HansardSnippets.ipynb

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   "source": [
    "# Basic Text Analysis Using Hansard Snippets\n",
    "\n",
    "OpenAustralia is a charity run by the OpenAustralia Foundation to help the public keep tabs on their political representatives. Learn more about them by going to: https://www.openaustralia.org.au\n",
    "\n",
    "In this notebook, we will use some data from OpenAustralia for basic text analytic procedures. Along the way, we will introduce some important concepts in working with text centred on the question *What is a word?* "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-success\">\n",
    "<b>Skills:</b> \n",
    "<ul><li>Simple data wrangling</li><li>Word frequency counts</li><li>A simple visual representation of data</li><li>Normalisation (lemmatisation)</li></ul><b>Skill Level:</b> Beginner\n",
    "</div>\n",
    "\n",
    "<b>NOTE:</b> You may want to learn how to save the downloaded text into the LDaCa repository with this follow-up notebook: https://github.com/Australian-Text-Analytics-Platform/create-rocrate  "
   ]
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   ],
   "source": [
    "# Before we begin, let's make sure that we install all the requirements that we need\n",
    "#import sys\n",
    "#!{sys.executable} -m pip install -r requirements.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<b>Installing Libraries</b> \n",
    "\n",
    "The requirements file <b>requirements.txt</b> is included with this notebook. Take a look inside to find out what libraries you have just installed with the above command.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Getting the data**\n",
    "\n",
    "OpenAustralia allows users to access their data via an **application programming interface** (API). (You may want to learn how to collect data from an API with this notebook: https://github.com/Australian-Text-Analytics-Platform/open-australia-api). We have collected some data for two parliamentarians, Katie Allen and Adam Bandt. The data supplied by the API is in the json format (Java Script Object Notation), and we need a library to handle this format."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<b>Inspect Your Output</b> \n",
    "\n",
    "It's always a good idea to inspect your output by printing it to screen, especially if your data is provided by some other third party. This lets you become familiar with the kind of information that's there and it's a good way to see if you've made a mistake somewhere in your code, particularly if you get unexpected results.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import the json library\n",
    "import json\n",
    "\n",
    "#read in the data files !!check path, will these be in Cloudstor?\n",
    "fileObject = open(\"allen.json\", \"r\")\n",
    "jsonContent = fileObject.read()\n",
    "hansard_allen = json.loads(jsonContent)\n",
    "fileObject = open(\"bandt.json\", \"r\")\n",
    "jsonContent = fileObject.read()\n",
    "hansard_bandt = json.loads(jsonContent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "   'body': \"Finally, after eight years, a piece of legislation that might actually do something good for renewables. Why did it take eight years? Could it be because the energy minister, who's in charge of this legislation&#8212;but doesn't have the courage to come and sit here at the dispatch box, so he leaves it up to his junior to come in to fly the flag&#8212;earned his political stripes campaigning...\",\n",
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       "   'body': \"I rise today to express my and the Greens's strong support for the two requests in the 'Noise pollution from Brisbane Airport's flight path' petition that tabled in this place in October. The 2,455 signatories had two reasonable requests: 1. Amend the Air Services Act 1995 to free Airservices Australia from its regulatory capture by the aviation industry and ensure it protects the human and...\",\n",
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       "   'body': 'I rise to make a few short comments on the Territories Stolen Generations Redress Scheme (Facilitation) Bill 2021. When the bill proceeds to the Senate, this matter will be taken up further by our First Nations spokesperson, Senator Lydia Thorpe. In making these comments today I begin by acknowledging the traditional owners of the country on which we are meeting today here in Canberra, the...',\n",
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       "   'body': \"My question is to the Prime Minister. The Glasgow summit is demanding the whole world lift its 2030 climate targets before it's too late to stop runaway global warming. You boast of meeting and beating your 2030 goals, but it's easy to beat a terrible target set by Tony Abbott. The US has lifted their 2030 targets. The UK has too, with a 68 per cent cut. Prime Minister, why won't you meet and...\",\n",
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       "   'body': 'After a fake stand-off, the Liberals and Nationals have struck a terrible deal that will do nothing to stop the climate crisis, baking-in 2030 targets that will cook our kids while mining and burning more coal and gas. Australia is being run by an accountant in a cowboy hat and a coal hugger in a cap, neither of whom want to take the action the science demands, the action that will guarantee...',\n",
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       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Statements by Members: Climate Change'}},\n",
       "  {'gid': '2021-10-25.19.2',\n",
       "   'hdate': '2021-10-25',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '779732',\n",
       "   'subsection_id': '779756',\n",
       "   'relevance': 35,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '49',\n",
       "   'body': 'I move: That this bill be now read a second time. The national COVID plan underpinned by the Doherty Institute modelling is very clear that the ability to decrease public health restrictions such as lockdowns relies on high rates of vaccination and high-quality testing, tracing, isolation and quarantine measures. In other words, without effective contact tracing, high rates of vaccination...',\n",
       "   'listurl': '/debates/?id=2021-10-25.19.1&amp;s=speaker%3A10734#g19.2',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Bills: Privacy (COVID Check-in Data) Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-10-25.18.2',\n",
       "   'hdate': '2021-10-25',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '779732',\n",
       "   'subsection_id': '779751',\n",
       "   'relevance': 35,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '44',\n",
       "   'body': \"I move: That this bill be now read a second time. With our coal and gas exports, Australia is the world's third-biggest exporter of fossil-fuel pollution after Russia and Saudi Arabia, who are coincidentally our only allies in the upcoming climate negotiations in Glasgow. Four-fifths of the coal we extract, we export overseas. This is Australia's biggest contribution to the climate emergency...\",\n",
       "   'listurl': '/debates/?id=2021-10-25.18.1&amp;s=speaker%3A10734#g18.2',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Bills: Coal Prohibition (Quit Coal) Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-10-21.19.1',\n",
       "   'hdate': '2021-10-21',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777924',\n",
       "   'subsection_id': '777925',\n",
       "   'relevance': 64,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '33',\n",
       "   'body': \"The Greens support this move from the member for Warringah. The Greens oppose PEP-11. We're in a climate crisis. Everyone&#8212;from the United Nations to Joe Biden, Boris Johnson and the conservative International Energy Agency&#8212;has said there is no room for new coal, oil and gas projects. On climate grounds alone we should stop the expansion of new fossil fuel projects because we're...\",\n",
       "   'listurl': '/debates/?id=2021-10-21.13.2&amp;s=speaker%3A10734#g19.1',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Business: Rearrangement'}},\n",
       "  {'gid': '2021-10-19.116.1',\n",
       "   'hdate': '2021-10-19',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777416',\n",
       "   'subsection_id': '777417',\n",
       "   'relevance': 28,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '237',\n",
       "   'body': \"What a Liberal-Labor trickle-down love-in this whole debate has been. We've been treated to a whole evening of evidence-free neoliberal liturgy&#8212;'Trust us. Pass this free trade agreement and manna will fall from heaven. We can't tell you how much, even though we've got Treasury modelling coming out the wazoo. We can't actually point to a single dollar of benefit for you, but trust us....\",\n",
       "   'listurl': '/debates/?id=2021-10-19.110.2&amp;s=speaker%3A10734#g116.1',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Bills: Customs Amendment (Regional Comprehensive Economic Partnership Agreement Implementation) Bill 2021, Customs Tariff Amendment (Regional Comprehensive Economic Partnership Agreement Implementation) Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-10-19.24.2',\n",
       "   'hdate': '2021-10-19',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777217',\n",
