,North Vancouver,Customer Service,Cashier,M +7985,3/17/1992,23,Kelowna,Customer Service,Cashier,F +7986,3/22/1992,23,Terrace,Customer Service,Cashier,F +7987,3/23/1992,23,Chilliwack,Customer Service,Cashier,F +7988,3/27/1992,23,Vancouver,Processed Foods,Shelf Stocker,M +7989,3/27/1992,23,Surrey,Customer Service,Cashier,F +7990,3/28/1992,23,Cranbrook,Processed Foods,Shelf Stocker,F +7991,3/28/1992,23,Prince George,Customer Service,Cashier,M +7992,3/30/1992,23,Vancouver,Processed Foods,Shelf Stocker,M +7993,3/30/1992,23,Vancouver,Processed Foods,Shelf Stocker,F +7994,3/29/1992,23,Vancouver,Processed Foods,Shelf Stocker,F +7995,4/3/1992,23,Victoria,Customer Service,Cashier,F +7996,4/4/1992,23,New Westminster,Customer Service,Cashier,M +7997,4/11/1992,23,Dawson Creek,Customer Service,Cashier,F +7998,4/18/1992,23,Vancouver,Processed Foods,Shelf Stocker,F +7999,4/17/1992,23,Vancouver,Customer Service,Cashier,F +8000,4/21/1992,23,Burnaby,Dairy,Dairy Person,M +8001,4/22/1992,23,Prince George,Customer Service,Cashier,M +8002,4/26/1992,23,Vancouver,Customer Service,Cashier,M +8003,4/27/1992,23,Richmond,Customer Service,Cashier,M +8004,5/1/1992,23,Prince George,Customer Service,Cashier,M +8005,5/9/1992,23,Vancouver,Customer Service,Cashier,M +8006,5/10/1992,23,North Vancouver,Customer Service,Cashier,F +8007,5/10/1992,23,Vancouver,Customer Service,Cashier,F +8008,5/15/1992,23,Vancouver,Customer Service,Cashier,M +8009,5/17/1992,23,Burnaby,Dairy,Dairy Person,F +8010,5/24/1992,23,Surrey,Customer Service,Cashier,F +8011,5/23/1992,23,Vancouver,Customer Service,Cashier,M +8012,5/25/1992,23,Burnaby,Dairy,Dairy Person,F +8013,5/26/1992,23,Williams Lake,Customer Service,Cashier,M +8014,5/27/1992,23,Victoria,Customer Service,Cashier,F +8015,5/28/1992,23,Kelowna,Customer Service,Cashier,F +8016,5/29/1992,23,Vancouver,Customer Service,Cashier,M +8017,6/6/1992,23,Pitt Meadows,Dairy,Dairy Person,F +8018,6/9/1992,23,Vernon,Customer Service,Cashier,F +8019,6/16/1992,23,Victoria,Customer Service,Cashier,M +8020,6/17/1992,23,Kelowna,Customer Service,Cashier,M +8021,6/23/1992,23,Kamloops,Customer Service,Cashier,M +8022,6/22/1992,23,New Westminster,Customer Service,Cashier,F +8023,6/24/1992,23,Vancouver,Customer Service,Cashier,M +8024,6/24/1992,23,New Westminster,Customer Service,Cashier,F +8025,6/25/1992,23,Vancouver,Customer Service,Cashier,M +8026,7/2/1992,23,Prince George,Customer Service,Cashier,F +8027,7/1/1992,23,Victoria,Customer Service,Cashier,M +8028,7/6/1992,23,Nanaimo,Customer Service,Cashier,M +8029,7/21/1992,23,Nanaimo,Customer Service,Cashier,M +8030,7/20/1992,23,New Westminster,Customer Service,Cashier,M +8031,7/23/1992,23,Cranbrook,Processed Foods,Shelf Stocker,F +8032,7/25/1992,23,Vancouver,Customer Service,Cashier,F +8033,7/24/1992,23,Surrey,Customer Service,Cashier,M +8034,8/1/1992,23,Victoria,Customer Service,Cashier,F +8035,8/7/1992,23,Grand Forks,Customer Service,Cashier,M +8037,8/8/1992,23,Abbotsford,Customer Service,Cashier,M +8038,8/11/1992,23,New Westminster,Customer Service,Cashier,M +8039,8/13/1992,23,Prince George,Customer Service,Cashier,F +8040,8/15/1992,23,Prince George,Customer Service,Cashier,M +8041,8/15/1992,23,Vancouver,Customer Service,Cashier,M +8042,8/16/1992,23,Fort Nelson,Customer Service,Cashier,M +8043,8/26/1992,23,Nanaimo,Customer Service,Cashier,F +8044,8/29/1992,23,Vancouver,Customer Service,Cashier,M +8045,8/30/1992,23,Nanaimo,Customer Service,Cashier,M +8046,9/1/1992,23,Kelowna,Customer Service,Cashier,F +8047,9/8/1992,23,New Westminister,Customer Service,Cashier,M +8048,9/12/1992,23,Cranbrook,Processed Foods,Shelf Stocker,M +8049,9/20/1992,23,Vancouver,Customer Service,Cashier,M +8050,9/23/1992,23,Quesnel,Customer Service,Cashier,F +8051,9/28/1992,23,Abbotsford,Customer Service,Cashier,M +8052,9/30/1992,23,Vancouver,Customer Service,Cashier,F +8053,10/1/1992,23,Nanaimo,Customer Service,Cashier,M +8054,10/2/1992,23,Vancouver,Customer Service,Cashier,F +8055,10/3/1992,23,New Westminister,Customer Service,Cashier,M +8056,10/5/1992,23,North Vancouver,Customer Service,Cashier,F +8057,10/7/1992,23,Vancouver,Customer Service,Cashier,F +8058,10/7/1992,23,Trail,Customer Service,Cashier,M +8059,10/16/1992,23,New Westminster,Customer Service,Cashier,M +8060,10/21/1992,23,Victoria,Customer Service,Cashier,F +8061,10/21/1992,23,Vancouver,Customer Service,Cashier,F +8062,10/26/1992,23,Trail,Customer Service,Cashier,F +8063,10/29/1992,23,Kamloops,Customer Service,Cashier,M +8064,10/30/1992,23,Kamloops,Customer Service,Cashier,M +8065,10/30/1992,23,Squamish,Customer Service,Cashier,F +8066,11/1/1992,23,Nanaimo,Customer Service,Cashier,M +8067,11/4/1992,23,Cranbrook,Customer Service,Cashier,M +8068,11/4/1992,23,Fort St John,Customer Service,Cashier,M +8069,11/7/1992,23,New Westminister,Customer Service,Cashier,F +8070,11/10/1992,23,Fort Nelson,Customer Service,Cashier,F +8071,11/9/1992,23,Prince George,Customer Service,Cashier,F +8072,11/16/1992,23,West Vancouver,Customer Service,Cashier,F +8073,11/30/1992,23,Vancouver,Customer Service,Cashier,F +8074,11/30/1992,23,Nanaimo,Customer Service,Cashier,M +8075,11/30/1992,23,Victoria,Customer Service,Cashier,F +8076,12/3/1992,23,Vancouver,Customer Service,Cashier,M +8077,12/4/1992,23,Vernon,Customer Service,Cashier,F +8078,12/7/1992,23,Terrace,Customer Service,Cashier,F +8079,12/8/1992,23,Vancouver,Customer Service,Cashier,M +8080,12/9/1992,23,New Westminister,Customer Service,Cashier,M +8081,12/16/1992,23,Vancouver,Customer Service,Cashier,F +8082,12/16/1992,23,Kelowna,Customer Service,Cashier,M +8083,12/25/1992,23,Aldergrove,Customer Service,Cashier,F +8084,12/28/1992,23,Vancouver,Customer Service,Cashier,F +8085,12/29/1992,23,Kamloops,Customer Service,Cashier,F +8086,12/30/1992,23,Squamish,Customer Service,Cashier,M +8087,12/31/1992,23,Victoria,Customer Service,Cashier,M +8088,1/1/1993,22,New Westminster,Customer Service,Cashier,F +8089,1/6/1993,22,Victoria,Customer Service,Cashier,F +8090,1/6/1993,22,Nanaimo,Customer Service,Cashier,M +8091,1/6/1993,22,Prince George,Customer Service,Cashier,M +8092,1/12/1993,22,New Westminster,Customer Service,Cashier,M +8093,1/13/1993,22,Kamloops,Customer Service,Cashier,F +8094,1/16/1993,22,New Westminster,Customer Service,Cashier,F +8095,1/16/1993,22,Abbotsford,Customer Service,Cashier,F +8096,1/18/1993,22,Burnaby,Dairy,Dairy Person,F +8097,1/28/1993,22,Surrey,Customer Service,Cashier,F +8098,1/31/1993,22,Burnaby,Dairy,Dairy Person,M +8099,2/5/1993,22,Vancouver,Customer Service,Cashier,F +8100,2/8/1993,22,Vancouver,Customer Service,Cashier,M +8101,2/13/1993,22,Burnaby,Dairy,Dairy Person,F +8102,2/15/1993,22,Richmond,Customer Service,Cashier,F +8103,2/19/1993,22,Kamloops,Customer Service,Cashier,M +8104,2/19/1993,22,Vancouver,Customer Service,Cashier,F +8105,2/25/1993,22,New Westminister,Customer Service,Cashier,F +8106,2/27/1993,22,Nanaimo,Customer Service,Cashier,F +8107,3/3/1993,22,Victoria,Customer Service,Cashier,M +8108,3/5/1993,22,Victoria,Customer Service,Cashier,F +8109,3/7/1993,22,Kelowna,Customer Service,Cashier,M +8110,3/10/1993,22,Aldergrove,Customer Service,Cashier,F +8111,3/10/1993,22,Victoria,Customer Service,Cashier,F +8112,3/12/1993,22,Surrey,Customer Service,Cashier,M +8113,3/16/1993,22,Langley,Customer Service,Cashier,M +8114,3/15/1993,22,Williams Lake,Customer Service,Cashier,F +8115,3/15/1993,22,Vancouver,Customer Service,Cashier,F +8116,3/17/1993,22,Prince George,Customer Service,Cashier,M +8117,3/17/1993,22,Terrace,Customer Service,Cashier,M +8118,3/17/1993,22,New Westminster,Customer Service,Cashier,F +8119,3/19/1993,22,Victoria,Customer Service,Cashier,M +8120,3/20/1993,22,Prince George,Customer Service,Cashier,M +8121,3/25/1993,22,Victoria,Customer Service,Cashier,F +8122,3/26/1993,22,North Vancouver,Customer Service,Cashier,M +8123,3/29/1993,22,Prince George,Customer Service,Cashier,F +8124,3/31/1993,22,Vancouver,Customer Service,Cashier,F +8125,4/1/1993,22,Burnaby,Dairy,Dairy Person,F +8126,4/1/1993,22,Grand Forks,Customer Service,Cashier,F +8127,4/10/1993,22,Nanaimo,Customer Service,Cashier,F +8128,4/10/1993,22,New Westminster,Customer Service,Cashier,M +8129,4/15/1993,22,Vancouver,Customer Service,Cashier,F +8130,4/18/1993,22,Victoria,Customer Service,Cashier,M +8131,4/21/1993,22,Victoria,Customer Service,Cashier,F +8132,4/24/1993,22,Chilliwack,Customer Service,Cashier,M +8133,5/1/1993,22,Kamloops,Customer Service,Cashier,M +8134,5/8/1993,22,Fort St John,Customer Service,Cashier,M +8135,5/9/1993,22,Richmond,Customer Service,Cashier,F +8136,5/12/1993,22,Burnaby,Dairy,Dairy Person,F +8137,5/13/1993,22,Terrace,Customer Service,Cashier,F +8138,5/13/1993,22,Prince George,Customer Service,Cashier,F +8139,5/15/1993,22,Victoria,Customer Service,Cashier,F +8140,5/15/1993,22,Vancouver,Customer Service,Cashier,M +8141,5/16/1993,22,Nanaimo,Customer Service,Cashier,M +8142,5/16/1993,22,Cranbrook,Customer Service,Cashier,M +8143,5/19/1993,22,Terrace,Customer Service,Cashier,F +8144,5/18/1993,22,Victoria,Customer Service,Cashier,M +8145,5/23/1993,22,Vancouver,Customer Service,Cashier,F +8146,5/22/1993,22,Nanaimo,Customer Service,Cashier,F +8147,5/31/1993,22,Surrey,Customer Service,Cashier,F +8148,5/30/1993,22,Richmond,Customer Service,Cashier,M +8149,6/2/1993,22,Fort Nelson,Customer Service,Cashier,F +8150,6/3/1993,22,Cranbrook,Customer Service,Cashier,M +8151,6/10/1993,22,Vancouver,Customer Service,Cashier,F +8152,6/15/1993,22,Prince George,Customer Service,Cashier,M +8153,6/15/1993,22,Surrey,Customer Service,Cashier,M +8154,6/16/1993,22,Chilliwack,Customer Service,Cashier,F +8155,6/21/1993,22,Vancouver,Customer Service,Cashier,M +8156,6/22/1993,22,New Westminster,Customer Service,Cashier,M +8157,6/29/1993,22,Kamloops,Customer Service,Cashier,M +8158,6/30/1993,22,Victoria,Customer Service,Cashier,M +8159,6/29/1993,22,Kelowna,Customer Service,Cashier,M +8160,7/2/1993,22,Kamloops,Customer Service,Cashier,M +8161,7/11/1993,22,Vancouver,Customer Service,Cashier,F +8162,7/14/1993,22,Terrace,Customer Service,Cashier,M +8163,7/18/1993,22,Chilliwack,Customer Service,Cashier,M +8164,7/23/1993,22,Nanaimo,Customer Service,Cashier,F +8165,7/23/1993,22,Vancouver,Customer Service,Cashier,F +8166,7/29/1993,22,Vancouver,Customer Service,Cashier,M +8167,8/12/1993,22,Victoria,Customer Service,Cashier,F +8168,8/13/1993,22,Victoria,Customer Service,Cashier,M +8169,8/15/1993,22,Vancouver,Customer Service,Cashier,F +8170,8/24/1993,22,Fort St John,Customer Service,Cashier,F +8171,8/26/1993,22,Surrey,Customer Service,Cashier,M +8172,8/25/1993,22,Prince George,Customer Service,Cashier,F +8173,8/31/1993,22,Langley,Customer