visual_dialog.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy\n",
    "import collections\n",
    "from global_utils.FileOps import read_pkl, write_pkl, write_file, read_file\n",
    "'''\n",
    "https://webvpn.ruc.edu.cn/ 然后进行跳转到下面的地址\n",
    "env: py35\n",
    "pip install jupyter\n",
    "网页版访问:\n",
    "    jupyter notebook --ip=0.0.0.0 --port=8080 --no-browser --allow-root\n",
    "    http://202.112.113.78:10086/?token=3150b803eb90c9a758496b5bba743f5dc3bbb9391128b67c\n",
    "VSCODE + jupyter notebook\n",
    "    在extention 中安装 jupyter 和 jupyter notebook 即可\n",
    "数据可视化，显示格式如下，如果 回复是图片那么直接显示:\n",
    "Q1:\n",
    "A1:\n",
    "Q2:\n",
    "Q3:\n",
    "'''\n",
    "image_dir = '/data3/zjm/dataset/jddc2020/train'\n",
    "data_path = '/data3/zjm/dataset/jddc2020/data_train.txt'\n",
    "sessId2sess_path ='/data3/zjm/dataset/jddc2020/data_train_sessId2sess.pkl'\n",
    "# fx and xjd\n",
    "fx_sessId2sess_path = '/data3/zjm/dataset/jddc2020/data_train_fx_sessId2sess.pkl'\n",
    "xjd_sessId2sess_path = '/data3/zjm/dataset/jddc2020/data_train_xjd_sessId2sess.pkl'\n",
    "# special tasks\n",
    "temp_special_sessId2sess_path ='/data3/zjm/dataset/jddc2020/data_train_special_sessIndex2sessId.pkl'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_sessId2sess(data_path, sessId2sess_path):\n",
    "    sessId2sess = collections.OrderedDict()\n",
    "    lines = read_file(data_path)\n",
    "    sessinfo = collections.OrderedDict()\n",
    "    for line in lines:\n",
    "        splits = line.strip('\\n').split('\\t')\n",
    "        sid = splits[0]  # sessid\n",
    "        if sessId2sess.get(sid) is None:\n",
    "            sessId2sess[sid] = [splits]\n",
    "        else:\n",
    "            sessId2sess[sid] += [splits]\n",
    "    print(len(sessId2sess))\n",
    "    print(sessId2sess['90dd6836ec7cb5657316f9dae3d879d9'])\n",
    "    write_pkl(sessId2sess_path, sessId2sess)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_special_sessId2sess(sessId2sess, special_sessId2sess_path, keywords='售前'):\n",
    "    special_sessId2sess = collections.OrderedDict()\n",
    "    sessIds = list(sessId2sess.keys())\n",
    "    list_keywords = keywords.split(' ')\n",
    "    for sessId in sessIds:\n",
    "        flag = False\n",
    "        sessinfo = sessId2sess[sessId]\n",
    "        for instance in sessinfo:\n",
    "            text = instance[3]\n",
    "            for keyword in list_keywords:\n",
    "                if keyword in text:\n",
    "                    flag = True\n",
    "                    special_sessId2sess[sessId] = sessinfo\n",
    "                    break\n",
    "            if flag == True:\n",
    "                break\n",
    "    print('special {} total {} sessions'.format(keywords, len(special_sessId2sess)))\n",
    "    write_pkl(special_sessId2sess_path, special_sessId2sess)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get all sessions info, just run onece\n",
    "get_sessId2sess(data_path, sessId2sess_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use all the sessions, when use\n",
    "sessId2sess = read_pkl(sessId2sess_path)\n",
    "print('there are {} sessions'.format(sessId2sess))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_fx_xjd_sessId2sess(sessId2sess, fx_sessId2sess_path,  xjd_sessId2sess_path):\n",
    "    special_sessId2sess = collections.OrderedDict()\n",
    "    sessIds = list(sessId2sess.keys())\n",
    "    fx_sessId2sess = collections.OrderedDict()\n",
    "    xjd_sessId2sess = collections.OrderedDict()\n",
    "    for sessId in sessIds:\n",
    "        sessinfo = sessId2sess[sessId]\n",
    "        shop = sessinfo[0][1]\n",
    "        if shop == 'fx':\n",
    "            fx_sessId2sess[sessId] = sessinfo\n",
    "        elif shop == 'xjd':\n",
    "            xjd_sessId2sess[sessId] = sessinfo\n",
