talkmap.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Leaflet cluster map of talk locations\n",
    "\n",
    "Run this from the _talks/ directory, which contains .md files of all your talks. This scrapes the location YAML field from each .md file, geolocates it with geopy/Nominatim, and uses the getorg library to output data, HTML, and Javascript for a standalone cluster map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: getorg in /home/staeiou/conda/lib/python3.5/site-packages\n",
      "Collecting python-frontmatter\n",
      "  Downloading https://files.pythonhosted.org/packages/af/d0/187b76788777105d82aae97fa9c20cca18508c948eb43807855818c6f020/python-frontmatter-0.4.2.tar.gz\n",
      "Requirement already satisfied: pygithub in /home/staeiou/conda/lib/python3.5/site-packages (from getorg)\n",
      "Requirement already satisfied: retrying in /home/staeiou/conda/lib/python3.5/site-packages (from getorg)\n",
      "Requirement already satisfied: geopy in /home/staeiou/conda/lib/python3.5/site-packages (from getorg)\n",
      "Requirement already satisfied: PyYAML in /home/staeiou/conda/lib/python3.5/site-packages (from python-frontmatter)\n",
      "Requirement already satisfied: six in /home/staeiou/conda/lib/python3.5/site-packages (from python-frontmatter)\n",
      "Requirement already satisfied: pyjwt in /home/staeiou/conda/lib/python3.5/site-packages (from pygithub->getorg)\n",
      "Building wheels for collected packages: python-frontmatter\n",
      "  Running setup.py bdist_wheel for python-frontmatter ... \u001b[?25ldone\n",
      "\u001b[?25h  Stored in directory: /home/staeiou/.cache/pip/wheels/f3/80/15/1ca9f999164f756f98f72efa11400d84f0dd6192a209267b6c\n",
      "Successfully built python-frontmatter\n",
      "Installing collected packages: python-frontmatter\n",
      "Successfully installed python-frontmatter-0.4.2\n",
      "\u001b[33mYou are using pip version 9.0.1, however version 10.0.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install getorg python-frontmatter\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import getorg\n",
    "from geopy import Nominatim\n",
    "import frontmatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "g = glob.glob(\"_talks/*.md\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "geocoder = Nominatim()\n",
    "location_dict = {}\n",
    "location = \"\"\n",
    "permalink = \"\"\n",
    "title = \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'collection': 'talks',\n",
       " 'content': \"<a href='http://trace-ethnography.github.io'>Link to more information</a>\",\n",
       " 'date': datetime.date(2015, 3, 24),\n",
       " 'location': 'Newport Beach, CA',\n",
       " 'permalink': '/talks/2015-03-24-iconf-trace-ethno',\n",
       " 'title': 'Trace Ethnography Workshop',\n",
       " 'type': 'Workshop presentation',\n",
       " 'venue': 'ISchools Conference'}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = frontmatter.load(file)\n",
    "a.to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Newport Beach, California | ISchools Conference | Trace Ethnography Workshop \n",
      " Newport Beach, California \n",
      " Newport Beach, Orange County, California, United States of America \n",
      "\n",
      "\n",
      "Astoria, New York | Theorizing the Web | “What the hack?” Hacking culture and discourse in data science pedagogy (with Brittany Fiore-Gartland) \n",
      " Astoria, New York \n",
      " Astoria, Queens County, NYC, New York, 10029, United States of America \n",
      "\n",
      "\n",
      "Washington, DC | Annual Conference on Science and Technology in Society | Working With/in Wikipedia: Infrastructures of Knowing and Knowledge Production \n",
      " Washington, DC \n",
      " Washington, District of Columbia, United States of America \n",
      "\n",
      "\n",
      "Fukuoka, Japan | Algorithms, Automation, and Politics workshop | Algorithms as agents of gatekeeping, governance, and articulation work in Wikipedia \n",
      " Fukuoka, Japan \n",
      " 福岡県, 九州地方, 日本 \n",
      "\n",
      "\n",
      "Hong Kong | International Symposium on Wikis and Open Collaboration (WikiSym 2012) | When the Levee Breaks: Without Bots, What Happens to Wikipedia’s Quality Control Processes? (with Aaron Halfaker) \n",
