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models/correlation_weights.json

@@ -1,41 +1,38 @@
 {
   "weights": {
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-    "stars": -0.032093960817002026,
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+    "commit_log": 0.1895884020450386,
+    "contributors_total": -0.02388895261301803,
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+    "n_concepts": 0.012027016949546885,
+    "pull_requests_closed": -0.06994412136387343,
+    "pull_requests_merged": 0.04355602218520612,
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+    "readme_length": -0.17267677890525737,
+    "releases_count": -0.022457681875842374,
+    "stars_log": -0.1186522611239424,
+    "watchers": 0.02796763438753313
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+    "files_total_count": 5.0,
     "forks": 0.0,
     "has_ci": 0.0,
     "has_contributing": 0.0,
@@ -47,26 +44,25 @@
     "has_tests": 0.0,
     "is_archived": 0.0,
     "is_fork": 0.0,
+    "issues_closed": 0.0,
     "issues_open": 0.0,
     "issues_total": 0.0,
     "n_concepts": 0.0,
     "pull_requests_closed": 0.0,
+    "pull_requests_merged": 0.0,
     "pull_requests_open": 0.0,
     "pull_requests_total": 0.0,
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+    "readme_length": 9.0,
     "releases_count": 0.0,
-    "repo_age_days": -1597.0,
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     "watchers": 0.0
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-    "contributors_total": 19655.0,
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+    "contributors_total": 9.0,
+    "dirs_total_count": 29.0,
+    "files_total_count": 99.0,
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     "has_contributing": 1.0,
     "has_docker": 1.0,
@@ -77,19 +73,20 @@
     "has_tests": 1.0,
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     "is_fork": 1.0,
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+    "issues_open": 4.0,
+    "issues_total": 19.0,
+    "n_concepts": 49.0,
+    "pull_requests_closed": 4.0,
+    "pull_requests_merged": 4.0,
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+    "stars_log": 3.912023005428146,
+    "watchers": 9.0
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+  "score_min": -0.542161003848686,
+  "score_max": 0.6793365509477417
 }

models/features.json

@@ -1,9 +1,7 @@
 [
-  "active_days_default_branch",
-  "commit_count_default_branch",
   "commit_log",
-  "contributors_count_log",
   "contributors_total",
+  "dirs_total_count",
   "files_total_count",
   "forks",
   "has_ci",
@@ -16,15 +14,16 @@
   "has_tests",
   "is_archived",
   "is_fork",
+  "issues_closed",
   "issues_open",
   "issues_total",
   "n_concepts",
   "pull_requests_closed",
+  "pull_requests_merged",
   "pull_requests_open",
   "pull_requests_total",
   "readme_length",
   "releases_count",
-  "repo_age_days",
-  "stars",
+  "stars_log",
   "watchers"
 ]

models/model_metadata.json

@@ -1,14 +1,12 @@
 {
-  "data_path": "/Users/eisha/Documents/hackathon_analysis/data/repo_metadata_with_predictions.csv",
-  "total_repos": 487,
-  "valid_repos": 458,
-  "n_features": 28,
+  "data_path": "/private/var/folders/b1/02zlb8yx3m5_j30bfvwsxdr40000gn/T/pytest-of-eisha/pytest-33/test_predict_repo_returns_all_0/train.csv",
+  "total_repos": 80,
+  "valid_repos": 80,
+  "n_features": 27,
   "features": [
-    "active_days_default_branch",
-    "commit_count_default_branch",
     "commit_log",
-    "contributors_count_log",
     "contributors_total",
+    "dirs_total_count",
     "files_total_count",
     "forks",
     "has_ci",
@@ -21,31 +19,32 @@
     "has_tests",
     "is_archived",
     "is_fork",
+    "issues_closed",
     "issues_open",
     "issues_total",
     "n_concepts",
     "pull_requests_closed",
+    "pull_requests_merged",
     "pull_requests_open",
     "pull_requests_total",
     "readme_length",
     "releases_count",
-    "repo_age_days",
-    "stars",
+    "stars_log",
     "watchers"
   ],
-  "cv_accuracy": 0.869,
+  "cv_accuracy": 0.55,
   "top_importances": {
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-    "files_total_count": 0.0448,
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+    "issues_closed": 0.0557,
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   },
-  "correlation_weights_path": "/Users/eisha/Documents/hackathon_analysis/src/hackathon_analysis/models/correlation_weights.json",
-  "rf_model_path": "/Users/eisha/Documents/hackathon_analysis/src/hackathon_analysis/models/rf_model.pkl"
+  "correlation_weights_path": "/private/var/folders/b1/02zlb8yx3m5_j30bfvwsxdr40000gn/T/pytest-of-eisha/pytest-33/test_predict_repo_returns_all_0/models/correlation_weights.json",
+  "rf_model_path": "/private/var/folders/b1/02zlb8yx3m5_j30bfvwsxdr40000gn/T/pytest-of-eisha/pytest-33/test_predict_repo_returns_all_0/models/rf_model.pkl"
 }

models/rf_model.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 430371
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+size 151148