    "        else:\n",
    "            pass\n",
    "    print('total {} fx {} xjd {}'.format(len(sessIds), len(fx_sessId2sess), len(xjd_sessId2sess)))\n",
    "    write_pkl(fx_sessId2sess_path, fx_sessId2sess)\n",
    "    write_pkl(xjd_sessId2sess_path, xjd_sessId2sess)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get fx and xjd seprate sessions info, just run onece\n",
    "get_fx_xjd_sessId2sess(sessId2sess, fx_sessId2sess_path, xjd_sessId2sess_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use fx or xjd type tasks\n",
    "sessId2sess = read_pkl(fx_sessId2sess_path)\n",
    "print('fx there are {} sessions'.format(sessId2sess))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "special 售前 total 10279 sessions\nwrite /data3/zjm/dataset/jddc2020/data_train_special_sessIndex2sessId.pkl\n"
    }
   ],
   "source": [
    "keywords = ['售前', '售后', '退货 换货', '尺码 大小 标准码', '安装 使用 功能'][0]\n",
    "get_special_sessId2sess(sessId2sess, temp_special_sessId2sess_path, keywords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "6206d4.jpg', '0'], ['054131e3b34084cba170a914a5980957', 'fx', '', '售前咨询组', '0'], ['054131e3b34084cba170a914a5980957', 'fx', '', '您好，欢迎光临***官方旗舰店，我是售前客服~很高兴为您服务 (づ￣ 3￣)づ ★★春尚新优惠满减开始啦！！活动时间为24-26号：平台优惠券满300-30,可叠加店铺优惠券满600-30,900-60获得600-60,900-90的活动优惠哦~下面是优惠券领取链接：<url>    ★★ 这边为您推荐几款热销商品~ 春季热销款男鞋链接：<url>        春季热销款女鞋链接：<url>  ★★***仓库防护措施：1、所有复工人员，必须佩戴口罩；2、所有复工人员在上下班必须要求监测体温并统计，如有体温异常者，一律不得进入库内并送往医院；3、仓库内安排专人每日对公共区域至少消毒2次或以上，抗击疫情我们是认真的，武汉加油！中国加油！请您放心购买★★ps：近期有欺诈短信，大家切记勿信，有疑问咨询客服', '1'], ['054131e3b34084cba170a914a5980957', 'fx', '', '有这双鞋吗', '0'], ['054131e3b34084cba170a914a5980957', 'fx', '', '？', '0'], ['054131e3b34084cba170a914a5980957', 'fx', '', '你好', '0'], ['054131e3b34084cba170a914a5980957', 'fx', '', '7ab0fccce6ef4a14e7db793c41d4fc98.jpg', '0'], ['054131e3b34084cba170a914a5980957', 'fx', '', '暂时没有出售哦', '1'], ['054131e3b34084cba170a914a5980957', 'fx', '', '好的', '0'], ['054131e3b34084cba170a914a5980957', 'fx', '', '#E-s21', '1']]), ('eb6d8e1270ba4cce719b301eb7fc7e5a', [['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '18347bac6443185ed4db27bf1a80bf8a', '用户发起转人工', '0'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '18347bac6443185ed4db27bf1a80bf8a', '售前咨询组', '0'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '18347bac6443185ed4db27bf1a80bf8a', '0b2728136a285600b17270e42b7dcb0b.jpg', '0'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '', '您好，欢迎光临***官方旗舰店，我是售前客服~很高兴为您服务 (づ￣ 3￣)づ ★★春尚新优惠满减开始啦！！活动时间为24-26号：平台优惠券满300-30,可叠加店铺优惠券满600-30,900-60获得600-60,900-90的活动优惠哦~下面是优惠券领取链接：<url>    ★★ 这边为您推荐几款热销商品~ 春季热销款男鞋链接：<url>        春季热销款女鞋链接：<url>  ★★***仓库防护措施：1、所有复工人员，必须佩戴口罩；2、所有复工人员在上下班必须要求监测体温并统计，如有体温异常者，一律不得进入库内并送往医院；3、仓库内安排专人每日对公共区域至少消毒2次或以上，抗击疫情我们是认真的，武汉加油！中国加油！请您放心购买★★ps：近期有欺诈短信，大家切记勿信，有疑问咨询客服', '1'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '18347bac6443185ed4db27bf1a80bf8a', '有没有这款鞋？', '0'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '', '暂时没有这个配色呢', '1'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '18347bac6443185ed4db27bf1a80bf8a', '这个配色之前什么时候上的？大概多久之后还会再上？', '0'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '', '抱歉的哦 这不一定呢，仓库不定期补货，但是具体补货的款式、尺码和颜色我们暂时也无法得知，还望谅解哦~ ', '1'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '', '这边给您推荐一款咱们店铺百搭的运动袜，穿着干爽透气 ，搭配您看中的鞋子是非常合适的哦，您可以考虑下哟 <url> ', '1'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '', '能够遇到自己心仪的物品是非常难得的哦，既然喜欢就要不顾一切去拥有呢，商品库存有限先到先得呢~不要错过啦，如没有其他疑问暂时不打扰您了，有任何问题可以随时联系我哦 ', '1'], ['eb6d8e1270ba4cce719b301eb7fc7e5a', 'fx', '', '如没有其他可以帮助您，暂时结束本次咨询，有任何问题可随时联系我们的哈 温馨提示：如已经支付定金，在03.18没有支付尾款是不退还的哦', '1']]), ('e5ebab74f3358f1a6eaff2b64d9de00a', [['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', 'ee7218211f6ec2ba3e0bb21c3bdbfe6a', '咨询订单号：11531316** 商品ID：6541754**', '0'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', 