Essence - ngrams

Taking uni & bigrams into consideration for TF-IDF.

['Person 1', 'I am a 28-year-old woman living in Massachusetts.', "I'm neurotic and eccentric but good at heart.", ' I am obsessed with rabbit and love technology.']
['living massachusetts', 'eccentric good', 'rabbit'] 
['Person 2', 'I am dedicated and persistent and willing to go the extra mile', "i'm fun loving and like to make people laugh by telling jokes and making light of situations", ' I am insightful and am able to fit together pieces to understand the big picture']
['willing', 'people', 'picture'] 
['Person 3', 'I am a feminist, a student, and a homosexual.', 'I am kind, nurturing, caring, and genuine.', ' My honesty, my loyalty, and my generosity make me me.']
['feminist', 'genuine', 'loyalty generosity'] 
['Person 4', "I'm an immigrant who became a citizen of the United States. I'm an American.", "I can be stubborn and stand-offish, but I still care very much about my friends and family. I'm a nerd about movies/tvshows/books. I love video games and prefer to stay home.", " I'm introverted, so I need time alone to recharge and recalibrate."]
['immigrant became', 'prefer', 'alone'] 
['Person 5', "I'm a boring person", "I'm quiet and introspective.", ' I have deep wells of sorrow.']
['boring', 'quiet introspective', 'wells sorrow'] 
['Person 6', 'I am a girl who lives in New York City in my twenties who is incredibly close with my family.', 'I am very social and outgoing.', ' I am outgoing and care tremendously about my friends.']
['city twenties', 'social outgoing', 'tremendously friends'] 
['Person 7', 'I am a mom of 3', 'I like R &B Music, Japanese Food, Pizza', ' I am sympathetic.']
['mom', 'music', 'sympathetic'] 
['Person 8', 'I am a licensed counselor.', "I'm silly and funny.", " I'm fun and sarcastic a lot of the time."]
['licensed counselor', 'silly funny', 'sarcastic lot'] 
['Person 9', "I'm Jim, a 53 year old american man", "I'm forceful, happy, calm and occasionally grumpy with a touch of sarcasm.", " I'm a drivan dominant at work and play. My wife is essential to my life. I'd be lost without her grounding me."]
['old american', 'occasionally grumpy', 'play'] 
['Person 10', "I'm a fat, biracial bisexual woman.", "I'm a funny depressive--aren't all depressives a riot?", " I'm a boring drudge, not glamorous or fancy, but fairly dependable."]
['fat biracial', 'riot', 'drudge glamorous'] 
['Person 11', 'I am an adventurous geeky skydiver', 'I am fun-loving and love life.', ' I am intelligent and caring.']
['skydiver', 'love life', 'intelligent'] 
['Person 12', "I am a person who believes that honesty and integrity is very important in today's society and world.", 'I am a person who is warm and sensitive to the feelings of others.', ' I see myself as one who you can count when the chips are down.']
['society', 'warm sensitive', 'count'] 
['Person 13', "I am shy from those whom I don't know yet energetic and caring to those whom I do know.", 'I am a very happy and appreciate all life equally.', ' God is an important part of who I am. He allows me to me loving to all creatures no matter how small.']
['know', 'life equally', 'creatures matter'] 
['Person 14', 'I am a human', 'I am curious and interested in urbanity', ' My passion for cities and culture']
['human', 'urbanity', 'passion cities'] 
['Person 15', 'I am a musician', 'i am very laidback, easy going and unbrainwashed.', ' Making music makes me tick.']
['musician', 'unbrainwashed', 'tick'] 
['Person 16', 'I am a middle aged woman.', 'I am easy-going, caring, and nurturing.', " My essence is that I care a great deal about others to the point that I don't take care of myself."]
['middle', 'caring nurturing', 'others point'] 
['Person 17', 'A male human being with a kind and loving personality.', 'Video Games and food', ' Humble, Kind, Loving']
['human kind', 'games food', 'humble'] 
['Person 18', 'I am a mother, wife, and friend', 'I am like the shoulder you can cry on, or a listening ear.', ' My family makes me me!']
['wife friend', 'cry', 'family makes'] 
['Person 19', 'I am an "older" adult who is finally understanding what is important and not important in this life.', 'I am an outgoing, sensitive, fun, creative and active person.', " Family is the essence of what makes me me. Without them, I'd be at a total loss."]
['important', 'sensitive fun', 'family essence'] 
['Person 20', "I'm a 30 year old married man with a 2 year old daughter.", "I'm hard working, determined, goal oriented, relaxed and down to earth.", ' My ability to get along well with almost anyone is what makes me Me.']
['year old', 'hard working', 'ability'] 
['Person 21', 'I am an untraditional college student who is employed full time.', "I am an agreeable person who doesn't like to be bothered with others.", ' I am an introvert who is happy to pass the time by myself.']
['student employed', 'bothered others', 'pass time'] 
['Person 22', 'A courteous female', 'Friendly and full of energy.', ' Family is making me to smile and be happy.']
['courteous', 'friendly full', 'smile happy'] 
['Person 23', 'A 52 year old married woman', 'Fun, outgoing, and social.', ' I am always willing to lend a hand or give a listening ear.']
['married woman', 'outgoing social', 'always willing'] 
['Person 24', 'I am a 25 year old American woman', 'I am introverted but also very nice and like to learn a lot', ' I try to make other people around me happy and try to make the world a better place to live in']
['american woman', 'learn lot', 'try make'] 
['Person 25', 'I am a mom and a wife.', 'I am pretty boring and quiet.', ' My love for my husband.']
