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adi271001 · Jul 28, 2024 · 28757fe · 28757fe
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diff --git a/New York City Airbnb Price Detection/Dataset/AB_NYC_2019.csv b/New York City Airbnb Price Detection/Dataset/AB_NYC_2019.csv
diff --git a/New York City Airbnb Price Detection/Dataset/New_York_City_.png b/New York City Airbnb Price Detection/Dataset/New_York_City_.png
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diff --git a/...York City Airbnb Price Detection/Model/new-york-city-airbnb-price-listin-prediction.ipynb b/...York City Airbnb Price Detection/Model/new-york-city-airbnb-price-listin-prediction.ipynb
diff --git a/New York City Airbnb Price Detection/Results/model_results.csv b/New York City Airbnb Price Detection/Results/model_results.csv
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+Model,RMSE,R^2 Score,MAE,MSE,Execution Time
+LR,71.53198315955038,0.6655853098384882,42.08796683221192,4906.032824442506,0.47637128829956055
+Ridge,71.53195975977346,0.665578766303157,42.08723818206346,4906.128821418915,0.28203392028808594
+Lasso,72.01450239637934,0.6568096535173081,42.09192543435565,5034.776145936374,0.8430032730102539
+ElasticNet,79.13825818380568,0.5858840839391268,47.80563759675594,6075.290162455154,0.8507664203643799
+KNN,44.59045947757754,0.8924368678281834,22.085775641681153,1578.0056099805709,5.567161321640015
+CART,13.87112619469831,0.9947811552830802,1.1475611003170059,76.56309438592903,2.856947660446167
+RF,9.887532170296272,0.9966269733412237,0.8669613457408732,49.48400890428468,184.95560932159424
+GBM,20.74019935300425,0.9725947775705186,11.353273683981142,402.0484887647979,61.66828656196594
+XGBoost,8.454398383271927,0.9968488083506803,2.92793343415569,46.22957699676574,3.062408208847046
+LightGBM,8.443987474496604,0.9965805295793418,3.2156694766593765,50.16536240634922,3.9357712268829346
+CatBoost,5.676228015988899,0.9989088680589349,2.1128429165287175,16.007458033849126,36.4131178855896
diff --git a/New York City Airbnb Price Detection/Results/tuned_model_results.csv b/New York City Airbnb Price Detection/Results/tuned_model_results.csv
@@ -0,0 +1,12 @@
+Model,RMSE,R^2 Score,MAE,MSE,Execution Time
+LR,70.04307834784609,0.6655853098384882,42.08796683221192,4906.032824442506,0.03542757034301758
+Ridge,70.0437636154634,0.665578766303157,42.08723818206346,4906.128821418915,2.2162649631500244
+Lasso,70.1052084599152,0.6649917768971136,42.040219767475165,4914.740253208166,1.7024812698364258
+ElasticNet,70.35627628470488,0.6625879498798284,42.02107787330175,4950.005612649725,3.715897798538208
+KNN,39.72411874391389,0.8924368678281834,22.085775641681153,1578.0056099805709,6.37768816947937
+CART,8.44225405583764,0.9951418409150795,1.1033848041722059,71.27165354330708,3.3038580417633057
+RF,6.968251629355629,0.9966901939359489,0.9063523877697105,48.55653077001739,64.83306241035461
+GBM,34.435610438766005,0.9191703925764881,19.40251582210346,1185.8112662904505,25.130359888076782
+XGBoost,8.459378672215337,0.995122111945242,4.648281218730327,71.56108751993172,4.136552095413208
+LightGBM,8.930182616872319,0.9945640484487296,4.742892009779708,79.74816157068852,9.654861450195312
+CatBoost,22.01924241725614,0.9669508995695035,13.515727180136386,484.847036629892,10.565703630447388