diff --git a/.ipynb_checkpoints/CMSC320 Airbnb Final Data Exploration-checkpoint.ipynb b/.ipynb_checkpoints/CMSC320 Airbnb Final Data Exploration-checkpoint.ipynb
index ee6da75..db5c683 100644
--- a/.ipynb_checkpoints/CMSC320 Airbnb Final Data Exploration-checkpoint.ipynb
+++ b/.ipynb_checkpoints/CMSC320 Airbnb Final Data Exploration-checkpoint.ipynb
@@ -40,9 +40,9 @@
"* [Pandas](https://pandas.pydata.org/pandas-docs/stable/) - for manipulating and preprocessing the data\n",
"* [Scikit-Learn](http://scikit-learn.org/stable/documentation.html) - for machine learning\n",
"* [Seaborn](https://seaborn.pydata.org/) - making pretty plots (uses matplotlib)!\n",
- "* [Plotly](https://github.com/plotly/plotly.py) - \n",
+ "* [Plotly](https://github.com/plotly/plotly.py) - creating the map of New York City\n",
"* [Matplotlib](https://matplotlib.org/) - more pretty plots (also necessary for seaborn)!\n",
- "* [StatsModels](https://www.statsmodels.org/stable/index.html)\n",
+ "* [StatsModels](https://www.statsmodels.org/stable/index.html) - generating stats summary for our models\n",
"* [NLTK](https://www.nltk.org/) - doing sentiment analysis\n",
"\n",
"Note: dgomonov also has a great notebook about this dataset! Be sure to check it out: https://www.kaggle.com/dgomonov/data-exploration-on-nyc-airbnb/"
@@ -597,3011 +597,30011 @@
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