<commit_before>package com.winterwell.maths.timeseries;


import java.io.BufferedWriter;
import java.io.File;
import java.io.FileNotFoundException;
import java.io.FileOutputStream;
import java.io.IOException;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Collection;
import java.util.Comparator;
import java.util.HashMap;
import java.util.HashSet;
import java.util.List;
import java.util.Map;
import java.util.Random;
import java.util.logging.Level;

import com.winterwell.json.JSONArray;
import com.winterwell.json.JSONObject;
import com.winterwell.maths.matrix.MatrixUtils;
import com.winterwell.maths.stats.KScore;
import com.winterwell.maths.stats.StatsUtils;
import com.winterwell.maths.stats.algorithms.IPredictor;
import com.winterwell.maths.stats.algorithms.ITimeSeriesFilter;
import com.winterwell.maths.stats.distributions.IDistribution;
import com.winterwell.maths.stats.distributions.d1.IDistribution1D;
import com.winterwell.maths.stats.distributions.discrete.ObjectDistribution;
import com.winterwell.maths.timeseries.ExtraDimensionsDataStream.KMatchPolicy;
import com.winterwell.maths.vector.VectorUtilsTest;
import com.winterwell.maths.vector.X;<commit_msg>imorts wtf<commit_after>package com.winterwell.maths.timeseries;


import java.io.BufferedWriter;
import java.io.File;
import java.io.FileNotFoundException;
import java.io.FileOutputStream;
import java.io.IOException;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Collection;
import java.util.Comparator;
import java.util.HashMap;
import java.util.HashSet;
import java.util.List;
import java.util.Map;
import java.util.Random;
import java.util.logging.Level;

import com.winterwell.json.JSONArray;
import com.winterwell.json.JSONObject;
import com.winterwell.maths.matrix.MatrixUtils;
import com.winterwell.maths.stats.KScore;
import com.winterwell.maths.stats.StatsUtils;
import com.winterwell.maths.stats.algorithms.IPredictor;
import com.winterwell.maths.stats.algorithms.ITimeSeriesFilter;
import com.winterwell.maths.stats.distributions.IDistribution;
import com.winterwell.maths.stats.distributions.d1.IDistribution1D;
import com.winterwell.maths.stats.distributions.discrete.ObjectDistribution;
import com.winterwell.maths.timeseries.ExtraDimensionsDataStream.KMatchPolicy;
import com.winterwell.maths.vector.X;
{'fraction_non_alphanumeric': 0.10389055151774262, 'fraction_numerical': 0.0017101325352714834, 'mean_word_length': 6.8, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '3140775', 'n_tokens_mistral': 767, 'n_tokens_neox': 769, 'n_words': 114}