(************** Content-type: application/mathematica ************** Mathematica-Compatible Notebook This notebook can be used with any Mathematica-compatible application, such as Mathematica, MathReader or Publicon. The data for the notebook starts with the line containing stars above. To get the notebook into a Mathematica-compatible application, do one of the following: * Save the data starting with the line of stars above into a file with a name ending in .nb, then open the file inside the application; * Copy the data starting with the line of stars above to the clipboard, then use the Paste menu command inside the application. Data for notebooks contains only printable 7-bit ASCII and can be sent directly in email or through ftp in text mode. Newlines can be CR, LF or CRLF (Unix, Macintosh or MS-DOS style). NOTE: If you modify the data for this notebook not in a Mathematica- compatible application, you must delete the line below containing the word CacheID, otherwise Mathematica-compatible applications may try to use invalid cache data. For more information on notebooks and Mathematica-compatible applications, contact Wolfram Research: web: http://www.wolfram.com email: info@wolfram.com phone: +1-217-398-0700 (U.S.) Notebook reader applications are available free of charge from Wolfram Research. *******************************************************************) (*CacheID: 232*) (*NotebookFileLineBreakTest NotebookFileLineBreakTest*) (*NotebookOptionsPosition[ 256388, 9258]*) (*NotebookOutlinePosition[ 257247, 9289]*) (* CellTagsIndexPosition[ 257203, 9285]*) (*WindowFrame->Normal*) Notebook[{ Cell[TextData[{ StyleBox[" ", FontFamily->"Times", FontSize->10], StyleBox["from", FontFamily->"Times", FontSize->10, FontSlant->"Italic", FontColor->GrayLevel[0.333318]], StyleBox[" \n Exploring Neural Networks with ", FontFamily->"Times", FontSize->10, FontColor->GrayLevel[0.333318]], StyleBox["Mathematica", FontFamily->"Times", FontSize->10, FontSlant->"Italic", FontColor->GrayLevel[0.333318]], StyleBox["\[Trademark] \n \[Copyright] Jacques J. Vidal, 1990", FontFamily->"Times", FontSize->10, FontColor->GrayLevel[0.333318]], StyleBox["", FontFamily->"Times"] }], "Subtitle", TextAlignment->Left, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[TextData[{ StyleBox["Multi-layered Feedforward Networks - Backpropagation", FontFamily->"Times", FontColor->GrayLevel[0.333333]], StyleBox["", FontFamily->"Times"] }], "Subsection", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ We will look at the backpropagation algorithm in the context of feedforward, \ layered networks (Figure 1), which have found broad applications in the \ literature. These networks have one layer of input ports, the points of \ application of the input vectors. From each input port, connections radiate \ toward the next level, the first \"hidden\" layer of intermediate units. \ Units are continuous valued, typically with a superSigmoid transfer \ function. There can be one or several hidden layers. Finally, the output layer contains the units that are considered outputs. \ To apply the backpropagation algorithm, which is a supervised learning rule, \ a training set of inputs must be given along with the corresponding \ \"desired outputs\". The algorithm is a generalization of the Widrow-Hoff \ procedure. Observed errors serve to determine the direction of successive \ corrections to the weights. However, since weights affect hidden units, \ error measures must be propagated backward to find the correcting terms for \ the hidden units. \ \>", "Text", ImageRegion->{{0, 1}, {0, 1}}], Cell[GraphicsData["PostScript", "\<\ %! %%Creator: Mathematica MathPictureStart % Start of picture % Scaling calculations 0 1 0 1 [ [ 0.000000 0.000000 0 0 ] [ 1.000000 0.764535 0 0 ] ] MathScale % Start of Graphics 0 setgray 0 setlinewidth gsave 0.000000 0.000000 translate 1.000000 0.764535 scale 1 string 344 263 2 [344 0 0 263 0 0] { currentfile 1 index readhexstring pop } false 3 colorimage FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFC0FFFFFFFC0000FC0FFFFC0000FC0FFF03FFFF FFFFFFFC0000FFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFFFFFFFFFFFF000000 000FFFFC0000FC0FFFFFFFC0FFFFFFFFFFC0000FFFFFF03FFFFFFFFFFFC0 000FFFFFFFFF00003F03FFFFFFFFC0FFFFFFFFF03FFFFFC0000FFFFFFFC0 000FC0FFF03FFFFFFFFFF00003F03FFFF03FFFFFFFFFF03FFFFFFFFC0FFF FFF00003FFFFFFFFC003FFFFFFF03FFFF03FFFFFFFFC0000FFFFFF03FFFF FFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFC0FFFFFF03FFFF000FFF03FFFF000FFF03FFFF FFFFFF03FFFF03FFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFF03FFFF000FFFFFFFC0FFFFFFFFF03FFFF03FFFF03FFFFFFFFFF03F FFF03FFFFFC0FFFFC003FFFFFFFFC0FFFFFFFC003FFFF03FFFF03FFFF03F FFF000FFF03FFFFFFFFC0FFFFC003FFFF03FFFFFFFFFF03FFFFFFF000FFF FC0FFFFC0FFFFFF03FFC0FFFFFF03FFFF03FFFFFFF03FFFF03FFFF03FFFF FFFFC0FFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFC0FFFFC0FFFFFFFC0FFF03FFFFFC0FFF03FFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFF03FFFFFC0FFFFFF03F03FFFFFC0FFFFFFFFFFFF03FFFFFFFFC0FFF FFFFFFFFF03FFFFFFF03FFFFFFFFC0FFFFFFFC003FFC0FFFFFFFFFFFF03F FFFFC0FFF03FFFFFFFFC0FFFFFF03FFFF03FFFFFFFFFF03FFFFFFF000FFF 03FFFFFFFFFFFFF03FFFFFFFFFF03FFFF03FFFFFC0FFFFFFFC0FFF03FFFF FFFFC0FFFFC0FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFC0FFFFC0FFFFFFFC0FFF03FFFFFC0FFF03FFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFF03FFFFFC0FFFFFF03F03FFFFFC0FFFFFFFFFFFF03FFFFFFFFC0FFF FFFFFFFFF03FFFFFFF03FFFFFFFFC0FFFFFF03F03FFC0FFFFFFFFFFFF03F FFFFC0FFF03FFFFFFFFC0FFFFFF03FFFF03FFFFFFFFFF03FFFFFC0FC0FFF 03FFFFFFFFFFFFF03FFFFFFFFC0FC0FC0FC0FFFFC0FFFFFFFC0FFF03FFFF FFFFC003F03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFC0FFFFC0FFFFFFFC0FFF03FFFFFC0FFF03FFFF FFFFC0000000000FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFC0FFFFC0FFFFC0FFFFC0FFFFC0000000000FFF03FFFFFFFFC0000 000000FFF03FFFFFFF03FFFFFFFFC0FFFFC0FFF03FFC0000000000FFF03F FFFFC0FFF03FFFFFFFFFF03FFFF03FFFF03FFFFFFFFFF03FFFF03FFC0FFF 00000000003FFFF03FFFFFFFFC0FC0FC0FC0FFFFC0FFFFFFFC0FFF03FFFF FFFFC0FC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF00000003FFFFFC0FFFFC0FFFFFFFC0FFF03FFFFFC0FFF03FFFF FFFFC0FFFFFFFC0FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFF000000FFFFC0FFFFC0FFFFC0FFFFFFFC0FFF03FFFFFFFFC0FFF FFFFC0FFF03FFFFFFF03FFFFFFFFC0FFFFC0FFF03FFC0FFFFFFFC0FFF03F FFFFC0FFF03FFFFFFFFFFFC000003FFFF03FFFFFFFFFF03FFFF03FFC0FFF 03FFFFFFF03FFFF03FFFFFFFFC0FFF03FFC0FFFFC0FFFFFFFC0FFF03FFFF FFFFC0FFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFC0FFFFFF03FFFF000FFF03FFFFFC0FFF000FFF FC0FFF03FFFF03FFFFFFFFFFFFFFC0FFFFFFFC0FFFFFFFFFFFFFFF03FFFF FFFFFF03FFFFFC0FFF03FFFFFFF03FFFF03FFFF03FFFF000FFFFC0FFF03F FFF03FFFFFC0FFFFC003FFFFFFFFC0FFF03FFFF03FFFF03FFFF03FFFF03F FFFFC0FFF000FFFFC0FC0FFFFFF03FFFF03FFFFFFFFFF03FFC0FFFFC0FFF FC0FFFFC0FFFFFF03FFFFFFF03FFFF03FFFF03FFFF03FFFF03FFFF000FFF FC0FC0FFFFC0FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFF000FFFFFFFC0000FC0FFF03FFFFFC0FFF03F000 03FFFFFC0000FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFC000003FFFF03FFFFFFF03FFFFFC0000FFFFFF03F00003FFFFFC0 000FFFFFFFFF00003F03FFFFFFFFC0FC0FFFFFF03FFFFFC0000FFFFFF03F FFFFC0FFF03F00003FFFF000000FFFFFF03FFFFFFFFFF03F03FFFFFC0FFF FFF00003FFFFFC000003FFFF03FFFF03FFFF03FFFFFC0000FFFFFF03F000 03FFC0FFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFF03FFFFFFFFC0FC0FFFFFF03FFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFF03F03FFFFFC0FFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFF03FFFFFFFFC003FFFFFFF03FFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFF000FFFFFFFC0FFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF000000000FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFF03FFFFFFFFC003FFFFFFF03FFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFF000FFFFFFFC0FFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFFF03FFFFFC0000FFFFFFFFF000FFFFFFFC0FFFFC0FFF FFFFFF00003FFFFFC0FFFFFFFFF03FFFFFFF03FFFFFFFFFF03FFFF03FFFF FC0FFF03F00003FFFFFFF00003F03FFFFFC003FFFFFC000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFC003FFFF03FFFF03FFFFFC0FFF03FFFFFC0FFFFC0FFF FFFFC0FFFFC0FFFFC0FFFFFFFFF03FFFFFC0FFFFFFFFFFFF03FFFF03FFFF FC0FFF000FFFFC0FFFFC0FFFFC003FFFF03FFC0FFF03FFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFC003FFC0FFFFFFFFFFFFFC0FFFFFFFFFFC0FFFFC0FFF FFF03FFFFFFF03FFC0FFFFFFFFF03FFFF03FFFFFFFFFFFFF03FFFF03FFFF FC0FFF03FFFFFFF03FFC0FFFFFF03FFFF03FFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFF03F03FFC0FFFFFFFFFFFFFC0FFFFFFFFF03F03F03F03F FFF03FFFFFFF03FFC0FFFFFFFFF000FC0FFFFFFFFFFFFFFF03FFFF03FFFF FC0FFF03FFFFFFF03FFC0FFFFFF03FFFF03FFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFC0FFF03FFC0000000000FFFFC0FFFFFFFFF03F03F03F03F FFF03FFFFFFF03FFC0FFFFFFFFF03F03FFFFFFFFFFFFFFFF03FFFF03FFFF FC0FFF03FFFFFFF03FFC0FFFFFF03FFFF03FFFFFFFFC000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFC0FFF03FFC0FFFFFFFC0FFFFC0FFFFFFFFF03FFC0FFF03F FFF03FFFFFFF03FFC0FFFFFFFFF03FFC0FFFFFFFFFFFFFFF03FFFF03FFFF FC0FFF03FFFFFFF03FFC0FFFFFF03FFFF03FFFFFFF03FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFF03FFFF03FFFF03FFFF03FFFFFC0FFFFFFFC0FFFFC0FFFFC0 FFFFC0FFFFC0FFFFC003FFFF03F03FFFF03FFFFFFFFFFFFF03FFFF000FFF FC0FFF000FFFFC0FFFFC0FFFFFF03FFFF03FFFFFFF03FFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FC0FFFFFF03FFFFFC0000FFFFFF000000FFFFC0FFFFC0FFFFC0 FFFFFF00003FFFFFC0FC0000FFF03FFFFFC0FFFFFFFFFFFF03FFFF03F000 03FFFF03F00003FFFFFC0FFFFFF03FFC000003FFFFFC000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FC0FFFFFF03FFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC003FFFFFFF03FFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFC003FFFFFFF03FFFFFFFFFFFFFFFFFC0FC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFF00003FFFFFC0FFFFFFFFFFFF000FFFFFF000000 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFC0FFFFC0FFFFC0FFFFFFFFFFC0FFF03FFC0FFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFF03FFFFFFF03FFC0FFFFFFFFFFC0FFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFF03FFFFFFF03FFC0FFFFFFFFFFC0FFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0000000FFFFFF03FFFFFFF03FFC0FFFFFFFFFFC0FFFFFFFFF000000 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000000000000000000000000000000000 000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFC000000000000000000000000000000000003FFFF FFFFFFFFFFFFFC000000000000000000000000000000000003FFFFFFFFFF FFFFFFFFF000000000000000000000000000000000000FFFFFFFFFFFFFFF FFFFC0FFFFFF03FFFF03FFFFFFF03FFC0FFFFFFFFFFC0FFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFF000000000000000000000000000000000000 FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFC0FFFFC0FFFFC003FFFF03FFC0FFFFFFFC0FFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000000000000000000000 00000000003FFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFFF00003FFFFFC0FC0000FFF000000FFFFFF000000 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF03FFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFC0FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFC0000000FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFF03FFFFFC0FFF03F00003FFFFFFF00003F03FFFFFC0 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFF03FFFFFC0FFF000FFFFC0FFFFC0FFFFC003FFFF03F FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFF FFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFF03FFFFFC0FFF03FFFFFFF03FFC0FFFFFF03FFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFC0FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFF03FFFFFC0FFF03FFFFFFF03FFC0FFFFFF03FFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFC003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFF000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFF03FFFFFC0FFF03FFFFFFF03FFC0FFFFFF03FFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF000 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFC003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFF000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFF000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFF00003FFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFF03FFFFFC0FFF03FFFFFFF03FFC0FFFFFF03FFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFF000000FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000000003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000000FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000000000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC000000003FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFF000FFFFC0FFF000FFFFC0FFFFC0FFFFFF03FFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFF03F00003FFFF03F00003FFFFFC0FFFFFF03FFC0000 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FC0000 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003F03FFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003F000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F03FFC0 00003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FC0FC003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF00003FFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF FC0000000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003F000FC0000 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FC003FFC003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC003FFFF03F03FFFF03FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFC000003F03FFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF FFF00003F00003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FC0FFF03FFFF 000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFC0FC0FFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFC0FFF03FFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC003F03FFC0FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF000000000FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFC000003FFC0000FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FC0FFFFC003F FFF00003FFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFC0FFF03FFFF000FFFFFF FFFFFFFFFFFFFFFFFFFFF03FFFFFFF03FFFF03FFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFC003FFC0FFFFC0FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFC0000000000FFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFC0FC003FFFF00003FFFFFFFFFFFFFFFFFFFFFFFC0FFF03FFFFFC0 FFFFFFFC003FFFFFFFFFFFFFFFFFFFFFF03FFFFFC0FFFFC0FFFFFF000FFF FFFFFFFFFFFFFFFFFF000FFFFFFFC0FFFFFF03FFFFFFFFC0FFFFFFFFFFFF FFFFFFFFF00003FFC003FFFF03FFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF00003F000FFF03FFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFF03FFC003FFFFFC0000FFFFFFFFFFFFFFFFFFFC0FFFFC0FFFFFF 03FFFFFFFFC003FFFFFFFFFFFFFFFFFFF03FFFFFC0FFFFFF03FFFFFFF000 FFFFFFFFFFFFFFFFC0FFFFFFFFFFC0FFFFFF03FFFFFFFFFF03FFFFFFFFFF FFFFFF000FFFFFF03FFFFFFF03FFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FC0000FFF000FFF000FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFC003FFC003FFFFFFF00003FFFFFFFFFFFFFFC0FFFFC0FFFFFF FC003FFFFFFFFC0000FFFFFFFFFFFFFC0FFFFFFFC0FFFFFFFC0FFFFFFFFF 000FFFFFFFFFFC003FFFFFFFFFF03FFFFFFF03FFFFFFFFFFFC003FFFFFFF FFF000FFFFFF000FFFFFFFC0FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF000 03FFFF000FFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFC0FFFFC003FFFFFFFFC0000FFFFFFFFFFC0FFFFFF03FFFF FFFFC0FFFFFFFFFFFF000FFFFFFFFF03FFFFFFFFC0FFFFFFFC0FFFFFFFFF FFF03FFFFFFF03FFFFFFFFFFFC0FFFFFFFFF03FFFFFFFFFFFFFFC0FFFFC0 000FFFFFFFC0FFFFFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFFFC0000FFF FFF000FFFFFF03FFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFF03FFFFFC003FFFFFFFFFF000FFFFFFFC0FFFFFFFC0FFF FFFFFF000FFFFFFFFFFFF00003FFC0FFFFFFFFFFC0FFFFFFFFF03FFFFFFF FFFFC003F000FFFFFFFFFFFFFC0FFFFFFFFF03FFFFFFFFFFFFFFFF00003F FFFFFFFC003FFFFFFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFF00003FFFFFFF 000FFFFFF000FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFF03FFFFFFFFFFFC003FFFFFC003FFFFFFFFFF00003FFC0FFFFFFFFF03F FFFFFFFFF03FFFFFFFFFFFFFFC003FFFFFFFFFFFC0FFFFFFFFFFC0FFFFFF FFFFFFFC003FFFFFFFFFFFFF03FFFFFFFFFF03FFFFFFFFFFFFFFC0000FFF FFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFC0FFFFFF000000FFFFFFFC0000 FFFFFFFC0FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFF03FFFFFFFFFFFFFFC0FFFFFFFC0000FFFFFFFFFFC0000FFFFFFFFF03F FFFFFFFFFFC003FFFFFFFFFFFFF000000FFFFFFFC0FFFFFFFFFFFF03FFFF FFFFC003FFC003FFFFFFFFC0FFFFFFFFFFFF03FFFFFFFFFF00003FFFF03F FFFFC0FFFFFFFFFFFF03FFFFFFFFFFFFFFFF000000FFFFFFFFFFC003FFFF FFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFF03FFFFFFFFFF000FFFFFFFFFFC000003FFFFFC0 FFFFFFFFFFFFFC0FFFFFFFFFFC0FFFFFF000FFFFC0FFFFFFFFFFFFFC0FFF FFF03FFFFFFFFC003FFFF03FFFFFFFFFFFFF03FFFFFFF000FFFFFFFFFFC0 FC003FFFFFFFFFFFFF03FFFFFFFFFFFFF00003FFFFFFFFFFFC003FFFFFFF FFF000FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFC003FFFFFFFFFF000FFFFFFFC0FFFFC0000FFF 03FFFFFFFFFFFFF000FFFFFF03FFFFFFFFFF000000FFFFFFFFFFFFFFF03F 000FFFFFFFFFFFFFC0FFF03FFFFFFFFFFFFF03FFFF000FFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFC0FFFFFFFFFFC0000FFFFC0FFFFFFFC003FFFFFFFFFF FC0FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF000FFFFC0FFFFFFFFF000 000FFFFFFFFFFFFFFF03FFC0FFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF000 FFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFF000 FC0FFFFFFFFFFFFFC0FFFFFF00003FFFFFFFFC0FFFFC003FFFFFFFFFFFFF 03FFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFC0FFFFFFFFFFC0000FFFFFFFC0FFFFFFFC0000 FC0FFF03FFFFFC0FFFFFF000FFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF000FC0FFFFFFFFFFFF FC0000FFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFC0FC0000FFFFFFFC0FC0 FFFFFFFFFFFFFFFFFF03F000FFFFFFFFFFC003FFFFFFFFFFFFFFFFFC0FFF FFF03FFFFFFFFFF03FFC0000FFFFFFFFFFFFFC000003FFFFFFFFFFFFF000 FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFC0FFFFFFFFF03FFFF03FFFFFC0FFFFFF03FFFF 000FFF03FFFFFC0FFFFC0FFF03FFC0FFFFFF03FFFFFFFFFF00003FFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF000FFFFFFFFFFFF FFF03F00003FFFFFFFFFF000FFFFFFFFFFFFFFFFC0FFFFFF000FC003FFFF 03FFFFFFFFFFFFFFFF03FFFF000FFFFC003F03FFFFFFFFFFFFFFFF03FFFF FFFFC003FFFFFC000003FFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFC0FFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFC0FFFFFFFC0FFFFFFFFFFFFFC0FFFFC0FFFFFF FC0FFF03FFFFFC000000000000000000000000000000000000000000003F FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFC0000FFFFFFFFF FFFFC0FFFFC0000FFFFC0FFF03FFFFFFFFFFFFFFC0FFFFFFFFF000FFFFFF FC0FFFFFFFFFFFFFC0FFFFFFFFF00003FFFF03FFFFFFFFFFFFF000FFFFFF FFFFFFFC0FC0000FFFFFFFFFFFFFFFFFF000FFF03FFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03F03F03F03FFFFFC0FFFFFFFFFFFFFC0FFFFC0FFFFFF FC0FFF03FFFFFC0FFFFC0FFFFFFFFFFFFFFF03FFFFFFFFFF000000000000 03FFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFC0FFF000FFFFFF FFFFC0FFFFFFFFF00003FFFFFC003FFFFFFFFFFFC0FFFFFF000FFF00003F FFF03FFFFFFFFFF03FFFFFFF000FFF000FFF03FFFFFFFFFFFC0FFFFFFFFF FFFFFF00003F03FFFFFFFFFFFFFFFF000FFFFFF03FFFFFFFFFF000FFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03F03F03F03FFFFFC0000000000FFFFC0FFFFC0FFFFFF FC0FFF03FFFFFC0FFFFC0FFFFFFFFF000000FFFFFFFFFFFF000000000FFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFC0FFFFFF000FFF FFFFFF03FFFFFFFFC0FC003FFFFFC0FFFFFFFFFFC0FFFFC0FFFFFFFFFFC0 03FFC0FFFFFFFFF03FFFF000FFFFFFFFF03F03FFFFFFFFC003FFFFFFFFFF 000000FFFFC0FFFFFFFFFFFFFFF000FFFFFFFFFFC0FFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03F03F03F03FFFFFC0FFFFFFFC0FFFFC0FFFFC0FFFFFF FC0FFF03FFFFFC0FFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFF000FFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFFFFFF000 FFFFFFFC0FFFFFF03FFFFFC0000FFF000FFFFFFFC0FC003FFFFFFFFFFFFF FC000003FFFFFC0FC0000FFFFFFFFFFFFFC003FFFFFFF03FFFFFFFFC0000 FFFFFFFFFFC003FFFFFFFFFF000FFFFFFFFFFFFFC0FFFFFF03FFFFFFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFC0FFFFC0FFFFFF03FFFF03FFFFFC0FFFFFF03FFFF 000FFF000FFFFC0FFFFC0FFFFFFFC0FFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF000FFFFC0FFFFFFFFFFFF 