diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..cf991d5
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,10 @@
+*.aux
+*.fdb_latexmk
+*.bbl
+*.fls
+*.run.xml
+*.bcf
+*.log
+*.gz
+*.blg
+*.out
diff --git a/project/data/HTRU2/HTRU2.zip b/project/data/HTRU2/HTRU2.zip
deleted file mode 100644
index 221bdbb..0000000
Binary files a/project/data/HTRU2/HTRU2.zip and /dev/null differ
diff --git a/project/data/HTRU2/__MACOSX/._HTRU_2.arff b/project/data/HTRU2/__MACOSX/._HTRU_2.arff
deleted file mode 100644
index 6adb72e..0000000
Binary files a/project/data/HTRU2/__MACOSX/._HTRU_2.arff and /dev/null differ
diff --git a/project/data/HTRU2/__MACOSX/._Readme.txt b/project/data/HTRU2/__MACOSX/._Readme.txt
deleted file mode 100644
index cd621b2..0000000
Binary files a/project/data/HTRU2/__MACOSX/._Readme.txt and /dev/null differ
diff --git a/project/ideas b/project/ideas
old mode 100755
new mode 100644
diff --git a/project/mariia/project/plots.png b/project/mariia/project/plots.png
deleted file mode 100644
index 1cef3ea..0000000
Binary files a/project/mariia/project/plots.png and /dev/null differ
diff --git a/project/notes b/project/notes
index f1113a0..f7ba240 100644
--- a/project/notes
+++ b/project/notes
@@ -15,3 +15,4 @@ problem with column 9
 
 selecting right features
 
+Download PulsarFeatureLab
diff --git a/ref/1603.05166.pdf b/ref/1603.05166.pdf
new file mode 100644
index 0000000..8c62c8d
Binary files /dev/null and b/ref/1603.05166.pdf differ
diff --git a/ref/1603.09461.pdf b/ref/1603.09461.pdf
new file mode 100644
index 0000000..9b673cb
Binary files /dev/null and b/ref/1603.09461.pdf differ
diff --git a/ref/project.bib b/ref/project.bib
new file mode 100644
index 0000000..ae8b148
--- /dev/null
+++ b/ref/project.bib
@@ -0,0 +1,56 @@
+
+
+
+Marissa Cevallos, Science News,"HOW TO USE A PULSAR TO FIND STARBUCKS"[2], Discovery News,Wed Nov 24, 2010 10:21 AM ET .
+http://www.seeker.com/how-to-use-a-pulsar-to-find-starbucks-discovery-news-1766499711.html
+
+
+@ARTICLE{2016MNRAS.459.1519D,
+   author = {{Devine}, T.~R. and {Goseva-Popstojanova}, K. and {McLaughlin}, M.
+	},
+    title = "{Detection of dispersed radio pulses: a machine learning approach to candidate identification and classification}",
+  journal = {\mnras},
+archivePrefix = "arXiv",
+   eprint = {1603.09461},
+ primaryClass = "astro-ph.IM",
+ keywords = {methods: data analysis, pulsars: general},
+     year = 2016,
+    month = jun,
+   volume = 459,
+    pages = {1519-1532},
+      doi = {10.1093/mnras/stw655},
+   adsurl = {http://adsabs.harvard.edu/abs/2016MNRAS.459.1519D},
+  adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+
+
+@ARTICLE{2016MNRAS.459.1104L,
+   author = {{Lyon}, R.~J. and {Stappers}, B.~W. and {Cooper}, S. and {Brooke}, J.~M. and 
+	{Knowles}, J.~D.},
+    title = "{Fifty Years of Pulsar Candidate Selection: From simple filters to a new principled real-time classification approach}",
+  journal = {\mnras},
+archivePrefix = "arXiv",
+   eprint = {1603.05166},
+ primaryClass = "astro-ph.IM",
+ keywords = {pulsars: general, methods: statistical, methods: data analysis},
+     year = 2016,
+    month = jun,
+   volume = 459,
+      doi = {10.1093/mnras/stw656},
+   adsurl = {http://adsabs.harvard.edu/abs/2016MNRAS.459.1104L},
+  adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+
+
+@ARTICLE{1997A&A...326..924M,
+   author = {{Matsakis}, D.~N. and {Taylor}, J.~H. and {Eubanks}, T.~M.},
+    title = "{A statistic for describing pulsar and clock stabilities.}",
+  journal = {\aap},
+ keywords = {TIME, PULSARS:GENERAL, PULSARS: INDIVIDUAL: PSR B1937+21, PSR B1855+09},
+     year = 1997,
+    month = oct,
+   volume = 326,
+    pages = {924-928},
+   adsurl = {http://adsabs.harvard.edu/abs/1997A%26A...326..924M},
+  adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
diff --git a/project/stu1188.pdf b/ref/stu1188.pdf
similarity index 100%
rename from project/stu1188.pdf
rename to ref/stu1188.pdf
diff --git a/ISLR Sixth Printing.pdf b/texts/ISLR Sixth Printing.pdf
similarity index 100%
rename from ISLR Sixth Printing.pdf
rename to texts/ISLR Sixth Printing.pdf
diff --git a/usingR.pdf b/texts/usingR.pdf
similarity index 100%
rename from usingR.pdf
rename to texts/usingR.pdf