Flask_request_selenium.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 爬虫简介\n",
    "\n",
    "爬虫一般指从网站上获得需要的数据，这个过程其实是建造一个网站的逆向过程。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用Flask建立简单网站\n",
    "\n",
    "所谓知己知彼，则百战不殆。既然爬虫主要是从网站上爬取数据，那么只有对建造网站的步骤一清二楚，才能在变幻多端的网站环境下，获取想要的数据。\n",
    "\n",
    "然而实际建立网站的过程是非常繁琐而复杂的，写HTML、CSS仅仅是一个网站的冰山一角，这其中至少涉及到网站架构设计、数据库设计、后台服务设计、前端设计等等，此外根据不同的架构设计，还有很多中间件、缓存数据库等等复杂的设计。\n",
    "\n",
    "不过，对于比较简单的网站，Python本身就有很多成熟的框架可以方便我们快速搭建一个简单的网站。这其中，Flask由于其比较精美的设计架构以及简单的模板等应用，是非常受欢迎的轻量级Web框架。在这里，我们不妨使用Flask搭建一个最简单的网站（因为在Jupyter里面，所以我把run()给注释掉了，如果需要执行，请直接执行html/web.py）：\n",
    "```python\n",
    "from flask import Flask\n",
    "app = Flask(__name__)\n",
    "import random\n",
    "\n",
    "@app.route('/')\n",
    "def index():\n",
    "    with open(\"example4.html\") as f:\n",
    "        html=f.read()\n",
    "    return html\n",
    "\n",
    "@app.route('/dynamic')\n",
    "def dynamic():\n",
    "    with open(\"dynamic.html\") as f:\n",
    "        html=f.read()\n",
    "    return html\n",
    "\n",
    "@app.route('/dynamic_response')\n",
    "def dynamic_response():\n",
    "    return str(random.random())\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    #app.run()\n",
    "    pass\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在执行以上命令之前，需要首先使用pip install flask安装Flask。\n",
    "\n",
    "在上面的程序中，@代表修饰器（decorator），是Python编程的一个高级特性，我们暂且不管。我们需要知道的仅仅是，通过@app.route函数，声明了一个路径，该路径即访问接下来定义的页面的路径。\n",
    "\n",
    "在@app.route下方，我们定义了几个函数，这几个函数的作用是返回一个字符串，这些字符串会通过网络传递给访问的浏览器。\n",
    "\n",
    "如果运行html/web.py，会提示：\n",
    ">  Running on http://127.0.0.1:5000/\n",
    "\n",
    "此时，如果在浏览器中输入以上网址，服务器就会执行index()函数，该函数会读取example4.html，并将其返回，从而我们在浏览器上就看到了example4.html。\n",
    "\n",
    "同理，如果访问 http://127.0.0.1:5000/dynamic ，服务器就会执行dynamic()函数，将dynamic.html的内容返回。\n",
    "\n",
    "而如果访问 http://127.0.0.1:5000/dynamic_response ，服务器会执行dynamic_response()函数，该函数生成一个随机数并返回给浏览器。\n",
    "\n",
    "以上就是一个简单的网站。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 发送请求\n",
    "\n",
    "知道了服务器端如何处理页面，那么现在的问题是，客户端怎样与服务器端通讯呢？\n",
    "\n",
    "这里就要介绍以下HTTP协议的概念了。\n",
    "\n",
    "HTTP协议是**Hyper Text Transfer Protocol**（**超文本传输协议**）的缩写，一种服务器/客户端范式的传输协议，我们访问网址（URL）时，都是以http:// 开头的，或者https:// 开头，代表的就是使用http协议。\n",
    "\n",
    "一个最简单的传输模型是，客户端通过URL地址向服务器端发送**请求**（**request**），服务器根据所请求的地址、头部信息（headers）做出**响应**（**response**）。\n",
    "\n",
    "这里有几个概念要特别注意：\n",
    "\n",
    "## 网址URL\n",
    "\n",
    "一个常见的网址通常具有如下形式：\n",
    "\n",
    "> http://econpaper.cn:8080/article/article.jsp?id=56987&userid=3455\n",
    "\n",
    "其中：\n",
    "\n",
    "* http:// 代表协议\n",
    "* econpaper.cn 代表域名\n",
    "* :8080 代表端口号，默认为80端口\n",
    "* /article/article.jsp 部分为请求的页面路径\n",
    "* ?id=56987&userid=3455 为需要传递给这个页面的参数\n",
    "\n",
    "## 请求（request）\n",
    "\n",
    "客户端向服务器端发送请求，要按照一定的格式，请求消息由以下三部分组成：\n",
    "\n",
    "* 请求行（request line）\n",
    "* 头部（header）\n",
    "* 请求数据\n",
    "\n",
    "![](pic/request.png)\n",
    "\n",
    "比如，以下是一个典型的请求头部：\n",
    "\n",
    "![](pic/request_headers.png)\n",
    "\n",
    "这些信息传递给服务器后，服务器根据这些信息进行处理。\n",
    "\n",
    "实际上，在我们刚刚运行的Flask中，在客户端可以看到每一次的请求。\n",
    "\n",
    "此外，上面从URL地址中已经看到，?id=56987&userid=3455 为需要传递给这个页面的参数，实际上，这是一个GET的请求方法。为了从客户端向服务器端传数据，以下两种方法是最常用的：\n",
    "\n",
    "* GET：像上面一样，请求的数据明文写在URL上\n",
    "* POST：数据包含在请求体中\n",
    "\n",
    "当然，两种方法也可以结合起来使用。不过最为常用的仍然是GET方法。\n",
    "\n",
    "## 响应（response）\n",
    "\n",
    "有了请求，就会有服务器的响应。同样，响应也有响应头和数据体。在响应头中，最重要的是响应的状态码以及内容类型（html文档或者图片、pdf等），常见的状态码比如：\n",
    "\n",
    "* 200 OK                        客户端请求成功\n",
    "* 400 Bad Request               客户端请求有语法错误，不能被服务器所理解\n",
    "* 401 Unauthorized              请求未经授权，这个状态代码必须和WWW-Authenticate报头域一起使用 \n",
    "* 403 Forbidden                 服务器收到请求，但是拒绝提供服务\n",
    "* 404 Not Found                 请求资源不存在，eg：输入了错误的URL\n",
    "* 500 Internal Server Error     服务器发生不可预期的错误\n",
    "* 503 Server Unavailable        服务器当前不能处理客户端的请求，一段"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python中发送请求\n",
    "\n",
    "在Python中，有很多工具可以帮助我们向服务器发送请求，包括但不限于：urllib、urllib2、urllib3、httplib2、requests、httpx等等。出于个人偏好原因，在这里我们以requests为例，介绍如何发送请求。此外，如果需要使用Python中的异步特性，可以使用httpx，其使用方法与requests类似，我们在这不再赘述。当然，前提是需要熟练掌握async、await等异步编程的基本用法。\n",
    "\n",
    "为了使用requests，需要先进行安装：pip install requests\n",
    "\n",
    "使用时直接导入：\n",
    "```python\n",
    "import requests\n",
    "```\n",
    "\n",
    "接着，最简单的请求即GET请求：\n",
    "```python\n",
    "r=requests.get(url)\n",
    "```\n",
    "\n",
    "其中url为需要请求的地址。\n",
    "\n",
    "有时我们在发送请求时可能需要控制发送请求的头部，头部可以使用一个字典表示，比如：\n",
    "```python\n",
    "headers={\"User-Agent\": \"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.103 Safari/537.36 OPR/60.0.3255.70\",\n",
    "        \"Accept-Encoding\":\"gzip, deflate, lzma, sdch\",\n",
    "        \"Accept-Language\":\"en-US,en;q=0.8\",\n",
    "        \"Connection\":\"keep-alive\",\n",
    "        \"Accept\":\"text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,*/*;q=0.8\"}\n",
    "```\n",
    "\n",
    "以上字典定义了头部的内容，接下来只要在get()函数中加入该头部就可以了：\n",
    "```python\n",
    "r=requests.get(url, headers=hearders)\n",
    "```\n",
    "\n",
    "返回结果：\n",
    "\n",
    "* r.text 可以读取返回的HTML\n",
    "* r.json() 获得Json数据转换后的字典数据\n",
    "* r.encoding 记录了返回数据的字符编码\n",
    "* r.status_code 记录了响应的状态码\n",
    "\n",
    "如果需要发送POST请求，需要首先将请求的数据写成字典形式，在使用urllib包中的urlencode函数将其编码，比如：\n",
    "```python\n",
    "data=dict(name=\"Joe\", comment=\"A test comment\")\n",
    "r=requests.post(url, data=data)\n",
    "```\n",
    "\n",
    "如果需要设置自定义的cookie到服务器，可以使用：\n",
    "```python\n",
    "cookies = dict(cookies_are='working')\n",
    "r=requests.get(url, cookies=cookies)\n",
    "```\n",
    "\n",
    "如果我们希望设置最长的等待时间，可以使用超时选项：\n",
    "```python\n",
    "r=requests.get(url, timeout=10)\n",
    "```\n",
    "\n",
    "即设定等待时间超过10s则放弃连接。\n",
    "\n",
    "最后，如果需要使用代理，可以使用：\n",
    "```python\n",
    "proxies = {\n",
    "  'http': 'http://user@password@10.10.1.10:3128',\n",
    "  'https': 'http://10.10.1.10:1080',\n",
    "}\n",
    "r=requests.get(url, proxies=proxies)\n",
    "```\n",
    "\n",
    "比如，联合国Comtrade数据库的API："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "   'value': 0,\n",
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       "   'helpUrl': 'For more reference visit http://comtrade.un.org/data/dev/portal/'},\n",
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       "   'rtTitle': 'United Kingdom',\n",
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       "   'cmdCode': '01',\n",
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       "   'qtDesc': 'No Quantity',\n",
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       "   'ptTitle': 'World',\n",
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       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '01',\n",
       "   'cmdDescE': 'Animals; live',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
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       "   'qtAltDesc': '',\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
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       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'motDesc': '',\n",
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       "   'qtDesc': 'No Quantity',\n",
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       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
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       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '02',\n",
       "   'cmdDescE': 'Meat and edible meat offal',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2290053167,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '02',\n",
       "   'cmdDescE': 'Meat and edible meat offal',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 4845234,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '02',\n",
       "   'cmdDescE': 'Meat and edible meat offal',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 820091,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '03',\n",
       "   'cmdDescE': 'Fish and crustaceans, molluscs and other aquatic invertebrates',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2660490471,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '03',\n",
       "   'cmdDescE': 'Fish and crustaceans, molluscs and other aquatic invertebrates',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2089082670,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '03',\n",
       "   'cmdDescE': 'Fish and crustaceans, molluscs and other aquatic invertebrates',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 6282587,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '03',\n",
       "   'cmdDescE': 'Fish and crustaceans, molluscs and other aquatic invertebrates',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 224313,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '04',\n",
       "   'cmdDescE': \"Dairy produce; birds' eggs; natural honey; edible products of animal origin, not elsewhere specified or included\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 4375904286,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '04',\n",
       "   'cmdDescE': \"Dairy produce; birds' eggs; natural honey; edible products of animal origin, not elsewhere specified or included\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2031023155,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '04',\n",
       "   'cmdDescE': \"Dairy produce; birds' eggs; natural honey; edible products of animal origin, not elsewhere specified or included\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1265014,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '05',\n",
       "   'cmdDescE': 'Animal originated products; not elsewhere specified or included',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 201325196,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '05',\n",
       "   'cmdDescE': 'Animal originated products; not elsewhere specified or included',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 172159021,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '05',\n",
       "   'cmdDescE': 'Animal originated products; not elsewhere specified or included',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2148217,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '06',\n",
       "   'cmdDescE': 'Trees and other plants, live; bulbs, roots and the like; cut flowers and ornamental foliage',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1699416831,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '06',\n",
       "   'cmdDescE': 'Trees and other plants, live; bulbs, roots and the like; cut flowers and ornamental foliage',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 100460075,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '07',\n",
       "   'cmdDescE': 'Vegetables and certain roots and tubers; edible',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 4532428276,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '07',\n",
       "   'cmdDescE': 'Vegetables and certain roots and tubers; edible',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 536086027,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '07',\n",
       "   'cmdDescE': 'Vegetables and certain roots and tubers; edible',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 992407,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '07',\n",
       "   'cmdDescE': 'Vegetables and certain roots and tubers; edible',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 240942,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '08',\n",
       "   'cmdDescE': 'Fruit and nuts, edible; peel of citrus fruit or melons',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5787560733,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '08',\n",
       "   'cmdDescE': 'Fruit and nuts, edible; peel of citrus fruit or melons',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 324556171,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '08',\n",
       "   'cmdDescE': 'Fruit and nuts, edible; peel of citrus fruit or melons',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1202633,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '08',\n",
       "   'cmdDescE': 'Fruit and nuts, edible; peel of citrus fruit or melons',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 844421,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '09',\n",
       "   'cmdDescE': 'Coffee, tea, mate and spices',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1423644599,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '09',\n",
       "   'cmdDescE': 'Coffee, tea, mate and spices',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 581512132,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '09',\n",
       "   'cmdDescE': 'Coffee, tea, mate and spices',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 4795,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '09',\n",
       "   'cmdDescE': 'Coffee, tea, mate and spices',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 181109,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '10',\n",
       "   'cmdDescE': 'Cereals',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2371330517,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '10',\n",
       "   'cmdDescE': 'Cereals',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 488537506,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '10',\n",
       "   'cmdDescE': 'Cereals',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 172542,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '10',\n",
       "   'cmdDescE': 'Cereals',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 165395,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '11',\n",
       "   'cmdDescE': 'Products of the milling industry; malt, starches, inulin, wheat gluten',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 520181636,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '11',\n",
       "   'cmdDescE': 'Products of the milling industry; malt, starches, inulin, wheat gluten',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 491501527,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '12',\n",
       "   'cmdDescE': 'Oil seeds and oleaginous fruits; miscellaneous grains, seeds and fruit, industrial or medicinal plants; straw and fodder',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1231974001,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Oil seeds and oleaginous fruits; miscellaneous grains, seeds and fruit, industrial or medicinal plants; straw and fodder',\n",