'ee7218211f6ec2ba3e0bb21c3bdbfe6a', '售前咨询组', '0'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', 'ee7218211f6ec2ba3e0bb21c3bdbfe6a', '0831e4457e6d4b04c1ba7e8befa91402.jpg', '0'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', 'ee7218211f6ec2ba3e0bb21c3bdbfe6a', 'b95112228ae8eb339be0a2f503ee458d.jpg', '0'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', 'ee7218211f6ec2ba3e0bb21c3bdbfe6a', '官方发布了', '0'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', 'ee7218211f6ec2ba3e0bb21c3bdbfe6a', '也请你们尽快回复发货', '0'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', 'ee7218211f6ec2ba3e0bb21c3bdbfe6a', '感谢', '0'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', '', '这边会有专门人员为您尽快处理 ', '1'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', '', '您好，请您核对收货信息哦：李先生 1597248** 湖北咸宁市通山县通羊镇湖北省咸宁市通山县通羊镇新月路40-4号', '1'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', '', '这边给您推荐一款咱们店铺百搭的运动袜，穿着干爽透气 ，搭配您看中的鞋子是非常合适的哦，您可以考虑下哟 <url> ', '1'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', '', '看的怎么样了呢？如果收到不满意我们支持退换货的呢，但是如果商品没有货了 ，亲爱哒想试下都没有机会了呢，看您一直未回复暂时先关闭窗口了，如有疑问可以随时联系我哦 ', '1'], ['e5ebab74f3358f1a6eaff2b64d9de00a', 'fx', '', '如没有其他可以帮助您，暂时结束本次咨询，有任何问题可随时联系我们的哈 ', '1']]), ('82357a8b5837508bcc571f72bed93287', [['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '我这是几号', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '售前咨询组', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', '', '您好，欢迎光临***官方旗舰店，我是售前客服~很高兴为您服务 (づ￣ 3￣)づ ★★春尚新优惠满减开始啦！！活动时间为24-26号：平台优惠券满300-30,可叠加店铺优惠券满600-30,900-60获得600-60,900-90的活动优惠哦~下面是优惠券领取链接：<url>    ★★ 这边为您推荐几款热销商品~ 春季热销款男鞋链接：<url>        春季热销款女鞋链接：<url>  ★★***仓库防护措施：1、所有复工人员，必须佩戴口罩；2、所有复工人员在上下班必须要求监测体温并统计，如有体温异常者，一律不得进入库内并送往医院；3、仓库内安排专人每日对公共区域至少消毒2次或以上，抗击疫情我们是认真的，武汉加油！中国加油！请您放心购买★★ps：近期有欺诈短信，大家切记勿信，有疑问咨询客服 ', '1'], ['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '653647388536806e947da500796696f4.jpg', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', '', '您好', '1'], ['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '1edee008f42c839921ba3c51312b9291.jpg', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '我这是几号', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '39号2/3', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', '', '麻烦您稍等一下呢  这边先帮您看下哦 ', '1'], ['82357a8b5837508bcc571f72bed93287', 'fx', '', '您提供下清洗的图片呢~', '1'], ['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '我相册是清晰的，发过去就这样了', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', '', '您重新提供下图片呢~', '1'], ['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '9dc96180d4a6e4fccf514ff6d4db46f5.jpg', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', '', '麻烦您稍等一下呢  这边先帮您看下哦 ', '1'], ['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '39号2/3', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', '', '这款是39的哟~', '1'], ['82357a8b5837508bcc571f72bed93287', 'fx', 'd6c60ff59d524fbf8f2fda549b71cfbc', '2/3这呢', '0'], ['82357a8b5837508bcc571f72bed93287', 'fx', '', '您这款是39码的呢~', '1']]), ('aa46b59d70a1ca8073c3b9dc7ded42b2', [['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '95a143573daa8e82db5230468cfe8993', 'ef57c0caf416e44fee0dab33a198b4af.jpg', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '95a143573daa8e82db5230468cfe8993', '售前咨询组', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '95a143573daa8e82db5230468cfe8993', '鞋子配收鞋袋子吗', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '在的呢 请问有什么可以帮到您的~', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '箱根配收鞋袋子吗？之前买的next带收鞋袋，我看箱根鞋盒了没有装鞋袋', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '8175a0a44b384b879a0e9985d7161b5c.jpg', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '我们是没有袋子的呢', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '行货都配这种装鞋带啊', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '我们是仓库直接出厂的呢', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '2613d0ee59cb8b9f3c824a34a96c2712', '我这个是从长春欧亚发出的', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '2613d0ee59cb8b9f3c824a34a96c2712', '是卖场发货吧', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '2613d0ee59cb8b9f3c824a34a96c2712', '我查了官网有装鞋袋', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '我司有线上四个仓库（虎门，北京，上海，成都）以及25个省仓发货！