Cal Poly Library API

CalPolyLibraryAPI

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   "source": [
    "# Exploration of the Cal Poly Library API"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Kennedy Library at Cal Poly now has a web API that returns JSON data about various aspects of the library. This data includes:\n",
    "\n",
    "* Information about new books.\n",
    "* Computer availability data that includes the status and location of each computer in the library.\n",
    "* Technology items (laptops, iPads, etc.) that are available for checkout.\n",
    "* Information about the PolyConnect Queue.\n",
    "* Scheduled classrooms.\n",
    "* SVG based maps of the library.\n",
    "\n",
    "This Jupyter Notebook explores these data sets using Python. The Jupyter Notebook is an interactive computing environment for data scientists to use in creating and sharing computational narratives about data."
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   "source": [
    "%matplotlib inline\n",
    "import numpy as npj\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import requests\n",
    "from IPython.display import SVG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "sns.set_style('white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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   "source": [
    "from qgrid import show_grid"
   ]
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   "cell_type": "markdown",
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   "source": [
    "## New books"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The new books API is organized by months. Available months can be listed as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "r = requests.get(\"http://lib.calpoly.edu/api/booklist/months\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{u'name': u'December', u'number': 12},\n",
       " {u'name': u'January', u'number': 1},\n",
       " {u'name': u'November', u'number': 11}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
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   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you have a month, you can query all of the new books that were received during that month by hitting this endpoint:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
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   "source": [
    "r = requests.get(\"http://lib.calpoly.edu/api/booklist/books/January\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
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   "outputs": [],
   "source": [
    "jan_data = r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is what a single entry looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
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    {
     "data": {
      "text/plain": [
       "{u'author': u'',\n",
       " u'callnumber': u'508.31 B389C2 2014 (DVD)',\n",
       " u'id': u'476302',\n",
       " u'imprint': u'[California] : Environmental Legacy Project, 2014.',\n",
       " u'month': u'January',\n",
       " u'perm_link': u'b2543521\\r',\n",
       " u'title': u\"Becoming California  : environmental change on America's western edge.\",\n",
       " u'type': u'New'}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "jan_data[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 73 new books for January:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "73"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "len(jan_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can load the data into a `DataFrame` and start to look at it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "jan = pd.DataFrame(jan_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is a table of the data that supports sorting, filtering, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
