In [1]:
## 5.1

ages = [25, 35, 45]

for age in ages:
    print( age )
25
35
45
In [2]:
## 5.4

list_of_numbers = [5, 10, 50, 200]

for item in list_of_numbers:
    times_two = item * 2
    print( times_two )
10
20
100
400
In [3]:
## 5.5

for number in range(0, 11):
    print( 7 * number )
0
7
14
21
28
35
42
49
56
63
70
In [4]:
## 5.6

list_of_numbers = [25, 35, 45]
sum_gatherer = 0

for number in list_of_numbers:
    sum_gatherer = sum_gatherer + number
    
print( sum_gatherer )
105
In [5]:
## 5.7

list_of_numbers = [25, 35, 45]
sum_gatherer = 0
n = 0

for number in list_of_numbers:
    sum_gatherer = sum_gatherer + number
    n = n + 1
    
print( sum_gatherer / n)
35.0
In [6]:
## 5.8

ages = {
    'person1': 25,
    'person2': 35,
    'person3': 45
}

for name, age in ages.items():
    print( name, age )
person1 25
person2 35
person3 45
In [7]:
## 5.10

english_to_finnish = {}
english_to_finnish['i'] = 'minä'
english_to_finnish['you'] = 'sinä'
english_to_finnish['social'] = 'sosiaalinen'
english_to_finnish['science'] = 'tiede'
english_to_finnish['needs'] = 'tarvitsee'
english_to_finnish['programming'] = 'ohjelmointi'
english_to_finnish['skills'] = 'taidot'

sentence_to_translate = 'social science needs programming skills'
translated_sentence = ''

for word in sentence_to_translate.split(' '):
    translated_word = english_to_finnish[ word ]
    translated_sentence = translated_sentence + ' ' + translated_word
    
print( sentence_to_translate, 'in Finnish is', translated_sentence )
social science needs programming skills in Finnish is  sosiaalinen tiede tarvitsee ohjelmointi taidot
In [8]:
## 5.11

english_to_finnish = {}
english_to_finnish['i'] = 'minä'
english_to_finnish['you'] = 'sinä'
english_to_finnish['social'] = 'sosiaalinen'
english_to_finnish['science'] = 'tiede'
english_to_finnish['needs'] = 'tarvitsee'
english_to_finnish['programming'] = 'ohjelmointi'
english_to_finnish['skills'] = 'taidot'

sentence_to_translate = 'i love you'
translated_sentence = ''

for word in sentence_to_translate.split(' '):
    if word in english_to_finnish:
        translated_word = english_to_finnish[ word ]
        translated_sentence = translated_sentence + ' ' + translated_word
    else:
        translated_sentence = translated_sentence + ' ' + "[unknown]"
    
print( sentence_to_translate, 'in Finnish is', translated_sentence )
i love you in Finnish is  minä [unknown] sinä
In [9]:
## 5.12

degree = {}


for line in open('network.txt'):
    line = line.strip()
    line = line.split('-')
    
    node1 = line[0]
    node2 = line[1]
    
    if node1 not in degree:
        degree[ node1 ] = 0
        
    if node2 not in degree:
        degree[ node2 ] = 0
    
    degree[ node1 ] = degree[ node1 ] + 1
    degree[ node2 ] = degree[ node2 ] + 1

print( degree )
{'C': 5, 'A': 6, 'F': 6, 'B': 5, 'E': 6, 'G': 6, 'D': 6}
In [10]:
## 5.13

occurances = {} ## this is the mega gatherer

for number in open('numbers.txt'):
    
    number = number.strip()
    
    if number not in occurances:
         occurances[ number ] = 0
    
    occurances[ number ] = occurances[ number ] + 1
    
print( occurances )
{'5': 3, '1': 7, '3': 1, '7': 2, '9': 1}
In [11]:
## 5.14

connections = {}

for line in open('pairs.txt'):
    line = line.strip()
    line = line.split(',')
    
    node1 = line[0]
    node2 = line[1]
    
    if node1 not in connections:
        connections[ node1 ] = [] ## i.e., en empty list
    connections[ node1 ].append( node2 )

    if node2 not in connections:
        connections[ node2 ] = [] ## i.e., en empty list
    connections[ node2 ].append( node1 )
    
print( connections )
{'A': ['B', 'C', 'D'], 'B': ['A', 'C'], 'C': ['A', 'B'], 'D': ['A']}
In [12]:
## 5.19

all_votes = [] ## collect all votes into a list

for line in open ("elections.txt"):
    line = line.split(",")
    name = line[0]
    party = line[1]
    votes = float( line[2] )
    birth_year = float( line [3] )
    
    all_votes.append( votes )
    
print( "Number of candidates", len( all_votes ) ) 

