Klassifizierung handgeschriebener Ziffern 

Trainieren Sie ein Programm zur Ziffernerkennung mit 100 Beispielen aus der MNIST-Datenbank handgeschriebener Ziffern.

In[1]:=

X digit = Classify[ {\!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSIBYD4/596Rq0V f//DQScTEKT8gHF/enE3lbMzxb2F8h8Khf3/38HOlA9TMPUVSBMr65T/yMCA URqFv45R6B6KACPTfFS+xDdkbhCq/v1sDNORuMd5mIKRuJ/8mFQvIrgfA5n0 kAy7bMrk8QPBvWnA5HwLSW8gk/QJCPPdqlWrThUzMWWWqaqqqqiqyjP5Ok/k ZoIARsf8tuc/v/+OY5Kvrn785cuXXxBNADV69gw= "], {{0, 20}, {16, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{16, 20}, PlotRange->{{0, 16}, {0, 20}}]\) -> 2, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSK/yOB31euZHsw yTxDiJxts2FmZmJmZr4KFfh7voELyGVmEpYwegUVewlSwuE0a/UrhMY0ZmaH /pvIhv+fwcS08j8q6BdiNvqCKnSQi1n+ParQFQEm66uoQv/TmZkSpk6deglJ 6CUTEyMTEDA0IYkBnSYfLs/MJHEGLvb31at9H/9/fMXE3PgfHehhEcOi7iAD 0z4Y+zaUdmOS/whl1vOJi+fv/fn3vDhTAkzZx3ZboFuc/JmZ1S8gDPp9VRUU usxT4SIAQf8y1Q== "], {{0, 20}, {20, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{20, 20}, PlotRange->{{0, 20}, {0, 20}}]\) -> 5, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 255, 45, 1, 66, 255, 255, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 112, 3, 2, 127, 255, 255, 255, 255, 255, 255, 255}, {255, 255, 255, 111, 4, 2, 70, 252, 255, 255, 154, 14, 14, 14, 100}, {255, 255, 214, 20, 2, 34, 148, 255, 255, 152, 7, 2, 2, 67, 184}, {255, 255, 39, 2, 35, 214, 255, 255, 151, 9, 2, 154, 230, 245, 255}, { 255, 217, 18, 2, 133, 255, 255, 255, 66, 2, 18, 201, 255, 255, 255}, {255, 107, 2, 80, 249, 255, 255, 155, 11, 2, 158, 255, 255, 255, 255}, {220, 14, 2, 93, 255, 190, 139, 12, 2, 29, 217, 255, 255, 255, 255}, {143, 2, 2, 67, 72, 11, 2, 2, 2, 2, 37, 188, 255, 255, 255}, {143, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 40, 151, 255, 255}, {143, 2, 2, 2, 52, 61, 14, 2, 46, 49, 2, 2, 27, 232, 255}, {224, 184, 117, 184, 244, 255, 53, 2, 190, 240, 160, 19, 2, 131, 255}, {255, 255, 255, 255, 255, 255, 76, 2, 190, 255, 255, 85, 2, 28, 255}, {255, 255, 255, 255, 255, 255, 183, 2, 190, 255, 255, 172, 2, 10, 185}, {255, 255, 255, 255, 255, 255, 183, 2, 174, 255, 255, 220, 13, 2, 151}, {255, 255, 255, 255, 255, 255, 227, 37, 24, 130, 255, 255, 92, 2, 151}, {255, 255, 255, 255, 255, 255, 255, 141, 7, 23, 195, 245, 85, 2, 151}, {255, 255, 255, 255, 255, 255, 255, 255, 73, 2, 2, 58, 2, 2, 151}, {255, 255, 255, 255, 255, 255, 255, 255, 228, 111, 2, 2, 2, 2, 151}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 229, 109, 2, 2, 83, 204}}, {{0, 20}, {15, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{15, 20}, PlotRange->{{0, 15}, {0, 20}}]\) -> 8, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSIBYH4PxScmurI awzj/D+z3JKNgZGRs/c1hD+fi1EufdbxhnDGchD372pG1vzPINbvDIFTQKqL kXEmTK9i0P//txgZ98IN22r+/38xoyic/3+b5KvHwiyTEQJfZHtPMIr8RwLu licYQ5EFhNVOMK5AFhBSPcFYisTfzWx5gT0JSWAbY8N/VWRD1zMu/6/K+xQh EKP55f9ORkU4/4hC4P//fzIY059D+GvUwJ57JMkoVnz81q1lkzn5joAlXvdJ sTCCgPkhuOYtMTaMZp3vQUwAQLsBEA== "], {{0, 20}, {17, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{17, 20}, PlotRange->{{0, 17}, {0, 20}}]\) -> 0, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSIBYH4PxjcTkgQ lGVjTpgD4Z70VJCtrNt/tkpU5DqI3yycewsi88ZEHkgeZZzw7z8UbGIFEt+2 fIHx/99g/Y8KJqmh8nfynkPhn5aPQuEf1A36gcyfI7b0FxL3W4XkUmTpZ5pK x5C4XxfwJj5C4t8KEjn1B4m/zlLlAhL3Y7uAx0sk/r9w5i4U15xgbICynj59 +v/L7rPbONllIUBISEhWgpHj/8VkY7dEIEivbwWS7QcBnGwU2Q== "], {{0, 20}, { 17, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{17, 20}, PlotRange->{{0, 17}, {0, 20}}]\) -> 2, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 252, 118, 33, 0, 1, 1, 1, 1, 1, 24, 155, 255}, {255, 165, 37, 22, 46, 60, 64, 137, 152, 120, 64, 25, 23, 212}, {174, 11, 85, 209, 247, 253, 255, 255, 255, 255, 255, 178, 1, 130}, {55, 80, 255, 255, 255, 255, 255, 255, 255, 255, 255, 175, 1, 206}, {178, 244, 255, 255, 255, 255, 255, 255, 255, 255, 255, 99, 1, 220}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 99, 1, 220}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 99, 38, 244}, { 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 42, 55, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 208, 5, 55, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 174, 1, 133, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 174, 1, 144, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 168, 