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Fletcher, and Martha Roth.\",\"type\":\"New\"},{\"null\":44,\"author\":\"Wood, Lesley J.\",\"callnumber\":\"HV8055 .W66 2014 (INTERNET)\",\"id\":\"476345\",\"imprint\":\"London : Pluto Press   Toronto : Between the Lines   New York : Distributed by Palgrave macMillan 2014.\",\"month\":\"January\",\"perm_link\":\"b2531915\\r\",\"title\":\"Crisis and control [electronic resource] : the militarization of protest policing \\/ Lesley J. Wood.\",\"type\":\"Internet\"},{\"null\":45,\"author\":\"Abbenhuis, Maartje M.\",\"callnumber\":\"KZ4057 .A23 2014 (INTERNET)\",\"id\":\"476347\",\"imprint\":\"Cambridge, United Kingdom : Cambridge University Press, 2014.\",\"month\":\"January\",\"perm_link\":\"b2541328\\r\",\"title\":\"An age of neutrals [electronic resource] : great power politics, 1815-1914 \\/ Maartje Abbenhuis, University of Auckland, New Zealand.\",\"type\":\"Internet\"},{\"null\":46,\"author\":\"Lessing, Gotthold Ephraim, 1729-1781.\",\"callnumber\":\"N64 .L742 1984\",\"id\":\"476348\",\"imprint\":\"Baltimore : Johns Hopkins University Press, 1984.\",\"month\":\"January\",\"perm_link\":\"b2538620\\r\",\"title\":\"Laokoon. English;Laoco\\u00f6n : an essay on the limits of painting and poetry \\/ Gotthold Ephraim Lessing   translated, with an introduction and notes, by Edward Allen McCormick.\",\"type\":\"New\"},{\"null\":47,\"author\":\"\",\"callnumber\":\"N6494.C63 W55 2013\",\"id\":\"476349\",\"imprint\":\"Milan : Fondazione Prada, Ca' Corner della Regina, [2013];\\u00a92013\",\"month\":\"January\",\"perm_link\":\"b2538641\\r\",\"title\":\"When attitudes become form : Bern 1969, Venice 2013 \\/ general editor, Germano Celant.\",\"type\":\"New\"},{\"null\":48,\"author\":\"\",\"callnumber\":\"N6512.5.M5 M56 1995\",\"id\":\"476350\",\"imprint\":\"Berkeley : University of California Press, [1995]\",\"month\":\"January\",\"perm_link\":\"b2538624\\r\",\"title\":\"Minimal art : a critical anthology \\/ edited by Gregory Battcock   introduction by Anne M. Wagner.\",\"type\":\"New\"},{\"null\":49,\"author\":\"Kienholz, Lyn.\",\"callnumber\":\"N6535.L6 K54 2010 (Oversize)\",\"id\":\"476351\",\"imprint\":\"Los Angeles, Calif. : California\\/International Arts Foundation, c2010.\",\"month\":\"January\",\"perm_link\":\"b2542789\\r\",\"title\":\"L.A. rising : SoCal artists before 1980 \\/ Lyn Kienholz   contributing editors, Elizabeta Betinski, Corinne Nelson.\",\"type\":\"New\"},{\"null\":50,\"author\":\"Grabner, Michelle.\",\"callnumber\":\"N6537.G6735 A4 2014 (Oversize)\",\"id\":\"476352\",\"imprint\":\"[Milan, Italy] : Mousse Publishing, \\u00a92014.\",\"month\":\"January\",\"perm_link\":\"b2542828\\r\",\"title\":\"Michelle Grabner : I work from home.\",\"type\":\"New\"},{\"null\":51,\"author\":\"Hirschhorn, Thomas.\",\"callnumber\":\"N7153.H57 A4 2011b\",\"id\":\"476353\",\"imprint\":\"Bern : Swiss Federal Office of Culture   Z\\u00fcrich : JRP\\/Ringier   New York : Distribution, USA, Canada, Asia, and Australia, D.A.P., \\u00a92011.\",\"month\":\"January\",\"perm_link\":\"b2542778\\r\",\"title\":\"Thomas Hirschhorn : establishing a critical corpus \\/ [Thomas Hirschhorn   texts, Claire Bishop [and others]   editorial, Thomas Hirschhorn and Thomas Bizzarri].\",\"type\":\"New\"},{\"null\":52,\"author\":\"Dezeuze, Anna.\",\"callnumber\":\"N7153.H57 D49 2014\",\"id\":\"476354\",\"imprint\":\"London : Afterall Books, 2014.\",\"month\":\"January\",\"perm_link\":\"b2542777\\r\",\"title\":\"Thomas Hirschhorn : Deleuze monument \\/ Anna Dezeuze.\",\"type\":\"New\"},{\"null\":53,\"author\":\"Jackson, Iain, author.\",\"callnumber\":\"NA997.F78 J33 2014\",\"id\":\"476355\",\"imprint\":\"Burlington, VT : Ashgate, [2014]\",\"month\":\"January\",\"perm_link\":\"b2542800\\r\",\"title\":\"The architecture of Edwin Maxwell Fry and Jane Drew : twentieth century architecture, pioneer modernism and the tropics \\/ Iain Jackson, Liverpool School of Architecture, University of Liverpool  Jessica Holland, Liverpool School of Architecture, University of Liverpool.\",\"type\":\"New\"},{\"null\":54,\"author\":\"Symposium  Artist as public intellectual?  (2004 : Vienna, Austria)\",\"callnumber\":\"NX180.S6 A7517 2008\",\"id\":\"476356\",\"imprint\":\"Wien : Schlebr\\u00fcgge, c 2008.\",\"month\":\"January\",\"perm_link\":\"b2542769\\r\",\"title\":\"The artist as public intellectual? \\/ Stephan Schmidt-Wulffen, ed.   Sabeth Buchmann ... [et al.].\",\"type\":\"New\"},{\"null\":55,\"author\":\"Lucretius Carus, Titus.\",\"callnumber\":\"PA6483.E5 S6 2001\",\"id\":\"476357\",\"imprint\":\"Indianapolis : Hackett Pub., c2001.