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1-1000.txt

@@ -0,0 +1,1000 @@
+the
+of
+to
+and
+a
+in
+is
+it
+you
+that
+he
+was
+for
+on
+are
+with
+as
+I
+his
+they
+be
+at
+one
+have
+this
+from
+or
+had
+by
+not
+word
+but
+what
+some
+we
+can
+out
+other
+were
+all
+there
+when
+up
+use
+your
+how
+said
+an
+each
+she
+which
+do
+their
+time
+if
+will
+way
+about
+many
+then
+them
+write
+would
+like
+so
+these
+her
+long
+make
+thing
+see
+him
+two
+has
+look
+more
+day
+could
+go
+come
+did
+number
+sound
+no
+most
+people
+my
+over
+know
+water
+than
+call
+first
+who
+may
+down
+side
+been
+now
+find
+any
+new
+work
+part
+take
+get
+place
+made
+live
+where
+after
+back
+little
+only
+round
+man
+year
+came
+show
+every
+good
+me
+give
+our
+under
+name
+very
+through
+just
+form
+sentence
+great
+think
+say
+help
+low
+line
+differ
+turn
+cause
+much
+mean
+before
+move
+right
+boy
+old
+too
+same
+tell
+does
+set
+three
+want
+air
+well
+also
+play
+small
+end
+put
+home
+read
+hand
+port
+large
+spell
+add
+even
+land
+here
+must
+big
+high
+such
+follow
+act
+why
+ask
+men
+change
+went
+light
+kind
+off
+need
+house
+picture
+try
+us
+again
+animal
+point
+mother
+world
+near
+build
+self
+earth
+father
+head
+stand
+own
+page
+should
+country
+found
+answer
+school
+grow
+study
+still
+learn
+plant
+cover
+food
+sun
+four
+between
+state
+keep
+eye
+never
+last
+let
+thought
+city
+tree
+cross
+farm
+hard
+start
+might
+story
+saw
+far
+sea
+draw
+left
+late
+run
+don't
+while
+press
+close
+night
+real
+life
+few
+north
+open
+seem
+together
+next
+white
+children
+begin
+got
+walk
+example
+ease
+paper
+group
+always
+music
+those
+both
+mark
+often
+letter
+until
+mile
+river
+car
+feet
+care
+second
+book
+carry
+took
+science
+eat
+room
+friend
+began
+idea
+fish
+mountain
+stop
+once
+base
+hear
+horse
+cut
+sure
+watch
+color
+face
+wood
+main
+enough
+plain
+girl
+usual
+young
+ready
+above
+ever
+red
+list
+though
+feel
+talk
+bird
+soon
+body
+dog
+family
+direct
+pose
+leave
+song
+measure
+door
+product
+black
+short
+numeral
+class
+wind
+question
+happen
+complete
+ship
+area
+half
+rock
+order
+fire
+south
+problem
+piece
+told
+knew
+pass
+since
+top
+whole
+king
+space
+heard
+best
+hour
+better
+true
+during
+hundred
+five
+remember
+step
+early
+hold
+west
+ground
+interest
+reach
+fast
+verb
+sing
+listen
+six
+table
+travel
+less
+morning
+ten
+simple
+several
+vowel
+toward
+war
+lay
+against
+pattern
+slow
+center
+love
+person
+money
+serve
+appear
+road
+map
+rain
+rule
+govern
+pull
+cold
+notice
+voice
+unit
+power
+town
+fine
+certain
+fly
+fall
+lead
+cry
+dark
+machine
+note
+wait
+plan
+figure
+star
+box
+noun
+field
+rest
+correct
+able
+pound
+done
+beauty
+drive
+stood
+contain
+front
+teach
+week
+final
+gave
+green
+oh
+quick
+develop
+ocean
+warm
+free
+minute
+strong
+special
+mind
+behind
+clear
+tail
+produce
+fact
+street
+inch
+multiply
+nothing
+course
+stay
+wheel
+full
+force
+blue
+object
+decide
+surface
+deep
+moon
+island
+foot
+system
+busy
+test
+record
+boat
+common
+gold
+possible
+plane
+stead
+dry
+wonder
+laugh
+thousand
+ago
+ran
+check
+game
+shape
+equate
+hot
+miss
+brought
+heat
+snow
+tire
+bring
+yes
+distant
+fill
+east
+paint
+language
+among
+grand
+ball
+yet
+wave
+drop
+heart
+am
+present
+heavy
+dance
+engine
+position
+arm
+wide
+sail
+material
+size
+vary
+settle
+speak
+weight
+general
+ice
+matter
+circle
