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ADE\nAgri Data Explorer objectives to clean and preprocess agricultural data for accurate analysis, conduct exploratory data analysis (EDA) and visualize key agricultural trends, implement SQL queries for in-depth data insights, develop an interactive Power BI dashboard for visualization, provide recommendations for improving crop production and yield optimization.\n\nUsing Python from Jupyter Notebook:\nRead data from source file\nstandardizing units\nensuring consistency across various fields (e.g., converting hectares, tons, and kilograms)\n-\tUpdated column header to lower case\n-\tReplaced “ ” with “_”\n-\tTrimmed values using strip\n-\tConverted 1000 ha to ha, 1000 tons to tons\n-\tRenamed columns removing 1000\nData Analysis: \nPerform exploratory data analysis (EDA) to understand trends, patterns, and correlations.\nUse statistical methods to identify insights such as high and low production areas, top-performing crops, and yield optimization strategies.\nLoaded data into sql:\nDatabase: project2_ade\nTable: df_agri_data\nExploratory Data Analysis (EDA):\n•\tTop 7 RICE PRODUCTION State Data(Bar_plot)\n•\tTop 5 Wheat Producing States Data(Bar_chart)and its percentage(%)(Pie_chart)\n•\tOil seed production by top 5 states\n•\tTop 7 SUNFLOWER PRODUCTION  State\n•\tIndia's SUGARCANE PRODUCTION From Last 50 Years(Line_plot)\n•\tRice Production Vs Wheat Production (Last 50y)\n•\tRice Production By West Bengal Districts\n•\tTop 10 Wheat Production Years From UP\n•\tMillet Production (Last 50y)\n•\tSorghum Production (Kharif and Rabi) by Region\n•\tTop 7 States for Groundnut Production\n•\tSoybean Production by Top 5 States and Yield Efficiency\n•\tOilseed Production in Major States\n•\tImpact of Area Cultivated on Production (Rice, Wheat, Maize)\n•\tRice vs. Wheat Yield Across States\nQuestions to be answered:(SQL):\nAnswer the below questions through your analysis and visualizations:\n1.Year-wise Trend of Rice Production Across States (Top 3)\n2.Top 5 Districts by Wheat Yield Increase Over the Last 5 Years\n3.States with the Highest Growth in Oilseed Production (5-Year Growth Rate)\n4.District-wise Correlation Between Area and Production for Major Crops (Rice, Wheat, and Maize)\n5.Yearly Production Growth of Cotton in Top 5 Cotton Producing States\n6.Districts with the Highest Groundnut Production in 2020\n7.Annual Average Maize Yield Across All States\n8.Total Area Cultivated for Oilseeds in Each State\n9.Districts with the Highest Rice Yield\n10.Compare the Production of Wheat and Rice for the Top 5 States Over 10 Years\nSQL queries for EDA questions\nImport all SQL queries to PBi and visualize\nImport all EDA queries to PBi and visualize\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdbshan25%2Fade","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdbshan25%2Fade","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdbshan25%2Fade/lists"}