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Xiaochuang Han
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from pymongo import MongoClient | ||
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db = MongoClient('mongodb://143.215.138.132:27017')['big_data'] | ||
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sample = {'$sample': {'size': 3}} | ||
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pipeline = [sample] | ||
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query_result = db.tweet.aggregate(pipeline) | ||
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for tweet in query_result: | ||
print tweet['text'] |
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": { | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"source": [ | ||
"## Timestamp Range" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": true, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"from pymongo import MongoClient\n", | ||
"import matplotlib.pyplot as plt\n", | ||
"import numpy as np\n", | ||
"\n", | ||
"db = MongoClient('mongodb://143.215.138.132:27017')['big_data']" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": true, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"# Sample Tweet:\n", | ||
"# { \"_id\" : ObjectId(\"5819377b8548676a7239588c\"),\n", | ||
"# \"guid\" : \"793613871756013568\",\n", | ||
"# \"text\" : \"#incrediblessuperdanceparty can you play all of the Spanish songs?!\",\n", | ||
"# \"author_id\" : \"770418732665565185\",\n", | ||
"# \"author_name\" : \"Kayle Figueiredo\",\n", | ||
"# \"author_followers_count\" : 15,\n", | ||
"# \"timestamp\" : 1478047266,\n", | ||
"# \"lon\" : -83.804475,\n", | ||
"# \"lat\" : 27.698681999999998,\n", | ||
"# \"words\" : [ \"can\", \"you\", \"play\", \"all\", \"of\", \"the\", \"spanish\", \"songs\" ],\n", | ||
"# \"keywords\" : [ \"play\", \"songs\", \"spanish\" ],\n", | ||
"# \"hashtags\" : [ \"incrediblessuperdanceparty\" ],\n", | ||
"# \"mentions_id\" : [ ],\n", | ||
"# \"mentions_name\" : [ ],\n", | ||
"# \"urls\" : [ ],\n", | ||
"# \"favorite_count\" : 0,\n", | ||
"# \"retweet_count\" : 0 }" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": true, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"def find_first_timestamp():\n", | ||
" sort = {'$sort': {'timestamp': 1}}\n", | ||
" limit = {'$limit': 1}\n", | ||
" pipeline = [sort, limit]\n", | ||
" return list(db.tweet_subset.aggregate(pipeline))[0]['timestamp']" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": true, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"def find_last_timestamp():\n", | ||
" sort = {'$sort': {'timestamp': -1}}\n", | ||
" limit = {'$limit': 1}\n", | ||
" pipeline = [sort, limit]\n", | ||
" return list(db.tweet_subset.aggregate(pipeline))[0]['timestamp']" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": true, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"def get_timestamp_list():\n", | ||
" timestamp_list = []\n", | ||
" for tweet in list(db.tweet_subset.find()):\n", | ||
" timestamp_list.append(tweet['timestamp'])\n", | ||
" return timestamp_list" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": false, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"%time print find_first_timestamp()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": false, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"%time print find_last_timestamp()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": false, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"%time print min(get_timestamp_list())" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": false, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"%time print max(get_timestamp_list())" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": { | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"source": [ | ||
"## Histogram" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": false, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"timestamp_list = get_timestamp_list()\n", | ||
"\n", | ||
"bins = np.linspace(find_first_timestamp(), find_last_timestamp(), 100)\n", | ||
"\n", | ||
"plt.hist(timestamp_list, bins=bins)\n", | ||
"\n", | ||
"plt.title('Tweet Timeline')\n", | ||
"plt.xlabel('Timestamp')\n", | ||
"plt.ylabel('Number of Tweets')\n", | ||
"\n", | ||
"plt.show()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"collapsed": true, | ||
"deletable": true, | ||
"editable": true | ||
}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 2", | ||
"language": "python", | ||
"name": "python2" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 2 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython2", | ||
"version": "2.7.13" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 2 | ||
} |