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       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 541445700,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
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       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
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       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
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       "   'motDesc': '',\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
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       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'ptCode': 0,\n",
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       "   'ptCode2': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
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       "   'ptCode': 0,\n",
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       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
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       "   'CIFValue': None,\n",
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       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '17',\n",
       "   'cmdDescE': 'Sugars and sugar confectionery',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2053969609,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '17',\n",
       "   'cmdDescE': 'Sugars and sugar confectionery',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 561131212,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '17',\n",
       "   'cmdDescE': 'Sugars and sugar confectionery',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 360931,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '17',\n",
       "   'cmdDescE': 'Sugars and sugar confectionery',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 655242,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '18',\n",
       "   'cmdDescE': 'Cocoa and cocoa preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2416166464,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '18',\n",
       "   'cmdDescE': 'Cocoa and cocoa preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 976307271,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '18',\n",
       "   'cmdDescE': 'Cocoa and cocoa preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 105107,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '18',\n",
       "   'cmdDescE': 'Cocoa and cocoa preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 596518,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '19',\n",
       "   'cmdDescE': \"Preparations of cereals, flour, starch or milk; pastrycooks' products\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 4112770149,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '19',\n",
       "   'cmdDescE': \"Preparations of cereals, flour, starch or milk; pastrycooks' products\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2291420619,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '19',\n",
       "   'cmdDescE': \"Preparations of cereals, flour, starch or milk; pastrycooks' products\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 100538,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '19',\n",
       "   'cmdDescE': \"Preparations of cereals, flour, starch or milk; pastrycooks' products\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 929450,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '20',\n",
       "   'cmdDescE': 'Preparations of vegetables, fruit, nuts or other parts of plants',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3702799854,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '20',\n",
       "   'cmdDescE': 'Preparations of vegetables, fruit, nuts or other parts of plants',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 610153522,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '20',\n",
       "   'cmdDescE': 'Preparations of vegetables, fruit, nuts or other parts of plants',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 611327,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '20',\n",
       "   'cmdDescE': 'Preparations of vegetables, fruit, nuts or other parts of plants',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 275776,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '21',\n",
       "   'cmdDescE': 'Miscellaneous edible preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3641191481,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '21',\n",
       "   'cmdDescE': 'Miscellaneous edible preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2283418849,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '21',\n",
       "   'cmdDescE': 'Miscellaneous edible preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 7355375,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '21',\n",
       "   'cmdDescE': 'Miscellaneous edible preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1603694,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '22',\n",
       "   'cmdDescE': 'Beverages, spirits and vinegar',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 8970946155,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '22',\n",
       "   'cmdDescE': 'Beverages, spirits and vinegar',\n",
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       "   'qtDesc': 'No Quantity',\n",
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       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 10985422204,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '22',\n",
       "   'cmdDescE': 'Beverages, spirits and vinegar',\n",
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       "   'qtDesc': 'No Quantity',\n",
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       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 21436292,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
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       "   'rgDesc': 'Re-Import',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Beverages, spirits and vinegar',\n",
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       "   'qtDesc': 'No Quantity',\n",
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       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 6728006,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'rgDesc': 'Import',\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
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       "   'motDesc': '',\n",
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       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
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       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Food industries, residues and wastes thereof; prepared animal fodder',\n",
       "   'qtCode': 1,\n",
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       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Food industries, residues and wastes thereof; prepared animal fodder',\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
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       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
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       "   'period': 2013,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
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       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Tobacco and manufactured tobacco substitutes',\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'rgCode': 1,\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
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       "   'pt3ISO': 'WLD',\n",
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       "   'cstDesc': '',\n",
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       "   'GrossWeight': None,\n",
       "   'TradeValue': 946381597,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
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       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
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       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Salt; sulphur; earths, stone; plastering materials, lime and cement',\n",
       "   'qtCode': 1,\n",
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       "   'GrossWeight': None,\n",
       "   'TradeValue': 723305242,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '29',\n",
       "   'cmdDescE': 'Organic chemicals',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 11076744,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '30',\n",
       "   'cmdDescE': 'Pharmaceutical products',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 27728497911,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '30',\n",
       "   'cmdDescE': 'Pharmaceutical products',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 32094368469,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '30',\n",
       "   'cmdDescE': 'Pharmaceutical products',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 26143070,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Re-Import',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '30',\n",
       "   'cmdDescE': 'Pharmaceutical products',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 126087226,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Fertilizers',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1262125277,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '31',\n",
       "   'cmdDescE': 'Fertilizers',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 367498552,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
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       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Tanning or dyeing extracts; tannins and their derivatives; dyes, pigments and other colouring matter; paints, varnishes; putty, other mastics; inks',\n",
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       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2618620106,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Export',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
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       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Tanning or dyeing extracts; tannins and their derivatives; dyes, pigments and other colouring matter; paints, varnishes; putty, other mastics; inks',\n",
       "   'qtCode': 1,\n",
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       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
       "   'TradeValue': 3607928993,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Re-Export',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
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       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Tanning or dyeing extracts; tannins and their derivatives; dyes, pigments and other colouring matter; paints, varnishes; putty, other mastics; inks',\n",
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       "   'qtDesc': 'No Quantity',\n",
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       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
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       "   'cstDesc': '',\n",
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       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Tanning or dyeing extracts; tannins and their derivatives; dyes, pigments and other colouring matter; paints, varnishes; putty, other mastics; inks',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
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       "   'cstDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
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       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Essential oils and resinoids; perfumery, cosmetic or toilet preparations',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
       "   'TradeValue': 6129797947,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'ptCode2': None,\n",
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       "   'pt3ISO2': '',\n",
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       "   'cstDesc': '',\n",
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       "   'cmdDescE': 'Essential oils and resinoids; perfumery, cosmetic or toilet preparations',\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
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       "   'ptCode2': None,\n",
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       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Essential oils and resinoids; perfumery, cosmetic or toilet preparations',\n",
       "   'qtCode': 1,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
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       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Soap, organic surface-active agents; washing, lubricating, polishing or scouring preparations; artificial or prepared waxes, candles and similar articles, modelling pastes, dental waxes and dental preparations with a basis of plaster',\n",
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       "   'GrossWeight': None,\n",
       "   'TradeValue': 2426959721,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '34',\n",
       "   'cmdDescE': 'Soap, organic surface-active agents; washing, lubricating, polishing or scouring preparations; artificial or prepared waxes, candles and similar articles, modelling pastes, dental waxes and dental preparations with a basis of plaster',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2561141065,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '34',\n",
       "   'cmdDescE': 'Soap, organic surface-active agents; washing, lubricating, polishing or scouring preparations; artificial or prepared waxes, candles and similar articles, modelling pastes, dental waxes and dental preparations with a basis of plaster',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 7925493,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '34',\n",
       "   'cmdDescE': 'Soap, organic surface-active agents; washing, lubricating, polishing or scouring preparations; artificial or prepared waxes, candles and similar articles, modelling pastes, dental waxes and dental preparations with a basis of plaster',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2677024,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '35',\n",