## compute mean
sum_gatherer = 0

for number in all_votes:
    sum_gatherer = sum_gatherer + number
    
print( sum_gatherer / len( all_votes) )
Number of candidates 200
5000482945.76
In [13]:
## 5.20

votes_per_party = {}

for line in open ("elections.txt"):
    line = line.split(",")
    name = line[0]
    party = line[1]
    votes = float( line[2] )
    birth_year = float( line [3] )
    
    if party not in votes_per_party:
        votes_per_party[ party ] = 0
        
    votes_per_party[ party ] = votes_per_party[ party ] + votes

print( votes_per_party )
{'PartyA': 1000019547763.0, 'PartyB': 21572206.0, 'PartyC': 23343976.0, 'PartyD': 32125207.0}
In [14]:
## 5.21

candidates_per_party = {}

for line in open ("elections.txt"):
    line = line.split(",")
    name = line[0]
    party = line[1]
    votes = float( line[2] )
    birth_year = float( line [3] )
    
    if party not in candidates_per_party:
        candidates_per_party[ party ] = 0
        
    candidates_per_party[ party ] = candidates_per_party[ party ] + 1

print( candidates_per_party )
{'PartyA': 36, 'PartyB': 46, 'PartyC': 52, 'PartyD': 66}
In [15]:
## 5.22

votes_per_party = {}

for line in open ("elections.txt"):
    line = line.split(",")
    name = line[0]
    party = line[1]
    votes = float( line[2] )
    birth_year = float( line [3] )
    
    if party not in votes_per_party:
        votes_per_party[ party ] = []
        
    votes_per_party[ party ].append( votes )

for party, votes in votes_per_party.items():
    votes.sort()
    print( party, votes[-1] )
PartyA 1000000643092.0
PartyB 895747.0
PartyC 878033.0
PartyD 892613.0
In [16]:
## these variables are counted in previous exercises

mean_across_parties = sum_gatherer / len(all_votes)

elected_candidates = 0

for line in open ("elections.txt"):
    line = line.split(",")
    name = line[0]
    party = line[1]
    votes = float( line[2] )
    birth_year = float( line [3] )
    
    if votes >  2 * mean_across_parties:
        elected_candidates = elected_candidates + 1
        
print( elected_candidates )
1
In [17]:
mean_across_parties = sum_gatherer / len(all_votes)

elected_candidates_per_party = {}

for line in open ("elections.txt"):
    line = line.split(",")
    name = line[0]
    party = line[1]
    votes = float( line[2] )
    birth_year = float( line [3] )
    
    if votes >  2 * mean_across_parties:
        if party not in elected_candidates_per_party:
            elected_candidates_per_party[ party ] = 0
            
        elected_candidates_per_party[ party ] = elected_candidates_per_party[ party ] + 1
        
print( elected_candidates_per_party )
{'PartyA': 1}
In [18]:
## 5.25

words = []
unique_words = 0

for line in open('candidates_tweets.txt'):
    line = line.replace(',', ' ') ## cleaning the data sligtly by removing . and ,
    line = line.replace('.', ' ')
    for word in line.split(' '):
        if word not in words:
            unique_words = unique_words + 1
            words.append( word )

print( unique_words )
8363
In [19]:
## 5.26

words = {}

for line in open('candidates_tweets.txt'):
    line = line.replace(',', ' ') ## cleaning the data sligtly by removing . and ,
    line = line.replace('.', ' ')
    for word in line.split(' '):
        if word not in words:
            words[ word ] = 0
            