       "   'subsection_id': '777234',\n",
       "   'relevance': 83,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '46',\n",
       "   'body': \"This week I'm participating in Youth Voice in Parliament Week where we have a chance to hear directly from our young people in our electorates. This speech was written by Elvie in my electorate of Melbourne. 'It's time to step up and show you care. You have a duty of care to your children and the earth that we inherit. We've been here yelling as loud and as clear as we can, taking you to...\",\n",
       "   'listurl': '/debates/?id=2021-10-19.24.1&amp;s=speaker%3A10734#g24.2',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Statements by Members: Youth Voice in Parliament Week'}},\n",
       "  {'gid': '2021-10-19.8.3',\n",
       "   'hdate': '2021-10-19',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777202',\n",
       "   'subsection_id': '777203',\n",
       "   'relevance': 32,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '15',\n",
       "   'body': \"I move: That section 7 of the Australian Renewable Energy Agency (Implementing the Technology Investment Roadmap) Regulations 2021 made under the Australian Renewable Energy Agency Act 2011 on 23 July 2021 and presented to the House on 3 August 2021, be disallowed. Any 2050 plan that relies on expanding coal and gas is a fraud&#8212;all the more so when it's done using public money. Public...\",\n",
       "   'listurl': '/debates/?id=2021-10-19.8.2&amp;s=speaker%3A10734#g8.3',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Regulations and Determinations: Australian Renewable Energy Agency (Implementing the Technology Investment Roadmap) Regulations 2021; Disallowance'}},\n",
       "  {'gid': '2021-10-18.210.20',\n",
       "   'hdate': '2021-10-18',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777151',\n",
       "   'subsection_id': '777152',\n",
       "   'relevance': 100,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '420',\n",
       "   'body': 'I second the motion and reserve my right to speak.',\n",
       "   'listurl': '/debates/?id=2021-10-18.210.2&amp;s=speaker%3A10734#g210.20',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': \"Private Members' Business: Commonwealth Integrity Commission\"}},\n",
       "  {'gid': '2021-10-18.132.10',\n",
       "   'hdate': '2021-10-18',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777009',\n",
       "   'subsection_id': '777010',\n",
       "   'relevance': 55,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '279',\n",
       "   'body': \"I hear the Labor opposition heckling on this point, but people have the right to raise concerns. It's called democracy and it's called debate. It's called the ability for people to make contributions and for the committee process to do its usual work. That is the point that we're going to be making and making strongly when this bill goes to the Senate. I thank the House for hearing this...\",\n",
       "   'listurl': '/debates/?id=2021-10-18.131.2&amp;s=speaker%3A10734#g132.10',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Bills: Aboriginal Land Rights (Northern Territory) Amendment (Economic Empowerment) Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-10-18.132.1',\n",
       "   'hdate': '2021-10-18',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777009',\n",
       "   'subsection_id': '777010',\n",
       "   'relevance': 50,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '277',\n",
       "   'body': 'In speaking to this, the Aboriginal Land Rights (Northern Territory) Amendment (Economic Empowerment) Bill 2021, I want to acknowledge the First Nations traditional owners of this country and pay respects to elders past, present and emerging. I want to make a few brief comments about this bill and the substantial carriage of this bill on behalf of the Greens. It will be taken up in the Senate...',\n",
       "   'listurl': '/debates/?id=2021-10-18.131.2&amp;s=speaker%3A10734#g132.1',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Bills: Aboriginal Land Rights (Northern Territory) Amendment (Economic Empowerment) Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-09-02.22.1',\n",
       "   'hdate': '2021-09-02',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '776035',\n",
       "   'subsection_id': '776042',\n",
       "   'relevance': 47,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '35',\n",
       "   'body': \"This bill tells us that the government does not want women to be equal. You don't have to dig around and string an argument together based on things people have said outside the chamber to make that very clear; it is clear from the words themselves. This bill is the government saying that it is implementing the recommendations of one of the most significant reports that this parliament has...\",\n",
       "   'listurl': '/debates/?id=2021-09-02.10.1&amp;s=speaker%3A10734#g22.1',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Bills: Sex Discrimination and Fair Work (Respect at Work) Amendment Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-09-01.69.2',\n",
       "   'hdate': '2021-09-01',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '775412',\n",
       "   'subsection_id': '775448',\n",
       "   'relevance': 99,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '149',\n",
       "   'body': \"[by video link] My question is to the Prime Minister. Your job is to keep all people safe, not just some. But even though you set an 80 per cent vaccination target for adults, there's no target for children, nor for at-risk communities like First Nations peoples or peoples with disabilities. Everywhere from Wilcannia to the United States, we're seeing the virus rip through at-risk...\",\n",
       "   'listurl': '/debates/?id=2021-09-01.69.1&amp;s=speaker%3A10734#g69.2',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Questions without Notice: COVID-19: Vaccination'}},\n",
       "  {'gid': '2021-09-01.48.2',\n",
       "   'hdate': '2021-09-01',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '775372',\n",
       "   'subsection_id': '775389',\n",
       "   'relevance': 84,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '90',\n",
       "   'body': '[by video link] We have seen terror and horror in Afghanistan. Australia has committed to taking 3,000 refugees, but this is not enough. We must take at least 20,000 Afghans in addition to our annual humanitarian intake, and those currently here on temporary visas must also be allowed to make Australia their home. The government cannot seriously suggest that these people can be returned to...',\n",
       "   'listurl': '/debates/?id=2021-09-01.48.1&amp;s=speaker%3A10734#g48.2',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Statements by Members: Afghanistan'}},\n",
       "  {'gid': '2021-08-31.83.1',\n",
       "   'hdate': '2021-08-31',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '774871',\n",
       "   'subsection_id': '774872',\n",
       "   'relevance': 77,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '182',\n",
       "   'body': \"[by video link] We need a federal anti-corruption commission and we need it now. The Prime Minister promised about three years ago&#8212;a thousand days ago&#8212;that there was going to be one and there still isn't. Why? What has this government got to hide? Rort after rort, scandal after scandal from this government and it looks as if the government is just running a protection racket. I...\",\n",
       "   'listurl': '/debates/?id=2021-08-31.80.2&amp;s=speaker%3A10734#g83.1',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Motions: Federal Integrity Commission'}},\n",
       "  {'gid': '2021-08-30.117.1',\n",
       "   'hdate': '2021-08-30',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '774504',\n",
       "   'subsection_id': '774505',\n",
       "   'relevance': 49,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '240',\n",
       "   'body': \"[by video link] I'm pleased that the government has brought this bill to the House, it having passed through the Senate, because it will close a loophole that was getting in the way of people telling their stories&#8212;stories about abuse and neglect&#8212;to the disability royal commission, for fear that what they told the royal commission might not be kept confidential. Many people had a...\",\n",
       "   'listurl': '/debates/?id=2021-08-30.114.2&amp;s=speaker%3A10734#g117.1',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Bills: Royal Commissions Amendment (Protection of Information) Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-08-30.52.2',\n",
       "   'hdate': '2021-08-30',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '774343',\n",
       "   'subsection_id': '774364',\n",
       "   'relevance': 83,\n",
       "   'speaker_id': '600',\n",
       "   'hpos': '94',\n",
       "   'body': \"[by video link] The world's scientists have told us again recently that the climate crisis is at code red, and there's simply no room for any new coal, oil or gas. So how did the Liberal and Labor parties respond? In the Senate, Labor voted with the Liberals to give big gas corporations $50 million of public money to open up a new project and frack for gas in the Northern Territory. What's...\",\n",
