In [26]:
%matplotlib inline
import sys
import collections
import itertools
import functools
import urllib3
from elasticsearch import Elasticsearch
from collections import defaultdict, Hashable
from functools import total_ordering, reduce
from abc import abstractmethod, ABCMeta
import numpy as np
import pandas as pd
import networkx as nx
from linkalytics.environment import cfg
from linkalytics.utils import memoize
from elasticsearch_dsl.connections import connections
from elasticsearch_dsl.search import Search
from elasticsearch_dsl.query import Q, Ids
urllib3.disable_warnings()
In [27]:
class Messenger:
def __init__(self, config='cdr', size=2000):
"""
:param url: str
Fully qualified url to an elasticsearch instance
:param size: int|
Size limit to set on elasticsearch query
"""
self.conn = connections.get_connection(config)
self.elastic = Search('cdr', extra={'size': size})
def match(self, match_type, **kwargs):
return self.elastic.query(match_type, **kwargs).execute()
@memoize
def available(self, ad_id):
"""
Get's the available factors for a particular ad
:param ad_id: str
Unique ad identifier
:return: factors
:rtype : list
"""
accumulator = lambda x,y: x|y
output = self.match('match_phrase', _id=ad_id)
keys = [
set(i['_source'].keys())
for i in output.hits.hits
]
return list(reduce(accumulator, keys, set()))
def lookup(self, ad_id, field):
"""
Get data from ad_id
:param ad_id: str
String to be queried
"""
if not isinstance(ad_id, list):
ad_id = [ad_id]
results = self.elastic.query(Ids(values=ad_id)).execute()
return set(flatten([
hits['_source'][field] for hits in results.hits.hits
if field in hits['_source']
]))
def reverse_lookup(self, field, field_value):
"""
Get ad_id from a specific field and search term
:param field_value: str
String to be queried
"""
results = self.match(
'match_phrase', **{field:field_value}).hits.hits
if not results:
results = self.match('match', _all=field_value).hits.hits
return [hit['_id'] for hit in results]
def suggest(self, ad_id, field):
"""
The suggest function suggests other ad_ids that share this
field with the input ad_id.
"""
suggestions = {}
field_values = self.lookup(ad_id, field)
for value in field_values:
ads = set(self.reverse_lookup(field, value))
# To prevent cycles
if isinstance(ad_id, list):
ads -= set(ad_id)
else:
ads.discard(ad_id)
suggestions[value] = list(ads)
return suggestions
def flatten(nested):
return (
[x for l in nested for x in flatten(l)]
if isinstance(nested, list) else
[nested]
)
In [28]:
class FactorNetwork:
"""
Factor Network Constructor
==========================
Manager class for initializing and
handling state in a factor network
"""
def __init__(self, Messenger=Messenger, **kwargs):
"""
:param Messenger:
A class constructor following the suggestion
interface
:param kwargs:
Keyword arguments fed into constructor
to initialize local network object
"""
self.messenger = Messenger()
self.G = nx.DiGraph(**kwargs)
def __repr__(self):
nodes = nx.number_of_nodes(self.G)
edges = nx.number_of_edges(self.G)
return '{nm}(nodes={nodes}, edges={edges})'.format(
nm=self.__class__.__name__,
nodes=nodes,
edges=edges,
)
def get_graph(self, node, factor, **kwargs):
"""
Create the networkx graph representation
:param node: str
Document ID of the root node
:param factor: str
A type of factor to query
:param kwargs:
Keyword arguments fed into constructor
to initialize local network object
"""
G, node = nx.DiGraph(**kwargs), str(node)
G.add_node(node, {'type': 'doc'})
self.messenger.lookup(node, factor)
message = self.messenger.suggest(node, factor)
for value, keys in message.items():
edgelist = itertools.zip_longest([node], keys, fillvalue=node)
metadata = {'value': value, 'factor': factor}
G.add_edges_from(edgelist, **metadata)
return G
def register_node(self, node, factor):
node = str(node)
self.G = nx.compose(self.G, self.get_graph(node, factor))
def to_dict(self):
"""
Serialize graph edges back into JSON
"""
d = collections.defaultdict(list)
for leaf, node in nx.edges(self.G):
d[node].append(leaf)
return dict(d)
def show(self):
nx.draw_networkx(self.G,
pos=nx.layout.fruchterman_reingold_layout(self.G),
with_labels=False,
node_size=100,
)
def commit(self, index_name, user_name):
"""
Commit the current state of factor network to a local Elastic instance
The index_name should remain constant for an organization. The user_name refers to the specific user and provides the functionality to maintain the user provenance by making it the Elastic document type.
