Month: June 2019

How to print all the output of a cell in Jupyter notebook.

Normally, Jupyter notebook only displays the last output of the cell; all others are ignored unless you use the print() function (for Python 3).

For example:

1+2
2+3
1+2
2+3

Jupyter only displays the following as the output:

5

3, the output for 1+2 gets totally ignored. The simple hack below will fix this.

from IPython.core.interactiveshell import InteractiveShell  InteractiveShell.ast_node_interactivity = "all"

Basically, put the code above in the beginning of your notebook and voilà, all the output is printed.

3
5

How to be lazy-fast while using the command line. (Mac Version)

One word: aliases.

Basically, instead of typing a long command like git push origin master, with aliases setup, you could for example type only gpom and it would do the trick for you. Instead of git push production master, you can simply type gppm and you’re good to go! Such is the power of persistent aliases.

To get started, we would need a text editor like TextEdit or Sublime. Next, click on “File >>> Open…” and navigate to your home folder. Then, press [Shift] + [Cmd] + [.] one or two times until the ‘hidden files’ show up on the window. Click or open the .bashrc or .bash_profile file. Take your pick, either one would work. If you see .zshrc or you know for sure that you’re using .zsh, then open .zshrc or .zsh_aliases instead.

Next, paste or append the following snippet into the end of the open file.

# custom command shortcuts
alias cpl='clear && pwd && ls'
alias xxx='exit'

# getting rid of command not found error
alias cd~='~'
alias cd..='cd ..'

# getting out of the current directory
alias ..='cd ../'
alias ...='cd ../../'
alias ....='cd ../../../'
alias .....='cd ../../../../'
alias ......='cd ../../../../../'

# search in history
alias hs='history|grep'

# initiate python
alias p='python'

# jupyter
alias jn='jupyter notebook'

# Github shortcuts
alias gi='git init'
alias gs='git status'
alias ga='git add'
alias gcom='git commit -m'
alias grao='git remote add origin'
alias gplm='git pull origin master'
alias gpom='git push origin master'
alias gppm='git push production master'

Save the file, start a new terminal session, and test ’em out!

The method is not allowed for the requested URL.

Today, I had an error while working on one of my web app made with Flask. I got this error:

Method Not Allowed The method is not allowed for the requested URL.

The simple solution is to put methods=['GET', 'POST'] in the app route. Like so:

@app.route('/database', methods=['GET', 'POST'])

It fixed the problem right away. Now, I can continue to work on deploying my machine learning model on the world “wild” web!

Avoid Failure

So, I visited Codeup’s Alumni Hiring Portal and clicked on the “Available for Hire” button. I checked out the quotes used by other students and I noticed a word that popped up frequently: failure.

As usual, this observation led me down the path of curiosity. I hypothesized that there may be a correlation between the sentiment of the quote and a student’s hiring status.

Of course, I heard Maggie warning us about the dangers of “Spurious Correlation” but I just couldn’t resist. I figured, it was going to be fun project!

The first hurdle is to filter out the new students when I do the web scraping.

SQUIRREL!

Eventually, I got distracted by word clouds so I made a couple:

The moral of the story? Forget about the sentiment, just make sure you don’t use the word “failure.”

Maybe someday I’ll finish this side project by writing a README.md and documenting the code… here’s to hoping!

By the way, I used Andy Challis‘ nbconvert plugin for WordPress to display the Jupyter notebook below from one of my Github repositories. It’s not published at the official WordPress plugin ecosystem yet but you can find it here.

PLAN

  • [x] Acquisition
    • [x] Investigate structure of Codeup's alumni portal site.
    • [x] Get requests from the site.
    • [x] Save responses to json.
  • [x] Preparation
    • [x] Setup hired vs. available as target variable.
    • [x] Clean up and lemmatize the quotes.
  • [x] Exploration
    • [x] Answer the following prompts:
      • [x] What are the most common words in quotes?
      • [x] What does the distribution of IDFs look like for the most common words?
      • [x] Does sentiment differ between hired and available students?
  • [x] Modeling
    • [x] Transform the data for machine learning; predit hire vs. available.
    • [x] Fit several models using different text representations.
    • [x] Build a function that will take in the text of a README file, and makes a prediction of language.
  • [x] Delivery
    • [x] Github repo
      • [x] This notebook.
      • [x] Documentation within the notebook.
      • [x] README file in the repo.
      • [] Python scripts if applicable.

ENVIRONMENT

In [93]:
import os
import sys

import pandas as pd
import numpy as np
import re
import json
import unicodedata
import nltk
import spacy

%matplotlib inline
import matplotlib.pyplot as plt
import seaborn as sns

from requests import get
from bs4 import BeautifulSoup
from nltk.tokenize.toktok import ToktokTokenizer
from nltk.corpus import stopwords
from wordcloud import WordCloud
from afinn import Afinn
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegressionCV
from sklearn.tree import DecisionTreeClassifier
from sklearn.neighbors import KNeighborsClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import classification_report, accuracy_score
from sklearn.metrics import confusion_matrix
from sklearn.feature_extraction.text import TfidfVectorizer

ADDITIONAL_STOPWORDS = ['email',
                        'social',
                        'twitter',
                        'github',
                        'linkedin',
                        'personal',
                        'site',
                        'Email',
                        'Social',
                        'Twitter',
                        'Github',
                        'Linkedin',
                        'Personal',
                        'Site',
                        '\n'
                       ]

ACQUIRE

In [2]:
# We're going to scrape Codeup's Alumni Portal.
# https://alumni.codeup.com/
In [3]:
def get_codeup_alumnus(url):
    """
    This function takes a student's page url and returns a
    dictionary that contains the quote and hiring status.
    """
    response = get(url)
    soup = BeautifulSoup(response.text, 'html.parser')
    quote = soup.find('div', class_='col-md-6')
    status = soup.find('div', class_=re.compile("^shadowed hire_status"))
    student_num = soup.find('link', rel='canonical')
    grad_date = soup.select('body > div.container > div > h1 > small')
    
    if (int((student_num.get('href')).split('/')[4])) < 613:
        