       "   'listurl': '/debates/?id=2021-08-30.52.1&amp;s=speaker%3A10734#g52.2',\n",
       "   'speaker': {'member_id': '600',\n",
       "    'title': '',\n",
       "    'first_name': 'Adam',\n",
       "    'last_name': 'Bandt',\n",
       "    'house': '1',\n",
       "    'constituency': 'Melbourne',\n",
       "    'party': 'Australian Greens',\n",
       "    'person_id': '10734',\n",
       "    'url': '/mp/?m=600'},\n",
       "   'parent': {'body': 'Statements by Members: Climate Change'}}]}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the data on Adam Bandt\n",
    "hansard_bandt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'info': {'s': 'speaker:10928',\n",
       "  'results_per_page': 20,\n",
       "  'page': 1,\n",
       "  'total_results': 364,\n",
       "  'first_result': 1},\n",
       " 'searchdescription': 'by Katie Allen',\n",
       " 'rows': [{'gid': '2021-10-28.67.2',\n",
       "   'hdate': '2021-10-28',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '781003',\n",
       "   'subsection_id': '781026',\n",
       "   'relevance': 87,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '142',\n",
       "   'body': \"This week the Prime Minister set out our plan for a net zero future. I'm immensely proud of this momentous occasion in Australia's history. Australia has agreed to achieve net zero emissions by 2050. This will have a whole-of-economy impact. Our plan is based on five clear principles. The first is technology; by grasping these opportunities and predicted market trends, we will shape our...\",\n",
       "   'listurl': '/debates/?id=2021-10-28.67.1&amp;s=speaker%3A10928#g67.2',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Statements by Members: Climate Change'}},\n",
       "  {'gid': '2021-10-28.182.2',\n",
       "   'hdate': '2021-10-28',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '781283',\n",
       "   'subsection_id': '781290',\n",
       "   'relevance': 55,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '406',\n",
       "   'body': 'I rise today to talk about a topic which my electorate of Higgins cares deeply about: climate action. As a child growing up in the town of Albury, in regional Victoria, in the 1970s, climate change was not something we spoke about around the dinner table or at school or that we heard about in the news. Over the years, however, this has changed. My family are sixth-generation winemakers in...',\n",
       "   'listurl': '/debates/?id=2021-10-28.182.1&amp;s=speaker%3A10928#g182.2',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Adjournment: Climate Change'}},\n",
       "  {'gid': '2021-10-28.174.1',\n",
       "   'hdate': '2021-10-28',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '781274',\n",
       "   'subsection_id': '781275',\n",
       "   'relevance': 38,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '393',\n",
       "   'body': 'I rise today to highlight the importance of the Australian arts sector to our economy, our community and our national identity. I thank the House of Representatives Standing Committee on Communications and the Arts for their report, entitled Sculpting a national cultural plan: igniting a post-COVID economy for the arts. I extend a special thanks to the member for Mallee, for her work this...',\n",
       "   'listurl': '/debates/?id=2021-10-28.172.2&amp;s=speaker%3A10928#g174.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Committees: Communications and the Arts Committee; Report'}},\n",
       "  {'gid': '2021-10-27.107.1',\n",
       "   'hdate': '2021-10-27',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '780781',\n",
       "   'subsection_id': '780782',\n",
       "   'relevance': 51,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '235',\n",
       "   'body': \"I'm proud to stand to speak on the fact that this is a very momentous week in Australia's history, and that is because Australia is aiming to meet net zero emissions by 2050, and we're going to do that the Australian way. We are going to act in a practical, responsible way to reduce emissions while preserving Australian jobs and taking advantage of the new opportunities that this green future...\",\n",
       "   'listurl': '/debates/?id=2021-10-27.101.2&amp;s=speaker%3A10928#g107.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Matters of Public Importance: Climate Change'}},\n",
       "  {'gid': '2021-10-27.23.1',\n",
       "   'hdate': '2021-10-27',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '780594',\n",
       "   'subsection_id': '780602',\n",
       "   'relevance': 27,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '48',\n",
       "   'body': \"I rise to speak on the Offshore Electricity Infrastructure Bill 2021 and related bills. If one thing was made clear yesterday by our announcement, it's that the Morrison government fully supports renewable energy production as well as regional jobs and jobs for Australians. The bills before us today allow for those things to flourish, by establishing a regulatory framework on offshore...\",\n",
       "   'listurl': '/debates/?id=2021-10-27.20.1&amp;s=speaker%3A10928#g23.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Bills: Offshore Electricity Infrastructure Bill 2021, Offshore Electricity Infrastructure (Regulatory Levies) Bill 2021, Offshore Electricity Infrastructure (Consequential Amendments) Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-10-26.118.1',\n",
       "   'hdate': '2021-10-26',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '780468',\n",
       "   'subsection_id': '780484',\n",
       "   'relevance': 40,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '268',\n",
       "   'body': \"I rise today to speak on the Territories Stolen Generations Redress Scheme (Facilitation) Bill 2021 and the Territories Stolen Generations Redress Scheme (Consequential Amendments) Bill 2021. I'd like to start by acknowledging the traditional custodians of the land on which we stand, the Ngunawal people, and pay my respects to the elders past, present and emerging and, in particular, to note...\",\n",
       "   'listurl': '/debates/?id=2021-10-26.117.1&amp;s=speaker%3A10928#g118.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Bills: Territories Stolen Generations Redress Scheme (Facilitation) Bill 2021, Territories Stolen Generations Redress Scheme (Consequential Amendments) Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-10-26.142.2',\n",
       "   'hdate': '2021-10-26',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '780510',\n",
       "   'subsection_id': '780529',\n",
       "   'relevance': 70,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '310',\n",
       "   'body': \"STEM is one of the essential keys that will help unlock Australian jobs for the future. As a scientist, I'm proud to be part of a government that is committed to unlocking our great nation's potential with additional funding to support growth in STEM&#8212;science, technology, engineering and mathematics&#8212;particularly in schools. But, importantly, our investment in STEM has a laserlike...\",\n",
       "   'listurl': '/debates/?id=2021-10-26.142.1&amp;s=speaker%3A10928#g142.2',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Constituency Statements: Women in STEM'}},\n",
       "  {'gid': '2021-10-26.36.1',\n",
       "   'hdate': '2021-10-26',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '780297',\n",
       "   'subsection_id': '780298',\n",
       "   'relevance': 100,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '81',\n",
       "   'body': \"My question is to the Prime Minister. Will the Prime Minister outline to the House the Morrison government's plan to deliver net zero emissions by 2050 through practical and responsible action that also preserves jobs and creates new opportunities across Australia?\",\n",
       "   'listurl': '/debates/?id=2021-10-26.34.2&amp;s=speaker%3A10928#g36.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Questions without Notice: Climate Change'}},\n",
       "  {'gid': '2021-10-25.225.1',\n",
       "   'hdate': '2021-10-25',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '780177',\n",
       "   'subsection_id': '780178',\n",
       "   'relevance': 56,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '476',\n",
       "   'body': \"I rise in this chamber to speak on the member for McNamara's motion on those seeking asylum in Australia. Australia has a long and proud tradition of resettling migrants and refugees and vulnerable people in humanitarian need. The horrific situation in Afghanistan is the most recent example of Australia supporting the evacuation of asylum seekers to escape unbearable and dangerous...\",\n",
       "   'listurl': '/debates/?id=2021-10-25.222.2&amp;s=speaker%3A10928#g225.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': \"Private Members' Business: Asylum Seekers\"}},\n",
       "  {'gid': '2021-10-25.191.1',\n",
       "   'hdate': '2021-10-25',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '780066',\n",
       "   'subsection_id': '780096',\n",
       "   'relevance': 59,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '396',\n",
