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<?php |
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namespace PHPInsight; |
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/* |
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phpInsight is a Naive Bayes classifier to calculate sentiment. The program |
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uses a database of words categorised as positive, negative or neutral |
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Copyright (C) 2012 James Hennessey |
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Class modifications and improvements by Ismayil Khayredinov ([email protected]) |
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This program is free software: you can redistribute it and/or modify |
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it under the terms of the GNU General Public License as published by |
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the Free Software Foundation, either version 3 of the License, or |
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(at your option) any later version. |
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This program is distributed in the hope that it will be useful, |
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but WITHOUT ANY WARRANTY; without even the implied warranty of |
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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GNU General Public License for more details. |
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You should have received a copy of the GNU General Public License |
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along with this program. If not, see <http://www.gnu.org/licenses/> |
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*/ |
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class Sentiment { |
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/** |
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* Location of the dictionary files |
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* @var str |
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*/ |
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private $dataFolder = ''; |
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/** |
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* List of tokens to ignore |
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* @var array |
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*/ |
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private $ignoreList = array(); |
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/** |
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* List of words with negative prefixes, e.g. isn't, arent't |
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* @var array |
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*/ |
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private $negPrefixList = array(); |
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/** |
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* Storage of cached dictionaries |
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* @var array |
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*/ |
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private $dictionary = array(); |
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/** |
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* Min length of a token for it to be taken into consideration |
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* @var int |
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*/ |
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private $minTokenLength = 1; |
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/** |
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* Max length of a taken for it be taken into consideration |
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* @var int |
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*/ |
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private $maxTokenLength = 15; |
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/** |
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* Classification of opinions |
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* @var array |
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*/ |
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private $classes = array('pos', 'neg', 'neu'); |
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/** |
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* Token score per class |
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* @var array |
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*/ |
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private $classTokCounts = array( |
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'pos' => 0, |
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'neg' => 0, |
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'neu' => 0 |
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); |
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/** |
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* Analyzed text score per class |
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* @var array |
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*/ |
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private $classDocCounts = array( |
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'pos' => 0, |
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'neg' => 0, |
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'neu' => 0 |
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); |
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/** |
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* Number of tokens in a text |
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* @var int |
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*/ |
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private $tokCount = 0; |
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/** |
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* Number of analyzed texts |
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* @var int |
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*/ |
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private $docCount = 0; |
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/** |
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* Implication that the analyzed text has 1/3 chance of being in either of the 3 categories |
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* @var array |
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*/ |
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private $prior = array( |
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'pos' => 0.333, |
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'neg' => 0.333, |
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'neu' => 0.334, |
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); |
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/** |
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* Class constructor |
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* @param str $dataFolder base folder |
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* Sets defaults and loads/caches dictionaries |
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*/ |
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public function __construct($dataFolder = false) { |
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//set the base folder for the data models |
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$this->setDataFolder($dataFolder); |
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//load and cache directories, get ignore and prefix lists |
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$this->loadDefaults(); |
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} |
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/** |
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* Get scores for each class |
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* |
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* @param str $sentence Text to analyze |
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* @return int Score |
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*/ |
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public function score($sentence) { |
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//For each negative prefix in the list |
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foreach ($this->negPrefixList as $negPrefix) { |
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//Search if that prefix is in the document |
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if (strpos($sentence, $negPrefix) !== false) { |
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//Reove the white space after the negative prefix |
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$sentence = str_replace($negPrefix . ' ', $negPrefix, $sentence); |