1, 213, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 86, 1, 233, 255}, { 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 86, 1, 233, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 252, 34, 1, 233, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 254, 78, 1, 233, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 251, 13, 36, 244, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 209, 1, 68, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 161, 1, 135, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 161, 1, 220, 255, 255}}, {{0, 20}, {14, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{14, 20}, PlotRange->{{0, 14}, {0, 20}}]\) -> 7, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 252, 150, 123, 123, 123, 65, 0, 2, 2, 25, 123, 156, 252}, {255, 255, 126, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 150}, {255, 255, 74, 3, 3, 3, 3, 20, 38, 39, 39, 39, 39, 39, 214}, {255, 255, 74, 3, 3, 3, 99, 211, 255, 255, 255, 255, 255, 255, 255}, {255, 220, 23, 3, 23, 63, 237, 255, 255, 255, 255, 255, 255, 255, 255}, {255, 206, 3, 3, 88, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}, {255, 166, 3, 3, 88, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}, { 255, 86, 3, 3, 191, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}, {239, 50, 3, 3, 207, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}, {218, 3, 3, 3, 52, 134, 134, 134, 133, 145, 255, 255, 255, 255, 255}, {255, 91, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 88, 223, 255}, {255, 211, 27, 9, 3, 3, 3, 3, 2, 3, 3, 3, 3, 184, 255}, {255, 255, 255, 181, 159, 159, 159, 159, 153, 39, 34, 3, 3, 30, 225}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 243, 59, 3, 3, 207}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 200, 26, 3, 3, 207}, {255, 255, 255, 164, 103, 244, 255, 255, 255, 248, 71, 3, 3, 3, 207}, {255, 255, 255, 62, 3, 179, 255, 214, 164, 46, 3, 3, 3, 102, 246}, {255, 255, 255, 62, 3, 16, 38, 21, 2, 3, 3, 3, 26, 218, 255}, {255, 255, 255, 62, 3, 3, 3, 3, 2, 3, 3, 99, 237, 255, 255}, {255, 255, 255, 246, 106, 3, 3, 3, 2, 14, 198, 251, 255, 255, 255}}, {{0, 20}, {15, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{15, 20}, PlotRange->{{0, 15}, {0, 20}}]\) -> 5, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 219, 87, 139, 253}, {255, 255, 255, 255, 119, 1, 1, 212}, {255, 255, 255, 255, 62, 1, 46, 236}, {255, 255, 255, 218, 26, 1, 94, 255}, {255, 255, 255, 177, 1, 1, 206, 255}, {255, 255, 255, 68, 1, 1, 206, 255}, { 255, 255, 255, 68, 1, 1, 206, 255}, {255, 255, 255, 68, 1, 15, 215, 255}, {255, 255, 255, 68, 1, 103, 255, 255}, {255, 255, 213, 18, 1, 138, 255, 255}, {255, 255, 165, 1, 1, 200, 255, 255}, {255, 255, 74, 1, 1, 200, 255, 255}, {255, 239, 51, 1, 56, 244, 255, 255}, {255, 205, 1, 1, 69, 255, 255, 255}, {255, 205, 1, 1, 69, 255, 255, 255}, {255, 155, 1, 1, 118, 255, 255, 255}, {255, 80, 0, 0, 193, 255, 255, 255}, { 235, 45, 1, 1, 193, 255, 255, 255}, {211, 1, 1, 60, 252, 255, 255, 255}, {232, 40, 89, 218, 255, 255, 255, 255}}, {{0, 20}, {8, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{8, 20}, PlotRange->{{0, 8}, {0, 20}}]\) -> 1, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSIBYD4/2dp68// kcAHIcbW7ydOGIs45uW1/wYKHGXkUmRiYhQXARLZP///7WZkU8zPP/niycmT +kxT/mczMc6E6Z3K1PB/g9deGPcIg+pFJJOX8TLWI3GXcvFX/YHzPqdyCR5C SO6VZrK9Bud96ZdmqPwE5+6QY2KSzl0M5V1UZWViVedjYr8A4a8SyZxz9v82 DqaTSJbdA5r3HsG9Kc0QDzHv2pQT7VPy5JniP0Jk6oG+ZGJibYfZtgzMd0I4 ZUNsjGYswigAoTroBA== "], {{0, 20}, {16, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{16, 20}, PlotRange->{{0, 16}, {0, 20}}]\) -> 3, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 229, 134, 121, 2, 2, 0, 58, 242, 255, 255, 255, 255}, {255, 226, 47, 3, 3, 3, 3, 2, 3, 14, 218, 255, 255, 255}, {133, 22, 3, 3, 3, 3, 3, 96, 57, 3, 67, 235, 255, 255}, {42, 3, 3, 3, 68, 216, 145, 255, 182, 54, 3, 69, 234, 255}, {63, 52, 3, 3, 162, 255, 255, 255, 255, 186, 13, 3, 189, 255}, {220, 188, 3, 33, 231, 255, 255, 255, 255, 255, 70, 3, 91, 255}, {255, 188, 3, 43, 255, 255, 255, 255, 255, 255, 187, 11, 48, 242}, {255, 174, 3, 43, 255, 255, 255, 255, 255, 255, 255, 55, 3, 176}, {255, 55, 3, 43, 255, 255, 255, 255, 255, 255, 255, 55, 3, 176}, {255, 55, 3, 43, 255, 255, 255, 255, 255, 255, 255, 55, 3, 176}, {255, 54, 2, 42, 255, 255, 255, 255, 255, 255, 255, 