# Notebook from Paul-mwaura/Zindi-Hackathons
Path: Gender-Based Violence Tweet Classification Challenge.ipynb

## Gender Based Violence - Tweet classification challenge _____no_output_____This challenge aims to classify tweets about GBV without using keywords.

Are you able to develop a machine learning model that can classify a tweet about gender-based violence into either of the five categories:
- Sexual violence
- Emotional violence
- Economic violence
- Physical violence
- Harmful traditional practice
_____no_output_____### Install modules/package_____no_output_____

!pip install -U nltk #natural language toolkitRequirement already satisfied: nltk in ./venv/lib/python3.8/site-packages (3.6.2)
Requirement already satisfied: tqdm in ./venv/lib/python3.8/site-packages (from nltk) (4.62.0)
Requirement already satisfied: regex in ./venv/lib/python3.8/site-packages (from nltk) (2021.8.3)
Requirement already satisfied: joblib in ./venv/lib/python3.8/site-packages (from nltk) (1.0.1)
Requirement already satisfied: click in ./venv/lib/python3.8/site-packages (from nltk) (8.0.1)
WARNING: You are using pip version 21.1.3; however, version 21.2.2 is available.
You should consider upgrading via the '/Users/michaelmbugua/Desktop/Zindi/gbv/venv/bin/python -m pip install --upgrade pip' command.

### import libraries/modules_____no_output_____

import pandas as pd
import numpy as np
import seaborn as sns

from sklearn.feature_extraction.text import CountVectorizer, TfidfTransformer
from sklearn.model_selection import train_test_split
from sklearn.naive_bayes import MultinomialNB
from sklearn.pipeline import Pipeline_____no_output_____

### load the dataset_____no_output_____

train = pd.read_csv("Train.csv")_____no_output_____train.head()_____no_output_____test = pd.read_csv("Test.csv")_____no_output_____test.head()_____no_output_____

### EDA_____no_output_____

train.shape # the training dataset has 39650 rows_____no_output_____train["type"].unique()_____no_output_____sns.set(rc={'figure.figsize':(11.7,8.27)})

sns.countplot(train["type"])/Users/michaelmbugua/Desktop/Zindi/gbv/venv/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.
  warnings.warn(

This dataset is highly imbalanced; from the graphs above, sexual violence is about 80%+. _____no_output_____

test.shape # the test dataset has 15581 rows_____no_output_____

### Create models_____no_output_____Before we develop our models, we can set aside some validation dataset for inference purposes. We'll use scikit learn train test split module.https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html_____no_output_____

X = train.drop(["type"], axis=1)
y = train["type"]_____no_output_____X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)_____no_output_____

CountVectorizer -converts text files/data into numerical feature vectors. You can find more information on CountVectorizer  here  https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.CountVectorizer.html_____no_output_____

vectorizer = CountVectorizer()