        words[ word ] = words[ word ] + 1

print( words )
{'RT': 625, '@RepMarkMeadows:': 14, 'Democrats': 150, 'go': 21, '4+': 1, 'weeks': 9, 'with': 253, 'a': 576, 'secretive': 1, '': 4238, 'free': 6, 'for': 389, 'all': 125, 'no': 73, 'rules': 5, 'impeachment': 58, 'process—and': 1, 'now': 76, 'try': 7, 'to': 940, 'save': 3, 'face': 3, 'shor…r\n': 1, '@GOPoversight:': 4, 'Days': 2, 'since': 20, '@RepAdamSchiff': 5, 'learned': 2, 'the': 1628, 'identity': 2, 'of': 659, 'whistleblower:': 1, '78': 1, 'https://t': 589, 'co/YKSa5rpGPsr\n': 1, '@RepMattGaetz:': 4, 'MUST-READ:': 1, '"Gaetz:': 1, "'Donald": 1, 'Trump': 103, 'Is': 11, 'Innocent': 1, 'and': 762, 'Deep': 7, 'State': 36, 'Guilty\'"': 1, 'co/FXSdXJjLS2r\n': 1, '@RepDougCollins:': 10, 'Adam': 61, 'Schiff': 91, 'wants': 11, 'impeach': 22, '@RealDonaldTrump': 4, 'not': 105, 'going': 41, 'along': 14, '“impeachment”': 3, 'inquiry': 19, 'that': 328, 'even': 57, 'ha…r\n': 1, '@RepGregPence:': 1, 'After': 6, 'seven': 1, 'running': 11, 'communist-style': 1, 'ultra-partisan': 1, 'effort': 6, 'undo': 3, '2016': 22, 'election': 16, 'results': 4, 'under': 20, 'disguis…r\n': 1, '@RepJeffDuncan:': 2, 'Now': 26, 'Pelosi': 43, '&': 174, 'want': 52, 'pretend': 2, 'they': 161, 'are': 250, 'being': 41, 'transparent—after': 1, 'corrupted': 1, 'tainted': 1, 'process': 17, 'in': 488, 's…r\n': 6, '@RepGosar:': 2, 'Nancy': 24, "Pelosi's": 3, 'resolution': 9, 'further': 3, 'restricts': 1, 'participation': 2, 'duly': 2, 'elected': 8, 'Members': 5, 'Congress': 45, 'from': 91, 'their': 100, 'part…r\n': 1, '@CongressmanHice:': 3, 'Once': 6, 'again': 24, '@SpeakerPelosi': 5, 'proves': 1, 'have': 232, 'intention': 2, 'giving': 5, '@realdonaldtrump': 3, 'fair': 7, 'shake': 1, 'this': 160, '"im…r\n': 1, '@Jim_Jordan:': 20, 'Dems’': 6, 'resolution:': 1, '-Cuts': 1, 'Oversight': 2, 'Foreign': 3, 'Affairs': 2, 'out': 88, 'public': 10, 'hearings': 5, '-Pretends': 1, 'give': 16, '@DevinNunes': 1, 'sub…r\n': 1, 'This': 76, 'is': 517, 'bogus': 2, 'attempt': 5, 'legitimize': 1, 'an': 91, 'doesn’t': 26, 'offer': 2, 'real': 16, 'fairness': 3, 'due': 10, '…r\n': 12, '@RepLeeZeldin:': 6, 'just': 97, 'introduced': 1, 'fatally': 1, 'flawed': 1, 'Just': 28, 'another': 20, 'awful': 2, 'misstep': 1, 'by': 143, 'House': 58, 'Dems': 35, 'circus': 2, '@CoachUrbanMeyer:': 1, '🇺🇸': 5, 'God': 5, 'bless': 4, 'incredible': 12, 'Men': 1, 'Women': 3, 'who': 85, 'serve': 1, 'our': 165, 'country': 17, 'America': 30, 'Justice': 19, 'served!': 1, 'co/2LmEC…r\n': 1, 'Nervous': 4, 'doing': 47, 'everything': 15, 'possible': 8, 'destroy': 10, 'Republican': 42, 'Party': 30, 'Our': 18, 'Polls': 4, 'show': 14, 'it': 181, 'be': 203, 'opposite': 1, 'The': 269, 'Do': 52, 'Nothing': 47, 'will': 160, 'lose': 9, 'many': 55, 'seats': 1, '2020': 16, 'They': 83, 'Death': 1, 'Wish': 1, 'led': 3, 'corrupt': 11, 'politician': 4, 'Schiff!r\n': 1, '“Over': 1, 'Europe': 9, 'Japan': 4, 'NEGATIVE': 1, 'RATES': 1, 'get': 55, 'paid': 9, 'borrow': 3, 'money': 15, 'Don’t': 8, 'we': 106, 'follow': 3, 'competitors?”': 1, '@Varneyco': 2, 'Yes': 2, 'do': 64, 'Fed': 8, 'clue!': 1, 'We': 73, 'unlimited': 2, 'potential': 4, 'only': 51, 'held': 8, 'back': 21, 'Federal': 19, 'Reserve': 10, 'But': 21, 'winning': 4, 'anyway!r\n': 1, 'Consumer': 1, 'Confidence': 1, 'number': 10, 'very': 97, 'good': 53, 'Housing': 1, 'sales': 1, 'September': 3, 'up': 97, 'nicely': 3, 'Economy': 16, 'Rocks!r\n': 1, 'A': 64, 'great': 104, 'new': 55, 'book': 17, '“The': 25, 'Plot': 4, 'Against': 5, 'President': 221, 'True': 5, 'Story': 5, 'Of': 4, 'How': 13, 'Congressman': 12, 'Devin': 2, 'Nunez': 1, 'Uncovered': 2, 'Biggest': 2, 'Political': 4, 'Scandal': 2, 'In': 25, 'U': 37, 'S': 37, 'History': 