{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Winpython with R : comparing DPLYR and Pandas\n", "\n", "\n", "It is based on the Thomas Augspurger comparison [Notebook](http://nbviewer.ipython.org/urls/gist.githubusercontent.com/TomAugspurger/6e052140eaa5fdb6e8c0/raw/811585624e843f3f80b9b6fe89e18119d7d2d73c/dplyr_pandas.ipynb) (refreshed for Pandas 0.16.0)\n", "\n", "http://nbviewer.ipython.org/urls/gist.githubusercontent.com/TomAugspurger/6e052140eaa5fdb6e8c0/raw/811585624e843f3f80b9b6fe89e18119d7d2d73c/dplyr_pandas.ipynb\n", "\n", "We just play the \"R\" code at the same time, instead of keeping it in comments" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "D:\\WinPython\\basedir34\\buildFlavorRfull\\winpython-3.4.3.2.amd64\\tools\\R\n" ] } ], "source": [ "!echo %R_HOME%" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Some prep work to get the data from R and into pandas\n", "%matplotlib inline\n", "#bad tetst : move magic befor module imprort\n", "#%load_ext rpy2.ipython\n", "\n", "import rpy2\n", "%load_ext rpy2.ipython\n", "from rpy2.robjects.conversion import ri2py\n", "from rpy2.ipython.rmagic import ri2ipython\n", "ri2ipython.register(rpy2.robjects.Sexp, ri2py)\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "pd.set_option(\"display.max_rows\", 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Transform this Markdown cell to a Code cell, if ever you need to re-feed a basic R environnement\n", "\n", "%R install.packages(\"tidyr\")\n", "\n", "%R install.packages(\"dplyr\") \n", "\n", "%R install.packages(\"ggplot2\")\n", "\n", "%R install.packages(\"rvest\")\n", "\n", "%R install.packages('RSQLite') \n", "\n", "%R install.packages(\"zoo\") \n", "\n", "%R install.packages(\"forecast\") \n", "\n", "%R install.packages('R.utils')\n", "\n", "%R install.packages(\"nycflights13\")\n", "\n", "%R install.packages('hflights')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Thomas Augspurger part (with comments replaced by true %R code)\n", "This notebook compares [pandas](http://pandas.pydata.org)\n", "and [dplyr](http://cran.r-project.org/web/packages/dplyr/index.html).\n", "The comparison is just on syntax (verbage), not performance. Whether you're an R user looking to switch to pandas (or the other way around), I hope this guide will help ease the transition.\n", "\n", "We'll work through the [introductory dplyr vignette](http://cran.r-project.org/web/packages/dplyr/vignettes/introduction.html) to analyze some flight data.\n", "\n", "I'm working on a better layout to show the two packages side by side.\n", "But for now I'm just putting the ``dplyr`` code in a comment above each python call." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%%R\n", "library(\"dplyr\") # for functions\n", "library(\"nycflights13\")\n", "write.csv(flights, \"flights.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data: nycflights13" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "flights = pd.read_csv(\"flights.csv\", index_col=0)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([336776, 16], dtype=int32)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R dim(flights)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(336776, 16)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# dim(flights) <--- The R code\n", "flights.shape # <--- The python code" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
0201311517283011UAN142281545EWRIAH2271400517
1201311533485020UAN242111714LGAIAH2271416533
...................................................
4201311554-6812-25DLN668DN461LGAATL116762554
5201311554-474012UAN394631696EWRORD150719554
\n", "

6 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "0 2013 1 1 517 2 830 11 UA \n", "1 2013 1 1 533 4 850 20 UA \n", ".. ... ... ... ... ... ... ... ... \n", "4 2013 1 1 554 -6 812 -25 DL \n", "5 2013 1 1 554 -4 740 12 UA \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "0 N14228 1545 EWR IAH 227 1400 5 17 \n", "1 N24211 1714 LGA IAH 227 1416 5 33 \n", ".. ... ... ... ... ... ... ... ... \n", "4 N668DN 461 LGA ATL 116 762 5 54 \n", "5 N39463 1696 EWR ORD 150 719 5 54 \n", "\n", "[6 rows x 16 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R head(flights)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
1201311517283011UAN142281545EWRIAH2271400517
2201311533485020UAN242111714LGAIAH2271416533
3201311542292333AAN619AA1141JFKMIA1601089542
4201311544-11004-18B6N804JB725JFKBQN1831576544
5201311554-6812-25DLN668DN461LGAATL116762554
\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier tailnum \\\n", "1 2013 1 1 517 2 830 11 UA N14228 \n", "2 2013 1 1 533 4 850 20 UA N24211 \n", "3 2013 1 1 542 2 923 33 AA N619AA \n", "4 2013 1 1 544 -1 1004 -18 B6 N804JB \n", "5 2013 1 1 554 -6 812 -25 DL N668DN \n", "\n", " flight origin dest air_time distance hour minute \n", "1 1545 EWR IAH 227 1400 5 17 \n", "2 1714 LGA IAH 227 1416 5 33 \n", "3 1141 JFK MIA 160 1089 5 42 \n", "4 725 JFK BQN 183 1576 5 44 \n", "5 461 LGA ATL 116 762 5 54 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# head(flights)\n", "flights.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Single table verbs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``dplyr`` has a small set of nicely defined verbs. I've listed their closest pandas verbs.\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
dplyrpandas
filter() (and slice())query() (and loc[], iloc[])
arrange()sort()
select() (and rename())\\_\\_getitem\\_\\_ (and rename())
distinct()drop_duplicates()
mutate() (and transmute())None
summarise()None
sample_n() and sample_frac()None
\n", "\n", "\n", "Some of the \"missing\" verbs in pandas are because there are other, different ways of achieving the same goal. For example `summarise` is spread across `mean`, `std`, etc. Others, like `sample_n`, just haven't been implemented yet." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Filter rows with filter(), query()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
0201311517283011UAN142281545EWRIAH2271400517
1201311533485020UAN242111714LGAIAH2271416533
...................................................
840201311-2147483648NaN-2147483648NaNAAN3EVAA1925LGAMIANaN1096NaNNaN
841201311-2147483648NaN-2147483648NaNB6N618JB125JFKFLLNaN1069NaNNaN
\n", "

842 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "0 2013 1 1 517 2 830 11 UA \n", "1 2013 1 1 533 4 850 20 UA \n", ".. ... ... ... ... ... ... ... ... \n", "840 2013 1 1 -2147483648 NaN -2147483648 NaN AA \n", "841 2013 1 1 -2147483648 NaN -2147483648 NaN B6 \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "0 N14228 1545 EWR IAH 227 1400 5 17 \n", "1 N24211 1714 LGA IAH 227 1416 5 33 \n", ".. ... ... ... ... ... ... ... ... \n", "840 N3EVAA 1925 LGA MIA NaN 1096 NaN NaN \n", "841 N618JB 125 JFK FLL NaN 1069 NaN NaN \n", "\n", "[842 rows x 16 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R filter(flights, month == 1, day == 1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
1201311517283011UAN142281545EWRIAH2271400517
2201311533485020UAN242111714LGAIAH2271416533
...................................................
841201311NaNNaNNaNNaNAAN3EVAA1925LGAMIANaN1096NaNNaN
842201311NaNNaNNaNNaNB6N618JB125JFKFLLNaN1069NaNNaN
\n", "

842 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "1 2013 1 1 517 2 830 11 UA \n", "2 2013 1 1 533 4 850 20 UA \n", ".. ... ... ... ... ... ... ... ... \n", "841 2013 1 1 NaN NaN NaN NaN AA \n", "842 2013 1 1 NaN NaN NaN NaN B6 \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "1 N14228 1545 EWR IAH 227 1400 5 17 \n", "2 N24211 1714 LGA IAH 227 1416 5 33 \n", ".. ... ... ... ... ... ... ... ... \n", "841 N3EVAA 1925 LGA MIA NaN 1096 NaN NaN \n", "842 N618JB 125 JFK FLL NaN 1069 NaN NaN \n", "\n", "[842 rows x 16 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# filter(flights, month == 1, day == 1)\n", "flights.query(\"month == 1 & day == 1\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The more verbose version:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
0201311517283011UAN142281545EWRIAH2271400517
1201311533485020UAN242111714LGAIAH2271416533
...................................................
840201311-2147483648NaN-2147483648NaNAAN3EVAA1925LGAMIANaN1096NaNNaN
841201311-2147483648NaN-2147483648NaNB6N618JB125JFKFLLNaN1069NaNNaN
\n", "

842 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "0 2013 1 1 517 2 830 11 UA \n", "1 2013 1 1 533 4 850 20 UA \n", ".. ... ... ... ... ... ... ... ... \n", "840 2013 1 1 -2147483648 NaN -2147483648 NaN AA \n", "841 2013 1 1 -2147483648 NaN -2147483648 NaN B6 \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "0 N14228 1545 EWR IAH 227 1400 5 17 \n", "1 N24211 1714 LGA IAH 227 1416 5 33 \n", ".. ... ... ... ... ... ... ... ... \n", "840 N3EVAA 1925 LGA MIA NaN 1096 NaN NaN \n", "841 N618JB 125 JFK FLL NaN 1069 NaN NaN \n", "\n", "[842 rows x 16 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R flights[flights$month == 1 & flights$day == 1, ]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
1201311517283011UAN142281545EWRIAH2271400517
2201311533485020UAN242111714LGAIAH2271416533
...................................................
841201311NaNNaNNaNNaNAAN3EVAA1925LGAMIANaN1096NaNNaN
842201311NaNNaNNaNNaNB6N618JB125JFKFLLNaN1069NaNNaN
\n", "

842 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "1 2013 1 1 517 2 830 11 UA \n", "2 2013 1 1 533 4 850 20 UA \n", ".. ... ... ... ... ... ... ... ... \n", "841 2013 1 1 NaN NaN NaN NaN AA \n", "842 2013 1 1 NaN NaN NaN NaN B6 \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "1 N14228 1545 EWR IAH 227 1400 5 17 \n", "2 N24211 1714 LGA IAH 227 1416 5 33 \n", ".. ... ... ... ... ... ... ... ... \n", "841 N3EVAA 1925 LGA MIA NaN 1096 NaN NaN \n", "842 N618JB 125 JFK FLL NaN 1069 NaN NaN \n", "\n", "[842 rows x 16 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# flights[flights$month == 1 & flights$day == 1, ]\n", "flights[(flights.month == 1) & (flights.day == 1)]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
0201311517283011UAN142281545EWRIAH2271400517
1201311533485020UAN242111714LGAIAH2271416533
...................................................
8201311557-3838-8B6N593JB79JFKMCO140944557
9201311558-27538AAN3ALAA301LGAORD138733558
\n", "

10 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "0 2013 1 1 517 2 830 11 UA \n", "1 2013 1 1 533 4 850 20 UA \n", ".. ... ... ... ... ... ... ... ... \n", "8 2013 1 1 557 -3 838 -8 B6 \n", "9 2013 1 1 558 -2 753 8 AA \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "0 N14228 1545 EWR IAH 227 1400 5 17 \n", "1 N24211 1714 LGA IAH 227 1416 5 33 \n", ".. ... ... ... ... ... ... ... ... \n", "8 N593JB 79 JFK MCO 140 944 5 57 \n", "9 N3ALAA 301 LGA ORD 138 733 5 58 \n", "\n", "[10 rows x 16 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R slice(flights, 1:10)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
1201311517283011UAN142281545EWRIAH2271400517
2201311533485020UAN242111714LGAIAH2271416533
...................................................
8201311557-3709-14EVN829AS5708LGAIAD53229557
9201311557-3838-8B6N593JB79JFKMCO140944557
\n", "

9 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "1 2013 1 1 517 2 830 11 UA \n", "2 2013 1 1 533 4 850 20 UA \n", ".. ... ... ... ... ... ... ... ... \n", "8 2013 1 1 557 -3 709 -14 EV \n", "9 2013 1 1 557 -3 838 -8 B6 \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "1 N14228 1545 EWR IAH 227 1400 5 17 \n", "2 N24211 1714 LGA IAH 227 1416 5 33 \n", ".. ... ... ... ... ... ... ... ... \n", "8 N829AS 5708 LGA IAD 53 229 5 57 \n", "9 N593JB 79 JFK MCO 140 944 5 57 \n", "\n", "[9 rows x 16 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# slice(flights, 1:10)\n", "flights.iloc[:9]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Arrange rows with arrange(), sort()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
0201311517283011UAN142281545EWRIAH2271400517
1201311533485020UAN242111714LGAIAH2271416533
...................................................
33677420131231-2147483648NaN-2147483648NaNUA219EWRORDNaN719NaNNaN
33677520131231-2147483648NaN-2147483648NaNUA443JFKLAXNaN2475NaNNaN
\n", "

336776 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay \\\n", "0 2013 1 1 517 2 830 11 \n", "1 2013 1 1 533 4 850 20 \n", "... ... ... ... ... ... ... ... \n", "336774 2013 12 31 -2147483648 NaN -2147483648 NaN \n", "336775 2013 12 31 -2147483648 NaN -2147483648 NaN \n", "\n", " carrier tailnum flight origin dest air_time distance hour minute \n", "0 UA N14228 1545 EWR IAH 227 1400 5 17 \n", "1 UA N24211 1714 LGA IAH 227 1416 5 33 \n", "... ... ... ... ... ... ... ... ... ... \n", "336774 UA 219 EWR ORD NaN 719 NaN NaN \n", "336775 UA 443 JFK LAX NaN 2475 NaN NaN \n", "\n", "[336776 rows x 16 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R arrange(flights, year, month, day) " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
1201311517283011UAN142281545EWRIAH2271400517
2201311533485020UAN242111714LGAIAH2271416533
...................................................
11129520131231NaNNaNNaNNaNUANaN219EWRORDNaN719NaNNaN
11129620131231NaNNaNNaNNaNUANaN443JFKLAXNaN2475NaNNaN
\n", "

336776 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "1 2013 1 1 517 2 830 11 UA \n", "2 2013 1 1 533 4 850 20 UA \n", "... ... ... ... ... ... ... ... ... \n", "111295 2013 12 31 NaN NaN NaN NaN UA \n", "111296 2013 12 31 NaN NaN NaN NaN UA \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "1 N14228 1545 EWR IAH 227 1400 5 17 \n", "2 N24211 1714 LGA IAH 227 1416 5 33 \n", "... ... ... ... ... ... ... ... ... \n", "111295 NaN 219 EWR ORD NaN 719 NaN NaN \n", "111296 NaN 443 JFK LAX NaN 2475 NaN NaN \n", "\n", "[336776 rows x 16 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# arrange(flights, year, month, day) \n", "flights.sort(['year', 'month', 'day'])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
0201319641130112421272HAN384HA51JFKHNL6404983641
120136151432113716071127MQN504MQ3535JFKCMH744831432
...................................................
3367742013930-2147483648NaN-2147483648NaNMQN511MQ3572LGACLENaN419NaNNaN
3367752013930-2147483648NaN-2147483648NaNMQN839MQ3531LGARDUNaN431NaNNaN
\n", "

336776 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay \\\n", "0 2013 1 9 641 1301 1242 1272 \n", "1 2013 6 15 1432 1137 1607 1127 \n", "... ... ... ... ... ... ... ... \n", "336774 2013 9 30 -2147483648 NaN -2147483648 NaN \n", "336775 2013 9 30 -2147483648 NaN -2147483648 NaN \n", "\n", " carrier tailnum flight origin dest air_time distance hour minute \n", "0 HA N384HA 51 JFK HNL 640 4983 6 41 \n", "1 MQ N504MQ 3535 JFK CMH 74 483 14 32 \n", "... ... ... ... ... ... ... ... ... ... \n", "336774 MQ N511MQ 3572 LGA CLE NaN 419 NaN NaN \n", "336775 MQ N839MQ 3531 LGA RDU NaN 431 NaN NaN \n", "\n", "[336776 rows x 16 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R arrange(flights, desc(arr_delay))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
7073201319641130112421272HAN384HA51JFKHNL6404983641
23577920136151432113716071127MQN504MQ3535JFKCMH744831432
...................................................
3367752013930NaNNaNNaNNaNMQN511MQ3572LGACLENaN419NaNNaN
3367762013930NaNNaNNaNNaNMQN839MQ3531LGARDUNaN431NaNNaN
\n", "

336776 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "7073 2013 1 9 641 1301 1242 1272 HA \n", "235779 2013 6 15 1432 1137 1607 1127 MQ \n", "... ... ... ... ... ... ... ... ... \n", "336775 2013 9 30 NaN NaN NaN NaN MQ \n", "336776 2013 9 30 NaN NaN NaN NaN MQ \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "7073 N384HA 51 JFK HNL 640 4983 6 41 \n", "235779 N504MQ 3535 JFK CMH 74 483 14 32 \n", "... ... ... ... ... ... ... ... ... \n", "336775 N511MQ 3572 LGA CLE NaN 419 NaN NaN \n", "336776 N839MQ 3531 LGA RDU NaN 431 NaN NaN \n", "\n", "[336776 rows x 16 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# arrange(flights, desc(arr_delay))\n", "flights.sort('arr_delay', ascending=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Select columns with select(), []" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthday
0201311
1201311
............
3367742013930
3367752013930
\n", "

336776 rows × 3 columns

\n", "
" ], "text/plain": [ " year month day\n", "0 2013 1 1\n", "1 2013 1 1\n", "... ... ... ...\n", "336774 2013 9 30\n", "336775 2013 9 30\n", "\n", "[336776 rows x 3 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R select(flights, year, month, day) " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthday
1201311
2201311
............
3367752013930
3367762013930
\n", "

336776 rows × 3 columns

\n", "
" ], "text/plain": [ " year month day\n", "1 2013 1 1\n", "2 2013 1 1\n", "... ... ... ...\n", "336775 2013 9 30\n", "336776 2013 9 30\n", "\n", "[336776 rows x 3 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# select(flights, year, month, day) \n", "flights[['year', 'month', 'day']]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthday
0201311
1201311
............
3367742013930
3367752013930
\n", "

336776 rows × 3 columns

\n", "
" ], "text/plain": [ " year month day\n", "0 2013 1 1\n", "1 2013 1 1\n", "... ... ... ...\n", "336774 2013 9 30\n", "336775 2013 9 30\n", "\n", "[336776 rows x 3 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R select(flights, year:day) " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# select(flights, year:day) \n", "\n", "# No real equivalent here. Although I think this is OK.\n", "# Typically I'll have the columns I want stored in a list\n", "# somewhere, which can be passed right into __getitem__ ([])." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%%R\n", "select(flights, -(year:day)) " ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# select(flights, -(year:day)) \n", "\n", "# Again, simliar story. I would just use\n", "# flights.drop(cols_to_drop, axis=1)\n", "# or fligths[flights.columns.difference(pd.Index(cols_to_drop))]\n", "# point to dplyr!" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
tail_num
0N14228
1N24211
......
336774N511MQ
336775N839MQ
\n", "