       "   'body': \"I would like to thank the member for Fisher for moving this motion and providing a great opportunity for members to speak on such an important matter to Australia, cybersecurity. It's no surprise that most of Australia's economy is running off the internet, and most businesses rely on online transactions and communications. Although this is the future, it also makes us vulnerable to...\",\n",
       "   'listurl': '/debates/?id=2021-10-25.186.1&amp;s=speaker%3A10928#g191.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': \"Private Members' Business: Cybersecurity\"}},\n",
       "  {'gid': '2021-10-20.144.1',\n",
       "   'hdate': '2021-10-20',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777825',\n",
       "   'subsection_id': '777826',\n",
       "   'relevance': 35,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '332',\n",
       "   'body': \"I rise today to speak on the Aged Care and Other Legislation Amendment (Royal Commission Response No. 2) Bill 2021, which is the second response to the findings of the royal commission. Aged care, quite frankly, is about dignity. It's about providing our older Australians, who have given so much to our country&#8212; (Quorum formed) The stories we've heard through the royal commission are...\",\n",
       "   'listurl': '/debates/?id=2021-10-20.139.2&amp;s=speaker%3A10928#g144.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Bills: Aged Care and Other Legislation Amendment (Royal Commission Response No. 2) Bill 2021; Second Reading'}},\n",
       "  {'gid': '2021-10-20.113.1',\n",
       "   'hdate': '2021-10-20',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777759',\n",
       "   'subsection_id': '777760',\n",
       "   'relevance': 54,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '261',\n",
       "   'body': \"There's now an economic transformation in progress around the world, and our government recognises and has been working on providing scalable commercialisable solutions to help Australia pivot to the new energy order. But building to this point has taken months and years. Changes to an economy of this magnitude cannot happen overnight. All of this takes time. Anyone who has been in leadership...\",\n",
       "   'listurl': '/debates/?id=2021-10-20.107.2&amp;s=speaker%3A10928#g113.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Matters of Public Importance: Morrison Government'}},\n",
       "  {'gid': '2021-10-20.56.2',\n",
       "   'hdate': '2021-10-20',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777602',\n",
       "   'subsection_id': '777608',\n",
       "   'relevance': 100,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '99',\n",
       "   'body': \"My question is to the Prime Minister. Seventy per cent of Australians aged 16 years and over have met the call to be fully vaccinated against COVID-19. With such a tremendous effort and with more milestones to come, will the Prime Minister outline to the House how the Morrison government's national plan for reopening is working by putting restrictions like lockdowns behind us so we can safely...\",\n",
       "   'listurl': '/debates/?id=2021-10-20.56.1&amp;s=speaker%3A10928#g56.2',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Questions without Notice: COVID-19: Vaccination'}},\n",
       "  {'gid': '2021-10-20.49.2',\n",
       "   'hdate': '2021-10-20',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777560',\n",
       "   'subsection_id': '777590',\n",
       "   'relevance': 88,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '81',\n",
       "   'body': \"It's Youth Voice in Parliament Week. The Raise Our Voice Australia campaign encourages youth voices to share what they want Australia to look like in 20 years. I'm proud to share a speech from eight-year-old Jasrah, who attends South Yarra Primary School and lives in my electorate of Higgins. Over to you, Jasrah: All Australians have to come together and put a stop to pollution. Pollution is...\",\n",
       "   'listurl': '/debates/?id=2021-10-20.49.1&amp;s=speaker%3A10928#g49.2',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Statements by Members: Youth Voice in Parliament Week'}},\n",
       "  {'gid': '2021-10-20.169.2',\n",
       "   'hdate': '2021-10-20',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777858',\n",
       "   'subsection_id': '777890',\n",
       "   'relevance': 71,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '381',\n",
       "   'body': 'As the Prime Minister has said, things have changed. There is now an economic transformation in progress around the world. Regardless of what might some may say, there is an economic inevitability to this transformation. We need to chart the best possible course. Building to this point has taken months and years of technological development and building of businesses, of developing trade...',\n",
       "   'listurl': '/debates/?id=2021-10-20.169.1&amp;s=speaker%3A10928#g169.2',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Constituency Statements: Energy'}},\n",
       "  {'gid': '2021-10-19.138.2',\n",
       "   'hdate': '2021-10-19',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777440',\n",
       "   'subsection_id': '777470',\n",
       "   'relevance': 68,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '282',\n",
       "   'body': 'There are so many challenges that we must face during this global pandemic&#8212;balancing work, taking care of children and even elderly loved ones&#8212;while we are likely to be physically and even mentally exhausted. As we open up post-COVID, I want to make sure that people in my electorate of Higgins and right across Australia are taking care of their health. The Morrison government has...',\n",
       "   'listurl': '/debates/?id=2021-10-19.138.1&amp;s=speaker%3A10928#g138.2',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Constituency Statements: Health Care'}},\n",
       "  {'gid': '2021-10-19.49.2',\n",
       "   'hdate': '2021-10-19',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777257',\n",
       "   'subsection_id': '777294',\n",
       "   'relevance': 100,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '106',\n",
       "   'body': \"My question is to the Treasurer. Will the Treasurer remind the House how the Morrison government's strong economic management continues to set up the Australian economy to bounce back strongly as COVID-19 restrictions ease? Is the Treasurer aware of any alternative policies?\",\n",
       "   'listurl': '/debates/?id=2021-10-19.49.1&amp;s=speaker%3A10928#g49.2',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Questions without Notice: Economy'}},\n",
       "  {'gid': '2021-10-18.223.1',\n",
       "   'hdate': '2021-10-18',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777151',\n",
       "   'subsection_id': '777164',\n",
       "   'relevance': 55,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '438',\n",
       "   'body': 'I rise to thank the member Moreton for moving this motion and providing me, a dedicated bookworm, this opportunity to speak on this topic. Books inspire the future generations of Australians. Books and learning to read play an important role in literacy skills and early development of children. As a paediatrician and mother of four, some of my most special moments were listen to go my...',\n",
       "   'listurl': '/debates/?id=2021-10-18.218.1&amp;s=speaker%3A10928#g223.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': \"Private Members' Business: Australian Reading Hour\"}},\n",
       "  {'gid': '2021-10-18.211.1',\n",
       "   'hdate': '2021-10-18',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777151',\n",
       "   'subsection_id': '777152',\n",
       "   'relevance': 55,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '421',\n",
       "   'body': 'I rise to speak to the motion moved by the member for Clark and acknowledge his longstanding interest in this matter, and I thank the member for Indi for her comments on his behalf. Anyone who picks up the paper these days knows that public trust in governments and other institutions has eroded significantly over the last few decades. No-one really knows why that is, but we do know that trust...',\n",
       "   'listurl': '/debates/?id=2021-10-18.210.2&amp;s=speaker%3A10928#g211.1',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': \"Private Members' Business: Commonwealth Integrity Commission\"}},\n",
       "  {'gid': '2021-10-18.207.2',\n",
       "   'hdate': '2021-10-18',\n",
       "   'htype': '12',\n",
       "   'major': '1',\n",
       "   'section_id': '777091',\n",
       "   'subsection_id': '777144',\n",
       "   'relevance': 88,\n",
       "   'speaker_id': '750',\n",
       "   'hpos': '410',\n",
       "   'body': 'The Ashburton Traders Association in my electorate represent and support a diverse array of businesses, including amazing coffee shops like Mr Brownstone; the friendly local butcher, Ashburton Meats; and even the Ashburton deli, which I just love shopping at. The association proudly supports over 140 businesses, and the committee comprises 11 hardworking and dedicated individuals. Despite the...',\n",
       "   'listurl': '/debates/?id=2021-10-18.207.1&amp;s=speaker%3A10928#g207.2',\n",
       "   'speaker': {'member_id': '750',\n",
       "    'title': '',\n",
       "    'first_name': 'Katie',\n",
       "    'last_name': 'Allen',\n",
       "    'house': '1',\n",
       "    'constituency': 'Higgins',\n",