3, '”': 131, 'Shows': 5, 'bad': 30, 'people': 83, 'on': 316, 'other': 55, 'side': 7, 'Check': 3, 'out!r\n': 3, 'confirmed': 3, 'Abu': 2, 'Bakr': 2, 'al-Baghdadi’s': 1, 'one': 44, 'replacement': 1, 'has': 169, 'been': 97, 'terminated': 1, 'American': 65, 'troops': 8, 'Most': 2, 'likely': 1, 'would': 66, 'taken': 11, 'top': 4, 'spot': 2, '-': 49, 'he': 84, 'also': 31, 'Dead!r\n': 1, '95%': 7, 'Approval': 11, 'Rating': 9, 'record': 14, 'Thank': 76, 'you!r\n': 9, 'Supposedly': 1, 'according': 1, 'Corrupt': 19, 'Media': 50, 'Ukraine': 57, 'call': 70, '“concerned”': 1, 'today’s': 2, 'Never': 12, 'Trumper': 4, 'witness': 7, 'Was': 5, 'same': 17, 'I': 283, 'was?': 1, 'Can’t': 7, 'possible!': 1, 'Please': 2, 'ask': 7, 'him': 42, 'read': 19, 'Transcript': 10, 'Witch': 52, 'Hunt!r\n': 10, '@IngrahamAngle:': 8, 'On': 4, 'Inauguration': 4, 'Day': 4, '2017': 3, 'Team': 1, 'zero': 4, 'idea': 8, 'how': 19, 'career': 2, 'staff': 2, 'working': 20, 'inside': 3, 'Admin—WH': 1, 'IC': 3, 'a…r\n': 5, 'When': 18, 'Left': 19, 'loses': 1, 'power': 12, 'answer': 1, 'always': 21, 'limit': 1, 'speech': 6, 'works': 4, 'co/RLVWZIC41dr\n': 1, 'more': 57, 'Trumpers': 2, 'allowed': 8, 'testify': 10, 'about': 94, 'perfectly': 3, 'appropriate': 6, 'phone': 23, 'when': 40, 'anyone': 4, 'READ': 2, 'THE': 41, 'TRANSCRIPT!': 1, 'knew': 13, 'were': 41, 'listening': 7, '(why': 1, 'say': 20, 'something': 14, 'inappropriate?)': 1, 'which': 40, 'was': 188, 'fine': 3, 'me': 56, 'but': 74, 'why': 32, 'so': 68, 'many?r\n': 1, 'hard': 22, 'make': 23, 'everyone': 8, 'forget': 3, 'Best': 3, 'Ever': 1, 'monumental': 1, 'weekend': 1, 'raid': 1, 'Tax': 3, 'Cuts': 3, 'Rebuilding': 1, 'Military': 22, 'etc': 6, 'Impeachment': 38, 'Hoax': 7, 'disgrace': 5, 'Read': 3, 'transcript!r\n': 1, 'Where’s': 5, 'Whistleblower?': 4, 'else': 12, 'made': 46, 'garbage': 3, 'Shifty': 13, 'Trumpers!r\n': 1, 'While': 8, 'continue': 10, 'leak': 4, 'false': 11, 'narratives': 2, 'here’s': 2, 'what': 63, 'actual': 4, 'interviews': 5, 'you:': 1, 'No': 23, 'aid…r\n': 1, '@RepAndyBiggsAZ:': 5, 'undermined': 2, 'unauthorized': 1, 'inquisition': 2, '@POTUS': 14, '@realDonaldTrump': 83, 'the…r\n': 10, '@Chief_Duggan:': 1, 'recognizing': 1, '@theiacp': 1, 'Officer': 1, 'Year': 2, 'finalists': 1, 'heroism': 1, 'commitment': 2, 'keeping': 2, 'communities': 4, 'ship': 4, 'already': 16, 'sailed': 1, 'having': 12, 'transparent': 1, 'poisoned': 1, 'well': 18, 'day': 22, 'Th…r\n': 1, 'suddenly': 1, 'saying': 13, "they'll": 1, 'vote': 29, '“ensure': 1, 'transparency”': 1, 'rich—consider…r\n': 1, '@RepDLamborn:': 1, 'Schiff-style': 1, 'impeachment:': 3, 'hide': 1, 'testimony': 7, 'behind': 8, 'secure': 3, 'doors': 5, 'info': 4, 'vital': 1, 'narrative': 7, 'driving': 5, 'Speaker': 8, 'announcement': 2, 'today': 27, 'acknowledges': 1, 'Schiff’s': 10, 'free-wheeling': 1, 'devoid': 1, 'l…r\n': 2, '@RepDLesko:': 1, 'live': 3, 'look': 24, 'at': 156, 'trying': 33, 'First': 10, 'Russia': 14, 'then': 23, 'obstruction': 4, 'De…r\n': 1, '@LindseyGrahamSC:': 4, 'bit': 3, 'like': 49, 'un-Ringing': 1, 'bell': 1, 'as': 88, 'selectively': 2, 'leaked': 1, 'information': 15, 'order': 16, 'damage': 4, 'P…r\n': 3, '@SteveScalise:': 11, 'let': 15, 'hold': 6, 'secret': 7, 'misleading': 1, 'attack': 14, 'she': 25, 'v…r\n': 1, 'We’ve': 1, 'moving': 6, 'Intelligence': 3, 'Committee': 8, '—': 16, 'taking': 8, 'it…r\n': 1, 'you': 173, 'finally': 9, 'acknowledging': 1, 'fact': 18, 'attempted': 3, 'deceive': 1, 'into': 35, 'th…r\n': 8, 'I’m': 9, 'happy': 3, 'decided': 6, 'open': 4, 'formal': 2, '@re…r\n': 1, '“Democrats': 5, 'counter': 1, 'Republicans': 40, 'complaining': 1, 'because': 38, 'can’t': 18, 'address': 5, 'substance': 2, 'process…r\n': 1, 'Mark': 