Difference between revisions of "ISSS608 2017-18 T3 Assign Kiriti Yelamanchali"

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[[Image:angrybirds.gif|200px]]
<font size = 5; color="#FFFFFF">Assignment</font>
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<font size = 5; color="#FFFFFF">VAST CHALLENGE 2018: MC1</font>
 
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[[ISSS608_2017-18 T3 Kiriti Yelamanchali Background| <font color="#070002">'''Background'''</font>]]
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[[ISSS608_2017-18_T3_Assign_Kiriti_Yelamanchali| <font color="#FFFFFF">'''Overview'''</font>]]
  
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[[ISSS608_2017-18 T3 Kiriti Yelamanchali Background| <font color="#070002">'''Q1'''</font>]]
 
  
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[[ISSS608_2017-18_T3_Kiriti_Yelamanchali_Background| <font color="#FFFFFF">'''Data Preparation'''</font>]]
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[[ISSS608_2017-18 T3 Kiriti Yelamanchali Q1| <font color="#070002">'''Q2'''</font>]]
 
  
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[[ISSS608_2017-18_T3_Kiriti_Yelamanchali_Q1| <font color="#FFFFFF">'''Bird sightings'''</font>]]
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[[ISSS608_2017-18 T3 Kiriti Yelamanchali Q2| <font color="#070002">'''Q3'''</font>]]
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[[ISSS608_2017-18_T3_Kiriti_Yelamanchali_Q2| <font color="#FFFFFF">'''Bird Calls'''</font>]]
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[[ISSS608_2017-18 T3 Kiriti Yelamanchali Q3| <font color="#070002">'''Conclusion'''</font>]]
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[[ISSS608_2017-18 T3 Kiriti Yelamanchali Q3| <font color="#FFFFF">'''Conclusion'''</font>]]
  
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[[Assignment_Dropbox_G1| <font color="#FFFFFF">Back to Dropbox</font>]]
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==The Case==
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==Birdview of the challenge[http://vacommunity.org/VAST+Challenge+2018+MC1]==
 
In 2017, the VAST Challenge results suggested that the Kasios Furniture manufacturing company may have been a primary contributor to the apparent reduction of the number of nesting pairs of the Rose-Crested Blue Pipit, a favorite bird of Mistford residents and Boonsong Lekagul Nature Preserve visitors. Kasios supposedly used the banned substance Methylosmolene in their manufacturing process. They surreptitiously dumped process waste in the northeast region of the Preserve (mini-challenge 1 from 2017) and Methylosmolene was detected in their smokestack emissions (mini-challenge 2 from 2017).
 
In 2017, the VAST Challenge results suggested that the Kasios Furniture manufacturing company may have been a primary contributor to the apparent reduction of the number of nesting pairs of the Rose-Crested Blue Pipit, a favorite bird of Mistford residents and Boonsong Lekagul Nature Preserve visitors. Kasios supposedly used the banned substance Methylosmolene in their manufacturing process. They surreptitiously dumped process waste in the northeast region of the Preserve (mini-challenge 1 from 2017) and Methylosmolene was detected in their smokestack emissions (mini-challenge 2 from 2017).
 
Kasios now claims that the analysis was flawed and biased. To combat these conclusions, Kasios has launched their own “investigation” into the Pipit situation, and they are now reporting that there are plenty of Rose-crested Blue Pipits happily living and nesting in the Preserve. To back up this claim, they have provided a set of Pipit bird calls, recently recorded across the Preserve, with locations of where they were recorded. Clearly, they claim, the Pipits are a thriving population, and Kasios will provide even more supporting evidence as their investigation proceeds.
 
Kasios now claims that the analysis was flawed and biased. To combat these conclusions, Kasios has launched their own “investigation” into the Pipit situation, and they are now reporting that there are plenty of Rose-crested Blue Pipits happily living and nesting in the Preserve. To back up this claim, they have provided a set of Pipit bird calls, recently recorded across the Preserve, with locations of where they were recorded. Clearly, they claim, the Pipits are a thriving population, and Kasios will provide even more supporting evidence as their investigation proceeds.
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The Pangera Ornithology Conservation Society, who sponsored Mitch last year, is at their wit’s end at what to do about this turn of events. The townsfolk and Preserve rangers seem satisfied that the recordings back up Kasios’ claims. Mistford College does not have another Pipit expert they can call upon for help. But, they do have a collection of bird calls from the Preserve that has been vetted by various ornithology groups as having accurate identifications. They have heard that new techniques from machine learning and visual analytics can be applied to situations like this. Perhaps, the calls could be classified and analyzed using these technologies, and reviewed when Mitch returns.
 
