instruction stringlengths 12 4.48k | input stringclasses 1
value | output stringlengths 17 2.73k | text stringlengths 68 4.69k |
|---|---|---|---|
What is L1 (Lasso)? | L1 (Lasso): adds absolute value of weights to loss, produces sparse models | ### Instruction:
What is L1 (Lasso)?
### Response:
L1 (Lasso): adds absolute value of weights to loss, produces sparse models | |
What is the significance/value of Premium? | Premium: 436 per year, Cover: 2 lakh | ### Instruction:
What is the significance/value of Premium?
### Response:
Premium: 436 per year, Cover: 2 lakh | |
Explain the vanishing gradient problem. | During backpropagation in deep networks, gradients become very small
as they flow backward through many layers. Activations like sigmoid squash
values to 0-1, making gradients tiny. Solution: ReLU activation, residual
connections (ResNet), LSTM for sequences, batch normalization. | ### Instruction:
Explain the vanishing gradient problem.
### Response:
During backpropagation in deep networks, gradients become very small
as they flow backward through many layers. Activations like sigmoid squash
values to 0-1, making gradients tiny. Solution: ReLU activation, residual
connections (ResNet), LSTM for... | |
What is the formula for Encryption: converting data to unreadable format? | ================================================================================ | ### Instruction:
What is the formula for Encryption: converting data to unreadable format?
### Response:
================================================================================ | |
What is Tenses? | Tenses: present, past, future (simple, continuous, perfect, perfect continuous) | ### Instruction:
What is Tenses?
### Response:
Tenses: present, past, future (simple, continuous, perfect, perfect continuous) | |
What is Article 12? | Article 12: Definition of State | ### Instruction:
What is Article 12?
### Response:
Article 12: Definition of State | |
What is the formula for Classification? | - Recall = TP / (TP + FN) - out of actual positives, how many found | ### Instruction:
What is the formula for Classification?
### Response:
- Recall = TP / (TP + FN) - out of actual positives, how many found | |
What is 4. Semi-supervised? | 4. Semi-supervised: mix of labeled and unlabeled data | ### Instruction:
What is 4. Semi-supervised?
### Response:
4. Semi-supervised: mix of labeled and unlabeled data | |
What is SELECT? | SELECT: retrieve data | ### Instruction:
What is SELECT?
### Response:
SELECT: retrieve data | |
What are the key concepts in Music Recommender? | What: Personalized music recommendation system
Tech: Flask, Spotify API, scikit-learn
Key Features:
- K-means clustering for music grouping
- Collaborative filtering for personalization
- Spotify API for music data
- 28% accuracy improvement over baseline
- Tested with 1000+ users
- Under 2 second inference... | ### Instruction:
What are the key concepts in Music Recommender?
### Response:
What: Personalized music recommendation system
Tech: Flask, Spotify API, scikit-learn
Key Features:
- K-means clustering for music grouping
- Collaborative filtering for personalization
- Spotify API for music data
- 28% accuracy im... | |
What is Loss Asset? | Loss Asset: uncollectible NPA | ### Instruction:
What is Loss Asset?
### Response:
Loss Asset: uncollectible NPA | |
What is NEFT? | NEFT: National Electronic Funds Transfer (settled in batches) | ### Instruction:
What is NEFT?
### Response:
NEFT: National Electronic Funds Transfer (settled in batches) | |
What is ADB? | ADB: Asian Development Bank - promotes development in Asia | ### Instruction:
What is ADB?
### Response:
ADB: Asian Development Bank - promotes development in Asia | |
What is Used for? | Used for: image classification, object detection, computer vision | ### Instruction:
What is Used for?
### Response:
Used for: image classification, object detection, computer vision | |
What is SIDBI? | SIDBI: Small Industries Development Bank of India | ### Instruction:
What is SIDBI?
### Response:
SIDBI: Small Industries Development Bank of India | |
What is Central Bank? | Central Bank: RBI (regulates all banks) | ### Instruction:
What is Central Bank?
### Response:
Central Bank: RBI (regulates all banks) | |
What is 2. Dockerfile uses dnf (RHEL) but base image is python? | 2. Dockerfile uses dnf (RHEL) but base image is python: 3.10-slim (Debian) | ### Instruction:
What is 2. Dockerfile uses dnf (RHEL) but base image is python?
