diff --git a/gptc/__init__.py b/gptc/__init__.py
index 061c263..f92af62 100755
--- a/gptc/__init__.py
+++ b/gptc/__init__.py
@@ -9,68 +9,61 @@ def listify(text):
 
 
 def compile(raw_model):
-    model = {}
+    categories = {}
 
     for portion in raw_model:
         text = listify(portion['text'])
         category = portion['category']
+        try:
+            categories[category] += text
+        except KeyError:
+            categories[category] = text
+
+    categories_by_count = {}
+    
+    for category, text in categories.items():
+        categories_by_count[category] = {}
         for word in text:
             try:
-                model[category].append(word)
-            except:
-                model[category] = [word]
-            model[category].sort()
-    all_models = [ { 'text': model, 'stopword': i/10} for i in range(0, 21) ]
-    for test_model in all_models:
-        correct = 0
-        classifier = Classifier(test_model)
-        for text in raw_model:
-            if classifier.check(text['text']) == text['category']:
-                correct += 1
-        test_model['correct'] = correct
-        print('tested a model')
-    best = all_models[0]
-    for test_model in all_models:
-        if test_model['correct'] > best['correct']:
-            best = test_model
-    del best['correct']
-    return best
-    return {'text': model}
+                categories_by_count[category][word] += 1/len(categories[category])
+            except KeyError:
+                categories_by_count[category][word] = 1/len(categories[category])
+    word_weights = {}
+    for category, words in categories_by_count.items():
+        for word, value in words.items():
+            try:
+                word_weights[word][category] = value
+            except KeyError:
+                word_weights[word] = {category:value}
+
+    return word_weights
 
 
 class Classifier:
     def __init__(self, model, supress_uncompiled_model_warning=False):
-        if type(model['text']) == dict:
+        if type(model) == dict:
             self.model = model
         else:
             self.model = compile(model)
             if not supress_uncompiled_model_warning:
                 print('WARNING: model was not compiled', file=sys.stderr)
-                print('In development, this is OK, but precompiling the model is preferred for production use.', file=sys.stderr)
+                print('This makes everything slow, because compiling models takes far longer than using them.', file=sys.stderr)
         self.warn = supress_uncompiled_model_warning
 
     def check(self, text):
         model = self.model
-        stopword_value = 0.5
-        try:
-            stopword_value = model['stopword']
-        except:
-            pass
-        stopwords = spacy.lang.en.stop_words.STOP_WORDS
-        model = model['text']
         text = listify(text)
         probs = {}
         for word in text:
-            for category in model.keys():
-                for catword in model[category]:
-                    if word == catword:
-                        weight = ( stopword_value if word in stopwords else 1 ) / len(model[category])
-                        try:
-                            probs[category] += weight 
-                        except:
-                            probs[category] = weight
-        most_likely = ['unknown', 0]
-        for category in probs.keys():
-            if probs[category] > most_likely[1]:
-                most_likely = [category, probs[category]]
-        return most_likely[0]
+            try:
+                for category, value in model[word].items():
+                    try:
+                        probs[category] += value
+                    except KeyError:
+                        probs[category] = value
+            except KeyError:
+                pass
+        try:
+            return sorted(probs.items(), key=lambda x: x[1])[-1][0]
+        except IndexError:
+            return None
diff --git a/gptc/__main__.py b/gptc/__main__.py
index ac04aa7..806e1d2 100644
--- a/gptc/__main__.py
+++ b/gptc/__main__.py
@@ -1,6 +1,7 @@
 #!/usr/bin/env python3
 import argparse
 import json
+import sys
 
