Shuv0Khan

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Shuv0Khan

# Print iterations progress
def printProgressBar (iteration, total, prefix = '', suffix = '', decimals = 1, length = 100, fill = '█', printEnd = "\r"):
    """
    Source - https://stackoverflow.com/a/34325723/9573439

    Call in a loop to create terminal progress bar
    @params:
        iteration   - Required  : current iteration (Int)
        total       - Required  : total iterations (Int)
        prefix      - Optional  : prefix string (Str)

Shuv0Khan

Useful Python Scripts

ML Models

• Naive Bayes (Manually Coded) for training and test with both categorical and textual data.
• GaussianNB from sklearn package.
• Decision Tree (Manually Coded) for categorical variables. Pyvis used for visualization.
• scikit-learn Decision Tree implementation with manual encodings. Graphviz used for visualization.

Text Mining

Shuv0Khan

import traceback
from collections import defaultdict

import matplotlib.pyplot as plt
import nltk
from flair.data import Sentence
from flair.models import TextClassifier
from nltk import word_tokenize
from nltk.sentiment.vader import SentimentIntensityAnalyzer
from transformers import pipeline