54, 2, 175}, {255, 55, 3, 43, 255, 255, 255, 255, 255, 255, 255, 55, 3, 120}, {255, 55, 3, 43, 255, 255, 255, 255, 255, 255, 255, 55, 3, 162}, {255, 98, 3, 9, 134, 255, 255, 255, 255, 255, 229, 39, 3, 176}, {255, 188, 3, 3, 30, 255, 255, 255, 255, 255, 139, 3, 3, 176}, { 255, 237, 52, 3, 24, 232, 255, 255, 255, 235, 34, 3, 14, 192}, {255, 255, 90, 3, 3, 128, 255, 255, 238, 136, 3, 3, 147, 255}, {255, 255, 235, 67, 3, 8, 95, 164, 56, 3, 3, 60, 231, 255}, {255, 255, 255, 217, 15, 3, 3, 2, 3, 3, 57, 233, 255, 255}, {255, 255, 255, 255, 242, 59, 3, 2, 60, 136, 236, 255, 255, 255}}, {{0, 20}, {14, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{14, 20}, PlotRange->{{0, 14}, {0, 20}}]\) -> 0, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 246, 172, 89, 50, 1, 1, 0, 1, 76, 199, 255, 255, 255}, {178, 33, 1, 2, 41, 62, 127, 135, 75, 5, 71, 248, 255, 255}, {199, 135, 240, 240, 250, 255, 255, 255, 255, 130, 5, 227, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 226, 27, 60, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 188, 97, 24, 2, 100, 255, 255, 255}, {255, 255, 255, 255, 204, 19, 1, 0, 8, 29, 1, 67, 246, 255}, {255, 255, 255, 165, 17, 2, 2, 35, 186, 252, 162, 27, 123, 255}, {255, 255, 255, 50, 3, 30, 157, 246, 255, 255, 255, 131, 12, 226}, {255, 255, 255, 166, 173, 255, 255, 255, 255, 255, 255, 215, 1, 153}, { 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 45, 92}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 75, 37}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 76, 2}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 76, 2}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 76, 2}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 54, 77}, { 129, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 149, 0, 188}, {23, 239, 255, 255, 255, 255, 255, 255, 255, 255, 178, 20, 83, 247}, {89, 37, 217, 247, 255, 255, 255, 244, 200, 113, 10, 55, 228, 255}, {231, 42, 1, 33, 61, 61, 61, 19, 2, 18, 95, 230, 255, 255}, {255, 246, 172, 112, 55, 77, 55, 85, 151, 231, 255, 255, 255, 255}}, {{0, 20}, {14, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{14, 20}, PlotRange->{{0, 14}, {0, 20}}]\) -> 3, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 232, 127, 0, 2, 136, 255, 255, 255, 255, 255, 255}, {255, 255, 242, 46, 3, 2, 3, 68, 223, 255, 255, 255, 255, 255}, {255, 195, 46, 3, 3, 2, 3, 3, 116, 255, 255, 255, 255, 255}, {255, 14, 3, 3, 3, 115, 40, 3, 15, 255, 255, 255, 255, 255}, {141, 0, 2, 11, 180, 251, 76, 11, 68, 255, 255, 255, 255, 255}, {142, 2, 3, 162, 255, 226, 116, 149, 217, 255, 217, 86, 161, 255}, {55, 2, 85, 242, 217, 173, 236, 255, 179, 157, 46, 3, 78, 255}, {30, 2, 46, 55, 18, 17, 117, 30, 6, 2, 3, 3, 3, 204}, {92, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 14, 255}, {217, 109, 21, 3, 28, 52, 3, 47, 84, 2, 3, 3, 140, 255}, {255, 255, 217, 199, 224, 248, 199, 242, 142, 2, 3, 3, 227, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 92, 2, 3, 128, 252, 255}, {255, 255, 255, 255, 255, 255, 255, 195, 14, 1, 8, 205, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 58, 3, 2, 84, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 58, 3, 24, 236, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 58, 3, 30, 255, 255, 255, 255}, { 255, 255, 255, 255, 255, 255, 255, 57, 2, 141, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 217, 21, 3, 142, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 242, 46, 3, 142, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 58, 3, 192, 255, 255, 255, 255}}, {{0, 20}, {14, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{14, 20}, PlotRange->{{0, 14}, {0, 20}}]\) -> 9, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 255, 255, 255, 246, 129, 5, 105, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 112, 2, 2, 134, 255, 255}, {255, 255, 255, 255, 255, 255, 227, 15, 2, 64, 240, 255, 255}, {255, 255, 255, 255, 255, 255, 153, 2, 2, 134, 255, 255, 255}, {255, 255, 255, 255, 255, 182, 1, 2, 2, 158, 255, 255, 255}, {255, 255, 255, 255, 255, 106, 1, 2, 119, 252, 255, 255, 255}, {255, 255, 255, 255, 178, 4, 1, 5, 213, 255, 255, 255, 255}, {255, 255, 255, 247, 56, 2, 6, 148, 255, 255, 255, 255, 255}, {255, 255, 251, 99, 2, 2, 34, 255, 255, 255, 255, 255, 255}, {255, 255, 195, 2, 2, 2, 178, 255, 255, 255, 255, 255, 255}, {255, 204, 10, 