VII. 🏠 Residential Status and Incidence of Taxation
A. Determination of Residential Status of an Individual (Section 6)
The residential status of an individual is determined for each Previous Year and is purely based on the duration of stay in India. It is separate from citizenship, domicile, or nationality.
The individual can be classified into one of the following three categories:
* Resident and Ordinarily Resident (ROR)
* Resident but Not Ordinarily Resident (RNOR)
* Non-Resident (NR)
Step
13. 📈 Capital Gains and Exemptions under Section 54
Definition of Capital Gains
The term Capital Gains is defined in Section 45(1) of the Income Tax Act, 1961. It refers to the profit or gain arising from the transfer of a Capital Asset effected in the previous year.
Key Components of the Definition:
* Capital Asset (Section 2(14)): This includes property of any kind held by an assessee, whether connected with their business or profession or not. It includes movable or immovable property, tangible
1. 🗓️ Definition of the Term 'Previous Year' -The concept of 'Previous Year' is fundamental to the system of income taxation in India and is defined under Section 3 of the Income Tax Act, 1961. The core principle of income tax is that income earned in one year is taxed in the next year.* Definition: The Previous Year (PY) is the financial year immediately preceding the Assessment Year (AY). It is the year in which the income is earned or accrued.* Duration: A financial year starts on April
13. 📚 Notes on Specific Tax Provisions
(i) Preliminary Expenditure under Section 35D
Preliminary Expenditure refers to the expenses incurred by an assessee before the commencement of the business or after the commencement of the business in connection with the extension of the existing undertaking or the setting up of a new unit.
* Nature of Expenditure: Since these expenses are incurred before the business starts generating revenue, they are typically capital in nature and would normally be disallowed
1. 📝 Diversification and Application of Incomes
Diversification of Income
Diversification of income refers to the strategy of earning income from multiple sources rather than relying on a single source. This is a fundamental risk management technique in personal finance and business.
* Risk Mitigation: By spreading income generation across various channels, an individual or business reduces the impact of poor performance or failure in any one area. For example, if a business relies only on one
Guided Writing (Type-I)
A. Writing a Paragraph
1. Paragraph: An Educational Tour
An educational tour is a trip taken to gain practical knowledge outside the classroom. Last month, our school organized an educational tour to Lumbini, the birthplace of Lord Buddha. We visited the Maya Devi Temple, Peace Pagoda, monasteries and the sacred garden. Seeing the historical monuments and learning about Buddha's life made the tour very meaningful. We also interacted with monks who taught us about peace and compassion....
(GI)Acid-base balance Water balance Electrolyte balance Toxin removal Blood pressure (RAAS) Erythropoietin D Vitamin D activation. Urine formation; Glomerular filtration filters water, small solutes Tubular reabsorption - back to blood Tubular secretion – wastes added to tubules Excretion – 1–2 L/day; ≥30 mL/hr min. Key Hormones; ADH water reabsorption Aldosterone ↑ Na⁺ reabsorption ANP ↓ Na⁺ and water reabsorption. Urolithiasis (Kidney stones) Types: Calcium-alkaline urine,...
# ============================
# 1. K-MEANS CLUSTERING
# ============================
# Create synthetic 2D data with 3 clusters
X_blobs, y_blobs = make_blobs(n_samples=300, centers=3, random_state=42)
# Fit KMeans
kmeans = KMeans(n_clusters=3, random_state=42, n_init=10)
kmeans.fit(X_blobs)
# Get cluster labels
cluster_labels = kmeans.labels_
centers = kmeans.cluster_centers_
print("KMeans cluster centers:\n", centers)
# Plot clusters
plt.figure(figsize=(6, 5))
plt.scatter(X_blobs[:, 0], X_blobs[:, 1],...
Inheritance is an important feature of Object-Oriented Programming which allows one class to acquire the properties and methods of another class. The class that gives its features is called the parent class or superclass, and the class that receives them is called the child class or subclass. In Java, inheritance is implemented using the extends keyword.
There are mainly three types of inheritance in Java:
(1) Single level inheritance – one parent and one child...