import pandas as pd
import pickle as pkl
from tqdm import tqdm
import re
# packages required for NLTK and others
import nltk
from nltk.corpus import stopwords
from nltk import tokenize, stem
from tensorflow.keras.preprocessing.text import Tokenizer
import numpy as np
import re
import string
from nltk.probability import FreqDist
from nltk.tokenize import word_tokenize
from nltk.stem import WordNetLemmatizer
import contractions
import os
from collections import Counter
df = pd.read_csv('./Data Mining Assignment #2/train_data.csv')
df = df.groupby("Type").sample(n=1000, random_state=1)
df.head()
| New_Sentence | Type | |
|---|---|---|
| 44744 | YOU MUST HAVEBachelors Degree in a technical (... | Education |
| 38022 | Exposure to all stages of the software lifecy... | Education |
| 19633 | his is a dummy block of text And this is repre... | Education |
| 24126 | HTSIND2022 Bachelors/Masters degree in Electr... | Education |
| 45257 | BS/BA/Masters degree in engineering, science ... | Education |
# Text pre-processing
# stopwords = nltk.corpus.stopwords.words('english')
df['New_Sentence'] = df['New_Sentence'].astype(str)
# Convert text to lowercase
df['New_Sentence'] = df['New_Sentence'].apply(lambda x: x.lower())
# df['New_Sentence'] = df['New_Sentence'].apply(lambda x: ' '.join([word for word in x.split() if word not in (stopwords)]))
df['New_Sentence'] = df['New_Sentence'].str.replace(r'[^a-zA-Z.,!?/:;\"\'\s]', "")
# Replace empty strings with Null
df['New_Sentence'].replace('', np.nan, inplace = True)
df['New_Sentence'] = df['New_Sentence'].str.replace('[^\w\s]','')
# Drop Null values
df = df.dropna()
C:\Users\M61\Anaconda3\envs\myenv\lib\site-packages\ipykernel_launcher.py:11: FutureWarning: The default value of regex will change from True to False in a future version. # This is added back by InteractiveShellApp.init_path() C:\Users\M61\Anaconda3\envs\myenv\lib\site-packages\ipykernel_launcher.py:16: FutureWarning: The default value of regex will change from True to False in a future version. app.launch_new_instance()
df.head()
| New_Sentence | Type | |
|---|---|---|
| 44744 | you must havebachelors degree in a technical i... | Education |
| 38022 | exposure to all stages of the software lifecy... | Education |
| 19633 | his is a dummy block of text and this is repre... | Education |
| 24126 | htsind bachelorsmasters degree in electricale... | Education |
| 45257 | bsbamasters degree in engineering science or ... | Education |
# splitting the data into three sets
train, dev, test = \
np.split(df.sample(frac=1, random_state=42),
[int(.6*len(df)), int(.8*len(df))])
# checking the shape of each set
train.shape, dev.shape, test.shape
((3600, 2), (1200, 2), (1200, 2))
train['Type'].nunique(), dev['Type'].nunique(), test['Type'].nunique()
(6, 6, 6)
def tokenize(string):
return re.compile('\w+').findall(string)
def word_freq(string):
text = tokenize(string.lower())
c = Counter(text) # count the words
return (c, dict(c)) # return a tuple of counted words and letters
c, words = word_freq(' '.join(map(str, df['New_Sentence']))) # count and get dicts with counts
sumWords = sum(words.values()) # sum total words
# calc / print probability of word
for w in words:
print("Probability of '{}': {}".format(w, words[w]/sumWords))
Probability of 'you': 0.002697245272451251 Probability of 'must': 0.0025793329108140376 Probability of 'havebachelors': 0.0003684761301162911 Probability of 'degree': 0.009713030789865433 Probability of 'in': 0.03134994915029404 Probability of 'a': 0.014370569074535352 Probability of 'technical': 0.0038174127080047755 Probability of 'it': 0.001857119695786107 Probability of 'or': 0.016581425855233096 Probability of 'business': 0.007222132150279305 Probability of 'field': 0.0025056376847907794 Probability of 'exposure': 0.0003537370849116394 Probability of 'to': 0.023626689463056582 Probability of 'all': 0.0014149483396465577 Probability of 'stages': 8.843427122790986e-05 Probability of 'of': 0.029183309505210253 Probability of 'the': 0.017112031482600557 Probability of 'software': 0.0029772871313396318 Probability of 'lifecycle': 0.0004274323109348976 Probability of 'including': 0.0023435081875396112 Probability of 'requirements': 0.0019750320574233203 Probability of 'gathering': 0.00023582472327442628 Probability of 'documentation': 0.0005453446725721108 Probability of 'approach': 0.0002947809040930328 Probability of 'functional': 0.001120167435553525 Probability of 'specification': 8.843427122790986e-05 Probability of 'detailed': 0.0002653028136837296 Probability of 'design': 0.0028741138149070704 Probability of 'his': 0.0011643845711674797 Probability of 'is': 0.005571359087358321 Probability of 'dummy': 0.0011349064807581765 Probability of 'block': 0.0011496455259628281 Probability of 'text': 0.0011791236163721313 Probability of 'and': 0.05163087535189471 Probability of 'this': 0.002137161554674488 Probability of 'representing': 0.0011496455259628281 Probability of 'nothing': 0.0011349064807581765 Probability of 'htsind': 1.4739045204651643e-05 Probability of 'bachelorsmasters': 7.36952260232582e-05 Probability of 'electricalelectronic': 1.4739045204651643e-05 Probability of 'engineering': 0.008754992851563075 Probability of 'bsbamasters': 1.4739045204651643e-05 Probability of 'science': 0.0033605023066605746 Probability of 'advanced': 0.0012233407519860863 Probability of 'management': 0.007413739737939776 Probability of 'preferred': 0.0023435081875396112 Probability of 'diploma': 0.0005306056273674592 Probability of 'computer': 0.0029920261765442836 Probability of 'electronics': 0.0006779960794139755 Probability of 'information': 0.0018423806505814553 Probability of 'technology': 0.0021224225094698367 Probability of 'related': 0.003080460447772193 Probability of 'disciplines': 0.0001473904520465164 Probability of 'such': 0.0016802511533302873 Probability of 'as': 0.005291317228469939 Probability of 'process': 0.0022845520067210044 Probability of 'indicative': 1.4739045204651643e-05 Probability of 'qualifications': 0.0004274323109348976 Probability of 'only': 5.895618081860657e-05 Probability of 'candidates': 0.00028004185888838123 Probability of 'with': 0.016625642990847053 Probability of 'greater': 7.36952260232582e-05 Probability of 'years': 0.01319144545816322 Probability of 'experience': 0.02476159594381476 Probability of 'demonstrated': 0.0011054283903488731 Probability of 'capabilities': 0.0002947809040930328 Probability of 'andor': 0.0014739045204651643 Probability of 'readiness': 1.4739045204651643e-05 Probability of 'lieu': 0.00023582472327442628 Probability of 'will': 0.002653028136837296 Probability of 'be': 0.003463675623093136 Probability of 'considered': 0.00011791236163721314 Probability of 'well': 0.0009432988930977051 Probability of 'human': 0.0003242589945023361 Probability of 'resources': 0.0004274323109348976 Probability of 'certifications': 0.0003537370849116394 Probability of 'required': 0.0020339882382419266 Probability of 'no': 7.36952260232582e-05 Probability of 'rpa': 8.843427122790986e-05 Probability of 'tool': 0.0005011275369581559 Probability of 'certification': 0.001400209294441906 Probability of 'blue': 2.9478090409303285e-05 Probability of 'prism': 2.9478090409303285e-05 Probability of 'accredited': 0.0005306056273674592 Probability of 'developer': 0.00044217135613954927 Probability of 'ad': 1.4739045204651643e-05 Probability of 'professional': 0.0008843427122790985 Probability of 'apd': 1.4739045204651643e-05 Probability of 'pega': 0.00010317331643256149 Probability of 'certified': 0.0003684761301162911 Probability of 'robotics': 2.9478090409303285e-05 Probability of 'system': 0.0016360340177163323 Probability of 'architect': 0.0002653028136837296 Probability of 'preferably': 0.0007074741698232788 Probability of 'systems': 0.003493153713502439 Probability of 'fields': 0.0001768685424558197 Probability of 'equivalent': 0.0019160758766047135 Probability of 'vue': 1.4739045204651643e-05 Probability of 'js': 7.36952260232582e-05 Probability of 'compliance': 0.0007516913054372337 Probability of 'honeywell': 0.0008990817574837502 Probability of 'policies': 0.00022108567806977463 Probability of 'hse': 0.00025056376847907793 Probability of 'hr': 0.0004569104013442009 Probability of 'legal': 0.00010317331643256149 Probability of 'intellectual': 2.9478090409303285e-05 Probability of 'property': 5.895618081860657e-05 Probability of 'protection': 7.36952260232582e-05 Probability of 'integrity': 0.0001768685424558197 Probability of 'codes': 5.895618081860657e-05 Probability of 'conduct': 0.00022108567806977463 Probability of 'abgeschlossenes': 4.421713561395493e-05 Probability of 'studium': 4.421713561395493e-05 Probability of 'der': 0.00039795422052559437 Probability of 'ingenieurwissenschaften': 1.4739045204651643e-05 Probability of 'fachrichtung': 2.9478090409303285e-05 Probability of 'verfahrenstechnik': 2.9478090409303285e-05 Probability of 'oder': 0.0002653028136837296 Probability of 'chemieingenieurwesen': 1.4739045204651643e-05 Probability of 'bachelors': 0.005320795318879243 Probability of 'high': 0.0012233407519860863 Probability of 'school': 0.0003537370849116394 Probability of 'general': 0.0003832151753209427 Probability of 'education': 0.0005600837177767625 Probability of 'wireless': 7.36952260232582e-05 Probability of 'engineer': 0.0005158665821628075 Probability of 'responsible': 0.0007959084410511887 Probability of 'for': 0.007030524562618833 Probability of 'guaranteeing': 1.4739045204651643e-05 Probability of 'mobility': 5.895618081860657e-05 Probability of 'products': 0.0010464722095302667 Probability of 'comply': 2.9478090409303285e-05 Probability of 'regulatory': 0.00023582472327442628 Probability of 'country': 2.9478090409303285e-05 Probability of 'cellular': 1.4739045204651643e-05 Probability of 'network': 0.0005748227629814141 Probability of 'carrier': 1.4739045204651643e-05 Probability of 'intended': 2.9478090409303285e-05 Probability of 'markets': 0.00020634663286512298 Probability of 'basic': 0.0005453446725721108 Probability of 'finance': 0.0012970359780093445 Probability of 'accounting': 0.0006927351246186273 Probability of 'closely': 0.0004569104013442009 Probability of 'major': 0.00025056376847907793 Probability of 'designation': 1.4739045204651643e-05 Probability of 'application': 0.001238079797190738 Probability of 'sr': 0.00022108567806977463 Probability of 'engineeringelectronicphysics': 1.4739045204651643e-05 Probability of 'associate': 0.00020634663286512298 Probability of 'bachelor': 0.0007664303506418854 Probability of 'mechanical': 0.0012675578876000413 Probability of 'aerospace': 0.0007369522602325821 Probability of 'certificacixfn': 4.421713561395493e-05 Probability of 'en': 0.0006043008533907174 Probability of 'green': 0.00028004185888838123 Probability of 'belt': 0.0003684761301162911 Probability of 'lean': 0.0002653028136837296 Probability of 'manufacturing': 0.0012675578876000413 Probability of 'have': 0.0025793329108140376 Probability of 'minimum': 0.003065721402567542 Probability of 'completed': 0.0001768685424558197 Probability of 'bsc': 4.421713561395493e-05 Probability of 'equal': 1.4739045204651643e-05 Probability of 'welcome': 1.4739045204651643e-05 Probability of 'day': 0.0001326514068418648 Probability of 'buddy': 2.9478090409303285e-05 Probability of 'program': 0.0013412531136232995 Probability of 'new': 0.001326514068418648 Probability of 'joiners': 2.9478090409303285e-05 Probability of 'monthly': 0.00022108567806977463 Probability of 'get': 0.00025056376847907793 Probability of 'together': 5.895618081860657e-05 Probability of 'relaxed': 1.4739045204651643e-05 Probability of 'atmosphere': 2.9478090409303285e-05 Probability of 'statistics': 0.00020634663286512298 Probability of 'applied': 0.00022108567806977463 Probability of 'mathematics': 0.00016212949725116806 Probability of 'master': 0.000619039898595369 Probability of 'job': 0.0007074741698232788 Probability of 'ged': 0.0001326514068418648 Probability of 'any': 0.0007369522602325821 Probability of 'electrical': 0.0015918168821023775 Probability of 'security': 0.0016802511533302873 Probability of 'pursuing': 7.36952260232582e-05 Probability of 'masters': 0.0012528188423953897 Probability of 'technische': 4.421713561395493e-05 Probability of 'ausbildung': 8.843427122790986e-05 Probability of 'zb': 1.4739045204651643e-05 Probability of 'elektroniker': 1.4739045204651643e-05 Probability of 'fxfcr': 0.0001326514068418648 Probability of 'ger': 1.4739045204651643e-05 Probability of 'und': 0.0007074741698232788 Probability of 'systeme': 1.4739045204651643e-05 Probability of 'vergleichbare': 5.895618081860657e-05 Probability of 'mit': 7.36952260232582e-05 Probability of 'relevanter': 1.4739045204651643e-05 Probability of 'min': 0.00023582472327442628 Probability of 'name': 0.0001473904520465164 Probability of 'phd': 0.0003242589945023361 Probability of 'materials': 0.0004569104013442009 Probability of 'physics': 0.0003389980397069878 Probability of 'six': 0.0004569104013442009 Probability of 'sigma': 0.0004274323109348976 Probability of 'mba': 0.0005895618081860657 Probability of 'requirement': 0.0002947809040930328 Probability of 'coordination': 0.00020634663286512298 Probability of 'maintaining': 0.0002653028136837296 Probability of 'traceability': 4.421713561395493e-05 Probability of 'matrix': 0.0001768685424558197 Probability of 'we': 0.0009727769835070084 Probability of 'valuemasters': 2.9478090409303285e-05 Probability of 'ittechnical': 2.9478090409303285e-05 Probability of 'an': 0.0036552832107536073 Probability of 'emphasis': 0.0001768685424558197 Probability of 'on': 0.005143926776423423 Probability of 'hardware': 0.0006337789438000207 Probability of 'quality': 0.0012233407519860863 Probability of 'background': 0.0006043008533907174 Probability of 'nan': 0.0015475997464884225 Probability of 'hold': 0.00011791236163721314 Probability of 'above': 0.0002947809040930328 Probability of 'chemical': 0.0006927351246186273 Probability of 'economics': 0.00019160758766047136 Probability of 'other': 0.0019602930122186685 Probability of 'highly': 0.000663257034209324 Probability of 'analytical': 0.0012233407519860863 Probability of 'tech': 0.00020634663286512298 Probability of 'debt': 1.4739045204651643e-05 Probability of 'area': 0.0005158665821628075 Probability of 'btech': 8.843427122790986e-05 Probability of 'stem': 0.0001473904520465164 Probability of 'itil': 0.00010317331643256149 Probability of 'educationcertifications': 4.421713561395493e-05 Probability of 'cissp': 8.843427122790986e-05 Probability of 'csslp': 5.895618081860657e-05 Probability of 'ceh': 4.421713561395493e-05 Probability of 'administration': 0.0007222132150279304 Probability of 'educationtrainingwork': 1.4739045204651643e-05 Probability of 'safety': 0.0005158665821628075 Probability of 'fscsm': 1.4739045204651643e-05 Probability of 'banking': 0.00011791236163721314 Probability of 'corporate': 0.00023582472327442628 Probability of 'applications': 0.001311775023213996 Probability of 'like': 0.0009727769835070084 Probability of 'payments': 7.36952260232582e-05 Probability of 'swift': 4.421713561395493e-05 Probability of 'account': 0.00044217135613954927 Probability of 'transfer': 8.843427122790986e-05 Probability of 'telegraphic': 1.4739045204651643e-05 Probability of 'rtgs': 1.4739045204651643e-05 Probability of 'incomingoutgoing': 1.4739045204651643e-05 Probability of 'payroll': 5.895618081860657e-05 Probability of 'cheques': 1.4739045204651643e-05 Probability of 'fast': 0.0001768685424558197 Probability of 'giro': 1.4739045204651643e-05 Probability of 'chemistry': 0.00023582472327442628 Probability of 'data': 0.0036552832107536073 Probability of 'control': 0.001326514068418648 Probability of 'theory': 7.36952260232582e-05 Probability of 'pmp': 0.0003095199492976845 Probability of 'csm': 5.895618081860657e-05 Probability of 'good': 0.002225595825902398 Probability of 'but': 0.0003389980397069878 Probability of 'optional': 1.4739045204651643e-05 Probability of 'electricalsystemscomputer': 1.4739045204651643e-05 Probability of 'mis': 8.843427122790986e-05 Probability of 'combination': 0.00019160758766047136 Probability of 'salesforce': 0.0003389980397069878 Probability of 'marketing': 0.0011643845711674797 Probability of 'key': 0.001282296932804693 Probability of 'responsibilities': 0.0004569104013442009 Probability of 'perform': 0.0004274323109348976 Probability of 'review': 0.00041269326573024597 Probability of 'acceptability': 1.4739045204651643e-05 Probability of 'destructive': 1.4739045204651643e-05 Probability of 'physical': 0.00022108567806977463 Probability of 'analysis': 0.001532860701283771 Probability of 'dpa': 1.4739045204651643e-05 Probability of 'accordance': 7.36952260232582e-05 Probability of 'military': 8.843427122790986e-05 Probability of 'specifications': 0.0002947809040930328 Probability of 'eg': 0.0007074741698232788 Probability of 'milstd': 1.4739045204651643e-05 Probability of 'studies': 0.00016212949725116806 Probability of 'from': 0.0017097292437395905 Probability of 'abet': 0.00025056376847907793 Probability of 'associates': 0.00023582472327442628 Probability of 'computerrelated': 2.9478090409303285e-05 Probability of 'work': 0.004804928736716435 Probability of 'jstd': 1.4739045204651643e-05 Probability of 'valuedegree': 2.9478090409303285e-05 Probability of 'industries': 0.00025056376847907793 Probability of 'consulting': 0.000663257034209324 Probability of 'top': 0.0001326514068418648 Probability of 'firm': 0.0001768685424558197 Probability of 'combined': 7.36952260232582e-05 Probability of 'bb': 0.00020634663286512298 Probability of 'industrial': 0.000663257034209324 Probability of 'diversified': 4.421713561395493e-05 Probability of 'dfss': 2.9478090409303285e-05 Probability of 'businessfinanceengineering': 1.4739045204651643e-05 Probability of 'bevorzugt': 2.9478090409303285e-05 Probability of 'region': 0.0001768685424558197 Probability of 'bw': 4.421713561395493e-05 Probability of 'by': 0.0011643845711674797 Probability of 'electricalcomputermechanical': 1.4739045204651643e-05 Probability of 'math': 0.00016212949725116806 Probability of 'etc': 0.0014591654752605127 Probability of 'diplom': 1.4739045204651643e-05 Probability of 'ingenieur': 1.4739045204651643e-05 Probability of 'tufh': 1.4739045204651643e-05 Probability of 'elektro': 1.4739045204651643e-05 Probability of 'automatisierungstechnik': 1.4739045204651643e-05 Probability of 'vergleichbarer': 2.9478090409303285e-05 Probability of 'ausrichtung': 1.4739045204651643e-05 Probability of 'analyst': 0.00028004185888838123 Probability of 'components': 0.0003242589945023361 Probability of 'team': 0.0036847613011629105 Probability of 'participant': 1.4739045204651643e-05 Probability of 'managing': 0.0009285598478930535 Probability of 'standard': 0.0003242589945023361 Probability of 'quarterly': 4.421713561395493e-05 Probability of 'annual': 0.00020634663286512298 Probability of 'financial': 0.0006779960794139755 Probability of 'processes': 0.0016507730629209839 Probability of 'are': 0.0013412531136232995 Probability of 'currently': 0.0001326514068418648 Probability of 'seeking': 1.4739045204651643e-05 Probability of 'motivated': 0.00016212949725116806 Probability of 'hardworking': 4.421713561395493e-05 Probability of 'individual': 0.0003537370849116394 Probability of 'join': 0.0001326514068418648 Probability of 'our': 0.0006927351246186273 Probability of 'sales': 0.001857119695786107 Probability of 'director': 0.0001768685424558197 Probability of 'enterprise': 0.000619039898595369 Probability of 'hce': 5.895618081860657e-05 Probability of 'based': 0.000619039898595369 Probability of 'dubai': 1.4739045204651643e-05 Probability of 'uae': 1.4739045204651643e-05 Probability of 'discipline': 0.0007664303506418854 Probability of 'delivering': 0.0003095199492976845 Probability of 'client': 0.0011054283903488731 Probability of 'engagements': 8.843427122790986e-05 Probability of 'part': 0.0003389980397069878 Probability of 'individually': 7.36952260232582e-05 Probability of 'subject': 0.00025056376847907793 Probability of 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'electronicsinstrumentation': 1.4739045204651643e-05 Probability of 'understanding': 0.0022108567806977462 Probability