1, 1, 112, 250, 192, 111, 111, 135, 247, 255}, {255, 137, 2, 2, 2, 189, 116, 2, 2, 2, 2, 100, 249}, {209, 11, 2, 2, 35, 53, 1, 2, 2, 2, 2, 2, 233}, {94, 2, 2, 2, 2, 2, 0, 2, 64, 65, 2, 2, 233}, {89, 2, 2, 2, 2, 2, 46, 167, 240, 98, 2, 2, 233}, {59, 2, 2, 2, 2, 40, 231, 255, 220, 8, 2, 33, 241}, {2, 2, 2, 2, 39, 229, 248, 214, 33, 2, 4, 145, 255}, {17, 2, 2, 2, 32, 100, 44, 2, 2, 5, 139, 255, 255}, {89, 2, 2, 2, 2, 2, 1, 2, 2, 139, 255, 255, 255}, {233, 135, 11, 2, 2, 2, 15, 112, 203, 253, 255, 255, 255}}, {{0, 20}, {13, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{13, 20}, PlotRange->{{0, 13}, {0, 20}}]\) -> 6, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSK/4PB6zZLRvud /1HAXCYmJkaHL0giz+y4QGJMuQihp1ZMTFyR6YxMCQixLiYmpQv/HyOLzeVh cjv+/08TI1MNXEyaiWnv//93mBiFX8LFqtiYVr74k8jEiGTF/6VFHHKJTEzs u1Gct/8a0C2VqE7+H8DIyIgm5MvGxOSJKjSBA6iVSUp68sLXMKFdIJ+B/MbE pKg5EaJKjQkuBvSkmZnZUy+QRpu9e/fu2etqwcvExGFRXwgU4el9BjXmwPr1 O/7/ZwAqn4/mDA4mvkVoQv+PtX9CF/oPACEaEuw= "], {{0, 20}, {20, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{20, 20}, PlotRange->{{0, 20}, {0, 20}}]\) -> 2, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 255, 255, 255, 244, 163, 41, 2, 173, 255, 255}, {255, 255, 255, 255, 255, 255, 173, 82, 3, 2, 3, 12, 215, 255}, {255, 255, 255, 255, 234, 123, 2, 1, 2, 1, 2, 1, 104, 255}, {255, 255, 255, 234, 52, 2, 3, 2, 125, 104, 23, 2, 104, 255}, {255, 255, 234, 123, 2, 1, 42, 214, 255, 224, 22, 1, 164, 255}, {255, 255, 153, 2, 3, 83, 245, 255, 255, 204, 3, 22, 225, 255}, {255, 255, 52, 1, 22, 255, 255, 255, 255, 255, 214, 21, 103, 173}, {255, 255, 52, 2, 63, 255, 255, 255, 255, 234, 72, 2, 3, 52}, {255, 255, 72, 1, 2, 163, 224, 183, 103, 1, 2, 31, 133, 173}, {255, 255, 153, 2, 3, 2, 23, 2, 3, 22, 104, 235, 255, 255}, {255, 255, 255, 41, 2, 1, 2, 1, 83, 214, 255, 255, 255, 255}, {255, 255, 173, 2, 3, 2, 3, 42, 245, 255, 255, 255, 255, 255}, {255, 204, 22, 1, 2, 1, 2, 1, 184, 255, 255, 255, 255, 255}, {255, 22, 3, 2, 125, 124, 3, 2, 104, 255, 255, 255, 255, 255}, {153, 1, 2, 72, 255, 255, 52, 1, 2, 234, 255, 255, 255, 255}, {113, 2, 3, 72, 255, 255, 52, 2, 3, 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Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{20, 20}, PlotRange->{{0, 20}, {0, 20}}]\) -> 0, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxVjq0OwjAUhdtTBAkTCKgGCdi9ADzCajGQwOYIPwkhgJwF3YfY9CxoZofG Dgv6sl8Yt7lNv96e09OdLqw5GGPrerJZk+1wtZrsVC2B0W4zm6ajVtLNpKmo k82VHcQljiHStSzZ00/yLLCAKvUewKnyTbJDfrpojyiSQj5yNQeHLTkKPzN3 x/FZKE0jfdF+fK3uYRgqqKo7RRzx3wWEptf7xxya9up/bn81L4sjokCY1yKt wIAo7rB+lGXsoeGnP0MYrtZjA8LPw2fZOBpume3sQEjnnsEH0Vzjtw== "], {{0, 20}, {16, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{16, 20}, PlotRange->{{0, 16}, {0, 20}}]\) -> 3, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 231, 150, 107, 75, 36, 28, 76, 163, 255}, {255, 148, 17, 2, 2, 1, 20, 2, 2, 2, 215}, {82, 4, 21, 148, 232, 240, 244, 226, 2, 2, 180}, {121, 160, 251, 255, 255, 255, 255, 226, 2, 2, 237}, {255, 255, 255, 255, 255, 255, 255, 100, 2, 24, 255}, {255, 255, 255, 255, 255, 255, 230, 10, 1, 181, 255}, {255, 255, 255, 255, 255, 255, 94, 2, 26, 241, 255}, {255, 255, 255, 255, 255, 178, 4, 2, 143, 255, 255}, {255, 255, 255, 255, 255, 80, 2, 62, 241, 255, 255}, { 255, 255, 255, 255, 166, 1, 2, 166, 255, 255, 255}, {255, 255, 255, 214, 10, 0, 74, 250, 255, 255, 255}, {255, 255, 247, 43, 2, 35, 221, 255, 255, 255, 255}, {255, 255, 117, 2, 6, 180, 255, 255, 255, 255, 255}, {255, 244, 14, 2, 112, 255, 255, 255, 255, 255, 255}, {255, 85, 2, 51, 234, 255, 255, 255, 255, 255, 255}, {224, 14, 1, 129, 255, 255, 255, 255, 255, 255, 255}, {132, 2, 32, 244, 255, 255, 255, 255, 255, 255, 255}, {50, 2, 118, 255, 255, 255, 255, 255, 255, 255, 255}, {1, 2, 223, 255, 255, 255, 255, 255, 255, 255, 255}, { 45, 59, 249, 255, 255, 255, 255, 255, 255, 255, 255}}, {{0, 20}, {11, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{11, 20}, PlotRange->{{0, 11}, {0, 20}}]\) -> 7, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 255, 239, 26, 56, 239, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 122, 1, 1, 181, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 197, 45, 1, 1, 122, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 64, 1, 0, 1, 174, 255, 255, 255, 255, 255}, {255, 255, 255, 150, 2, 1, 1, 1, 208, 255, 255, 255, 