The StudentAnalysis function returns descriptive statistics for each individual student. Specifically, it provides the number of responses, the number of correct answers, the passage rate, the standardized score, the percentile, and the stanine.
Arguments
- U
U is a data matrix of the type matrix or data.frame.
- na
na argument specifies the numbers or characters to be treated as missing values.
ID: Student identifier
NR: Number of responses
NRS: Number-right score (total correct answers)
PR: Passage rate (proportion correct)
SS: Standardized score (z-score)
Percentile: Student's percentile rank
Stanine: Student's stanine score (1-9)
- Z
Z is a missing indicator matrix of the type matrix or data.frame
- w
w is item weight vector
Value
Returns a data frame containing the following columns for each student:
ID: Student identifier
NR: Number of responses
NRS: Number-right score (total correct answers)
PR: Passage rate (proportion correct)
SS: Standardized score (z-score)
Percentile: Student's percentile rank
Stanine: Student's stanine score (1-9)
Examples
# using sample dataset
StudentAnalysis(J15S500)
#> ID NR NRS PR SS Percentile Stanine
#> Student001 Student001 15 8 0.5333333 -0.6249599 32 4
#> Student002 Student002 15 10 0.6666667 0.1261938 57 5
#> Student003 Student003 15 10 0.6666667 0.1261938 57 5
#> Student004 Student004 15 11 0.7333333 0.5017707 74 6
#> Student005 Student005 15 6 0.4000000 -1.3761137 15 3
#> Student006 Student006 15 12 0.8000000 0.8773476 87 7
#> Student007 Student007 15 9 0.6000000 -0.2493831 42 5
#> Student008 Student008 15 10 0.6666667 0.1261938 57 5
#> Student009 Student009 15 14 0.9333333 1.6285014 99 9
#> Student010 Student010 15 9 0.6000000 -0.2493831 42 5
#> Student011 Student011 15 9 0.6000000 -0.2493831 42 5
#> Student012 Student012 15 8 0.5333333 -0.6249599 32 4
#> Student013 Student013 15 13 0.8666667 1.2529245 96 8
#> Student014 Student014 15 12 0.8000000 0.8773476 87 7
#> Student015 Student015 15 5 0.3333333 -1.7516906 8 2
#> Student016 Student016 15 5 0.3333333 -1.7516906 8 2
#> Student017 Student017 15 12 0.8000000 0.8773476 87 7
#> Student018 Student018 15 7 0.4666667 -1.0005368 24 4
#> Student019 Student019 15 12 0.8000000 0.8773476 87 7
#> Student020 Student020 15 6 0.4000000 -1.3761137 15 3
#> Student021 Student021 15 13 0.8666667 1.2529245 96 8
#> Student022 Student022 15 8 0.5333333 -0.6249599 32 4
#> Student023 Student023 15 10 0.6666667 0.1261938 57 5
#> Student024 Student024 15 10 0.6666667 0.1261938 57 5
#> Student025 Student025 15 10 0.6666667 0.1261938 57 5
#> Student026 Student026 15 5 0.3333333 -1.7516906 8 2
#> Student027 Student027 15 9 0.6000000 -0.2493831 42 5
#> Student028 Student028 15 11 0.7333333 0.5017707 74 6
#> Student029 Student029 15 11 0.7333333 0.5017707 74 6
#> Student030 Student030 15 4 0.2666667 -2.1272675 3 1
#> Student031 Student031 15 5 0.3333333 -1.7516906 8 2
#> Student032 Student032 15 11 0.7333333 0.5017707 74 6
#> Student033 Student033 15 5 0.3333333 -1.7516906 8 2
#> Student034 Student034 15 5 0.3333333 -1.7516906 8 2
#> Student035 Student035 15 15 1.0000000 2.0040783 100 9
#> Student036 Student036 15 8 0.5333333 -0.6249599 32 4
#> Student037 Student037 15 12 0.8000000 0.8773476 87 7
#> Student038 Student038 15 11 0.7333333 0.5017707 74 6
#> Student039 Student039 15 8 0.5333333 -0.6249599 32 4
#> Student040 Student040 15 10 0.6666667 0.1261938 57 5
#> Student041 Student041 15 11 0.7333333 0.5017707 74 6
#> Student042 Student042 15 14 0.9333333 1.6285014 99 9
#> Student043 Student043 15 10 0.6666667 0.1261938 57 5
#> Student044 Student044 15 9 0.6000000 -0.2493831 42 5