      " Hong Kong \n",
      " 香港 Hong Kong, 中西區 Central and Western District, 香港島 Hong Kong Island, HK, PACIFIC PLACE, 中国 \n",
      "\n",
      "\n",
      "New York, NY | Theorizing the Web | Values Where? Interrogating Client-Side Scripting as a Design Process \n",
      " New York, NY \n",
      " ny, Suffolk County, New York, United States of America \n",
      "\n",
      "\n",
      "Albany, California | Bay Area Science Festival | The Humanity of Artificial Intelligence \n",
      " Albany, California \n",
      " Albany, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Copenhagen, Denmark | IT University of Copenhagen, ETHOSlab | Computational Ethnography and the Ethnography of Computation: The Case for Context \n",
      " Copenhagen, Denmark \n",
      " København, Københavns Kommune, Region Hovedstaden, 1357, Danmark \n",
      "\n",
      "\n",
      "Fukuoka, Japan | Big Data: Critiques and Alternatives workshop | Successor Systems: Lessons for Big Data From Feminist Epistemology and Activism \n",
      " Fukuoka, Japan \n",
      " 福岡県, 九州地方, 日本 \n",
      "\n",
      "\n",
      "Barcelona, Spain | Annual Meeting of the Society for the Social Study of Science (4S) | “The Wisdom of Bots:” An ethnographic study of the delegation of governance work to information infrastructures in Wikipedia \n",
      " Barcelona, Spain \n",
      " Barcelona, BCN, CAT, España \n",
      "\n",
      "\n",
      "Dublin, Ireland | International Conference on Weblogs and Social Media (ICWSM) | Defense Mechanism or Socialization Tactic? Improving Wikipedia’s Notifications to Rejected Contributors \n",
      " Dublin, Ireland \n",
      " Dublin, County Dublin, Leinster, Ireland \n",
      "\n",
      "\n",
      "Denver, CO | Annual Meeting of the Society for the Social Study of Science (4S) | The Bot Multiple: Unpacking the Materialities of Automated Software Agents \n",
      " Denver, CO \n",
      " Denver, Denver County, Colorado, United States of America \n",
      "\n",
      "\n",
      "San Francisco, California | Wikipedia 15th Anniversary Birthday Bash | Why bots are my favorite contribution to Wikipedia \n",
      " San Francisco, California \n",
      " California, San Francisco, El Carmen, Norte de Santander, Colombia \n",
      "\n",
      "\n",
      "Amsterdam, the Netherlands | Critical Point of View: Wikipedia and the Politics of Open Knowledge | Bot Politics: How is Automation Changing the Wikipedian Society?  Critical Point of View II \n",
      " Amsterdam, the Netherlands \n",
      " Amsterdam, Centrum, Amsterdam, Noord-Holland, Nederland \n",
      "\n",
      "\n",
      "New York, NY |  the Second Annual Media Sociology Forum | Trace Ethnography: An ANT Method for the Study of Sociotechnical Networks \n",
      " New York, NY \n",
      " ny, Suffolk County, New York, United States of America \n",
      "\n",
      "\n",
      "Manchester, United Kingdom | University of Manchester, Data Science Institute | The Human Contexts of Data: Infrastructures, Institutions, and Interpretations \n",
      " Manchester, United Kingdom \n",
      " Manchester, Greater Manchester, North West England, England, UK \n",
      "\n",
      "\n",
      "College Park, Maryland | College of Information Studies, University of Maryland at College Park | Computational Ethnography and the Ethnography of Computation: The Case for Context \n",
      " College Park, Maryland \n",
      " College Park, Prince George's County, Maryland, United States of America \n",
      "\n",
      "\n",
      "Vancouver, BC | CSCW Workshop on Feminism and Feminist Approaches in Social Computing | Situated knowledges and successor systems: developing CSCW systems to enact ideological critiques \n",
      " Vancouver, BC \n",
      " Vancouver, Metro Vancouver, British Columbia, Canada \n",
      "\n",
      "\n",
      "Seattle, WA | Annual Meeting of the International Communication Association (ICA) | Data­-Driven Data Research Using Data and Databases: A Practical Critique of Methods and Approaches in “Big Data” Studies \n",
      " Seattle, WA \n",
      " Seattle, King County, Washington, United States of America \n",
      "\n",
      "\n",