336776 rows × 1 columns

\n", "
" ], "text/plain": [ " tail_num\n", "0 N14228\n", "1 N24211\n", "... ...\n", "336774 N511MQ\n", "336775 N839MQ\n", "\n", "[336776 rows x 1 columns]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R select(flights, tail_num = tailnum)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1 N14228\n", "2 N24211\n", " ... \n", "336775 N511MQ\n", "336776 N839MQ\n", "Name: tail_num, dtype: object" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# select(flights, tail_num = tailnum)\n", "flights.rename(columns={'tailnum': 'tail_num'})['tail_num']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But like Hadley mentions, not that useful since it only returns the one column. ``dplyr`` and ``pandas`` compare well here." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertail_numflightorigindestair_timedistancehourminute
0201311517283011UAN142281545EWRIAH2271400517
1201311533485020UAN242111714LGAIAH2271416533
...................................................
3367742013930-2147483648NaN-2147483648NaNMQN511MQ3572LGACLENaN419NaNNaN
3367752013930-2147483648NaN-2147483648NaNMQN839MQ3531LGARDUNaN431NaNNaN
\n", "

336776 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay \\\n", "0 2013 1 1 517 2 830 11 \n", "1 2013 1 1 533 4 850 20 \n", "... ... ... ... ... ... ... ... \n", "336774 2013 9 30 -2147483648 NaN -2147483648 NaN \n", "336775 2013 9 30 -2147483648 NaN -2147483648 NaN \n", "\n", " carrier tail_num flight origin dest air_time distance hour minute \n", "0 UA N14228 1545 EWR IAH 227 1400 5 17 \n", "1 UA N24211 1714 LGA IAH 227 1416 5 33 \n", "... ... ... ... ... ... ... ... ... ... \n", "336774 MQ N511MQ 3572 LGA CLE NaN 419 NaN NaN \n", "336775 MQ N839MQ 3531 LGA RDU NaN 431 NaN NaN \n", "\n", "[336776 rows x 16 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R rename(flights, tail_num = tailnum)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertail_numflightorigindestair_timedistancehourminute
1201311517283011UAN142281545EWRIAH2271400517
2201311533485020UAN242111714LGAIAH2271416533
...................................................
3367752013930NaNNaNNaNNaNMQN511MQ3572LGACLENaN419NaNNaN
3367762013930NaNNaNNaNNaNMQN839MQ3531LGARDUNaN431NaNNaN
\n", "

336776 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "1 2013 1 1 517 2 830 11 UA \n", "2 2013 1 1 533 4 850 20 UA \n", "... ... ... ... ... ... ... ... ... \n", "336775 2013 9 30 NaN NaN NaN NaN MQ \n", "336776 2013 9 30 NaN NaN NaN NaN MQ \n", "\n", " tail_num flight origin dest air_time distance hour minute \n", "1 N14228 1545 EWR IAH 227 1400 5 17 \n", "2 N24211 1714 LGA IAH 227 1416 5 33 \n", "... ... ... ... ... ... ... ... ... \n", "336775 N511MQ 3572 LGA CLE NaN 419 NaN NaN \n", "336776 N839MQ 3531 LGA RDU NaN 431 NaN NaN \n", "\n", "[336776 rows x 16 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# rename(flights, tail_num = tailnum)\n", "flights.rename(columns={'tailnum': 'tail_num'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas is more verbose, but the the argument to `columns` can be any mapping. So it's often used with a function to perform a common task, say `df.rename(columns=lambda x: x.replace('-', '_'))` to replace any dashes with underscores. Also, ``rename`` (the pandas version) can be applied to the Index." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extract distinct (unique) rows " ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
tailnum
0N14228
1N24211
......
4042N785SK
4043N557AS
\n", "

4044 rows × 1 columns

\n", "
" ], "text/plain": [ " tailnum\n", "0 N14228\n", "1 N24211\n", "... ...\n", "4042 N785SK\n", "4043 N557AS\n", "\n", "[4044 rows x 1 columns]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R distinct(select(flights, tailnum))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array(['N14228', 'N24211', 'N619AA', ..., 'N776SK', 'N785SK', 'N557AS'], dtype=object)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# distinct(select(flights, tailnum))\n", "flights.tailnum.unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "FYI this returns a numpy array instead of a Series." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
origindest
0EWRIAH
1LGAIAH
.........
222EWRANC
223EWRLGA
\n", "

224 rows × 2 columns

\n", "
" ], "text/plain": [ " origin dest\n", "0 EWR IAH\n", "1 LGA IAH\n", ".. ... ...\n", "222 EWR ANC\n", "223 EWR LGA\n", "\n", "[224 rows x 2 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R distinct(select(flights, origin, dest))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
origindest
1EWRIAH
2LGAIAH
.........
255456EWRANC
275946EWRLGA
\n", "

224 rows × 2 columns

\n", "
" ], "text/plain": [ " origin dest\n", "1 EWR IAH\n", "2 LGA IAH\n", "... ... ...\n", "255456 EWR ANC\n", "275946 EWR LGA\n", "\n", "[224 rows x 2 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# distinct(select(flights, origin, dest))\n", "flights[['origin', 'dest']].drop_duplicates()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, so ``dplyr`` wins there from a consistency point of view. ``unique`` is only defined on Series, not DataFrames. The original intention for `drop_duplicates` is to check for records that were accidentally included twice. This feels a bit hacky using it to select the distinct combinations, but it works!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Add new columns with mutate() " ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminutegainspeed
0201311517283011UAN142281545EWRIAH22714005179370.044053
1201311533485020UAN242111714LGAIAH227141653316374.273128
.........................................................
3367742013930-2147483648NaN-2147483648NaNMQN511MQ3572LGACLENaN419NaNNaNNaNNaN
3367752013930-2147483648NaN-2147483648NaNMQN839MQ3531LGARDUNaN431NaNNaNNaNNaN
\n", "

336776 rows × 18 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay \\\n", "0 2013 1 1 517 2 830 11 \n", "1 2013 1 1 533 4 850 20 \n", "... ... ... ... ... ... ... ... \n", "336774 2013 9 30 -2147483648 NaN -2147483648 NaN \n", "336775 2013 9 30 -2147483648 NaN -2147483648 NaN \n", "\n", " carrier tailnum flight origin dest air_time distance hour minute \\\n", "0 UA N14228 1545 EWR IAH 227 1400 5 17 \n", "1 UA N24211 1714 LGA IAH 227 1416 5 33 \n", "... ... ... ... ... ... ... ... ... ... \n", "336774 MQ N511MQ 3572 LGA CLE NaN 419 NaN NaN \n", "336775 MQ N839MQ 3531 LGA RDU NaN 431 NaN NaN \n", "\n", " gain speed \n", "0 9 370.044053 \n", "1 16 374.273128 \n", "... ... ... \n", "336774 NaN NaN \n", "336775 NaN NaN \n", "\n", "[336776 rows x 18 columns]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R mutate(flights, gain = arr_delay - dep_delay, speed = distance / air_time * 60)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminutegainspeed
1201311517283011UAN142281545EWRIAH22714005179370.044053
2201311533485020UAN242111714LGAIAH227141653316374.273128
.........................................................
3367752013930NaNNaNNaNNaNMQN511MQ3572LGACLENaN419NaNNaNNaNNaN
3367762013930NaNNaNNaNNaNMQN839MQ3531LGARDUNaN431NaNNaNNaNNaN
\n", "

336776 rows × 18 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "1 2013 1 1 517 2 830 11 UA \n", "2 2013 1 1 533 4 850 20 UA \n", "... ... ... ... ... ... ... ... ... \n", "336775 2013 9 30 NaN NaN NaN NaN MQ \n", "336776 2013 9 30 NaN NaN NaN NaN MQ \n", "\n", " tailnum flight origin dest air_time distance hour minute gain \\\n", "1 N14228 1545 EWR IAH 227 1400 5 17 9 \n", "2 N24211 1714 LGA IAH 227 1416 5 33 16 \n", "... ... ... ... ... ... ... ... ... ... \n", "336775 N511MQ 3572 LGA CLE NaN 419 NaN NaN NaN \n", "336776 N839MQ 3531 LGA RDU NaN 431 NaN NaN NaN \n", "\n", " speed \n", "1 370.044053 \n", "2 374.273128 \n", "... ... \n", "336775 NaN \n", "336776 NaN \n", "\n", "[336776 rows x 18 columns]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# mutate(flights,\n", "# gain = arr_delay - dep_delay,\n", "# speed = distance / air_time * 60)\n", "\n", "#before pandas 0.16.0\n", "# flights['gain'] = flights.arr_delay - flights.dep_delay\n", "# flights['speed'] = flights.distance / flights.air_time * 60\n", "# flights\n", "flights.assign(gain=flights.arr_delay - flights.dep_delay,\n", " speed=flights.distance / flights.air_time * 60)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminutegaingain_per_hour
0201311517283011UAN142281545EWRIAH227140051792.378855
1201311533485020UAN242111714LGAIAH2271416533164.229075
.........................................................
3367742013930-2147483648NaN-2147483648NaNMQN511MQ3572LGACLENaN419NaNNaNNaNNaN
3367752013930-2147483648NaN-2147483648NaNMQN839MQ3531LGARDUNaN431NaNNaNNaNNaN
\n", "

336776 rows × 18 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay \\\n", "0 2013 1 1 517 2 830 11 \n", "1 2013 1 1 533 4 850 20 \n", "... ... ... ... ... ... ... ... \n", "336774 2013 9 30 -2147483648 NaN -2147483648 NaN \n", "336775 2013 9 30 -2147483648 NaN -2147483648 NaN \n", "\n", " carrier tailnum flight origin dest air_time distance hour minute \\\n", "0 UA N14228 1545 EWR IAH 227 1400 5 17 \n", "1 UA N24211 1714 LGA IAH 227 1416 5 33 \n", "... ... ... ... ... ... ... ... ... ... \n", "336774 MQ N511MQ 3572 LGA CLE NaN 419 NaN NaN \n", "336775 MQ N839MQ 3531 LGA RDU NaN 431 NaN NaN \n", "\n", " gain gain_per_hour \n", "0 9 2.378855 \n", "1 16 4.229075 \n", "... ... ... \n", "336774 NaN NaN \n", "336775 NaN NaN \n", "\n", "[336776 rows x 18 columns]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R mutate(flights, gain = arr_delay - dep_delay, gain_per_hour = gain / (air_time / 60) )\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminutegaingain_per_hour
1201311517283011UAN142281545EWRIAH227140051792.378855
2201311533485020UAN242111714LGAIAH2271416533164.229075
.........................................................
3367752013930NaNNaNNaNNaNMQN511MQ3572LGACLENaN419NaNNaNNaNNaN
3367762013930NaNNaNNaNNaNMQN839MQ3531LGARDUNaN431NaNNaNNaNNaN
\n", "

336776 rows × 18 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "1 2013 1 1 517 2 830 11 UA \n", "2 2013 1 1 533 4 850 20 UA \n", "... ... ... ... ... ... ... ... ... \n", "336775 2013 9 30 NaN NaN NaN NaN MQ \n", "336776 2013 9 30 NaN NaN NaN NaN MQ \n", "\n", " tailnum flight origin dest air_time distance hour minute gain \\\n", "1 N14228 1545 EWR IAH 227 1400 5 17 9 \n", "2 N24211 1714 LGA IAH 227 1416 5 33 16 \n", "... ... ... ... ... ... ... ... ... ... \n", "336775 N511MQ 3572 LGA CLE NaN 419 NaN NaN NaN \n", "336776 N839MQ 3531 LGA RDU NaN 431 NaN NaN NaN \n", "\n", " gain_per_hour \n", "1 2.378855 \n", "2 4.229075 \n", "... ... \n", "336775 NaN \n", "336776 NaN \n", "\n", "[336776 rows x 18 columns]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# mutate(flights,\n", "# gain = arr_delay - dep_delay,\n", "# gain_per_hour = gain / (air_time / 60)\n", "# )\n", "\n", "#before pandas 0.16.0\n", "# flights['gain'] = flights.arr_delay - flights.dep_delay\n", "# flights['gain_per_hour'] = flights.gain / (flights.air_time / 60)\n", "# flights\n", "(flights.assign(gain=flights.arr_delay - flights.dep_delay)\n", " .assign(gain_per_hour = lambda df: df.gain / (df.air_time / 60)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first example is pretty much identical (aside from the names, mutate vs. assign).\n", "\n", "The second example just comes down to language differences. In R, it's possible to implement a function like mutate where you can refer to gain in the line calcuating gain_per_hour, even though gain hasn't actually been calcuated yet.\n", "\n", "In Python, you can have arbitrary keyword arguments to functions (which we needed for .assign), but the order of the argumnets is arbitrary. So you can't have something like df.assign(x=df.a / df.b, y=x **2), because you don't know whether x or y will come first (you'd also get an error saying x is undefined.\n", "\n", "To work around that with pandas, you'll need to split up the assigns, and pass in a callable to the second assign. The callable looks at itself to find a column named gain. Since the line above returns a DataFrame with the gain column added, the pipeline goes through just fine.\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
gaingain_per_hour
092.378855
1164.229075
.........
336774NaNNaN
336775NaNNaN
\n", "

336776 rows × 2 columns

\n", "
" ], "text/plain": [ " gain gain_per_hour\n", "0 9 2.378855\n", "1 16 4.229075\n", "... ... ...\n", "336774 NaN NaN\n", "336775 NaN NaN\n", "\n", "[336776 rows x 2 columns]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R transmute(flights, gain = arr_delay - dep_delay, gain_per_hour = gain / (air_time / 60) )" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
gaingain_per_hour
192.378855
2164.229075
.........
336775NaNNaN
336776NaNNaN
\n", "

336776 rows × 2 columns

\n", "
" ], "text/plain": [ " gain gain_per_hour\n", "1 9 2.378855\n", "2 16 4.229075\n", "... ... ...\n", "336775 NaN NaN\n", "336776 NaN NaN\n", "\n", "[336776 rows x 2 columns]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# transmute(flights,\n", "# gain = arr_delay - dep_delay,\n", "# gain_per_hour = gain / (air_time / 60)\n", "# )\n", "\n", "#before pandas 0.16.0\n", "# flights['gain'] = flights.arr_delay - flights.dep_delay\n", "# flights['gain_per_hour'] = flights.gain / (flights.air_time / 60)\n", "# flights[['gain', 'gain_per_hour']]\n", "(flights.assign(gain=flights.arr_delay - flights.dep_delay)\n", " .assign(gain_per_hour = lambda df: df.gain / (df.air_time / 60))\n", " [['gain', 'gain_per_hour']])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summarise values with summarise()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "12.639070257304708" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flights.dep_delay.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Randomly sample rows with sample_n() and sample_frac()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's an open PR on [Github](https://github.com/pydata/pandas/pull/7274) to make this nicer (closer to ``dplyr``). For now you can drop down to numpy." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
020131214193939233378AAN339AA21JFKLAX32324751939
120131161954-62221-18DLN964DL1147LGAATL1137621954
...................................................
82013491855-421283FLN981AT645LGAATL1057621855
92013711931112129-29UAN364721667EWRLAS27122271931
\n", "

10 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "0 2013 12 14 1939 39 2333 78 AA \n", "1 2013 11 6 1954 -6 2221 -18 DL \n", ".. ... ... ... ... ... ... ... ... \n", "8 2013 4 9 1855 -4 2128 3 FL \n", "9 2013 7 1 1931 11 2129 -29 UA \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "0 N339AA 21 JFK LAX 323 2475 19 39 \n", "1 N964DL 1147 LGA ATL 113 762 19 54 \n", ".. ... ... ... ... ... ... ... ... \n", "8 N981AT 645 LGA ATL 105 762 18 55 \n", "9 N36472 1667 EWR LAS 271 2227 19 31 \n", "\n", "[10 rows x 16 columns]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R sample_n(flights, 10)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
116699201327921-71033-17B6N649JB4JFKBUF51301921
105486201312251205-115160B6N661JB1129JFKRSW1691074125
...................................................
15619620133221037512132EVN229714662EWRRDU724161037
288597201389NaNNaNNaNNaNMQN735MQ3493LGACLENaN419NaNNaN
\n", "

10 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "116699 2013 2 7 921 -7 1033 -17 B6 \n", "105486 2013 12 25 1205 -1 1516 0 B6 \n", "... ... ... ... ... ... ... ... ... \n", "156196 2013 3 22 1037 5 1213 2 EV \n", "288597 2013 8 9 NaN NaN NaN NaN MQ \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "116699 N649JB 4 JFK BUF 51 301 9 21 \n", "105486 N661JB 1129 JFK RSW 169 1074 12 5 \n", "... ... ... ... ... ... ... ... ... \n", "156196 N22971 4662 EWR RDU 72 416 10 37 \n", "288597 N735MQ 3493 LGA CLE NaN 419 NaN NaN \n", "\n", "[10 rows x 16 columns]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# sample_n(flights, 10)\n", "flights.loc[np.random.choice(flights.index, 10)]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
020136610444414416HAN384HA51JFKHNL58049831044
120131241110-41259-16DLN338NB1031LGADTW795021110
...................................................
33662013319210731516UAN847UA852EWRIAH2131400217
33672013419163328192230DLN3736C539JFKDEN22016261633
\n", "

3368 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "0 2013 6 6 1044 44 1441 6 HA \n", "1 2013 1 24 1110 -4 1259 -16 DL \n", "... ... ... ... ... ... ... ... ... \n", "3366 2013 3 19 2107 3 15 16 UA \n", "3367 2013 4 19 1633 28 1922 30 DL \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "0 N384HA 51 JFK HNL 580 4983 10 44 \n", "1 N338NB 1031 LGA DTW 79 502 11 10 \n", "... ... ... ... ... ... ... ... ... \n", "3366 N847UA 852 EWR IAH 213 1400 21 7 \n", "3367 N3736C 539 JFK DEN 220 1626 16 33 \n", "\n", "[3368 rows x 16 columns]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R sample_frac(flights, 0.01)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdaydep_timedep_delayarr_timearr_delaycarriertailnumflightorigindestair_timedistancehourminute
21047620135191312107143590AAN438AA327LGAORD1087331312
6818720131114951-91058-15USN953UW2142LGABOS39184951
...................................................
8844720131261242-31447-2DLN943DL1131LGADTW855021242
878562013125213636225415EVN717EV5451LGARIC532922136
\n", "