\",\"month\":\"January\",\"perm_link\":\"b2538719\\r\",\"title\":\"De rerum natura. English;On the nature of things \\/ Lucretius   translated, with introduction and notes, by Martin Ferguson Smith.\",\"type\":\"New\"},{\"null\":56,\"author\":\"\",\"callnumber\":\"PA6484 .C33 2007\",\"id\":\"476358\",\"imprint\":\"Cambridge, UK   New York : Cambridge University Press, 2007.\",\"month\":\"January\",\"perm_link\":\"b2538703\\r\",\"title\":\"The Cambridge companion to Lucretius \\/ edited by Stuart Gillespie, Philip Hardie.\",\"type\":\"New\"},{\"null\":57,\"author\":\"\",\"callnumber\":\"PE1625 .O87 1991 (Ref)\",\"id\":\"476359\",\"imprint\":\"Oxford : Clarendon Press   Oxford   New York : Oxford University Press, 1989 (reprinted with corrections, 1991)\",\"month\":\"January\",\"perm_link\":\"b2542803\\r\",\"title\":\"The Oxford English dictionary.\",\"type\":\"Reference\"},{\"null\":58,\"author\":\"Cavell, Stanley, 1926-\",\"callnumber\":\"PN1995 .C42 1979\",\"id\":\"476360\",\"imprint\":\"Cambridge : Harvard University Press, 1979.\",\"month\":\"January\",\"perm_link\":\"b2542799\\r\",\"title\":\"The world viewed : reflections on the ontology of film \\/ Stanley Cavell.\",\"type\":\"New\"},{\"null\":59,\"author\":\"Hentea, Marius.\",\"callnumber\":\"PQ2639.Z3 Z68 2014\",\"id\":\"476361\",\"imprint\":\"Cambridge, Massachusetts : The MIT Press, [2014]\",\"month\":\"January\",\"perm_link\":\"b2542801\\r\",\"title\":\"TaTa Dada : the real life and celestial adventures of Tristan Tzara \\/ Marius Hentea.\",\"type\":\"New\"},{\"null\":60,\"author\":\"Earling, Debra Magpie.\",\"callnumber\":\"PS3605.A765 L6 2010 (Spec Coll)\",\"id\":\"476362\",\"imprint\":\"Berkeley : Editions Koch, 2010.\",\"month\":\"January\",\"perm_link\":\"b2550456\\r\",\"title\":\"The lost journals of Sacajewea \\/ by Debra Magpie Earling   photo-interventions by Peter Rutledge Koch.\",\"type\":\"Spec Coll\"},{\"null\":61,\"author\":\"Gasparik, Tibor, 1950-\",\"callnumber\":\"QE515 .G33 2003eb (INTERNET)\",\"id\":\"476363\",\"imprint\":\"Berlin   New York : Springer, c2003.\",\"month\":\"January\",\"perm_link\":\"b2473861\\r\",\"title\":\"Phase diagrams for geoscientists [electronic resource] : an atlas of the earth's interior \\/ Tibor Gasparik.\",\"type\":\"Internet\"},{\"null\":62,\"author\":\"Rudneva, I. I. (Irina Ivanovna)\",\"callnumber\":\"QL639.1 .R83 2014 (INTERNET)\",\"id\":\"476364\",\"imprint\":\"Boca Raton : Taylor & Francis, 2014.\",\"month\":\"January\",\"perm_link\":\"b2534903\\r\",\"title\":\"Biomarkers for stress in fish embryos and larvae [electronic resource] \\/ Irina Rudneva.\",\"type\":\"Internet\"},{\"null\":63,\"author\":\"\",\"callnumber\":\"QR115 .E53 2014eb (INTERNET)\",\"id\":\"476365\",\"imprint\":\"London, England : Elsevier : Academic Press, 2014.\",\"month\":\"January\",\"perm_link\":\"b2545981\\r\",\"title\":\"Encyclopedia of food microbiology [electronic resource] \\/ editor-in-chief, Carl A. Batt   editor, Mary Lou Tortorello.\",\"type\":\"Internet\"},{\"null\":64,\"author\":\"\",\"callnumber\":\"SB381 .D48 2013\",\"id\":\"476366\",\"imprint\":\"Qu\\u00e9bec : Centre de r\\u00e9f\\u00e9rence en agriculture et agroalimentaire du Qu\\u00e9bec, 2013.\",\"month\":\"January\",\"perm_link\":\"b2538683\\r\",\"title\":\"Diseases, pests and beneficial organisms of strawberry, raspberry, and blueberry \\/ Liette Lambert ... [et al.].\",\"type\":\"New\"},{\"null\":65,\"author\":\"\",\"callnumber\":\"SB472.47 .R47 2012\",\"id\":\"476367\",\"imprint\":\"London   New York : Routledge, 2012.\",\"month\":\"January\",\"perm_link\":\"b2542837\\r\",\"title\":\"Representing landscapes : a visual collection of landscape architectural drawings \\/ edited by Nadia Amoroso.\",\"type\":\"New\"},{\"null\":66,\"author\":\"\",\"callnumber\":\"TH425 .C749 2013 (INTERNET)\",\"id\":\"476368\",\"imprint\":\"Hoboken, New Jersey : John Wiley & Sons, Inc., [2013]\",\"month\":\"January\",\"perm_link\":\"b2405235\\r\",\"title\":\"The CSI construction product representation practice guide [electronic resource] \\/ the Construction Specifications Institute.\",\"type\":\"Internet\"},{\"null\":67,\"author\":\"Bostwick, William, author.