{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# World of Julia\n",
    "\n",
    "*First published: 2014-06-30*\n",
    "\n",
    "*Updated: 2016-03-16*\n",
    "\n",
    "*Jiahao Chen, MIT*\n",
    "\n",
    "Have you ever wondered who contributes to Julia? This notebook explores basic facets of the Julia community.\n",
    "\n",
    "(Note: For best results, make sure you have an ImageMagick build with OpenMP support enabled.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, load up a bunch of packages written by the Julia community."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "using Compat\n",
    "using Compose\n",
    "using Gadfly\n",
    "using GitHub\n",
    "using HDF5, JLD\n",
    "using Interact\n",
    "using MetadataTools\n",
    "using JSON\n",
    "using ProgressMeter\n",
    "using Requests\n",
    "using Shapefile\n",
    "using URIParser"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, authenticate a GitHub access token for reading data from GitHub.\n",
    "\n",
    "Substitute your own token by following [these instructions](https://help.github.com/articles/creating-an-access-token-for-command-line-use/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GitHub.OAuth2(171263**********************************)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "auth_token=\"\" #to access Github API\n",
    "my_auth = authenticate(auth_token)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some parts of this notebook take awhile to run because of multiple HTTP requests to various websites. Here we see if data from a previous run were stored, and load it into working memory if it does.\n",
    "\n",
    "The storage format is `JLD`, which is a `HDF5` file with a particular way to describe arbitrary Julia types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "try if isfile(\"worldofjulia.jld\")\n",
    "    A = JLD.load(\"worldofjulia.jld\")\n",
    "    locations = A[\"locations\"]\n",
    "    juliastargazers = A[\"juliastargazers\"]\n",
    "    juliawatchers = A[\"juliawatchers\"]\n",
    "    juliacontributors = A[\"juliacontributors\"]\n",
    "    allcontributors = A[\"allcontributors\"]\n",
    "end end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The main Julia repository\n",
    "\n",
    "Let's start with the main repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "445 contributors found for JuliaLang/julia\n"
     ]
    }
   ],
   "source": [
    "authors=contributors(\"JuliaLang/julia\", auth=my_auth)[1]\n",
    "println(\"$(length(authors)) contributors found for JuliaLang/julia\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## An avatar montage\n",
    "\n",
    "GitHub provides detailed information about user profiles.\n",
    "\n",
    "One fun thing to do is to download everyone's [profile pictures](https://help.github.com/articles/how-do-i-set-up-my-profile-picture/) and turn them into a montage using [ImageMagick](http://www.imagemagick.org).\n",
    "\n",
    "Julia provides a native `download` function, which is convenient but forks an external command such as `curl` or `wget` each time it is run. To download many small files, it is more convient to use `Requests.jl`.\n",
    "\n",
    "`dl` below is a basic working replacement for `download`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dl (generic function with 6 methods)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dl(url::Nullable{URI}, filename, tries = 3) = \n",
    "    if isnull(url)\n",
    "        throw(ArgumentError(\"Cannot dl($url)\"))\n",
    "    else\n",
    "        dl(get(url), filename, tries)\n",
    "    end\n",
    "\n",
    "dl(url, filename, tries=3) = dl(URI(url), filename, tries)\n",
    "\n",
    "#Download data from a given URL to a file.\n",
    "function dl(url::URI, filename, tries = 3)\n",
    "    isfile(filename) && return #Don't overwrite existing files\n",
    "    r = nothing\n",
    "    for i=1:tries\n",
    "        try\n",
    "            r = get(url)\n",
    "            \n",
    "            r.status == 200 && break\n",
    "\n",
    "            if contains(r.headers[\"Content-Type\"], \"text/html\")\n",
    "                display(\"text/html\", r.data)\n",
    "            end\n",
    "            r.status == 302 && break #Redirection\n",
    "        catch e\n",
    "            warn(e)\n",
    "        end\n",
    "        sleep(3)\n",
    "    end\n",
    "    if r!=nothing && r.status == 200\n",
    "        open(filename, \"w\") do f\n",
    "            write(f, r.data)\n",
    "        end\n",
    "    else\n",
    "        warn(\"Could not download $url\\nStatus: $(r.status)\")\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, use `dl` to download the avatars associated with an iterable collection of authors. We also use ImageMagick's `mogrify` command to automatically resize each avatar file to 64x64 pixels.\n",
    "\n",
    "`getavatars` can take awhile, so we use `ProgressMeter.@showprogress` to show a progress bar for the main loop over the `authors`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dict{Any,Any} with 445 entries:\n",
       "  \"agoddard\"        => \"agoddard.png\"\n",
       "  \"davidkh\"         => \"davidkh.png\"\n",
       "  \"cameyo42\"        => \"cameyo42.png\"\n",
       "  \"JeffBezanson\"    => \"JeffBezanson.png\"\n",
       "  \"btracey\"         => \"btracey.png\"\n",
       "  \"rmyorston\"       => \"rmyorston.png\"\n",
       "  \"dancasimiro\"     => \"dancasimiro.png\"\n",
       "  \"schenker\"        => \"schenker.png\"\n",
       "  \"julian-gehring\"  => \"julian-gehring.png\"\n",
       "  \"cicku\"           => \"cicku.png\"\n",
       "  \"catawbasam\"      => \"catawbasam.png\"\n",
       "  \"GunnarFarneback\" => \"GunnarFarneback.png\"\n",
       "  \"autozimu\"        => \"autozimu.png\"\n",
       "  \"goretkin\"        => \"goretkin.png\"\n",
       "  \"doomsplayer\"     => \"doomsplayer.png\"\n",
       "  \"PallHaraldsson\"  => \"PallHaraldsson.png\"\n",
       "  \"garrison\"        => \"garrison.png\"\n",
       "  \"randyzwitch\"     => \"randyzwitch.png\"\n",
       "  \"peterdn\"         => \"peterdn.png\"\n",
       "  \"doowttam\"        => \"doowttam.png\"\n",
       "  \"cbecker\"         => \"cbecker.png\"\n",
       "  \"patrickyevsukov\" => \"patrickyevsukov.png\"\n",
       "  \"jgoldfar\"        => \"jgoldfar.png\"\n",
       "  \"shashi\"          => \"shashi.png\"\n",
       "  \"dcampbell24\"     => \"dcampbell24.png\"\n",
       "  ⋮                 => ⋮"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Download everyone's avatars\n",
    "function getavatars(authors; verbose::Bool=false)\n",
    "    const mogrify = `/usr/local/bin/mogrify`\n",
    "    \n",
    "    avatarfiles = Dict()\n",
    "    @showprogress for author in authors\n",
    "        login = get(author[\"contributor\"].login)\n",
    "        avatarfilename = string(login, \".png\")\n",
    "        if !isfile(avatarfilename)\n",
    "            url = author[\"contributor\"].avatar_url\n",
    "            verbose && info(\"Downloading avatar for $login\")\n",
    "            dl(url, avatarfilename)\n",
    "            run(`$mogrify -resize 64x64 $avatarfilename`)\n",
    "        else\n",
    "            verbose && info(\"Avatar for $login already downloaded\")\n",
    "        end\n",
    "        avatarfiles[login] = avatarfilename\n",
    "    end\n",
    "    avatarfiles\n",
    "end\n",
    "avatarfiles = getavatars(authors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, use [ImageMagick's](http://www.imagemagick.org) `montage` to create a montage of contributors to the main `julia` repository using their GitHub avatars. Each avatar can also be sorted and annotated by the number of commits to the repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "makemontage (generic function with 1 method)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function makemontage(filename, authors, avatarfiles; layout=nothing)\n",
    "    cmd = `montage`\n",
    "    layout==nothing || (cmd = `$cmd -tile $(layout[1])x$(layout[2])`)\n",
    "    σ = sortperm([author[\"contributions\"] for author in authors], rev=true)\n",
    "    for idx in σ\n",
    "        author = authors[idx]\n",
    "        login, contribs = get(author[\"contributor\"].login), author[\"contributions\"]\n",
    "        if !haskey(avatarfiles, login)\n",
    "            warn(\"Skipping user $login: no associated entry in avatarfiles\")\n",
    "            continue\n",
    "        end\n",
    "\n",
    "        avatarfile = avatarfiles[login]\n",
    "        if !isfile(avatarfile)\n",
    "            warn(\"Skipping user $login: no file $avatarfile\")\n",
    "            continue\n",
    "        end\n",
    "        cmd = `$cmd -label \"$login\\n($contribs)\" $avatarfile`\n",
    "    end\n",
    "    cmd = `$cmd -geometry 64x64+16+16 -font Helvetica $filename`\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27,17)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Compute montage layout\n",
    "aspectratio = φ #Golden ratio\n",
    "ntiles=√(length(authors)/aspectratio)\n",
    "ntilesx, ntilesy = ceil(Int, aspectratio*ntiles), ceil(Int, ntiles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cmd = makemontage(\"montage_juliaonly.jpg\", authors, avatarfiles, layout = (ntilesx, ntilesy));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#@time run(cmd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"montage_juliaonly.jpg\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Including Julia packages\n",
    "\n",
    "Julia has a rapidly growing list of [registered packages](http://pkg.julialang.org/) which represent the efforts of yet more developers. We can make another montage of contributors, this time including all package authors also.\n",
    "\n",
    "Use the built-in `Pkg` module to get a list of available packages, then use `MetadataTools.get_pkg` to retrieve all the associated package metadata and retrieve the GitHub owners and repository names using `URIParser.parse_url`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  61%  ETA: 0:00:00"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Skipping non-GitHub repo git://git.colberg.org/OnlineMoments.jl.git\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress: 100% Time: 0:00:01\n"
     ]
    }
   ],
   "source": [
    "#Scan package metadata and get URLs for all registered packages\n",
    "Packages = Any[]\n",
    "@showprogress for pkg in Pkg.available()\n",
    "    url = URIParser.parse_url(get_pkg(pkg).url)\n",
    "    if url.host == \"github.com\"\n",
    "        _, owner, repo = try\n",
    "            split(url.path, '/')\n",
    "        catch exc\n",
    "            println(STDERR, \"Error parsing $(url.path) from $url\")\n",
    "            rethrow(exc)\n",
    "        end\n",
    "        repo = split(repo, \".git\")[1]\n",
    "        push!(Packages, (owner, repo))\n",
    "    else\n",
    "        warn(\"Skipping non-GitHub repo $url\")\n",
    "    end\n",
    "end\n",
    "println(\"$(length(Packages)) packages found.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can query each package's GitHub repository for its corresponding list of contributors and commit counts, merging the contribution counts back into `authors` for a total count across all the repositories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "878 packages found.\n",
      "Progress: 100% Time: 0:06:58\n"
     ]
    }
   ],
   "source": [
    "#Update authors with package contributors\n",
    "#Collates all the contribution counts also\n",
    "function addpkgcounts!(authors, Packages)\n",
    "    @showprogress for (owner, repo) in Packages\n",
    "        thispkg_contributors = try\n",
    "            contributors(owner*\"/\"*repo, auth=my_auth)[1]\n",
    "        catch\n",
    "            warn(\"Skipping $owner/$repo\")\n",
    "            continue\n",
    "        end\n",
    "\n",
    "        isnew = true\n",
    "        #Merge global statistics\n",
    "        for entry in thispkg_contributors\n",
    "            contributor = entry[\"contributor\"]\n",
    "            for (i, authordata) in enumerate(authors)\n",
    "                if get(authordata[\"contributor\"].login) == get(contributor.login)\n",
    "                    isnew = false\n",
    "                    authors[i][\"contributions\"] += entry[\"contributions\"]\n",
    "                    break\n",
    "                end\n",
    "            end\n",
    "            isnew && push!(authors, entry)\n",
    "        end\n",
    "    end\n",
    "end\n",
    "    \n",
    "juliacontributors = copy(authors)\n",
    "addpkgcounts!(authors, Packages)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As before, grab everyone's avatars."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dict{Any,Any} with 727 entries:\n",
       "  \"btracey\"         => \"btracey.png\"\n",
       "  \"benhamner\"       => \"benhamner.png\"\n",
       "  \"schenker\"        => \"schenker.png\"\n",
       "  \"nstiurca\"        => \"nstiurca.png\"\n",
       "  \"pearlzli\"        => \"pearlzli.png\"\n",
       "  \"GunnarFarneback\" => \"GunnarFarneback.png\"\n",
       "  \"njwilson23\"      => \"njwilson23.png\"\n",
       "  \"garrison\"        => \"garrison.png\"\n",
       "  \"randyzwitch\"     => \"randyzwitch.png\"\n",
       "  \"jdrugo\"          => \"jdrugo.png\"\n",
       "  \"lvnguyen\"        => \"lvnguyen.png\"\n",
       "  \"jcorbin\"         => \"jcorbin.png\"\n",
       "  \"yipihey\"         => \"yipihey.png\"\n",
       "  \"jey\"             => \"jey.png\"\n",
       "  \"davidlizeng\"     => \"davidlizeng.png\"\n",
       "  \"cstjean\"         => \"cstjean.png\"\n",
       "  \"goedman\"         => \"goedman.png\"\n",
       "  \"charlesll\"       => \"charlesll.png\"\n",
       "  \"fhs\"             => \"fhs.png\"\n",
       "  \"mpf\"             => \"mpf.png\"\n",
       "  \"mcprentiss\"      => \"mcprentiss.png\"\n",
       "  \"jayschwa\"        => \"jayschwa.png\"\n",
       "  \"domenzain\"       => \"domenzain.png\"\n",
       "  \"LeoK987\"         => \"LeoK987.png\"\n",
       "  \"mdavezac\"        => \"mdavezac.png\"\n",
       "  ⋮                 => ⋮"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avatarfiles = getavatars(authors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now we can make a new montage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(35,22)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Compute montage layout\n",
    "aspectratio = φ\n",
    "ntiles=√(length(authors)/aspectratio)\n",
    "ntilesx, ntilesy = ceil(Int, aspectratio*ntiles), ceil(Int, ntiles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cmd = makemontage(\"montage_julia.jpg\", authors, avatarfiles, layout = (ntilesx, ntilesy));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "LoadError",
