3. Regression Fundamentals
Conditional Expectation Function (CEF)
\[
\mathbb{E}[Y|X=x] = \int y f(y|x) dy
\]
Law of Iterated Expectation \[\mathbb{E}[Y_i] = \mathbb{E}[\mathbb{E}[Y_i|X_i]] \]
#%%
# Download data and unzip the data - run once in working directory
# download.file('http://economics.mit.edu/files/397', 'asciiqob.zip')
# unzip('asciiqob.zip')
#%%
# Read the data into a dataframe
pums = read.table('asciiqob.txt',
header = FALSE,
stringsAsFactors = FALSE)
names(pums) <- c('lwklywge', 'educ', 'yob', 'qob', 'pob')
pums$age <- 80 - pums$yob
#%%
# Estimate OLS regression
reg.model <- lm(lwklywge ~ educ, data = pums)
#%%
# Calculate means by educ attainment and predicted values
pums.data.table <- data.table(pums)
educ.means <- pums.data.table[
, list(mean = mean(lwklywge)), by = educ]
educ.means$yhat <- predict(reg.model, educ.means)
CEF \(E(Wages|Education)\)
# Create plot
p <- ggplot(data = educ.means, aes(x = educ)) +
geom_point(aes(y = mean)) +
geom_line(aes(y = mean)) +
geom_line(aes(y = yhat), linetype='dashed' ) +
labs(title='CEF (Wages | Education)',
y = "Log weekly earnings, $2003",
x = "Years of completed education")
print(p)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACQAAAAYACAMAAAAUyIefAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdCXhcVd3H8X/SvdCdfV/LvkhlUWSTCgINIFAKSAG3ioJ1N74qVl8FgwpURaTqC1ZAsCxiBRTKDoJA2ctWClhaKCVdaSndknnvnZkkk2SSzJm598zc+X0/z2NnvfeelmTy9WTmHksBAACIsXIPAAAAwDcCCAAAyCGAAACAHAIIAADIIYAAAIAcAggAAMghgAAAgBwCCAAAyCGAAACAHAIIAADISUAANZZ7AOX2brkHAABAtan8ALrgxHKPoNyO/EG5RwAAQJWp+AC6xIY2l3sMnaz9yU9+5u1g6wfZRd4OBgCAhEoPoHtq7cpyj6GzFWb9/B3tGqu9x9/RAAAQEH8ALb3ksM37DP/wd9/M3v6b5diy4x2fbr/xe9vYKcHFiWaTs/dsY4ObMtd+ajY+yoGuM6tvd0enkbaKIoBmbrP5AwU+9UTbbmWphwMAAG1iD6BbNskWRL/LM3c4BVC9DXg7uPiJ2Wczd8wPnvN85uqpbVUUCT8B9IdJk+alr3zW7LgCt3m1t11Y5OEAAEAecQfQdb2CeNj1iH3DiyvS9wRZMejoFmd2vOPn7bae39++Gl7ebvbhzD1/Dfbz+8zV3cweinKo+QKo/UhblRBAB5o9mr7yHbNzCt3oDBv+XpHHAwAAncUcQLMHmB3+cnDlnZODZpgb3hVkxT7tntPpjjb1ZrPDy3fMBmR+8TUxCKDPpK+t7mW1K6Ica74A6mJgUQTQ0m999Z1CN3rY7CdFHg8AAHQWcwDVmX10dfraun3Nvh5ecQig1cPt4My1LcxeTl/5cDihlL72ZMuVqHgOIBfN29iWlfdZOAAAEiveAJpba/Zs9vqfzHYILx0CKHgk+yuxIKT+Gl6+39s2spol2f19Ov9mRargAAp/X/ZwkQcEAACdxBtAvzXbv+X6PDNbmHIKoDPNnstcm2T2/fDyPrMvm90RXv2G2aXpx5qvP26LPsMO+fWals3e+frIARsde3/qYGv5200/YfO+Gx1+xdrszcWT9t2g/07nzm5/tEICaOE3Rg4YMebfLQE0qqVm/mB2duYZTdcct3nf4Yf/YV12i3aj+1zLW6pz/kqBx87Zrt/wgy5u+aTXYWavL/ufkf03OvGpluPeaZk3QwEAgCjEG0BnmX279cYGZk+knAJocxuc/cXPdLO68PKnZs/3tgvCq6PN7g8vFx2SjYr9l2ee+9Tw9M3aP+6eDaB147LPGJVZVeOpLTI3+1/f7mgFBNAzG6U37HVFlwG0+CPZYx26NNV5dPkDqL4mc+dWT2duBwF06zaZEbZ8UP69XrZ9/n8jAADgLt4A+pjZ/7XeePaJJ8IIKDyAZpsdlr36ltm24eWxtmVqPxsdXt3UasLdrT/QrM/oTx9c0/Lm6JVbBuWw0+hdrO/AbAB9IXjGx886snf2c+dLNzMbWnfiiODembmH6zmAVm4V7HrnYNe9ugqgpo8G5XXw+KP7mh2f6jy6O372s63Nvvyz8DTSrQH0/WCnI884pl8wqtfTdwQBtKENOmTXYKORLe/82ddsad5/JAAA4C7eANrD7JaO9xUeQNPMzm25vqnZslSqeZidlvpK+lSI7wZ1ED7wJ7Ot5gSXd9Va7/QUUIPZgNuCy38Oycy0pB4x2/Kl4PKp4I5HMk/Yc1Eqteij2Uhp0XMA/SwokzuDyzuGdBVAfzTbOJzmmjUiMz/VaXRt7wFqCaCZtWYXB5dz9zL7ePqRIIDs+GCEtwbJ9mD20GPN7sv7jwQAANzFG0Dbmf2z432FB9CPzFpX3Do23QIvmF2euj59KsS7LWihwGkt5xfaP5sIe5v9Mn3HrdkA+nT2DdTh6RQnBhdjzKaGN2eZDcw9XM8BtEd4+NAtXQXQAWbXpO/4ldmEfKPrHECntfz27I3+md8RhgG07+rsQxdnD10f8VkfAQCQFm8AbZs/gFp9LnvH4OOyXs595ufM/txy/Qfp9vhD+KGyN9OnQrzU7BfhA43z5n2QfsZJZtOCi+VmtYvTd6zLBFDzEOufeX/0U2YfCS4+Yfa39O2vnXfe6pzDdXsm6HCki8z6ZM5H2NWboJfX2IDMaN7MxFPH0XUOoHUDzF7JHO/zZv8TXh7WUmxBRX0pO5YreRc0AADRqYwAatXuE+LHmt2as9WEVOocG9qUSm0Vvp/mHLN72+33ZLPwTc2PZX811hpAc8w+lLnjPbONg4uvmn18VZ7B9hhAD5rtnXmkqwD6t9mo7MZnjjs3d1/Z0XUOoKDKWt7efIvZEeHlYS3/ateanZF97C8tb3ECAAClK0sAtU74/Dp7R/4AOtSsdRX0uWYHplIj7djg+rjwDIijrGZZ5qHmf56+w8D01mFi3G52ZOb+bAA9YLbF5zLM+gZ3vNQ/aI4/rU11lC+A2o30ltbVu7oKoL9beoC52o+ucwBNNzs6+9QXsu3WGkDXm43LPhbs+aROIwYAAMWp5PcAHdD2HuBUaiPboLkx86agX1nNkvUDbMfMA4uOas2nMDGmtb61ORtA/7Bc68MDDgiubPHjdzscrsf3AP3Z7NTMta4C6Dqzk9vvtMPoOgfQNWZjs8+dn5mhyhtAd7d2HQAAKFm8AbRny9ttchQeQIfkfvIpCIlX/545H/ITZne81BIja4Oi6D3+ittnHJJJjCAaTshskQ2gdmu6W/r8hK+cFJ55Z4Mfrm53uB4D6OrWHukqgK7pGEAdR9c5gNp2mlpgNiK8zBdA9xBAAABEJ/bzAF3deuPdBQvCNyMXHkB12XM+p/2P2c3fsX5hs6wbaBdMa/mA1G/Mtku/iTj7LpsbOs4A/a3zr6VSqZe+FM4CjVqUe1+PATTVfQao4+g6B9DUthmgIIA2DS/zBdA/+BUYAADRiTeAzjH7XuuNDc0eT7kE0JlB87TeuMnsp4faIenrh9snfmI2I339ALPb0leyiXGbZc6T2BpA/2o7nWKud79S26Epegygm83GZK4V/B6gjqPrHEDBJp/MPvlls13Cy3wBdANvggYAIDqxrwV2SMv1t8x1LbDzzaa03njd7AuDsjn1fdvos2aZD7v3s5rMh9yzifEfs90yW2QD6AnrYhWJIC9q3sm53WMAPWi2b+ZaSwAd1PIupc6fAnvzjTfzjK5zAD2RXSM2lV7wK30mxHwB9Buzr+f9WwAAAHexrwbf6/Xs9WvNdgovCw+gS81+0HZruO3Q8iux281GZqtmtXVIjPdqrHfm42HZAFpRazXzc/b68C67nJi5tpvZQzkP9BhAS8z6ZhYsbQmgo1vO7jOl9TxAAzOjWVET/m07ja5zAK0ZYDYns/8fmn03vMwXQN81+13efyQAAOAu3gAKT+Xzqcy1puAn/3fCK4UH0P1mZ7XdOjLomdpM2iwJ38N8SubuAenzQqdS84ZkE2OU2W/Tj/w9eyboA7LnF0yl3gxPnfhKEC+ZyaMgqJ7MOVzPZ4LeN30KxlT6l2HpADrf7Cstf7mzwyv7txTRLZl26TS68J3dmc/2t5wJeqzZ59N3rNrKLL04Wb4AOi2zjAcAAIhCzAH0Yt+gDJYEVxadYzbw7fCuwgNoeU3uA9+x1t9ApXYPrl+UuRrUwpj3Uql7twvuujK841dmg8LEuGdYNoCuMuuV7pYHt0/XyV5mJ4Trcv0ueGJPZ4JuP7DLzIaEK3zNGJoNoBvNNpyVSjWGy82fHd7xe7PNnwn/3tkzIHUaXerUlhxrCaDHas0uCS7f+1T2PIh5A2g3q1mR9x8JAAC4izmAUn+oCVrh4OP2D0Iou0pW7ukFjztuZTcBlNrFen/QeuOGYA/nZ69/Ibh+Z+bqX4KrA/fcwmy42f+Gd6zeObhn92P2DJdsT//tmg4Jruw47rQ9g4uvBbfvDh7Y6NjTgg6yH+YerdsTIaZHunqnYJs9jtnD+vbKBNAHWwZ/u8MPDD9RlgmgcPX3Xh8bf0S/7BusO40u9WuzmgN2X5uzGnxYdiM/fWLQa0MyvwvLE0Dv92o5CTUAAChd3AGU+tPg7Bl4Nrwuc0f78/Is7S6AvmX2QOuNV61liaz0yXOs5SPsn83s6DM/bPmM1subp++o/V02gFKLD88erOYrTeHtGzbI3j57fe7Rul0KIz3S1MtbZHZ91eaZAEr9q0/6jj6fbVnRtPGg7NPHvJ9/dMvTo2vOCaDmb9ZknrRF9hdyeQLoTrMf9/QvDQAAChV7AKXemrTf8D6bHHZhS7A4BNDTZt9qvdE8xOyt7PXZZtu0PnDNYUP67/vH1OPjxmVXDl387ZH9hx9z/7qWAEo133zSVv0G7fqlx7NbzP3WXhv22fLkDiepLiCAUkvqg10f92Bq92wApZ44fkTfrc964d6WAEo1/fnYzfoMG31Dc1eje/ETAzb8aCongFKpx87ett/Q/S9q+R1XngD6jtms/P9GAADAXfwBVIrdbefiN37fbEOX53cKoAqyo+1Z7iEAAFBFKjuAJmfWvijOLGtZLqwwFRxAj7a8gQoAAEShsgNo9XatH4MqXOPbmcsfmZ3hsl0FB9A423F9z88CAAAFquwASl1ntc+7bvO5raaHF//qn2cp+u5UbgC91CtnSTUAAFCyCg+g5gPtkOaen5brrV5mO5x2zofN7JNOm1ZsADUfZh9z/EcAAADdqfAASr2yofPnv2/ZIvu5rcOWxDIk737QcoIgAAAQjUoPoNTfe41wnf1Y9ftjNuuzyTHXNcUyIO/WD+pzW7nHAABAdan4AErdOKHcIyi3c24t9wgAAKgylR9AqSqZyCme/D8AAABRS0AAAQAARIsAAgAAcgggAAAghwACAAByCCAAACCHAAIAAHIIIAAAIIcAAgAAcgggAAAghwACAAByCCAAACCHAAIAAHKSHUCrly5dXe4xlMmyD8o9gjJ5b+nScg+hTNYuFV0Wd/3Spe+XewxlsnJFuUdQJquWLl1X7jGUR/PSNeUeQpksW7rc+zGTHUCrGhtVO2Cx6o+EpY2NzeUeQ3msaVxf7iGUx7rGxvfKPYYyeW9ZuUdQJisbG9eWewzl0dyo+n/qFzUu9n5MAiihCCA5BJAeAkgOAeQTAZRQBJAcAkgPASSHAPKJAEooAkgOAaSHAJJDAPlEACUUASSHANJDAMkhgHwigBKKAJJDAOkhgOQQQD4RQAlFAMkhgPQQQHIIIJ8IoIQigOQQQHoIIDkEkE8EUEIRQHIIID0EkBwCyCcCKKEIIDkEkB4CSA4B5BMBlFAEkBwCSA8BJIcA8okASigCSA4BpIcAkkMA+UQAJRQBJIcA0kMAySGAfCKAEooAkkMA6SGA5BBAPhFACUUAySGA9BBAcgggnwighCKA5BBAegggOQSQTwRQQhFAcgggPQSQHALIJwIooQggOQSQHgJIDgHkEwGUUASQHAJIDwEkhwDyiQBKKAJIDgGkhwCSQwD5RAAlFAEkhwDSQwDJIYB8IoASigCSQwDpIYDkEEA+EUAJRQDJIYD0EEByCCCfCKCEIoDkEEB6CCA5BJBPBFBCEUByCCA9BJAcAsgnAiihCCA5BJAeAkgOAeQTAZRQBJAcAkgPASSHAPKJAEooAkgOAaSHAJJDAPlEACUUASSHANJDAMkhgHwigBKKAJJDAOkhgOQQQD4RQAlFAMkhgPQQQHIIIJ8IoIQigOQQQHoIIDkEkE8EUEIRQHIIID0EkBwCyCcCKKEIIDkEkB4CSA4B5BMBlFAEkBwCSA8BJIcA8okASigCSA4BpIcAkkMA+UQAJRQBJIcA0kMAySGAfCKAEooAkkMA6SGA5BBAPhFACUUAySGA9BBAcgggnwighCKA5BBAegggOQSQTwRQQhFAcgggPQSQHALIJwIooQggOQSQHgJIDgHkEwGUUASQHAJIDwEkhwDyiQBKKAJIDgGkhwCSQwD5RAAlFAEkhwDSQwDJIYB8IoASigCSQwDpIYDkEEA+EUAJRQDJIYD0EEByCCCfCKCEIoDkEEB6CCA5BJBPBFBCEUByCCA9BJAcAsgnAiihCCA5BJAeAkgOAeQTAZRQBJAcAkgPASSHAPKJAEooAkgOAaSHAJJDAPlEACUUASSHANJDAMkhgHwigBKKAJJDAOkhgOQQQD4RQAlFAMkhgPQQQHIIIJ8IoIQigOQQQHoIIDkEkE8EUEIRQHIIID0EkBwCyCcCKKEIIDkEkB4CSA4B5BMBlFAEkBwCSA8BJIcA8okASigCSA4BpIcAkkMA+UQAJRQBJIcA0kMAySGAfCKAEooAkkMA6SGA5BBAPhFACUUAySGA9BBAcgggnwighCKA5BBAegggOQSQTwRQQhFAcgggPQSQHALIJwIooQggOQSQHgJIjmAAXfvl9AUB5IoA0kMAySGA9BBAMl4/2mx6eIUAckUA6SGA5BBAegggEet+PtDMzgqvEkCuCCA9BJAcAkgPAaThqQ8H+TNsSvolnQByRQDpIYDkEEB6CCAF79f3Cvpn7MLMLQLIFQGkhwCSQwDpIYAE3LZtkD/b/6vlJgHkigDSQwDJIYD0EEDVb9kIs971bT/ICCBXBJAeAkgOAaSHABJwlX3oiZybBJArAkgPASSHANJDAAlo/mu7VzQCyBUBpIcAkkMA6SGA9BBArgggPQSQHAJIDwGkhwByRQDpIYDkEEB6CCA9BJArAkgPASSHANJDAFWra2/r6hECyBUBpIcAkkMA6SGAqtPrR9vmS7t4jAByRQDpIYDkEEB6CKBqtK4hXPhrchePEkCuCCA9BJAcAkgPAVSFchf+yoMAckUA6SGA5BBAegigqpNd+OvdLp9AALkigPQQQHIIID0EULX5xzZB/uxwZzfPIIBcEUB6CCA5BJAeAqjK3B/kT5/vruruKQSQKwJIDwEkhwDSQwBVmzG238zun0EAuSKA9BBAcgggPQRQtXn98qYenkEAuSKA9BBAcgggPQSQHgLIFQGkhwCSQwDpIYD0EECuCCA9BJAcAkgPAaSHAHJFAOkhgOQQQHoIoKpw7RKHJxNArgggPQSQHAJIDwFUBV47yj7v8HQCyBUBpIcAkkMA6SGAEm/tRQPMap4qfAMCyBUBpIcAkkMA6SGAku7JUd0u/JUHAeSKANJDAMkhgPQQQMm2sqeFv/IggFwRQHoIIDkEkB4CKNGmpxf+usttIwLIFQGkhwCSQwDpIYCS7OJw4a/vdbvwVx4EkCsCSA8BJIcA0kMAJdmbg2y/J523IoBcEUB6CCA5BJAeAijRpvy2p4W/8iCAXBFAegggOQSQHgJIDwHkigDSQwDJIYD0EEB6CCBXBJAeAkgOAaSHANJDALkigPQQQHIIID0EUOI0P1jiDgggVwSQHgJIDgGkhwBKmteOMsfz/nREALkigPQQQHIIID0EULKsvXCA2U6l/TQmgFwRQHoIIDkEkB4CKFGe3M/Mhrss/JUHAeSKANJDAMkhgPQQQAmybKL7wl95EECuCCA9BJAcAkgPAZQc07cO8mfHEt8AlCKA3BFAegggOQSQHgIoMc4KF/76fgQ/iAkgVwSQHgJIDgGkhwBKjN+ZfXRWFDsigFwRQHoIIDkEkB4CKDGajr2iiIW/8iCAXBFAegggOQSQHgJIDwHkigDSQwDJIYD0EEB6CCBXBJAeAkgOAaSHANJDALkigPQQQHIIID0EUGVrnhf9PgkgVwSQHgJIDgGkhwCqaHNGb7Mi8p0SQK4IID0EkBwCSA8BVMHWNvQ3+2bkuyWAXBFAegggOQSQHgKocv17DzPb5PrI90sAuSKA9BBAcgggPQRQpVo2sdasZnxj9HsmgFwRQHoIIDkEkB4CqEJlFv6aEceuCSBXBJAeAkgOAaSHAKpI7x0f5E/fC+L5qUsAuSKA9BBAcgggPQRQRWo+0uzgSBb+yoMAckUA6SGA5BBAegigyjR708nRLPyVBwHkigDSQwDJIYD0EEAVKsbBEUCuCCA9BJAcAkgPAaSHAHJFAOkhgOQQQHoIID0EkCsCSA8BJIcA0kMAVZBmPyMigFwRQHoIIDkEkB4CqHLMGX2el+MQQK4IID0EkBwCSA8BVCnChb9q/+3jSASQKwJIDwEkhwDSQwBViId3N7NNb/dxKALIFQGkhwCSQwDpIYAqQnwLf+VBALkigPQQQHIIID0EUCWYvpWZ7XS3p6MRQK4IID0EkBwCSA8BVH7zxoQLf/3Q23AIIFcEkB4CSA4BpIcAKr//bmB28Av+jkcAuSKA9BBAcgggPQRQBbh4aHwLf+VBALkigPQQQHIIID0EUAVY947XwxFArgggPQSQHAJIDwGkhwByRQDpIYDkEEB6CCA9BJArAkgPASSHANJDAOkhgFwRQHoIIDkEkB4CqExeHX1PuQ5NALkigPQQQHIIID0EUFmsbehnI8v1M5UAckUA6SGA5BBAegigcnhwNzPb7LkyHZ0AckUA6SGA5BBAeggg/5ZmFv5aVKbDE0DOCCA9BJAcAkgPAeRdZuGvsr0DiAByRwDpIYDkEEB6CCDP5n8qyJ8+9eV8AzYB5IoA0kMAySGA9BBAnk0O+ufQl8px5FYEkCsCSA8BJIcA0kMAedZ0kN+Fv/IggFwRQHoIIDkEkB4CyLdX/C781cn7137+pC/euMbzUQmghCKA5BBAegggOaJngv77Jhba5l6/hyWAEooAkkMA6SGA5GgG0E21ltHXbwERQAlFAMkhgPQQQHIkA2jZxtZie69/fQIooQggOQSQHgJIjs8AeunMVd6O1a2rrM0/fB6YAEooAkgOAaSHAJLjL4DChb++5+lYPZiQE0Beh0QAJRQBJIcA0kMAyfEWQA/sGtTG1pUxBXRKTgB90eeBCaCEIoDkEEB6CCA5ngKo3At/tZc7A/R9nwcmgBKKAJJDAOkhgOT4CaDpWwapsXMZF/5q7085AXS7zwMTQAlFAMkhgPQQQHJ8BNAbx5R94a/2Hq1t7Z+dvJ4LkQBKKAJIDgGkhwCS4yOAPhGExmEvx36Ygt07pLV/+j/o9cgEUEIRQHIIID0EkBwfAfRSv7Iv/JXrxv5mW2TOBL3jQ34PTQAlFAEkhwDSQwDJ8fIeoBsXxn+Mgk2uNTuocfVfzx133q3rPB+bAEooAkgOAaSHAJKjdibo9eeZ2Ynhp/FZDd4VAaSHAJJDAOkhgESsPjXon6+kfx9HALkigPQQQHIIID0EkIbFh5jVTMpcJ4BcEUB6CCA5BJAeAihyL14Zz35L8cauZn2vy94ggFwRQHoIIDkEkB4CKGJrG/r1ejKOHZfi2S3NBt3ZcosAckUA6SGA5BBAegigaN2/i5kdF8OOSzFjsNkWT7feJIBcEUB6CCA5BJAeAihKlbXwV4s/9THbY27bbQLIFQGkhwCSQwDpIYAilFn4696od1uihhqzI5bm3EEAuSKA9BBAcgggPQRQZF7/ZIUt/JW2/txgVCe3+/FNALkigPQQQHIIID0EUFRWDA9K4/BXIt1n6VaOCUY1sf1yHASQKwJIDwEkhwDSQwBF5n9t6JRKe8lc9FGzmp93vJMAckQA6SGA5BBAegigyKz5TiUt/JX22kizfjd0vJcAckUA6SGA5BBAegigKvbYJmbDHuh0NwHkigDSQwDJIYD0EEDVa/pAs+1e7Hw/AeSKANJDAMkhgPQQQFXr/3qb7TUvzwMEkCsCSA8BJIcA0kMAlWbWMxHsJA7Nk8zsyOX5HiKAXBFAegggOQSQHgKoFGsb+u1Vmf98674Q9M9Z+cdGALkigPQQQHIIID0EUAnuHRlUxqVRDCZqK44JT//TxQs4AeSKANJDAMkhgPQQQEVbMqEmXPjLf0z0bMF+Zr2u6OpRAsgVAaSHAJJDAOkhgIo1bRMz2/ORiEYTqVd3Mhs4vcuHCSBXBJAeAkgOAaSHACrO60cH+dN/UkV+kOzRjcyGP9z14wSQKwJIDwEkhwDSQwAV5T8Dg/75+OzoRhOhvw0w2/7lbp5AALkigPQQQHIIID0EUFHWfciGVdzCXxm/rjXbv9tFOQggVwSQHgJIDgGkhwAqzmNnvRvZSKKUPv3PUd1/GxNArgggPQSQHAJIDwFUVdacEfTPOT38FyWAXBFAegggOQSQHgKoYE9dVn/R3ZX90vDeUUH/1Pf0LALIFQGkhwCSQwDpIYAKNOcwC+10b1zjicBb+5r1mtLj0wggVwSQHgJIDgGkhwAqzCsbW0bvrs+vU26ztjHb4Laen0cAuSKA9BBAcgggPQRQYQ61FhstjW1IpblvqNlmMwt4IgHkigDSQwDJIYD0EEAFedra/Da+MZXipv5mOxZ0ZiICyBUBpIcAkkMA6SGACvKrnAAaF9+YSvCLGrOPLiroqQSQKwJIDwEkhwDSQwAV5OScADo8vjEVrWliMLATVxX2ZALIFQGkhwCSQwDpIYAK8O9dcvrHjotzVMX5IAy08wp92SKAXBFAegggOQSQHgKoJwsvb5c/Zv0uWBLz0Fwt/phZTUPBTyeAXBFAegggOQSQHgKoW0unjumTrp7a3ATasL6iEuiN3cz6Xlv48wkgVwSQHgJIDgGkhwDq2qrpY/tmgmfnf9zTt6V+RvUK/hhUXzkfhn9uq2CE/3TYgAByRQDpIYDkEEB6CKAufDB9/Ibp4Bk+fvq64PYdm2R+/3VJatb42kpKoLsHm23+lMsWBJArAkgPASSHANJDAOWzfsb4weneGTp+ess/z4orTz/yxIvmh1efH1sTltGkSviimdrHbPe5TpsQQK4IID0EkBwCSA8B1EnTQxMzsz0DxkzrqpGeSyfQiEnLYxtegSYH4/hIYaf/aUUAuSKA9BBAcgggPQRQBzMnbp6un/5HTV3R3ebPphNoo/Im0PovBWM4qcDT/7QigFwRQHoIIDkEkB4CKNesSTum66fXwZd/d+DTPewgm0AN5fsJ8X5dMICJTa6bEUCuCCA9BJAcAkgPAdRq1qSRmU+8Hzx54QO7mh3QY1n8Z0z4/I0bXKdgIrL4YKfT/7QigJRclKEAACAASURBVFwRQHoIIDkEkB4CKOO/k0dlP+U++e1U41k1QQd9pYCfeY+mE2iTsiTQ67uY9bu+iA0JIFcEkB4CSA4BpIcACsybfHBNun52nzQnuDlt4+DqXo8WtptHsgnk/Qfk45uYDbu/mC0JIFcEkB4CSA4BpIcAWjR1dEv9vBzefu2o8ANgk9YUvKOHR4dbbz3Z74/IuwaZbfFMUZsSQK4IID0EkBwCSI94AC2ZOqZ3un62nfhQ5u5fDAhufWKO064eOjKTQA7Ly5fq6j5me75Z3LYEkCsCSA8BJIcA0qMcQEumjckscLHVxIdaX+u+ZzZsivMr30NHhPvZxlsCNQRH+3ixX7PVFkCLGgEAQGHmX3vqwMxSF6fetDDn/rd2Ov7lYvZ328HpWaBLFkQ0vu68c1ZwqLFveThS8TrMmMQZQKs/iNvy4P8axn6QyrRoeblHUCaLGxtXlXsM5bGi8f1yD6E83m9sXFruMZTJ0iXlHkGZBC/tK8s9Bv9W3n7GoHT9DDnjpo4/2d4tdqf3HJL+XdrlK0ocXI8WHRMc57ziX6QWNS6KcDRd6DCLzq/AEopfgcnhV2B6+BWYjvUPTdy4ZamLwt/qXIgZB4S73W7Kukj32tGCUWa9Li9hB9X2K7D4EUB6CCA5BJAetQBqemjiZpmlLsZcHkMGzNg/3Pf2U2J8BZmzs1m/aaXsgQByRQDpIYDkEEB6tAJo1qQdMktdjJ66vN2JEKP7jp/x4fAAu02N6zXkPxubDX+opF0QQK4IID0EkBwCSI9QAOUsdfFuqt2JEFdN2j/C31rNSJ9Tevd4EujWgWbbv1zaPgggVwSQHgJIDgGkRyWA3pj8oZalLhZk7mkLoPt3MbsswmM1T98vPNIeU52XKe3RH3qb7T2/xJ0QQK4IID0EkBwCSI9EAL05+WDLnuz5tdY7WwLo3fHhrNB3Iz1g8/R9w8PtOS3al9DmSeFJGpeXuhsCyBUBpIcAkkMA6an+AFo0pXWhr1dy788GUHrhr70LXPircE3T94k8gdZ8OtjjOaX/5yKAXBFAegggOQSQnioPoNalLrab+GSHh9IBNOcTjgt/Fa5p2q7hgfeKLIFWfDLYXX0EeyOAXBFAegggOQSQHg8BtP7Jv9+1MOZj5LVsanapi61zlrpoFQTQ2p/2Dx496rU820ahadou4dH3jiaB3v6QWa/fRbEnAsgVAaSHAJJDAOmJPYCaLg3Pu1Nz9POxHqWzD6aP3yBdPyMm5KmfVDqA1uxuNtx94a/CNU1Lf/DswOml7+qFbcw2+Efp+0kRQO4IID0EkBwCSE/cAbTuxMzbj23AjDgPk3pr5os5n2RfPX18ZqmLYeOnd/UB9/BXYI/Wjm2MdVhBAu0cjuOgUhPokRFByv07kiERQM4IID0EkBwCSE/cAfRTazEsvtRo/mP4dpvBX84cYf1DEzdKH3Hg2OndvLkn/R6gV7p+PCprp+4UDuYjJSXQzf3Ndpgd0YgIIFcEkB4CSA4BpCfmAFoztDWA7EdxHWT9qdkjbPFyuNTFptmlLqau7HardmeCjtXaqTuGIzq4+ASaXGt2QGTvoyKAXBFAegggOQSQnpgD6IG2/rFtGn47Zco106b9fcaM+2bOfPK1115btGRJFGdg/lHbIc7fIn3Z7/i/rOhpK38BFLykXLF1OKzDHyhq66avB9seH90PIgLIFQGkhwCSQwDpiTmArrOeDRw2bLMddhg5atSHR48effLYsZ+ZMOGr9fUXNDT8csqU30+bNu3OGTMenTnzhddem7dkSb6TAK7coP3+eh991dIChuYzgFKp1ZdvGY7tyCJW8Vo9Ntjw3AhfkwggVwSQHgJIDgGkJ+YAurmAAHI1bNiwbXfYYe9Roz42evSxY8ee9sncB2sPveLd7of0/nd+mb70G0Cp1Ae/Ts9OfeIRx+2WHGpWc2GUIyGAXBFAegggOQSQnpgD6IWcNtlnypRLGhom1dd/bcKEz44de8ro0aP3HzVqlx122HzYsA6TOEXbssd1su4baQPmhFd8B1DwY/Sy8IwA9sn/uGw0d3ezPlMjHQcB5IoA0kMAySGA9MT9KbC92uLk2p6eu2rJkrdee23WzJkPzZgxY/q0aVOnTJmcLqaJEyaMHzt27JjRow8eNWr3dDH1zR9AH+7hEAvD1SR6/T686j+AUqnVUzYPRzn6sYK3eH5rsw3viHYUBJArAkgPASSHANITdwDd06ulTQ6OeG30lUuWvP3aay/PnHl5TgCd0f0208LPx++dmYEpRwAFo/5FuPaYjZlZ2NNnDDbb/OmIx0AAuSKA9BBAcgggPbGfCfribJp8NLbTAK3ZqC2AburuiXNGW87CX+UJoOBffHL6F2Gjnyjgudf0Ndvtv1GPgAByRQDpIYDkEEB6Yg+gcWYjBmw0emoUn3fvwpTW/jm4m5estQ3hwl9HtJ76sFwBFCZQ+lRFo3ucBQpP/3NQ9OFIALkigPQQQHIIID1xB9ALtbZhDx/LKt33ajL986HuzhU4M6iJTa5ru12+AEqlVjQMD4ZbM6bjCvXtrD8veM6nVkV/dALIFQGkhwCSQwDpiTuAxpl9L879Z9w/ZgOr2fuy7ovm/JrxubMp5QygMIGGpRPoqS6fkT79z8SI3ziVRgC5IoD0EEByCCA9cX8M3scEUNqSHnNmefvzMJc3gIIvuYZwmZDaMc/kf3jxx4I+mhTLkQkgVwSQHgJIDgGkJ+YA8jMBVJRyB1BrAo19Kc9jr+9i1ve6PA9EgAByRQDpIYDkEEB64g0gfxNA7sofQMFPl0lD0gn0cscHnt3SbOh9MR2VAHJFAOkhgOQQQHriDaAKngCqiAAKYiSbQC0fTls5N1zFNTz9zxZRn/6n7ZgEkCMCSA8BJIcA0hNrAJV/Auj973SaXGlRGQEUJtDgdALNDob0pw/XWs3ev7uqj9keb8Z3RALIEQGkhwCSQwDpiTWAyj4BdN9IO7SrV7FKCaBUqrF+YJBAfca/cHzbGR2PiPELkgByRQDpIYDkEEB64gygck8ALTwjXPirq6VHKyeAUql30wlU29Y/p8T585YAckUA6SGA5BBAeuIMoPJOADVPDZfI2KfLdUcrKYDCBBqQu6hrgUuFFYcAckUA6SGA5BBAemIMoFm1NmhRTPvu2auZhb+6/stVVgClUvMPyQmgH8Z5JALIFQGkhwCSQwDpiTGATi3jBFBm4a9j3ujmKZUWQKmJha9qXxoCyBUBpIcAkkMA6YkvgMo6AfSzICI2vb7bp1RcAH0lJ4BOj/NABJArAkgPASSHANITXwCV9R1A7+/QfuGvPCougC7NCaDvx3kgAsgVAaSHAJJDAOmJLYDK/BGw+x7o6RkVF0Cv5nwKrMu3bkeBAHJFAOkhgOQQQHpiC6BTY57GKFnFBVDqs639c2KsxyGAXBFAegggOQSQnrgCqNznAOpZ5QXQqiOz/XNgvF+NBJArAkgPASSHANITVwBV/ARQBQZQav1vdgnyZ/tfrIn3MASQKwJIDwEkhwDSE1MAlWUCaOXkJodnV2AABRa+sCD2YxBArgggPQSQHAJIT0wBVI4JoDu2s985PL0yA8gHAsgVAaSHAJJDAOmJJ4DKMAH0zulmNmJl4RsQQD4RQAlFAMkhgPQQQJHyPgHU/IdhQf/s96TLJgSQRwRQQhFAcgggPQRQlLxPAL0afn5qYIPT9y0B5BMBlFAEkBwCSA8BFCXPE0Crf9Qv6J9j/+u2FQHkEwGUUASQHAJIDwEUId8TQGOC/NnsBtetCCCfCKCEIoDkEEB6CKAI+X4H0H01NePdl10lgHwigBKKAJJDAOkhgKLj/yNgP3ywiI0IIJ8IoIQigOQQQHoIoOhU/kmg0wggnwighCKA5BBAegigyFT+KmAZBJBPBFBCEUByCCA9BFBkxiZjAogA8ooASigCSA4BpIcAisosTxNAK+8vcQcEkE8EUEIRQHIIID0EUFTGmv0g0h3md/u2A18vbQ8EkE8EUEIRQHIIID0EUETCCaDGKHeY14JxZnZCafsggHwigBKKAJJDAOkhgCLiYwKoeeqIoH/2fbzEvRBAHhFACUUAySGA9BBA0fAxATT74+4Lf+VBAPlEACUUASSHANJDAEUj/gmgtQ3hwl/HOS78lQcB5BMBlFAEkBwCSA8BFIn4J4De3y3In82nRbAnAsgnAiihCCA5BJAeAigSHt4B9AUrZuGvPAggnwighCKA5BBAegigKPh4B9CSjz8czY4IIJ8IoIQigOQQQHoIoCh4OgdQNAggnwighCKA5BBAegigCPg5B1BUCCCfCKCEIoDkEEB6CKAIJGoCiADyigBKKAJIDgGkhwAqXYwTQCsWRL9PAsgnAiihCCA5BJAeAqh08U0A3b7t0dHvlADyiQBKKAJIDgGkhwAq2axaGxzLD9YF483sush3SwD5RAAlFAEkhwDSQwCVLKYJoOYrhwb9s/8z0e+YAPKIAEooAkgOAaSHACpVTBNAs4+IZOGvPAggnwighCKA5BBAegigUp0SxwRQZAt/5UEA+UQAJRQBJIcA0kMAlSiWCaAXRwb5s8VNUe82gwDyiQBKKAJIDgGkhwAq0SlmF0Sxn3aWb2U14+P6YU0A+UQAJRQBJIcA0kMAlSamdwDdMvLe6HeaRQD5RAAlFAEkhwDSQwCVJpYJoMC6OHaaQQD5RAAlFAEkhwDSQwCVJLZzAMWIAPKJAEooAkgOAaSHACpJXBNAcSKAfCKAEooAkkMA6SGAShHtBNAKP687BJBPBFBCEUByCCA9BFApIp0Aum2b/4tsX90hgHwigBKKAJJDAOkhgEoQ5QRQuPDX8IUR7axbBJBPBFBCEUByCCA9BFAJopsAarpiiJkd8Go0e+seAeQTAZRQBJAcAkgPAVS86CaAXolt4a88CCCfCKCEIoDkEEB6CKDiRTUB9MGkcOGvMXOj2FcBCCCfCKCEIoDkEEB6CKCiRTUB9NDOQf5seXMEeyoMAeQTAZRQBJAcAkgPAVS0qCaA/mlWM2F5FHsqDAHkEwGUUASQHAJIDwFUrOjeATRur0ci2U+BCCCfCKCEIoDkEEB6CKBiRfcRsGWRLEtfMALIJwIooQggOQSQHgKoSElcBSyDAPKJAEooAkgOAaSHACrSyQlcBSyDAPKJAEooAkgOAaSHACpOyRNA5XuNIYB8IoASigCSQwDpIYCKU+oE0PQ955eyeSkIIJ8IoIQigOQQQHoIoKKUOAH09nizU4rfvDQEkE8EUEIRQHIIID0EUFFONvth0Rs3XT7YzA5aUfzhS0IA+UQAJRQBJIcA0kMAFaOkCaDnPhLkzwaeFv7KgwDyiQBKKAJIDgGkhwAqRgkTQB9M6hsu/PVm0ccuGQHkEwGUUASQHAJIDwFUhBImgB7YNcifzW8s9shRIIB8IoASigCSQwDpIYCKUMIE0HjPC3/lQQD5RAAlFAEkhwDSQwC5K+UdQIs23uvRIjeNCgHkEwGUUASQHAJIDwHkrqSPgD3nd+GvPAggnwighCKA5BBAegggZ8ldBSyDAPKJAEooAkgOAaSHAHJW0gRQBSCAfCKAEooAkkMA6SGAXCV9AogA8ooASigCSA4BpIcAclXEBNDfJhR1pJgQQD4RQAlFAMkhgPQQQI7cJ4DeHmtW1hP/dEAA+UQAJRQBJIcA0kMAOXKdAGr6Tbjw10nFHComBJBPBFBCEUByCCA9BJAb1wmg5w4K8mfI5Er6xiKAfCKAEooAkkMA6SGA3JzkNAG0quwLf+VBAPlEACUUASSHANJDADl53mkC6K4dg/zZ6lb3w8SKAPKJAEooAkgOAaSHAHLiNAH0/mZmtV+puK8sAsgnAiihCCA5BJAeAsjF87U2ZEnhT7/B9nnM+RixI4B8IoASigCSQwDpIYBcnGQ2yeX5N6xzPkT8CCCfCKCEIoDkEEB6CCAHjhNAFYoA8okASigCSA4BpIcAcuA6AVSZCCCfCKCEIoDkEEB6CKDCVccEEAHkFQGUUASQHAJIDwFUuMImgG66pZjheEQA+UQAJRQBJIcA0kMAFaygCaC3TraNGosdkx8EkE8EUEIRQHIIID0EUMEKmABa/6tBZnZRsWPygwDyiQBKKAJIDgGkhwAqVAETQM8emF74q6mEYXlAAPlEACUUASSHANJDABWqxwmg7MJf80oYlBcEkE8EUEIRQHIIID0EUIF6nAC6b5cgf7a4qbRR+UAA+UQAJRQBJIcA0kMAFainCaDHg/zp9dUVJY3JDwLIJwIooQggOQSQHgKoMD2/A+hE2/s/pQ3JEwLIJwIooQggOQSQHgKoMD1/BGzeLytx4a88CCCfCKCEIoDkEEB6CKCCVMlJoNMIIJ8IoIQigOQQQHoIoIJUxypgGQSQTwRQQhFAcgggPQRQIappAogA8ooASigCSA4BpIcAKsSnupoAumlhRMPxiADyiQBKKAJIDgGkhwAqQFcTQG+dbJ+OcEieEEA+EUAJRQDJIYD0EEAFyD8BtH5yuPDXwxGOyQ8CyCcCKKEIIDkEkB4CqGf5J4CSsfBXHgSQTwRQQhFAcgggPQRQz/JNACVl4a88CCCfCKCEIoDkEEB6CKAe5ZsAum9kuPDXzZGPygcCyCcCKKEIIDkEkB4CqEd5JoAuDxf++loSFv7KgwDyiQBKKAJIDgGkhwDqSb4JoHeG2T6PRT8mPwggnwighCKA5BBAegignuT9CNifkrLwVx4EkE8EUEIRQHIIID0EUA+q6iTQaQSQTwRQQhFAcgggPQRQD7o8CXRiEUA+EUAJRQDJIYD0EEDdq74JIALIKwIooQggOQSQHgKoe7kTQMk76XNeBJBPBFBCEUByCCA9BFC3ciaA3jrJ/h7vkDwhgHwigBKKAJJDAOkhgLrVOgG0/rINzbZZGe+Y/CCAfCKAEooAkkMA6SGAutM6AfTMAWY2NIELf+VBAPlEACUUASSHANJDAHUnOwG0alKfpC78lQcB5BMBlFAEkBwCSA8B1I2na9ITQPeGC39teYuPUflAAPlEACUUASSHANJDAHXjRLMfpVLnhwt/fb0q3v6TRgD5RAAlFAEkhwDSQwB1LTsB9CdL8MJfeRBAPhFACUUAySGA9BBAXctMAKWaj78kuQt/5UEA+UQAJRQBJIcA0kMAdSk7AVR1CCCfCKCEIoDkEEB6CKAuZSeAqg4B5BMBlFAEkBwCSA8B1JVqnQAigLwigBKKAJJDAOkhgLowv1ongAggrwighCKA5BBAegigvOZ/akS1TgARQF4RQAlFAMkhgPQQQHk0TRlkVq0TQASQVwRQQhFAcgggPQRQZ0/uF+ZPtU4AEUBeEUAJRQDJIYD0EEAdvV/fK6ifzap2AogA8ooASigCSA4BpIcA6uD2bYP82e63VfsOIALILwIooQggOQSQHgKonVXjgvzp/c2VVfsRsBQB5BcBlFAEkBwCSA8B1F6d2b6PV+85gEIEkE8EUEIRQHIIID0EUHtzN2lYX70ngU4jgHwigBKKAJJDAOkhgDoIX++regKIAPKKAEooAkgOAaSHAMqjqieACCCvCKCEIoDkEEB6CKDOnqrqCSACyCsCKKEIIDkEkB4CKNS+CE4w+7Hv4XhEAPlEACUUASSHANJDAKVSbxzzudxHwgmgpWUYkS8EkE8EUEIRQHIIID0E0LrJG1rNPTmPVPkEEAHkFQGUUASQHAJIj3wAzfyQmQ2/ue2Bap8AIoC8IoASigCSQwDpEQ+gzMJfYxfmPFDtE0AEkFcEUEIRQHIIID3aAZRe+Gv7f+beX/UTQASQVwRQQhFAcgggPcoBNO/UcOGvb7d/oav6CSACyCsCKKEIIDkEkB7lAJo7xGzfJ9rfXf0TQASQVwRQQhFAcgggPcoBtPbXAxs6fsVX/wQQAeQVAZRQBJAcAkiPdAA1ze94r8AEEAHkFQGUUASQHAJIj3QAdb5XYAKIAPKKAEooAkgOAaSHAMqlMAFEAHlFACUUASSHANJDAOVSmAAigLwigBKKAJJDAOmRC6DXP3lb+jJfAElMABFAXhFACUUAySGA9IgFULjw13Yrw2v5AkhiAogA8ooASigCSA4BpEcrgB7f18xGpE/9kyeANCaACCCvCKCEIoDkEEB6lAKo3cJfeQJIYwKIAPKKAEooAkgOAaRHKIBu2yZc+Otf2VudA0hkAogA8ooASigCSA4BpEcmgBaMDxf+mrii5XbnADre7H99j6ocCCCfCKCEIoDkEEB6ZALo90H/HPBM2+1OAfRUjQ1VmAAigLwigBKKAJJDAOmRCaDmI9ov/NUpgFQmgAggrwighCKA5BBAemQCKDVnXrubHQNIZgKIAPKKAEooAkgOAaRHJ4A66BhAMhNABJBXBFBCEUByCCA9BFCGzgQQAeQVAZRQBJAcAkgPAZShMwFEAHlFACUUASSHANJT3QH02lkrunqofQAJTQARQF4RQAlFAMkhgPRUcwCFC399o6sH2weQ0AQQAeQVAZRQBJAcAkhPFQfQY/uY2abLu3i0XQApTQARQF4RQAlFAMkhgPRUbQBlF/56t6vH2wWQ0gQQAeQVAZRQBJAcAkhPtQbQP8KFv3a4s+sn5AaQ1AQQAeQVAZRQBJAcAkhPdQZQduGvld08JTeApCaACCCvCKCEIoDkEEB6qjOATgj658Bnu31KTgBpTQARQF4RQAlFAMkhgPRUZwDNHrBBQw9fyzkBpDUBRAB5RQAlFAEkhwDSU50BlLp5Xk/PaAsgsQkgAsgrAiihCCA5BJCeKg2gnrUFkNgEEAHkFQGUUASQHAJIDwH0pNgEEAHkFQGUUASQHAJIDwFUJzYBRAB5RQAlFAEkhwDSU0UBNOe3Ls9uCSC5CSACyCsCKKEIIDkEkJ6qCaB1kzeofdjh+S0BVGf2k5iGVKEIIJ8IoIQigOQQQHqqJYAe3dvMDnfYIBtAehNABJBXBFBCEUByCCA91RFAK3tY+CvfJpkA0psAIoC8IoASigCSQwDpqYoAmr51uPDXXU7bZAJIcAKIAPKKAEooAkgOAaSnCgLo7bE9LvyVRyaABCeACCCvCKCEIoDkEEB6kh9AH2wW9M9HnnfdLB1AihNABJBXBFBCEUByCCA9yQ+g1C9syGT3L9x0AClOABFAXhFACUUAySGA9FRBAK371ltFbBUGkOQEEAHkFQGUUASQHAJITxUEUHHCAJKcACKAvCKAEooAkkMA6VEOoMckJ4AIIK8IoIQigOQQQHpUA2jOped/Yz/JCSACyCsCKKEIIDkEkJ6kBtDsmaVsvfTMWgsNWBLVeBKEAPKJAEooAkgOAaQnmQG0dvIGI0t4YX5vP8uqj25MiUEA+UQAJRQBJIcA0pPIAPr3nkG7XFj89t9q6R+rcVk/tUoQQD4RQAlFAMkhgPQkMICWTUwv/NVY9A7WDGkNIDs9woElBAHkU5EBtOTqr5z6Qs7tGeefdPaUVZGMyAUBpIcAkkMAJUh64a8dZ5Swh8fb+se2jGxciUEA+VRcAD03ru74c15tu3173fFfGVf3P95/MBFAegggOQRQYrx1clAtfepLelW+IyeA+kY1sOQggHwqKoCWnn78tbmvSKvPOPGF1Mrz6x6NaFAFI4D0EEByCKCkeGZQEC0HzyppH8u+mRNAm0Q0sAQhgHwqKoD+WHdTu9uP14XveHug7pdRjMgFAaSHAJJDACVF00dsyOSmUvYwc8KGOf1jY6IaWXIQQD4VE0DNZ356bbs7/lJ3a/BnY925kQzJAQGkhwCSQwAlxjPj3i5h62VT9rX2/hbZyBKDAPKpmACaW3fxkz/59u/bXpMuq3sk+LP5hJMiG1aBCCA9BJAcAkjCzAkbhM3Tb+xft2rpn7HlHlMZEEA+FRNAD9edWxc4t/VH8EV1T4cXY+syE0Nr5mesXR+3lY2N78d+kMq0aEW5R1AmSxob15V7DOXxQeOacg+hPNY0Ni4v9xjKZPnSco/Ak8W/2zudPLtctGD9+pczZ0KsmaD46r6ucVW5h1AmQQDFf5AO/++5mACaXlf3s8XvTKz7c8sd/1v3THgxri4zHfPUqIw3GgEA6NbdZw1If+br+JveTd9eeN1njjzmmw+VeVSoQh1+ZVRMAN1Qd+7aVGpW3Tktd/yYAAIASY/NK2nzOZfslp7w2fmCVyIaENCVCALo2rq/pMK3Qte1/MauQwC9+qWMd5bFbXFj45LYD1KZGheXewRlsqixcWm5x1AeS1T/4ksbZb/aFy8q9wh61Pij/l8vYfP7z0lP/vQ/8dZ2X91LZL/Nl+n+TGtsjP8ga0oPoOvqbggvvl73WvaOi+qeDC/G1vl+kyZvgtbDm6Dl8CboCvbvPcx6P1Xkxkum7Jme/NmtYVGHR1Y2Nq7Nu0nV403QPhUTQLfUXRlefLs1gH5VF65Z13zCyZENq0AEkB4CSA4BVLGWTaw1qxlf3MJfMydkJn/G5lk4gwDSk5QAeqTuB+HF51p/BXZD3c3Bn+/WfTmyYRWIANJDAMkhgCrV9K2KXvjrnYYd05M/uzfk/alHAOlJSgAtO+HE5anU/LqzWu54su7HwZ/31V0W3bgKQwDpIYDkEECVqfiFv5pmjO0T1s+AfJM/aQSQnqQEUOqiukua119Ud3Xw0nTDv4Lba888/ulwLbAnoh1bzwggPQSQHAKoIt0ULlrxsRfcN1zQsEN68mfUlK7/sxJAehITQAvPqPvMmXVfWBn+NqwuPPX5jLrjzx9X9wNWg/eHAJJDAOmp5AB6uV8xC3+1TP4MnvBkd08jgPQkJoBS83889rRLwsG+Nf4r6f9a951/0llX+m8RAkgPASSHAKpMF4yZ57rJ2w3bZyd/VnT/RAJIT3ICqFIQQHoIIDkEUGVynf1pm/zp+WPzBJAeAsgVAaSHAJJDAFWDtxq2y07+rCzg2QSQHgLIFQGkhwCSQwAlXtOMsb3D+hky/X/LZAAAIABJREFU4ZnCNiCA9BBArgggPQSQHAKognQ8ZXMh5jds6zD5k0YA6SGAXBFAegggOQRQxVjbsMFMx03WZyd/hk541mErAkgPAeSKANJDAMkhgCrFw3uY7eMUJvMatslO/ri9YBFAegggVwSQHgJIDgFUGZZOqDGr+XzBv8YKJ396ZSZ/nnM9FgGkhwByRQDpIYDkEEAVIb3w1053F/z8VydtlZ38WeV+MAJIDwHkigDSQwDJIYAqwPyT0gt/FfrDec200TVh/QybMKuowxFAegggVwSQHgJIDgFUfpeHC38d+lKBz55dv0lYP7WjpxYx+ZNGAOkhgFwRQHoIIDkEUPn9xGxogQt/rc5O/mxWP6f44xFAegggVwSQHgJIDgFUfmv2GDO/oCe+Ur9xZvJnWkkBQwDpIYBcEUB6CCA5BFAFWF7Ik9omf14r8XAEkB4CyBUBpIcAkkMAJcPL9RtFMfmTRgDpIYBcEUB6CCA5BFACfJCd/Nm8/vUodkcA6SGAXBFAegggOQRQuRT8Bfdi/Yjs5M+6aI5MAOkhgFwRQHoIIDkEUHmsbRhVUIR8MG10+oyHW9T/N7JjE0B6CCBXBJAeAkgOAVQWD+1udlHPT3uhfni0kz9pBJAeAsgVAaSHAJJDAJXBki+EC39N7PzAuuvPOOjgz/0r803YMvmzZf3caA9PAOkhgFwRQHoIIDkEkH/TtwwX/rqn8wOv7JUuHvtEYyo1c+Kw8Gqv0dMi/8okgPQQQK4IID0EkBwCyLf5n+pq4a93MgucBvb77aj05Vb1b8YwAgJIDwHkigDSQwDJIYD8Wjd5UBA2H3sh32PnWjt9x06P54uSANJDALkigPQQQHIIIL/W7dflwl9rhuTmz04NC+MaAwGkhwByRQDpIYDkEECePdGrq4W/Xs7Jn5o7Y/xGJID0EECuCCA9BJAcAsi3l7p64PHcCaCClgcrEgGkhwByRQDpIYDkEECVYtY5Of2zQZxHIoD0EECuCCA9BJAcAqgirMmu9tViTJwHI4D0EECuCCA9BJAcAqgCzJu0SfqNP20BlOckQdEhgPQQQK4IID0EkBwCyIPVP7yw6webZoztlV3q/YSW/vlOrMMhgPQQQK4IID0EkBwCKH4P7mZ98574J/B2w7Ztq32tvWCD8MbGV8Y7HgJIDwHkigDSQwDJIYDitvizNUHg/CrfQ00zxvYJi2fYxNey9yy5+eeX3LEq5hERQHoIIFcEkB4CSA4BFLNp4dt7dr43zyNLp+ye/n3XqClxF08HBJAeAsgVAaSHAJJDAMXq9U92tfDXzAkDwvoZPOHZ+EfRAQGkhwByRQDpIYDkEEAxWjd5w6BxDnmx0wPLp+ydnfxZGfcY8iCA9BBArgggPQSQHAIoRs/3Nht+VadvqZkTwi6y/mMfjnsA+RFAegggVwSQHgJIDgEUp2/b2I5Lmn4wbXR68meXBv8/kbIIID0EkCsCSA8BJIcAitP7d3e44+X6EWH99B07o4zfaASQHgLIFQGkhwCSQwD507LexY4N73o+cnsEkB4CyBUBpIcAkkMA+ZJd76J29LRyf6kRQHoIIFcEkB4CSA4B5EXbehf/9XfQrhBAegggVwSQHgJIDgEUtQ8u6HRmn7b1LioiPAggPQSQKwJIDwEkhwCK2IO72QHtvpaas+tdDG1d76LcCCA9BJArAkgPASSHAIpUZuGv+9ruKNt6F90ggPQQQK4IID0EkBwCKEodF/4q43oX3SCA9BBArgggPQSQHAIoOumFv/pPavkZu3zKPmVc76IbBJAeAsgVAaSHAJJDAEUls/DXoS9lb5Z7vYtuEEB6CCBXBJAeAkgOARSVXwW5M+LqzPdPBax30Q0CSA8B5IoA0kMAySGAorJ6t5aFv16phPUuukEA6SGAXBFAegggOQRQZB6+M/yzbb2LjsugVgwCSA8B5IoA0kMAySGAIjW/Yta76AYBpIcAckUA6SGA5BBA0amo9S66QQDpIYBcEUB6CCA5BFBUFlTWehfdIID0EECuCCA9BJAcAqgkH/xqXfqydb2LCS+UvtO4EUB6CCBXBJAeAkgOAVSKB3a1S1KVud5FNwggPQSQKwJIDwEkhwAq3qJzaswGLZs5YWAFrnfRDQJIDwHkigDSQwDJIYCKll74a4/6lvUuVkQzKg8IID0EkCsCSA8BJIcAKtLrR4fnOhyVXe9iRlSD8oEA0kMAuSKA9BBAcgigomQW/hqWXe9iUXSD8oEA0kMAuSKA9BBAcgggB8uXt1wbF4RPTUWvd9ENAkgPAeSKANJDAMkhgAr1xhc3Ndv03Lnh9TUXpuvHtppUsetddIMA0kMAuSKA9BBAcgigAv1zcDp5bMidqfkNW1X+ehfdIID0EECuCCA9BJAcAqgwswdaVv9jErHeRTcIID0EkCsCSA8BJIcAKswZlqum8te76AYBpIcAckUA6SGA5BBABVk3KCd/Nvr2q/GNygMCSA8B5IoA0kMAySGACjI/d/7ntfjG5AUBpIcAckUA6SGA5BBABZmbG0Dz4huTFwSQHgLIFQGkhwCSQwAVZE2/tv4ZmPR6IID0EECuCCA9BJAcAqgQzVN6tQXQSTGOyQsCSA8B5IoA0kMAySGACjDnoJxfgPV5Js5B+UAA6SGAXBFAegggOQRQj9Zd2tdaVr4w63ttvKPygADSQwC5IoD0EEByCKCePDsq7J5Bf555bB+zPmOeinlUHhBAegggVwSQHgJIDgHUvQ8mpad/Tng3uL7i+edXxj0oHwggPQSQKwJIDwEkhwDq1sO7BvWzzT73xD8ajwggPQSQKwJIDwEkhwDqxvv1tWY1E6rtH4gA0kMAuSKA9BBAcgigrt2xjZntdL+XwfhEAOkhgFwRQHoIIDkEUFeWTAjyp3d9Ff7EJID0EECuCCA9BJAcAqgL124U9M8+T/oajE8EkB4CyBUBpIcAkkMA5bXg0CB/BjRU5xcFAaSHAHJFAOkhgOQQQHk0XxEu/bXzyz5H4xEBpIcAckUA6SGA5BBAnc3ZIzz1z5b/8ToajwggPQSQKwJIDwEkhwDqqOnCcOHTXl9f43k4/hBAegggVwSQHgJIDgHUwTPhZ99tZLX++itEAOkhgFwRQHoIIDkEUDtrvx2uedrvCv+j8YgA0kMAuSKA9BBAcgigXI/sHk7/fPTdMozGIwJIDwHkigDSQwDJIYDarKrvZVYz+NayjMYjAkgPAeSKANJDAMkhgFo9sLOZ7XhP9bcBAaSHAHJFAOkhgOQQQFlLJ9SY9Z64slyj8YgA0kMAuSKA9BBAcgigjOlbmdnej5dtMD4RQHoIIFcEkB4CSA4BFHrjzCB/+tRX76l/2iGA9BBArgggPQSQHAIo8KPw1IcffbGcg/GJANJDALkigPQQQHIIoNTTW1Xxwqf5EEB6CCBXBJAeAkiOfAA1nR2e+nDwjHKPxiMCSA8B5IoA0kMAyVEPoHuGBflTM0bq5yIBpIcAckUA6SGA5GgH0KpjwjM/j3io3EPxiwDSQwC5IoD0EEBypAPo2gFB/tR+tdwD8Y0A0kMAuSKA9BBAcoQDaOHXaoP+2eGVco/DOwJIDwHkigDSQwDJ0Q2gh8KVL/pcXO5hlAEBpKdSAmjx65n/Au/NmHrdoxX9VUgA6SGA5KgG0PKJtWa15zSWexzlQADpqYgAWv+LHYNvuk/NTjV9d4PwzXebXFbBP24IID0EkBzRALp96+D1d7f/lHsY5UEA6amEAFpfZ2lDn/mqZZ3tfVAFI4D0EEByJANoyYTwt19fX1jucZQJAaSnEgLod2Yf/sU1F25vO/e2E/716mv/ONrsL95HVSgCSA8BJEcwgJqnbRz0z4eear8avBACSE8lBNCBNia8WLWn2TnpO5pG26G+B1UwAkgPASRHL4BuGpJd+YIAkkMA+dQxgDawv6cv/2z2XOaeG22I3yE5IID0EEBy1AJowUHhWw8OCT/7TgDJIYB86hhA/ezO9OVjZtm0+Jf19zskBwSQHgJIjlYANf+sT5A/vTIfPiGA5BBAPnUMoD3s/PTl09byyATb3euIXBBAegggOVIB9MrIcPpn5BuZWwSQHALIp44B9BOrqZ8TvM6uefXV9O0F3zS7wPuoCkUA6SGA5AgF0Nqvhmd+7ndJy20CSA4B5FPHAFq5V/D997PWm3sEt3au3O9BAkgPASRHJ4Du3zSc/jmg7dSHBJAcAsinTidCfHdMbgBta3bYPK8DckIA6SGA5MgE0L+HhR/++nPOPQSQHALIpzxLYcy64pHW6z+88FGPg3FGAOkhgOSIBND79b2C/jmu3V+VAJJDAPnEYqgJRQDJIYCq2j+3DfJnm7va30kAySGAfCKAEooAkkMAVbGlE2rMetd3fDkjgOQQQD7lCaCm/1zxjc+MPfnkk0//XP2Upyv6hw0BpIcAkiMQQNO3NLN9nuh0PwEkhwDyqVMArW3Y1HJtdUkFv+oSQHoIIDlVH0ALTg5eaftPyvMTnwCSQwD51DGA1h4RVs/wHfcI7TA0vPGJdd5HVSgCSA8BJKfKA+iOQ0cEL7MHv5TvMQJIDgHkU8cAajD75O1t33SLb/m42cV+h+SAANJDAMmp6gB651Ph/8scPLkp76MEkBwCyKeOAbSnndnhntNtT1+DcUYA6SGA5FRxADX/YWDYP8fM7eJxAkgOAeRTxwAaYPd1uOdeG+BpLO4IID0EkJzqDaBXDwzzZ8DvunwCASSHAPKpYwANtb91uGeaDfc1GGcEkB4CSE61BtDaC3uH/XPsu10/hQCSQwD51DGAjrAPNba7Y96udpS/4TgigPQQQHKqNIAe2iHMn6G3dPccAkgOAeRTxwCabjbs3OseffmNwOsvPXTVWQOt5q68W1YCAkgPASSnOgNo2eCwf8Z1/5pPAMkhgHzqdB6gi2utvd5XeB9UwQggPQSQnKoMoAdHBi+um9/dw7MIIDkEkE+dzwT93Gc3y8mfrc+b431MhSOA9BBAcqowgJaFK1/0Om9lT88jgOQQQD7lXQvszftuuubqq6/+8y0PLPA9HjcEkB4CSE71BdA/tgr+z+Vej/X8RAJIDgHkE4uhJhQBJIcASrh5d94xO7x8Z3yQP33q1xSwCQEkhwDyiQBKKAJIDgGUaPenz/mz242paRsFlx95oaCNCCA5BJBPrAafUASQHAIoyX7fK/u2yp2D/w1sKPA/JQEkhwDyidXgE4oAkkMAJdizvXJeVA+bXehmBJAcAsgnVoNPKAJIDgGUYKe35U+vKYV/ARNAcgggn1gNPqEIIDkEUIINawugmm6WvuiIAJJDAPnEavAJRQDJIYCSa0Xu2wpmFr4dASSHAPKJ1eATigCSQwAl15qanACaVfh2BJAcAsgnVoNPKAJIDgGUXLNy+qe/w7cuASSHAPKJ1eATigCSQwAl2O5tATTWYTMCSA4B5BOrwScUASSHAEqu5vGt/TOo4M/ApwggQQSQT6wGn1AEkBwCKLGaJ7a+nm50n8uGBJAcAsgnVoNPKAJIDgGUVOn++fHF+2/Qf4/vL3TakgCSQwD5xGrwCUUAySGAEirdPxcVtSkBJIcA8onFUBOKAJJDACXNbfPTF/VF9w8BpIcA8qnnAFr19NMexlEcAkgPASQnoQG0YLydFF6W0D8EkB4CyKc8ATR32u+nv9V282mr3FkiAkgPASQnkQHUfGW4kuKMVOq7wcWFxe6FAJJDAPnUKW4Wfio8Z2ntof9ouYMAqkgEkBwCKEFmfzx4GR3YsL60/iGA9BBAPnWMm2W7tHz+62MvZu4hgCoSASSHAEqMtQ39gpfQ4/6bSv1PcPnT4ndEAMkhgHzqGDffNzvilhefv3a0Wf/J6R80BFBFIoDkEEBJ8eBuQfZsNjVVcv8QQHoIIJ86xs2udnrmyoztzE5YmiKAKhQBJIcASoirasxqzw3T5XtB//yklF0RQHIIIJ86xk2/1tXg3zvbbIcnCaAKRQDJIYASYvEmtvO94ZWS+4cA0kMA+dQxbja0O1uvXzXQ+l1JAFUmAkgOAZQUf/nJmvDi+0H//G9peyKA5BBAPnWMmwPtnLYbz+9qdubDBFAlIoDkEEDJEkH/EEB6CCCfOsbNb8y+8HrrrZWfNtuYAKpEBJAcAihRougfAkgPAeRTx7hZe0jwbTvoutbbU/obAVSJCCA5BFCS/CBc/7TkvRBAcgggnzrFzXtn15j9ru32MzsTQJWIAJJDAFW0f7e7FU3/EEB6CCCf8sTN7Es+PyPn5ns3XO9tNK4IID0EkJwkBNCC8TYt5+YFQf/8KILdEkByCCCfKnd2pxAEkB4CSE7lB1DTFUPMNm+Llaj6hwDSQwD5RAAlFAEkhwCqVLOPyC78lfXD4GZ9JHsmgOQQQD51DqDmRyd/K30Wr9TcC088/IQfvd7pGZWDANJDAMmp8ADKLPw1Zm7rHWH/fCeafRNAcgggnzoF0D93Dr57LwuvpT8AZtb3Uu+DKhgBpIcAklPZAfTgrsGr5OZT2+6YFF3/EEB6CCCfOgbQLbXBd2+fKcG1G4MrGx+wVfDnX7yPqlAEkB4CSE5FB9B3woW/vpzTKWH/fDuqvRNAcgggnzoE0NrNbcAFc8IfMMs3sb5/bEql7hphO3kfVaEIID0EkJyKDqC/mu35SM7tSPuHANJDAPmUG0BPXHbZt8xuzNz4udmv0leuMrv7pZe8D6wgBJAeAkhORQdQ6uSf5v6kboi0fwggPQSQT7kB9LP0e35Wpa+v2sJGZl5u56bv9T6wghBAegggOZUdQO1cHLxWfivC/RFAcgggn3LL5u6vfvVUsyfT13/Uejro181G7rOP94EVhADSQwDJSU4ARd0/BJAeAsinDlM7ywbYfrNTqabf1trWmamg1DettmK/CQkgPQSQnMQE0M+D/vlmpHskgOQQQD51/N3W981qdz5wo+DPO4Nb616943izU7yPqlAEkB4CSE4FBtDb+e6Mvn8IID0EkE8dA2j9+TXp9/wMTi9s82h4deu3vI+qUASQHgJITsUF0NvjR7zb+d5fBC+W34j4SASQHALIp87vbn72eycceeqlme/vIID6nrnA95gKRwDpIYDkVFgANU8dbvaZTnfH0T8EkB4CyKfuP971zv/dtdTTQIpCAOkhgORUVgA9/5FwhvzyjneH/fP1yA9GAMkhgHyq0M+3F4gA0kMAyamkAPpgUt/2C39l/TKW/iGA9BBAPhFACUUAySGAyu+B9MJf0zrdH1P/EEB6CCCfCKCEIoDkEEDltvbscOGv85d3euCSoH++FscRCSA5BJBPBFBCEUByCKCy+5TZXo92vju2/iGA9BBAPhFACUUAySGAyu7tzSat6XzvpbH1DwGkhwDyiQBKKAJIDgFUfqvy3Bf2z1dj+pokgOQQQD4RQAlFAMkhgCrSZUH/fDGuL0kCSA4B5BMBlFAEkBwCqBKF/TMhtq9IAkgOAeQTAZRQBJAcAqhM8rztp1W8/UMA6SGAfOo5gK655tYXPAykKASQHgJITnkD6O3xn+76wctqzL4Q49cjASSHAPKp5wAK10Pd5U+V+TOHANJDAMkpZwA1TxlsdltXj06OuX8IID0EkE+FBZDZ8RX5H4UA0kMAySljAD13ULjw13VdPHpl3P1DAOkhgHzqOYCeeOLR687st8FrHgbjjADSQwDJKVsArcos/PVmFw9Pib1/CCA9BJBPBb4J+r+3xzuMIhFAegggOeUKoPvTC3/d2NXDYf98vineIRBAcgggn/gUWEIRQHIIIK8WnRUu/PWVzgt/Zf3eQ/8QQHoIIJ+6CKAXfvDL8OLhU/Y7akoFv+oSQHoIIDnlCaB3huVf+Csr7J/Pxd0/BJAeAsin/AH0y1o7Lri4sVf4/ue62L/Li0YA6SGA5JTpV2B/GJBv4a8sP/1DAOkhgHzKG0B3mtWcnUotHGp9Dt/BbIrnMRWOANJDAMkpUwA1z+36sT/Umn3Ww/8zJIDkEEA+5Q2go2zLZ4KLb1ifh1LrjrGPeB5T4QggPQSQnHKfCbozX/1DAOkhgHzKG0BD7Y/BnysG27eDi+k22O+QHBBAegggORUXQN76hwDSQwD5lDeA+tjdwZ+TbWBjcHGf9fU7JAcEkB4CSE6lBdAfg/75jJ93RhJAcgggn/IG0A42KfjW29y+GN64yHbwOiIXBJAeAkiOxwB6+5Rbe3yOx/4hgPQQQD7lDaBvWt9v/fGj1mdO8KI7bZCd53tQBSOA9BBAcrwFUNOUwbZ1T4f6P4/9QwDpIYB8yhtAi7dNr/81Kbi6mdmwrs4EX34EkB4CSI6vAHr2wOBVb8hD3T8p7J9zvJ0ZhACSQwD5lP88QG/W9bJBPw5/zoywzR7xOyIXBJAeAkiOnwDqYeGvLL/9QwDpIYB86mopjBVvZr78Lrhqhb/BOCOA9BBAcrwE0F07Bvmz9d97eNZVQf+c5vE/AwEkhwDyibXAEooAkkMAxWfxhHDhrwk9HcZ3/xBAegggnwighCKA5BBA8bnWzPZ5vKdnXR30z7h1MQ+lHQJIDgHkU94Auqy9yb+/3f/ACkIA6SGA5Pj4FdjogRf3WDb++4cA0kMA+ZQ3gKyTvl+oqDORtSCA9BBAcnwE0Buv9/iUsH9O9ds/BJAeAsinvAG044jOCXRAJZYGAaSHAJJTGWeCvr6X//4hgPQQQD7lDaD1Z9i3FzamLfyujXln7l11Zr/wPbQCEEB6CCA5FRFAZekfAkgPAeRT3gC60E5vu3GmNQR/jrFRnkbkggDSQwDJqYQAuqF3OfqHANJDAPmU/1dgdmPbjVts5+DPabahpxG5IID0EEBy4gqgeZ9ZWuhTw/4Z679/CCA9BJBPeQOor13XduOv1i/480ECqLIQQHIIoEiFC3+dW+Bz/1qm/iGA9BBAPuUNoC3s2LYbJ9rWwZ9X2EGeRuSCANJDAMmJJYCeOcDMhjUW9Nywf04pR/8QQHoIIJ/yBtAXzE78d/rLb93j48zODy53t1/6HVhBCCA9BJCcGAIou/DXvIKeXL7+IYD0EEA+5Q2gBVsELw69Nt12282C73zbaVEq9QPbuOxvQ8yDANJDAMmJPoDuGxm8sG1xU2FPnla+/iGA9BBAPuVfCmPuCTUt5//pPf7d4I4Pfna/33EVhgDSQwDJiTqAClz4Kyvsn5PL9cOYAJJDAPnU1Vpgb13zvXPPOfvcH9zwrtfhOCKA9BBAcqIOoNOD/2O37xMFPrms/UMA6SGAfGIx1IQigOQQQBGZu+GASWsKfO6NZe0fAkgPAeQTAZRQBJAcAigqf+t54a+ssH9OKuNPYgJIDgHkU5cBtHD2S618DsgJAaSHAJJTvjNBl7t/CCA9BJBP+QNo1mlDchdC9TymwhFAegggOWULoJv6lLl/CCA9BJBPeePmPwPbrwTve1AFI4D0EEByyhVAYf8cV96fRgSQHALIp7xxc7jZJy679vpWvgdVMAJIDwEkJ5IAmvsb1y1uDvrn2DL/MCKA5BBAPuUNoIE2zvc4ikMA6SGA5EQQQE1TBtXc7bZJJfQPAaSHAPIpbwANtr/6HkdxCCA9BJCc0gPoqQ+b2QFOm4T9c0zZfxQRQHIIIJ/yBtCxdmkU+166JG6LGhsXx36QyiT7Fw/+m5d7CGWyWPW/+eLGxkWlbP92fRAzdvQsl21u6Gc2ekEpR43EopL+4gm2WPbbXPelvdHHf/MOdZk3gJ7os9lrEQTQ+yvjtqyxcXnsB6lMi5aVewRlErwyrij3GMpjeeN75R5CebwXvDCWsPkt24YLf/3FaZubgv45anEJB43IkgoYQ1ksbVT9al+p+zOtcVH8B+mwqF/eALr3Szb8oqvbRBBD8eBXYHr4FZickn4F9s54c1j4K+v2oH+OqYSXFn4FJodfgfmUN4DM+Bh8pSOA5BBARVgbTv/sN9Nto7B/PlkRrywEkBwCyCcCKKEIIDkEUDF+YwMb1vX8tFx3VEz/EEB6CCCf8sbNGx14HlPhCCA9BJCckgKo6Vv/ddyigvqHANJDAPlUubM7hSCA9BBAcvyeCTrsn6Mr5WWFAJJDAPlEACUUASSHAPLhn/0rqH8IID0EkE8EUEIRQHIIIA/C/jmqcl5UCCA5BJBPHQPoz0f9KpU6rwPvoyoUAaSHAJLjHkBzHyvyUBXWPwSQHgLIp44BtKHVfMCnwBKAAJJDABWoacqgbVe6HyWV7Z9VzpvGhwCSQwD51DFuTrcjU6khHXgfVaEIID0EkBzHAHpqVPB/2r7vdIT3Ltyrl231xauC/vlEJfUPAaSHAPKp0+xOon6uEkB6CCA5TgH0/qRw4a8x810O8PKOrbPdldU/BJAeAsinyv31ViEIID0EkByXALpju6BitrzFaf8rt2vtn/0rq38IID0EkE8EUEIRQHIIoB6lF/7qPdHxLdM/a3u740fdRxcrAkgOAeRTlwG0cPZLrXwOyAkBpIcAklNwAL08LGiYUU+67n9UWwDVvO08ulgRQHIIIJ/yB9Cs04bwKbDKRgDJIYB60vxxG9jg/o80KOe17n7nrWNFAMkhgHzKGzf/GcjH4CsdASSHAOrRSye6LvwV6pfzWndXEdvHiACSQwD5lDduDjf7xGXXXt/K96AKRgDpIYDkxHom6OZ7TqnJCaDZsR2oKASQHALIp7wBNNDG+R5HcQggPQSQnBgDaPmUPdtNdo+M6TjFIoDkEEA+5Q2gwfZX3+MoDgGkhwCSE1sAvThxw7B6NuzTGkB/ieU4xSOA5BBAPuUNoGPtUt/jKA4BpIcAktNDAL1RXB2tnjY63Ty7Niy5fUC2f75d3ADjQwDJIYB8yhtAT/TZ7DXfAykKAaSHAJLTbQCtm7zhV4vY5/xJG4fF03fsjPCraVZdr+DG3jcXPcS4EEByCCCf8gbQvV+y4Rdd3cbzmApHAOkhgOR0F0BP729W+6jjDptmjA2Dx7aon9dy1/JFiF3oAAAgAElEQVRHH3yz6AHGhwCSQwD5lDeArAPfgyoYAaSHAJLTdQC9Xx+GzNiFTrtbOnn78FWtdvS0dREMLl4EkBwCyCcCKKEIIDkEUEe3bxu8Om3/T6edzZyQfsPPkAkvRDG0uBFAcgggn/LGzRsdeB5T4QggPQSQnC4CaEFm4a8VDnv6YOq+6f9LN2pKQr59CCA5BJBPlTu7UwgCSA8BJCd/AN02NCiZ/Z922M8r9cPD+uk39t+RDS1uBJAcAsinvAH09FNzfI+jOASQHgJITv4AenWA08Jf66ePTp/xeaeGRREOLW4EkBwCyKcu3gP0ad/jKA4BpIcAktPFr8AuPK7whb/ebtgm88bn6cn64iGA5BBAPuUNoC2tzvc4ikMA6SGA5HQRQE0F7+ChselzPW9WX8xSqWVFAMkhgHzKG0C/sL7P+B5IUQggPQSQnNKWwmhZ7mvU1AT+RCWA5BBAPuUNoJsPscE/4ESIFY0AkkMAFeHJCRuE9TNowrNRjsgbAkgOAeQT5wFKKAJIDgEUWOKyYetyX5NdPitfSQggOQSQTwRQQhFAcgig1LrJgx8ueLM59S3LfcU0Lg8IIDkEkE+cCDGhCCA5BFC48Neuhf14aF3ua5LbOhkVhgCSQwD5VLmzO4UggPQQQHKyAbTia2HSfLqQJFiSoOW+ukUAySGAfCKAEooAkiMeQLelF/76VwHPzy73NXTCi7EPLW4EkBwCyKcCAujNR+IfRpEIID0EkJwwgApe+Ctxy311iwD6f/buAzyO8t7f/k9yrxRjY9PB9A6m10BIQsALBGJICCYFcAhFHML/RCGHoJDqQ3KCOCdvgkgVaWACJKaFmG4gmGaaMcVgwGCD5YLBNm7SvjO7KitpJO1IO8/M7Pf+XFzS7sxq5rHl2b3ZMo8cAsil4AD68EdHjt82b6shdqLjMRWPANJDAMnxAuiXuYm/ej47WfN0X4NTNN1XtwggOQSQS4EB9MEe7T4ERgAlEAEkRzmAfmRFTPzVMt3XTqma7qtbBJAcAsilwAD6ltm+k88Zauecc85Xhtk5D7keVNEIID0EkBwvgJZPmPhWD7daOHXrVE731S0CSA4B5FJgAO1sX876M4L5l58aPO5tlwMKhQDSQwDJ8d8D1FMItE731VMnpQsBJIcAcikwgAbZXd7XbSx38F1gk5yOKAwCSA8BJKfHqTA+qNsjvdN9dYsAkkMAuRQYQCPtbu/r3vaEf+W3tpHTEYVBAOkhgOT0EEDN032NnPK8sxE5QwDJIYBcCgygQ+xc7+tkm+xf+a4NczqiMAggPQSQjsb8t+4CqGW6r91SO91XtwggOQSQS4EB9CuzLz2Xvcvsktkv/HqEHeZ6UEUjgPQQQCrW1+6XP7q7DqB51ZulfrqvbhFAcggglwIDaMMxZtdks6c0fwz+FteDKhoBpIcAEvHMAWZX5i51EUAt031tWbPY7cgcIoDkEEAuBZ8I8eNLh3kBtOZ8//5l+P85HlIIBJAeAkjChxf7dz7n5C4HBtD7U7crj+m+ukUAySGAXOpqKowNucfX9//+h7tWOBxNWASQHgJIwe3beHGzQ/PEXwEB1DLdV9XrzofmFAEkhwByiclQU4oAkqMTQAvzE3+tbL7aMYA+rNunjKb76hYBJIcAcokASikCSI5KADXV+/N57f9U64L2AfRy9Sa56b4mPxPD2FwjgOQQQC51FUCNL0z71c9+6l9a4HA0YRFAegigctd4mNmwgom/5v/o1BO+fkf+I/Frp7VM9+X+vjIOBJAcAsil4ABa/b1xueeYvYs3D/mO2xGFQQDpIYDK3vMDCib+2nB5/9x90b5zW6f76jdxhso/AQJIDgHkUmAArT6s+QPw3uUbzB50PKbiEUB6CKDy91LB5W803xfZ5n+a1L8cp/vqFgEkhwByKTCAfmh20q2v3pMLoOzpdobbIYVAAOkhgKTMtPYOnyb1uEgAySGAXAoMoD3tdO/rv/MB9DfbyumIwiCA9BBAUr5cWD8jp7wQ93gcI4DkEEAuBQbQEPtHtjWAHrWBTkcUBgGkhwCSsltB/1y8sufblxkCSA4B5FJgAI3IzQbf+gzQJk5HFAYBpIcAKkvrpl4ZuHxMQQD90fGYEoAAkkMAuRQYQIfaF7MtAdT0aTvK7ZBCIID0EEDl6JkDrH/n8/p8eMMJFQUB9M8YBhYzAkgOAeRSYAD91uzUh