不同仓库有不同商品，系统会根据库存情况以及您的收货地区选择就近的仓库进行自动匹配发货哦。', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '没有的呢', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '95a143573daa8e82db5230468cfe8993', '售后咨询组', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '95a143573daa8e82db5230468cfe8993', '售后咨询组', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '95a143573daa8e82db5230468cfe8993', '不敢保证你们这个是正品 只好选择退货', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '亲爱的，您好，请放心，我们旗舰店销售的产品保证都是100%正品，本店是滔博直营店，所有销售商品均由***直接授权供货，可拔打***全国热线400-880-6453验证店铺真伪哦！', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '这边是接受京东平台监督的呢，若是有任何问题您可以联系京东客服做出相应的处理', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '95a143573daa8e82db5230468cfe8993', '申请退货', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '95a143573daa8e82db5230468cfe8993', '地址给我', '0'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '退换货地址：北京市大兴区黄村镇天河北路9号百利威物流二分公司6号库2楼,收货人:陈莹,电话400887**,注：退换货快递建议三通一达（中通、圆通、申通、韵达）以及EMS温馨提示：请务必保证商品完好，不影响二次销售，如果已经穿着使用过，请勿私自寄回~', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '<url>', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '您好，这款商品很划算哦， 质量很有保证，没有什么是比能买到自己喜欢的东西更开心的事了~买买买#E-s09', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '这边为您推荐几款活动商品~男款系带经典款  耐磨橡胶底缓震效果佳：<url> 女款耐磨橡胶底~：<url>', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '若有看中的商品现在就可以加入购物车下单了哦~ 库存有限先到先得哦，但是如果商品没有货了 ，想试下都没有机会了呢 ', '1'], ['aa46b59d70a1ca8073c3b9dc7ded42b2', 'fx', '', '如没有其他可以帮助您，暂时结束本次咨询，有任何问题可随时联系我们的哈', '1']]), ('4548e47b4095383906f541d4f8013f77', [['4548e47b4095383906f541d4f8013f77', 'fx', '', '你好，', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '欢迎光临***旗舰店，我是售前客服专员ben妹妹，很荣幸为您服务~', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '你好 就是我问了快递员那个快递寄回去', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '广州处理中心处理了', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', 'c4e8d950254481ee21a906223869002b.jpg', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '快递员说要卖家联系那边处理', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '好的亲爱的', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '你看一下重新发过来呗', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', 'm改一下我的联系方式', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '电话号码有误看怎么修改', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '11398254** 这个订单的包裹', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '地址的号码有误是吗', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '手机有误', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '是这个订单', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '您直接联系投递员 告诉单号多少 联系人是谁', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '问在哪取件就好的哦', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '快递那边不支持修改地址信息 号码也是不支持修改的', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '不是 快递员说已经寄回去广州处理了', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '不在惠州了', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '他说他也处理不了需要卖家那边联系', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '若是已经退回的话', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '也是无法退回重新派件了的哦', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '你可以看一下我发给的截图', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '那这样要怎么处理', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '我这边退货退款么？', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '物流吗', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '是啊  我发给你那张物流截图', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '好的', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '我查询下', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '11398254** 