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} |
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} |
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//Tokenise Document |
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$tokens = $this->_getTokens($sentence); |
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// calculate the score in each category |
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$total_score = 0; |
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//Empty array for the scores for each of the possible categories |
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$scores = array(); |
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//Loop through all of the different classes set in the $classes variable |
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foreach ($this->classes as $class) { |
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//In the scores array add another dimention for the class and set it's value to 1. EG $scores->neg->1 |
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$scores[$class] = 1; |
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//For each of the individual words used loop through to see if they match anything in the $dictionary |
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foreach ($tokens as $token) { |
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//If statement so to ignore tokens which are either too long or too short or in the $ignoreList |
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if (strlen($token) > $this->minTokenLength && strlen($token) < $this->maxTokenLength && !in_array($token, $this->ignoreList)) { |
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//If dictionary[token][class] is set |
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if (isset($this->dictionary[$token][$class])) { |
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//Set count equal to it |
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$count = $this->dictionary[$token][$class]; |
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} else { |
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$count = 0; |
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} |
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//Score[class] is calcumeted by $scores[class] x $count +1 divided by the $classTokCounts[class] + $tokCount |
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$scores[$class] *= ($count + 1); |
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} |
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} |
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//Score for this class is the prior probability multiplyied by the score for this class |
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$scores[$class] = $this->prior[$class] * $scores[$class]; |
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} |
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//Makes the scores relative percents |
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foreach ($this->classes as $class) { |
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$total_score += $scores[$class]; |
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} |
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foreach ($this->classes as $class) { |
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$scores[$class] = round($scores[$class] / $total_score, 3); |
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} |
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//Sort array in reverse order |
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arsort($scores); |
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return $scores; |
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} |
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/** |
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* Get the class of the text based on it's score |
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* |
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* @param str $sentence |
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* @return str pos|neu|neg |
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*/ |
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public function categorise($sentence) { |
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$scores = $this->score($sentence); |
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//Classification is the key to the scores array |
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$classification = key($scores); |
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return $classification; |
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} |
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/** |
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* Load and cache dictionary |
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* |
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* @param str $class |
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* @return boolean |
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*/ |
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public function setDictionary($class) { |
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/** |
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* For some people this file extention causes some problems! |
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*/ |
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$fn = "{$this->dataFolder}data.{$class}.php"; |
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if (file_exists($fn)) { |
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$temp = file_get_contents($fn); |
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$words = unserialize($temp); |
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} else { |
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echo 'File does not exist: ' . $fn; |
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} |
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//Loop through all of the entries |
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foreach ($words as $word) { |
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$this->docCount++; |
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$this->classDocCounts[$class]++; |
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//Trim word |
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$word = trim($word); |
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//If this word isn't already in the dictionary with this class |
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if (!isset($this->dictionary[$word][$class])) { |
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//Add to this word to the dictionary and set counter value as one. This function ensures that if a word is in the text file more than once it still is only accounted for one in the array |
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$this->dictionary[$word][$class] = 1; |
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}//Close If statement |
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$this->classTokCounts[$class]++; |
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$this->tokCount++; |
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}//Close while loop going through everyline in the text file |
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return true; |
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} |
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/** |
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* Set the base folder for loading data models |
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* @param str $dataFolder base folder |
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* @param bool $loadDefaults true - load everything by default | false - just change the directory |
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*/ |
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public function setDataFolder($dataFolder = false, $loadDefaults = false){ |
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//if $dataFolder not provided, load default, else set the provided one |
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if($dataFolder == false){ |
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$this->dataFolder = __DIR__ . '/data/'; |
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} |
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else{ |
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if(file_exists($dataFolder)){ |
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$this->dataFolder = $dataFolder; |
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} |
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else{ |
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echo 'Error: could not find the directory - '.$dataFolder; |
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} |
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} |