Specifically, split the state into 3 components (1) root (the datum with which you started) (2) extension (the data you've confirmed based on factor network suggestions) (3) suggestions (the suggested extensions to your data)
We index a factor network by taking the root and appending a _x to it. We loop through get requests on that particular lead to get based on the most recently committed root_x and we add 1 to x.
The results of the commit will look as follows in Elastic:
{
"_index": "Your_Index_Name",
"_type": "adam",
"_id": "rootid_x",
"_score": 1,
"_source": {
"root": [[0,1],[0,7],...],
"extension": {[[1,2],[2,3],...]},
"suggestions": {[[3,4],[...],...]}
}
}
"""
es = Elasticsearch()
source = set()
target = set()
edges = self.G.edges()
for edge in edges:
source.add(edge[0])
target.add(edge[1])
def split(intersection, edges):
result = []
for i in intersection:
for edge in edges:
if i in edge:
result.append(edge)
return result
state = {}
state["root"] = split(source.difference(target), edges)
state["extension"] = split(target.intersection(source), edges)
state["suggestions"] = split(target.difference(source), edges)
i = 1
preexisting = True
while preexisting:
try:
index_id = state["root"][0][0] + "_" + str(i)
es.get(index=index_name, id=index_id, doc_type=user_name)
i = i + 1
except:
preexisting = False
res = es.index(index=index_name, id=index_id, doc_type=user_name, body=state)
current_state = es.get(index=index_name, id=index_id, doc_type=user_name)
return current_state
def unpack_state_to_graph(self, index_name, user_name, index_id):
"""
Get request to Elastic to return the graph without the lead/extension/suggestions differentiator
"""
es = Elasticsearch()
edges = []
current_state = es.get(index=index_name, id=index_id, doc_type=user_name)
for k, v in current_state["_source"].items():
for edge in v:
edges.append(edge)
G = nx.DiGraph()
G.add_edges_from(edges)
return G
def merge(self, index_name, user_name_a, index_id_a, user_name_b, index_id_b):
"""
Merge two factor states
"""
# state_a = es.get(index=index_name, index_id_a, doc_type=user_name_a)
# state_b = es.get(index=index_name, index_id_b, doc_type=user_name_b)
G_a = set(self.unpack_state_to_graph(index_name, user_name_a, index_id_a).edges())
G_b = set(self.unpack_state_to_graph(index_name, user_name_b, index_id_a).edges())
network = {}
network["intersection"] = G_a.intersection(G_b)
network["workflow_a"] = G_a.difference(G_b)
network["workflow_b"] = G_b.difference(G_a)
n_edges = len(network["intersection"]) + len(network["workflow_a"]) + len(network["workflow_b"])
network["merge_stats"] = {}
network["merge_stats"]["intersection"] = round(len(network["intersection"])/n_edges, 2)
network["merge_stats"]["workflow_a"] = round(len(network["workflow_a"])/n_edges, 2)
network["merge_stats"]["workflow_b"] = round(len(network["workflow_b"])/n_edges, 2)
return(network)
In [29]:
username = 'user'
root_node = '67480505'
factor = FactorNetwork(Messenger=Messenger)
In [30]:
factor.messenger.lookup(root_node, 'phone')
Out[30]:
{'5874387758'}
In [31]:
factor.messenger.reverse_lookup('phone', '5023030050')
Out[31]:
['62452981',
'64595488',
'63174639',
'63175656',
'64595269',
'63307559',
'63166071',
'62442471',
'63302837',
'63513815',
'63303371',
'63307106',
'63306178',
'62441315',
'63174968',
'63163962',
'63513505',
'63306729']
In [32]:
factor.show()
In [33]:
factor.register_node(root_node, 'phone')
In [34]:
factor.commit('factor_state2016', username)
WARNING:elasticsearch:GET /factor_state2016/user/67480505_2 [status:404 request:0.003s]
Out[34]:
{'_id': '67480505_2',
'_index': 'factor_state2016',
'_source': {'extension': [],
'root': [['67480505', '60939648'],
['67480505', '70773800'],
['67480505', '72528621'],
['67480505', '59922137'],
['67480505', '67481273'],
['67480505', '44126628'],
['67480505', '83646104'],
['67480505', '51078113'],
['67480505', '64556658'],
['67480505', '44607500'],
['67480505', '47791826'],
['67480505', '54117423'],
['67480505', '46806447'],
['67480505', '54089645'],
['67480505', '45441361'],
['67480505', '73740903'],
['67480505', '65157649'],
['67480505', '71244092'],