of 'electronic': 0.0005158665821628075 Probability of 'overall': 0.00047164944654885257 Probability of 'yrs': 0.00039795422052559437 Probability of 'dep': 1.4739045204651643e-05 Probability of 'ivalent': 1.4739045204651643e-05 Probability of 'engineeringtechnical': 1.4739045204651643e-05 Probability of 'mechatronic': 2.9478090409303285e-05 Probability of 'building': 0.0008548646218697952 Probability of 'arena': 1.4739045204651643e-05 Probability of 'beneficial': 4.421713561395493e-05 Probability of 'ship': 1.4739045204651643e-05 Probability of 'role': 0.0015918168821023775 Probability of 'campus': 1.4739045204651643e-05 Probability of 'volunteer': 1.4739045204651643e-05 Probability of 'activities': 0.0007369522602325821 Probability of 'graduate': 0.0006779960794139755 Probability of 'university': 0.0005453446725721108 Probability of 'college': 0.0003389980397069878 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1.4739045204651643e-05 Probability of 'creacixfn': 1.4739045204651643e-05 Probability of 'instrucciones': 1.4739045204651643e-05 Probability of 'trabajo': 1.4739045204651643e-05 Probability of 'procedimientos': 1.4739045204651643e-05 Probability of 'applies': 4.421713561395493e-05 Probability of 'produced': 1.4739045204651643e-05 Probability of 'sitespecific': 1.4739045204651643e-05 Probability of 'manuals': 2.9478090409303285e-05 Probability of 'ensures': 5.895618081860657e-05 Probability of 'webbased': 2.9478090409303285e-05 Probability of 'recommends': 1.4739045204651643e-05 Probability of 'protect': 2.9478090409303285e-05 Probability of 'unauthorized': 1.4739045204651643e-05 Probability of 'loss': 2.9478090409303285e-05 Probability of 'fulfil': 1.4739045204651643e-05 Probability of 'tests': 7.36952260232582e-05 Probability of 'manualfunctionalperformanceexploratory': 1.4739045204651643e-05 Probability of 'uats': 1.4739045204651643e-05 Probability of 'columbia': 1.4739045204651643e-05 Probability of 'play': 5.895618081860657e-05 Probability of 'producing': 2.9478090409303285e-05 Probability of 'lubricants': 1.4739045204651643e-05 Probability of 'plastics': 1.4739045204651643e-05 Probability of 'consisting': 1.4739045204651643e-05 Probability of 'scha': 1.4739045204651643e-05 Probability of 'assistants': 1.4739045204651643e-05 Probability of 'sch': 1.4739045204651643e-05 Probability of 'upt': 1.4739045204651643e-05 Probability of 'qualtrax': 1.4739045204651643e-05 Probability of 'shippingexpediting': 1.4739045204651643e-05 Probability of 'cpr': 1.4739045204651643e-05 Probability of 'qms': 2.9478090409303285e-05 Probability of 'alongside': 7.36952260232582e-05 Probability of 'noncompliant': 1.4739045204651643e-05 Probability of 'installations': 1.4739045204651643e-05 Probability of 'toolset': 1.4739045204651643e-05 Probability of 'bamboo': 4.421713561395493e-05 Probability of 'bitbucket': 0.00010317331643256149 Probability of 'presence': 2.9478090409303285e-05 Probability of 'conveys': 1.4739045204651643e-05 Probability of 'observable': 1.4739045204651643e-05 Probability of 'measurable': 2.9478090409303285e-05 Probability of 'assignment': 4.421713561395493e-05 Probability of 'estimate': 4.421713561395493e-05 Probability of 'called': 1.4739045204651643e-05 Probability of 'teamct': 1.4739045204651643e-05 Probability of 'agilescrum': 4.421713561395493e-05 Probability of 'delight': 1.4739045204651643e-05 Probability of 'friendly': 1.4739045204651643e-05 Probability of 'touchpointsuiexperience': 1.4739045204651643e-05 Probability of 'eazybi': 1.4739045204651643e-05 Probability of 'articles': 2.9478090409303285e-05 Probability of 'whitepapers': 2.9478090409303285e-05 Probability of 'collateral': 1.4739045204651643e-05 Probability of 'ebooks': 1.4739045204651643e-05 Probability of 'info': 2.9478090409303285e-05 Probability of 'forums': 4.421713561395493e-05 Probability of 'collaboratory': 1.4739045204651643e-05 Probability of 'yammer': 1.4739045204651643e-05 Probability of 'preimplementation': 1.4739045204651643e-05 Probability of 'avoid': 1.4739045204651643e-05 Probability of 'duplication': 1.4739045204651643e-05 Probability of 'applicationintegration': 1.4739045204651643e-05 Probability of 'wes': 1.4739045204651643e-05 Probability of 'construct': 2.9478090409303285e-05 Probability of 'decissions': 1.4739045204651643e-05 Probability of 'mediums': 1.4739045204651643e-05 Probability of 'blogs': 1.4739045204651643e-05 Probability of 'webinars': 2.9478090409303285e-05 Probability of 'callsemails': 1.4739045204651643e-05 Probability of 'answer': 1.4739045204651643e-05 Probability of 'traffic': 1.4739045204651643e-05 Probability of 'clevel': 7.36952260232582e-05 Probability of 'quick': 5.895618081860657e-05 Probability of 'rapport': 1.4739045204651643e-05 Probability of 'delivers': 2.9478090409303285e-05 Probability of 'highlevel': 1.4739045204651643e-05 Probability of 'anticipate': 8.843427122790986e-05 Probability of 'proactively': 0.00011791236163721314 Probability of 'embrace': 1.4739045204651643e-05 Probability of 'ones': 1.4739045204651643e-05 Probability of 'district': 1.4739045204651643e-05 Probability of 'ptmp': 1.4739045204651643e-05 Probability of 'exter': 2.9478090409303285e-05 Probability of 'prntive': 2.9478090409303285e-05 Probability of 'matel': 1.4739045204651643e-05 Probability of 'vice': 2.9478090409303285e-05 Probability of 'efe': 1.4739045204651643e-05 Probability of 'gulf': 1.4739045204651643e-05 Probability of 'coast': 1.4739045204651643e-05 Probability of 'opinion': 1.4739045204651643e-05 Probability of 'affecting': 2.9478090409303285e-05 Probability of 'looked': 1.4739045204651643e-05 Probability of 'complaints': 4.421713561395493e-05 Probability of 'preventing': 1.4739045204651643e-05 Probability of 'disciplined': 1.4739045204651643e-05 Probability of 'finish': 1.4739045204651643e-05 Probability of 'koordination': 1.4739045204651643e-05 Probability of 'rprng': 1.4739045204651643e-05 Probability of 'aller': 1.4739045204651643e-05 Probability of 'zur': 1.4739045204651643e-05 Probability of 'sicherstellung': 1.4739045204651643e-05 Probability of 'jlichen': 1.4739045204651643e-05 Probability of 'aktionen': 1.4739045204651643e-05 Probability of 'rahmen': 1.4739045204651643e-05 Probability of 'letter': 1.4739045204651643e-05 Probability of 'kpis': 4.421713561395493e-05 Probability of 'responsibilitiescoordinating': 1.4739045204651643e-05 Probability of 'incoming': 1.4739045204651643e-05 Probability of 'samples': 1.4739045204651643e-05 Probability of 'mrtcisc': 1.4739045204651643e-05 Probability of 'laboratories': 1.4739045204651643e-05 Probability of 'producers': 1.4739045204651643e-05 Probability of 'bid': 5.895618081860657e-05 Probability of 'comparison': 1.4739045204651643e-05 Probability of 'there': 4.421713561395493e-05 Probability of 'realization': 1.4739045204651643e-05 Probability of 'transformative': 1.4739045204651643e-05 Probability of 'elearning': 1.4739045204651643e-05 Probability of 'correct': 4.421713561395493e-05 Probability of 'ultimate': 2.9478090409303285e-05 Probability of 'deliverable': 4.421713561395493e-05 Probability of 'pmc': 1.4739045204651643e-05 Probability of 'energize': 4.421713561395493e-05 Probability of 'modifying': 1.4739045204651643e-05 Probability of 'isc': 5.895618081860657e-05 Probability of 'mainly': 2.9478090409303285e-05 Probability of 'endusers': 1.4739045204651643e-05 Probability of 'signs': 1.4739045204651643e-05 Probability of 'checkout': 2.9478090409303285e-05 Probability of 'territory': 5.895618081860657e-05 Probability of 'clarify': 2.9478090409303285e-05 Probability of 'validate': 1.4739045204651643e-05 Probability of 'plymouth': 1.4739045204651643e-05 Probability of 'minnesota': 1.4739045204651643e-05 Probability of 'bandwidth': 1.4739045204651643e-05 Probability of 'departmentlevel': 1.4739045204651643e-05 Probability of 'via': 8.843427122790986e-05 Probability of 'visibility': 1.4739045204651643e-05 Probability of 'apts': 1.4739045204651643e-05 Probability of 'exploitation': 1.4739045204651643e-05 Probability of 'exfiltration': 1.4739045204651643e-05 Probability of 'determining': 5.895618081860657e-05 Probability of 'validates': 1.4739045204651643e-05 Probability of 'sold': 2.9478090409303285e-05 Probability of 'interacts': 4.421713561395493e-05 Probability of 'early': 4.421713561395493e-05 Probability of 'ese': 1.4739045204651643e-05 Probability of 'articulatesextends': 1.4739045204651643e-05 Probability of 'offers': 1.4739045204651643e-05 Probability of 'nordics': 1.4739045204651643e-05 Probability of 'orchestrate': 1.4739045204651643e-05 Probability of 'compelling': 2.9478090409303285e-05 Probability of 'milestone': 4.421713561395493e-05 Probability of 'triage': 1.4739045204651643e-05 Probability of 'walkthrough': 1.4739045204651643e-05 Probability of 'objects': 5.895618081860657e-05 Probability of 'ci': 2.9478090409303285e-05 Probability of 'kaizen': 4.421713561395493e-05 Probability of 'comprised': 1.4739045204651643e-05 Probability of 'panels': 1.4739045204651643e-05 Probability of 'loop': 1.4739045204651643e-05 Probability of 'smoke': 1.4739045204651643e-05 Probability of 'rtos': 2.9478090409303285e-05 Probability of 'iterate': 1.4739045204651643e-05 Probability of 'modifications': 1.4739045204651643e-05 Probability of 'revisions': 2.9478090409303285e-05 Probability of 'send': 2.9478090409303285e-05 Probability of 'leitung': 1.4739045204651643e-05 Probability of 'nach': 4.421713561395493e-05 Probability of 'entwicklung': 1.4739045204651643e-05 Probability of 'technischen': 1.4739045204651643e-05 Probability of 'lngen': 1.4739045204651643e-05 Probability of 'verbrennungssysteme': 1.4739045204651643e-05 Probability of 'wend': 1.4739045204651643e-05 Probability of 'ausf': 1.4739045204651643e-05 Probability of 'am': 2.9478090409303285e-05 Probability of 'dh': 1.4739045204651643e-05 Probability of 'versand': 1.4739045204651643e-05 Probability of 'collective': 1.4739045204651643e-05 Probability of 'bargaining': 1.4739045204651643e-05 Probability of 'delivered': 5.895618081860657e-05 Probability of 'wipes': 1.4739045204651643e-05 Probability of 'preperation': 1.4739045204651643e-05 Probability of 'disposable': 1.4739045204651643e-05 Probability of 'emergencies': 1.4739045204651643e-05 Probability of 'distributer': 1.4739045204651643e-05 Probability of 'retailer': 1.4739045204651643e-05 Probability of 'connect': 5.895618081860657e-05 Probability of 'localregional': 1.4739045204651643e-05 Probability of 'integrators': 1.4739045204651643e-05 Probability of 'macro': 2.9478090409303285e-05 Probability of 'micro': 2.9478090409303285e-05 Probability of 'lens': 1.4739045204651643e-05 Probability of 'competitors': 2.9478090409303285e-05 Probability of 'businesscustomer': 1.4739045204651643e-05 Probability of 'massively': 1.4739045204651643e-05 Probability of 'iterative': 2.9478090409303285e-05 Probability of 'uki': 1.4739045204651643e-05 Probability of 'timetables': 1.4739045204651643e-05 Probability of 'institutions': 1.4739045204651643e-05 Probability of 'size': 2.9478090409303285e-05 Probability of 'rfp': 1.4739045204651643e-05 Probability of 'questionnaire': 1.4739045204651643e-05 Probability of 'seek': 5.895618081860657e-05 Probability of 'brief': 4.421713561395493e-05 Probability of 'pieces': 2.9478090409303285e-05 Probability of 'collaterals': 2.9478090409303285e-05 Probability of 'packaged': 1.4739045204651643e-05 Probability of 'winwin': 2.9478090409303285e-05 Probability of 'bu': 1.4739045204651643e-05 Probability of 'finalize': 1.4739045204651643e-05 Probability of 'costing': 2.9478090409303285e-05 Probability of 'boundaries': 2.9478090409303285e-05 Probability of 'actual': 1.4739045204651643e-05 Probability of 'persuade': 1.4739045204651643e-05 Probability of 'pki': 4.421713561395493e-05 Probability of 'optimized': 2.9478090409303285e-05 Probability of 'coordinating': 7.36952260232582e-05 Probability of 'consumption': 1.4739045204651643e-05 Probability of 'sample': 1.4739045204651643e-05 Probability of 'pokered': 1.4739045204651643e-05 Probability of 'diagnostics': 1.4739045204651643e-05 Probability of 'listed': 2.9478090409303285e-05 Probability of 'pronouncements': 1.4739045204651643e-05 Probability of 'lss': 1.4739045204651643e-05 Probability of 'attach': 1.4739045204651643e-05 Probability of 'observes': 1.4739045204651643e-05 Probability of 'malfunctioning': 1.4739045204651643e-05 Probability of 'oncall': 1.4739045204651643e-05 Probability of 'autonomous': 2.9478090409303285e-05 Probability of 'productive': 5.895618081860657e-05 Probability of 'supervisor': 4.421713561395493e-05 Probability of 'operate': 0.0001326514068418648 Probability of 'scanning': 1.4739045204651643e-05 Probability of 'garanties': 1.4739045204651643e-05 Probability of 'ndues': 1.4739045204651643e-05 Probability of 'informations': 2.9478090409303285e-05 Probability of 'ipements': 1.4739045204651643e-05 Probability of 'nouveaux': 1.4739045204651643e-05 Probability of 'assumes': 1.4739045204651643e-05 Probability of 'vetting': 1.4739045204651643e-05 Probability of 'youll': 4.421713561395493e-05 Probability of 'erm': 1.4739045204651643e-05 Probability of 'fly': 2.9478090409303285e-05 Probability of 'jets': 1.4739045204651643e-05 Probability of 'ecofriendly': 1.4739045204651643e-05 Probability of 'even': 4.421713561395493e-05 Probability of 'breathe': 1.4739045204651643e-05 Probability of 'mars': 1.4739045204651643e-05 Probability of 'gross': 1.4739045204651643e-05 Probability of 'profit': 5.895618081860657e-05 Probability of 'valuations': 1.4739045204651643e-05 Probability of 'communities': 1.4739045204651643e-05 Probability of 'east': 1.4739045204651643e-05 Probability of 'turkey': 1.4739045204651643e-05 Probability of 'africa': 1.4739045204651643e-05 Probability of 'meta': 2.9478090409303285e-05 Probability of 'newest': 1.4739045204651643e-05 Probability of 'detonator': 1.4739045204651643e-05 Probability of 'shows': 1.4739045204651643e-05 Probability of 'conferences': 1.4739045204651643e-05 Probability of 'seminars': 2.9478090409303285e-05 Probability of 'commodityportfolio': 1.4739045204651643e-05 Probability of 'allocated': 1.4739045204651643e-05 Probability of 'businessregion': 1.4739045204651643e-05 Probability of 'cfl': 1.4739045204651643e-05 Probability of 'finalization': 1.4739045204651643e-05 Probability of 'statutory': 1.4739045204651643e-05 Probability of 'fidelity': 5.895618081860657e-05 Probability of 'wireframes': 1.4739045204651643e-05 Probability of 'acting': 4.421713561395493e-05 Probability of 'expertly': 1.4739045204651643e-05 Probability of 'odbc': 1.4739045204651643e-05 Probability of 'ums': 1.4739045204651643e-05 Probability of 'adequately': 1.4739045204651643e-05 Probability of 'trained': 2.9478090409303285e-05 Probability of 'paid': 2.9478090409303285e-05 Probability of 'every': 5.895618081860657e-05 Probability of 'verifying': 1.4739045204651643e-05 Probability of 'returning': 1.4739045204651643e-05 Probability of 'run': 5.895618081860657e-05 Probability of 'overviews': 1.4739045204651643e-05 Probability of 'form': 4.421713561395493e-05 Probability of 'segmentation': 2.9478090409303285e-05 Probability of 'email': 5.895618081860657e-05 Probability of 'retargeting': 1.4739045204651643e-05 Probability of 'scoring': 1.4739045204651643e-05 Probability of 'priority': 1.4739045204651643e-05 Probability of 'lob': 1.4739045204651643e-05 Probability of 'leverages': 1.4739045204651643e-05 Probability of 'marshals': 1.4739045204651643e-05 Probability of 'employs': 1.4739045204651643e-05 Probability of 'onlinemeetings': 1.4739045204651643e-05 Probability of 'arise': 5.895618081860657e-05 Probability of 'acquired': 5.895618081860657e-05 Probability of 'consult': 1.4739045204651643e-05 Probability of 'subsequently': 1.4739045204651643e-05 Probability of 'built': 4.421713561395493e-05 Probability of 'storefronts': 1.4739045204651643e-05 Probability of 'variant': 1.4739045204651643e-05 Probability of 'shopping': 1.4739045204651643e-05 Probability of 'cart': 1.4739045204651643e-05 Probability of 'personalization': 1.4739045204651643e-05 Probability of 'payment': 2.9478090409303285e-05 Probability of 'wcms': 1.4739045204651643e-05 Probability of 'wrt': 1.4739045204651643e-05 Probability of 'labor': 2.9478090409303285e-05 Probability of 'outage': 1.4739045204651643e-05 Probability of 'transformationbased': 1.4739045204651643e-05 Probability of 'upgrades': 4.421713561395493e-05 Probability of 'continued': 2.9478090409303285e-05 Probability of 'greatest': 1.4739045204651643e-05 Probability of 'properly': 4.421713561395493e-05 Probability of 'implemented': 8.843427122790986e-05 Probability of 'reflected': 1.4739045204651643e-05 Probability of 'returns': 2.9478090409303285e-05 Probability of 'appropriately': 7.36952260232582e-05 Probability of 'taking': 7.36952260232582e-05 Probability of 'partnerships': 4.421713561395493e-05 Probability of 'systematic': 1.4739045204651643e-05 Probability of 'acknowledge': 1.4739045204651643e-05 Probability of 'planners': 1.4739045204651643e-05 Probability of 'log': 7.36952260232582e-05 Probability of 'strongbias': 1.4739045204651643e-05 Probability of 'propositions': 2.9478090409303285e-05 Probability of 'depot': 1.4739045204651643e-05 Probability of 'evolve': 2.9478090409303285e-05 Probability of 'behaviors': 5.895618081860657e-05 Probability of 'investigator': 1.4739045204651643e-05 Probability of 'nature': 1.4739045204651643e-05 Probability of 'consolidation': 1.4739045204651643e-05 Probability of 'liasion': 1.4739045204651643e-05 Probability of 'controllership': 1.4739045204651643e-05 Probability of 'hfm': 4.421713561395493e-05 Probability of 'association': 1.4739045204651643e-05 Probability of 'usd': 2.9478090409303285e-05 Probability of 'overrides': 1.4739045204651643e-05 Probability of 'eliminations': 1.4739045204651643e-05 Probability of 'irxe': 1.4739045204651643e-05 Probability of 'preparar': 1.4739045204651643e-05 Probability of 'atualizar': 1.4739045204651643e-05 Probability of 'documentaxexeo': 1.4739045204651643e-05 Probability of 'relacionada': 1.4739045204651643e-05 Probability of 'aos': 1.4739045204651643e-05 Probability of 'aspectos': 1.4739045204651643e-05 Probability of 'ticos': 1.4739045204651643e-05 Probability of 'aplicativo': 1.4739045204651643e-05 Probability of 'executarxe': 1.4739045204651643e-05 Probability of 'ciclo': 1.4739045204651643e-05 Probability of 'vida': 1.4739045204651643e-05 Probability of 'apropriado': 1.4739045204651643e-05 Probability of 'construxexeo': 1.4739045204651643e-05 Probability of 'hij': 1.4739045204651643e-05 Probability of 'zal': 1.4739045204651643e-05 Probability of 'op': 2.9478090409303285e-05 Probability of 'functionele': 1.4739045204651643e-05 Probability of 'specificaties': 1.4739045204651643e-05 Probability of 'een': 2.9478090409303285e-05 Probability of 'systeem': 1.4739045204651643e-05 Probability of 'operationeel': 1.4739045204651643e-05 Probability of 'maken': 1.4739045204651643e-05 Probability of 'eventuele': 1.4739045204651643e-05 Probability of 'storingen': 1.4739045204651643e-05 Probability of 'oplossen': 1.4739045204651643e-05 Probability of 'dan': 1.4739045204651643e-05 Probability of 'testen': 1.4739045204651643e-05 Probability of 'uitvoeren': 1.4739045204651643e-05 Probability of 'operationele': 1.4739045204651643e-05 Probability of 'werking': 1.4739045204651643e-05 Probability of 'bevestigen': 1.4739045204651643e-05 Probability of 'misuse': 1.4739045204651643e-05 Probability of 'occupational': 1.4739045204651643e-05 Probability of 'dedicated': 2.9478090409303285e-05 Probability of 'twin': 1.4739045204651643e-05 Probability of 'mn': 1.4739045204651643e-05 Probability of 'enhancing': 1.4739045204651643e-05 Probability of 'gembas': 1.4739045204651643e-05 Probability of 'bills': 1.4739045204651643e-05 Probability of 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Probability of 'transactional': 2.9478090409303285e-05 Probability of 'nation': 1.4739045204651643e-05 Probability of 'mission': 7.36952260232582e-05 Probability of 'developments': 4.421713561395493e-05 Probability of 'dates': 5.895618081860657e-05 Probability of 'shortages': 1.4739045204651643e-05 Probability of 'delays': 1.4739045204651643e-05 Probability of 'specify': 1.4739045204651643e-05 Probability of 'protocol': 7.36952260232582e-05 