import matplotlib.pyplot as plt
import pandas as pd
import numpy as np

plt.style.use('fivethirtyeight')

fake_data = pd.Series([38, 3, 2, 1, 2, 4, 6, 5, 5, 33], index=range(1,11))

fake_data.plot.bar(color='#ed713a', width=0.9);

fd2 = pd.Series(
    [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
     2, 2, 2, 
     3, 3, 3,
     4, 4,
     5, 5, 5,
     6, 6, 6, 6,
     7, 7, 7, 7, 7,
     8, 8, 8, 8,
     9, 9, 9, 9, 
     10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10])

fd2.value_counts().sort_index().plot.bar(color='#ed713a', width=0.9);

fig = plt.figure(facecolor='white', figsize=(5,4))
ax = fake_data.plot.bar(color='#ed713a', width=0.9)
ax.set(facecolor='white')
ax.patch.set_alpha(0.1)

plt.xlabel('Rating', fontweight='bold')
plt.ylabel('Percent of total votes', fontweight='bold')
plt.title("'An Inconvenient Sequal: Truth to Power' is divise", fontsize=12, loc='left', x=-0.1, y=1.1, fontweight='bold')

plt.text(x=-1.7, y=42, s='IMDb ratings fo for the film as of Aug. 29', fontsize=10)

plt.xticks(rotation=0, color='#a7a7a7')
plt.yticks(range(0, 50, 10), labels=[f'{i}' if i!=40 else f'{i}%' for i in range(0, 50, 10)], color='#a7a7a7');

pip install emoji

pip install regex

import emoji
import regex

mm = pd.read_csv('https://raw.githubusercontent.com/fivethirtyeight/data/master/mayweather-mcgregor/tweets.csv')
mm.head()

mm.tail()

def emoji_creator(text):
  emojis = {}
  for i in text:
    count = 1
    if i in emoji.UNICODE_EMOJI:
      if i in emojis.keys():
        emojis[i] += 1
      else:
        emojis.update({i : count})
  return max(emojis, key=emojis.get)

test_emojis = mm['text'][1]
print(emoji_creator(test_emojis))

mm['emojis_tweeted'] = [emoji_creator(i) for i in mm['text']]

mm.sort_values(by='created_at', ascending=False).head()

mm.loc[mm['text'].str.contains('boring')]

emoji_counts = mm['emojis_tweeted'].value_counts().nlargest(10)
emoji_counts

from IPython.display import display, Image

url = 'https://fivethirtyeight.com/wp-content/uploads/2017/08/roedermehtadottle-boxemoji-21.png?w=575'
example = Image(url=url, width=600)
display(example)

mm['created_at'] = pd.to_datetime(mm['created_at'], infer_datetime_format=True).dt.round('S')
mm.head()

fire = mm.loc[mm['emojis_tweeted'] == '🔥'].set_index('created_at').drop(['emojis', 'id', 'link', 'retweeted', 'screen_name', 'text'], axis=1)
fire['num'] = 1
fire_series = pd.Series(fire['num'], index=fire.index)
rolling_fire = fire_series.resample('30S').sum().rolling(8).mean()

snooze = mm.loc[mm['emojis_tweeted'] == '😴'].drop(['emojis', 'id', 'link', 'retweeted', 'screen_name', 'text'], axis=1).set_index('created_at')
snooze['num'] = 1
snooze_series = pd.Series(snooze['num'], index=snooze.index)
rolling_snooze = snooze_series.resample('30S').sum().rolling(8).mean()

plt.style.use('fivethirtyeight')
plt.figure(facecolor='#f0f0f0', figsize=(10,6))

snooze_ax = rolling_snooze.plot.line(color="#b4e3e7")
roll_ax = rolling_fire.plot.line(color='#d63830')

plt.title('Much hype, some boredom', fontsize=12, loc='left', x=-0.1, y=1.1, fontweight='bold')

#still a work in progress

# More Work Here