1b7AdT03CSz610PqmgEkB4CqPx8eHGl1zc/ar9wzfTJw9u9/3nA8nhGFycCSA4B5FJgADWd7t3dVHj3PuP8CXeOTe5kgwSQHgKo7OQn/rqncFHjzKrNctUzou0poK/ENb4YEUByCCCXgk+EuOHno1vudQZdlOBHWgJIDwFUZjpM/OV7sTp/ItbBE6et/X7LPdFODbENMT4EkBwCyKWupsJYf/9PLzv/6xddedMSp8MJiQDSQwCVlaa6ke0n/sq+WLNTLnj6HVefmwHslxvnrk5cFNcQ40QAySGAXGIy1JQigOSUZQC9Nshs5C8aW66+VTshlzuVh9e+37JsRf2F537/uXiGFzcCSA4B5BIBlFIEkJyyDKDslTbx7eaLS+oOz7/jZ/eaNwpv0n42eCkEkBwCyCUCKKUIIDnlGUBr7sx//6B+Yn7W091qXulwEwJIDwGkhwAKiwDSQwCVoY+nTx6aq5+tqmZ2XksA6SGA9BBAYRFAegigcrNh5pQRufrZdPKMwF8tAaSHANJDAIVFAOkhgMpK48yq/GwXQydN7+oRjwDSQwDpIYDCIoD0EEDpt+7HT+QvvFizQ/5sYxPru5nolADSQwDpIYDCIoD0EECp9/T+trf36DZ/6q75E/4cXtf9wzwBpIcA0pOYAPr9QtfD6CUCSA8BlHIrLqw0q7ihtvkj7xNqezzDIQGkhwDSk5gAMtun+oE0/PMjgPQQQOk2fWuvesYc3K/5hD+vFfEjBJAeAkhPggLIM/ykX74RtDJJCCA9BFCaLfy8P89yvn62rXqmuB8igPQQQHoSE0D/vPzwgfn5By++M9GPswSQHgIovfITf+WMmjKz6F8jAaSHANKTmADyrL7/e8fmTk026FM/e9HpiMIggPQQQKnVWN1cPxtPnr4+xM8RQHoIID1JCiDfukd/8tlcBG197r3JfMwhgPQQQCn1YvW4XP0MnjhtbbifJID0EEB6khZA7027YI+K5v9n2/nfzoYUAgGkhwBKoxdrdsrP8n5cffiWIYD0EEB6khRAC//69fxJOrY9f/rSf54/0vr/y+m4ikMA6SGAUuet2gn5+jm89v3e/DwBpIcA0pOYAPrTefn/XRtw9NXN7/9ZsJ3t7XJYRSKA9BBA6bKkrvmEP7vX9PZTpQSQHgJIT2ICKHd/Ne6rN69oWzTVBrkaUggEkB4CKEU+qJ84IHdvslvNy73fCgGkhwDSk5wAqjzk+0+1f5S58+gvORlPOASQHgIoLT6ePjn3GQrbsmpmnzZEAOkhgPQkJoD+tMT1MHqJANJDAKXChplT8uf8Gbmx/aCP2yKA9BBAehITQKlBAOkhgJKvcWbV5rn6GXrKCZVmQ3r11uc2BJAeAkgPARQWAaSHAEq6F2t2yNXPoIn10/yJv8bP6OMGCSA9BJCeBATQhYGcj6pYBJAeAijR5k/dteUj7w3v+hN/Daju8yFKAOkhgPQkIIAskPNRFYsA0kMAJcnj3zhoj0/9d8v91ju1zR95n1C7KNuYm/jrsBJMpEMA6SGA9CQggDYK5HxUxSKA9BBAybHu3Pz/IW16u3dlWf3Efs0n/HnNX/k1f9KvXzWWYDcEkB4CSE8CAihlCCA9BFByfKXlOeKB/5o2cWDu0jZVTzevfLKfTVxQkt0QQHoIID0EUFgEkB4CKDEebXuVvDL3ddSUmQW/m59ML9F+CCA9BJCexATQ+nbXVte4GEivEEB6CKDEOL/dOwU3Ofe+iMZHAOkhgPQkJoAOnV9w5dbtkvssEQGkhwBKjEML8ufgf6yNbD8EkB4CSE9iAsg2uqnl4txP8SmwRCKA5CQugPYqCKBrI9wPAaSHANKTmADqb3ZO7vH1w8sGmI253u2QQiCA9BBAifGpggCall+09sEI9kMA6SGA9CQmgJ7YxWzXZ7NNN4w1G/ifK4JukgwEkB4CKClWHd3WP/0W5xY9usfAOaXfEQGkhwDSk5gAyq6+sMIGfe8w747tlHmOBxQKAaSHAEqIh3YseALoa/6S5edXmh1Z+j0RQHoIID3JCaBs9p4t/Lu1fR5wOZbwCCA9BFAifDClwqxfZXP/7L3cWzR9K+/Sjn2d+CsAAaSHANKTpADKLjvDbONEP/2TJYAUEUBJcJc/y+neTz2yj58/A85bkc2+e1ppJv4KQADpIYD0JCCAfl3gk2aj/y93yfmoikUA6SGA4rd8Si521nr31s/8+uc3vZ/NNtaN8BYdXoKJvwIQQHoIID0JCCAmQ00LAkhOYgJouv/6+CGF73be4L9fcOO6iH4xBJAeAkgPARQWAaSHAIrZ+5O8u4QhU9uPpdpKNfFXAAJIDwGkJwEBtCCQ81EViwDSQwDFa9pm/mtdL3dYuvqY26PbJQGkhwDSk4AAShkCSA8BFKdFn/PyZ+jURqc7JYD0EEB6CKCwCCA9BFCMpm3q9c9RrzneKwGkhwDSk6QAanxh2q9+9lP/UnJfACOAFBFAsXnTn/tio6je6tw1AkgPAaQnOQG0+nvjWt79fPOQ77gdURgEkB4CKCZNuU+6n/B225K177jZMwGkhwDSk5gAWn1Y28e/bjCLYn7D0iCA9BBA8Xj92Nwn3QuWPLLHgW4GRADpIYD0JCaAfmh20q2v3pP//PvpdobbIYVAAOkhgOLQWDfM65+J77Yt+aCq0uz/nOycANJDAOlJTADtaad7X/+dD6C/2VZORxQGAaSHAIrBa0d5+bP5zQVLbvJfJN/1YSd7J4D0EEB6EhNAQ+wf2dYAetQGOh1RGASQHgLIufVTB3m1M6mhbcm7p+bmwnB0T00A6SGA9CQmgEbY3dmCZ4A2cTqiMAggPQSQa88f4NXO2NvaFuQn/jpiTtc/UloEkB4CSE9iAuhQ+2K2JYCaPm1HuR1SCASQHgLIrXVTB/pP/xTcNb09wVuwyfXufgsEkB4CSE9iAui3Zqc+tNoPoKbnJpld73pQRSOA9BBATs3ez6ud7f5VuGjNbmYTHX0CPocA0kMA6UlMADWd7t3pVQw3GzfEu3DseteDKhoBpIcAcujj6n7ePcGUDvnx0Fa3Oh0FAaSHANKTmADKbvj56JaZ4AddlOBHWgJIDwHkzqO7evcAO9zfabnjhyYCSA8BpCc5AeTd59z/08vO//pFV960xOlwQiKA9BBArqz2n/6pnLLS6U6DEEB6CCA9SQqgdCCA9BBAjjy8k5nt8bjLXXaBANJDAOkhgMIigPQQQE6s8E/03L/gTD9r4nsrIAGkhwDSk6QAYjb4hCOA5LgMoLu3MbO9nmxbMHP3nznbeUcEkB4CSE9yAojZ4BOPAJLjLoCWT8md6Hlt24KqShv6uqO9d0IA6SGA9CQmgJgNPvkIIDnOAuiOLb1jf99n2hbcONZbsNtsN3vvjADSQwDpSUwAMRt88hFAchwF0DL/6Z/BU9v29c7nXE78FYAA0kMA6UlMADEbfPIRQHLcBNA0/xRgh81tve564q8ABJAeAkhPYgKI2eCTjwCS4yKAFvnTvA8tePrnuf39ib9+HetfOQGkhwDSk5gAYjb45COA5DgIoGmjvNw58tWCJY9XOp74KwABpIcA0pOYAGI2+OQjgOREHkDvnuTlz8jaxnYLv7HdXdHutWcEkB4CSE9iAojZ4JOPAJITcQA11Y30+uf4tzss/pCpMGJEAMkhgFxiNviUIoDkRBtAb3zSO9Y3rotwD71GAOkhgPQkJoCYDT75CCA5UQZQU533/zuxv9mnCwSQHgJIT3ICiNngE48AkhNhAM37hJc/Y+qj2nwfEUB6CCA9SQqgdCCA9BBAJbe+dqjXP5MWty6Yud/cbm7uHAGkhwDSk5gASu6bfjoggPQQQKX2woFe/oy9pfW6P/HX0Un6OyaA9BBAehITQMOOvfJfH7keSW8QQHoIoNJaP3WQ//RP20vdf9ncu777exHsqrcIID0EkJ7EBJD/5ud++1dNW+h6NGERQHoIoJJ61j/T8xb/aL3+xvExT/wVgADSQwDpSUwA/fDkLfIfAdvh7OtfSvKjDQGkhwAqoY9rBphVTGnNi/W1/ofBjnyp1PvpGwJIDwGkJzEB5Hnntu98apNcBI066WqnIwqDANJDAJXOY7t5B/j297Zen31g7lxASfv7JYD0EEB6khRAvqZX/3xqpd9AzkYTFgGkhwAqldXV/fynfwre7fcf/ruB3i/pTkqBANJDAOlJWAA1TDt/p9y7gQ5yN5yQCCA9BFCJzNzFO7jHP1i4aNX22/+zlLsoEQJIDwGkJ0EB9NFdl+1b4dfPHlV/T/AhSADpIYBKYlV1pVn/qg7/il5I5L8qAkgPAaQnMQF05RED/PjZ7pw/J+nDsAEIID0EUCn8c1vvAN/ziZJtL1IEkB4CSE9iAsivnxHffd31WMIjgPQQQH33wZSKxH3WvRsEkB4CSE9iAujYwX4C7XjeXxa5Hk5IBJAeAqjP7tzKO7z3ebo0G3OAANJDAOlJTABl1zxw5RED/Qja7YKbGxyPKAwCSA8B1EfLpngH9uCa1oeXB7+S9L9PAkgPAaQnOQHkW3XPtw/q591VVux9icPxhEMA6SGA+ma6f5LTQ1tPdehP/HV9CTYbJQJIDwGkJ1kB5Fn3wAnGeYCSiQCSU4oAeu/z3vE8ZGrrhv48xrt+eJ83Gy0CSA8BpCdRAfTGXy89LPdWIBvzOZcDCoUA0kMA9cG0zbwD+ohXWq4mceKvAASQHgJIT2IC6J/fP3F0fjKwnb/2u1eCbpEQBJAeAqjXFp7iHdJDpzY2X03mxF8BCCA9BJCexARQrn0GHHzZbYtdDyckAkgPAdRLTfWbeof1Z95quf7MAYmc+CsAAaSHANKTnADa6PgfPrja9VB6gQDSQwD1zvzjvN7ZqK13Nvjz3HwpeRN/BSCA9BBAehITQM81Bi1NIAJIDwHUG011I7zeOWFBwaL7KxI58VcAAkgPAaQnMQGUGgSQHgKoF14/xsufTeraL/xrWv4JEUB6CCA9BFBYBJAeAqho6194PDefTWPdMK9/JiX9HX1dIoD0EEB6CKCwCCA9BFCRllVt5GXPtrUbXjzI+77536IaVvQIID0EkB4CKCwCSA8BVJz52+XPZGE7DfKf/lkS2bCiRwDpIYD0EEBhEUB6CKCibNjP2oy7rWXx/X+OYmQRI4D0EEB6CKCwCCA9BFBRbinon0kt9yvLplSMWNDtjyUSAaSHANJDAIVFAOkhgIrytYIA+kPzsj/653f/j0jGFikCSA8BpIcACosA0kMAFeWTBQH0vdySNz7jXRxcszai0UWIANJDAOlJTABd017t9Xe6H1hRCCA9BFBRPlMQQD/Mtkz8ddTcyEYXIQJIDwGkJzEBZJ0MPC+R90AEkB4CqCgXFRy9NzdP/LVJGib+CkAA6SGA9CQmgMaP6pxAByWxNAggPQRQUe5vO3RHrMjO6+d9n5zWMyESQHoIID2JCaANZ9p/vt+Q8/63beJ7b/0rY/ZT10MrAgGkhwAqxvqCN0H/j3f9q7bDPdGNLGIEkB4CSE9iAuhH9sW2K2fZVO/rRJvgaERhEEB6CKAirDqhrX8u9f+6ltSsjnBkESOA9BBAehITQOP9dw20uNV28r5Os+GORhQGAaSHAOrZssPN+l33m4P72bAT74t0TE4QQHoIID2JCaCBVnC+2JtskPf1YQIoWQggOUUH0Lt7mQ3y5/5qXBHpgFwhgPQQQHoSE0Bb2AltV06xrb2vv7RDHI0oDAJIDwHUk5e2Mdv44YgH4xIBpIcA0pOYADrP7JRHc//81j9xhtlF3vfd7WduB1YUAkgPAdSDJzYzG/esf+m++ZGOxxkCSA8BpCcxAbRoCzPrt/m2247t713YcUk2e4WNTuJdEAGkhwDq3owRZjvMy+Ym/jo+6iG5QQDpIYD0JCaAsm+dXNHyGZL+ubOHfPyTB92OqzgEkB4CqFt/HGB2wPvehRv8ib/+EfmgXCCA9BBAepITQNnsu3/8zvlf+fL5V9yY6JOnEUB6CKDuXFtpduyKbPb1T3v5MySNE38FIID0EEB6khRA6UAA6SGAutZU42XP5z7Orq8d5l04OpUTfwUggPQQQHoIoLAIID0EUJc2nOtlz4WN2acnpHjirwAEkB4CSE+yAmjFy0899XLCDz8CSA8B1JU1p3rdU53N3lRpVnF2g6NROUAA6SGA9CQogFb8aPfc26Ardv1Bks+lRgDpIYC6sPwI//TP3oUVW6Z54q8ABJAeAkhPcgJo9jZtUwltPdvxkEIggPQQQMEW7mM2aFru4i3fSfHEXwEIID0EkJ7EBNDi0Wa7fOe6W2/7608z/Wyz910PqmgEkB4CKNC88WbD/+VuMC4RQHoIID2JCaBv2sA/tzzIPD3K/sPheMIhgPQQQEGe9P6fZfNnHA7GJQJIDwGkJzEBtKNd0XblGtvR1WBCI4D0EEAB7htptv2rLgfjEgGkhwDSk5gAGmQPtF2ZmZsNPpkIID0EUGe3DDYb/47TwbhEAOkhgPQkJoA2sZvartxso1wNJjQCSA8B1MkvKs22qKh3OxqHCCA9BJCexATQp21C68Pr6gPtM+6GExIBpIcA6miqmQ0026yMzvzTHgGkhwDSk5gAut1s19/mjrxVt+5ldrvbIYVAAOkhgNrb8PX86SrKZeKvAASQHgJIT2ICKPsf/j3qyPHjt6j0vlc5HlIIBJAeAqidNZPy/fOJl90PyBUCSA8BpCc5AZS9fkzLeRBHX+d2QKEQQHoIoEIffSp3lG5aPhN/BSCA9BBAehIUQNm1d3z3nC+c8bUrbk/0L4MA0kMAFVi0X27Cmq8siWM8zhBAegggPUkKoHQggPQQQG3e2NHvn/EzYhmOOwSQHgJIDwEUFgGkhwBq9fwWZqM+VV32hwABpIcA0pPMALpvFOcBSiACSE7HAHpgpNl2r8Q0GJcIID0EkJ5kBtDdltxniQggPQRQs9sGm+2xIK7BuEQA6SGA9BBAYRFAegigvN/1NzukvN/83IIA0kMA6SGAwiKA9BBAnkW50z9nVsc5HHcIID0EkB4CKCwCSA8BlF06ZeOzvf45e32843GGANJDAOkhgMIigPQQQNM2y538sErmr4EA0kMA6SGAwiKA9KgH0KvH5PKn4qdxD8cdAkgPAaSHAAqLANKjHUDrpg7O9U//38U9GocIID0EkJ4kBNAenWxLACURASTHC6BH9/Dip5/ZsLviHoxLBJAeAkhPEgLIgjgfVbEIID3CAfTe+ZVmFUPNNn007rE4RQDpIYD0JCGADg7ifFTFIoD0CAdQwxfNthhmtu3cuIfiFgGkhwDSk4QAShcCSI9yAL037rQhZru/HfdIHCOA9BBAegigsAggPcoBtOH6/mYHNcQ9ENcIID0EkB4CKCwCSI9yAP24wmyi3i+eANJDAOkhgMIigPToBtCaC8zsLMGHBQJIDwGkhwAKiwDSoxdAa5u/neGf/rkx3rHEggDSQwDpIYDCIoD0qAXQ0imn5r6vPN6sYmrMg4kHAaSHANJDAIVFAOnRCqCm+s3MbvMuLD3UrN/1cQ8nHgSQHgJIDwEUFgGkRyqAXj7azIb9Jpt9cxezoX/ZEPd44kEA6SGA9BBAYRFAeoQCKD/x12fnZ7Nztjbb5P4GAkgNASSHAHKJAEopAqjsPeJP/LV5vXfp8c3Mxj23lgCSQwDJIYBcIoBSigAqcx9MqTCrOHeZd/H2oWa7vpUlgPQQQHIIIJcIoJQigMrc0jFmO97rX7phgNmBi7MEkCACSA4B5BIBlFIEULn744Dq3D1hbaXZJ/0AIID0EEByCCCXCKCUIoDK3nz/S9O3zOzM3GMBAaSHAJJDALlEAKUUASRhwzle/1ycP/0zAaSHAJJDALlEAKUUAaRg1YlmFTXNVwggPQSQHALIpV4F0CuZnDO6XuAIAaRHKYCWHV54+mcCSA8BJIcAcqlXAfREx97ptMARAkhPWQfQe5NvKri2cG+zQTe3XiWA9BBAcgggl3oVQDMyf9vgaex6gSMEkJ4yDqCm+lE2dlnr1Ze2Mdv44bbVBJAeAkgOAeRSrwLolsyMHhY4QgDpKd8AmnukmQ1vPZKeGG02dnbBegJIDwEkhwByqVcB9LvMrB4WOEIA6SnXAFo3dZDXPye82XL93hFmO7xWeAsCSA8BJIcAcqlXAXRN5uUeFjhCAOkp0wCaubuXP2PrW6//aYDZhPfb3YQA0kMAySGAXOpVAF2Vue680y59upsFjhBAesoygJZXVZpVTF7SuuB/vevHrGh/IwJIDwEkhwByqVcB9M1M5mTvv9ldLHhmQt78BgBF+L2Z7XJH69XF/+ldP/GdGAcEAOWnwzMmvQqg6895ZMPi/8pc2MUCAggI5/gBVe+2Xnlvstc/X3s/xuEAQBkqRQDlfHBaZkHwgjkn5S1YFrUlDQ1LI99JMi2R/YM3NMQ9hAi8+ETb5UUZr38u6XybpeX4By/G0oaGJXGPISZLVP/gS8vyMC+K7GNag4vfeYfXF/swFcaVmcd6WBA53gOkpyzfA1Ro+ZFm/X4VsIL3AOnhPUByeA+QS30IoNrMvT0siBwBpKfcA2jRvmYDbwpaQwDpIYDkEEAu9SaA5l/3qP/t+61P+HRa4AoBpKfMA+j1Hc2G3xO4igDSQwDJIYBc6k0ALcx8y/u67qzMO10tcIUA0lM+AbTo3IZOy54aY7Z5F+eTIID0EEByCCCXevUS2AX+zBe/z1zi3TXd+M/2C9wigPSUSwD5Ez2H8BgAACAASURBVH99uePC+0eabf9qFz9BAOkhgOQQQC71KoDmnJw5d3LmtLnZ7GOZzMJ2C9wigPSUSQC9dIQ/8de77RfeOthszy6fRiWA9BBAcgggl3r3JugXLj9t0pX+/6i+O/niNe0WuEUA6SmLAMpP/HXim+2X/qLS7OiuH/EIID0EkBwCyKU+fAosAQggPeUQQA/u4uXPuGkdlk71Fp68uuufIoD0EEByCCCXCKCUIoBSq9PEXzkbzvf65yvru/k5AkgPASSHAHKJAEopAii1zvFKZ/dHOixcM8lbWt3tzxFAegggOQSQSwRQShFAqbVo4wHVHe/jPvqUWcX/dP9zBJAeAkgOAeQSAZRSBFB6TX+l45L39jMb+NcefowA0kMAySGAXCKAUooAKiNv7GQ27O6ebkUA6SGA5BBALhFAKUUAlY8XtjDbtOdpZAggPQSQHALIJQIopQigsvHARmbbvtzz7QggPQSQHALIJQIopQigdFl4bVdr/j7YbPcFRWyCANJDAMkhgFwigFKKAEoTf+Kv24NX/b6/2cFLgte1RwDpIYDkEEAuEUApRQClyIuHm9legcP2T/+c6eb0zwUIID0EkBwCyCUCKKUIoNTIT/w18a12C5tefeoN7+s3vTVnF3lPTwDpIYDkEEAuEUApRQClxcO7eZEztr7dslVXjPEWbvWj072vVcX+cQggPQSQHALIJQIopQigdFg2pcKf+Kv9kb14T2tRcXXRmyKA9BBAcggglwiglCKAUqFxVy9y9ny0w9JPtfXPb4vfFgGkhwCSQwC5RAClFAGUDr+xwTUd79BmWlsAFXH+nxYEkB4CSA4B5BIBlFIEUDo0/eernZZVtwWQ9TABaiECSA8BJIcAcokASikCKL3OKAigi4v/MQJIDwEkhwByiQBKKQIovc4sCKD/KP7HCCA9BJAcAsglAiilCKD0Oq8ggH5Z/I8RQHoIIDkEkEsEUEoRQAn2bndTuy+tqmzrnwHFTALWjADSQwDJIYBcIoBSigBKrKb6Tcd1+bi1vm6zgud/7FshtksA6SGA5BBALhFAKUUAJdWLh3lh880uVj64t7dy4AUtJwI6K0zSEEB6CCA5BJBLBFBKEUDJ9HFNwMRfLd6dXOGtPG5utqn+sP428JjbQm2aANJDAMkhgFwigFKKAEqkh/wzP4+rD1y3rnaEt3LHO/LXNixrDLltAkgPASSHAHKJAEopAiiBAif+ajHDnxR1aKfTQhePANJDAMkhgFwigFKKAEqe+aO9xNkr+BNg8yZa1y+NFYcA0kMAySGAXCKAUooASqBP2+CatUErVtUM9vJn13/1aesEkB4CSA4B5BIBlFIEUALNm/ha4PLp23r5s3Ht+r5tnQDSQwDJIYBcIoBSigBKjbmf9qd9n/x+X7dDAOkhgOQQQC4RQClFAKXE8uqBXv8c8O++b4kA0kMAySGAXCKAUooASoWm+s29/BlVG/Yj70EIID0EkBwCyCUCKKUIoKR4Z3nX65461Muf/lWleRQjgPQQQHIIIJcIoJQigJKhqW7k17tatyQ37ekxL5RoVwSQHgJIDgHkEgGUUgRQIjx/qFnFzMBV6+tGefmzZfBZoXuDANJDAMkhgFwigFKKAEqAj2v8NzhPfDto3YN7+dOeVn1Uur0RQHoIIDkEkEsEUEoRQPHLT/x1c9Cqd3LTnk58vZS7I4D0EEByCCCXCKCUIoDilp/4a8qKgFX5aU93urO0OySA9BBAcggglwiglCKAYnafP/HX3oGn95nhPzM0rA/TngYjgPQQQHIIIJcIoJQigGL21nAbEjjx12sn9nna02AEkB4CSA4B5BIBlFIEUNx+fvTLAUtX1Qzy8mffhyPYIQGkhwCSQwC5RAClFAEUt8CTO0/fxsufTWojKRUCSA8BJIcAcokASikCKIHmfsrLn8rJi6PZOgGkhwCSQwC5RAClFAGUOMur+nv9c+DjUW2fANJDAMkhgFwigFKKAIpn712uaaof4+XP2LpSTHsajADSQwDJIYBcIoBSigCKQVPdyBldrHryEC9/BlQFnRWoVAggPQSQHALIJQIopQgg9573ImenwH9wzdOevhjp7gkgPQSQHALIJQIopQgg11Z/e4AXOacu6bxmfe1G3pqtSjftaTACSA8BJIcAcokASikCyLEHd+lq4q/79/TWDKku4bSnwQggPQSQHALIJQIopQggp3ITf1UGTfz1zuTciZ/fiH4MBJAeAkgOAeQSAZRSBJBLfxnlRc4+szqvWFs73J/29C4XgyCA9BBAcggglwiglCKAXPr/LHjir+k7RDLtaTACSA8BJIcAcokASikCyKXGwz4RMPHXqyd4+VMx6W1HgyCA9BBAcggglwiglCKA3O6186KVuWlP95vpbAwEkB4CSA4B5BIBlFIEUMyinPY0GAGkhwCSQwC5RAClFAEUq9lHRjntaTACSA8BJIcAcokASikCKHpdTuu1rKqfP+1pwKfCokQA6SGA5BBALhFAKUUARa2xbs/gcxs25qY9HVfv+okoAkgPASSHAHKJAEopAihizx1s9p9BK548OPJpT4MRQHoIIDkEkEsEUEoRQJFa9a3+XuZ8ofOeFk3xpz09NtppT4MRQHoIIDkEkEsEUEoRQFF6wJ/4a4u/dVq+rnaki2lPgxFAegggOQSQSwRQShFA0Vl8llc5/S7p/A6g/LSnNTH9myOA9BBAcggglwiglCKAIjNtMy9z9n680/IFzqY9DUYA6SGA5BBALhFAKUUARaXpaLOhV6/vuHj1VH/a053vjnTf3SKA9BBAcggglwiglCKAIvPK4E+80mnh9O1z054GTIjqDAGkhwCSQwC5RAClFAEUnRc6LclPezp5UcQ77h4BpIcAkkMAuUQApRQB5E7ztKePON5tRwSQHgJIDgHkEgGUUgSQK03TtvbyZ1OX054GI4D0EEByCCCXCKCUIoAcmX1EbtrTBpf7DEYA6SGA5BBALhFAKUUAldSG2m8HLs9Pe3rUs6XfY3gEkB4CSA4B5BIBlFIEUCk9d7BVPtZ29a2n5ue+N9aP9s8I7Xza02AEkB4CSA4B5BIBlFIEUOms+k9/4q//ar627r/99/yMu+rj7BMHxTTtaTACSA8BJIcAcokASikCqGQe2Nl/mueW5msfHm55e55e4X395JzS7qwPCCA9BJAcAsglAiilCKASec+f4KJySusj7BetwPhppdxVHxFAegggOQSQSwRQShFAJdFU70/8tc+s1gUvVbTlz+C4pj0NRgDpIYDkEEAuEUApRQCVxNtDzIb9rGDir6sLnv+5uHT7KQUCSA8BJIcAcokASikCqDR+Yp+dX3j9goIAOrOE+ykBAkgPASSHAHKJAEopAqg01v2j/fWLCwJocgn3UwIEkB4CSA4B5BIBlFIEUDSuKQig70e4n14ggPQQQHIIIJcIoJQigCLx/N5t/VPReVb4WBFAegggOQSQSwRQShFAEVg3dWDBE0BfjWo3vUQA6SGA5BBALhFAKUUA9d6Gnz8SuPyx3b3s2eao5v45IWn/tAggPQSQHALIJQIopQigXnv2INsl4D5mdXU/s4opH2ZvPLK/9TskIROAFSCA9BBAcggglwiglCKAemnlZf7EX3/rtPxhf0KM8ffnLq9fmsQ7XwJIDwEkhwByiQBKKQKod+7azuucLW/tuPiDKRVm/atW9mHLkSOA9BBAcggglwiglCKAeiM38Vf/qk4Pp3f6E8Dv9USfBhY5AkgPASSHAHKJAEopAii85om/OnXOsine4gHVa/s4sqgRQHoIIDkEkEsEUEoRQOH9xeucYf+zvuPiaaO95YfM6eO4okcA6SGA5BBALhFAKUUAhbdhgp0wv+PCRad6+TNkagraggDSQwDJIYBcIoBSigDqhWdu7LikqX5Tr3+OfKVvY3KDANJDAMkhgFwigFKKACqFN47z8mej2saSbTBKBJAeAkgOAeQSAZRSBFDfNdYN98/4/HaJNhc1AkgPASSHAHKJAEopAqjPXjvay59N6kqzMQcIID0EkBwCyCUCKKUIoCKtvy74n8j6qYO8/pm0uCSDcoIA0kMAySGAXCKAUooAKs6zB9kVgcsnePkz9pYSDcoJAkgPASSHAHKJAEopAqgYKy/tbzZwQaflH9cMMKuY7P546wsCSA8BJIcAcokASikCqAh3bmtm293Vafmju3rLt59R0nFFjwDSQwDJIYBcIoBSigDqUfPEXx91XL6qup9ZxZROy5OOANJDAMkhgFwigFKKAOpBU/0or3/27TzB6T/9p4V2fLDkA4scAaSHAJJDALlEAKUUAdSDi73MGX5Np2RYPqXCrH91Gu9jCCA9BJAcAsglAiilCKAevDDATnyz09Lbt/K6aO+nSj4qFwggPQSQHALIJQIopQignvx0WqdF7/vvChpcs7bUY3KDANJDAMkhgFwigFKKAApv2mZe/xz2UkmH4xABpIcAkkMAuUQApRQBFNbCU7z8GTo1vRFBAOkhgOQQQC4RQClFAIXTVDfS65+jXyv5eNwhgPQQQHIIIJcIoJQigIKs7+rT7a8f6+XPRnWlmkc+FgSQHgJIDgHkEgGUUgRQgNkH9n8maHlj3TCvfyZ2nhIjVQggPQSQHALIJQIopQigTj76j35mBwasfOEgL3/G1Ec7rugRQHoIIDkEkEsEUEoRQB3d4Z/heft/dlq+buogb8WkhqgHFjkCSA8BJIcAcokASikCqL1FXUz8lZ29v7di3G3RDyxyBJAeAkgOAeQSAZRSBFCh/MRf+z3ZacXq/MSnK1yMLGoEkB4CSA4B5BIBlFIEUIGmT3r5M6K2cx/M3MVbscO9TgYWOQJIDwEkhwByiQBKKQKo0PcsaOKvVdWVZpVTVroYlgMEkB4CSA4B5BIBlFIEUKE1x97c+ZZ3b2Nme85yMCY3CCA9BJAcAsglAiilCKCebjfFy58B1WV0Z0IA6SGA5BBALhFAKUUAdW/6Fl7/7Pt05MNxiADSQwDJIYBcIoBSigDqznuf9/JnSIonPg1CAOkhgOQQQC4RQClFAGXXdzm1xTT/Q/GHv+xqSI4QQHoIIDkEkEsEUEoRQM8csFfwXeT8T3v5M3Rqo8tRuUAA6SGA5BBALhFAKaUeQKv8MxxeHbC+qW6E1z/Hv+V6XNEjgPQQQHIIIJcIoJQSD6DpW/tnOPxX59XzjvFWbFznflzRI4D0EEByCCCXCKCUkg6gLif+Wl87zFsz8Z0YxhU9AkgPASSHAHKJAEop4QBa/IdNgyf+yj5/oLdi84BzIpYFAkgPASSHAHKJAEop3QCa41fOiP/t/B7ndVMHemsmLYlhUE4QQHoIIDkEkEsEUErpBtCiPc0mBrzH+d+7e/mz7T3uR+QKAaSHAJJDALlEAKWUbgA13LNlfefFq/1PhVVMKecHSgJIDwEkhwByiQBKKeEACrqDeHhnMxt/v/vhOEQA6SGA5BBALhFAKaUcQJ2mwvigqtL/VNjKOMbjDgGkhwCSQwC5RAClFAHU5k7/pEB7PRHLcBwigPQQQHIIIJcIoJRSC6B1LXeHnQJo2RQvfwZUr3U/JscIID0EkBwCyCUCKKXEAuiZCT9ovtQxgKaN9vrnkDkxjMk1AkgPASSHAHKJAEopqQDyJ/4aNDd/uX0ALTrVy58hUyXKgADSQwDJIYBcIoBSSimA/r6VVzk7zspfKQygpnr/nNBHvhLXwNwigPQQQHIIIJcIoJTSCaCF+Ym/Wj7iVRBAbxznrdmotvM5ocsTAaSHAJJDALlEAKWUSgDln+TZ/6nWBa0B1FQ33Ftzwttxjcw5AkgPASSHAHKJAEopkQB66VAvckb+X8GTPO+9/HYugF472luzSV1cA4sBAaSHAJJDALlEAKWUSAA927/9xF+3Hj3AKvb+33Xrpw7yJz5dHN/I3COA9BBAcggglwiglBIJoOw3xxVM/NX4VcvbZ1/vy9hb4htWHAggPQSQHALIJQIopVQCaNWKgis1VmCS+6MlXgSQHgJIDgHkEgGUUioBVGjpkLb8GTcj7tE4RwDpIYDkEEAuEUAppRhAfyp4/uf8uAfjHgGkhwCSQwC5RACllGIAXVUQQJ+NezDuEUB6CCA5BJBLBFBKlXMAPX3oi4HLrywIoE87HlMCEEB6CCA5BJBLBFBKlW8ArazuZwcHnt35F7wEJokA0kMA6SGAwiKAys9tW/oTfy3ovKKpfrOCALrL/cjiRgDpIYDkEEAuEUApVaYBtHBSu4m/Cjx1aOFn4I9o6nyLckcA6SGA5BBALhFAKVWWAdRUN9Kf+OvpzmuWVFV6az5xdHP/7LbI/eBiRwDpIYDkEEAuEUApVY4B9PwhudndOz/Mr68b5a3Zqj7beN2u/imgrwh4hqj8EUB6CCA5BJBLBFBKlWMAXe7Fzanvdl7+4F7eiiHVH+WuvHL/M4HvkC5/BJAeAkgOAeQSAZRS5RhAq3ccd3Pnpe9OrvD6Z+IbzVeXNzQIvv/HRwDpIYDkEEAuEUApVY4BlH2x8+PcutoRXv7s1PahLwJIDgGkhwDSQwCFRQCVuxm7efkzrKbgLoEAkkMA6SGA9BBAYRFA5W3eRC9/Kia9XbiMAJJDAOkhgPQQQGERQOVsVc1gr3/2ndl+KQEkhwDSQwDpIYDCIoDS77HJXTysT9/Wy59NOn0ongCSQwDpIYD0EEBhEUBp90FVP6sNWvHyZ7z8qZy8uNMKAkgOAaSHANJDAIVFAKXcLf7EX/t3Pq/P8uqB3ooDHg/4EQJIDgGkhwDSQwCFRQCl2sLPe5UzoLrTr7CpfnP/fM91gSc8JIDkEEB6CCA9BFBYBFCKNeYm/jrsxU4rnj4sNyFqF3f9BJAcAkgPAaSHAAqLAEqv5om/Oj3Ls7Sqn7fimBe6+jkCSA4BpIcA0kMAhUUApVaTP7/XaZ0m/mqs38xbvmV91z9IAMkhgPQQQHoIoLAIoPR6uGKLv3Va+NDeXv4MrPqom58jgOQQQHoIID0EUFgEUIr9tdODWvO0p693+2MEkBwCSA8BpIcACosAKiPrav03Re94Rw83I4DkEEB6CCA9BFBYBFD5uHd3L3+G1vR48BNAcgggPQSQHgIoLAKoXLw92fxXv97q+ZYEkBwCSA8BpIcACosASplHgz/etTo37emu/ypmEwSQHAJIDwGkhwAKiwBKlQ+qKocGvcN5+nZe/mxcu76ojRBAcgggPQSQHgIoLAIoTW7ewuucKZ0Wv3K8t7hi8vtFboUAkkMA6SGA9BBAYRFA6fHuaYETf62s8ac9nfBY0dshgOQQQHoIID0EUFgEUFo01o3wOufwjhN/NdWP9RaP6jwhRtcIIDkEkB4CSA8BFBYBlBLPHRw48dczh/vTnk5ZEmZTBJAcAkgPAaSHAAqLAEqHBf7LXJMWdli6LDft6dHPh9sWASSHANJDAOkhgMIigFLiAtvilg6LGutHe/mzRX3YmiGA5BBAegggPQRQWARQSqy4ouP8pk8c5L8nuir8AxsBJIcA0kMA6SGAwiKAUmphbtrT417qxY8SQHIIID0EkB4CKCwCKJXy056Ov71XP0wAySGA9BBAegigsAigNLpvj9y0p738zRFAcgggPQSQHgIoLAIoyR55NWjpgvy0p2/2dqsEkBwCSA8BpIcACosASq4PqiqP7lwqq6cO9/Jnl3/2frsEkBwCSA8BpIcACosASqxp47zQ+WvHpdO396c9nbq2DxsmgOQQQHoIID0EUFgEUEIFT/z16gm5aU/f69OmCSA5BJAeAkgPARQWAZRIwRN/rawZ5C3d/9E+bpwAkkMA6SGA9BBAYRFASfTcQUETf03fxlu6aW2fH8MJIDkEkB4CSA8BFBYBlEDT+3ulc/qi9gtnH+ktrJzc0PfNE0ByCCA9BJAeAigsAiiBVm1vW3aY+Cs/7elRz5Vi8wSQHAJIDwGkhwAKiwBKojsvbT/xV2P9mF5NexqMAJJDAOkhgPQQQGERQCnw5CG5aU9XlGhzBJAcAkgPAaSHAAqLAEq8JVWVXv98ck7JNkgAySGA9BBAegigsAighFtfu5GXP1vXl3CTBJAcAkgPAaSHAAqLAEqMpxoDFj6wp5c/Q3o77WkwAkgOAaSHANJDAIVFACXE8qrK6zotfCc/7en8Eu+KAFJDAOkhgPQQQGERQMkwfUuzke+0X7a21p/2dOe7S70vAkgOAaSHANJDAIVFACXBO5/LTfzV/rCdvoO3cFhNX6Y9DUYAySGA9BBAegigsAig+OUn/jqi/ce8XjvRn/Z00tsR7I8AkkMA6SGA9BBAYRFAsXvWn/hr49zEX7PP3qpy5DE3bMiuyk17ut8jkeyQAJJDAOkhgPQQQGERQHG72p/j4ovv+Rd/6s8B5jnmxm29r5v0fdrTYASQHAJIDwGkhwAKiwCK2/0Vtl3+fc5/tAKVkxdHtUcCSA4BpIcA0kMAhUUAxe4rVfmJv9aNK+ifA2dFt0MCSA4BpIcA0kMAhUUAJcZ9Bf1zZJSFQgDJIYD0EEB6CKCwCKDE+GVBAB0S5Y4IIDkEkB4CSA8BFBYBlBi1BQG0X5Q7IoDkEEB6CCA9BFBYBFA83u+86JaCADolyn0TQHIIID0EkB4CKCwCKA7LqzbqfIbD5f3bAqgu0r0TQGoIID0EkB4CKCwCKAb+xF8ndFy45stt/bP96ih3TwDJIYD0EEB6CKCwCCDn5p/gJc6gqxrbL33noLb+GfVspAMggOQQQHoIID0EUFgEkGPrc1O8H/lSh8WPjTUbWHf1WH9S1DMXRDsEAkgOAaSHANJDAIVFALk1+8DWib8K/Wmw2WYPZLONz9/zyEdRj4EAkkMA6SGA9BBAYRFALjV9s23irwIbqr2l+77pahQEkBwCSA8BpIcACosAcuocs+3v7jSQ47z+OcPdaAggOQSQHgJIDwEUFgHkdp9bVHV6hev5HcwqahwmCQEkhwDSQwDpIYDCIoDcWtlpyR0jzUb83eUYCCA5BJAeAkgPARQWARSvpqmVZjvOcbpPAkgOAaSHANJTbgG04oOoLW1oWBb5TpJpSQL+4O+eZGbHveV2p0saGpa73WNSLFP9g3vNuzTuMcRk6ZK4RxCTZbKH+Qe6f/CGhuh3spYAKgvuAqjLf5Rz9vH653zXD00EkBwCSA8BpKfcAih6vAQWueVVn+1izcNjzAb/wc0oCvASmBxeAtPDS2B6yu0lsOgRQFGb5lXOXwPX1A0w23KWk0G0QwDJIYD0EEB6CKCwCKBovfEZMxv8vwFr1p7jrTlskYMxdEQAySGA9BBAegigsAigKDVP/DU3YFXD0d6as2L5uyeA5BBAegggPQRQWARQhJ45wIucTeqCamP2tmb9p0Y9gGAEkBwCSA8BpIcACosAisxHVf7EX2ctDlr316Fmo+6Ndv9dIoDkEEB6CCA9BFBYBFBkVmxptv0/g9Y01VSY7fVGtLvvGgEkhwDSQwDpIYDCIoCi87f+nSf+8n3on/1w4oqI9941AkgOAaSHANJDAIVFAEXo9cClr+5mVlHdGPXOu0YAySGA9BBAegigsAgg1+7e2Gz4LbHsuhkBJIcA0kMA6SGAwiKAHKvtZ7b103HsuRUBJIcA0kMA6SGAwiKAnPr4bP+8QO+733EhAkgOAaSHANJDAIVFAJXW8indze31zoFe/0yJ+26JAJJDAOkhgPQQQGERQCU1bYxt2vXzO4+ONRv0m9LvNSQCSA4BpIcA0kMAhUUAldDruYm//tHV6usHmo1+sNQ7DY8AkkMA6SGA9BBAYRFAJZOf+OuooIm/cqurvbX7vVnaffYKASSHANJDAOkhgMIigEqlm4m/fEs+6a3+QjyfvO+AAJJDAOkhgPQQQGERQKWxqtqf+GtSl+//eW57s34xTX7aEQEkhwDSQwDpIYDCIoBK4y4vf8b/q8vVt480G9Hlm4McI4DkEEB6CCA9BFBYBFCJTOpftbKrdU1TK812eqmUu+sLAkgOAaSHANJDAIVFAJXIoue6XPXRqWZ2/PJS7q1PCCA5BJAeAkgPARQWARS5eXt6/VOVoEdeAkgOAaSHANJDAIVFAEXtodFmg+ud7KpIBJAcAkgPAaSHAAqLAIpY3QCzLZ9wsaeiEUByCCA9BJAeAigsAqgPGs5f2MMt1nzNzA5b1NcdlRYBJIcA0kMA6SGAwiKAem/aaDu9+1ssPsrrn/PW9nE/pUYAySGA9BBAegigsAig3pp3nBc3Q97o7ibPbGPWPyFnPyxAAMkhgPQQQHoIoLAIoN5ZXzvM65+jX+7uNn8Zajbqvj7sJCIEkBwCSA8BpIcACosA6pWnJ3Q78Zdvgz/56d7dPkMUEwJIDgGkhwDSQwCFRQD1wsr8xF+Lu7vNiox3k8yK3u4iSgSQHAJIDwGkhwAKiwDqhYu9ttnx3m5v8spuZhXVjb3dQ6QIIDkEkB4CSA8BFBYB1AtLRncz8VfOXRubDb+1t9uPGAEkhwDSQwDpIYDCIoB6484Xul2dm/x0fPe3iREBJIcA0kMA6SGAwiKASu/jyWZ2VLfvEIoVASSHANJDAOkhgMIigEpuwYFe/0xJ8H0PASSHANJDAOkhgMIigErtkc3NBv02kk2XCAEkhwDSQwDpIYDCIoCK1XBtUTerG2g27t+9GY8zBJAcAkgPAaSHAAqLACrStNFWxKe61vtnP9zvrd4OyQ0CSA4BpIcA0kMAhUUAFeU1f+KvHXs8rc+SY72bfXF1X0blAAEkhwDSQwDpIYDCIoCKUMzEX77ntjfrl7zJTzsigOQQQHoIID0EUFgEUM+e3r/Hib9ypnmZNHJ6H0flAAEkhwDSQwDpIYDCIoB6sqKq54m/fLmzH+48t8/Dih4BJIcA0kMA6SGAwiKAerKflz873dfjzT76nHe7zy7v66BcIIDkEEB6CCA9BFBYBFBP/mwDepj4yzdvj+ROftoRuw4PpgAAIABJREFUASSHANJDAOkhgMIigHr0rSIm9XpwtNngG/o2HmcIIDkEkB4CSA8BFBYBVAp1A8y2erJkm4sYASSHANJDAOkhgMIigPpuzVfN7PD3SrS16BFAcgggPQSQHgIoLAKoz949xJ/8dG1pNuYCASSHANJDAOkhgMIigAItfqTozTy9jVn/5J/9sAABJIcA0kMA6SGAwiKAgkwbvfmyIrfylyFmo3r+lHySEEByCCA9BJAeAigsAqizV48xs/OL2sYGf/LTveeXbExOEEByCCA9BJAeAigsAqijdbmJvz7xSlGb+JR/kuiezxKULASQHAJIDwGkhwAKiwDq4NE9vKbZtK6oLbyya3rOfliAAJJDAOkhgPQQQGERQO184E/8VTG5oagN3LmR2fDbSjwqBwggOQSQHgJIDwEUFgFUaNEWZrbzA0X9eG7y0/EvlnhQLhBAcgggPQSQHgIoLAKonZNtQHVxfx8fn+W10qeL/axYohBAcgggPQSQHgIoLAKonQXHzynuhxcc4J/9cH1pR+QIASSHANJDAOkhgMIigHpl5uZmg35XurE4RQDJIYD0EEB6CKCwCKDeqBtotsXjJRyLUwSQHAJIDwGkhwAKiwAKb32Vme3/VkkH4xIBJIcA0kMA6SGAwiKAstn3l4T6uQb/RNFnri79gFwhgOQQQHoIID0EUFgEUHbaZpOLuv2sH379kj8szz67nVm/VE1+2hEBJIcA0kMA6SGAwpIPoHnHmdm/er7128eab8RXh5ptWsTtE4wAkkMA6SGA9BBAYYkH0Lqpg72qOabnib/e3dZa7TzXwegiRADJIYD0EEB6CKCwtAMoN/HX5vVF3PgLbf1zRNrvUQkgOQSQHgJIDwEUlnIALaqqLHbir4Z+bQH0jchHFjECSA4BpIcA0kMAhSUcQHeN9Wpmlwe7u8maxfOeuu/vN/zix59v6x/bx9UAo0IAySGA9BBAegigsMojgN68ZKdBIw77v3B/krkbd5j4a8Oy12c/dPufr5t6+YWTTz5mwg6jB1mQLUo7dvcIIDkEkB4CSA8BFFZZBNDfhufTZK9QJyd843v7/enum+qu/u4lXz3tuAN2HjssMHc62yuqP4YrBJAcAkgPAaSHAAqrHALosQEtbbJ71//wVy9798WZ0+trp9ZUTZ54+ITdx/XvsXQGj9t9wuETJ1fVTK3934q2xec5/KNFggCSQwDpIYD0EEBhlUMAHdEWJ9e2LFudy526Wj93jjt893EDi8idHXb3c6e6prZ++swXX3+33WPlKa23q5jl/k9YWgSQHAJIDwGkhwAKqwwC6J2CZ2fGfinzif13GDUgIHDaGzp2532POfUrVVdcXXfT3Y88/+ayHnby5tiWn/x/Tv5QUSKA5BBAegggPQRQWGUQQPf1WDs2cLMdJhxz8uQLvj31V7++/aFnXl+6Pht2MtSXJ+S2NOgH6W8HAkgOAaSHANJDAIVVBgF0V8fcqdxk+32OPPGLX6/+0f/V33bfU/MWt/0Jm+o3m95yOeRs8E33XHb62de8W7pxx4YAkkMA6SGA9BBAYZVBAL1Q0D7bPPHywpVd3/S1T3o3+aj5SsgAKh8EkBwCSA8BpIcACqsMAqhpy7YAurS7G669yj+xzwnvNV8lgOQQQHoIIDkEkEsEUMwWbtXaP8MWdHO7RzpM/EUAySGA9BBAcggglwigeL0+vrV/Bk3v+mYf5Cf+WtK2hACSQwDpIYDkEEAuEUCxemqM2eZXbu+foOe42V3f7O/jvFvs+lDhIgJIDgGkhwCSQwC5RADF6f6RZtu9km2ac8d973d3u9+ZDahuf1gQQHIIID0EkBwCyCUCKEa3DTbb450ibtj0ycPndFhEAMkhgPQQQHIIIJcIoPj8stLskCU9386zrNNjPgEkhwDSQwDJIYBcIoBiM9XMMqt7+9MEkBwCSA8BJIcAcokAiknTpV7/nL2+1z9PAMkhgPQQQHIIIJcIoHisPcPrn6ruH8kbu1tJAMkhgPQQQHIIIJcIoFis/IxZxdXd3qSpfs/l3awmgOQQQHoIIDkEkEsEUByWHmLW/7fd3sSf+Oui7jZBAKkhgPQQQHIIIJcIoBi8uYvZ0Du7u8WaGn/ir0w3D3gEkBwCSA8BJIcAcokAcm/OVmabPNLdLWbu3n7irwAEkBwCSA8BJIcAcokAcu7xUWbjnuvmBss7TfwVgACSQwDpIYDkEEAuEUCu3T7UbNe3urnB9C3NbKf7etgMASSHANJDAMkhgFwigBz74wCzAxZ3d4sTO0/8FYAAkkMA6SGA5BBALhFAbtVWmh3b/b35m8OOfKnnDRFAcgggPQSQHALIJQLIpaYaM/tcT0N+vpgHeAJIDgGkhwCSQwC5RAA5tOFcr38u7PYEz0UjgOQQQHoIIDkEkEsEkDtrTvX6p7pEGyOA5BBAegggOQSQSwSQM8uPNOv3q1JtjQCSQwDpIYDkEEAuEUCuLNrHbOBNXaxsqrss5OYIIDkEkB4CSA4B5BIB5MjrO5oNv6eLlS8dYRUPhdseASSHANJDAMkhgFwigNx4aozZ5k8Hr1tz5UAzuyTcBgkgOQSQHgJIDgHkEgHkxP0jzbZ7JXjdg7t6+TNuWsgtEkByCCA9BJAcAsglAsiF2wab7fFO4KqiJv4KQADJIYD0EEByCCCXCCAHfuk1ziHBiZOf+Ov+8NskgOQQQHoIIDkEkEsEUPSmeo2TWR246r0RZoO/v7YXGyWA5BBAegggOQSQSwRQ1Jou9frn7PVdrK21Yib+CkAAySGA9BBAcggglwigiK39gtc/VV0+ZG/4Wy8fzQkgOQSQHgJIDgHkEgEUrZWfMau4OoINE0ByCCA9BJAcAsglAihSSw816/fbSLZMAKkhgPQQQHIIIJcIoCi9uYvZ0Dsi2TQBJIcA0kMAySGAXCKAIjRnK7NNHum0uPG6XnzsvSMCSA4BpIcAkkMAuUQARefxzczGPddp8avH2I7BH4oPgwCSQwDpIYDkEEAuEUCRuX2o2fh5HZd+/F1/4q8/9HnrBJAcAkgPASSHAHKJAIrKHweYHbC449KHd/PyZ2x93zdPAMkhgPQQQHIIIJcIoIjUVpodu6LDwuVTKvyJv0rxayaA5BBAegggOQSQSwRQJJpqzOxzHcc2bYy3dOcSvAM6SwAJIoD0EEByCCCXCKAobDjXK50LGzss/bu3cPAPS3RYE0ByCCA9BJAcAsglAigCa07zUqe60+LGw+2ouaXaBwEkhwDSQwDJIYBcIoBKb/mRZv1+FbDixd+X7qGbAJJDAOkhgOQQQC4RQCW3aF+zgTdFvRcCSA4BpIcAkkMAuUQAldrrO5oNvyfy3RBAcgggPQSQHALIJQKoxJ4aY7b509HvhwCSQwDpIYDkEEAuEUCl9cBIs+1eKVjQ+NuVkeyIAJJDAOkhgOQQQC4RQCV122CzPRYULHjhULsskj0RQHIIID0EkBwCyCUCqJR+19/skCVt1z/+rwFm/V+LYlcEkBwCSA8BJIcAcokAKqGpZpYpmOj9oV29BeNKMPFXAAJIDgGkhwCSQwC5RACVTNM3vdw5u+2oXZab+GtKx/nASoQAkkMA6SGA5BBALhFApbL2C17/VLU9Nucm/trrsah2RwDJIYD0EEByCCCXCKASWXm8WcV/t12/3MufIT+K7hgmgOQQQHoIIDkEkEsEUGksPdSs328KFrw6uIQTfwXtkABSQwDpIYDkEEAuEUAl8eYuZkPvaLeo9g+RPk4TQHIIID0EkBwCyCUCqBTmbG22yUynuySA5BBAegggOQSQSwRQCczazGzcs273SQDJIYD0EEByCCCXCKC+u2Oo2fh5jndKAMkhgPQQQHIIIJcIoD774wCzAxbnLjY+5GyvBJAcAkgPASSHAHKJAOqrayvNjs2f7fD5QysfdbVbAkgOAaSHAJJDALlEAPVNU42ZfS43iNWXDzDb29VjFAEkhwDSQwDJIYBcIoD6ZMN5Xv9c2OhfzE/8dbOrPRNAcgggPQSQHALIJQKoL9ac5kVPtX8p2om/AhBAcgggPQSQHALIJQKoD5YfadbvV/6laaP9ib/+7XDfBJAcAkgPASSHAHKJAOq9RfuaDbzJv3SSP/HXT5wesASQHAJIDwEkhwByiQDqtdd3NBt+T+7iVLOjX3a7dwJIDgGkhwCSQwC5RAD11lNjzEY1v+i1/rgbXO+eAJJDAOkhgOQQQC4RQL30wEiz7V6JaedZAkgQAaSHAJJDALlEAPXObYPN9lgQz75zCCA5BJAeAkgOAeQSAdQrv+tvdvCSWHbdjACSQwDpIYDkEEAuEUC9MdXMMivjfAKIANJDAOkhgOQQQC4RQOE1fdPrn8nPHLJLnOcgIoDkEEB6CCA5BJBLBFBoa7/g9c8FVw40u8r5vtsQQHIIID0EkBwCyCUCKKyVx5tVnDvei6Ctb3e97wIEkBwCSA8BJIcAcokACmnpoWb9jqowq5wS650yASSHANJDAMkhgFwigMJ5cxezQRuZ2d6Pu91xRwSQHAJIDwEkhwByiQAKZc7WZv29/Bn63+ud7rczAkgOAaSHAJJDALlEAIUxazOzcXu7n/grAAEkhwDSQwDJIYBcIoBCmDHcbPy858bUJeARmACSQwDpIYDkEEAuEUDF++MAswMWZ7OJ+PdJAMkhgPQQQHIIIJcIoKJdW2l2zApnu+sBASSHANJDAMkhgFwigIrUVGNmn4vz3M/tEUByCCA9BJAcAsglAqg4a8/xT//c6GZnxSCA5BBAegggOQSQSwRQ95ru+sbxJ/6/WU9u6vVPdbS7CocAkkMA6SGA5BBALhFA3XrrUGtR+atI9xQWASSHANJDAMkhgFwigLqzZHxr/1R8L8odhUcAySGA9BBAcggglwig7lS19o9dGOV+eoEAkkMA6SGA5BBALhFA3Vi3SVsAHRLhfnqDAJJDAOkhgOQQQC4RQN2Y29Y/NiBhj7oEkBwCSA8BJIcAcokA6sbjBQFkH0W4o14ggOQQQHoIIDkEkEsEUJfW3HxsQf8MjWw/vUMAySGA9BBAcggglwigLrxYPbrw+R87PqL99BYBJIcA0kMAySGAXCKAgiyt2y9XPUPaAujOKPbTBwSQHAJIDwEkhwByiQDqZO30SQNyZz48rn75MS39842S76aPCCA5BJAeAkgOAeQSAdTBi9VjcsWza82b3rVVF+RaaMR/J2gWsDwCSA4BpIcAkkMAuUQAFVpWt3+ufoZPntHyILvgN5df8eflpdxJaRBAcgggPQSQHALIJQKo1YYZ+Ze+Kiptr/Ul22pUCCA5BJAeAkgOAeQSAdSs5aWvrTb2vmwzr0RbjQ4BJIcA0kMAySGAXCKAfMvqJuTqZ6NJx/nvfp6SgrtbAkgOAaSHAJJDALlEAPkvfQ3Mferr8Ouu38z7vs+sEowscgSQHAJIDwEkhwByST6A5lRvnnvyZ+ea+fP8p3+G1KTjuCOA5BBAegggOQSQS9oBtKzu8Fz9jMx96usH3qXPzi/R0KJGAMkhgPQQQHIIIJeEA6jtpa+6lbkFa3ffvL5UI4scASSHANJDAMkhgFySDaCWl762qX6jbdmy0gzLBQJIDgGkhwCSQwC5pBlAy9u99JVKBJAcAkgPASSHAHJJMIA2zJg8pPmlr48iGJMjBJAcAkgPASSHAHJJLoBeqh7b/NLX65EMyRUCSA4BpIcAkkMAuaQVQC0vfQ2Z1PrS1zOT03mcEUByCCA9BJAcAsgloQBqnDF5aMeXvlbVDLCpkQwtagSQHAJIDwEkhwBySSaA5tZsk3vyZ+vCl77u2s5bslvyZz4NQADJIYD0EEByCCCXNAIo4KUvz3uTvUX9q9J530oAySGA9BBAcggglwQCqOWlL5vQ7lNfTfWj/Im/nohudJEigOQQQHoIIDkEkEtlH0Bza7ZtfulrXrvlr33SWzh0amofUgggOQSQHgJIDgHkUnkH0Af1x1X49TN4UqcTHh7kLT7xzQjHFjECSA4BpIcAkkMAuVTGAVTw0lfA3ecT/VI08VcAAkgOAaSHAJJDALlUtgH0cs12ufrZqvq14BvcuDyyYblAAMkhgPQQQHIIIJfKM4C6eemrXBBAcgggPQSQHALIpTIMoMaZU4Z1/dJXuSCA5BBAegggOQSQS2UXQK80v/S1ZVcvfZUJAkgOAaSHAJJDALlUXgG0ovWlr+mBjxVP/87NuBwggOQQQHoIIDkEkEvpDqDFD89c0nqlx5e+VlX3H/SSq6FFjQCSQwDpIYDkEEAupTmAnjihv9mAic/krrw1dfvml75e7eLmd/qvjX3J3fCiRQDJIYD0EEByCCCXUhxAfxiQKx4b+OfCl766mtm0eeKvj7pYnToEkBwCSA8BJIcAcim9AfRUP2vW//PD8y991Xb595ef+GvftE78FYAAkkMA6SGA5BBALqU3gE6ydraofqXr2752bLon/gpAAMkhgPQQQHIIIJdSG0BrBhfUz5Az72ns5raL/SkxTnzL2dhcIIDkEEB6CCA5BJBLqQ2gNwuf/nmxhxtfZmNTPfFXAAJIDgGkhwCSQwC5lNoAWlAYQIt6uPHKb6d74q8ABJAcAkgPASSHAHIptQG0bnhb/2zc3etfZYoAkkMA6SGA5BBALqU2gLJfbAugL8c9lhgQQHIIID0EkBwCyKX0BtCrQ1v6Z8QbcY8lBgSQHAJIDwEkhwByKb0BlL17ZPMLYPcGr3+ybKa9CEIAySGA9BBAcgggl1IcQNn5Xx9ttvkFbweuXFXd7+ByfmsQASSHANJDAMkhgFxKcwBls6vnvf5x8JrbtzGz8pn7vTMCSA4BpIcAkkMAuZTyAGpoCAygRWU28VcAAkgOAaSHAJJDALlUjgGUn/hrvyfdj8chAkgOAaSHAJJDALlUhgH06jFlN/FXAAJIDgGkhwCSQwC5VH4BNGOg1z8nBb8zuowQQHIIID0EkBwCyKVeBdArmZwz2pbMuOjUL9etLtWgihYUQGt2Kb+JvwIQQHIIID0EkBwCyKVeBdATHQPozsxJF5+Rudz5A1PgS2D3fkPhToMAkkMA6SGA5BBALvUqgGZk/rbB03qanTVnnjInu/KizL9LN67idPUpMAEEkBwCSA8BJIcAcqlXAXRLZka7609kfuR9fSjzs1KMKAwCSA8BJIcA0kMA6UlNAP0uM6vd9b9k/u59bcicX4oRhUEA6SGA5BBAegggPakJoGsyL3e4/pj3tenkU0sxojDaAuhZtccGAkgOAaSHAJJDALnUqwC6KnPdeadd+nTr9R9nZvvfJmVc/5NtCaBV1f2ucbzruBFAcgggPQSQHALIpV4F0DczmZO9/2a3XP9+5ln/2xmZ/NMxc07KW7AsaksaGpZ6327c2mzI7Mj3lihLlsY9gph4v/O4hxCTpbp/8IYlcY8hJktU/+BLZQ/zZQ2qd+0NLn7nHeqyVwF0/TmPbFj8X5kLW65f1T6AnpmQN7/BiTmn+xN/nfemm70BAIAU6vCm4d6fCfqD0zILEhBAi3+xidc/e81wsS8AAJBSJQug7JW5tz77fpzJvR9oUsb1exRWN8w6WmHirwC8B0gO7wHSw3uA5PAeIJf6EEC1mXubL12beSTrfwrstFKMKIzVV+cm/lrQ8y3LDgEkhwDSQwDJIYBc6k0Azb/uUf/b91ufAboxc4v3dXHmgpINq0ir76iwcQITfwUggOQQQHoIIDkEkEu9CaCFmW95X9edlXmnecHTmau8rw9knH8UfXXD2We6/ztLBAJIDgGkhwCSQwC51KuXwC7wp8L4feYS767pxn9m/RY6abY/F9iTJR5cj1Y3LOZM0GIIIDkEkB4CSE9qAmjOyZlzJ2dOm5vNPpbJLMz6s6OedNEZmSuSMRu8BgJIDgGkhwCSQwC51Ls3Qb9w+WmTrnzVu/Du5Itzv60HLjr17OvctwgBpIcAkkMA6SGA9KQngJKCANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKiwDSQwDJIYD0EEB6CKCwCCA9BJAcAkgPAaSHAAqLANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKiwDSQwDJIYD0EEB6CKCwCCA9BJAcAkgPAaSHAAqLANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKiwDSQwDJIYD0EEB6CKCwCCA9BJAcAkgPAaSHAAqLANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKiwDSQwDJIYD0EEB6CKCwCCA9BJAcAkgPAaSHAAqLANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKiwDSQwDJIYD0EEB6CKCwCCA9BJAcAkgPAaSHAAqLANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKiwDSQwDJIYD0EEB6CKCwCCA9BJAcAkgPAaSHAAqLANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKiwDSQwDJIYD0EEB6CKCwCCA9BJAcAkgPAaSHAAqLANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKiwDSQwDJIYD0EEB6CKCwCCA9BJAcAkgPAaSHAAqLANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKiwDSQwDJIYD0EEB6CKCwCCA9BJAcAkgPAaSHAAqLANJDAMkhgPQQQHoIoLAIID0EkBwCSA8BpIcACosA0kMAySGA9BBAegigsAggPQSQHAJIDwGkhwAKa8X8+SviHkNMlqkG0ML58xvjHkM81i0R/YOvnT+/Ie4xxORD1fu3JfPnr457DPFoWqIaQG/NX+B8n+kOoL9OmDAt7jHArS9OmLA27jHAqbkTJvxX3GOAW1dPmPB43GOAW0dMOMH5PgkgpAsBJIcA0kMA6SGAwiKA9BBAcgggPQSQHgIoLAJIDwEkhwDSQwDpIYDCIoD0EEByCCA9BJAeAigsAkgPASSHANJDAOkhgMIigPQQQHIIID0EkB4CKKz3Zs16P+4xwK0XZs0SPR2OrFWzZs2Lewxw681Zs1RPgSTryVmzne8z3QEEAADQCwQQAACQQwABAAA5BBAAAJBDAAEAADmpDqAZF5365TrROYNFvZLJOSPuccCNDQ9cMid/iYNdRevvnINdw/obz//cWdcuz112fZinOYDuzJx08RmZy5viHgfceYL7RCGrbv1qJpN/MORgF1HwO+dgl9B0VeaUCz6fmbIqG8NhnuIAWnPmKXOyKy/K/DvugcCdGZm/bfBwJiAF75yeOf0L+QdDDnYRBb9zDnYN92XOX5z94PzMTXEc5ikOoCcyP/K+PpT5WdwDgTu3ZGbEPQS48trkaSu/lX8w5GAXUfA752DX8N3MI1k/gy6P4zBPcQD9JfN372tD5vy4BwJ3fpeZFfcQ4MrHa7PZ5gdDDnYRBb9zDnYNX8n40znMy1wcx2Ge4gC6JvOY97Xp5FPjHgjcuSbzctxDgEvND4Yc7EJaAoiDXcKbr/tv+ZmTuSqOwzzFAfTjTG7mkEmZdXGPBM5clbnuvNMufTruYcCV5gdDDnYhLQHEwS7kL5l/xHGYpziAvp951v92RubjuEcCZ76ZyZzs/ed+0jzEo/nBkINdSEsAcbDrWPWlz38Qx2Ge4gC6ivtEPdef88iGxf+VuTDuccCR5gdDDnYhLQHEwa7jfzP12TgOcwIIqfPBaZkFcY8BbhBAeloCKIeDXcHjma+vzRJAofw4k3t1eFJmQ9wjgWNX5t4rBwGt7wHiYJfRLoA42AUs/uIpc/3v7g/zFAfQtbnTBzSdfFrcA4FrtZl74x4C3Gh+MORgF9I+gDjYy96Gb2VuyV1wf5inOIBuzP2lLc5cEPdA4Mz86x71v32f/ylU0fxgyMEupPl3zsGu4obM9/KTX7g/zFMcQE/7Jw7IPpC5Ju6BwJmFmW95X9edlXkn7pHAjeYHQw52Ic2/cw52Ec+e9JUV+UvuD/MUB9C6s06a7c8b8mTcA4E7F/hnx/995pK4xwFHmh8MOdiFtLwExsEuYfnkk1te8nR/mKc4gLIzMidddEbmCiaIFjLn5My5kzOnzY17HHDkW60TY3Kwq2j5nXOwS7g2c/plOQ/GcJinOYCyD1x06tnX8blYKS9cftqkK1+NexRwpfUNsRzsMlp/5xzsCn6YaXZr1v1hnuoAAgAA6A0CCAAAyCGAAACAHAIIAADIIYAAAIAcAggAAMghgAAAgBwCCAAAyCGAAACAHAIIAADIIYAAAIAcAggAAMghgACU1vqn73sz7jEAQA8IIAAlddMYsx1LtrWN7MKwP7LA7Fd9vwmAMkcAAYr+ZHZx88XfmF1Rwi0/VGlmE0q2uYQF0JkjbujVzwFIHAIIULRuS9vk4/zFg2zgohJu+Xjrf+PKFSXbXGAA/dVsbtc/EkEAtexwldmnw/wcgOQigABJPzHLP5fxnNlXSrnh4fb5Um4uWQGU/WTFtWF+DkByEUCApGXD7IjchQvNni/hdteW9gW1pAVQ9uMwPwYgwQggQJMXPi9531ZvbMeVcrMfm/2glNtLWgABKBcEEKDptUq71Pv2B7O7ctebfn/YyKF7/2RNfm3jdYduNHjXb3/oX54V03FxAAAIjElEQVRvdstPt7TZ3sWll40fuMlnZrTf0p3Hjxq00zcX+xfXW17Bm4rWXXvwRoN2+97KTrf1K+SBmw8fvvEJz2fXXLXzoHFTGpqXzv7XkcM2OiY/rJYAKhjeafl9/KTzqN8/f6tBO//0rfZ10/VNXjC7zV/2a7P5nYZa8DdQsMPWHiv8g3h/Qfc/eeJGw455PNRvAECsCCBA1Mk2youCw2z3Jv9a45n5R/kjcq/xfHxs/tpeH2Vzj+9HepefyWbf3ja3tOKawu1clr/pmGezQQH00RH5Jft/2PG2fuocmbu60cv5G+25Jr/0oorc1V/7N2oujsLhFfRI+1G/u03uygntAqibm3QIoHZDLfwbCAigdn8Q7y/oggH+1aEvlu7XAyBiBBAg6iGzP2dfNLs+d63W7At3/eN0s+/71y41O/euO84y+3E29/huAyeeOS+bzdiA797763FWOadtM78x2++v939noG3rf/Sr4R2zyxsamlpXf8PszDvu9r5+o9NtvdSxI/94g1caI+2YP9XtZXZd89JD/nDLRf1t2HvZ1uIoHN6HDdeb/bthdadRn2qW+fO0M6xdAHVzkw4B1G6ohX8DBTtsHk77P4j/FzT25zd6+/hCqX9JACJDAAGqJtgnspfY6NwzI+vH2Kn+95NsXGM22zjMzvSuNO1jR2Zzj+8j/Ne/sh/1s8u8b7MrCt7nvHZz28V/zeiPZj/yr3d4D1DDAPua//0iG/RRx9t6qXPYOm9ne5hN2JDNLh9uE/NLj/KWZuvMfp5tKY72w2t9S077xe9U2CT/2v8rDKDubtI+gNoNtf3fQNt7gPLD6fAH8f6CNn3d+/4p27gPvw4AbhFAgKo/mT2/qX03d/l+s4f877eavZDNrrrmmuf8a5NtfDb3+J4PnrfNfuN/P/vEn7Vu5M7mZU072+7+9w4B5O0j97LQ82b3d7ztguarVzV/Iv9k2ym/9Pf+tcbN7eRsS3G0H15rj7Rf/Duzp5qH2RZA3d2kfQC1G2r7v4GOAdThDzI//0xZ9hqz98P8AgDEiQACVK3b0naxQe/lLv/UKvxXeLKvmk1ru8U5/3979xtaVRkHcPy39q9trhtu0WSlpQQFRlAgFiVNaAkzsFgZYrK1xNkEX8wVhS0oiML+KBFoL9QQzTL7gyUskErFCOuFFBRFofmihkozEVzDPe38P7/n7J7Ri8a9PN/PC3fv8dm9zzlv9uU+59wjc4z/931H8AuNctff1osMioz4D56VCm85yAqgp6TeXw77p3fNcXtslDo7wgvx18o1JtlqlsktJioOa3pRj+jNG6TW+3hIX+KVN0QHkJqqPgJ2AFk7Eh2giYT6ucixBlByCCDAWS+LSHfwsF9mfO0ZiuJhaNVts1vrdQCZ50VmbbmgXqNHrgoebBX5yWQCqEdmFx0bpc6usC7WS5NJBdCT0mKi4rCmF/WI3twt1/m/qAIob4gOIDVVfQTsALJ2JDpAXCwPlBMCCHDWXw3BitKEXol5y1ujneGTOSYdQOMbq0QK/el1nkeDNSJ/jclbXbICaGX035OMnSKA+v0zaoLisKYXlYbeHL28CqC8ITqA1FT1EbADyNoRAggoRwQQ4K72+EOPNUknbDLepy+y4psRewlswi+r60Su3pe8xPKoBT6aOoCssf8hgKzpRaWhN08aQHlD8gJIHQE7gKwdIYCAckQAAe66P/jzbrxLn2altg9XBveKzwaQMWc2VEvl0fjp49Fq0LuTLoE9kV5XssZOuQTmTSkoDj29uDT05q7JlsDyhugAUlPVR8AOIGtHCCCgHBFAgLuSABqUuuS7e8zH/tceTh5AxhypTt3vdKNIcOv3TVLhnRhsBdDTUh88+OH7EXvsFAH0kH+FVXTWcXp6cWnozQNSkz0JOm/IjyJ7vGdBAKmp6iNgB5C1IwQQUI4IIMBdSQC9J3Ii2b4zPDeoSwfQc00to97Pe+X2eOgBkZ3+gwfkZu9H9jJ473Mhc0rkM3tsfgCNt8qDJioOPT2zN/wNvfkd8W/XoS+Dzxvyp8hr3rMt0WXwyVT1EYjfMJyOtSMEEFCOCCDAXUkAnamV5f6DXd75PQeD77n5tsFfMYoDaHtwEfrYXGmPX+JSs8z3vkrxu8ogfKwAGq6Sdd7PF6XqnD22aAAt8z6z2S3ypomKQ0/PfC5yODvrP66Qx7wnA+kAyh0yUxZN/Hturh9Aaqr6CMRvGE7H2hECCChHBBDgriSAzDqRJfuP7X9E6k4bc75BCoPb+64Uf1UoDqAL10rjS18eWCqyLXmNt0QWfHB0c7Nc768K2XeDXy3SM3RooEp6M2OLBpB0fHr4hTopnDXxvSfU9MxvIm17j2c2rxDp3PfhSn0rjLwhXSLd+1+/UYJbYaSnqo9A8obhdPSOEEBAOSKAAHelAuhiW3it1DPes83+w5Yekd/T5wAdKQRjlo4lrzHeF2xr9s+ZyQTQ+YXBfy+6mBlbNIDa/UEVu72NYXHo6Zm28N6kevPwPP/xqsp0AOUN+TXYn/lBAKmpqiOQvGE4Hb0jBBBQjgggwF2pADJj2+4pVLc+/EXw7P2F9YXOU191dBxTJ0GfXHtDdeOdWy+rV/nkvpk189aHXw5kB5C59MaCxtpbXx3Nji1+DtDBuxsaFx/yB0W3X9fTO7m4pnlPdvPZvtaam1653JQOoNwhJ5bMqL/j7aEggPRU00cgecNoOmpHCCCgHBFAAErJaeuaMwD4XxBAAEoJAQRgWhBAAEoJAQRgWhBAAEoJAQRgWhBAAEoJAQRgWhBAAEoJAQRgWhBAAADAOQQQAABwDgEEAACcQwABAADnEEAAAMA5BBAAAHAOAQQAAJxDAAEAAOcQQAAAwDkEEAAAcA4BBAAAnEMAAQAA5xBAAADAOQQQAABwDgEEAACcQwABAADn/AuMg2abBGJlFgAAAABJRU5ErkJggg==)
stargazer(reg.model,type=exp_type)
|
|
Dependent variable:
|
|
|
|
lwklywge
|
|
educ
|
0.071***
|
|
(0.0003)
|
|
|
Constant
|
5.000***
|
|
(0.004)
|
|
|
|
Observations
|
329,509
|
R2
|
0.120
|
Adjusted R2
|
0.120
|
Residual Std. Error
|
0.640 (df = 329507)
|
F Statistic
|
43,783.000*** (df = 1; 329507)
|
|
Note:
|
p<0.1; p<0.05; p<0.01
|
CEF Decomposition
\[
Y_i = \mathbb{E}(Y_i|X_i) + \epsilon_i
\]
CEF Prediction Property
\[
\mathbb{E}[Y_i|X_i] = {arg min}_{m(x_i)} \mathbb{E}[(Y_i - m(X_i))^2]
\]
ANOVA Theorem
\[
\mathbb{V}(Y_i) = \mathbb{V}(\mathbb{E}(Y_i|X_i)) +
\mathbb{E}(\mathbb{V}(Y_I|X_I))
\]
Variance of Y = Variance of CEF (Explained Variance) + Variance of residual
anova(reg.model)
## Analysis of Variance Table
##
## Response: lwklywge
## Df Sum Sq Mean Sq F value Pr(>F)
## educ 1 17809 17809 43783 <2e-16 ***
## Residuals 329507 134029 0
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Regression Anatomy / FWL
\[
\beta_k = \frac{Cov(Y_i, \tilde{x_{ki}})}{V(\tilde{x_{ki}})}
\]
where \(\tilde{x_{ki}}\) is the residual from a regression of \(x_{ki}\) on all other covariates.
Justifications for Linear Regression:
- Regression reveals conditional expectatiosn if CEF is linear
- Regression reveals best linear predictor of \(Y_i|X_i\)
- Regression reveals best linear predictor of \(E[Y_i|X_i]\)
Conditional Independence Assumption (CIA)
\[
Y_{si} \coprod s_i | X_i , \forall s
\]
Conditional on \(X_i\), \(s_i\) can be said to be ‘as good as randomly assigned’. Not Testable
Saturated Models
Saturated regression models are regression models with discrete explanatory variables s.t. the model includes a separate parameter for all possible values take on by the explanatory variables.
sat_reg = lm(lwklywge ~ factor(educ), data=pums)
pums.data.table <- data.table(pums)
educ.means <- pums.data.table[
, list(mean = mean(lwklywge)), by = educ]
educ.means$yhat <- predict(sat_reg, educ.means)
# Create plot
p <- ggplot(data = educ.means, aes(x = educ)) +
geom_point(aes(y = mean)) +
geom_line(aes(y = mean)) +
geom_line(aes(y = yhat), linetype='dashed' ) +
labs(title='CEF (Wages | Education)',
y = "Log weekly earnings, $2003",
x = "Years of completed education")
print(p)
\(\hat{y}\) and \(E[Y_i|X_i]\) are identical, since the saturated regression fits the CEF perfectly
Measurement error
Let \(y^*\) be the true value and \(u_y\) is an idiosyncratic error in measurement. Then, \(y = y^* + u_y\), which means \(y = x^*\beta+\epsilon + u_y\).
Measurement error in y does not affect the consistency of OLS estimates of \(\beta\), but it increases the variance of \(\hat{\beta}\) from \((X'X)^{-1} var(\epsilon)\) to \((X'X)^{-1}[var(\epsilon) + var(u_y)]\).
Measurement error in x results in a bias of OLS estimates
\[
plim(\hat{\beta}) = \frac{var(x^*)}{var(x^*) + var(u_x)} \beta
\]
\(\hat{\beta}\) converges in probability to a fraction of the true \(\beta\). This is attenuation bias.