Probability of 'skus': 1.4739045204651643e-05 Probability of 'systematically': 1.4739045204651643e-05 Probability of 'employing': 1.4739045204651643e-05 Probability of 'billable': 1.4739045204651643e-05 Probability of 'margin': 2.9478090409303285e-05 Probability of 'pairs': 1.4739045204651643e-05 Probability of 'chinese': 1.4739045204651643e-05 Probability of 'asia': 1.4739045204651643e-05 Probability of 'copes': 1.4739045204651643e-05 Probability of 'centers': 4.421713561395493e-05 Probability of 'cts': 1.4739045204651643e-05 Probability of 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Probability of 'emulators': 2.9478090409303285e-05 Probability of 'analyzers': 2.9478090409303285e-05 Probability of 'technischer': 1.4739045204651643e-05 Probability of 'projekteur': 1.4739045204651643e-05 Probability of 'planungsangebotserstellung': 1.4739045204651643e-05 Probability of 'wmdziel': 1.4739045204651643e-05 Probability of 'zweck': 1.4739045204651643e-05 Probability of 'hauptansprechperson': 1.4739045204651643e-05 Probability of 'kunden': 1.4739045204651643e-05 Probability of 'vertriebsaudienst': 1.4739045204651643e-05 Probability of 'angeboteprojektierung': 1.4739045204651643e-05 Probability of 'bezug': 1.4739045204651643e-05 Probability of 'anfragen': 1.4739045204651643e-05 Probability of 'nationalen': 1.4739045204651643e-05 Probability of 'internationalen': 1.4739045204651643e-05 Probability of 'linkedin': 1.4739045204651643e-05 Probability of 'recruiter': 1.4739045204651643e-05 Probability of 'zoom': 1.4739045204651643e-05 Probability of 'ats': 2.9478090409303285e-05 Probability of 'aligning': 1.4739045204651643e-05 Probability of 'pending': 1.4739045204651643e-05 Probability of 'followup': 2.9478090409303285e-05 Probability of 'interfunctional': 1.4739045204651643e-05 Probability of 'ultimately': 2.9478090409303285e-05 Probability of 'rigorous': 5.895618081860657e-05 Probability of 'coordinated': 1.4739045204651643e-05 Probability of 'kpi': 4.421713561395493e-05 Probability of 'entitlements': 1.4739045204651643e-05 Probability of 'sensoric': 1.4739045204651643e-05 Probability of 'envitec': 1.4739045204651643e-05 Probability of 'cell': 2.9478090409303285e-05 Probability of 'handwriting': 1.4739045204651643e-05 Probability of 'metric': 1.4739045204651643e-05 Probability of 'suggestions': 1.4739045204651643e-05 Probability of 'mitigate': 2.9478090409303285e-05 Probability of 'advice': 2.9478090409303285e-05 Probability of 'visit': 1.4739045204651643e-05 Probability of 'programlevel': 1.4739045204651643e-05 Probability of 'canadian': 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Probability of 'covers': 1.4739045204651643e-05 Probability of 'touchpoints': 2.9478090409303285e-05 Probability of 'fundamental': 4.421713561395493e-05 Probability of 'palletizer': 1.4739045204651643e-05 Probability of 'orient': 1.4739045204651643e-05 Probability of 'preformatted': 1.4739045204651643e-05 Probability of 'reliably': 1.4739045204651643e-05 Probability of 'pallet': 1.4739045204651643e-05 Probability of 'speeds': 1.4739045204651643e-05 Probability of 'regelmxee': 1.4739045204651643e-05 Probability of 'berichterstattung': 1.4739045204651643e-05 Probability of 'managementebene': 1.4739045204651643e-05 Probability of 'den': 1.4739045204651643e-05 Probability of 'zugewiesenen': 2.9478090409303285e-05 Probability of 'warranty': 1.4739045204651643e-05 Probability of 'targeting': 4.421713561395493e-05 Probability of 'qualifying': 1.4739045204651643e-05 Probability of 'demos': 1.4739045204651643e-05 Probability of 'roi': 7.36952260232582e-05 Probability of 'commission': 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1.4739045204651643e-05 Probability of 'verantwortlich': 2.9478090409303285e-05 Probability of 'overunder': 1.4739045204651643e-05 Probability of 'average': 1.4739045204651643e-05 Probability of 'releasing': 1.4739045204651643e-05 Probability of 'deployed': 1.4739045204651643e-05 Probability of 'utilized': 1.4739045204651643e-05 Probability of 'informal': 2.9478090409303285e-05 Probability of 'coworkers': 1.4739045204651643e-05 Probability of 'eeoc': 1.4739045204651643e-05 Probability of 'ofccpaap': 1.4739045204651643e-05 Probability of 'ugesp': 1.4739045204651643e-05 Probability of 'pipl': 1.4739045204651643e-05 Probability of 'atteindre': 2.9478090409303285e-05 Probability of 'objectifs': 4.421713561395493e-05 Probability of 'fonds': 1.4739045204651643e-05 Probability of 'roulement': 1.4739045204651643e-05 Probability of 'rlvant': 1.4739045204651643e-05 Probability of 'probls': 5.895618081860657e-05 Probability of 'dette': 1.4739045204651643e-05 Probability of 'veillant': 1.4739045204651643e-05 Probability of 'recouvrement': 1.4739045204651643e-05 Probability of 'trrerie': 2.9478090409303285e-05 Probability of 'soient': 1.4739045204651643e-05 Probability of 'atteints': 1.4739045204651643e-05 Probability of 'builds': 1.4739045204651643e-05 Probability of 'synoptics': 1.4739045204651643e-05 Probability of 'hosted': 2.9478090409303285e-05 Probability of 'cb': 2.9478090409303285e-05 Probability of 'optimal': 4.421713561395493e-05 Probability of 'xexaa': 4.421713561395493e-05 Probability of 'incidentproblemchange': 1.4739045204651643e-05 Probability of 'issueproblem': 2.9478090409303285e-05 Probability of 'preconstruction': 1.4739045204651643e-05 Probability of 'prebid': 1.4739045204651643e-05 Probability of 'synergy': 1.4739045204651643e-05 Probability of 'structural': 4.421713561395493e-05 Probability of 'establishes': 2.9478090409303285e-05 Probability of 'carries': 1.4739045204651643e-05 Probability of 'gathers': 1.4739045204651643e-05 Probability of 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1.4739045204651643e-05 Probability of 'shareholder': 4.421713561395493e-05 Probability of 'fulfilling': 1.4739045204651643e-05 Probability of 'obligations': 1.4739045204651643e-05 Probability of 'adjustments': 1.4739045204651643e-05 Probability of 'escalating': 1.4739045204651643e-05 Probability of 'efficiently': 0.00010317331643256149 Probability of 'specializes': 1.4739045204651643e-05 Probability of 'novel': 1.4739045204651643e-05 Probability of 'earth': 1.4739045204651643e-05 Probability of 'observation': 1.4739045204651643e-05 Probability of 'atmospheric': 1.4739045204651643e-05 Probability of 'situational': 2.9478090409303285e-05 Probability of 'statisticalmlanalytics': 1.4739045204651643e-05 Probability of 'crispdm': 1.4739045204651643e-05 Probability of 'recurring': 2.9478090409303285e-05 Probability of 'cleanup': 1.4739045204651643e-05 Probability of 'automating': 4.421713561395493e-05 Probability of 'offices': 1.4739045204651643e-05 Probability of 'prioritizing': 1.4739045204651643e-05 Probability of 'responsable': 2.9478090409303285e-05 Probability of 'commerciaux': 1.4739045204651643e-05 Probability of 'ppe': 1.4739045204651643e-05 Probability of 'responsables': 1.4739045204651643e-05 Probability of 'ventes': 2.9478090409303285e-05 Probability of 'lignes': 1.4739045204651643e-05 Probability of 'au': 7.36952260232582e-05 Probability of 'territoire': 1.4739045204651643e-05 Probability of 'qui': 4.421713561395493e-05 Probability of 'leur': 1.4739045204651643e-05 Probability of 'attribuxe': 1.4739045204651643e-05 Probability of 'pfmea': 1.4739045204651643e-05 Probability of 'fixturetooling': 1.4739045204651643e-05 Probability of 'finished': 1.4739045204651643e-05 Probability of 'slas': 2.9478090409303285e-05 Probability of 'give': 1.4739045204651643e-05 Probability of 'ticket': 2.9478090409303285e-05 Probability of 'expectation': 1.4739045204651643e-05 Probability of 'duration': 1.4739045204651643e-05 Probability of 'vendorplatform': 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Probability of 'wsus': 1.4739045204651643e-05 Probability of 'supportintegration': 1.4739045204651643e-05 Probability of 'reinforcement': 1.4739045204651643e-05 Probability of 'boast': 1.4739045204651643e-05 Probability of 'stagegate': 1.4739045204651643e-05 Probability of 'bolts': 1.4739045204651643e-05 Probability of 'vm': 1.4739045204651643e-05 Probability of 'posess': 1.4739045204651643e-05 Probability of 'manipulate': 4.421713561395493e-05 Probability of 'consultancy': 1.4739045204651643e-05 Probability of 'chef': 1.4739045204651643e-05 Probability of 'procurementrelated': 1.4739045204651643e-05 Probability of 'gained': 1.4739045204651643e-05 Probability of 'rates': 1.4739045204651643e-05 Probability of 'competition': 1.4739045204651643e-05 Probability of 'ccpa': 1.4739045204651643e-05 Probability of 'dss': 1.4739045204651643e-05 Probability of 'nist': 5.895618081860657e-05 Probability of 'formular': 1.4739045204651643e-05 Probability of 'radios': 1.4739045204651643e-05 Probability of 'sdr': 1.4739045204651643e-05 Probability of 'matrixedorganization': 1.4739045204651643e-05 Probability of 'industrials': 1.4739045204651643e-05 Probability of 'useful': 1.4739045204651643e-05 Probability of 'nix': 1.4739045204651643e-05 Probability of 'often': 4.421713561395493e-05 Probability of 'testqa': 1.4739045204651643e-05 Probability of 'staging': 1.4739045204651643e-05 Probability of 'macroscript': 1.4739045204651643e-05 Probability of 'mpmtsp': 1.4739045204651643e-05 Probability of 'ajax': 1.4739045204651643e-05 Probability of 'jsoncss': 1.4739045204651643e-05 Probability of 'hadoopbig': 1.4739045204651643e-05 Probability of 'oci': 1.4739045204651643e-05 Probability of 'what': 1.4739045204651643e-05 Probability of 'looks': 2.9478090409303285e-05 Probability of 'farfar': 1.4739045204651643e-05 Probability of 'poi': 1.4739045204651643e-05 Probability of 'serversrouters': 1.4739045204651643e-05 Probability of 'opc': 1.4739045204651643e-05 Probability of 'redundancy': 1.4739045204651643e-05 Probability of 'vantage': 1.4739045204651643e-05 Probability of 'storytelling': 4.421713561395493e-05 Probability of 'cairo': 1.4739045204651643e-05 Probability of 'egypt': 1.4739045204651643e-05 Probability of 'soft': 4.421713561395493e-05 Probability of 'adaptive': 1.4739045204651643e-05 Probability of 'ukg': 2.9478090409303285e-05 Probability of 'kainos': 1.4739045204651643e-05 Probability of 'cloudera': 1.4739045204651643e-05 Probability of 'hortonworks': 1.4739045204651643e-05 Probability of 'emr': 1.4739045204651643e-05 Probability of 'distributions': 2.9478090409303285e-05 Probability of 'mech': 1.4739045204651643e-05 Probability of 'produits': 1.4739045204651643e-05 Probability of 'erss': 1.4739045204651643e-05 Probability of 'cim': 1.4739045204651643e-05 Probability of 'dlms': 1.4739045204651643e-05 Probability of 'proprietary': 1.4739045204651643e-05 Probability of 'meters': 1.4739045204651643e-05 Probability of 'xp': 1.4739045204651643e-05 Probability of 'lldicds': 1.4739045204651643e-05 Probability of 'blocks': 1.4739045204651643e-05 Probability of 'commonlyused': 1.4739045204651643e-05 Probability of 'classroom': 2.9478090409303285e-05 Probability of 'routings': 1.4739045204651643e-05 Probability of 'turkish': 4.421713561395493e-05 Probability of 'beanstalk': 1.4739045204651643e-05 Probability of 'qexposure': 1.4739045204651643e-05 Probability of 'bcm': 1.4739045204651643e-05 Probability of 'nederlands': 1.4739045204651643e-05 Probability of 'cobol': 1.4739045204651643e-05 Probability of 'jcl': 1.4739045204651643e-05 Probability of 'rexx': 1.4739045204651643e-05 Probability of 'dimensions': 1.4739045204651643e-05 Probability of 'timekeeping': 1.4739045204651643e-05 Probability of 'accruals': 1.4739045204651643e-05 Probability of 'hrd': 1.4739045204651643e-05 Probability of 'molded': 2.9478090409303285e-05 Probability of 'forming': 2.9478090409303285e-05 Probability of 'concurrent': 1.4739045204651643e-05 Probability of 'tree': 1.4739045204651643e-05 Probability of 'proforma': 1.4739045204651643e-05 Probability of 'credits': 1.4739045204651643e-05 Probability of 'implementationtrouble': 1.4739045204651643e-05 Probability of 'soothing': 1.4739045204651643e-05 Probability of 'totalplant': 1.4739045204651643e-05 Probability of 'tps': 1.4739045204651643e-05 Probability of 'tdc': 1.4739045204651643e-05 Probability of 'designimplementation': 1.4739045204651643e-05 Probability of 'understating': 1.4739045204651643e-05 Probability of 'isaiec': 1.4739045204651643e-05 Probability of 'portals': 1.4739045204651643e-05 Probability of 'inglxeas': 1.4739045204651643e-05 Probability of 'avano': 1.4739045204651643e-05 Probability of 'datacenter': 2.9478090409303285e-05 Probability of 'aplicar': 1.4739045204651643e-05 Probability of 'dar': 1.4739045204651643e-05 Probability of 'seguimiento': 1.4739045204651643e-05 Probability of 'herramientas': 4.421713561395493e-05 Probability of 'sistema': 1.4739045204651643e-05 Probability of 'tales': 1.4739045204651643e-05 Probability of 'como': 1.4739045204651643e-05 Probability of 'el': 1.4739045204651643e-05 Probability of 'rps': 1.4739045204651643e-05 Probability of 'solucixfn': 2.9478090409303285e-05 Probability of 'rda': 2.9478090409303285e-05 Probability of 'problemas': 4.421713561395493e-05 Probability of 'ss': 1.4739045204651643e-05 Probability of 'isoiec': 1.4739045204651643e-05 Probability of 'ideeclipse': 1.4739045204651643e-05 Probability of 'valuecomputer': 1.4739045204651643e-05 Probability of 'vbfortranc': 1.4739045204651643e-05 Probability of 'metastore': 1.4739045204651643e-05 Probability of 'translates': 1.4739045204651643e-05 Probability of 'complicated': 2.9478090409303285e-05 Probability of 'valueproficiency': 1.4739045204651643e-05 Probability of 'optoelectronic': 1.4739045204651643e-05 Probability of 'photodetectors': 1.4739045204651643e-05 Probability of 'github': 1.4739045204651643e-05 Probability of 'enablers': 1.4739045204651643e-05 Probability of 'adg': 1.4739045204651643e-05 Probability of 'sky': 1.4739045204651643e-05 Probability of 'fpgaasic': 1.4739045204651643e-05 Probability of 'uvm': 1.4739045204651643e-05 Probability of 'motor': 2.9478090409303285e-05 Probability of 'vehicles': 1.4739045204651643e-05 Probability of 'xray': 1.4739045204651643e-05 Probability of 'onpremise': 2.9478090409303285e-05 Probability of 'tiu': 1.4739045204651643e-05 Probability of 'pcsim': 1.4739045204651643e-05 Probability of 'simulator': 1.4739045204651643e-05 Probability of 'controllersite': 1.4739045204651643e-05 Probability of 'solutionsservices': 1.4739045204651643e-05 Probability of 'middletier': 1.4739045204651643e-05 Probability of 'sized': 1.4739045204651643e-05 Probability of 'alteryx': 4.421713561395493e-05 Probability of 'container': 1.4739045204651643e-05 Probability of 'administrationbuildmanagement': 1.4739045204651643e-05 Probability of 'voting': 1.4739045204651643e-05 Probability of 'annunciation': 1.4739045204651643e-05 Probability of 'testng': 1.4739045204651643e-05 Probability of 'fartina': 1.4739045204651643e-05 Probability of 'numericalanalytical': 1.4739045204651643e-05 Probability of 'ide': 1.4739045204651643e-05 Probability of 'saia': 1.4739045204651643e-05 Probability of 'burgess': 1.4739045204651643e-05 Probability of 'pg': 1.4739045204651643e-05 Probability of 'codesys': 1.4739045204651643e-05 Probability of 'iec': 1.4739045204651643e-05 Probability of 'tridium': 1.4739045204651643e-05 Probability of 'niagara': 1.4739045204651643e-05 Probability of 'extract': 1.4739045204651643e-05 Probability of 'erps': 1.4739045204651643e-05 Probability of 'navision': 1.4739045204651643e-05 Probability of 'qad': 1.4739045204651643e-05 Probability of 'applicationservice': 1.4739045204651643e-05 Probability of 'nxos': 1.4739045204651643e-05 Probability of 'story': 1.4739045204651643e-05 Probability of 'epic': 1.4739045204651643e-05 Probability of 'attraktive': 1.4739045204651643e-05 Probability of 'anstellungsbedingungen': 1.4739045204651643e-05 Probability of 'leistungsbezogene': 1.4739045204651643e-05 Probability of 'vergng': 1.4739045204651643e-05 Probability of 'ein': 1.4739045204651643e-05 Probability of 'firmenwagen': 1.4739045204651643e-05 Probability of 'airbus': 1.4739045204651643e-05 Probability of 'bo': 4.421713561395493e-05 Probability of 'sdk': 1.4739045204651643e-05 Probability of 'inputoutput': 1.4739045204651643e-05 Probability of 'workspace': 1.4739045204651643e-05 Probability of 'npm': 1.4739045204651643e-05 Probability of 'yarn': 1.4739045204651643e-05 Probability of 'webpacks': 1.4739045204651643e-05 Probability of 'parcels': 1.4739045204651643e-05 Probability of 'createreactapp': 1.4739045204651643e-05 Probability of 'fiori': 1.4739045204651643e-05 Probability of 'views': 4.421713561395493e-05 Probability of 'odata': 1.4739045204651643e-05 Probability of 'jr': 1.4739045204651643e-05 Probability of 'suiteparticularly': 1.4739045204651643e-05 Probability of 'competentleading': 1.4739045204651643e-05 Probability of 'caters': 1.4739045204651643e-05 Probability of 'zero': 1.4739045204651643e-05 Probability of 'wsdl': 1.4739045204651643e-05 Probability of 'credit': 4.421713561395493e-05 Probability of 'dun': 1.4739045204651643e-05 Probability of 'bradstreet': 1.4739045204651643e-05 Probability of 'scadard': 1.4739045204651643e-05 Probability of 'scade': 1.4739045204651643e-05 Probability of 'familiarization': 2.9478090409303285e-05 Probability of 'ictintegration': 1.4739045204651643e-05 Probability of 'workplace': 1.4739045204651643e-05 Probability of 'xt': 1.4739045204651643e-05 Probability of 'wealth': 1.4739045204651643e-05 Probability of 'mathcadmatlab': 1.4739045204651643e-05 Probability of 'habilidades': 1.4739045204651643e-05 Probability of 'transversais': 1.4739045204651643e-05 Probability of 'procuretopaypp': 1.4739045204651643e-05 Probability of 'procure': 1.4739045204651643e-05 Probability of 'ptr': 1.4739045204651643e-05 Probability of 'iexpenses': 1.4739045204651643e-05 Probability of 'sla': 4.421713561395493e-05 Probability of 'oc': 1.4739045204651643e-05 Probability of 'ebtax': 1.4739045204651643e-05 Probability of 'simulink': 1.4739045204651643e-05 Probability of 'mssql': 1.4739045204651643e-05 Probability of 'rtreports': 1.4739045204651643e-05 Probability of 'impress': 1.4739045204651643e-05 Probability of 'authonomy': 1.4739045204651643e-05 Probability of 'eppm': 1.4739045204651643e-05 Probability of 'trainingcertification': 1.4739045204651643e-05 Probability of 'saps': 1.4739045204651643e-05 Probability of 'academy': 1.4739045204651643e-05 Probability of 'msteams': 1.4739045204651643e-05 Probability of 'cfd': 1.4739045204651643e-05 Probability of 'hand': 1.4739045204651643e-05 Probability of 'tolerance': 1.4739045204651643e-05 Probability of 'manufacturability': 1.4739045204651643e-05 Probability of 'cluster': 2.9478090409303285e-05 Probability of 'computeraided': 1.4739045204651643e-05 Probability of 'bst': 1.4739045204651643e-05 Probability of 'serverless': 1.4739045204651643e-05 Probability of 'ntier': 1.4739045204651643e-05 Probability of 'isolated': 1.4739045204651643e-05 Probability of 'nonisolated': 1.4739045204651643e-05 Probability of 'dcdc': 1.4739045204651643e-05 Probability of 'converters': 1.4739045204651643e-05 Probability of 'magnetics': 1.4739045204651643e-05 Probability of 'emi': 1.4739045204651643e-05 Probability of 'filters': 1.4739045204651643e-05 Probability of 'nvidia': 1.4739045204651643e-05 Probability of 'jetson': 1.4739045204651643e-05 Probability of 'raspberry': 1.4739045204651643e-05 Probability of 'arduino': 1.4739045204651643e-05 Probability of 'iiq': 1.4739045204651643e-05 Probability of 'csshtml': 1.4739045204651643e-05 Probability of 'rwd': 1.4739045204651643e-05 Probability of 'sintered': 1.4739045204651643e-05 Probability of 'cast': 1.4739045204651643e-05 Probability of 'machined': 1.4739045204651643e-05 Probability of 'cloudnative': 1.4739045204651643e-05 Probability of 'ks': 1.4739045204651643e-05 Probability of 'cht': 1.4739045204651643e-05 Probability of 'aeromechanical': 1.4739045204651643e-05 Probability of 'teamcenternx': 1.4739045204651643e-05 Probability of 'assured': 1.4739045204651643e-05 Probability of 'postman': 2.9478090409303285e-05 Probability of 'flat': 1.4739045204651643e-05 Probability of 'sheetextruded': 1.4739045204651643e-05 Probability of 'collaborations': 1.4739045204651643e-05 Probability of 'powercenter': 1.4739045204651643e-05 Probability of 'attributes': 2.9478090409303285e-05 Probability of 'bigpicture': 2.9478090409303285e-05 