“If you prick us, do we not bleed? If you tickle us, do we not laugh? If you poison us, do we not die? And if you wrong us, shall we not revenge? If we are like you in the rest, we will resemble you in that.”
The Merchant of Venice — Act III, scene I
Since last weeks post (Emotions) I’ve been doing self isolation exercises at home for a week and now I’m feeling much better! 🙂
Also, my homemade pale-lager-virus test showed no blue lines this morning so… yay I’m not pregnant.. er, I mean… the effects of the virus must be wearing off! 😛
Fingers crossed that joke doesn’t come back to haunt me in a few weeks, but in any case I’m feeling better and I’m ready to get emotional with you on a whole new level and build another bot in the process!
Though as usual, before we do, here’s the wallpaper:
The Wallpaper
Oh and yes, I will be including some code but don’t let that scare you!
Besides, aren’t you a little curious to see if I’m full of shit and if I’m not… what real working emotional code looks like?
Words Convey Emotions
Semiotics teaches us that meaning can be transmitted using many different methodologies and when I speak to you, I am trying to convey my thoughts and ideas to you using symbols mostly in the form of words and images.
As a result of our mostly one directional exchange of ideas, when my meaning is recombined in your mind it is “parsed” for how the meaning relates to you.
Some of that parsing produces an emotional “evaluation” by your Amygdala that represents your emotional response to the meaning you just encountered.
Governments and businesses study the process of emotional response because it helps them understand the best ways to craft their messages to elicit a desired response from an individual or group of people.
In the first case it’s called “propaganda” and in the second it’s called “market research”. 😛
In either case it’s less about “forcing” or “tricking” people (though some marketing is absolutely manipulative) than it is about figuring out how to best craft a message so that when it is “parsed” by a recipient, all things being equal… the message is received positively.
For example, do an image search for “Coca-Cola Ad” (not a sponsor)…
And if there are people in the ad they are young, attractive and look healthy but frequently the content of the ad is just their branding colors (red and white) in addition to undeniably the most absolute perfect frost and dew covered glass/bottle/can of coke you ever saw!
Coke has an easy sell… just imagine it’s hot and you are thirsty.
That’s all it takes to sell a can coke!
As soon as you see that frosty refreshing bottle of effervescent deliciousness next to the classic coke smile, it’s easy to just say “Yes!”.
And If you are not thirsty now, as long as the ad isn’t “objectionable” to the recipient then their viewing of your ad is “positive brand interaction” and the next time they are thirsty, they might just grab a Coke!
How does this apply to building an emotional bot?
Well, hopefully by now you can agree, even just a little… that complex symbols can convey ideas and that ideas can cause you to feel certain ways if you are predisposed to feel that way anyway.
This shouldn’t be too controversial because movies have been doing this forever!
Scary movies make you scared and comedies make you laugh!
But would you agree that it isn’t just complex symbols that can convey emotion?
Words do not just describe emotions but can be highly polarized so as to elicit strong emotion from the hearer/reader and I can prove it, just listen…
“Why don’t you believe me Motherfucker!?”
Calm down, this is serious and that… “motherfucker” is for science!
Your response to reading/seeing/hearing that word depends on a lot of factors but lets pretend you are not fake-shocked and understand how that word can be “inflammatory”.
According to Merriam-Webster:
Definition of inflammatory
- : tending to excite anger, disorder, or tumult : SEDITIOUS
- : tending to inflame or excite the senses
- : accompanied by or tending to cause inflammation
So if I can describe a word as “inflammatory”, then it stands that the individual word or group of words I’m describing has the property of “exciting anger”.
This illustrates my point that words exist not simply to carry information but also as emotional semiotic symbols that carry or cause emotion.
Code
If we can accept the premise that words associate or are polarized towards some emotions over others, then it is actually very simple to build a bot that can learn the patterns from human tagged data, in fact… here’s an example!
After extracting the primary emotion tag data from the training set this code computes Plutchik’s emotional dyads for each unigram.
Additionally a couple of report files are generated as well as the “bot” emotionary .json file.