\",\"callnumber\":\"TP573.A1 B67 2014\",\"id\":\"476369\",\"imprint\":\"New York : W.W. Norton & Company, [2014]\",\"month\":\"January\",\"perm_link\":\"b2542770\\r\",\"title\":\"The brewer's tale : a history of the world according to beer \\/ William Bostwick.\",\"type\":\"New\"},{\"null\":68,\"author\":\"Davidson, Alan, 1924-2003, author.\",\"callnumber\":\"TX349 .D36 2014\",\"id\":\"476370\",\"imprint\":\"New York, NY : Oxford University Press, 2014.\",\"month\":\"January\",\"perm_link\":\"b2542773\\r\",\"title\":\"The Oxford companion to food \\/ Alan Davidson.\",\"type\":\"New\"},{\"null\":69,\"author\":\"Coupland, John N., author.\",\"callnumber\":\"TX541 .C78 2014\",\"id\":\"476371\",\"imprint\":\"New York : Springer, [2014];\\u00a92014\",\"month\":\"January\",\"perm_link\":\"b2542805\\r\",\"title\":\"An introduction to the physical chemistry of food \\/ John N. Coupland.\",\"type\":\"New\"},{\"null\":70,\"author\":\"Page, Karen, author.\",\"callnumber\":\"TX837 .P24 2014\",\"id\":\"476372\",\"imprint\":\"New York : Little, Brown and Company, 2014.\",\"month\":\"January\",\"perm_link\":\"b2542780\\r\",\"title\":\"The vegetarian flavor bible : the essential guide to culinary creativity with vegetables, fruits, grains, legumes, nuts, seeds, and more, based on the wisdom of leading American chefs \\/ Karen Page   photographs by Andrew Dornenburg.\",\"type\":\"New\"},{\"null\":71,\"author\":\"\",\"callnumber\":\"Z679 .L53 2014 (Oversize)\",\"id\":\"476373\",\"imprint\":\"Dublin : Roads, 2014.\",\"month\":\"January\",\"perm_link\":\"b2543516\\r\",\"title\":\"Libraries \\/ foreword by Bjarne Hammer.\",\"type\":\"New\"},{\"null\":72,\"author\":\"\",\"callnumber\":\"Z679 .L53 2014 (Oversize)\",\"id\":\"476374\",\"imprint\":\"Dublin : Roads, 2014.\",\"month\":\"January\",\"perm_link\":\"b254351\\r\",\"title\":\"Libraries \\/ foreword by Bjarne Hammer.\",\"type\":\"New\"}], [{\"field\": null, \"type\": \"Integer\"}, {\"field\": \"author\"}, {\"field\": \"callnumber\"}, {\"field\": \"id\"}, {\"field\": \"imprint\"}, {\"field\": \"month\"}, {\"field\": \"perm_link\"}, {\"field\": \"title\"}, {\"field\": \"type\"}]);\n",
       "            grid.initialize_slick_grid();\n",
       "        });\n",
       "    });\n",
       "});"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_grid(jan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Word cloud of new January books"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's do something with this data. It might be interesting to compute and display a word cloud of the words contained in the titles of the books."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "text = ' '.join(jan['title'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The titles seem to contain a number of words that describe the type of resource; let's treat those as stopwords and remove them from the word cloud:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stopwords = STOPWORDS.copy()\n",
    "stopwords.add(\"electronic\")\n",
    "stopwords.add(\"resource\")\n",
    "stopwords.add(\"edited\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "wc = WordCloud(font_path=\"/Users/bgranger/Library/Fonts/OpenSans-Regular.ttf\",\n",
    "               stopwords=stopwords).generate(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d154b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(wc)\n",
    "plt.axis(\"off\")\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are other words here we might want to treat as stopwords as well. But it does look like the library is getting a lot of introductory books on various topics. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computer availability"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following API endpoint can be used to get the availability of computers in the library:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "r1st = requests.get(\"http://lib.calpoly.edu/api/availability/1st\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data_1st = r1st.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_1st = pd.DataFrame(data_1st.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_1st['x'] = df_1st['x'].apply(float)\n",
    "df_1st['y'] = df_1st['y'].apply(float)\n",