     "evalue": "LoadError: could not spawn `montage -tile 35x22 -label 'JeffBezanson\\n(7584)' JeffBezanson.png -label 'timholy\\n(4428)' timholy.png -label 'StefanKarpinski\\n(3684)' StefanKarpinski.png -label 'ViralBShah\\n(2840)' ViralBShah.png -label 'lindahua\\n(2749)' lindahua.png -label 'jakebolewski\\n(2539)' jakebolewski.png -label 'dlfivefifty\\n(2299)' dlfivefifty.png -label 'mlubin\\n(2164)' mlubin.png -label 'SimonDanisch\\n(2131)' SimonDanisch.png -label 'vtjnash\\n(1979)' vtjnash.png -label 'MikeInnes\\n(1878)' MikeInnes.png -label 'simonster\\n(1775)' simonster.png -label 'dcjones\\n(1752)' dcjones.png -label 'tkelman\\n(1747)' tkelman.png -label 'Keno\\n(1711)' Keno.png -label 'stevengj\\n(1667)' stevengj.png -label 'IainNZ\\n(1578)' IainNZ.png -label 'jiahao\\n(1447)' jiahao.png -label 'johnmyleswhite\\n(1373)' johnmyleswhite.png -label 'nolta\\n(1278)' nolta.png -label 'rgiordan\\n(1233)' rgiordan.png -label 'shashi\\n(1186)' shashi.png -label 'pluskid\\n(1131)' pluskid.png -label 'ChrisTimperley\\n(1078)' ChrisTimperley.png -label 'weijianzhang\\n(1042)' weijianzhang.png -label 'dmbates\\n(989)' dmbates.png -label 'andreasnoack\\n(984)' andreasnoack.png -label 'joshday\\n(951)' joshday.png -label 'carlobaldassi\\n(921)' carlobaldassi.png -label 'andrewcooke\\n(917)' andrewcooke.png -label 'joehuchette\\n(882)' joehuchette.png -label 'brian-j-smith\\n(878)' brian-j-smith.png -label 'codles\\n(840)' codles.png -label 'staticfloat\\n(839)' staticfloat.png -label 'yuyichao\\n(835)' yuyichao.png -label 'quinnj\\n(815)' quinnj.png -label 'kmsquire\\n(775)' kmsquire.png -label 'tbreloff\\n(751)' tbreloff.png -label 'wbhart\\n(706)' wbhart.png -label 'tanmaykm\\n(697)' tanmaykm.png -label 'ihnorton\\n(694)' ihnorton.png -label 'r9y9\\n(681)' r9y9.png -label 'jverzani\\n(668)' jverzani.png -label 'davidavdav\\n(653)' davidavdav.png -label 'ehsantn\\n(642)' ehsantn.png -label 'sbromberger\\n(640)' sbromberger.png -label 'MichaelHatherly\\n(638)' 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'barche\\n(3)' barche.png -label 'stevenhao\\n(3)' stevenhao.png -label 'tpapp\\n(3)' tpapp.png -label 'qbit\\n(3)' qbit.png -label 'xanderdunn\\n(3)' xanderdunn.png -label 'bnels\\n(3)' bnels.png -label 'gasagna\\n(3)' gasagna.png -label 'doomsplayer\\n(3)' doomsplayer.png -label 'sje30\\n(3)' sje30.png -label 'cfbaptista\\n(3)' cfbaptista.png -label 'macd\\n(3)' macd.png -label 'EQt\\n(3)' EQt.png -label 'yebai\\n(3)' yebai.png -label 'tlnagy\\n(3)' tlnagy.png -label 'simon1103\\n(3)' simon1103.png -label 'DanielHoffmann32\\n(3)' DanielHoffmann32.png -label 'georgelesica-wf\\n(3)' georgelesica-wf.png -label 'apeyser\\n(2)' apeyser.png -label 'grinsted\\n(2)' grinsted.png -label 'fjarri\\n(2)' fjarri.png -label 'bkalpert\\n(2)' bkalpert.png -label 'notthetup\\n(2)' notthetup.png -label 'exaos\\n(2)' exaos.png -label 'fpepin\\n(2)' fpepin.png -label 'nzmsv\\n(2)' nzmsv.png -label 'HomerReid\\n(2)' HomerReid.png -label 'gloine\\n(2)' gloine.png -label 'JeffreySarnoff\\n(2)' JeffreySarnoff.png -label 'joachimdahl\\n(2)' joachimdahl.png -label 'kk49\\n(2)' kk49.png -label 'larsmans\\n(2)' larsmans.png -label 'lvnguyen\\n(2)' lvnguyen.png -label 'lvirgili\\n(2)' lvirgili.png -label 'lbenitesanchez\\n(2)' lbenitesanchez.png -label 'abhijithanilkumar\\n(2)' abhijithanilkumar.png -label 'lorrden\\n(2)' lorrden.png -label 'krislock\\n(2)' krislock.png -label 'patrickyevsukov\\n(2)' patrickyevsukov.png -label 'JosephLenton\\n(2)' JosephLenton.png -label 'thepulkitagarwal\\n(2)' thepulkitagarwal.png -label 'RhysU\\n(2)' RhysU.png -label 'ronisbr\\n(2)' ronisbr.png -label 'odysseus9672\\n(2)' odysseus9672.png -label 'few\\n(2)' few.png -label 'stepelu\\n(2)' stepelu.png -label 'stev47\\n(2)' stev47.png -label 'cameyo42\\n(2)' cameyo42.png -label 'cpk26\\n(2)' cpk26.png -label 'lifeissweetgood\\n(2)' lifeissweetgood.png -label 'matrixmorpheus\\n(2)' matrixmorpheus.png -label 'polarke\\n(2)' polarke.png -label 'yui-knk\\n(2)' yui-knk.png -label 'heptal\\n(2)' heptal.png -label 'levskaya\\n(2)' levskaya.png -label 'gideonite\\n(2)' gideonite.png -label 'domenzain\\n(2)' domenzain.png -label 'palango\\n(2)' palango.png -label 'c-s\\n(2)' c-s.png -label 'tartavull\\n(2)' tartavull.png -label 'hsseung\\n(2)' hsseung.png -label 'vandriasyan\\n(2)' vandriasyan.png -label 'mjs2600\\n(2)' mjs2600.png -label 'maartenheremans\\n(2)' maartenheremans.png -label 'WneleiGao\\n(2)' WneleiGao.png -label 'apleonhardt\\n(1)' apleonhardt.png -label 'atlytle\\n(1)' atlytle.png -label 'agoddard\\n(1)' agoddard.png -label 'aytekinar\\n(1)' aytekinar.png -label 'arlolra\\n(1)' arlolra.png -label 'artnez\\n(1)' artnez.png -label 'aplund\\n(1)' aplund.png -label 'bartolsthoorn\\n(1)' bartolsthoorn.png -label 'bsilbaugh\\n(1)' bsilbaugh.png -label 'benyang\\n(1)' benyang.png -label 'BenoitKnecht\\n(1)' BenoitKnecht.png -label 'BobPortmann\\n(1)' BobPortmann.png -label 'bkamins\\n(1)' bkamins.png -label 'contra\\n(1)' contra.png -label 'dcarrera\\n(1)' dcarrera.png -label 'davidkh\\n(1)' davidkh.png -label 'unsignedzero\\n(1)' unsignedzero.png -label 'parpwhick\\n(1)' parpwhick.png -label 'rdmitry\\n(1)' rdmitry.png -label 'ohspite\\n(1)' ohspite.png -label 'dphildebrandt\\n(1)' dphildebrandt.png -label 'edsfocci\\n(1)' edsfocci.png -label 'lightcatcher\\n(1)' lightcatcher.png -label 'felipecruz\\n(1)' felipecruz.png -label 'EconometricsBySimulation\\n(1)' EconometricsBySimulation.png -label 'oggy\\n(1)' oggy.png -label 'gvnn3\\n(1)' gvnn3.png -label 'gdevanla\\n(1)' gdevanla.png -label 'harikb\\n(1)' harikb.png -label 'iblis17\\n(1)' iblis17.png -label 'ivanmantova\\n(1)' ivanmantova.png -label 'raggi\\n(1)' raggi.png -label 'drjdn\\n(1)' drjdn.png -label 'jimberlage\\n(1)' jimberlage.png -label 'radford\\n(1)' radford.png -label 'johnmcdonnell\\n(1)' johnmcdonnell.png -label 'jjh42\\n(1)' jjh42.png -label 'josefsachsconning\\n(1)' josefsachsconning.png -label 'julienr\\n(1)' julienr.png -label 'jtriley\\n(1)' jtriley.png -label 'miau\\n(1)' miau.png -label 'kyonifer\\n(1)' kyonifer.png -label 'mlhetland\\n(1)' mlhetland.png -label 'mathpup\\n(1)' mathpup.png -label 'markdewing\\n(1)' markdewing.png -label 'mbuettner\\n(1)' mbuettner.png -label 'mason-bially\\n(1)' mason-bially.png -label 'doowttam\\n(1)' doowttam.png -label 'meetmauro\\n(1)' meetmauro.png -label 'ajdecon\\n(1)' ajdecon.png -label 'zaeleus\\n(1)' zaeleus.png -label 'mpeteuil\\n(1)' mpeteuil.png -label 'meggermo\\n(1)' meggermo.png -label 'fivebats\\n(1)' fivebats.png -label 'Mike43110\\n(1)' Mike43110.png -label 'nabilhassein\\n(1)' nabilhassein.png -label 'nsaphra\\n(1)' nsaphra.png -label 'ncnc\\n(1)' ncnc.png -label 'octoploid\\n(1)' octoploid.png -label 'knizkar\\n(1)' knizkar.png -label 'ozancaglayan\\n(1)' ozancaglayan.png -label 'patrickeganfoley\\n(1)' patrickeganfoley.png -label 'pridkett\\n(1)' pridkett.png -label 'Quantisan\\n(1)' Quantisan.png -label 'peterdn\\n(1)' peterdn.png -label 'pjgaudre\\n(1)' pjgaudre.png -label 'pra85\\n(1)' pra85.png -label 'PythonNut\\n(1)' PythonNut.png -label 'purzelrakete\\n(1)' purzelrakete.png -label 'goriccardo\\n(1)' goriccardo.png -label 'rlane\\n(1)' rlane.png -label 'robert-chiniquy\\n(1)' robert-chiniquy.png -label 'rmyorston\\n(1)' rmyorston.png -label 'rwgardner2\\n(1)' rwgardner2.png -label 'samkohn\\n(1)' samkohn.png -label 'knarz\\n(1)' knarz.png -label 'Peenrose\\n(1)' Peenrose.png -label 'srikumarks\\n(1)' srikumarks.png -label 'fehrenbach\\n(1)' fehrenbach.png -label 'AaronWilhelm\\n(1)' AaronWilhelm.png -label 'shabbychef\\n(1)' shabbychef.png -label 'schenker\\n(1)' schenker.png -label 'tobig\\n(1)' tobig.png -label 'to-mi\\n(1)' to-mi.png -label 'TravisBarryDick\\n(1)' TravisBarryDick.png -label 'trevor\\n(1)' trevor.png -label 'Triiistan\\n(1)' Triiistan.png -label 'uraimo\\n(1)' uraimo.png -label 'vitaut\\n(1)' vitaut.png -label 'radioflash\\n(1)' radioflash.png -label 'ygrange\\n(1)' ygrange.png -label 'GaZ3ll3\\n(1)' GaZ3ll3.png -label 'HenkPoley\\n(1)' HenkPoley.png -label 'jleny\\n(1)' jleny.png -label 'wlbksy\\n(1)' wlbksy.png -label 'ewiger\\n(1)' ewiger.png -label 'vglazer\\n(1)' vglazer.png -label 'mattharper\\n(1)' mattharper.png -label 'dmed256\\n(1)' dmed256.png -label 'pagnani\\n(1)' pagnani.png -label 'bitdeli-chef\\n(1)' bitdeli-chef.png -label 'msacchi\\n(1)' msacchi.png -label 'nasser00\\n(1)' nasser00.png -geometry 64x64+16+16 -font Helvetica montage_julia.jpg`: no such file or directory (ENOENT)\nwhile loading In[16], in expression starting on line 155",
      "",
      " in _jl_spawn at process.jl:262",
      " in anonymous at process.jl:415",
      " in setup_stdio at ./process.jl:403",
      " in __spawn#58__ at ./process.jl:414",
      " in run at ./process.jl:530"
     ]
    }
   ],
   "source": [
    "@time run(cmd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"montage_julia.jpg\" />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distribution of commits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([1.0,1.53029,2.34178,3.58361,5.48395,8.39203,12.8422,19.6523,30.0737,46.0215  …  164.923,252.38,386.214,591.019,904.429,1384.04,2117.98,3241.12,4959.85,7590.0],[0,47,32,47,33,36,55,51,40,46  …  46,37,32,27,18,12,9,6,2,1])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spacing=10\n",
    "rawcounts = Int[author[\"contributions\"] for author in authors]\n",
    "uppercount=spacing*ceil(Int, maximum(rawcounts)/spacing)\n",
    "grid = logspace(0, log10(uppercount), 22)\n",
    "_, counts = hist(rawcounts, grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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       "                        this.mouseover(fn2, scope);\n",
       "                    } else {\n",
       "                        this.mouseout(fn2, scope);\n",
       "                    }\n",
       "                }\n",
       "                return this;\n",
       "            };\n",
       "        })(events[i]);\n",
       "    }\n",
       "\n",
       "\n",
       "    Element.prototype.mousewheel = function (fn, scope) {\n",
       "        if (Snap.is(fn, \"function\")) {\n",
       "            var el = this;\n",
       "            var fn2 = function (event) {\n",
       "                fn.apply(el, [event]);\n",
       "            };\n",
       "        }\n",
       "\n",
       "        this.node.addEventListener(\n",
       "            /Firefox/i.test(navigator.userAgent) ? \"DOMMouseScroll\" : \"mousewheel\",\n",
       "            fn2);\n",
       "\n",
       "        return this;\n",
       "    };\n",
       "\n",
       "\n",
       "    // Snap's attr function can be too slow for things like panning/zooming.\n",
       "    // This is a function to directly update element attributes without going\n",
       "    // through eve.\n",
       "    Element.prototype.attribute = function(key, val) {\n",
       "        if (val === undefined) {\n",
       "            return this.node.getAttribute(key);\n",
       "        } else {\n",
       "            this.node.setAttribute(key, val);\n",
       "            return this;\n",
       "        }\n",
       "    };\n",
       "\n",
       "    Element.prototype.init_gadfly = function() {\n",
       "        this.mouseenter(Gadfly.plot_mouseover)\n",
       "            .mouseleave(Gadfly.plot_mouseout)\n",
       "            .dblclick(Gadfly.plot_dblclick)\n",
       "            .mousewheel(Gadfly.guide_background_scroll)\n",
       "            .drag(Gadfly.guide_background_drag_onmove,\n",
       "                  Gadfly.guide_background_drag_onstart,\n",
       "                  Gadfly.guide_background_drag_onend);\n",
       "        this.mouseenter(function (event) {\n",
       "            init_pan_zoom(this.plotroot());\n",
       "        });\n",
       "        return this;\n",
       "    };\n",
       "});\n",
       "\n",
       "\n",
       "// When the plot is moused over, emphasize the grid lines.\n",
       "Gadfly.plot_mouseover = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    var keyboard_zoom = function(event) {\n",
       "        if (event.which == 187) { // plus\n",
       "            increase_zoom_by_position(root, 0.1, true);\n",
       "        } else if (event.which == 189) { // minus\n",
       "            increase_zoom_by_position(root, -0.1, true);\n",
       "        }\n",
       "    };\n",
       "    root.data(\"keyboard_zoom\", keyboard_zoom);\n",
       "    window.addEventListener(\"keyup\", keyboard_zoom);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    xgridlines.data(\"unfocused_strokedash\",\n",
       "                    xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "    ygridlines.data(\"unfocused_strokedash\",\n",
       "                    ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
       "\n",
       "    // emphasize grid lines\n",
       "    var destcolor = root.data(\"focused_xgrid_color\");\n",
       "    xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "              .selectAll(\"path\")\n",
       "              .animate({stroke: destcolor}, 250);\n",
       "\n",
       "    destcolor = root.data(\"focused_ygrid_color\");\n",
       "    ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
       "              .selectAll(\"path\")\n",
       "              .animate({stroke: destcolor}, 250);\n",
       "\n",
       "    // reveal zoom slider\n",
       "    root.select(\".zoomslider\")\n",
       "        .animate({opacity: 1.0}, 250);\n",
       "};\n",
       "\n",
       "// Reset pan and zoom on double click\n",
       "Gadfly.plot_dblclick = function(event) {\n",
       "  set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0);\n",
       "};\n",
       "\n",
       "// Unemphasize grid lines on mouse out.\n",
       "Gadfly.plot_mouseout = function(event) {\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    window.removeEventListener(\"keyup\", root.data(\"keyboard_zoom\"));\n",
       "    root.data(\"keyboard_zoom\", undefined);\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\"),\n",
       "        ygridlines = root.select(\".ygridlines\");\n",
       "\n",
       "    var destcolor = root.data(\"unfocused_xgrid_color\");\n",
       "\n",
       "    xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
       "              .selectAll(\"path\")\n",
       "              .animate({stroke: destcolor}, 250);\n",
       "\n",
       "    destcolor = root.data(\"unfocused_ygrid_color\");\n",
       "    ygridlines.attribute(\"stroke-dasharray\", ygridlines.data(\"unfocused_strokedash\"))\n",
       "              .selectAll(\"path\")\n",
       "              .animate({stroke: destcolor}, 250);\n",
       "\n",
       "    // hide zoom slider\n",
       "    root.select(\".zoomslider\")\n",
       "        .animate({opacity: 0.0}, 250);\n",
       "};\n",
       "\n",
       "\n",
       "var set_geometry_transform = function(root, tx, ty, scale) {\n",
       "    var xscalable = root.hasClass(\"xscalable\"),\n",
       "        yscalable = root.hasClass(\"yscalable\");\n",
       "\n",
       "    var old_scale = root.data(\"scale\");\n",
       "\n",
       "    var xscale = xscalable ? scale : 1.0,\n",
       "        yscale = yscalable ? scale : 1.0;\n",
       "\n",
       "    tx = xscalable ? tx : 0.0;\n",
       "    ty = yscalable ? ty : 0.0;\n",
       "\n",
       "    var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
       "\n",
       "    root.selectAll(\".geometry, image\")\n",
       "        .forEach(function (element, i) {\n",
       "            element.transform(t);\n",
       "        });\n",
       "\n",
       "    bounds = root.plotbounds();\n",
       "\n",
       "    if (yscalable) {\n",
       "        var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
       "        root.selectAll(\".xfixed\")\n",
       "            .forEach(function (element, i) {\n",
       "                element.transform(xfixed_t);\n",
       "            });\n",
       "\n",
       "        root.select(\".ylabels\")\n",
       "            .transform(xfixed_t)\n",
       "            .selectAll(\"text\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var cx = element.asPX(\"x\"),\n",
       "                        cy = element.asPX(\"y\");\n",
       "                    var st = element.data(\"static_transform\");\n",
       "                    unscale_t = new Snap.Matrix();\n",
       "                    unscale_t.scale(1, 1/scale, cx, cy).add(st);\n",
       "                    element.transform(unscale_t);\n",
       "\n",