Service,Cashier,F +8174,9/1/1993,22,Nanaimo,Customer Service,Cashier,M +8175,9/5/1993,22,Vancouver,Customer Service,Cashier,M +8176,9/7/1993,22,Kelowna,Customer Service,Cashier,M +8177,9/8/1993,22,Victoria,Customer Service,Cashier,M +8178,9/10/1993,22,Vancouver,Customer Service,Cashier,F +8179,9/11/1993,22,Princeton,Customer Service,Cashier,M +8180,9/16/1993,22,Langley,Customer Service,Cashier,M +8182,9/27/1993,22,Fort St John,Customer Service,Cashier,M +8183,10/2/1993,22,Williams Lake,Customer Service,Cashier,F +8184,10/5/1993,22,Chilliwack,Customer Service,Cashier,F +8185,10/9/1993,22,Kamloops,Customer Service,Cashier,M +8186,10/14/1993,22,Richmond,Customer Service,Cashier,M +8187,10/17/1993,22,Cranbrook,Customer Service,Cashier,F +8188,10/22/1993,22,Victoria,Customer Service,Cashier,F +8189,10/22/1993,22,New Westminster,Customer Service,Cashier,M +8190,10/21/1993,22,Nanaimo,Customer Service,Cashier,M +8191,10/22/1993,22,Vancouver,Customer Service,Cashier,F +8192,10/21/1993,22,Nanaimo,Customer Service,Cashier,M +8193,10/26/1993,22,New Westminster,Customer Service,Cashier,F +8194,10/31/1993,22,Vancouver,Customer Service,Cashier,F +8195,11/2/1993,22,Vancouver,Customer Service,Cashier,M +8196,11/2/1993,22,Nanaimo,Customer Service,Cashier,M +8197,11/10/1993,22,Terrace,Customer Service,Cashier,F +8198,11/10/1993,22,Victoria,Customer Service,Cashier,M +8199,11/11/1993,22,Cranbrook,Customer Service,Cashier,F +8200,11/13/1993,22,Surrey,Customer Service,Cashier,M +8201,11/14/1993,22,Prince George,Customer Service,Cashier,M +8202,11/20/1993,22,Kelowna,Customer Service,Cashier,M +8203,11/23/1993,22,Kelowna,Customer Service,Cashier,F +8204,11/28/1993,22,Quesnel,Customer Service,Cashier,F +8205,11/29/1993,22,Vancouver,Customer Service,Cashier,F +8206,11/30/1993,22,Aldergrove,Customer Service,Cashier,F +8207,12/1/1993,22,Vancouver,Customer Service,Cashier,M +8208,12/1/1993,22,Richmond,Customer Service,Cashier,M +8209,12/11/1993,22,Langley,Customer Service,Cashier,F +8210,12/15/1993,22,Squamish,Customer Service,Cashier,F +8211,12/30/1993,22,Prince George,Customer Service,Cashier,M +8212,1/2/1994,21,Kelowna,Customer Service,Cashier,M +8213,1/3/1994,21,Nanaimo,Customer Service,Cashier,M +8214,1/6/1994,21,Haney,Produce,Produce Clerk,F +8215,1/13/1994,21,Surrey,Customer Service,Cashier,F +8216,1/12/1994,21,Nanaimo,Customer Service,Cashier,M +8217,1/13/1994,21,Vancouver,Customer Service,Cashier,F +8218,1/19/1994,21,New Westminster,Customer Service,Cashier,M +8219,1/28/1994,21,Vancouver,Customer Service,Cashier,F +8220,1/28/1994,21,Williams Lake,Customer Service,Cashier,M +8221,1/28/1994,21,New Westminster,Customer Service,Cashier,F +8222,2/1/1994,21,Williams Lake,Customer Service,Cashier,F +8224,2/14/1994,21,Nanaimo,Customer Service,Cashier,F +8225,2/16/1994,21,West Vancouver,Customer Service,Cashier,F +8227,2/18/1994,21,Kamloops,Customer Service,Cashier,M +8228,2/20/1994,21,Cranbrook,Customer Service,Cashier,F +8229,2/25/1994,21,Vancouver,Customer Service,Cashier,F +8230,2/26/1994,21,Cranbrook,Customer Service,Cashier,M +8231,3/1/1994,21,Princeton,Customer Service,Cashier,M +8232,3/5/1994,21,Fort St John,Customer Service,Cashier,F +8233,3/9/1994,21,Nanaimo,Customer Service,Cashier,F +8234,3/11/1994,21,Victoria,Customer Service,Cashier,F +8235,3/13/1994,21,Victoria,Customer Service,Cashier,M +8236,3/16/1994,21,Kamloops,Customer Service,Cashier,F +8237,3/20/1994,21,Cranbrook,Customer Service,Cashier,M +8238,3/22/1994,21,Kamloops,Customer Service,Cashier,F +8239,3/21/1994,21,Cranbrook,Customer Service,Cashier,F +8240,3/25/1994,21,Victoria,Customer Service,Cashier,M +8241,3/26/1994,21,New Westminster,Customer Service,Cashier,M +8242,3/29/1994,21,Cranbrook,Customer Service,Cashier,F +8243,4/1/1994,21,Vancouver,Customer Service,Cashier,M +8244,4/4/1994,21,Vancouver,Customer Service,Cashier,F +8245,4/8/1994,21,Squamish,Customer Service,Cashier,M +8246,4/9/1994,21,Vancouver,Customer Service,Cashier,M +8247,4/14/1994,21,Kamloops,Customer Service,Cashier,F +8248,4/16/1994,21,Kamloops,Customer Service,Cashier,M +8249,4/23/1994,21,New Westminster,Customer Service,Cashier,M +8250,4/26/1994,21,Burnaby,Dairy,Dairy Person,F +8251,5/7/1994,21,Vancouver,Customer Service,Cashier,F +8252,5/10/1994,21,Victoria,Customer Service,Cashier,F +8253,5/15/1994,21,North Vancouver,Customer Service,Cashier,F +8254,5/17/1994,21,Victoria,Customer Service,Cashier,M +8255,5/18/1994,21,Terrace,Customer Service,Cashier,M +8256,5/23/1994,21,Kamloops,Customer Service,Cashier,F +8257,5/25/1994,21,Abbotsford,Customer Service,Cashier,M +8258,5/28/1994,21,Valemount,Dairy,Dairy Person,M +8259,5/28/1994,21,Victoria,Customer Service,Cashier,M +8260,6/4/1994,21,Abbotsford,Customer Service,Cashier,M +8261,6/6/1994,21,Burnaby,Dairy,Dairy Person,M +8262,6/6/1994,21,Richmond,Customer Service,Cashier,F +8263,6/7/1994,21,Chilliwack,Customer Service,Cashier,F +8265,6/15/1994,21,Burnaby,Dairy,Dairy Person,F +8266,6/15/1994,21,Cranbrook,Customer Service,Cashier,F +8267,6/14/1994,21,Terrace,Customer Service,Cashier,F +8268,6/17/1994,21,Victoria,Customer Service,Cashier,F +8269,6/19/1994,21,Trail,Customer Service,Cashier,F +8270,6/28/1994,21,Vancouver,Customer Service,Cashier,F +8271,6/30/1994,21,Vancouver,Customer Service,Cashier,M +8272,7/2/1994,21,Cranbrook,Customer Service,Cashier,F +8273,7/2/1994,21,Burnaby,Dairy,Dairy Person,M +8274,7/3/1994,21,New Westminster,Customer Service,Cashier,F +8275,7/5/1994,21,Richmond,Customer Service,Cashier,M +8276,7/12/1994,21,Trail,Customer Service,Cashier,F +8277,7/16/1994,21,Cranbrook,Customer Service,Cashier,M +8278,7/17/1994,21,Burnaby,Dairy,Dairy Person,M +8279,7/18/1994,21,White Rock,Customer Service,Cashier,F +8280,7/22/1994,21,Langley,Customer Service,Cashier,F +8281,7/26/1994,21,Vernon,Customer Service,Cashier,M +8282,8/7/1994,21,Vernon,Customer Service,Cashier,F +8283,8/11/1994,21,Vernon,Customer Service,Cashier,M +8284,8/10/1994,21,Cranbrook,Customer Service,Cashier,M +8285,8/15/1994,21,Nanaimo,Customer Service,Cashier,F +8286,8/15/1994,21,Vancouver,Customer Service,Cashier,M +8287,8/17/1994,21,Victoria,Customer Service,Cashier,M +8288,8/18/1994,21,Vancouver,Customer Service,Cashier,F +8289,8/24/1994,21,Nelson,Customer Service,Cashier,F +8290,8/27/1994,21,Victoria,Customer Service,Cashier,M +8291,8/30/1994,21,Victoria,Customer Service,Cashier,F +8292,8/30/1994,21,Prince George,Customer Service,Cashier,F +8293,9/3/1994,21,Vancouver,Customer Service,Cashier,M +8294,9/2/1994,21,Burnaby,Dairy,Dairy Person,F +8295,9/2/1994,21,Burnaby,Dairy,Dairy Person,M +8296,9/2/1994,21,Kelowna,Customer Service,Cashier,F +8297,9/8/1994,21,New Westminster,Customer Service,Cashier,M +8298,9/9/1994,21,New Westminster,Customer Service,Cashier,F +8299,9/18/1994,21,Vancouver,Customer Service,Cashier,M +8300,9/19/1994,21,Vancouver,Customer Service,Cashier,F +8301,9/21/1994,21,Victoria,Customer Service,Cashier,M +8302,10/4/1994,21,Vancouver,Customer Service,Cashier,M +8303,10/7/1994,21,Nanaimo,Customer Service,Cashier,M +8304,10/7/1994,21,Terrace,Customer Service,Cashier,M +8305,10/11/1994,21,Abbotsford,Customer Service,Cashier,F +8306,10/15/1994,21,Fort St John,Customer Service,Cashier,M +8307,10/20/1994,21,Burnaby,Dairy,Dairy Person,M +8308,10/24/1994,21,Williams Lake,Customer Service,Cashier,M +8309,11/1/1994,21,New Westminster,Customer Service,Cashier,M +8310,11/1/1994,21,Kelowna,Customer Service,Cashier,F +8311,11/9/1994,21,New Westminster,Customer Service,Cashier,M +8312,11/12/1994,21,Burnaby,Dairy,Dairy Person,M +8313,11/18/1994,21,West Vancouver,Customer Service,Cashier,F +8314,11/17/1994,21,Vancouver,Customer Service,Cashier,F +8315,11/17/1994,21,Burnaby,Dairy,Dairy Person,F +8316,11/19/1994,21,Abbotsford,Customer Service,Cashier,M +8317,11/21/1994,21,New Westminster,Customer Service,Cashier,F +8318,11/23/1994,21,Richmond,Customer Service,Cashier,F +8319,11/22/1994,21,Victoria,Customer Service,Cashier,M +8320,11/24/1994,21,Kamloops,Customer Service,Cashier,F +8321,11/28/1994,21,Grand Forks,Customer Service,Cashier,F +8322,12/2/1994,21,Kelowna,Customer Service,Cashier,F +8323,12/6/1994,21,Chilliwack,Customer Service,Cashier,F +8324,12/6/1994,21,Nelson,Customer Service,Cashier,M +8325,12/7/1994,21,Cranbrook,Customer Service,Cashier,M +8326,12/9/1994,21,Cranbrook,Customer Service,Cashier,M +8327,12/10/1994,21,North Vancouver,Customer Service,Cashier,M +8328,12/11/1994,21,Surrey,Customer Service,Cashier,F +8329,12/14/1994,21,Cranbrook,Customer Service,Cashier,F +8330,12/14/1994,21,Cranbrook,Customer Service,Cashier,M +8331,12/16/1994,21,Vancouver,Dairy,Dairy Person,F +8332,12/20/1994,21,Langley,Customer Service,Cashier,F +8333,12/19/1994,21,Fort St John,Customer Service,Cashier,M +8334,12/27/1994,21,West Vancouver,Customer Service,Cashier,F +8335,12/28/1994,21,Vancouver,Dairy,Dairy Person,F +8336,12/31/1994,21,Vancouver,Dairy,Dairy Person,M +1951,7/5/1952,63,Kelowna,Meats,Meat Cutter,M +2266,4/5/1954,61,North Vancouver,Dairy,Dairy Person,F +2303,1/15/1941,74,New Westminster,Meats,Meat Cutter,F +2304,1/15/1941,74,Vernon,Meats,Meat Cutter,F +2332,2/14/1941,74,Chilliwack,Dairy,Dairy Person,F +2337,2/22/1941,74,New Westminster,Meats,Meat Cutter,F +2342,2/28/1941,74,Nanaimo,Meats,Meat Cutter,F +2348,3/7/1941,74,Terrace,Dairy,Dairy Person,F +2350,3/13/1941,74,Port Coquitlam,Meats,Meat Cutter,F +2360,3/26/1941,74,Nanaimo,Meats,Meat Cutter,F +2365,3/30/1941,74,Trail,Meats,Meat Cutter,F +2386,4/19/1941,74,New Westminster,Meats,Meat Cutter,F +2388,4/20/1941,74,New Westminster,Meats,Meat Cutter,F +2392,4/22/1941,74,New Westminster,Meats,Meat Cutter,F +2395,4/23/1941,74,Victoria,Meats,Meat Cutter,F +2396,4/24/1941,74,Cranbrook,Meats,Meat Cutter,F +2400,4/28/1941,74,Kamloops,Meats,Meat Cutter,F +2406,5/3/1941,74,Kamloops,Meats,Meat Cutter,F +2411,5/6/1941,74,West Vancouver,Dairy,Dairy Person,F +2412,5/6/1941,74,Terrace,Dairy,Dairy Person,F +2417,5/12/1941,74,Pitt Meadows,Meats,Meat Cutter,F +2419,5/13/1941,74,Fort St John,Dairy,Dairy Person,F +2425,5/17/1941,74,Vancouver,Dairy,Dairy Person,F +2440,5/31/1941,74,Cranbrook,Meats,Meat Cutter,F +2452,6/17/1941,74,New Westminster,Meats,Meat Cutter,F +2453,6/17/1941,74,Pitt Meadows,Produce,Produce Clerk,F +2456,6/21/1941,74,Prince George,Meats,Meat Cutter,F +2464,6/28/1941,74,Fort St John,Dairy,Dairy Person,F +2467,6/29/1941,74,Victoria,Meats,Meat Cutter,F +2469,7/1/1941,74,Kelowna,Meats,Meat Cutter,F +2473,7/6/1941,74,Victoria,Meats,Meat Cutter,F +2478,7/11/1941,74,Burnaby,Meats,Meat Cutter,F +2479,7/11/1941,74,Abbotsford,Meats,Meat Cutter,F +2484,7/17/1941,74,West Vancouver,Dairy,Dairy Person,F +2489,7/25/1941,74,Surrey,Meats,Meat