### Response:
2. Dockerfile uses dnf (RHEL) but base image is python: 3.10-slim (Debian) | |
What is Supabase? | Supabase: open source Firebase alternative | ### Instruction:
What is Supabase?
### Response:
Supabase: open source Firebase alternative | |
What is Machine Learning? | Machine Learning: systems that learn from data without explicit programming | ### Instruction:
What is Machine Learning?
### Response:
Machine Learning: systems that learn from data without explicit programming | |
What is IMPS? | IMPS: Immediate Payment Service (24x7, instant, up to 5 lakh) | ### Instruction:
What is IMPS?
### Response:
IMPS: Immediate Payment Service (24x7, instant, up to 5 lakh) | |
What is the significance/value of Article 13? | Article 13: Laws inconsistent with Fundamental Rights are void | ### Instruction:
What is the significance/value of Article 13?
### Response:
Article 13: Laws inconsistent with Fundamental Rights are void | |
What is the formula for P(A) + P(not A) = 1? | For independent events: P(A and B) = P(A) x P(B) | ### Instruction:
What is the formula for P(A) + P(not A) = 1?
### Response:
For independent events: P(A and B) = P(A) x P(B) | |
What is Information Gain? | Information Gain: entropy-based measure | ### Instruction:
What is Information Gain?
### Response:
Information Gain: entropy-based measure | |
What is SECTION 3? | SECTION 3: ENGLISH LANGUAGE | ### Instruction:
What is SECTION 3?
### Response:
SECTION 3: ENGLISH LANGUAGE | |
What is the significance/value of Article 23? | Article 23: Prohibition of traffic in human beings | ### Instruction:
What is the significance/value of Article 23?
### Response:
Article 23: Prohibition of traffic in human beings | |
What is Shift coding? | Shift coding: each letter shifted by fixed number | ### Instruction:
What is Shift coding?
### Response:
Shift coding: each letter shifted by fixed number | |
What is the significance/value of Article 112? | Article 112: Annual Financial Statement (Union Budget) | ### Instruction:
What is the significance/value of Article 112?
### Response:
Article 112: Annual Financial Statement (Union Budget) | |
What is cv2.CascadeClassifier()? | cv2.CascadeClassifier(): Haar cascade for face/eye detection | ### Instruction:
What is cv2.CascadeClassifier()?
### Response:
cv2.CascadeClassifier(): Haar cascade for face/eye detection | |
Explain your NeuroSpeech project. | AI speech therapy platform using OpenAI Whisper for real-time transcription,
IPA phonetic analysis for pronunciation feedback, Supabase for authentication
and data storage with RLS for security, Realtime subscriptions for live
leaderboard, Edge Functions for AI feedback generation, deployed on HuggingFace. | ### Instruction:
Explain your NeuroSpeech project.
### Response:
AI speech therapy platform using OpenAI Whisper for real-time transcription,
IPA phonetic analysis for pronunciation feedback, Supabase for authentication
and data storage with RLS for security, Realtime subscriptions for live
leaderboard, Edge Functions... | |
What is Cross-validation? | Cross-validation: k-fold, split data into k parts, train on k-1, test on 1 | ### Instruction:
What is Cross-validation?
### Response:
Cross-validation: k-fold, split data into k parts, train on k-1, test on 1 | |
What is FTP? | FTP: File Transfer Protocol | ### Instruction:
What is FTP?
### Response:
FTP: File Transfer Protocol | |
What is Softmax? | Softmax: multi-class classification, outputs sum to 1 | ### Instruction:
What is Softmax?
### Response:
Softmax: multi-class classification, outputs sum to 1 | |
What is Rational numbers? | Rational numbers: can be expressed as p/q where q is not zero | ### Instruction:
What is Rational numbers?
### Response:
Rational numbers: can be expressed as p/q where q is not zero | |
What is the formula for Duplicate ratio of a:b is a^2:b^2? | Proportion: a:b = c:d means a, b, c, d are in proportion | ### Instruction:
What is the formula for Duplicate ratio of a:b is a^2:b^2?
### Response:
Proportion: a:b = c:d means a, b, c, d are in proportion | |
What is Right triangle? | Right triangle: Area = 1/2 x base x perpendicular | ### Instruction:
What is Right triangle?
