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Sequential data mining for earthquake and possible related factors

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.ipynb_checkpoints
.ipynb_checkpoints
 
 
2001magbigger6_2.ipynb
2001magbigger6_2.ipynb
 
 
Complete_TAVG_daily.txt
Complete_TAVG_daily.txt
 
 
FFT practice.ipynb
FFT practice.ipynb
 
 
GVP_Eruption_Results.csv
GVP_Eruption_Results.csv
 
 
R.txt
R.txt
 
 
README.md
README.md
 
 
Rclustering copy.jpg
Rclustering copy.jpg
 
 
Rclustering.jpg
Rclustering.jpg
 
 
Untitled.ipynb
Untitled.ipynb
 
 
add_temp.ipynb
add_temp.ipynb
 
 
allquakes.csv
allquakes.csv
 
 
allquakeswnphase.csv
allquakeswnphase.csv
 
 
allquakeswphase.csv
allquakeswphase.csv
 
 
allquakeswpwt.csv
allquakeswpwt.csv
 
 
allvolcanoes.csv
allvolcanoes.csv
 
 
basket.csv
basket.csv
 
 
catsearch.csv
catsearch.csv
 
 
catsearchwcluster.csv
catsearchwcluster.csv
 
 
centroids.csv
centroids.csv
 
 
count.csv
count.csv
 
 
df1.csv
df1.csv
 
 
df6sequence.txt
df6sequence.txt
 
 
earthquake_clustering.ipynb
earthquake_clustering.ipynb
 
 
earthquake_filtering.ipynb
earthquake_filtering.ipynb
 
 
earthquakesimplified.csv
earthquakesimplified.csv
 
 
etempsequence.txt
etempsequence.txt
 
 
etempsequence1.txt
etempsequence1.txt
 
 
etempsequence2.txt
etempsequence2.txt
 
 
etempsequence3.txt
etempsequence3.txt
 
 
figure_1.png
figure_1.png
 
 
fittoclusters_1.ipynb
fittoclusters_1.ipynb
 
 
forhistogram.csv
forhistogram.csv
 
 
formonth.csv
formonth.csv
 
 
forspmf.csv
forspmf.csv
 
 
magbigger6.csv
magbigger6.csv
 
 
makebasket_3.ipynb
makebasket_3.ipynb
 
 
makesequence.ipynb
makesequence.ipynb
 
 
numberseq.csv
numberseq.csv
 
 
numberseq.ipynb
numberseq.ipynb
 
 
numberseq_to_sequence.ipynb
numberseq_to_sequence.ipynb
 
 
quakeswarm.csv
quakeswarm.csv
 
 
quakevolcano.csv
quakevolcano.csv
 
 
random_sampling.ipynb
random_sampling.ipynb
 
 
result.csv
result.csv
 
 
result1.csv
result1.csv
 
 
samplesequence1.txt
samplesequence1.txt
 
 
samplesequence2.txt
samplesequence2.txt
 
 
samplesequence3.txt
samplesequence3.txt
 
 
scaleseqdep.csv
scaleseqdep.csv
 
 
seqphase.txt
seqphase.txt
 
 
spmf.jar
spmf.jar
 
 
temp.csv
temp.csv
 
 
tempdaily.csv
tempdaily.csv
 
 
test.txt
test.txt
 
 
test2000.txt
test2000.txt
 
 
test2001plus.txt
test2001plus.txt
 
 
test2002.txt
test2002.txt
 
 
training.txt
training.txt
 
 
volcluster.csv
volcluster.csv
 
 
woph.txt
woph.txt
 
 
wophase.txt
wophase.txt
 
 
worldseis.pdf
worldseis.pdf
 
 
wtemp.csv
wtemp.csv
 
 

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EarthquakeSequential

Currently finding sequential patterns about parameters related to earthquakes in Python.

  • Volcanoes - current
  • Climate
  • Moon Phases
  • Crust Movement(using GPS data)
  • Seismic Waves

Another method to try in the future is SPMF in Java http://www.philippe-fournier-viger.com/spmf/index.php

9/12: Installing SPMF and will try applying some algorithms such as GSP or BIDE+

9/24: Had some initial results with SPMF on 2000 and 2001 earthquake and volcano eruption data (BIDE+ with strings algorithm). Considering how to implement multidimensional data (temperature, moon phase, GPS movement) in this model.

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