       "    'party': 'Liberal Party',\n",
       "    'person_id': '10928',\n",
       "    'url': '/mp/?m=750'},\n",
       "   'parent': {'body': 'Statements by Members: Ashburton Traders Association'}}]}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the data on Katie Allen\n",
    "hansard_allen"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**A little bit of data wrangling**\n",
    "\n",
    "You can get a sense of how this data is structured from the various levels of indentation which apply. The highest level of structure in these files are called **keys** and we can view the names of these keys. Using the keys to guide us through the display above, we can see that the data we are interested in, the snippets of speeches, are in the **rows** element. So we can look at what this element look like for one of the data sets, and then it is clear that what we want is an element in a **row** called **body**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['info', 'searchdescription', 'rows'])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the keys\n",
    "hansard_allen.keys()\n",
    "hansard_bandt.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'gid': '2021-10-27.125.1',\n",
       "  'hdate': '2021-10-27',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '780809',\n",
       "  'subsection_id': '780810',\n",
       "  'relevance': 28,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '268',\n",
       "  'body': \"Finally, after eight years, a piece of legislation that might actually do something good for renewables. Why did it take eight years? Could it be because the energy minister, who's in charge of this legislation&#8212;but doesn't have the courage to come and sit here at the dispatch box, so he leaves it up to his junior to come in to fly the flag&#8212;earned his political stripes campaigning...\",\n",
       "  'listurl': '/debates/?id=2021-10-27.116.2&amp;s=speaker%3A10734#g125.1',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Bills: Offshore Electricity Infrastructure Bill 2021, Offshore Electricity Infrastructure (Regulatory Levies) Bill 2021, Offshore Electricity Infrastructure (Consequential Amendments) Bill 2021; Second Reading'}},\n",
       " {'gid': '2021-10-27.139.2',\n",
       "  'hdate': '2021-10-27',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '780844',\n",
       "  'subsection_id': '780854',\n",
       "  'relevance': 65,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '295',\n",
       "  'body': \"I rise today to express my and the Greens's strong support for the two requests in the 'Noise pollution from Brisbane Airport's flight path' petition that tabled in this place in October. The 2,455 signatories had two reasonable requests: 1. Amend the Air Services Act 1995 to free Airservices Australia from its regulatory capture by the aviation industry and ensure it protects the human and...\",\n",
       "  'listurl': '/debates/?id=2021-10-27.139.1&amp;s=speaker%3A10734#g139.2',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Constituency Statements: Brisbane Airport, Asylum Seekers'}},\n",
       " {'gid': '2021-10-26.121.1',\n",
       "  'hdate': '2021-10-26',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '780468',\n",
       "  'subsection_id': '780484',\n",
       "  'relevance': 39,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '271',\n",
       "  'body': 'I rise to make a few short comments on the Territories Stolen Generations Redress Scheme (Facilitation) Bill 2021. When the bill proceeds to the Senate, this matter will be taken up further by our First Nations spokesperson, Senator Lydia Thorpe. In making these comments today I begin by acknowledging the traditional owners of the country on which we are meeting today here in Canberra, the...',\n",
       "  'listurl': '/debates/?id=2021-10-26.117.1&amp;s=speaker%3A10734#g121.1',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Bills: Territories Stolen Generations Redress Scheme (Facilitation) Bill 2021, Territories Stolen Generations Redress Scheme (Consequential Amendments) Bill 2021; Second Reading'}},\n",
       " {'gid': '2021-10-25.78.2',\n",
       "  'hdate': '2021-10-25',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '779857',\n",
       "  'subsection_id': '779874',\n",
       "  'relevance': 99,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '167',\n",
       "  'body': \"My question is to the Prime Minister. The Glasgow summit is demanding the whole world lift its 2030 climate targets before it's too late to stop runaway global warming. You boast of meeting and beating your 2030 goals, but it's easy to beat a terrible target set by Tony Abbott. The US has lifted their 2030 targets. The UK has too, with a 68 per cent cut. Prime Minister, why won't you meet and...\",\n",
       "  'listurl': '/debates/?id=2021-10-25.78.1&amp;s=speaker%3A10734#g78.2',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Questions without Notice: Climate Change'}},\n",
       " {'gid': '2021-10-25.54.2',\n",
       "  'hdate': '2021-10-25',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '779810',\n",
       "  'subsection_id': '779827',\n",
       "  'relevance': 84,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '120',\n",
       "  'body': 'After a fake stand-off, the Liberals and Nationals have struck a terrible deal that will do nothing to stop the climate crisis, baking-in 2030 targets that will cook our kids while mining and burning more coal and gas. Australia is being run by an accountant in a cowboy hat and a coal hugger in a cap, neither of whom want to take the action the science demands, the action that will guarantee...',\n",
       "  'listurl': '/debates/?id=2021-10-25.54.1&amp;s=speaker%3A10734#g54.2',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Statements by Members: Climate Change'}},\n",
       " {'gid': '2021-10-25.19.2',\n",
       "  'hdate': '2021-10-25',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '779732',\n",
       "  'subsection_id': '779756',\n",
       "  'relevance': 35,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '49',\n",
       "  'body': 'I move: That this bill be now read a second time. The national COVID plan underpinned by the Doherty Institute modelling is very clear that the ability to decrease public health restrictions such as lockdowns relies on high rates of vaccination and high-quality testing, tracing, isolation and quarantine measures. In other words, without effective contact tracing, high rates of vaccination...',\n",
       "  'listurl': '/debates/?id=2021-10-25.19.1&amp;s=speaker%3A10734#g19.2',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Bills: Privacy (COVID Check-in Data) Bill 2021; Second Reading'}},\n",
       " {'gid': '2021-10-25.18.2',\n",
       "  'hdate': '2021-10-25',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '779732',\n",
       "  'subsection_id': '779751',\n",
       "  'relevance': 35,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '44',\n",
       "  'body': \"I move: That this bill be now read a second time. With our coal and gas exports, Australia is the world's third-biggest exporter of fossil-fuel pollution after Russia and Saudi Arabia, who are coincidentally our only allies in the upcoming climate negotiations in Glasgow. Four-fifths of the coal we extract, we export overseas. This is Australia's biggest contribution to the climate emergency...\",\n",
       "  'listurl': '/debates/?id=2021-10-25.18.1&amp;s=speaker%3A10734#g18.2',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Bills: Coal Prohibition (Quit Coal) Bill 2021; Second Reading'}},\n",
       " {'gid': '2021-10-21.19.1',\n",
       "  'hdate': '2021-10-21',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '777924',\n",
       "  'subsection_id': '777925',\n",
       "  'relevance': 64,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '33',\n",
       "  'body': \"The Greens support this move from the member for Warringah. The Greens oppose PEP-11. We're in a climate crisis. Everyone&#8212;from the United Nations to Joe Biden, Boris Johnson and the conservative International Energy Agency&#8212;has said there is no room for new coal, oil and gas projects. On climate grounds alone we should stop the expansion of new fossil fuel projects because we're...\",\n",
       "  'listurl': '/debates/?id=2021-10-21.13.2&amp;s=speaker%3A10734#g19.1',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Business: Rearrangement'}},\n",
       " {'gid': '2021-10-19.116.1',\n",
       "  'hdate': '2021-10-19',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '777416',\n",
       "  'subsection_id': '777417',\n",
       "  'relevance': 28,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '237',\n",
       "  'body': \"What a Liberal-Labor trickle-down love-in this whole debate has been. We've been treated to a whole evening of evidence-free neoliberal liturgy&#8212;'Trust us. Pass this free trade agreement and manna will fall from heaven. We can't tell you how much, even though we've got Treasury modelling coming out the wazoo. We can't actually point to a single dollar of benefit for you, but trust us....\",\n",
       "  'listurl': '/debates/?id=2021-10-19.110.2&amp;s=speaker%3A10734#g116.1',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Bills: Customs Amendment (Regional Comprehensive Economic Partnership Agreement Implementation) Bill 2021, Customs Tariff Amendment (Regional Comprehensive Economic Partnership Agreement Implementation) Bill 2021; Second Reading'}},\n",