<?php $training_csv_file = 'LoremIpsumTrainingData.csv'; $bot = 'LoremIpsum'; // Bot name $load_bot = false; // Load Bot from json Yes/No (set to true if adding training) $save_bot = true; // Save Bot to json Yes/No $csv_report = true; // Generate a CSV report you can edit in Excel or OO/LO Calc? $emotionary_report = true; // Generate a TXT report with information about the emotionary $polarization_threshold = 8; // Minimum positive emotional polarization threshold //////////////////////////////// // !!! Don't Change Below !!! // // !!! ~~~~~~~~~~ !!! // // !!! HERE BE DRAGONS !!! // //////////////////////////////// if($csv_report == true){ // Yes $csv = array(); $csv[] = 'Word,Anger,Anticipation,Disgust,Fear,Joy,Sadness,Surprise,Trust,Aggressiveness_Vengeance,Anxiety_Dread,Awe_Alarm,Contempt_Scorn,Curiosity,Cynicism,Delight_Doom,Despair,Disapproval_Disappointment,Dominance,Envy_Sullenness,Guilt_Excitement,Hope_Fatalism,Love_Friendliness,Morbidness_Derisiveness,Optimism_Courage,Outrage_Hate,Pessimism,Pride_Victory,Remorse_Misery,Sentimentality_Resignation,Shame_Prudishness,Submission_Modesty,Unbelief_Shock'; } // Dictionary of emotigrams word+emotions sets $emotionary = array(); // Load bot emotigrams from previously created json file if($load_bot == true){ if(file_exists("$bot.json")){ $emotionary = json_decode(file_get_contents("$bot.json"), 1); } else{ echo "Unable to load bot file - '$bot.json' does not exist." . PHP_EOL; } } // Load Training Data from CSV if(file_exists($training_csv_file)){ // Load 'word string','emotion tags' from csv $dataset = array_map('str_getcsv', file($training_csv_file)); } else{ die("Unable to load traing CSV file - '$training_csv_file' does not exist." . PHP_EOL); } // Train on all training data sentences foreach($dataset as &$datagram){ // $datagram = array() // // Example: // array(3) { // [0]=> string(54) "Lorem ipsum dolor sit amet consectetur adipiscing elit" // [1]=> string(8) "00000010" // [2]=> string(0) "" // } // Split the current sentence into words using spaces // requres dataset preprecessing to remove punctuation $words = explode(' ', $datagram[0]); // Gather emotional data for the sentence. // maintaining correct order is very important // so I arranged it in assending alphabetical order // AADFJSST $Anger = $datagram[1][0]; $Anticipation = $datagram[1][1]; $Disgust = $datagram[1][2]; $Fear = $datagram[1][3]; $Joy = $datagram[1][4]; $Sadness = $datagram[1][5]; $Surprise = $datagram[1][6]; $Trust = $datagram[1][7]; // Learn/Update the emotigram word+emotions sets foreach($words as &$word){ $word = strtolower($word); // Count is how many times this word // has been seen during training @$emotionary[$word]['count'] += 1; // _positive : if 1, return 1 else 0 // _negative : if 1, return 0 else -1 // Increment Anger @$emotionary[$word]['anger_positive'] += ($Anger == 1 ? 1 : 0); @$emotionary[$word]['anger_negative'] += ($Anger == 1 ? 0 : -1); // Increment Anticipation @$emotionary[$word]['anticipation_positive'] += ($Anticipation == 1 ? 1 : 0); @$emotionary[$word]['anticipation_negative'] += ($Anticipation == 1 ? 0 : -1); // Increment Disgust @$emotionary[$word]['disgust_positive'] += ($Disgust == 1 ? 1 : 0); @$emotionary[$word]['disgust_negative'] += ($Disgust == 1 ? 0 : -1); // Increment Fear @$emotionary[$word]['fear_positive'] += ($Fear == 1 ? 1 : 0); @$emotionary[$word]['fear_negative'] += ($Fear == 1 ? 0 : -1); // Increment Joy @$emotionary[$word]['joy_positive'] += ($Joy == 1 ? 1 : 0); @$emotionary[$word]['joy_negative'] += ($Joy == 1 ? 0 : -1); // Increment Sadness @$emotionary[$word]['sadness_positive'] += ($Sadness == 1 ? 1 : 0); @$emotionary[$word]['sadness_negative'] += ($Sadness == 1 ? 0 : -1); // Increment Surprise @$emotionary[$word]['surprise_positive'] += ($Surprise == 1 ? 1 : 0); @$emotionary[$word]['surprise_negative'] += ($Surprise == 1 ? 0 : -1); // Increment Trust @$emotionary[$word]['trust_positive'] += ($Trust == 1 ? 1 : 0); @$emotionary[$word]['trust_negative'] += ($Trust == 1 ? 