    "df_1st['scheduled'] = df_1st['scheduled'].apply(float)\n",
    "df_1st['status'] = df_1st['status'].apply(float)\n",
    "df_1st['type'] = df_1st['type'].apply(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 114 entries, 0 to 113\n",
      "Data columns (total 6 columns):\n",
      "name         114 non-null object\n",
      "scheduled    114 non-null float64\n",
      "status       114 non-null float64\n",
      "type         114 non-null float64\n",
      "x            114 non-null float64\n",
      "y            114 non-null float64\n",
      "dtypes: float64(5), object(1)"
     ]
    }
   ],
   "source": [
    "df_1st.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the following tables shows, this dataset has the status and type of the computer, as well as its x and y position in the library."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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[{\"null\":0,\"name\":\"lib-111c-02\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":433.467,\"y\":107.467},{\"null\":1,\"name\":\"lib-111c-03\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":424.467,\"y\":115.467},{\"null\":2,\"name\":\"lib-114b-28\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":434.467,\"y\":498.467},{\"null\":3,\"name\":\"lib-114b-29\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":433.467,\"y\":516.467},{\"null\":4,\"name\":\"lib-111c-06\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":458.467,\"y\":112.467},{\"null\":5,\"name\":\"lib-111c-07\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":480.467,\"y\":112.467},{\"null\":6,\"name\":\"lib-111c-04\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":433.467,\"y\":121.467},{\"null\":7,\"name\":\"lib-111c-05\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":447.467,\"y\":121.467},{\"null\":8,\"name\":\"lib-114b-22\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":381.467,\"y\":498.467},{\"null\":9,\"name\":\"lib-114b-23\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":373.467,\"y\":498.467},{\"null\":10,\"name\":\"lib-114b-20\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":373.467,\"y\":516.467},{\"null\":11,\"name\":\"lib-114b-21\",\"scheduled\":0.0,\"status\":0.0,\"type\":2.0,\"x\":381.467,\"y\":516.467},{\"null\":12,\"name\":\"lib-114b-26\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":455.467,\"y\":481.467},{\"null\":13,\"name\":\"lib-114b-27\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":438.467,\"y\":490.467},{\"null\":14,\"name\":\"lib-114b-24\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":368.467,\"y\":490.467},{\"null\":15,\"name\":\"lib-114b-25\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":352.467,\"y\":481.467},{\"null\":16,\"name\":\"lib-111c-01\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":447.467,\"y\":107.467},{\"null\":17,\"name\":\"lib-111b-09\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":341.467,\"y\":160.467},{\"null\":18,\"name\":\"lib-111b-08\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":348.467,\"y\":160.467},{\"null\":19,\"name\":\"lib-111c-08\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":475.467,\"y\":101.467},{\"null\":20,\"name\":\"lib-111b-01\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":403.467,\"y\":153.467},{\"null\":21,\"name\":\"lib-111b-03\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":376.467,\"y\":167.467},{\"null\":22,\"name\":\"lib-111b-02\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":396.467,\"y\":153.467},{\"null\":23,\"name\":\"lib-111b-05\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":369.467,\"y\":160.467},{\"null\":24,\"name\":\"lib-111b-04\",\"scheduled\":0.0,\"status\":0.0,\"type\":2.0,\"x\":376.467,\"y\":160.467},{\"null\":25,\"name\":\"lib-111b-07\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":355.467,\"y\":160.467},{\"null\":26,\"name\":\"lib-111b-06\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":362.467,\"y\":160.467},{\"null\":27,\"name\":\"lib-111c-09\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":486.467,\"y\":101.467},{\"null\":28,\"name\":\"lib-111b-18\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":341.467,\"y\":146.467},{\"null\":29,\"name\":\"lib