['67480505', '67383704'],
['67480505', '54979736'],
['67480505', '60073673'],
['67480505', '43993896'],
['67480505', '83324239'],
['67480505', '44568274'],
['67480505', '53986830'],
['67480505', '57787528'],
['67480505', '57550824'],
['67480505', '73748058'],
['67480505', '46436362'],
['67480505', '47774017'],
['67480505', '46755404'],
['67480505', '46755411'],
['67480505', '51092075'],
['67480505', '71957602'],
['67480505', '72779929'],
['67480505', '57550929'],
['67480505', '75447501'],
['67480505', '49884711'],
['67480505', '51157571'],
['67480505', '84199481'],
['67480505', '67413967'],
['67480505', '44121847'],
['67480505', '67851187'],
['67480505', '71486595'],
['67480505', '70797923'],
['67480505', '57550919'],
['67480505', '57542134'],
['67480505', '67577255'],
['67480505', '67404066'],
['67480505', '44347597'],
['67480505', '51205769'],
['67480505', '54676676'],
['67480505', '64757914'],
['67480505', '67799908'],
['67480505', '70896262'],
['67480505', '59350704'],
['67480505', '58533527'],
['67480505', '60325722'],
['67480505', '44607499'],
['67480505', '54882501'],
['67480505', '54829161'],
['67480505', '46768764'],
['67480505', '64364727'],
['67480505', '65042280'],
['67480505', '58593917'],
['67480505', '74716652'],
['67480505', '58076945'],
['67480505', '66277176'],
['67480505', '70947450'],
['67480505', '44005350'],
['67480505', '49939178'],
['67480505', '45465760'],
['67480505', '43957618'],
['67480505', '44005909'],
['67480505', '47832784'],
['67480505', '46349286'],
['67480505', '70847635'],
['67480505', '72833342'],
['67480505', '58893397'],
['67480505', '46392464'],
['67480505', '57540690'],
['67480505', '80561059'],
['67480505', '44835835'],
['67480505', '44702139'],
['67480505', '64336424'],
['67480505', '70444612'],
['67480505', '43986122'],
['67480505', '44607501'],
['67480505', '67398689'],
['67480505', '67630990'],
['67480505', '46094100'],
['67480505', '54686282'],
['67480505', '51078000'],
['67480505', '54911751'],
['67480505', '57895578'],
['67480505', '49900775'],
['67480505', '59901576'],
['67480505', '60626643'],
['67480505', '57540675'],
['67480505', '74327791'],
['67480505', '59934696'],
['67480505', '71046685'],
['67480505', '75275102'],
['67480505', '73432023'],
['67480505', '74061110'],
['67480505', '43993551'],
['67480505', '71243678'],
['67480505', '60937597'],
['67480505', '70893448'],
['67480505', '44005284'],
['67480505', '73762687'],
['67480505', '70927833'],
['67480505', '71399830'],
['67480505', '59915686'],
['67480505', '57550931'],
['67480505', '59514040'],
['67480505', '70498900'],
['67480505', '43991456'],
['67480505', '58809791'],
['67480505', '58884152'],
['67480505', '71260247'],
['67480505', '57686784'],
['67480505', '67570703'],
['67480505', '51213572'],
['67480505', '57550940'],
['67480505', '75436284'],
['67480505', '72168580'],
['67480505', '75250466'],
['67480505', '70901534'],
['67480505', '67757342'],
['67480505', '46368914'],
['67480505', '46062573'],
['67480505', '57550901'],
['67480505', '46341457'],
['67480505', '57550930'],
['67480505', '54623764'],
['67480505', '74295240'],
['67480505', '58161343'],
['67480505', '44727385'],
['67480505', '51078108'],
['67480505', '57553720'],
['67480505', '67577077'],
['67480505', '70908636'],
['67480505', '44835833'],
['67480505', '83761428'],
['67480505', '72569136'],
['67480505', '67567229'],
['67480505', '75191649'],
['67480505', '44878711'],
['67480505', '44208079'],
['67480505', '46755409'],
['67480505', '73739910'],
['67480505', '73262895'],
['67480505', '54795188'],
['67480505', '45178608'],
['67480505', '54683779'],
['67480505', '57499669'],
['67480505', '71405525'],
['67480505', '51162689'],
['67480505', '57550896'],
['67480505', '66308294'],
['67480505', '57841059'],
['67480505', '56672367'],
['67480505', '51078004'],
['67480505', '43935525'],
['67480505', '51077920'],
['67480505', '58795559'],
['67480505', '59902252'],
['67480505', '71690438'],
['67480505', '44844431'],
['67480505', '74062735'],
['67480505', '70719699'],
['67480505', '44086702'],
['67480505', '57549407'],
['67480505', '44098971'],
['67480505', '72570076'],
['67480505', '72813350'],
