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almohanad.hafez
NLP-Project
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ffe93b76
Commit
ffe93b76
authored
Nov 09, 2024
by
Almouhannad Hafez
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1.1.Dataset_Overview.ipynb
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README.md
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# ***NLP course project***
***Almouhannad Hafez + Mariam Khierbek**
*
## ***Contents***
**[Description](#description)**
**[How to run](#how-to-run)**
**[Part1. Data preprocessing](#part1-data-preprocessing)**
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## ***Part1. Data preprocessing***
**Files:**
> **`1.Data_Preprocessing.ipynb`**
> **`1.1.Dataset_Overview.ipynb`**
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**Some interesting details about used dataset**
> **`1.2.Data_Preprocessing.ipynb`**
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**Applying preprocessing steps on dataset, this includes:**
1.
Refactoring dataset schema
1.
Handling nulls/duplicates
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1.
Testing
***Nouns**
*
only
**`3.3.N-Grams.ipynb`**
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**Applying classification task using n-gram to perform task using only TF-IDF with different grams, this includes:**
1.
`1-Gram`
1.
`2-Gram`
1.
`3-Gram`
1.
`4-Gram`
1.
`5-Gram`
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**Applying classification task using n-gram to perform task using only TF-IDF with different grams**
## ***Results***
| Case
\\
Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) |
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