analysis.ipynb

{
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   "cell_type": "markdown",
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   "source": [
    "> ***Note 1: If charts below won't load on GitHub, either run jupyter notebook locally, or open the PDF or HTML file in directory.***\n",
    "\n",
    "> ***Note 2: 'download.py' has been limited to download only 50 files for demonstration purposes. Remove limit in the script if needed.***\n",
    "\n",
    "# News Headline Analysis *(using GDELT data and Parse trees)*\n",
    "## Introduction\n",
    "------\n",
    "###  Why am I doing this project?\n",
    "Inspired by [this project](https://github.com/AYLIEN/headline_analysis/blob/master/main-chunks.ipynb \"AYLIEN's News Headline Analysis\"), I will largely emulate the analysis that was done but on a different data set from a more unique and up-to-date source – **GDELT**, or more specifically, the [**GDELT 2.0: Our Global World in Realtime**](https://blog.gdeltproject.org/gdelt-2-0-our-global-world-in-realtime/ \"GDELT 2.0: Our Global World in Realtime\").\n",
    "\n",
    "My main goal for this personal project is to learn, practice, and explore `Python` scripting as I'm career switching and coding is fairly new to me. Secondly, as an introduction via *parse trees* (see below), I aim to further explore the\n",
    "[**Natural Language Toolkit**](http://www.nltk.org/ \"NLTK\") or **NLTK** and how it is used in sentiment analysis. Lastly, I'm familiarising and leveraging on the GDELT database because I think it will be a good source of data for any future projects.\n",
    "\n",
    "Other 'side-quests' are to explore integration with `SQLite` databases, practising SQL, \n",
    "\n",
    "### What is this project about?\n",
    "As per the project by AYLIEN referenced above, instead of authors, I'm looking into the similarities and differences between the ways headlines for news articles are written on two websites (among many in the GDELT data). Namely:\n",
    "\n",
    "1. `website1` = chinadaily.com.cn; and\n",
    "2. `website2` = bbc.co.uk\n",
    "\n",
    "### Where is the data from?\n",
    "In this project, I am using a sample size of 1000 random headlines for each website. The headlines are HTML parsed from URL links in the [\"Master CSV Data File List – English\"](http://data.gdeltproject.org/gdeltv2/masterfilelist.txt \"GDELT 2.0: Our Global World in Realtime\") from GDELT. Python and SQL were used to scrape and organise the data which is now Pickled and ready for analysis using python. \n",
    "\n",
    "The pickled files are easily found in the GitHub directory of this project. One can also run the other python scripts listed in the table below to download the entire database and work from there (e.g. to analyse other websites), but I suggest running the scripts locally as it will take up a lot of space.\n",
    "\n",
    "### How to get started (on local PC)?\n",
    "Essentially, just running this jupyter notebook would suffice for the analysis as the dataset needed has been filtered and saved in the same directory.\n",
    "\n",
    "But initially, I wrote 4 separate python scripts that have individual functions for downloading, processing, and extracting the GDELT data. The bulk of my learning (and time) came from scripting these 4 files to automate the data retrieval and wrangling. \n",
    "\n",
    "I suggest to ***only run on a local computer*** files 1, 2, and 4 as the database it will download may be huge. On the other hand, the jupyter notebook (file 5) can be safely run online as it is using a filtered dataset.\n",
    "\n",
    "\n",
    "|#  | Filename       | Language    | Type     | Description                                       | Comments   \n",
    "|---|:---------------|:------------|:---------|:--------------------------------------------------|:-----------------------\n",
    "|1. | download.py    | python      | main     | Downloads all GDELT's CSV files                   | Run locally! Downloaded files can reach > 40 GB\n",
    "|2. | process.py     | python      | main     | Processes the CSVs into an SQL database           | Run locally after 1. as database can be big ~ 10 GB! \n",
    "|3. | dbhelper.py    | SQL, python | support  | Helps build the SQLite Database used in 2.        | No need to run\n",
    "|4. | extract.py     | python      | main     | Extracts required a list of dictionary for analysis| Run locally after 2\n",
    "|5. | analysis.ipynb | python      | notebook | Main analysis done in Jupyter for visualisation   | .   |\n",
    "\n",
    "\n",
    "For more details on each file's function as well as improvements ideas, please refer to its dedicated notebook that is *coming soon*. In there, I will share instructions on how to run them and what to expect for each file.\n"
   ]
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   "cell_type": "markdown",
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   "source": [
    "## Initial setup\n",
    "------\n",
    "\n",
    "### Parse trees primer – a quick introduction\n",
    "In linguistics, a parse tree is an ordered, rooted tree that represents the syntactic structure of a string (sentence) according to some context-free grammar. [[wiki]](https://en.wikipedia.org/wiki/Parse_tree)\n",
    "\n",
    "For a simple sentence like \"The cat sat on the mat\", a parse tree might look like this:\n",
    "\n",
    "![Parse Tree Example](./parsetreeexample.png \"Parse Tree Example\")\n",
    "> *See [here](https://www.clips.uantwerpen.be/pages/MBSP-tags) for more on the part-of-speech tags.*\n",
    "\n",
    "In this project, we are using the [Pattern library](https://www.clips.uantwerpen.be/pages/pattern-en#tree \"Patterns Library\") for Python to parse the headlines and create parse trees for each of them. \n",
    "\n",
    "However, in future projects, I aim to use and explore NLTK instead of Patterns library because (1) it is more up to date and has more extensive features, and (2) I ran into a couple of issues while using the Patterns library in Python3.\n",
    "\n",
    "Below, we load the Patterns library and see it in action using a test sentence:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NP [('The', 'DT'), ('cat', 'NN')]\n",
      "VP [('sat', 'VBD')]\n",
      "PP [('on', 'IN')]\n",
      "NP [('the', 'DT'), ('mat', 'NN')]\n"
     ]
    }
   ],
   "source": [
    "from pattern.en import parsetree\n",
    "    \n",
    "# Example...\n",
    "s = parsetree('The cat sat on the mat.')\n",
    "for sentence in s:\n",
    "    for chunk in sentence.chunks:\n",
    "        print (chunk.type, [(w.string, w.type) for w in chunk.words])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the data\n",
    "\n",
    "OK! First, we load the headlines for our first website. To do this, we'll borrow a function I wrote in the 'process.py' script which will help us load the [pickled](https://wiki.python.org/moin/UsingPickle) data file that contains all the headlines. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from process import pickle_it, unpickle_it                # To save/load objects (variables) for future use.\n",
    "\n",
    "website1 = unpickle_it(\"Website1.pickle\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data is stored as a *list of dictionaries* with \"title\" as the keys and the headlines as its values. As shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'title': 'Building boom will help boost overall capacity'},\n",
       " {'title': 'White House encourages FBI to complete probe'},\n",
       " {'title': 'China and US would gain from ditching of zero-sum mentality'}]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "website1[:3]         # Shows the first 3 elements in the list."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parse the data\n",
    "\n",
    "Next, we create the parse trees for each headline to help us with the analysis. We store the information in the same object (the dictionary) along with other basic information such as its length and word counts. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "for story in website1:\n",
    "    story[\"title_length\"] = len(story[\"title\"])\n",
    "    story[\"title_words\"] = len(story[\"title\"].split())\n",
    "    story[\"title_chunks\"] = [chunk.type for chunk in parsetree(story[\"title\"])[0].chunks]\n",
    "    story[\"title_chunks_length\"] = len(story[\"title_chunks\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'title': \"Xi's Swiss visit to focus on China's growth, global problems\",\n",
       " 'title_length': 60,\n",
       " 'title_words': 10,\n",
       " 'title_chunks': ['NP', 'NP', 'VP', 'PP', 'NP', 'NP', 'NP'],\n",
       " 'title_chunks_length': 7}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "website1[15]        # Previews the result of parsing for the 1st element."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In our main analysis, for the main indicator of the overall structure of a headline, we will use the first level of the parse tree (i.e. the chunk type sequence) of each headline. \n",
    "\n",
    "So using the above example, we will be using the following sequence of chunk type:\n",
    "\n",
    "```\n",
    "['NP', 'NP', 'VP', 'PP', 'NP', 'NP', 'NP']\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Similarity metric\n",
    "Now that we have prepared the data for our first website, we need a way to tell how different or similar are two headlines. (e.g. how different or similar is A, B, C to A, B, D) \n",
    "\n",
    "To do that, we have to look at it from a structural perspective (hence using the chuck type sequence) and employ the help of a similarity metric.\n",
    "\n",
    "We use the `SequenceMatcher` class of `difflib` for this, which produces a similarity score between 0 and 1 for any two sequences (Python lists), as per the example below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity scores for...\n",
      "\n",
      "Two identical sequences:  1.0\n",
      "Two similar sequences:  0.6666666666666666\n",
      "Two completely different sequences:  0.0\n"
     ]
    }
   ],
   "source": [
    "import difflib\n",
    "\n",
    "# Example...\n",
    "print (\"Similarity scores for...\\n\")\n",
    "print (\"Two identical sequences: \", difflib.SequenceMatcher(None,[\"A\",\"B\",\"C\"],[\"A\",\"B\",\"C\"]).ratio())\n",
    "print (\"Two similar sequences: \", difflib.SequenceMatcher(None,[\"A\",\"B\",\"C\"],[\"A\",\"B\",\"D\"]).ratio())\n",
    "print (\"Two completely different sequences: \", difflib.SequenceMatcher(None,[\"A\",\"B\",\"C\"],[\"X\",\"Y\",\"Z\"]).ratio())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's test it on our headline's chunk type sequence for two random articles from the first website: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['NP', 'NP', 'NP', 'VP'] ['VP', 'NP', 'VP', 'ADJP', 'PP', 'NP'] 0.4\n"
     ]
    }
   ],
   "source": [
    "v1 = website1[33][\"title_chunks\"]\n",
    "v2 = website1[333][\"title_chunks\"]\n",
    "\n",
    "print (v1, v2, difflib.SequenceMatcher(None,v1,v2).ratio())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pair-wise similarity matrix for the headlines\n",
    "Here we're going to apply the same sequence similarity metric to all of our headlines, and create a 1000x1000 matrix of pairwise similarity scores between the headlines:\n",
    "\n",
    "*(as the matrix size is big, the code may take some time to run)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "chunks = [site[\"title_chunks\"] for site in website1]\n",
    "m = np.zeros((1000,1000))\n",
    "for i, chunkx in enumerate(chunks):\n",
    "    for j, chunky in enumerate(chunks):\n",
    "        m[i][j] = difflib.SequenceMatcher(None,chunkx,chunky).ratio()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualisation using Bokeh\n",
    "Visualising all the headlines on a 2D scatter plot will help us get a clearer and better understanding of the way the websites headlines are structured. We will see that the similarly structured headlines will be close to each other.\n",
    "\n",
    "To do that we're going to first use **t-Distributed Stochastic Neighbor Embedding** or **tSNE** to reduce the dimensionality of our similarity matrix from 1000 down to 2:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "tsne_model = TSNE(n_components=2, verbose=1, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 1000 samples in 0.050s...\n",
      "[t-SNE] Computed neighbors for 1000 samples in 2.727s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 1000\n",
      "[t-SNE] Mean sigma: 0.000000\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 54.966888\n",
      "[t-SNE] Error after 1000 iterations: 0.428370\n"
     ]
    }
   ],
   "source": [
    "tsne = tsne_model.fit_transform(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And to add some bit of color, we use *K-Means* to identify 5 clusters of similar headlines, which we will then use in our visualization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import MiniBatchKMeans\n",
    "\n",
    "kmeans_model = MiniBatchKMeans(n_clusters=5, init='k-means++', n_init=1, \n",
    "                         init_size=1000, batch_size=1000, verbose=False, max_iter=1000)\n",
    "kmeans = kmeans_model.fit(m)\n",
    "kmeans_clusters = kmeans.predict(m)\n",
    "kmeans_distances = kmeans.transform(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we use [Bokeh](http://bokeh.pydata.org/en/latest/) to plot the chart:"
   ]
  },
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   "execution_count": 12,
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       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"f62d6d3a-28f6-42e4-9ab8-9f354ad02db7\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'f62d6d3a-28f6-42e4-9ab8-9f354ad02db7' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"f62d6d3a-28f6-42e4-9ab8-9f354ad02db7\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"f62d6d3a-28f6-42e4-9ab8-9f354ad02db7\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"f62d6d3a-28f6-42e4-9ab8-9f354ad02db7\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'f62d6d3a-28f6-42e4-9ab8-9f354ad02db7' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"f62d6d3a-28f6-42e4-9ab8-9f354ad02db7\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"51e160f6-90ff-4433-a14d-bf30e49c115b\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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boom will help boost overall capacity\",\"White House encourages FBI to complete probe\",\"China and US would gain from ditching of zero-sum mentality\",\"Online pay gets more oversight\",\"UN Security Council divided over sanctions\",\"China Merchants Group looks to promote 'Shekou model'\",\"Xi sees positive changes in China's economy\",\"Reducing unnecessary fees to help enterprises flourish\",\"New assessment system helps motivate students\",\"8 dead in Xinjiang quake\",\"Ex-lawyer says politics 'calmer than yoga'\",\"Already soggy southern China warned to brace for new floods\",\"India and Pakistan to officially join Shanghai Cooperation Organization\",\"Conquering malaria remains a daunting dilemma, but there's hope\",\"Explosion hits US Embassy in Ukraine, no casualties\",\"Xi's Swiss visit to focus on China's growth, global problems\",\"Walmart-supplier moves plant from China to Florida\",\"ROK vows to consult China, resolve anti-missile system issue\",\"UK's Rowan Atkinson reprises Mr Bean character for China film\",\"Hungary's central bank eyes opportunities in China-proposed Belt and Road Initiative\",\"Photographers capture daily life of mountainous Yi people\",\"Chinese company seeking railway revival to invest in Afghan marble sector\",\"Hearing aid group Sonova aims to drive up sales with new facility\",\"Sanctions not a silver bullet\",\"UN envoy's trip to DPRK praised by Beijing\",\"US steel probe violates principles of fair trade: China industry group\",\"China's role in Africa is as an equal partner\",\"Alternate realities take the spotlight at literary week\",\"Beijing, Tianjin, Hebei to offer 144 hours visa-free\",\"Chen Baoguo says new series gave him chance to revisit Prague\",\"Inner Mongolia holds intl argriculture expo\",\"India mine collapse death toll rises to 17\",\"Chinese scientists probe unexplored Pacific seamount\",\"China's first commercial quantum private communication network completed\",\"Chinese language contest in Latvia draws huge response\",\"Fashion model Gigi Hadid under fire for alleged racist behavior\",\"Beijing seeks foreign talent for service industry\",\"223 women in US national security speak out against sexual harassment\",\"Smog returns to North China\",\"Power giants expand grid projects\",\"Xi meets Obama, discusses China-US ties\",\"Accurate pollution monitoring is crucial: Delegates\",\"Xi pledges to help strengthen Interpol\",\"Le Pen steps down as FN president to gather \\\"all the French\\\"\",\"China's copyright monitoring goes online\",\"Lessons to be learned in new global classroom\",\"Chinese cities need to be more user-friendly to disabled\",\"Shortcut to top universities\",\"Nation's top military body appoints new general\",\"More financial connectivity urged\",\"Saint-Gobain looks to double sales in China\",\"Alibaba to build two data centers overseas\",\"Man fires at Chinese consulate in LA before taking own life\",\"EU reality kicks in as haggling begins over UK's divorce\",\"Delivery men filmed handling parcels in rough manners\",\"Russia suspends US embassy use of diplomatic properties in Moscow\",\"UK named 'country of honor' at China International Industry Fair\",\"Thangka gets new lease of life\",\"With a little give and take, dialogue can bear fruit\",\"N. Korea says war is inevitable as allies continue war games\",\"UK resumes sharing intelligence with US\",\"China to intensify crackdown on forex irregularities in 2017\",\"Four fired, 13 held in probe of care center\",\"One killed, six wounded in shooting in S. France\",\"Republicans revamp US health bill, boost benefits to older Americans\",\"Creation of Asia-Pacific FTA to promote Russia's position on regional markets: Putin\",\"Ousted Catalan leader in Brussels to apply for political asylum: media\",\"Will the national rule mandating sleeping hours for students be effective?\",\"Chinese province looks to bolster tourism cooperation with Cuba\",\"HK meets NY in spectacular fashion\",\"President Trump says not considering firing special counsel Mueller\",\"Facts & figures about China's major-country diplomacy: China's participation in anti-corruption campaign\",\"Mother of Tianjin blast victim has twins\",\"US school's Chinese-language exam leaves native speakers speechless\",\"Potential seen for work in key fields\",\"Police deploy for Thai verdict against former PM Yingluck\",\"CIRC cracks the whip on Foresea Life\",\"Mainland Taiwan affairs chief warns against complicated cross-Straits situation\",\"Two rescued, seven killed in Wenzhou building collapse\",\"Sino-Canadian bilateral trade ties to deepen further\",\"European Investment Bank to fund more eco-projects in China\",\"Downton Abbey boosts UK tea in China\",\"Drone crash shows India still behaving recklessly\",\"Li: Nation is open-minded on free trade agreements\",\"Juncker pledges to work with China on global warming\",\"Vice-Premier talks up trade potential between China and Philippines\",\"Art show to mark 100th anniversary of De Stijl\",\"Personal street transport rolls into auto show\",\"EU's trade initiative could boomerang\",\"China's backing of entrepreneurs key to e-commerce boom: Alibaba's Jack Ma\",\"Villagers may hold the key to drive rural auto boom\",\"Seminar promotes healthier cities, sustainable development\",\"China's defense budget transparent: Finance Minister\",\"Why won't China turn off North Koreas Oil supply?\",\"Great Wall renovation guide drafted\",\"Ice that can fire a national energy revolution\",\"Ride-hailing platform Yidao Yongche allegedly in financial distress\",\"Xi's visit to US called constructive\",\"Deal inked for PPP rail project\",\"Ivanka to visit China\",\"Holidays help us transcend differences\",\"Evacuations issued across hurricane-ravaged US Houston area\",\"Inclusive finance to lift fintech firms\",\"Oracle bones star in Potter display\",\"Japan is unable to learn from history\",\"US architects learn from Chinese developers\",\"First Vietnamese milk firm approved for exports to China\",\"Yellow River Bridge set for 2018 opening\",\"Moon visit considered a signal for hope\",\"Xi's vision offers path to prosperity\",\"Should school days be shorter?\",\"Chinese doctors' skills, care touch hearts in Lesotho\",\"Manchester suicide bomber named by police\",\"Russian aviation industry insiders see great prospects for cooperation\",\"President Xi meets leader of Sao Tome and Principe\",\"China's top 10 tourist destinations for graduates\",\"Sino-Egyptian manufacturing deals signed at Ningxia event\",\"Xiamen regulators urge lenders to tighten loan checks\",\"South Korean jailed for not paying Shanghai factory workers\",\"HNA confirms interest in ASEAN's infrastructure investment\",\"Premier calls for better medical education to build \\\"healthy China\\\"\",\"Bao Bao lands safely in China after return from US\",\"Austrian vice chancellor announces to resign\",\"Diabetes causes loss of 9 years of life in Chinese patients: study\",\"Embroidery brings benefits to villagers\",\"Xi: Uproot undesirable work styles\",\"Four killed in helicopter, light plane mid-air collision in Britain\",\"Threat of floods over next few days draws warning\",\"Embrace China celebrates Chinese New Year in NYC\",\"Alipay takes off with Finnair\",\"Lam set to present HK$5b education plan\",\"Beijing mulls banning fireworks in city proper\",\"Haughty stance won't solve rights problems\",\"Potholes in US cities show need for infrastructure is everywhere\",\"US warship collides with merchant vessel east of Singapore\",\"Tibetan painting tradition on show in Beijing\",\"China, Germany to work together for successful G20 Hamburg summit\",\"China, ASEAN see comprehensive strategic cooperation in all 3 pillars: ASEAN secretary general\",\"Xinjiang deputies thrilled to meet president\",\"Traditional harvest festival seeks to preserve ethnic Mongolians' culture\",\"China's business leaders take on tobacco\",\"Tobacco lobby holding back smoking ban\",\"Chinese university opens int'l trade negotiations school\",\"Reborn WTC turns into artists' canvas\",\"Guardian angel of disabled orphans: An American's journey in China\",\"London buses to be perked up by coffee to reduce emissions\",\"Chinese pianist with ties to Paris, launches national tour\",\"Commemoration of 1st anniv of Christmas market attack held in Berlin\",\"'Monkey mother' Pan Huifen\",\"Chinese floats feature in Lord Mayor's Parade\",\"There will be 30 million single men in China in 30 years\",\"China to play bigger role in climate talks\",\"Premier swears by innovation\",\"China's lunar probe to bring soil samples back from the moon in 2017\",\"Qingdao adopts one-dog policy, prohibits big breeds\",\"US defense chief reassures Japan\",\"Impending visit stirs up fond memories of both Xi and China\",\"Washington urged to show caution\",\"Chinese-made train car hoisted for Vietnam's first urban railway\",\"Shifting focus gives opportunities to others\",\"Chinese-American pianist driven off US plane\",\"Risever to invest $20m in new Arkansas plant\",\"Russia-China cross-border infrastructure important for bilateral trade: Russian Far East minister\",\"China's power use rises in Jan-Feb\",\"China has suspended coal imports from DPRK: Customs\",\"US orders closure of Russian consulate in San Francisco\",\"Mudslides kill more than 200, sweep homes away\",\"UN presses for Yemen 'peace pause'\",\"Building owner held after deadly fire\",\"Laos trip to be a milestone, ambassador says\",\"Mainland voices opposition to 'Taiwan independence' secessionist activities: spokesperson\",\"Beef deal benefits Nebraska corn crop\",\"EU states to pump 'sufficient' money to stem illegal migration: Tusk\",\"Chinese writer Xue Yiwei awarded a literary prize in Canada\",\"Milan Fashion Week flies into more modern, young generation by showcasing global emerging brands\",\"Paris assailant identified, motive remains unclear\",\"Martial arts giants unite in major production\",\"Lung cancer rising, but not from smoking\",\"Heat wave, torrential rain to hit China\",\"China's Hong Kong, Thailand agree to further enhance economic cooperation\",\"UK oil lobby warns May post-Brexit tariffs could double trade costs\",\"Hard work begins Monday, says Brexit minister on eve of talks with EU\",\"Scandals related to Abe show a term can lose its real meaning\",\"China sees record high outbound cruise passengers in 2016\",\"China central SOEs show support for Xiongan New Area\",\"Early autumn scenery at Baishi Mountain\",\"Li beckons US firms to invest in China\",\"Australian media shoot from the hip\",\"Justifiable Defense, Excessive Defense or Intentional Injury?