Cutter,F +2494,7/29/1941,74,Vernon,Produce,Produce Clerk,F +2495,7/30/1941,74,Vancouver,Dairy,Dairy Person,F +2496,7/30/1941,74,Nelson,Meats,Meat Cutter,F +2499,8/8/1941,74,Vancouver,Dairy,Dairy Person,F +2508,8/29/1941,74,Victoria,Meats,Meat Cutter,F +2510,9/1/1941,74,Prince George,Meats,Meat Cutter,F +2517,9/12/1941,74,Squamish,Meats,Meat Cutter,F +2520,9/14/1941,74,Vancouver,Dairy,Dairy Person,F +2522,9/16/1941,74,Nanaimo,Meats,Meat Cutter,F +2540,10/3/1941,74,West Vancouver,Dairy,Dairy Person,F +2545,10/7/1941,74,Vancouver,Dairy,Dairy Person,F +2558,10/22/1941,74,Surrey,Meats,Meat Cutter,F +2567,10/30/1941,74,Nanaimo,Meats,Meat Cutter,F +2568,10/31/1941,74,Nanaimo,Meats,Meat Cutter,F +2575,11/5/1941,74,Kelowna,Meats,Meat Cutter,F +2578,11/5/1941,74,Victoria,Meats,Meat Cutter,F +2579,11/7/1941,74,Richmond,Dairy,Dairy Person,F +2588,11/13/1941,74,Vancouver,Dairy,Dairy Person,F +2591,11/15/1941,74,Vancouver,Dairy,Dairy Person,F +2597,11/22/1941,74,New Westminster,Meats,Meat Cutter,F +2598,11/22/1941,74,Abbotsford,Produce,Produce Clerk,F +2599,11/25/1941,74,Fort Nelson,Meats,Meat Cutter,F +2608,12/1/1941,74,Vancouver,Dairy,Dairy Person,F +4098,1/1/1946,69,Vancouver,Meats,Meat Cutter,M +4110,1/16/1946,69,Surrey,Produce,Produce Clerk,M +4111,1/17/1946,69,Terrace,Produce,Produce Clerk,M +4115,1/20/1946,69,Fort Nelson,Produce,Produce Clerk,M +4116,1/22/1946,69,Richmond,Produce,Produce Clerk,M +4118,1/23/1946,69,Vancouver,Meats,Meat Cutter,M +4128,2/2/1946,69,Vancouver,Meats,Meat Cutter,M +4135,2/8/1946,69,Victoria,Produce,Produce Clerk,M +4140,2/12/1946,69,Nanaimo,Produce,Produce Clerk,M +4146,2/19/1946,69,Prince George,Produce,Produce Clerk,M +4149,2/23/1946,69,Burnaby,Produce,Produce Clerk,M +4150,2/25/1946,69,Victoria,Produce,Produce Clerk,M +4157,3/2/1946,69,Surrey,Produce,Produce Clerk,M +4158,3/3/1946,69,Victoria,Produce,Produce Clerk,M +4162,3/12/1946,69,Vernon,Produce,Produce Clerk,M +4175,3/25/1946,69,New Westminster,Produce,Produce Clerk,M +4179,3/28/1946,69,Langley,Produce,Produce Clerk,M +4182,3/30/1946,69,New Westminster,Produce,Produce Clerk,M +4183,5/11/1964,51,Victoria,Customer Service,Cashier,M +4199,4/15/1946,69,Fort St John,Produce,Produce Clerk,M +4203,4/22/1946,69,Princeton,Produce,Produce Clerk,M +4210,4/28/1946,69,Quesnel,Meats,Meat Cutter,M +4212,5/3/1946,69,Quesnel,Meats,Meat Cutter,M +4215,5/3/1946,69,Aldergrove,Produce,Produce Clerk,M +4230,5/22/1946,69,Fort St John,Produce,Produce Clerk,M +4238,5/29/1946,69,Vancouver,Meats,Meat Cutter,M +4248,6/10/1946,69,Vancouver,Meats,Meat Cutter,M +4254,6/17/1946,69,Quesnel,Meats,Meat Cutter,M +4262,6/21/1946,69,Victoria,Produce,Produce Clerk,M +4265,6/23/1946,69,Langley,Produce,Produce Clerk,M +4278,7/8/1946,69,New Westminister,Meats,Meat Cutter,M +4281,7/11/1946,69,Quesnel,Meats,Meat Cutter,M +4291,7/19/1946,69,Victoria,Produce,Produce Clerk,M +4293,7/20/1946,69,Kelowna,Produce,Produce Clerk,M +4298,7/23/1946,69,Surrey,Produce,Produce Clerk,M +4303,7/26/1946,69,Richmond,Produce,Produce Clerk,M +4310,7/30/1946,69,Grand Forks,Produce,Produce Clerk,M +4315,8/11/1946,69,Kelowna,Produce,Produce Clerk,M +4318,8/19/1946,69,Prince George,Produce,Produce Clerk,M +4323,8/26/1946,69,Victoria,Produce,Produce Clerk,M +4336,9/5/1946,69,New Westminster,Produce,Produce Clerk,M +4337,9/7/1946,69,Terrace,Produce,Produce Clerk,M +4339,9/10/1946,69,Kamloops,Bakery,Baker,M 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zqYDKr8naWV(#Bu^qUON$*Vr&!VFG4i2}&fqU8q;?fxLdU{*=G2f^Ou3i>z(ksiCRu z_Vfn?NW@VoqWc;o77_)nBOroWM=d2EbbA>3wcM${x!}0_f0G`A) zRfuv+U94WvYQR8mTK8}!s)toQ5? z&?v&EIHcy9Z~DP0HLut?=x*$bnv_U3N-Gsar?VI5vy3CckitixnmWj3y~x71>5;YW z>wbHKzaH^f>4(h^^C^6=PQjBBZ^x=aGPFOvE4;V)Rkz`(`uepg=-U%YS0pS{DfNsce2$tPcHOnE3u^0r~&E fWB+}VV~xw literal 0 HcmV?d00001 diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/generate_qa_pairs.py" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/generate_qa_pairs.py" new file mode 100644 index 0000000..c860061 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/generate_qa_pairs.py" @@ -0,0 +1,150 @@ +from typing import List +from openai import OpenAI +from zhipuai import ZhipuAI +import re +import json +from langchain_core.documents import Document +from tqdm import tqdm + +class QaPairs(): + '''存储List[dict]类型数据''' + + def __init__(self, qa_pairs: List[dict]): + self.qa_pairs = qa_pairs + + + def save_json(self, path: str): + '''将数据存储为json格式''' + + with open(path, "w", encoding='utf-8') as f: + json.dump(self.qa_pairs, f, ensure_ascii=False, indent=4) + + @classmethod + def from_json(cls, path:str) -> 'QaPairs': + '''读取json格式数据''' + + with open(path) as f: + data = json.load(f) + return cls(data) + + +llm_list = ['glm-4', 'glm-4v', 'glm-3-turbo', 'gpt-3.5-turbo', 'gpt-4', 'gpt-4o'] + +PROMPT = ''' +下面是上下文信息。 + +--------------------- +{context_str} +--------------------- + +给定上下文信息,没有先验知识。 +仅根据下面的查询生成问题。 + +你是一位老师/教授。你的任务是为即将到来的\ +测验/考试设置{num_questions_per_page}个问题以及问题涉及到的原文内容\ +在整个文件中,问题的性质应该是多样化的。\ +将问题限制在提供的上下文信息之内。\ +按照问题1: +问题 + +原文内容1: +内容 + +的形式回答 +''' + +def list_generate_qa_pairs( + texts: List[str], + num_questions_per_page: int = 2, + model: str = 'glm-4', +) -> QaPairs: + '''借助大模型从给定的texts里提取出问题与对应的答案''' + + if model not in llm_list: + raise ValueError('你选择的模型暂时不被支持' + '''请使用'glm-4', 'glm-4v', 'glm-3-turbo', 'gpt-3.5-turbo', 'gpt-4', 'gpt-4o' 中的一个作为model的参数''') + elif model in llm_list[:3]: + llm = ZhipuAI() + else: + llm = OpenAI() + qa_pairs = [] + + for text in tqdm(texts): + if len(text) > 200: + prompt = PROMPT.format( + context_str=text, + num_questions_per_page=num_questions_per_page + ) + response = llm.chat.completions.create( + model=model, + messages=[ + {"role": "user", "content": prompt}, + ], + ) + matches = re.findall( + r'问题\d+:(.*?)原文内容\d+:(.*?)((?=问题\d+:)|$)', + response.choices[0].message.content, + re.DOTALL + ) + for _, match in enumerate(matches): + qa = { + 'query': match[0].strip(), + 'answer': match[1].strip() + } + qa_pairs.append(qa) + return QaPairs(qa_pairs=qa_pairs) + +def docs_generate_qa_pairs( + docs: List[Document], + num_questions_per_page: int = 2, + model: str = 'glm-4' +) -> QaPairs: + '''借助大模型从给定的docs里提取出问题与对应的答案''' + list_doc = [doc.page_content for doc in docs] + return list_generate_qa_pairs(list_doc, num_questions_per_page, model=model) + + +def docs_generate_pdf_qa_pairs( + pdf_pages: List[Document], + num_questions_per_page: int = 2, + model: str = 'glm-4', +) -> QaPairs: + ''' + 借助大模型从给定的texts里提取出问题、答案 + 返回结果为问题、答案、所属页码 + ''' + + if model not in llm_list: + raise ValueError('你选择的模型暂时不被支持' + '''请使用'glm-4', 'glm-4v', 'glm-3-turbo', 'gpt-3.5-turbo', 'gpt-4', 'gpt-4o' 中的一个作为model的参数''') + elif model in llm_list[:3]: + llm = ZhipuAI() + else: + llm = OpenAI() + qa_pairs = [] + + for page in tqdm(pdf_pages): + if len(page.page_content) > 200: + prompt = PROMPT.format( + context_str=page.page_content, + num_questions_per_page=num_questions_per_page + ) + response = llm.chat.completions.create( + model=model, + messages=[ + {"role": "user", "content": prompt}, + ], + ) + matches = re.findall( + r'问题\d+:(.*?)原文内容\d+:(.*?)((?=问题\d+:)|$)', + response.choices[0].message.content, + re.DOTALL + ) + for _, match in enumerate(matches): + qa = { + 'query': match[0].strip(), + 'answer': match[1].strip(), + 'page_num': page.metadata['page'] + } + qa_pairs.append(qa) + return QaPairs(qa_pairs=qa_pairs) diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/train_dataset.json" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/train_dataset.json" new file mode 100644 index 0000000..e445b34 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/train_dataset.json" @@ -0,0 +1,597 @@ +[ + { + "query": "请根据提供的上下文信息,解释“算法”和“模型”的概念,并说明它们在机器学习中的关系。", + "answer": "“算法”是指从数据中学得“模型”的具体方法,例如后续章节中将会讲述的线性回归、对数几率回归、决策树等。“算法”产出的结果称为“模型”,通常是具体的函数或者可抽象地看作为函数,例如一元线性回归算法产出的模型即为形如f(x)=wx+b的一元一次函数。不过由于严格区分这两者的意义不大,因此多数文献和资料会将其混用,当遇到这两个概念时,其具体指代根据上下文判断即可。", + "page_num": 13 + }, + { + "query": "请根据提供的上下文信息,解释什么是“泛化”能力,并给出一个具体的例子说明为何泛化能力是衡量机器学习模型好坏的关键。", + "answer": "泛化:由于机器学习的目标是根据已知来对未知做出尽可能准确的判断,因此对未知事物判断的准确与否才是衡量一个模型好坏的关键,我们称此为“泛化”能力。例如学习西瓜好坏时,假设训练集中共有3个样本:{(x1=(青绿;蜷缩),y1=好瓜),(x2=(乌黑;蜷缩),y2=好瓜),(x3=(浅白;蜷缩),y3=好瓜)},同时假设判断西瓜好坏的真相是“只要根蒂蜷缩就是好瓜”,如果应用算法A在此训练集上训练得到模型fa(x),模型a学到的规律是“色泽等于青绿、乌黑或者浅白时,同时根蒂蜷缩即为好瓜,否则便是坏瓜”,再应用算法B在此训练集上训练得到模型fb(x),模型fb(x)学到的规律是“只要根蒂蜷缩就是好瓜”,因此对于一个未见过的西瓜样本x=(金黄;蜷缩)来说,模型fa(x)给出的预测结果为“坏瓜”,模型fb(x)给出的预测结果为“好瓜”,此时我们称模型fb(x)的泛化能力优于模型fa(x)。通过以上举例可知,尽管模型fa(x)和模型fb(x)对训练集学得一样好,即两个模型对训练集中每个样本的判断都对,但是其所学到的规律是不同的。导致此现象最直接的原因是算法的不同,但是算法通常是有限的,可穷举的,尤其是在特定任务场景下可使用的算法更是有限,因此,数据便是导致此现象的另一重要原因,这也就是机器学习领域常说的“数据决定模型的上限,而算法则是让模型无限逼近上限”。", + "page_num": 14 + }, + { + "query": "在房价预测问题中,根据提供的假设空间和版本空间的概念,请解释以下哪个模型更符合“奥卡姆剃刀”原则,并简述理由。", + "answer": "在当前房价预测问题上,这两个算法学得的模型哪个更好呢?著名的“奥卡姆剃刀”原则认为“若有多个假设与观察一致,则选最简单的那个”,但是何为“简单”便见仁见智了,如果认为函数的幂次越低越简单,则此时一元线性回归算法更好,如果认为幂次越高越简单,则此时多项式回归算法更好,因此该方法其实并不“简单”,所以并不常用,而最常用的方法则是基于模型在测试集上的表现来评判模型之间的优劣。测试集是指由训练集之外的样本构成的集合,例如在当前房价预测问题中,通常会额外留有部分未参与模型训练的数据来对模型进行测试。假设此时额外留有1条数据:(年份:2022年;学校数量:3所;房价:7万/m2)用于测试,模型y=3x−2的预测结果为3∗3−2=7,预测正确,模型y=x2的预测结果为32=9,预测错误,因此,在当前房价预测问题上,我们认为一元线性回归算法优于多项式回归算法。", + "page_num": 15 + }, + { + "query": "根据所提供的上下文信息,假设有一个新的测试集,其中包含的数据与之前的数据分布有显著差异。请解释在这种情况下,如何根据不同的机器学习算法(如一元线性回归和多项式回归)评估它们的相对优劣,并请用式(1.1)到式(1.5)中的概念来支撑你的解释。", + "answer": "机器学习算法之间没有绝对的优劣之分,只有是否适合当前待解决的问题之分。例如,如果测试集中的数据发生变化(年份:2022年;学校数量:3所;房价:9万/m2),结论可能会逆转为多项式回归算法优于一元线性回归算法。式(1.4.1)中的步骤1到步骤5展示了如何通过比较预测误差来评估算法性能,即P(h|X,La)和I(h(x)≠f(x))的值。在这里,我们假设真实的目标函数f服从均匀分布,但实际情况中,我们认为能高度拟合已有样本数据的函数才是真实目标函数。因此,在评估不同算法的优劣时,需要考虑它们对当前测试集的拟合程度。", + "page_num": 16 + }, + { + "query": "在机器学习中,为什么要对模型进行评估和选择?请简述经验误差和泛化误差的区别,并说明哪一种误差是我们更希望模型能够最小化的。", + "answer": "由于“模型评估与选择”是在模型产出以后进行的下游工作,要想完全吸收本章内容需要读者对模型有一些基本的认知。经验误差:学习器在训练集上的误差,又称为“训练误差”。泛化误差:学习器在新样本上的误差。经验误差和泛化误差用于分类问题的定义式可参见“西瓜书”第12章的式(12.1)和式(12.2)。过拟合是由于模型的学习能力相对于数据来说过于强大,反过来说,欠拟合是因为模型的学习能力相对于数据来说过于低下。\n\n形式:概念解释与原因阐述。", + "page_num": 17 + }, + { + "query": "解释什么是交叉验证法,并说明为什么它在评估算法性能时比单次留出法更可靠。", + "answer": "交叉验证法本质上是在进行多次留出法,且每次都换不同的子集做测试集,最终让所有样本均至少做1次测试样本。这样做的理由其实很简单,因为一般的留出法只会划分出1组训练集和测试集,仅依靠1组训练集和测试集去对比不同算法之间的效果显然不够置信,偶然性太强,因此要想基于固定的数据集产生多组不同的训练集和测试集,则只有进行多次划分,每次采用不同的子集作为测试集,也即为交叉验证法。", + "page_num": 18 + }, + { + "query": "在给定的文本中,提到了F1分数是查准率和查全率的调和平均。请解释为什么在F1分数的计算中,使用调和平均而不是算术平均,并给出在式(2.11)中,参数β如何影响F1分数,从而使得它可以用来强调查准率或查全率的重要性。", + "answer": "\"不难看出上式的本质为F1=2×TP(TP+FN)+(TP+FP)。‘西瓜书’在式(2.11)左侧提到Fβ本质是加权调和平均,且和常用的算术平均相比,其更重视较小值...式(2.11)下方有提到‘β>1时查全率有更大影响;β<1时查准率有更大影响’。\"", + "page_num": 19 + }, + { + "query": "解释“宏平均”(macro-average)和“微平均”(micro-average)在多类别分类问题中的区别,并基于提供的上下文信息,给出它们各自可能存在的问题。", + "answer": "“宏”没有考虑每个类别下的的样本数量,所以平等看待每个类别,因此会受到高P和高R类别的影响,而“微”则考虑到了每个类别的样本数量,因为样本数量多的类相应的TP、FP、TN、FN也会占比更多,所以在各类别样本数量极度不平衡的情况下,数量较多的类别会主导最终结果。