Nutritional Science, Immunity, and Common Health Conditions

Nutrient Deficiencies and Excesses

Macronutrients and Micronutrients

NutrientDeficiency EffectsExcess Effects
ProteinKwashiorkor, Marasmus, Growth RetardationObesity, Renal Overload, Gout
CarbohydratesKetosis, Fatigue, Protein Breakdown for EnergyObesity, Type 2 Diabetes, Metabolic Syndrome
FatEssential Fatty Acid Deficiency (Dry Skin, Poor Wound Healing, Growth Failure)Obesity, Atherosclerosis, Fatty Liver
CalciumRickets, Osteoporosis, TetanyHypercalcemia, Kidney Stones
IronIron-Deficiency AnemiaHemochromatosis,
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English Word Formation: Nouns, Verbs, Adjectives, and Adverbs

English Word Families: A Reference Table

This reference organizes related words by their part of speech, demonstrating common patterns in English word formation (morphology). Note that some cells may be empty if the corresponding form is rare or non-existent.

Core Word Families (A-L)

NounPerson/AgentVerbAdjectiveAdverb
NounPersonTo VerbAdjectiveAdverb
BeliefBelieverTo BelieveBelievableBelievably
BreadthTo BroadenBroadBroadly
ClearanceTo ClearClearClearly
DepthTo DeepenDeepDeeply
HeightTo HighlightHighHighly
Length
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The Resistance to Franco’s Regime (1939–1975)

Francisco Franco remained in power for almost 40 years, dying in 1975. This period is considered one of the longest dictatorships in modern European history.

The Opposition Policy in the First Francoism (1939–1959)

Initial Repression and Political Scattering

The substitution of the previous political system was accompanied by intense repression. Francoism sought to impose a warning on those who had opposed the uprising. Repression dismantled political parties and unions, whose members were imprisoned,

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Personal Reflections, Biographies, and Language Practice

Language Practice: Status and Feelings

Daily Status Updates

  • The movie has just begun.
  • I feel very exhausted today.
  • Jill thinks it is embarrassing when she speaks in public.
  • Jess has a big exam tomorrow, so she isn’t relaxed.
  • Jake hasn’t finished his homework yet.

Part 2: Weekly Feelings Dialogue

Hi Jane.

In class, we’ve been talking about how we feel during the week. How do you feel on Mondays?

What a wonderful topic to talk about. How do I feel on Mondays? Well, I don’t like Mondays because it’s after

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The Bermuda Triangle: Unraveling the Mystery of Vanishing Ships and Planes

The Bermuda Triangle: Unraveling the Mystery

Today, we embark on a journey into one of the most captivating mysteries that has fascinated both scientists and the general public for decades: the Bermuda Triangle. Often called the “Devil’s Triangle,” this vast stretch of ocean has been the site of numerous unexplained disappearances and curious phenomena, capturing our imaginations and fueling countless theories. But what really happens in this mysterious region? Why does it continue to intrigue us

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Causal Inference Methods: RCTs vs. Quasi-Experimental Designs

RCTs and the Foundations of Causal Inference

A Randomized Controlled Trial (RCT) earns its privileged status because the researcher dictates treatment assignment through explicit randomization, thereby severing any systematic link between the treatment and unobserved confounders. That design choice ensures “internal validity at list price”: the difference in average outcomes across treatment arms is, by construction, an unbiased estimate of the causal effect, conditional only on compliance and

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Implementing Core Machine Learning Algorithms in Python

1. Perceptron Algorithm Implementation

The Perceptron is a foundational linear classification algorithm. This implementation uses NumPy for efficient vector operations.

Perceptron Class Definition

import numpy as np, random

class Perceptron:
    def __init__(self, eta=0.01, n_iter=50, random_state=1):
        self.eta, self.n_iter, self.random_state = eta, n_iter, random_state

    def fit(self, x, y):
        rgen = np.random.RandomState(self.random_state)
        self.w_ = rgen.normal(0, 0.01, 1 
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Digital Image Processing Fundamentals: Sensors, Color, and Analysis

Introduction to Digital Image Processing

This document covers fundamental concepts in digital image processing, including sensor technology, color models, data representation, and essential image manipulation techniques like normalization, histogram processing, and binarization.

Principle of Operation of the CMOS Sensor

The CMOS (Complementary Metal-Oxide-Semiconductor) sensor works on a similar principle to the CCD. Light falls onto a silicon crystal, forming pixels and generating electrical charges

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Cognitive Processes and Knowledge Types in Second Language Acquisition

Cognitive Processes in Second Language Acquisition (SLA)

This section examines how our mind receives and processes information during language acquisition. It explores how processed information becomes knowledge and functions within our cognitive system.

Types of Knowledge in SLA

Knowledge types discussed include:

  • Acquired vs. Learned knowledge
  • Declarative vs. Procedural knowledge
  • Implicit vs. Explicit learning/knowledge

Both declarative and procedural knowledge are stored in our brain.

How Linguistic Knowledge

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Semantic Relations: Monosemy, Synonymy, Polysemy, and Antonymy

Semantics: The Study of Word Meaning

Semantics is the science that studies the meaning of words.

Fundamental Semantic Relations

A signifier having only one meaning is called monosemy.

When a signifier corresponds to multiple meanings, we encounter the semantic phenomena of synonymy, polysemy, and homonymy.

1. Synonymy

Synonymy occurs when multiple signifiers share the same meaning.

For example, the words cold and ice are presented as having the same meaning.

Few words are perfect synonyms. Significant variations

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