### Response:
Right triangle: Area = 1/2 x base x perpendicular | |
What are the key concepts in Cybersecurity? | Malware: malicious software
Virus: replicates by infecting files
Trojan: disguises as legitimate software
Ransomware: encrypts files and demands ransom
Phishing: fake emails/websites to steal credentials
Encryption: converting data to unreadable format
Two-factor authentication: extra security layer beyond password
==... | ### Instruction:
What are the key concepts in Cybersecurity?
### Response:
Malware: malicious software
Virus: replicates by infecting files
Trojan: disguises as legitimate software
Ransomware: encrypts files and demands ransom
Phishing: fake emails/websites to steal credentials
Encryption: converting data to unreadabl... | |
What is EXIM Bank? | EXIM Bank: Export-Import Bank of India | ### Instruction:
What is EXIM Bank?
### Response:
EXIM Bank: Export-Import Bank of India | |
What is Padding? | Padding: adds zeros around input to preserve spatial dimensions | ### Instruction:
What is Padding?
### Response:
Padding: adds zeros around input to preserve spatial dimensions | |
What is Per capita income? | Per capita income: NNP / Population | ### Instruction:
What is Per capita income?
### Response:
Per capita income: NNP / Population | |
What is AlexNet? | AlexNet: won ImageNet 2012, made deep learning popular | ### Instruction:
What is AlexNet?
### Response:
AlexNet: won ImageNet 2012, made deep learning popular | |
What is the formula for Difference between CI and SI for 3 years = P x (R/100)^2 x (R/100 + 3)? | Speed = Distance / Time | ### Instruction:
What is the formula for Difference between CI and SI for 3 years = P x (R/100)^2 x (R/100 + 3)?
### Response:
Speed = Distance / Time | |
What are the key concepts in Deep Learning? | Neural Network: layers of interconnected neurons
- Input layer, hidden layers, output layer
- Each connection has a weight
Activation Functions:
- Sigmoid: 1/(1+e^-x), output 0 to 1, vanishing gradient problem
- ReLU: max(0,x), most popular, solves vanishing gradient
- Leaky ReLU: allows small negative value... | ### Instruction:
What are the key concepts in Deep Learning?
### Response:
Neural Network: layers of interconnected neurons
- Input layer, hidden layers, output layer
- Each connection has a weight
Activation Functions:
- Sigmoid: 1/(1+e^-x), output 0 to 1, vanishing gradient problem
- ReLU: max(0,x), most po... | |
What is Ransomware? | Ransomware: encrypts files and demands ransom | ### Instruction:
What is Ransomware?
### Response:
Ransomware: encrypts files and demands ransom | |
What is NNP? | NNP: Net National Product = GNP - Depreciation | ### Instruction:
What is NNP?
### Response:
NNP: Net National Product = GNP - Depreciation | |
What is Feed-forward network? | Feed-forward network: applied to each position | ### Instruction:
What is Feed-forward network?
### Response:
Feed-forward network: applied to each position | |
What are the key concepts in MLOps and Deployment? | Model Serialization: saving trained models
- TensorFlow: model.save(), tf.keras.models.load_model()
- PyTorch: torch.save(), torch.load()
- Scikit-learn: pickle, joblib
FastAPI: fast web framework for building ML APIs (Parth uses this)
- @app.post(), @app.get(), Pydantic models for validation
- Used in Drive-... | ### Instruction:
What are the key concepts in MLOps and Deployment?
### Response:
Model Serialization: saving trained models
- TensorFlow: model.save(), tf.keras.models.load_model()
- PyTorch: torch.save(), torch.load()
- Scikit-learn: pickle, joblib
FastAPI: fast web framework for building ML APIs (Parth uses t... | |
What is 1 May? | 1 May: Labour Day / Maharashtra Day / Gujarat Day | ### Instruction:
What is 1 May?
### Response:
1 May: Labour Day / Maharashtra Day / Gujarat Day | |
What is values to 0-1, making gradients tiny. Solution? | values to 0-1, making gradients tiny. Solution: ReLU activation, residual | ### Instruction:
What is values to 0-1, making gradients tiny. Solution?
### Response:
values to 0-1, making gradients tiny. Solution: ReLU activation, residual | |
What is the significance/value of Article 17? | Article 17: Abolition of untouchability | ### Instruction:
What is the significance/value of Article 17?