16, '100%': 8, 'here': 9, 'didn’t': 19, 'know': 26, 'there': 40, 'aid': 4, 'until': 9, 'before': 37, 'released': 9, 'may…r\n': 1, 'says': 13, 'Thu': 1, 'authorize': 2, 'should': 64, 'include': 4, 'minority': 1, 'subpoena': 1, 'ri…r\n': 2, 'magician': 1, 'Taylor’s': 1, '2nd': 8, '3rd': 1, '4th': 1, 'hand': 15, 'claims': 2, 'don’t': 41, 'become': 7, '1st': 3, 'bc': 1, 'slippery': 1, 'fella': 1, 'A…r\n': 2, 'guy': 8, 'Get': 14, 'now!': 6, 'co/hwFtbpbIO0r\n': 1, '@DevinNunes:': 6, 'Congratulations': 22, '\u2066@LeeSmithDC\u2069': 1, 'his': 97, 'President”': 1, '\u2066@foxandfriends\u2069': 1, 'co/7iRZeDmuDwr\n': 1, '@MZHemingway:': 5, '"The': 9, 'President:': 1, 'Nunes': 2, 'in…r\n': 5, 'Correct': 2, 'total': 12, 'scam!': 1, 'co/klpmeAwm03r\n': 1, 'announces': 2, 'they’ll': 1, 'Codifying': 1, 'sham': 3, 'halfway': 1, 'through': 12, 'ma…r\n': 2, 'plan': 3, 'cut': 3, 'members': 5, 'ridiculous': 13, 'unfair': 2, 'biased': 2, 'Only': 7, "Schiff's…r\n": 1, 'Why': 16, 'never': 62, 'heard': 7, 'testifying': 2, 'CALL': 6, 'TRANSCRIPT': 1, 'AND': 11, 'IMPEACHMENT': 1, 'HOAX': 1, 'IS': 11, 'OVER!': 1, 'Ukrain': 1, 'said': 52, 'NO': 17, 'PRESSURE': 3, 'co/VYmW8bYcgSr\n': 1, '@DanScavino:': 10, '“Trump': 2, 'called': 11, 'them': 36, 'he’s': 5, 'getting': 21, 'practically': 2, 'standing': 4, 'ovations': 1, 'Chicago': 1, 'He’s': 5, 't…r\n': 13, '@KerriKupecDOJ:': 1, '@realDonaldTrump:': 73, '“Nationwide': 1, 'injunctions': 1, 'undermine': 2, 'entire': 9, 'immigration': 1, 'system': 2, 'It': 65, 'job': 31, 'judges': 1, 'impose': 1, 'crimes': 7, 'committed': 6, 'totally': 25, 'my': 88, 'convers…r\n': 1, 'Swamp': 1, 'boos': 1, 'while': 19, 'Middle': 10, 'Cheers': 1, '#IngrahamAngle': 1, '\u2066@FoxNews\u2069': 1, 'co/r9tZoxRUYar\n': 1, '@newtgingrich:': 2, 'politicians': 3, 'need': 21, 'briefed': 1, 'military': 8, 'operation': 4, 'young': 3, 'men': 3, '&women': 1, 'risking': 1, 'lives': 10, '@markknoller:': 1, 'Pres': 4, 'denounces': 1, 'attacks': 2, 'police': 3, 'officers': 2, '“An': 1, 'law': 8, 'enforcement': 2, 'Americans': 16, '"': 20, 'And…r\n': 1, '@johncardillo:': 1, "@realDonaldTrump's": 3, 'IACP': 1, 'most': 21, 'pro': 15, 'Law': 5, 'Enforcement': 4, 'platforms': 1, "I've": 3, 'ever': 27, '“This': 8, 'big': 51, 'win': 29, '@nypostr\n': 1, 'conversation': 31, 'Ukrainian': 36, 'together': 8, 'numerous': 4, 'others': 17, 'Shifty’s': 2, 'Impeached': 5, 'worse!r\n': 1, '“There': 3, 'underlying': 1, 'crime': 7, 'transcript': 18, '@IngrahamAngle': 3, 'correct': 4, 'Whistleblower': 32, 'disappeared': 2, 'after': 26, 'Where': 9, 'That': 12, 'Hoax!': 2, 'Doing': 3, 'Nothing!r\n': 1, '“Americans': 2, 'hoax': 3, 'silent': 2, 'coup': 3, 'remove': 2, 'office': 9, 'J': 7, 'Crovatto': 1, 'worry': 3, 'leaker': 3, 'hurt': 8, 'me!r\n': 2, 'Can': 6, 'believe': 14, 'biggest': 5, 'D': 4, 'C': 4, 'upset': 2, 'inform': 1, 'raided': 2, 'killed': 6, '#1': 3, 'terrorist': 2, 'WORLD!?': 1, 'Wouldn’t': 1, 'surprised': 3, 'if': 31, 'Impeach': 3, 'over': 46, 'that!': 3, 'DRAIN': 4, 'SWAMP!!r\n': 1, '@GOPLeader:': 4, 'It’s': 9, '34': 1, 'days': 11, 'unilaterally': 1, 'declared': 2, 'her': 28, 'Today’s': 2, 'backtracking': 1, 'admission': 2, '@Techno_Fog:': 1, '@SidneyPowell1': 1, '@KerriKupecDOJ': 1, 'Lisa': 1, 'Page': 1, 'lied': 3, 'DOJ': 4, 'edits': 1, 'Flynn': 5, '302': 1, '"Page': 1, "didn't": 5, 'recall': 2, 'whether': 5, 'she…r\n': 1, '@scottadamsshow:': 2, 'LIST:': 1, '8': 4, 'Ways': 1, 'Mueller': 10, 'Witchhunt': 1, 'Lying': 1, 'Sham': 1, 'Are': 4, 'Identical': 1, 'Unconstitutional…r\n': 1, 'Crooked': 18, 'Witness': 1, 'Bill': 3, 'Taylor': 3, 'Led': 2, 'Delegation': 1, 'Group': 1, 'Advised': 1, 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In [20]:
## 5.27

