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  1. README.md +48 -3
  2. correlation_heatmap.png +0 -0
  3. data_info.json +418 -0
  4. features_heatmap.png +0 -0
  5. golden_features.json +77 -0
  6. ldb_performance.png +0 -0
  7. ldb_performance_boxplot.png +0 -0
  8. leaderboard.csv +30 -0
  9. params.json +129 -0
  10. progress.json +0 -0
  11. split_train_indices.npy +3 -0
  12. split_validation_indices.npy +3 -0
README.md CHANGED
@@ -1,3 +1,48 @@
1
- ---
2
- license: lgpl-3.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # AutoML Leaderboard
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+
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+ | Best model | name | model_type | metric_type | metric_value | train_time |
4
+ |:-------------|:-------------------------------------------------------------------------------------------------------------------------------|:---------------|:--------------|---------------:|-------------:|
5
+ | | [1_Baseline](1_Baseline/README.md) | Baseline | rmse | 22.3189 | 27.94 |
6
+ | | [2_DecisionTree](2_DecisionTree/README.md) | Decision Tree | rmse | 12.8338 | 3494.55 |
7
+ | | [3_DecisionTree](3_DecisionTree/README.md) | Decision Tree | rmse | 10.8007 | 3542.61 |
8
+ | | [4_DecisionTree](4_DecisionTree/README.md) | Decision Tree | rmse | 10.8007 | 3568.62 |
9
+ | | [5_Default_LightGBM](5_Default_LightGBM/README.md) | LightGBM | rmse | 0.611488 | 5923.24 |
10
+ | | [6_Default_Xgboost](6_Default_Xgboost/README.md) | Xgboost | rmse | 0.633721 | 5824.88 |
11
+ | | [7_Default_CatBoost](7_Default_CatBoost/README.md) | CatBoost | rmse | 0.346605 | 41347 |
12
+ | | [8_Default_NeuralNetwork](8_Default_NeuralNetwork/README.md) | Neural Network | rmse | 1.50702 | 4638.86 |
13
+ | | [9_Default_RandomForest](9_Default_RandomForest/README.md) | Random Forest | rmse | 9.83145 | 4801.5 |
14
+ | | [10_Default_ExtraTrees](10_Default_ExtraTrees/README.md) | Extra Trees | rmse | 10.4325 | 4744.49 |
15
+ | | [20_LightGBM](20_LightGBM/README.md) | LightGBM | rmse | 0.588545 | 6264.59 |
16
+ | | [11_Xgboost](11_Xgboost/README.md) | Xgboost | rmse | 0.720779 | 5940.07 |
17
+ | | [29_CatBoost](29_CatBoost/README.md) | CatBoost | rmse | 0.358175 | 60123.8 |
18
+ | | [38_RandomForest](38_RandomForest/README.md) | Random Forest | rmse | 9.28304 | 5999.16 |
19
+ | | [47_ExtraTrees](47_ExtraTrees/README.md) | Extra Trees | rmse | 11.5642 | 5532.58 |
20
+ | | [56_NeuralNetwork](56_NeuralNetwork/README.md) | Neural Network | rmse | 1.76989 | 5756.18 |
21
+ | | [6_Default_Xgboost_categorical_mix](6_Default_Xgboost_categorical_mix/README.md) | Xgboost | rmse | 0.625617 | 7511.86 |
22
+ | | [20_LightGBM_GoldenFeatures](20_LightGBM_GoldenFeatures/README.md) | LightGBM | rmse | 0.521862 | 6676.63 |
23
+ | | [5_Default_LightGBM_GoldenFeatures](5_Default_LightGBM_GoldenFeatures/README.md) | LightGBM | rmse | 0.56261 | 7515.12 |
24
+ | | [6_Default_Xgboost_categorical_mix_GoldenFeatures](6_Default_Xgboost_categorical_mix_GoldenFeatures/README.md) | Xgboost | rmse | 0.574645 | 8348.49 |
25
+ | | [20_LightGBM_KMeansFeatures](20_LightGBM_KMeansFeatures/README.md) | LightGBM | rmse | 0.611778 | 6887.65 |
26
+ | | [57_CatBoost](57_CatBoost/README.md) | CatBoost | rmse | 0.509914 | 30362.9 |
27
+ | | [58_CatBoost](58_CatBoost/README.md) | CatBoost | rmse | 0.515477 | 47150.4 |
28
+ | | [57_CatBoost_BoostOnErrors](57_CatBoost_BoostOnErrors/README.md) | CatBoost | rmse | 0.516569 | 31113.8 |
29
+ | | [Ensemble](Ensemble/README.md) | Ensemble | rmse | 0.324031 | 2.36 |
30
+ | | [7_Default_CatBoost_Stacked](7_Default_CatBoost_Stacked/README.md) | CatBoost | rmse | 0.444808 | 20187.4 |
31
+ | | [20_LightGBM_GoldenFeatures_Stacked](20_LightGBM_GoldenFeatures_Stacked/README.md) | LightGBM | rmse | 0.482133 | 6414.12 |
32
+ | | [6_Default_Xgboost_categorical_mix_GoldenFeatures_Stacked](6_Default_Xgboost_categorical_mix_GoldenFeatures_Stacked/README.md) | Xgboost | rmse | 0.473802 | 6722.89 |
33
+ | **the best** | [Ensemble_Stacked](Ensemble_Stacked/README.md) | Ensemble | rmse | 0.321204 | 2.98 |
34
+
35
+ ### AutoML Performance
36
+ ![AutoML Performance](ldb_performance.png)
37
+
38
+ ### AutoML Performance Boxplot
39
+ ![AutoML Performance Boxplot](ldb_performance_boxplot.png)
40
+
41
+ ### Features Importance
42
+ ![features importance across models](features_heatmap.png)
43
+
44
+
45
+
46
+ ### Spearman Correlation of Models
47
+ ![models spearman correlation](correlation_heatmap.png)
48
+
correlation_heatmap.png ADDED
data_info.json ADDED
@@ -0,0 +1,418 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ "doubleKills",
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+ "champExperience": [
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+ "scale"
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+ ],
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+ "champLevel": [
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+ "scale"
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+ ],
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+ "championId": [
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+ "scale"
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+ "championName": [
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+ "categorical",
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+ "many_categories"
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+ ],
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+ "championTransform": [],
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+ "consumablesPurchased": [
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+ "scale"
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+ ],
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+ "damageDealtToBuildings": [
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+ "damageDealtToObjectives": [
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+ "scale"
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+ ],
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+ "categorical",
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+ "few_categories"
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+ ],
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+ "inhibitorKills": [],
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+ "missing_values"
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+ ],