000FFFFFF03FFC0FFFFFFFFFFFF00003F03FFFFFC003FFFFFFFFFFFFFFFF FFFFFF000FFF00003FFFFFFFFFFFFFFFFFFF00003F000FFFFFF00003FFFF FFFFFFFFF03FFC0FFFFC0000FFFFFFFFFFFFFFFFFF03F000FFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFC0FFFFC0FFFFFFFC0000FFFFFF000FFFFFFFC0000 FC0FFF03F00003FFFF000000FFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFC0FFFFFFFFFFFF FFF000FFF03FFC0FFFFFFFFFFFFFFFFC000003F000FFFFFFFFFFFFFFFFFF FFFFFFFC000003FFFFFFFFFFFFFFFFFFFFFF03FFC003FFC0000FFFFFFFFF FFFFFFFFF03FFFF00003FFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFC0FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0FC0FFFFFFFFFFFF FFFFFF000FC003FFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFF FFFFFFFC0000FC003FFFFFFFFFFFFFFFFFFF03F03F00003FFFFFFFFFFFFF FFFFFFFC0FFFFC0000FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFF FFFFFFFFF00003FFFFFFFFFFFFFFFFFFFFC003F000000FFFFFFFFFFFFFFF FFF00003F000FFFFC0000FFFFFFFFFFFFFFF000000FFFFC0FFFFFFFFFFFF FFFFFF03FFC003FFFF000FFFFFFFFFFFFFFFFFF000FC0FFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF FFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFF FFFFFFFFF03F000FFFFFFFFFFFFFFFFC003FFFFFC003F00003FFFFFFFFFF 000FFFFC0FFF03FFFFFFF000FFFFFFFFF00003FFFFFFFFFF000FFFFFFFFF FFFFFF00003FFFFFFFFFF03FFFFFFFFFFFFFFC0FFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0FC0FFFFFFFFF FFFFFFFC0FFFFC0000FFFFFFFFFFFF03FFFFFFFFC0FC0FFFFC0000FFF000 FFFFFFFC0FFFFC0FFFFFFFFF00000000003F03FFFFFFFFFFFFF000FFFFFF FFFFC003FFFFFFFFFFFFFFC0FFFFFFFFFFFF03FFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF000FFFFFF FFFFFFFC0FFFFFF03F000FFFFFF000FFFFFFFFFFC0FFF000FFFFC000003F FFFFFF03FFFFFFF03FFFFFC000000003FFFF03FFFFFFFFFFFFFFFF000FFF 000000FFFFFFFFFFFFFFFFFF03FFFFFFF000FFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF03FFFF FFFFFF03FFFFFFFFC0FFF000FC0FFFFFFFFFFFFFC0FFFFFF00003FFFFFC0 000FC0FFFFFFFFF03F00003FFFF000FC003F03FFFFFFFFFFFFFFFFFFF000 FFF03FFFFFFFFFFFFFFFFFFFFC0FFFFC0FFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFF FFFFC0FFFFFFFFFFC0FFFFC0000FFFFFFFFFFFFFC0FFFFC000003FFFFFFF FFF000FFFFFFFC0000FFFFFFFC0FFFFFFFC0000FFFFFFFFFFFFFFF000FFF 000FFFFFFFFFFFFFFFFFFFFFFFF03F03FFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF000 FFF03FFFFFFFFFFFFF03F03FFFF000FFFFFFFFFFC000003FFFFFC0FFFFFF FFF03F00000003FFFF03FFFF03FFFFFFFFFF03F000FFFFFFFFF000FFFFFF FC003FFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFC0FFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF 000FFFFFFFFFFFFFFF000FFFFFFFFF000FFFFFF000FFFFFFFFFFFF000FFF FC0FC0000FC0000FFFFC0000FFFFFFFFFFFF03FFFF00003F000FFFFFFFFF 03FFC003FFFFFFFFFFFFFFFFFC0FFF03FFFFFFFFFFFFFFC0FFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF FC0FFFFFFFFFFFFFC0FFF03FFFFFFFFFF000000FC0FFFFFFFFFFFFFFF03F 00003FFFFFFFFFF00000003FFFFFFFFFFFFF03FFFFFFF00003FFFFFFFFC0 FFFFFFFC003FFFFFFFFFFFFF03FFFFFC0FFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF 03F000FFFFFFFC003FFFF03FFFFFFFFC0000000FC0FFFFFFFFFFFFFC0000 03FFFFFFFFFFFFFFC0000000FFFFFFFFFFFF03FFC0000FFFFC0000FFFFC0 FFFFFFFFFFC003FFFFFFF000FFFFFFFFF000FFFFFFFFFFFF03FFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFC0 FFFFFF03FFFF03FFFFFFFFC0FFFFC003FFFFFFF000FFFFFFFFF00003FFC0 000FFFFFFFFFFFF03FFFFFFF00003FFFFFFF00003FFFFFFFFFFFFF00003F FFFFFFFFFFFFFC003FFC0FFFFFFFFFFFFFFF03FFFFFFFFFF03FFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFF03F FFFFFFFC0000FFFFFFFFFFFF00003FFFFFFFFFFFC0000000000FFFFFF03F FFF03FFFFFFFFC0FFFFFFFFF03FFC0000FC003FFFFFFFFFFFFFFFFFFF000 03FFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFC0FFFFFFFFFFC0FFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFC0FFFFFFFC0FFF FFFFFF000000FFFFFFFFF000000FFFFFFFFFFFFFC000000003FFFFFFF03F FFFFC003FFC003FFFFFFFFFFFC0FFFFC000003FFFFFFFFFFFFFFFFFC0FFF FC003FFFFFFFFFF000000FFFFFFFFFFFFFFFFFF03FFFFFFFFC0FFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFC0FFFFFFFC0FFF FFFFC0FFFFFF03FFFF000FFFFC0FFFFFFFFF000000FFFFFFFC003FFC0FFF FFFFFFFC003FFFFFFFFFFFFFFFF00003FFFF000000FFFFFFFFFFFF03FFFF FFFFC0000FFFFC0FFFFFF000FFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFFFFFF FFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFC0FFFFFF03FFFF FC003FFFFFFFFC0000FFFFFFFFF03FFC0000FFFFC0FFFFFFFFFFC003FFFF FFFFFF000000FFFFFFFFFFFF000000FFFFFF03FFFF00003FFFFFFF03FFFF FFFFFFFFF00003FFFFFFFFFF000FFFFFFFFFFFFFFF03FFFFFFF03FFFFFFF FFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFC0FFFFC0FFFFFF 03FFFFFFFFC0000000FFFFFFFFF00003FFFFFFFFC0FFFFFFFFFFC0FC003F FFFFC0FFFFFF03FFFFFFF000FFFFFF03FFFF03FFFFFFFFC003FFC0FFFFFF FFFFFFFFF000000FFFFFFFFFFFF000FFFFFFFFFFFFFC0FFFFFF03FFFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFC0FFF03FFFF000 FFFFFFFC003FFFFFFF03FFC0000FC0FFFFFFFFFFC0FFFFFFFFFFC0FFFFC0 00003FFFFFFFFC003F000FFFFFFFFFFC0FFF03FFFFFFFFFFFC0000FFFFFF FFFFFFFC0FFFFFF00003FFFFFFFFFF03FFFFFFFFFFFFF03FFFF03FFFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFC0FC0FFFFC0FFF FFFFC003FFFFFFFFFF00003FFFFFFF03FFFFFFFFC0FFFFFFFFF03FFFFFFF 00003FFFFFFFFFF000FFFFFFFFFFFFFFF03F03FFFFFFFFFFFFF03F00003F FFFFFF03FFFFFFFFFFFC003FFFFFFFFC003FFFFFFFFFFFC0FFFFC0FFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFC0000000000FFF03FFFF 00003FFFFFFFFC0000FFF000FFFFFFFC0FFF000000000000FC0FFFFFFFC0 FFFFC003FFFF000FFF03FFFFFFFFFF000000000000FFFFFFFC0FFFFFFFC0 000000FFFFFFFFFFFFFFFFC0000FFFFFFFC003FFFFFC000000000003FFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F00003FFFFFFFFFF000FFF000 FFFFFFFFF00003FFFFFFFFFF03FFFFFFF000FFFFFFFFFFFF000FFFFC003F FFFFFFFC0000FFFFFFFC003FFC0000FFFFFFFFFFFF000FFFFC0FFFFFFFFF FC000003FFFFFFFFFFFFFFFFFFF000FFFFFFFC0FC003FFFFFFFFFFFC003F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF000FFF FFFFC0000FFFFFFFFFFFFFFFFC0FFF000FFFFFFFFFFFFFFFFFF03F03FFFF FFFFC0000FC003FFFFFFFFC003FFFFFFFFFFFFFFFFFFF03F03FFFFFFFFFF 03FFFFFC0000FFFFFFFFFFFFFFFFFF00003FFC003FFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F03FFFFFFFFFFFFFFFFFFF03F FC003FFFFFFFFFFFFFFFFFFFFFF03F03FFFFFFFFFFFFFFFFFFFFC0FFFFFF FC003FFFFFFFFC003FFFFFC003FFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF000 FFFFFFFFFFFF00003FFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFC0 03FFFFFFFFFFFFFFC003F03FFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFC0FFF FFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF03F03F FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF03FFFF FFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF FFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0000FFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFC0FFFFFFFC0000FC0FFFFFF00003F03FFFFFC0000 FFFFFF03FFFFFC0FFFFFFFFFFFF000000FFFFFF03FFFFFC0FFFFC0FFFFFF FC003FFFFFC000003FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFC0FFFFFFFC0000FC0 FFFFFF00003F03FFFFFC0000FFF000000000FC0FC0000FC0FFFFFFFC0FFF FFFFFFFC0000FFFFFF03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFC0FFFFFF03FFFF000FFFFC0FFFFC003FFFF03FFFF 03FFFF03FFFFFC0FFFFFFFFFFC0FFFFFF03FFFF03FFFFFC0FFFFC0FFFFFF 03FFC000003FFFFFC0FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFC0FFFFFF03FFFF000 FFFFC0FFFFC003FFFF03FFFF03F03F03FFFFFC003FFFF000FFFFFFFC0FFF FFFFFF03FFFF03FFFF03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFC0FFFFC0FFFFFFFC0FFF03FFFFFFF03FFC0FFFFFF FFFFFF03FFFFFC0FFFFFFFFF03FFFFFFFFC0FFF03FFFFFC0FFFFC0FFFFFF 03FFFF000000000000FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFC0FFFFC0FFFFFFFC0 FFF03FFFFFFF03FFC0FFFFFFFFF03F03FFFFFC003FFFFFC0FFFFFF03F03F FFFFC0FFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFC0FFFFC0FFFFFFFC0FFF03FFFFFFF03FFC0FFFFFF FFFFFF03FFFFFC0FFFFFFFFF03FFFFFC0000000000000000000000000000 00000000000000000003FFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFC0FFFFC0FFFFFFFC0 FFF03FFFFFFF03FFC0FFFFFFFFF03F03FFFFFC003FFFFFC0FFFFFF03F03F FFFFC0FFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFC0FFFFC0FFFFFFFC0FFF03FFFFFFF03FFC0000000 000FFF03FFFFFC0FFFFFFFFF03FFFFFFFFC0FFF03FFFFFC0FFFFC0FFFFFF 03FFFF00000000003FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFC0FFFFC0FFFFFFFC0 FFF03FFFFFFF03FFC000000000003F03FFFFFC0FC0FFFFC0FFFFC0FFFFC0 FFFFC0000000000FFF03FFFFFFFFFFFFFFFF FFFFC0000000000FFFFC0FFFFC0FFFFFFFC0FFF03FFFFFFF03FFC0FFFFFF FC0FFF03FFFFFC0FFFFFFFFF03FFFFFFFFC0FFF03FFFFFC0FFFFC0FFFFFF 03FFFF00003FFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFC0000000000FFFFC0FFFFC0FFFFFFFC0 FFF03FFFFFFF03FFC0FFFFFFFC003F03FFFFFC0FFF000000FFFFC0FFFFC0 FFFFC0FFFFFFFC0FFF03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFC0FFFFFF03FFFF000FFFFC0FFFFC003FFFF03FFFF 03FFFF000FFFFC0FFFFFFFFF03FFFFFFFFC0FFF000FFFFC0FFFFC0FFFFFF 03FFFFFFF03FFFFFC0FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFC0FFFFFF03FFFF000 FFFFC0FFFFC003FFFF03FFFF03F03F000FFFFC003FFFFFC0FFF03FFFFFFF 03FFFF03FFFF03FFFF000FFFFC0FFFFFFFFF FFFFC0FFFFFFFC0FFF000FFFFFFFC0000FC0FFFFFF00003F03FFFFFC0000 FFFFFF03F00003FFFFFFFFFF03FFFFFFFFC0FFF03F00003FFFF000FFFFC0 00003FFFFFC000003FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFF000FFFFFFFC0000FC0 FFFFFF00003F03FFFFFC0000FFF03F03F00003FFC000003FFFF03FFFFFFF 03FFFFFC0000FFFFFF03F00003FFFFFFFFFF FFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFC0FFFFC0FFFFFFFFFFFFFC0FFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFC0FFFFFFFFFFFFFFFFC0FFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFF03FFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFC0FFFFC0FFFFFFFFFFFFFC0 FFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFC003F FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFC003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFC003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFF000 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFC003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000000003FFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFF000FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000000003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000FFF000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003F03F03FFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003F000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003F000FFFFC000003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000000FC0000FC003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000000003FFC003F03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F03F00003F00003F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFC0FC003FFFF000FC003FFFF FFFFFFFFFFFFFFFFFFFFFFFF000FC0FFF03F03F03FFC003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003F00003FFFF000FFF03FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF000FC000003FFC0 000FFFFFFFFFFFFFFFFFFFFFFFFFFF000FFF03FFC0FC0FFFFFF03FFC003F FFFFFFFFFFFFFFFFFFFFF000FC003FFFF03F03F03FFFFFC0FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0000FFF000000FFFFC0FC0FFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFF03F03FFC0FC003F FFF00003FFFFFFFFFFFFFFFFFFFFC0FFFFC0FFFFC0FC0FFFFFFFC0FFFFC0 000FFFFFFFFFFFFFFF000FFF03FFFFFC0FFF03FFC0FFFFFF000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFF00003FFC0000FC0FFFFFF03FFC0FFFFC0FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF03F03FFFF03FFC0 03FFFFFC003FFFFFFFFFFFFFFC003FFFFFC0FFFFC0FFF03FFFFFFF000FFF FFF000FFFFFFFFF000FFFFC0FFFFFF03FFFF03FFFF03FFFFFFF03FFFFFFF FFFFFFFFFFFFFFFFC0000FFFFC003FFC003FFFFFC0FFF03FFFFFFF03FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF03FFC0FFFFC003F FC003FFFFFC0000FFFFFFFFF03FFFFFFF03FFFFFC0FFFFC0FFFFFFFFF03F FFFFFF000FC0000FFFFC003FFFFFFF03FFFF03FFFFFC0FFFFFFFC003FFFF FFFFFFFFFFFF00003FFFFFC003FFFF03FFFFFFF03FFFF03FFFFFFF03FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF03FFFF03FFFFFC0 FFFFC003FFFFFFF00003F000FFFFFFFC0FFFFFFFC0FFFFFF03FFFFFFFFC0 FFFFFFFC0000FFFFFF03FFFFFFFFC0FFFFFF03FFFFFC0FFFFFFFFFFC003F FFFFFFFC0000FFFFFF00003FFFF000FFFFFFFC0FFFFFF03FFFFFFFFC0FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF03FFFF03FFFFFFF 000FFFFC003FFFFFFFFC0000FFFFFFFC0FFFFFFFC0FFFFFF03FFFFFFFFFF 03FFC003FFFF000000FFFFFFFFF03FFFFFFF03FFFFFFF03FFFFFFFFFFFC0 FFF00003FFFFFFF000FFFFFFFC0FFFFFFFFF03FFFFFFF03FFFFFFFFC0FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFF03FFFFFC0FFFFFF FFF03FFFFFC003FFC003FFFF00003F03FFFFFFFFC0FFFFFFFC0FFFFFFFFF FC003FFFFFFFFC0FC003FFFFFFF03FFFFFFF03FFFFFFFFC0FFFFFFFFFFC0 000FFFFFFFFF000FFFFFFFC003FFFFFFFFC0FFFFFFFC0FFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFC0FFFFFFFFFFC0000FFFFFFFC0FFFFFFFC0000 FC0FFF03FFFFFC0FFFFFF000FFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF03FFFFFFF03FFFF FFFFC0FFFFFFFC003FFFFFFFFFFFC003FFFFFFFFC0FFFFFFFFF03FFFF000 03FFC0FFFFC003FFFFFC003FFC0FFFFFFFFF03FFFFFFFFC0FFFFFF00003F FFF03FFC0000FFFFFFFFF03FFFFFFFFFF03FFFFFFFFC0FFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFC0FFFFFFFFF03FFFF03FFFFFC0FFFFFF03FFFF 000FFF03FFFFFC0FFFFC0FFF03FFC0FFFFFF03FFFFFFFFFF00003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFF03FFFF FFFFFF000FFF000FC003FFFFFFF03FFC0000FFFFC0FFFFFFFFF03F000FFF FFFFFF03F03FFFFFFFFFFFC0000FFFFFFFFF03FFFFFFFFFF000000FFFFFF FFFFC003FFFFFFFFFF000FFFFFFFFFFC0FFFFFFFFFFC0FFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFC0FFFFFFFC0FFFFFFFFFFFFFC0FFFFC0FFFFFF FC0FFF03FFFFFC0FFFFC0FFFFFFFFFFFFFFF03FFFFFFFFFF00000000003F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFC0FFF FFFFFFFFF000FFFFFFFC003FFFF03FFFFFFF000000FFFFFFFFF000FFFFFF FFFFFF00003FFFFFFFFFFFFF03F000FFFFFF03FFFFFFF000000FFFFFFFFF FC003FFC0FFFFFFFC0FFFFFFFFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03F03F03F03FFFFFC0FFFFFFFFFFFFFC0FFFFC0FFFFFF FC0FFF03FFFFFC0000000000000000000000000000000000000000000000 03FFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFF03FFFFFFFFFF03F FFFFFFFC000003FFFFFFFFC0000FFFFFFFFFFFFFC0000FFF000FFF03FFFF FFFFC0FFFFC0FFFFFFFFFFC0FFFFFF000FFF03FFC0000FFFFFF03FFFF000 03FFFFFFF000FC003FFFFFFFFFFFC0FFFFFFFFFFFF03FFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03F03F03F03FFFFFC0000000000FFFFC0FFFFC0FFFFFF FC0FFF03FFFFFC0FFFFC0FFFFFFFFF000000FFFFFFFFFFFF000000000FFF FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF03FFFFFFFFFFFC0 FFFFFF03FFFFFC0FFFFFFFFF00003FFFFFFFFFFFC0FFF00003FFFFFC0FFF FC003FFFFFFF03FFFFFFF03FFFFFFFFFF00000003FFFFFFFFFF03F000FFF FFFFFFFFFFFF000FFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03F03F03F03FFFFFC0FFFFFFFC0FFFFC0FFFFC0FFFFFF FC0FFF03FFFFFC0FFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFF000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFC0 FFF000FFFFFFFFF03FFFFFFF03FFC003FFFFFFFFC0000FFFFC003FFC0FFF 03FFFFFFFFFFFC003FFFF03FFFFFFF00000000003FFFFFFFFFF000FFFFFF FFFFFFFFF000FFF03FFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFC0FFFFC0FFFFFF03FFFF03FFFFFC0FFFFFF03FFFF 000FFF000FFFFC0FFFFC0FFFFFFFC0FFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF 000FFFFFFFFFFFFFC003FFC0FFFFFFFC003FFC0000FFFFFFFFFFC0000000 FFFFFFFFFFFFFFFFC0FC0FFFFC0000FFFFFF03FFC003FFFF000FFF03FFFF FFFFFFFC0FFFFFFFC003FFFFFC0FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFC0FFFFC0FFFFFFFC0000FFFFFF000FFFFFFFC0000 FC0FFF03F00003FFFF000000FFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFC0 000FFFFFFFFFFFFFFFFC003FFFFFFFFFFFC003FFC0FFFFFFFFFFFFFC0000 03FFFFFFFFFFFFFFFF03F00003FFFFFFFFFF03FFFFFC0000FFFFFF03FFFF FFFFC003FFFFFFFFFFFC0FFF03FFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFC0FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFF03F FC0FFFFFFFFFFFFFFFFC0000FFFFFFFC003FFC0000FFFFFFFFFFFF03FFC0 FC0000FFFFFFFFFFC000003FFFFFFFFFFFFF03FFC003FFC0000FFFFC0FFF FFF03FFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF03FFFFFFF000FFF FFF03FFFFFFFFFFFFFFC0FFF03FFC003FFFFFFFFC003FFFFFFF000FFFFFF 03FFFF00003F000000FFFFC0FFFFFFFFFFFF00003FFFFFFFFFF000FFF03F 000FFFFFFFFFFFFFFFFFF03F000FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF FFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFC0FFFFFF FFFFC0FFFFFFFFFFFF03FFFF00003FFFFFFFFFFFC0FC003FFC0FFFFFFFFF FC0FFFFC000003F03FFFFFFF03FFFFFFF00003FFFFFFFFFFFFFFFF000000 FFFFFFFFFFFFFFFFFFFC0FFFFFF03FFFFFFFFFF03FFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF03FFC003FFFFFFF FFFFC0FFFFFFFFFFC0FFF000FFFFC0FFFFFFFFFFC0FFFFC003FFFFFFFFFF FC000003FFFFFC0000FFFFFFFC003F000FFF03FFFFFFFFFFFFFFFFFC0000 03FFFFFFFFFFFFFFFF03FFFFFFFFC003FFFFFFF03FFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFF FFFFFF03FFFFFFF03F000FFFFFFFFF03FFFFFFFFC0FFF03FFC003FFFFFC0 00003FFFFFFFFC0FFF00003FFFF000FFFFFF03FFFFFFFFFFFFFFFF03FFFF 00003FFFFFFFFFFFC0FFFFFFFFFFFFFC0FFFFFF03FFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFC0FFFFFF000FFFFFFFFFFFFFC003FFFFFC0000FFFFFFFC000003F FFFFC0FFFFFF03FFFFFFFFC0000FFF03FFFF03FFFFFFFFFFFFF000FFFFFF FC0FC003FFFFFFF03FFFFFFFFFFFFFFFF000FFF03FFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFF FFFFFFFC0FC0000FFFFFFFFFFFFFFFFFFFC0FFFFC0FFFFFFFC0000FC003F FFFFFF03FFFF03FFFFFC003FFFF000000FFF03FFFFFFFFFFFC0FFFFFFFFF FC0FFFFC003FFC0FFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFC0FFF03FFFFFFFFFFFFF FFFFFFFC003F03FFFFFFFFFFFFFFFFFFFFFF000000FFF00003FFFFFFFFC0 000FFF03FFC0FFFFC003FFFFFFFFFFFC000003FFFFFFFFFF03FFFFFFFFFF FFF03FFFFFC0000FFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFC003FFFF03FFFFFFFFFFFFF FFFFC003FFC003FFFFFFFFFFFFFFFFFFFFFF03F000000FFFFFFFFFFFFFFF FFF000FC003F00003FFFFFFFFFFFFFFFFFC0000FFFFFF000FFFFFFFFFFFF FFFFC0FFFFC0FFF000FFFFFFFFFFFFFFFFFFFC0FC003FFFFFFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF03FFFFFFFFFFFFF FC003FFFFFC0FFFFFFFFFFFFFFFFFFFFF000000000FFFFFFFFFFFFFFFFFF FFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFF000000000FFFFFFFFFFFFFFF FFFFC0FFF03FFFFFFF000FFFFFFFFFFFFFFF03FFFFFC0FFFFFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF000FFFFFFFFF03FFFFFFFFFFFC0 03FFFFFFF03F03FFFFFFFFFFFFFFFFFC0000FFFFC0000FFFFFFFFFFFFFFF FFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFF03F000000000FFFFFFFFFFFF FFFFFF000FFFFFFFFFFFF00003FFFFFFFFFF03FFFFFFF000FFFFFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFF03FFFFFFF00003F FFFFFFFC0FFFFC0FFFFFFFFFFFF00003FFFFFFFFC0FFF03FFFFFFFFFFFFF FC000003FFC0000FFFFFFFFFFFFFFFFFFFFF03F03F03FFFF000FFFFFFFFF FFFFFF000FFFFFFFFFFFFFFFFC003FFFFFFF03FFFFFFFFFF000FFFFFFFFF FFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC0FFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFF03FFFF000FFFFFF FFFFFFFC0FFFFC0FFFFFFFC0000000FFFFFFFFFFC0FFFFC003FFFFFFFFC0 03FFFF03FFFF03F000FFFFFFFFFFFFFFFFFF000FFFFC0FFFFFF00003FFFF FFFFFF000FFFFFFFFFFFFFFFFFFFC003FFFF03FFFFFFFFFFFFF03FFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF03F000FFFFFFFFF FFFFFF03FFFFFFF00000003FFC0FFFFFFFFFFFFFC0FFFFFFFC0FFFFC003F FFFFC0FFFFFF03FFFF000FFFFFFFFFFFFFC003FFFFFFF000FFFFFFFC0000 FFFFC0FFF03FFFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFFFC003FFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFF000FFFFFFFFFFFF FFFFC0FFFFFF000000FFFFC003FFFFFFFFFFFFFFC0FFFFFFFFF00003FFFF FFF03FFFFFFFFC0FFFFFF000FFFFFFFC003F03FFFFFFFFFF03FFFFFFFFFF 00003FFFFFC0FFFFFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFFFC0FFF FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFC000003FFFFFFFFFFFFF FFFFC0FC0000FFFFC0FFF03FFFFFFFFFFFFFFFFFC0FFFFFF00003F03FFFF FFF03FFFFFFFFFF03FFFFFFF000FFF03FFFF03FFFFFFFFFFFC0FFFFFFFFF FC0FC0000FFF03FFFFFFFFFFFFFFFFFFFFC0FFF000FFFFFFFFFFFFFFF000 FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFF03FFFFFFFFFFFFFFC003FFFFFFFFFFFFFFC003FFFF03FFFFFFFFFFFFF FFF00003FFFFFFFFFF000FFFFFFFFFFFFFFFFFFFC0FFF000FFFFFFFC0FFF FC0FFFFFFFFFFFFFC0FFFFFFFFF000FFFFFF03FFFFFFFFFFFFF000FFFFFF 03FFFFFFF00003FFFFFFFFFFFFFFFFFFFFC0FFFFFF000FFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FC0FFFFFFFFFFFFFFF03FFFFFFFFFFFFFFC003FFFFFFF03FFFFFFFFFFFC0 000FFFFFFFFFFFFFC0FC0FFFFFFFFFFFFFFFFFFFC0000FFFFFFFFFFFF000 03FFFFFFFFFFFFFFC0FFFFFFFC0FFF000FFF03FFFFFFFFFFFFFFFF03FFC0 FFFFFFFFFFFF00003FFFFFFFFFFFFFFFF03FFFFFFFFFF00003FFFFFFFFFF FC003FFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFF000FFFFFFFFFFFFFC003FFFFFFFFFF03FFFFFFF00003F 03FFFFFFFFFFFC003FFFF03FFFFFFFFFFFFFFC0000FFFFFFFFFFFFFFFFFF 