       "                    var y = cy * scale + ty;\n",
       "                    element.attr(\"visibility\",\n",
       "                        bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
       "                }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    if (xscalable) {\n",
       "        var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
       "        var xtrans = new Snap.Matrix().translate(tx, 0);\n",
       "        root.selectAll(\".yfixed\")\n",
       "            .forEach(function (element, i) {\n",
       "                element.transform(yfixed_t);\n",
       "            });\n",
       "\n",
       "        root.select(\".xlabels\")\n",
       "            .transform(yfixed_t)\n",
       "            .selectAll(\"text\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var cx = element.asPX(\"x\"),\n",
       "                        cy = element.asPX(\"y\");\n",
       "                    var st = element.data(\"static_transform\");\n",
       "                    unscale_t = new Snap.Matrix();\n",
       "                    unscale_t.scale(1/scale, 1, cx, cy).add(st);\n",
       "\n",
       "                    element.transform(unscale_t);\n",
       "\n",
       "                    var x = cx * scale + tx;\n",
       "                    element.attr(\"visibility\",\n",
       "                        bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
       "                    }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    // we must unscale anything that is scale invariance: widths, raiduses, etc.\n",
       "    var size_attribs = [\"font-size\"];\n",
       "    var unscaled_selection = \".geometry, .geometry *\";\n",
       "    if (xscalable) {\n",
       "        size_attribs.push(\"rx\");\n",
       "        unscaled_selection += \", .xgridlines\";\n",
       "    }\n",
       "    if (yscalable) {\n",
       "        size_attribs.push(\"ry\");\n",
       "        unscaled_selection += \", .ygridlines\";\n",
       "    }\n",
       "\n",
       "    root.selectAll(unscaled_selection)\n",
       "        .forEach(function (element, i) {\n",
       "            // circle need special help\n",
       "            if (element.node.nodeName == \"circle\") {\n",
       "                var cx = element.attribute(\"cx\"),\n",
       "                    cy = element.attribute(\"cy\");\n",
       "                unscale_t = new Snap.Matrix().scale(1/xscale, 1/yscale,\n",
       "                                                        cx, cy);\n",
       "                element.transform(unscale_t);\n",
       "                return;\n",
       "            }\n",
       "\n",
       "            for (i in size_attribs) {\n",
       "                var key = size_attribs[i];\n",
       "                var val = parseFloat(element.attribute(key));\n",
       "                if (val !== undefined && val != 0 && !isNaN(val)) {\n",
       "                    element.attribute(key, val * old_scale / scale);\n",
       "                }\n",
       "            }\n",
       "        });\n",
       "};\n",
       "\n",
       "\n",
       "// Find the most appropriate tick scale and update label visibility.\n",
       "var update_tickscale = function(root, scale, axis) {\n",
       "    if (!root.hasClass(axis + \"scalable\")) return;\n",
       "\n",
       "    var tickscales = root.data(axis + \"tickscales\");\n",
       "    var best_tickscale = 1.0;\n",
       "    var best_tickscale_dist = Infinity;\n",
       "    for (tickscale in tickscales) {\n",
       "        var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
       "        if (dist < best_tickscale_dist) {\n",
       "            best_tickscale_dist = dist;\n",
       "            best_tickscale = tickscale;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
       "        root.data(axis + \"tickscale\", best_tickscale);\n",
       "        var mark_inscale_gridlines = function (element, i) {\n",
       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
       "            element.attribute(\"gadfly:inscale\", inscale);\n",
       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
       "        };\n",
       "\n",
       "        var mark_inscale_labels = function (element, i) {\n",
       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
       "            element.attribute(\"gadfly:inscale\", inscale);\n",
       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
       "        };\n",
       "\n",
       "        root.select(\".\" + axis + \"gridlines\").selectAll(\"path\").forEach(mark_inscale_gridlines);\n",
       "        root.select(\".\" + axis + \"labels\").selectAll(\"text\").forEach(mark_inscale_labels);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "var set_plot_pan_zoom = function(root, tx, ty, scale) {\n",
       "    var old_scale = root.data(\"scale\");\n",
       "    var bounds = root.plotbounds();\n",
       "\n",
       "    var width = bounds.x1 - bounds.x0,\n",
       "        height = bounds.y1 - bounds.y0;\n",
       "\n",
       "    // compute the viewport derived from tx, ty, and scale\n",
       "    var x_min = -width * scale - (scale * width - width),\n",
       "        x_max = width * scale,\n",
       "        y_min = -height * scale - (scale * height - height),\n",
       "        y_max = height * scale;\n",
       "\n",
       "    var x0 = bounds.x0 - scale * bounds.x0,\n",
       "        y0 = bounds.y0 - scale * bounds.y0;\n",
       "\n",
       "    var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
       "        ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
       "\n",
       "    tx += x0;\n",
       "    ty += y0;\n",
       "\n",
       "    // when the scale change, we may need to alter which set of\n",
       "    // ticks is being displayed\n",
       "    if (scale != old_scale) {\n",
       "        update_tickscale(root, scale, \"x\");\n",
       "        update_tickscale(root, scale, \"y\");\n",
       "    }\n",
       "\n",
       "    set_geometry_transform(root, tx, ty, scale);\n",
       "\n",
       "    root.data(\"scale\", scale);\n",
       "    root.data(\"tx\", tx);\n",
       "    root.data(\"ty\", ty);\n",
       "};\n",
       "\n",
       "\n",
       "var scale_centered_translation = function(root, scale) {\n",
       "    var bounds = root.plotbounds();\n",
       "\n",
       "    var width = bounds.x1 - bounds.x0,\n",
       "        height = bounds.y1 - bounds.y0;\n",
       "\n",
       "    var tx0 = root.data(\"tx\"),\n",
       "        ty0 = root.data(\"ty\");\n",
       "\n",
       "    var scale0 = root.data(\"scale\");\n",
       "\n",
       "    // how off from center the current view is\n",
       "    var xoff = tx0 - (bounds.x0 * (1 - scale0) + (width * (1 - scale0)) / 2),\n",
       "        yoff = ty0 - (bounds.y0 * (1 - scale0) + (height * (1 - scale0)) / 2);\n",
       "\n",
       "    // rescale offsets\n",
       "    xoff = xoff * scale / scale0;\n",
       "    yoff = yoff * scale / scale0;\n",
       "\n",
       "    // adjust for the panel position being scaled\n",
       "    var x_edge_adjust = bounds.x0 * (1 - scale),\n",
       "        y_edge_adjust = bounds.y0 * (1 - scale);\n",
       "\n",
       "    return {\n",
       "        x: xoff + x_edge_adjust + (width - width * scale) / 2,\n",
       "        y: yoff + y_edge_adjust + (height - height * scale) / 2\n",
       "    };\n",
       "};\n",
       "\n",
       "\n",
       "// Initialize data for panning zooming if it isn't already.\n",
       "var init_pan_zoom = function(root) {\n",
       "    if (root.data(\"zoompan-ready\")) {\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    // The non-scaling-stroke trick. Rather than try to correct for the\n",
       "    // stroke-width when zooming, we force it to a fixed value.\n",
       "    var px_per_mm = root.node.getCTM().a;\n",
       "\n",
       "    // Drag events report deltas in pixels, which we'd like to convert to\n",
       "    // millimeters.\n",
       "    root.data(\"px_per_mm\", px_per_mm);\n",
       "\n",
       "    root.selectAll(\"path\")\n",
       "        .forEach(function (element, i) {\n",
       "        sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
       "        if (sw > 0) {\n",
       "            element.attribute(\"stroke-width\", sw);\n",
       "            element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
       "        }\n",
       "    });\n",
       "\n",
       "    // Store ticks labels original tranformation\n",
       "    root.selectAll(\".xlabels > text, .ylabels > text\")\n",
       "        .forEach(function (element, i) {\n",
       "            var lm = element.transform().localMatrix;\n",
       "            element.data(\"static_transform\",\n",
       "                new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
       "        });\n",
       "\n",
       "    var xgridlines = root.select(\".xgridlines\");\n",
       "    var ygridlines = root.select(\".ygridlines\");\n",
       "    var xlabels = root.select(\".xlabels\");\n",
       "    var ylabels = root.select(\".ylabels\");\n",
       "\n",
       "    if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
       "    if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
       "    if (root.data(\"scale\") === undefined) root.data(\"scale\", 1.0);\n",
       "    if (root.data(\"xtickscales\") === undefined) {\n",
       "\n",
       "        // index all the tick scales that are listed\n",
       "        var xtickscales = {};\n",
       "        var ytickscales = {};\n",
       "        var add_x_tick_scales = function (element, i) {\n",
       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "        var add_y_tick_scales = function (element, i) {\n",
       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
       "        };\n",
       "\n",
       "        if (xgridlines) xgridlines.selectAll(\"path\").forEach(add_x_tick_scales);\n",
       "        if (ygridlines) ygridlines.selectAll(\"path\").forEach(add_y_tick_scales);\n",
       "        if (xlabels) xlabels.selectAll(\"text\").forEach(add_x_tick_scales);\n",
       "        if (ylabels) ylabels.selectAll(\"text\").forEach(add_y_tick_scales);\n",
       "\n",
       "        root.data(\"xtickscales\", xtickscales);\n",
       "        root.data(\"ytickscales\", ytickscales);\n",
       "        root.data(\"xtickscale\", 1.0);\n",
       "    }\n",
       "\n",
       "    var min_scale = 1.0, max_scale = 1.0;\n",
       "    for (scale in xtickscales) {\n",
       "        min_scale = Math.min(min_scale, scale);\n",
       "        max_scale = Math.max(max_scale, scale);\n",
       "    }\n",
       "    for (scale in ytickscales) {\n",
       "        min_scale = Math.min(min_scale, scale);\n",
       "        max_scale = Math.max(max_scale, scale);\n",
       "    }\n",
       "    root.data(\"min_scale\", min_scale);\n",
       "    root.data(\"max_scale\", max_scale);\n",
       "\n",
       "    // store the original positions of labels\n",
       "    if (xlabels) {\n",
       "        xlabels.selectAll(\"text\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"x\", element.asPX(\"x\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    if (ylabels) {\n",
       "        ylabels.selectAll(\"text\")\n",
       "               .forEach(function (element, i) {\n",
       "                   element.data(\"y\", element.asPX(\"y\"));\n",
       "               });\n",
       "    }\n",
       "\n",
       "    // mark grid lines and ticks as in or out of scale.\n",
       "    var mark_inscale = function (element, i) {\n",
       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
       "    };\n",
       "\n",
       "    if (xgridlines) xgridlines.selectAll(\"path\").forEach(mark_inscale);\n",
       "    if (ygridlines) ygridlines.selectAll(\"path\").forEach(mark_inscale);\n",
       "    if (xlabels) xlabels.selectAll(\"text\").forEach(mark_inscale);\n",
       "    if (ylabels) ylabels.selectAll(\"text\").forEach(mark_inscale);\n",
       "\n",
       "    // figure out the upper ond lower bounds on panning using the maximum\n",
       "    // and minum grid lines\n",
       "    var bounds = root.plotbounds();\n",
       "    var pan_bounds = {\n",
       "        x0: 0.0,\n",
       "        y0: 0.0,\n",
       "        x1: 0.0,\n",
       "        y1: 0.0\n",
       "    };\n",
       "\n",
       "    if (xgridlines) {\n",
       "        xgridlines\n",
       "            .selectAll(\"path\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var bbox = element.node.getBBox();\n",
       "                    if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
       "                        pan_bounds.x0 = bounds.x1 - bbox.x;\n",
       "                    }\n",
       "                    if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
       "                        pan_bounds.x1 = bounds.x0 - bbox.x;\n",
       "                    }\n",
       "                    element.attr(\"visibility\", \"visible\");\n",
       "                }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    if (ygridlines) {\n",
       "        ygridlines\n",
       "            .selectAll(\"path\")\n",
       "            .forEach(function (element, i) {\n",
       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
       "                    var bbox = element.node.getBBox();\n",
       "                    if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
       "                        pan_bounds.y0 = bounds.y1 - bbox.y;\n",
       "                    }\n",
       "                    if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
       "                        pan_bounds.y1 = bounds.y0 - bbox.y;\n",
       "                    }\n",
       "                    element.attr(\"visibility\", \"visible\");\n",
       "                }\n",
       "            });\n",
       "    }\n",
       "\n",
       "    // nudge these values a little\n",
       "    pan_bounds.x0 -= 5;\n",
       "    pan_bounds.x1 += 5;\n",
       "    pan_bounds.y0 -= 5;\n",
       "    pan_bounds.y1 += 5;\n",
       "    root.data(\"pan_bounds\", pan_bounds);\n",
       "\n",
       "    root.data(\"zoompan-ready\", true)\n",
       "};\n",
       "\n",
       "\n",
       "// drag actions, i.e. zooming and panning\n",
       "var pan_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        root.data(\"dx\", 0);\n",
       "        root.data(\"dy\", 0);\n",
       "        root.data(\"tx0\", root.data(\"tx\"));\n",
       "        root.data(\"ty0\", root.data(\"ty\"));\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        dx /= px_per_mm;\n",
       "        dy /= px_per_mm;\n",
       "\n",
       "        var tx0 = root.data(\"tx\"),\n",
       "            ty0 = root.data(\"ty\");\n",
       "\n",
       "        var dx0 = root.data(\"dx\"),\n",
       "            dy0 = root.data(\"dy\");\n",
       "\n",
       "        root.data(\"dx\", dx);\n",
       "        root.data(\"dy\", dy);\n",
       "\n",
       "        dx = dx - dx0;\n",
       "        dy = dy - dy0;\n",
       "\n",
       "        var tx = tx0 + dx,\n",
       "            ty = ty0 + dy;\n",
       "\n",
       "        set_plot_pan_zoom(root, tx, ty, root.data(\"scale\"));\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"), root.data(\"scale\"));\n",
       "    }\n",
       "};\n",
       "\n",
       "var zoom_box;\n",
       "var zoom_action = {\n",
       "    start: function(root, x, y, event) {\n",
       "        var bounds = root.plotbounds();\n",
       "        var width = bounds.x1 - bounds.x0,\n",