       "   'cmdDescE': 'Albuminoidal substances; modified starches; glues; enzymes',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 901658796,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '35',\n",
       "   'cmdDescE': 'Albuminoidal substances; modified starches; glues; enzymes',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 546270637,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '35',\n",
       "   'cmdDescE': 'Albuminoidal substances; modified starches; glues; enzymes',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1694254,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '35',\n",
       "   'cmdDescE': 'Albuminoidal substances; modified starches; glues; enzymes',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 222260,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '36',\n",
       "   'cmdDescE': 'Explosives; pyrotechnic products; matches; pyrophoric alloys; certain combustible preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 154643703,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '36',\n",
       "   'cmdDescE': 'Explosives; pyrotechnic products; matches; pyrophoric alloys; certain combustible preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 169532277,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '36',\n",
       "   'cmdDescE': 'Explosives; pyrotechnic products; matches; pyrophoric alloys; certain combustible preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 51593,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '36',\n",
       "   'cmdDescE': 'Explosives; pyrotechnic products; matches; pyrophoric alloys; certain combustible preparations',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 14946,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '37',\n",
       "   'cmdDescE': 'Photographic or cinematographic goods',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 720023633,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '37',\n",
       "   'cmdDescE': 'Photographic or cinematographic goods',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 820313182,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '37',\n",
       "   'cmdDescE': 'Photographic or cinematographic goods',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5503456,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '37',\n",
       "   'cmdDescE': 'Photographic or cinematographic goods',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 55593,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '38',\n",
       "   'cmdDescE': 'Chemical products n.e.c.',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5652304109,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '38',\n",
       "   'cmdDescE': 'Chemical products n.e.c.',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 7420987940,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '38',\n",
       "   'cmdDescE': 'Chemical products n.e.c.',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 10801000,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '38',\n",
       "   'cmdDescE': 'Chemical products n.e.c.',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3971729,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '39',\n",
       "   'cmdDescE': 'Plastics and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 18852525890,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '39',\n",
       "   'cmdDescE': 'Plastics and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 12088982822,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '39',\n",
       "   'cmdDescE': 'Plastics and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 8683035,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '39',\n",
       "   'cmdDescE': 'Plastics and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 7363101,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '40',\n",
       "   'cmdDescE': 'Rubber and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 6030004380,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '40',\n",
       "   'cmdDescE': 'Rubber and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Rubber and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2100467,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Rubber and articles thereof',\n",
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       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3700459,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
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       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Raw hides and skins (other than furskins) and leather',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
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       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Raw hides and skins (other than furskins) and leather',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 612116647,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Raw hides and skins (other than furskins) and leather',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 7127,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '41',\n",
       "   'cmdDescE': 'Raw hides and skins (other than furskins) and leather',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 41771,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '42',\n",
       "   'cmdDescE': 'Articles of leather; saddlery and harness; travel goods, handbags and similar containers; articles of animal gut (other than silk-worm gut)',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3434148560,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '42',\n",
       "   'cmdDescE': 'Articles of leather; saddlery and harness; travel goods, handbags and similar containers; articles of animal gut (other than silk-worm gut)',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1013849950,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '42',\n",
       "   'cmdDescE': 'Articles of leather; saddlery and harness; travel goods, handbags and similar containers; articles of animal gut (other than silk-worm gut)',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 29590056,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '42',\n",
       "   'cmdDescE': 'Articles of leather; saddlery and harness; travel goods, handbags and similar containers; articles of animal gut (other than silk-worm gut)',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2383421,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '43',\n",
       "   'cmdDescE': 'Furskins and artificial fur; manufactures thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 95473311,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '43',\n",
       "   'cmdDescE': 'Furskins and artificial fur; manufactures thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 61824613,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '43',\n",
       "   'cmdDescE': 'Furskins and artificial fur; manufactures thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 224547,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '43',\n",
       "   'cmdDescE': 'Furskins and artificial fur; manufactures thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 81997,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '44',\n",
       "   'cmdDescE': 'Wood and articles of wood; wood charcoal',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5765454597,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '44',\n",
       "   'cmdDescE': 'Wood and articles of wood; wood charcoal',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 554685191,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '44',\n",
       "   'cmdDescE': 'Wood and articles of wood; wood charcoal',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 219747,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '44',\n",
       "   'cmdDescE': 'Wood and articles of wood; wood charcoal',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1183489,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '45',\n",
       "   'cmdDescE': 'Cork and articles of cork',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 36892221,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '45',\n",
       "   'cmdDescE': 'Cork and articles of cork',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 8196815,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '45',\n",
       "   'cmdDescE': 'Cork and articles of cork',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2385,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '45',\n",
       "   'cmdDescE': 'Cork and articles of cork',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3037,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '46',\n",
       "   'cmdDescE': 'Manufactures of straw, esparto or other plaiting materials; basketware and wickerwork',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 85792791,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '46',\n",
       "   'cmdDescE': 'Manufactures of straw, esparto or other plaiting materials; basketware and wickerwork',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 8225165,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '46',\n",
       "   'cmdDescE': 'Manufactures of straw, esparto or other plaiting materials; basketware and wickerwork',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 755382,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '47',\n",
       "   'cmdDescE': 'Pulp of wood or other fibrous cellulosic material; recovered (waste and scrap) paper or paperboard',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 815776722,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '47',\n",
       "   'cmdDescE': 'Pulp of wood or other fibrous cellulosic material; recovered (waste and scrap) paper or paperboard',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 784633293,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '47',\n",
       "   'cmdDescE': 'Pulp of wood or other fibrous cellulosic material; recovered (waste and scrap) paper or paperboard',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5314,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '48',\n",
       "   'cmdDescE': 'Paper and paperboard; articles of paper pulp, of paper or paperboard',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 8737462440,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '48',\n",
       "   'cmdDescE': 'Paper and paperboard; articles of paper pulp, of paper or paperboard',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3603216808,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '48',\n",
       "   'cmdDescE': 'Paper and paperboard; articles of paper pulp, of paper or paperboard',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1781053,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '48',\n",
       "   'cmdDescE': 'Paper and paperboard; articles of paper pulp, of paper or paperboard',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 837410,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '49',\n",
       "   'cmdDescE': 'Printed books, newspapers, pictures and other products of the printing industry; manuscripts, typescripts and plans',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2621509419,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '49',\n",
       "   'cmdDescE': 'Printed books, newspapers, pictures and other products of the printing industry; manuscripts, typescripts and plans',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 4193937971,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '49',\n",
       "   'cmdDescE': 'Printed books, newspapers, pictures and other products of the printing industry; manuscripts, typescripts and plans',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 8332790,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '49',\n",
       "   'cmdDescE': 'Printed books, newspapers, pictures and other products of the printing industry; manuscripts, typescripts and plans',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 37930876,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '50',\n",
       "   'cmdDescE': 'Silk',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 60459022,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '50',\n",
       "   'cmdDescE': 'Silk',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 42955614,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '50',\n",
       "   'cmdDescE': 'Silk',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 134422,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '50',\n",
       "   'cmdDescE': 'Silk',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 37046,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '51',\n",
       "   'cmdDescE': 'Wool, fine or coarse animal hair; horsehair yarn and woven fabric',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 467627970,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '51',\n",
       "   'cmdDescE': 'Wool, fine or coarse animal hair; horsehair yarn and woven fabric',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 559793868,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '51',\n",
       "   'cmdDescE': 'Wool, fine or coarse animal hair; horsehair yarn and woven fabric',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1530131,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '51',\n",
       "   'cmdDescE': 'Wool, fine or coarse animal hair; horsehair yarn and woven fabric',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 362896,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '52',\n",
       "   'cmdDescE': 'Cotton',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 398347961,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '52',\n",
       "   'cmdDescE': 'Cotton',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 266022549,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '52',\n",
       "   'cmdDescE': 'Cotton',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 572115,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '52',\n",
       "   'cmdDescE': 'Cotton',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 57948,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '53',\n",
       "   'cmdDescE': 'Vegetable textile fibres; paper yarn and woven fabrics of paper yarn',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 92364803,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '53',\n",
       "   'cmdDescE': 'Vegetable textile fibres; paper yarn and woven fabrics of paper yarn',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 53889543,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '53',\n",