+pair
+include
+divide
+syllable
+felt
+perhaps
+pick
+sudden
+count
+square
+reason
+length
+represent
+art
+subject
+region
+energy
+hunt
+probable
+bed
+brother
+egg
+ride
+cell
+believe
+fraction
+forest
+sit
+race
+window
+store
+summer
+train
+sleep
+prove
+lone
+leg
+exercise
+wall
+catch
+mount
+wish
+sky
+board
+joy
+winter
+sat
+written
+wild
+instrument
+kept
+glass
+grass
+cow
+job
+edge
+sign
+visit
+past
+soft
+fun
+bright
+gas
+weather
+month
+million
+bear
+finish
+happy
+hope
+flower
+clothe
+strange
+gone
+jump
+baby
+eight
+village
+meet
+root
+buy
+raise
+solve
+metal
+whether
+push
+seven
+paragraph
+third
+shall
+held
+hair
+describe
+cook
+floor
+either
+result
+burn
+hill
+safe
+cat
+century
+consider
+type
+law
+bit
+coast
+copy
+phrase
+silent
+tall
+sand
+soil
+roll
+temperature
+finger
+industry
+value
+fight
+lie
+beat
+excite
+natural
+view
+sense
+ear
+else
+quite
+broke
+case
+middle
+kill
+son
+lake
+moment
+scale
+loud
+spring
+observe
+child
+straight
+consonant
+nation
+dictionary
+milk
+speed
+method
+organ
+pay
+age
+section
+dress
+cloud
+surprise
+quiet
+stone
+tiny
+climb
+cool
+design
+poor
+lot
+experiment
+bottom
+key
+iron
+single
+stick
+flat
+twenty
+skin
+smile
+crease
+hole
+trade
+melody
+trip
+office
+receive
+row
+mouth
+exact
+symbol
+die
+least
+trouble
+shout
+except
+wrote
+seed
+tone
+join
+suggest
+clean
+break
+lady
+yard
+rise
+bad
+blow
+oil
+blood
+touch
+grew
+cent
+mix
+team
+wire
+cost
+lost
+brown
+wear
+garden
+equal
+sent
+choose
+fell
+fit
+flow
+fair
+bank
+collect
+save
+control
+decimal
+gentle
+woman
+captain
+practice
+separate
+difficult
+doctor
+please
+protect
+noon
+whose
+locate
+ring
+character
+insect
+caught
+period
+indicate
+radio
+spoke
+atom
+human
+history
+effect
+electric
+expect
+crop
+modern
+element
+hit
+student
+corner
+party
+supply
+bone
+rail
+imagine
+provide
+agree
+thus
+capital
+won't
+chair
+danger
+fruit
+rich
+thick
+soldier
+process
+operate
+guess
+necessary
+sharp
+wing
+create
+neighbor
+wash
+bat
+rather
+crowd
+corn
+compare
+poem
+string
+bell
+depend
+meat
+rub
+tube
+famous
+dollar
+stream
+fear
+sight
+thin
+triangle
+planet
+hurry
+chief
+colony
+clock
+mine
+tie
+enter
+major
+fresh
+search
+send
+yellow
+gun
+allow
+print
+dead
+spot
+desert
+suit
+current
+lift
+rose
+continue
+block
+chart
+hat
+sell
+success
+company
+subtract
+event
+particular
+deal
+swim
+term
+opposite
+wife
+shoe
+shoulder
+spread
+arrange
+camp
+invent
+cotton
+born
+determine
+quart
+nine
+truck
+noise
+level
+chance
+gather
+shop
+stretch
+throw
+shine
+property
+column
+molecule
+select
+wrong
+gray
+repeat
+require
+broad
+prepare
+salt
+nose
+plural
+anger
+claim
+continent
+oxygen
+sugar
+death
+pretty
+skill
+women
+season
+solution
+magnet
+silver
+thank
+branch
+match
+suffix
+especially
+fig
+afraid
+huge
+sister
+steel
+discuss
+forward
+similar
+guide
+experience
+score
+apple
+bought
+led
+pitch
+coat
+mass
+card
+band
+rope
+slip
+win
+dream
+evening
+condition
+feed
+tool
+total
+basic
+smell
+valley
+nor
+double
+seat
+arrive
+master
+track
+parent
+shore
+division
+sheet
+substance
+favor
+connect
+post
+spend
+chord
+fat
+glad
+original
+share
+station
+dad
+bread
+charge
+proper
+bar
+offer
+segment
+slave
+duck
+instant
+market
+degree
+populate
+chick
+dear
+enemy
+reply
+drink
+occur
+support
+speech
+nature
+range
+steam
+motion
+path
+liquid
+log
+meant
+quotient
+teeth
+shell
+neck