       "            height = bounds.y1 - bounds.y0;\n",
       "        var ratio = width / height;\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        x = xscalable ? x / px_per_mm : bounds.x0;\n",
       "        y = yscalable ? y / px_per_mm : bounds.y0;\n",
       "        var w = xscalable ? 0 : width;\n",
       "        var h = yscalable ? 0 : height;\n",
       "        zoom_box = root.rect(x, y, w, h).attr({\n",
       "            \"fill\": \"#000\",\n",
       "            \"opacity\": 0.25\n",
       "        });\n",
       "        zoom_box.data(\"ratio\", ratio);\n",
       "    },\n",
       "    update: function(root, dx, dy, x, y, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var px_per_mm = root.data(\"px_per_mm\");\n",
       "        var bounds = root.plotbounds();\n",
       "        if (yscalable) {\n",
       "            y /= px_per_mm;\n",
       "            y = Math.max(bounds.y0, y);\n",
       "            y = Math.min(bounds.y1, y);\n",
       "        } else {\n",
       "            y = bounds.y1;\n",
       "        }\n",
       "        if (xscalable) {\n",
       "            x /= px_per_mm;\n",
       "            x = Math.max(bounds.x0, x);\n",
       "            x = Math.min(bounds.x1, x);\n",
       "        } else {\n",
       "            x = bounds.x1;\n",
       "        }\n",
       "\n",
       "        dx = x - zoom_box.attr(\"x\");\n",
       "        dy = y - zoom_box.attr(\"y\");\n",
       "        if (xscalable && yscalable) {\n",
       "            var ratio = zoom_box.data(\"ratio\");\n",
       "            var width = Math.min(Math.abs(dx), ratio * Math.abs(dy));\n",
       "            var height = Math.min(Math.abs(dy), Math.abs(dx) / ratio);\n",
       "            dx = width * dx / Math.abs(dx);\n",
       "            dy = height * dy / Math.abs(dy);\n",
       "        }\n",
       "        var xoffset = 0,\n",
       "            yoffset = 0;\n",
       "        if (dx < 0) {\n",
       "            xoffset = dx;\n",
       "            dx = -1 * dx;\n",
       "        }\n",
       "        if (dy < 0) {\n",
       "            yoffset = dy;\n",
       "            dy = -1 * dy;\n",
       "        }\n",
       "        if (isNaN(dy)) {\n",
       "            dy = 0.0;\n",
       "        }\n",
       "        if (isNaN(dx)) {\n",
       "            dx = 0.0;\n",
       "        }\n",
       "        zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
       "        zoom_box.attr(\"width\", dx);\n",
       "        zoom_box.attr(\"height\", dy);\n",
       "    },\n",
       "    end: function(root, event) {\n",
       "        var xscalable = root.hasClass(\"xscalable\"),\n",
       "            yscalable = root.hasClass(\"yscalable\");\n",
       "        var zoom_bounds = zoom_box.getBBox();\n",
       "        if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
       "            return;\n",
       "        }\n",
       "        var plot_bounds = root.plotbounds();\n",
       "        var zoom_factor = 1.0;\n",
       "        if (yscalable) {\n",
       "            zoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
       "        } else {\n",
       "            zoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
       "        }\n",
       "        var tx = (root.data(\"tx\") - zoom_bounds.x) * zoom_factor + plot_bounds.x0,\n",
       "            ty = (root.data(\"ty\") - zoom_bounds.y) * zoom_factor + plot_bounds.y0;\n",
       "        set_plot_pan_zoom(root, tx, ty, root.data(\"scale\") * zoom_factor);\n",
       "        zoom_box.remove();\n",
       "    },\n",
       "    cancel: function(root) {\n",
       "        zoom_box.remove();\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
       "    var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
       "    var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
       "    var drag_action = zoomable ? zoom_action :\n",
       "                      panable  ? pan_action :\n",
       "                                 undefined;\n",
       "    root.data(\"drag_action\", drag_action);\n",
       "    if (drag_action) {\n",
       "        var cancel_drag_action = function(event) {\n",
       "            if (event.which == 27) { // esc key\n",
       "                drag_action.cancel(root);\n",
       "                root.data(\"drag_action\", undefined);\n",
       "            }\n",
       "        };\n",
       "        window.addEventListener(\"keyup\", cancel_drag_action);\n",
       "        root.data(\"cancel_drag_action\", cancel_drag_action);\n",
       "        drag_action.start(root, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.update(root, dx, dy, x, y, event);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_drag_onend = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
       "    root.data(\"cancel_drag_action\", undefined);\n",
       "    var drag_action = root.data(\"drag_action\");\n",
       "    if (drag_action) {\n",
       "        drag_action.end(root, event);\n",
       "    }\n",
       "    root.data(\"drag_action\", undefined);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.guide_background_scroll = function(event) {\n",
       "    if (event.shiftKey) {\n",
       "        increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
       "        event.preventDefault();\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.zoomslider_button_mouseover = function(event) {\n",
       "    this.select(\".button_logo\")\n",
       "         .animate({fill: this.data(\"mouseover_color\")}, 100);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.zoomslider_button_mouseout = function(event) {\n",
       "     this.select(\".button_logo\")\n",
       "         .animate({fill: this.data(\"mouseout_color\")}, 100);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.zoomslider_zoomout_click = function(event) {\n",
       "    increase_zoom_by_position(this.plotroot(), -0.1, true);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.zoomslider_zoomin_click = function(event) {\n",
       "    increase_zoom_by_position(this.plotroot(), 0.1, true);\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.zoomslider_track_click = function(event) {\n",
       "    // TODO\n",
       "};\n",
       "\n",
       "\n",
       "// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
       "// The constants a, b, and c are solved using the constraint that the function\n",
       "// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
       "var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return a * Math.exp(b * position) + c;\n",
       "}\n",
       "\n",
       "// inverse of scale_from_slider_position\n",
       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
       "    var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
       "        b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
       "        c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
       "    return 1 / b * Math.log((scale - c) / a);\n",
       "}\n",
       "\n",
       "var increase_zoom_by_position = function(root, delta_position, animate) {\n",
       "    var scale = root.data(\"scale\"),\n",
       "        min_scale = root.data(\"min_scale\"),\n",
       "        max_scale = root.data(\"max_scale\");\n",
       "    var position = slider_position_from_scale(scale, min_scale, max_scale);\n",
       "    position += delta_position;\n",
       "    scale = scale_from_slider_position(position, min_scale, max_scale);\n",
       "    set_zoom(root, scale, animate);\n",
       "}\n",
       "\n",
       "var set_zoom = function(root, scale, animate) {\n",
       "    var min_scale = root.data(\"min_scale\"),\n",
       "        max_scale = root.data(\"max_scale\"),\n",
       "        old_scale = root.data(\"scale\");\n",
       "    var new_scale = Math.max(min_scale, Math.min(scale, max_scale));\n",
       "    if (animate) {\n",
       "        Snap.animate(\n",
       "            old_scale,\n",
       "            new_scale,\n",
       "            function (new_scale) {\n",
       "                update_plot_scale(root, new_scale);\n",
       "            },\n",
       "            200);\n",
       "    } else {\n",
       "        update_plot_scale(root, new_scale);\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "var update_plot_scale = function(root, new_scale) {\n",
       "    var trans = scale_centered_translation(root, new_scale);\n",
       "    set_plot_pan_zoom(root, trans.x, trans.y, new_scale);\n",
       "\n",
       "    root.selectAll(\".zoomslider_thumb\")\n",
       "        .forEach(function (element, i) {\n",
       "            var min_pos = element.data(\"min_pos\"),\n",
       "                max_pos = element.data(\"max_pos\"),\n",
       "                min_scale = root.data(\"min_scale\"),\n",
       "                max_scale = root.data(\"max_scale\");\n",
       "            var xmid = (min_pos + max_pos) / 2;\n",
       "            var xpos = slider_position_from_scale(new_scale, min_scale, max_scale);\n",
       "            element.transform(new Snap.Matrix().translate(\n",
       "                Math.max(min_pos, Math.min(\n",
       "                         max_pos, min_pos + (max_pos - min_pos) * xpos)) - xmid, 0));\n",
       "    });\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.zoomslider_thumb_dragmove = function(dx, dy, x, y, event) {\n",
       "    var root = this.plotroot();\n",
       "    var min_pos = this.data(\"min_pos\"),\n",
       "        max_pos = this.data(\"max_pos\"),\n",
       "        min_scale = root.data(\"min_scale\"),\n",
       "        max_scale = root.data(\"max_scale\"),\n",
       "        old_scale = root.data(\"old_scale\");\n",
       "\n",
       "    var px_per_mm = root.data(\"px_per_mm\");\n",
       "    dx /= px_per_mm;\n",
       "    dy /= px_per_mm;\n",
       "\n",
       "    var xmid = (min_pos + max_pos) / 2;\n",
       "    var xpos = slider_position_from_scale(old_scale, min_scale, max_scale) +\n",
       "                   dx / (max_pos - min_pos);\n",
       "\n",
       "    // compute the new scale\n",
       "    var new_scale = scale_from_slider_position(xpos, min_scale, max_scale);\n",
       "    new_scale = Math.min(max_scale, Math.max(min_scale, new_scale));\n",
       "\n",
       "    update_plot_scale(root, new_scale);\n",
       "    event.stopPropagation();\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.zoomslider_thumb_dragstart = function(x, y, event) {\n",
       "    this.animate({fill: this.data(\"mouseover_color\")}, 100);\n",
       "    var root = this.plotroot();\n",
       "\n",
       "    // keep track of what the scale was when we started dragging\n",
       "    root.data(\"old_scale\", root.data(\"scale\"));\n",
       "    event.stopPropagation();\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.zoomslider_thumb_dragend = function(event) {\n",
       "    this.animate({fill: this.data(\"mouseout_color\")}, 100);\n",
       "    event.stopPropagation();\n",
       "};\n",
       "\n",
       "\n",
       "var toggle_color_class = function(root, color_class, ison) {\n",
       "    var guides = root.selectAll(\".guide.\" + color_class + \",.guide .\" + color_class);\n",
       "    var geoms = root.selectAll(\".geometry.\" + color_class + \",.geometry .\" + color_class);\n",
       "    if (ison) {\n",
       "        guides.animate({opacity: 0.5}, 250);\n",
       "        geoms.animate({opacity: 0.0}, 250);\n",
       "    } else {\n",
       "        guides.animate({opacity: 1.0}, 250);\n",
       "        geoms.animate({opacity: 1.0}, 250);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "Gadfly.colorkey_swatch_click = function(event) {\n",
       "    var root = this.plotroot();\n",
       "    var color_class = this.data(\"color_class\");\n",
       "\n",
       "    if (event.shiftKey) {\n",
       "        root.selectAll(\".colorkey text\")\n",
       "            .forEach(function (element) {\n",
       "                var other_color_class = element.data(\"color_class\");\n",
       "                if (other_color_class != color_class) {\n",
       "                    toggle_color_class(root, other_color_class,\n",
       "                                       element.attr(\"opacity\") == 1.0);\n",
       "                }\n",
       "            });\n",
       "    } else {\n",
       "        toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
       "    }\n",
       "};\n",
       "\n",
       "\n",
       "return Gadfly;\n",
       "\n",
       "}));\n",
       "\n",
       "\n",
       "//@ sourceURL=gadfly.js\n",
       "\n",
       "(function (glob, factory) {\n",
       "    // AMD support\n",
       "      if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
       "        require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
       "            factory(Snap, Gadfly);\n",
       "        });\n",
       "      } else {\n",
       "          factory(glob.Snap, glob.Gadfly);\n",
       "      }\n",
       "})(window, function (Snap, Gadfly) {\n",
       "    var fig = Snap(\"#img-5ab59d6f\");\n",
       "fig.select(\"#img-5ab59d6f-5\")\n",
       "   .init_gadfly();\n",
       "fig.select(\"#img-5ab59d6f-7\")\n",
       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-7\")\n",
       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-8\")\n",
       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-8\")\n",
       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-13\")\n",
       "   .data(\"mouseover_color\", \"#CD5C5C\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-13\")\n",
       "   .data(\"mouseout_color\", \"#6A6A6A\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-13\")\n",
       "   .click(Gadfly.zoomslider_zoomin_click)\n",
       ".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
       ".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-15\")\n",
       "   .data(\"max_pos\", 120.42)\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-15\")\n",
       "   .data(\"min_pos\", 103.42)\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-15\")\n",
       "   .click(Gadfly.zoomslider_track_click);\n",
       "fig.select(\"#img-5ab59d6f-16\")\n",
       "   .data(\"max_pos\", 120.42)\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-16\")\n",
       "   .data(\"min_pos\", 103.42)\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-16\")\n",
       "   .data(\"mouseover_color\", \"#CD5C5C\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-16\")\n",
       "   .data(\"mouseout_color\", \"#6A6A6A\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-16\")\n",
       "   .drag(Gadfly.zoomslider_thumb_dragmove,\n",
       "     Gadfly.zoomslider_thumb_dragstart,\n",
       "     Gadfly.zoomslider_thumb_dragend)\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-17\")\n",
       "   .data(\"mouseover_color\", \"#CD5C5C\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-17\")\n",
       "   .data(\"mouseout_color\", \"#6A6A6A\")\n",
       ";\n",
       "fig.select(\"#img-5ab59d6f-17\")\n",
       "   .click(Gadfly.zoomslider_zoomout_click)\n",
       ".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
       ".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
       ";\n",
       "    });\n",
       "]]> </script>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot(...)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(Geom.bar, Guide.xlabel(\"Commits\"), Guide.ylabel(\"Number of contributors\"),\n",
    "    y=counts, x=midpoints(grid))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting activity on a world map\n",
    "\n",