# fit_transform our tweets values to numerical vectors
x_train_counts = vectorizer.fit_transform(X_train["tweet"])
x_train_counts_____no_output_____print(vectorizer.get_feature_names())['00', '000', '00006', '0005', '000th', '0093', '00am', '01', '010413', '02', '026', '03', '04', '05', '06', '07780', '08', '08146229938', '09', '09091177639', '0this', '10', '100', '1000', '10000', '1000s', '1000x', '100cedis', '100k', '100lbs', '100level', '100m', '100metres', '100s', '100thieves', '100x', '100yrs', '101', '1012', '102', '103', '1031', '103730280384th', '104', '105', '10am', '10days', '10derlove', '10k', '10m', '10million', '10mins', '10mo', '10month', '10s', '10th', '10x', '10years', '10yo', '10yr', '10yrs', '11', '110', '1100', '111', '1130pm', '116', '11f', '11i', '11pm', '11th', '11year', '11yo', '11yr', '11yrs', '12', '120', '1200', '1207', '12137', '122', '123', '1240', '1241', '1247', '125', '126', '1260', '1264', '127', '1271', '1274', '1276', '1277', '1279', '1293', '1296', '1299', '12a', '12am', '12hrs', '12m', '12mth', '12mths', '12th', '12y', '12year', '12yo', '12yr', '12yrs', '13', '130', '130k', '1312', '1318', '132', '13f', '13rw', '13y', '13year', '13yo', '13yr', '13yro', '13yrs', '14', '140', '1400', '142', '1454', '147', '1477', '1492', '14f', '14ft', '14th', '14y', '14year', '14yo', '14yr', '14yrs', '15', '150', '15000', '150000', '1540', '155', '158', '15f', '15he', '15k', '15kg', '15m', '15st', '15th', '15y', '15years', '15yo', '15yr', '15yrs', '16', '161', '1610', '1619', '16450', '168', '1695', '16f', '16m', '16mo', '16th', '16year', '16yo', '16yr', '17', '170', '173', '175', '177', '17f', '17m', '17mins', '17th', '17years', '17yo', '17yrs', '18', '180', '1800s', '180k', '1833', '1850', '1855', '1856', '1858', '186', '1864', '1870', '1875', '18f', '18hrs', '18k', '18m', '18mnths', '18plus', '18th', '18years', '18yo', '18yr', '18yrs', '19', '190', '1900', '1901', '1909', '1914', '1915', '1920', '1930', '1940s', '1946', '1947', '1950', '1954', '1955', '1957', '196', '1960', '1960s', '1965', '1966', '1968', '1969', '1970', '1970s', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1980ish', '1980s', '1981', '1982', '1983', '1984', '1986', '1987', '1988', '1989', '1990', '1990s', '1991', '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '19f', '19th', '19x', '19y', '19years', '19yo', '19yr', '1a', '1am', '1anothr', '1b', '1d', '1jun2010by', '1k', '1mil', '1milliin', '1million', '1nce', '1ns', '1of', '1sg', '1st', '1time', '1v1', '1x', '1y', '1yr', '1yrs', '20', '200', '2000', '20000', '2000s', '2001', '2002', '20021139', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '200k', '200l', '200m', '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018', '2019', '2020', '2021', '2022', '2025', '203', '2030', '2035', '2038', '203kthis', '205', '2050', '206', '20d', '20f', '20ish', '20k', '20m', '20mins', '20s', '20th', '20times', '20y', '20years', '20yo', '20yr', '20yrs', '21', '21f', '21st', '21yrs', '22', '22nd', '22th', '22yo', '23', '230', '2343', '235', '2351', '23f', '23m', '23rd', '23yo', '23yrs', '24', '242', '245', '2494', '24hrs', '24th', '24yo', '24yr', '25', '250', '25000', '250k', '250lb', '250m', '252', '25m', '25mill', '25th', '25years', '25yo', '25yrs', '26', '26th', '26yrs', '27', '270', '27th', '27yrs', '28', '280', '288th', '28m', '28th', '28yo', '28yr', '29', '296', '29th', '29y', '29yo', '29yr', '2a', '2a123d88', '2am', '2attend', '2b', '2b9483e0', '2beat', '2c', '2call', '2day', '2differnt', '2fight', '2finishschool', '2gb', '2gether', '2gthr', '2have', '2help', '2ih', '2jail', '2k', '2kids', '2know', '2label', '2lovers', '2m', '2make', '2male', '2mil', '2million', '2months', '2moro', '2mrw', '2my', '2nd', '2pac', '2pm', '2q', '2see', '2u', '2v2', '2weeks', '2wks', '2x', '2xs', '2years', '2yell', '2yo', '2yr', '2yrs', '30', '300', '300k', '300l', '30am', '30cm', '30days', '30mins', '30s', '30secs', '30th', '30y', '30years', '30yrs', '31', '3156', '318', '31st', '32', '3246', '32am', '32hrs', '32m', '33', '33101f87', '33130', '33169', '333', '33324', '33year', '34', '340', '345', '347', '349', '34an', '35', '350', '350lbs', '354d', '357', '35yrs', '36', '363', '365', '366', '368', '36hype', '37', '37000', '38', '38292937', '39', '3aleek', '3am', '3bed', '3d', '3days', '3hrs', '3ish', '3k', '3la', '3lach', '3mala', '3other', '3pm', '3r', '3rd', '3s', '3shan', '3some', '3women', '3x', '3y', '3yo', '3yr', '3yrs', '3yza', '40', '400', '40053', '400k', '400l', '400m', '405', '40billion', '40days', '40ish', '40k', '40kg', '40million', '40mins', '40nights', '40s', '40something', '40yrs', '41', '411', '415', '41st', '42', '424', '425', '43', '430', '43m', '43rd', '43yrs', '44', '441', '444', '448', '44am', '45', '4500', '4554', '45eps', '45m', '46', '4626', '46th', '47', '478', '48', '48pm', '49', '49ers', '4a', '4always', '4am', '4bid', '4boys', '4chan', '4days', '4eva', '4ever', '4get', '4help', '4his', '4k', '4life', '4m', '4n', '4ppl', '4rm', '4s', '4seasons', '4th', '4u', '4x', '4y', '4year', '4year9', '4years', '4yo', '4yr', 