\",\"Alibaba's Jack Ma calls for seizing the future to seek broader China-US cooperation\",\"Brazilian police: former presidents obstruct corruption probe\",\"Betrothal gifts are now an unbearable burden for many\",\"AIIB receives highest credit rating from Fitch\",\"China, US need to cooperate to resolve trade disputes\",\"Beijing book fair growing in size and popularity\",\"China \\u2013 A place where development is willed into solid reality\",\"Sino-African talks lead to closer ties\",\"Faw-Volkswagen to recall over 572,000 Audi vehicles\",\"Competition between hospitals must not risk safety of patients\",\"Alter norms to attract foreign students\",\"Alibaba's 'new retail' plan gets teeth\",\"Chinese artist hopes paper weapons will stir thoughts of peace\",\"President has stimulated scientific connections\",\"Chinese Cultural Week kicks off in Jordan's Zarqa\",\"Contretemps of Chinese tourists abroad\",\"CNNC and Saudi Arabia sign cooperation deals on nuclear energy\",\"US manufacturing giant sees growing importance of China market\",\"Chinese see Brazilian green propolis as effective healthcare product\",\"Why China won't accuse America of \\\"stealing jobs\\\"\",\"Investors pour into London market\",\"China looks to wide application of artificial intelligence\",\"Visitors create their own photos at photo studio exhibition in Beijing\",\"China's Yiwu sends first freight train to Prague\",\"Han Song's sci-fi novel wins top award\",\"DPRK accuses S. Korean officials of teaming up with US over nuclear issue\",\"Chinese president appoints new ambassadors\",\"Firework sales drop for sixth year in a row\",\"IATA bullish on China aviation market\",\"Space-age rail network may be in pipeline\",\"When art gets a dose of generosity\",\"April Fool's Day is no joke \\u2013 sometimes\",\"High-end 'four gentlemen' jewelry debuts in New York\",\"Diesel Black Gold highlights 'urban attitude'\",\"Joint work team to deepen cooperation for China-Europe cargo train services\",\"Former deputy governor of China Minsheng Bank under investigation\",\"Scientist gives all he has to society\",\"HK capable of contributing to AIIB's success: Leung Chun-ying\",\"Food festival in Beijing offers treat to fans of Yangzhou cuisine\",\"A peek at the peak in Hong Kong\",\"Chinese investors seek technology, business tips\",\"AIIB President Jin: Door will remain open for US to join\",\"Port city transformed by global conference\",\"France urged to guarantee safety of Chinese\",\"Afghan children to get free treatment\",\"The 'home Of Generals' Continues Its Military March\",\"Henan revokes fireworks ban three days after announcement\",\"Enforcing trade ban can also end ivory appeal\",\"Voice becomes smart-home star\",\"Suicide attack kills eight, wounds 20 in southern Afghanistan\",\"Pangolin dinner prompts calls for species' protection\",\"Made in China gains recognition overseas\",\"Cultural treasures wow at Met Museum\",\"Exposed: Heilongjiang International University (HIU)\",\"Jan 27,1964: China and France establish diplomatic relations\",\"Hollande urges French to reject Le Pen in presidential run-off vote\",\"Cybersecurity is paramount to internet safety\",\"So-so ties with Trump\",\"White House outlines immigration policy vision\",\"China claims lion's share of global growth\",\"China's Mobike confident to go global\",\"Attack helicopters declared 'unsafe'\",\"Saving for retirement\",\"Nearly half of overseas returnees work in private sector: survey\",\"Helping children to read better\",\"SOEs to take lead role along Belt and Road\",\"Direct flight to connect Harbin, Vladivostok\",\"Can robots replace humans in the art world?\",\"Learning To Enjoy Study Will Boost School Attendance\",\"All too common for developers to cut costs on fire prevention\",\"Tesla China is mulling local factory\",\"US' withdrawal from TPP creates new challenges\",\"Water diversion project drives environmental improvements and provides new jobs for locals\",\"Henan farmers strike a prosperous note with pipa\",\"Beijing system to help resolve civilian-military disputes\",\"Seattle judge blocks Trump immigration order\",\"Schulz confirmed SPD chief to challenge Merkel in elections\",\"Britain, EU could strike trade deal within a year, says Brexit chief\",\"Chinese teacher goes missing in Japan\",\"China's steel prices to stabilize in 2018: industry group\",\"Remarkable hub extends its reach internationally\",\"Nearly 500 dead in Sierra Leone mudslides\",\"Renewable energy use rises with China, EU, India giving world hope\",\"EU top diplomat to visit Kuwait as part of mediation efforts to end Gulf crisis\",\"Chinese models begin to dominate nation's catwalks\",\"New bullet trains to depart on Monday\",\"FDI to get boost, new commerce chief vows\",\"Xi's diplomacy provides solutions to global challenges\",\"ChemChina wins EU, US nods for Syngenta takeover\",\"Missing persons technology helps locate China's elderly\",\"Heilongjiang embraces early snow\",\"Nepal's largest bank plans branches in China and India\",\"Chinese banks' net forex sales slightly up in March\",\"Renminbi internationalization to continue, despite setbacks\",\"When it comes bringing up baby, mummy knows best\",\"China said it will ban exports of some petroleum products to N K\",\"President wins praise of experts, executives\",\"Xi: Keep poverty-reduction promises\",\"Spotlight: Urdu version of Chinese president's book on governance launched in Pakistan\",\"Xi, Abe meet on ties, reaffirm readiness to strengthen partnership\",\"Polo time for princes\",\"China sets up base in Djibouti\",\"Beijing-based Oceanwide set to buy IDG\",\"Merkel's public approval ratings drop as coalition talks stall\",\"Airbus has big dreams for unit in Tianjin\",\"Startups sprout in Chinese market\",\"Hitting the right notes\",\"Russian minister sees great potential in industrial cooperation with China\",\"BRICS reaffirms commitment to promoting competition\",\"'La La Land' wins five BAFTAS, including Best Film\",\"Harbin elected 2018 Culture City of East Asia\",\"Small biz looks to China for chances\",\"Chinese researchers tour Iowa farm\",\"Golden path to success: Inner Mongolia 70th anniversary\",\"200,000 foreigners visit China for traditional medicine treatment annually\",\"China Eastern spreads its wings, buying into French airline\",\"Sudan reaps rewards of new Silk Road\",\"China to hold B&R tourism ministerial meeting in September\",\"Record numbers flock to visit UK attractions\",\"Yangtze, Volga help ties bloom\",\"HNA keeps looking for potential opportunities in B&R markets\",\"China governance academies urged to foster high-caliber talent\",\"StanChart to raise investments in digital banking, wealth biz\",\"Shanghai mulls red line for jaywalking\",\"China to pursue smart firefighting\",\"Don't neglect public interest, courts told\",\"China warns Japan not to mislead people over wartime history\",\"Summer camp for children impacted by HIV/AIDS opens in Beijing\",\"County's bakers rise to the occasion\",\"Parade rallies pride and patriotism\",\"Nearly 90 pct of Chinese schools connected to Internet\",\"Xi to visit Kazakhstan, attend SCO summit, World Expo\",\"PC, mobile woes take toll on Lenovo\",\"Self-proclaimed Chinese 'qigong master' dies\",\"Military expands global role, Defense Ministry says\",\"Air Force to put whole country under its wing\",\"The jolt that spawned an emissary\",\"Airbus eyes bigger presence in rapidly-growing Chinese market\",\"Global governance deficit calls for broader Chinese engagement\",\"China's Jiangsu Provincial Construction seeks business opportunities in Malaysia\",\"Teaching foreign students is major business\",\"Give skilled workers the respect they deserve\",\"Foreign scholars' perspective on Xi's report\",\"CBRC mulls guidelines to prevent financial risks\",\"Why is Li Dakang \\\"\\u674e\\u8fbe\\u5eb7\\\" so popular among Chinese audience?\",\"President is prime mover behind historic revamp of nation\\u2019s military\",\"Tax reforms reap positive results for economic growth\",\"China's Moutai becomes world's most valuable liquor producer\",\"Ex-Utah Governor accepts Trump offer to be ambassador to Russia\",\"Financial fugitive's associates indicted\",\"Chinese fisherman sticks to tradition of catching fish with ospreys\",\"Exhibit showcases cultural landscape of 20th century China\",\"Visits add to China's role in Mideast\",\"Chinese company contracted to build Pakistan's largest airport\",\"Alataw Pass: Largest land port on Kazakhstan border in China's Xinjiang\",\"Rare Chinese 'masterpieces' at Christie's auction\",\"China sets up national lab developing brain-like AI technology\",\"Thailand-China railway serves Thailand's long-term development: Chinese FM\",\"New measures introduced to attract Taiwan students\",\"China-made amphibious aircraft passes assessment for maiden flight\",\"Ex-staffers of fugitive Guo plead guilty to loan fraud\",\"Panda poop to be made into toilet paper\",\"Confucius Institute in Madrid celebrates 10th anniversary\",\"Tougher penalties required to deter counterfeiters\",\"Online shopping getting more popular in Indian cities\",\"Public housing programs to be available early on\",\"Republicans pull healthcare bill from a vote\",\"Dodging the abyss\",\"Companies fined for polluting environment\",\"New ROK leader can help untie peninsula's Gordian knot\",\"London gets a taste for Chinese spirit\",\"China and CEEC nations focus on media relations\",\"Scores reported killed in gas attack on Syrian rebel area\",\"Revenues drop for under pressure Lotte\",\"Chinese president meets Cambodian PM\",\"Lamp collector lights up Hainan memories\",\"Vice-premier: Boost ties with Russia\",\"Poland sees new opportunity in Belt and Road\",\"Food giant sees top global role by 2020\",\"Pictures of the Year 2017 from Reuters\",\"Xinjiang imports 21 prized horses from Kazakhstan\",\"Bilateral mechanism can help deepen trust with Australia\",\"Chinese takeaway apps make inroads into UK food scene\",\"Mass Mandarin lesson signals importance of language in UK\",\"What's in a name? A lot, if you ask Airbnb, or rather Aibiying\",\"'Keep trying,' Jack Ma urges Kenyan youth\",\"China to push for reform on oil and gas pipeline operations\",\"Maritime Silk Road themed exhibition opens at Forbidden City\",\"World Bank provides $600m loan for health reform in Anhui, Fujian\",\"Solar eclipse thrills crowds in US\",\"CTG plans to invest $6b in Belt & Road economies\",\"Chinese firm starts $350 million condo project in NJ\",\"Honor one-China policy, India told\",\"A railway that opened up southwest Guangdong\",\"Top legislature adopts key documents, ends session\",\"The magic of Alaskan king crabs\",\"President praises 'friends' at Arab expo\",\"Chinese dominate foreign visitors in Indonesia's Bali in January\",\"Establishing green routes for growth\",\"Institutionalized supervision needed for long-term environmental health\",\"Hong Kong to launch new profits tax system next year\",\"High time to prevent peninsula conflicts\",\"US confirms DPRK fires missile over Japan\",\"Spotlight on Wuzhen Internet TCM center at the 4th WIC\",\"China satisfied with relations with ASEAN, situation in South China Sea 'stabilized remarkably': FM\",\"Cheesy challenge\",\"Election Methods Are Approved For 19th Cpc National Congress\",\"Antora muscles into male order\",\"UK food and drink exports to nation up\",\"Ministry urges offer of more rental homes\",\"EVCARD announces subscriber numbers\",\"CGN eyes Poland for China's nuclear exports\",\"China, US militaries conduct joint disaster drills\",\"Victoria's Secret pins hopes on Shanghai show to enhance Chinese market share\",\"BYD bags mass transit order in Egypt\",\"Panda pair heading to Zoo Berlin in 15-year agreement on conservation\",\"Aircraft carrier fleet heads to HK for anniversary\",\"China sees less workplace accidents in January\",\"Shanghai readies for sci-fi film bonanza\",\"Local media groups chase ad revenue\",\"Financial market access set to be broadened further\",\"Air Force: Pilot ejects safely before F-16 crashes near DC\",\"Publicizing info of pedophiles helps protect kids\",\"World Robot Conference coming to Beijing this month\",\"Only a candid US can pave way for fruitful talks\",\"What US Economic Spies doing in China\",\"Twin panda cubs celebrate upcoming first birthday in Macao\",\"11 on trial over counterfeit baby formula\",\"VS gets closer to Chinese women\",\"HIV test kits on sale in university vending machines\",\"Art put to the test\",\"Study shows personal ties key to customer loyalty\",\"Xi congratulates CAAS on 60th anniversary\",\"Guizhou bans alcohol during official functions\",\"Kenya launches crackdown on rights groups over tax evasion, illegal hiring\",\"IMF revises up its projection of China's growth\",\"Xi: China to host 2nd Belt and Road forum in 2019\",\"What they say\",\"China, Germany at forefront of the 'interconnected world'\",\"Scandal, gaffes mar ex-UN chief's presidential prospects in S.Korea\",\"Visit to WH grounds by House intel chairman clouds investigation\",\"Bomb threat forces German passenger flight to land in Kuwait\",\"Bahrain, Egypt, Saudi Arabia and UAE cut diplomatic ties with Qatar\",\"Chinese TV series become a hit in Africa\",\"Call for quality over quantity on China's think tanks\",\"Chinese buyers shift interest in Canadian property due to tax\",\"Insurers' holdings hit hard by penalties\",\"US, DPRK are key to denuclearization of Korean Peninsula\",\"Qihoo 360 set to return to China's A-share market\",\"Banking regulator urges nation's lenders to effectively control risks\",\"Amazon launches new Kindle for Chinese readers\",\"Laid-off workers a priority as China cuts overcapacity, Premier says\",\"Belgian bag brand Kipling marks anniversary\",\"Suicide sparks questions over data verification on Dating website\",\"Monorail prototype unveiled\",\"China, Russia agree to expand energy cooperation\",\"New high-speed railway line opens in China\",\"China and Switzerland to deepen innovative partnership during President Xi's visit\",\"Tourists flock to Chaka Salt Lake in NW China's Qinghai\",\"Beijing to make a citywide push for student nutrition\",\"How elections across the world may affect the global picture\",\"Xi first top Chinese leader at Davos\",\"Shanghai Disney expands talent pool\",\"Reading the future\",\"Thousands protest against Trump's immigration policies in US state of Texas\",\"Property market continues to cool as summer slack sets in\",\"African market remains major attraction for Chinese firms\",\"Priest honored for saving thousands from invaders\",\"China is world model for peaceful big power with positive reforms: Egypt's Al-Ahram chief\",\"Guide to help lawyers navigate Belt, Road\",\"More China-made robot parts is goal\",\"China leads Asia in digital transformation: report\",\"Envoy's job to mend ties, not drive a wedge\",\"Move to ensure food safety\",\"15 injured on Qantas flight following \\\"stick shaker\\\" stall alert: Aussie safety bureau\",\"Conquering poverty at the world's highest peak\",\"Ecological zones prioritized\",\"Gentrification, segregation cause for concern in growing DC\",\"Didi and Careem to ride in 2 markets\",\"China-ASEAN ties still face challenges\",\"Trump considering how move of US Embassy in Israel could affect Mideast peace\",\"Trade war not likely despite US probe\",\"Beijing urges restraint on peninsula\",\"US Navy becoming a hazard in Asian waters\",\"Textbooks can't be the only guide for pupils\",\"Saudi Arabia seeks to save face in regional policy shift\",\"Chinese students watch British peers perform in Mandarin on London stage\",\"McDonald's, Yum rework plans in China as market turns tough\",\"CPC Central Committee plenum makes full preparation for key congress\",\"No 'specific agenda,' but Trump, Putin have lots to discuss\",\"New research gives insight into China's inbound tourism\",\"Beijing, Hanoi reinforce ties\",\"The world in photos: Sept 18-24\",\"Local business chamber praises Carrie Lam\",\"China achieves major milestone in mining of combustible ice\",\"Iraqi forces recapture new areas in western Mosul\",\"Unwise to let foxes guard henhouses\",\"Zong Qixiang's family donates 71 paintings to NAMOC\",\"High-speed rail trips get easier as network expands\",\"UN re-enlists first lady in battle against AIDS\",\"Students learn Chinese to hone their job prospects\",\"University: Li Ka-shing support 'intact'\",\"Xi, Putin meet on bilateral ties, SCO development\",\"Good China-Russia ties benefit world stability\",\"US Consulate seeks to inspire wanderlust in Chinese travelers\",\"Czech, Chinese officials vow cooperation on general aviation\",\"Gay men find HIV drug in Thailand, not China\",\"What if more students give up physics?\",\"Chinese machines inspire Kenyan youth to pursue quality vocational training\",\"Public hearing set for sale of San Francisco street\",\"S Korea re-affirms THAAD deployment as planned\",\"Trade disputes 'would not alter' investment deal\",\"Death toll from Philippine tropical storm Tembin rises to 200: police\",\"U-turn to reassure Qatar\",\"Guangzhou govt urged to support shared bikes, improve management\",\"China automobile sales to slow in 2017\",\"AIIB loans $250m for Beijing coal-to-gas conversion\",\"Hospital staff held on assault charges\",\"British PM says she takes responsibility for election result\",\"PLA HK Garrison wins hearts and minds\",\"Beekeeping has village buzzing\",\"China voices opposition to US law mentioning Taiwan\",\"Should shared electric bikes be banned?\",\"Time-honored 'zongzi' brand sticks to tradition\",\"\\u9884\\u7b97\\u8054\\u7f51\\u76d1\\u7763(y\\u00f9su\\u00e0n li\\u00e1nw\\u01ceng ji\\u0101nd\\u01d4): Budget supervision by people's congress\",\"Eurasia is on the rise. Will the US be left on the sidelines?\",\"US business leader lists huge opportunities for China-US economic cooperation\",\"Original: Why Trump Not Scared of China\",\"Ginkgo leaves dye ancient temple in gold\",\"China\\u2019s first lady visits Confucious Institute in Tashkent\",\"Chinese investment brings dynamism to small French city\",\"Trade between China, Belt and Road countries up 15%\",\"US urged to stop 'wrong behavior'\",\"Museum showcases Xiaogan's most famous snacks\",\"Xi's book can boost ties with Cambodia\",\"Countries look to extend economic cooperation\",\"China expresses support for dialogue on Korean Peninsula nuclear issue\",\"What does Germany actually do for NATO?\",\"China to further regulate private investment funds\",\"Chinese delegation in Kenya to look for investment opportunities\",\"China expects G20 Hamburg summit to reach consensus on free trade: Official\",\"Expert says bilateral trade deficit should not matter in US-China ties\",\"China, US to join forces on economy\",\"More US tourists expected to visit Southwest China city\",\"Senior CPC official calls for better promotion of Party policies\",\"Chinese embroidery weaves into BRICS Summit\",\"Globalization a matter of reality, says central bank chief\",\"Australia's only frog hospital struggles to find new location\",\"Space race or cosmic cooperation? China strongly calls for the latter\",\"Fugitive's ex-business partner levels fraud, bribery charges\",\"Chinese icebreaker to depart on Antarctic mission\",\"Will investment boom follow US tax bill?\",\"China-CEE ties on new economic path\",\"Super cool Finnish\",\"Denials of massacre rebutted by author\",\"NPC seeks rules to limit real-name register abuse\",\"Exhibition marks army anniversary in Shanghai\",\"Brick bakers bring song, dance to stage\",\"Belarus' largest bank to issue UnionPay payment cards\",\"Cao Wenxuan's novel to become children's play\",\"Cuba's Mariel port seeks China push\",\"Supreme court rejects Nian Bin's plea for more compensation\",\"Police: Suspects in Manchester bombing freed without charge\",\"Aug 16, 1981: Deng Xiaoping talks with Gu Jingsheng\",\"Chinese company helping to boost digital TV in Africa\",\"J&J optimistic about China's healthcare market\",\"Luxury labels get an online makeover\",\"Full-screen to drive smartphones\",\"China's debt 'still moderate', says senior IMF official\",\"UN, AU pledge support for new Somalia leader\",\"Macron signs France's controversial new anti-terror legislation\",\"China offers hand to grieving Afghans\",\"One-China policy is nonnegotiable\",\"Stranded Chinese tourists begin journey home\",\"Movie of US, China in WWII long overdue\",\"Nanjing Massacre survivor dies; 99 remain\",\"National civil servant exam sees record candidates\",\"PLA Navy rescues ship in pirate infested waters\",\"Trump offers to help resolve rift between Qatar, Gulf nations\",\"Summit on traditional villages held in Guizhou\",\"C919 completes long-distance flight\",\"Scottish government unveils plans for second independence referendum\",\"Hangzhou stem cells donator becomes online celebrity\",\"Okss Brazil prison violence continues unabated, kills 32\",\"In the Eternal City, one also can find signs of the Forbidden City\",\"Government subsidized Christian park in Hunan sparks outrage\",\"Economist predicts Chinese economy bottoming out, deficit ratio wouldn\\u2019t be lowered\",\"Remote Chongqing villagers build road on cliff to end isolation\",\"Scrap predicted to play bigger role in China's steelmaking industry\",\"Recognition for French scientist in Xi'an university\",\"UK govt seeks to assure EU over bill\",\"Illinois Governor Rauner to visit China to strengthen trade ties\",\"Concept of shared future for mankind 'gaining support'\",\"China gets tougher on financial market malpractice\",\"Tibet's Potala Palace decorated to greet National Day\",\"Trump's aggressive moves stir unease\",\"Region needs FTA for smoother trade\",\"China committed to further opening up for investment, ministry says\",\"First marine nuclear reactor will be ready by 2020\",\"China Resources to sell entire Vanke stake to Shenzhen Metro\",\"Egypt reaffirms support to China's B&R Initiative, calling for more Chinese investment\",\"Peckish on Pingjiang\",\"China's Huawei launches Openlab Bangkok to support start-ups\",\"China eyes tourism infrastructure upgrades to spur economy\",\"Tech R&D spending up 10.6 percent in 2016\",\"Reforms to further ease restrictions on foreign investment\",\"Xi says China supports EU to be 'united, stable, prosperous, open'\",\"All-male comedy ballet thrills audience in Beijing\",\"Secret tube to whisk tourists beneath London in Britain's most incredible rail journey\",\"'Ghost Town' in Xinjiang desert offers wondrous landscapes\",\"Exquisite magnolia flower-themed relics decorate spring\",\"Yili eyes more moves into overseas market\",\"US Muslims protest against Donald Trump's travel ban\",\"A Ming Dynasty wucai porcelain jar to go under the hammer\",\"Voices of entrepreneurs from the two sessions\",\"Chinese bronze vessels to be stars of Christie's sale\",\"Entrepreneurs gain government support\",\"Foreign trade prospects stay upbeat\",\"Russia identifies Akbarzhon Dzhalilov as St. Petersburg attacker\",\"Xi, Bachelet witness upgrade of China-Chile FTA\",\"Man returns 1.2 billion yuan mistakenly sent by bank\",\"Huawei launches Guizhou data center\",\"Islamic summit recognizes East Jerusalem as capital of Palestine State\",\"Seeking lost libraries along the Silk Road\",\"One Belt One Road: tangible prospects for Nepal-China multifaceted cooperation\",\"President urges PLA to use nation's expertise\",\"Cross-Talk with US Governors on Sino-US ties\",\"Belt and Road brings China's premium agricultural brands to Serbia\",\"China races up university rankings\",\"United Airlines CEO to visit China after dragged passenger incident\",\"Public speaking provides skills for real world\",\"Xiongan New Area punishes polluters\",\"May 30, 1925: The May 30th Massacre\",\"Test track enhances Dongfeng Renault capability\",\"Xi backs Palestinian efforts\",\"Should the USA start worrying?