ScottyDebuggin/Water-Pumps-Predictive-Classifier

Taarifa: Tanzania Water Pumps EDA, ML Classifier # Pump It Up: Taarifa Tanzania Water Pump Challenge ## 1. Project Overview: ### Introduction ### Objectives ##### The main objective was to identify key predictive features, and build/fine-tune a machine learning model to predict whether a water pump is functional or broken. ## 2. Data Preparation ### Data Acquisition ##### The datasets were pulled from DrivenData Competition Page, they were obtained directly from the Taarifa and the Tanzanian Ministry of Water. ### Columns Info ###### -amount_tsh: Represents the total static head, indicating the volume of water available at the waterpoint. ###### -date_recorded: The entry date for the corresponding row of data. ###### -funder: Identifies the entity responsible for funding the well's establishment. ###### -gps_height: Denotes the well's altitude, as determined by GPS. ###### -installer: Specifies the organization that carried out the well's installation. ###### -longitude and latitude: GPS coordinates pinpointing the well's location. ###### -wpt_name: The designated name of the waterpoint, if any. ###### -num_private: Indicates whether the well is for private use. ###### -basin: The water basin where the well is located. ###### -'subvillage', 'region', 'region_code', 'district_code', 'lga', 'ward': Detailed geographical identifiers for the well's location. ###### -population: The number of individuals residing in close proximity to the well. ###### -public_meeting: A Boolean variable indicating whether a public meeting occurred. ###### -recorded_by: The organization or group responsible for the data entry in this row. ###### -'scheme_management' and 'scheme_name': The operating authority for the waterpoint. ###### -permit: A Boolean variable denoting whether the waterpoint has received the necessary authorization. ###### -construction_year: The year in which the waterpoint was constructed. ###### -'extraction_type', 'extraction_type_group', 'extraction_type_class': The method employed by the waterpoint to extract wa …