dataV2-labs[Francisco Ponce]

README.md

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+# Data Cleaning Project: Sharks Attacks
+<img src="https://bit.ly/2VnXWr2" alt="Ironhack Logo" width="100"/>
+
+*[by Francisco Ponce]*
+
+## Project Content
+
+```
+Data cleaning - Project
+    ├── README.md
+    ├── main.ipynb
+    └── clean-dataset.csv
+ ```
+
+### Shark Attacks Files
+
+In this project our primary goal was clean the dataset provided by using pandas. We also define some functions along the project. The output is spotted in repository.
+
+_____The activities shown below are not restrictive, just informative. Please take some minutes to review the project on the ```main.ipynb``` for further details._____
+
+1. Data exploration: Here we have an insight of the data set by looking the data types in question, which is the information valuable in this context, etc.
+There are many ```NaN``` values in critical fields, such as the Shark species. Our focus is try to maintain this valuable information.
+
+2. Delete duplicated columns and filling ```NaN``` values plan
+
+3. Cleaning and parsing the column ```"Date"```, ```"Injury"```, ```"Fatal (y/n)"```, ```"Ages"```.
+
+4. Droping the column ```"Case Number"```, ```"Year"``` and ```"original order"```.
+
+5. Filling values for ```"Name"``` and ```"Investigator or Source"```.
+
+6. Tiding column ```"Activity"``` by extracting verbs in gerund.
+
+7. Filling values for column ```"Species"```.
+
+8. Assing boolean values fo column ```"Fatal (Y/N)"```.
+
+9. Changing column names and Re-indexing
+
+10. Exporting data frame as .csv file