\",\"Chinese ambassador gives BBC interview on 20th anniversary of Hong Kong handover\",\"CW Bearing opens in Detroit\",\"Chinese President Xi Jinping sends envoy to attend inauguration of Serbian president\",\"United Airlines CEO to visit China after dragged passenger incident\",\"Xi calls on BRICS members to promote common development\",\"A nighttime winter wonderland in China's snow town\",\"8 missing after fishing boat sinks in E China\",\"Startup VIPKID opens new window to learn Chinese\",\"Taiwan reports 2nd avian flu case in 2017\",\"Financial stability committee launched\",\"Beijing electric bike-sharing service ordered to stop after four days\",\"Frugality sets the tone for congress\",\"Authorities crack down on underground banks\",\"Showcase of imperial China in Finland\",\"Vienna orchestra begins five-city tour in China\",\"Cargo train services launched between China's Chengdu, Prague\",\"Premier Li: China ready to enhance cooperation with WHO on medical reforms\",\"Companies are gearing up for digital change: Pony Ma\",\"Police bust Guangdong gun trafficking network\",\"Ethiopian Airlines mulls flights to Chongqing\",\"Chinese vice-premier calls for green development of Yangtze River Economic Belt\",\"Geely set to bid for Malaysian carmaker Proton\",\"China increases regulation of online drama\",\"Belt and Road a crucial topic on agenda, ambassador says\",\"PLA, US military to work together\",\"Chinese science teleported into the lead in quantum race\",\"Police drag disabled protesters out of wheelchairs during Trumpcare protest\",\"Zambia to release 31 Chinese workers\",\"Chinese designer brands to shine at Milano Moda Donna\",\"Danish touch in renovation of Beijing hutong\",\"Canada's Ontario adopts motion designating Nanjing Massacre Commemorative Day\",\"Helicopter tours take off in Guizhou\",\"English test to be available in Braille\",\"US secretary of state visits Thailand\",\"Chinese premier arrives in Philippines for East Asia leaders' meetings\",\"Key CPC departments call for learning Xi's second book on governance\",\"Proposal for new type of power relations still a win-win proposition\",\"China's Belt and Road Initiative benefits Australia: former Australian ambassador\",\"Commodity trade gets fillip\",\"US levy 'unilateral and protectionist'\",\"US Supreme Court allows Trump travel ban to go into effect\",\"LatAm countries express concern over proposed US-Mexican border wall\",\"China, US applaud Comprehensive Economic Dialogue\",\"China condemns Russia terror attack\",\"Japan killjoys protest Valentine's 'conspiracy'\",\"Amazon launches direct air freight service to Zhengzhou\",\"China boosts time-honored brands\",\"A 'sense of gain' comes from the wow factor\",\"Afghan seeks to be youngest to make solo flight\",\"Chinese ancient poetry competition a success at UIBE\",\"Chinese shoppers want to use e-payment records for refunds: Survey\",\"Trump's three-day visit set to boost relations\",\"Company aims to be window on China's art market\",\"Nanfang Daily to bring Chinese news to US with new partnership\",\"Bolster ties: business leaders\",\"Ex-HK chief executive jailed for 20 months\",\"Former senior Hebei official stands trial for bribery\",\"China-funded power transmission line inaugurated in Cambodia\",\"Up close with the man behind Xue Buhui\",\"China Everbright joins rivals in Luxembourg\",\"Merkel's CDU agrees to pursue coalition\",\"California institute brings expressive arts therapy to Guangzhou\",\"Alibaba eyes new offline opportunities\",\"Two arrested over Barcelona attack not the van drivers: police\",\"Animated film targets adult audiences\",\"Chinese touch to familiar forms\",\"Cherry on the table: Alibaba woos US retailers to its marketplace\",\"Peking University pays 8.8 million pounds for Oxford campus site\",\"China expresses dissatisfaction to India after drone crash\",\"Platform preserves a disappearing ethnic language\",\"US would like to have dialogue with DPRK at some point: US top diplomat\",\"Reforms can fortify old-age insurance plan\",\"Huge 5G rollout to see Chinese telecoms take center stage\",\"Chinese economy expected to balance out this year\",\"Global media map out common ground\",\"China has come a long way\",\"Xi: CPC to build mighty nationwide force driving China's development\",\"New media China-Russia Forum kicks off in southern Russia\",\"China-Philippine travel booms on improving ties\",\"Thousands of commuters stranded in Sri Lanka due to train strike\",\"Bauhinia valley green entrepreneurship camp kicks off in UIBE\",\"Withdrawal of its troops is India's best recourse\",\"Good Samaritans deserve respect for their deeds\",\"What are answers for these three questions?\",\"United to further tap fast-growing Chinese market\",\"Fire inspections of communities must be stricter\",\"Decision makes Middle East peace a more remote prospect\",\"Retailers race to be first with US beef\",\"Painting portraits of a continent\",\"Cholera, hunger, conflict push Yemen to 'edge of a cliff', UN official says\",\"US Secret Service places White House on lockdown, possible intruder involved\",\"Big data reveal interesting fact about Chinese Valentine's Day\",\"At least 300 dead in Sierra Leone mudslides and flooding\",\"Contract signed to build Asia's new twin towers\",\"Marriage of styles for first Serrano solo exhibition\",\"China to pour trillions into Belt and Road projects\",\"Who Has the World's No. 1 Economy? Not the U.S.\",\"Upcoming dance drama highlights self sacrifice and patriotism\",\"Sixth legislative election wraps up in China's Macao SAR\",\"Kidnap suspect denied bail\",\"Xi holds a ceremony to welcome Djiboutian president\",\"Danish PM proposes postponement of Turkish PM visit\",\"An iconoclast's power\",\"20 Rohingya dead after boat sinks off coast of Bangladesh\",\"2% of land to be used to protect wildlife, pristine areas\",\"US help for Chinese film talent\",\"Xi orders new PLA units to be combat ready\",\"Top 10 Chinese global brand builders[10]- Chinadaily.com.cn\",\"Chinese, European astronauts to train jointly to survive sea landings\",\"Lam roundly condemns students' separatist campaign\",\"Surnames should adhere to tradition and social norms\",\"China, Japan officials exchange views on security issues at 15th dialogue\",\"Venture to float new nuke plants\",\"Xi notes green push as desert becomes forest\",\"Restaurant offers free lunch, comfort to empty-nesters\",\"China Southern Airlines records huge profit decline in Q1\",\"China seeks return of statue\",\"Brazil's Temer rejects UN criticism about repression in Brazil\",\"Top 10 best-selling car models in China\",\"Trump attends US Coast Guard Academy commencement ceremony\",\"BAIC may play role in NAFTA talks\",\"From regiment to retirement\",\"Making the stage his own\",\"8 killed as military plane crashes near Colombia capital\",\"Curtain going up on Chinese film festival\",\"China's robotic revolution in full swing\",\"Porcelain beads in Jingdezhen\",\"World in photos: April 17 - 23\",\"Chinese astronomers reveal evidence of dynamical dark energy\",\"Rallying efforts to fight against protectionism\",\"Deppon to go public in Shanghai via IPO\",\"Ireland's windfall from Brexit\",\"Chinese mainland to open new shipping route to Taiwan\",\"China's ties to Gambia set to grow\",\"China, UK in partnership on space education\",\"UN Security Council adopts resolution to tighten sanctions against DPRK\",\"No charges after boy boards plane without a ticket\",\"China to deepen reform in agricultural sector\",\"An edifice of charity\",\"Delegate upholds principle of justice for all\",\"Chinese companies post triple-digit growth in UK\",\"Merkel wins 4th term but nationalists surge in German vote\",\"Ultrafast missile interceptor developed\",\"New port set to launch major economic boost\",\"Trump Jr.'s Russia emails could trigger probe under election law\",\"Firms banking on Black Friday sales\",\"Ministry: More days polluted in region\",\"Chinese lawmakers review draft law on ship tonnage tax\",\"Chinese firm to supply electric buses to Argentina\",\"Word-of-mouth keeps tradition alive\",\"Mercedes-Benz bolsters product strength with NEV strategy\",\"Studying keeps 105-year-old scholar young at heart\",\"China to relax restrictions on foreign carmakers\",\"European leaders side with Spain amid brewing tensions over Catalonia\",\"Kid rides an ox to preschool as dad indulges in Sinology\",\"P2P lending growth slows amid new compliance rules\",\"Aramco eyes downstream deals\",\"Shareable parking spaces emerge in Chinese cities\",\"China to launch nationwide inspection on commercial housing sales\",\"Las Vegas Chinatown: from single building to thriving enclave\",\"How do you view the Nanjing massacre?\",\"Graveyard killing of Belgian mayor was 'revenge' - media\",\"China and Brazil to upgrade ties\",\"Iraqi PM says matter of time to declare 'great victory' in Mosul\",\"China on track for sustainable growth: Volvo head\",\"Young artists' 'delusions' on display in Beijing\",\"China, Russia vow to enhance fiscal, financial cooperation\",\"Xi presents China's 'new journey' in first overseas speech after historic Party congress\",\"Xiaomi bets on offline expansion\",\"British PM sends Spring Festival message to Chinese\",\"From caves to the stage\",\"CR express carries weight of expectations\",\"Ink-brush master Li Keran\\u2019s works go on display\",\"Party cadre shares spirit of 19th National Congress in Jilin\",\"Petition builds against Macron's First Lady plans\",\"US military ties with Taiwan will damage relations\",\"Shaping the skies of the future: Airbus CTO\",\"Ten NGOs got Red Ribbon Award for community leadership on AIDS\",\"US Senate confirms Wilbur Ross as Commerce Secretary\",\"Jiangxi opens China-Europe freight train\",\"Xi offers flood victims help, condolences\",\"French students channel the art of drumming in Taiyuan\",\"China's outbound tourism could maintain 'explosive growth' in next decade\",\"'Kangaroo Father' receives support\",\"The clash - and cash - of China's internet titans\",\"Health proposals vital to delegate\",\"Public getting unusual glimpse into one of the military's most closely guarded branches\",\"Times Square driver who hit pedestrians charged with murder\",\"Shared future concept embraced\",\"Li calls for fairness in trade, investment in US\",\"Incorporating sculptural beauty into design, master architect IM Pei celebrates 100th birthday\",\"OTP Bank opens Beijing office, linking Chinese partners and authorities\",\"UN envoy says 'real substantive' peace talks on Syria scheduled for Oct\",\"Chinese tourists bullish on part of New York where it all started\",\"Mall brings spring scenery indoor to attract consumers\",\"Helping Chinese writers win more fans abroad\",\"SF sues Trump over sanctuary city executive order\",\"Cui thanks kids on ivory ban\",\"Engineering marvel across and under sea will open in new year\",\"Painter's works return home\",\"Merkel defends 'refugees welcome' policy\",\"Foxconn may invest $5.7b in Nanjing units\",\"Russian medical workers attend training course of TCM in Lanzhou\",\"Tattooed visionary's designs on the future\",\"Didi data to help ease traffic congestion\",\"Chinese commerce minister keen to meet American counterpart\",\"Chinese investor interested in troubled UK nuclear power project\",\"British Royal Navy's new flagship warship has sprung a 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ull},\"id\":\"49566190-c27f-4398-9c6a-a7f2e83807c0\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"6be67e8d-167a-4dfa-86e7-d86886ea47ec\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"60734e89-5beb-4ad8-9155-147e72a9a9df\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"7793de2b-91f4-451a-ba1b-5c2f43cfefc0\",\"type\":\"BoxAnnotation\"}},\"id\":\"abbf77af-e300-4fde-a651-3f0f5d491c4f\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"3d50f2e9-4bc9-4571-a258-87819016671e\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_color\":{\"field\":\"color\"},\"line_color\":{\"field\":\"color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"807162d4-d52e-45c5-905e-9a43ae6bc591\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null,\"renderers\":\"auto\",\"tooltips\":[[\"chunks\",\"@chunks\"],[\"title\",\"@title\"],[\"cluster\",\"@cluster\"]]},\"id\":\"4dc244c9-2165-45a1-97f8-6dbb7685e44c\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"f321097c-e3ee-4733-a203-c461ba2ee694\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"42ea70c2-c51d-4275-b1fd-e132eeb892f5\",\"type\":\"SaveTool\"},{\"attributes\":{\"plot\":null,\"text\":\"website1\"},\"id\":\"bb6150ce-4a0c-443e-be33-61b59d7982eb\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"27a45f29-bd75-4bc4-832d-f6877b9d9311\",\"type\":\"ColumnDataSource\"}},\"id\":\"e88ee61e-7147-48d3-a714-69dbde91758f\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"7793de2b-91f4-451a-ba1b-5c2f43cfefc0\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"data_source\":{\"id\":\"27a45f29-bd75-4bc4-832d-f6877b9d9311\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"807162d4-d52e-45c5-905e-9a43ae6bc591\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"f321097c-e3ee-4733-a203-c461ba2ee694\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"e88ee61e-7147-48d3-a714-69dbde91758f\",\"type\":\"CDSView\"}},\"id\":\"bc63a50d-a6bf-482c-a363-eb5d1ed708a6\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"dd1b5cdd-517d-4fc5-a64e-ca5fbbae011a\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"a1acab95-0e75-403e-9d56-f8e5fba03d59\",\"type\":\"UnionRenderers\"}],\"root_ids\":[\"7507b2cc-e3b2-4fbe-91fc-36f386ec60e1\"]},\"title\":\"Bokeh Application\",\"version\":\"0.13.0\"}};\n",
       "  var render_items = [{\"docid\":\"0dddc79e-f85c-454c-9620-fbdc1f9b9163\",\"roots\":{\"7507b2cc-e3b2-4fbe-91fc-36f386ec60e1\":\"51e160f6-90ff-4433-a14d-bf30e49c115b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "7507b2cc-e3b2-4fbe-91fc-36f386ec60e1"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import bokeh.plotting as bp\n",
    "from bokeh.models import HoverTool, BoxSelectTool, ColumnDataSource\n",
    "from bokeh.plotting import figure, show, output_notebook\n",
    "\n",
    "colormap = np.array([\"#1f77b4\", \"#aec7e8\", \"#ff7f0e\", \"#ffbb78\", \"#2ca02c\", \\\n",
    "                     \"#98df8a\", \"#d62728\", \"#ff9896\", \"#9467bd\", \"#c5b0d5\", \\\n",
    "                     \"#8c564b\", \"#c49c94\", \"#e377c2\", \"#f7b6d2\", \"#7f7f7f\", \\\n",
    "                     \"#c7c7c7\", \"#bcbd22\", \"#dbdb8d\", \"#17becf\", \"#9edae5\"])\n",
    "\n",
    "# colormap = np.array([\"Matisse\", \"Spindle\", \"Flamenco\", \"Macaroni and Cheese\", \"Forest Green\", \\\n",
    "#                      \"Feijoa\", \"Punch\", \"Mona Lisa\", \"Wisteria\", \"Lavender Gray\", \\\n",
    "#                      \"Spicy Mix\", \"Quicksand\", \"Orchid\", \"Chantilly\", \"Gray\", \\\n",
    "#                      \"Silver\", \"Key Lime Pie\", \"Deco\", \"Java\", \"Regent St Blue\"])\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "plot_website1 = bp.figure(plot_width=900, plot_height=700, title=\"website1\", \\\n",
    "                         tools=\"pan,wheel_zoom,box_zoom,reset,hover,previewsave\", \\\n",
    "                         x_axis_type=None, y_axis_type=None, min_border=1)\n",
    "\n",
    "source = ColumnDataSource(data=dict(x=list(tsne[:,0]), \\\n",
    "                                    y=list(tsne[:,1]), \\\n",
    "                                    chunks = [x[\"title_chunks\"] for x in website1], \\\n",
    "                                    title = [x[\"title\"] for x in website1], \\\n",
    "                                    cluster = kmeans_clusters, \\\n",
    "                                    color = colormap[kmeans_clusters]))\n",
    "\n",
    "plot_website1.scatter('x','y', color='color', source=source)\n",
    "\n",
    "hover = plot_website1.select(dict(type=HoverTool))\n",
    "hover.tooltips = {\"chunks\": \"@chunks\", \"title\": \"@title\", \"cluster\": \"@cluster\"}\n",
    "\n",
    "show(plot_website1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above is an interactive chart that shows a few groupings of headlines as well as some sparse ones.\n",
    "\n",
    "Some dense group of headlines that stands out are:\n",
    "1. NP, PP, NP group on the top left has short and to the point updates like \"Monopoly law under revision\";\n",
    "2. NP, VP, NP group on the far right has headlines that indicate an action about to occur, in the \"China to...\" format; and\n",
    "3. NP, VP, NP, PP, NP group at the bottom has headlines that are similar to group 2 above but with more context/details, for example: \"SF sues Trump over sanctuary city executive order\" or \"Xinjiang imports 21 prized horses from Kazakhstan\".\n",
    "\n",
    "One can find other interesting groups using the 'box zoom' feature, as well as note the similarities to other points in proximity. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing the two websites\n",
    "---\n",
    "### Load and prepare the second website\n",
    "And now, we load the second website and see how they compare. Following similar steps to the above, we will then calculate a similarity matrix for both website's headlines and store it in a 2000x2000 matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "website2 = unpickle_it(\"Website2.pickle\")\n",
    "\n",
    "for story in website2:\n",
    "    story[\"title_length\"] = len(story[\"title\"])\n",
    "    story[\"title_words\"] = len(story[\"title\"].split())\n",
    "    story[\"title_chunks\"] = [chunk.type for chunk in parsetree(story[\"title\"])[0].chunks]\n",
    "    story[\"title_chunks_length\"] = len(story[\"title_chunks\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*(as one can imagine, the huge matrix means it requires some time to build it)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "chunks_joint = [site[\"title_chunks\"] for site in (website1+website2)]\n",
    "m_joint = np.zeros((2000,2000))\n",
    "for i, chunkx in enumerate(chunks_joint):\n",
    "    for j, chunky in enumerate(chunks_joint):\n",
    "        sm = difflib.SequenceMatcher(None,chunkx,chunky)\n",
    "        m_joint[i][j] = sm.ratio()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Common headlines\n",
    "Next, we see how many common chunk type patterns exist between the two websites."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "777"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set1 = [site[\"title_chunks\"] for site in website1]\n",
    "set2 = [site[\"title_chunks\"] for site in website2]\n",
    "list_new = [itm for itm in set1 if itm in set2]\n",
    "len(list_new)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that there are 777/1000 or 77.7% of headlines with similar structure!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualising the headlines of the two websites\n",
    "Similar to the steps above, but instead of color coding the clusters, we colors to indicate the different websites (Orange for website1 and Green for website2)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 2000 samples in 0.185s...\n",
      "[t-SNE] Computed neighbors for 2000 samples in 20.514s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 2000\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 2000\n",
      "[t-SNE] Mean sigma: 0.000000\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 55.283096\n",
      "[t-SNE] Error after 1000 iterations: 0.440748\n"
     ]
    }
   ],
   "source": [
