diff --git a/assign-0.csv b/assign-0.csv
index 5de1b874c8375172936eafd20af6757d3f6bbb2a..ab2125a115729056422553a9ac9c8f4f9e8f0acb 100644
--- a/assign-0.csv
+++ b/assign-0.csv
@@ -1,4 +1,2 @@
 ID,selected
-72,invalid
-12,declined
-46,declined
+57,invalid
diff --git a/assign-1.csv b/assign-1.csv
index 512cc5f01dee7b40ea445819648130f27c13c6bf..958622ec8b274b9c57fd8fa4cc7c68127d4d8136 100644
--- a/assign-1.csv
+++ b/assign-1.csv
@@ -1,28 +1 @@
 ID,selected
-2,2001.1
-53,2002.1
-63,2003.1
-51,2004.1
-32,2005.1
-49,2006.1
-41,2007.1
-15,2008.1
-6,2009.1
-36,2010.1
-7,2011.1
-27,2012.1
-55,2013.1
-39,2014.1
-22,2015.1
-50,2017.1
-#12,2018.1
-77,2018.1
-60,2019.1
-10,2020.1
-35,2021.1
-38,2022.1
-4,2023.1
-8,2024.1
-
-20,2016.1
-70,2016.2
diff --git a/assign-2.csv b/assign-2.csv
index d843b16613d7d0306d81a888586fc6e2f0c7917b..958622ec8b274b9c57fd8fa4cc7c68127d4d8136 100644
--- a/assign-2.csv
+++ b/assign-2.csv
@@ -1,31 +1 @@
 ID,selected
-69,2001.2
-48,2002.2
-31,2003.2
-37,2004.2
-79,2005.2
-67,2006.2
-11,2007.2
-1,2008.2
-5,2010.2
-40,2011.2
-47,2012.2
-78,2013.2
-58,2014.2
-61,2015.2
-70,2016.2
-28,2017.2
-17,2018.2
-45,2019.2
-56,2020.2
-59,2021.2
-75,2022.2
-43,2023.2
-29,2024.2
-
-18,2004.3
-#18,2017.3
-19,2019.3
-34,2023.3
-#14,2023.4
-#29,2023.5
diff --git a/fix-reviews.sh b/fix-reviews.sh
new file mode 100755
index 0000000000000000000000000000000000000000..449a1ffa0d3a15553a011a28a671fd83d214a643
--- /dev/null
+++ b/fix-reviews.sh
@@ -0,0 +1,9 @@
+#!/bin/sh
+sed -i -e 's/#122/122/' -e 's/#23/23/' \
+    -e '/,51,.*Brennan/d' \
+    -e '/,135,.*Sita Karki/d' \
+    -e '/,57,.*Sita Karki/d' \
+    -e '/,40,.*Southwick/d' \
+    -e '/,123,.*Sita Karki/d' \
+    -e '/2021-04-27 10:12:31.882970.*Vassil/s/,18,/,8,/' \
+submissions-792.csv
diff --git a/project-preferences.csv b/project-preferences.csv
index 1c7f2246cc05ec31886ac88b2e97bfbfc60f22cf..a69bff19c1621ba135a207cd949f1166f898cbe3 100644
--- a/project-preferences.csv
+++ b/project-preferences.csv
@@ -8,123 +8,72 @@
 # to select the maximum number of slots for a project
 # second column is a literal 'slots' (w/o quotes)
 
-2001, slots, 2
-2001,  2, 1.5
-2001, 48, 1.3
-2001, 69, 1.1
-
-2002, slots, 2
-2002, 53, 1.5
-2002, 48, 1.3
-2002,  3, 1.1
-
-2003, slots, 2
-2003, 63, 1.5
-2003, 31, 1.3
-
-2004, slots, 3
-2004, 51, 1.5
-2004, 37, 1.3
-2004, 18, 1.1
-
-2005, slots, 2
-2005, 32, 1.5
-2005, 79, 1.4
-2005, 66, 1.3
-2005, 46, 1.2
-2005, 67, 1.1
-
-#2006
-2006,  9, 0.5, PhD student
-
-#2007
-
-2008, slots, 2
-2008, 15, 1.5
-2008,  1, 1.3
-
-2009, slots, 1
-2009,  6, 1.5
-2009, 80, 1.3
-2009,  3, 1.1
-
-#2010
-
-2011, slots, 2
-2011,  7, 1.5
-2011, 40, 1.4
-2011, 59, 1.3
-2011, 26, 1.1
-
-2012, slots, 2
-2012, 27, 1.5
-2012, 47, 1.3
-
-2013, slots, 2
-2013, 55, 1.5
-2013, 40, 1.4
-2013, 78, 1.3
-2013, 28, 1.2
-2013, 33, 1.1
-
-2014, slots, 2
-2014, 39, 1.5
-2014, 58, 1.3
-2014, 29, 1.3
-2014, 25, 1.3
-2014, 26, 1.1
-2014, 76, 1.1
-2014, 10, 1.1
-
-#2015, slots, ???
-2015, 22, 1.5
-2015, 61, 1.3
-
-#2016, slots, ???
-#2016, 37, 1.5
-#2016, 23, 1.3
-2016, 20, 1.5
-2016, 70, 1.3
-#2016, 14, 1.1
-
-2017, slots, 2
-2017, 50, 1.5
-2017, 28, 1.3
-2017, 11, 1.1
-
-2018, slots, 2
-2018, 12, 1.5
-2018, 77, 1.3
-2018, 17, 1.1
-
-2019, slots, 3
-2019, 63, 1.5
-2019, 60, 1.4
-2019, 45, 1.3
-2019, 19, 1.1
-
-2020, slots, 2
-2020, 10, 1.5
-2020, 56, 1.3
-2020, 58, 1.1
-
-#2021
-
-#2022
-
-2023, slots, 3
-2023,  4, 1.5
-2023, 43, 1.4
-2023, 34, 1.4
-2023, 25, 1.3
-2023, 47, 1.3
-2023, 39, 1.2
-2023, 32, 1.1
-2023, 49, 1.1
-
-2024, slots, 2
-2024,  8, 1.5
-2024, 29, 1.45
-2024, 21, 1.2
-2024, 64, 1.2
-2024, 16, 1.2
+
+2101, slots, 2
+
+2102, slots, 2
+
+2103, slots, 2
+
+2104, slots, 3
+
+2105, slots, 2
+
+#2106
+
+#2107
+
+2108, slots, 2
+
+2109, slots, 2
+
+#2110
+
+2111, slots, 2
+
+2112, slots, 2
+
+2113, slots, 2
+2113, 108, 1.5
+2113, 48, 1.3
+2113, 113, 1.1
+
+2114, slots, 2
+
+2115, slots, 2
+
+2116, slots, 2
+
+2117, slots, 2
+
+2118, slots, 2
+
+2119, slots, 2
+
+2121, slots, 2
+
+2121, slots, 2
+
+#2122
+
+2123, slots, 2
+
+2124, slots, 2
+
+2125, slots, 2
+
+2126, slots, 2
+
+2127, slots, 2
+
+2128, slots, 2
+
+2129, slots, 2
+
+2130, slots, 2
+
+2131, slots, 2
+
+2132, slots, 2
+
+2133, slots, 2