      "Bangalore, India | Critical Point of View: Wikipedia and the Politics of Open Knowledge | The Wisdom of Bots: A Critique of ‘Self-Organization’ in Wikipedia \n",
      " Bangalore, India \n",
      " Bengaluru, Bangalore Urban, Karnataka, भारत \n",
      "\n",
      "\n",
      "Bangkok, Thailand | Bangkok Scientifique | Size Matters: How Big Data Changes Everything \n",
      " Bangkok, Thailand \n",
      " กรุงเทพมหานคร, ประเทศไทย \n",
      "\n",
      "\n",
      "Cambridge, MA | Media in Transition 6 | Evolving Governance and Media Use in Wikipedia: A Historical Account \n",
      " Cambridge, MA \n",
      " Cambridge, Middlesex County, Massachusetts, United States of America \n",
      "\n",
      "\n",
      "Lihue, Hawaii | Hawaii International Conference on System Sciences | Trace Ethnography: Following Coordination through Documentary Practices \n",
      " Lihue, Hawaii \n",
      " Lihue, Kauai County, Hawaii, 96766, United States of America \n",
      "\n",
      "\n",
      "Berkeley, California |  The 21st Annual BCLT/BTLJ Symposium | Demystifying Algorithmic Processes: The Case of Wikipedia \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Gdansk, Poland | Wikimania 2010 | Academic Researchers in Wikimedia Communities: Ethics, Methods, and Policies \n",
      " Gdansk, Poland \n",
      " Gdańsk, pomorskie, RP \n",
      "\n",
      "\n",
      "Kyoto, Japan | GCOE International Symposium on Informatics Education | Improving Wikipedia’s Notifications to Rejected Contributors \n",
      " Kyoto, Japan \n",
      " 京都市, 京都府, 近畿地方, 日本 \n",
      "\n",
      "\n",
      "Fukuoka, Japan | Communicating with Machines workshop | Administrative Support Bots in Wikipedia: How Automation Can Transform the Affordances of Platforms and the Governance of Communities \n",
      " Fukuoka, Japan \n",
      " 福岡県, 九州地方, 日本 \n",
      "\n",
      "\n",
      "Long Beach, California | Digital Media and Learning (DML) | Machine-Generated Content: Bots and the Governance of Wikipedia \n",
      " Long Beach, California \n",
      " Long Beach, Los Angeles County, California, United States of America \n",
      "\n",
      "\n",
      "Tartu, Estonia | 2017 Annual Meeting of the Association of Internet Researchers | \"But it wouldn’t be an encyclopedia; it would be a wiki\": The changing imagined affordances of wikis, 1995-2002 \n",
      " Tartu, Estonia \n",
      " Tartu, Tartu linn, Tartu maakond, Eesti \n",
      "\n",
      "\n",
      "Berkeley, California | History of Information | Governing the Commons \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Berkeley, California | Social Aspects of Information Systems course | Moderating Online Conversation Spaces \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Davis, California | The Contours of Algorithmic Life | Successor Systems: The Role of Reflexive Algorithms in Enacting Ideological Critique \n",
      " Davis, California \n",
      " Davis, Yolo County, California, United States of America \n",
      "\n",
      "\n",
      "Denver, CO | Annual Meeting of the Association of Internet Researchers (AoIR) | Design by Bot: Power and Resistance in the Development of Automated Software Agents \n",
      " Denver, CO \n",
      " Denver, Denver County, Colorado, United States of America \n",
      "\n",
      "\n",
      "Linz, Austria | International Symposium on Wikis and Open Collaboration (WikiSym 2012) | What Aren’t We Measuring?  Methods for Quantifying Wiki-Work. \n",
      " Linz, Austria \n",
      " Linz, Oberösterreich, 4010, Österreich \n",
      "\n",
      "\n",
      "Brooklyn, New York | Theorizing the Web | Successor Systems: Enacting Ideological Critique Through the Development of Software \n",
      " Brooklyn, New York \n",
      " Brooklyn, Cattaraugus County, New York, 14729, United States of America \n",
      "\n",
      "\n",
      "Berkeley, California | Robots and New Media | Robotic Ethics and Opportunities \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Pittsburgh, PA | Human Computation Conference (HCOMP), Citizen-X Workshop | Defining, Designing, and Evaluating Civic Values in Human Computation and Collective Action Systems (with Nathan Matias) \n",
      " Pittsburgh, PA \n",