#> Student045 Student045 15 12 0.8000000 0.8773476 87 7
#> Student046 Student046 15 11 0.7333333 0.5017707 74 6
#> Student047 Student047 15 10 0.6666667 0.1261938 57 5
#> Student048 Student048 15 12 0.8000000 0.8773476 87 7
#> Student049 Student049 15 11 0.7333333 0.5017707 74 6
#> Student050 Student050 15 13 0.8666667 1.2529245 96 8
#> Student051 Student051 15 11 0.7333333 0.5017707 74 6
#> Student052 Student052 15 12 0.8000000 0.8773476 87 7
#> Student053 Student053 15 10 0.6666667 0.1261938 57 5
#> Student054 Student054 15 11 0.7333333 0.5017707 74 6
#> Student055 Student055 15 13 0.8666667 1.2529245 96 8
#> Student056 Student056 15 12 0.8000000 0.8773476 87 7
#> Student057 Student057 15 9 0.6000000 -0.2493831 42 5
#> Student058 Student058 15 11 0.7333333 0.5017707 74 6
#> Student059 Student059 15 14 0.9333333 1.6285014 99 9
#> Student060 Student060 15 12 0.8000000 0.8773476 87 7
#> Student061 Student061 15 14 0.9333333 1.6285014 99 9
#> Student062 Student062 15 11 0.7333333 0.5017707 74 6
#> Student063 Student063 15 9 0.6000000 -0.2493831 42 5
#> Student064 Student064 15 11 0.7333333 0.5017707 74 6
#> Student065 Student065 15 10 0.6666667 0.1261938 57 5
#> Student066 Student066 15 5 0.3333333 -1.7516906 8 2
#> Student067 Student067 15 7 0.4666667 -1.0005368 24 4
#> Student068 Student068 15 6 0.4000000 -1.3761137 15 3
#> Student069 Student069 15 12 0.8000000 0.8773476 87 7
#> Student070 Student070 15 6 0.4000000 -1.3761137 15 3
#> Student071 Student071 15 5 0.3333333 -1.7516906 8 2
#> Student072 Student072 15 10 0.6666667 0.1261938 57 5
#> Student073 Student073 15 10 0.6666667 0.1261938 57 5
#> Student074 Student074 15 10 0.6666667 0.1261938 57 5
#> Student075 Student075 15 12 0.8000000 0.8773476 87 7
#> Student076 Student076 15 8 0.5333333 -0.6249599 32 4
#> Student077 Student077 15 13 0.8666667 1.2529245 96 8
#> Student078 Student078 15 12 0.8000000 0.8773476 87 7
#> Student079 Student079 15 12 0.8000000 0.8773476 87 7
#> Student080 Student080 15 4 0.2666667 -2.1272675 3 1
#> Student081 Student081 15 9 0.6000000 -0.2493831 42 5
#> Student082 Student082 15 5 0.3333333 -1.7516906 8 2
#> Student083 Student083 15 8 0.5333333 -0.6249599 32 4
#> Student084 Student084 15 8 0.5333333 -0.6249599 32 4
#> Student085 Student085 15 12 0.8000000 0.8773476 87 7
#> Student086 Student086 15 8 0.5333333 -0.6249599 32 4
#> Student087 Student087 15 11 0.7333333 0.5017707 74 6
#> Student088 Student088 15 8 0.5333333 -0.6249599 32 4
#> Student089 Student089 15 12 0.8000000 0.8773476 87 7
#> Student090 Student090 15 11 0.7333333 0.5017707 74 6
#> Student091 Student091 15 7 0.4666667 -1.0005368 24 4
#> Student092 Student092 15 6 0.4000000 -1.3761137 15 3
#> Student093 Student093 15 8 0.5333333 -0.6249599 32 4
#> Student094 Student094 15 12 0.8000000 0.8773476 87 7
#> Student095 Student095 15 8 0.5333333 -0.6249599 32 4
#> Student096 Student096 15 11 0.7333333 0.5017707 74 6
#> Student097 Student097 15 10 0.6666667 0.1261938 57 5
#> Student098 Student098 15 6 0.4000000 -1.3761137 15 3
#> Student099 Student099 15 11 0.7333333 0.5017707 74 6
#> Student100 Student100 15 12 0.8000000 0.8773476 87 7
#> Student101 Student101 15 10 0.6666667 0.1261938 57 5
#> Student102 Student102 15 6 0.4000000 -1.3761137 15 3
#> Student103 Student103 15 13 0.8666667 1.2529245 96 8
#> Student104 Student104 15 5 0.3333333 -1.7516906 8 2
#> Student105 Student105 15 11 0.7333333 0.5017707 74 6
#> Student106 Student106 15 7 0.4666667 -1.0005368 24 4
#> Student107 Student107 15 11 0.7333333 0.5017707 74 6
#> Student108 Student108 15 11 0.7333333 0.5017707 74 6
#> Student109 Student109 15 6 0.4000000 -1.3761137 15 3
#> Student110 Student110 15 12 0.8000000 0.8773476 87 7