# add random noise to educ
pums %<>% mutate(educ_noisy = educ + rnorm(length(pums$educ), 0, 2))
lm1 = lm(lwklywge ~ educ, data=pums)
lm2 = lm(lwklywge ~ educ_noisy, data=pums)
stargazer(lm1, lm2, type=exp_type)
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Dependent variable:
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|
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lwklywge
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(1)
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(2)
|
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educ
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0.071***
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(0.0003)
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|
|
|
|
educ_noisy
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0.052***
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(0.0003)
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Constant
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5.000***
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5.200***
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(0.004)
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(0.004)
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Observations
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329,509
|
329,509
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R2
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0.120
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0.086
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Adjusted R2
|
0.120
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0.086
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Residual Std. Error (df = 329507)
|
0.640
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0.650
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F Statistic (df = 1; 329507)
|
43,783.000***
|
31,140.000***
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Note:
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p<0.1; p<0.05; p<0.01
|
p1 = ggplot(data = pums) +
geom_point(mapping = aes(x=educ, y = lwklywge)) +
stat_smooth(mapping = aes(x=educ, y = lwklywge),
method = "lm", col = "red") +
stat_smooth(mapping = aes(x=educ_noisy, y = lwklywge),
method = "lm", col = "blue")
p1
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3.5 Standard Errors
Asymptotic distribution of \(\hat{\beta}\) is
\[
\sqrt{N} (\hat{\beta} - \beta) \sim N(0, \Omega)
\]
where \(\Omega\) is the asymptotic covariance matrix
\[
\Omega = E[X'X]^{-1} X' \epsilon \epsilon' X (X'X)^{-1}
\]
When residuals are homoskedastic (spherical error variance - i.e. \(E[\epsilon \epsilon'] = \sigma^2 N\) ), the covariance matrix simplifies to \(\Omega = \sigma^2 (X'X)^{-1}\) , where \(\sigma^2 = E(\epsilon^2)\).
This may not be true:
residuals = resid(reg.model)
x_and_err = data.frame(pums$educ, residuals)
ggplot(data = x_and_err, aes(x=pums.educ,y=residuals)) +
geom_point()
![](data:image/png;base64,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)
# geom_smooth(method=lm)
But standard errors barely change in this case
lm1 = felm(lwklywge ~ educ, data = pums)
lm2 = robustify(felm(lwklywge ~ educ, data = pums))
stargazer(lm1, lm2, type=exp_type)
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|
Dependent variable:
|
|
|
|
lwklywge
|
|
(1)
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(2)
|
|
educ
|
0.071***
|
0.071***
|
|
(0.0003)
|
(0.0004)
|
|
|
|
Constant
|
5.000***
|
5.000***
|
|
(0.004)
|
(0.005)
|
|
|
|
|
Observations
|
329,509
|
329,509
|
R2
|
0.120
|
0.120
|
Adjusted R2
|
0.120
|
0.120
|
Residual Std. Error (df = 329507)
|
0.640
|
0.640
|
|
Note:
|
p<0.1; p<0.05; p<0.01
|
Homoscedasticity mechanically fails in LPM since
\[
\epsilon_i =
\begin{cases}
-x_i \beta \text{ if } Y_i = 0 \\
1 - x_i \beta \text{ if } Y_i = 1
\end{cases}
\]
Then, \(Var(\epsilon_i | X_i) = x_i \beta ( 1- x_i \beta)\)
Let \((X'X) = E(X_i X_i') = Q_{xx}\). Then, standard errors are calculated as \(V(\hat{\beta}) = Q^{-1} \Omega Q^{-1}\) for the following \(\Omega\):
\[\begin{align*}
\text{Classical} & = X' \frac{e'e}{N-K} X
\text{ : Homoskedastic Standard Errors}\\
\text{HC0} & = X' diag[e_i^2] X \\
\text{HC1} & = X' \frac{N}{N-K} diag[e_i^2] X \\
\text{HC2} & = X' diag[\frac{e_i^2}{1-h_{ii}}] X \\
\text{HC3} & = X' diag[\frac{e_i^2}{(1-h_{ii})^2}] X \\
\end{align*}\]
where \(h_{ii} := x_i (X'X)^{-1} x_i'\) = leverage of observation \(i\), and \(e_i := y_i - x_i \hat{\beta}\) = empirical residuals
Clustered standard errors
Assume error structure of
\[
\epsilon_{ij} = \theta_j + u_{ij}
\]
where \(\theta_j\) is a common shock for each subgroup \(j\) in the dataset. Variance covariance matrix is no longer diagonal but block- diagonal. \(var(\epsilon_{ij}) = var(\theta_j) + var(u_{ij})\); \(cov(\epsilon_{ij}, \epsilon_{i'j}) = var(\theta_j) \forall i, i' \in j\), (two observations in the same group) while \(cov(\epsilon_{ij}, \epsilon_{i'j'}) =0\) for (two observations not in the same group)
\[
Var(\hat{\beta}) =
(\sum_{j=1}^J \sum_{i \in C_j} x_{ij}' x_{ij})^{-1}
\sum_{j=1}^J (\sum_{i \in C_j} \sum_{i' \in C_j} (x_{ij}' \hat{\epsilon}_{ij})
(\hat{\epsilon}_{i'j}' x_{i'j} ) )
(\sum_{j=1}^J \sum_{i \in C_j} x_{ij}' x_{ij})^{-1}
\]
where \(J\) is the number of clusters.
Bootstrapped standard errors
Compute \(\hat{\beta}(r)\) for each random sample (drawn with replacement from the overall sample), then calcuate the empirical standard deviation of \(\hat{\beta}(r)\)
\[
Var(\hat{\beta})^{boot} = \frac{1}{R} \sum_{r=1}^R (\hat{\beta}(r) -
\hat{\bar{\beta}})^2
\]
Block bootstrap to preserve group structure.
TBD: Miller, Cameron, Gelbach double-cluster, Conley spatial HAC
4. Instrumental Variables
Endogeneity : \(Cov(X_i, \epsilon_i) \neq 0\)
Instrumental Variable requirements:
- Relevance : \(Cov(X_i, Z_i) \neq 0\)
- Exclusion Restriction: \(Cov(Z_i, \epsilon_i) = 0\)
IV estimation
\[
\beta_{IV} = \frac{Cov(Y_i,Z_i)}{Cov(X_i, Z_i)}
= \frac{\beta_{RF}}{\beta_{FS}}
\]
General form:
\[
\hat{\beta}_{IV} = (X'P_z X)^{-1}X'P_z Y
\] where \(P_z\) is the projection matrix of Z:= \(Z(Z'Z)^{-1}Z'\)
More general estimation strategies:
- 2 Stage Least Squares:
- Use OLS to regress X on Z and get \(\hat{X} = P_z X\)
- Use OLS to regress y on \(\hat{X}\) to get \(\hat{\beta}_{iv}\)
- Control Function approach:
- Use OLS (or some other estimation strategy) to regress X on Z and get estimated residuals \(\hat{v} = I - P_z X = M_z X\)
- Use OLS to regress y on X and \(\hat{v}\) to get \(\hat{\beta}_{iv}\)
IV estimation with covariates
conditional independence assumption
\[
{Y_{1i}, Y_{0i}, D_{1i}, D_{0i}} \coprod Z_i | X_i
\]
Angrist and Krueger (1991) - Compulsory Schooling / Quarter of Birth Instrument
Visual test of Instrument Relevance
Z = Quarter of Birth , Y = wages, X = education
pums.qob.means <- pums %>% group_by(yob, qob) %>% summarise_all(funs(mean))
#%%
# Add dates
pums.qob.means$yqob <- ymd(paste0("19",
pums.qob.means$yob,
pums.qob.means$qob * 3),
truncated = 2)
# Function for plotting data
plot.qob <- function(ggplot.obj, ggtitle, ylab) {
gg.colours <- c("firebrick", rep("black", 3), "white")
ggplot.obj + geom_line() +
geom_point(aes(colour = factor(qob)),
size = 5) +
geom_text(aes(label = qob, colour = "white"),
size = 3,
hjust = 0.5, vjust = 0.5,
show_guide = FALSE) +
scale_colour_manual(values = gg.colours, guide = FALSE) +
ggtitle(ggtitle) +
xlab("Year of birth") +
ylab(ylab)
}
# Plot
p.educ <- plot.qob(ggplot(pums.qob.means, aes(x = yqob, y = educ)),
"A. Average education by quarter of birth (first stage)",
"Years of education")
p.lwklywge <- plot.qob(ggplot(pums.qob.means, aes(x = yqob, y = lwklywge)),
"B. Average weekly wage by quarter of birth (reduced form)",
"Log weekly earnings")
p.ivgraph <- grid.arrange(p.educ, p.lwklywge)
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VzczM2Nm78OJ/Pd3Z2JqJbt261enEAAACAdgMJMIC2oaKiYtGiRczx6tWre/ToIc+zi+8QRBswhTh58mRdXR3LAD8/PyIKDQ1lOuUQ0dOnTwMDA4lo9OjRLBOFQmGzLXla4fz584MHDx40aNCKFStu3rz5WtUykUiUlpa2fv16V1dXGxubyMhIlNYE6CD4/BZ88oyMjDx16lRWVpaqqmpYWNikSZO4XR8AAECZDRs27LXkVmNCofDw4cMCgWDXrl3iYZqamhs2bHB0dMzOzk5ISGhqrrq6+rhx47iPGAAAAED54DIBQNvw7bffPnr0iIiGDBmycOFCOZ99+PDhGhoaRBQTE4MtO/J3/Phx9gF9+/YloqtXrzZ+kEmG9erVSyAQsMz9559/pA7wfz169MjT09PT0/PGjRuSjM/MzJwxY4aLi8udO3c4DAMAlJOenp7kg319fb28vKysrHx8fIyMjKKioszNzdmnyKc1JgAAgByoqKgwN7Q1JTAwMC8vb+zYsbm5uSkpKYmJiYWFhUFBQaWlpbNmzaqoqGhq4rx589AADAAAADoIJMAA2oCUlJRNmzYRkUAg2LZtm4qKipwD0NDQYNqAFRUVifcYgdxcu3aNfcCCBQs8PDwyMjIaP2hlZUVEeXl5r23AaunikktISHB2dj5//nxLJyYmJg4fPvzIkSNcRQIAysnS0rKlU0QiUURExPHjxwUCwYQJE1hG8vl8CwsLKaIDAABQLkuWLOnevXtTzxYVFfXv33/16tWpqak9e/a0trbOyMgICwuztLRMTExsapaWlpZ82gADAAAAKAMkwACUXX19/SeffMLkMJYsWTJo0CCFhDFq1Cjm4N9//1VIAB1WbW0ts/mPRVxcXExMTG1tLRFpamqampp6e3vv3buXiNauXcs+9/Hjx9XV1dLHGRUV5eHhUVhY2LrpFRUV06dPl3NzO2i16urqkpIS9twqwJuGDBnC8qytrW1hYeFbm00+efKEiLS0tFim9+vXj30AAABA26KlpbVmzRqWAWVlZSEhIYMHDzY0NNTX13dycgoODi4qKmKZUlNTs2PHDlQgBwAAgA4CCTAAZbd58+br168Tkbm5+cqVKxUVhru7O3OANmByVl5e3qKykyUlJY8fP46KirKysvL39w8PD2cfLxKJSktLpYuRkpKSfH19a2pqpFmkoaHhv//9L7clGYErQqEwOjo6MDBw0KBB2traWlpahoaGqqqqXbp0cXd3//7779PS0hQdI7QB7H28MjMzdXV13dzcXmt5wufznZ2diejWrVss06dMmcJJkAAAAMrD39//k08+4XDB+vr6r7766r333nv27BmHywIAAAAoJyTAAJRaXl5eSEgIc7xlyxZtbW1FReLi4qKpqUlEly5dQhsweaqvr2/R+MjIyFOnTmVlZamqqoaFhbFfbmZIuY/nyZMnU6ZM4WQbWUNDw+zZs1FmU6lUVFSsXLmya9euo0aN2rhx482bN6uqqsTPvnjx4tKlS8uWLevXr5+dnd3BgwdxQzGwcHNzMzIyaupZoVB4+PBhgUCwa9cucQ5MU1Nzw4YNjo6O2dnZCQkJLItL8usOAACgzdm6dav4ZkRp2NjYfPTRR8zxmTNnHBwcUNsDAAAA2j0kwACU2meffVZeXk5E06dP9/LyUmAk6urqw4YNI6KSkpKUlBQFRtLR6OjotGi8r6+vl5eXlZWVj4+PkZFRVFSUubk5+5SCgoKWptkaCw4OZqqTcaK8vHz+/PlcrQZS+v333/v06bNixYri4uJmB6emps6cOdPFxYXDxnLQzqioqPj5+bEMCAwMzMvLGzt2bG5ubkpKSmJiYmFhYVBQUGlp6axZsyoqKpqaaG9vz15fEQAAoI1SVVU9evTouHHjpFnE2dk5Ojr6r7/+OnjwYKdOnYiooKDA09Pz22+/leaLAAAAAICSQwIMQHkdOXLk2LFjRKSnp/fLL78oOpz/rYL41gYtICNaWlosGyaaIhKJIiIijh8/LhAIJkyYwD7YyclJS0vLzs7Oz89v48aNsbGxjbf4sEtJSdm/f7/kgQUEBIhEoi+++IJlTGxsLPPKBwWqqan56KOPAgICnj592qKJiYmJ77zzzl9//SWjwKCtW758OXPd7a2Kior69++/evXq1NTUnj17WltbZ2RkhIWFWVpaJiYmsiz7/fff83g8GcQLAACgeJ06dTpx4kRQUFDrpvv5+cXExJiYmBDR+++/f/v27eHDhxNRfX39qlWrXF1dc3JyOIwWAKA9ef78eXJycmxsbHJycmZmJm4aAGhzkAADUFLl5eWLFy9mjtetW9e9e3fFxkNEHh4ezAHagMmZg4MDy7O2traFhYVvzUoyG7O0tLSaPUVtbW1qauru3bsDAwNHjBjRqVMnOzu7GTNmrFix4vjx48+fP29q4rJlyyQviWlvb79x40ZJRi5fvlzCNUEWiouLPTw8duzY0brptbW1H3/8MXuaEzqszp07L126lGVAWVlZSEjI4MGDDQ0N9fX1nZycgoODi4qKWKZ4eHiMHz+e60gBAACUiIqKyo8//hgTE+Pk5CT5LDs7u+PHj+/cuVNDQ0P8oJmZ2aVLl7777js+n09E165dGzJkyIkTJ7gPGgCgbaqsrIyKivLz8zM2NjY2Nh4yZMiIESOGDBliZWWlpaX17rvv/vrrr7h1AKCt4KFXR/tTWVnJNOPR09NTU1NTdDjQSosXL960aRMROTk5xcfHq6ioKDoiqq2tNTQ0rKys7NSpU1FRkTKE1EFs3LgxMDCwqWcFAkFpaamamlr37t0b97Lm8/nXr193dHT09PQ8f/58U9M9PT3V1NQSExPZ+2CbmJgMHjx48ODBdnZ2TLcnInrx4kW3bt0kvAFKW1v7+vXrtra2RBQcHBwWFsY+/saNG46OjpKsDI1VVFTU1dUZGBi0egWhUDhu3LiLFy9KH8yGDRuQBoM31dXVjR07lqvNxJ07d7527ZqlpSUnqwG0USKRiMkTCwQCfX19RYcDADIkEomioqL+/vvvf//999WrV28dIxAIRo4c6evrO3v2bJZvbRcuXPD19S0sLCQiHo/32WefbdiwAdcQ2pyGhobi4mJdXV11dXVFxwLQ5lVUVPz0009hYWFMOxJ2U6dOXbt2LXOVA0D+kAKQEBJg7RBe/e3A9evXXVxc6uvrBQJBUlIS+wYgeRKnUpKSktBtRW5ycnIsLCxYBuzevXv27NlnKX3kcAAAIABJREFUz5718/Nj8liampqrV68OCgrKzs62t7dnaZyTmZnJXDh+8uRJcnJyamrqvXv3kpOT09LSWN4g9PX17ezsNDU1L1y4IOHf4u+//54zZ05GRoaNjY0kCbDvvvtuxYoVEi4OYtInwBYuXLh161ZOguHz+ceOHWu2CCd0QEVFRc7OzllZWVKuo6qqevbsWfEGZYAOCwkwgA6ooqJi6dKlW7ZsIaLevXv37t3b0NDQ3NzcwcFh/PjxEn4afPr0qZ+f37lz55g/Dh48eP/+/X369JFh3MA1JMAAuLJv377PP/+cuS1AQgKBYN68eWFhYZqamrILDOCtkAKQkEDRAQDA64RCYUBAALOr5vPPP1ee7BcRubu7Mwmw6OhoJMDkplevXsOHD4+Pj29qQGBg4MiRI8eOHZubm3v//v2amhobGxs9Pb3S0tJZs2axZL+cnJzE2yZMTU1NTU0nTpzI/LG0tPTOnTvJyclMVuzOnTu1tbXiiS9fvoyLi5P8rzB79uw5c+aEh4czsUky5cSJE0iAyd+5c+e4yn4RUUNDw0cffZSVlaWnp8fVmtA+dO7c+fjx4+PHj8/NzW31Iurq6n///TeyXwAA0DHp6OiIWwWvWLHC19e3FYt07dr19OnTGzZs+Prrr+vr65OTkwcNGhQeHu7j48NpsAAASk0kEq1cuXLlypUtnSgUCrdu3ZqQkHD06FEzMzNZxAYAUkIPMACl88svv9y4cYOIzM3NQ0JCFB3O/4E2YIqybt06lmeLior69++/evXq1NTUnj17WltbZ2RkhIWFWVpaJiYmskxcs2ZNU0916tTJzc1tyZIlu3btun79enl5+d27d3fu3Ll48WJXV1dJ+oqJWVtbh4eH3717t0WNu+/cuSMUCiUfD9JraGhgb87E4/H8/Pyio6MLCgpKS0uTkpJCQ0N1dXVZprx48WLDhg1cRwrtQd++fa9fv+7u7t666V26dDl37twHH3zAaVAAAABtifg+kl69erV6ET6f/9VXX128eJFpO11eXv7hhx/6+flVVlZyEiQAgJITCoXe3t6tyH6J3bx5c9iwYenp6RxGBQBcQQnEdgj7H9u03NxcOzs75svG6dOnx40bp+iI/g+hUGhoaFheXq6rq1tcXCwQYBep/EyYMOHkyZMcLjh27NgzZ860bq5QKExPT3dwcGi2AZiGhkZCQoKNjc2QIUNSU1N/+eWXJUuWSFICkYjy8vJ69OjRugg7LGlKIEZERLDf7bt3714fHx+hUJiWllZdXT1gwABNTc3c3FxHR8eSkpKmZmlra2dmZnbr1q0VIUG7V1tbu3r16p9++knyq2w8Hm/mzJlhYWHMdToAIJRABOioPDw8mBsTc3Nzpd958Pz5c39//9OnTzN/7N+//4EDB/r16yflsiBrKIEIIKXFixdv2rRJ+nWsrKyuXbsmTT8CgBZBCkBC2AEGoFwWLlzIXAScNWuWsmW/iEggELi5uRFReXn59evXFR1Ox7Jx48bOnTtztZqBgcHmzZtbPV0gEPTp06fZ7BcRbdiwwcHBYfHixampqS09S1lZWauig1b6+++/WZ718vLy8fHJz893cHCwt7d3dna2sLBISEgwNzdfv349y8TKysqDBw9yHSy0E2pqaqGhoQ8ePJg/f76qqmqz4wUCwZUrVyIiIpD9AgAAyMnJISJVVVVO3ha7dOly8uTJDRs2MO/Id+/eHTp06F9//SX9ygAASuuPP/7gJPtFRA8ePJgxY4Yk10kAQJ6QAANQIpGRkcwWHwMDg59//lnR4byduFxVdHS0QgPpcCwtLQ8ePCjJBeJmCQSCAwcOSNndms9v/h1kypQpixYtOnjw4Pbt21txChUVlVbMgtYpLS29dOkSywA/Pz8iCg0NvXfvHvPI06dPAwMDiWj06NHsix87doyjMKF9MjEx+e2338T3mFtbW4tvYVZRUendu/fUqVMdHR2JSCgU5ufnKyxQAAAApSF+TzQzM+PqYzOPx/viiy+uXLliYWFBRFVVVR9//PGHH35YXl7OyfoAAErl6dOnLerU0KwLFy7s2LGDwwUBQHpKXb7s/v37X3zxxWsPamlp7d+/v6kp9fX1hw4dunDhQnFxsYmJibe396hRo2QcJgA3SktLlyxZwhx///33SlsurHEbsGXLlik2mI5m1KhRv/32W0BAgDS3FKmoqGzevHnMmDFSBqOmpqalpVVVVdXUADMzs7///jsnJycgIKB15XZROkCeTp8+XVtbyzKgb9++RHT16tXGDzLJsF69egkEApaebZcvXy4pKcF/KLAoKCi4ffs2EfXu3TsjI4OIampqhEKhtrY2M+Dw4cPTpk0jot27d8+cOVOBoQIAACiD/Px85tOXNA3A3srZ2fnGjRtz5849dOgQEe3bty8pKWn//v2DBg2SZHpZWdnp06eTkpIyMjKqqqqYd3MLCwsHBwcvLy9TU1NuowUAaLWVK1dWVFRIODggICA8PLzZhg7ffvvtBx980KK+6QAgU0qdACstLW3plM2bN1+8eFEgEBgbG+fl5f3yyy/V1dVeXl6yCA+AW8uWLSsoKCAiZ2fnTz75RNHhNGnQoEH6+vovX76MjY2tra1FkVk5+/jjj3v27Dlz5syXL1+2Yrquru7u3bsnT57MSTCWlpZ37txp6tl33nlHX1+/rKzsxIkT4gd79+5NRIsWLZoyZcqjR49YOk7p6ekZGxtzEidIIjk5mX3AggULVFVVmcyEmJWVFRHl5eWxZL+ISCgUpqSkiPePArzp9OnTTKb8vffeYx5RV1dv3MpiwoQJnTt3LioqOnv2bGFhodLeJgIAACAf2dnZzAHnCTAi0tfXj4yM3LVr14IFC6qqqh48eODi4rJq1aovv/ySx+O9dYpIJIqKivrjjz9iYmKauq2Kx+MNHTr0ww8/DAgIQMMqAFCsnJycP//8U8LB9vb2GzdulGTkkydPtmzZEhwcLEVoAMAlpS6ByCTA/P39jzSyb9++psanp6dfvHhRX19/69at4eHhISEhPB5v165d2K0PCldVVXXnzp1Lly5duHAhMTHxyZMnrw24evXqtm3biEhNTW379u2SFJdTFBUVFaYNWFVVVVJSkqLD6Yg8PT0TEhKGDRvW0onDhg27du0aV9kvInJycmp2jJmZmWsjJiYmRGRubu7q6sp+D6kkiwOHsrKy2AfExcWJL2doamqampp6e3vv3buXiNauXdvs+g8fPuQkTmivzpw5wxw01f9STU3t/fffJyKhUMhSDAAAAKCDyM3NZQ5kkQBj+Pn5JSQk2NraElFdXd3SpUunTp1aXFz85siYmBgXF5f333//3LlzLEUFRCJRYmLikiVLbGxs9uzZ09DQIKPIAQCadejQobq6OklGamtrHzhwQPK0fUREhBRxAQDHlPciOxGVlZURUadOnVQaYUkMXL58mYgmTZrE3BQ8ZMgQFxeX6urq+Ph4ucUM0NitW7dWrlw5ePBgHR0de3t7d3f3MWPGODs7d+/e3cjIyM/PLyoqqrKysq6uLiAggPn0/8UXX9jZ2Sk68GagDZjC2draxsfHR0VF2djYSDLe2to6KioqLi6OqWLHFfZc2p49e3hvYO6ZCg4O5vF4zHfp1i0OnGPecyVUUlLy+PHjqKgoKysrf3//8PDwZqe0Ylc3dBxCofD8+fNEpKGhIS60+yamER0R7d69W06RAQAAKKucnBzmQHYJMCKyt7e/fv26v78/88djx445OjrGxcWJB9TX13/55ZceHh6JiYmSL5ubm+vr6zt58uQWfQQFAODQkSNHJBy5efNmW1vb16qhsLh586Z4ky4AKJxSJ8CYi2V6enoSjmc+/9nb24sfeeedd4goLS2N++AAWMXGxrq6ujo6Oq5YseLGjRtvNkAqKiravXv39OnTe/ToMWnSJKbxSZ8+fb755htFxNsyjduAKTSQjs7b2zsxMVFVVZWI3tr42tbW9ssvv4yNjU1LS/P29m6qXEmrjR49Wtyeh1s8Hm/SpEmyWBma0qI+bZGRkadOncrKylJVVQ0LC5PkP6t1feCgg4iPj2fKurq7u7OUy3dxcenTpw8R3bhxg+k/BwAA0GHJJwFGRNra2jt27Ni1a5eOjg4RPXr0yN3dfe3atQ0NDWVlZZMnT96wYUPrVj5x4sTw4cObrUMAAMC5oqKi1/pbN2X27Nlz5swJDw8Xl6yQxOnTp1sbGgBwrA0kwDp16iTh+MrKSvq/CbOuXbsSEdNXCUA+Xrx4MXXq1BEjRki49fDly5fiN9GtW7dqamrKMjpuODg4GBgYEFF8fHxNTY2iw+nQLly4wOzZnzVrVkVFxe3bt2NjY2NjY2/fvl1RUZGWlvbDDz+4urrKqKimpqbm7NmzZbGyp6enmZmZLFaGpkh+uwkR+fr6enl5WVlZ+fj4GBkZRUVFmZubc7g+dDTi74fjx49nGcbj8cS/c7AJDAAAOjiZ9gB7k6+vb3JysqOjIxEJhcKvv/763Xff9fLyOnnypDTL3rt3791333327BlHYQIASOTOnTuSVGG1trYODw+/e/duUFBQi9ZPSUlpbWgAwDGlToAxe+FjYmLmzZs3ffr0oKCgGzdusIxnirE23kHPXG6rqqqScaQA/+Pu3btOTk5Hjx5t3fSLFy+2iTLofD6f2V5ZXV197do1RYfToZ06dYo5eO+997S1tQcMGMC02howYICM9ma95rvvvuP8RHw+//vvv+d2TWiWhYVFS6eIRKKIiIjjx48LBIIJEyZwvj50HBImwIjI19eX2cy6d+/eNvGOCQAAICNMDzA1NTVTU1P5nNHa2jo+Pn7hwoXMH2NiYmJjY6VfNjc3d9q0aSydwwAAOPfo0aNmx2hoaBw4cIDP58+cObO6urpF64vbNAKAwgkUHQAbZgfYyZMn+Xx+Q0NDZmZmaGjoihUrHBwc3jq+R48e6enpd+/etba2Zh5hyrPW19e/Ofj27duBgYFvPr5jxw75XDWWHXGZqfLycsVG0tEkJCR88MEHFRUVrV7hhx9+yMnJ2bx5M+el6jjn5OR07NgxIjp58qTyNy1rr0Qi0YkTJ4hIIBA4OTkVFRXJPwY1NbX58+f/+OOPEo4PDAx86+/exqZPn96zZ0+F/HXaAeYtoBX/elZWVizP2traxsTEpKWlvdmf6cmTJ0TEUraOiFRUVPB/Ck0pKChg6gBbWFgYGhqyv046derk7Ox89erV/Pz8o0ePjhw5Ul5hArQNQqEQv2wBOoK6urr8/Hwi6t69e0lJiTxPvXLlyqFDhy5cuJCpwcOJ2NjY//73v6GhoVwt2AFVVFRIcy0CoKMpLCxsdsyGDRscHBzmzp2bmpra0vWLi4vxkQzkpqysTPmvJHNLR0eH2QolCaVOgNna2paWln700UcuLi7FxcUbN268ffv2n3/+uXnz5reOd3Z2vnDhwvHjx9955x0jI6MHDx6Eh4dTE61x6uvr39pttaGhod30KWk3f5E2ITc319/fX/pPnAcOHDA3Nw8ODuYkKtlxdXVlDuLi4vBKU5Rbt249ffqUiIYMGaKvr6+o/4igoKDLly8nJSVxspqFhcXq1avxopJSK/4BR48eLRAIhELhW5/NzMzU1dV1c3MzNjZuXKOGz+c7OzsT0a1bt1gWd3JyMjQ0xH8rvNWFCxeY18bo0aMleZHMmDGDqdd/8OBBZjsyADSGX7YAHcGTJ0+YO33NzMzk/1M/ZswYfX19yRNgAQEB4eHhwcHBYWFhTY35888///Of/zRbVRuagl/+AC3SbJ+IKVOmLFq06ODBg9u3b2/d+vipBHnqaK+3Fv19lToBNnfu3Llz5zLHXbp0CQ4O/vjjjx89epSfn9+jR483xzs5OQ0YMODOnTvz5883NjZ+/Phx165dy8vLNTQ03hysrq7evXv3Nx8XCARvTZi1IeIcHp/P72jpX0WprKycPXt2cXExJ6tt2LDBzs5u4sSJnKwmIwMGDOjcuXNRUdH169fr6ure+lMGsnbhwgXmYNy4cQr8xaWpqblnz55Ro0Y9fvxYyqV0dHT27t1rZGTESWAdE1MUrhVd34yMjFxcXJqqYyMUCg8fPjx79uxdu3b5+fkxOTBNTc3Vq1c7OjpmZ2cnJCSwLP7ee++19fdWkJ1///2XOfD09JTkdeLt7b18+fJXr14dP348LCysrW/cB+AKcymcx+PJqPEnACiVvLw85sDc3Fz+n7J27Ngh+Sd/e3v7jRs3NjustrZ23bp1f/zxh3ShdVD19fW4/gPQIvr6+izPmpmZ/f333zk5OQEBAa3LKxgYGOArMMiaSCQSXwLqaG8BLfr7KnUC7DWdOnWys7O7efNmXl7eWxNgPB7v66+/3r59e3x8fHFx8dixY52cnEJDQ9/6S61fv35MAbf2p7KykilNq6Ojo6ampuhwOoSffvopPT2dq9VEItGXX37p7e2to6PD1ZqyMHLkyMOHD9fU1KSlpY0aNUrR4XREFy9eZA6mT59uYGCgwEgMDAzOnDnj5eUlSR3tphgaGkZFRQ0bNozDwDqgioqKurq61r0ePvroI5ZGDoGBgSNHjhw7dmxubu79+/drampsbGz09PRKS0tnzZrFsv9VXV3d399fsS9RUFp1dXWXLl0iIi0tLS8vL01NzWanGBgYTJw4MTIysqqqKiYmZvbs2bIPE0DZiUQipsyOiooK+wUdAGgfxJW1rK2t5f8pS/I0lba29oEDByQsUnTkyJFNmzaZmJhIEVpH1NDQUFxcrK2tLXkxKAAYOHAgy7PvvPOOvr5+WVkZ03WC0bt3byJatGjRlClTHj165OPjw7KCra0tvgKDrCEFIKE2dnugoaEhEVVVVTU1QEtL67PPPouIiNi/f/+nn37KfCiUW0tY6JgKCgp+/vlnlgE8Hs/Pzy86OrqgoKC0tDQpKSk0NFRXV5dlytOnTyVvqqQo4lZAMTExCg2kgyooKEhOTiYiCwsLZWjD1r9//+Tk5Fb347G2to6Li3N3d+c0KGgZf39/ltdSUVFR//79V69enZqa2rNnT2tr64yMjLCwMEtLy8TERJZlFy1a1LNnTxnEC+1BXFwcU5La3d1dkuwXw9fXlznYtWuXrCIDAABQYjk5OcxBr1695Hzqmzdvis/erM2bN9va2jLd2ZvV0NDwzz//tD4yAACJ9e/fv9lKEmZmZq6NMOl5c3NzV1fXQYMGsc9lOgUAgDJQ3gRYTk7Otm3b4uPjGz/IXCLR0tKScBGmJcmAAQM4Dw9AbO3atezVz/fs2bNz5043N7fnz5+np6fb2dmFhITcuXOH/WaQsLAwOXczbilxrgIJMIU4efIksxN/woQJio7lfxgZGZ09e7bZ/O5r1NXVg4KCkpKSbG1tZRcbSEJFRWXNmjUsA8rKykJCQgYPHmxoaKivr+/k5BQcHMze2ldfX3/ZsmVcRwrtx6lTp5iD9957T/JZ48eP79q1KxFdvHgxPz9fJpEBAAAoMXEKysLCQs6nlryUzuzZs+fMmRMeHn7mzBnOFwcAkIampqanp2dTz+7Zs4f3Bqaaa3BwMI/HY798oaqqOm7cOO6DBoBWUd4EmLq6+smTJxt/+qmrq7t//z4RmZmZSbLCw4cPr169qqury76tFUAaDQ0NkZGRLAO8vLx8fHzy8/MdHBzs7e2dnZ0tLCwSEhLMzc3Xr1/PMrGioqLxVmslZGdnx1x/vHbtmuQNkIErJ0+eZA68vLwUG0lj6urqISEhmZmZn332WbMlmPh8vp+fX3p6+o8//qinpyefCIHd5MmTOSwox+Pxfvvtt86dO3O1ILQ/4gRYi74iCgSCGTNmEFFDQ0NERIRMIgMAAFBiCtwBduXKFUmGWVtbh4eH3717NygoqEWLt67dDgBAS02ePFlGK48aNQolqQGUh/ImwExMTHr27JmWlnbhwgXmkb1795aWlvbu3bt79+5EJBQKDxw4cPbs2TfnCoXCuLi47777rr6+3sfHR1VVVa6hQ0cSHx//9OlTlgF+fn5EFBoaeu/ePeaRp0+fBgYGEtHo0aPZF1fy2994PN4777xDRLW1tQkJCYoOp2OpqalhGoBpa2u3uuqg7BgbG//666/Pnj07f/784sWLXVxcjI2N1dTUBAKBkZHRkCFDxP3t1q9fL/8v7cDujz/+4Kpcw7Jly2bNmsXJUtAu5eXlMW+Otra2lpaWLZorroK4c+dO7iMDAABQbkwCTF1dvVu3bnI+NXNfMjsNDY0DBw7w+fyZM2cy7UkkVFFR8eTJEymiAwCQ1NSpU42MjGSx8ty5c2WxLAC0jvImwIho4cKFfD7/119/nTt3rp+f3+HDh9XU1ObPn888m5SUtHfv3i1bthQUFDSe9fnnn8+cOfOHH34oLS318vJSqr0R0P6Ib11vSt++fYno6tWrjR9krvf16tVLIBCwzD179mxdXZ3UMcqQuA1YdHS0YiPpaGJiYsrLy4lozJgxGhoaig7n7VRVVUePHr1x48aEhISnT5/W1NTU1dU9f/48KSmJ2WPU0NDw1psYQLE0NDSOHDkifWM5Pz+/VatWcRIStFenT59mDlpRIWTo0KHMO+y9e/eYktcAAAAdRG1tLZMlMjMz4/PlfVWHvfw1Y8OGDQ4ODosXL05NTW3p+i9evGhVXAAALaOnp/fNN99wvqyzs7O3tzfnywJAqyl1Aqxfv36rV6/u379/SUnJq1evHB0d161bJ66yam5urq+v36tXL0NDw8azKioqOnXq5ObmtmrVqoCAAEUEDh1ISkoK+4AFCxZ4eHi81vXXysqKiPLy8oRCIcvcioqKhw8fSh+k7CABpijKWf9QcuPHj2cOmk0hg0KYmJhcvXq11RUheDzed999t2PHDvlfkYG2pXUNwMTEm8B27drFWUwAAABKLy8vr76+nhRR/5CIampq2AdMmTJl0aJFBw8e3L59uyzWBwDgyoIFC3r37i3h4MDAQB6PFxYWxjKGx+OtX7+ex+NxER0AcINt94ky6N+//9q1a9/6lKmp6Vuvd2zbtk3GQQH8r0ePHrEPiIuLEx9ramoaGBi4uLgwuyKaem03lpuba2NjI2WQsmNra2tiYlJQUHD9+vWKigpxXTuQNaY/HI/Ha91VY4V799131dXVa2pqzp07JxQK2bdCgkLo6OgcPnz4hx9+WLduHbPdUELW1ta//vrr2LFjZRcbtA+1tbXiUq5MQd2Wmj179jfffMO0AVu/fj1+kwAAQAehwAZgRKStrc3y4dDMzOzvv//OyckJCAhoXTcvfKkEALlRU1Pbv3//yJEjW1SslcXSpUtb99UGAGQHt2YDSKWiokLywSUlJY8fP46KirKysvL39w8PD292SouuOyuEu7s7EdXV1cXGxio6lo4iNTU1OzubiAYNGmRqaqrocFpD3LqspKQEDeSUFp/PX7ZsWWZm5sKFCyW5hc3ExGTr1q13795F9gskceXKFeY9dNSoUerq6q1YoWfPnsx7UGFh4fnz57kNDwBASmlpaYcOHdq4ceMPP/ywfv36HTt2XLlyhavra9DBiRNgFhYW8j87+xeQd955R19fn8/nnzhxIvb/mzFjBhEtWrQoNjZ237590qwPAMCtoUOH7ty5k5M9W+PGjUMXAAAlhFtlAaTSovvNIyMjDQ0NbWxsLC0tw8LCXr58+c8//3C4vkK4u7tHREQQUXR0dCuauEArMNu/iGjChAmKjUQa77333rlz54jo1KlTI0aMUHQ40CRjY+NPP/10y5YtRKSvr6+rq5uXl/famJkzZy5cuHD48OEqKiqKiBHaJHEDMHFN1Fbw9fX9999/iWj37t3SrAMAwJW4uLhDhw4dO3aMuV3pNVpaWp6enpMmTZoxY4a2trb8w4P2QbE7wOzs7F6r8P8mMzMzMzOz1x40Nzc3Nzc3MjJimdi9e3d9fX1pQwQAaIn333//0aNHwcHBrdu3yvD09Dx48CC+EQMoIewAA5BKiz6d+/r6enl5WVlZ+fj4GBkZRUVFmZubs08xMDCQLkCZE7cBi4mJUWggHUj7SIBNnDiRORBfBAeldejQIeYgMDDw0aNHlZWVOTk5WVlZS5cuZR738PAYMWIEPutDi4gbgEmTuJo+fTpzBfno0aOlpaXcRAYA0Cq3bt0aO3asm5vbL7/88tbsFxFVVVUdPXr0P//5j5WV1bZt29j7AQM0RbEJMPa7Hvfs2cN7w8aNG4koODiYx+OJ27q/VRst8A4AbV12drY02a958+adOHFCV1eXw5AAgCtIgAFIpU+fPi2dIhKJIiIijh8/LhAImk1gtGJ9ObOysurRowcR3bhxo6ysTNHhtH/FxcVMzUATE5PBgwcrOpzW6927t5WVFRGlpKQ020sPFCsqKoo5mDZtGhFpaWmZm5v37t3bycmJeTwtLU1hwUHblJOTw7xs+vXrJ83FOx0dncmTJxNRdXX14cOHuQoPAKBF6urqFi9ePHjwYGZ3uyQKCgrmz5/v4OCQnp4u09igXRJnWBWSAJs4cSKfL6tLSZMmTZLRygAATTl06BBT8kRFRcXV1bVFc62srA4fPrxt2zZVVVXZRAcA0kICDEAqLi4uLM/a2toWFhZGR0e/+dSTJ0+ISEtLi2W6ubl5myiAzrRgEQqFV65cUXQs7d/p06eZm4W9vLw4qVKtQOIbPM+cOaPYSIDFw4cPb9++TUTW1tb9+/dv/JT4Bl5cvIOWEm//kv5Gb19fX+Zg9+7dUi4FANAKxcXF48aN27RpU0NDQ0vn3rt3b9iwYfggBC3F7ADT0NDo1q2b/M/erVs3Nzc3Waysr68/evRoWawMANCUrKysTz75hDletWoV07lwzJgxzRY4sbKy2rJly71796ZOnSr7MAGg9ZAAA5DKlClTWJIQmZmZurq6bm5uxsbGjR/n8/nOzs5EdOvWLfbFuYpTppgEGKEKolycPHmSOfDy8lKcTacsAAAgAElEQVRsJNITX/hGFURlFhkZyRxMnz79taf69OnD3OaGHWDQUpw0AGN4enp2796diGJiYpqqOQYAICMlJSWurq5MM8LWefny5YQJE8TVhgGaVVtbW1BQQETm5uaKuh8uNDRUFssuXbpUQ0NDFisDALxVTU3NzJkzmVLq77777ldffUVErq6u586de/r06c6dO2fNmmVvb29gYKCqqire4xUUFHT37t379+9/+umn2PgFoPyQAAOQirm5ub29fVPPCoXCw4cPCwSCXbt2iXNgmpqaGzZscHR0zM7OZmrZNaWt1H8QtwF761434FB9fT1TWkddXf3dd99VdDjSGjlypI6ODhGdP3++pqZG0eHA271W/7AxVVVVS0tLIsrLy6uoqJB3ZNBm1dTUMDdM6OjotLTGyJv4fP6sWbPo/1cYlj48AAAJCYXCmTNnSr8Nur6+3t/f/+bNm5xEBe1ebm4us93QwsJCUTGMHDmSvRPYawIDA3k8XlhYGMuYHj16LF68WOrQAABaICgoKDk5mYi6deu2Z8+exvVdO3fu7OfnFxERkZKSUlxcXFtbO3fuXOapMWPG2NnZKSZiAGg5JMAApBUQEMDybGBgYF5e3tixY3Nzc1NSUhITEwsLC4OCgkpLS2fNmsVyydjW1nbkyJEyiJd7vXv3Njc3J6Jbt26VlJQoOpz2LC4urqioiIjc3d3bQXtVdXX1UaNGEVFlZeXly5cVHQ68RV5e3vXr14moV69ejo6Obw5gqiCKRKL79+/LOzhosy5dusS8/Y0ePVpdXV36BcVVEHfu3Cn9agAAElq6dOn58+c5Waqqqmry5MnFxcWcrAbtG1P/kBTUAEzsxx9/ZG5l4wSPx/vll180NTW5WhAAoFmRkZFbt24lIoFAcPDgwWaLyopvO3j48KHMgwMA7iABBiCtTz75xNrauqlni4qK+vfvv3r16tTU1J49e1pbW2dkZISFhVlaWiYmJrIsu27dumYrDisPpgpifX092oDJVHuqf8hAFUQld+jQIZFIRETTpk17a42dvn37MgeoggiS47D+IWPgwIHMbuz79+8nJSVxsiYAALv09PSNGzdyuGBeXt7atWs5XBDaK3ECjLkHUVH69eu3e/fuxrslpLF8+fI3iw0AAMhOVlaWeEdXaGjoiBEjmp0iToCh7jpA24IEGIC0VFVV2b+slpWVhYSEDB482NDQUF9f38nJKTg4mNnH0xQ3N7e20gCMIW4DhiqIMnXixAnmQJw3auu8vLyYtMqpU6cUHQu8BUv9QwazA4yIpC8ABR2H+Oe9RdWT2Ik3ge3evZurNQEAWCxdulQoFDb1LI/H8/Pzi46OLigoKC0tTUpKCg0NbXb7/qZNm3BTOTRLSXaAEdGUKVPWrFkj/Tre3t4yaioGAPBWNTU1M2bMYFp/jR8/nmn91azevXszB0iAAbQtSIABcGDatGnz5s3jarUuXbq0uet3TCE7ImLauoAsZGdnp6amElG/fv2YxkvtQI8ePfr3709EGRkZmZmZig4H/o/CwkKmT2H37t1dXFzeOgY7wKClsrOzmYKZAwYMMDMz42rZDz/8kNk2vW/fvtraWq6WBQB4q9u3bx87doxlwJ49e3bu3Onm5vb8+fP09HQ7O7uQkJA7d+4YGBiwzKqtrWVvkgRAypQAI6KlS5f++eefampqrV4hMDDwwIEDXO0kAwCQxH//+98bN24QUY8ePXbt2iXhryAkwADaKHzIAODG5s2bPTw8pF9HVVX1wIEDyvBlpkXMzMyYzeC3b99+8eKFosNpn8TbvyZMmKDYSLgl3s2GTWDK5vDhw0yLdW9v77fWPyQiW1tb5ikkwEBC4lKuXNU/ZJiYmIwePZqIioqKzpw5w+HKAABvOnz4MMuzXl5ePj4++fn5Dg4O9vb2zs7OFhYWCQkJ5ubm69evZ1/5yJEjzJsvQFPECTBxMS7F+vjjjy9evNizZ8+WTtTV1f3rr79+/vlngUAgi8AAAN4qMjLyt99+IyKBQLBv3z4jIyMJJ3bq1Im5kSUrK0uG8QEA15AAA+CGqqpqZGSkJFWDWWhpaUVERHCSSJM/JuyGhga0AZOR9tcAjIE2YEqr2fqHRKSrq2tqakpEmZmZLJWgAMQ4bwAmhiqIACA3R48eZXnWz8+PiEJDQ+/du8c88vTp08DAQCJiUvUsCgsLr127xlGY0D4xCTBNTU1jY2NFx/I/3NzcMjIyvv/+e319fUnGq6qqLlq0KCsr66OPPpJ1bAAAjWVmZopbf61ataqlF/GYOw9KS0tLSkq4Dw4AZAMJMADOdO7c+cKFCx9//HHrpvfs2TM2Nrbt9v4V5+3QBkwWKisrL126REQGBgbDhw9XdDhcGj58OPNVOTo6uqKiQtHhwP948eLF5cuXicjIyMjV1ZVlJFMFsba2Fm1LoFmvXr1iKuXq6emxv65aYerUqUx/nX/++Ye90SaAMhOJRE+ePMnMzMzMzCwoKFB0OPAWhYWFKSkpLAOYd8arV682fpBJhvXq1avZzS5nz56VOkZot2pqagoLC4moV69eTW3QVwhNTc2vvvrq4cOHv//+u5eXl4aGxluHWVparl+//sGDB5s2berSpYucgwSADq6mpmbmzJni1l9ffvllS1dAFUSAtggJMAAuqamp/fnnn/v27WtRPQqBQDB//vzk5GRHR0fZxSZr4jZgSIDJwrlz5169ekVE48ePb2dFQgQCgaenJxHV1NTgxaM8jh49yuzomjZtGvtLDm3AQHLR0dFVVVVENGbMGFVVVW4X19LS8vb2JqLa2tpDhw5xuziArKWnp//www+urq46Ojrdu3e3srKysrIyNTXV0dEZOXLkjz/+iE6ZyqPZ97sFCxZ4eHhkZGQ0ftDKyoqI8vLymt0wzfR8BXir3NxcpkimctbMNzAwmDt37okTJ168eJGQkLBjx45Nmzb98ssvn332GTPA09MzODjY3NxcsXECQMfUutZfjYmv9SEBBtCGIAEGwL0PPvggLS3t559/NjExYR+pra39wQcf3L1797fffmvrd8CZmpoyX+zv3bv3/PlzRYfT3oj7Y4kLBrYnaAOmhMTdTaZOnco+0tbWljlAAgyaJe7ONW7cOFmsz5QdI1RBhDbl33//dXZ27tu379KlS+Pj45kksVhlZeXly5e/+OILKyurESNGxMXFKSpOEGt2Z15cXFxMTExtbS0RaWpqmpqaent77927l4jWrl0r/frQkYkbgCl5DklbW9vFxcXf33/RokVLliz54osvmMdv3ryp2MAAoMM6cOCAuPVXRESE5K2/GhPvAEP5E4A2pF1tIwBQHurq6oGBgXfv3t2+fTsRDRo0qKqqqqioSCgU6unp9ejRY8CAAe+9997o0aM1NTUVHSxnPDw8Hjx4IBKJYmJi3n//fUWH036IRCImM6SioiKjq8aKNW7cOD6f39DQgASYknj58uXFixeJyMDAQLy5syniHWDp6ekyjwzaOOZnnMfjcd4AjOHu7t6zZ8+8vLz4+PisrCxLS0tZnAWAKzk5OQsWLBAnhpsVGxvr5uY2ZcqULVu2MP0XQSFeS1KyKykpUVdXJ6K6ujp/f/9du3Y1OwUVoYGFOAGmnDvAmmJmZta5c+eioqI7d+7U19erqKgoOiIA6FgePHgwb9485nj16tVubm6tW0e8AwwJMIA2BDvAAGTo3LlzRMTn88+cOZOWlvbs2bPi4uKcnJzY2Njffvtt4sSJ7Sn7RUTu7u7MAdPiBbiSnJz85MkTIho+fHjnzp0VHQ73unbtOnjwYCJ69OiRuF08KNA///zD3Lc+efLkZuvUiXeAIQEG7B48eMDUcLO3t+/evbssTsHn8z/88EMiEolE2AQGSi4+Pt7FxUXy7JfY0aNHhw4dmpiYKIuoQBJMQktCkZGRp06dysrKUlVVDQsLmzRpUrNTmmqeBECNEmAtKrmvDAYOHEhElZWVDx48UHQsANCx1NTUzJo1q6ysjIjGjx8fHBzc6qXEv3vFv40BQPkhAQYgK/fu3cvLyyOioUOHtvXyhhJyd3dnWjGjkxO3Tpw4wRx4eXkpNhLZEVdBPHnypGIjASKKiopiDqZNm9bsYBMTEwMDAyJKS0sTiUSyjQzaMvmUchVXQdy5cydekKC0IiIiPDw8nj592rrpT548cXd3P3r0KLdRgYRadDeSr6+vl5eXlZWVj4+PkZFRVFRUs5XrOsgXB2idNroDjIgcHByYg1u3bik2EgDoaAIDA6Vs/SVmbm7OTMcOMIA2BAkwAFk5e/YsczB27FjFRiI3JiYmNjY2RJSenl5YWKjocNoPcU5owoQJio1EdsQXxE+fPq3YSKCiouL8+fNEpKurO3r0aEmmMD/4ZWVlaFsCLMQ/3TKqf8jo27cvs6M0JycnPj5edicCaLXY2Ng5c+YwG21brbq6+sMPP0xOTuYqKpAc867XIiKRKCIi4vjx4wKBoNmPc9bW1q0NDdq/dpAAS0lJUWwkANChHDx4MDw8nKRr/SWmrq7OlKHOzc1taGjgJkQAkDEkwABkpQMmwIjIw8ODiJg2YIqOpZ0oKChgLm+Zm5vb2dkpOhxZGTJkSNeuXYkoNjb25cuXig6nQzt58mR1dTURTZw4UcIqTKiCCM2qrq6+fPkyEXXq1MnFxUWm5/L19WUOUAURlFBubu60adOkzH4xqqqqpkyZgluO5M/S0pIl92Bra1tYWPjWcghMRWstLS329ZvtvgkdWXZ2NhFpaWm1uZ2C2AEGAPKXmZk5d+5c5njNmjWtbv3VWO/evYmopqaGeVsHAOWHBBiATFRXV1+5coWI9PX1nZycFB2O/KANGOdOnTrFVPGaOHGiomORIT6fz6SKhUIhs/0IFKVF9Q8Z4gRYWlqaTGKCtu/ff/9lEquenp7NNpaTko+PD3OKgwcP1tTUyPRcAC21cOHCZ8+ecbVafn5+UFAQV6uB5Fh2cWVmZurq6rq5uRkbGzd+nM/nOzs7U3NX/3V0dJAAg6a8evWKKZ3aq1cvpvJ8G9K3b1/mziqmEBkAgKy9evVq5syZnLT+akzcBoy5IwEAlB8SYAAycenSJeZK3+jRowUCgaLDkR+0AeOcuP5hO24AxkAVRGVQXV3N/PtraWlJvnu1b9++zAF2gEFT5FP/kNGlSxfm1VtSUiLuoQigDK5cuSJ5q8uAgACRSPTFF1+wD9u/fz8KIcrflClTmnpKKBQePnxYIBDs2rVLnAPT1NTcsGGDo6NjdnZ2QkICy8rjxo2TcPs1dEA5OTnMjXFtrv4hEQkEAqaaxbNnz7B1FQDk4LXWX1zdNyBOgKENGEBbgQQYgEyI6x96enoqNhI5MzY2Zr7Y3L9///Hjx4oOp82rqam5cOECEWlra4t317VXnp6eTLb49OnTqKatKGfPnq2oqCCi8ePHa2trSzhLnADDDjBoCpMA4/F448aNk8Pp/Pz8mINdu3bJ4XQAElq6dKmEI+3t7Tdu3CjJSJFItHz5cimCgtYYNWoU027wrQIDA/Py8saOHZubm5uSkpKYmFhYWBgUFFRaWjpr1izmfbYp//3vf2UQL7QTubm5zEFbTIAR0cCBA5kDVEEEAFnbv3//tm3biEggEOzfv1/K1l+NMSUQCQkwgLYDCTAAmThz5gxz0KEagDFQBZFDMTEx5eXlRDRmzJh2fzuwgYHBsGHDiKiwsPDmzZuKDqeDOnToEHMgef1DIurdu7e6ujphBxg0IT09nfl+6OjoaGJiIoczTpw4UV9fn4hOnz79/PlzOZwRoFkPHz6Mj4+XZKS2tvaBAweY36uSuHDhArZTyBmPx1u3bl1TzxYVFfXv33/16tWpqak9e/a0trbOyMgICwuztLRMTExkWdbb23v48OEyiBfaCXG5rTaaAEMbMACQj8zMzICAAOZ4zZo1rq6uHC4u3gGWk5PD4bIAIDtIgAFwLz8/n7kK3LdvXzMzM0WHI29IgHGo49Q/ZIhro0leIQo4VFdXd+rUKSJSV1dv0UtORUWlT58+RPT48ePS0lJZxQdtFvO6okaVTmVNQ0Pj/fffJ6K6uroDBw7I56QA7I4ePSrhyM2bN9va2mZkZEg4vqGh4fjx462NC1ppzJgxLO+VZWVlISEhgwcPNjQ0ZFoCBwcHFxUVsSyoqanJklQDoLa/A0ycAEtJSVFsJADQjr169WrGjBmct/4SQwlEgDYHCTAA7ok7ncin0JOycXd35/P5hDZgXGCuGvN4PDl0zVEG4gtJaAOmEOfPny8pKSEiT09PPT29Fs0VV0GU/IotdBzybAAm5uvryxzs3r1bbicFYCFhR7rZs2fPmTMnPDxcXE6Aw8WBWzt37rS0tORkKR6Pt337dmtra05Wg/aqre8AGzhwINODBzvAAEB2AgMDmYoy3Lb+EjM1NWXK84h/JwOAkkMCDP4fe/cd0NTdPQz8JBD2EFBkCDiYFVFRURmKCIiAiFtbUTt9rVat1Wr7VFtHrTje1tanjx0+VXHULcMBKKKsioOlCCgUcIAgyJ4hef/4vr0/fioh4yY3uTmfv27h5uZQIcn9nu85B9GPGgCmhv0PAcDMzMzV1RUAiouLqV2KSAr5+fnFxcUA4O7ubm1tzXQ4iuDm5kaKJjMzM6uqqpgOR+2cOXOGHEjU/5BwdnYmBzgGDL2iubk5JSUFAExMTDw8PBT2vN7e3qRBf2ZmJjbnRMpAnO6+jo6O+/fvv3fv3po1a2i/OKKdmZlZXFycsbGx7JfasGHDggULZL8OYjeq3RZVf6BajIyMyFtzUVGR6GF4CCEknZMnT8pp9BeFw+GQXQjPnj1ra2uj/foIIdphAgwhmvH5/KtXrwKAjo7OhAkTmA6HGX5+fuQAuyDKQt36HxKkblIgEFCJZKQYfD4/JiYGAHg83rRp0yR9OFUBhpkG9IqkpKT29nYACAwM1NTUVNjzcjichQsXkmMsAkOMq6urq6urE32Ojo7OiRMnuFzuvHnzWltbJbr+06dPOzo6ZAgQScnZ2TkxMVGWjUocDuerr77atm0bjVEhtiKbC/X19eWxpKsYpAuiQCC4d+8e07EghNimqKjogw8+IMfbt2+nd/RXdySXLxQKcQwYQioBE2AI0ezmzZtkgWPChAm6urpMh8MMHANGC/VMgFEjgqihQUgxrl+//uLFCwCYNGmSqamppA+nEmBYAYZeofgBYJSFCxeSnidHjhwRCAQKfnaEumtsbOz1nF27do0YMWLlypX5+fmSXl8oFGI5BVPGjBmTmZkpXYWrnp7en3/+uXXrVtI/HCERWltbnz9/Dirb/5CgxoBhF0SEEL1aW1vnzp1LPnGFhoauXbtWfs9FleFiF0SEVAJ+zkaIZmre/5CYMGECjgGT0cuXL9PS0gDAwsJi9OjRTIejOJMnT9bW1gaAhIQEPp/PdDhqRJb+hwDg5ORE/uqxAgy9ggwA43K5in9bdHBwGDduHACUl5dfv35dwc+OUHe9zp8IDw9fsWLFyZMnDxw4IN1TYAaFQVZWVqmpqfv27TM3NxfzIVwud+HChfn5+XPnzpVrbIg1SktLhUIhYAIMIYTeZPXq1Tk5OQBga2t78OBB2kd/dUclwEpKSuT3LAghuuBtEkI0wwQYAJiYmJB7m7KyMtwRI534+HiS/pk6dapaLWkZGBiQ3qG1tbV//fUX0+GoC4FAcO7cOQDQ0NAIDw+X4gp6enpkfltxcTG24UKU/Px80q/J3d29f//+ig8gIiKCHGAXRMQsIyMjEd+1tbX9448/SktLly5dSha4JcXlcg0MDKSNDtGAx+MtX7780aNH33333ahRo0Ssu3E4nEWLFt2+fTsqKsrOzk6RQSKVRjXawgQYQgi94vjx47/++isA8Hi848ePm5mZyfXpSAtEwAowhFSEGi2qIqQANTU1t2/fBoABAwYMHTqU6XCYNGnSJHKARWDSiYuLIwehoaHMRqJ42AVR8dLS0iorKwHA29tb/N3rr3B2dgYAPp//6NEjOoNDqoyUfwHA1KlTGQlg3rx5pKj0zJkzLS0tjMSAEAAYGRn169evp+9OmDChT58+XC43Li4u9R+kMGjFihWpqanHjh0TfX07OztFzthDPTE0NNywYcPt27cLCgpIDszIyMjf3z8sLGzJkiWurq4AIBQKFy5cOHLkSKaDRSqGHQmwAQMGkAFmeXl5XV1dTIeDEGKDwsLCpUuXkuPt27d7enrK+xmxBSJCqgUTYAjRKTExkUwZCQoKYjoWhuEYMFl0dXVdvnwZALS0tAICApgOR9GoBBi1dI7k7fTp0+Rg9uzZUl+EJMAAuyCibhgcAEaYmpqSp25oaIiOjmYkBoSIXhsa29raenVjaWkJAHZ2dl5eXu7u7jJeHClYW1sbKebz9fVNTEyMjo7+448/li1bRr6L+8OQFKgEGLXwqqJIEVhLS0tRURHTsSCEVF5bW9uCBQvI6K/g4ODPPvtMAU+KCTCEVAsmwBCiE/Y/pPj4+GhoaADe4UslPT29pqYGAHx9fQ0NDZkOR9EcHR3t7e0BICcn58mTJ0yHw35CofD8+fMAwOFwpk+fLvV1qATYgwcP6IkMqbimpiYyy9DU1HTMmDFMhYFdEJGSCAsL6+lbR44c4bxm7969ALBu3ToOh0O9wPZElldvJA8PHz4kB46OjtQX/fz8yEFSUhIDMSEVx44KMMAuiAghWq1cuTIrKwsAbGxsDh06JNfRXxRjY2NTU1PAGWAIqQhMgCFEG6FQmJCQAAAaGhrU/a3aMjY2JruVnzx5gv3QJHXhwgVyEBISwmwkTCEVG0KhEIvAFCAzM7O8vBwAxo8fb2NjI/V1XFxcyAFWgCEiMTGxvb0dAKZOnUq2RDAiJCSEdFtKTEwkrT4RYoSFhYWcrszj8ZjqMop6QiXAHBwcqC86OztbW1sDwO3bt+vq6piJDKks1iTAhg8fTg5ycnKYjQQhpOpOnDjx22+/AYCmpubx48fJZ37FIEVg9fX1L1++VNiTIoSkgwkwhGiTl5f37NkzAPDw8CCbQdQcjgGTGjUAjKmmYYzDLoiKdObMGXIwa9YsWa5DJcCwAgwRjA8AI7S0tMgsJT6f3+sgJYTkITU11d/ff8aMGXK6/owZM0xMTOR0cSSdNybA4J+Px11dXSkpKQyEhVQZSYAZGhqamZkxHYtMsAIMIUSLhw8ffvTRR+R4x44dXl5einx2qgsiFoEhpPwwAYYQbbD/4StwDJh0ysvL79+/DwAuLi6kE6Aa8vX1NTAwgG4VJEh+zp49Sw7Cw8NluU6/fv3IikxBQQEZfILUHHlb5HK5jM8yxC6IiBECgSA2NtbDw8PHx+fq1atyehYej7dt2zY5XRxJTXQCDHB/GJJQc3NzdXU1qH75FwA4Ozvr6OgAAOlahpTfw4cPT58+vXv37i1btuzYseOnn35KSEggHfsRYkpbW9u8efMaGhoAICQkZM2aNQoOYPDgweQAx4AhpPw0mQ4AIfagEmBBQUHMRqIkfHx8eDxeZ2cn3uFLJCYmhhyEhoYyGwmDtLW1J02aFBsb29TUlJqaOnnyZKYjYq2srKzi4mIAGDVqFPUhXmrOzs5paWnNzc1PnjyRpZsiYoG8vDzSWnPMmDHm5ubMBjNu3DgnJ6fCwsLs7Ozc3Fw3Nzdm40HMevLkSVxcXHZ2dmlpaUNDg4aGhpGR0ZAhQzw8PIKDg2kp4u/s7Dx+/PiOHTu6V8T279//008/zc3NFbMScfXq1atXr+71tA8//NDBwQG3HSgbkgDT1dW1srLq/nV/f39ygB+PkURKS0vJnzkLEmCampqurq63b9+uqqqqqKiwtLRkOiL0Znfv3v3zzz+jo6OLiope/66mpqaPj09YWNjbb7/N+Cc9pIY++eQTxY/+6g4rwBBSIVgBhhA9mpubU1NTAcDExGT06NFMh6MUDAwMRo0aBQAVFRWFhYVMh6MycAAYQfVMu3jxIrORsBtd/Q8J7IKIKNRfrpKMJnrnnXfIwZEjR5iNBDGlra1t7969Y8aMsbW1XbZs2S+//BIfH5+RkZGamnrx4sWffvopIiKif//+fn5+R44cEQgE0j1Le3v74cOH33rrrcWLF1OvhIMGDfrhhx9KS0vXr1//008/0Vje7ezsvH37drquhujS2NhIJg46ODhwuf/rjtvW1pYsmeXk5Lx48YKZ+JAKYs0AMAK7ICq5oqKi2bNnjx49eteuXW/MfgEAn8+/du3ap59+am9vv2XLlubmZgUHidTZiRMnfv/9d/hn9BcjjWGpBBhWgCGk/DABhhA9kpOTSaO2gIAADQ0NpsNRFtjmRVLNzc2kY6SxsbGnpyfT4TCJKoDDBJhcUf0PZ86cKfvVnJ2dyUFBQYHsV0MqjRoApiSzDBctWkSWoY8ePdrV1cV0OEihBALB4cOHnZ2dV69effv2bRHFUmQ5LyIiYtSoUVRlv5iampr27t07ePDgxYsXP3r0iHzR1dX10KFDRUVFq1atIi2/TE1NY2NjjY2NZfmJCBovhejVU/9Dws/PDwCEQiE2CUfiY1kCbPjw4eQAE2DKRigUbtmyxdXV9cyZM2LWFjc2Nn799dcODg43btyQd3gIAdOjvyjYAhEhFYIJMITogQPA3gjHgEkqMTGxra0NAIKDg3k8HtPhMMnGxsbV1RUACgoKqJVERK/79++TAoVhw4Y5OTnJfkGsAENEQ0NDeno6APTr14+UAjPOzs7O29sbAJ49eya/aUxICTU2Nk6fPn3x4sVlZWXiPyo7OzsoKOiTTz7h8/m9nvzixYtvvvnGzs5u9erVz549I18cOXLkyZMnc3NzFy1apKn5v9rOOzs7nzlzRsbElZmZWXR0tNrOClVyohNguD8MSYF6BWNHAoyqAMvJyWE2EtRdS0vLvHnzvv76687OTkkfW1FRERAQ8Ouvv8ojMKQmqqurs7Ozb9++fefOnYmDpMYAACAASURBVMePH78xBdvW1jZ37lwGR39R7OzsyN53TIAhpPwwAYYQPagEWEBAALORKBVvb28tLS0AuHbtGk6nEAf2P+yOKhyhSkkQvejtfwhYAYb+kZiYSJZOgoKCXmn/xaCIiAhyEBUVxWwkSGFKSkrGjx8fFxcn3cP37ds3derUly9f9nTC8+fPv/nmmyFDhmzevLm2tpZ80cvLKyYm5u7du3PmzOlpIsXkyZNv3bpFvWZKysnJKS0tjeR0kRLqtQKM/GIkJSUpNCykythXAUY+HmAFmPJob28PDAw8deqU1Ffo6OhYunRpZGQkjVEh1mtqajp9+nRERES/fv3Mzc1Hjhw5ZsyY0aNH29raGhgYBAcH//LLLxUVFdT5n3zyCXndYGr0F0VLS4uM+SwtLZW6dTZCSDGUZUkCIZVWWlpKWmO7urra2NgwHY4S0dPTGzNmDABUVVVhRUivhEIhyfRoaGgEBQUxHQ7zMAEmb7QnwAYOHKinpwdYAab2qL9ZJRkARsydO1dXVxcAzp0719jYyHQ4SO5qamoCAwPv378vy0WuXLkSGhpK2lx3V1paumrVqoEDB27evJlsQ+ZwOKGhoWSo2LRp03q9soODQ3p6+tKlS1+pDxNNS0tr1apVt27doqVsF8mJ6ASYpaUlyX0WFBQ8ffpUoZEhlUVVGLAjAWZoaEi6hz18+LCpqYnpcBAAwEcffZSWlib7db788svo6GjZr4NYr6GhYePGjRYWFnPmzDly5MjrczFbWlouXbr0f/7P/xkwYMDChQtLS0v//PNPMvqLx+P9+eefjIz+6o6MAevo6MB3c4SUHCbAEKLB5cuXyQH2P3wdtnkR3927d8knp/HjxzP+YU4ZeHl59enTBwCuXbvW0tLCdDhsU1JSkpubCwCOjo6k26TsuFwuWex7/vw5VQyB1I1QKCRvixoaGoGBgUyH8z+MjIzCwsIAoLm5+dy5c0yHg+Sro6Nj5syZxcXFsl8qPT192bJl1H/eu3dv0aJFDg4OP/74I+lazOVyQ0NDb9++HRsbO27cOPGvbGJisn///ry8vFmzZvXa91hbW/vtt99+8ODBDz/8YGhoKN3PghSDbIyDHhJg8M8YMMCPx0hspALMyMjI1NSU6VjoQbogCgSCvLw8pmNBsHfv3sOHD9NyKYFAEBERUVhYSMvVEFsdPHjQ3t5+27Ztzc3NvZ4sEAiOHj3q5OS0ePFi8pUdO3Yow8R0HAOGkKrABBhCNMABYCJgAkx8VI8m7H9IaGpqkp6ibW1t+PtDO6rDyezZs2m8LNXRC+971VZOTg7J5Y8dO1bZcvnYBVF9bNy48caNG3Rd7Y8//jh48GB2dvaiRYuGDx8eFRVFZoNpaWlFREQ8ePAgNjbW3d1duos7OzufPn26qqrq2LFj8+fPd3R0fCUZNn369JMnT1ZXVx89epRaakHKjFSAGRoaWlhYvPEE/HiMJNLc3ExqI0i1ATsMHz6cHGRlZTEbCaqurt60aRONF2xsbPz8889pvCBik66urg0bNrz77rvV1dUSPbCjo6OjowMAAgICPv30U/lEJxnqNbmkpITZSBBComECDCFZ8fl8cu+qq6uLwxhe5+npqaOjAwDJycnYGVk0agBYaGgos5EoD6p/2sWLF5mNhH1o739IuLi4kAPsgqi2lLP/ITFlyhSyHp2UlPT48WOmw0HyUlZW9uOPP/b0XQ6Hs2jRomvXrlVUVNTX19+6dWvLli291lQtW7Zs5MiRUVFR5MOMvr7+ypUri4uLDx8+7OjoKHvMffr0WbBgwfHjxwsLCzs6Opqbm999913yrZUrV86ZMwervlTFy5cva2pqoOfyLwCYNGkSGYB05coVxUWGVBbL+h8SpAIMAHJycpiNBG3bto308n0j6d40Y2JiMMGPXtfR0RESEiLjoLiioqLy8nK6QpIFlQDDCjCElBwmwBCSVXp6en19PQD4+vqS4SKoOx0dHQ8PDwCoqam5d+8e0+Eor6qqqjt37gCAra0tXf3oWCAkJISsEFHlcYgWjx8/vn37NgAMHDhw5MiRNF6ZqgArKCig8bJIhShzAkxTU3P+/PkAIBAIjh07xnQ4SF42btxImhO+0ZEjRw4dOuTt7V1dXV1QUDB06NCNGzfm5eWZmJiIuCZ1QUNDw5UrVz569Gjv3r0DBgygOfR/6OnpUSvdT548kdOzIHkQPQCMMDU1JeUv5eXluG0c9Yr0PwR2JcCoz5/Z2dnMRqLmqqur9+/fL+IE6d40AeC7776jNVLEBsuWLaP6J0mtrKwsPDxcnN6J8oYtEBEtOjo6MjIy/vjjj8jIyK1bt0ZGRkZFRd26daurq4vp0NgDE2AIyQr7H/aKavOSnJzMaCBKLS4ujmwqnzZtGtOxKBFzc3PSVKq8vDw/P5/pcNjj9OnTQqEQAGbNmsXhcGi8MlaAqbn6+vq//voLACwsLKTuCCdXVBdEumZdIGVTXV0tIrsZEhLy9ttvP3nyZMSIEW5ubmPHjh00aFBGRoadnd3OnTtFX5nL5W7atKm8vHzv3r09tbajkY2NDTnAakXVQg0AE10aSI0BS0pKkntMSMVRCTA7OztGA6GTtbW1ubk5AOTl5ZGmsogRcXFxpK3cG8nypnnt2rWXL1/SHS9SYd9///1///tfWi5FulKT+1kGYQUYkkVnZ+fJkycXLFhgbm7u6en53nvvbdiwYdOmTRs2bFi0aJGHh0f//v2XLFkSHR2NzbRkhwkwhGRFJcCCgoKYjURp4ZwDcVD9D3EA2CuCg4PJAfW/CMlOTv0PAcDR0VFDQwOwAkxdxcfHd3Z2AkBQUBC9uVW6uLu7Dxs2DADy8/Pv3r3LdDiIfrGxsSL2Sy5atAgAtmzZcv/+ffKV58+fr169GgD8/f1FX1kgEAQFBfXp04e+YEWhysuwAky1iFMBBvjxGEmClRVg8M8YsNbWViptjBTv/PnzIr4ry5smn8/H2zdEKSsr+/LLL2m84NmzZ6lbWqZYWlqSLlBYzI0kIhQKT58+PXTo0Hnz5v3555+kqdjrampqDh06FB4ePnLkSKrJCpIOJsAQksmLFy/I2F47OzsnJyemw1FS48aNIx8Lbty4gTsX3qijoyMxMREA9PX1qQURRFAJMHzLp0tlZWVGRgYAWFtbjxs3jt6L6+jokO3Jf//9t4gWZIitlLn/IeWdd94hB1FRUcxGguQhOjpaxHdJlSqpU6SQdb2BAwdqamrKcnF6YQWYihIzATZhwgQejwcAV69eZXwPO1JyVAKMqjZgB2oMGHZBZIpAILh69aqIE2R805S92R1iDdHtqaUbNbd+/XoR9YsKwOFwyJ1vRUVFa2srg5EgFVJZWenr6ztnzhzqE2OvcnNzg4ODp02bVldXJ9fYWAwTYAjJJD4+nmR0sP+hCNra2uPHjweA2tpanHL8RsnJyY2NjQDg7++vo6PDdDjKZcyYMaRBSmpqak9bY5BEzpw5Q164Zs6cKY8aHXKr3NXVJf5HOsQOQqEwISEBADQ0NHrdF8yghQsXkjrFY8eOkXo1xCYpKSkivrts2bJJkyYVFhZ2/yJJVDx+/LjXNlw3btyQPUIxUQkwrABTLWImwAwNDUePHg0Az58/x6bBSDR2V4ABAN4hMqWsrEz0ICUZ3zSxgz0i8vPzjx49KuIE6UbNlZSUHDp0iO5gJUPGgAmFwrKyMmYjQSohKyvLw8NDuhuKuLi4cePGYc20dDABhpBMcACYmLDNi2gXL14kB1S1E6JwuVzy99XZ2Unq5JCMzp07Rw5mzpwpj+vjGDC1lZWV9ezZMwAYP368qakp0+H0yNramrwrVVVVkYwdYo3q6mrRE0fS0tKSk5PJfmFdXV0rK6uZM2eSRZnt27f3en1F3nPq6+uTdouYAFMtjx49AgATExMzMzPRZ+IYMCQmkgAzNjZWWAtWxcAKMMZVVlaKPkHGN82Kigpa4kSq7sSJEyJaAckyak7E2FfFIAkwwC6ISAyZmZk+Pj6ytHYoLCwcN24cDpuQAibAEJKeUCgky/GampqTJ09mOhyl5uvrSw4wAfZGcXFxAMDhcHAA2BtReUEqU4ik9uLFi+vXrwOAubm5j4+PPJ7C2dmZHGACTN2oRP9DIiIighwcPnyY2UgQvWpra8U/+eXLl0+fPj1z5oyDg8PixYv3798vzkMU2cyZFIHV1NS0tLQo7EmRLKqqqkh3GtHlXwTuD0PiaGxsrKmpAdaVfwGAk5MT6ZOPCTCmiC7/eoUUb5oSXR+xGLX/8o1kGTWXkpLy4sULmsKUBtWZ9u+//2YwDKT8nj59OmPGDNlfFV++fBkWFibRLQ8CTIAhJIucnByyZ2rcuHHGxsZMh6PUPDw89PX1ASAlJUXEaHr1VFBQUFxcDAAjRoywtrZmOhxlFBgYSFrMX7p0CedkyCg6Opq0KwkPDydd4GhHVYDh1iR1o0LFrDNnziTvSjExMdhblU0kGgVx6tSpixcvFhcX83i83bt3h4WF9foQgUCgyLaZAwYMIAdYBKYqxOx/SHh6epLG18nJyTglF/WErf0PAUBTU9PV1RUAqqqqSAU5UjCJeu9L8aZJEpxIzZWXl+fl5Yk4QZZRc11dXZcvX6YjTClRCTCsAEMi8Pn8GTNm0PVO9/Dhw7fffpuWS6kPTIAhJD3sfyg+LS0tLy8vAKivr7979y7T4SgXUv4FAKGhocxGorRMTU3HjRsHAJWVlfj7I6MzZ86Qg1mzZsnpKagKMEyAqZXa2tqbN28CgJWVFTXVQ2kZGBiQFqBtbW2nTp1iOhxEGz09PfFPjoiICAkJcXBwePvtt/v27XvmzBkyyVwEHo+nra0tW4wSoMaAydIsBSmSRAkwXV1dakouVsCgnrA4AQbYBZFpffv2Ff9kKd40+/XrJ1uAiA16HfIn46i53NxcGSOUBVaAIXH88ccft27dovGC8fHxogsr0SswAYaQ9DABJhGqC2JycjKTcSifCxcukAPsfygCdkGkRV1d3dWrVwHA1NSU6rxEO1NT0/79+wNAYWEhbmlXHwkJCaTANygoiMPhMB1O76guiFFRUcxGgmhkZWXF5Up2gyMUCo8fPx4bG6upqdnrThQFF2pjBZjKkSgBBtgFEYmBSoBRy6xsggkwZg0ePJjH40n0EIneNB0dHWWIDtHv6dOnsbGx33///bfffvvtt99+//33sbGxT58+leuTlpWViT5BxlFz1IskI6gZYJgAQz1pbW3dsmWL+OcvXbpUKBSuXbtW9GkbNmxQZF8KVYcJMISk1NTUlJaWBgB9+/YdNWoU0+GoALzDf6O6urrU1FQA6N+//5gxY5gOR3lhAowWsbGx5NZi2rRpkt7uSoQUgbW2tvZ6w4NYQ4UGgBF+fn4kmZGSkoK3rKyhq6srYo3Y2dm5srLyjZ9DSE+SXgvIhg4dKmOEEsEKMJUjaQLMz8+PHCQlJckrJqTi2F0BRpWMYwKMEVpaWp6enj19V/Y3TeolDjGruLh469ato0ePtrGxCQsLW7NmzVdfffXVV1+tWbMmLCzMxsZm9OjRW7duJXMZaNfY2Cj+yVKMmmtoaJAhOlkZGRmZmZkBJsBQz3777Tfxt7K5ubnt3btXnDOLioqwkYn4MAGGkJSuXbtG1pEDAgIk3WusnkaPHm1oaAgAqampvZaxq4/4+Hjyf2Pq1Kn4iySCm5sb2Qh/69YtZufcqjQF9D8kqDFgDx48