### Response:
Article 17: Abolition of untouchability | |
What is World Bank? | World Bank: provides loans for development projects | ### Instruction:
What is World Bank?
### Response:
World Bank: provides loans for development projects | |
What is the formula for Speed = Distance / Time? | Average Speed = Total Distance / Total Time | ### Instruction:
What is the formula for Speed = Distance / Time?
### Response:
Average Speed = Total Distance / Total Time | |
What is the formula for Sum = Average x Number? | Weighted average = (w1*x1 + w2*x2 + ...) / (w1 + w2 + ...) | ### Instruction:
What is the formula for Sum = Average x Number?
### Response:
Weighted average = (w1*x1 + w2*x2 + ...) / (w1 + w2 + ...) | |
What is Gradient Descent? | Gradient Descent: optimization algorithm to minimize loss | ### Instruction:
What is Gradient Descent?
### Response:
Gradient Descent: optimization algorithm to minimize loss | |
What is the formula for SECTION 4: BANKING AND FINANCIAL AWARENESS? | ================================================================================ | ### Instruction:
What is the formula for SECTION 4: BANKING AND FINANCIAL AWARENESS?
### Response:
================================================================================ | |
A train travels 240 km in 4 hours. What is its speed in km/h? | null | Speed = Distance / Time = 240 / 4 = 60 km/h | ### Instruction:
A train travels 240 km in 4 hours. What is its speed in km/h?
### Response:
Speed = Distance / Time = 240 / 4 = 60 km/h |
What is Batch Gradient Descent? | Batch Gradient Descent: uses all data, slow but stable | ### Instruction:
What is Batch Gradient Descent?
### Response:
Batch Gradient Descent: uses all data, slow but stable | |
What is the formula for - Tested with 1000+ users? | ================================================================================ | ### Instruction:
What is the formula for - Tested with 1000+ users?
### Response:
================================================================================ | |
What is Triangle? | Triangle: Area = 1/2 x base x height | ### Instruction:
What is Triangle?
### Response:
Triangle: Area = 1/2 x base x height | |
What is Emotion Detector? | Emotion Detector: CNN for facial emotion recognition | ### Instruction:
What is Emotion Detector?
### Response:
Emotion Detector: CNN for facial emotion recognition | |
What is the formula for Sub-duplicate ratio of a:b is sqrt(a):sqrt(b)? | Mean proportion of a and b = sqrt(ab) | ### Instruction:
What is the formula for Sub-duplicate ratio of a:b is sqrt(a):sqrt(b)?
### Response:
Mean proportion of a and b = sqrt(ab) | |
If the simple interest on Rs 5000 for 2 years at 8% per annum is? | null | SI = (P x R x T) / 100 = (5000 x 8 x 2) / 100 = Rs 800 | ### Instruction:
If the simple interest on Rs 5000 for 2 years at 8% per annum is?
### Response:
SI = (P x R x T) / 100 = (5000 x 8 x 2) / 100 = Rs 800 |
What is GPT? | GPT: Generative Pre-trained Transformer, autoregressive generation | ### Instruction:
What is GPT?
### Response:
GPT: Generative Pre-trained Transformer, autoregressive generation | |
What is Article 44? | Article 44: Uniform Civil Code (Directive Principle) | ### Instruction:
What is Article 44?
### Response:
Article 44: Uniform Civil Code (Directive Principle) | |
What is CPU? | CPU: Central Processing Unit - brain of computer | ### Instruction:
What is CPU?
### Response:
CPU: Central Processing Unit - brain of computer | |
What is K-Means Clustering? | K-Means Clustering: unsupervised, groups data into k clusters | ### Instruction:
What is K-Means Clustering?
### Response:
K-Means Clustering: unsupervised, groups data into k clusters | |
What are the key concepts in NLP Concepts? | Tokenization: splitting text into tokens (words, subwords, characters)
Embedding: mapping tokens to dense vectors (Word2Vec, GloVe, FastText)
TF-IDF: Term Frequency - Inverse Document Frequency
- TF: how often word appears in document
- IDF: how rare word is across all documents
Sentiment Analysis: classify text as... | ### Instruction:
What are the key concepts in NLP Concepts?