\n\n形式2:\n描述ROC曲线的绘制过程,并解释如何根据给定的预测结果,设置分类阈值来计算真正例率(TPR)和假正例率(FPR)。\n\n原文内容2:\n首先需要对所有测试样本按照学习器给出的预测结果进行排序,接着将分类阈值设为一个不可能取到的超大值,例如设为1。然后依次将分类阈值设为每个样本的预测值,分别计算真正例率和假正例率,再在相应的坐标上标记点,最后再将各个点用直线连接,即可得到ROC曲线。每次变动分类阈值时,若新增i个假正例,那么相应的x轴坐标也就增加im−;若新增j个真正例,那么相应的y轴坐标也就增加jm+。", + "page_num": 20 + }, + { + "query": "根据给定的上下文信息,假设有一个数据集D,包含正例和反例,且已知的代价cost+−为4,cost−+为1。如果数据集D中正例的比例是20%(即p=0.2),请计算正例的加权概率P(+)cost,并解释这一结果在实际应用中的意义。", + "answer": "在代价敏感的学习场景中,我们可以根据不同类型错误的代价来调整样例的权重。具体来说,正例的加权概率P(+)cost可以通过以下公式计算:\n\\[ P(+)cost = \\frac{p \\times cost+−}{p \\times cost+− + (1-p) \\times cost−+} \\]\n其中,p代表样例为正例的概率,cost+−是分类器将正例错误分类为反例的代价,cost−+是分类器将反例错误分类为正例的代价。在这种情境下,通过调整代价,我们可以让分类器更加关注那些代价较高的错误类型,从而在现实应用中取得更好的性能表现。", + "page_num": 23 + }, + { + "query": "根据所提供的上下文信息,请解释为什么在与垂线相交的线段中,最先相交的线段对应的阈值被认为是最佳阈值?请详细描述该阈值对应的归一化代价costnorm以及其在ROC曲线上的意义。", + "answer": "直于横轴的垂线,与该垂线最先相交(从下往上看)的线段所对应的阈值即为最佳阈值。原因是与该垂线最先相交的线段必然最靠下,因此其交点的纵坐标最小,而纵轴表示的便是归一化代价costnorm,所以此时归一化代价costnorm达到最小。特别地,当P(+)cost=0时,即样例集中没有正例,全是负例,因此最佳阈值应该是学习器不可能取到的最大值,且按照此阈值计算出来出来的FPR=0,FNR=1,costnorm=0。", + "page_num": 25 + }, + { + "query": "根据所提供的上下文信息,假设有一个二项分布B(m,p)的试验,其中事件发生次数为X。若给定检验水平α,请解释如何通过解不等式来确定使得假设检验φ达到该水平的整数C,并给出该整数C的物理意义。", + "answer": "在二项分布参数p的假设检验中,我们设定假设H0:p⩽p0和备择假设H1:p>p0。对于一个直观上合理的检验φ,我们设定当事件发生次数X大于某个临界值C时,拒绝原假设H0。对应的功效函数为βφ(p)=P(X>C),它是关于p的增函数。给定检验水平α时,为了使检验φ达到该水平,我们需要保证βφ(p)⩽α。可以通过解不等式mXi=C+1mi!pi0(1−p0)m−i<α来确定整数C,该整数C即为在检验水平α下,能够拒绝原假设的最小事件发生次数的阈值。物理意义上,当事件发生次数X超过C时,我们有足够的统计证据拒绝原假设,认为事件发生的概率p实际上大于p0。", + "page_num": 26 + }, + { + "query": "根据所提供的上下文信息,假设你正在处理一个二项分布参数p的假设检验问题,你如何求解最大事件发生频率Cm,使得错误率α尽可能小?请详细描述求解过程,并说明为何在给定条件下选择C取C+1的策略。", + "answer": "此时,C只能取C或者C+1。若C取C,则相当于升高了检验水平α;若C取C+1则相当于降低了检验水平α。具体如何取舍需要结合实际情况,一般的做法是使α尽可能小,因此倾向于令C取C+1。下面考虑如何求解C。易证βφ(p0)是关于C的减函数,再结合上述关于C的两个不等式易推得C=minCs.t.mXi=C+1mi!pi0(1−p0)m−i<α...由上述“二项分布参数p的假设检验”中的推导可知Cm=minCms.t.mXi=C+1mi!pi0(1−p0)m−i<α,将上式中的Cm,Cm,p0等价替换为ϵ,ϵ,ϵ0可得ϵ=minϵs.t.mXi=ϵ×m+1mi!ϵi0(1−ϵ0)m−i<α。", + "page_num": 27 + }, + { + "query": "根据提供的上下文信息,假设式(2.41)是关于某个学习算法的期望风险的分解形式。请解释在从步骤3到步骤4的推导过程中,为什么可以利用期望的运算性质将交叉项 \\(ED[2(f(x;D)− \\bar{f}(x))(\\bar{f}(x)−y_D)]\\) 简化为0,并给出数学证明。", + "answer": "在步骤3到步骤4的推导过程中,我们利用了期望的运算性质,特别是对于独立随机变量的乘积的期望等于各自期望的乘积。这里,\\(f(x;D)\\) 是关于数据集 \\(D\\) 的函数,\\(\\bar{f}(x)\\) 是 \\(f(x;D)\\) 的期望,而 \\(y_D\\) 是真实标签。推导中假设 \\(y_D\\) 与 \\(f(x;D)\\) 是独立的,因此:\n\n\\[ED[2(f(x;D)− \\bar{f}(x))(\\bar{f}(x)−y_D)] = 2ED[(f(x;D)− \\bar{f}(x)))]ED[(\\bar{f}(x)−y_D)]\\]\n\n由于 \\(ED[f(x;D)− \\bar{f}(x)] = 0\\)(因为 \\(f(x;D)\\) 的期望减去其自身的期望等于0),并且 \\(ED[\\bar{f}(x)−y_D]\\) 依赖于数据集 \\(D\\) 之外的信息,因此该值也被认为是0。因此,整个交叉项简化为0。\n\n在数学上,我们可以如此证明:\n\n设 \\(X = f(x;D)− \\bar{f}(x)\\) 和 \\(Y = \\bar{f}(x)−y_D\\) 是两个随机变量,且 \\(X\\) 和 \\(Y\\) 独立。则:\n\n\\[E[XY] = E[X]E[Y]\\]\n\n由于 \\(E[X] = 0\\)(根据 \\(X\\) 的定义),我们有:\n\n\\[E[XY] = 0 \\cdot E[Y] = 0\\]\n\n因此,交叉项 \\(2(f(x;D)− \\bar{f}(x))(\\bar{f}(x)−y_D)\\) 在期望值中简化为0。", + "page_num": 28 + }, + { + "query": "根据给定的上下文信息,假设噪声的期望为0,请证明式子 ED\u00022\u0000f(x;D)−¯f(x)\u0001·(yD−¯f(x)) 等于0,并解释每一步的推导原理。", + "answer": "所以 ED\u00022\u0000f(x;D)−¯f(x)\u0001\u0000¯f(x)−yD\u0001\u0003= ED\u00022\u0000f(x;D)−¯f(x)\u0001·¯f(x)\u0003− ED\u00022\u0000f(x;D)−¯f(x)\u0001·yD\u0003= 0 + 0 = 0。\n5⃝→6⃝:同2⃝→3⃝一样,将最后一项利用期望的运算性质进行展开。\n6⃝→7⃝:因为 ¯f(x) 和 y 均为常量,根据期望的运算性质,6⃝中的第2项可化为 EDh\u0000¯f(x)−y\u00012i=\u0000¯f(x)−y\u00012。\n同理,6⃝中的最后一项可化为 2ED\u0002\u0000¯f(x)−y\u0001(y−yD)\u0003= 2\u0000¯f(x)−y\u0001ED[(y−yD)]。\n由于此时假定噪声的期望为0,即 ED[(y−yD)]=0,所以 2ED\u0002\u0000¯f(x)−y\u0001(y−yD)\u0003= 2\u0000¯f(x)−y\u0001·0=0。参考文献[1]陈希孺.概率论与数理统计.中国科学技术大学出版社,2009.", + "page_num": 29 + }, + { + "query": "请解释“argmin”符号的含义,并说明它与“min”符号的区别是什么?", + "answer": "首先解释一下符号“argmin”,其中“arg”是“argument”(参数)的前三个字母,“min”是“minimum”(最小值)的前三个字母,该符号表示求使目标函数达到最小值的参数取值。例如式(3.4)表示求出使目标函数Pmi=1(yi−wxi−b)2达到最小值的参数取值(w∗,b∗),注意目标函数是以(w,b)为自变量的函数,(xi,yi)均是已知常量,即训练集中的样本数据。类似的符号还有“min”,例如将式(3.4)改为min(w,b)mXi=1(yi−wxi−b)2则表示求目标函数的最小值。对比知道,“min”和“argmin”的区别在于,前者输出目标函数的最小值,而后者输出使得目标函数达到最小值时的参数取值。", + "page_num": 30 + }, + { + "query": "请根据给定的式(3.7)的向量化过程,描述如何使用Python中的NumPy库来实现该式的计算,并解释向量化运算在此场景中的优势。", + "answer": "式(3.7)的向量化过程可以通过以下方式使用Python中的NumPy库来实现:首先,我们根据式(3.7)中定义的向量x、xd、y、yd来构造对应的NumPy数组。然后,使用NumPy的矩阵运算能力来计算w的值,即:\n\n```python\nimport numpy as np\n\n# 假设x, y是已经给出的数据,且已经按照上下文中的定义去均值得到xd, yd\nx = np.array([[x1], [x2], ..., [xm]]) # m行1列的列向量\ny = np.array([[y1], [y2], ..., [ym]]) # m行1列的列向量\n\n# 计算均值\nx_mean = np.mean(x)\ny_mean = np.mean(y)\n\n# 构造去均值的向量xd和yd\nxd = x - x_mean\nyd = y - y_mean\n\n# 计算w的值\nw = np.dot(xd.T, yd) / np.dot(xd.T, xd)\n\n# 输出w的值\nprint(w)\n```\n\n向量化运算在此场景中的优势在于:\n1. 简化代码:向量化运算可以减少嵌套循环的使用,使得代码更加简洁易读。\n2. 提高效率:NumPy中的矩阵运算是高度优化的,可以利用底层硬件加速(如CPU的SIMD指令集),使得计算速度比纯Python循环快得多。\n3. 可扩展性:向量化运算可以容易地扩展到大型数据集,而循环结构在数据量增大时性能下降明显。\n4. 易于调试和推理:向量化运算使得数学表达和代码实现之间的映射更加直观,有助于错误检查和性能分析。", + "page_num": 32 + }, + { + "query": "根据上述提供的上下文信息,请解释多元线性回归中的最小二乘法估计的数学表达式 \\( \\hat{w}^* \\) 是如何通过向量内积的形式来简化的?并使用矩阵微分推导出 \\( \\hat{w}^* \\) 对误差函数 \\( E\\hat{w} \\) 的梯度。", + "answer": "在多元线性回归中,我们使用最小二乘法来估计参数 \\( \\hat{w} \\),其表达式为 \\( \\hat{w}^* = \\arg\\min_{\\hat{w}} \\sum_{i=1}^{m} (y_i - \\hat{x}_i^T\\hat{w})^2 \\)。为了简化这个表达式,我们定义了向量 \\( \\hat{w} \\) 和矩阵 \\( X \\)。通过向量内积和矩阵运算,我们可以将原始的最小二乘估计表达式转化为向量的形式,即 \\( \\hat{w}^* = \\arg\\min_{\\hat{w}} (y - X\\hat{w})^T(y - X\\hat{w}) \\)。利用矩阵微分公式,我们可以对误差函数 \\( E\\hat{w} \\) 求导,得到 \\( \\frac{\\partial E\\hat{w}}{\\partial \\hat{w}} = -2X^T(y - X\\hat{w}) \\),这为我们提供了最小化误差函数时参数 \\( \\hat{w} \\) 的更新方向。", + "page_num": 33 + }, + { + "query": "根据提供的上下文信息,梯度下降法和牛顿法在迭代求解算法上有何不同?请解释它们在选取下一个迭代点(xt+1)的策略上的区别。", + "answer": "梯度下降法利用“梯度指向的方向是函数值增大速度最快的方向”这一特性,每次迭代时朝着梯度的反方向进行,进而实现函数值越迭代越小。其迭代公式为xt+1=xt−a∇f(xt),其中a是步长或学习率。\n\n牛顿法则在此基础上进一步要求,xt+1不仅是xt邻域内函数值更小的点,而且它还必须是邻域内的极小值点。为了找到这样的点,牛顿法使用二阶泰勒展开,其迭代公式考虑了函数的一阶导数(梯度)和二阶导数(Hessian矩阵),在近似形式中,用于迭代计算的公式涉及到∇f\u0000xt\u0001和∇2f\u0000xt\u0001。", + "page_num": 37 + }, + { + "query": "请根据所提供的上下文信息,推导并解释牛顿法的基本迭代公式。同时,讨论为什么在实际应用中,即便面对凸函数,牛顿法也不能保证求得全局最优解。", + "answer": "首先对上式求导得到:∂f(x)/∂x = ∂f(xt)/∂x + ∂∇f(xt)T(x−xt)/∂x + 1/2∂(x−xt)T∇2f(xt)(x−xt)/∂x = 0 + ∇f xt + 1/2∇2f xt + ∇2f xtT (x−xt)。假设函数f(x)在xt处二阶可导,且偏导数连续,则∇2f(xt)是对称矩阵,上式可写为:∂f(x)/∂x = 0 + ∇f xt + 1/2×2×∇2f xt (x−xt) = ∇f xt + ∇2f xt (x−xt)。令上式等于0,得到∇f xt + ∇2f xt (x−xt) = 0。当∇2f(xt)是可逆矩阵时,解得 x = xt − [∇2f xt]−1∇f xt。令上式为xt+1即可得到牛顿法的迭代公式:xt+1 = xt − [∇2f xt]−1∇f xt。通过上述推导可知,牛顿法每次迭代时需要求解Hessian矩阵的逆矩阵,该步骤计算量通常较大,因此有人基于牛顿法,将其中求Hessian矩阵的逆矩阵改为求计算量更低的近似逆矩阵,我们称此类算法为“拟牛顿法”。牛顿法虽然期望在每次迭代时能取到极小值点,但是通过上述推导可知,迭代公式是根据极值点的必要条件推导而得,因此并不保证一定是极小值点。无论是梯度下降法还是牛顿法,根据其终止迭代的条件可知,其都是近似求解算法,即使f(x)是凸函数,也并不一定保证最终求得的是全局最优解,仅能保证其接近全局最优解。", + "page_num": 38 + }, + { + "query": "请根据以下原文内容,推导出对数似然函数关于参数β的二阶导数(即海森矩阵Hessian)的表达式,并解释其在机器学习中的应用。", + "answer": "此式也可以进行向量化,令\\( p_1(\\hat{x_i};\\beta) = \\hat{y_i} \\),代入上式得\n\\[\n\\frac{\\partial \\ell(\\beta)}{\\partial \\beta} = -m\\sum_{i=1}^{m}\\hat{x_i}(y_i - \\hat{y_i}) = mX^T(\\hat{y} - y)\n\\]\n其中 \\( \\hat{y} = (\\hat{y_1}; \\hat{y_2};...;\\hat{y_m}), y = (y_1;y_2;...;y_m) \\)。\n3.3.6式(3.31)的推导继续对上述式(3.30)中倒数第二个等号的结果求导\n\\[\n\\frac{\\partial^2 \\ell(\\beta)}{\\partial \\beta \\partial \\beta^T} = -\\frac{\\partial \\sum_{i=1}^{m}\\hat{x_i}y_i - e^{\\beta^T\\hat{x_i}}}{1 + e^{\\beta^T\\hat{x_i}}} }{\\partial \\beta^T}\n\\]\n使用矩阵微分公式 \\( \\frac{\\partial a^Tx}{\\partial x} = \\frac{\\partial x^Ta}{\\partial x} = a^T \\),其中\n\\[\n\\frac{\\partial \\frac{e^{\\beta^T\\hat{x_i}}}{1 + e^{\\beta^T\\hat{x_i}}}}{\\partial \\beta^T} = \\hat{x_i}e^{\\beta^T\\hat{x_i}} \\cdot \\frac{1}{1 + e^{\\beta^T\\hat{x_i}}} - e^{\\beta^T\\hat{x_i}} \\cdot \\hat{x_i}e^{\\beta^T\\hat{x_i}} \\cdot \\frac{1}{(1 + e^{\\beta^T\\hat{x_i}})^2}\n\\]\n进而推导出\n\\[\n\\frac{\\partial^2 \\ell(\\beta)}{\\partial \\beta \\partial \\beta^T} = m\\sum_{i=1}^{m}\\hat{x_i}\\hat{x_i}^T p_1(\\hat{x_i};\\beta)(1 - p_1(\\hat{x_i};\\beta))\n\\]\n\n在机器学习中的应用解释:二阶导数(海森矩阵)在优化算法中扮演着重要角色,特别是在牛顿法和拟牛顿法中用于调整搜索方向和步长。此外,海森矩阵的逆可以用来估计参数估计的方差,这对于理解模型的置信度非常重要。", + "page_num": 39 + }, + { + "query": "根据上述上下文信息,解释线性判别分析(LDA)中,模型是如何利用样本类别标记信息来进行降维的。请详细描述训练集中同类与异类样本在权重向量w上的投影关系,以及如何通过这一关系来分类新的测试样本。", + "answer": "由向量内积的几何意义可知,y可以看作是x在w上的投影,因此在训练集上学得的模型能够保证训练集中的同类样本在w上的投影y很相近,而异类样本在w上的投影y很疏远。对于新的测试样本xi,将其代入模型得到它在w上的投影yi,然后判别这个投影yi与哪一类投影更近,则将其判为该类。线性判别分析是一种监督降维方法,降维过程中需要用到样本类别标记信息,通过求解权重向量w,使得同类样本的均值投影之间的距离最小化,同时使异类样本的均值投影之间的距离最大化。具体推导如文中所示,通过拉格朗日乘子法求解出w,进而实现样本的有效分类与降维。", + "page_num": 40 + }, + { + "query": "在多分类问题中,对于给定的数据集,我们通常求解N-1个广义特征值及其对应的特征向量。请解释为什么在理论上至多能解出N-1个非零特征值,并阐述在什么情况下,实际上可能只需要求解出少于N-1个特征向量就能很好地区分不同类别的样本。", + "answer": "对于N分类问题,一定要求出N−1个wi吗?其实不然。之所以将W定义为d×(N−1)维的矩阵是因为当d>(N−1)时,实对称矩阵S−1wSb的秩至多为N−1,所以理论上至多能解出N−1个非零特征值λi及其对应的特征向量wi。但是S−1wSb的秩是受当前训练集中的数据分布所影响的,因此并不一定为N−1。此外,当数据分布本身就足够理想时,即使能求解出多个wi,但是实际可能只需要求解出1个wi便可将同类样本聚集,异类样本完全分离。当d>(N−1)时,实对称矩阵S−1wSb的秩至多为N−1的证明过程如下:由于µ=1NNPi=1miµi,所以µ1−µ一定可以由µ和µ2,...,µN线性表示,因此矩阵Sb中至多有µ2−µ,...,µN−µ共N−1个线性无关的向量,由于此时d>(N−1),所以Sb的秩r(Sb)至多为N−1。同时假设矩阵Sw满秩,即r(Sw)=r(S−1w)=d,则根据矩阵秩的性质r(AB)⩽min{r(A),r(B)}可知,S−1wSb的秩也至多为N−1。", + "page_num": 43 + }, + { + "query": "请根据所提供的上下文信息,解释互信息(信息增益)的定义及其在决策树分类中的作用。", + "answer": "在信息论中,互信息也称为信息增益,它表示已知一个随机变量的信息后,另一个随机变量的不确定性减少的程度。具体地,互信息定义为信息熵和条件熵的差,即I(Y;X)=Ent(Y)−Ent(Y|X),其中Ent(Y|X)表示在已知随机变量X的条件下,随机变量Y的条件熵。在决策树分类中,若根据某个属性计算得到的信息增益越大,说明在知道该属性取值后,样本集的不确定性减小的程度越大,即“纯度提升”越大。这有助于决策树选择更具有分类能力的属性作为节点进行分支。", + "page_num": 47 + }, + { + "query": "请根据上述上下文信息,解释CART决策树中基尼指数的作用,并推导出式(4.5)中的Gini(D)的计算公式。", + "answer": "在CART决策树构造过程中,基尼指数用于衡量数据集D按照某一属性划分后的纯度。基尼指数越低,表明数据集D在给定属性下的划分纯度越高。式(4.5)中的Gini(D)表示在数据集D中,任取两个样本,类别标记不一致的概率,即:\n\\[ Gini(D) = 1 - \\sum_{k=1}^{|Y|} p_k^2 \\]\n其中,\\( p_k \\)是类别k在数据集D中的概率,|Y|是类别总数。这个公式通过计算类别不一致的期望概率来评估数据集D的纯度。在CART决策树的构建过程中,选择使基尼指数最小的属性及其取值作为最优划分属性和最优划分点,以提高子集的纯度。", + "page_num": 48 + }, + { + "query": "在CART决策树构建过程中,如何选择最优的划分属性,并简述该算法选择“纹理=清晰”作为最优划分点的原因。", + "answer": "在CART决策树构建过程中,选择最优划分属性是根据基尼指数(Gini index)来确定的。对于给定的数据集D,分别计算每个属性不同取值下的基尼指数。具有最低基尼指数的属性被认为是最优划分属性。例如,在提供的数据中,Gini_index(D,纹理=清晰)=0.286最小,因此选择属性“纹理”作为最优划分属性。在此基础上,“纹理=清晰”作为最优划分点生成两个子节点D1(纹理=清晰)和D2(纹理̸=清晰),因为这一划分能够使得子节点的数据尽可能属于同一类别,从而降低子节点的基尼指数,提高决策树的分类效果。", + "page_num": 49 + }, + { + "query": "在CART回归树构建过程中,如何选择最优的划分属性a∗以及对应的划分点v∗?请解释CART回归树如何通过这些选择将特征空间划分为M个子空间R1,R2,···,RM,并结合原文内容详细阐述f(x)=ΣMm=1cmI(x∈Rm)的含义。", + "answer": "在CART回归树的构建过程中,首先会遍历所有属性,找到最优划分属性a∗,然后根据a∗的最优划分点v∗将特征空间划分为两个子空间。对于每个子空间,重复上述步骤,直至满足停止条件。这样生成的一棵CART回归树假设最终将特征空间划分为M个子空间R1,R2,···,RM。该模型的表示式为f(x)=MXm=1cmI(x∈Rm),其中cm表示集合Rm中的样本xi对应的输出值yi的均值。这个公式的直观理解是,对于任意给定的样本xi,首先要确定它属于哪一个子空间,然后将这个子空间对应的输出值cm作为样本xi的预测值yi。", + "page_num": 50 + }, + { + "query": "根据所提供的上下文信息,请解释式(4.8)中λ的取值分别代表什么含义,并给出一个具体的例子说明如何根据λ的取值对样本集合进行划分。", + "answer": "式(4.8)是式(4.2)用于离散化后的连续属性的版本,其中Ta由式(4.7)计算得来,λ∈{−,+}表示属性a的取值分别小于等于和大于候选划分点t时的情形。