       "   'cmdDescE': 'Vegetable textile fibres; paper yarn and woven fabrics of paper yarn',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 203069,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '53',\n",
       "   'cmdDescE': 'Vegetable textile fibres; paper yarn and woven fabrics of paper yarn',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 70327,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '54',\n",
       "   'cmdDescE': 'Man-made filaments; strip and the like of man-made textile materials',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 886748940,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '54',\n",
       "   'cmdDescE': 'Man-made filaments; strip and the like of man-made textile materials',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 848197165,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '54',\n",
       "   'cmdDescE': 'Man-made filaments; strip and the like of man-made textile materials',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 771523,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '54',\n",
       "   'cmdDescE': 'Man-made filaments; strip and the like of man-made textile materials',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 53397,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '55',\n",
       "   'cmdDescE': 'Man-made staple fibres',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 723731333,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '55',\n",
       "   'cmdDescE': 'Man-made staple fibres',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 635870335,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '55',\n",
       "   'cmdDescE': 'Man-made staple fibres',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 335316,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '55',\n",
       "   'cmdDescE': 'Man-made staple fibres',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 126093,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '56',\n",
       "   'cmdDescE': 'Wadding, felt and nonwovens, special yarns; twine, cordage, ropes and cables and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 808112160,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '56',\n",
       "   'cmdDescE': 'Wadding, felt and nonwovens, special yarns; twine, cordage, ropes and cables and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 418628947,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '56',\n",
       "   'cmdDescE': 'Wadding, felt and nonwovens, special yarns; twine, cordage, ropes and cables and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 329188,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '56',\n",
       "   'cmdDescE': 'Wadding, felt and nonwovens, special yarns; twine, cordage, ropes and cables and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2776786,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '57',\n",
       "   'cmdDescE': 'Carpets and other textile floor coverings',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1171824386,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '57',\n",
       "   'cmdDescE': 'Carpets and other textile floor coverings',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 354137133,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '57',\n",
       "   'cmdDescE': 'Carpets and other textile floor coverings',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 424674,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '57',\n",
       "   'cmdDescE': 'Carpets and other textile floor coverings',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 50563,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '58',\n",
       "   'cmdDescE': 'Fabrics; special woven fabrics, tufted textile fabrics, lace, tapestries, trimmings, embroidery',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 349984070,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '58',\n",
       "   'cmdDescE': 'Fabrics; special woven fabrics, tufted textile fabrics, lace, tapestries, trimmings, embroidery',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 198892035,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '58',\n",
       "   'cmdDescE': 'Fabrics; special woven fabrics, tufted textile fabrics, lace, tapestries, trimmings, embroidery',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 192047,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '58',\n",
       "   'cmdDescE': 'Fabrics; special woven fabrics, tufted textile fabrics, lace, tapestries, trimmings, embroidery',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 413067,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '59',\n",
       "   'cmdDescE': 'Textile fabrics; impregnated, coated, covered or laminated; textile articles of a kind suitable for industrial use',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 416527905,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '59',\n",
       "   'cmdDescE': 'Textile fabrics; impregnated, coated, covered or laminated; textile articles of a kind suitable for industrial use',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 631400440,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '59',\n",
       "   'cmdDescE': 'Textile fabrics; impregnated, coated, covered or laminated; textile articles of a kind suitable for industrial use',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 29876,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '59',\n",
       "   'cmdDescE': 'Textile fabrics; impregnated, coated, covered or laminated; textile articles of a kind suitable for industrial use',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 131624,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '60',\n",
       "   'cmdDescE': 'Fabrics; knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 303093621,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '60',\n",
       "   'cmdDescE': 'Fabrics; knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 174387323,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '60',\n",
       "   'cmdDescE': 'Fabrics; knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5997,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '60',\n",
       "   'cmdDescE': 'Fabrics; knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 53475,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '61',\n",
       "   'cmdDescE': 'Apparel and clothing accessories; knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 12830510385,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '61',\n",
       "   'cmdDescE': 'Apparel and clothing accessories; knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3287938595,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '61',\n",
       "   'cmdDescE': 'Apparel and clothing accessories; knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 144486833,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '61',\n",
       "   'cmdDescE': 'Apparel and clothing accessories; knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 19987227,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '62',\n",
       "   'cmdDescE': 'Apparel and clothing accessories; not knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 12192893256,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '62',\n",
       "   'cmdDescE': 'Apparel and clothing accessories; not knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 4194219829,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '62',\n",
       "   'cmdDescE': 'Apparel and clothing accessories; not knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 304848091,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '62',\n",
       "   'cmdDescE': 'Apparel and clothing accessories; not knitted or crocheted',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 82052120,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '63',\n",
       "   'cmdDescE': 'Textiles, made up articles; sets; worn clothing and worn textile articles; rags',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2322113936,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '63',\n",
       "   'cmdDescE': 'Textiles, made up articles; sets; worn clothing and worn textile articles; rags',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1142084446,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '63',\n",
       "   'cmdDescE': 'Textiles, made up articles; sets; worn clothing and worn textile articles; rags',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 13036788,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '63',\n",
       "   'cmdDescE': 'Textiles, made up articles; sets; worn clothing and worn textile articles; rags',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1416998,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '64',\n",
       "   'cmdDescE': 'Footwear; gaiters and the like; parts of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 6427590809,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '64',\n",
       "   'cmdDescE': 'Footwear; gaiters and the like; parts of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1899788862,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '64',\n",
       "   'cmdDescE': 'Footwear; gaiters and the like; parts of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 88729279,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '64',\n",
       "   'cmdDescE': 'Footwear; gaiters and the like; parts of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 556129,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '65',\n",
       "   'cmdDescE': 'Headgear and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 438736781,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '65',\n",
       "   'cmdDescE': 'Headgear and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 210724574,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '65',\n",
       "   'cmdDescE': 'Headgear and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3234263,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '65',\n",
       "   'cmdDescE': 'Headgear and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1084750,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '66',\n",
       "   'cmdDescE': 'Umbrellas, sun umbrellas, walking-sticks, seat sticks, whips, riding crops; and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 95167609,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '66',\n",
       "   'cmdDescE': 'Umbrellas, sun umbrellas, walking-sticks, seat sticks, whips, riding crops; and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 20641157,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '66',\n",
       "   'cmdDescE': 'Umbrellas, sun umbrellas, walking-sticks, seat sticks, whips, riding crops; and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 182041,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '66',\n",
       "   'cmdDescE': 'Umbrellas, sun umbrellas, walking-sticks, seat sticks, whips, riding crops; and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 4642,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '67',\n",
       "   'cmdDescE': 'Feathers and down, prepared; and articles made of feather or of down; artificial flowers; articles of human hair',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 201614909,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '67',\n",
       "   'cmdDescE': 'Feathers and down, prepared; and articles made of feather or of down; artificial flowers; articles of human hair',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 47045013,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '67',\n",
       "   'cmdDescE': 'Feathers and down, prepared; and articles made of feather or of down; artificial flowers; articles of human hair',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 17133,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '67',\n",
       "   'cmdDescE': 'Feathers and down, prepared; and articles made of feather or of down; artificial flowers; articles of human hair',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 38776,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '68',\n",
       "   'cmdDescE': 'Stone, plaster, cement, asbestos, mica or similar materials; articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1606668055,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '68',\n",
       "   'cmdDescE': 'Stone, plaster, cement, asbestos, mica or similar materials; articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1137018009,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '68',\n",
       "   'cmdDescE': 'Stone, plaster, cement, asbestos, mica or similar materials; articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 663623,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Re-Import',\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
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       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Stone, plaster, cement, asbestos, mica or similar materials; articles thereof',\n",
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       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Import',\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
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       "   'motDesc': '',\n",
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       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Export',\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
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       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
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       "   'cstDesc': '',\n",
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       "   'motDesc': '',\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
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       "   'periodDesc': '2013',\n",
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       "   'ptCode': 0,\n",
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       "   'motDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
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       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
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       "   'periodDesc': '2013',\n",
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       "   'ptCode': 0,\n",
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       "   'pt3ISO': 'WLD',\n",
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       "   'cstDesc': '',\n",