        d = dict()
        if quote is None:
            d['quote'] = 'No quote.'
        else:
            d['quote'] = quote.text
        if status is None:
            d['status'] = 'Unknown.'
        else:
            d['status'] = status.text
        return d
In [4]:
# This line to test out the function.
# get_codeup_alumnus('https://alumni.codeup.com/students/613')
In [5]:
def get_codeup_links(url):
    """
    This function takes in a url and returns a list of links
    that comes from each individual alumni listing page.
    """
    response = get(url)
    soup = BeautifulSoup(response.text, 'html.parser')
    links = []
    for link in soup.findAll('a', attrs={'href': re.compile("^https://alumni.codeup.com/students/")}):
        links.append(link.get('href'))
    return links
In [6]:
# This line to test out the function.
# get_codeup_links('https://alumni.codeup.com/?page=1')
In [7]:
def get_all_codeup_alumni(path, num_pages):
    """
    This function takes in a url path and number of pages
    and returns a list of lists of all links.
    """
    all_links = []
    for i in range(num_pages):      # Number of pages plus one
        page = i + 1
        response = get(path + str(page))
        soup = BeautifulSoup(response.text, 'html.parser')
        all_links.append(get_codeup_links(path + '?page=' + str(page)))
    return all_links
In [8]:
# This line to test out the function.
# get_all_codeup_alumni('https://alumni.codeup.com/', 15)
In [9]:
def traverse(o, tree_types=(list, tuple)):
    if isinstance(o, tree_types):
        for value in o:
            for subvalue in traverse(value, tree_types):
                yield subvalue
    else:
        yield o
In [10]:
def get_codeup_alumni(url, num_pages, cache=True):
    if cache and os.path.exists('codeup_alumni.json'):
        alumni_data = json.load(open('codeup_alumni.json'))
    else:
        data = get_all_codeup_alumni(url, num_pages)
        alumni_data = []
        for value in traverse(data):
            print(value)
            alumni_data.append(get_codeup_alumnus(value))
        json.dump(alumni_data, open('codeup_alumni.json', 'w'))
    return alumni_data
In [11]:
# Bringing it all together chaining...
corpus = get_codeup_alumni('https://alumni.codeup.com/', 15, cache=True)
corpus
Out[11]:
[{'quote': '\n"The price of doing the same old thing is far higher than the price of change."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Talent wins games, but teamwork and intelligence win championships."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n" Challenges are what make life interesting and overcoming them is what makes life meaningful."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Keep your head up in failure, and your head down in success. - Jerry Seinfeld"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"I think life is far too short to concentrate on your past. I rather look into the future. — Lou Reed"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"It always seems impossible until it\'s done. - Nelson Mandela"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"We can only see a short distance...but we can see plenty there that needs to be done. - Alan Turing"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"There is a way out of every box, a solution to every puzzle; it\'s just a matter of finding it."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Erroneous assumptions can be disastrous. — Peter Drucker"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"I\'m not superstitious, but I\'m a little stitious. -Michael Scott"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"You can’t use up creativity.  The more you use, the more you have. –Maya Angelou"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Every idea, extended into infinity, becomes its own opposite -Georg Wilhelm Friedrich Hegel"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Available'},
 {'quote': '\n""We are called to be architects of the future, not its victims. - R. Buckminster Fuller"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n""I did then what I knew how to do. Now that I know better, I do better. -Maya Angelou"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n""If you can\'t explain it simply, you don\'t understand it well enough" -Albert Einstein"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n" Be the change that you wish to see in the world.-Mahatma Gandhi"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"“It\'s the possibility of having a dream come true that makes life interesting.\xa0 ―\xa0Paulo Coelho""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"If you\'re not making mistakes, then you\'re not making decisions. -Catherine Cook"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"I offer nothing more than simple facts, plain arguments, and common sense." - Thomas Paine"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Available'},
 {'quote': '\n"Success is stumbling from failure to failure with no loss of enthusiasm."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"The best way to predict the future is to invent it. - Alan Kay"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"“There is only one good, knowledge, and one evil, ignorance. - Socrates"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"At the end of the day, we can endure much more than we think we can. - Frida Khalo"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"“Create the highest, grandest vision possible for your life, because you become what you believe”"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Hope for the best, and prepare for the worst. Expect nothing, yet give everything."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"If you\'re the smartest person in the room, you\'re in the wrong room"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I haven’t failed. I’ve just found 10,000 ways that won’t work. -Thomas Edison"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Leadership and learning are indispensable to each other. - John F. Kennedy"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Not all who wander are lost. - J. R. R. Tolkien"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"You\'ll never know what works until you test what doesn\'t work."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Never was anything great achieved without danger. - Niccolò Machiavelli"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""Everyone wants to be a valued member of a winning team on an inspiring mission" -Graham Weston "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Any program is only as good as it useful" - Linus Trovalds"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"There’s no elevator to success. You’ll have to take the stairs - Dwayne Johnson"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"If you’re passionate about something and you bring your talent, you’ll be unstoppable. -Megan Smith"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"On the other side of fear there is greatness "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Design is not just what it looks like and feels like. Design is how it works. - Steve Jobs"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"“Don\'t cry because it\'s over, smile because it happened.”  ― Dr. Seuss"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Learning is not attained by chance, it must be sought for with ardor and attended to with diligence."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""If opportunity doesn\'t knock, build a door." -Milton Berle"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am the gatekeeper of my own destiny and I will have my glory day in the hot sun."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Our greatest glory is not in never falling, but in rising every time we fall. — Confucius"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"“We are what we repeatedly do. Excellence, then, is not an act, but a habit” – Aristotle"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Everything seems impossible until it is done. - Nelson Mandela"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""The opposite of war isn\'t peace, it\'s creation!" -Jonathan Larson"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Available'},
 {'quote': '\n"Our obligation is to give meaning to life and in doing so to overcome the indifferent life."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Whatever the mind can conceive it can achieve. – W. Clement Stone"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"” You mustn’t be afraid to dream a little bigger.” – Eames, Inception"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"A clever person solves a problem. A wise person avoids it. – Albert Einstein"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"We shall never know all the good a simple smile can do. -Mother Teresa"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Limits begin where vision ends – Gary Mack"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Shoot for the moon. Even if you miss, you\'ll land among the stars. -Les Brown"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"It is wisdom to think nothing of ourselves, and to think always highly of others. - Thomas à Kempis"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"First, solve the problem. Then, write the code. - John Johnson"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Measure what is measurable, and make measurable what is not so. - Galileo Galilei"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""All creative people want to do the unexpected." -Hedy Lamarr "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"You don\'t become what you want, you become what you believe. - Oprah"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Everyone loves a bad idea when it works."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Don\'t give up. Not ever. Not for one single day. Be safe, if you can be. But always be amazing."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"What you think, you become. What you feel, you attract. What you imagine, you create"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"You must live in the present, launch yourself on every wave, find your eternity in each moment."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Talk is cheap. Show me the code." - Linus Torvalds"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"“Be brave when you are scared. Be humble when you are victorious.”  ― Michelle Moschetti"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The important thing is not to stop questioning. Curiosity has its own reason for existing."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Don\'t find fault, find a remedy. - Henry Ford"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Every man dies not every man really lives - William Wallace"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Just because something works doesn’t mean it can’t be improved - Princess Shuri"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Do what you can, with what you have, where you are.” —Theodore Roosevelt"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"The question isn\'t who is going to let me, it\'s who is going to stop me." -Ayn Rand"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'HIred'},
 {'quote': '\n"The reward for work well done is the opportunity to do more-Jonas Salk"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"\'We cannot direct the wind, but we can adjust the sails.\' - Dolly Parton"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Success is not final, failure is not fatal: it is the courage to continue that counts. – Churchill"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Tell me who you are, and I\'ll show you who I am." - Otis R. Young"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'HIred'},
 {'quote': '\n"There is simply no substitute for hard work when it comes to achieving success. - Heather Bresch"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"A person who never made a mistake never tried anything new. - Albert Einstein"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am careful not to confuse excellence with perfection.  - Michael J. Fox"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""If you want something you\'ve never had, you\'ve got to do something you\'ve never done"  -  (Unknown)"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I begin with an idea and then it becomes something else. --Pablo Picasso"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Wiping out is an under appreciated skill. -- Laird Hamilton"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Whatever you are, be a good one."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"“There is no heavier burden than an unfulfilled potential.” —Charles Schulz"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"You have to be odd to be number one."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Take it apart! -Dave Jones"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""Success doesn\'t come to you, you go to it.” –Marva Collins"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Whether you think you can or think you can\'t, you\'re right. - Henry Ford"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Life is 10% what happens to you and 90% how you react to it. Charles R. Swindoll "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Shoot for the moon and if you miss you will still be among the stars. "Les_brown""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The best thing about a boolean is even if you are wrong, you are only off by a bit."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"We have done so much, with so little, that we can do anything with practically nothing at all."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"It always seems impossible until it\'s done.  -Nelson Mandela"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"You can mass-produce hardware; you cannot mass-produce the human mind. — Michio Kaku"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Challenges are what make life interesting and overcoming them is what makes life meaningful."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Somewhere, something incredible is waiting to be known. - Sharon Begley"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Your focus determines your reality. – Qui-Gon Jinn"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Success consists of going from failure to failure without loss of enthusiasm. – Winston Churchill"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"We’re just enthusiastic about what we do -Steve Jobs"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""To climb steep hills requires slow pace at first". - William Shakespeare"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"All knowledge is parallel"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"“Maybe other people will try to limit me but I don’t limit myself.” – Jim Carrey"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"“Talent is a pursued interest. Anything that you\'re willing to practice, you can do.”  ~ Bob Ross"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Build your own dreams, or someone else will hire you to build theirs. -Farrah Gray"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"What stands in the way becomes the way. -Marcus Aurelius"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""I may not have gone where I intended to go, but I think I have ended up where I needed to be""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Speak, if you think you sense something. Don\'t be shy! - Ikora Rey"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""An investment in knowledge pays the best interest." - Benjamin Franklin"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""What I learned in coding school is...""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"There is only one thing that makes a dream impossible to achieve: the fear of failure."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Coding is like construction, you have to build the house before you paint it."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The more I study, the more insatiable do I feel my genius for it to be. Ada Lovelace"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"The results you achieve will be in direct proportion to the effort you apply. - Denis Waitlley"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Temba, his arms wide."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The more you know, the more you realize you know nothing. – Socrates"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"If you can’t stop thinking about it, don’t stop working on it -Michael Jordan"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The secret to getting ahead is getting started   -Mark Twain"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Talent wins games, but teamwork and intelligence wins championships. Micheal Jordan"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"First, solve the problem. Then, write the code. -John Johnson"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The true sign of intelligence is not knowledge but imagination."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Programming isn\'t about what you know; it\'s about what you can figure out.  - Chris Pine"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""Fall seven times, stand up eight.""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The function of good software is to make the complex appear to be simple. -Grady Booch"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"You don\'t have to be great to get started, but you have to get started to be great."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"\'Everything should be made as simple as possible, but not simpler.\' - Albert Einstein"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n" \'Comparison Is the Thief of Joy\'  ~ Theodore Roosevelt ~"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Life is more than a series of ones and zeroes."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""You must do the things you think you cannot do." - Eleanor Roosevelt"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""You underestimate my Power""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Talk is cheap. Show me the code. -- Linus Torvalds"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Fail fast and follow the fun."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""I could either watch it happen or be a part of it." - Elon Musk"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""Tomorrow belongs to those who can hear it coming." David Bowie"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"" Go confidently in the direction of your dreams. Live the life you have imagined. ”  - Thoreau"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Your past influences, but does not dictate, your future."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Learning never exhausts the mind. -Leonardo da Vinci"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""Failure is the stepping stone to success""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"It\'s not about what you do, It\'s about who you become."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Whether you think you can or think you can\'t, you\'re right!"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"A ship is always safe at shore but that is not what it’s built for.  -Albert Einstein"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"What would life be if we had no courage to attempt anything? - Vincent Van Gogh"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"It\'s not what you look at that matters, it\'s what you see. — Henry David Thoreau"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Success is not final, failure is not fatal: it is the courage to continue that counts."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"No matter what people tell you, words and ideas can change the world -Robin Williams"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Nothing is impossible when you have self discipline, focus and determination."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"The choices you make shape what your life will look like. - Ron Frank"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Believe in the me that believes in you. - Kamina"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Thinking doesn’t guarantee that we won’t make mistakes. But not thinking guarantees that we will."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""If there is no struggle, there is no progress."  -Frederick Douglas"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am still not all I should be..."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Is est quis is est "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Be brave, not perfect. - Reshma Saujani"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"It\'s fine to celebrate success but it is more important to heed the lessons of failure."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Didn\'t nobody tell you, the house will always win? - Brandon Flowers"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""If you get, give. If you learn, teach" -Maya Angelou"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I\'ve never played for a draw in my life. -Sir Alex Ferguson"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"What\'s better than this? Guys being dudes."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"“Whether you think you can, or you think you can\'t--you\'re right.” ― Henry Ford"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Available'},
 {'quote': '\n"A strong man doesn\'t need to read the future. He makes his own. - Iroquois Pliskin"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Love the struggle "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n" To be successful, I will live up to that responsibility and exceed even my own expectations."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Logic will get you from A to B. Imagination will take you everywhere. - Albert Einstein"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Life is 10% what happens to you and 90% how you react to it. - Charles R. Swindoll"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"If it doesn’t challenge you, it doesn’t change you. Fred DeVito"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Anyone who stops learning is old, whether at twenty or eighty. "\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"If you do what you love, you\'ll never work a day in your life."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Find the solution and then write the book on it!"\nSocial\n\n  Email\n\n',
  'status': 'Hired'},
 {'quote': '\n"If you commit to the process results will follow. "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Life\'s a garden, dig it!" -Joe Dirt"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The problem with troubleshooting is that trouble shoots back."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The function of man is to live, not to exist... I shall use my time.”  ― Jack London\ufeff"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Any product that needs a manual to work is broken. - Elon Musk"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I Didn’t Come This Far to Only Come This Far"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The Greatest teacher, failure is. -Yoda"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Failure is only a stair step to success, and nothing more. "\nSocial\n\n  Email\n\n',
  'status': 'Hired'},
 {'quote': '\n"“The man who does not read has no advantage over the man who cannot read.” - Mark Twain"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"If you want to make an apple pie from scratch, you must first create the universe.  --Carl Sagan"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Controlling complexity is the essence of computer programming. — Brian Kernighan"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Success is my only option, failure is not. --Eminem"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"The only easy day was yesterday"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Abstraction is the elimination of the irrelevant and the amplification of the essential."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""If I must choose between righteousness and peace- I choose righteousness." - Theodore Roosevelt "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""It always seems impossible until it\'s done" - Nelson Mandela"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"If there is no wind, row. "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"The obstacle is the path."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"If you are lucky enough to find a way of life you love, you have to find the courage to live it."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"A man that flies from his fear may find that he has only taken a shortcut to meet it."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"If a tutorial doesn\'t exist, write your own"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Now is the envy of all of the dead."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"I never dreamed about success. I worked for it."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Do something today that your future self will thank you for."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"A wise man opens his mouth because he has something to say, a fool because he has to say something."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Available'},
 {'quote': '\n"If I have seen further than others, it is by building upon open-source code written by giants."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"What lies behind us and what lies ahead of us are tiny matters compared to what lives within us"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  LinkedIn\n\n', 'status': 'Hired'},
 {'quote': '\n"Remember it\'s not a bug it\'s a feature"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Design is not just what it looks like and what it feels like. Design is how it works."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Success is the result of perfection, hard work, learning from failure, loyalty, and persistence. "\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Available'},
 {'quote': '\n"Excellence is the unlimited ability to improve the quality of what you have to offer. -Rick Pitino."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Dreams and dedication are a powerful combination. - William Longgood"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"You\'ve got to crack a few eggs to make an omelette "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Available'},
 {'quote': '\n"you miss 100% of the .system.out.print()\'s you don\'t make"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""I never lose. I either WIN or LEARN." --Nelson Mandela"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"You miss 100% of the shots you don’t take - Wayne Gretzky - Michael Scott"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"There are only two hard things in Computer Science: cache invalidation and naming things."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"A good programmer is someone who always looks both ways before crossing a one-way street."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"The best way to predict the future is to invent it - Alan Kay"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Innovation distinguishes between a leader and a follower.   -Steve Jobs-"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Some people dream of success, while others wake up and work hard at it. -Winston Churchill"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Any time we spend whining is unlikely to help us achieve our goals. And it won\'t make us happier."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"“ Computers are good at following instructions, but not at reading your mind. ” - Donald Knuth"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Not everything that is faced can be changed, but nothing can be changed until it is faced"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Hired'},
 {'quote': '\n"Education is the most powerful weapon which you can use to change the world. - Nelson Mandela"\nSocial\n\n  Email\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"My work is a game, a very serious game. -M.C. Escher"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Do you want to be safe and good, or do you want to take a chance and be great?  Jimmy Johnson"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Bring your focus, dedication, purpose and determination into every action."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""The whole can be greater than the sum of its parts.- Aristotle""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"If your dreams don\'t scare you, they are not big enough.  -Ellen Johnson Sirleaf"\nSocial\n\n  Email\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"The only time I set the bar low is for limbo. -Michael Gary Scott"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Work smart so that you don\'t have to work as hard. - A. Stephens"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Hired'},