0 : -1); } } // Now that the primary emotion counts are stable // find emotigram polarization and compute // emotional dyads from primary emotions foreach($emotionary as $emotigram_word_key=>$emotigram_emotional_data){ ///////////////////////////////////////////// // Primary Emotions ///////////////////////// ///////////////////////////////////////////// // Anger $Anger = intval($emotigram_emotional_data['anger_positive']) + intval(['anger_negative']); if($emotionary_report == true && $Anger >= $polarization_threshold){ // Word is anger polarized @$Angery_Words[$emotigram_word_key] = $Anger; } // Anticipation $Anticipation = intval($emotigram_emotional_data['anticipation_positive']) + intval(['anticipation_negative']); if($emotionary_report == true && $Anticipation >= $polarization_threshold){// Word is anticipation polarized @$Anticipatatory_Words[$emotigram_word_key] = $Anticipation; } // Disgust $Disgust = intval($emotigram_emotional_data['disgust_positive']) + intval(['disgust_negative']); if($emotionary_report == true && $Disgust >= $polarization_threshold){// Word is disgust polarized @$Disgusting_Words[$emotigram_word_key] = $Disgust; } // Fear $Fear = intval($emotigram_emotional_data['fear_positive']) + intval(['fear_negative']); if($emotionary_report == true && $Fear >= $polarization_threshold){// Word is fear polarized @$Fearful_Words[$emotigram_word_key] = $Fear; } // Joy $Joy = intval($emotigram_emotional_data['joy_positive']) + intval(['joy_negative']); if($emotionary_report == true && $Joy >= $polarization_threshold){// Word is joy polarized @$Joyful_Words[$emotigram_word_key] = $Joy; } // Sadness $Sadness = intval($emotigram_emotional_data['sadness_positive']) + intval(['sadness_negative']); if($emotionary_report == true && $Sadness >= $polarization_threshold){// Word is saddness polarized @$Saddening_Words[$emotigram_word_key] = $Sadness; } // Surprise $Surprise = intval($emotigram_emotional_data['surprise_positive']) + intval(['surprise_negative']); if($emotionary_report == true && $Surprise >= $polarization_threshold){// Word is surprise polarized @$Surprising_Words[$emotigram_word_key] = $Surprise; } // Trust $Trust = intval($emotigram_emotional_data['trust_positive']) + intval(['trust_negative']); if($emotionary_report == true && $Trust >= $polarization_threshold){// Word is trust polarized @$Trusting_Words[$emotigram_word_key] = $Trust; } ///////////////////////////////////////////// // Emotional Diads ////////////////////////// ///////////////////////////////////////////// // Compute Aggressiveness_Vengeance word score $Aggressiveness_Vengeance = $Anger + $Anticipation; @$emotionary[$emotigram_word_key]['aggressiveness_vengeance'] = $Aggressiveness_Vengeance; if($emotionary_report == true && $Aggressiveness_Vengeance >= $polarization_threshold){// Word is aggressiveness_vengeance polarized @$Aggressiveness_Vengeance_Words[$emotigram_word_key] = $Aggressiveness_Vengeance; } // Compute Anxiety_Dread word score $Anxiety_Dread = $Anticipation + $Fear; @$emotionary[$emotigram_word_key]['anxiety_dread'] = $Anxiety_Dread; if($emotionary_report == true && $Anxiety_Dread >= $polarization_threshold){// Word is anxiety_dread polarized @$Anxiety_Dread_Words[$emotigram_word_key] = $Anxiety_Dread; } // Compute Awe_Alarm word score $Awe_Alarm = $Fear + $Surprise; @$emotionary[$emotigram_word_key]['awe_alarm'] = $Awe_Alarm; if($emotionary_report == true && $Awe_Alarm >= $polarization_threshold){// Word is awe_alarm polarized @$Awe_Alarm_Words[$emotigram_word_key] = $Awe_Alarm; } // Compute Contempt_Scorn word score $Contempt_Scorn = $Disgust + $Anger; @$emotionary[$emotigram_word_key]['contempt_scorn'] = $Contempt_Scorn; if($emotionary_report == true && $Contempt_Scorn >= $polarization_threshold){// Word is contempt_scorn polarized @$Contempt_Scorn_Words[$emotigram_word_key] = $Contempt_Scorn; } // Compute Curiosity word score $Curiosity = $Trust + $Surprise; @$emotionary[$emotigram_word_key]['curiosity'] = $Curiosity; if($emotionary_report == true && $Curiosity >= $polarization_threshold){// Word is curiosity polarized @$Curiosity_Words[$emotigram_word_key] = $Curiosity; } // Compute Cynicism word score $Cynicism = $Disgust + $Anticipation; @$emotionary[$emotigram_word_key]['cynicism'] = $Cynicism; if($emotionary_report == true && $Cynicism >= $polarization_threshold){// Word is cynicism polarized @$Cynicism_Words[$emotigram_word_key] = $Cynicism; } // Compute Delight_Doom word score $Delight_Doom = $Joy + $Surprise; @$emotionary[$emotigram_word_key]['delight_doom'] = $Delight_Doom; if($emotionary_report == true && $Delight_Doom >= $polarization_threshold){// Word is delight_doom polarized @$Despair_Words[$emotigram_word_key] = $Despair; } // Compute Despair word score $Despair = $Fear + $Sadness; @$emotionary[$emotigram_word_key]['despair'] = $Despair; if($emotionary_report == true && $Despair >= $polarization_threshold){// Word is despair polarized @$Despair_Words[$emotigram_word_key] = $Despair; } // Compute Disapproval_Disappointment word score $Disapproval_Disappointment = $Surprise + $Sadness; @$emotionary[$emotigram_word_key]['disapproval_disappointment'] = $Disapproval_Disappointment; if($emotionary_report == true && $Disapproval_Disappointment >= $polarization_threshold){// Word is disapproval_disappointment polarized @$Disapproval_Disappointment_Words[$emotigram_word_key] = $Disapproval_Disappointment; } // Compute Dominance word score $Dominance = $Anger + $Trust; @$emotionary[$emotigram_word_key]['dominance'] = $Dominance; if($emotionary_report == true && $Dominance >= $polarization_threshold){// Word is dominance polarized @$Dominance_Words[$emotigram_word_key] = $Dominance; } // Compute Envy_Sullenness word score $Envy_Sullenness = $Sadness + $Anger; @$emotionary[$emotigram_word_key]['envy_sullenness'] = $Envy_Sullenness; if($emotionary_report == true && $Envy_Sullenness >= $polarization_threshold){// Word is envy_sullenness polarized @$Dominance_Words[$emotigram_word_key] = $Envy_Sullenness; } // Compute Guilt_Excitement word score $Guilt_Excitement = $Joy + $Fear; @$emotionary[$emotigram_word_key]['guilt_excitement'] = $Guilt_Excitement; if($emotionary_report == true && $Guilt_Excitement >= $polarization_threshold){// Word is guilt_excitement polarized @$Guilt_Excitement_Words[$emotigram_word_key] = $Guilt_Excitement; } // Compute Hope_Fatalism word score $Hope_Fatalism = $Anticipation + $Trust; @$emotionary[$emotigram_word_key]['hope_fatalism'] = $Hope_Fatalism; if($emotionary_report == true && $Hope_Fatalism >= $polarization_threshold){// Word is hope_fatalism polarized @$Hope_Fatalism_Words[$emotigram_word_key] = $Hope_Fatalism; } // Compute Love_Friendliness word score $Love_Friendliness = $Joy + $Trust; @$emotionary[$emotigram_word_key]['love_friendliness'] = $Love_Friendliness; if($emotionary_report == true && $Love_Friendliness >= $polarization_threshold){// Word is love_friendliness polarized @$Love_Friendliness_Words[$emotigram_word_key] = $Love_Friendliness; } // Compute Morbidness_Derisiveness word score $Morbidness_Derisiveness = $Disgust + $Joy; @$emotionary[$emotigram_word_key]['morbidness_derisiveness'] = $Morbidness_Derisiveness; if($emotionary_report == true && $Morbidness_Derisiveness >= $polarization_threshold){// Word is morbidness_derisiveness polarized @$Morbidness_Derisiveness_Words[$emotigram_word_key] = $Morbidness_Derisiveness; } // Compute Optimism_Courage word score $Optimism_Courage = $Anticipation + $Joy; @$emotionary[$emotigram_word_key]['optimism_courage'] = $Optimism_Courage; if($emotionary_report == true && $Optimism_Courage >= $polarization_threshold){// Word is optimism_courage polarized @$Optimism_Courage_Words[$emotigram_word_key] = $Optimism_Courage; } // Compute Outrage_Hate word score $Outrage_Hate = $Surprise + $Anger; @$emotionary[$emotigram_word_key]['outrage_hate'] = $Outrage_Hate; if($emotionary_report == true && $Outrage_Hate >= $polarization_threshold){// Word is outrage_hate polarized @$Outrage_Hate_Words[$emotigram_word_key] = $Outrage_Hate; } // Compute Pessimism word score $Pessimism = $Sadness + $Anticipation; @$emotionary[$emotigram_word_key]['pessimism'] = $Pessimism; if($emotionary_report == true && $Pessimism >= $polarization_threshold){// Word is pessimism polarized @$Pessimism_Words[$emotigram_word_key] = $Pessimism; } // Compute Pride_Victory word score $Pride_Victory = $Anger + $Joy; @$emotionary[$emotigram_word_key]['pride_victory'] = $Pride_Victory; if($emotionary_report == true && $Pride_Victory >= $polarization_threshold){// Word is pride_victory polarized @$Pride_Victory_Words[$emotigram_word_key] = $Pride_Victory; } // Compute Remorse_Misery word score $Remorse_Misery = $Sadness + $Disgust; @$emotionary[$emotigram_word_key]['remorse_misery'] = $Remorse_Misery; if($emotionary_report == true && $Remorse_Misery >= $polarization_threshold){// Word is remorse_misery polarized @$Remorse_Misery_Words[$emotigram_word_key] = $Remorse_Misery; } // Compute Sentimentality_Resignation word score $Sentimentality_Resignation = $Trust + $Sadness; @$emotionary[$emotigram_word_key]['sentimentality_resignation'] = $Sentimentality_Resignation; if($emotionary_report == true && $Sentimentality_Resignation >= $polarization_threshold){// Word