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import requests | |
import streamlit as st | |
from sklearn.model_selection import StratifiedKFold | |
from sklearn.model_selection import train_test_split | |
from sklearn.model_selection import KFold | |
from transformers import AutoTokenizer, DistilBertTokenizerFast | |
from transformers import DistilBertForTokenClassification, Trainer, TrainingArguments | |
import numpy as np | |
import pandas as pd | |
import torch | |
import json | |
import sys | |
import os | |
from sklearn.metrics import classification_report | |
from pandas import read_csv | |
from sklearn.linear_model import LogisticRegression | |
import sklearn.model_selection | |
from sklearn.feature_extraction.text import TfidfTransformer | |
from sklearn.feature_extraction.text import CountVectorizer | |
from sklearn.naive_bayes import MultinomialNB | |
from sklearn.model_selection import GridSearchCV | |
from sklearn.pipeline import Pipeline, FeatureUnion | |
import math | |
from sklearn.metrics import accuracy_score | |
from sklearn.metrics import precision_recall_fscore_support | |
from sklearn.model_selection import train_test_split | |
import json | |
import re | |
import numpy as np | |
import pandas as pd | |
import re | |
import nltk |