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//load default directories, ignore and prefixe lists |
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if($loadDefaults !== false){ |
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$this->loadDefaults(); |
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} |
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} |
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/** |
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* Load and cache directories, get ignore and prefix lists |
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*/ |
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private function loadDefaults(){ |
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// Load and cache dictionaries |
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foreach ($this->classes as $class) { |
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if (!$this->setDictionary($class)) { |
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echo "Error: Dictionary for class '$class' could not be loaded"; |
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} |
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} |
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if (!isset($this->dictionary) || empty($this->dictionary)) |
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echo 'Error: Dictionaries not set'; |
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//Run function to get ignore list |
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$this->ignoreList = $this->getList('ign'); |
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//If ingnoreList not get give error message |
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if (!isset($this->ignoreList)) |
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echo 'Error: Ignore List not set'; |
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//Get the list of negative prefixes |
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$this->negPrefixList = $this->getList('prefix'); |
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//If neg prefix list not set give error |
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if (!isset($this->negPrefixList)) |
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echo 'Error: Ignore List not set'; |
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} |
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/** |
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* Break text into tokens |
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* |
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* @param str $string String being broken up |
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* @return array An array of tokens |
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*/ |
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private function _getTokens($string) { |
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// Replace line endings with spaces |
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$string = str_replace("\r\n", " ", $string); |
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//Clean the string so is free from accents |
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$string = $this->_cleanString($string); |
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//Make all texts lowercase as the database of words in in lowercase |
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$string = strtolower($string); |
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$string = preg_replace('/[[:punct:]]+/', '', $string); |
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//Break string into individual words using explode putting them into an array |
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$matches = explode(' ', $string); |
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//Return array with each individual token |
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return $matches; |
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} |
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/** |
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* Load and cache additional word lists |
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* |
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* @param str $type |
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* @return array |
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*/ |
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public function getList($type) { |
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//Set up empty word list array |
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$wordList = array(); |
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$fn = "{$this->dataFolder}data.{$type}.php"; |
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; |
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if (file_exists($fn)) { |
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$temp = file_get_contents($fn); |
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$words = unserialize($temp); |
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} else { |
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return 'File does not exist: ' . $fn; |
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} |
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//Loop through results |
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foreach ($words as $word) { |
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//remove any slashes |
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$word = stripcslashes($word); |
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//Trim word |
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$trimmed = trim($word); |
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//Push results into $wordList array |
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array_push($wordList, $trimmed); |
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} |
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//Return $wordList |
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return $wordList; |
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} |
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/** |
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* Function to clean a string so all characters with accents are turned into ASCII characters. EG: ‡ = a |
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* |
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* @param str $string |
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* @return str |
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*/ |
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private function _cleanString($string) { |
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$diac = |
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/* A */ chr(192) . chr(193) . chr(194) . chr(195) . chr(196) . chr(197) . |
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/* a */ chr(224) . chr(225) . chr(226) . chr(227) . chr(228) . chr(229) . |
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/* O */ chr(210) . chr(211) . chr(212) . chr(213) . chr(214) . chr(216) . |
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/* o */ chr(242) . chr(243) . chr(244) . chr(245) . chr(246) . chr(248) . |
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/* E */ chr(200) . chr(201) . chr(202) . chr(203) . |
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/* e */ chr(232) . chr(233) . chr(234) . chr(235) . |
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/* Cc */ chr(199) . chr(231) . |
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/* I */ chr(204) . chr(205) . chr(206) . chr(207) . |
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|
|
/* i */ chr(236) . chr(237) . chr(238) . chr(239) . |
384
|
|
|
/* U */ chr(217) . chr(218) . chr(219) . chr(220) . |
385
|
|
|
/* u */ chr(249) . chr(250) . chr(251) . chr(252) . |
386
|
|
|
/* yNn */ chr(255) . chr(209) . chr(241); |
387
|
|
|
|
388
|
|
|
return strtolower(strtr($string, $diac, 'AAAAAAaaaaaaOOOOOOooooooEEEEeeeeCcIIIIiiiiUUUUuuuuyNn')); |
389
|
|
|
} |
390
|
|
|
|
391
|
|
|
/** |
392
|
|
|
* Deletes old data/data.* files |
393
|
|
|
* Creates new files from updated source fi |
394
|
|
|
*/ |
395
|
|
|
public function reloadDictionaries(){ |
396
|
|
|
|
397
|
|
|
foreach($this->classes as $class){ |
398
|
|
|
$fn = "{$this->dataFolder}data.{$class}.php"; |
399
|
|
|
if (file_exists($fn)) { |
400
|
|
|
unlink($fn); |
401
|
|
|
} |
402
|
|
|
} |
403
|
|
|
|
404
|
|
|
$dictionaries = __DIR__ . '/dictionaries/'; |
405
|
|
|
|
406
|
|
|
foreach($this->classes as $class){ |
407
|
|
|
$dict = "{$dictionaries}source.{$class}.php"; |
408
|
|
|
|
409
|
|
|
require_once($dict); |
410
|
|
|
|
411
|
|
|
$data = $class; |
412
|
|
|
|
413
|
|
|
$fn = "{$this->dataFolder}data.{$class}.php"; |
414
|
|
|
file_put_contents($fn, serialize($$data)); |
415
|
|
|
} |
416
|
|
|
|
417
|
|
|
|
418
|
|
|
|
419
|
|
|
} |
420
|
|
|
|
421
|
|
|
} |
422
|
|
|
|
423
|
|
|
?> |
|
|
|
|
424
|
|
|
|