The Pangera Ornithology Conservation Society, who sponsored Mitch last year, is at their wit’s end at what to do about this turn of events. The townsfolk and Preserve rangers seem satisfied that the recordings back up Kasios’ claims. Mistford College does not have another Pipit expert they can call upon for help. But, they do have a collection of bird calls from the Preserve that has been vetted by various ornithology groups as having accurate identifications. They have heard that new techniques from machine learning and visual analytics can be applied to situations like this. Perhaps, the calls could be classified and analyzed using these technologies, and reviewed when Mitch returns.
  
==Tasks and Questions==
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==Bird Tasks==
Using the bird call collection and the included map of the Wildlife Preserve, characterize the patterns of all of the bird species in the Preserve over the time of the collection. Please assume we have a reasonable distribution of sensors and human collectors providing the recordings, so that the patterns are reasonably representative of the bird locations across the area. Do you detect any trends or anomalies in the patterns? Please limit your answer to 10 images and 1000 words.
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Main objective of this analysis is to :
Turn your attention to the set of bird calls supplied by Kasios. Does this set support the claim of Pipits being found across the Preserve? A machine learning approach using the bird call library may help your investigation. What is the role of visualization in your analysis of the Kasios bird calls? Please limit your answer to 10 images and 1000 words.
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* Identify the patterns of all the bird species in the preserve over the time of the collection.  
Formulate a hypotheses concerning the state of the Rose Crested Blue Pipit. What are your primary pieces of evidence to support your assertion? What next steps should be taken in the investigation to either support or refute the Kasios claim that the Pipits are actually thriving across the Boonsong Lekagul Wildlife Preserve? Please limit your answer to 500 words.
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* Identify if set of bird calls from Kasios strengthen their claim of Pipits being found across the preserve
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* Draft a solution reflecting the condition of Rose Crested Blue Pipit with evidence.

Latest revision as of 00:04, 9 July 2018

Angrybirds.gif VAST CHALLENGE 2018: MC1

Overview

Data Preparation

Bird sightings

Bird Calls

Conclusion

Back to Dropbox

 


Birdview of the challenge[1]

In 2017, the VAST Challenge results suggested that the Kasios Furniture manufacturing company may have been a primary contributor to the apparent reduction of the number of nesting pairs of the Rose-Crested Blue Pipit, a favorite bird of Mistford residents and Boonsong Lekagul Nature Preserve visitors. Kasios supposedly used the banned substance Methylosmolene in their manufacturing process. They surreptitiously dumped process waste in the northeast region of the Preserve (mini-challenge 1 from 2017) and Methylosmolene was detected in their smokestack emissions (mini-challenge 2 from 2017). Kasios now claims that the analysis was flawed and biased. To combat these conclusions, Kasios has launched their own “investigation” into the Pipit situation, and they are now reporting that there are plenty of Rose-crested Blue Pipits happily living and nesting in the Preserve. To back up this claim, they have provided a set of Pipit bird calls, recently recorded across the Preserve, with locations of where they were recorded. Clearly, they claim, the Pipits are a thriving population, and Kasios will provide even more supporting evidence as their investigation proceeds. In last year’s Challenge, an ornithology grad student from Mistford College named Mitch Vogel discovered the plight of the Pipit and carried out an investigation. Normally, we would call on Mitch again to help validate Kasios’ claim. Unfortunately, Mitch is working far from Mistford in a remote area without internet access for an extended time and cannot be easily reached! The Pangera Ornithology Conservation Society, who sponsored Mitch last year, is at their wit’s end at what to do about this turn of events. The townsfolk and Preserve rangers seem satisfied that the recordings back up Kasios’ claims. Mistford College does not have another Pipit expert they can call upon for help. But, they do have a collection of bird calls from the Preserve that has been vetted by various ornithology groups as having accurate identifications. They have heard that new techniques from machine learning and visual analytics can be applied to situations like this. Perhaps, the calls could be classified and analyzed using these technologies, and reviewed when Mitch returns.

Bird Tasks

Main objective of this analysis is to :

  • Identify the patterns of all the bird species in the preserve over the time of the collection.
  • Identify if set of bird calls from Kasios strengthen their claim of Pipits being found across the preserve
  • Draft a solution reflecting the condition of Rose Crested Blue Pipit with evidence.