#> Student111 Student111 15 12 0.8000000 0.8773476 87 7
#> Student112 Student112 15 11 0.7333333 0.5017707 74 6
#> Student113 Student113 15 6 0.4000000 -1.3761137 15 3
#> Student114 Student114 15 8 0.5333333 -0.6249599 32 4
#> Student115 Student115 15 5 0.3333333 -1.7516906 8 2
#> Student116 Student116 15 13 0.8666667 1.2529245 96 8
#> Student117 Student117 15 11 0.7333333 0.5017707 74 6
#> Student118 Student118 15 7 0.4666667 -1.0005368 24 4
#> Student119 Student119 15 8 0.5333333 -0.6249599 32 4
#> Student120 Student120 15 8 0.5333333 -0.6249599 32 4
#> Student121 Student121 15 10 0.6666667 0.1261938 57 5
#> Student122 Student122 15 8 0.5333333 -0.6249599 32 4
#> Student123 Student123 15 12 0.8000000 0.8773476 87 7
#> Student124 Student124 15 13 0.8666667 1.2529245 96 8
#> Student125 Student125 15 9 0.6000000 -0.2493831 42 5
#> Student126 Student126 15 13 0.8666667 1.2529245 96 8
#> Student127 Student127 15 4 0.2666667 -2.1272675 3 1
#> Student128 Student128 15 11 0.7333333 0.5017707 74 6
#> Student129 Student129 15 12 0.8000000 0.8773476 87 7
#> Student130 Student130 15 12 0.8000000 0.8773476 87 7
#> Student131 Student131 15 10 0.6666667 0.1261938 57 5
#> Student132 Student132 15 10 0.6666667 0.1261938 57 5
#> Student133 Student133 15 11 0.7333333 0.5017707 74 6
#> Student134 Student134 15 5 0.3333333 -1.7516906 8 2
#> Student135 Student135 15 8 0.5333333 -0.6249599 32 4
#> Student136 Student136 15 5 0.3333333 -1.7516906 8 2
#> Student137 Student137 15 13 0.8666667 1.2529245 96 8
#> Student138 Student138 15 11 0.7333333 0.5017707 74 6
#> Student139 Student139 15 11 0.7333333 0.5017707 74 6
#> Student140 Student140 15 10 0.6666667 0.1261938 57 5
#> Student141 Student141 15 11 0.7333333 0.5017707 74 6
#> Student142 Student142 15 5 0.3333333 -1.7516906 8 2
#> Student143 Student143 15 13 0.8666667 1.2529245 96 8
#> Student144 Student144 15 4 0.2666667 -2.1272675 3 1
#> Student145 Student145 15 12 0.8000000 0.8773476 87 7
#> Student146 Student146 15 7 0.4666667 -1.0005368 24 4
#> Student147 Student147 15 5 0.3333333 -1.7516906 8 2
#> Student148 Student148 15 12 0.8000000 0.8773476 87 7
#> Student149 Student149 15 9 0.6000000 -0.2493831 42 5
#> Student150 Student150 15 13 0.8666667 1.2529245 96 8
#> Student151 Student151 15 13 0.8666667 1.2529245 96 8
#> Student152 Student152 15 11 0.7333333 0.5017707 74 6
#> Student153 Student153 15 14 0.9333333 1.6285014 99 9
#> Student154 Student154 15 9 0.6000000 -0.2493831 42 5
#> Student155 Student155 15 6 0.4000000 -1.3761137 15 3
#> Student156 Student156 15 11 0.7333333 0.5017707 74 6
#> Student157 Student157 15 10 0.6666667 0.1261938 57 5
#> Student158 Student158 15 13 0.8666667 1.2529245 96 8
#> Student159 Student159 15 13 0.8666667 1.2529245 96 8
#> Student160 Student160 15 15 1.0000000 2.0040783 100 9
#> Student161 Student161 15 11 0.7333333 0.5017707 74 6
#> Student162 Student162 15 7 0.4666667 -1.0005368 24 4
#> Student163 Student163 15 7 0.4666667 -1.0005368 24 4
#> Student164 Student164 15 5 0.3333333 -1.7516906 8 2
#> Student165 Student165 15 10 0.6666667 0.1261938 57 5
#> Student166 Student166 15 5 0.3333333 -1.7516906 8 2
#> Student167 Student167 15 10 0.6666667 0.1261938 57 5
#> Student168 Student168 15 8 0.5333333 -0.6249599 32 4
#> Student169 Student169 15 14 0.9333333 1.6285014 99 9
#> Student170 Student170 15 6 0.4000000 -1.3761137 15 3
#> Student171 Student171 15 6 0.4000000 -1.3761137 15 3
#> Student172 Student172 15 13 0.8666667 1.2529245 96 8
#> Student173 Student173 15 10 0.6666667 0.1261938 57 5
#> Student174 Student174 15 12 0.8000000 0.8773476 87 7
#> Student175 Student175 15 7 0.4666667 -1.0005368 24 4