      " PGH, Allegheny County, Pennsylvania, United States of America \n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Berkeley, California | Crowdsourcing and the Academy Symposium | Crowdsourcing: Theoretical Considerations \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "College Station, TX | Exploring New Media Worlds | A Communicative Ethnography of Argumentative Strategies in a Wikipedian Content Dispute \n",
      " College Station, TX \n",
      " College Station, Brazos County, Texas, United States of America \n",
      "\n",
      "\n",
      "San Juan, Puerto Rico | Annual Meeting of the International Communication Association (ICA) | But it Wouldn’t Be an Encyclopedia; It Would Be a Wiki: Wikipedia and the Repurposing of WikiWikiWeb \n",
      " San Juan, Puerto Rico \n",
      " San Juan, Puerto Rico, United States of America \n",
      "\n",
      "\n",
      "San Antonio, TX | Conference on Computer Supported Cooperative Work | Using Edit Sessions to Measure Participation in Wikipedia (with Aaron Halfaker) \n",
      " San Antonio, TX \n",
      " San Antonio, Bexar County, Texas, United States of America \n",
      "\n",
      "\n",
      "San Diego, California | Annual Meeting of the Society for the Social Study of Science (4S) | Hadoop as Grounded Theory: Is an STS Approach to Big Data Possible?  the 2013 Annual Meeting of the Society for the Social Study of Science 4S \n",
      " San Diego, California \n",
      " San Diego, San Diego County, California, United States of America \n",
      "\n",
      "\n",
      "Buenos Aires, Argentina | Annual Meeting of the Society for the Social Study of Science (4S) | Successor Systems: The Role of Reflexive Algorithms in Enacting Ideological Critique \n",
      " Buenos Aires, Argentina \n",
      " Buenos Aires, Esquel, Departamento Futaleufú, CHB, Argentina \n",
      "\n",
      "\n",
      "Chapel Hill, North Carolina | School of Information and Library Science, University of North Carolina at Chapel Hill | Computational Ethnography and the Ethnography of Computation: The Case for Context \n",
      " Chapel Hill, North Carolina \n",
      " Chapel Hill, Orange County, North Carolina, United States of America \n",
      "\n",
      "\n",
      "Arlington, Virginia | Annual Meeting of the Society for the Social Study of Science (4S) | Where Are the Missing Wikipedians? The Sociology of a Bot \n",
      " Arlington, Virginia \n",
      " Arlington, Arlington County, Virginia, United States of America \n",
      "\n",
      "\n",
      "Vancouver, BC | CSCW Workshop on Ethics for Studying Sociotechnical Systems in a Big Data World | Does Facebook Have Civil Servants? On Governmentality and Computational Social Science \n",
      " Vancouver, BC \n",
      " Vancouver, Metro Vancouver, British Columbia, Canada \n",
      "\n",
      "\n",
      "Austin, Texas | Conference on Human Factors in Computing (CHI) | Black-boxing the user: internet protocol over xylophone players (IPoXP) \n",
      " Austin, Texas \n",
      " Austin, Travis County, Texas, United States of America \n",
      "\n",
      "\n",
      "San Antonio, TX | ACM Conference on Computer-Supported Cooperative Work (CSCW) | Community, Impact, and Credit: Where Do I Submit My Papers? \n",
      " San Antonio, TX \n",
      " San Antonio, Bexar County, Texas, United States of America \n",
      "\n",
      "\n",
      "Phoenix, AZ | Annual Meeting of the Association of Internet Researchers (AoIR) | Bot-Based Collective Blocklists in Twitter: The Counterpublic Moderation of a Privately-Owned Networked Public Space \n",
      " Phoenix, AZ \n",
      " Phoenix, Maricopa County, Arizona, United States of America \n",
      "\n",
      "\n",
      "Cambridge, MA | Berkman Center for Internet and Society | Supporting Change from Outside Systems with Design and Data \n",
      " Cambridge, MA \n",
      " Cambridge, Middlesex County, Massachusetts, United States of America \n",
      "\n",
      "\n",
      "Berkeley, California | Berkeley Institute for Data Science | Computational Ethnography and the Ethnography of Computation \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Berkeley, California | UC-Berkeley: Human Contexts and Ethics of Data course | Publics: Witnessing and Measuring \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Evanston, IL | Infosocial | Trace literacy: a framework for holistically conceptualizing newcomer socialization in socio-technical systems \n",