app.py

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+# +
+from features import FeatureGenerator
+from joblib import load
+import gradio as gr
+import pandas as pd
+import numpy as np
+import plotly.graph_objects as go
+
+model = load('xgb_linreg_rf.joblib')
+
+feature_generator = FeatureGenerator()
+
+def round_h(x):
+    return np.round(2 * x) / 2
+
+def score_essay(text):
+    if not text:
+        gr.Error("Empty essay text")
+        return None, None
+    df = pd.DataFrame({"full_text": [text]})
+    df = feature_generator.generate_features(df)
+    res = model.predict(df.iloc[:, 1:])[0].clip(1, 5)
+
+    total_score = round_h(res.mean())
+    rounded_res = round_h(res)
+    predicted_values = ["cohesion", "conventions", "grammar", "phraseology", "syntax", "vocabulary"]
+    res_df = pd.DataFrame(rounded_res, index=predicted_values)
+    total_score_msg = str(total_score)
+    if total_score > 4:
+        total_score_msg += " \N{party popper}"
+    return total_score_msg, go.Figure(go.Bar(x=rounded_res, y=predicted_values, orientation='h', text=rounded_res),
+                     layout_xaxis_range=[1, 5])
+
+
+examples = ['Hello, my name is Katherine, and I enjoy reading books. My favorite book is War and Peace by Leo Tolstoy.']
+title = "English proficiency checker"
+description =  "Your essay will be scored according to six analytic measures: cohesion, \
+                syntax, vocabulary, phraseology, grammar, and conventions. \
+                Each measure represents a component of proficiency in essay \
+                writing, with greater scores corresponding to greater proficiency \
+                in that measure. The scores range from 1.0 to 5.0 in increments of 0.5."
+
+demo = gr.Interface(
+    fn=score_essay,
+    inputs=gr.Textbox(lines=2, show_label=False, placeholder="Put an essay here..."),
+    outputs=[gr.Textbox(label='Your score', interactive=False), gr.Plot(show_label=False)],
+    allow_flagging='never',
+    examples=examples,
+    title=title,
+    description=description,
+)
+demo.launch()