 {'quote': '\n"Minimalism is an appreciation of space."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Available'},
 {'quote': '\n"Success is not final, failure is not fatal: it is the courage to continue that counts."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Somewhere, something incredible is waiting to be known. -Carl Sagan"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"It does not do to dwell on dreams and forget to live."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Talk is cheap. Show me the code. --Linus Torvalds"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"For the things we have to learn before we can do them, we learn by doing them. ~ Aristotle"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""It\'s not what you look at that matters, it\'s what you see - Henry David Thoreau"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"The best luck of all is the luck you make for yourself. - Gen. Douglas MacArthur"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"There is only one corner of the universe you can be certain of improving, and that\'s your own self."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"He who dares, wins."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"No one else knows what they\'re doing either.  ― Ricky Gervais"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Fear is the path to the dark side. Fear leads to anger. Anger leads to hate. Hate leads to suffering"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Don\'t practice until you get it right, practice until you can\'t get it wrong.  - Unknown"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Experience teaches only the teachable. - Huxley"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""Only I can change my life. No one can do it for me"                       - Caroll Burnett"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Simplicity is prerequisite for reliability. - Edsger Dijkstra"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Opportunities don\'t happen. You create them. -  Chris Grosser"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Don\'t just aim high. Reach out and grab some happiness along the way!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Great spirits have always encountered violent opposition from mediocre minds" ~ Albert Einstein"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"No matter where you go, there you are."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Take every chance. Drop every fear."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Success is the result of perfection, hard work, learning from failure, loyalty, and persistence."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n""Every problem is an opportunity in disguise."  -Benjamin Franklin "\nSocial\n\n  Email\n\n',
  'status': 'Hired'},
 {'quote': '\n"Never let the fear of striking out get in your way. -Babe Ruth"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"Fall seven times, stand up eight."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Think like a man of action, but act like a man of thought. --Stefan Molyneux"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The history of the past is but one long struggle upward to equality. ~Elizabeth Cady Stanton"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Plan your work and work your plan.  -Napolean Hill "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Success is how high you bounce when you hit bottom. - George S. Patton"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Become a student of change. It is the only thing that will remain constant. - Anthony J. D\'Angelo"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Talk is cheap.  Show me the code. -Linus Torvalds"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"“The most difficult thing is the decision to act: the rest is merely tenacity.” Amelia Earhart"\nSocial\n\n  Email\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Your focus determines your reality."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Start with the end in mind. ― Stephen R. Covey"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n""Vision is the art of seeing what is invisible to others." -Jonathan Swift"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The most damaging phrase in the language is: `It\'s always been done that way.\' " ~Grace Hopper "\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Be Yourself. Everyone else is already taken. "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"The best thing about a boolean is even if you are wrong, your only off by a bit."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Experience is simply the name we give our mistakes.  -Oscar Wilde"\nSocial\n\n  Email\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"There is no reasonable excuse for doing anything less than your best."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"A user interface is like a joke, if you have to explain it, it’s not that good"\nSocial\n\n  Email\n\n',
  'status': 'Hired'},
 {'quote': '\n"Stay hungry. Stay foolish.""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Wherever you go, there you are."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"We will never see web pages in the same way as before."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"We decorate space with art, and time with music...I\'ve been decorating the internet with my code!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"May the Force be with you.  - Spock"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The following statement is false. The previous statement was true.  #infiniteloop"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"“all those Woulda-Coulda-Shouldas all ran away and hid from one little DID” - Shel Silverstein"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"It takes courage to grow up and become who you really are. - E.E. Cummings"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Process is the music of code."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"It’s never too late to be who you might have been. – George Eliot"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Plan for what it is difficult while it is easy, do what is great while it is small.”  ― Sun Tzu"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"“True humility is not thinking less of yourself; it is thinking of yourself less.” ― C.S. Lewis"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Espresso Patronum! "\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Modal Master""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Hakuna Matata"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Your life will become better by making other peoples\' lives better. - Will Smith"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"You mustn\'t be afraid to dream a little bigger, darling."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"\'Any sufficiently advanced technology is indistinguishable from magic.\' -Arthur C. Clarke"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Inspiration comes and goes, creativity is the result of practice. ~Phil Cousineau"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n" Every puzzle has an answer!- Hershel Layton"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Perspective is worth 80 IQ points."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Totally mad, ... utter nonsense. But we\'ll do it because it\'s brilliant nonsense. - Douglas Adams -"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Experience is that marvelous thing that enables you to recognize a mistake when you make it again."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"If you want to view paradise, simply look around and view it. - Gene Wilder"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"If there is no wind, row."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The master has failed more times than the beginner has tried."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"\'There are reasons each of us are born. We have to find those reasons.\' - General Iroh, ATLA"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"There is no greater failure than the failure to try."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Have no fear of perfection - you\'ll never reach it." - Salvador Dali"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Change your thoughts and you change your world"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I could either watch it happen, or be a part of it. -Elon Musk"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The true history of the world is the history of great conversations in elegant rooms."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The best way to predict the future is to create it."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"We\'re still in the first minutes of the first day of the Internet revolution. "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Learn something new and level up!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"You should put that on a t-shirt!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Bitedge: helping you win bitcoin!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"I dream it, I work hard, I grind \'til I own it "\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Start by doing what\'s necessary; then do what\'s possible; and suddenly you are doing the impossible."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Wisdom is knowing what to do next, skill is knowing how to do it, and virtue is doing it""\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Don\'t Panic --Douglas Adams"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"Never stop learning"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"The secret of getting ahead is getting started."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"One man\'s constant is another man\'s variable   -- Alan Perlis "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"If the wind will not serve, take to the oars."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Never give up, never surrender."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I love finding bugs and fixing them!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I have not failed. I’ve just found 10,000 ways that won’t work. - Thomas Edison"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"undefined"\nSocial\n\n  Email\n\n', 'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  LinkedIn\n\n', 'status': 'Available'},
 {'quote': '\n"Do or do not. There is no try. —Yoda"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n""They don\'t think it be like it is, but it do" - Oscar Gamble"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n""Start where you are. Use what you have. Do what you can." - Arthur Ashe"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Truly a one of a kind asset"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Sometimes it is the people no one can imagine anything of who do the things no one can imagine"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"PHP is the Tim Duncan of programming languages"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"He who rests grows rusty.  - German Proverb"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Go big or Go home"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"20-year communications veteran transitioning to web development"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"you miss 100% of the console.log()\'s you don\'t make"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"“In my walks, every man I meet is my superior in some way, and in that I learn from him.” - Emerson"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"There are more things in heaven and earth,...,  than are dreamt of in your philosphy. -Shakespeare"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Having the concept of a \'Gumption Trap\' makes it easier to tackle - Brandon Beidel"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The reward of a thing done well is to have done it.  -Ralph Waldo Emerson"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"It\'s a feature, I swear!"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Available'},
 {'quote': '\n"Good. - Jocko Willink"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Let\'s build amazing things!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n""I will find a way, or make one." -Hannibal"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"Faith is taking the first step even when you can\'t see the whole staircase. - MLK Jr."\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"“The purpose of life is to contribute in some way to making things better.”      ― Robert F. Kennedy"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Google is like the father I never had  -Me"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Available'},
 {'quote': '\n"TICDA ~ Today I Can Do Anything!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Wisdom is an unlikely consequence of ignorance. Never. Stop. Learning."\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"Working for something you love is called passion"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Great strategy alone won\'t win a game; the win comes from basic blocking and tackling.- Naveen Jain"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Practice makes perfect!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"If you think you can do a thing or think you can\'t do a thing, you\'re right. - Henry Ford"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"She Believed She Could, So She Did!"\nSocial\n\n  Email\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""The dictionary is the only place you\'ll find success before work."  --Vince Lombardi"\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Available'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Hired'},
 {'quote': '\n"Test your ideas, follow the evidence, and always remember that you could be wrong."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"while ( !succeed) try(); "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Life begins at the end of our comfort zone."\nSocial\n\n  Email\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Or El Duderino if you\'re not into the whole brevity thing."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Just do it"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I\'m not interested in competing with anyone. I hope we all make it."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Problems exist to be solved."\nSocial\n\n  Email\n\n',
  'status': 'Available'},
 {'quote': '\n"One man\'s magic is another man\'s engineering."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n\n  Personal Site\n\n',