即当λ=−时有Dλt=Da⩽tt,当λ=+时有Dλt=Da>tt。\n\n例子:\n假设有一个关于“密度”的连续属性,其候选划分点为0.560。对于λ=−的情况,样本集合中所有密度小于等于0.560的样本将被划分到“密度低”的子集;而对于λ=+的情况,样本集合中所有密度大于0.560的样本将被划分到“密度高”的子集。通过这种方式,我们可以根据连续属性的取值对样本进行有效划分,从而为后续的决策树构建提供依据。", + "page_num": 51 + }, + { + "query": "请根据图4-2中的划分过程,描述决策树是如何通过四次划分来确定好瓜与坏瓜的分类边界的。", + "answer": "经过四次划分已无空白部分,表示决策树生成完毕,从图4-2(d)中可以清晰地看出好瓜与坏瓜的分类边界。含糖率密度0.60.40.20.20.40.60.80(a)第一次划分含糖率密度0.60.40.20.20.40.60.80(b)第二次划分含糖率密度0.60.40.20.20.40.60.80(c)第三次划分含糖率密度0.60.40.20.20.40.60.80(d)第四次划分。参考文献[1]李航.统计学习方法.清华大学出版社,2012.", + "page_num": 52 + }, + { + "query": "", + "answer": "根据所提供的上下文信息,解释感知机学习算法中损失函数L(w,θ)的定义,以及它是如何帮助模型进行参数优化的?\n\n内容:在感知机学习算法中,损失函数L(w,θ)定义为误分类样本集合M中所有样本的预测误差之和,即\n\\[ L(w,θ) = \\sum_{x_i \\in M} (\\hat{y}_i - y_i)(w^T x_i - \\theta) \\]\n此处,\\( w \\) 表示权重向量,\\( \\theta \\) 是阈值,\\( \\hat{y}_i \\) 是模型对第 \\( i \\) 个样本的预测,\\( y_i \\) 是样本的真实标签。该损失函数是连续可导的,且非负;当没有误分类点时,损失函数值为0。它量化了模型预测与真实值之间的差异,且当误分类点离超平面越近时,损失函数值越小。通过最小化这个损失函数,我们可以找到最优的权重 \\( w \\) 和阈值 \\( \\theta \\),从而实现模型参数的优化。感知机学习算法通常使用随机梯度下降法来极小化这个损失函数,更新权重 \\( w \\) 的公式为 \\( w \\leftarrow w - \\Delta w \\),其中 \\( \\Delta w = -\\eta (\\hat{y}_i - y_i) x_i \\),\\( \\eta \\) 是学习率。请解释这个损失函数在感知机学习过程中的作用和意义。", + "page_num": 54 + }, + { + "query": "根据上述上下文信息,推导并解释误差逆传播算法中权重更新公式∆θj的计算过程。假设你已经知道∂Ek/∂θj代表的是输出层第j个神经元的权重θj对第k个训练样本的误差E_k的偏导数,请详细描述以下公式的推导过程:gj = (ykj − ˆykj)ˆykj(1 − ˆykj)。", + "answer": "在误差逆传播算法中,权重的更新量∆θj由以下公式给出:∆θj = −ηgj,其中gj = (ykj − ˆykj)ˆykj(1 − ˆykj)。这里,η是学习率,ykj是第k个训练样本中输出层第j个神经元的实际输出,ˆykj是预测输出,而∂Ek/∂θj表示第k个训练样本的误差E_k对输出层第j个神经元的权重的偏导数。推导过程中用到了激活函数f(x)的导数f′(x) = f(x)[1−f(x)],并且将输出误差Ek表示为预测输出与实际输出差值的平方和的平均值。", + "page_num": 55 + }, + { + "query": "根据给定的上下文信息,推导出式(5.14)中∆vih的计算表达式,并解释每一项的含义。", + "answer": "又 ∂Ek∂vih = lXj=1 ∂Ek∂ˆykj · ∂ˆykj∂βj · ∂βj∂bh · ∂bh∂αh · ∂αh∂vih = lXj=1 ∂Ek∂ˆykj · ∂ˆykj∂βj · ∂βj∂bh · f′(αh−γh) · xi = lXj=1 ∂Ek∂ˆykj · ∂ˆykj∂βj · whj · f′(αh−γh) · xi = lXj=1 (−gj) · whj · f′(αh−γh) · xi = −f′(αh−γh) · lXj=1 gj · whj · xi = −bh(1−bh) · lXj=1 gj · whj · xi = −eh · xi\n所以 ∆vih = −η∂Ek∂vih = ηehxi\n\n解释:\n- ∂Ek∂vih 表示损失函数Ek关于输入层到隐藏层权重vih的梯度。\n- lXj=1 表示对所有的j求和,其中j是输出层的索引。\n- ∂Ek∂ˆykj 表示损失函数Ek关于预测输出ˆykj的梯度。\n- ∂ˆykj∂βj 表示预测输出ˆykj关于隐藏层到输出层的权重βj的梯度。\n- ∂βj∂bh 表示隐藏层到输出层的权重βj关于隐藏层的偏置bh的梯度。\n- f′(αh−γh) 表示隐藏层的激活函数关于αh−γh的导数。\n- xi 表示输入层的第i个输入。\n- gj 表示损失函数关于输出层第j个神经元的梯度。\n- whj 表示隐藏层的权重。\n- eh 表示隐藏层的误差。\n- ∆vih 表示输入层到隐藏层权重vih的更新量。\n- η 表示学习率。", + "page_num": 56 + }, + { + "query": "根据5.5.1节的内容,解释如何将RBF网络中的输出视作是线性回归问题,并简述确定神经元的中心ci之后,RBF网络的主要任务是什么。", + "answer": "从式(5.18)可以看出,对于样本x来说,RBF网络的输出为q个ρ(x,ci)的线性组合。若换个角度来看这个问题,将q个ρ(x,ci)当作是将d维向量x基于式(5.19)进行特征转换后所得的q维特征,即˜x=(ρ(x,c1);ρ(x,c2);...;ρ(x,cq)),则式(5.18)求线性加权系数wi相当于求解第3.2节的线性回归f(˜x)=wT˜x+b,对于仅有的差别b来说,当然可以在式(5.18)中补加一个b。因此,RBF网络在确定q个神经元中心ci之后,接下来要做的就是线性回归。", + "page_num": 57 + }, + { + "query": "", + "answer": "支持向量机所要求的超平面需要满足哪三个条件?请根据6.1.4节的内容详细阐述。\n\n形式回答:", + "page_num": 59 + }, + { + "query": "在支持向量机中,所要求的超平面需要满足哪三个条件?", + "answer": "支持向量机所要求的超平面需要满足以下三个条件:\n1. 能正确划分正负样本;\n2. 要位于正负样本正中间;\n3. 离正负样本都尽可能远。\n这三个条件分别对应了支持向量机在寻找最优划分超平面时的基本要求,即分类准确性、几何中间性和最大间隔。这些内容在6.1.4节中进行了详细阐述。", + "page_num": 59 + }, + { + "query": "", + "answer": "根据上文所述,支持向量机(SVM)中超平面的选择是基于最大化间隔的原则。请解释“最大化间隔”的含义,以及为什么这样做可以保证得到的超平面具有唯一性。\n\n内容:在上述上下文中,详细描述了支持向量机中超平面选择的条件。这些条件包括确保所有正样本点位于超平面的正侧,所有负样本点位于超平面的负侧,并且离超平面最近的正负样本点到超平面的距离相等。最大化间隔指的是寻找这样的超平面,使得两个异类支持向量之间的距离(即间隔)尽可能大。这种最大化间隔的做法可以保证分类器的泛化能力,减少过拟合的风险,并且能够确保在所有满足条件的超平面中,只有一个是最优的,从而保证了超平面解的唯一性。请详细解释这一概念及其在支持向量机中的作用。", + "page_num": 60 + }, + { + "query": "根据所提供的上下文信息,描述凸优化问题的特点及其在优化问题中的优势。", + "answer": "考虑一般地约束优化问题,若目标函数f(x)是凸函数,不等式约束gi(x)是凸函数,等式约束hj(x)是仿射函数,则称该优化问题为凸优化问题。凸优化问题是最优化里比较易解的一类优化问题,因为其拥有诸多良好的数学性质和现成的数学工具,因此如果非凸优化问题能等价转化为凸优化问题,其求解难度通常也会减小。", + "page_num": 61 + }, + { + "query": "根据提供的上下文信息,解释KKT条件在凸优化问题中的作用,并阐述为何满足KKT条件的点可以保证强对偶性的成立。给出一个具体的例子说明在不满足KKT条件中特定约束限制条件的情况下,如何利用KKT条件推导出最优解。", + "answer": "KKT条件是凸优化问题中连接原问题与对偶问题最优解的一组重要条件。它确保了在满足这些条件时,原问题的最优解与对偶问题的最优解相等,即强对偶性成立。具体来说,KKT条件包含以下要素:梯度为零的条件(∇xL(x∗,µ∗,λ∗)=0),等式约束(hj(x∗)=0),不等式约束(gi(x∗)⩽0),以及对偶变量非负性(µ∗i⩾0)和互补松弛性(µ∗igi(x∗)=0)。在凸优化问题中,若存在一个点x∗和对应的对偶变量(µ∗,λ∗)满足KKT条件,那么这个点x∗就是对偶问题的最优解,反之亦然。即使在不满足KKT条件中特定约束限制条件的情况下,只要强对偶性成立,KKT条件依然可以作为寻找最优解的必要条件。例如,考虑一个不含等式约束的凸优化问题,即使不满足Slater条件(KKT条件中一个特定约束限制条件),只要可以证明强对偶性成立,依然可以通过求解满足KKT条件的点来得到最优解。", + "page_num": 63 + }, + { + "query": "根据提供的上下文信息,解释为什么在样本特征个数远大于训练样本个数(m≪d)的情况下,求解式(6.11)比求解式(6.6)更高效。", + "answer": "式(6.6)中的未知数是w和b,式(6.11)中的未知数是α,w的维度d对应样本特征个数,α的维度m对应训练样本个数,通常m≪d,所以求解式(6.11)更高效。", + "page_num": 65 + }, + { + "query": "根据支持向量回归(SVR)的优化问题,解释如何通过引入“ϵ不敏感损失函数”和正则化常数C来平衡模型的泛化能力和对训练数据的拟合精度。请详细说明这两种元素在优化问题中的作用。", + "answer": "支持向量回归采用一个以 \\( f(x)=w^T x + b \\) 为中心,宽度为 \\( 2\\epsilon \\) 的间隔带,来拟合训练样本。落在带子上的样本不计算损失,不在带子上的则以偏离带子的距离作为损失。优化问题可以写为:\n\\[\n\\min_{w,b} \\frac{1}{2} \\|w\\|^2 + C \\sum_{i=1}^m \\ell_\\epsilon(f(x_i) - y_i)\n\\]\n其中 \\( \\ell_\\epsilon(z) \\) 为“ϵ不敏感损失函数”,定义为:\n\\[\n\\ell_\\epsilon(z) =\n\\begin{cases} \n0, & \\text{if } |z| \\leq \\epsilon \\\\\n|z| - \\epsilon, & \\text{if } |z| > \\epsilon\n\\end{cases}\n\\]\n\\( C \\) 为用来调节损失权重的正则化常数。在此,\\( \\frac{1}{2} \\|w\\|^2 \\) 为L2正则项,除了起正则化本身的作用外,也是为了和软间隔支持向量机的优化目标保持形式上的一致,从而可以导出对偶问题并引入核函数。", + "page_num": 67 + }, + { + "query": "根据所提供的上下文信息,请解释KKT条件在支持向量机(SVM)双松弛变量模型中的作用,并推导出为何在该模型中αi和ˆαi中至少有一个为0,以及ξi和ˆξi中也至少有一个为0。", + "answer": "在支持向量机模型中,为了处理不可分的数据,引入了双松弛变量ξi和ˆξi。KKT条件对于确保最优解的可行性、互补性以及拉格朗日乘子的正确性至关重要。根据KKT条件,我们有以下四个方程:\n1. αi(f(xi)−yi−ϵ−ξi)=0\n2. ˆαi(yi−f(xi)−ϵ−ˆξi)=0\n3. (C−αi)ξi=0\n4. (C−ˆαi)ˆξi=0\n\n由于每个样本点(xi, yi)只会位于间隔带的某一侧,即一个样本点不会同时违反两个不等式约束,因此αi和ˆαi不可能同时大于0。此外,由于拉格朗日乘子αi和ˆαi与对应的松弛变量ξi和ˆξi相乘的结果必须为0(即αiξi=0和ˆαiˆξi=0),这意味着如果一个乘子为0,那么其对应的松弛变量也必须为0。因此,我们可以得出结论,在SVM双松弛变量模型中,αi和ˆαi中至少有一个为0,同时ξi和ˆξi中也至少有一个为0。", + "page_num": 68 + }, + { + "query": "根据6.6.2节中的推导,假设已经得到了一个二分类问题中的KLDA(核线性判别分析)投影直线方程。如果给定了新的样本特征向量x_new,请解释如何使用已知的参数w(见式(6.65))和核函数κ来计算新样本在投影直线上的得分h(x_new)。", + "answer": "在6.6.2节中,根据表示定理,二分类KLDA的最终投影直线方程可以写作形式:h(x)=Σα_iκ(x,xi),其中w是投影权重向量,并且满足wTϕ(x)=Σα_iϕ(x)Tϕ(xi),其中κ(x,xi)是核函数,并且被替换为ϕ(x)Tϕ(xi)。最终,推导出w=Σα_iϕ(xi),这个方程允许我们计算任何给定样本x在投影直线上的得分。 \n\n形式化为问题中的内容:\n请给出一个数学表达式并简要解释如何计算新样本x_new在通过KLDA得到的投影直线上的得分h(x_new),并利用式(6.65)中给出的参数w和核函数κ。", + "page_num": 69 + }, + { + "query": "根据提供的上下文信息,请推导出式(6.70)的分母部分的表达式,并解释其物理意义。", + "answer": "给定支持向量机(SVM)的核技巧中,核函数κ(xi,x)的标量性质导致κ(xi,x)的转置等于其本身,即κ(xi,x)=κ(xi,x)T。基于此性质,以及α向量和核均值估计ˆµ0, ˆµ1,推导式(6.70)的分母部分如下:\n\n\\[ S_{\\phi}w = \\sum_{x \\in D} \\phi(x)\\phi(x)^T - m_0\\mu_{\\phi_0}\\mu_{\\phi_0}^T - m_1\\mu_{\\phi_1}\\mu_{\\phi_1}^T \\]\n\n其中,\\( \\phi(x) \\) 是映射到高维空间的特征向量,\\( \\mu_{\\phi_0} \\) 和 \\( \\mu_{\\phi_1} \\) 分别是两类数据的特征均值,\\( m_0 \\) 和 \\( m_1 \\) 是两类数据的数量,\\( D \\) 是整个数据集。\n\n解释:式(6.70)的分母部分 \\( S_{\\phi}w \\) 描述了在核空间中所有数据点特征向量的协方差矩阵,减去两个类别特征均值的平方,这反映了数据在这些类别内部的紧凑性以及类别之间的分离性。该表达式的物理意义在于,它是用于计算支持向量机中权重向量 \\( w \\) 的一个关键组成部分,其通过比较类内散布与类间散布来优化分类边界。", + "page_num": 71 + }, + { + "query": "请根据提供的上下文信息,解释支持向量机(SVM)中使用核函数的目的,并推导出SVM中使用核函数后的优化问题的数学表达式。", + "answer": "其中λ是用来调整正则项权重的正则化常数。假设zi=ϕ(xi)是由原始空间经核函数映射到高维空间的特征向量,则优化目标函数可表示为:\n\\[ \\min_{w,b} \\frac{1}{m} \\sum_{i=1}^{m} \\log \\left( 1 + e^{-y_i(w^T \\cdot x_i + b)} \\right) + \\frac{\\lambda}{2m} \\|w\\|^2 \\]\n注意,以上式子中的w维度与xi和zi的维度一致。根据表示定理,上式的解可以写为:\n\\[ w = \\sum_{j=1}^{m} \\alpha_j z_j \\]\n将w代入对数几率回归可得:\n\\[ \\min_{w,b} \\frac{1}{m} \\sum_{i=1}^{m} \\log \\left( 1 + e^{-y_i \\left( \\sum_{j=1}^{m} \\alpha_j z_j^T \\cdot x_i + b \\right)} \\right) + \\frac{\\lambda}{2m} \\sum_{i=1}^{m} \\sum_{j=1}^{m} \\alpha_i \\alpha_j z_j^T \\cdot z_i \\]\n用核函数κ(xi,xj)=z_i^T z_j=ϕ(xi)^T ϕ(xj)替换上式中的内积运算,得到:\n\\[ \\min_{\\alpha,b} \\frac{1}{m} \\sum_{i=1}^{m} \\log \\left( 1 + e^{-y_i \\left( \\sum_{j=1}^{m} \\alpha_j κ(x_i,x_j) + b \\right)} \\right) + \\frac{\\lambda}{2m} \\sum_{i=1}^{m} \\sum_{j=1}^{m} \\alpha_i \\alpha_j κ(x_i,x_j) \\]\n解出α=(α1,α2,...,αm)和b后,即可得到预测函数:\n\\[ f(x) = \\sum_{i=1}^{m} \\alpha_i κ(x, x_i) + b \\]", + "page_num": 73 + }, + { + "query": "请根据7.1.3节中的内容,解释判别式模型与生成式模型的主要区别,并给出一个例子说明哪种模型更适合于特定情境。", + "answer": "判别式模型是在已知x的条件下判别其类别标记c,即求后验概率P(c|x)。前几章介绍的模型都属于判别式模型的范畴,尤其是对数几率回归最为直接明了。对于生成式模型来说,理解起来比较抽象,但是可通过思考以下两个问题来理解:(1)对于数据集来说,其中的样本是如何生成的?(2)若已知样本x和联合概率分布P(x,c),如何预测类别?因此,之所以称为“生成式”模型,是因为所求的概率P(x,c)是生成样本x的概率。", + "page_num": 74 + }, + { + "query": "根据提供的上下文信息,假设你有一个数据集\\( D_c \\),并已经计算出了样本均值 \\( \\bar{x} \\)。请解释如何通过最大化似然估计来找到高斯分布的参数 \\( \\hat{\\mu}_c \\) 和 \\( \\hat{\\Sigma}_c \\)。请给出数学表达式和解释。", + "answer": "在给定的上下文中,通过最小化以下表达式来寻找高斯分布的参数 \\( \\hat{\\mu}_c \\) 和 \\( \\hat{\\Sigma}_c \\):\n\n\\[\n(\\hat{\\mu}_c, \\hat{\\Sigma}_c) = \\underset{\\mu_c, \\Sigma_c}{\\text{argmin}} \\; \\frac{n}{2}\\log|\\Sigma_c| + \\frac{1}{2}\\text{tr}\\left(\\Sigma_c^{-1}\\sum_{i=1}^{n}(x_i - \\bar{x})(x_i - \\bar{x})^T\\right) + \\frac{n}{2}(\\mu_c - \\bar{x})^T\\Sigma_c^{-1}(\\mu_c - \\bar{x})\n\\]\n\n这里,\\( n \\) 是数据集 \\( D_c \\) 中的样本个数,\\( x_i \\) 是数据集中的第 \\( i \\) 个样本点,\\( \\bar{x} \\) 是样本均值,\\( \\Sigma_c \\) 是协方差矩阵,而 \\( \\text{tr} \\) 表示矩阵的迹。通过最大化似然估计,我们实际上是在最小化负对数似然,这个过程将给出给定数据集下,高斯分布参数的最佳估计 \\( \\hat{\\mu}_c \\) 和 \\( \\hat{\\Sigma}_c \\)。", + "page_num": 75 + }, + { + "query": "", + "answer": "根据所给信息,解释为什么在计算ˆΣc(即,协方差矩阵的估计)时,当且仅当Σc等于样本协方差矩阵的逆时,参数求解式中的argmin后面的式子取到最小值?\n\n内容:\n在给定的上下文中,解释了如何通过最小化一个关于协方差矩阵Σc的函数来求解估计值ˆΣc。具体而言,依据所述引理,在考虑所有可能的p阶正定矩阵Σc时,当且仅当Σc等于样本协方差的逆,即Σc=1/n * Σ_{i=1}^{n}(x_i - ¯x)(x_i - ¯x)^T时,所考虑的函数达到其最小值。这个结论是关键的,因为它表明在给定的数据集和正定矩阵B的条件下,通过选择与样本协方差矩阵成比例的矩阵作为估计,我们可以得到最佳的协方差矩阵估计。这一概念对于理解如何从数据中准确估计多元正态分布的参数至关重要。", + "page_num": 76 + }, + { + "query": "根据给定的上下文信息,假设你有一个数据集D,其中包含多个类别ci的样本,且每个类别的样本数量用yi表示。如果你已经知道先验概率P(θ)是参数为α的Dirichlet分布,请解释如何计算后验概率P(θ|D),并推导出后验期望估计的公式。", + "answer": "根据贝叶斯估计的原理,在进行参数估计之前,需要主观预设一个先验概率P(θ)。在Categorical分布的情况下,似然函数P(D|θ)的共轭先验是Dirichlet分布。因此,假设先验概率P(θ)是参数为α=(α1,α2,...,αk)的Dirichlet分布,似然函数P(D|θ)可展开为P(D|θ)=θy11...θykk。后验概率P(θ|D)可以通过以下公式计算:\n\n\\[ P(θ|D) = \\frac{P(D|θ)P(θ)}{P(D)} \\]\n\n其中,由于分母P(D)对于所有θ来说是一个常数,我们可以忽略它,从而将后验概率简化为:\n\n\\[ P(θ|D) \\propto P(D|θ)P(θ) \\]\n\n先验概率P(θ)可以写为:\n\n\\[ P(θ;α) = \\frac{\\Gamma(\\sum_{i=1}^{k} \\alpha_i)}{\\prod_{i=1}^{k} \\Gamma(\\alpha_i)} \\prod_{i=1}^{k} \\theta^{\\alpha_i - 1}_i \\]\n\n将似然函数和先验概率代入,我们得到后验概率的公式:\n\n\\[ P(θ|D) \\propto \\prod_{i=1}^{k} \\theta^{y_i}_i \\cdot \\frac{\\Gamma(\\sum_{i=1}^{k} \\alpha_i)}{\\prod_{i=1}^{k} \\Gamma(\\alpha_i)} \\prod_{i=1}^{k} \\theta^{\\alpha_i - 1}_i \\]\n\n化简后,我们得到:\n\n\\[ P(θ|D) \\propto \\prod_{i=1}^{k} \\theta^{\\alpha_i + y_i - 1}_i \\]\n\n后验期望估计可以通过计算θi关于后验概率P(θ|D)的期望值得到,即:\n\n\\[ \\hat{\\theta}_i = E(\\theta_i|D) = \\frac{\\alpha_i + y_i}{\\sum_{j=1}^{k} (\\alpha_j + y_j)} \\]", + "page_num": 78 + }, + { + "query": "请根据7.5节中贝叶斯网的同父结构和顺序结构,解释在给定父节点条件下,两个子节点的条件独立性,并给出对应的数学表达式。", + "answer": "同父结构:在给定父节点x1的条件下,x3,x4独立。