    "Another thing we can do with the data is to place everyone on a world map. One way to plot a world map in Julia is to use `Shapefile.jl` to read in a shape file of the world, and render the result in `Compose.jl`.\n",
    "\n",
    "There are two wrinkles to deal with:\n",
    "\n",
    "1. `Compose.rectangle` uses different data to describe rectangles than `Shapefile.Rect`. The former uses `(left, top, width, height)` whereas the latter uses `(left, right, top, bottom)`. We can handle the change in data by defining a new `Compose.rectangle` constructor which takes a `Shapefile.Rect` as input.\n",
    "\n",
    "2. A `Shapefile.Polygon` can be disjoint while a `Compose.polygon` cannot. The distinction is important when reading in shapefiles with disjoint polygons, e.g. to describe noncontiguous country borders. Here, we define a new `convert` method from the former to a `Vector` of `Compose.polygon`s. We also define our own `Polygons` function to generate a `Vector` of `polygon`s from either a `Polygon` or a `Vector` of `Polygon`s. In the latter case we convert each `Polygon` to a `Vector` of `polygon`s, then flatten the resulting `Vector` of `Vector`s after iterating through all the `Polygon`s."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Polygons (generic function with 2 methods)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Convert Shapefile rectangle to Compose rectangle\n",
    "Compose.rectangle{T<:Real}(R::Shapefile.Rect{T}) = rectangle(R.left,R.top,R.right-R.left,R.bottom-R.top)\n",
    "\n",
    "#Compose polygons cannot be disjoint but Shapefile.Polygons can\n",
    "#Need to convert Shapefile.Polygon to list of Compose polygons\n",
    "function Base.convert(::Type{Vector{Compose.Form{Compose.PolygonPrimitive}}},\n",
    "        shape::Shapefile.Polygon)\n",
    "    points = Any[]\n",
    "    polygons=Any[]\n",
    "    currentpart=2\n",
    "    for (i,p) in enumerate(shape.points)\n",
    "        push!(points, p)\n",
    "        if i==length(shape.points) || (currentpart≤length(shape.parts) && i==shape.parts[currentpart])\n",
    "            push!(polygons, polygon([(p.x,p.y) for p in points]))\n",
    "            currentpart += 1\n",
    "            points = Any[]\n",
    "        end\n",
    "    end\n",
    "    polygons\n",
    "end\n",
    "\n",
    "Polygons(shape::Shapefile.Polygon) = convert(Vector{Compose.Form{Compose.PolygonPrimitive}}, shape)\n",
    "\n",
    "#Technically correct only for S=Shapefile.ESRIShape\n",
    "Polygons{S<:Shapefile.ESRIShape}(shapes::Vector{S}) = [[convert(Vector{Compose.Form{Compose.PolygonPrimitive}},\n",
    "    shape) for shape in shapes]...]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are ready to download a map of the world, read it in with `Shapefile.jl`, and draw it in `Compose.jl`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: [a,b,...] concatenation is deprecated; use [a;b;...] instead\n"
     ]
    },
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       "Compose.SVG(203.2mm,101.6mm,IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=136439, maxsize=Inf, ptr=136440, mark=-1),nothing,\"img-d5d04291\",0,Compose.SVGPropertyFrame[],Dict{Type{T},Union{Compose.Property{P<:Compose.PropertyPrimitive},Void}}(),Dict{Compose.ClipPrimitive{P<:NTuple{N,Measures.Measure}},ASCIIString}(),Tuple{Compose.FormPrimitive,ASCIIString}[],Set{AbstractString}(),true,false,nothing,true,\"img-d5d04291-1\",false,1,AbstractString[],Tuple{AbstractString,AbstractString}[(\"Snap.svg\",\"Snap\")],AbstractString[],false,:none)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Load some data about the world's countries\n",
    "worldshapefile=\"ne_110m_admin_0_countries.shp\"\n",
    "dl(\"https://raw.githubusercontent.com/nvkelso/natural-earth-vector/master/110m_cultural/ne_110m_admin_0_countries.shp\", worldshapefile)\n",
    "worldshape = open(worldshapefile) do f\n",
    "      read(f, Handle)\n",
    "end\n",
    "world=compose(context(), fill(nothing), stroke(\"black\"), Polygons(worldshape.shapes)...)\n",
    "draw(SVG(8inch, 4inch), compose(context(units=UnitBox(-180, 90, 360, -180)), world))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, let's place everyone on the map.\n",
    "\n",
    "For a given user, we retrieve their reported location on GitHub using `GitHub.user` and look it up on a geocoding service. Here we use [OpenStreetMap's Nominatim](http://wiki.openstreetmap.org/wiki/Nominatim) service to look up a list of candidate locations, and return the first location as a tuple of latitude, longitude and location name. If there are no candidate locations, return `nothing`.\n",
    "\n",
    "Since we don't have a nice wrapper around Nominatim like we do for GitHub, we have to do all the error handling ourselves. (Note: There is currently a bug in Julia's web stack which makes this code not work for querying locations with non-ASCII characters in them.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(42.3750997,-71.1056156,\"Cambridge, MA\")"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "getlatlon(user::AbstractString, my_auth=my_auth) = getlatlon(owner(user, auth=my_auth))\n",
    "\n",
    "function getlatlon(user::GitHub.Owner, my_auth=my_auth)\n",
    "    username = get(user.login)\n",
    "    location = if !isnull(user.location)\n",
    "        get(user.location) #Read from GitHub.Owner\n",
    "    else\n",
    "        try #Work around https://github.com/JuliaWeb/GitHub.jl/issues/51\n",
    "            #Get user location from GitHub\n",
    "            user2 = owner(username, auth=my_auth)\n",
    "            if !isnull(user2.location)\n",
    "                get(user2.location)\n",
    "            else\n",
    "                \"\" #No location data\n",
    "            end\n",
    "        catch\n",
    "            \"\"\n",
    "        end\n",
    "    end\n",
    "    strip(location) == \"\" && return nothing  #Location was missing\n",
    "\n",
    "    #If user-reported location is already coordinates, then return them\n",
    "    try\n",
    "        #test if location is a string of all digits, punctuation or whitespace\n",
    "        if all(map(x->isdigit(x)|ispunct(x)|isspace(x), collect(location))\n",
    "            coords = eval(parse(location))\n",
    "            if typeof(coords) == Tuple{Float64,Float64}\n",
    "                return (coords[1], coords[2], location)\n",
    "            end\n",
    "        end\n",
    "    end\n",
    "\n",
    "    #Some simple hacks to normalize locations for Nominatim\n",
    "    location = replace(location, \"U.S.A.\", \"USA\")\n",
    "    \n",
    "    #Take location and look up on geocoding service\n",
    "    try\n",
    "        responseosm = get(URI(\"http://nominatim.openstreetmap.org/search\"),\n",
    "        query=@compat Dict(\"format\"=>\"json\", \"q\"=>location))\n",
    "        \n",
    "        responseosmstr = bytestring(responseosm.data)\n",
    "        \n",
    "        if responseosm.status!=200 && contains(responseosm.headers[\"Content-Type\"], \"text/html\")\n",
    "            display(\"text/html\", responseosmstr)\n",
    "        end\n",
    "        meosm = JSON.parse(responseosmstr)\n",
    "        if length(meosm)<1\n",
    "            warn(\"OpenStreetMaps did not know the location of user $username with reported location \\\"$location\\\"\")\n",
    "            return (Inf, Inf, location) #Geocoder doesn't know where this is\n",
    "        end\n",
    "        #Return the first hit\n",
    "        return (float(meosm[1][\"lat\"]), float(meosm[1][\"lon\"]), location)\n",
    "    catch e\n",
    "        warn(\"Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=$location\")\n",
    "        println(\"Error caught: \", e)\n",
    "        if isdefined(:responseosm)\n",
    "            if contains(responseosm.headers[\"Content-Type\"], \"text/html\")\n",
    "                display(\"text/html\", responseosmstr)\n",
    "            else\n",
    "                println(responseosmstr)\n",
    "            end\n",
    "        end\n",
    "        return nothing\n",
    "    end\n",
    "end\n",
    "\n",
    "getlatlon(\"jiahao\", my_auth)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now define a function to iterate over a list of authors and add their locations to a `locations` dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "adduserlocation! (generic function with 1 method)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function adduserlocations!(locations::Dict, contributors::Vector{GitHub.Owner})\n",
    "    @showprogress for user in contributors\n",
    "        adduserlocation!(locations, user)\n",
    "    end\n",
    "end\n",
    "\n",
    "function adduserlocations!(locations::Dict, contributors::Vector{Any})\n",
    "    @showprogress for user in contributors\n",
    "        adduserlocation!(locations, user[\"contributor\"])\n",
    "    end\n",
    "end\n",
    "\n",
    "function adduserlocation!(locations::Dict, user::GitHub.Owner)\n",
    "    username = get(user.login)\n",
    "    haskey(locations, username) && return #Don't look up existing data again\n",
    "    location = getlatlon(user, my_auth)\n",
    "    location==nothing && return\n",
    "    locations[username] = location\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "isdefined(:locations) || (locations=Dict())\n",
    "adduserlocations!(locations, authors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally we have all the data necessary to render user locations as dots on the world map. We use here a dot size that grows slowly with the number of contributions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "drawmap (generic function with 5 methods)"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Render developers\n",
    "function placeauthors(authors, locations)\n",
    "    xs = Float64[]; ys=Float64[]; rs=Any[]\n",
    "    @showprogress for user in authors\n",
    "        username, n = if isa(user, Dict)\n",
    "            get(user[\"contributor\"].login), user[\"contributions\"]\n",
    "        elseif isa(user, GitHub.Owner)\n",
    "            get(user.login), 1\n",
    "        end\n",
    "\n",
    "        haskey(locations, username) || continue\n",
    "        push!(xs, locations[username][2])\n",
    "        push!(ys, locations[username][1])\n",
    "        push!(rs, (1+√log(n))*0.3mm)\n",
    "    end\n",
    "    circle(xs, ys, rs)\n",
    "end\n",
    "\n",
    "function drawmap(left::Real=-180, right::Real=180, up::Real=90, down::Real=-90,\n",
    "    composeobjs...; target = SVG(4inch*(right-left)/(up-down),4inch))\n",
    "    draw(target,\n",
    "    compose(context(units=UnitBox(left,up,right-left,down-up)), world, composeobjs...))\n",
    "\n",
    "    #Print users in the box\n",
    "    #for (user, loc) in locations\n",
    "    #    if down<loc[1]<up && left<loc[2]<right\n",
    "    #        println(user, \":\", loc)\n",
    "    #    end\n",
    "    #end\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we are ready to plot all the Julia contributors on a world map!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Compose.SVG(203.2mm,101.6mm,IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=155344, maxsize=Inf, ptr=155345, mark=-1),nothing,\"img-f0f2768c\",0,Compose.SVGPropertyFrame[],Dict{Type{T},Union{Compose.Property{P<:Compose.PropertyPrimitive},Void}}(),Dict{Compose.ClipPrimitive{P<:NTuple{N,Measures.Measure}},ASCIIString}(),Tuple{Compose.FormPrimitive,ASCIIString}[],Set{AbstractString}(),true,false,nothing,true,\"img-f0f2768c-2\",false,2,AbstractString[],Tuple{AbstractString,AbstractString}[(\"Snap.svg\",\"Snap\")],AbstractString[],false,:none)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "devs=compose(context(), fill(\"#d66661\"), stroke(\"#c93d39\"), linewidth(0.3mm),\n",
    "        placeauthors(authors, locations))\n",
    "\n",
    "drawmap(-180, 180, 90, -90, devs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using `Interact.@manipulate`, we can make a simple zoomable map with very little effort:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "@manipulate for limit_east=-180:180, limit_west=limit_east.value:180, limit_north=-90:90, limit_south=-90:limit_north.value\n",
    "    left = limit_east\n",
    "    right = limit_west\n",
    "    up = limit_north\n",
    "    down = limit_south\n",
    "    box = UnitBox(left, up, right-left, down-up)\n",
    "    compose(context(units=box), world, devs)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   0%  ETA: 1:18:00"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Paris (\" at In[109]:1.\n",
      "Use \"Paris(\" instead.\n",
      "WARNING: OpenStreetMaps did not know the location of user sbusso with reported location \"Paris (France), Chiang Mai (Thailand)\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   1%  ETA: 1:10:42"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user indexzero with reported location \"NY, NY && Santa Cruz, CA\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   1%  ETA: 1:07:21"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"MA (\" at In[109]:1.\n",
      "Use \"MA(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "Progress:   1%  ETA: 1:07:50"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user zipme with reported location \"Amoy / Nederlands\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   1%  ETA: 1:07:18"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user arden with reported location \"深圳市龙华新区民治天虹商场恒润小居726\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   3%  ETA: 1:05:02"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user mkhDev with reported location \"Makkah, Saudi Arabia - Waterloo, Canada\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   5%  ETA: 1:01:41"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user mrt with reported location \"Wild West on the Left Coast\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   6%  ETA: 1:00:44"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user calvinchengx with reported location \"World Wide Web\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   6%  ETA: 0:59:55"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user zamiang with reported location \"Brookyln, NY\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   6%  ETA: 0:59:33"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user joestein with reported location \"I am where I is\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   7%  ETA: 0:59:00"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"{a,b, ...}\" at In[109]:1.\n",
      "Use \"Any[a,b, ...]\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   7%  ETA: 0:58:48"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user smorin with reported location \"San Francisco/New York City - BigData\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   7%  ETA: 0:58:44"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user jimcaruso with reported location \"Atlanta - and other spots on planet Earth\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   7%  ETA: 0:58:49"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user ybenjo with reported location \"voice-statistics\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   7%  ETA: 0:58:19"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user mihahribar with reported location \"ZZ9 Plural Z Alpha\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   9%  ETA: 0:56:56"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Basel (\" at In[109]:1.\n",