Probability of 'resulting': 1.4739045204651643e-05 Probability of 'easier': 0.00010317331643256149 Probability of 'certify': 1.4739045204651643e-05 Probability of 'install': 1.4739045204651643e-05 Probability of 'sixsigma': 2.9478090409303285e-05 Probability of 'graphql': 1.4739045204651643e-05 Probability of 'grpc': 1.4739045204651643e-05 Probability of 'amse': 1.4739045204651643e-05 Probability of 'equipo': 1.4739045204651643e-05 Probability of 'elrico': 1.4739045204651643e-05 Probability of 'experienceunderstanding': 1.4739045204651643e-05 Probability of 'kernel': 1.4739045204651643e-05 Probability of 'internals': 1.4739045204651643e-05 Probability of 'mulit': 1.4739045204651643e-05 Probability of 'divisional': 1.4739045204651643e-05 Probability of 'mulitcountry': 1.4739045204651643e-05 Probability of 'multicurrency': 1.4739045204651643e-05 Probability of 'bddcucumber': 1.4739045204651643e-05 Probability of 'schematic': 1.4739045204651643e-05 Probability of 'wismar': 1.4739045204651643e-05 Probability of 'gitjenkinsmaven': 1.4739045204651643e-05 Probability of 'blend': 4.421713561395493e-05 Probability of 'hydrogen': 1.4739045204651643e-05 Probability of 'eboms': 1.4739045204651643e-05 Probability of 'contemporary': 1.4739045204651643e-05 Probability of 'considerations': 1.4739045204651643e-05 Probability of 'keyvalue': 1.4739045204651643e-05 Probability of 'stores': 1.4739045204651643e-05 Probability of 'graph': 1.4739045204651643e-05 Probability of 'predictive': 1.4739045204651643e-05 Probability of 'tmf': 1.4739045204651643e-05 Probability of 'etom': 1.4739045204651643e-05 Probability of 'mef': 1.4739045204651643e-05 Probability of 'instandhaltung': 1.4739045204651643e-05 Probability of 'verfahrenstechnischen': 1.4739045204651643e-05 Probability of 'anlagenbaus': 1.4739045204651643e-05 Probability of 'script': 2.9478090409303285e-05 Probability of 'perl': 1.4739045204651643e-05 Probability of 'phython': 1.4739045204651643e-05 Probability of 'spml': 1.4739045204651643e-05 Probability of 'http': 1.4739045204651643e-05 Probability of 'curl': 1.4739045204651643e-05 Probability of 'sip': 0.00010317331643256149 Probability of 'subscriber': 2.9478090409303285e-05 Probability of 'telephony': 1.4739045204651643e-05 Probability of 'diameter': 1.4739045204651643e-05 Probability of 'volte': 1.4739045204651643e-05 Probability of 'ipme': 1.4739045204651643e-05 Probability of 'wireshark': 2.9478090409303285e-05 Probability of 'voip': 1.4739045204651643e-05 Probability of 'pertaining': 1.4739045204651643e-05 Probability of 'customernetwork': 1.4739045204651643e-05 Probability of 'concurrently': 1.4739045204651643e-05 Probability of 'radcom': 1.4739045204651643e-05 Probability of 'sfmc': 2.9478090409303285e-05 Probability of 'wysiwyg': 1.4739045204651643e-05 Probability of 'affectively': 1.4739045204651643e-05 Probability of 'netscout': 1.4739045204651643e-05 Probability of 'rtp': 1.4739045204651643e-05 Probability of 'nat': 1.4739045204651643e-05 Probability of 'webrtc': 1.4739045204651643e-05 Probability of 'packet': 1.4739045204651643e-05 Probability of 'voipsip': 1.4739045204651643e-05 Probability of 'tls': 2.9478090409303285e-05 Probability of 'indesign': 1.4739045204651643e-05 Probability of 'desing': 1.4739045204651643e-05 Probability of 'pattern': 2.9478090409303285e-05 Probability of 'multihreading': 1.4739045204651643e-05 Probability of 'stl': 1.4739045204651643e-05 Probability of 'challenger': 2.9478090409303285e-05 Probability of 'valuebasedselling': 1.4739045204651643e-05 Probability of 'frames': 1.4739045204651643e-05 Probability of 'rdd': 1.4739045204651643e-05 Probability of 'caching': 1.4739045204651643e-05 Probability of 'mlib': 1.4739045204651643e-05 Probability of 'toolkit': 1.4739045204651643e-05 Probability of 'wrangling': 1.4739045204651643e-05 Probability of 'skillsoverall': 1.4739045204651643e-05 Probability of 'hpdell': 1.4739045204651643e-05 Probability of 'dependency': 1.4739045204651643e-05 Probability of 'named': 1.4739045204651643e-05 Probability of 'normalized': 1.4739045204651643e-05 Probability of 'hospital': 1.4739045204651643e-05 Probability of 'physician': 1.4739045204651643e-05 Probability of 'circumstance': 1.4739045204651643e-05 Probability of 'microservicearchitecture': 1.4739045204651643e-05 Probability of 'valuecrm': 1.4739045204651643e-05 Probability of 'catchpoint': 1.4739045204651643e-05 Probability of 'prometheus': 1.4739045204651643e-05 Probability of 'aerospacedefense': 1.4739045204651643e-05 Probability of 'sonarqube': 1.4739045204651643e-05 Probability of 'aquascan': 1.4739045204651643e-05 Probability of 'estadisticas': 1.4739045204651643e-05 Probability of 'arrive': 1.4739045204651643e-05 Probability of 'aci': 1.4739045204651643e-05 Probability of 'sdn': 1.4739045204651643e-05 Probability of 'versioning': 1.4739045204651643e-05 Probability of 'deseabledinco': 1.4739045204651643e-05 Probability of 'activo': 1.4739045204651643e-05 Probability of 'consultor': 2.9478090409303285e-05 Probability of 'mds': 1.4739045204651643e-05 Probability of 'xsd': 1.4739045204651643e-05 Probability of 'hysis': 1.4739045204651643e-05 Probability of 'dissect': 1.4739045204651643e-05 Probability of 'stb': 1.4739045204651643e-05 Probability of 'debuggers': 1.4739045204651643e-05 Probability of 'generators': 2.9478090409303285e-05 Probability of 'pulse': 1.4739045204651643e-05 Probability of 'anything': 1.4739045204651643e-05 Probability of 'clientend': 1.4739045204651643e-05 Probability of 'counterparts': 1.4739045204651643e-05 Probability of 'serveroracle': 1.4739045204651643e-05 Probability of 'correlation': 1.4739045204651643e-05 Probability of 'firewall': 1.4739045204651643e-05 Probability of 'logs': 2.9478090409303285e-05 Probability of 'workflow': 1.4739045204651643e-05 Probability of 'quest': 1.4739045204651643e-05 Probability of 'pdm': 1.4739045204651643e-05 Probability of 'insurancefinancial': 1.4739045204651643e-05 Probability of 'administracixfn': 1.4739045204651643e-05 Probability of 'proyectos': 1.4739045204651643e-05 Probability of 'honed': 1.4739045204651643e-05 Probability of 'bright': 1.4739045204651643e-05 Probability of 'windowssicherheitsgrundlagen': 1.4739045204651643e-05 Probability of 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'seasons': 1.4739045204651643e-05 Probability of 'contractors': 1.4739045204651643e-05 Probability of 'pressureadditional': 1.4739045204651643e-05 Probability of 'liege': 1.4739045204651643e-05 Probability of 'airport': 1.4739045204651643e-05 Probability of 'bliege': 1.4739045204651643e-05 Probability of 'airportgracehollogneluikbelgium': 1.4739045204651643e-05 Probability of 'tradeoffs': 1.4739045204651643e-05 Probability of 'hohe': 2.9478090409303285e-05 Probability of 'fertigungstiefe': 1.4739045204651643e-05 Probability of 'zukunftsfge': 1.4739045204651643e-05 Probability of 'eigenfertigung': 1.4739045204651643e-05 Probability of 'nonfinonecial': 1.4739045204651643e-05 Probability of 'entrepreneurship': 1.4739045204651643e-05 Probability of 'cooperate': 1.4739045204651643e-05 Probability of 'anwendungswartungsdienste': 1.4739045204651643e-05 Probability of 'ebenfalls': 1.4739045204651643e-05 Probability of 'erheblich': 1.4739045204651643e-05 Probability of 'weiterentwickelt': 1.4739045204651643e-05 Probability of 'engenieers': 1.4739045204651643e-05 Probability of 'nutzen': 1.4739045204651643e-05 Probability of 'um': 1.4739045204651643e-05 Probability of 'kiopsbasierte': 1.4739045204651643e-05 Probability of 'proaktive': 1.4739045204651643e-05 Probability of 'bereitzustellen': 1.4739045204651643e-05 Probability of 'basics': 1.4739045204651643e-05 Probability of 'representations': 1.4739045204651643e-05 Probability of 'linearized': 1.4739045204651643e-05 Probability of 'frequency': 1.4739045204651643e-05 Probability of 'margins': 1.4739045204651643e-05 Probability of 'constants': 1.4739045204651643e-05 Probability of 'designqualifications': 1.4739045204651643e-05 Probability of 'implementationstechnical': 1.4739045204651643e-05 Probability of 'examples': 1.4739045204651643e-05 Probability of 'informatiquesanalytiques': 1.4739045204651643e-05 Probability of 'compris': 1.4739045204651643e-05 Probability of 'aptitudes': 1.4739045204651643e-05 Probability of 'seize': 1.4739045204651643e-05 Probability of 'outcomedriven': 1.4739045204651643e-05 Probability of 'thoughts': 1.4739045204651643e-05 Probability of 'skillsvoice': 1.4739045204651643e-05 Probability of 'interactive': 1.4739045204651643e-05 Probability of 'eigenmotivation': 1.4739045204651643e-05 Probability of 'zuverligkeit': 1.4739045204651643e-05 Probability of 'harmoniously': 1.4739045204651643e-05 Probability of 'starke': 1.4739045204651643e-05 Probability of 'fungs': 1.4739045204651643e-05 Probability of 'problemlngs': 1.4739045204651643e-05 Probability of 'multitaskingfgkeiten': 1.4739045204651643e-05 Probability of 'unafraid': 1.4739045204651643e-05 Probability of 'differently': 1.4739045204651643e-05 Probability of 'conveying': 1.4739045204651643e-05 Probability of 'clarity': 1.4739045204651643e-05 Probability of 'directness': 1.4739045204651643e-05 Probability of 'adverse': 1.4739045204651643e-05 Probability of 'socialize': 1.4739045204651643e-05 Probability of 'appointments': 1.4739045204651643e-05 Probability of 'shy': 1.4739045204651643e-05 Probability of 'rejection': 2.9478090409303285e-05 Probability of 'spotting': 1.4739045204651643e-05 Probability of 'persistence': 1.4739045204651643e-05 Probability of 'communicative': 2.9478090409303285e-05 Probability of 'germanpolish': 1.4739045204651643e-05 Probability of 'motivator': 1.4739045204651643e-05 Probability of 'resultsfocused': 1.4739045204651643e-05 Probability of 'accomplishments': 1.4739045204651643e-05 Probability of 'persuasion': 1.4739045204651643e-05 Probability of 'buildinginterpersonal': 1.4739045204651643e-05 Probability of 'processknowledge': 1.4739045204651643e-05 Probability of 'prospects': 1.4739045204651643e-05 Probability of 'centred': 1.4739045204651643e-05 Probability of 'oralit': 1.4739045204651643e-05 Probability of 'indispensable': 1.4739045204651643e-05 Probability of 'standardization': 1.4739045204651643e-05 Probability of 'match': 1.4739045204651643e-05 Probability of 'thresholds': 1.4739045204651643e-05 Probability of 'projectevent': 1.4739045204651643e-05 Probability of 'restraints': 1.4739045204651643e-05 Probability of 'ranging': 1.4739045204651643e-05 Probability of 'sowohl': 1.4739045204651643e-05 Probability of 'mlich': 1.4739045204651643e-05 Probability of 'schriftlich': 1.4739045204651643e-05 Probability of 'index': 1.4739045204651643e-05 Probability of 'choice': 1.4739045204651643e-05 Probability of 'compression': 1.4739045204651643e-05 Probability of 'facilitates': 1.4739045204651643e-05 Probability of 'highpriority': 1.4739045204651643e-05 Probability of 'polished': 1.4739045204651643e-05 Probability of 'presenter': 1.4739045204651643e-05 Probability of 'visionary': 1.4739045204651643e-05 Probability of 'schneller': 1.4739045204651643e-05 Probability of 'lernerin': 1.4739045204651643e-05 Probability of 'anpassungsfg': 1.4739045204651643e-05 Probability of 'wenn': 1.4739045204651643e-05 Probability of 'neue': 1.4739045204651643e-05 Probability of 'prozesse': 1.4739045204651643e-05 Probability of 'konzepte': 1.4739045204651643e-05 Probability of 'eingeft': 1.4739045204651643e-05 Probability of 'werden': 1.4739045204651643e-05 Probability of 'scientists': 1.4739045204651643e-05 Probability of 'technicians': 1.4739045204651643e-05 Probability of 'associatesmanagers': 1.4739045204651643e-05 Probability of 'resilience': 1.4739045204651643e-05 Probability of 'importantly': 1.4739045204651643e-05 Probability of 'selfdisciplined': 1.4739045204651643e-05 Probability of 'roll': 1.4739045204651643e-05 Probability of 'sleeves': 1.4739045204651643e-05 Probability of 'dependability': 1.4739045204651643e-05 Probability of 'trainingpresentation': 1.4739045204651643e-05 Probability of 'allow': 1.4739045204651643e-05 Probability of 'kreatives': 1.4739045204651643e-05 Probability of 'pragmatisches': 1.4739045204651643e-05 Probability of 'facetoface': 1.4739045204651643e-05 Probability of 'collaborates': 1.4739045204651643e-05 Probability of 'blir': 1.4739045204651643e-05 Probability of 'confiance': 1.4739045204651643e-05 Probability of 'fostering': 1.4739045204651643e-05 Probability of 'airline': 1.4739045204651643e-05 Probability of 'sponsors': 1.4739045204651643e-05 Probability of 'selections': 1.4739045204651643e-05 Probability of 'org': 1.4739045204651643e-05 Probability of 'reportingreviews': 1.4739045204651643e-05 Probability of 'resultsdriven': 1.4739045204651643e-05 Probability of 'selfdriven': 1.4739045204651643e-05 Probability of 'multilingual': 1.4739045204651643e-05 Probability of 'believes': 1.4739045204651643e-05 Probability of 'keys': 1.4739045204651643e-05 Probability of 'damage': 1.4739045204651643e-05 Probability of 'serviceability': 1.4739045204651643e-05 Probability of 'revealed': 1.4739045204651643e-05 Probability of 'difficulties': 1.4739045204651643e-05 Probability of 'repairmodification': 1.4739045204651643e-05 Probability of 'notwendigen': 1.4739045204651643e-05 Probability of 'komponenten': 1.4739045204651643e-05 Probability of 'customerfocused': 1.4739045204651643e-05 Probability of 'devconfig': 1.4739045204651643e-05 Probability of 'lv': 1.4739045204651643e-05
# generate vocabulary
vocab = set({k:v for k,v in words.items() if ((v > 5) and (len(k) > 3))})
len(vocab), vocab
(1197,
{'additional',
'ownership',
'system',
'parties',
'thorough',
'matter',
'architect',
'architectures',
'java',
'player',
'hands',
'designing',
'demonstrates',
'supporting',
'postsecondary',
'selling',
'ideally',
'word',
'authority',
'python',
'nice',
'aptitude',
'assets',
'resolution',
'mapping',
'influencing',
'servers',
'support',
'scale',
'space',
'technologies',
'some',
'stream',
'equivalent',
'longterm',
'html',
'sound',
'which',
'individual',
'issues',
'accuracy',
'either',
'specifications',
'cases',
'applied',
'spark',
'verification',
'procurement',
'dummy',
'tool',
'visual',
'concepts',
'executing',
'leading',
'asset',
'respond',
'preferably',
'earned',
'global',
'prioritize',
'leaders',
'possess',
'fabrication',
'continuous',
'levels',
'cash',
'negotiation',
'lieu',
'integrated',
'integrity',
'least',
'services',
'consulting',
'expectations',
'certifications',
'decisions',
'businesses',
'drawings',
'industrial',
'belt',
'factory',
'construction',
'both',
'independent',
'programming',
'validation',
'function',
'make',
'regular',
'architecture',
'supervisory',
'problems',
'audits',
'productivity',
'disciplines',
'things',
'solid',
'next',
'businessrelated',
'evolving',
'urgency',
'knowledge',
'devices',
'sciences',
'detail',
'optimization',
'significant',
'academic',
'components',
'become',
'develops',
'expence',
'gathering',
'involving',
'distribution',
'creative',
'scope',
'goal',
'center',
'common',
'months',
'vendor',
'chain',
'field',
'line',
'government',
'database',
'jenkins',
'admin',
'define',
'associated',
'supports',
'berufserfahrung',
'oral',
'nothing',
'sessions',
'between',
'advantage',
'utilizing',
'coaching',
'throughout',
'case',
'local',
'dashboards',
'incident',
'proven',
'overall',
'document',
'domain',
'conduct',
'risk',
'organizations',
'javascript',
'deals',
'have',
'negotiations',
'salesforce',
'their',
'supervision',
'json',
'unit',
'troubleshooting',
'physical',
'deep',
'problem',
'fast',
'read',
'reports',
'rest',
'large',
'certificate',
'worked',
'fastpaced',
'personal',
'accounts',
'minimal',
'when',
'life',
'needs',
'identify',
'owners',
'facility',
'legacy',
'handling',
'banking',
'systems',
'effectively',
'endtoend',
'technically',
'social',
'transactions',
'shipping',
'databases',
'this',
'name',
'outside',
'consultant',
'aerospace',
'model',
'certified',
'handle',
'positive',
'regarding',
'collection',
'acquisition',
'german',
'change',
'deliverables',
'keep',
'stakeholders',
'analysis',
'presentations',
'scripting',
'review',
'cloud',
'influence',
'response',
'standard',
'medium',
'developing',
'test',
'sets',
'will',
'interaction',
'good',
'results',
'recognized',
'conversion',
'value',
'health',
'focused',
'people',
'interact',
'computer',
'accounting',
'generation',
'must',
'languages',
'party',
'itil',
'growth',
'professional',
'same',
'looking',
'scrum',
'graphics',
'they',
'proactive',
'dans',
'candidates',
'scalable',
'three',
'grow',
'primary',
'chemicals',
'reporting',
'communications',
'network',
'policies',
'power',
'efficiently',
'account',
'location',
'vision',
'objectives',
'articulate',
'while',
'expertise',
'interface',
'providing',
'talent',
'handson',
'monitoring',
'desired',
'economics',
'internal',
'site',
'execution',
'energy',
'office',
'usability',
'insurance',
'exceptional',
'report',
'extensive',
'launch',
'quickly',
'proposal',
'done',
'selection',
'roles',
'skills',
'specification',
'stack',
'managers',
'modeling',
'owner',
'partner',
'engage',
'meeting',
'efficiency',
'implemented',
'green',
'largescale',
'clearance',
'custom',
'deadlines',
'computing',
'managing',
'existing',
'completed',
'recovery',
'request',
'adherence',
'demonstrated',
'junior',
'math',
'facilities',
'military',
'flow',
'skill',
'with',
'limited',
'culture',
'year',
'electrical',
'journey',
'multinational',
'tasks',
'engineers',
'full',
'injection',
'challenges',
'customers',
'structure',
'point',
'study',
'estimates',
'adapt',
'globally',
'acceptance',
'into',
'deliver',
'onsite',
'capability',
'native',
'setting',
'members',
'thinking',
'operating',
'address',
'facilitate',
'awareness',
'post',
'stages',
'pipeline',
'offerings',
'motivate',
'marketing',
'from',
'writing',
'advantageous',
'plant',
'protocols',
'contracts',
'analyst',
'apis',
'migration',
'over',
'privacy',
'networks',
'fluency',
'monitor',
'familiar',
'insights',
'cicd',
'direction',
'maintenance',
'processing',
'facing',
'processes',
'jira',
'threat',
'place',
'events',
'success',
'users',
'drive',
'such',
'sales',
'versed',
'timelines',
'audit',
'variety',
'platform',
'determine',
'executives',
'term',
'outcomes',
'capacity',
'connected',
'angular',
'recruitment',
'analytical',
'collaboratively',
'reading',
'react',
'incidents',
'connaissance',
'specific',
'industries',
'terms',
'provide',
'relations',
'export',
'compliance',
'constraints',
'sensor',
'electronic',
'associate',
'defined',
'accredited',
'automated',
'increase',
'manufacturing',
'front',
'maximize',
'engagement',
'engagements',
'experienced',
'required',
'commerce',
'international',
'speaking',
'sprint',
'vertical',
'department',
'status',
'documents',
'scheduling',
'process',
'experience',
'controls',
'backlog',
'leads',
'resource',
'pour',
'ability',
'informatica',
'environments',
'orders',
'advanced',
'master',
'manner',
'resolving',
'engine',
'changing',
'delivering',
'engineer',
'growing',
'environment',
'develop',
'highly',
'consistently',
'following',
'analytics',
'tracking',
'channel',
'essential',
'using',
'build',
'best',
'advance',
'performance',
'wide',
'matrixed',
'manager',
'cybersecurity',
'flexibility',
'transformation',
'learn',
'that',
'time',
'spanish',
'like',
'models',
'performs',
'collaborative',
'basis',
'oracle',
'paced',
'adobe',
'before',
'methodologies',
'considered',
'clearly',
'integrating',
'chemical',
'down',
'relational',
'optimize',
'specialization',
'actively',
'maintain',
'analyze',
'control',
'platforms',
'security',
'details',
'efforts',
'accurate',
'inside',
'above',
'desire',
'client',
'financials',
'creativity',
'architecting',
'requiring',
'areas',
'record',
'person',
'most',
'resources',
'developer',
'tech',
'requirements',
'working',
'outlook',
'policy',
'school',
'recommendations',
'forecast',
'needed',
'fxfcr',
'discussions',
'information',
'azure',
'cyber',
'online',
'deal',
'tableau',
'critical',
'holders',
'firm',
'prepare',
'assembly',
'employee',
'recruiting',
'cycle',
'employees',
'prior',
'equipment',
'supply',
'organization',
'transition',
'snowflake',
'interpret',
'listening',
'various',
'documentation',
'special',
'create',
'frameworks',
'simulation',
'powershell',
'group',
'instrumentation',
'learning',
'mechanical',
'utilization',
'selfstarter',
'involve',
'need',
'logistics',
'commercial',
'plan',
'necessary',