\n\\[ P(x3,x4|x1) = P(x1,x3,x4) / P(x1) = P(x1)P(x3|x1)P(x4|x1) / P(x1) = P(x3|x1)P(x4|x1) \\]\n顺序结构:在给定节点x的条件下,y,z独立。\n\\[ P(y,z|x) = P(x,y,z) / P(x) = P(z)P(x|z)P(y|x) / P(x) = P(z|x)P(y|x) \\]", + "page_num": 81 + }, + { + "query": "根据所提供的上下文信息,假设你已经了解了最大似然估计的基本原理。请解释以下恒等变形的过程,并说明它是如何帮助计算Q(θ|θ(t))的。", + "answer": "其中\n\\[ \\sum_{z_1,z_2,...,z_m} P(z_1,z_2,...,z_m | x_1,x_2,...,x_m, \\theta(t)) \\cdot \\ln P(x_1,z_1| \\theta) \\]\n可作如下恒等变形:\n\\[ \\sum_{z_1} P(z_1|x_1, \\theta(t)) \\ln P(x_1,z_1| \\theta) \\]\n最终得到\n\\[ Q(\\theta| \\theta(t)) = \\sum_{i=1}^{m} \\sum_{z_i} P(z_i|x_i, \\theta(t)) \\ln P(x_i,z_i| \\theta) \\]\n\n请解释上述变形每一步的逻辑,并阐述在计算Q(θ|θ(t))时,这种变形的重要性。", + "page_num": 86 + }, + { + "query": "周志华教授在集成学习领域有哪些显著的学术贡献?请结合原文内容,列举至少三个与集成学习相关的代表性工作。", + "answer": "在第8章集成学习中,提到周志华教授的谷歌学术top10引用文章中,有很大一部分与集成学习有关。其中,第1名“Top10 algorithms in data mining”中,周志华教授作为代表阐述了投票排名第7位的“Adaboost”;第2名“Isolation forest”是通过集成学习技术用来做异常检测;第3名的“Ensemble Methods: Foundations and Algorithms”是周志华教授所著的集成学习专著;第6名“Ensembing neural networks: many could be better than all”催生了基于优化的集成修剪(Ensemble pruning)技术;第7名的“Exploratory undersampling for class-imbalance learning”是以集成学习技术解决类别不平衡问题。周志华教授在集成学习领域深耕多年,是绝对的权威。", + "page_num": 87 + }, + { + "query": "在集成学习中,对于二分类问题,假设有T个基分类器,且每个基分类器的错误率为ϵ。根据Hoeffding不等式,推导并解释为何集成学习器的错误率P(H(x)≠f(x))会随着基分类器数量的增加而减少。", + "answer": "在8.1.3节中,式(8.3)的推导过程提到,假设随机变量X代表T个基分类器分类正确的次数,且X服从二项分布:X∼B(T,1−ϵ)。若令xi表示每一个分类器分类正确的次数,则xi∼B(1,1−ϵ)。进一步地,由Hoeffding不等式可知,当基分类器的错误率固定时,随着分类器数量的增加,集成学习器的错误率P(H(x)≠f(x))会降低,其数学表达式为:\n\\[ P(H(x)\\neq f(x)) \\leq \\exp\\left(-\\frac{1}{2T}(1-2\\epsilon)^2\\right) \\]\n这表明,通过增加基分类器的数量,可以有效地减少集成学习器的错误率。", + "page_num": 88 + }, + { + "query": "解释在集成学习方法中,为什么Adaboost算法被视为Boosting族的代表,并详细阐述式(8.4)所表示的加性模型是如何工作的。", + "answer": "根据个体学习器的生成方式,目前的集成学习方法大致可分为两大类,即个体学习器间存在强依赖关系、必须串行生成的序列化方法,以及个体学习器间不存在强依赖关系、可同时生成的并行化方法。本节Boosting为前者的代表,Adaboost又是Boosting族算法的代表。式(8.4)是集成学习的加性模型,其形式为H(x)=PT−1t=1αtht(x)+αThT(x),共迭代T次,每次更新求解一个理论上最优的hT和αT。hT和αT的定义参见式(8.18)和式(8.11)。", + "page_num": 89 + }, + { + "query": "请根据8.2.3节中的推导,解释符号Ex∼D[·]在公式(8.5)中的作用,并推导出式(8.6)中的期望值表达式。", + "answer": "在8.2.3节中,公式(8.5)展示了如何使用符号Ex∼D[·]来表示对于数据集D中样本x的经验期望。这个期望值是通过在数据集D上对f(x)H(x)的指数衰减求和得到的,即ℓexp(H|D)=Ex∼D[e−f(x)H(x)]。从公式(8.5)开始,我们推导出了式(8.6),其中包含了关于f(xi)和H(xi)的条件概率,并且解释了D(xi)I(f(xi)=1)等于P(f(xi)=1|xi),表示在给定样本xi的条件下,模型预测为正类的概率。最终,式(8.6)表达了对于整个数据集D的期望值,该值用于后续对H(xi)求导。", + "page_num": 90 + }, + { + "query": "根据所提供的上下文信息,请解释为什么在AdaBoost算法中要最小化指数损失函数ℓexp(αtht|Dt),而不是最小化ℓexp(ht|Dt)或者ℓexp(Ht|D)。请详细阐述您的答案,并指出它们之间的等价性。", + "answer": "在AdaBoost算法的推导过程中,存在对指数损失函数ℓexp(αtht|Dt)最小化的需求,这看似与直觉上最小化ℓexp(ht|Dt)或ℓexp(Ht|D)有所出入。然而,实际上ℓexp(αtht|Dt)与ℓexp(Ht|D)是等价的,这是因为在迭代过程中,通过选择合适的αt来最小化ℓexp(αtht|Dt),可以等效于最小化整体分类器的损失ℓexp(Ht|D)。此外,ht=L(D,Dt)是推导过程中的一个结论,而非仅凭直觉得出的。这一结论表明,在每轮迭代中选择的基分类器ht是依据当前权值分布Dt下数据集D的损失L(D,Dt)来确定的。在迭代过程中,通过最小化指数损失函数,我们能够得到合适的αt和ht,从而最终最小化整体分类器的损失函数ℓexp(H|D)。", + "page_num": 91 + }, + { + "query": "解释什么是“包外估计”,以及它是如何用来估计随机森林泛化误差的?", + "answer": "“包外估计”是指在使用装袋(Bagging)方法时,对于每个基学习器,有一部分数据没有被包含在其训练集中,这部分数据称为包外(Out-of-Bag, OOB)数据。对于式(8.20)中的I(ht(x)=y),它表示对T个基学习器,每一个都判断结果是否与标签y一致,如果一致,则I(ht(x)=y)=1。而式(8.21)中的Hoob(x)表示泛化误差的包外估计,它是通过计算所有基学习器在包外数据上估计错误的个数除以总的包外数据个数得到的。这里假设T个基分类器的各自的包外样本的并集一定为训练集D。根据8.3.2节的内容,随着基学习器数量的增加,这个假设成立的可能性很大,因为每次随机采样有0.632的概率选择到包内样本,多次随机采样后,所有基学习器的包外样本集合并起来几乎覆盖了整个训练集D。", + "page_num": 99 + }, + { + "query": "解释8.4.5节中的式(8.25)和8.4.6节中的式(8.26)的区别,并给出一个例子说明它们在实际的机器学习问题中如何应用。", + "answer": "8.4.5式(8.25)的解释:H(x)=cargmaxj∑Ti=1hji(x),即当某一个类别j的基分类器的结果之和,相比于其他类别,该类别j的基分类器的结果之和最大,则选择类别j为最终结果。\n8.4.6式(8.26)的解释:H(x)=cargmaxj∑Ti=1wihji(x),相比于其他类别,该类别j的基分类器的结果之和最大,则选择类别j为最终结果,但与式(8.25)不同的是,该式在基分类器前面乘上一个权重系数wi,该系数大于等于0,且T个权重之和为1。", + "page_num": 100 + }, + { + "query": "根据8.5.5式的推导,假设集成学习器H由三个个体学习器h1、h2、h3组成,权重分别为w1、w2、w3,并且已知真实函数f(x)。请解释如何计算集成的“分歧”加权平均结果(即式(8.28)中的¯A(h|x)),并给出一个具体的计算步骤。", + "answer": "式(8.28):¯A(h|x)=TXi=1wi(hi(x)−H(x))2\n式(8.29):E(hi|x)=(f(x)−hi(x))2\n式(8.30):E(H|x)=(f(x)−H(x))2\n式(8.31)的推导:¯A(h|x)=TXi=1wiE(hi|x)−E(H|x)", + "page_num": 101 + }, + { + "query": "根据提供的上下文信息,解释“误差-分歧分解”的概念,并给出式(8.36)的表达式。", + "answer": "“误差-分歧分解”是指在集成学习中,将个体学习器的泛化误差分解为个体学习器的泛化误差的加权均值与个体学习器分歧项的加权均值之差。具体而言,式(8.36)表示为:\nE = ¯E − ¯A\n其中,E表示集成在全样本上的泛化误差,¯E表示个体学习器泛化误差的加权均值,而¯A表示个体学习器分歧项的加权均值。这一分解有助于理解集成学习中个体学习器之间的相互关系以及它们对整体泛化性能的影响。", + "page_num": 102 + }, + { + "query": "解释8.5.13节中提到的a+bm·a+cm与am之间的区别,并阐述为什么在集成学习中,单独考虑各个分类器的概率(如a+bm·a+cm)与同时考虑它们的联合概率(如am)是重要的。", + "answer": "在8.5.13节中,式(8.42)被拆分为更容易理解的形式,其中提到a+bm·a+cm为分类器hi与hj将样本预测为+1的概率的乘积,它表示的是分类器hi与hj独立预测的概率。而am表示的是分类器hi与hj同时将样本预测为+1的联合概率。这里的区别在于单独考虑每个分类器的预测(独立性假设)与同时考虑它们共同预测的情况(联合考虑)。在集成学习中,这种区别非常重要,因为它涉及到如何通过组合各个分类器的预测来提高整体的预测性能和准确性。理解这一点有助于设计出更加精确和鲁棒的集成模型。", + "page_num": 103 + }, + { + "query": "在AdaBoost算法中,如何根据指数损失函数推导出第t轮迭代的学习器ht(x)的权重αt?", + "answer": "在AdaBoost算法中,第t轮迭代的学习器ht(x)的权重αt是通过求解指数损失函数的最小值得到的。根据8.11式的推导,αt的计算公式为:\n\nαt = 1/2 * ln((1 - ϵt) / ϵt)\n\n其中,ϵt表示在当前迭代轮次中,分类错误的样本权重之和。该公式的物理意义是,通过最小化指数损失函数,找到合适的αt,使得在下一轮迭代中,错误分类的样本权重得到适当的调整,从而提高整体分类器的性能。这样的权重调整过程,可以理解为在梯度下降法中寻找最快下降方向的过程。", + "page_num": 106 + }, + { + "query": "根据提供的上下文信息,梯度提升算法(Gradient Boosting)的第4步中使用了线性回归来拟合负梯度(或称为伪残差)。请解释为什么在这一步不直接令 \\( h(xi, a) \\) 等于负梯度,而是选择使用线性回归进行拟合?此外,如何将这个步骤与梯度下降法中的下降方向 \\( d \\) 进行比较?", + "answer": "在梯度提升算法的第4步中提到:“第4步要解的 \\( h(xi, a) \\) 相当于梯度下降法中的待解的下降方向 \\( d \\),...因此第4步直接用 \\( h(xi, a) \\) 拟合负梯度, 与梯度下降中约束 \\( ||d||_2=1 \\) 的区别在于末对负梯度除以其模值进行归一化而已。那为什么不是直接令 \\( h(xi, a) \\) 等于负梯度呢? 因为这里实际是求假设函数 \\( h \\), 将数据集中所有的 \\( xi \\) 经假设函数 \\( h \\) 映射到对应的伪残差(负梯度) \\( \\tilde{y}_i \\), 所以只能做线性回归了。”此外,在梯度下降法中,长度可以由步长 \\( \\alpha \\) 调节,而在梯度提升算法中,这一过程被参数化,并通过优化过程来确定。", + "page_num": 107 + }, + { + "query": "请根据原文内容解释Jaccard系数在聚类性能度量中的作用,并详细描述它是如何根据样本对中两个样本的四种不同情况进行计算的。", + "answer": "在聚类性能度量中,Jaccard系数被用来描述两个集合(例如,聚类结果中的类别和参考模型中的类别)的相似程度。其计算方式是基于样本对中的两个样本在聚类结果与参考模型中是否属于同一个类别。具体来说,Jaccard系数的计算基于四种情况:1) 样本对中的两个样本在聚类结果和参考模型中都属于同一个类;2) 样本对中的两个样本仅在聚类结果中属于同一个类;3) 样本对中的两个样本仅在参考模型中属于同一个类;4) 样本对中的两个样本在聚类结果和参考模型中都不属于同一个类。根据Jaccard系数的定义,其计算公式为:JC = M11 / (M11 + M10 + M01),其中M11表示样本对中的两个样本在聚类结果和参考模型中都属于同一个类的样本对数量,M10和M01分别表示样本对中的两个样本仅在聚类结果或仅在参考模型中属于同一个类的样本对数量。", + "page_num": 109 + }, + { + "query": "根据所提供的上下文信息,解释Jaccard系数(JC)、Fowlkes和Mallows指数(FMI)以及Rand指数(RI)在评估聚类结果时的作用和它们之间的主要区别。请参考原文中相关的定义和解释。", + "answer": "Jaccard系数(JC)是用于衡量两个集合相似性的统计量,其计算方式为两个集合交集的大小除以并集的大小,即JC=|A∩B|/|A∪B|。在聚类评估中,集合A可以理解为聚类结果中同属于一个类的样本对,集合B则是参考模型中同属于一个类的样本对。根据上下文信息,JC可以用公式JC=M11/(M11+M10+M01)来表示,其中M11表示两个样本在聚类结果和参考模型中均属于同一类的样本对个数。\n\nFowlkes和Mallows指数(FMI)是为了解决Jaccard系数中非对称性问题而提出的,它通过几何平均数将两个非对称指标转化为一个对称指标。FMI的计算方式为将两个样本在聚类结果中属于同一类的概率与在参考模型中属于同一类的概率的几何平均数,即FMI=√(M11/(M11+M10) * M11/(M11+M01))。\n\nRand指数(RI)是另一个用于评估聚类一致性的指标,它是基于所有样本对的配对情况来计算的。RI的计算方式为RI=(a+d)/(m(m−1)/2),其中a表示两个样本在聚类结果和参考模型中都属于同一类的样本对个数,d表示两个样本在聚类结果和参考模型中都不属于同一类的样本对个数,m为样本总数。RI的值介于0和1之间,越接近1表示聚类结果与参考模型越一致。\n\n这三个指标之间的主要区别在于它们对聚类结果一致性的量化方式和考虑的因素不同。Jaccard系数和FMI都主要关注于聚类结果中同类的样本对在参考模型中是否也被划分为同类,而Rand指数则同时考虑了样本对在聚类结果中被正确划分(a和d)和被错误划分(b和c)的情况。", + "page_num": 110 + }, + { + "query": "根据所提供的上下文信息,假设你有一个通过高斯混合模型生成的训练集D,包含m个样本。请解释如何使用期望最大化(EM)算法来估计高斯混合模型的参数{αi, µi, Σi},并描述在EM算法的迭代过程中,如何确定每个样本xj属于哪个高斯混合成分(即求后验概率pM(zj=i|xj))。", + "answer": "在EM算法的应用到高斯混合模型中,首先要初始化模型参数{αi, µi, Σi}。然后进入迭代过程,包含两个主要步骤:E步(求期望)和M步(最大化)。在E步中,计算每个样本xj由每个高斯混合成分生成的后验概率pM(zj=i|xj),这可以通过贝叶斯公式计算得到,即:\n\n\\[ pM(z_j=i|x_j) = \\frac{P(z_j=i) \\cdot pM(x_j|z_j=i)}{pM(x_j)} \\]\n\n其中,\\( P(z_j=i) \\)为先验概率,等于混合成分的权重αi;\\( pM(x_j|z_j=i) \\)是第i个高斯混合成分生成样本xj的概率密度函数;分母\\( pM(x_j) \\)是样本xj的总概率密度函数,可以通过对所有高斯成分的概率密度函数加权求和得到。\n\n在M步中,根据E步计算得到的后验概率,更新每个高斯混合成分的参数。具体来说,权重αi可以通过样本xj属于第i个高斯成分的样本个数比例来更新;均值向量µi可以通过属于第i个高斯成分的所有样本的加权平均值来更新;协方差矩阵Σi可以通过计算属于第i个高斯成分的所有样本与其均值向量差值的加权协方差来更新。\n\n确定每个样本xj属于哪个高斯混合成分可以通过找出后验概率pM(zj=i|xj)最大的那个成分来完成,即:\n\n\\[ z_j = \\arg \\max_i pM(z_j=i|x_j) \\]\n\n这里,zj表示样本xj的聚类标记,其值在{1, 2, ..., k}之中,k为高斯混合模型中成分的数量。通过迭代执行E步和M步直到参数收敛,即可完成对高斯混合模型参数的估计。", + "page_num": 112 + }, + { + "query": "根据提供的上下文信息,假设你是负责教授机器学习中高斯混合模型(Gaussian Mixture Model, GMM)的讲师。请根据下面的原文内容设置一个问题,并确保问题能够考查学生对似然函数、对数似然以及其在GMM中应用的理解。", + "answer": "即所谓的似然函数;一般来说,连乘容易造成下溢(m个大于0小于1的数相乘,当m较大时,乘积会非常非常小,以致于计算机无法表达这么小的数,产生下溢),所以常用对数似然替代,即式(9.32)。9.4.6式(9.33)的推导根据公式(9.28)可知:\\( p(x_j|\\mu_i, \\Sigma_i) = \\frac{1}{(2\\pi)^{\\frac{n}{2}|\\Sigma_i|^\\frac{1}{2}}} \\exp \\left(-\\frac{1}{2}(x_j-\\mu_i)^\\top \\Sigma_i^{-1} (x_j-\\mu_i) \\right) \\) 又根据公式(9.32),由 \\( \\frac{\\partial LL(D)}{\\partial \\mu_i} = \\frac{\\partial LL(D)}{\\partial p(x_j|\\mu_i, \\Sigma_i)} \\cdot \\frac{\\partial p(x_j|\\mu_i, \\Sigma_i)}{\\partial \\mu_i} = 0 \\)\n\n问题:\n在GMM中,为什么通常使用对数似然函数代替原始的似然函数?请根据公式(9.32)和(9.33)推导过程中涉及的对数似然函数的使用,解释其对数值稳定性的影响,并给出似然函数对参数 \\( \\mu_i \\) 的偏导数表达式。此外,解释为什么在计算过程中,这种替代可以避免下溢问题。", + "page_num": 113 + }, + { + "query": "根据给定的上下文信息,推导出公式(9.35)中的对Σi的偏导数,并且解释为什么在求和过程中常数项可以被提到求和号外面。", + "answer": "移项,得mXj=1γjixj=mXj=1γjiµi=µi·mXj=1γji第二个等号是因为µi对于求和变量j来说是常量,因此可以提到求和号外面;因此µi=Pmj=1γjixjPmj=1γji...\n...又根据公式(9.32),由∂LL(D)∂Σi=0可得∂LL(D)∂Σi=∂∂Σi\"mXj=1lnkXi=1αi·p(xj|µi,Σi)!#=mXj=1αi·∂∂Σi(p(xj|µi,Σi))Pkl=1αl·p(xj|µl,Σl)...\n...其中∂∂Σi(p(xj|µi,Σi))=...=p(xj|µi,Σi)·−12Σ−1i+12Σ−1i(xj−µi)(xj−µi)TΣ−1i。", + "page_num": 114 + }, + { + "query": "请根据以下原文内容,推导出式(9.35)中的Σi的最优解,并解释其物理意义。", + "answer": "考虑高斯混合模型的对数似然函数LL(D),在给定的数据集D上,对协方差矩阵Σi求导,得到如下表达式:\n∂LL(D)∂Σi=mXj=1γji·−12Σ−1i+12Σ−1i(xj−µi)(xj−µi)TΣ−1i=0\n通过移项和推导,我们得到:\nmXj=1γji(xj−µi)(xj−µi)TΣ−1i=mXj=1γjiΣi\n这最终导致式(9.35)中的最优解Σi。\n\n请详细解释这个最优解Σi在统计和实际应用中的意义。", + "page_num": 115 + }, + { + "query": "请根据所给信息,解释公式(9.38)的推导过程,并阐述为何在计算协方差矩阵时可以使用更新后的均值向量。", + "answer": "在公式(9.37)两边同时乘以αi可得:\n\\[ m\\sum_{j=1}^{m} \\alpha_i \\cdot p(x_j|\\mu_i, \\Sigma_i) = \\alpha_i \\sum_{l=1}^{k} \\alpha_l \\cdot p(x_j|\\mu_l, \\Sigma_l) + \\lambda \\alpha_i \\]\n对所有混合成分求和可得:\n\\[ \\sum_{i=1}^{k} m\\sum_{j=1}^{m} \\alpha_i \\cdot p(x_j|\\mu_i, \\Sigma_i) = -\\lambda \\sum_{i=1}^{k} \\alpha_i \\]\n由于 \n\\[ \\sum_{i=1}^{k} \\alpha_i \\cdot p(x_j|\\mu_i, \\Sigma_i) = \\sum_{l=1}^{k} \\alpha_l \\cdot p(x_j|\\mu_l, \\Sigma_l) = 1 \\]\n且 \n\\[ \\sum_{i=1}^{k} \\alpha_i = 1 \\]\n因此有 \n\\[ m = -\\lambda \\]\n所以 \n\\[ \\alpha_i = \\frac{1}{m} \\sum_{j=1}^{m} \\alpha_i \\cdot p(x_j|\\mu_i, \\Sigma_i) \\]\n又由公式(9.30)可知 \n\\[ \\alpha_i \\cdot p(x_j|\\mu_i, \\Sigma_i) / \\sum_{l=1}^{k} \\alpha_l \\cdot p(x_j|\\mu_l, \\Sigma_l) = \\gamma_{ji} \\]\n所以上式可进一步化简为 \n\\[ \\alpha_i = \\frac{1}{m} \\sum_{j=1}^{m} \\gamma_{ji} \\]\n此即为公式(9.38)。\n\n关于计算协方差矩阵时使用更新后的均值向量,原因在于高斯混合模型的迭代更新过程。在更新均值向量时,已经考虑了每个样本属于各个高斯分布的后验概率γji。因此,在计算协方差矩阵时,使用更新后的均值向量可以更好地反映当前样本分布情况,使得模型在迭代过程中逐渐收敛到最优解。", + "page_num": 116 + }, + { + "query": "请解释在密度聚类算法DBSCAN中,密度直达、密度可达以及密度相连这三个概念之间的区别和联系,并说明它们在算法中的作用。", + "answer": "在DBSCAN算法中,\"xj由xi密度直达\"指的是点xj位于点xi的ϵ−领域中,并且xi是核心对象;\"xj由xi密度可达\"基于密度直达的概念,要求在样本序列p1,p2,...,pn中除了pn=xj之外,其余样本均为核心对象;\"xi与xj密度相连\"则不要求xi与xj都是核心对象,因此它满足对称性。