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Compulsory English IV
1) The letter 
 Dhumketu (1892–1965)
• Real name: Gaurishankar Govardhanram Joshi- He has been a pioneer of the Gujarati 
short story. He played an important role in the development of modern Gujarati 
literature. He has written 492 short stories and 29 novels. Some of his well-known 
short-story collections include Tankha, Avashesh, Pradeep, and Aakashdeep. His 
famous story The Letter became widely known and included in national and 
international collections. He has served

Experiment No.7: Write a Python program to

a) Perform Morphological Analysis using NLTK library

b) Generate n-grams using NLTK N-Grams library

c) Implement N-Grams Smoothing

Aim: Write a Python program to

a) Perform Morphological Analysis using NLTK library

b) Generate n-grams using NLTK N-Grams library

c) Implement N-Grams Smoothing

Description:

1. Morphological Analysis: Morphological analysis involves analyzing the structure of words to understand their meaning and grammatical properties.

Experiment No.5: Install NLTK tool kit and perform stemming

Aim: Install NLTK tool kit and perform stemming

Description:

To install NLTK, you can use pip, Python’s package manager. Here’s the command to install NLTK:

pip install nltk

Once NLTK is installed, you can perform stemming using various stemming algorithms available in NLTK. One of the popular stemming algorithms is the Porter stemming algorithm.

Stemming is the process of reducing words to their root or base form. NLTK provides various

11. Perform Predictive analytics on Product Sales data

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

from sklearn.model_selection import train_test_split
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_squared_error, r2_score

# Sample product sales data
data = {
    'Month': pd.date_range(start='2022-01-01', periods=12, freq='M'),
    'Sales': [1500, 1600, 1700, 1800, 1750, 1900, 2100, 2200, 2300, 2400, 2500, 2600]
}

df = pd.DataFrame(data)

CANAIS DE DIST: são organizações que realizam a trasnferencia de produtos e serviços de um ponto de produção ou armazenagem até o cliente final. CANAISXECON: especialização serviços de arnazenagem de transporte. sortimento:concentração é o agrupamento de uma grande quantidade de produto. Customização separar e agrupar produtos. dispersão: estrategia reduz a duplicidade de operações e satifaz as exigencias logisticas. 

Nos canais de distr a eficiencia pode ser aprimorada por

Chapter 6: Business Expense Requirements - Must be ordinary, necessary, reasonable, paid/incurred by taxpayer. Cannot deduct another person's expenses. Capital vs Expenses: Capitalize (depreciate) - improves property, restores property, increases value. Current deduction - repairs, maintenance (keeps asset operating). Non-Deductible Expenses: Illegal bribes/kickbacks, government fines & penalties, expenses tied to tax-exempt income, Interest on debt to buy tax-exempt securities. Executive Compensation