From 1220888362cce85c0c123e6a0c5e6cf0e67c6e19 Mon Sep 17 00:00:00 2001 From: Aleksy Wroblewski Date: Mon, 26 Apr 2021 22:55:41 +0200 Subject: [PATCH] First solution: RMSE 41960 with sklearn LinearRegression, train on "year" column --- dev-0/out.tsv | 1000 ++++++++++++++++++++++++++++++++++++++++++++++++ linreg.py | 56 +++ test-A/out.tsv | 1000 ++++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 2056 insertions(+) create mode 100644 dev-0/out.tsv create mode 100644 linreg.py create mode 100644 test-A/out.tsv diff --git a/dev-0/out.tsv b/dev-0/out.tsv new file mode 100644 index 0000000..613196a --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,1000 @@ +67053.66600800678 +27459.36108198017 +31858.728295983747 +14261.259439971298 +36258.09550998546 +62654.2987940032 +40657.46272398904 +31858.728295983747 +1063.1577979624271 +31858.728295983747 +23059.99386797659 +67053.66600800678 +5462.525011966005 +14261.259439971298 +45056.82993799262 +27459.36108198017 +53855.56436599791 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file mode 100644 index 0000000..0f0b161 --- /dev/null +++ b/linreg.py @@ -0,0 +1,56 @@ +import numpy as np +import pandas as pd +import sys +from sklearn .linear_model import LinearRegression + +TRAIN_FILE_PATH = 'train/train.tsv' + +DEV0_IN = 'dev-0/in.tsv' +DEV0_OUT = 'dev-0/out.tsv' + +TEST_A_IN = 'test-A/in.tsv' +TEST_A_OUT = 'test-A/out.tsv' + + +def read_data_file(filepath, x_index, y_index): + df = pd.read_csv(filepath, sep='\t', header=None, index_col=None) + x = df[x_index].tolist() if x_index is not None else None + y = df[y_index].tolist() if y_index is not None else None + + return {'x': x, 'y': y} + + +def to_numpy_2d(lst): + return np.array(lst).reshape(-1, 1) + + +def get_trained_linreg_model(train_data): + x = to_numpy_2d(train_data.get('x')) + y = to_numpy_2d(train_data.get('y')) + + model = LinearRegression() + model.fit(x, y) + + return model + + +def make_predictions(model, in_file, out_file): + input = read_data_file(in_file, 1, None) + input_x = to_numpy_2d(input.get('x')) + pred_y = model.predict(input_x) + + with open(out_file, 'w') as f: + for pred in pred_y: + f.write(str(pred[0]) + '\n') + + +def main(): + train_data = read_data_file(TRAIN_FILE_PATH, 2, 0) + model = get_trained_linreg_model(train_data) + + make_predictions(model, DEV0_IN, DEV0_OUT) + make_predictions(model, TEST_A_IN, TEST_A_OUT) + + +if __name__ == '__main__': + main() diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..c26b776 --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,1000 @@ +45056.82993799262 +36258.09550998546 +23059.99386797659 +5462.525011966005 +1063.1577979624271 +18660.626653974876 +27459.36108198017 +14261.259439971298 +62654.2987940032 +53855.56436599791 +5462.525011966005 +49456.19715199433 +9861.892225969583 +45056.82993799262 +-25333.045486053452 +1063.1577979624271 +27459.36108198017 +58254.931579999626 +36258.09550998546 +40657.46272398904 +67053.66600800678 +9861.892225969583 +14261.259439971298 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