255, 255}, {255, 255, 240, 56, 1, 49, 102, 1, 208, 255, 255, 255, 255, 255}, {255, 255, 97, 1, 12, 190, 125, 1, 208, 255, 255, 255, 255, 255}, {255, 219, 10, 1, 128, 255, 125, 1, 190, 255, 255, 255, 255, 255}, {255, 115, 1, 30, 229, 255, 125, 1, 150, 255, 255, 255, 255, 255}, {255, 89, 1, 130, 255, 255, 125, 1, 122, 255, 255, 255, 255, 255}, {255, 17, 10, 219, 255, 255, 125, 1, 122, 255, 255, 255, 255, 255}, {221, 9, 103, 255, 255, 236, 108, 1, 64, 94, 47, 47, 89, 245}, {185, 1, 80, 60, 52, 25, 1, 1, 1, 1, 1, 1, 19, 217}, {239, 22, 1, 1, 0, 1, 1, 1, 0, 1, 12, 63, 200, 255}, {255, 167, 29, 22, 15, 22, 4, 17, 149, 195, 221, 255, 255, 255}, {255, 255, 255, 255, 233, 235, 23, 40, 255, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 207, 1, 40, 255, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 241, 28, 40, 255, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 40, 40, 255, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 154, 99, 255, 255, 255, 255, 255, 255}}, {{0, 20}, {14, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{14, 20}, PlotRange->{{0, 14}, {0, 20}}]\) -> 4, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJIShiIRYD4Pyp4ehPB 3n0JTD0qM4IL3eKRA9NdzOxrYGJpzIJg2pyZeRFMLAi/mAMWMTmo0GsvhJj0 5///P1Xl5sozM3Nu+vjv//8WZmbmqf/3czJDAVPJx/9lYDF3JhhggNL8/5mY 4eqgtCAeMYHEruAgzeDg8lSQmCpYaiXIIY+B+CRIbAEbkFwBD4yPdsx8J//X 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255, 255, 255, 255, 255, 179, 156, 25, 1, 138, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 242, 38, 2, 146, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 69, 2, 125, 249, 255, 255, 255}, {255, 255, 255, 255, 255, 248, 140, 1, 28, 219, 255, 255, 255, 255}, { 255, 255, 255, 255, 255, 103, 2, 1, 194, 255, 255, 255, 255, 255}, {255, 255, 255, 250, 99, 1, 1, 141, 255, 255, 255, 255, 255, 255}, {176, 78, 255, 144, 2, 28, 194, 255, 255, 255, 255, 255, 255, 255}, {89, 2, 117, 14, 27, 212, 255, 255, 255, 255, 255, 255, 255, 255}, {21, 2, 1, 73, 242, 255, 255, 255, 255, 255, 255, 255, 255, 255}, {133, 2, 122, 224, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}, {{0, 20}, {14, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{14, 20}, PlotRange->{{0, 14}, {0, 20}}]\) -> 3, \!\(\* GraphicsBox[ TagBox[RasterBox[{{213, 24, 0, 57, 158, 255, 255, 255, 255, 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255, 255}}, {{0, 20}, {12, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{12, 20}, PlotRange->{{0, 12}, {0, 20}}]\) -> 8, \!\(\* GraphicsBox[ TagBox[RasterBox[{{254, 146, 22, 2, 2, 145, 240, 176, 146, 192, 255, 255, 255, 255, 255}, {130, 3, 3, 3, 3, 2, 33, 13, 3, 111, 255, 255, 255, 255, 255}, {34, 3, 3, 3, 3, 2, 3, 3, 3, 95, 250, 255, 255, 255, 255}, {65, 3, 87, 3, 3, 2, 3, 3, 3, 2, 96, 214, 255, 255, 255}, {172, 112, 203, 44, 3, 2, 3, 3, 3, 2, 3, 122, 255, 255, 255}, {255, 255, 58, 3, 3, 33, 76, 24, 3, 2, 3, 8, 121, 255, 255}, {254, 156, 13, 3, 3, 130, 255, 177, 3, 2, 3, 3, 3, 255, 255}, {254, 3, 3, 3, 87, 255, 255, 239, 147, 2, 3, 3, 3, 171, 255}, {254, 2, 2, 18, 193, 255, 255, 255, 255, 145, 2, 2, 2, 110, 255}, {213, 3, 3, 40, 255, 255, 255, 255, 255, 146, 3, 3, 3, 17, 225}, {111, 3, 3, 143, 255, 255, 255, 255, 255, 224, 28, 3, 3, 2, 220}, {111, 3, 3, 101, 255, 255, 255, 255, 255, 255, 38, 3, 3, 2, 220}, {110, 2, 2, 23, 208, 255, 255, 255, 255, 255, 37, 2, 2, 110, 255}, {111, 3, 3, 3, 147, 255, 255, 255, 255, 161, 8, 3, 3, 111, 255}, {130, 3, 3, 3, 44, 234, 255, 255, 255, 146, 3, 3, 3, 214, 255}, {254, 3, 3, 3, 3, 48, 235, 255, 255, 64, 3, 3, 3, 255, 255}, {254, 64, 2, 2, 2, 0, 2, 85, 2, 0, 2, 2, 64, 255, 255}, {255, 240, 75, 3, 3, 2, 3, 3, 3, 2, 3, 14, 178, 255, 255}, {255, 255, 234, 75, 3, 2, 3, 3, 3, 2, 14, 153, 255, 255, 255}, {255, 255, 255, 239, 65, 2, 3, 3, 3, 64, 178, 255, 255, 255, 255}}, {{0, 20}, {15, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{15, 20}, PlotRange->{{0, 15}, {0, 20}}]\) -> 0, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSIhYH4Pwx8yWJi 0vn0Hwm8s2NiZmZ+iSRyxpkZTWgdPzMzlwqy0EtuoIptcUhCX0yZmOwP/I9l 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116, 2, 2, 2, 2, 2, 190, 255}, {255, 137, 6, 2, 2, 2, 2, 190, 255}, {255, 255, 25, 2, 2, 2, 2, 190, 255}, {255, 255, 63, 2, 2, 2, 2, 47, 255}, { 255, 255, 189, 2, 2, 2, 2, 12, 174}, {255, 255, 251, 138, 4, 2, 2, 2, 43}, {255, 255, 255, 255, 116, 