BrianNderu/Tanzania-Water-Wells-Project

## WATER FOR ALL IN TANZANIA ### Business Overview Tanzania faces a water crisis among its population Approximately 70% of the population in Tanzania depend on water sources such as water wells . However, many of these wells are in dire need of repair, and some have even failed entirely, thus the water crisis. ### Problem statement Water shortage is a serious issue in Tanzania. It is therefore crucial to identify the category in which Water wells in the country are for repair either by the Ministry of Water in Tanzania, NGOs or Private Companies. Using Data from Ministry of Water in Tanzania, we will help categorize the Condition of the Water wells in the country to help them achieve their Goal ### Objective To build a classifier model for water wells in Tanzania ### Metric of sucess The model to have an accuracy of atleast 70% ### Business Questions 1 - Who are the top 10 financiers of Water Well repairs in Tanzania 2 - Who are the top 5 Installers of water wells in Tanzania 3 - What is the quality of the Water in Tanzania 4- What is the common water source for Residents 5- What is the water basin from which water wells get water 6- What is the water wells number per region ### Tools Used python pandas library matplot lib seaborn skitlearn K-nearest model ### Modelling The KNN model was the best model with an accuracy of 72% ### Recommendation and Conclusion #### Funders to consult *The Government of Tanzania, Danida, Hesawa and world bank should be approached for financing of repairs of water wells #### Installers to consult DWE have installed the majority of water wells are best placed for reparing the water wells #### Water Quality A large portion of the water in Tanzania is Soft #### Water Source Spring water is the most common water source followed by Shallow well, machine dbh , river water and rain water harvesting #### Water Basin Pangani is the source water basin for most wells followed by Lake Victoria and Rufiji #### …