包裹是972525090** 邮政快递', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '688eee26347407dd729e5a56993abf06.jpg', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '看物流显示退回中的', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '亲爱的，待物流显示返回后，您再申请下退款即可的哦。', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '行吧', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '80aa0657b2aee9c283f5bfa9c92ced11.jpg', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', 'c575ba82f8e29b342dd737b0d73fe429', '你那边要处理一下的是吧', '0'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '耽误您时间了', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '我这边在订单备注好 也催促下快递尽快跟进物流的', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '已登记快递 催促站点 也是尽快跟进下的', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '后续有什么能够帮助您的，也是随时联系这边的哦。', '1'], ['4548e47b4095383906f541d4f8013f77', 'fx', '', '#E-s17#E-s17', '1']]), ('0fc16b8d5cf896d5c56b9c33eab11027', [['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '<url>', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '售前咨询组', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '您好，欢迎光临***官方旗舰店，客服~很高兴为您服务\\xa0(づ￣\\xa03￣)づ\\xa0\\xa0★★活动一：3.2-3.4号福利补贴拍下立减满300-30 满600-60 满900-90  活动二：3.8女神节活动即将来袭~3月5日~8日，领取优惠券满300减30，满600减60，满800减80（平台券60+粉丝券20），满900减110（平台券90+粉丝券20），活动优惠券链接如下：<url>★★ ★★***仓库防护措施：1、所有复工人员，必须佩戴口罩；2、所有复工人员在上下班必须要求监测体温并统计，如有体温异常者，一律不得进入库内并送往医院；3、仓库内安排专人每日对公共区域至少消毒2次或以上，抗击疫情我们是认真的，武汉加油！中国加油！请您放心购买★★ps：近期有欺诈短信，大家切记勿信，有疑问咨询客服', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '这款是  空军一号吗', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '<url>', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '这款的呢', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '这个有没有七天无理由退换货', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '您好~我们是支持14天无理由退换货的哈，您是为什么退货的呢，具体原因您可以反馈下给客服的', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '看看试穿合不合适', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '#E-s57', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '所以提前问一下', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', ' 您可以提供下脚长的哦', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '39', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '脚长的哦', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '<url>', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '这款不是空军一号吗', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '也是Aj??', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '是的哈', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '这款不参加  300-30吗', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', ' 没有的呢', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '哦哦', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '#E-s57', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '764df179c5fe70c55635e3e3f4f0c94b', '这是厚款还是薄款', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '764df179c5fe70c55635e3e3f4f0c94b', '售前咨询组', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '764df179c5fe70c55635e3e3f4f0c94b', '<url>', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '秋季的哈 ', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '售前咨询组', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '在的呢 请问有什么可以帮到您的~', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '764df179c5fe70c55635e3e3f4f0c94b', '售前咨询组', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '764df179c5fe70c55635e3e3f4f0c94b', '1.7  130 穿什么码', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '建议L的哈', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '764df179c5fe70c55635e3e3f4f0c94b', '这个身高体重  裤子的话  都是这个码吗', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '764df179c5fe70c55635e3e3f4f0c94b', '如果不合适  条换的话  我们自己出运费?', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '部分商品有运费险的呢 ', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '怎么看', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', ' 