  'status': 'Hired'},
 {'quote': '\n"Solve the problem before you touch the keyboard!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Don\'t let the noise of others\' opinions drown out your own inner voice.  -Steve Jobs"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  LinkedIn\n\n', 'status': 'Available'},
 {'quote': '\n"First solve the problem, then write the code.   - John Johnson"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Java is to JavaScript as car is to carpet... "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"If it\'s worth doing, it\'s worth doing well."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Somewhere something incredible is waiting to be known.   -Carl Sagan"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I came, I saw, I conquered"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Saving the world one line of code at a time."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n" Create, act, take a place wherever you are and be somebody; get action. "\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Timely solutions, long-term results."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Try not! Do or do not, there is no try."  ~Yoda"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n', 'status': 'Hired'},
 {'quote': '\n""It is the world against me.  Anything else would be unfair.""\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"A wise man’s actions speak for himself."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Success isn\'t about how much money you make, but about the difference you make in people\'s lives."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Education is a lifelong endeavor."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n', 'status': 'Hired'},
 {'quote': '\n"√-1 2^3 ∑ π "\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Freelancing'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Available'},
 {'quote': '\n"You learn at least one new thing everyday as a programmer and it\'s my job to put that into action"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Freelancing'},
 {'quote': '\n"Do what you love, and you will never work a day in your life."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Hired'},
 {'quote': '\n"Work smart so that you don\'t have to work as hard."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Looking for a new adventure!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"First solve the problem. Then, write the code."\nSocial\n\n  Email\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Available'},
 {'quote': '\n"Nothing will work unless you do."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Never pass up a challenge."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Freelancing'},
 {'quote': '\n"You have to be odd to be number one"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  LinkedIn\n\n', 'status': 'Hired'},
 {'quote': '\n"The secret of success is the consistency to pursue."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Adaptable learning is fundamental to success."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Simplicity is the ultimate form of sophistication."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"If you\'re the smartest person in the room, you\'re probably in the wrong room."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Keep learning, keep coding!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"My work is a reflection of self, so I take ownership and pride in it."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Never stop learning."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Do not dwell in the past, do not dream of the future, concentrate the mind on the present moment" "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n', 'status': 'Available'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n', 'status': 'Hired'},
 {'quote': '\n""I am very adaptable and creative.""\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n""Perfection is not attainable, but if we chase perfection we can catch excellence." "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Furious activity is no substitute for understanding."\nSocial\n\n  Email\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"\'An idea is salvation by imagination.\'"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Eager to code"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I love building things and getting things done."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Happiness lies in the joy of achievement and the thrill of creative effort."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I have a passion for helping others through technology."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I have a passion for blending thoughtful strategy, design and seamless execution in development."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I have an artistic and analytical approach. I offer creative solutions."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I\'ll help you tackle issues with enthusiasm and creativity!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I will add value to your team by bringing the perfect combination of imagination and persistence!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I really enjoy both back-end and front-end work! "\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Impossible is just a state of mind"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I enjoy finding the most efficient way to do things."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"I\'m all about real world application and designing beautiful things."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n', 'status': 'Hired'},
 {'quote': '\n"I love technology and learning."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Laugh at yourself first, before anyone else can. It\'s all in the details."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"Full stack developer with a passion for making a difference."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I believe everything I read on the internet."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I love the process of building web software."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Constantly striving for innovative and dynamic solutions through web development.  "\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"There is only one thing that makes a dream impossible to achieve: the fear of failure."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired but looking'},
 {'quote': '\n"My job is to make yours easier"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I\'ll bring a passion for development to your team"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Every battle is won before it\'s ever fought. "\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Hoping to pave the way for future female coders."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I\'m looking to utilize my innovative ideas and problem solving skills to help a company grow. "\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired but looking'},
 {'quote': '\n"The world is full of magical things patiently waiting for our wits to grow sharper."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Let\'s help each other out and see what we can create!"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I\'m eager to hone my skills as a developer by tackling new and exciting problems"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Enhancing the experience  outside the brackets"\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I love designing and building things"\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Freelancing'},
 {'quote': '\n"I enjoy the process of making something out of nothing."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Want to combine my new abilities with my previous experience to build something great."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"My passion should be the number one reason someone should hire me."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I would like to join a development team where I can practice my skills and continue to learn."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired>College'},
 {'quote': '\n"I have a passion to develop and grow in my programming skills."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Using imagination and creativity to craft tangible solutions that improve lives."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"My positivity and eagerness to develop my skill set make me a great asset to any team."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am a determined programmer, a fast learner, and a problem solver."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"I am eager to grow and expand on everything I have learned so far."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I hope to bring my passion, excitement, and humility to your team."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I want to be a part of a great team where I can become a better developer."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"My creative and intuitive nature, along with my sales history, makes me a full-stack developer."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am passionate about technology, and bring strong business and project management experience."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am a visual learner and work best in a team environment."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I want to be part of a team where I can become a better developer and contribute to team success."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Excited to take on new challenges that combine my creativity and business sense."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am thrilled to begin working with an incredible team and collaborating to make great things."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am looking to grow my skills as a developer while working with a knowledgable and passionate team."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am ready to build a great career with awesome people."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I\'m driven by passion, purpose, and teamwork."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I look forward to being part of a team that emphasizes diversity, ingenuity, and community outreach."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Part-time'},
 {'quote': '\n"I would love to join a team where I can continue to learn and develop my skills."\nSocial\n\n  Email\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"Backend, front end, database structure ... let me code, and I’ll be your happiest employee."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I love being part of a collaborative team focused on amiable interactions and exceptional products."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am focused, determined, and very driven."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am a hard-working self-starter who works equally well in a team environment or individually."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am a hard worker, eager to learn new skills, and enjoy problem solving."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I have a broad range of experience over multiple industries."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am a problem solver with a mechanical engineering background."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am a good problem solver."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I want to stay on the cutting edge and continue to learn and implement new technologies."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"As an extroverted person I acclimatize easily to any new situation or environment."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am an extremely fast learner and work hard in everything I do."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I like to improve the processes that people use on the daily basis."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I have a keen eye for detail, which in coding and web development is quite important."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Freelancing'},
 {'quote': '\n"I excel in any area where creativity and design are involved."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I bring a wide range of past experiences with me."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"The role where I do best is one with upside for learning, growth, and being part of a great team."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I have my mind and heart set on being an incredible developer."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired but looking!'},
 {'quote': '\n"I am goals-driven and versatile, and my past experience allows me to better understand user needs."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am very adaptable and open-minded."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am passionate about creating products and services that enrich the live of those who use them."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Available'},
 {'quote': '\n"I bring problem-solving, adaptability, and dedication."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I can handle stress and get the job done."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I enjoy creating solutions that improve our way of life."\nSocial\n\n  Email\n\n\n  Github\n\n',
  'status': 'Hired'},
 {'quote': '\n"I truly believe that I can accomplish anything that I set out to do."\nSocial\n\n  Email\n\n\n  Github\n\n\n  Twitter\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I\'m a team player and a fast learner who can work under pressure."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I will bring something to the table that isn\'t there yet."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I am reliable, dedicated, and focused on achieving success within the programming industry."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'},
 {'quote': '\n"I enjoy the fulfillment of creating a solution that could make a difference."\nSocial\n\n  Email\n\n\n  Github\n\n\n  LinkedIn\n\n',
  'status': 'Hired'}]
In [12]:
def clean(text):
    'A simple function to cleanup text data'
    wnl = nltk.stem.WordNetLemmatizer()
    stopwords = nltk.corpus.stopwords.words('english') + ADDITIONAL_STOPWORDS
    text = (unicodedata.normalize('NFKD', text)
             .encode('ascii', 'ignore')
             .decode('utf-8', 'ignore')
             .lower())
    words = re.sub(r'[^\w\s]', '', text).split()
    return [wnl.lemmatize(word) for word in words if word not in stopwords]