features.py

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+import numpy as np
+import pandas as pd
+import language_tool_python
+import readability
+import enchant
+from enchant.checker import SpellChecker
+from collections import OrderedDict
+import nltk
+from nltk.tokenize import word_tokenize
+
+
+class FeatureGenerator:
+    def __init__(self):
+        self.spell_checker = SpellChecker('en_US')
+        self.enchant_dict = enchant.Dict("en_US")
+
+        common_words_1k_filename = './1-1000.txt'
+        with open(common_words_1k_filename) as f:
+            self.common_words_1k = set(x.strip() for x in f.readlines())
+
+        common_words_filename_10k = './google-10000-english-no-swears.txt'
+        with open(common_words_filename_10k) as f:
+            self.common_words_10k = set(x.strip() for x in f.readlines())
+
+        # make sure common_words are a subset as well
+        self.common_words_10k.update(self.common_words_1k)
+
+        profanity_filename = './profanity.txt'
+        with open(profanity_filename) as f:
+            self.profanity_set = set(x.strip() for x in f.readlines())
+
+        words_freq_filename = "./count_1w.txt"
+        self.words_freq = pd.read_csv(words_freq_filename,
+                             names=['word', 'freq'],
+                             sep='\t',
+                             header=None,
+                             dtype={'word': str, 'freq': int},
+                             keep_default_na=False,
+                             na_values=[''])
+
+        self.words_freq = self.words_freq.set_index('word')
+
+        self.language_tool = language_tool_python.LanguageTool('en-US')
+
+
+    def text_preprocess(self, text: str):
+        '''
+        Transform text to be processed by readability
+
+        :param text: input text
+
+        :return: str preprocessed text
+        '''
+        text = text.strip()
+
+        # new paragraph starts with \n\n
+        # readability also requires each sentence to end with \n
+        paragraphs = [p.strip()\
+                        .replace('. ', '.\n')\
+                        .replace('? ', '?\n')\
+                        .replace('! ', '!\n') for p in text.split('\n\n')]
+
+        return "\n\n".join(paragraphs)
+
+
+    def misspelled_count(self, text: str):
+        '''
+        Get count out misspelled words by enchant SpellChecker
+
+        :param text: input text
+
+        :return: count of misspelled words in text
+        '''
+        self.spell_checker.set_text(text)
+        return len(list(self.spell_checker))
+
+    def flatten_readability(self, r: OrderedDict):
+        '''
+        Flatten readability output by adding prefixes
+
+        :param r: OrderedDict of readability output
+
+        :return: dict
+        '''
+        out = {}
+        for k, group in r.items():
+            prefix = {'readability grades': '',
+                      'sentence info': '',
+                      'word usage': 'wu_',
+                      'sentence beginnings': 'sb_'}[k]
+            for var_name, value in group.items():
+                out[prefix + var_name] = value
+        return out
+
+    def get_noncommon_words_count(self, text, common_words_dict):
+    # first, tokenize the text
+    # second, iterate over tokens and see whether
+    # a. it is a word
+    # b. not in common_words
+    # c. correctly spelled
+    # d. does not have underscore '_'
+
+        def is_noncommon_word(w):
+            return  len(w) > 2 and\
+                    w not in common_words_dict and\
+                    '_' not in w and\
+                    self.enchant_dict.check(w)
+
+        return sum(is_noncommon_word(x) for x in word_tokenize(text.lower()))
+
+
+    def get_noncommon_words_count_1k(self, text):
+        return self.get_noncommon_words_count(text, self.common_words_1k)
+
+    def get_noncommon_words_count_10k(self, text):
+        return self.get_noncommon_words_count(text, self.common_words_10k)
+
+
+
+    def get_profanity_count(self, text):
+        return sum(x in self.profanity_set for x in word_tokenize(text.lower()))
+
+    def get_uncommon_words_counts(self, text):
+        word_freq_thresholds = np.array([1e8, 1e7, 1e6, 1e5], dtype=int)
+        counts = np.zeros(len(word_freq_thresholds), dtype=int)
+        for w in word_tokenize(text):
+            if len(w) <  3 or '_' in w or not self.enchant_dict.check(w) or w not in self.words_freq.index:
+                continue
+            w_freq = self.words_freq.loc[w].values[0]
+            counts += (word_freq_thresholds > w_freq)
+        return counts
+
+
+
+    # I have commented out categories giving 0 columns in train dataset
+    # SEMANTICS is mostly 0, we drop it as well
+    LT_categories = ['CASING',
+                     #'COLLOQUIALISMS',
+                     'COMPOUNDING',
+                     'CONFUSED_WORDS',
+                     #'FALSE_FRIENDS',
+                     #'GENDER_NEUTRALITY',
+                     'GRAMMAR',
+                     'MISC',
+                     'PUNCTUATION',
+                     'REDUNDANCY',
+                     #'REGIONALISMS',
+                     #'REPETITIONS',
+                     #'REPETITIONS_STYLE',
+                     #'SEMANTICS',
+                     'STYLE',