       " {'gid': '2021-10-19.24.2',\n",
       "  'hdate': '2021-10-19',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '777217',\n",
       "  'subsection_id': '777234',\n",
       "  'relevance': 83,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '46',\n",
       "  'body': \"This week I'm participating in Youth Voice in Parliament Week where we have a chance to hear directly from our young people in our electorates. This speech was written by Elvie in my electorate of Melbourne. 'It's time to step up and show you care. You have a duty of care to your children and the earth that we inherit. We've been here yelling as loud and as clear as we can, taking you to...\",\n",
       "  'listurl': '/debates/?id=2021-10-19.24.1&amp;s=speaker%3A10734#g24.2',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Statements by Members: Youth Voice in Parliament Week'}},\n",
       " {'gid': '2021-10-19.8.3',\n",
       "  'hdate': '2021-10-19',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '777202',\n",
       "  'subsection_id': '777203',\n",
       "  'relevance': 32,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '15',\n",
       "  'body': \"I move: That section 7 of the Australian Renewable Energy Agency (Implementing the Technology Investment Roadmap) Regulations 2021 made under the Australian Renewable Energy Agency Act 2011 on 23 July 2021 and presented to the House on 3 August 2021, be disallowed. Any 2050 plan that relies on expanding coal and gas is a fraud&#8212;all the more so when it's done using public money. Public...\",\n",
       "  'listurl': '/debates/?id=2021-10-19.8.2&amp;s=speaker%3A10734#g8.3',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Regulations and Determinations: Australian Renewable Energy Agency (Implementing the Technology Investment Roadmap) Regulations 2021; Disallowance'}},\n",
       " {'gid': '2021-10-18.210.20',\n",
       "  'hdate': '2021-10-18',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '777151',\n",
       "  'subsection_id': '777152',\n",
       "  'relevance': 100,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '420',\n",
       "  'body': 'I second the motion and reserve my right to speak.',\n",
       "  'listurl': '/debates/?id=2021-10-18.210.2&amp;s=speaker%3A10734#g210.20',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': \"Private Members' Business: Commonwealth Integrity Commission\"}},\n",
       " {'gid': '2021-10-18.132.10',\n",
       "  'hdate': '2021-10-18',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '777009',\n",
       "  'subsection_id': '777010',\n",
       "  'relevance': 55,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '279',\n",
       "  'body': \"I hear the Labor opposition heckling on this point, but people have the right to raise concerns. It's called democracy and it's called debate. It's called the ability for people to make contributions and for the committee process to do its usual work. That is the point that we're going to be making and making strongly when this bill goes to the Senate. I thank the House for hearing this...\",\n",
       "  'listurl': '/debates/?id=2021-10-18.131.2&amp;s=speaker%3A10734#g132.10',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Bills: Aboriginal Land Rights (Northern Territory) Amendment (Economic Empowerment) Bill 2021; Second Reading'}},\n",
       " {'gid': '2021-10-18.132.1',\n",
       "  'hdate': '2021-10-18',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '777009',\n",
       "  'subsection_id': '777010',\n",
       "  'relevance': 50,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '277',\n",
       "  'body': 'In speaking to this, the Aboriginal Land Rights (Northern Territory) Amendment (Economic Empowerment) Bill 2021, I want to acknowledge the First Nations traditional owners of this country and pay respects to elders past, present and emerging. I want to make a few brief comments about this bill and the substantial carriage of this bill on behalf of the Greens. It will be taken up in the Senate...',\n",
       "  'listurl': '/debates/?id=2021-10-18.131.2&amp;s=speaker%3A10734#g132.1',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Bills: Aboriginal Land Rights (Northern Territory) Amendment (Economic Empowerment) Bill 2021; Second Reading'}},\n",
       " {'gid': '2021-09-02.22.1',\n",
       "  'hdate': '2021-09-02',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '776035',\n",
       "  'subsection_id': '776042',\n",
       "  'relevance': 47,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '35',\n",
       "  'body': \"This bill tells us that the government does not want women to be equal. You don't have to dig around and string an argument together based on things people have said outside the chamber to make that very clear; it is clear from the words themselves. This bill is the government saying that it is implementing the recommendations of one of the most significant reports that this parliament has...\",\n",
       "  'listurl': '/debates/?id=2021-09-02.10.1&amp;s=speaker%3A10734#g22.1',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Bills: Sex Discrimination and Fair Work (Respect at Work) Amendment Bill 2021; Second Reading'}},\n",
       " {'gid': '2021-09-01.69.2',\n",
       "  'hdate': '2021-09-01',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '775412',\n",
       "  'subsection_id': '775448',\n",
       "  'relevance': 99,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '149',\n",
       "  'body': \"[by video link] My question is to the Prime Minister. Your job is to keep all people safe, not just some. But even though you set an 80 per cent vaccination target for adults, there's no target for children, nor for at-risk communities like First Nations peoples or peoples with disabilities. Everywhere from Wilcannia to the United States, we're seeing the virus rip through at-risk...\",\n",
       "  'listurl': '/debates/?id=2021-09-01.69.1&amp;s=speaker%3A10734#g69.2',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Questions without Notice: COVID-19: Vaccination'}},\n",
       " {'gid': '2021-09-01.48.2',\n",
       "  'hdate': '2021-09-01',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '775372',\n",
       "  'subsection_id': '775389',\n",
       "  'relevance': 84,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '90',\n",
       "  'body': '[by video link] We have seen terror and horror in Afghanistan. Australia has committed to taking 3,000 refugees, but this is not enough. We must take at least 20,000 Afghans in addition to our annual humanitarian intake, and those currently here on temporary visas must also be allowed to make Australia their home. The government cannot seriously suggest that these people can be returned to...',\n",
       "  'listurl': '/debates/?id=2021-09-01.48.1&amp;s=speaker%3A10734#g48.2',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Statements by Members: Afghanistan'}},\n",
       " {'gid': '2021-08-31.83.1',\n",
       "  'hdate': '2021-08-31',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '774871',\n",
       "  'subsection_id': '774872',\n",
       "  'relevance': 77,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '182',\n",
       "  'body': \"[by video link] We need a federal anti-corruption commission and we need it now. The Prime Minister promised about three years ago&#8212;a thousand days ago&#8212;that there was going to be one and there still isn't. Why? What has this government got to hide? Rort after rort, scandal after scandal from this government and it looks as if the government is just running a protection racket. I...\",\n",
       "  'listurl': '/debates/?id=2021-08-31.80.2&amp;s=speaker%3A10734#g83.1',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Motions: Federal Integrity Commission'}},\n",
       " {'gid': '2021-08-30.117.1',\n",
       "  'hdate': '2021-08-30',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '774504',\n",
       "  'subsection_id': '774505',\n",
       "  'relevance': 49,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '240',\n",
       "  'body': \"[by video link] I'm pleased that the government has brought this bill to the House, it having passed through the Senate, because it will close a loophole that was getting in the way of people telling their stories&#8212;stories about abuse and neglect&#8212;to the disability royal commission, for fear that what they told the royal commission might not be kept confidential. Many people had a...\",\n",
       "  'listurl': '/debates/?id=2021-08-30.114.2&amp;s=speaker%3A10734#g117.1',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Bills: Royal Commissions Amendment (Protection of Information) Bill 2021; Second Reading'}},\n",
       " {'gid': '2021-08-30.52.2',\n",
       "  'hdate': '2021-08-30',\n",
       "  'htype': '12',\n",
       "  'major': '1',\n",
       "  'section_id': '774343',\n",
       "  'subsection_id': '774364',\n",
       "  'relevance': 83,\n",
       "  'speaker_id': '600',\n",
       "  'hpos': '94',\n",