2, 2, 2, 117}}, {{0, 20}, {9, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{9, 20}, PlotRange->{{0, 9}, {0, 20}}]\) -> 1, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSIhYH4PwzoO075 BGF9gglZMzJK2zY2P/oNV/T/jhwjGBxACP3flWYBElL5jwz+btdjZGQ9hSz0 uxKk7CCSyAxHkIjGU7jAUS8WkEjqK4QaA4iFrUjaQOYosjKyXEII/Sl02f3+ qDOjEZJbwaAW1UYgOMWKLnRXiZGR/xaSwKc+WaAVkQiB+9OkGRkZGB0/Qri/ zs205wa5SqAHzL+2u4wF4kxZl5UggV4zHgifSSkcarClh20Eo2hGXeImuKkA CKwLzw== "], {{0, 20}, {19, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> 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255}, {255, 255, 255, 255, 132, 2, 55, 255, 255, 255, 255, 255, 255, 255}, {255, 255, 255, 197, 1, 9, 181, 255, 255, 255, 255, 255, 255, 255}, {255, 255, 219, 35, 2, 167, 255, 255, 255, 255, 255, 255, 255, 255}, {255, 255, 116, 2, 84, 242, 255, 255, 255, 255, 255, 255, 255, 255}, {255, 212, 21, 19, 211, 255, 255, 255, 255, 255, 255, 255, 255, 255}, {255, 87, 1, 48, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}, {246, 21, 1, 171, 255, 255, 255, 252, 210, 116, 158, 242, 255, 255}, {162, 2, 24, 255, 255, 255, 233, 136, 2, 2, 2, 43, 255, 255}, { 130, 2, 108, 255, 255, 255, 108, 1, 14, 155, 66, 2, 138, 255}, {47, 2, 139, 255, 255, 255, 24, 9, 176, 255, 238, 115, 15, 221}, {47, 2, 139, 255, 255, 118, 4, 181, 255, 255, 255, 87, 1, 163}, {161, 1, 127, 255, 255, 46, 106, 242, 236, 238, 147, 1, 97, 255}, {221, 16, 9, 175, 255, 47, 2, 42, 18, 26, 2, 23, 255, 255}, {255, 139, 0, 14, 70, 14, 2, 0, 2, 2, 2, 201, 255, 255}, {255, 255, 137, 2, 2, 2, 2, 1, 2, 27, 189, 251, 255, 255}, {255, 255, 252, 232, 148, 75, 108, 117, 191, 239, 255, 255, 255, 255}}, {{0, 20}, {14, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{14, 20}, PlotRange->{{0, 14}, {0, 20}}]\) -> 6, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 255, 255, 255, 141, 50, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 119, 2, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 119, 2, 188, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 119, 2, 249, 255, 255, 255}, {255, 68, 255, 255, 255, 255, 255, 118, 1, 176, 255, 255, 255}, {218, 21, 255, 255, 255, 255, 255, 119, 2, 176, 255, 255, 255}, {176, 21, 255, 255, 255, 255, 255, 119, 2, 243, 255, 255, 255}, {176, 9, 219, 255, 255, 255, 255, 94, 2, 255, 255, 255, 255}, {176, 0, 157, 252, 255, 255, 255, 40, 1, 255, 255, 255, 255}, {188, 1, 2, 69, 161, 215, 215, 34, 2, 191, 215, 215, 215}, {255, 104, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 62}, {255, 253, 175, 92, 80, 50, 2, 2, 2, 80, 104, 164, 247}, {255, 255, 255, 255, 255, 255, 209, 1, 56, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 137, 2, 117, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 137, 2, 158, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 90, 2, 158, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 59, 1, 212, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 60, 11, 239, 255, 255, 255, 255}, { 255, 255, 255, 255, 255, 244, 29, 127, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 247, 38, 138, 255, 255, 255, 255, 255}}, {{0, 20}, {13, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{13, 20}, PlotRange->{{0, 13}, {0, 20}}]\) -> 4, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxdjb0OgkAQhO/mLCysjKFVS6W9WqKVNdQWkKilAU0M0dKXoLflIaSGloeA 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255}, {255, 96, 2, 159, 246, 255, 255, 255, 255, 255, 184, 10, 25, 217, 255}, {255, 239, 157, 255, 255, 255, 255, 255, 255, 255, 255, 103, 1, 83, 246}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 188, 29, 1, 209}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 225, 90, 1, 120}, {255, 255, 255, 230, 249, 255, 255, 255, 255, 255, 255, 255, 120, 1, 120}, {255, 255, 217, 24, 51, 195, 255, 255, 255, 255, 255, 255, 82, 1, 120}, {255, 255, 120, 0, 29, 195, 255, 255, 255, 255, 255, 255, 120, 0, 81}, {255, 255, 164, 1, 20, 138, 246, 255, 255, 255, 255, 229, 48, 1, 164}, {255, 255, 255, 100, 2, 2, 44, 154, 255, 255, 230, 83, 2, 42, 243}, {255, 255, 255, 250, 183, 29, 2, 2, 20, 21, 15, 2, 18, 202, 255}, {255, 255, 255, 255, 255, 237, 107, 25, 1, 2, 2, 55, 197, 255, 255}}, {{0, 20}, {15, 0} }, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{15, 20}, PlotRange->{{0, 15}, {0, 20}}]\) -> 5, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 255, 233, 178, 