    "tsne_joint = tsne_model.fit_transform(m_joint)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"62deb68b-8b19-4bec-bfdd-c55af2c110ba\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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boom will help boost overall capacity\",\"White House encourages FBI to complete probe\",\"China and US would gain from ditching of zero-sum mentality\",\"Online pay gets more oversight\",\"UN Security Council divided over sanctions\",\"China Merchants Group looks to promote 'Shekou model'\",\"Xi sees positive changes in China's economy\",\"Reducing unnecessary fees to help enterprises flourish\",\"New assessment system helps motivate students\",\"8 dead in Xinjiang quake\",\"Ex-lawyer says politics 'calmer than yoga'\",\"Already soggy southern China warned to brace for new floods\",\"India and Pakistan to officially join Shanghai Cooperation Organization\",\"Conquering malaria remains a daunting dilemma, but there's hope\",\"Explosion hits US Embassy in Ukraine, no casualties\",\"Xi's Swiss visit to focus on China's growth, global problems\",\"Walmart-supplier moves plant from China to Florida\",\"ROK vows to consult China, resolve anti-missile system issue\",\"UK's Rowan Atkinson reprises Mr Bean character for China film\",\"Hungary's central bank eyes opportunities in China-proposed Belt and Road Initiative\",\"Photographers capture daily life of mountainous Yi people\",\"Chinese company seeking railway revival to invest in Afghan marble sector\",\"Hearing aid group Sonova aims to drive up sales with new facility\",\"Sanctions not a silver bullet\",\"UN envoy's trip to DPRK praised by Beijing\",\"US steel probe violates principles of fair trade: China industry group\",\"China's role in Africa is as an equal partner\",\"Alternate realities take the spotlight at literary week\",\"Beijing, Tianjin, Hebei to offer 144 hours visa-free\",\"Chen Baoguo says new series gave him chance to revisit Prague\",\"Inner Mongolia holds intl argriculture expo\",\"India mine collapse death toll rises to 17\",\"Chinese scientists probe unexplored Pacific seamount\",\"China's first commercial quantum private communication network completed\",\"Chinese language contest in Latvia draws huge response\",\"Fashion model Gigi Hadid under fire for alleged racist behavior\",\"Beijing seeks foreign talent for service industry\",\"223 women in US national security speak out against sexual harassment\",\"Smog returns to North China\",\"Power giants expand grid projects\",\"Xi meets Obama, discusses China-US ties\",\"Accurate pollution monitoring is crucial: Delegates\",\"Xi pledges to help strengthen Interpol\",\"Le Pen steps down as FN president to gather \\\"all the French\\\"\",\"China's copyright monitoring goes online\",\"Lessons to be learned in new global classroom\",\"Chinese cities need to be more user-friendly to disabled\",\"Shortcut to top universities\",\"Nation's top military body appoints new general\",\"More financial connectivity urged\",\"Saint-Gobain looks to double sales in China\",\"Alibaba to build two data centers overseas\",\"Man fires at Chinese consulate in LA before taking own life\",\"EU reality kicks in as haggling begins over UK's divorce\",\"Delivery men filmed handling parcels in rough manners\",\"Russia suspends US embassy use of diplomatic properties in Moscow\",\"UK named 'country of honor' at China International Industry Fair\",\"Thangka gets new lease of life\",\"With a little give and take, dialogue can bear fruit\",\"N. Korea says war is inevitable as allies continue war games\",\"UK resumes sharing intelligence with US\",\"China to intensify crackdown on forex irregularities in 2017\",\"Four fired, 13 held in probe of care center\",\"One killed, six wounded in shooting in S. France\",\"Republicans revamp US health bill, boost benefits to older Americans\",\"Creation of Asia-Pacific FTA to promote Russia's position on regional markets: Putin\",\"Ousted Catalan leader in Brussels to apply for political asylum: media\",\"Will the national rule mandating sleeping hours for students be effective?\",\"Chinese province looks to bolster tourism cooperation with Cuba\",\"HK meets NY in spectacular fashion\",\"President Trump says not considering firing special counsel Mueller\",\"Facts & figures about China's major-country diplomacy: China's participation in anti-corruption campaign\",\"Mother of Tianjin blast victim has twins\",\"US school's Chinese-language exam leaves native speakers speechless\",\"Potential seen for work in key fields\",\"Police deploy for Thai verdict against former PM Yingluck\",\"CIRC cracks the whip on Foresea Life\",\"Mainland Taiwan affairs chief warns against complicated cross-Straits situation\",\"Two rescued, seven killed in Wenzhou building collapse\",\"Sino-Canadian bilateral trade ties to deepen further\",\"European Investment Bank to fund more eco-projects in China\",\"Downton Abbey boosts UK tea in China\",\"Drone crash shows India still behaving recklessly\",\"Li: Nation is open-minded on free trade agreements\",\"Juncker pledges to work with China on global warming\",\"Vice-Premier talks up trade potential between China and Philippines\",\"Art show to mark 100th anniversary of De Stijl\",\"Personal street transport rolls into auto show\",\"EU's trade initiative could boomerang\",\"China's backing of entrepreneurs key to e-commerce boom: Alibaba's Jack Ma\",\"Villagers may hold the key to drive rural auto boom\",\"Seminar promotes healthier cities, sustainable development\",\"China's defense budget transparent: Finance Minister\",\"Why won't China turn off North Koreas Oil supply?\",\"Great Wall renovation guide drafted\",\"Ice that can fire a national energy revolution\",\"Ride-hailing platform Yidao Yongche allegedly in financial distress\",\"Xi's visit to US called constructive\",\"Deal inked for PPP rail project\",\"Ivanka to visit China\",\"Holidays help us transcend differences\",\"Evacuations issued across hurricane-ravaged US Houston area\",\"Inclusive finance to lift fintech firms\",\"Oracle bones star in Potter display\",\"Japan is unable to learn from history\",\"US architects learn from Chinese developers\",\"First Vietnamese milk firm approved for exports to China\",\"Yellow River Bridge set for 2018 opening\",\"Moon visit considered a signal for hope\",\"Xi's vision offers path to prosperity\",\"Should school days be shorter?\",\"Chinese doctors' skills, care touch hearts in Lesotho\",\"Manchester suicide bomber named by police\",\"Russian aviation industry insiders see great prospects for cooperation\",\"President Xi meets leader of Sao Tome and Principe\",\"China's top 10 tourist destinations for graduates\",\"Sino-Egyptian manufacturing deals signed at Ningxia event\",\"Xiamen regulators urge lenders to tighten loan checks\",\"South Korean jailed for not paying Shanghai factory workers\",\"HNA confirms interest in ASEAN's infrastructure investment\",\"Premier calls for better medical education to build \\\"healthy China\\\"\",\"Bao Bao lands safely in China after return from US\",\"Austrian vice chancellor announces to resign\",\"Diabetes causes loss of 9 years of life in Chinese patients: study\",\"Embroidery brings benefits to villagers\",\"Xi: Uproot undesirable work styles\",\"Four killed in helicopter, light plane mid-air collision in Britain\",\"Threat of floods over next few days draws warning\",\"Embrace China celebrates Chinese New Year in NYC\",\"Alipay takes off with Finnair\",\"Lam set to present HK$5b education plan\",\"Beijing mulls banning fireworks in city proper\",\"Haughty stance won't solve rights problems\",\"Potholes in US cities show need for infrastructure is everywhere\",\"US warship collides with merchant vessel east of Singapore\",\"Tibetan painting tradition on show in Beijing\",\"China, Germany to work together for successful G20 Hamburg summit\",\"China, ASEAN see comprehensive strategic cooperation in all 3 pillars: ASEAN secretary general\",\"Xinjiang deputies thrilled to meet president\",\"Traditional harvest festival seeks to preserve ethnic Mongolians' culture\",\"China's business leaders take on tobacco\",\"Tobacco lobby holding back smoking ban\",\"Chinese university opens int'l trade negotiations school\",\"Reborn WTC turns into artists' canvas\",\"Guardian angel of disabled orphans: An American's journey in China\",\"London buses to be perked up by coffee to reduce emissions\",\"Chinese pianist with ties to Paris, launches national tour\",\"Commemoration of 1st anniv of Christmas market attack held in Berlin\",\"'Monkey mother' Pan Huifen\",\"Chinese floats feature in Lord Mayor's Parade\",\"There will be 30 million single men in China in 30 years\",\"China to play bigger role in climate talks\",\"Premier swears by innovation\",\"China's lunar probe to bring soil samples back from the moon in 2017\",\"Qingdao adopts one-dog policy, prohibits big breeds\",\"US defense chief reassures Japan\",\"Impending visit stirs up fond memories of both Xi and China\",\"Washington urged to show caution\",\"Chinese-made train car hoisted for Vietnam's first urban railway\",\"Shifting focus gives opportunities to others\",\"Chinese-American pianist driven off US plane\",\"Risever to invest $20m in new Arkansas plant\",\"Russia-China cross-border infrastructure important for bilateral trade: Russian Far East minister\",\"China's power use rises in Jan-Feb\",\"China has suspended coal imports from DPRK: Customs\",\"US orders closure of Russian consulate in San Francisco\",\"Mudslides kill more than 200, sweep homes away\",\"UN presses for Yemen 'peace pause'\",\"Building owner held after deadly fire\",\"Laos trip to be a milestone, ambassador says\",\"Mainland voices opposition to 'Taiwan independence' secessionist activities: spokesperson\",\"Beef deal benefits Nebraska corn crop\",\"EU states to pump 'sufficient' money to stem illegal migration: Tusk\",\"Chinese writer Xue Yiwei awarded a literary prize in Canada\",\"Milan Fashion Week flies into more modern, young generation by showcasing global emerging brands\",\"Paris assailant identified, motive remains unclear\",\"Martial arts giants unite in major production\",\"Lung cancer rising, but not from smoking\",\"Heat wave, torrential rain to hit China\",\"China's Hong Kong, Thailand agree to further enhance economic cooperation\",\"UK oil lobby warns May post-Brexit tariffs could double trade costs\",\"Hard work begins Monday, says Brexit minister on eve of talks with EU\",\"Scandals related to Abe show a term can lose its real meaning\",\"China sees record high outbound cruise passengers in 2016\",\"China central SOEs show support for Xiongan New Area\",\"Early autumn scenery at Baishi Mountain\",\"Li beckons US firms to invest in China\",\"Australian media shoot from the hip\",\"Justifiable Defense, Excessive Defense or Intentional Injury?\",\"Alibaba's Jack Ma calls for seizing the future to seek broader China-US cooperation\",\"Brazilian police: former presidents obstruct corruption probe\",\"Betrothal gifts are now an unbearable burden for many\",\"AIIB receives highest credit rating from Fitch\",\"China, US need to cooperate to resolve trade disputes\",\"Beijing book fair growing in size and popularity\",\"China \\u2013 A place where development is willed into solid reality\",\"Sino-African talks lead to closer ties\",\"Faw-Volkswagen to recall over 572,000 Audi vehicles\",\"Competition between hospitals must not risk safety of patients\",\"Alter norms to attract foreign students\",\"Alibaba's 'new retail' plan gets teeth\",\"Chinese artist hopes paper weapons will stir thoughts of peace\",\"President has stimulated scientific connections\",\"Chinese Cultural Week kicks off in Jordan's Zarqa\",\"Contretemps of Chinese tourists abroad\",\"CNNC and Saudi Arabia sign cooperation deals on nuclear energy\",\"US manufacturing giant sees growing importance of China market\",\"Chinese see Brazilian green propolis as effective healthcare product\",\"Why China won't accuse America of \\\"stealing jobs\\\"\",\"Investors pour into London market\",\"China looks to wide application of artificial intelligence\",\"Visitors create their own photos at photo studio exhibition in Beijing\",\"China's Yiwu sends first freight train to Prague\",\"Han Song's sci-fi novel wins top award\",\"DPRK accuses S. Korean officials of teaming up with US over nuclear issue\",\"Chinese president appoints new ambassadors\",\"Firework sales drop for sixth year in a row\",\"IATA bullish on China aviation market\",\"Space-age rail network may be in pipeline\",\"When art gets a dose of generosity\",\"April Fool's Day is no joke \\u2013 sometimes\",\"High-end 'four gentlemen' jewelry debuts in New York\",\"Diesel Black Gold highlights 'urban attitude'\",\"Joint work team to deepen cooperation for China-Europe cargo train services\",\"Former deputy governor of China Minsheng Bank under investigation\",\"Scientist gives all he has to society\",\"HK capable of contributing to AIIB's success: Leung Chun-ying\",\"Food festival in Beijing offers treat to fans of Yangzhou cuisine\",\"A peek at the peak in Hong Kong\",\"Chinese investors seek technology, business tips\",\"AIIB President Jin: Door will remain open for US to join\",\"Port city transformed by global conference\",\"France urged to guarantee safety of Chinese\",\"Afghan children to get free treatment\",\"The 'home Of Generals' Continues Its Military March\",\"Henan revokes fireworks ban three days after announcement\",\"Enforcing trade ban can also end ivory appeal\",\"Voice becomes smart-home star\",\"Suicide attack kills eight, wounds 20 in southern Afghanistan\",\"Pangolin dinner prompts calls for species' protection\",\"Made in China gains recognition overseas\",\"Cultural treasures wow at Met Museum\",\"Exposed: Heilongjiang International University (HIU)\",\"Jan 27,1964: China and France establish diplomatic relations\",\"Hollande urges French to reject Le Pen in presidential run-off vote\",\"Cybersecurity is paramount to internet safety\",\"So-so ties with Trump\",\"White House outlines immigration policy vision\",\"China claims lion's share of global growth\",\"China's Mobike confident to go global\",\"Attack helicopters declared 'unsafe'\",\"Saving for retirement\",\"Nearly half of overseas returnees work in private sector: survey\",\"Helping children to read better\",\"SOEs to take lead role along Belt and Road\",\"Direct flight to connect Harbin, Vladivostok\",\"Can robots replace humans in the art world?\",\"Learning To Enjoy Study Will Boost School Attendance\",\"All too common for developers to cut costs on fire prevention\",\"Tesla China is mulling local factory\",\"US' withdrawal from TPP creates new challenges\",\"Water diversion project drives environmental improvements and provides new jobs for locals\",\"Henan farmers strike a prosperous note with pipa\",\"Beijing system to help resolve civilian-military disputes\",\"Seattle judge blocks Trump immigration order\",\"Schulz confirmed SPD chief to challenge Merkel in elections\",\"Britain, EU could strike trade deal within a year, says Brexit chief\",\"Chinese teacher goes missing in Japan\",\"China's steel prices to stabilize in 2018: industry group\",\"Remarkable hub extends its reach internationally\",\"Nearly 500 dead in Sierra Leone mudslides\",\"Renewable energy use rises with China, EU, India giving world hope\",\"EU top diplomat to visit Kuwait as part of mediation efforts to end Gulf crisis\",\"Chinese models begin to dominate nation's catwalks\",\"New bullet trains to depart on Monday\",\"FDI to get boost, new commerce chief vows\",\"Xi's diplomacy provides solutions to global challenges\",\"ChemChina wins EU, US nods for Syngenta takeover\",\"Missing persons technology helps locate China's elderly\",\"Heilongjiang embraces early snow\",\"Nepal's largest bank plans branches in China and India\",\"Chinese banks' net forex sales slightly up in March\",\"Renminbi internationalization to continue, despite setbacks\",\"When it comes bringing up baby, mummy knows best\",\"China said it will ban exports of some petroleum products to N K\",\"President wins praise of experts, executives\",\"Xi: Keep poverty-reduction promises\",\"Spotlight: Urdu version of Chinese president's book on governance launched in Pakistan\",\"Xi, Abe meet on ties, reaffirm readiness to strengthen partnership\",\"Polo time for princes\",\"China sets up base in Djibouti\",\"Beijing-based Oceanwide set to buy IDG\",\"Merkel's public approval ratings drop as coalition talks stall\",\"Airbus has big dreams for unit in Tianjin\",\"Startups sprout in Chinese market\",\"Hitting the right notes\",\"Russian minister sees great potential in industrial cooperation with China\",\"BRICS reaffirms commitment to promoting competition\",\"'La La Land' wins five BAFTAS, including Best Film\",\"Harbin elected 2018 Culture City of East Asia\",\"Small biz looks to China for chances\",\"Chinese researchers tour Iowa farm\",\"Golden path to success: Inner Mongolia 70th anniversary\",\"200,000 foreigners visit China for traditional medicine treatment annually\",\"China Eastern spreads its wings, buying into French airline\",\"Sudan reaps rewards of new Silk Road\",\"China to hold B&R tourism ministerial meeting in September\",\"Record numbers flock to visit UK attractions\",\"Yangtze, Volga help ties bloom\",\"HNA keeps looking for potential opportunities in B&R markets\",\"China governance academies urged to foster high-caliber talent\",\"StanChart to raise investments in digital banking, wealth biz\",\"Shanghai mulls red line for jaywalking\",\"China to pursue smart firefighting\",\"Don't neglect public interest, courts told\",\"China warns Japan not to mislead people over wartime history\",\"Summer camp for children impacted by HIV/AIDS opens in Beijing\",\"County's bakers rise to the occasion\",\"Parade rallies pride and patriotism\",\"Nearly 90 pct of Chinese schools connected to Internet\",\"Xi to visit Kazakhstan, attend SCO summit, World Expo\",\"PC, mobile woes take toll on Lenovo\",\"Self-proclaimed Chinese 'qigong master' dies\",\"Military expands global role, Defense Ministry says\",\"Air Force to put whole country under its wing\",\"The jolt that spawned an emissary\",\"Airbus eyes bigger presence in rapidly-growing Chinese market\",\"Global governance deficit calls for broader Chinese engagement\",\"China's Jiangsu Provincial Construction seeks business opportunities in Malaysia\",\"Teaching foreign students is major business\",\"Give skilled workers the respect they deserve\",\"Foreign scholars' perspective on Xi's report\",\"CBRC mulls guidelines to prevent financial risks\",\"Why is Li Dakang \\\"\\u674e\\u8fbe\\u5eb7\\\" so popular among Chinese audience?\",\"President is prime mover behind historic revamp of nation\\u2019s military\",\"Tax reforms reap positive results for economic growth\",\"China's Moutai becomes world's most valuable liquor producer\",\"Ex-Utah Governor accepts Trump offer to be ambassador to Russia\",\"Financial fugitive's associates indicted\",\"Chinese fisherman sticks to tradition of catching fish with ospreys\",\"Exhibit showcases cultural landscape of 20th century China\",\"Visits add to China's role in Mideast\",\"Chinese company contracted to build Pakistan's largest airport\",\"Alataw Pass: Largest land port on Kazakhstan border in China's Xinjiang\",\"Rare Chinese 'masterpieces' at Christie's auction\",\"China sets up national lab developing brain-like AI technology\",\"Thailand-China railway serves Thailand's long-term development: Chinese FM\",\"New measures introduced to attract Taiwan students\",\"China-made amphibious aircraft passes assessment for maiden flight\",\"Ex-staffers of fugitive Guo plead guilty to loan fraud\",\"Panda poop to be made into toilet paper\",\"Confucius Institute in Madrid celebrates 10th anniversary\",\"Tougher penalties required to deter counterfeiters\",\"Online shopping getting more popular in Indian cities\",\"Public housing programs to be available early on\",\"Republicans pull healthcare bill from a vote\",\"Dodging the abyss\",\"Companies fined for polluting environment\",\"New ROK leader can help untie peninsula's Gordian knot\",\"London gets a taste for Chinese spirit\",\"China and CEEC nations focus on media relations\",\"Scores reported killed in gas attack on Syrian rebel area\",\"Revenues drop for under pressure Lotte\",\"Chinese president meets Cambodian PM\",\"Lamp collector lights up Hainan memories\",\"Vice-premier: Boost ties with Russia\",\"Poland sees new opportunity in Belt and Road\",\"Food giant sees top global role by 2020\",\"Pictures of the Year 2017 from Reuters\",\"Xinjiang imports 21 prized horses from Kazakhstan\",\"Bilateral mechanism can help deepen trust with Australia\",\"Chinese takeaway apps make inroads into UK food scene\",\"Mass Mandarin lesson signals importance of language in UK\",\"What's in a name? A lot, if you ask Airbnb, or rather Aibiying\",\"'Keep trying,' Jack Ma urges Kenyan youth\",\"China to push for reform on oil and gas pipeline operations\",\"Maritime Silk Road themed exhibition opens at Forbidden City\",\"World Bank provides $600m loan for health reform in Anhui, Fujian\",\"Solar eclipse thrills crowds in US\",\"CTG plans to invest $6b in Belt & Road economies\",\"Chinese firm starts $350 million condo project in NJ\",\"Honor one-China policy, India told\",\"A railway that opened up southwest Guangdong\",\"Top legislature adopts key documents, ends session\",\"The magic of Alaskan king crabs\",\"President praises 'friends' at Arab expo\",\"Chinese dominate foreign visitors in Indonesia's Bali in January\",\"Establishing green routes for growth\",\"Institutionalized supervision needed for long-term environmental health\",\"Hong Kong to launch new profits tax system next year\",\"High time to prevent peninsula conflicts\",\"US confirms DPRK fires missile over Japan\",\"Spotlight on Wuzhen Internet TCM center at the 4th WIC\",\"China satisfied with relations with ASEAN, situation in South China Sea 'stabilized remarkably': FM\",\"Cheesy challenge\",\"Election Methods Are Approved For 19th Cpc National Congress\",\"Antora muscles into male order\",\"UK food and drink exports to nation up\",\"Ministry urges offer of more rental homes\",\"EVCARD announces subscriber numbers\",\"CGN eyes Poland for China's nuclear exports\",\"China, US militaries conduct joint disaster drills\",\"Victoria's Secret pins hopes on Shanghai show to enhance Chinese market share\",\"BYD bags mass transit order in Egypt\",\"Panda pair heading to Zoo Berlin in 15-year agreement on conservation\",\"Aircraft carrier fleet heads to HK for anniversary\",\"China sees less workplace accidents in January\",\"Shanghai readies for sci-fi film bonanza\",\"Local media groups chase ad revenue\",\"Financial market access set to be broadened further\",\"Air Force: Pilot ejects safely before F-16 crashes near DC\",\"Publicizing info of pedophiles helps protect kids\",\"World Robot Conference coming to Beijing this month\",\"Only a candid US can pave way for fruitful talks\",\"What US Economic Spies doing in China\",\"Twin panda cubs celebrate upcoming first birthday in Macao\",\"11 on trial over counterfeit baby formula\",\"VS gets closer to Chinese women\",\"HIV test kits on sale in university vending machines\",\"Art put to the test\",\"Study shows personal ties key to customer loyalty\",\"Xi congratulates CAAS on 60th anniversary\",\"Guizhou bans alcohol during official functions\",\"Kenya launches crackdown on rights groups over tax evasion, illegal hiring\",\"IMF revises up its projection of China's growth\",\"Xi: China to host 2nd Belt and Road forum in 2019\",\"What they say\",\"China, Germany at forefront of the 'interconnected world'\",\"Scandal, gaffes mar ex-UN chief's presidential prospects in S.Korea\",\"Visit to WH grounds by House intel chairman clouds investigation\",\"Bomb threat forces German passenger flight to land in Kuwait\",\"Bahrain, Egypt, Saudi Arabia and UAE cut diplomatic ties with Qatar\",\"Chinese TV series become a hit in Africa\",\"Call for quality over quantity on China's think tanks\",\"Chinese buyers shift interest in Canadian property due to tax\",\"Insurers' holdings hit hard by penalties\",\"US, DPRK are key to denuclearization of Korean Peninsula\",\"Qihoo 360 set to return to China's A-share market\",\"Banking regulator urges nation's lenders to effectively control risks\",\"Amazon launches new Kindle for Chinese readers\",\"Laid-off workers a priority as China cuts overcapacity, Premier says\",\"Belgian bag brand Kipling marks anniversary\",\"Suicide sparks questions over data verification on Dating website\",\"Monorail prototype unveiled\",\"China, Russia agree to expand energy cooperation\",\"New high-speed railway line opens in China\",\"China and Switzerland to deepen innovative partnership during President Xi's visit\",\"Tourists flock to Chaka Salt Lake in NW China's Qinghai\",\"Beijing to make a citywide push for student nutrition\",\"How elections across the world may affect the global picture\",\"Xi first top Chinese leader at Davos\",\"Shanghai Disney expands talent pool\",\"Reading the future\",\"Thousands protest against Trump's immigration policies in US state of Texas\",\"Property market continues to cool as summer slack sets in\",\"African market remains major attraction for Chinese firms\",\"Priest honored for saving thousands from invaders\",\"China is world model for peaceful big power with positive reforms: Egypt's Al-Ahram chief\",\"Guide to help lawyers navigate Belt, Road\",\"More China-made robot parts is goal\",\"China leads Asia in digital transformation: report\",\"Envoy's job to mend ties, not drive a wedge\",\"Move to ensure food safety\",\"15 injured on Qantas flight following \\\"stick shaker\\\" stall alert: Aussie safety bureau\",\"Conquering poverty at the world's highest peak\",\"Ecological zones prioritized\",\"Gentrification, segregation cause for concern in growing DC\",\"Didi and Careem to ride in 2 markets\",\"China-ASEAN ties still face challenges\",\"Trump considering how move of US Embassy in Israel could affect Mideast peace\",\"Trade war not likely despite US probe\",\"Beijing urges restraint on peninsula\",\"US Navy becoming a hazard in Asian waters\",\"Textbooks can't be the only guide for pupils\",\"Saudi Arabia seeks to save face in regional policy shift\",\"Chinese students watch British peers perform in Mandarin on London stage\",\"McDonald's, Yum rework plans in China as market turns tough\",\"CPC Central Committee plenum makes full preparation for key congress\",\"No 'specific agenda,' but Trump, Putin have lots to discuss\",\"New research gives insight into China's inbound tourism\",\"Beijing, Hanoi reinforce ties\",\"The world in photos: Sept 18-24\",\"Local business chamber praises Carrie Lam\",\"China achieves major milestone in mining of combustible ice\",\"Iraqi forces recapture new areas in western Mosul\",\"Unwise to let foxes guard henhouses\",\"Zong Qixiang's family donates 71 paintings to NAMOC\",\"High-speed rail trips get easier as network expands\",\"UN re-enlists first lady in battle against AIDS\",\"Students learn Chinese to hone their job prospects\",\"University: Li Ka-shing support 'intact'\",\"Xi, Putin meet on bilateral ties, SCO development\",\"Good China-Russia ties benefit world stability\",\"US Consulate seeks to inspire wanderlust in Chinese travelers\",\"Czech, Chinese officials vow cooperation on general aviation\",\"Gay men find HIV drug in Thailand, not China\",\"What if more students give up physics?