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       "   'motDesc': '',\n",
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       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'CIFValue': None,\n",
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       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
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       "   'AltQuantity': None,\n",
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       "   'CIFValue': None,\n",
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       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
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       "   'ptCode': 0,\n",
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       "   'motDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'ptCode': 0,\n",
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       "   'AltQuantity': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
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       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
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       "   'rtCode': 826,\n",
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       "   'ptCode': 0,\n",
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       "   'cmdCode': '71',\n",
       "   'cmdDescE': 'Natural, cultured pearls; precious, semi-precious stones; precious metals, metals clad with precious metal, and articles thereof; imitation jewellery; coin',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 36832533305,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '71',\n",
       "   'cmdDescE': 'Natural, cultured pearls; precious, semi-precious stones; precious metals, metals clad with precious metal, and articles thereof; imitation jewellery; coin',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 99889281704,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '71',\n",
       "   'cmdDescE': 'Natural, cultured pearls; precious, semi-precious stones; precious metals, metals clad with precious metal, and articles thereof; imitation jewellery; coin',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1509170982,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '71',\n",
       "   'cmdDescE': 'Natural, cultured pearls; precious, semi-precious stones; precious metals, metals clad with precious metal, and articles thereof; imitation jewellery; coin',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 333610710,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '72',\n",
       "   'cmdDescE': 'Iron and steel',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 6338467369,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '72',\n",
       "   'cmdDescE': 'Iron and steel',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 10133063072,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '72',\n",
       "   'cmdDescE': 'Iron and steel',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1219268,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '72',\n",
       "   'cmdDescE': 'Iron and steel',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 563068,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '73',\n",
       "   'cmdDescE': 'Iron or steel articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 9106665351,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '73',\n",
       "   'cmdDescE': 'Iron or steel articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 6528900158,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '73',\n",
       "   'cmdDescE': 'Iron or steel articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 14405655,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '73',\n",
       "   'cmdDescE': 'Iron or steel articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 37383228,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '74',\n",
       "   'cmdDescE': 'Copper and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2303486370,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '74',\n",
       "   'cmdDescE': 'Copper and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2318169819,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '74',\n",
       "   'cmdDescE': 'Copper and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 556168,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '74',\n",
       "   'cmdDescE': 'Copper and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 202365,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '75',\n",
       "   'cmdDescE': 'Nickel and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1436338319,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '75',\n",
       "   'cmdDescE': 'Nickel and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1445204765,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '75',\n",
       "   'cmdDescE': 'Nickel and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1859795,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '75',\n",
       "   'cmdDescE': 'Nickel and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1138420,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '76',\n",
       "   'cmdDescE': 'Aluminium and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 4787342125,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '76',\n",
       "   'cmdDescE': 'Aluminium and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2919297067,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '76',\n",
       "   'cmdDescE': 'Aluminium and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 24337009,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '76',\n",
       "   'cmdDescE': 'Aluminium and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5058921,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '78',\n",
       "   'cmdDescE': 'Lead and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 549405455,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '78',\n",
       "   'cmdDescE': 'Lead and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 526929556,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '78',\n",
       "   'cmdDescE': 'Lead and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 10851,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '79',\n",
       "   'cmdDescE': 'Zinc and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 273908444,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '79',\n",
       "   'cmdDescE': 'Zinc and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 82583162,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '79',\n",
       "   'cmdDescE': 'Zinc and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1476,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '80',\n",
       "   'cmdDescE': 'Tin; articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 152426681,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '80',\n",
       "   'cmdDescE': 'Tin; articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 53304414,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '80',\n",
       "   'cmdDescE': 'Tin; articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 82521,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '80',\n",
       "   'cmdDescE': 'Tin; articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 50490,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '81',\n",
       "   'cmdDescE': 'Metals; n.e.c., cermets and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1105087911,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '81',\n",
       "   'cmdDescE': 'Metals; n.e.c., cermets and articles thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 789970733,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
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       "   'rgDesc': 'Re-Export',\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '81',\n",
       "   'cmdDescE': 'Metals; n.e.c., cermets and articles thereof',\n",
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       "   'qtAltCode': None,\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 8572726,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '81',\n",
       "   'cmdDescE': 'Metals; n.e.c., cermets and articles thereof',\n",
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       "   'qtDesc': 'No Quantity',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
       "   'TradeValue': 2270737,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
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       "   'rgDesc': 'Import',\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Tools, implements, cutlery, spoons and forks, of base metal; parts thereof, of base metal',\n",
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       "   'qtDesc': 'No Quantity',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1991669020,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Export',\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Tools, implements, cutlery, spoons and forks, of base metal; parts thereof, of base metal',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Re-Export',\n",
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       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Tools, implements, cutlery, spoons and forks, of base metal; parts thereof, of base metal',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
       "   'TradeValue': 3065255,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'IsLeaf': 0,\n",
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       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '82',\n",
       "   'cmdDescE': 'Tools, implements, cutlery, spoons and forks, of base metal; parts thereof, of base metal',\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'pt3ISO2': '',\n",
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       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
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       "   'yr': 2013,\n",
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       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Metal; miscellaneous products of base metal',\n",
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       "   'CIFValue': None,\n",
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       "   'yr': 2013,\n",
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       "   'ptCode': 0,\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
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       "   'estCode': 0},\n",
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       "   'yr': 2013,\n",
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       "   'yr': 2013,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'pt3ISO': 'WLD',\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
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       "   'periodDesc': '2013',\n",
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       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
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       "   'periodDesc': '2013',\n",
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       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '84',\n",
       "   'cmdDescE': 'Nuclear reactors, boilers, machinery and mechanical appliances; parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2544741785,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '85',\n",
       "   'cmdDescE': 'Electrical machinery and equipment and parts thereof; sound recorders and reproducers; television image and sound recorders and reproducers, parts and accessories of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 58777172439,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '85',\n",
       "   'cmdDescE': 'Electrical machinery and equipment and parts thereof; sound recorders and reproducers; television image and sound recorders and reproducers, parts and accessories of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 30928795455,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '85',\n",
       "   'cmdDescE': 'Electrical machinery and equipment and parts thereof; sound recorders and reproducers; television image and sound recorders and reproducers, parts and accessories of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 150150975,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '85',\n",
       "   'cmdDescE': 'Electrical machinery and equipment and parts thereof; sound recorders and reproducers; television image and sound recorders and reproducers, parts and accessories of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 441424581,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '86',\n",
       "   'cmdDescE': 'Railway, tramway locomotives, rolling-stock and parts thereof; railway or tramway track fixtures and fittings and parts thereof; mechanical (including electro-mechanical) traffic signalling equipment of all kinds',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 596575567,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '86',\n",
       "   'cmdDescE': 'Railway, tramway locomotives, rolling-stock and parts thereof; railway or tramway track fixtures and fittings and parts thereof; mechanical (including electro-mechanical) traffic signalling equipment of all kinds',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 310156460,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '86',\n",
       "   'cmdDescE': 'Railway, tramway locomotives, rolling-stock and parts thereof; railway or tramway track fixtures and fittings and parts thereof; mechanical (including electro-mechanical) traffic signalling equipment of all kinds',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1885,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '86',\n",
       "   'cmdDescE': 'Railway, tramway locomotives, rolling-stock and parts thereof; railway or tramway track fixtures and fittings and parts thereof; mechanical (including electro-mechanical) traffic signalling equipment of all kinds',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 21687492,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '87',\n",
       "   'cmdDescE': 'Vehicles; other than railway or tramway rolling stock, and parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 66131322167,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '87',\n",
       "   'cmdDescE': 'Vehicles; other than railway or tramway rolling stock, and parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 50994805705,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '87',\n",