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'7am', '7assal', '7c16e3ce', '7elwa', '7ffa8acc', '7june', '7r9ha', '7sabo', '7th', '7x', '7x77', '7y', '7years', '7yo', '80', '800', '805', '80s', '80something', '81', '81m', '8299474845', '83', '83yr', '84', '85', '86', '87', '88', '888', '89', '89y', '8am', '8e', '8k', '8months', '8pm', '8s', '8th', '8times', '8x', '8x8', '8years', '8yo', '8yr', '8yrs', '90', '900', '90s', '91', '911', '9153', '918', '93', '936', '94', '9427', '95', '950', '96', '969years', '97', '97438', '98', '982', '99', '999', '99997', '9am', '9f', '9ija', '9ja', '9jacommunity', '9mms', '9months', '9mos', '9mth', '9pm', '9th', '9thgrade', '9x', '9yo', '9yr', '9yrs', '_19', '__', '___', '____', '_____', '______', '__________me', '__lack', '_my_', '_such_', 'a12', 'a15', 'a4', 'a55ault', 'aa', 'aaa', 'aaaaa', 'aaaaaa', 'aaaahahahahahahahahahahhhhahah', 'aaaand', 'aaaanyfuckers', 'aaargh', 'aaarrhg', 'aaarrrgggghhhh', 'aachen', 'aachi', 'aad', 'aafter', 'aag', 'aagbek', 'aahh', 'aaise', 'aaj', 'aake', 'aalaya', 'aaliyah', 'aam', 'aanandi', 'aane', 'aap', 'aapki', 'aapni', 'aaron', 'aasiya', 'aati', 'aawe', 'aaww', 'aaya', 'aayog', 'aazhibikoong', 'ab', 'abacha', 'abadan', 'abancane', 'abandon', 'abandoned', 'abandonned', 'abandons', 'abantwana', 'abaranje', 'abatwa', 'abbas', 'abbey', 'abbott', 'abby', 'abc', 'abcd', 'abcess', 'abd', 'abdandon', 'abdomen', 'abdou', 'abduct', 'abducted', 'abduction', 'abductor', 'abducts', 'abdul', 'abdullah', 'abdulrazak', 'abe', 'abedin', 'abeg', 'abegg', 'abery', 'abet', 'abhi', 'abhilash', 'abhor', 'abhorrent', 'abhv', 'abi', 'abia', 'abid', 'abiding', 'abierta', 'abigail', 'abikawa', 'abilities', 'ability', 'abinave', 'abir', 'abit', 'abiy', 'ablaze', 'able', 'ableism', 'ableist', 'ableton', 'ably', 'abner', 'abnormal', 'abo', 'aboit', 'abolish', 'abolishing', 'abolition', 'abolitionists', 'abominable', 'aboot', 'aboriginal', 'aborigine', 'aborminable', 'abort', 'aborted', 'aborting', 'abortion', 'abortions', 'aborts', 'abound', 'about', 'above', 'abput', 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'actresses', 'acts', 'actual', 'actualky', 'actuall', 'actualllll', 'actually', 'actully', 'acuse', 'acused', 'acusing', 'ad', 'ada', 'adaab', 'adachi', 'adam', 'adamant', 'adamned', 'adams', 'adamu', 'adaptation', 'adaption', 'adays', 'adbucted', 'add', 'added', 'adderall', 'addict', 'addicted', 'addiction', 'addictive', 'addicts', 'adding', 'addition', 'additional', 'additionally', 'additions', 'address', 'addressed', 'addresses', 'addressing', 'addresss', 'adds', 'addy', 'adeboye', 'adeel', 'adegbite', 'adelanwa', 'adele', 'adelson', 'ademola', 'adeniyi', 'aderall', 'adeyinka', 'adf', 'adhd', 'adhere', 'adhyayan', 'adil', 'adios', 'aditya', 'adjacent', 'adji', 'adjoined', 'adjudicated', 'adjust', 'adle', 'admin', 'admina', 'administers', 'administration', 'administrative', 'administrator', 'administrators', 'admirable', 'admiration', 'admirations', 'admire', 'admired', 'admirer', 'admiring', 'admissible', 'admission', 'admit', 'admits', 'admitted', 'admittedly', 'admitting', 'admonishment', 'adnan', 'adnirng', 'ado', 'adolescence', 'adolescent', 'adopt', 'adopted', 'adopting', 'adoption', 'adoptions', 'adoptive', 'adorable', 'adore', 'adored', 'adoring', 'adrenline', 'adrian', 'adrienne', 'ads', 'adsbygoo', 'adsbygoogle', 'adult', 'adulterates', 'adulterer', 'adulterers', 'adulterous', 'adultery', 'adulthood', 'adults', 'advance', 'advanced', 'advancement', 'advances', 'advancing', 'advantage', 'advantages', 'advent', 'adventure', 'adversarial', 'advert', 'advertised', 'advertisement', 'advertising', 'adverts', 'advice', 'adviced', 'advise', 'advised', 'advising', 'advisor', 'advntag', 'advocacy', 'advocate', 'advocated', 'advocates', 'advocating', 'advovo', 'ae', 'aeons', 'aerial', 'aesthetic', 'aether', 'aew', 'af', 'afab', 'afaic', 'afeez', 'afeni', 'aff', 'affair', 'affairs', 'affect', 'affected', 