33677 rows × 16 columns

\n", "
" ], "text/plain": [ " year month day dep_time dep_delay arr_time arr_delay carrier \\\n", "210476 2013 5 19 1312 107 1435 90 AA \n", "68187 2013 11 14 951 -9 1058 -15 US \n", "... ... ... ... ... ... ... ... ... \n", "88447 2013 12 6 1242 -3 1447 -2 DL \n", "87856 2013 12 5 2136 36 2254 15 EV \n", "\n", " tailnum flight origin dest air_time distance hour minute \n", "210476 N438AA 327 LGA ORD 108 733 13 12 \n", "68187 N953UW 2142 LGA BOS 39 184 9 51 \n", "... ... ... ... ... ... ... ... ... \n", "88447 N943DL 1131 LGA DTW 85 502 12 42 \n", "87856 N717EV 5451 LGA RIC 53 292 21 36 \n", "\n", "[33677 rows x 16 columns]" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# sample_frac(flights, 0.01)\n", "flights.iloc[np.random.randint(0, len(flights),\n", " .1 * len(flights))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Grouped operations " ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
tailnumcountdistdelay
02512710.257564NaN
1N0EGMQ371676.1886799.982955
...............
2960N999DN61895.45901614.311475
2961N9EAMQ248674.6653239.235294
\n", "

2962 rows × 4 columns

\n", "
" ], "text/plain": [ " tailnum count dist delay\n", "0 2512 710.257564 NaN\n", "1 N0EGMQ 371 676.188679 9.982955\n", "... ... ... ... ...\n", "2960 N999DN 61 895.459016 14.311475\n", "2961 N9EAMQ 248 674.665323 9.235294\n", "\n", "[2962 rows x 4 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R planes <- group_by(flights, tailnum)\n", "%R delay <- summarise(planes, count = n(),dist = mean(distance, na.rm = TRUE), delay = mean(arr_delay, na.rm = TRUE))\n", "%R delay <- filter(delay, count > 20, dist < 2000)\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
distdelaycount
tailnum
N0EGMQ676.1886799.982955371
N10156757.94771212.717241153
............
N999DN895.45901614.31147561
N9EAMQ674.6653239.235294248
\n", "