-111b-19\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":334.467,\"y\":146.467},{\"null\":30,\"name\":\"lib-111b-16\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":355.467,\"y\":146.467},{\"null\":31,\"name\":\"lib-111b-17\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":348.467,\"y\":146.467},{\"null\":32,\"name\":\"lib-111b-14\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":369.467,\"y\":146.467},{\"null\":33,\"name\":\"lib-111b-15\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":362.467,\"y\":146.467},{\"null\":34,\"name\":\"lib-111b-12\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":403.467,\"y\":139.467},{\"null\":35,\"name\":\"lib-111b-13\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":396.467,\"y\":139.467},{\"null\":36,\"name\":\"lib-111b-10\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":334.467,\"y\":160.467},{\"null\":37,\"name\":\"lib-111b-11\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":327.467,\"y\":160.467},{\"null\":38,\"name\":\"lib-114b-48\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":454.467,\"y\":615.467},{\"null\":39,\"name\":\"lib-114b-44\",\"scheduled\":0.0,\"status\":2.0,\"type\":1.0,\"x\":411.467,\"y\":589.467},{\"null\":40,\"name\":\"lib-114b-45\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":426.467,\"y\":598.467},{\"null\":41,\"name\":\"lib-114b-46\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":434.467,\"y\":598.467},{\"null\":42,\"name\":\"lib-114b-47\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":438.467,\"y\":607.467},{\"null\":43,\"name\":\"lib-114b-40\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":454.467,\"y\":570.467},{\"null\":44,\"name\":\"lib-114b-41\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":454.467,\"y\":598.467},{\"null\":45,\"name\":\"lib-114b-42\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":450.467,\"y\":591.467},{\"null\":46,\"name\":\"lib-114b-43\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":427.467,\"y\":581.467},{\"null\":47,\"name\":\"lib-111-26\",\"scheduled\":0.0,\"status\":2.0,\"type\":3.0,\"x\":399.467,\"y\":336.467},{\"null\":48,\"name\":\"lib-111-24\",\"scheduled\":0.0,\"status\":2.0,\"type\":3.0,\"x\":427.467,\"y\":336.467},{\"null\":49,\"name\":\"lib-111-25\",\"scheduled\":0.0,\"status\":2.0,\"type\":3.0,\"x\":413.467,\"y\":336.467},{\"null\":50,\"name\":\"lib-111-22\",\"scheduled\":0.0,\"status\":2.0,\"type\":3.0,\"x\":448.467,\"y\":294.467},{\"null\":51,\"name\":\"lib-111-23\",\"scheduled\":0.0,\"status\":0.0,\"type\":3.0,\"x\":448.467,\"y\":308.467},{\"null\":52,\"name\":\"lib-111-20\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":462.467,\"y\":308.467},{\"null\":53,\"name\":\"lib-111-21\",\"scheduled\":0.0,\"status\":2.0,\"type\":3.0,\"x\":462.467,\"y\":294.467},{\"null\":54,\"name\":\"lib-111b-27\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":348.467,\"y\":132.467},{\"null\":55,\"name\":\"lib-111b-26\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":355.467,\"y\":132.467},{\"null\":56,\"name\":\"lib-111b-25\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":362.467,\"y\":132.467},{\"null\":57,\"name\":\"lib-111b-24\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":369.467,\"y\":132.467},{\"null\":58,\"name\":\"lib-111b-23\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":389.467,\"y\":125.467},{\"null\":59,\"name\":\"lib-111b-22\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":396.467,\"y\":125.467},{\"null\":60,\"name\":\"lib-111b-21\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":403.467,\"y\":125.467},{\"null\":61,\"name\":\"lib-111b-20\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":327.467,\"y\":146.467},{\"null\":62,\"name\":\"lib-111b-29\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":334.467,\"y\":132.467},{\"null\":63,\"name\":\"lib-111b-28\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":341.467,\"y\":132.467},{\"null\":64,\"name\":\"lib-114b-13\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":396.467,\"y\":550.467},{\"null\":65,\"name\":\"lib-114b-12\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":373.467,\"y\":559.467},{\"null\":66,\"name\":\"lib-114b-11\