       "  'body': \"[by video link] The world's scientists have told us again recently that the climate crisis is at code red, and there's simply no room for any new coal, oil or gas. So how did the Liberal and Labor parties respond? In the Senate, Labor voted with the Liberals to give big gas corporations $50 million of public money to open up a new project and frack for gas in the Northern Territory. What's...\",\n",
       "  'listurl': '/debates/?id=2021-08-30.52.1&amp;s=speaker%3A10734#g52.2',\n",
       "  'speaker': {'member_id': '600',\n",
       "   'title': '',\n",
       "   'first_name': 'Adam',\n",
       "   'last_name': 'Bandt',\n",
       "   'house': '1',\n",
       "   'constituency': 'Melbourne',\n",
       "   'party': 'Australian Greens',\n",
       "   'person_id': '10734',\n",
       "   'url': '/mp/?m=600'},\n",
       "  'parent': {'body': 'Statements by Members: Climate Change'}}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the rows\n",
    "hansard_bandt['rows']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to retrieve the debates/speeches from each of the politicians. From having printed the information above, we can see that the data we want to extract is in 'rows', and more specifically under a key called 'body'. This does not have the whole speech, but only the **first 400 characters** or so. The entire speech can be found by following the link in the 'listurl', after prepreding it with the base url. This will however lead us to a website with the speech and therefore the text would have to be scraped. \n",
    "\n",
    "**NOTE:** You can learn how to scrape webpages with this related notebook: https://github.com/Australian-Text-Analytics-Platform/web-scraping\n",
    "\n",
    "We want to extract all the snippets from speeches for each parliamentarian and store them as a separate object. To do this, we need to iterate through the files and copy the text sections to the new object which is a **list**. As before, we inspect the output to make sure everything has gone to plan. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<b>List Comprehension</b> \n",
    "\n",
    "List comprehension is a more compact way of iterating over a sequence of items to create a new list. This mechanism is used to create more readable concise code, which can replace lengthy for-loops.\n",
    "\n",
    "Learn more about it here: https://docs.python.org/3/tutorial/datastructures.html#list-comprehensions\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"Finally, after eight years, a piece of legislation that might actually do something good for renewables. Why did it take eight years? Could it be because the energy minister, who's in charge of this legislation—;but doesn't have the courage to come and sit here at the dispatch box, so he leaves it up to his junior to come in to fly the flag—;earned his political stripes campaigning...\",\n",
       " \"I rise today to express my and the Greens's strong support for the two requests in the 'Noise pollution from Brisbane Airport's flight path' petition that tabled in this place in October. The 2,455 signatories had two reasonable requests: 1. Amend the Air Services Act 1995 to free Airservices Australia from its regulatory capture by the aviation industry and ensure it protects the human and...\",\n",
       " 'I rise to make a few short comments on the Territories Stolen Generations Redress Scheme (Facilitation) Bill 2021. When the bill proceeds to the Senate, this matter will be taken up further by our First Nations spokesperson, Senator Lydia Thorpe. In making these comments today I begin by acknowledging the traditional owners of the country on which we are meeting today here in Canberra, the...',\n",
       " \"My question is to the Prime Minister. The Glasgow summit is demanding the whole world lift its 2030 climate targets before it's too late to stop runaway global warming. You boast of meeting and beating your 2030 goals, but it's easy to beat a terrible target set by Tony Abbott. The US has lifted their 2030 targets. The UK has too, with a 68 per cent cut. Prime Minister, why won't you meet and...\",\n",
       " 'After a fake stand-off, the Liberals and Nationals have struck a terrible deal that will do nothing to stop the climate crisis, baking-in 2030 targets that will cook our kids while mining and burning more coal and gas. Australia is being run by an accountant in a cowboy hat and a coal hugger in a cap, neither of whom want to take the action the science demands, the action that will guarantee...']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Save the snippets of the debates in appropriately named variables using list comprehension\n",
    "bandt_snippets = [snippet['body'].replace('&#8212', '—') for snippet in hansard_bandt['rows'] if 'body' in snippet]\n",
    "allen_snippets = [snippet['body'].replace('&#8212', '—') for snippet in hansard_allen['rows'] if 'body' in snippet]\n",
    "\n",
    "# Print the first 5 in the list\n",
    "bandt_snippets[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-success\">\n",
    "<b>Try it Yourself:</b> \n",
    "    \n",
    "To see if you understand how the snippets above were saved as lists (bandt_snippets and allen_snippets) using list comprehension, try to recode these lines as a for-loop. Here are some hints:\n",
    "<ul>    \n",
    "    <li> Before starting your \"for-loop\" make sure you iniatialise your variables as empty lists, for example: </li>\n",
    "        <ul>\n",
    "        <li> bandt_snippets = list() </li>\n",
    "        <li> allen_snippets = list() </li>\n",
    "        </ul>\n",
    "    <li> Start your \"for-loop\" with the following:</li>\n",
    "    <ul>\n",
    "        <li> for snippet in \"hansard_bandt['rows']\" </li>\n",
    "    </ul>\n",
    "    <li> When you print \"bandt_snippets[:5]\" above, you should get the same results </li>\n",
    "</ul>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have just done some basic **data wrangling** - reshaping data so that it is in a format suitable for our purposes. Notice that this process is quite straightforward when the data is in a structured format like json. But you can gain this advantage even using a format like **comma separated values (csv)** files. If the different elements in data are distinguished somehow, and if the same data elements consistently turn up in the same place (e.g. the 4th cell of each row in a table), then wrnagling the data should not be too hard. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting the Word Count\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**What is a word?**\n",
    "\n",
    "It is difficult to define *word* as an entity. To get a sense of the problem, how would you answer the following question:\n",
    "\n",
    "*How many words are there in the sentence 'The cat sat on the mat'?*\n",
    "\n",
    "There are two reasonable answers to this question. One answer is that there are six words; that is there are six strings of letters which are set off from each other. The other answer is that there are five words; that is there five strings of letters and one of them (*the*) occurs twice.\n",
    "\n",
    "This distinction is standardly made using the terms *types* and *tokens*. The sentence has five types and six tokens, two of which are tokens of the same type.\n",
    "\n",
    "There is a further distinction which we can make, which we can approach by considering another question:\n",
    "\n",
    "*Are 'dog' and dogs' the same word?*\n",
    "\n",
    "We have an intuition that they are the same word in some sense, as are, for example, *eat, eats, eating* and *ate*. The more abstract idea of a word which we are using here is referred to by various terms, but we will talk about **lemmas**.\n",
    "\n",
    "In what follows, we will be counting the number of tokens of various lemmas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are already tools that do words counts based on a list of words of interest, for example the [AntWordProfiler](https://www.laurenceanthony.net/software/antwordprofiler/). However, this tool relies on the user listing all the exact surface word forms. For instance, if you were interested in the word 'look', then this tool would only find the exact match 'look' and not all the morphological forms such as 'looked', 'looking', or 'looks'. We can employ lemmatisers, such as the spaCy lemmatiser, to normalise the word form. You can learn more about lemmatisation and how it's different to stemming in this page: https://nlp.stanford.edu/IR-book/html/htmledition/stemming-and-lemmatization-1.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "<b>Tools:</b> \n",
    "    \n",
    "- spaCy\n",
    "    - for text cleaning and normalisation\n",
    "- matplotlib\n",
    "    - for rendering a bar chart\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package wordnet to /scratch/nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n",
      "[nltk_data] Downloading package punkt to /scratch/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package stopwords to /scratch/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "# Import the spaCy library\n",
    "#import spacy\n",
    "# Import the library to plot graphs but refer to it throughout the notebook as 'plt' for short\n",
    "import matplotlib.pyplot as plt\n",
    "import nltk\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "wnl = WordNetLemmatizer()\n",
    "nltk.download('wordnet')\n",
    "nltk.download('punkt')\n",