03FFFFFFFFFFFFFFFF03FFC003FFFFFFF00003FFFFFFFFFFFFFFFFFC003F FFFFFFFFFFFFFFF000000FFFFFFFFFFFF03FFFFFFFFFFFFFFC003FFFFFFF FFFFC003FFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFC0FFFFFFFFFFFFFC003FFFFFFFFFFFFF03FFC0000FFFFFF 03FFFFFFFFFF03FFFFFFF03FFFFFFFFFFFC003FFC0FFFFFFFFFFFFFFFFC0 FC003FFFFFFFFFFFFFFC003FFFFFFFFFFFFF000FFFFFFFFFFFFFFFFC0000 FFFFFFFFFFFFFFF03FFFF00003FFFFFFF03FFFFFFFFFFFFFFFFFC003FFFF FFFFFFFC0FFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFFFC003FFFFFFFFFF00003FFFFFFFFFFFFFFFF00003FFFFFFFFC0 FFFFFFFFF000FFFFFFFFFFC0FFFFFFFC003FFFFFC0FFFFFFFFFFFFFFF03F FFFFC0FFFFFFFFFFFF000FFFFFFFFFFFFFFF03F000FFFFFFFFFFFF03FFFF 03FFFFFFFFFFFFFFC0FFFFFFFC0000FC0FFFFFFFFFFFFFFFFFFFFFFC003F FFFFFFFFF000FFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFFF03FFFFFFFFFF000FFFFFFFFFFFFFFFFC000003FFFFFFFFFF03F FFFFFFFC0FFFFFFFFFFFFFFF03F00003FFFFFFFFC0FFFFFFFFFFFFFFF03F FFFFFF03FFFFFFFFC0FFF03FFFFFFFFFFFFF03FFFF000FFFFFFFC0FFFFFF FC0FFFFFFFFFFFFFFF03FFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFFFC0 000FFFFFFFFF03FFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFF FFFFFF000FFFFFFFFF000FFFFFFFFFFFFFFF00003FFFF03FFFFFFFFFF03F FFFFFF03FFFFFFFFFFFFFFFF000FFFFFFFFFFFFFC0FFFFFFFFFFFFFC0FFF FFFFFFFC003FFC003FFFFFC0FFFFFFFFFFFF03FFFFFFF000FFF03FFFFFFF FFF03FFFFFFFFFFFFFFC0FFFFFFFFFFC000003FFFFFFFFFFFFFFFFFFFFFF FFF000FFFFFFFC003FFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFF FFFFC0FFFFFFFFF000FFFFFFFFFFFFFC0000FFFFFFFFF03FFFFFFFFC0FFF FFF000FFFFFFFFFFFFFFF000FC0FFFFFFFFFFFFFC0FFFFFFFFFFFF03FFFF FFFFFFFFFFC003FFFFFFFFFF03FFFFFFFFFF03FFFFFFFFFF000FFFFFFFFF FFFFC003FFFFFFFFFFFC0FFFFFFFFFFC0FFFFC0000FFFFFFFFFFFFFFFFFF FFFFFF000FFFFFFFC003FFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFF FC003FFFFFFF000FFFFFFFFFFFF00003FFFFFFFFFFFFF03FFFFFFF03FFFF FC0FFFFFFFFFFFFFC0000FFFFFF03FFFFFFFFFFFC0FFFFFFFFFFFF03FFFF FFFFFFFFF000000FFFFFFFFF03FFFFFFFFFF03FFFFFFFFFF03F000FFFFFF FFFFFFFC0FFFFFFFFFFFF03FFFFFFF03FFFFFFFFFF00003FFFFFFFFFFFFF FFFFFFFFF00003FFFFFC0FC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFF 03FFFFFC0000FFFFFFFFFFC0000FFFFFFFFFFFFFFFFFF03FFFFFC0FFFFC0 03FFFFFFFFFFFC003FFFFFFFFFF03FFFFFFFFFFFC0FFFFFFFFFFC0FFFFFF FFFFFFFC0FFFFFF03FFFFFFFFC0FFFFFFFFF03FFFFFFFFC0FFFFFF000FFF FFFFFFFFF03FFFFFFFFFFFC0FFFFFF03FFFFFFFFFFFFFFC0000FFFFFFFFF FFFFFFFFFFFFFC003FFFF03F03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000000000FC0 FFFFC003FFFFFFFFFF00003FFFFFFFFFFFFFFFFFC000000000003FFFF03F FFFFFFFFFFC003FFFFFFFFFFFFFFC0FFFFFF000000000000FFF03FFFFFFF FFFFC003FFFFFFFFC0FFFFFFFFF03F000000000000FFF03FFFFFFFFFF000 FFFFFFFFFFC003FFFFFFFFFF000000000000FFFFFFFFFFFFFFF000FFFFFF FFFFFFFFFFFFFFFFC0FC000000000003FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000AAAAAAAAAAAA000 FFF03FFFFFFFFC0000FFFFFFFFFFFFFFFFFFFC002AAAAAAAAAAA80000FFF FFFFFF00003FFFFFFFFFFFFFFFFFFF03F000AAAAAAAAAAAA000FFFFFFFFF FFF03FFFFFFFFFFFFF000FFFFFF000AAAAAAAAAAAA000FFFFFFFFFFFFFFF 000FFFFFFFFFFC0FFFFFF000AAAAAAAAAAAA000FFFFFFFFFFFFFFF00003F FFFFFFFFFFFFFFFFC002AAAAAAAAAAA8003FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000AAAAAAAAAAAAAAAAAA 000FFFFFF00003FFFFFFFFFFFFFFFFFFFFC002AAAAAAAAAAAAAAAAA8003F FFF000FFFFFFFFFFFFFFFFFFFFFFFF000AAAAAAAAAAAAAAAAAA000FFFFFF 000FFFFFFFFFFFFFFFFFF03F000AAAAAAAAAAAAAAAAAA000FFFFFFFFFFFF FFF000FFFFFFFFF03F000AAAAAAAAAAAAAAAAAA000FFFFFFFFFFFFFFFFC0 000FFFFFFFFFFC002AAAAAAAAAAAAAAAAA8003FFFFFFFFFFFFFFFFFFFFFF FFFFC000000003FFFF00003F03FFFFFFF03FFFFFFFFFF00003FFFFFC0FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAA AAA03F000FFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAA80 FC0FFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAA03FFC0 FFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFF FFFFFF000FFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFF00003FFFF02AAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFC0FFFFC003FFFFFFF03FFFFFFFFC0FFFFC0FFFFC0FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAA AAA03FFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAA80 FFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAA03F03F FFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFF FFFFFFFFF000FFFFC0AAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFF FFFFFFFC000002AAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFC0FFFFFF03FFFFFC0FC0FFFFFF03FFFFFFFFFFFC0FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAA AAAA80FFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAA 03FFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFF FFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFF FFFFFFFFFFFF00002AAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFF FFFFFFFFFFC002AAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFC0FFFFFF03FFFFFC0FC0FFFFFF03FFFFFFFFFFFC0FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAA AAAA80FFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAA 03FFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFF FFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFF FFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFF FFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFF03FFFF03FFFF03FFFF03FFFF00000000003FFC0FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAA03FFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA A80FFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03F FFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFF FFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFF FFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFC000003FFFF03FFFF03FFFF03FFFFFFF03FFC0FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAA03FFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA A80FFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03F FFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFF FFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFF FFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFC0FFFFFF03FFC0FFFFFFFC0FFFFC0FFFFC0FFFFC003F FFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAA80FFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAA03FFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80 FFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFF FFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFF FFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFF000000FFFFC0FFFFFFFC0FFFFFF00003FFFFFC0FC0 000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAA80FFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAA03FFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80 FFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFF FFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFF FFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAA80FFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAA03FFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80 FFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFF FFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFF FFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAA80FFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAA03FFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80 FFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFF FFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFF FFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAA80FFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAA03FFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80 FFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFF FFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFF FFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAA80FFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAA03FFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80 FFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFF FFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFF FFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFFFFFFC000003FFFFFFF00003F03FFFFFC003FFFF03F00003FFFFFFF000 03F03FFFFFC003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAA80FFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAA03FFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80 FFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFF FFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFF FFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFFFFF03FFFFFC0FFFFC0FFFFC003FFFF03FFC0FFF000FFFFC0FFFFC0FFF FC003FFFF03FFC0FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAA03FFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA A80FFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03F FFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFF FFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFF FFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFFF03FFC0FFFFFF03FFFF03FFFFFFF03FFFFFFF03FFC0FFF FFF03FFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAA AAAAAA03FFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA A80FFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03F FFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFF FFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFF FFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFFFC0FFFFFFFFF03FFC0FFFFFF03FFFF03FFFFFFF03FFFFFFF03FFC0FFF FFF03FFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAA AAAA80FFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAA 03FFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFF FFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFF FFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFF FFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFF03FFC0FFFFFF03FFFF03FFFFFFF03FFFFFFF03FFC0FFF FFF03FFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAA AAAA80FFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAA 03FFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAA80FFF FFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFF FFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFF FFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFF03FFC0FFFFFF03FFFF03FFFFFFF03FFFFFFF03FFC0FFF FFF03FFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAA AAA03FFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAA80 FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAA03FFFF FFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFF FFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFF FFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFF03FFC0FFFFFF03FFFF03FFFFFFF000FFFFC0FFFFC0FFF FFF03FFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAA A80FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAA03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAAA80FFFFFF FFFFFFFFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFF FFFFFFFFFFFFFFFFFF02AAAAAAAAAAAAAAAAAAAA80FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0AAAAAAAAAAAAAAAAAAAAA03FFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFF03FFC0FFFFFF03FFC000003FFFF03F00003FFFFFC0FFF FFF03FFC000003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC002AAAAAAAAAAAAAA80 03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000AAAAAAAAAAAAAAA000FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00002AAAAAAAAAAAAAA8003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC002AAAAAAAAAAAAAA8003FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFC002AAAAAAAAAAAAAA8003FFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFF000AAAAAAAAAAAAAAA000FFFFFFFFFFFFFFFFFFFFFFFF FFFFC0FFFFFFFFF03FFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000002AA8000003F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000AAA000000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000002A00000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC000002AA8000003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC0000000A8000003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFF00000002A000000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFF03FFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFC000003FFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF00000003FFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0000000FFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFC000003FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF00003FFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFFFC0FFFFFF00003FFFFFFFFC003FFFFFFF03FFFF03FFFFFFFFC0000 FFFFFF03FFFFFFFFC0FFFFFFFC0FFFFFFFFFFFF000000FFFFFFFC0000FC0 FFFFFF000FFFFC0FC0000FFFFFFFC0000FC0FFFFFF000FFFFFF000000FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFF000FFFFC0FFFFC0FFFFFF03FFC0FFFFFF03FFFF03FFFFFFF03FFFF 03FFFF03FFFFFFFFC0FFFFFF03FFFFFFFFFFFC0FFFFFF03FFFF03FFFF000 FFFFC0FFF03FFC003FFFF03FFFF03FFFF000FFFFC0FFF03FFC0FFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFFF000FFF03FFFFFFFFFFFFF03FFFFFFFFFF03FFFF03FFFFFC0FFFFFF FC0FFF03FFFFFFFFC0FFFFC0FFFFFFFFFFFF03FFFFFFFFC0FFF03FFFFFC0 FFFFC0FFFFFFFC0FFFFFFFC0FFF03FFFFFC0FFFFC0FFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFFFC0FC0FFF03FFFFFFFFFFFFF03FFFFFFFFC0FC0FC0FC0FFFFC0FFFFFF FC0FFF03FFFFFFFFC003F03FFFFFFFFFFFFF03FFFFFFFFC0FFF03FFFFFC0 FFFFC0FFFFFFFC0FFFFFFFC0FFF03FFFFFC0FFFFC0FFFFFFFFFFFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFF03FFC0FFF00000000003FFFF03FFFFFFFFC0FC0FC0FC0FFFFC0FFFFFF FC0FFF03FFFFFFFFC0FC0FFFFFFFFFFFFFFF03FFFFFFFFC0FFF03FFFFFC0 FFFFC0FFFFFFFC0FFFFFFFC0FFF03FFFFFC0FFFFC0FFFFFFFFF000000FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FFF03FFC0FFF03FFFFFFF03FFFF03FFFFFFFFC0FFF03FFC0FFFFC0FFFFFF FC0FFF03FFFFFFFFC0FFF03FFFFFFFFFFFFF03FFFFFFFFC0FFF03FFFFFC0 FFFFC0FFFFFFFC0FFFFFFFC0FFF03FFFFFC0FFFFC0FFFFFFFC0FFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F FC0FFFFC0FFFFC0FFFFC0FFFFFF03FFFFFFF03FFFF03FFFF03FFFF03FFFF 03FFFF000FFFFC0FC0FFFFC0FFFFFFFFFFFF03FFFFFFFFC0FFF03FFFFFC0 FFFFC0FFFFFFFC003FFFF03FFFF03FFFFFC0FFFFC0FFFFFFFC0FFFFFF03F FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F 03FFFFFC0FFFFFF00003FFFFFC000003FFFF03FFFF03FFFF03FFFFFC0000 FFFFFF03F00003FFC0FFFFFF03FFFFFFFFFF03FFFFFFFFC0FFF03FFFFFC0 FFF000000FFFFC0FC0000FFFFFF03FFFFFC0FFF000000FFFFFF000000FFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03F 03FFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFC0FFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000 FFFFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFC0FFFFFF03FFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF000 FFFFFFFC0FFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFF000000FFFFFFFFFFFFFFF FFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF pop grestore %% End of Graphics MathPictureEnd %% End of picture \ \>"], "Graphics", ImageSize->{344, 263}, ImageMargins->{{14, Inherited}, {Inherited, 4}}, ImageRegion->{{0, 1}, {0, 1}}, ImageCacheValid->False], Cell["Informal Problem Statement:", "Subsubsection", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ Specifically, we will explore the simplest two-layered networks of continuous \ units with a sigmoid output function. We will test the Backpropagation Algorithm on the EXOR logical function. The \ EXOR and the EQUIVALENCE functions partition input data into two classes \ that are not linearly separable.\ \>", "Text", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["Processing Unit - Formulating the output function", "Subsubsection", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ We will use the superSigmoid function, a scaled-up version of the classical \ sigmoid function :\ \>", "Text", ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ Clear[superSigmoid] \ \>", "Input", ImageRegion->{{0, 1}, {0, 1}}], Cell["a= -Log[(4 - 2*3^(1/2))/2];", "Output", PageWidth->Infinity, CellMargins->{{6, Inherited}, {Inherited, Inherited}}, ShowCellLabel->False, CellLabelMargins->{{12, Inherited}, {Inherited, Inherited}}, ShowSpecialCharacters->False, AllowInlineCells->False, AutoItalicWords->{}, ScriptMinSize->9, ImageRegion->{{0, 1}, {0, 1}}, StyleMenuListing->None, FontSize->12, Background->GrayLevel[1]], Cell["m=((1 + (4 - 2*3^(1/2))/2) / (1 - (4 - 2*3^(1/2))/2));", "Output", PageWidth->Infinity, CellMargins->{{6, Inherited}, {Inherited, Inherited}}, ShowCellLabel->False, CellLabelMargins->{{12, Inherited}, {Inherited, Inherited}}, ShowSpecialCharacters->False, AllowInlineCells->False, AutoItalicWords->{}, ScriptMinSize->9, ImageRegion->{{0, 1}, {0, 1}}, StyleMenuListing->None, FontSize->12, Background->GrayLevel[1]], Cell[TextData[{ "\t\tsuperSigmoid[x_] =N[-m((1 - E^(a x))/(1 + E^(a x)))];", StyleBox["\n", FontWeight->"Plain"] }], "Input", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[CellGroupData[{Cell["dsuperSigmoid[y_]=superSigmoid'[y]", "Input", ImageRegion->{{0, 1}, {0, 1}}], Cell[OutputFormData["\<\ (2.281037988902839*(1. - 1./(0.5^(1.*y)*0.5358983848622461^(1.*y))))/ (0.5^(1.*y)*0.5358983848622461^(1.*y)* (1. + 1/(0.5^(1.*y)*0.5358983848622461^(1.*y)))^2) + 2.281037988902839/ (0.5^(1.*y)*0.5358983848622461^(1.*y)* (1. + 1/(0.5^(1.*y)*0.5358983848622461^(1.*y))))\ \>", "\<\ 1. 2.28104 (1. - --------------------) 1. y 1. y 0.5 0.535898 ------------------------------------------------- + 1. y 1. y 1 2 0.5 0.535898 (1. + --------------------) 1. y 1. y 0.5 0.535898 2.28104 ------------------------------------------------ 1. y 1. y 1 0.5 0.535898 (1. + --------------------) 1. y 1. y 0.5 0.535898\ \>"], "Output", ImageRegion->{{0, 1}, {0, 1}}]}, Open]], Cell["\<\ With these values of a and m the function will cross the values -1 and +1 \ at the the two points where the second derivative is extremal. \ \>", "Text", ImageRegion->{{0, 1}, {0, 1}}], Cell["Network", "Subsubsection", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ A 2-layer three node (2-1) feedforward network will be used. (Figure 2) . \ Note that there is also (not shown below) a bias input into the top three \ units.