spotlight

gowsreeni · Mar 13, 2020 · 0d76068 · 0d76068
1 parent 59fa2bb
commit 0d76068
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Showing 26 changed files with 67,267 additions and 24,615 deletions.
diff --git a/0-recommender-slides.pdf b/0-recommender-slides.pdf
diff --git a/02-lightfm.ipynb b/02-lightfm.ipynb
diff --git a/03-spotlight.ipynb b/03-spotlight.ipynb
diff --git a/data/alcohol.csv b/data/alcohol.csv
@@ -0,0 +1,11 @@
+,Old Fashion,Manhattan,Negroni,Margarita,Martini,Whiskey Sour,Beer,Water,Soda Water,Screw Driver
+Finn,2,5,,1,5,4,5,5,2,
+Marina,2,2,,2,4,,4,5,,1
+Aman,5,2,3,3,5,4,3,5,3,
+Anita,5,3,3,1,5,3,1,5,,5
+Jordan,4,3,,4,4,4,4,4,1,
+Ashley,2,2,1,3,2,5,5,5,,2
+Michael,2,2,3,3,2,1,5,5,5,
+Rittik,5,5,4,3,4,2,4,5,4,
+Brandon,5,5,5,5,5,5,1,,,4
+Max,4,3,1,4,2,4,4,1,5,
diff --git a/data/stars.csv b/data/stars.csv
diff --git a/data/stars.py b/data/stars.py
@@ -29,7 +29,7 @@ def get_repo_stargazers(owner, repo):
         data = response.json()
         sg = [s["login"] for s in data]
         stargazers.extend(sg)
-        time.sleep(0.75)
+        time.sleep(0.1)
     return stargazers
 
 
@@ -61,22 +61,20 @@ def get_user_stars(user):
         data = response.json()
         s = [parse_repo(r, user) for r in data]
         stars.extend(s)
-        time.sleep(0.75)
+        time.sleep(0.1)
     return stars
 
 
 if __name__ == "__main__":
 
-    # uncomment for full script
-    owner = "maxhumber"
-    repo = "gazpacho"
-    stargazers = get_repo_stargazers(owner, repo)
+    gazpacho_stargazers = get_repo_stargazers("maxhumber", "gazpacho")
+    gif_stargazers = get_repo_stargazers("maxhumber", "gif")
+    stargazers = list(set(gazpacho_stargazers).union(gif_stargazers))
 
     all_stars = []
-    # for user in tqdm(stargazers):
-    for user in tqdm(stargazers[:3]):
+    for user in tqdm(stargazers):
         all_stars.extend(get_user_stars(user))
-        time.sleep(0.75)
 
-    # df = pd.DataFrame(all_stars)
-    # df.to_csv("data/stars.csv", encoding="utf-8", index=False)
+    import pandas as pd
+    df = pd.DataFrame(all_stars)
+    df.to_csv("data/stars.csv", encoding="utf-8", index=False)
diff --git a/images/about_max.png b/images/about_max.png
diff --git a/images/cat_and_mouse.jpg b/images/cat_and_mouse.jpg
diff --git a/images/cb-filtering-1.png b/images/cb-filtering-1.png
diff --git a/images/cb-filtering.png b/images/cb-filtering.png
diff --git a/images/cf-filtering.png b/images/cf-filtering.png
diff --git a/images/de4ds.png b/images/de4ds.png
diff --git a/images/gazpacho.png b/images/gazpacho.png
diff --git a/images/halloween.png b/images/halloween.png
diff --git a/images/influenster_index.png b/images/influenster_index.png
diff --git a/images/influenster_skittles.png b/images/influenster_skittles.png
diff --git a/images/knn.png b/images/knn.png
diff --git a/images/matrix-factorization.png b/images/matrix-factorization.png
diff --git a/images/movie-features-matrix.png b/images/movie-features-matrix.png
diff --git a/images/mvml.png b/images/mvml.png
diff --git a/images/open_source.png b/images/open_source.png
diff --git a/images/user-movie-matrix.png b/images/user-movie-matrix.png
diff --git a/images/utility-matrix.png b/images/utility-matrix.png
diff --git a/model.spot b/model.spot
diff --git a/presentation.key b/presentation.key
diff --git a/spotlight_environment.md b/spotlight_environment.md
@@ -0,0 +1,22 @@
+####Spotlight
+
+Install conda kernels (in your main environment)
+
+```
+conda install nb_conda_kernels
+```
+
+Create a 3.6 environment with Anaconda:
+
+```
+conda create -n spot python=3.6
+conda activate spot
+conda install -c anaconda jupyter ipykernel pandas nb_conda_kernels
+conda install -c maciejkula -c pytorch spotlight
+```
+
+To get out:
+
+```
+conda deactivate
+```