\",\"Chinese machines inspire Kenyan youth to pursue quality vocational training\",\"Public hearing set for sale of San Francisco street\",\"S Korea re-affirms THAAD deployment as planned\",\"Trade disputes 'would not alter' investment deal\",\"Death toll from Philippine tropical storm Tembin rises to 200: police\",\"U-turn to reassure Qatar\",\"Guangzhou govt urged to support shared bikes, improve management\",\"China automobile sales to slow in 2017\",\"AIIB loans $250m for Beijing coal-to-gas conversion\",\"Hospital staff held on assault charges\",\"British PM says she takes responsibility for election result\",\"PLA HK Garrison wins hearts and minds\",\"Beekeeping has village buzzing\",\"China voices opposition to US law mentioning Taiwan\",\"Should shared electric bikes be banned?\",\"Time-honored 'zongzi' brand sticks to tradition\",\"\\u9884\\u7b97\\u8054\\u7f51\\u76d1\\u7763(y\\u00f9su\\u00e0n li\\u00e1nw\\u01ceng ji\\u0101nd\\u01d4): Budget supervision by people's congress\",\"Eurasia is on the rise. Will the US be left on the sidelines?\",\"US business leader lists huge opportunities for China-US economic cooperation\",\"Original: Why Trump Not Scared of China\",\"Ginkgo leaves dye ancient temple in gold\",\"China\\u2019s first lady visits Confucious Institute in Tashkent\",\"Chinese investment brings dynamism to small French city\",\"Trade between China, Belt and Road countries up 15%\",\"US urged to stop 'wrong behavior'\",\"Museum showcases Xiaogan's most famous snacks\",\"Xi's book can boost ties with Cambodia\",\"Countries look to extend economic cooperation\",\"China expresses support for dialogue on Korean Peninsula nuclear issue\",\"What does Germany actually do for NATO?\",\"China to further regulate private investment funds\",\"Chinese delegation in Kenya to look for investment opportunities\",\"China expects G20 Hamburg summit to reach consensus on free trade: Official\",\"Expert says bilateral trade deficit should not matter in US-China ties\",\"China, US to join forces on economy\",\"More US tourists expected to visit Southwest China city\",\"Senior CPC official calls for better promotion of Party policies\",\"Chinese embroidery weaves into BRICS Summit\",\"Globalization a matter of reality, says central bank chief\",\"Australia's only frog hospital struggles to find new location\",\"Space race or cosmic cooperation? China strongly calls for the latter\",\"Fugitive's ex-business partner levels fraud, bribery charges\",\"Chinese icebreaker to depart on Antarctic mission\",\"Will investment boom follow US tax bill?\",\"China-CEE ties on new economic path\",\"Super cool Finnish\",\"Denials of massacre rebutted by author\",\"NPC seeks rules to limit real-name register abuse\",\"Exhibition marks army anniversary in Shanghai\",\"Brick bakers bring song, dance to stage\",\"Belarus' largest bank to issue UnionPay payment cards\",\"Cao Wenxuan's novel to become children's play\",\"Cuba's Mariel port seeks China push\",\"Supreme court rejects Nian Bin's plea for more compensation\",\"Police: Suspects in Manchester bombing freed without charge\",\"Aug 16, 1981: Deng Xiaoping talks with Gu Jingsheng\",\"Chinese company helping to boost digital TV in Africa\",\"J&J optimistic about China's healthcare market\",\"Luxury labels get an online makeover\",\"Full-screen to drive smartphones\",\"China's debt 'still moderate', says senior IMF official\",\"UN, AU pledge support for new Somalia leader\",\"Macron signs France's controversial new anti-terror legislation\",\"China offers hand to grieving Afghans\",\"One-China policy is nonnegotiable\",\"Stranded Chinese tourists begin journey home\",\"Movie of US, China in WWII long overdue\",\"Nanjing Massacre survivor dies; 99 remain\",\"National civil servant exam sees record candidates\",\"PLA Navy rescues ship in pirate infested waters\",\"Trump offers to help resolve rift between Qatar, Gulf nations\",\"Summit on traditional villages held in Guizhou\",\"C919 completes long-distance flight\",\"Scottish government unveils plans for second independence referendum\",\"Hangzhou stem cells donator becomes online celebrity\",\"Okss Brazil prison violence continues unabated, kills 32\",\"In the Eternal City, one also can find signs of the Forbidden City\",\"Government subsidized Christian park in Hunan sparks outrage\",\"Economist predicts Chinese economy bottoming out, deficit ratio wouldn\\u2019t be lowered\",\"Remote Chongqing villagers build road on cliff to end isolation\",\"Scrap predicted to play bigger role in China's steelmaking industry\",\"Recognition for French scientist in Xi'an university\",\"UK govt seeks to assure EU over bill\",\"Illinois Governor Rauner to visit China to strengthen trade ties\",\"Concept of shared future for mankind 'gaining support'\",\"China gets tougher on financial market malpractice\",\"Tibet's Potala Palace decorated to greet National Day\",\"Trump's aggressive moves stir unease\",\"Region needs FTA for smoother trade\",\"China committed to further opening up for investment, ministry says\",\"First marine nuclear reactor will be ready by 2020\",\"China Resources to sell entire Vanke stake to Shenzhen Metro\",\"Egypt reaffirms support to China's B&R Initiative, calling for more Chinese investment\",\"Peckish on Pingjiang\",\"China's Huawei launches Openlab Bangkok to support start-ups\",\"China eyes tourism infrastructure upgrades to spur economy\",\"Tech R&D spending up 10.6 percent in 2016\",\"Reforms to further ease restrictions on foreign investment\",\"Xi says China supports EU to be 'united, stable, prosperous, open'\",\"All-male comedy ballet thrills audience in Beijing\",\"Secret tube to whisk tourists beneath London in Britain's most incredible rail journey\",\"'Ghost Town' in Xinjiang desert offers wondrous landscapes\",\"Exquisite magnolia flower-themed relics decorate spring\",\"Yili eyes more moves into overseas market\",\"US Muslims protest against Donald Trump's travel ban\",\"A Ming Dynasty wucai porcelain jar to go under the hammer\",\"Voices of entrepreneurs from the two sessions\",\"Chinese bronze vessels to be stars of Christie's sale\",\"Entrepreneurs gain government support\",\"Foreign trade prospects stay upbeat\",\"Russia identifies Akbarzhon Dzhalilov as St. Petersburg attacker\",\"Xi, Bachelet witness upgrade of China-Chile FTA\",\"Man returns 1.2 billion yuan mistakenly sent by bank\",\"Huawei launches Guizhou data center\",\"Islamic summit recognizes East Jerusalem as capital of Palestine State\",\"Seeking lost libraries along the Silk Road\",\"One Belt One Road: tangible prospects for Nepal-China multifaceted cooperation\",\"President urges PLA to use nation's expertise\",\"Cross-Talk with US Governors on Sino-US ties\",\"Belt and Road brings China's premium agricultural brands to Serbia\",\"China races up university rankings\",\"United Airlines CEO to visit China after dragged passenger incident\",\"Public speaking provides skills for real world\",\"Xiongan New Area punishes polluters\",\"May 30, 1925: The May 30th Massacre\",\"Test track enhances Dongfeng Renault capability\",\"Xi backs Palestinian efforts\",\"Should the USA start worrying?\",\"Chinese ambassador gives BBC interview on 20th anniversary of Hong Kong handover\",\"CW Bearing opens in Detroit\",\"Chinese President Xi Jinping sends envoy to attend inauguration of Serbian president\",\"United Airlines CEO to visit China after dragged passenger incident\",\"Xi calls on BRICS members to promote common development\",\"A nighttime winter wonderland in China's snow town\",\"8 missing after fishing boat sinks in E China\",\"Startup VIPKID opens new window to learn Chinese\",\"Taiwan reports 2nd avian flu case in 2017\",\"Financial stability committee launched\",\"Beijing electric bike-sharing service ordered to stop after four days\",\"Frugality sets the tone for congress\",\"Authorities crack down on underground banks\",\"Showcase of imperial China in Finland\",\"Vienna orchestra begins five-city tour in China\",\"Cargo train services launched between China's Chengdu, Prague\",\"Premier Li: China ready to enhance cooperation with WHO on medical reforms\",\"Companies are gearing up for digital change: Pony Ma\",\"Police bust Guangdong gun trafficking network\",\"Ethiopian Airlines mulls flights to Chongqing\",\"Chinese vice-premier calls for green development of Yangtze River Economic Belt\",\"Geely set to bid for Malaysian carmaker Proton\",\"China increases regulation of online drama\",\"Belt and Road a crucial topic on agenda, ambassador says\",\"PLA, US military to work together\",\"Chinese science teleported into the lead in quantum race\",\"Police drag disabled protesters out of wheelchairs during Trumpcare protest\",\"Zambia to release 31 Chinese workers\",\"Chinese designer brands to shine at Milano Moda Donna\",\"Danish touch in renovation of Beijing hutong\",\"Canada's Ontario adopts motion designating Nanjing Massacre Commemorative Day\",\"Helicopter tours take off in Guizhou\",\"English test to be available in Braille\",\"US secretary of state visits Thailand\",\"Chinese premier arrives in Philippines for East Asia leaders' meetings\",\"Key CPC departments call for learning Xi's second book on governance\",\"Proposal for new type of power relations still a win-win proposition\",\"China's Belt and Road Initiative benefits Australia: former Australian ambassador\",\"Commodity trade gets fillip\",\"US levy 'unilateral and protectionist'\",\"US Supreme Court allows Trump travel ban to go into effect\",\"LatAm countries express concern over proposed US-Mexican border wall\",\"China, US applaud Comprehensive Economic Dialogue\",\"China condemns Russia terror attack\",\"Japan killjoys protest Valentine's 'conspiracy'\",\"Amazon launches direct air freight service to Zhengzhou\",\"China boosts time-honored brands\",\"A 'sense of gain' comes from the wow factor\",\"Afghan seeks to be youngest to make solo flight\",\"Chinese ancient poetry competition a success at UIBE\",\"Chinese shoppers want to use e-payment records for refunds: Survey\",\"Trump's three-day visit set to boost relations\",\"Company aims to be window on China's art market\",\"Nanfang Daily to bring Chinese news to US with new partnership\",\"Bolster ties: business leaders\",\"Ex-HK chief executive jailed for 20 months\",\"Former senior Hebei official stands trial for bribery\",\"China-funded power transmission line inaugurated in Cambodia\",\"Up close with the man behind Xue Buhui\",\"China Everbright joins rivals in Luxembourg\",\"Merkel's CDU agrees to pursue coalition\",\"California institute brings expressive arts therapy to Guangzhou\",\"Alibaba eyes new offline opportunities\",\"Two arrested over Barcelona attack not the van drivers: police\",\"Animated film targets adult audiences\",\"Chinese touch to familiar forms\",\"Cherry on the table: Alibaba woos US retailers to its marketplace\",\"Peking University pays 8.8 million pounds for Oxford campus site\",\"China expresses dissatisfaction to India after drone crash\",\"Platform preserves a disappearing ethnic language\",\"US would like to have dialogue with DPRK at some point: US top diplomat\",\"Reforms can fortify old-age insurance plan\",\"Huge 5G rollout to see Chinese telecoms take center stage\",\"Chinese economy expected to balance out this year\",\"Global media map out common ground\",\"China has come a long way\",\"Xi: CPC to build mighty nationwide force driving China's development\",\"New media China-Russia Forum kicks off in southern Russia\",\"China-Philippine travel booms on improving ties\",\"Thousands of commuters stranded in Sri Lanka due to train strike\",\"Bauhinia valley green entrepreneurship camp kicks off in UIBE\",\"Withdrawal of its troops is India's best recourse\",\"Good Samaritans deserve respect for their deeds\",\"What are answers for these three questions?\",\"United to further tap fast-growing Chinese market\",\"Fire inspections of communities must be stricter\",\"Decision makes Middle East peace a more remote prospect\",\"Retailers race to be first with US beef\",\"Painting portraits of a continent\",\"Cholera, hunger, conflict push Yemen to 'edge of a cliff', UN official says\",\"US Secret Service places White House on lockdown, possible intruder involved\",\"Big data reveal interesting fact about Chinese Valentine's Day\",\"At least 300 dead in Sierra Leone mudslides and flooding\",\"Contract signed to build Asia's new twin towers\",\"Marriage of styles for first Serrano solo exhibition\",\"China to pour trillions into Belt and Road projects\",\"Who Has the World's No. 1 Economy? Not the U.S.\",\"Upcoming dance drama highlights self sacrifice and patriotism\",\"Sixth legislative election wraps up in China's Macao SAR\",\"Kidnap suspect denied bail\",\"Xi holds a ceremony to welcome Djiboutian president\",\"Danish PM proposes postponement of Turkish PM visit\",\"An iconoclast's power\",\"20 Rohingya dead after boat sinks off coast of Bangladesh\",\"2% of land to be used to protect wildlife, pristine areas\",\"US help for Chinese film talent\",\"Xi orders new PLA units to be combat ready\",\"Top 10 Chinese global brand builders[10]- Chinadaily.com.cn\",\"Chinese, European astronauts to train jointly to survive sea landings\",\"Lam roundly condemns students' separatist campaign\",\"Surnames should adhere to tradition and social norms\",\"China, Japan officials exchange views on security issues at 15th dialogue\",\"Venture to float new nuke plants\",\"Xi notes green push as desert becomes forest\",\"Restaurant offers free lunch, comfort to empty-nesters\",\"China Southern Airlines records huge profit decline in Q1\",\"China seeks return of statue\",\"Brazil's Temer rejects UN criticism about repression in Brazil\",\"Top 10 best-selling car models in China\",\"Trump attends US Coast Guard Academy commencement ceremony\",\"BAIC may play role in NAFTA talks\",\"From regiment to retirement\",\"Making the stage his own\",\"8 killed as military plane crashes near Colombia capital\",\"Curtain going up on Chinese film festival\",\"China's robotic revolution in full swing\",\"Porcelain beads in Jingdezhen\",\"World in photos: April 17 - 23\",\"Chinese astronomers reveal evidence of dynamical dark energy\",\"Rallying efforts to fight against protectionism\",\"Deppon to go public in Shanghai via IPO\",\"Ireland's windfall from Brexit\",\"Chinese mainland to open new shipping route to Taiwan\",\"China's ties to Gambia set to grow\",\"China, UK in partnership on space education\",\"UN Security Council adopts resolution to tighten sanctions against DPRK\",\"No charges after boy boards plane without a ticket\",\"China to deepen reform in agricultural sector\",\"An edifice of charity\",\"Delegate upholds principle of justice for all\",\"Chinese companies post triple-digit growth in UK\",\"Merkel wins 4th term but nationalists surge in German vote\",\"Ultrafast missile interceptor developed\",\"New port set to launch major economic boost\",\"Trump Jr.'s Russia emails could trigger probe under election law\",\"Firms banking on Black Friday sales\",\"Ministry: More days polluted in region\",\"Chinese lawmakers review draft law on ship tonnage tax\",\"Chinese firm to supply electric buses to Argentina\",\"Word-of-mouth keeps tradition alive\",\"Mercedes-Benz bolsters product strength with NEV strategy\",\"Studying keeps 105-year-old scholar young at heart\",\"China to relax restrictions on foreign carmakers\",\"European leaders side with Spain amid brewing tensions over Catalonia\",\"Kid rides an ox to preschool as dad indulges in Sinology\",\"P2P lending growth slows amid new compliance rules\",\"Aramco eyes downstream deals\",\"Shareable parking spaces emerge in Chinese cities\",\"China to launch nationwide inspection on commercial housing sales\",\"Las Vegas Chinatown: from single building to thriving enclave\",\"How do you view the Nanjing massacre?\",\"Graveyard killing of Belgian mayor was 'revenge' - media\",\"China and Brazil to upgrade ties\",\"Iraqi PM says matter of time to declare 'great victory' in Mosul\",\"China on track for sustainable growth: Volvo head\",\"Young artists' 'delusions' on display in Beijing\",\"China, Russia vow to enhance fiscal, financial cooperation\",\"Xi presents China's 'new journey' in first overseas speech after historic Party congress\",\"Xiaomi bets on offline expansion\",\"British PM sends Spring Festival message to Chinese\",\"From caves to the stage\",\"CR express carries weight of expectations\",\"Ink-brush master Li Keran\\u2019s works go on display\",\"Party cadre shares spirit of 19th National Congress in Jilin\",\"Petition builds against Macron's First Lady plans\",\"US military ties with Taiwan will damage relations\",\"Shaping the skies of the future: Airbus CTO\",\"Ten NGOs got Red Ribbon Award for community leadership on AIDS\",\"US Senate confirms Wilbur Ross as Commerce Secretary\",\"Jiangxi opens China-Europe freight train\",\"Xi offers flood victims help, condolences\",\"French students channel the art of drumming in Taiyuan\",\"China's outbound tourism could maintain 'explosive growth' in next decade\",\"'Kangaroo Father' receives support\",\"The clash - and cash - of China's internet titans\",\"Health proposals vital to delegate\",\"Public getting unusual glimpse into one of the military's most closely guarded branches\",\"Times Square driver who hit pedestrians charged with murder\",\"Shared future concept embraced\",\"Li calls for fairness in trade, investment in US\",\"Incorporating sculptural beauty into design, master architect IM Pei celebrates 100th birthday\",\"OTP Bank opens Beijing office, linking Chinese partners and authorities\",\"UN envoy says 'real substantive' peace talks on Syria scheduled for Oct\",\"Chinese tourists bullish on part of New York where it all started\",\"Mall brings spring scenery indoor to attract consumers\",\"Helping Chinese writers win more fans abroad\",\"SF sues Trump over sanctuary city executive order\",\"Cui thanks kids on ivory ban\",\"Engineering marvel across and under sea will open in new year\",\"Painter's works return home\",\"Merkel defends 'refugees welcome' policy\",\"Foxconn may invest $5.7b in Nanjing units\",\"Russian medical workers attend training course of TCM in Lanzhou\",\"Tattooed visionary's designs on the future\",\"Didi data to help ease traffic congestion\",\"Chinese commerce minister keen to meet American counterpart\",\"Chinese investor interested in troubled UK nuclear power project\",\"British Royal Navy's new flagship warship has sprung a leak\",\"Alipay deal makes shopping easier abroad\",\"What's your take on China's innovation?\",\"Monopoly law under revision\",\"Chinese smart bike-sharing platform Mobike launches service in London\",\"UN's top environmental honors go to three in China\",\"All set to touch down in more overseas airports\",\"Australion woman shot dead by Somali american policeman\",\"Chinese musicians bring music to Philadelphia communities\",\"Foreign media praise launch of first cargo spacecraft[1]- Chinadaily.com.cn\",\"Friend in need found friends, indeed\",\"Rockwell Automation vows to assist manufacturing transformation\",\"How to dress like a woman?