See on LiaScript:
| goals | fields |
|---|---|
| reduce noise | satellite pictures |
| make details stand out | aerial photos |
| CT / X-ray imaging |
What do we want to do?
- prepare image for further processing
- improve image for human user --{{0}}-- First of all let's make clear, what we use filter methods for. Basically there are two possibilities for that: In the first one, we want to change a picture in that way, that a computer is able to do further work on it. In the second one, which we want to deal with, our goal is to improve the image for a human user. That means, we want to make special parts of the picture more or better visible.
Import necessary modules
import numpy as np #working with arrays
import matplotlib.pyplot as plt #plot an image@Pyodide.eval
--{{0}}-- First we need to bind in some Python modules.
What are the modules for?
| module | content |
|---|---|
| NumPy | work with arrays, matrices, vectors etc. |
| Matplotlib.Pyplot | plotting images and referred settings |
--{{0}}-- For a colorful image we need, of course, some colors. Let's define them.
red = [255,0 ,0 ]
green = [0 ,255,0 ]
blue = [0 ,0 ,255]
brown = [145,111,124]
purple = [255,0 ,255]
yellow = [255,255,0 ]
orange = [255,212,45 ]
white = [255,255,255]
turquoise = [0 ,255,255]
black = [0 ,0 ,0 ]@Pyodide.eval
--{{0}}-- Now we create an array with 3 color layers. You can take this example, play with the colors or be more creative.
def rotateList(lst, rot):
'''Rotates a given list
Parameters
----------
lst : list
list with entries of any data type
rot : integer
number of entries for the list to be rotated
Returns
-------
list
the rotated list
'''
l2 = lst[rot:] + lst[:rot]
return l2
#the picture's side length
pictSize = 120
# a list with predefined colors from above
# create list because we want to "play" with the colors
colorList = [yellow, white, red, orange, purple]
pictSize = pictSize//len(colorList)
squareLen = pictSize
pictSize *= len(colorList)
#create array with 3 color layers for r, g and b
pictarray = np.zeros([pictSize, pictSize, 3], dtype=np.uint8)
lsta = 0
lstp = squareLen
for lines in range(0,len(colorList)):
csta = 0
cstp = squareLen
for col in range(0,len(colorList)):
pictarray[lsta:lstp,csta:cstp] = colorList[col]
csta += squareLen
cstp += squareLen
lsta += squareLen
lstp += squareLen
colorList = rotateList(colorList,-2)@Pyodide.eval
plt.figure(dpi=180)
plt.imshow(pict)
plt.show()Normally you could use the commands above, but again we are in LiaScript, so use the lines below!
fig, ax = plt.subplots()
plt.imshow(pictarray)
plt.show()
plot(fig)@Pyodide.eval
--{{0}}-- You may do all following computations with all three color layers or you may convert your picture into grayscale.
Normally you would have another ready implemented function for this and could use the following code:
from skimage.color import rgb2gray
gray = rgb2gray(pictarray)
#plt.imshow(gray, cmap = plt.get_cmap('gray'))
#plt.show()But LiaScript doesn't know the module "skimage", so let's write our own function "rgb2gray". Anyway, for understanding that is the better way.
def rgb2gray(rgb):
'''Converts an rgb pixel into grayscale
Parameters
----------
rgb : array
a pixel with 3 color layers
Returns
-------
float
the grayscale value for the given rgb
'''
r, g, b = rgb[:,:,0], rgb[:,:,1], rgb[:,:,2]
gray = 0.2989 * r + 0.5870 * g + 0.1140 * b
return gray@Pyodide.eval
Remark: You may also change the weights for the 3 colors. Those above were taken from Wikipedia (https://de.wikipedia.org/wiki/Grauwert).
Now the computation:
gray = rgb2gray(pictarray)@Pyodide.eval
fig, ax = plt.subplots()
plt.imshow(gray, cmap = plt.get_cmap('gray'))
plt.show()
plot(fig)@Pyodide.eval
In a few slides we will come to deal with linear image filters. Do you want to continue with the square picture? Then just skip the next slide and go on! Otherwise we will take an example picture from the Python modules.
First opportunity: import
Remark: Don't do this if your internet connection is not the best! Otherwise it will take a high amount of time.
--{{0}}-- We have to bind in another module. If you already know that process will take too long, skip this slide and try the second opportunity. If you do this, the picture will be rgb.
from scipy import misc
gray = misc.face(gray = True)@Pyodide.eval
{{1}}
Second opportunity: use a ready definition
--{{1}}-- Here is an array that is already filled with the picture's grayscale values. This definition should be much faster, but the image is of a lower resolution.
gray = np.array([
0x7D, 0x6F, 0x5C, 0x61, 0x6C, 0x8A, 0x88, 0x8D, 0x7B, 0x6B, 0x74, 0x5E,
0x5D, 0x7A, 0x6B, 0x87, 0x80, 0x7D, 0x6C, 0x8C, 0xA3, 0x95, 0x69, 0x96,
0x90, 0x99, 0x91, 0x91, 0x88, 0x6E, 0x8E, 0x85, 0x7B, 0x72, 0x8E, 0x74,
0x71, 0x6C, 0x56, 0x6B, 0x7D, 0x74, 0x60, 0x63, 0x46, 0x4D, 0x5E, 0x52,
0x60, 0x60, 0x66, 0x5D, 0x54, 0x61, 0x6E, 0x76, 0x72, 0x6E, 0x83, 0x64,
0x82, 0x7C, 0x7B, 0x85, 0x8C, 0x93, 0x7F, 0x91, 0x87, 0x8A, 0x7B, 0x88,
0x86, 0x77, 0x76, 0x8C, 0x6A, 0x80, 0x6F, 0x79, 0x73, 0x7A, 0x69, 0x7B,
0x68, 0x6B, 0x5A, 0x69, 0x67, 0x62, 0x58, 0x54, 0x4B, 0x44, 0x45, 0x42,
0x38, 0x36, 0x2F, 0x34, 0x3B, 0x3E, 0x3C, 0x4C, 0x5C, 0x54, 0x6E, 0x8B,
0x91, 0x77, 0x38, 0x20, 0x30, 0x70, 0x3C, 0x3A, 0x3F, 0x40, 0x39, 0x34,
0x37, 0x43, 0x5E, 0x63, 0x70, 0x89, 0x93, 0x7A, 0x61, 0x94, 0x72, 0x73,
0x74, 0x7E, 0x6E, 0x7F, 0x93, 0x86, 0x6F, 0x64, 0x5E, 0x5E, 0x59, 0x5B,
0x67, 0x8B, 0x8D, 0x82, 0x96, 0xA1, 0x97, 0x61, 0x9D, 0xA1, 0x90, 0x75,
0x99, 0x89, 0x7A, 0x8E, 0x82, 0x8A, 0x8D, 0x7D, 0x64, 0x7B, 0x59, 0x79,
0x80, 0x5B, 0x84, 0x7F, 0x7F, 0x63, 0x5D, 0x53, 0x54, 0x66, 0x6E, 0x63,
0x5E, 0x64, 0x7B, 0x7C, 0x75, 0x81, 0x75, 0x72, 0x6F, 0x7B, 0x8B, 0x91,
0x8F, 0x8D, 0x99, 0x8A, 0x89, 0x89, 0x75, 0x75, 0x87, 0x68, 0x85, 0x83,
0x76, 0x75, 0x76, 0x64, 0x69, 0x6A, 0x6C, 0x6D, 0x66, 0x60, 0x59, 0x66,
0x64, 0x67, 0x66, 0x62, 0x4E, 0x47, 0x45, 0x3D, 0x3A, 0x37, 0x2E, 0x38,
0x35, 0x31, 0x3A, 0x42, 0x46, 0x5C, 0x7C, 0x88, 0x6A, 0x31, 0x1A, 0x35,
0x6D, 0x3B, 0x3A, 0x3F, 0x40, 0x37, 0x31, 0x32, 0x49, 0x61, 0x62, 0x6B,
0x71, 0x70, 0x70, 0x5B, 0x8F, 0x7B, 0x84, 0x9A, 0x80, 0x7D, 0x8A, 0x82,
0x75, 0x86, 0x85, 0x80, 0x81, 0x79, 0x7A, 0x6C, 0x6E, 0x58, 0x65, 0x81,
0x8B, 0x9F, 0xA1, 0x8F, 0x6A, 0x9D, 0x93, 0x92, 0x84, 0x8C, 0x7F, 0x71,
0x71, 0x86, 0x7B, 0x84, 0x6D, 0x55, 0x62, 0x69, 0x6D, 0x5F, 0x67, 0x65,
0x4B, 0x72, 0x5B, 0x56, 0x6C, 0x62, 0x6E, 0x67, 0x63, 0x68, 0x6C, 0x74,
0x6F, 0x72, 0x78, 0x8D, 0x6F, 0x83, 0x7E, 0x98, 0x94, 0x85, 0x92, 0x7C,
0x7D, 0x74, 0x77, 0x6F, 0x7B, 0x79, 0x71, 0x80, 0x84, 0x7E, 0x6E, 0x58,
0x6C, 0x5D, 0x65, 0x59, 0x60, 0x57, 0x57, 0x59, 0x59, 0x69, 0x67, 0x5F,
0x51, 0x4A, 0x42, 0x45, 0x3A, 0x39, 0x30, 0x39, 0x31, 0x2F, 0x31, 0x32,
0x42, 0x55, 0x6A, 0x5F, 0x34, 0x21, 0x3B, 0x6B, 0x39, 0x4D, 0x6B, 0x7D,
0x7C, 0x77, 0x79, 0x80, 0x82, 0x7B, 0x74, 0x74, 0x76, 0x77, 0x76, 0x59,
0x9E, 0x90, 0x90, 0x86, 0x82, 0x71, 0x78, 0x70, 0x6F, 0x72, 0x73, 0x72,
0x5C, 0x5A, 0x59, 0x54, 0x61, 0x6E, 0x62, 0x72, 0x79, 0x7F, 0xA0, 0xAD,
0x84, 0x8B, 0x8F, 0x9B, 0x8A, 0x85, 0x81, 0x70, 0x60, 0x5C, 0x5C, 0x50,
0x71, 0x3C, 0x46, 0x56, 0x3E, 0x49, 0x51, 0x5D, 0x49, 0x4F, 0x55, 0x52,
0x67, 0x78, 0x6C, 0x6B, 0x60, 0x64, 0x68, 0x5B, 0x7C, 0x77, 0x82, 0x9A,
0x87, 0xA2, 0x88, 0x87, 0x8E, 0x8B, 0x75, 0x8A, 0x6C, 0x65, 0x76, 0x6E,
0x76, 0x93, 0x7B, 0x87, 0x8D, 0x8E, 0x7D, 0x75, 0x80, 0x89, 0x84, 0x63,
0x6C, 0x5D, 0x58, 0x50, 0x5A, 0x61, 0x5E, 0x53, 0x59, 0x4D, 0x4C, 0x48,
0x41, 0x40, 0x3E, 0x3A, 0x2B, 0x2F, 0x29, 0x31, 0x3B, 0x47, 0x47, 0x36,
0x29, 0x43, 0x80, 0x7D, 0x81, 0x7A, 0x66, 0x4A, 0x4B, 0x54, 0x5F, 0x5B,
0x5B, 0x5D, 0x60, 0x5E, 0x56, 0x36, 0x42, 0x69, 0x80, 0x90, 0x8B, 0x75,
0x59, 0x5D, 0x68, 0x5B, 0x4B, 0x66, 0x5E, 0x57, 0x66, 0x3F, 0x58, 0x57,
0x62, 0x54, 0x45, 0x57, 0x79, 0x73, 0x89, 0xA7, 0x94, 0x71, 0x92, 0x73,
0x85, 0x88, 0x7A, 0x7C, 0x70, 0x79, 0x75, 0x74, 0x6A, 0x50, 0x61, 0x6E,
0x6A, 0x51, 0x3B, 0x43, 0x49, 0x4C, 0x5D, 0x59, 0x66, 0x67, 0x74, 0x61,
0x75, 0x86, 0x79, 0x7E, 0x89, 0xA2, 0xA5, 0xA6, 0x8E, 0x94, 0xA4, 0x8B,
0x7B, 0x73, 0x7B, 0x69, 0x7D, 0x6C, 0x6C, 0x7E, 0x8B, 0x98, 0x9B, 0x91,
0x88, 0x97, 0x86, 0x92, 0x88, 0x94, 0x96, 0x80, 0x7F, 0x74, 0x71, 0x53,
0x52, 0x53, 0x4F, 0x5B, 0x65, 0x56, 0x5B, 0x43, 0x49, 0x4F, 0x43, 0x39,
0x31, 0x2D, 0x30, 0x2A, 0x2D, 0x32, 0x33, 0x38, 0x71, 0x82, 0x62, 0x3A,
0x40, 0x4D, 0x4A, 0x3E, 0x3D, 0x57, 0x59, 0x5A, 0x59, 0x57, 0x56, 0x4A,
0x34, 0x2A, 0x21, 0x22, 0x93, 0x80, 0x75, 0x5C, 0x7D, 0x73, 0x61, 0x5F,
0x6D, 0x47, 0x4D, 0x40, 0x76, 0x6D, 0x6D, 0x6A, 0x70, 0x52, 0x44, 0x44,
0x5C, 0x75, 0x78, 0x94, 0x75, 0x6E, 0x8D, 0x6E, 0x5A, 0x81, 0x92, 0x88,
0x77, 0x69, 0x5D, 0x6D, 0x6D, 0x71, 0x67, 0x68, 0x58, 0x57, 0x57, 0x49,
0x5C, 0x4C, 0x59, 0x57, 0x6F, 0x81, 0x8B, 0x87, 0x86, 0x88, 0x81, 0x92,
0xAE, 0xCA, 0xCC, 0xCA, 0xC3, 0xA8, 0xA1, 0x96, 0x87, 0x8F, 0x68, 0x5D,
0x68, 0x77, 0x79, 0x6C, 0x81, 0x81, 0x9B, 0x8C, 0x86, 0x8B, 0x96, 0x95,
0x88, 0x8B, 0x94, 0x87, 0x86, 0x96, 0x87, 0x64, 0x57, 0x52, 0x4D, 0x59,
0x54, 0x51, 0x50, 0x42, 0x57, 0x4B, 0x44, 0x4B, 0x3A, 0x2B, 0x21, 0x22,
0x27, 0x34, 0x38, 0x55, 0x4D, 0x33, 0x36, 0x40, 0x41, 0x36, 0x2C, 0x42,
0x5A, 0x59, 0x5C, 0x5C, 0x59, 0x56, 0x45, 0x35, 0x27, 0x21, 0x23, 0x27,
0x74, 0x6E, 0x78, 0x6E, 0x65, 0x60, 0x68, 0x6A, 0x56, 0x4F, 0x5B, 0x47,
0x5D, 0x50, 0x4C, 0x4F, 0x47, 0x52, 0x63, 0x5B, 0x6D, 0x6A, 0x6F, 0x78,
0x7F, 0x81, 0x5D, 0x7D, 0x71, 0x74, 0x80, 0x84, 0x8D, 0x60, 0x71, 0x70,
0x80, 0x5D, 0x70, 0x59, 0x69, 0x47, 0x4F, 0x59, 0x69, 0x57, 0x5C, 0x6C,
0x65, 0x68, 0x81, 0x7F, 0x9B, 0x8B, 0x8C, 0x9D, 0xBF, 0xB7, 0xA7, 0xB8,
0xBD, 0xC2, 0xC2, 0xAE, 0x9D, 0x90, 0x6E, 0x57, 0x5E, 0x64, 0x64, 0x6E,
0x6C, 0x62, 0x72, 0x6B, 0x6C, 0x6F, 0x7E, 0x78, 0x6F, 0x73, 0x83, 0x7A,
0x89, 0x9F, 0x9E, 0x75, 0x77, 0x5E, 0x50, 0x4A, 0x51, 0x50, 0x48, 0x42,
0x45, 0x3C, 0x44, 0x43, 0x40, 0x2B, 0x25, 0x26, 0x28, 0x28, 0x26, 0x2C,
0x2F, 0x37, 0x3B, 0x39, 0x31, 0x2F, 0x4D, 0x5C, 0x60, 0x63, 0x63, 0x63,
0x61, 0x46, 0x33, 0x23, 0x21, 0x24, 0x27, 0x34, 0x6C, 0x6C, 0x5B, 0x53,
0x52, 0x50, 0x54, 0x5B, 0x45, 0x67, 0x58, 0x4D, 0x4B, 0x40, 0x42, 0x4E,
0x5E, 0x45, 0x53, 0x6A, 0x4F, 0x46, 0x64, 0x4F, 0x78, 0x76, 0x5E, 0x75,
0x7C, 0x87, 0x75, 0x60, 0x72, 0x74, 0x72, 0x82, 0x75, 0x6C, 0x5B, 0x74,
0x68, 0x53, 0x5B, 0x64, 0x69, 0x6D, 0x76, 0x7F, 0x7E, 0x8D, 0x89, 0x81,
0x98, 0xAA, 0x9F, 0x9F, 0xA3, 0x80, 0x8C, 0x90, 0xA2, 0xBA, 0xCE, 0xCC,
0xAE, 0x9B, 0x7C, 0x58, 0x48, 0x4E, 0x5A, 0x62, 0x56, 0x51, 0x52, 0x56,
0x70, 0x61, 0x6B, 0x68, 0x6E, 0x54, 0x67, 0x75, 0x6D, 0x7C, 0x91, 0x79,
0x76, 0x58, 0x51, 0x45, 0x3E, 0x47, 0x49, 0x57, 0x52, 0x3F, 0x4E, 0x46,
0x3F, 0x37, 0x31, 0x2A, 0x25, 0x1E, 0x23, 0x2C, 0x30, 0x37, 0x37, 0x2F,
0x35, 0x58, 0x5F, 0x66, 0x69, 0x69, 0x6B, 0x67, 0x43, 0x31, 0x23, 0x21,
0x23, 0x2A, 0x48, 0x66, 0x81, 0x76, 0x6D, 0x5D, 0x64, 0x71, 0x73, 0x58,
0x66, 0x46, 0x4D, 0x4F, 0x56, 0x43, 0x41, 0x5E, 0x50, 0x4B, 0x4E, 0x78,
0x78, 0x65, 0x64, 0x73, 0x82, 0x7B, 0x81, 0x90, 0x85, 0x72, 0x66, 0x62,
0x61, 0x78, 0x78, 0x62, 0x65, 0x54, 0x5C, 0x60, 0x57, 0x68, 0x67, 0x64,
0x77, 0x85, 0x92, 0x8E, 0x93, 0x9C, 0xA3, 0xB4, 0x9C, 0xA0, 0xA3, 0xA9,
0x8F, 0x6B, 0x62, 0x61, 0x86, 0x9F, 0xB4, 0xBF, 0xC0, 0x98, 0x89, 0x69,
0x4F, 0x43, 0x59, 0x5F, 0x4E, 0x4D, 0x4F, 0x50, 0x5B, 0x6D, 0x76, 0x77,
0x60, 0x65, 0x73, 0x5F, 0x72, 0x67, 0x72, 0x70, 0x5D, 0x4F, 0x4E, 0x53,
0x61, 0x61, 0x60, 0x68, 0x76, 0x64, 0x5D, 0x49, 0x3D, 0x43, 0x3B, 0x2F,
0x29, 0x29, 0x29, 0x29, 0x33, 0x31, 0x2B, 0x3D, 0x57, 0x60, 0x66, 0x6A,
0x6B, 0x6D, 0x5E, 0x3D, 0x2B, 0x24, 0x23, 0x25, 0x41, 0x60, 0x6D, 0x77,
0x77, 0x6F, 0x7C, 0x85, 0x81, 0x62, 0x4D, 0x66, 0x61, 0x50, 0x44, 0x58,
0x53, 0x49, 0x4D, 0x71, 0x4C, 0x5D, 0x64, 0x81, 0x7D, 0x6A, 0x80, 0x75,
0x81, 0x70, 0x7B, 0x67, 0x92, 0x69, 0x6A, 0x65, 0x71, 0x66, 0x6D, 0x64,
0x57, 0x62, 0x68, 0x66, 0x55, 0x58, 0x70, 0x74, 0x74, 0x85, 0x98, 0x83,
0x93, 0xA4, 0xBA, 0xC2, 0xBC, 0xBD, 0xA5, 0xA9, 0x84, 0x5F, 0x4B, 0x42,
0x58, 0x86, 0xA4, 0xB7, 0xBF, 0xB8, 0x81, 0x6D, 0x63, 0x36, 0x4E, 0x57,
0x48, 0x52, 0x5A, 0x52, 0x66, 0x67, 0x77, 0x6A, 0x73, 0x69, 0x64, 0x59,
0x6B, 0x55, 0x5B, 0x5B, 0x50, 0x4D, 0x56, 0x5E, 0x69, 0x6C, 0x69, 0x63,
0x61, 0x61, 0x5E, 0x55, 0x40, 0x4F, 0x43, 0x34, 0x2D, 0x34, 0x29, 0x2E,
0x2D, 0x2D, 0x40, 0x53, 0x65, 0x68, 0x6C, 0x6E, 0x6F, 0x58, 0x38, 0x2A,
0x25, 0x23, 0x37, 0x59, 0x70, 0x79, 0x7C, 0x7C, 0x82, 0x86, 0x72, 0x77,
0x73, 0x7A, 0x85, 0x78, 0x4F, 0x4D, 0x5B, 0x62, 0x5B, 0x50, 0x54, 0x7D,
0x5D, 0x65, 0x6D, 0x95, 0x53, 0x76, 0x67, 0x70, 0x69, 0x72, 0x71, 0x86,
0x8C, 0x71, 0x74, 0x75, 0x79, 0x81, 0x64, 0x7A, 0x71, 0x63, 0x69, 0x68,
0x7B, 0x70, 0x79, 0x80, 0x74, 0x81, 0x7B, 0x7E, 0x90, 0x93, 0xB2, 0xB9,
0xB9, 0xB9, 0xAD, 0xA8, 0x96, 0x66, 0x47, 0x39, 0x40, 0x52, 0x82, 0xA1,
0xBC, 0xC4, 0xAA, 0x70, 0x4F, 0x31, 0x36, 0x49, 0x5C, 0x63, 0x6B, 0x6B,
0x6D, 0x65, 0x7B, 0x71, 0x6C, 0x64, 0x61, 0x4E, 0x58, 0x5B, 0x55, 0x56,
0x54, 0x57, 0x5F, 0x59, 0x6A, 0x52, 0x5E, 0x64, 0x57, 0x61, 0x68, 0x58,
0x51, 0x50, 0x43, 0x3C, 0x3B, 0x3D, 0x2E, 0x2E, 0x38, 0x40, 0x4D, 0x57,
0x6D, 0x6B, 0x72, 0x6E, 0x4F, 0x45, 0x30, 0x28, 0x2E, 0x51, 0x6A, 0x73,
0x7C, 0x85, 0x86, 0x83, 0x79, 0x7E, 0x88, 0x87, 0x93, 0x89, 0x6D, 0x6A,
0x6E, 0x57, 0x4B, 0x5F, 0x67, 0x58, 0x5A, 0x6B, 0x57, 0x5F, 0x6A, 0x9D,
0x8B, 0x6F, 0x60, 0x7D, 0x80, 0x7A, 0x7F, 0x80, 0x98, 0x81, 0x70, 0x80,
0x90, 0x7B, 0x7B, 0x63, 0x7E, 0x66, 0x5D, 0x7F, 0x87, 0x89, 0x71, 0x72,
0x77, 0x73, 0x8B, 0x95, 0xA0, 0x99, 0xA0, 0xB1, 0xA1, 0xAE, 0xA6, 0xA4,
0xA3, 0x6E, 0x4E, 0x37, 0x38, 0x3C, 0x59, 0x93, 0xAB, 0xC0, 0xC0, 0x9A,
0x45, 0x28, 0x36, 0x56, 0x57, 0x82, 0x76, 0x79, 0x73, 0x7A, 0x71, 0x5E,
0x5E, 0x5D, 0x55, 0x58, 0x5D, 0x5A, 0x54, 0x55, 0x5A, 0x5E, 0x6D, 0x70,
0x62, 0x60, 0x66, 0x72, 0x64, 0x6B, 0x55, 0x4F, 0x5D, 0x52, 0x4E, 0x45,
0x6F, 0x50, 0x3C, 0x3F, 0x4B, 0x55, 0x63, 0x86, 0x95, 0xA4, 0x8D, 0x6D,
0x4D, 0x32, 0x25, 0x45, 0x5F, 0x6B, 0x76, 0x7F, 0x86, 0x86, 0x86, 0x86,
0x97, 0x94, 0x96, 0x98, 0x6F, 0x66, 0x72, 0x7A, 0x65, 0x62, 0x54, 0x61,
0x67, 0x51, 0x69, 0x64, 0x61, 0x7B, 0x90, 0x91, 0x8B, 0x78, 0x52, 0x65,
0x74, 0x70, 0x95, 0x73, 0x83, 0x74, 0x80, 0x82, 0x7B, 0x87, 0x73, 0x89,
0x79, 0x74, 0x75, 0x82, 0x9B, 0xA2, 0x87, 0x6F, 0x7B, 0x86, 0x92, 0x93,
0xA1, 0xAD, 0xB1, 0xB3, 0xAD, 0xAB, 0xB2, 0x93, 0xA5, 0x85, 0x5B, 0x3C,
0x3A, 0x54, 0x55, 0x6C, 0x8E, 0xB0, 0xB7, 0xAB, 0x68, 0x3D, 0x3E, 0x69,
0x63, 0x63, 0x74, 0x74, 0x64, 0x77, 0x74, 0x64, 0x62, 0x60, 0x58, 0x67,
0x5D, 0x74, 0x62, 0x67, 0x73, 0x66, 0x68, 0x6C, 0x6F, 0x6D, 0x5F, 0x79,
0x65, 0x61, 0x60, 0x4E, 0x61, 0x61, 0x4F, 0x4E, 0x6E, 0x5E, 0x4C, 0x68,
0x87, 0x9E, 0xBE, 0xD3, 0xD8, 0xD4, 0xCF, 0xB9, 0x8F, 0x4C, 0x54, 0x5E,
0x66, 0x74, 0x7F, 0x84, 0x82, 0x85, 0x85, 0x80, 0xA7, 0x9A, 0x9A, 0x65,
0x67, 0x5A, 0x71, 0x64, 0x6F, 0x7B, 0x74, 0x64, 0x7A, 0x63, 0x59, 0x5D,
0x73, 0x7F, 0x6F, 0x74, 0x80, 0x69, 0x6C, 0x6F, 0x4F, 0x8C, 0x77, 0x7D,
0x7E, 0x7F, 0x6B, 0x74, 0x65, 0x70, 0x87, 0x82, 0x95, 0x81, 0x57, 0x74,
0x7A, 0x6B, 0x87, 0x92, 0x82, 0x92, 0x7F, 0x9E, 0xAD, 0xAE, 0xAD, 0xB1,
0xB9, 0xB2, 0xA5, 0x8B, 0x91, 0xA9, 0x7A, 0x62, 0x48, 0x4D, 0x78, 0x80,
0x93, 0xA8, 0xAD, 0xA4, 0x63, 0x55, 0x46, 0x80, 0x6F, 0x6A, 0x74, 0x65,
0x7A, 0x82, 0x75, 0x82, 0x82, 0x65, 0x5B, 0x67, 0x65, 0x78, 0x7E, 0x81,
0x83, 0x66, 0x60, 0x57, 0x64, 0x66, 0x66, 0x66, 0x6B, 0x68, 0x64, 0x48,
0x50, 0x51, 0x47, 0x4A, 0x5C, 0x56, 0x68, 0xA1, 0xC9, 0xD5, 0xD7, 0xCF,
0xC3, 0xBA, 0xA4, 0xAD, 0xBE, 0x98, 0x67, 0x64, 0x6E, 0x7B, 0x81, 0x85,
0x85, 0x83, 0x6B, 0x4B, 0x90, 0x83, 0x76, 0x5F, 0x67, 0x8A, 0x65, 0x65,
0x95, 0x6F, 0x71, 0x80, 0x74, 0x68, 0x6A, 0x56, 0x60, 0x8A, 0x6A, 0x68,
0x98, 0x5A, 0x79, 0x63, 0x49, 0x57, 0x84, 0x75, 0x66, 0x73, 0x64, 0x83,
0x85, 0x75, 0x88, 0x4B, 0x51, 0x77, 0x71, 0x57, 0x86, 0x95, 0x77, 0x7C,
0x89, 0x82, 0x9C, 0x91, 0xA5, 0xAF, 0xC2, 0xC1, 0xC7, 0xC1, 0xB3, 0x94,
0x63, 0x9C, 0x86, 0x6C, 0x57, 0x4A, 0x69, 0x95, 0xA4, 0xA0, 0xA9, 0x93,
0x73, 0x52, 0x47, 0x54, 0x64, 0x7A, 0x7F, 0x7D, 0x9B, 0x89, 0x99, 0xAC,
0x8C, 0x84, 0x6F, 0x79, 0x6C, 0x6F, 0x72, 0x76, 0x7D, 0x66, 0x5C, 0x62,
0x6B, 0x72, 0x6A, 0x6B, 0x82, 0x5F, 0x5E, 0x3C, 0x4A, 0x3B, 0x46, 0x48,
0x59, 0x7B, 0x95, 0xCF, 0xD0, 0xCE, 0xBC, 0xB6, 0x9C, 0x73, 0x5C, 0x77,
0xA2, 0xA9, 0x6A, 0x6F, 0x78, 0x81, 0x86, 0x88, 0x74, 0x51, 0x41, 0x3D,
0x7A, 0x79, 0x63, 0x56, 0x96, 0x7B, 0x74, 0x96, 0x6E, 0x6A, 0x6E, 0x93,
0x77, 0x71, 0x7E, 0x68, 0x7B, 0x7A, 0x7C, 0x7E, 0x8D, 0x5B, 0x64, 0x4A,
0x66, 0x55, 0x65, 0x86, 0x8D, 0x6C, 0x66, 0x65, 0x72, 0x5C, 0x55, 0x7A,
0x7B, 0x70, 0x52, 0x68, 0x5F, 0x60, 0x8A, 0x95, 0xA2, 0xAD, 0xA7, 0xA9,
0x9D, 0xBA, 0xBA, 0xC5, 0xB8, 0xA5, 0x99, 0x85, 0x5C, 0x6F, 0xA4, 0x7E,
0x6D, 0x61, 0x5A, 0x90, 0x9F, 0xA5, 0x99, 0x97, 0x7A, 0x4F, 0x50, 0x4C,
0x6E, 0x86, 0x5D, 0x7A, 0x8D, 0x9C, 0xA6, 0xA9, 0x90, 0x9C, 0x7E, 0x71,
0x78, 0x73, 0x63, 0x6F, 0x79, 0x6E, 0x5F, 0x70, 0x87, 0x78, 0x6F, 0x84,
0x9F, 0x75, 0x75, 0x53, 0x47, 0x4F, 0x40, 0x4E, 0x75, 0xBE, 0xD0, 0xC6,
0xBB, 0xB0, 0x9A, 0x79, 0x68, 0x6D, 0x6A, 0x72, 0x8D, 0xA6, 0x72, 0x78,
0x7F, 0x82, 0x75, 0x54, 0x43, 0x40, 0x3D, 0x43, 0x7B, 0x50, 0x5C, 0x74,
0x85, 0x7A, 0x9E, 0x82, 0x67, 0x71, 0x8D, 0x9F, 0x6B, 0x8B, 0x6D, 0x7F,
0x98, 0x88, 0x82, 0x90, 0x70, 0x67, 0x57, 0x4F, 0x5F, 0x7A, 0x55, 0x6C,
0x8E, 0x8B, 0x7C, 0x74, 0x70, 0x5B, 0x6B, 0x71, 0x5B, 0x77, 0x73, 0x79,
0x86, 0x8D, 0x67, 0x8A, 0x95, 0xA1, 0xC0, 0xBE, 0xB6, 0xB0, 0xAD, 0xA9,
0xAB, 0xAC, 0x8A, 0x58, 0x45, 0x50, 0x90, 0x8C, 0x79, 0x65, 0x57, 0x71,
0x98, 0x95, 0x88, 0x85, 0x82, 0x6E, 0x73, 0x69, 0x6E, 0x6B, 0x65, 0x91,
0x6F, 0x8D, 0x86, 0xAA, 0x93, 0x9F, 0x94, 0x74, 0x76, 0x76, 0x60, 0x69,
0x76, 0x8F, 0x82, 0x86, 0x85, 0x95, 0x70, 0x7C, 0x87, 0x81, 0x6F, 0x6F,
0x43, 0x5C, 0x5C, 0x9A, 0xC1, 0xC7, 0xAE, 0xAD, 0x9F, 0x99, 0x73, 0x53,
0x41, 0x3E, 0x4A, 0x5D, 0x87, 0x94, 0x77, 0x7F, 0x75, 0x59, 0x43, 0x41,
0x42, 0x44, 0x5A, 0x72, 0x64, 0x5F, 0x5E, 0x95, 0x7A, 0x84, 0x9F, 0x7A,
0x8A, 0x7B, 0xA6, 0x87, 0x82, 0x89, 0x7C, 0x85, 0x96, 0x74, 0x90, 0x90,
0x6D, 0x5E, 0x81, 0x56, 0x55, 0x83, 0x5A, 0x69, 0x7F, 0x93, 0x84, 0x71,
0x6E, 0x78, 0x66, 0x48, 0x5E, 0x61, 0x7F, 0x66, 0x6D, 0x92, 0x9C, 0x88,
0x89, 0x96, 0xB8, 0xBB, 0xCC, 0xC2, 0xB4, 0xAD, 0xA9, 0x93, 0x80, 0x52,
0x3D, 0x42, 0x59, 0x94, 0x95, 0x79, 0x5D, 0x5E, 0x6A, 0x8A, 0x85, 0x78,
0x7B, 0x9C, 0x79, 0x83, 0x64, 0x5D, 0x70, 0x82, 0x6E, 0x90, 0x7A, 0x9B,
0x8D, 0x93, 0x9A, 0x8E, 0x86, 0x6D, 0x5C, 0x70, 0x75, 0x75, 0x88, 0x8D,
0x93, 0x7E, 0x79, 0x71, 0x66, 0x72, 0x75, 0x6A, 0x6B, 0x7E, 0x97, 0xAE,
0xC8, 0xAA, 0xBA, 0xA3, 0x8F, 0x69, 0x58, 0x48, 0x37, 0x37, 0x47, 0x5C,
0x86, 0x7B, 0x74, 0x5E, 0x43, 0x41, 0x40, 0x43, 0x56, 0x6C, 0x7C, 0x89,
0x72, 0x54, 0x89, 0x76, 0x90, 0x70, 0x8E, 0x84, 0x7A, 0xA9, 0x8C, 0x73,
0x95, 0x88, 0x95, 0x88, 0x89, 0x80, 0x9D, 0x7D, 0x71, 0x6D, 0x73, 0x5B,
0x5C, 0x87, 0x6D, 0x75, 0x89, 0x7F, 0x91, 0x62, 0x6C, 0x6D, 0x44, 0x49,
0x47, 0x51, 0x62, 0x5E, 0x6A, 0x83, 0x80, 0x75, 0x77, 0x92, 0xA4, 0xB1,
0xB1, 0xBC, 0xBA, 0xA9, 0xA4, 0x98, 0x7D, 0x4A, 0x39, 0x49, 0x71, 0x9D,
0xA9, 0xA1, 0x88, 0x70, 0x85, 0x85, 0x84, 0x75, 0x87, 0x8D, 0x79, 0x70,
0x7D, 0x73, 0x79, 0x79, 0x68, 0x7D, 0x7B, 0x7E, 0x8F, 0x6C, 0xA8, 0x9B,
0x94, 0x71, 0x63, 0x92, 0x95, 0x89, 0x87, 0x8B, 0x95, 0x81, 0x7D, 0x73,
0x5C, 0x5A, 0x5C, 0x5F, 0x62, 0x7F, 0xA5, 0xBD, 0xB9, 0xAF, 0x96, 0x93,
0x86, 0x76, 0x5E, 0x34, 0x2E, 0x3A, 0x4C, 0x6A, 0x9B, 0x62, 0x45, 0x3D,
0x3E, 0x40, 0x4F, 0x67, 0x77, 0x85, 0x8E, 0x90, 0x7A, 0x8D, 0x80, 0x95,
0x6F, 0x75, 0x96, 0x75, 0x98, 0x95, 0x7E, 0x88, 0x76, 0x96, 0x9B, 0x81,
0x8B, 0x79, 0x8F, 0x94, 0x66, 0x8A, 0x66, 0x66, 0x60, 0x65, 0x8D, 0x6A,
0x8B, 0x87, 0x8C, 0x7B, 0x67, 0x5D, 0x59, 0x5E, 0x50, 0x60, 0x67, 0x73,
0x6D, 0x5F, 0x79, 0x7D, 0x9A, 0x9B, 0x9A, 0xAB, 0xB2, 0xB1, 0xAD, 0xA0,
0xA5, 0x9C, 0x79, 0x43, 0x37, 0x46, 0x5E, 0x84, 0x99, 0x97, 0x92, 0x6A,
0x7A, 0x90, 0x83, 0x6F, 0x69, 0x86, 0x76, 0x7E, 0x7C, 0x79, 0x79, 0x87,
0x91, 0x80, 0x85, 0x76, 0xA4, 0x7F, 0x8E, 0x94, 0x7C, 0x89, 0x69, 0xA1,
0xB5, 0x8B, 0x81, 0x84, 0x77, 0x97, 0x6F, 0x5F, 0x63, 0x54, 0x5C, 0x5B,
0x73, 0x8C, 0x98, 0x9E, 0x89, 0x90, 0x8F, 0x77, 0x48, 0x2E, 0x31, 0x35,
0x38, 0x46, 0x65, 0x8D, 0x7C, 0x40, 0x3C, 0x3E, 0x4D, 0x61, 0x6F, 0x7F,
0x8C, 0x91, 0x90, 0x91, 0xA1, 0x83, 0x99, 0x89, 0x83, 0x77, 0x8C, 0x78,
0x97, 0x86, 0x86, 0x84, 0x71, 0xA6, 0x8D, 0x61, 0x90, 0x93, 0x88, 0x9F,
0x65, 0x93, 0x60, 0x6C, 0x5E, 0x57, 0x8A, 0x67, 0x94, 0x89, 0x77, 0x7E,
0x72, 0x67, 0x78, 0x75, 0x5B, 0x48, 0x54, 0x76, 0x70, 0x80, 0x75, 0x5F,
0x8A, 0xAB, 0xB4, 0xBA, 0xBE, 0xBE, 0xC0, 0xB8, 0xA5, 0x99, 0x6E, 0x43,
0x39, 0x65, 0x82, 0x87, 0x8B, 0x86, 0x90, 0x95, 0x8F, 0x90, 0x7B, 0x72,
0x81, 0x90, 0x79, 0x72, 0x76, 0x7E, 0x72, 0x8B, 0x8B, 0x8C, 0x8E, 0x90,
0x93, 0x80, 0x92, 0x80, 0x6C, 0x75, 0x71, 0x6D, 0x89, 0x8B, 0x7B, 0x80,
0x61, 0x74, 0x65, 0x71, 0x5A, 0x53, 0x60, 0x54, 0x8A, 0x84, 0x6C, 0x73,
0x6B, 0x73, 0x73, 0x4F, 0x29, 0x26, 0x2D, 0x38, 0x4F, 0x65, 0x7E, 0x9A,
0x5E, 0x3E, 0x47, 0x56, 0x65, 0x75, 0x80, 0x8A, 0x91, 0x91, 0x91, 0x8F,
0xAD, 0x9B, 0x77, 0x8A, 0x60, 0x7C, 0x8A, 0x9B, 0x88, 0x87, 0x7F, 0x6B,
0x87, 0xA2, 0x96, 0x73, 0x9A, 0x8D, 0x92, 0xB0, 0x78, 0x8D, 0x64, 0x8D,
0x6D, 0x5F, 0x8E, 0x6F, 0x8D, 0x74, 0x83, 0x70, 0x5B, 0x7E, 0x7A, 0x69,
0x43, 0x6B, 0x68, 0x73, 0x76, 0x7C, 0x6A, 0x7F, 0x6B, 0x75, 0x9B, 0xB3,
0xC1, 0xC5, 0xB6, 0xBB, 0xBA, 0x92, 0x6E, 0x5C, 0x4F, 0x81, 0xAE, 0xA0,
0x96, 0x89, 0x80, 0x84, 0x8D, 0x82, 0x86, 0x90, 0x8D, 0x8E, 0x77, 0x7F,
0x7A, 0x73, 0x7C, 0x84, 0x8B, 0x85, 0x99, 0x7B, 0x69, 0x7A, 0x84, 0x7F,
0x70, 0x66, 0x6F, 0x65, 0x85, 0x74, 0x7F, 0x74, 0x68, 0x54, 0x4D, 0x50,
0x5F, 0x50, 0x59, 0x4D, 0x5C, 0x72, 0x6D, 0x5C, 0x80, 0x7B, 0x50, 0x37,
0x37, 0x39, 0x48, 0x59, 0x72, 0x84, 0x96, 0x6C, 0x45, 0x51, 0x5C, 0x68,
0x74, 0x7C, 0x83, 0x8E, 0x8E, 0x91, 0x7E, 0x57, 0x7B, 0x6D, 0x68, 0x6B,
0x6F, 0x8B, 0x9F, 0x93, 0x88, 0x8C, 0x75, 0x7A, 0x7F, 0xA6, 0xA6, 0x8D,
0x8C, 0x86, 0x9C, 0x99, 0x7E, 0x8B, 0x7B, 0x95, 0x7C, 0x71, 0x8C, 0x89,
0x9C, 0x91, 0x68, 0x67, 0x7C, 0x6D, 0x48, 0x5C, 0x7F, 0x79, 0x81, 0x71,
0x70, 0x5D, 0x74, 0x81, 0x8D, 0x97, 0x96, 0xAB, 0xB9, 0xC8, 0xC8, 0xBE,
0xC1, 0xA1, 0x81, 0x93, 0x9F, 0xAB, 0xB6, 0xB4, 0xA7, 0xA5, 0xAE, 0xA5,
0x92, 0x82, 0x8E, 0x88, 0x8C, 0x97, 0x83, 0x76, 0x6D, 0x8A, 0x84, 0x84,
0x8A, 0xAB, 0x8C, 0x84, 0x7F, 0x71, 0x7B, 0x77, 0x67, 0x66, 0x65, 0x5F,
0x63, 0x65, 0x6D, 0x8F, 0x72, 0x5E, 0x51, 0x5D, 0x57, 0x6B, 0x53, 0x53,
0x61, 0x76, 0x60, 0x6C, 0x76, 0x62, 0x4F, 0x37, 0x36, 0x4A, 0x5C, 0x71,
0x8E, 0xAD, 0x92, 0x5A, 0x55, 0x60, 0x68, 0x6F, 0x76, 0x7E, 0x87, 0x86,
0x70, 0x4C, 0x32, 0x2E, 0x8A, 0x6F, 0x51, 0x80, 0x8B, 0xA3, 0xA1, 0x82,
0x8A, 0x8D, 0x72, 0x88, 0x9D, 0x8D, 0x9B, 0x8D, 0x88, 0x8E, 0xA5, 0x8A,
0x7A, 0x92, 0x8C, 0xAA, 0x80, 0x7B, 0x89, 0x98, 0xA5, 0x9D, 0x7E, 0x91,
0x85, 0x7A, 0x7F, 0x79, 0x82, 0x85, 0x69, 0x51, 0x53, 0x6E, 0x75, 0x67,
0x74, 0x8B, 0x9B, 0xAF, 0xC4, 0xCA, 0xCA, 0xC0, 0xB9, 0xA2, 0xA7, 0xB1,
0xBE, 0xC1, 0xBE, 0xB3, 0xAC, 0x9B, 0x8E, 0x95, 0xB6, 0xB2, 0xA4, 0x8E,
0x82, 0x7B, 0x89, 0x97, 0x9A, 0x86, 0x80, 0x84, 0x8D, 0x90, 0x83, 0x8F,
0x70, 0x61, 0x77, 0x95, 0x77, 0x5E, 0x5D, 0x6E, 0x7E, 0x96, 0x91, 0x8E,
0x75, 0x7D, 0x55, 0x56, 0x5A, 0x5E, 0x4E, 0x65, 0x6B, 0x6F, 0x61, 0x6E,
0x6A, 0x5C, 0x52, 0x3D, 0x4A, 0x58, 0x7D, 0x97, 0xA9, 0x91, 0x5B, 0x56,
0x5F, 0x64, 0x68, 0x71, 0x76, 0x78, 0x69, 0x44, 0x31, 0x2D, 0x27, 0x27,
0x6C, 0x48, 0x72, 0xA8, 0xA8, 0xB7, 0x90, 0x9A, 0x91, 0x73, 0x8E, 0x96,
0xB0, 0x77, 0x9C, 0x88, 0x8F, 0x90, 0xA8, 0xA0, 0x89, 0x8E, 0x90, 0xAB,
0x7D, 0x86, 0x74, 0x9F, 0xA1, 0xA9, 0x93, 0x83, 0x80, 0x78, 0x5B, 0x80,
0x7F, 0x71, 0x75, 0x69, 0x6E, 0x81, 0x82, 0x75, 0x80, 0x8F, 0xA1, 0xB9,
0xCB, 0xC4, 0xC5, 0xBF, 0xC4, 0xB5, 0xBF, 0xC8, 0xC9, 0xC7, 0xBC, 0xBB,
0xB5, 0xAF, 0xA2, 0x9F, 0xA4, 0xA6, 0x94, 0x97, 0x9C, 0x9B, 0x89, 0xA4,
0x81, 0x91, 0x5D, 0x79, 0x6E, 0x76, 0x6A, 0x75, 0x70, 0x65, 0x6F, 0x7A,
0x69, 0x6F, 0x66, 0x81, 0x8F, 0x6D, 0x71, 0x82, 0x84, 0x89, 0x7E, 0x6B,
0x74, 0x55, 0x4A, 0x52, 0x59, 0x49, 0x65, 0x77, 0x6F, 0x7F, 0x57, 0x4C,
0x52, 0x66, 0x84, 0xA2, 0x89, 0x54, 0x52, 0x58, 0x5C, 0x62, 0x69, 0x69,
0x57, 0x36, 0x28, 0x2B, 0x2A, 0x28, 0x1E, 0x29, 0x7E, 0x93, 0x95, 0x99,
0xA3, 0xB7, 0x7E, 0x91, 0x89, 0x6C, 0x8C, 0x9C, 0xA6, 0x76, 0xA1, 0x77,
0x90, 0x8E, 0xB1, 0x94, 0x9C, 0x81, 0x93, 0xA4, 0x8D, 0x8D, 0x76, 0x99,
0xA2, 0xA0, 0x9C, 0x82, 0x76, 0x7C, 0x67, 0x5E, 0x7B, 0x79, 0x62, 0x66,
0x73, 0x87, 0x85, 0xA6, 0xA9, 0xA7, 0xBA, 0xC1, 0xC6, 0xCA, 0xC8, 0xC2,
0xC4, 0xC8, 0xD0, 0xD5, 0xD7, 0xCF, 0xC5, 0x9F, 0x93, 0xAA, 0xB3, 0xA4,
0xAC, 0x90, 0x95, 0xB2, 0xA3, 0xA8, 0xAF, 0xA7, 0x8F, 0x84, 0x7D, 0x72,
0x8F, 0x70, 0x62, 0x73, 0x88, 0x7C, 0x5E, 0x86, 0x6A, 0x72, 0x77, 0x84,
0x7F, 0x73, 0x7A, 0x89, 0x9E, 0x90, 0x83, 0x54, 0x4F, 0x5D, 0x61, 0x57,
0x49, 0x66, 0x59, 0x68, 0x7B, 0x4F, 0x5A, 0x6B, 0x78, 0x89, 0x8E, 0x56,
0x3F, 0x49, 0x4F, 0x56, 0x5B, 0x58, 0x45, 0x2C, 0x22, 0x23, 0x25, 0x29,
0x28, 0x29, 0x48, 0x6C, 0x79, 0x94, 0x6F, 0x86, 0xA9, 0x95, 0x6D, 0x9A,
0x7C, 0x7D, 0x75, 0xA1, 0x7F, 0x82, 0xA7, 0x90, 0x89, 0x95, 0xBB, 0x90,
0x94, 0x7F, 0x99, 0x8A, 0xA0, 0x9F, 0x8F, 0x89, 0x99, 0xA6, 0x9F, 0x8F,
0x8D, 0x61, 0x79, 0x80, 0x7D, 0x5C, 0x71, 0x52, 0x74, 0x6B, 0x78, 0x74,
0x88, 0xB2, 0xB4, 0xB4, 0xC3, 0xC5, 0xC7, 0xCD, 0xD0, 0xD3, 0xD7, 0xD9,
0xD8, 0xD1, 0xC1, 0xB1, 0x9E, 0x9B, 0xAD, 0xB4, 0xAB, 0xAD, 0xA7, 0x98,
0xAB, 0xB7, 0xAD, 0x88, 0x8C, 0x99, 0x83, 0x87, 0x8C, 0x6F, 0x8F, 0x8A,
0x76, 0x8E, 0x76, 0x75, 0x5F, 0x7F, 0x81, 0x6D, 0x6E, 0x6E, 0x60, 0x8B,
0x8D, 0x92, 0x91, 0x8E, 0x84, 0x47, 0x57, 0x43, 0x5A, 0x60, 0x64, 0x65,
0x64, 0x6A, 0x5E, 0x7C, 0x9F, 0xA7, 0x7A, 0x40, 0x3B, 0x43, 0x4C, 0x49,
0x36, 0x23, 0x1F, 0x20, 0x21, 0x23, 0x26, 0x40, 0x68, 0x82, 0x89, 0x86,
0x77, 0x73, 0x6F, 0x94, 0xAB, 0x80, 0x96, 0x74, 0x98, 0x6D, 0x7F, 0xBB,
0x6B, 0x7B, 0xAF, 0x9C, 0x98, 0x97, 0xB4, 0x86, 0x8A, 0x83, 0x9C, 0x84,
0xB7, 0xA4, 0x96, 0x8B, 0x9C, 0x9D, 0x9C, 0x96, 0x93, 0x85, 0x92, 0x8A,
0x6B, 0x67, 0x5E, 0x65, 0x73, 0x97, 0x89, 0xA4, 0xAF, 0x95, 0x9B, 0xBD,
0xC9, 0xCA, 0xCB, 0xCB, 0xD4, 0xDA, 0xD9, 0xD2, 0xD1, 0xCA, 0xC2, 0xB8,
0xB4, 0xBC, 0xAE, 0xAC, 0xB6, 0xBD, 0xB4, 0xA8, 0xB2, 0xC4, 0xAF, 0x9E,
0x85, 0x98, 0x8E, 0x95, 0x7A, 0x8D, 0x88, 0x85, 0x85, 0x94, 0x70, 0x6D,
0x50, 0x53, 0x86, 0x80, 0x74, 0x8B, 0x61, 0x6E, 0x65, 0x7B, 0x7C, 0x8A,
0x64, 0x5E, 0x6A, 0x6D, 0x6A, 0x5E, 0x75, 0x76, 0x5D, 0x71, 0x8A, 0x99,
0x9B, 0x8D, 0x52, 0x3A, 0x3D, 0x3A, 0x2C, 0x1F, 0x1C, 0x1A, 0x1A, 0x1C,
0x26, 0x54, 0x75, 0x88, 0x8B, 0x8E, 0x8B, 0x8A, 0x68, 0x60, 0x88, 0xA2,
0xA5, 0x71, 0x8A, 0x77, 0x85, 0x63, 0xA0, 0xA6, 0x84, 0x7F, 0xB0, 0xA1,
0x9F, 0xA4, 0xAE, 0x81, 0x78, 0x82, 0xA6, 0x9A, 0xB9, 0xAD, 0x94, 0x9D,
0x9B, 0x89, 0x98, 0x9B, 0x9E, 0x8F, 0x7E, 0x7F, 0x72, 0x61, 0x69, 0x7C,
0x86, 0x71, 0x97, 0x95, 0x94, 0xA5, 0xBA, 0xB9, 0xC0, 0xC7, 0xCD, 0xD4,
0xD3, 0xD8, 0xDB, 0xD5, 0xD1, 0xCA, 0xBD, 0xAE, 0xBE, 0xCB, 0xC0, 0xBC,
0xC5, 0xD1, 0xB5, 0xB1, 0xBF, 0xCA, 0xC2, 0xB3, 0xBA, 0x7E, 0x80, 0x7E,
0x7B, 0x9C, 0x7D, 0x91, 0x90, 0x94, 0x61, 0x64, 0x71, 0x4F, 0x67, 0x83,
0x84, 0x89, 0x95, 0x92, 0x93, 0x79, 0x6F, 0x5C, 0x6C, 0x85, 0x82, 0x60,
0x6E, 0x7A, 0x7F, 0x91, 0x88, 0x7D, 0x8E, 0x9C, 0xAB, 0x9E, 0x8C, 0x58,
0x37, 0x22, 0x1A, 0x14, 0x12, 0x10, 0x30, 0x56, 0x70, 0x78, 0x7F, 0x87,
0x8C, 0x8F, 0x90, 0x8C, 0x51, 0x6F, 0x9A, 0x9F, 0x8F, 0x67, 0x8D, 0x88,
0x86, 0x6C, 0xA5, 0x8D, 0x8B, 0x80, 0xA4, 0xA8, 0x9D, 0x9B, 0xA6, 0x84,
0x77, 0x8C, 0x9E, 0xA6, 0xC1, 0xA8, 0x92, 0xB8, 0x92, 0x8E, 0x81, 0x9C,
0xA2, 0xA1, 0x8A, 0x5C, 0x6A, 0x6C, 0x6D, 0x7E, 0x85, 0x90, 0x93, 0x93,
0x77, 0x7A, 0x88, 0xA1, 0xB9, 0xC8, 0xCC, 0xD3, 0xD6, 0xD2, 0xC8, 0xC5,
0xC8, 0xBF, 0xC4, 0xCE, 0xC7, 0xC2, 0xD3, 0xD6, 0xD3, 0xCD, 0xCD, 0xCD,
0xCE, 0xD5, 0xD0, 0xC8, 0xBC, 0xAA, 0x8F, 0x85, 0x99, 0x8B, 0xA9, 0xB1,
0x9C, 0x8D, 0x66, 0x58, 0x75, 0x6F, 0x5B, 0x82, 0x84, 0xA1, 0x89, 0xA7,
0x88, 0x88, 0x93, 0x7B, 0x8A, 0x79, 0x75, 0x7A, 0x7F, 0x5E, 0x5F, 0x7E,
0x7B, 0x85, 0xA2, 0xA3, 0xA6, 0x92, 0x5F, 0x3E, 0x31, 0x21, 0x1B, 0x1C,
0x3B, 0x57, 0x66, 0x69, 0x6F, 0x78, 0x81, 0x8B, 0x8F, 0x8C, 0x8F, 0x8B,
0x65, 0xAD, 0x8D, 0x83, 0x65, 0x7B, 0x90, 0x81, 0x86, 0xA3, 0x82, 0x7B,
0x87, 0x79, 0xA6, 0xAB, 0x9B, 0x96, 0xA2, 0x8E, 0x8C, 0xA7, 0x9B, 0xA0,
0xC2, 0x99, 0x91, 0xA6, 0xAB, 0x9E, 0x85, 0xAA, 0xB1, 0xAD, 0x8C, 0x8E,
0x72, 0x72, 0x64, 0x61, 0x64, 0x77, 0x6C, 0x65, 0x7C, 0x9A, 0x9C, 0xA6,
0xB4, 0xC8, 0xD0, 0xD4, 0xD6, 0xD0, 0xBC, 0xB7, 0xB9, 0xBE, 0xCB, 0xD0,
0xD3, 0xD5, 0xD7, 0xD6, 0xD6, 0xD9, 0xD7, 0xE0, 0xE2, 0xE5, 0xE6, 0xDF,
0xD3, 0xCF, 0xAE, 0xA0, 0x9B, 0xA8, 0xB2, 0xC5, 0xBF, 0xAC, 0x55, 0x54,
0x51, 0x53, 0x60, 0x8B, 0xA0, 0x9C, 0x94, 0x72, 0x8A, 0x85, 0x63, 0x76,
0x8C, 0x62, 0x73, 0x79, 0x6D, 0x64, 0x64, 0x74, 0x84, 0x92, 0x98, 0xAE,
0xAC, 0x8F, 0x67, 0x49, 0x41, 0x38, 0x3E, 0x4E, 0x57, 0x5C, 0x63, 0x6C,
0x76, 0x7D, 0x86, 0x89, 0x88, 0x88, 0x8B, 0x7C, 0xA4, 0x9F, 0x84, 0x57,
0x76, 0x6A, 0x7B, 0x8A, 0x7A, 0xA7, 0x84, 0x61, 0x8F, 0x89, 0xA9, 0xB3,
0xAE, 0xA3, 0x97, 0x98, 0x94, 0xA7, 0x93, 0xA0, 0xC2, 0x8B, 0xAD, 0xA1,
0xA6, 0xB3, 0x85, 0xB9, 0xA4, 0xA3, 0x9E, 0x7A, 0x6A, 0x54, 0x66, 0x66,
0x6A, 0x75, 0x76, 0x78, 0x84, 0x8A, 0x99, 0xB2, 0xC7, 0xCD, 0xD3, 0xD1,
0xCB, 0xC6, 0xBE, 0xC2, 0xCB, 0xD6, 0xD1, 0xCD, 0xD8, 0xE0, 0xE0, 0xE1,
0xDA, 0xDE, 0xE6, 0xE6, 0xE7, 0xEB, 0xF0, 0xF0, 0xE8, 0xDA, 0xD3, 0xAF,
0x9A, 0xA8, 0xC9, 0xD0, 0xD1, 0xAF, 0x50, 0x34, 0x4F, 0x5E, 0x7A, 0xA4,
0xC5, 0xB5, 0xB0, 0x92, 0x8B, 0x77, 0x77, 0x7C, 0x7A, 0x5C, 0x70, 0x72,
0x8B, 0x83, 0x69, 0x66, 0x83, 0x9D, 0x9F, 0xAE, 0xB7, 0xC0, 0xA9, 0x77,
0x53, 0x45, 0x46, 0x4D, 0x53, 0x5D, 0x67, 0x6F, 0x7B, 0x7F, 0x84, 0x84,
0x80, 0x71, 0x50, 0x2E, 0x92, 0x88, 0x83, 0x65, 0x7E, 0x81, 0x66, 0x92,
0x8C, 0x86, 0x96, 0x63, 0x90, 0x90, 0xAE, 0xBB, 0xA6, 0x8D, 0xA4, 0xA6,
0x9F, 0xA7, 0x85, 0xB3, 0xB8, 0x9E, 0xB4, 0x9C, 0xB3, 0xB1, 0x9B, 0xAF,
0x9C, 0xA6, 0x92, 0x75, 0x7F, 0x6C, 0x60, 0x54, 0x6A, 0x67, 0x62, 0x87,
0x75, 0x8B, 0x99, 0xBB, 0xC7, 0xD4, 0xD6, 0xD0, 0xCD, 0xC8, 0xCA, 0xCD,
0xD6, 0xDE, 0xDB, 0xD9, 0xDA, 0xE2, 0xE9, 0xEC, 0xE6, 0xE7, 0xE8, 0xE7,
0xE9, 0xEA, 0xF1, 0xEE, 0xEB, 0xE3, 0xD3, 0xA5, 0x7E, 0xB5, 0xD4, 0xE3,
0xDB, 0xA2, 0x3F, 0x3B, 0x45, 0x6B, 0x99, 0xCC, 0xD7, 0xD8, 0xC9, 0x91,
0x95, 0xA7, 0x82, 0x6F, 0x8B, 0x81, 0x89, 0x64, 0x65, 0x75, 0x8C, 0x83,
0x8B, 0xA7, 0xB1, 0xAC, 0xA8, 0xA8, 0xA8, 0x9F, 0x63, 0x4D, 0x47, 0x51,
0x57, 0x5E, 0x66, 0x70, 0x77, 0x79, 0x75, 0x65, 0x42, 0x1A, 0x19, 0x2B,
0x76, 0x8C, 0x4B, 0x7F, 0x6F, 0x71, 0x74, 0x6B, 0x87, 0x71, 0x9C, 0x70,
0x99, 0x96, 0xBE, 0xB3, 0x9A, 0x9C, 0x9D, 0xB0, 0x91, 0xA9, 0x7A, 0xB6,
0xAE, 0xA9, 0xB4, 0xA4, 0xA3, 0xB4, 0xA4, 0xA2, 0xA4, 0xA0, 0xA4, 0x9D,
0x73, 0x5C, 0x57, 0x74, 0x73, 0x63, 0x85, 0x62, 0x7B, 0x8E, 0xAF, 0xC2,
0xCE, 0xD2, 0xD0, 0xCE, 0xC8, 0xC3, 0xD0, 0xCD, 0xC9, 0xCE, 0xD7, 0xDC,
0xE7, 0xEC, 0xEB, 0xEB, 0xEC, 0xDD, 0xDC, 0xD0, 0xE1, 0xEB, 0xE9, 0xE8,
0xE5, 0xDB, 0xD3, 0xAA, 0x52, 0xB3, 0xE2, 0xEF, 0xD7, 0x8A, 0x3C, 0x3A,
0x4F, 0x87, 0xB8, 0xDF, 0xDA, 0xC5, 0xC2, 0xA7, 0xA9, 0x8F, 0x9C, 0xA7,
0xAF, 0xB1, 0xA4, 0x90, 0x84, 0x7E, 0x79, 0x80, 0x76, 0x93, 0xA0, 0xB4,
0xAD, 0xAE, 0xB0, 0xA1, 0x86, 0x5A, 0x4B, 0x4E, 0x52, 0x5B, 0x66, 0x69,
0x5F, 0x4A, 0x2E, 0x26, 0x33, 0x38, 0x43, 0x4F, 0x78, 0x57, 0x51, 0x86,
0x5D, 0x70, 0x5E, 0x78, 0x72, 0x70, 0x81, 0x82, 0x9E, 0x98, 0xBF, 0x9C,
0xA2, 0x98, 0x9A, 0xAE, 0x98, 0xAE, 0x99, 0xB6, 0xAC, 0xAF, 0xB0, 0xA5,
0x9F, 0xB6, 0x99, 0xA7, 0xAD, 0xA4, 0xB3, 0xAD, 0x77, 0x75, 0x5E, 0x5B,
0x7F, 0x78, 0x84, 0x7E, 0x82, 0xB2, 0xC1, 0xCA, 0xD1, 0xD7, 0xD0, 0xCD,
0xCD, 0xCD, 0xCD, 0xD3, 0xCD, 0xC8, 0xCA, 0xD9, 0xDF, 0xDF, 0xE2, 0xE2,
0xDF, 0xCE, 0xA6, 0xA1, 0x8D, 0xBF, 0xC9, 0xBF, 0xC6, 0xC1, 0xB2, 0xA9,
0x5F, 0xC8, 0xEA, 0xF1, 0xC9, 0x7A, 0x2F, 0x58, 0x62, 0xAE, 0xDF, 0xE2,
0xCE, 0x9D, 0xA7, 0xC9, 0xCD, 0xCF, 0xCA, 0xCE, 0xD1, 0xC0, 0xB8, 0xAA,
0x95, 0x87, 0x84, 0x65, 0x5A, 0x86, 0x98, 0x8B, 0xA1, 0xB2, 0xAD, 0xA7,
0xA9, 0x94, 0x5E, 0x4E, 0x54, 0x5B, 0x5E, 0x55, 0x4E, 0x54, 0x55, 0x51,
0x50, 0x57, 0x5C, 0x5E, 0x93, 0x70, 0x73, 0x74, 0x80, 0x67, 0x5E, 0x4D,
0x74, 0x76, 0x7C, 0x8C, 0x94, 0x97, 0xBC, 0xA5, 0xAD, 0x99, 0xA4, 0xB0,
0x98, 0xBF, 0xAB, 0xB8, 0xAC, 0xB8, 0xB5, 0xA1, 0xAC, 0xAD, 0x9F, 0xAB,
0xB1, 0xA1, 0xAD, 0x97, 0x6B, 0x5B, 0x60, 0x6A, 0x75, 0x9B, 0x6B, 0x72,
0x99, 0x9D, 0x9F, 0xC2, 0xCF, 0xD2, 0xD3, 0xD6, 0xD1, 0xD3, 0xD4, 0xD6,
0xDA, 0xD3, 0xCA, 0xD7, 0xDD, 0xDD, 0xDA, 0xD1, 0xC0, 0xB1, 0x75, 0x52,
0x50, 0x36, 0x3C, 0x46, 0x56, 0x6D, 0x71, 0x6F, 0x46, 0xC8, 0xF0, 0xF3,
0xBE, 0x58, 0x30, 0x41, 0x66, 0xC1, 0xE8, 0xD9, 0x8F, 0x6D, 0xC5, 0xDB,
0xE0, 0xDD, 0xDF, 0xDA, 0xD4, 0xC8, 0xC2, 0xC2, 0xB2, 0xA8, 0x99, 0x7F,
0x57, 0x6B, 0x82, 0x85, 0x8B, 0x94, 0x95, 0x97, 0x7B, 0x61, 0x57, 0x4E,
0x54, 0x5F, 0x65, 0x6B, 0x74, 0x78, 0x7C, 0x80, 0x7F, 0x7D, 0x7B, 0x78,
0x99, 0x9C, 0x80, 0x65, 0x75, 0x63, 0x58, 0x49, 0x74, 0x7C, 0x74, 0x80,
0x8B, 0xAB, 0x98, 0xB4, 0x9B, 0xAA, 0xB6, 0xB0, 0xA7, 0xC7, 0xB3, 0xB6,
0xB2, 0xAD, 0xB8, 0xA0, 0xAB, 0xB4, 0x9C, 0xB3, 0xAB, 0x9F, 0xB7, 0xA1,
0x71, 0x58, 0x47, 0x4A, 0x69, 0x52, 0x52, 0x6E, 0x85, 0x90, 0xB3, 0xB8,
0xBD, 0xC9, 0xD1, 0xC7, 0xCD, 0xD1, 0xD4, 0xCC, 0xC5, 0xB9, 0xBC, 0xBE,
0xC3, 0xBC, 0xB7, 0x9D, 0x71, 0x6E, 0x4D, 0x3D, 0x4A, 0x36, 0x69, 0x36,
0x2D, 0x35, 0x34, 0x3C, 0x46, 0xD5, 0xF1, 0xE7, 0x92, 0x48, 0x36, 0x40,
0x94, 0xD4, 0xE6, 0xC1, 0x47, 0x94, 0xCD, 0xDF, 0xE1, 0xE2, 0xE1, 0xD9,
0xD3, 0xD1, 0xCB, 0xC0, 0xB1, 0x97, 0x93, 0x8F, 0x7A, 0x70, 0x7E, 0x72,
0x76, 0x87, 0x8E, 0x82, 0x6D, 0x64, 0x57, 0x4A, 0x41, 0x2B, 0x31, 0x44,
0x57, 0x5D, 0x60, 0x5B, 0x5B, 0x5A, 0x66, 0x6C, 0xA0, 0x93, 0x9E, 0x9F,
0x5E, 0x3D, 0x52, 0x68, 0x6C, 0x78, 0x6A, 0x6C, 0x90, 0xB5, 0x72, 0xA2,
0xA7, 0xB4, 0xAD, 0xB0, 0xAD, 0xC1, 0xBF, 0xB6, 0xA2, 0xAA, 0xBC, 0xAA,
0xA4, 0xB0, 0xA7, 0xAA, 0xAA, 0x85, 0xB4, 0xB0, 0x84, 0x76, 0x6A, 0x5E,
0x6D, 0x80, 0x95, 0x86, 0x89, 0x83, 0x7F, 0x7C, 0x98, 0xC5, 0xCC, 0xCF,
0xD1, 0xCD, 0xCC, 0xCB, 0xCC, 0xC7, 0xB3, 0x90, 0x95, 0x8F, 0x74, 0x5B,
0x44, 0x39, 0x3E, 0x48, 0x3F, 0x6A, 0x4E, 0x4D, 0xA7, 0x55, 0x38, 0x21,
0x35, 0xD0, 0xED, 0xD9, 0x70, 0x3C, 0x3D, 0x4E, 0xA5, 0xE2, 0xE5, 0x8E,
0x44, 0x98, 0xB8, 0xC6, 0xDA, 0xD9, 0xD5, 0xCF, 0xD1, 0xCD, 0xCC, 0xCA,
0xC1, 0xB9, 0xB7, 0xB0, 0x98, 0x7E, 0x71, 0x74, 0x73, 0x6B, 0x7C, 0x83,
0x71, 0x74, 0x5A, 0x46, 0x37, 0x41, 0x38, 0x3A, 0x3D, 0x3F, 0x3F, 0x4D,
0x59, 0x65, 0x6A, 0x52, 0x82, 0xA3, 0x90, 0xAF, 0xC2, 0x8E, 0x41, 0x6E,
0x80, 0x6A, 0x6E, 0x72, 0x7E, 0xA9, 0x6A, 0x7B, 0xAC, 0xAE, 0xAF, 0xB5,
0xA2, 0xB8, 0xC2, 0xB8, 0x87, 0xA7, 0xC7, 0xB9, 0xAA, 0xB9, 0xB3, 0xA2,
0xB9, 0x84, 0xAA, 0xB3, 0xB4, 0x83, 0x5B, 0x6B, 0x63, 0x77, 0x80, 0x73,
0x7C, 0x7B, 0x6C, 0x6F, 0x9B, 0xB4, 0xBB, 0xC9, 0xC8, 0xCE, 0xC7, 0xC4,
0xC7, 0xC5, 0xB6, 0x8F, 0x74, 0x71, 0x6F, 0x49, 0x3D, 0x36, 0x44, 0x4E,
0x43, 0x60, 0x45, 0x2D, 0x5A, 0x55, 0x31, 0x2C, 0x22, 0xBD, 0xE8, 0xC3,
0x71, 0x41, 0x54, 0x8F, 0xCC, 0xE2, 0xDA, 0x5A, 0x3C, 0x4A, 0x54, 0x6C,
0x93, 0xA0, 0xB6, 0xC3, 0xC8, 0xCF, 0xD1, 0xCD, 0xCC, 0xCE, 0xBF, 0xC3,
0xBB, 0xA6, 0x81, 0x88, 0x8B, 0x8F, 0x94, 0x86, 0x7B, 0x6E, 0x54, 0x3A,
0x39, 0x3A, 0x37, 0x32, 0x2E, 0x22, 0x10, 0x0F, 0x0F, 0x0D, 0x25, 0x58,
0x45, 0x7C, 0x8F, 0x95, 0x93, 0xC1, 0xB5, 0x69, 0x85, 0xA3, 0x9E, 0x86,
0x86, 0x86, 0x8B, 0x68, 0x94, 0xB7, 0xB2, 0xB2, 0xA8, 0xB9, 0xBC, 0xB9,
0x92, 0xA1, 0xBE, 0xBF, 0xA6, 0xB4, 0xB9, 0xB6, 0xBC, 0x8E, 0xAE, 0xA7,
0xA2, 0x8E, 0x5E, 0x52, 0x7A, 0x6F, 0x70, 0x68, 0x83, 0x95, 0x87, 0x9B,
0xB6, 0xB2, 0xB0, 0xBC, 0xCB, 0xCE, 0xC8, 0xB3, 0xA7, 0xA2, 0x99, 0x7C,
0x67, 0x71, 0x52, 0x58, 0x30, 0x37, 0x40, 0x4B, 0x4E, 0x40, 0x63, 0x2C,
0x2A, 0x2B, 0x2C, 0x33, 0x39, 0xA8, 0xDC, 0xC4, 0x84, 0x5B, 0x65, 0x87,
0xD3, 0xD7, 0x8A, 0x2A, 0x21, 0x1D, 0x21, 0x1F, 0x28, 0x31, 0x4B, 0x4B,
0x6F, 0xA3, 0xC5, 0xC6, 0xC8, 0xC9, 0xCB, 0xBF, 0xBC, 0xB7, 0x97, 0x95,
0x96, 0x93, 0x83, 0x89, 0x7A, 0x51, 0x39, 0x30, 0x2B, 0x1B, 0x10, 0x12,
0x12, 0x0F, 0x0D, 0x10, 0x10, 0x0F, 0x10, 0x27, 0x76, 0x51, 0x33, 0x68,
0x8F, 0x81, 0xA8, 0xAF, 0x84, 0x8A, 0xAD, 0xA6, 0xA1, 0x9B, 0x7B, 0x5C,
0x84, 0x9D, 0xAA, 0xB1, 0x98, 0xB9, 0xB5, 0xBE, 0x95, 0x9C, 0xBA, 0xBA,
0xA9, 0xA7, 0xB8, 0xB9, 0xBF, 0xA1, 0xA7, 0xA9, 0xA8, 0xA4, 0x85, 0x84,
0x85, 0x68, 0x83, 0x78, 0x7C, 0x79, 0x7B, 0x9B, 0x98, 0xA5, 0xA9, 0xAB,
0xC5, 0xC6, 0xC3, 0xB5, 0xAC, 0xB1, 0x9B, 0x89, 0x6C, 0x4E, 0x61, 0x58,
0x58, 0x2A, 0x35, 0x4A, 0x56, 0x4E, 0x52, 0x48, 0x35, 0x38, 0x41, 0x3B,
0x45, 0xAC, 0xDC, 0xC1, 0x7A, 0x5C, 0x57, 0x94, 0xD3, 0x8E, 0x23, 0x1C,
0x2C, 0x91, 0x5A, 0x3C, 0x45, 0x38, 0x3C, 0x45, 0x49, 0x53, 0x69, 0xA8,
0xC0, 0xB6, 0xB3, 0xBF, 0xC5, 0xB7, 0x9F, 0x7F, 0x99, 0x83, 0x7A, 0x6F,
0x5C, 0x42, 0x29, 0x15, 0x13, 0x12, 0x10, 0x12, 0x14, 0x11, 0x0E, 0x10,
0x10, 0x10, 0x13, 0x24, 0x57, 0x44, 0x46, 0x6C, 0x51, 0x84, 0x96, 0x9C,
0xAD, 0xAE, 0xAE, 0xAB, 0xA6, 0x8C, 0x82, 0x78, 0x76, 0x80, 0xA7, 0xAD,
0x8E, 0xA9, 0xB6, 0xBC, 0x96, 0xA1, 0xB3, 0xB5, 0xB9, 0x8C, 0xBD, 0xBB,
0xC3, 0xAE, 0x98, 0xB4, 0x9B, 0xB6, 0xA8, 0x9C, 0x83, 0x86, 0x97, 0x74,
0x78, 0x7B, 0x97, 0x9F, 0xA9, 0x9C, 0x98, 0xA3, 0xA4, 0xBA, 0xBE, 0xBD,
0xB0, 0xA5, 0x89, 0x75, 0x6E, 0x4B, 0x52, 0x5D, 0x67, 0x64, 0x32, 0x43,
0x47, 0x56, 0x4C, 0x39, 0x40, 0x43, 0x4F, 0x42, 0x41, 0xA0, 0xC1, 0x9F,
0x7E, 0x65, 0x73, 0xA6, 0xB9, 0x46, 0x25, 0x28, 0x27, 0x31, 0x3D, 0x29,
0x5B, 0x3F, 0x42, 0x44, 0x39, 0x4C, 0x62, 0x75, 0x90, 0xA8, 0xB1, 0xB6,
0xB0, 0xB1, 0xAA, 0x8E, 0x8F, 0x94, 0x89, 0x75, 0x44, 0x1F, 0x17, 0x14,
0x16, 0x1B, 0x1D, 0x1F, 0x22, 0x23, 0x25, 0x28, 0x2B, 0x2E, 0x31, 0x33,
0x71, 0x61, 0x6C, 0x6C, 0x5E, 0x40, 0x82, 0xBA, 0xA3, 0xB7, 0xB0, 0xA0,
0x8E, 0x81, 0x6F, 0x5F, 0x73, 0x89, 0xA0, 0xA4, 0x95, 0x90, 0xAB, 0xBA,
0x96, 0xA1, 0xA8, 0xB9, 0xB0, 0xA0, 0xBC, 0xAD, 0xB3, 0xB6, 0x8B, 0xB3,
0xA3, 0xB8, 0xB4, 0xB2, 0x8D, 0x92, 0x8D, 0x64, 0x9D, 0x83, 0x83, 0x94,
0x84, 0x94, 0x9A, 0xB4, 0xA9, 0xA7, 0xB1, 0xA8, 0xA3, 0xA3, 0xA1, 0x89,
0x66, 0x52, 0x3C, 0x51, 0x5C, 0x74, 0x69, 0x40, 0x41, 0x42, 0x4E, 0x51,
0x4E, 0x4E, 0x48, 0x55, 0x4E, 0x9E, 0xB2, 0x96, 0x7C, 0x76, 0x95, 0xA2,
0x85, 0x27, 0x30, 0x3D, 0x2E, 0x27, 0x28, 0x2B, 0x54, 0x40, 0x42, 0x34,
0x31, 0x33, 0x38, 0x41, 0x4C, 0x73, 0x97, 0x9F, 0xA8, 0xA6, 0x9A, 0x8F,
0x8B, 0x8A, 0x6B, 0x4C, 0x3E, 0x2D, 0x28, 0x2B, 0x2E, 0x33, 0x34, 0x36,
0x38, 0x3C, 0x40, 0x42, 0x42, 0x48, 0x4B, 0x4E, 0x96, 0x9A, 0x98, 0xA3,
0x8B, 0x80, 0x7A, 0x95, 0xA2, 0xA0, 0xA0, 0x7F, 0x83, 0x9B, 0x7E, 0x8F,
0x86, 0x75, 0x8B, 0xAB, 0x91, 0x93, 0x9F, 0xA5, 0xA7, 0x9C, 0xA5, 0xB3,
0xAE, 0xA2, 0xB5, 0xA7, 0xAE, 0xB0, 0x9A, 0xB3, 0xA4, 0xB6, 0xBF, 0xAA,
0xAE, 0x8D, 0x84, 0x7B, 0x94, 0x8E, 0x99, 0x90, 0x87, 0x91, 0x9B, 0xA4,
0xA4, 0x9C, 0xA5, 0xA3, 0xA8, 0x96, 0x84, 0x82, 0x88, 0x7F, 0x4A, 0x3C,
0x56, 0x61, 0x80, 0x68, 0x46, 0x45, 0x49, 0x4B, 0x59, 0x53, 0x53, 0x68,
0x6A, 0x91, 0x8F, 0x8F, 0x8A, 0x88, 0xA4, 0x96, 0x60, 0x36, 0x35, 0x3A,
0x34, 0x30, 0x2F, 0x3C, 0x41, 0x4B, 0x43, 0x31, 0x2D, 0x31, 0x34, 0x35,
0x36, 0x49, 0x60, 0x69, 0x87, 0x7F, 0x84, 0x8C, 0x84, 0x6F, 0x57, 0x42,
0x35, 0x35, 0x37, 0x3A, 0x3F, 0x43, 0x46, 0x49, 0x4C, 0x4F, 0x4F, 0x4E,
0x4B, 0x4B, 0x4D, 0x4E, 0xA3, 0x9E, 0xB9, 0x99, 0x51, 0x4D, 0x51, 0x55,
0x5F, 0x6E, 0x89, 0x76, 0x6A, 0x8B, 0xAD, 0x74, 0x5C, 0x67, 0x87, 0x9B,
0x95, 0x97, 0x8F, 0x99, 0xA8, 0xA7, 0xA7, 0x9F, 0xAA, 0xB2, 0xB1, 0xBD,
0xB0, 0xA7, 0xA2, 0xB3, 0xAC, 0xB0, 0xC2, 0xA6, 0xC2, 0x88, 0x8B, 0x77,
0x84, 0xAF, 0x96, 0x6D, 0x8E, 0x8B, 0xB4, 0xBD, 0x8F, 0x7B, 0x86, 0x7F,
0x8C, 0x9A, 0x90, 0x84, 0x7E, 0x7A, 0x81, 0x69, 0x44, 0x4A, 0x5F, 0x8C,
0x5D, 0x3E, 0x3B, 0x52, 0x5B, 0x57, 0x83, 0x8F, 0x8D, 0x96, 0x96, 0x9F,
0xA0, 0x90, 0x94, 0x85, 0x52, 0x43, 0x3A, 0x40, 0x43, 0x3C, 0x40, 0x4F,
0x62, 0x5D, 0x34, 0x31, 0x2F, 0x32, 0x31, 0x2D, 0x31, 0x38, 0x4C, 0x57,
0x68, 0x69, 0x7A, 0x82, 0x6E, 0x58, 0x40, 0x34, 0x32, 0x33, 0x38, 0x3C,
0x40, 0x48, 0x4D, 0x50, 0x54, 0x57, 0x5B, 0x5D, 0x5E, 0x5E, 0x5C, 0x5B,
0xA5, 0xBC, 0xAF, 0x9F, 0x79, 0x4F, 0x54, 0x54, 0x57, 0x55, 0x54, 0x64,
0x67, 0x94, 0x9F, 0xB3, 0x67, 0x7D, 0x88, 0x8E, 0x8C, 0x91, 0x93, 0x83,
0xA0, 0x9D, 0xAC, 0x9B, 0xB2, 0xB4, 0xAC, 0xBF, 0xA7, 0xA6, 0xB7, 0xAD,
0xB1, 0xAF, 0xC1, 0xB1, 0xC6, 0x99, 0xAA, 0xA9, 0xAA, 0x5D, 0x71, 0x8D,
0xA5, 0xA5, 0xA6, 0x98, 0x85, 0x92, 0x70, 0x73, 0x8B, 0x8A, 0x97, 0x7A,
0x7D, 0x85, 0x86, 0x8A, 0x89, 0x57, 0x4E, 0x66, 0x9A, 0x51, 0x45, 0x65,
0x74, 0x8B, 0xBA, 0xAF, 0xA8, 0xA1, 0xA0, 0xB7, 0xA3, 0x92, 0x94, 0x89,
0x7A, 0x5E, 0x38, 0x43, 0x42, 0x46, 0x45, 0x48, 0x48, 0x31, 0x29, 0x24,
0x25, 0x2B, 0x31, 0x39, 0x40, 0x4E, 0x5A, 0x69, 0x6E, 0x79, 0x7B, 0x7D,
0x68, 0x3D, 0x31, 0x27, 0x25, 0x24, 0x21, 0x21, 0x1D, 0x1A, 0x17, 0x18,
0x1B, 0x1E, 0x26, 0x29, 0x2D, 0x30, 0x36, 0x36, 0xBA, 0xC5, 0x78, 0x4A,
0x9D, 0x9D, 0x5E, 0x63, 0x67, 0x6B, 0x65, 0x5E, 0x64, 0x6C, 0x76, 0x8A,
0x82, 0x85, 0x80, 0x86, 0x82, 0x80, 0x8D, 0x87, 0x8F, 0x95, 0x99, 0xAA,
0x9A, 0xB4, 0xA2, 0xAE, 0xB4, 0xAD, 0xBB, 0xB5, 0xAA, 0xAD, 0xC4, 0xB5,
0xB2, 0xA6, 0x8F, 0xA8, 0x75, 0x6E, 0x65, 0x81, 0x9C, 0x9F, 0x93, 0xA0,
0x86, 0x98, 0x8B, 0x94, 0x98, 0x99, 0x9B, 0x73, 0x74, 0x6B, 0x8C, 0x90,
0xA4, 0xA2, 0x7C, 0x53, 0x68, 0x98, 0x54, 0x76, 0x9C, 0xC5, 0xD5, 0xD7,
0xC8, 0xB1, 0xAB, 0xB0, 0xA2, 0x92, 0xA9, 0x9C, 0xAB, 0x85, 0x4B, 0x4A,
0x45, 0x45, 0x3D, 0x47, 0x32, 0x2B, 0x26, 0x26, 0x2A, 0x3B, 0x3A, 0x38,
0x31, 0x4C, 0x65, 0x70, 0x6E, 0x79, 0x81, 0x5D, 0x43, 0x35, 0x1F, 0x17,
0x14, 0x13, 0x13, 0x12, 0x17, 0x12, 0x15, 0x14, 0x12, 0x0F, 0x0D, 0x0D,
0x0B, 0x15, 0x1E, 0x1E, 0xC8, 0x8A, 0x5A, 0x4E, 0x31, 0x7E, 0xA3, 0x64,
0x6F, 0x73, 0x74, 0x6F, 0x67, 0x5F, 0x62, 0x70, 0x71, 0x6D, 0x83, 0x8F,
0x7E, 0x6E, 0x7C, 0x82, 0x90, 0x7D, 0x82, 0x98, 0x8B, 0xAB, 0x95, 0x95,
0xAE, 0x9B, 0xB2, 0xBF, 0xA6, 0xB5, 0xBD, 0xB6, 0x9B, 0xB7, 0x96, 0x94,
0x84, 0x5B, 0x78, 0x79, 0x85, 0x98, 0xA9, 0x8A, 0x71, 0xB6, 0x9E, 0x94,
0x92, 0x9A, 0xA7, 0x99, 0x86, 0x89, 0x7C, 0x63, 0x74, 0x92, 0x9C, 0x96,
0x67, 0x85, 0xA4, 0xB6, 0xD1, 0xE0, 0xE2, 0xDC, 0xC1, 0x9C, 0x9A, 0xA9,
0x96, 0x86, 0xAC, 0xC2, 0xAC, 0xA3, 0x62, 0x51, 0x47, 0x3C, 0x30, 0x34,
0x2A, 0x22, 0x38, 0x3D, 0x3A, 0x25, 0x25, 0x33, 0x46, 0x53, 0x62, 0x77,
0x75, 0x74, 0x69, 0x61, 0x51, 0x46, 0x42, 0x39, 0x33, 0x2E, 0x29, 0x20,
0x13, 0x0F, 0x0E, 0x0F, 0x0F, 0x0F, 0x10, 0x0E, 0x0E, 0x1A, 0x1F, 0x1F,
0xB1, 0x8D, 0x6D, 0x43, 0x3A, 0x5A, 0x87, 0x91, 0x68, 0x73, 0x7C, 0x7D,
0x79, 0x70, 0x60, 0x71, 0x6C, 0x73, 0x86, 0x81, 0x60, 0x5D, 0x70, 0x6F,
0x7B, 0x7E, 0x72, 0x76, 0x80, 0x7C, 0x90, 0x77, 0x9C, 0x90, 0xA2, 0xAE,
0xA7, 0xAE, 0xB3, 0xB0, 0xA0, 0xAD, 0x8A, 0x7E, 0x87, 0x5D, 0x76, 0x7B,
0x95, 0xA7, 0x98, 0x8E, 0x86, 0x9C, 0x90, 0x82, 0x9E, 0xA3, 0x8F, 0x96,
0x92, 0x91, 0x9F, 0x97, 0x79, 0x79, 0x64, 0x84, 0xA6, 0xAC, 0xCA, 0xE2,
0xE9, 0xE6, 0xE2, 0xE3, 0xCA, 0xB8, 0xB0, 0xA4, 0x99, 0xB1, 0xB4, 0xCC,
0xC5, 0xAE, 0x7E, 0x61, 0x47, 0x2D, 0x2D, 0x28, 0x47, 0x44, 0x2B, 0x2F,
0x3E, 0x43, 0x4B, 0x50, 0x48, 0x52, 0x5C, 0x67, 0x6F, 0x6A, 0x65, 0x58,
0x51, 0x50, 0x52, 0x54, 0x54, 0x54, 0x55, 0x54, 0x50, 0x4B, 0x47, 0x3A,
0x21, 0x10, 0x0F, 0x0D, 0x12, 0x1D, 0x20, 0x20, 0x84, 0x70, 0x93, 0x96,
0x85, 0x52, 0x5F, 0x9B, 0x99, 0x5D, 0x73, 0x7F, 0x82, 0x7E, 0x76, 0x5F,
0x76, 0x6F, 0x7B, 0x8E, 0x59, 0x44, 0x43, 0x4A, 0x47, 0x37, 0x3C, 0x31,
0x4D, 0x60, 0x75, 0x68, 0x79, 0x73, 0x89, 0xA4, 0xAD, 0xB0, 0xAE, 0xB2,
0x9A, 0xA6, 0xA3, 0x75, 0x89, 0x3F, 0x72, 0x92, 0x95, 0x9F, 0x95, 0x89,
0x92, 0x91, 0x78, 0x74, 0x80, 0xA7, 0x81, 0x93, 0x85, 0x98, 0xA2, 0xAA,
0xAB, 0xA0, 0xA4, 0xA2, 0xAA, 0xBD, 0xC5, 0xC9, 0xC9, 0xC8, 0xBF, 0xBF,
0xB5, 0xB0, 0xB0, 0xAD, 0xAA, 0xAE, 0xAA, 0xA8, 0xA5, 0xA2, 0x90, 0x75,
0x5E, 0x54, 0x58, 0x56, 0x3D, 0x39, 0x3A, 0x3F, 0x4A, 0x55, 0x53, 0x50,
0x55, 0x53, 0x55, 0x53, 0x54, 0x61, 0x59, 0x53, 0x53, 0x53, 0x54, 0x55,
0x54, 0x56, 0x56, 0x57, 0x5B, 0x63, 0x60, 0x5B, 0x5E, 0x5A, 0x51, 0x45,
0x2A, 0x1E, 0x21, 0x21, 0x85, 0x78, 0x56, 0x4C, 0x7E, 0x8B, 0x8A, 0x7C,
0x5E, 0x37, 0x4D, 0x6D, 0x7A, 0x7E, 0x7E, 0x76, 0x61, 0x79, 0x7E, 0x7C,
0x5C, 0x20, 0x15, 0x1C, 0x2D, 0x18, 0x46, 0x2E, 0x2B, 0x3C, 0x3D, 0x47,
0x4B, 0x65, 0x6E, 0x98, 0xA7, 0xA7, 0xAE, 0xB0, 0xA8, 0x9A, 0x9B, 0x81,
0x92, 0x4F, 0x70, 0x94, 0xA3, 0x95, 0xA2, 0x7C, 0xA9, 0x8F, 0x8B, 0x88,
0x78, 0x91, 0x87, 0x7D, 0x70, 0x80, 0x8E, 0x8C, 0x91, 0x94, 0x9C, 0x99,
0xA9, 0xBA, 0xC2, 0xC5, 0xC4, 0xC5, 0xBF, 0xB3, 0xA1, 0xA9, 0xA8, 0xA5,
0xAC, 0xBB, 0xB9, 0xAF, 0xA5, 0xA0, 0x90, 0x7C, 0x7A, 0x6D, 0x71, 0x69,
0x56, 0x4A, 0x4D, 0x4E, 0x49, 0x49, 0x4C, 0x53, 0x52, 0x51, 0x53, 0x53,
0x56, 0x57, 0x59, 0x5A, 0x5A, 0x5B, 0x5A, 0x5C, 0x5C, 0x5C, 0x5A, 0x5A,
0x5C, 0x60, 0x63, 0x64, 0x63, 0x5F, 0x5B, 0x58, 0x5C, 0x59, 0x52, 0x44,
0x5E, 0x4F, 0x61, 0x5D, 0x89, 0x8F, 0x7C, 0x73, 0x71, 0x78, 0x79, 0x6F,
0x6C, 0x6F, 0x76, 0x7B, 0x6D, 0x61, 0x68, 0x75, 0x60, 0x4F, 0x53, 0x5C,
0x5D, 0x6D, 0x5C, 0x42, 0x59, 0x62, 0x62, 0x56, 0x5E, 0x63, 0x5D, 0x59,
0x76, 0x86, 0x8D, 0x96, 0x95, 0x9F, 0xA0, 0x8A, 0x72, 0x62, 0x67, 0x84,
0x9D, 0xA2, 0xA8, 0x94, 0xAA, 0x71, 0x81, 0x7A, 0x68, 0x8A, 0x98, 0x9F,
0x90, 0x9C, 0x8D, 0x8E, 0x99, 0x8D, 0x83, 0x80, 0x83, 0xBF, 0xDD, 0xDF,
0xDD, 0xDD, 0xD2, 0xBD, 0x9F, 0xB2, 0xC6, 0xAC, 0xBA, 0xCC, 0xD7, 0xD7,
0xCD, 0xC3, 0xB7, 0xA4, 0x9B, 0x8A, 0x7D, 0x6E, 0x6D, 0x71, 0x72, 0x61,
0x4A, 0x47, 0x49, 0x44, 0x3D, 0x40, 0x41, 0x44, 0x4A, 0x4F, 0x4F, 0x52,
0x54, 0x57, 0x58, 0x5A, 0x5D, 0x5F, 0x60, 0x61, 0x63, 0x64, 0x69, 0x6C,
0x6C, 0x68, 0x64, 0x61, 0x61, 0x65, 0x67, 0x6A, 0x4C, 0x59, 0x75, 0x55,
0x5D, 0x7B, 0x97, 0x9E, 0x90, 0x69, 0x4F, 0x4E, 0x4A, 0x4B, 0x46, 0x5D,
0x73, 0x5C, 0x59, 0x64, 0x6B, 0x63, 0x4A, 0x43, 0x42, 0x45, 0x43, 0x66,
0x61, 0x55, 0x58, 0x63, 0x5B, 0x4C, 0x56, 0x5E, 0x6D, 0x6A, 0x76, 0x78,
0x70, 0x89, 0x92, 0x95, 0x8B, 0x96, 0x91, 0x8F, 0x9E, 0x80, 0x92, 0x8B,
0x7F, 0x5E, 0x5C, 0x70, 0x8B, 0x6F, 0x8E, 0x9C, 0xA0, 0x97, 0x95, 0x9B,
0xA6, 0x9D, 0x98, 0x90, 0x95, 0xA6, 0xD1, 0xDC, 0xDF, 0xE2, 0xB5, 0x6E,
0x6F, 0x92, 0x92, 0x8D, 0x94, 0xC6, 0xD7, 0xD6, 0xCE, 0xD1, 0xC6, 0xC9,
0xA8, 0x9B, 0x91, 0x7D, 0x64, 0x63, 0x63, 0x64, 0x54, 0x51, 0x50, 0x57,
0x59, 0x53, 0x53, 0x4B, 0x4A, 0x4A, 0x41, 0x43, 0x45, 0x46, 0x48, 0x4D,
0x51, 0x54, 0x56, 0x5D, 0x5F, 0x68, 0x6E, 0x6F, 0x6F, 0x6F, 0x6C, 0x67,
0x65, 0x67, 0x6A, 0x6F, 0x51, 0x5E, 0x66, 0x79, 0x8F, 0xA9, 0xB1, 0x96,
0x54, 0x52, 0x57, 0x57, 0x60, 0x60, 0x52, 0x44, 0x46, 0x4F, 0x3E, 0x63,
0x68, 0x4B, 0x44, 0x35, 0x2D, 0x33, 0x37, 0x5D, 0x72, 0x65, 0x53, 0x59,
0x49, 0x52, 0x5D, 0x52, 0x52, 0x6C, 0x72, 0x78, 0x7E, 0x84, 0x97, 0x96,
0x8E, 0x88, 0x6C, 0x84, 0x91, 0x74, 0x9D, 0x72, 0x7E, 0x78, 0x6C, 0x71,
0x89, 0x5D, 0x7B, 0x99, 0xB2, 0xB4, 0xA9, 0x99, 0x91, 0x81, 0x88, 0x8E,
0x70, 0x81, 0xB1, 0xD9, 0xDD, 0xC1, 0x53, 0x45, 0x52, 0x59, 0x63, 0x60,
0x55, 0x9B, 0xD1, 0xD7, 0xD3, 0xCF, 0xC9, 0xC2, 0xB2, 0x91, 0x72, 0x6D,
0x59, 0x68, 0x64, 0x65, 0x51, 0x4A, 0x44, 0x46, 0x49, 0x4E, 0x4B, 0x4E,
0x4F, 0x4A, 0x48, 0x45, 0x45, 0x45, 0x3E, 0x36, 0x37, 0x3E, 0x44, 0x47,
0x4E, 0x50, 0x54, 0x5A, 0x5F, 0x65, 0x6C, 0x6A, 0x65, 0x66, 0x6D, 0x73,
0x45, 0x6E, 0x83, 0x98, 0xB4, 0xBB, 0x9C, 0x57, 0x65, 0x74, 0x86, 0x7F,
0x6B, 0x61, 0x6B, 0x50, 0x34, 0x3A, 0x65, 0x56, 0x43, 0x44, 0x44, 0x39,
0x2E, 0x3D, 0x69, 0x75, 0x74, 0x9A, 0xA5, 0xA4, 0xAC, 0xAF, 0xAE, 0x72,
0x3F, 0x53, 0x8E, 0xA0, 0x9B, 0x78, 0x6B, 0x6C, 0x69, 0x51, 0x56, 0x62,
0x6D, 0x71, 0x8A, 0x57, 0x68, 0x88, 0x7B, 0x7D, 0x9C, 0xA4, 0xB4, 0xB4,
0xB0, 0xA4, 0xA3, 0xA3, 0x95, 0x86, 0x79, 0x91, 0x79, 0x78, 0x8C, 0xC6,
0xD5, 0x74, 0x4D, 0x47, 0x48, 0x48, 0x4C, 0x4A, 0x49, 0x56, 0xC1, 0xD4,
0xD1, 0xC6, 0xC2, 0xB9, 0x9A, 0x7D, 0x68, 0x5B, 0x42, 0x57, 0x53, 0x4A,
0x5C, 0x61, 0x64, 0x54, 0x4F, 0x4C, 0x51, 0x55, 0x59, 0x57, 0x5D, 0x5C,
0x58, 0x57, 0x54, 0x51, 0x51, 0x44, 0x33, 0x1F, 0x1E, 0x24, 0x2C, 0x35,
0x3B, 0x43, 0x50, 0x5F, 0x6C, 0x63, 0x66, 0x6C, 0x74, 0x89, 0x9F, 0xB7,
0xC6, 0xB5, 0x6C, 0x74, 0x79, 0x79, 0x83, 0x8D, 0x8C, 0x70, 0x5B, 0x5F,
0x58, 0x6A, 0x55, 0x3F, 0x41, 0x37, 0x62, 0x54, 0x64, 0x5D, 0x54, 0x53,
0x63, 0x84, 0xAD, 0xA3, 0x97, 0xB0, 0xB5, 0xB9, 0x9E, 0xAB, 0x97, 0x59,
0x54, 0x5F, 0x73, 0x7A, 0x6E, 0x5D, 0x50, 0x47, 0x52, 0x5F, 0x5D, 0x65,
0x94, 0xAA, 0xB2, 0xB9, 0xB9, 0xA6, 0x9A, 0xA6, 0xA9, 0x8B, 0x95, 0xA2,
0x91, 0x88, 0x7E, 0x8A, 0x83, 0x6D, 0x73, 0xAB, 0xB2, 0x51, 0x50, 0x4E,
0x48, 0x51, 0x49, 0x49, 0x41, 0x51, 0x97, 0xCF, 0xC0, 0xBB, 0xBC, 0xA8,
0x8B, 0x85, 0x80, 0x65, 0x46, 0x5D, 0x52, 0x50, 0x49, 0x4F, 0x4B, 0x5D,
0x64, 0x5B, 0x59, 0x53, 0x53, 0x5F, 0x63, 0x68, 0x66, 0x67, 0x6F, 0x70,
0x6A, 0x65, 0x5D, 0x60, 0x56, 0x46, 0x30, 0x14, 0x12, 0x13, 0x14, 0x16,
0x22, 0x36, 0x41, 0x4C, 0x90, 0xA6, 0xB7, 0xCA, 0xCA, 0x91, 0x84, 0x87,
0x8D, 0x90, 0x87, 0x88, 0x8B, 0x60, 0x47, 0x49, 0x72, 0x57, 0x4A, 0x3C,
0x47, 0x5C, 0x99, 0x99, 0x65, 0x48, 0x76, 0x8B, 0x85, 0x76, 0x9E, 0xBA,
0xA3, 0x9C, 0xB0, 0xBB, 0xBA, 0x80, 0x4D, 0x35, 0x39, 0x3F, 0x4A, 0x53,
0x6E, 0x73, 0x6E, 0x79, 0x93, 0xA9, 0xBB, 0xC0, 0xB5, 0xA8, 0xA4, 0x95,
0x6F, 0x91, 0x92, 0xAA, 0x9E, 0xA5, 0xA5, 0x95, 0xA0, 0x8E, 0x81, 0x8E,
0x85, 0x6D, 0x5C, 0x6B, 0x92, 0x46, 0x57, 0x66, 0x6E, 0x62, 0x5A, 0x41,
0x36, 0x56, 0x80, 0xC0, 0xB4, 0xAF, 0x9B, 0x78, 0x66, 0x61, 0x78, 0x6A,
0x56, 0x58, 0x56, 0x56, 0x58, 0x53, 0x53, 0x51, 0x51, 0x58, 0x5B, 0x57,
0x61, 0x61, 0x63, 0x5E, 0x69, 0x73, 0x77, 0x7B, 0x7D, 0x82, 0x87, 0x85,
0x7E, 0x71, 0x67, 0x65, 0x55, 0x3D, 0x1C, 0x18, 0x1D, 0x1A, 0x1C, 0x1E,
0xA8, 0xBB, 0xC9, 0xD0, 0xBB, 0x70, 0x7B, 0x89, 0x86, 0x97, 0x9B, 0x90,
0x99, 0x91, 0x64, 0x72, 0x5D, 0x4D, 0x5A, 0x6A, 0x37, 0x85, 0xA4, 0xA0,
0x6B, 0x58, 0x64, 0x85, 0xA1, 0xAA, 0x9B, 0xB9, 0xB9, 0x7F, 0xB5, 0xB2,
0xBA, 0xB6, 0x58, 0x57, 0x42, 0x46, 0x61, 0x7D, 0x94, 0xAD, 0xBE, 0xC2,
0xB8, 0xA1, 0x7A, 0x59, 0x61, 0x71, 0x7F, 0x7E, 0x73, 0x95, 0x92, 0xA4,
0xB7, 0x9E, 0xA5, 0x8F, 0xA2, 0x98, 0x91, 0x83, 0x7D, 0x72, 0x6C, 0x55,
0x75, 0x30, 0x44, 0x57, 0x58, 0x62, 0x5D, 0x46, 0x37, 0x42, 0x7B, 0xA6,
0x94, 0x74, 0x6A, 0x6B, 0x6F, 0x79, 0x5C, 0x45, 0x75, 0x6F, 0x5D, 0x57,
0x5A, 0x5C, 0x59, 0x59, 0x5A, 0x5A, 0x5C, 0x5F, 0x57, 0x5E, 0x64, 0x70,
0x73, 0x6D, 0x6F, 0x75, 0x85, 0x8E, 0x91, 0x8E, 0x94, 0x9A, 0x9C, 0x96,
0x8A, 0x7D, 0x75, 0x6B, 0x5A, 0x39, 0x1D, 0x1F, 0xB9, 0xC4, 0xD1, 0xD3,
0x9F, 0x67, 0x72, 0x7C, 0x62, 0x73, 0x8E, 0x80, 0x7C, 0x79, 0x88, 0x67,
0x55, 0x4A, 0x4D, 0x71, 0x60, 0xAA, 0xA2, 0x9B, 0x77, 0x55, 0x4A, 0x56,
0x96, 0xAD, 0xB5, 0xB2, 0xBB, 0xA7, 0xB2, 0xB6, 0xB9, 0xB9, 0xAE, 0x7B,
0x90, 0xA1, 0xAD, 0xA4, 0x99, 0x86, 0x6B, 0x43, 0x36, 0x36, 0x33, 0x3A,
0x5C, 0x63, 0x65, 0x79, 0x70, 0x92, 0x96, 0x98, 0xB4, 0x92, 0xA3, 0xA1,
0x98, 0xAF, 0x9D, 0x8F, 0x8B, 0x7B, 0x8D, 0x7B, 0x73, 0x45, 0x36, 0x35,
0x3B, 0x3A, 0x35, 0x2D, 0x2C, 0x2D, 0x85, 0x76, 0x69, 0x5E, 0x64, 0x65,
0x66, 0x63, 0x5B, 0x51, 0x61, 0x66, 0x6B, 0x62, 0x5F, 0x60, 0x60, 0x60,
0x62, 0x63, 0x62, 0x61, 0x65, 0x63, 0x63, 0x62, 0x6D, 0x73, 0x7E, 0x7F,
0x7E, 0x83, 0x8D, 0x9C, 0xA1, 0xA5, 0xA3, 0xA2, 0xAB, 0xAE, 0xAD, 0xA0,
0x93, 0x8D, 0x83, 0x71, 0xC4, 0xCD, 0xD4, 0xD0, 0x85, 0x80, 0x7D, 0x81,
0x8B, 0x71, 0x55, 0x63, 0x84, 0x88, 0x7F, 0x67, 0x6D, 0x4B, 0x50, 0x64,
0x8A, 0xB6, 0x95, 0x88, 0x80, 0x77, 0x3C, 0x42, 0x66, 0xAD, 0xB2, 0xB4,
0xBE, 0xBE, 0xA6, 0xB1, 0xBC, 0xB9, 0xB7, 0xAB, 0x69, 0x50, 0x28, 0x18,
0x1D, 0x21, 0x25, 0x28, 0x2F, 0x2D, 0x2A, 0x32, 0x4D, 0x4C, 0x55, 0x6C,
0x74, 0x85, 0xA1, 0x96, 0xB4, 0x8A, 0x95, 0xA8, 0x99, 0xA6, 0xAE, 0xA7,
0xA1, 0x9B, 0xA3, 0xAE, 0xA3, 0x7B, 0x39, 0x1E, 0x1C, 0x1D, 0x1D, 0x30,
0x28, 0x58, 0x78, 0x66, 0x65, 0x53, 0x4A, 0x46, 0x5C, 0x60, 0x42, 0x6B,
0x69, 0x62, 0x68, 0x65, 0x68, 0x62, 0x62, 0x63, 0x65, 0x67, 0x6A, 0x6C,
0x6C, 0x6D, 0x6C, 0x6F, 0x74, 0x7A, 0x78, 0x81, 0x85, 0x8E, 0x8E, 0x8E,
0x8B, 0x96, 0xA6, 0xB2, 0xB6, 0xB3, 0xB2, 0xB7, 0xBA, 0xBE, 0xB8, 0xA7,
0xC7, 0xD4, 0xD3, 0xBC, 0x63, 0x7D, 0x9F, 0xA3, 0x9A, 0x93, 0x9F, 0x8F,
0x81, 0x94, 0x68, 0x6A, 0x8C, 0x4E, 0x63, 0x75, 0xA0, 0xB2, 0x97, 0x81,
0x93, 0x86, 0x4B, 0x35, 0x2B, 0x9B, 0xAC, 0xB6, 0xB8, 0xC0, 0xAE, 0xC1,
0xB5, 0xC3, 0xBA, 0xB9, 0xA7, 0x77, 0x32, 0x1C, 0x1D, 0x19, 0x1F, 0x24,
0x27, 0x26, 0x28, 0x2C, 0x37, 0x40, 0x5E, 0x5E, 0x61, 0x74, 0x96, 0x8C,
0xA2, 0x9D, 0x9F, 0xA6, 0x92, 0xAA, 0xAD, 0xAC, 0xA9, 0xAE, 0xB5, 0xB0,
0xB7, 0xA0, 0x79, 0x66, 0x57, 0x44, 0x36, 0x44, 0x55, 0x67, 0x67, 0x6B,
0x6F, 0x71, 0x6D, 0x63, 0x4F, 0x42, 0x40, 0x55, 0x65, 0x65, 0x68, 0x67,
0x66, 0x69, 0x62, 0x64, 0x66, 0x69, 0x6C, 0x6F, 0x6E, 0x74, 0x77, 0x79,
0x7B, 0x7B, 0x7D, 0x84, 0x8A, 0x87, 0x8F, 0x97, 0x9D, 0x9D, 0x9D, 0x9A,
0xA0, 0xAC, 0xBB, 0xBF, 0xBD, 0xBB, 0xBE, 0xC2, 0xCB, 0xD2, 0xD5, 0xA2,
0x56, 0x66, 0x8D, 0x9F, 0xA6, 0xA2, 0xA1, 0x9F, 0x97, 0x79, 0x6C, 0x68,
0x96, 0x64, 0x72, 0x8B, 0xB3, 0xA8, 0x8D, 0x96, 0xA2, 0x88, 0x47, 0x0D,
0x0B, 0x6D, 0xAA, 0xB1, 0xB1, 0xB6, 0xAC, 0xC7, 0xBA, 0xC1, 0xC2, 0xBD,
0xBC, 0x91, 0x95, 0x6E, 0x59, 0x56, 0x55, 0x59, 0x5A, 0x5A, 0x5D, 0x5E,
0x5E, 0x60, 0x6C, 0x7A, 0x75, 0x79, 0x8B, 0x92, 0x90, 0x9E, 0x92, 0x9E,
0x98, 0xA1, 0xA5, 0xB6, 0xA8, 0xAF, 0xB6, 0xB8, 0xBC, 0xB7, 0x9A, 0x71,
0x6C, 0x70, 0x53, 0x58, 0x58, 0x58, 0x5D, 0x64, 0x68, 0x6C, 0x6E, 0x71,
0x75, 0x4A, 0x51, 0x49, 0x3F, 0x3E, 0x4C, 0x5C, 0x63, 0x67, 0x69, 0x66,
0x68, 0x6C, 0x6F, 0x73, 0x75, 0x77, 0x7B, 0x7D, 0x7D, 0x7F, 0x82, 0x85,
0x89, 0x8B, 0x93, 0x95, 0x93, 0x9C, 0xA4, 0xA7, 0xA4, 0xA1, 0xA4, 0xAB,
0xBA, 0xC1, 0xC5, 0xC4, 0xD0, 0xC4, 0xCF, 0x87, 0x5A, 0x3E, 0x52, 0x65,
0x6C, 0x58, 0x66, 0x9E, 0x9B, 0x6C, 0x76, 0x7A, 0x94, 0x76, 0x6D, 0x91,
0xB9, 0xA4, 0x8D, 0xA9, 0xA4, 0x89, 0x44, 0x17, 0x14, 0x26, 0xA6, 0xA8,
0xB6, 0xBA, 0xAF, 0xBC, 0xC5, 0xB2, 0xC0, 0xC0, 0xBD, 0xB1, 0x7A, 0x9D,
0x88, 0x49, 0x4B, 0x49, 0x49, 0x47, 0x40, 0x3C, 0x39, 0x35, 0x3B, 0x45,
0x6B, 0x77, 0x81, 0x8A, 0x7B, 0x99, 0x96, 0x97, 0x9E, 0xA2, 0xA2, 0xB1,
0xAF, 0xB3, 0xBB, 0xB9, 0xBE, 0xBC, 0xB7, 0x8C, 0x67, 0x50, 0x39, 0x46,
0x3A, 0x48, 0x4F, 0x5B, 0x5A, 0x61, 0x5F, 0x5F, 0x60, 0x40, 0x68, 0x6D,
0x67, 0x64, 0x49, 0x41, 0x35, 0x40, 0x55, 0x66, 0x6D, 0x72, 0x74, 0x77,
0x76, 0x78, 0x7A, 0x7B, 0x7D, 0x81, 0x84, 0x86, 0x8C, 0x90, 0x94, 0x94,
0x9C, 0xA0, 0xA0, 0x9A, 0xA7, 0xA9, 0xB1, 0xAB, 0xB1, 0xB2, 0xB9, 0xBE,
0xD1, 0xD0, 0xC9, 0x5F, 0x49, 0x1A, 0x1D, 0x39, 0x3B, 0x5C, 0x8F, 0xA0,
0x82, 0x81, 0x6F, 0x8E, 0x97, 0x88, 0x63, 0x9C, 0xBA, 0x9B, 0x9B, 0xB2,
0xA7, 0x8D, 0x34, 0x18, 0x17, 0x15, 0x89, 0xA3, 0xB0, 0xB6, 0xBB, 0xA9,
0xC5, 0xBC, 0xB7, 0xC6, 0xC2, 0xC1, 0xA1, 0x77, 0x9A, 0x91, 0x3E, 0x21,
0x1F, 0x1E, 0x25, 0x28, 0x32, 0x2B, 0x2A, 0x37, 0x51, 0x63, 0x68, 0x8C,
0x7A, 0x88, 0x84, 0x82, 0x9D, 0x99, 0xA5, 0xAE, 0xB6, 0xB9, 0xC1, 0xB9,
0xB8, 0xB7, 0xAB, 0xA7, 0x95, 0x71, 0x46, 0x26, 0x2A, 0x43, 0x4A, 0x3F,
0x4B, 0x5E, 0x6F, 0x69, 0x56, 0x49, 0x5F, 0x5D, 0x57, 0x65, 0x68, 0x65,
0x5B, 0x45, 0x34, 0x38, 0x36, 0x4D, 0x61, 0x75, 0x78, 0x79, 0x7A, 0x7C,
0x7F, 0x80, 0x82, 0x86, 0x8C, 0x90, 0x94, 0x98, 0x9B, 0xA1, 0x9F, 0xAD,
0xAC, 0xB3, 0xB2, 0xB7, 0xC0, 0xBE, 0xC1, 0xB7, 0xD2, 0xD1, 0xB7, 0x4E,
0x38, 0x1B, 0x2E, 0x2F, 0x5F, 0x91, 0x97, 0xA3, 0x79, 0xA2, 0x77, 0x94,
0x8B, 0x90, 0x60, 0xAB, 0xB5, 0x9A, 0xA5, 0xB6, 0xA8, 0x89, 0x1C, 0x1B,
0x16, 0x15, 0x57, 0xA5, 0xA5, 0xB2, 0xBB, 0xAE, 0xC3, 0xC1, 0xB3, 0xBE,
0xC2, 0xBE, 0xC3, 0x8B, 0x79, 0x99, 0x9A, 0x48, 0x1F, 0x21, 0x24, 0x27,
0x35, 0x35, 0x2F, 0x2B, 0x34, 0x47, 0x5E, 0x76, 0x71, 0x74, 0x6E, 0x78,
0x86, 0x94, 0xA1, 0xAB, 0xBC, 0xBE, 0xC0, 0xC1, 0xB7, 0xA9, 0xA6, 0xA8,
0xA6, 0x9B, 0x81, 0x73, 0x53, 0x2D, 0x36, 0x46, 0x45, 0x49, 0x4D, 0x55,
0x4B, 0x5C, 0x54, 0x37, 0x3B, 0x44, 0x53, 0x58, 0x6E, 0x71, 0x5F, 0x51,
0x48, 0x3B, 0x2D, 0x28, 0x48, 0x5E, 0x74, 0x80, 0x81, 0x82, 0x82, 0x86,
0x8B, 0x8E, 0x94, 0x98, 0x9D, 0xA1, 0xA7, 0xB0, 0xB6, 0xB1, 0xB9, 0xC1,
0xBA, 0xB2, 0xB3, 0xB6, 0xCF, 0xD1, 0x9F, 0x5D, 0x35, 0x2B, 0x3B, 0x3E,
0x8B, 0x99, 0x97, 0x9A, 0x82, 0xA9, 0x91, 0xA6, 0xAD, 0x9D, 0x5B, 0xBC,
0xB2, 0x9C, 0xB2, 0xB9, 0xA2, 0x82, 0x0E, 0x12, 0x15, 0x14, 0x19, 0x9D,
0x9A, 0xA9, 0xB9, 0xB2, 0xBE, 0xC2, 0xBC, 0xB5, 0xC3, 0xB9, 0xBD, 0xB7,
0x7F, 0x77, 0x9A, 0x9B, 0x4C, 0x20, 0x21, 0x22, 0x2D, 0x31, 0x2D, 0x29,
0x2D, 0x40, 0x4D, 0x5E, 0x6A, 0x72, 0x6E, 0x6A, 0x73, 0x86, 0x9D, 0xA7,
0xB6, 0xBB, 0xC0, 0xB4, 0xBA, 0xB4, 0x9A, 0xAE, 0xAB, 0xA5, 0x88, 0x8C,
0x81, 0x7A, 0x6F, 0x63, 0x6D, 0x76, 0x6E, 0x65, 0x7C, 0x6A, 0x4E, 0x5F,
0x64, 0x47, 0x4E, 0x5A, 0x56, 0x61, 0x6F, 0x71, 0x69, 0x54, 0x58, 0x4E,
0x41, 0x2F, 0x21, 0x43, 0x5E, 0x74, 0x81, 0x86, 0x8B, 0x8F, 0x93, 0x98,
0x9D, 0xA2, 0xA6, 0xAF, 0xB5, 0xC3, 0xBF, 0xBC, 0xBF, 0xBB, 0xAD, 0xA4,
0xCC, 0xD1, 0x85, 0x38, 0x4C, 0x41, 0x38, 0x79, 0xA0, 0xA2, 0xAA, 0x90,
0x88, 0xA9, 0xA3, 0xA6, 0xBE, 0xA8, 0x7C, 0xC4, 0xAD, 0xA1, 0xBB, 0xBE,
0x99, 0x74, 0x11, 0x0A, 0x0A, 0x10, 0x11, 0x82, 0x97, 0xA4, 0xB4, 0xB9,
0xAF, 0xC2, 0xC0, 0xBB, 0xB2, 0xBC, 0xBA, 0xBE, 0xA2, 0x7E, 0x7E, 0x97,
0xA0, 0x51, 0x20, 0x22, 0x22, 0x27, 0x2B, 0x2B, 0x2A, 0x3E, 0x49, 0x53,
0x5A, 0x73, 0x7B, 0x6D, 0x5C, 0x8C, 0x97, 0x9F, 0xA4, 0x9C, 0xAE, 0xB6,
0xB5, 0xB0, 0xA5, 0xA4, 0xA6, 0x9F, 0xA7, 0xA3, 0xA5, 0x96, 0x97, 0x8C,
0x7C, 0x65, 0x50, 0x45, 0x47, 0x46, 0x4A, 0x5A, 0x6A, 0x5C, 0x3D, 0x2E,
0x34, 0x3C, 0x43, 0x47, 0x5B, 0x55, 0x60, 0x61, 0x6B, 0x6C, 0x70, 0x6B,
0x6C, 0x7A, 0x6D, 0x81, 0x82, 0x85, 0x8C, 0x94, 0x98, 0xA1, 0xA7, 0xAD,
0xBC, 0xB8, 0xC0, 0xC7, 0xC7, 0xBA, 0xBA, 0xB7, 0xCC, 0xC9, 0x5E, 0x30,
0x49, 0x5F, 0x79, 0x99, 0xAA, 0xA5, 0xAB, 0x91, 0x92, 0xB5, 0xAA, 0x9C,
0xBD, 0xAE, 0xA3, 0xC2, 0xAB, 0xA9, 0xBF, 0xBD, 0x9B, 0x5E, 0x11, 0x0D,
0x0A, 0x08, 0x0C, 0x58, 0x9C, 0x9F, 0xA8, 0xBF, 0xAA, 0xBF, 0xBF, 0xBD,
0xA9, 0xB4, 0xB4, 0xB5, 0xBE, 0x81, 0x82, 0x84, 0x9A, 0x9D, 0x71, 0x46,
0x33, 0x26, 0x27, 0x29, 0x2D, 0x59, 0x33, 0x44, 0x40, 0x69, 0x7A, 0x76,
0x79, 0x80, 0x7D, 0x87, 0x93, 0x9B, 0x9C, 0xB0, 0xB7, 0xAC, 0xB0, 0xA0,
0xA2, 0xA1, 0x9F, 0xA8, 0xAA, 0x9D, 0x7E, 0x76, 0x68, 0x45, 0x37, 0x2B,
0x39, 0x46, 0x43, 0x43, 0x4C, 0x43, 0x3A, 0x3F, 0x49, 0x4E, 0x54, 0x55,
0x62, 0x5C, 0x5C, 0x5B, 0x5B, 0x64, 0x67, 0x64, 0x6C, 0x6D, 0x69, 0x6A,
0x6E, 0x6B, 0x6A, 0x6D, 0x6B, 0x6B, 0x68, 0x76, 0x88, 0x94, 0xA4, 0xB5,
0xBF, 0xC3, 0xC3, 0xB8, 0xCD, 0xBE, 0x44, 0x39, 0x4C, 0x72, 0x95, 0xB0,
0xAA, 0xAA, 0xA0, 0x94, 0xA9, 0xBE, 0xA5, 0x96, 0xB7, 0xAC, 0xBA, 0xB9,
0xAD, 0xB0, 0xC1, 0xBF, 0xA1, 0x3E, 0x11, 0x0F, 0x0D, 0x09, 0x08, 0x21,
0x9B, 0x90, 0x9B, 0xC2, 0xB2, 0xB8, 0xBF, 0xC0, 0xB3, 0x8A, 0xB5, 0xB5,
0xBA, 0xA0, 0x83, 0x7A, 0x83, 0x9C, 0x9E, 0x78, 0x72, 0x5C, 0x27, 0x28,
0x2B, 0x60, 0x38, 0x34, 0x30, 0x3D, 0x6B, 0x7C, 0x41, 0x5C, 0x61, 0x4E,
0x71, 0x8B, 0x8E, 0x95, 0xA4, 0xA9, 0xB4, 0xA9, 0xA7, 0xA7, 0x92, 0x9F,
0xA8, 0x9E, 0x90, 0x62, 0x54, 0x56, 0x49, 0x4E, 0x4F, 0x4A, 0x67, 0x68,
0x48, 0x4E, 0x56, 0x5C, 0x65, 0x6D, 0x6C, 0x69, 0x62, 0x60, 0x62, 0x6A,
0x6B, 0x67, 0x6C, 0x70, 0x6E, 0x6E, 0x6E, 0x6A, 0x6B, 0x6D, 0x6B, 0x68,
0x66, 0x66, 0x69, 0x63, 0x65, 0x63, 0x65, 0x67, 0x6E, 0x76, 0x81, 0x91,
0xCE, 0xA3, 0x3C, 0x47, 0x5C, 0x8F, 0x98, 0xA1, 0x9E, 0xB2, 0x95, 0x9C,
0xBB, 0xC6, 0xA7, 0x91, 0xB5, 0xC0, 0xC2, 0xB5, 0xAF, 0xB3, 0xC2, 0xC2,
0xA0, 0x21, 0x12, 0x0F, 0x0B, 0x0A, 0x07, 0x08, 0x86, 0x8C, 0x8F, 0xB4,
0xB7, 0xB0, 0xBD, 0xBE, 0xB6, 0x8F, 0xAD, 0xAE, 0xAF, 0xBC, 0x87, 0x93,
0x73, 0x87, 0xA4, 0x9B, 0x70, 0x56, 0x52, 0x2B, 0x2E, 0x61, 0x35, 0x40,
0x33, 0x45, 0x56, 0x56, 0x48, 0x3A, 0x4B, 0x44, 0x3E, 0x5C, 0x69, 0x83,
0x96, 0xA3, 0xA3, 0xAE, 0xAE, 0xB2, 0x97, 0x94, 0x8C, 0x7A, 0x59, 0x35,
0x38, 0x51, 0x58, 0x55, 0x68, 0x5B, 0x36, 0x4F, 0x54, 0x56, 0x5D, 0x60,
0x72, 0x7A, 0x69, 0x65, 0x6B, 0x6A, 0x6B, 0x6B, 0x6F, 0x75, 0x75, 0x76,
0x74, 0x77, 0x74, 0x73, 0x73, 0x70, 0x6E, 0x6E, 0x6B, 0x6A, 0x6B, 0x69,
0x67, 0x65, 0x63, 0x67, 0x6B, 0x6B, 0x68, 0x6A, 0xCD, 0x8C, 0x39, 0x48,
0x79, 0x9A, 0x93, 0x9C, 0xA6, 0xAF, 0x8F, 0x9E, 0xC4, 0xCB, 0xAF, 0x93,
0xB4, 0xC6, 0xC6, 0xAE, 0xB0, 0xBB, 0xC7, 0xBC, 0x97, 0x13, 0x13, 0x10,
0x0E, 0x0B, 0x0A, 0x07, 0x67, 0x90, 0x8C, 0xA3, 0xB8, 0xA9, 0xBA, 0xBE,
0xB4, 0xAA, 0xA3, 0xB9, 0xB6, 0xBB, 0xAC, 0x8D, 0x97, 0x6B, 0x8E, 0xA6,
0x93, 0x87, 0x8B, 0x47, 0x34, 0x62, 0x2E, 0x46, 0x63, 0x4D, 0x2A, 0x34,
0x4D, 0x37, 0x42, 0x3F, 0x3F, 0x3B, 0x35, 0x56, 0x6B, 0x7B, 0x92, 0x9E,
0x9F, 0x99, 0x7A, 0x6A, 0x60, 0x5B, 0x46, 0x35, 0x34, 0x31, 0x44, 0x4A,
0x47, 0x48, 0x51, 0x53, 0x5D, 0x60, 0x64, 0x67, 0x71, 0x6D, 0x6B, 0x6D,
0x73, 0x75, 0x71, 0x75, 0x78, 0x79, 0x79, 0x78, 0x7A, 0x7D, 0x7D, 0x7B,
0x7A, 0x7A, 0x7A, 0x79, 0x7C, 0x79, 0x7E, 0x7D, 0x7C, 0x82, 0x7D, 0x7D,
0x78, 0x74, 0x70, 0x69, 0xCC, 0x71, 0x33, 0x56, 0x8A, 0x88, 0xA1, 0xA8,
0xAE, 0xA4, 0xA5, 0x97, 0xCA, 0xD4, 0xB9, 0x86, 0xB2, 0xC3, 0xC7, 0xB1,
0xAD, 0xC2, 0xC7, 0xB9, 0x97, 0x12, 0x13, 0x11, 0x0F, 0x0D, 0x0C, 0x0A,
0x3C, 0x97, 0x8A, 0x92, 0xB8, 0xA0, 0xB2, 0xBB, 0xB6, 0xB1, 0xA2, 0x9F,
0xB6, 0xC0, 0xC2, 0x92, 0x99, 0x98, 0x66, 0x96, 0xA0, 0x92, 0x8E, 0x92,
0x5A, 0x62, 0x38, 0x64, 0x5D, 0x74, 0x44, 0x31, 0x42, 0x3D, 0x39, 0x49,
0x4C, 0x40, 0x23, 0x20, 0x36, 0x45, 0x60, 0x75, 0x84, 0x89, 0x5A, 0x53,
0x60, 0x5C, 0x55, 0x44, 0x36, 0x56, 0x48, 0x36, 0x45, 0x51, 0x56, 0x68,
0x75, 0x70, 0x67, 0x74, 0x81, 0x87, 0x70, 0x6E, 0x7E, 0x7F, 0x7A, 0x80,
0x7A, 0x79, 0x76, 0x7D, 0x80, 0x7E, 0x7E, 0x7D, 0x7C, 0x7E, 0x80, 0x83,
0x7F, 0x80, 0x83, 0x83, 0x7F, 0x7E, 0x80, 0x85, 0x88, 0x8B, 0x89, 0x86,
0xC2, 0x48, 0x36, 0x6D, 0x84, 0x8A, 0xAD, 0xA2, 0xAF, 0x9F, 0xB8, 0x99,
0xC2, 0xD9, 0xC2, 0x83, 0xAD, 0xC0, 0xC4, 0xB5, 0xAB, 0xC4, 0xC7, 0xB4,
0x8D, 0x14, 0x13, 0x12, 0x11, 0x0F, 0x0C, 0x0C, 0x2C, 0x94, 0x88, 0x86,
0xAE, 0x9D, 0xA5, 0xB4, 0xB8, 0xAB, 0xA6, 0x9A, 0x9B, 0xB6, 0xC3, 0xB3,
0x8A, 0x9F, 0x94, 0x6A, 0x9B, 0x91, 0x6F, 0x97, 0x95, 0x86, 0x66, 0x3A,
0x2E, 0x6C, 0x82, 0x4A, 0x4D, 0x54, 0x4F, 0x5B, 0x85, 0x6E, 0x1D, 0x12,
0x15, 0x19, 0x1D, 0x36, 0x49, 0x65, 0x4B, 0x49, 0x48, 0x4F, 0x60, 0x55,
0x5E, 0x38, 0x4A, 0x49, 0x50, 0x51, 0x54, 0x6F, 0x6C, 0x7F, 0x8A, 0x79,
0x84, 0x7A, 0x6B, 0x68, 0x6C, 0x72, 0x7C, 0x7C, 0x7A, 0x72, 0x74, 0x76,
0x79, 0x7A, 0x82, 0x7B, 0x78, 0x7F, 0x80, 0x7E, 0x7E, 0x81, 0x81, 0x87,
0x85, 0x82, 0x87, 0x8A, 0x8B, 0x8D, 0x90, 0x8D, 0xB1, 0x36, 0x49, 0x7C,
0x82, 0x9F, 0xB2, 0xAC, 0xB1, 0x9E, 0xBD, 0xA9, 0xB9, 0xDB, 0xCB, 0x90,
0xB6, 0xB9, 0xC0, 0xB5, 0xAC, 0xC4, 0xCA, 0xAF, 0x87, 0x14, 0x10, 0x14,
0x12, 0x0F, 0x0D, 0x0C, 0x36, 0x7B, 0x8D, 0x82, 0x9D, 0xA3, 0x9E, 0xB1,
0xB1, 0xB5, 0xB2, 0xA7, 0x6D, 0xAA, 0xAE, 0xB8, 0x94, 0x9A, 0xA4, 0x8A,
0x7C, 0x9D, 0x88, 0x7D, 0xA1, 0x86, 0x51, 0x43, 0x3C, 0x3A, 0x69, 0x5C,
0x73, 0x64, 0x5A, 0x94, 0x65, 0x1D, 0x0A, 0x0A, 0x0F, 0x17, 0x1D, 0x1F,
0x20, 0x29, 0x2D, 0x2C, 0x2D, 0x38, 0x51, 0x42, 0x42, 0x48, 0x50, 0x54,
0x57, 0x59, 0x5B, 0x5F, 0x6E, 0x6E, 0x69, 0x6F, 0x78, 0x66, 0x62, 0x66,
0x6C, 0x68, 0x6E, 0x73, 0x72, 0x6B, 0x6B, 0x71, 0x7C, 0x79, 0x79, 0x76,
0x77, 0x74, 0x75, 0x78, 0x7E, 0x7B, 0x7D, 0x7C, 0x78, 0x78, 0x81, 0x86,
0x8A, 0x8E, 0x90, 0x8D, 0x9C, 0x33, 0x5A, 0x7E, 0x80, 0xAF, 0xA6, 0xB0,
0xB3, 0x9F, 0xBD, 0xB0, 0xAF, 0xD6, 0xD3, 0x93, 0xBD, 0xBD, 0xBD, 0xB8,
0xA9, 0xC8, 0xC7, 0xAF, 0x7F, 0x14, 0x0F, 0x11, 0x13, 0x0F, 0x0D, 0x0D,
0x3C, 0x5B, 0x94, 0x85, 0x8B, 0xAA, 0x9A, 0xA9, 0xB4, 0xB2, 0xB5, 0xAC,
0x73, 0x8D, 0xA9, 0xAD, 0xAE, 0x87, 0xA1, 0xAC, 0x92, 0x92, 0x95, 0x6E,
0x92, 0x80, 0x75, 0x57, 0x5E, 0x61, 0x2E, 0x45, 0x5B, 0x5E, 0x97, 0x5F,
0x28, 0x08, 0x08, 0x0D, 0x16, 0x1B, 0x20, 0x25, 0x37, 0x3A, 0x38, 0x38,
0x3D, 0x43, 0x47, 0x4A, 0x42, 0x47, 0x47, 0x45, 0x4A, 0x48, 0x4A, 0x50,
0x49, 0x56, 0x5E, 0x65, 0x6F, 0x6E, 0x6A, 0x66, 0x65, 0x72, 0x6D, 0x74,
0x78, 0x73, 0x75, 0x79, 0x7C, 0x78, 0x74, 0x7A, 0x7E, 0x7B, 0x7A, 0x7E,
0x78, 0x73, 0x77, 0x76, 0x74, 0x7C, 0x7F, 0x85, 0x8A, 0x8A, 0x89, 0x8A,
0x7F, 0x39, 0x63, 0x78, 0x90, 0xB1, 0x99, 0xB0, 0xAE, 0xA5, 0xBF, 0xB2,
0xB0, 0xD2, 0xD8, 0xA2, 0xBA, 0xC3, 0xBD, 0xB3, 0xAB, 0xC7, 0xCA, 0xB2,
0x74, 0x21, 0x0F, 0x0E, 0x12, 0x11, 0x0D, 0x15, 0x43, 0x36, 0x91, 0x84,
0x82, 0xA9, 0x97, 0xA0, 0xAB, 0xB0, 0xB1, 0xAB, 0x88, 0x6F, 0x9E, 0xA7,
0xAA, 0xB0, 0xAA, 0xA2, 0x9F, 0x7D, 0x9C, 0x8A, 0x66, 0x81, 0x76, 0x61,
0x50, 0x74, 0x78, 0x35, 0x2E, 0x92, 0x51, 0x37, 0x0B, 0x0B, 0x13, 0x1C,
0x26, 0x30, 0x34, 0x2E, 0x1B, 0x17, 0x18, 0x18, 0x18, 0x18, 0x18, 0x1A,
0x1B, 0x1A, 0x19, 0x1A, 0x1C, 0x2A, 0x2B, 0x20, 0x20, 0x1E, 0x1E, 0x1D,
0x20, 0x20, 0x21, 0x21, 0x24, 0x27, 0x27, 0x27, 0x29, 0x29, 0x2A, 0x27,
0x24, 0x28, 0x29, 0x29, 0x2B, 0x31, 0x45, 0x51, 0x58, 0x62, 0x66, 0x6D,
0x71, 0x75, 0x7E, 0x81, 0x85, 0x7F, 0x7E, 0x7F, 0x60, 0x47, 0x66, 0x77,
0xA2, 0xA6, 0xA9, 0xAE, 0xA5, 0xA8, 0xC0, 0xB2, 0xB3, 0xCE, 0xDA, 0xB5,
0xAC, 0xC7, 0xBC, 0xA5, 0xAC, 0xC6, 0xC9, 0xBD, 0x6C, 0x30, 0x17, 0x0D,
0x0E, 0x12, 0x0E, 0x1E, 0x47, 0x27, 0x7A, 0x84, 0x7F, 0xA2, 0x95, 0x96,
0xA8, 0xAF, 0xB4, 0xAE, 0x97, 0x6F, 0x8B, 0xB4, 0xB4, 0xA8, 0x88, 0xA5,
0xA6, 0x96, 0x86, 0x9C, 0x67, 0x83, 0x7C, 0x69, 0x3C, 0x3C, 0x80, 0x81,
0x8C, 0x42, 0x29, 0x1A, 0x09, 0x11, 0x18, 0x17, 0x16, 0x15, 0x16, 0x14,
0x15, 0x15, 0x14, 0x15, 0x18, 0x17, 0x16, 0x15, 0x14, 0x12, 0x14, 0x14,
0x1B, 0x15, 0x13, 0x12, 0x13, 0x13, 0x13, 0x12, 0x14, 0x25, 0x31, 0x31,
0x2E, 0x3B, 0x3C, 0x38, 0x33, 0x37, 0x38, 0x2C, 0x1C, 0x1F, 0x22, 0x30,
0x39, 0x36, 0x2C, 0x2D, 0x2D, 0x30, 0x30, 0x32, 0x35, 0x38, 0x3B, 0x3B,
0x4E, 0x64, 0x6E, 0x6F, 0x52, 0x4F, 0x67, 0x83, 0xA9, 0x99, 0xB5, 0xB0,
0x9A, 0xB0, 0xC9, 0xB2, 0xB6, 0xCB, 0xD9, 0xC0, 0x9E, 0xC9, 0xBB, 0x98,
0xB5, 0xC8, 0xC3, 0xBD, 0x61, 0x2E, 0x23, 0x12, 0x0D, 0x0F, 0x11, 0x2F,
0x4A, 0x16, 0x5D, 0x8D, 0x7B, 0x97, 0x9A, 0x92, 0xA4, 0xAC, 0xAF, 0xB1,
0xA6, 0xA3, 0xA8, 0x98, 0x9F, 0xA6, 0x9B, 0x99, 0xA5, 0xA3, 0x89, 0x95,
0x87, 0x79, 0x6D, 0x8E, 0x63, 0x48, 0x49, 0x93, 0x80, 0x41, 0x2D, 0x19,
0x0D, 0x0E, 0x11, 0x11, 0x10, 0x11, 0x11, 0x12, 0x13, 0x12, 0x12, 0x11,
0x11, 0x12, 0x11, 0x13, 0x11, 0x0A, 0x0A, 0x0E, 0x11, 0x14, 0x13, 0x0F,
0x0B, 0x0B, 0x0B, 0x0E, 0x10, 0x12, 0x1F, 0x3E, 0x34, 0x37, 0x45, 0x4A,
0x46, 0x41, 0x43, 0x44, 0x39, 0x1A, 0x15, 0x1B, 0x2E, 0x3F, 0x4B, 0x3D,
0x22, 0x1E, 0x20, 0x20, 0x29, 0x2B, 0x3F, 0x34, 0x37, 0x40, 0x3F, 0x41,
0x51, 0x55, 0x68, 0x8D, 0xA7, 0x9E, 0xB1, 0xAD, 0x8F, 0xB5, 0xCC, 0xB5,
0xB7, 0xC7, 0xD8, 0xC8, 0x9F, 0xC2, 0xB8, 0x8C, 0xBC, 0xCB, 0xBE, 0xBC,
0x63, 0x46, 0x3E, 0x35, 0x25, 0x13, 0x33, 0x51, 0x38, 0x11, 0x32, 0x94,
0x7D, 0x82, 0x95, 0x92, 0x9F, 0xAB, 0xAE, 0xAD, 0xB8, 0x8B, 0x71, 0x81,
0x9B, 0xA0, 0xA5, 0x8A, 0xA3, 0xA3, 0x9A, 0x8F, 0x9D, 0x76, 0x5C, 0xA7,
0x95, 0x68, 0x5A, 0x89, 0x79, 0x70, 0x48, 0x23, 0x16, 0x10, 0x11, 0x10,
0x0F, 0x0F, 0x0E, 0x0D, 0x0D, 0x10, 0x0E, 0x0D, 0x11, 0x11, 0x12, 0x14,
0x12, 0x08, 0x07, 0x07, 0x09, 0x0B, 0x12, 0x12, 0x0F, 0x07, 0x07, 0x08,
0x08, 0x12, 0x21, 0x37, 0x34, 0x41, 0x3E, 0x48, 0x53, 0x51, 0x4D, 0x49,
0x4D, 0x4C, 0x30, 0x15, 0x1B, 0x22, 0x2B, 0x40, 0x52, 0x4A, 0x26, 0x1E,
0x21, 0x24, 0x3B, 0x60, 0x74, 0x6E, 0x64, 0x54, 0x4C, 0x54, 0x6F, 0x98,
0x97, 0xAD, 0xA7, 0xA4, 0x94, 0xBA, 0xCF, 0xB8, 0xB2, 0xC6, 0xD4, 0xCE,
0xB1, 0xBB, 0xAE, 0x85, 0xBE, 0xC8, 0xBE, 0xB2, 0x6B, 0x30, 0x1B, 0x1B,
0x15, 0x3B, 0x51, 0x3E, 0x15, 0x0E, 0x17, 0x8A, 0x7E, 0x7C, 0x8E, 0x90,
0x99, 0xAC, 0xAF, 0xAE, 0xB4, 0x92, 0x6C, 0x6B, 0x95, 0x9C, 0xA4, 0x99,
0x96, 0x9D, 0x9D, 0x8E, 0x95, 0x8E, 0x5F, 0x95, 0xA8, 0x7F, 0x9D, 0x46,
0x5E, 0x7E, 0x71, 0x42, 0x24, 0x11, 0x0F, 0x0F, 0x0E, 0x0C, 0x0B, 0x0A,
0x0B, 0x12, 0x0E, 0x0F, 0x12, 0x13, 0x14, 0x17, 0x0F, 0x07, 0x08, 0x08,
0x09, 0x09, 0x0A, 0x0E, 0x12, 0x11, 0x0A, 0x09, 0x10, 0x17, 0x20, 0x3B,
0x21, 0x26, 0x43, 0x4A, 0x4E, 0x5A, 0x5C, 0x57, 0x51, 0x54, 0x56, 0x4B,
0x22, 0x1A, 0x22, 0x2B, 0x32, 0x45, 0x5B, 0x55, 0x2A, 0x22, 0x24, 0x29,
0x2C, 0x58, 0x75, 0x86, 0x47, 0x53, 0x7A, 0x9F, 0x95, 0xAC, 0xA3, 0x9A,
0x96, 0xC6, 0xD1, 0xBD, 0xB1, 0xC3, 0xCC, 0xCB, 0xBB, 0xBB, 0x99, 0x99,
0xC1, 0xC1, 0xBB, 0xAB, 0x6B, 0x44, 0x26, 0x23, 0x43, 0x44, 0x23, 0x1E,
0x1C, 0x0E, 0x28, 0x75, 0x82, 0x76, 0x8A, 0x90, 0xA3, 0xA1, 0xA8, 0xAF,
0xB1, 0x9B, 0x73, 0x63, 0x80, 0x98, 0x9F, 0x9C, 0x8C, 0x9C, 0x9B, 0x8A,
0x87, 0x97, 0x6C, 0x79, 0xB0, 0x9A, 0x8D, 0x73, 0x41, 0x4D, 0x4C, 0x49,
0x37, 0x10, 0x09, 0x09, 0x09, 0x07, 0x09, 0x07, 0x0A, 0x11, 0x0E, 0x11,
0x14, 0x14, 0x17, 0x19, 0x0E, 0x07, 0x08, 0x08, 0x08, 0x09, 0x08, 0x09,
0x0B, 0x12, 0x11, 0x12, 0x25, 0x1D, 0x17, 0x37, 0x21, 0x16, 0x14, 0x3B,
0x51, 0x53, 0x5D, 0x65, 0x5F, 0x56, 0x54, 0x5A, 0x5E, 0x45, 0x18, 0x1F,
0x28, 0x32, 0x3A, 0x45, 0x66, 0x59, 0x37, 0x2D, 0x2E, 0x34, 0x3E, 0x46,
0x45, 0x59, 0x87, 0x98, 0xA0, 0xA1, 0xA5, 0x8D, 0x99, 0xD2, 0xD7, 0xC0,
0xAF, 0xBE, 0xC0, 0xC2, 0xBB, 0xB6, 0x86, 0xA5, 0xB5, 0xC2, 0xBE, 0xA3,
0x6C, 0x4A, 0x3D, 0x3E, 0x28, 0x0E, 0x0E, 0x1A, 0x15, 0x18, 0x3B, 0x60,
0x87, 0x75, 0x8A, 0x87, 0x88, 0x99, 0xA6, 0xAB, 0xAE, 0xA5, 0x79, 0x65,
0x64, 0x99, 0x9B, 0xA6, 0x90, 0x95, 0x96, 0x92, 0x7F, 0x93, 0x82, 0x5E,
0xB2, 0xA0, 0x73, 0x8E, 0x81, 0x5B, 0x2C, 0x44, 0x37, 0x18, 0x09, 0x09,
0x07, 0x08, 0x07, 0x07, 0x09, 0x11, 0x0D, 0x11, 0x15, 0x16, 0x17, 0x18,
0x0C, 0x07, 0x08, 0x09, 0x08, 0x08, 0x08, 0x08, 0x08, 0x09, 0x11, 0x13,
0x1A, 0x1C, 0x11, 0x2D, 0x2D, 0x0D, 0x17, 0x1A, 0x2B, 0x50, 0x5B, 0x5F,
0x68, 0x68, 0x63, 0x5A, 0x5F, 0x66, 0x60, 0x2E, 0x1D, 0x27, 0x30, 0x3D,
0x46, 0x4E, 0x5F, 0x5B, 0x3E, 0x34, 0x35, 0x42, 0x43, 0x66, 0x96, 0x8B,
0x96, 0x92, 0xA2, 0x92, 0xA4, 0xD4, 0xD9, 0xC3, 0xA6, 0xC4, 0xB8, 0xC0,
0xBB, 0xAF, 0x72, 0xAC, 0xC0, 0xC4, 0xBF, 0x99, 0x71, 0x4F, 0x23, 0x1A,
0x15, 0x10, 0x0F, 0x1B, 0x0D, 0x1C, 0x48, 0x4E, 0x7C, 0x79, 0x70, 0x7A,
0x88, 0x94, 0xA3, 0xA8, 0xA9, 0xAC, 0x86, 0x68, 0x55, 0x8E, 0x98, 0x9B,
0x9B, 0x86, 0x90, 0x99, 0x7D, 0x8B, 0x90, 0x71, 0xA7, 0x89, 0x3D, 0x78,
0x9A, 0x82, 0x5D, 0x30, 0x35, 0x23, 0x0D, 0x08, 0x08, 0x08, 0x08, 0x06,
0x0C, 0x12, 0x0D, 0x12, 0x13, 0x16, 0x19, 0x18, 0x08, 0x05, 0x06, 0x07,
0x07, 0x07, 0x08, 0x08, 0x09, 0x0A, 0x17, 0x16, 0x14, 0x16, 0x16, 0x21,
0x38, 0x1A, 0x19, 0x13, 0x15, 0x1C, 0x3F, 0x62, 0x64, 0x6A, 0x70, 0x67,
0x60, 0x62, 0x63, 0x72, 0x56, 0x1D, 0x24, 0x2E, 0x3B, 0x47, 0x55, 0x57,
0x62, 0x5E, 0x40, 0x38, 0x46, 0x74, 0x97, 0x85, 0x8F, 0xA2, 0x9F, 0x98,
0xAD, 0xD2, 0xDA, 0xC4, 0xA6, 0xD3, 0xC0, 0xC7, 0xBB, 0x99, 0x7F, 0xB5,
0xC4, 0xCA, 0xC9, 0x8D, 0x75, 0x55, 0x1E, 0x1A, 0x17, 0x12, 0x10, 0x1A,
0x0D, 0x2D, 0x4E, 0x58, 0x79, 0x74, 0x6D, 0x81, 0x7A, 0x8F, 0x9F, 0xA6,
0xA8, 0xAF, 0x8F, 0x67, 0x59, 0x6F, 0x99, 0x91, 0x9C, 0x8A, 0x8E, 0x97,
0x7B, 0x81, 0x97, 0x8B, 0x96, 0x86, 0x2B, 0x42, 0x7A, 0x87, 0x89, 0x55,
0x2A, 0x2D, 0x12, 0x08, 0x08, 0x08, 0x07, 0x05, 0x0C, 0x12, 0x0E, 0x13,
0x14, 0x18, 0x18, 0x17, 0x06, 0x07, 0x06, 0x07, 0x07, 0x08, 0x08, 0x09,
0x08, 0x0D, 0x11, 0x18, 0x13, 0x13, 0x14, 0x1E, 0x40, 0x1E, 0x11, 0x0D,
0x17, 0x15, 0x10, 0x26, 0x51, 0x66, 0x6D, 0x70, 0x6F, 0x67, 0x62, 0x69,
0x71, 0x71, 0x37, 0x24, 0x2C, 0x38, 0x44, 0x53, 0x59, 0x56, 0x65, 0x67,
0x51, 0x80, 0x84, 0x80, 0x99, 0xA5, 0x9F, 0xAE, 0xB2, 0xCC, 0xDE, 0xC7,
0xA0, 0xD3, 0xDB, 0xC8, 0xBA, 0x86, 0x8E, 0xB5, 0xBF, 0xC7, 0xC4, 0x80,
0x7B, 0x5C, 0x18, 0x1A, 0x18, 0x14, 0x12, 0x18, 0x0F, 0x48, 0x51, 0x40,
0x70, 0x7C, 0x6D, 0x83, 0x7B, 0x89, 0x9A, 0xA5, 0xA7, 0xAE, 0xA0, 0x69,
0x5A, 0x5C, 0x90, 0x91, 0x97, 0x94, 0x8A, 0x94, 0x85, 0x72, 0x96, 0x99,
0x9D, 0x9B, 0x34, 0x31, 0x49, 0x7D, 0x99, 0x99, 0x57, 0x25, 0x0B, 0x08,
0x08, 0x08, 0x07, 0x05, 0x0D, 0x12, 0x0E, 0x15, 0x14, 0x17, 0x18, 0x16,
0x06, 0x07, 0x06, 0x07, 0x07, 0x07, 0x09, 0x08, 0x09, 0x0B, 0x0E, 0x15,
0x0A, 0x0B, 0x10, 0x26, 0x3F, 0x17, 0x0B, 0x0B, 0x18, 0x17, 0x13, 0x16,
0x16, 0x35, 0x63, 0x72, 0x74, 0x74, 0x6C, 0x6A, 0x6C, 0x6D, 0x77, 0x65,
0x2A, 0x2B, 0x34, 0x40, 0x4A, 0x61, 0x63, 0x56, 0x63, 0x8C, 0x6D, 0x8A,
0xAF, 0x9F, 0x98, 0xC2, 0xB1, 0xC7, 0xDB, 0xCC, 0x9A, 0xCC, 0xDB, 0xD8,
0xB3, 0x73, 0x9D, 0xBC, 0xC5, 0xC7, 0xC5, 0x6B, 0x79, 0x68, 0x0B, 0x15,
0x15, 0x14, 0x15, 0x29, 0x4A, 0x51, 0x48, 0x39, 0x63, 0x80, 0x6C, 0x7F,
0x83, 0x85, 0x97, 0xA2, 0xA7, 0xAD, 0xA8, 0x78, 0x5F, 0x52, 0x83, 0x92,
0x90, 0x90, 0x91, 0x92, 0x8F, 0x6E, 0x8E, 0x96, 0x9A, 0xA6, 0x6F, 0x24,
0x37, 0x54, 0x85, 0x9C, 0x9F, 0x69, 0x0C, 0x08, 0x08, 0x07, 0x06, 0x07,
0x0D, 0x13, 0x0F, 0x14, 0x15, 0x16, 0x1A, 0x14, 0x06, 0x06, 0x06, 0x06,
0x07, 0x08, 0x09, 0x0D, 0x0E, 0x0D, 0x13, 0x17, 0x0F, 0x14, 0x1F, 0x2F,
0x36, 0x13, 0x12, 0x11, 0x18, 0x14, 0x16, 0x1B, 0x1A, 0x17, 0x1A, 0x45,
0x6C, 0x74, 0x78, 0x75, 0x70, 0x6D, 0x6F, 0x77, 0x7B, 0x49, 0x2F, 0x33,
0x46, 0x4C, 0x51, 0x58, 0x71, 0x87, 0x7D, 0x8F, 0xB5, 0x9D, 0x9E, 0xC6,
0xB0, 0xC4, 0xDD, 0xCC, 0x9C, 0xC7, 0xC9, 0xCE, 0xA8, 0x78, 0xAD, 0xC0,
0xCA, 0xCA, 0xC5, 0x57, 0x78, 0x6F, 0x0F, 0x0A, 0x14, 0x15, 0x38, 0x44,
0x36, 0x51, 0x4A, 0x35, 0x5C, 0x7F, 0x73, 0x72, 0x88, 0x84, 0x92, 0xA1,
0xA8, 0xAB, 0xA8, 0x85, 0x60, 0x56, 0x6F, 0x8C, 0x8D, 0x90, 0x90, 0x91,
0x9A, 0x54, 0x87, 0x9C, 0x93, 0xAC, 0x90, 0x4A, 0x2E, 0x3C, 0x58, 0x8C,
0xA1, 0x9F, 0x75, 0x0C, 0x09, 0x08, 0x07, 0x07, 0x0E, 0x12, 0x0F, 0x15,
0x16, 0x18, 0x1B, 0x12, 0x06, 0x06, 0x06, 0x07, 0x07, 0x09, 0x10, 0x11,
0x10, 0x13, 0x1D, 0x1C, 0x1F, 0x27, 0x23, 0x2B, 0x2C, 0x0D, 0x10, 0x14,
0x17, 0x16, 0x16, 0x1C, 0x1F, 0x1E, 0x1A, 0x18, 0x23, 0x52, 0x72, 0x78,
0x78, 0x70, 0x6D, 0x74, 0x78, 0x7D, 0x6C, 0x3E, 0x3D, 0x37, 0x43, 0x4D,
0x7D, 0x7B, 0x83, 0xA7, 0xAA, 0x95, 0xA2, 0xC3, 0xAC, 0xC2, 0xDA, 0xCF,
0xA0, 0xC1, 0xB7, 0xC8, 0x92, 0x80, 0xAE, 0xB8, 0xC9, 0xC9, 0xBA, 0x53,
0x7A, 0x75, 0x1B, 0x0A, 0x25, 0x44, 0x36, 0x19, 0x3F, 0x51, 0x4E, 0x2A,
0x59, 0x79, 0x75, 0x6D, 0x8A, 0x83, 0x8A, 0xA0, 0xA5, 0xAC, 0xAF, 0x92,
0x5F, 0x55, 0x5D, 0x83, 0x8C, 0x8E, 0x8E, 0x8F, 0x98, 0x57, 0x7D, 0x8F,
0x7A, 0x95, 0x8D, 0x65, 0x3C, 0x33, 0x43, 0x5D, 0x90, 0xA1, 0x9F, 0x83,
0x17, 0x0A, 0x08, 0x07, 0x0E, 0x13, 0x0F, 0x17, 0x17, 0x19, 0x1B, 0x0F,
0x06, 0x06, 0x06, 0x07, 0x08, 0x0C, 0x10, 0x14, 0x0D, 0x11, 0x1A, 0x1E,
0x29, 0x2C, 0x16, 0x31, 0x27, 0x0D, 0x0E, 0x13, 0x19, 0x19, 0x1B, 0x20,
0x1F, 0x1D, 0x15, 0x17, 0x1D, 0x1E, 0x28, 0x5E, 0x78, 0x77, 0x78, 0x73,
0x75, 0x8A, 0x85, 0x86, 0x52, 0x36, 0x37, 0x3C, 0x81, 0x75, 0x84, 0xB3,
0x9E, 0x8E, 0xA4, 0xBC, 0xAB, 0xBD, 0xD8, 0xCF, 0xA3, 0xC0, 0xB0, 0xB7,
0x85, 0x8D, 0xB7, 0xBB, 0xC7, 0xC7, 0xA5, 0x57, 0x7A, 0x7B, 0x29, 0x30,
0x3B, 0x1F, 0x18, 0x1C, 0x4B, 0x54, 0x44, 0x1F, 0x5A, 0x73, 0x78, 0x63,
0x8D, 0x88, 0x87, 0x96, 0xA5, 0xAA, 0xB1, 0xA0, 0x63, 0x57, 0x52, 0x82,
0x89, 0x89, 0x8E, 0x8B, 0x94, 0x70, 0x6A, 0x85, 0x71, 0x80, 0x84, 0x5B,
0x6F, 0x3F, 0x3A, 0x4B, 0x69, 0x95, 0xA6, 0xA2, 0x8E, 0x27, 0x0B, 0x09,
0x12, 0x13, 0x10, 0x17, 0x18, 0x18, 0x1A, 0x11, 0x05, 0x06, 0x06, 0x07,
0x0B, 0x16, 0x11, 0x15, 0x16, 0x16, 0x20, 0x1E, 0x26, 0x18, 0x0E, 0x3E,
0x19, 0x11, 0x12, 0x18, 0x1A, 0x20, 0x18, 0x19, 0x17, 0x14, 0x17, 0x19,
0x1C, 0x2B, 0x36, 0x3A, 0x43, 0x68, 0x79, 0x7B, 0x78, 0x74, 0x81, 0x86,
0x7E, 0x69, 0x67, 0x60, 0x80, 0x7F, 0x8B, 0xAC, 0x91, 0x86, 0xA7, 0xBC,
0xA8, 0xBB, 0xD4, 0xCC, 0xA6, 0xB7, 0xAC, 0x9F, 0x8B, 0xA1, 0xB9, 0xC3,
0xC8, 0xC5, 0x94, 0x5C, 0x7A, 0x78, 0x4A, 0x30, 0x10, 0x0C, 0x15, 0x2E,
0x55, 0x57, 0x27, 0x1A, 0x5C, 0x6C, 0x81, 0x69, 0x7F, 0x8D, 0x85, 0x92,
0xA2, 0xA7, 0xAD, 0xA8, 0x75, 0x5A, 0x59, 0x63, 0x81, 0x7A, 0x88, 0x8C,
0x95, 0x76, 0x56, 0x83, 0x6E, 0x76, 0x76, 0x71, 0x5B, 0x72, 0x40, 0x3D,
0x53, 0x6E, 0x97, 0xA8, 0xA5, 0x94, 0x3A, 0x0F, 0x15, 0x15, 0x11, 0x17,
0x17, 0x1A, 0x1A, 0x0D, 0x06, 0x05, 0x06, 0x08, 0x0B, 0x18, 0x18, 0x15,
0x1D, 0x23, 0x26, 0x1B, 0x14, 0x0F, 0x0B, 0x55, 0x1E, 0x14, 0x14, 0x27,
0x30, 0x3D, 0x45, 0x4C, 0x54, 0x58, 0x61, 0x67, 0x6E, 0x67, 0x60, 0x64,
0x63, 0x66, 0x69, 0x68, 0x6B, 0x6B, 0x6F, 0x71, 0x78, 0x80, 0x84, 0x83,
0x77, 0x81, 0x9A, 0xA4, 0x8B, 0x7E, 0xB1, 0xBC, 0xA4, 0xB8, 0xD0, 0xCA,
0xAB, 0xAE, 0xA8, 0x90, 0x91, 0xAB, 0xB8, 0xC2, 0xC6, 0xC8, 0x7F, 0x62,
0x7E, 0x7A, 0x40, 0x11, 0x12, 0x0B, 0x19, 0x47, 0x5E, 0x48, 0x18, 0x1A,
0x58, 0x66, 0x84, 0x73, 0x6B, 0x94, 0x87, 0x88, 0x96, 0xA3, 0xA9, 0xAC,
0x83, 0x5D, 0x59, 0x5E, 0x7F, 0x6B, 0x83, 0x87, 0x8D, 0x85, 0x41, 0x82,
0x70, 0x73, 0x71, 0x7C, 0x5E, 0x67, 0x72, 0x3F, 0x41, 0x59, 0x74, 0x9C,
0xA7, 0x9F, 0x9E, 0x46, 0x15, 0x15, 0x18, 0x1E, 0x1E, 0x21, 0x1C, 0x09,
0x0A, 0x05, 0x08, 0x17, 0x0A, 0x16, 0x1E, 0x16, 0x19, 0x1D, 0x1A, 0x16,
0x11, 0x13, 0x26, 0x5A, 0x45, 0x50, 0x57, 0x60, 0x63, 0x64, 0x65, 0x6D,
0x6F, 0x6F, 0x74, 0x75, 0x75, 0x76, 0x81, 0x82, 0x82, 0x7D, 0x7A, 0x79,
0x75, 0x78, 0x7A, 0x80, 0x84, 0x83, 0x83, 0x84, 0x72, 0x7A, 0xA1, 0x98,
0x88, 0x80, 0xB3, 0xBC, 0xA0, 0xAE, 0xCB, 0xC7, 0xAD, 0xA4, 0xA8, 0x87,
0x98, 0xB0, 0xB9, 0xBD, 0xC0, 0xC5, 0x65, 0x69, 0x86, 0x7D, 0x42, 0x14,
0x17, 0x10, 0x25, 0x60, 0x5E, 0x25, 0x18, 0x18, 0x53, 0x62, 0x80, 0x7A,
0x61, 0x7E, 0x87, 0x8C, 0x92, 0x9D, 0xA4, 0xA5, 0x8B, 0x62, 0x56, 0x58,
0x7C, 0x66, 0x7B, 0x84, 0x8B, 0x84, 0x43, 0x79, 0x76, 0x75, 0x71, 0x82,
0x69, 0x62, 0x75, 0x70, 0x41, 0x41, 0x5C, 0x77, 0x9F, 0xAA, 0xA7, 0xA1,
0x5B, 0x18, 0x14, 0x18, 0x1B, 0x1C, 0x1C, 0x1A, 0x1C, 0x1B, 0x20, 0x25,
0x22, 0x28, 0x2F, 0x31, 0x32, 0x35, 0x39, 0x43, 0x4C, 0x54, 0x5D, 0x5F,
0x5E, 0x66, 0x6C, 0x6E, 0x6E, 0x6F, 0x74, 0x75, 0x78, 0x7A, 0x78, 0x78,
0x77, 0x78, 0x76, 0x77, 0x77, 0x77, 0x7A, 0x79, 0x7C, 0x80, 0x8C, 0x90,
0x95, 0x8D, 0x8A, 0x87, 0x79, 0x7E, 0x9A, 0x8B, 0x80, 0x85, 0xBC, 0xBE,
0xA0, 0xAA, 0xCA, 0xC9, 0xB2, 0x9D, 0x9B, 0x93, 0xA4, 0xB5, 0xBA, 0xC0,
0xC4, 0xC0, 0x53, 0x70, 0x8D, 0x7D, 0x49, 0x1B, 0x16, 0x14, 0x4C, 0x66,
0x4F, 0x17, 0x18, 0x1A, 0x51, 0x62, 0x7A, 0x7D, 0x61, 0x7E, 0x89, 0x85,
0x93, 0x9C, 0xA4, 0x9F, 0x93, 0x6B, 0x57, 0x5B, 0x6F, 0x74, 0x6D, 0x82,
0x87, 0x8E, 0x57, 0x74, 0x7A, 0x71, 0x70, 0x82, 0x6D, 0x6F, 0x6C, 0x87,
0x6B, 0x40, 0x45, 0x5F, 0x7A, 0xA1, 0xA8, 0xA3, 0xA0, 0x68, 0x17, 0x1A,
0x1B, 0x1D, 0x16, 0x07, 0x08, 0x14, 0x1F, 0x1F, 0x11, 0x17, 0x1F, 0x20,
0x21, 0x25, 0x2C, 0x28, 0x1A, 0x17, 0x5A, 0x1D, 0x10, 0x18, 0x18, 0x26,
0x38, 0x45, 0x5A, 0x64, 0x6D, 0x76, 0x7B, 0x7B, 0x7A, 0x7B, 0x7D, 0x7E,
0x80, 0x80, 0x81, 0x81, 0x82, 0x87, 0x8C, 0x8A, 0x87, 0x89, 0x8E, 0x93,
0x81, 0x85, 0x96, 0x89, 0x7B, 0x8B, 0xC6, 0xC1, 0xA2, 0xAB, 0xC8, 0xC8,
0xB6, 0x96, 0x89, 0x9E, 0xAB, 0xB8, 0xBB, 0xC1, 0xC3, 0xB9, 0x50, 0x75,
0x91, 0x85, 0x53, 0x25, 0x10, 0x2D, 0x5A, 0x61, 0x2E, 0x17, 0x19, 0x1A,
0x4E, 0x60, 0x73, 0x7E, 0x65, 0x73, 0x83, 0x82, 0x8C, 0x96, 0x9E, 0x9E,
0x94, 0x7D, 0x59, 0x5C, 0x68, 0x79, 0x5A, 0x7E, 0x81, 0x82, 0x74, 0x65,
0x7C, 0x71, 0x76, 0x7B, 0x67, 0x6E, 0x78, 0x73, 0x94, 0x64, 0x43, 0x49,
0x62, 0x7E, 0xA0, 0xA6, 0xA1, 0xA1, 0x6F, 0x1D, 0x1C, 0x1D, 0x14, 0x07,
0x0B, 0x1D, 0x25, 0x21, 0x19, 0x21, 0x23, 0x23, 0x27, 0x1D, 0x30, 0x2B,
0x1F, 0x2E, 0x4E, 0x08, 0x07, 0x08, 0x0A, 0x0D, 0x0E, 0x0E, 0x10, 0x13,
0x16, 0x16, 0x32, 0x4F, 0x5F, 0x6F, 0x7C, 0x80, 0x7F, 0x84, 0x84, 0x8A,
0x8E, 0x93, 0x8F, 0x8D, 0x8A, 0x8A, 0x86, 0x86, 0x80, 0x8D, 0x94, 0x86,
0x75, 0x8D, 0xCA, 0xC0, 0xA3, 0xAA, 0xC3, 0xC7, 0xB9, 0x8D, 0x7C, 0xA4,
0xB1, 0xB8, 0xBF, 0xC2, 0xC5, 0xAF, 0x52, 0x79, 0x94, 0x8A, 0x56, 0x26,
0x16, 0x41, 0x58, 0x4C, 0x18, 0x18, 0x19, 0x1A, 0x49, 0x5F, 0x6D, 0x83,
0x6C, 0x64, 0x7F, 0x82, 0x85, 0x90, 0x96, 0x9E, 0x92, 0x83, 0x5D, 0x58,
0x63, 0x77, 0x62, 0x78, 0x7E, 0x7D, 0x7E, 0x5A, 0x79, 0x79, 0x79, 0x7A,
0x74, 0x48, 0x7D, 0x80, 0x7B, 0x93, 0x61, 0x46, 0x4F, 0x68, 0x83, 0xA2,
0xA8, 0xA3, 0xA0, 0x7B, 0x2C, 0x1E, 0x15, 0x0A, 0x18, 0x20, 0x23, 0x21,
0x1D, 0x1A, 0x1B, 0x20, 0x2B, 0x1D, 0x2C, 0x22, 0x0E, 0x53, 0x14, 0x0A,
0x0A, 0x08, 0x09, 0x0B, 0x0E, 0x0F, 0x0F, 0x14, 0x13, 0x19, 0x19, 0x1A,
0x16, 0x20, 0x18, 0x3D, 0x60, 0x79, 0x8B, 0x8A, 0x95, 0x8B, 0x8D, 0x90,
0x8E, 0x8D, 0x89, 0x8A, 0x7A, 0x91, 0x8D, 0x7F, 0x76, 0x8E, 0xCB, 0xC2,
0xA1, 0xAA, 0xBA, 0xC7, 0xB9, 0x88, 0x85, 0xA7, 0xB6, 0xBD, 0xC2, 0xC2,
0xC5, 0xA1, 0x58, 0x79, 0x96, 0x8B, 0x57, 0x22, 0x2B, 0x44, 0x51, 0x29,
0x16, 0x19, 0x1B, 0x1B, 0x47, 0x5C, 0x68, 0x80, 0x71, 0x57, 0x78, 0x82,
0x80, 0x88, 0x95, 0x98, 0x93, 0x8A, 0x60, 0x56, 0x5F, 0x73, 0x69, 0x69,
0x80, 0x7C, 0x7E, 0x59, 0x6D, 0x84, 0x7B, 0x79, 0x7C, 0x36, 0x63, 0x87,
0x89, 0x87, 0x91, 0x63, 0x4D, 0x52, 0x6B, 0x87, 0xA5, 0xAE, 0xA3, 0xA4,
0x8D, 0x3C, 0x1B, 0x17, 0x1C, 0x1B, 0x1D, 0x18, 0x0B, 0x14, 0x13, 0x20,
0x2A, 0x20, 0x18, 0x0F, 0x2B, 0x45, 0x0B, 0x09, 0x08, 0x07, 0x06, 0x07,
0x0B, 0x0D, 0x0E, 0x0F, 0x0F, 0x12, 0x14, 0x16, 0x16, 0x1F, 0x1C, 0x1E,
0x24, 0x26, 0x29, 0x50, 0x6A, 0x7F, 0x8C, 0x87, 0x87, 0x88, 0x8C, 0x8F
])@Pyodide.eval
{{2}}
A plot
gray.shape = (96, 128 )
fig, ax = plt.subplots()
plt.imshow(gray, cmap=plt.cm.gray)
plt.show()
plot(fig)@Pyodide.eval
Literature for this chapter: Gonzalez, Woods: Digital Image Processing. Third Edition. PHI Learning Private Limited. New Delhi, 2008. Chapter 3.4
--{{0}}-- The table represents our grayscale image. Each field is one pixel marked with "p".
| p | p | p | p | p | p | | p | p | p | p | p | p | | p | p | p | p | p | p | | p | p | p | p | p | p | | p | p | p | p | p | p | | p | p | p | p | p | p | | p | p | p | p | p | p |
--{{0}}-- You see the rectangle marked by an "k" in every field. That is our filter mask or kernel. That is normally a square with an odd side length. Why odd? Because we want to work easily with integers.
| p | p | p | p | p | p | | k | k | k | p | p | p | | k | k | k | p | p | p | | k | k | k | p | p | p | | p | p | p | p | p | p | | p | p | p | p | p | p | | p | p | p | p | p | p |
--{{0}}-- With the picture and the kernel we want to calculate the new color value for the pixel in the middle of the kernel marked with an "x". If this operation is linear, we call the whole thing "linear filter".
| p | p | p | p | p | p | | k | k | k | p | p | p | | k | x | k | p | p | p | | k | k | k | p | p | p | | p | p | p | p | p | p | | p | p | p | p | p | p | | p | p | p | p | p | p |
New value of the current pixel "x" computed by using the following formula:
Translated into Python:
def convolve(kernel,pictpart):
'''Performs a convolution in 2D
does a pointwise multiplication of "kernel" and "pictpart" and computes the sum over the result
Parameters
----------
kernel : 2D array
the filter mask
pictpart : 2D
the actual part of the picture to be convolved
Returns
-------
float
the sum over the multiplication's result
'''
s = 0.0
temporal_array = np.multiply(kernel,pictpart)
s = sum(temporal_array)
s = sum(s)
return s@Pyodide.eval
Remark: All following examples are ready implemented in "OpenCV". (see https://opencv-python-tutroals.readthedocs.io/en/latest/py_tutorials/py_imgproc/py_filtering/py_filtering.html). Here working on rgb pictures is as easy as working on grayscale images.
The kernel is a square nxn and all entries are of the same weight.
n = 5
kernel=np.ones((n,n), dtype=np.float32)
kernel.fill(1/(n*n))
print(kernel)@Pyodide.eval
Create empty picture to write our blurred picture values. It must have the same size as the original (grayscale) one, so you may copy it and erase it's values.
newpict = gray[0:][0:].copy() #copy rows and columns of "gray"
newpict.fill(0)@Pyodide.eval
Have a look if you want.
fig, ax = plt.subplots()
plt.imshow(newpict, cmap = plt.get_cmap('gray'))
plt.show()
plot(fig)@Pyodide.eval
Look into the formulas above. We need
- an original (grayscale) image -> done
- a kernel -> done
- a new, empty picture -> done
- a picture part (same size as kernel) -> left to do!
pictpart = kernel.copy()
pictpart.fill(0)@Pyodide.eval
--{{0}}-- Imagine you have your picture and the filter mask. Now you move the filter mask step by step over the original picture, calculate the new color values for every pixel that is located in the middle of the filter mask. And you write those new color values into the new, empty image.
--{{0}}-- This process is the same for all linear filters and in fact for most filters at all.
for i in range(0+(kernel.shape[0]//2), len(gray)-(kernel.shape[0])):
for j in range(0+(kernel.shape[1]//2), len(gray[1])-(kernel.shape[1])):
for k in range(0, (kernel.shape[0])):
for l in range(0, (kernel.shape[1])):
pictpart[k][l]=gray[i+k][j+l]
newpict[i+(kernel.shape[0]//2)][j+(kernel.shape[1]//2)]=convolve(kernel, pictpart)@Pyodide.eval
fig, ax = plt.subplots()
plt.imshow(newpict, cmap = plt.get_cmap('gray'))
plt.show()
plot(fig)@Pyodide.eval
Some ideas about what to do with blurred images.
--{{0}}-- Now we have the original grayscale image and the blurred one. What can we do with them? Subtract one from the other!
diffPict = gray - newpict
fig, ax = plt.subplots()
plt.imshow(diffPict, cmap = plt.get_cmap('gray'))
plt.show()
plot(fig)@Pyodide.eval
Now we see where was blurred most because that is visible best now. Especially we see edges.
Sometimes we want to sharpen edges. So let's add the "diffPict" to the grayscale one. This process is called "unsharp masking".
masked = gray + diffPict
fig, ax = plt.subplots()
plt.imshow(masked, cmap = plt.get_cmap('gray'))
plt.show()
plot(fig)@Pyodide.eval
cmap = plt.get_cmap('gray')
fig = plt.figure(figsize=(12,12))
sub1 = plt.subplot(3, 3, 1)
sub1.imshow(gray, cmap = cmap)
sub1.set_title('Original grayscale')
sub2 = plt.subplot(3, 3, 2)
sub2.imshow(newpict, cmap = cmap)
sub2.set_title('Average blurred')
sub3 = plt.subplot(3, 3, 3)
sub3.imshow(masked, cmap = cmap)
sub3.set_title('Unsharp masked')
plt.show()
plot(fig)@Pyodide.eval
Just a short overview. The mentioned book "Digital image processing" is a good resource to go on reading.
This one works like the average filter. It's only difference is the kernel. Here you don't have always the same value, but something like a Gaussian bell curve in 2D. You may use any ready implemented function or you take the computation steps from above after creating your kernel by the following lines:
def create_gaussiankernel(side=5, sigma=1):
'''creates a Gaussian kernel in 2D for image filtering
Parameters
----------
side : integer
length of one side of the square that will be the kernel
sigma : number
some expression of the filter's strength
Returns
-------
2D array
the ready and normed kernel
'''
ax = np.arange(-side // 2 + 1., side // 2 + 1.)
xx, yy = np.meshgrid(ax, ax)
kernel = np.exp(-0.5 * (np.square(xx) + np.square(yy)) / np.square(sigma))
return kernel / np.sum(kernel)
kernel = create_gaussiankernel(5,5)Median filter: You do also have a kind of kernel, but it is not meant to calculate values with linear algebra. The process works the following: You collect all color values in the kernel's range of the original image and sort them by size. Then you choose the one right in the middle of your list as the new color value of the current pixel.
Minimum and maximum filter: Minimum and maximum filter work in a very similar way: You do also sort your values, but choose the lowest or highest number as new color value.
By unsharp masking we have sharpened the edges but lost contrast. We could go on with some histogram modification to improve our "masked" image.
Remark: Als implemented in OpenCV. See https://opencv-python-tutroals.readthedocs.io/en/latest/py_tutorials/py_imgproc/py_histograms/py_histogram_equalization/py_histogram_equalization.html#histogram-equalization