PREPARE

In [13]:
def basic_clean(original):
    word = original.lower()
    word = unicodedata.normalize('NFKD', word)\
                                .encode('ascii', 'ignore')\
                                .decode('utf-8', 'ignore')
    word = re.sub(r"[^a-z'\s]", '', word)
    word = word.replace('\n',' ')
    word = word.replace('\t',' ')
    return word

def tokenize(original):
    tokenizer = nltk.tokenize.ToktokTokenizer()
    return tokenizer.tokenize(basic_clean(original))

def stem(original):
    ps = nltk.porter.PorterStemmer()
    stems = [ps.stem(word) for word in original.split()]
    original_stemmed = ' '.join(stems)
    return original_stemmed

def lemmatize(original):
    nlp = spacy.load('en', parse=True, tag=True, entity=True)
    doc = nlp(original) # process the text with spacy
    lemmas = [word.lemma_ for word in doc]
    original_lemmatized = ' '.join(lemmas)
    return original_lemmatized

def remove_stopwords(original, extra_words=['readmemd'], exclude_words=[]):
    tokenizer = ToktokTokenizer()

    stopword_list = stopwords.words('english')

    for word in extra_words:
        stopword_list.append(word)
    for word in exclude_words:
        stopword_list.remove(word)

    words = original.split()
    filtered_words = [w for w in words if w not in stopword_list]

#     print('Removed {} stopwords'.format(len(words) - len(filtered_words)))

    original_nostop = ' '.join(filtered_words)

    return original_nostop

def prep_article(article):
    
