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- {
-
- "imports": ["import", "from"],
-
- "data_load": [".load", "_load", "_dump", "load_", ".csv", "glob", "pickle.", "read_", "download", ".txt", ".json", ".png", ".jpg", ".jpeg",],
-
- "preprocessing": ["train_test_split(", "Normalizer(", "StandardScaler(", "normalize(", "scale(", "DictVectorizer(",
- "CountVectorizer(", "HashingVectorizer(", "TfidfVectorizer(", "Stemmer(",
- "Lemmatizer(", "convert", ".resize", "encode(", ".fill(", ".fillna(",
- ".concat(", ".concat (", ".concatenate(", ".concatenate (", "merge",
- "train_test_split (", "Normalizer (",
- "StandardScaler (", "normalize (", "scale (","DictVectorizer (", "CountVectorizer (",
- "HashingVectorizer (", "TfidfVectorizer (", "Stemmer (", "Lemmatizer (", "encode (",
- ".fill (", ".fillna (", "preprocess", "generation", "augmentation", "stemming", "lemmatization",
- "scale", ".normalize", ".crop", "crop(", "crop (", "resize(", "resize (",
- "invert_xaxis", "print_results", "attention", ".drop(", ".drop (", "preprocessing", "test_size",
- "test_split", "font_scale", "scale", "color_contonuous_scale", "colorscale", "encode",
- "preprocessor", "set_vscale", "rescale", "reversescale", "inverse_transform", "porterstemmer","crop",
- "stem", "simple_preprocess", "ploynomialfeatures", "autoscale", "lemmatize", "lemmatizer",
- "pd_merge_all",
- "stemmer", "labelencoder", "minmaxscaler", "converted", "preprocess_image", "vectorizer",
- "tokenizer", "tfidf", "stemmer", "scaled_train", "input_ids", "combined_merged", "pucountry_convert",
- "stemming"],
-
- "visualization": ["plotting", "plot.", "plt.", "graph", "histogram", "hist", "sns.", "plotline", "chart", "diagram", "heatmap", "figure", "plot_tree(", "plot_tree (", "boxplot"],
-
- "model": ["LinearRegression(", "RandomForest(", "Ridge(", "RidgeCV(", "RidgeClassifier(", "RidgeClassifierCV(", "Lasso(", "SGD(", "LogisticRegression(", "LogisticRegressionCV(", "SVC(", "SVR(",
- "Layer(", "XGboost(", "LGBM(", "CatBoost(", "Perceptron(", "KNeighborsRegressor(", "KNeighborsClassifier(", "SGDRegressor(", "ElasticNet(", "ElasticNetCV(", "KMeans(",
- "AgglomerativeClustering(", "SpectralClustering(", "CategoricalNB(", "ComplementNB(", "DecisionTreeClassifier(", "DecisionTreeRegressor(", "LinearRegression (", "RandomForest (",
- "Ridge (", "RidgeCV (", "RidgeClassifier (", "RidgeClassifierCV (", "Lasso (", "SGD (", "LogisticRegression (", "LogisticRegressionCV (", "SVC (", "SVR (", "Layer (", "XGboost (",
- "LGBM (", "CatBoost (", "Perceptron (", "KNeighborsRegressor (", "KNeighborsClassifier (", "SGDRegressor (", "ElasticNet (", "ElasticNetCV (", "KMeans (", "AgglomerativeClustering (",
- "SpectralClustering (", "CategoricalNB (", "ComplementNB (", "DecisionTreeClassifier (", "DecisionTreeRegressor ("],
- "train": [".fit_transform", ".fit", "epoch", "loss", "optimizer"],
-
- "predict": [".predict", "_error", ".mean_", "_score", "_distance"]
- }
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