diff --git a/csv_handler.py b/csv_handler.py index b5b9e77..08960d4 100644 --- a/csv_handler.py +++ b/csv_handler.py @@ -24,7 +24,7 @@ "data/champStats/Adc.csv", "data/champStats/Support.csv", ] -DATA_VECTOR_CSV_PATH = "data/data_vector.csv" +DATA_VECTOR_CSV_PATH = "data/data_vector2.csv" # ========================== CONSTANTS ========================== diff --git a/data/data_vector.csv b/data/data_vector.csv index f2b8782..b94627e 100644 --- a/data/data_vector.csv +++ b/data/data_vector.csv @@ -1,8560 +1,8459 @@ -match_result,blue_team_player_1_mastery_on_champ,blue_team_player_1_wr_on_champ,blue_team_player_1_kda_ratio_on_champ,blue_team_player_1_gpm_on_champ,blue_team_player_1_cspm_on_champ,blue_team_player_1_overall_wr,blue_team_player_2_mastery_on_champ,blue_team_player_2_wr_on_champ,blue_team_player_2_kda_ratio_on_champ,blue_team_player_2_gpm_on_champ,blue_team_player_2_cspm_on_champ,blue_team_player_2_overall_wr,blue_team_player_3_mastery_on_champ,blue_team_player_3_wr_on_champ,blue_team_player_3_kda_ratio_on_champ,blue_team_player_3_gpm_on_champ,blue_team_player_3_cspm_on_champ,blue_team_player_3_overall_wr,blue_team_player_4_mastery_on_champ,blue_team_player_4_wr_on_champ,blue_team_player_4_kda_ratio_on_champ,blue_team_player_4_gpm_on_champ,blue_team_player_4_cspm_on_champ,blue_team_player_4_overall_wr,blue_team_player_5_mastery_on_champ,blue_team_player_5_wr_on_champ,blue_team_player_5_kda_ratio_on_champ,blue_team_player_5_gpm_on_champ,blue_team_player_5_cspm_on_champ,blue_team_player_5_overall_wr,blue_team_player_1_tier,blue_team_player_1_wr,blue_team_player_1_br,blue_team_player_1_pr,blue_team_player_1_match_up_wr,blue_team_player_2_tier,blue_team_player_2_wr,blue_team_player_2_br,blue_team_player_2_pr,blue_team_player_2_match_up_wr,blue_team_player_3_tier,blue_team_player_3_wr,blue_team_player_3_br,blue_team_player_3_pr,blue_team_player_3_match_up_wr,blue_team_player_4_tier,blue_team_player_4_wr,blue_team_player_4_br,blue_team_player_4_pr,blue_team_player_4_match_up_wr,blue_team_player_5_tier,blue_team_player_5_wr,blue_team_player_5_br,blue_team_player_5_pr,blue_team_player_5_match_up_wr,blue_team_player_5_total_mastery,blue_team_player_5_average_mastery,blue_team_average_player_wr,blue_team_player_5_average_champion_specific_player_wr,blue_team_player_5_average_champion_specific_match_up_wr,red_team_player_1_mastery_on_champ,red_team_player_1_wr_on_champ,red_team_player_1_kda_ratio_on_champ,red_team_player_1_gpm_on_champ,red_team_player_1_cspm_on_champ,red_team_player_1_overall_wr,red_team_player_2_mastery_on_champ,red_team_player_2_wr_on_champ,red_team_player_2_kda_ratio_on_champ,red_team_player_2_gpm_on_champ,red_team_player_2_cspm_on_champ,red_team_player_2_overall_wr,red_team_player_3_mastery_on_champ,red_team_player_3_wr_on_champ,red_team_player_3_kda_ratio_on_champ,red_team_player_3_gpm_on_champ,red_team_player_3_cspm_on_champ,red_team_player_3_overall_wr,red_team_player_4_mastery_on_champ,red_team_player_4_wr_on_champ,red_team_player_4_kda_ratio_on_champ,red_team_player_4_gpm_on_champ,red_team_player_4