#     article_stemmed = stem(basic_clean(article['quote']))
    article_stemmed = basic_clean(article['quote'])
    article_lemmatized = lemmatize(article_stemmed)
    article_without_stopwords = remove_stopwords(article_lemmatized)
    
    article['stemmed'] = article_stemmed
    article['lemmatized'] = article_lemmatized
    article['clean'] = article_without_stopwords
    
    return article

def prepare_article_data(corpus):
    transformed  = []
    for article in corpus:
        transformed.append(prep_article(article))
    return transformed
In [14]:
df = pd.DataFrame(prepare_article_data(corpus))
df.shape
Out[14]:
(495, 5)
In [15]:
df = df[['quote', 'status']]
df
Out[15]:
quote status
0 \n"The price of doing the same old thing is fa... Available
1 \n"Talent wins games, but teamwork and intelli... Available
2 \n" Challenges are what make life interesting ... Available
3 \n"Keep your head up in failure, and your head... Available
4 \n"I think life is far too short to concentrat... Available
5 \n"It always seems impossible until it's done.... Available
6 \n"We can only see a short distance...but we c... Available
7 \n"There is a way out of every box, a solution... Available
8 \n"Erroneous assumptions can be disastrous. — ... Available
9 \n"I'm not superstitious, but I'm a little sti... Available
10 \n"You can’t use up creativity. The more you ... Available
11 \n"Every idea, extended into infinity, becomes... Available
12 \n""We are called to be architects of the futu... Available
13 \n""I did then what I knew how to do. Now that... Available
14 \n""If you can't explain it simply, you don't ... Available
15 \n" Be the change that you wish to see in the ... Available
16 \n"“It's the possibility of having a dream com... Available
17 \n"If you're not making mistakes, then you're ... Available
18 \n"I offer nothing more than simple facts, pla... Available
19 \n"Success is stumbling from failure to failur... Available
20 \n"The best way to predict the future is to in... Hired
21 \n"“There is only one good, knowledge, and one... Hired
22 \n"At the end of the day, we can endure much m... Hired
23 \n"“Create the highest, grandest vision possib... Hired
24 \n"Hope for the best, and prepare for the wors... Hired
25 \n"If you're the smartest person in the room, ... Hired
26 \n"I haven’t failed. I’ve just found 10,000 wa... Hired
27 \n"Leadership and learning are indispensable t... Hired
28 \n"Not all who wander are lost. - J. R. R. Tol... Hired
29 \n"You'll never know what works until you test... Hired
... ... ...
465 \n"I would love to join a team where I can con... Hired
466 \n"Backend, front end, database structure ... ... Hired
467 \n"I love being part of a collaborative team f... Hired
468 \n"I am focused, determined, and very driven."... Hired
469 \nSocial\n\n Email\n\n\n Github\n\n\n Twitt... Hired
470 \n"I am a hard-working self-starter who works ... Hired
471 \n"I am a hard worker, eager to learn new skil... Hired
472 \n"I have a broad range of experience over mul... Hired
473 \n"I am a problem solver with a mechanical eng... Hired
474 \n"I am a good problem solver."\nSocial\n\n E... Hired
475 \n"I want to stay on the cutting edge and cont... Hired
476 \n"As an extroverted person I acclimatize easi... Hired
477 \n"I am an extremely fast learner and work har... Hired
478 \n"I like to improve the processes that people... Hired
479 \n"I have a keen eye for detail, which in codi... Freelancing
480 \n"I excel in any area where creativity and de... Hired
481 \n"I bring a wide range of past experiences wi... Hired
482 \n"The role where I do best is one with upside... Hired
483 \n"I have my mind and heart set on being an in... Hired but looking!
484 \n"I am goals-driven and versatile, and my pas... Hired
485 \n"I am very adaptable and open-minded."\nSoci... Hired
486 \n"I am passionate about creating products and... Available
487 \n"I bring problem-solving, adaptability, and ... Hired
488 \n"I can handle stress and get the job done."\... Hired
489 \n"I enjoy creating solutions that improve our... Hired
490 \n"I truly believe that I can accomplish anyth... Hired
491 \n"I'm a team player and a fast learner who ca... Hired
492 \n"I will bring something to the table that is... Hired
493 \n"I am reliable, dedicated, and focused on ac... Hired
494 \n"I enjoy the fulfillment of creating a solut... Hired

495 rows × 2 columns

In [16]:
status = pd.concat([df.status.value_counts(),
                    df.status.value_counts(normalize=True)], axis=1)
status.columns = ['n', 'ratio']
status
Out[16]:
n ratio
Hired 401 0.810101
Available 82 0.165657
Freelancing 5 0.010101
Hired but looking 2 0.004040
HIred 2 0.004040
Part-time 1 0.002020
Hired but looking! 1 0.002020
Hired>College 1 0.002020
In [17]:
# removing all rows that has 'No language specified.'
df = df[df.status != 'Unknown.']
In [18]:
df.shape
Out[18]:
(495, 2)
In [19]:
status = pd.concat([df.status.value_counts(),
                    df.status.value_counts(normalize=True)], axis=1)
status.columns = ['n', 'ratio']
status
Out[19]:
n ratio
Hired 401 0.810101
Available 82 0.165657
Freelancing 5 0.010101
Hired but looking 2 0.004040
HIred 2 0.004040
Part-time 1 0.002020
Hired but looking! 1 0.002020
Hired>College 1 0.002020
In [20]:
df.loc[df.status != 'Available', 'new_status'] = 'Hired'
df.loc[df.status == 'Available', 'new_status'] = 'Not Hired'
In [21]:
df = df.drop(columns=['status'])
df = df.rename(index=str, columns={"new_status": "status"})
In [22]:
df.head(100)
Out[22]:
quote status
0 \n"The price of doing the same old thing is fa... Not Hired
1 \n"Talent wins games, but teamwork and intelli... Not Hired
2 \n" Challenges are what make life interesting ... Not Hired
3 \n"Keep your head up in failure, and your head... Not Hired
4 \n"I think life is far too short to concentrat... Not Hired
5 \n"It always seems impossible until it's done.... Not Hired
6 \n"We can only see a short distance...but we c... Not Hired
7 \n"There is a way out of every box, a solution... Not Hired
8 \n"Erroneous assumptions can be disastrous. — ... Not Hired
9 \n"I'm not superstitious, but I'm a little sti... Not Hired
10 \n"You can’t use up creativity. The more you ... Not Hired
11 \n"Every idea, extended into infinity, becomes... Not Hired
12 \n""We are called to be architects of the futu... Not Hired
13 \n""I did then what I knew how to do. Now that... Not Hired
14 \n""If you can't explain it simply, you don't ... Not Hired
15 \n" Be the change that you wish to see in the ... Not Hired
16 \n"“It's the possibility of having a dream com... Not Hired
17 \n"If you're not making mistakes, then you're ... Not Hired
18 \n"I offer nothing more than simple facts, pla... Not Hired
19 \n"Success is stumbling from failure to failur... Not Hired
20 \n"The best way to predict the future is to in... Hired
21 \n"“There is only one good, knowledge, and one... Hired
22 \n"At the end of the day, we can endure much m... Hired
23 \n"“Create the highest, grandest vision possib... Hired
24 \n"Hope for the best, and prepare for the wors... Hired
25 \n"If you're the smartest person in the room, ... Hired
26 \n"I haven’t failed. I’ve just found 10,000 wa... Hired
27 \n"Leadership and learning are indispensable t... Hired
28 \n"Not all who wander are lost. - J. R. R. Tol... Hired
29 \n"You'll never know what works until you test... Hired
... ... ...
70 \n"'We cannot direct the wind, but we can adju... Hired
71 \n"Success is not final, failure is not fatal:... Hired
72 \n""Tell me who you are, and I'll show you who... Hired
73 \n"There is simply no substitute for hard work... Hired
74 \n"A person who never made a mistake never tri... Hired
75 \n"I am careful not to confuse excellence with... Hired
76 \n""If you want something you've never had, yo... Hired
77 \n"I begin with an idea and then it becomes so... Hired
78 \n"Wiping out is an under appreciated skill. -... Hired
79 \n"Whatever you are, be a good one."\nSocial\n... Hired
80 \n"“There is no heavier burden than an unfulfi... Hired
81 \n"You have to be odd to be number one."\nSoci... Hired
82 \n"Take it apart! -Dave Jones"\nSocial\n\n Em... Hired
83 \n""Success doesn't come to you, you go to it.... Hired
84 \n"Whether you think you can or think you can'... Hired
85 \n"Life is 10% what happens to you and 90% how... Hired
86 \n"Shoot for the moon and if you miss you will... Hired
87 \n"The best thing about a boolean is even if y... Hired
88 \n"We have done so much, with so little, that ... Hired
89 \n"It always seems impossible until it's done.... Hired
90 \n"You can mass-produce hardware; you cannot m... Hired
91 \n"Challenges are what make life interesting a... Hired
92 \n"Somewhere, something incredible is waiting ... Hired
93 \n"Your focus determines your reality. – Qui-G... Hired
94 \n"Success consists of going from failure to f... Hired
95 \n"We’re just enthusiastic about what we do -S... Hired
96 \n""To climb steep hills requires slow pace at... Hired
97 \n"All knowledge is parallel"\nSocial\n\n Ema... Hired
98 \n"“Maybe other people will try to limit me bu... Hired
99 \n"“Talent is a pursued interest. Anything tha... Hired