### Response:
Tokenization: splitting text into tokens (words, subwords, characters)
Embedding: mapping tokens to dense vectors (Word2Vec, GloVe, FastText)
TF-IDF: Term Frequency - Inverse Document Frequency
- TF: how often word appears in document
- IDF:... | |
What is LAN? | LAN: Local Area Network - small area (office, building) | ### Instruction:
What is LAN?
### Response:
LAN: Local Area Network - small area (office, building) | |
What is the significance/value of Article 51A? | Article 51A: Fundamental Duties (11 duties added by 42nd amendment) | ### Instruction:
What is the significance/value of Article 51A?
### Response:
Article 51A: Fundamental Duties (11 duties added by 42nd amendment) | |
What is SVM? | SVM: Support Vector Machine, finds optimal hyperplane between classes | ### Instruction:
What is SVM?
### Response:
SVM: Support Vector Machine, finds optimal hyperplane between classes | |
What is Recurring Deposit? | Recurring Deposit: fixed amount deposited monthly for fixed period | ### Instruction:
What is Recurring Deposit?
### Response:
Recurring Deposit: fixed amount deposited monthly for fixed period | |
What is the formula for 1 km/h = 5/18 m/s? | Relative speed (opposite direction) = S1 + S2 | ### Instruction:
What is the formula for 1 km/h = 5/18 m/s?
### Response:
Relative speed (opposite direction) = S1 + S2 | |
What is Direct speech? | Direct speech: exact words in quotes. Indirect: reported speech | ### Instruction:
What is Direct speech?
### Response:
Direct speech: exact words in quotes. Indirect: reported speech | |
What is 1. Supervised Learning? | 1. Supervised Learning: labeled data, predict output (classification, regression) | ### Instruction:
What is 1. Supervised Learning?
### Response:
1. Supervised Learning: labeled data, predict output (classification, regression) | |
What is Pradhan Mantri Mudra Yojana? | Pradhan Mantri Mudra Yojana: loans to small businesses | ### Instruction:
What is Pradhan Mantri Mudra Yojana?
### Response:
Pradhan Mantri Mudra Yojana: loans to small businesses | |
What is Article 51A? | Article 51A: Fundamental Duties (11 duties added by 42nd amendment) | ### Instruction:
What is Article 51A?
### Response:
Article 51A: Fundamental Duties (11 duties added by 42nd amendment) | |
What is Some A are B? | Some A are B: at least one A is B | ### Instruction:
What is Some A are B?
### Response:
Some A are B: at least one A is B | |
What is UPI? | UPI: Unified Payments Interface (real time, mobile based) | ### Instruction:
What is UPI?
### Response:
UPI: Unified Payments Interface (real time, mobile based) | |
What is Data augmentation? | Data augmentation: flip, rotate, zoom, shift, brightness change | ### Instruction:
What is Data augmentation?
### Response:
Data augmentation: flip, rotate, zoom, shift, brightness change | |
What is Broadcasting? | Broadcasting: operations on different shaped arrays | ### Instruction:
What is Broadcasting?
### Response:
Broadcasting: operations on different shaped arrays | |
What is the formula for 18 April: World Heritage Day? | ================================================================================ | ### Instruction:
What is the formula for 18 April: World Heritage Day?
### Response:
================================================================================ | |
What is Self-attention? | Self-attention: each token attends to all other tokens | ### Instruction:
What is Self-attention?
### Response:
Self-attention: each token attends to all other tokens | |
What is the formula for Q: What is attention mechanism in transformers?? | its representation. Attention(Q,K,V) = softmax(QK^T / sqrt(d_k)) V | ### Instruction:
What is the formula for Q: What is attention mechanism in transformers??
### Response:
its representation. Attention(Q,K,V) = softmax(QK^T / sqrt(d_k)) V | |
What is RAM? | RAM: Random Access Memory - temporary storage, volatile | ### Instruction:
What is RAM?
### Response:
RAM: Random Access Memory - temporary storage, volatile | |
What is Bagging? | Bagging: train each tree on random subset of data | ### Instruction:
What is Bagging?
### Response:
Bagging: train each tree on random subset of data | |
What is For mutually exclusive events? | For mutually exclusive events: P(A or B) = P(A) + P(B) | ### Instruction:
What is For mutually exclusive events?