+                     'TYPOGRAPHY',
+                     'TYPOS',
+                     'TOTAL',
+                    ]
+    def get_LT_features(self, text):
+        '''
+        Generates LanguateTool features: each category count and a total number
+        '''
+        matches = self.language_tool.check(text)
+        cat_counts = [sum(m.category == cat for m in matches) for cat in self.LT_categories[:-1]]
+        return cat_counts + [len(matches)]
+
+
+    def generate_features(self, df: pd.DataFrame):
+        '''
+        Generate features from a dataframe with `full_text` column containing english text
+
+        :param df: input dataframe
+
+        :return: pd.DataFrame with features and possibly updated `full_text` column
+        '''
+
+        res_df = df.copy()
+        #res_df['full_text'] = res_df['full_text'].apply(self.text_preprocess)
+
+
+
+        features_df = res_df[['full_text']].apply(lambda row:
+                                                     self.flatten_readability(
+                                                         readability.getmeasures(
+                                                             self.text_preprocess(row[0]), lang='en')),
+                                                 axis='columns',
+                                                 result_type='expand')
+
+        features_df['text_len'] = res_df['full_text'].apply(lambda x: len(x))
+
+        features_df['misspelled'] = res_df['full_text'].apply(self.misspelled_count)
+        features_df['noncommon_words_1k'] = res_df['full_text'].apply(self.get_noncommon_words_count_1k)
+        features_df['noncommon_words_10k'] = res_df['full_text'].apply(self.get_noncommon_words_count_10k)
+        features_df['profanity_count'] = res_df['full_text'].apply(self.get_profanity_count)
+        features_df[['uwc1e8', 'uwc1e7', 'uwc1e6', 'uwc1e5']] =\
+            res_df[['full_text']].apply(lambda x: self.get_uncommon_words_counts(x[0]),
+                                        axis='columns',
+                                        result_type='expand')
+
+        # Generate ratio features
+        words_ratio_features = ['wordtypes',
+                                'long_words',
+                                'complex_words',
+                                'complex_words_dc',
+                                'wu_tobeverb',
+                                'wu_auxverb',
+                                'wu_conjunction',
+                                'wu_pronoun',
+                                'wu_preposition',
+                                'wu_nominalization',
+                                'misspelled',
+                                'noncommon_words_1k',
+                                'noncommon_words_10k',
+                                'uwc1e8',
+                                'uwc1e7',
+                                'uwc1e6',
+                                'uwc1e5',
+                               ]
+        features_df[[x + "_ratio" for x in words_ratio_features]] = features_df[words_ratio_features]\
+                                                                        .div(features_df['words'], axis=0)
+        sentences_ratio_features = ['sb_pronoun',
+                                    'sb_interrogative',
+                                    'sb_article',
+                                    'sb_subordination',
+                                    'sb_conjunction',
+                                    'sb_preposition',
+                                   ]
+        features_df[[x + "_ratio" for x in sentences_ratio_features]] = features_df[sentences_ratio_features]\
+                                                                            .div(features_df['sentences'], axis=0)
+
+
+        features_df[['LT_' + x for x in self.LT_categories]] = res_df[['full_text']]\
+                                                            .apply(lambda x: self.get_LT_features(x[0]),
+                                                                   axis=1,
+                                                                   result_type='expand')
+
+        features_df[['LT_' + x + '_ratio' for x in self.LT_categories]] = features_df[['LT_' + x for x in self.LT_categories]]\
+                                                                        .div(features_df['words'], axis=0)
+
+        features_df = features_df.sort_index(axis=1)
+        return pd.concat([res_df, features_df], axis='columns')

google-10000-english-no-swears.txt

@@ -0,0 +1,9894 @@
+the
+of
+and
+to
+a
+in
+for
+is
+on
+that
+by
+this
+with
+i
+you
+it
+not
+or
+be
+are
+from
+at
+as
+your
+all
+have
+new
+more
+an
+was
+we
+will
+home
+can
+us
+about
+if
+page
+my
+has
+search
+free
+but
+our
+one
+other
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profanity.txt

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requirements.txt

@@ -0,0 +1,10 @@
+jupytext==1.14.1
+pandas==1.3.5
+seaborn==0.11.1
+readability==0.3.1
+language-tool-python==2.7.1
+gradio==3.12.0
+plotly==5.10.0
+joblib==1.2.0
+pyenchant==3.2.2
+nltk==3.7

xgb_linreg_rf.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:497523a9244b0263e636f6c13cca1297f3148f183cfe6ffb152c9051f7283fb3
+size 42353913