'multitasking',
'opportunities',
'work',
'market',
'product',
'proposals',
'havebachelors',
'kafka',
'strategies',
'comfortable',
'calls',
'studies',
'optical',
'metal',
'backend',
'black',
'research',
'oder',
'assist',
'range',
'works',
'coordination',
'teams',
'defining',
'portfolio',
'during',
'tuning',
'features',
'tertiary',
'written',
'responsibility',
'passion',
'operate',
'legal',
'area',
'reliability',
'understands',
'satisfaction',
'abet',
'agency',
'innovative',
'directly',
'relationship',
'share',
'methodology',
'contractual',
'follow',
'polymer',
'public',
'programs',
'safe',
'environmental',
'hours',
'stem',
'jquery',
'different',
'principles',
'integration',
'company',
'installing',
'improvements',
'material',
'established',
'hold',
'requires',
'think',
'agile',
'module',
'smart',
'units',
'query',
'part',
'human',
'data',
'university',
'willingness',
'bebtech',
'where',
'qualification',
'reliable',
'broad',
'text',
'mentor',
'architectural',
'timely',
'core',
'servicenow',
'estimation',
'ensure',
'attitude',
'these',
'warehouse',
'cisco',
'willing',
'industry',
'excellence',
'networking',
'changes',
'operation',
'building',
'challenging',
'leverage',
'motivated',
'successful',
'block',
'outcome',
'coordinator',
'frontend',
'guidelines',
'materials',
'guidance',
'partners',
'indepth',
'management',
'college',
'obtain',
'emerging',
'automation',
'engineering',
'used',
'associates',
'hvac',
'than',
'solution',
'analyzing',
'organizational',
'application',
'medical',
'offering',
'complete',
'more',
'identification',
'focus',
'implementation',
'integrate',
'enable',
'coordinate',
'retail',
'exposure',
'budget',
'responsible',
'very',
'including',
'interest',
'having',
'electronics',
'source',
'within',
'base',
'contact',
'cognizant',
'scripts',
'hadoop',
'creation',
'world',
'virtual',
'leader',
'organize',
'governance',
'improvement',
'administrative',
'long',
'varying',
'technology',
'financial',
'rules',
'companies',
'abilities',
'excel',
'modules',
'related',
'analytic',
'align',
'metrics',
'production',
'acumen',
'subject',
'software',
'based',
'leadership',
'final',
'lead',
'situations',
'graduate',
'interfaces',
'generate',
'style',
'formal',
'ausbildung',
'assistance',
'forecasting',
'chemistry',
'multiple',
'unix',
'roadmap',
'director',
'total',
'completion',
'contribute',
'service',
'demand',
'cost',
'relevant',
'packages',
'desirable',
'team',
'future',
'mathematics',
'regulations',
'years',
'repair',
'position',
'staff',
'degree',
'fields',
'agents',
'risks',
'driven',
'diploma',
'emphasis',
'mandatory',
'performing',
'little',
'present',
'demonstrating',
'multitask',
'monthly',
'capital',
'aircraft',
'general',
'french',
'your',
'stories',
'understand',
'hana',
'senior',
'strategy',
'personnel',
'qualified',
'developers',
'impact',
'operational',
'pipelines',
'liaison',
'depth',
'intelligence',
'corporate',
'combination',
'other',
'windows',
'drivers',
'important',
'fully',
'sourcing',
'qualifications',
'action',
'linux',
'efficient',
'representing',
'bachelors',
'device',
'enhance',
'customer',
'improve',
'projects',
'evaluate',
'proactively',
'standards',
'major',
'also',
'opportunity',
'enterprise',
'would',
'solve',
'contract',
'refining',
'distributed',
'feedback',
'current',
'updates',
'inputs',
'initiative',
'presentation',
'schedule',
'negotiate',
'participate',
'across',
'another',
'diverse',
'patterns',
'safety',
'evaluation',
'fluent',
'five',
'cause',
'devops',
'well',
'laws',
'suite',
'tools',
'markets',
'infrastructure',
'expert',
'healthcare',
'education',
'hardware',
'strongly',
'parts',
'individuals',
'quantitative',
'functionality',
'stakeholder',
'approach',
'reviews',
'being',
'initiatives',
'visualization',
'vendors',
'capabilities',
'complex',
'masters',
'server',
'participation',
'honeywell',
'managerial',
'administration',
'activities',
'functions',
'powerpoint',
'machine',
'batch',
'skilled',
'around',
'progressive',
'aspects',
'products',
'flexible',
'bachelor',
'statistics',
'desk',
'structures',
'competitive',
'english',
'communicate',
'deploying',
'applications',
'lifecycle',
'dynamic',
'regulatory',
'higher',
'track',
'role',
'methods',
'practices',
'modern',
'goals',
'measurement',
'driving',
'implement',
'functional',
'take',
'basic',
'experiences',
'bereich',
'logic',
'thought',
'honeywells',
'relationships',
'assisting',
'embedded',
'making',
'matlab',
'pressure',
'component',
'specialist',
'valve',
'user',
'project',
'resolve',
'through',
'execute',
'understanding',
'selfmotivated',
'require',
'preparation',
'coding',
'annual',
'vous',
'storage',
'open',
'practice',
'daily',
'maintaining',
'maintains',
'saas',
'logical',
'suppliers',
'applying',
'alignment',
'target',
'conflict',
'independently',
'schedules',
'join',
'avionics',
'oversight',
'detailed',
'procedures',
'proficiency',
'specifically',
'direct',
'matrix',
'balance',
'identifying',
'assigned',
'content',
'successfully',
'purchasing',
'orientated',
'bitbucket',
'practical',
'citizen',
...})
# Conditional Probability of the Categories
def cond_proba(df, vocab, smoothing):
cat_count = df.groupby('Type').count()['New_Sentence'].to_dict()
word_prob = {}
for category in tqdm(list(set(df['Type'].values))):
word_prob[category] = {}
for word in list(vocab):
word_count = 0
for sentence in df[df['Type'] == category]['New_Sentence'].values:
if(word in sentence):
word_count = word_count + 1
in_val = (word_count + smoothing) / (cat_count[category] + (smoothing*len(cat_count)))
word_prob[category][word] = in_val
return word_prob
# Function to Predict the category
def predict(df, cond_prob, words_prob, prior_prob):
test_data = df['New_Sentence'].str.split().tolist()
test_labels = list(df['Type'].values)
pred_labels = []
for t_v in test_data:
pred_cls = {}
for key,val in cond_prob.items():
num_a = 1
den = 1
for t_wrd in t_v:
if(t_wrd in val.keys()):
num_a = num_a * val[t_wrd]
if(t_wrd in words_prob.keys()):
den = den * words_prob[t_wrd]
num = num_a * prior_prob[key]
pred_cls[key] = num / den
pred_labels.append(max(pred_cls, key= pred_cls.get))
acc_count = 0
for k,j in zip(list(df['Type'].values), pred_labels):
if(k == j):
acc_count += 1
return acc_count / len(test_labels)
# Displaying the vocabulary
print(vocab)
{'additional', 'ownership', 'system', 'parties', 'thorough', 'matter', 'architect', 'architectures', 'java', 'player', 'hands', 'designing', 'demonstrates', 'supporting', 'postsecondary', 'selling', 'ideally', 'word', 'authority', 'python', 'nice', 'aptitude', 'assets', 'resolution', 'mapping', 'influencing', 'servers', 'support', 'scale', 'space', 'technologies', 'some', 'stream', 'equivalent', 'longterm', 'html', 'sound', 'which', 'individual', 'issues', 'accuracy', 'either', 'specifications', 'cases', 'applied', 'spark', 'verification', 'procurement', 'dummy', 'tool', 'visual', 'concepts', 'executing', 'leading', 'asset', 'respond', 'preferably', 'earned', 'global', 'prioritize', 'leaders', 'possess', 'fabrication', 'continuous', 'levels', 'cash', 'negotiation', 'lieu', 'integrated', 'integrity', 'least', 'services', 'consulting', 'expectations', 'certifications', 'decisions', 'businesses', 'drawings', 'industrial', 'belt', 'factory', 'construction', 'both', 'independent', 'programming', 'validation', 'function', 'make', 'regular', 'architecture', 'supervisory', 'problems', 'audits', 'productivity', 'disciplines', 'things', 'solid', 'next', 'businessrelated', 'evolving', 'urgency', 'knowledge', 'devices', 'sciences', 'detail', 'optimization', 'significant', 'academic', 'components', 'become', 'develops', 'expence', 'gathering', 'involving', 'distribution', 'creative', 'scope', 'goal', 'center', 'common', 'months', 'vendor', 'chain', 'field', 'line', 'government', 'database', 'jenkins', 'admin', 'define', 'associated', 'supports', 'berufserfahrung', 'oral', 'nothing', 'sessions', 'between', 'advantage', 'utilizing', 'coaching', 'throughout', 'case', 'local', 'dashboards', 'incident', 'proven', 'overall', 'document', 'domain', 'conduct', 'risk', 'organizations', 'javascript', 'deals', 'have', 'negotiations', 'salesforce', 'their', 'supervision', 'json', 'unit', 'troubleshooting', 'physical', 'deep', 'problem', 'fast', 'read', 'reports', 'rest', 'large', 'certificate', 'worked', 'fastpaced', 'personal', 'accounts', 'minimal', 'when', 'life', 'needs', 'identify', 'owners', 'facility', 'legacy', 'handling', 'banking', 'systems', 'effectively', 'endtoend', 'technically', 'social', 'transactions', 'shipping', 'databases', 'this', 'name', 'outside', 'consultant', 'aerospace', 'model', 'certified', 'handle', 'positive', 'regarding', 'collection', 'acquisition', 'german', 'change', 'deliverables', 'keep', 'stakeholders', 'analysis', 'presentations', 'scripting', 'review', 'cloud', 'influence', 'response', 'standard', 'medium', 'developing', 'test', 'sets', 'will', 'interaction', 'good', 'results', 'recognized', 'conversion', 'value', 'health', 'focused', 'people', 'interact', 'computer', 'accounting', 'generation', 'must', 'languages', 'party', 'itil', 'growth', 'professional', 'same', 'looking', 'scrum', 'graphics', 'they', 'proactive', 'dans', 'candidates', 'scalable', 'three', 'grow', 'primary', 'chemicals', 'reporting', 'communications', 'network', 'policies', 'power', 'efficiently', 'account', 'location', 'vision', 'objectives', 'articulate', 'while', 'expertise', 'interface', 'providing', 'talent', 'handson', 'monitoring', 'desired', 'economics', 'internal', 'site', 'execution', 'energy', 'office', 'usability', 'insurance', 'exceptional', 'report', 'extensive', 'launch', 'quickly', 'proposal', 'done', 'selection', 'roles', 'skills', 'specification', 'stack', 'managers', 'modeling', 'owner', 'partner', 'engage', 'meeting', 'efficiency', 'implemented', 'green', 'largescale', 'clearance', 'custom', 'deadlines', 'computing', 'managing', 'existing', 'completed', 'recovery', 'request', 'adherence', 'demonstrated', 'junior', 'math', 'facilities', 'military', 'flow', 'skill', 'with', 'limited', 'culture', 'year', 'electrical', 'journey', 'multinational', 'tasks', 'engineers', 'full', 'injection', 'challenges', 'customers', 'structure', 'point', 'study', 'estimates', 'adapt', 'globally', 'acceptance', 'into', 'deliver', 'onsite', 'capability', 'native', 'setting', 'members', 'thinking', 'operating', 'address', 'facilitate', 'awareness', 'post', 'stages', 'pipeline', 'offerings', 'motivate', 'marketing', 'from', 'writing', 'advantageous', 'plant', 'protocols', 'contracts', 'analyst', 'apis', 'migration', 'over', 'privacy', 'networks', 'fluency', 'monitor', 'familiar', 'insights', 'cicd', 'direction', 'maintenance', 'processing', 'facing', 'processes', 'jira', 'threat', 'place', 'events', 'success', 'users', 'drive', 'such', 'sales', 'versed', 'timelines', 'audit', 'variety', 'platform', 'determine', 'executives', 'term', 'outcomes', 'capacity', 'connected', 'angular', 'recruitment', 'analytical', 'collaboratively', 'reading', 'react', 'incidents', 'connaissance', 'specific', 'industries', 'terms', 'provide', 'relations', 'export', 'compliance', 'constraints', 'sensor', 'electronic', 'associate', 'defined', 'accredited', 'automated', 'increase', 'manufacturing', 'front', 'maximize', 'engagement', 'engagements', 'experienced', 'required', 'commerce', 'international', 'speaking', 'sprint', 'vertical', 'department', 'status', 'documents', 'scheduling', 'process', 'experience', 'controls', 'backlog', 'leads', 'resource', 'pour', 'ability', 'informatica', 'environments', 'orders', 'advanced', 'master', 'manner', 'resolving', 'engine', 'changing', 'delivering', 'engineer', 'growing', 'environment', 'develop', 'highly', 'consistently', 'following', 'analytics', 'tracking', 'channel', 'essential', 'using', 'build', 'best', 'advance', 'performance', 'wide', 'matrixed', 'manager', 'cybersecurity', 'flexibility', 'transformation', 'learn', 'that', 'time', 'spanish', 'like', 'models', 'performs', 'collaborative', 'basis', 'oracle', 'paced', 'adobe', 'before', 'methodologies', 'considered', 'clearly', 'integrating', 'chemical', 'down', 'relational', 'optimize', 'specialization', 'actively', 'maintain', 'analyze', 'control', 'platforms', 'security', 'details', 'efforts', 'accurate', 'inside', 'above', 'desire', 'client', 'financials', 'creativity', 'architecting', 'requiring', 'areas', 'record', 'person', 'most', 'resources', 'developer', 'tech', 'requirements', 'working', 'outlook', 'policy', 'school', 'recommendations', 'forecast', 'needed', 'fxfcr', 'discussions', 'information', 'azure', 'cyber', 'online', 'deal', 'tableau', 'critical', 'holders', 'firm', 'prepare', 'assembly', 'employee', 'recruiting', 'cycle', 'employees', 'prior', 'equipment', 'supply', 'organization', 'transition', 'snowflake', 'interpret', 'listening', 'various', 'documentation', 'special', 'create', 'frameworks', 'simulation', 'powershell', 'group', 'instrumentation', 'learning', 'mechanical', 'utilization', 'selfstarter', 'involve', 'need', 'logistics', 'commercial', 'plan', 'necessary', 'multitasking', 'opportunities', 'work', 'market', 'product', 'proposals', 'havebachelors', 'kafka', 'strategies', 'comfortable', 'calls', 'studies', 'optical', 'metal', 'backend', 'black', 'research', 'oder', 'assist', 'range', 'works', 'coordination', 'teams', 'defining', 'portfolio', 'during', 'tuning', 'features', 'tertiary', 'written', 'responsibility', 'passion', 'operate', 'legal', 'area', 'reliability', 'understands', 'satisfaction', 'abet', 'agency', 'innovative', 'directly', 'relationship', 'share', 'methodology', 'contractual', 'follow', 'polymer', 'public', 'programs', 'safe', 'environmental', 'hours', 'stem', 'jquery', 'different', 'principles', 'integration', 'company', 'installing', 'improvements', 'material', 'established', 'hold', 'requires', 'think', 'agile', 'module', 'smart', 'units', 'query', 'part', 'human', 'data', 'university', 'willingness', 'bebtech', 'where', 'qualification', 'reliable', 'broad', 'text', 'mentor', 'architectural', 'timely', 'core', 'servicenow', 'estimation', 'ensure', 'attitude', 'these', 'warehouse', 'cisco', 'willing', 'industry', 'excellence', 'networking', 'changes', 'operation', 'building', 'challenging', 'leverage', 'motivated', 'successful', 'block', 'outcome', 'coordinator', 'frontend', 'guidelines', 'materials', 'guidance', 'partners', 'indepth', 'management', 'college', 'obtain', 'emerging', 'automation', 'engineering', 'used', 'associates', 'hvac', 'than', 'solution', 'analyzing', 'organizational', 'application', 'medical', 'offering', 'complete', 'more', 'identification', 'focus', 'implementation', 'integrate', 'enable', 'coordinate', 'retail', 'exposure', 'budget', 'responsible', 'very', 'including', 'interest', 'having', 'electronics', 'source', 'within', 'base', 'contact', 'cognizant', 'scripts', 'hadoop', 'creation', 'world', 'virtual', 'leader', 'organize', 'governance', 'improvement', 'administrative', 'long', 'varying', 'technology', 'financial', 'rules', 'companies', 'abilities', 'excel', 'modules', 'related', 'analytic', 'align', 'metrics', 'production', 'acumen', 'subject', 'software', 'based', 'leadership', 'final', 'lead', 'situations', 'graduate', 'interfaces', 'generate', 'style', 'formal', 'ausbildung', 'assistance', 'forecasting', 'chemistry', 'multiple', 'unix', 'roadmap', 'director', 'total', 'completion', 'contribute', 'service', 'demand', 'cost', 'relevant', 'packages', 'desirable', 'team', 'future', 'mathematics', 'regulations', 'years', 'repair', 'position', 'staff', 'degree', 'fields', 'agents', 'risks', 'driven', 'diploma', 'emphasis', 'mandatory', 'performing', 'little', 'present', 'demonstrating', 'multitask', 'monthly', 'capital', 'aircraft', 'general', 'french', 'your', 'stories', 'understand', 'hana', 'senior', 'strategy', 'personnel', 'qualified', 'developers', 'impact', 'operational', 'pipelines', 'liaison', 'depth', 'intelligence', 'corporate', 'combination', 'other', 'windows', 'drivers', 'important', 'fully', 'sourcing', 'qualifications', 'action', 'linux', 'efficient', 'representing', 'bachelors', 'device', 'enhance', 'customer', 'improve', 'projects', 'evaluate', 'proactively', 'standards', 'major', 'also', 'opportunity', 'enterprise', 'would', 'solve', 'contract', 'refining', 'distributed', 'feedback', 'current', 'updates', 'inputs', 'initiative', 'presentation', 'schedule', 'negotiate', 'participate', 'across', 'another', 'diverse', 'patterns', 'safety', 'evaluation', 'fluent', 'five', 'cause', 'devops', 'well', 'laws', 'suite', 'tools', 'markets', 'infrastructure', 'expert', 'healthcare', 'education', 'hardware', 'strongly', 'parts', 'individuals', 'quantitative', 'functionality', 'stakeholder', 'approach', 'reviews', 'being', 'initiatives', 'visualization', 'vendors', 'capabilities', 'complex', 'masters', 'server', 'participation', 'honeywell', 'managerial', 'administration', 'activities', 'functions', 'powerpoint', 'machine', 'batch', 'skilled', 'around', 'progressive', 'aspects', 'products', 'flexible', 'bachelor', 'statistics', 'desk', 'structures', 'competitive', 'english', 'communicate', 'deploying', 'applications', 'lifecycle', 'dynamic', 'regulatory', 'higher', 'track', 'role', 'methods', 'practices', 'modern', 'goals', 'measurement', 'driving', 'implement', 'functional', 'take', 'basic', 'experiences', 'bereich', 'logic', 'thought', 'honeywells', 'relationships', 'assisting', 'embedded', 'making', 'matlab', 'pressure', 'component', 'specialist', 'valve', 'user', 'project', 'resolve', 'through', 'execute', 'understanding', 'selfmotivated', 'require', 'preparation', 'coding', 'annual', 'vous', 'storage', 'open', 'practice', 'daily', 'maintaining', 'maintains', 'saas', 'logical', 'suppliers', 'applying', 'alignment', 'target', 'conflict', 'independently', 'schedules', 'join', 'avionics', 'oversight', 'detailed', 'procedures', 'proficiency', 'specifically', 'direct', 'matrix', 'balance', 'identifying', 'assigned', 'content', 'successfully', 'purchasing', 'orientated', 'bitbucket', 'practical', 'citizen', 'right', 'finance', 'cross', 'bias', 'groups', 'strategic', 'btech', 'operations', 'access', 'external', 'quality', 'root', 'meetings', 'implementations', 'actions', 'selenium', 'supplier', 'assignments', 'microservices', 'petrochemical', 'professionals', 'level', 'andor', 'orientation', 'crossfunctional', 'guide', 'instructions', 'summary', 'write', 'includes', 'sigma', 'trends', 'strong', 'achieve', 'bring', 'secure', 'technical', 'siop', 'oriented', 'circuits', 'salesforcecom', 'pega', 'priorities', 'domains', 'laboratory', 'interpersonal', 'easier', 'techniques', 'troubleshoot', 'statistical', 'communication', 'plus', 'effective', 'pricing', 'capable', 'queries', 'design', 'cissp', 'creating', 'clear', 'collaborate', 'usage', 'establish', 'call', 'sfdc', 'provides', 'self', 'perform', 'manage', 'leveraging', 'consistent', 'setup', 'lightning', 'sources', 'designed', 'lean', 'mobile', 'candidate', 'framework', 'decision', 'implementing', 'integrations', 'close', 'genesys', 'sdlc', 'solver', 'installation', 'apply', 'include', 'defense', 'four', 'intermediate', 'business', 'each', 'development', 'science', 'minimum', 'without', 'under', 'proficient', 'added', 'types', 'corrective', 'along', 'designs', 'collaboration', 'spring', 'program', 'revenue', 'high', 'excellent', 'solutions', 'member', 'code', 'verbal', 'should', 'preferred', 'able', 'physics', 'boot', 'anticipate', 'testing', 'sustainable', 'stake', 'plans', 'sites', 'ensuring', 'requirement', 'solving', 'state', 'assurance', 'configuration', 'workflows', 'small', 'requests', 'desktop', 'translate', 'ideal', 'consultative', 'inventory', 'approaches', 'drives', 'teamwork', 'available', 'help', 'currently', 'language', 'others', 'certification', 'debugging', 'sense', 'apex', 'release', 'familiarity', 'similar', 'meet', 'problemsolving', 'warehousing', 'trade', 'aspnet', 'appropriate', 'previous', 'microsoft', 'benefits', 'demonstrate', 'about', 'facilitation', 'them', 'progress', 'mindset', 'ambiguous', 'active', 'closely', 'transfer', 'discipline', 'travel', 'order', 'availability', 'innovation', 'first', 'background', 'responsibilities', 'undergraduate', 'organized', 'delivery', 'planning', 'fire', 'executive', 'great', 'sizing', 'attention', 'clients', 'training', 'deployment', 'digital', 'applicable', 'region'}
# Word Probability in Documents
words_prob = {}