2961 rows × 3 columns

\n", "
" ], "text/plain": [ " dist delay count\n", "tailnum \n", "N0EGMQ 676.188679 9.982955 371\n", "N10156 757.947712 12.717241 153\n", "... ... ... ...\n", "N999DN 895.459016 14.311475 61\n", "N9EAMQ 674.665323 9.235294 248\n", "\n", "[2961 rows x 3 columns]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# planes <- group_by(flights, tailnum)\n", "# delay <- summarise(planes,\n", "# count = n(),\n", "# dist = mean(distance, na.rm = TRUE),\n", "# delay = mean(arr_delay, na.rm = TRUE))\n", "# delay <- filter(delay, count > 20, dist < 2000)\n", "\n", "planes = flights.groupby(\"tailnum\")\n", "delay = (planes.agg({\"year\": \"count\",\n", " \"distance\": \"mean\",\n", " \"arr_delay\": \"mean\"})\n", " .rename(columns={\"distance\": \"dist\",\n", " \"arr_delay\": \"delay\",\n", " \"year\": \"count\"})\n", " .query(\"count > 20 & dist < 2000\"))\n", "delay" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For me, dplyr's ``n()`` looked is a bit starge at first, but it's already growing on me.\n", "\n", "I think pandas is more difficult for this particular example.\n", "There isn't as natural a way to mix column-agnostic aggregations (like ``count``) with column-specific aggregations like the other two. You end up writing could like `.agg{'year': 'count'}` which reads, \"I want the count of `year`\", even though you don't care about `year` specifically.\n", "Additionally assigning names can't be done as cleanly in pandas; you have to just follow it up with a ``rename`` like before." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may as well reproduce the graph. It looks like ggplots geom_smooth is some kind of lowess smoother. We can either us seaborn:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAtwAAAF8CAYAAAD8XWwaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VPedL/739BmNulAvqMEghKiiGYOpAmyKMdgYg0vi\n", "2GvHsZPN5v7u3ezebPbJvc/us8neOGsnm2w2ce9gY2PAVIMwmCK62qDey6hN0fSZ8/tjxBghIQlp\n", "RiOh9+t5/Fgzc+acj6Qj5nO+5/P9fEWCIICIiIiIiPxDHOgAiIiIiIjuZUy4iYiIiIj8iAk3ERER\n", "EZEfMeEmIiIiIvIjJtxERERERH7EhJuIiIiIyI+kgQ5gOJxOl9DZaQ50GDTGREQEgecF3Y7nBfWH\n", "5wX1h+cF9Sc6OkQ00n2MyxFuqVQS6BBoDOJ5Qf3heUH94XlB/eF5Qf4yLhNuIiIiIqLxggk3ERER\n", "EZEfMeEmIiIiIvIjJtxERERERH7EhJuIiIiIyI+YcBMRERER+RETbiIiIiIiP2LCTURERETkR0y4\n", "iYiIiIj8iAk3EREREZEfMeEmIiIiIvIjJtxERERERH7EhJuIiIiIyI+YcBMRERER+RETbiIiIiIi\n", "P2LCTURERETkR0y4iYiIiIj8iAk3EREREZEfMeEmIiIiIvIjJtxERERERH7EhJuIiIiIyI+YcBMR\n", "ERER+RETbiIiIiIiP2LCTURERETkR0y4iYiIiIj8iAk3EREREZEfMeEmIiIiIvIjaSAOqtFo/h7A\n", "RgByAH8AkA/gTQBuAIUAXtJqtUIgYiMiIiIi8qVRH+HWaDTLASzWarX3AXgAQDKAfwfwc61WuwyA\n", "CMDm0Y6LiIiIiMgfAlFSkgfgukaj2QtgH4AvAczTarX5Pa8fBLA6AHEREREREflcIEpKouEZ1d4A\n", "IB2epFt0y+smAGEBiIuIiIiIyOcCkXC3ASjRarVOADc0Go0VQOItr4cA6BpsJ9HRIX4Kj8YznhfU\n", "H54X1B+eF9QfnhfkD4FIuL8B8GMA/0+j0SQACAJwTKPRPKDVak8CWA/g2GA70emM/o2Sxp3o6BCe\n", "F9QHzwvqD88L6g/PC+qPLy7CRj3h1mq1+zUazTKNRnMenhryHwKoBvBnjUYjB1AMYPdox0VERDQa\n", "SktLYDAYsGDBwkCHQkSjJCBtAbVa7f/s5+nlox0HERHRaMvP/xp6vR45OTOhUqkCHQ4RjYKAJNxE\n", "REQT1caND8Ns7mayTTSBMOEmIiIaRfHxCYEOgYhGGZd2JyIiIiLyIybcRERERER+xISbiIiIiMiP\n", "mHATEREREfkRE24iIiIiIj9iwk1ERERE5EdMuImIiIiI/IgJNxERERGRHzHhJiIiIiLyIybcRERE\n", "RER+xISbiIiIiMiPmHATEREREfkRE24iIiIiIj9iwk1ERERE5EdMuImIiIiI/IgJNxERERGRHzHh\n", "JiIiIiLyIybcRERERER+xISbiIiIiMiPmHATEREREfkRE24iIiIiIj9iwk1ERERE5EdMuImIiIiI\n", "/IgJN407ZrMZDocj0GEQERERDQkTbhp3PvjgHRw/fjTQYRARERENiTTQARDdrby89VCr1YEOg4iI\n", "iGhImHDTuJOcnBLoEIiIiIiGjCUlRERERER+xISbiIiIiMiPmHATEREREfkRE24iIiIiIj9iwk1E\n", "RERE5EdMuImIiIiI/IgJNxERERGRHzHhJvITQRBgtVoDHQYREREFGBNuIj85d+5bvP76q2hpaQl0\n", "KERERBRATLiJ/CQmJgYpKZO5DD0REdEEx6XdifwkPT0T6emZgQ6DiIiIAowj3EREREREfsSEm4iI\n", "iIjIj5hwExERERH5ERNuIiIiIiI/YsJNRERERORHTLiJiIiIiPyICTcRERERkR8x4SbyM6fTGegQ\n", "iIiIKICYcBP50bVrV/Dqq79BfX1doEMhIiKiAGHCTeRHwcHBmDQpGkqlKtChEBERUYBwaXciP+Ly\n", "7kRERMQRbiIiIiIiP2LCTURERETkR0y4iYiIiIj8iAk3EREREZEfMeEmIiIiIvIjJtxERERERH7E\n", "hJuIiIiIyI+YcBPdw5xOJ1pbWwMdBhER0YQWsIVvNBpNDICLAFYBcAN4s+f/hQBe0mq1QqBiI7pX\n", "lJaW4OjRQ/jJT34W6FCIiIgmrICMcGs0GhmAPwHoBiAC8P8A/Fyr1S7rebw5EHER3Wuys2fgBz/4\n", "m0CHQURENKEFqqTk1wD+E0BTz+O5Wq02v+frgwBWByQqonuMSCRCcHBIoMMg8htBEFBUVAi73R7o\n", "UIiI7mjUE26NRvMMAJ1Wqz3c85So57+bTADCRjsuIiIafzo7O3DgwD7U1dUEOhQiojsSCcLolkpr\n", "NJqTAISe/2YDuAFgjlarlfe8vhnAaq1W+/IAu2F9NxERAQCMRiNCQngnh4j8RjT4JgMb9UmTWq32\n", "gZtfazSarwG8AODXGo3mAa1WexLAegDHBtuPTmf0X5A0LkVHh/C8oD54XkwMVuvd/Y55XlB/eF5Q\n", "f6KjR35BH7AuJbcQAPwdgD9rNBo5gGIAuwMbEhERERGRbwQ04dZqtStuebg8UHEQEREREfkLF76h\n", "caOysgIOh+OOr1ssFnz77WmYTLwdSERERGMHE24as2w2G/761z9j//59sFgs+Oyz3QN2IigqKsKp\n", "Uydx/fq1UYySiIiIaGBjoYabqF8OhwMGgx5yuRwqlQo//OErUKlUd9x+5syZ6OzshkaTNYpREhER\n", "EQ2MCTeNWcHBwfibv3kJUqnnNB0o2QYAuVyO2bPnjkZoREREREPGkhIa01QqFWQyWaDDGNS5c2dx\n", "44Y20GEQ0Thw4sRxfP75p3A6nYEOhYhGCRNuIh8oLi5EdXWlT/fpdrt9uj8iGhuuXbsKrbaUE7yJ\n", "JhCWlBD5wDPPPAuRaMQLUXm5XC786U9/QGpqGh58cIPP9ktEgbd9+xOwWMwID48IdChENEqYcBP5\n", "gC+TbQAQi8VISkpCTEyMT/dLRIEXGxsb6BCIaJQx4SYag0QiETZt2hLoMALKZrNBoVAEOgwiIqIR\n", "Yw03+UxrayvOnj3DiUA0YpWVFXjttd+ira0t0KEQERGNGBNu8plz584gP/8Eqqp8O3mQJp74+AQs\n", "W7YC4eHhgQ6FiIhoxFhSQj5z331LERsbj7S09ECHMiYUFxehu9sIs9mC3NwFUKvVgQ4pYIqLi5CQ\n", "kDDkSWIqlQoLFiz0c1RERESjgwk3+UxUVBSioqICHcaY4HQ68eWXn6O1tQWRkVGIjY3DtGkTdwXM\n", "06fzsXDhYnZlGKbOzg4EB4eMi570RETUFxNuIj+QSqVYtWoNXC43kpKSEB+fEOiQAuq5514MdAjj\n", "ltvtxhtv/DcWLlyMJUuWBjocIiIaBibcRH4yb978QIdA9wCxWIyHH96KmBi2krtXnDz5NXS6Vmzb\n", "tj3QoRDRKGHCTUQ0xqWnZwQ6BPIhs9mM7u7uQIdBRKOICTcREdEoWr/+oUCHQESjjG0BiYaBI1SB\n", "IwgCGhrqIQhCoEMhIiIaEibcNO7k559Afv6JgMbw/vtv4+233xjxfpqaGmEw6H0Q0cTR2NiA9957\n", "G/X1dYEOhYiIaEiYcNO409amQ3t7YFcgzM7OwYwZOSPezyeffIT8/JM+iOjeUF9fh9deexUtLS13\n", "3CYhIRE7duxCUlLyKEZGREQ0fKzhpl7cbjfE4rF9HfbII48GOgQsXrzEJ/vZvn3HhF4Q53ZqtRrJ\n", "yckIClLdcRuRSITk5JRRjIqIiGhkxnZmRaOqubkJv/3tr3H9+tVAhzJhxMbGITg4JNBhjBkREZF4\n", "+OGtCAkJ7fW8IAhobm4KUFREREQjw4SbvFQqFeLjExAaGhboUIbk7Nkz+PDD9wIdBo2ChoZ6vP32\n", "G2hvbw90KERERHeNJSXkFRYWjieeeDLQYQxZSspkjg5PEImJSXj66e8jKioq0KEQERHdNY5w07iV\n", "kJDok4mLY9W1a1fwl7/8CVarNdChBJxIJEJsbFygw+ijsbEBJpMp0GEQEdEYx4SbaJRUVpbjnXfe\n", "hM1mG9L2crkCanXwmJ/EOtY5HA4UFRXC4XD4fN/79u3FlSuXfL5fIiK6t7CkhGiUyGRyqNXqISfQ\n", "06ZlYdq0rH5fEwQBIpHIl+Hdsy5duoT9+7+A1boG8+bN9+m+n3zye1AoFD7dJ9FoEAQBFosFQUFB\n", "gQ6FaEJgwk33nI6OdkilUr9O/hQEAUeOfIXk5MnIypo+pPckJ6f4pJ1daWkJvvpqP8RiCTZtehip\n", "qWkj3ue9LDs7G42NbZg2bWi/p7vBZIXGqzNnvsHZs2fw3HMvjJuJ8kTjGRNuGjKdToeIiAhIpWPz\n", "tHE4HPjkkw9RVVUJkUiEnJxZWLt2vV9Ggp1OJ0pLS+F2C0NOuH3l6NHDsNvtAIATJ47jmWeeHdXj\n", "jzfBwcG4//5lgQ6DhqipqRH5+Sfw8MNbeffAj1JT02CxmBEUxHUAiEYDi0NpSJqaGvHGG3/GiRPH\n", "Ah3KHV25cgVVVZUAPCPQ165dQU1Ntc/2X1pagsOHDwIAZDIZXnjhJeTlrfPZ/odKqfwuCbmXEhK9\n", "vgsffvgeLBYLAOCPf3wdv/rVPwU4KhptIpEIUqmUJVN+lpiYhNWr147ZARSiew0TbhqS8PAIZGVl\n", "Iz09M9Ch3FFnZ2ef57q6+j43XFarBUaj0ftYLpcHZELjxo0PIyVlMtLTM7Bu3YMDbut2u336M/An\n", "qVSGSZMmQSKRAADa2tqg0+n63fbSpQK89tqr7OByD4qLi8fWrY9BLpcHOhQiIp8RCYIQ6BiGQ9Dp\n", "jINvRROKxdKJ11//I26e01KpFD/4wd8EvD7R7Xbj448/QHZ2DnJyZo7qsQsLr+Po0UP4yU9+NqrH\n", "9QW32w1BELwJ+K3q6mpRVFSINWvW9vv6raKjQ8B/L+h2PC+oPzwvqD/R0SEjvuXGe0l0z0hJScHm\n", "zY/g0qUCyGQyLFiwKODJ9k0ymWzQxNAfsrKmIyEhYdSP6wsD3T3w1QTUscBg0EMQBISFhQc6FCIi\n", "8hMm3HRPmTpVg6lTNYEOoxexWIytWx8LyLElEgkiI7k641iWn38STqcDDz+8NdChEBGRnzDhJp8y\n", "GPT46KP3kZqahjVrRn9CIQDY7XZcv34VDocTWVlZozZyaLPZcOrUCcycOQcxMTEj2pfJZEJbmw6T\n", "J6dy8tg9LhATb4mIaHQx4SafMpvN6OrqQktLy6ge98YNLY4dK4fV6kZtbQ2MRgMA4MKFc3jqqWdG\n", "JenW6/W4fPkSIiIiR5xwf/jhu+jo6MDy5auwYMFCH0V472ltbUVISAhUKlWgQxk2Tg4cf7jwFBHd\n", "LXYpoRFzu93er+Pi4vG97z03qiUUJSXF2Lt3D0pLS3H27GkcPXrIu3y6xWJGSUnJqMQRExODF198\n", "GXPn5o54XxKJ51pYKh39uu/xwm634+23/4pjx474bJ/d3d0+bSVJ957Dhw/iD394zdsLn4hoKDjC\n", "TSNSV1eLTz75EBkZmdi8+REAwKRJk0Y1hmvXrni/FoslcDqdaG9vQ0JCIgBALpeNWizBwcE+2c+O\n", "HbvQ1dWJuLh4n+zvXiSXy5GXtw6xsXE+2+e5c2dQUHABL7/8t+Nm1NzpdMJut3PVy1Fy8w5WICZB\n", "E9H4xYSbRkSv1/ckuO0j2o/b7Ybb7R7WIgy3vketViM+PsHb4SIhIRE5ObNGFFsgKJVKJtsDcLlc\n", "6OzsxMyZs3263wULFiMtLWPcJNsAkJ9/AjdulOKFF34U6FAmhPnzF2L+fJZ5EdHdYcJNIzJjRg7U\n", "avWIR7WPHz+CtrY2PP74zrt+7/z5C1FdXeV9PGfOXDz44CZIJGLExsZxJOoedPFiAU6ePI7nn3/R\n", "p/X5wcHBPrtLMVrmzJmLtLT0QIdBREQDYMJNI+aLD/u5c3O9ddd3KyVlMp566vtobq6GxeLGjBk5\n", "Y/b2ektLC2JiYjjhaoSmT58OhUI+ZvqsB1JERCQiIiIDHQYREQ2ACTeNCSPtFR0dHY3p09NHfYUw\n", "vb4LSqUKCoVi0G3Lym7gs892Y926BwcshbBYLGhoqEdcXBzU6mAYDHqo1cHDKre5VwUHh2DWrDmB\n", "DoOIiGhI+AlONAJvvvkXZGZOxUMPbRxwu6amRkRFRSE3dz4mT06943ZOpxPvvfcWOjo6oFAoER4e\n", "hpaWFoSEhGLHjp0ID4/w8XcwPn399TGoVEFYtGixX/Z//PgRxMUlYPr0bL/sn4iIJha2BaR7QldX\n", "Z6/2hINxuVw4e/YMvvrqAMrKbgz7uOvWPTToBCqLxYJ3330L169fw8qVawasOTYaDejo6AAANDc3\n", "Qqst9T5/5crlYcc53rS3t+O1115FY2NDn9ccDgcuXSrAxYsXfH5cu92O06dP4eLFAlRWVvh8/2Pd\n", "1auXUVJSHOgw7nmnTp3Evn177+rfLCIa3zjCTeNeS0sz3n77DWzYsA5ZWUMrMzhw4EuUlBQB8LQV\n", "3Lz5EWg00+762DKZDOHhA0/aU6lU2LJlG+LiBm9fFx4egfT0DFRWViAhIQnd3Sbva8OZzGe1WtHW\n", "pkNSUvJdvzeQgoKCkJWVhdDQ0D6vyWQy7Nr1NKTSobd7fPfdt5CenoH77rt/wO3q62tx+vQp3H//\n", "Mixc6J/R87FKEAQcO3YEarUaWVnTAx3OPa28vAxdXZ1wOBxDKkcjovGPCTcFhNFowKVLF5GbuwBq\n", "tXpY+7DZbDhy5BDq6mpgsZiRmJg45PeWlWl7PS4vL7vrhLu1tRW7d3+E1avzBl3sJjNzSq/HBQXn\n", "ce3aVaSkpGDVqjzvJEqRSIStWx9Dd7cJQUFqFBUVori4EHFx8cNaUOejj97HF198hhUrVmLnzqfH\n", "zeQ6lUrV6+dyu9t7b7vdbm8ryP7k5i5ARMTg5ThpaRl47LEdSEpKnnDdbUQiER5/fOddXcjQ8Gzf\n", "/gScTibbRBMJS0ooIMrKbuDcuW9RVVU57H0cP34UxcWFMBqNUCpVOHfuHABPycFgbh857W8kdTAx\n", "MTHYuvVRzJgx867e19XViePHj6KtTYdLly6ivLys1+vFxUU4cuQQzp37FjNm5GD79ifwwAMrBkwo\n", "76Sjox2pqWno7jb7pQTDX27c0OLVV38Dg0E/6LYmkxG/+92/o7Dw+h23mTYta0gL5IhEIqSmpo2J\n", "CaoOhwNVVZXD7t4zHAkJiYiJiRm1401UQUFB7LBDNMEE/lOFJqRZs+YgPDwCqalpw95Hc3NTr8eN\n", "jY2oqqrE7t0f4eGHt8JoNKCw8DoUCgVWrFjdK5HYuPFhfP75p9Dr9UhPzxh2+UBGxpTBN7qNVCqF\n", "WCz21m8aDAYUFJzHvHnz0dBQj/37vwDguSiRyWTIzV0wrNgAID4+wXsBMp4mXMbExGDOnHkIChr8\n", "7odSqcKsWXPuuYWC9u3bi/LyMiQnp2DHjl2BDoeIiEaACTeNWFdXJ5qbmzFtWtaQ3yORSJCenjHk\n", "7d1uN65duwKNJsu7CmBsbBx0ulbvNgqFAhaLBZMnp6K9vQ35+Se8r+3e/RFWrVoFg8GIxMQkJCQk\n", "4vnnfwhBEEa9J3ZwcAg2bdqCwsJrSE5OQXe3CefPn8X06TPQ2dnZa9vOzo4RHWvTpi24cuUSgoOD\n", "x9WKm+HhEVi+fOWQtpVKpVi5cvWg27W0tCAqKmpMjF4PprW1Fe3tbQAAs7k7wNEQEdFIjf1PHgKA\n", "gCSGQ3XkyCFUVVUiODjYb5Pz9PouHDlyCCpVkLfWetWqNXC5XKipqUJFRTlkMhFqaz9HbGwcOjo6\n", "0NbWBkFwIzIyCiUlRWhtbUFQUBBEIhE2bNiMrKzpAfuZTp2qwdSpGgCejimzZs2GyWTCpEnRCA0N\n", "hcFggEwmQ3Z2zoiOExQUNOhEwYmgtrYGH374HhYsWORN5Mfy39SxY4cRHR2DnJzZmDJlaqDDGdes\n", "VitaWpoHbMdJRORvkl/+8peBjmE4fmk22wMdw6gwmUz44IN3ceTIIbS3t2HKFM2YSxKCgoIQFBSE\n", "6dNn+G2imUqlglQqQWtrCzIyMgF4RjY1mmno6OiATtcCpVIBt9tT03vx4nlUVlagvb0dHR3t6OrS\n", "Izk5GQ6HA3a7Hd3d3Zg92/8Lp9jtdpSV3UBU1KQ7/t7EYjGUSiXeeuuvMBr12Lr1MaSkTMaSJfcj\n", "Opr1tCOlVitgt7thMpkwfXo2wsLCIAgC/vjH36O72zSisqY72bPnY1RUlA+r8w3guSCbNi0LKSmT\n", "x+yqqePFqVMncfjwV8jMnNqr049arcBE+RyhoeN5Qf1RqxX/PNJ9cIR7jDt//ixaWpoBAKWlJdBo\n", "sob9Ie4vaWnpPlnefTCTJkVDJPouoXc6nTCZjNiz5yO0trZCoZAhNTUDcrkCXV1dSE5OQWtrC0Qi\n", "EeLi4tDQUI/6+joAQHt7G3bufMrv5QVabSkOHvwSjz66HZGRUQP24N6yZStUKhVUKtVdldtMNDab\n", "DSaTCVFRA69OarFYvOVHarUaGzdu9r4mEokwfXo2kpKS/BLj5MmpkMmG3+2D3St8Z9as2VCrgxEd\n", "HR3oUIhoAhs029BoNHFarbZ5NIKhvm4fFR1ro9ujKSNjCjIyPLeIDxzYh4qKctTW1sJkMkEQBHR2\n", "dkKnO4c5c+ZCrQ5GSspkpKRMBuCpCb45GVEsFiMoSI1Lly5iwYK+i9aYTCbs3bsHDz20ccRt9LKz\n", "ZyAqKgpHjhyCXt+FV1756R23jY9PGNGxJoqjRw+juLgQzz//4h0vYLq6OvHf//0nKBQK7Ny5HZGR\n", "fX+2DzywwqdxnT37LcxmE1auXDOiia7kW5GRUViwYOCLs9Gm13fBarUhNjY20KEQ0SgZyvDeKY1G\n", "cwPAmwD2arXawXuukc8sWLAIjY0NaGlphkaTxXpOAKdP56O8vAw2mw06XSuMRgOMRgMsFjNcLjeq\n", "q2uQkZGB2toaxMXFIy0tHQsWLEJtbTUsFguCg0OgVqthsZj73b9MJkNcXBzk8qGPMn7wwbsQi8XY\n", "vv2JXs+LxWIkJCRizpy5MJu/O96NG1pYrRYkJ6d4k3qz2YzOzg7ExsYNeeS9paUFJpMBqanp/Zbz\n", "OJ1OiESie6qndFbWdKhUSgQHh9xxm9DQMKxYsQqtra2DlmRUVpajra2934uvu1FfXwuDwTCifUxk\n", "VqsVNpt1wLtA94r33nsHZnM3nn/+RbYHDKCyshtQKpVITk4JdCg0AQzlU30qgKUAngbwbxqN5gCA\n", "N7RabYFfIyMAnlvhO3c+FegwxpTGxkY0NjaguroK3d3d6OhoR2hoGGJjYyGXK+FyOXsmSKrR0dGG\n", "ZcuWIyhIjaSkZG9CJJFI7njxolAosHr1WgCeJODKlUuYMWPmHVd6vDm6rtWWwOFwYOXK1UhI6L0I\n", "z8yZs3s9vnDhHM6c+QYxMTH4+7//BczmbrzzzluwWMyIj0/AE088OWiSXFFRhk8/3Q1BEJCenoFt\n", "27b3er2s7Ab27dsLsViMLVu23TOTxtLTMwYtuRGLxZg3bz4AIDo6BDqd8Y7bFhUVoqqqasQJ99at\n", "j0EQhBHtYyI7fPggKirK8ZOf/Oyev5OXkZGJrq5OqFTjrz6/q6vT++/OI49sGzeLafXn0KGDiIyM\n", "xBNPPBnoUGgCGDTh1mq1AoB8jUZzAcBjAP4vgI0ajUYH4EdarfZbP8dI44zL5UJh4TVER8f0STxH\n", "ShAEREdHo6amGoIgoLu7G1KpFGFhYYiKikBpqRY6nQ5xcXFwOp2wWq2w251ITU3F2rXr0dzcBIfD\n", "iRkzciAWi9HQUI+4uHhvcqvT6XDhwjmsW/cgxGIxysvLkJ9/AiKRGAsXLuo3JpFIhJycmTAaDWhs\n", "bMCnn+7G0qXLMHPmbG/i4HK5eiXQW7c+hrq6WpSWlqCmxnPh0Namg0gkQlNTIzo6OgatOa2urkJb\n", "WxsqKspw9eplrFixClFRk7yvX7x4AU6nEwBw+fLFeybh9gW3243ubhNCQkKxfv0G2O0jnyQlEonu\n", "+UTRFwoLr6Ow8BoeeeRRyOVy7/Nz5+YiNTVtQvwM165dH+gQhq2kpBhtbTrv1+O5C9KOHbsgk3Eq\n", "G42OodRwrwGwC8AaAAcAPKbVas9oNJocAF8B8G1GRePe1auXcfToYcjlcrzyyk+HtULi7aqqKnHg\n", "wJewWi1ITExCREQEdDpPghoaGgqRSITi4mK0tbXDbDb3rGApgkwmw6VLBQgKUuHatavYufMpdHV1\n", "4sMP30dTUwPUak8rw8ce2wGpVAq32wWr1eIdqZw2LQtisbjP0uy3CwkJ8SYKVVUVMJu7ERMTi/j4\n", "BLhcLvz+97/DqlV5yM6eAQAwGPQoL78Bna4V//RP/wC1Wg2tthSxsXFYs2YtwsMHv60eHR2LU6dO\n", "wGq1IipqEk6e/BqPPPKo9/W4uHjU1tb0fD2+6sPdbjc++2w3EhOTsGjRfQNuW15eBrFYhPT0zEH3\n", "29nZgffeewdJSUkoLy/Do48+joSExHu6E0hjYwMkEumYqRc2mUzo6OiAy+Xq9XxSUrLf2oqS76Sl\n", "peP8+bPer8ezwSZeE/nSUC7tfgHgLwB+qNVqvSswaLXa6xqN5jd+i4zGBLfbjebmJkRHx3i7LgiC\n", "gPLyMsTHJ3jLLGw2G/R6PWJiYhAVNQkSiQSTJkX7JNl2uVz44ovPvEtc19bWwOFwoLq6Ekaj0Zsc\n", "SyQSb9LsdLohFoshkYjR3d2NEyeOQ6drhVKpxLVrV3HlyiWIRCJvaUJh4TXMnj0XsbFxvZJWqVSK\n", "6dOzB41x1qw5EAQBJpOppw94O8rKbuDGDS0eeGAFVq3Kw+TJk73bHzy4H62trdDpWqHX6xEREYGo\n", "qEmIjY3Hli2P3rHDRWtrK7755iQUCiUkEgkSEhJhMpmgUCjQ0dF7kZwHHliB+PgESCSSQS8YAsHt\n", "dsNg0EOtDobT6fR2FAE851hrayuUStUAe/D46qsDkEgkePHFHw26raePuwYZGZkICQnFRx+9j4UL\n", "Fw9rAuXtd0fGqr17P4VSqcT3v//cXb/XZDIOWCs/HIsWLcaiRcNb2fVe8cUXn6G9vR1PPvnMuFiI\n", "6VZxcfGZADwGAAAgAElEQVR46aUfQxCEEXXiIZpohlJSslSj0UQBiOz5vwRAmlarPa7Van/r9wgp\n", "oE6cOI6CgvO9aoSLigpx4MA+TJkyFVu2bAPgqb8sKSnGrl1PY/LkVLzyyk999kHimUxl8z5ubW1F\n", "SUkJjEYTbDYbBEGAWCzxlpCIxZKeJFwEt9sNm80KqVSC2Ng4fPHFXqjVnuXCBUFATY1nYqXdPrK5\n", "wCKRCHPmzPM+djqdePXV30AQBCxadB+ys2fAaDRg9+6PsHLlaoSFhSEjIxNTpkxBeXk5Ojo6EBIS\n", "ArlchpMnj/epx77p88/3eFej9CTSU9HU1ACZTI5ly5b3iWmstZC81e7dH6G6ugpmsxlRUZPw8ss/\n", "8b4mkUjwwgsvDam84JFHtg26nclkhF6vx9dfH4PVasX8+QuRnp6JSZMmDWvCVF1dLT744F3k5a3D\n", "7Nlzx/Tkq40bNw/rb7Gmphoff/wBnnvuBYSHR/ghsonLZDKhu7sbbrc70KEMy3i7SCAaC4ZSUvIv\n", "AH4IQA6gDZ4SkgsAhjXDSKPRyAD8FcBkAAoA/wdACTxdUNwACgG81FM7TgHmcDh6/R8AEhISkJSU\n", "jMzM7yYdpqamwWKxeDsM3O3IR21tDSoqyrFixao+r6nVaiQnp6CurhYA0Namg9PpgEKhgM1m7fWh\n", "JZFIIJfL4XSK4HYLEAQBRqMBbrcbdXW1Pcl5KFQqFSwWCwABSqUKU6f6tvuLVCrtGSkXvD2VnU4n\n", "DAYDHA4nYmPjYDIZIRZLekahxYiOjkV3dzdOnz6FhQsX95u8WSxWAOhZYbMaDocdYrEEjz22w7ty\n", "5XjgdrtRU1MNABCJgCVL+taBDrWW99Z5Ak6nEwUFFzB9+nRv9wej0Yg//ekPUCgU6OzsRGhomHff\n", "s2YNb/Gj+PgErFq1BlOnei5oDh7cj4iICDz55DPD2p8/DfciICkpGVu3Pspk2w8ef3wn3G43E1ei\n", "CWQof+07AKQA+B2AX/V8/bMRHHMnAJ1Wq31So9FEALgK4DKAn2u12nyNRvOfADYD2DuCY9xTrFYr\n", "DAYDIiIiRv0W3qpVa5CenoHExO8WCImMjOozqzsnZxZycmYN+zgOh2f1x5sEQYDD4fBOqtq69TEU\n", "FJz3dvGoqCjzjm7f3F6pVEIsliA0NBSCIPSUljhhtdrgdrtQX1+PmJhYREdHIz4+Hs3NTcjJmYlt\n", "27b7Jam4vZNGRESk97b+tWtX0NLSjISERKhUQfjXf/13/Md//Ba1tdWYPj0Hn376CZ5//oe9yiwA\n", "z+/j6NFDKCoqRFHRdQBAdnaOTyb9jSaxWIzly1eisPA65s3L7dPFZSjsdjv0en2vyaU6XSvy87+G\n", "SCTyTnJVqVTIyspGWlo6oqNjMGnSpDvtcsikUqm3CwoAbN/+BOTywf823W439PqucdHZQSKRDKku\n", "nu6eWCz2SbkdEY0fQ0m4m7RarV6j0VwHMFur1e7RaDS/HsExPwGwu+drMQAHgLlarTa/57mDAPLA\n", "hBuAZ7Lgb37zr9Dr9UhJScHPf/4Ln9dUDkQqlcJiMeO9997C2rUPeheS8TXPojbf1RmfO/ctzp37\n", "Fi+99GNIpVLI5XLvbHiDQY/Cwms4evQwbDYb3G43goKC0N1tgtPphE7XCpfLBZUqqKdfczDsdltP\n", "CUYmXnzxZTQ21iMiInLUOndYLBbo9V2Ii4sHACxd+gAuXSrwdraoqamG0WiASCRGRUUZ5HI5LBZz\n", "n4Q7PT0DeXnrUV5e1jNC75k02NHRjtOnT8HtdmPBgkXjYqXC+fMXYv784bfiKyg4j7Nnz+Bv//Z/\n", "eEes4+MT8NRT30N0dIx3O6lUigcf3DDieG9XWVmBmJgYBAeHDHlC4oUL53Hy5HHs2vW0zzv40Phh\n", "s9ngcDju2GqUiO49Q0m49RqN5kkAlwC8rNFoGgEMe2WCmxMvNRpNCDzJ9z8CuHXypQkAVwLo8V//\n", "9QfvcuRFRYX48MP38IMfvODz4zQ01OPUqZNYvHiJNwk9cOBLmExGyGQydHZ2orGxwW8J9+3S0zMh\n", "lUr73HLVaktx8eIFpKWlY+7ceWhv74DRaEBHRzuMRgPsdgcEwVNiYjZ3w+l0IDw8AgqFEnK5HB0d\n", "HbDZrJg9e65f4i4pKcb582exYcPmXjPgjx074l0dMTw8AkqlEo8+uh1FRYWIiYlDfv7XiIuLh16v\n", "h91uh9nc3WcU1OVy4f3330F7exsMBj2USiWcTieio2Pgcrlw+vSpnu/bPK7bjhmNBpw48TXuv38p\n", "amqqUVVViYcf3tqnxGTu3FykpaX3eT4uLh6CIMBms/W68DCZjHjrrTewYcOmfi+0BEGA1Wrtc5Fz\n", "O5PJiO5uMw4fPogFCxZ5J8oOpV4+LS0den0nIiPZHWEie+edN2A0GvHccy8y6SaaIIaScD8L4HGt\n", "VvuORqPZAOCP8CTJw6bRaJIBfArg91qt9gONRvNvt7wcAqBrsH1ER4/eKG8gWa3dkMu/+zXZ7Wa/\n", "fO9XrtSjvb0ZLS21yM3NgSAIqK+vhNPpxLPPPgu9fgE0Gs2o1RxGR4cgO7t3SUZ9fT2OHTvgLSNJ\n", "TU1BdnYWrFYrjh49Cp2u1Zts3+R0OuFyOZGWloa4uDhMmZKOb745hpdfftkv/X6vXTPBZOqEXO7u\n", "9XtaufJ+TJ4cj4yMJO+t5OjoOVi4cA4qKipQUHAaKSmJiImJgtlsRktLC/761z/gvvvuw7JlywB4\n", "apGtViPUagXmz5+HRYsWQCqVYtasWbBYLDCb9QAAqfS7YzscDrS3tyMuLs7n36u/WCydqK+vhEi0\n", "EDKZALfbhkmTgvu5BR+C5OT+e5UfOHAAly5dwksvvQTAcz6Fhytx333zMWVKCsLC+v4NXbhwAYcO\n", "HcLPfvYzKJXKO8aXn38YlZWV+Pu//x+QSqX4yU9+AqfTiW3btmH58uUDfm/9ndcUOIH6HElOjkdn\n", "pxLx8REDnmtjXVdXF+rq6jBt2rR7qmPJRMkvaHQNpUtJA4B/7/n670Z6QI1GEwvgMDxtBr/uefqy\n", "RqN5QKvVngSwHsCxwfYz0Mpx95Lc3MWord0Np9MBlSoIc+Ys9Mv3Pm3abAiCDFOnTkNrqwEFBecx\n", "a9Z8xMXFQ6EIQ0xMGDo7LXe1z5aWFigUcp/VRxcW3oDJ5Jk0aLFYYLPZsHLlegACIiJi8Nvf/hus\n", "Vmuv97jdbhiNRjQ0NCI8PBJutxh1dU1oaur0ywdETs58pKZqEBIS1uv3FBQUiZycSLS3f1enXlJS\n", "jN/97t+xfPlKuFxiWK0WACLodB1wOFxob9dj376DSE7ORHBwCARBQHx8CsrLyxAWFoadO59GcHAw\n", "BEFAU1MjGht1EAQBs2cv8h772rUrOHbsiN9X73M4HLh48QLi4xNGXKajUkXguedehlQqRXh4HLKz\n", "5/X6uQ2FXB6M0NAoGI0ORER4/r2oqqpEUdENTJ8+F3Z737+hyMh4LFq0DEajA0bjnbvWzJq1AJmZ\n", "2ejstKCjox0ymQoyGbB//yFMmpQ0ZvpdjwVutxtms3lMjuIOtgKpP61duxkABj3XxjJBEPCHP/we\n", "3d0mZGVlY+PGzYEOCQBQWlqCw4e/wo4duwZdPKw/gTwvaOzyxUXYHRNujUYzUL8iQavVDrf57M/h\n", "KRn5hUaj+UXPcz8G8B8ajUYOoBjf1XhPeI89tgMikQiVlRVYtGgxFi9e4pfjKJVKb1u7hoZ6fP31\n", "MUilUvz0p//fkN5/6NBB1NRUYfPmrd6EY//+LxAVFYXNmx8Z8L11dbVISEgctJ/xpEmefzybm5tx\n", "/fpV2O12uFxOPPXU99DW1orY2Fh0dXX1abXlcrngcrmg1ZYiISEJubnz/TYa41mIp29FVE1NNcrK\n", "tAgODkFOziy0t7dh7949uHFDC4vFjLw8zyqYWm0pNJpp3kmQMpkMEonUu+8tW7Z5l4QuK7sBiUSC\n", "a9euoLa2BsnJKVi+fBWOHTsMqVSKVavWYMaMmZg8OdXvq/cVFV1Hfv4JKJUqvPLK3454f7feSWlq\n", "asTBg/sRHR2Dhx7aOKTJZrNmzenTgUShUCAkJOSO7w8NDevznsbGBly4cA6bNm3x/gzDwsK93Xjk\n", "cjmkUimcTickEgmUyv5r5wVBQGdnx4QrJTl27DCuXLmMbdu2j/tFUnyputqzuuz06dnjdmVNQRC8\n", "ixe53a5Bth49KpUKUVFRQ5rETDSa7phwa7Vav0yh1mq1P4Ynwb7dcn8cb7yrqalGaWkJzOZuFBSc\n", "x5w5uX5fHSsmJhY5ObPuqpNCaWkxbDYb6upqvAn3I49sg0wm77OtxWKBSCSCUqlEZWUFdu/+CCtW\n", "rOozge6rrw6grKwUggBMmaLBypWrsXp1Hv7xH/8XDAY9wsMjcOlSAS5fvgilUgWXywW1Wg2jsffo\n", "hCAIkMvlEIlECA4OwYYNm/r9Hrq6PP2tbx+RdzqddyylKSkpRmNjPZYvX3XHC4ZLlwpw9Ohh7+PL\n", "ly8hLS0dEomkp1PHNXz22W4kJ6cgPT0Da9euR2dnJ3S6VsyZM69XTbFIJEJERCQOHtyP69evwmQy\n", "oqurC0lJyairq8WHH77rXc7d5XLh0Ucf9yaH/pScPBkxMbHeGv/CwuuIiYlFTEzMIO/sy2w24+DB\n", "L2G325GXtx5Xr15BW5sObW06LFiwyHt+CYKAd955E4mJiVi1Km/Q/SYkJPZ78Wc2m+FyORESEtrn\n", "NalUhuDg4DsmRcHBIdi69TGUlWmRnp55x591YeF1HDz4Jb73veeGNeo2XtTX1+HChXN48MGNUCgU\n", "UKuDIZfLx3XZhK/p9V345JMPvQvHjKd2nlarFQqFAiKRCGKxGDt27EJ9fS2mTZse6NC8Jk9OHbXJ\n", "8ER3Yyh9uBXwtAHUAHgZnmT5X7Va7fjqQzZOHT78Fa5duwJBEFBZWYG5c+cjL2+dX48pk8mwfv1D\n", "/b5mMOhx6lQ+Zs+e06tV4KZNW9DY2NCrvdvNxLW5uRldXZ2YMmUqGhsb8MknH0IkEmH79ieQlJSM\n", "JUuW9plwVltbgzff/G9ER8cgOTkF169fhcvlwsKFiyEIAkJCQiGXy9Ha2gK73eFNwlQqFZxOJxwO\n", "R68RmJaWFkRGRkIsFqG6uhozZuR4j+V2u7Fv315otaUAgKys6XjooU1ob2/Hnj0fwWAwYMqUqdi0\n", "aUufpPrm6PL8+QsRGhoGm82GoqLrmDJlKkJCPO0Jz5w53es9RqMB7e3tAACbzYqGhgZIJGK4XC5s\n", "3vwIsrNz+k3wLl++CJ2uFdHRMbh48QIkEgkcDieMRkPP702O4uLrPSt+xvb6/fhbVFQUnnnmWQBA\n", "e3s7DhzYh8mTU7F9+xN3va8rVy6hoqIcAHDmzDeYOXMWysvLEB0d3etiUyQSISgoaEirUQLwXojc\n", "fvG0Z8/H6Ozs7HdkPiYmZtBkfigf8BkZmcjLW3dPLCXd2NgAuVzRb3tFk8mE1tYWOJ1OKBQK3Hff\n", "/d7uQve65uYmHDjwJVavzhtwcrlcroDVaoXRaEBoaN+LvLHq+PEjKCi4gMmTU713XqOjo/tcQH7z\n", "TT7Ky8uwdOmyXp2niCa6ocyA+z0AHYB5AJwApsCz1PuTA72JfKOpqREtLS1wOBxQqZRoa9MFNJ6K\n", "inIUFV2HRCLpldClpaX3e8vY7Xbj3/7t/6Kurg55eWuRmpoOvd7T1m/KFA02bNiEJUuW9nlfSUkx\n", "Zs+e2yvxPHbsCIqKrkMQBHR0tEMikcDtdkEk8rRPlEolkMsVCA4OgV7fBblcAYfD3pNoCRAEN86d\n", "O4Nr165g5co12LJlK+LjE1BWdsObbN88dlZWNi5dKoDB4Elmy8puoLi4sE+v8Q0bNsNkMnrLSM6f\n", "P4tvvz2N2toatLXpEBoaBovF3Of7i4mJRkpKcs+EyfNwu91obm7C8eNHkZIyuU8P76qqShw5cgjN\n", "zU1oaWlGXFw8SkpKoFQqkJ6ejsTEJISFhaGlpRldXV3Q6Vp7LUl/5col1NbWYObM2UhNTRvoVzxi\n", "UVFRyMtb522BeJPNZvPeaRjIrWUXUVFRmDw5FT/6UX83xXDHFTn78/bbb0Aul2PXrqd7PT9nzjxv\n", "D3jPXZpaZGRkQiQS4eLFC5DL5SPqMQ8AQUFBfuuMM5ouXDiHr78+BrFYjG3btvc5l6ZNy8K0aVkB\n", "ii6wzGYzOjraYTb3/Xu/lUqlQm7ufDQ1NfX5GxnLSkpKAHjuuprNZu+KvbeyWq04c+YbAMDp098w\n", "4Sa6xVAS7nlarXaORqNZp9VquzUazVPwrAZJo8DhsEOhUEAsFkGhUPSZFOi74zhQWlqMzMypA7ZF\n", "mzFjJsRiMTIyhrYghk6nQ1hYOEJCQtDZ2QmNRoHk5BQ4HI5eC4fczvM9f1fVZLfbUV9fi7i4OMye\n", "PQdXrlyG0+nsWa1RDJPJCLPZBpvNhlmz5qK5uRE2m7UnYRbB6XTAZDKhrOwGUlJSYTIZsX//F/jB\n", "D16AwaDvc3y9vss7Inrrz+h2arW61wdPRkYmamqqMXXqNNTX10GtDkZ6eoZ3xPamwsLraGpqwv/+\n", "3/8MjWYafv3rf0FsbDyCgoJw7NhhpKe/2Gt7QRCg0+lQVVUFuVyG2Ng4VFVVIjfX06nEYDAgNjYW\n", "kZGRiIz0lOZMmhQNk8mEL77Yi+PHDyMxMRmVlRX40Y9+4vduM7cnl6dPn8Lp06cQFxePHTt2DVhD\n", "n5ycgry8dVCrg5GZ6bsP7ClTpvb7fd96t+PcuW9x9uwZbN36KDIypuD69WtQqVQjTrgD4eY8gJuL\n", "R/lCU1MjAHgvEP198TaepKdnYO7cXBw+/BXkctmAiwatX7/B221pvJg/fyHOnj2NKVM0/SbbgOff\n", "7cmTU3v+DRw/pTJEo2Eon7runsmMN02CZwl2GgXJyZNx/vxZ2GxWREZG+a292/XrV3H06GEsXtyF\n", "pUsfuON2Mpms3+WwHQ4HPvjgXVgsZjzxxJPeetjQ0FBERETCavXUbaelpWPZsuWDxjNr1mxcvXoZ\n", "NpsNgKclXlxcPEQiESIjo7Bkyf3Q6w2oq6uBp7OHDhKJBAqFEgqFHJmZU6HXd6GkpBhutwtms9nb\n", "m9lqtaKpqdGbiGRmTsGpUye9CbZMJkNm5hRERkZh7949cDgciI6OwfTpMwaNOyEhEbt2PQ2r1YrD\n", "hw9CJpNh1ao871LsKlUQpFIJSktLYDKZ8MknH8LtdiErKxthYWE9x/fE5XK5IAgCLBYzXnvtVZw/\n", "/y1CQkIhEgXB7XZj2rQsbwIZExODhQsXo66uDu3tbZgxYyaSkpLxwQfvoqSkCDqdDl1dXVi06L5B\n", "vwdfaWioh0wmR0xMjHdVzObmJnR0tCM2tu953NLSgu5uI/bt+xw2mw333Xc/pkyZOuTjVVVVorq6\n", "CitWrOr39YHO65tmzPCU8yQleZZD37nzqXE7qe2zz3bD6XRi586nfLbP+fMXorW1BUqlqteFynji\n", "drtRVFSI2NhwxMQMb9n7O6mpqYbVakFdXd2gq3Tefl45HA7813/9JzZu3Dxq6x3cjQULFmLBgoEX\n", "qrpZKmi32316oUd0LxhKwv07AEcBxGk0mt8B2ALgn/0aFXlVVJShq8vTlryhoR6trS1+Oc7UqdPQ\n", "1dU17A9Rs7kbzc1NAIC2tjZvwn327BkEBwdj1qzZSEmZjOTkoX3ARUREYteuZ3Dp0gWYzWZERk7C\n", "t99+431doVAiJkYJu92GGze0EAQ33G43XC4XLl4sQFBQEORyOWQyGQwGM8RiMQRBgEgkgsGgR1tb\n", "G/Ly1nuP9fjjO3HxYgEAIDd3PsLCwtHd3Y1nn30eFosFUVGT7mpUWCaTIT09A3FxCdi9+0PYbHa8\n", "8spPIZfL8Q//8D9RVVUJkUiEGze0eOihjcjMnIb8/OOYNCka69dvQE1NNT77bDdcLhfEYjHOnTsD\n", "q9UKp9OJhQsXY8OGzUhLS8fFixdQUlKMmppq5Oef9NZR3/ww1+laERISivT0DOj1eqxenTcqvdRb\n", "W1vx/vvvQCKR4MUXX8asWXORn/81kpNTEBX1Xe1vS0sLgoJUCAkJxUcfvQ+zudt7Z6O8vAz3379s\n", "yMfs7OxAXV3tiOKOjIzC0qUP4PLli7BarX7rCjQa5s9fAJfLt2Mj8fEJfll4azSdOHEcBQXnoVYr\n", "sHjxA5g7N9dn+96wYTOqqioxa9bswTe+jUwmw7Jly3utkjpeMdkm6mugtoBPAxAAiAB82PN/CTyr\n", "Qo7PxqHjUGdnJ6KiouBwOKBQKFFdXe2X4wQHB2PlytVD2lYQBNjt9l6r+IWFhWPz5kfQ0dEOu92O\n", "Gze0EIlE0GpLYDAYsHHjw3fdnSEqKgpr1nw3QbStrRVlZTe8j8ViMbq6OtHS0gy73Q673Q6LxQKX\n", "ywW9vstbtuB2C5BIJJBIJBCJRHC5XMjNXdBrNcaEhMReS223trbi3Xffwpo1a73tEu+GRCLBpk1b\n", "AACVleWQSq2QSqUQiUSQSDwJpWdSpxOzZ8/FG2/8GUqlElarBSqVEt98c9JbElBaWtzzmqecyFO3\n", "nQGxWIzs7BycP38WbrcbBQXnIZVKMXWqxltPn5qajqKi64iPT8Dcubm9JrX6U1CQCipVEJRKBbTa\n", "UhgMXXj55b/t1a2iuLgIX375ORQKBZ599nls2LARLpcbx48fgdFoxJw5d1fzPHdubp/kSRAEnD9/\n", "HpGR8UPu1lJaWoLf//4/kJ09AxrNNISFhUMsFiM//wTS0zOGfNE4HA6HA998k49583L7bS95NwYb\n", "YZ2oOjs7vF93dLT7dN/9TSK8Gzk5M4e0nclkglQq7dP9xW63o6DgPFQqVZ85MEQUWAMNda2AJ+HO\n", "AJAJ4AA8kybXASgC8LbfoyNERkZBp2uBWCyBXC4fVps1Xzty5Ctcv34NTz31/V4fLhrNNOzb9zlO\n", "nTqJ7u5uTJoUjZ07n4TJZPJJK7RNm7bg8uWLqKgoh1odjMTERLz11l9hs3lGfm/tv+12u2G323uS\n", "bgHBwaGw2+2QSqVISkrGk08+PWA/5+joaDz44MZetepmsxnV1VWYNi2r13sFQYDT6bxjXfLjj+/s\n", "9fi5517Af/7n6wCAF174EVwupzeZ9tSlmxAZGYVvvz0Nl8uFefM8I+7Nzc0wGo3Q6Vrxq1/9AkFB\n", "aigUCnR0tCM0NAwVFWUwGAw4fvwIXnzxZRiNRty4UQqDwYAlS5Zi7dr1Q+ph7QvBwSH44Q89q3m+\n", "/vrvYLF47lLY7TbExcUjLS3d277RZrPBYrF6E8TMzClwuVyQSqWoqqrEF198hqef/v4dF1ASBAEn\n", "ThxHWFgY5s7NRUHBedTV1eLhh7fCYrHg0KFDmD9/yYBzBm6VmJiIp5/+PmbMmIm//OVPWLZsBebN\n", "y8X169egUCj8mnDbbFaUlBQjIyNzxAk39W/JkqXo6upCVFRon1ak48WePR8jMjISGzc+3Ov5b745\n", "iYKCCwA83VCyswcvgyOi0TFQH+5nAECj0XwNYKZWq23reRwB4PNRiY7w4IMP4cqVS7BaLYiM7D3i\n", "GyghIaEIDg6GTNb39GlqakBbmw7PPfcigoKCEBkZ1e9iH2azGTpdKxISEoe8CI1EIkFu7gLk5i4A\n", "4BmpEok8vZJvX+zmJs9CNKFITvbUREZFTcLPfva/Bl2ARCQS9SmvOX/+LM6fPwuFQt5r9v3p06fw\n", "zTf5iIqKwpIlyzB9ejb27t0DvV6PJ598pk+Sm5KSin/5l9/0ei4nZxYKC69j5sxZiI9PwNWrV+By\n", "uSEIApRKFX7847/Dnj0f4/jxo6ioqEBLSzPS0tIREhIKi8WChx7agMrKCpSXe+4A7N//hXd1ysjI\n", "SFgsZr/d5jUaDfj0092QyWTYsmWbd9Ltze97+fKVaGxsQFmZFrW1NRCLxXj22ecxb14uRCIRwsLC\n", "el2QiUQib9lLREQEsrNnQKUKAgBUVlb0TGp8zHuHxWw2o6DgPEJCQjB3bi5MJhM6OzshCAKCgoLw\n", "05/+FN3dQ1+YIyQk1Fvv/cgj2xAXlwCJRIKXXnplWCOGJSXFqKgox7p1D3ovIk6fPoX4+HisXLmm\n", "192imxcq5D9xcfF49tnnx9yKgm63e8gXxGvXru/37/n2QYdA0mpLcfXqZWRmTvFp2Q7ReDWUYs4E\n", "AJ23PO4G4J+Ze9RHdXUVVq367kO5pKToriaS+cPixUuQm7ug34VeIiIikZWVfccYS0tLcP36VTQ2\n", "NsBmsyElZXLPIjsRvUo6hsLhcOK++5bi9On8fmf83+zDHRwcgkWL7oNUKsUzzzw77BHK2bPnQKlU\n", "ISUltdfzGk0WOjo6UFpaDJ2uFUA2bDYbbDZrTwvDDnz88Qdoa9MhOtpTox0eHo7Tp7/BsmXLoVar\n", "UVNTBYlEjGXLlkMkEqG2thrx8Z6WYa2tLTh58mt8++1pSKVSWK1WREVNQmxsPKqqKqBUKiGVfre4\n", "iEKhgNvtQlxcPFpamgHAr+3HKisrvMepr6/r87vPyZmJnJyZ2LPn417PS6XSQSdhhYdHYPXqtb2e\n", "uz3pVavV2L79CW8/7mXLlsNut+Gdd97s6QM9D2bznRMrl8uFlpbmfs+/W8syhnt7vrq6ClptCZYv\n", "X4Hg4BAcPXoInZ2daGxsQHR0LA4fPthvi72xxuVy4erVy2hoqEd0dAzmzJnXq6yMPNxuN0Qi0V2d\n", "Lx9//AEaGxuwc+fTQ7obeKe/56VLl0OhUEKlCuykVqfTiS+//BwulwvV1VVITU2bcKusEt1uKAn3\n", "fgBHNBrNHnhquB8F8JFfoyIvQRAglUq9I36BHrUAPPWDf/3rn2GzWTFlylTMmTPPu/DHo48+DsAz\n", "Ge7gwS/x4IMbe5XBXL58EWVlWnR1dSEuLh6lpcWora2BWh2Ml156xbud1WrFt9+exsyZs++4WIhn\n", "RHkp6uvrYDAYYLFY+mwjlcpgt9uRn38CguCG0WjAypVrkJe37q7LK8LDI7Bo0eI+z0dHR2PTpoex\n", "eIqs5GcAACAASURBVPESb6w3fw5VVRV47bVXUVZ2A01NDXC53Hjzzb/gySe/B4fDjtzcBejoaEdn\n", "ZyccDk/rQpVKhaSkFOj113v2H+Nd7Ke8/Aba2tqQmpqKlStXoa5uCtRqNbKzZ2Dz5i04e/YMZDI5\n", "srNzsHz5KiQkJEIikSAry38rwWVmTkVJSTFkMtmA3RXWrXsIV69eRlxc3F2tYnqr9PSMPj3KAfQ6\n", "blVVBY4fP4aqqgrodK3Izc1BbW3NHWMrLS3B/v1f4LnnXhh2XIIg4IsvPkNCQmKfMoW8vHVYuvQB\n", "BAcHA/BclLa1taGqqhJOpxN5eesQH58wrOOOpi+//Nzbr76kpBhlZTewa9fTY65OuLOzA93d3UhK\n", "Sh71Y5vNZrz55l+gUMjxzDM/uOPqs7czGPSw2+2wWvv+G3Y3FArFkLrx+JtYLIZCoYTZ3A2pVMpJ\n", "lEQAJL/85S8H3ODll18+9Prrr3cDyAUQCeBdrVb7x1GIbSC/NJsnxkKXCoUSFRVl3uXJ8/LW97sE\n", "9Wg4f/4sPv74AyQlJaOs7AauXLkIiUSKhoa6PvWxRqMBWm0Jpk7VeBMNAIiNjUNUVDSSk5NhtVqx\n", "ZMkyKJVKTJny/7P33uFt3XeW9weN6AQJEOy9iSJFiepdVrNi2bIVl6zHjh3HJfbYKZPZzZZ35827\n", "Zf7ZnZ0nMzuZnXjjTJpbHHfLsiSrUL1REkmJpFjFCnaA6B247x8XvBZMFcq2bGeG53n8yACBiwvg\n", "Xtzz+37P95zKpAtkd3cn77zzJunp5usSJblcTlXVfLq6uhgeHiYSEY8JMTI5BYNBj0ajxeVy4nI5\n", "E7ruCCkpKaSlpV3Tmu7zQK/XE4/H2b9/H7t2vce5c2c5evRwIjmxC4/HSzgcwuGwc+bMKYqKihke\n", "tvHHP75OaqoJtVpNe3sbNTW1zJ9fjV6vJz+/kK1btyEIAn19fbS1tSKTydBqdWRnZ/P88z9EoVDg\n", "drtYsWI1hYVF1NQsYMmS5chkMrKysrBaMyVSFI1GaW5uZHJykszMzBlkKRQKIZfLb4lEpaSksGDB\n", "Qqqra2Y4oAwM9BOPx9FqtaSkpFBQUIjT6cTv981I2RMEgcnJySSP3/b2y7z88m/JysrGZEqT9mv3\n", "7l3YbEMJ2Yg+6XUjkSiNjefw+/1UVs6jra2FvXv3snr12ms6tJjNZgoKCj8T6R0bG8XjcaPXGzh+\n", "/AhqtXpG2IdcLk8iHOXllajVaiYnx8nLy2fFilW31TnG4bBz4sQx9Hpj0rl4K3C5nOzbtyfpPq/X\n", "Q1FRsWRn+XXBrl3vcerUiZs6zOj1ar7o64jf7+Ps2dNEo1GWLl0+a8I9b958qqsX3HKX7+sK0QK2\n", "DJ1Ox9q168nI+PwzPF8WbsdxMYc/fej16s/tzjerX/mOjo63gLc+74vN4dZRU7OAzMwsHA472dnZ\n", "s3ZauB147723aW1toaCgkOef/wF//KMFm20oqb05NjbKxMQENTULrmkflpmZOavBz2mtr16vS7p/\n", "eNjGkSP1TEyMk59fwJYtd/Lkk09z9Gg9gYAel8uFXC5HLpeh0eikyhGIDhAqVQpTU1OMjAzfljCT\n", "hoazNDc3AiK5PX36JGNjo/h8PuLxuCR9EQSBN954DaVSicFgRK83kJGRQTAYpLOzXXLcCAaD7Nu3\n", "h/fee4vUVBMajRaPx83g4ACtrZd46aVfSGmYw8PDSc4rV0MQBEZHRzhypJ6BgX4AJicnZnhWv/LK\n", "76iqmn/N9M/ZIBwOc/58A2azBY/HzaFDB1CpVDz55DOkpaXT23uF1tYWYrEY7e1tlJSUSrKNtrZW\n", "du/+gEceeUyS/eh0OkymNF5//RU2bdoixYTrdDoEQeCtt95gy5Y7pQWfqHHv4oknnmJ8fJyenm5s\n", "Nhvbtm3nj398nYKCwhnvWalUfmY5R1NTI5FIhB077uN73/skrCgcDjM15cBstsyYUXC73dTWLqKu\n", "bskMl4nbgRMnjnP5citTU1NS5+VWEI1GCYevbUw1vciNRCJS2mtxcemXNpx7LWzatBWv96vRZptM\n", "aTz5pFjZvlFVt7u7C5fLKR23nw7Quh1wu100Nl4gKyv7S0kD/byOLXOYw7803H5D3jl8LkQiEZqa\n", "zjE8PMy8edXXlDR8WZg/v4bGxvOMj4+jUql4+OFHsdvtST+q08OCOp32lm3JBEHAZhsiEolQUlLG\n", "1NQUBQXFTE5OotVqUSgUvPXWG5KjR3e36FF+zz33UlNTS1vbRSnO3e324HY7JT0liJXGQMDPyMgw\n", "ubn5N9qVz4y+viuEw2FcLicWSwY6nS4hA/qkYjxtTRgMhlAqo8TjAmfOnCQjw4rJlMayZSsSiwMV\n", "L730IidOHMNmG5SIdSDgJycnl5KSMk6dOik5EbS0XCQvL5/KynkzLvYff7yX5uZGGhvPU1pahsmU\n", "RnNzYyK2fKHkiLF9+z0zKs+fRjwe56OPPqS0tCwpPh7EAdKGhjPIZDJJyx2JRCS5z5tv/oEHH/wW\n", "H3+8D4/HTVNTI889933UajV9fVcwmy1JnYfCwiKefPIZzp49I1kdAhJprqqaT2ZmlnS/RqNBp9NT\n", "WFhMfn4h5841sHTpUlatWk1HRxvRaAS320VKivoLIbvXWuAEg0FeeeW3OBwOMjKsPPbYE0nfx+uv\n", "v0JhYSE7dz5ww20LgkBnZwdFRcWfa19rampwOOy3vMAcGxtj797djI2NYrVmolZrCIU+Sbo1GIwU\n", "Fhbj8bh57bWXcbnExNbZpIl+EWhqukBzcxP33/9gkqPLV030ZqNV/tu//R+Mj4/x+utvf2k6+F27\n", "3sdmGwLEQLLbXU0/duwIer1+bmByDnNIYI5wf83x3ntv8+abfyAUCmE0GlEqFZJLx5eNdes2MDg4\n", "QFqaWGVXKpVkZWUlPWbBgoUMDg6QmXlzucbg4ACnTp3gjjs2k5aWxptv/oEjRw5ht9tZsKCWJ554\n", "ivfeewuHw4FcLsdkSqOtrRWPx4Ner6ewsJDJyQna2y9jsw0SCATw+XykpKRgNBoJBPxEo1G0Wq1U\n", "WTYYjBQVFd3ULqu1tYUDB/YBsHnz1lmTFYvFQn39QUZGhikpKaWsrBy5XIHNZsNunyQSCUuJlmKS\n", "pBjYMzIyQjweZ2JinJdeepGOjnbWr99AS8tFAgE/fr8Pr9eD0ZhKSopaalVP2xY6HA78fh8ffbSL\n", "lpaLM6wI29vbAFEPbrfbkclkhEIhwuEwHR3tPPXU9wBmdRGeHoTS6/UzCLdOJ1bplEola9duID3d\n", "THp6ekLLqeLpp5/DbDajUOwHxMWHXC6nvf0yra0tgFh5n96PK1e6sVozWbly1TX35dP7Kw5JrpNu\n", "P//8D8jKMjE56eXpp59jdHSEX/7yFxgMBp599oXbUokdHh7C4XBI72V0dCRJFnXvvTsxGIw33c74\n", "+Djvv/8Omzdv/VznfGlp+Wda/H7wwTtMTYnz8hMT46SkqKiqqmZ0dBirNZMNGzahVCo5efIEra2t\n", "CEKcnJxcRkdHuHy59bZ7vk9MjDM+Pobf7/+Ts1B8+OFHmZgY/1KHTqd/dz79/3OYwxy+HMwR7q85\n", "Tp06mRRvfurUia+EcDscdt588w8YDAYefPDfXPdxixcvJRQK0dvbc1OS2tXVSV9fL0rlUbq6Ouno\n", "aGd42IZaraa3t5df/OIfpeplPB5nz54P8fm8aDRavF4PHo+bJUuWEY1GycrKZmTElvB0Fi3wUlNN\n", "BAJipLxKpSQzM4v8/EI2bbrzhhrlYDDI3r27icVEK7l9+/ZQWlo+q5bvqlVruHDhPFeudHPq1HH8\n", "/gAajYa8vDzJjeSTi51APC7qzXU6nUSEI5EICxbU0tfXS35+Pm63C6s1E5VKTTwuEnSVKoVAIMB9\n", "932TjAwrDQ1n6O7uApCqWFejpKSU9vbLFBQUsmXLnYRCIY4dOwKIevtbgUqluq5F3sqVq8jMzMRk\n", "MmE2W7jjjk2MjAzz8su/xWg0UlxcSjQa4b77HqCrq4Pi4hJ0Oh15eXkYjaloNBqpQvj666+ya9e7\n", "7Nixk0cfffyW9nEa02FH8ElgkyCIn/unnW2OHTuC0+nkjjs2olSq0Ol0+P1+NBpNEjF/7bWXyc3N\n", "Y+PGzXi9Ho4ePcKqVaul/c7MzEKj0RIMBtDp9EnJmsB15StiWuhhioqK2bBhI1lZWTz00MM3Hf6L\n", "xWLEYrEvdDDN6ZySyPY0wuEIK1euTlpke71efvWrF7lypQdBENDr9QlJh/cL25frYcuWbaxeve4z\n", "69K/Sqxff4f0+2KzDXHs2BEWLVp8W4eb77nnPhoazpCVlXXbo+NDoRAmkympk+j1elGr1be98zGH\n", "OXxdMUe4v+awWMz09Hxy+4uI/W1sPI/NZmPjxs2zvlhduHCed955E41Gi9WaySOPPCb9LRAI0NR0\n", "gQULajl16gRNTaKGOScnj46Oy3i9XrZsuXPGYNjateuJxWJcuHCOjo527PZJwuEQBoOB3Nxc+vv7\n", "JMLt94vVapnsE+Lj9/sJh0O8/fYfuXSpmWAwKFkBRiJiEI44tCl2BqaJ+blzZ9Bo1EmV0PHxcfbu\n", "