'affecting', 'affection', 'affectionate', 'affections', 'affects', 'affeminate', 'affidavit', 'affidavits', 'affidvt', 'affiliated', 'affiliation', 'affirm', 'affirmative', 'affirmed', 'affirming', 'afflicted', 'affluent', 'afford', 'afforded', 'affords', 'afformentioned', 'afghan', 'afghani', 'afghanistan', 'afghans', 'afib', 'afine', 'aflcio', 'afmag', 'afo', 'afol', 'afola', 'afolay', 'afolayan', 'afom', 'afp', 'afraid', 'africa', 'africaaner', 'african', 'africanner', 'africans', 'afro', 'afrobeat', 'afta', 'after', 'afterall', 'aftercare', 'afterlife', 'afterlong', 'aftermath', 'afternoon', 'afterschool', 'afterward', 'afterwards', 'aftr', 'aftwards', 'aftwrwards', 'afua', 'ag', 'aga', 'again', 'against', 'agama', 'agaon', 'agaonst', 'agapi', 'agar', 'agarwal', 'agbako', 'agbara', 'agbaya', 'agck', 'age', 'age11', 'age13', 'age17', 'age6', 'aged', 'agege', 'agei', 'ageist', 'agemate', 'agencies', 'agency', 'agenda', 'agender', 'agenst', 'agent', 'agents', 'ager', 'ages', 'aggrandise', 'aggravate', 'aggravated', 'aggravating', 'aggresive', 'aggression', 'aggressive', 'aggressively', 'aggressor', 'aggrieved', 'aggrivates', 'aggro', 'agh', 'aghast', 'agin', 'agirl13', 'agm', 'agnostic', 'ago', 'agonizing', 'agony', 'agp', 'agr', 'agra', 'agravating', 'agree', 'agreed', 'agreeing', 'agreement', 'agrees', 'agresión', 'agress', 'agresseurs', 'agression', 'agressive', 'agressively', 'agressor', 'aground', 'agua', 'aguero', 'aguilar', 'aguy', 'agwu', 'ah', 'aha', 'ahah', 'ahaha', 'ahahaha', 'ahahahaha', 'ahappy', 'ahbi', 'ahd', 'ahe', 'ahead', 'ahegao', 'ahem', 'ahh', 'ahhh', 'ahhhh', 'ahhhhh', 'ahhhhhh', 'ahhhhhhhhhhhhhhh', 'ahle', 'ahmad', 'ahmadi', 'ahmed', 'ahold', 'ahora', 'ahppens', 'ahs', 'ai', 'aid', 'aidan', 'aide', 'aided', 'aiden', 'aids', 'aidy', 'aigbe', 'aight', 'ailes', 'aim', 'aimboted', 'aime', 'aimed', 'aimim', 'aiming', 'aimlessly', 'ain', 'aint', 'air', 'airbnb', 'aired', 'airhead', 'airing', 'airline', 'airlines', 'airmen', 'airplane', 'airpods', 'airport', 'airstrikes', 'airtight', 'airtime', 'airways', 'aisa', 'aise', 'aisha', 'aishah', 'aishat', 'aishe', 'aisi', 'aisle', 'aita', 'aitchison', 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'vincent', 'vincents', 'vindicate', 'vindicated', 'vindication', 'vindictive', 'vines', 'vingança', 'vinny', 'vinyl', 'viol', 'viola', 'violada', 'violador', 'violadores', 'violar', 'violate', 'violated', 'violates', 'violating', 'violation', 'violations', 'violator', 'violators', 'violação', 'violence', 'violent', 'violently', 'violet', 'vip', 'viral', 'virgen', 'virgil', 'virgin', 'virginia', 'virginities', 'virginity', 'virginmary', 'virgins', 'virgo', 'virigin', 'virign', 'virility', 'virtual', 'virtually', 'virtue', 'virulent', 'virus', 'visa', 'visabke', 'visas', 'visceral', 'visciously', 'viscous', 'vise', 'viseo', 'vishnu', 'visible', 'visibly', 'visigoth', 'vision', 'visions', 'visit', 'visitation', 'visite', 'visited', 'visiting', 'visitor', 'visitors', 'visits', 'visión', 'visto', 'visual', 'visualize', 'visually', 'visuals', 'vital', 'vitale', 'vitamin', 'vitamins', 'vivaldi', 'vivian', 'viviano', 'vivid', 'vividly', 'vivir', 'vivo', 'vj', 'vkm', 'vlad', 'vladimir', 'vlives', 'vlo', 'vlog', 'vlogs', 'vmas', 'vn', 'vocabulary', 'vocal', 'vocalists', 'vocalize', 'vocally', 'vocals', 'vodka', 'vofn', 'vogue', 'voice', 'voiced', 'voiceless', 'voicemail', 'voices', 'voicing', 'void', 'voila', 'voilence', 'volkan', 'volleyball', 'volpe', 'volume', 'volumes', 'voluntarily', 'voluntary', 'volunteer', 'volunteered', 'volunteering', 'vomit', 'vomited', 'vomiting', 'von', 'vonrueden', 'voodoo', 'voom', 'vore', 'voretones', 'vote', 'voted', 'voter', 'voters', 'votes', 'vothela', 'voting', 'vouch', 'vouching', 'voudon', 'vous', 'vow', 'vowed', 'vowels', 'vows', 'voyeur', 'voyeurism', 'vp', 'vpo', 'vpotus', 'vr', 'vraiment', 'vrm', 'vro', 'vroia', 'vs', 'vulgar', 'vulgarity', 'vulnerabilities', 'vulnerability', 'vulnerable', 'vumilia', 'vunerable', 'vusi', 'vuyo', 'vv', 'vvv', 'vêtement', 'wa', 'waa', 'waaa', 'waaaaay', 'waaaah', 'waaaahhhhh', 'waaaahhhhhh', 'waaaayyy', 'waali', 'waar', 'wack', 'wacko', 'wackos', 'waco', 'wad', 'wade', 'wads', 'waffle', 'wag', 'wage', 'wages', 'waging', 'wagon', 'wagons', 'wah', 'waha', 'wahadet', 'wahala', 'wahdet', 'wahh', 'wahhhh', 'wahi', 'wahlberg', 'wahoo', 'waht', 'wahthere', 'wailer', 'wailing', 'wainwright', 'waisa', 'waise', 'waist', 'wait', 'waite', 'waited', 'waiter', 'waitin', 'waiting', 'waitresses', 'waitressing', 