['mom wife', 'boring quiet', 'love husband'] 
['Person 26', 'a 28 year old male', 'intellegent and shy', ' i like to think about everything']
['old male', 'shy', 'think everything'] 
['Person 27', 'an inquisitive person', 'friendly and approachable', ' a desire to always learn new things']
['inquisitive person', 'friendly approachable', 'new'] 
['Person 28', 'I am donald, I am a 25 year old married man, working full time as a social media manager.', 'I am a friendly person, I like the outdoors, and going on adventures with my friends and family.', ' I am warm hearted individual, I am very kind, I love everyone and try never to judge anyone, I put others before myself.']
['social media', 'friendly person', 'everyone'] 
['Person 29', "I'm an average guy. A father, husband, brother, employee and friend. I am much like any other guy.", "I'm pretty down to earth. I like to laugh and play video games but I can be serious when I need to be serious.", ' I think what makes me me is that I am very open-minded as a person. I believe in forming my own opinions rather than just taking things at face value. I like to learn and experience things rather than be told how things are.']
['guy', 'serious', 'things'] 
['Person 30', "I'm a man who loves his wife very much.", "I'm loyal, devoted and always trying to do best in order to support our family.", ' Faith and strong will to pursue my hopes and dreams makes me to push through the day.']
['loves', 'always trying', 'pursue'] 
['Person 31', 'I am a 43 old mother of two young boys under 7. I am am only child. I will be married for 9years in june.', 'I am an honest person. I am very disorganized and tend to be a half full person. I am loyal.', ' I have been created by God and uniquely created . My life experiences have made me me.']
['young boys', 'person', 'created'] 
['Person 32', 'I am a woman, a wife, a mother of 4.', 'I am introverted, quiet, compassionate, impractical, prone to depression.', ' I love to write.']
['woman wife', 'compassionate', 'write'] 
['Person 33', "I'm a wife and mother of 5 children.", 'I am introverted, honest and generous.', ' My Catholic faith is a big part of who I am and how I live my life.']
['mother children', 'honest generous', 'catholic faith'] 
['Person 34', 'im a strong independent person.', 'im kind and warm hearted.', ' my persoanility makes me who i am.']
['strong independent', 'kind warm', 'personality makes'] 
['Person 35', "I'm a mom of 3 children.", 'I am an outgoing, fun person who likes to go out and be social.', ' I am sincere, honest, and a good friend.  I am caring to others, especially my close friends!']
['mom children', 'likes go', 'especially'] 
['Person 36', 'Someone who is calm, peaceful and stays relaxed under pressure.', 'I am nice, kind and funny but usually quiet.', ' I am caring, and I feel the need to help others.']
['pressure', 'nice kind', 'help others'] 
['Person 37', "I'm a loving and caring mom.", 'Fun, original, happy', ' Me']
['caring mom', 'fun original', 'ability'] 
['Person 38', 'I am a teacher of ESL', 'I love my husband and our dog, and want to be a mom, even though we are currently struggling with a miscarriage after 2 years of infertility treatments.', ' Right now, humor and talking to my friends in my infertility support group, as well as hanging out and taking pictures of my dog and husband.']
['es', 'infertility', 'talking friends'] 
['Person 39', "I'm a cat lover who's kind of weird, but smart and funny.", "I'm relaxed and love animals.", ' I have kind of a weird take on things.']
['lover', 'relaxed love', 'weird'] 
['Person 40', 'i am a hard working smart female', 'im funny yet clever and warm', ' love for animals and others makes me who i am']
['working smart', 'yet clever', 'love animals'] 
['Person 41', "I'm just a nice guy trying to be loving to others and find his way in the world.", "I'm nerdy, intelligent, and funny.", " I'm nobody special, but I do value my individuality and I love artistic expression."]
['trying', 'nerdy', 'love artistic'] 
['Person 42', 'I am a wife, mother, and college student.', 'I am a loving, smart, fun, caring person . I love to sing, write, do crafts, art and whatever else I can do to help uplift others.', ' My personality and humor. But more importantly my big heart.']
['mother college', 'art', 'personality humor'] 
['Person 43', 'I am funny.', 'I am easy going.', ' I have a great personality.']
['funny', 'easy going', 'great personality'] 
['Person 44', 'henry johnson', 'stern,friendly,loving,strong of mind,family oriented,good worker,always looking forward within memories of the past', ' loving all the members of my faily,past and present']
['johnson', 'strong', 'past'] 
['Person 45', 'I am a daughter, sister, friend, and advocate', "I advocate for those who don't have a voice", ' I care so deeply about children involved in the system and I will do almost anything to help them!']
['advocate', 'voice', 'children involved'] 
['Person 46', 'I am a mom, wife, educator, sister, and daughter.', "I'm an introverted extrovert. I love to be on stage and the center of attention, but I hate small talk.", ' I am my own unique person who has never been known to follow a crowd.']
['wife educator', 'hate small', 'never known'] 
['Person 47', 'I am a mother, friend, and wife', 'I am active, adventurous, and hardwarling.', ' My values and principals.']
['mother friend', 'active adventurous', 'principals'] 
['Person 48', 'I am a soul that currently has the role of wife, mother, daughter, sister, and friend.', "I'm an introspective, introverted individual who cherishes both family time and alone time.", ' My quick wit, warm smile, and love of laughter make me who I am.']
['soul currently', 'time', 'wit'] 
['Person 49', 'I am a working mom.', 'I am calm, determined, and loving.', ' The essence of what makes me is my compassion and caring.']
['working mom', 'determined loving', 'compassion caring'] 
['Person 50', 'I am a 27 year old special education teacher who lives in California.', 'I am a sociable and very goofy young guy who likes to make everyone laugh.', ' The essence of what makes me myself is that I am always generally positive and like to spread a smile to all those around me!']
['education', 'young guy', 'generally']