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05 Data Visualization

05 Data Visualization - Solution

Solution to an exercise for data visualization.

Explore statistics and relationships in data with the Data Explorer, Scatter Plot, and Table View nodes. Build an interactive view with a scatter plot and an interactive table.

CHECK YOUR ANSWERS:

Data Explorer:
1. 39 different native countries are represented in the data
2. Native-country column contains 583 missing values. Occupation column contains 1842 missing values. Workclass column contains 1835 missing values.

Scatter Plot and Table View:
1. There is a slight positive correlation between hours per week and commuting time
2. Those people in the data who work <25 hours per week and commute the most are never married from their marital status

Interactive Dashboard:
The native country of the people in the data who work <25 hours per week but commute the most is United States













Exercise: Data Explorer1) Read the adult.csv file by executing the CSV Reader node2) Inspect the properties of the data with the Data Explorer node- How many different native countries are represented in the data?3) In the interactive view, exclude the nominal columns that contain missing values- Which of the nominal columns contain missing values? How many missing values each? Note! The Data Explorer node is part of the KNIME JavaScript Views (Labs) Extension There are 39 different native countries are represented inthe data.The columns containing missing values:- Native-country: 583- Occupation: 1842- Workclass: 1835 Exercise: Scatter Plot and Composite View1) Read the adult_w_commute.table file by executing the Table Reader node2) Assign colors to the rows based on the marital status3) Draw a scatter plot of hours per week vs. commute time- Do you observe any particular relationship between these two columns?- What can you say about the marital status of people who work <25 hours per week and commute the most?4) Create an interactive table that displays the data. Use the Table View node.5) Encapsulate the Scatter Plot and Table View nodes into a component. Open the component's interactive view.6) Switch to the mouse mode "Select" in the scatter plot view and select the data points with <25 working hours and >120 mincommuting time7) Show only selected rows in the interactive table- What is the native country of the selected data points? People who work <25 hours per week and commute >120 minper day have the marital status "never married"The native country of the people is United States Inspect theproperties of the dataColor bymarital statusRead adult.csvRead adult_w_commute.table MISSING DataExplorer Color Manager Component CSV Reader Table Reader Exercise: Data Explorer1) Read the adult.csv file by executing the CSV Reader node2) Inspect the properties of the data with the Data Explorer node- How many different native countries are represented in the data?3) In the interactive view, exclude the nominal columns that contain missing values- Which of the nominal columns contain missing values? How many missing values each? Note! The Data Explorer node is part of the KNIME JavaScript Views (Labs) Extension There are 39 different native countries are represented inthe data.The columns containing missing values:- Native-country: 583- Occupation: 1842- Workclass: 1835 Exercise: Scatter Plot and Composite View1) Read the adult_w_commute.table file by executing the Table Reader node2) Assign colors to the rows based on the marital status3) Draw a scatter plot of hours per week vs. commute time- Do you observe any particular relationship between these two columns?- What can you say about the marital status of people who work <25 hours per week and commute the most?4) Create an interactive table that displays the data. Use the Table View node.5) Encapsulate the Scatter Plot and Table View nodes into a component. Open the component's interactive view.6) Switch to the mouse mode "Select" in the scatter plot view and select the data points with <25 working hours and >120 mincommuting time7) Show only selected rows in the interactive table- What is the native country of the selected data points? People who work <25 hours per week and commute >120 minper day have the marital status "never married"The native country of the people is United States Inspect theproperties of the dataColor bymarital statusRead adult.csvRead adult_w_commute.table MISSING DataExplorer Color Manager Component CSV Reader Table Reader

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To use this workflow in KNIME, download it from the below URL and open it in KNIME:

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Created by: Maarit Laukkanen
Created at: 2020-04-20
On NodePit since: 2023-02-26
Last update: 2024-11-19
Created with KNIME version: v4.7.0
Tags: data explorerinteractive viewcomposite viewscatter plotdashboardtable view

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