'waits', 'waitwait', 'waiver', 'waka', 'wakayat', 'wake', 'waked', 'waken', 'wakes', 'wakeup', 'wakfu', 'wakhe', 'waking', 'waktu', 'wal', 'wala', 'walahi', 'walai', 'walang', 'walaupun', 'walayar', 'waldorf', 'wale', 'walekum', 'wales', 'walgreens', 'wali', 'walk', 'walked', 'walker', 'walkin', 'walking', 'walkowicz', 'walks', 'wall', 'wallace', 'wallah', 'wallahi', 'waller', 'wallet', 'walls', 'wallstreetbets', 'walmart', 'walsh', 'walter', 'walters', 'waltham', 'walton', 'waltons', 'wam', 'wama', 'wan', 'wana', 'wand', 'wanda', 'wandale', 'wander', 'wandered', 'wandering', 'wandibuza', 'wang', 'wangena', 'wanhe', 'wani', 'wank', 'wanker', 'wankhede', 'wanking', 'wanna', 'wannabe', 'wanning', 'want', 'want2meetm', 'wanted', 'wanter', 'wanting', 'wantna', 'wants', 'wantspeoplelikemedead', 'wap', 'waqt', 'war', 'ward', 'warden', 'wards', 'warehouse', 'warehouses', 'warhol', 'warior', 'warm', 'warmer', 'warming', 'warmonger', 'warmth', 'warn', 'warned', 'warner', 'warning', 'warnings', 'warns', 'warp', 'warpath', 'warped', 'warrant', 'warranted', 'warrants', 'warranty', 'warren', 'warrent', 'warri', 'warrick', 'warrior', 'warriors', 'wars', 'warts', 'wary', 'warzone', 'was', 'wash', 'washed', 'washer', 'washes', 'washing', 'washington', 'washroom', 'wasikie', 'wasim', 'wasiu', 'wasn', 'wasnt', 'wassup', 'wastaat', 'waste', 'wasted', 'wasting', 'wat', 'watch', 'watched', 'watches', 'watchet', 'watchin', 'watching', 'watchmen', 'water', 'waterboarded', 'waterboarding', 'waterford', 'watermelon', 'waters', 'waterworks', 'wathi', 'watson', 'watters', 'wattpad', 'watu', 'waunoti', 'wauw', 'wave', 'waved', 'waver', 'waves', 'waxpool', 'way', 'wayenditshixele', 'wayenje', 'wayfair', 'waylaid', 'wayne', 'ways', 'ways2', 'wayyy', 'wayyyyy', 'wb', 'wc', 'wcys', 'wd', 'wddv', 'wdf', 'wdym', 'we', 'weak', 'weaken', 'weakened', 'weakens', 'weaker', 'weakest', 'weakling', 'weakly', 'weakness', 'weaknesses', 'wealth', 'wealthy', 'weapon', 'weaponise', 'weaponised', 'weaponize', 'weaponized', 'weaponizing', 'weapons', 'wear', 'wearing', 'wears', 'weary', 'weasel', 'weather', 'weave', 'web', 'weba', 'webcam', 'weber', 'webhead', 'webpage', 'website', 'websites', 'wechat', 'wed', 'wedded', 'wedding', 'weddings', 'wedlock', 'wedn', 'wednesday', 'wee', 'weed', 'weedwacker', 'weee', 'weefee', 'week', 'weekend', 'weekends', 'weekly', 'weeks', 'weeks2', 'weep', 'weeping', 'wefe', 'weid', 'weigh', 'weighed', 'weighs', 'weight', 'weighted', 'weiner', 'weinstein', 'weinsteined', 'weird', 'weirded', 'weirder', 'weirdest', 'weirdly', 'weirdness', 'weirdo', 'weirdos', 'weirds', 'weisman', 'wel', 'welcome', 'welcomed', 'welcoming', 'welega', 'welfare', 'welfares', 'well', 'wella', 'welll', 'wellll', 'welllll', 'wellman', 'wells', 'welp', 'welsh', 'welts', 'wemon', 'wen', 'wena', 'wendy', 'went', 'weponizing', 'wept', 'wer', 'were', 'weren', 'werent', 'werewolf', 'werey', 'werin', 'werner', 'wernt', 'wes', 'wese', 'wesea', 'wesley', 'wesrfgqrt', 'west', 'westchester', 'western', 'westerns', 'westminster', 'wet', 'wetback', 'wether', 'wethu', 'wetin', 'wey', 'weyrey', 'weytin', 'wf', 'wgrz', 'wh', 'wha', 'whaaaaaaaaaaaaaaat', 'whaaaaaat', 'whaaaaat', 'whaaaat', 'whaat', 'whack', 'whacked', 'whacking', 'whaen', 'whale', 'whaledick', 'whaou', 'what', 'whataboutism', 'whatching', 'whatever', 'whatevers', 'whatevr', 'whatevs', 'whatjoe', 'whatnot', 'whats', 'whatsapp', 'whatsoever', 'whatsup', 'whattttt', 'whayt', 'wheather', 'whedon', 'wheel', 'wheelchair', 'wheeling', 'wheels', 'wheezing', 'whell', 'whelp', 'when', 'whenever', 'whenhe', 'wheni', 'where', 'whereabouts', 'whereas', 'wherein', 'wheres', 'wherever', 'whet', 'whete', 'whether', 'whethersfuekd', 'whew', 'wheww', 'whey', 'whi', 'which', 'whichcraft', 'whichever', 'whichu', 'while', 'whiled', 'whiles', 'whilest', 'whilist', 'whilst', 'whim', 'whimpered', 'whimpers', 'whine', 'whined', 'whines', 'whining', 'whiny', 'whip', 'whiplash', 'whipped', 'whipping', 'whips', 'whiskey', 'whisper', 'whispered', 'whisperers', 'whispering', 'whispers', 'whistle', 'whistleblower', 'whistled', 'whistles', 'whistling', 'white', 'whitecwomen', 'whitehouse', 'whites', 'whiteseparatist', 'whitesupremacy', 'whitewashed', 'whitey', 'whitfield', 'whithin', 'whities', 'whitmer', 'whitney', 'whitout', 'whittled', 'whn', 'who', 'whoa', 'whoe', 'whoeeeee', 'whoes', 'whoever', 'whole', 'wholeass', 'wholeheartedly', 'wholesale', 'wholesome', 'wholly', 'whom', 'whomever', 'whoooo', 'whoop', 'whooped', 'whoopi', 'whoopie', 'whooping', 