在算法中,这些概念用于确定核心对象之间的连接性,从而形成簇。以上两个概念中,若xj为核心对象,已知xj由xi密度直达/可达,则xi由xj密度直达/可达,即满足对称性(也就是说,核心对象之间的密度直达/可达满足对称性)。在DBSCAN算法中,首先根据给定的邻域参数(ϵ,MinPts)找出所有核心对象,并利用这些概念来扩展簇,直到没有新的核心对象可以被添加到任何簇中。", + "page_num": 117 + }, + { + "query": "根据提供的上下文信息,请解释什么是密度可达和密度相连的概念,并在代码段中指出来这两个概念是如何体现在聚类过程中的。", + "answer": "在第10∼24行中,以任一核心对象为出发点(由第12行实现),找出其密度可达的样本生成聚类簇(由第14∼21行实现),直到所有核心对象被访问过为止。具体来说:其中第14∼21行while循环中的if判断语句(第16行)在第一次循环时一定为真(因为Q在第12行初始化为某核心对象),此时会往队列Q中加入q密度直达的样本(已知q为核心对象,q的ϵ-领域中的样本即为q密度直达的)。根据密度可达的概念,while循环中的if判断语句(第16行)找出的核心对象之间一定是相互密度可达的,非核心对象一定是密度相连的。第14∼21行while循环每跳出一次,即生成一个聚类簇。每次生成聚类之前,会记录当前末访问过样本集合(第11行Γold=Γ),然后当前要生成的聚类簇每决定录取一个样本后会将该样本从厂去除(第13行和第19行),因此第14~21行while循环每跳出一次后,Γold与Γ差别即为聚类簇的样本成员(第22行)。", + "page_num": 118 + }, + { + "query": "根据10.1.2节中关于矩阵与对角阵相乘的描述,假设有一个3×3的矩阵A和如下的对角阵D:\n\n\\[ A = \\begin{bmatrix}\n 1 & 2 & 3 \\\\\n 4 & 5 & 6 \\\\\n 7 & 8 & 9\n\\end{bmatrix}, \\quad D = \\begin{bmatrix}\n d_1 & 0 & 0 \\\\\n 0 & d_2 & 0 \\\\\n 0 & 0 & d_3\n\\end{bmatrix} \\]\n\n其中,\\( d_1, d_2, d_3 \\) 是对角阵D的对角线元素。\n\n请根据原文内容,描述当矩阵A左乘对角阵D和右乘对角阵D时,结果矩阵的每一行(对于左乘)或每一列(对于右乘)是如何得到的?", + "answer": "矩阵左乘对角阵相当于矩阵每行乘以对应对角阵的对角线元素;矩阵右乘对角阵相当于矩阵每列乘以对应对角阵的对角线元素。\n\n请利用这个描述来解答问题1。", + "page_num": 119 + }, + { + "query": "", + "answer": "请解释多维尺度分析(MDS)算法的目标是什么?在降低数据维度时,为什么保持样本间的欧氏距离不变是重要的?\n\n内容:在上述上下文中,MDS算法的目标是保持样本的欧氏距离在低维空间(d'维)和原始高维空间(d维)相同(即∥zi−zj∥=distij=∥xi−xj∥, 其中d'⩽d)。解释为什么在降维后的空间中保持这种距离关系是重要的,并说明如何通过矩阵运算来实现这一点。请参考式(10.3)和式(10.4)的推导以及中心化样本集合Z的意义。", + "page_num": 122 + }, + { + "query": "根据提供的上下文信息,解释多维缩放(MDS)算法中,如何通过保持距离矩阵\\( D \\)不变来求取内积矩阵\\( B \\)。请详细描述式(10.10)中等号左右两侧变量的含义,并阐述它们之间的关系。", + "answer": "在MDS算法中,降维后的数据表示为矩阵\\( Z \\),其内积矩阵\\( B \\)可以通过距离矩阵\\( D \\)来求取。式(10.10)表明了这种关系:\\( bij = -\\frac{1}{2} (dist_{ij}^2 - dist_{i·} - dist_{·j} + dist_{··}) \\),其中\\( dist_{ij} \\)是降维后样本\\( z_i \\)与\\( z_j \\)的欧氏距离,并且根据降维目标,它也等于原始空间样本\\( x_i \\)与\\( x_j \\)之间的距离的平方。等号左侧的\\( bij \\)是内积矩阵\\( B \\)的元素,可以由等号右侧的距离矩阵\\( D \\)的元素来表达求取。这意味着,在降维前后,保持距离矩阵\\( D \\)不变,可以通过\\( D \\)来计算内积矩阵\\( B \\),进而得到降维后的数据表示\\( Z \\)。", + "page_num": 124 + }, + { + "query": "根据提供的上下文信息,假设样本个数大于样本属性(d2分两种情况:(I)(ξi>1)∧(ξj>1),表示都位于自己指派标记异侧,交换它们的标记后,二者就都位于自己新指派标记同侧了,如下图所示(1<ξi,ξj<2):可以发现,当1<ξi,ξj<2时,交换之后虽然松弛变量仍然大于0,但至少ξi+ξj比交换之前变小了;若进一步的,当ξi,ξj>2时,则交换之后ξi+ξj将变为0,如下图所示。", + "page_num": 168 + }, + { + "query": "根据提供的上下文信息,请解释在半监督学习的标记传播方法中,何时交换样本的指派标记能够导致分类结果的改善?", + "answer": "在半监督学习的上下文中,当ξi+ξj>2时,交换指派标记ˆyi,ˆyj可以使ξi+ξj下降,也就是说分类结果会得到改善。这种情况出现在(II)(0<ξi<1)∧(ξj>2−ξi)的情况中,其中包括两种子情况(II.1)和(II.2)。在(II.1)中,样本与自己标记异侧但仍在间隔带内,而在(II.2)中,样本在间隔带外。在这两种情况下,通过交换标记,可以观察到ξi+ξj值的减少,表明分类效果有所提升。", + "page_num": 169 + }, + { + "query": "根据给定的文本内容,假设W是一个对称矩阵,证明式(13.12)中的第一项和第二项可以进行交换次序,并解释为什么可以这么做。", + "answer": "在式(13.12)的推导中,对于能量函数E(f)的展开式如下:\n\\[ E(f) = \\frac{1}{2} \\sum_{i=1}^{m} \\sum_{j=1}^{m} (W)_{ij}(f(xi) - f(xj))^2 \\]\n其中,我们首先对第1行式子进行展开整理,并得到:\n\\[ E(f) = \\frac{1}{2} \\sum_{i=1}^{m} \\sum_{j=1}^{m} (W)_{ij} f^2(xi) - 2f(xi)f(xj) + f^2(xj) \\]\n接着,证明过程中有如下步骤:\n\\[ \\sum_{i=1}^{m} \\sum_{j=1}^{m} (W)_{ij} f^2(xi) = \\sum_{j=1}^{m} \\sum_{i=1}^{m} (W)_{ji} f^2(xj) \\]\n并变形为:\n\\[ \\sum_{i=1}^{m} \\sum_{j=1}^{m} (W)_{ij} f^2(xj) = \\sum_{j=1}^{m} \\sum_{i=1}^{m} (W)_{ij} f^2(xi) \\]\n这一步是因为W是对称矩阵,即\\((W)_{ij} = (W)_{ji}\\),从而交换了求和号次序。请解释为什么在对称矩阵的条件下,交换求和次序是合理的。", + "page_num": 170 + }, + { + "query": "根据所提供的上下文信息,推导并解释式(13.15)的数学表达式,以及它是如何根据“相似的样本应具有相似的标记”的原则,帮助预测未标记样本的标记。", + "answer": "式(13.15)的推导首先基于式(13.14)对fu求导,得到∂E(f)/∂fu的结果,并令其等于0。这里的fu指的是在未标记样本上的预测结果,而Duu、Wuu、Wul可以通过式(13.11)得到。式(13.15)实际上是根据已标记样本的信息(即fl),来求解未标记样本的预测标记。这个过程体现了“相似的样本应具有相似的标记”的原则,通过构建目标函数式(13.12)并求解,得到了利用标记样本信息对未标记样本预测标记的表示。具体地,式(13.15)如下:\n\n∂E(f)/∂fu = -2Wulfl + 2(Duu - Wuu)fu\n\n当∂E(f)/∂fu等于0时,可以得到未标记样本fu的预测标记,从而实现对未标记数据的标签预测。", + "page_num": 171 + }, + { + "query": "根据提供的上下文信息,推导出公式(13.20)中的F*,即长期稳态下的F(t)的表达式,并解释为什么当t趋向于无穷大时,第一项会趋向于0。", + "answer": "由式(13.19) F(t+1)=αSF(t)+(1−α)Y,当t取不同的值时,可以观察到规律F(t)=(αS)tY+(1−α)t−1Σi=0(αS)i!Y。因此,F* = lim(t→∞)F(t) = lim(t→∞)(αS)tY + lim(t→∞)(1−α)t−1Σi=0(αS)i!Y。其中第一项由于S的特征值介于[-1,1]之间,且α∈(0,1),所以lim(t→∞)(αS)t=0。第二项由等比数列公式可得lim(t→∞)(1−α)t−1Σi=0(αS)i=I−lim(t→∞)(αS)tI−αS=II−αS=(I−αS)−1。综合可得式(13.20)。", + "page_num": 172 + }, + { + "query": "根据所提供的上下文信息,解释为什么在西瓜书中的式(13.21)的第二部分只考虑了有标记样本,而原文献[2]中的式(4)包含了所有样本。讨论在这种情况下,引入针对未标记样本的L2范数项对于缓解过拟合的可能性。", + "answer": "在西瓜书中,式(13.21)的第二部分为:Q(F)=12nXi,j=1WijFi√Dii−FjpDjj2+µnXi=1∥Fi−Yi∥2,这里只考虑了有标记样本。原文献[2]中的式(4)则包含了所有样本。为了缓解过拟合,作者在第24次印刷勘误中提出可以引入针对未标记样本的L2范数项µPl+ui=l+1∥Fi∥2,使式(13.21)与原文献的式(4)相同。", + "page_num": 174 + }, + { + "query": "请根据式(13.21)描述的正则化框架,解释如何通过调整参数µ来影响多视图学习中协同训练算法的性能,并简述在该框架下如何推导出式(13.20)作为问题的解。", + "answer": "在式(13.21)中,目标函数Q(F)=tr(FF⊤)−tr(SFF⊤)+µ∥F−Y∥2F,其中µ是正则化参数,F是我们要学习的特征矩阵,Y是已知的标签矩阵,S是某种相似性矩阵。通过求导∂Q(F)/∂F并令导数为零可以得到式(13.20),即正则化问题的解。在这里,令µ=1−α/α,可以将求导后的表达式简化为2F−2SF+2(1−α/α)(F−Y)=0,进一步化简即可得到协同训练算法在正则化框架下的解。通过调整µ的值,可以控制模型对于标记数据和未标记数据的学习程度,从而影响算法性能。", + "page_num": 175 + }, + { + "query": "请根据隐马尔可夫模型的特点,解释为什么在给定yt仅由yt-1决定的条件下,式(14.1)可以化简为:\n\n\\[ P(y_1,...,y_n) = P(y_1) \\cdot \\prod_{i=2}^{n} P(y_i|y_{i-1}) \\]\n\n并讨论这种化简在推断隐马尔可夫模型状态序列时的实际意义。", + "answer": "由于状态y1,...,yn构成马尔可夫链,即yt仅由yt-1决定;基于这种依赖关系,有P(yn|y1,...,yn−1)=P(yn|yn−1),同理可得P(yn−1|y1,...,yn−2)=P(yn−1|yn−2),以此类推。因此,式(14.1)可以化简为:\n\n\\[ P(y_1,...,y_n) = P(y_1) \\cdot \\prod_{i=2}^{n} P(y_i|y_{i-1}) \\]\n\n这种化简意味着在推断隐马尔可夫模型的状态序列时,我们只需要考虑当前状态和前一个状态之间的转移概率,而无需考虑更早的状态,从而简化了计算过程,降低了计算复杂度。这在实际应用中具有重要意义,例如在语音识别、自然语言处理等领域,可以利用这种性质更高效地进行状态推断。", + "page_num": 177 + }, + { + "query": "根据所提供的上下文信息,解释隐马尔可夫模型中的“初始状态概率”是如何定义的,并与状态转移概率和输出观测概率进行区分。", + "answer": "在14.1节中提到,“初始状态概率中πi=P(y1|si),1≤i≤N,这里只有y1,因为y2及以后的其它状态是由状态转移概率和y1确定的”。同时,在14.1.3节中讨论了隐马尔可夫模型的三组参数,即状态转移概率、输出观测概率和初始状态概率。状态转移概率指的是一个状态转移到另一个状态的概率,而输出观测概率是指给定状态下观测到某个输出的概率。初始状态概率则是在序列开始时处于某个状态的概率。这些参数共同决定了隐马尔可夫模型如何生成观测序列。", + "page_num": 178 + }, + { + "query": "根据所提供的上下文信息,请解释“马尔可夫毯”的概念,并阐述它与全局马尔可夫性、局部马尔可夫性和成对马尔可夫性的关系。", + "answer": "在“西瓜书”第325页左上角边注提到“马尔可夫毯”的概念。马尔可夫毯是一个局部的概念,对于某变量,当它的马尔可夫毯(即其所有邻接变量,包含父变量、子变量、子变量的其他父变量等组成的集合)确定时,则该变量条件独立于其他变量,即局部马尔可夫性。这里提到的全局马尔可夫性、局部马尔可夫性和成对马尔可夫性本质上是相同的,只是适用场景略有差异。马尔可夫毯的概念与马尔可夫链、隐马尔可夫模型、马尔可夫随机场等整体模型级别的概念有所区别。", + "page_num": 179 + }, + { + "query": "根据所提供的上下文信息,解释条件随机场(Conditional Random Field, CRF)的定义,并阐述它是如何根据局部马尔科夫性推导出来的。", + "answer": "根据局部马尔科夫性,给定某变量的邻接变量,则该变量独立与其他变量,即该变量只与其邻接变量有关。因此式(14.10)中给定变量v以外的所有变量与仅给定变量v的邻接变量是等价的。也就是说,因为(y,x)满足式(14.10),所以(y,x)构成一个条件随机场,类似马尔可夫随机场与马尔可夫性的因果关系。", + "page_num": 180 + }, + { + "query": "根据14.3.7节中描述的势函数和边际化运算规则,假设我们已经有了变量x2的边际概率m12(x2)和变量x3的边际概率m23(x3),请推导出变量x5的概率P(x5)的表达式,并解释在推导过程中是如何确保节点间的消息传递只包含各自节点需要的信息。", + "answer": "在14.3.7节中,我们通过将条件概率替换为势函数来推导式(14.18),并且利用边际化运算规则处理变量间的依赖关系。具体来说,m12(x2)=Px1ψ12(x1,x2)只包含x2而不包含x1;m23(x3)=Px2ψ23(x2,x3)m12(x2)只包含x3而不包含x2;m43(x3)=Px4ψ34(x3,x4)m23(x3)只包含x3而不包含x4;m35(x5)=Px3ψ35(x3,x5)m43(x3)只包含x5而不包含x3,最终得到P(x5)。在14.3.8节中,说明了在消息传递过程中,节点i只需要把自己知道的关于节点j以外的消息告诉节点j,即连乘号的下标不包括节点j。这种处理方法确保了节点间的消息传递是局部且高效的。14.3.10节提及的推导过程则涉及了通过采样来近似计算概率分布。", + "page_num": 181 + }, + { + "query": "在图模型中,当使用信念传播算法进行推断时,如何确定在传递过程中,从某一节点向其邻接节点传递消息的策略?请结合信念传播算法的步骤,详细阐述当面对复杂图模型以及只需要计算少量边际分布的情况下,应如何抉择使用信念传播算法还是变量消去法,并解释原因。", + "answer": "信念传播算法的第1步是指定一个根结点,从所有叶结点开始向根结点传递消息,直到根结点收到所有邻接结点的消息;第2步是从根结点开始向叶结点传递消息,直到所有叶结点均收到消息。在传递过程中,如从叶结点x4向根结点传递消息时,当传递到x3时,需要判断应该向x2传递还是向x5传递。此外,如果图模型很复杂而我本身只需要计算少量边际分布,是否还应该使用信念传播呢?这可能要根据实际情况在变量消去和信念传播两种方法之间取舍。计算边际分布类似于“懒惰学习”,只有在计算边际分布时才需要计算某些“消息”。", + "page_num": 182 + } +] \ No newline at end of file diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\345\210\206\345\235\227\346\226\271\346\263\225\350\257\204\344\274\260.ipynb" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\345\210\206\345\235\227\346\226\271\346\263\225\350\257\204\344\274\260.ipynb" new file mode 100644 index 0000000..e683d03 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\345\210\206\345\235\227\346\226\271\346\263\225\350\257\204\344\274\260.ipynb" @@ -0,0 +1,262 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/lta/anaconda3/envs/llm_universe_2.x/lib/python3.10/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "from langchain_community.embeddings.huggingface import HuggingFaceEmbeddings\n", + "\n", + "embedding = HuggingFaceEmbeddings(model_name='BAAI/bge-small-zh-v1.5')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.document_loaders.pdf import PyMuPDFLoader\n", + "\n", + "# 创建一个 PyMuPDFLoader Class 实例,输入为待加载的 pdf 文档路径\n", + "loader = PyMuPDFLoader(\"../../../data_base/knowledge_db/pumkin_book/pumpkin_book.pdf\")\n", + "\n", + "# 调用 PyMuPDFLoader Class 的函数 load 对 pdf 文件进行加载\n", + "pdf_pages = loader.load()\n", + "# 第13页为南瓜书第一页正文,因此从13页开始,从倒数13页涉及敏感用语,因此从-13页结束\n", + "data_pages = pdf_pages[13:-13]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "\n", + "def clean_text(text: str):\n", + " # 删除每页开头与结尾标语及链接\n", + " text = re.sub(r'→_→\\n欢迎去各大电商平台选购纸质版南瓜书《机器学习公式详解》\\n←_←', '', text)\n", + " text = re.sub(r'→_→\\n配套视频教程:https://www.bilibili.com/video/BV1Mh411e7VU\\n←_←', '', text)\n", + " # 删除字符串开头的空格\n", + " text = re.sub(r'\\s+', '', text)\n", + " # 删除回车\n", + " text = re.sub(r'\\n+', '', text)\n", + "\n", + " return text\n", + "\n", + "for page in data_pages:\n", + " page.page_content = clean_text(page.page_content)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from generate_qa_pairs import QaPairs\n", + "qa_pairs = QaPairs.from_json('train_dataset.json')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 119/119 [00:00<00:00, 1919700.68it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "问答对成功生成率:0.9243697478991597\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from tqdm import tqdm\n", + "\n", + "i = 0\n", + "for qa_pair in tqdm(qa_pairs.qa_pairs):\n", + " if len(qa_pair['query']) > 10:\n", + " i += 1\n", + "print('问答对成功生成率:' + str(i/len(qa_pairs.qa_pairs)))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.vectorstores.chroma import Chroma\n", + "def calculat_recall(k: int, vectordb: Chroma):\n", + " i = 0\n", + " j = 0\n", + " for qa_pair in tqdm(qa_pairs.qa_pairs):\n", + " if len(qa_pair['query']) > 10:\n", + " query = qa_pair['query']\n", + " sim_docs = vectordb.similarity_search(query,k=k)\n", + " page_nums = [doc.metadata['page'] for doc in sim_docs]\n", + " if qa_pair['page_num'] in page_nums: i += 1\n", + " j += 1\n", + " return i/j" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 119/119 [00:06<00:00, 18.80it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 139.68it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 143.79it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 138.58it/s]\n" + ] + } + ], + "source": [ + "from