kOsTISUhEAhI/30ejxcQEMB0OGLR0NAgzdOFQuGRI0eYDgfRRkQK9tGjR4aGht7e3ubm5t2/zuVyx44dC2KswCp4vh1WgKkcSRNgHh4eBgYGAJCSkoLbeNEbsT4BRu6AMAHGlOnTp/f0LRnfNDkcjjhzwpBcPX/+fPny5S4uLps2bbpz584bx2kLhcI7d+5s2rTJxcVl+fLlz58/pzcGicZOSzFqTk5jrcVHtl7V19fX1NQwGwlSTmfPnhXzTH19/RMnTojfbl38KyNcbEVIStj/UFKampre3t4A0NjYePv2babDURY4AExMHA6HrGkyPudWdTU1NSUkJACAkZGRvFMUOAZM3dy5c6eqqgoAxo8fb2xszHQ44lq0aBE5wAQYm4hYy+Pz+WfPntXU1Dx8+DC1nKerq7tr166RI0f+/fffGRkZIq7M4XCmTZtGc7giUQkwrABTCUKh8NGjRwBgbm7ep08fcR7C4/F8fHwAoLGxkd7hEIg12J0AMzAwGDJkCAAUFxc3NTUxHY46Cg8P76lztYxvmu7u7lQdM2LEkSNH7O3tf/75ZzE3WHR2dv7888/29vb0tgeX6NZAilFzYr7hyg92QUQi1NTUkOZh4ti3b5+zs/Mr8/BEiI+Pb2trkzY09YIJMISkRJbgORyOqmx1VwY4BuwVVC5HS0srMDCQ6XCUHbWpn+q0hiRy4cKF1tZWAAgNDdXR0ZHrc2ECTN1QvUkVXB8jI1dXVzJ9pKio6K+//mI6HESPiRMn9uvXr6fvrl69+vHjx1OmTCkrK8vJycnMzKysrFyzZk19ff38+fNFL7+OHTtWwWt51NNhBZhKqKioIL9CYpZ/EdTHY2wSjt6IrKiamJio0P4SiZA3YoFAkJOTw3Qs6mjQoEEzZ87s6buyvGmuW7dODvEisQgEgg0bNkREREiRV25qalq0aNH69evpmuUsxWcniUbN2dvbSxsaPajm25gAQ6+7cuWKmB2wFi5cuGTJkv3794u/4bupqQnvYcWECTCEpPH333+T/shubm5WVlZMh6MycAzYKzIyMkg3v4kTJ5L+kEiEgIAAUgx++fLlrq4upsNRPQrrfwjYAlH9UGlp1UqAAUBERAQ5oHevK2IQj8f717/+1dN3a2pqXF1dt23blp+fb2Nj4+joWFhYuHv37iFDhmRmZoq+8ubNm+kOthf6+vomJiaAFWAqQtL+hwQ1Iwc/HqPXNTQ0vHz5Elha/kWQBBhgF0TmbN++vafZwFK/aY4ePXru3LnyiRf17r333ouMjJTlCjt37lyyZMkbWyaKqaSk5Ndff507d+68efNEnCb7qDnSkJNBmABDIuTn54tzmqOj4/79++/du7dmzRqJro8bjsWECTCEpEFtdcf+hxJxd3cn9empqalkgpqau3DhAjkICQlhNhKVYGBgQNoE1dbW3rx5k+lwVExrayt54dLT01PAC5eNjQ0ZaoIJMHXw4sUL0th2wIABrq6uTIcjmYULF2pqagLAn3/+2d7eznQ4iB7Lli2j2tG8rqGhYePGjaNGjTI1Ne3Tp4+Hh8e6det6Hdvg7+/PSK022Tf98uVLbA6m/IqKisiBRAmwkSNHkjRnWloaKdRGiEItp1ILrOxDJcCwAowpjo6Oy5Yt6+m7Urxpcrnc3bt399RZEcnbzp07Dx06JPt1oqKiJM2itba2XrlyZcOGDUOHDh0yZMjSpUtPnTol+gOMjKPmDAwMqH0kTMEEGBKhsrKy13N0dHROnDjB5XLnzZsn6UdBca6PABNgCEmHzNEBTIBJSENDg4wBa2lpwTkHgAkwyVHFJdT/OiSm+Pj45uZmAJg6daq+vr68n47D4Tg5OQFATU1NdXW1vJ8OMSshIYEUZQYFBancYoe5uTlpZVxbW0vtbkGqTktL68cff+RyabvT0dfX//777+m6mkSoMWBPnz5lJAAkPjIADCRMgGloaEycOBEA2trasI8NekVZWRk56HUKjurCCjBlsHPnTi8vL7quFhwcTF7WkOIlJCR88cUXdF3tX//6V3x8fK+nPXz48Mcff5w6daqZmVlAQEBkZGT3qhdjY2Pqz/x1Mo6aCwoKkndv/15Rm65KSkqYjQQpoZaWll7P2bVr14gRI1auXClmuVh3ZJEH9QoTYAhJrKOjgxRo6+vr0/gxUU3gGDBKeXl5Xl4eADg7OzPet1pVUAkwHAMmqdOnT5OD2bNnK+YZcQyY+lDRAWAUqgvikSNHmI0E0SgkJGTr1q20XIrD4Rw8eJCp6kZqcgZ2QVR+VAWYo6OjRA/EJuGoJ1Q9AYtbIFpZWfXv3x8A8vLyxByUgminra19/vx5EcXTEomLi9uwYQMtl0IS4fP5q1atomt2FwAIBIJVq1a98Q+ze7GXo6PjqlWrLl++3L14ZfDgwStXrkxMTKyqqoqPjxcx8UGWUXMffvihLD8gLezs7DQ0NAArwNCbkCkeIoSHh69YseLkyZMHDhyQ4vqMJ4BVBSbAEJJYWlpaY2MjAEyaNKnX1zL0CrzDp8TGxpKDXse6IoqTkxNJFmZnZ+NeePF1dnaSFIW2trbCUhRUAgy7ILKbQCBITEwEAB6Px3gHEunMmDHD2NgYAOLi4nrtg4dUyBdffEFlN2WxefNmhW0deB1VAfbkyROmYkBiIjPAOBzOkCFDJHog9eKZlJREf1hIlZWWlpIDFifAAGD48OEA0NbWVlhYyHQs6qtv375XrlwZNmyYLBehNotERkauWLGCxkwMEseBAwd63Xro6ekZExPz8OHDlpaWvLy8AwcOiC4wLSws7L4uT032Ik0UXin20tfXDw0N/eWXX8rLy4uLi/fu3evv76+lpWVubr527dqenkLqUXNMtad+BY/Hs7a2BoDS0lIcVY5e0bdvXxHftbW1/eOPP0pLS5cuXSrdyD3R10cUTIAhJDGqBhz7H0phxIgRZM5Benq6mk9bwf6H0pk6dSoACIXCy5cvMx2LykhISCAT1AMDA42MjBTzpC4uLuQAK8DYLTMzs6qqCgB8fHxIGknl6OjozJo1CwA6OjpOnjzJdDiINqRy68svv5S6M6eWltavv/66ceNGegOTCJUAwwowJScQCEjvI0tLSzIFU3xDhw61sLAAgJs3b5JtdggRapIAwy6ISmLQoEFpaWlhYWFSPFZTU/PHH3/My8vbsWMH+cq///3vJUuWYFWfwgiFwu3bt4s+Z926dWlpadOmTdPU1MzKyrK2tn7vvfcePHggekvu1q1bExMTN2zY8NZbb71xshdV7FVbWxsbG/vRRx9R9euUNWvWkHe6N5Ju1JykI8rkh4wB6+zsfPbsGdOxIOVCBkP0ZMKECX369OFyuXFxcan/mDt3LgCsWLEiNTX12LFjoq8vUdttdYYJMIQkhgkwWXC53AkTJgBAa2vrzZs3mQ6HMS0tLaQJpLGxMTbSlAhJgEG3rmuoV2fOnCEHZJVfMbAFopqg+pFSf5uqiKoTioqKYjYSRC8ul/vtt98ePXqUbL6RiK2t7ZUrVxhvrUMtIWEFmJJ7/Pgxaf0kxUoEh8MhTcL5fH5qairtsSHVpSYJMFIBBgA5OTnMRoIMDQ3Pnz9/8uRJiVr0h4WF5eTkfPLJJwCwfv36vXv3kq0nUVFRs2fPVvNtrwpz69at8vJyESc4ODhs27ZNIBDMnz9/0KBBXl5eFhYW27dv19XVPXjwoIjs1NOnTwMDAyMjI7s39qCKvR4/fty92KunixgYGBw7dozH40n3071u69at7u7udF1NRjgGDPVEnBYptra2Xt1YWloCgJ2dnZeXl+hfch6P5+npSVusrIYJMIQk8/z5c/K5fNCgQZhplw41BkyduyAmJiaSVZKpU6fS+ClQHUyaNElPTw8AEhIS8G5KHHw+n/Tb5PF406ZNU9jzOjg4aGpqArZAZDt2JMAmTpxIdm5mZGRg/yX2WbBgwaNHjz777DMxO1ebmJjs3LmzsLDQx8dH3rH1ClsgqgrS/xAkHwBGYJNw9EYkAWZmZqawCn5GYAWYUuFwOHPmzMnPz//ll18mTZpEhhu9kYmJycKFC2/cuBEdHf3WW29RX1+5cuV//vMfLpcLANHR0TNmzGhpaVFE6Ort/Pnzok949913tbS0Dh48eOLECfKVjo6Or7766tq1a2ZmZmLeJ7711lvr16/vXuxFfVDp1aRJk/bv3y/myaLNmjXriy++oOVStCD3EYBjwNBr7OzsqE0erzty5AjnNXv37gWAdevWcTgcalfxG02cOLFPnz70B81GmABDSDLx8fGkMWtQUBDTsagq6g6flECpJ+x/KDUdHR2yiaapqSktLY3pcFRAcnLyixcvAMDPz8/U1FRhz6ulpUW2wpWXlzc3NyvseZEiVVdX37lzBwBsbGyGDh3KdDjS43A4CxYsIMe9NppAqsjU1HT37t3FxcU7duzoqSOirq7utGnTfv/995KSknXr1inJTGmqAgxbICo5KgEm3Q45HAOGXldfX19XVwdsL/8CACcnJ7K/7e7du0zHgv4/Ho/30UcfJSUl7dmzh3zF1dU1JCRkxowZixcv/vbbb69cuVJVVRUVFfXGzSJLly49evQo2eh56dKloKCg+vp6hf4A6ichIUH0CSRJGRcX1/2LQqGQvO+MHDlSxGONjY1Jsdf9+/d37NghuthLhPfee2/Lli1S96YmwsLCoqKiZLwIvTABhkSYPn26yl2ZfTABhpBksP+h7Nzc3MicxoyMDFIFpW6EQiFp36ehoYGZVClgF0SJMNL/kCD7lQQCQVFRkYKfGinGpUuXyHhzFuTyFy9eTA4OHTok3QhipPysra1HjBhB/n0DAgIOHTr073//e//+/ceOHcvMzHzx4kVMTMz777+vVFsp9fT0yN4FrABTcjImwOzt7e3s7AAgKyurtraWzsiQyqIWUlmfANPQ0HB1dQWAmpqap0+fMh0O+l+olm6bN2+Oi4s7e/Ysma85efJk0uyhJ/Pnzz937pyuri4ApKSk+Pn5VVdXKyJitSQUCnttO5+SkrJnz57X51CQxRnRbz0dHR0ffPCB+MVeImzcuPHkyZP6+vpSPJbD4axfv576vVIeVAIMWyCi1y1fvtzQ0JD2y/br12/RokW0X5atRL1dqafm5mZVX/Xo7OwkB21tbR0dHcwGwzICgSAxMREAeDyeh4dH97GfSCJeXl7R0dHt7e1JSUkTJ05kOhxFy8nJIbd2o0eP1tHRjc/rSAAAIABJREFUwV8kSVFdNGNjY7/55hsmQ1E+nZ2dAoGA+qUSCATnzp0DAA0NDX9/fwX/sg0ZMoQcZGVlYc9YVqL2kPr6+qr6S5mVldWoUaPu3LlTVlaWmJiI7dTZiqo+nzp16syZM7t/q/uLp1Kxtraura19+fLl8+fPe10wUtqfgvWofr9WVlbS/RN4e3uXlZUJBIL4+HhFtixGSotazpb6l0qFDB06NDMzEwD++usv3GkqKbKE1dbWRq0F0YgazDZ48GBJfw8nTpx4+vTpefPmNTU13b17d8KECdHR0VZWVrQHiRoaGnptuUEV83Vnb29PNoFRXc3fqLW19dmzZ3TtEAoKCkpKSvryyy+vXr0q/qOcnZ23bds2ZcoUJeyo2b9/f3Lw8OFD1r9cI0np6el9/PHHkZGR9F72888/53K51Mt+a2uruqUAtLW1xR8ogwmwV/H5fFVPgJG92ADQ1dVFHSNaZGdnk11LY8aM0dXV5fP5TEekqkgCDACuX7/u5eXFdDiKRtUtBQYG4m+RFKysrJydnQsKCoqKih49esT6XbESEQgEQqGQ+r3KyMh4/vw5AIwbN87ExETBv29U0qugoAB/1dmnq6vrypUrAKCtre3t7c2Cf+J58+aRjo5Hjx718PBgOhwkFxkZGeRgzJgxqvJLa2lpmZeXBwDl5eW9bibo/haAFKm4uBgAuFyura2tdP8E3t7eR48eBYDk5GSVnqqI6EJVgA0YMID1f9ekAgwAsrOzJ0+ezGwwKqqrq0sea1n3798HAF1dXRsbGyl+Dz09Pc+fPz9nzpyXL18WFBQEBgaeP38eb99o19jYKMWjyLJMnz59Tpw40etwgYaGBgMDA6miewNHR8fTp08nJyfv3Lnz5s2bopcuHRwcli9f/s4772hqairni6GZmZmOjk5bW1tpaalyRoiYtWLFisOHD1dUVIhz8urVq1evXi36HAcHh0WLFvH5/O4pAFVPZ0hKokasmAB7lbGxMdMhyKq5uZm0ldPX15euLS/qSXp6OjkICQlRqvY4Kic4OPjzzz8HgIyMDDX8P0ltdJo9e7Ya/vi0mDZtGtkVm5qaSs3NRgDQ1NTU2dlJ/V5RXVvnzZun+F82d3d3clBaWoq/6uyTnp7+8uVLAPDx8bG2tmY6HBq8++67X331VUdHR3R09C+//KIkI6AQjfh8PslxGhsbjx8/XkNDg+mIxELmKQJAXV1dT6+lQqGwpqYGADQ0NPD1VvH4fH5ZWRkA2NjYWFhYSHeR0NDQZcuWAUBaWhr+IyIAIHuYAMDFxYX1vxLjx48nBwUFBaz/YWknEAhqa2v19fW1tbXpvXJlZSWZJTx06FAzMzPpLjJ58uQbN24EBgZWVFSUlZWFhIQkJCSo9OxYJSTpwrelpeWWLVvee+89Lpd77tw5qhO4CObm5rT/bYaHh4eHhz9//jwmJiYhIeH+/fuVlZV1dXWGhoZmZmZOTk6+vr7Tp08nffWV3ODBg/Pz86uqqrS1tZWtQyNiXJ8+faKjoydOnEjLFBhjY+OYmBhzc3PolgIwMDDAFIAIOAMMIQlcvnyZHODcJhm99dZbpEg8MzOz11J9lqmqqrp16xYA2Nraurm5MR2OqqJ2Rovu1aDmhEIh6X/I4XBmzJih+ABcXFzIdGKqMRRiE+qvjzWVCn379iXv7/X19TExMUyHg+iXnZ1N+tKoUPYLAKiRGzgGTGmVlZWRtjOy9PsdMGAAeXh+fn5lZSVtwSGVVVpaSg6o6TIs5ubmxuVyASA7O5vpWND/IPXHADBs2DBZruPq6pqWlka6oz979szHx+evv/6iIT70DyMjIzHXvrlc7rJly4qKij744IPKysqIiIhZs2a1t7eLfhSPx5NfZrp///4ffvjhqVOn8vPza2trBQJBfX19SUnJpUuX1q9frxLZL/hnWKNQKKReuhHqbsyYMYcPHybLI7LgcrlHjhxRlb8L5YEJMITE1djYSD6l9evXDytOZMThcCZMmAAAHR0dVDMiNXHhwgVSpBwaGsp0LCrM29ubfAS/du2aEjYBVxKZmZnl5eUAMH78eFpGFkvKyMjI0tISAIqKirAXBPtQ3VyDg4OZjYRGERER5CAqKorZSJA8UO19VKv9MvUC/vjxY2YjQT15+PAhOZBx4KWfnx8ACIVCalgdUmfUKqqdnR2jgSiCvr6+vb09ABQXFzc0NDAdDvr/7t27Rw6oHpVSGzRoUEpKCrnOy5cvAwICSCdtRAsNDQ3yFySakZFRYmLizz//DABffPGFg4PDkSNHxKkeGzJkiKYmthATharXp7rXIvSK2bNnHzp0SJYuI4aGhmfPnsW1RClgAgwhcV29epVMF5wyZQrZnoZkMWnSJHJw7do1ZiNRsAsXLpCDkJAQZiNRaTwez9/fHwBaW1txkagnZ86cIQezZs1iKgayNamjowO3wrFMZWVlVlYWAAwaNIhNG9DCwsJIh5/Lly9TvacQa6hoAszGxoYcYAWY0qIrAaa2H4/RG5HPTn379jU0NGQ6FkUYOXIkAAiFwtzcXKZjQf8fXRVghKWl5fXr18mY1aamptDQ0PPnz8t+WUT4+vqKPkFbW/v8+fN+fn65ubmjRo3asWOH+BtJyf4MJAJVqltSUsJsJEiZRUREXLt2jewSltTgwYPT09OnT59Oe1TqABfxERIXNUpnypQpzEbCDup5h9/R0ZGQkAAAurq6vX5CRaJRXdeoMhT0irNnz5KD8PBwpmJwcXEhB9gFkWUuX75Mtouypv8hoaWlNXv2bADg8/knTpxgOhxEM1J0rqmpOWbMGKZjkQC2QFR+NCbASG+cpKQkGsJCqqy2tra+vh7+aaulDoYPH04OsAui8qA3AQYApqamCQkJ3t7eANDe3j5nzpzDhw/TcmXU67L4u+++O2nSpKSkpHHjxhUVFdF7cUQlwLACDIk2bty4+/fvr1u3TvxSMENDw82bN+fm5spejKu2MAGGkLhI3oLD4UyePJnpWNjA2dnZysoKAG7dutXY2Mh0OApy/fp18sMGBATo6ekxHY5qCw4OJotEmAB7o6ysrOLiYgAYPXo01ZBB8ajaoIKCAqZiQPLAvgFgFOyCyFalpaUkgTRixAgDAwOmw5EAtkBUftRKoqOjoyzXMTc3J0sbjx49KisroyEypLKo0nn1SYBRUwZycnKYjQQRAoGA7GDr27evhYUFXZc1NjaOj48nU1f5fP57773322+/0XVxdebr6yt6TNeyZcsA4PPPP29tbZXoysbGxrh5t1fYAhGJz8TEZOfOnYWFhZ999pnotRoXF5cvv/zy0aNHmzZt0tfXV1iE7IMJMITEUlRURAqZR44cKV2xKnodGQPG5/PT09OZjkVBsP8hjSwsLEinlL///huri16nDP0PASvAWKqrq4uMbdDW1mbf/bCXlxdZwr59+zY1+gKxQGpqKjkgG89ViJ6eHunMiRVgSotUgGloaMieq6DaTKlVjwT0OioBRlUVsB6VAMMKMCVRXFzc3NwM9JV/UfT09KKjo+fMmQMAXV1dS5cu3bVrF71PoYa0tLRWrlzZ03d1dHTc3NwAICkpqe5Nvvrqq54eu3LlSi0tLbkEzSKYAEOSsrW13b17d3FxMbVpeNq0aQEBAXPmzFm+fPm///3vwsLC/Pz8b7/91tzcnNlQWQATYAiJ5fLly+QA+x/SSA27IJIEGIfDCQ4OZjoWNqDyiFgE9jqq/+GMGTMYDAMrwFgpPT29trYWAHx9fVWrkkZMCxYsIAdHjx5lNhJEIxUdAEaQMWB1dXXqUzSvQjo6OsrLywFg4MCBsi8RquHHY/RGVALMzs6O0UAUx9LSsn///gCQl5dHZm8jZtHe/7A7LS2t48ePv//++wAgFAo///zzDRs20P4s6mbt2rU9LZRT+zOMjIyM36Snbmz9+vVbu3atnAJmE0NDQ7JdiXRhQUhMXV1dpOi/X79+MTExCQkJJ0+e3Ldv38cffyxjXwHUHSbAEBILDgCTB3W7wy8oKHj06BEAjBgxgmpnhGSBY8B6cv/+fVJxNWzYMCcnJwYjsba2NjY2BqwAYxcW9z8klixZQjqsRkVFdXV1MR0OogeVABs/fjyzkUgBx4Aps7///pvP54PMA8AIX19fDQ0NACCFtkhtUT0w1acFIvxTBNbe3l5YWMh0LOh/EmBymjqjoaHx22+/rVmzhvxnZGTk8uXLBQKBPJ5LTRgaGm7duvWN3yooKOCI1FMF2NatW42MjOQZNXuQgt3GxsaamhqmY0Eqo6ioiHQlpQZhInnABBhCvevo6Lhx4wYAGBoaquKiidJycHAgCzp37typq6tjOhy5i4uLIwehoaHMRsIaY8eOJXvcUlJSyJxwRChJ/0OCZODq6uoqKyuZjgXRg/UJsIEDB3p6egLA06dPr1+/znQ4iAYNDQ35+fkAMGjQIGtra6bDkRipAAMcA6aU6BoARhgbG7u7uwPAs2fPqCsjNUQ10VLDBBhgF0TlQDWClkcFGMHhcPbs2bNjxw7ynz///POiRYvIlgIknY8++mjx4sV0XS0iImLp0qV0XY31sAsikgK11YA0KUVyggkwhHqXkpLS1NQEAH5+ftj7mF5keExXVxe1L5vFcAAY7bhcbmBgIAB0dnZevXqV6XCUiFIlwLALIstUVFSQ6fSDBg1icVuGiIgIchAVFcVsJIgW6enppJhPFfsfAlaAKTcyAAxoqgCDbmPAkpKSaLkgUkVq2AIRuu1/J580ELPIsiyHw3nrrbfk+kTr16//6aefSPH90aNHZ82a1dbWJtdnZLdff/2VTFuX0ahRo3755RfZr6M+qJGNJSUlzEaCVIhcm80iCibAEOod9j+UH5IAA4Dk5GQm45C/+vp6kuQzNzcfM2YM0+GwB3ZBfF1JSUlubi4AODo6yqljiURcXFzIAXZBZIeLFy8KhUJgezHr/PnzdXV1AeDUqVNkEwxSaSo9AAy6JcCwAkwJ0Z4AU7cm4eiNSALM3NyclbM2e4IVYMqjra2NdO8fOHCgAjrgrVix4tChQ5qamgAQExMTHByMMy+lpqWlFR0dLePiVUBAQGJiIvkwjMREJcCwAgyJjyzdACbA5IyGBFh+fv7GjRv37NnT/YtpaWlz5swZNWrUlClTfv31VxyfgFTa5cuXyQGpNUE0Up87/EuXLpFhziEhIVwubj6gTVBQEBmVQS3Ko9jYWHIwe/ZsZiMhsAKMZVjf/5AwNjYm1brNzc3R0dFMh4NkRSXAvL29mY1EOlQLRKwAU0K0J8B8fHy0tbUB4OrVqzgORz3V1NSQ1X+16n8IAI6Ojnp6egCQlZXFdCzqLj8/n6zjKWxNNiIi4tSpU+TV79q1a/7+/rW1taIfUlZWFh0dvXfv3sjIyMjIyP/85z8JCQkvXrxQSLxKrU+fPhcuXFi9erV0D1+1atXFixdNTEzojYr1sAUikgKpANPQ0JB3ra2ak3URds+ePcOGDdu2bVv3xevTp09PnDjx9OnTd+/eTUhIWLp06YwZM/CzO1JRlZWVpPm1g4PDkCFDmA6HbQYPHkzaemRnZ798+ZLpcOQI+x/Kiamp6dixYwGgoqIC94oSMTEx5EAZ+h8CVoCxC5/PJ+1GdXV1J06cyHQ48oVdEFmDz+ffunULAIyNjVX03hJbICozkgDT0tKytbWl5YJ6enoeHh4AUFNTQ83gQWqF6n+obgkwDQ0Nkm6pqanBlztmMdKVKzw8/OzZs6TqKDMz09/fv6qq6vXTyC58Nze3gQMHhoeHr169esOGDRs2bPj444+nTJliYWHh6+v7/fffq/n4YQ0Nje+///769evkZllMY8eOvX79+g8//ECq8ZBEsAIMSaqxsZG849vb22PBpVzJlABLSEhYu3atQCDgcDh9+/YlX6yqqvrwww+7urp4PJ6vry9JgMfGxv7+++80xIuQwl2+fJmUlWD/QzmhxoClpKQwHYu8dHV1kTpCHo/n7+/PdDhsExwcTA6wCyIAPHnyhCQCBw4cOHLkSKbDAQAYMmQImZ6IFWAskJqaWldXBwCTJk0ie7RZLDg4uH///gCQmJj49OlTpsNB0svKyiJ9LD09PVW0CNvGxoYMR8EWiMqmtbWVLNMPHjyYxuVCHAOm5tQ2AQbYBVFpMDWWJjg4OD4+njRdzMrKmjBhQvc3vrKyssWLF5Nd+FSEr+jq6rp+/fqaNWvs7e03bdqk5q0UJ0yYkJGRcfr0aVJa1xNdXd2wsLAzZ85kZGTQMj9MPdnZ2ZHmNDgDDIkpLy+PLDi7ubkxHQvLyXQHSNoeWltbZ2VlHTx4kHwxMjKyrq6Ox+MlJSVdu3atsLCQdMihTkBIteAAMHlThy6If/31F2nFMHHiRGNjY6bDYRtMgHV3/vx58hFq9uzZZLWUcZqamqR89smTJw0NDUyHg2SiJv0PCU1NzTlz5gCAQCA4fvw40+Eg6an6ADAA0NHRMTMzA6wAUz7FxcWk0wld/Q8Jdfh4jESgqgdIqwy1Mnz4cHKAXRCZxVQCDAB8fHySkpL69esHAIWFhT4+PqTQ9ocffnB2dj58+LCY/aWam5u3bt1qb2+fmJgo34iVG4fDsbS0bG9vBwA3N7dNmza98847YWFhYWFh77zzzqZNm6Kjo1+8eBEdHT1z5kwluX9UUTwez9raGgDKyspwEhASB4OvtOpGpk1qmZmZALB582bqM0pTUxOp9Fq9ejXpsK+pqbls2bJLly7dv39f5mgRUjSBQEB6PWlpaZFCJUQ7aotrcnIyo4HIEfY/lKsRI0ZYW1s/ffr05s2bNTU1ZIlQbVHDipSk/yHh4uLy4MEDoVBYVFQ0evRopsNB0qMSYEFBQcxGohgRERH79u0DgIMHD77//vu3b99++PBhY2NjR0eHnp6enZ2dm5ubo6Mj02GiXrAgAQYAAwYMePHiRX19fUNDA9kaj5QB7QPAiPHjx+vr6zc3N1+/fr2rq4vsKEfqo6ysjBxQDbXUB1UBlpOTw2wkao4sy2ppadH74iamUaNGXb9+PTAw8MmTJ2VlZd7e3p6enufPn5fiUlVVVcHBwXv27Fm5ciXtcaqKuLg4crBkyZJPP/2U2WDYbfDgweXl5Z2dnU+fPqWrMTJiMUyAKYxMFWDNzc3wv6vyDxw40NDQoKen9/nnn1NfNDQ0BIC2tjZZngshRty+fbu6uhoAvL29DQwMmA6HnWxsbMitXW5uLlsn1lKfODEBJg8cDocUo3R1dVElm+qpsrKS7E2xtraWqNu7vOEYMHZ48uQJmUbj6Ohob2/PdDiK4OHhQdZ97t+/b25uHhgYuHz58g0bNmzatGnt2rVz5sxxcnJydHT8/PPP79y5w3SwqEfp6ekAwOPxyFwlFWVjY0MOsAhMqcgpAaalpeXp6QkA9fX1d+/epfHKSCWocwvE4cOHk4wvtkBkUG1tbUVFBQA4OzvzeDxGYnBxcUlJSSEfOKuqqqTLfhF8Pn/VqlUbN26kLzoVQy1HhIaGMhsJ6+EYMCQRKgGGLRDlTaYEGLkNo8b2NDY2RkZGAkBERAQ1EgwAMjIyoNvoZoRUCPY/VAzS5kUgELByDNjjx4/Ju5qTkxMjG+jUAdWNTc27IJ45c4a0BFG2/hXOzs7kAMeAqbSLFy+SBptU31F2a2lp2b59OzV5gs/nv/G0hw8f7tq1a/To0TNnzsTfcCVUUlLy7NkzABg5cqRKD67DBJhyklMCDLp1QcQxYGqIJMA4HI4atkDU09Mjf00lJSX19fVMh6OmlKQoYeDAgSkpKXS19/j222/Vs6N1eXk5LkcoDJUAwzFgSBxkd6m+vr4a7ndRMJkSYDNmzACA7777bt26dQcOHAgKCqqoqODxeOvWrSMndHR0nDp16rvvvgP1mBWB2AcTYIrB7jkHsbGx5AD3W8lPYGAgmet76dIldW63febMGXKgVP0PARNgbKFWA8DS09MdHR3/9a9/id/D4Ny5c8OGDfv6669JmhApCXb0P4RuuwmppCxSBkVFReRAfgkwVn48RqKRFojm5uYqnbaXGumCKBQKc3NzmY5FTSlJAgwA4uPja2pqaLmUUCh8//331bC1ZkxMDDmYNm0as5Gog8GDB5MDrABDvXr8+HFtbS0ADBs2jMuVKUGDeiXT/98vv/zSzs6uo6Nj9+7dH3zwAeku8uWXX5JZ9wBgZ2c3d+7cxsZGExOT9evX0xAvQgrU0NBAmolZWFhgOapcUWPAWHmHjwPAFMDAwICsbNbW1pI/WzX04sULUkPZr18/MoZTeTg7O5OKNGyBqLo6OzvJS7Surq6Pjw/T4cjXwYMH/fz8nj59KukD+Xz+li1bZs2a1dTUJI/AkBQwAYbkilSA6erq0t7vZPTo0WTYW0pKSnt7O70XR8rsxYsXjY2NoJb9Dwlqxjx2QWSKkiTAGhsbu09XkV1ra+uaNWtovKBKwHEMioQtEJH4sP+hIsmUADM1NU1JSZk2bRrp0WxoaLh58+avv/6aOqGzsxMALCwsLly4QHXtQEhVJCYmkt/hKVOmKFUzMfaxsrKihqxUVVUxHQ6dWltbk5OTAcDY2FjZchIsQ/VkU9suiOfPnyct2kJCQsj7svIwMDAgK4OPHj0ir6tI5aSkpJBORJMnT9bV1WU6HDn64Ycf3n33XVmWm8+dO+fv79/a2kpjVEhqVAKMTFRSXdgCUQk1NzdXVlYCwJAhQ2jfuqupqTlhwgQAaGlpUdvNPeqJWjZV2wQYqQADADUs1lESSpIA27Vrl/iLA0uXLhUKhWvXrhV9WlJSEtXSQB00Nzdfv34dAIyNjVV9J5BKwBaISHxUlTPjtbbqQNaP6TY2NjExMXV1deXl5TU1NZs2beqeJ/j444//+9//Pnz4cPz48TI+EUKKh/0PFcnX1xcAhELhjRs3mI6FTomJiS0tLQAQFBTE1ABhNYEJMKr/YVhYGLORvJGLiwsAdHZ2FhcXMx0Lkoaa9D+8dOlSr0sn4rh58+b777+PvRAZV1dXl5+fDwBDhgyxtLRkOhyZUAVGmABTHg8fPiR/5nKaqoJjwNQTGQAGapwAc3d3JwdYAcYIoVB4//59ADA2Nqa9tlV8zc3N33//vZgnu7m57d27V8yTt27dKm1QqichIYF08w4ODsblCAWwsLAgrWuxAgz1Skm2GqgJevapGRgY2NjYvP5iumXLlnfffdfAwICWZ0FIwRISEgCAy+VOnjyZ6VjYj61zDrD/ocK4uLiQBrxZWVnPnj1jOhxFq6urI6tjxsbGylnlgGPAVB2VWg4KCmI2EvkpLi5esGABXXMEjx8/vmfPHlouhaSWnp4uEAhA9fsfAsCAAQPIRkNsgag85DcAjGB3k3DUE0yAmZubW1hYAMC9e/ewc4DilZWVNTQ0AMCwYcMYbIQTHx8vZkNpfX39EydOkIHQ4vjrr7+kaHOtoqj+hziPXDE4HA556a6srCQ7oRHqCZUAc3V1ZTYSdYAz1hB6swcPHpDhw+7u7ubm5kyHw36+vr7k4zWb7vCFQiFZMuZyuVhHqACkMEUoFF6+fJnpWBQtJiamo6MDAEJDQ7W0tJgO5w2oBBiOAVNFjx8/JmU0Li4u1Gxn9vniiy9Im0e6bN68mbRHQ0xhzQAwANDR0enbty9gAkyZkAFgILcE2PDhw8k/ekZGRnNzszyeAikhchMKapwAg3+6ILa3t+PGKcVTkqKE8+fPi3nmvn37nJ2dCwsLxTxfKBTGxMRIG5cqEQgEZDlCQ0MDlyMUhnRBFAqF1Iu5GmpqaiosLLxz505WVtbjx4/JdjTUXWdnJ3nVsra2NjMzYzoc9tOU5cE//PCD+CdzOBw9PT1ra+tx48aZmprK8rwIKQDV/5DFW92ViqWlpZOTU0FBwYMHD549e2ZlZcV0RDTIzs4mfYrGjRuHaVQFmDp16r59+wDg4sWL7733HtPhKBTV/zA8PJzZSHpCWiACVoCpJqqYlcX9DzMzM0+fPi3++UuXLt2/f/+6det2797d0zlNTU2bN2/+z3/+Q0eASBpsSoABwIABA6qrqxsbGxsaGoyMjJgOB/1PAszR0VEe1+dwOL6+vqdPn+7o6EhPTw8ICJDHsyBlgzPAAGDEiBFkQ1t2djb2hlKwe/fukQNmixJIP55eLVy4cMmSJfv3729vb3dychLz4vHx8cuWLZMhOtVw+/ZtshPLy8sLV9gVhtosWFJSQt0CqwM+n3/9+vXo6OiLFy++MvVAW1t7/Pjx06dPnz59OjUmTc0VFBSQHcxubm5Mx6IWZEqAffrpp1I8SktLa/HixXv27DE0NJTl2RGSKxwApniTJk0iK+M3btyYP38+0+HQgGo4gP0PFWPSpEl6enotLS2JiYkdHR3KWQglD01NTYmJiQBgaGhIxukpIerTP1aAqSJ1GAC2bds28Ud2iT9q4vfff9+0aZOqT59SUZ2dnbdu3QKAPn36sGMBwsbGJisrCwAeP348dOhQpsNBcq8AA4BJkyaR3Py1a9cwAaYmSAtEDodja2vLdCyMGT58ODnIycmJiIhgNhh1owwVYDU1Nc+fP+/1NEdHx/3799+7d2/NmjXfffed+NcnjQ1YD/sfMoJK8KjPGDA+n//7779v2bKloqLijSe0t7cnJycnJyd/+umnQUFBO3bsoF7k1VZubi45wE0eiiFTC8QhQ4ZIsYmgo6Pjt99+8/f3J5MYEVJCbW1tN27cAABjY+OxY8cyHY66YN8YMGpkDibAFENXV5f8FjU0NKSmpjIdjuJcuHChtbUVAEJDQ3V0dJgO58369+9vYmICAAUFBeKnGZAyaG9vJxPmDAwMfHx8mA5HLhobG8XcaAwSjprg8/lq0mZHCWVlZZHpC56enlwuGxq/DxgwgByQ+nLEuEePHgGAgYEBmVckD9Qo4qtXr8rpKZCyIV2z+vfvr6enx3QsjCEtEAGAZP2RIilDBZg4HaQRQWd+AAAgAElEQVR1dHROnDjB5XLnzZtHboXE19MyPctgAowR3SvAmI1EMa5du+bq6rps2TIx/6wuX77s7u6+ZMkSMmtQbSnDK61akelWsLCwkBTHrFu37vnz59Wvef78+YYNGwAgNDS0srKyrKwsISFh2rRpAJCZmUkaVSGkhG7cuEFWTPz8/Hg8HtPhqIuJEyeSMWDJyclMx0KDqqqqzMxMALCxscGiZoUJDg4mB1TBijo4e/YsOZg1axazkYhGKjAaGxvVZ+40O6SkpJAh5H5+fuIPGFctly5dam9vF/NkSUdNREdHSxsXkgnV/9DT05PZSOhiY2NDDnAMmDKoq6urqqoCAHt7e/IJVh6cnJysra0B4O7du/QOKUTKqbq6msx7U+f+hwDg4OCgr68PADk5OUzHol46OjrIJ5wBAwaQvWuMEGfq4a5du0aMGLFy5Uopyrmam5tZvyHvyZMn2dnZADBkyBB21MGrCrWqAPv111+nTJki/m0RIRAIDh06NGbMGEkfyCbKUGurVmRKgEVGRh47dmzBggU7d+40Nzfv+xpzc/Pvvvtu4cKFcXFxBw8etLW1DQgIiImJIbsP/vzzT5p+CoRohv0PGWFubk76+RQVFZXl5dXfu1edllZ7+3ZjUZFA7HVJ5XHp0iUy6jMkJER+yyLoFVQCjCq/Y73W1lbyw+rp6Sl5ezpnZ2dygGPAVAv116Tkv2CyEL/8ixo1QWaTiCMpKamzs1Pa0JD00tPTyQE7BoABVoApGQX0PyRIdTufzycNKhC7kf6HoPYJMA0NDbImWFNTgyl/RSosLCRjaZhdk+21p0V4ePiKFStOnjx54MAB6a7P+jv0CxcukCQfln8pGJUAY30F2Keffrp06VKpb3OKioo8PT3JrnE1RFog8ng8zE8rhkwJsP/+978AMHPmTNGnkRO6vy0tWrQIANQ504uUHJUACwwMZDYStdLV0jLPxWV1v35Rdna54eE3pk//a9GitHnzkqdOvejqmhIe/vDf/25QndcNbDjAiIEDB5IPEPn5+az/xElcvnyZVOcEBwcreascKgGGY8BUizoMABPzd7L7qAnxL97e3v7KIGikGKQCjMfjeXh4MB0LPbACTKlQCTBHR0e5PhH7moQjEaiKAWoJVW1hF0RGKElRQt++fUV819bW9o8//igtLV26dKl0hVyir88OsbGx5IB04UIKY2hoSH7B2F0Btnfv3h9++EHGi9TW1oaHh6vhvq66ujryUzs5ObG1w4qykSkBRm69yPYQEUg2uLy8nPqK/JqkIyS7J0+e3L9/HwCcnJzwxkMxutraHv3yS6KX1/A7d/wMDY01NF45QSgQ1OXlFfzf/3s9ODht/vyXSn8X1NnZmZiYCN2mUiGFoSauiV+fodLOnDlDDpS8/yH80wIRsAJMpfz999/k32vo0KF2dnZMhyMv4vSsx1ETqqW4uJj8b3d3d1fyzQHiwwowpaKwCjB/f39yQMYxInajKsBY/J4rJioBRtq4IcWgEmDMjqWxtLQ0NDTs6bsTJkzo06cPl8uNi4tL/cfcuXMBYMWKFampqceOHRN9fScnJ5ojVjKtra1kz4SRkRFbJ/gqM7KQ2NjYWFNTw3QscpGQkPDZZ5/RcqmKiorw8HBJ761UXW5uLkneY/9DhZEpAUZy2kePHhV92vHjxwHA3Nyc+goZ9YZz3pByovogYf9Dxai8ciVp8uQHO3d2ijcDs/bWrdQ5c+588klnXZ28Y5PajRs3yJyGyZMns2bdTVWoVRfEjo4OUmuora1N/eBKi0qAYQWYClGH8i8AIIM/RZNx1IRUcSHpUf0PWTMADACsra1JyyasAFMGVALM3t5erk9ka2s7ePBgAMjNzX3x4oVcnwsxDlsgUqgEGI4BUySyWAdMr9dxOBxfX1/R59ja2np1Y2lpCQB2dnZeXl7u7u6iH8v6LapXr14lH24DAwO1tLSYDkftkHdtYGkXxLa2tg8//LCrq4uuC965c2fPnj10XU0lKMlWA7UiUwKM7LK/ePHijBkz0tPTX+n7yefzb926NX/+/PPnzwPA9OnTqa/v27cPAGbPni3LsyMkJzgATHGEwke//HJ72bK2ykpJH/js4sWUGTMa/1l6UDYXLlwgB1Q1ElIYb29vIyMjAEhKSmL9TqIrV66QVGtAQAD5qZXZwIEDSUN/rABTIWqSAFPAqAmp4kLSI/0PgUUDwABAR0enX79+gBVgykFhFWAA4OfnBwBCoRC7ILIeJsAow4YN09DQAKwAUyySANPU1GR8LA21hPi6I0eOcF6zd+9eAFi3bh2Hw6H6rvckPDyc5nCVDPY/ZBa7x4D99NNP3Xu8vc7T0zMmJubhw4ctLS15eXkHDhzotaY5MjLy+fPntIap1KitBm5ubsxGoj5kSoBt2bLFysoKAM6fP+/l5aWrq2thYTFw4MCBAwdaWlrq6up6eHicOHECAOzt7b/55hvyqM2bN+fn5/fr1++jjz6SOX6EaNbV1XXlyhUA0NbWnjhxItPhsJpQmL1+/YOdO4UCgXQXaC4vT509u/bOHXrjogU1AEz5i3LYh8f7f+zdZ1xU1/Y4/DWN3kGqgFIUEURFARFFUOxYorHFhj315t5orjH5JSZXjSYxuTGJUdHEaBTR2JVYwQKKqIAIUsQGAiKI0vvM82I/nj9XYRiYM7PPnFnfV/uDM2eWOkzZa6+1JKRZUG1t7YULF2iHo1p//fUXWWjEmRKRSER2CYuKip4/f047HNS+uro60nHL2Ng4KCiIdjgqZGlpKedPlR81QZIWSJ3i4+PJgk8JMHjZBbGyspKcfkAUkQSYqalpy04nKsIUK/D+gw0iCTCBQIAtEA0MDMiAvQcPHuArnnpUVlY+evQIANzd3amf3Rk/frzotckIrHB3d/f09FTFlTlCJpORVihCoXD06NG0w9FGTAKMf2PAKisr169fL+cGK1asSEhICA8PF4vFKSkpDg4OCxYsyMzMHD9+vJx7VVVVbdiwge1guYupbMYEmNoolQCztbW9evXqxIkTSS+O5ubm4uLiR48ePXr06MmTJ01NTQAgFovnzJlz5coVZmfh008//frrrw8cOCCnpS9CtCQlJZWVlQHAkCFDDA0NaYfDZzk//5z/cnZRpzVVVV1ftqyGY+egs7OzyZ5I3759nZycaIejjbSkC2JTUxM53CeRSDTlcB9zHjM7O5tuJEgRFy9eJO1TRowYwe/2KfJHQSg5akIoFKqhQAS19Pz5c9Jq1c3NjWezhx0dHckCuyDSVVpaSk5ykA16VRs+fDj5xo1jwPhNJpOR9IOdnR319AMXkC6IMpkMuyCqx+3bt7kzlsbGxmb27NmquPLy5ctVcVnuSE5OJpXigwYNUsMRDfQ6HifATp06RbZMW+Xu7r5mzRqpVDpjxozu3bsPHjzY1tZ23bp1+vr6O3fulP+ZPCoqStrZw/GaRSaTZWRkAICpqSnzwR6pmljJ+zs5OR05cqSwsDA2NjYzM7OsrKyurk4mk+nr61tZWXl5eYWGhr5y6FVPT2/lypVKPi5CKoL9D9Wj6PTp7B9/ZOVSDWVl15cuDTpwQMSZUVtM+Zf8Qy5IdcaOHSsQCGQy2cmTJ3/66Sfa4ajKhQsXyCyQ0NBQCwsL2uEohOmmkpWVFRAQQDcY1C4t6X8IACEhIWRmrRxOTk6vn2lwdnZ2dnYmY3Hb4u/vj8Mg1ezKlSvkKzTPyr/gZQUYADx+/BjHBlCkzv6HAGBjY+Ph4ZGZmZmVlVVQUODg4KCGB0Xq9/TpU3LuBPsfEj4+PuTdOTU1dejQobTD4T9mLA0XEmAA8J///Cc6Orquro7Fa3p4eCxYsIDFC3IQbkdQx8wA418CjAw5aktERISOjs5vv/1GusEBQENDw2effTZo0KCQkJDw8PDIyMi27vvkyZNr164NGjSI5Yi55+HDhxUVFQDQp08fcrwJqYFSFWAMe3v72bNnr1279tdff/3999937tz566+//uc//5k+fTq2fEGahUmAYam46jTV1Nz+/HPoVBepVlVkZeW2/T6qfjgAjDo7OztyYvTBgwc8Hjd18GUN5ZQpU+hGojimAozH/y98wtRQ8v5QyIQJE4TCNj8VKzlqQs4QC6QivBwARjAJMKwAoysnJ4cs1FbfScaAAQCOAeMxHAD2CvJ5Hlp0i0IqxbUEmKOj40cffaTgjT/88EOBQPDdd9/JuY1AIPjmm2/EYmUrATgOE2DUOTk5kQaePJsBJpVK5bfYIc1FmWcgIZPJSP16v3795F//lTvyVVpaGllw5JVWS7CTAEOIH54/f379+nUAsLOz6927N+1weOteZGR9aakit/RZu3bktWuK3PL+9u31JSXKxcWO8vJyMnekS5cufn5+tMPRXkz2ka9dEKVS6dGjRwFAJBJp0PY6UwFGupMhLrt//z4pcejTpw/vu7na2Nj4+/ur6OIa9BvKGzxOgDGdUh5zrP+ztlFzBRi0GAOGCTAeY2oFMAFGMLulqampdCPRElxLgAHA6tWryXRnVvz73//WlL7xnVZUVHTz5k0AcHZ2xkpxWiQSCTmxlJeX19zcTDsc1jx8+PDFixdybnD58uWNGzdee20Tj3TLkNM7kdCSl3oOvtJqA9YSYE+fPr17926WXGw9FkIqcvbsWfLmNHr0aCxEVZHG8vL7O3YocksdCwu7l5Oc2tVUU5O7ZYsScbHmzJkzjY2NADBmzBg59QRI1Xg/BiwhIaGoqAgAhgwZokG93Xv27El+LzABxn1MMSvv+x8SKhoIER4eLr8+DLGuoaHhxo0bAGBhYcG/f3ycAcYRubm5ZKHOBBh5Az1//rx6HhGpHxkABpgAe8na2trOzg4AMjIyyDcspFLp6ekAYGhoyJ1noFgs3r9/PyuvtKNHj16zZo3y1+G4mJgYMsgNy7/oIl0QGxsb+XRiiXmTasvGjRuXL19eWFjY8odubm7z5s2DFt3128KUQfMbeaUFAExRq5Oym7MZGRkzZ840MzOzsbHp0aNHL7lYiRgh1cEBYGpQHBvbVF0t/zZCicRq0CD/HTskJiaKX7ng5EkZB2ZmYsMBjvDz8yPnjC5fvlxZWUk7HPYx/Q/feOMNupF0iL6+vrOzMwA8ePCgvr6edjhIHu0ZAEZMnjyZ9abzIpFo3bp17F4TtSslJYUM0Rk0aBD/TqK0nAFGNxItp/4KMAsLC9IO7tGjRzxrqYQY2ALxdeRpX19fj2enVK2wsJDUZ/Tu3ZtT757m5uaxsbG+vr7KXGTGjBkHDx4kXen47fjx42TB+1o3juvevTtZ8OktuxP7KoMHD05MTDQzM4uOjmY6NLSFTMbiPVIBJhAIsAJMnZR6V7t27Zqfn9++ffvKy8vZCgghis6cOQMAIpGIxSp79IonZ8/Kv4H3V1+NzcgY9OefZn36dOjK9SUlL2h3h5dKpWTLWCKRjBw5km4wWk4kEpFMdkNDw7lz52iHwzKZTHbo0CEAEAqFmpUAg5ddEJuampjdQ8RBtbW1Fy5cAABTU9PAwEDa4agDmRuh+M6IIqMmFi1ahCf71I/H/Q8BwMHBgXQpwAowushbmJWVlbm5udoelOmCSGZpIP7BBNjrmDFgWtIaiyIud+Xq2rXrpUuXpk+f3on7CoXCtWvX7t2718DAgPXAuKauro588zUyMho2bBjtcLQaqQCDFr1teaBDKWQ7O7vIyMhLly5ZWloePnyYFIGxeH0NVVdXR+bIOjk5mZqa0g5Hiyg1+3HlypXkfGVYWNjYsWO7dOmiDU9WxFfp6enkLO2AAQMsLS1ph8NP0qamksuX5d+mMjs7/+BBABAZGDh0sIiqODbWvL25miqVmJhYUlICAEOHDsU3M+rGjBmzZ88eAIiJiZk8eTLtcNh07do1svUZEBDg4OBAO5yO8fDwIH0ps7KyMDfAWXFxcbW1tQAQFhYmkUhoh6MmgYGB33777b/+9S9WrjZw4MAffviBlUuhDiGTOAEgKCiIbiSqoKura21tXVxcjAkwioqKisghaLWVfxEhISEbN24EgLi4uEWLFqnzoZF6kH1SoVDI+9GbivPx8SGLW7RPOvIelxNgAGBgYLBv374ZM2asWrVK8XLAESNGbNiwoX///iqNjTtiY2Orq6sBYOTIkbq6urTD0WrMOQY+JcAU3OMSCoVLly795ptvjIyMCgsL//3vf+/Zs4d05pTPzMxM6Ri57s6dO01NTQDQp4Mn/pGSlEqAJSUlAcD06dP37dvHUjwIUYP9D9Wg5tGjppoa+bd5uGcPWejZ2nY0AVZBe9YgMzJn3LhxdCNBADBmzBiRSNTc3Hzy5EmZTManwX5M/8MpU6bQjaQTmJE8OByUy7St/yHjn//8Z2ZmZmRkpJLXsbW1PXTokL6+PitRoQ65evUqAEgkEiXbJXFW165di4uLq6urX7x4oQ07BRzEVDD36NFDnY87dOhQiUTS2Nh4/vx5nn2wQQAgk8ny8vIAwM7ODneuGUwFWEpKCt1IeI/jCTBi0qRJ48eP37179969ey9evCh/MlxYWBjp8aM9cBwDd/CyAszV1bXd25iYmBw+fDg0NLSqquqTTz7ZtGlTTXt7gB26vqZjXmkxAaZmSiXAxGIxaNr0EYTawnw2wgSY6tT+7zBM9q9fUKDS67cLE2CcYmFh4e/vf+XKlaKiolu3bjHfn3ng8OHDACAQCDTxLZiZCYqzHLiMJMAEAsHo0aNpx6Jumzdvlkgkmzdv7vQVPDw8jh07xsxqQuqUm5v75MkTAPD19eVrsyNHR8ebN28CQH5+PibAqMjNzSULNzc3dT6usbHxgAEDrl69WlxcnJmZ6enpqc5HR6pWXFxMaq+x/2FL7u7uRkZGVVVVWAGmaunp6WTB8Q4NYrE4IiIiIiLi+fPnp0+fvnXr1sOHD8vLy8Visampqbu7u6en5+zZs+vr669du1ZbW6tVp5HIdoRQKNS2E2wcxMsZYHZ2do6OjnKaEOjq6h45ciQkJCQtLe3NN98kvf4U5+fnp3SMXMe80vbu3ZtuJNpGqRlgpK9IAe0dZ4SUV1NTc+nSJQAwMzPThtdcWtot/1L2+tXVKr2+fPn5+WlpaQDg7u6u5hPBqC1jx44lC9Jzjx9SU1Pv3bsHAP3799fELRKmAgwTYJyVk5NDnmM+Pj729va0w1E3sVj8yy+/kDRYJ+4+duzYxMRENTdGQwx+DwAjmNwq6d2N1I/Z0FH/b3poaChZ4Bgw/sEBYK0SCoWkIKmsrIxUyCFVaG5uvnPnDgDY2NhYW1vTDkch5ubmM2bM+Prrr6OiomJiYo4dO7Z79+7PP/986tSpJP1TUVHBVERpg7S0NPI7MmDAAFtbW9rhaDsbGxtyEotPFWAAMHHiRDl/GhERERISEhsbGxAQ0NHsFwBMmjRJidA0A9kzBKwAUzulEmBffvmlRCL55ptv+JTQRtrp0qVLdXV1ADBixAhS2ohUQaDiMYGqvr58pM8eYMMBLuFlAkyj+x8CgJWVVZcuXQAgJydHKpXSDge1Qmv7H7b09ttv37p1q0Nfw+zt7ffu3XvixAmcAUmRNiTAHB0dyQLHgNHCtEDEBBhiESbA2sJ0cUhNTaUbCY/dvXuX7Idwuf+h4mbOnEkWUVFRdCNRp+PHj5MFbkdwgUAgIEVgxcXFivcA5D75CbC3334bAD7++GNS0NwhHh4ePXv27HxkGoK0QNTV1cVD82qm1EZ/ZWXlokWLfv3114EDBy5fvtzOzk7+7efPn6/MwyGkOjgATD0kxsaqvb6JiUqvLx/2P+Sgvn372tvbFxYWJiYmlpWVWVhY0I6IBZqeAAMADw+PkpKS6urq/Px8Z2dn2uGgVzEJYyaFrJ169ep1+PDhhISELVu2xMTElJWVtXozoVBIUrkhISHMhguihUmABQYG0o1EdbACjDqKCbBBgwbp6enV1dVdvHhRKpUKhUqdZ0WcggmwtrRMgE2YMIFuMHylKf0PFRQeHm5sbFxZWRkTE6M98zKZcrfw8HC6kSCie/fuGRkZMpnswYMHvOl3Fxwc7ObmxvSCbklPT49UNcXGxpKj4a/47rvv1qxZ09aVFy5cyGKc3FRaWlpUVAQAvXr16lyvEdRpSiXAmANoZWVlq1atavf2mABDnHXq1CmyGDlyJN1I+M1QxV/nDOntpNfW1pKjuCYmJkOGDKEVBnoFmWD022+/NTc3nz59mgd70xkZGaRzoLe3t+YeGvLw8Lh8+TIAZGVlYQKMa6qrq0lPYHNz84CAANrh0Dd48ODBgwc3NTVdunQpMTExOzu7oqKivr7exMTE2dnZ29s7MDDQ29u7pqbm0KFDvEm0a6jnz59nZWUBgLu7u42NDe1wVIWpAMMEGBUymYzs+9jZ2Rmr+GjX6/T19QcNGhQXF1dWVpaamtq/f381B4BUh2mThQmwV2AFmBqQogTgSwWYvr7+pEmTdu/eXV9ff+jQoQULFtCOSOWePn2alJQEAI6Ojj4+PrTDQQAtxoDxKQEmkUjWrl07ffr01/+IefMyaeNgup6eXluXdXJyeu+999gIkNOw/yFFeGQMIcjPzyfbJZ6enk5OTrTD4TM9a2v99kpFlWHWr5/qLi7fuXPnSGH76NGjdXR0aIWBXsezLog8KP8CgF69epEFjgHjoNjYWNIDZ+TIkdgTmCEWi0NDQ1etWvXHH38cPnw4JiZm3759GzZsmD17touLy5tvvgkAtbW1f/75J+1ItVpCQgKpxuNx/0NoUQGGLRCpePz4MWnsQ2vUX0hICFlgF0SewQqwtnh7e5MPJJgAUx2eJcBA+7ognjx5knwEGj9+vEAgoB0OAvjfBBjdSNj15ptv+vn5vf7zrKwsgVyfffZZW9f8z3/+Iyc9xhtMAow3r7QaRKkE2IMOYitohNjFDDvB/ocqJxDYhoWp7vK2w4er7uLyYf9DzgoLCyMpyVOnTjU3N9MOR1lMAmzq1Kl0I1GGh4cHWZDDB4hTcABYJyxevJgsIiMj6Uai5bRhABgAODg4kMZ3mACjgmL/Q4LpwhIXF0clAKQiJAEmFAqZKk9E6Ovrk7YHDx8+fP78Oe1w+IkkwIRCoaenJ+1Y2BEWFkZqwWNjYwsKCmiHo3JM/0McAMYdLi4uZMGz/XCBQLB7925zc3O2Ljh9+vQ5c+awdTUu499RAw2iVAKsWwexFDNCLMMBYOpkM2KEiq4s6d7dgN7XRbJlLBQKR48eTSsG1CoTExOyE1paWnr9+nXa4SglNzeXHBrq0aOHRndRwAowLiPviQKBAHsCK27w4MHkVzI9Pf3q1au0w9Fe8fHxZBEUFEQ3EpXS0dGxtrYGbIFICfUEmL+/P2m9eOnSpcbGRioxINbJZLK8vDwAcHBw0NXVpR0O55AuiDKZjDk+j1hUU1Nz//59AHBxcTE0NKQdDjvEYjE5LyiVSg8cOEA7HNVqaGg4e/YsAOjr6w8bNox2OOj/x9cKMADo0aNHdHQ0K81C+vbtu2PHDi0pW2QSYNgCUf2wBSLSdk1NTaR/iJ6e3tChQ2mHw39WAQGGLz8HsOunGzemTZuWnZ2tiovLl5qaSr6y+vv7kz0pxClMF0SmtEVD/fXXX2Sh0eVfAODk5GRgYABYAcY9mZmZZAekf//+dqrsWMs/ixYtIgssAqOloaHh5s2bAGBpadmzZ0/a4agW6YJYXV2NxRDqRz0BJhaLSYq3qqrqxo0bVGJArCsqKiL9h/HccKuYmUbYBVEVMjIySPc8nhUlaE8XxAsXLlRWVgJAWFgY+ZKFuICpACNfr3gmLCzst99+U/LEho+Pz4kTJ3iTd5dPKpXeuXMHACwtLfGLtvphAgxpu8TExBcvXgBAcHCwvr4+7XD4TyAS9Vq+nPXLFjQ2nq6oOHDggKen57Rp08hwcrVhGg5g/0NuYhJgTKdKDcWPAWAAIBQKSSubp0+fPnv2jHY46P9hRuUxvzVIQfPnzyc7Dvv27SOfK5Ca3bx5k0xmCgwM5P0xUqZDGnZBVL+cnByyIG9kVOAYMP7BAWDykQowALh16xbdSHiJr125AgMDSQlOUlIS89LNS9j/kJuMjIysrKyAjxVgxJw5c+Li4mxtbTt39/Hjx1+6dMnBwYHdqDgrNze3uroasPyLko6VK+7evfvPP/8cN27cBx98AADvvfdeh+7+888/d+j2CKkB9j9UP7tRo8z79XuekiL/ZnVPnhx3dVXwmrKxY4327SsvLyctDo4cOTJjxowvv/yyu2qqzV7BpFXwEyc3eXp6uri43L9/Pzk5ubCw0N7ennZEnZGfn0+KG7p169avXz/a4SirV69e5AxvVlYWv6f1aBYcANZpZmZmkydP3rNnT21t7d69e9955x3aEWkdLRkARpAKMAB4/PgxfotWM1IBJhAIXBX+mMo6JgEWFxf36aef0goDsYjZHsUEWKuYj75YAaYKTALMy8uLbiTsEggEM2bM+PrrrwFg3759n3/+Oe2IVIUkwAQCAZ5g4xoXF5fS0tLKysrS0lKSDOOZQYMGJSUlffzxx9HR0TKZTMF7WVtbr169etmyZbw/stYSX48aaIqOJcDeeeedqqqqs2fPLlmyRE9P75dffunQ3TEBhjgIE2AUCAT9f/jh8qRJDSydkXeaMSN87dppa9d+++23P/30U01NTWNj4+7du6Ojo+fPn7969WqV1heXlJQkJSUBgKOjI25Ccdbo0aM3b94sk8lOnz4dERFBO5z2PX36ND8/v7KyUl9f39TU1MXF5a+//iKfKadOncqDT4oeHh5kkZmZqQ271RqhurqajFCysLDw8/OjHY7mWbx48Z49ewBg69atmABTP+1MgGEFmJpJpVKSqOjatSvF1hH9+vUzNzd//vx5QkJCbW0tNrHgAawAk69Lly729vaFhYUZGRkNDQ06Ojq0I+KV9PR0suDftuzMmTNJAiwqKoqvCbD09CdMUTYAACAASURBVHTyxuTr66s9xTSaonv37mSz6P79+7xMgAGAo6NjVFTU8uXLP//88zNnzjQ1Ncm5sbW19bJly5YvX06mmWoVTIDR1bEEWHh4eFRUVGhoqJ6eHgCYmpqqJiqE1OTZs2ekoqJr166enp60w9EiBo6OA7dsuTpnjlTp2d0Wvr7eX3wBAJaWluvXr//oo482btz4448/1tXVNTQ0bNu27c8//1y0aNGqVatsbGyUfKzMzMwLFy5kZ2eXlpY2NDTo6+vb2dk9e/aM9EwfN24cD9ISfDV27NjNmzcDQExMDGcTYNXV1WfOnDl69GhMTExJSUnLPxKLxcz2lqb3PyR69epFFjgGjJZ79+5lZ2cXFRU1NzeLRCJbW9u8vLz6+noAGDVqlEgkoh2g5gkODvb09Lxz505aWtr169cHDhxIOyItIpPJrly5AgC6uroDBgygHY7KMS0QHz9+TDcSbfPo0SPyOklrABghEomCg4OPHDlSV1eXmJjIFIQhzfXo0SOywARYW/r27VtYWNjQ0JCZmcmMBEOsINuyurq6bm5utGNhmbe3t5eXV3p6elZWVkpKCg+6aLwO+x9yGTMG7MGDB/w+X+jr63vy5MmysrJhw4aRlxQjI6OqqiqJRGJsbFxWVgYAo0aNiomJEQq1dBhTWloaWeC5eSo6lgDbu3fv9u3bmZmKOOEAabozZ86Q1MXo0aNpx6J1LAYO7Pf996krVjTX1XX+Iv37D9y6VdjiDGCXLl3Wr1//7rvvfvfdd1u3bq2vr6+pqdm0adNvv/327rvvrly50szMrKOPkpeX98svvxw5ckR+6/D6+vrKykotPMmiEUJDQw0MDGpqas6cOdPY2CiRSGhH9D9qamp+/PHHDRs2lJeXt3qDpqYmMtkYAL744ov169dr+vc3pgIME2BqdunSpSNHjhw9elTONOZu3brJZDLM6HfCggULli9fDgCRkZGYAFOnu3fvPn36FAB8fX3JQT1+a9kCkW4k2oYLA8CIkJCQI0eOAEBcXBwmwHgAK8Da1bdvXzKpNDU1FRNgLCotLS0uLgYAT09PsbhjO4QaYebMmaRVbFRUlKZ/gWoVJsC4jBnJwdcxYK+wsLB48uQJAOjr6z9//py8pJSXl1tYWEil0nv37mlt9gteHjUQCoVYfUFFh595TPYLIR7A/od02Y8dG7hvn15nC7Oc3nxz0J49Oubmr/+Ro6Pjjz/+mJ2dvWTJElLHUFVVtWHDBicnp5UrV1ZUVCj4EGVlZStWrOjZs+c333zT7uDc33//3c3N7eeff25UuqwNsU5fXz84OBgAKioqmDZZHHHo0KEePXqsWrWqrezXK86cOTNgwIB58+Yp/kzmoB49epAPxJmZmbRj0RZXr14dMmRIcHDwDz/8ICf7BQBff/11YGDg5cuX1RYbb8yfP19XVxcAoqKiNPo3VONoVf9DaFEBhi0Q1YwMAAPaFWAAEBoaShaxsbF0I0GsIAkwkUjE/HajVzBJLxwDxi6mKIGvXbneeustcqhrz5495PQznzx79iwxMREA7Ozs+vfvTzsc9CptS4Dl5eWRTjY+Pj5MQt3U1JQcfr13715paSnN+Oiprq4mX8BdXFyMjIxoh6ONtDf1ipBMJjt79iwAiEQi5jskUjMzb++hR486TZsm6Ei7LYOuXfv/8IPP+vVCuf3fnZ2dt27devv27Tlz5pCTJpWVlRs2bHB1dd2wYUNtba38R4mPj+/Vq9d3331Xp3CN2tOnT99//31/f/+8vDwF74LUhpkJ/Pfff9ONhCGTyTZs2PDmm28WFBR06I5SqXTXrl0DBw7Mzs5WUWyqpqurS844P3z4sKamhnY4PFddXT179uzBgweTEV+KSExMHDp06LRp05jSQ6QIS0vLyZMnA0BVVdW+fftoh6NFtC0B5uDgQD7YYAWYmnEnAda7d29bW1sAuHbtGr5QazqpVEq+Ozg4OHCtSwF39O3blywwAcYu3o+lcXZ2HjRoEAAUFhby73TXyZMnm5ubAWD8+PHYvIGDmASY/NOHvJGcnEwWvr6+LX8eEBAAADKZ7Nq1axTC4oCMjAySgMf+h7SwlgB7+vTp3bt3s+Ri67EQYsXt27cLCwsBwN/f38LCgnY42ku3Sxefr78OjomxHztW1F7bIkMnp96rVoWcPeswYYKC1+/Vq9euXbtu3br15ptvkg+FpaWlK1eu7Nat24YNG9pKbv3222/Dhw8n/ZQ6KiUlxc/Pj2tlRmjcuHFkcfLkSbqREFKpdPbs2StXruz0UcScnJzBgweTQYaaiIwBk0qlzH4iUoX8/PygoKA9e/bIZLKO3vfAgQOBgYFa8oWNLYsXLyaLyMhIupFoFfKeKxAIyCYX70kkEjLZFCvA1Iw7CTCBQDBs2DAAaGpqUvxwA+KmwsJCMlsO+x/K4ebmRlrNp6amduIjDWoL7xNgADBz5kyyiIqKohsJ65gvttj/kJucnZ1JIZSWVIAxCbBX2o36+/uThdYmwHhfa8t9yibAMjIyZs6caWZmZmNj06NHj15ysRIxQmw5deoUWWD/Qy4wdnPz/emnUTduDPz1V6fp08379tWzsZGYmkrMzIxcXKyDgz3+9a9hf/8dGhfnsnCh/MKvVnl5ee3fvz8xMZH5aPj06dOVK1f27Nlz27ZtTU1NLW+8ffv2hQsXNjQ0dPqvU1xcHBYWdv369U5fAbGue/fupPQ+IyODGbRA0WeffbZ3714lL/Ls2bOJEycWFRWxEpKa4RgwNbh//76fn58yZ6XT09P9/f01t9ZQ/UJCQsjO+I0bN5gvgUilSktLyVO0R48e1tbWtMNREzIGrKamhswVR+pBEmBCoZA5000RM/orLi6ObiRISTgATBFCoZAcnH/x4sWjR49oh8Mf2pAAmz59OklC7N+/X5nv+FzT2Nh45swZANDX1x8+fDjtcFArxGIx+cCWl5dHavX4jfnu80pDTiYBRjp2aiFteKXlOKUSYNeuXfPz89u3b5+CY0sQ4hQcAMZBIn1925EjfdatCzp4MOzKldHJyaNv3gw5e9b/t9/c333XWOl5435+fsePH09ISGCaXubl5S1dutTd3X3btm3kE8mlS5feffddZf8mALW1tZMmTSJVhogjuNMFMSoqav369axcqqCgYPLkyeTgsGZhEmA4BkxFKisrJ06cSAYRK6O0tHTChAnPnz9nJSreEwgECxcuJOvt27fTDUZLXLlyhVQDaEn/QwLHgKlfY2Mj2Xbv1q0bmfZHF44B4w0mAcaFxCqXYRdE1kml0jt37gCAubm5vb097XBUpUuXLiNGjACA58+fk4wRP1y6dOnFixcAEBoaamhoSDsc1Drywt7Y2KgNbatJAkxHR6d3794tf+7l5WViYgIASUlJ/BvFpwhMgFGnVAJs5cqVZG5HWFjYDz/88Oeff0bJxVLMCLGgurqadMsxNzcfMGAA7XCQWgUGBp4/f/7y5ctDhw4lP3n48OHSpUu9vb1/+eWXqVOnsnUurLCwcNq0adijgzuYBFhMTAzFMF68ePH++++z+MS4du3aTz/9xNbV1IYpDccKMBWZM2dOeno6K5fKycmZMWMGvpopaP78+WSIy59//omzedRA2waAEeRAMeAYMDV68OBBY2MjcKD/IeHm5ubs7AwAKSkpWAio0ZgEGPkPRW3x8fEhC0yAseXhw4dVVVWgBXuyvOyCeOLECbLA/odc5uLiQha87yr/5MkT0pmmT58+Ov/btEkkEpGasPLycu387k++levr67u6utKORUsplQBLSkoCgOnTp585c+bDDz986623ZsjFUswIsSAuLo4UTIwcOVIkEtEOB1EQFBR08eLFs2fPMvM5MzMz33vvvZKSEjn3CgwMPHbs2N27d2tqam7fvr1jxw7531QTEhL279/PZtxICUOHDjU1NQWA8+fP19bW0gpj/fr1z549k3ODjj7NAGDt2rUat/nFJMCwAkwVTpw4cfToURYveObMmb/++ovFC/KYjY3NxIkTAaCysvLAgQO0w+E/LU+AYQWY2nBnABiDdEGUSqUXL16kHQvqPKahH7ZAlI+pALt16xbdSHhDe4oSJk+erK+vDwBHjhwhOT8eYAaAjRkzhm4kSA6mtJf3Y8Bu3LhBFq/0PyQCAgLIQgvHgBUVFZFtRi8vL9x/pkWpBBjpovvGG2+wFAxC6oP9DxExYsSI69evHzt2jDlRKMeKFSsSEhLCw8PFYnFKSoqDg8OCBQsyMzPlH7n65JNPNLE9HS9JJBLSL6i2tpbWVlFxcfGmTZvk3KBzT7MXL15s3LiR7WBVy8zMzNbWFgBycnK0oSW6OjU3N3/yySfyb9OJPOvKlSv5NDhBpRYvXkwWkZGRdCPhvfr6+ps3bwKAlZVVD6VbJWsQpgUiVoCpDWcTYIBjwDQcsyuKCTD5vL29yR4UVoCxRXsSYMbGxuTLVE1NzbFjx2iHw4KsrCzyrtS3b18sHuUy7UmAtTUAjGDGgGlhAiwtLY0seP9Ky2VKJcCCgoIAoKCggKVgEFIfJgFGmkEjbSYQCMLDw5OTk5n+eK1yd3dfs2aNVCqdMWNG9+7dBw8ebGtru27dOn19/Z07d5J9/FY9ePDg8OHDKggcdQb1MWBHjx6VU3zW6acZaGZDDzIGrK6uDoeZs+uvv/6S3/ywc3nW+/fv79mzh+1g+SksLIw0uEhMTMR9OpW6ceNGXV0dAAwePFggENAOR32wBaL6cTABxnyRwTFgGo20QBSLxczvNWqVnp5ez549AeDRo0c4mpQV2pMAA951QTx+/DhZhIeH040EycckwHjfAjElJYUsWk2ABQYGkkViYqL6YuIGrXql5SylEmBffvmlRCL55ptveP9rjHjm4cOH5Bust7c3c34WaTmhUCi/D1tERISOjs7OnTujo6PJTxoaGj777LO4uDhLS0v5nzuPHDnCZqxICePGjSM7pCdOnGisrKzIzCxJSChJSHiemlpfWqqGAORnQ5V5mj148IA5W6QpsAuiisjvVahMnhW7ICpIIBBERESQ9Y4dO+gGw2/a2f8QWlSAYQtEtcnJySEL7iTA7O3tSeHjnTt3njx5Qjsc1BlSqZT8Fnft2pXMj0RykC6IMpkMuyCygmzLCgQCT09P2rGo3Lhx4ywsLADg9OnTpWr53qdSOABMUzAzwHhfAUZaMojF4lbTPNbW1qRUMT09nTdtSBXEJMD69OlDNxJtplQCrLKyctGiRU+ePBk4cODXX3+9sz0sxYyQspjKD+x/iBgpKSnyP5GQbwXMB01CJpORI7f9+vWTc9+YmBjsgsgRtjY247285ltYrGhsPNW378Xx4xPnzk2cOzd+ypQz/v5n/P1vrVpVHBsrVc3/V01NjfwmRco8zV6/I/eRCjAA0M5ZuCpSX1/PVDm3Spk86/nz5ysrK9kMl78WLlxItjJ3795dU1NDOxze0toEmL29PZkigBVgakPOz0kkEk41myK9nWUy2YULF2jHgjqjoKCAtBfG/oeKYLrWY3W18urr68nLmpOTk5mZGe1wVE5HR2fy5MkA0NjYqOknup4/f37lyhUAsLa2HjBgAO1wkDw2NjZGRkbA9wqw0tJScpijd+/eenp6rd6GjAFrbm5mpoVpCeaYspeXF91ItJlYmTuTT9sAUFZWtmrVqnZvP3/+fGUeDiG24AAw9Lp2dw0uX76cm5v7esNiKysrACgrK5Nz38rKyps3bzJF34iW4ri4zG++WVxdDW18x6svLc2Ljs6Ljta1tOzx/vtOM2cKxUq9Ub4iOztbfipUmacZtPhopSmwAkwVLl++LD9HJSfPGhISIj/PWl9fHxcXN2HCBFZC5TdbW9tx48YdOXKkvLz8wIED8+bNox0RD8lksqtXrwKArq5uq+1WeEwikVhbWxcVFWECTD3q6+vJP3X37t05VaYTEhKyZcsWAIiLi5sxYwbtcFCHkf6HgAkwxZAKMADACjDlZWZmNjU1gTZ15Zo5cyapy4+Kilq2bBntcDrv77//Jv9348ePFwqVKmxAauDs7JyRkVFcXFxdXW1oaEg7HJUg5V/QRv9Dwt/fn5y/TExMHDZsmHoCo66pqYkc9rW1tbW2tqYdjvbCF0qkdRobG0kFhoGBAZljhxAoUICycePG5cuXFxYWtvyhm5sb2dNsd6BUdna2khEiZdQ8fnxl1qykRYsqX/Yvkq/+2bPbq1dfGDXqGaszWtuddKXk04zZQ9EUmABThYyMDPk3uHz58saNGzudZ71z544y4WmVJUuWkEVkZCTdSPgqJyenpKQEAAYMGNDWaVMeI10Qa2pqnj17RjsW/rt3715zczNwqf8hERISQno7nz9/nnYsqDOYD2+cqizkLCYBxgybQZ3GzIvVnqKEYcOG2dvbA0B8fLxGNxA+efIkWYwbN45uJEgRTBdEjfu2rjjmNVnOYUp/f3+yeP17KI/dvXuXjCvWnqMG3KRUAuxBB7EVNELKuHr1akVFBQAEBwdr4V4Jaksn+oAPHjw4MTHRzMwsOjqaacHUFrJDh6goS06OnzKlE6ms6ocPr86Z82DXLrYi6US36w49zTSuN52Dg4OxsTFgC0RWvZJAfZ2SeVYsN1HcqFGjyIZmQkJCu4lJ1Ala2/+Q6Nq1K1ngb6UakEZhwL0EWJcuXciWyr1799o9Z4M4CCvAOqRLly4ODg4AkJmZSVpHok7TwgSYSCSaNm0aAEil0n379tEOp5OamppOnToFALq6umFhYbTDQe3r3r07WfC4C2JycjJZyKkA69+/v46ODmhZAoxp0oMJMLqUSoB166COXj8nJ2fCa+Q3dmhubo6Ojl68ePGUKVPee+89MjQFoZaw/yFqFTmUoSA7O7vIyMhLly5ZWloePnxYkcZWtbW1SkSHOq/o1Kmrs2bVd3bQsay5Of3LLzO/+YaVYMi8FgV14mnWoetzgUAg6NmzJwCUlZUVFxfTDocnqqurO3qXDuVZtW1qsTKEQuGCBQvIGovAVIEMwAAA7WwyTCrAAECjj7FrCs4mwAAgJCSELOTPGUXchAmwjiJFYA0NDViSrqTbt2+ThVZty86cOZMsoqKi6EbSaVeuXCENG4KDg8lRQsRxTAUYjytDSAJMJBIxdbqv09PTI3Mci4qKtOfIDnPUQKteaTlIqQRYampqSkrKvXv32IrmFeXl5R29y88//7xnz55nz5516dIlPz//v//9L1MajBCBCTDUKgMDA0VuJhQK33777ZycnEWLFj158mTOnDlTpkyRP9WJ4GuvZ44rT09PWb5c2tio5HVyt259xMYhQQXnS3f6aWZubq50jOrGdEHEIjC2kIN1CupEnlVXV1eJ6LTOggULSGZ69+7dHTppgRRB8rUCgQArwOhGog24nABjJnPj6U9NhAmwjmJ2V1NTU+lGoulIAkwikXh4eNCORX38/Pzc3NwAICUlRUN7sB8/fpwsxo8fTzcSpCCmAoyvCbAXL16Q4raePXvK3/gKCAggC+0pAsMKMI5QKgHWr1+//v37f/HFF2xF8wqSAJs3b97hFvbu3dvW7bOyss6fP29mZrZ58+YtW7b83//9n0Ag2LVrl8a1hEKqU1paSlrTduvWTas+56F22djYtHsbExOTs2fPbt68GQA++eQTd3f3P//8UyaTKXJ9W1tbZUNEHVRfUpK0ZEkzS7V36atXl12/3rn7FhYWHjhw4B//+MeKFSvavbEyTzPydU6zMC/FmABji6WlpSI363SelYwKQwrq2rXr2LFjAaCsrOzgwYO0w+GV0tJSMl+zZ8+e2vm0xAowdcp5OUO0R48edCN5XXBwMEm04xgwTUQSYGKxmElpI/kwAcaKFy9ekMMTPXv27NDZKR6YNWsWWWhoERgmwDQO7xNgycnJZL/C19dX/i2ZMWCJiYkqD4sbSAJMJBJ5enrSjkWrKZUAI82XyTglVSBXNjU1FbUgFLYZ86VLlwBgwoQJZKN5wIABAQEBtbW1THcUhE6fPi2VSgHLv9Br2n030tXVPXLkSGhoaFpamq+v7/r162tqahS/PlPmgtQm87vv6ljqqicDkDY23vrsM1lzsyK3b2pqysjI2LZt29y5c52dnR0cHKZNm7Zp06Z2hwAp+TRjPlBqEEyAsU6RzVll8qwc3PzluMWLF5MFdkFkV0JCAnnSamf5F2AFmHqRCjBdXV0OZilMTU3JyI3CwkImUYc0QnNzM0lgOzo6isVi2uFoBkyAseL27dvkPVQLixKYLoh79+5V8NMvd9y7d4+c/vH29mbSKojjeD8D7ObNm2TRr18/+bfUtgqwyspK0uyxR48e+vr6tMPRakolwD788EMAOH369K1bt1iK53+QCjATExMFb08OT/Xp04f5ydChQwFAQ+uakSpg/0PUlnafEhERESEhIbGxsQEBAR3dXLC2tpbTChmpQkV29uPDhxW8sc/atSPlfgITAABAVW5u3oEDbd2mqqrq3Llzq1evDg8Pt7Ky8vLyWrp06e7du/Py8lreTH6zTWWeZkKhcMKECR26CxcwuWF8s2bL0KFD5ZwWAqXzrOTDFVLc2LFjnZycAODixYv4PGcRM69OaxNgWAGmNtXV1YWFhQDg6urKzXGb2AVRQxUUFDQ2NgL2P+wIV1dXskd069YtjctecId2DgAjPDw8yKGBe/fuJSUl0Q6nY44dO0YWWP6lQYyMjLp06QL8rQAjfbZAgQowV1dXa2trALh586YirUc0XVpamtYeNeAapQ4Zubi4DBky5PLly0OHDv3ggw9cXV3l337+/Pkduj5JgJmamip4ezL1vWXCjPQ0Kyoq6tDjIr6SyWTnzp0DALFYzHxLRIhwdXXt3bu3nAKdt99+GwA+/vjj2o631AsPD+fmdgmPZf/3vwpWa+lYWNiNHSttaFDkxjmbNjlOnSp8eUS3sLAwISEhPj4+ISEhJSWFFJi+QiwW+/j4DB482NfXd9iwYSkpKZMmTWrr+so8zfz9/W1tbauqqjp6R7rc3NwkEkljYyMmBthiY2MzcOBAOafqmDzr+PHjO/pM8/HxwdOmHSUSiebPn//VV18BwG+//fbtt9/SjognMAFmb28vEomam5uxAkzVcnNzyf4FZ0tgQ0JCNmzYAABxcXHLli2jHQ5SFLMZigkwxQkEgj59+sTHx7948eLhw4f4saRzmASYl5cX3UiomDlzZnJyMgBERUVpVguNEydOkAUmwDSLi4tLSUlJVVVVSUkJSYbxCakAEwgEPj4+7d7Yz8/vxIkT9fX1aWlpAwcOVH10NGnzUQOuUSoBNmXKFLKoqKhYs2ZNu7fvaAKMtEC8cOHCxo0by8rKnJycZs+eTU5qtIpMZa+oqGBm7ZBkWIfONSMeS01NJdnQQYMGKZ5YRdpj8uTJbSXA9PT0SHVpbGxsqycNv/vuOzkvg2+88QZbQSJFNFVVPb1wod2bCSUSiwEDen38scTEpL60VJEr1xUXJ+/fn1xVFR8fHx8f39YZLmNjY39//8GDBwcFBQ0ePLhltbu1tbWTk9MrZWGEkk8zps2aZpFIJC4uLtnZ2fn5+VVVVUZGRrQj4oNJkybJSYApk2fVxCpDLli0aNHatWubm5t///33NWvWkI+sSBn19fXky7aVlZW7uzvtcOgQi8U2NjaFhYX5+flYBqFSpP8hAHD2yTZkyBBdXd36+vrz589LpVL5dcCIO0gPG8AEWAf17ds3Pj4eAFJTUzEB1jnp6elkoZ3bsrNmzfr3v/8tlUqjo6M3btyoKWdVy8vLyTPf0tJSs/J2qHv37uTb2YMHD3iWAKuqqsrNzQUAd3d3RTZa/f39SR43MTERE2BIbTjdZppUgJ08eVIoFEql0tzc3K+++mr16tVtdRLr2rVrVlZWeno6czSP9MZtbq0IIDc39/vvv3/951988YWenh5rfwcamL9vTU1NJ/a2eOzo0aNkERwcTJ5dCLUUERGxadOmVucaMl9K22rKKud1w9vbe9CgQfiUU6eSM2farejy/uor5xkzBB3/thP5wQfbnj17/ee2trYBL/Xp04fZe2poaGj432A++eQTkoF4hTJPs169ek2cOLG8vLy5uVkqlWrW883NzS07O1smkyUnJytyagy1680331y3bl1lZeXrf6RMnlVPT2/GjBma9eziCBMTk9DQ0LNnzz579mzv3r14KkJ5iYmJpHGKv7+/6gYSc5+9vX1hYWFdXd3Dhw/Je0dzczP+krKO2b/o2rUrZ/95+/fvf/Xq1WfPniUmJvbu3Zt2OEghzABUGxsbzj61OIjZ8ElKSsLOLgBAPtHV1NTU1dUpeBfysmZkZGRmZqaFzz1DQ8NBgwYlJCQ8efLkxIkTw4YNox2RQg4dOkS+V4aFhWlc2w8tZ29vTxbp6ek9e/akGwy7rly5QhrheHt7K/JiwlSdxsfHz507V7XB0UYqTQGge/fuKnqlZVIA1dXV2pYC0NfX19HRUfDGSiXAVN291MPDo7y8PCIiIiAgoKys7Mcff0xLS9u+ffvPP//c6u39/f3PnTt3/PjxoUOHWllZ3b17d8uWLQDQ6mmOysrKVrv91tbWasrpj3Y1NTXRDoFbSP9DAAgODibN1hFqycTE5L333lu3bt3rf5SVlSUQCDp32dWrVzc3N7eaiUcqUnrpUru3qczOzj94EABEBgYOHekgMcDAgCTARCKRm5ubv7+/n59fYGAgM4sFAOT/j7/xxhs///zz6+WGyjzNPv/8c6lUyvRg1KyXOOZA/Z07dzw9PekGww+mpqbvvPMOaYf1CmXyrEuXLrW2ttasZxd3vPXWW2fPngWAnTt3hoeH0w5H4zH9DwcOHKjNz0k7OzuyyMvLIxsKMplMm/9BVISpAHN2dubsP29QUNDVq1cBIC4ujrOtGtErHj16RBb29vacfWpxEDNB9tatW/jvxlD8K2dBQQHZiu3Vq5fW7hpNnjyZ9Y2oZQAAIABJREFUfJbYv3+/pvRSPnXqFFmEhYXhM1+zdO3alSzu37/Ps/87Jsfj5eWlyF/Nx8eHVLkkJSXx7J/idWTKg5GRkZ2dnar/slq469ihripKJcBUXae/ePFipqFTly5dVqxYsXDhwry8vMePHzOvHS35+fl5e3vfvn172bJl1tbWBQUFNjY2lZWVml7RhVhRU1Nz/fp1ALCwsCCH3xF63dKlS/ft23f//n22Ljh+/PihQ4eydTWkoOqXG1VyPNyzhyz0bG07lACzkUj+9c47/QMDAwICOtdMVSgUbt26dcyYMa0W6HTCokWLRowYwcqlqHBzcyOLuwr8xyEFvfPOO7t37y4sLHzl553Os1pZWb3//vtshKalRo0aZWtr++TJk8uXL9+/f9/FxYV2RJqNOcfm5+dHNxK6mAPFBQUF2jnHRT2YT4Zc/s0NCgoiIwbj4+OXLl1KOxykEKYndstzVKhdnp6eZIIs08cPdQgzeZdJJWqhiRMnrlq1qqGh4fjx4xs2bOD+tmFzczM50i2RSIKDg2mHgzrG2dmZLFodhaDR0tLSyELBjVZjY2N3d/fs7OyHDx+WlpZaWVmpMjqaHj9+zBw16PRBZ8QWTrdAfIWpqWnv3r1TUlLy8/NbTYAJBIJPP