      " Evanston, IL \n",
      " Evanston, Cook County, Illinois, United States of America \n",
      "\n",
      "\n",
      "San Francisco, California | PyData SF | Community Sustainability in Wikipedia: A Review of Research and Initiatives \n",
      " San Francisco, California \n",
      " California, San Francisco, El Carmen, Norte de Santander, Colombia \n",
      "\n",
      "\n",
      "Seattle, WA | Annual Meeting of the International Communication Association (ICA) | Big Data is Bullshit': Scoping the Next 5 Years of Digital Data Research \n",
      " Seattle, WA \n",
      " Seattle, King County, Washington, United States of America \n",
      "\n",
      "\n",
      "Astoria, New York | Theorizing the Web | Moderating harassment in Twitter with blockbots: a counterpublic and algorithmic strategy \n",
      " Astoria, New York \n",
      " Astoria, Queens County, NYC, New York, 10029, United States of America \n",
      "\n",
      "\n",
      "Berkeley, California | Social Aspects of Information Systems course | Actor-Network Theory \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Mānoa, Hawaiʻi | Open Science Symposium, Department of Second Language Studies, University of Hawaiʻi at Mānoa | Key Values: What We Talk About When We Talk About 'Open Science' \n",
      " Mānoa, Hawaiʻi \n",
      " Manoa, Honolulu, Honolulu County, Hawaii, 96822, United States of America \n",
      "\n",
      "\n",
      "Boston, Massachusetts | 2017 Annual Meeting of the Society for the Social Studies of Science (4S) | Autoethnographic Methods for Studying Data-Driven Knowledge Production \n",
      " Boston, Massachusetts \n",
      " Boston, Suffolk County, Massachusetts, United States of America \n",
      "\n",
      "\n",
      "Daegu, South Korea | Annual Meeting of the Association of Internet Researchers (AoIR) | Successor Systems: The Role of Reflexive Algorithms in Enacting Ideological Critique \n",
      " Daegu, South Korea \n",
      " 대구, 대한민국 \n",
      "\n",
      "\n",
      "San Diego, California | University of California at San Diego, The Design Lab | The Human Contexts of Computationa and Data: Infrastructures, Institutions, and Interpretations \n",
      " San Diego, California \n",
      " San Diego, San Diego County, California, United States of America \n",
      "\n",
      "\n",
      "Mountain View, California | International Symposium on Wikis and Open Collaboration | Participation in Wikipedia’s Article Deletion Processes (with Heather Ford) \n",
      " Mountain View, California \n",
      " Mountain View, Santa Clara County, California, United States of America \n",
      "\n",
      "\n",
      "Austin, Texas | Conference on Human Factors in Computing (CHI) | Hunting for Fail Whales: Lessons from Deviance and Failure in Social Computing \n",
      " Austin, Texas \n",
      " Austin, Travis County, Texas, United States of America \n",
      "\n",
      "\n",
      "Berkeley, California | Social Aspects of Information Systems course | Peer Production and Wikipedia \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Berkeley, California | UC-Berkeley Department of Statistics: Reproducible and Collaborative Data Science | Are the bots really fighting? Behind the scenes of a reproducible replication \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Nancy, France | 2018 European Conference on Computer-Supported Cooperative Work | The Types, Roles, and Practices of Documentation in Data Analytics Open Source Software Libraries: A Collaborative Ethnography of Documentation Work \n",
      " Nancy, France \n",
      " Nancy, Meurthe-et-Moselle, Grand Est, France métropolitaine, 54000, France \n",
      "\n",
      "\n",
      "Cleveland, OH | Annual Meeting of the Society for the Social Study of Science (4S) | User-Generated Platforms in Wikipedian Governance \n",
      " Cleveland, OH \n",
      " Cleveland, Cuyahoga County, Ohio, United States of America \n",
      "\n",
      "\n",
      "Fukuoka, Japan | Annual Meeting of the International Communication Association (ICA) | Drowning in Data: Industry and Academic Approaches to Mixed Methods in “Holistic” Big Data Studies \n",
      " Fukuoka, Japan \n",