['67480505', '57550895'],
['67480505', '73445690'],
['67480505', '72576337'],
['67480505', '57550905'],
['67480505', '57780263'],
['67480505', '44800054'],
['67480505', '66359575'],
['67480505', '70850059'],
['67480505', '74318673'],
['67480505', '74328986'],
['67480505', '70906285'],
['67480505', '71049282']],
'suggestions': [['67480505', '70773800'],
['67480505', '72528621'],
['67480505', '59922137'],
['67480505', '67481273'],
['67480505', '44126628'],
['67480505', '83646104'],
['67480505', '51078113'],
['67480505', '64556658'],
['67480505', '44607500'],
['67480505', '47791826'],
['67480505', '54117423'],
['67480505', '46806447'],
['67480505', '54089645'],
['67480505', '54676676'],
['67480505', '59350704'],
['67480505', '73740903'],
['67480505', '65157649'],
['67480505', '54683779'],
['67480505', '71244092'],
['67480505', '67383704'],
['67480505', '54979736'],
['67480505', '60073673'],
['67480505', '43993896'],
['67480505', '83324239'],
['67480505', '44568274'],
['67480505', '44347597'],
['67480505', '53986830'],
['67480505', '57787528'],
['67480505', '57550824'],
['67480505', '73748058'],
['67480505', '47774017'],
['67480505', '46755404'],
['67480505', '46755411'],
['67480505', '71405525'],
['67480505', '51092075'],
['67480505', '71957602'],
['67480505', '72779929'],
['67480505', '57550929'],
['67480505', '75447501'],
['67480505', '49884711'],
['67480505', '51157571'],
['67480505', '44121847'],
['67480505', '84199481'],
['67480505', '67851187'],
['67480505', '71486595'],
['67480505', '57550919'],
['67480505', '57542134'],
['67480505', '67577255'],
['67480505', '67404066'],
['67480505', '70444612'],
['67480505', '51205769'],
['67480505', '67799908'],
['67480505', '70896262'],
['67480505', '58533527'],
['67480505', '54829161'],
['67480505', '46768764'],
['67480505', '64364727'],
['67480505', '65042280'],
['67480505', '44086702'],
['67480505', '58593917'],
['67480505', '58076945'],
['67480505', '70947450'],
['67480505', '60939648'],
['67480505', '44005350'],
['67480505', '49939178'],
['67480505', '45465760'],
['67480505', '46436362'],
['67480505', '43957618'],
['67480505', '47832784'],
['67480505', '46349286'],
['67480505', '70847635'],
['67480505', '72833342'],
['67480505', '46392464'],
['67480505', '57540690'],
['67480505', '80561059'],
['67480505', '44835835'],
['67480505', '59901576'],
['67480505', '44702139'],
['67480505', '74327791'],
['67480505', '64336424'],
['67480505', '43986122'],
['67480505', '44607501'],
['67480505', '67577077'],
['67480505', '67630990'],
['67480505', '46094100'],
['67480505', '54686282'],
['67480505', '71690438'],
['67480505', '51078000'],
['67480505', '54911751'],
['67480505', '57895578'],
['67480505', '49900775'],
['67480505', '45441361'],
['67480505', '57540675'],
['67480505', '59934696'],
['67480505', '71046685'],
['67480505', '75275102'],
['67480505', '67413967'],
['67480505', '73432023'],
['67480505', '70797923'],
['67480505', '74061110'],
['67480505', '43993551'],
['67480505', '71243678'],
['67480505', '66277176'],
['67480505', '60937597'],
['67480505', '44005909'],
['67480505', '70893448'],
['67480505', '58893397'],
['67480505', '44005284'],
['67480505', '73762687'],
['67480505', '70927833'],
['67480505', '71399830'],
['67480505', '57550931'],
['67480505', '59514040'],
['67480505', '59915686'],
['67480505', '60626643'],
['67480505', '70498900'],
['67480505', '43991456'],
['67480505', '58809791'],
['67480505', '70906285'],
['67480505', '58884152'],
['67480505', '71260247'],
['67480505', '57686784'],
['67480505', '67570703'],
['67480505', '51213572'],
['67480505', '57550940'],
['67480505', '75436284'],
['67480505', '72168580'],
['67480505', '75250466'],
['67480505', '70901534'],
['67480505', '67757342'],
['67480505', '59902252'],
['67480505', '46368914'],
['67480505', '46062573'],
['67480505', '57550901'],
['67480505', '57550905'],
['67480505', '46341457'],
['67480505', '57550930'],
['67480505', '54623764'],
['67480505', '74295240'],
['67480505', '58161343'],
['67480505', '44727385'],
['67480505', '57553720'],
['67480505', '60325722'],
['67480505', '54882501'],
['67480505', '70908636'],
['67480505', '44835833'],
