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Sepedi to english #196

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4,366 changes: 3,096 additions & 1,270 deletions .ipynb_checkpoints/starter_notebook_into_English_training-checkpoint.ipynb

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# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class

# C extensions
*.so

# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
pip-wheel-metadata/
share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST

# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec

# Installer logs
pip-log.txt
pip-delete-this-directory.txt

# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
*.py,cover
.hypothesis/
.pytest_cache/

# Translations
*.mo
*.pot

# Django stuff:
*.log
local_settings.py
db.sqlite3
db.sqlite3-journal

# Flask stuff:
instance/
.webassets-cache

# Scrapy stuff:
.scrapy

# Sphinx documentation
docs/_build/

# PyBuilder
target/

# Jupyter Notebook
.ipynb_checkpoints

# IPython
profile_default/
ipython_config.py

# pyenv
.python-version

# pipenv
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
# However, in case of collaboration, if having platform-specific dependencies or dependencies
# having no cross-platform support, pipenv may install dependencies that don't work, or not
# install all needed dependencies.
#Pipfile.lock

# PEP 582; used by e.g. github.com/David-OConnor/pyflow
__pypackages__/

# Celery stuff
celerybeat-schedule
celerybeat.pid

# SageMath parsed files
*.sage.py

# Environments
.env
.venv
env/
venv/
ENV/
env.bak/
venv.bak/

# Spyder project settings
.spyderproject
.spyproject

# Rope project settings
.ropeproject

# mkdocs documentation
/site

# mypy
.mypy_cache/
.dmypy.json
dmypy.json

# Pyre type checker
.pyre/
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# Sepedi to English

Author: Thabo Makola

## Data

- The JW300 English-Sepedi.

## Model

- Default Masakhane Transformer translation model.
- Link to google drive folder with model(https://drive.google.com/drive/folders/1Mr0EHbXpBXKgPTDKdKfe4sLxVy94-8JU?usp=sharing)

## Analysis

Example 1
```sh
Source: Gantši ba feleletša ba lemoga gore re dira mošomo o mobotse .
Reference: Often , the result is that our activity is seen in a positive way .
Hypothesis: They often realize that we do good work .
```

Example 2
```sh
Source: Ge ma - Mexico a setlogo a belegetšwego moo a be a sa amogele bodumedi bjo bofsa , a be a tšewa e le barapedi ba diswantšho gomme a tlaišwa o šoro .
Reference: If native-born Mexicans did not embrace the new religion , they were regarded as idolaters and were severely persecuted .
Hypothesis: When Mexico was born there was no longer acceptable religion , he was taken as idolatry and suffered severe persecution .
```

Example 3
```sh
Source: Go sa šetšwe gore o na le bana ba bakae , o se ke wa langwa go ba thušeng tseleng e išago bophelong bjo bo sa felego .
Reference: No matter how many children you have , never give up in helping them along the path to everlasting life .
Hypothesis: Whether you have a few children , do not be constructed to help them in a way to everlasting life .
```

Example 4
```sh
Source: Moprofesara Rudolf Schenkel , mophologi wa tlhaselo ya tšhukudu yo go boletšwego ka yena pejana o lla ka therešo ya gore motho o itirile lenaba le nnoši leo tšhukudu e nago le lona .
Reference: Professor Rudolf Schenkel , the survivor of the rhino charge described earlier , laments the fact that man has made himself the only enemy the rhino has .
Hypothesis: Professor Rudolf Schenkel , a primarily relief mentioned earlier charges the fact that a person has a solid enemy .
```

# Results
- BLEU dev : 34.65
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This looks slightly better than #195, as you trained longer. Thanks for being so patient!

- BLEU test : 39.57

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