# calc / print probability of word
for w in vocab:
words_prob[w] = words[w]/df.shape[0]
print("Word Probability in Documents:\n")
pd.DataFrame({'Word': words_prob.keys(), 'Probability': words_prob.values()})
Word Probability in Documents:
| Word | Probability | |
|---|---|---|
| 0 | additional | 0.003333 |
| 1 | ownership | 0.001667 |
| 2 | system | 0.018500 |
| 3 | parties | 0.001167 |
| 4 | thorough | 0.001500 |
| ... | ... | ... |
| 1192 | training | 0.009000 |
| 1193 | deployment | 0.003333 |
| 1194 | digital | 0.007000 |
| 1195 | applicable | 0.002500 |
| 1196 | region | 0.002000 |
1197 rows × 2 columns
# Conditional Probabilities of The Word in The Type
cond_prob = cond_proba(train, vocab, smoothing=0)
print("--- Conditional probabilities of the word in the category ---")
for category in cond_prob.keys():
for i,j in zip(cond_prob[category].keys(),
cond_prob[category].values()):
if(j != 0.0):
print(category, "-", i, "-", j)
100%|████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:12<00:00, 2.14s/it]
--- Conditional probabilities of the word in the category --- Experience - additional - 0.006482982171799027 Experience - system - 0.06482982171799027 Experience - matter - 0.0016207455429497568 Experience - architect - 0.02593192868719611 Experience - architectures - 0.0016207455429497568 Experience - java - 0.03079416531604538 Experience - hands - 0.027552674230145867 Experience - designing - 0.004862236628849271 Experience - supporting - 0.006482982171799027 Experience - selling - 0.008103727714748784 Experience - ideally - 0.008103727714748784 Experience - word - 0.0016207455429497568 Experience - authority - 0.0032414910858995136 Experience - python - 0.009724473257698542 Experience - nice - 0.0032414910858995136 Experience - assets - 0.0016207455429497568 Experience - servers - 0.0016207455429497568 Experience - support - 0.03241491085899514 Experience - scale - 0.014586709886547812 Experience - space - 0.014586709886547812 Experience - technologies - 0.012965964343598054 Experience - some - 0.006482982171799027 Experience - stream - 0.0016207455429497568 Experience - equivalent - 0.014586709886547812 Experience - html - 0.006482982171799027 Experience - sound - 0.0016207455429497568 Experience - which - 0.004862236628849271 Experience - individual - 0.0016207455429497568 Experience - issues - 0.0032414910858995136 Experience - either - 0.0016207455429497568 Experience - applied - 0.0032414910858995136 Experience - spark - 0.006482982171799027 Experience - verification - 0.0016207455429497568 Experience - procurement - 0.019448946515397084 Experience - dummy - 0.014586709886547812 Experience - tool - 0.027552674230145867 Experience - visual - 0.004862236628849271 Experience - concepts - 0.0032414910858995136 Experience - leading - 0.027552674230145867 Experience - asset - 0.006482982171799027 Experience - preferably - 0.014586709886547812 Experience - earned - 0.0016207455429497568 Experience - global - 0.009724473257698542 Experience - leaders - 0.019448946515397084 Experience - fabrication - 0.0016207455429497568 Experience - cash - 0.0032414910858995136 Experience - negotiation - 0.0032414910858995136 Experience - lieu - 0.008103727714748784 Experience - integrated - 0.0032414910858995136 Experience - least - 0.059967585089141004 Experience - services - 0.03403565640194489 Experience - consulting - 0.017828200972447326 Experience - certifications - 0.0016207455429497568 Experience - decisions - 0.004862236628849271 Experience - industrial - 0.017828200972447326 Experience - factory - 0.0032414910858995136 Experience - construction - 0.009724473257698542 Experience - both - 0.006482982171799027 Experience - independent - 0.0016207455429497568 Experience - programming - 0.009724473257698542 Experience - function - 0.02106969205834684 Experience - architecture - 0.01620745542949757 Experience - supervisory - 0.0032414910858995136 Experience - problems - 0.0016207455429497568 Experience - audits - 0.004862236628849271 Experience - solid - 0.0016207455429497568 Experience - businessrelated - 0.0016207455429497568 Experience - knowledge - 0.019448946515397084 Experience - sciences - 0.0016207455429497568 Experience - detail - 0.0032414910858995136 Experience - significant - 0.0032414910858995136 Experience - components - 0.006482982171799027 Experience - develops - 0.0016207455429497568 Experience - expence - 0.006482982171799027 Experience - gathering - 0.0016207455429497568 Experience - involving - 0.0016207455429497568 Experience - distribution - 0.0016207455429497568 Experience - scope - 0.0032414910858995136 Experience - goal - 0.0016207455429497568 Experience - center - 0.004862236628849271 Experience - common - 0.0016207455429497568 Experience - months - 0.006482982171799027 Experience - chain - 0.019448946515397084 Experience - field - 0.027552674230145867 Experience - line - 0.008103727714748784 Experience - government - 0.0016207455429497568 Experience - database - 0.012965964343598054 Experience - jenkins - 0.0016207455429497568 Experience - admin - 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0.0016420361247947454 Education - products - 0.006568144499178982 Education - bachelor - 0.3891625615763547 Education - statistics - 0.0049261083743842365 Education - applications - 0.008210180623973728 Education - regulatory - 0.003284072249589491 Education - higher - 0.008210180623973728 Education - track - 0.003284072249589491 Education - role - 0.0049261083743842365 Education - practices - 0.003284072249589491 Education - modern - 0.0016420361247947454 Education - implement - 0.006568144499178982 Education - functional - 0.003284072249589491 Education - basic - 0.0049261083743842365 Education - bereich - 0.003284072249589491 Education - embedded - 0.003284072249589491 Education - component - 0.003284072249589491 Education - specialist - 0.0016420361247947454 Education - project - 0.027914614121510674 Education - through - 0.0016420361247947454 Education - understanding - 0.0049261083743842365 Education - require - 0.03776683087027915 Education - coding - 0.003284072249589491 Education - annual - 0.0016420361247947454 Education - vous - 0.0016420361247947454 Education - open - 0.0016420361247947454 Education - practice - 0.003284072249589491 Education - maintaining - 0.0016420361247947454 Education - applying - 0.0016420361247947454 Education - target - 0.0016420361247947454 Education - join - 0.003284072249589491 Education - proficiency - 0.0016420361247947454 Education - specifically - 0.0016420361247947454 Education - direct - 0.008210180623973728 Education - assigned - 0.0049261083743842365 Education - practical - 0.0049261083743842365 Education - finance - 0.04597701149425287 Education - cross - 0.006568144499178982 Education - btech - 0.016420361247947456 Education - operations - 0.009852216748768473 Education - quality - 0.009852216748768473 Education - implementations - 0.0016420361247947454 Education - assignments - 0.0016420361247947454 Education - petrochemical - 0.0016420361247947454 Education - level - 0.022988505747126436 Education - andor - 0.019704433497536946 Education - guide - 0.0016420361247947454 Education - summary - 0.0016420361247947454 Education - includes - 0.0016420361247947454 Education - sigma - 0.0180623973727422 Education - trends - 0.0016420361247947454 Education - strong - 0.009852216748768473 Education - achieve - 0.0016420361247947454 Education - bring - 0.003284072249589491 Education - technical - 0.06403940886699508 Education - pega - 0.0016420361247947454 Education - communication - 0.013136288998357963 Education - plus - 0.021346469622331693 Education - effective - 0.003284072249589491 Education - queries - 0.0016420361247947454 Education - design - 0.0180623973727422 Education - cissp - 0.009852216748768473 Education - clear - 0.0016420361247947454 Education - call - 0.0016420361247947454 Education - sfdc - 0.0016420361247947454 Education - perform - 0.0049261083743842365 Education - manage - 0.07389162561576355 Education - sources - 0.003284072249589491 Education - lean - 0.011494252873563218 Education - candidate - 0.009852216748768473 Education - implementing - 0.0016420361247947454 Education - close - 0.0049261083743842365 Education - genesys - 0.0016420361247947454 Education - apply - 0.003284072249589491 Education - include - 0.0016420361247947454 Education - four - 0.003284072249589491 Education - intermediate - 0.0016420361247947454 Education - business - 0.12315270935960591 Education - development - 0.011494252873563218 Education - science - 0.2019704433497537 Education - minimum - 0.009852216748768473 Education - without - 0.0016420361247947454 Education - under - 0.009852216748768473 Education - along - 0.0016420361247947454 Education - designs - 0.0016420361247947454 Education - collaboration - 0.0016420361247947454 Education - program - 0.0180623973727422 Education - high - 0.041050903119868636 Education - excellent - 0.0016420361247947454 Education - solutions - 0.0049261083743842365 Education - member - 0.0016420361247947454 Education - code - 0.003284072249589491 Education - should - 0.0016420361247947454 Education - preferred - 0.08045977011494253 Education - able - 0.013136288998357963 Education - physics - 0.019704433497536946 Education - testing - 0.0049261083743842365 Education - requirement - 0.011494252873563218 Education - solving - 0.003284072249589491 Education - assurance - 0.0016420361247947454 Education - ideal - 0.003284072249589491 Education - available - 0.0016420361247947454 Education - currently - 0.006568144499178982 Education - certification - 0.08210180623973727 Education - similar - 0.011494252873563218 Education - meet - 0.0016420361247947454 Education - warehousing - 0.003284072249589491 Education - trade - 0.0016420361247947454 Education - appropriate - 0.0016420361247947454 Education - microsoft - 0.0016420361247947454 Education - demonstrate - 0.0049261083743842365 Education - them - 0.011494252873563218 Education - ambiguous - 0.0016420361247947454 Education - closely - 0.0049261083743842365 Education - transfer - 0.0016420361247947454 Education - discipline - 0.041050903119868636 Education - travel - 0.0016420361247947454 Education - order - 0.003284072249589491 Education - background - 0.008210180623973728 Education - responsibilities - 0.0016420361247947454 Education - undergraduate - 0.0049261083743842365 Education - delivery - 0.0016420361247947454 Education - planning - 0.0016420361247947454 Education - great - 0.003284072249589491 Education - attention - 0.0016420361247947454 Education - training - 0.0049261083743842365 Education - digital - 0.006568144499178982 Education - applicable - 0.0016420361247947454
# Prior Probability for each type
prior_prob = train.groupby('Type').count()['New_Sentence'].to_dict()
for i,j in prior_prob.items():
prior_prob[i] = (j / train.shape[0])
print("--- Class Prior Probability ---")
pd.DataFrame({'Category': prior_prob.keys(), 'Probability': prior_prob.values()})
--- Class Prior Probability ---
| Category | Probability | |
|---|---|---|
| 0 | Education | 0.169167 |
| 1 | Experience | 0.171389 |
| 2 | Requirement | 0.168056 |
| 3 | Responsibility | 0.159722 |
| 4 | Skill | 0.167222 |
| 5 | SoftSkill | 0.164444 |
# printing the train and test accuracy
print("Training Accuracy: ", predict(train,
cond_prob,
words_prob,
prior_prob))
print("Testing Accuracy: ", predict(dev,
cond_prob,
words_prob,
prior_prob))
Training Accuracy: 0.7247222222222223 Testing Accuracy: 0.545
sorted(cond_prob[i].items(), key=lambda item: item, reverse=False)
[('abet', 0.0),
('abilities', 0.008445945945945946),
('ability', 0.20270270270270271),
('able', 0.0625),
('about', 0.010135135135135136),
('above', 0.0),
('academic', 0.0),
('acceptance', 0.0),
('access', 0.0),
('account', 0.0),
('accounting', 0.0),
('accounts', 0.0),
('accredited', 0.0),
('accuracy', 0.0016891891891891893),
('accurate', 0.0016891891891891893),
('achieve', 0.0033783783783783786),
('acquisition', 0.0),
('across', 0.013513513513513514),
('action', 0.018581081081081082),
('actions', 0.0033783783783783786),
('active', 0.016891891891891893),
('actively', 0.006756756756756757),
('activities', 0.005067567567567568),
('acumen', 0.010135135135135136),
('adapt', 0.010135135135135136),
('added', 0.0),
('additional', 0.005067567567567568),
('address', 0.0016891891891891893),
('adherence', 0.0033783783783783786),
('admin', 0.0),
('administration', 0.0),
('administrative', 0.0),
('adobe', 0.0),
('advance', 0.006756756756756757),
('advanced', 0.006756756756756757),
('advantage', 0.0),
('advantageous', 0.0),
('aerospace', 0.0016891891891891893),
('agency', 0.0),
('agents', 0.0),
('agile', 0.006756756756756757),
('aircraft', 0.0016891891891891893),
('align', 0.0016891891891891893),
('alignment', 0.0016891891891891893),
('along', 0.0016891891891891893),
('also', 0.0016891891891891893),
('ambiguous', 0.005067567567567568),
('analysis', 0.010135135135135136),
('analyst', 0.0),
('analytic', 0.048986486486486486),
('analytical', 0.0472972972972973),
('analytics', 0.0016891891891891893),
('analyze', 0.006756756756756757),
('analyzing', 0.0016891891891891893),
('andor', 0.0),
('angular', 0.0016891891891891893),
('annual', 0.0),
('another', 0.0),
('anticipate', 0.0033783783783783786),
('apex', 0.0),
('apis', 0.0),
('applicable', 0.0),
('application', 0.006756756756756757),
('applications', 0.0016891891891891893),
('applied', 0.0),
('apply', 0.0033783783783783786),
('applying', 0.0016891891891891893),
('approach', 0.006756756756756757),
('approaches', 0.0033783783783783786),
('appropriate', 0.0016891891891891893),
('aptitude', 0.0016891891891891893),
('architect', 0.0033783783783783786),
('architecting', 0.0016891891891891893),
('architectural', 0.0),
('architecture', 0.0016891891891891893),
('architectures', 0.0),
('area', 0.0016891891891891893),
('areas', 0.0016891891891891893),
('around', 0.0),
('articulate', 0.0016891891891891893),
('aspects', 0.0),
('aspnet', 0.0),
('assembly', 0.0),
('asset', 0.0),
('assets', 0.0),
('assigned', 0.0016891891891891893),
('assignments', 0.0),
('assist', 0.0016891891891891893),
('assistance', 0.0),
('assisting', 0.0016891891891891893),
('associate', 0.0),
('associated', 0.0),
('associates', 0.0),
('assurance', 0.0),
('attention', 0.011824324324324325),
('attitude', 0.013513513513513514),
('audit', 0.0016891891891891893),
('audits', 0.0),
('ausbildung', 0.0),
('authority', 0.0),
('automated', 0.0016891891891891893),
('automation', 0.0),
('availability', 0.0),
('available', 0.0),
('avionics', 0.0),
('awareness', 0.0),
('azure', 0.0),
('bachelor', 0.0),
('bachelors', 0.0),
('backend', 0.0),
('background', 0.0016891891891891893),
('backlog', 0.0),
('balance', 0.0),
('banking', 0.0),
('base', 0.006756756756756757),
('based', 0.0033783783783783786),
('basic', 0.005067567567567568),
('basis', 0.0),
('batch', 0.0),
('bebtech', 0.0),
('become', 0.0),
('before', 0.0016891891891891893),
('being', 0.0033783783783783786),
('belt', 0.0),
('benefits', 0.0016891891891891893),
('bereich', 0.0),
('berufserfahrung', 0.0),
('best', 0.008445945945945946),
('between', 0.0),
('bias', 0.005067567567567568),
('bitbucket', 0.0),
('black', 0.0),
('block', 0.018581081081081082),
('boot', 0.0016891891891891893),
('both', 0.02027027027027027),
('bring', 0.0),
('broad', 0.0033783783783783786),
('btech', 0.0),
('budget', 0.0016891891891891893),
('build', 0.013513513513513514),
('building', 0.008445945945945946),
('business', 0.052364864864864864),
('businesses', 0.0),
('businessrelated', 0.0),
('call', 0.006756756756756757),
('calls', 0.0016891891891891893),
('candidate', 0.0016891891891891893),
('candidates', 0.0),
('capabilities', 0.005067567567567568),
('capability', 0.0033783783783783786),
('capable', 0.005067567567567568),
('capacity', 0.0016891891891891893),
('capital', 0.0),
('case', 0.0033783783783783786),
('cases', 0.0033783783783783786),
('cash', 0.0),
('cause', 0.0016891891891891893),
('center', 0.0),
('certificate', 0.0),
('certification', 0.0),
('certifications', 0.0),
('certified', 0.0),
('chain', 0.0),
('challenges', 0.0016891891891891893),
('challenging', 0.0033783783783783786),
('change', 0.016891891891891893),
('changes', 0.0),
('changing', 0.005067567567567568),
('channel', 0.0),
('chemical', 0.0),
('chemicals', 0.0),
('chemistry', 0.0),
('cicd', 0.0),
('circuits', 0.0),
('cisco', 0.0),
('cissp', 0.0),
('citizen', 0.0),
('clear', 0.02027027027027027),
('clearance', 0.0),
('clearly', 0.011824324324324325),
('client', 0.011824324324324325),
('clients', 0.005067567567567568),
('close', 0.006756756756756757),
('closely', 0.0016891891891891893),
('cloud', 0.0),
('coaching', 0.0016891891891891893),
('code', 0.0),
('coding', 0.0),
('cognizant', 0.0016891891891891893),
('collaborate', 0.011824324324324325),
('collaboration', 0.011824324324324325),
('collaborative', 0.016891891891891893),
('collaboratively', 0.005067567567567568),
('collection', 0.0),
('college', 0.0),
('combination', 0.0),
('comfortable', 0.0033783783783783786),
('commerce', 0.0),
('commercial', 0.0),
('common', 0.0016891891891891893),
('communicate', 0.02195945945945946),
('communication', 0.17736486486486486),
('communications', 0.016891891891891893),
('companies', 0.0),
('company', 0.005067567567567568),
('competitive', 0.0),
('complete', 0.0016891891891891893),
('completed', 0.0),
('completion', 0.0),
('complex', 0.015202702702702704),
('compliance', 0.0033783783783783786),
('component', 0.005067567567567568),
('components', 0.0033783783783783786),
('computer', 0.0016891891891891893),
('computing', 0.0),
('concepts', 0.006756756756756757),
('conduct', 0.0033783783783783786),
('configuration', 0.0016891891891891893),
('conflict', 0.011824324324324325),
('connaissance', 0.0033783783783783786),
('connected', 0.0),
('considered', 0.0016891891891891893),
('consistent', 0.005067567567567568),
('consistently', 0.0033783783783783786),
('constraints', 0.0),
('construction', 0.0),
('consultant', 0.0),
('consultative', 0.0),
('consulting', 0.0016891891891891893),
('contact', 0.0),
('content', 0.0016891891891891893),
('continuous', 0.0033783783783783786),
('contract', 0.0016891891891891893),
('contracts', 0.0),
('contractual', 0.0),
('contribute', 0.0016891891891891893),
('control', 0.013513513513513514),
('controls', 0.0033783783783783786),
('conversion', 0.0),
('coordinate', 0.0016891891891891893),
('coordination', 0.005067567567567568),
('coordinator', 0.0),
('core', 0.0),
('corporate', 0.0),
('corrective', 0.0033783783783783786),
('cost', 0.006756756756756757),
('create', 0.0033783783783783786),
('creating', 0.0016891891891891893),
('creation', 0.0),
('creative', 0.005067567567567568),
('creativity', 0.005067567567567568),
('critical', 0.011824324324324325),
('cross', 0.037162162162162164),
('crossfunctional', 0.018581081081081082),
('culture', 0.0033783783783783786),
('current', 0.0016891891891891893),
('currently', 0.0),
('custom', 0.05067567567567568),
('customer', 0.05067567567567568),
('customers', 0.018581081081081082),
('cyber', 0.0016891891891891893),
('cybersecurity', 0.0016891891891891893),
('cycle', 0.0016891891891891893),
('daily', 0.0033783783783783786),
('dans', 0.0),
('dashboards', 0.0),
('data', 0.016891891891891893),
('database', 0.0),
('databases', 0.0),
('deadlines', 0.006756756756756757),
('deal', 0.0033783783783783786),
('deals', 0.0033783783783783786),
('debugging', 0.0),
('decision', 0.016891891891891893),
('decisions', 0.008445945945945946),
('deep', 0.0033783783783783786),
('defense', 0.0016891891891891893),
('define', 0.0016891891891891893),
('defined', 0.0016891891891891893),
('defining', 0.0016891891891891893),
('degree', 0.0016891891891891893),
('deliver', 0.011824324324324325),
('deliverables', 0.0033783783783783786),
('delivering', 0.0016891891891891893),
('delivery', 0.0016891891891891893),
('demand', 0.0),
('demonstrate', 0.04222972972972973),
('demonstrated', 0.033783783783783786),
('demonstrates', 0.005067567567567568),
('demonstrating', 0.0016891891891891893),
('department', 0.0016891891891891893),
('deploying', 0.0),
('deployment', 0.0),
('depth', 0.0016891891891891893),
('design', 0.02027027027027027),
('designed', 0.0),
('designing', 0.0016891891891891893),
('designs', 0.0033783783783783786),
('desirable', 0.0033783783783783786),
('desire', 0.008445945945945946),