       "   'cmdDescE': 'Vehicles; other than railway or tramway rolling stock, and parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1559704145,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '87',\n",
       "   'cmdDescE': 'Vehicles; other than railway or tramway rolling stock, and parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 74981649,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '88',\n",
       "   'cmdDescE': 'Aircraft, spacecraft and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 15166666694,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '88',\n",
       "   'cmdDescE': 'Aircraft, spacecraft and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 17851668045,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '88',\n",
       "   'cmdDescE': 'Aircraft, spacecraft and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 240284474,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '88',\n",
       "   'cmdDescE': 'Aircraft, spacecraft and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 419038763,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '89',\n",
       "   'cmdDescE': 'Ships, boats and floating structures',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1109648568,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '89',\n",
       "   'cmdDescE': 'Ships, boats and floating structures',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1672643704,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '89',\n",
       "   'cmdDescE': 'Ships, boats and floating structures',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 817267,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '89',\n",
       "   'cmdDescE': 'Ships, boats and floating structures',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 77728039,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Optical, photographic, cinematographic, measuring, checking, medical or surgical instruments and apparatus; parts and accessories',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 17784606921,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '90',\n",
       "   'cmdDescE': 'Optical, photographic, cinematographic, measuring, checking, medical or surgical instruments and apparatus; parts and accessories',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 18569926743,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '90',\n",
       "   'cmdDescE': 'Optical, photographic, cinematographic, measuring, checking, medical or surgical instruments and apparatus; parts and accessories',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
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       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 64147441,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '90',\n",
       "   'cmdDescE': 'Optical, photographic, cinematographic, measuring, checking, medical or surgical instruments and apparatus; parts and accessories',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
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       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
       "   'TradeValue': 679746171,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'rgCode': 1,\n",
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       "   'rtCode': 826,\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
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       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Clocks and watches and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
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       "   'ptCode2': None,\n",
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       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '91',\n",
       "   'cmdDescE': 'Clocks and watches and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
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       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '91',\n",
       "   'cmdDescE': 'Clocks and watches and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
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       "   'rgDesc': 'Re-Import',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'cmdDescE': 'Clocks and watches and parts thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
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       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
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       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
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       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 326842928,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
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       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
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       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '92',\n",
       "   'cmdDescE': 'Musical instruments; parts and accessories of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 94924083,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '92',\n",
       "   'cmdDescE': 'Musical instruments; parts and accessories of such articles',\n",
       "   'qtCode': 1,\n",
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       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
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       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 97338,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '92',\n",
       "   'cmdDescE': 'Musical instruments; parts and accessories of such articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 211120,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '93',\n",
       "   'cmdDescE': 'Arms and ammunition; parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 928802514,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '93',\n",
       "   'cmdDescE': 'Arms and ammunition; parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1119247303,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '93',\n",
       "   'cmdDescE': 'Arms and ammunition; parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1738670,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '93',\n",
       "   'cmdDescE': 'Arms and ammunition; parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 26874588,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '94',\n",
       "   'cmdDescE': 'Furniture; bedding, mattresses, mattress supports, cushions and similar stuffed furnishings; lamps and lighting fittings, n.e.c.; illuminated signs, illuminated name-plates and the like; prefabricated buildings',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 9873893030,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '94',\n",
       "   'cmdDescE': 'Furniture; bedding, mattresses, mattress supports, cushions and similar stuffed furnishings; lamps and lighting fittings, n.e.c.; illuminated signs, illuminated name-plates and the like; prefabricated buildings',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3150710644,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '94',\n",
       "   'cmdDescE': 'Furniture; bedding, mattresses, mattress supports, cushions and similar stuffed furnishings; lamps and lighting fittings, n.e.c.; illuminated signs, illuminated name-plates and the like; prefabricated buildings',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 15106482,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '94',\n",
       "   'cmdDescE': 'Furniture; bedding, mattresses, mattress supports, cushions and similar stuffed furnishings; lamps and lighting fittings, n.e.c.; illuminated signs, illuminated name-plates and the like; prefabricated buildings',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 23145890,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '95',\n",
       "   'cmdDescE': 'Toys, games and sports requisites; parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5611611263,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '95',\n",
       "   'cmdDescE': 'Toys, games and sports requisites; parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1911447356,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '95',\n",
       "   'cmdDescE': 'Toys, games and sports requisites; parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 10759973,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
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       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '95',\n",
       "   'cmdDescE': 'Toys, games and sports requisites; parts and accessories thereof',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
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       "   'GrossWeight': None,\n",
       "   'TradeValue': 2115204,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '96',\n",
       "   'cmdDescE': 'Miscellaneous manufactured articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 2222027958,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '96',\n",
       "   'cmdDescE': 'Miscellaneous manufactured articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 749674342,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '96',\n",
       "   'cmdDescE': 'Miscellaneous manufactured articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5869555,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '96',\n",
       "   'cmdDescE': 'Miscellaneous manufactured articles',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 263679,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '97',\n",
       "   'cmdDescE': \"Works of art; collectors' pieces and antiques\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5757428314,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '97',\n",
       "   'cmdDescE': \"Works of art; collectors' pieces and antiques\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 6901778238,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '97',\n",
       "   'cmdDescE': \"Works of art; collectors' pieces and antiques\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1717244824,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '97',\n",
       "   'cmdDescE': \"Works of art; collectors' pieces and antiques\",\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 383136009,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 1,\n",
       "   'rgDesc': 'Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '99',\n",
       "   'cmdDescE': 'Commodities not specified according to kind',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 6719948578,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 2,\n",
       "   'rgDesc': 'Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '99',\n",
       "   'cmdDescE': 'Commodities not specified according to kind',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 5512538994,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 3,\n",
       "   'rgDesc': 'Re-Export',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '99',\n",
       "   'cmdDescE': 'Commodities not specified according to kind',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 3000,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0},\n",
       "  {'pfCode': 'H4',\n",
       "   'yr': 2013,\n",
       "   'period': 2013,\n",
       "   'periodDesc': '2013',\n",
       "   'aggrLevel': 2,\n",
       "   'IsLeaf': 0,\n",
       "   'rgCode': 4,\n",
       "   'rgDesc': 'Re-Import',\n",
       "   'rtCode': 826,\n",
       "   'rtTitle': 'United Kingdom',\n",
       "   'rt3ISO': 'GBR',\n",
       "   'ptCode': 0,\n",
       "   'ptTitle': 'World',\n",
       "   'pt3ISO': 'WLD',\n",
       "   'ptCode2': None,\n",
       "   'ptTitle2': '',\n",
       "   'pt3ISO2': '',\n",
       "   'cstCode': '',\n",
       "   'cstDesc': '',\n",
       "   'motCode': '',\n",
       "   'motDesc': '',\n",
       "   'cmdCode': '99',\n",
       "   'cmdDescE': 'Commodities not specified according to kind',\n",
       "   'qtCode': 1,\n",
       "   'qtDesc': 'No Quantity',\n",
       "   'qtAltCode': None,\n",
       "   'qtAltDesc': '',\n",
       "   'TradeQuantity': None,\n",
       "   'AltQuantity': None,\n",
       "   'NetWeight': None,\n",
       "   'GrossWeight': None,\n",
       "   'TradeValue': 1,\n",
       "   'CIFValue': None,\n",
       "   'FOBValue': None,\n",
       "   'estCode': 0}]}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "url = \"http://comtrade.un.org/api/get?max=50000&type=C&freq=A&px=HS&ps=2013&r=826&p=0&rg=all&cc=AG2&fmt=json\"\n",
    "\n",
    "r = requests.get(url)\n",
    "data = r.json()\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有的接口都需要用一个token进行身份验证，一般会根据token进行一定的数量限制。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以下代码实现了从链家上爬去房价数据。值得注意的是，如果没有设定headers，可能会爬不下来："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['107105087272', '珠江新城 ', '松江新城', '5室2厅', '253.48平米', ' 880万', '66人关注 / 16天以前发布']\n",
      "['107105047788', '荣乐水岸 ', '松江老城', '3室2厅', '102.21平米', ' 363万', '17人关注 / 28天以前发布']\n",
      "['107105055314', '紫薇茗庭 ', '泗泾', '3室1厅', '83.61平米', ' 285万', '36人关注 / 26天以前发布']\n",
      "['107104722488', '珠江新城 ', '松江新城', '4室2厅', '137平米', ' 513万', '27人关注 / 4个月以前发布']\n",
      "['107105047333', '通波小区 ', '松江老城', '3室2厅', '92.81平米', ' 356万', '13人关注 / 28天以前发布']\n",
      "['107105108942', '月厦新天地 ', '松江老城', '1室1厅', '47.54平米', ' 114万', '25人关注 / 7天以前发布']\n",
      "['107103708238', '海派青城 ', '新桥', '3室2厅', '126平米', ' 480万', '203人关注 / 一年前发布']\n",
      "['107104159576', '新城上坤樾山明月 ', '泗泾', '3室2厅', '161.65平米', ' 1380万', '146人关注 / 9个月以前发布']\n",
      "['107104784706', '茉莉雅苑 ', '泗泾', '2室1厅', '75.11平米', ' 249万', '179人关注 / 3个月以前发布']\n",
      "['107104983400', '保利西子湾 ', '松江大学城', '2室2厅', '89.85平米', ' 490万', '35人关注 / 1个月以前发布']\n",
      "['107104653131', '荣都公寓 ', '松江老城', '3室2厅', '120.54平米', ' 305万', '92人关注 / 4个月以前发布']\n",
      "['107104490245', '华亭荣园 ', '松江老城', '3室2厅', '114.83平米', ' 425万', '19人关注 / 6个月以前发布']\n",
      "['107104090174', '塘和家园德宁苑 ', '泗泾', '3室1厅', '84.68平米', ' 321万', '212人关注 / 9个月以前发布']\n",
      "['107105057102', '珠江新城 ', '松江新城', '3室1厅', '105.47平米', ' 398万', '15人关注 / 26天以前发布']\n",
      "['107105082276', '建设花园 ', '松江新城', '3室2厅', '134.91平米', ' 550万', '12人关注 / 18天以前发布']\n",
      "['107105037546', '玉树公寓 ', '松江老城', '3室2厅', '80.81平米', ' 265万', '27人关注 / 30天以前发布']\n",
      "['107104934291', '美丽星城 ', '九亭', '3室2厅', '111.01平米', ' 560万', '131人关注 / 1个月以前发布']\n",
      "['107104428183', '象屿上海年华2期 ', '莘闵别墅', '3室2厅', '92.8平米', ' 460万', '24人关注 / 6个月以前发布']\n",
      "['107104416462', '金地自在城(二期) ', '泗泾', '6室2厅', '228.49平米', ' 930万', '126人关注 / 6个月以前发布']\n",
