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@jdnc
Created September 3, 2014 23:04
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Eyeballing the collections from dpla to pinpoint the most common fields, also some playing around with mongodb
{
"metadata": {
"name": "dpla-collections"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": "Part-1: fetch collections via dpla restful API, and count field frequency"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "First do basic setup for fetching the collections"
},
{
"cell_type": "code",
"collapsed": false,
"input": "import requests\nimport json\ncollections_url = 'http://api.dp.la/v2/collections'\napi_key = '62a90b27144dd9db04693f85ee1a2f60'",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 44
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Get the first 500 collections and store the JSON_LD in a dictionary"
},
{
"cell_type": "code",
"collapsed": false,
"input": "page = 1\npayload = { 'page_size' : 500,\n 'page' : page,\n 'api_key' : api_key }\nresponse1 = requests.get(collections_url, params=payload)\ndic1 = response1.json()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 45
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Similarly for the next 500"
},
{
"cell_type": "code",
"collapsed": false,
"input": "page = 2 \npayload = { 'page_size' : 500,\n 'page' : page,\n 'api_key' : api_key }\nresponse2 = requests.get(collections_url, params=payload)\ndic2 = response2.json()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 46
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Now count the frequency of the fields across all the 1000 collections"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from collections import defaultdict\nfield_defaultdict = defaultdict(int)\nfor doc in dic1['docs'] + dic2['docs']:\n for key in doc:\n field_defaultdict[key] += 1 ",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 47
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Plot a histogram that shows how the different fields are represented across the 1000 collections.\nNote - eventhough `title` is a required field, it is amongst the least common fields!\nOn the other hand an `admin` field which apparently gets generated every time a collection doesn't \nsatisfy a requirement is much more frequent thanks to so many '`title`-less' collections!"
},
{
"cell_type": "code",
"collapsed": false,
"input": "%pylab inline\nimport pandas\nplt.xkcd()\ncount_series = pandas.Series(field_defaultdict)\ncount_series.sort(axis=1)\ncount_series.plot(kind='bar', figsize=(10,10))\nplt.ylabel('frequency')\nplt.xlabel('fields in first 1000 collections')",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Populating the interactive namespace from numpy and matplotlib\n"
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 48,
"text": "<matplotlib.text.Text at 0x108d97050>"
},
{
"metadata": {},
"output_type": "display_data",
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VPNUQT72oenrlltAFuXw+TzQalSAn7BrS6TSOM/95HolEffqk6EWhUADMNJji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\n",
"text": "<matplotlib.figure.Figure at 0x1056dec90>"
}
],
"prompt_number": 48
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": "Part-2 : Insert the fetched collections into a mongodb database"
},
{
"cell_type": "code",
"collapsed": false,
"input": "import pymongo\ntry:\n conn=pymongo.MongoClient()\n print \"Connected successfully!!!\"\nexcept pymongo.errors.ConnectionFailure as e:\n print \"Could not connect to MongoDB: %s\" % e \nconn",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Connected successfully!!!\n"
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 62,
"text": "MongoClient('localhost', 27017)"
}
],
"prompt_number": 62
},
{
"cell_type": "code",
"collapsed": false,
"input": "# now create a database to store the dpla related data\ndb = conn.dpla\n# create a 'collection' or 'table' to store the collections we downloaded\ntable = db.collections\n# now loop through all the docs that we downloaded, insert each in the collections table\nfor doc in dic1['docs'] + dic2['docs']:\n table.insert(doc)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": "# some basic checking\n# see how many docs we just inserted - should be 1000\ntable.count()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 59,
"text": "1000"
}
],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": "# print one\ntable.find_one()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 61,
"text": "{u'@id': u'http://dp.la/api/collections/e0ad1ffc4f8bc2174a1ae367e77d52f3',\n u'_id': u'nara--698',\n u'_rev': u'764-82acd7686fad56d5ba1680c81d2a33cd',\n u'id': u'e0ad1ffc4f8bc2174a1ae367e77d52f3',\n u'ingestDate': u'2014-01-19T09:04:22.136761',\n u'ingestType': u'collection',\n u'ingestionSequence': 5,\n u'score': 1.0,\n u'title': u'National Archives Gift Collection of Materials Relating to Polar Regions, 1949 - 1978'}"
}
],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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