['67480505', '74716652'],
['67480505', '83761428'],
['67480505', '72569136'],
['67480505', '75191649'],
['67480505', '44878711'],
['67480505', '44208079'],
['67480505', '46755409'],
['67480505', '44607499'],
['67480505', '51078108'],
['67480505', '73262895'],
['67480505', '54795188'],
['67480505', '45178608'],
['67480505', '57499669'],
['67480505', '51162689'],
['67480505', '57550896'],
['67480505', '66308294'],
['67480505', '57841059'],
['67480505', '56672367'],
['67480505', '51078004'],
['67480505', '43935525'],
['67480505', '51077920'],
['67480505', '58795559'],
['67480505', '44800054'],
['67480505', '64757914'],
['67480505', '44844431'],
['67480505', '74062735'],
['67480505', '57549407'],
['67480505', '44098971'],
['67480505', '72570076'],
['67480505', '67398689'],
['67480505', '72813350'],
['67480505', '57550895'],
['67480505', '73445690'],
['67480505', '72576337'],
['67480505', '70719699'],
['67480505', '67567229'],
['67480505', '57780263'],
['67480505', '73739910'],
['67480505', '66359575'],
['67480505', '70850059'],
['67480505', '74318673'],
['67480505', '74328986'],
['67480505', '71049282']]},
'_type': 'user',
'_version': 1,
'found': True}
In [35]:
factor.show()
In [36]:
factor.G.adj
Out[36]:
{'43935525': {},
'43957618': {},
'43986122': {},
'43991456': {},
'43993551': {},
'43993896': {},
'44005284': {},
'44005350': {},
'44005909': {},
'44086702': {},
'44098971': {},
'44121847': {},
'44126628': {},
'44208079': {},
'44347597': {},
'44568274': {},
'44607499': {},
'44607500': {},
'44607501': {},
'44702139': {},
'44727385': {},
'44800054': {},
'44835833': {},
'44835835': {},
'44844431': {},
'44878711': {},
'45178608': {},
'45441361': {},
'45465760': {},
'46062573': {},
'46094100': {},
'46341457': {},
'46349286': {},
'46368914': {},
'46392464': {},
'46436362': {},
'46755404': {},
'46755409': {},
'46755411': {},
'46768764': {},
'46806447': {},
'47774017': {},
'47791826': {},
'47832784': {},
'49884711': {},
'49900775': {},
'49939178': {},
'51077920': {},
'51078000': {},
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'67481273': {},
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'84199481': {}}
In [37]:
factor.messenger.lookup(factor.G.nodes(), 'phone')
Out[37]:
{'5874387758', '58743877581', '6042603774'}
In [38]:
factor.messenger.suggest(factor.messenger.reverse_lookup('phone', '6042603774'), 'phone')
Out[38]:
{'16042603774': [],
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'5874387758': ['70773800',
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In [39]:
suggestions = factor.messenger.reverse_lookup('6042603774', 'phone')
In [40]:
set(suggestions) & set(factor.messenger.reverse_lookup('5874387758', 'phone'))
Out[40]:
{'211972',
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'79988669',
'43995912',
'54485442',
'13120',
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'58108635',
'24815204',
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...}
In [41]:
factor.register_node('32355127', 'phone')
In [44]:
factor.show()
In [45]:
factor.commit('factor_state2016', username)
WARNING:elasticsearch:GET /factor_state2016/user/32355127_1 [status:404 request:0.004s]
Out[45]:
{'_id': '32355127_1',
'_index': 'factor_state2016',
'_source': {'extension': [],
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['32355127', '40803209']]},
'_type': 'user',
'_version': 1,
'found': True}
In [46]:
factor.show()
In [47]:
root_node
Out[47]:
'67480505'
In [48]:
factor.merge('factor_state2016', username, root_node+'_1', username, root_node+'_2')
Out[48]:
{'intersection': {('67480505', '43935525'),
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'merge_stats': {'intersection': 1.0, 'workflow_a': 0.0, 'workflow_b': 0.0},
'workflow_a': set(),
'workflow_b': set()}
In [49]:
es = connections.get_connection('local')
In [50]:
response = Search(es).query().execute()
In [51]:
[i['_source'] for i in response.hits.hits]
Out[51]:
[{'extension': [],
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['67480505', '74328986'],
['67480505', '71049282']]}]
Content source: qadium-memex/linkalytics
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