#> Student176 Student176 15 10 0.6666667 0.1261938 57 5
#> Student177 Student177 15 11 0.7333333 0.5017707 74 6
#> Student178 Student178 15 8 0.5333333 -0.6249599 32 4
#> Student179 Student179 15 10 0.6666667 0.1261938 57 5
#> Student180 Student180 15 8 0.5333333 -0.6249599 32 4
#> Student181 Student181 15 7 0.4666667 -1.0005368 24 4
#> Student182 Student182 15 6 0.4000000 -1.3761137 15 3
#> Student183 Student183 15 11 0.7333333 0.5017707 74 6
#> Student184 Student184 15 8 0.5333333 -0.6249599 32 4
#> Student185 Student185 15 11 0.7333333 0.5017707 74 6
#> Student186 Student186 15 11 0.7333333 0.5017707 74 6
#> Student187 Student187 15 8 0.5333333 -0.6249599 32 4
#> Student188 Student188 15 11 0.7333333 0.5017707 74 6
#> Student189 Student189 15 9 0.6000000 -0.2493831 42 5
#> Student190 Student190 15 10 0.6666667 0.1261938 57 5
#> Student191 Student191 15 10 0.6666667 0.1261938 57 5
#> Student192 Student192 15 7 0.4666667 -1.0005368 24 4
#> Student193 Student193 15 10 0.6666667 0.1261938 57 5
#> Student194 Student194 15 6 0.4000000 -1.3761137 15 3
#> Student195 Student195 15 3 0.2000000 -2.5028444 1 1
#> Student196 Student196 15 12 0.8000000 0.8773476 87 7
#> Student197 Student197 15 11 0.7333333 0.5017707 74 6
#> Student198 Student198 15 13 0.8666667 1.2529245 96 8
#> Student199 Student199 15 10 0.6666667 0.1261938 57 5
#> Student200 Student200 15 11 0.7333333 0.5017707 74 6
#> Student201 Student201 15 12 0.8000000 0.8773476 87 7
#> Student202 Student202 15 11 0.7333333 0.5017707 74 6
#> Student203 Student203 15 5 0.3333333 -1.7516906 8 2
#> Student204 Student204 15 12 0.8000000 0.8773476 87 7
#> Student205 Student205 15 10 0.6666667 0.1261938 57 5
#> Student206 Student206 15 8 0.5333333 -0.6249599 32 4
#> Student207 Student207 15 12 0.8000000 0.8773476 87 7
#> Student208 Student208 15 11 0.7333333 0.5017707 74 6
#> Student209 Student209 15 9 0.6000000 -0.2493831 42 5
#> Student210 Student210 15 11 0.7333333 0.5017707 74 6
#> Student211 Student211 15 10 0.6666667 0.1261938 57 5
#> Student212 Student212 15 14 0.9333333 1.6285014 99 9
#> Student213 Student213 15 10 0.6666667 0.1261938 57 5
#> Student214 Student214 15 8 0.5333333 -0.6249599 32 4
#> Student215 Student215 15 10 0.6666667 0.1261938 57 5
#> Student216 Student216 15 9 0.6000000 -0.2493831 42 5
#> Student217 Student217 15 13 0.8666667 1.2529245 96 8
#> Student218 Student218 15 12 0.8000000 0.8773476 87 7
#> Student219 Student219 15 4 0.2666667 -2.1272675 3 1
#> Student220 Student220 15 6 0.4000000 -1.3761137 15 3
#> Student221 Student221 15 5 0.3333333 -1.7516906 8 2
#> Student222 Student222 15 11 0.7333333 0.5017707 74 6
#> Student223 Student223 15 9 0.6000000 -0.2493831 42 5
#> Student224 Student224 15 9 0.6000000 -0.2493831 42 5
#> Student225 Student225 15 10 0.6666667 0.1261938 57 5
#> Student226 Student226 15 10 0.6666667 0.1261938 57 5
#> Student227 Student227 15 9 0.6000000 -0.2493831 42 5
#> Student228 Student228 15 11 0.7333333 0.5017707 74 6
#> Student229 Student229 15 7 0.4666667 -1.0005368 24 4
#> Student230 Student230 15 10 0.6666667 0.1261938 57 5
#> Student231 Student231 15 7 0.4666667 -1.0005368 24 4
#> Student232 Student232 15 4 0.2666667 -2.1272675 3 1
#> Student233 Student233 15 12 0.8000000 0.8773476 87 7
#> Student234 Student234 15 4 0.2666667 -2.1272675 3 1
#> Student235 Student235 15 9 0.6000000 -0.2493831 42 5
#> Student236 Student236 15 9 0.6000000 -0.2493831 42 5
#> Student237 Student237 15 7 0.4666667 -1.0005368 24 4
#> Student238 Student238 15 14 0.9333333 1.6285014 99 9
#> Student239 Student239 15 12 0.8000000 0.8773476 87 7
#> Student240 Student240 15 11 0.7333333 0.5017707 74 6