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":357.467,\"y\":550.467},{\"null\":67,\"name\":\"lib-114b-10\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":353.467,\"y\":542.467},{\"null\":68,\"name\":\"lib-114b-17\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":353.467,\"y\":524.467},{\"null\":69,\"name\":\"lib-114b-16\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":368.467,\"y\":534.467},{\"null\":70,\"name\":\"lib-114b-15\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":373.467,\"y\":542.467},{\"null\":71,\"name\":\"lib-114b-14\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":380.467,\"y\":542.467},{\"null\":72,\"name\":\"lib-114b-19\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":357.467,\"y\":507.467},{\"null\":73,\"name\":\"lib-114b-18\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":353.467,\"y\":499.467},{\"null\":74,\"name\":\"lib-111b-34\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":348.467,\"y\":118.467},{\"null\":75,\"name\":\"lib-111b-35\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":341.467,\"y\":118.467},{\"null\":76,\"name\":\"lib-111b-36\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":334.467,\"y\":118.467},{\"null\":77,\"name\":\"lib-111b-37\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":327.467,\"y\":118.467},{\"null\":78,\"name\":\"lib-111b-30\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":327.467,\"y\":132.467},{\"null\":79,\"name\":\"lib-111b-31\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":369.467,\"y\":118.467},{\"null\":80,\"name\":\"lib-111b-32\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":362.467,\"y\":118.467},{\"null\":81,\"name\":\"lib-111b-33\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":355.467,\"y\":118.467},{\"null\":82,\"name\":\"lib-114b-01\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":353.467,\"y\":586.467},{\"null\":83,\"name\":\"lib-114b-02\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":357.467,\"y\":593.467},{\"null\":84,\"name\":\"lib-114b-03\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":373.467,\"y\":603.467},{\"null\":85,\"name\":\"lib-114b-04\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":380.467,\"y\":603.467},{\"null\":86,\"name\":\"lib-114b-05\",\"scheduled\":0.0,\"status\":2.0,\"type\":1.0,\"x\":396.467,\"y\":594.467},{\"null\":87,\"name\":\"lib-114b-06\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":380.467,\"y\":585.467},{\"null\":88,\"name\":\"lib-114b-07\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":373.467,\"y\":585.467},{\"null\":89,\"name\":\"lib-114b-08\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":368.467,\"y\":577.467},{\"null\":90,\"name\":\"lib-114b-09\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":353.467,\"y\":568.467},{\"null\":91,\"name\":\"lib-111-01\",\"scheduled\":0.0,\"status\":2.0,\"type\":3.0,\"x\":410.467,\"y\":262.467},{\"null\":92,\"name\":\"lib-111-02\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":396.467,\"y\":262.467},{\"null\":93,\"name\":\"lib-111-03\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":396.467,\"y\":248.467},{\"null\":94,\"name\":\"lib-111-04\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":410.467,\"y\":248.467},{\"null\":95,\"name\":\"lib-111-05\",\"scheduled\":0.0,\"status\":0.0,\"type\":3.0,\"x\":410.467,\"y\":234.467},{\"null\":96,\"name\":\"lib-111-06\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":424.467,\"y\":234.467},{\"null\":97,\"name\":\"lib-111-07\",\"scheduled\":0.0,\"status\":2.0,\"type\":3.0,\"x\":424.467,\"y\":248.467},{\"null\":98,\"name\":\"lib-111c-15\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":525.467,\"y\":123.467},{\"null\":99,\"name\":\"lib-111c-14\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":536.467,\"y\":123.467},{\"null\":100,\"name\":\"lib-111c-11\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":514.467,\"y\":121.467},{\"null\":101,\"name\":\"lib-111c-10\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":491.467,\"y\":112.467},{\"null\":102,\"name\":\"lib-111c-13\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":536.467,\"y\":112.467},{\"null\":103,\"name\":\"lib-111c-12\",\"scheduled\":0.0,\"status\":1.0,\"type\":3