### Response:
For mutually exclusive events: P(A or B) = P(A) + P(B) | |
What are the key concepts in Indian Constitution (Key Articles)? | Article 1: India shall be a Union of States
Article 12: Definition of State
Article 13: Laws inconsistent with Fundamental Rights are void
Article 14: Equality before law
Article 15: Prohibition of discrimination
Article 16: Equality of opportunity in public employment
Article 17: Abolition of untouchability
Article 19... | ### Instruction:
What are the key concepts in Indian Constitution (Key Articles)?
### Response:
Article 1: India shall be a Union of States
Article 12: Definition of State
Article 13: Laws inconsistent with Fundamental Rights are void
Article 14: Equality before law
Article 15: Prohibition of discrimination
Article 16... | |
What is WAN? | WAN: Wide Area Network - country/world level (Internet is WAN) | ### Instruction:
What is WAN?
### Response:
WAN: Wide Area Network - country/world level (Internet is WAN) | |
What is KNN? | KNN: K-Nearest Neighbors, classify based on k nearest data points | ### Instruction:
What is KNN?
### Response:
KNN: K-Nearest Neighbors, classify based on k nearest data points | |
What is the formula for - cv2.cvtColor(): convert color space (BGR to RGB, BGR to Gray)? | - Eye Aspect Ratio (EAR) = (||p2-p6|| + ||p3-p5||) / (2 * ||p1-p4||) | ### Instruction:
What is the formula for - cv2.cvtColor(): convert color space (BGR to RGB, BGR to Gray)?
### Response:
- Eye Aspect Ratio (EAR) = (||p2-p6|| + ||p3-p5||) / (2 * ||p1-p4||) | |
What is Proportion? | Proportion: a:b = c:d means a, b, c, d are in proportion | ### Instruction:
What is Proportion?
### Response:
Proportion: a:b = c:d means a, b, c, d are in proportion | |
What is the significance/value of RBI nationalized? | RBI nationalized: 1 January 1949 | ### Instruction:
What is the significance/value of RBI nationalized?
### Response:
RBI nationalized: 1 January 1949 | |
What is Overfitting? | Overfitting: model performs well on training data but poorly on new data | ### Instruction:
What is Overfitting?
### Response:
Overfitting: model performs well on training data but poorly on new data | |
What is the formula for --- Inequalities ---? | A >= B means A is greater than or equal to B | ### Instruction:
What is the formula for --- Inequalities ---?
### Response:
A >= B means A is greater than or equal to B | |
What is Bias-Variance Tradeoff? | Bias-Variance Tradeoff: increasing complexity reduces bias but increases variance | ### Instruction:
What is Bias-Variance Tradeoff?
### Response:
Bias-Variance Tradeoff: increasing complexity reduces bias but increases variance | |
What is Functions? | Functions: monetary policy, currency issue, foreign exchange management | ### Instruction:
What is Functions?
### Response:
Functions: monetary policy, currency issue, foreign exchange management | |
What is Encryption? | Encryption: converting data to unreadable format | ### Instruction:
What is Encryption?
### Response:
Encryption: converting data to unreadable format | |
What are the key concepts in Time and Work? | If A completes work in n days, A's 1 day work = 1/n
If A and B together complete work in n days, combined 1 day work = 1/n
Work = Efficiency x Time
If A is twice as efficient as B, A takes half the time of B
Pipe and Cistern: inlet pipes fill, outlet pipes empty
If inlet fills in x hours and outlet empties in y hours:
... | ### Instruction:
What are the key concepts in Time and Work?
### Response:
If A completes work in n days, A's 1 day work = 1/n
If A and B together complete work in n days, combined 1 day work = 1/n
Work = Efficiency x Time
If A is twice as efficient as B, A takes half the time of B
Pipe and Cistern: inlet pipes fill, ... | |
What is NumPy? | NumPy: numerical computing, arrays, matrix operations | ### Instruction:
What is NumPy?
### Response:
NumPy: numerical computing, arrays, matrix operations | |
What is the formula for If two trains of length L1 and L2 cross each other? | 1 km/h = 5/18 m/s | ### Instruction:
What is the formula for If two trains of length L1 and L2 cross each other?
### Response:
1 km/h = 5/18 m/s | |
What is Divisibility by 4? | Divisibility by 4: last two digits divisible by 4 | ### Instruction:
What is Divisibility by 4?
### Response:
Divisibility by 4: last two digits divisible by 4 |
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