#> Student241 Student241 15 12 0.8000000 0.8773476 87 7
#> Student242 Student242 15 11 0.7333333 0.5017707 74 6
#> Student243 Student243 15 9 0.6000000 -0.2493831 42 5
#> Student244 Student244 15 8 0.5333333 -0.6249599 32 4
#> Student245 Student245 15 11 0.7333333 0.5017707 74 6
#> Student246 Student246 15 5 0.3333333 -1.7516906 8 2
#> Student247 Student247 15 11 0.7333333 0.5017707 74 6
#> Student248 Student248 15 15 1.0000000 2.0040783 100 9
#> Student249 Student249 15 8 0.5333333 -0.6249599 32 4
#> Student250 Student250 15 14 0.9333333 1.6285014 99 9
#> Student251 Student251 15 9 0.6000000 -0.2493831 42 5
#> Student252 Student252 15 7 0.4666667 -1.0005368 24 4
#> Student253 Student253 15 11 0.7333333 0.5017707 74 6
#> Student254 Student254 15 10 0.6666667 0.1261938 57 5
#> Student255 Student255 15 11 0.7333333 0.5017707 74 6
#> Student256 Student256 15 10 0.6666667 0.1261938 57 5
#> Student257 Student257 15 8 0.5333333 -0.6249599 32 4
#> Student258 Student258 15 7 0.4666667 -1.0005368 24 4
#> Student259 Student259 15 7 0.4666667 -1.0005368 24 4
#> Student260 Student260 15 9 0.6000000 -0.2493831 42 5
#> Student261 Student261 15 7 0.4666667 -1.0005368 24 4
#> Student262 Student262 15 13 0.8666667 1.2529245 96 8
#> Student263 Student263 15 12 0.8000000 0.8773476 87 7
#> Student264 Student264 15 8 0.5333333 -0.6249599 32 4
#> Student265 Student265 15 12 0.8000000 0.8773476 87 7
#> Student266 Student266 15 11 0.7333333 0.5017707 74 6
#> Student267 Student267 15 11 0.7333333 0.5017707 74 6
#> Student268 Student268 15 8 0.5333333 -0.6249599 32 4
#> Student269 Student269 15 12 0.8000000 0.8773476 87 7
#> Student270 Student270 15 8 0.5333333 -0.6249599 32 4
#> Student271 Student271 15 12 0.8000000 0.8773476 87 7
#> Student272 Student272 15 9 0.6000000 -0.2493831 42 5
#> Student273 Student273 15 6 0.4000000 -1.3761137 15 3
#> Student274 Student274 15 9 0.6000000 -0.2493831 42 5
#> Student275 Student275 15 10 0.6666667 0.1261938 57 5
#> Student276 Student276 15 11 0.7333333 0.5017707 74 6
#> Student277 Student277 15 7 0.4666667 -1.0005368 24 4
#> Student278 Student278 15 6 0.4000000 -1.3761137 15 3
#> Student279 Student279 15 10 0.6666667 0.1261938 57 5
#> Student280 Student280 15 7 0.4666667 -1.0005368 24 4
#> Student281 Student281 15 10 0.6666667 0.1261938 57 5
#> Student282 Student282 15 12 0.8000000 0.8773476 87 7
#> Student283 Student283 15 7 0.4666667 -1.0005368 24 4
#> Student284 Student284 15 12 0.8000000 0.8773476 87 7
#> Student285 Student285 15 9 0.6000000 -0.2493831 42 5
#> Student286 Student286 15 6 0.4000000 -1.3761137 15 3
#> Student287 Student287 15 13 0.8666667 1.2529245 96 8
#> Student288 Student288 15 9 0.6000000 -0.2493831 42 5
#> Student289 Student289 15 13 0.8666667 1.2529245 96 8
#> Student290 Student290 15 15 1.0000000 2.0040783 100 9
#> Student291 Student291 15 10 0.6666667 0.1261938 57 5
#> Student292 Student292 15 14 0.9333333 1.6285014 99 9
#> Student293 Student293 15 4 0.2666667 -2.1272675 3 1
#> Student294 Student294 15 12 0.8000000 0.8773476 87 7
#> Student295 Student295 15 6 0.4000000 -1.3761137 15 3
#> Student296 Student296 15 7 0.4666667 -1.0005368 24 4
#> Student297 Student297 15 11 0.7333333 0.5017707 74 6
#> Student298 Student298 15 12 0.8000000 0.8773476 87 7
#> Student299 Student299 15 5 0.3333333 -1.7516906 8 2
#> Student300 Student300 15 11 0.7333333 0.5017707 74 6
#> Student301 Student301 15 7 0.4666667 -1.0005368 24 4
#> Student302 Student302 15 13 0.8666667 1.2529245 96 8
#> Student303 Student303 15 9 0.6000000 -0.2493831 42 5
#> Student304 Student304 15 9 0.6000000 -0.2493831 42 5
#> Student305 Student305 15 10 0.6666667 0.1261938 57 5