      "['107102774438', '绿波景园 ', '泗泾', '4室2厅', '90.96平米', ' 315万', '456人关注 / 一年前发布']\n",
      "['107105087473', '环城新村 ', '松江老城', '3室2厅', '85.97平米', ' 238万', '34人关注 / 16天以前发布']\n",
      "['107104947800', '佘山新苑 ', '佘山', '3室2厅', '125.68平米', ' 323万', '27人关注 / 1个月以前发布']\n",
      "['107104644275', '嘉和阳光城 ', '九亭', '2室1厅', '107.55平米', ' 545万', '256人关注 / 4个月以前发布']\n",
      "['107103799224', '奥林匹克花园 ', '九亭', '2室2厅', '103.76平米', ' 497万', '474人关注 / 一年前发布']\n",
      "['107104546000', '恒大佘山首府 ', '佘山', '2室1厅', '83.84平米', ' 380万', '26人关注 / 5个月以前发布']\n",
      "['107104961126', '晨星小区 ', '新桥', '3室2厅', '110.22平米', ' 249万', '102人关注 / 1个月以前发布']\n",
      "['107104643103', '九城湖滨国际 ', '九亭', '2室2厅', '97.51平米', ' 570万', '93人关注 / 4个月以前发布']\n",
      "['107105002529', '新凯城尚樱苑 ', '泗泾', '3室1厅', '83.84平米', ' 312万', '75人关注 / 1个月以前发布']\n",
      "['107104966830', '蓝天新村 ', '松江老城', '3室1厅', '113.78平米', ' 287万', '77人关注 / 1个月以前发布']\n",
      "['107105002585', '新虹桥首府(公寓) ', '九亭', '2室2厅', '89.96平米', ' 529万', '15人关注 / 1个月以前发布']\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "\n",
    "headers = {\n",
    "    \"User-Agent\":\n",
    "    \"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.103 Safari/537.36 OPR/60.0.3255.70\",\n",
    "    \"Accept-Encoding\":\n",
    "    \"gzip, deflate, lzma, sdch\",\n",
    "    \"Accept-Language\":\n",
    "    \"en-US,en;q=0.8\",\n",
    "    \"Connection\":\n",
    "    \"keep-alive\",\n",
    "    \"Accept\":\n",
    "    \"text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,*/*;q=0.8\"\n",
    "}\n",
    "\n",
    "url = 'https://sh.lianjia.com/ershoufang/songjiang/'\n",
    "r = requests.get(url, headers=headers)\n",
    "html = r.text\n",
    "bs = BeautifulSoup(html, \"html.parser\")\n",
    "iterms = bs.find_all(name='div', attrs={\"class\": \"info clear\"})\n",
    "for it in iterms:\n",
    "    house_id = it.find(name='a', attrs={'data-housecode':\n",
    "                                        re.compile('.+')})['data-housecode']\n",
    "    position = it.find(name='div', attrs={'class': 'positionInfo'})\n",
    "    position = list(position.find_all(name='a'))\n",
    "    housing_estate = position[0].text\n",
    "    location = position[1].text\n",
    "    prop = it.find(name='div', attrs={'class': 'houseInfo'}).text\n",
    "    ting_shi = re.search(r\"\\d室\\d厅\", prop).group()\n",
    "    area = re.search(r\"\\d*(\\.\\d*)?平米\", prop).group()\n",
    "    price = it.find(name='div', attrs={'class': 'totalPrice totalPrice2'}).text\n",
    "    follower = it.find(name='div', attrs={'class': 'followInfo'}).text\n",
    "    print(\n",
    "        [house_id, housing_estate, location, ting_shi, area, price, follower])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用selenium/playwright爬取动态页面\n",
    "\n",
    "现在，很多网页通过使用JavaScript的Ajax技术实现了网页内容的动态改变。\n",
    "\n",
    "比如，一个很简单的例子，如果访问我们之前建立的web.py中的网址： http://127.0.0.1:5000/dynamic 上面会有一个按钮，每按一次，该页面就会向服务器再发一个请求，服务器收到请求后会随机产生一个数字，并返回。所以每一次点击按钮，网页内容都会动态改变。\n",
    "\n",
    "在碰到动态页面时，一种方法是精通JavaScript，并使用浏览器跟踪浏览器行为，分析JavaScript脚本，进而使用以上的方法模拟浏览器请求。但是这种方法非常复杂，很多时候JavaScript可能会复杂到一定程度，使得分析异常困难。\n",
    "\n",
    "而另外一种方法，即使用selenium直接调用浏览器，浏览器自动执行JavaScript，然后调用浏览器的HTML即可。这种方法非常方便，但是速度异常之慢。\n",
    "\n",
    "为了实现这一方法，我们首先要安装selenium：pip install selenium\n",
    "\n",
    "除此之外，还要安装浏览器的支持。几种常见的浏览器支持插件的下载地址：\n",
    "\n",
    "* firefox：https://github.com/mozilla/geckodriver/releases （对于Windows，下载后放到C:\\Windows下；对于Linux/Mac，放到/usr/local/bin下。）\n",
    "* chrome： https://sites.google.com/a/chromium.org/chromedriver/downloads\n",
    "* safari： https://webkit.org/blog/6900/webdriver-support-in-safari-10/\n",
    "* edge：   https://developer.microsoft.com/en-us/microsoft-edge/tools/webdriver/\n",
    "\n",
    "安装完成之后，使用：\n",
    "```python\n",
    "from selenium import webdriver\n",
    "driver=webdriver.Firefox()\n",
    "## 做一些事情\n",
    "driver.close()\n",
    "```\n",
    "\n",
    "就可以打开网络驱动器，此时我们可以看到一个Firefox窗口被打开。同样注意的是，用完之后记得关掉。\n",
    "\n",
    "比如，如果使用之前的方法获取京东的价格："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<span class=\"p-price\">\n",
      "<span>￥</span>\n",
      "<span class=\"price J-p-100008550055\"></span>\n",
      "</span>\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "r=requests.get(\"https://item.jd.com/100008550055.html\",headers=headers)\n",
    "bs = BeautifulSoup(r.text, \"html.parser\")\n",
    "print(bs.find(name='span',attrs={'class':'p-price'}))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到价格是空缺的，其原因是因为这个价格是动态加载的，在最开始的时候的HTML并没有价格信息，而是后续的JavaScript中获得的。\n",
    "\n",
    "为了解决这个问题，第一种办法是追踪这个页面的所有JavaScript，或者由JavaScript发送的请求，逐步分析到底是哪一个请求获取的价格，然后发送一个相同的请求。\n",
    "\n",
    "这种方法的好处是程序运行快，但是需要掌握比较全面的JavaScript、HTTP协议等相关知识。\n",
    "\n",
    "一个比较简单的方法是使用selenium直接打开一个浏览器，让浏览器自己去跑所有的JavaScript，拿到最终的HTML即可："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<span class=\"p-price\">\n",
      "<span>￥</span>\n",
      "<span class=\"price J-p-100008550055\">13999.00</span>\n",
      "</span>\n"
     ]
    }
   ],
   "source": [
    "from selenium import webdriver\n",
    "import time\n",
    "import re\n",
    "import json\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "url = \"https://item.jd.com/100008550055.html\"\n",
    "# 如果不需要Firefox窗口打开：\n",
    "# from selenium.webdriver import FirefoxOptions\n",
    "# opts = FirefoxOptions()\n",
    "# opts.add_argument(\"--headless\")\n",
    "# driver = webdriver.Firefox(options=opts)\n",
    "\n",
    "# 如果需要Firefox窗口打开，直接：driver=webdriver.Firefox()\n",
    "driver = webdriver.Firefox()\n",
    "driver.get(url)\n",
    "html = driver.page_source\n",
    "driver.close()\n",
    "## 产品名\n",
    "bs = BeautifulSoup(html, \"html.parser\")\n",
    "print(bs.find(name='span', attrs={'class': 'p-price'}))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到经过这样的步骤后，价格就可以被显示出来了。\n",
    "\n",
    "selenium另外一个更常用的功能是自动填充、点击。为了实现这一目的，首先需要能够找到相应的按钮、输入框等，有如下方法可以使用：\n",
    "\n",
    "* find_element_by_name\n",
    "* find_element_by_id\n",
    "* find_element_by_xpath\n",
    "* find_element_by_link_text\n",
    "* find_element_by_partial_link_text\n",
    "* find_element_by_tag_name\n",
    "* find_element_by_class_name\n",
    "* find_element_by_css_selector\n",
    "\n",
    "理解以上函数需要一些HTML、CSS、JavaScript的背景知识，我们在此不再详细讨论。在此，展示一个简单的例子："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1285/1824427840.py:17: DeprecationWarning: find_element_by_* commands are deprecated. Please use find_element() instead\n",
      "  driver.find_element_by_id('query').send_keys(\"Python爬虫\")  #模仿填写搜索内容\n",
      "/tmp/ipykernel_1285/1824427840.py:18: DeprecationWarning: find_element_by_class_name is deprecated. Please use find_element(by=By.CLASS_NAME, value=name) instead\n",
      "  driver.find_element_by_class_name(\"swz\").click()  #模仿点击搜索按钮\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python爬虫有什么用,网友纷纷给出自己的答案,爬虫能做的还是很多的 /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6cwJThYulHEtVjXrGTiVgS1FrTkI-DovXD9DcHczLf6pnbON0rLdqtVqXa8Fplpd9gQrNXM3slJJrt7vc5PIypa0lU1sgX8JSCKTdGK-Y2oZGEivLg_VOQTPTYbpdcNpOaIUOTItQpVBjpTCE9XWC352V1n9As4R9Dc3RDYCgTXT_NOewxp24wAhnK6mjA7NRWSyNRajz3kxI_voil5GJR4nqIuYyF4Gn0D7A00WMcTJr1dbZWbKUeQ..&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n",
      "Python爬虫:一些常用的爬虫技巧总结 /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6ft3wfAVofsP5Peu-UiA4DNAVN4b2JmnIr74MNvihD8WVgrFeYQugDuYzQu2p2pImwtoyrgGlkVlEdYjGlPy_qYXwZP3TSWF2zR0NC3MZDul4oV9veERHc_NufH6nIdqsPiZuCYrtAxmcwkYEdEk1J4e_2zg-AOldk2IrNem8ZOivAwmOPmb8KIQAGwM1OuDHjFnrIL-nb-a2U5V6TzTspgO11orYc6Sufa3B6vOUG-WqEaetqej1kp6rq1Hotv9rL7RGnVFHfwjYquOweQiR5fvf9LuPMwg0iZqwg0yoRFw.&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n",
      "Python爬虫超详细讲解(零基础入门,小朋友都看的懂) /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6cwJThYulHEtVjXrGTiVgS1FrTkI-DovXD9DcHczLf6pnbON0rLdqtVqXa8Fplpd9E-yCzS6-roaTa9GZCzxQE8XcbbQTLgnfiw7rIbeaJH8_ZwEqZP8NUPGRoFk1Yakt4DavpHaylXXw-QXi0-jbtbNPwtKxfXuhPGh2u-orWFEoJdKMxpbck16gsx00B92kBSx9jsBKOrmIyVGgimr5o7G7puPKx1I6PN-jI_5E8CU6Ebq8fk9diw..&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n",
      "Python爬虫入门并不难,甚至入门也很简单 /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6cwJThYulHEtVjXrGTiVgS1FrTkI-DovXD9DcHczLf6pnbON0rLdqtVqXa8Fplpd9KMM7qtn4Mm6Gv8bXZk7yBwqDvOmM8UFa8bSLisr7eQLFWaBSToU7d4JzEpsmCZA_Nmh6wc8f5GEzQ0w9ic5VTwHDM6vndDF_uwE5PSWUPs9mKav452Knvk99BGv2fa2IYMqhjKz3ICjwVQliBr0smeyLuUCHdgJaMtkiI1PrfLRe0WC6Sbi7DA..&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n",
      "如何学习Python爬虫[入门篇] /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6ft3wfAVofsP5Peu-UiA4DNAVN4b2JmnIr74MNvihD8WVgrFeYQugDu5wP_3VHSbindgM__xpyZgdnQ-JRmIKcif_cranZAmwKdFxte_YQBpdWJTjTE7ojd0o7ahDDqGUAyvVyDFSl7nT711JL8bzIL4FV08vfr8EcR4-UnoNbCL-Q6Pa_WgWlIESbVywFTJ2MCk8Fz4zRZZrWRrCRA_Az1cIy3GOUMU5DV-1-sVz8DqK9IoijZUR4oa21avt8Bf_ZG5pnCTu88DdHEfABdL2gletwFc5LSQeiZqwg0yoRFw.&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n",
      "Python爬虫 | 一条高效的学习路径 /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6cwJThYulHEtVjXrGTiVgS1FrTkI-DovXhR4c1bHqZhlnbON0rLdqtVqXa8Fplpd9Z0wk-GB4v31gRCaooyHs8_U4Aryxey4wIvXJbglVBd2l0LRhyhxXkFoP-2I7Ee1Bx_V-NlPONh6vxL3SOx7GLItku0VQ14cL7U0YtiEbVLp7mfEp_XxvXUyDDgdDlDtT83Yh0t5Bc9vC_bMB19s0Fkb9azOOw1EQopKGHU51kb0tPujwwRB2Pw..&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n",
      "Python爬虫案例教与学(教学大纲+教案+视频)) /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6cwJThYulHEtVjXrGTiVgS1FrTkI-DovXhR4c1bHqZhlnbON0rLdqtVqXa8Fplpd9FkmRyMxPPGM40-FyToe0fFW0VDvHw15MyVpY5kj0BFTVk8fJ9hARp8101gCkghKF5ter2iJ5bNIBwMZxJPJRs2BE-CN4nY67lrtGdZedbnnwBO3o_wgo6xhPPhF9il45rHmZkqNyBuRlWoY_jwl-K1r7nFqer0n41t8ccC0LLFdQL0Hr9Gyd3Q..&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n",
      "Python爬虫能做什么 /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6cwJThYulHEtVjXrGTiVgS1FrTkI-DovXhR4c1bHqZhlnbON0rLdqtVqXa8Fplpd9jOqEoi9bqAZasn52q9RnQgT82Qvf9CqmpekE1acukbtWwsEgXRuiAWe93SmqzAyqLc9MrELof_wkjH0FhFeUKTXc6bmTk9yp8crvZu4T2q-xmPhifBoXtlwcL1iA-hF6JH69KuyFdneLj0p4znztTD5DTyUZAERz2yAkIfvENi9flztgI7RZ1g..&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n",
      "关于Python爬虫,这里有一条高效的学习路径 /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6cwJThYulHEtVjXrGTiVgS1FrTkI-DovXhR4c1bHqZhlnbON0rLdqtVqXa8Fplpd9E_7sSFIC1qazZE9GpbAwwI15TM6pyN_rIJGKH3bz806qRG_FnOjVG1b3PQ2jGqg2OWATE4n4nMJ8CI3PG9IEWCbgKdJlnUXvByc3KFyEVisJxy5Y8Gy5jkFNkMWsHkBLh3xW_JVk_O940pnJBHfaxXwc8w3m6m8ox2uFK9DTAGEY-UZGbO56rA..&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n",
      "Python爬虫系列——入门到精通 /link?url=dn9a_-gY295K0Rci_xozVXfdMkSQTLW6cwJThYulHEtVjXrGTiVgS1FrTkI-DovXhR4c1bHqZhlnbON0rLdqtVqXa8Fplpd9o65dvfmA8NGxO7ZMix0_0LXWh964SIzg4DR97LiS_NEmgdx9cx1u-Hlxl69Tk2xWCNfDEvPTHTc662PwDcD8DKYWiBEZAc8E-5StiuMIbCbndZDpVhqRUYVmeQ87UC4-oi97LwS5oz5kut7zIbeA7ZgEDSxbIgbVbdpbxgoNr0E5eBgmN3LoYQ..&type=2&query=Python%E7%88%AC%E8%99%AB&token=A5186204A5882D2490954B72B26DE761906D5E27624DA4AC\n"
     ]
    }
   ],
   "source": [
    "from selenium import webdriver\n",
    "import time\n",
    "import re\n",
    "import json\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "url = \"http://weixin.sogou.com\"\n",
    "# 如果不需要Firefox窗口打开：\n",
    "from selenium.webdriver import FirefoxOptions\n",
    "\n",
    "opts = FirefoxOptions()\n",
    "opts.add_argument(\"--headless\")\n",
    "driver = webdriver.Firefox(options=opts)\n",
    "\n",
    "# 如果需要Firefox窗口打开，直接：driver=webdriver.Firefox()\n",
    "driver.get(url)\n",
    "driver.find_element_by_id('query').send_keys(\"Python爬虫\")  #模仿填写搜索内容\n",
    "driver.find_element_by_class_name(\"swz\").click()  #模仿点击搜索按钮\n",
    "html = driver.page_source\n",
    "driver.close()\n",
    "bs = BeautifulSoup(html, \"html.parser\")\n",
    "iterms = bs.find_all(name='h3')\n",
    "for it in iterms:\n",
    "    print(it.a.text, it.a['href'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## playwright的使用\n",
    "\n",
    "另外一个值得使用的是微软刚刚推出的playwright(https://github.com/microsoft/playwright-python)。综合起来看，playwright比selenium可能更好用，比如playwright支持录制浏览器的操作等，可以很大程度上提高工作效率。\n",
    "\n",
    "为了安装playwright，可以直接使用：\n",
    "```sh\n",
    "pip3 install playwright\n",
    "playwright install\n",
    "```\n",
    "以上命令会自动将环境配置好。playwright支持Firefox、Webkit、Chromium三种内核，常见的浏览器几乎都支持。\n",
    "\n",
    "比如上面的查看京东价格的代码，用playwright可以写成：\n",
    "```python\n",
    "from playwright.sync_api import sync_playwright\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "with sync_playwright() as p:\n",
    "    browser = p.firefox.launch(headless=False)\n",
    "    page = browser.new_page()\n",
    "    page.goto(\"https://item.jd.com/100008550055.html\",\n",
    "              wait_until='networkidle')\n",
    "    page.screenshot(path=\"example.png\")\n",
    "    html = page.content()\n",
    "    browser.close()\n",
    "bs = BeautifulSoup(html, \"html.parser\")\n",
    "print(bs.find(name='span', attrs={'class': 'p-price'}))\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "playwright另一个强大的功能是通过我们自己的操作自动生成代码。直接在命令行（不是python中，在terminal里）输入：\n",
    "```sh\n",
    "playwright codegen weixin.sogou.com\n",
    "```\n",
    "就会打开一个界面，在这个界面里面做各种操作都会被记录为代码。这样我们就可以不用自己去分析网页的结构，直接使用录制的代码即可。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 代理的使用\n",
    "\n",
    "反爬的一种经常性手段是使用IP地址进行反爬。如果一个IP地址频繁、大量的访问，对方服务器可能会封禁这个IP。解决这个问题的办法是经常更换IP。然而，对于大多数个人电脑而言，更换IP是非常困难的，此时我们就需要使用代理了。\n",
    "\n",
    "所谓“代理”，即我们不将请求直接发送给目标服务器，而是先发送给代理服务器，代理服务器代为将请求发送给目标服务器，这样目标服务器看到的IP地址就是代理服务器的IP地址而不是我们自己的IP地址了。\n",
    "\n",
    "在requests中使用代理很简单，前面已经讲过：\n",
    "```python\n",
    "proxies = {\n",
    "  'http': 'http://user@password@10.10.1.10:3128',\n",
    "  'https': 'http://10.10.1.10:1080',\n",
    "}\n",
    "r=requests.get(url, proxies=proxies)\n",
    "```\n",
    "然而真正的问题是：**代理服务器从何而来？**\n",
    "\n",
    "一般而言，我们需要自行搭建或者寻找代理服务器。\n",
    "\n",
    "比如，我们可以使用阿里云、腾讯云、华为云、AWS、Azure等租赁一个简单的云服务器，然后将其配置为一个代理服务器。如果使用Linux，可以使用squid搭建代理服务器，如果使用Windows server，可以直接配置为代理服务器。\n",
    "\n",
    "然而，如果租赁云服务器，一般云服务器会给一个固定的IP地址，也是没有办法很方便的更换IP地址的。一种简单的办法是租赁好多个云服务器，然后隔一段时间换一个代理，或者每次发送请求时随机选择一个代理即可。\n",
    "\n",
    "不过这样做的缺点非常明显：成本非常高！\n",
    "\n",
    "这个时候，我们提供两个策略：\n",
    "\n",
    "1. 使用别人的免费代理，构建一个代理池\n",
    "2. 使用带有ADSL拨号功能的服务器，每一次拨号就会更换一个IP地址\n",
    "\n",
    "第一个策略需要一些动手能力。有一些开源项目已经可以给出了解决方案，比如这个项目：\n",
    "> https://github.com/SpiderClub/haipproxy\n",
    "不过仍然需要在使用时配置Redis等。\n",
    "\n",
    "另一个办法，通过ADSL拨号，可以找到带有ADSL拨号的服务器提供商，比如我使用的是云立方：\n",
    "> http://www.yunlifang.cn\n",
    "在该服务器上，每一次断开连接再pppoe拨号，那么IP地址就换掉了。\n",
    "\n",
    "然而一个现实的问题是，如果这个有ADLS重新拨号的服务器IP地址变掉了，那么我们也就无从找到这个服务器，也就无法做代理。\n",