    "nltk.download('stopwords')\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize\n",
    "\n",
    "stop_words = set(stopwords.words('english')) \n",
    "\n",
    "# load the English model\n",
    "#nlp = spacy.load(\"en_core_web_sm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<b>Loading a spaCy Model</b> \n",
    "\n",
    "Allows us to pos tag, parse, and it's all trainable/modifiable, and oh so many languages, blah blah: https://spacy.io/usage/models\n",
    "\n",
    "Helps normalise text (eg lemmatisation, case folding)    \n",
    "    \n",
    "The 20 most frequent words in the British National Corpus are *the, of, and, a, in, to, it, is, was, to, i, for, you, he, be, with, on, that, by* and *at* These are all function words, and in many cases, such words are not of interest. We can apply a **stoplist** to our data, which means that these words (and some others) will be excluded from the analysis. \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Turn the list of snippets into a single chunk of text\n",
    "all_bandt = ' '.join(bandt_snippets)\n",
    "all_allen = ' '.join(allen_snippets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# List POS tags which we will omit: punctuation, symbols, numbers\n",
    "omit_pos = ['PUNCT', 'SYM', 'NUM', 'X']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['finally', 'eight', 'year', 'piece', 'legislation', 'might', 'actually', 'something', 'good', 'renewables', 'take', 'eight', 'year', 'could', 'energy', 'minister', 'charge', 'courage', 'come', 'sit']\n",
      "['week', 'prime', 'minister', 'set', 'plan', 'net', 'zero', 'future', 'immensely', 'proud', 'momentous', 'occasion', 'australia', 'history', 'australia', 'agreed', 'achieve', 'net', 'zero', 'emission']\n"
     ]
    }
   ],
   "source": [
    "# Turn the tokens in the texts into normalised (lemmatised) forms\n",
    "#tokens_bandt = [token.lemma_.lower() for token in nlp(all_bandt) if not token.is_stop and token.pos_ not in omit_pos]\n",
    "#tokens_allen = [token.lemma_.lower() for token in nlp(all_allen) if not token.is_stop and token.pos_ not in omit_pos]\n",
    "tokens_bandt = word_tokenize(all_bandt)\n",
    "tokens_bandt= [word.lower() for word in tokens_bandt if word.isalnum()]\n",
    "tokens_bandt = [w for w in tokens_bandt if not w in stop_words]\n",
    "tokens_bandt = [wnl.lemmatize(w) for w in tokens_bandt]\n",
    "print(tokens_bandt[0:20])\n",
    "\n",
    "tokens_allen = word_tokenize(all_allen)\n",
    "tokens_allen= [word.lower() for word in tokens_allen if word.isalnum()]\n",
    "tokens_allen = [w for w in tokens_allen if not w in stop_words]\n",
    "tokens_allen = [wnl.lemmatize(w) for w in tokens_allen]\n",
    "print(tokens_allen[0:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make the token lemmas into lists\n",
    "all_words_bandt = list(set(tokens_bandt))\n",
    "all_words_allen = list(set(tokens_allen))\n",
    "\n",
    "# This is an ad hoc stoplist - these words are very common in this text for both parliamentarians\n",
    "omit_words = ['australia', 'australian', 'australians', 'minister', 'bill', 'government']\n",
    "\n",
    "# Count the occurrences of each lemma\n",
    "count_bandt = [(w, tokens_bandt.count(w)) for w in all_words_bandt if w not in omit_words]\n",
    "count_allen = [(w, tokens_allen.count(w)) for w in all_words_allen if w not in omit_words]\n",
    "\n",
    "# Order the lemma counts from most frequent\n",
    "count_bandt.sort(key=lambda x: x[1], reverse=True)\n",
    "count_allen.sort(key=lambda x: x[1], reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the top 20 lemmas and their frequencies for each parliamentarian\n",
    "x_bandt = [key[0] for key in count_bandt[:20]]\n",
    "y_bandt = [value[1] for value in count_bandt[:20]]\n",
    "\n",
    "x_allen = [key[0] for key in count_allen[:20]]\n",
    "y_allen = [value[1] for value in count_allen[:20]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the results\n",
    "plt.bar(range(len(x_bandt)), y_bandt, align='center')\n",
    "plt.xticks(range(len(x_bandt)), x_bandt)\n",
    "plt.xticks(rotation=70)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(len(x_allen)), y_allen, align='center')\n",
    "plt.xticks(range(len(x_allen)), x_allen)\n",
    "plt.xticks(rotation=70)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-success\">\n",
    "<b>Try it Yourself:</b> \n",
    "    \n",
    "The graphs above show the top 20 words spoken by each politician in the snippets. Try changing this to the top 10 words or the top 30.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bonus Material: How Many Documents?\n",
    "\n",
    "A word may appear many times in the document collection because it's mentioned all throughout the collection or perhaps because it's mentioned many times in the the one document.\n",
    "\n",
    "In the following code we uncover the extent of spread of these top words over the document collection.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's see if these words are talked about throughout the collection of snippets retrieved in OpenAustralia\n",
    "\n",
    "# Save the documents (which are actually webpages) in a list\n",
    "# These correspond to bandt_snippets and allen_snippets, \n",
    "# i.e. bandt_docs[n] specifies the website for the speech bandt_snippets[n]\n",
    "bandt_docs = [snippet['gid'] for snippet in hansard_bandt['rows'] if 'body' in snippet]\n",
    "allen_docs = [snippet['gid'] for snippet in hansard_allen['rows'] if 'body' in snippet]\n",
    "\n",
    "# We have an issue: we don't have a set of normalised documents according to their snippets\n",
    "# That is, bandt_snippets and allen_snippets are the raw texts\n",
    "# Let's clean the documents again, but this time we will keep the snippets separate, and we won't\n",
    "# save them as one big collection, like we did for tokens_bandt and tokens_allen. These are a list of \n",
    "# tokens in the whole document collection.\n",
    "\n",
    "# Let's start by defining a function that normalises the text in the snippets \n",
    "def normalise_text(text):\n",
    "    # These are already defined outside of this function and we are using them inside our function\n",
    "    # nlp = spacy.load(\"en_core_web_sm\")\n",
    "    # omit_pos = ['PUNCT', 'SYM', 'NUM', 'X']\n",
    "    # omit_words = ['australia', 'australian', 'australians', 'minister', 'bill', 'government']\n",
    "    out = list()\n",
    "    for token in nlp(text):\n",
    "        if not token.is_stop and token.pos_ not in omit_pos:\n",
    "            out.append(token.lemma_.lower())\n",
    "    return out\n",
    "\n",
    "# The variables x_bandt and x_allen hold the top 20 words spoken by each individual\n",
    "# Let's save the results in bandt_words_in_docs and allen_words_in_docs\n",
    "bandt_words_in_docs = list()\n",
    "allen_words_in_docs = list()\n",
    "\n",
    "for word in x_bandt:\n",
    "    my_count = 0\n",
    "    for n in range(len(bandt_snippets)):\n",
    "        if word in normalise_text(bandt_snippets[n]):\n",
    "            my_count += 1\n",
    "    bandt_words_in_docs.append((word, my_count))\n",
    "\n",
    "\n",
    "for word in x_allen:\n",
    "    my_count = 0\n",
    "    for n in range(len(allen_snippets)):\n",
    "        if word in normalise_text(allen_snippets[n]):\n",
    "            my_count += 1\n",
    "    allen_words_in_docs.append((word, my_count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "average_bandt = [(count_bandt[c][0],count_bandt[c][1]/bandt_words_in_docs[c][1]) for c in range(20)]    \n",
    "average_allen = [(count_allen[c][0],count_allen[c][1]/allen_words_in_docs[c][1]) for c in range(20)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_docs = [value[1] for value in bandt_words_in_docs[:20]]\n",
    "y_avg = [value[1] for value in average_bandt[:20]]\n",
    " \n",
    "plt.bar(x_bandt, y_docs, 0.4, label = 'docs')\n",
    "plt.bar(x_bandt, y_avg, 0.4, label = 'avg')\n",
    "  \n",
    "plt.xticks(range(len(x_bandt)), x_bandt)\n",
    "plt.xticks(rotation=70)\n",
    "plt.xlabel(\"Words\")\n",
    "plt.ylabel(\"Num Docs / Avg Count\")\n",
    "plt.title(\"Average Word Count per Document\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_docs = [value[1] for value in allen_words_in_docs[:20]]\n",
    "y_avg = [value[1] for value in average_allen[:20]]\n",
    " \n",
    "plt.bar(x_allen, y_docs, 0.4, label = 'docs')\n",
    "plt.bar(x_allen, y_avg, 0.4, label = 'avg')\n",
    "  \n",
    "plt.xticks(range(len(x_allen)), x_allen)\n",
    "plt.xticks(rotation=70)\n",
    "plt.xlabel(\"Words\")\n",
    "plt.ylabel(\"Num Docs / Avg Count\")\n",
    "plt.title(\"Average Word Count per Document\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-success\">\n",
    "<b>You Can Extend this Notebook</b> \n",
    "\n",
    "<ul>\n",
    "\n",
    "\n",
    "<li>This notebook only examined the snippets from 2 particular politicians. You can try rerunning the code using different politicians. </li>\n",
    "<li>Rather than analysing only speech snippet, you can get the whole speech by learning how to scrape webpages with this related notebook: https://github.com/Australian-Text-Analytics-Platform/web-scraping</li>\n",
    "</ul>\n",
    "\n",
    "</div>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}