## frequencies of words
frequencies = list( words.values() )
frequencies.sort()
frequencies[-10] ## 10th most highest frequency

for word, frequency in words.items():
    if frequency >= frequencies[-10]:
        print( word, frequency )
RT 625
a 576
 4238
to 940
the 1628
of 659
https://t 589
and 762
in 488
is 517
In [21]:
## 5.28

for line in open('candidates_tweets.txt'):
    
    words = {}
    
    line = line.replace(',', ' ') ## cleaning the data sligtly by removing . and ,
    line = line.replace('.', ' ')
    for word in line.split(' '):
        if word not in words:
            words[ word ] = 0
            
        words[ word ] = words[ word ] + 1
        
    print( words )
    
## removed ten most common

most_common_words = ["RT", "a", "for", "to", "the", "of", "and", "that", "in", "is"] ## from exercise 5.27; you could put them on list there

for line in open('candidates_tweets.txt'):
    
    words = {}
    
    line = line.replace(',', ' ') ## cleaning the data sligtly by removing . and ,
    line = line.replace('.', ' ')
    for word in line.split(' '):
        if word not in most_common_words:
            if word not in words:
                words[ word ] = 0

            words[ word ] = words[ word ] + 1
        
    print( words )
{'RT': 1, '@RepMarkMeadows:': 1, 'Democrats': 1, 'go': 1, '4+': 1, 'weeks': 1, 'with': 2, 'a': 2, 'secretive': 1, '': 2, 'free': 1, 'for': 1, 'all': 1, 'no': 1, 'rules': 1, 'impeachment': 1, 'process—and': 1, 'now': 1, 'try': 1, 'to': 1, 'save': 1, 'face': 1, 'shor…r\n': 1}
{'RT': 1, '@GOPoversight:': 1, 'Days': 1, 'since': 1, '@RepAdamSchiff': 1, 'learned': 1, 'the': 2, 'identity': 1, 'of': 1, 'whistleblower:': 1, '78': 1, 'https://t': 1, 'co/YKSa5rpGPsr\n': 1}
{'RT': 1, '@RepMattGaetz:': 1, 'MUST-READ:': 1, '"Gaetz:': 1, "'Donald": 1, 'Trump': 1, 'Is': 2, 'Innocent': 1, '': 2, 'and': 1, 'the': 1, 'Deep': 1, 'State': 1, 'Guilty\'"': 1, 'https://t': 1, 'co/FXSdXJjLS2r\n': 1}
{'RT': 1, '@RepDougCollins:': 1, 'Adam': 1, 'Schiff': 1, 'wants': 1, 'to': 1, 'impeach': 1, '@RealDonaldTrump': 1, 'for': 1, 'not': 1, 'going': 1, 'along': 1, 'with': 1, 'the': 1, '“impeachment”': 1, 'inquiry': 1, 'that': 1, 'even': 1, 'Democrats': 1, 'ha…r\n': 1}
{'RT': 1, '@RepGregPence:': 1, 'After': 1, 'seven': 1, 'weeks': 1, 'of': 1, 'running': 1, 'a': 1, 'communist-style': 1, '': 1, 'ultra-partisan': 1, 'effort': 1, 'to': 1, 'undo': 1, 'the': 2, '2016': 1, 'election': 1, 'results': 1, 'under': 1, 'disguis…r\n': 1}
{'RT': 1, '@RepJeffDuncan:': 1, 'Now': 1, 'Pelosi': 1, '&': 2, 'Schiff': 1, 'want': 1, 'to': 1, 'pretend': 1, 'they': 2, 'are': 1, 'being': 1, 'transparent—after': 1, 'corrupted': 1, 'tainted': 1, 'the': 1, 'process': 1, 'for': 1, 'weeks': 1, 'in': 1, 's…r\n': 1}
{'RT': 1, '@RepGosar:': 1, 'Nancy': 1, "Pelosi's": 1, 'impeachment': 1, 'resolution': 1, 'further': 1, 'restricts': 1, 'the': 1, 'participation': 1, 'of': 2, 'duly': 1, 'elected': 1, 'Members': 1, 'Congress': 1, 'from': 1, 'their': 1, 'part…r\n': 1}
{'RT': 1, '@CongressmanHice:': 1, 'Once': 1, 'again': 1, '': 1, '@SpeakerPelosi': 1, 'proves': 1, 'that': 1, 'Democrats': 1, 'have': 1, 'no': 1, 'intention': 1, 'of': 1, 'giving': 1, '@realdonaldtrump': 1, 'a': 1, 'fair': 1, 'shake': 1, 'in': 1, 'this': 1, '"im…r\n': 1}
{'RT': 1, '@Jim_Jordan:': 1, 'Dems’': 1, 'impeachment': 1, 'resolution:': 1, '': 1, '-Cuts': 1, 'Oversight': 1, 'and': 1, 'Foreign': 1, 'Affairs': 1, 'out': 1, 'of': 1, 'public': 1, 'hearings': 1, '-Pretends': 1, 'to': 1, 'give': 1, '@DevinNunes': 1, 'sub…r\n': 1}
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{'Just': 1, 'spoke': 1, 'Governor': 1, '@HenryMcMaster': 1, 'South': 2, 'Carolina': 2, 'regarding': 1, 'Hurricane': 1, 'Dorian': 1, '': 3, 'I': 1, 'informed': 1, 'Henry': 1, 'we': 2, 'are': 2, 'monitoring': 1, 'stand': 1, 'by': 1, 'ready': 1, 'assist': 1, 'Be': 1, 'safe': 1, 'everyone': 1, 'totally': 1, 'with': 1, 'you!r\n': 1}
{'Just': 1, 'talked': 1, 'Governor': 1, 'Roy': 1, 'Cooper': 1, 'North': 2, 'Carolina': 2, 'as': 1, 'Hurricane': 1, 'Dorian': 1, 'ominously': 1, 'comes': 1, 'up': 1, 'East': 1, 'Coast': 1, '': 5, 'We': 2, 'are': 3, 'monitoring': 1, 'it': 1, 'at': 2, '@WhiteHouse': 1, 'ready': 1, 'assist': 1, 'via': 1, 'our': 1, 'great': 1, 'team': 1, 'over': 1, '@FEMA': 1, 'who': 1, 'already': 1, 'on': 1, 'site': 1, 'with': 1, 'you': 1, 'all': 1, 'way': 1, 'BE': 1, 'SAFE!r\n': 1}
{'@NHC_Atlantic:': 1, 'Here': 1, 'are': 1, '5pm': 1, 'EDT': 1, 'Key': 1, 'Messages': 1, 'on': 1, 'Hurricane': 1, '#Dorian': 1, '': 1, 'Life-threatening': 1, 'storm': 1, 'surge': 1, 'dangerous': 1, 'winds': 1, 'flash': 1, 'floodi…r\n': 1}
{'I': 1, 'was': 2, 'with': 1, 'you': 1, 'all': 1, 'way': 1, 'Alabama': 1, '': 1, 'The': 1, 'Fake': 1, 'News': 1, 'Media': 1, 'not!': 1, 'https://t': 1, 'co/gO5pwahaj9r\n': 1}