'whoops', 'whore', 'whored', 'whorephobic', 'whores', 'whoring', 'whos', 'whose', 'whoso', 'whove', 'whr', 'wht', 'whudabout', 'why', 'whycroft', 'whyd', 'whyt', 'whyte', 'whyyy', 'whyyyy', 'wi', 'wichita', 'wichu', 'wick', 'wicked', 'wickedness', 'wid', 'widdle', 'wide', 'widely', 'widen', 'wider', 'widespread', 'widow', 'widowed', 'width', 'wielding', 'wields', 'wierdo', 'wif', 'wife', 'wifes', 'wifey', 'wifez', 'wiffle', 'wiffum', 'wifi', 'wig', 'wiggins', 'wiggled', 'wigs', 'wiht', 'wike', 'wikipedia', 'wil', 'wild', 'wildddd', 'wilderness', 'wildest', 'wildin', 'wilfully', 'wilkinson', 'wilkos', 'will', 'willed', 'willfull', 'willfully', 'william', 'williams', 'willian', 'willie', 'willing', 'willingly', 'willingness', 'willoughby', 'willow', 'willpower', 'wills', 'wilshere', 'wilson', 'wimme', 'wimn', 'wimpy', 'win', 'wind', 'windiws', 'window', 'windowless', 'windows', 'winds', 'windshield', 'wine', 'wined', 'wing', 'winger', 'wingers', 'wings', 'wining', 'wink', 'winks', 'winky', 'winner', 'winners', 'winnetka', 'winnie', 'winning', 'winningly', 'wins', 'winslow', 'winston', 'winter', 'wipe', 'wiped', 'wipeout', 'wipes', 'wipin', 'wiping', 'wire', 'wireless', 'wires', 'wisconsin', 'wisdom', 'wisdomousness', 'wise', 'wiser', 'wish', 'wished', 'wisher', 'wishes', 'wishful', 'wishing', 'wishlist', 'wisteria', 'wit', 'witch', 'witchcraft', 'witches', 'witg', 'with', 'withdraw', 'withdrawals', 'withdrawan', 'withdrawn', 'withdrew', 'withering', 'withheld', 'withhold', 'withholding', 'within', 'withnout', 'without', 'withstand', 'witht', 'witness', 'witnessed', 'witnesses', 'witnessing', 'witnessstand', 'witted', 'witten', 'wive', 'wives', 'wiw', 'wiz', 'wizard', 'wizards', 'wizkid', 'wk', 'wknd', 'wks', 'wkw', 'wl', 'wld', 'wlh', 'wll', 'wlm', 'wm', 'wmn', 'wn', 'wna', 'wnba', 'wnd', 'wndr', 'wnough', 'wnt', 'wo', 'woah', 'woc', 'woe', 'woefully', 'woes', 'woh', 'wohi', 'wohl', 'wok', 'woke', 'woken', 'wokeness', 'wold', 'wolf', 'wolfes', 'wolverines', 'wolves', 'woma', 'woman', 'womanhood', 'womanity', 'womanizer', 'womanizing', 'womanly', 'womans', 'womb', 'women', 'women1', 'women2', 'womencard', 'womenone', 'womens', 'womenthey', 'womn', 'womxn', 'womyn', 'won', 'wonder', 'wondered', 'wonderful', 'wondering', 'wonderland', 'wonderment', 'wonders', 'wong', 'wonho', 'wonhos', 'wonky', 'wont', 'wont__', 'woo', 'wood', 'wooded', 'wooden', 'woodland', 'woodlice', 'woodman', 'woods', 'woodward', 'woodwork', 'woody', 'wooed', 'wooha', 'woohoo', 'woojin', 'woolery', 'woonga', 'woooo', 'wooooooo', 'worboys', 'word', 'worded', 'wording', 'words', 'wore', 'worh', 'work', 'worked', 'worker', 'workers', 'workforce', 'working', 'workmans', 'workout', 'workplace', 'workplaces', 'works', 'workshop', 'workshopping', 'workshops', 'worla', 'worlasi', 'world', 'worldly', 'worlds', 'worldview', 'worldwide', 'worms', 'worn', 'worres', 'worried', 'worries', 'worrior', 'worrser', 'worry', 'worrying', 'wors', 'worse', 'worsen', 'worship', 'worshipers', 'worshiping', 'worshipped', 'worshippers', 'worshippin', 'worshipping', 'worships', 'worst', 'worth', 'worthless', 'worthy', 'wot', 'woth', 'wou', 'woukd', 'woul', 'would', 'woulda', 'wouldbe', 'wouldent', 'wouldn', 'wouldnt', 'wouldu', 'wouldve', 'wound', 'woundedness', 'wounding', 'wounds', 'wow', 'wowno', 'wows', 'wozonzwa', 'wp', 'wr', 'wracking', 'wrap', 'wrapped', 'wrapper', 'wrapping', 'wraps', 'wrasslin', 'wrath', 'wrathful', 'wre', 'wreaking', 'wreath', 'wreck', 'wrecked', 'wrecker', 'wrecking', 'wrench', 'wrenches', 'wrenching', 'wrestle', 'wrestled', 'wrestler', 'wrestlers', 'wrestling', 'wrf', 'wright', 'wring', 'wrist', 'wrists', 'writ', 'write', 'writer', 'writers', 'writes', 'writeup', 'writing', 'writings', 'written', 'wrng', 'wrobleski', 'wrong', 'wrongdoing', 'wronged', 'wrongen', 'wrongful', 'wrongfully', 'wrongly', 'wrongman', 'wrongs', 'wrote', 'wrotten', 'ws', 'wshs', 'wsn', 'wspd', 'wss', 'wt', 'wtaf', 'wtf', 'wtff', 'wtfff', 'wtfwtfwtf', 'wth', 'wu', 'wud', 'wudda', 'wudve', 'wue', 'wuhg', 'wuld', 'wuldnt', 'wumin', 'wun', 'wuqro', 'wura', 'wusband', 'wut', 'wuteva', 'wuv', 'wuxia', 'wuz', 'wuzupnaija', 'wvkp', 'ww', 'ww2', 'ww3', 'ww84', 'wwe', 'wwhl', 'wwii', 'wyatt', 'wylie', 'wym', 'wynne', 'wyoming', 'x10', 'x2', 'x7', 'xa', 'xafidul', 'xan', 'xanax', 'xander', 'xavier', 'xbox', 'xcd172626837322', 'xd', 'xdd', 'xddd', 'xddyyjskakjhy', 'xenomorph', 'xenophobes', 'xenophobic', 'xfinity', 'xhosa', 'xi', 'xiaozhan', 'xie', 'xii', 'xinjiang', 'xmas', 'xo', 