您可以去付款页面看看的哟 ', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '送保险  是运费险的意思吗', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '对的哈 ', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', 'da4185e3b7f55a943ad66359288c0928.jpg', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '那个送保险 就是  运费险吗', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '我没在京东买过 哈哈', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '您可以去付款页面看看的哟', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '5c6f6f5e2f904810ddc1b98e850e751c.jpg', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '这个是吗', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '有赠送的呢', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '57c5f502516e37ff4367796b1dd69a37', '是这7件  都有赠送运费险吗', '0'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', ' 活动期间是有赠送的哈 ', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '能够遇到自己心仪的物品是非常难得的哦，既然喜欢就要不顾一切去拥有。如果收到不满意我们支持退换货的呢，但是如果商品没有货了 ，想试下都没有机会了呢', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '您可以考虑下多带一双袜子哦，这款是足弓支撑设计，舒适贴合，脚跟和脚尖是有加固的哦，经久耐穿的哈<url>#crumb-wrap <url>', '1'], ['0fc16b8d5cf896d5c56b9c33eab11027', 'fx', '', '如没有其他可以帮助您，暂时结束本次咨询，有任何问题可随时联系我们的哈', '1']]), ('5f38b4aa961abe14834c80bc6973eba7', [['5f38b4aa961abe14834c80bc6973eba7', 'fx', '7c4f21add4ccfe884ab0052443029720', '用户发起转人工', '0'], ['5f38b4aa961abe14834c80bc6973eba7', 'fx', '', '中午好，欢迎光临***旗舰店，我是售前客服专员bei妹妹，很荣幸为您服务噢~#E-s21', '1'], ['5f38b4aa961abe14834c80bc6973eba7', 'fx', '', '我买了四件，现在只发来一件', '0'], ['5f38b4aa961abe14834c80bc6973eba7', 'fx', '', 'cc86202dd3774fa1c4dc9143a486cb85.jpg', '0'], ['5f38b4aa961abe14834c80bc6973eba7', 'fx', '', '9ce3e7ec6dc296c060765f78d7268962.jpg', '0'], ['5f38b4aa961abe14834c80bc6973eba7', 'fx', '', '430b713bbe98a1c4bb504479e4b69050.jpg', '0'], ['5f38b4aa961abe14834c80bc6973eba7', 'fx', '', '请稍等，我查询一下呢', '1'], ['5f38b4aa961abe14834c80bc6973eba7', 'fx', '', '您好，这边是拆分发出的，所以后续还会受到快递，请注意查收哦~', '1'], ['5f38b4aa961abe14834c80bc6973eba7', 'fx', '', 'YT440347252**、YT440342162**', '1']]), ('6ebf1d2f91420093a324e0789f3b6696', [['6ebf1d2f91420093a324e0789f3b6696', 'fx', '39201a2cbdfa7b038204290ceeab8bbc', '标准尺码吗', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '39201a2cbdfa7b038204290ceeab8bbc', '售前咨询组', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '39201a2cbdfa7b038204290ceeab8bbc', '在吗', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '您好，欢迎光临***官方旗舰店，我是售前客服~很高兴为您服务\\xa0(づ￣\\xa03￣)づ\\xa0\\xa0★★3月预售活动火热来袭：页面预售款3.12-3.17支付定金，3.18号当天领取优惠券支付尾款，快快参加我们的活动吧！         春季热销款男鞋链接：<url>                 春季热销款女鞋链接：<url>  ★★***仓库防护措施：1、所有复工人员，必须佩戴口罩；2、所有复工人员在上下班必须要求监测体温并统计，如有体温异常者，一律不得进入库内并送往医院；3、仓库内安排专人每日对公共区域至少消毒2次或以上，抗击疫情我们是认真的，武汉加油！中国加油！请您放心购买★★ps：近期有欺诈短信，大家切记勿信，有疑问咨询客服 ', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '您好', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '鞋子是标准码呢~', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '是不是标准尺码', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '是的哟~', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '0978f4d70a81490eb59ef543b55b8b00', '收到货不满意可以退吗', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '确保商品未穿着使用过，不影响二次销售、包装完整，收到不超过14天，可以退换货处理哦，为了交易双方安全，退回商品我司质检没有使用过，不影响二次销售即可。若是要寄回换货，我们无法给您确保一定能有货进行换货处理，请知悉哦， ', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '0a8f7ff46fe1dbeffa743ddd83785b01', 'S码', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '0a8f7ff46fe1dbeffa743ddd83785b01', '是那个号', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', 