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Ecology:


  16ATP+8e+8H+N2–>2NH3+H2. Nitrogenase irreversibly inactivated by O2==Leghmoglobin(pink) binds to O2, keeping free O2 low to protect nitrogenase, root nodule is physical barrier, respiration high in nodules| Plant provides sugar(glu) and rhizo, and rhizo fixes N2. Glutamate = lots of N2 glutamine = low N2| Plant make flavonoid, induce nod-factor(lipooligosaccharide). Nod-signal produced by bac (intiates symbiosis). Root curl (shep.Crook)after contact to stop cell growth, and initiate

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Mass and balance

Chapter 1


Chapter 2


Chapter 3

Bill Furlongs runs a coal and fuel business. With the freezing December temperatures, Furlong’s business is in high demand in the week leading up to Christmas. His work is laborious, taking two whole days to manage the materials and even more time to deliver the orders around town. Bill and his crew go to Kehoe’s on Fridays to eat hot dinners and unwind.  

Growing up, Furlong was an only child and  was bullied for having an unmarried mother and an absent father.

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Invention by experience

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

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The Tempest, Act 1

Small Things Like These – Claire Keegan Cheat Sheet

  • Novella set in Irelands 1980s.
  • Examines societal complicity in institutional abuse. 
  • Narrative highlights Bill Furlong’s moral awakening & courage as he rescues a young girl(Sarah) from the abusive Magdalene Laundries.

Traditional Gender Roles in New Ross

Impact on Female Characters

Bill Furlong and Masculine Expectations

Furlong’s Wife and Daughters

Key Takeaways for Gender Roles

The novella depicts a community where traditional gender roles are

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Predictive Sales Analytics and Data Visualization

Predictive Analytics on Product Sales Data

This section demonstrates how to perform predictive analytics on product sales data using Python libraries such as Pandas, NumPy, and Scikit-learn.

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-
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How do computers affect the way you spend your free time

Nowadays, social media plays an important role in our daily lives. Many people use it to communicate and share information. However, it has both advantages and disadvantages./On the one hand, social media allows people to stay in touch with friends and family easily.
Moreover, it is a useful tool to share ideas, learn new things and even find job opportunities. Many businesses use it to promote their products./On the other hand, social media can also have negative effects. One of the main problems

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Essential Legal English Vocabulary and Contract Terms

Key Legal Connectors

  • Notwithstanding: Despite or in spite of something. (A pesar de / No obstante). Use: To indicate that a rule applies even if there is something against it.
  • Inasmuch as: Because or since; used to introduce a reason. (Puesto que / Visto que / En la medida en que). Use: A formal way to provide a reason.

Collocations

  • Concerning: Relating to (Relativo a / referente a).
  • Come into force: To become effective (law) (Entrar en vigor).
  • Amount of opposition: Level of opposition (Cantidad de oposición)
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NLP with Python: Morphological Analysis and N-Grams

NLP Tasks with NLTK

Aim

Write a Python program to:

  • Perform morphological analysis using the NLTK library.
  • Generate n-grams using the NLTK n-grams library.
  • Implement n-gram smoothing.

Description

  1. Morphological Analysis: This involves analyzing word structures to understand meaning and grammatical properties. NLTK provides tools like stemming and lemmatization for this purpose.
  2. N-Grams Generation: N-grams are contiguous sequences of n items from a text. NLTK provides functions to generate these from tokenized
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Essential Tax Deductions and Depreciation Rules

Business Expense Requirements

Business expenses must be ordinary, necessary, reasonable, and paid or incurred by the taxpayer. You cannot deduct another person’s expenses.

Capital vs. Operating Expenses

  • Capitalize (Depreciate): Improvements that restore property or increase its value.
  • Current Deduction: Repairs and maintenance that keep an asset operating.

Non-Deductible Expenses

  • Illegal bribes and kickbacks.
  • Government fines and penalties.
  • Expenses tied to tax-exempt income.
  • Interest on debt used to purchase
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Manufacturing Operations: Scheduling, MRP, and Quality Control

1. Scheduling: Machine and Worker Assignments

Why it’s the final planning step: Strategy → Capacity → Aggregate Plan → MPS → MRP → then scheduling. Scheduling translates high-level decisions into time-based machine and worker assignments.

Why Job Shops Are Complex

Unlike assembly lines where every product follows the same path, job shops feature unique routing per job. This creates competition for common resources and requires constant re-prioritization. Dr. RS identifies four core difficulties:

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