{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# **TABLEAU VISUALISATION AND INSIGHTS**","metadata":{}},{"cell_type":"markdown","source":"# House Price Prediction","metadata":{}},{"cell_type":"markdown","source":"SalePrice - the property's sale price in dollars. This is the target variable that you're trying to predict.","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-07-20T11:01:34.246665Z","iopub.execute_input":"2022-07-20T11:01:34.247095Z","iopub.status.idle":"2022-07-20T11:01:34.255908Z","shell.execute_reply.started":"2022-07-20T11:01:34.247062Z","shell.execute_reply":"2022-07-20T11:01:34.254609Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"SaleCondition: Condition of sale","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"execution":{"iopub.status.busy":"2022-07-20T11:01:34.257811Z","iopub.execute_input":"2022-07-20T11:01:34.258459Z","iopub.status.idle":"2022-07-20T11:01:34.271920Z","shell.execute_reply.started":"2022-07-20T11:01:34.258408Z","shell.execute_reply":"2022-07-20T11:01:34.270897Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"KitchenQual: Kitchen quality","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"execution":{"iopub.status.busy":"2022-07-20T11:01:34.386206Z","iopub.execute_input":"2022-07-20T11:01:34.387298Z","iopub.status.idle":"2022-07-20T11:01:34.394231Z","shell.execute_reply.started":"2022-07-20T11:01:34.387258Z","shell.execute_reply":"2022-07-20T11:01:34.393201Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"OverallCond: Overall condition rating","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"execution":{"iopub.status.busy":"2022-07-20T11:01:34.570542Z","iopub.execute_input":"2022-07-20T11:01:34.570917Z","iopub.status.idle":"2022-07-20T11:01:34.579271Z","shell.execute_reply.started":"2022-07-20T11:01:34.570870Z","shell.execute_reply":"2022-07-20T11:01:34.578377Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"OverallQual: Overall material and finish quality","metadata":{}},{"cell_type":"markdown","source":"Neighborhood: Physical locations within Ames city limits","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"execution":{"iopub.status.busy":"2022-07-20T11:01:34.698125Z","iopub.execute_input":"2022-07-20T11:01:34.698699Z","iopub.status.idle":"2022-07-20T11:01:34.706197Z","shell.execute_reply.started":"2022-07-20T11:01:34.698657Z","shell.execute_reply":"2022-07-20T11:01:34.705329Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"LotArea: Lot size in square feet","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"execution":{"iopub.status.busy":"2022-07-20T11:01:34.770602Z","iopub.execute_input":"2022-07-20T11:01:34.771263Z","iopub.status.idle":"2022-07-20T11:01:34.778971Z","shell.execute_reply.started":"2022-07-20T11:01:34.771227Z","shell.execute_reply":"2022-07-20T11:01:34.778031Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Utilities: Type of utilities available","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"execution":{"iopub.status.busy":"2022-07-20T11:01:34.838431Z","iopub.execute_input":"2022-07-20T11:01:34.838885Z","iopub.status.idle":"2022-07-20T11:01:34.846544Z","shell.execute_reply.started":"2022-07-20T11:01:34.838850Z","shell.execute_reply":"2022-07-20T11:01:34.845601Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"SaleType: Type of sale","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"execution":{"iopub.status.busy":"2022-07-20T11:01:34.901033Z","iopub.execute_input":"2022-07-20T11:01:34.902050Z","iopub.status.idle":"2022-07-20T11:01:34.910538Z","shell.execute_reply.started":"2022-07-20T11:01:34.901999Z","shell.execute_reply":"2022-07-20T11:01:34.909753Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"RoofStyle: Type of roof","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"execution":{"iopub.status.busy":"2022-07-20T11:01:34.959969Z","iopub.execute_input":"2022-07-20T11:01:34.961173Z","iopub.status.idle":"2022-07-20T11:01:34.968339Z","shell.execute_reply.started":"2022-07-20T11:01:34.961130Z","shell.execute_reply":"2022-07-20T11:01:34.967622Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"YearBuilt: Original construction date\nYrSold: Year Sold","metadata":{}},{"cell_type":"code","source":"%%HTML\n\n
","metadata":{"execution":{"iopub.status.busy":"2022-07-20T11:01:35.042532Z","iopub.execute_input":"2022-07-20T11:01:35.042926Z","iopub.status.idle":"2022-07-20T11:01:35.051911Z","shell.execute_reply.started":"2022-07-20T11:01:35.042895Z","shell.execute_reply":"2022-07-20T11:01:35.051045Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"PoolArea: Pool area in square feet","metadata":{}},{"cell_type":"markdown","source":"You can visit my previous notebook for House Price Prediction:\n\nhttps://www.kaggle.com/code/bibekupadhyaya/random-forest-indepth-eda","metadata":{}},{"cell_type":"markdown","source":"**THANK YOU**","metadata":{}}]}