John Michael (johnnymichael1)

Race #13

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Official speed 73.20 wpm (93.11 seconds elapsed during race)
Without ending ping 73.32 wpm (147 ms delay sending score to TypeRacer’s server)
Timerless 73.66 wpm (430 ms elapsed before first character typed; 92.54 seconds elapsed during race)
Timerless minus one 73.53 wpm, ignoring the first character typed
Race Start January 30, 2025 9:00:13pm UTC
Race Finish January 30, 2025 9:01:46pm UTC
Outcome No win (2 of 3)
Accuracy 97.6%
Points 106.13
Text #3640614 (Length: 568 characters)

I basically know of two principles for treating complicated systems in simple ways; the first is the principle of modularity and the second is the principle of abstraction. I am an apologist for computational probability in machine learning, and particularly for graphical models and variational methods, because I believe that probability theory implements these two principles in deep and intriguing ways - namely through factorization and through averaging. Exploiting these two mechanisms as fully as possible seems to me to be the way forward in machine learning.

Characters typed I basically know of two prinviviciples for traeartting complicated systems nin simple waysl t; the first is the principle of modularity adnd the second is the principle of abstaraction. I am an apologist for computational probalbility in machine learning, and particuallarly for graphical models and variational methods, because I believe that probalbility thoeeory implements these two principles in deep and intriguing ways - namely through factorizationa and through averaging. Exploiting these two mechanism s a s fully as possible seems to me to be the way forwards in in machine learning.
Timing
Character I b a s i c a l l y k n o w o f t w o p
Milliseconds 430 161 212 121 578 56 73 76 68 135 54 69 59 103 84 106 56 123 111 54 130 140 102 77 102
Character r i n v i -i -v v i -i -v c i p l e s f o r t r a
Milliseconds 79 116 93 106 206 327 118 439 113 404 120 221 55 215 98 68 82 52 174 85 73 100 103 149 124
Character -a e a r t -t -r t i n g c o m p l i c a t e d s
Milliseconds 424 70 81 139 412 205 128 322 99 69 50 80 133 63 63 122 118 340 108 67 120 145 150 69 436
Character y s t e m s n -n i n s i m p l e w a y s l
Milliseconds 69 85 126 155 110 75 125 216 433 367 76 76 114 48 86 108 100 63 120 66 99 78 68 156 150
Character t -t - -l ; t h e f i r s t i s t h e p r
Milliseconds 158 200 134 99 516 149 170 99 56 65 113 118 39 111 83 75 117 89 51 119 90 64 80 64 107
Character i n c i p l e o f m o d u l a r i t y a d -d
Milliseconds 108 84 576 95 555 75 17 74 84 91 59 407 53 302 87 452 128 120 242 265 67 125 190 146 525
Character n d t h e s e c o n d i s t h e p r i n
Milliseconds 181 91 71 103 73 85 78 132 128 171 75 79 75 92 97 102 89 194 86 66 81 95 79 168 332
Character c i p l e o f a b s t a -a r a c t i o n . I
Milliseconds 335 92 208 67 76 99 99 92 79 271 113 78 123 267 324 363 88 138 182 98 124 80 330 109 698
Character a m a n a p o l o g i s t f o r c o m p
Milliseconds 137 171 50 94 321 92 109 161 116 159 171 754 284 91 108 146 81 189 92 66 84 103 35 78 150
Character u t a t i o n a l p r o b a l -l b i l i t y i
Milliseconds 351 401 163 266 113 123 69 103 94 107 228 101 88 335 179 133 382 328 120 263 170 267 85 98 116
Character n m a c h i n e l e a r n i n g , a n d p
Milliseconds 85 99 120 106 259 40 77 89 60 100 74 73 85 83 89 78 122 62 139 231 206 125 49 68 203
Character a r t i c u a l -l -a l a r l y f o r g r a p h
Milliseconds 161 327 163 111 197 91 98 135 344 85 176 96 110 144 95 95 298 87 70 71 391 623 74 85 967
Character i c a l m o d e l s a n d v a r i a t i o n
Milliseconds 103 99 70 96 398 290 121 109 129 337 171 82 151 104 61 62 462 123 465 558 93 117 103 130 85
Character a l m e t h o d s , b e c a u s e I b e l
Milliseconds 81 89 94 85 76 144 78 76 290 87 101 127 126 69 165 80 114 281 125 85 217 93 101 81 123
Character i e v e t h a t p r o b a l -l b i l i t y t
Milliseconds 143 100 166 119 99 132 117 84 57 117 108 542 114 97 180 226 426 101 116 182 155 313 888 84 127
Character h o e -e -o e o r y i m p l e m e n t s t h e s
Milliseconds 77 123 383 281 112 174 84 116 73 329 231 85 137 97 157 478 64 98 61 130 64 121 72 89 88
Character e t w o p r i n c i p l e s i n d e e p
Milliseconds 157 103 169 151 101 69 124 75 137 74 638 131 381 67 49 102 56 134 89 101 121 139 144 131 236
Character a n d i n t r i g u i n g w a y s - n a m
Milliseconds 195 101 42 86 205 89 259 761 94 1035 262 103 134 105 108 143 92 83 105 112 531 269 191 76 96
Character e l y t h r o u g h f a c t o r i z a t i o n
Milliseconds 425 121 110 79 227 79 85 61 83 77 99 79 236 94 157 165 126 377 203 146 132 129 29 149 76
Character a - -a a n d t h r o u g h a v e r a g i n
Milliseconds 116 15 565 118 112 169 101 73 71 110 80 79 92 47 111 84 115 141 183 175 171 164 250 106 64
Character g . E x p l o i t i n g t h e s e t w o m
Milliseconds 67 139 123 274 183 108 76 168 195 319 83 70 42 102 85 87 129 69 294 105 167 149 116 88 160
Character e c h a n i s m - s a - s f u l l y a s
Milliseconds 114 178 90 118 305 70 446 80 124 494 101 88 125 105 310 126 59 147 103 167 112 26 77 165 101
Character p o s s i b l e s e e m s t o m e t o
Milliseconds 106 93 518 182 119 92 92 114 90 94 107 143 135 113 69 87 101 101 78 101 83 66 165 85 109
Character b e t h e w a y f o r w a r d s i n - -n
Milliseconds 425 66 83 120 88 69 73 56 65 65 97 131 120 31 103 98 91 171 57 90 86 74 138 178 124
Character -i - -s i n m a c h i n e l e a r n i n g .
Milliseconds 108 117 105 279 215 91 94 91 74 106 44 100 85 84 75 61 69 93 77 12 89 125 114 81
WPM Timing
Seconds WPM
1.86 57.99
3.72 90.21
5.59 60.14
7.45 66.05
9.31 64.44
11.17 67.66
13.04 65.36
14.9 66.05
16.76 70.16
18.62 69.59
20.49 70.29
22.35 68.73
24.21 72.37
26.07 73.64
27.93 71.74
29.8 71.28
31.66 70.12
33.52 71.24
35.38 71.22
37.25 69.91
39.11 71.49
40.97 72.64
42.83 71.72
44.7 71.15
46.56 70.36
48.42 70.38
50.28 69.69
52.14 71.11
54.01 71.77
55.87 71.52
57.73 70.26
59.59 69.67
61.46 69.9
63.32 70.5
65.18 70.88
67.04 70.52
68.9 69.66
70.77 69.86
72.63 70.38
74.49 70.4
76.35 70.72
78.22 70.88
80.08 71.33
81.94 71.61
83.8 70.74
85.67 71.02
87.53 72.11
89.39 72.89
91.25 72.06
93.11 73.2