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+ "inhibitorsLost": [
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+ "scale"
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+ "scale"
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+ ],
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+ "kills": [
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+ "scale"
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+ ],
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+ "lane": [
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+ "categorical",
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+ "few_categories"
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+ ],
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+ "largestCriticalStrike": [
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+ "scale"
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+ "scale"
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+ ],
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+ "scale"
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+ "scale"
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+ "magicDamageDealtToChampions": [
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+ "scale"
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+ ],
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+ "magicDamageTaken": [
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+ "scale"
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+ ],
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+ "neutralMinionsKilled": [
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+ "scale"
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+ ],
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+ "nexusKills": [],
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+ "nexusLost": [
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+ "missing_values"
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+ ],
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+ "nexusTakedowns": [
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+ "missing_values"
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+ ],
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+ "objectivesStolen": [],
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+ "objectivesStolenAssists": [],
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+ "participantId": [
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+ "scale"
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+ "pentaKills": [],
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+ "physicalDamageDealt": [
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+ "scale"
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+ "physicalDamageDealtToChampions": [
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+ "scale"
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+ "profileIcon": [
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+ "scale"
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+ "puuid": [
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+ "categorical",
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+ "many_categories"
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+ ],
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+ "quadraKills": [],
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+ "riotIdName": [
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+ "empty_column"
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+ "empty_column"
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+ "few_categories"
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+ ],
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+ "sightWardsBoughtInGame": [
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+ "constant_column"
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+ "spell1Casts": [
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+ "scale"
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+ "spell2Casts": [
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+ "scale"
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+ "scale"
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+ "summoner2Id": [
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+ "scale"
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+ "many_categories"
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+ ],
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+ "scale"
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+ ],
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+ "summonerName": [
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+ "missing_values",
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+ "many_categories"
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+ "teamId": [
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+ "scale"
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+ "scale"
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+ "totalDamageTaken": [
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+ "scale"
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+ ],
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+ "scale"
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+ "totalHealsOnTeammates": [
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+ "scale"
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+ "totalMinionsKilled": [
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+ "scale"
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+ "totalTimeCCDealt": [
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+ "scale"
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+ ],
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+ "totalTimeSpentDead": [
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+ ],
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+ "totalUnitsHealed": [
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+ "scale"
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+ ],
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+ "tripleKills": [],
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+ "trueDamageDealt": [
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+ "scale"
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+ "trueDamageDealtToChampions": [
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+ ],
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+ "scale"
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+ "scale"
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+ ],
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+ "turretTakedowns": [
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+ "scale"
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+ ],
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+ "turretsLost": [
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+ "missing_values",
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+ "scale"
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+ ],
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+ "unrealKills": [
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+ "constant_column"
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+ "visionScore": [
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+ "scale"
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+ "scale"
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+ ],
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+ "duration": [
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+ },
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+ "target_info": [
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+ "scale"
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+ "n_features": 106,
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+ "is_sample_weighted": false
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+ }
features_heatmap.png ADDED
golden_features.json ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "new_features": [
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+ {
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+ "feature1": "deaths",
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+ "feature2": "goldEarned",
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+ "operation": "ratio",
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+ "score": 0.2014668121
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+ {
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+ "feature1": "deaths",
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+ "feature2": "goldSpent",
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+ "operation": "ratio",
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+ "score": 0.2247471463
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+ },
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+ {
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+ "feature1": "goldEarned",
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+ "feature2": "deaths",
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+ "operation": "ratio",
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+ "score": 0.2369093914
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+ },
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+ {
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+ "feature1": "deaths",
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+ "feature2": "champExperience",
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+ "operation": "ratio",
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+ "score": 0.2462720005
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+ {
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+ "feature1": "goldSpent",
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+ "feature2": "deaths",
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+ "score": 0.2591732562
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+ {
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+ "feature2": "deaths",
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+ "score": 0.2859566015
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+ {
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+ "feature1": "deaths",
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+ "feature2": "champLevel",
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+ "operation": "ratio",
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+ "score": 0.3010603145
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+ {
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+ "feature1": "champLevel",
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+ "feature2": "deaths",
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+ "operation": "diff",
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+ "score": 0.3145748462
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+ {
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+ "feature1": "deaths",
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+ "feature2": "largestKillingSpree",
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+ {
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+ "feature1": "deaths",
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+ "feature2": "duration",
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+ "operation": "ratio",
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+ "score": 0.336137842
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+ }
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+ ],
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+ "new_columns": [
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+ "deaths_ratio_goldEarned",
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+ "deaths_ratio_goldSpent",
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+ "goldEarned_ratio_deaths",
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+ "deaths_ratio_champExperience",
69
+ "goldSpent_ratio_deaths",
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+ "champExperience_ratio_deaths",
71
+ "deaths_ratio_champLevel",
72
+ "champLevel_diff_deaths",
73
+ "deaths_diff_largestKillingSpree",
74
+ "deaths_ratio_duration"
75
+ ],
76
+ "ml_task": "regression"
77
+ }
ldb_performance.png ADDED
ldb_performance_boxplot.png ADDED
leaderboard.csv ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ name,model_type,metric_type,metric_value,train_time
2
+ 1_Baseline,Baseline,rmse,22.318935381380832,27.94
3
+ 2_DecisionTree,Decision Tree,rmse,12.83379766865896,3494.55
4
+ 3_DecisionTree,Decision Tree,rmse,10.800676293816194,3542.61
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+ 4_DecisionTree,Decision Tree,rmse,10.800676293816194,3568.62
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30
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