#> Student306 Student306 15 12 0.8000000 0.8773476 87 7
#> Student307 Student307 15 6 0.4000000 -1.3761137 15 3
#> Student308 Student308 15 12 0.8000000 0.8773476 87 7
#> Student309 Student309 15 11 0.7333333 0.5017707 74 6
#> Student310 Student310 15 9 0.6000000 -0.2493831 42 5
#> Student311 Student311 15 10 0.6666667 0.1261938 57 5
#> Student312 Student312 15 11 0.7333333 0.5017707 74 6
#> Student313 Student313 15 12 0.8000000 0.8773476 87 7
#> Student314 Student314 15 7 0.4666667 -1.0005368 24 4
#> Student315 Student315 15 11 0.7333333 0.5017707 74 6
#> Student316 Student316 15 11 0.7333333 0.5017707 74 6
#> Student317 Student317 15 13 0.8666667 1.2529245 96 8
#> Student318 Student318 15 7 0.4666667 -1.0005368 24 4
#> Student319 Student319 15 6 0.4000000 -1.3761137 15 3
#> Student320 Student320 15 9 0.6000000 -0.2493831 42 5
#> Student321 Student321 15 9 0.6000000 -0.2493831 42 5
#> Student322 Student322 15 13 0.8666667 1.2529245 96 8
#> Student323 Student323 15 9 0.6000000 -0.2493831 42 5
#> Student324 Student324 15 13 0.8666667 1.2529245 96 8
#> Student325 Student325 15 13 0.8666667 1.2529245 96 8
#> Student326 Student326 15 13 0.8666667 1.2529245 96 8
#> Student327 Student327 15 8 0.5333333 -0.6249599 32 4
#> Student328 Student328 15 10 0.6666667 0.1261938 57 5
#> Student329 Student329 15 11 0.7333333 0.5017707 74 6
#> Student330 Student330 15 10 0.6666667 0.1261938 57 5
#> Student331 Student331 15 12 0.8000000 0.8773476 87 7
#> Student332 Student332 15 7 0.4666667 -1.0005368 24 4
#> Student333 Student333 15 9 0.6000000 -0.2493831 42 5
#> Student334 Student334 15 13 0.8666667 1.2529245 96 8
#> Student335 Student335 15 11 0.7333333 0.5017707 74 6
#> Student336 Student336 15 10 0.6666667 0.1261938 57 5
#> Student337 Student337 15 10 0.6666667 0.1261938 57 5
#> Student338 Student338 15 12 0.8000000 0.8773476 87 7
#> Student339 Student339 15 13 0.8666667 1.2529245 96 8
#> Student340 Student340 15 9 0.6000000 -0.2493831 42 5
#> Student341 Student341 15 4 0.2666667 -2.1272675 3 1
#> Student342 Student342 15 10 0.6666667 0.1261938 57 5
#> Student343 Student343 15 10 0.6666667 0.1261938 57 5
#> Student344 Student344 15 14 0.9333333 1.6285014 99 9
#> Student345 Student345 15 7 0.4666667 -1.0005368 24 4
#> Student346 Student346 15 11 0.7333333 0.5017707 74 6
#> Student347 Student347 15 10 0.6666667 0.1261938 57 5
#> Student348 Student348 15 12 0.8000000 0.8773476 87 7
#> Student349 Student349 15 10 0.6666667 0.1261938 57 5
#> Student350 Student350 15 12 0.8000000 0.8773476 87 7
#> Student351 Student351 15 10 0.6666667 0.1261938 57 5
#> Student352 Student352 15 8 0.5333333 -0.6249599 32 4
#> Student353 Student353 15 11 0.7333333 0.5017707 74 6
#> Student354 Student354 15 8 0.5333333 -0.6249599 32 4
#> Student355 Student355 15 12 0.8000000 0.8773476 87 7
#> Student356 Student356 15 13 0.8666667 1.2529245 96 8
#> Student357 Student357 15 7 0.4666667 -1.0005368 24 4
#> Student358 Student358 15 14 0.9333333 1.6285014 99 9
#> Student359 Student359 15 2 0.1333333 -2.8784213 1 1
#> Student360 Student360 15 9 0.6000000 -0.2493831 42 5
#> Student361 Student361 15 12 0.8000000 0.8773476 87 7
#> Student362 Student362 15 13 0.8666667 1.2529245 96 8
#> Student363 Student363 15 7 0.4666667 -1.0005368 24 4
#> Student364 Student364 15 11 0.7333333 0.5017707 74 6
#> Student365 Student365 15 10 0.6666667 0.1261938 57 5
#> Student366 Student366 15 11 0.7333333 0.5017707 74 6
#> Student367 Student367 15 15 1.0000000 2.0040783 100 9
#> Student368 Student368 15 6 0.4000000 -1.3761137 15 3
#> Student369 Student369 15 10 0.6666667 0.1261938 57 5
#> Student370 Student370 15 10 0.6666667 0.1261938 57 5
