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diff --git a/linear.ipynb b/linear.ipynb new file mode 100644 index 0000000..1106734 --- /dev/null +++ b/linear.ipynb @@ -0,0 +1,89 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "from sklearn.linear_model import LinearRegression\n", + "from stop_words import get_stop_words\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "vectorizer = TfidfVectorizer(stop_words = get_stop_words('polish'))\n", + "linear = LinearRegression()\n", + "\n", + "train = pd.read_csv('train/train.tsv', sep = \"\\t\", names = ['start_date', 'end_date', 'title', 'sort_title', 'data'])\n", + "\n", + "mean = (train['start_date'] + train['end_date']) / 2\n", + "tv = vectorizer.fit_transform(train['data'])\n", + "linear.fit(tv, mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "def getData(directory):\n", + " with open(directory, encoding=\"utf-8\") as file:\n", + " return file.readlines()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tmp_dev = getData('dev-0/in.tsv')\n", + "dataFrame_dev = pd.DataFrame(data = tmp_dev)\n", + "evaluate_dev = linear.predict(vectorizer.transform(dataFrame_dev[0]))\n", + "np.savetxt('dev-0/out.tsv', evaluate, fmt='%f', delimiter='\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "tmp_test = getData('test-A/in.tsv')\n", + "dataFrame_test = pd.DataFrame(data = tmp_test)\n", + "evaluate_test = linear.predict(vectorizer.transform(dataFrame_test[0]))\n", + "np.savetxt('test-A/out.tsv', evaluate, fmt='%f', delimiter='\\n')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..0a101b1 --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,14220 @@ +1983.491903 +1865.323303 +1894.469439 +1924.559027 +1866.753843 +1855.386621 +1869.124495 +1974.003903 +1916.334807 +1934.286438 +1915.710703 +1984.870293 +1940.700174 +1945.550188 +1918.909207 +1921.614268 +2011.168523 +1964.059752 +1986.190559 +1826.135191 +1955.508447 +1990.257521 +1910.658240 +2005.561523 +1915.168674 +1884.004537 +1889.533403 +1880.230181 +1968.608972 +1886.455832 +1922.772879 +1856.342083 +1868.224125 +1910.292067 +1848.531474 +1887.503182 +1925.415561 +1866.507131 +1869.659857 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