{'Just': 1, 'as': 1, 'I': 1, 'said': 1, '': 2, 'Alabama': 1, 'was': 1, 'originally': 1, 'projected': 1, 'be': 1, 'hit': 1, 'The': 1, 'Fake': 1, 'News': 1, 'denies': 1, 'it!': 1, 'https://t': 1, 'co/elJ7ROfm2pr\n': 1}
{'@NWSColumbia:': 1, '[Sep': 1, '5': 1, '': 2, '1`:25': 1, 'PM]': 1, '-': 1, 'Winds': 1, 'are': 1, 'picking': 1, 'back': 1, 'up': 1, '@NOAABuoyData': 1, '#41004': 1, '47': 1, 'miles': 1, 'SE': 1, 'from': 1, 'Charleston': 1, 'as': 1, "#Dorian's": 1, 'eye': 1, 'moves': 1, 'awa…r\n': 1}
{'@NHC_Atlantic:': 1, 'Here': 1, 'are': 1, '11': 1, 'am': 1, 'EDT': 1, 'key': 1, 'messages': 1, 'on': 1, 'Hurricane': 1, '#Dorian': 1, '': 2, 'The': 1, 'latest': 1, 'full': 1, 'advisory': 1, 'always': 1, 'available': 1, 'at': 1, 'https://t': 1, 'co/t…r\n': 1}
{'': 6, 'His': 1, 'dedication': 1, 'Israel': 2, 'seeking': 1, 'peace': 1, 'between': 1, 'Palestinians': 1, 'won’t': 1, 'be': 2, 'forgotten': 1, 'He': 1, 'will': 1, 'missed': 1, 'Thank': 1, 'you': 1, 'Jason!r\n': 1}
{'After': 1, 'almost': 1, '3': 1, 'years': 1, 'my': 1, 'Administration': 1, '': 5, 'Jason': 2, 'Greenblatt': 1, 'will': 1, 'be': 1, 'leaving': 1, 'pursue': 1, 'work': 1, 'private': 1, 'sector': 1, 'has': 1, 'been': 1, 'loyal': 1, 'great': 1, 'friend': 1, 'fantastic': 1, 'lawyer': 1, 'r\n': 1}
{'Really': 1, 'Good': 1, 'Jobs': 1, 'Numbers!r\n': 1}
{'Alabama': 1, 'was': 1, 'going': 1, 'be': 1, 'hit': 1, 'or': 1, 'grazed': 1, '': 3, 'then': 1, 'Hurricane': 1, 'Dorian': 1, 'took': 1, 'different': 1, 'path': 1, '(up': 1, 'along': 1, 'East': 1, 'Coast)': 1, 'The': 1, 'Fake': 2, 'News': 1, 'knows': 1, 'this': 1, 'very': 1, 'well': 1, 'That’s': 1, 'why': 1, 'they’re': 1, 'News!r\n': 1}
{'': 8, 'said': 1, 'what': 1, 'she': 2, 'did': 1, 'even': 1, 'being': 1, 'on': 1, 'much': 1, 'higher': 1, 'rated': 1, 'show': 1, 'would': 1, 'have': 1, 'been': 1, 'thrown': 1, 'off': 1, 'television': 1, 'Will': 1, 'Fake': 1, 'News': 1, 'NBC': 1, 'allow': 1, 'McCarthy': 1, 'style': 1, 'Racist': 1, 'continue?': 1, 'ABC': 1, 'fired': 1, 'Roseanne': 1, 'Watch': 1, 'double': 1, 'standard!r\n': 1}
{'Bad': 1, '“actress”': 1, 'Debra': 1, 'The': 1, 'Mess': 1, 'Messing': 1, 'hot': 1, 'water': 1, '': 7, 'She': 1, 'wants': 1, 'create': 1, '“Blacklist”': 1, 'Trump': 1, 'supporters': 1, '&': 1, 'being': 3, 'accused': 2, 'McCarthyism': 1, 'Is': 1, 'also': 1, 'Racist': 1, 'because': 1, 'terrible': 1, 'things': 1, 'she': 1, 'said': 1, 'about': 1, 'blacks': 1, 'mental': 1, 'illness': 1, 'If': 1, 'Roseanne': 1, 'Barr': 1, 'r\n': 1}
{'@NHC_Atlantic:': 1, 'Beyond': 1, 'Hurricane': 1, '#Dorian': 1, 'TS': 1, '#Gabrielle': 1, '': 1, "we're": 1, 'monitoring': 1, '3': 1, 'other': 1, 'disturbances': 1, 'with': 1, 'low': 1, 'chance': 1, 'becoming': 1, 'tropical…r\n': 1}
{'@NWSWilmingtonNC:': 1, 'Video': 2, 'tornado': 1, 'passing': 1, 'near': 2, 'Pender': 1, 'County': 1, 'Fire': 1, 'Station': 1, '18': 1, 'along': 1, 'Highway': 1, '17': 1, 'Sidbury': 1, 'Rd': 1, '': 1, 'courtesty': 1, 'Sta…r\n': 1}
{'@NHC_Atlantic:': 1, '7': 1, 'AM': 1, 'EDT': 1, 'Tropical': 2, 'Cyclone': 1, 'Update': 1, 'Hurricane': 1, '#Dorian:': 1, 'Storm': 1, 'Conditions': 1, 'Occurring': 1, 'Along': 1, 'Portions': 1, 'South': 1, 'C…r\n': 1}
{'@DaveNYviii:': 1, 'President': 1, 'Trump': 1, 'Border': 1, 'Update': 1, '': 2, '500': 1, 'Miles': 1, 'Wall': 1, 'Complete': 1, 'by': 2, 'Close': 1, '2020': 1, 'Irregular': 1, 'Migration': 1, 'Reduced': 1, '50%': 1, '#BuildTheWal…r\n': 1}
{'@realDonaldTrump:': 1, 'This': 1, 'was': 1, 'originally': 1, 'projected': 1, 'path': 1, 'Hurricane': 1, 'its': 1, 'early': 1, 'stages': 1, '': 2, 'As': 1, 'you': 1, 'can': 1, 'see': 1, 'almost': 1, 'all': 1, 'models': 1, 'predict…r\n': 1}
{'': 11, 'Instead': 1, 'it': 3, 'turned': 1, 'North': 1, 'went': 1, 'up': 1, 'coast': 1, 'where': 1, 'continues': 1, 'now': 1, 'In': 2, 'one': 1, 'model': 1, 'through': 1, 'Florida': 1, 'Great': 1, 'State': 1, 'Alabama': 1, 'would': 1, 'have': 1, 'been': 1, 'hit': 1, 'or': 1, 'grazed': 1, 'path': 1, 'took': 1, 'no': 1, 'Read': 1, 'my': 1, 'FULL': 1, 'FEMA': 1, 'statement': 1, 'What': 1, 'I': 1, 'said': 1, 'was': 1, 'accurate!': 1, 'All': 1, 'Fake': 1, 'News': 1, 'order': 1, 'demean!r\n': 1}
{'In': 1, 'early': 1, 'days': 1, 'hurricane': 1, '': 6, 'when': 1, 'it': 3, 'was': 1, 'predicted': 1, 'Dorian': 1, 'would': 2, 'go': 1, 'through': 2, 'Miami': 1, 'or': 1, 'West': 1, 'Palm': 1, 'Beach': 1, 'even': 1, 'before': 1, 'reached': 1, 'Bahamas': 1, 'certain': 1, 'models': 1, 'strongly': 1, 'suggested': 1, 'Alabama': 1, '&': 2, 'Georgia': 1, 'be': 1, 'hit': 1, 'as': 1, 'made': 1, 'its': 1, 'way': 1, 'Florida': 1, 'Gulf': 1, 'r\n': 1}
{'@militarykind:': 1, 'The': 1, 'announcer': 1, "couldn't": 1, 'even': 1, 'get': 1, 'through': 1, 'his': 1, 'speech': 1, 'without': 1, 'choking': 1, 'up': 1, 'this': 1, 'sweet': 1, 'Army': 1, 'mom': 1, 'homecoming': 1, '❤️⚾️🇺🇸': 1, 'https://t…r\n': 1}
In [22]:
## 5.29