/10x44dV65cKSsrGzVqlJ+f31dffWVmZvb6jXv37s00xGvJ2tpa03um19bWksp3IyMjiURCOxyuiI+PJ9XiI0eOtLS0pB0O4ihzc/OjR48GBQWxUp7s6em5e/duY2Nj5S+FOqSxpER1FxcAfP7BB0YvczadExAQEB0dHR4ervwhnaCgoE2bNjGl3zU1NY2NjZo15nDAgAFk8fDhQ3Nzc7rB8Ia5ufnBgwdDQkIUb4Yjh46Ozl9//YUTSpQUERHx9ddfy2SygwcPtlptjBQkk8nIADA9Pb3g4GBtnqnm6upKFi9evCALkUjUVn0n6jQyqMnQ0JDLWxgjRowwMDCoqam5evWqiYkJb5qa8Bs5pyKRSDw9PfG/rEN69OiRkZFBJiBaWFjQDocy0v/c0NBQwWZQTDOn/v37a+1nb3Nz85EjR544caKysjIxMXHy5Mm0I2oH2ecEgCFDhuBnco3DJIcKCgp49ktHGtsIBIIhQ4Yo+FcLDAwkE4vu3r3L2emqyiN1+QDQt29f1f2na3MKoEPpGzUlwPLz8x8/fjxo0CAlr0M+2dTU1LR1AwMDg/fff585oXz69GlocTSyJR0dHQcHByXj4SbmW5lQKMSP0QzSdwgARo8ejf8sSA4vL6+oqKgJEyYo2Q7Cysrq2LFjrSbgkao1q7glurSmRvmXkTFjxuzYsWPJkiUN7Y0rk2Po0KFHjhzR19dnfiIQCAQCgWa9ynl6egoEAplMlpWVpVmRc1xAQMCuXbumT5/e6qyvDtm0aRMeNVXeokWLNmzYIJVK//jjjzVr1mjbVxQWZWVllZaWAsCAAQMMDAxoh0MTc6C4oKCALDTuLYD7KioqiouLAcDNzU0s5u75UQMDg8GDB589e7a8vDw1NVXLiyM1QlNTU35+PgA4OjoqPsQCEf369SO7runp6SEhIbTDoYxsASm+/3Pnzh2y8PHx0ea3jFmzZp04cQIAoqOjp06dSjucdsTExJBFeHi4Nv+vaahu3bqJxeKmpqaHDx/y6b+vpqaGpLK6devWpUsXBe8VEBDw+++/A0BSUhKPO8MzMy/69Omjuv90TAEoSNlSp8rKynXr1g0dOtTNza1baxwdHQ0MDJycnNauXduhKz98+HDr1q1Xrlxp+UMy41rxL7qpqakA4O3t3aGHRrxEsqECgWDkyJG0Y0FcN2bMmFOnTilzltDT0/Pq1avMuWykZgIV70+xdf158+adP3/e2tq6c3dfunTpuXPneHCCzNjYmBxJyc3N1do5BCry5ptvbtu2TZltNbFYvGnTJuymxQoXF5fhw4cDQHFxcat9CJCCmAFgmjK0Q3WYrhiPHz+mGwmPMe15uX9IOTQ0lCxiY2PpRoIUUVBQQD72YDFHJ/Tt25csyJ4P6pDbt2+ThZbvlU2YMMHIyAgATpw4QTYbuYzk6gBgfEe69yOOEIvFpNVtXl4en77wpqWlkb9O//79Fb9XQEAAWVy7dk0lYXEDvtJyilIJsPLy8kGDBn366aeXL1++d+/eo9Y8fvy4tra2ExfX1dU9efJky92BxsbGnJwcAHByclLkCvfv309MTDQ2Nvbx8elEAIhPcnNz7927BwB9+vRhpoUjJMfw4cOvXbvWuTeqSZMmXb161U25FnlIGRIVd3+SsNdgMCgo6ObNm2+99VaHyrddXFz27du3ZcsW3lSQeHh4AEBDQwOLE/gQsWjRonPnzil+Iq8lCwuLU6dO4egvFi1ZsoQsIiMj6Uai0TABxmDmBpE6EqQKGpQAY+pg4uLi6EaCFEFaawImwDoFE2Cd1tTUlJWVBQB2dnZaPhvC0NBw4sSJAFBXV3fo0CHa4cjz4MEDMvHOw8MD9xk0VPfu3aFF7S8/JCcnk0WHEmC9e/cmueekpCSpVKqSyDgAE2CcolQCbN26daSgr2/fvnPmzFm4cCGpzVr40vz58w0NDclPPv744w5d3M7OztHRMTMzk4x5BIA9e/aUl5e7uLiQc+JNTU3R0dGkrOcVTU1NCQkJX3zxRXNz86xZs3izP4g6jXmejB49mm4kSIO4ubklJydv2bJF8aSpj4/PqVOnDh8+jOM36DJ42RJKFYQSiQGrHXS7du36559/3rhxIzw8vN1KHVdX1//+97+ZmZnTp09nMQbqSAIMAMgXcsSuIUOG3L59++2331a8eZdYLF68ePHt27dJxRJiy8SJE21tbQHg7Nmz5GgO6oT4+HgAEAgEyvdX13T29vak2wlWgKkOOYIJmpAAGzBgAGm+HR8fX19fTzsc1A5mDhMmwDoBE2CdlpOTQ14fcE8WAGbOnEkWUVFRdCOR7/jx42QxYcIEupGgTiMJMGjx4s8DZCgvAPj6+ip+L5FINHDgQAAoLy/n69f/hoYG0hyya9euOKiSC5RKgB05cgQA5s2bl5KSsmvXru3bt5NGTNtf+v333y9evKinpxcTE8P8qivu3XffFQqFmzZtWrx48dy5cw8dOqSjo7Ns2TLyp9evX9+zZ88vv/xSVFTU8l4fffTR9OnTN2zYUF5ePm7cuHHjxinzd0T8wCTARo0aRTcSpFnEYvHSpUvv3r27devWsWPH6unptXozc3Pz2bNnHzp0KDk5GZ9jXGD+8iuxKph5ewtU0Fu5X79+x44dKykpiY6Onjt3rq+vr7W1taGhobm5uZub2+jRo9esWXP79u3c3Nx//OMf/BsUwSTAMjMz6UbCVzY2Nps3b1aklsvKyioiIiItLW3btm2tTlFFypBIJHPnzgUAmUxGet+jjiotLc3NzQUADw8PKysr2uFQJhKJSEr18ePHyk/7Q61iKsB69OhBN5J2iUSiIUOGAEBNTU1SUhLtcFA7sAJMGZaWlqQH7J07d+rq6miHo0mwKKGlkSNHks8S58+fJ+MeuYnpf4g7nJqLlwmwzlWAAYC/vz9ZJCYmshwTN2RmZpJZ73369KEdCwIAUGqKyaNHjwCg5SF0cgKxvLzc9GV7KF9f3wULFmzevPmjjz7av39/h67v6em5Zs2avXv35uTkCIXCfv36zZ49mzl55+zsbGZmZmZm9koqtaqqytTU1MPDY9SoUdj8EAFAQ0MDaQNiaGgYGBhIOxykeQwNDZcsWbJkyZKqqqorV67k5OSUlJTU19cbGhra2dn16tXL39+fy0PRtZBtWNg9lbUXs1XlHEETE5Np06ZNmzZNdQ/BTb169SILvh4B44i///6bLH777bdHjx5lZmY+ffq0srLS2Ni4S5cuHh4ew4cPDwoKwvG5KrVkyZJvv/1WJpPt2LHjiy++wEYFHXX58mWS6QkKCqIdCyc4OjoWFBTU1dWVlZVpeTMrFdGgFogAEBISQgoFYmNjSTIMcRYmwJTUt2/fx48fNzU13blzp6N7r9oME2AtSSSSqVOnbtmypbm5ef/+/dzs+11VVXXp0iUAsLCwwB0tzeXi4kIWvEmA1dfXk7Zwjo6OHe23zyTArl27tmDBAvaDow1fablGqR1bXV3d+vp6gUDA/MTMzCwvLy8nJ4cUMxKkEPLMmTOdeAgvL69169a1+kf29va7du16/edbt27txAMhHktISKiqqgKA0NBQXV1d2uEgDWZkZDRy5MiRqsx/IFaY9+una2VVX1qqiovbYEc4FWASYFgBpjrXrl0j+UUvL6+IiAja4WgvV1fXYcOGxcXFPXny5OTJk5MmTaIdkYbBAWCvIDUQAFBYWIgJMFUgCTATExNra2vasbSv5RiwL774gm4wSD4mAdaJZjkIAPr160fKYlJTUzEBpjjcln3FzJkzt2zZAgBRUVHcTICdPn2adK0cM2YMnrvVXPyrAEtLS2tsbISOl38BAJPK5WsFGL7Sco1SLRA9PT0B4ODBg8xPSMXVTz/91PJm5INdU1OTMo+FUKdh/0OEtI1AKHRSzYgsS39/o5dHtxCL7OzsyNgSTICpzh9//EEW8+fPpxoIgsWLF5NFpMpqVXkME2CvcHR0JIuCggK6kfDS8+fPy8rKQEPKvwDAx8eHtPO6evVqdXU17XCQPGSfRCKRKD5vGLXE9Pu5desW3Ug0C9mWFYlEzPkzLTdkyBBShXn16lXSY5lrmP6H48ePpxsJUgZTAXb//n26kbCl0/0PAcDa2trZ2RkAMjIyKioqWI6MA5gEGLZA5AilEmDz5s0DgO3bt8+ePTstLQ1eDpDcvXv3hx9+mJqamp6evn379v/+97/Q4tMJQmqGCTCEtJDbkiU6rM8aFQg8V65k+ZropZ49ewJARUXFK6M9ESsaGhpIJ2qxWDxr1iza4Wi7KVOmkD4hp06dIh3FkYJqa2vJl21ra2s3Nzfa4XBCywowupHwEhlgDpowAIwQCATDhg0DgIaGhitXrtAOB7WpqamJJK2dnZ2x83Dn9H059Dc1NZVuJBqkqqqKZF7d3Nz09fVph8MJAoGA6T8fHR1NN5jXSaVS0sNcLBbjjpZGs7a2NjIyAh5VgCmTAAOAgIAAAGhubr558yabYXEDyZJIJBKyy4GoUyoBtnjxYtJjYc+ePbGxsQAwZswY0sjlxx9/7Nevn7e39+LFiysrKwHgo48+YiNghDrmyZMn5ERY9+7dcaMEIe0hNjLqoVgLi7onT467up552YRaDvuxY83w/I7KYBdElTp+/PizZ88AYOTIkXjSnDodHZ05c+YAgFQq/f3332mHo0lu3LhBBkpj+ReDqQDDBJgqaNYAMKJlF0S6kSA58vPzSY8cHADWaS4uLmT2fGpqKpkNidqVnp5O/q2wK1dL5Cg/AOzZs4duJK9LSkoqLi4GgKCgIHNzc9rhIKWQF/zi4mIypUXTKZkAazkGjLWYuKGsrIyccfHw8NDR0aEdDgJQMgEmEoliYmL++c9/GhoaMj/ct2/fsmXLWh5iMjIy+umnn9544w1lHguhzjlz5gz5hDdmzBjasSCE1Krb7Nm2I0awdTVDJyfvr75i62rodR4eHmSBCTBVYPofkvJ9RN2SJUvIGN0dO3Y0NzfTDkdjYP/D12EFmEppYgIsNDSULMgRVcRNzAAwTIB1mkAgIK2lKioqeFNRoWpMVy4vLy+6kXBK3759e/fuDQCZmZmkboM7sP8hnzBjwJi3AM3V2NiYnp4OADY2Nvb29p24AqkAAz4mwHAAGAcplQADAD09ve+//768vHzJkiXkJ7q6ur/++mthYeGRI0d27twZExNTUFDw3nvvKR0qQp2B/Q8R0loCobDfDz+YsFFyLjY0HLh1q46ZmfKXQm1hKsCysrLoRsI/T58+PXXqFACYmpqGh4fTDgcBAPTs2XPIkCEA8PjxY9LZBimCSYAFBQXRjYQ7cAaYSmliAszDw8PBwQEAbty48eLFC9rhoNYxCRtMgCkDuyB2FNmwBtyWfc2MGTPIIioqim4krzh+/DhZ4Gd4HmDGgPEgZ5+RkVFXVwcAAwYM6NwV+vfvr6urCwD869jM5NHxlZY7lE2AESKRyMDAoOVPrK2tJ06cOG/evDFjxpiYmLDyKAh1lFQqPXfuHABIJBLSDR8hpFXEBgZ+27ebvCwt6hwdMzO/yEhjDRn+obmYCjBMgLFu7969jY2NADB9+nSc98AdixcvJovIyEi6kWgKmUxGviHr6+v369ePdjhcYWdnJxaLASvAVEMTE2Dwsgtic3Pz5cuXaceCWscMgMQEmDKYSfNk6gFqF9YltGXmzJmkNH/v3r3c6aiZn59P/stcXV01ZRQlkoOpAONBAkzJ/ocAoKurS17Dnz59yrOhyMwrbR+coMEZ7CTAEOKm5OTkp0+fAkBgYCAmYhHSTvr29oMPHLANC+vc3Y3d3YMOH7ZUYEIYUpKLiws5AoYtEFm3a9cussD+h5wydepUCwsLADh58mR+fj7tcDRAZmZmWVkZAAwcOBD76TNEIpGtrS0AFBYWcmfPjjdyc3MBwMLCgvy2agocA8Z92AKRFVgB1lGkAkxfX5+pREGEq6urn58fAOTl5THl5tQdP36cvLNPnDiRdiyIBZgAewUzBiwxMZGFmDgDjxpwEDsJMKlUmp6efuDAgS1btmzcuPG7775r+aePHz9m5VEQaktjY+O5c+c+/vjjcePGDRgwwN3d3dfXd8SIEUzvTex/iJA2ExsYDNi8uc9//qPbpYv8W7bcOBTp6bktWxZ08KChk5NKw0OEWCx2c3MDgIKCgvLyctrh8EdGRkZKSgoAuLm5DRo0iHY46P/R09ObM2cOADQ3N+/cuZN2OBoAB4C1hXRBbGhoePbsGe1YeKW4uJi8H2ncufsRL2eg4hgwzsIEGCu8vLwkEglgAkwxT548KSkpAYDevXuLRCLa4XDOzJkzyYI7XRBxABjPMInn+/fv041EeewmwPg0Bkwmk925cwcAzMzMmEm9iDplE2C1tbVffvll165dvb29p02b9vbbby9fvnzFihXMDf76668ePXp8+umnSj4QQq3KysqaN2+etbV1WFjYt99+GxMTc/Pmzdzc3OTk5PPnzzOvoTExMXj+ESFtJhAKnWfNCo2N7fnhh/ptz2gVAACAxNTUecaM0PPne61YITY0VFuQiBkDlp2dTTcSPmEyK3PnziWtXRB3LF26lCwiIyObm5vpBsN9mABrC/PtGrsgsktD+x8CgJOTE9llS0tLI/vdiGvI8X8dHR07OzvasWgwXV1d0kM7Ly+vtLSUdjhch0UJ8s2cOZO0FN6/fz9pHk5XdXU12cUyNTXF0af8wJsKsObmZjLmytLS0kmJ48IBAQFkwacKsAcPHlRUVABAnz598Ns3dyiVAKutrR0xYsTq1auLiork3Ka2tnbdunUXL15U5rEQekVRUdHSpUu9vb137drV7njn+Pj40NDQsWPHMp/5EEJaSGxg0OP990dcvjz02LEeH3xgPXSokYuLjrm5xNTU0MnJKiDAZf78gF27RiYl9Vm7Vs/Wlna8WgfHgLGuubl5z549ACAQCN566y3a4aBX9erVKzAwEADy8/PPnj1LOxyuIwkwgUCAtYyvIBVgAFBQUEA3Ep7R3AQYAISGhgKATCa7cOEC7VjQqxobG0m62tnZWSjEsRRKYbogkt1YJAcmwOSztrYm/WNLS0u58Kns3LlzdXV1ADB69GhS6Yg0naGhobW1NWh+BVhmZmZ1dTUA+Pr6KnMdV1dX8g+SnJxcX1/PTnC0MW9G+ErLKUp92Pr+++/JJOoJEyYcOnQoJyfn9OnTr9xmzpw506ZNA4Bff/1VmcdCqKWEhIS+fftu27atqalJ8Xv9/fffAwcOxC5DCCHT3r17/uMf/r//HnL27KgbN0YnJ4fGxQ3as6f3//1fl8GDhWIx7QC1FCbAWHfmzBlySik4OBiHPXDT4sWLySIyMpJuJBxXXFxMpjF5enpq1jQmNcAKMBXR6AQYjgHjsry8PFL1i/0Plefj40MW2AWxXWQAGAB4eXnRjYSzONUFEfsf8hIpAquurtbo+mxW+h8SZPZefX39rVu3lA2LG/CoATcplQDbt28fAEybNu3o0aOTJ092d3c3MTF5/WYkAcadMZJI0+3cuXP48OFPnz7txH3r6+sjIiI++ugjqVTKemAIIYSUwbRAzMzMpBsJb/zxxx9kMXfuXLqRoLZMnz7d3NwcAI4dO4bZCzmw/6EcTAWYnLYcqBNycnLIQhMTYMOHDyeNd3AMGAcxA8CYdlio05gKMEyAtQu3Zds1ZcoUfX19ADh8+DApcKFFJpP9/fffACASiUaPHk0xEsQufowBIxOmgY0EGP/GgDGvtH369KEbCWpJqQTYvXv3AKDdjjqkq3Xn0hUIveLw4cMLFy5Usjb2+++//+yzz9gKCSGEECs8PDxIIyBMgLGioqLi2LFjAGBgYDB16lTa4aDW6evrz5o1CwCampqYhCV6HSbA5GAqwLAFIruYCjA3Nze6kXSCjY0NOVaSnZ39+PFj2uGg/8EkwJydnakGwgeYAFOQVColH7CtrKxssdN7G0xMTMaMGQMA1dXVTAEWFTdu3CDv6YGBgVZWVhQjQezixxiwmzdvkoXyCTBmDBhvEmCkBaJAIOjduzftWND/o1QCjMyH1NHRkX8zchTR0NBQmcdCCABSU1PnzJnDSvHW+vXryVgUhBBCHGFgYEDqGO7du9fQ0EA7HI0XHR1dW1sLAG+88YaxsTHtcFCblixZQhaRkZFYod4WTIDJgTPAVEEmk5HjnjY2NqamprTD6QwyBgwAcAwY1zx69IgssAWi8iwtLclrYGZmJhmYhFp17949UtKE5V/ycaQLIvY/5CsmAaa5FWBSqZQcODA1NVW+x76/vz85ApuYmMhCcLTV1taSnu3dunVrtUkeokWpBBhpHLxr1y45t5HJZNu2bQN8l0VKq6+vnzJlClt16DKZbNGiRZr7loMQQrxExoA1NTWRbUekDKacaN68eXQjQfL16dOHtL9/8ODB+fPnaYfDRbW1taTXio2NjaurK+1wOMfW1pYcTMQumiwqLCwk3zs0sf8hgWPAOIs5+I8JMFb069cPAJqamjIyMmjHwl3Y/1BB48ePJ4ce/v7772fPntEKAxNgfMWDCrC7d+9WVlYCgK+vL2m2rAxjY2NSsH7v3j0etI67c+cOmfGJr7Rco1QCbNGiRQAQFRU1ZcqUS5cukVPGDJlMlpaWNn369DNnzgDA7NmzlXkshDZv3iw/XxUYGHjs2LG7d+/W1NTcvn17x44d8ntK1NXVYSNEhBDiFBwDxpYHDx5cuXIFABwcHJg9UMRZixcvJovIyEi6kXBTUlISqQoNCgqiHQsXiUQi0nO+qKhIJpPRDocnNHoAGDFs2DByqvrcuXO0Y0H/g2mBiAkwVmAXREVgAkxBenp6kydPBoCGhoZDhw5RiaGwsJCc++nevbunpyeVGJCKMCVTmpsAS05OJgvl+x8STBfEpKQkVi5IEQ4A4yylEmARERHTpk0DgEOHDgUHBxsaGoaFhZE/sre3NzQ09PHxOXDgAACEhoZGREQoHy7SWuXl5WvXrpVzgxUrViQkJISHh4vF4pSUFAcHhwULFmRmZso/L7Nv3z6mdy1CCCHqSAUYAGRlZdGNRNPt3LmT7IPPmTNHJBLRDge1Y+bMmaRLxtGjR3lw+JF12P+wXaQDWENDQ0lJCe1YeIIZAKa5CTALCwsfHx8AyMvLw74XnEISYHp6ejiKiRXkeQ4At27dohsJl2ECTHHUuyAeP36cfIwPDw+nEgBSHUdHR4lEAprcApFJgJHqW+X5+/uTBQ/GgOErLWcplQATCAR79+79/vvvu3TpAgAymayqqor8UVFRESkI09XVfe+9944fP076ciD0/7F33wFRnVnj+M8UehGHXqRLFJAiRkCxoIi9R4wllsQkujG72V2T3bx5k6ibvprdlI1uTHYtoCh2YyWisdAMKEgXRBCkg/Q6M78/nq/3x2sUh5k797l35nz+ehKGe4+IU57znHPUc+DAgQHKz4cPH/7RRx8pFIoXX3zRw8Nj/PjxDg4On3zyiYmJye7duwf4XKFUKr/77jvthIwQQmjQsAKMFUqlMjY2lqxXrFhBNxikCjMzM7Lb0tPTs3v3btrh8A4mwJ7JxcWFLLALIluYBJiPjw/dSDTBjAFLSkqiGwli9PT0kH+nbm5upEQPaQgrwFRBtmVFIhFWFD3T1KlTySbSL7/8UlFRwX0A2P9Qh0mlUvKe7f79+319fbTDUQeTAAsJCWHlgkwCTAfGgGVnZ5MFJsD4RtP3WxKJ5I9//OODBw+SkpL+/ve///nPf16/fv3rr7++cePGDz744ODBg5WVld98842pqSkr4SK9dfz48QG+unbtWkNDw927dx88eJD8n56env/93/+9dOmStbX1wKdmTpw4QTq0IoQQog4rwFhx5coVcqhw7NixZGIr4r8NGzaQxffff49d7PpTKpXk87CJiQmzy4keQyrAAKCyspJuJDpDByrAAMeA8VJ5eblCoQDsf8geDw8PMrQpKysLX0CfqKuri4zXdXd3t7CwoB0O30kkEtLsSqFQMFtMnOns7CRHFszNzSdOnMjx3REHSBfEvr6++/fv045l0JRKJTlqYG5uztYbJH9/f9IJIz09nbw+Chc5amBkZCTod486iZ0DR1KpNDIyctOmTdu2bduxY8fOnTu/+eabLVu2xMTEWFtbs3ILpM/a2touX748wAPIISbmmAyhVCrJ+4aBy3IbGhpSUlJYiBIhhJDG7OzsyDuHgoIC3MJQ2969e8li1apVdCNBqgsMDCTnKEtKSgZ+26Nv8vLyGhsbAWDs2LGGhoa0w+EpZ2dnssAKMLaQBJhIJPLy8qIdi/omTpyUAXx4AAAgAElEQVRIWi1dvHgRX1V5AgeAsU4kEpEuiC0tLcLtKqZVeXl55NQvFiWoiGIXxIsXL3Z0dADAjBkzjIyMOL474oCHhwdZCHEM2N27d8nb8uDgYLaKmMViMfkQ1NLSIug2MHV1dTU1NQDg6+uLbfD4BivukQCkp6d3d3cP8ICrV69u3779t+1ibWxsAIA8Ow/g2rVrGkaIEEKILaQIrK2tjUrLER3Q2dl55MgRADA0NFy6dCntcNAgvPrqq2Sxa9cuupHwCvM+LSIigm4kfIYtENmlUCjINrqzs7OZmRntcNRnYWExZswYAKipqRH0ppIuYXY83dzc6EaiS7AL4sBwLM1ghYWFeXt7A0BGRkZhYSGXt8b+hzqPSYAJMWHP9D8cPXo0i5cNCwsjC0GPAWPmUAYEBNCNBP0WJsCQADAdSJ5m+/btmzZteuwDv7e39+rVqwHg7NmzGl4fIYQQZ7ALooaOHj3a3NwMAHPmzCEHQZBQrFixgjQmOnLkSF1dHe1w+AIHgKmCaYGIRwdYUV5e3tXVBQLvf0jgGDC+KSsrIwtmDxRpjlSAQb/9R9QfJsDUwBwj47IITKlUnj59GgDEYvGMGTM4uy/ikqArwG7evEkW7CbAmDFggk6A4TMtn2ECDAlAU1PTYL9l/PjxqampVlZWBw8eZPZNnuaZJWIIIYQ4M3LkSLLAs+rqwf6HwmVubk52W3p6evbt20c7HL4grarFYjFzOBT9Fs4AYxdzPI5UAAgaJsD4hmmBiBVgLGIqwJjNWdRfTk4OWeBoWNVR6YKYlZVFDrKMHTvW3t6es/siLpEZYCDwCrCBZ80MFpMAI3N/BQqfafkME2BIAHp6elR/sKOj465du65cuWJtbX3s2DFSBMbi9RFCCGkVJsA0UVlZefHiRQCwtbWdNWsW7XDQoPXvgogDewCgurq6uLgYAEaOHDl06FDa4fCXvb09GfWELRBZwSTAfHx86EaiuXHjxhkbGwPAL7/8IvTZ8roBZ4Bpg5+fH3kOxBaIT0TqEoyMjHTgOY0zfn5+pLKwqKjo119/5eam2P9QHzAJMCFWgJEEmImJCfOZnRUODg7kNTE3N7e1tZXFK3OJqQDDFog8hAkwJADm5uaqPEwsFm/YsKGoqGjdunXV1dUvvfTS4sWLBx4eNqjrI4QQ4gC2QNREbGwsGXK+bNkyshOEhGXs2LHkQGVBQQHOKIV+/Q9xANjAJBIJOSpeVVWFSQ7NMQkwHWiBaGxsHB4eDgCNjY2YG+ADkgAzNjZ2cHCgHYvuMDIyIruxFRUV9fX1tMPhl8bGRnI2YsSIEfjmcFC4LwI7efIkWcybN4+bOyLu2drakk1IwSXAysvLSZP2wMBAqVTK7sVJpwe5XM5Zvpldcrk8NzcXAGxsbBwdHWmHgx6HCTAkAM7Ozs98jKWlZWJi4nfffQcA77777vDhw2NjY1U8Ou3q6qppiAghhFji7u5uYmICmABTS2xsLFlg/0PheuWVV8hi165ddCPhAxwApjonJycA6Onpqa2tpR2L4OlSAgwAIiMjyQK7IFLX3d1dVVUFAO7u7iKRiHY4OoXpgohjwB6TnZ1NFjiWZrCWL18uFosB4MCBA+SEmVbV1tZmZGQAgKurK/5l6TYyBqy2tratrY12LIPA9D8MCQlh/eJC74JYXFzc0dEBWP7FV5gAQwLwzNd+IyOj48ePT5kyJTs7OyQk5LPPPiPPOyry8/PTLECEEEKsEYvFZMOxurpajRmQ+uzGjRuk87ivr682PpYgbqxcudLU1BQAEhIScEwpVoCpjiTAAICMD0GaKCoqAgCxWMz0KRI0ZgzYpUuX6EaCysrKSI0m9j9kHelWBzgG7DeYrlw4lmawhg0bRs7fVFVV/fLLL9q+3alTp8jzw9y5c7V9L0QXSYBBv6a4gqClAWAEkwBLS0tj/eIcwP6HPKdRAmz37t3k+BJCWuXr68u8PDzR2rVrIyMjk5KSwsLCyOdV1YnF4hkzZmgWIEIIITYxLcWxCGxQ9u7dSxZr1qyhGgjSyJAhQ2JiYgCgq6uLKenTT52dnaRjm4ODw8BvBRH0a5lw//59upEIXV9fH9mQcnV1JdOzhC40NNTCwgIArly50tvbSzscvYYDwLSH2ZDFCrDHkNNRgBVgauGyCyIOANMfzNvau3fv0o1kULRaATZ69GgjIyMASElJYf3iHGASYPhMy08aJcDWrl3r5OQUFBT017/+9fLly/hmGmnPwB2QN2zYAADvvPNOZ2fnYK8cFhaG7dcRQohXmDFg+fn5dCMRkJ6envj4eAAQi8XMZ3UkUK+++ipZ7Ny5k24kdKWlpfX09ACWf6kGK8DYcu/ePfLBVjf6HwKAVCol/4ja2tpu3LhBOxy9hgkw7QkODiZdJXHW3WNwW1YTS5YsIYPTjhw5osqAebV1d3dfvHgRAMzMzCZPnqy9GyE+YBJgwhoDRhJghoaGvr6+rF/cyMiIFPLW1tYKqzCOwGazPMdCC8SsrKzPP/88MjJSJpPNnz9/x44dwvoHjASBHIV+ImNjY1JhmpSU9PBJ/vd//1e9KyOEEKICK8DUcPr0aTL1PTo62sXFhXY4SCPjxo0jfYry8/MFegqSFTgAbFAwAcYWpp+EziTAAMeA8UZZWRlZYAKMdVZWVmS2d0FBQVdXF+1w+EKpVObm5gLAkCFD8P2hGmxsbKZNmwYATU1N586d096NLl261NraCgDTpk3TjeJjNACmwbKA9s+rq6tJE7iAgABDQ0Nt3CIsLIwshNgFkRw1EIvF2sgOIs1plAA7d+7cu+++O378ePKr39bWdvLkyd/97neenp4+Pj6///3vz5w5M6hRTAg9zbhx457WqJD58GBpaTnkSQZ49+Ds7MwcskYIIcQTWAGmBqb/4apVq+hGglixbt06sti1axfdSCjCBNigMAkwbIGooTt37pCFLiXAcAwYT2AFmFYFBQUBQF9fH9P0D5WVlbW0tADAqFGjSIUcGixuuiBi/0O9IsQKsF9//ZUsRo8eraVbCHcMWHt7O/mr9PLyMjMzox0OegKNEmDTp0//5JNPrl279vDhw6SkpM2bN0+ZMoVM7b5z584333wze/ZsmUwWHR29fft2cuoEIbV99tlnYvETfmMLCgpEAxqgAmzr1q3kNxYhhBB/PPfccxKJBLACTGUNDQ1nz54FAEtLy/nz59MOB7Fg9erV5C1KfHx8U1MT7XAoUCgU5NOvqakp6YiCBsbMAMMKMA0xCTAfHx+6kbAoODhYJpMBQHJyshpN4xFbmL1OTIBpA0mAAXZB7Af7H2pu4cKFZEf7xIkTJJuoDadPnwYAkUg0c+ZMLd0C8YeHhwdJSAtoBhgzAEx7CTCmAiw1NVVLt9CSnJwchUIBAKQ/GeIhFlogAoCJiUlkZOSHH3548eLFhw8fXr9+/dNPP505c6apqWl3d3diYuKmTZv8/f1dXV1fffXVixcvKpVKVu6L9EpgYOBbb73F4gUnTZq0evVqFi+IEEKIFcbGxm5ubgBQWlqKTWxUsX//fjKWICYmBg926AYrK6tFixYBQGdnJwdz13koNze3sbERAEJDQ7XUaEXH2Nrakh8UVoBpSCcrwMRi8cSJEwGgq6tLcPtKuoRUgJmYmNjZ2dGORQcxpyWysrLoRsIfmADTnJmZ2dy5cwGgq6vrxIkT2rhFdnY2eXJ4/vnnmXpupMPMzMxsbW0BoLS0VCg75BwkwDw9Pe3t7cm9tDpyj3U4AIz/2EmA9dfY2FhZWXn//v3y8vLHDpfdv3//hx9+iIqKGjFiBL7tRmr4/PPPo6OjWbmUu7v74cOHSYUBQgghviFjwORyObMRiQawZ88essD+h7qE6dL873//m24kVGD/w8ESi8Vk16CyspKcQkXqIa87UqlUx2p0mDFg2AWRlq6ururqauh39h+xCyvAfovpBklmiyL1aLsLIvY/1ENkDFh7e3tdXR3tWFRCEmBSqVSrOZ6xY8cCQHd3t7DOMeBRA/5jJwFWVVUVHx+/fv36kSNHOjg4xMTEfPfdd7m5uUql0s3Nbf369SdPnmxoaDh37tz69estLS2LioomTJiQmJjIyt2R/pBKpfHx8Zq/dZPJZCdOnLCxsWElKoQQQqxjxoBhF8RnysvLy8jIAAB3d/eIiAja4SDWTJw4kUxRzs7OTk9Ppx0O1zABpgZybLy3t7empoZ2LELV09NTXl4OAO7u7gYGBrTDYRMzBiwpKYluJHqrrKyMnPTXsdwqf7i7uw8dOhQAsrKy8BwAwWzL+vn50Y1E0GbOnGltbQ0AiYmJtbW1rF8fE2B6iBkDJoguiPX19aTBgJ+fn7GxsfZuxIwBE1bZDPNMiy0QeUujBFhcXNxrr73m4+Pj5OS0bNmyf//732SXysDAYNKkSV988UVOTs69e/d27Ngxd+5cmUw2ffr0HTt25Obmuru79/X1bdq0iaU/BdIjQ4cOvX79+uzZs9W+gq+vb1paGj4rIYQQnzEJsPz8fLqR8B9T/rVmzRo8Ua5jXn75ZbLYtWsX3Ui4RxJgYrGYmQeAnonpm4RjwNRWUlIil8tBtwaAEX5+fg4ODgCQlpaWn5+fnJz8888/X7x4MTs7u62tjXZ0eoG0OANMgGmNSCQiH/NbW1sFsaesbb29vUVFRQDg4uJCpgAi9RgYGJDG1H19fYcPH2b34nV1deSck5OTE1PFiHQeqQCDfrMh+YyctgSAkJAQrd6ISYCRScBCQRJgpqamzF8r4huNEmArV67ctWsX05vI0dFx7dq1CQkJ9fX1ly9ffvvtt594xsTFxWX9+vUAUFhYqMndkd6ytLQ8ceLEe++9N9iBECKRaOnSpSkpKd7e3lqKDSGEECtIC0TACrBnUSgU+/fvBwCRSLRy5Ura4SCWrVmzhpyyjI+P197cdR6qrq4m2wH+/v5WVla0wxEMZ2dnssAxYGrTyQFgRGtrK9mX6evr8/X1HT9+/LRp06KiogIDAy0sLIKDgzdv3nzz5k3aYeoyJgFGBp0ibcAuiP0VFBT09PQAduVig/a6IJ4+fZocvJg7dy4eZdMfTAWYIBJgzACw4OBgrd4oNDSUjKoRUAKssrKyoaEBAPz9/cVi9kdNIVZo+hdDTmVu3br1119/rays/M9//vPCCy9YWloO/F2jRo2aNGnSCy+8oOHdkd6SSCQfffRRfn7+kiVLVPyWiIiI69evx8fHP/P3EyGEEHVMAgwrwAaWmJhISj0iIiK8vLxoh4NYZm1tvWDBAgBoa2vT0tgJfrp69SpZYP/DQcEKMM3pZAKsvb39b3/7m4uLS3Jy8tMec+vWrS1btowePXr8+PFMA1LELqwA40BgYCBZCGt+jJbgWBoWTZo0ycXFBQCuX7/O/FtmxenTp8kC+x/qFYEmwEaPHq3VG1lYWJBOMCUlJUJp6I3PtIKgUQIsNja2trY2JSXl/fffDwkJUf2owqxZsy5fvhwbG6vJ3RHy9PRkEmAymeyJmfYRI0b85S9/SUlJuXr1anh4OLcBIoQQUpNMJrOzswOAwsJCnOIwgL1795LF6tWr6UaCtOTVV18lC73qgogDwNTj6OhIFpgAU5vuJcASEhK8vb0/+OCD1tZWVR6fnJwcERGxePFicpwZsYjZNGf2PRHrsAKsP9yWZZFYLF66dCkAKJXK+Ph4ti7b29ubmJgIACYmJsykRqQPmF55gujXShJgEomEOWSgPUzz8xs3bmj7XqzAZ1pB0CgBtmLFCjIHEiFa4uLiyOLf//53Q0NDamrqkSNH4uLiDh06dOXKlaqqqvz8/M8++wynRyCEkOCQw1+dnZ3l5eW0Y+GplpaW48ePA4CJicnixYtph4O0IjIykswiysjIYE5f6jxMgKkHWyBqTpcSYEql8vPPP3/xxRerq6sH+71Hjx4dO3Zsbm6uNgLTW1gBxgE/Pz8yKAH7eQJuy7JNG10QL1++3NzcDABRUVGmpqZsXRbx37BhwwwMDEAIFWBNTU0kyBEjRpiZmWn7doIbA8Y805IhlIifsDclErCmpqZz584BgKWl5ezZs62srEJDQxctWrR8+fIlS5ZMmDCBzHlGCCEkRNgF8ZkSEhI6OjoAYOHChTgnSVeJRKJXXnmFrPWkCKy9vZ20rnJycsJt4kHBFoiaKyoqAgBDQ0NXV1fasWhEoVCsWLHir3/9q9pV1Hfv3h03bty1a9fYDUyfkQSYmZmZra0t7Vh0lqGhIXkDWVlZWVtbSzscysi2rFQqJafKkIZCQkJ8fX0BIDs7Oycnh5Vr/vTTT2SB/Q/1jUQiGTZsGADcv3+/t7eXdjgDyczMVCqVoP3+hwRTwJCamsrB7TSXnZ1NFv7+/nQjQQOQqv7QjRs3anizb7/9VsMrINRfQkJCd3c3ACxevNjExIR2OAghhNjEfFbPz8+fOXMm3WD4iel/uGrVKrqRIK16+eWXP/jgg+7u7tjY2C+++MLCwoJ2RNqVnp5ONgKw/GuwbG1tDQ0Ne3p6sAJMPZ2dnQ8ePAAALy8vMoNduN5//33NaxRaWloWLVqUnp6OqWjNdXZ2knEm+MPUtqCgIHKKIisra9q0abTDoaalpYW8FgwfPtzIyIh2ODoiJiZm8+bNAHDgwIGPP/5Y8wueOXMGAEQi0axZszS/GhIWDw+Pu3fv9vX13b9/n+mIyEOcDQAj/Pz8LC0tW1pa0tLSFArFE4fd8EdfX19BQQEAODo64ukWPhtEAuxf//qXhjfDBBhiF9P/cMWKFXQjQQghxDqmAoy8p0SPuXfv3tWrVwHAyckpKiqKdjhIi2xsbObNm5eQkNDW1nbo0CGmIExXMRUnmAAbLLFY7ODgUF5e/uDBA7lcLvQUDveKi4tJvZTQ+x/Gx8d/+umnrFyqrq5u/vz5ycnJHHQ90m1lZWXkBD0mwLQtKChoz549AHDr1i19ToDl5OSQXznsf8iilStXkgRYXFzcRx99JBKJNLlaXl5ecXExAAQHB7u4uLASIRIQT0/PixcvAkBpaSmfE2BMR1luEmBisXjMmDFJSUmtra35+fl+fn4c3FRthYWFpDAD+x/y3CDyqEM0pr0/BtJD5eXlZH/Eyclp8uTJtMNBCCHEMqYCDBNgT7Rnzx6yr7Fy5Urc5tZ5r776KlnoQxdEZgBYREQE3UiEiIwB6+3txd5fatCNAWDNzc1vvvkmeYFgRXZ29rZt29i6mt5iprxgAkzbgoKCyILUgektHACmDV5eXmPGjAGAsrIyzfuznTp1iizmzp2raWRIgDw8PMiC52PAMjIyAEAkEgUGBnJzR2YMGP+7IDL9D/GZlucGkQB7qDHt/TGQHtq/fz85obls2TLc+EMIId3j6upqbm4OAHl5ebRj4R2lUrlv3z6yXrlyJd1gEAeioqK8vb0BIC0t7datW7TD0SKFQkE+65qZmXH2MVuXMGPAsAuiGsgAMBB4Auzzzz+vr69X8cGvv/66UqnctGnTwA/btm1bdXW1xqHpNTIADDABpn1BQUGkLke3Xy6fCRNgWrJs2TKy0LzNLDMAbPbs2RpeCgmRIBJgbW1tpE5x+PDhnFW2MAmwtLQ0bu6oNnymFQped9JEaAD79+8nC+x/iBBCOkkkEvn4+ABAQ0OD6nt5euL69eslJSUAEBISgu+29YFIJFq7di1Z//jjj3SD0aqcnJzm5mYACA0NlUoH0a0dEUwPJUyAqYGpACOvPkJUX1//1VdfqfjggIAAFR/c1tb2+eefaxAXgrKyMrLABJi2WVlZubm5AUBBQUFHRwftcKjBbVktYU5gx8fH9/X1qX2dxsZGcuLH0dGRVJUhfcO0Pbx79y7dSAaQmZlJag9CQkI4u2l4eDhZYAIMsUWjBJjqz/WdnZ2kTy5CrMjKyiLPMiNHjgwODqYdDkIIIa1guiDm5+fTjYRvyHALAFi9ejXdSBBnXn75ZQMDAwDYt2+fDu/oMf0PcQCYepgKsIqKCrqRCJEOtEA8efKkis8PZmZmBw8eNDIyUvHKBw8eJFtgSD1YAcYl0gVRLpfn5ubSjoUa8mc3MzPDXzl2OTo6Tpo0CQDq6urIACf1nDlzhuypzp49W8NZYkigBFEBlpmZSRZcbr3a2dmRJ66cnJyWlhbO7qsG0gJRKpUy88sRP2mUAJs4cSLzNm4Ax44d8/X13bJliyb3Qqi/uLg4ssC+TwghpMOY95E4Bqy/rq6uw4cPA4CBgcGLL75IOxzEEQcHhzlz5gBAc3NzQkIC7XC0BRNgGsIEmCZIAszExIT5MQrO8ePHVXzkt99+O2LEiMLCQhUfX1VVdePGDXXjQjgDjFNMB1297YJYWVnZ0NAAAP7+/mIxdn5iGStdEJn+h+TdHdJDtra2FhYWwPsKMLIYPXo0l/cNCwsDAIVCQSaQ8VNzczPpuODj42NsbEw7HDQQjV4IU1JSgoKCDh069LQHFBQUREdHL1q0SJU8GUIqUigU8fHxACASiZh3HgghhHQPUwGGCbD+jh07Rkarzpo1y9bWlnY4iDuvvvoqWezatYtuJNpz7do1ABCLxeRzLxosZ2dnssAWiIPV1tZWU1MDAN7e3gLdL+7u7v75559VeeTKlSvXrFmzc+fOc+fOqX59ZrsWqYFsiZiZmdnY2NCORfeRCjAAyMrKohsJLdiVS6teeOEFUj579OjRzs5ONa7Q19d3/vx5ADAyMpo6dSrL8SHhIEci6urqWltbacfyZCQBJhKJOG6+xYwBI51C+en27dtKpRLwmVYINHpnL5VKm5ubly5dum7dusc6LbS2tm7atCkgICAxMREA7Ozsvv/+e40iReiRK1eukI/048aNY0qGEUII6R6mAgxbIPa3d+9essD+h/pm+vTpZK7J9evXc3JyaIfDvgcPHpAxOaNGjeJszraOYRJgWAE2WEVFRWQXQ7gDwO7cuaPKVqyPj8/OnTtzcnL+9Kc/Der6zJY6GqzOzs66ujro1/AKaRWTANPbCjDmTYK/vz/dSHSSlZXVzJkzAaC1tVW9kwFXr14lp9mmTJlibm7OcnxIOJgxYPysG+no6CCV4h4eHjKZjMtbMyfh+DwGDI8aCIhGCbDk5OTnnnsOAH788ceQkBByuEapVO7bt8/Hx2f79u29vb2GhoZvv/32nTt3mCOrCGmI6X+4YsUKupEghBDSquHDh0ulUsAEWD81NTXkgL9MJps1axbtcBCnxGLxyy+/TNY//PAD3WC0gZR/AfY/1ICtrS05lo4VYIOlAwPAVPlLNzY2PnjwoFgsXrp06WALF0h+GqmhtLSUpFcxAcYNNze3oUOHAkBWVpZ+zq7DbVlt07ALIvY/RATPx4BlZWWRSXUc9z8EgODgYPKGNiUlheNbq455pg0ICKAbCXomjRJgzz///M2bN9944w2RSFRQUBAaGrply5aIiIhVq1ZVV1cDwIIFC/Ly8r744gtLS0uWAkb6rru7+8iRIwBgYGCwZMkS2uEghBDSIkNDQ3Isrry8/LFac721b98+8jlk2bJl5FMB0iuvvPIKyQrv27evq6uLdjgsS05OJotx48bRjUS4RCIRmV9VVVUll8tphyMkxcXFZOHt7U03ErW1tbU98zF///vfg4KCfv/73+fl5Q32+rxt0MR/TO6QVPEibROJRGQMWFtbW0lJCe1wKMAKMG2bM2cOmd509uxZUss1KEwCbPbs2SxHhgSFqQDj5xiwmzdvkgXH/Q8BwMjIiNTy1tbW8rM8DvolwPCZlv80bW5uYmLy7bffnjt3zsnJqbu7e/PmzeSDa2Bg4KVLl44dO+bl5cVGnAj9P2fOnGlqagKA6dOnY/90hBDSeaQLokKhIO0X0J49e8hi1apVdCNBVDg7O5PKv8bGxsOHD9MOh2XXr18nC6wA04SLiwsA9Pb2kolWSEVFRUVkIdwKMJIdH8CCBQs2btx46NChH3/8URvXR0/DbN6RcS+IA/rcBVEul5MMt729vZ2dHe1wdJOpqemCBQsAoKur6+jRo4P63qKiIvKKExAQgElxPcfzCrCMjAyy4L4CDHg/BkypVJKjBhYWFvjizn/sTPeNjo7OyclZunQp+U8rK6sjR45MnjyZlYsj1F9sbCxZrFy5km4kCCGEODBixAiyKCgooBsJH2RmZpL32T4+PmPHjqUdDqJj3bp1ZLFr1y4AUHR3txQU1F258uDMmZqLFxszMnqamqgGqKb29nayTens7IwfIzUxbNgwssAuiIPCtEAU7gwwKyurAb7q6ur63//+9969e6+//jppxzdYpKccUgOzs4lPbpwhFWCglwmwO3fukBpx7H+oVWp3QTx16hRZzJ07l+WYkNAIJQEWEhLC/d2ZBBg/x4CVl5eT6s9Ro0aJRCLa4aBnGMQZrmdOGoiKiqqvr7948eLDhw/Dw8M/+OADY2Pj/g9gPq4jpJ6WlpazZ88CgIWFBb5XQAghfYAJsP6Y8q+1a9fSjQRRNGvWLFdX1/YHD8xv3fr5hRe6c3IUvb2PPcbc29shKsohKmpoUBAI5CNZamoqae8ZERFBOxZhYxJgFRUVzN4BeiaSALOwsLC3t6cdi5oGbt44ceJEKyurlpYWpvUWPGq+tHHjxgULFpSXly9fvlzt66MBYAUY9/S5AgwHgHFj2rRp9vb2NTU1SUlJlZWVzs7OKn4jDgBDDA8PD5FIpFQqedgCsbu7m9SSDhs2zNbWlvsAwsLCyIKfCTAcACYsg0iAvfrqq6o/uK6u7s0333zsf2ICDGno0KFDZFbzokWLTE1NaYeDEEJI60gLRADIz8+nGwl1fX19Bw8eBACxWLxixQra4SBq+pqaPvD1tZZIJCJR56PW/I9pKy4uLi4u3rlzaHDwyHfesRZCvSD2P2QLaYEIWAE2GE1NTfX19QAwfPhw4R7jdXFxcXFxqaioGOAxrq6urq6uj/1PNzc3Nze3Z7aXDw8P1zREfcUkwJjD/kjbfA6YszEAACAASURBVH19DQ0Ne3p69DkBhmNptEoqlb7wwgv/+te/FApFQkLCW2+9pcp3NTc3kzc8tra22M4BmZqa2tnZ1dTUlJaWKpVKXr0Dyc7O7u3tBUr9DwHA09OT5JgzMzO7u7v5Nv06OzubLPCogSCw0wIRIW7ExcWRBW78IYSQnmASYFgBdubMGTLRZ+rUqUyFB9I3d//736TISLuiIolqn5Cbbt5MXrbsxvr1vYOf0M4xTICxhUmADZwIQf0x/Q+FOwAMAEQi0bx585721djYWNFvfPXVVwDw9ttvi0QipuRajYujgZEEmIWFhUwmox2LvjA0NPT19QWABw8e6NtARNIuG3BbVvvU6IJ49uxZklSYPXu2WIxbsuj/lWJ3dHTU1tbSjuX/yMzMJAtaCTAAIEni7u5uHh5lwFpbYRlEBRgeIUR0PXjw4OrVqwBgZ2cXGRlJOxyEEEJcsLS0dHR0rKqqKioq6uvrk0oH8dZFxzD9D1evXk03EkSFoqcn+/337x8+rMb3VicmXi0sfP777y34urmvUChIexMzMzNsJKIhnAGmBt1IgAHA/Pnzv/vuO21cOSQkhMmtokFpb2+vq6sDLP/iXHBwMNkzzcrKio6Oph0Od8i2rFgsJilApD3jxo3z8PAoLS1NT08vKipSZYQk9j9Ej/Hw8EhJSQGA0tJSXjVh5kMCLDQ0lMzMS0tL41tbb0yACcsgdpHw/S6iKy4uTi6XA8Dy5cv1eQMUIYT0zciRI6uqqrq7u+/du6e3A0gaGxtPnz4NAObm5vPnz6cdDuKaors7dc2ahvR0ta/QXl5+7YUXwnbvHhoczGJgbMnOzm5ubgaA8PBwfJunIawAU4POJMCmTJni4+NTVFTE+pXXr1/P+jX1BA4AoyUwMJAsbt26pT8JsI6ODjJMyNPT08zMjHY4Ok4kEi1duvSzzz4DgIMHD77//vsDP14ul587dw4ADA0N9ed3Eg2MORtx9+5dZuoVHzAJsJCQEFox8HYMWHd3N3mv5erqamVlRTsc9GxYb4sEA/sfIoSQfmKaMulzF8QDBw50d3cDwJIlS8zNzWmHg7iW9T//o0n2i+hra7uxYUNXdTUrIbEL+x+yyM7OjoxJwAow1TEZI6EnwKRS6SeffML6ZX19fdesWcP6ZfUEJsBoCQoKIousrCy6kXApNzdXoVAAFiVwhemCuH///mc++Pr16w0NDQAwefJkCwsL7UaGBIJJgJWWltKNpL/e3l7STNXe3t7R0ZFWGGPHjpVIJACQmppKK4Ynys/PJ71M8ZlWKNhJgCkUipycnISEhJ07d27fvn3btm39v4pnD5Hm8vLyyNvW4cOHjxkzhnY4CCGEuMOMAcvPz6cbCUV79+4lC+x/qIdKdu2qOH6clUt119Wlv/aaorublauxCBNgLBKJRM7OzgDw4MED0j4BPRNTAaZKAyueW7RoUXh4uIoPfuutt0Qi0WOf33/rs88+IztQSA3MniYmwDgWGBgoEokAgIfDY7QHu3JxLCAgwN/fHwAKCgpu3rw58IOx/yH6LTIDDHiWAMvNze3q6gIAuhuwFhYWZCvg7t27vJrmiM+0gqNpAqyzs3PLli0uLi6jRo2KiYnZsGHDpk2b3n77beYBhw8f9vHxee+99zS8EdJz+/btI4uXXnqJbiQIIYQ4hhVgRUVF6enpAODm5jZhwgTa4SBOdVZVFfzjHyxesDk3t/RRPpU/SAJMIpGQYddIQ6QLolwur+ZlwR8PFRcXA8DQoUOtra1px6IpkUgUFxdnY2PD1gU3btw4d+5ctq6mh8rKysgCE2Acs7KyIj/zwsLCjo4O2uFwBLdluccUgR04cGDgRzIJsFmzZmk3JiQc/Vsg0o2kv4yMDLKgOACMYEZ/pWvcDINF+EwrOBolwDo7O6OiojZv3lxVVTXAYzo7Oz/55JNffvlFk3shfaZUKuPj48n6xRdfpBsMQgghjmEF2O7du8li1apVYjH2r9YvhV9+qWLBVuDHH0er1h//znff9T58qFlcbKqsrCwvLweAUaNGDRkyhHY4umDYsGFkgV0QVVFXV/fw4UMQfv9DhoeHx7FjxwwNDTW/1IQJE7Zv3675dfQZtkCkiHRBlMvlpJeXPsBtWe6tWLGC1BrGxcWR/pNPdPfuXfJZxs/Pz8vLi7v4EL8NGzbMwMAAeFYBxpQz8icBxqsxYNnZ2WQREBBANxKkIo32UL788svk5GQAmDdv3tGjR4uKis6fP//YY1566aWYmBgA2LFjhyb3Qvrs2rVr5GNDWFiYznwuRQghpCJnZ2dLS0vQ1wSYQqGIjY0la5yCqW/a792rOHFClUcaymSOKp8m7m1pufvf/2oQF8uuXbtGFhEREXQj0RlMAgx70atCZwaA9RcREbF//35TU1NNLjJ58uQTJ06wkkjTZ5gAoygwMJAs9KcLIkmAGRsbe3t7045FX7i5uZHGsw8ePLh69erTHnby5EmywJpa1J9EInF1dQWA+/fvk7FSfMCfCrCwsDCy4NUYMPJMa2hoqAOts/WERgkwUpQTExNz4sSJhQsXDh8+nOxPPYYkwJjO/ggNVlxcHFngxh9CCOmn5557DgAePnzIq97f3EhKSiI1HOPHjyc/B6Q/Hpw9q3zWDCexgYFNeHjojz8aPOl9+NNUnj6tWWhswgFgrCMtEAErwFTDDADTpQQYACxevPjq1avML8Ngbdiw4cKFC0OHDmU3Kj1EDvVbWlriD5N7pAIMAMhAcZ1XX19fW1sLACNHjsS5fVxSpQsi0/9w9uzZXMSEhIN0QZTL5Tx52yaXy0mFk7W1NUnOUeTn50dyDenp6TwZbdvY2PjgwQMAGDFiBB4SEgqNEmAlJSWgQk7C0dERAMjLMEKD1dPTc/jwYQCQSqVLliyhHQ5CCCEK9LkL4p49e8hi1apVdCNB3KtOTBz4AaO2bp2VmxseG2s1yP4b7aWlbcXFGoTGJqYCDBNgbGFyHlgBpgomAaZ7x3hHjx6dkZHx+uuvS6VS1b9r+PDhhw8f/u6770hTJqSJ1tbWhoYG6DflBXGJSYDpSQUY05UL+x9ybOnSpeRp9tChQz09Pb99QEtLCykOk8lkTEULQgTfxoDl5+eTuYkhISG0YwGxWDxmzBgAaG1t5clWAPY/FKJBvA9+wjdLpQDwzGwnmRBmZmamyb2Q3jp79iz5zBAdHW1vb087HIQQQhSMGDGCLPLz8ydPnkw1Fk61t7cfP34cAIyNjUlJPdIfPY2NDx99vnqa1sLC+0eOAIDE1NR5zpxBXb/m8mVzHvRHamtrI11EnJ2dmcZ9SEM4A2xQdLUCjLCzs9u5c+dbb721devWkydPtre3D/DgYcOG/eUvf3nttdcw9cUW7H9Il5ubm7W1dUNDQ1ZWlkKh0PlBqjgAjBZbW9upU6eeP3++qanp/P79gSYmbaWlvc3Nfe3tBhYWhtbWuY2NxnJ5D8Ds2bMHdSIB6QMmAcaTMWCZmZlkwYcEGACEhYUlJSUBQFpamr+/P+1w8KiBIGn0tOvv75+SkrJ3794ZM2Y87TFKpfL7778H/LVA6sL+hwghhJgKsIKCArqRcCwhIaGtrQ0A5s+fb2VlRTscxKmWoiJQKgd+zL1Hb5OMHRwGmwBrfTT3iK7U1NS+vj4AmDBhAu1YdAdWgA0KkwDT4ZE5I0aM2L9/f2dn588//3zmzJmcnJyKiorm5mYjIyOZTGZsbEx2uxYuXPjGG2/QDlanMAkwrACjJSAg4NKlS+3t7cXFxbpX5fkYTIBRtGLOHNsbN0JNTeFvf/ttw01DgL1ubvldXT4ymbyzU2JiQiFExFeenp5kwbcEWHBwMN1IiNDQULJIS0t75ZVX6AYD+EwrTBqdf1m3bh0AHDhwYPHixVeuXOns7Oz/VaVSmZ2dvXTp0gsXLgDAypUrNbkX0k8tLS2kUbK5ufn8+fNph4MQQogOvW2BuHfvXrLA/od6qKuqSqvX73zwQKvXV1FycjJZjBs3jm4kusTW1tbY2BiwAkwFSqWyuLgYAGxtbXX+nIGJicncuXN37Nhx9erV0tLSxsbGqqqq3NzckydPikQiADh//jztGHVNWVkZWbi5udGNRG/pVRfEnJwcsuBDkYT+6G1tLdi2TbZjR4yVldvTW2SJAfyMjQ1OnUqaOrUsPv6ZQ16R/mASYDxpgXjz5k2y4FsCLDU1lW4kBD7TCpFGCbC1a9eSbjxHjx6dNGmSmZnZtGnTyJecnJzMzMwCAwMTEhIAYMqUKWvXrtU8XKRvjh49ShKr8+fPxy6aCCGktzw9PUnLZb2qACsrK/vll18AwMHBITo6mnY4iGt9HR3avf6AndA4c/36dbLAAWAsEolEzs7OAFBdXU0K7NDTVFVVkUJbnex/qCJnZ2c/Pz8AKCwsZCqWECuwBSJ1+pMAUygUubm5ACCTychLAOJA082bl6Oj7+zYoejqUvFbumpqst9779qSJV01NVqNDQkFr1ogKhQK8mxpZWXl5eVFOxwAAHt7e/IjysvLa21tpRuMQqEgCbChQ4di83YB0SgBJhKJ9u/f/+WXX9ra2gKAUqkkHx4AoKqqiuQtjIyMNm7ceOrUKexyi9SA/Q8RQggBgIGBAelMVVFRQf1dL2f27dunUCgAYMWKFfg+Sg+JtfyXru3rq0Iul5OznBYWFjhHml2kC2JfX191dTXtWHhNtweAqW769OlkQdq3ILZgAow6/UmA3bt3j+zIYVcuzlQcO5a8YkVXba0a3/swK+vqwoUPs37bLhHpHRsbGwsLC+BHBVhxcXFLSwsABAcHk+pwPiBFYHK5/MaNG3QjKS0txWdaIdL0c69EIvnjH//45ptvXr16NSMjo7q6ur29XalUGhgYyGQyPz+/qVOnWltbsxIrN7q7u5XPGrfAc8wxz97eXrJxJlDV1dWXLl0CABsbmwkTJnSpfKAGIYT0llwuVyqVOvmEOXz48Ly8PKVSefv27dGjR9MOhwv79u0ji6VLl+rk3yl6BlNTrV5eYmlJ/fcqKyuLfMYeO3ZsX18f1iqpjfn8olAoyF+rk5MT+T8lJSU2NjbUIuO9vLw8svD09KT+L4KiyZMnb9++HQDOnj2LTXdZVFJSQhYODg76/AtGkaenp7GxcVdX182bN3X1r4C8BGQ9SqX4+vrq6p+UVx4cP5773nuaXKGrpiZ55crn9+2zGDGCraiQQLm7u9++fbu+vr6uro4kw2hJSUkhi8DAQP48k4SEhMTHxwPAtWvX6HZNz8jIIAs/Pz8+/Hzkj5qp9vT0CDoFoAYDAwOJRKLig9k5+CmVSiMjIyMjI1m5Gl1tbW1CT4AxHpvKJjj79u0j/5IXLFjAh6cVhBASCqYgW5cwrSGysrJ0foY5ANy4caOoqAgARo0a5eHhoZN/p+gZbG21enmpoyP13yty1AkAQkJCqAejGxQKBflJ2tnZkf9TUlJCutuhJ2JGS7q4uOjzL2FwcDBJEly6dOnhw4dYdswWMgPM0tJSKpXq8y8YXT4+PtnZ2dXV1aWlpbZafm2lKDs7myy8vLzwl03bWrOz8zZv1vw68o6Om2+8Meq//zWQyTS/GhIuFxeX27dvA0B+fr6vry/FSJgSq5EjR/LnmYSZtpWSkkI3qszMTLLw9vbmz88HAPRw29zc3JzrBJgukQn/Vaejo4OkviwsLAyfPoGT/44fP04Wr7zyirDqCBFCiJb29vbe3l4rKyvagbCPmcFbWVmpDy8KJ06cIIu1a9fqw58X/ZbMyipvyJDe5mYtXd8pIoL6rxZzXD0qKop6MIKmVCobGxsBQCqVDhkyBPo19GtqasKf7QAqKirIIjg4WM9/UBMnTrxw4UJzc3NJSQnd49U6o7W1tampCQC8vLz0/LeLrjFjxpDkUFlZ2QhdLLVRKBRNTU3k4BQAhIWF4e+bVvU8fJj57rvK3l5WrtZdXV26eXN4bCzwpt0c4t6IESPOnj0LAI2NjXT//TIHgyZOnMifZ5LJkycbGRl1d3dnZmbSjYop7A4PD+fDz0dnUgDaxk4CTKFQ5OXl5efnNzQ0kBaImzZtYr5aUVFBetALAn86nGpOJBIJ949TUFBA8upeXl6hoaHC/YMghBD3dPI5kzkKl5+fr5N/wP66uroOHToEAFKpdNmyZTr/50VPJJJK7SMjKx6dB2KX2NDQbsIE6r9a169fBwCJRBIWFkY9GJ1BfpLMXO7Kykr82Q6AbBmLRCJvb289/0FNnz6dDABLTEwcP3487XB0Qf8BYHr+20VXYGAgWWRlZc2YMYNuMNpAfrtyc3PJ2s/PD3/ftKp4x47u+npVHhn48cf2UVEXQkMHflhDWlr1hQuOuvjLiVTENDu5d+8exX+/SqWSjEs0Nzf38fHhzzOJsbFxUFBQWlpabW3tvXv3mB8X98hxCh4+0wo6BcABsYbf39nZuWXLFhcXl1GjRsXExGzYsGHTpk1vv/0284DDhw/7+Pi8p1ljXKSHYmNjyWLlypX4bxghhNCIESPIywFzKk2HnTx5kpwZnzlzpoODA+1wEDUOUVFaurJtRITUzExLF1dRRUXF/fv3ASAwMJDutAOdxCTAyA8ZPZFCoSAD5x0dHfGXcPr06WRx/vx5upHojP4JMJpx6L2goCCyYMqOdU9PT09xcTEAuLq66mQrCP7oqKi492hM78AMZTLHWbNUvGz+tm0KnISqx5iMTmlpKcUw7t69SzoKBAcHi8WapgzYFRYWRhZpaWm0Yujs7CQVYB4eHpaWlrTCQGrQ6Le5s7MzKipq8+bNVVVVAzyms7Pzk08++eWXXzS5F9IrSqXywIEDZL1s2TK6wSCEEOIDc3NzUlBeXFzcy1LLEd7as2cPWaxatYpuJIgu+ylTTJyctHFl95UrtXHZQbl69SpZYK2JNjAdOJgWf+i3KioqSN8YpmOkPvPz8yN50xs3bpD9L6QhZh/Tzc2NbiR6LigoiByiIpUNOqmoqKivrw8ARo0aRTsWHVe6e7eip2fgx4gNDGzCw0N//NFA5S3y9tLS6gsXNI4OCZWnpydZkHM5tDADrkaPHk0xjCcKfVRJSTEBlpubK5fLAZ9pBUijBNiXX36ZnJwMAPPmzTt69GhRUdFvD4u99NJLMTExALBjxw5N7oX0SkpKCnnSf/7555977jna4SCEEOKFkSNHAkBvby/Telsn1dTUkCZUQ4cOnTt3Lu1wEE1iI6Pn/vhH1i9rExZmN2kS65cdLPI5AgBw2pA22NjYGBsbA1aADejOnTtkgQkwYtq0aQAgl8svXrxIOxZdUFZWRhZYAUaXpaUlqa4oKirq6OigHY5W5OXlkQVuy2pb9c8/D/yAUVu3zsrNDY+NtQoIGNyVExM1iAsJG9Mpl24C7ObNm2TBjN/mDyYBlpqaSiuG27dvkwU+0wqORgmw+Ph4AIiJiTlx4sTChQuHDx/+xAJAkgAjLf4RUkX//od0I0EIIcQfzNzygoICupFoVVxcHDnD++KLLxoZGdEOB1HmsmCB5aMBeAPoqq4+5eX1zCETACCSSEb+9a9shKapa9eukQVWgGmDSCQiRWDV1dV92FXpKcgAMMAE2CPR0dFkcQELEdjAtECkOK0EEaQLolwuZ7YvdQzTIdzf359uJLqtJS+v41nHSloLC+8fOVJ+6FDlTz8N6uK1ly4pdL3LBXoaU1NTe3t7ACgtLVUqlbTCyMjIIIuQkBBaMTyNp6cn+RHdvHmzu7ubSgxkABgABAwyvY2o0ygBRs5fr1ixYuCHOTo6AkBtba0m90L6o7e3NyEhAQAkEgnJniKEEELQLwGm22PA9u7dSxbY/xABgEgsHvP11wZDhrB1wSPd3aU8SIe0traSXUhXV1dmWhViF0mAyeXyAfrV6zmmAszHx4duJDwRHR0tkUgA4Ny5c7Rj0QVMAgxbIFIXGBhIFrraBZF5b4x1CVpVr0Lpyb24uKx338169928Tz8d1MV7W1ubc3LUDQ0JHjkq0dnZWVNTQysGUgFmamrKfO7mlbFjxwJAd3c3rWdyrAATLo0SYFKpFAAMDQ0Hfhj5xGVGe842Eorz58/X19cDQFRUlIODA+1wEEII8QVpgQg6XQF269YtMqF9+PDhoSpU8yB9YObhEfL11yKJRPNLXW5r211ePnHixDNnzmh+NU2kpKSQHvoRERF0I9FhTGYRuyA+DbZAfMzQoUPJ2I+KigrdPmvCDZIAk8lkQ9g7xIDUQyrAAIC8y9I95B+sgYEBjpDQqjYtt2FvezQ4EOkhZgxYKaVfg/Ly8rq6OgAIDAwkG/58Q70LIkmAGRsb4/tGwdEoAUZqq5lzyk+kVCq///57wOwoUllcXBxZPLO4ECGEkF7RhxaIzNuqNWvWkEbwCAGAbUTE6H/8Q2JsrMlFhkRG/mxtDQBtbW3z58/fuXMnS9Gpg+mOjv0PtYdUgAFARUUF3Uh4iyTAxGIxs+uEpk+fTha/He+NBqW5ubmpqQlwABg/MAkwnawAe/jwITl3/txzzz3zhDrSRHdjo1av39PQoNXrIz5jmuXSSoBlZmaSBTkKw0NhYWFkkZaWxv3da2pqSHM7Pz8/CRsHExGXNEqArVu3DgAOHDiwePHiK1eudHZ29v+qUqnMzs5eunQpaSCOw5yQKlpbW0+ePAkApqamCxYsoB0OQgghHnFwcBg6dCgA5OfnU+yNrj19fX379+8HALFYjG+c0GOcZs8ef/Cgsb29Gt8rEotHvv32xF27Ll27NmnSJADo6+vbsGHD+++/T+ufUnJyMlmMGzeOSgD6ACvABiaXy8kek4uLi4mJCe1w+AITYGxh+h9iAowPXF1dra2tASA7O5vUH+uS27dvk1dzPHeubQqtTR4i78bkXV1auj7iP+Yszt27d6kEQPofAkBwcDCVAJ7p+eefF4vFQCkBxvQ/xFGLQqRRAmzt2rVkRNPRo0cnTZpkZmY2bdo08iUnJyczM7PAwEAyzGnKlClr167VPFyk844fP97R0QEA8+bNs7CwoB0OQgghfiFFYK2trZWVlbRjYd/58+dJz/fJkye7urrSDgfxzhB//0k//eS+cqV4MG1JhgYHj4uP916/HkQimUx2/vz55cuXky999NFHL730EvdzpOVyOfngamlpibt12oMVYAO7d+9eT08PYP/D/yssLIz067ty5UoXbsVqABNgfEPGgLW3txcXF9OOhWU5jwZH4bastmlYiz8AkZavj/gPK8CeydLS0tfXFwDu3r1LirG4hAPABE2jBJhIJNq/f/+XX35pa2sLAEqlsq2tjXypqqqKFIQZGRlt3Ljx1KlT/OwfivgmNjaWLPDkO0IIod/S7S6Ie/bsIYvVq1fTjQTxlqFMNmrLlsnnz7ssXGhgaTnAI0USiWzMmDH/+ldEQoIsJIT5/0ZGRrGxsR9++CH5z7i4uClTppDxq5zJyspqbW0FgLCwMGwhoj1MBRgmwJ6IGQDm4+NDNxJekUqlkZGRANDR0XHt2jXa4QgYs4OJCTCeYLogMlUOOoPZlg0ICKAbic4zsrUV9PURn1FPgGVkZACAoaGhn58flQBUQbELYnZ2NlngM60QaZqUkkgkf/zjH998882rV69mZGRUV1e3t7crlUoDAwOZTObn5zd16lRSaY7QM9XW1iYlJQGAjY1NdHQ07XAQQgjxzsiRI8mioKAgKiqKbjDsam5u/umnnwDAzMxs0aJFtMNBvGbm7h68bZuir68hLa32l19a79zpqq6Wd3aKpFKjoUPNPDxkzz/vMHWqoUz2xG8XiUSbN292d3d/7bXXent7k5OTw8PDz5w5w1kdDA4A4wZTAYYtEJ+ISYBhBdhjpk+ffvz4cQC4cOGCjr3UcqmsrIwsMAHGE0wCLCsr68UXX6QbDLuYCjCsS9A2cy8vrV7fwttbq9dHfObi4mJoaNjT00OlBeKDBw/IKMGAgAA+jxIMDQ394YcfACAtLW3u3Llc3hoTYILGTlUWOSZGToohpLb9+/f39fUBwNKlSw0MDGiHgxBCiHd0uALswIEDpHr+hRdeMDc3px0OEgCxVGo7frytujmkNWvWDBs2bPHixc3NzcXFxeHh4SdOnOAmI8UkwCIiIji4nd6ysbExNTXt6OjABNgTYQLsaWbMmEEW58+f/+KLL+gGI1zYApFvmATYrVu36EbCLqVSmZubCwAWFhbYQFvb7CZO1N7FjaytLR8d9UN6SCKRDBs2rKSkpKKiore3l+NNUf73PyRCQ0PJIjU1lcv7yuXy/Px8ALC1tbVXayQzokujFogkV4EQW+Li4shixYoVdCNBCCHET0wFGHkDqkv27t1LFqtWraIbCdIfU6dOvXbtGtkva2hoiIqKOnjwIAf3JQkwqVQ6duxYDm6nz5ydnQGgurq6t7eXdiy8gwmwp3F3dyc/k9u3bz948IB2OEKFLRD5ZuTIkcbGxtBvn1c33L9//+HDhwDg6+srEoloh6PjzNzdtVcEZj91qgj7Qus3T09PAJDL5eXl5RzfWigJMD8/P0tLSwBIT0+Xy+Wc3ffOnTvkrCqWfwmURgkwKyurqVOnfvjhh4mJicz0L4TUU1xc/OuvvwKAm5sb09QVIYQQ6s/Dw4NsXuhYAuzOnTvkFJuLi8ukSZNoh4P0iL+/f2pqakhICAB0dXUtW7Zs8+bNWr1jWVkZGUkVGBiIxY7aRrogKhQK0tYG9VdUVAQAEomEmbqBGKQdvVKpTExMpB2LUJEKMGtrawsLC9qxIAAAMcAcH581Mtl6sfjirFlJU6ZcmTcv5aWXbn/4YdXZs30dHbQDVBPT/9Df359uJHrCUWvTOhymTdPSlZFQUBwDJpQEmFgsHjNmDAC0trZyuSGAoxaFTqMEWHt7e1JS0tatW6Ojo62srEJCQv7whz8kJCTg5yukhn379pHFSy+9hAeXEEIIPZFEIvH29gaAqqoqctxVN+zZs0epVALA6tWrJY42igAAIABJREFUJXj2E3HL0dHx8uXLc+bMAQClUrlly5bXX39de50ecAAYl4YNG0YW2AXxMT09PeR4tbu7O59nXdAyffp0srhw4QLdSASqqampubkZ+u1mIoraiotvbtp04fnnV7W1LbKyGmNq2lFY2F5W1pybW5+cfC829teNG8+PGZO+bl1DWhrtYAeN2ZbFBBg3PF9+WWpmxvplLUeOtJs8mfXLImFhXjK4HwNGEmAGBgb8HyXIlExw2QWReabl/88HPZFGCbCPPvpo/vz5Tk5OACCXyzMzM7/++uuYmBgnJycvL6/Vq1fv2rUrPz+fbOggNLD4+Hiy0LGBtAghhNjFdEEsLCykGwlblErl/v37yXrlypV0g0H6ydzc/Pjx42+88Qb5z++//37u3Lmtra3auBcmwLhEKsAAgFTdIUZpaSnJ8mL/wyeaMmWKkZERAFy4cEGhUNAOR3hwABhPdNXWZr333uVZsyqOHettaRngkYru7ppLl5KXL0975ZXWoiLOItQcJsA4ZiiTeb7yiiqP7KquPuXldeHRyKKB+f71ryKxRju0SAfQqgCrr68nJ6X8/PxItxU+Y8aApXF4ZCE7O5ssMAEmUBo9vb733nvHjx+vrKysqKg4duzY//zP/0ybNm3o0KEAcPfu3b1797722mu+vr62trbz58//+9//zlLMSAelpqaSJiQhISF+fn60w0EIIcRfujcG7NKlS+RDTlhY2IgRI2iHg/SURCL59ttv//nPf4rFYgA4d+7c1KlTa2pqWL8RkwAbN24c6xdHj2ESYFgB9hgcADYwMzOz8PBwAKivr7958ybtcIQHE2B80Pjrr1fmzCmPj1cOZk5M7eXLV+bPv3/kiPYCYxeTAMONFM54vfqq6aMCa1Y4REXZRkSweEEkUGQGGHCeAMvIyCALnvc/JJgKMC4TYOSZViKR+Pr6cnZTxCJ2zhc4OzsvWLDg448/vnDhQkNDQ1FRUVxc3KJFi8jn54aGhpMnT77zzjus3AvppLi4OLJYsWIF3UgQQgjxHJMiKigooBsJW/bu3UsWq1evphsJQn/4wx8OHTpkYmICADdu3AgLC2M309zS0kKmlbi7uzO5GaQ9TAtErAB7TNGjCg9MgD1N9KM5N+fPn6cbiRAxCTA3Nzeqgeiv+4cPp6xc2d3QoMb3Knp6br3zTt6nnyp5X/7Y19dHOiI4ODjIZDLa4egLqanp2O+/Z6sRorm3d9C2baxcCgkdrRaITAIsODiYy/uqx87OjvygcnNzWwYs7WVLW1sbSUl6eXmZmppycEfEOpYLbOvr6w8fPvzll19u3rz56NGjTLcEiUQyduxYdu+FdEZfX19CQgIAiMXimJgY2uEghBDiNSYBphsVYO3t7UePHgUAQ0PDJUuW0A4HIVi8eHFSUpKtrS0A3Lt3b/z48ZcuXWLr4ikpKXK5HLD/IVewBeLTYAXYM+EYME1gBRhdVefPZ737rqK3V5OLlPzwQ+E//sFWSFpSWFjY3d0N/RokIG5Y+PgEf/mlSOPBvQZWVmP//W8DCwtWokJCZ2NjY2lpCZxXgDGl3iEhIVzeV22kCEyhUPz6668c3O727dtkulNAQAAHt0PawEICrK2t7ezZs5s2bQoODrazs4uJidm5cyf5ROHn5/f73//++PHjDQ0NXFYmImFJTEwkDXamTJni7OxMOxyEEEK89txzz5ESc92oADty5AiZtDR//nxra2va4SAEABAWFpaSkvLcc88BQFNT04wZM/bt28fKlXEAGMeYCjBsgfgYJgHm4+NDNxLeIp/uASA5OZmbE9a6hEmAMcf5EWea8/JubtrESvHWnR07Kk+e1Pw62sP0P8SuXNxziIoa+8MPmuSuzD09IxISzDBNjvohrxr19fVcvvJmZmYCgEQiEUqChxkDlpqaysHtmGdaHAAmXBolwD788MMJEybIZLJZs2Zt37791q1bSqXS3d39lVdeiYuLq66uzsnJ+eqrr+bPnz9kyBC2Ika6B/sfIoQQUp2pqamrqysA3L17lxx6FTSm/+GqVavoRoJQf15eXsnJyRMmTACAnp6e1atXb968mRx+1AQmwDhmbW1NWrVgAuwxJAFmaGhIXlDQb4lEoqioKADo7e29fPky7XAEhkmA4S8YxxQ9Pb/+7nfyjg52LqdUZr37bgePnz9JV2Ho1yABcclu4sSII0fMvbzU+F77yMiII0fMH818Qohgjk0wryPa1tTURArORowYYcZSY09t43gMGCbAdIBGCbCtW7deu3att7cXACwsLN5///2SkpLS0tIffvhh+fLl9vb2LAWJdFl7e/uJEycAwNjYeOHChbTDQQghJACkzUtfX19xcTHtWDRSWVlJdhXt7OyYZlMI8YRMJktMTFy2bBkAKJXKLVu2vPzyy70adJTq6+tLT08HAEtLSz8/P9YCRQMiXRBramp6enpox8IXXV1dpCekh4eHVCqlHQ5/MS9MOAZssMrKygDA1tbWAjubcevevn0q5qsCP/44WoWdU3lXV8GXX2ocl7ZgBRh15l5ek06f9v/gA0OVZ7BZeHuP/f77sT/8YGBpqdXYkBBxPwYsMzOTHHEbPXo0N3fUXFBQkJGREXBeASaUCjn0WxolwKZMmWJsbEzWra2tf/vb36ZPn/7aa68dOHCgurqajfCQ7jt+/HhbWxsAzJs3DysFEUIIqYI55Sr0Loh79uwh85BWrFhhYGBAOxyEHmdkZBQXF/fhhx+S/9y9e/fMmTMfPnyo3tVu3bpF3vWNGzdOovHYDKQikgBTKBRVVVW0Y+GL4uJiMqwaB4ANLDo6WiQSAY4BG6TGxsbm5mbAAWCc621pufPdd6o80lAmc5w1S8XLVp461fyo0IpvyLasRCLBbq4UiQ0MPFavnnrpkv+HH9qOHy9+yrkKqZmZ0+zZIV9/PenMGfupUzkOEgkFkwDjbAwY6X8IgkqAGRkZBQcHA0BtbS0HPyhSa2tmZoZtjYVLo/NuFy9e7O7uTklJuXTpUlJSUnp6enFxcXFx8a5duwBg5MiRkZGRkZGRkydPtrGxYSlgpGuw/yFCCKHBYgZ95+fn041EQ8xcJex/iHhLJBJt3rzZxcVlw4YNfX19Fy9ejIiIOH36tJub28Df2Nramp6eXlhY2Nzc3NHRYW5unpubS76E/Q+51H8M2DP/1vQEDgBTkYODQ0BAQFZWVnFxcUlJiZdabb70ENO3ChNgHKs8darnWUc0xAYGsjFjRr7zjoGlZXd9vUrXVSrvxcUFfvopCyGyqq2tjfyyeXt7M2fTES1Sc3OPVas8Vq3qbWlpzMhoLy3trq9X9PVJjI2N7e0tvL2HBgeLDQ1ph4n4zvNRV0xMgA0sNDSUlH+lpqZqNS9VUVHR0NAAAP7+/mQSORIiTRs+GBkZTZ48efLkyVu2bOno6Lh27RpJhmVkZOTn5+fn53/33XcikWjUqFGRkZH//Oc/WQka6Yy6urqff/4ZAGQyGbZ+QgghpCLdqABLS0sj8fv7+wcFBdEOB6GBrFu3ztXVdcmSJS0tLbm5ueHh4adOnQoJCfntI1taWg4cOHDixImkpKSnTelLT09PSkqaMmWKlqNGAI8qwACANP1D0C8BhhVgzxQdHZ2VlQUAFy5c2LBhA+1whIHZtcQEGMeqExMHfsCorVvdXnxRNPgS5JqLF5VyuRrfqFU5OTmkcZm/vz/tWND/z8DS0j4yEiIjaQeCBIlKC0QAEIlEgYGB3NyRFaGhoWSRlpZGGrZrCQ4A0w1spi5NTU2jo6M//fTTa9eu/fzzz7MeVZQrlcrs7OyvvvqKxXsh3RAfH08mScTExJD+rQghhNAzMXMOBF0BtmfPHrJYu3Yt3UgQUkV0dPTVq1dJOVFVVdWkSZNOnTrV/wE9PT3ffPONt7f3+vXrz549+7TsFwCcOnVq6tSpkyZN4mZytZ5jEmD3VZuLow8wAaY65pAidkFUHVaAUdHX1tbwrGEwrYWF948cKT90qPKnnwZ18e6GhqZbtzSITitwWxYh3ePh4UGaD3NTAdbW1kaGag8fPlxYU2nCwsLIQtufJrKzs8kCn2kFjbWRv6WlpWlpaenp6WlpaZmZmV1dXf2/amdnh61O0G9h/0OEEEJqsLa2trGxqa+vLygoUCgUQuxF0NPTc+jQIQCQSqXLly+nHQ5CKgkICEhNTZ09e/atW7fa29sXLlz41VdfvfHGGwCQk5OzePHioqIi1a925cqV8PDwdevWffPNN3gQSnuYFohYAcbABJjqJkyYYG5u3tbWdvHixd7eXhxXqYqysjKywAQYlx5mZyt6ewd+zL1H+w/GDg7Oc+YM6vqNv/4qe1LdM0VMAgwrwBDSGSYmJg4ODlVVVaWlpUqlkiTDtCczM5NMRX1iXwc+8/DwsLe3r6mpuXnzZnd3t/Y+SjDPtAEBAVq6BeKARhtG58+f/9vf/jZnzhw7OztPT89ly5b94x//SE5OJtkvHx+fl19++T//+U9hYWFNTc3Ro0dZihnpiJKSkvT0dABwdXXF/ChCCKFBIV0QOzo6BLqle/LkSdJMPDo62sHBgXY4CKnKycnp6tWrM2fOBAC5XL5x48Y//OEPJ0+eHDdu3KCyX4RSqdy1a9fUqVNra2u1ECwCwBaIT0ISYCYmJswPBz2NoaHhxIkTAaC1tTX1WeU1iMAKMCraH/3YBXp9NeTk5JAFJsAQ0iWkC2JnZ2dNTY2278UMAAsODtb2vVhHuiB2d3ff0maFLh410A0aJcBmzJjxwQcfnD59uq6uDgAMDAxCQ0P//Oc/Hzt2rLa2trCw8Mcff1y7di3OFkZPFBcXRzpWr1ixQtuHGhBCCOmYkSNHkkVeXh7dSNSzb98+sli1ahXdSBAaLHNz8xMnTjCtO7/++usFCxa0traqfcHr16+PGzeuvr6epQDR/8FUgGELRKKtra2qqgoAvLy8hFhAzD2mC+L58+fpRiIUTALMzc2NaiD6pae5WbvXf/hQq9dXA0mAmZqaenp60o4FIcQa5l80B2PAbt68SRajR4/W9r1Yx4wB094Bnd7e3sLCQgBwdHS0sbHR0l0QBzR9xz9kyJAZM2Z89NFHly9fbm5uTk1N3bZt24IFC2xtbVmJD+mw/fv3kwX2P0QIITRYTAKsoKCAbiRqqK2tPXv2LABYWVnNnz+fdjgIDZqBgcF//vOfrVu3kjNM5EiTJkpKShYvXtz7rO5VSA0ymczMzAywAuyR4uJi8hvr7e1NOxZhiI6OJgtMgKmIJMDs7OzIPz3EDaWWX0G0ff3Bqq6uJifRfX19JRIJ7XAQQqwhFWDAyRgwUgEmEomEWAHGwRiwwsJCMtUY+x8KnUYJsKysrMbGxrNnz7733nuTJk0yMTFhKyyk827cuEGy6EFBQX5+frTDQQghJDCkBSIIMwF24MABstEfExNjbGxMOxyE1PS73/3OysqKratduXLlT3/6E1tXQ/2RRn81NTU9PT20Y6GPGQCGfUpUNGLECFLJlJmZiZWaz9TQ0EAqYrH/IcckpqaCvv5gMV25Ro0aRTcShBC7mASYtivAOjo68vPzAcDd3V0mk2n1Xtrw/PPPk/S/9irA8JlWZ2iUAAsICMCuEUg9cY/Gz2L5F0IIITXwPAGmlMsbb9zI++yz1NWrk6ZOTQwPTxw//tL/x96dB8Z0dn8APzPZI/smieyJiCASIUltRZG+Qqto0VI/SvG2SltLFdWqrUpbXlqqSlu7KkKpWGuNNZbsIrJIZJE9ss/M74/ndV9FJpOZO7mzfD9/PZ3c+8xJGjOTe+45JzLy8rvv3lm37q+ff2aHjRs3Ttg4AVSxePHikpISHjf84YcfuL8zgUcsASaVSnNzc4WORXhcAqxt27bCRqJFWBGYVCo9fvy40LFoOu6Gfe4KJrQMUzVPVDVzdVXr/s2Fy7IAuop7+8hQ8+jBGzduSCQSIgoNDVXrE6mJpaVlYGAgEd27d09N89Ju3brFFqgA03ZIX4EAJBLJrl27iEgsFo8aNUrocAAAQPt4enqam5sTEbttTXPUFhbGf/FFTETE+VGj7m7cWHju3KOMjJqCgpq8vMq0tPwTJ5K/+ebflZU/urtP8fUNCw4WOl4AJWVkZPzwww/yj+nevXt0dPSdO3eqqqpu3769adMm+RNxJBLJJ598wmuYQIQxYP+EBJgS0AVRcdz1SlSAtTCrdu3Uur+lhtWMIgEGoKtabAYY639I2jkAjOHGgKmpCyJeaXUGEmAggOPHj+fl5RFRnz592B2pAAAAzSIWi1n3qoKCgqKiIqHDISKSVFWlfPvtiX797v36a11xsfyDnY2MBslkp/r3z9y5UyaVtkyEADz66quvWE/8xsyaNev8+fNDhgwxNDSMi4tr06bNhAkTkpKSBg8eLOesw4cPX7t2je9g9R33eRtjwIgoNTWVLdACUXH9+/c3NDQkor/++kv1mX+6jUuAyc/3A+8s27Y1f5zs551ILHbq1UtNmysHl2UBdFWbNm2MjY1J/TPAkABrEqsAMzQ05AaQg5ZCAgwEgP6HAACgOu5jqCZ0QazOzT33xhupa9dKqqoUP6smP//WvHlX//3vhuacBSA4qVS6f/9+OQe0bdt28eLFUql01KhR3t7ePXr0cHZ2Xrp0qZmZ2ZYtW5zlNqr6448/+I5X33EJMFSA0eMKsFatWsn/PYQn2djYdOvWjYjy8vISEhKEDkejoQJMQK379VPTzrYhISaOjmraXAlSqZS1QHBwcGjdurXQ4QAAnwwMDDw8PIjo/v37ap3eqgMJsIiICLZQRwKstLSU3TrWrl07ExMT3veHloQEGLS06urqAwcOEJGpqemwYcOEDgcAALSV5owBK4mLOzt0aLmyzRjzjh07//rr1ZjNA9ojNjaWVfM3Zvz48cbGxlu2bGFdr4morq5u/vz5p06dsre3HzJkiJxz2QdF4BHXAhEVYGVlZYWFhUTUtm1bkUgkdDjaBF0QFYQEmIBco6LUtLPLoEFq2lk5d+/eraqqIpR/AegoNgZMIpFkZWWp6Slqa2sTExOJyN3d3VGTEvzNEhgYaGVlRUSXL19m88x4dPv2bVb1jldaHYAEGLS0AwcOlJeXE1FUVJSNjY3Q4QAAgLbiKsCEHQNWlZ19edKkWtXaMJYnJ8eOH19fUcFXVABqdezYMfkHsJHUhw4devJBmUx28uRJIgoJCZFzbkJCAvI0/EILRA4GgCktMjKSLZAAk48lwEQiEVogtjy70FDH3r1539a0dWvPkSN531YV6H8IoNu4MWDq64J4+/bt+vp6aupjuYYTi8WsQr2iooL3awLcK23Hjh353RlaHhJg0NLQ/xAAAHihCRVg9eXllyZMqCspUX2ryrS0uI8+wjww0ArsjlE5zp49u2rVqme7kTg4OBBRcVND8oTNausergIMLRAxAExpYWFhdnZ2RHT27NkqtO1tXGZmJhG1bt3a3Nxc6Fj0UeDs2SJx05e5avLyDvr6xjweHiNfwEcfGZiZqRwan5AAA9BtrAKM1JkA42buhoaGqukpWgbXBTE2NpbfnblX2s6dO/O7M7Q8JMCgRT18+JDdM2hraztIw9oIAACAdvH39zcwMCBBr5XHL1pUmZ7O1275J0/e++UXvnYDUB/5/Q+JaNWqVTNnzsz9Z2NPPz+/cePGEdGRI0fkn/7gwQMVI4Qn2dratmrVilABRpSWlsYWfn5+wkaidQwMDPr160dENTU1Z86cETocDVVYWFhZWUlEKP8SilX79t7/9388bmgfHu722ms8bsiL+Ph4tkBdAoBO4irA0vn7S/MpcXFxbKG9A8CY8Me3MvA+BgwVYLrEUJWTv/vuO8UPFolE5ubmbdq0iYiIYPeOgR7as2cPq7EdPnw4RggCAIAqTExMvL2909LSMjIyqqurzVr85tzyxMQcxYYVdV6ypHX//orcaHxn7Vr34cONrKxUjg5AjZSo/+jRo8eBAwdsbGx27dp1/vx5+Qc/evRI2dDg+dzd3ZOTkwsKCurq6oyNjYUORzBogaiKyMjI33//nYhiYmJefvllocPRRBgApgkCP/mkIjW18Nw51bcyd3fvum6dyMBA9a34xS7LikQiXJYF0EktUAF2/fp1ttCZBBi/FWAymYzdamBlZYWbWnSASgmwDz/8UImzjI2Nx40bt2rVKktLS1WeHbQR+h8CAACP2rdvn5aWJpVKU1NTW741QeKKFYp0LDS2s3MZNEhaV6fInnWlpWkbNrSfNUvl6ADUyNTUVPGDXVxcFi1aNGHCBLFYvG/fPlYEJl/L57N1npubW3JyslQqzcnJ4a6q6CEkwFQxcOBAtsAYsMYgAaYJRAYGoWvWnB81quJxy1PlGNnYdNuwwdjWlq/A+FJdXc2KWb29vS0sLIQOBwD4x31UU1MFWH19PcujOzs7u7q6quMpWoyTk5OPj096enpiYmJ5ebkVTzeSZmVllZWVEVGnTp1EIhEve4KAVGqB6Ovra29v39yz6urqNm7c2L9//5qaGlWeHbROZmbmhQsXiKhNmza91TCcFgAA9I2AY8CqsrMLz56Vf4zYyMjhhRfCN21qVkVX1q5dMolEtegA1IuN8mqSWCyeOnVqamrqxIkT8/Lyxo4dO3z48NraWr72B8VxY8D0vAsiS4BZW1s7OTkJHYv28fDwYG+7iYmJmCf3XNyt+vqcZtYERtbWPffscerTR+kdjD08eu3bZ9WuHX9B8SYxMVEikRAGgAHoLnt7e2tra1JbBVh8fDy7Jq/tA8AYVgQmlUqvXLnC1543b95ki6CgIL72BAGplABLSUmJjIwkolmzZuXn5xc+Iz8//5NPPiGiwYMH5+XlZWZmxsTEDBkyhIguX768du1aXr4H0Ba//fabTCYjojFjxogVmEwLAAAgn4AJsLyYGPkHdFq0aFBCwgtbt9o080NzXUlJ8dWrKoQGoHbtFLgmaGVldezYse+//56I5s6d27Zt261bt7KPgrzsD83i5ubGFvqct3j48GFxcTER+fv7Cx2LtmJ//hPRsWPHhI1EM2VmZrIFKsAEZ2hhEfbjj23//W+xkVGzTpQRna2sXCWVmj++b0DTYCwNgD5g7yNFRUXl5eW8b64z/Q8ZdYwB415pcauBblApCfHVV19t37599OjRK1ascHJycniGk5PTsmXLxowZc+jQoS1btnh4eAwYMCA6Onrw4MFEtHPnTp6+C9AO3P9x9D8EAABetG/fni2SkpJa+KnzTpyQf0BFSkr23r1Zu3fnHDrU7M2PH1c2LoCW0LdvX/kHmJiY7N+/v1+/frdu3QoNDV2+fLniY8PatGnj5+encozwD0iAEfof8gFdEOVDC0SNIjIwCPj44z4xMa5RUaRYAyvL4OBlVVVfFxQcO3Nm8+bN6o5QOWwsDeGyLIBO8/HxYQt1FIHFxcWxhW4kwCIiItgCCTBojEoJsJ9//pmIhg0bJv8wdsCmTZu4R95++20iSklJUeXZQbtcv349ISGBiAIDA/HyAQAAvOASYC1cASaTSksfd0VoTMa2bTfnzr05d27ismXN3b/k8d8kAJqpX79+NjY2cg4YP3583759T548GRERkdrMKSzDhg1Dq33eoQUiIQHGhz59+piYmBDRsWPHJOjW+wyWABOJRB4eHkLHAv/VysMjdM2avjEx7WfNsg0JET2vFY2Fn5/flCk9f/+9z969769cyR786KOPcnNzWzZYheCyLIA+4FrpqiMBdu3aNbbQjQRYSEgI+3ASGxvL157slVYkEqHWVjcYqnIyu3+wrqmh7vX19USUlZXFPeLs7KzK84I22rZtG1uw9CcAAIDqbGxsnJ2d8/LyUlJSJBKJgYFByzxvTX6+RJ2jTB89voUcQDMZGRlFRkbu2rWrsQOmTp1KRLNnz66urm7u5q+++qpKwcHzcBVgSIAREmAqMDc379mz54kTJ0pKSq5evco1HQIikslkrAWis7OzmZmZ0OHAP1j4+PhNmeI3ZUp9eXllenpNfr60tlZkaGjq6NjKy8vE0ZE78q233tq2bduRI0fKyso+/PBDOe90QmEVYCYmJngpA9BhXAVYeno6vztLJJJbt24RkYODg27crmFsbBwSEhIbG1tQUHDv3j3Vx3DW1tayG/jc3d3l3/MH2kKlCjA2nppLbDRmx44dRPTknGH2ho0kqv6QSCSs/6FYLB49erTQ4QAAgO5gY8BqamoyWjBpVK+GVuwtuT+A6mbOnNlYnZapqSmbF33y5MnS55k/f35j23bu3LnJ/oqgBK4CDC0QiQg9NlXBjQFDF8SnFBYWPnr0iND/ULMZWVnZBge7REa2eeUV10GD7Lp1ezL7xfzwww8WFhZEtHv37kPNb2StVkVFRawuLSAgwKiZ480AQIuorwIsOTmZdSYPCQnhd2cBcXfk8FIElpSU1NDQQCi01SEqJcCioqKI6PDhw6+99tqFCxdYpRenoaHhypUro0aN2r9/Pz1xL2dDQ8PatWuJaMSIEao8O2iR06dPs09pPXv21I37CwAAQEMI0gVR1tCg3v2lUplUqtanAFBR165d33jjjed+ibv4a2VlZf08pqamjW27cuVK8fP6U4GKbGxs2PVcVIARkb+/v7CRaDVuDFhMTIywkWgaDADTGZ6enl9++SVb//vf/66oqBA2nieh/yGAnuASYLxXgF2/fp0tdKP/IcPvGDDulZbd0gc6QKU/LxctWuTq6kpE+/fv79Gjh5mZmbOzs5eXl5eXl4uLi5mZWVhYGCsY9/Pz+/zzz9lZX3zxRWJioqOj47vvvqty/KAduDLBt956S9hIAABAx7AKMGrZBJihubl69zcze+6MCgCNsmTJklatWj37eHJyskiuxirABg8e3L9/fzVHrb9YF8SCgoLa2lqhYxFGWloaETk4ONja2godixYLCgpycXEhokuXLpWWlgodjgZBAkyXTJtqLd9SAAAgAElEQVQ2LSwsjIiys7M//fRTocP5H+6yLDoqAeg2Ly8v1muB9wowLgEWGhrK784C4rcCDK+0ukelayvOzs4XL1589dVX2b9JiUSSn5+fmZmZmZmZl5fHqgUNDQ3Hjh174cIFe3t7dta8efOWLVu2Z88eS0tL1b8B0Hw1NTV//PEHERkbGw8fPlzocAAAQKcIkgAzdXFRa4LKzNVVfZsD8MXX1/eXX35prBFic/n5+f3yyy+8bAXPxbogymSynJwcoWMRQF5eXnl5OWEAmMpEItGAAQOIqKGh4dSpU0KHo0G4a5RIgOkAAwODn376ifUY/P7778+fPy90RP+FCjAAPcGKTIjo3r17MpmMx52vXbvGFrqUAPP29mY/rhs3bqh+p9fNmzfZonPnzqpGBprBUMXzPTw89u/fn5ube/LkyaSkpOLi4pqaGplMZmZm5uDg0LFjx379+jn+s6WyqanpJ598ouLzghY5ePBgWVkZEUVFRXF5UAAAAF5wLRCTkpJa7EkNTE3NPT0f8X07HsfqcVYPQMMNHz584cKFXKcHpVlaWu7bt8/Ozo6PoOD5WAUYEd2/f5+brK4/uP6HSICpbuDAgb/++isRHT169LXXXhM6HE2RmZnJFkiA6YZOnTrNnDlz2bJlUql04sSJN27cMDExETooio+PZwskwAB0no+Pz4MHD2pqavLy8ljtteqkUumNGzeIyMbGhuuyqBvCwsKio6Nra2vj4uK4jojKYbcamJiYoGm2zlA1Aca4urqOGTOGl61A96D/IQAAqI+bm5uFhUVlZWVLJsCIqHXfvulqS4C17tdPTTsD8O6zzz4zMjJasGCBVNnBdW5ubvv370ePEXVjFWBElJ2dLWwkgkhNTWULJMBUFxkZKRaLpVLp0aNHhY5Fg6ACTPcsXLhw//79SUlJycnJK1asWLBggbDxyGSyhIQEIrK2tubuaQAAXeXt7c3KT+/du8dXAuzOnTtsrmGXLl346uKgIcLDw6Ojo4no0qVLqiTAHj58+ODBAyIKCAhgdcCgAzBeAtSrpKTkr7/+IiIrK6tBgwYJHQ4AAOgakUjUrl07IiouLi4oKGiZJ62srLxSXa2mzcWGhk59+qhpcwDeiUSiTz/9dO/evRYWFkqc3r179ytXruhSDxaNxV0t1c8EGFcBhpt5Vefg4BAcHExEGRkZXGYR2AwwkUjk4eEhdCzADxMTkx9++IFdI16yZEliYqKw8WRmZrJWrp06ddKxK9cA8CyuQis9PZ2vPbn+h126dOFrTw3BJb0uXbqkyj5cp9mgoCBVYwKNwWcCrLy8PCUl5dq1a9euXUtJSWFd70DP7d69m3VfHTFihJmZmdDhAACADuK6IJ48efLGjRvp6emPHj1S03Pl5+d//vnnnp6e7yxZ8rChQR1P4dirl5G1tTp2BlCfoUOHJiUlTZgwwcDAQMFTXF1df/zxx7///pu17Ad14yrA7t+/L2wkgkALRH5FRkayRUxMjLCRaAiZTJaVlUVELi4upqamQocDvHnxxRffeecdIqqtrZ04caLStc68wAAwAL3CJcDu8dd3JC4uji10LwHWrVs39mdIbGysKvvcunWLLfBKq0t4SICVl5cvXbq0Q4cONjY2AQEBXbt27dq1a0BAgK2tbfv27RcvXsxuUQH9hP6HAACgPqWlpTt27OCm1I4ePTokJMTX19fCwsLb23vy5MmHDx+uqanh5blu3bo1efJkLy+vL774ori4WEq0vaSEl52fJBKL2334Ie/bArQANze3TZs23bx5c8qUKa6uro0dJhaLIyIiVq1alZqaOmnSJENDflqyQ5OenAEmbCSC4BJgfn5+wkaiGwYOHMgW6ILI5OfnV1VV0RPXK0FnrFy5sk2bNkR08eLFjRs3ChgJEmAAeoWb2MpjAkyHK8AsLS0DAwOJ6N69e/n5+Urvg1danSSSyWSqnH/jxo1XX32V3evUGHd39+joaNYkAVrAo0ePqquricjKysrY2FjASLKysry9vaVSqaura1ZWluJ3BAMAgHIqKyvr6+ttbW2FDkTt8vPzFy1a9NNPP9XV1ck/0sbGZtasWTNmzDA3N1fuuc6dO/fVV1/9+eef3KcmsVg8aNCg6dOmGX77bQVP3Z9kRCKiNq++2uWbb3jZEEBAMpns6tWrf//99507d0pKSqqrqy0sLNzd3QMDA19++WWUfPFOJpMVFRURkaGhoY2NzXOPKSsrY1/q0qULd/lDT8hkMgsLi6qqKmdnZzbXAVRUX1/v4OBQXl7eqlWroqIiExMToSMSWGxs7AsvvEBEb7311tatW4UOB3i2Z8+eN954g4isrKwSEhKEmr81evTonTt3EtHZs2d79uzJPS6VSouLiy0tLfEvEUCXZGVleXp6EtGLL754+vRp1TeUyWT29vYlJSUWFhZlZWVisa7NRXr33XfZbQoHDhx45ZVXlNskPDz88uXLRJSTkyPnlj4NoTkpAA2n0h2XhYWFAwcOLCwsJKJ27doNHz7cw8PDyclJJBLV1NTcv3//zJkzhw8fzs7OHjBgQEJCgpOTE09hg3bYtm0baxHw5ptvIvsFAAC8kEqly5cvX7ZsWWVlpSLHl5aWzps3b926datWrRo1apTiT1RXV7dz586VK1dyd4ERkYmJyRtvvDF37lzWd7HY3v7iW29J6+ub+108S0Rk4ugYOGeO6lsBCE4kEnXr1q1bt25CBwL/Y21tbWlpWVFRoYcVYPfv32fVORgAxhcjI6MXX3zx4MGDjx49unDhQt++fYWOSGBsABgReXl5CRkHqMfrr78+dOjQ/fv3l5eXT5069eDBg4KEwX0i7dixoyABAEBLcnNzMzExqa2t5asCLD09vaSkhIhCQkJ0L/tFROHh4SwBdunSJeUSYFKpNCEhgYjs7Ow0P/sFilPp13358uWFhYXGxsbbtm1LSkpasmTJ5MmTX3vttaFDh44aNWrmzJnR0dGXL1+2t7d/+PDhsmXL+AoatMX27dvZAv0PAQCAF5WVlcOHD583b56C2S9Obm7u6NGjp0+fLpFImjy4vLx89erVvr6+48aN4641ODk5LVy48P79+7/++is3dcwuNLTTokXN/S6eS2xs3O2HH0xbt+ZlNwCAZ7GqhcLCQr56w2oLDABTB64LIsaA0RP9qdjd+qB71q1bx4poDx069Mcff7R8APX19eylzN3dvbFKXwDQJWKx2MPDg4ju379fW1ur+obXr19ni9DQUNV300Dh4eFsofQYsLt377Jp4kFBQbyFBRpApQRYdHQ0Ec2ePfvNN98UiUTPPaZLly7z588nokOHDqnyXKB1bt68GR8fT0Tt27dHA0wAAFBdQUFB9+7d9+/fr/QOa9asGTp0qJyuienp6dOnT3d1dZ0xYwZXJOHn5/fdd99lZGR8/vnnDg4OT53i8cYbflOmKB0SIzIwCF6+3DYkRMV9AADkcHd3JyKZTJaTkyN0LC0KCTB1iIyMZAuMASOizMxMtsAMMF3l6uq6ePFitn7vvfdK1DAIVr7k5GT2CRblXwD6g72nSKXS7Oxs1XfjEmAhOvpXZ2BgoLW1NRFduXJFkdten4UBYLpKpQQY++f30ksvyT+sa9eu3MGgP7Zt28YWY8aMETYSAADQAbW1tcOGDXuyG6FyDh069P777z/7+LVr195+++127dqtWbOG3fZFRD169IiOjk5NTZ0+fbqZmVlje7afNStoyRKxkZFyIRnZ2IRv3tzm1VeVOx0AQEHc3Bp964KIBJg6tG3b1sfHh4hu3LiRl5cndDgCQwtEfTB16lQ2eSsvL2/u3Lkt/Oy4LAugh7ibKtLT01XfTecrwMRiMctBVFRUJCYmKrEDXml1lUoJMDZMvqCgQP5h7NOwhYWFKs8F2kUqle7YsYOIRCLR6NGjhQ4HAAC03tSpU8+fP8/LVhs3bvzPf/7D1lKp9ODBgz179uzatetvv/3W0NBARAYGBoMHD46NjT137tyQIUMaK3N/kueoURG//NLKw6O5wdiFhvbat8+xR4/mnggA0FysAoz0795EJMDUhHVBlMlkJ06cEDoWgbEEmFgs5v6Vge4Ri8U//fSTqakpEf34448nT55syWfHZVkAPcQlwHgZAxYXF0dE5ubm7dq1U303zRQREcEWynVB5F5p0QJRx6iUAGNzrVesWMFGCj9XdXX1ihUr6HEdGOiJv//+m91Y2qNHD3SBAAAAFf3111+bN2/mccPZs2cnJSX9+OOPgYGBr7zyCpdas7S0/OCDD9LT0w8ePMj1EFeQfXh4n5iYjgsXGtvZKXK8ha9vtx9+6LF7txJpMwAAJeh5BZhIJPL19RU6Fp3CjQHT8y6IMpmMtUB0dXU1MTEROhxQo3bt2s2ZM4eIZDLZ1KlTW3KeIhJgAHqIVVoTHwmwrKyswsJCIurcubOhoaGqkWkq7k/4S5cuKXH6rVu3iEgsFnfo0IHPsEBoKiXApk2bRkTXrl0LDQ39+eefy8rKnvxqVVXVvn37wsPDr1y5QkTPbTcEuorrf/jWW28JGwkAAGg7qVQ6b948xY+fPHmyTCabOXOmnGNqampCQkImT56ckpLCHnFxcVm4cGFWVtbq1as9lM1IiY2MvN9+u/+ZM902bHAfMeK5mTBzd3efCRO6b9/e58gR58eXDgEAWoB+VoBJpVLWOMjNzY21MAG+vPTSS0ZGRkQUExMjk8mEDkcweXl5LBGC/of64NNPP2UXRlNTU5cuXdpiz8sSYIaGhgEBAS32pAAgLB5bIF67do0tunTpouJWmoyrAFMiAVZdXc1+zt7e3uhjp2NUSvkOHjx4xowZ3333XXJy8jvvvPPOO+9YWVk5OjoSUXV1dV5enlQqZUd+8MEHgwcP5iFe0Aa1tbV79+4lIiMjoxEjRggdDgAAaLfdu3dz/cqbFBQUtHr1akWOrK2tZYuQkJAZM2a8+eabfN0KZ2Bm5ty/v3P//kRUk5dXdf9+Q1WVSCw2srQ09/Q0trHh5VkAAJpLPyvAMjMz2Qs++h/yzsrKKjw8/Ny5c/n5+Tdv3gwODhY6ImFwN+YjAaYPjI2NN23a1L17d6lUumzZsmHDhrXAb35ZWRm7ccHf3x9VhgD6g8cKMNb/kHQ9Aebo6Ojj45Oenp6YmFhWVmZtba34ufHx8RKJhFBoq4tUqgAjom+//fbHH390cnJi/1leXn737t27d+/m5uay7Jejo+P69esVvBQFuuHQoUOlpaVE9K9//cvBwUHocAAAQLtt3bpVwSNbtWq1a9cuxa8LeHt7R0dHX79+/e2331ZTIwhTZ2e7rl2devd27NnTpnNnZL8AQEBceateVYBhAJhaRUZGskVMTIywkQiIDQAjJMD0Rnh4+JQpU4iooaFh8uTJ7IKpWsXHx7MiS1yWBdArdnZ2NjY2xEcCjLujVLcTYPS4CEwqlV69erVZJ7L+h4QBYLpI1QQYEU2aNCk7O/vQoUMLFix45513Ro0aNXLkyAkTJsyfP//gwYPZ2dmTJ09W/VlAi6D/IQAA8KWysvLEiRMKHrx27dqAgACuq2GTzM3NhwwZomxoAABaxtLS0srKivSsAiw1NZUtkABTB4wBIyTA9NKyZctYTe3ly5e///57dT8dNwCsY8eO6n4uANAo7J2lqKjoqcFDzcUSYMbGxoGBgbwEprG4MWCxsbHNOhGjFnUYPzc7GxsbR0VFRUVF8bIbaLWysrIjR44QkaWlJfpeAgCAio4dO6bggPExY8b83//93/r162tra9u1a6fIKQkJCenp6VxnCQAAnefm5paYmPjw4cPq6mozMzOhw2kJqABTq65duzo6OhYWFp47d66yslI/Z2ZkZmayBRJg+sPKymr9+vXsisfcuXMHDx7MjepRh/j4eLbAZVkAfePt7X3jxg0iunfvntINV3Nzcx88eEBEQUFBxsbGfManebgEWHPHgCEBpsN4qAADeNKePXvYlcphw4ZhyjQAAKiIfdxvkr+///r16+Pj4z/66CN17A8AoBvc3d2JSCaT5eTkCB1LC0lLS2MLJMDUQSwWv/TSS0RUV1f3999/Cx2OMFABpp+ioqLYyPNHjx5NmzZNrc/FJcBQAQagb7ibNdPT05XehBsAFhISwkNMmi04OJjNRGhuAoy90pqZmfn5+aklMhBOSyTATp486eDggFlQegL9DwEAgEfcRSU5TE1Nd+3aJRaLR44cWV1d3az9VW+nDgCgRVjPLtKnLoisAszAwAD1vmqCLojss4qBgQFLMIP++M9//mNra0tEf/75586dO9X3RKwuwcLCQq11ZgCggbh/9ar83ao/A8CIyMTEhOX5CgoKFM8a5uXlFRQUEFFgYKCBgYEa4wMhtEQCrK6urqioqKioqAWeC4SVnZ195swZInJxcenXr5/Q4QAAgNarqKho8pivv/46ODj4gw8+SExMbO7+5eXlSsUFAKCVuAv02dnZwkbSMurr61lywsPDg90ODLwbOHCgSCQiopiYGKFjEYBUKmUtEF1dXXW+rxQ8xdnZecWKFWw9Y8aM4uJidTxLTk4O27lDhw5iMdo4AegX7vYdJMAUFxERwRaKF4Gh/6Fu42cGmJqkpqbOnDnzqQfNzc3l3FkjkUh+//3348ePFxcXu7i4DBs2DGmYlrRz506pVEpEI0eORMIcAABU1+Tf+UOHDn3//fd37969adMmdewPAKBL9K0CLCMjo76+ntD/UJ3atGnToUOH+Pj4lJSUjIwMfWsDmJeXV1tbS+h/qK/eeeedbdu2nT59Oj8//+OPP968eTPvT4HLsgD6jMcKMCMjo6CgIH7C0mzcGLDY2NjRo0crcgpeaXWbRl/0KSsra+4pa9eu3bZtW1FRkaOjY3Z29nfffffnn3+qIzZ4LvQ/BAAAfllZWcn5qoeHx+bNmzMyMiZPniyTyZTY38bGRtnQAAC0j75VgLH+h4QEmJpxXRD1sAgMA8D0nEgk2rBhg6mpKRH98ssvJ06c4P0puMuyGAAGoIe8vLxYmbXSM8AePnyYlZVFRIGBgezFSuehAgyeotEVYCwBNm7cuKFDh3IPsn/2z5WcnHzixAkbG5sVK1Y4OztfvXr1yy+//PXXX3v37m1padkSEeu3xMTEmzdvElHbtm27du0qdDgAAKALfH195Xy1d+/eNjY25eXlhw4d4h5kbSLef//9oUOHZmVlvfnmm0rvDwCgY/StAiw1NZUt/P39hY1Etw0cOPCbb74hopiYmHfffVfocFoUd0s+hjPpLX9//wULFsybN08mk02cODE+Pr5Vq1Y87h8fH88WuCwLoIdMTU1dXFxyc3MzMjJkMpmcq+KNuXbtGluEhobyHZ2G8vLycnZ2zsvLi4uLq6mpUSTtxy5oE1Hnzp3VHB0IQKMrwNhYDmtra4MnyGlVxKZPvfLKK87OzkTUtWvXiIiI6urqCxcutFjM+uy3335ji7ffflvYSAAAQGd069atyWM8PDx6PMHFxYWIPD09e/ToIb/LuVgs1p8/AwAACBVgoB4vvviimZkZEZ04caKhoUHocFoUVwHm6ekpaCAgpNmzZ4eEhBBRRkbGl19+ye/mqAAD0HPsBouampoHDx4ocTqXANOTAWAM64JYV1d348aNJg+WSCTJyclE5Ojo6OTkpPbgoMVpdAKMVYDJ7330JPbR88l+pr179yaipKQk/oODf5LJZNxstpEjRwobDAAA6Iy+ffvK6VK4detW0TNWr15NRLNmzRKJRAEBAXI2Dw8PZ9kyAAA9YWlpaW1tTXpTAYYEWMswNTXt1asXEZWWll6+fFnocFoUWiACERkaGm7YsIHNQV+1ahUbt8ML7rJs69atcVkWQD+xBiek7BiwuLg4ttDDBBgRxcbGNnlwampqdXU1ofxLd2lBAoz9haaIR48e0T8TZq1btyYi5TLk0Cxnz55lH/1feOEF/HkJAAB8MTIyevnll9W0+SuvvKKmnQEANBbrgvjw4cOqqiqhY1E7lgAzNDREdY66RUZGsoW+jQHjEmBogajnunXr9v777xNRQ0PDhAkT6uvredn2zp077LIs+h8C6C3u/UW5BBirADMwMHiyYkTncQkwRcaAcYW2evUj0ivNmwGmXMF1ZWWlEmfR4xaIp0+fXrVqVXFxsYeHx5gxY+Tkq01MTNhZrAUiPU6G6cOfdoLbtm0bW7z11lvCRgIAADpmwoQJXJExj0xNTeWPBwMA0Enu7u4JCQlElJOTo9s3rtXW1rJOjz4+PkZGRkKHo+MGDhzIFkePHv38888FjaVFsQSYgYEBN2AP9NbSpUsPHjyYnp5+8+bNNWvWfPzxx6rvyV2WRQIMQG9xCbD09PTmnltSUsLepwICAvgdT6jhunXrZmBgIJFIFKkAwyutzmteAoz9pdRiWAXYn3/+KRaLpVJpWlraokWLPv/88+Dg4Oce7+bmlpycHB8fz404TklJISKJRPLswQUFBUeOHHn28aFDhxobG/P2PQiB67peV1f33O9dOZKampLY2ILTpysSE2tycxvKy4nI0MrKrE2bVgEBdw4cMBaJpAYGgwcPZjcoAQBAy5NIJDKZTMdeh3v27Nm3b99Tp07xu+3kyZMdHR117GcFAPpJJpOxhVQqbfJljbtZ8O7du7p9yT4pKYn9NeTj44NXe3Xz9fV1c3O7f//+lStXcnNzbW1thY6oJUilUpZkbdOmTUNDg77NP4OniESib7/99tVXXyWizz777OWXX+YalymN613Wrl27xl7H2FtAXV2dVCpV8ekAQAO1adOGLdLS0pr7eebixYvsJaJz58569VnI0NAwICAgISEhIyMjIyODtYhrDPdK6+/vr10/JTWlALSCkZGRoaGiia3mJcC4+sGWERAQUFZWNn78+IiIiOLi4tWrV9+6deunn35au3ZtY+EdP3784MGDvXv3dnBwuHPnzvr164mINWJ+Sk5Ozn/+859nH3/xxRctLCz4/UaEUlNTw8s+tXl52Rs3Fp04IX3mVaC+tLS+tLQ8IeHDVq2menretbExevSI9aIEAACh6N7r8Lx5806fPs1d4ZVvxowZM2bMkH+MjY3Ne++9p3s/KADQc1KptMlXNm6KzN27d7t27ar+oATD3b7p6emJF/wW0KtXrx07dkgkkr/++ktPmgzn5ubW1tYSkZubG37HgIi6d+8+fPjwvXv3VlVVTZky5Y8//hCJRKpsePPmTbbw9fWV/ztWW1vLfhsBQMc8+cmtue813GDOwMBAfXuf6tKlC/soePbs2X/9619yjmQVYAYGBh4eHlr6U+IrBaBFLCws1JUAU6RskEeTJk2aNGkSWzs6Os6aNeudd97Jysq6f//+c+9VDAsL69Sp0+3bt6dMmeLk5JSTk9O6deuKigpTU9OWDFuXSKqr7//004Pdu2V1dU0ebCoWdygvjxsxwmXUKLcJE8T4sQMAAE86d+48e/bsr776ipfdRCLRqlWr9OTmdACAp3D3Eev8pGSuU5DqRRigiH79+u3YsYOITp06pScJMFb+RUQeHh7CRgKaY+nSpadPny4qKjp37tyePXveeOMNVXZLTEwkIrFYzDU6AgB94+LiYmxsXFdXl5mZ2dxzb926xRZ6ON0qNDT0t99+I6Lr16/LSYBVVlayd3Nvb29kEHRV8xJgwrK2tu7QoUNcXFx2dvZzE2AikWjevHmbNm26cOFCcXFxZGRkWFjYokWLbGxsnj3Yw8Pj008/ffZxe3t7bW8QX1tbywaumpmZPbf6TdF98vPj33uvIimpWWdJa2tzfvml/NKl4P/8x9TVVelnBwAAJdTW1kokEnNzc6ED4d/ChQvT09P37NnDy1aY/gUAukQmk7H7VcVicZNvAVw2qLCwUGdaXzwXl5zo0KGDbn+nGmLQoEFseMGpU6f05Aeen5/PFr6+vnryLUOTLCwsli9fzm7mXrBgwZAhQxwdHZXbqqqqKisri4i8vb25EpBnsbcAU1NTxe+FBwDt4uHhkZaW9uDBAyMjIxMTE8VPjI+PJyKRSBQWFqZv71O9evViixs3bsj53uPj41mnmaCgIK37EdXV1dXV1RGRHr4FNCt9o2U/Gjs7OyKqqqpq7ABzc/Np06ZNmzaN/efRo0eJyPV5aRh7e/thw4apJ0yBSSQSlgAzMjJSep5ZSVzc5XffrSsuVu70iuTky2++Gfbjjzb6d4sBAICAGhoapFKprt64tGXLloqKir/++kuVTT744IPPPvtMxXY0AAAa5ckEWJNvAb6+vmyRm5urq+8XzN27d9miY8eOuv2daghXV9fQ0NArV67k5OTcu3evffv2Qkekdjk5OWzh5+eH3zHgTJw4cc+ePTExMcXFxXPnzt26daty+9y+fZuN9QoKCpLzC8aa3zb3sjgAaBFfX9+0tDSpVFpQUNC2bVsFz6qsrGSfhfz9/eUPwdJJwcHB1tbWZWVl165dMzIyaqxEJCUlhTte697KublfxsbGSqcA9IFY6AAalZGRsWHDhgsXLjz5YHl5OREpfmP7jRs3iKhTp068h6fbqrKzVcl+MbWFhZfGj696fN8lAACAiszNzQ8dOjRnzhzlTjc0NFyzZs3q1auR/QIAfebu7s4W9+/fFzYSdbtz5w4RmZiYPLd9CKhDZGQkW7BbUXUe143Ky8tL0EBA42zYsIFVEmzbtu3gwYPKbcLG0hAuagHoPW9vb7a4d++e4mddv36dJdG7dOmilrA0m1gs7tatGxFVVFSwdrLPhVdafaC5CTATE5M///zzwIED3CP19fWpqamkcH/t9PT02NhYS0vLzp07qytKXdRQWXl54kQVs19MXWnplSlTGhqv2AMAAGgWAwOD5cuX//77780d6BIREXHu3DmuRhwAQG9ZWFiwFvHZOn2nWlVVVW5uLhH5+vqq0hYemoVLgMXExAgbScvIyMhgCyTA4CleXl4LFy5k6/fff7+yslKJTTvL4r0AACAASURBVHBZFgAYLgHGzTdVxLVr19giJCSE/5i0QXh4OFvExsY2dow+j0nTH5qbAHNxcXF3d09KSjp+/Dh7ZNu2bWVlZT4+Pmxuc0NDw65du557Z1lDQ8P58+cXLlwokUjefPNNbZ/p1cISly2rSEvja7fy5OTkr7/mazcAAAAiGj58eFJS0nfffcfVMcgRFBS0Z8+eCxcucB9/AQD0HKuIKioqktNbXtulpaWxiQ6KdwoC1UVERFhbWxPR6dOnq6urhQ5H7did+IaGhqgyhGd9+OGHoaGhRJSVlfXZZ58psQMSYADAcHd/NqsCLC4uji3Ya5Ee4q4AXLp0qbFjEhISiKhVq1a4l0WHaW4CjIjee+89sVi8Zs2aSZMmvf3223/88YexsfGUKVPYV69cubJt27Z169Y9ePDgybM+/vjjkSNHfvXVV2VlZVFRUVFRUULErq0q797N2rNHkSM7L1kysPGXjydl7tjxKCtLtbgAAAD+wdjYePr06ZmZmVevXp0/f37Pnj25AeNisdjd3X3AgAErV668c+fOzZs3R4wYgbaHAAAcfeiCyHqHEJG/v7+wkegVQ0PDvn37ElF1dfX58+eFDke9JBIJK6N0c3PTt8nzoAgDA4NNmzaxG7JXr1598eLF5u7AEmCmpqZ+fn78xwcA2kO5FoisAkwkEgUHB6slLI0XERHBFo1VgGVnZxcXFxNRp06dxGKNzpKAKjT6U1pgYODixYu3b9+empoqFotDQkLGjBnD3cHn6elpY2NjY2NjZ2f35FmVlZXW1tYBAQGRkZFofthcyatWyR4P0JPD2M7OZdAgaV2dIntK6+tTVq3qsnq1ytEBAAD8g0gkCg0NffKOturqajMzMwFDAgDQfFy1yv3793U1P8QGgBEqwFpcZGTk/v37iSgmJqZ///5Ch6NGOTk59fX1hP6H0LjOnTvPmDHj66+/lkqlkydPvnbtmuINigoLCwsKCogoMDAQfVwB9JwSLRCrqqpSUlLYuU9dOdcfjo6OPj4+6enpSUlJZWVlrEj9SVyhLfof6jaNToARUceOHZcuXfrcL7m6uv7666/PPr5hwwY1B6Wz6oqL8x43nGyM2MjIrmvX9rNnG1lZ1T58qODOD/76q76szOiZFxoAAAB+IfsFANAkLgGmw2PAkAATyssvv8wWR48eXbFihbDBqBU3AIy7LgnwrC+++GLfvn1paWm3b99euXLl3LlzFTyRG0uD/ocAYGdnZ2NjU1paqngF2I0bNyQSCRF16dJFnaFpuoiIiPT0dKlUeuXKlWfvy8ErrZ5AcR/8T96JE/LLvzotWjQoIeGFrVttmpkYlzY0FJw+rVJwAAAAAADAB31ogYgEmFC8vLxYu7bbt2/n5uYKHY4acQkwT09PQQMBjWZmZrZx40bWi/uLL75ITk5W8ESuLqFjx47qCg4AtAe72aK4uLi0tFSR469fv84Wep4Akz8GDKMW9QQSYPA/+U2Vf1WkpGTv3Zu1e3fOoUPN3bzJ2jIAAAAAAGgBT7ZAFDYS9WEJMHNzc1dXV6Fj0TuRkZFEJJPJjh07JnQsasQlwNACEeTr06fPuHHjiKi2tnbKlCkymUyRs+Lj49kCl2UBgJ6oNubefeRDAozhxoDJT4DhVgPdhgQY/E/p43/2jcnYtu3m3Lk3585NXLasuZuX3LypbFwAAAAAAMAbrgJMV1sgVlRU5OfnE1Hbtm1Z4QW0JJYAI6KYmBhhI1ErJMBAcatWrWrdujUR/f333z///LMip6AuAQCe1NwxYEiAMcHBwaampkQUGxv71Jfq6+vZmLQ2bdrY29sLEBy0FCTA4L8k1dU1+fnq27/mwQNpfb369gcAAAAAAEXofAvE1NRUtkD/Q0H069fPxMSEiGJiYqRSqdDhqAsSYKA4Ozu7b7/9lq0//vjjnJwc+cdLpdLExER2IspYAYCeSIApMgastraWvYa4u7s7OjqqNzLNZmxsHBISQkSFhYVP5Q6Tk5Pr6uqIKKiZg35A6yABBv9VX1Gh1v1lUmlDZaVanwIAAAAAAJrUqlUrW1tb0t0KMG4AGBtGBS2sVatWL7zwAhE9fPiQuwNd92RmZhKRkZFRmzZthI4FtMDo0aOjoqKIqKys7MMPP5R/8L179yorKwnlXwDwmI+PD1soUgF2+/bt+vp60vvyL4YbA/ZUERj6H+oPJMDgMcX6UKv0DBKJup8CAAAAAACaxMaAFRcXP3r0SOhY+MclwPz9/YWNRG8NHDiQLXS1C6JEImH5Yzc3N0NDQ6HDAe3w/fffW1hYENGePXuio6PlHIn+hwDwFC4BpkgFGPofPqmxMWB4pdUfSIDBfxm2aqX2p7CwUPdTAAAAAABAk3S7CyKXAEMLRKHo/Biw+/fvs5vruZ5UAE3y8PBYvHgxW0+ZMqW0tJSIpFLphQsX5syZ06tXL2dnZxMTE5FINHr0aHbYo0ePiouLBYsYADSGp6enWCwmxRJg165dY4vQ0FD1hqUNGqsAu3XrFlt07ty5pWOCloUEGPyXoYWFkY2N+vY3cXQ0MDVV3/4AAAAAAKAgVgFGOpoAwwwwwYWEhDg5ORHRhQsXysvLhQ6HfxgABsqZNm1a9+7diejBgwdz5sxZuHChq6trjx49VqxYce7cufz8fDaQpqamhh2/efPm1q1bR0VFXb16Vci4AUBopqamLi4uRJSRkdHkfE1UgD3Jy8uL/ehu3LjBvbrS4wSYoaFhu3btBAsOWgQSYPA/1gEB6tvcqn179W0OAAAAAACK4xJgOjkGjFWAWVlZtW7dWuhY9JRIJOrfvz8R1dfXnz59Wuhw+MclwDw9PQUNBLSMWCxev369sbExEf3444+LFi3Kz8+Xf0pDQ8Phw4fDwsJGjx6tk6/YAKAgVnNcU1OTl5cn57D6+vr4+Hgiat26NUv8QFhYGBHV1dXFxcWxR0pLS3NycogoICDAxMREyOBA/ZAAg/9p3a+f+jZ3fukl9W0OAAAAAACK0+EWiCUlJaxjGMq/hKXbXRC5DlRogQjN1bZtWyVenWQy2c6dO0NCQnQyowwAiuDecdLT0+UcFh8fz+qcunbt2hJhaYPg4GC2GDduXJcuXfz8/CIiImQyGRE5Ojqy0lvQYUiAwf+0HjBAXVuLRK2RAAMAAAAA0Aw63AIR/Q81xMCBA0UiEREdPXpU6Fj4l5mZyRZogQjN8uDBg+7duyckJCh3elFRUWRk5K+//spvVACgFXx8fNhC/hgw9D980qlTp6KiopYuXcr+886dO3FxcXfv3k1JSeEOcHJyGjt2bGJionBhgnohAQb/08rDwzYkRB0724eFmaHqFgAAAABAM3AVYLrXUAsJMA3h7OwcFBRERGlpaXfv3hU6HJ5hBhgoobq6eujQoVwDLuXU1dWNHz/+zz//5CsqANAWClaAIQHG3L59e9CgQf369Tt8+HB9fb2cI8vKyrZu3RoUFDRp0qQHDx60WITQYpAAg39oP3u2OrYN+PhjdWwLAAAAAABK0OEWiGwAGCEBpgEGDhzIFrrXBZElwIyMjFxdXYWOBbSDTCabMGHC5cuXVd9KKpWOGTMmOTlZ9a0AQItwCTBUgDVpy5Yt3bp1O3LkiOKnSCSSn376KTg4+Ny5c+oLDASBBBj8g31YmFOfPk0eVpOXd9DXNyY8XJE9nQcMsAsNVTUyAAAAAADgibm5ua2tLeliBRiXAPP39xc2EtDVMWANDQ0sc+zh4WFgYCB0OKAdfvvtt507d/K1W2lp6dixY9kAGwDQE4q0QJRIJLdu3SIiBwcHDw+PFopMk0il0pkzZ44fP762tlaJ0wsKCl566aWff/6Z98BAQEiAwdM6ff65sY0NX7uZ2Nt3/OwzvnYDAAAAAABesCKwkpKSyspKoWPhEyrANEevXr0sLCyI6MSJE/K7D2mX7OzshoYGQv9DUFhNTc1nTV0Y6d69e3R09J07d6qqqm7fvr1p0yZPT085x1+9enXXrl28hgkAGs3V1dXExITkJsCSkpKqqqqIKFRfSxEWLFiwatUqVXaoq6ubOHEij7csgOCQAIOnmbu7h65bJzY0VH0rsZFR13XrzNAUAgAAAABAw3BdEHNycoSNhF9paWlEZGtra2dnJ3Qs+s7Y2Lh3795EVFFRERsbK3Q4vMEAMGiudevWZWZmyjlg1qxZ58+fHzJkiKGhYVxcXJs2bSZMmJCUlDR48GA5Z82bN0+XUssAIJ9YLGZ58ZycnMbKm/S8/+H27duXLVum+j4ymeydd97hfpig7ZAAg+dwiIgIWrpUpFozB7GhYedly+y6deMrKgAAAAAA4Iubmxtb6FIXxPz8/LKyMiJq166d0LEA0RNjwI4ePSpsJDxCAgyaa9OmTXK+2rZt28WLF0ul0lGjRnl7e/fo0cPZ2Xnp0qVmZmZbtmxxdnZu7MT09PSTJ0+qIV4A0FBsDJhUKm0sp67PCbB79+5NnDiRr96wVVVVI0aMUK6PImgaJMDg+dyHD39h61ZjZe+aNLKxCd+82e211/iNCgAAAAAAeMElwNg0I93A9T/08/MTNhJguDFgupQA4y47IgEGirhz505SUpKcA8aPH29sbLxlyxaupWFdXd38+fNPnTplb28/ZMgQOeceOHCAz1gBQLNxY8DS09Ofe0BcXBxbhISEtFBMGmPBggXV1dWNfVUkEr399tunTp168OBBWVnZlStXFi1aZGlpKWfDe/furV27Vg2RQktDAgwaZR8W1nPPHvvw8Oae6NC9e+/9+x26d1dHVAAAAAAAoDquBaIuVYCx/oeEAWAaIyAggPVrun79+sOHD4UOhx+oAINm2b9/v/wDAgMDiejQoUNPPiiTyVh1l/yr2NHR0XyVOwCA5mMVYNTIGDCpVMoSYDY2NlyqTE/cvHlzx44dcg7YunXrL7/80rNnz8LCwuTk5A4dOixYsOD27du2trZyzlqyZElxcTHfwUJLQwIM5Gnl5dV9+/awjRstFfsD0qp9+/DNm1/47Tfzx39OAwAAAACABtLJCrDU1FS28Pf3FzYS4AwYMICIpFLp8ePHhY6FH9xlRyTAQBGXL1+Wf8DZs2dXrVp16dKlpx53cHAgIvnXXnNycnJzc1WMEAC0hfwEWGpqakVFBRF16dJFJBK1aGRCW7t2rVQqbeyrUVFRb7755v3794ODg4OCgsLDw729vS9evOjp6blixQo525aUlOzcuVMN8UKLQgIMmta6X78+R470PnDA//33rdq3f2o2mMjAwDow0P+DD3ofPPjioUNOvXsLFCYAAAAAAChKJyvAuBaIqADTHLrXBZFVgBkbG7u6ugodC2iBu3fvyj9g1apVM2fOfCqP5efnN27cOCI6cuSI/NO5ylcA0HlcXddzE2B6OwBMKpU+VUT7lLfffpuIFi1alJCQwB7Jz8+fMWMGEfXv31/+5ug0qwMMhQ4AtIRIZN2xo3XHju0+/FBaX1/94EFDeTkRGVlbm7q4iA3xiwQAAAAAoE10sgIMM8A00EsvvWRgYCCRSGJiYmQymbbfk15fX5+Tk0NEHh4eYjFuKYamlZWVNfeUHj16HDhwwMbGZteuXefPn+d9fwDQUlwF2HNngOntALCLFy/m5eXJOaB9+/ZEFBsb++SDLBnm5eVlaGjY0NDQ2LmnTp0qLS21sbHhKVgQAD6uQbOJjYxaeXiwfJi5uzuyXwAAAAAAWsfc3Nze3p50qAJMJpOxSojWrVtbW1sLHQ78l62tbVhYGBHl5ubGx8cLHY6q7t+/L5FICP0PQWFyunI9y8XFZePGjWfOnLG3t9+3bx8rAuNxfwDQara2tmxmFSrAnnThwgX5B0ydOrVv374pKSlPPsi6BWRnZ8vJfhFRfX391atXVQ8SBIQEGAAAAAAAgD5iRWClpaWVlZVCx8KD3NzcR48eEcq/NA/XBTEmJkbYSFTH+h8SEmCgMEtLS0UOE4vFU6dOTU1NnThxYl5e3tixY4cPH15bW9vkiVZWVirHCABagxWBlZSUlJaWPvm4TCZjFWAWFhb6NgmVawDQmPPnz58+fbquro6IzMzMXF1dhw0btm3bNiJaunRpk/tzI2ZBSyEBBgAAAAAAoI90rAsid/lD3677aL6BAweyhQ6MAeNuukcCDBTk6enZ5DFWVlbHjh37/vvviWju3Llt27bdunWrTCbja38A0BmNdUG8d+9eSUkJEQUHB+tbh172jSt+cE5Ozt69e9u2bTtu3Lj169fzuz9oIP369wAAAAAAAACMu7s7W+hGF0QuAcZ62oDmCAsLYy2bzp49W11dLXQ4KkEFGDRXcHCw/ANMTEz279/fr1+/W7duhYaGLl++vKqqSsHNra2t8asIoFd8fHzY4qkuiFz/w9DQ0JaOSWistEtBe/bsOXz48N27d42MjFauXPnKK6/wuz9oICTAAAAAAAAA9JGuVoAhAaZpDAwMXnrpJSKqqan5+++/hQ5HJUiAQXMNHjxY/gHjx4/v27fvyZMnIyIimttoKyoqysDAQIXoAEDLcBVgjSXA9G0AGBFZWFgofvDYsWOjoqLatm375ptvOjg47N27t8k62mbtDxoICTAAAAAAAAB9pGMVYNyFY7RA1EBcF0RtHwPGJcC4S5AA8oWFhbm6uso5YOrUqUQ0e/ZsJeojFaldAABd0lgC7Nq1a2yhhxVg3B1dipPJZDt27Dh48KChoWGTtylwH5hBSyEBBgAAAAAAoI90sgJMJBL5+voKHQs87V//+hdb6EYCzMTExNnZWehYQDuIRKLRo0c39lVTU9OgoCAiOnnyZOnzzJ8/v7FzbW1tBw0apJagAUBTNZYAi4uLIyJzc/N27doJEJagOnbsKOerAQEBeXl5p06devZLubm5RGRubq7K/qD5DIUOAAAAAAAAAASg7RVgUqk0KysrIyPj4cOHUqk0LS2NiFxcXFq1aiV0aPA0Nze3gICA5OTkhISE7OxsbbmZuqam5sSJEydPnkxJScnPz5dKpSxb3KpVq7///rtXr16GhrioAk375JNPfvrpp7Kysme/xPXStLKyeu65pqamjW376aefWlpaSqVSPmIEAO3g5eUlFoulUml6ejr3YFZWVmFhIRF17txZD9+YBg0aZGBgIJFInvvVtLQ0S0vLnj17Ojk5FRQUcI+LxeLw8HAiunHjhpzNPT09O3TowG/A0MJQAQYAAAAAAKCP3N3dRSIRaVsFWG1t7aFDhyZNmuTq6urt7d23b9/XX3995MiRbER5QUHByJEjt2/f/txrzSCgyMhItjh27JiwkSji0qVLr7/+uoODw+DBg7/55ps///zz6tWr169fl8lkRFRcXNyvX7/WrVuPHz8+JSVF6GBB0zk4OMyePfu5X0pOThbJ1VgFmIeHx/vvv6/OqAFAE5mYmLi4uBBRZmYml//m+h/q4QAwIrK3t+/evXtjX21oaPjjjz8MDQ1//fVXJycn9qCZmdnXX38dEhJy7969ixcvytn81VdfZZ+WQXshAQYAAAAAAKCPTE1N7ezsSHsqwKRS6S+//OLv7z9kyJCffvopPz//2WMaGhp279791ltveXl5ffXVV0rM1AE14caAHT16VNhI5EtNTR0xYsQLL7zw+++/P3r0SM6RxcXFW7Zs6dix45QpUx48eNBiEYI2+uijj7p168bXbgYGBhs3bpRTHAYAOszHx4eIampquLce1v+Q9DUBRkSvv/66nK/OmDEjOzs7MjIyMzPz5s2bly9fzsvL++ijj8rKykaNGlVZWSnn3DfeeIPvYKGlIQEGAAAAAACgp1gnurKysoqKCqFjacLt27dDQkL+7//+LysrS5HjS0tLP/nkE39/fw1Pt+iPPn36mJiYENGxY8ca61MkuD179oSEhOzdu5dVeimioaFhw4YNnTt3Pnv2rFpjA61mamq6f/9+V1dXXnb7+uuvuYwyAOibZ8eA6XkFGBFNmjTJw8Ojsa8WFRV17Nhx8eLFiYmJ7u7u/v7+KSkpK1eu9PX1vXz5spxtX3755R49eqghXmhRSIABAAAAAADoKTc3N7bQ8C6I0dHRPXr0uHXrVnNPvH//flRU1LfffquOqKBZzM3Ne/bsSUQlJSXcpTrNIZPJPv/885EjR1ZVVSlxemFhYf/+/Tdt2sR7YKAzXF1dDxw4YG9vr+I+06ZN+/DDD3kJCQC0EZcA48aAXb9+nYhMTEz0dlqVqanpokWL5BxQXl6+YMGC0NBQOzs7GxubsLCwWbNmFRUVyTlFLBYvX76c70hBAEiAAQAAAAAA6ClWAUaa3QVx48aNr732mtI1ahKJ5KOPPpo+fTq/UYESNLkL4rJly7744gvFC7+eVVdXN2nSpO3bt/MYFeiYrl27Xr58Wekr1IaGhsuXL1+zZg2/UQGAdvF1d29nYtLP0rLyyJH0n3++tWGDS1mZrYFBp06djIyMhI5OMGPHju3Xrx+PG06fPr1z5848bghCQQIMAAAAAABAT2l+BdjJkyffe+89bsy70tasWbNu3TpeQgKlRUZGsoWmJcAOHDiwYMEC1feRyWQTJ068evWq6luBrvLx8bl48eL48ePF4uZdkQsICDh27NicOXPUFBgAaLiGysqsPXuuTJ5su3Ll123azHB0dL98OWHJkswVK75wcdni6Tm9oeHOunWVj8vC9I1YLN69e7evry8vuw0YMGDFihW8bAWCQwIMAAAAAABAT2l4BVh6evrrr79eX1/Py24zZsw4deoUL1uBcoKCglxcXIjo0qVLZWVlQofzX7m5uWPHjlU9ycpUV1ePGDGiurqal91AJ1laWv78889xcXH/+te/FDnexcVl/fr1t2/f7tOnj5pDAwBNJK2vT9+8+USfPjc/+STv+HFZXd2zx4iIrMvLk7/55vTLL9+YM6f6wYOWj1Nw9vb20dHRDg4OKu7ToUOHnTt3Ghoa8hIVCA4JMAAAAAAAAD2l4RVgM2fOLC4u5mu3hoaGf//73w0NDXxtCM0lEokGDBhARA0NDSdPnhQ6nP/6/PPP5TfY7N69e3R09J07d6qqqm7fvr1p0yZPT085x2dmZqJJHTQpKCjo8OHD9+7d++677/r27WtqavrkV0Uika+v7wcffHD8+PGsrKzJkyfjUiyAfiq9ffvUgAEJixfXlZQocrxMIsn+/fdT/fun//yzumPTQIGBgZcvX+7YsaPSOwwaNOj8+fN2dnY8RgXCQgIMAAAAAABAT2lyBdilS5f2798v/5jmZiaSk5M3bdrEa5jQPJo2BiwlJWXz5s1yDpg1a9b58+eHDBliaGgYFxfXpk2bCRMmJCUlDR48WM5Zy5cvLyoq4jtY0EFeXl7Tp08/efLko0ePsrOzr1+/fvXq1ZSUlMrKyrS0tNWrV7/00ktIfQHordw//7wwalRV8z+kSWpqEpYsuTFnjvR55WK6zdvb+8KFC6NHjxaJRM060djYeP78+dHR0dbW1mqKDQSBBBgAAAAAAICecnNzY1cHNLACbN68eTKZTM4BymUmvvjiCxSBCSgyMpKNPtKQBNi6devk/D60bdt28eLFUql01KhR3t7ePXr0cHZ2Xrp0qZmZ2ZYtW5ydnRs7sbS09LffflNPyKCbxGKxm5tbSEhIaGiov7+/ubm50BEBgMAytm69Nn26pKZG6R2yf//98sSJUv372GNpabl9+/YLFy706tVLkeNFItHo0aOTkpK+/PJLAwMDdYcHLQwJMAAAAAAAAD1lampqb29PRFlZWULH8g8FBQWnT5+Wc4DSmYkHDx6cPXuW/4hBMQ4ODsHBwUSUkZFx584docOhgwcPyvnq+PHjjY2Nt2zZsmvXLvZIXV3d/PnzT506ZW9vP2TIEDnnHjhwgM9AAQBAnxSePx+/aBHJvRNI0X2++IKXkLRORETEmTNnYmNj586dGxgY+OwBYrH4hRdeWL58eXJy8vbt2318fFo+SGgBSIABAAAAAADoL9YFsaKiory8XOhY/ufgwYMSiUTOAchMaK/IyEi2+Ouvv4SN5Pr16xkZGXIOYNfLDh069OSDMpmMDTALCQmRc+7Zs2cfPnzIQ5QAAKBnqrKzr02bJpP7QUhxmdu3Z+7cyctW2ig8PHzp0qUJCQn5+flnzpzZs2fPjh079u3bd+nSpaKiogsXLsyZM8ff31/oMEGNkAADAAAAAADQX25ubmyhUV0Qjxw5Iv8AVTIThw8fVjlAUB43BiwmJkbYSM6fPy//gLNnz65aterSpUtPPe7g4EBExcXFcs6VSCTPnggAANCkpK+/ri8r43PDFSv43VAbOTk59erVa8SIEaNGjRo6dGhYWJiNjY3QQUFLQAIMAAAAAABAf7EKMCLKbv6IdfW5deuW/ANUyUzcvXu3qqpKxQhBad27d7e0tCSiU6dO1dbWChhJkz0YV61aNXPmzNzc3Ccf9PPzGzduHCmQpk1NTVUxQgAA0Delt27lKnynTuclSwYqcLNFfVnZnR9+UC0uAG2FBBgAAAAAAID+0swKsJycHPkHqJKZkEqlTe4P6mNsbNynTx8ievTo0YULFwSMRH6i9Ll69OgRGxtrY2Oza9euJgvIlNgfAAD0XOratSRTaPaXsZ2dy6BBCm5779df60pLVQkMQEshAQYAAAAAAKC/NLACTCKRKFGh1azMRGVlpbLRAQ+4MWDCdkGsq6tT/GAXF5eNGzeeOXPG3t5+3759LNXK4/4AAAANjx4Vnj1LRCK5h4mNjBxeeCF80yYjKysFd5bW1hacOqVygADaBwkwAAAAAAAA/aWBFWAGBgYGBgaKH69EZsLo/9u778Ao6vz/4+/ZTe8J6QWQEKQIiICUKEqEwyOCygGngGdB2ilFCFI8f5wIJyDtEA8LnH6R0FFB4KQjEIqCUkS6IEkgJBBCSC+7vz9G1xhCssnuZje7z8dfk9nPvOc9Mbg7eeXzGWdnExqEqQyPAduyZYsV2/Dy8jJmmEajVe6/MQAAIABJREFUGTFixNmzZ19++eW0tLTnnnvuL3/5izGLNxpZHwAAVfru3bqq/nii5dSpPU+e7LRsmV+rVtUqnrZtmwmtAXUVARgAAAAAOC4bnAEmIv7+/sYMq3EyERAQYHKPqLmYmJhGjRqJyNGjR9PS0qzVRkRERJVjfHx8tm3b9p///EdEJk2aFBMTs2zZMuPWpvr9HxcAAMZI37OnyjG3z5xJXrfu8urVqRs3Vqt4xt69ep2upq0BdZWTtRsAAAAAAFhNZGSkoih6vd52ZoCJSExMzPXr1ysf4+Pj88UXX8TFxeXk5EyaNGnBggVGLpzo5eUVFhZmjjZRc3/6058++OADvV6/Y8eOgQMHWqWH++67r/IBrq6uX375ZdeuXY8fP96vX7+zZ89Wq36LFi1M6A4A4HBunztX5ZhLiYnqhltoaMQTTxhfvCQvLz811YM/zoCDYQYYAAAAADguV1fXwMBAsbEZYJ07d658gJpMxMXFHT9+vG3btjNmzDD+sWGxsbGKUvnDNWBxtrAKYo8ePSpfDPPFF1/s2rXrzp07O3bsWN30KyQkpG3btqY1CABwLIXp6RatX2Dh+oANIgADAAAAAIemLtR2+/btW7duWbuXXz355JOVDzAlmaiyOGrBY489poZPW7duNXJFQbPz8/N7+OGHKxkwYsQIEXn99dfz8/OrW7xXr14aDb9yAQBUQ0n1326qpTQ316L1ARvEpzEAAAAAcGiRkZHqhu2sgti5c+egoKBKBtQ4mVAUpVevXiY1B3Pw8fHp2LGjiFy7du3YsWPWaqOSAMzNza1Vq1YisnPnzqyK/OMf/6ikcr9+/czfLgDArmldXCxaX+PqatH6gA0iAAMAAAAAhxb129MgbGcVRK1WO3z48Lu9akoy8eSTTxoCP1iXdVdBTEtLGz58+PTp0+82oGHDhuqGj4+Pb0Xc3NzuduxDDz1kuDoAAIzk7Odn0fou/v4WrQ/YIAIwAAAAAHBoNjgDTETGjx8fHBxc4Us1TiacnJz+9a9/WahhVJchItq6dWttnjc3N3fmzJn33nvvhx9+WFJScrdhp0+fVip1t5xVUZRZs2ZZrH0AgN3yuuceyxVXtFrPBg0sVx+wTQRgAAAAAODQbDMA8/b2njJlSoUv1TiZGDx4cLNmzSzZNaqhXbt26kKX+/bty8nJqYUz6nS6pUuXxsTETJw4MTs7W0RcXFyGDBlS+ZPAqmvw4MGdOnUyY0EAgIOo16GD5Yr7t27NEohwQARgAAAAAODQbHAJRNWIESP+8pe/mKva/fffP2fOHHNVg+k0Gk1cXJyIFBUVffPNN5Y+3fbt29u0afP8889fvXpVRBRF6dev36lTpz766KMvv/yycePGZjlL586dFy5caJZSAABHE9qtmyiKhYqHdO9uocqALSMAAwAAAACHZgjAbGoGmIgoivLZZ5+1a9fO9FL16tVbt26dp6en6aVgRrWzCuLhw4e7du3avXv348ePq3s6d+68b9++1atXN2rUSEQCAgI2bNgQGBho4okaNWq0bt06V/6+HgBQI+4RET4Wm6oe2q2bhSoDtowADAAAAAAcWkREhKIoYnszwETE3d19w4YN7du3N6VIVFTUtm3b1KgDNqVHjx7qz94PX399ZfPmCx9/fObf/z73n/9cXLo0Y+/e4qwsE+tfvnx52LBhHTp02L17t7qnadOmq1evTkpK6ty5c9mRzZo1O3ToUIsWLWp8rkceeeTQoUOhoaGmNAwAcHDRL71kibIhXbt68UEIDsnJ2g0AAAAAAKzJ1dU1KCgoPT3dBgMwEQkLC/vmm28GDx68YsWKGhzeuXPnzz//PCQkxOyNwXSeN24kxMTE5OeHlpQcGTmy3KuKVluvffuQ7t0je/d2CQioVuXMzMxZs2b9+9//LigoUPeEh4dPmTLlpZdecnKq+DchjRo1OnDgwMsvv7x69epqnUur1b766qvvvvuus7NztQ4EAKCciCefvLBkSfapU2asqWi1TcePN2NBoA5hBhgAAAAAODp1FcScnJwsk+fcWIK7u3tiYuJnn31WrYAhICBg9uzZu3btIv2yQTnnz383bNjep59+uKQk9C7/WfWlpdcPHjz59ts7unY99/77pXl5xlQuKir697//HR0dPXPmTDX98vT0nDBhwunTp4cOHXq39Evl7e29atWqffv2lZsfVonevXsfP358/vz5pF8AANMpGk3zSZOMeRJYQVraV9HRWzt0qHJkVN++Pvfea47ugLqHAAwAAAAAHF1kZKS6YWuPATNQFMXNza24uFhE3NzcKh9cv379SZMmnT9/fty4cS4uLrXSIIyl1+lOz527u2fPtO3bjTykJCfn9Ny5O7t1yzx8uLLKev2aNWuaNm06ZswYNcp1cnIaOnTo+fPnZ8yY4e3tbeTpYmNjk5KS9u3bl5CQEBMTU+GY+++/f8qUKUePHl2/fn3z5s2NrAwAQJWCYmOb3DErugb0IiLi27z5fW++aXo1oI5iCUQAAAAAcHTqDDARSU5Ovu+++6zbzN3MmTNH3fj000/btWu3fv36b7/99tKlS9evX9fr9f7+/g0aNGjduvUTTzzxwAMPWLdV3E1JXt4PY8embdtWg2MLrl07MGhQy6lT6/fvf+erO3bsGD9+/A8//GDY061bt3nz5tX45zk2NjY2Nvbdd99NTk4+c+bM9evXs7Oz/f39g4ODmzdvHhQUVLOyAABU6d5Ro3IuXLiyaZMpRRQR18DA9h99pHV3N1djQJ1DAAYAAAAAjs72Z4Dt3Lnz4MGDInLPPff85S9/cXJyGjt2rLWbQvWUFhQcfO65m0eP1riCrrj42KRJxdnZ0S+/bNj5008//fOf/1yzZo1hz4MPPvjuu+926dLFpHZ/ExUVZUiIAQCoDYrS5t13Fa02dcOGGtfwrF+//ccfu4eFmbEvoM5hCUQAAAAAcHS2H4DNnDlT3Rg/fnzlj3GCjdLrj02caEr6ZXBq5sxru3aJSGpq6rBhw1q1amVIvxo0aPB///d/Bw8eNFf6BQCAVWhcXR+YO7dpQoKiqckv8AM7d374iy+8Gzc2e2NA3cJtAwAAAAA4urJLIFq3kwodO3Zs27ZtIhIcHPzCCy9Yux3UxIXFi1O/+sospfQ63ZHRo4917/72okX5+fnqznr16o0fP37MmDGurq5mOQsAAFamKDEjRgTFxp6aOfP6wYNGHuQWGnrvmDFRffooWq1FuwPqBAIwAAAAAHB0Nj4DbMaMGXq9XkRGjRrlznMs6qDCjIyzCxaYsWBpbu7txEQ1/fLw8Bg5cuSkSZN8fX3NeAoAAGyBX6tWnRIT03fv/mXFioykpNLf/vKjPEXxu+++iF69GgwcqHVzq90eAdtFAAYAAAAAji4yMlKj0eh0OhucAXbx4sW1a9eKiKen5/Dhw63dDmrizIIFJXl5xoxsPX16SLduWzt0qHJkJ0/PFh4ezePjZ82a1bBhQ1NbBADAhgU/+mjwo4+W5udnJCXd/OGH3F9+KcnO1pWUOHl6uoeH+zRrFvLoo26hodZuE7A5BGAAAAAA4OhcXFyCgoKuXbtmgwHY7NmzS0pKRGTYsGH16tWzdjuotsKMjOTVq40Z6RIQENazp66oyMjK83r27G5cZQAA7IDW3T20W7fQbt2s3QhQZ9TkGXoAAAAAADujPgYsNzc3KyvL2r38Lj09/ZNPPhERZ2fn0aNHW7sd1ETajh26kpLKx2icnQM7deqwZImzj4/xlYtOnCjJyTGtOwAAANgtAjAAAAAAwO+PAbOpSWDvvfee+pyngQMH1q9f39rtoCbStm6tfEDLqVN7njzZadkyv1atqlVZV1yc/s03JrQGAAAAe0YABgAAAAD4dQaY2FIAlpubu2jRIhFRFCUhIcHa7aAm9KWl1w8erHzM7TNnktetu7x6derGjdWtn75nT01bAwAAgJ3jGWDllZaWWrsFU+n1enVDp9PZweUAAIynvgXwP38AcCiGz/96vd6Ut4Dw8HB14/LlyzbyVvLhhx/euHFDROLj45s2bWojXaFaci9e1BUWVj7mUmKiuuEWGhrxxBPVqn/73Dl+MODIdDqd8PsfAHA8jhwBaDQaRVGMHEwAVl5WVpbhp6euy2ExdABwSDdv3rR2CwAAKygtLTXlLcDf31/dOH/+vC28lRQXF8+dO1fdHjFihC20hBrIvnjRovXzr13jZwPIzc3Nzc21dhcAACtwwAjAy8vLzc3NyMEEYOX5VOeJu7apoKCgsLBQRDw9PZ2c+E8MAA4kPz+/pKTE29vb2o0AAGqPXq/Pzs4WEa1W6+XlVeM6TZo0UTcyMjJ8fX3N05wJPvvss9TUVBGJjY3t3r27tdtBDRVpLPvkBX1BgS38uALWotPpbt++7eHh4ezsbO1eAAC1xxABOOBbgFarNX4w6Uh5dvDjUlRUpG5otVo7uBwAgPEKCwsVReF//gDgUAwrWJj4FtCwYUN148qVK1Z/K9Hr9YbpXxMmTLB6P6gxF09Pi9bXuLnx4wFHpi6ByO9/AMDRGCIAJycn3gIqYdk/xQIAAAAA1AkREREajUZEkpOTrd2LfPXVVydPnhSRZs2axcfHW7sd1JzLb0trWohrQIBF6wMAAKDuIgADAAAAAIiLi0twcLDYRgA2a9YsdWPixIkaC6+hB4vybNBAqc4yNdXl1aiR5YoDAACgTuNGAgAAAAAgIhIVFSUieXl5N2/etGIb+/btS0pKEpHIyMhnnnnGip3AdFo3N//777dc/XqdOlmuOAAAAOo0AjAAAAAAgIhIZGSkumHdSWAzZ85UNxISElxcXKzYCcwitHt3C1VWNJqQuDgLFQcAAEBdRwAGAAAAABD5bQaYWDUAO3Xq1ObNm0UkICBg8ODB1moDZhTarZuFKvu1bu0WHGyh4gAAAKjrCMAAAAAAACJlZoClpKRYq4cZM2bodDoRefXVV728vKzVBszI8557LJSBNR461BJlAQAAYB8IwAAAAAAAIjYQgKWkpKxcuVJEPDw8Xn31Vav0AEtoNn68otWat6Z/mzaWW1wRAAAAdoAADAAAAAAgYgNLIM6ZM6eoqEhEXnrppaCgIKv0AEvwaty4wbPPVjmsIC3tq+jorR06VDlS0WqbT54simKO7gAAAGCfCMAAAAAAACLWngGWmZm5ePFiEdFqtWPGjKn9BmBRLSZP9m/TxlzVmk+YEPDAA+aqBgAAALtEAAYAAAAAEBGJiIjQaDRipRlg77//fk5Ojoj89a9/jY6Orv0GYFEaV9f2ixa5h4WZXiry6acbDR5seh0AAADYNwIwAAAAAICIiLOzc0hIiFhjBlheXt57772nbickJNTy2VE7XIOCOi1f7h0TY0qRhgMHtp4xw1wtAQAAwI4RgAEAAAAAfqWugpiXl5eZmVmb5/3kk08yMjJE5PHHH29jvoXyYGs869d/aO3akLi4GhyrcXJq9fbbLadO1Tg5mb0xAAAA2B8CMAAAAADAr6Kiot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Replication (Table 4.1.1 in MHE)
pums <- fread('asciiqob.txt',
header = FALSE,
stringsAsFactors = FALSE)
names(pums) <- c('lwklywge', 'educ', 'yob', 'qob', 'pob')
qobs <- unique(pums$qob)
qobs.vars <- sapply(qobs, function(x) paste0('qob', x))
pums[, (qobs.vars) := lapply(qobs, function(x) 1*(qob == x))]
#%%
# Column 1: OLS
col1 <- felm(lwklywge ~ 1|0|(educ~educ)|0, pums)
# Column 2: OLS with YOB, POB dummies
col2 <- felm(lwklywge ~ 1| factor(yob) + factor(pob)|(educ~educ)|0, pums)
#%%
col3 <- felm(lwklywge ~ 1 | 0 | (educ~qob1) |0, data=pums)
# Column 3: 2SLS with instrument QOB = 1
#%%
# Column 4: 2SLS with YOB, POB dummies and instrument QOB = 1
col4 <- felm(lwklywge ~ 1 | 0 |(educ~qob1 + qob2 + qob3)|0 , data=pums)
#%%
# Column 5: 2SLS with YOB, POB dummies and instrument (QOB = 1)
col5 <- felm(lwklywge ~ 1 | factor(yob) + factor(pob) |
(educ ~ qob1)|0,data=pums)
# Column 6: 2SLS with YOB, POB dummies and full QOB dummies
col6 <- felm(lwklywge ~ 1 | factor(yob) + factor(pob) |
(educ ~ factor(qob))|0,data=pums)
# Column 7: 2SLS with YOB, POB dummies and full QOB dummies interacted with YOB
col7 <- felm(lwklywge ~ 1 | factor(yob) + factor(pob) |
(educ ~ factor(qob) * factor(yob)),
data = pums)
stargazer(col1,col2,col3,col4,col5,col6,col7,
keep.stat="n",
covariate.labels=c('Years of education'),
add.lines = list(
c("YOB fixed effects", '', 'X','','','X','X','X' ),
c("POB fixed effects", '', 'X','','','X','X','X' ),
c("Instruments", '', '','','','','' ),
c("QOB=1", '', '','X','X','X','X' ),
c("QOB=2", '', '','','X','','X' ),
c("QOB=3", '', '','','X','','X' ),
c("QOB X YOB dummies", '', '','','','','','X' )),
omit= "Constant",
type=exp_type)
|
|
Dependent variable:
|
|
|
|
lwklywge
|
|
(1)
|
(2)
|
(3)
|
(4)
|
(5)
|
(6)
|
(7)
|
|
Years of education
|
0.071***
|
0.067***
|
0.100***
|
0.100***
|
0.100***
|
0.110***
|
0.087***
|
|
(0.0003)
|
(0.0003)
|
(0.024)
|
(0.020)
|
(0.026)
|
(0.020)
|
(0.016)
|
|
|
|
|
|
|
|
|
|
YOB fixed effects
|
|
X
|
|
|
X
|
X
|
X
|
POB fixed effects
|
|
X
|
|
|
X
|
X
|
X
|
Instruments
|
|
|
|
|
|
|
|
QOB=1
|
|
|
X
|
X
|
X
|
X
|
|
QOB=2
|
|
|
|
X
|
|
X
|
|
QOB=3
|
|
|
|
X
|
|
X
|
|
QOB X YOB dummies
|
|
|
|
|
|
|
X
|
Observations
|
329,509
|
329,509
|
329,509
|
329,509
|
329,509
|
329,509
|
329,509
|
|
Note:
|
p<0.1; p<0.05; p<0.01
|
The Wald Estimator
Structural equation:
\[
Y_i = \alpha + \rho S_i + \eta_i
\]
\(Cov(\eta_i, s_i) \neq 0\). Let \(Z_i \in {0,1}\) s.t. \(P(Z_i=1) = p\), \[
Cov(Y_i, Z_i) = \{ E[Y_i|Z_i = 1] - E[Y_i|Z_i = 0]\}p(1-p)
\]
Then, \[
\rho = \frac{E[Y_i|Z_i = 1] - E[Y_i|Z_i = 0]}{E[s_i|Z_i = 1] - E[s_i|Z_i=0]}
\]
pums$z <- (pums$qob == 3 | pums$qob == 4) * 1
# Compare means (and differences)
ttest.lwklywge <- t.test(lwklywge ~ z, pums)
ttest.educ <- t.test(educ ~ z, pums)
# Compute Wald estimate
sur <- systemfit(list(first = educ ~ z,
second = lwklywge ~ z),
data = pums,
method = "SUR")
wald <- deltaMethod(sur, "second_z / first_z")
wald.estimate <- (mean(pums$lwklywge[pums$z == 1]) - mean(pums$lwklywge[pums$z == 0])) /
(mean(pums$educ[pums$z == 1]) - mean(pums$educ[pums$z == 0]))
# wald.se <- wald.estimate^2 * ()
# OLS estimate
ols <- lm(lwklywge ~ educ, pums)
# Construct table
lwklywge.row <- c(ttest.lwklywge$estimate[1],
ttest.lwklywge$estimate[2],
ttest.lwklywge$estimate[2] - ttest.lwklywge$estimate[1])
educ.row <- c(ttest.educ$estimate[1],
ttest.educ$estimate[2],
ttest.educ$estimate[2] - ttest.educ$estimate[1])
wald.row.est <- c(NA, NA, wald$Estimate)
wald.row.se <- c(NA, NA, wald$SE)
ols.row.est <- c(NA, NA, summary(ols)$coef['educ' , 'Estimate'])
ols.row.se <- c(NA, NA, summary(ols)$coef['educ' , 'Std. Error'])
table <- rbind(lwklywge.row, educ.row,
wald.row.est, wald.row.se,
ols.row.est, ols.row.se)
colnames(table) <- c("Born in the 1st or 2nd quarter of year",
"Born in the 3rd or 4th quarter of year",
"Difference")
rownames(table) <- c("ln(weekly wage)",
"Years of education",
"Wald estimate",
"Wald std error",
"OLS estimate",
"OLS std error")
knitr::kable(table)
ln(weekly wage) |
5.9 |
5.9 |
0.01 |
Years of education |
12.7 |
12.8 |
0.11 |
Wald estimate |
NA |
NA |
0.11 |
Wald std error |
NA |
NA |
0.02 |
OLS estimate |
NA |
NA |
0.07 |
OLS std error |
NA |
NA |
0.00 |
The Local Average Treatment Effect (LATE)
Types of validity in research design:
- Internal Validity - whether a given design successfully uncovers causal effects for the population being studied
- External Validity - predictive value of the study’s finding in a different context
LATE Theorem
Assumptions
- Instrument is as good as randomly assigned - it is independent of the vector of potential outcomes and potential treatment assignments \[
[\{ Y_i(d,z); \forall d, z \}, D_{1i}, D_{0i}] \bot z_i
\] Sufficient for a causal interpretation of the reduced form
- First Stage - \(Cov(d,z) \neq 0\) ; \(E[D_{1i}- D_{0i}] \neq 0\)
- Exclusion restriction - \(Y_i(d,z) =f(d)\),i.e. only a function of \(d\) ; \(Y_i(d,0) = Y_i(d,1) \equiv Y_{di}\) for \(d \in {0,1}\)
- Monotonicity - Either \(\pi_{1i} \geq 0 \forall i \lor \pi_{1i} \leq 0 \forall i\) (everyone affected by the instrument are affected in the same way - red flag for jackknife instruments)
Given the above conditions, The wald estimand can be interpreted as the causal effect of the endogenous variable of interest on the outcome on those whose treatment status can be changed by the instrument
\[\begin{align*}
\rho & = \frac{E[Y_i|Z_i = 1] - E[Y_i|Z_i = 0]}{E[s_i|Z_i = 1] - E[s_i|Z_i=0]} \\
& = E[Y_{1i} - Y_{0i} | D_{1i} > D_{0i}] \\
& = E[\rho_i | \pi_{1i} > 0]
\end{align*}\]
Populations in IV
- Compliers : Subpopulation with \(D_{1i} = 1 \land D_{0i} = 0\)
- Defiers: Subpopulation with \(D_{1i} = 0 \land D_{0i} = 1\) ; Violates monotonicity - should be \(\emptyset\)
- Always takers: Subpopulation with \(D_{1i} = D_{0i} = 1\)
- Never takers: Subpopulation with \(D_{1i} = D_{0i} = 0\)
LATE is the effect of the treatment on the population of compliers. Not informative about never-takers and always-takers
Treatment Effects
- Average Treatment Effect (ATE) = \(E[Y_{1i}-Y_{0i}]\)
- Intent to Treat (ITT) = \(E[Y_{i}|Z_i = 1] - E[Y_{i}|Z_i = 0]\) - difference in outcomes between those who were offered treatment and those who weren’t
- Treatment on Treated (TOT) = Weighted average of effect on always- takers and effect on compliers = \(E[Y_{1i} - Y_{0i}|D_i=1]\) - mean effect for those who actually participated in the program
- Local Average Treatment Effect (LATE) : \(E[Y_{1i} - Y_{0i} | D_{1i} > D_{0i}]\)
Under randomisation and perfect compliance, ITT == ATE
In a randomised trial with one-sided non-compliance:
Bloom Result
\[
ToT = E[Y_{1i} - Y_{0i}|D_i = 1] = \frac{E[Y_i|z_i = 1] -
E[Y_i|Z_i=0]}{E[D_i|z_i =1]} = \frac{RF}{FS} = \frac{ITT}{Compliance}
\]
Standard errors
Manually running IV using 2 stages does not give you correct standard errors.