('desired', 0.0),
('desk', 0.0),
('desktop', 0.0),
('detail', 0.016891891891891893),
('detailed', 0.0),
('details', 0.0016891891891891893),
('determine', 0.0016891891891891893),
('develop', 0.04391891891891892),
('developer', 0.0033783783783783786),
('developers', 0.0),
('developing', 0.005067567567567568),
('development', 0.02364864864864865),
('develops', 0.0016891891891891893),
('device', 0.0),
('devices', 0.0),
('devops', 0.0016891891891891893),
('different', 0.011824324324324325),
('digital', 0.005067567567567568),
('diploma', 0.0016891891891891893),
('direct', 0.010135135135135136),
('direction', 0.0016891891891891893),
('directly', 0.0033783783783783786),
('director', 0.0),
('discipline', 0.0),
('disciplines', 0.0),
('discussions', 0.0),
('distributed', 0.0016891891891891893),
('distribution', 0.0),
('diverse', 0.006756756756756757),
('document', 0.005067567567567568),
('documentation', 0.0033783783783783786),
('documents', 0.0016891891891891893),
('domain', 0.005067567567567568),
('domains', 0.0),
('done', 0.0033783783783783786),
('down', 0.0),
('drawings', 0.0),
('drive', 0.02195945945945946),
('driven', 0.008445945945945946),
('drivers', 0.0016891891891891893),
('drives', 0.0),
('driving', 0.005067567567567568),
('dummy', 0.016891891891891893),
('during', 0.0),
('dynamic', 0.006756756756756757),
('each', 0.0033783783783783786),
('earned', 0.0016891891891891893),
('easier', 0.0),
('economics', 0.0),
('education', 0.0016891891891891893),
('effective', 0.04560810810810811),
('effectively', 0.02702702702702703),
('efficiency', 0.0),
('efficient', 0.0),
('efficiently', 0.0),
('efforts', 0.0),
('either', 0.0),
('electrical', 0.0016891891891891893),
('electronic', 0.0),
('electronics', 0.0),
('embedded', 0.0),
('emerging', 0.0),
('emphasis', 0.0),
('employee', 0.008445945945945946),
('employees', 0.005067567567567568),
('enable', 0.0),
('endtoend', 0.0),
('energy', 0.0033783783783783786),
('engage', 0.018581081081081082),
('engagement', 0.011824324324324325),
('engagements', 0.0),
('engine', 0.010135135135135136),
('engineer', 0.008445945945945946),
('engineering', 0.008445945945945946),
('engineers', 0.0),
('english', 0.037162162162162164),
('enhance', 0.0),
('ensure', 0.0033783783783783786),
('ensuring', 0.0016891891891891893),
('enterprise', 0.0033783783783783786),
('environment', 0.030405405405405407),
('environmental', 0.0),
('environments', 0.0016891891891891893),
('equipment', 0.0016891891891891893),
('equivalent', 0.0),
('essential', 0.0033783783783783786),
('establish', 0.0033783783783783786),
('established', 0.0),
('estimates', 0.0),
('estimation', 0.0),
('evaluate', 0.005067567567567568),
('evaluation', 0.0),
('events', 0.0033783783783783786),
('evolving', 0.0016891891891891893),
('excel', 0.12331081081081081),
('excellence', 0.006756756756756757),
('excellent', 0.11148648648648649),
('exceptional', 0.005067567567567568),
('execute', 0.005067567567567568),
('executing', 0.0033783783783783786),
('execution', 0.008445945945945946),
('executive', 0.02027027027027027),
('executives', 0.008445945945945946),
('existing', 0.0016891891891891893),
('expectations', 0.0016891891891891893),
('expence', 0.0),
('experience', 0.052364864864864864),
('experienced', 0.0016891891891891893),
('experiences', 0.0033783783783783786),
('expert', 0.006756756756756757),
('expertise', 0.005067567567567568),
('export', 0.0016891891891891893),
('exposure', 0.0),
('extensive', 0.0016891891891891893),
('external', 0.006756756756756757),
('fabrication', 0.0),
('facilitate', 0.0033783783783783786),
('facilitation', 0.008445945945945946),
('facilities', 0.0),
('facility', 0.0),
('facing', 0.0016891891891891893),
('factory', 0.0),
('familiar', 0.0016891891891891893),
('familiarity', 0.0),
('fast', 0.011824324324324325),
('fastpaced', 0.005067567567567568),
('features', 0.0),
('feedback', 0.0),
('field', 0.0016891891891891893),
('fields', 0.0016891891891891893),
('final', 0.0),
('finance', 0.0016891891891891893),
('financial', 0.0033783783783783786),
('financials', 0.0),
('fire', 0.0),
('firm', 0.0),
('first', 0.0016891891891891893),
('five', 0.0),
('flexibility', 0.005067567567567568),
('flexible', 0.005067567567567568),
('flow', 0.0),
('fluency', 0.0),
('fluent', 0.010135135135135136),
('focus', 0.018581081081081082),
('focused', 0.005067567567567568),
('follow', 0.0033783783783783786),
('following', 0.0),
('forecast', 0.0),
('forecasting', 0.0),
('formal', 0.0016891891891891893),
('four', 0.0),
('framework', 0.0),
('frameworks', 0.0),
('french', 0.005067567567567568),
('from', 0.008445945945945946),
('front', 0.005067567567567568),
('frontend', 0.0),
('full', 0.008445945945945946),
('fully', 0.005067567567567568),
('function', 0.03547297297297297),
('functional', 0.030405405405405407),
('functionality', 0.0),
('functions', 0.0033783783783783786),
('future', 0.0033783783783783786),
('fxfcr', 0.0),
('gathering', 0.0),
('general', 0.0016891891891891893),
('generate', 0.0033783783783783786),
('generation', 0.0),
('genesys', 0.0),
('german', 0.006756756756756757),
('global', 0.006756756756756757),
('globally', 0.0),
('goal', 0.005067567567567568),
('goals', 0.0016891891891891893),
('good', 0.06756756756756757),
('governance', 0.0),
('government', 0.0),
('graduate', 0.0016891891891891893),
('graphics', 0.0),
('great', 0.0),
('green', 0.0),
('group', 0.013513513513513514),
('groups', 0.006756756756756757),
('grow', 0.008445945945945946),
('growing', 0.0033783783783783786),
('growth', 0.0033783783783783786),
('guidance', 0.0016891891891891893),
('guide', 0.0033783783783783786),
('guidelines', 0.0016891891891891893),
('hadoop', 0.0),
('hana', 0.0),
('handle', 0.005067567567567568),
('handling', 0.0016891891891891893),
('hands', 0.0016891891891891893),
('handson', 0.0016891891891891893),
('hardware', 0.0016891891891891893),
('have', 0.011824324324324325),
('havebachelors', 0.0),
('having', 0.0033783783783783786),
('health', 0.0033783783783783786),
('healthcare', 0.0),
('help', 0.0016891891891891893),
('high', 0.02364864864864865),
('higher', 0.0),
('highly', 0.016891891891891893),
('hold', 0.03547297297297297),
('holders', 0.02533783783783784),
('honeywell', 0.0016891891891891893),
('honeywells', 0.0),
('hours', 0.0),
('html', 0.0),
('human', 0.0),
('hvac', 0.0),
('ideal', 0.0),
('ideally', 0.0),
('identification', 0.0),
('identify', 0.005067567567567568),
('identifying', 0.0),
('impact', 0.0016891891891891893),
('implement', 0.005067567567567568),
('implementation', 0.0016891891891891893),
('implementations', 0.0016891891891891893),
('implemented', 0.0),
('implementing', 0.0),
('important', 0.0),
('improve', 0.006756756756756757),
('improvement', 0.005067567567567568),
('improvements', 0.0),
('incident', 0.0),
('incidents', 0.0),
('include', 0.0033783783783783786),
('includes', 0.0),
('including', 0.03209459459459459),
('increase', 0.0),
('independent', 0.02027027027027027),
('independently', 0.015202702702702704),
('indepth', 0.0016891891891891893),
('individual', 0.010135135135135136),
('individuals', 0.0016891891891891893),
('industrial', 0.0),
('industries', 0.0016891891891891893),
('industry', 0.0033783783783783786),
('influence', 0.030405405405405407),
('influencing', 0.011824324324324325),
('informatica', 0.0),
('information', 0.008445945945945946),
('infrastructure', 0.0),
('initiative', 0.008445945945945946),
('initiatives', 0.0),
('injection', 0.0),
('innovation', 0.006756756756756757),
('innovative', 0.005067567567567568),
('inputs', 0.0),
('inside', 0.0016891891891891893),
('insights', 0.0016891891891891893),
('installation', 0.0),
('installing', 0.0),
('instructions', 0.0),
('instrumentation', 0.0),
('insurance', 0.0),
('integrate', 0.0),
('integrated', 0.0),
('integrating', 0.0),
('integration', 0.0016891891891891893),
('integrations', 0.0),
('integrity', 0.0016891891891891893),
('intelligence', 0.0),
('interact', 0.013513513513513514),
('interaction', 0.006756756756756757),
('interest', 0.0033783783783783786),
('interface', 0.006756756756756757),
('interfaces', 0.0),
('intermediate', 0.0),
('internal', 0.008445945945945946),
('international', 0.0016891891891891893),
('interpersonal', 0.052364864864864864),
('interpret', 0.0033783783783783786),
('into', 0.008445945945945946),
('inventory', 0.0),
('involve', 0.0),
('involving', 0.0),
('issues', 0.006756756756756757),
('itil', 0.0),
('java', 0.0016891891891891893),
('javascript', 0.0),
('jenkins', 0.0),
('jira', 0.0),
('join', 0.0016891891891891893),
('journey', 0.0),
('jquery', 0.0),
('json', 0.0),
('junior', 0.0),
('kafka', 0.0),
('keep', 0.0016891891891891893),
('knowledge', 0.02364864864864865),
('laboratory', 0.0),
('language', 0.015202702702702704),
('languages', 0.0),
('large', 0.008445945945945946),
('largescale', 0.0),
('launch', 0.0),
('laws', 0.0016891891891891893),
('lead', 0.07601351351351351),
('leader', 0.05067567567567568),
('leaders', 0.05067567567567568),
('leadership', 0.048986486486486486),
('leading', 0.006756756756756757),
('leads', 0.0),
('lean', 0.0),
('learn', 0.02195945945945946),
('learning', 0.006756756756756757),
('least', 0.005067567567567568),
('legacy', 0.0),
('legal', 0.0),
('level', 0.04222972972972973),
('levels', 0.018581081081081082),
('leverage', 0.0),
('leveraging', 0.0016891891891891893),
('liaison', 0.0),
('lieu', 0.0),
('life', 0.0016891891891891893),
('lifecycle', 0.0016891891891891893),
('lightning', 0.0),
('like', 0.0016891891891891893),
('limited', 0.0),
('line', 0.018581081081081082),
('linux', 0.0),
('listening', 0.005067567567567568),
('little', 0.005067567567567568),
('local', 0.0),
('location', 0.0016891891891891893),
('logic', 0.0),
('logical', 0.0),
('logistics', 0.0),
('long', 0.0033783783783783786),
('longterm', 0.0016891891891891893),
('looking', 0.0033783783783783786),
('machine', 0.0),
('maintain', 0.0033783783783783786),
('maintaining', 0.0016891891891891893),
('maintains', 0.0),
('maintenance', 0.0),
('major', 0.0),
('make', 0.006756756756756757),
('making', 0.008445945945945946),
('manage', 0.11993243243243243),
('management', 0.0945945945945946),
('manager', 0.006756756756756757),
('managerial', 0.0033783783783783786),
('managers', 0.0016891891891891893),
('managing', 0.005067567567567568),
('mandatory', 0.0),
('manner', 0.006756756756756757),
('manufacturing', 0.0),
('mapping', 0.0),
('market', 0.0033783783783783786),
('marketing', 0.0),
('markets', 0.0),
('master', 0.0),
('masters', 0.0),
('material', 0.0),
('materials', 0.0),
('math', 0.0),
('mathematics', 0.0),
('matlab', 0.0),
('matrix', 0.010135135135135136),
('matrixed', 0.006756756756756757),
('matter', 0.0),
('maximize', 0.0),
('measurement', 0.0016891891891891893),
('mechanical', 0.0),
('medical', 0.0),
('medium', 0.0016891891891891893),
('meet', 0.010135135135135136),
('meeting', 0.005067567567567568),
('meetings', 0.005067567567567568),
('member', 0.005067567567567568),
('members', 0.005067567567567568),
('mentor', 0.006756756756756757),
('metal', 0.0),
('methodologies', 0.0),
('methodology', 0.0),
('methods', 0.0),
('metrics', 0.0),
('microservices', 0.0),
('microsoft', 0.0),
('migration', 0.0),
('military', 0.0),
('mindset', 0.008445945945945946),
('minimal', 0.0016891891891891893),
('minimum', 0.005067567567567568),
('mobile', 0.0),
('model', 0.0033783783783783786),
('modeling', 0.0016891891891891893),
('models', 0.0016891891891891893),
('modern', 0.0),
('module', 0.0),
('modules', 0.0),
('monitor', 0.0),
('monitoring', 0.0),
('monthly', 0.0),
('months', 0.0),
('more', 0.0016891891891891893),
('most', 0.0016891891891891893),
('motivate', 0.02533783783783784),
('motivated', 0.02027027027027027),
('multinational', 0.005067567567567568),
('multiple', 0.02195945945945946),
('multitask', 0.013513513513513514),
('multitasking', 0.006756756756756757),
('must', 0.011824324324324325),
('name', 0.0016891891891891893),
('native', 0.0016891891891891893),
('necessary', 0.0),
('need', 0.0016891891891891893),
('needed', 0.0),
('needs', 0.0016891891891891893),
('negotiate', 0.008445945945945946),
('negotiation', 0.008445945945945946),
('negotiations', 0.0016891891891891893),
('network', 0.0016891891891891893),
('networking', 0.0016891891891891893),
('networks', 0.0),
('next', 0.0),
('nice', 0.0),
('nothing', 0.016891891891891893),
('objectives', 0.0033783783783783786),
('obtain', 0.0),
('oder', 0.0016891891891891893),
('offering', 0.0033783783783783786),
('offerings', 0.0033783783783783786),
('office', 0.0033783783783783786),
('online', 0.0033783783783783786),
('onsite', 0.0),
('open', 0.0033783783783783786),
('operate', 0.0033783783783783786),
('operating', 0.0),
('operation', 0.005067567567567568),
('operational', 0.0016891891891891893),
('operations', 0.0033783783783783786),
('opportunities', 0.0016891891891891893),
('opportunity', 0.0),
('optical', 0.0),
('optimization', 0.0033783783783783786),
('optimize', 0.0016891891891891893),
('oracle', 0.0),
('oral', 0.030405405405405407),
('order', 0.0016891891891891893),
('orders', 0.0),
('organization', 0.05067567567567568),
('organizational', 0.02195945945945946),
('organizations', 0.006756756756756757),
('organize', 0.013513513513513514),
('organized', 0.006756756756756757),
('orientated', 0.0033783783783783786),
('orientation', 0.010135135135135136),
('oriented', 0.028716216216216218),
('other', 0.02364864864864865),
('others', 0.013513513513513514),
('outcome', 0.005067567567567568),
('outcomes', 0.0016891891891891893),
('outlook', 0.0033783783783783786),
('outside', 0.0033783783783783786),
('over', 0.0016891891891891893),
('overall', 0.0),
('oversight', 0.0016891891891891893),
('owner', 0.0016891891891891893),
('owners', 0.0016891891891891893),
('ownership', 0.0016891891891891893),
('paced', 0.011824324324324325),
('packages', 0.0),
('part', 0.02533783783783784),
('participate', 0.0016891891891891893),
('participation', 0.0016891891891891893),
('parties', 0.0016891891891891893),
('partner', 0.013513513513513514),
('partners', 0.005067567567567568),
('parts', 0.0),
('party', 0.0),
('passion', 0.015202702702702704),
('patterns', 0.0),
('pega', 0.0),
('people', 0.016891891891891893),
('perform', 0.008445945945945946),
('performance', 0.006756756756756757),
('performing', 0.0),
('performs', 0.0),
('person', 0.05912162162162162),
('personal', 0.05574324324324324),
('personnel', 0.0016891891891891893),
('petrochemical', 0.0),
('physical', 0.0),
('physics', 0.0),
('pipeline', 0.0),
('pipelines', 0.0),
('place', 0.0),
('plan', 0.02027027027027027),
('planning', 0.013513513513513514),
('plans', 0.0016891891891891893),
('plant', 0.0),
('platform', 0.0),
('platforms', 0.0),
('player', 0.011824324324324325),
('plus', 0.0033783783783783786),
('point', 0.0033783783783783786),
('policies', 0.0),
('policy', 0.0),
('polymer', 0.0),
('portfolio', 0.0016891891891891893),
('position', 0.0016891891891891893),
('positive', 0.013513513513513514),
('possess', 0.005067567567567568),
('post', 0.0),
('postsecondary', 0.0),
('pour', 0.0033783783783783786),
('power', 0.006756756756756757),
('powerpoint', 0.0),
('powershell', 0.0),
('practical', 0.0),
('practice', 0.005067567567567568),
('practices', 0.005067567567567568),
('preferably', 0.0016891891891891893),
('preferred', 0.0033783783783783786),
('preparation', 0.0),
('prepare', 0.0),
('present', 0.08108108108108109),
('presentation', 0.05405405405405406),
('presentations', 0.0033783783783783786),
('pressure', 0.006756756756756757),
('previous', 0.0),
('pricing', 0.0),
('primary', 0.0016891891891891893),
('principles', 0.0033783783783783786),
('prior', 0.02027027027027027),
('priorities', 0.013513513513513514),
('prioritize', 0.005067567567567568),
('privacy', 0.0),
('proactive', 0.015202702702702704),
('proactively', 0.005067567567567568),
('problem', 0.08445945945945946),
('problems', 0.03547297297297297),
('problemsolving', 0.02027027027027027),
('procedures', 0.006756756756756757),
('process', 0.02195945945945946),
('processes', 0.010135135135135136),
('processing', 0.0),
('procurement', 0.0033783783783783786),
('product', 0.010135135135135136),
('production', 0.0016891891891891893),
('productivity', 0.0033783783783783786),
('products', 0.0016891891891891893),
('professional', 0.013513513513513514),
('professionals', 0.0033783783783783786),
('proficiency', 0.006756756756756757),
('proficient', 0.008445945945945946),
('program', 0.011824324324324325),
('programming', 0.0016891891891891893),
('programs', 0.0),
('progress', 0.0016891891891891893),
('progressive', 0.0),
('project', 0.05405405405405406),
('projects', 0.018581081081081082),
('proposal', 0.0016891891891891893),
('proposals', 0.0016891891891891893),
('protocols', 0.0),
('proven', 0.013513513513513514),
('provide', 0.0),
('provides', 0.0),
('providing', 0.0),
('public', 0.006756756756756757),
('purchasing', 0.0),
('python', 0.0),
('qualification', 0.0016891891891891893),
('qualifications', 0.0016891891891891893),
('qualified', 0.0),
('quality', 0.006756756756756757),
('quantitative', 0.0016891891891891893),
('queries', 0.0),
('query', 0.0),
('quickly', 0.006756756756756757),
('range', 0.0016891891891891893),
('react', 0.0016891891891891893),
('read', 0.010135135135135136),
('reading', 0.005067567567567568),
('recognized', 0.0),
('recommendations', 0.0),
('record', 0.005067567567567568),
('recovery', 0.0),
('recruiting', 0.0),
('recruitment', 0.0),
('refining', 0.0),
('regarding', 0.0),
('region', 0.0016891891891891893),
('regular', 0.0),
('regulations', 0.0),
('regulatory', 0.0033783783783783786),
('related', 0.0016891891891891893),
('relational', 0.0),
('relations', 0.018581081081081082),
('relationship', 0.016891891891891893),
('relationships', 0.011824324324324325),
('release', 0.0),
('relevant', 0.0016891891891891893),
('reliability', 0.0),
('reliable', 0.0016891891891891893),
('repair', 0.0016891891891891893),
('report', 0.010135135135135136),
('reporting', 0.005067567567567568),
('reports', 0.0016891891891891893),
('representing', 0.016891891891891893),
('request', 0.0),
('requests', 0.0),
('require', 0.02364864864864865),
('required', 0.005067567567567568),
('requirement', 0.016891891891891893),
('requirements', 0.013513513513513514),
('requires', 0.0016891891891891893),
('requiring', 0.0),
('research', 0.0033783783783783786),
('resolution', 0.0016891891891891893),
('resolve', 0.005067567567567568),
('resolving', 0.0),
('resource', 0.0016891891891891893),
('resources', 0.0016891891891891893),
('respond', 0.0033783783783783786),
('response', 0.0016891891891891893),
('responsibilities', 0.010135135135135136),
('responsibility', 0.0016891891891891893),
('responsible', 0.006756756756756757),
('rest', 0.0033783783783783786),
('results', 0.02533783783783784),
('retail', 0.0),
('revenue', 0.0),
('review', 0.0016891891891891893),
('reviews', 0.0016891891891891893),
('right', 0.0033783783783783786),
('risk', 0.0016891891891891893),
('risks', 0.0),
('roadmap', 0.0),
('role', 0.006756756756756757),
('roles', 0.0),
('root', 0.0016891891891891893),
('rules', 0.0016891891891891893),
('saas', 0.0),
('safe', 0.0033783783783783786),
('safety', 0.0033783783783783786),
('sales', 0.010135135135135136),
('salesforce', 0.0016891891891891893),
('salesforcecom', 0.0),
('same', 0.0016891891891891893),
('satisfaction', 0.0),
('scalable', 0.0),
('scale', 0.0033783783783783786),
('schedule', 0.006756756756756757),
('schedules', 0.0),
('scheduling', 0.0016891891891891893),
('school', 0.0),
('science', 0.0),
('sciences', 0.0),
('scope', 0.0016891891891891893),
('scripting', 0.0),
('scripts', 0.0),
('scrum', 0.0),
('sdlc', 0.0),
('secure', 0.0),
('security', 0.0033783783783783786),
('selection', 0.0033783783783783786),
('selenium', 0.0),
('self', 0.03885135135135135),
('selfmotivated', 0.008445945945945946),
('selfstarter', 0.006756756756756757),
('selling', 0.0),
('senior', 0.008445945945945946),
('sense', 0.0033783783783783786),
('sensor', 0.0),
('server', 0.0),
('servers', 0.0),
('service', 0.010135135135135136),
('servicenow', 0.0),
('services', 0.0016891891891891893),
('sessions', 0.0016891891891891893),
('sets', 0.0),
('setting', 0.0),
('setup', 0.0),
('sfdc', 0.0),
('share', 0.0033783783783783786),
('shipping', 0.0),
('should', 0.008445945945945946),
('sigma', 0.0),
('significant', 0.0),
('similar', 0.0),
('simulation', 0.0),
('siop', 0.0),
('site', 0.0),
('sites', 0.0),
('situations', 0.013513513513513514),
('sizing', 0.0),
('skill', 0.3597972972972973),
('skilled', 0.0033783783783783786),
...]