_cspm_on_champ,red_team_player_4_overall_wr,red_team_player_5_mastery_on_champ,red_team_player_5_wr_on_champ,red_team_player_5_kda_ratio_on_champ,red_team_player_5_gpm_on_champ,red_team_player_5_cspm_on_champ,red_team_player_5_overall_wr,red_team_player_1_tier,red_team_player_1_wr,red_team_player_1_br,red_team_player_1_pr,red_team_player_1_match_up_wr,red_team_player_2_tier,red_team_player_2_wr,red_team_player_2_br,red_team_player_2_pr,red_team_player_2_match_up_wr,red_team_player_3_tier,red_team_player_3_wr,red_team_player_3_br,red_team_player_3_pr,red_team_player_3_match_up_wr,red_team_player_4_tier,red_team_player_4_wr,red_team_player_4_br,red_team_player_4_pr,red_team_player_4_match_up_wr,red_team_player_5_tier,red_team_player_5_wr,red_team_player_5_br,red_team_player_5_pr,red_team_player_5_match_up_wr,red_team_player_5_total_mastery,red_team_player_5_average_mastery,red_team_average_player_wr,red_team_player_5_average_champion_specific_player_wr,red_team_player_5_average_champion_specific_match_up_wr 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-BLUE,58646,0.5,1.7159,418.6,7,0.5,37960,1,1.1111,351.2,4.3,0.619,287325,0.611,2.5469,454,6.2,0.551,166302,0.5,3.4286,517,5.4,0.47600000000000003,102163,0.667,4.34,319.5,0.7,0.6409999999999999,2,0.534,0.0218,0.0278,51.61,2,0.49560000000000004,0.0854,0.0896,48.13,2,0.5024000000000001,0.0206,0.051399999999999994,55.36,3,0.5057,0.0315,0.0451,34.92,4,0.47350000000000003,0.0273,0.049,50.41,652396,130479.2,0.5574,0.6556,48.086,21712,0.4,1.8611,413.3,5.9,0.495,75526,0.5710000000000001,2.1446,439.8,5.5,0.556,69302,0.778,2.4603,376.8,5.4,0.5589999999999999,2811,0,1,334.7,5.5,0.4,8409,0,0.7,285.5,2,0.33299999999999996,5,0.48210000000000003,0.0096,0.0176,51.65,3,0.49560000000000004,0.0481,0.0693,51.79,5,0.4557,0.0811,0.051100000000000007,44.54,4,0.5444,0.0035,0.0065,65.08,3,0.505,0.014199999999999999,0.0315,47.39,177760,35552,0.4686,0.3498,52.089999999999996 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-RED,62094,0.7,2.5,482.6,6.7,0.5329999999999999,279032,0.368,1.7816,405.3,4.6,0.556,29892,0.33299999999999996,1.1053,320.8,6.4,0.5,166302,0.5,3.4286,517,5.4,0.47600000000000003,314733,0.511,3.087,309.7,1,0.508,3,0.4893,0.026699999999999998,0.0346,53.38,4,0.4778,0.0557,0.0528,48.16,2,0.5146000000000001,0.0359,0.0449,50.06,3,0.5057,0.0315,0.0451,50.64,4,0.47350000000000003,0.0273,0.049,52.79,852053,170410.6,0.5146,0.4824,51.006,24376,0.381,1.2421,380.7,5.2,0.462,240934,0.568,2.4107,407.5,6.2,0.54,269916,0.667,2.9444,417.6,5.7,0.444,69622,0.625,2.3205,450,6.6,0.591,194761,0.565,2.9825,277.3,0.7,0.47600000000000003,5,0.4781,0.0062,0.0147,46.11,2,0.508,0.0194,0.0775,52.67,1,0.5173,0.0326,0.0466,48.15,2,0.5115999999999999,0.0707,0.0945,49.65,3,0.5043,0.0138,0.0407,54.22,799609,159921.8,0.5026,0.5612,50.16 -BLUE,178447,0.5770000000000001,4.3784,402.5,5.7,0.529,281819,0.625,2.7843,451.8,6.7,0.48700000000000004,444769,0.6,2.8462,492.4,7.5,0.556,50006,0.5,2.197,548.7,7.7,0.424,1047996,0.517,2.0735,321.4,1.9,0.515,3,0.5142,0.012,0.028399999999999998,51.65,3,0.49560000000000004,0.0481,0.0693,48.43,2,0.4968,0.0962,0.0846,51.61,5,0.45,0,0,0.45,1,0.5337,0.0818,0.0747,57.25,2003037,400607.4,0.5022,0.5638,41.878,19562,0,1.3077,401.5,7.6,0.5920000000000001,123863,0.41700000000000004,3.0833,424.6,5.6,0.5,732685,0.5,1.3011,434.2,7.7,0.557,1384,0,0.75,439.7,5.9,0.47600000000000003,32254,0.33299999999999996,1.7937,326.7,2.1,0.444,3,0.4808,0.1359,0.0638,47.19,3,0.5013000000000001,0.0883,0.0499,51.05,1,0.5004,0.1422,0.0994,48.16,3,0.4935,0.0339,0.0887,-1,4,0.4698,0.0079,0.037000000000000005,43.75,909748,181949.6,0.5138,0.25,37.83 -RED,218872,0.522,2.087,471.5,7.3,0.5760000000000001,5443,0.667,3.56,470.2,7.1,0.47600000000000003,420051,0.429,1.8333,455.6,8.6,0.429,166302,0.5,3.4286,517,5.4,0.47600000000000003,383947,0.615,2.8816,305.9,0.9,0.5,5,0.4671,0.020099999999999996,0.029900000000000003,44,2,0.5183,0.053899999999999997,0.0558,58.82,5,0.47240000000000004,0.0014,0.0141,-1,3,0.5057,0.0315,0.0451,53.85,3,0.5135000000000001,0.0056,0.0341,50.55,1194615,238923,0.4914,0.5466,41.244,218452,0.763,4.7568,376.8,5.7,0.696,463971,0.711,3.3462,454.2,7.1,0.659,14107,0.625,3.451,365.6,4.6,0.49200000000000005,364924,0.5710000000000001,3.1509,423.3,6.7,0.466,265343,1,4.7917,336,1.3,1,3,0.49689999999999995,0.0021,0.024700000000000003,49.12,4,0.4752,0.023,0.0333,43.94,5,0.45,0,0,0.45,4,0.4714,0.054900000000000004,0.1374,46.21,1,0.5242,0.2618,0.0917,48.77,1326797,265359.4,0.6626,0.734,37.698 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-RED,38190,0.5,2.9231,451.4,6.5,0.469,49335,0.667,2.075,486.4,7,0.614,44895,0.4,2.7143,334.9,4.7,0.495,57872,0.5,1.5,398,7.1,0.42100000000000004,201022,0.667,3.64,277.8,0.7,0.47600000000000003,3,0.5044,0.0165,0.0395,51.17,2,0.5215,0.0113,0.0538,53.83,4,0.5161,0.0102,0.0111,56.17,3,0.49200000000000005,0.0848,0.161,48.38,3,0.4978,0.0041,0.0575,46.76,391314,78262.8,0.495,0.5468000000000001,51.262,27031,0.7,2.4262,429.7,6.3,0.551,1251,1,2.3333,391,5.3,0.521,74449,0.429,2.2143,422.1,6.2,0.494,166302,0.5,3.4286,517,5.4,0.47600000000000003,383947,0.615,2.8816,305.9,0.9,0.5,3,0.4808,0.1359,0.0638,48.75,2,0.49560000000000004,0.0854,0.0896,47.3,3,0.483,0.2096,0.0796,44.67,3,0.5057,0.0315,0.0451,50.24,3,0.5135000000000001,0.0056,0.0341,51.52,652980,130596,0.5084,0.6488,48.496 -RED,263944,0.632,1.8824,421.1,5.5,0.5579999999999999,4201,0.8,3.7857,568.4,6.6,0.5710000000000001,61291,0.5,1.3,352.6,6.8,0.581,55502,0,0.75,407,7.5,0.433,2040147,0.5,2.3968,307.1,0.7,0.433,5,0.45,0,0,0.45,1,0.514,0.17800000000000002,0.0904,55.26,5,0.45,0,0,0.45,3,0.4935,0.0339,0.0887,47.47,3,0.5043,0.0138,0.0407,48.45,2425085,485017,0.5152,0.4864,30.416,153040,0.583,1.9167,402.2,6,0.529,546988,0.545,3.38,470.1,7.9,0.528,3794,1,2.75,411.5,6.1,0.529,166302,0.5,3.4286,517,5.4,0.47600000000000003,383947,0.615,2.8816,305.9,0.9,0.5,1,0.5334,0.114,0.1103,-1,4,0.4752,0.023,0.0333,45.19,2,0.5143,0.0097,0.0279,-1,3,0.5057,0.0315,0.0451,52.31,3,0.5135000000000001,0.0056,0.0341,50.75,1254071,250814.2,0.5124,0.6486,29.25 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-data_vector_converter.process_matches(10) +data_vector_converter.process_matches(3000) # # data_vector = data_vector_converter.create_data_vector_based_on_matches(600) # diff --git a/models.py b/models.py index 04102fe..4ea19b7 100644 --- a/models.py +++ b/models.py @@ -1,11 +1,21 @@ from matplotlib import pyplot as plt from sklearn.ensemble import RandomForestClassifier +from sklearn.neighbors import KNeighborsClassifier + +from sklearn.decomposition import PCA +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import StandardScaler +from sklearn.model_selection import GridSearchCV +from sklearn.preprocessing import MinMaxScaler + +from tqdm import tqdm from csv_handler import DATA_VECTOR_CSV_PATH import pandas as pd from sklearn.model_selection import train_test_split import xgboost as xgb +from sklearn.preprocessing import MinMaxScaler df = pd.read_csv(DATA_VECTOR_CSV_PATH) @@ -91,7 +101,6 @@ def xgboost_model(): # xgb.plot_importance(bst) # plt.show() - def random_forest(): classifier_rf = RandomForestClassifier( random_state=42, n_jobs=-1, max_depth=25, n_estimators=100, oob_score=True @@ -114,6 +123,60 @@ def random_forest(): # # plt.show() - -random_forest() -xgboost_model() +def find_best_knn_params_and_pca(X_train_knn, X_test_knn): + best_acc = 0.0 + best_params = {} + grid_params = {'n_neighbors': range(350, 551)} + for i in tqdm(range(1, min(X_train_knn.shape[0], X_train_knn.shape[1]) + 1)): + knn = KNeighborsClassifier(n_jobs=-1) + grid_search = GridSearchCV(knn, grid_params, cv=5, n_jobs=-1, verbose=0) + pca = PCA(n_components=i) + X_train_pca = pca.fit_transform(X_train_knn) + X_test_pca = pca.fit_transform(X_test_knn) + grid_search.fit(X_train_pca, y_train) + model = grid_search.best_estimator_ + test_acc = model.score(X_test_pca, y_test) + if test_acc > best_acc: + best_acc = test_acc + best_params = {'knn': grid_search.best_params_['n_neighbors'], 'pca': i} + + print(f"Best acc: {best_acc}") + return best_params + +def KNN_model(xd): + # Scale features + scaler = MinMaxScaler(feature_range=(0, 1)) + + x_train_scaled = scaler.fit_transform(X_train) + X_train_knn = pd.DataFrame(x_train_scaled) + + x_test_scaled = scaler.fit_transform(X_test) + X_test_knn = pd.DataFrame(x_test_scaled) + + # Get the best PCA model + # best_params = find_best_knn_params_and_pca(X_train_knn, X_test_knn) + # print(best_params['knn'], best_params['pca']) + best_params = {'knn': xd, 'pca': 2} + + pca = PCA(n_components=best_params['pca']) + # X_train_pca = pca.fit_transform(X_train_knn) + # X_test_pca = pca.fit_transform(X_test_knn) + X_train_pca = X_train_knn + X_test_pca = X_test_knn + + knn = KNeighborsClassifier(n_neighbors=best_params['knn'], n_jobs=-1) + knn.fit(X_train_pca, y_train) + # Predict on dataset which model has not seen before + return knn.score(X_test_pca, y_test) + +arr = [] +for j in tqdm(range(1000)): + temp = KNN_model(413) + #print(temp) + arr.append(temp) + X_train, X_test, y_train, y_test = train_test_split( + X, y, train_size=0.7 + ) +print(f"Avr acc: {sum(arr) / len(arr)}\nMin: {min(arr)}\nMax:{max(arr)}\nRange: {max(arr) - min(arr)}") +#random_forest() +#xgboost_model()