's是160的呢~', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '1f32227da60455f518e86cc786f501c8', '280403840a9c25a2b0a7e1a78d630c0a.jpg', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '1f32227da60455f518e86cc786f501c8', '30几', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '您稍等', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '建议您选择30呢~', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '1f32227da60455f518e86cc786f501c8', '32是那个码', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '32是165的呢~', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '0a8f7ff46fe1dbeffa743ddd83785b01', '售前咨询组', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '0a8f7ff46fe1dbeffa743ddd83785b01', '165M号', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '鞋子是标准码呢~', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '0a8f7ff46fe1dbeffa743ddd83785b01', '<url>', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '0a8f7ff46fe1dbeffa743ddd83785b01', '体恤', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '建议您选择m呢~', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '0a8f7ff46fe1dbeffa743ddd83785b01', 'M是不是165', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '是的哟~', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '<url>', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '您好，这款商品很划算哦， 质量很有保证，没有什么是比能买到自己喜欢的东西更开心的事了~买买买#E-s09', '1'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '0978f4d70a81490eb59ef543b55b8b00', '有优惠卷吗', '0'], ['6ebf1d2f91420093a324e0789f3b6696', 'fx', '', '不好意思暂时没有呢~', '1']])]) sessions\n"
    }
   ],
   "source": [
    "# use special type tasks\n",
    "sessId2sess = read_pkl(temp_special_sessId2sess_path)\n",
    "print('{} there are {} sessions'.format(keywords, sessId2sess))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://www.jianshu.com/p/da1bb2a3b3dd\n",
    "from IPython.core.display import Image, display\n",
    "def show_img(image_path):\n",
    "    display(Image(image_path, width=50, height=50, unconfined=True))\n",
    "# image_path = os.path.join(image_dir, '98f2271305a93d8ad32424fdc169c311.jpg')\n",
    "# show_img(image_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# show one sess info\n",
    "def show_one_sess(sessId2sess, sessIndex):\n",
    "    sessIds = list(sessId2sess.keys())\n",
    "    sessinfo = sessId2sess[sessIds[sessIndex]]\n",
    "    for lid in range(len(sessinfo)):\n",
    "        splits = sessinfo[lid]\n",
    "        sid = splits[0]  # sessid\n",
    "        shop = splits[1] # fx or xjd\n",
    "        pid = splits[2]  # productId\n",
    "        text = splits[3] \n",
    "        waiter = splits[4] # 1 表示 客服 0\n",
    "        if waiter == '1':\n",
    "            uttId = 'A-{}'.format(lid)\n",
    "        else:\n",
    "            uttId = 'Q-{}'.format(lid)\n",
    "        if 'jpg' in text:\n",
    "            print(uttId + ': ' + text)\n",
    "            show_img(os.path.join(image_dir, text))\n",
    "        else:\n",
    "            print(uttId + ': ' + text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Q-0: 在吗\nQ-1: ff58039408708424175e295216b6445c.jpg\n"
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "metadata": {
      "image/jpeg": {
       "height": 50,
       "unconfined": true,
       "width": 50
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Q-2: 0c0da3b0c4b1ee5ed37c436e7c0d97d9.jpg\n"
    },
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "metadata": {
      "image/jpeg": {
       "height": 50,
       "unconfined": true,
       "width": 50
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "A-3: 您好，欢迎光临***官方旗舰店，我是售前客服~很高兴为您服务 (づ￣ 3￣)づ ★★春尚新优惠满减开始啦！！活动时间为24-26号：平台优惠券满300-30,可叠加店铺优惠券满600-30,900-60获得600-60,900-90的活动优惠哦~下面是优惠券领取链接：<url>    ★★ 这边为您推荐几款热销商品~ 春季热销款男鞋链接：<url>        春季热销款女鞋链接：<url>  ★★***仓库防护措施：1、所有复工人员，必须佩戴口罩；2、所有复工人员在上下班必须要求监测体温并统计，如有体温异常者，一律不得进入库内并送往医院；3、仓库内安排专人每日对公共区域至少消毒2次或以上，抗击疫情我们是认真的，武汉加油！中国加油！请您放心购买★★ps：近期有欺诈短信，大家切记勿信，有疑问咨询客服 \nQ-4: 刮痕 鞋盒也有破损\nQ-5: 人工客服\nQ-6: 售后咨询组\nA-7: 这边为您转接售后 为您跟进处理呢~~ \n"
    }
   ],
   "source": [
    "show_one_sess(sessId2sess, sessIndex=140)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.5.6-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}