 parser = argparse.ArgumentParser(description="General Purpose Text Classifier")
 parser.add_argument('model', help='model to use')
diff --git a/twain_shakespeare.json b/twain_shakespeare.json
index 05c51ca..2b245eb 100644
--- a/twain_shakespeare.json
+++ b/twain_shakespeare.json
@@ -1 +1 @@
-{"text": {"shakespeare": ["a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "abandon", "abundance", "achiever", "admiringly", "advantage", "again", "against", "age", "alas", "ale", "all", "all", "all", "all", "all", "all;to", "almost", "amendment", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "anew;but", "arragon", "art", "as", "as", "as", "as", "as", "at", "at", "at", "at", "at", "attend", "attendant", "banquet", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "bear", "bear", "beast", "bed", "bed", "bed", "beggar", "bellman", "benedick", "benedick", "bestow", "better", "better", "between", "beyond", "bill", "bird", "bolt", "boy", "brach", "brave", "breathe", "breathe", "bring", "brother", "but", "but", "but", "but", "but", "by", "by", "by", "by", "by", "call", "catch", "catch", "challenge", "challenge", "challenge", "charge", "claudio", "claudio", "claudio", "clothe", "clowder", "cold", "cold", "come", "command", "companion", "conflict", "convey'd", "corner", "cost", "could", "couple", "creature", "cry", "cupid", "cupid", "cur", "cure", "dare", "day", "dead", "dear", "death", "death", "death", "death", "deep", "delicious", "deserved", "detain", "difference", "disease", "disease", "do", "dog", "dog", "don", "don", "don", "doth", "dozen", "drunk?see", "drunken", "dull", "eat", "eat", "echo", "emboss'd", "enough", "enough", "equally", "ere", "esteem", "evermore", "every", "excellent", "expect", "expectation", "far", "father", "father", "father", "fault?i", "feat", "figure", "find", "find", "find", "finger", "five", "fleet", "flight", "florentine", "fool", "fool", "for", "for", "for", "for", "for", "for", "for", "forget", "forthe", "foul", "four", "friend", "from", "full", "generally", "gentlewoman", "get", "go", "go", "god", "good", "good", "goodat", "govern", "great", "halt", "hang", "hath", "hath", "hath", "hath", "hath", "hath", "hath", "hath", "hath", "have", "have", "have", "have", "have", "have", "have", "haveliv'd", "heart", "heartly", "hedge", "hehath", "help", "here", "here", "here", "here", "hishonesty", "holdhis", "home", "honour", "hope", "hope", "hope", "horse", "hounds;brach", "how", "how", "how", "how", "how", "how", "howsad", "hunt", "huntsman", "husband", "hypocrite", "if", "if", "if", "if", "if", "image!sir", "in", "in", "in", "in", "in", "in", "in", "in", "in", "indeed", "indeed", "indeed", "intend", "inthe", "invite", "inward", "itwante", "keep", "kill", "kill", "killing", "king", "king", "king", "king", "know", "knowledge", "lack", "lack", "lamb", "last", "lately", "league", "learn", "least", "leave", "leave", "leonato", "leonato", "let", "letter", "lies!grim", "like", "like", "lion", "live", "loathsome", "longer", "look", "lord", "lord", "lord", "lord;he", "lose", "losing", "loss", "mad", "madam", "madam", "madam", "madam;\u2014you", "majesty", "majesty", "make", "make", "man", "man", "many", "many", "may", "mere", "merriman", "messina", "messina", "monstrous", "month", "month", "morrow", "mortality", "most", "mourningly", "mouth'd", "much", "much", "must", "must", "must", "natureimmortal", "near", "near", "necessity", "new", "night", "no", "no", "noble", "not", "not", "not", "not", "not", "nothing", "now", "now", "now", "number", "o", "o", "o", "o'er", "occasion", "of", "of", "of", "of", "of", "of", "of", "of", "of", "of", "of", "of", "of", "off", "off", "ofthe", "on", "on", "on", "one", "one", "only", "or", "other", "out", "part", "passage", "pedro", "pedro", "pedro", "persecute", "pestilence", "physician", "pick'd", "play", "poor", "pound", "pound", "practice", "practise", "pray", "pray", "pray", "presently", "process", "promise", "promise", "put", "rather", "read", "reasonable", "remember", "ring", "run", "sake", "saw'st", "scent;trust", "set", "set", "shall", "shall", "should", "signior", "signior", "silver", "sir", "skilful", "skill", "sleep", "so", "so", "so", "so", "some", "sooner", "soundly", "spokeof", "stay", "still", "stir", "stretch", "subjection", "subscribe", "such", "such", "sum", "sup", "swear", "swear", "sweet", "swine", "take", "taker", "tell", "tell", "tender", "than", "than", "than", "that", "that", "that", "that", "that", "that", "that", "that", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "the", "thee", "then", "there", "there", "these", "thine", "think", "think", "this", "this", "this", "this", "this", "this", "thou", "thou", "thousand", "three", "time", "time", "time", "tis!