\",\"CPC speeds up modernization drive toward 'great' socialist China\",\"Next phase of 5G trials starts in 2018\",\"New eyeball in space peers toward Earth\",\"China's PE scale exceeds 10 trillion yuan as a first\",\"Chile battles devastating wildfires as international help pours in[3]- Chinadail\",\"Israel passes bill to remain control over Jerusalem\",\"All parties in Syria urged to join talks\",\"Report says HK's Gaw Cap eyeing NY hotel\",\"Behind the popularity of firefighter calendar\",\"AI and the next revolution in military defense\",\"China Southern to launch Wuhan-London service\",\"Denied a C-section, woman jumps to her death\",\"Hungary withdraws candidacy from 2024 Olympic Games\",\"BA's chief exec urges visa relaxation as airline offers new routes\",\"Chinese business community launches trade lobby in Kenya\",\"China-Africa trade enjoys 16.8 percent boost in Q1\",\"Volunteers help amid tragedy\",\"US beef one step closer to Chinese dining table\",\"China starting to write the 21st century narrative\",\"China hits back at S&P downgrade\",\"French director Boon's comedy hits theaters\",\"Vice-premier visits Pakistan, Nepal\",\"Side events in Bonn to discuss leveraging B&R Initiative for climate protection\",\"Hats and shiny leather come back in style\",\"Guideline for conduct pact in the South China Sea OK'd\",\"White House releases Trump tax info ahead of TV report\",\"CICC chairman: 'Italy and China will equally benefit'\",\"With eye on AI, Sogou debuts on New York Stock Exchange\",\"Top political advisor addresses key cross-Straits event in Xiamen\",\"UN refugee agency sounds alarm on spike in number of South Sudanese fleeing to Sudan\",\"How to Break out of Maximum Security Prison in USA\",\"Wang: UAE won't harbor fugitives\",\"Proposed law to restore an ancient Chinese virtue\",\"Chinese toilet seats a hit in global market\",\"\\u8fc7\\u52b3\\u80a5 (gu\\u00f2l\\u00e1o f\\u00e9i):Obesity due to overwork\",\"Reservoirs along Yangtze River prove worth in reducing floods\",\"BlackRock sees A shares as magnet for global funds\",\"Scots vote for second independence referendum\",\"Apple allows users to tip content creators\",\"Stay calm over launch, Beijing says\",\"Guizhou to become China's 'Big Data Valley'\",\"Bars/ clubs in China\",\"'Creating value' via animal health\",\"Trump hints at future talks on Paris climate accord, division still deep\",\"Understanding China's path in the next 5 years\",\"Three million buyers can't be wrong\",\"Ministry of Culture investigates live streaming platforms and apps\",\"1 Chinese dead, 4 more injured in Cyprus speedboat accident\",\"Chinese student art troupe strengthens culture exchange in Kenya\",\"Murder suspect likely to stay in Japan, experts say\",\"Coal's decline looking like trend\",\"Boeing 747s finally find buyers on Taobao\",\"'Great inventions of the modern age' grip expats in China\",\"Bill Gates says Ni hao to Wechat\",\"Taiwan man arrested on subversion charge\",\"Diplomat looking to strengthen China-UK golden era\",\"China's efforts to energize APEC economies\",\"China acquires world's deepest seismic profile data\",\"Xi gives best birthday gift to Hong Kong\",\"DPRK joint ventures ordered to shut down\",\"Morocco sends medical aid to Madagascar to relieve plague\",\"Newest link in the chain disconnects\",\"Macron takes Europe's center stage\",\"Lenovo's December quarter profit misses estimates\",\"China's Xi says door of opening up will not close\",\"Rockefeller's artworks to be sold\",\"A micro start for the poor in emerging markets\",\"Manufacturers secure more financing\",\"Annual Port of Los Angeles Lobster Festival celebrated in California\",\"Cooperation urged to prevent European 'black swan'\",\"World's biggest quantum facility in E China to equip stealth submarines\",\"China's rustbelt shows signs of economic recovery\",\"Regional integration more useful than TPP\",\"Beijing launches HIV/AIDS hotline\",\"Trump says Iran \\\"not living up to the spirit\\\" of 2015 nuclear deal\",\"Smile to get discounts in Tmall's unmanned supermarket\",\"China sets schedule for becoming strong trading nation\",\"Baidu's net income rises 83 percent in Q2\",\"Tightest security ever for year-end revels in New York\",\"Italian police officers walk beats on Great Wall\",\"Chinese Vice Premier stresses tight control of property development in Xiongan\",\"News Analysis: US-Russia ties hardly to break spell of bell-shaped development\",\"Policy dividends put private investment back on track\",\"Trade with China helps 2.6m US jobs\",\"Writer Bi Feiyu awarded French Order of Arts and Letters\",\"China to ease market access controls on foreign investment\",\"US sees another side of China through wildlife\",\"Iraqi PM warns world of inaction in fight against terrorism\",\"BitTiger shows its stripes in IT educational field\",\"Ecological investment soars on plateau's highway project\",\"China aims to boost real economy\",\"UK academics warn Brexit bill could harm relations with Scotland, Wales and NI\",\"Cambridge assists in innovation\",\"General strike disrupts services across Greece\",\"Over 2,000 photographers attend Pingyao festival in Shanxi\",\"Excitement fills air at Guangzhou road show\",\"Engines exported to Europe for the first time\",\"DPRK urges South Korea to start dialogue without making nuke issue as precondition\",\"Chinese student murdered in Utah\",\"AIIB is recharging globalization\",\"HK suspends poultry meat imports from parts of S Korea\",\"Huge rare earth industrial park coming to Inner Mongolia\",\"Chinese designers grace NY fashion week\",\"Real and virtual worlds meet in Chinese artist's new 3-D work\",\"Qing Dynasty vase grabs high price at auction\",\"Space program signals wider Sino-European ties\",\"Fake Terracotta Warriors routed\",\"Scholars: China-US ties will not affect Beijing-Moscow relations\",\"Second thoughts about a second child\",\"Belt and Road Initiative to contribute to poverty reduction: Swiss President\",\"Vaquita porpoise could be extinct by 2018: WWF\",\"Foreign families achieve their Chinese dream\",\"US state hopes to gain in rice market\",\"Top offices get cheaper to rent\",\"Instrument makers dance to a traditional tune\",\"Ghana newspaper calls for learning from China\",\"Future climate leaders on board\",\"Fumbled student figures threaten UK immigration policy\",\"EU's Juncker unveils key plans for post-Brexit bloc\",\"Shanghai to shake up state enterprises ownership\",\"France bans super skinny models\",\"China, Vietnam fight human-trafficking\",\"Digitalized monastery fresco brings visitors closer to Tibetan culture\",\"Wetland-protection memorandum signed\",\"UK's Duke of Edinburgh taken to hospital\",\"United may feel impact of passenger removal in China\",\"Terror attacks down, but threats go on\",\"Compact sales boom as demands shift\",\"China Galaxy Securities' tie-up with CIMB win-win deal: Malaysia's MIDF Research\",\"AI helps to prevent Facebook suicide attempts\",\"Who's who from the tech world attending Summer Davos in Dalian?\",\"21 killed, 6 injured after bus falls into gorge in N. India\",\"Top 10 most valuable brands in China\",\"Should Donald Trump meet Kim Jong Un?\",\"Key Safety Systems acquires Takata's assets\",\"Trump says US not to label China as currency manipulator\",\"Royal Navy's biggest ever warship finally heads for high seas for trials\",\"China-EU cooperation can counter global uncertainty\",\"Negotiations vital to peninsula peace\",\"China, Russia to enhance mutual trust\",\"First ladies enjoy learning experience\",\"Belarus gets access for meat exports to China: Belarusian official\",\"China does not seek global dominance -- Chinese ambassador to US\",\"Phone call could boost cooperation\",\"Researchers find fungus used in traditional medicine can fight cancer\",\"Broadcom bids $105b for Qualcomm, open to going hostile\",\"Johnson Controls to start up 2nd global HQ in June\",\"UK nuclear sub hit by drugs, sex scandal\",\"Sichuan tech grads urged to support \\u2018Made in China 2025\\u2019 plan\",\"Bullet train service linking Beijing, Xiongan New Area commences\",\"Attack prompts fresh approach by officials\",\"Anne Frank exhibition opens\",\"Bullet trains to travel from Beijing to Xiongan New Area\",\"Toward a clean, green China\",\"Female drivers herald new tech\",\"Philippines launches probe into dengue vaccine scare\",\"15 wild words to describe the natural world\",\"Walkers crisps Peterlee factory to close in December\",\"Backlash at Mexico judge over 'no carnal intent' ruling\",\"Rescuing the lost children of IS\",\"Injury fears as spikes found on Rhondda mountain tracks\",\"Snake freed after five months living in rental van\",\"Man stabbed to death in row with bikers in Prescot\",\"Artificial intelligence 'as good as cancer doctors'\",\"Swansea University smart bandage trials 'within 12 months'\",\"10 things we didn't know last week\",\"China pollution: Survey finds 70% of firms break regulations\",\"State Department was 'unaware' of Mexico visit\",\"Ian Paterson: Surgeon's victims 'may have been missed'\",\"Man cycles South Korea to Liverpool FC with no ticket\",\"Man critically injured in hit-and-run involved in 'altercation'\",\"Trumps lay a wreath at Pearl Harbor ahead of Asia tour\",\"London's calling for James Corden chat show\",\"Sweden Twitter account: 'Nothing happened here'\",\"Scots party leaders campaign in battleground seats\",\"France plans New Caledonia self-rule referendum in 2018\",\"London fire: Grenfell victims 'not being forced to move away'\",\"Disciplinary panel revokes Elizabeth Wettlaufer's nursing licence\",\"\\u00a34.8m Welsh and Irish climate change sea study launch\",\"Corry on trial over IRA bombing of Army base in Germany\",\"Rampisham Down grassland solar farm plans 'shelved'\",\"Cardiff bus station student flats plan unchanged\",\"London fire: Kensington council boss quits over Grenfell tragedy\",\"Convicted Nigerian fraudster James Ibori wins \\u00a31 from UK\",\"Cancer patients hit by benefits cuts, charity claims\",\"China's Great Wall filmed by drone\",\"How do you make friends with someone new?\",\"BBC presenter Emily Maitlis in 'torture' tweet mix-up\",\"Election 2017: SNP manifesto calls for referendum 'at end of Brexit process'\",\"Robbers in Donald Trump masks blow up cash machine\",\"NHS march: Protesters tell their stories\",\"\\\"Go Home!\\\" - US tells Iranian Backed Militias in Iraq\",\"Channel 4 'sorry' over Black-ish IRA Shankill bomb joke\",\"The US state where women 'could be fired' for using contraception\",\"Sheffield Council votes against saving memorial trees\",\"Scotland's waterways opened up to virtual visitors\",\"Church potentially 'lost thousands' after HSBC closed its account\",\"Labour leadership: the Rowley tapes\",\"Extra police at Grenfell Tower site for Notting Hill Carnival\",\"'NSA malware' released by Shadow Brokers hacker group\",\"Theresa May in renewed effort to close gender pay gap\",\"Petition on gender-based violence after Aberdeen death\",\"South Korea's presidential candidates\",\"Female nurse jailed for fake male doctor scam\",\"Cash 'lives on' after 50 years of ATMs\",\"Has Turkmenistan changed at all?\",\"US man 'gave top-secret information' to Chinese agent\",\"Hungary hits snags with squad to stop migrants\",\"Inmarsat rides SpaceX Falcon into orbit\",\"Leeds flat 'left fly-infested' after neighbour death\",\"Yemen conflict: 'Deadly air strike' near school\",\"Man stabbed to death on Marylebone bus named by police\",\"Police checks for 'low risk' sex offenders relaxed\",\"Etienne Tshisekedi: DR Congo mourns opposition leader\",\"Kate Pierce's brain damage after meningitis misdiagnosis\",\"Public hearings begin in missing and murdered indigenous women inquiry\",\"Former Haiti President Rene Preval dies aged 74\",\"No agreement in latest Scots-UK Brexit powers talks\",\"RAF Spitfire remnants unearthed in County Monaghan\",\"Manchester Arena bomb review: Survivors urged to open up\",\"Luton acid attack victim offers \\u00a310,000 reward\",\"Baltic Sea clams 'giving off as much gas as 20,000 cows'\",\"Jeremy Corbyn: We'll probably gain power next year\",\"The poetry girls of San Pedro Sula\",\"Death of Penygroes woman not suspicious, police say\",\"Train line reopens after level crossing death\",\"Kidnapped Qatari hunting party of 26 freed in Iraq after 16 months\",\"Scientists split over snow leopard status\",\"'Very violent scenes' as far-right marchers and protesters clash in Virginia\",\"Morrisons Wymondham attack: Two charged with murder\",\"Zimbabwe Takeover: Mugabe Makes First Public Appearance\",\"At this Christmas shop you can buy gifts that go straight to refugees\",\"Colombia's Mudslide Rescue Operation Continues\",\"HIA inquiry chairman repeats plea to politicians\",\"Lossiemouth jet and civilian plane in near collision off Wick\",\"Thalidomide mum speaks out on battle\",\"Uganda receives one million South Sudan refugees\",\"Farmhill homes evacuated in Londonderry security alert\",\"Teachers' union threatens strike over school budget cuts\",\"After 50 years of conflict: why peace talks can begin in Columbia\",\"The Budget... a musical\",\"Scotland's papers: Holiday laptop ban and referendum row\",\"Prince Philip cancels London Zoo visit after hospital stay\",\"Distress as Moscow home demolitions to go ahead\",\"What's wrong with Wales' trains?\",\"Syria army announces halt in fighting in parts of Eastern Ghouta\",\"News Daily: Are cheaper electricity bills coming?\",\"Dakota pipeline: US Army to allow work on final section\",\"Toshiba to sell slice of smartphone memory chip unit\",\"Nelson Mandela funeral: 'Millions misspent'\",\"\\u00a340k reward over 40-year-old lido death in Hampstead\",\"Puerto Rico dam failure 'imminent' after Hurricane Maria\",\"Injured Portland diver rescued by back-up helicopter\",\"German region Baden-Wuerttemberg pilots housework vouchers\",\"Robin Swann 'not ruling out' UUP leadership bid\",\"Off-licences agree to Twelfth closures\",\"Leaders clash on terrorism and Brexit at UTV election debate\",\"New \\u00a31.8m scheme for rough sleepers in Greater Manchester\",\"International Women's Day: Meet the grannies going to school\",\"What impact might Brexit have on Scotland's future?\",\"Theresa May defends Darlington Conservative candidate\",\"First Trust to close half its Northern Ireland branches\",\"Britain's great explorations now online\",\"'Essential' Welsh Government acts on Rural Wales report\",\"Barcelona's 'blanket men' try to rebrand\",\"Cardiff plans to build three new secondary schools\",\"Norma Bell death: Gareth Dack guilty of Hartlepool murder\",\"Two hurt as car smashes into houses in Middlesbrough\",\"Arrest over elderly people tied up in burglaries\",\"Zimbabwe crisis: Army takes over, says Mugabe is safe\",\"Trump 'can't escape climate change' impacts says Fiji PM\",\"Bridgend teacher struck off for a year over sex claim\",\"Call made to publish online grooming research findings\",\"Iraqi Kurdish opposition parties report attacks on offices\",\"North Cumbria NHS lures doctors with salary raise\",\"Labour membership falls by 26,000 in six months\",\"Guantanamo Bay: Oman receives 10 released inmates\",\"French artist Abraham Poincheval entombs himself in boulder\",\"Maesteg school minibus death 'accident waiting to happen'\",\"It's spring, so where are the green shoots?\",\"Man gunned down outside Chelmsford petrol station\",\"UK terror attacks: Home secretary says police stretched\",\"Why are India's top judges doubting each others' sanity?\",\"Man caught with \\u00a3450,000 drugs stash in Dundee\",\"Bombardier-Boeing row: Coveney warns on peace process\",\"Norwegian Air to operate new flights from Belfast to US\",\"Serbia to have first gay prime minister as Ana Brnabic is chosen\",\"Labour: Len McCluskey says party does not have anti-Semitism issue\",\"Activist Helen Crickard speaks out about abortion pill searches\",\"Police officer proposed to at Pride in London\",\"EU looking for Stormont voice over Brexit, says Varadkar\",\"Jesus 'miracle church': Jewish extremist found guilty of arson\",\"General election: What's going on with UK politics?\",\"Colombia: Peace talks with ELN rebel group begin\",\"Tributes to Tameside Council leader who died on Christmas Day\",\"Richard Cassidy jailed for David Farish murder in Tweedbank\",\"Orange marches take place in Glasgow\",\"Glasgow rally held against tax credit 'rape clause'\",\"Delays increase missed GP appointments says study\",\"Trump says US recognises Jerusalem: The speech in full\",\"'Ventilator cake' thank you for Papworth Hospital staff\",\"General election: Labour has 'mountain to climb'\",\"Beauty and the Beast: Malaysia 'to show uncut version'\",\"The Balfour Declaration: My ancestor's hand in history\",\"Kenya's president warns judiciary not to help opposition\",\"South China Sea: China media warn US over 'confrontation'\",\"Ali Abdullah Saleh, Yemen's former leader, killed in Sanaa\",\"Russia jails protests leader Alexei Navalny for 15 days\",\"'Hate speech' tweets painted at Twitter HQ in protest\",\"Food and farming policies 'need total rethink'\",\"Brexit: European Parliament 'does not want to penalise UK'\",\"Barra McGrory says critics have 'insulted him'\",\"Man dies taking part in 5k run in a Nottingham park\",\"Regret at political donation clarity delay\",\"How Trump might break Afghan stalemate\",\"New Year's Eve party in Berlin to have 'safe zone' for women\",\"Spain's 'secret credit card banker' Blesa found shot dead\",\"USS John S McCain: Navy sacks officers over collision\",\"BP selling part of Magnus field and Sullom Voe stakes to EnQuest\",\"Missing Saltash teenager 'high priority' for police\",\"IndiGo airline apologises for passenger altercation on tarmac\",\"Sri Lanka floods: Residents afraid as more rain forecast\",\"Hong Kong: Man dies at haunted house attraction\",\"Trump Official Says President Did Not Share Information\",\"Trump attacks Senator Al Franken after grope allegation\",\"Artist who worked on Pixar's Brave giving Google AI 'personality'\",\"You\\u2019ve seen my video of the Manchester attack. This is my life one month on\",\"Facebook: We want a billion people in VR\",\"The Falklands penguins that would not explode\",\"Green future for Wales' homes as solar village opens?\",\"Oldham man accused of possessing IS terror group magazines\",\"Consultation on sentencing guidelines for Scots courts\",\"I\\u2019m LGBTQ+: Who should I vote for?\",\"Royal engagement: Prince William speaks of 'happy times'\",\"Donald Trump is visiting Israel and the Palestinian territories.\",\"Scotland's papers: Kezia voted out of the jungle\",\"UK weather: More snow brings 'nasty' travel conditions\",\"Are NHS patients getting the best medicines?\",\"Kilburn High Road shooting: Boy, 16, guilty of murder\",\"Trump's immigrant crime hotline trolled with calls about aliens and UFOs\",\"19th Century Swansea missionary Griffith John celebrated\",\"Llanrwst fatal fire: Dryer 'not ruled out' as cause\",\"Commissioner criticises school on haircut punishment\",\"Violet Youens: Man charged over four-year-old's death\",\"Election: Theresa May urges voters to 'strengthen my hand'\",\"Ethiopia 'Red Terror' aide Alemu jailed for war crimes\",\"Ken Skates wants PSA Vauxhall takeover meeting\",\"Wiltshire's Royal Tank Regiment marks Cambrai centenary\",\"Stockard Channing praised for West End return\",\"Grenfell Tower fire: Hundreds march silently two months on\",\"Trump defiant after healthcare bill pulled before vote\",\"JustGiving targeted by criminals for money laundering\",\"Hammond flexes muscles over Brexit\",\"Catalan crisis: Spain's Rajoy vows to end 'separatist havoc'\",\"SOS mystery in remote Western Australia stumps police\",\"Working together to help save lives\",\"Will Republicans learn the limits of oppositional politics?\",\"Letter from Africa: Do Nigerians go on holiday?\",\"Barcelona: Sagrada Familia evacuated in 'anti-terror' operation\",\"New tributes at Scotland's Poets' Corner in Edinburgh\",\"African envoys: India attacks on Nigerians 'racial'\",\"UN warns 'no progress' on 260 million missing school places\",\"Boy who 'lived in bubble' for LAD1 treatment starts school\",\"James Brokenshire to take financial decisions for Stormont next week\",\"The Anzac post, outrage and a debate about race\",\"Canada 'paid $8m' to Omar Khadr, ex-Guantanamo detainee\",\"The non-medics in A&E; fighting the effects of knife crime\",\"Jordan profile - Overview\",\"Brexit: Pledge to make repeal bill 'acceptable'\",\"Police treat fire at former Midlothian school as 'suspicious'\",\"Bishop Philip North steps down over women priests row\",\"Nigeria violence: Suicide bombers kill 27 near Maiduguri\",\"Police seek Brazilian tycoon over corruption claims\",\"US tax bill: Republicans agree sweeping changes\",\"Three men held over of death of Stephen Pollard in 2015\",\"Cyril Ramaphosa: South African deputy president admits affair\",\"Billboards and van adverts accuse BBC Scotland of bias\",\"Would you get on a pilotless plane?\",\"Tech Tent: cars, drones and the voice-controlled fridge\",\"Studying at the Bahai secret university\",\"Walmart shooting: 'Nonchalant' suspect arrested after manhunt\",\"Council boss Ged Fitzgerald steps aside amid fraud probe\",\"Are universities restricting free speech?\",\"Great Barrier Reef: Two-thirds damaged in 'unprecedented' bleaching\",\"Uber London licence: 'Direct anger at firm' says mayor\",\"President Trump\\u2019s Son-In-Law Jared Kushner Under Scrutiny\",\"Sinn F\\u00e9in concerned by 'security force amnesty' plan\",\"Brexit: Chancellor Merkel warns of UK 'illusions' over talks with EU\",\"Horsham 'hit and run' crash death: Man charged\",\"Twitter staff give $1m to fight Trump order\",\"Republican attempts to replace Obamacare fail\",\"Muslim 'safe space' plan sparks row in Australia\",\"Edir Frederico Da Costa death: PCs injured in London protest\",\"Terror Marine Ciar\\u00e1n Maxwell 'suffered PTSD after 2002 attack'\",\"Eden Festival announces first acts\",\"Failings by child protection services are uncovered after baby's death\",\"Wanted Swindon man mocks police on London day out\",\"Google offers to treat shopping service rivals equally\",\"Fire crews discover body after Ceredigion farmhouse blaze\",\"Anthony Grainger shooting: Officer met PC who shot Mark Duggan\",\"Door drops off plane on to Indian house\",\"PMQs: Theresa May's papers fall during noisy exchange\",\"'Fake females' to aid rare moth work in Cairngorms\",\"Retired couple to run Bo'ness bus route\",\"'Conned trying to get my children back'\",\"Freerunning community left 'scarred' after Nye Newman's death in Paris\",\"Tesla boosted ahead of Model 3 electric car launch\",\"Arlene Foster says Brexit has not weakened NI's place in union\",\"Lloyds Banking Group to outsource 1,000 jobs\",\"Tory MP Soames sorry for 'woofing' at Tasmina Ahmed-Sheikh\",\"TripAdvisor and VisitScotland deal 'could bring \\u00a3150m tourism boost'\",\"Immigration 'amnesty' for Grenfell fire residents\",\"Scotland offers free abortions to women from Northern Ireland\",\"General election 2017: 'Anti-Brexit' pact chances slim, says SDLP\",\"Chechnya gay rights: Putin backs inquiry into hate crimes\",\"\\u00a373m of Wales council tax written-off as debt in 10 years\",\"Labour 'would look to' end household benefit cap\",\"Welsh Government bullying claims: Carwyn Jones pressed again\",\"Djibouti: Chinese troops depart for first overseas military base\",\"'Difficult' devolved Brexit talks end without deal\",\"Missing priest found dead on beach\",\"Development Bank for Wales chiefs to be in Wrexham 'regularly'\",\"Buxton anti-slavery monument unveiled in Weymouth\",\"Bognor's 'wrong Theresa May' awaits Donald Trump apology\",\"James O'Connor and Ali Williams charged in Paris over cocaine\",\"Calais van driver dead in migrant roadblock crash\",\"Reality Check: When is a train on time?\",\"Prisoners posted nude pictures online from Edinburgh jail\",\"Banned killer driver given licence back by mistake\",\"What do we know about the new Lion King film?\",\"Africa highlights: Zuma 'must reveal' why he sacked minister, UN repels South Sudan attack\",\"Iraq Kurds: Army claims full control of Kirkuk province\",\"Wife hands military command to husband\",\"Grenfell Tower: What happened\",\"HTC shows off all-in-one VR headset called Focus\",\"Deadpool screenplay up for Writers Guild award\",\"Bored with your life? Here are five alternative communities you could move to\",\"Slaughter of 23,000 chickens starts at bird flu farm\",\"Alabama Senate election: Roy Moore faces verdict of voters\",\"Why Zimbabwe has a 'Minister of WhatsApp'\",\"Kirsty Williams says class size cut 'to make real difference'\",\"Insch residents evacuated as firefighters battle blaze\",\"Ulster Bank to close nine branches in Northern Ireland\",\"What is behind the religious violence in India's West Bengal?