#> Student371 Student371 15 14 0.9333333 1.6285014 99 9
#> Student372 Student372 15 11 0.7333333 0.5017707 74 6
#> Student373 Student373 15 13 0.8666667 1.2529245 96 8
#> Student374 Student374 15 9 0.6000000 -0.2493831 42 5
#> Student375 Student375 15 9 0.6000000 -0.2493831 42 5
#> Student376 Student376 15 10 0.6666667 0.1261938 57 5
#> Student377 Student377 15 10 0.6666667 0.1261938 57 5
#> Student378 Student378 15 10 0.6666667 0.1261938 57 5
#> Student379 Student379 15 14 0.9333333 1.6285014 99 9
#> Student380 Student380 15 12 0.8000000 0.8773476 87 7
#> Student381 Student381 15 2 0.1333333 -2.8784213 1 1
#> Student382 Student382 15 7 0.4666667 -1.0005368 24 4
#> Student383 Student383 15 7 0.4666667 -1.0005368 24 4
#> Student384 Student384 15 7 0.4666667 -1.0005368 24 4
#> Student385 Student385 15 12 0.8000000 0.8773476 87 7
#> Student386 Student386 15 8 0.5333333 -0.6249599 32 4
#> Student387 Student387 15 8 0.5333333 -0.6249599 32 4
#> Student388 Student388 15 7 0.4666667 -1.0005368 24 4
#> Student389 Student389 15 12 0.8000000 0.8773476 87 7
#> Student390 Student390 15 9 0.6000000 -0.2493831 42 5
#> Student391 Student391 15 6 0.4000000 -1.3761137 15 3
#> Student392 Student392 15 7 0.4666667 -1.0005368 24 4
#> Student393 Student393 15 11 0.7333333 0.5017707 74 6
#> Student394 Student394 15 7 0.4666667 -1.0005368 24 4
#> Student395 Student395 15 11 0.7333333 0.5017707 74 6
#> Student396 Student396 15 8 0.5333333 -0.6249599 32 4
#> Student397 Student397 15 11 0.7333333 0.5017707 74 6
#> Student398 Student398 15 12 0.8000000 0.8773476 87 7
#> Student399 Student399 15 6 0.4000000 -1.3761137 15 3
#> Student400 Student400 15 5 0.3333333 -1.7516906 8 2
#> Student401 Student401 15 13 0.8666667 1.2529245 96 8
#> Student402 Student402 15 7 0.4666667 -1.0005368 24 4
#> Student403 Student403 15 10 0.6666667 0.1261938 57 5
#> Student404 Student404 15 12 0.8000000 0.8773476 87 7
#> Student405 Student405 15 10 0.6666667 0.1261938 57 5
#> Student406 Student406 15 10 0.6666667 0.1261938 57 5
#> Student407 Student407 15 2 0.1333333 -2.8784213 1 1
#> Student408 Student408 15 11 0.7333333 0.5017707 74 6
#> Student409 Student409 15 10 0.6666667 0.1261938 57 5
#> Student410 Student410 15 12 0.8000000 0.8773476 87 7
#> Student411 Student411 15 12 0.8000000 0.8773476 87 7
#> Student412 Student412 15 10 0.6666667 0.1261938 57 5
#> Student413 Student413 15 10 0.6666667 0.1261938 57 5
#> Student414 Student414 15 9 0.6000000 -0.2493831 42 5
#> Student415 Student415 15 10 0.6666667 0.1261938 57 5
#> Student416 Student416 15 15 1.0000000 2.0040783 100 9
#> Student417 Student417 15 9 0.6000000 -0.2493831 42 5
#> Student418 Student418 15 13 0.8666667 1.2529245 96 8
#> Student419 Student419 15 6 0.4000000 -1.3761137 15 3
#> Student420 Student420 15 9 0.6000000 -0.2493831 42 5
#> Student421 Student421 15 9 0.6000000 -0.2493831 42 5
#> Student422 Student422 15 7 0.4666667 -1.0005368 24 4
#> Student423 Student423 15 9 0.6000000 -0.2493831 42 5
#> Student424 Student424 15 13 0.8666667 1.2529245 96 8
#> Student425 Student425 15 9 0.6000000 -0.2493831 42 5
#> Student426 Student426 15 9 0.6000000 -0.2493831 42 5
#> Student427 Student427 15 13 0.8666667 1.2529245 96 8
#> Student428 Student428 15 5 0.3333333 -1.7516906 8 2
#> Student429 Student429 15 11 0.7333333 0.5017707 74 6
#> Student430 Student430 15 11 0.7333333 0.5017707 74 6
#> Student431 Student431 15 10 0.6666667 0.1261938 57 5
#> Student432 Student432 15 12 0.8000000 0.8773476 87 7
#> Student433 Student433 15 11 0.7333333 0.5017707 74 6
#> Student434 Student434 15 13 0.8666667 1.2529245 96 8
#> Student435 Student435 15 10 0.6666667 0.1261938 57 5