OLS residual variance is the variance of \(\eta + \rho(s_i - \hat{s_i})\) while for proper 2SLS standard errors, we want the variance of \(\eta_i\) only.
Multiple Instruments
2 mutually exclusive dummy instruments (\(z_{1i}, z_{2i}\)). Resulting 2SLS_estimate of \(\rho\) is a weighted average of causal effects for instrument-specific compliant subpopulations
\[
\rho_j = \frac{Cov(Y_i, z_{ji})}{Cov(D_i, z_{ji})} , j = 1,2
\]
First stage fitted values are \(\hat{D_i} = \pi_{11}z_{1i} + \pi_{12}z_{2i}\)
\[\rho_{2sls} = \psi \rho_1 + (1-\psi) \rho_2 \]
where
\[
\psi = \frac{\pi_{11} Cov(D_1, Z_{1i})}{\pi_{11}Cov(D_1, Z_{1i})+
\pi_{21}Cov(D_1, Z_{2i})}
\]
\(\psi\) is a number between 0 and 1 that depends on the relative strength of each instrument in the first stage
2SLS vs LIML
Only relevant When the model is overidentified. 2SLS estimation is done by fitting the first stage and reduced form separately; at each step, \(\beta\) and \(\pi\) are estimated to minimise errors in that equation. On the other hand, limited information maximum-likelihood jointly minimises the sum of squared errors in both stages.
Overidentification
Basic idea: when model is overidentified, we can test exclusion restriction (\(Cov(z, e)=0\)) by estimating the model with the two instruments separately and testing whether \(Cov(z_1, e_2)=0\) (where \(e_2\) is the error term from the structural equation when \(x\) is instrumented by \(z_2\)) and vice versa.
Steps:
- estimate the model with all available instruments, keep residual \(\hat{e}\)
- regress \(\hat{e}\) on \(z_1\) and \(z_2\), store \(R^2\).
- Under the null that overid restrictions are satisfied, \(nR^2 \sim \chi^2(q)\), where \(q\) is the number of overidentifying restrictions (1 in this case)
Hausman Test
IV comes at a price of less precision in estimates, so better to use OLS_unless it can be shown that IV significantly changes results. Define:
\[
H = \frac{(\hat{\beta}_{2sls} - \hat{\beta}_{OLS})^2}
{\hat{V}(\hat{\beta}_{2sls}) - \hat{V}(\hat{\beta}_{OLS})}
\]
Under the null that OLS is consistent, \(H \sim \chi^2_1\). This is equivalent to testing \(\gamma = 0\) in the equation \(y = \beta x + \gamma \hat{u} + \epsilon\), where \(\hat{u}\) are the residuals from the first stage of IV (regression of x on z).
Bartik IV
Code from John Joseph Horton’s blog
#%%
#%% Bartik Instrument
set.seed(6152011)
# Number of cities
L <- 1000
# Number of industries
K <- 3
# National growth rates by industry
g.raw <- runif(K)
g.k <- g.raw/sum(g.raw)
#%%
CreateCity <- function(g.k, eta.s){
# Give each city some industry shares
K <- length(g.k)
z.raw <- runif(K)
z <- z.raw / sum(z.raw)
# Give each city some idiosyncratic growth by industry
g.kl.tilde <- g.raw/sum(g.raw)
# Change in employement is inner product of the national
# + idiosyncratic component with industry share
x <- (g.kl.tilde + g.k) %*% z
# Bartik instrument
# (national growth & city industry share inner product)
B <- g.k %*% z
# Realized change in wage
y <- (1/eta.s) * x + rnorm(1,0,1/10)
list("y" = y, "B" = B, "x" = x)
}
# Create a city data frame
city.data <- rep(CreateCity(g.k, 1), L)
df <- data.frame(matrix(unlist(city.data), ncol = 3))
colnames(df) <- c("y", "B", "x")
# Estimates
m.ols <- felm(y ~ x | 0 | 0 | 0, data = df)
m.iv <- felm(y ~ 1 | 0 | (x ~ B) | 0, data = df)
stargazer(m.ols, m.iv, type = exp_type)
|
|
Dependent variable:
|
|
|
|
y
|
|
(1)
|
(2)
|
|
x
|
-0.500***
|
|
|
(0.027)
|
|
|
|
|
x(fit)
|
|
1.000***
|
|
|
(0.110)
|
|
|
|
Constant
|
1.000***
|
-0.0004
|
|
(0.020)
|
(0.077)
|
|
|
|
|
Observations
|
1,000
|
1,000
|
R2
|
0.250
|
-2.000
|
Adjusted R2
|
0.250
|
-2.000
|
Residual Std. Error (df = 998)
|
0.180
|
0.350
|
|
Note:
|
p<0.1; p<0.05; p<0.01
|
Weak Instruments
Given first stage \(s_i = \pi z_i + \epsilon_i\) and structural equation \(y_i = \rho s_i + \eta_i\), define \(\sigma_{\epsilon \eta} = Cov(\epsilon, \eta)\) and \(\sigma_{\epsilon}^2 = Var(\epsilon)\). Let \(F\) be the F statistic of the first-stage. Then, bias in IV term is:
\[
\rho_{2sls} - \rho = \frac{\sigma_{\epsilon,\eta}}{\sigma_{\epsilon}^2}
\frac{1}{F+1}
\]
So, as \(F \rightarrow \infty\), bias \(\rightarrow 0\).
Bound, Jaeger, and Baker (1995) IV may be biased / inconsistent if the instruments are only weakly correlate with the endogenous variables
\[
\rho = \frac{Cov(Y_i, Z_i)}{Cov(D_i,Z_i)} + \frac{Cov(\eta_i, Z_i)}{Cov(D_i, Z_i)}
\]
The second term gets inflated if the instrument is weak.
\[
plim \hat{\beta}_{iv} = \beta + \frac{plim \Delta \bar{\epsilon}}{plim
\Delta \bar{x}}
\]
\[
\frac{plim \hat{\beta}_{iv} - \beta}{plim \hat{\beta}_{ols} - \beta} =
\frac{cov(\hat{x}, \epsilon) / cov(x,\epsilon)}{R^2_{x,z}}
\]
Staiger and Stock (1997) rule of thumb - first-stage F statistic \(\geq\) 10 (for 1 endogenous variable)
Olea and Pflueger (2013) - construct Effective F Statistic
\[
\hat{F}_{eff} = \frac{1}{S} \frac{x'ZZ'x}{tr(\hat{W}_2)}
\]
5. Differences-in-Differences, Fixed Effects, and Panel Data
Fixed Effects
Define an individual fixed effect for individual \(i\)
\[
A_i =
\begin{cases}
1 \text{ if the observation involves unit i} \\
0 \text{ otherwise}
\end{cases}
\]
and define the same for each time period for panel data.
If \(D_{it}\) is as good as randomly assigned conditional on \(A_i\):
\[
E[Y_{0it}|A_i, X_{it}, t, D_{it}] = E[Y_{0it}|A_i, X_{it}, t]
\]
Then, assuming \(A_i\) enter linearly,
\[
E[Y_{0it}|A_i, X_{it}, t, D_{it}] = \alpha + \lambda_t + A_i'\gamma
+ X_{it}'\beta
\]
Assuming the causal effect of the treatment is additive and constant,
\[
E[Y_{1it}|A_i, X_{it}, t] = E[Y_{0it}|A_i, X_{it}, t] + \rho
\]
where \(\rho\) is the causal effect of interest.
Restrictions
- Linear
- Additive functional form
- Variation in \(D_{it}\), over time, for \(i\), must be as good as random
Then, we can write:
\[\begin{align*}
Y_it & = \alpha_i +\lambda_t +_\rho D_{it} + X_{it}' \beta + \epsilon_{it} \\
\epsilon_{it} & = Y_{0it} - E[Y_{0it}|A_i, X_{it}, t] \\
\alpha_i & = \alpha + A_i \gamma
\end{align*}\]
- \(\alpha_i\) captures all observable and unobservable time- invariant for individual i
- \(\lambda_t\) captures all observable and unobservable time- varying characteristics that are constant across the population
Random Effects
When there is autocorrelation in time series (i.e. \(\epsilon_t\) s are correlated over time ), GLS estimates can be obtained by estimating OLS on quasi-differenced data.
\[
y_{it} - \lambda \bar{y_{i}} = (x_{it} - \lambda \bar{x_i}) \beta +
(1-\lambda)\theta_i + \nu_{it} - \lambda \bar{\nu}_i
\]
where \[\lambda = 1 -
\left[ \frac{\sigma_\nu^2}
{\sigma_\nu^2 + T \sigma_\theta^2} \right]^{\frac{1}{2}}
\]
If the error component \(\theta\) is correlated with \(x\), RE estimates are not consistent. Perform Hausman test for random vs fixed effects (where under the null, \(Cov(\theta_i, x_{it}) = 0\))
Within Estimator
Calculate individual averages by averaging the FE equation
\[
\bar{Y_i} = \alpha_i + \bar{\lambda} + \rho \bar{D_i} +
\bar{X_i}'\beta + \epsilon_i
\]
then subtract from the FE equation
\[
Y_{it} - \bar{Y_i} = \lambda_{t} - \bar{\lambda} + \rho (D_{it} -
\bar{D_i}) + (X_{it} - \bar{X_i}')\beta + (\epsilon_{it} -
\epsilon_i)
\]
yields the same \(\rho\)
First Differencing
Define \(\Delta Y_{i,t} = Y_{i,t} - Y_{i,t-1}\) and the corresponding first-differences for \(D\) and \(X\)
Then, the first-differences estimating equation is:
\[
\Delta Y_{it} = \Delta \lambda_{t} + \rho \Delta D_{it} +
\Delta X_{it}' \beta + \Delta \epsilon_{it}
\]
Numerically identical from the FD/Within estimator for \(T=2\), not otherwise. Both consistent, but FE is efficient.
Differences-in-Differences
Assuming \(E[Y_{0it}] = \gamma_i +\lambda_t\), where \(\gamma_i\) is a unit fixed effect and \(\lambda_t\) is a time fixed-effect. Let \(D_{it}\) be a dummy for treated unit-time combinations. Assuming \(E[Y_{1it} - Y_{0it}|i,t]\) is a constant denoted by \(\beta\). We have:
\[
Y_{it} = \gamma_i + \lambda_t + \beta D_{it} + \epsilon_{it}
\]
In practice, the regression formulation is:
\[
Y_{it} = \alpha + \gamma d_i + \lambda Post_{t} + \beta (d_i \times
Post_{t}) + \epsilon_{it}
\]
DiD and Within estimator equivalence for N=2
For a sample with two time periods (\(t \in {0,1}\)), the estimate \(\hat{\rho}\) of the causal parameter \(\rho\) is identical when estimated using the two approaches (1) individual fixed effects and (2) first differences.
For Individual Fixed Effects estimation, using the FWL theorem / regression anatomy formula, we can write:
\[ \hat{\rho}_{fe} = \frac{Cov(\tilde{Y_{it}}, \tilde{X_{it}}
)}{Var(\tilde{X_{it}})} \]
where \(\tilde{Y_{it}}\) and \(\tilde{X_{it}}\) are residuals from regressing \(Y_{it}\) and \(X_{it}\) on individual fixed effects \(\gamma_i\) and a constant term \(\alpha\). Regressing these variables on individual fixed effects and a constant is equivalent to estimating individual means (\(\bar{Y}_i\) and \(\bar{X}_i\)), so the residuals are deviations from the mean (\(Y_{i,t} - \bar{Y}_i\)) and \((X_{i,t} -\bar{X}_i)\).
Furthermore, since \(t = 2\), \(\bar{Y}_i = Y_{i,t}+\frac{\Delta Y_{i,t}}{2}\) and \(\bar{X}_i = X_{i,t}+\frac{\Delta X_{i,t}}{2}\)
Thus,
\[\begin{align*}
\hat{\rho}_{fe} & = \frac{Cov(\tilde{Y_{it}}, \tilde{X_{it}}
)}{Var(\tilde{X_{it}})} \\
& = \frac{Cov(Y_{i,t} - \bar{Y}_i, X_{i,t}
-\bar{X}_i)}{Var(X_{i,t} -\bar{X}_i))}\\
& = \frac{Cov(Y_{i,t} - Y_{i,t} - \frac{\Delta Y_{i,t}}{2} , X_{i,t}
- X_{i,t} - \frac{\Delta X_{i,t}}{2})}{Var(X_{i,t}
- X_{i,t} - \frac{\Delta X_{i,t}}{2})}\\
& = \frac{-Cov(\Delta Y_{i,t},\Delta X_{i,t} )}{-Var(\Delta X_{i,t})} \\
& = \frac{Cov(\Delta Y_{i,t},\Delta X_{i,t} )}{Var(\Delta X_{i,t})} \\
& = \hat{\rho}_{fd}
\end{align*}\]
Card and Krueger - Minimum Wage (1994)
Card and Krueger (1994)
# Import data
njmin <- read.table('public.dat',
header = FALSE,
stringsAsFactors = FALSE,
na.strings = c("", ".", "NA"))
#%%
names(njmin) <- c('SHEET', 'CHAIN', 'CO_OWNED', 'STATE', 'SOUTHJ', 'CENTRALJ',
'NORTHJ', 'PA1', 'PA2', 'SHORE', 'NCALLS', 'EMPFT', 'EMPPT',
'NMGRS', 'WAGE_ST', 'INCTIME', 'FIRSTINC', 'BONUS', 'PCTAFF',
'MEALS', 'OPEN', 'HRSOPEN', 'PSODA', 'PFRY', 'PENTREE', 'NREGS',
'NREGS11', 'TYPE2', 'STATUS2', 'DATE2', 'NCALLS2', 'EMPFT2',
'EMPPT2', 'NMGRS2', 'WAGE_ST2', 'INCTIME2', 'FIRSTIN2', 'SPECIAL2',
'MEALS2', 'OPEN2R', 'HRSOPEN2', 'PSODA2', 'PFRY2', 'PENTREE2',
'NREGS2', 'NREGS112')
#%%
# Calculate FTE employement
njmin$FTE <- njmin$EMPFT + 0.5 * njmin$EMPPT + njmin$NMGRS
njmin$FTE2 <- njmin$EMPFT2 + 0.5 * njmin$EMPPT2 + njmin$NMGRS2
#%%
# Create function for calculating standard errors of mean
semean <- function(x, na.rm = FALSE) {
n <- ifelse(na.rm, sum(!is.na(x)), length(x))
sqrt(var(x, na.rm = na.rm) / n)
}
#%%
# Calucate means
summary.means <- njmin[ , c("FTE", "FTE2", "STATE")] %>%
group_by(STATE) %>%
summarise_all(funs(mean(., na.rm = TRUE)))
summary.means <- as.data.frame(t(summary.means[ , -1]))
#%%
colnames(summary.means) <- c("PA", "NJ")
summary.means$dSTATE <- summary.means$NJ - summary.means$PA
summary.means <- rbind(summary.means,
summary.means[2, ] - summary.means[1, ])
row.names(summary.means) <- c("FTE employment before, all available observations",
"FTE employment after, all available observations",
"Change in mean FTE employment")
#%%
# Calculate
summary.semeans <- njmin[ , c("FTE", "FTE2", "STATE")] %>%
group_by(STATE) %>%
summarise_all(funs(semean(., na.rm = TRUE)))
summary.semeans <- as.data.frame(t(summary.semeans[ , -1]))
#%%
colnames(summary.semeans) <- c("PA", "NJ")
summary.semeans$dSTATE <- sqrt(summary.semeans$NJ + summary.semeans$PA) # / length
njmin <- njmin[ , c("FTE", "FTE2", "STATE")]
njmin <- melt(njmin,
id.vars = c("STATE"),
variable.name = "Period",
value.name = "FTE")
summary.means <- njmin %>%
mutate(STATE = dplyr::recode(STATE, `0` = 'PA (control)',
`1` = 'NJ (treatment)')) %>%
group_by(STATE, Period) %>%
summarise_all(
funs(
mean(., na.rm = TRUE),
semean(., na.rm = TRUE)
))
difftable = data.table::dcast(setDT(summary.means),
STATE ~ Period, value.var = c('mean','semean'))
difftable[, diff:=mean_FTE2 - mean_FTE]
knitr::kable(difftable)
NJ (treatment) |
20 |
21 |
0.51 |
0.52 |
0.59 |
PA (control) |
23 |
21 |
1.35 |
0.94 |
-2.17 |
Main Diff-in-diff estimate
\[
{E[Y_{ist} | s = NJ, t = Nov] - E[Y_{ist}| s = NJ, t = Feb]} -
{E[Y_{ist} | s = PA, t = Nov] - E[Y_{ist}| s = PA, t = Feb]} = \delta
\]
difftable[1,'diff'] - difftable[2,'diff']
## diff
## 1: 2.8
emps <- summary.means %>%
dplyr::select(state = STATE, period = Period, employment = mean)
ggplot(data=emps,
aes(x=period, y=employment, group=state, colour=state)) +
geom_point() +
geom_line()
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j55puLi4tbtWpVkaOEEHr27NmjR48QwowZMyoaN3SwXsUOj3gXV4U4FVvHhgbZddddQwirVq367LPPNu0F1LWcHgfnX/2LnEMOS+3cLmreImq9U84BPfMvvTb3mBPq8M5emyreBFb51/y99tprp512WrRo0U033ZROpzOZzG233TZz5swWLVps6ODB7t27hxCmTp26Tnt8s7fPP/+8+hr69u0bQrjjjjv+8Y9/xC2fffbZ3nvvXbEBqHPnziGEIUOGrF27Np1ODx48ePDgweH7h+DVcK7NrKQmNlRJvALjnKYe7Ne08YT9uj/YqeORzZt1LizcpWHhydu3+NOu3UbvufsOdXFnrzoRn3+4znbDEMIJJ5wQRdFbb721YsWK9a+qcr3169cvhHDbbbfFwdjq1atvueWWEELv3r3jDvHRqb/97W/jDzeTydx4441z5sw59NBD40Sthmq40mo9XT2vEwAAtmUCMAAAqI0OHTosWrRo3rx58W/csbKysq+++iqEUFz8fyf+xZu0QggLFy6sPEL8Q3MIYezYsRWN48aN+9Of/hTWi8E2NEivXr3iO+7ceeed61Q4ZMiQmt+NrE5EzVvkHnNC3kVX5V93S/5l1+b26Re1blOfBawv3gRWuSUnJ+eBBx5IpVIDBw5s1qzZdttt98tf/jKKoocffriwsLDKQVq0aNGxY8fPPvts7dq1ldv/7d/+LYRw7LHHVr+d5YQTTjjuuOMWLFiw//77l5SUdOvWbY899pgyZcrcuXPjDgMGDCgoKBg+fHjTpk2Lior69+/frVu3EMKcOXM2da7qbbSSmthQJWPHjk2lUvHGoPrROCfn0p1a/XWPXafsv/eE/fb+067dTt6+RWqr2PoVQgiLFy8eM2ZMbm7uMcesuwOydevW++6775o1a15//fX1L6xyvfXp0+eYY46ZOHFihw4ddt111zZt2vzlL3/Zd999zz///LjDgQceeOWVVy5fvvyAAw7YfffdW7RoMXDgwBYtWjz66KObVHYNV1qtp6v/dQIAwDZLAAYAALXRt2/f+FY355577l133fXuu+++8sorffr0ifd+nXTSSRU9Kw7Wu+WWW5577rmPPvooftijR4/4plNXXXXVLbfcMmjQoIsvvrhnz57xkXSVb/ZTzSDFxcUDBgwIITz33HNHH3308OHDP/jgg+HDh59yyilnnXXW2Wefvf7BfduaeBNY5ZaTTjrptddeO/jgg8vLy0tLS3v06DFy5MhTTz21mkFOPPHENWvWvP/++5Ubb7zxxmOOOSYvL68iy6xSFEUvvPDCnXfe2a1bt9mzZ8+bN69Xr16vvfbaz3/+87hDSUnJW2+91bNnz7y8vObNmz/22GP33ntvjx49ysrKNnWu6m20kpqospJly5ZNmjTpwAMP3JzyEubVV18tKyvr2bPndtttt/6zffr0CRs+BXH99RZF0fDhw2+99dYOHTpMmzYtPz//kksueeuttwoqnQN53333Pf7447vtttvUqVNTqdSpp546duzYrl27blLZNV9ptZjOOgEAoD5F2b1VAAAA/HC99957xx577NKlS9dpP/bYY1988cXc3NyKll69eo0ePTr++6677rr++uvjvx988MHLL7+88rUtW7bs3bv3U089FUL46quv2rZtu9FBVq5ceeyxx1Y8VdkNN9yw/s4wamHcuHH77LPPFVdccf/992e7lq3RH//4x9NOO+3hhx++6KKLsl1LEiR1vVknAADUJzvAAACglnr27Dl+/PgLL7ywffv2eXl5TZo0OfDAA3/3u9+NGDGicvoVQhg0aFCvXr3y8/OLi4vbtWtX0X7ZZZc9//zzBxxwQMOGDYuKik4++eSxY8eeffbZvXv37t279zqbtzY0SMOGDd94443HHnvsxz/+cVFRUV5eXps2bfr27Tt69GjpV1350Y9+dPDBBw8ZMmTNmjXZrmVr9MwzzxQXF/fv3z/bhSREUtebdQIAQH2yAwwAAGDj3n///R49evzmN7+55JJLsl3L1uWf//znj370ozvvvLNiVyKbL3nrzToBAKCeCcAAAABq5Jxzznn55ZfHjx9f+WjKbVxpaWnPnj1Xrlz58ccf5+fnZ7ucREnSerNOAACof45ABAAAqJFHHnmkbdu2gwYNynYhW5G333572rRpzz//vFSjziVpvVknAADUPzvAAAAAamrx4sXffvttSUlJtgvZWnz33XczZszYfffds11IMiVmvVknAADUPwEYAAAAAAAAieIIRAAAAAAAABJFAAYAAAAAAECiCMAAAAAAAABIFAEYAAAAAAAAiSIAAwAAAAAAIFEEYAAAAAAAACSKAAwAAAAAAIBEEYABAAAAAACQKAIwAAAAAAAAEkUABgAAAAAAQKIIwAAAAAAAAEgUARgAAAAAAACJIgADAAAAAAAgUQRgAAAAAAAAJIoADAAAAAAAgEQRgAEAAAAAAJAoAjAAAAAAAAASRQAGAAAAAABAogjAAAAAAAAASBQBGAAAAAAAAIkiAAMAAAAAACBRBGAAAAAAAAAkigAMAAAAAACARBGAAQAAAAAAkCgCMAAAAAAAABJFAAYAAAAAAECiCMAAAAAAAABIFAEYAAAAAAAAiSIAAwAAAAAAIFEEYAAAAAAAACSKAAwAAAAAAIBEEYABAAAAAACQKAIwAAAAAAAAEkUABgAAAAAAQKIIwAAAAAAAAEgUARgAAAAAAACJIgADAAAAAAAgUf4/fd00shQRQsUAAAAASUVORK5CYII=)
Synthetic controls
Construct synthetic control group by finding optimal weights for control regins so that pre-trends between treated (\(r=1\)) and control regions (\(r = 2 \cdots R\)) are best matched. If the treatment occurs at \(t=0\) and we have data that goes back to \(-\tau\), we minimise:
\[
min_{w_r} \sum_{t=-\tau}^{0} (\Delta Y_{r=1,t} - \sum_{r=2}^R w_r
\Delta Y_{rt})
\]
Triple-difference
Useful to uncover heterogeneous treatment effects. For general formulation, let \(\mathbb{1}_{I_i = 1}\) denote a dummy for some subgroup of interest, then the estimation equation becomes:
\[
Y_{it} = \alpha + \gamma_i + \lambda^0_t\mathbb{1}_{I_i = 0} +
\lambda^1_t \mathbb{1}_{I_i = 1} + \beta (d_i \times Post_t) +
\psi (d_i \times Post_t \times \mathbb{1}_{I_i = 1}) + \epsilon_{it}
\]
More flexibly allowing for heterogeneous treatment effects where the treatment heteregeneity is along the \(Z\) dimension lets us write:
\[
Y_{it} = \alpha + \gamma_i + \lambda_t + \beta (d_{i} \times Post_t) +
\phi (d_i \times Post_t \times Z_i ) + \epsilon_{it}
\]
Granger Causality
Causes should happen before consequences, and not vice-versa
Check on whether, conditional on state and year fixed effects, past \(D_{st}\) predicts \(Y_{ist}\) while future \(D_{st}\) does not. If \(D_{st}\) causes \(Y_{ist}\) but not vice versa, then dummies for future policy changes should not matter in an equation like:
\[
Y_{ist} = \gamma_s + \lambda_t + \sum_{\tau=0}^m \delta_{-\tau}
D_{s, t - \tau} + \sum_{\tau=1}^q \delta_{+\tau} D_{s,t+\tau} +
X_{ist}' \beta + \epsilon_{ist}
\]
where the sums on the RHS allow for m lags / post-treatment effects, and q leads / pre-treatment effects.
Autor (2003) Granger tests:
autor <- haven::read_dta('table7/autor-jole-2003.dta')
# Log total employment: from BLS employment & earnings
autor$lnemp <- log(autor$annemp)
# Non-business-service sector employment from CBP
autor$nonemp <- autor$stateemp - autor$svcemp
autor$lnnon <- log(autor$nonemp)
autor$svcfrac <- autor$svcemp / autor$nonemp
# Total business services employment from CBP
autor$bizemp <- autor$svcemp + autor$peremp
autor$lnbiz <- log(autor$bizemp)
# Restrict sample
autor <- autor[which(autor$year >= 79 & autor$year <= 95), ]
autor <- autor[which(autor$state != 98), ]
# State dummies, year dummies, and state*time trends
autor$t <- autor$year - 78
autor$t2 <- autor$t^2
# Generate more aggregate demographics
autor$clp <- autor$clg + autor$gtc
autor$a1624 <- autor$m1619 + autor$m2024 + autor$f1619 + autor$f2024
autor$a2554 <- autor$m2554 + autor$f2554
autor$a55up <- autor$m5564 + autor$m65up + autor$f5564 + autor$f65up
autor$fem <- autor$f1619 + autor$f2024 + autor$f2554 + autor$f5564 + autor$f65up
autor$white <- autor$rs_wm + autor$rs_wf
autor$black <- autor$rs_bm + autor$rs_bf
autor$other <- autor$rs_om + autor$rs_of
autor$married <- autor$marfem + autor$marmale
# Modify union variable (1. Don't interpolate 1979, 1981; 2. Rescale into percentage)
autor$unmem[79 == autor$year | autor$year == 81] <- NA
autor$unmem <- autor$unmem * 100
# Create state and year factors
autor$state <- factor(autor$state)
autor$year <- factor(autor$year)
# Diff-in-diff regression
did <- felm(lnths ~ lnemp + admico_2 + admico_1 + admico0 + admico1 + admico2 +
admico3 + mico4 + admppa_2 + admppa_1 + admppa0 + admppa1 +
admppa2 + admppa3 + mppa4 + admgfa_2 + admgfa_1 + admgfa0 +
admgfa1 + admgfa2 + admgfa3 + mgfa4
| state + year + state:t | 0 | state, data = autor)
Estimated Impact of implied-contract exceptions to the employment- at-will doctrine on the use of temporary workers
# Plot results
lags_leads <- c("admico_2", "admico_1", "admico0",
"admico1" , "admico2" , "admico3",
"mico4")
labels <- c("2 yr prior", "1 yr prior", "Yr of adopt",
"1 yr after", "2 yr after", "3 yr after",
"4+ yr after")
results.did <- data.frame(label = factor(labels, levels = labels),
coef = summary(did)$coef[lags_leads, "Estimate"] * 100,
se = summary(did)$coef[lags_leads, "Cluster s.e."] * 100)
g <- ggplot(results.did, aes(label, coef, group = 1))
p <- g + geom_point() +
geom_line(linetype = "dotted") +
geom_errorbar(aes(ymax = coef + 1.96 * se,
ymin = coef - 1.96 * se)) +
geom_hline(yintercept = 0) +
ylab("Log points") +
xlab(paste("Time passage relative to year of",
"adoption of implied contract exception"))
p
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)
Dynamic panel data
For FE to be valid, we rely on strict exogeneity wherein \(E(\nu_{it}|x_i)= E(\nu_{it}|x_{i1}, \cdots x_{iT})=0\) (i.e. errors are uncorrelated with lags and leads of x). This fails when one of the x’s is a lagged dependent variable, e.g.
\[
y_{it} = x_{it}\beta + y_{it-1}\delta + \theta_i + \nu_{it}
\]
this yields a correlation between a RHS variable \(y_{it-1}\) and the error term of the form:
\[
cov([y_{it-1} - \bar{y}_{it-1}], [\nu_{it} - \bar{\nu}_i]) =
-(2/T)\sigma_\nu^2 + [(T-1)/T^2]\sigma_\eta^2
\]
This covariance \(\rightarrow 0\) as \(T \rightarrow \infty\).
IV solution
use lagged values of x and y (e.g. \(x_{it-1}\) and/or \(y_{it-2}\) as instruments for \(\delta y_{it-1}\). \(y_{it-2}\) will not be a valid instrument if \(\nu_{it}\) is serially correlated. Arellano and Bond (1991)
Quasi-Panel
Deaton (1985)
let \(i\) index individuals, \(j\) index birth cohorts, and \(t\) index time. Then, without a true panel to estimate the regression
\[
y_{ijt} = x_{ijt}'\beta + \theta_{ij} + \delta_{t} + \nu_{ijt}
\]
we can estimate:
\[
\bar{y}_{jt} = \bar{x}_{jt}' \beta + \bar{\theta}_j + \delta_t
+ \bar{\nu}_{jt}
\]
6. Regression Discontinuity Design
Sharp RD
Treatment changes discontinuously at some particular value \(x_0\) of x
\[
D_i =
\begin{cases}
1 \text{ if} x_i \geq x_0, \\
0 \text{ if} x_i < x_0,
\end{cases}
\]
This value \(x\) is likely to be arbitrary in the neighbourhood of \(x_0\)
RD_takes advantage of a discrete change in treatment in response to a small change in the running variable x. Causal inference relies on the (local) arbitrariness of whether unit \(i\) has \(x_i < x_0 | x_i > x_0\)
Formally,
\[\begin{align*}
E[Y_{0i}|x_i] & = \alpha + \beta x_i \\
Y_{1i} = Y_{0i} + \rho
\end{align*}\]
which leads to the regression:
\[
Y_i = \alpha + \beta x_i + \tau D_i + \eta_i
\]
To permit nonlinearity, we estimate:
\[
Y_i = f(x_i) + \tau D_i + \eta_i
\]
General Setup with normalised running/forcing variable
Define \(c := x_0\). The treatment effect can be uncovered by running a pooled regression
\[
Y = \alpha_l +_\tau D + f(X - c) + \epsilon
\]
It is recommended to let the regression function differ on the two sides of the cutoff by including interaction terms between D and X.
Then, the pooled regression is
\[
Y = \alpha_l + \tau D + \beta_l (X - c) + (\beta_r - \beta_l) D (X-c)
+ \epsilon
\]
Higher order polynomials can be included to better approximate the regression functions (per Stone Weirstrass thm).
# Generate series
nobs = 100
x <- runif(nobs)
y.linear <- x + (x > 0.5) * 0.25 + rnorm(n = nobs, mean = 0, sd = 0.1)
y.nonlin <- 0.5 * sin(6 * (x - 0.5)) + 0.5 + (x > 0.5) * 0.25 + rnorm(n = nobs, mean = 0, sd = 0.1)
y.mistake <- 1 / (1 + exp(-25 * (x - 0.5))) + rnorm(n = nobs, mean = 0, sd = 0.1)
rd.series <- data.frame(x, y.linear, y.nonlin, y.mistake)
# Make graph with ggplot2
g.data <- ggplot(rd.series, aes(x = x, group = x > 0.5))
p.linear <- g.data + geom_point(aes(y = y.linear)) +
stat_smooth(aes(y = y.linear),
method = "lm",
se = FALSE) +
geom_vline(xintercept = 0.5) +
ylab("Outcome") +
ggtitle(bquote('A. Linear E[' * Y["0i"] * '|' * X[i] * ']'))
p.nonlin <- g.data + geom_point(aes(y = y.nonlin)) +
stat_smooth(aes(y = y.nonlin),
method = "lm",
formula = y ~ poly(x, 2),
se = FALSE) +
geom_vline(xintercept = 0.5) +
ylab("Outcome") +
ggtitle(bquote('B. Nonlinear E[' * Y["0i"] * '|' * X[i] * ']'))
f.mistake <- function(x) {1 / (1 + exp(-25 * (x - 0.5)))}
p.mistake <- g.data + geom_point(aes(y = y.mistake)) +
stat_smooth(aes(y = y.mistake),
method = "lm",
se = FALSE) +
stat_function(fun = f.mistake,
linetype = "dashed") +
geom_vline(xintercept = 0.5) +
ylab("Outcome") +
ggtitle('C. Nonlinearity mistaken for discontinuity')
grid.arrange(p.linear, p.nonlin, p.mistake, ncol = 1)
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Lee (2008)
Lee (2008) main figure
# Load the .dta file as data.table
lee <- data.table(haven::read_dta('Lee2008/individ_final.dta'))
# Subset by non-missing in the outcome and running variable for panel (a)
panel.a <- na.omit(lee[, c("myoutcomenext", "difshare"), with = FALSE])
# Create indicator when crossing the cut-off
panel.a <- panel.a[ , d := (difshare >= 0) * 1.0]
# Predict with local polynomial logit of degree 4
logit <- glm(formula = myoutcomenext ~ poly(difshare, degree = 4) +
poly(difshare, degree = 4) * d,
family = binomial(link = "logit"),
data = panel.a)
panel.a <- panel.a[ , pmyoutcomenext := predict(logit, panel.a, type = "response")]
# Create local average by 0.005 interval of the running variable
breaks <- round(seq(-1, 1, by = 0.005), 3)
panel.a <- panel.a[ , i005 := as.numeric(as.character(cut(difshare,
breaks = breaks,
labels = head(breaks, -1),
right = TRUE))), ]
panel.a <- panel.a[ , list(m_next = mean(myoutcomenext),
mp_next = mean(pmyoutcomenext)),
by = i005]
# Plot panel (a)
panel.a <- panel.a[which(panel.a$i005 > -0.251 & panel.a$i005 < 0.251), ]
plot.a <- ggplot(data = panel.a, aes(x = i005)) +
geom_point(aes(y = m_next)) +
geom_line(aes(y = mp_next, group = i005 >= 0)) +
geom_vline(xintercept = 0, linetype = 'longdash') +
xlab('Democratic Vote Share Margin of Victory, Election t') +
ylab('Probability of Victory, Election t+1') +
ggtitle('a')
# Subset the outcome for panel (b)
panel.b <- lee[ , i005 := as.numeric(as.character(cut(difshare,
breaks = breaks,
labels = head(breaks, -1),
right = TRUE))), ]
panel.b <- panel.b[ , list(m_vic = mean(mofficeexp, na.rm = TRUE),
mp_vic = mean(mpofficeexp, na.rm = TRUE)),
by = i005]
panel.b <- panel.b[which(panel.b$i005 > -0.251 & panel.b$i005 < 0.251), ]
plot.b <- ggplot(data = panel.b, aes(x = i005)) +
geom_point(aes(y = m_vic)) +
geom_line(aes(y = mp_vic, group = i005 >= 0)) +
geom_vline(xintercept = 0, linetype = 'longdash') +
xlab('Democratic Vote Share Margin of Victory, Election t') +
ylab('No. of Past Victories as of Election t') +
ggtitle('b')
grid.arrange(plot.a, plot.b)
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)
RDRobust
Bandwidth selection per Calonico, Cattaneo, and Titiunik (2014)
#%%
rdrobust_senate=read.csv("/home/alal/Desktop/code/tutorials/revision/rdrobust_senate.csv")
attach(rdrobust_senate)
### rdplot with 95% confidence intervals
(rdplot(y=vote, x=margin, scale= 5, binselect="es", # scale = 2, ci=95,
title="RD Plot: U.S. Senate Election Data",
y.label="Vote Share in Election at time t+1",
x.label="Vote Share in Election at time t"))
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## Call: rdplot
##
## Number of Obs. 1297
## Kernel Uniform
##
## Number of Obs. 595 702
## Eff. Number of Obs. 595 702
## Order poly. fit (p) 4 4
## BW poly. fit (h) 100.000 100.000
## Number of bins scale 5 5
Visual Treatment Effects
#%%
rdplot(y=vote,x=margin,h=17.7080, subset=margin<=17.7080&margin>=-17.7080,
binselect="esmv", kernel="triangular", p=1,
title="RD Plot: U.S. Senate Election Data",
y.label="Vote Share in Election at time t+1",
x.label="Vote Share in Election at time t")
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)
#%%
Bandwidth
#%%
summary(rdbwselect(y=vote,x=margin, all = T))
## Call: rdbwselect
##
## Number of Obs. 1297
## BW type All
## Kernel Triangular
## VCE method NN
##
## Number of Obs. 595 702
## Order est. (p) 1 1
## Order bias (q) 2 2
##
## =======================================================
## BW est. (h) BW bias (b)
## Left of c Right of c Left of c Right of c
## =======================================================
## mserd 17.708 17.708 27.984 27.984
## msetwo 16.154 18.009 27.096 29.205
## msesum 18.326 18.326 31.280 31.280
## msecomb1 17.708 17.708 27.984 27.984
## msecomb2 17.708 18.009 27.984 29.205
## cerrd 12.374 12.374 27.984 27.984
## certwo 11.288 12.585 27.096 29.205
## cersum 12.806 12.806 31.280 31.280
## cercomb1 12.374 12.374 27.984 27.984
## cercomb2 12.374 12.585 27.984 29.205
## =======================================================
#%%
Estimation
### rdrobust default
summary(rdrobust(y=vote,x=margin, all = T))
## Call: rdrobust
##
## Number of Obs. 1297
## BW type mserd
## Kernel Triangular
## VCE method NN
##
## Number of Obs. 595 702
## Eff. Number of Obs. 359 322
## Order est. (p) 1 1
## Order bias (p) 2 2
## BW est. (h) 17.708 17.708
## BW bias (b) 27.984 27.984
## rho (h/b) 0.633 0.633
##
## =============================================================================
## Method Coef. Std. Err. z P>|z| [ 95% C.I. ]
## =============================================================================
## Conventional 7.416 1.460 5.078 0.000 [4.554 , 10.278]
## Bias-Corrected 7.510 1.460 5.143 0.000 [4.648 , 10.372]
## Robust 7.510 1.743 4.310 0.000 [4.094 , 10.925]
## =============================================================================
#%%
#%%
### rdrobust with covariates
summary(rdrobust(y=vote,x=margin,covs=cbind(class,termshouse,termssenate)))
## Call: rdrobust
##
## Number of Obs. 1108
## BW type mserd
## Kernel Triangular
## VCE method NN
##
## Number of Obs. 491 617
## Eff. Number of Obs. 313 283
## Order est. (p) 1 1
## Order bias (p) 2 2
## BW est. (h) 17.987 17.987
## BW bias (b) 28.943 28.943
## rho (h/b) 0.621 0.621
##
## =============================================================================
## Method Coef. Std. Err. z P>|z| [ 95% C.I. ]
## =============================================================================
## Conventional 6.851 1.408 4.866 0.000 [4.091 , 9.611]
## Robust - - 4.200 0.000 [3.729 , 10.254]
## =============================================================================
### rdrobust with cluster-robust variance estimation, and underlying data-driven bandwidth selectors.
summary(rdrobust(y=vote,x=margin,cluster=state))
## Call: rdrobust
##
## Number of Obs. 1297
## BW type mserd
## Kernel Triangular
## VCE method NN
##
## Number of Obs. 595 702
## Eff. Number of Obs. 359 320
## Order est. (p) 1 1
## Order bias (p) 2 2
## BW est. (h) 17.509 17.509
## BW bias (b) 27.032 27.032
## rho (h/b) 0.648 0.648
##
## =============================================================================
## Method Coef. Std. Err. z P>|z| [ 95% C.I. ]
## =============================================================================
## Conventional 7.422 1.522 4.875 0.000 [4.438 , 10.406]
## Robust - - 4.266 0.000 [4.091 , 11.046]
## =============================================================================
#%%
Fuzzy RD
Discontinuity doesn’t necessarily change treatment, but only the probability of treatment. Then, we can use the discontinuity as an instrumental variable for treatment status.
\[
P[D_i = 1 | x_i] =
\begin{cases}
g_0 (x_i) if x_i < x_0 \\
g_1 (x_i) if x_i \geq x_0
\end{cases}
\]
\(g_0(x_i) \neq g_1(x_i)\). Assuming \(g_1(x_0) > g_0(x_0)\), the probability of treatment relates to \(x_i\) via:
\[
E[D_i|x_i] = P[D_i=1|x_i] = g_0(x_i) + [g_1(x_i) - g_0(x_i)] T_i
\] where \(T_i = \mathbb{1} (x_i \geq x_0)\) := point of discontinuity
\[
\rho = lim_{\delta \rightarrow 0}
\frac{E[Y_i|x_0 < x_i < x_0 + \delta] - E[Y_i|x_0 - \delta < x_i < x_0]}
{E[D_i|x_0 < x_i < x_0 + \delta] - E[D_i|x_0 - \delta < x_i < x_0]}
\]
Angrist and Lavy (1999)
Angrist and Lavy (1999) uses Maimonides’ rule:
\[
m_{sc} = \frac{e_s}{int[\frac{e_s - 1}{40}] + 1}
\]
library(foreign)
# Load the data
grade4 <- read.dta("final4.dta")
grade5 <- read.dta("final5.dta")
#%%
# Restrict sample
grade4 <- grade4[which(grade4$classize & grade4$classize < 45 & grade4$c_size > 5), ]
grade5 <- grade5[which(grade5$classize & grade5$classize < 45 & grade5$c_size > 5), ]
# Find means class size by grade size
grade4cmeans <- aggregate(grade4$classize,
by = list(grade4$c_size),
FUN = mean,
na.rm = TRUE)
grade5cmeans <- aggregate(grade5$classize,
by = list(grade5$c_size),
FUN = mean,
na.rm = TRUE)
# Rename aggregaed columns
colnames(grade4cmeans) <- c("c_size", "classize.mean")
colnames(grade5cmeans) <- c("c_size", "classize.mean")
#%%
# Create function for Maimonides Rule
maimonides.rule <- function(x) {x / (floor((x - 1)/40) + 1)}
#%%
# Plot each grade
g4 <- ggplot(data = grade4cmeans, aes(x = c_size))
p4 <- g4 + geom_line(aes(y = classize.mean)) +
stat_function(fun = maimonides.rule,
linetype = "dashed") +
expand_limits(y = 0) +
scale_x_continuous(breaks = seq(0, 220, 20)) +
ylab("Class size") +
xlab("Enrollment count") +
ggtitle("B. Fourth grade")
g5 <- ggplot(data = grade5cmeans, aes(x = c_size))
p5 <- g5 + geom_line(aes(y = classize.mean)) +
stat_function(fun = maimonides.rule,
linetype = "dashed") +
expand_limits(y = 0) +
scale_x_continuous(breaks = seq(0, 220, 20)) +
ylab("Class size") +
xlab("Enrollment count") +
ggtitle("A. Fifth grade")
grid.arrange(p5, p4, ncol = 1)
![](data:image/png;base64,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)
7. Quantile regression
based on Kleiber and Zeileis (2008)
Least-squares models the conditional mean of a response, but one may be interested in treatment effects at different quantiles of the conditional distribution of Y. The Quantile regression model is given by
\[
Q_y(\tau|x) = x_i' \beta_\tau
\]
where \(Q_y(\tau|x)\) denotes the \(\tau\)-quantile of \(y\) conditional on \(x\).
The conditional quantile function at quantile \(\tau\) is defined as
\[
Q_\tau(Y_i | X_i) = F_y^{-1} (\tau|X_i)
\]
CQF solves the following problem:
\[
Q_\tau (Y_i | X_i) = argmin_{q(x)} E [ \rho_\tau (Y_i - q(X_i))]
\]
where \(\rho_\tau(u)\) is the check function, which weights positive and negative terms asymmetrically (unless \(\tau=0.5\), in which case it collapses to a Least-Absolute-Deviation function). \[
\rho_\tau(u) = (\tau - 1(u \leq 0))u = 1(u > 0) \tau |u| +
1(u\leq 0) (1-\tau)|u|
\]
tau_25 = function(x) (x>0) * 0.25 * abs(x) + (x<=0) * (1 - 0.25) * abs(x)
tau_50 = function(x) (x>0) * 0.50 * abs(x) + (x<=0) * (1 - 0.50) * abs(x)
tau_75 = function(x) (x>0) * 0.75 * abs(x) + (x<=0) * (1 - 0.75) * abs(x)
# dummy dataset
p <- ggplot(data = data.frame(x = 0), mapping = aes(x = x))
# plot functions
p +
stat_function(fun = tau_25, aes(colour='tau_25')) +
stat_function(fun = tau_50, aes(colour='tau_50')) +
stat_function(fun = tau_75, aes(colour='tau_75')) +
xlim(-10,10)+
labs(title='Check functions')
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#%%
data('CPS1988')
cps_f <- log(wage) ~ experience + I(experience^2) + education
# models
cps_lm <- lm(cps_f, data= CPS1988)
cps_lad <- rq(cps_f, data= CPS1988)
cps_p25 <- rq(cps_f, tau = 0.25, data= CPS1988)
cps_p75 <- rq(cps_f, tau = 0.75, data= CPS1988)
#%%
#%%
stargazer(cps_lm, cps_lad, cps_p25, cps_p75, type=exp_type)
|
|
Dependent variable:
|
|
|
|
log(wage)
|
|
OLS
|
quantile
|
|
|
regression
|
|
(1)
|
(2)
|
(3)
|
(4)
|
|
experience
|
0.078***
|
0.077***
|
0.092***
|
0.064***
|
|
(0.001)
|
(0.001)
|
(0.002)
|
(0.001)
|
|
|
|
|
|
I(experience2)
|
-0.001***
|
-0.001***
|
-0.002***
|
-0.001***
|
|
(0.00002)
|
(0.00003)
|
(0.00004)
|
(0.00002)
|
|
|
|
|
|
education
|
0.087***
|
0.094***
|
0.093***
|
0.094***
|
|
(0.001)
|
(0.001)
|
(0.002)
|
(0.001)
|
|
|
|
|
|
Constant
|
4.300***
|
4.200***
|
3.800***
|
4.700***
|
|
(0.019)
|
(0.022)
|
(0.029)
|
(0.020)
|
|
|
|
|
|
|
Observations
|
28,155
|
28,155
|
28,155
|
28,155
|
R2
|
0.330
|
|
|
|
Adjusted R2
|
0.330
|
|
|
|
Residual Std. Error
|
0.590 (df = 28151)
|
|
|
|
F Statistic
|
4,546.000*** (df = 3; 28151)
|
|
|
|
|
Note:
|
p<0.1; p<0.05; p<0.01
|
#%%
Variation in coefficients as a function of \(\tau\)
#%%
cps_rqbig <- rq(cps_f, tau = seq(0.05, 0.95, by = 0.05),
data = CPS1988)
#%%
cps_rqbigs <- summary(cps_rqbig)
plot(cps_rqbig)
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8. Discrete Choice Models
Generalised Linear Models - Nelder and Baker (1972)
Adapted from Rodriguez
Let \(y_i \sim N(\mu_i, \sigma^2)\), and \(\mu_i = x_i'\beta\). Further, let \(y_i\) be drawn from an exponential PDF (which includes normal, binomial, Poisson, exponential, gamma, and inverse gaussian as special cases).
\[
f(y_i) = \exp \left[ \frac{y_i \theta_i - b(\theta_i)}{a_i(\phi)}
+ c(y_i, \phi) \right]
\]
where \(\theta_i\) and \(\phi\) are parameters and \(a_i(\phi)\), \(b(\theta_i)\), and \(c(y_i, \phi)\) are known functions, and \(a_i(\phi)\) has the form \(a_i(\phi) = \phi/p_i\) where \(p_i\) is a known prior weight, usually 1.
\(\theta_i\) and \(\phi\) are location and scale parameters.
\(E(Y_i) = \mu_i = b'(\theta_i)\)
\(V(Y_i) = \sigma_i^2 = b''(\theta_i)a_i(\phi)\)
Link function - instead of directly modelling the mean, a one-to-one continuous differentiable link function \(g(\mu_i)\) is introduced s.t. \(\eta_i = g(\mu_i)\), where \(\eta_i\) is called the linear predictor. Then,
\[
\mu_i = g^{-1}(x_i'\beta)
\]
OLS |
Normal |
Identity |
Logistic |
binomial |
Logit |
Probit |
binomial |
Normal |
Poisson |
Poisson |
Log |
Binary Response
Assume latent variable \(y^*\) where \(y^* = x_i'\beta + e\), and observed \(y = 1\) if \(y^* >0, 0\) otherwise.
Assuming \(e \sim N(0,1)\), \(Pr(y = 1|x) = Pr(y^* > 0) = Pr(e> -x\beta) =1 - F(-x\beta) = F(x\beta)\).
Common choices for F are:
- Probit model: standard normal \(\Phi\)
- Logit model: logistic CDF \(\Lambda(X_i'\beta) = \frac{exp(X_i'\beta)}{exp(X_i'\beta) + 1} =\frac{1}{1 + exp(-X_i'\beta)}\)
For either F, the model is estimated using maximum likelihood, where the likelihood function is
\[
p(y_i, \beta | x_i) = F(x_i'\beta)^{y_i} (1-F(x_i'\beta))^{(1-y_i)}
\]
Thus, the log likelihood is
\[
log L_n(\beta) = n^{-1} \sum_{i=1}^n y_i F(x_i'\beta)
+ n^{-1} \sum_{i=1}^n (1-y_i) log(1-F(x_i'\beta))
\]
This is maximised to obtain the ML estimate.
Marginal effects:
\[
\frac{\partial E(Y_i|X_I)}{\partial X_i}
= \frac{\partial Pr(y=1|x)}{\partial x}
= \frac{\partial F(x\beta)}{\partial x} = f(x\beta)\beta
\]
library(margins)
e = exp(1)
logistic = function (x) (e^x/(1+e^x))
linear = function(x) x*0.05
# dummy dataset
p <- ggplot(data = data.frame(x = 0), mapping = aes(x = x))
# plot functions
p +
stat_function(fun = linear, aes(colour='Linear')) +
stat_function(fun = logistic, aes(colour='Logit')) +
stat_function(fun=pnorm, aes(colour='Probit')) +
xlim(-10,10)+
labs(title='LDV CEFs')
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Probit
x <- glm(am ~ cyl + hp * wt, data = mtcars, family = binomial(link='probit'))
summary(margins(x)) # marginal effects
## factor AME SE z p lower upper
## cyl 0.0226 0.0492 0.4598 0.6456 -0.0738 0.1190
## hp 0.0026 0.0021 1.2244 0.2208 -0.0015 0.0067
## wt -0.5088 0.2479 -2.0523 0.0401 -0.9948 -0.0229
Logit
x <- glm(am ~ cyl + hp * wt, data = mtcars, family = binomial)
summary(margins(x)) # marginal effects
## factor AME SE z p lower upper
## cyl 0.0216 0.0493 0.4377 0.6616 -0.0750 0.1181
## hp 0.0027 0.0023 1.1596 0.2462 -0.0018 0.0072
## wt -0.5158 0.2685 -1.9209 0.0547 -1.0421 0.0105
Multinomial Logit (cf McFadden (1984) )
Define random Utility model where indirect utilities (V) are latent variables.
For a choice of J classes with \(J\) as base category,
\[
Pr(y = j|x) = \frac{\exp(x\beta_j)}
{1+\exp(x\beta_j) + \cdots + \exp(x \beta_{J-1})}
\enspace \forall j \in {1,\cdots, J-1}
\]
\[
Pr(y = J|x) = \frac{1}{1+\exp(x\beta_j) + \cdots + \exp(x \beta_{J-1})}
\]
#%%
ml <- haven::read_dta("https://stats.idre.ucla.edu/stat/data/hsbdemo.dta")
ml$prog = as.factor(ml$prog)
ml %<>% filter(complete.cases(.))
mlog_mod <- nnet::multinom(prog ~ ses + write, data = ml)
## # weights: 12 (6 variable)
## initial value 219.722458
## iter 10 value 182.220707
## final value 182.220698
## converged
summary(mlog_mod)
## Call:
## nnet::multinom(formula = prog ~ ses + write, data = ml)
##
## Coefficients:
## (Intercept) ses write
## 2 -3.6 0.64 0.058
## 3 2.4 0.19 -0.054
##
## Std. Errors:
## (Intercept) ses write
## 2 1.2 0.27 0.021
## 3 1.2 0.30 0.023
##
## Residual Deviance: 364
## AIC: 376
#%%
Count Data (Poisson)
Poisson PDF:
\[
f_i(y_i) = \frac{e^{-\mu_i} \mu_i^{y_i}}{y_i !}
\]
specification: \(\mu(x) = exp(x\beta)\).
This yields marginal effect:
\[
\frac{\partial E(y|x)}{\partial x} = exp(x\beta)\beta
\]
It also follows that \(\beta\) is the semi-elasticity of y wrt x
\[
\beta = \frac{\partial E(y|x)}{\partial x} \times \frac{1}{E(y|x)} =
\frac{\partial log E(y|x)}{\partial X}
\]
#%%
p <- read.csv("https://stats.idre.ucla.edu/stat/data/poisson_sim.csv")
p <- within(p, {
prog <- factor(prog, levels=1:3, labels=c("General", "Academic",
"Vocational"))
id <- factor(id)
})
summary(m1 <- glm(num_awards ~ prog + math, family="poisson", data=p))
##
## Call:
## glm(formula = num_awards ~ prog + math, family = "poisson", data = p)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.204 -0.844 -0.511 0.256 2.680
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -5.2471 0.6585 -7.97 1.6e-15 ***
## progAcademic 1.0839 0.3583 3.03 0.0025 **
## progVocational 0.3698 0.4411 0.84 0.4018
## math 0.0702 0.0106 6.62 3.6e-11 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 287.67 on 199 degrees of freedom
## Residual deviance: 189.45 on 196 degrees of freedom
## AIC: 373.5
##
## Number of Fisher Scoring iterations: 6
#%%
9. Models with self-selection and censoring
Tobit
Many economic variables are censored at 0 (e.g. hours of work, consumption). Variables that are observed at greater than or equal to zero (\(y \geq 0\)) are censored, and variables that are only observed when positive are called truncated.
Define a latent variable \(y^*=x\beta+\epsilon\), where \(\epsilon \sim N(0,\sigma^2)\).
\[
y =
\begin{cases}
y^* &\text{ if } y^* > 0\\
0 &\text{ if } y^* \leq 0
\end{cases}
\]
OLS does not yield consistent estimates. Taking conditional expectations of Y yields:
\[
E(y|x) = Pr(y^* \leq 0) \times 0 + Pr(y^* > 0) \times
E(x\beta + \epsilon | x, y^* > 0)
= Pr(y^* > 0) \times [x\beta + E(\epsilon|x,y^* > 0)] \neq x\beta
\]
\(Pr(y^*>0) = Pr(\epsilon > -x\beta) = Pr(\epsilon/\sigma > -x\beta/\sigma) = 1 - \Phi(-x\beta/\sigma) = \Phi(x\beta/\sigma)\)
Given normality of \(\epsilon\),
\[
E(\epsilon|x, \epsilon > -x\beta) = \sigma
\frac{\phi(x\beta/\sigma)}{\Phi(x\beta/\sigma)} = \sigma \lambda
\]
Where \(\lambda(x\beta/\sigma) =\frac{\phi(x\beta/\sigma)}{\Phi(x\beta/\sigma)}\) is the inverse Mills Ratio.
