Flood Prediction

The dataset used for this analysis includes various features that impact flood occurrence and severity. These factors cover environmental and human influences, such as:
MonsoonIntensity: Heavy monsoon rainfall raises flood risks.
TopographyDrainage: Efficient drainage reduces flooding by managing rainwater flow.
RiverManagement: Proper river maintenance (dredging, bank stabilization) improves water flow and mitigates floods.
Deforestation: Tree loss decreases soil absorption, increasing runoff and flood risks.
Urbanization: Impermeable surfaces (asphalt, concrete) prevent water infiltration, heightening flood risks.
ClimateChange: Extreme precipitation patterns due to climate change contribute to flooding.
DamsQuality: Well-maintained dams regulate floods, while poor infrastructure can cause failures.
Siltation: Sediment buildup in rivers reduces drainage capacity, increasing flood susceptibility.
Agricultural Practices: Intensive farming can degrade soil, increasing runoff and flood risks.
Encroachments: Construction on floodplains disrupts natural water flow, worsening floods.
IneffectiveDisasterPreparedness: Weak emergency response systems amplify flood damage.
DrainageSystems: Well-designed drainage prevents water accumulation and mitigates flood risks.
CoastalVulnerability: Low-lying coasts face flooding from storm surges and sea-level rise.
Landslides: Unstable slopes contribute to landslides, which can trigger floods.
Watersheds: Their impact on flooding varies based on environmental conditions.
DeterioratingInfrastructure: Blocked culverts and damaged drainage systems increase flooding.
PopulationScore: Densely populated areas suffer more damage from floods.
WetlandLoss: Wetlands absorb excess water, reducing flood risks.
InadequatePlanning: Poor urban planning heightens flood vulnerability.
PoliticalFactors: Corruption and lack of investment worsen flood management.
FloodProbability: The likelihood of floods occurring, serving as the target variable.