.0,\"x\":525.467,\"y\":112.467},{\"null\":104,\"name\":\"lib-114b-35\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":426.467,\"y\":535.467},{\"null\":105,\"name\":\"lib-114b-34\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":435.467,\"y\":535.467},{\"null\":106,\"name\":\"lib-114b-37\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":426.467,\"y\":553.467},{\"null\":107,\"name\":\"lib-114b-36\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":410.467,\"y\":544.467},{\"null\":108,\"name\":\"lib-114b-31\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":454.467,\"y\":500.467},{\"null\":109,\"name\":\"lib-114b-30\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":450.467,\"y\":507.467},{\"null\":110,\"name\":\"lib-114b-33\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":450.467,\"y\":545.467},{\"null\":111,\"name\":\"lib-114b-32\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":454.467,\"y\":552.467},{\"null\":112,\"name\":\"lib-114b-39\",\"scheduled\":0.0,\"status\":1.0,\"type\":1.0,\"x\":439.467,\"y\":561.467},{\"null\":113,\"name\":\"lib-114b-38\",\"scheduled\":0.0,\"status\":0.0,\"type\":1.0,\"x\":434.467,\"y\":553.467}], [{\"field\": null, \"type\": \"Integer\"}, {\"field\": \"name\"}, {\"field\": \"scheduled\", \"type\": \"Float\"}, {\"field\": \"status\", \"type\": \"Float\"}, {\"field\": \"type\", \"type\": \"Float\"}, {\"field\": \"x\", \"type\": \"Float\"}, {\"field\": \"y\", \"type\": \"Float\"}]);\n",
       "            grid.initialize_slick_grid();\n",
       "        });\n",
       "    });\n",
       "});"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_grid(df_1st)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This data can be used to create a real time plot of the computers' location and status. This visualization can be output in SVG and immediately layers on the library SVG map (exercise for next time)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "A/8ArAB+KyJrprlJDYcJtrG4C/hnVd2JH8P+jYjMm+Y2NRQ26DKcwnpYwylMsIZTmGANpzDBGk5h\n",
       "gjWcwgRrOIUJ1nAKE6zhFP8fFnDDG9dqIj8AAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d665ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_1st[df_1st['status']==0].plot(x='x', y='y', kind='scatter', color='green')\n",
    "ax.set_aspect('equal')\n",
    "df_1st[df_1st['status']==1].plot(x='x', y='y', kind='scatter', color='red', ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Available checkout items"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The library has various technology items that can be checked out by patrons. This API endpoint lists the currently available ones:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "r = requests.get(\"http://lib.calpoly.edu/api/available.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{u'Apple iPad 2 - 3 day': 2,\n",
       " u'Apple iPad 2 - 3 hour': 9,\n",
       " u'Camcorder': 7,\n",
       " u'Kindle Ebook reader': 2,\n",
       " u'Poly Connect LAPTOP': 45,\n",
       " u'Projector': 0}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PolyConnect Queue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "r = requests.get(\"http://lib.calpoly.edu/api/signup_queue.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{u'queue': [{u'computer': u'lib-114b-08',\n",
       "   u'displayname': u'magiorda',\n",
       "   u'message': u'Go to lib-114b-08',\n",
       "   u'position': u'1',\n",
       "   u'status': u'notified',\n",
       "   u'time': u'2015-01-31 14:51'}]}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scheduled classrooms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like there were no classrooms scheduled when this call was made:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "r = requests.get(\"http://lib.calpoly.edu/api/r25-35.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Map graphic"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This cell demonstrates how the Notebook can seamlessly handle different types of rich output, including PNG, JPEG, SVG, HTML, CSS, JavaScript, LaTeX, etc. In this case, we load the SVG map of the library:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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