    "\n",
    "解决这个问题的最简单的办法是在每次拨号之后，向一个有固定IP地址的服务器报备最新的IP地址，然后在使用代理时，先向这个固定IP的服务器查询最新的代理服务器IP，然后再使用这个可变IP地址服务器上的代理功能。\n",
    "\n",
    "比如，在具有ADSL拨号功能的服务器，我们可以使用如下shell脚本：\n",
    "\n",
    "```sh\n",
    "#!/bin/sh\n",
    "pppoe-connect &\n",
    "sleep 120\n",
    "pppoe-start\n",
    "while true\n",
    "do\n",
    "    pppoe-stop\n",
    "    sleep 1\n",
    "    pppoe-start\n",
    "    sleep 2\n",
    "    dial_delta=1800\n",
    "    ipaddr=`pppoe-status | grep 'inet ' | gawk '{print $2}'`\n",
    "    wget \"http://$FIX_IP:$FIX_PORT/setip?token=$TOKEN&next_dial=$dial_delta&ip=$ipaddr\" -O setip.txt --timeout=2 --tries=1 -q\n",
    "    status=`cat setip.txt`\n",
    "    ipaddr=\\\"$ipaddr\\\"\n",
    "    if [ $ipaddr = $status ]\n",
    "    then\n",
    "        echo $ipaddr\n",
    "        sleep $dial_delta\n",
    "    else\n",
    "        echo \"重新拨号......\"\n",
    "        continue\n",
    "    fi\n",
    "done\n",
    "```\n",
    "定时进行重新拨号，并报送远程IP地址，其中$FIX_IP为固定IP地址服务器的IP地址，而$FIX_PORT为固定IP服务器开放的接收端口，$TOKEN为两个服务器之间通信的一个“密码”，防止其他人恶意篡改。pppoe-start命令每执行一次，就会更换一次IP地址。\n",
    "\n",
    "而在固定IP服务器，可以使用如下Python脚本接收更新的地址：\n",
    "```python\n",
    "#!/usr/bin/python3\n",
    "\n",
    "from fastapi import FastAPI\n",
    "import time\n",
    "import uvicorn\n",
    "\n",
    "app = FastAPI()\n",
    "\n",
    "IP = '127.0.0.1'\n",
    "last_time = time.time()\n",
    "dial_delta = 1800\n",
    "\n",
    "\n",
    "@app.get(\"/ip\")\n",
    "async def get_IP(token: str):\n",
    "    if token == \"dasfdsafdasfdjldasfkj\":\n",
    "        time_left = dial_delta - (time.time() - last_time)\n",
    "        if time_left > -10:\n",
    "            return {\n",
    "                'ip': IP,\n",
    "                'time_left': dial_delta - (time.time() - last_time)\n",
    "            }\n",
    "        else:\n",
    "            return {'ip': '127.0.0.1', 'time_left': -1000}\n",
    "    else:\n",
    "        return \"error\"\n",
    "\n",
    "\n",
    "@app.get(\"/setip\")\n",
    "async def set_IP(ip: str, token: str, next_dial: int = 1800):\n",
    "    \"\"\"\n",
    "    ip: 要设置的IP\n",
    "    token: 密码\n",
    "    next_dial: 距离下次拨号的时间，默认为600秒，即10分钟\n",
    "    \"\"\"\n",
    "    global IP\n",
    "    global last_time\n",
    "    global dial_delta\n",
    "    if token == 'al;sdjkfljklasdjflkaj;lkf':\n",
    "        IP = ip\n",
    "        last_time = time.time()\n",
    "        dial_delta = next_dial\n",
    "        return IP\n",
    "    else:\n",
    "        return \"error\"\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    uvicorn.run(app, host='0.0.0.0', port=9999)\n",
    "\n",
    "```\n",
    "以上就是一个简单的web服务器，/ip页面用于获取当前IP地址和下次更新还剩余的时间；/setip页面用于设置当前的ip地址。\n",
    "\n",
    "然后，当我们需要获取当前的代理服务器地址时，只需要使用如下函数即可：\n",
    "```python\n",
    "def get_proxy_ip(min_available_time=10, retry=2):\n",
    "    url = f\"http://{FIX_IP}:{FIX_PORT}/ip?token={TOKEN}\"\n",
    "    return_ip = None\n",
    "    for tt in range(retry):\n",
    "        r = requests.get(url)\n",
    "        if r.status_code == 200:\n",
    "            ip_info = r.json()\n",
    "            if ip_info['time_left'] < min_available_time:\n",
    "                time.sleep(20)\n",
    "            else:\n",
    "                return_ip = ip_info['ip']\n",
    "                return_ip = {\n",
    "                    'http': return_ip + ':9998',\n",
    "                    'https': return_ip + ':9998'\n",
    "                }\n",
    "                break\n",
    "    return return_ip\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 后记：关于爬虫的一些补充\n",
    "\n",
    "关于爬虫，这里有一些需要补充的话。\n",
    "\n",
    "首先是关于爬虫的道德问题。实际上爬虫一直处在一个灰色地带：违法或者不违法，道德或者不道德。在此一些原则希望与大家分享：\n",
    "\n",
    "* 按照我国法律的相关规定，如果网页内容、API接口使用了加密，破解加密是违法行为。\n",
    "* 如果将爬取的数据商用，法律风险非常大\n",
    "* 如果网站提供了接口（比如豆瓣API），不使用接口而直接爬取网页也是不道德的。\n",
    "* 尽量爬取的速率不要太高，不要给他人的服务器造成太大负担。\n",
    "\n",
    "最后，爬虫和反爬一直是相互伴生的两个技术，我们这里提供一些常用的反爬思路：\n",
    "\n",
    "* 如果request到的内容与自己使用浏览器看到的内容不符：\n",
    "    - 首先查看请求头部，最极端情况下，完全复制浏览器的请求头部，看看能不能得到相同的反应。\n",
    "    - 是否需要cookies登录？\n",
    "    - 是否有重定向？\n",
    "    - 仔细查看request得到的html，里面可能有玄机\n",
    "    - 实在不行，selenium\n",
    "* 如果request中的内容没有自己想要的信息：\n",
    "    - 是否是动态加载的？\n",
    "        * 对比request得到的HTML和浏览器的HTML是否不同，如果是不同的，可能时动态加载的\n",
    "        * 仔细分析JavaScript，或者浏览器发送的每一次请求\n",
    "        * 尝试直接发送动态请求\n",
    "    - 内容是否是加密的？\n",
    "        * 仔细分析加密方法\n",
    "* 爬取几个页面后被禁止访问：\n",
    "    - 可能爬取的频率太频繁\n",
    "    - 间隔时间小一点\n",
    "    - 使用代理池（比如该项目： https://github.com/SpiderClub/haipproxy ）\n",
    "    - 使用ADSL\n",
    "* 需要登录：\n",
    "    - 不频繁的登录通常使用cookies，模拟一次登录之后获得cookies即可\n",
    "    - 频繁的登录或者验证码，可能需要结合图像识别之类的方法\n",
    "    - 一个简单的登录模拟：https://github.com/CharlesPikachu/DecryptLogin"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一个综合例子：爬取MBA智库的名词作为词典\n",
    "\n",
    "我们接下来在进行文本分析时，一个重要的步骤是分词，也就是把句子分成一个个的词。然而经济、金融以及各个行业有很多专有名词，所以我们的想法是希望能够找到一个“词典”，里面包含了经济金融的常用词汇，这样我们在进行文本分析时就可以更可靠的区分出句子中的每个词。\n",
    "\n",
    "我们想到的办法是从“MBA智库”中把所有的名词都爬取下来。\n",
    "\n",
    "为此，我们首先定义一些后面遇到的函数，包括写错误日志的函数以及去除文本稳健重复行的函数：\n",
    "\n",
    "```python\n",
    "\"\"\"\n",
    "经济词典中所使用的通用函数。包括：\n",
    "\n",
    "errlog：错误日志\n",
    "getdic：从github上下载已经整理好的数据文件\n",
    "\"\"\"\n",
    "\n",
    "\n",
    "def errlog(message):\n",
    "    \"\"\"\n",
    "    写入错误日志到logfile.txt\n",
    "    需要的输入：错误信息message\n",
    "    \"\"\"\n",
    "    import os\n",
    "    import time\n",
    "    with open(\n",
    "            os.path.dirname(os.path.realpath(__file__)) + \"/logfile.txt\",\n",
    "            'a') as f:\n",
    "        f.write(\n",
    "            time.strftime(\"%Y-%m-%d %H:%M:%S  \", time.localtime()) + message +\n",
    "            '\\n')\n",
    "\n",
    "\n",
    "def getdic(filename):\n",
    "    \"\"\"\n",
    "    从GitHub上下载已经整理好的词典文件。\n",
    "    需要的输入：文件名filename\n",
    "    \"\"\"\n",
    "    import os\n",
    "    import requests\n",
    "    import sys\n",
    "    url = \"https://raw.githubusercontent.com/sijichun/jingjidic/master/sub_dics/\" + filename\n",
    "    PWD = os.path.dirname(os.path.realpath(__file__))\n",
    "    try:\n",
    "        html = requests.get(url).text\n",
    "        with open(PWD + '/sub_dics/' + filename, 'w') as f:\n",
    "            f.write(html)\n",
    "    except Exception as e:\n",
    "        print(\"错误：\" + str(e))\n",
    "        sys.exit(1)\n",
    "\n",
    "\n",
    "def remove_duplicates(filename, csv=False):\n",
    "    \"\"\"\n",
    "    去除文件filename中重复的行。\n",
    "    \"\"\"\n",
    "    with open(filename, 'r') as f:\n",
    "        if csv:\n",
    "            import csv\n",
    "            rows = []\n",
    "            csv_file = csv.DictReader(f)\n",
    "            for r in csv_file:\n",
    "                rows.append(r)\n",
    "            rows = list(set(rows))\n",
    "        else:\n",
    "            content = f.readlines()\n",
    "            content = list(set(content))\n",
    "            content.sort()\n",
    "    with open(filename, 'w') as f:\n",
    "        if csv:\n",
    "            csv_file = csv.DictWriter(f, list(rows[0].keys()))\n",
    "            csv_file.writeheader()\n",
    "            csv_file.writerows(rows)\n",
    "        else:\n",
    "            for w in content:\n",
    "                f.write(w.strip() + '\\n')\n",
    "```\n",
    "\n",
    "接下来是爬取的过程：\n",
    "```python\n",
    "#!/usr/bin/python3\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import time\n",
    "import random\n",
    "from functions import errlog\n",
    "from functions import remove_duplicates\n",
    "import csv\n",
    "from queue import Queue\n",
    "\n",
    "glossary = []\n",
    "tasks = Queue()\n",
    "Iterm_sets = set()\n",
    "\n",
    "## get the current path\n",
    "PWD = os.path.dirname(os.path.realpath(__file__))\n",
    "SUB_PATH = PWD + '/sub_dics'\n",
    "Dic_File = SUB_PATH + \"/glossary.txt\"\n",
    "Csv_File = SUB_PATH + \"/glossary.csv\"\n",
    "if os.path.exists(SUB_PATH) is not True:\n",
    "    os.mkdir(SUB_PATH)\n",
    "\n",
    "\n",
    "def get_glossary_sub_page(retry=3):\n",
    "    \"\"\"\n",
    "    从Queue中挨个取出元素并爬取\n",
    "    \"\"\"\n",
    "    URL = \"https://wiki.mbalib.com%s\"\n",
    "    while not tasks.empty():\n",
    "        father_iterm = tasks.get()\n",
    "        for i in range(retry):\n",
    "            try:\n",
    "                if \"https://\" not in father_iterm['link']:\n",
    "                    url = URL % father_iterm['link']\n",
    "                html = requests.get(url, timeout=10).text\n",
    "                # print(html)\n",
    "                bs = BeautifulSoup(html, \"html.parser\")\n",
    "                ## 获取所有子类\n",
    "                links = bs.find_all(name=\"a\")\n",
    "                for l in links:\n",
    "                    href = l.get('href')\n",
    "                    if href != None and href.find(\n",
    "                            \"Category:\") > 0 and l.text[-2:] not in ('标志',\n",
    "                                                                     '图像'):\n",
    "                        if l.text not in Iterm_sets:\n",
    "                            iterm = {\n",
    "                                'iterm': l.text,\n",
    "                                'link': href,\n",
    "                                'father': father_iterm['iterm'],\n",
    "                                'tag': 'Category'\n",
    "                            }\n",
    "                            glossary.append(iterm)\n",
    "                            tasks.put(iterm)\n",
    "                            Iterm_sets.add(l.text)\n",
    "                            print(iterm)\n",
    "                ## 获取所有词语列表\n",
    "                div = bs.find_all(name=\"div\", attrs={\"class\": \"page_ul\"})[0]\n",
    "                links = div.find_all(name='a')\n",
    "                for l in links:\n",
    "                    href = l.get('href')\n",
    "                    if href != None and href.find(\"/wiki/\") == 0:\n",
    "                        if l.text not in Iterm_sets:\n",
    "                            iterm = {\n",
    "                                'iterm': l.text,\n",
    "                                'link': href,\n",
    "                                'father': father_iterm['iterm'],\n",
    "                                'tag': 'Iterm'\n",
    "                            }\n",
    "                            glossary.append(iterm)\n",
    "                            Iterm_sets.add(l.text)\n",
    "                            with open(Dic_File, 'a') as f:\n",
    "                                f.write(l.text + '\\n')\n",
    "                            print(iterm)\n",
    "                break\n",
    "            except Exception as e:\n",
    "                print(\"glossary错误：\" + str(e) + \"：\" + url +\n",
    "                      \"：函数get_glossary_sub_page\")\n",
    "                errlog(\"glossary错误：\" + str(e) + \"：\" + url +\n",
    "                       \"：函数get_glossary_sub_page\")\n",
    "                os.system(\"pppoe-stop; pppoe-start\")\n",
    "                time.sleep(random.random() * 10 + i * 10)\n",
    "        time.sleep(3 + 10 * random.random())\n",
    "    return\n",
    "\n",
    "\n",
    "def get_glossary(retry=3):\n",
    "    \"\"\"\n",
    "    从MBA智库百科中爬取专业词汇。\n",
    "    \"\"\"\n",
    "    URL = \"https://wiki.mbalib.com%s\"\n",
    "    url = URL % \"/wiki/MBA智库百科:分类索引\"\n",
    "    for i in range(retry):\n",
    "        try:\n",
    "            html = requests.get(url, timeout=10).text\n",
    "            bs = BeautifulSoup(html, \"html.parser\")\n",
    "            links = bs.find_all(name=\"a\")\n",
    "            for l in links:\n",
    "                href = l.get('href')\n",
    "                if href != None and href.find(\n",
    "                        \"Category:\") > 0 and l.text[-2:] not in ('标志', '图像'):\n",
    "                    if l.text not in Iterm_sets:\n",
    "                        iterm = {\n",
    "                            'iterm': l.text,\n",
    "                            'link': href,\n",
    "                            'father': 'ROOT',\n",
    "                            'tag': 'Category'\n",
    "                        }\n",
    "                        glossary.append(iterm)\n",
    "                        tasks.put(iterm)\n",
    "                        Iterm_sets.add(l.text)\n",
    "                        with open(Dic_File, 'a') as f:\n",
    "                            f.write(l.text + '\\n')\n",
    "                        print(iterm)\n",
    "            break\n",
    "        except Exception as e:\n",
    "            print(\"glossary错误：\" + str(e) + \"：\" + url + \"：函数get_glossary\")\n",
    "            errlog(\"glossary错误：\" + str(e) + \"：\" + url + \"：函数get_glossary\")\n",
    "            os.system(\"pppoe-stop; pppoe-start\")\n",
    "            time.sleep(random.random() * 10 + i * 10)\n",
    "    ## 开始爬取子页面\n",
    "    get_glossary_sub_page(retry=retry)\n",
    "    return\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    ## 获取命令行参数\n",
    "    Need_Craw = False\n",
    "    args = sys.argv[1:]\n",
    "    for arg in args:\n",
    "        if arg == \"-update\":\n",
    "            Need_Craw = True\n",
    "        else:\n",
    "            print(\"无效的参数：\" + arg)\n",
    "            sys.exit(1)\n",
    "\n",
    "    if Need_Craw:\n",
    "        ## 从网络爬取\n",
    "        get_glossary()\n",
    "        ## 写入文件\n",
    "        remove_duplicates(Dic_File)\n",
    "        ## 写入csv文件\n",
    "        csv_exist = os.path.exists(Csv_File)\n",
    "        with open(Csv_File, 'a') as f:\n",
    "            header = ['iterm', 'link', 'father', 'tag']\n",
    "            f_csv = csv.DictWriter(f, header)\n",
    "            if not csv_exist:\n",
    "                f_csv.writeheader()\n",
    "            f_csv.writerows(glossary)\n",
    "    else:\n",
    "        from functions import getdic\n",
    "        getdic(\"glossary.txt\")\n",
    "        print(\"Complete. See ./sub_dics/glossary.txt\")\n",
    "```\n",
    "\n",
    "注意我们使用了**队列**（**Queue**）来组织我们的爬取任务，每次得到需要爬取的页面就放在队列里面，然后不断的从队列里面取出任务再爬取子页面。\n",
    "\n",
    "除此之外，我们这里租用了VPS服务器进行爬取，该服务器可以使用：\n",
    "```shell\n",
    "pppoe-stop\n",
    "pppoe-start\n",
    "```\n",
    "的方式重新进行PPPoE拨号，每次拨号IP地址都会变化，从而避免了IP被封。"
   ]
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