      "Use \"Basel(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:   9%  ETA: 0:56:43"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user non with reported location \"Providence / Philly\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  10%  ETA: 0:56:30"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user mt3 with reported location \"vancity/detroit\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  11%  ETA: 0:55:54"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user lepture with reported location \"Everywhere, China\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  12%  ETA: 0:55:25"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user vizZ with reported location \"Cracov\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  13%  ETA: 0:54:29"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"CT (\" at In[109]:1.\n",
      "Use \"CT(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  13%  ETA: 0:54:23"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Русь (\" at In[109]:1.\n",
      "Use \"Русь(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  13%  ETA: 0:53:56"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user mattstep with reported location \"SF Bay Area, CA\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  13%  ETA: 0:53:28"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user wemakeweb with reported location \"Worldwide / Remote\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  13%  ETA: 0:53:26"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user tedlee with reported location \"San Francisco, Californa\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  14%  ETA: 0:52:33"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user edwindj with reported location \"@edwindjonge\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  17%  ETA: 0:50:29"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user ghosthamlet with reported location \"The Rest Is Silence of Code\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  18%  ETA: 0:49:56"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user hgilani with reported location \"San Fancisco, CA\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  19%  ETA: 0:48:48"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user luoq with reported location \"Shanghai PRC\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  20%  ETA: 0:48:08"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"China (\" at In[109]:1.\n",
      "Use \"China(\" instead.\n",
      "WARNING: OpenStreetMaps did not know the location of user liuyxpp with reported location \"Shanghai, China (permanent), Santa Barbara, CA, US (current)\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  20%  ETA: 0:47:42"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user kachick with reported location \"そのへん\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  21%  ETA: 0:47:25"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user kmanley with reported location \"Greater New York City area\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "Progress:  21%  ETA: 0:47:25"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user unbuilt with reported location \"Ah, Hf\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  22%  ETA: 0:46:37"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Korea (\" at In[109]:1.\n",
      "Use \"Korea(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  23%  ETA: 0:45:53"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user tbs1980 with reported location \"London, United Kingdon\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  24%  ETA: 0:45:03"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user fsiler with reported location \"Lawrence, KS, USA, Earth, Sol System\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  24%  ETA: 0:44:49"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user dnmiller with reported location \"a parking lot with a mayor\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  25%  ETA: 0:43:52"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user rt77789 with reported location \"ShenZhen | Hefei\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  25%  ETA: 0:43:53"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user ziyasal with reported location \"Earth ┏(-_-)┛┗(-_-)┓┗(-_-)┛\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  25%  ETA: 0:43:51"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user hyamamoto with reported location \"Tokyo, Alderaan\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  26%  ETA: 0:43:34"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user floere with reported location \"Zürich / Melbourne\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  26%  ETA: 0:43:33"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user Kalep with reported location \"No.6 Kexueyuan South Road Zhongguancun,Haidian District Beijing,China\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "Progress:  26%  ETA: 0:43:34"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user jbsilva with reported location \"São Carlos / Aachen\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  26%  ETA: 0:43:34"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user jtoy with reported location \"San Francisco / China / Boston\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  26%  ETA: 0:43:25"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user monodeldiablo with reported location \"Right over here\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  28%  ETA: 0:42:17"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user azet with reported location \"*\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  29%  ETA: 0:41:47"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Madrid (\" at In[109]:1.\n",
      "Use \"Madrid(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  29%  ETA: 0:41:37"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user nathantippy with reported location \"@nathantippy on twitter\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  29%  ETA: 0:41:34"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user wojtha with reported location \"Prague, The Heart of Europe ;-)\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  31%  ETA: 0:40:37"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user thehydroimpulse with reported location \"In a dream; flying the skies\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  31%  ETA: 0:40:34"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user cooljeanius with reported location \"DC for school, NH for home\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  35%  ETA: 0:38:27"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Grans (\" at In[109]:1.\n",
      "Use \"Grans(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  35%  ETA: 0:38:24"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user aaronlifton with reported location \"LA\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  36%  ETA: 0:37:47"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user mhaidarh with reported location \"Milky Way Galaxy\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  37%  ETA: 0:37:19"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Ouagadougou (\" at In[109]:1.\n",
      "Use \"Ouagadougou(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  37%  ETA: 0:37:08"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user gg7 with reported location \"London, UK ✈ Anywhere, Earth\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  37%  ETA: 0:36:56"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user rockymadden with reported location \"Pale Blue Dot\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  38%  ETA: 0:36:17"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user junjiemao with reported location \"SooChou.Jiangsu\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  40%  ETA: 0:35:21"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user juandesant with reported location \"Jodrell Bank Observatory, SK11 9DL, UK; before Instituto de Astrofísica de Andalucía, Granada, E-18008; European Southern Observatory, Munich, D-80805\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  40%  ETA: 0:35:16"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user lyfeyaj with reported location \"......\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  42%  ETA: 0:33:47"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user rccompton with reported location \"Angeles City,  Philippines | Winchester, KY \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  44%  ETA: 0:33:14"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"GA (\" at In[109]:1.\n",
      "Use \"GA(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  44%  ETA: 0:33:05"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user jcla1 with reported location \"A tiny world in the milkyway\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  44%  ETA: 0:33:03"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user rogervezaro with reported location \"SJP - Russia brasileira - Brazil \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  44%  ETA: 0:33:02"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Eindhoven (\" at In[109]:1.\n",
      "Use \"Eindhoven(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  44%  ETA: 0:33:00"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user neiesc with reported location \"/usr/bin/python\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  46%  ETA: 0:31:54"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user somenxavier with reported location \"http://www.openstreetmap.org/node/663358886 ;-)\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  46%  ETA: 0:31:30"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user tiredpixel with reported location \"The Moon. Also Europe.\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  47%  ETA: 0:31:23"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user ceslami with reported location \"New York x Chicago\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  47%  ETA: 0:31:17"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user tfawcett with reported location \"Silicon Valley, CA, USA\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  47%  ETA: 0:30:47"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user neiljdo with reported location \"Quezon City, Philippines 1105\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  49%  ETA: 0:29:34"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user jlidder with reported location \"Montreal <-> Seattle\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  50%  ETA: 0:29:08"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user Y-- with reported location \"New York City - Palo Alto - Paris\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  51%  ETA: 0:28:16"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user Maple-Wang with reported location \"BeijingChina\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  52%  ETA: 0:27:43"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user abhik137 with reported location \"BITS Pilani K K Birla Goa Campus\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  53%  ETA: 0:27:29"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"XiaMen (\" at In[109]:1.\n",
      "Use \"XiaMen(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  53%  ETA: 0:27:26"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user Jsvcycling with reported location \"Greater New York City Area\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  54%  ETA: 0:27:06"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user plurch with reported location \"Silicon Valley, CA\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  54%  ETA: 0:26:51"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user Kyokou with reported location \"Can read code, can't write.\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  55%  ETA: 0:26:23"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user abhshkdz with reported location \"Machine Learning Lab, Virginia Tech\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  57%  ETA: 0:24:55"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user landlaborcapital with reported location \"Cambridge, MA/Stockholm, SE\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  60%  ETA: 0:23:28"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user carlmartus with reported location \"Lund/Ängelholm, Sweden\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  60%  ETA: 0:23:07"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user delta4d with reported location \"/dev/null\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  61%  ETA: 0:22:58"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user peterkingalex with reported location \"Ejido sta Ursula 89 san  fco culhuacan\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  63%  ETA: 0:21:48"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user nylen with reported location \"UTC-5 or -6 maybe\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  64%  ETA: 0:21:08"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user mcollina with reported location \"In the clouds above Italy\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  64%  ETA: 0:20:46"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user VitHub with reported location \"NoLocation\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  65%  ETA: 0:20:16"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user kub4 with reported location \"Morgentau, Lusatia\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  66%  ETA: 0:19:40"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user harryprince with reported location \"Jilin University of Finance and Economics\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  67%  ETA: 0:19:27"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user forgottenleaf with reported location \"In a long forgotten land\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  67%  ETA: 0:19:17"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Grenoble (\" at In[109]:1.\n",
      "Use \"Grenoble(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  68%  ETA: 0:18:33"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user tmaone with reported location \"◎\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  69%  ETA: 0:18:04"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user mmuurr with reported location \"Earth(ish)\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  70%  ETA: 0:17:37"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user master-zhuang with reported location \"Shanghai City. PRC\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  70%  ETA: 0:17:24"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user uzuro with reported location \"uzuro @ rizon + freenode\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  70%  ETA: 0:17:23"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user NicolasCARPi with reported location \"World Wild Web\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  71%  ETA: 0:17:06"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user netspencer with reported location \"Palo Alto, CA / Boston, MA / Los Angeles, CA / New York, NY\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "Progress:  71%  ETA: 0:17:06"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Lausanne (\" at In[109]:1.\n",
      "Use \"Lausanne(\" instead.\n",
      "\n",
      "WARNING: deprecated syntax \"Annecy (\" at In[109]:1.\n",
      "Use \"Annecy(\" instead.\n",