\u2014whose", "to", "to", "to", "to", "to", "to", "to", "to", "to", "to", "to", "to", "twenty", "twice", "twice", "uncle", "under", "unto", "up", "up", "up", "upon", "upon", "upon", "very", "very", "victory", "virtue", "wake", "war", "warm", "warm'd", "wealth", "weep", "well", "well", "well", "what", "what", "what", "when", "when", "when", "where", "where", "who", "whole", "whom", "whose", "whose", "why", "will", "will", "will", "will", "wit", "wit", "with", "with", "with", "with", "work", "worth", "worthiness", "would", "would", "would", "would", "would", "would", "would", "wrapp'd", "young", "young"], "twain": ["a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "a", "about", "about", "about", "about", "about", "about", "about", "about", "about", "about", "about", "about", "about", "about", "about", "about", "about", "about", "acquire", "adamantine", "advantage", "advantage", "advantage", "adventure", "adventures", "adventurous", "afraid", "afraid", "after", "after", "after", "again", "again", "again", "again", "again", "again", "age", "air", "air", "alike", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "all", "allow", "alone", "already", "ambuscade", "among", "among", "amongst", "an", "an", "an", "an", "an", "an", "an", "an", "an", "an", "an", "an", "an", "an", "an", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "and", "angle", "angle", "another", "another", "another", "answer", "answer", "answer", "antelope", "any", "any", "any", "any", "anybody", "anybody", "anybody", "anybody", "anybody", "anybody", "anybody", "anything", "anything", "anything", "apiece", "apiece", "appear", "appear", "around", "around", "around", "around", "arrest", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "as", "ask", "ask", "ask", "astounding", "astride", "astronomer", "astronomer", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "at", "attention", "aunt", "aunt", "aunt", "aunt", "aunt", "aunt", "aunt", "aunt", "aunt", "aunt", "aw", "away", "away", "away", "away", "away", "away", "away", "away", "awful", "awful", "back", "back", "back", "back", "back", "bad", "bad", "bad", "bad", "bad", "band", "barely", "barely", "barrel", "battle", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "be", "bear", "bear", "beat", "because", "because", "because", "because", "because", "because", "because", "become", "bed", "bed", "been", "before", "before", "before", "before", "before", "behave", "behind", "behind", "behind", "believe", "bell", "bend", "bet", "better", "better", "better", "better'n", "between", "big", "big", "big", "big", "big", "bind", "bird", "bit", "bit", "bit", "bitter", "black", "black", "black", "blue", "board", "body", "body", "body", "book", "book", "book", "book", "book", "book", "book", "book", "boom", "boom", "boom", "both", "both", "both", "both", "both", "bother", "bothering", "bounce", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "boy", "brace", "break", "break", "breast", "breath", "bright", "broad", "broom", "brother", "brother", "brother", "brother", "brother", "brother", "brush", "budge", "build", "bulrushers", "business", "business", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "but", "by", "by", "by", "by", "by", "by", "by", "by", "by", "by", "by", "by", "by", "by", "by", "by", "by", "calculate", "call", "call", "call", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "can", "candle", "candle", "cap", "captivity", "care", "care", "carry", "cat", "cat", "cat", "catch", "caution", "cautiously", "cave", "cent", "chair", "change", "chase", "check", "cheerful", "child", "child", "child", "chip", "circle", "circumstantial", "citify", "clean", "climb", "clock", "closebuttoned", "closet", "cloth", "clothe", "clothe", "clothe", "clothe", "clothe", "cold", "collar", "collar", "collar", "colored", "come", "come", "come", "come", "comer", "commence", "company", "concern", "conduct", "confidence", "confound", "confusion", "conscience", "consider", "considerable", "considerable", "consist", "constitute", "contemplate", "cook", "copper", "could", "could", "could", "could", "could", "could", "could", "could", "could", "could", "could", "could", "could", "course", "course", "cover", "coward", "cramp", "crawl", "crawl", "cross", "crowd", "cry", "cry", "cry", "cunning", "curiosity", "dainty", "damaging", "damp", "dander", "danger", "dare", "dare", "dare", "dare", "dare", "dark", "dark", "dark", "dasn't", "day", "day", "day", "day", "day", "day", "dead", "dead", "dead", "dead", "dead", "deadly", "death", "decent", "decline", "deep", "deep", "derision", "desperate", "device", "die", "different", "diligence", "diplomacy", "directly", "dirt", "disappear", "discover", "discover", "dismal", "distance", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "do", "dog", "dog", "dollar", "dollar", "door", "door", "door", "doubt", "douglas", "douglas", "down", "down", "down", "down", "down", "down", "down", "down", "down", "down", "down", "down", "down", "draw", "dressed", "dressed", "drive", "dry", "dull", "dust", "dust", "dust", "duty", "duty", "each", "each", "each", "each", "each", "each", "ease", "easy", "eat", "eat", "eating", "egg", "either", "either", "either", "else", "end", "endow", "enemy", "enemy", "enemy", "enough", "enough", "enough", "enough", "enough", "enterprise", "even", "even", "evening", "evening", "ever", "ever", "ever", "ever", "ever", "every", "every", "every", "every", "everybody", "everything", "evidence", "examine", "excitement", "eye", "eye", "eying", "face", "face", "face", "face", "face", "family", "far", "fault", "feather", "feel", "feel", "feel", "feel", "feel", "fence", "fence", "fetch", "fetch", "fetch", 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