Assign NGO SIEW HUI Q2

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Vaa1.jpg ISSS608 Visual Analytics and Applications - Individual Assignment Report

Background

Data Preparation

Question 1

Question 2

Question 3

Conclusion

Feedback

 



Question 2

Now turn your attention to the chemicals themselves. Which chemicals are being detected by the sensor group? What patterns of chemical releases do you see, as being reported in the data? Limit your response to no more than 6 images and 500 words.


Response

To view the chemicals being detected by the sensors, a dashboard with trellis chart was developed with interactive filters (i.e. select month and chemical) to enable the viewing of daily average readings of the specified chemical. A reference line had been added to compare the daily average readings against the monthly average readings, facilitating the analysis of trends observed in the chart.

Ngo fig4.png



Observation 1: There were some days where the average daily sensor readings had increased significantly when compared against the respective monthly average readings. For example, from the above view of the dashboard, it was observed that there were spikes in the readings for Chlorodinine on 18th December (for Sensor 4) and 23rd December (for Sensor 6). Further analysis should be carried out to validate those spikes in the data.



Next, we used calendar chart to show similar analysis as the trellis chart above. Interactive filters had been added too (i.e. select month, sensor and chemical).

Ngo fig5.png



Observation 2: Same as above, it was noted that there were unusually high readings of Chlorodinine on 18th December for Sensor 4.




For a quick view of the trend of average readings for each sensor and chemical, the dashboard below was developed to enable a high-level view prior to data drill-down.

Ngo fig6.png



Observation 3: For all 4 chemicals, it was noted that Sensors 4 and 9 had shown increasing trend in readings from April to December (across 3 average data points by month). On the other hand, Sensors 2, 3 and 5 had shown decreasing trend in readings for Methylosmolene and AGOC-3A. The decreasing trend in chemical readings might be due to the factories having recently taken steps to make their processes more environmentally friendly.