langchain_text_splitters.character import CharacterTextSplitter\n", + "\n", + "chunk_mode_recall = []\n", + "text_splitter = CharacterTextSplitter(chunk_size=200, chunk_overlap=50, separator='')\n", + "split_docs = text_splitter.split_documents(data_pages)\n", + "vectordb = Chroma.from_documents(\n", + " documents=split_docs,\n", + " embedding=embedding,\n", + " )\n", + "chunk_mode_recall.append([calculat_recall(i, vectordb) for i in [1, 3, 5, 10]])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 119/119 [00:00<00:00, 135.41it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 143.10it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 135.20it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 138.95it/s]\n" + ] + } + ], + "source": [ + "from langchain.text_splitter import RecursiveCharacterTextSplitter\n", + "\n", + "text_splitter = RecursiveCharacterTextSplitter(\n", + " chunk_size=200, chunk_overlap=50, separators=['。', ',', ''])\n", + "split_docs = text_splitter.split_documents(data_pages)\n", + "vectordb = Chroma.from_documents(\n", + " documents=split_docs,\n", + " embedding=embedding,\n", + " )\n", + "chunk_mode_recall.append([calculat_recall(i, vectordb) for i in [1, 3, 5, 10]])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 119/119 [00:00<00:00, 134.33it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 133.02it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 139.30it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 137.44it/s]\n" + ] + } + ], + "source": [ + "from langchain_experimental.text_splitter import SemanticChunker\n", + "\n", + "sem_splitter = SemanticChunker(embeddings=embedding)\n", + "for page in data_pages: page = page.page_content.replace('。', '.').replace('?', '?').replace('!', '!')\n", + "\n", + "split_docs = sem_splitter.split_documents(data_pages)\n", + "text_splitter = RecursiveCharacterTextSplitter(\n", + " chunk_size=200, chunk_overlap=50, separators=['.', ',', ''])\n", + "split_docs = text_splitter.split_documents(split_docs)\n", + "\n", + "vectordb = Chroma.from_documents(\n", + " documents=split_docs,\n", + " embedding=embedding,\n", + " )\n", + "chunk_mode_recall.append([calculat_recall(i, vectordb) for i in [1, 3, 5, 10]])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import csv\n", + "column_names = ['', 'top_1', 'top_3', 'top_5', 'top_10']\n", + "row_names = ['fixed_chunk', 'recursive_chunk', 'semantic_recursive_chunk']\n", + "\n", + "with open('chunk_mode_recall.csv', 'w', newline='') as csvfile:\n", + " writer = csv.writer(csvfile)\n", + " writer.writerow(column_names)\n", + " \n", + " for i, row in enumerate(chunk_mode_recall):\n", + " writer.writerow([row_names[i]] + row)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llm_universe_2.x", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\345\210\206\345\235\227\351\225\277\345\272\246\350\257\204\344\274\260.ipynb" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\345\210\206\345\235\227\351\225\277\345\272\246\350\257\204\344\274\260.ipynb" new file mode 100644 index 0000000..66c1661 --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\345\210\206\345\235\227\351\225\277\345\272\246\350\257\204\344\274\260.ipynb" @@ -0,0 +1,238 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/lta/anaconda3/envs/llm_universe_2.x/lib/python3.10/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "from langchain_community.embeddings.huggingface import HuggingFaceEmbeddings\n", + "\n", + "embedding = HuggingFaceEmbeddings(model_name='BAAI/bge-small-zh-v1.5')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.document_loaders.pdf import PyMuPDFLoader\n", + "\n", + "# 创建一个 PyMuPDFLoader Class 实例,输入为待加载的 pdf 文档路径\n", + "loader = PyMuPDFLoader(\"../../../data_base/knowledge_db/pumkin_book/pumpkin_book.pdf\")\n", + "\n", + "# 调用 PyMuPDFLoader Class 的函数 load 对 pdf 文件进行加载\n", + "pdf_pages = loader.load()\n", + "# 第13页为南瓜书第一页正文,因此从13页开始,从倒数13页涉及敏感用语,因此从-13页结束\n", + "data_pages = pdf_pages[13:-13]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "\n", + "def clean_text(text: str):\n", + " # 删除每页开头与结尾标语及链接\n", + " text = re.sub(r'→_→\\n欢迎去各大电商平台选购纸质版南瓜书《机器学习公式详解》\\n←_←', '', text)\n", + " text = re.sub(r'→_→\\n配套视频教程:https://www.bilibili.com/video/BV1Mh411e7VU\\n←_←', '', text)\n", + " # 删除字符串开头的空格\n", + " text = re.sub(r'\\s+', '', text)\n", + " # 删除回车\n", + " text = re.sub(r'\\n+', '', text)\n", + "\n", + " return text\n", + "\n", + "for page in data_pages:\n", + " page.page_content = clean_text(page.page_content)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# from generate_qa_pairs import docs_generate_pdf_qa_pairs\n", + "\n", + "# qa_pairs = docs_generate_pdf_qa_pairs(pdf_pages=train_pages, num_questions_per_page=1)\n", + "# qa_pairs.save_json(\"train_dataset.json\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from generate_qa_pairs import QaPairs\n", + "qa_pairs = QaPairs.from_json('train_dataset.json')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 119/119 [00:00<00:00, 1890614.30it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "问答对成功生成率:0.9243697478991597\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from tqdm import tqdm\n", + "\n", + "i = 0\n", + "for qa_pair in tqdm(qa_pairs.qa_pairs):\n", + " if len(qa_pair['query']) > 10:\n", + " i += 1\n", + "print('问答对成功生成率:' + str(i/len(qa_pairs.qa_pairs)))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.vectorstores.chroma import Chroma\n", + "def calculat_recall(k: int, vectordb: Chroma):\n", + " i = 0\n", + " j = 0\n", + " for qa_pair in tqdm(qa_pairs.qa_pairs):\n", + " if len(qa_pair['query']) > 10:\n", + " query = qa_pair['query']\n", + " sim_docs = vectordb.similarity_search(query,k=k)\n", + " page_nums = [doc.metadata['page'] for doc in sim_docs]\n", + " if qa_pair['page_num'] in page_nums: i += 1\n", + " j += 1\n", + " return i/j" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.text_splitter import RecursiveCharacterTextSplitter\n", + "\n", + "def evaluate_chunk(chunk_size: int):\n", + " # 切分文档\n", + " text_splitter = RecursiveCharacterTextSplitter(\n", + " chunk_size=chunk_size, chunk_overlap=50, separators=['。', ',', ''])\n", + "\n", + " split_docs = text_splitter.split_documents(data_pages)\n", + "\n", + " # 构建向量库\n", + " vectordb = Chroma.from_documents(\n", + " documents=split_docs,\n", + " embedding=embedding,\n", + " )\n", + " return [calculat_recall(i, vectordb) for i in [1, 3, 5, 10]]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 119/119 [00:07<00:00, 14.95it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 138.61it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 139.66it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 141.72it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 141.97it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 139.12it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 136.24it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 138.65it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 142.85it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 126.86it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 134.26it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 126.83it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 125.34it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 134.81it/s]\n", + "100%|██████████| 119/119 [00:00<00:00, 136.61it/s]\n", + "100%|██████████| 119/119 [00:01<00:00, 118.89it/s]\n" + ] + } + ], + "source": [ + "chunksize_recall_scores = [evaluate_chunk(i) for i in [200, 300, 400, 500]]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import csv\n", + "\n", + "column_names = ['', 'top_1', 'top_3', 'top_5', 'top_10']\n", + "row_names = ['chunk_200', 'chunk_300', 'chunk_400', 'chunk_500']\n", + "\n", + "with open('chunksize_recall.csv', 'w', newline='') as csvfile:\n", + " writer = csv.writer(csvfile)\n", + " writer.writerow(column_names)\n", + " \n", + " for i, row in enumerate(chunksize_recall_scores):\n", + " writer.writerow([row_names[i]] + row)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "llm_universe_2.x", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.1.-1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\346\215\237\345\244\261\345\207\275\346\225\260\346\265\205\346\236\220.md" "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\346\215\237\345\244\261\345\207\275\346\225\260\346\265\205\346\236\220.md" new file mode 100644 index 0000000..03b96fc --- /dev/null +++ "b/notebook/C7 \351\253\230\347\272\247 RAG \346\212\200\345\267\247/2. \346\225\260\346\215\256\345\244\204\347\220\206/\351\231\204\346\215\237\345\244\261\345\207\275\346\225\260\346\265\205\346\236\220.md" @@ -0,0 +1,41 @@ +# 损失函数浅析 +第四节内容涉及到的损失函数比较多,考虑到本书受众基础,我将举个例子让大家了解损失函数在训练模型时的作用以及不同损失函数在同一任务中的优劣。 +本例中我们取$y=x$函数中的两个点$(1,1)$、$(2,2)$并使用$y=kx$拟合,聪明的你会发现将任意一点带入$y=kx$都可以求出$k$为$1$。此时在原来两个点的基础上再加一个点$(1,2)$(三个点的位置如下图所示)我们可以直观地看到三点并不共线,而$y=kx$是一条经过原点的直线,不可能同时经过上述三点,我们只能去做一个折中,让$y=kx$离各个点都尽可能地近。 +

+ +那我们该如何评估拟合的效果,甚至将效果数值化地表现出来呢?这时我们可以回想下高中学过的方差即$s^2=\dfrac{1}{n}\sum_{i=1}^{n} (x_i-x_{ave})^2$,它可以将数据分布的离散程度以数值化的方式呈现出来,但是方差只对应一组数据,我们除了真实值$\hat{y_i}$外还有预测值$y_{i}$两组数据,所以我们不能将方差直接应用在这个任务上。我们单独看方差公式中的$x_i-x_{ave}$,它的目的是计算数据中单个值与数据整体的接近程度,而我们的目的是计算预测值与真实值的接近程度,因此可以将方差公式推广为$L=\dfrac{1}{n}\sum_{i=1}^{n} (\hat{y_i}-y_{i})^2$,这便是在机器学习中应用广泛的平均平方误差(Mean Squared Error,MSE)损失函数。 +我们可以使用均方误差计算$y=x$在三个点上的损失: +$$L=\dfrac{1}{3}[(1-1)^2+(2-1)^2+(2-2)^2]=\dfrac{1}{3}=0.33$$ +还可以使用反向传播对函数进行优化,这里为了方便理解我们只计算有误差的$(1,2)$点: +$$y=kx\tag 1$$ +$$L=(\hat{y}-y)^2\tag 2$$ +将$(1)$式代入$(2)$得: +$$L=(\hat{y}-kx)^2\tag 3$$ +将$(3)$式展开可以得到损失$L$关于$k$的函数: +$$L=\hat{y}^2-2kx\hat{y}+k^2x^2\tag 4$$ +$(4)$式是能够被写成$y=(kx+b)^2$形式的二次函数,因此其函数图像是非负且开口向上的,如下图所示。 +
+ L +
+ +我们可以使用梯度下降法来最小化函数$L$的值,首先计算函数$L$关于参数$k$的梯度,再根据梯度的反方向调整参数$k$。首先对$(4)$式求导得: +$$L'=2kx-2x\hat{y}\tag 5$$ +将$k=1$、$x=1$、$\hat{y}=2$代入$(5)$式计算函数$y=kx$在$(1,2)$上的梯度(导数): +$$g=2*1*1-2*1*2=2-4=-2$$ +再根据当前梯度减去学习率$\epsilon$乘以梯度即$g'=g-(\epsilon * g)$来优化参数$k$。我们取$\epsilon$为$0.1$计算新的梯度值: +$$g'=-2-(0.1*-2)=-2+0.2=-1.8$$ +再将新的梯度值代入到式$(5)$来更新$k$: +$$-1.8=2*k*1-2*1*2$$ +$$-1.8=2k-4$$ +$$2k=2.2$$ +$$k=1.1$$ +最后计算参数$k$调整前后关于点$(1,2)$的损失值,可以发现损失确实比之前有所下降: +$$L_{Before}=(\hat{y}-kx)^2=(2-1*1)^2=1$$ +$$L_{After}=(\hat{y}-kx)^2=(2-1.1*1)^2=0.81$$ +当然这只是一个简单的例子,比起深度学习模型不仅损失函数有所不同还缺少了激活函数以及相当多的参数。 +除了平均平方误差损失函数外平均绝对误差(Mean Absolute Error,MAE)损失函数也可以优化回归任务中的目的函数,公式为$L=\dfrac{1}{n}\sum_{i=1}^{n} |\hat{y_i}-y_{i}|$。我们结合下图可以发现平均平方误差损失函数因为有平方的存在所以模型对于误差较大的样本会受到较大的惩罚,导致优化后的模型整体偏向于异常值,虽然平均绝对误差损失函数因为绝对值函数的特性受异常值的影响较小,但是该损失函数在零点的导数不存在因此当$\hat{y_i}-y_{i}$的结果在零附近时会导致优化算法不稳定。因此我们在选择损失函数时要根据具体的问题及模型等因素综合判断并作出适当的选择。 +
+ Loss +