      " 福岡県, 九州地方, 日本 \n",
      "\n",
      "\n",
      "Alexandria, Egypt | Annual Wikimedia Conference (Wikimania) | Conceptions and Misconceptions Academics Hold About Wikipedia \n",
      " Alexandria, Egypt \n",
      " الإسكندرية, 21519, مصر \n",
      "\n",
      "\n",
      "Orlando, Florida | International Symposium on Wikis and Open Collaboration | The Social Roles of Bots and Assisted Editing Tools \n",
      " Orlando, Florida \n",
      " Orlando, Orange County, Florida, United States of America \n",
      "\n",
      "\n",
      "Cleveland, OH | Annual Meeting of the Society for the Social Study of Science (4S) | ’The Internet is Here’: The Virtuality of ‘On-line Communities in Physical Spaces \n",
      " Cleveland, OH \n",
      " Cleveland, Cuyahoga County, Ohio, United States of America \n",
      "\n",
      "\n",
      "Mānoa, Hawaiʻi | Open Science Symposium, Department of Second Language Studies, University of Hawaiʻi at Mānoa | Are the bots really fighting? Behind the scenes of an open and reproducible replication study \n",
      " Mānoa, Hawaiʻi \n",
      " Manoa, Honolulu, Honolulu County, Hawaii, 96822, United States of America \n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Austin, Texas | SciPy | Governing Open Source Projects at Scale: Lessons from Wikipedia's Growing Pains \n",
      " Austin, Texas \n",
      " Austin, Travis County, Texas, United States of America \n",
      "\n",
      "\n",
      "Berkeley, California | The Hacker Within, BIDS | Scraping Wikipedia Data \n",
      " Berkeley, California \n",
      " Berkeley, Alameda County, California, United States of America \n",
      "\n",
      "\n",
      "Urbana, Illinois | School of Information Sciences, University of Illinois at Urbana-Champaign | Computational Ethnography and the Ethnography of Computation: The Case for Context \n",
      " Urbana, Illinois \n",
      " Urbana, Champaign County, Illinois, United States of America \n",
      "\n",
      "\n",
      "Savannah, Georgia | Conference on Computer Supported Cooperative Work | The Work of Sustaining Order in Wikipedia: The Banning of a Vandal \n",
      " Savannah, Georgia \n",
      " Savannah, Chatham County, Georgia, United States of America \n",
      "\n",
      "\n",
      "Copenhagen, Denmark | Annual Meeting of the Society for the Social Study of Science (4S) | Time to Degree: Examining the Experiences of Graduate Students in the Long-Term Ecological Research Network \n",
      " Copenhagen, Denmark \n",
      " København, Københavns Kommune, Region Hovedstaden, 1357, Danmark \n",
      "\n",
      "\n",
      "New York, NY | First Annual Wikiconference NYC | Algorithmic Governance: The Social Roles of Bots and Assisted Editing Tools \n",
      " New York, NY \n",
      " ny, Suffolk County, New York, United States of America \n",
      "\n",
      "\n",
      "Prague, Czech Republic | 2018 Annual Conference of the International Communication Association | Knowing User Populations at Scale: From the Science of the State to Platform Governmentality \n",
      " Prague, Czech Republic \n",
      " Praha, okres Hlavní město Praha, Hlavní město Praha, Praha, Česko \n",
      "\n",
      "\n",
      "New York, New York | JupyterCon | Jupyter and the Changing Rituals around Computation \n",
      " New York, New York \n",
      " NYC, New York, United States of America \n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for file in g:\n",
    "    data = frontmatter.load(file)\n",
    "    data_dict = data.to_dict()\n",
    "    location = data_dict['location']\n",
    "    if location[-4:] == \", CA\":\n",
    "        location = location[:-3] + \" California\"\n",
    "    \n",
    "    descript_name = location + \" | \" + data_dict['venue'] + \" | \" + data_dict['title']\n",
    "    location_dict[descript_name] = geocoder.geocode(location)\n",
    "    print(descript_name, \"\\n\", location, \"\\n\", location_dict[location], \"\\n\\n\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Written map to talk_map/'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = getorg.orgmap.create_map_obj()\n",
    "getorg.orgmap.output_html_cluster_map(location_dict, folder_name=\"talk_map\", hashed_usernames=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}