is sentimentality_resignation polarized @$Sentimentality_Resignation_Words[$emotigram_word_key] = $Sentimentality_Resignation; } // Compute Shame_Prudishness word score $Shame_Prudishness = $Fear + $Disgust; @$emotionary[$emotigram_word_key]['shame_prudishness'] = $Shame_Prudishness; if($emotionary_report == true && $Shame_Prudishness >= $polarization_threshold){// Word is shame_prudishness polarized @$Shame_Prudishness_Words[$emotigram_word_key] = $Shame_Prudishness; } // Compute Submission_Modesty word score $Submission_Modesty = $Trust + $Fear; @$emotionary[$emotigram_word_key]['submission_modesty'] = $Submission_Modesty; if($emotionary_report == true && $Submission_Modesty >= $polarization_threshold){// Word is submission_modesty polarized @$Submission_Modesty_Words[$emotigram_word_key] = $Submission_Modesty; } // Compute Unbelief_Shock word score $Unbelief_Shock = $Surprise + $Disgust; @$emotionary[$emotigram_word_key]['unbelief_shock'] = $Unbelief_Shock; if($emotionary_report == true && $Unbelief_Shock >= $polarization_threshold){// Word is unbelief_shock polarized @$Unbelief_Shock_Words[$emotigram_word_key] = $Unbelief_Shock; } // Generate CSV report? if($csv_report == true){ // Yes // Add data to CSV report $csv[] = "$emotigram_word_key,$Anger,$Anticipation,$Disgust,$Fear,$Joy,$Sadness,$Surprise,$Trust,$Aggressiveness_Vengeance,$Anxiety_Dread,$Awe_Alarm,$Contempt_Scorn,$Curiosity,$Cynicism,$Delight_Doom,$Despair,$Disapproval_Disappointment,$Dominance,$Envy_Sullenness,$Guilt_Excitement,$Hope_Fatalism,$Love_Friendliness,$Morbidness_Derisiveness,$Optimism_Courage,$Outrage_Hate,$Pessimism,$Pride_Victory,$Remorse_Misery,$Sentimentality_Resignation,$Shame_Prudishness,$Submission_Modesty,$Unbelief_Shock"; } } //////////////////////////////////////////// /// Save Bot /////////////////////////////// //////////////////////////////////////////// // Save bot as .json file? if($save_bot == true){ // Yes // Save bot if(file_put_contents("$bot.json", json_encode($emotionary, 1))) {// Something went right echo "Bot $bot.json saved." . PHP_EOL; } else{// Something went wrong echo "Bot $bot.json NOT saved." . PHP_EOL; } } //////////////////////////////////////////// /// Export CSV Report ////////////////////// //////////////////////////////////////////// // Generate CSV report? if($csv_report == true){ // Yes file_put_contents("$bot.Report.csv", implode(PHP_EOL, $csv)); } //////////////////////////////////////////// /// Emotionary Analysis Report ///////////// //////////////////////////////////////////// //Generate Emotionary Analysis Report? if($emotionary_report == true){ // Yes //////////////////////////////////////////// /// Build Emotionary Analysis Report /////// //////////////////////////////////////////// $report = ''; $report .= "[Bot '$bot' Emotionary Analysis Report]" . PHP_EOL . PHP_EOL; $report .= "Primary Emotions:" . PHP_EOL . PHP_EOL; $report .= PHP_EOL . '[Angery]'. PHP_EOL; $report .= @count($Angery_Words) . ' Angery words.' . PHP_EOL; $report .= 'Most Angery Word: \'' . @array_key_first($Angery_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Anticipatatory Words]'. PHP_EOL; $report .= @count($Anticipatatory_Words) . ' Anticipatatory words.' . PHP_EOL; $report .= 'Most Anticipatatory Word: \'' . @array_key_first($Anticipatatory_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Disgusting Words]'. PHP_EOL; $report .= @count($Disgusting_Words) . ' Disgusting words.' . PHP_EOL; $report .= 'Most Disgusting Word: \'' . @array_key_first($Disgusting_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Fearful Words]'. PHP_EOL; $report .= @count($Fearful_Words) . ' Fearful words.' . PHP_EOL; $report .= 'Most Fearful Word: \'' . @array_key_first($Fearful_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Joyful Words]'. PHP_EOL; $report .= @count($Joyful_Words) . ' Joyful words.' . PHP_EOL; $report .= 'Most Joyful Word: \'' . @array_key_first($Joyful_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Saddening Words]'. PHP_EOL; $report .= @count($Saddening_Words) . ' Saddening words.' . PHP_EOL; $report .= 'Most Saddening Word: \'' . @array_key_first($Saddening_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Surprising Words]'. PHP_EOL; $report .= @count($Surprising_Words) . ' Surprising words.' . PHP_EOL; $report .= 'Most Surprising Word: \'' . @array_key_first($Surprising_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Trusting Words]'. PHP_EOL; $report .