100 rows × 2 columns

EXPLORE

In [23]:
status = pd.concat([df.status.value_counts(),
                    df.status.value_counts(normalize=True)], axis=1)
status.columns = ['n', 'ratio']
status
Out[23]:
n ratio
Hired 413 0.834343
Not Hired 82 0.165657
In [24]:
hired_alumni = clean(' '.join(df[df.status == 'Hired'].quote))
not_hired_alumni = clean(' '.join(df[df.status == 'Not Hired'].quote))
all_alumni = clean(' '.join(df.quote))
In [25]:
hired_freq = pd.Series(hired_alumni).value_counts()
not_hired_freq = pd.Series(not_hired_alumni).value_counts()
all_freq = pd.Series(all_alumni).value_counts()
In [26]:
hired_freq.head()
Out[26]:
work     28
make     25
thing    24
life     22
one      21
dtype: int64
In [27]:
not_hired_freq.head()
Out[27]:
failure    8
success    8
life       8
win        6
make       5
dtype: int64
In [28]:
word_counts = (pd.concat([all_freq, hired_freq, not_hired_freq], axis=1, sort=True)
                .set_axis(['all', 'hired', 'not hired'], axis=1, inplace=False)
                .fillna(0)
                .apply(lambda s: s.astype(int)))

word_counts.head(20)
Out[28]:
all hired not hired
1 1 1 0
10 2 2 0
100 3 3 0
10000 2 2 0
20year 1 1 0
23 1 1 0
80 1 1 0
90 2 2 0
ability 2 2 0
abstraction 1 1 0
acclimatize 1 1 0
accomplish 1 1 0
achieve 5 5 0
achieved 1 1 0
achievement 1 1 0
achieving 2 2 0
act 4 4 0
action 5 5 0
activity 1 1 0
ada 1 1 0

What are the most frequently occuring words?

In [29]:
word_counts.sort_values(by='all', ascending=False).head(10)
Out[29]:
all hired not hired
work 32 28 4
life 30 22 8
make 30 25 5
thing 29 24 5
never 25 21 4
one 24 21 3
success 24 16 8
dont 21 18 3
way 20 17 3
failure 19 11 8

Are there any words that uniquely identify a hired or not hired quote?

In [30]:
pd.concat([word_counts[word_counts['not hired'] == 0].sort_values(by='hired').tail(9),
           word_counts[word_counts['hired'] == 0].sort_values(by='not hired').tail(9)])
Out[30]:
all hired not hired
experience 9 9 0
get 9 9 0
become 10 10 0
new 10 10 0
best 11 11 0
take 11 11 0
want 12 12 0
code 14 14 0
team 18 18 0
loyalty 2 0 2
today 2 0 2
knowing 2 0 2
say 2 0 2
short 2 0 2
called 2 0 2
price 2 0 2
hate 2 0 2
lead 3 0 3
In [31]:
# figure out the percentage of hired v. not hired
(word_counts
 .assign(p_not_hired=word_counts['not hired'] / word_counts['all'],
         p_hired=word_counts['hired'] / word_counts['all'])
 .sort_values(by='all')
 [['p_not_hired', 'p_hired']]
 .tail(20)
 .sort_values('p_hired')
 .plot.barh(stacked=True))

plt.title('Proportion of Not Hired v. Hired for the 20 most common words')
Out[31]:
Text(0.5, 1.0, 'Proportion of Not Hired v. Hired for the 20 most common words')
In [32]:
# (word_counts
#  [(word_counts['not hired'] > 10) & (word_counts['hired'] > 10)]
#  .assign(ratio=lambda df: df['not hired'] / (df['hired'] + .01))
#  .sort_values(by='ratio')
#  .pipe(lambda df: pd.concat([df.head(), df.tail()])))
In [33]:
all_cloud = WordCloud(background_color='white', height=1000, width=400).generate(' '.join(all_alumni))
hired_cloud = WordCloud(background_color='white', height=600, width=800).generate(' '.join(hired_alumni))
not_hired_cloud = WordCloud(background_color='white', height=600, width=800).generate(' '.join(not_hired_alumni))

plt.figure(figsize=(10, 8))
axs = [plt.axes([0, 0, .5, 1]), plt.axes([.5, .5, .5, .5]), plt.axes([.5, 0, .5, .5])]

axs[0].imshow(all_cloud)
axs[1].imshow(hired_cloud)
axs[2].imshow(not_hired_cloud)

axs[0].set_title('All Words')
axs[1].set_title('Hired')
axs[2].set_title('Not Hired')

for ax in axs: ax.axis('off')