class EnhancedPythonToRConverter: « » » Enhanced Python to R converter with Gemini AI validation « » » def __init__(self, gemini_api_key: str = None): self.validator = GeminiValidator(gemini_api_key) self.import_mappings = { ‘pandas’: ‘library(dplyr)\nlibrary(tidyr)\nlibrary(readr)’, ‘numpy’: ‘library(base)’, ‘matplotlib.pyplot’: ‘library(ggplot2)’, ‘seaborn’: ‘library(ggplot2)\nlibrary(RColorBrewer)’, ‘scipy.stats’: ‘library(stats)’, ‘sklearn’: ‘library(caret)\nlibrary(randomForest)\nlibrary(e1071)’, ‘statsmodels’: ‘library(stats)\nlibrary(lmtest)’, ‘plotly’: ‘library(plotly)’, } self.function_mappings = { ‘pd.DataFrame’: ‘data.frame’, ‘pd.read_csv’: ‘read.csv’, ‘pd.read_excel’: ‘read_excel’, ‘df.head’: ‘head’, ‘df.tail’: ‘tail’, ‘df.shape’: ‘dim’, ‘df.info’: ‘str’, ‘df.describe’: ‘summary’, ‘df.mean’: ‘mean’, ‘df.median’: ‘median’, ‘df.std’: ‘sd’, ‘df.var’: ‘var’, ‘df.sum’: ‘sum’, ‘df.count’: ‘length’, ‘df.groupby’: ‘group_by’, ‘df.merge’: ‘merge’, ‘df.drop’: ‘select’, ‘df.dropna’: ‘na.omit’, ‘df.fillna’: ‘replace_na’, ‘df.sort_values’: ‘arrange’, ‘df.value_counts’: ‘table’, ‘np.array’: ‘c’, ‘np.mean’: ‘mean’, ‘np.median’: ‘median’, ‘np.std’: ‘sd’, ‘np.var’: ‘var’, ‘np.sum’: ‘sum’, ‘np.min’:…
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