'xorwr', 'xowazzy', 'xoxo', 'xp', 'xs', 'xtra', 'xtreme', 'xuri', 'xx', 'xxmoneyxxx', 'xxx', 'xxxtentacion', 'xxxx', 'xxxxx', 'xxxxxx', 'xxxxxxxx', 'xy', 'xyz', 'xz', 'y2k', 'y3nii', 'ya', 'yaaaaas', 'yaaaaayyyyy', 'yaad', 'yaar', 'yaba', 'yacht', 'yada', 'yadav', 'yae', 'yagao', 'yah', 'yaha', 'yahi', 'yahoo', 'yahoodi', 'yahtzee', 'yahudi', 'yahweh', 'yake', 'yakima', 'yakster', 'yakubian', 'yakubu', 'yala', 'yall', 'yalls', 'yamkela', 'yan', 'yandi', 'yang', 'yangi', 'yangu', 'yangy', 'yani', 'yaniv', 'yank', 'yanked', 'yankee', 'yanking', 'yanks', 'yaoi', 'yaounde', 'yaous', 'yapping', 'yapımı', 'yar', 'yard', 'yards', 'yargı', 'yarr', 'yasef', 'yassin', 'yassssss', 'yatala', 'yawn', 'yay', 'yayfeminism', 'yayoi', 'yayyy', 'yayyyyy', 'yaz', 'yazawa', 'yazi', 'yazidi', 'ydy', 'ye', 'ye2ool', 'yea', 'yeaaa', 'yeaaaa', 'yeaaaaahhhhhhh', 'yeaaaaars', 'yeaaaahhh', 'yeaaah', 'yeah', 'yeahhhh', 'yeahhhhh', 'yeaj', 'yeaor', 'yeap', 'year', 'yearly', 'yearold', 'years', 'yeba', 'yedam', 'yedwa', 'yee', 'yeeeep', 'yeepa', 'yeeted', 'yeh', 'yehi', 'yehyehyeh', 'yeison', 'yeko', 'yekuti', 'yel', 'yell', 'yelled', 'yelling', 'yellow', 'yellowstone', 'yells', 'yemen', 'yemi', 'yen', 'yena', 'yengeyavethe', 'yenna', 'yep', 'yer', 'yerevan', 'yerooh', 'yerrr', 'yers', 'yes', 'yeses', 'yeshua', 'yess', 'yessenia', 'yesss', 'yessss', 'yesssssss', 'yesterday', 'yet', 'yevlo', 'yewa', 'yeønjvn', 'yfi', 'yg', 'yggdrasil', 'yh', 'yhe', 'yhoo', 'yhu', 'yhuuuuu', 'yi', 'yi7mi', 'yield', 'yielding', 'yiii', 'yikes', 'yilin', 'yim', 'yin', 'yindoos', 'ying', 'yishigubhu', 'yiu', 'yk', 'yknow', 'ymmv', 'ynaija', 'yo', 'yochama', 'yodjtjrjejjji', 'yoga', 'yogesh', 'yogi', 'yoginath', 'yoh', 'yoinks', 'yoke', 'yoku', 'yolo', 'yomi', 'yon', 'yonge', 'yoo', 'yoongi', 'yoongiesque', 'yoooh', 'yoooo', 'yooooo', 'york', 'yorker', 'yoruba', 'yosemite', 'yoshi', 'yoshimitsu', 'you', 'youd', 'youll', 'young', 'youngboy', 'younge', 'younger', 'youngest', 'youngin', 'youngings', 'youngs', 'youngster', 'youngsters', 'your', 'your3', 'youre', 'yours', 'yourself', 'yourselves', 'yous', 'yousuf', 'youth', 'youthful', 'youths', 'youtube', 'youtuber', 'youtubers', 'youu', 'youuuuu', 'youve', 'yow', 'yoy', 'yp', 'ypu', 'yr', 'yrs', 'yrself', 'yrz', 'ys', 'yt', 'ytd', 'yu', 'yuck', 'yucky', 'yugioh', 'yuk', 'yukkkk', 'yuma', 'yummy', 'yung', 'yungblud', 'yunno', 'yunusa', 'yup', 'yusuf', 'yuuuh', 'yuuuuuuck', 'yuv', 'yøur', 'yɛn', 'za3mi', 'zac', 'zach', 'zack', 'zae', 'zaggjng', 'zahir', 'zaid', 'zainab', 'zakdala', 'zaki', 'zama', 'zamah', 'zamana', 'zamane', 'zamar', 'zambia', 'zambian', 'zambians', 'zambrano', 'zamunda', 'zanae', 'zander', 'zandra', 'zanu', 'zanupf', 'zapped', 'zardari', 'zardaris', 'zareeeeee', 'zat', 'zauci', 'zaynab', 'zaze', 'zealand', 'zealots', 'zebra', 'zeeman', 'zehni', 'zeke', 'zekekette', 'zeki', 'zelda', 'zelena', 'zemen', 'zen', 'zena', 'zenz', 'zepeda', 'zephaniah', 'zero', 'zettai', 'zeus', 'zhi', 'zhong', 'zi', 'ziadati', 'zig', 'zillion', 'zillow', 'zim', 'zimbabwe', 'zimbabwean', 'zinah', 'zinja', 'zinn', 'zinto', 'zion', 'zionist', 'zip', 'zipper', 'zipperheads', 'zis', 'ziyad', 'ziyah', 'zlackisses', 'zmeu', 'zodiac', 'zombie', 'zombies', 'zondo', 'zone', 'zones', 'zoning', 'zoo', 'zoologists', 'zoom', 'zoomed', 'zordan', 'zruri', 'zulu', 'zum', 'zuma', 'zumarite', 'zupta', 'zuriel', 'zve', 'zvekuti', 'zvikazikanwa', 'zvima', 'zvine', 'zvonzi', 'zvozongonzi', 'zyadti', 'zyori', 'álbum', 'ça', 'él', 'était', 'été', 'êtes', 'öneririm', 'øn', 'über', 'şte', 'şırnak', 'ɔdɔ', 'пейринга', 'пила', 'саундтрек', 'эстетика', 'أبد', 'أثبت', 'أريد', 'أعرف', 'أغنيهم', 'أكثر', 'أن', 'أنا', 'إرتفاع', 'إنهم', 'اب', 'اذلالي', 'ار', 'اضربه', 'اغتصبني', 'اغتصبها', 'الأسري', 'الأشخاص', 'الإ', 'الإلزامي', 'البريطانية', 'التسامح', 'التي', 'الحجر', 'الخطأ', 'الذين', 'الشابة', 'الصحي', 'العام', 'العنف', 'المكان', 'النساء', 'ام', 'بأن', 'بازی', 'بالخطأ', 'بعد', 'بلتکار', 'تعالج', 'تو', 'ثوبه', 'جون', 'حقا', 'سبتمبر', 'ستاره', 'شكاوى', 'ظل', 'عام', 'عبارة', 'عدد', 'فوقي', 'في', 'لا', 'لاهرية', 'لقد', 'لكني', 'للتعنيف', 'لم', 'لمبی', 'لمدة', 'لونڈے', 'لي', 'مايعالج', 'مثال', 'نزع', 'وارتمى', 'وزير', 'ولم', 'وه', 'يتعرضن', 'يحبون', 'يدفع', 'يدفعوا', 'يدفعون', 'ٱلس', 'چھوڑنا', 'کافه', 'ہوگئی', 'ہے', 'ಠ_ಠ', 'ዘመን', '⓿_⓿', 'あいつに人前で恥かかされたんだ', 'の例文一覧', 'の英語', 'の英語と例文', 'ヒューミリエイト', '一carefully', '人に', '使える英単語', '公然と', '屈辱を感じさせる', '彼は', '恥をかかせる', '我使用我天賦靈能的最大希望就是能看到', '我讀取的這個人強姦', '最先出現的信息常常是', '正義照臨到這些被強姦', '殺害了多少兒童', '殺害的孩子們身上', '𝔻𝕦𝕔', '𝘵𝘩𝘰𝘴𝘦', '𝚂𝚝𝚊𝚛', '𝚙𝚘𝚟']