      "WARNING: OpenStreetMaps did not know the location of user perfaram with reported location \"Lausanne (CH), Annecy (FR)\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  71%  ETA: 0:16:48"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user Hunter-Github with reported location \"The Pillars of Creation, NGC 6611\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  71%  ETA: 0:16:44"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user egbutter with reported location \"New York, Oakland, Durham\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  71%  ETA: 0:16:43"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"London (\" at In[109]:1.\n",
      "Use \"London(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  74%  ETA: 0:15:20"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user den-mentiei with reported location \"Kiyv, Ukraine\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  74%  ETA: 0:15:16"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user yangjie6020 with reported location \"shenzheng\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  74%  ETA: 0:15:14"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user Salada with reported location \"Suwon. Kyong-Ki. Republic of Korea.\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  77%  ETA: 0:13:33"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user jingpengwu with reported location \"Princeton Neuroscience Institute 192G\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  77%  ETA: 0:13:26"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user piti118 with reported location \"Nakorn Pathom, Thailand\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  77%  ETA: 0:13:05"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user pbdr with reported location \"A City That Never Sleeps\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  78%  ETA: 0:12:59"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user gosick with reported location \"Twaiwan\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  79%  ETA: 0:12:16"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user jushaox with reported location \"Vertis Microsystem LLP\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  81%  ETA: 0:11:11"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user LeoAdamek with reported location \"(near) Guildford, Surrey, United Kingdom\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  82%  ETA: 0:10:38"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user unisolate with reported location \"Orion Arm, Milky Way\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  82%  ETA: 0:10:21"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user RuslanIsrafilov with reported location \"Nizhniy Novgorod, Russia\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  82%  ETA: 0:10:09"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user lolow with reported location \"Switzerland/Luxembourg/France/Italy\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  83%  ETA: 0:10:06"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user nashuiliang with reported location \"<div id=\"contributions-calendar\" class=\"boxed-group-inner\"></div>\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  83%  ETA: 0:10:01"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user VladVin with reported location \"Nizhniy Novgorod, Russia\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  84%  ETA: 0:09:25"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user niukey with reported location \"中国，海南，乐东，九所\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  85%  ETA: 0:08:40"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user andersonguarnier with reported location \"Piracicana, SP, Brasil\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  86%  ETA: 0:07:49"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user MarkBruns with reported location \"RockRapids, Iowa\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  87%  ETA: 0:07:38"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user zhuxueling with reported location \"No.16 Shiji Road, Hunnan New District, ShenyangChina\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  87%  ETA: 0:07:36"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user passiweinberger with reported location \"Sometimes here, Sometimes there...\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  87%  ETA: 0:07:27"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user taeold with reported location \"San Fransico, CA\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  88%  ETA: 0:07:05"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user iemanatemire with reported location \"Greater Denver Area, CO\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  89%  ETA: 0:06:15"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user polyglotCipher with reported location \"Austin, Texas, United States of America, Earth, Sol, Milky Way, The Observable Universe\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  89%  ETA: 0:06:12"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user thelambdaparty with reported location \"@thelambdaparty\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  90%  ETA: 0:05:57"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user anqurvanillapy with reported location \"Jinan University, Zhuhai, China\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  90%  ETA: 0:05:40"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user anirban09 with reported location \"Mumbai/Roorkee, India\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  90%  ETA: 0:05:34"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user GinRyan with reported location \"Qingdao,Shandong,PRC\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  91%  ETA: 0:05:15"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user weibangtuo with reported location \"progrape.net\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  92%  ETA: 0:04:43"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user logindave41 with reported location \"xupt\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  93%  ETA: 0:04:16"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user metawake with reported location \"http://ua.linkedin.com/pub/alex-alexapolsky/4/a61/181\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  93%  ETA: 0:04:03"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: deprecated syntax \"Warsaw (\" at In[109]:1.\n",
      "Use \"Warsaw(\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  94%  ETA: 0:03:22"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user satnami with reported location \"Syria, Malaysia\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  94%  ETA: 0:03:14"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user hustanhuang with reported location \"1037 Luoyu Road, Wuhan 430074, P.R. China\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  95%  ETA: 0:02:54"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user narenaryan with reported location \"Banglaore\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  97%  ETA: 0:01:40"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: OpenStreetMaps did not know the location of user MogeiWang with reported location \"財壓奴婢藝壓當行\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Progress:  99%  ETA: 0:00:44"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=China - Zhuhai\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:43"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Moron, Buenos Aires, Argentina\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:43"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=New York City\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:42"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Russia, Saint-Petersburg\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:42"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Berlin, Germany\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:41"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Kiyv, Ukraine\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:39"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=San Francisco, California\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:38"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Rochester, NY\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:37"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Austin, TX\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:36"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Guangzhou, China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:32"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Helsinki, Finland\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:31"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Corsica Island\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:31"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:29"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Nanjing\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:27"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=La Rochelle, France\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:26"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Russia, Moscow\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:25"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=CA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:22"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Warsaw, Poland\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:21"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Moscow, Russia\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:20"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Recife, PE\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:20"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Palo Alto, CA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:19"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=United States\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  99%  ETA: 0:00:18"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=UK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:17"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Xiamen, Fujian, China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:16"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Guangzhou, Guangdong, China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:16"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Hangzhou\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:15"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Istanbul\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:13"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=MA / NY, USA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:13"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Russia, Khakass, Abakan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:12"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Halifax, Nova Scotia, Canada, Earth\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:12"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Shanghai, China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:09"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Detmold, Germany\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:08"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Shenzhen, Guangdong, China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:08"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Little Red Dot\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:07"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Eindhoven\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:07"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Tiantong road 17,Hefei,China.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:06"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Berlin, Germany\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:04"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Cambridge, MA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:03"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Mesa, AZ\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:03"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Taipei, Taiwan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:02"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Manhattan, NY\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:02"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Tokyo\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:01"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Wuhan,China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100%  ETA: 0:00:01"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Chicago, IL\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException"
     ]
    }
   ],
   "source": [
    "adduserlocations!(locations, juliastargazers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stargazers and watchers\n",
    "\n",
    "We can also retrieve similar data for stargazers and watchers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Get stargazers\n",
    "juliastargazers = stargazers(\"JuliaLang/julia\", auth=my_auth)[1]\n",
    "adduserlocations!(locations, juliastargazers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress: 100% Time: 0:58:35\n",
      "Progress:   2%  ETA: 0:00:58"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Espoo, Finland\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:   2%  ETA: 0:01:16"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Rio de Janeiro, Brazil\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:   3%  ETA: 0:01:34"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Boston, MA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:   3%  ETA: 0:01:48"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Kiev, Ukraine\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:   4%  ETA: 0:01:51"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=London\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:   4%  ETA: 0:02:00"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Málaga, Spain\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:   6%  ETA: 0:01:43"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Taipei, Taiwan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:   6%  ETA: 0:01:54"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Rochester, NY\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:   7%  ETA: 0:02:02"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=NL:010\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  12%  ETA: 0:01:39"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Somerville, MA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  12%  ETA: 0:01:42"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Shanghai\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  13%  ETA: 0:01:43"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Seattle\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  13%  ETA: 0:01:44"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=France\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  13%  ETA: 0:01:45"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=guangzhou\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  14%  ETA: 0:01:42"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Genk, Belgium\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  15%  ETA: 0:01:44"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Monheim am Rhein\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  16%  ETA: 0:01:42"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Chennai, India\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  18%  ETA: 0:01:39"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Ville d'Avray, France\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  19%  ETA: 0:01:35"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=NYC\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  20%  ETA: 