Plugging this back into the CEF yields:
\[
E(y|x) = \Phi(x\beta/\sigma) \times [x\beta + \sigma \lambda(x\beta/\sigma)]
\]
With truncation (missing instead of zero for \(y^* \leq 0\), this changes to
\[
E(y|x) = x\beta + \sigma \lambda(x\beta/\sigma)
\]
Density of the observed variable is
\[
f(y|x_i) = {1 - \Phi(x_i\beta/\sigma)}^{1[y_i=0]}
{(1/\sigma)\phi[(y^* - x\beta)/\sigma]}^{1[y>0]}
\]
Estimation is done through MLE, where the log likelihood is
\[
l_i(\beta, \sigma) = 1[y_i=0] log[1 - \Phi(x_i\beta/\sigma)] +
1[y_i > 0]log[(1/\sigma) \phi [(y^* - x_i\beta)/\sigma]]
\]
#%%
dat <- read.csv("https://stats.idre.ucla.edu/stat/data/tobit.csv")
f <- function(x, var, bw = 15) {
dnorm(x, mean = mean(var), sd(var)) * length(var) * bw
}
# setup base plot
p <- ggplot(dat, aes(x = apt, fill=prog))
# histogram, coloured by proportion in different programs
# with a normal distribution overlayed
p + stat_bin(binwidth=15) +
stat_function(fun = f, size = 1,
args = list(var = dat$apt))
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CHixYtuuuuuz6/9YADDli5cuX111/frl27l1566e67725cVAAAAKAe960M//lG+OkH4dPdWIIlLRKKcsPDB4XZw8L1+4cO6c2fD5pGZmbm7bffvmXLlsWLFw8bNiw9fddHb1VV1a233pqenn7UUUftzh3FAIDU0KgCbMaMGSGECy+88O677x40aFBGRsYXBnr16vWrX/3qsssuCyE8+uijjdkXAAAA8EUrK8KFi8JxC8Lf1oWq2K7nu2WF3xSFZ4eFuw4MPXOaPx80l4EDBy5YsKC2tva2227r2nXX63bGYrH58+fn5eUNHDjw/fffT0BCACC5GlWALV++PIRwwgknNDx23HHHhRD+/e9/N2ZfAAAAwP81e0P43lth0nvh4/Kwy8UOIyEc1DE8OTT8aUj45q7XjoNW5Mc//vGGDRs2bdo0duzYnJxd17offvjh4MGDO3Xq9Ic//CEB8QCAZGlUAZaZmRlCiEajDY/V1taGELKyshqzLwAAAKCkpOS4445r165d+N3yUFK76yfktQsX9wnPDQ+3DrTUISmssLBw+vTp5eXlTz/9dP/+/b9wo/ov27p168UXX5ydnT1p0qTEJAQAEqxRBdiAAQNCCNOmTWt47C9/+UsIoaioqDH7AgAAgLZs9erVBx98cEFBwfPPP7/LX0UNkRD26xAePij87RvhxL0TEhBahO9+97sfffRRTU3Njn6r4eGqqqqpU6empaV9+9vfXr9+fWISAgCJ0agCbPz48SGExx577Jxzzlm8eHE8/sU1F5YuXTp58uSHHnoohHD66ac3Zl8AAADQNi1ZsuSggw7q1avXe++9t+vpjEj4brfw9PDw+0Hu8kWblZ6efs8991RUVEyfPr1Hjx4ND8fj8ddee6179+49e/acPXt2YhICAM2tUQXYRRdddNhhh4UQHnrooQMPPDA3N7d37979+/fv379/7969O3ToUFRUdM8994QQvv3tb1944YVNExkAAADahmeeeWbvvfceMGDAokWLdj29d3a4eUCYPSxc1i9Y7BBCCCGMHTt2zZo1H3744aBBg3a5LuLatWvHjBmTl5d3ww03JCYeANB8GnsPsGefffb888/PyMgIIZSXl69aterjjz/++OOPV61aVV5eHkLIyMg4//zzn3nmmR0zAAAAwC499NBDBQUFxx9//GeffbaL0fRIOKwwzBwa/vvgMCQ/IemglSkqKlq0aFFlZeXJJ5/crl27hofLysp++ctfZmRkjB8/ftfLjQIALdUuvuXvUl5e3pQpU66//vrnn39+0aJFmzZtqqqqCiFkZ2d37tx50KBBo0aN6tq1a1NEBQAAgNR3/fXX33jjjRUVFbsezW8XJvQKo7s1fyhIBZmZmU888UQI4cYbb7zxxhtLS0sbGK6trZ0+ffpf/vKXk0466S9/+Ut6ussqAaCVaWwBtkPXrl3POOOMM844o0leDQAAANqgCy+88MEHH6ypqdnl5AEHHLD4p5mhe1YCUkHqufLKK6+88soXXnjhBz/4wcqVKxuYjMViTzzxREZGxpgxYx5//PHMzMyEhQQAGqlRSyACAAAAjVRdXX3KKaekp6dPmTKl4fYrEokcdthhmzZt+te//qX9gkY6+uijV6xYsW7duhEjRjR8e7B4PP7UU09lZ2cfd9xx1dXVCUsIADSGAgwAAACSo6Sk5KijjsrOzn7yySdjsVgDk2lpaUceeeT27dtfffXVwsLChCWElLf33nu//PLLsVjs8ssvz8nJaWAyHo8///zz2dnZw4cPLysrS1hCAOCrUYABAABAoq1YsWLw4MEFBQXz58+Px+MNTGZkZJx77rnRaHTevHkNvzsPNMbtt99eXl7+8MMPd+7cuYGxeDy+cOHCjh07/sd//EdJSUnC4gEAe0oBBgAAAImzefPm4cOH9+3b9/333294Misr68orr6yurn7ggQcSkw2YMGFCcXHxq6++2rt3dxd9kwAAIABJREFU7wbG4vH4yy+/XFBQcNBBB61fvz5h8QCA3acAAwAAgETYseBhly5dFi5c2PBkbm7uvffeW1lZecMNNyQmG/B5hx122IoVKxYsWNBwDRZCWLRoUffu3Q866KC1a9cmJhsAsJsUYAAAANC8qqurR44c2alTp10ueNitW7dZs2aVlpZecMEFCYsH1GnYsGErVqx444039tlnn4YnFy1a1LNnz4MPPlgNBgAthwIMAAAAmtGkSZNycnLmzp3bcPXVu3fvN95447PPPhs9enTCsgG7NHTo0NWrV//73//ef//9G5587733evbs2adPnyVLliQmGwDQAAUYAAAANItzzz03PT196tSpsVisgbHBgwd/8sknK1asGDp0aMKyAXtkv/32W7JkyeLFi/v169fw5MqVKwcMGDB06NCSkpLEZAMA6qQAAwAAgCZ23XXX7b333g8++GDD1dehhx66adOm9957r0+fPomKBnx1AwcO/Pjjj//9739//etfb3jyrbfe6tSp0wknnBCNRhOTDQD4AgUYAAAANJmbb765e/fud999d21tbQNjAwYMWLNmzVtvvVVYWJiwbECT2G+//ZYuXfrJJ58MHDiwgbF4PP7UU09lZWX96Ec/Slg2AGAnBRgAAAA0galTp+bl5f385z+vrq5uYKxHjx6LFi364IMPevTokbBsQJPr06fP4sWLN2zYMGzYsAbGotHoXXfdlZmZedtttyUsGwAQFGAAAADQSH//+987deo0adKksrKyBsYKCgrmz5+/Zs2aQYMGJSwb0Ky6du26YMGCTZs2HXnkkZFIpL6xmpqan/zkJ+3bt58xY0Yi4wFAW6YAAwAAgK9o7ty5Xbp0OfHEE7du3drAWGFh4XPPPbdly5YjjjgiYdmAhCksLJw3b15xcfFBBx3UwFhFRcW4ceN69Ojx7rvvJiwbALRZCjAAAADYY6tXr+7Tp8/IkSM3bdrUwFheXt706dM3bdo0atSohGUDkqKwsPDdd9/98MMP99133wbG1q1bN2TIkIEDB65fvz5h2QCgDVKAAQAAwB6IRqNjxozp1avXypUrGxjLzMy89dZbt23bNnbs2IRlA5KuqKho1apVr776apcuXRoY+/DDD7t37z58+PCKioqEZQOANkUBBgAAALvryiuvzMzMnD17dgMzGRkZv/jFL9auXXvFFVckLBjQohx22GEbN2687777srOzGxhbuHBhhw4dvv/97ycsGAC0HQowAAAA2LXZs2fn5eXddNNNsVisvpn09PSLLrpo/fr1l112WSKzAS3TeeedV1FRcdVVV7Vr166+mXg8/sc//rFdu3Y//vGPE5kNAFKeAgwAAAAasmLFil69eo0ZM6asrKy+mbS0tAkTJtTW1v7+979PZDag5bvuuutqamq+973vRSKR+mai0egdd9zRoUOHGTNmJDIbAKSwen/9BAAAAFJV1c8u2Z2x6mh09F9mvrx6TcNjo/r1fvK0E9L/92U77NxLozLuyrHN+urNLvvYN5MdobHiyQ7Abn4htxB/7Lv3/ZdfePz0J19fs66+mfLy8nHjxv30vEkvnHHaPnm5iYz3lWXdfFeyIwBA3RRgAAAAUIdrX1l4y+tvRuMN1Ry9O+bNP/O07rmt431qILly0tPnnXHaurKyUdP/56PNW+obW7WttP+9Dx/Ra5/nxp2cyHgAkGIUYAAAAPD/eGLpsnNmz6morW1gJi8z888nfvfYvr0SlgpIDd1zc98/98x/rvvs5L89taG8or6xF1d9mnvb72856vCLDh2cyHgAkDLcAwwAAAD+j5UlpftPeeT0mc800H6lRSJXDDt046Xna7+Ar+zQ7nut+uG5fztlTEF2Vn0ztbHY5f94ce+77v/nus8SmQ0AUoMrwAAAACBUR6PHNXhvnhBCJITv9u/7xCljEpYKSG2j+/ddf8l5ty38569fXlAbi9U5s7Wy6tt//Mth+3R/duzJmenpCU4IAK2XK8AAAABo665+6fVOd9zbcPvVu2PeiovP1X4BTe6KYYeWXXHxaUX7NTDz2qfrCu649xfzX01YKgBo7RRgAAAAtF0vrFxVeOe9tyx4KxqP1zeTn5X13LhTll4wYa8OOYnMBrQpfzrhO8sunLhvx7z6BmLx+B1vvN3td/e9vGpNIoMBQCtlCUQAAADaoupo9Jg//+3NtQ3dWaddWtqvDx9+xbBDE5YKaMv2ycv96IIJs5d9cvas58qqa+qc2VZVPXL6E7075r1+9vjCnHrvHwYAuAIMAACANuf6VxcW3HFvA+1XJIQTvt6v7IqLtV9Ago3u37f40gvOPLAoUv/Mym2lPe++/4fPvZC4WADQ2ijAAAAAaEM++OCDrl27/vbVN2L1r3m443ZffzlpdCKDAXze1ONHrr/0/EFdu9Q3EA9h6nuL82//w+NLPkpkMABoLRRgAAAAtBWjRo064IADiouL6xsoyM76x+mnut0X0BLkZ2a+OXH802NPzM3MqG+mKho98+/PFt336LqyskRmA4CWTwEGAABA6nvooYcyMzPnzJlT30B6JPKbIw5bf8l5396nRyKDATTs6N69ii+94PJvHpIWqXdNxBUl2/r94WErIgLA5ynAAAAASGXr16/v06fPOeecU1NTU9/MoK5dii+/0O2+gBbrhiO/vfXyC4/otU99AztWROx0x70L1qxLZDAAaLEUYAAAAKSsiRMn9ujRY+XKlfUN5GVm/uP0U9+cOD4nPT2RwQD2VGZ6+nPjTn797LGFOdn1zVTU1h457fHvTH8ykcEAoGVSgAEAAJCC5s6dm5eX98gjj8Tj8ToHIiFMGDxw46XnW/MQaEWG7NVt7eRJ94w6OiOt3rf15q/6NPe23z+8aHEigwFAS6MAAwAAIKVUVFQcdNBBI0eOLCsrq2/ma50K1kw+b8p3jklkMICmcu7BB2y94uKRfXvVN1Abi1347AuDpv6prLo6kcEAoOVQgAEAAJA6brjhhtzc3EWLFtU3kJmZOX369MWTzirMyUpkMICmlR7CU987cen5E7rndqhv5qPNW7r+7v6rX3o9kcEAoIVQgAEAAJAK3n///a5du/7yl7+MxWL1zRx55JFVVVVjx45NZDCA5tM7P++Ti35w7eHfSotE6hyIx+O3LHhr77vuX7p5S4KzAUByKcAAAABo9U466aTBgwcXFxfXN7DXXnt9/PHH8+bNS2QqgMT42be+se5H5/XvVFDfwNbKqoOm/umMvz+byFQAkFwKMAAAAFqxV155JS8vb+bMmfUNpKWlXXvttevXr+/Xr18igwEkUn5m5r8mnfXomFEZafW+3fe3JR/l3/6H2cs+SWQwAEgWBRgAAACt1ahRow4//PCysrL6BoYPH15RUXH11VcnMhVAsowduP/WKy4+fN+e9Q1URaOnPjFrxH/PqI5GExkMABJPAQYAAEDr88ILL+Tk5MyZM6e+gdzc3Jdffvn111/PzMxMZDCA5EoPYc74U96YML4gO6u+mbfWb+h0x71/+OeiRAYDgARTgAEAANCaRKPRww8//JhjjqmsrKxzIBKJXHLJJaWlpSNGjEhwNoAWYnC3LusvOW/C4IGRegai8fjl/3hxvymPfLa9IqHJACBRFGAAAAC0Gk888UROTs4rr7xS38A+++zz2Wef/e53v0tkKoCWacp3jll+0cTuuR3qG1i9rbTP76de/dLriUwFAImhAAMAAKAViEajw4cPP/XUU2tqauociEQi11577erVq7t27ZrgbAAtVvfc3E8u+sEtRx+eHqn7YrB4CLcseGvvu+7/tLTe+ykCQGukAAMAAKClmzZtWnZ29sKFC+sb6Nev35YtW66++upEpgJoLS75xsHFl184qFuX+ga2Vlbtd+/Dv33tjUSmAoBmpQADAACg5aqurh4+fPiZZ55ZW1tb50BaWtoNN9zw8ccf5+fnJzgbQCuSk57+5oTxs753Yna7dnUOxEO4/pWFff/wUHGFu4IBkAoUYAAAALRQU6ZMad++fQMXfg0YMKCsrOzKK69MZCqA1uvYvr22Xn7hmP796htYV7Z933sevHXBW4lMBQDNQQEGAABAi1NWVlZUVHThhRdGo9E6B9LT0++7774PPvggJycnwdkAWrvHTxn99g/OKMjOqnNrPB6/6qXX+/7hoc0VVQkOBgBNSAEGAABAy3LnnXfm5+cvXbq0voH999+/vLz8vPPOS2QqgFQysEvh+kvOO/2AovoG1pVt73nPAy4FA6D1UoABAADQUpSUlPTp0+fyyy+PxWJ1DmRkZEyfPn3JkiWZmZkJzgaQeh4aPfLVs/6rfUZGnVt3XAp2wAN/LKuuTnAwAGg8BRgAAAAtwpQpUwoLC1euXFnfwLBhwyoqKsaOHZvIVACp7dDue22+7IJxA79e38DHW7Z2/d39ty38ZyJTAUDjKcAAAABIsmg0Onz48AsvvLC+C78yMzNnzpy5YMGC9PT0BGcDaAseGXPcGxPG52bWeynYr158bdDUP1XUc19GAGiBFGAAAAAk0+zZs3NychYuXFjfwJFHHllVVXXCCSckMhVAWzO4W5fiSy8Y1a93fQMfbd7S5Y57H160OJGpAOArU4ABAACQNGPGjBkzZkxNTU2dW7Oysp5++ul58+YlOBVAm/X30074x+mnZrdrV+fWaDx+4bMvuBQMgFZBAQYAAEASvPvuux06dJg9e3Z9A8cff3xlZeV3v/vdRKYC4Nv79Nh6+YVH9d63voGPNm/pcue90xYvTWQqANhTCjAAAAAS7dxzzx0yZEh5eXmdWzMzM+fMmdNANwZAc3tm7EmzvndiZj13XozG4ufMfn7EH/+S4FQAsPsUYAAAACTO+vXre/bs+eCDD9Y3MHjw4PLy8mOPPTaRqQD4smP79tr244u++7W+9Q28te6zrKysuXPnJjIVAOwmBRgAAAAJct111/Xo0WPt2rV1bk1PT3/wwQffe++99HouOAAg8Z48dcyTp/5nRnrd7yJWV1ePHDny7LPPTnAqANglBRgAAADNrqysrKio6JprronH43UO9OjRY9OmTT/4wQ8SHAyAXfru1/qU/vjiBi4F++///u9OnTqtXr06kakAoGEKMAAAAJrXI488UlBQsHTp0jq3RiKRa665Zs2aNfn5+QkOBsDue/LUMdNPOr5dWt1vJ27durV379633357glMBQH0UYAAAADSjo446auLEidFotM6tBQUFy5cv//Wvf53YUAB8FSd9/WslV1w8tMdedW6Nx+NXXHFFUVFRdXV1goMBwJe1ggIsGo3Onz//0ksv/eCDD768de7cuZMnTz711FMnTJhw//33V1RUJD4hAAAAX/bKK69kZ2fPnz+/voFx48Zt2bKlT58+icsEQOOkh/Dymf91xzFHRCKROgeWLl2am5v7zDPPJDgYAHxBu2QHaEh5eflzzz331FNPFRcX1znw9NNPT5kyJRKJ9O7de8OGDbNmzVqxYsVvf/vb+r4BAwAAkBgnnXTSzJkz69uak5Pz4osvDh06NJGRAGgqFx06+NSi/YY/+ud1Zdu/vLWmpub4448/5phjpk+fnvhsALBDy70CbM2aNRMnTnz44Ye3b9/eoUOHLw9UVVVNmzYtPT39xhtvvOuuux588MHevXv/61//WrhwYeLTAgAAsMOKFSvy8/MbaL+OPfbY8vJy7RdAq7ZXh5xPLvrB97///foG/vGPf/Tv33/16tWJTAUAO7XcAqyioiIrK+uss8566KGHevXq9eWBRYsWlZaWDh06dODAgSGEDh06fO973wshvPrqq4nOCgAAQAghhLvvvrtfv37btm2rc2tGRsbMmTPnzJmT4FQANJNHH310wYIFWVlZdW4tKSkZMmTIT3/60wSnAoDQkpdA3GeffaZOnZqZmVnfwLJly0IIBxxwwM5HdjRhOx4HAAAgkaLR6CGHHLJo0aL6BgYNGvTOO++kp6cnMhUAzW3YsGGVlZXDhg174403vrw1Ho/feuutTz755KJFi3JychIfD4A2q+VeAZadnd1A+xVC+Oyzz0II3bp12/lI586d09LSNmzY0OzhAAAA+JyFCxd26NChvvYrEonceuutixYt0n4BpKqFCxc+8MADaWl1v9m4bNmyvLy8adOmJTgVAG1Zy70CbJcqKipCCJ//zZFIJJKZmVlZWVlTU5ORkfH54fLy8pUrV375Rfr16+c/YKkhFovF4/Ha2tpkB6HtisfjO/5QW1sbiUSSG4Y2y8mQpPv8yTC5SWjL4vG4k2ECfP5fePLkyVOmTKlvsmfPnm+//XZhYaFPCimmhR/SO74pt/CQpIDPH2MTJkw44YQThgwZsnbt2i9PRqPRM88889FHH3366acTGJC2zk+GtAoO0d2XlpZW3y9bfFkrLsB2HBNfeJd5x988Go1+oQBbunTppEmTvvwijz/+eG5ubnPGJKG2bt2a7AgQSkpKkh2Bts7JkJbAcUjStfCDMC/ZARpvx79wWVnZiBEj1qxZU9/Yueeee+ONN4aW9xlJgU8BSdfSjuo6tYqQX5kv5JbgC8dYWlrae++99/Of//zBBx+sc37OnDkFBQXPPffc/vvvn5CAEEII1dXVyY4ADUnt79dNKzc3Nzs7ezeHW3EBtvP3iwEAAEiwvFuv+/tHy8fPfDoaq/u/Zlnp6S+cfuqhhTnh1usSnA3YTXmt/Msz+9g3kx2hsSrnDk12hGZx0003TZw48bjjjtu+ffuXt27fvn3EiBGTJ0+++uqrE58NgLajFRdge6SgoODYY4/98uMdOnTIyspKfB6aXG1tbSwWa/i+cdCsampqYrFYCCEzM9MSiCRLbW1tPB7/wmXQkEjV1dU7fkvJj1gkkZNhYnzvydlPfbS8vq2DunZZMHG85eZJbS38m11NTU0IwcmQ5lbfF8LgwYNXrFhxxhlnPP/883UO3H333TNnznz77be9mUOzqqmpiUQi7dq1lbfBaaVa+A8VLcoe3dOqFX/l7/gZLhqNfv7BHe8+f/nHu759+950000Jy0bilZWV1dTU5OVZ/4Ck2bp1645TUF5engKMZCkrK6utrXUyJIm2bNmy48czxyFJVFpaGovFWvhBWJXsAI3xaWnZoQ8/VlJZ918iEsINR4647JtDEpwKEq+Fn2e2bdsWdhWyVZ+LaCEaOMaqq6unTZs2c+bM888//wvv4O2watWqnj17vvzyy0OHpuaVcLQEJSUlaWlpLfyMDQ7RZrK79wprgTp06BBCqKio2PlIPB6vrq7OzMzcow4QAACA3XTfO4v2m/JIfe1XbmbGkvMnaL8A2Onkk08uLS2t745fVVVV3/zmNy+//PIEpwKgLWjFBdhee+0VQvjss892PlJcXByLxXY8DgAAQNM67NEZP5rzYn33Y/5Ovz7Fl17QO9+vrwLw/8jJyVmyZMmVV15Z33Ipd95553777VddXZ3gYACktlZcgO23334hhH/96187H1m8ePHOxwEAAGgqHxRvLrzz3rc/21Dn1rRI5JExo/7ntP9McCoAWpEbbrjhgw8+aN++fZ1bly1b1qFDh7lz5yY4FQAprBUXYIMGDcrPz//nP//57rvvhhC2b9/+t7/9LYQwYsSIZEcDAABIHVe/9PqhD00rr6mtc2uXnJxPfzhp3MC617YCgJ2Kioq2b99+5JFH1rm1trZ25MiREydOTGwoAFJWKy7AMjIyzj777Hg8fs0110yePPmcc85ZuXLlQQcddOihhyY7GgAAQCqoiEb3n/LILQveqnvRwxDOPLDo08nnFuZkJTQWAK3ZvHnzfv/739e3HOIjjzzStWvXkpKSBKcCIPW04gIshHDsscdefvnlvXr1Wrt2bVZW1ujRo3/5y1/W9+0TAACA3Tf3k1Vd77x35bbSOrdmpqfPP+O0qcePTHAqAFLARRddtHTp0g4dOtS5tbi4uEuXLs8880yCUwGQYtolO8Buufnmm+vbdOSRR9Z33TQAAABfzaVzXpzyzqL6tvbumPf+pLMy09MTGQmAVLLffvuVlZUdddRR8+fP//LW2tra448//vTTT582bVrCowGQIlr3FWAAAAA0repotOi+R+trvyIhXHv4t5ZeMEH7BUDjNbwc4mOPPdajRw/LIQLw1SjAAAAA+D/eWLu+y/9334qSbXVuzc3MWHze93/2rW8kOBUAKeyiiy5au3Ztly5d6ty6bt26wsLCP//5zwlOBUAKUIABAAAQQgg/m/fyf/zpr9XRaJ1bj+6zb/GlF/QryE9wKgBS3t57771x48aRI+u+r2QsFjv99NNPOeWUBKcCoLVTgAEAALR10RCGPvzn3735bp1bIyH8buQRT//XSQlOBUCb8vzzz//1r39Nr2eJ3SeffDIvL2/t2rUJTgVA66UAAwAAaNMWbSguvP0P728srnNrflbW8osmnj9kcIJTAdAGnXbaaevWrevcuXOdW8vKyvbdd1/LIQKwmxRgAAAAbdfNr7817JE/V9Wz7OHwnnt/9qPzuufmJjgVAG1W165di4uLTzvttDq37lgO8cQTT0xwKgBaIwUYAABAG/WtR6df8/Lr8bo2RUK44/9n787jqqzz/o9f5xwCj+ybCCigZjJW4JKCjltqmtpoWaYppaikqeGElpU1eTuTNrcLI6W54DKTpLaYOmq5LxlJpoZaSagDIrhAHDZFDlzn+v3h/Zt77s7XcoHv2V7Pv+bh24e9Jg3xfORcfXruHzVMdhMAAIry8ccf/8rbIW7ZsqVZs2bV1dWSqwAAjoUDGAAAAAC4nDOmsoDU949fLhaunvfc8/3zz03qyNseAgBs5qmnniorK4uMjBSuhYWFPj4+u3fvllwFAHAgHMAAAAAAwLX87cjxB1d8cK22Trg+1LTJzy9NbOnnK7kKAIBf8PLyysvLGzlypHCtq6t75JFHpk2bJrkKAOAoOIABAAAAgAvpv/6zV/cdEr7toaIor3bpdOi54VKDAAD4VRkZGVu3br3Z2yEuXLgwOjpavcnDLAEArowDGAAAAAC4hMtXq0PSlh84f0G4ehgM34x5Zlb3eMlVAAD8pkGDBpWVlYWFhQnXnJwcT0/PkydPSq4CANg5DmAAAAAA4Pz+fuKHqCUry6/XCNfWAf6l0ybFNAmSXAUAwC3y8vIqLCzs16+fcK2pqYmNjV2wYIHkKgCAPeMABgAAAABO7ulN2yZ8sUfTxG98+FLnDifHJ4jfWAoAAHuyY8eOFStW6HQ660nTtOnTp//+97+XXwUAsE8cwAAAAADAaVWZzS2WrNry0znh6qbX7xoxdG4vXisEADiM8ePHnzlzpnHjxsI1MzPT29u7qKhIchUAwA5xAAMAAAAA5/TVhaKmaSsuVl0VrpE+3qUvTeweES65CgCAu9SyZcurV6/GxcUJ16qqqubNm69bt05yFQDA3nAAAwAAAAAn9MreL/t8+GmdxSJcJ7aPyZk4xt3AGx8CABzV4cOHX331VeFksVhGjhyZkJAgOQkAYFc4gAEAAACAs+m+9qO0b78TTm56/fbhQ/72SE/JSQAA1Lu5c+cePnzY3d1duGZkZISHh1dXV0uuAgDYCQ5gAAAAAOA8LlRWBaYuPVJ0WbiGe3sVvzSxd2SE5CoAABpIXFxcWVlZRIT4t7aioiJfX9/MzEzJVQAAe8ABDAAAAACcRMb3Oa2XrrlaWytcH7u35dkXEo287SEAwLkYjcb8/PxRo0YJ19ra2t///vevvPKK5CoAgM1xAAMAAAAAZ/DcP3eM27ZT0zTrSafTLXu0zydDB8mvAgBAjrVr13788cd6vfjVznnz5nXs2FFyEgDAtjiAAQAAAIBjUxXlwfS1H/34k3D1MBi+GzdqdExbyVUAAEj21FNPXbp0KSgoSLgeO3bMy8uroKBAchUAwFY4gAEAAACAAztxpcR/wZLcUpNwbRsUUD5tUpsAf8lVAADYRHBwcHFx8cMPPyxcr169GhUVtWXLFslVAACb4AAGAAAAAI4q9ZvjcWvWmVVVuI6Pvf/YWPEDUQAAcGJ79+5dtmyZTqezniwWy5AhQ5KSkuRXAQAk4wAGAAAAAA5pwIZNr+0/JHjkl6IYdLrPnvzDe/17y24CAMA+PP/88z/88IPRaBSu6enpMTExkpMAAJJxAAMAAAAAB1NlNrdYsmpfvvgpJn6NPAqmJA1oFSU3CgAA+xIdHV1ZWXmzQ9fJkyc9PT15JBgAODEOYAAAAADgSL66UNQ0bcXFqqvCNT686aXk5wOMHpKrAACwQwaDITs7e/LkycL12rVrUVFR69atk1wFAJCDAxgAAAAAOIwZ+77s8+GndRaLcH2ta+f9o4ZJTgIAwM699957mzdv1usFL4RaLJaRI0eOHTtWfhUAoKFxAAMAAAAAx9B97UeLjnwnnNz0+j0jn3yrW5zkJAAAHMLgwYMLCwt9fHyE6+rVq6Ojo1VVlVwFAGhQHMAAAAAAwN5drKoKTF16pOiycG3m7V380sTfNwuTXAUAgANp2rRpeXn5/fffL1xzcnJ8fHzOnTsnuQoA0HA4gAEAAACAXdvxr/xW76+5WlsrXB+7t+WZF8YYDQbJVQAAOKJTp04lJycLp2vXrt17773Lly+XnAQAaCAcwAAAAADAfr2y98shH2+xaJr1pNPplj3a55Ohg+RXAQDguBYtWrRp0ybhI8E0TZswYUJCQoL8KgBAveMABgAAAAB2qvvaj9K+FT/0y8Ng+G7cqNExbSUnAQDgBIYMGXLp0iVfX1/hmpGRER4ebjabJVcBAOoXBzAAAAAAsDul1TUhactv9tCv3wUFlE+b1CbAX3IVAABOIzg4uKysrF27dsK1qKjI19c3NzdXchUAoB5xAAMAAAAA+3K48GLE4vTy6zXCdUxM2+NjR0lOAgDAKR0/fnz69OnC6fr1623atFmyZInkJABAfeEABgAAAAB25L8OZfXK+KTOYrGedDrd3x+cnuoHAAAgAElEQVTrt/TRPvKrAABwVvPmzdu6davBYLCeNE2bPHnyiBEj5FcBAO4eBzAAAAAAsBeDPto8N/Mb4XTjoV/D27aRnAQAgNMbNGjQxYsX/fz8hOuGDRvCw8NVVZVcBQC4SxzAAAAAAMD2qszmZu+l78k7L1xb+vuW8tAvAAAaTHBwsMlk6ty5s3AtKiry8fEpKCiQXAUAuBscwAAAAADAxo5evByatqLkWrVwffy+Vj8kPSd4YyYAAFCvsrKyZs+eLZyuXbsWFRX1ySefSE4CANwxDmAAAAAAYEup3xzv9sFHtcKHfinKe/16r398oPwqAABc05tvvrlr1y7hI8EsFsuwYcNSUlLkVwEA7gAHMAAAAACwmcc/+edr+w9posndYDg6dtT4dvfLbgIAwLX17dv3ypUrN3skWGpqanx8vOQkAMAd4AAGAAAAADagKsqD6Wu/OJcnXEO9PEv+OKFtUIDcKAAAoCiKEhAQYDKZ4uLihGtWVpa/v395ebnkKgDAbXGzdQAAAADgYGpmJNs64W55/DXN1gmu7oyprOOqD2tUVbg+HNn88+GPS066XY36HrF1wl25vruTrRPg8Oz8twMPRVEUpcbGFYBjO3z48LRp0xYuXGg9lZWVBQYG7tmzp2fPnvLDAAC3gq8AAwAAAACp1qxZ8+CKD252/fpTt3j7v34BAOAiFixYsHnzZr1e8CKqqqq9evX685//LL8KAHArOIABAAAAgDzPPPNMYmKi8KFfbnr9wYRhr3flK5MAALAjgwcPzs3NNRqNwvVPf/rTkCFDJCcBAG4FBzAAAAAAkCQ2Nnb9+vXCya+RR2FyUuewppKTAADAb2rZsmVlZWWbNm2E65YtW8LDw81ms+QqAMCv4wAGAAAAAA2uuLjY19f3xIkTwrVrs9BLyc/7urtLrgIAALfIYDCcPn165MiRwrWoqMjb2/v06dOSqwAAv4IDGAAAAAA0rL1794aGhlZUVAjX17p23jvyKclJAADgDmRkZCxcuFCn01lPZrO5bdu269atk18FABDiAAYAAAAADWj+/Pl9+vRRVdV6Muh024cPeatbnPwqAABwZ1566aUjR47cc8891pOmaSNHjpwwYYL8KgCANQ5gAAAAANBQHnvssZdfflk4+Xp4FExJ6h0ZITkJAADcpY4dO5aWlgYGBgrX5cuXd+jQQXISAMAaBzAAAAAAqH+qqkZHR2/btk24tg7wvzz1+QCjh+QqAABQL7y8vEpKSrp06SJcjx8/7ufnV1paKrkKAPCfOIABAAAAQD3Ly8vz9vbOyckRromJiSfHJ0hOAgAA9S4zM3P69OnCqby8vEmTJocOHZKcBAD4Nw5gAAAAAFCfPv/881atWlVXV1tPOp3u/fffX7VqlfwqAADQEObNm7d9+3a9XvAqq6qq3bt3nzNnjvwqAIDCAQwAAAAA6tErr7wycOBAi8ViPd1zzz3Hjh2bOHGi/CoAANBwBgwYkJeX17hxY+E6c+bMp59+WnISAEDhAAYAAAAA9aV///7z5s0TTn5+fsXFxe3atZOcBAAAJGjevPnVq1djYmKE68cffxwVFSW3CADAAQwAAAAA7lp1dXVoaOjOnTuFa3x8vMlk8vX1lVwFAABkys7OHjFihHDKz8/38fEpLi6WnAQArowDGAAAAADcldzcXH9//0uXLgnXSZMmff3115KTAACATaxbt27lypU6nc56qqysDA0NPXDggPwqAHBNHMAAAAAA4M5lZGS0adOmpqbGetLpdOvXr1+8eLH8KgAAYCtjx47Nyspyc3OznlRV7dWr15w5c+RXAYAL4gAGAAAAAHdo2rRpCQkJmqZZT+7u7qdOnRo+fLj8KgAAYFudOnUymUyBgYHCdebMmU8++aTkJABwQRzAAAAAAOBOxMfHL1y4UDgFBQVVVla2bdtWchIAALATXl5eJSUlcXFxwnXjxo1RUVFyiwDA5XAAAwAAAIDbU1VVFRgYmJWVJVz79u1bXFzs7u4uuQoAANibw4cPjxo1Sjjl5+f7+PgUFxdLTgIA18EBDAAAAABuQ25ubmBgYGlpqXCdOXPmrl27JCcBAAC7tXbt2pUrV+p0OuupsrIyNDT0wIED8qsAwBVwAAMAAACAW5WRkdGmTRuz2Ww96fX6TZs2/eUvf5FfBQAA7NnYsWOPHDni5uZmPamq2qtXrzlz5sivAgCnxwEMAAAAAG7JlClTEhISNE2znho3blxQUDBkyBD5VQAAwP517Njx8uXLvr6+wnXmzJlPP/205CQAcHocwAAAAADgt3Xv3n3x4sXCKSwsrKKiIiwsTHISAABwIAEBAWVlZXFxccL1448/joqKklsEAE6OAxgAAAAA/Bqz2RwaGnro0CHhOnjw4MLCQoPBILkKAAA4osOHDz/77LPCKT8/38fHp7i4WHISADgrDmAAAAAAcFPnzp3z8fG5dOmScH3rrbc2b94sOQkAADi0f/zjHytXrtTpdNZTZWVlaGjogQMH5FcBgPPhAAYAAAAAYps3b27dunVNTY31pNfrt2/fPmvWLOlRAADA4Y0dO/brr792c3OznlRV7dWrV2pqqvwqAHAyHMAAAAAAQOCNN954/PHHLRaL9WQ0GvPy8gYMGCC/CgAAOIe4uDiTyRQYGChcU1JSRowYITkJAJwMBzAAAAAA+KVHH3307bffFk7NmjWrrKxs3ry55CQAAOBkvLy8SkpKHnjgAeG6YcOG2NhYyUkA4Ew4gAEAAADA/1JVNTo6eseOHcK1Z8+eBQUFBoNBchUAAHBWJ0+eHDNmjHA6ceKEv79/eXm53CIAcBIcwAAAAADgfxQVFfn4+OTk5AjX6dOn79+/X24RAABwfqtXr168eLFOp7OeysrKgoODf/jhB/lVAODoOIABAAAAgKIoSlZWVmRk5LVr16wnnU63fv36efPmya8CAACuYNKkSUeOHHFzc7OeamtrH3jggVWrVsmvAgCHxgEMAAAAAJTU1NT4+Pi6ujrr6Z577jl16tTw4cPlVwEAANfRsWPHy5cve3t7W0+apo0bNy45OVl+FQA4Lg5gAAAAAFzdc889l5KSIpz8/PxKS0vbtm0rOQkAALiggICAioqKmJgY4fruu+8+/PDDkpMAwHFxAAMAAADg0mJjYz/44APh1K5dO5PJ5OXlJTkJAAC4suzs7MGDBwun/fv3BwcHm81myUkA4Ig4gAEAAABwUVVVVYGBgSdOnBCuI0eOPH78uOQkAAAARVE2b978zjvvCKeSkhI/P7+CggLJSQDgcDiAAQAAAHBFR48e9ff3Ly0ttZ50Ot2yZcsyMjLkVwEAANwwY8aMzZs36/WC12+rq6tbtGixd+9e+VUA4EA4gAEAAABwOevWrevUqVNdXZ31ZDAYDh069Pzzz8uvAgAA+E+DBw/Ozc318PCwnlRV7dOnz5w5c+RXAYCj4AAGAAAAwLWkpKSMHDlS0zTrydfX98qVK127dpVfBQAAYK1ly5YmkykkJES4zpw5c9SoUZKTAMBRcAADAAAA4EIGDhyYmpoqnCIjI8vKygICAiQnAQAA/Aqj0Xjp0qWb/QWdDz/8MDo6WnISADgEDmAAAAAAXIKqqpGRkZ9//rlwHTZsWF5entwiAACAW/XVV1/d7C2ac3JyAgICqqqqJCcBgJ3jAAYAAADA+RUXF/v5+Z0/f164zp49+6OPPpKcBAAAcFuWLVv297//XafTWU8mkykgIODkyZPyqwDAbnEAAwAAAODkDh06FBoaKvxr0Xq9fvv27W+++ab8KgAAgNv13HPPZWVlubm5WU+1tbWxsbEZGRnyqwDAPnEAAwAAAODM1qxZ06NHD1VVrSd3d/fvv/9+wIAB8qsAAADuTKdOnS5fvuzj42M9aZqWkJAwdepU+VUAYIc4gAEAAABwWklJSYmJiZqmWU9BQUGVlZU8NB4AADicgICA8vLymJgY4ZqWltanTx/JSQBghziAAQAAAHBO8fHx6enpwqlz587FxcXu7u6SkwAAAOpLdnb24MGDhdPevXtbtWol/Ap4AHAdHMAAAAAAOBtVVaOiorKysoTryJEjbzYBAAA4kM2bN7/zzjvC6dy5cz4+PpcuXZKcBAD2gwMYAAAAAKdy/vz58PDw/Px860mn06WlpfFweAAA4DRmzJixefNmvV7wMu+1a9eaN29+5MgR+VUAYA84gAEAAABwHrt3746Jibl+/br1ZDAY9u3b9+KLL8qvAgAAaDiDBw/Ozc318PCwnurq6uLi4pYvXy6/CgBsjgMYAAAAACeRmpr6yCOPWCwW68loNJ4/f75nz57yqwAAABpay5YtTSZTUFCQ9aRp2oQJE6ZMmSK/CgBsiwMYAAAAAGeQmJiYkpIinIKCgsrKysLCwiQnAQAASGM0GouLi+Pi4oTr4sWLH374YclJAGBbbrYOAAAAAIDbUzMj+Rff0n3tR0eKLgu/c/fm4bueGaq9Ob2m4cNuXaO+PI0DgO3xsQhwPocPH05MTFyzZo31tH///uDg4MLCQnd3d+ldAGADfAUYAAAAAAdWZTaHpa242fVrcsfYXc8MlZwEAABgQ6tXr37nnXeEU0lJSUBAQHFxseQkALAJDmAAAAAAHNW5svLwd9NLr1+3nnSK8l6/3gv69JBfBQAAYFszZszYtWuXXi947ffq1auhoaGHDh2SXwUAknEAAwAAAOCQtp351/0rPqhRVevJTa/PHD18fLv75VcBAADYg759++bm5np4eFhPqqr26NEjPT1dfhUAyMQBDAAAAIDj+duR409u3KppmvXU+B63sy+MbR/SRH4VAACA/WjZsqXJZAoLC7OeNE1LSkqaPHmy/CoAkIYDGAAAAAAHM2rLF6/uE79vTyt/v9KXXgjxNEpOAgAAsENGo7GwsLBDhw7CdcmSJT179pScBADScAADAAAA4EhiY2M/PZ0rnHpHNf8+6VnJPQAAAHbu6NGjiYmJwungwYPBwcFms1lyEgBIwAEMAAAAgGOorq4ODg4+ceKEcE1+qN32px+XnAQAAOAQVq1atWjRIuFUUlLi5+dXVFQkOQkAGhoHMAAAAAAOIDc318/Pr6SkxHrSKcqax/r9d+/u8qsAAAAcRXJy8q5du/R6wQvC1dXVERERmZmZ8qsAoOFwAAMAAABg73bu3BkdHS18cx6DTncgYdiItm3kVwEAADiWvn37FhYWNm7c2HpSVbVbt25Lly6VXwUADYQDGAAAAAC7Nnfu3P79+1ssFuvJ2929YEpS57Cm8qsAAAAcUdOmTU0mU0hIiPWkadoLL7wwZcoU+VUA0BA4gAEAAACwX4mJia+//rpwivTxvvTHCQFGD8lJAAAADs3d3f3SpUtdu3YVrosXL+7Vq5fcIgBoEBzAAAAAANipdu3arVmzRjj1bRGRM3GMQW4PAACA0/jqq68SExOF04EDByIjI1VVlZwEAPWLAxgAAAAAu1NdXR0cHJydnS1cJ3eM3TpsiOQkAAAAJ7Nq1aq0tDThdP78eW9v76KiIslJAFCPOIABAAAAsC95eXn+/v4lJSXWk06nW7FixYI+PeRXAQAAOJ8XX3xxz549er3gVeLq6uqIiIjMzEz5VQBQLziAAQAAALAjO3fubNWqVU1NjfVkMBgOHTo0fvx4+VUAAADOqnfv3oWFhY0bN7aeVFXt1q1benq6/CoAuHscwAAAAADYi9TU1P79+1ssFuupcePGFy5cuNnT2gEAAHDHmjZtWlFRERkZaT1pmpaUlJScnCy/CgDuEgcwAAAAAHYhMTExJSVFOEVGRlZUVDRt2lRyEgAAgIswGAx5eXldunQRru+++26fPn0kJwHAXeIABgAAAMD2OnbsuGbNGuHUt2/fvLw8g8EgtwgAAMDlZGZmjho1Sjjt3bu3VatWknsA4G5wAAMAAABgS6qqRkVFHTt2TLi++OKLu3btkpwEAADgstauXbtw4ULhdO7cOR8fn9LSUslJAHBnOIABAAAAsJmCggIvL6/8/HzrSafTrV69Oi0tTX4VAACAK3vppZe2b9+u1wteOq6srAwJCfnuu+/kVwHA7eIABgAAAMA29u7dGxUVdf36devJYDAcOnRozJgx0qMAAACgDBgw4OzZsx4eHtZTXV1dhw4dVq1aJb8KAG4LBzAAAAAANpCWltanTx+LxWI9eXl5Xbx4sWvXrvKrAAAAcENUVJTJZAoMDLSeNE0bN27ca6+9Jr8KAG4dBzAAAAAAsiUlJU2dOlU4BQUFlZWVBQcHS04CAADALxiNxpKSkri4OOH6zjvv9OvXT3ISANw6N1sH2Ni1a9c0TbN1BepBbW2txWK5evWqrUPguv79F9ivXr2q0+lsGwOXVVdXxwdD2NZ/fjC0bUmDcoLPoW37E9S3b9/Dhw8Lp+7du3/++efCN0X8T07wUwAAgHP4zU8qNE1z7s8MXcGePXueffbZzz77zHratWvXfffdd/z4cflVt0hVVf6YDPvHL9Fb5+Hh4eZ2q38idPU/OZrNZg5gzsFisWiaZjabbR0C1/XvDya1tbW2LYEr0zSND4awE87969AJPoe21U+QqqodOnQoKCgQrmPHjp0/f/6ttDnBTwEAAM7hV37jvvHHZP6E4hxWrlzZoUOHN99803rKzc0NDQ09efKkj4+P/LDfxB+T4RD4JXrr3NzcOIDdKj8/P1snoH5UVVXV1tb6+/vbOgSuq6ysrK6uTlEUPz8/vgIMtlJVVVVXV8fvbrAhk8mkqqqiKM79m3KNrQPunk1+goqLi1u0aCH8u406nW7JkiUTJ068xR/KCX4KAABwDr/yScXPP/+saZper3fuzwxdxxtvvNG5c+cBAwZYP8O1srKydevWR48effDBB23S9ivKy8v1er23t7etQ4Bfw8fJBsIzwAAAAAA0uMzMzNDQUOH1y2AwHDx48NavXwAAALCJfv36ff/99+7u7tZTbW1tbGzsxo0b5VcBwM1wAAMAAADQsP7xj39069btxlcH/oLRaDx//ny3bt3kVwEAAOB2RUdHl5WVBQYGWk+apj355JOzZs2SHgUAYhzAAAAAADSg5OTk0aNHC5+8GxoaWllZGRYWJr8KAAAAd8ZoNJaUlPzud78Trv/1X/81bNgwyUkAIMQBDAAAAEBDGTRo0LvvviucOnbsWFRUZDAYJCcBAADg7v3www9DhgwRTp988klUVJTcHAAQ4AAGAAAAoP6pqhodHb19+3bhOnLkyG+//VZyEgAAAOrRpk2b3nzzTeGUn5/v7+9fVVUlOQkA/hMHMAAAAAD1rLS01N/fPycnR7jOmTMnIyNDchIAAADq3ezZs9evX6/T6aynsrKygICA06dPy68CgBs4gAEAAACoT999911ISEhlZaX1pNPptm7d+tprr8mvAgAAQEMYPnz4sWPH3NzcrKfa2tq2bdtu2bJFfhUAKBzAAAAAANSjdevWdejQoa6uznry8PA4d+7coEGD5FcBAACg4bRr1+7y5cve3t7Wk6ZpQ4YMWbBggfwqAOAABgAAAKB+vPHGGyNHjtQ0zXry8/MrKSnhcegAAABOKSAgoKKiIiYmRrhOnz79mWeekZwEABzAAAAAANSDxx577O233xZO7dq1M5lMXl5ekpMAAAAgU3Z2dt++fYXT+vXrO3fuLLkHgIvjAAYAAADgbsXGxm7btk04DRs27Pjx45J7AAAAYBO7du169dVXhdORI0eCg4PNZrPkJAAuiwMYAAAAgDtXVVUVGBh44sQJ4Tp79uyPPvpIchIAAABsaO7cuWvXrtXpdNZTSUmJr69vQUGB/CoALogDGAAAAIA7lJubGxgYWFpaaj3pdLpNmza9+eab8qsAAABgW6NGjTpy5Iibm5v1dP369aioqAMHDsivAuBqOIABAAAAuBOff/55dHS08E1s7rnnnlOnTg0ZMkR+FQAAAOxBx44di4qKPD09rSeLxfLwww8vWbJEfhUAl8IBDAAAAMBtmz179sCBAy0Wi/Xk7+9fWlratm1b+VUAAACwH8HBweXl5eHh4daTpmmTJ09+4YUX5FcBcB0cwAAAAADcnueee+6tt94STpGRkaWlpV5eXpKTAAAAYIcMBsOFCxe6d+8uXJcuXRoXFyc5CYDr4AAGAAAA4DbExMR88MEHwmnw4MF5eXlycwAAAGDvDh48OH78eOH0zTffREREqKoqOQmAK+AABgAAAOCWVFdXBwcHnzx5UrimpKRs3rxZchIAAAAcwooVK9LS0oRTQUGBt7d3UVGR5CQATo8DGAAAAIDfdu7cOT8/v5KSEutJp9OtX79+wYIF8qsAAADgKF588cU9e/bo9YJXpKurqyMiIrKysuRXAXBiHMAAAAAA/IadO3e2bt3abDZbT25ubtnZ2cOHD5dfBQAAAMfSu3fvwsLCxo0bW0+qqnbp0mX58uXyqwA4Kw5gAAAAAH5Nampq//79LRaL9eTj43P58uUHH3xQfhUAAAAcUdOmTSsqKiIjI60nTdMmTJgwZcoU+VUAnBIHMAAAAAA3NXbs2JSUFOEUGRlZXl4eEBAgOQkAAAAOzWAw5OXldenSRbguXry4d+/ekpMAOCUOYAAAAADEunbtunr1auHUu3fvvLw8uTkAAABwHpmZmePGjRNO+/btCw8PV1VVchIAJ+Nm6wAAAADAwTTqe8TWCXdL+63voKpqq1at8vPzhWtycvKiRYvqverWOcFPAQAnwMci3D0n+FX0m59U2LmaGcm2TrhbHn9Ns3XCnUtPT4+JiZk6dar1VFRU5OPjc/bs2aZNm8oPA+Ac+AowAAAAAP9HQUGBl5eX8Pql0+lWr15t2+sXAAAAnEZycvKOHTv0esHL1NeuXWvevPnRo0flVwFwDhzAAAAAAPyvvXv3RkVFXb9+3XoyGAyHDh0aM2aM9CgAAAA4rX79+p09e9bDw8N6qqur69SpU3p6uvwqAE6AAxgAAACA/5GamtqnTx+LxWI9eXp6Xrx4sWvXrvKrAAAA4NyioqJMJlNQUJD1pGlaUlLSK6+8Ir8KgKPjAAYAAABAURRl/PjxKSkpwikoKKi0tDQ4OFhyEgAAAFyE0WgsLi6Oi4sTrvPmzXvkkUckJwFwdBzAAAAAAChxcXErV64UTj179iwuLnZ3d5ecBAAAAFdz+PDhESNGCKfdu3ffd999knsAODQOYAAAAIBLU1U1Kirqm2++Ea6TJk3av3+/3CIAAAC4rnXr1s2fP1845ebm+vr6lpaWSk4C4KA4gAEAAACu69KlSz4+Pvn5+daTTqd7//33Fy9eLL8KAAAArmzatGk7duzQ6wWvXVdUVISEhJw8eVJ+FQCHwwEMAAAAcFF79+4NDw+/du2a9WQwGA4dOjRx4kT5VQAAAEC/fv1Onz4tfBfuurq62NjYDRs2yK8C4Fg4gAEAAACuKC0trU+fPhaLxXoyGo3nz5/v2rWr/CoAAADghtatW5eVlQUGBlpPmqaNGDEiJSVFfhUAB8IBDAAAAHA5iYmJU6dOFU7NmjWrrKwMCwuTnAQAAAD8gtFoLCkpuf/++4VramrqoEGDJCcBcCAcwAAAAAAX88fv16xZI1w6d+5cUFBgMBjkBgEAAAA3derUqaFDhwqn7du3R0VFqaoqOQmAQ+AABgAAALgMVVGGH1V+qBSOkyZNysrKklwEAAAA/KZPP/30rbfeEk75+fkBAQGlpaWSkwDYPw5gAAAAgGswmZXHv1FMtdaLTqd7//33Fy9eLD8KAAAAuBWzZs3avn27Xi94QbuioqJJkyaZmZnyqwDYMw5gAAAAgAv4rkJ55phSY7FeDAbDwYMHJ06cKD8KAAAAuHUDBgzIzc318PCwnlRV7datW3p6uvwqAHaLAxgAAADg7D67qLzygyI4filGo/H8+fPdunWT3gQAAADctpYtW5pMpsDAQOtJ07SkpKTk5GT5VQDsEwcwAAAAwKktPKe8ny9cgoKCysrKwsLCJBcBAAAAd8xoNJaUlMTExAjXd999t3fv3pKTANgnDmAAAACA83rxlPLFFeHSo0eP4uJid3d3yUUAAADA3cvOzh42bJhw2rdvX4sWLVRVlZwEwN5wAAMAAACckaoozx5XcqqE46RJkw4cOCC5CAAAAKhHH3300fz584VTXl6ej49PUVGR5CQAdoUDGAAAAOB0LpuVId8ol2vEa3KLxYsXyw0CAAAA6t+0adN27Nih1wte5b527VpERMTXX38tvwqAneAABgAAADiXb8qU544pZotg0uuUv92vPBYivQkAAABoEP369cvNzfXw8LCeVFUdOHDgBx98IL8KgD3gAAYAAAA4kU8uKm+cVjTR5KFXMtorbb1lJwEAAAANqWXLliaTKSwszHrSNG3y5MmTJ0+WXwXA5jiAAQAAAM5i9k/K8nzxFOyubOqsBLrLDQIAAABkMBqNhYWF7du3F65Llizp1auX3CIAtscBDAAAAHAKE04oh0rFU4yPktFBMcjtAQAAAOQ6duxYYmKicDpw4EBwcLDZbJacBMCGOIABAAAADu6qqjzxrfKva+J1aKgyv63cIAAAAMA2Vq1aNW/ePOFUUlLi7+9/6dIlyUkAbIUDGAAAAODICquVYd8qV+sEk05RUloqEyOlNwEAAAA2M3369F27dun1gpe+r1271qxZswMHDsivAiAfBzAAAADAYe0pVsZmK3WaYDLolCUxyqNNpDcBAAAANta3b9+zZ882atTIelJVtVevXmlpafKrAEjGAQwAAABwTCvPK389q4iOX0pjg/LxQ0qrxrKTAAAAAPsQFRVVVVUVEREhXKdOnTpixAjJSQAk4wAGAAAAOKA3cpQNReIpxEPZ1EnxMsgNAgAAAOyLwWA4ceJE586dheuGDRuio6MlJwGQiQMYAAAA4FBURRmbrXxjEq8P+SkftJcbBAAAANiv3bt3jx8/Xjjl5OT4+/uXl5dLTgIgBwcwAHNmsHMAACAASURBVAAAwHGU1ylDjygXqsVrQjNlDn+JFQAAAPg/VqxYsXr1ap1OZz2VlZUFBwefPHlSfhWAhsYBDAAAAHAQOVXKiKNKtSqYdIryp/uU55pJbwIAAAAcwJgxY7Kystzc3Kyn2tra2NjYDRs2yK8C0KA4gAEAAACOYGexknxKUTXB5KZT0mOVbgHSmwAAAACH0alTp6KiIm9vb+tJ07QRI0ZMnTpVfhWAhsMBDAAAALB7qeeU+WcV0fFL8XJTPn1IaW6UnQQAAAA4muDg4IqKipiYGOGalpbWu3dvyUkAGg4HMAAAAMC+TTmlfH5FPLX2VDY+pBgNcoMAAAAAB5adnT1w4EDhtG/fvqioKFUVves4AEfDAQwAAACwV2ZVeeaY8lOVeH04UFn8oNwgAAAAwBls27btzTffFE75+fne3t5FRUWSkwDUOw5gAAAAgF0qqFYe/1b52SxeX4hUXmstNwgAAABwHrNnz960aZNOp7OeqqurIyIiDhw4IL8KQD3iAAYAAADYnwM/K+OzlTrRU7/0OmV+W+WJUOlNAAAAgFMZMmTImTNnPDw8rCdVVXv16jV37lz5VQDqCwcwAAAAwM4sy1fezlVExy/FQ69ktFdifGQnAQAAAM6oZcuWJpOpSZMmwvX1119/7rnnJCcBqC8cwAAAAAB78vpp5dOL4inQXdnUWQl0lxsEAAAAODOj0Xj58uUuXboI1w8++CA6OlpyEoB6wQEMAAAAsA+qojx7XPm2TLy291XWdVAMcpMAAAAA15CZmTl+/HjhlJOT4+/vX15eLjkJwF3iAAYAAADYgctmZcg3yuUa8To0VPnr7+QGAQAAAK5lxYoVq1ev1ul01lNZWVlwcPDJkyflVwG4YxzAAAAAAFs7WqaMPqaYLYJJpyh/uk+ZGCm9CQAAAHA5Y8aMycrKcnNzs55qa2tjY2OXL18uvwrAneEABgAAANjUPy4or51WRMcv5R69sqa90i1AdhIAAADgqjp16lRUVOTl5WU9aZo2YcKEyZMny68CcAc4gAEAAAC286ccZe0F8eTrpmzprIR6yA0CAAAAXF1wcHBlZWVMTIxwXbJkSYcOHSQnAbgDHMAAAAAAW1AV5bnvlMMm8fqAj/LxQ4pBbhIAAACA/y87O3vQoEHC6fjx48HBwdXV1ZKTANwWDmAAAACAdOV1ytAjyqXr4vUPIcrCtnKDAAAAAPzS1q1b33nnHeFUUlLi6+t78uRJyUkAbh0HMAAAAECu01XKiKNKtSqYdIqS0lJ5sYX0JgAAAAACM2bM2LFjh14veCG9trY2NjY2PT1dfhWAW8EBDAAAAJBo40Ul+ZSiaoLJTacsjVEebSK9CQAAAMBN9evXr7Cw0NPT03rSNC0pKWny5MnyqwD8Jg5gAAAAgCz/fVZZmi+evNyUjx9SWjSWGwQAAADgtzVt2rS8vLxNmzbCdcmSJR07dpScBOA3cQADAAAApEjKVnYXi6fWnsrGhxRPg9wgAAAAALfKYDCcPn26f//+wvXYsWMhISHV1dWSqwD8CjdbBwAAAAAOJvH817f1/c1XSz+a0aL2uvgPwy07j+j5/DrlfH2UwXHc7q8iO7Q6ooutE+5Ko75HbJ0AAM6gZkbyzSavf38fOSmAFF988cXcuXNff/116+nKlSu+3l5Zo59pGxQgP+xuePw1zdYJQIPgK8AAAACABnQp58CHLzWpvV4hGnVdEt7v+fw62U0AAAAA7tRrr722detWvV7w0nqtaum4+sMNP+TIrwJgjQMYAAAA0FBO7Vzw+bxemkW1nnR6w8BXD0b3mii/CgAAAMDdGDRoUGFhoaenp/WkadrorTv/uOuA/CoAv8ABDAAAAGgQexc/fuSj6cLpnkY+I1OvhNzbTXISAAAAgHrRtGnT8vLyZs2aCdelx0/0/vATyUkAfoEDGAAAAFDfVHXjzOj845uFo29Im4T3yt09HezBAAAAAAD+k8FgKCgoeLRllHDNvHCx2bvp1arg3SAAyMEBDAAAAKhP1eWX1ib7lV8Wv+9/i4eGDX37tOQkAAAAAA1k01N/eCX+IeFUUl0d8rdlP5SUSk4CcAMHMAAAAKDeFJ78fMP08NqaKtGo65Lwfq+JH8luAgAAANCQZvfo8unQx/Q6nfVkVtWOqz/c8IP4r8cBaFAcwAAAAID6cWL73J2LBmqaxXrS6d0GvXooutdE+VUAAAAAGtqge1v8+PzoRm4G60nTtNFbd07ZsVd+FeDiOIABAAAA9WDHgkeObnxdOHl4BiS8Z2pyb1fJSQAAAACkifT1vjJ1Qri3l3BNz/6+6983SE4CXBwHMAAAAODuqOrHM6KKftwtHAOax45c9LObu/iPwQAAAACchrvBcPaFxH4tI4XrsctXmqYtL62ukVwFuCwOYAAAAMCdq7ic+48pnlU/5wvX6F6Thrz1neQkAAAAADa05anB0+M6Cqey6zURi9O/KbokOQlwTRzAAAAAgDt04cS2jW9Eq7XCv8Kp6zp6RZeExbKbAAAAANjaX3p23TxssF6ns57qLJYeaz+ek3lEfhXgajiAAQAAAHfi249f3pX2mKZZrCe9wf3xWdltuo+XXwUAAADAHvRvEfmvSeO83O8RrrMPHR722TbJSYCr4QAGAAAA3LZtc7ue3DFfODXyDkp4t8y/2YOSkwAAAADYlRBP4+U/Tmwd4C9c/5l7rsWSVWZVlVwFuA4OYAAAAMBtqK6u3jA9/MrZr4VrSOvuz6QWG9yNkqsAAAAA2CGDopwcn/DM/W2E68WqqyGLlueXV0quAlwEBzAAAADgVh09etTX1/daWZFwffDRlwfOOCg5CQAAAICdWz2o34I+3QUPBFOU6rq63y3/+5bcc7KbABfAAQwAAAC4Jenp6Z06daqtrbWedDpd7xc+feip/5ZfBQAAAMD+Te7YLnP0cDe94AV5i6Y9/dm2P+46IL8KcG4cwAAAAIDf9uSTTyYlJWmaZj0Z3I1PvXMusuNQ+VUAAAAAHEX7kCaFyUn+jRoJ16XHTzyc8YnkJMC5cQADAAAAfo2qqtHR0Rs3bhSujf3CRr1b5hUYJTcKAAAAgOPxdXe/mJzUKSxEuH5deLFp2vJys1lyFeCsOIABAAAAN3Xu3DkvL6+cnBzh2uzBgcPnFxoM7pKrAAAAADiuLxOentQhVjiVXa9plrbixJUSyUmAU+IABgAAAIitW7fu3nvvvX79unBtN/itR6Zuk5wEAAAAwAks7Nvj06GP6XU666nWYolbs27J0RPyqwAnwwEMAAAAEJgwYcLIkSOFD/3S6d0Gvvpl+8GzpEcBAAAAcBKD7m1xKunZRm4G60lTlJQ9B8Zs3SG/CnAmHMAAAACAX4qPj1++fLlw8vPzG5l6OeTebpKTAAAAADiZln6+P6dMah3gL1zX//BTiyWrzKoquQpwGhzAAAAAgP9VXFzs5+eXlZUlXGNjY00mk7tngOQqAAAAAE7JoCgnxycMaNVCuF6suhr8t2U5pSbJVYBz4AAGAAAA/I+dO3eGhoaWl5cL15SUlO+++05yEgAAAACn99mTj/25RxfhVKOq7VZmbPghR3IS4AQ4gAEAAACKoihz5szp37+/KnqDEb1e/+mnny5YsEB+FQAAAABX8HL8QwcThrnpBa/Ya5o2euvOCZ/vll8FODQOYAAAAIDSo0ePmTNnCidPT8+CgoKhQ4dKTgIAAADgUjqHNc2bPNbXw0O4/v3kj+1WrpWcBDg0DmAAAABwaVVVVeHh4V9++aVwbdOmTXl5eVhYmOQqAAAAAC4oyGi8PPX5TmEhwvX0z6aA1PcvVFZJrgIcFAcwAAAAuK4jR44EBAQUFRUJ1+HDh58+fdpgMEiuAgAAAODKvkx4+qXOHYTTtdq61kvXfHI6V3IS4Ig4gAEAAMBFLViwIC4urra21nrS6XTvv//++vXr5VcBAAAAwNxev988bLBep7OeNE1L2PLFpB175VcBjoUDGAAAAFzRiBEjpk+frmma9eTu7n7q1KmJEyfKrwIAAACAG/q3iDw/ZZyPh7twXZX9/YPpPBIM+DUcwAAAAOBaqqurmzdvvmHDBuHarFmzysrKtm3bSq4CAAAAgF8IMhqvTJ3wYHCQcM0tNQX/bdnlq9WSqwBHwQEMAAAALuTo0aN+fn4XLlwQrn/4wx8KCgrc3cV/xRIAAAAA5DuS+EzyQ+2EU6XZ3GLJyk0/nZWcBDgEDmAAAABwFfPnz+/UqZPZbLaedDrd/Pnzt2zZIr8KAAAAAH7df/fuvv7xgcJHglk0bcSm7a/s/VJ+FWDnOIABAADAJTz66KMvv/yy8KFfbm5uBw8enDZtmvwqAAAAALgVj9/X6l+Txnnf5P0q0r79jkeCAb/AAQwAAABOrqqqKiQkZMeOHcI1KCjIZDJ169ZNchUAAAAA3JYQT2PxHydEB/oL19xSU8ii5SXVPBIM+B8cwAAAAODMsrKyAgICrly5Ily7detWXFzs5eUluQoAAAAA7sx34xImdYgVTuU1NRHvrdySe05yEmCfOIABAADAac2aNSs+Pr62tla4vv32219+yRvlAwAAAHAwC/v2+Ptj/XQ3eSTY059te33/V/KrAHvjZusAAAAAoEH06dNn7969wsnNzW3fvn287SEAAAAABzW8bZv48LB2K9dW19VZrwu/OfbPM/86OT5BfhhgP/gKMAAAADib0tLSwMDAm12/QkNDKyoquH4BAAAAcGiRvt4lKS/c6+8nXHNLTUF/W3qhskpyFWA/OIABAADAqezcubNJkyalpaXCddCgQUVFRUajUXIVAAAAANQ7g6KcSno24YFo4Vplrm29dM36H3IkVwF2ggMYAAAAnMfLL7/cv39/VVWtJ51Ot2jRoq1bt8qvAgAAAICGkz7wkRUD+woeCKYomqaN2bozcdtO2U2AHXDsZ4D99NNP06dP/8U3Nm7ceP369TbpAQAAgA3Fx8dnZWUJJ3d396ysrHbt2klOAgAAAAAJnn3gd79vFtZx1YfCR4Kt+z5nf/6FnAmj3Q0G+W2ArTj2V4CVl5fbOgEAAAC2V1xc7Ofnd7PrV1hYWGVlJdcvAAAAAE6spZ+vKeWFTmEhwvVi1dWgvy07caVEchVgQ479FWA3DmCjR49+/PHH//2NOp3waz0BAADgnLZt2zZ48GCLxSJcn3jiiY0bN0pOAgAAAACb+DLh6Wl7Di4+mm09mVU1bs26uQ93+2On9vLDAPkc+yvAKioqFEXx9fU1/Ae93rH/TwEAAODWTZ069bHHHhNev3Q63eLFi7l+AQAAAHApC/r02DxssEH0hSKaory671CfDz+VXwXI59i3ohtfAebj42PrEAAAAMimqmrbtm3T0tKEq9FozMnJmTRpkuQqAAAAALC5/i0i86eM82vkIVy/ulDU7N30crNZchUgmTMcwHx9fW0dAgAAAKlyc3O9vb1//PFH4RoWFlZWVta6dWvJVQAAAABgJ4KMxkvJz/eKaCZcS6qrwxYt35t/XnIVIJNjPwPsxlsg7t+/f8GCBaWlpREREQkJCR06dLD+nmVlZd9++631t3fp0sXNzbH/JeAGVVU1TaupqbF1CFyXpmk3/kdNTQ0PI4StqKpqsVj4YAgb+s8Phg33T0lLS5sxY8a//1m/MHr06GXLljXwJwbiv0fpQPhAAQAA4Bz4vO7XWSwWF3/N8IsRT7yd+c2fD2VZT6qmDdyw+aXOHea68L8fO+HKv0Rvl5ubm8FguNXv3KApDe3GV4Bt27ZNr9dbLJYzZ87Mnj171qxZ7dq1+8X3/Ne//vXqq69a/wiffPKJl5eXjFZIUVlZaesEQKmqqrJ1AlwdHwxhDxru1+GTTz558OBB4aTT6ZYuXTp06NCG/6/A4Q9gfKAAAABwDnxedysa9N+Sd8P90PVkZtfOj7aI7JXxSa3o2cmp3xz75wMPfP311/LD8G/8h3zrvLy8XOUAFh0dXV5enpiYGB8fX1paumjRohMnTqSnp7/33nu2TgMAAEA9Ky0tjY+PN5lMwtXT0/Orr74KDw+XXAUAAODKGvU9YuuEu3J9dydbJ8DhOcx/BcM7KqOzlZ8Fz/06c+ZMVFQUf56C83HsA1hSUlJSUtKN/x0cHPzyyy+PGzfu/PnzFy5caNbs/7y3aUhIyOjRo61/BB8fHw8Ph/8LvFAUxWw2WyyWRo0a2ToErqumpsZisSiK0qhRI94CEbZiNps1TeO3NtjQ9evXb7wzodForN8f+Ysvvhg+fLiqqsK1devWx48fr99/onOr958gAAAA2ASf1/26Gw+qcHd3t3WIHXA3KOs6KHNzlX0/W49Xr15t3759enr68OHD5aeB/5Bv3W0908qxD2C/4Ovre//99x8/frygoOAXB7CwsLAXX3zRVmGQQNO02tpaT09PW4fAddXW1t44gHl6enIAg61omlZXV8cHQ9iQ2Wy+caOq31+HY8eOXb169c3W1157bc6cOfX4j3MFfKAAAABwDnxe9+vq6ur0ej3/lv7Xa62V9r5K6jnF6pHKmqaNGzduz549GRkZtihzafwSbSBOdQBTFCUgIEBRlGvXrtk6BAAAAPVAVdX7778/JydHuLq5ue3evbtnz56SqwAAAADAUT3aRIn1VZ7PVmoEjwT78MMPd+7ceebMGV9fX/lpQP3S2zrgzuXl5S1btiwzM/M/v7GiokJRlMaNG9soCgAAAPXm6NGjjRs3vtn1q3nz5hUVFVy/AAAAAOD2hHoomzorEeK33SspKQkKCtq7d6/kKKDeOfABzMPDY9u2bZs3b/73t9TW1v7000+KokRERNiuCwAAAPVg7ty5nTp1MpsFj2hWFOWJJ544f/4875MOAAAAAHfCoCjpscoTTYVjXV1dnz59kpKSJEcB9cuBD2ChoaHNmzf/8ccfd+/efeNbMjIyysvLW7ZsGR4ebts2AAAA3I34+PjXX39d06zell5R9Hr9+vXrN27cKL8KAAAAAJzKC1HKX6INBoNwTE9Pj46OvvGYZ8AROfYzwCZPnvz666+npaVt2LChpqamrKzM3d194sSJtu4CAADAHSoqKoqOjq6srBSuvr6+p0+fbtpU/LcUAQAAAAC3p7Pfzz//3KpVq59//tl6zMnJ8fT0PHz4cLt27eSnAXfJgb8CTFGUtm3b/uUvf3nggQdMJtP169fbt28/d+7c6OhoW3cBAADgTmzcuLF58+Y3u37Fx8eXlZVx/QIAAACAeuTr61tSUvLEE08I15qamvbt27/xxhuSq4C759hfAaYoygMPPDBnzhxbVwAAAOBuPfPMM+vXr7/Z+tZbb82aNUtiDgAAAAC4kI0bN6anpz///PPC96J/++23//nPf2ZnZ8sPA+6YY38FGAAAAJxAdXV1VFTUza5f7u7ux48f5/oFAAAAAA1q/PjxFy5c8PX1Fa4nTpzw8vI6d+6c5CrgjnEAAwAAgC3t/n/s3Wl4lOXdN+BrMlkISQg7yK6CICigLOJWUVG0Wlv3pVYfrfa11tLF1q3WWtfqo4+P+FK1btWWqnVpi4qKVKUqitqWVUERQSAsgbAlxOzvh/SwfdtJCJDck5mc58e5/nPndxxJJsn8cl33zJkdOnRYsWJFwtVBgwZt377dcfMAAAAR6NWr1+bNm8eOHZtwtaysbODAgffdd1/EqWDXKMAAAEiayy677Jhjjqmurk64esEFF3z00UfxeDziVAAAAG3ZnDlzbrnlllgs9p9LdXV13/72tydOnBh9KthZCjAAAJKg/tjDKVOmJFyNx+PTp09/+OGHI04FAABACOHqq6+eN29eTk5OwtUZM2Z06dKluLg44lSwUxRgAABEbfbs2YWFhQ0de9ixY8f169cff/zxEacCAADgC/vvv39ZWdnw4cMTrpaUlPTs2fPxxx+POBU0nQIMAIBIffvb3z700EOrqqoSrh5//PGbNm3q3LlzxKkAAAD4N/F4fN68eZMmTUq4Wltbe84555x99tkRp4ImUoABABCRmpqaIUOGNHTD5Fgsdvfdd0+fPj3iVAAAADTi7rvvfuutt7KyshKuPvHEE926dduyZUvEqWCHFGAAAERh1qxZubm5S5YsSbhaWFi4atWqhv6vEAAAgCQ65JBDtmzZ0qdPn4SrGzZs6Nq164wZMyJOBY1TgAEA0OImTZo0fvz4ho49PPjggzdv3tyrV6+IUwEAANBEubm5K1eu/Na3vpVwtbq6euLEieeee27EqaARCjAAAFpQZWXlXnvtdc899yRcjcVi999//+zZsyNOBQAAwC64//77n3nmmYyMxM3C1KlTe/fuXVpaGnEqSEgBBgBAS5k9e3ZBQcGnn36acDU/P3/ZsmUN/f8gAAAArdApp5yyZcuWhs7wKCoqKiwsfPzxxyNOBf9JAQYAQIu47LLLDj300MrKyoSrRx555LZt2wYMGBBtKAAAAHZXfn7+6tWrjz/++ISrtbW155xzzumnnx5xKvg3CjAAAJpZTU3NiBEjpkyZknA1Fovdfffdr776asSpAAAAaEbTp09/6KGHGjoO8emnn+7UqVNxcXHEqeALCjAAAJrTX//61759+86fPz/hav2xh5MmTYo4FQAAAM3uwgsvXLt2bdeuXROubt68uWfPno899ljEqaCeAgwAgGZz9dVXH3fccVVVVQlXx40b59hDAACAdNKtW7fi4uJTTjkl4Wptbe35559/7LHHRpwKggIMAIBmUVlZOXDgwPvvvz/haiwWmzJlyttvvx1xKgAAACLwzDPPPPHEEw0dh/jKK6906tSpqKgo4lS0cQowAAB216xZswoKCj755JOEq/XHHl566aURpwIAACAyZ5555pYtW/r3759wdfPmzX369LnrrrsiTkVbpgADAGC3XHTRRePHj6+srEy4Onz4cMceAgAAtAX5+fnLly+/6KKLEq7W1dX98Ic/HDFiRMSpaLMUYAAA7KLi4uLu3bs/9NBDCVdjsdjkyZPnzZsXcSoAAACS6IEHHnj++eczMzMTrs6fP7+goGDZsmURp6INUoABALArHnzwwZ49exYXFydcrT/28Lvf/W7EqQAAAEi6E044YevWrQ0dh1haWjpw4MDbbrst4lS0NQowAAB22pe+9KWLL764trY24eq4ceMcewgAANCW5ebmNn4c4lVXXTV27NiIU9GmKMAAANgJixcvzs/Pf+ONNxKuZmRk3HXXXc8991zEqQAAAGiFHnjggT//+c9ZWVkJV99777327dsvWLAg4lS0EQowAACa6vrrrx86dGhZWVnC1Y4dOy5cuPDcc8+NOBUAAACt1lFHHVVeXj58+PCEq/VL3/ve9yJORVugAAMAYMcqKyuHDBny85//vK6uLuHAWWedtWnTpp49e0YcDAAAgFYuHo/Pmzdv0qRJDQ1Mnjx5wIABpaWlUaYi7SnAAADYgTfffLOgoGDJkiUJVzMzM6dPn/74449HnAoAAIAUcvfdd7/77rs5OTkJV1esWFFYWPjYY49FnIo0pgADAKAxF1988eGHH15ZWZlwtX///lu3bj3++OMjTgUAAEDKGTNmTFlZWUPHIdbW1p5//vlHH310xKlIVwowAAASKykp6dGjx4MPPtjQwFVXXbV8+fLc3NwoUwEAAJC66o9D/OlPfxqLxRIOvPrqqx06dPj4448jDkb6UYABAJDAk08+2b179/Xr1ydcbdeu3d///vdbb7014lQAAACkgRtuuGHJkiUdO3ZMuLpt27Z99tnnxz/+ccSpSDMKMAAA/t2RRx551lln1dTUJFwdPnx4eXn5yJEjI04FAABA2hg0aNCmTZu+8pWvNDRwxx13DBgwoLy8PMpUpBMFGAAA/7R48eL8/PzXX3894WpGRsa99947b968aEMBAACQnqZNm/bUU0/F4/GEqytWrOjQocO0adMiTkV6UIABAPAP11xzzdChQ8vKyhKu5ufnL1++/JJLLok4FQAAAGnstNNO27Zt2+DBgxOuVldXf/WrX504cWLEqUgDCjAAAEJpaemAAQNuvfXWurq6hANnnnnmtm3b+vbtG3EwAAAA0l5ubu7ixYt/8pOfxGKxhAMzZswoKChYtmxZxMFIaQowAIC27sEHHywsLFyxYkXC1czMzOnTpz/xxBMRpwIAAKBNuemmm+bNm9e+ffuEq6WlpQMHDrzlllsiTkXqUoABALRpRx555MUXX1xbW5twtX///lu3bj3++OMjTgUAAEAbtP/++5eVlZ1wwgkJV+vq6n7yk58MGDCgsrIy4mCkIgUYAEAbNWvWrJycnNdffz3haiwW+/GPf7x8+fLc3NxocwEAANCmPf/8848++mhGRuL+YsWKFfn5+TNnzow4FSlHAQYA0BadddZZ48ePb+if5goKCj744IPbb7894lQAAAAQQjjvvPNKSkp69eqVcLWqquqYY445/fTTI05FalGAAQC0LUVFRd26dXvyyScbGpgwYcLWrVuHDBkSZSoAAAD4V4WFhatXr7700ksbGnj66afbt28/d+7cKFORQhRgAABtyHXXXdenT58NGzYkXM3Kypo+fforr7wScSoAAABIaMqUKe+++267du0SrpaXlx944IHh3uXRhiI1ZCY7AAAAUSgvLz/ggAOWLFnS0MDgwYPnz5+fnZ0dZSoAAABo3JgxY8rLy4888siEN7Guq6sLf1gbXt0QHhwZClUe/JMdYAAA6e/pp5/u0KFDQ+1XLBb7xS9+sXjxYu0XAAAArdNrr712//33Z2Q0UGpsqQ5nvB+eWB1tKFo1dSgA0LZUXDkp2RF2V85tk3dq/vDDD3/zzTcbWu3Zs+f8+fO7deu227kAiNQFn72d7Ai75ZF+Byc7AkA6SIM/cNpNeC/ZEUgZ3/rWt04++eQRI0asWbMmwXJdCA+vDK9sCL8aEeKRh6P1sQMMACBtLViwID8/v5H267zzzluzZo32CwAAgJTQrVu3m26+ZwAAIABJREFUoqKiq666KhaLJZ5YWR5OmBNmFkebi9ZIAQYAkJ4uvvji4cOHl5WVJVzNzc19//33H3300YhTAQAAwG669dZblyxZ0rFjx8TLtXXh9k/CpIXRhqLVUYABAKSblStXdu3a9cEHH2xoYMKECdu3bx81alSUqQAAAKC5DBo0aNOmTaeddlqDE4tLwwnvhoXbIgxF66IAAwBIK9dcc03//v03btyYcDUej//2t7995ZVXIk4FAAAAze6pp5566623QnYDTUdVbfjhonDDR9GGorXITHYAAACax9q1aw888MDEtwIOIYQwePDg+fPnZ2dnR5kKAAAAWs4hhxwSnh8bfriowc1eb5aEr70X7tkv9M2NNhpJZgcYAEA6uPPOO3v37t1Q+xWLxW6++ebFixdrvwAAAEhD/zMsXLdPiMcSr26vCd+cF/7vp9FmIsnsAAMASG2lpaWjR49esmRJQwMdO3b8+9//PmDAgAhDAQAAQLQO6xyePyhcOj98uj3xwLR1YdbG8ODIUKgZaRPsAAMASGF33nlnYWFhI+3XN7/5zU2bNmm/AAAASH/xEO4fHr7VPzSwEyxsqQ5nvB+ebvDeAaQTPScAQEra4cav3Nzc2bNnjxw5MspUAAAAkGSn7RGO7x4umR/WVSRYrQvhVyvCM2vCAyNCfjzycETHDjAAgNQzderUjh07NtJ+nXbaadu3b9d+AQAA0BblxcNvDghn9mpwK9jGynDqe+Hx1ZGmIlp2gAEApJLKmppR++23aNGihgby8vJmzZo1atSoKFMBAABAq/PNfuG4buE7C8P2mgSrdSE8sjK8uD7cOzzk2QqWhuwAAwBIGU8v/rjzXfc10n6ddNJJpaWl2i8AAAAIIYTeueGPY8KEbg0OrK0Ip7wXptoKloYUYAAAKaAmhEMeffLcaS9V19YmHGjXrt0bb7zxpz/9KeJgAAAA0NpdsXf4n2Ehu4FCpC6ER1eG8/4eyhJtFCNlKcAAAFq7aR8vK7xjyt/WrW9o4KCDDiovLz/ssMOiTAUAAAApY7+C8PzYcFCnBgdsBUs7CjAAgFbt5GeeP+MPLzS08Ss7O/v5559/5513Ik4FAAAAqefGweF/hoWcRreCnf23UGorWDpQgAEAtFIvLP20w52/fPGTTxsaOOSQQyoqKk444YQoUwEAAEAK268gPDc2jO7Y4MDGynDqe+H3RRFmokUowAAAWp2aECY+8YdTn32+sibxP53F4/Hf/va3b731VsTBAAAAIB3cMmQHW8Ee/Cyc/bewpTraWDQnBRgAQOvym4UfFt4xZdZnqxoaOPDAAysqKr7+9a9HmQoAAADSSv1WsDGNbgU74/3whLuCpSoFGABAa1FaWTnmkccvnj6zoTt+xWOx+487+q9//Ws8Ho84GwAAAKShm3e0FezhlbaCpSgFGABAqzDlr3O73/2rBcUbGhoY1LnThh9++/zhQ6NMBQAAAGmufivYQZ0aHKjfCvZbW8FSTGayAwAAtHUbyssPfvTJlVu3NTQQj8X+95gjLh65f5SpAAAAoA25cXBYuC1c/WGoSHQoS10Ij60ML60LU4aHQsVKarADDAAgma77y9t9/+9DjbRf9Ru/tF8AAADQsuq3go3v0uDA+spwxvvhnk8jzMSuU1QCACTHmtLSQx77/ZrSsoYGMjNi9x539Df22zfKVAAAANCmXTMonNk7/PiDUJrovl91ITy3LszcEO4cGgbmRR6OnaAAAwBIgitefeOe9+fWNTwwpleP1889Ix5dIgAAACCEEMLe7cOzo8OtH4fXNiYeKK8Jly4I4zqFGwZHm4yd4AhEAIBIfbChpOfkX01uuP3Kicf/cOpX3tB+AQAAQBJdPSjcOzzkN7yP6J1N4YQ54d3NEWZiJ9gBBgAQnbP/9OIflixtZODLA/d89pQTI8sDAAAANKh+K9jPPgpvlyQeqKoL1y4O+xaE/xkW/B9rK6MAAwCIwlurir769LTSyqqGBnIzM18+6+SxvXpGmQoAAADYgZ/vE1aUhx8tClsS3RUshPDhtnDCnHDZgHBij2iT0RhHIAIAtLjjn/zj0b97ppH269z9hmz64be1XwAAANAa9c8NT40OJ/UIsQYGauvC5E/Df80NZTWRBqNhdoABALSgJz5YcvGLM6tqahsa6Ngu581vnDGwU8coUwEAAAA77bI9w9d7h0mLwrqKxANFn4dT3gtn9g4X9o02GQkowAAAWsSWysoJU59ZULyhoYFYCN86YP+7jxkfYSgAAABgN3TKDr85IDy7Jvzqs1Bbl2CgLoQnVofn14V7hoXeuZHn458UYAAAze+HM/9y79/mJfpF+B965ee9ff7ZPfL8KgwAAACp5pQ9wondw3cXhU+3Jx4orQ4XzAtHdw1XDow2Gf+kAAMAaE7z12/48pN/3FBe3tBALBa75pAxPz30oChTAQAAAM0pOx7uHx7e3Rxu+ChUNnDjgz9vCG+WhFv3DfsVRBuOEBRgAADNpSaEiY8/8+bKokZm9u7Ucfb5ZxZmZ0eWCgAAAGgpYzuG58eGqz4Mf9uSeKCiNvxwURjRIfz30GiToQADAGgOUxctueTFmVW1DfzPVwiZGRn/O2H8RSOHRZkKAAAAaHG/2Dd8sj38+INQWp14YHkDJyXSkhRgAAC7ZV1Z+Zd+8+SKrdsamTmiX5/pZ50cjywTAAAAEKW924dnR4cpy8O0teE/bwl+h3+HTQIFGADArvvhzL/c+7d5//mb7Rfys7NePvPkUXv0iC4TAAAAkBTfGRDO6hUuWxg2Vv7zwcO7hP65ycvUdinAAAB2xRufrT752edKK6saGojFYj8Yc8At4w+NMhUAAACQTF2yw+MHhqfWhIdWhNoQcjLCTwclO1MbpQADANg5lTU1Rz/+zHtF6xqZ2adzpzfOO6MwOzuyVAAAAEBrcfoe4cTuYdLC8N09kx2l7VKAAQDshMnvz736tTdr6ho89TA7Hv/1iceeMnhglKkAAACA1iU3Hh4YkewQbZoCDACgSVZtKz38N79fU1rWyMyXB+757CknRhYJAAAAgIQUYAAAO3butJeeXvxxIwMd2+XMOvf0wZ07RRYJAAAAgIYowAAAGvObhR9+5+XXKmtqGhqIxWJXjht9/eHjokwFAAAAQCMUYAAAiS3dtHnC755dW9bYmYf7devyxnln5sbjkaUCAAAAYIcUYAAACezwzMOcePw3Jx130qC9IosEAAAAQBMpwAAA/j//+97fr531VnVtXSMzpw4ZNPWk4yKLBAAAAMBOUYABAPzDguKNxz/xhw3l5Y3MdM3N/cs3Tt+rY2FkqQAAAADYWQowAIBQE8KXn/jDrM9WNTKTlZFx14TxF40cFlkqAAAAAHaNAgwAaOtue/v9G958p6auwTMPYyGcvu8+j31lYpSpAAAAANhlCjAAoO36+7r1X/n9tMbPPOzfoeAv3zizR15uZKkAAAAA2E0KMACgLaqsqfnKU9MaP/MwJx5/5MRjTxk8MLJUAAAAADQLBRjATrjwoUYWO0YWY5c9/M1kJyD1xV45ONkRdtuEEB5bFX63OtQ2eOZhiIVwdLeKK/Y+J2wK4b0IwzVNGnwWUtwF4e1kR9hdFVdOSnaE3XLBPin/KSDpLvjMV1GS+RS0Bo/080sFbV27Ca3vt/2d9PnMMcmOQMpL9b8OQghhQrID0CopwACAtuTdzeHmj0N5TWMz/XPD/+4X8uJRZQIAAACgmSnAAIC2obgyXPlhWNXY7b5CVixcu084uFNUmQAAAABoEQowACDd1YRwxQdhwdbGZmIhnLJH+D/9o8oEAAAAQAtSgAEAae3hleH3RY3d7iuEsGf7cM+wkO3MQwAAAIA0oQADANLU7JJw2yc7uN1XbjzcPCTsVxBVJgAAAACioAADANLOp9vD1R+GkqrGZjJi4Zze4bw+UWUCAAAAIDoKMAAgjZTXhCs/DItLdzA2okP4xdDgyEMAAACANKUAAwDSxV3LwkvrQ6N3+wo9csLkYaFTdkSRAAAAAEgGBRgAkPpeWB9++WmoarT7yo2HGweH4R2iygQAAABA0ijAAIBUtqQ0XLs4bKlubCYeC9/sF07bI6pMAAAAACSZAgwASE1lNeGHi8Kn2xubiYUwtlO4cXBUmQAAAABoFRRgAECqqQnhJx+Gv23ZwdigvHDH0JAbjyQTAAAAAK2IAgwASCl3LQsvrQ+N3u0r5GeGW4aEIfkRRQIAAACglVGAAQAp4tFV4YnVoabR7is7I3x/zzChW1SZAAAAAGiNFGAAQKv3UnGY8mmoqG1sJhbCV3qEy/aMKhMAAAAArZcCDABoxT7YFn62JGyp3sHYkPxwx74h2+2+AAAAAAhBAQYAtFIrysPVH4YNlTsY65kT/ntY6JEdSSYAAAAAUoMCDABoZUprwjUfhsWlOxjLzwzX7xOGd4gkEwAAAACpRAEGALQaNSFcvyTM2bSDsZyM8P09w9HdIskEAAAAQOpRgAEArcNdy8JL60NdozPxWDi/Tzird0SRAAAAAEhNCjAAINkeXhmeKgo1jXZfGSF8uUeYtGdUmQAAAABIYQowACB5nl0THloZqmobm4mFMK5zuG6fEI8qFQAAAAApTgEGACTD8+vCA5+F8podjA3JD7ftG3J1XwAAAADshLZegJWWltbVNX6zEVJDVVVVXV3dtm3bkh2EtFeQ7AC7xfdI2quurq6trW3tn+hZG8Pdn4bS6h2MdckOd+wbeudGkgkAAAAgOVr7OzmtSbt27bKyspo43NYLsNraWgVYOqmtbfQQLWjzfI+kvfofaq33E/3n4jB5+Y53fXXOCjcNCQPzIskEAAAAkEyt952c1menCp22XoB16NAh2RFoHqWlpVVVVYWFhckOAq2a75G0V1paWl1d3Ro/0bNLwh3LdrzrKycj/GjvcESXSDIBAAAAJF9rfCcnLbT1AgwAaFlNrL6yM8K3+oeTekSSCQAAAIA0pwADAFrGwm3h5o/DxsodjMVj4et9wrm9I8kEAAAAQJugAAMAmtsH28KNTau+zuodzu8TSSYAAAAA2hAFGADQfBaXhp9/tOPqKyMWTuweLtszkkwAAAAAtDkKMACgOSwpDTd9HNZV7GAsIxa+3D1MUn0BAAAA0IIUYADA7lm4LdzycdjQhF1fqi8AAAAAIqEAAwB21fyt4dalTTrw8EudwzWDIskEAAAAAAowAGAXzC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summary(m <- vglm(apt ~ read + math + prog, tobit(Upper = 800), data = dat))
##
## Call:
## vglm(formula = apt ~ read + math + prog, family = tobit(Upper = 800),
## data = dat)
##
##
## Pearson residuals:
## Min 1Q Median 3Q Max
## mu -2.568 -0.731 -0.0398 0.753 2.80
## loge(sd) -0.969 -0.636 -0.3336 0.236 4.84
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept):1 209.5596 32.5459 6.44 1.2e-10 ***
## (Intercept):2 4.1848 0.0523 79.94 < 2e-16 ***
## read 2.6980 0.6193 4.36 1.3e-05 ***
## math 5.9146 0.7054 8.38 < 2e-16 ***
## proggeneral -12.7146 12.4086 -1.02 0.30552
## progvocational -46.1433 13.7067 -3.37 0.00076 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Number of linear predictors: 2
##
## Names of linear predictors: mu, loge(sd)
##
## Log-likelihood: -1041 on 394 degrees of freedom
##
## Number of iterations: 5
##
## No Hauck-Donner effect found in any of the estimates
Heckit
An alternative is the 2 step Heckman procedure, where the first stage is a model to estimate \(Pr(y^* > 0) = \Phi(x\beta/\sigma) = \Phi(x\gamma)\), where \(\gamma = \beta/\sigma\). The probit yields a consistent estimate of \(\gamma\) as \(\hat{\gamma}\), which can be plugged into the inverse Mills ratio formula to get
\[
\hat{\lambda} = \frac{\phi(x\hat{\gamma})}{\Phi(x\hat{\gamma})}
\]
- Estimate probit to get \(\hat{\gamma}\), compute \(\hat{\lambda}_i\)
- Use this generated regressor to estimate the model \(y = x \beta + \sigma \hat{\lambda} + \epsilon\)
Problem - not efficient:
- \(\hat{\lambda}\) is a generated regressor - bootstrap the whole procedure
- \(\hat{\lambda}\) mechanically correlated with error, leading to heteroskedasticity. Use robuset standard errors
For truncated variables, estimate probit for missing or positive in step (1) of heckit.