Using the CountVectorizer is effective, but this might give more preference to longer tweets than others. Let's try using frequencies. https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfTransformer.html_____no_output_____

tfidf_transformer = TfidfTransformer()
x_train_tfidf = tfidf_transformer.fit_transform(x_train_counts)
x_train_tfidf.shape_____no_output_____

Multiple algorithms are used for text classification; let’s look at:-

### 1. Naive Bayes MultinomialNB https://scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html_____no_output_____

# train.type.values our y values
clf = Pipeline([('vect', CountVectorizer()),
                    ('tfidf', TfidfTransformer()),
                  ('clf', MultinomialNB())])
clf = clf.fit(X_train["tweet"], y_train)_____no_output_____

### evaluation metric
The evaluation metric on the Zindi leaderboard is accuracy; let’s test our simple model,_____no_output_____

predicted = clf.predict(X_test.tweet)_____no_output_____predicted_____no_output_____np.unique(predicted)_____no_output_____from sklearn.metrics import accuracy_score
accuracy_score(y_test,predicted)_____no_output_____

- Our simple model gave us an accuracy score of 88%, fair enough, but you should also be careful that the data is highly imbalanced, as discussed earlier.

- Question? Is the imbalance percentage the same as in the test? Can you think of various ways to deal with the imbalance dataset

- We can also see the only 3 categories(i.e 'Physical_violence', 'emotional_violence', 'sexual_violence') were predicted yet we have 5 categories. Therefore 88% might not be that good.
_____no_output_____### submission_____no_output_____

sample_submission = pd.read_csv("Sample_submission.csv")_____no_output_____sample_submission.head()_____no_output_____##let's prdict on the test data
test_predict = clf.predict(test.tweet)_____no_output_____test_predict_____no_output_____np.unique(test_predict)_____no_output_____sample_submission["type"] = test_predict_____no_output_____sample_submission.to_csv('baseline_sub.csv', index=False)_____no_output_____

### To do,
- Do more analysis
- Try working on ways to balance the dataset, undersampling, oversampling, using SMOTE, etc
- You can try other text classification models, e.g., using nltk, etc.
_____no_output_____