#> Student436 Student436 15 14 0.9333333 1.6285014 99 9
#> Student437 Student437 15 11 0.7333333 0.5017707 74 6
#> Student438 Student438 15 10 0.6666667 0.1261938 57 5
#> Student439 Student439 15 8 0.5333333 -0.6249599 32 4
#> Student440 Student440 15 11 0.7333333 0.5017707 74 6
#> Student441 Student441 15 11 0.7333333 0.5017707 74 6
#> Student442 Student442 15 10 0.6666667 0.1261938 57 5
#> Student443 Student443 15 11 0.7333333 0.5017707 74 6
#> Student444 Student444 15 11 0.7333333 0.5017707 74 6
#> Student445 Student445 15 8 0.5333333 -0.6249599 32 4
#> Student446 Student446 15 6 0.4000000 -1.3761137 15 3
#> Student447 Student447 15 14 0.9333333 1.6285014 99 9
#> Student448 Student448 15 12 0.8000000 0.8773476 87 7
#> Student449 Student449 15 10 0.6666667 0.1261938 57 5
#> Student450 Student450 15 13 0.8666667 1.2529245 96 8
#> Student451 Student451 15 10 0.6666667 0.1261938 57 5
#> Student452 Student452 15 13 0.8666667 1.2529245 96 8
#> Student453 Student453 15 8 0.5333333 -0.6249599 32 4
#> Student454 Student454 15 12 0.8000000 0.8773476 87 7
#> Student455 Student455 15 13 0.8666667 1.2529245 96 8
#> Student456 Student456 15 4 0.2666667 -2.1272675 3 1
#> Student457 Student457 15 13 0.8666667 1.2529245 96 8
#> Student458 Student458 15 11 0.7333333 0.5017707 74 6
#> Student459 Student459 15 10 0.6666667 0.1261938 57 5
#> Student460 Student460 15 6 0.4000000 -1.3761137 15 3
#> Student461 Student461 15 7 0.4666667 -1.0005368 24 4
#> Student462 Student462 15 8 0.5333333 -0.6249599 32 4
#> Student463 Student463 15 6 0.4000000 -1.3761137 15 3
#> Student464 Student464 15 3 0.2000000 -2.5028444 1 1
#> Student465 Student465 15 10 0.6666667 0.1261938 57 5
#> Student466 Student466 15 13 0.8666667 1.2529245 96 8
#> Student467 Student467 15 12 0.8000000 0.8773476 87 7
#> Student468 Student468 15 13 0.8666667 1.2529245 96 8
#> Student469 Student469 15 5 0.3333333 -1.7516906 8 2
#> Student470 Student470 15 6 0.4000000 -1.3761137 15 3
#> Student471 Student471 15 5 0.3333333 -1.7516906 8 2
#> Student472 Student472 15 6 0.4000000 -1.3761137 15 3
#> Student473 Student473 15 10 0.6666667 0.1261938 57 5
#> Student474 Student474 15 6 0.4000000 -1.3761137 15 3
#> Student475 Student475 15 12 0.8000000 0.8773476 87 7
#> Student476 Student476 15 9 0.6000000 -0.2493831 42 5
#> Student477 Student477 15 11 0.7333333 0.5017707 74 6
#> Student478 Student478 15 14 0.9333333 1.6285014 99 9
#> Student479 Student479 15 7 0.4666667 -1.0005368 24 4
#> Student480 Student480 15 12 0.8000000 0.8773476 87 7
#> Student481 Student481 15 7 0.4666667 -1.0005368 24 4
#> Student482 Student482 15 13 0.8666667 1.2529245 96 8
#> Student483 Student483 15 9 0.6000000 -0.2493831 42 5
#> Student484 Student484 15 11 0.7333333 0.5017707 74 6
#> Student485 Student485 15 14 0.9333333 1.6285014 99 9
#> Student486 Student486 15 13 0.8666667 1.2529245 96 8
#> Student487 Student487 15 11 0.7333333 0.5017707 74 6
#> Student488 Student488 15 11 0.7333333 0.5017707 74 6
#> Student489 Student489 15 11 0.7333333 0.5017707 74 6
#> Student490 Student490 15 9 0.6000000 -0.2493831 42 5
#> Student491 Student491 15 6 0.4000000 -1.3761137 15 3
#> Student492 Student492 15 12 0.8000000 0.8773476 87 7
#> Student493 Student493 15 9 0.6000000 -0.2493831 42 5
#> Student494 Student494 15 9 0.6000000 -0.2493831 42 5
#> Student495 Student495 15 7 0.4666667 -1.0005368 24 4
#> Student496 Student496 15 6 0.4000000 -1.3761137 15 3
#> Student497 Student497 15 7 0.4666667 -1.0005368 24 4
#> Student498 Student498 15 7 0.4666667 -1.0005368 24 4
#> Student499 Student499 15 10 0.6666667 0.1261938 57 5
#> Student500 Student500 15 7 0.4666667 -1.0005368 24 4
