From 83a14df93fd51416610876c78e9f2f1781e8aa4c Mon Sep 17 00:00:00 2001
From: Yomguithereal <guillaumeplique@gmail.com>
Date: Thu, 1 Oct 2020 11:23:54 +0200
Subject: [PATCH] Working on projections

---
 .travis.yml                           |     2 +
 data/bipartite.csv                    | 18712 ++++++++++++------------
 experiments/monopartite_projection.py |    18 +
 fog/graph/__init__.py                 |     3 +
 fog/graph/projection.py               |    27 +-
 requirements.txt                      |     2 +-
 6 files changed, 9405 insertions(+), 9359 deletions(-)
 create mode 100644 experiments/monopartite_projection.py

diff --git a/.travis.yml b/.travis.yml
index e751086..59dd61b 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -2,6 +2,8 @@ language: python
 python:
   - "3.5"
   - "3.6"
+  - "3.7"
+  - "3.8"
 install:
   - pip install --upgrade pip
   - pip install --upgrade setuptools
diff --git a/data/bipartite.csv b/data/bipartite.csv
index f10e8bc..1e89266 100644
--- a/data/bipartite.csv
+++ b/data/bipartite.csv
@@ -1,9356 +1,9356 @@
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diff --git a/experiments/monopartite_projection.py b/experiments/monopartite_projection.py
new file mode 100644
index 0000000..f53493d
--- /dev/null
+++ b/experiments/monopartite_projection.py
@@ -0,0 +1,18 @@
+import csv
+from networkx import Graph
+from fog.graph import cosine_monopartite_projection
+
+bipartite = Graph()
+
+with open('./data/bipartite.csv') as f:
+    reader = csv.DictReader(f)
+
+    for line in reader:
+        account = 'a%s' %line['account']
+        url = 'u%s' % line['url']
+
+        bipartite.add_node(account, type='account')
+        bipartite.add_node(url, type='url')
+        bipartite.add_edge(account, url, weight=int(line['weight']))
+
+monopartite = cosine_monopartite_projection(bipartite, 'account', part='type')
diff --git a/fog/graph/__init__.py b/fog/graph/__init__.py
index e69de29..5af628f 100644
--- a/fog/graph/__init__.py
+++ b/fog/graph/__init__.py
@@ -0,0 +1,3 @@
+from fog.graph.projection import (
+    cosine_monopartite_projection
+)
diff --git a/fog/graph/projection.py b/fog/graph/projection.py
index e1ee661..4f91541 100644
--- a/fog/graph/projection.py
+++ b/fog/graph/projection.py
@@ -4,7 +4,30 @@
 #
 # Miscellaneous functions related to bipartite to monopartite projections.
 #
+from collections import defaultdict, Counter
+from networkx import Graph
 
 
-def cosine_monopartite_projection():
-    pass
+def cosine_monopartite_projection(bipartite, keep, part='bipartite', weight='weight',
+                                  threshold=None):
+    monopartite = Graph()
+
+    vectors = defaultdict(Counter)
+
+    for n1, n2, w in bipartite.edges(data=weight, default=1):
+        p1 = bipartite.nodes[n1][part]
+        p2 = bipartite.nodes[n2][part]
+
+        assert p1 != p2, 'fog.graph.cosine_monopartite_projection: given graph is not truly bipartite.'
+
+        # Swapping so n1 is from part to keep
+        if p2 == part:
+            n1, n2 = n2, n1
+
+        vectors[n1][n2] += w
+
+    norms = {}
+
+    for node, vector in vectors.items():
+        monopartite.add_node(node, bipartite.nodes[node])
+        norms[node] = sum(vector.values())
diff --git a/requirements.txt b/requirements.txt
index c5fc59d..d8b5eb4 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -9,6 +9,6 @@ twine==1.11.0
 
 # Dependencies
 dill==0.2.7.1
-networkx==2.5
+networkx>=2
 phylactery==0.1.1
 Unidecode==1.0.22