print("Top 10 words for Each Type")
print("-------------------------------")
for i in list(cond_prob.keys()):
print(i)
print(list(dict(sorted(cond_prob[i].items(), key=lambda item: item[1], reverse=True)).keys())[:10])
Top 10 words for Each Type ------------------------------- Experience ['year', 'experience', 'years', 'with', 'minimum', 'work', 'develop', 'development', 'manage', 'tech'] Responsibility ['with', 'manage', 'work', 'develop', 'team', 'business', 'will', 'product', 'support', 'tech'] Skill ['experience', 'with', 'knowledge', 'work', 'manage', 'management', 'tool', 'data', 'develop', 'skill'] SoftSkill ['skill', 'skills', 'ability', 'communication', 'with', 'strong', 'excel', 'team', 'manage', 'excellent'] Requirement ['experience', 'with', 'ability', 'work', 'knowledge', 'must', 'require', 'skill', 'able', 'have'] Education ['degree', 'bachelor', 'engine', 'engineer', 'engineering', 'bachelors', 'science', 'computer', 'tech', 'related']
# Conditional Probabilities of The Word in The Type
cond_prob = cond_proba(train, vocab, smoothing=0.0001)
print("--- Conditional probabilities of the word in the category ---")
for category in cond_prob.keys():
for i,j in zip(cond_prob[category].keys(),
cond_prob[category].values()):
if(j != 0.0):
print(category, "-", i, "-", j)
100%|████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:13<00:00, 2.19s/it]
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code - 0.0032842332175042196 Education - verbal - 1.6420345070267584e-07 Education - should - 0.001642198710477461 Education - preferred - 0.08045985504776187 Education - able - 0.01313644025966477 Education - physics - 0.019704578287771803 Education - boot - 1.6420345070267584e-07 Education - anticipate - 1.6420345070267584e-07 Education - testing - 0.004926267724530978 Education - sustainable - 1.6420345070267584e-07 Education - stake - 1.6420345070267584e-07 Education - plans - 1.6420345070267584e-07 Education - sites - 1.6420345070267584e-07 Education - ensuring - 1.6420345070267584e-07 Education - requirement - 0.01149440575263801 Education - solving - 0.0032842332175042196 Education - state - 1.6420345070267584e-07 Education - assurance - 0.001642198710477461 Education - configuration - 1.6420345070267584e-07 Education - workflows - 1.6420345070267584e-07 Education - small - 1.6420345070267584e-07 Education - requests - 1.6420345070267584e-07 Education - desktop - 1.6420345070267584e-07 Education - translate - 1.6420345070267584e-07 Education - ideal - 0.0032842332175042196 Education - consultative - 1.6420345070267584e-07 Education - inventory - 1.6420345070267584e-07 Education - approaches - 1.6420345070267584e-07 Education - drives - 1.6420345070267584e-07 Education - teamwork - 1.6420345070267584e-07 Education - available - 0.001642198710477461 Education - help - 1.6420345070267584e-07 Education - currently - 0.0065683022315577355 Education - language - 1.6420345070267584e-07 Education - others - 1.6420345070267584e-07 Education - certification - 0.08210188955478863 Education - debugging - 1.6420345070267584e-07 Education - sense - 1.6420345070267584e-07 Education - apex - 1.6420345070267584e-07 Education - release - 1.6420345070267584e-07 Education - familiarity - 1.6420345070267584e-07 Education - similar - 0.01149440575263801 Education - meet - 0.001642198710477461 Education - problemsolving - 1.6420345070267584e-07 Education - warehousing - 0.0032842332175042196 Education - trade - 0.001642198710477461 Education - aspnet - 1.6420345070267584e-07 Education - appropriate - 0.001642198710477461 Education - previous - 1.6420345070267584e-07 Education - microsoft - 0.001642198710477461 Education - benefits - 1.6420345070267584e-07 Education - demonstrate - 0.004926267724530978 Education - about - 1.6420345070267584e-07 Education - facilitation - 1.6420345070267584e-07 Education - them - 0.01149440575263801 Education - progress - 1.6420345070267584e-07 Education - mindset - 1.6420345070267584e-07 Education - ambiguous - 0.001642198710477461 Education - active - 1.6420345070267584e-07 Education - closely - 0.004926267724530978 Education - transfer - 0.001642198710477461 Education - discipline - 0.04105102687911966 Education - travel - 0.001642198710477461 Education - order - 0.0032842332175042196 Education - availability - 1.6420345070267584e-07 Education - innovation - 1.6420345070267584e-07 Education - first - 1.6420345070267584e-07 Education - background - 0.008210336738584494 Education - responsibilities - 0.001642198710477461 Education - undergraduate - 0.004926267724530978 Education - organized - 1.6420345070267584e-07 Education - delivery - 0.001642198710477461 Education - planning - 0.001642198710477461 Education - fire - 1.6420345070267584e-07 Education - executive - 1.6420345070267584e-07 Education - great - 0.0032842332175042196 Education - sizing - 1.6420345070267584e-07 Education - attention - 0.001642198710477461 Education - clients - 1.6420345070267584e-07 Education - training - 0.004926267724530978 Education - deployment - 1.6420345070267584e-07 Education - digital - 0.0065683022315577355 Education - applicable - 0.001642198710477461 Education - region - 1.6420345070267584e-07
# printing the train and test accuracy
print("Training Accuracy: ", predict(train,
cond_prob,
words_prob,
prior_prob))
print("Testing Accuracy: ", predict(dev,
cond_prob,
words_prob,
prior_prob))
Training Accuracy: 0.7233333333333334 Testing Accuracy: 0.5841666666666666
print("Top 10 words for Each Type")
print("-------------------------------")
for i in list(cond_prob.keys()):
print(i)
print(list(dict(sorted(cond_prob[i].items(), key=lambda item: item[1], reverse=True)).keys())[:10])
Top 10 words for Each Type ------------------------------- Experience ['year', 'experience', 'years', 'with', 'minimum', 'work', 'develop', 'development', 'manage', 'tech'] Responsibility ['with', 'manage', 'work', 'develop', 'team', 'business', 'will', 'product', 'support', 'tech'] Skill ['experience', 'with', 'knowledge', 'work', 'manage', 'management', 'tool', 'data', 'develop', 'skill'] SoftSkill ['skill', 'skills', 'ability', 'communication', 'with', 'strong', 'excel', 'team', 'manage', 'excellent'] Requirement ['experience', 'with', 'ability', 'work', 'knowledge', 'must', 'require', 'skill', 'able', 'have'] Education ['degree', 'bachelor', 'engine', 'engineer', 'engineering', 'bachelors', 'science', 'computer', 'tech', 'related']
# Conditional Probabilities of The Word in The Type
cond_prob = cond_proba(train, vocab, smoothing=0.01)
print("--- Conditional probabilities of the word in the category ---")
for category in cond_prob.keys():
for i,j in zip(cond_prob[category].keys(),
cond_prob[category].values()):
if(j != 0.0):
print(category, "-", i, "-", j)
100%|████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:13<00:00, 2.22s/it]
--- Conditional probabilities of the word in the category --- Experience - additional - 0.006498557676725116 Experience - ownership - 1.620587949308009e-05 Experience - system - 0.06483972385181344 Experience - parties - 1.620587949308009e-05 Experience - thorough - 1.620587949308009e-05 Experience - matter - 0.0016367938288010893 Experience - architect - 0.025945613068421226 Experience - architectures - 0.0016367938288010893 Experience - java - 0.030807376916345254 Experience - player - 1.620587949308009e-05 Experience - hands - 0.027566201017729237 Experience - designing - 0.004877969727417107 Experience - demonstrates - 1.620587949308009e-05 Experience - supporting - 0.006498557676725116 Experience - postsecondary - 1.620587949308009e-05 Experience - selling - 0.008119145626033126 Experience - ideally - 0.008119145626033126 Experience - word - 0.0016367938288010893 Experience - authority - 0.0032573817781090977 Experience - python - 0.009739733575341135 Experience - nice - 0.0032573817781090977 Experience - aptitude - 1.620587949308009e-05 Experience - assets - 0.0016367938288010893 Experience - resolution - 1.620587949308009e-05 Experience - mapping - 1.620587949308009e-05 Experience - influencing - 1.620587949308009e-05 Experience - servers - 0.0016367938288010893 Experience - support - 0.03242796486565326 Experience - scale - 0.014601497423265162 Experience - space - 0.014601497423265162 Experience - technologies - 0.012980909473957152 Experience - some - 0.006498557676725116 Experience - stream - 0.0016367938288010893 Experience - equivalent - 0.014601497423265162 Experience - longterm - 1.620587949308009e-05 Experience - html - 0.006498557676725116 Experience - sound - 0.0016367938288010893 Experience - which - 0.004877969727417107 Experience - individual - 0.0016367938288010893 Experience - issues - 0.0032573817781090977 Experience - accuracy - 1.620587949308009e-05 Experience - either - 0.0016367938288010893 Experience - specifications - 1.620587949308009e-05 Experience - cases - 1.620587949308009e-05 Experience - applied - 0.0032573817781090977 Experience - spark - 0.006498557676725116 Experience - verification - 0.0016367938288010893 Experience - procurement - 0.019463261271189188 Experience - dummy - 0.014601497423265162 Experience - tool - 0.027566201017729237 Experience - visual - 0.004877969727417107 Experience - concepts - 0.0032573817781090977 Experience - executing - 1.620587949308009e-05 Experience - leading - 0.027566201017729237 Experience - asset - 0.006498557676725116 Experience - respond - 1.620587949308009e-05 Experience - preferably - 0.014601497423265162 Experience - earned - 0.0016367938288010893 Experience - global - 0.009739733575341135 Experience - prioritize - 1.620587949308009e-05 Experience - leaders - 0.019463261271189188 Experience - possess - 1.620587949308009e-05 Experience - fabrication - 0.0016367938288010893 Experience - continuous - 1.620587949308009e-05 Experience - levels - 1.620587949308009e-05 Experience - cash - 0.0032573817781090977 Experience - negotiation - 0.0032573817781090977 Experience - lieu - 0.008119145626033126 Experience - integrated - 0.0032573817781090977 Experience - integrity - 1.620587949308009e-05 Experience - least - 0.05997796000388941 Experience - services - 0.034048552814961275 Experience - consulting - 0.01784267332188118 Experience - expectations - 1.620587949308009e-05 Experience - certifications - 0.0016367938288010893 Experience - decisions - 0.004877969727417107 Experience - businesses - 1.620587949308009e-05 Experience - drawings - 1.620587949308009e-05 Experience - industrial - 0.01784267332188118 Experience - belt - 1.620587949308009e-05 Experience - factory - 0.0032573817781090977 Experience - construction - 0.009739733575341135 Experience - both - 0.006498557676725116 Experience - independent - 0.0016367938288010893 Experience - programming - 0.009739733575341135 Experience - validation - 1.620587949308009e-05 Experience - function - 0.0210838492204972 Experience - make - 1.620587949308009e-05 Experience - regular - 1.620587949308009e-05 Experience - architecture - 0.01622208537257317 Experience - supervisory - 0.0032573817781090977 Experience - problems - 0.0016367938288010893 Experience - audits - 0.004877969727417107 Experience - productivity - 1.620587949308009e-05 Experience - disciplines - 1.620587949308009e-05 Experience - things - 1.620587949308009e-05 Experience - solid - 0.0016367938288010893 Experience - next - 1.620587949308009e-05 Experience - businessrelated - 0.0016367938288010893 Experience - evolving - 1.620587949308009e-05 Experience - urgency - 1.620587949308009e-05 Experience - knowledge - 0.019463261271189188 Experience - devices - 1.620587949308009e-05 Experience - sciences - 0.0016367938288010893 Experience - detail - 0.0032573817781090977 Experience - optimization - 1.620587949308009e-05 Experience - significant - 0.0032573817781090977 Experience - academic - 1.620587949308009e-05 Experience - components - 0.006498557676725116 Experience - become - 1.620587949308009e-05 Experience - develops - 0.0016367938288010893 Experience - expence - 0.006498557676725116 Experience - gathering - 0.0016367938288010893 Experience - involving - 0.0016367938288010893 Experience - distribution - 0.0016367938288010893 Experience - creative - 1.620587949308009e-05 Experience - scope - 0.0032573817781090977 Experience - goal - 0.0016367938288010893 Experience - center - 0.004877969727417107 Experience - common - 0.0016367938288010893 Experience - months - 0.006498557676725116 Experience - vendor - 1.620587949308009e-05 Experience - chain - 0.019463261271189188 Experience - field - 0.027566201017729237 Experience - line - 0.008119145626033126 Experience - government - 0.0016367938288010893 Experience - database - 0.012980909473957152 Experience - jenkins - 0.0016367938288010893 Experience - admin - 0.011360321524649143 Experience - define - 1.620587949308009e-05 Experience - associated - 1.620587949308009e-05 Experience - supports - 1.620587949308009e-05 Experience - berufserfahrung - 0.0016367938288010893 Experience - oral - 0.0016367938288010893 Experience - nothing - 0.014601497423265162 Experience - sessions - 1.620587949308009e-05 Experience - between - 0.0032573817781090977 Experience - advantage - 0.0016367938288010893 Experience - utilizing - 0.0016367938288010893 Experience - coaching - 1.620587949308009e-05 Experience - throughout - 1.620587949308009e-05 Experience - case - 0.0016367938288010893 Experience - local - 1.620587949308009e-05 Experience - dashboards - 0.0016367938288010893 Experience - incident - 0.0016367938288010893 Experience - proven - 0.006498557676725116 Experience - overall - 0.01622208537257317 Experience - document - 0.0016367938288010893 Experience - domain - 0.01622208537257317 Experience - conduct - 0.0016367938288010893 Experience - risk - 1.620587949308009e-05 Experience - organizations - 0.0032573817781090977 Experience - javascript - 0.008119145626033126 Experience - deals - 1.620587949308009e-05 Experience - have - 0.04539266846011734 Experience - negotiations - 0.0032573817781090977 Experience - salesforce - 0.009739733575341135 Experience - their - 1.620587949308009e-05 Experience - supervision - 1.620587949308009e-05 Experience - json - 1.620587949308009e-05 Experience - unit - 0.0016367938288010893 Experience - troubleshooting - 0.008119145626033126 Experience - physical - 0.0032573817781090977 Experience - deep - 0.004877969727417107 Experience - problem - 0.0016367938288010893 Experience - fast - 1.620587949308009e-05 Experience - read - 0.0032573817781090977 Experience - reports - 0.0032573817781090977 Experience - rest - 0.0032573817781090977 Experience - large - 0.034048552814961275 Experience - certificate - 0.0016367938288010893 Experience - worked - 1.620587949308009e-05 Experience - fastpaced - 1.620587949308009e-05 Experience - personal - 1.620587949308009e-05 Experience - accounts - 0.0032573817781090977 Experience - minimal - 0.0016367938288010893 Experience - when - 1.620587949308009e-05 Experience - life - 0.01622208537257317 Experience - needs - 1.620587949308009e-05 Experience - identify - 1.620587949308009e-05 Experience - owners - 1.620587949308009e-05 Experience - facility - 1.620587949308009e-05 Experience - legacy - 0.0032573817781090977 Experience - handling - 0.004877969727417107 Experience - banking - 0.0032573817781090977 Experience - systems - 0.04539266846011734 Experience - effectively - 0.0016367938288010893 Experience - endtoend - 0.0016367938288010893 Experience - technically - 1.620587949308009e-05 Experience - social - 0.0016367938288010893 Experience - transactions - 0.0016367938288010893 Experience - shipping - 1.620587949308009e-05 Experience - databases - 0.004877969727417107 Experience - this - 0.01784267332188118 Experience - name - 1.620587949308009e-05 Experience - outside - 0.0032573817781090977 Experience - consultant - 0.004877969727417107 Experience - aerospace - 0.011360321524649143 Experience - model - 0.009739733575341135 Experience - certified - 1.620587949308009e-05 Experience - handle - 0.0016367938288010893 Experience - positive - 0.0016367938288010893 Experience - regarding - 0.0016367938288010893 Experience - collection - 0.0032573817781090977 Experience - acquisition - 0.0016367938288010893 Experience - german - 0.0016367938288010893 Experience - change - 1.620587949308009e-05 Experience - deliverables - 0.0016367938288010893 Experience - keep - 1.620587949308009e-05 Experience - stakeholders - 1.620587949308009e-05 Experience - analysis - 0.0210838492204972 Experience - presentations - 1.620587949308009e-05 Experience - scripting - 0.006498557676725116 Experience - review - 0.004877969727417107 Experience - cloud - 0.022704437169805206 Experience - influence - 1.620587949308009e-05 Experience - response - 0.0032573817781090977 Experience - standard - 0.0032573817781090977 Experience - medium - 0.0032573817781090977 Experience - developing - 0.019463261271189188 Experience - test - 0.04863384435873336 Experience - sets - 0.0032573817781090977 Experience - will - 0.01622208537257317 Experience - interaction - 1.620587949308009e-05 Experience - good - 0.0032573817781090977 Experience - results - 0.0032573817781090977 Experience - recognized - 0.0032573817781090977 Experience - conversion - 1.620587949308009e-05 Experience - value - 0.006498557676725116 Experience - health - 0.006498557676725116 Experience - focused - 0.008119145626033126 Experience - people - 0.0016367938288010893 Experience - interact - 1.620587949308009e-05 Experience - computer - 0.009739733575341135 Experience - accounting - 0.012980909473957152 Experience - generation - 1.620587949308009e-05 Experience - must - 0.03242796486565326 Experience - languages - 0.008119145626033126 Experience - party - 0.0032573817781090977 Experience - itil - 1.620587949308009e-05 Experience - growth - 0.0032573817781090977 Experience - professional - 0.022704437169805206 Experience - same - 0.0016367938288010893 Experience - looking - 0.008119145626033126 Experience - scrum - 0.008119145626033126 Experience - graphics - 0.0032573817781090977 Experience - they - 1.620587949308009e-05 Experience - proactive - 1.620587949308009e-05 Experience - dans - 1.620587949308009e-05 Experience - candidates - 0.0016367938288010893 Experience - scalable - 0.0016367938288010893 Experience - three - 0.006498557676725116 Experience - grow - 0.004877969727417107 Experience - primary - 1.620587949308009e-05 Experience - chemicals - 0.009739733575341135 Experience - reporting - 0.008119145626033126 Experience - communications - 0.0016367938288010893 Experience - network - 0.01784267332188118 Experience - policies - 0.0016367938288010893 Experience - power - 0.009739733575341135 Experience - efficiently - 1.620587949308009e-05 Experience - account - 0.029186788967037247 Experience - location - 0.0016367938288010893 Experience - vision - 0.0016367938288010893 Experience - objectives - 1.620587949308009e-05 Experience - articulate - 1.620587949308009e-05 Experience - while - 1.620587949308009e-05 Experience - expertise - 0.014601497423265162 Experience - interface - 1.620587949308009e-05 Experience - providing - 0.009739733575341135 Experience - talent - 0.0016367938288010893 Experience - handson - 0.0210838492204972 Experience - monitoring - 0.0032573817781090977 Experience - desired - 0.0016367938288010893 Experience - economics - 1.620587949308009e-05 Experience - internal - 0.009739733575341135 Experience - site - 0.006498557676725116 Experience - execution - 0.004877969727417107 Experience - energy - 0.0032573817781090977 Experience - office - 0.0016367938288010893 Experience - usability - 1.620587949308009e-05 Experience - insurance - 0.0016367938288010893 Experience - exceptional - 1.620587949308009e-05 Experience - report - 0.011360321524649143 Experience - extensive - 0.006498557676725116 Experience - launch - 0.004877969727417107 Experience - quickly - 1.620587949308009e-05 Experience - proposal - 0.0016367938288010893 Experience - done - 0.0032573817781090977 Experience - selection - 1.620587949308009e-05 Experience - roles - 0.009739733575341135 Experience - skills - 0.019463261271189188 Experience - specification - 1.620587949308009e-05 Experience - stack - 0.0016367938288010893 Experience - managers - 0.0032573817781090977 Experience - modeling - 0.0016367938288010893 Experience - owner - 0.0016367938288010893 Experience - partner - 0.006498557676725116 Experience - engage - 0.0016367938288010893 Experience - meeting - 0.0016367938288010893 Experience - efficiency - 1.620587949308009e-05 Experience - implemented - 1.620587949308009e-05 Experience - green - 1.620587949308009e-05 Experience - largescale - 0.004877969727417107 Experience - clearance - 1.620587949308009e-05 Experience - custom - 0.042151492561501316 Experience - deadlines - 1.620587949308009e-05 Experience - computing - 0.0016367938288010893 Experience - managing - 0.025945613068421226 Experience - existing - 1.620587949308009e-05 Experience - completed - 1.620587949308009e-05 Experience - recovery - 1.620587949308009e-05 Experience - request - 1.620587949308009e-05 Experience - adherence - 1.620587949308009e-05 Experience - demonstrated - 0.004877969727417107 Experience - junior - 1.620587949308009e-05 Experience - math - 0.0032573817781090977 Experience - facilities - 0.0016367938288010893 Experience - military - 0.0016367938288010893 Experience - flow - 0.0032573817781090977 Experience - skill - 0.024325025119113216 Experience - with - 0.2414838103263864 Experience - limited - 1.620587949308009e-05 Experience - culture - 1.620587949308009e-05 Experience - year - 0.8573072310634299 Experience - electrical - 0.006498557676725116 Experience - journey - 1.620587949308009e-05 Experience - multinational - 0.004877969727417107 Experience - tasks - 1.620587949308009e-05 Experience - engineers - 0.0032573817781090977 Experience - full - 0.01622208537257317 Experience - injection - 0.0032573817781090977 Experience - challenges - 0.0016367938288010893 Experience - customers - 0.006498557676725116 Experience - structure - 0.011360321524649143 Experience - point - 0.0016367938288010893 Experience - 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plans - 1.6418743637736842e-05 Education - sites - 1.6418743637736842e-05 Education - ensuring - 1.6418743637736842e-05 Education - requirement - 0.011509539290053526 Education - solving - 0.003300167471185105 Education - state - 1.6418743637736842e-05 Education - assurance - 0.001658293107411421 Education - configuration - 1.6418743637736842e-05 Education - workflows - 1.6418743637736842e-05 Education - small - 1.6418743637736842e-05 Education - requests - 1.6418743637736842e-05 Education - desktop - 1.6418743637736842e-05 Education - translate - 1.6418743637736842e-05 Education - ideal - 0.003300167471185105 Education - consultative - 1.6418743637736842e-05 Education - inventory - 1.6418743637736842e-05 Education - approaches - 1.6418743637736842e-05 Education - drives - 1.6418743637736842e-05 Education - teamwork - 1.6418743637736842e-05 Education - available - 0.001658293107411421 Education - help - 1.6418743637736842e-05 Education - currently - 0.006583916198732474 Education - language - 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1.6418743637736842e-05 Education - training - 0.004942041834958789 Education - deployment - 1.6418743637736842e-05 Education - digital - 0.006583916198732474 Education - applicable - 0.001658293107411421 Education - region - 1.6418743637736842e-05
# printing the train and test accuracy
print("Training Accuracy: ", predict(train,
cond_prob,
words_prob,
prior_prob))
print("Testing Accuracy: ", predict(dev,
cond_prob,
words_prob,
prior_prob))
Training Accuracy: 0.7186111111111111 Testing Accuracy: 0.6066666666666667
print("Top 10 words for Each Type")
print("-------------------------------")
for i in list(cond_prob.keys()):
print(i)
test = dev.head(600)
print(list(dict(sorted(cond_prob[i].items(), key=lambda item: item[1], reverse=True)).keys())[:10])
Top 10 words for Each Type ------------------------------- Experience ['year', 'experience', 'years', 'with', 'minimum', 'work', 'develop', 'development', 'manage', 'tech'] Responsibility ['with', 'manage', 'work', 'develop', 'team', 'business', 'will', 'product', 'support', 'tech'] Skill ['experience', 'with', 'knowledge', 'work', 'manage', 'management', 'tool', 'data', 'develop', 'skill'] SoftSkill ['skill', 'skills', 'ability', 'communication', 'with', 'strong', 'excel', 'team', 'manage', 'excellent'] Requirement ['experience', 'with', 'ability', 'work', 'knowledge', 'must', 'require', 'skill', 'able', 'have'] Education ['degree', 'bachelor', 'engine', 'engineer', 'engineering', 'bachelors', 'science', 'computer', 'tech', 'related']
# printing the train and test accuracy
print("Training Accuracy: ", predict(train,
cond_prob,
words_prob,
prior_prob))
print("Testing Accuracy: ", predict(test,
cond_prob,
words_prob,
prior_prob))
Training Accuracy: 0.7186111111111111 Testing Accuracy: 0.5916666666666667