\ \>", "Text", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[GraphicsData["PostScript", "\<\ %! %%Creator: Mathematica MathPictureStart % Start of picture % Scaling calculations 0 1 0 1 [ [ 0.000000 0.000000 0 0 ] [ 1.000000 1.897436 0 0 ] ] MathScale % Start of Graphics 0 setgray 0 setlinewidth gsave 0.000000 0.000000 translate 1.000000 1.897436 scale 1 string 78 148 1 [78 0 0 148 0 0] { currentfile 1 index readhexstring pop } false 3 colorimage FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFE3FFF8FC01F80381FFFC0FFFE0003FFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFE3FFF8E3F1C7E381FFE3FFFFFC7FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFE3FFF8E3F1C7E381FFE001FFFF8FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFE00FF8E3F1C7E3803FE3F1FFFFF1FFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFE3FFC0FC01C7E381C0FC0FFFFFFE3FFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFE3FFFFFFFFFFFFFFFFFFFFFFE3FE3FFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFE001F8FFFFFFFFFFFFFFFFFFFC01FFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFF1FF1FF1FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFE38FFF1FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF1FF1C0007FFFFC0 FFFFFFFC7FFF1FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFE38FF8FFFFFFFC0 FFFFFFE38FFF1FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC7FFF1FFFFFFC0 FFFFFF1FF1FF1FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFE38FFFE3FFFFFC0 FC0007FFFFF81FF000FFFFFFFFFFFFFFFFFFFFFFFFFFF1FF1FFFC7FFFFC0 FFFFFFFFFFFF1FFFFFFFFFFFFFFFFFFFFFFFFFFFF8007FFFFC7FC7E00000 FC7FFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF803FFFFFC0 FC7FFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FF8FFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFE00 FF8FFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFE00 FFF1FFFFFFFFFFFE3FFFFFFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFF1C0 FFFE3FFFFFFFFFF1FFFFFFFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFF1C0 FFFFC0FFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFE3FFFFFFFFFFFF8FC0 FFFFF803FFFF007FFFFFFFFFFFFFFFFFFFFFFFFFFFFC7FFFFFFFFFFC7FC0 FFFFFFFC0000FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF81FFFFFFFF03FFC0 FFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF007FFFFC01FFFC0 FFFFFFFFF1C7FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF800003FFFFFC0 FFFFFFFFF1F81FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF1C7FFFFFFFC0 FFFFFFFFF1FFE07FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FC7FFFFFFFC0 FFFFFFFFF1FFFF8FFFFFFFFFFFFFFFFFFFFFFFFFFFFFF03FFC7FFFFFFFC0 FFFFFFFFF1FFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFFF8FFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFE07FFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFF1FFFFFFFFFFFFFFFFFFFFFFF1FFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFE07FFFFFFFFFFFFFFFFFFFC0FFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFF8FFFFFFFFFFFFFFFFFF03FFFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFFF03FFFFFFFFFFFFFFF8FFFFFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFFFFC0FFFFFFFFFFFFE07FFFFFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFFFFFF1FFFFFFFFFF81FFFFFFFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFFFFFFE07FFFFFFFC7FFFFFFFFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFFFFFFFF81FFFFF03FFFFFFFFFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFFFFFFFFFE3FFF8FFFFFFFFFFFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFFFFFFFFFFC0E07FFFFFFFFFFFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFFFFFFFFFFF81FFFFFFFFFFFFFFFFFFC7FFFFFFFC0 FFFFFFFFF1FFFFFFFFFFFFFFFFFFC7E07FFFFFFFFFFFFFFFFC7FFFFFFFC0 FFFFFFE0003FFFFFFFFFFFFFFFF03FFF81FFFFFFFFFFFFFF0001FFFFFFC0 FFFFFFFC003FFFFFFFFFFFFFFF8FFFFFFE3FFFFFFFFFFFFF0001FFFFFFC0 FFFFFFFC003FFFFFFFFFFFFFE07FFFFFFFC0FFFFFFFFFFFFE00FFFFFFFC0 FFFFFFFC01FFFFFFFFFFFFF81FFFFFFFFFFF03FFFFFFFFFFE00FFFFFFFC0 FFFFFFFF81FFFFFFFFFF8FC7FFFFFFFFFFFFFC01FFFFFFFFE00FFFFFFFC0 FFFFFFFF81FFFFFFFFFF803FFFFFFFFFFFFFFF803FFFFFFFE07FFFFFFFC0 FFFFFFFC003FFFFFFFFC01FFFFFFFFFFFFFFFF8007FFFFFFE07FFFFFFFC0 FFFFFFE07FC7FFFFFFE0003FFFFFFFFFFFFFFC0000FFFFFFE00FFFFFFFC0 FFFFFFE3F1C7FFFFFF0001FFFFFFFFFFFFFFFFF0001C01FF1FF1FFFFFFC0 FFFFFFE07FC01F803803FFFFFFFFFFFFFFFFFFFFF8007E001C703FFFFFC0 FFFFF81C003FE071C7FFFFFFFFFFFFFFFFFFFFFFFFE3F03F1FF1C0FFFFC0 FFFE07FFFFFFFC7FC7FFFFFFFFFFFFFFFFFFFFFFFFE07E3FE00FFF03FFC0 FFF03FFFFFFFFC71C7FFFFFFFFFFFFFFFFFFFFFFFFE3F03FFFFFFFE07FC0 FF81FFFFFFFFFF8007FFFFFFFFFFFFFFFFFFFFFFFF0001FFFFFFFFFC0FC0 FF8FFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFF8FC0 FC7FFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFF1C0 FC7FFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFF1C0 FC7FFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFF1C0 FC7FFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFF1C0 FC7FFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFF1C0 FC7FFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFF1C0 FF8FFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFF8FC0 FF81FFFFFFFFFFFE07FFFFFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFC0FC0 FFF03FFFFFFFFFF03FFFFFFFFFFFFFFFFFFFFFFFFFE07FFFFFFFFFE07FC0 FFFE07FFFFFFFF81FFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFF03FFC0 FFFFF81FFFFFE07FFFFFFFFFFFFFFFFFFFFFFFFFFFFF803FFFFFC0FFFFC0 FFFFFFE000001C7FFFFFFFFFFFFFFFFFFFFFFFFFFFFF8FC000003FFFFFC0 FFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFFFFFFFC7FFFFFFFFFFFFFC0 FFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFFFFFFFFFFFFE3FFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFE3FFFFFFFFFFFFFFFFFFFFFFFFFE3FFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFE3FFFFFFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFFFFFFE3FFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFE3FFFFFFFFFFFFFFFFFFFE3FFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFF8FC7FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFE3FFFFFFFFFFFF803FFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFF007FFFFFFFFFFC0007FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFE07FFFFFFFFFFC003FFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFC01FFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFE00FFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFF000FFFFC0007FFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFF1FF1FFE3F1C7FFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFF1C7000007FC7FFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFF1FF1FFE3F1C7FFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFF000FFFFC0007FFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFF81FFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFC7FFFFFFFFFFFF1FFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFE3FFFFFFFFFFFFFE3FFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFE07FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFF03FFFFFFFFFFFFFE07FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFE3FFFFFFFFFFFFFE3FFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFC7FFFFFFFFFFFF1FFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFF81FFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFF1FFFFFFFFFC7FFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFE00FFFFF803FFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFF000007FFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFE001FFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFE001FFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFC01FFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFF8FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFC7FFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFF803FE00FF8FC01FF007FC7FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC7FC71F8FC7FC7E38FC7E3FFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC7FC71F8FC7FC7E38FC7E3FFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC7FC71F8FC7FC7E38FC7E3FFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC7FC71F8E00FC01F8FC7007FFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFC7FC7FFFFC7FFFFFFFFFE3FFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFF803FFFFFC7FFFFFFFFFE3FFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 FFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFC0 pop grestore %% End of Graphics MathPictureEnd %% End of picture \ \>"], "Graphics", ImageSize->{78, 148}, ImageMargins->{{149, Inherited}, {Inherited, Inherited}}, ImageRegion->{{0, 1}, {0, 1}}, ImageCacheValid->False], Cell[CellGroupData[{Cell["Training Set", "Subsubsection", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ We first create the training data, namely, the input and output lists for \ the logical function selected (the EXOR). Recall that the first component of \ the input vector is always constant and provides us with a bias.\ \>", "Text", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}]}, Open]], Cell["xVectors = List[{-1,-1,-1},{-1,-1,1},{-1,1,-1},{-1,1,1}];", "Input", PageWidth->PaperWidth, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[TextData[{ StyleBox["To complete the training data, outputs must be associated\nwith \ each xVector. For the ", FontWeight->"Plain"], "EXOR", StyleBox[" function:", FontWeight->"Plain"], "" }], "Input", PageWidth->PaperWidth, Evaluatable->False, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["desiredOutputs = List[ -1, 1, 1, -1 ];", "Input", PageWidth->PaperWidth, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ We choose the three sets of initial weights randomly, in appropriate list \ structures\ \>", "Text", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["u:=2*Random[]-1;", "Input", PageWidth->PaperWidth, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ topWeights =2.0 * {u,u,u}; hiddenWeights =2.0 * {{u,u,u},{u,u,u}};\ \>", "Input", PageWidth->PaperWidth, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[CellGroupData[{Cell["\<\ n=2; numData=2^n (* 2^n is the number of distinct data entries *) \ \>", "Input", PageWidth->PaperWidth, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[OutputFormData["\<\ 4\ \>", "\<\ 4\ \>"], "Output", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}]}, Open]], Cell["v:=Random[Integer,{1,numData}];", "Input", ImageRegion->{{0, 1}, {0, 1}}], Cell["Forward Pass", "Subsubsection", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ We will generate one input-output pair by selecting one of them at random in \ the function truth table. Then we will calculate (forward) and print out the \ net inputs and outputs with the initially selected weight values.\ \>", "Text", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ index = v; Off[General::spell1]; \tPrint[ \t\txVector = xVectors[[index]],\" \", \t\tdesiredOutput = desiredOutputs[[index]],\" \", \t\t \t\tbottomNetInputs = hiddenWeights.xVector,\" \", bottomOutputs = Prepend[superSigmoid[bottomNetInputs], -1],\" \", \t\t \t\ttopNetInput = topWeights.bottomOutputs,\" \", \t\ttopOutput = superSigmoid[topNetInput] \t\t]; \t\tOn[General::spell1]; \ \>", "Input", PageWidth->PaperWidth, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ {-1, 1, 1} -1 {-1.30335, 0.237488} {-1, -1.20437, 0.268673} -1.74659 \ -1.41644\ \>", "Print", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ At this point we can calculate the cost function for the initial set of \ weights: \ \>", "Text", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[CellGroupData[{Cell["\<\ startingCost = Apply[Plus, 0.5 ( \tdesiredOutputs - \t\tsuperSigmoid[topWeights.Transpose[Map[Prepend[#,-1]&, \t\t Transpose[superSigmoid[hiddenWeights.Transpose[xVectors]]]]]] )^2] \ \>", "Input", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[OutputFormData["\<\ 3.97685289449267\ \>", "\<\ 3.97685\ \>"], "Output", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ This cost function calculation subsumes the feedforward \"execution\" phase \ of the network. \ \>", "Text", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}]}, Open]], Cell["Backward Error Propagation", "Subsubsection", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[TextData[StyleBox["Now we will update the weights by backpropagating the \ errors, starting with the top layer (here a single node):", FontWeight->"Plain"]], "Input", PageWidth->PaperWidth, Evaluatable->False, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ cost := Apply[Plus, 0.5 ( \tdesiredOutputs - superSigmoid[topWeights.Transpose[ \t\tMap[Prepend[#,-1]&,Transpose[superSigmoid[hiddenWeights. \t\t Transpose[xVectors]]]]]])^2]; \ \>", "Input", ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ initTopWeights :={u,u,u}; initHiddenWeights :={{u,u,u},{u,u,u}};\ \>", "Input", PageWidth->PaperWidth, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell["eta = 0.1;", "Input", ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ We will repeat the procedure, and produce numPlots plots of the global cost, \ as weights are being updated, to illustrate the dependency of convergence on \ iniital conditions. All runs will converge but at different rate.\ \>", "Text", ImageRegion->{{0, 1}, {0, 1}}], Cell["\<\ numPlots=16;\ \>", "Input", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[CellGroupData[{Cell[TextData[{ "Do[\ntopWeights=initTopWeights;\nhiddenWeights=initHiddenWeights;\n\ iterMaximumCount = 300;\niterCount = 1;\ntopWeightSequence=\n\ hiddenWeightSequence=costSequence={};\nWhile[(Chop[cost,0.001]>=0 && \ iterCount"Plain"], "\ncostSequence=Append[costSequence,cost];\n\ topWeightSequence=Append[topWeightSequence,topWeights];\n\ hiddenWeightSequence=Append[hiddenWeightSequence,\nhiddenWeights]; \ Increment[iterCount]]];\ncostPlot = ListPlot[costSequence,PlotRange->{0,5}],\n\ {numPlots}];\n" }], "Input", PageWidth->PaperWidth, CellMargins->{{55, 73}, {Inherited, Inherited}}, AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[GraphicsData["PostScript", "\<\ %! %%Creator: Mathematica %%AspectRatio: .61803 MathPictureStart /Courier findfont 10 scalefont setfont % Scaling calculations 0.0238095 0.00318522 0 .123607 [ [(0)] 0.02381 0 0 2 Msboxa [(50)] .18307 0 0 2 Msboxa [(100)] .34233 0 0 2 Msboxa [(150)] .50159 0 0 2 Msboxa [(200)] .66085 0 0 2 Msboxa [(250)] .82011 0 0 2 Msboxa [(300)] .97938 0 0 2 Msboxa [(1)] 0.01131 .12361 1 0 Msboxa [(2)] 0.01131 .24721 1 0 Msboxa [(3)] 0.01131 .37082 1 0 Msboxa [(4)] 0.01131 .49443 1 0 Msboxa [(5)] 0.01131 .61803 1 0 Msboxa [ -0.001 -0.001 0 0 ] [ 1.001 .61903 0 0 ] ] MathScale % Start of Graphics 1 setlinecap 1 setlinejoin newpath %%Object: Graphics [ ] 0 setdash 0 setgray gsave gsave 0.002 setlinewidth 0.02381 0 moveto 0.02381 0.00625 lineto stroke grestore [(0)] 0.02381 0 0 2 Mshowa gsave 0.002 setlinewidth .18307 0 moveto .18307 0.00625 lineto stroke grestore [(50)] .18307 0 0 2 Mshowa gsave 0.002 setlinewidth .34233 0 moveto .34233 0.00625 lineto stroke grestore [(100)] .34233 0 0 2 Mshowa gsave 0.002 setlinewidth .50159 0 moveto .50159 0.00625 lineto stroke grestore [(150)] .50159 0 0 2 Mshowa gsave 0.002 setlinewidth .66085 0 moveto .66085 0.00625 lineto stroke grestore [(200)] .66085 0 0 2 Mshowa gsave 0.002 setlinewidth .82011 0 moveto .82011 0.00625 lineto stroke grestore [(250)] .82011 0 0 2 Mshowa gsave 0.002 setlinewidth .97938 0 moveto .97938 0.00625 lineto stroke grestore [(300)] .97938 0 0 2 Mshowa gsave 0.001 setlinewidth 0.05566 0 moveto 0.05566 0.00375 lineto stroke grestore gsave 0.001 setlinewidth 0.08751 0 moveto 0.08751 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .11937 0 moveto .11937 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .15122 0 moveto .15122 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .21492 0 moveto .21492 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .24677 0 moveto .24677 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .27863 0 moveto .27863 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .31048 0 moveto .31048 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .37418 0 moveto .37418 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .40604 0 moveto .40604 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .43789 0 moveto .43789 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .46974 0 moveto .46974 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .53344 0 moveto .53344 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .5653 0 moveto .5653 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .59715 0 moveto .59715 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .629 0 moveto .629 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .69271 0 moveto .69271 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .72456 0 moveto .72456 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .75641 0 moveto .75641 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .78826 0 moveto .78826 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .85197 0 moveto .85197 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .88382 0 moveto .88382 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .91567 0 moveto .91567 0.00375 lineto stroke grestore gsave 0.001 setlinewidth .94752 0 moveto .94752 0.00375 lineto stroke grestore gsave 0.002 setlinewidth 0 0 moveto 1 0 lineto stroke grestore gsave 0.002 setlinewidth 0.02381 .12361 moveto 0.03006 .12361 lineto stroke grestore [(1)] 0.01131 .12361 1 0 Mshowa gsave 0.002 setlinewidth 0.02381 .24721 moveto 0.03006 .24721 lineto stroke grestore [(2)] 0.01131 .24721 1 0 Mshowa gsave 0.002 setlinewidth 0.02381 .37082 moveto 0.03006 .37082 lineto stroke grestore [(3)] 0.01131 .37082 1 0 Mshowa gsave 0.002 setlinewidth 0.02381 .49443 moveto 0.03006 .49443 lineto stroke grestore [(4)] 0.01131 .49443 1 0 Mshowa gsave 0.002 setlinewidth 0.02381 .61803 moveto 0.03006 .61803 lineto stroke grestore [(5)] 0.01131 .61803 1 0 Mshowa gsave 0.001 setlinewidth 0.02381 0.02472 moveto 0.02756 0.02472 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 0.04944 moveto 0.02756 0.04944 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 0.07416 moveto 0.02756 0.07416 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 0.09889 moveto 0.02756 0.09889 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .14833 moveto 0.02756 .14833 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .17305 moveto 0.02756 .17305 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .19777 moveto 0.02756 .19777 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .22249 moveto 0.02756 .22249 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .27193 moveto 0.02756 .27193 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .29666 moveto 0.02756 .29666 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .32138 moveto 0.02756 .32138 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .3461 moveto 0.02756 .3461 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .39554 moveto 0.02756 .39554 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .42026 moveto 0.02756 .42026 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .44498 moveto 0.02756 .44498 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .46971 moveto 0.02756 .46971 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .51915 moveto 0.02756 .51915 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .54387 moveto 0.02756 .54387 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .56859 moveto 0.02756 .56859 lineto stroke grestore gsave 0.001 setlinewidth 0.02381 .59331 moveto 0.02756 .59331 lineto stroke grestore gsave 0.002 setlinewidth 0.02381 0 moveto 0.02381 .61803 lineto stroke grestore grestore 0 0 moveto 1 0 lineto 1 .61803 lineto 0 .61803 lineto closepath clip newpath gsave 0.008 setlinewidth 0.02699 .41983 Mdot 0.03018 .42042 Mdot 0.03337 .42087 Mdot 0.03655 .36092 Mdot 0.03974 .37388 Mdot 0.04292 .36367 Mdot 0.04611 .32877 Mdot 0.04929 .27912 Mdot 0.05248 .24101 Mdot 0.05566 .25986 Mdot 0.05885 .26512 Mdot 0.06203 .30387 Mdot 0.06522 .33265 Mdot 0.0684 .28259 Mdot 0.07159 .32077 Mdot 0.07477 .30258 Mdot 0.07796 .33378 Mdot 0.08114 .30572 Mdot 0.08433 .34085 Mdot 0.08751 .26319 Mdot 0.0907 .25719 Mdot 0.09388 .25521 Mdot 0.09707 .26424 Mdot .10025 .28436 Mdot .10344 .29851 Mdot .10663 .31213 Mdot .10981 .26542 Mdot .113 .27409 Mdot .11618 .27831 Mdot .11937 .23643 Mdot .12255 .25167 Mdot .12574 .26777 Mdot .12892 .27519 Mdot .13211 .24506 Mdot .13529 .25261 Mdot .13848 .23767 Mdot .14166 .25251 Mdot .14485 .2578 Mdot .14803 .23774 Mdot .15122 .24006 Mdot .1544 .25403 Mdot .15759 .23313 Mdot .16077 .27435 Mdot .16396 .31768 Mdot .16714 .3443 Mdot .17033 .33271 Mdot .17351 .35267 Mdot .1767 .34954 Mdot .17989 .36417 Mdot .18307 .31625 Mdot .18626 .33743 Mdot .18944 .32658 Mdot .19263 .2671 Mdot .19581 .2719 Mdot .199 .27932 Mdot .20218 .28594 Mdot .20537 .29089 Mdot .20855 .30978 Mdot .21174 .3283 Mdot .21492 .3284 Mdot .21811 .3271 Mdot .22129 .32821 Mdot .22448 .27141 Mdot .22766 .27652 Mdot .23085 .28131 Mdot .23403 .3087 Mdot .23722 .31113 Mdot .2404 .2439 Mdot .24359 .2485 Mdot .24677 .22318 Mdot .24996 .22463 Mdot .25315 .23162 Mdot .25633 .27181 Mdot .25952 .20975 Mdot .2627 .21507 Mdot .26589 .22062 Mdot .26907 .22491 Mdot .27226 .22807 Mdot .27544 .23039 Mdot .27863 .23735 Mdot .28181 .2389 Mdot .285 .24076 Mdot .28818 .22105 Mdot .29137 .21647 Mdot .29455 .21729 Mdot .29774 .22941 Mdot .30092 .2776 Mdot .30411 .27293 Mdot .30729 .27226 Mdot .31048 .27334 Mdot .31366 .27373 Mdot .31685 .20172 Mdot .32004 .2039 Mdot .32322 .20644 Mdot .32641 .20814 Mdot .32959 .25798 Mdot .33278 .25972 Mdot .33596 .1902 Mdot .33915 .19254 Mdot .34233 .24475 Mdot .34552 .24327 Mdot .3487 .18843 Mdot .35189 .18686 Mdot .35507 .23458 Mdot .35826 .23565 Mdot .36144 .23731 Mdot .36463 .1835 Mdot .36781 .18331 Mdot .371 .18384 Mdot .37418 .18457 Mdot .37737 .23411 Mdot .38055 .27316 Mdot .38374 .17934 Mdot .38692 .23962 Mdot .39011 .23601 Mdot .3933 .27032 Mdot .39648 .18109 Mdot .39967 .18118 Mdot .40285 .25065 Mdot .40604 .19129 Mdot .40922 .19039 Mdot .41241 .26097 Mdot .41559 .24649 Mdot .41878 .24609 Mdot .42196 .24292 Mdot .42515 .17048 Mdot .42833 .23058 Mdot .43152 .17713 Mdot .4347 .25168 Mdot .43789 .17391 Mdot .44107 .17232 Mdot .44426 .24565 Mdot .44744 .1789 Mdot .45063 .23601 Mdot .45381 .19267 Mdot .457 .26494 Mdot .46018 .2657 Mdot .46337 .23943 Mdot .46656 .26695 Mdot .46974 .27937 Mdot .47293 .28024 Mdot .47611 .28129 Mdot .4793 .16623 Mdot .48248 .23272 Mdot .48567 .17723 Mdot .48885 .25219 Mdot .49204 .17491 Mdot .49522 .25026 Mdot .49841 .24322 Mdot .50159 .23986 Mdot .50478 .23179 Mdot .50796 .16727 Mdot .51115 .22228 Mdot .51433 .21922 Mdot .51752 .25368 Mdot .5207 .16282 Mdot .52389 .23333 Mdot .52707 .25996 Mdot .53026 .25679 Mdot .53344 .25269 Mdot .53663 .26501 Mdot .53982 .15611 Mdot .543 .23411 Mdot .54619 .26165 Mdot .54937 .15782 Mdot .55256 .23506 Mdot .55574 .23437 Mdot .55893 .23585 Mdot .56211 .15721 Mdot .5653 .23723 Mdot .56848 .22885 Mdot .57167 .22512 Mdot .57485 .22556 Mdot .57804 .15853 Mdot .58122 .23542 Mdot .58441 .23632 Mdot .58759 .23101 Mdot .59078 .15411 Mdot .59396 .15348 Mdot .59715 .15328 Mdot .60033 .21897 Mdot .60352 .21945 Mdot .6067 .16002 Mdot .60989 .21055 Mdot .61308 .20626 Mdot .61626 .1668 Mdot .61945 .20121 Mdot .62263 .1985 Mdot .62582 .1723 Mdot .629 .17278 Mdot .63219 .19461 Mdot .63537 .23822 Mdot .63856 .25377 Mdot .64174 .14632 Mdot .64493 .22958 Mdot .64811 .23027 Mdot .6513 .23094 Mdot .65448 .22304 Mdot .65767 .24855 Mdot .66085 .14489 Mdot .66404 .14465 Mdot .66722 .14463 Mdot .67041 .14468 Mdot .67359 .22561 Mdot .67678 .15239 Mdot .67996 .2122 Mdot .68315 .2421 Mdot .68634 .25443 Mdot .68952 .26077 Mdot .69271 .26168 Mdot .69589 .26268 Mdot .69908 .14289 Mdot .70226 .22321 Mdot .70545 .15319 Mdot .70863 .22849 Mdot .71182 .22585 Mdot .715 .24646 Mdot .71819 .14394 Mdot .72137 .14218 Mdot .72456 .22029 Mdot .72774 .24408 Mdot .73093 .24175 Mdot .73411 .25318 Mdot .7373 .25911 Mdot .74048 .25774 Mdot .74367 .25865 Mdot .74685 .14099 Mdot .75004 .22345 Mdot .75323 .21879 Mdot .75641 .21915 Mdot .7596 .1516 Mdot .76278 .15209 Mdot .76597 .22692 Mdot .76915 .22742 Mdot .77234 .14663 Mdot .77552 .2268 Mdot .77871 .22399 Mdot .78189 .24536 Mdot .78508 .14054 Mdot .78826 .14075 Mdot .79145 .21848 Mdot .79463 .24292 Mdot .79782 .24088 Mdot .801 .24122 Mdot .80419 .2527 Mdot .80737 .13908 Mdot .81056 .2206 Mdot .81374 .24337 Mdot .81693 .14042 Mdot .82011 .14065 Mdot .8233 .1399 Mdot .82649 .1401 Mdot .82967 .13979 Mdot .83286 .13968 Mdot .83604 .13985 Mdot .83923 .13982 Mdot .84241 .22329 Mdot .8456 .24381 Mdot .84878 .25321 Mdot .85197 .25312 Mdot .85515 .13782 Mdot .85834 .13788 Mdot .86152 .13789 Mdot .86471 .22153 Mdot .86789 .22174 Mdot .87108 .14726 Mdot .87426 .14759 Mdot .87745 .14736 Mdot .88063 .20759 Mdot .88382 .20583 Mdot .887 .20479 Mdot .89019 .20502 Mdot .89337 .2052 Mdot .89656 .20534 Mdot .89975 .20464 Mdot .90293 .237 Mdot .90612 .24986 Mdot .9093 .13753 Mdot .91249 .21883 Mdot .91567 .14805 Mdot .91886 .14819 Mdot .92204 .1483 Mdot .92523 .14794 Mdot .92841 .2058 Mdot .9316 .20468 Mdot .93478 .1568 Mdot .93797 .15632 Mdot .94115 .15606 Mdot .94434 .19762 Mdot .94752 .16144 Mdot .95071 .22521 Mdot .95389 .14356 Mdot .95708 .20846 Mdot .96026 .23626 Mdot .96345 .23511 Mdot .96663 .23446 Mdot .96982 .23407 Mdot .97301 .13967 Mdot .97619 .2232 Mdot grestore % End of Graphics MathPictureEnd\ \>"], "Graphics", ImageSize->{143, 88}, ImageMargins->{{34, Inherited}, {Inherited, Inherited}}, ImageRegion->{{0, 1}, {0, 1}}, ImageCacheValid->False]}, Open]], Cell["\<\ The next plot illustrates the trajectories of the three weight vectors in one \ typical run.\ \>", "Text", ImageRegion->{{0, 1}, {0, 1}}], Cell[CellGroupData[{Cell["\<\ Show [ Graphics3D [{Thickness[0.002], RGBColor[1,0,0], Line[topWeightSequence], RGBColor[0,1,0], Line[Transpose[hiddenWeightSequence][[1]]],RGBColor[0,0,1], Line[Transpose[hiddenWeightSequence][[2]]]}], PlotRange ->Automatic, Axes->Automatic]\ \>", "Input", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}], Cell[GraphicsData["PostScript", "\<\ %! %%Creator: Mathematica %%AspectRatio: 1.10919 MathPictureStart /Courier findfont 10 scalefont setfont % Scaling calculations -0.0370203 1.13107 0.0282767 1.13107 [ [(-1)] .16015 .2121 .925213 1 Msboxa [(0)] .35236 .13175 .803801 1 Msboxa [(1)] .55979 0.0451 .68239 1 Msboxa [(-1)] 0.09539 .84394 .124511 -1 Msboxa [(0)] .23892 .94995 0.0807882 -1 Msboxa [(1)] .36346 1.04192 0.0448942 -1 Msboxa [(-1)] 0.08115 .33377 1 -.401343 Msboxa [(0)] 0.05478 .51235 1 -.36734 Msboxa [(1)] 0.02502 .71387 1 -.328531 Msboxa [ 0 0 0 0 ] [ 1 1.10919 0 0 ] ] MathScale % Start of Graphics 1 setlinecap 1 setlinejoin newpath %%Object: Graphics3D [ ] 0 setdash 0 setgray gsave gsave 0.002 setlinewidth .10592 .24905 moveto .63622 0.02828 lineto stroke grestore gsave 0.002 setlinewidth .16975 .22248 moveto .17455 .22767 lineto stroke grestore [(-1)] .16015 .2121 .925213 1 Mshowa gsave 0.002 setlinewidth .36122 .14277 moveto .36565 .14828 lineto stroke grestore [(0)] .35236 .13175 .803801 1 Mshowa gsave 0.002 setlinewidth .56776 0.05678 moveto .57174 0.06262 lineto stroke grestore [(1)] .55979 0.0451 .68239 1 Mshowa gsave 0.001 setlinewidth .20692 .20701 moveto .20975 .21016 lineto stroke grestore gsave 0.001 setlinewidth .24463 .1913 moveto .24743 .19449 lineto stroke grestore gsave 0.001 setlinewidth .28292 .17536 moveto .28567 .17859 lineto stroke grestore gsave 0.001 setlinewidth .32177 .15919 moveto .32448 .16245 lineto stroke grestore gsave 0.001 setlinewidth .40126 .12609 moveto .40387 .12944 lineto stroke grestore gsave 0.001 setlinewidth .44193 .10916 moveto .44448 .11255 lineto stroke grestore gsave 0.001 setlinewidth .48322 0.09197 moveto .48572 0.0954 lineto stroke grestore gsave 0.001 setlinewidth .52516 0.07451 moveto .52761 0.07798 lineto stroke grestore gsave 0.001 setlinewidth .13312 .23773 moveto .13604 .2408 lineto stroke grestore gsave 0.001 setlinewidth .61104 0.03876 moveto .61337 0.0423 lineto stroke grestore grestore gsave gsave 0.002 setlinewidth 0.02828 .77887 moveto .43575 1.08091 lineto stroke grestore gsave 0.002 setlinewidth 0.09713 .82991 moveto 0.09801 .82289 lineto stroke grestore [(-1)] 0.09539 .84394 .124511 -1 Mshowa gsave 0.002 setlinewidth .24006 .93585 moveto .24062 .92881 lineto stroke grestore [(0)] .23892 .94995 0.0807882 -1 Mshowa gsave 0.002 setlinewidth .36409 1.02779 moveto .36441 1.02073 lineto stroke grestore [(1)] .36346 1.04192 0.0448942 -1 Mshowa gsave 0.001 setlinewidth .12743 .85237 moveto .12792 .84816 lineto stroke grestore gsave 0.001 setlinewidth .15684 .87417 moveto .15728 .86995 lineto stroke grestore gsave 0.001 setlinewidth .18538 .89533 moveto .18579 .89111 lineto stroke grestore gsave 0.001 setlinewidth .21311 .91588 moveto .21349 .91166 lineto stroke grestore gsave 0.001 setlinewidth .26625 .95527 moveto .26656 .95104 lineto stroke grestore gsave 0.001 setlinewidth .29172 .97415 moveto .292 .96992 lineto stroke grestore gsave 0.001 setlinewidth .3165 .99252 moveto .31674 .98828 lineto stroke grestore gsave 0.001 setlinewidth .34061 1.01039 moveto .34083 1.00616 lineto stroke grestore gsave 0.001 setlinewidth 0.0659 .80675 moveto 0.06646 .80255 lineto stroke grestore gsave 0.001 setlinewidth 0.03368 .78287 moveto 0.03429 .77868 lineto stroke grestore gsave 0.001 setlinewidth .38695 1.04474 moveto .38712 1.04051 lineto stroke grestore gsave 0.001 setlinewidth .40923 1.06126 moveto .40937 1.05702 lineto stroke grestore gsave 0.001 setlinewidth .43094 1.07735 moveto .43105 1.07311 lineto stroke grestore grestore gsave gsave 0.002 setlinewidth .10592 .24905 moveto 0.02828 .77887 lineto stroke grestore gsave 0.002 setlinewidth 0.09427 .32851 moveto .10083 .32587 lineto stroke grestore [(-1)] 0.08115 .33377 1 -.401343 Mshowa gsave 0.002 setlinewidth 0.06805 .50748 moveto 0.07468 .50504 lineto stroke grestore [(0)] 0.05478 .51235 1 -.36734 Mshowa gsave 0.002 setlinewidth 0.03845 .70946 moveto 0.04516 .70725 lineto stroke grestore [(1)] 0.02502 .71387 1 -.328531 Mshowa gsave 0.001 setlinewidth 0.08927 .36265 moveto 0.09322 .36109 lineto stroke grestore gsave 0.001 setlinewidth 0.08415 .39759 moveto 0.0881 .39606 lineto stroke grestore gsave 0.001 setlinewidth 0.07891 .43336 moveto 0.08287 .43185 lineto stroke grestore gsave 0.001 setlinewidth 0.07354 .46998 moveto 0.07752 .46849 lineto stroke grestore gsave 0.001 setlinewidth 0.06242 .5459 moveto 0.06641 .54446 lineto stroke grestore gsave 0.001 setlinewidth 0.05665 .58527 moveto 0.06065 .58386 lineto stroke grestore gsave 0.001 setlinewidth 0.05073 .62563 moveto 0.05474 .62425 lineto stroke grestore gsave 0.001 setlinewidth 0.04467 .66701 moveto 0.04869 .66566 lineto stroke grestore gsave 0.001 setlinewidth 0.09917 .29513 moveto .10309 .29353 lineto stroke grestore gsave 0.001 setlinewidth .10395 .2625 moveto .10787 .26088 lineto stroke grestore gsave 0.001 setlinewidth 0.03207 .75301 moveto 0.03611 .75172 lineto stroke grestore grestore 0 0 moveto 1 0 lineto 1 1.10919 lineto 0 1.10919 lineto closepath clip newpath gsave 0.002 setlinewidth .10592 .24905 moveto 0.02828 .77887 lineto stroke 0.02828 .77887 moveto .43575 1.08091 lineto stroke .43575 1.08091 moveto .4477 .60222 lineto stroke .4477 .60222 moveto .10592 .24905 lineto stroke .63622 0.02828 moveto .90968 .4528 lineto stroke .90968 .4528 moveto .97172 .95539 lineto stroke .97172 .95539 moveto .65854 .58028 lineto stroke .65854 .58028 moveto .63622 0.02828 lineto stroke .10592 .24905 moveto 0.02828 .77887 lineto stroke 0.02828 .77887 moveto .65854 .58028 lineto stroke .65854 .58028 moveto .63622 0.02828 lineto stroke .63622 0.02828 moveto .10592 .24905 lineto stroke .4477 .60222 moveto .90968 .4528 lineto stroke .90968 .4528 moveto .97172 .95539 lineto stroke .97172 .95539 moveto .43575 1.08091 lineto stroke .43575 1.08091 moveto .4477 .60222 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89244 .45902 moveto .89273 .45923 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89253 .45901 moveto .89244 .45902 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89273 .45923 moveto .89285 .45883 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89285 .45883 moveto .89298 .45892 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89298 .45892 moveto .89296 .45893 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89267 .45899 moveto .89253 .45901 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89269 .45899 moveto .89267 .45899 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89284 .45896 moveto .89269 .45899 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89192 .45921 moveto .89207 .4587 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89211 .45919 moveto .89192 .45921 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89281 .45902 moveto .89284 .45904 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89296 .459 moveto .89281 .45902 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89284 .45904 moveto .89287 .45895 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89287 .45895 moveto .89284 .45896 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89207 .4587 moveto .89246 .45899 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89246 .45899 moveto .89267 .45915 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89267 .45915 moveto .89272 .45896 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89272 .45896 moveto .89276 .45885 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89276 .45885 moveto .89285 .45892 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89285 .45892 moveto .89291 .45896 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89291 .45896 moveto .89294 .45898 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89294 .45898 moveto .89296 .459 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89246 .45914 moveto .89211 .45919 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89213 .46036 moveto .89211 .46037 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89247 .46032 moveto .89213 .46036 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89211 .46037 moveto .8921 .46037 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8921 .46037 moveto .8921 .46038 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8921 .46038 moveto .89233 .45957 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89233 .45957 moveto .89246 .45914 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89246 .45914 moveto .89246 .45914 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89212 .46079 moveto .8921 .4608 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89247 .46074 moveto .89212 .46079 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8921 .4608 moveto .8923 .46095 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8923 .46095 moveto .89249 .46031 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89249 .46031 moveto .89247 .46032 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89224 .46057 moveto .89236 .46066 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8929 .46048 moveto .89224 .46057 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89236 .46066 moveto .89243 .46071 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89243 .46071 moveto .89247 .46074 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89068 .46186 moveto .89089 .46201 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89089 .46184 moveto .89068 .46186 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89089 .46201 moveto .89084 .46204 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89084 .46204 moveto .89114 .46101 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89114 .46101 moveto .89145 .46124 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89145 .46124 moveto .8916 .46074 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89126 .46179 moveto .89089 .46184 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8916 .46074 moveto .89157 .46075 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89157 .46075 moveto .89155 .46076 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89155 .46076 moveto .89195 .46105 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89195 .46105 moveto .89217 .46121 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89217 .46121 moveto .89231 .46074 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89231 .46074 moveto .8924 .4608 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8924 .4608 moveto .89245 .46084 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89015 .46223 moveto .89041 .46242 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8904 .4622 moveto .89015 .46223 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89245 .46084 moveto .89248 .46086 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89248 .46086 moveto .89249 .46088 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89249 .46088 moveto .89248 .46088 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89248 .46088 moveto .89257 .46056 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89041 .46242 moveto .89035 .46244 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89035 .46244 moveto .89067 .46135 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89257 .46056 moveto .89257 .46056 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89257 .46056 moveto .89268 .46064 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89268 .46064 moveto .89267 .46065 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89267 .46065 moveto .89267 .46065 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89267 .46065 moveto .89275 .46037 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89275 .46037 moveto .89285 .46044 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89285 .46044 moveto .8929 .46048 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89067 .46135 moveto .89105 .46163 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89105 .46163 moveto .89126 .46179 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89087 .46214 moveto .8904 .4622 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88904 .46416 moveto .88898 .46418 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88939 .46411 moveto .88904 .46416 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88898 .46418 moveto .88957 .46218 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88903 .46574 moveto .88951 .46409 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8891 .46573 moveto .88903 .46574 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88921 .46572 moveto .8891 .46573 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88957 .46218 moveto .89026 .46269 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8887 .46534 moveto .88897 .46553 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88888 .46531 moveto .8887 .46534 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88897 .46553 moveto .88912 .46565 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89026 .46269 moveto .89062 .46296 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88912 .46565 moveto .88921 .46572 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88949 .46407 moveto .88939 .46411 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88951 .46409 moveto .88949 .46407 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .89062 .46296 moveto .89087 .46214 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88845 .465 moveto .88888 .46531 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88874 .46496 moveto .88845 .465 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88659 .46337 moveto .88803 .46443 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88704 .46331 moveto .88659 .46337 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88803 .46443 moveto .88874 .46496 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88713 .46327 moveto .88704 .46331 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88745 .46323 moveto .88713 .46327 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88433 .46637 moveto .88654 .468 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88506 .46627 moveto .88433 .46637 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88694 .46495 moveto .88745 .46323 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88745 .46489 moveto .88694 .46495 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88654 .468 moveto .88745 .46489 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88519 .46622 moveto .8851 .46625 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88581 .46614 moveto .88519 .46622 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8851 .46625 moveto .88506 .46627 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88223 .4757 moveto .88387 .47691 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88308 .4756 moveto .88223 .4757 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8873 .46594 moveto .88581 .46614 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88387 .47691 moveto .88579 .47035 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8832 .47554 moveto .88308 .4756 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8842 .47543 moveto .8832 .47554 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88579 .47035 moveto .88651 .46787 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88651 .46787 moveto .88682 .46809 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88682 .46809 moveto .88669 .46815 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88669 .46815 moveto .88664 .46817 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88664 .46817 moveto .8873 .46594 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87981 .47203 moveto .87968 .47209 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88073 .47192 moveto .87981 .47203 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87968 .47209 moveto .88286 .47444 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88286 .47444 moveto .8842 .47543 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88381 .47153 moveto .88073 .47192 