= @count($Trusting_Words) . ' Trusting words.' . PHP_EOL; $report .= 'Most Trusting Word: \'' . @array_key_first($Trusting_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . PHP_EOL; $report .= "Emotional Diads:" . PHP_EOL . PHP_EOL; $report .= PHP_EOL . '[Aggressiveness_Vengeance Words]'. PHP_EOL; $report .= @count($Aggressiveness_Vengeance_Words) . ' Aggressiveness_Vengeance words.' . PHP_EOL; $report .= 'Most Aggressiveness_Vengeance Word: \'' . @array_key_first($Aggressiveness_Vengeance_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Anxiety_Dread Words]'. PHP_EOL; $report .= @count($Anxiety_Dread_Words) . ' Anxiety_Dread words.' . PHP_EOL; $report .= 'Most Anxiety_Dread Word: \'' . @array_key_first($Aggressiveness_Vengeance_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Awe_Alarm Words]'. PHP_EOL; $report .= @count($Awe_Alarm_Words) . ' Awe_Alarm words.' . PHP_EOL; $report .= 'Most Awe_Alarm Word: \'' . @array_key_first($Awe_Alarm_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Contempt_Scorn Words]'. PHP_EOL; $report .= @count($Contempt_Scorn_Words) . ' Contempt_Scorn words.' . PHP_EOL; $report .= 'Most Contempt_Scorn Word: \'' . @array_key_first($Contempt_Scorn_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Curiosity Words]'. PHP_EOL; $report .= @count($Curiosity_Words) . ' Curiosity words.' . PHP_EOL; $report .= 'Most Curiosity Word: \'' . @array_key_first($Curiosity_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Cynicism Words]'. PHP_EOL; $report .= @count($Cynicism_Words) . ' Cynicism words.' . PHP_EOL; $report .= 'Most Cynicism Word: \'' . @array_key_first($Cynicism_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Delight_Doom Words]'. PHP_EOL; $report .= @count($Delight_Doom_Words) . ' Delight_Doom words.' . PHP_EOL; $report .= 'Most Delight_Doom Word: \'' . @array_key_first($Delight_Doom_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Despair Words]'. PHP_EOL; $report .= @count($Despair_Words) . ' Despair words.' . PHP_EOL; $report .= 'Most Despair Word: \'' . @array_key_first($Despair_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Disapproval_Disappointment Words]'. PHP_EOL; $report .= @count($Disapproval_Disappointment_Words) . ' Disapproval_Disappointment words.' . PHP_EOL; $report .= 'Most Disapproval_Disappointment Word: \'' . @array_key_first($Disapproval_Disappointment_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Dominance Words]'. PHP_EOL; $report .= @count($Dominance_Words) . ' Dominance words.' . PHP_EOL; $report .= 'Most Dominance Word: \'' . @array_key_first($Dominance_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Envy_Sullenness Words]'. PHP_EOL; $report .= @count($Envy_Sullenness_Words) . ' Dominance words.' . PHP_EOL; $report .= 'Most Envy_Sullenness Word: \'' . @array_key_first($Envy_Sullenness_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Guilt_Excitement Words]'. PHP_EOL; $report .= @count($Guilt_Excitement_Words) . ' Guilt_Excitement words.' . PHP_EOL; $report .= 'Most Guilt_Excitement Word: \'' . @array_key_first($Guilt_Excitement_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Hope_Fatalism Words]'. PHP_EOL; $report .= @count($Hope_Fatalism_Words) . ' Hope_Fatalism words.' . PHP_EOL; $report .= 'Most Hope_Fatalism Word: \'' . @array_key_first($Hope_Fatalism_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Love_Friendliness Words]'. PHP_EOL; $report .= @count($Love_Friendliness_Words) . ' Love_Friendliness words.' . PHP_EOL; $report .= 'Most Love_Friendliness Word: \'' . @array_key_first($Love_Friendliness_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Morbidness_Derisiveness Words]'. PHP_EOL; $report .= @count($Morbidness_Derisiveness_Words) . ' Morbidness_Derisiveness words.' . PHP_EOL; $report .= 'Most Morbidness_Derisiveness Word: \'' . @array_key_first($Morbidness_Derisiveness_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Optimism_Courage Words]'. PHP_EOL; $report .= @count($Optimism_Courage_Words) . ' Optimism_Courage words.' . PHP_EOL; $report .= 'Most Optimism_Courage Word: \'' . @array_key_first($Optimism_Courage_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Pessimism Words]'. PHP_EOL; $report .= @count($Pessimism_Words) . ' Pessimism words.' . PHP_EOL; $report .= 'Most Pessimism Word: \'' . @array_key_first($Pessimism_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Pessimism Words]'. PHP_EOL; $report .