131, 79, 0, 65, 149, 252, 255, 255}, {255, 255, 255, 255, 255, 121, 1, 1, 53, 91, 1, 1, 139, 255, 255}, {255, 255, 255, 255, 255, 222, 160, 229, 250, 253, 162, 1, 8, 235, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 252, 55, 1, 233, 255}, { 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 254, 97, 1, 233, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 250, 1, 51, 249, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 250, 1, 129, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 137, 1, 245, 255, 255}, { 255, 255, 255, 255, 255, 255, 255, 255, 255, 238, 6, 69, 251, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 142, 4, 215, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 218, 11, 59, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 255, 236, 47, 22, 239, 255, 255, 255, 255}, { 255, 255, 255, 255, 255, 255, 253, 175, 13, 194, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 255, 168, 1, 121, 255, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 187, 11, 1, 93, 192, 255, 255, 255, 255, 255}, {255, 255, 250, 166, 82, 9, 1, 1, 1, 3, 58, 201, 253, 255, 255}, {255, 176, 52, 1, 1, 13, 94, 130, 130, 90, 1, 1, 35, 136, 249}, {232, 23, 1, 1, 50, 219, 255, 255, 255, 251, 205, 118, 31, 4, 107}, {205, 1, 3, 53, 235, 255, 255, 255, 255, 255, 255, 255, 255, 117, 190}, {240, 29, 87, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}, {{0, 20}, {15, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{15, 20}, PlotRange->{{0, 15}, {0, 20}}]\) -> 2, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSK/6OCP5cUmeaj Cl3pZGZm9kUSuLQzmpOJmVlmNkLojC1QDVAsHqFLmQcoZF6mwzwZavI8RSYm 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2, 2, 59}, {54, 1, 2, 38, 113, 164, 118, 2, 2, 2, 2, 107}, {157, 0, 1, 1, 1, 1, 0, 1, 1, 1, 27, 255}, {255, 153, 26, 2, 2, 2, 1, 2, 2, 6, 160, 255}, {255, 255, 234, 174, 128, 128, 1, 2, 2, 66, 255, 255}, {255, 255, 255, 255, 255, 215, 1, 2, 18, 205, 255, 255}, {255, 255, 255, 255, 255, 131, 1, 2, 71, 255, 255, 255}, {255, 255, 255, 255, 178, 1, 0, 37, 209, 255, 255, 255}, {255, 255, 255, 247, 83, 2, 1, 76, 255, 255, 255, 255}, {255, 255, 255, 140, 2, 2, 38, 233, 255, 255, 255, 255}, {255, 255, 255, 89, 2, 2, 120, 255, 255, 255, 255, 255}, {255, 255, 255, 70, 2, 100, 255, 255, 255, 255, 255, 255}}, {{0, 20}, {12, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{12, 20}, PlotRange->{{0, 12}, {0, 20}}]\) -> 9, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 250, 128, 24, 61, 172, 255, 255, 255, 255, 255, 255}, {255, 255, 220, 52, 2, 2, 18, 18, 56, 249, 255, 202, 202, 255}, {255, 255, 31, 2, 27, 132, 237, 166, 8, 201, 242, 42, 19, 228}, {255, 164, 1, 13, 212, 255, 255, 205, 96, 255, 73, 2, 11, 222}, {255, 157, 1, 22, 255, 255, 255, 255, 255, 156, 7, 2, 135, 255}, {255, 217, 0, 9, 207, 255, 255, 255, 175, 1, 1, 122, 255, 255}, {255, 209, 1, 2, 29, 183, 160, 115, 23, 2, 2, 197, 255, 255}, {255, 187, 1, 2, 2, 2, 2, 1, 2, 2, 45, 215, 255, 255}, {255, 255, 236, 153, 44, 2, 2, 1, 28, 206, 246, 255, 255, 255}, {255, 255, 255, 255, 80, 2, 2, 47, 224, 255, 255, 255, 255, 255}, {255, 255, 255, 159, 31, 1, 1, 59, 255, 255, 255, 255, 255, 255}, { 255, 255, 250, 38, 2, 21, 7, 10, 177, 255, 255, 255, 255, 255}, {255, 255, 128, 2, 57, 249, 127, 1, 52, 255, 255, 255, 255, 255}, {255, 239, 9, 2, 170, 255, 210, 1, 19, 243, 255, 255, 255, 255}, {255, 120, 1, 55, 237, 255, 255, 77, 2, 140, 255, 255, 255, 255}, {230, 24, 0, 179, 255, 255, 255, 99, 1, 80, 255, 255, 255, 255}, {215, 2, 1, 216, 255, 255, 202, 16, 4, 169, 255, 255, 255, 255}, {243, 73, 1, 76, 176, 87, 20, 1, 22, 255, 255, 255, 255, 255}, {255, 172, 1, 2, 2, 2, 2, 48, 185, 255, 255, 255, 255, 255}, {255, 255, 174, 17, 2, 55, 137, 232, 255, 255, 255, 255, 255, 255}}, {{0, 20}, {14, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{14, 20}, PlotRange->{{0, 14}, {0, 20}}]\) -> 8, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 251, 186, 19, 1, 37, 243, 255, 255, 255, 255}, {255, 255, 255, 255, 119, 3, 3, 2, 3, 234, 255, 255, 255, 255}, {255, 255, 255, 203, 13, 3, 11, 19, 3, 137, 255, 255, 255, 255}, {255, 228, 129, 23, 3, 19, 144, 212, 3, 103, 255, 255, 255, 255}, {255, 149, 2, 3, 56, 189, 255, 212, 3, 68, 255, 255, 255, 255}, {244, 36, 1, 16, 238, 255, 255, 212, 2, 146, 255, 255, 237, 255}, {156, 3, 16, 187, 255, 255, 255, 226, 87, 