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87433 .47669 moveto .87644 .46945 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87661 .47642 moveto .87433 .47669 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87644 .46945 moveto .88023 .47226 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88023 .47226 moveto .88004 .47234 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88004 .47234 moveto .87998 .47237 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87998 .47237 moveto .883 .4746 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .883 .4746 moveto .88391 .47149 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88391 .47149 moveto .88384 .47152 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88384 .47152 moveto .88381 .47153 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87719 .47617 moveto .87671 .47637 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87783 .47609 moveto .87719 .47617 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87671 .47637 moveto .87661 .47642 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87715 .47559 moveto .87783 .47609 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87852 .47542 moveto .87715 .47559 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87693 .47638 moveto .87801 .47718 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88265 .4757 moveto .87693 .47638 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87801 .47718 moveto .87852 .47542 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85508 .50003 moveto .86124 .47879 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8555 .49999 moveto .85508 .50003 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85635 .49991 moveto .8555 .49999 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85873 .49968 moveto .85635 .49991 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .86194 .47245 moveto .86145 .47266 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .86312 .4723 moveto .86194 .47245 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .86145 .47266 moveto .86134 .47271 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .86134 .47271 moveto .86323 .46619 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84298 .48739 moveto .85923 .49946 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84516 .48715 moveto .84298 .48739 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .86124 .47879 moveto .86312 .4723 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .86323 .46619 moveto .87586 .47554 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85923 .49946 moveto .85873 .49968 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87586 .47554 moveto .87626 .47417 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87626 .47417 moveto .87602 .47428 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87602 .47428 moveto .87655 .47245 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87655 .47245 moveto .87686 .47141 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84558 .48697 moveto .84516 .48715 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84962 .48651 moveto .84558 .48697 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .87686 .47141 moveto .88056 .47415 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88056 .47415 moveto .88195 .47518 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .88195 .47518 moveto .88265 .4757 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84554 .50229 moveto .84499 .50253 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85059 .50182 moveto .84554 .50229 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84499 .50253 moveto .84962 .48651 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84624 .51114 moveto .84954 .49972 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84982 .51084 moveto .84624 .51114 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84954 .49972 moveto .85171 .50133 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85171 .50133 moveto .85059 .50182 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .86227 .50978 moveto .84982 .51084 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .83893 .51697 moveto .8459 .52216 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84957 .51612 moveto .83893 .51697 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8459 .52216 moveto .84486 .52262 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84486 .52262 moveto .8484 .5104 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8484 .5104 moveto .84808 .51054 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84808 .51054 moveto .84797 .51059 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84797 .51059 moveto .84981 .50423 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84981 .50423 moveto .85902 .51107 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85902 .51107 moveto .85964 .50893 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85964 .50893 moveto .862 .51068 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .862 .51068 moveto .86227 .50978 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84458 .5189 moveto .84728 .52091 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85857 .51784 moveto .84458 .5189 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84728 .52091 moveto .84896 .52216 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84896 .52216 moveto .84765 .52273 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84765 .52273 moveto .84957 .51612 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .82289 .53964 moveto .82736 .52409 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8295 .53928 moveto .82289 .53964 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .82736 .52409 moveto .83025 .51406 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .83025 .51406 moveto .83196 .50809 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8123 .5409 moveto .81928 .54613 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .82063 .54046 moveto .8123 .5409 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .83196 .50809 moveto .8405 .51445 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81928 .54613 moveto .82339 .53183 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8405 .51445 moveto .84481 .51766 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84481 .51766 moveto .84337 .51829 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84337 .51829 moveto .84454 .51428 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84454 .51428 moveto .84527 .51175 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .82339 .53183 moveto .82188 .53249 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84527 .51175 moveto .84575 .51008 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .82188 .53249 moveto .83043 .53887 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84575 .51008 moveto .84522 .51031 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84522 .51031 moveto .84574 .50851 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .84574 .50851 moveto .85533 .51565 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .83043 .53887 moveto .8295 .53928 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85533 .51565 moveto .85538 .51546 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .85538 .51546 moveto .85857 .51784 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81272 .53366 moveto .81198 .53398 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .82097 .53315 moveto .81272 .53366 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81198 .53398 moveto .82063 .54046 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .79526 .56062 moveto .79951 .54566 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40136 .98667 moveto .40167 .98694 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40137 .9868 moveto .40136 .98667 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40167 .98694 moveto .40183 .9871 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40183 .9871 moveto .40192 .98719 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40192 .98719 moveto .39751 .98918 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40139 .98702 moveto .40137 .9868 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39541 .99096 moveto .39309 .99202 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39543 .99117 moveto .39541 .99096 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39405 .98999 moveto .39494 .99076 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39407 .9902 moveto .39405 .98999 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40121 .98683 moveto .40139 .98702 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40124 .98716 moveto .40121 .98683 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39494 .99076 moveto .39543 .99117 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .3941 .99054 moveto .39407 .9902 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40088 .98685 moveto .40124 .98716 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40093 .98737 moveto .40088 .98685 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39142 .99605 moveto .39137 .99544 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39188 .9943 moveto .39091 .99475 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39192 .99489 moveto .39188 .9943 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39647 .99008 moveto .39415 .99113 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39652 .99066 moveto .39647 .99008 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39415 .99113 moveto .3941 .99054 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39309 .99202 moveto .39177 .99262 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39911 .98561 moveto .39975 .98626 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39916 .98621 moveto .39911 .98561 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .80896 .54674 moveto .81088 .54004 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81086 .54665 moveto .80896 .54674 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39975 .98626 moveto .40009 .98661 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .79951 .54566 moveto .79872 .54601 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39299 .9944 moveto .39192 .99489 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39306 .99523 moveto .39299 .9944 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39091 .99475 moveto .39033 .99502 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40009 .98661 moveto .40062 .98706 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40062 .98706 moveto .40077 .98721 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40077 .98721 moveto .40085 .9873 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40085 .9873 moveto .4009 .98735 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4009 .98735 moveto .40093 .98737 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .79874 .546 moveto .80386 .54983 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .79872 .54601 moveto .79874 .546 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39033 .99502 moveto .39077 .99546 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39549 .98973 moveto .39582 .99006 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39557 .99061 moveto .39549 .98973 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39177 .99262 moveto .39233 .9931 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39077 .99546 moveto .39122 .99585 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39582 .99006 moveto .39652 .99066 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39122 .99585 moveto .39142 .99605 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39233 .9931 moveto .39293 .99371 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39751 .98918 moveto .39771 .98938 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39771 .98938 moveto .39782 .9895 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39293 .99371 moveto .39326 .99405 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39782 .9895 moveto .39789 .98956 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39789 .98956 moveto .39557 .99061 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39326 .99405 moveto .39347 .99423 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39347 .99423 moveto .39359 .99433 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39359 .99433 moveto .39374 .99448 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .80386 .54983 moveto .80377 .54987 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39374 .99448 moveto .39383 .99457 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39927 .98731 moveto .39916 .98621 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39383 .99457 moveto .39388 .99462 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .80377 .54987 moveto .80907 .55385 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39388 .99462 moveto .3939 .99465 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .3939 .99465 moveto .39292 .9951 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81088 .54004 moveto .81264 .53389 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39292 .9951 moveto .39297 .99515 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39297 .99515 moveto .39306 .99523 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .80907 .55385 moveto .81117 .54651 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81264 .53389 moveto .81234 .53402 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81234 .53402 moveto .81229 .53404 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81229 .53404 moveto .81227 .53405 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81227 .53405 moveto .81226 .53405 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81226 .53405 moveto .8128 .53217 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39709 .98537 moveto .39822 .98633 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39725 .98712 moveto .39709 .98537 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43539 .9375 moveto .4159 .94553 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43556 .93852 moveto .43539 .9375 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39822 .98633 moveto .39871 .98683 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .8128 .53217 moveto .81277 .53219 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81277 .53219 moveto .81975 .5374 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39871 .98683 moveto .39927 .98731 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81117 .54651 moveto .81086 .54665 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81086 .54665 moveto .81086 .54665 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39863 .98309 moveto .39983 .98411 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39882 .98511 moveto .39863 .98309 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39835 .97827 moveto .40054 .98011 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39852 .98004 moveto .39835 .97827 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39983 .98411 moveto .40043 .98472 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40415 .96295 moveto .3991 .96518 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40429 .96428 moveto .40415 .96295 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41584 .95903 moveto .41839 .96113 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41605 .96066 moveto .41584 .95903 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40043 .98472 moveto .40077 .98506 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40054 .98011 moveto .40164 .98122 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .81975 .5374 moveto .82046 .53493 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40077 .98506 moveto .39832 .98617 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41839 .96113 moveto .40875 .9653 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40164 .98122 moveto .40222 .98182 lineto stroke grestore gsave 0 0 1 setrgbcolor 0.002 setlinewidth .82046 .53493 moveto .82097 .53315 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40222 .98182 moveto .40313 .98259 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40313 .98259 moveto .40009 .98395 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4359 .94054 moveto .43556 .93852 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39832 .98617 moveto .39693 .9868 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40092 .97896 moveto .39852 .98004 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40126 .98223 moveto .40092 .97896 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40207 .97252 moveto .39901 .97389 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4024 .97553 moveto .40207 .97252 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39693 .9868 moveto .39725 .98712 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40009 .98395 moveto .39842 .98471 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40461 .96712 moveto .40429 .96428 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .42698 .9323 moveto .43227 .93763 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .42729 .9343 moveto .42698 .9323 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .3991 .96518 moveto .40262 .96874 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41657 .96451 moveto .41605 .96066 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39842 .98471 moveto .39882 .98511 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39901 .97389 moveto .40127 .97617 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40262 .96874 moveto .40599 .97152 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40599 .97152 moveto .40261 .97301 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40127 .97617 moveto .4024 .97732 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43227 .93763 moveto .4359 .94054 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40974 .95114 moveto .40386 .95368 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41021 .95486 moveto .40974 .95114 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4024 .97732 moveto .40045 .97819 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .42956 .9211 moveto .41406 .92743 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43005 .92407 moveto .42956 .9211 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40917 .94432 moveto .41446 .94966 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40965 .9482 moveto .40917 .94432 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40875 .9653 moveto .40461 .96712 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40045 .97819 moveto .40114 .97889 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40114 .97889 moveto .39996 .97942 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40261 .97301 moveto .4045 .97459 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4045 .97459 moveto .4024 .97553 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .42818 .93972 moveto .42729 .9343 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39996 .97942 moveto .40039 .97986 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40039 .97986 moveto .40064 .98011 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40064 .98011 moveto .40078 .98026 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40078 .98026 moveto .40002 .9806 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40002 .9806 moveto .39955 .98081 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41446 .94966 moveto .41679 .95203 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .39955 .98081 moveto .4013 .98227 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40386 .95368 moveto .40668 .95656 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4013 .98227 moveto .40126 .98223 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .45593 .9033 moveto .45844 .90533 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .45735 .90956 moveto .45593 .9033 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41679 .95203 moveto .41021 .95486 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .45844 .90533 moveto .45989 .90651 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40668 .95656 moveto .41339 .96181 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .45989 .90651 moveto .46639 .91298 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .42886 .8842 moveto .4382 .89162 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .42935 .88707 moveto .42886 .8842 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4159 .94553 moveto .40965 .9482 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41339 .96181 moveto .41607 .964 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41607 .964 moveto .41657 .96451 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4382 .89162 moveto .4556 .90816 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43266 .93768 moveto .43005 .92407 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .46639 .91298 moveto .469 .9156 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .5092 .79151 moveto .52186 .79973 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .50994 .79352 moveto .5092 .79151 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .469 .9156 moveto .47033 .91695 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .47033 .91695 moveto .43971 .92838 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41406 .92743 moveto .42222 .93378 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .52186 .79973 moveto .54093 .81789 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .42222 .93378 moveto .42818 .93972 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .56494 .68876 moveto .5846 .70273 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .56568 .68986 moveto .56494 .68876 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43171 .89925 moveto .42935 .88707 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54499 .6778 moveto .56568 .68986 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .5454 .67843 moveto .54499 .6778 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43669 .86493 moveto .41871 .87169 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43916 .87649 moveto .43669 .86493 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .51216 .7994 moveto .50994 .79352 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54612 .67956 moveto .5454 .67843 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43539 .84939 moveto .41736 .85617 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43732 .85857 moveto .43539 .84939 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .55994 .75669 moveto .56509 .76032 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .56439 .76518 moveto .55994 .75669 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4556 .90816 moveto .45735 .90956 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .44415 .83486 moveto .4656 .84849 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .44684 .84628 moveto .44415 .83486 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .56509 .76032 moveto .58485 .7781 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54763 .68189 moveto .54612 .67956 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4656 .84849 moveto .43732 .85857 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .55319 .66128 moveto .49861 .66248 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .5554 .66443 moveto .55319 .66128 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41871 .87169 moveto .4121 .87427 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .41736 .85617 moveto .43916 .87649 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .48051 .83495 moveto .44684 .84628 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .48823 .85785 moveto .48051 .83495 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .49284 .78845 moveto .51216 .7994 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .49971 .80688 moveto .49284 .78845 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .55275 .68968 moveto .54763 .68189 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54093 .81789 moveto .54432 .82015 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43971 .92838 moveto .4415 .93019 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54432 .82015 moveto .55021 .82598 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4415 .93019 moveto .44346 .93173 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .44346 .93173 moveto .43537 .93501 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4121 .87427 moveto .40871 .87561 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .40871 .87561 moveto .43124 .89021 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .55021 .82598 moveto .55157 .82689 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .55157 .82689 moveto .4934 .84041 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .53302 .77738 moveto .54461 .78431 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54298 .79839 moveto .53302 .77738 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .5316 .71644 moveto .47677 .72211 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .53994 .73179 moveto .5316 .71644 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .5331 .69626 moveto .55302 .71178 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54137 .70997 moveto .5331 .69626 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .51003 .64831 moveto .52901 .66162 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .51423 .65482 moveto .51003 .64831 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43537 .93501 moveto .43646 .93611 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43646 .93611 moveto .43266 .93768 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43124 .89021 moveto .43922 .89635 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54461 .78431 moveto .48737 .79502 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .5639 .67635 moveto .5554 .66443 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .43922 .89635 moveto .43171 .89925 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .52253 .65188 moveto .54252 .66703 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .52901 .66162 moveto .52253 .65188 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54611 .75286 moveto .55504 .75873 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .55697 .77336 moveto .54611 .75286 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .55504 .75873 moveto .56066 .76257 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .56066 .76257 moveto .56439 .76518 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .58485 .7781 moveto .58522 .77835 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .58522 .77835 moveto .59326 .78611 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .49861 .66248 moveto .52976 .67727 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .52976 .67727 moveto .55275 .68968 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .5846 .70273 moveto .59243 .70732 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .59326 .78611 moveto .5342 .78987 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .59243 .70732 moveto .59792 .71063 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .59792 .71063 moveto .54137 .70997 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .5223 .71649 moveto .53994 .73179 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .53283 .73591 moveto .5223 .71649 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .52468 .6707 moveto .51423 .65482 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .47677 .72211 moveto .50623 .73662 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .50623 .73662 moveto .52529 .74809 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .4934 .84041 moveto .47285 .84726 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .48737 .79502 moveto .49971 .80688 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .52529 .74809 moveto .53678 .75572 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .53678 .75572 moveto .54973 .76673 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .55302 .71178 moveto .50028 .71549 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54252 .66703 moveto .5639 .67635 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .47285 .84726 moveto .48478 .85451 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .48478 .85451 moveto .48823 .85785 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .5342 .78987 moveto .53956 .79504 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .53956 .79504 moveto .54298 .79839 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .54973 .76673 moveto .55697 .77336 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .50028 .71549 moveto .51239 .72601 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .51239 .72601 moveto .53283 .73591 lineto stroke grestore gsave 1 0 0 setrgbcolor 0.002 setlinewidth .49295 .65801 moveto .52468 .6707 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .4012 .53744 moveto .40171 .53521 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .40171 .53521 moveto .39379 .53829 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .39379 .53829 moveto .38919 .54008 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .38919 .54008 moveto .40061 .54893 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .40061 .54893 moveto .39347 .55172 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .39347 .55172 moveto .40687 .56212 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .40687 .56212 moveto .40927 .55185 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .39354 .55749 moveto .39772 .53946 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .39524 .55738 moveto .39354 .55749 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .40927 .55185 moveto .39841 .55613 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .39772 .53946 moveto .40091 .52569 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .39841 .55613 moveto .39524 .55738 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .40091 .52569 moveto .39316 .52868 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .39316 .52868 moveto .3907 .52963 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .3907 .52963 moveto .38948 .5301 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .38948 .5301 moveto .38878 .53037 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .38878 .53037 moveto .39296 .51222 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .39296 .51222 moveto .3916 .51274 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .41954 .52476 moveto .40713 .52957 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42128 .52453 moveto .41954 .52476 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .3916 .51274 moveto .41906 .53397 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .41906 .53397 moveto .42037 .5284 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42732 .54597 moveto .43221 .54975 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42823 .54589 moveto .42732 .54597 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42037 .5284 moveto .42128 .52453 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .40713 .52957 moveto .42823 .54589 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .43221 .54975 moveto .43362 .54379 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .43362 .54379 moveto .42007 .54913 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42007 .54913 moveto .43611 .56154 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .43611 .56154 moveto .42241 .56701 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .4211 .56707 moveto .42519 .54971 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42241 .56701 moveto .4211 .56707 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42519 .54971 moveto .42787 .53835 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42787 .53835 moveto .42947 .53153 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42947 .53153 moveto .44336 .54225 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .44336 .54225 moveto .4504 .54768 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .4504 .54768 moveto .4308 .55547 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .4308 .55547 moveto .43266 .5476 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .43266 .5476 moveto .4338 .54278 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .4338 .54278 moveto .43455 .53963 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .43455 .53963 moveto .42486 .54344 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42486 .54344 moveto .42608 .53828 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .42608 .53828 moveto .46159 .56572 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .47241 .57491 moveto .4776 .57893 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .474 .57488 moveto .47241 .57491 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .4776 .57893 moveto .48082 .58142 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .48082 .58142 moveto .46005 .58994 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .46159 .56572 moveto .46168 .56536 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .46168 .56536 moveto .474 .57488 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .46174 .57736 moveto .47397 .58682 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .46309 .57733 moveto .46174 .57736 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .47397 .58682 moveto .45775 .59348 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .46005 .58994 moveto .46309 .57733 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .45775 .59348 moveto .46282 .5725 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .46282 .5725 moveto .45692 .57489 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .45692 .57489 moveto .45489 .57572 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .45489 .57572 moveto .4584 .56111 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .4584 .56111 moveto .49295 .58781 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .50151 .58929 moveto .50364 .58068 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .50192 .5893 moveto .50151 .58929 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .50327 .5893 moveto .50192 .5893 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .50364 .58068 moveto .50694 .58322 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .50694 .58322 moveto .48532 .59217 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .49295 .58781 moveto .4939 .58393 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .4939 .58393 moveto .50288 .59087 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .50288 .59087 moveto .50327 .5893 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .4846 .59216 moveto .47514 .59607 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .48532 .59217 moveto .4846 .59216 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .47514 .59607 moveto .48099 .57206 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .48039 .57207 moveto .47271 .57521 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .48099 .57206 moveto .48039 .57207 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .47233 .57521 moveto .50296 .59889 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .47271 .57521 moveto .47233 .57521 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .50296 .59889 moveto .49282 .60312 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .49225 .6031 moveto .49802 .57966 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .49231 .60311 moveto .49225 .6031 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .49245 .60311 moveto .49231 .60311 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .49282 .60312 moveto .49245 .60311 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .49802 .57966 moveto .49983 .5723 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .49968 .5723 moveto .48874 .57679 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .49983 .5723 moveto .49968 .5723 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .48874 .57679 moveto .48618 .57784 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .48618 .57784 moveto .48869 .56756 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .48869 .56756 moveto .5201 .59178 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5201 .59178 moveto .5206 .58978 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5206 .58978 moveto .51408 .5925 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .51408 .5925 moveto .51486 .58939 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .51486 .58939 moveto .51529 .58763 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .51529 .58763 moveto .52613 .59599 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5316 .60066 moveto .53394 .60246 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53221 .60067 moveto .5316 .60066 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53394 .60246 moveto .53449 .60026 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53562 .6013 moveto .52213 .607 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53569 .6013 moveto .53562 .6013 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53433 .60026 moveto .53569 .6013 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53449 .60026 moveto .53433 .60026 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .52613 .59599 moveto .53018 .59911 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53018 .59911 moveto .53221 .60067 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .52213 .607 moveto .51928 .6082 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .51898 .60819 moveto .52153 .59797 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .51928 .6082 moveto .51898 .60819 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .52153 .59797 moveto .5304 .60481 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5304 .60481 moveto .52511 .60705 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .52511 .60705 moveto .52315 .60788 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .52315 .60788 moveto .53138 .61423 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53138 .61423 moveto .53266 .60915 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53266 .60915 moveto .53059 .61002 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .52907 .61044 moveto .52548 .61196 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .52919 .61045 moveto .52907 .61044 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .52956 .61046 moveto .52919 .61045 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53059 .61002 moveto .52956 .61046 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .52548 .61196 moveto .53331 .61801 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53331 .61801 moveto .53658 .62053 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53646 .62053 moveto .53296 .62202 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53658 .62053 moveto .53646 .62053 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53285 .62202 moveto .53671 .625 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53296 .62202 moveto .53285 .62202 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53671 .625 moveto .53911 .61547 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53911 .61547 moveto .54003 .61186 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54003 .61186 moveto .54073 .6124 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54073 .6124 moveto .53694 .61402 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53694 .61402 moveto .53534 .6147 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53534 .6147 moveto .53626 .61108 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53601 .61107 moveto .53333 .61221 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53608 .61107 moveto .53601 .61107 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53626 .61108 moveto .53608 .61107 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53333 .61221 moveto .53208 .61274 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53199 .61273 moveto .53723 .61678 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53208 .61274 moveto .53199 .61273 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53723 .61678 moveto .53842 .6121 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53836 .6121 moveto .539 .60957 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53842 .6121 moveto .53836 .6121 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53896 .60957 moveto .5361 .61079 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .539 .60957 moveto .53896 .60957 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53605 .61079 moveto .53939 .61337 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5361 .61079 moveto .53605 .61079 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53939 .61337 moveto .54104 .61464 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54101 .61464 moveto .54199 .6154 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54104 .61464 moveto .54101 .61464 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54197 .61539 moveto .54257 .61586 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54199 .6154 moveto .54197 .61539 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54257 .61586 moveto .54292 .61613 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54311 .61629 moveto .5437 .61392 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54311 .61629 moveto .54311 .61629 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54313 .61629 moveto .54311 .61629 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54292 .61613 moveto .54313 .61629 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54366 .61388 moveto .54053 .61522 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5437 .61392 moveto .54366 .61388 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54049 .61522 moveto .53881 .61593 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54053 .61522 moveto .54049 .61522 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .53881 .61593 moveto .5396 .61283 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5396 .61283 moveto .54124 .6141 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54124 .6141 moveto .54211 .61477 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54211 .61477 moveto .54243 .6135 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54235 .6135 moveto .54294 .61395 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54238 .6135 moveto .54235 .6135 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54294 .61395 moveto .541 .61477 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54243 .6135 moveto .54238 .6135 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .541 .61477 moveto .54143 .61308 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54143 .61308 moveto .54234 .61378 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54277 .61416 moveto .54324 .61452 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54279 .61417 moveto .54277 .61416 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54324 .61452 moveto .54156 .61524 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54283 .61417 moveto .54279 .61417 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54234 .61378 moveto .54283 .61417 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54156 .61524 moveto .54197 .61364 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54197 .61364 moveto .54271 .61422 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54271 .61422 moveto .54291 .61344 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54291 .61344 moveto .54185 .61389 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54185 .61389 moveto .54127 .61414 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54127 .61414 moveto .54224 .61489 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54224 .61489 moveto .54277 .6153 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54277 .6153 moveto .54297 .61454 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54297 .61454 moveto .54319 .61471 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54319 .61471 moveto .54331 .61481 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54331 .61481 moveto .54339 .61486 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54339 .61486 moveto .54343 .6149 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54343 .6149 moveto .54292 .61511 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54292 .61511 moveto .54305 .61459 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54305 .61459 moveto .54273 .61473 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54273 .61473 moveto .54301 .61494 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54301 .61494 moveto .5428 .61503 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54361 .61535 moveto .54276 .61571 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54365 .61535 moveto .54361 .61535 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5428 .61503 moveto .54267 .61509 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54308 .61492 moveto .54338 .61515 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54316 .61492 moveto .54308 .61492 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54338 .61515 moveto .54355 .61528 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54267 .61509 moveto .54278 .61463 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54355 .61528 moveto .54365 .61535 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54278 .61463 moveto .54302 .61482 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54302 .61482 moveto .54316 .61492 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54276 .61571 moveto .54325 .61609 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54325 .61609 moveto .5435 .61508 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5435 .61508 moveto .54294 .61532 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .5429 .61532 moveto .54234 .61556 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54294 .61532 moveto .5429 .61532 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54234 .61556 moveto .54201 .6157 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54201 .6157 moveto .54182 .61578 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54182 .61578 moveto .54214 .61449 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54214 .61449 moveto .54232 .6138 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54205 .61389 moveto .54225 .61309 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54207 .61389 moveto .54205 .61389 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54211 .61389 moveto .54207 .61389 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54232 .6138 moveto .54211 .61389 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54225 .61309 moveto .54317 .6138 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54317 .6138 moveto .54366 .61418 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54366 .61418 moveto .54374 .61389 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54374 .61389 moveto .54378 .61372 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54378 .61372 moveto .54401 .6139 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54424 .61409 moveto .54431 .61414 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54426 .61409 moveto .54424 .61409 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54431 .61414 moveto .54435 .61401 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54401 .6139 moveto .54414 .614 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54414 .614 moveto .54421 .61406 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54435 .61401 moveto .54355 .61435 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54421 .61406 moveto .54426 .61409 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54354 .61435 moveto .54298 .61459 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54355 .61435 moveto .54354 .61435 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54295 .61459 moveto .54362 .6151 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54296 .61459 moveto .54295 .61459 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54298 .61459 moveto .54296 .61459 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54362 .6151 moveto .54378 .61447 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54378 .61447 moveto .54408 .6147 lineto stroke grestore gsave 0 1 0 setrgbcolor 0.002 setlinewidth .54408 .6147 moveto .5435 .61495 lineto stroke grestore gsave 0.002 setlinewidth .63622 0.02828 moveto .90968 .4528 lineto stroke .90968 .4528 moveto .97172 .95539 lineto stroke .97172 .95539 moveto .65854 .58028 lineto stroke .65854 .58028 moveto .63622 0.02828 lineto stroke .10592 .24905 moveto 0.02828 .77887 lineto stroke 0.02828 .77887 moveto .65854 .58028 lineto stroke .65854 .58028 moveto .63622 0.02828 lineto stroke .63622 0.02828 moveto .10592 .24905 lineto stroke grestore gsave gsave 0.002 setlinewidth .10592 .24905 moveto .63622 0.02828 lineto stroke grestore gsave 0.002 setlinewidth .16975 .22248 moveto .17455 .22767 lineto stroke grestore [(-1)] .16015 .2121 .925213 1 Mshowa gsave 0.002 setlinewidth .36122 .14277 moveto .36565 .14828 lineto stroke grestore [(0)] .35236 .13175 .803801 1 Mshowa gsave 0.002 setlinewidth .56776 0.05678 moveto .57174 0.06262 lineto stroke grestore [(1)] .55979 0.0451 .68239 1 Mshowa gsave 0.001 setlinewidth .20692 .20701 moveto .20975 .21016 lineto stroke grestore gsave 0.001 setlinewidth .24463 .1913 moveto .24743 .19449 lineto stroke grestore gsave 0.001 setlinewidth .28292 .17536 moveto .28567 .17859 lineto stroke grestore gsave 0.001 setlinewidth .32177 .15919 moveto .32448 .16245 lineto stroke grestore gsave 0.001 setlinewidth .40126 .12609 moveto .40387 .12944 lineto stroke grestore gsave 0.001 setlinewidth .44193 .10916 moveto .44448 .11255 lineto stroke grestore gsave 0.001 setlinewidth .48322 0.09197 moveto .48572 0.0954 lineto stroke grestore gsave 0.001 setlinewidth .52516 0.07451 moveto .52761 0.07798 lineto stroke grestore gsave 0.001 setlinewidth .13312 .23773 moveto .13604 .2408 lineto stroke grestore gsave 0.001 setlinewidth .61104 0.03876 moveto .61337 0.0423 lineto stroke grestore grestore gsave gsave 0.002 setlinewidth 0.02828 .77887 moveto .43575 1.08091 lineto stroke grestore gsave 0.002 setlinewidth 0.09713 .82991 moveto 0.09801 .82289 lineto stroke grestore [(-1)] 0.09539 .84394 .124511 -1 Mshowa gsave 0.002 setlinewidth .24006 .93585 moveto .24062 .92881 lineto stroke grestore [(0)] .23892 .94995 0.0807882 -1 Mshowa gsave 0.002 setlinewidth .36409 1.02779 moveto .36441 1.02073 lineto stroke grestore [(1)] .36346 1.04192 0.0448942 -1 Mshowa gsave 0.001 setlinewidth .12743 .85237 moveto .12792 .84816 lineto stroke grestore gsave 0.001 setlinewidth .15684 .87417 moveto .15728 .86995 lineto stroke grestore gsave 0.001 setlinewidth .18538 .89533 moveto .18579 .89111 lineto stroke grestore gsave 0.001 setlinewidth .21311 .91588 moveto .21349 .91166 lineto stroke grestore gsave 0.001 setlinewidth .26625 .95527 moveto .26656 .95104 lineto stroke grestore gsave 0.001 setlinewidth .29172 .97415 moveto .292 .96992 lineto stroke grestore gsave 0.001 setlinewidth .3165 .99252 moveto .31674 .98828 lineto stroke grestore gsave 0.001 setlinewidth .34061 1.01039 moveto .34083 1.00616 lineto stroke grestore gsave 0.001 setlinewidth 0.0659 .80675 moveto 0.06646 .80255 lineto stroke grestore gsave 0.001 setlinewidth 0.03368 .78287 moveto 0.03429 .77868 lineto stroke grestore gsave 0.001 setlinewidth .38695 1.04474 moveto .38712 1.04051 lineto stroke grestore gsave 0.001 setlinewidth .40923 1.06126 moveto .40937 1.05702 lineto stroke grestore gsave 0.001 setlinewidth .43094 1.07735 moveto .43105 1.07311 lineto stroke grestore grestore gsave gsave 0.002 setlinewidth .10592 .24905 moveto 0.02828 .77887 lineto stroke grestore gsave 0.002 setlinewidth 0.09427 .32851 moveto .10083 .32587 lineto stroke grestore [(-1)] 0.08115 .33377 1 -.401343 Mshowa gsave 0.002 setlinewidth 0.06805 .50748 moveto 0.07468 .50504 lineto stroke grestore [(0)] 0.05478 .51235 1 -.36734 Mshowa gsave 0.002 setlinewidth 0.03845 .70946 moveto 0.04516 .70725 lineto stroke grestore [(1)] 0.02502 .71387 1 -.328531 Mshowa gsave 0.001 setlinewidth 0.08927 .36265 moveto 0.09322 .36109 lineto stroke grestore gsave 0.001 setlinewidth 0.08415 .39759 moveto 0.0881 .39606 lineto stroke grestore gsave 0.001 setlinewidth 0.07891 .43336 moveto 0.08287 .43185 lineto stroke grestore gsave 0.001 setlinewidth 0.07354 .46998 moveto 0.07752 .46849 lineto stroke grestore gsave 0.001 setlinewidth 0.06242 .5459 moveto 0.06641 .54446 lineto stroke grestore gsave 0.001 setlinewidth 0.05665 .58527 moveto 0.06065 .58386 lineto stroke grestore gsave 0.001 setlinewidth 0.05073 .62563 moveto 0.05474 .62425 lineto stroke grestore gsave 0.001 setlinewidth 0.04467 .66701 moveto 0.04869 .66566 lineto stroke grestore gsave 0.001 setlinewidth 0.09917 .29513 moveto .10309 .29353 lineto stroke grestore gsave 0.001 setlinewidth .10395 .2625 moveto .10787 .26088 lineto stroke grestore gsave 0.001 setlinewidth 0.03207 .75301 moveto 0.03611 .75172 lineto stroke grestore grestore gsave grestore % End of Graphics MathPictureEnd\ \>"], "Graphics", ImageSize->{214, 237}, ImageMargins->{{119, Inherited}, {Inherited, 5}}, ImageRegion->{{0, 1}, {0, 1}}, ImageCacheValid->False], Cell[OutputFormData["\<\ The Unformatted text for this cell was not generated. Use options in the Actions Preferences dialog box to control when Unformatted text is generated.\ \>", "\<\ -Graphics3D-\ \>"], "Output", ImageRegion->{{0, 1}, {0, 1}}]}, Open]], Cell[TextData[{ StyleBox["Empirical evidence indicates that the cost function defined above \ has some undesirable but unavoidable properties. It is of course ", FontFamily->"Times"], StyleBox["non convex", FontFamily->"Times", FontWeight->"Bold"], StyleBox[" and its global minimum may ", FontFamily->"Times"], StyleBox["not", FontFamily->"Times", FontWeight->"Bold"], StyleBox[" be ", FontFamily->"Times"], StyleBox["unique", FontFamily->"Times", FontWeight->"Bold"], StyleBox[". It can have ", FontFamily->"Times"], StyleBox["local minima", FontFamily->"Times", FontWeight->"Bold"], StyleBox[", although experience indicates that they do not constitute a \ major problem: they are indeed few since they require that all partial \ derivatives vanish simultaneously and these minima can be by-passed by \ various techniques. More serious is the fact that ", FontFamily->"Times"], StyleBox["ravines", FontFamily->"Times", FontWeight->"Bold"], StyleBox[" and ", FontFamily->"Times"], StyleBox["plateaus", FontFamily->"Times", FontWeight->"Bold"], StyleBox[" form easily.\nIn ravines the derivatives are large in one \ direction and small in another. On plateaus, cost is high but gradients are \ low so that each step brings only minute improvements. Plateaus are a \ consequence of the saturation characteristics of the superSigmoid function. \ Significant learning occurs only when the units are in the central, near \ linear, region. With large weights, large NetInputs will occur, bringing \ the units into the saturation zone. One possible solution is to force the \ weights to systematically decrease with the iterations, but this technique \ has the potential drawback of bringing the weights to zero, i.e., to a \ guaranteed plateau existing around the origin, before reaching convergence. \n\ The consequence of these problems is that, although the procedure almost \ always converges, the number of iterations for convergence varies widely \ with the initial choice of weights. There is a zone (probably fractal in \ configuration) from which convergence is rapid. But other areas will require \ orders of magnitude more iterations to reach a solution.\nIt must also be \ realized that there will be an infinity of possible solutions (weights range) \ generally forming nonconnected regions in the weight space.\n", FontFamily->"Times"] }], "Text", AspectRatioFixed->False, ImageRegion->{{0, 1}, {0, 1}}] }, FrontEndVersion->"4.1 for Microsoft Windows", ScreenRectangle->{{0, 1024}, {0, 695}}, WindowToolbars->{}, CellGrouping->Manual, WindowSize->{499, 599}, WindowMargins->{{Automatic, 95}, {Automatic, 0}}, PrivateNotebookOptions->{"ColorPalette"->{RGBColor, -1}}, ShowCellLabel->True, ShowCellTags->False, RenderingOptions->{"ObjectDithering"->True, "RasterDithering"->False} ] (******************************************************************* Cached data follows. If you edit this Notebook file directly, not using Mathematica, you must remove the line containing CacheID at the top of the file. The cache data will then be recreated when you save this file from within Mathematica. *******************************************************************) (*CellTagsOutline CellTagsIndex->{} *) (*CellTagsIndex CellTagsIndex->{} *) (*NotebookFileOutline Notebook[{ Cell[1707, 52, 750, 27, 70, "Subtitle"], Cell[2460, 81, 262, 8, 70, "Subsection"], Cell[2725, 91, 1119, 17, 70, "Text"], Cell[3847, 110, 138695, 2399, 70, 138560, 2395, "GraphicsData", "PostScript", \ "Graphics"], Cell[142545, 2511, 112, 2, 70, "Subsubsection"], Cell[142660, 2515, 391, 8, 70, "Text"], Cell[143054, 2525, 134, 2, 70, "Subsubsection"], Cell[143191, 2529, 153, 4, 70, "Text"], Cell[143347, 2535, 78, 4, 70, "Input"], Cell[143428, 2541, 417, 12, 70, "Output"], Cell[143848, 2555, 444, 12, 70, "Output"], Cell[144295, 2569, 193, 6, 70, "Input"], Cell[CellGroupData[{ Cell[144511, 2577, 84, 1, 70, "Input"], Cell[144598, 2580, 1043, 25, 70, "Output"] }, Open ]], Cell[145653, 2607, 202, 4, 70, "Text"], Cell[145858, 2613, 92, 2, 70, "Subsubsection"], Cell[145953, 2617, 242, 6, 70, "Text"], Cell[146198, 2625, 9654, 180, 70, 9511, 176, "GraphicsData", "PostScript", \ "Graphics"], Cell[CellGroupData[{ Cell[155875, 2807, 97, 2, 70, "Subsubsection"], Cell[155975, 2811, 305, 6, 70, "Text"] }, Open ]], Cell[156292, 2819, 160, 3, 70, "Input"], Cell[156455, 2824, 331, 12, 70, "Input", Evaluatable->False], Cell[156789, 2838, 140, 3, 70, "Input"], Cell[156932, 2843, 170, 5, 70, "Text"], Cell[157105, 2850, 118, 3, 70, "Input"], Cell[157226, 2855, 176, 6, 70, "Input"], Cell[CellGroupData[{ Cell[157425, 2863, 176, 6, 70, "Input"], Cell[157604, 2871, 116, 6, 70, "Output"] }, Open ]], Cell[157732, 2879, 81, 1, 70, "Input"], Cell[157816, 2882, 97, 2, 70, "Subsubsection"], Cell[157916, 2886, 308, 6, 70, "Text"], Cell[158227, 2894, 508, 19, 70, "Input"], Cell[158738, 2915, 168, 5, 70, "Print"], Cell[158909, 2922, 167, 6, 70, "Text"], Cell[CellGroupData[{ Cell[159099, 2930, 280, 11, 70, "Input"], Cell[159382, 2943, 137, 6, 70, "Output"], Cell[159522, 2951, 178, 5, 70, "Text"] }, Open ]], Cell[159712, 2958, 111, 2, 70, "Subsubsection"], Cell[159826, 2962, 281, 6, 70, "Input", Evaluatable->False], Cell[160110, 2970, 263, 8, 70, "Input"], Cell[160376, 2980, 174, 6, 70, "Input"], Cell[160553, 2988, 60, 1, 70, "Input"], Cell[160616, 2991, 281, 5, 70, "Text"], Cell[160900, 2998, 98, 5, 70, "Input"], Cell[CellGroupData[{ Cell[161021, 3005, 1729, 30, 70, "Input"], Cell[162753, 3037, 11732, 707, 70, 11590, 703, "GraphicsData", "PostScript", \ "Graphics"] }, Open ]], Cell[174497, 3746, 149, 4, 70, "Text"], Cell[CellGroupData[{ Cell[174669, 3752, 329, 10, 70, "Input"], Cell[175001, 3764, 78585, 5427, 70, 78449, 5423, "GraphicsData", \ "PostScript", "Graphics"], Cell[253589, 9193, 250, 7, 70, "Output"] }, Open ]], Cell[253851, 9202, 2534, 55, 70, "Text"] } ] *) (******************************************************************* End of Mathematica Notebook file. *******************************************************************)