= @count($Pessimism_Words) . ' Pessimism words.' . PHP_EOL; $report .= 'Most Pessimism Word: \'' . @array_key_first($Pessimism_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Pride_Victory Words]'. PHP_EOL; $report .= @count($Pride_Victory_Words) . ' Pride_Victory words.' . PHP_EOL; $report .= 'Most Pride_Victory Word: \'' . @array_key_first($Pride_Victory_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Remorse_Misery Words]'. PHP_EOL; $report .= @count($Remorse_Misery_Words) . ' Remorse_Misery words.' . PHP_EOL; $report .= 'Most Remorse_Misery Word: \'' . @array_key_first($Remorse_Misery_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Sentimentality_Resignation Words]'. PHP_EOL; $report .= @count($Sentimentality_Resignation_Words) . ' Sentimentality_Resignation words.' . PHP_EOL; $report .= 'Most Sentimentality_Resignation Word: \'' . @array_key_first($Sentimentality_Resignation_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Shame_Prudishness Words]'. PHP_EOL; $report .= @count($Shame_Prudishness_Words) . ' Shame_Prudishness words.' . PHP_EOL; $report .= 'Most Shame_Prudishness Word: \'' . @array_key_first($Shame_Prudishness_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Submission_Modesty Words]'. PHP_EOL; $report .= @count($Submission_Modesty_Words) . ' Submission_Modesty words.' . PHP_EOL; $report .= 'Most Submission_Modesty Word: \'' . @array_key_first($Submission_Modesty_Words) . '\'' . PHP_EOL; $report .= PHP_EOL . '[Unbelief_Shock Words]'. PHP_EOL; $report .= @count($Unbelief_Shock_Words) . ' Unbelief_Shock words.' . PHP_EOL; $report .= 'Most Unbelief_Shock Word: \'' . @array_key_first($Unbelief_Shock_Words) . '\'' . PHP_EOL; echo $report; file_put_contents("$bot.Report.txt", $report); }
Output
The output of this code looks like this:
Bot LoremIpsum.json saved. [Bot 'LoremIpsum' Emotionary Analysis Report] Primary Emotions: [Angery] 2 Angery words. Most Angery Word: 'a' [Anticipatatory Words] 1 Anticipatatory words. Most Anticipatatory Word: 'a' [Disgusting Words] 2 Disgusting words. Most Disgusting Word: 'tincidunt' [Fearful Words] 0 Fearful words. Most Fearful Word: '' [Joyful Words] 2 Joyful words. Most Joyful Word: 'vel' [Saddening Words] 0 Saddening words. Most Saddening Word: '' [Surprising Words] 0 Surprising words. Most Surprising Word: '' [Trusting Words] 0 Trusting words. Most Trusting Word: '' Emotional Diads: [Aggressiveness_Vengeance Words] 38 Aggressiveness_Vengeance words. Most Aggressiveness_Vengeance Word: 'sit' [Anxiety_Dread Words] 33 Anxiety_Dread words. Most Anxiety_Dread Word: 'sit' [Awe_Alarm Words] 24 Awe_Alarm words. Most Awe_Alarm Word: 'sit' [Contempt_Scorn Words] 36 Contempt_Scorn words. Most Contempt_Scorn Word: 'sit' [Curiosity Words] 14 Curiosity words. Most Curiosity Word: 'vel' [Cynicism Words] 47 Cynicism words. Most Cynicism Word: 'sit' [Delight_Doom Words] 0 Delight_Doom words. Most Delight_Doom Word: '' [Despair Words] 38 Despair words. Most Despair Word: 'sit' [Disapproval_Disappointment Words] 23 Disapproval_Disappointment words. Most Disapproval_Disappointment Word: 'sit' [Dominance Words] 29 Dominance words. Most Dominance Word: 'sit' [Envy_Sullenness Words] 0 Dominance words. Most Envy_Sullenness Word: '' [Guilt_Excitement Words] 28 Guilt_Excitement words. Most Guilt_Excitement Word: 'sit' [Hope_Fatalism Words] 24 Hope_Fatalism words. Most Hope_Fatalism Word: 'vel' [Love_Friendliness Words] 20 Love_Friendliness words. Most Love_Friendliness Word: 'vel' [Morbidness_Derisiveness Words] 39 Morbidness_Derisiveness words. Most Morbidness_Derisiveness Word: 'sit' [Optimism_Courage Words] 39 Optimism_Courage words. Most Optimism_Courage Word: 'sit' [Pessimism Words] 36 Pessimism words. Most Pessimism Word: 'sit' [Pessimism Words] 36 Pessimism words. Most Pessimism Word: 'sit' [Pride_Victory Words] 35 Pride_Victory words. Most Pride_Victory Word: 'sit' [Remorse_Misery Words] 35 Remorse_Misery words. Most Remorse_Misery Word: 'ipsum' [Sentimentality_Resignation Words] 13 Sentimentality_Resignation words. Most Sentimentality_Resignation Word: 'vel' [Shame_Prudishness Words] 38 Shame_Prudishness words. Most Shame_Prudishness Word: 'sit' [Submission_Modesty Words] 18 Submission_Modesty words. Most Submission_Modesty Word: 'orci' [Unbelief_Shock Words] 38 Unbelief_Shock words. Most Unbelief_Shock Word: 'sit'
Generated Emotionary
Here’s a peek at the “bot” .json file.
If a dictionary allows you to lookup word meanings, then an “emotionary” lets you lookup “emotigrams” (n-gram + emotional meanings).
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"ipsum":{"count":4,"anger_positive":0,"anger_negative":-4,"anticipation_positive":2,"anticipation_negative":-2,"disgust_positive":3,"disgust_negative":-1,"fear_positive":0,"fear_negative":-4,"joy_positive":2,"joy_negative":-2,"sadness_positive":3,"sadness_negative":-1,"surprise_positive":2,"surprise_negative":-2,"trust_positive":2,"trust_negative":-2,"aggressiveness_vengeance":4,"anxiety_dread":4,"awe_alarm":4,"contempt_scorn":5,"curiosity":6,"cynicism":7,"delight_doom":6,"despair":5,"disapproval_disappointment":7,"dominance":4,"envy_sullenness":5,"guilt_excitement":4,"hope_fatalism":6,"love_friendliness":6,"morbidness_derisiveness":7,"optimism_courage":6,"outrage_hate":4,"pessimism":7,"pride_victory":4,"remorse_misery":8,"sentimentality_resignation":7,"shame_prudishness":5,"submission_modesty":4,"unbelief_shock":7}, "dolor":{"count":4,"anger_positive":2,"anger_negative":-2,"anticipation_positive":2,"anticipation_negative":-2,"disgust_positive":1,"disgust_negative":-3,"fear_positive":2,"fear_negative":-2,"joy_positive":3,"joy_negative":-1,"sadness_positive":0,"sadness_negative":-4,"surprise_positive":2,"surprise_negative":-2,"trust_positive":1,"trust_negative":-3,"aggressiveness_vengeance":6,"anxiety_dread":6,"awe_alarm":6,"contempt_scorn":5,"curiosity":5,"cynicism":5,"delight_doom":7,"despair":4,"disapproval_disappointment":4,"dominance":5,"envy_sullenness":4,"guilt_excitement":7,"hope_fatalism":5,"love_friendliness":6,"morbidness_derisiveness":6,"optimism_courage":7,"outrage_hate":6,"pessimism":4,"pride_victory":7,"remorse_misery":3,"sentimentality_resignation":3,"shame_prudishness":5,"submission_modesty":5,"unbelief_shock":5}, "sit":{"count":8,"anger_positive":4,"anger_negative":-4,"anticipation_positive":4,"anticipation_negative":-4,"disgust_positive":5,"disgust_negative":-3,"fear_positive":3,"fear_negative":-5,"joy_positive":4,"joy_negative":-4,"sadness_positive":3,"sadness_negative":-5,"surprise_positive":4,"surprise_negative":-4,"trust_positive":1,"trust_negative":-7,"aggressiveness_vengeance":10,"anxiety_dread":9,"awe_alarm":9,"contempt_scorn":11,"curiosity":7,"cynicism":11,"delight_doom":10,"despair":8,"disapproval_disappointment":9,"dominance":7,"envy_sullenness":9,"guilt_excitement":9,"hope_fatalism":7,"love_friendliness":7,"morbidness_derisiveness":11,"optimism_courage":10,"outrage_hate":10,"pessimism":9,"pride_victory":10,"remorse_misery":10,"sentimentality_resignation":6,"shame_prudishness":10,"submission_modesty":6,"unbelief_shock":11}, 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