degrees = {}


for line in open ('network.txt'):
    
    node1 = line.split('-')[0].strip()
    if node1 not in degrees:
        degrees[ node1 ] = 0
        
    degrees[ node1 ] = degrees[ node1 ] + 1
    
    node2 = line.split('-')[1].strip()
    if node2 not in degrees:
        degrees[ node2 ] = 0
    
    if node1 != node2: ## for self-directed network, let's not count the network twice
        degrees[ node2 ] = degrees[ node2 ] + 1
    
for node_name , degree_value in degrees.items():
    print ( node_name , 'has a degree of:', degree_value )
C has a degree of: 5
A has a degree of: 6
F has a degree of: 6
B has a degree of: 5
E has a degree of: 6
G has a degree of: 6
D has a degree of: 6
In [23]:
## 5.30

interested_nodes = ['A', 'B', 'C']

for line in open ('network.txt'):
    
    node1 = line.split('-')[0].strip()
    node2 = line.split('-')[1].strip()
    
    if node1 in interested_nodes and node2 in interested_nodes:
        print( node1, node2 )
C A
B A
In [24]:
## 5.31

edgelist = {}

for line in open ('network.txt'):
    
    node1 = line.split('-')[0].strip()
    node2 = line.split('-')[1].strip()
    
    if node1 not in edgelist:
        edgelist[ node1 ] = []
        
    edgelist[ node1 ].append( node2 )
    
print( edgelist )
{'C': ['A', 'E'], 'F': ['B', 'A', 'G', 'D', 'C'], 'E': ['F', 'B'], 'G': ['E', 'D', 'C', 'A'], 'B': ['A', 'G'], 'D': ['C', 'A', 'B', 'E'], 'A': ['E']}
In [25]:
## 5.32

nodes_visited = []
nodes_to_be_visited = ['A']

while len( nodes_to_be_visited ) > 0:
    current_node = nodes_to_be_visited[0]
    nodes_visited.append( current_node )
    connected_nodes = edgelist[ current_node ] ## from exercise 5.31
    for node in connected_nodes:
        if node not in nodes_visited and node not in nodes_to_be_visited:
            nodes_to_be_visited.append( node )
    nodes_to_be_visited.remove( current_node )

print( nodes_visited )
['A', 'E', 'F', 'B', 'G', 'D', 'C']
In [ ]:
 
In [ ]: