- More important than
qplot
to access full functionality of ggplot2
- Main arguments
- data set, usually a
data.frame
or tibble
- aesthetic mappings provided by
aes
function
- General
ggplot
syntax
ggplot(data, aes(...)) + geom() + ... + stat() + ...
- Layer specifications
geom(mapping, data, ..., geom, position)
stat(mapping, data, ..., stat, position)
- Additional components
aes()
mappings can be passed on to all components (ggplot, geom
, etc.). Effects are global when passed on to ggplot()
and local for other components.
x, y
color
: grouping vector (factor)
group
: grouping vector (factor)
Changing Plotting Themes in ggplot
- Theme settings can be accessed with
theme_get()
- Their settings can be changed with
theme()
Example how to change background color to white
... + theme(panel.background=element_rect(fill = "white", colour = "black"))
Storing ggplot
Specifications
Plots and layers can be stored in variables
p <- ggplot(dsmall, aes(carat, price)) + geom_point()
p # or print(p)
Returns information about data and aesthetic mappings followed by each layer
summary(p)
Print dots with different sizes and colors
bestfit <- geom_smooth(method = "lm", se = F, color = alpha("steelblue", 0.5), size = 2)
p + bestfit # Plot with custom regression line
Syntax to pass on other data sets
p %+% diamonds[sample(nrow(diamonds), 100),]
Saves plot stored in variable p
to file
ggsave(p, file="myplot.pdf")
Standard R export functons for graphics work as well (see here).
ggplot
: scatter plots
Basic example
set.seed(1410)
dsmall <- as.data.frame(diamonds[sample(nrow(diamonds), 1000), ])
p <- ggplot(dsmall, aes(carat, price, color=color)) +
geom_point(size=4)
print(p)
![](data:image/png;base64,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)
Interactive version of above plot can be generated with the ggplotly
function from the plotly
package.
library(plotly)
ggplotly(p)
Regression line
p <- ggplot(dsmall, aes(carat, price)) + geom_point() +
geom_smooth(method="lm", se=FALSE) +
theme(panel.background=element_rect(fill = "white", colour = "black"))
print(p)
## `geom_smooth()` using formula = 'y ~ x'
![](data:image/png;base64,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)
Several regression lines
p <- ggplot(dsmall, aes(carat, price, group=color)) +
geom_point(aes(color=color), size=2) +
geom_smooth(aes(color=color), method = "lm", se=FALSE)
print(p)
## `geom_smooth()` using formula = 'y ~ x'
![](data:image/png;base64,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)
Local regression curve (loess)
p <- ggplot(dsmall, aes(carat, price)) + geom_point() + geom_smooth()
print(p) # Setting se=FALSE removes error shade
## `geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'
![](data:image/png;base64,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)
ggplot
: line plot
p <- ggplot(iris, aes(Petal.Length, Petal.Width, group=Species,
color=Species)) + geom_line()
print(p)
![](data:image/png;base64,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)
Faceting
p <- ggplot(iris, aes(Sepal.Length, Sepal.Width)) +
geom_line(aes(color=Species), size=1) +
facet_wrap(~Species, ncol=1)
## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was generated.
print(p)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAtAAAAGwCAIAAAAPKcUMAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdeVgVZfs48Htmzspy2MENxSVQXCBTBHEB7bXXpXIpTa2XJM23NzEtf7klqSmimV+xcsnMLNfMJDW33MAN3BdcOIggyr4IHOCsM/P7Y+x00sNhmwOH8f5cXVfDbM9z8wDnduZZCJZlASGEEELImsimrgBCCCGEhA8TDoQQQghZHSYcCCGEELI6TDgQQgghZHWYcCCEEELI6jDhQAghhJDViZq6Aubl5uY2dRUQQgg9F1q2bNnUVXgu2GjCoVKpmroKCCGEnguYcDQOfKWCEEIIIavDhAMhhBBCVocJB0IIIYSsDhMOhBBCCFkdJhwIIYQQsjpMOBBCCCFkdZhwINRcMQyzcOHCpq4FQgjVCiYcCDVXLMueP3++qWuBEEK1YqMTfyH0nKNpeuXKlUlJSSRJTpgwYcyYMQBw6dKltWvXVlVV9ezZc+bMmYsWLdLr9R988MG6deuOHTv2448/ajSa3r17f/TRRzKZzOwdtm/fvm/fvsrKyo4dO0ZHR7u6ujZ1oAih5wU+4UDIFp08efLhw4c7duxYtWrVxo0bNRrN48ePFy1atGDBgm3btrEs++233y5atEgsFq9bty47O3vt2rXLli3btWuXWq3eunWr2Ts8evRo27ZtcXFxe/fudXV1PXToUFNHiRB6jmDCgZAtcnZ2Lisru3//ftu2bQ8fPiyTyc6dO9ezZ8/27dtTFDVq1KhTp04ZTz579mxYWJi3tzdFURMnTjxz5ozZO7Rs2XLnzp1eXl4qlYogiKqqqiYLDyH0/MFXKgjZohdffDE8PJx7aTJixIjIyMiioqKUlJQpU6ZwJ3h6ehpPLi4uNn7p5eVVXFxs9g4AsGXLlsTERA8PD5IkW7Ro0ehhIYSeX5hwIGSLSkpKRo8eHRkZee/evejo6L59+7q4uISFhUVFRQGARqPJysoynuzq6lpQUMBtFxUVcT0znr1DVlZWamrqDz/84ODgsHPnTlwiESHUmPCVCkK26MiRIytXrlSpVC1atCBJUqPR9OnT59SpUxkZGQaDYd26dfHx8QBA0zTDMCEhIadOncrJyaFpevv27X379jV7h/LycmdnZzs7u7KysqNHjxoMhqaOEiH0HCFYlm3qOpihVCqbugoINaWKioolS5bcunVLIpEMGzbsvffeA4CEhITvv/++oqLC399/zpw5jo6On376aWFh4ebNm48ePfrTTz9ptdqePXvOmDFDLpc/eweVSrVq1aq0tDQvL6+wsLAff/xx2bJlvr6+TR0rQk0MfwsaByYcCCGEnmuYcDQOfKWCEEIIIavDhAMhhBBCVmetUSoajeb48ePDhw9/av+sWbOMr0uGDx8+depUK1UAIYQQQrbDWgnHxo0bU1JSnk048vPzt23bJpPJAIAk8fkKQggh9FywSsKRlJSUnp7+7H6NRgMAjo6O1igUIYQQQjaL/2cMjx8/3rFjh3E+RFN5eXkAMH369IkTJy5ZsuTx48e8l44QQgghG8TzEw6WZePi4iZNmmT2MYZWq/X39586daqTk1NcXNyGDRvmzJnDHcrLyxsxYgS3HRERwU2niBBCCCFh4DnhOHjwYOvWrQMDA03nXTby8/ObO3cutz1ixIjo6GjjIUdHR2OS0a1bt8rKSn4rxiOZTMa9GxIGuVzOMIxWq23qivAGG8jGCayBZDIZy7LYQDaL6zJoOSJ7e/vGqs5zjeeEIy0tLTk5+cSJEwzDaDSa8ePHr1+/3snJiTvKjU/hplgRiURisdh4ob29fUREhPHLoqIifivGI7FYrFarm7oWvJFKpQaDQUgRCa+BaJoWUkQCayCJRMIwjJAiElgDcR80liPChKNx8JxwzJgxg9vIyspaunTphg0buC+VSqW3t3dhYeGmTZtiY2Pd3d0PHDgQHBzMb+kI8Y4w6GW/76aKCtXDR9Ft2jZ1dRBCqLlqpIGps2fPzszMDA0NHTFixPz58yMjIxmGmTRpUuOUjlA9saz04O+i+/eI8jLxzWtNXRuEEGrGbHQtFVt+paJQKMrLy5u6FrxxdnY2GAwVFRVNXRHe8NhAkrMJ0nMJ3Lahaw/1sJG83LZOnJ2daZoW0lLyAvsNcnJyYhgGG8hmKRQKALAckbu7e2NV57mGU28hZJ5YeUd6PrGpa4EQQgKBCQdCZlAFedKD8WCTz/8QQqg5woQDoacRFSr5bzsIvR4AGFe3pq4OQggJgbXWUmkgqVTa1FWoFkmStly9uiJJkqIogUXUoHAMevG+3YRKBQCshyf9r+Hk9s083La+CIIQ3o+cwMIhCEJgEQksHLDtz5Tnh40mHARBNHUVqkUQhC1Xr34EExGRl8veTyO6BYDCqT7Xsyy1/zci+xEAgJ09Pf5dovJJd9ombHeB/cgJLByOkCISWANxsQgpoubLRhMOW57nTiKR2HL16komk9E0LYyICJ3OYesmRl1F3k+remNiPe4gPX+avHUDAICiqkaOpaUy6nEJ90vSVN8lITUQR2C/QVKplJvnsKkrwhuBNZBEIoGaPlMcHBwaqzrPNezDgYRDfOMKqKsAgKiozxhFsfKO5OwpblszZDjd2pvHuiGE0HMOEw4kFDQtuZxc76upgnzjsBRd7xB9t0D+aoYQQggTDsQ3Ki/HbseP0nMJjTymVHz7JlFeVr9ricoK+d6d3LAUQ4dO2gGDea0aQgghqyUcGo3mjz/+eHb/rVu3oqKiIiIivv/+e4ZhrFQ6akKS86epR1mSswnSxBONVyrLSi6eq9+lBG2wi/+FS1YYdw/NiDFAYiKOEEI8s9Yf1o0bN+7bt++pnTRNf/XVV1OmTNmwYUNaWlpiIk7jKEAEbeA2JBfOSpLONE6horRUsrhe0+GzrOzwATLnEQCwcrl69HgWh88hhJAVWCXhSEpKSk9Pf3b/9evX3d3de/ToIZPJXn311VOnTlmjdGQ7pKdPNKRfRR0KunS+fhdKks+Kbj8ZlqJ+7U3GyZnPaiGEEPoL/8NiHz9+vGPHjvfff3/NmjVPHSooKPD2ftLzn1ut3nioqqrq8OHD3Lavr6+Pjw/vFeMLSZIymaypa8EbbuIvHiMi//k+QnryqMjJibFmH0ziwX0y+yEAgJMzlJUCAEEQtYmITL1NnTnJbdNDXxP7dhY/e3OJhNuo4btE0+TVi0RBPj3s9bpHYAlBEPw2UJMT3m9QLX/emguBNRBFUQAgpIiaL54TDpZl4+LiJk2a5Ojo+OxRlUoll8u5bblcbrp8X3l5eUxMDLcdERERFRXFb8X4JbBB2yRJisXPftTWk56iuL45pJ8/k3obWJbat0fm5Ex26cZXEU+XmHyWK1E0YJBh/28AQJJkjW3E5mbr4ndzPVupfmHS/uHmT7Oz03E3F4lkZu/Jssz1K4ajf7DFRUAQspB+hHe7+gdTDYH9yAksHBBcRAILB4QYUXPEc8Jx8ODB1q1bBwYGZmVlPXvUwcEhPz+f21ar1aY/AZ6enidOPOljKJVKi4uL+a0YjxwdHYW0FLWzs7Ner6+srOTrhnK9ngIAANXAl6UAotTbQNO6rT9o3nybtsInMVWQL1feBQBWblfWwdceAABomrb8I0RUVdr9/D2h0wIA3b5TRXB/qOZ8qqyMy5G1Wm3ZM+dQGfckCcepgrwnX7NsxYUknR2ff9qcnJxomq6oqODxnk1LYL9BCoWCZVkhRSSwBuL+9Ws5Ijc3XDKpMfCccKSlpSUnJ584cYKbem/8+PHr1693cnoyybSXl5exo2hOTo6Xl5fxQpIkFQqF8Usb/3FnBbSIKBeLNSJiCUI9fJSdTktlpBMGg+y3Hepx/6G9WtbjVoRaTT3MpNv6sDL5U4dEyWe4pxT6l4IY0d8/zxYiImhatncXUVYKAIyru/rV0SxBVDeI1/Q+pttUbrY08TiVlWncQ3u11A4YRPt0tMZ4YCH9yIEQwxFeRE1dBZ4JL6LmiOeEY8aMGdxGVlbW0qVLN2zYwH2pVCq9vb0DAgLWrFlz//59Hx+fw4cPDxw4kN/Skc2hKPXrY+W//EzlPCK0WvnurVXjJzFu7rW/AaHXSS4miS+eI3Q6uk3bqvHvmh4ly0rFqbcBgJVIdIG9a3lP2dEDVPZD4IaljHmLldbt5S5ZUiQ5fVKcdteYWDDOrrr+4Xo/f8D1GhBCqBqNtJbK7NmzY2JiunTpMmfOnLi4OK1WGxQUFB5u/q05EhJWLFaPmSDfuYUqzCfUarvdW6smTGJqs7IaTYuvX5aeP01UPXndQz0z8FVy4RwwDADoe/Rk5XKoxcwukgvnRCnXAbhhKW8wzq61j4VQqaTnEsQp14wFsfYO2r4D9N1fBIqq/X0QQug5ZK2Eo23btsbHGwCwd+9ebqNz585xcXFWKhTZJlYmU4992277ZvJxCaEql+/6uWrCu6x99R0dWFZ0J0V65iRZVmrhtkRVpSjlGgAARel6BdemJqJ0pTTxOLetGfQK3bZ97aOgsjLsv/+aMDyZZYSVyvRBfXUv9WH562+LEEIChjMqolohqiplfx4UX71Yvw4KrJ191Ztvs44KACBLS+S7txIatdkzRRn37LZ8J/9jrzHboH06sGLJs2eKLydzH/96/+7cnS0jCwtkB3570uGjZ5A+sFedQiBUKq44lhLpegVXTJmmDe6H2QZCCNWSjS5Pj2yNJOmM+NolMYAoK0MzdCQrMZMBWMY6OVeNfdtu+4+EuooqLLD7bWfVm2+bfmCTOY9kiSeoh5nGPXSLVtr+g2ifDg7frAS9zvRuhE4nuXYJAIAgdEF9ayydUFfJ9+4kdDoAoH06aMKH1LX+AAAkqffvoQ0dyNbmlRBCCCETmHCgWiG1Gm5DpLxrV7JJPXIc41KH3g8cxtVd/eZE+a6fCa2GzH4oj/9FPfotlqLI4iLpmROitNS/u2G6uOr6D9L7dqmuG6b42iVCowEAwwt+jGtNvVBpWh7/C/fIhHFxU79ah9VSGDd3VuFElJcZOvlp+4cz7p61vBAhhJApG004jCNpbZBIJLLl6tUVRVEkSdYYESsWG1+lkEWF9ts2EW9MJPy6mDlTJOLOVCgU8OxtnZzYdyLZLRtBr6cy0x0O/U7Y2bNXLxq7YRKOCgj/l+ilPiKTbpgsSbIABEE8qafBwFy5wB0Sh78iMZby13qAT0XE7t3FPsoCAJDbiSKmKNw9LAf7tBlzoLJC4uJa56c6fKhlAzUjAvsNEolELMsKLCKBhQO2/Zny/LDRhKOsrJ7rjDcChUJhOkdqc+fs7GwwGGqcV0qu13M/K6xYTOj1oFazWzdp+4Vr+4Q+9RDCzmDgMoXy8nIWzD2fcHEXvfamPH4X0DTcSTHmMaxMpuvdV9+rDysSwz/r48AwBADLsuVlZQAgvnFVpioHANrbp0rhBMafFoZxfPJ/RvXXTsmlJOnlCwAAJFk1YhQtlkA9frpIqj5X8cHZ2ZmmaRufmaZOBPYb5OTkxDAMNpDN4mZ4shyRu3sdxuqjesNOo6huNK+9Qbf1AQBgWcnpE7J9vxL/7F1RG4YOnTTDRhozFZYS6XqHVE6O0gX3Y0U1dcNkWcmFJyvR6/qEWj5XlHFPmnDsSc3Dh9A+HetaVYQQQryw0SccyGYxMruqN9+WnvqTWwZWrLxDPS5WjxxbpwktAEDfuStrMEiTztDe7bQh/WvfDVOcdpd8XAwAtKeXwaeDhTPJokLZ/j1PJuoI7KXvGVSnGiKEEOIRJhzWQuh1hKq85v6MVipdpSKrarf6RlUFOJhZac8SktQOeoX2bCE7+gdBG8jCArufN2leHW2o4/MDQ7cAQ7eAuhUNIE4+y23o+/SzNLMnNyxFqwUAum17zaBX6loQQgghHvGfcOzbty8+Pl6n0wUEBERFRT21KPCsWbOUSiW3PXz48KlTp/JeAVtA0LTd5vVkWak2fEgt56TiEZWXY7d9M9B0bU6mAQiZnIh4v65DPQ3dAtTuHvLfdxPlZYRGLd+zQ9svvDYjVBuCepBB5eUAAOPkrPc102X1CZq2+/1XsvQxADDOrurX3sCZQBFCqGnxnHBkZGTEx8evWLFCJpMtW7YsPj7+rbfeMj0hPz9/27ZtXBZC1npoYrNDlJdxgzCphw+g8ROO7Ie1zDae0KipgjxD3eeWoFu0qnxnsvz33dSjLGAYaeJxMj8XdHXu0lF7UmPvjaC+Foa2kiXFUFIMAKxUph79Fit/esk3hBBCjYznhCMvLy8sLIzr8RsUFJSZmWl6VKPRwF+LBQudTaxMSLdpa3mlNDInmyrMb0gRrJ191dh3ZKf+FF+5AADcUmrWotVQmelcoYZugTWfT5KaV8fUaa04hBBCVsJzwhESEhISElJWVpaZmZmQkDB+/HjTo3l5eQAwffr04uLiLl26fPjhhy4uLvxWAJnSd+lmeQJvaeLxBiYcAAAUpRn8b9qrhfToQYI2NPRuFvw1V4f+pT6sqOYfXW3YvwztcVgKQgjZBKt0Gk1NTd2yZQvLst7e3qb7tVqtv7//1KlTnZyc4uLiNmzYMGfOHO5QcXGxcWn7ESNGjBkzxhoV4wVFUc7OzjWcROu5VxpisVha48l8Y+Vy7pPZzs6OsFg6I5Vyj2Ls7e2rPVOvZ8+fZtKf9LxxdHQ0f2a/MPDpwGz/kf1rDRSFQmG59NpjSPLvR0YymXzgYLnZtyQMY3yTRPTqYzf4FTteim9SFEXV6keu+RBeOAAgsIgEFg4Iq4GaL6skHEFBQUFBQfHx8evXr1+4cKFxv5+f39y5c7ntESNGREdHGw+JxeIuXZ70AfTw8DAYrPkP5YYhSbLm6hkM3PAJlmUbPxbirycBNE2D5dIZhrBwJsPA1YvEqT/BZM4cS/ds0QrejyI2reX6T9Rceq0RJivGsS/1MYjF1d2Z8PSCgnzw6cgMG8nY8E9R7ZEk2SQ/RdZTq9+g5gMbyMZxnQUtRySqxRNT1HA8f5f37t2rUCgGDx4MAJ07dz548KDpUW58iq+vLwCIRCKxycJdCoVi3rx5xi+Lior4rRiPFApFjfNyklVV9gAAYDAY1DWdzDuJVisFAACtVqu3WLpUr+em69ZoNAbTM1lWnHZXcvoEWVL81CVVVVWMpXsSdk7OVEkxAFRWVrIUPz9gDiz7JIGjqMoePdnqK0CM/Y9jabHKowWrNr8abbPDzTRa449cM1Kb36BmhJtpVEgRCayBuJlGLUf01GhKZCU8jxNxd3c/cOBAbm5uZWXlwYMH/f39uf1KpVKtVhcWFsbGxhYUFDAMc+DAgeDgxh6+0ayRj0tkh/bJ9u8hrPxRSmVl2G37Qfb7bmO2Qbdpy7T2tnxV4zB07cFanDWElcvBz782PTwQQgg1Jp7/Lvfv3z8nJ2fBggVarbZ79+4ffPABt3/27NkxMTGhoaH5+fnz58/X6/WBgYGTJ0/mt3ShIipU0vOnxTevcoNdGa+WVprugsrPlSSeEGWmG/fQHp66AYMNHV6QH/qdzH5Ym5v8vX4KwV86y42Ard1K9AghhGwQ//8QHDdu3Lhx457auXfvXm5j9OjRo0eP5r1QoSI0GsnFc+JLyYRB//devb76K+qJLH0s279HnHr77wXiFU7afuEG/+6WZvM0R9+5qygrg/Zuxzo48FU9vX93yaUk3Ut9GBc3vu6JEEKoMeGTZxtF0AbxlYuS5DPWfoHCkZ48atxm5Xa6kP66wF71m53T0C2gonNXfl9qaMP+pesXji9KEEKo+cK/4LaHYcS3bkjPJRDlf62HThAG/x60m7s08bhVS2bFEl3vEH3vEFYiadB9rJAZYLaBEELNGv4RtyUsK0pLlZ45QRb/PUjH0NFXN2AQ7e4pvnvLikVTlC6gpy5kAGtnb75qxlXjxTUtH48QQgg9w0YTDsqGl9oiCKLG6pF/nVCbk59ckpUpOfUnmfPIuIdp01YX9i+mTVsAoEyWniFJ0vI9ib96XdT+TN3wUQb/7hY6eRr6hJKVFYyHJ9Gipe22DQDU5XveXAgsIuGFI7yIBBYO2PZnyvPDRhMO8/NIWo9aDQ/uQ4dOIJHWeC5FUTVXr+rJfcjKCrv7aTWczLJw7TKk3f17j2cLdvArROeuprUh/nrNIRKJRBYrYDxTLBaLLVf1r/cUYnv7Gs6Ut4a3I0mb/YkxUasGaj5IkiQIQkgRYQPZOIE1EJdqCCmi5stGPz4aedoZ+20/kDmPaJ8OVW++XePJdZr4i8h5BL9srX1NWIWTNjRM798dSBL+WYpYo+HmptHpdDqLFeBh4q/mTGDTFuHEXzYOJ/6ycTjxl+2w0YSjkRGF+QBAZd6nCgtoD88mqQMrl+uC++tf7M3ioz+EEEKCgwnHP4ivXqSHDOfxhoybu75rQI2nsVKpoUt3VlrzCx2EEEKoOcKE4x9Et24QAwaxMt7e9jEubro+oXzdDSGEEGqm+E849u3bFx8fr9PpAgICoqKinno3duvWrfXr15eXl/fv3z8yMtI48sJGEAa9+HaKrmfvht5Ho+GlPgghhJAw8Px5n5GRER8fv2LFivXr15eWlsbHx5sepWn6q6++mjJlyoYNG9LS0hITE/ktnRfiaxfBZDH0+pFcu8RtMF4tGlwjhBBCqNnjOeHIy8sLCwtzd3d3cHAICgrKz883PXr9+nV3d/cePXrIZLJXX3311KlT/JbOC7K4iHqY2ZA7EKpy0Z0UAGBFYt2LDX1YghBCCAkAz69UQkJCQkJCysrKMjMzExISxo8fb3q0oKDA2/vJKufe3t6FhYXGQ3q9/t69e9y2m5ubpGFTaxuRxUWi44cYn45M+46Mu2ct1yGTXr+i6/BCdUcJghBZnGZbfDmZW9aVDuhJOSrqWufqGCeukSSflVy5YOlUg8F4ieUZwY2vtCiKAqHMHV5jAzUv3LxSAotIYOGQJCmwiAQWDgAIKaLmyyptkJqaumXLFpZljekFR6VSGWdfkcvl5eXlxkPFxcXvvPMOtx0REREVFcVLTeiUa4b0NCo9DQAIRwXZyY94wY/s5Ec4OZmepiUIACDs7FmGAY2aUt5xIoinzjHl7Oxc3SG2qlJ3/TIAAEna/WsoUf2ZdcU4OHCrxBK0AWhDbS6ROzhSFitgsLOjAQDA3lFB8lfVJmehgZojiqL4SsFthMAaCAQXkcDCASFG1BxZJeEICgoKCgqKj49fv379woULjfsdHByML1nUarWDyfLlbm5uP//8s3G7tLSUl5pI0lKNk1qwqnL66kW4ehEAGDd3pn1Hpn0npm17ViKRsSwBwIhE9AudRZeTgWEqE48b+g8ye097e/vKysrqShSfOSnS6QDA0KWbmiCBp0AAgPBsIfFuRxQW1PJ81tVN1aqN5QqQnfxkN6+x9o4qNw+Wv6o2LcsN1Ow4OjrSNF1VVdXUFeGNwBrIwcGBZVkhRSSwBrK3twcAyxFhOtI4eE449u7dq1AoBg8eDACdO3c+ePCg6VEvLy9jR9GcnBwvLy/jIbFY3KVLF+OXRUVFwAfDsJFUzyAq874oM53KywGG4faTxUVkcRFcSgaSpFu2Jmju3/mgDXhJdOUCsKzo6iVNUKjZ9dlZljUYzD9gIPR62aUkAACC0PXuS1dzWj1RIv1bEXW+ynIdFM52H802GAz6iooazmw+LDRQc8SyrPAiElg4DMMILCKBhQMAQoqo+eK506i7u/uBAwdyc3MrKysPHjzo7+/P7VcqlWq1OiAgIDc39/79+wzDHD58eMCAAfyWbgZF0a29daEDqyZGVkyfXfXm27o+obRXy787czAMlf3QmIgwbu60dzsAICorxPdS61qa+MYVQq0GAEOHF5pqxlKEEELIBvH8hKN///45OTkLFizQarXdu3f/4IMPuP2zZ8+OiYnp0qXLnDlz4uLitFptUFBQeHg4v6VbxorFtE8H2qcDDBhMqMpFDzKoB/dFDzKIyidz7DNSKQDoX+xNZWUCgPjqRb2ffx0KoGnJ5WRuUxcUwm/lEUIIoWaNYBs854Q18PVKpWYsSxUXUpn3yccl+u6BdItWwDAO38URKhUAVE76L+P+9IMKhUJh2t3VSJRyXX7odwCgW7WpmhjZCHXnhbOzs8FgENhaTWYbqJniFm9TqVRNXRHeCKyBuMXbsIFsFrd4m+WI3N3dG6s6zzXbmuizCRAE7e6p6xWs+dcwukUrAACS1PfoyR2UXLtc2/uwrPTSeW5TF9yP/3oihBBCzdlzn3CYowt4iesuKrp1ndBqa3OJKF1JFhYAAOPmbqh+Dg+EEELo+YQJhxmsvYO+kx8AEDqd6PaN2lwiuXCO29AGhdZyejGEEELo+WGjk69xI6ebUkg/SL0NALIbVyShA01zCIqinq7eg/tk9kMAACdnaa8+UnODaW0WN0li03/D+WOmgZozkiQJghBSRAJrIIqiSJIUWEQCCwds4TMF2WzCoWny1VZbtJZ5eJKFBVCQr7uXynj7GI+IRKKnqidNPMFt6HqHGPR60Osbs6YNJJFIaJpu+m84f55toGZNLBYzDCOkiLCBbJzAGoib1NxyRMYpsJFV2WjCQf81E1cT0gW8JDt2CACoyxf0rf6eo51lWdPqUUUF1P17AMDK5bpuAawN1LxOuHmlbOEbzheBhQOCi0h44QgvIoGFA7bxmYKwD0e1DF0DWKkUAMRpd4mKase8iZPPcsvZ63sGsWJBLXiBEEII8QUTjmqxEomhS3cAAJqW3Lxq9hyyvEx89xY8WYk+qDGrhxBCCDUjmHBYonuxN9ddVHztMph7Iie5eJ6bFl0f0JPFt4AIIYRQNfjvw5GUlLRt27aSkpKOHTtGRUV5eHiYHp01a5ZSqeS2hw8fPnXqVN4rwCPG3YNu7U09yiIqVKJ0pcG3yz8Oq6tE3JMPitK91KdJaogQQgg1CzwnHAUFBatXr168eHHbtm03bdq0bt266Oho0xPy8/O3bdsmk8kAgCSbwfMV/Yu9qUdZACC5dumphENyOVPnSoYAACAASURBVJnQ6wHA0KUb64SrGyOEEELV4vkj//bt2z169PD19ZXJZK+//npq6j8WXOUGJjk6OorFYrFYTDWH+Sr0L3RmHRwBgHqQQRYVGPcTer2Um/icILS9cKk2hBBCyBKen3AEBwf36tWL205PT+/YsaPp0by8PACYPn16cXFxly5dPvzwQxcXF+5QeXn5N998Y7xJ3759+a1Yg7zUBxKOAYD93VvsvzuIRCIHBwfiXCKoqwAA/Pzt2ndo4ho2AEVRBEE4ODg0dUV4wzVQU9eCN9zEX0KKSGANxE38JaSIBNZA3DwcQoqo+eI54eDelQDA6dOnN2/ePGfOHNOjWq3W399/6tSpTk5OcXFxGzZsMJ6g1+vv3LnDbXfs2JH7EbERbHAoc+Yk0DRcvSQaMpwgCBFBMMlnuWV2yYGDCVuqbT0QBGFT3/AGEl44wotIYOEILyKBhQN/pR2oafG/PL1KpYqLiysqKpo5c2a7du2qO02pVEZHR+/cudPs0cZbnr525L//IlLeBQDNkBHy/mHqs4myw/sAgG7Ttmr8u01cuYbB5eltHC5Pb+NweXobh8vT2w6e+3Do9fro6OhWrVr93//937PZhlKpNA5REYlEYrGY39KtRxfw5D2R+OpFYFmJcSX6PrgSPUIIIVQznhOO8+fPy+XyyMhI4p8rpiqVSrVaXVhYGBsbW1BQwDDMgQMHgoOD+S3deuh27RlXNwCgCvPZIwfIokIAoD08De071nQpQgghhPjuw3Hv3r2UlJTXXnuN+1KhUGzduhUAZs+eHRMTExoamp+fP3/+fL1eHxgYOHnyZH5LtyKC0Af2kp44AgBwNoHbp8OV6BFCCKHa4b8PBy9srQ8HABBajf26/yP+WgmWcXKunDwNmsNUIpZhHw4bh304bBz24bBx2IfDdjT7z8tGw0plT5ZWAQAAXa9gAWQbCCGEUOPAj8w60L/Ym9tg5XaGHi82bWUQQgihZgQTjjqgPb30PYPA3kE7+BVW1GyG2CCEEEJNzkb7cGi12qauQrXEYrH+r54cAiCRSBiGMRgMTV0R3gisgcRiMcuy2EA2ixveL7CIBBYO1NRAUqm0sarzXLPRyddsuQeWQqGw5erVlSA7jQqsgYTXaVRI4Qiy06jAwoGaPlMw4Wgc+EoFIYQQQlaHCQdCCCGErA4TDoQQQghZHf99OJKSkrZt21ZSUtKxY8eoqCgPDw/To7du3Vq/fn15eXn//v0jIyNJnMoCIYQQeg7w/HlfUFCwevXqqKioTZs2eXl5rVu3zvQoTdNfffXVlClTNmzYkJaWlpiYyG/pCCGEELJNPCcct2/f7tGjh6+vr0wme/3111NTU02PXr9+3d3dvUePHjKZ7NVXXz116hS/pSOEEELINvH8SiU4OLhXrycruaenp3fs+I/FVAsKCry9vbltb2/vwsJCfktHCCGEkG3iOeGQyWTcxunTpzdv3jxnzhzToyqVSi6Xc9tyudx0NZ28vLwRI0Zw2xEREVFRUfxWjF8CW+lHJBIZG04YhNdAApsnQGANBIKbyEF4DSS8iJoj/juNqlSquLi4oqKiRYsWtWvXzvSQg4NDfn4+t61Wqx0cHIyHFArFvHnzuG1fX19bnodKJpNpNJqmrgVv7OzsaJq25ald60pgDSSXy1mWFVJE2EA2TngNBABqtdrCOaYfRsh6eE449Hp9dHR09+7d58+fTxDEU0e9vLyMHUVzcnK8vLyMh+zs7EaPHm380gaXpzeSSCRC+m2UyWQ0TQspImwgGyewBpJKpQzDCCkigTWQRCIBAMsRYcLROHjuNHr+/Hm5XB4ZGflUtqFUKtVqdUBAQG5u7v379xmGOXz48IABA/gtHSGEEEK2iecnHPfu3UtJSXnttde4LxUKxdatWwFg9uzZMTExXbp0mTNnTlxcnFarDQoKCg8P57d0hBBCCNkmG10tFiGEEEJCghN9IoQQQsjqMOFACCGEkNVhwoEQQgghq8OEAyGEEEJWhwkHQgghhKwOEw6EEEIIWR3/U5vzwpZnGkUIISQkuNJK47DRhKOkpKSpq4AQQui5gAlH48BXKgghhBCyOkw4EEIIIWR1mHAghBBCyOow4UAIIYSQ1WHCgRBCCCGrw4QDIYQQQlaHCQdCzVtKSsqMGTNqf75Sqfzwww+tVx+EEDILEw6Emg2DwfDszvbt23/00UeNUxZCCNWbjU78hdDz4OOPPx42bNjLL78MAN9++61MJnvvvfcuXbq0du3aqqqqnj17zpw5UywWK5XKzZs3t27dOjMzc/ny5StXrkxKSiJJcsKECWPGjMnKytqwYcPq1asB4MiRIz///LNWqx08ePCUKVMoijp27NiPP/6o0Wh69+790UcfyWQy0wo8e9S0rJUrVzbN9wUhJET4hAOhJhMaGpqcnMxtnzt3Ljw8/PHjx4sWLVqwYMG2bdtYlv3222+5o1evXm3Xrt3y5ctPnjz58OHDHTt2rFq1auPGjRqNxni3jIyMH374YdWqVd99911SUtK1a9eys7PXrl27bNmyXbt2qdXqrVu3mpZe3VFjWY3yPUAIPS8w4UCoyfTr1+/ChQsMw2RmZpIk2aFDh3PnzvXs2bN9+/YURY0aNerUqVPcmY6Ojq+++ipFUc7OzmVlZffv32/btu3hw4dNn1gkJCS88sornp6eLi4u8+bNc3NzO3v2bFhYmLe3N0VREydOPHPmjGnp1R01ltVY3waE0HMBX6kg1GS8vLw8PDzu3r177dq18PBwACgqKkpJSZkyZQp3gqenJ7dhXOvhxRdfDA8PX7RokV6vHzFiRGRkpPFuRUVFfn5+3Lavry8AHDp0yHgHLy+v4uJi09KLi4vNHsV1JRBC1oAJB0JNKTQ0NCkp6cqVK5988gkAuLi4hIWFRUVFAYBGo8nKyuJOI8knDyNLSkpGjx4dGRl579696Ojovn37Gm/l4uLy+PFjbvvatWs0Tbu6uhYUFHB7ioqKXF1dTYuu7qixLIQQ4hH+ZUGoKYWGhh4/fryioqJ9+/YA0KdPn1OnTmVkZBgMhnXr1sXHxz91/pEjR1auXKlSqVq0aEGSpGkfjtDQ0MOHD5eUlJSXl69Zs6aysjIkJOTUqVM5OTk0TW/fvt00OwEAy0cRQohf+IQDoabk6+trMBgGDx7Mfenl5TV9+vTo6OiKigp/f/85c+Y8df7IkSOXLFkyYcIEiUQybNiwwMDAO3fucIc6d+781ltvTZs2TavVDho0qH///gRBTJ069dNPP9VqtT179vzPf/5jequ2bdtaOIoQQvwiWJZt6jqYoVQqm7oKCCGEngtcnydkbfhKBSGEEEJWhwkHQgghhKzOWn04NBrN8ePHhw8f/tT+WbNmGV+XDB8+fOrUqVaqAEIIIYRsh7USjo0bN6akpDybcOTn52/bto2brQhH3yGEEELPCaskHElJSenp6c/u54bwOTo6WqNQhBBCCNks/p8xPH78eMeOHcapEk3l5eUBwPTp0ydOnLhkyRLjJEUIIYQQEjaen3CwLBsXFzdp0iSzjzG0Wq2/v//UqVOdnJzi4uI2bNhgnGaguLh4xowZ3PaIESPeeOMNfivGI5IkGYZp6lrwhnuxJbCIBBYOYAPZMGwgGye8Bmq+eE44Dh482Lp168DAQOOUzKb8/Pzmzp3LbY8YMSI6Otp4SCwWd+nShdv28PDQ6/X8VoxHEonElqtXV1KplGEYIUUksAaSSCQsywosIoGFgw1kyyQSCQBYjgiXKmwcPCccaWlpycnJJ06cYBhGo9GMHz9+/fr1Tk5O3FFufAo3xYpIJBKLxcYLFQrFvHnzjF8WFRXxWzEeKRSKioqKpq4Fb0QikcFgEFJEAmsgZ2dnmqaFFJHAGsjJyYlhGCFFJLAGUigUAGA5ItNVl5H18JxwGF+LZGVlLV26dMOGDdyXSqXS29u7sLBw06ZNsbGx7u7uBw4cCA4O5rd0hBBCCNmmRlpLZfbs2TExMaGhofn5+fPnz9fr9YGBgZMnT26c0hFCCCHUtGx0LRUbf6VSXl7e1LXgjbOzs/BeqQisgWiaVqlUTV0R3gisgbhXKthANot7pWI5Ind398aqznMNp95CCCGEGopl2e+++65nz54KhcLX1/ftt9++fv06j/fXarUEQfB7z0aGCQdCCCHUUCtWrJg5c+bw4cMPHDjw/fff29vbDx48+ObNm3zdn6KoWbNmeXh48HXDxoevVOpMYM8b8ZWKjcNXKjYOX6nYuEZ7pdKxY8d33nln4cKFxj2DBg3y8vLasWNHw28uDI3UabSubHlUNEEQtly9uiIIQngRCSkcEFxEwgtHeBEJLBxolM+UsrKytLQ00z3r1q2rqqoCgOTk5BEjRixbtiw6OrqioqJ3797ffPMNN/VUeXn5p59+eujQodLS0gEDBqxbt65NmzYAUFhYGBUVdfz4cYVCMW7cuC+++MJgMMhksmvXrgUEBFR31f79+6Ojo1NTU728vD766CPjuFEbUXPCodPpcnNzn9rZrl0769TnCVseFU2SpC1Xr664Py5CikhgDUSSJEEQAotIYOFgA9kybqbRRojogw8+WLJkSWZm5ujRowcPHhwQEODn52c8WlJSEh0dvWbNGi8vr+XLlw8YMCA9PV2hUIwaNYphmJ9//lkul69evfqVV145e/asQqEYMmSIl5fX77//npGR8cknn2i12piYGOPdzF5VXl7+xhtvfPzxxxs3bjx58uTMmTP79OkTEhJi7cBrr4aEY/fu3REREWq1+qn91n4RU1lZadX7NwRFUbZcvboSi8UGg0FIEQmvgWiaFlJEAmsgkUjEMIyQIhJYA3HPNixHJJfLG17QF1980bdv3127dq1evXrWrFnu7u7vvPPO4sWLHRwcAIBhmK+//nrMmDEA0KtXLx8fny1btgQFBZ0+fbqgoMDZ2RkAfvrpp9atW+/Zs6dly5ZpaWknTpxwcXHp27evwWBITEw0FpScnGz2Kh8fH71eP3ny5I4dO/bq1cvf379Vq1YNj4tHNSQcs2fPnjBhwmeffcZLeyCEEEJCNXTo0KFDhwKAUqn89ddfly9ffufOnUOHDnFHw8LCuA25XN63b9/bt287Ojrq9XrTfqAGgyEnJ6eoqKhbt24uLi7czoiIiIiICK1Wy315584ds1dNmDAhODi4a9euQ4cOHTRo0MiRI729va0fdB3UkHAUFxd/8sknPj4+jVIZhBBCqPm5devWwoULt2/fzi3Z4evrO2/ePLlc/vHHH5vtUExRlMFgcHJyatGixbOdFpYsWWKh00l1VwHA2bNnz549e+TIkc2bN8+aNWvXrl0jR45sWGR8qmFYbL9+/e7cudM4VUEIIYSaI4VCsWfPniNHjpjuFIlELi4u3CsVAEhISOA2NBrNuXPn/P39u3btmp+fb/yQzc7ODg4OvnHjhr+/f0pKijFT2bhxY1BQkPG21V114sSJ2NjYfv36ffHFF1euXBk6dOhPP/1k1ajryvwTjrNnz3IbkyZNmj59empqau/evU3fqoSGhlq+r0ajOX78+PDhw5/af+vWrfXr15eXl/fv3z8yMpLrzoMQQgg1X97e3h999NG4cePmzJkTHBwskUguXbq0aNGi2bNnc8NkAGDGjBkURXl5ecXGxmq12kmTJjk7O48aNWrkyJFxcXESiWTx4sUVFRVdu3b19/dv2bLlxIkTo6Oj09PTFy1a9NZbbxnL8vX1NXtVYmLiZ5995ujoGB4efvv27cTExFmzZjXR98M88/NwmK7jalaNixd//fXXKSkpxsXbODRNT5kyZcaMGb6+vp9//vnQoUON77SegvNwNBqch8PG4TwcNg7n4bBxjTm1+aZNm37++eebN2+yLNupU6f333//vffeIwgiOTk5ODj4jz/+mDt3bkZGxksvvfTNN9907doVAKqqqmbNmrV///6KioqwsLDVq1dzg0Czs7OjoqISEhKkUum4ceOWLVvGDYbihsVWd1VcXNyaNWuys7NbtGgxYcKExYsXi0Q2NPmFVSb+SkpK2rlzp1qtfirhuHLlys6dO1esWAEAZ86cOXbsmOkcKaYw4Wg0mHDYOEw4bBwmHDbOFtZS4RIOg8EgpAlO6qGG3Gfo0KHGHrac0tLSyZMn//rrr9Vd8vjx4x07drz//vtr1qx56lBBQYGx0yy3Wr3xkF6vv3fvHrft5uYmkUhqH0MjIwjCpnLGBiIIgiRJgUUksHCEF5HAwsHfIFvGvdEQUkTNl/k2qKio4B5OHD58+KuvvjI9dP/+/VOnTlV3O5Zl4+LiJk2a5Ojo+OxRlUpl7Agil8tNU87i4uJ33nmH246IiIiKiqpbHI2LG/0sGBRF2XKGVw/YQDZOYA0EgotIYOFAU0cklUpxsCdUl3Co1er4+Hhu27jBIUly+fLl1d3u4MGDrVu3DgwMzMrKevaog4NDfn6+sQhj310AcHNz+/nnn43bpaWldYmiUdnb2wtpVhxHR0eaprn5d4UBG8jGCayBHBwcWJYVUkQCayB7e3uoaeIva6cjgYGBGRkZVi2iWTCfcHh4eJw+fRoAevfuzW3UUlpaWnJy8okTJxiG0Wg048ePX79+vZOTE3fUy8vLOF1aTk6Ol5eX8UKxWMxNLM+x5T4cLMsaDIamrgVvWJZlGEZgEQksHOFFJLBw8DfIlnH9FIUUUfNlPuE4fvw4txEbG2vcNjV48GCzFxqXisnKylq6dKmx06hSqfT29g4ICFizZs39+/d9fHwOHz48cODAhlYfIYQQQs2B+YTDdG6yyspKLkOkKIqmaTs7uw4dOty8ebNOxcyePTsmJqZLly5z5syJi4vTarVBQUHh4eENqTpCCCGEmosahsXu27dv2rRp33zzzcsvvyyRSM6ePTtlypTly5ePGjXKqtWy5VcqAhszhsNibRwOi7VxOCzWxtnCsFjEqWGizwULFsTFxb322mt2dnYikWjgwIGrVq2qbvIMhBBCCCGzahia/ODBg6dSPxcXF7MjUBBCCKHnEy9P5QX/oKWGJxx9+vT54osvjE8LVSrV4sWL+/TpY/2KIYQQQkg4aujDce/evQEDBmg0Gm6pugsXLsjl8oSEhE6dOlm1WhqNxqr3bwiJRKLT6Zq6FryRSqUMw9S4OE4zIrAGkkgkLMtiA9ksbCAbx02aZzkimUzWwFLwCUdt1PBKpVOnTvfu3du+ffutW7coinrzzTcnTJhgumyslajVamsXUW8URdly9epKLBYbDAYhRSSwBhKJRAzDCCkibCAbJ7AG4pYvsRxRwxMOVBvmE47r1697eHi0atXq+vXrANC7d+/evXtzh5RKJQAEBARYtVo0TVv1/g3BsqwtV6+uuHmlBBaRkMIBwUUkvHCEF5HAwgHb/kx5fphPOAIDA2fNmvXll18GBgaaPcEaa8wihBBCSKjMJxwajYZ7DGXLfSkQQggh1FyYH6USGxt75swZjUYjrUYj1xIhhBBCZjEMM3bs2KauRc3MP+GIiYlZuHChVCrt06fPwIEDBw4cGBISYmdnV5s77tu3Lz4+XqfTBQQEREVFPdUZZ9asWVwvEAAYPnz41KlTGxgAQggh9DxjWXb//v1NXYuamX/CUV5efv78+djY2BYtWmzZsuXll192dnbu16/f/Pnzjx49amEa7IyMjPj4+BUrVqxfv760tPSppe0BID8/f9u2bXv27NmzZ8/kyZP5DAUhhBBqOoReT2jUdf7P4pBdvV4/adIkT0/PFi1axMXFcTv//PPP7t27+/j4vPfee1qtdsyYMVqtlpsia/v27S+88ELr1q0nTZpUWVlZ3R1iY2PbtWvn6uoaHh6el5dn5W/ME+afcEil0uDg4ODgYG7119zc3PPnzyclJR0+fDgmJkYkElU36DwvLy8sLIwbTBwUFJSZmWl6lOsR4ujoyG8MCCGEUJOTHtkvvpNS16uY1t6VEyZVd3T37t1KpTIzM/PBgwcvvfTS5MmTKysrx40bl5CQ4O/vP3ny5I8//njPnj0ODg7JyclpaWkzZ85MTEzs0KHDxIkTly5dGhMT8+wdsrOzY2Jibt682bJly//85z+bN2+eO3duw0KvlRrm4QAAlmVzc3OVSuXly5dTUlLs7OwGDBhQ3ckhISEhISFlZWWZmZkJCQnjx483PcqlUdOnTy8uLu7SpcuHH37o4uLCHSotLY2NjeW2Bw4cOGjQoPrHZGUikUhIORNFUQRBCCkigTUQSZLYQLaMoiiKooQUkcAaSCQSQXP+h66Hh0dRUdGNGzf69OlTVVUFADt27AgPD+/evTsATJs27d///veaNWu4k/ft2zd27Fg/Pz8AmDt37sSJE2NiYp69Q/v27TMzM11dXQsKCgiCaLS1+qpNOB49evTnn38ePXr02LFjxcXFgYGBQ4YMmT9/fmhoaI2dRlNTU7ds2cKyrLe3t+l+rVbr7+8/depUJyenuLi4DRs2zJkzhztE03R2dja3XV5ezo2RsU0EQdhy9epBYBEJLxzhRSSwcOCv2aWEARuo3lh3T9qnQ12vol0tTTA6aNCgcePGjR07VqvVTp06dfHixdnZ2efOnXvxxRe5E0w/Z3Nzc41ftm3bNjc31+wdAGDx4sV79uxp06YNRVE+Pj51rXP9mJ/a3N/f/86dOy1bthwyZMiQIUNefvllT0/Put46Pj7+2rVr1S0tq1Qqo6Ojd+7cafYoLk/faHB5ehuHy9PbOFye3sY1zvL01pva/NGjR1Kp1MPD49q1a6NHj961a9elS5fu3LnDPdWoqqq6e/duQECAg4ODWq1euXJlVlYWd+jGjRvjxo27c+fOs3e4e/fuhg0bDhw44Ozs/OWXX5aUlCxbtqzh9a+R+U6jZWVlAODp6enh4eHm5ubg4FDL2+3du/f48ePcdufOnXNyckyPKpVK4xAVkUgkFovrWWuEng8aVrcwY1Pco18YlmnquiCEmsBPP/00ZcqUkpKSdu3aURRVUVExbNiw3bt337x5U6fTffLJJ99++y0AGAwGhmFGjBjxyy+/pKenGwyG2NjY1157zewdioqKPDw8FApFUVHRli1bGm0lIPMJR3Z29u3bt9977z2lUjl27FgXF5ewsLAlS5YkJSVZniDW3d39wIEDubm5lZWVBw8e9Pf35/YrlUq1Wl1YWBgbG1tQUMAwzIEDB4KDg/kPCCEB2Vp0dGnmj7Pvr40r+LWp64IQagL/+9//dDpdp06dunbtOnbs2PDw8Hbt2n3zzTdvvPFGmzZtcnJyvvzyS4qiBg0a1L17986dO3/55Zf//ve/fXx8xGLxggULzN4hIiJCIpH4+fm99dZb06dP3759++XLlxshlhpWiwUAg8Fw8eLFY8eOHTt27Pz583K5PDw8/Nnxrka7du36888/tVpt9+7dP/jgA66rzqhRo2JiYrp06fLbb78dOnRIr9cHBga+//771c3tga9UGg2+UrFlX+btWJG7HQAogvyt09K+Dt2aukY8EFIDAb5SsXnN/ZWKkNSccABAYWFhUlLSuXPnjh49euXKFYIgGMa6D3gx4Wg0mHDYMmPCAQAeIudTXdZ4ilyatkoNJ6QGAkw4bB4mHLbD/CsVhmFu3ry5YcOGd99919fX19PT8/XXXz906FD//v337t1ry9kAQkJVaCidlvl/jdmZ47fHiSF3/rsk56dGKxEhJGDmh8U6OzurVCqCIHr06DFs2LCwsLABAwa4uro2cuUQQqZOqq6uyd8zo8WbjVDWwdKkDx+sMrD0Gs2vn7QYJydxBSWEUIOYTzgiIyMxyUDIdoxw7nug9BwALM/bFuzgH+zQ1arFJaquT8lcbmBpAGCB1bMGOWDCgRBqEPMJx+rVqxu5Hk9xcnJq2gpYIBKJbLl6dUVRFEmSQoqoWTRQoa6UBrqFxM3yadLHTz7mx7X6Vxt7r/XZew0s/d+sry722uQudrZS3S6U347IWKpjDcY9CoXCSWRpbDwLbGpV1gtyb4ow/5bWVLNooNrTEno7sUxIEQmsgbiZRoUUUfNV89TmT1m3bt0PP/xw8eJFa9TGiJsIxDYJrEcVdhptfHfVD4YoP6FZev8Ly3va+1o4U6vVchtVVVWfebxztuT6TfX9bG3hOzcX7ej4OQEE73W7o3nwetrcClpturO8vBwoS+Phox6s3llyfKhT8E8d5tdYhO03UI3K6MozqhuJFdcTyq95yVxPBHyNnUZtVuN0GkW1UeeEQy6XOztb659WCD0PLlWlqhktAGws2r/O/pNaXiUlxN+3n/1y6kwVXXW8/PLX+Xume73Bb8UydXlv3ot+bFABQIBdJw2jS9Vk1XjVQ13B7scnASBBdY3f+tgUHaO/VJWaoLqWqLp+tUpJ/9V794Eur9xQyX/qh5Dg1DnhePfdd999910r1ASh54VxpMkfpedVbaocKfOz0Tyrg7TVKu9pUzJXAMCy3K3BDl2D7LvwVas8fcmYtM/y9SUA4Cvz3tVx0cT7i2tz4Zaiw9ynLws1j7FvXlhg72qyEsqvJaiunatIqWI0z57jZ9c2W1fYBmp4O4YQMp9wJCcnW76sT58+VqgMQs8XNaP9vfTM225Dan/JSJf+Zytu/lh0yMDS72d+ecJvtatI0fCalBjK30yPztLlA4C3xHN3x8VutbutjjVsLT7S8ArUW6mh4kzFjUJD6TjXQXakjK/bHixN2l92NrH8eoHh8bNHW4hdBzoGDnQMHOAY4OveXmDzcCBkJeYTjhonHbcwXdi+ffvi4+N1Ol1AQEBUVJRM9o8/Abdu3Vq/fn15eXn//v0jIyNJsuYuZggJ2M7i43VKOABgSZspFyvv3lJnZOsKpz1Yva3jggZ25qig1W+lL7yrfgAAHiLnXzt90UpS21favz8+XWxo7Pf9OtZwsfLOqfKriRXXr1fd456vbC46uKX9/PbSlg28uZbVz8r6dmfJ8af2zMMevQAAIABJREFUO1Dyvg7dwhxfHOAY4Cdr28BSEHoOmU84DAaD2f01ysjIiI+PX7FihUwmW7ZsWXx8/FtvvWU8StP0V199NWPGDF9f388//zwxMTEsLKx+BSEkDMmVt+9psjvJWtf+Eikh3tx+7uDUGSq66s/yi2sL9n7oObreFdAx+sjM2KtVaQCgoOx3dVrUQdqq9pdvLjpY76Lr6oEuj3u7cVJ1VUVXPXX0jvrB4NQZa9t9/G+n+j9/zdUXT8pYdrkylfuSIshu8g7ck4wQ+64SEtebRKj+zCccFEVVd0FRUdGwYcMuXLhg9mheXl5YWBjX4zcoKCgzM9P06PXr193d3Xv06AEAr7766rFjxzDhQGj345NzW75dp0vaS1uu9P5wauaXALA05+cge//e9p3rUbSBpd/LXH6y/AoA2JGynR0Xdpd3qP3lKeqMi5V361Fu7WXrCrnBIImq64WG0mdPcBUpSv56xKKiq97NiJnX8p0orzH1eOqTVHErMiOWK0VMiKJbvfu22xAHSt7AEBBCnBo6jV6/fn3KlCkZGRnGPVVVVT4+PtWdHxISEhISUlZWlpmZmZCQMH78eNOjBQUF3t7e3La3t3dhYaHxEMMwxpGZUqmUIGy607eNV69OuFhsOaIiQ9mO4mNnK25Och/2ilNQbS6pTTgbC/efKr86r9U7XeXtLZ/5Ze6OW+qMRa0j20lb1KrGdaze7pKTc1pOJC3OYEEQxFNXjXEdeEZ14+fiI3rW8H7mim0do7/K29VB2nJ+q//U8rOWYZnpWXGHy5IBQEKKt3SYF+Rgvgvqs6Vzfij8w3JoFsKp8ZwtRYfXFey9p8l+9pAjZRfq0H2gInCgYyDDMv3ufAgABBAssDTLfJGz5ab6/pp2H9WpS8cPhX/Mf7RRzxoAwEPkvLnD3NrPrlbd96f5Elg4IMSImqMaEo7p06fb2dmtWrVq+vTpq1evFolE8+fP/+233yxflZqaumXLFpZljekFR6VSyeVP/rkgl8tNB0YXFBSMGDGC246IiIiKiqpzKI3IzU1QPdIpinqqq40tYIE9WXL5u+zf9xYk6Bg9AFyovHMv9FcPSc2jsmtsoBJ9+bwr37HA2knlvwXEWjjzTmXm8txtAODt0GJtl/9XlwjM0zL6/ZnnTfc81BXcJB8Mcu317Ml2ZU8GsDg4ODwb1AaXudeT029U3HukKxyS+rGW0QNAf6+eoz3DalOTaXdX7i45CQAUQW7vvmiMZ/hTJ3AzJgGAq6vrsxN/lRoqfitNBAApKZaR0jJDBUEQtfzVqPG0Klrz6dW1tMnCMWJC1Mep67/cgl527R3k5C8injyFvVOZyW287tm/jdTzm4e/AkD849P39bl7A2M7yGt+V6Vl9B/e/XJT9n7uy96KLnsClnnLvGoTSO0jal4EFg4IMaI6OXv27GeffXby5Mlann/58uVp06adP3++5lProoaE48qVK/v37w8LC/v999/d3d2HDx8uk8kWLFjwyy+/WLgqKCgoKCgoPj5+/fr1CxcuNO53cHDIz8/nttVqtYPD33/CFArFvHnzuG1fX19bnodKJpNpNGZGxzVTdnZ2NE0bJ5iyBUX6sm2FRzfn/5H+z3/dlhsqFyk3xvp8YPny2jRQgbaIG8NZpquw/MNWUFHMbZRqVQ3/sTSw9DvKxSdLLgOAHSWL8By6LncvAHyftS9IYuadiE6n4zY0Go3Z0jd3mjfgxv8qGQ2XbQBATPqPQ+zM5C5P+eLhj98+2gMABBBfd/j4Fbvez96fpp9M9lVZWfnsW9bvcn+rpNUAMNJtwLnym2WGCgCozbeoNg1UYijnsg0nyn6i5yvhTj37OwXY//XEQlP597xkLVjnng5+NyrvjXTqP8Y9rJu0/Yz7cRpGd6PiXq+kST++MH+Q80sWCsrRFU1MXXSp4smLoYmeQ1a3/0hmkNS+reVyOcuyQvqbILA/cdy/ctVqtYVzTD+MmjudTieRSJ7a2b1796+//rpxyrKghoRDLpdzK9H7+fndvn17+PDhQUFBU6dOre78vXv3KhSKwYMHA0Dnzp0PHvxHhzIvL6/ExERuOycnx8vr739D2NnZjR79d8c3W16QViKRCOm3USaT0TRtCxGxwJ5V3fyp+MgfpedM59W2J2WvuoT+WnLKwNIb8/a95zrcW+Jp4T61aSCt7kmCxTCM5ZONH/kN/y6xwEY9WH2g5BwASEjx5vZzX7Lz+yHvgJbV/158OqbllGe7Cxi7b+v1erOltyU8vvT+3/8erDLuuVyReqzwQj/HHhZqsrZg74rsbdz2otaRbyoGmr25cTCaRqOR/DPjYIHdmLeP245w+ffZshvc+bX5FtWmgTSGJyf4ydouajEJAEAHGjB/1aFOK7SsXk5KNRrNGMcBHV5o+W5GTI6u6LFBNfruvM9aRkzzMt+p9kLlnUn3l3EDX0UEtbj1e1M8XgUdU11BZkml0hp/ipoXgf2J4z4RLUfEV8JRxWh0TJ2HXIgIykJXocGDB0dGRk6cOBEAZs6caW9vv2TJkj///PPjjz9WqVSDBw9eu3atVCq9fPny559/3rFjx9u3bx88ePD999//448/SJKcO3fuRx99dOfOnTlz5nBPOLZs2bJkyRK1Wj1+/PjY2FiKorZv3/75559XVVUNGTLkm2++sbe3N63As0dNy/rzzz9rH2kNo1KDg4OXLFmSkZEREBCwe/fu0tLSI0eOWMho3N3dDxw4kJubW1lZefDgQX9/f26/UqlUq9UBAQG5ubn3799nGObw4cMDBgyofUWRgJXQ5WsL9obc/mDUvfl7Hycas43u8g5fev8vpdtPX7edMdHtXwCgYw3cC44GenaMQyOY9/C7XSUnAIAiyHXtPhnk2NOJsh/mHAIAVYxmf9nZ+t32Tddw7ptjtCb/Vwvn7y89uzB7M7f9SYu3PvAcWY9CE1XXud4V3eTtjf1Vdaz+s0cb/yy/WGlugqxaemxQHSg7tzjnx9pfQhKk6WK2L9q9cMzv//rY+wMAzTKLcja/n/klN7WrqS1Fh0fdm89lG24ixa+dvpji8Wq9q40QAMzM+vqFm+Pr+t/Y9GgL93z99deN/3Tfv3//2LFjCwoKxo0bt3379vT0dIZhPv74Y+7oiRMn/P39Dx8+vHv3bqVSmZmZefLkyblz51ZWVhrvlpKSsmDBghMnTly5cuWPP/44efJkWlrazJkzDxw4kJmZWVlZuXTpUtPSqztqLKtO358aEo5Vq1bl5eX99ttvr732mk6n8/LymjJlyrRp06o7v3///sHBwQsWLPjvf/9rMBjee+89bv/s2bMzMzMpipozZ05cXNz//ve/du3ahYc//c4YPVdYYM9W3Jya+WX3mxGfZ/+Qrn3yAsWOlL3tNuSo36oTnePedR/K5f6zWoznPlR+fXzqjvpBQ8q9Uqkcm/55w+tfJ8tzt31fdAAACCBWen/4mnMot/8tt8Hcxo7iY/W++bI2U01nhjipunpTfb+6k38rSeReJ032GDGn5cT6lWgcDRvpMRwAZKQEAGiW2VC4b0L64hdujH81bc7KvJ0XK+9yS85apmMNZ1Q3lub+NCT14y4pb0+6v2xb8ZN/NplmErXnIXLe+8JSrm4AsPdx4jDl/3uoK3hSHKP/OOubWQ+/5foGBdh1Oua3OtShez0KQsjaXn/99SNHjjAMc/v2bYqievTosW/fvvDw8O7du1MUNW3aNGMPB1dX16lTp1IU5eHhUVRUdOPGjc6dO1dVVZk+sfj1118jIiK8vb09PT23bt3aqlWrffv2jR071s/PTywWz507Nz4+3rT06o4ay6pTLDW8UunUqdPt27dZliUI4syZMydPnnRzc+vbt6+FS8aNGzdu3Lindu7du5fb6Ny5c1xcXJ2qiISnxFC+q+TET8WHnxqD0E3e/j/u/37DJezZ2b5biF3f93gtLn83zTJLc3/a2mFB/YreUXJsVta3pq9sGsH6gt9X5u3ktj9v/a7pTF8DHQJbiF3z9CVJFbcf6PLaSeozEEZOSkMcupque/J1/p7vfMx3cWWIJz0xI92H16MsAMjWFR4puwAATpT9GJeBALCg5btLcrekaR5xJ+hZQ1LFraSKW8tztz0ZUeIYONAx8AVZG+NNWGBvqTMTVFcTyq8lVd5+9gkEAUQ3efv/13I81IuYEC1v898e8o6fPlyrYw0p6oyXU2du9PnUT+Y9KWOZcTTvm67hq9pOkxF1eA+NUHXaSrwC7DrV9aqOUktdm9u1a9emTZsLFy6cOnVq7Nix/5+9O4+LqlwfAP6cc2ZndjYREQVkUUEkRdRcUFNzTa3Uuml5TW8Ztv80NTPvzWy9YZu0aFp4bTG9Zi6Ve4p6yyAVFQRxYRvWYZh95pzfHwcnBBy2M8wwPN9Pnz7HOYdz3nfeWZ55z/s+LwAUFhaePHly4MCB7AGOyRnBwXXnGTNmzOzZsx988EGz2bx48eK1a/9ao6CwsHDw4MHsdkJCAgBs2rTJcYaePXsWFxfXv3pxcXGTex3XapXm11KpqanZsmVLdna2zWbr27fviBEj2nAZhFgZtRe2lO/7ofpE/a98CSm6T3X3fN97nS+dmhI4a2vF/iqb7oD2zBn9xdYuI2JlbC8XfvZ5o5mcrrat4pfVhZ+z288GPtggSRdFkA+qx2wo/Y4B5uuKQ/8X9BAnF91d/esKyyO92hS+NGtrxQG232K2eiw79XSSMmmSMummpeyYLuuo7o9juqxyW92Czzq7Yb/2NDv5trvAb6R0wCB13xMVWcfrHVNfsMB/pHTAKHn8SNkAf15714l82PeeKFHIgqvri60Vlbaa2XmvKCgfNjUqj6DWBC9Y7D+tnZdAyGFl93krYR7np2Xvqvzyyy9paWkAEBAQ8MADD2zYsAEADAbDpUt10bMjc3dxcXFKSsratWszMzNnzpw5depf9woDAgJKSkrY7aNHj1qt1m7dul2/XvdbpbCwsFu32z407rS3bVnCm/mb7OzssLCwf/3rXyUlJVVVVW+99VZ4ePiFCxfacCXUlVXZdBs1/x128Ylpuct3VB11RBv9xL3f6PGPc/2/SO35tPNoAwAUlM/SgLr1UdcWftGqApTbtLOurHJEGyNlA5wfX2Qp31558B8Fbz+cV/fjYGfVsVbdJmDt0Z587sb77C2Mv/tPXtH9kcbHzFaPYTe+rjzU/vXP4iV9AMDO0B+WNjN9vW0stPWr8p8AgADiMb9J9Xf1EPg/5DsurdeL2bFfHone8GrwgjGyhPr3RNhn9YUr7++sOlY/2pBTPvcqkl7vsfhkzMeZ/TZtCH16lmpU+6MN1iCf6J+j3mXDUxtjZ6MNNSX/JvxVjDZQpzB9+vRt27ZVV1fHxsYCwKRJk7799ttz585ZLJbnn3/+ww8/bHD81q1bH3/88crKytDQUIqi6k+5mj59+hdffFFSUlJRUZGSklJdXT1lypRvvvkmLy/PZrOtX79+2rTb3hTO97ZWMz0cTz31VFJS0rfffsvOLDKZTLNnz05JSTl06FB7roq6jlO1F7ZWHNhd9auZsToeFJPC+5Qj5vlNGNTK/JgLA6Z8Wv5DkaX8tD77gPZMC/OAZRpyH736eqGlDAAoglwZNG+mamT8hQUNDtPZDb/W/nlMl3VUl+m4O+DQ4DbB3dK4kbIBDW4TNHC45uzigrfZ6Z0PqJPXBS9q8rBIUUiCT+RZfc51S+nJ2vNtG0zQja8GAAKIV7o/Ojt/jYW2/qfil/8Leoirr22HH7UZ7EDLEbK4O2VkJ4DoJ+7dT9z7yYAZFsZ2pjb7qC6z/ronAMAneIN8okbJ4kfK4gdK+jjyarhCIF+9M+K1FYWfbCnfDwCx4rAtYSudz3VCyHMkJCRYLJaHHqrr/gwNDf3ggw/uv//+qqqqoUOHbt68ucHxTz755K+//hoRESESiR577LHk5GTHgqyJiYkvvvjisGHDjEbjnDlzZs2aRRDEW2+9NXHiRKPROHbs2Jdfvu1udXR0tJO9rUU4WYYNAGQy2b59++6++27HIxkZGRMnTtRqm+gL5ZAn5+EQi8XOp3R3Li7Kw1Ftq91W9tPm0r2Xbh/g2U/S+7HAyXP9x8kpnzv9rXNbNPueynuXPdXJuI2NE3Q2aKB0zU/PXE010RYAUPFkm/qsGKccdNOsiTn7MACMkA9YFTL/sPbsYe3Z32svN+66YPNX1t9ooIcwYLR8YLIyYbRiYABf5Xj8tC57WvYydkHzSaqh6VGvOPlO/az0h2fzNwDAw/7jN0b8Nfbi9ZtfrruxFQA29VnxgJ+zQdYm2vJJyX8jxT0nqoYsyXtnq2Y/ADwfPGdNz783OHLu5VfYqbm/x2+KFIc0ca5bks+lsAkqChN3OdprwoXnTtacA4D0qFemqe928ueNVdtqj9VkXrbciBOF3S3/K69Gh/mh8kSBqfjvgVMkFGeX9r48HF72EdcxeTg4SeXArgrixZrp4aifqotVWlrau3czqaDbz3kY5F4Mw3hy8dqGwxpdMl77d+HXOyuPsd/xLDEpnOk76rHAyY7k2W2+4kN+92wo+jbHeOOC4er28oNz/cY1OMDRQDbGvuJa2saSumHV/SS9t0Wt6S0Mqt+Cx2uyJlx4rvFVosWhoxUDkxUJElI49eIyAHjAL/npoAcO15w9XH32pO68Y5DjTbPmq7IDX5UdIIDoJ+k9QZX4f8EPXzHenHVxBRttjFTEf9FnJQWkkyrPUo9+qWCjibbsqjj2du+nHN/E9f/E+TMmJPgpQfezhz0d9OBXZT/RDP1pyQ/PdZ/TeARugyeqWY4jLxiustFGsND/XmVSaxtRQflMVQ1/8Nb3Wce/j6ao6ga8c35pb/pM8LKPOLYu3lSjzquZgGPt2rVLly4FAHaVtSNHjjz77LNpaWmOFIStnRXTQh6V+LIBoVDoycVrLbFYzFUPR6Gl7I3ibd9UHaqfkTpGHDrPb+IDqmQF5QMctexL3f722NXXAeBf17+YIh0qIG57GbMNVGGr+fvV9Sdqz7EPTlUOfz/0GR8QsQVwpPOqL5CvZu+SjJLFs3coAIBdRhUAgIZIXo9IdY/F6mmO2wRHdZl/GvPY+jLAnDfknzfka0xV+7WntXY9AAyU9NkSuoKwMmZwVnEx8MfLB++uPqGnTd+VHHLMlXW80axWa8ufup6k/yRF0p7qkzV2fVrhrpTAWfX3sqn82CfBTDo7p+Mz2mw2mykeAKQV1UVvj6jH2y02O7Rlso+XvYNEIhFN095UIy9rIKFQCM198shkso4qTpfWTMCxYsWKysrK+++/v/6DkybVjRTr1atX/XXdUJdVaatJLf3u87I9joEaIkIwXXX3fL9727aKqXOTlUPv8on6XX/5hkXzRfneRY2G/v1pyJt/9bWbljIAIAnypW5/e7rb/U0uaSYk+CNl8aPk8SOlA2LEoS0sgIDg3S2Lu1sWtxLmVdl0J/TnjtZkHqz5nc308GXFAfawaHHo9vA1LVxudK7vuN3VJwBge+VBR8DRZikBs/ZUnwSAtLLdiwOmN4jJ2kZnN3xXdQQABCT/Eb8J7T8hQqhLaeZjaM+ePU72spEj6soMtOmTsh/eL91RY69LZiciBI8HTE0JmKXiuepHAwHEqqB5M66sBIB3S75+SH1P/S/1baU/PZHzlomxAICC8knr9eJY+R1X0xgq678t3Fmav2apeLIpimFTFMP2a08/kv8vx+M9BYHfhq9V8+QtPM9o2cBAvrrUWnmy9vwNi6adQxoTfCJHyAYc12WVWiu3V/wyz29ie87G+qbyUK3dCACTFEkBPFWzxyOEUH3NTIsdMmRIVFTU+fPnf/755yFDhojF4kGDBg25JT4+vmNKiTyQlbF9Ub4vMXvxa0Vb2WiDR1B/8x1/um/a6u6Pui7aYN0ti0uWDQSAClvNh5q/5n++UZz+2KXX2GgjWhz6U9S7TqIN1wnkq3f0+ZfjvkxL8AjqftVoAGCAYTOgt1PKrYQfH2p21r/J1TYMMJvL97Hbbc4YhhDqyprp4bhx48bEiRMrKipKS0tXrVq1aNGi2traH3/8MTT0jp3Pp06dSk9Pr6ysDA8PT0lJ8ff3r7/3hRdeyMnJYbcnT57sZB045LEYYHZXn1hX9GW+uYh9hABisnLoiqBHnMwR5dzLwY8evZxFM/THml1/95/ix1PQDJ16axmRKcph7/d8poW3M5zg37oZQTUXnTuOVPFk34avbUPSrTnqMWzw9HXFwee7zW7yHlDLJcsTYsVh54z5+eaiH7UZjmTqbXOy9jybyTRGHDpU2q89p0IIdU3NfIY+8cQTAwcOLCws5PF4ALBjxw4/P79nn332TsdrNJr33nsvJSXl888/DwwM/PjjjxscUFpamp6evmPHjh07dixcuLD9FUAd7EjNH/dcfm7h1Tcc0cZwaey+yLc2936pI6MNAIgVh92nvBsA9LTpneLtAEADY2VsABAm7L6p9/L2RxsAEC3qOV4xuIfA/2G/e5wfmSTtlyTt11sYtD1sTcuHg9x2LXEom7arwFJyqja7LcW93dLAutFXzpdza4lNt3KmNUj2hRBCLdRMD8exY8cOHjzomIoSHBz88ssvNxhDWl92dnZcXFxkZCQATJ8+fdmyZfX3slPVcTxwJ5VpyP1n0ZZjuizHI9Hi0Be7zW3nT+f2WNl93h5thoW2bqnYvzhweg9+XXeakOS3s3vAgUdQ6WEtGuThQ4p+6LO+nZebrR6TacgFgK8rD7a/I2GqcniYsHu+uSjLcOWoLnOUrI33QEutVfu0pwFASonZ+z4IIdRazQQcCoWiQUIbi8XiJGJISkoaNGgQu52XlxceHl5/L5vCfenSpRUVFTExMUuWLFGp6oae6fX6776r+xHWv3//6GjupzZwhaIoNpOMdyBJksfjOa/RNVPJO0XbvyjdS98aChAiDHgx+KH5gZOoRnm3OlKUuNf8gHs/LdltZWxva7anRfwf+zhBEM5rJLqV6IIkSY9qzb91n7imaJOZtu6qOv5un6fZnkUAEAgEbSvn0uAHnslPBYAPy3ZODBgK9aayi0Qi5+d0LJeQXv0z23X0sP/4AKlvG4pRn/e9g5p9vXUuXtZA7Avem2rUeTUTcEyaNOmVV175/vu6QXkXL158+umnnWRTF4nqPsePHz++efPm5cuX199rNpv79u27ePFihUKRmpqalpbmOECn073//vvs9vz58++6yw0D/Vqu/mq/XoCNOZrcVWQu/2f+ps8Lf7DeWv0kUKBeFfbYouDpApLfgWW8o7VRi7aV/ay3G78tP/xi2N/YB0mSdN5GgUJ/iiDtDK0WKjyqNX3AZ4rf3Ts0h/W06UDtGYGgbhVToVDYtnIu7j1z/c2vSiwVh7VnL9qvD5LHOAIOsVjs/JyOgGNbed1i8Sm9H+Tk6fKo55wTd3oHdVLe10DeV6POqJk3yZtvvjljxoyAgACbzRYUFFRaWjpjxow333zTyZ/odLrU1NTy8vJXX321wdjSqKiol156id2eMmXK6tV/9VR369btt99+c/yTkzSxLiKXy2tqatxdCs4olUqbzdY4l7zWrv9AsyNNs9uRUlNGSZ4MmPFEwH0+pKim0rW57VuOB7DYf9q7JV/TDP3ixbqY1W63N/sSer/nM8dqs57zne1pL7aZ0hE7NIcB4LNr/026dVdFp9OV89pYzoV+k/9VtBUA1l7+fFPv5Y6kZ1VVVeVGZ5/CNltdlFll1QHAcGlsoElebmrv0+Vl7yCFQkHTtE6nc3dBOONlDSSXywHAeY28Pqe4h2j+lsqhQ4dOnz598eJFhULRv3//Pn36ODnearWuXr06NjZ25cqVBNHwJjo7P4Ud4cHj8fh8j/iJjBqw0NbtlQdfL/7KsZ4nn+DN9R23POhhzlcC40RKwKyt5fvLbdrDNWdb/lcPqJMfUDtbncRdxsgTAngqja3q19pzPQT+zf9Bcxb4TX6/dIfWrv9Rm5FnLmz7efxxNixCqO1adAN+yJAhjz766Lhx4yIiIpwfmZGRIRaLFyxY0CDayMnJMRqNZWVl69ev12g0NE3v2bMnKSmp7QVHzXmjOP3dkq9b9Sd2ht5W8UvixcXP3/iQjTZIgpytHnO6b9o7IUs8M9oAACkldkzH8AI8gpqlHgUANEP/UH2y/SeUUZL5fveyJ/ywdGfbThLIV9+rGNL+wiCEuqw7Bhx//vnn3Llz//jjDwCora2dOHGiXC739fV97bXXnKyCc+XKlfPnz0+75W9/q7unvmzZsoKCguHDh0+ZMmXlypULFiygafqxxx7jvD4IABhgVtz85O2S7a8Xf/VZmbNcsfXtrT418tJTT19PZZdxB4DxisFHojd8EPqs5y/kvcB/MiedAR5irm/dinQ6u4GTEy7yn8pmN/+68mCJtbINZ5jnO4HPRX50hFA7nThxIjm5Rb2zzo9s+Xm40vQnSFZW1pgxY+Lj4yUSCQCsWrUqIyPj3Xff5fF4K1asCAwMvFMKjQULFixYsKDx4zt31v2umjlz5syZMzkqPGoaAYSIrBtsuOLmJxJS9JBvwyVV6zuty37pykcZtRccj9zlE/Vy9/nDpbGuLSh3hAT//4IeWnot1d0F4UaMKJTN2cXVCQP56jm+47aW77cwtrP6nNb+OY+gcPEUhDxEbGysY44Fy2KxOAaYOz+y5XtdoekejjfeeOP+++8/ePBgVFQUwzDp6enLly9/9tlnU1JS1qxZ8+mnn3ZkEVEbvNx9/iO+EwCAAeb5Gx/s055q8rBKW830P5eNzlziiDaixaFfhq3aH/l2J4o2WA+qxkSJerq7FJyZ6zRGbIMlATPaPId5onxIEL+9s2ERQm0wduzY9PR0dvvZZ59dtWrVxYsXU1JSAOD333+fMmXK008/PXnyZADYsmVLr169YmJinnvuuUceeQQAHEdmZWUlJyfPmDGjR48eyckwzkSgAAAgAElEQVTJmZmZ9feyf9unT58ePXq8+OKL7CLV69evDw0NVavVycnJbEqL9mu6h+PMmTObN29mtzMzM8vLyx3Jvu66665169Zxcm3kOgQQb4U8qaMNu6qO2xj741ff/E/4KyNkAxoctqVi/96KulECPQT+y4IefkCV7N7UGm1GEeTK7o/My38NAAiGm6xfbjRLPWpN0WYLbeXqhGHC7pMVQ9kFaVuIvJU8bYE/ZhdFqHnbfpdl3mz1mqahatuSEdV32jt9+vS9e/c+/PDDAPDDDz98//33RqPRsffQoUNTp05999138/LyVq9enZGRwefzhw0b1niI5JEjR9LT07///vtnnnnm7bff/uqrrxy7zp8///LLL584cUIoFI4ePXrChAk9e/Zct27duXPngoKC5s2bt3nzZscM0/Zo+qultLTUMVDj4MGDISEhjskpFoul8fQT5IEogvyw57Ps0mVmxjrv6muN+9LZxT8BYLH/tNN9P5mjHttJow3WvYqkCYpEAJisHOrusrSXmpLfIx/E7TlbO7T2XkUSAcQoWfzdsjhuS4IQaqHp06cfOHCApuns7GyKouLibnszqtXqxYsXUxT1/fffP/jgg927d/f3958/f37j80il0gceeIAgiMmTJ2u1t+U1+O677+bPnx8SEhIQEPDVV1917969d+/eBQUFoaGh1dXVBEFwNU266R6OiIiIX375ZeTIkQDw/fffjxkzxrHr9OnTDSrsCgqFwtWXaDMej+fJxWtgh/z1Kede/LU6q9ZufOjq2oPxG/r69HbsFVbUBePjuyX5K72hz/yHgW8bwCyBVv/I8EALQqb+WJ3Bbkskkva/6kYq7hpXNviXyv+x/5TJZAqJs3OuUix4OmyOlCfmKk88q3O9g5rF4/EYhvGyGnlZdaCjvlOkAlotsbf2r2RCZ38SGhrao0ePM2fOHDly5MEHH2ywNzg4mN0oLCx0JL7q3r375cuXGxwZFRXFpqJwpP5zKCwsHDx4MLudkJAAAFarde3atTt27OjRowdFUb169WptpZrUdMDxj3/84/nnn6co6vLlyxkZGWyGLqvVun///vXr13/wwQecXNuJBvGXR+l0WXG29HzpPvOKc8b8Cqt2YuazeyLfCL21kKnZXJfUS6/Xa3me+5y3ilwu19Z4Q12GUjF+PAU7P9lgMHDypnhCPd0RcOh0Oq21+XPWAGe3dVid7h3kHCb+8nAdmfhrWqx+Wqyek1PVx95V+eWXX9LS0hrscqQDDggIcIy0aHLIhZNbE/X/9ujRo1artbi4+Lfffjt37pxSqXzrrbcqK9syta2xpvvPFy1atGrVqq1bt/7000+rVq2aOHEiADz00EPTp09ftGgRTmftXOSUzzcRayNEwQBQYq2clfty2yZGog7GJ3izVKPYbRHRxBD0NhgpG8AuSAsAjqlMCCFPNn369G3btlVXV8fG3nEs/9SpU7/++muNRlNVVfXll1+29vxffPFFSUlJRUVFSkpKdXV1eXm5v7+/XC4vLy/fsmWL1crNr46mAw6CIJYvX56Xl1deXv7Pf/6TfXDNmjXXrl3797//zcmFUUfy4ym+C/8nm6nimqXkwbzVVTbv+UHmxVICZ030TXowYOwYRQJX53w75MkhPn2fCpzp+elVEEIAkJCQYLFYnKzTDgCxsbEvvPBCQkLChAkTpk6dyqa0aKHExMQXX3xx2LBh/fv3Hzt27KxZs+bPny8QCKKioubMmbN06dJt27b9/vvv7a4HEE6yeLmRpy1vUV/n7W+8ai6ekrNMY6sCgASfyB3h//p36TcbSr8DgK1hK+9VeEni187bQE1SKpV2ux177D0W3lLxcB1zS4WT76z2FCMrK+u777775z//yTDMww8/fO+997IzYz0K96kDT506lZ6eXllZGR4enpKS4u9/W/7HCxcubNy4saamZsSIEQsWLHDcf0IdoLcw6Ls+/5yWu7zaVntWn/PI1X/FiEKb/zOEEEKerW/fvgaDISkpyWq1Jicns9NoPQ3H3/cajea9995LSUn5/PPPAwMDP/744/p77Xb7O++88/jjj6elpeXm5h47dozbq6NmxYhC08NWi0khAPyq+3NL+T53lwghhFB78fn8d95559SpU7///vvbb7/tmT/mOS5TdnZ2XFxcZGSkSCSaPn16g5k5WVlZfn5+cXFxIpFo6tSpR44c4fbqqCUSfWK+DFvFrqxhYWzuLg5CCKEugeOAIykpaenSpex2Xl5eeHh4/b0ajSYkJITdDgkJKSsr4/bqqIVGyeI/7vVCp87xhRBCqHPheAyHSCRiN44fP7558+bly5fX36vT6cRiMbstFovrj+IpKytzLAg3a9Ysz7z/xCJJUqVSubsU7TVfNcUuhMWX3mCAAQCZVOYFlWJ5RwM5kCRJUZSX1cjLqgMAXlYjL6sOeFcDdV7cDxrV6XSpqanl5eWvvvqqI/EZSyqVlpaWsttGo1EqlTp2iUSicePqVquKiIiwWCycF4wrAoHAk4vXcn/zG1/ZW/vS1Y1iShglCPGOSoEXNRBLKBQyDONNNcIG8nBe1kDsMqrOa+T4JYxciuOAw2q1rl69OjY2duXKlY3zmgUGBjoGihYVFQUGBjp2yWQyx7J14NnTYimK0uu5zyXnFn9XTpqQmCQFkdIq8ZpKeVMDAQCfz7fb7d5UIy9rIB6PR9O0N9XIyxqIzeTtvEbtDzi4ylXq3Ti+i5+RkSEWixcsWNAg2sjJyTEajQMGDCguLs7Pz6dpev/+/exaLci9+vuE9RBiAiiEEEKuxXEPx5UrV86fPz9t2jT2n3K5nF0Dd9myZevWrYuJiVm+fHlqaqrZbE5MTExOTub26gghhBDyTB6aaRQhhBBC3gQnRiKEEELI5TDgQAghhJDLYcCBEEIIIZfDgAMhhBBCLocBB0IIIYRcDgMOhBBCCLkcBhwIIYQQcjnu11LhRE5OjruLgBBCqEuIjIx0dxG6BOzhQAghhJDLYcCBEEIIIZfDgAMhhBBCLocBB0IIIYRcDgMOhBBCCLkcBhwIIYQQcjkMOBDyUOfPn3/mmWfaf2TLz4MQQq5DMAzj7jI0AfNwIKTX6zUaTe/evR2P2Gw2Hq+J3DmNj2z5XoQQ5uHoGB6a+Auhrua5556bNGnSuHHjAODDDz8UiUTDhg1LS0t77733cnJyNm/eHBwcXFBQ8Pbbbx84cGDz5s1CoTAxMVGr1a5YseL69evskXl5ee+//75MJrt06VJwcPBTTz0VERHh2AsABw4c+PLLL81m89ixYx9//HGKorZt27Z79269Xh8eHr569Wq1Wu3uZwIh5J3wlgpCHmH48OGnT59mt0+ePJmcnFx/7x9//BEaGvrGG28UFRVt3rz5ww8/TE1NzcjIaHyerKysUaNGffPNNxEREV9//XX9XVevXt20adO77777ySefnDp1KjMz8+bNm+np6ampqTt37lSr1fv27XNdBRFCXRwGHAh5hLvvvvvMmTM0TRcUFJAkGRYWVn+vTCabOnUqRVHHjh0bPXq0r6+vUqmcMGFC4/OIxeLk5GSCIIYMGaLX6+vvOnr06IQJEwICAlQq1YoVK3x9fYOCgrZv3x4YGKjT6QiCMBgMrq0kQqgLw1sqCHmEwMBAf3//S5cuZWZmNujeAAA/Pz92o7y8vFu3bo4Hb9y40eDIkJAQiqIAgP1/feXl5VFRUew2e9Pabrdv2bLl2LFj/v7+JEk6zowQQpzDgAMhTzF8+PBTp06dPXv2+eefb7CLJOs6I5VKZUVFBbvt2KiPIIg7nV+lUlVVVbHbmZmZdru9oqLi8uXLmzZtkkql27dv1+l0HFQDIYSagrdUEPIUw4cPP3jwYG1trZMZJcOHDz98+HBVVVVtbe3PP//c2vPv37+/srKypqZmw4YNer2+pqZGqVRKJBKtVvvTTz/ZbLZ2VwIhhJqGPRwIeYrIyEibzTZ27Fgnx/Tu3Xv27NmLFi3y8/MbNmxYg1EazkVHR8+ZM+epp54ym81jxowZMWJEbW3thQsX5s2bFxgYOGPGjC+++GLs2LE4RRAh5AqYhwOhziQvL+/o0aMLFixgGOa1115LTEwcP368uwuFUOeGQXbHwB4OhDqTXr16HThw4Mknn7Tb7fHx8WzeDoQQ8nzYw4EQQqhLwx6OjoGDRhFCCCHkcq66pWIymQ4ePDh58uQGj7/wwguO3ovJkycvXrzYRQVACCGEkOdwVcDx6aefnj9/vnHAUVpamp6eLhKJoF5qAYQQQgh5N5cEHKdOncrLy2v8uMlkAgCZTOaKiyKEEELIY3EfcFRVVf3nP/9ZtGjRhg0bGuwqKSkBgKVLl1ZUVMTExCxZskSlUrG7qqur169fz26PGjXqnnvu4bxgXCFJkqZpd5eCM2w/k5fVyMuqA9hAHgwbyMN5XwN1XhwHHAzDpKamPvbYY012Y5jN5r59+y5evFihUKSmpqalpS1fvpzdRdN0TU2N4zDPnDvj4OHFaxWCIBiG8aYaATaQx/Om6mADeTg22b831ajz4jjg2Lt3b3BwcHx8/PXr1xvvjYqKeumll9jtKVOmrF692rFLrVZ/9NFHjn+Wl5dzWzAOyeVyR2zkBZRKpc1mq62tdXdBOON9DWS3271plRMvayCFQkHTNDaQx5LL5QDgvEaOxRGRS3EccOTm5p4+ffrQoUM0TZtMprlz527cuFGhULB72fkp7IxnHo/H5/O5vTpCCCGEPBPHAcczzzzDbly/fv21115LS0tj/5mTkxMSElJWVvb555+vX7/ez89vz549SUlJ3F4dIYQQQp6pg1KbL1u2bN26dcOHDy8tLV25cqXVao2Pj1+4cGHHXB0hhBBC7uWhqc1xDEeHwTEcHg7HcHg4HMPh4XAMh+fA1FsIIYQQcjkMOBBCCCHkchhwIIQQQsjlPHQMh9lsdncR7ojP51utVneXgjMCgYCmaZvN5u6CcMbLGojP5zMMgw3ksdjp/V5WIy+rDjTXQEKhsKOK06V10CyV1vLkEVhyudyTi9daXjlo1MsayPsGjXpTdbxy0KiXVQea+07BgKNj4C0VhBBCCLkcBhwIIYQQcjkMOBBCCCHkcq4KOEwm048//tj48QsXLqSkpMyfP/+zzz7D9YIRQgihLsJVAcenn366e/fuBg/a7fZ33nnn8ccfT0tLy83NPXbsmIuujhBCCCGP4pKA49SpU3l5eY0fz8rK8vPzi4uLE4lEU6dOPXLkiCuujhBCCCFPw/202Kqqqv/85z+LFi3asGFDg10ajSYkJITdZhePdeyiadoxM1MoFBIEwXnBOOThxWsVti7eVCPwuuqA19XI+6rjfTVydxE45n016ow4DjgYhklNTX3sscdkMlnjvTqdTiwWs9tisbj+ajoajWbKlCns9vz581NSUrgtGLd8fX3dXQQuURQlEoncXQoueVkD8Xg8L8sT4GUNBF5XIy+rDnhjjTojjgOOvXv3BgcHx8fHX79+vfFeqVRaWlrKbhuNRqlU6tilVCrXr1/Pbvfq1cuT086IxWKj0ejuUnDGx8fHbrebTCZ3F4QzXtZAEomEpmlsII8lkUgYhvGmGnlZA7G/cp3XqMlfyIhzHAccubm5p0+fPnToEPsROXfu3I0bNyoUCnZvYGCgY6BoUVFRYGCg4w9FItG4ceMc//Tk5emFQqEnZ15vLbFYbLfbvalG3tdANE17U428rIFEIhE2kCdjewed1wgDjo7BccDxzDPPsBvXr19/7bXX0tLS2H/m5OSEhIQMGDBgw4YN+fn5vXr12r9//6hRo7i9OkIIIYQ8Uwcl/lq2bFlBQQFFUcuXL09NTX3yySdDQ0OTk5M75uoIIYQQci8PXS3Wk2+pyOXy+sNdOzuvXLzNyxrI+xZv86YG8srF27ypgdjF25zXyM/Pr6OK06VhanOEEEIupDWSl0oFtCf+tkUdCgMOhBBCrmK0Ev8+otx0Sn7gkg9X5zxXJDiUK+HqbKjDcJ/4CyGEEGJlFIgNFhIAirUUJyfM0fC3/S6z04TRQkzqp8d8Xp2IhwYcnpyHysvSZJEk6WU18rLqEAThZTXysuqQJEkQhDfViMMGstjhRL6Yw9MWVFBbz4jsNAEAFQa+UCAim+umpygKPPs7pevw0IDDbre7uwh3xDCMJxevtRiG8b4aeVN1wOtq5H3V8b4acVWdjCsCnYng6rTFNdTGYyKLnQCACH/bvCF6hoFmT8lOjPCmBuq8PDTgsFqt7i7CHdE07cnFay2GYbysRl5WHWwgD4cNdMfzMHAk96900u08bYWe+vhXmcFCAEB3he2RwVqgGSvdgmLQNHj2d0rXgYNGEUIIcS+rUFih52bchtZEfnJCrjORAOAvtS8cWiPm46SXzgcDDoQQQtw7ekXMyXkMFvKzk4oqIwUAKgm9cKhWKmxBzwbyPBhwIISQB7lexXv3sGr7WZlHJmVsqcsaQZGWBwDt7Iow2YjPMuSlOgoAZCJ60TCtSoLRRmfF/RiO3bt379q1y2KxDBgwICUlpcHY4BdeeCEnJ4fdnjx58uLFizkvAEIIdVJWmvjP77IKPVVSQ42OMHSTd9ahjkdy67o3hvYytjlnhpUmvjglv1nNAwCJgHl8WI2vT2d9QhBwHnBcvXp1165db775pkgkev3113ft2jVnzpz6B5SWlqanp7NRCNnsfCaEEOpKDl4SO8Y90ExnzTFxrZKXV84HAIWITggxty3gsNPw5RlZfgUfAAQ85rEh2m4yG8cFRR2L44CjpKRk9OjRbF76xMTEgoKC+ntNJhPgQsAIIdSUkhrqWJ43JNA8cqWuFiPCjbw2DRtlGPj6D9mlUgEA8EiYN1gXqsZoo9PjOOAYOnTo0KFDtVptQUHB0aNH586dW39vSUkJACxdurSioiImJmbJkiUqlYrdpdfrv/vuO3a7f//+0dHR3BaMQxRFicXcDIbyBCRJ8ng8b6qR9zUQAHhTjbyvgQiCaH+NGIAfMkS2euMThEKhWMxv52nboJ0NVFpDZpcIAEDEZ0ZFE7VmYWtPywB885sw8yYPAEgC5g01DwihANpYJDbxlze95Dovl+ThuHz58pYtWxiGCQkJqf+42Wzu27fv4sWLFQpFampqWlra8uXL2V16vX7Lli3s9pw5cxISElxRME4QBCGReMOvEBZBEGyyUXcXhDPYQB7O+xoIbn2rtcfRy5Crue0eikgkcsvz1M4GOvw7wQ53vacfoVaI7beW0aUoqoWn3fEb8esVAAACYN5wZnikAEDQ5vKwDeRNL7nOy4XL0+/atSszM3PNmjVN7s3JyVm9evX27dub3IvL03cYXJ7ew+Hy9B6Ok+Xpa83k24dUbFYrHwGtt5AA8Mzo6u4KN9xHaE8DaY3kG7+obTTwSeal8VVSIV1poNb/rAKA6EDLgqTmT3s4V7wvu26Zt+mx+uFhxraVxAGXp/ccHA/b3Llz58GDB9nt6OjooqKi+ntzcnIcU1R4PB6f74beQoS6OKudyLgqOl8sMFqbGZNosBAn8sUlNd7TueKx9lzwYaONqABLn4BOnBPzeJ6YvSs0ONTchmwZpwpE+29FG/dEG9ofbSCPwnHA4efnt2fPnuLiYr1ev3fv3r59+7KP5+TkGI3GsrKy9evXazQamqb37NmTlJTE7dURQs3aly3Z+ad06xn5q/t8Pzim3H9RklfOtzX11fB9lvS/53zSTijpzpwQwvPllvHP3hACAJ9iZg7Qu7s4bWewEKeusTMQYWREq2OFzELhzj+l7Gvt7jDjPVEGrguI3IzjMRwjRowoKip6+eWXzWZzbGzsE088wT6+bNmydevWDR8+vLS0dOXKlVarNT4+fuHChdxeHSHUrGqjY9YlXK/iXa/iHcoBPsX0Utsi/C19/K3BShtR70i9hbDYCBFmknYNO03891zdgiPjogwqSSfOM3HyqthiIwBgQHezupUVydHwvz4rZe/w3xVintq/Ewde6E64HzQ6e/bs2bNnN3hw586d7MbMmTNnzpzJ+UURQq3lI2D0lrq7KlY7kVvGzy3j7wOQCuk+/tbIACu7LCdyqV9yxBodBQDd5PaR4Z34DoLVTpzIFwEAATC6T+sqcrWCv+W0nF10Pra75YGBOgJfet7IQ1eLRQi52hN3VwNAbpkgt4yfV8431/VrQK2Z/OOm8I+bQreWrhUO54pvVPHv7av3l3ay7gGNjmIzchIEzBpQS3XmVIhnrovYsa6RAZYgeSvGuhZqeZtPy600AQCRAdaH7tKRGG14KQw4EOq6AmT2AJlxeJiRpuF6NT+3jJ+r4V+v5tOdZ7WKKgPJTmoQ8ZkHB3amuTwMwPdZUvZnfWKoKVTdiceK0jQcy61bxaJV3RsaHfXZSbnJSgBAqNo2L7GGIvHmndfCgAMhBCQJvdTWXmrrPVFgthF55fzcMv7vN0Sm5mayuJ2jY8bU2b6vz94QsXm7pUL63pjOPWQhs1DIruYaqraF+7W0JaoM5KcZCrZfpJvc9tgQrYDCaMObeWjA4cnpz3k8nicXr7UoiiIIwptq5GUNxCay5LBGPF7du97Hx0cma+LzXQbgp4IhfaBwH1NQQQCAVCoVtz3xUhMF4LA6ulsDTfh8fktOa7RACyfdSITQkmiLoiiKolpbI72Z2HOhLi/AA4Psgb5Sxy5HvgCJRNJkA7laaxuIATieX/f6mBjLNPhb863hGA1OqzMRn5/ia40EAPjLmGfH03KRFFyAfcF702dC5+WhAYcnpzmSy+WeXLzW8srEX17WQNwm/rLZ5GzeRr1eryOdDXqgaSU7c762ttbmdJbKwcuSn3Mkw3oZp8U280v9v+ekGQXk+CjbmEhuBkjq9RRbHavV6vxZstiIj35VsGumt4RUSC8erg2UNTMupG2Jv74+K9Wb60YtxPhp6/+11SoDEAKAwWDQ8d2T+KtV1blUKiisFgJAgMweptA2+FO9oa6BbDab47RGK7HxV4VGRwCAQkwvHKolrHada/qo2MRfzmskFHaaEUudWmcepIQQ8gxnrgtpGv53XdT8kQVCmobfWnAk525U81oebQBArbluTRDO5ZXzz94QAQCfZGbEdfpY//CtlehHRxhbMrvEYic2nZIX17CLztOPD9WqxJ1stC9qGw/t4UAIdSoEQItuVTAtPpJzjotKhbRS7GxYrN5MsCMSGBcsEG+nCUd6q7FRRl+fzv1dW1DJv1rBBwClmI7vYWr2eBsNW8/Ir1XyAUDEYxYOrQlorg8JeQ0MOBBCXcuAYMv0WGf9Cr/fEH59VgYAZhthp4Hb2aqHc+sSbwTK7CMjOn0yzSO3ujdGhBt5zT1RNAPbfpPlaPgAwCeZR5Nqeihx0fkuhPuAY/fu3bt27bJYLAMGDEhJSRGJbus7vXDhwsaNG2tqakaMGLFgwQJ26W2EkBew2om3D6n6+Fsj/CzhflYvSE56OFd8NE+sENn9fGi1xK6W2H2ldRsSQVtqV1ZLHcoRAwABMHNAbbPf0B6upIa6WCIAAImAGRLaTPcGw8COTOn5YiEAUCT8bbAuzLezzSxC7cNxwHH16tVdu3a9+eabIpHo9ddf37Vr15w5cxx77Xb7O++888wzz0RGRr7yyivHjh0bPXo0twVACLmRRkdpdNSJfBFJQojSFuFvifS39lRZO1dKK4XorxsuNA1VBqrKQAHcttikRMCwkUd3NeXrQ0govq8PrRTZnfyGYgB2/Sm10QQADOpp6t35v26PXpGwYdew3kYBr5kILK9cwC7ZQxAwe6AuppvF5eVDHobjgKOkpGT06NHsUr+JiYkFBQX192ZlZfn5+cXFxQHA1KlTf/nlFww4EPIaBIDjO4em4Vol71ol7+BlEPCYMF9rZIA1wq9zfMdE+FvnJOiuVvIr9VSFnqw2UY0zoRkshMHCu1nN+7MIAEgABQCQJChFdl8fWu1jV0vsvj60WmL39bGL+QwAnL0hzC3jA4CPgJ7Ur3Mn3gCAKgOZWVi35tzwsBaN3gAAAmBGXG18D7Ori4c8EMcBx9ChQ4cOHarVagsKCo4ePTp37tz6ezUaTUhICLsdEhJSVlbG7dUR6hTsNJy4KrbbYWSE0flPfztN/JhFVugJq7VFKQpCVdZBPd32Uc6jmGXjqnLL+FfKBDllfJ2prm4WG3GpVHCpVADg47qrF2p5O7KcPUtaYyu6WRJCzAkhdc8kTUO1iarQk5V6qtJAVejJCj1VaaCMjbKi0TRUGqhKAwVlTXSHVOjrls2b0l/v04I7MpUGKkhh88zMa2W11E+XJHYaACCxp8lH0NLctBNi9Em9mo9OkFdyyaDRy5cvb9myhWEYR3jB0ul0YnHdCCOxWFxTU+PYVVZW5lg8dtasWQ8//LArCsYJkiRVKpW7S8EZkiQpinLkGvICHt5ANUb49AiZW0oAgFwmHtfX2RfP4UvEfzPZr0mqJSc/XSDqF+rTXensnHx+3feuXC5XKZ2djboVDSmVSueJv9jBWARBhAYpQoNgHAAAU1RNZxdBdhGRU0qYb797UG2ijhb4ThlAt38Qg2MiZpWBOl3QomdJKBSqVK17wfsChDd8jNabobyWKK8lymqgTAdlOiirJSr1cKfuEHY7OogZGychQHKnawkEdU/K1jMymUgWE8TEdGdighhfl6TFasKd3kE6E1wsJi4WEReLiYpbg24pEqbeJVBJ7/j6sNX7kpkYy8y6SwTQoZOi2RenJ38mdB0uCTgSExMTExN37dq1cePGNWvWOB6XSqWlpaXsttFolEr/egOJRKJx48ax2xERERaL53a9CgQCTy5eawmFQpqmrdZOfzvZwZMb6FoF+clxQbWh7jvyp/PEsDCzky/daj2vtclyKnVWP4mzn5s0LWDDF6vVarE4C00YRsjOd7VarRQ4P1LEHln/mfeTwMgIGBkBdhqulpOXS6lLJWRBBUnTQNPwYxbxRyM0cyAAAB9dSURBVAExb5g1RNWuhVusVpJNk9VCBEAvtdVi4WAqJp+AIBn08hMyDOOouJ2GSj1RXktU6Ek2HCnXEWW1BJskXsyHB+8yW50+7b19eWfy6+IhnQnOXCXOXCUAIEDGRHezRwfRkYG02JUDcuu/gyw2yCsjL5VQl0rIwqomljkZFm6TCaxO3nBWK8G+3nr70VNizR3/1hQIBHD7K7Mxxy9h5FIcBxw7d+6Uy+Vjx44FgOjo6L1799bfGxgYeOzYMXa7qKgoMDDQsUsmk6WkpDj+WV5ezm3BOERRlF7f6e+/OvD5fJvN5k018tgG+v2GaEemiB0zyKoyECcu2wf1vGMPs9UqYccqjuljCPd3FhT+mi9m5wuYTCa93tmRdjvFfgEYjUY9z3mmUT4b7uj1ervTbzg2NGEY5k7PfJAPBIXB6DAwWYnD+cojlymGgSIt+eYBYXIfw9hIQ5u7OgwGig04evtax0U1P8tUKab9pXYOXyA8Ho+m6foVl5DQUw495bcdprcQWiMlF9FSinZ+9bu6Q+Ao3uVSQU4Z/0YV33YrHtPoCI2OdywXSAJ6sANyA6w9VVbOp7oQJHXppjm3jH+lXHC1gmenG97VIQgIVtj6BFgj/S1hvlbn1TEaKbZLQ0jZDO54Y1IUBQDOPxMw4OgYHAccfn5+33//fd++feVy+d69e/v27cs+npOTExISMmDAgA0bNuTn5/fq1Wv//v2jRo3i9uoIeSY7DXvO+5y4Wveh1k1mG9LL9N9zUgA4ckV8V4ip2fyM3eT2Pk4DjnNFnSM3s4jPzB5sj/ar/eYPaYWeomk4eFlyoVgwJ6G2u6JdKRl8BLTzp8i9fASMj6ClFeyhtPVQ2sZGgcVG5Ffwc8v4uWWCkpq6G0Y0A9ereNereIdyQEAxvX2tfQKsffyt3eTtGvBRoadyy/i5Zfz8CoHe3MQtErXEzl4o3M/SkjEoCDXAccAxYsSIoqKil19+2Ww2x8bGPvHEE+zjy5YtW7duXUxMzPLly1NTU81mc2JiYnJyMrdXR8gD1ZrJr/4nY9cFBYC47uYHE2r5FHO6QFSi42l01IUSQf8gD70H5CK9fa3PJlfvuyA5eVXMAJTU8N4/pmS7OjrXBFpXE/CY6EBLdKAFQK8zk7ka/pVyQa6Gr3UMyLUTlzWCyxoBAEiFdB//utlACqepVB30FiKvXJBbxs/R8KsMTYyAkQiYcD9LH39rH39rZ0+KityO+zEcs2fPnj17doMHd+7cyW5ER0enpqZyflGEPNPNat6X/5NXGUgAIAmYEK0fHWlkf4aO7mPcflYGAEevSLpawAEAAoqZHqePDbZ8c1ZaaaDsNPxyWXKhWDC73V0d3kompB1zZ0p11JUyQW4ZP6+cb77Vr1FrJv+4KfzjZt06an38LH0CrGF+VtHtGTJsNHG1gsf+eaGWxzTqquBTEKq2RvhZIgOswQpbS5ZHQaglMLU56qJqzSTDgEzUrhGLDVhshI0mJLemCP5+Q/h9ptRKEwAgETBz79JFBfwVWMQHmw9clFQZqWuVvPwKftfMuhjma31uTPXebJ+MfBEDUFzDe/+YckykYUwf7OpwJlBmD5QZh4cZaRquV/NzNfzcMv71aj7914APSqMTn7gqJkkIUVoj/a091bZiLXWlXHC1nGdtPCwDIEhh6+Nv7eNviestNulrGl4SoXbDgAN5M4uNqDKS1UZKaySr621UGUgbTRAAiaGm++L0VBOj71tNZyLfPaw02si/J2nDfa17Lvj8mn9r0IbcPj+xpkGPNEnCyD6m//7pAwCHc8RhQzsi4CipoUp1LZo72mEEFHNfbG1skPmbP6RVBspOw8+X6ro6guTY1dEMkoReamsvtfWeaDDbiLzyugEfmlutTNNwrZLPLpbWmEpCR/hZ2JEZjlwaAkqMiTKQK2DAgTo9Gw01JkprJCsNpNZEGWy8shp5lZ7UmppIzVQfA3D6mqhEx3tkcI283V0dN6t5egsJAJk3hYdyJHnldR/x/YPMcxJqm0z8nNjT9Mslsd5C5mgExTU8l36/VhnIny5J/rgpYhdNJQBcOrWytcL9rM8nV+/N9sm4KmIAirS8948qx0QakrGro8WEPKZvN0vfbhYAvdb014APnfm2Z1DMZ8L9rBH+lj7+Vn8pDstAHcdDAw5PzkNFkqQnF6+1CILoFDViGNCZyUo9wXZRVOqJ6rpOC1JnJBp9czpLU0UQIBPSKglzo5piM3BvOKZ6dIi+t1+7PnwpXt276X/XRY4L3dvXNC7GTNzhjcbnw8gIy75sEQNwNM/nkcSGszodqxs2m5zNcSSPx2twoN5M/HxJeCJfaLtVP4mAmdzfpJZRzvOJEbfu3vP5fH7LopOWvJDu9Hrj8+GBu8zxIfbtv4krDaSNhp8uSS6UCB8abOyuuGPT8PmU89O6mme+g/z44Cejh4abGDCV1FA5pbwbVVSAzB4VaAtR2cm6hiWbzPLCbXV4t6btuutZYt8antZAXZOHBhw8nocWDAAIgvDk4rUW+3HpOTUyWIgqA1GlJ6qMZJWBqDYQlXqi2kBqjYStlX0QEgGjkjAqH0YlplUSRilh1D6MUkIrxQz7ozlXQ206Iaw1EzVG4qNj0vsTzMMj2t7H0GDpYzGfmT/U3K+73fm7bHQ0fTCHsdiIzJv8qXF8P+lt3+v1Aw6e08Wxbj+y7kGzDQ5f5h+8yDfdGlco4MGoSOu4aKtEwDT79ncEHDwez/nV2SNb+NZwflhMd1gxybQrU3DiCo8BKKym/n1QOqGfZXyMtcl10RzpUN31xmTr7jnvoMZC1BCitgOwQRvRknbnsDoURbjitC3n+Q3UdXhoGxiNRncX4Y74fL4nF6+1hEKhzWbr4BpZaaJKT2pNpNZIVRnJagOpNVHs0AqrvXVj4vkko/KhFSJaIbarxLRSQnf3FfFpnUpC86mmvyMttxYb6SGDlJGGrWfkhVqejYbtvwmvljPTY9uyaHhBJX//+b8yYQTK7PMSa/yl9mafVwIgKZQ4liemafj5AnlfXG39vTYbwfbWWCwWo9HZIik2G8W+nc1ms9FotdNw+pro4GWJozudJGFwT9O4KINCRIMdWtLgNC1kfwEbjUbG1vSTabAQh3MlWiMBAAzDtOSF1JJ30LR+hpgA/neZsioDaaPhx3OCrBvkgwm13WQNI0KTiQIQA4DdbnfLG1MgENA07U2fCdx+xJnNFIAE3NdAbN+G80v7+LhwlR/k4KEBB/ICdhpqTKTWRFUZyGojWXNro9pIGiyt+0qnSJCLaIXIrpLQSjEtv7WhFNOSRqtGyeWCmpqW3hxRSegnR2p3ZErP3hACwOkCUUkNNW+wruWzV0p0vH3ZEjbLJ6t/kGV2gk7Y3GrdDiPCjSevim00/O+acFyUQSps72iSzELhgYsSx1JhBED/7uaJMQZub9hb7cTxPNHRKxLHQBluz9/H3/pcctWPF3xOF4gYgJvVvA1HlOOiDKMjDE6WgEcIeSwMOFB76cykYw5IdV13BVltoHRmkm7lqESZkFZKaIWIVortSgmtFNMKkV0poeVC2nXJAPgkMydBF6yw/Zjtww7pTz2qfGRwTai6mdsrVQbyp0s+Z28KHZkMlGL6nmjDoJ6mVhVWIabje5h+uy6y0sSv+aKJMc3n53Zi2+8yxzKtABDhb703Rh+i4nI4qp2G/10X/XxZ4rgQScBdIaaJfdtV8saEPGbmgNr+QeYdWXVdHfsvSs4XCx4cqOsmx9GOCHUyGHCgFjHZiGrDbfNLHWM2Gy+14JyIzyjFtFJsV4ppxa0N9j9Opqe2zYhwYze5Lf03mcFC1pjIjScUMwfoB99hlRODhfzlsjijQOSou0TAJPcxDA8z8dpUhdERxt9viBgGMq6Kk/sYW9470pgjCAhW2O7tq48M4HK2LQNwrki4P1tSXq/7pF+QZWKMPkDmqgggMsD6bHLVj+d9zlyr6+pIPaq8J8owOsKIXR0IdSLcBxynTp1KT0+vrKwMDw9PSUnx9/evv/eFF17IyclhtydPnrx48WLOC4DazE7/NfWDDSm07IaBNLVylQYeyShuhRFKiV0puhVbSGhRO75NXaqPv/Xp0dotp2VFWp6dJr79Q3qzmje1/21DOiw24nie+OgVseMJ4VPMiHDTqAhDe2aZBsjs/bpZzhcLjFbiVIFoVESrb3WT9drH18c+IcYwINjMba9Qbhl/X7bPzeq/PjTC/awTY/TNdgW1n4jHzIqvje1u/i5Txsa4+y/6XCgRPhCvc/WlUTs5+iYxYyniOODQaDTvvffe2rVre/bs+fnnn3/88cerV6+uf0BpaWl6erpIJIJGo/pRx6AZ0JnJakNdPGGgyQodv6JWWW0ka82taxGSYG+C1PVVqMS04lZ3RfsHIriFSmxfMkL7baY086YQADKuioq11LxEnVRI22g4XSA6mCNxPEvUrWGY7c/hAQCjIgzniwUA8Gue+O4wU2s7e6IDLaeviSQCemykYUioidvcFTereUeuSHI0f00sDJLbJvUz1E+c2gEiA6zPjanac97nf9dEDMCNKl7qUeWgEGdjaZHbKYT2EJXtZjWvX7cul78fNcBxwJGdnR0XFxcZGQkA06dPX7ZsWf29JpMJAGQyGbcXRU0yWOr6KqoMpNZEaR0bJpJu5fejj4Dtn6BVYntdv4WEVojsChHtfUEjn2IeuksXrLDty/ahGSio5KceVY4MN57IF1Ua/rqPENvdPIHTYZihalu4nzWvnK81kWdvCu90N+dOogMtaydVUATjihb55KTCsa2W2CfEGOKDzW75wSriMffH18Z2t+zIlLJdHaevidxQDtRiJAlPjai22okmc9+hLoXjgCMpKWnQoEHsdl5eXnh4eP29JSUlALB06dKKioqYmJglS5aoVCp2l8ViyczMZLeDgoLkcjm3BeOQByb5aazKQK7d17rATkDVpalQiGilhPb1qbsnovJh+E3/2m4mbZS7cNJA42JsIWr91tMSg4XQGskfzv81ay4ywDYl1hSist8pb1KbjY225P3KB4CjVyRDw+wE0YrEXwDA+auSuD2mkImYcdGmYWEWHgkAbb9Y+xuofzATEVC7K0t0uuCvyUGY+IsrrqiOs0x8LoaJvzwHxwEHe68EAI4fP7558+bly5fX32s2m/v27bt48WKFQpGampqWluY4oLKy8sknn2S358+fn5KSwm3BuKVQKJo/yK1kMiAJaDxJhEeC0gfUPuArBbUPqHzA1wfUUlD7gI+QACC4/QZ1F04aKFEBvYPg/V/gZmXdI738YNYg6BfMA5C2//yNDVHAvmy4UQkaHZlXrbirF9x6P4FEIun4F53o1reEiA8TY2FCf0LIF7NJL9qp/Q2kAFg8FobdhC9+hSo9AIBExHfjG9PzPxNaxcuqA95Yo86IYBovTtw+Op0uNTW1vLz82WefDQ0NvdNhOTk5q1ev3r59O/tPu93O9n8AgEwms9s9d86bVCqtra1t/jh3+zxDShGMSsKoJHalmFFKaJWYlooaTimRy+U2m81g4HhCoxtx20AWO7H7T3GpjhoeZh7Qw+Lq2wh/3BB89T8fAAhR2Z5J1h24KPrpohgA/jZYPzCko2+B52h4+7PFvdS2MVEmqZCzDwpuG8hoJfZeEJfUUPfFGYKVbvjckMlkNE3r9fqOv7SLdJaPuBaSSqUA4LxGjr525FIc93BYrdbVq1fHxsauXLmSaHSPl52fwo7w4PF49fu4KIoKDg52/LO8vJzbgnGIYRhPjoccHk3UNn6QblRwhmE6S41aiNvqUAAz4uqmQjR+9jjXP8jo6yOq0FM3qniXS0jH7wGapju+jcJ97UtG1A3J5PDi3DaQgIT7YusayC2vYnwHeTj2TeRNNeq8OO4/z8jIEIvFCxYsaBBt5OTkGI3GsrKy9evXazQamqb37NmTlJTE7dUR6uxIAkaE182JPXJF4t7CIIQQhzju4bhy5cr58+enTZvG/lMul3/11VcAsGzZsnXr1g0fPry0tHTlypVWqzU+Pn7hwoXcXh0hL5AYambXQMnR8NuWRgwhhDwQ92M4OOHJt1TkcnlNTY27S8EZpVJps9m86ZatFzTQoRzJ/osSACAIYN+gD92li+/hJQknvKCB6lMoFDRN63Tek4LMyxqInfPovEZ+fn4dVZwuzRumJCDkZYb1Nor4DAB45M8BhBBqCww4EPI4Ij4zJLR1ib8QQsjDYcCBkCcaGWHEARwIIW/ioavFenL6cx6P58nFay2KogiC8KYaeUcDyWQwJIw+caUul6tIJJLJ3JitkUve0UAOFEVRFOVNNfKyBuLxeODZ3yldh4cGHJ48hlEmk3ly8VpLqVRarVZvSlvkNQ00vBd1Mk/JDuMwm821tV4yaNRrGogll8sZhvGmGnlZA7GhhvMaCYXCjipOl+ahAYdnzp1x8PDitQpbF2+qEXhLdfx8bP26mc8XCwGAJBjvqBTLm+oCt3J/ubsUXPKy6oA31qgz8tCAAyEEABNjDMU6oZjPhPnh0t4Ioc4NAw6EPFeAzP76LJvdbtfp8PcZQqhzw1kqCCGEEHI57ns4Tp06lZ6eXllZGR4enpKS4u/vX3/vhQsXNm7cWFNTM2LEiAULFpAkRjwIIYSQ9+P4+16j0bz33nspKSmff/55YGDgxx9/XH+v3W5/5513Hn/88bS0tNzc3GPHjnF7dYQQQgh5Jo4Djuzs7Li4uMjISJFINH369MuXL9ffm5WV5efnFxcXJxKJpk6deuTIEW6vjhBCCCHPxPEtlaSkpEGDBrHbeXl54eHh9fdqNJqQkBB2OyQkpKyszLGrsrJy1apV7Pb48eMnT57MbcE4RFGUQqFwdyk4Q1EUSZJeViMvqw42kCfj8XgMw3hTjbyvgQDAm2rUeXHcwyESiaRSKQAcP3588+bNDz30UP29Op1OLBaz22Kx2JsWJEQIIYSQE9wPGtXpdKmpqeXl5a+++mpoaGj9XVKptLS0lN02Go1saMJSq9UfffSR45+4PH2HweXpPZxSqbTb7bj6ucfC5ek9HC5P7zk47uGwWq2rV6/u3r37v//97wbRBgAEBgYWFhay20VFRYGBgdxeHSGEEEKeieOAIyMjQywWL1iwgCCI+o/n5OQYjcYBAwYUFxfn5+fTNL1///6RI0dye3WEEEIIeSaC2wzzmzZt2rVrl+Ofcrn8q6++AoAZM2asW7cuJibm0qVLH3/8sdlsTkxMfOyxxxrEJajjbdu2LSgoKDk52d0FQU375ptvlErl+PHj3V0Q1LSdO3cKhcJJkya5uyCoabt37waAadOmubsgiOuAA3U6c+bMiYuLW7FihbsLgpr26KOP9uzZc+3ate4uCGraP/7xD7lc/uabb7q7IKhpTz/9NACkpqa6uyAIU5sjhBBCyPUw4EAIIYSQy+Etla5Oo9EIBAKlUunugqCmaTQaHo+nVqvdXRDUtPLycpIksYE8VkVFBQD4+vq6uyAIAw6EEEIIuR7eUkEIIYSQy3GfaRR1Fi+88EJOTg67PXny5MWLF7u3PKiB0tLSDz74ID8/PywsbNmyZfUz8yK327Fjx5YtW+o/8uWXX+KCHZ7m+PHjW7duNRgMAwcOfOqpp0QikbtL1KXhLZWu65FHHvnoo4/YdyBJkhRFubtE6C8Mwzz55JMLFiwYOHDgZ599JpPJHn74YXcXCv2Fpmm73c5unzt37scff3z55ZfdWyTUQHV19cKFC9esWRMaGvrGG2/069dv7ty57i5Ul4Y9HF2UyWQCAJlM5u6CoKZlZWUplcrBgwcDwN///ndvWuzGO5AkSZIkANjt9vT09GXLlrm7RKih4uJilUrVv39/ABgyZEh2dra7S9TVYcDRRZWUlADA0qVLKyoqYmJilixZolKp3F0o9Jfi4mI2nVR+fn5UVNTChQvdXSLUtP3798fGxgYEBLi7IKih0NBQk8mUkZERHh7+66+/jho1yt0l6upw0GgXZTab+/btu2bNmq1bt0okkrS0NHeXCN2mtrb21KlTY8aMeffddwEAG8gz2Wy2H3744b777nN3QVATJBLJjBkzXn/99SVLltTU1IwdO9bdJerqMODooqKiol566SW1Wk1R1JQpUzIzM91dInQbiUQSFRU1aNAgiUQyZcqU3377zd0lQk04ceJEjx49MI2NZ8rKytq3b9+nn36anp6emJj41ltvubtEXR0GHF1UTk6OY4oKj8fj8/nuLQ9qoH4XPUVROKTXMx0+fDghIcHdpUBNO3fuXEJCQmBgoEAgGD9+/J9//unuEnV1GHB0UWVlZevXr9doNDRN79mzJykpyd0lQreJj48vLCy8dOkSwzB79uxhR48ij2I2m7OysjDg8FiRkZH/+9//bty4YTKZ9u7dGxUV5e4SdXU4aLSLGj58eGlp6cqVK61Wa3x8PI5J9DR8Pv+ll1768MMPtVptv379nnzySXeXCDV06dKlgICAbt26ubsgqGmJiYlFRUVr1qwxm83R0dHssrHIjTAPB0IIIYRcDm+pIIQQQsjlMOBACCGEkMthwIEQQgghl8OAAyGEEEIuhwEHQgghhFwOAw6EEEIIuRwGHAhxiWGYTz75JCEhQS6XR/5/e/ca0nQXxwH8/N3mmNZuapMwioxFc0aRo9HFVnZBdDIt6o2hBkWjwCxXZhArSlrYi3wj1IIuoEROutkoohurtmZQVpu2kb6oZjXM5ryky//z4jwssXwe9Nkewb6fV+f8/ufv7+f/1c//OW5yeWFh4cuXLyOb4sePHwzDOByOUfH09PSDBw9GNtdIX758CX9pLY/He/z4cfRyAcDUg4YDIJJOnjxZVlaWk5Nz8+ZNs9kcHx+flZX16tWrya4rAgoKCvAdcgAwYfikUYBIOnPmjMFgMBqNdJqZmenxeKqqqurr6ye1LgCASYY3HACR9O3bN4/HMzJSW1u7f/9+Og4EAjt37pw9e7ZIJNJqte/fvyeEOByOpKQks9k8c+ZMoVCYlZXldrvpeq/Xq9PpZDKZUCjUaDQT2535bVJCCI/Hu3r1qlKpjIuLmzdvnsVioXG/379x40apVJqRkdHY2MgwTG9vr0qlstls5eXl2dnZdFlnZ2dOTo5YLE5NTb1y5coECgOAPwoaDoBI0uv1dXV1y5cvP3Xq1IsXL1iWnT9//uLFi+nV/Pz8tra2S5cu3b17VygUbtiwobu7mxDS1dV1+PDhmpqapqYmgUCQmZkZCAQIIXl5eYFAoL6+/tq1ayzLbt++fQIljZWUELJ7926j0eh0OlUqVWFh4cDAACEkNze3v7/farUaDIYdO3bQlU6nc8WKFdXV1VarlUZKS0u3bdv29OnT1atXFxUVDQ4O/rcnBwBTHQsAEXXr1q2ioqKUlBRCSGJiYllZWU9PD8uydrudx+N9/fqVLguFQjKZzGw22+12QkhDQwON9/X1zZgxo6amZnh4uLq6+t27dzR+8eLFxMREeiMhxG63j8qrVCorKipGBcdKyrIsl8utqqqi8ba2NkKI1+t99OgRn8/3+/00bjKZCCHBYJBlWdpw0PjIe9vb2wkhHR0dkXh4ADBl4QwHQIRlZ2fTfYe3b982NDSYTCa32221Wt1u99DQUFJSUnhlKBT6+PGjUqkkhGg0GhoUCATLli1zuVwMw+zatev69evnzp1rbW29d+8eh8MZbzFjJaXjJUuW0EFCQgIdtLS0pKamhqdLly4d6yerVKpwweOtCgD+QGg4ACLmzZs3RqOxrq6Ox+MRQuRyeWVlpUAg2Lt3b09Pj0gkSk5O9vl8o+769R9cORxOKBQKBoMrV67kcrmbN28uLi7WarXl5eXjLWmspBSfzx8VGRoaYhgmPI2JGXPXFX0GAIwLznAARIxQKLRYLLdv3x4Z5HK5Eolk2rRpaWlpnz59Ch8I/fDhg1qtbmlpodOHDx/SwcDAwJMnTxQKxf37910u1507dwwGQ25uLpc7kT8P/jnprxQKhdfr7erqotNnz55NICkAwK/whgMgYmbNmlVaWrply5aKigq1Wh0bG9vc3HzkyJEDBw4wDCOXy/Pz83U63enTp2NjY48ePRoMBtPS0pqbmwkhe/bs4XA4MpnsxIkT379/Lykpcblcg4ODjY2N69evdzqdhw4d6uvr8/v9EokknPH8+fP9/f16vZ5OfT7f8+fPw1cFAoFCofht0rF+hXXr1qWnpxcXFxuNxo6OjtraWkIIfecRExPT3t7e3d0tFouj9AABYCqb7EMkAFON2WxetWqVVCqVSCQqlers2bPDw8P0Um9vr16vT0lJEYvFOp2OHrSkh0abmpoWLlw4ffp0jUbz+vVruv748ePJyclSqXTTpk2tra0LFixQqVQjD42uXbs2IyODLqZnQUZatGjRWElZluVyuQ8ePKBjv99PCPF6vSzL+nw+rVYrEonWrFlz+fLlmJgYWr/ZbE5ISCgoKKD32mw2em9nZyfBoVEA+DcMy7L/e5MDAD85HA61Wh0KhSZwJjTi/H6/xWLZunVrXFwcIeTChQvHjh0b9ckiAAATgC0VAPgpPj6+srLS4/EYDIbPnz+bTKaSkpLJLgoApgIcGgWYZHw+f86cOZNdxd8EAsGNGzdsNtvcuXN1Ol1eXt6+ffsmuygAmAqwpQIAAABRhzccAAAAEHVoOAAAACDq0HAAAABA1KHhAAAAgKhDwwEAAABRh4YDAAAAog4NBwAAAETdX3oSwWaGQrj5AAAAAElFTkSuQmCC)
Exercise 3
Scatter plots with ggplot2
- Task 1: Generate scatter plot for first two columns in
iris
data frame and color dots by its Species
column.
- Task 2: Use the
xlim
and ylim
arguments to set limits on the x- and y-axes so that all data points are restricted to the left bottom quadrant of the plot.
- Task 3: Generate corresponding line plot with faceting presenting the individual data sets in saparate plots.
Structure of iris
data set
class(iris)
## [1] "data.frame"
iris[1:4,]
table(iris$Species)
##
## setosa versicolor virginica
## 50 50 50
Bar Plots
Sample Set: the following transforms the iris
data set into a ggplot2-friendly format.
Calculate mean values for aggregates given by Species
column in iris
data set
iris_mean <- aggregate(iris[,1:4], by=list(Species=iris$Species), FUN=mean)
Calculate standard deviations for aggregates given by Species
column in iris
data set
iris_sd <- aggregate(iris[,1:4], by=list(Species=iris$Species), FUN=sd)
Reformat iris_mean
with melt
from wide to long form as expected by ggplot2
. Newer alternatives for restructuring data.frames
and tibbles
from wide into long form use the gather
and pivot_longer
functions defined by the tidyr
package. Their usage is shown below as well. The functions pivot_longer
and pivot_wider
are expected to provide the most flexible long-term solution, but may not work in older R versions.
library(reshape2) # Defines melt function
df_mean <- melt(iris_mean, id.vars=c("Species"), variable.name = "Samples", value.name="Values")
df_mean2 <- tidyr::gather(iris_mean, !Species, key = "Samples", value = "Values")
df_mean3 <- tidyr::pivot_longer(iris_mean, !Species, names_to="Samples", values_to="Values")
Reformat iris_sd
with melt
df_sd <- melt(iris_sd, id.vars=c("Species"), variable.name = "Samples", value.name="Values")
Define standard deviation limits
limits <- aes(ymax = df_mean[,"Values"] + df_sd[,"Values"], ymin=df_mean[,"Values"] - df_sd[,"Values"])
Verical orientation
p <- ggplot(df_mean, aes(Samples, Values, fill = Species)) +
geom_bar(position="dodge", stat="identity")
print(p)
![](data:image/png;base64,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)
To enforce that the bars are plotted in the order specified in the input data, one can instruct ggplot
to do so by turning the corresponding column (here Species
) into an ordered factor as follows.
df_mean$Species <- factor(df_mean$Species, levels=unique(df_mean$Species), ordered=TRUE)
In the above example this is not necessary since ggplot
uses this order already.
Horizontal orientation
p <- ggplot(df_mean, aes(Samples, Values, fill = Species)) +
geom_bar(position="dodge", stat="identity") + coord_flip() +
theme(axis.text.y=element_text(angle=0, hjust=1))
print(p)
![](data:image/png;base64,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)
Faceting
p <- ggplot(df_mean, aes(Samples, Values)) + geom_bar(aes(fill = Species), stat="identity") +
facet_wrap(~Species, ncol=1)
print(p)
Error bars
p <- ggplot(df_mean, aes(Samples, Values, fill = Species)) +
geom_bar(position="dodge", stat="identity") +
geom_errorbar(limits, position="dodge")
print(p)
![](data:image/png;base64,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)
Mirrored
df <- data.frame(group = rep(c("Above", "Below"), each=10), x = rep(1:10, 2), y = c(runif(10, 0, 1), runif(10, -1, 0)))
p <- ggplot(df, aes(x=x, y=y, fill=group)) +
geom_col()
print(p)
![](data:image/png;base64,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)
Changing Color Settings
library(RColorBrewer)
# display.brewer.all()
p <- ggplot(df_mean, aes(Samples, Values, fill=Species, color=Species)) +
geom_bar(position="dodge", stat="identity") + geom_errorbar(limits, position="dodge") +
scale_fill_brewer(palette="Blues") + scale_color_brewer(palette = "Greys")
print(p)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAtAAAAGwCAIAAAAPKcUMAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nO3de3wU5d3//2tmdjfZnBNyIhACFQglIRxFBEs59KdEBASUg4ebGykqVgooqKgoplURREFtLRb1BlqoByhyEu5CgFSBqOUr57MEJBwDOR/2NPP7Y9t888VAspOd3WTzej548Jjszue6rt3JJO/MXDsjaZomAAAAjCT7ewAAACDwETgAAIDhCBwAAMBwBA4AAGA4AgcAADAcgQMAABjO5K+OS0tL/dW1j0mSFBwcbLfbXS6Xv8cCIYQwm82yLNtsNn8PBEL8Zwex2Wyqqvp7LBBCCIvFIklSs9pBwsPD/T2EZsFvgaP5fDfLshwWFlZZWdl8XnIjR+BoVBRFCQsLq6iosNvt/h4LhCBwwDCcUgEAAIYjcAAAAMMROAAAgOEIHAAAwHAEDgAAYDgCBwAAMByBAwAAGI7AAQAADEfgAAAAhiNwAAAAwxE4AACA4QgcAADAcAQOAABgOAIHAAAwnN9uT496stvtZWVlvu/XYrGEhYX5vl8AQEAicDR2hw4d+uSTT3zfb3p6+kMPPeT7fgEAAYnA0di1b99+0qRJOgodDsfy5cv79+/foUMHHeXh4eE6qgAAqBWBo7ELDw/X97vfZrMJIRISEvQFDgAAvIhJowAAwHAEDgAAYDgCBwAAMByBAwAAGI7AAQAADEfgAAAAhiNwAAAAw/ntOhySJPmrax+rfqU+fsnu7iRJaj5vdT1VvzP+HgiE8N8OghthB4FB/BY4ms99Otz7bXBwsMVi8WW/JpPJ3W/zeavryWQyybLM29JIuHcQq9UaFBTk77FAiP/86GAHgdf5LXCUlpb6q2sfk2U5JiamqqrKfelPn3F3V1lZ2Xze6noKCwszmUy8LY2EoigWi6WystJut/t7LBBCiPDwcFmWm9UOQtj1DeZwAAAAwxE4AACA4QgcAADAcAQOAABgOAIHAAAwHIEDAAAYjsABAAAMR+AAAACGI3AAAADDETgAAIDhCBwAAMBwBA4AAGA4AgcAADAcgQMAABiOwAEAAAxH4AAAAIYjcAAAAMOZ/D0A3Izdbl+5cqW+WlVVhRBfffXVgQMH9LXQr1+/Dh066KsFAKAmAkej5nQ6jx49WmmOcihWT2sloYUL8UNBpaPQ844lEVF5oXPnzp5XAgBQCwJHE3ApsvO10LaeVsmqo9uPn12O/PnV0HYe12pqt7N/87QKAIAbYQ4HAAAwHIEDAAAYjsABAAAMxxyO+nK5XHa7XUehLMulpaUVFRU6ym02W2hoqI5OAQBoVAgc9VVUVJSfn+/7frt27XrouO+7BQDAmwgc9RUVFRUSEqKjUNO0kydPJicnBwcHe1pbVVX1xRdfCGtXHf0CANB4EDjqS1EUq9Xji2GI/1yAy2Kx6CjXNK28vFzo6RYAgEaESaMAAMBwBA4AAGA4AgcAADAcgQMAABiOwAEAAAxH4AAAAIYjcAAAAMMROAAAgOEIHAAAwHAEDgAAYDgCBwAAMByBAwAAGI7AAQAADMfdYgE0YWfPnj18+LDv+01KSsrIyPB9v0DTReAA0IRdvXp1//79OgpVVS0tLQ0JCTGbzfrKCRyAR7wfOC5duvTee+/98MMPP/vZz5599tmwsDCvdwEAbt27d+/evbuOwpKSktdee23EiBHp6eleHxWAn/LyHA5N0+bOnTt8+PBly5a1atXqiy++8G77AACgKfLyEY59+/ZFRUXdeuutQohJkyaVlZV5t30AANAUeTlwXLhwISIiYv78+T/88ENqauqvf/3r6qdKSkree+8993KfPn369u3r3a4bLafTKYSwWCw6zi7Jsj8/RhQUFBSQZ8TMZrMkSQH50poiSZKEEMHBwRaLxZf9ulwuIYTVauU74Tomk4kdBEbwcuAoKyvbs2fPnDlznnzyySVLlixZsmTmzJnup2w2W25urnu5devW+iZqNUWapgkhZFnW8ZJNJn/O6lUUJSA3kzvGBeRLa7pMJpN7T/FljyJwv8kbgh0EBvHy77OQkJDU1NRevXoJIe655545c+ZUPxUXF1dzSkdBQYF3u260VFUVQlRVVRUWFnpaW1FRIYQItheFyxc9rZU0p/5aobp71zHmxi8sLMxkMhUVFfl7IBBCCEVRoqOjy8rK7Ha7L/stKSkRQpSVlQXkN3lDhIeHy7JcXFzs74H4TmxsrL+H0Cx4OXDEx8dXLyuKoiiKd9v3F5fLdeXKFX217r/brl27Vlpa6mltVVWVECKx5HBiic4rDSSUHEkoOaKvFgAAb/Fy4OjWrduiRYuOHj2ampq6YcMG9+zRAOByuS5fvqxKsiYkHeWKEFcLizXJ41q73SaEOBfdoyiktY5+dZM1tfP5Db7sEQAQ2LwcOMxm8+zZs//whz8UFxenpaU98cQT3m3fv64GJ1SYQj2tUjRX67LTV4PjK8weT8JSq8qEEE4l2G7y6QQuWVN92R0AIOB5f05ienr6u+++6/VmAQBA08XN2wAAgOEIHAAAwHAEDgAAYDgCBwAAMByBAwAAGI7AAQAADEfgAAAAhiNwAAAAwxE4AACA4QgcAADAcAQOAABgOAIHAAAwHIEDAAAYjsABAAAM5/3b0wOAb6iqWlRUpK+2rKzM/f+1a9f0tRAWFmaxWPTVAs0QgQNAU1VcXDx//vyGtLB27VrdtQ888EBGRkZDegeaFQIHgKbtQmSX8qAWnlaZVFvbgt0XI9PLgmI9rVVUR7uCrz2tApo5AgeApq0iqEWJNcnTKrOrUghRYYnWUWtyVXlaAoBJowAAwHAEDgAAYDgCBwAAMBxzODwQbSuItOn4BJ2mCSnKfjXSXuh5pZqRkZF33vM+AQBoTAgcHnBIZqes5x2zKcH6etRcjvLyciHC9JUDANBIEDg8UGaJrDCF+rJHtars1KlTIjbBl50CAOB1TS9wyLIsy76eemIymZKSkq4Uaj7uFwCAwND0AoemaZqm8xe/LMv6yl0uV0VFhRBWff0CANDMNcnA4XK5dBRKkiTLsqqqqqp6Wmu324uKioSVwAEAgB58LBYAABiOwAEAAAxH4AAAAIYjcAAAAMMROAAAgOEIHAAAwHAEDgAAYDgCBwAAMByBAwAAGI7AAQAADEfgAAAAhiNwAAAAwxE4AACA4QgcAADAcH67PX1wcLC+Qn33pq+mKIqiKJ5WaZrWkE6bKLPZrHszNWaKosiyHJAvrSmSZVkIYTab3QseCQoKEkIkFe2LLz3qaa2kqUKIlsUH48pO6KsN4B1EkqSAfGnwL78Fjob8CrepJqfn1ZLQQhSXTVWcmuRpbQNTThOlaVqgJq0AfmlNTvWG0LFF3CUuyeSULB53LInCkDYeVwkhhJCFSwT6d1EAvzT4i98Ch81m01ElSZLJZLKrkkPz+I8hWdJChMuhyXbV41rV85IA4HQ69W2mRs5sNkuSFJAvrSlSFCU0NNThcNjtdk9r3SWXItOKrUkGDO2GTK6qjHNrAnUHsVgssiwH5Eu7kfDwcH8PoVlojr9HAQCAjxE4AACA4QgcAADAcAQOAABgOAIHAAAwHIEDAAAYjsABAAAMR+AAAACGI3AAAADDETgAAIDh/HZpcwCBpLCwsKCgQF+tyWRyuVw6bt7hcrk6d+58Sme3AHyKwAHAC0wmk9Vq1VGoqmpRUVFkZKSO2zjbbLaKigodnQLwPQIHAC8IDw/Xdwcsh8NRVFSUkJCg437ohYWFeXl5Ir6tjn4B+FiTDByypMnC46OvsqQJIWShuRc8IknCZGqS7xUAAI1Bk/wlGqo4ddeGKM4QHWUmyZmUdOGKQ3e/AAA0Z00ycFS4TC5N8mWPqtN+5coVIaJ82SkAAAGjSQYOlyY5NJ9+oFd1icrKSmElcAAAoAfX4QAAAIYjcAAAAMMROAAAgOEIHAAAwHAEDgAAGkrTtA8++KBHjx4REREdO3Z86KGH9u3b58X2bTabJEnebdPHCBwAADTU/PnzZ8yYMXTo0A0bNixdujQ0NHTw4MEHDhzwVvuKosycOTMuLs5bDfpek/xYLAAAjcoHH3wwa9asuXPnur/s37//iRMnXnvttVWrVnmlfZPJtGDBAq805S8c4QAAoKGKi4tPnDhR85H333//mWeeEULk5ubGxcUtXbo0KSkpIiJi8ODBR44cca9TUlLy+OOPp6SkREZGDhs27Ny5c+7Hr1y5Mm7cuLi4uFtuueX55593uVw1T6ncqGr9+vXdu3cPCQlp167dokWLfPfi64fAAQBAQ02ZMmXlypX9+vVbuHDh999/r2laampq9+7d3c9eu3btpZdeeueddzZu3Gi1Wvv3719SUiKEGDly5LFjx1asWLF169aIiIi77rqrqKhIVdU777yzqKjoiy++yMrK+uijj9zBpVqtVWfPnr3vvvuGDBmSk5PzxBNPzJgxY/fu3X54I26MUyoAADTU7373u759+37yySeLFi2aOXNmbGzsww8/nJWVFRYWJoRQVfXdd98dPXq0EKJXr15t27ZdtmxZ7969//nPf16+fDkqKkoIsXz58latWq1evbply5YnTpzIzs6Ojo7u27ev0+nMycmp7ig3N7fWqrZt2zocjl//+te33HJLr169OnfunJSU5Kc3o3YEDgAAvCAzMzMzM1MIcfz48c8///yNN944cuTIl19+6X52wIAB7gWr1dq3b9/Dhw+Hh4c7HI6a80CdTuf58+cLCgrS09Ojo6PdD06YMGHChAk2m8395ZEjR2qteuCBB/r06ZOWlpaZmTlo0KB77703OTnZ+BftAU6pAADQIIcOHbr//vsdjn/fUbxjx47PP//83LlzN2/eXFpa+tP1FUVxOp2RkZGJiYmOGjRNmzNnjsPhUBTlRn3dqMpqtX799ddbt25NT0//+OOP27dvv3btWqNesC4EDgAAGiQiImL16tVbtmyp+aDJZIqOjnafUhFC7Ny5071QVVW1a9euzp07p6WlXbp0qXoCaX5+fp8+ffbv39+5c+eDBw9WJ5U///nPvXv3rm72RlXZ2dnz5s274447fve73+3duzczM3P58uWGvmpPcUoFAIAGSU5OnjZt2tixY5977rk+ffpYLJbvvvvulVdeefbZZyVJcq8zffp0RVESEhLmzZtns9kmTpwYFRU1cuTIe++9d/HixRaLJSsrq6ysLC0trXPnzi1btnzwwQdfeumlU6dOvfLKK+PGjavuq2PHjrVW5eTkvPjii+Hh4QMHDjx8+HBOTs7MmTP99H7UjsABAEBDvf322+np6StWrFi0aJGmae3bt3/rrbcmTZpUvcKf/vSn2bNnnz59umfPnjk5Oe4pnytWrJg5c+bkyZPLysoGDBiwbNky98mUbdu2TZ069a677goKCho7duzvf//7mn3VWjVw4MC33nrr7bffnjlzZmJi4uOPP37dZ1v8TtI0zS8dFxQU6KiSJMlkMpU6zQ7NpyeDVHvVmaN7r1hbVphCfdpvVdnuZW/lxfa9FtrWl/3Kmtrt7N9GjRpV8zhewAgLCzOZTEVFRf4eSOBQVbXWE9X14XK5zp07l5SUZDabPa0tKip6//33T8UPKLb6dDa+yVWVcW7NAw88kJGR4ct+fSM8PFyW5eLiYn8PxHdiY2MNbT83N7dPnz5Op/MmMzOaA45wAGgou91+5syZhrRw/vx5HVVlZWUN6RSALxE4AHhHgbVllRLsaZVJdSRWnCuwJlYpVk9rHepVT0sA3wsKCmrbtq2/R+F/BA4A3uGSZJfk8RFjSXIJIVRdtSqfs0NT0K1bt9OnT/t7FP7H7goAAAxH4AAAAIYjcAAAAMMROAAAgOEIHAAAwHBGfUqlqqpq27ZtQ4cONah9AAAaiWvXrslyg/6A1zSt+vawgcqowPHnP//54MGDBA4AQMCTZVlIsl2V9JWbJE2WVO8OqRGqO3Ds2rWrVatWKSkpa9euXb58ea9evZ555hmT6WaFe/bsOXXqlPcGCQBAo+ZQpXKXx5fndwtRnEHNIHDUcQjo7bff7tev38GDB8+ePTt27FhVVRcsWDB37tyblBQWFq5atWry5MneHCYAAGjK6jjCsXjx4gULFgwdOvSdd95JS0tbu3btp59++uyzz15357pqmqYtXrx44sSJ4eHh1z115cqVX//61+7l0aNHP/jggzqGq6pqRUWFjkLoEBISEpDnFN2nWgPypflLeXm5v4fgB6GhoQH5XcQOAoPUETguX748YMAAIUR2drZ7QkZaWtrFixdvtP6mTZtatWrVrVu3s2fPXvdUcHDwr371K/dy+/bt7Xa7juH66962zZPL5dK3mRo5i8UiSVJAvjR/cTgc/h6CHzidzoD8LmqGO4jV6vF9fKBDHYEjNTV19erVUVFRmzdvnjVrlhAiOzu7VatWN1r/xIkTubm52dnZqqpWVVWNHz/+T3/6U2RkpBAiPDx86tSp1Ws25Pb0Ogqhg81mC8i/XN3fRQH50vylqqrK30Pwg0DdQWRZlmU5IF/ajRA4fKOOX95ZWVmjR49+4403br/99r59+77++usvvvji22+/faP1p0+f7l44e/bsq6++umTJEm8OFgAA/L9UVR03btynn37q74HUoY7AMWzYsJMnT544caJv376SJN12221bt24dOHCgbwYHAABuTtO09evX+3sUdav7QiURERF5eXkLFy4UQsTGxvbv378+7bZp04bDGwAANITD4Zg4cWJ8fHxiYuLixYvdD/7jH//o0qVL27ZtJ02aZLPZRo8ebbPZbrvtNiHEypUrO3To0KpVq4kTJ7rPi9Xawrx581JSUmJiYgYOHHiTeZneVUfg+PHHH/v16/fCCy/MmTNHCPHoo4927dr1zJkzPhkbAABNhixpJs//KdLNPgzx2WefHT9+PC8vb/v27bNnzy4vL798+fLYsWNXrlx56tQpVVWfeuqp1atXBwUF5ebmnjhxYsaMGRs2bMjLyysvL3/11VdrbeH48eOvvfZaTk7OxYsXExISPv74Yx+9Pzd/esqUKd27d8/Pz3dP1Vy9enVsbOyMGTN8MjYAAJoMq+yMMNk9/Req3OxDXnFxcQUFBfv37+/UqVNFRUVoaOi6desGDhzYpUsXRVGefPLJmlM31q1bN2bMmNTUVLPZPHv27LVr19baQrt27fLy8lJSUoqKiiRJKikpMfytEULUOYcjJydn27ZtiqK4v2zVqtWcOXPuu+8+4wcGAEBTUqmabJ5fL1QTIkh23ejZQYMGjR07dsyYMTab7bHHHsvKysrPz9+1a1f37t3dKyQnJ1evfOHCheov27Rpc+HChVpbEEJkZWWtXr26devWiqK0bdvW40HrUkfgiIyMvO4Db3a7/acX9UJzVp1HfczluuEuCgC+p2revz75hQsXpk6dmpWV9f33348aNWrYsGHx8fH333//O++8I4SoqKg4evRo9cqJiYnVF8HKz89PTEystYWjR49+9913Bw4ciIqKWrBgwbVr17w96trVETjuvvvul19+ec2aNe4vjxw5Mm3atOHDhxs/MDQlkqTnlkWSJHElt0ASW3VJEx5/J0hCE0JqUXVZR62QXZUZGad8NOMN8IPly5d/8803H330UUpKiqIoZWVld999d1ZW1uTJk1NTU59++mm73f7BBx84nU5VVe+5554BAwZMmzYtJSVl3rx57l/WP22hoKAgLi4uIiKioKBg2bJlQ4YM8c1rqSNwzJ8/f+TIkfHx8U6ns2XLlpcuXRo5cuT8+fN9Mzg0CbqPNCiKIkmS0+n07njgLzbZ4pJ0XZdP7zEyzVVVUlIiRIzOeqDRe+KJJ7766qv27dsHBwdPnDjRfVmK995777777issLLz99ts//vhjRVEGDRrUpUuXQ4cOLViwYMiQIZWVlYMHD3Z/2uOnLXTt2nXPnj2pqakpKSm//e1v586dO378+J49exr9Wuo+pZKdnZ2bm3vkyJHIyMj09PQOHToYPSYATVGpJbpK8ekVG522gry8PBHf1pedAr4UFRW1adOm6x4cPXr06NGjaz6yZcsW98LDDz/88MMP37yFmJiYTz75pPrLRx991JsjvrE6AkdxcbEQolOnTp06dar5iPtq5QAAAPVRR+CIioqq9XFOvQMAgPqrI3DUnP7qcDj27dv3/PPPv/DCCwaPCgAABJS67xZb88v09PTExMQhQ4aMHz+eD8cCAIB68nhKeWJioqqqFovFiNEAANAUmWUtVNzsmqE3Ybrp1c0DRh2B49ChQzW/LCoqev3111NTU4OCgowcFQAATYaqqrIsLHouSPRvzWFmZB2BIz09/bpH4uPjly9fbth4AABoYvLz8ysrKxvSgtlsjo6O9tZ4Gqc6AkdZWdl1j4SGhho2GAAAmp6qqqri8kqbEqyv3KLaQ806T8c0IbUHjtzc3JuX3XbbbQYMBgCAJsmuBF+xttRXG2O7Eiqq6l6vias9cPTp0+fmZc3hbBMAAPCW2gMHt7cAAABeJNf6qHJj7rvF+HiUAACgSatj0ui+ffsmT558+vTp6kcqKiratm1r7KAAAEBgqf0IR7Xf/va3ISEhb731ltPpfPPNNxctWhQXF7dmzRrfDA4AADTQ119/7b6vfT3961//MuJURh1HOPbu3bt+/foBAwZ88cUXsbGxQ4cODQ4OnjNnzqeffur1oaApkmVZknRe7EaSJEmSFEXRV65pmqqq+moBICDZ7fafXgq8S5cu7777rm/6uok6jnBYrVb3z/TU1NTDhw8LIXr37p2dnd2QISKQyLIsybKQ9P2ThBD6amVZkeU6vnsBoKkbPHjwX//6V/fyjBkzXnzxRSHEP/7xjy5durRt23bSpEk2m00I8a9//euee+6ZNm3a0KFDHQ7HxIkT4+PjExMTFy9eLIQ4cuTI1KlT3Y0sW7asQ4cOrVu3njVrlsvlEkKsXLmyQ4cOrVq1mjhxYnl5+XUD+OmzNfvy6LXU8SO7T58+v//970+fPt21a9fPPvusqKhoy5Yt3EgFNTk1ucgZpOOfQ5V119rUBlxDGAAMYFIdFtXm6T+zerNLfo0YMWLTpk3u5fXr148ZM+by5ctjx45duXLlqVOnVFV96qmn3M9mZ2d37tx58+bNn3322fHjx/Py8rZv3z579uyaGeLgwYNz5szJzs7eu3fvxo0bt2/ffuLEiRkzZmzYsCEvL6+8vPzVV1+t2fuNnq3uy6P3p47A8dZbb128eHHNmjXDhw+32+0JCQmTJ09+8sknPeoDAICAF2W71rL8R0//tai6dJM2R4wYsWXLFlVVDx8+rChKRkbGunXrBg4c2KVLF0VRnnzyyeoZDjExMY899piiKHFxcQUFBfv37+/UqVNFRUXN64N//vnnEyZMSE5Ojo+P/8tf/pKUlLRu3boxY8akpqaazebZs2evXbu2Zu83era6L4/en9rncGzevPlXv/qVyWRq37794cOHNU2TJOmrr77avn17ixYt+vbt61EfAAAEvJKg6DJzuKdVqiSHOUtv9GxKSkrr1q2/+eabHTt2jBkzRgiRn5+/a9eu7t27u1dITk52L7Rq1cq9MGjQoLFjx44ZM8Zmsz322GNZWVnVreXn5996663u5R49egghPvroo+oW2rRpc+HChZq9X7hwodZnq/vySO2BIzMzMyYmZtSoUWPGjBk4cKDJZBJChIWFDRs2TEcfAAAEPLtsEbKuKQc3DhziP2dVtm7dumTJEiFEfHz8/fff/8477wghKioqjh496l6telrbhQsXpk6dmpWV9f33348aNarmL+74+PiLFy+6l3fu3OlwOBITE8+ePet+JD8/PzExsWbXN3pW3xS62gPHkSNH1qxZ8/e//33p0qWxsbGjRo0aO3bsL3/5S90fKAACRl5ensPhh9sspaSkMH0KaIZGjBgxZswYi8XSpUsXIcTdd9+dlZU1efLk1NTUp59+2m63f/jhhzXXX758+TfffPPRRx+lpKQoilJWVhYSElLd1Lhx4x599FGz2Tx16tSXXnrpnnvuGTBgwLRp01JSUubNmzd8+PCaTd38WU/VHjg6der0/PPPP//88z/++OPatWv//ve/33nnnS1atBg9evSYMWP69+/PBwTQbP3tb38rKiryfb9PP/10XFyc7/sF4F89evSw2+0PPPCA+8uUlJT33nvvvvvuc1/4++OPP75u/SeeeOKrr75q3759cHDwxIkTBw4cWH1D1t69e8+aNatv376VlZXjxo0bPXq0JEkLFiwYMmRIZWXl4MGD58yZU7OpTp063eRZT0n1vA3b1atX169f//e//33Lli3R0dHXnebRoaCgQEeVJEkmk6nUaXZoPk08qr3qzNG9V6wtK0yhda/txX6rynYveysvtu+10La+7FfW1G5n/zZq1KjevXvffE2TyeQUSqnTrKOXMMUhS6JEV22o4rBILn03/QkLCzOZTLpDw8WLF92fJfPUzp07f/zxx4ceekhfvwkJCe6Tm41QVVXV8ePHL4W0qlKsvuzXWVyQ+7c/noofUGxN8mW/JldVxrk1DzzwQEZGhi/79Y3w8HBZlouLi/09EN+JjY1tYAvffvvt5Ur1cgPuFhsrVfXr16+Bw2jk6vvzy2azlZaWXrt2zW63N9qfeoAPXHeOs/7cQUffZCsAaOrqOE5w8eLFP/7xj7/85S+Tk5NfeeWV9PT0HTt2VE8hAQAAqI/aj1Vcvnx5zZo1n3766c6dO0NCQkaMGLF+/fo777yTYxsAAECH2gNEUlKSoiiZmZkrV64cNmxY9QRXAAAAHWoPHEuWLBk9enRUVJSPRwMAQFNkUW0xVZf11Qa7qoQ58G/XUHvgmDRpko/HAQBAE2WxWEIdjlBh11mvyM3hKjvMyQAAoEEOHTqUn5/fkBYiIyN79erlrfE0TgQONFUul0vf9TDcVfpqhRCyLEtS4B/8BFB/586dO3zqbIUlWl95sKMkKeqqd4fUCBE40FQdOnRI34W/GqhTp07N4ftjBlMAAB7wSURBVOAnAI+UW2JOxQ/QV5t87bskcc2rw2mMCBxoKFloQbKeowWypMlC6KtVJC0lJUVf4CgqKrLZbAkJCTpqhRB8OBwAdOBHJxpKlrRQRf+RBt21kZGR+gJHZWWly+WKjIzU1y8AQAcCBxrKqcn67qXSEO57qfi4UwCAbn4LHOHh4TqqNE2z2WxeHwxqFRwcXOdmcjgcTme97v/ndbIs6/suunz5siRJ+mobwmw26x5zI6coir+H4Af12UGaIrPZLPT+iAZuwm+Bo7S0VEeV+26xXh8MalVVVVXnZjKZTEL455eNqqr6votUVdU0TV/t9u3bDxw4oKNQCFFcXGyz2V599VV95ZGRkRMmTNBXa7Sqqip/D8EP6rODNEXuu8UG5Eu7kaCgIH8PwQNff/31iy++uH379gauWf92vIVf3oAHCgsLz14sKLa21lEbai8zu6QDxcE6akPsV5MqK3UUAggwXbp0effdd2s+Yrfba/3o3E/XrP+zRiBwAJ5xKCFnYvvoKEy+9l145UV9ta0L9wpxSUchgCZt8ODBjzzyyIMPPiiEmDFjRmho6LBhw5577rnt27f/61//evnll2+55ZbDhw//4x//WLZs2csvv2y1WjMzM69cubJixYojR46419y3b9/06dOjoqK+/fbbDh06vP322926dat+VgixbNmy3//+95WVlePHj583b56iKPPmzXv//fdLS0u7du26atWqxMTEhr+WOm5PDwAA6sOs2izOMk//mV03O3g5YsSITZs2uZfXr18/ZsyYms9mZ2d37tx58+bNp06deumll3bt2pWTk7N+/fqftrNjx47777//xx9/zMjIePPNN2s+dfDgwTlz5mRnZ+/du3fjxo3bt28/fvz4a6+9lpOTc/HixYSEhI8//rjB740QHOEAAMArWl39LqbijKdV5UGxFZaYGz07YsSIrKwsVVWPHj2qKEpGRkZubm71szExMY899pgQYs2aNWPGjElKShJCTJgw4dixY9e1ExYWdv/990uSNHTo0OvOpHz++ecTJkxITk4WQvzlL38JDg5u165dXl5eTEyMe4p9SUmJpy+qVgQOAAC84FJU2tWwWzytUhVLTNkPN3o2JSWldevW33zzzY4dO647vCGEaNWqlXshPz8/JSXFvZyUlPTTwJGamur+/NFPP1OWn59/6623upd79OghhHA4HFlZWatXr27durWiKG3btvX0RdWKwAEAgBdUmqOErmsSxYgbBg7xn7MqW7duXbJkyXVPyfK/50XEx8dfvHjRvVy9UNNN7gBVs3bnzp0Oh+PChQvffffdgQMHoqKiFixYcO2ady67zhwOAAAarxEjRqxcubKoqKhLly43WmfYsGGffPLJ5cuXCwsLV6xY4Wn7//M//3Px4sWrV69OnTq1qKiooKAgLi4uIiKioKBg2bJlDoejwS9CCI5wAADQmPXo0cNutz/wwAM3WadLly4zZ87s0aNHUlLSsGHDiouL699+7969Z82a1bdv38rKynHjxo0ePbqwsHDPnj2pqakpKSm//e1v586dO378+J49ezbwhRA40CRpqqpKqqqqemo1TQjRkFoA8KWzZ89WL992223uz7L27Nlz9+7d7gf37dt36dKlc+fOaZr24IMPZmZm1lyza9eu3377rXvNwYMHDx48uOazQogpU6ZMmTKluouYmJhPPvmk+stHH33UK6+CwIEmKf/HvKJrVxvSwsGDB3VUFRYWNqRTADBC586dKyoq+vTp43A4Bg4c6L5uR2ND4EBT5ZTNxZZoHYWhjhKT5iy+8efQbtap1BxvGgKgkTObzQsXLvT3KOpA4EBT5ZKUMnOEjsIgV6WsavpqVYl51gCgBz89AQCA4TjCAQBAQwU7ipML9+qrDa26IoIC/3QtgQPwjKLaY8tO6ii0OopNmkNvbZEm8wEZoJEKDw9vGRHUUlzWWy9FR+uZkda0EDgAz5jVqjZXv9FdrrtWs0Tq7hSAoWp+phQ3QuAAPGMzhR9P/P983GlS0f5o+YqPOwUALyJwAJ7RhOSULT7ulE/HAGjq+CkGAAAMR+AAAACGI3AAAADDETgAAIDhCBwAAMBwBA4AAGA4PhaLpipItaWU6rlqp5u+2pRe3c9d5A71AOAxAgeaKocwlQb7+mLA1479y+5w+rhTAAgABA40VaqslOq6xXxDXLxS4HASOADAY8zhAAAAhiNwAAAAwxE4AACA4QgcAADAcEwaBQB4zYYNG+x2u+/7zczMtFqtvu8X9UfgAAB4zfnz5202m47C4uJil8sVExOjr19VVfUVwmcIHAAAr3n00Uf1FX722WeXLl168sknvTseNB7M4QAAAIYjcAAAAMMROAAAgOEIHAAAwHAEDgAAYDgCBwAAMByBAwAAGI7AAQAADOf9C3/t2bPnr3/967Vr12655ZapU6fGxcV5vQsAANC0ePkIx+XLlxctWjR16tQPP/wwISHh/fff9277AACgKfLyEY7Dhw9nZGR07NhRCDFixIhnn33Wu+0DABqtY8eOXb58WV/tpUuXSktL//nPf+orDw0N7dGjh75a+IaXA0efPn169erlXj516tQtt9xS/ZTD4Th58qR7uUWLFhaLRUf7kiQ1fJCoJ1mWTaY6vkMkSRKab4bT3EmSVOfm8JdGOzBD1WcHaYpkWdb9zfZ//s//+X7fPk3o+UEtaZomtA2bvtRRKzQ1qWXL3r1766mFr3h5bwkODnYv/POf//z444+fe+656qeuXr368MMPu5cnTJgwdepUHe2rqlpaWtrwcaI+QkJCoqKibr5ORUWFw+7yzXiaOVmW69wc/lJeXu7vIfhBaGhoo90iDafvpVkslnJLi2OJd+qoTSnYHewoPtZyiI7aNldzkxVbAG+OwOD9eF5aWrp48eKCgoJXXnklJSWl+vEWLVqsWLGiermoqEhH4xzh8KWKioo6N5MkSXzWyTdUVdW31/hAVVWVv4fgB+Xl5Y12izREaGioJEllZWU6au12u9fHU08ul0v35iCp+IaXA4fD4XjppZe6dOnywgsvXBcOzGbzz3/+8+ovCwoKdLTfmI8qBx5VVZ1O583XYXP4jKZpdW4Of2m0AzNUfXaQpkhVVVmW9b00TfPbGdbGvIPAzcu/LXbv3m21Wh955BHvNgsAAJo0LweOkydPHjx4cPjw4e4vIyIi/vKXv3i3CwAA0OR4OXA88sgjHN4AAADXYbofAAAwHIEDAAAYjsABAAAMR+AAAACGI3AAAADDcdUmAIDXKKo9uuKsjkKLs9yktzbIWea/S46hvggcAACvCXaWtrvyle5y3bVqeJzuTuEbBA4AgNdUmKN+iPuFjztNKvw+UfHbbVxQTwQOAIDXaJJiN4X5uFNVNgtB4GjsmDQKAAAMR+AAAACG45QKEFBkWZZlX/8hERISEh8ff6nMx90CaEoIHECg0fR+QFCWZVVV9fXocrmEMOvrF0BzQOAAAoq+xCCEkCTJHTh05JWqqqqrV6+KkFb6ugbQHDCHAwAAGI7AAQAADMcpFQAIQNeuXdNXWFFRIUlSZWWljtqYmBhZPq+vXwQ8AgcABKD8/Hzd04d1a9mypUk56uNO0VQQOAAgAHXp0kVf4fnz551OZ5s2bXTUrlq1yu5w6OsXAY/AAQQOSZIkSfJ9C76/8geAJofAAQQURVGE0J05NH3lsqzo7RFAc0HgAAJNidPs1DwODYqkRZrsJU6zU/P4cIXLxVF0AHXgQCgAADAcgQMAABiOwAEAAAxH4AAAAIZj0igABJozZ86UlJQ0pIUDBw7oqCoqKmpIpwhsBA4g0MiS558zEUKWtP/Uen55Slkymfhh0ohomuaQzKXmcB21Yc4ySVNLzRE6alWJo+a4IX5GAIEmTNH/IdUwxamnzKQ4EhPzr/n6Qtq4CadsKrFE6ygMUm2K5tJXq3KaHjdG4AACTYXL5PL8OhwNoTqqCgoKhNzCl50CaFoIHECgcWqyjgt/NYTLpVVVVYkQX/YJoInh8BcAADAcgQMAABiOwAEAAAxH4AAAAIZj0igABCCz6oi2XdVRaFHtkqbqq5VT2vxw+bCOQjQHBA4ACECK5gyzF+su11drTYiTZZ9+QgpNCIEDAAJQlWK9ZE3ycad5W/5qd+i6dhyaAeZwAAAAwxE4AACA4QgcAADAcAQOAABgOL9NGg0P13PfZE3TbDab1weDWgUHB9e5mRwOh9PJPUJ9QZblOjeHqqp2u90340F9dhB/MZlMQjSvyZuKojTazQE3vwWO0tJSHVWSJJlMfLLGR6qqqurcTCaTSQjFN+Np5lRVrXNzsIP4Un12EH9xOptX2hBCuFwu3ZsjKCjIu4NBrTilAgAADEfgAAAAhiNwAAAAwxE4AACA4QgcAADAcAQOAABgOAIHAAAwHIEDAAAYjsABAAAMR+AAAACGI3AAAADDETgAAIDhCBwAAMBwBA4AAGA4AgcAADAcgQMAABiOwAEAAAxH4AAAAIYjcAAAAMMROAAAgOEIHAAAwHAEDgAAYDgCBwAAMByBAwAAGI7AAQAADEfgAAAAhiNwAAAAwxE4AACA4Uz+HgAABDJZ9sPfdWFhYVcqinzfL3ATBA4AMJCiKL7vtGXLlqevFPu+X+AmCBwAYCCHw6Gv0J1UXC6XjtqzZ89qmqavX8AgzOEAgECjqqq/hwBcj8ABAAAMxykVADCKJEmSJOmuFX6acwoYgcABAEZRFEV34KhuQUdVAzsFjEDgAAADOTS53KXnJ22o4hCaKFfNOmo1QeBAo0PgAABDSaqm69e/JmlC6KwFGh/ODgIAAMNxhAMADCQJzSzp+ZCqJGmSEPpqQ0KsotyuoxAwDoEDAAxkktRwk/6rYoSb9Fw3LDwp6UxBie5OASMQOADAQE5NrtA1abQhii78wJVG0dgQOADAQJqQnD6f+Gmz2XzcI1An7weOQ4cO/elPfyopKfnFL37xyCOPcNUaAADg5TTgcrkWLlw4efLkJUuWnDhxIicnx7vtAwCApsjLgWPfvn2xsbEZGRnBwcHDhg3bsWOHd9sHAABNkZdPqVy+fDk5Odm9nJycfOXKleqnSktL/+d//se93LNnz+7du+toX9M0h8NhkV0m4dN7IToVlxAi1FlqcVX5tF97lRAiqvxssKPYl/1KmiqECAoKCg0NvfmaTqdTUzWr4vTJuP6vYkmYNGeU7aqP+z2vucxqVVLRPh/3G2q7IofJdW4O9w4SrLhcvp0v6JBVIUSYvThYrvBlv1XOYiFETNkPobYrda7sRbLmFPXeQVSX6vsdRAhhctl9v4PIQrW4Kny/g4TYrskR1jo3B/zLy4GjtLTUarW6l61Wa0nJ//1cVlVV1datW93LkZGRt912m472VVV1Op3BiiaET3+g2hXNbDZHCpskfPrRdrtkt1qt4aZiWZT6sl8hCREZGRISYrFYbr6ipmma5gxRfH0vbJOiBCuSVZT7uN/QIEtEkNxCnPNxvyJYRETE1Lk53DtIkK4rNzRElaKZzeZoyS58u4NUyA6r1RquFMrCp4ncvYNYrdb6bBGT5us/kIQQFrPJapJCfL+DBAdFWkSs73eQEBEZGVnn5oB/Sd796NSXX3556tSpJ598Ughx5syZefPmvf/++7WuWVBQ4MV+GzNZlmNiYkpLS5k33kiEhYWZTKaioiJ/DwRCCKEoSnR0dElJid3OhaoahfDwcFmWi4t9m+H8KjY21t9DaBa8PIcjISEhPz/fvXz+/PmEhATvtg8AAJoiLweOrl27Xrhw4YcfflBVdfPmzf379/du+wAAoCny8hwORVGee+65xYsX22y23r17Dxw40LvtAwCApsj7F/7q1KnT4sWLvd4sAABourgMKAAAMByBAwAAGI7AAQAADEfgAAAAhiNwAAAAwxE4AACA4QgcAADAcAQOAABgOAIHAAAwHIEDAAAYjsABAAAMJ2ma5u8xBLiKiooPP/wwMzOzffv2/h4LhBBi27ZtBQUFY8eO9fdAIIQQRUVFK1asGDFiRJs2bfw9FgghxJdffllZWTlq1Ch/DwSBhiMchqusrFy2bNmZM2f8PRD829dff71+/Xp/jwL/VlJSsmzZsvz8fH8PBP+2Y8eOLVu2+HsUCEAEDgAAYDgCBwAAMBxzOAynquqFCxdiYmKsVqu/xwIhhCgsLHQ4HPHx8f4eCIQQwul0Xrp0KTY2NigoyN9jgRBCXLt2zeVyxcXF+XsgCDQEDgAAYDhOqQAAAMMROMSpU6deeOGFBx988NFHH/3DH/5gt9sb3ubJkydnzZpV/WVFRcXw4cNVVW14y0IITdPeeOMNIcTp06dr9hJgfLBdFi1atGTJEvfy+fPnhw8fvnfvXveX69ate/bZZ48cOfLCCy9c18jZs2efeuop0Ww2RLXx48ePGjXqvvvuGz169JQpU3Jzc3+6TvV7Uiv2CyN4fbuwX8AgzT1wuFyurKysgQMHfvTRR6+++qosywsXLvT3oOqgadq3337r71EYyzfbJT09/dixY+7lffv2BQUFff/99+4vjx07lpaWlpKS8uijj96ovDlsiOu8++67n3/++cqVK++6666FCxdWVFRct4If35NmuDmqeXe7sF/AICZ/D8DPrl69WlZW1r9/f4vFEhcX99BDD33wwQfup77//vsPP/ywsrIyIyNjypQpZrM5Ozv722+/PXfu3NWrVzt27Dht2rTo6GghxOeff+6+VE67du1mzpzpfrBOP23/9OnTS5cuDQ0NPXHiRFJS0qRJk372s58JIbKzs1euXGmxWHr27FlcXFxZWelwOGbOnPmb3/zG5XJ98MEH3333XVxcXPX6AcA32yUtLc197MRisezfv/+ee+6p/kvu+PHjgwcPPnfu3LJly1599VUhxJo1a9atWxccHPyLX/zCvc7rr78e8BuiVkFBQUOHDl22bNnFixdLSkpqbo758+e735M333yT/cLHvLVd2C9gkOZ+hCM+Pj4+Pv6VV17ZvXt3RUVFeHj4008/LYQoLi6eP3/+zJkzP/jgA03TPvzwQ/f6u3bteuSRR1asWNGqVSv3Ucf8/PzPPvvs9ddfX758eVRU1LZt2+rT743aP3DgQL9+/T766KO2bduuXbtWCHHx4sW//vWv8+fPf/3117/55hshxOzZs81m85tvvimEOHny5M9//vMlS5YkJyevW7fOgHfIP3yzXVq2bBkREXHq1ClN0w4ePDhy5MiCgoLi4uLi4uIrV6506tSpes39+/dv3Lhx/vz5b731VvUP3+awIWplt9s3b96sKEpQUNB1m6P6PWG/8D1vbRf2CxikuQcOIcTChQvT09M/++yzhx56aO7cuWfPnhVC5ObmdunSJSUlRZbloUOHfvXVV+6V09LSunfvrijKgw8++O2332qalpiYuHTp0vj4+PLyciHETw9m1upG7QcHB99xxx2SJPXq1cvd4K5du+64446YmJjIyMhBgwZd147Vau3bt697/Xp23VT4Zrukp6cfPXo0Ly8vLi4uIiIiPT19//79x48fb9euXUhISPVqu3fvvvvuu+Pj40NCQkaOHPnTdgJ4Q9Q0ffr0MWPGjBs3bu3atU899dShQ4dq3RxCCPYLX/L6dmG/gBGa+ykVIURISMj48ePHjx9fXFy8du3aZ555ZsWKFVevXj169Oj06dPd68TGxroXqj+bHhISYrFYiouLw8PD//a3v+3evbtFixayLCckJNSn0xu137p1a0VRhBCyLFevWX3FiBYtWlx3Bejk5OTr1g8Yvtku6enp+/btkyQpIyNDCNGtW7d9+/ZFR0enpaXVXK2oqKhz587u5Vov4BHAG6KmRYsWtWrVqvrLVatW1bo53NgvfMbr24X9AkZo7oFj69at27Zte/3114UQkZGREyZMyM7OzsvLi4qK6tevn3tilM1mO3funHv9goIC98L58+crKyvDw8NzcnJOnjz57rvvhoaGrlmzpqysrD793qj9WtcsLCx0L1cvVJMkybMX3ET4bLukpaV98skndrv9nnvuEUJ069Zt9erVSUlJmZmZNVeLioq6cuWKe/mHH374aTuBuiFu7ibfxuwXftTw7cJ+ASM099TZvXv306dP79ixw263q6qak5MjhEhJSenZs+fXX3995swZp9P50Ucfbdy40b3+wYMHDxw4oGnaxo0be/XqpShKSUlJZGRkSEhISUlJdna20+ms2f7x48crKyt/2u+N2v+p3r17f/XVV8XFxWVlZdu3b3c/6HK5AvuKbT7bLsnJyQ6H4+DBg+4/1Fq2bCmEOHToUPXfbW633377pk2bCgoKqqqqsrOzqx8P+A1xc7VuDvd7wn7hRw3fLuwXMEJzDxwtWrR44403tm3bNmnSpIcffnjbtm0vv/yyxWKJj49/7LHH5s2bN3HixKtXr06cONG9fs+ePT/99NP/+q//Onv27JQpU4QQgwYNMplMjz/++IIFC4YNG7Zz586TJ09Wt//ss8/m5eW5l8eNGzfmPwoKCmpt/6dSUlJGjhw5ffr0l19+uXfv3kFBQbIsZ2RkPPnkkwa+L/7ms+0iSVJaWlq7du2Cg4PdT3Xv3j0xMTEyMrLmeDIyMjIzM2fNmjVt2rSBAwe6H2wOG+Lmfro5qt8T9gs/avh2Yb+AEbi0uQeys7MPHz7s4x3p9OnTu3btevDBBzVNW7hwYc+ePat3bLj5ZbvAv9gvgCanuc/haPzatGmzffv2mTNnulyuLl26DBgwwN8jAvyP/QJocjjC4YGCgoKysrK2bdv6eyD4f7BdAKDxI3AAAADDNfdJowAAwAcIHAAAwHAEDgAAYDgCB+A7mqZ98MEHPXr0iIiI6Nix40MPPbRv3z7junO5XJIk5ebmGtcFANQTgQPwnfnz58+YMWPo0KEbNmxw33J98ODBBw4c8Pe4AMBwfEoF8J1bbrnl4Ycfnjt3bvUjgwYNSkhIWLVqlRHduVwuk8m0Z8+e2267zYj2AaD+OMIB+E5xcfGJEydqPvL+++8/88wz7uWTJ0/ee++9CQkJERERAwYMqD7bYjab//jHPyYnJ4eGhg4aNCg/P3/69OmJiYnx8fHvvPOOECI3NzcuLm7p0qVJSUkRERGDBw8+cuTIdV2XlJQ8/vjjKSkpkZGRw4YNq76h1/r167t37x4SEtKuXbtFixYZ+/oBNGMEDsB3pkyZsnLlyn79+i1cuPD777/XNC01NbV79+7uZ4cPH15SUrJq1aovvvhC07TJkydXFy5cuHDVqlWbNm06duxYhw4dIiIidu7cOWLEiKeeeqqoqEgIce3atZdeeumdd97ZuHGj1Wrt379/SUlJza5Hjhx57NixFStWbN26NSIi4q677ioqKjp79ux99903ZMiQnJycJ554YsaMGbt37/blGwKgGdEA+NCmTZsmTJjQunVrIURsbOyMGTNKS0s1TVNV9c033/zhhx/cqy1fvjw2Nta9bDKZVqxY4V7+zW9+06lTJ/fy6dOnhRAHDx7cs2ePEOLzzz93P15RUeE++OG+F+iePXv27NljNpsLCwvdKzidzoSEhKVLl27dulWSpJMnT7of37BhQ15enk/eBgDNDvdSAXwqMzMzMzNTCHH8+PHPP//8jTfeOHLkyJdffilJ0m9+85t169Z9+OGHR48ezc7OVhSluio5Odm9EB0dnZKSUr1cs+Xq+4lYrda+ffsePny4+qkjR444HI64uLjqR5xO5/nz5x944IE+ffqkpaVlZmYOGjTo3nvvre4IALyLUyqAjxw6dOj+++93OBzuLzt27Pj888/PnTt38+bNpaWlZWVlt99++4IFCyIjI//7v//77bffvlE7kiTV2ZeiKO7DG26RkZGJiYmOGjRNmzNnjtVq/frrr7du3Zqenv7xxx+3b99+7dq1DX+lAPBTBA7ARyIiIlavXr1ly5aaD5pMpujo6LCwsO3btx8+fPh///d/Z82adc8995hMHh993Llzp3uhqqpq165dnTt3rn4qLS3t0qVL1TNJ8/Pz+/Tps3///uzs7Hnz5t1xxx2/+93v9u7dm5mZuXz58ga8RAC4IU6pAD6SnJw8bdq0sWPHPvfcc3369LFYLN99990rr7zy7LPPSpLUokULu92+Zs2aO++889tvv33hhRcqKioKCgpiY2Pr2f706dMVRUlISJg3b57NZps4cWL1Ux07dhw5cuS99967ePFii8WSlZVVVlaWlpaWk5Pz4osvhoeHDxw48PDhwzk5OTNnzjTm1QNo9vw9iQRoXpYuXfrLX/4yJiYmOjr61ltv/fOf/6yqqvupV199NTExMSYm5r777jt69OjPf/7zW2+9VdM0k8m0Y8cO9zovvvjikCFD3Mvuz6dUTxrduHFjRkZGeHj4gAEDDh48qGla9aRRTdPKy8unTJnSunXrqKioe++9t3py6KJFi372s58FBQWlpKTMnj3bfbYFALyOC38BTV5ubm6fPn2cTmfNeaYA0KgwhwMAABiOwAE0eUFBQW3btvX3KADgZjilAgAADMcRDgAAYDgCBwAAMByBAwAAGI7AAQAADEfgAAAAhiNwAAAAwxE4AACA4f5/Ox2l1e95HYMAAAAASUVORK5CYII=)
Using standard R color theme
p <- ggplot(df_mean, aes(Samples, Values, fill=Species, color=Species)) +
geom_bar(position="dodge", stat="identity") + geom_errorbar(limits, position="dodge") +
scale_fill_manual(values=c("red", "green3", "blue")) +
scale_color_manual(values=c("red", "green3", "blue"))
print(p)
![](data:image/png;base64,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)
Exercise 4
Bar plots
- Task 1: Calculate the mean values for the
Species
components of the first four columns in the iris
data set. Use the melt
function from the reshape2
package to bring the data into the expected format for ggplot
.
- Task 2: Generate two bar plots: one with stacked bars and one with horizontally arranged bars.
Structure of iris data set
class(iris)
## [1] "data.frame"
iris[1:4,]
table(iris$Species)
##
## setosa versicolor virginica
## 50 50 50
Data reformatting example
Here for line plot
y <- matrix(rnorm(500), 100, 5, dimnames=list(paste("g", 1:100, sep=""), paste("Sample", 1:5, sep="")))
y <- data.frame(Position=1:length(y[,1]), y)
y[1:4, ] # First rows of input format expected by melt()
df <- melt(y, id.vars=c("Position"), variable.name = "Samples", value.name="Values")
p <- ggplot(df, aes(Position, Values)) + geom_line(aes(color=Samples)) + facet_wrap(~Samples, ncol=1)
print(p)
![](data:image/png;base64,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)
Same data can be represented in box plot as follows
ggplot(df, aes(Samples, Values, fill=Samples)) + geom_boxplot() + geom_jitter(color="darkgrey")
Jitter Plots
p <- ggplot(dsmall, aes(color, price/carat)) +
geom_jitter(alpha = I(1 / 2), aes(color=color))
print(p)
![](data:image/png;base64,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)
Box plots
p <- ggplot(dsmall, aes(color, price/carat, fill=color)) + geom_boxplot()
print(p)
![](data:image/png;base64,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)
Violin plots
p <- ggplot(dsmall, aes(color, price/carat, fill=color)) + geom_violin()
print(p)
![](data:image/png;base64,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)
Same violin plot as interactive plot generated with ggplotly
, where the actual data points are shown as well by including geom_jitter()
.
p <- ggplot(dsmall, aes(color, price/carat, fill=color)) + geom_violin() + geom_jitter(aes(color=color))
ggplotly(p)
Density plots
Line coloring
p <- ggplot(dsmall, aes(carat)) + geom_density(aes(color = color))
print(p)
![](data:image/png;base64,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)
Area coloring
p <- ggplot(dsmall, aes(carat)) + geom_density(aes(fill = color))
print(p)
![](data:image/png;base64,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)
Histograms
p <- ggplot(iris, aes(x=Sepal.Width)) +
geom_histogram(aes(y = ..density.., fill = ..count..), binwidth=0.2) +
geom_density()
print(p)
## Warning: The dot-dot notation (`..density..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(density)` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was generated.
![](data:image/png;base64,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)
Pie Chart
df <- data.frame(variable=rep(c("cat", "mouse", "dog", "bird", "fly")),
value=c(1,3,3,4,2))
p <- ggplot(df, aes(x = "", y = value, fill = variable)) +
geom_bar(width = 1, stat="identity") +
coord_polar("y", start=pi / 3) + ggtitle("Pie Chart")
print(p)
![](data:image/png;base64,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)
Wind Rose Pie Chart
p <- ggplot(df, aes(x = variable, y = value, fill = variable)) +
geom_bar(width = 1, stat="identity") +
coord_polar("y", start=pi / 3) +
ggtitle("Pie Chart")
print(p)
![](data:image/png;base64,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)
Arranging Graphics on Page
Using grid
package
library(grid)
a <- ggplot(dsmall, aes(color, price/carat)) + geom_jitter(size=4, alpha = I(1 / 1.5), aes(color=color))
b <- ggplot(dsmall, aes(color, price/carat, color=color)) + geom_boxplot()
c <- ggplot(dsmall, aes(color, price/carat, fill=color)) + geom_boxplot() + theme(legend.position = "none")
grid.newpage() # Open a new page on grid device
pushViewport(viewport(layout = grid.layout(2, 2))) # Assign to device viewport with 2 by 2 grid layout
print(a, vp = viewport(layout.pos.row = 1, layout.pos.col = 1:2))
print(b, vp = viewport(layout.pos.row = 2, layout.pos.col = 1))
print(c, vp = viewport(layout.pos.row = 2, layout.pos.col = 2, width=0.3, height=0.3, x=0.8, y=0.8))
![](data:image/png;base64,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)
Using gridExtra
package
library(gridExtra)
grid.arrange(a, b, c, nrow = 2, ncol=2)
![](data:image/png;base64,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)
Also see patchwork
in ggplot2 book here.
Inserting Graphics into Plots
library(grid)
print(a)
print(b, vp=viewport(width=0.3, height=0.3, x=0.8, y=0.8))
![](data:image/png;base64,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)