\",\"Brexit: EU migration keeps Welsh workers in jobs, Jones says\",\"\\u2018Please help, don't let her die\\u2019\",\"HMP Leeds 'murder': Dead inmate had killed baby daughter\",\"MP in bid to save rare Clyde-built ship Falls of Clyde\",\"Canada seeks to 'aggressively' dispel asylum system myths\",\"Harry Potter festival plans 'blown out of the water'\",\"Goldman Sachs to expand EU presence ahead of Brexit\",\"Unidentified man's body found on footpath in Bridgefoot\",\"Dentist fines: Mistakes over addresses hitting thousands\",\"Monarch collapse: Lord Myners calls for inquiry\",\"Summer school unites Irish and Ulster-Scots musicians\",\"Las Vegas shooting: Welsh soldiers recall 'chaos'\",\"V Festival: 'No police stationed' at 2017 event\",\"The men who left the Valleys to fight fascism in Spain\",\"Trainspotting's youthful cast at the original 1996 world premiere\",\"Dakota pipeline: Police arrest 76 as protests continue\",\"Brexit: How are the talks really progressing?\",\"Last UK-made cigarettes roll off JTI production line\",\"'Mobot' photo reunites Ottershaw runner to father's family\",\"Scottish government says Catalonia's people 'should decide its future'\",\"Illinois woman plotted Valentine's Day Canada mall massacre\",\"Birmingham Lidl body find: Man charged with wife's murder\",\"Kenya election: Views of first-time voters\",\"Trump to privatise air traffic control\",\"UK car production driven down by fall in domestic demand\",\"Taylor Swift returns to Spotify on the day Katy Perry's album comes out\",\"Hip replacements: 50 years since NI's first operation\",\"Paul Girvan MP investigated over Antrim food bank plea\",\"Nokia and Zeiss get together again\",\"Albanian man fatally stabbed in chest in Southampton\",\"Warning on changing Labour leader rules for 'short-term gain'\",\"Next generation of Santander Cycles arrive in London\",\"Man dies in Lanarkshire two-vehicle collision\",\"Gambian wife's anguish over missing husband\",\"Firework thrown into taxi by teenager\",\"Paedophile Peris Griffiths jailed for 12 years\",\"Chechen 'gay purge' victim: 'No one knows who will be next'\",\"Migrants storm border fence in Spanish enclave of Ceuta\",\"Who was Texas church gunman Devin Patrick Kelley?\",\"General election 2017: Labour pledge \\u00a320bn for English schools\",\"Roger Cook jailed for abusing teenage girl in Appleby\",\"US billionaire philanthropist David Rockefeller dies at 101\",\"Spanish police recover three stolen Francis Bacon paintings\",\"Poland Catholics hold controversial prayer day on borders\",\"'The devil's rope': How barbed wire changed America\",\"US Travel Ban Upheld\",\"Christmas: When people return to their childhood bedrooms\",\"Canadian Gerard Comeau takes booze battle to Supreme Court\",\"Missing East Kilbride pensioner's body discovered\",\"Exhibition honours Scots Auschwitz victim Jane Haining\",\"US woman used bitcoin to move cash to Islamic State, police say\",\"Foreign aid to be shifted to support UK policy, Johnson says\",\"North Korea slapped with UN sanctions after nuclear test\",\"Girl, 14, arrested in south London over terror offence\",\"'Respect' from bikers on Falklands 35th anniversary\",\"Ahmad Zeidan: British student released from UAE prison\",\"Great car, but where do you put your drink?\",\"Party leaders trade blows over Brexit in live TV debate\",\"Senate rejects plan to repeal Obamacare without replacement\",\"Hate crime drastically under-reported - South Wales Police\",\"Tech pundit Scoble faces harassment claims\",\"Brain damaged Berkshire boy receives \\u00a34.6m NHS payout\",\"India fat-shamed policeman thanks 'mean tweet' for free surgery\",\"Bad bug found in Microsoft browsing code\",\"Baidu fund heats up driverless race\",\"Romania's King Michael: A democrat in the face of totalitarian regimes\",\"Ex-teacher Gordon Fleming admits more child sex offences\",\"P&O; ferry workers guilty of drug smuggling operation\",\"Trafalgar Square Fourth Plinth artwork chosen for 2018 and 2020\",\"London-Paris electric flight 'in decade'\",\"Syrian funeral held for British man killed by IS\",\"New Cwmbran street to be named after late soldier James Prosser\",\"Flight of restored Spitfire halted over technical hitch\",\"Kirkuk: The city that highlights Iraq's war within a war\",\"Reality Check: What are polls saying ahead of snap election?\",\"Church Village bypass: Fallen \\u00a363k mouse bridge 'absurd'\",\"Yemen crisis: Donors pledge $1.1bn in aid\",\"Boy, 12, chased and punched outside Krispy Kreme\",\"Secret Service quits Trump Tower in dispute over lease\",\"Newspaper review: Surfer rescue and swimming pool woes\",\"Fresh Clashes Feared in Venezuela\",\"NI political talks have run their course, says Sinn Fein\",\"Police trace prisoner missing from Aberdeen Royal Infirmary\",\"Woman charged with murder of tied, beaten and stabbed man\",\"Face of Orkney's St Magnus reconstructed\",\"Bristol race group founder Judah Adunbi Tasered in face by police\",\"A message of hope at Washington march\",\"The Brit Who Tried to Kill Trump\",\"'Poorest pupils miss out on practical science lessons'\",\"Syria war: Russian officers 'could face sanctions'\",\"Queen's Speech: Grammar school expansion abandoned\",\"Ram raiders steal Hatton supermarket cash machine\",\"'Teach pupils to avoid gangs' - children's commissioner\",\"Donald Trump petitions: Where in UK most supports visit\",\"Leila de Lima: Top Duterte critic arrested on drug charge\",\"Child burial fees to be scrapped in Wales, says Carwyn Jones\",\"Carwyn Jones 'stands by' answers on bullying in Welsh Government\",\"Manchester attack: CCTV appears to show bomber shopping hours before explosion\",\"President Buhari in plea for Nigerian unity\",\"TVs in children's bedrooms 'increase risk of obesity'\",\"Are these the greatest historical novels ever written?\",\"Row over illegal beaver family found near Beauly\",\"Institute for Fiscal Studies backs National Insurance increase\",\"Democratic leaders cancel meeting with Trump after Twitter attack\",\"Hands-on with the jacket with Google woven in\",\"US Marines Osprey crashes off Australia's Queensland coast\",\"Will I be next? South Africa women ask\",\"Open access land camping plan criticised by farming union\",\"Google coding champion whose Cameroon hometown is cut off from the internet\",\"Judge to consider Halawa release on medical grounds\",\"Lightning storm blazes across Queensland skies\",\"University Challenge contestant denies rape\",\"Isle of Man TT crash racer's partner backs racing\",\"General election 2017: Corbyn pledges change 'at home and abroad' on terror\",\"Russia-Trump: President hits out at FBI over Russia inquiry\",\"Car ban fails to curb air pollution in Mexico City\",\"Business and City leaders call for reassurance\",\"'Bold' Labour can beat Tories by itself, Jo Stevens says\",\"Rent controls: Who might gain, who might lose and how might it work?\",\"Chechnya gay rights: Merkel urges Putin to intervene\",\"Man hurt in outbuilding explosion\",\"North Korea missile developers hit by US sanctions\",\"Beyond A Clockwork Orange: Anthony Burgess at 100\",\"European press sees Macron as winner in 'brutal debate'\",\"More time to quiz man over boy's stabbing near mosque\",\"Kingsmills families to be told history of weapons used\",\"Man spends 24 hours in tree protest over hotel in Edinburgh\",\"Syria war: UN says it is ready to go into Raqqa\",\"Uganda MPs vote to scrap presidential age limit\",\"Three Israelis stabbed to death in West Bank attack\",\"Dutch university sees post-Brexit fall in UK students\",\"Apple boss Tim Cook criticises Trump travel ban\",\"Fashion models expose sexual harassment\",\"SDLP 'up for challenge of changing' after general election defeat\",\"Brexit: Ireland 'to play tough' over talks - commissioner\",\"Affordable rent measures promised in housing White Paper\",\"Milly Dowler's sister Gemma reveals family trauma in book\",\"Grenfell Tower: Same cladding on Newcastle student flats\",\"In China, free fish heads for life for an underwater rescuer\",\"Boris Johnson criticised by Sikh woman over whisky comment in Gurdwara\",\"'Mermaid' banned from Bromsgrove swimming pool\",\"Donors raise \\u00a350,000 to care for cancer mum's children\",\"Bangor medical training call to boost doctor numbers\",\"Sales and profits slip at Boeing\",\"London fire: Fire safety risk inspections pointless, says expert\",\"News Daily: Data laws overhaul and Pence denies 2020 bid\",\"Scottish grocers report 'bumper' month\",\"GCSE students thank Devon's rapping YouTube teacher\",\"Trump condemns spy agency 'leak' of 'fake news'\",\"Mediterranean rescue ship moves to Myanmar to save Rohingya\",\"Police officer 'seriously assaulted' in Delabole arrest\",\"Carers in Scotland 'struggling to get a break'\",\"Donald Trump makes top Republican fear environmental future\",\"Man robs Kansas bank to 'escape wife'\",\"Afghan casualties in Taliban Mazar-e Sharif attack pass 100\",\"Citywing 'virtual airline' goes out of business\",\"Fears for cockle industry future due to decline\",\"France election 2017: gauging the mood of voters\",\"Australia to adopt Home Office-style security model\",\"German child-killer may have struck before - police\",\"Belfast mother recalls daughter's blind cord horror\",\"Llanfoist crash: Tributes to arts figure Peter Goodridge\",\"Toxic family feud as Germany mourns unifier Kohl\",\"NHS crisis: Why I still love my job\",\"Would you bring your dog to work?\",\"Australia Post chief resigns despite bumper profits\",\"Trump hails $1.6bn US investment by Toyota and Mazda\",\"Banksy decorates West Bank hotel with views of Israel's wall\",\"Thawing the past to forecast the future\",\"Albany Road student landlord fined by Cardiff magistrates\",\"Patient's diagnosis and discharge from psychiatric unit 'unacceptable'\",\"Bristol Scout returns to UK's first hangars after a century\",\"German town hall stops fox song after vegan complains\",\"Election 2017: Dugdale says Labour manifesto leak 'far from ideal'\",\"Balochistan journalists caught 'between the stick and the gun'\",\"Racially-charged Spur restaurant row causes SA outrage\",\"India woman activist 'paraded naked' for fighting illegal liquor den\",\"'Rogue' Prestatyn waste firm owners get 25-year HGV ban\",\"Fears of GP losses in Scotland after Brexit\",\"Bid to pool councils' \\u00a315bn pension pots in Wales\",\"Quebec's receding floodwaters give up man's body\",\"Jeremy Corbyn: Clive Lewis quitting not a disaster\",\"Judge reassures girl as mother Lyndsey Vaux's killer jailed\",\"Kettering General Hospital 'fiddled' waiting time records\",\"Prince Charles starts Wales summer tour in Myddfai\",\"Uber and Yandex combine forces in Russia\",\"Ex-Muslims: They left Islam and now tour the US to talk about it\",\"Celebs celebrate Australia gay marriage result\",\"Edinburgh Zoo to review panda breeding programme\",\"Snail's DNA secrets unlocked in fight against river disease\",\"Martin Luther King's 1967 Tyneside visit marked with events\",\"Turkey says 'pro-Kurd' US envoy Brett McGurk should leave\",\"General Election 2017: The hashtags, likes and re-tweets battle\",\"Yarl's Wood immigration centre: Questions over need to detain women\",\"Five products hit by shrinkflation\",\"Plain tobacco packaging 'may cut smokers by 300,000 in UK'\",\"Cardiff Airport plane's U-turn after bird strike\",\"Mugwump and Boris Johnson: What meaning did he intend?\",\"Former first ministers call for 'radical' change at Holyrood\",\"Science 'for boys' message putting girls off some careers\",\"Concern over rise in online sex crimes\",\"Swansea Bay City deal based on 'discredited strategy'\",\"Merkel reaches out to France's Macron on eurozone budget\",\"Bowling Cemetery: Man jailed for Bradford graveside attack\",\"Afghan interpreter Javed Hotak 'let down' by UK government\",\"Chuck Berry: Seven of the king of rock 'n' roll's best songs\",\"Africa highlights: SA train tsar sacked over 350% pay rise, feted Ebola fighter dies\",\"Australian scientists use soybean oil to create graphene\",\"Is the Pope Catholic?\",\"Anger at plan for 32,000 chicken shed in Carmarthenshire\",\"Jeanne Moreau: Madonna and Dame Helen Mirren pay tribute to French star\",\"Indonesia's Orang Rimba: Forced to renounce their faith\",\"Concern over Dubs resettlement scheme\",\"Portland stabbing: Arrest made for theft from victim's body\",\"Submarine's 'great leader' honoured in Portpatrick\",\"Murder arrest after man, 58, dies in Cleethorpes fight\",\"Mexico prison riot: UN calls for investigation\",\"How the BBC calculates local election results\",\"Minimum wage for the self-employed, suggests think tank\",\"Four reasons India is going big on space\",\"German police raid Daimler offices\",\"Bath Spa University chief paid \\u00a3800,000 in final year\",\"Man's body found after search in Snowdonia\",\"Myanmar army rejects UN Rohingya abuse claims\",\"Lesotho Prime Minister Thomas Thabane's wife shot dead\",\"Radio Caroline returns to the airwaves\",\"Romania clashes flare over corruption decree\",\"Queen unveils Scotland's newest canal at Helix project\",\"Trump 'does believe in climate change', says US ambassador to UN\",\"'We want the same thing' - Saudi oil minister welcomes Trump era\",\"Yellow weather warning for rain in Northern Ireland\",\"Reflections on Sierra Leone's mudslide disaster\",\"Half of teenagers 'never been in a theatre'\",\"California's Thomas Fire scorches area larger than New York City\",\"Wheelchair man: Turning myself into a superhero\",\"Anchor Megyn Kelly to join NBC after 12 years with Fox News\",\"Primary schools 'should manage teacher absences better'\",\"Man jailed for 10 years over Glasgow murder attempt\",\"Khuram Butt's uncle condemns London Bridge attack\",\"Two Derry park sex attacks investigated\",\"Trump scraps infrastructure council plan\",\"'Killfies': Indian state campaigns against deadly selfies\",\"Has the time now come for internet voting?\",\"Electric trucks and vans cut pollution faster than cars\",\"Pensioner cleared of murder after smothering his wife\",\"Sweden to hold 'man-free' music festival\",\"Why Sardinia's tourists taking sand as souvenir face fine\",\"Marion Millican's husband recalls laundrette body find\",\"New Zealand floods force evacuations after Tropical Storm Debbie\",\"Rohingya refugees fleeing Myanmar near 40,000\",\"The remarkable electric eel\",\"UK has 'contradictory Brexit ambitions' - Coveney\",\"Gypsy women breaking education barriers with uni degrees\",\"Kilgallioch wind farm accident death worker identified\",\"Refugee student's pioneering work on facial paralysis\",\"Rise in children calling helplines about suicide\",\"Donald Trump: Tax reform next after healthcare failure\",\"Croydon asylum boy assault: Up to 20 people watched attack\",\"Cardiff estate agent says VR house viewings saving time\",\"GCHQ boss: 'We get crazy theories thrown at us every day'\",\"Deepika Bhardwaj: The woman who fights for men's rights\",\"Chris Packham: Asperger's and Me\",\"Israel 'to take in 100 Syrian orphans'\",\"California botulism outbreak linked to petrol station's nacho cheese\",\"Gandhi stamps sell for \\u00a3500,000\",\"Chicago holiday weekend shootings claim 101 victims\",\"Reading bus collision: Driver admits hitting pedestrian\",\"Super Puma concerns to be debated by MSPs\",\"Nazanin Zaghari-Ratcliffe: More charges for mum in Iran\",\"Leicester murder probe after man dies in hospital\",\"Man jailed over 'abhorrent' child rapes\",\"Corrie Mckeague: Man arrested over missing serviceman\",\"Tayside NHS Board told to apologise over woman's death\",\"Man rescued as kayak capsizes off Cumbrian coast\",\"Brexit: Group of MPs hits back at BBC bias claims\",\"Heroic hounds winning medals\",\"\\u2018They found a hidden wall, and behind it the paintings\\u2019\",\"Argentina: Funerals held for NY truck attack victims\",\"Goldman moves London hedge fund to US\",\"The Stormont crisis - news in brief\",\"Carl Sargeant's son in Alyn and Deeside by-election bid\",\"Tesco fraud trial hears of boss's shock over misstated profits\",\"Krzysztof Gadecki found guilty of double murder\",\"Boy charged over Black Mountain rape\",\"South Yorkshire Police IPCC probe over threats to murder victim\",\"M53 slip road crash kills driver\",\"Queen feeds banana to elephant during Whipsnade Zoo visit\",\"Sisters' Robert Burns tribute tops iTunes chart\",\"Teachers urged to end co-operation with school inspections\",\"Australian to be charged over partner's jet ski death, Thai police say\",\"Nurses consider whether to strike over low pay\",\"Lib Dem leadership: Runners and riders\",\"Arthur Collins admits hiding mobile phone inside crutch in prison\",\"Trump backs Sisi as he seeks to 'reboot' US-Egypt ties\",\"Cwmbran parade in memory of Rorke's Drift war hero\",\"Swansea considers Wales' first Human Rights City bid\",\"Iraqi forces recapture final IS-controlled town, Rawa\",\"Seamus Mallon accuses DUP and Sinn F\\u00e9in of 'failing' Good Friday Agreement\",\"Record-sized data centre planned inside Arctic Circle\",\"Reality Check: Your Brexit questions answered\",\"Koala survives 16km ride on car axle in Adelaide, Australia\",\"Airbnb customer allegedly murdered in Melbourne\",\"George Soros: Trump is an imposter\",\"Woman suffers 'slash wounds' outside Birmingham bar\",\"M4 relief road: Crash fears over motorway break stops\",\"Norfolk NHS trust to pay millions in compensation\",\"Why has there been a spike in drownings in Australia?\",\"Stormont deadlock 'holding up justice bodies' - Sugden\",\"How Bristol's major trauma centre works\",\"Standard Chartered $1.4bn Guernsey transfer investigated\",\"Hartpury student expelled for posting dead animal on social media\",\"Agency nurses 'can cost Northern Trust \\u00a3100K a year'\",\"'Too much inconsistent teaching', says education watchdog\",\"Conwy council leader Dilwyn Roberts to stand down\",\"Polygamist sect leader Lyle Jeffs jailed for food fraud scheme\",\"IBM pitches blockchain for cannabis sale\",\"Ysgol y Parchedig Thomas Ellis shuts after rat spotted\",\"Bridgend town council votes to end European twinning support\",\"Conan Anderson: Head injury death being treated as murder\",\"Memorial to Cardiff 'hero' of Spanish Civil War\",\"The perils of reporting on China's GDP\",\"Egypt: Ancient child burials found near Aswan\",\"'Help us now' NI abuse survivors tell Westminster MPs\",\"Goat's Milk beer chosen as Britain's champion\",\"No bed of roses: The Kenyan flower pickers fighting sexual harassment\",\"Brexit: Berlin business leaders unimpressed with UK's message\",\"Colombia asks for help recovering treasure from Spanish galleon\",\"Rocco Morabito: Italian mafia boss held in Uruguay\",\"Lib Dem leader Tim Farron challenged by member of public\",\"Landlord's 'curry smell' letting ban unlawful\",\"I'd scrap long-haul flight tax, says Carwyn Jones\",\"Dashcam footage from public scheme to go Wales-wide\",\"Dumfries maternity unit conversion plans approved\",\"Castlemartin Range: How the Army use the training site\",\"France anaesthetist investigated for poisoning patients\",\"Plants 'hijacked' to make polio vaccine\",\"Surf school owner describes crocodile attack\",\"Waddesdon air crash: Helicopter instructor among victims\",\"Schools need more money, says Peter Weir\",\"Grieving Marks & Spencer customer 'now part of my family'\",\"First Australia refugees approved for US resettlement\",\"Severn tolls Tory pledge 'chutzpah' condemned by Jones\",\"Little Mermaid: Copenhagen statue a target for vandals\",\"Future energy: The technology allowing more oil extraction\",\"BBC Africa Experts: Piracy in the Gulf of Guinea\",\"Trump won't campaign for Alabama candidate Roy Moore\",\"UK home secretary strikes positive Brexit tone\",\"Cold caller 'horror figure' bankrupted elderly couple\",\"KPMG tax evasion search warrants ruled unlawful\",\"Somalia's famine: how long-running problems make food scarce\",\"US says it killed 11 al-Qaeda operatives in Syria air strikes\",\"Mountain man: The bank boss who reached the top aged 33\",\"Business funding warning to Arts Council of Wales by AMs\",\"'Dying taught me how to live'\",\"Gordon Brown reveals fight for eyesight in new memoir\",\"Bug resistant to all antibiotics kills woman\",\"Danica Roem: Transgender lawmaker a first for Virginia\",\"Israeli artist creates pitta portrait of Muhammad Ali\",\"Canberra 'city to visit' listing revives Australian debate\",\"Car thief guilty of trying to kill man by reversing at him\",\"New lung cancer drug approved for routine use in Scotland\",\"First meetings: US presidents and UK prime ministers\",\"New Quay flash flooding 'like a river running in street'\",\"Sir David Attenborough polar science vessel takes shape\",\"Fujitsu: Union says Northern Ireland to avoid significant job cuts\",\"Syria war: 'Dozens killed' in IS reprisals in Qaryatain\",\"Australian PM seeks access to encrypted messages\",\"A woman in America is accused of taping her son to a wall while she did housework\",\"David Davis wants 'more devolution, not less' after Brexit\",\"Moors Murderer Ian Brady loses lawyer tribunal fight\",\"Brexit: What do businesses want from Article 50 talks?\",\"DR Congo's Kavumu child rape trial opens\",\"Milan kidnap case: Model Chloe Ayling tells UK police of 'ordeal'\",\"Guinea teenager allegedly held as sex slave in Australia\",\"What might a post-Brexit EU look like?\",\"Bank of Scotland receives most complaints - again\",\"Veterans' Gateway helpline launched for ex-armed forces personnel\",\"South Park to reduce Donald Trump jokes after falling into 'trap' of mocking him\",\"Betsi Cadwaladr apology over woman's end-of-life care\",\"\\u20ac37.5m cannabis seizure at Dublin Port displayed\",\"Barclays in talks to expand Dublin office post-Brexit\",\"Tropical Storm Tembin: Bridge damage hampers rescuers\",\"Brexit: UK warned against 'special' deals with member states\",\"India parents: 'Our baby died after doctors put him in a bag'\",\"Dartford Crossing 'creaking under pressure of 50m vehicles'\",\"Norway institutions 'targeted by Russia-linked hackers'\",\"Irish call to expel diplomat over Halawa\",\"Merkel meets Trump: A defining moment for US and Germany\",\"Galaxy Note 7 recall refuseniks face new action\",\"Turkey's Cumhuriyet journalists in terrorism trial\",\"Bridge of Dee teenager finds stranger in bedroom\",\"SXSW 2017: Why is the Vatican at a tech conference?\",\"Pussyhat goes on display at V&A;\",\"Algeria hostage crisis: What we know\",\"Tony Blair denies bugging Ian Paisley Sr's phone\",\"John Edwards, buried alive, speaks from beyond grave\",\"Man charged over 'widely shared' Hampshire abuse video\",\"Carmarthenshire pair sentenced after 'brutal' pony attack\",\"How has sex education changed through the generations?\",\"Glasgow's Dali painting to go on loan\",\"100 Women: \\u2018I dye my hair brown to be taken more seriously at work\\u2019\",\"Carl Frampton won't use 24-hour butler in Las Vegas\",\"M4 relief road: Common cranes nesting on proposed site\",\"Nokia kills off Ozo high-end virtual reality cameras\",\"Labour's Jones downplays terror link with foreign policy\",\"EU and China Rebuff Trump on Climate\",\"Divisions in society leading to 'sour mood'\",\"Australia same-sex marriage bill passes Senate hurdle\",\"'Greengrocer's daughter Lady Thatcher wouldn't approve'\",\"Two men charged over 'Christmas terror plot'\",\"Skegness ad 'slur' woman won over by 'best of British' resort\",\"Astronaut Peggy Whitson breaks new space record\",\"Venezuela women's march: Tear gas used on protesters\",\"Teachers' fears over Prevent anti-terror programme\",\"Newspaper review: DUP deals, Irish passports and gentry\",\"Pinewood film studio: Rent-free incentive 'to get the tenant in'\",\"Air quality: Diesel scrappage scheme being considered\",\"News Daily: Finsbury Park attack suspect's family speak\",\"Third of council equal pay claims still not settled\",\"Too many tourists in Reykjavik?