0:01:33"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=GZ\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  22%  ETA: 0:01:30"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Seattle, Washington, USA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  22%  ETA: 0:01:31"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Campinas - SP - Brasil\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  23%  ETA: 0:01:32"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Shenzhen\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  24%  ETA: 0:01:31"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Halifax NS\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  24%  ETA: 0:01:30"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Austin, TX\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  26%  ETA: 0:01:28"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Budapest\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  28%  ETA: 0:01:27"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Beijing, China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  29%  ETA: 0:01:27"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Austin, TX\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  29%  ETA: 0:01:27"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Pilani,Rajasthan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  30%  ETA: 0:01:28"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Cambridge, MA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  31%  ETA: 0:01:26"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Paris FRANCE\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  32%  ETA: 0:01:24"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=San Jose-CA, USA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  33%  ETA: 0:01:23"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Vancouver, BC\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  34%  ETA: 0:01:23"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=China.Shenzhen\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  34%  ETA: 0:01:23"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=San Francisco, CA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  36%  ETA: 0:01:22"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Shanghai, China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  39%  ETA: 0:01:19"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=San Francisco Bay Area, CA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  41%  ETA: 0:01:16"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=beijing, China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  41%  ETA: 0:01:15"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Dublin\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  44%  ETA: 0:01:10"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Portland\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  45%  ETA: 0:01:10"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Belo Horizonte\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  47%  ETA: 0:01:06"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Mexico\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  49%  ETA: 0:01:03"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Montclair, NJ\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  52%  ETA: 0:00:58"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Florida\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  53%  ETA: 0:00:57"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Des Plaines\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  54%  ETA: 0:00:57"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  55%  ETA: 0:00:55"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Troy, NY\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  57%  ETA: 0:00:52"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Virginia\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  59%  ETA: 0:00:50"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Vancouver, Canada\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  59%  ETA: 0:00:50"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Jena\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  61%  ETA: 0:00:47"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Singapre\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  62%  ETA: 0:00:47"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Taipei\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  62%  ETA: 0:00:46"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=San Diego\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  63%  ETA: 0:00:46"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Lyon, France\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  63%  ETA: 0:00:46"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Chicago, IL\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  64%  ETA: 0:00:45"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=ShenZhen\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  65%  ETA: 0:00:44"
     ]
    },
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head>\n",
       "<title>Bandwidth limit exceeded</title>\n",
       "</head>\n",
       "<body>\n",
       "<h1>Bandwidth limit exceeded</h1>\n",
       "\n",
       "<p>You have been temporarily blocked because you have been overusing OSM's geocoding service or because you have not provided sufficient identification of your application. This block will be automatically lifted after a while. Please take the time and adapt your scripts to reduce the number of requests and make sure that you send a valid UserAgent or Referer.</p>\n",
       "\n",
       "<p>For more information, consult the <a href=\"http://wiki.openstreetmap.org/wiki/Nominatim_usage_policy\">usage policy</a> for the OSM Nominatim server.\n",
       "</body>\n",
       "</head>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Oxford, UK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: ErrorException(\"Unknown value\\nLine: 0\\nAround: ...<html> <head> <title>...\\n           ^\\n\")\n",
      "Progress:  69%  ETA: 0:00:38"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=São Paulo, Brazil\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  71%  ETA: 0:00:35"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Hello World\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  71%  ETA: 0:00:35"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=India\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  72%  ETA: 0:00:34"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Zhuhai\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  73%  ETA: 0:00:33"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Santa Cruz, CA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  75%  ETA: 0:00:30"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Cambridge, MA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  76%  ETA: 0:00:29"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Brasil\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  76%  ETA: 0:00:29"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=India\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  78%  ETA: 0:00:26"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Singapore\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  79%  ETA: 0:00:26"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Hong Kong\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  81%  ETA: 0:00:23"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Taipei, Taiwan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  85%  ETA: 0:00:18"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=ShenZhen, China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  87%  ETA: 0:00:16"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Brasil, Rio de Janeiro\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  88%  ETA: 0:00:15"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Manchester, UK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  89%  ETA: 0:00:13"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Santa Marta de Tormes, Salamanca, España\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  90%  ETA: 0:00:13"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=BeiJing China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  90%  ETA: 0:00:12"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=York, United Kingdom \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  92%  ETA: 0:00:10"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Bangalore, India\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  93%  ETA: 0:00:09"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=South Korea\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  93%  ETA: 0:00:09"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=China\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  95%  ETA: 0:00:06"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Ireland\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  96%  ETA: 0:00:04"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=France\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  98%  ETA: 0:00:03"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Japan\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  98%  ETA: 0:00:02"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Corsica Island\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  99%  ETA: 0:00:01"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Recife, PE - Brasil\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress:  99%  ETA: 0:00:01"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Berlin, Germany\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)\n",
      "Progress: 100%  ETA: 0:00:00"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring bad response from URL: http://nominatim.openstreetmap.org/search?format=json&q=Denmark\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error caught: connect: connection refused (ECONNREFUSED)"
     ]
    }
   ],
   "source": [
    "# Get watchers\n",
    "juliawatchers = watchers(\"JuliaLang/julia\", auth=my_auth)[1]\n",
    "adduserlocations!(locations, juliawatchers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<defs>\n",
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       "    <circle cx=\"0\" cy=\"0\" r=\"0.3\"/>\n",
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      ],
      "text/plain": [
       "Compose.SVG(203.2mm,101.6mm,IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=415010, maxsize=Inf, ptr=415011, mark=-1),nothing,\"img-c44b3ad4\",0,Compose.SVGPropertyFrame[],Dict{Type{T},Union{Compose.Property{P<:Compose.PropertyPrimitive},Void}}(),Dict{Compose.ClipPrimitive{P<:NTuple{N,Measures.Measure}},ASCIIString}(),Tuple{Compose.FormPrimitive,ASCIIString}[(Compose.CirclePrimitive{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}}((0.0mm,0.0mm),0.3mm),\"img-c44b3ad4-2\"),(Compose.CirclePrimitive{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}}((0.0mm,0.0mm),0.3mm),\"img-c44b3ad4-4\")],Set{AbstractString}(),true,false,nothing,true,\"img-c44b3ad4-6\",false,6,AbstractString[],Tuple{AbstractString,AbstractString}[(\"Snap.svg\",\"Snap\")],AbstractString[],false,:none)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Render stargazers and watches\n",
    "stars=compose(context(), fill(nothing), stroke(\"#945bb0\"),\n",
    "    placeauthors(juliastargazers, locations))\n",
    "\n",
    "watches=compose(context(), fill(\"#6bab5b\"),\n",
    "    placeauthors(juliawatchers, locations));\n",
    "\n",
    "drawmap(-180, 180, 90, -90, devs, stars, watches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "drawmap(-180, 180, 90, -90, devs, stars, watches, target=PNG(\"worldofjulia.png\", 8inch, 4inch))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "<div class=\"input-widget slider\"  id=\"widget-4d207329-5ff7-407b-913d-6ad774df0ba7\"></div><script>(function($,W) {$('#widget-4d207329-5ff7-407b-913d-6ad774df0ba7').empty().append((new W.Slider(\"Int64\",\"4d207329-5ff7-407b-913d-6ad774df0ba7\",{\"range\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180],\"value\":90,\"continuous_update\":true})).elem);})(jQuery,InputWidgets)</script>"
      ],
      "text/plain": [
       "Interact.Slider{Int64}(Signal{Int64}(90, nactions=0),\"limit_west\",90,0:180,true)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "<div class=\"input-widget slider\"  id=\"widget-9fa846f7-462a-45fc-b3c9-d69ef03d7c1c\"></div><script>(function($,W) {$('#widget-9fa846f7-462a-45fc-b3c9-d69ef03d7c1c').empty().append((new W.Slider(\"Int64\",\"9fa846f7-462a-45fc-b3c9-d69ef03d7c1c\",{\"range\":[-90,-89,-88,-87,-86,-85,-84,-83,-82,-81,-80,-79,-78,-77,-76,-75,-74,-73,-72,-71,-70,-69,-68,-67,-66,-65,-64,-63,-62,-61,-60,-59,-58,-57,-56,-55,-54,-53,-52,-51,-50,-49,-48,-47,-46,-45,-44,-43,-42,-41,-40,-39,-38,-37,-36,-35,-34,-33,-32,-31,-30,-29,-28,-27,-26,-25,-24,-23,-22,-21,-20,-19,-18,-17,-16,-15,-14,-13,-12,-11,-10,-9,-8,-7,-6,-5,-4,-3,-2,-1,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90],\"value\":0,\"continuous_update\":true})).elem);})(jQuery,InputWidgets)</script>"
      ],
      "text/plain": [
       "Interact.Slider{Int64}(Signal{Int64}(0, nactions=0),\"limit_north\",0,-90:90,true)"
      ]
     },
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    },
    {
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       "<div class=\"input-widget slider\"  id=\"widget-a5864c9d-daf5-4bfa-8d2b-81845f3009af\"></div><script>(function($,W) {$('#widget-a5864c9d-daf5-4bfa-8d2b-81845f3009af').empty().append((new W.Slider(\"Int64\",\"a5864c9d-daf5-4bfa-8d2b-81845f3009af\",{\"range\":[-90,-89,-88,-87,-86,-85,-84,-83,-82,-81,-80,-79,-78,-77,-76,-75,-74,-73,-72,-71,-70,-69,-68,-67,-66,-65,-64,-63,-62,-61,-60,-59,-58,-57,-56,-55,-54,-53,-52,-51,-50,-49,-48,-47,-46,-45,-44,-43,-42,-41,-40,-39,-38,-37,-36,-35,-34,-33,-32,-31,-30,-29,-28,-27,-26,-25,-24,-23,-22,-21,-20,-19,-18,-17,-16,-15,-14,-13,-12,-11,-10,-9,-8,-7,-6,-5,-4,-3,-2,-1,0],\"value\":-45,\"continuous_update\":true})).elem);})(jQuery,InputWidgets)</script>"
      ],
      "text/plain": [
       "Interact.Slider{Int64}(Signal{Int64}(-45, nactions=0),\"limit_south\",-45,-90:0,true)"
      ]
     },
     "metadata": {},
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    },
    {
     "ename": "LoadError",
     "evalue": "LoadError: UndefVarError: stars not defined\nwhile loading In[114], in expression starting on line 1",
     "output_type": "error",
     "traceback": [
      "LoadError: UndefVarError: stars not defined\nwhile loading In[114], in expression starting on line 1",
      ""
     ]
    }
   ],
   "source": [
    "@manipulate for limit_east=-180:180, limit_west=limit_east.value:180, limit_north=-90:90, limit_south=-90:limit_north.value\n",
    "    left = limit_east\n",
    "    right = limit_west\n",
    "    up = limit_north\n",
    "    down = limit_south\n",
    "    box = UnitBox(left, up, right-left, down-up)\n",
    "    compose(context(units=box), world, devs, stars, watches)\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save data\n",
    "\n",
    "Finally, we can save all the data we have painstakingly collected using `HDF5.JLD.save`, so that we may use it in further analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "JLD.save(\"worldofjulia.jld\",\n",
    "    #Currently can't be saved - https://github.com/JuliaLang/JLD.jl/issues/61\n",
    "    #\"allcontributors\", authors,\n",
    "    #\"juliacontributors\", juliacontributors,\n",
    "    #\"juliastargazers\", juliastargazers, \n",
    "    #\"juliawatchers\", juliawatchers,\n",
    "    \"locations\", locations\n",
    ")"
   ]
  }
 ],
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