From a804ec83432539a8ce99aa120ebe7f6888e0b281 Mon Sep 17 00:00:00 2001
From: Weichen Shen <wcshen1994@163.com>
Date: Thu, 14 Feb 2019 21:22:18 +0800
Subject: [PATCH] Add flight data

---
 README.md                              |    27 +-
 data/flight/brazil-airports.edgelist   |  1074 ++
 data/flight/europe-airports.edgelist   |  5995 ++++++++++
 data/flight/labels-brazil-airports.txt |   132 +
 data/flight/labels-europe-airports.txt |   400 +
 data/flight/labels-usa-airports.txt    |  1191 ++
 data/flight/usa-airports.edgelist      | 13599 +++++++++++++++++++++++
 7 files changed, 22411 insertions(+), 7 deletions(-)
 create mode 100644 data/flight/brazil-airports.edgelist
 create mode 100644 data/flight/europe-airports.edgelist
 create mode 100644 data/flight/labels-brazil-airports.txt
 create mode 100644 data/flight/labels-europe-airports.txt
 create mode 100644 data/flight/labels-usa-airports.txt
 create mode 100644 data/flight/usa-airports.edgelist

diff --git a/README.md b/README.md
index 9551d14..088e034 100644
--- a/README.md
+++ b/README.md
@@ -3,12 +3,14 @@
 # Method
 
 
-|  Model   | Paper                                                                                                                      | Note                                                                                       |
-| :------: | :------------------------------------------------------------------------------------------------------------------------- | :----------------------------------------------------------------------------------------- |
-| DeepWalk | [KDD 2014][DeepWalk: Online Learning of Social Representations](http://www.perozzi.net/publications/14_kdd_deepwalk.pdf)   | [【Graph Embedding】DeepWalk：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/56380812) |
-|   LINE   | [WWW 2015][LINE: Large-scale Information Network Embedding](https://arxiv.org/pdf/1503.03578.pdf)                          | [【Graph Embedding】LINE：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/56478167)     |
-| Node2Vec | [KDD 2016][node2vec: Scalable Feature Learning for Networks](https://www.kdd.org/kdd2016/papers/files/rfp0218-groverA.pdf) | [【Graph Embedding】Node2Vec：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/56542707) |
-|   SDNE   | [KDD 2016][Structural Deep Network Embedding](https://www.kdd.org/kdd2016/papers/files/rfp0191-wangAemb.pdf)               | [【Graph Embedding】SDNE：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/56637181)     |
+|   Model   | Paper                                                                                                                      | Note                                                                                        |
+| :-------: | :------------------------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------ |
+| DeepWalk  | [KDD 2014][DeepWalk: Online Learning of Social Representations](http://www.perozzi.net/publications/14_kdd_deepwalk.pdf)   | [【Graph Embedding】DeepWalk：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/56380812)  |
+|   LINE    | [WWW 2015][LINE: Large-scale Information Network Embedding](https://arxiv.org/pdf/1503.03578.pdf)                          | [【Graph Embedding】LINE：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/56478167)      |
+| Node2Vec  | [KDD 2016][node2vec: Scalable Feature Learning for Networks](https://www.kdd.org/kdd2016/papers/files/rfp0218-groverA.pdf) | [【Graph Embedding】Node2Vec：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/56542707)  |
+|   SDNE    | [KDD 2016][Structural Deep Network Embedding](https://www.kdd.org/kdd2016/papers/files/rfp0191-wangAemb.pdf)               | [【Graph Embedding】SDNE：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/56637181)      |
+| Struc2Vec | [KDD 2017][struc2vec: Learning Node Representations from Structural Identity](https://arxiv.org/pdf/1704.03165.pdf)        | [【Graph Embedding】Struc2Vec：算法原理，实现和应用](https://zhuanlan.zhihu.com/p/56733145) |
+
 
 # How to run examples
 1. clone the repo and make sure you have installed `tensorflow` or `tensorflow-gpu` on your local machine. 
@@ -62,4 +64,15 @@ G = nx.read_edgelist('../data/wiki/Wiki_edgelist.txt',create_using=nx.DiGraph(),
 model = SDNE(G,hidden_size=[256,128]) #init model
 model.train(batch_size=3000,epochs=40,verbose=2)# train model
 embeddings = model.get_embeddings()# get embedding vectors
-```
\ No newline at end of file
+```
+
+## Struc2Vec
+
+
+```python
+G = nx.read_edgelist('../data/flight/brazil-airports.edgelist',create_using=nx.DiGraph(),nodetype=None,data=[('weight',int)])#read graph
+
+model = SDNE(G,hidden_size=[256,128]) #init model
+model.train(batch_size=3000,epochs=40,verbose=2)# train model
+embeddings = model.get_embeddings()# get embedding vectors
+```
diff --git a/data/flight/brazil-airports.edgelist b/data/flight/brazil-airports.edgelist
new file mode 100644
index 0000000..51058a6
--- /dev/null
+++ b/data/flight/brazil-airports.edgelist
@@ -0,0 +1,1074 @@
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diff --git a/data/flight/europe-airports.edgelist b/data/flight/europe-airports.edgelist
new file mode 100644
index 0000000..571f5f9
--- /dev/null
+++ b/data/flight/europe-airports.edgelist
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diff --git a/data/flight/labels-brazil-airports.txt b/data/flight/labels-brazil-airports.txt
new file mode 100644
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diff --git a/data/flight/labels-europe-airports.txt b/data/flight/labels-europe-airports.txt
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diff --git a/data/flight/labels-usa-airports.txt b/data/flight/labels-usa-airports.txt
new file mode 100644
index 0000000..7eefe8b
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diff --git a/data/flight/usa-airports.edgelist b/data/flight/usa-airports.edgelist
new file mode 100644
index 0000000..26f5394
--- /dev/null
+++ b/data/flight/usa-airports.edgelist
@@ -0,0 +1,13599 @@
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