\",\"'Disruptive' passengers cause flight diversion\",\"Jordan Bowes named as North Yorkshire crash victim\",\"Blunt Trump averts diplomatic disaster in Brussels\",\"Carling lager is 'weaker than advertised', firm says in court\",\"Britain First meeting room fee to benefit Jo Cox charity\",\"Barry Sherman: Family disputes reports on mystery double death in Canada\",\"'Triple sickie' policeman sacked over horse racing trips\",\"Heroes of terror attack praised 10 years on\",\"Facebook to expose Russian fake news pages\",\"Hungerford Tesco crash: Woman died after husband used wrong pedal\",\"'Bottled nature' helps ease dental pain\",\"Two doctors left caring for 400 patients at Derriford Hospital\",\"Scottish child abuse inquiry: Wellbeing Scotland not given official status\",\"Trump blocks sale of US tech firm to Chinese company\",\"Iran Rafsanjani funeral underscores political divisions\",\"Scottish Police Authority boss defends \\u00a3950-a-day accountant\",\"IMF raises UK's growth forecast\",\"Why brands should be courting the 'Muslim pound'\",\"Bitcoin - risky bubble or the future?\",\"Mexico wall: Trump questions talks over border dispute\",\"Greens: We'll use election campaign to fight hatred and division\",\"Education Authority considers ending free school transport\",\"Sian Hollands death: Mum slams Darent Valley Hospital doctors\",\"Commissioner call for more children to learn Welsh\",\"The children in care left without a school place\",\"MSP suggests 'motorhome levy' on islands trips\",\"Oil price stabilises after earlier losses\",\"Migrant crisis: Germany sees massive drop in asylum seekers\",\"Teenager to stand trial accused of murdering Glasgow pensioner Gordon Bolam\",\"Sven Lau: German preacher jailed on Syria charges\",\"'Hero' biker overwhelmed by donations after avoiding cyclists\",\"Australia same-sex marriage: MP proposes in parliament\",\"'Zero tolerance' plan eyed for plastic pollution\",\"David Jeffrey jailed over Borders bank fraud\",\"Man stabbed in Glasgow's Tollcross Park\",\"Poverty hits more children and pensioners, says charity\",\"India Chennai students start fires after university 'suicide'\",\"Order placed for new Isle of Wight Red Jet 7 passenger ferry\",\"Michael Gove: From Cameron to Johnson and dogs\",\"Livestock attacks 'not taken seriously' by dog owners\",\"Science lessons 'should challenge' primary school pupils\",\"Mother's boyfriend charged in missing US toddler's death\",\"No Strictly for Mary Berry as she beats Len Goodman at NTAs\",\"Netflix ends House of Cards amid sex claim against Kevin Spacey\",\"Kevin Bacon due at Edinburgh International Film Festival gala\",\"SNP take control of East Dunbartonshire Council\",\"Gambia crisis: Senegal sends in troops to back elected leader\",\"Enniskillen memorial uncertainty 'hurtful' says victim's son\",\"Will my anorexia stop me going to university?\",\"Woman says she was the victim of the 'pull a pig' prank date\",\"Norwich and Peterborough brand to disappear\",\"'Lost ' medieval gold brooch was 'gift from beheaded baron'\",\"Two die in light aircraft crash near Shaftesbury\",\"Welsh-language school plans need shake-up, minister says\",\"Romford doctor appears in court over 118 sexual offences\",\"Tunisia attack: 'Cowardice' delayed Tunisian authorities\",\"Lincolnshire teenager dies on holiday in Spain\",\"Kenya election: Police battle protesters in Kisumu\",\"Unite calls for Ford to 'stop blaming' Bridgend workers\",\"Photos from 1970s show life in Manchester's Moss Side\",\"Pyle school staff get award for saving boy's life\",\"Tube strike: 24-hour London Underground walkout begins\",\"Nigeria: Ogoni widows sue Shell over military crackdown\",\"Rhymney car crash driver named as Jordan Charles\",\"Tim Farron calls government 'heartless' over child refugees\",\"P&O; ferry workers jailed for drug smuggling operation\",\"Patrick Harvie: Independent currency 'could take a decade'\",\"'Nothing untoward' found during Craigavon alert\",\"Yemen aid summit seeks to pull nation from brink\",\"Jared Kushner: Who is the Trump whisperer?\",\"Is Peru's war on drugs working?\",\"A bionic hand that 'can see' the object it's picking up\",\"Venezuela: New assembly approves treason trials for opposition\",\"The Murder of Naji al-Ali\",\"Jim Clark Museum in Duns crosses funding finish line\",\"Tory manifesto: May's bid to be tough not cruel\",\"MP Craig Mackinlay quizzed over election expenses\",\"Was there a Trump Twitter glitch?\",\"Liverpool memorial stone for Victoria Cross hero Albert White\",\"Dubai indecency accused Jamie Harron back in Scotland\",\"Remains of 474 infants given to Irish medical schools from 1945\",\"Health officials advise older people to walk faster\",\"Kabul air strike: US attack causes civilian casualties\",\"Southern rail strike: Rail unions urged to stop 'pointless action'\",\"Deborah Watling, Doctor Who companion, dies aged 69\",\"Brazil police halt new passports due to budget crisis\",\"US teen died after drinking caffeine too quickly, coroner says\",\"London attack: What we know so far\",\"Corbyn: Trump comments on Charlottesville 'not enough'\",\"Boy, 13, arrested over threats to Scarborough's Graham School\",\"Co-op ordered to make car insurance quotes clearer\",\"Mental health care 'risks being over-run'\",\"Teen guilty of bid to import explosives from dark web\",\"Steak and ketchup: Homebody Trump ventures abroad\",\"Murderer Shaun Walmsley's escape: Man released after arrest\",\"Great Yarmouth parents slam strict rules at failing academy\",\"Lloyds online banking problems enter second day\",\"Indian man who hid wife's body in fridge jailed for life\",\"Skomer and Skokholm volunteers' 'amazing encounters'\",\"Shadow Welsh Secretary Rees: Labour should back Corbyn\",\"Broughton branch of Marshall Aviation Services to close\",\"South Africa Could Make \\u2018Signing\\u2019 Official Language\",\"Syria conflict: Rebels warn truce may collapse after attacks\",\"Multi-million pound medical facility opens in Glasgow\",\"Trump aide Bannon lambasts US media as 'opposition party'\",\"The 21st Century Race For Space\",\"Watchdog to pursue essay-cheat websites\",\"Trio honoured for Macduff sinking car rescue bravery\",\"Brexit: Andrew RT Davies accuses Carwyn Jones of 'false assertions'\",\"Pulse nightclub shooting: Wife of gunman 'knew of attack'\",\"India arrest over rape of French national\",\"BBC Minute: On the war in Yemen - US/UK involvement\",\"Scottish bird flu restrictions to remain in place\",\"'Disruptive' stag parties kicked off Jet2 Prague flight\",\"Some of you are feeling lonely - this is what you can do about it\",\"Cyber-security threat to UK 'as serious as terrorism' - GCHQ\",\"Tehran attacks: a security failure?\",\"Driverless shuttle bus to be tested by public in London\",\"Man's body discovered in Ayr pub toilet\",\"Southampton flat window fall: Probe as woman badly injured\",\"Portland deaths: Two stabbed trying to stop anti-Muslim abuse\",\"Judge frees Colorado man from prison, then ICE immediately re-arrests him\",\"Boy who sold fatal ecstasy tablet sentenced\",\"Puppy filmed being dragged by owner in Gorleston is rehomed\",\"Trump travel ban injunction partly lifted by top US court\",\"Peter Scotter jailed over Sunderland niqab attack\",\"How reggae music can help de-stress your dog\",\"UUP leader warns of united Ireland by back door\",\"Kilmarnock teenager cleared of killing baby son\",\"Chevron says it will push for Myanmar human rights\",\"Orly airport: France launches terror investigation\",\"Indigenous people exposed to UK nuclear tests given healthcare aid\",\"New research into recovering phosphorus from sewage\",\"Three apologises after network problems\",\"Hull's Henry VIII blockhouse dig 'bit of a gem'\",\"Unexploded WW2 bomb taken to Bangor police station\",\"Barra flag recognition 'could boost economy'\",\"BBC Minute: On Nigeria's humanitarian crisis\",\"Report calls for more Scots to be offered flexible work\",\"Turkey's first LGBTI choir sings for tolerance\",\"North Korea: UN backs fresh sanctions over missile tests\",\"CCTV released over 'violent' Glasgow street robbery\",\"Australia terror probe: Does a surge in airport security help?\",\"Ian Paisley thanks ex-IRA leader McGuinness\",\"BA owner IAG's profits hit by weak pound\",\"Emmeline Pankhurst's suffragette banner returns to Manchester\",\"General election 2017: Deals, pacts and alliances\",\"Former Coventry ambulance manager raped Wirral girl, 12\",\"5 breathtaking photographs from celebrated outdoors man Cameron McNeish\\u2019s journey through the wild heart of Scotland\",\"Charlie Gard: The story of his parents' legal fight\",\"Police probe claims Tories' used call centre to canvass vote\",\"'Condemned' South Korean dogs find sanctuary in the US\",\"Lisburn murder inquiry: Man questioned over Christmas Day death\",\"This is what happens if you take too much MDMA\",\"MSPs to debate Article 50 but Holyrood consent move dropped\",\"China web users debate new rules on online identity\",\"Theresa May: Syria 'highly likely' behind attack\",\"Dog back on track after surgery to remove swallowed toy train\",\"Yayoi Kusama: Visions of polka dot infinity\",\"Herat mosque blast: IS says it was behind Afghanistan attack\",\"Ear biter dressed as Colonel Gaddafi jailed for pub attack\",\"\\u00a37,600-a-dram whisky bought in Swiss hotel was fake\",\"Redrow withdraws Bovis takeover offer\",\"Surrey Council tax rise of 15% scrapped\",\"McCain's dismay over online abuse for TV ad gay dads\",\"Lego misses out on top toy maker slot\",\"Ban on tongue piercing for under-18s passed by AMs\",\"Northallerton: Two boys in court over 'murder plot'\",\"Russian zoo's raccoon in 'erotic' video dispute\",\"Man dies in fire at cabin on farmland in Caithness\",\"Wild Alaska Live: Steve Backshall takes us behind the scenes\",\"Attenborough and the Giant Elephant\",\"Tesla: World's biggest battery half-built\",\"Taking a bow for Shelagh's new play\",\"East Sussex County Council: 'Fairer government funding' plea\",\"Nicola Sturgeon speaks at UN climate event\",\"Seren project to get Welsh students into top universities\",\"Reality Check: Is the UK spending 2% of GDP on defence?\",\"Trumplomacy: Under-fire Tillerson's quiet diplomacy in Syria\",\"Celebrating new Scottish filmmakers: BBC The Social Presents\",\"India top court orders changes in anti-dowry law to stop misuse\",\"Met Police officer shoots himself in foot\",\"Major oil and gas conference gets under way in Aberdeen\",\"Albert Woodfox: My 43 years in solitary confinement\",\"Kenyan opposition MPs boycott Uhuru Kenyatta's speech\",\"Paris police attack: Man charged over 'DNA link to gun'\",\"Belgium: Female students asked to wear low-cut tops to graduation\",\"Gaelic speakers claim Visit Scotland has misinterpreted C\\u00f2sagach\",\"Irish Brexit report sets out united Ireland proposal\",\"UK drawing up post-Brexit sanctions plan\",\"Gintare Suminaite walks free after Bognor baby killing\",\"Prince William joins Battle of Britain Memorial Flight commemorations\",\"California wildfires: Calistoga evacuated amid blazes\",\"Gabon: Surfing hippos, lacking tourists\",\"Swansea man's \\u00a311,000 ice slip payout bid dismissed\",\"Maid abuse: 'How my boss threatened me with acid in Oman'\",\"New enterprise zone to be launched in Coleraine\",\"Graduate with 2:1 sues Oxford for \\u00a31m\",\"Which are Africa's favourite brands?\",\"Trump worries Nato with 'obsolete' comment\",\"Paedophile David Hart who fled court jailed for 25 years\",\"Mexico student injures four before shooting himself at a school\",\"Later dementia diagnosis for Welsh speakers, study shows\",\"Amazon accuses Walmart of bullying in cloud computing clash\",\"Evening Standard editor Sarah Sands moves to Today programme\",\"Funding plan will hit poor pupils hardest - campaigners\",\"Coca Cola to cut 1,200 jobs\",\"Underground blasts rock Toronto financial district\",\"Jacques Cousteau's relationship with son revisited in new film\",\"Devolution is meat and drink to us, says senior civil servant\",\"Jude Law and the other celebrities who disguise themselves in public\",\"'Legal highs' fear at Kilwinning Academy over ill pupils\",\"Donald Trump tumbles to earth with a bump\",\"Sturgeon defends education record over 'shameful' report claims\",\"Weakened California Dam Forces Thousand To Evacuate\",\"Tuam babies: Archbishop Michael Neary wants broad focus inquiry\",\"Barnsley 'heroin deaths' prompt police caution warning\",\"Body found in missing German tourist search in Crail\",\"Abuse claims against St Columba's school staff\",\"Kevin Bridges and Annie Lennox to perform for Barack Obama visit\",\"Heathrow owner halts future UK investment over Brexit\",\"Drones scatter mosquitoes to fight diseases\",\"NUT calls for delay to Wales school curriculum overhaul\",\"Monarch aircraft hangar at Luton Airport hosts pantomime\",\"Dad writes open letter condemning white nationalist son\",\"Zbigniew Brzezinski, Carter's national security adviser, dies at 89\",\"Eurotunnel migrant smuggling: Pregnant mum found guilty\",\"Shetland to resettle Syrian refugees\",\"Alan Duncan says migration 'tantrum' led to Brexit\",\"Carrie Fisher's daughter 'has no words' after her mother and grandmother's deaths\",\"Royal Marine Maxwell pleads guilty to terror charge\",\"French mayor fined for 'too many Muslim children' comment\",\"Scotland's papers: Fears over second device\",\"Prince William visits Belfast rescuers\",\"Daphne Caruana Galizia: Malta crowd mourns slain blogger\",\"Cassie Sainsbury: Australian jailed in Colombia over cocaine\",\"Depersonalisation disorder: 'I was unable to feel love'\",\"Queen's Speech: Petrol stations to go electric\",\"Welsh budget: Extra \\u00a3160m for NHS and councils\",\"Ukraine blockade tensions rise in rebel-held east\",\"'Canada creep' suspect charged - police thank internet sleuths\",\"Dan Jarvis: Labour 'needs collective view' on Brexit\",\"'Toxic air audits' announced for London's 'most polluted schools'\",\"Brexit: Theresa May 'to offer 20bn euros transitional deal'\",\"My secret father, the Catholic priest\",\"Setting the scene for Labour's 2017 party conference\",\"Man dies in Birmingham factory 'explosion'\",\"Park Geun-hye: North Korean media pounces on dismissal news\",\"Pope Francis addresses violence against women on Colombia visit\",\"Russia zookeeper recovering from tiger attack\",\"This airline has found a way to tackle sexual assault on planes\",\"North Korea: What we know about the new missile\",\"David Davis 'warns No 10 not to sack Damian Green'\",\"Pining for cleaner air in the Norwegian fjords\",\"On-the-run murder suspect Michael Lawrence Smith arrested by the PSNI\",\"'Unthinkably cruel' woman dumped dog in wheelie bin\",\"Amber Heard pokes fun at Australian deputy PM over citizenship\",\"Swinfen Hall prison cell windows have 'no glass'\",\"US cut to United Nations Population Fund 'devastating' for vulnerable\",\"Bystander 'pleaded for hate attack on Kurd to stop'\",\"Monkey selfie: Photographer criticises Peta court appeal\",\"Queen's Speech: Post-Brexit powers pledge by ministers\",\"News this week: Paradise Papers cast shadow on Trudeau\",\"RSPB track Greenland white-fronted geese at Ynyshir\",\"How gang that blew up cash machines was caught\",\"Campaign aims to destroy rape myths and misconceptions\",\"Demonetisation: Will India's rupee ban decide a crucial election?\",\"PSNI to hold recruitment events for LGBT community\",\"Crypto-cash investors duped in funding scam\",\"The countries that cane their convicts\",\"RBS culture criticised as bank settles US fraud claims\",\"Could we now see Scottish 'booze cruises' to England?\",\"Man accused of killing toddler Harlow Edwards in road crash\",\"Thailand's political trial of the decade explained\",\"Ammanford glaucoma patient fears losing remaining sight\",\"BBC Minute: On violence in Cameroon\",\"Ely and Fairwater disorder leaves two in hospital\",\"Sturgeon: Cutting off Dubs child refugee route 'inhumane'\",\"Myanmar: Who are the Arakan Rohingya Salvation Army?\",\"Lauri Love hacking case: MPs fight extradition to US\",\"Storm Nate weakens but brings heavy rain\",\"Egypt extracts torso of 'Pharaoh Ramses II' statue from mud\",\"Birmingham Six member Paddy Hill's prison letter revealed\",\"Brexit: Airbus would suffer constraints, Barnier warns\",\"Storey Arms: Police issue Brecon Beacons parking warning\",\"Winterton Academy: Girl, 16, in court over school stabbing\",\"Councils assess Scottish budget impact\",\"No applicants for GP job at locum-run Pembrokeshire surgery\",\"Quarter of genocide survivors living in UK 'abused'\",\"British journalist, Australian bar owner face court in Bali\",\"Brazil judge targets dozens of politicians for 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\",\"dtype\":\"float32\",\"shape\":[2000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"shape\":[2000]}},\"selected\":{\"id\":\"70428dc3-b057-4a7e-882a-4db6271f7e5b\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"bd14bc4b-7d8f-46f8-b7b8-29b51897623b\",\"type\":\"UnionRenderers\"}},\"id\":\"0f54bfbe-74c7-436c-8a36-cece139fb845\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"cc2ee697-ef92-40fa-8bc0-a861d5d5b898\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null},\"id\":\"22bcee9d-3440-4e4a-9099-d90cb1c53812\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"75b6be8c-a4f9-41b2-ac2e-62caaa494cb3\",\"type\":\"LinearScale\"},{\"attributes\":{\"min_border\":1,\"plot_height\":700,\"plot_width\":900,\"renderers\":[{\"id\":\"19ddc5c5-df95-4c8e-97a0-c29a9a8a2b5b\",\"type\":\"BoxAnnotation\"},{\"id\":\"6e104d8e-7b04-468e-b010-e131b0eefc17\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"25f96ca6-4d88-48f5-a229-aff1663aef1a\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"02d516dd-96f5-489b-a66e-b30f78e35ef7\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"d39727fb-ef31-4600-9004-32b4ea7cb0c1\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"75b6be8c-a4f9-41b2-ac2e-62caaa494cb3\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"22bcee9d-3440-4e4a-9099-d90cb1c53812\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"cc2ee697-ef92-40fa-8bc0-a861d5d5b898\",\"type\":\"LinearScale\"}},\"id\":\"461b336c-410e-4569-bff7-8697f0ae793c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_color\":{\"field\":\"color\"},\"line_color\":{\"field\":\"color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"d460bcce-60fa-4315-bc6b-276d9d791d1e\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"6752b317-546f-4cbc-b5e2-7a5874ac900b\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"0f54bfbe-74c7-436c-8a36-cece139fb845\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"d460bcce-60fa-4315-bc6b-276d9d791d1e\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"51ea7fe6-ac8b-44f1-88a1-5bfe1182ff5d\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"e17c9d94-e8cd-4825-b3ce-d1c273588e69\",\"type\":\"CDSView\"}},\"id\":\"6e104d8e-7b04-468e-b010-e131b0eefc17\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1306c3de-2f44-4f34-ad53-f38f2a4a30cf\",\"type\":\"SaveTool\"},{\"attributes\":{\"plot\":null,\"text\":\"Website1 (Green) vs. Website2 (Orange)\"},\"id\":\"25f96ca6-4d88-48f5-a229-aff1663aef1a\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"51ea7fe6-ac8b-44f1-88a1-5bfe1182ff5d\",\"type\":\"Circle\"}],\"root_ids\":[\"461b336c-410e-4569-bff7-8697f0ae793c\"]},\"title\":\"Bokeh Application\",\"version\":\"0.13.0\"}};\n",
       "  var render_items = [{\"docid\":\"0d6d8e38-32b9-42a7-adc3-81427c9bf4dd\",\"roots\":{\"461b336c-410e-4569-bff7-8697f0ae793c\":\"62deb68b-8b19-4bec-bfdd-c55af2c110ba\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "461b336c-410e-4569-bff7-8697f0ae793c"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_joint = bp.figure(plot_width=900, plot_height=700, title=\"Website1 (Green) vs. Website2 (Orange)\", \\\n",
    "                       tools=\"pan,wheel_zoom,box_zoom,reset,hover,previewsave\", \\\n",
    "                       x_axis_type=None, y_axis_type=None, min_border=1)\n",
    "\n",
    "source = ColumnDataSource(data=dict(x = tsne_joint[:,0], \\\n",
    "                                    y = tsne_joint[:,1], \\\n",
    "                                    chunks = [x[\"title_chunks\"] for x in website1] \\\n",
    "                                    + [x[\"title_chunks\"] for x in website2], \\\n",
    "                                    title = [x[\"title\"] for x in website1] + [x[\"title\"] for x in website2], \\\n",
    "                                    color = colormap[([2] * 1000 + [4] * 1000)]))\n",
    "\n",
    "plot_joint.scatter(x='x', y='y', color='color', source=source)\n",
    "\n",
    "hover = plot_joint.select(dict(type=HoverTool))\n",
    "hover.tooltips={\"chunks\": \"@chunks\", \"title\": \"@title\"}\n",
    "show(plot_joint)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The chart above allows us to view, in the same way, the groups of headlines style which both websites shares or are unique to each.\n",
    "\n",
    "Some observations:\n",
    "- We can see the top portion of the chart has small clusters of Green points which suggest website2 (bbc.co.uk) has its unique but consistent style of headlines with forms like \"Mexico prison riot: UN calls for investigation\".\n",
    "- But website1 (chinadaily.com.cn) has most of its Orange points in the major/bigger clusters in the top-, bottom-, left-, and bottom-right most portion of the chart. \n",
    "- Visually the chart reaffirms the finding in \"Common headlines\" above, which showed that 77.7% of the headlines were similar!\n",
    "- Unfortunately, as compared to the original AYLIEN project which analysis produced a chart that could visually distinguish the topic or themes of the authors' headlines in different clusters, my chart only separates them by the chunk patterns. For example, the leftmost cluster and the rightmost cluster may have different chunk patterns (longer vs. shorter), but both may be talking about the same topic such as the economy or Donald Trump. \n",
    "\n",
    "Despite the drawback stated in the last point, a closer examination could yield new observations or could spark further points for investigation.\n",
    "\n",
    "## Conclusion and Future Work\n",
    "---\n",
    "From this project I have felt my python scripting has improved as I was able to automate retrieval of data (headlines) from multiple links, build an `SQLite` database to store and organise the large datasets, performed data wrangling and parsing using the `pandas` and `patterns` library, evaluate headline structures and similarities, and finally plotting the data points on a clear and interactive visual map using `Bokeh`.   \n",
    "\n",
    "For future projects, I may wish to:\n",
    "1. Perform the analysis on other websites in the database (e.g. \"indiatimes.com\", \"mainichi.jp\", etc.)\n",
    "2. Address the weakness of this approach as stated in the original project, i.e.:\n",
    "    1. Using entire parse trees instead of just chunks; \n",
    "    2. Using a tree or graph similarity metric instead of a sequence similarity one (ideally a linguistic-aware one too); and\n",
    "    3. Better pre-processing to identify and normalize Named Entities, etc.\n",
    "3. Employ the use of `NLTK` instead of `pattern` library as it has more features and could address the 2.C. issue above. \n"
   ]
  }
 ],
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