241, 233, 127, 70, 255}, {86, 3, 53, 255, 255, 255, 255, 255, 255, 244, 88, 3, 5, 197}, {65, 3, 175, 255, 255, 255, 255, 244, 156, 44, 3, 3, 2, 166}, {73, 3, 210, 255, 255, 184, 149, 36, 3, 3, 3, 3, 2, 131}, {86, 2, 18, 28, 2, 2, 2, 0, 2, 5, 78, 2, 0, 192}, {122, 3, 2, 3, 3, 3, 3, 2, 66, 189, 191, 3, 16, 213}, {249, 103, 23, 24, 33, 129, 129, 146, 250, 255, 95, 3, 44, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 86, 3, 44, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 86, 3, 44, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 86, 2, 61, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 86, 3, 149, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 86, 3, 149, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 86, 3, 149, 255}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 129, 47, 193, 255}}, {{0, 20}, {14, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{14, 20}, PlotRange->{{0, 14}, {0, 20}}]\) -> 9, \!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJxTTMoPSmNiYGAo5gASQYnljkVFiZXBLECOU2VJahJISgSIhYD4PzLYb8pU 9gFFpJuJmTkeRcQCKnJlugEQXPn/v4MdIlLOD6SZmSWu/jdgBousY2JiYAIC Bp1SEIvj6n93ZmawGgjBPfc/WER/9q5dEJHA/2AR0Xf//zuBRUAskAjf1f/l rGCRbWBXsTExeIeCjbc/AHGWK8zQlndQhz4TRhgKAWCXAkXc4L5jh+oyhAo8 VYS5makGIrIb7lxmD4hIHIbIHoRIEUTk15SyMiZm86Sysq6fEBEAKK+w+A== "], {{0, 20}, {18, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, Interleaving -> None], Selectable->False], BaseStyle->"ImageGraphics", ImageSizeRaw->{18, 20}, PlotRange->{{0, 18}, {0, 20}}]\) -> 8, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 255, 255, 255, 255, 255, 253, 103, 0, 221}, {255, 255, 255, 255, 255, 255, 255, 255, 255, 168, 2, 2, 107}, {255, 255, 255, 255, 255, 255, 255, 255, 249, 47, 2, 2, 155}, {255, 255, 255, 255, 255, 255, 255, 255, 108, 2, 2, 2, 173}, {255, 255, 255, 255, 255, 255, 255, 246, 50, 2, 2, 74, 243}, {255, 255, 255, 255, 255, 255, 255, 186, 2, 2, 2, 218, 255}, {255, 255, 255, 255, 255, 255, 244, 94, 2, 2, 59, 242, 255}, {255, 255, 255, 255, 255, 255, 192, 2, 2, 2, 113, 255, 255}, {255, 255, 255, 255, 255, 255, 105, 2, 2, 59, 242, 255, 255}, {255, 255, 255, 255, 255, 183, 20, 2, 2, 173, 255, 255, 255}, {255, 255, 255, 255, 255, 75, 2, 2, 92, 243, 255, 255, 255}, {255, 255, 255, 255, 215, 18, 2, 2, 200, 255, 255, 255, 255}, {255, 255, 255, 241, 80, 2, 2, 24, 217, 255, 255, 255, 255}, {255, 255, 255, 168, 2, 2, 23, 194, 255, 255, 255, 255, 255}, {255, 255, 177, 14, 2, 2, 110, 255, 255, 255, 255, 255, 255}, {255, 242, 58, 2, 2, 100, 247, 255, 255, 255, 255, 255, 255}, {244, 71, 2, 2, 22, 212, 255, 255, 255, 255, 255, 255, 255}, {230, 2, 2, 2, 51, 255, 255, 255, 255, 255, 255, 255, 255}, {230, 2, 2, 2, 109, 255, 255, 255, 255, 255, 255, 255, 255}, {242, 50, 20, 146, 253, 255, 255, 255, 255, 255, 255, 255, 255}}, {{0, 20}, {13, 0}}, {0, 255}, ColorFunction->GrayLevel], BoxForm`ImageTag[ "Byte", ColorSpace -> Automatic, 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BaseStyle->"ImageGraphics", ImageSizeRaw->{12, 20}, PlotRange->{{0, 12}, {0, 20}}]\) -> 9, \!\(\* GraphicsBox[ TagBox[RasterBox[{{255, 255, 255, 255, 255, 255, 59, 23, 231, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 176, 11, 1, 171, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 255, 51, 2, 1, 149, 255, 255, 255, 255, 255}, {255, 255, 255, 255, 129, 4, 2, 71, 252, 255, 255, 255, 255, 255}, {255, 255, 255, 239, 20, 2, 2, 157, 255, 255, 255, 255, 255, 255}, {255, 255, 255, 152, 1, 1, 24, 217, 255, 255, 255, 255, 255, 255}, {255, 255, 227, 23, 2, 2, 144, 255, 255, 255, 255, 255, 255, 255}, {255, 255, 136, 2, 2, 45, 215, 255, 255, 255, 255, 255, 255, 255}, {255, 239, 39, 2, 2, 117, 255, 255, 255, 255, 255, 255, 255, 255}, {255, 157, 1, 2, 2, 236, 255, 255, 255, 255, 255, 255, 255, 255}, {255, 134, 0, 1, 103, 255, 255, 255, 227, 128, 46, 77, 121, 246}, {176, 11, 1, 19, 243, 255, 255, 242, 90, 2, 2, 2, 1, 133}, {119, 2, 1, 52, 255, 255, 194, 31, 2, 2, 2, 2, 1, 120}, {81, 2, 24, 224, 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Out[1]=

Verwenden Sie den Klassifikator zur Erkennung unbekannter Ziffern.

In[2]:=

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Zeichnen Sie mithilfer der Zeichenwerkzeuge eine Ziffer und finden Sie heraus, ob diese richtig erkannt wird.

In[3]:=

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