3Y3X6yU/Pz/xWiJRi8fjCa3qzQm30SiGabS2XsLhcKBUKvF4PITDfSiVStRqTWL/PtHEqtVqUlNN\n", "2GxDxOMxQMDjcbN06XKMxlRyc/MpLS0jIyODn//875mYGCcajTI6OsKBAx/z6KOPs379Rmw2Gz6f\n", "95oLnR07drJgwUIMBiOZmZlEo1HGx8eYmBhn7drZx6dP40YLlqulHyC6cpSUlKLT6bh0qRmAurol\n", "SW4KZrOF55//gXRbEAQuXGjAbrczPDxzAfFZ8Oabf8BmG2LnzgewWjNnVLcnJsaZnJzgN7/5FWaz\n", "hfvvf5Bf/vIXLFpUx5Yt25Lej9EoVqhPnjzBkSP1SbZnBoOR7373KWw2G9FomHfffYt77rn3pg4o\n", "J08eZ2RkmJGRYerqFpOaarqmI8vVCAaD/P73v8bj8XD//Q/d9PGzhcFgRK1WEwqFiEQijIwMEwoF\n", "6enpIiMjQ+qw7NnzIS6XS1q8eL1eGhrOSB2T2wm5XP4nSbYB/uqv/gPDw8P8+tcv09TUyMBAP5FI\n", "5LYS7oyMDLZvv+e2bf9q7N+/j7a2FjQaLd///o9obb3Evn170OsNfOc7351Vh2cOc/iXhjnC/TXH\n", "M8/8OS6XC7vdTllZ2U11nzeDIAgcPLifeDxOZmbWDB9kh8OO0Zg6owqhVCqxWDKIxwVOnjzOzp0P\n", "oNOJA42XL7dy7NgRIpEIaWkiqdBoNAhCnBMnjgGi1jYajXD06BGWLFnKokWLUavVBAJ+ZDIZRqMR\n", "u30SozGVzMwsLJYMQqEwdvskfX29ZGRkEo/HmT+/mng8jt/vw2hMJRyOMDjYj81mQyYTh7imkx+j\n", "0SiRSISqqvmMjY0wPj7B2NgIer2e06dPUle3hCNH6unu7uTSpYuYzWYmJye4dKmJ0tIKwuEQHo+H\n", "RYsWXTfl8FoYGRkhGAwlDUiCSEYUCgUGg4FIJEIkEkWr1ZCXl49CoUClUqJUaikpKSUjw0pOTi45\n", "ObnccccmadvPPfcCv/nNrxgaGsRoFINtnE4nNTUL2L79Hv7u7/6Gc+caOHv2ND/96X+TSKVcLicv\n", "L5/Dhw/h9/tYs2b95z6WZguNRsO3vvVnCIJAWlo64XCYvLwba+hlMhmPPfYEu3fvoqjo+gONU1MO\n", "6usPUlNTy7x5VTQ0nCEjwzqD9IPYIYpEIkSjUX7zm5dYvXptkpPF/fc/BIjE12g0otFoqa5eMKMi\n", "fTVpcTjsLF26bIa0JjXVRGqqifPnGxgdHcHv99+UcJeUlDE4OEB2dg56/eyI5NSUA6fTCYgSresR\n", "7mAwyOHDh0hJUUlSkBtBpVKxefNW9u79iNbWS/j9fkpKSjl+/CgOh4MdO+4DxOqsVqvFYrFgtzsI\n", "BPx4vW7eeuuNGfKeOXyCrKwsBEHssixfvpJoNHJbhri/Knx6QT7dAfF6PYyNjc4R7jn8q8RNbQG/\n", "pvhXYwtoMBjYtGkrmzdvYcuWbZ+7bSyTyRAEAblczsqVq6SwkNOnT3H48CEOHPgYh8PO/PnJBCIj\n", "w4rf7yc3N5d58+azdOly+vv7CAaDFBYWo9XqWLiwjpKSUoqLS1i1ajXp6WYUCgUej5u2tlauXOnG\n", "6ZzC4/FQV7eEqSkHTU2N+Hw+DAYDPp+XYDBIeno6ZWXl3HPPvXR2tjM+PobDYUen01NRUYnJZMJi\n", "yaC4uJTGxvMMDw/j8YhuJLFYDJlMhkKhRKfTotPpycrK4uzZ04yPj9Hd3c3AQB/FxaWoVCoaG8/j\n", "9/tpb79Md3cn8bggacTVajWxWIxoNIrVmnldP/CrcfFiEwcPfszExLgUXW4wGDCZ0lCrNXi9HmKx\n", "OCkpKsrKyklJUZOWlo7T6UImk7Fy5WqWL1+BTCZj9eq1My5cubl5FBeX4PP50OsNWCwWNmzYhEql\n", "4q233uD8+XPE4zGGh234fKLuOycnF6VSyeHDB2lquoDDYaev78qXLk2SyWQUFhZRUlI6K9vB7Owc\n", "li9fycKFi677+IsXm2lsPC9V9t955y1isVhS+M60zVdVlWi9lpeXj8fjobS0TJpHmN6/6X3MzMzi\n", "o48+5P333yE3N0/SygOcPn2ScDhEerqZmppaamoWXHf/cnPzWLZsBenpN1+w5ecXsHjxUpYsWTZr\n", "OzmDwZDwaDeyZs06UlKurQk+c+YU586dZXh4WLLEtNmGOH36BL29V65pGZiVlU1aWjr9/b0UFRVL\n", "i87JyQkWL16KSqXC7/dz/nwDMpkcr9eDWq2moKCQ3Nw8Bgb6KS+v/NpWoT9t/9bX18vhw4fIyMiU\n", "igm3C6tXr2Pr1m+gVCrR6/VUVc3/zB7wN0JT0wWOHz+K0Zj6pdo3FheXkJ5uZu3a9ej1egwGI8PD\n", "NskGc7bH91eBOVvAOVwLX5ot4By+WiiVyi/UDvDTlm8jI8MJW70ATufUDM0piBf27373aez2SXJy\n", "cvH5vLz55h9QqzX86Ed/mVQpv7p6uWrVGhwOBy0tFykvr0Aul7NwoVjJOXbsCH19V6RqR3X1AgQB\n", "HnzwW5SVlSd8pHP4+OM9dHd3cffdOxAEgZaWSwSDQSor57F//95EouMnoUDTEpCpqSliMYGGhrN4\n", "vV7JDzkcDuH3+xEEAZfLRX9/L3b7ZILsixe9aUs3k8lELBbj3Lmzs0r4zMrKZuHCOtauXccrr/ye\n", "4WEbkUgEj8dNdnYO0WgUp3MKmUyOUqkgLS1NIqGDg4M4HHZ8Pi/Ll6+6Lomrrl5ASUmZ9F1NL8Ii\n", "kQh+vx+tVovb7aK9vY3RUVEKsG3bdoJBcUhyYKBfck/5Ku3bZoOr3TnEToc1icBVVs5LhNuI9mrf\n", "+96fX1cjqtPpJCJ1s9Z6T083jY3nCAQCnDhxlNWr10jHqd1uR6vV4vP56Oi4TF3dkqTvqr39MiaT\n", "ie7uLvx+/3WtGqchCIL0/KuJXjAYRCaT3XCwTiaTzSroZPqclsvlpKeb6e7u4t1335K6L83NTWza\n", "tIX+/j58Ph+VlVUsX74CrVZ7TdeNWCzG0aOHaWg4QzgcJhQKYTAYSU1NTfIhHxjow+Nx4/f7KCur\n", "mNUcxLSM5csm6k1NF+js7MBiyZh1eEw8HsfpnCItLf2Wz6XbHRjk9/vZv38fgiDgdrs/k8xHEATJ\n", "Z/5aJNnvF+dlPt0xmXY/mkZ+fgFPP/3crb+JLxGCICRct+aq73O4PZgj3HOQ2ucAO3feT13dEgDO\n", "nTuLWq2WWp1Xe8UqFAoWLqyTtKw3wqZNWyguLqG8vCKpQr9hw0ZqaxeRlia6jygUChYsqE0iNn/8\n", "4+sEAn70ej1HjtQjl8tparpAMBjk6NF6pqamcLtdRKORpCE4hULUbPt84nClXC5HoVBgMplQqVSk\n", "paUTjUZob28jGo0mFjQuFAoF2dk5bNy4ib6+Pml7VxO/acu+ayErK5stW7bxxhuvUle3JFG9NxKL\n", "RZmYGEcQxBAYgIqKeYyM2BgcHEAmk1FQUIRMJgaj3H33jht+plqtFq1Wi802xMGD+1GpVMTjAgaD\n", "gXg8TnZ2Lj093dKA4LZt21m7dl3iM3OQlpZGa2tL0kXx6wiv18Pbb7/J1q3b2LXrfVauXJ20uHv7\n", "7TdwOByUl1eQnZ0jfU+7d+9Cr9ezcePmz/S6giCg0WiprV0odYWczin+8IdX2br1G5SXV9DR0U59\n", "/UFpTmAae/d+hN0+SW3topt6zl+61My+fXtYvnxlknTI6Zzid7/7NXK5gqee+t7n9mgWK6jpKJUq\n", "LBYLr776+8SxEWd8fByvVxzIXrJkGUqlMrFQDLNq1RrS09OZnJzE7XahUqlYvHgpfX29HDp0gEuX\n", "mpHJZESjUdTqFBYvXioRZUEQaGg4Iw1QajQaHnnk8Rta9p05c5qTJ4/hcNiZnJxk8eKlfOtbD9+W\n", "6u+nsW7dHVgsGSxevHTWz3n//Xfo6uqksnIe3/zmg7N+3tWLrNsFtVpNeno6DofjM4d87dmzm5aW\n", "i2RlZfPoo48n/e5dunSRvXt3YzAYefzxJ/7kZSJNTRfYv38fTz/9BBbLv4wAojl8vTBHuOeAwWDk\n", "6aefJRAIkJEhVsLC4TD19QdRKBTX1BbK5XKpcideUIXr/uBqtdoZGlcQo9Kn29TXClo5deoEfr8P\n", "EKtBDoedffv2YDabiUajDA8PJwiWDKVSKTl4AJL/djQaxeNxk56eTjwuYLFkMDU1hcvlpL7+EIIg\n", "UFBQhNFoJC0tjaVLl1FXt5T09HR27/6Arq5O5HI5drudF1/8R0ymNAYHB9iwYVOSJ7rP5+P8+QYc\n", "DjtHjx7GZhuSrPdstiHkcjlutztBrMX0yC1btvGLX/ycsbFRlEolLpeTBQtqWbx46ayrZR99tEty\n", "kzCbzWzefCd+v4+Wlou43WGysrKRy2W43S7S083ce+83OXXqBCAuoN544zXGxsZ45JHHPrd3sdM5\n", "xcBAP9XVC76w5ES5XIFOp0OpVPLMM8+hVqsJBoPs3v0BBkOq5Pgy/b2DqGWurz+I1Zo5o1L53/7b\n", "/4teb+AnP/lPN3zd8vIKVq5cjc02RG3tIozGVLxeD6mpJmnROG9eFSUlpTNkXo888u1EOmZWEom+\n", "FkZGhhO2kMNJ94dCYcLhcMK1ZnYDu9eDIAi0tbXS399HRoaVQ4f209nZjl5voK2thZaWS2g0agRB\n", "XKguWrQYpVLJpUvNrF27ng0bNvHzn/8dLpcTkymNYDBIX18vQ0ODRKNRqaPkdPo5fPgghYXFzJs3\n", "j9zcfOz2SUBcpPp8YgrjPffcSywWo6OjHa1WK+ntxXOnHkEQGBoawuGwo1QqKS+vYPPmrZ/5/c8W\n", "GRmzr2xPw2azJf17M0SjUd566w0GBwdYuXI1GzZsvNXdnDUUCgWPPfbdRGhazs2fcBUCgQAffPAu\n", "e/bspqysnLGxUaamppIWkN3dnVIFfHR0lPLyP23CnZWVg91up6OjgzVr5gj3HL54zBHuPwGEQiGO\n", "HDnE2rUbblsa2aeTzlJSUrjvvvtRqW5+iBw4sI9IJJKUYuf1emhtbaWmZkFSa9jr9eJ2u2bl9zw5\n", "OUFXVyfxeJyqqvnYbDb8fh+CIJL76QjytLQ0gkENU1MOyWpLrVYTjUZRKBSEQmF0Oj0FBUXE43HS\n", "0tIxm82S3aJCISc9XWwJ19bWSYuO++67n0AgwC9/+U84HHZATLp0u91oNJ+0+QVB4A9/eBW7fZKu\n", "rk5aWy9hMBiQyeSMjAwTiUQSKZNxQE5OTi47dz5AdXUNr776e86dO4tGoyErK5u8vPxbSoGLxwV6\n", "erqZnJyktnYhixbV0dXViV6vR6FQMn9+NWq1GrVarPyuXbses9mCTqejuLiEXbveIxQKMTXl+NyE\n", "+3//758xODjAU09975aG5aarmqWlZdx33/1JlT+dTjcjHXFyckKqYD/33PfJyMjAYslgfHyczMxM\n", "mpubJGIwMTFOdvYnciyF4trH83TkvdvtZnR0hLq6xRJZdjqn8Hq9GAxGHn30cWKxGKOjI2Rn5ySR\n", "7bfeeoP8/EJWrVrNj3/8k1ktOjZs2ERGhjVJIw7iUN2jjz6OQqG4pYHda+Hw4UM0NJyRbisUCpYs\n", "WUZHRzterw+NRotKpUKhUBAMBhkfHyM3Nw+VSnxv77zzJjbbEGq1mpycXAYHBygoKCASiRAKhRgf\n", "H8Pn86HRqInHY6SkqEhNNVFZOY9f/aqekZERotEoBoMBh2OSZctWcO7cWRobzxMKBfnmNx9g6dIV\n", "2O32q/zyDTgcdvx+/2euzn4ZuOuuu7l4sWnWnuMjI8MMDPQTDAaprz9wWwk3iF2FzxJw093dRX9/\n", "HzqdjsnJCdasWTdjhmXp0uWMj4+RlpZ+220Gv0iMjY0xNjZCbW3ybIjJZCInJ0cKcJrDHL5ozBHu\n", "PwHEYjGcTiex2JcbVjBvXtWsHrd167akCmMwGOSf/unneDxupqYc3HXX3dLf9uz5kN7eKzz77POk\n", "paXj9Xo5e/Y0CoWClStXJ0k3cnJyycvLly7Cfr8PmUyOTCbH7/dJ/sgWSwaXL7clgmRALpchk8nR\n", "6XSkppqQy+VUVMxjyZKluN0eKS1PrVZTVVWNXC4jKyt7hscwiNXSaWIOYjcgP79Akt2ASMKnK3lO\n", "pxO9Xo/P50Or1eJ0itXnlJQUZDI58XiMiYlxGhvPo9Fo6OnpkhxV9Ho9d9yR7CBx4sQx0tLSrxvU\n", "s3Llao4cOYROp0Umk1FbuwiPx4PFkoFKpaC5uZn8/AIcDjs5ObnI5fKkbf3Znz2G0zk1K336p2G3\n", "25Muwm63C7fbdcOkSq/Xy/CwjbKyckkTeu7cWSKRCB0d7TidUzeVD+TnF/Dv/t1/wumcYt68Kuz2\n", "SerrD9DU1Mijjz5OdXUNV670kJmZSUZG8iLiu999GhDTHhctWix1XgYG+vntb/+Z/v4+FAoFslvH\n", "DQAAIABJREFUR47U8+KL/0wsFuM3v/kV6elm6bltbS3s2bOb73//L5IWqfPmVUnkeLYVfo1Gc90k\n", "vps5ucwGsViMpqYLAIRCQQKBAGlp6SxZsgytVsuFC+fJzs7Gas1kasohhSGBeGxFIhHOnDmFz+cj\n", "Ho/jdruwWDJQq7WkpKQwNCQGTkWj0cTAstgNCgQCnDlzCrvdzuTkBCB2qQwGI3v2fEhnZzuXL7cR\n", "j8eZmpoiIyOT/PyCxIxFmIKCQgwGA1u3brtpSNVXifLyCsrLK5Lum3bisFozZwTyWCwZGI2ptLZe\n", "Qq3Wfpm7eksoKirCZDJRU1PLQw89nPS7ePLkcSKRCHfcsYnnnvv+V7iXnw0HD37M0NAgFktG0jmm\n", "1+t59tkXyM0143QGb7CFOczhs2GOcP8JQKfT8W/+zSNf9W5cF5+WknR3d+FwiBfdyspPiNz0wsFo\n", "TMVoFEnZW2+9QVtbKwMDfTQ3N/GjH/2l9PjVq9ewZ8+HRKNR5HI5Ho8bi8XC8LCNaDSGXC5DoVAQ\n", "iUSQy0WCbbFYgTjRaIy0tHQsFgtLly7nhRd+iNGYSn9/H2+88Zr0Gunp6Xz7299JqgKNjY0hCHGy\n", "srJnDKtOW9tdjWlNNkA8HsPtdpORYaWvrxe1WoPf7ycYDKJWiwmRY2OjvPTSi/z2t78iJUVNUVEx\n", "KSkpDA4OsH//Pp588pnEtuI0NJzB5/MxODhAbe3CGSSsoqKSVavWEAwG0Wp15OcX8J3vPAnABx+8\n", "S1ZWNpFIhAMHPubxx78747vLysqasciYDVwuJ//8z/+XJ554SqpA/uQn/0kajrsWQqEQ/+N//DWT\n", "k5M89tgTrFsn+n/Pnz+fc+cayMvLn3ViYE2NSJRbWi6xa9d7bN58JxUVlaSnm9Hr9UnH0dV4//13\n", "cblcFBUVEQj4pSrqNBkcGhqkvLySkhLRXm+6Gjy9iJgeQKurWzKj2/RF27r5fD5GR4ev+3keOrQf\n", "p9PJAw98K+k5CoWCtrYW6usPsmBBLRMTE7S1tdDf34dGo2HTpi3IZDK2bduOSqWioeEsIMo+xsfH\n", "Et+LjEOH9nPs2BGi0RjhsBhk4vf7kcsdTE05pOq71+uR5Fwul5Ourk6WLl2OXC4nOzsHj8dDPC6e\n", "j+npZnp7e/B6vQiCkNhGGnv2fMizz77AQw89zPHjR/H7/WzcuGWGbenXHefOneXw4UPSQPLq1WuT\n", "5HI6nY4nn3yGdes2fG3dW0C0tbwemc7MzJI6iZ/G5OQkp06doKAguSjxdcKaNesYGhq8psxGp9Ml\n", "dOpzhHsOXzzmCPccbgljY6NEIpEbpt9VVs7jvvvup6ysArPZTCAQQKvV0tXVyZUr3WRn59DR0c78\n", "+dVMTk7gcEwSCATo7GxP2o7BYCQjw0p3dycDA/34fD5UqpSELECGIIg6bZfLiVIptrFVKiVVVdWo\n", "VCoCAT9KpSqRMCgGzRQVFbNz5wM0Np4HxACWUCjE8LCN3Nw8PvzwA1pbLyEIAhUVldx//0PU1S3m\n", "8OF6OjramZpyUF1dQ2qqiS1b7kSlUmE2W6irW0xTU6Nk2Tcd4FNUVMTIyChTU6IkRafT4/G4cTqn\n", "Ej7cWnJyciUJzMmTx7FaM9m+/R4UCgU1NbWcOXOK1177PT6fj5/+9K+pq6vD43ETCoWl4bZ4PM4D\n", "DzyEUqmUhjqnZSTAF5pCCGAypfHUU89K8hsQOxKfhqjvjaBWqzl37iyTk5OMjo4wNjYKiCRv8+Y7\n", "WbVqLVqtlpGRYc6dO8v27TtumkgXCoU4ceIoHo8bs9nMypWraG+/jEKhuG7F/q67tvP+++8yOjrC\n", "xMQ4HR3txOPxhO2kltraRSxbtpxNmz7RDF+twx4fH+PEiWP4fF7Wr78jabH1RaOtrYVjx47wox/9\n", "22tWzNPTzSiV4mc0bf82PGwjKysbnU5HLBZj3769NDdfYGCgn2g0ilKpJBAISAu39es3IgiinSWI\n", "HY/GxvN8/PEe5HI5aWnpZGZmYrGY6ezspLu7i+zsbMbGxrDbJ0lLS2N8fCxR5RbPMZlMxrJly2lp\n", "uURqaqpkvTj9bzQaIy8vPzFfIA4zu91uvF4P+fkF/Nmfffu2faY3wud17XG7XRLZnt7eiRPHmDdv\n", "ftJ5otForjus7HI52bdvD2q1mrvuuudzR79Pz7JcLZ2IxWK0tbWgUqXcknxtGtMVfUEQ6OhoR61W\n", "Szr8gwc/pr+/j8uXWykuLvnccqjbgeLikuumvc5hDrcTc4R7DrOG2+3ilVd+h9frpaCgAL3ewIYN\n", "G9HpdFy+3JZIMjSQkpLCmjXr8Ho9vPTSi/j9Pnw+H5cvt2K1ZtHV1SklR6ammigoKEKr1bFu3XqJ\n", "LPb0dPHKK7/nwoVzpKSkEAwGGRsbRS6XU1ZWztSUI9HmjiUCbsQhM5UqhcnJCQIBPwaDMSEZkdPQ\n", "cEaStsybV8W8eVWEw2H+8IdXGR0dAUQy3t/fR29vT0J6EqKrqxOFQsHg4CB6vY5IJJyoRO/F6RQd\n", "UgKBANXVNXznO0/i9XopLCzixz9+AZvNRiDgR6USvXYjkQgKhVyKppfLZcTjMaamHGi1WpRKJd3d\n", "XezbtxuncwqTKY14PIZSqWRsbJTBwQH+y3/5zzzyyGMMDYlSl3PnzlJdXYPJlMbJk8ex2YaIxWLs\n", "2LGTO+7YhFwuIxKJsn79radJ3gxXk4ir4fG4pQ7GiRPH6O7u4sknnyE11URJSamkF9679yOOHz/K\n", "4sVLefBBsUobCoVwuVwJT2fNDf2QXS4XLpeLaDRKQ8MZKioqqa8/SEqKagbhdrmcpKaaKCuroLa2\n", "jl//+pc89th3WLJkGQaDgVgsxvDwMKmpqeTnF9Dbe4UrV3ooKirG5XJK1nhWayYlJSUcPXqE7u6u\n", "Wbu8jI2NkZWVlThGVbNyqFi6dDlVVfOvK0+ZdtPweNzs37+Pnp5uSVMrDq4OYLMNodcbUKs1yOXi\n", "uVVaWia9vlKppLi4mIaGMzQ1XZBCbqZDSvr6ejEYDAlC7EWpVNDf34/d7sBoFL27tVoN4XAYo9Eo\n", "dTv8/gAajYbUVBNGo5FgMEhBQSFyuZw77/wGZ8+eTlpQ6fWGWYf9fF4MDQ1SX3+QnTvvJjU1k5aW\n", "Sxw9ehi/30dFRSXf+MbdSdK22WJ4eDhJWjcNm23wuufKp3Hu3Fn6+noBKCgovK7caDYIBoP8+tcv\n", "odfreeKJp6T7Dxz4mOZmMQ3Y7XZ/5i5CQ8NZDh8+CMBDDz1MaWkZFoslof3WS85Xc5jDHETMBd/M\n", "YdaIxwUuXmymvb0Vn8/HsWNHOH78CJOTE3R3dxGJhJPa3zabjaamCwQCfilxMhwOkZOTSzweZ2Cg\n", "n0AgkNAeL2RwcICBgX4qK6t47bWX6e7uwuv1JIiVU3IdMZstkvev2y2GyyiVCmKxGDk5uQSDQex2\n", "O1NTDiYmxlEqleTl5c3Qgl6+3CZVukH0eVYoFGg0WvR6PZcvXyYUCqJQKBgY6CMQCEgVMJ1Oz/nz\n", "DZI39NjYKNnZOVRX16BQKBgaGqKjo53hYRvBYIBoNEY8HiclRZ2o+kYBIeGznIJarUmEo8hITRW9\n", "v+vqFlNUVExXVydjY2OoVKK37fnzDWRkWBkfH6Ol5SLRaIz8/HxcLmdCxy46ByxZsoyysnIqKio/\n", "d6VstrDb7bz00ouYzRasVitms5nCwqIEGcvC7XYxNjaG0+nko48+ZGRkmImJcdLTzdjtE8yfX4Ne\n", "r+f111/h/PkGcnPzSEtLw+Nx89vf/orBwcFEF8BKdnY2MpmM1tZL5OXlU1u7kLKyMmpqFiRd7AMB\n", "D//wDz8nNTWVrKxsLBYzwWCAZctWUFRUjFqtRqPRSprbU6dOsGfPbtraWmlra+H06ZMsWFBLf38f\n", "RqORjo52ioqKWb167U2r8CDOAbzyyu8oL6/glVd+Rzwev2GHaBo38+CehiAINDc3IpeL8qq6usVs\n", "23YXIGNiYpyxsTE0GlHOlJpq4t57dyYtSP7P//kHLl5sZnx8NCF/CqBUqnA4xCFkkWgrCYfDknxr\n", "umOi1WqJxeKJ6raA3T6Jy+Xi1KnjZGdnAzI2btzChg2bpK7P0qXLUalU0kJ3es7hwoVzRCIRioqK\n", "pWPJbp/EYDBI592VK9289dYb1NcfZHJyguLi0lt2xGlra6O19RIZGWaUSg1vvvk64XAo4cMsdts+\n", "rcueHWRJvyfTWLVqzQ3nGq5GIBCgq6sDhUIxq+eFQiG8Xk/S8X7mzGl27XqPc+fOYrMNkpqaytKl\n", "y6W/nz59Ugrl0usNVFbOA8TK9/HjRzl27AiHDh2gp6ebtLR0PvjgXdrb2yguLk4KVuru7sJmGwKg\n", "tLQ8sRgto7CwiNWr19728KDbhbngmzlcC19E8M0c4f5XhHg8zkcffcj+/fvw+303bav19l7Bbp+U\n", "qnsqlYpFixbjcjkTVWA3KSkpWK2ZZGfnsGTJsqQWoqj5FH2ofT4vLpcLqzWTcDhMerpZchmRy+VM\n", "TU0hl8uJxwWsViutrZdwuVz09Iik2+fzJvyyTVitVuRyBcPDQ0SjIgFQKlWYTKkIAqSmpjIyMoLL\n", "5cTtFkM3AgE/VmsWZrOZnp5uLlw4z6lTJ+jru4JebyAQCBAOh8jMFG30bLZB+vp6CQYDtLdfRqcz\n", "oFanSG3n7Oxc+vv7iMfFlD9RP54hfabz51dLg2GivlqLwWDEYDASCPgJhYKJwU4x0bKsrJxgMEg8\n", "HiMUCpGdnYNcLmf9+o3Mn1+NXK5IDLZN0d3djcNhx2y2kJKiZunSpVitVvR6A263S7oQejxu5s2r\n", "+lJT3QIBP2lp6VRUVCZkLWqMRiPHjh3h7bffQC5XJBxbAOKEQiFKSsrIyhJ1oS6Xk+PHjxIIBIjH\n", "45JtXCQSpqXlIvF4nKNHD/Puu29y5swpdu58gHvv3cmCBbXI5XK0Wt2MyprFYkIQFGi1OsLhEFZr\n", "JkuWLLtmoAuIVflppwK9Xp9waMjgjTdeo6CgiPPnGygqKqaycnZDxampqRQWFiUWD+kUFRXftPo3\n", "NjZKe3vbrBwmlEolpaXl5OTk8Oijj7Fs2QpUKhXhcJjLl0Wf+f7+XrRaHSUlpXz/+38hDVOeOXOK\n", "Dz98j2AwiEKhxONxo9FoMJvNTExMSDrr9PR0fD4vKSkicRcEURpRVFRMfn6B5FSiVmuIRsVKusfj\n", "Zv78Gi5cOMe7775FZ2c7PT3dHDjwMWvXrmfbtu1YLBl0d3fR0dFOR0c7Z86cIhaLMTg4yL59H9HS\n", "cpHW1kuJqrycV18VpVWCIDA5OUk0GkmKs3e7XSgUyhtKQ3JycsnPL2D16uU0NjZz5UpP0t8DAf9n\n", "SmHV6XQEg4Eki8fq6gVSKNNskJmZSWVlFcuWLScz88azFYFAgN/85lecOnUCnU5HTk4u3d1d7N27\n", "m3A4JH0P99//UFKiql6v58qVHjQaLVu3bpO05M3NjVKY0cTEOCkpKXR2duByOXG5nAgCknQExM9R\n", "EATKyiqoq1ssSVdMprQvXML2ZWKOcM/hWpgj3HOYAbfbxXvvvUNDwxkMBkOSi0Rvbw9HjtQTiYSx\n", "2YaorKy6rs3g6OgIr7/+Cpcvt5GTkyM5RyiVSrKzcxgY6MfhcFBWVs7GjZvZuvUbCIKQtD2ZTEZZ\n", "WQU1NbVs3LiFjAyrpK+e9k+eRl5ePsuWrWDNmnWo1WqamxsJBAL09/dJ8hOdTkdubi5FRSWMjAzj\n", "83mRyxXI5QpMplTMZjPxeByz2cL4+FiC1AnEYnF8Pi/d3Z28++7b7N+/N+FGIefUqROcOnWCtrZW\n", "otEoeXn5LF68hP7+fqzWzMRwFyxZspi77tpBcXEJCxfWEQgEpH0UteJKVq5czejoCLFYjIyMDDZu\n", "3IxKpWJy0o7VapWSDqcHxkRJiUB6ehpVVdUMDw8xPj6BTqcjKyubcDjE6tWitrmmZgEKhYJLl5qp\n", "qKiU2v7//t//PwAMDQ3h9/sSFUgZubl5uN1uKcb7y0Bv7xVeeeV3GI2plJdXJCpvGkZGhvnJT/4C\n", "m82G0ZjKjh072b79HnJz89DrDfh8PkZGRjAaUzl79jSjoyOEwxFMJhN33LEJo9GYWFgsp6amlsbG\n", "84yPjyeCWJRkZmaRlpbOmTOn+Pu//1sGBwcpKiqWKmwGgwadzsR7773D0NDgTS3cZDI5PT1dAGzc\n", "uIW6uiWo1RpWrFiF2Wxm2bIV1x1kvPb2RBIik8mwWDKuS7ZjsZhEFC9ebOLMmdMsX74ySX4Sj8c5\n", "cqSe5uZGMjKs0nvU6/WJWYBPpBBpaWlMTU1x8WIjDoed1FQTRUXFmEwm6usP0NBwhgMHPmZwcAiX\n", "yyk5mKhU4rGckpIiWQGC6PwjCKImPysrC4PBSCgUQiYDn8/L1NQUkUgYQRAkx5Lq6hp6ekSLOZls\n", "ujIu0NXVgdVqpbf3CmfPnpYqroIgMDg4IMmsQKziigFSBo4cqcfn86LV6pDJZIlOkDicNzDQz+9+\n", "92vGx8eu6fs/DTFtMx2jUYvD4aatrSXp7zk5udTU1Eq3BUHgzJnT7N+/j66uDtLS0q9beS4tLaOk\n", "pJSMDCurVq1h+fJbJ+56/ezkGA6HnbNnTwOgVmuYN6+KpqYLDA9/Qvjlcjlms5mCgkLpPrPZkgiQ\n", "WpU0uDndqYzFYkQiEfLyCigsLMDhcABieNLVC0BRjlRCfn7BTSVSXq+XQ4cOJCwlC5MWRF9GCNCt\n", "YI5wz+FamIt2/1cAQRBobDwvtU+n23/XQ339Qfr7+wDYtes9fvjDv5Ta3jqdXkrNUyqVSV7SAOPj\n", "46SlidUJcThRrEZefREH8YL0H//jX2G32wmHQ5jNFp544hFcLhcvvfTba7bLdTqdlJ549OhhTp8+\n", "mfT3iop5kpYwEAhQUVHJyMgwJpOJQCCASqXCaDQSiUQJBoMYjWKE9PTw3bQu2GpNR61Wk5mZjdM5\n", "hcfjIRDwMzQ0iN/vJxIJE4vFSU010dXVSSQSkT6PYDDAlSs9LF++kuLikkRctYFgMMgTTzyTZJP4\n", "s5/9TYJ4+6VqzoEDH0sWhmvWrGPdug0899wLbN9+D++88ybDwzb6+noJh0OEQsFEhV9gfHyCsbEx\n", "1GoNZnM6+fkFEumehlKpZPXqtZw/30AwGGThwkWUlZWzYEEt+/Z9JB0rsViMrKxsSUv6WdLfIpEI\n", "e/Z8SDAY5O677521m4LBIIYHpaen8/vf/wa7fZJNm7YQi8VISdGg1Wrp6ekmHo+h0WhYunQ5g4MD\n", "NDVdYGhoEEEQmJgYp6+vlx077uOpp55NujB7vV5ee+33uFxOUlJS8Pl87Nu3h/7+ftasWcff//3f\n", "MjAgLpTOnTubFKku+qTbKS4uwWYb4uTJ4xQWFuF2u7jjjs1JFbmamgUUFRUhCIKkRQekTsHVHYOT\n", "J48zPj7GN7/5IF6vZ1af93Sy6NXnyYUL5zh+/CjPP/9DVCoVq1evZfnylTMqtS0tFyWS5fV6+fa3\n", "v3Pd15HJZGzatIXTp08wMTGBTCbKwnbv/kAKnvF6vcTjMWKxKBZLBkVFRTz88LcxmUxs3boNl8vF\n", "pUvNdHZ2UFu7iJMnj6PXRzAajeTk5DI0NEB7ezsqlVKatQAZcrkgEWZBQBpijkTCmM0WLl9u48KF\n", "84lh6Q7MZjPhcCThH6/A6ZzCbP7EHnJycpKRERvt7ZeJx+Pk5ORSWlomOU2Ivv8tBAKBWZFVj8dN\n", "PO6nuLiE+fNruHy5FRB/Iz8dVnT+fANHj9YDMDEh2oA+++wL15VM5ObmfSbv61tFVlY2a9asY3x8\n", "jLVrRd97q3VmVfxaLkRXE1yfz8eJE0fJycll69Zt+P1+qqqqMRqNKBQKmpsbSUlRs2BB7YztTOPi\n", "xSYCgSCVlZW8//67BIMB7r33m9Jw7rFjR7h0qRkgSeJy+XIbBw58zAsv/PBL7cTNYQ5fBeYI99cE\n", "giAQiwtEY3GiMYFINE4sFudMQwPnL5wH5Jxq7GL9hhD5+YXE4gJxQUBI/BuPQywu0O+Q4RYsCIAs\n", "Iuf4xREUSiXxxONyq+/E7nCQkWHlWOsU8bhYvbAND3GlpxuDwUhZWTk+n5eiunsBuDgU4+JQP7Fo\n", "DLfbhVqtFoNdEvs+dq4ZwVSFUunl0kCQPscICrkMuVxGKBSgrfUSixcvQafVIJfLSM+rxpLvxDY0\n", "CAiUlpSSW1zNqMNP04UGLpw/i8GgpayiisbGRgwGPaFQmEAggFKplLySFy5cRGNjlKkp0ft6xYoV\n", "aDQGbLYhTCYTPp8XQYhLxCkYDCbs+VIYHR1GEMSqokKhkPThopYzTjAYpLHxPGazmT//8x/O8CTX\n", "anVUVFQiCALDw8N0dnYgCJCTk4NMJqO+/iBVVfPJyLBSWFjEM888x8TEBHq9geeff5qmpguEwxHi\n", "8TAymZbW1ktkZmaj0+kxmdIwGIxs3bot6TXlcjnf/OaDnDhxDLVazZ13fgMQh6suXbrI5ctt6PV6\n", "7r//IRQKBQUFBUnt9tlicLCf9vbLAHR0XE7Sf94IqampLFxYR1ZWNkePHgbETsm9936T//W//o4X\n", "X/xHDAYjR44cpqamNhFBn0NmZiYajZY1a8ToeZlMhtfrnUE2+/v7cDqdKBSiE0s4HCIWi9HScpGh\n", "IXFA0Gq1Eg6HZ4T41NQswOv10tXVwUcffUhvbw8mkxjOsnDhYmmg8cUX/xG5XM4LL/xoxusPD9s4\n", "evQwGzduloje8PAwFy6cw2rN5MSJY2zfvuOGg5TNzY28++7bFBeX8N3vPi3NMlitmaxa9YkmXCaT\n", "XVMfPu1KAsxKPz5t2Tetc7bbJ7FarQwOigscnU6H3y/OLFitmchkMq5c6ZakTGNjYzQ1XaCiopId\n", "O+6jpKSE4WEbcrkCr9fDyZPHCYfDaDQaFAolKSlqBCGO1ZrBpk1byM3NY8WKFfT1XSEWEwecvV6P\n", "RAK1Wi0Wi5WRERtKpRK9XkdRURFutzvpfRQXF+N0uigvr6C394o0nDydDPnuu28zMjKM0TjzvLkW\n", "Dh+ux+kc5/HHv8e99+5kxYpV+HxeCgoKZ3yunZ0dSbfD4TC9vVe+Mn/w6cAhg8EgWWtOo6ZmAUND\n", "g7S2XkImk7F48VJKSz8JVYrH44yPj0nBYTqdjvPnG2hqakzYsv7bGXMD0+f/xMQEDQ1nqKqqStpm\n", "e/tl9u4VF/3NzY2SJv/8+QaJcF+9zasLOPn5+WzYcMcc2Z7DvwrMEe4vCS29dnad6MPjjyRItUis\n", "r/7/6+MTf9/+I5PA5A0ea0r8J+Ll/d3XeIwSbFPA1KfuL2TCA71N9sTt0Ru9pSToS7aiB948Onit\n", "v3J2qONT96UCYtu3rwcO9Vw9bLQUxA4zpXf9NUI8RjwWRYhHkCGAEEOIx3DrNJRu3ICMOBkWM9lZ\n", "GXjcboj3oNfYmV8BHvcU0XCQWDREwOcmFgkTj0fAoEcph3SVBY3PjVwmoNGkUF27lOGRCUAmOQSE\n", "wyE+jbVr1/Haay/T2dkh2Q/29V3B43Hj83kJBAIoFAruuGMTa9eul/Tb/f19WCwZCUcGH8FgIGFt\n", "6MLv97Ny5Sqee+4FIpEITU2NzJ9fTXNzE36/j40bN1NYWJSU6jY6OkJJSSldXZ3k5uaRk5NDd3cn\n", "f/mX//6aF7Hx8XGUSsV19csAOTl5ZGfnEAoFkzSbN0NTk6gBzcnJ5a677mZgYECqvKWnmzEaUwkE\n", "/Ph8Xl566Rf4fH5eeOGHZGRYiUajNDWd5+LFJtLTLSxcWMd//a9/RWlpOWvWrKO8vIL8/Hy0WjHm\n", "3efzodcb2Lr1G5Kvc2pqKmvWrGP79h0sWbKMl1/+LVVV87n77q0sWbKMuroleL1e/vt///8wmUyU\n", "lJTxyCPfkchfOBySvNMnJyd58cV/RKvV8Oij3yEvL19KCZxOmQSoqKjA7/chl8sT/vLXr3BPW76B\n", "aMcHsH//PpqbG0lPT+d733v+pp9xdXUNwWAAp9NJdnYOFy82U1paet3KutWaSV5ePgMD/QwP2xLz\n", "D3KcTtHlJzXVRGZmFsFgMBGjXonT6eTDD98nMzMLh8OOz+fD5XIyOTlJRcU86usPUlNTS1+f6Osd\n", "CgVxu91EoxG0Wh11dYv56U//O+FwiL17PyI7O4eVK9fQ0nKRlJQUSktLKSgQOwjBYJDa2lpAICUl\n", "hYwMK0VFomzr7NnT0qxJefk8lEoF3d1dZGVls23bXUnSoEhEtCQUBOGaTiGfxsaNm0hJEV9fTHnN\n", "Aq6tmRa94ZN/10ym2fnFf9FwOOy8+urLBALX9imXy+Vs336P5LX+afJcX3+A+vqDjI+PU1U1nwce\n", "+BZFRcVcuHCO3Ny8G2qvDx8+SG/vFXp6uvnhD38s3T/d1QOwWCyJmRsfWu0nHYANGzaSmpqKRqNN\n", "qpQbjaksWrT4M38ec5jDnxLmCPeXhDcOdWOb8H3Vu/EnCZlcgUKuAJIvHmGABKccdgoMO8VEO9T5\n", "6LLFyool89Zeqy0EbYMA2ciEODJiDBz18vb5U6hTFGhUCjRqJRNjw/gMi1FkWzASRa2U4/VM0T02\n", "gpwUVEo1A+M+Dh1vILewgixrBpoURSJxEsl/WKlUEo+L2t1pG7Xx8TGOHz9KNBrlyJF6aeBpz57d\n", "UtohTEssXpaSKvPzp6tJmmsOjR07doRTp04gk8m46657rluJ1Wq1UnjOraC0tIyeni6qq2uorV2U\n", "FAQTj8cJh8M4HKJzjF5vwOVysWfPhyxfvpKjRw/zyiu/Q6FQsGzZClasWMWHH77P6OgI9fUHKC+v\n", "wGRK45lnnqOl5RLp6en4/T4efvgRenuv8Nd//V+kqOaf/vQ/UlVVzc6dDybJcuRyOW+88Rqdne1s\n", "376DFStWUlb2SQfAYDDyP//nzyRHjrKycoaGBiUyt2TJMvLzC8jMzMLlcnL27GlMpnQ2bdrC66+/\n", "wo4dO284iGw0prJgwULi8TjFxcWAqH0GkUjt3r2L9es33DT8Jy8vH6dzil//+pf09HRmw80NAAAg\n", "AElEQVSzatUa/sN/+M/X1MEqFAoeeuhhBgYG8Hq9DA0NkpmZRVVVDc3NFxKDwlmcOnUClUopSawc\n", "DgdHjhyiuromEbke59ChA7S1tTA6OoLFYpXmJUTZlhu5XI5cLqevr5ef/exvqKioxONxs3PnAzz4\n", "4LcIBkNkZmYyNjbG66+/TFdXBx0d7ZSVlfODH/wFHo+Xqqr5WK1WLl5spri4hNLSUt577x3279+H\n", "2Wzh+ed/QH5+wYzj+7777ufixSZKSkrp6emmo+MyCxfWXdePvbW1lUuXzuF0eqmoqOSee+67bsdg\n", "zZq1DAz04/WKVYDq6gWzcpm5EdxuN5FIGIvlE7vAiYkJOjouU1ZWfk1Pe4ArV3oIBPyJ93DpupZ+\n", "17M1DAZDTE1NJYYqo/T19bJx42Z+/OOf3HSfCwuL6e29Ih270/j/2XvvKDfv8873g96BAaZgKqc3\n", "zgxn2LtYxCJSVLOKZdVIkR2v107ktJvsnuzNJvcke7x3nU2c+MZxp0VRpCSqkiLFohE7xTKc3nsD\n", "BmUGvQP3jxfzSiOSEuV4s1qH33N45hB48QJvf37P71tKSkrJzc1DrVZz//0PMTNjY+/eX4hpuhs3\n", "biKRSFBcXHrDzNMd3MG/J9wpuP+N0FCa+bkFt0wqQS6TIpd9/FcmlRAJB0km4qhUKoxGg5CwKBEo\n", "G1IJSKQSpBJhWalEQjAYIBoNo9fr0Wu1JJMJRkaGiYRD5OZayc/Lp7+/B5/Xi1KpYNmy5YCEFOlO\n", "RUookHp7e2hra027cOhQiyEfEmIxwfM6mUzS0NCIUqUimRRoMclkikQqxcDAIIFAAIPRRG5egfh+\n", "KBzGbp8BiZSsrGxi8QQpJHi8XoKhCMkkSOUKkMiQyj5/2vx/FVJISSElGIVgNPSpd9Ugz8ew6OMH\n", "oxkwf4JiHwWGU/DX+7rE15RyKfFFj1CXtYNoyEcs7CcWCSAlhkYhQZaZzfXBOZLqPEK+WdRGFfFU\n", "EinxmxRUKbG7tHhxHRqNlmAwQGPjUs6c+RCNRsOyZSvETndnZ7vwqVSKrq6O2/aQ/jy8+ebraLVa\n", "duzYxRNPPC2+Ho/HuXLlI2prFzM768ZsNhOPx5mcFOLAtVod+/bt5ac//RdUKlU6wCaThgbBz33t\n", "2vXpB/zHRaxGo2HlylW43U5aWq7hcrmoqqohLy8fuVzOpUsCv1kqlbFy5Sp0Oh3xeJyrVy+jVmtQ\n", "KASP7g0bNtLQ0IjT6eTw4bfZtm0HBQWFKBQKYrEY58+fpahoEY8++rjY9ZNIJGIBf+TIu4yPjwGw\n", "c+futPPIZ3s3S6VSUccwjx07dpGbm4dEAmfOnKa2dvFnFtz9/X288cZrjIwIriPCQCbymaKz3Nw8\n", "nnnmOY4ceYeurg60Wi1zc3NYLFkkEnF0Oh1WqxW3283ly5eQSqUkEgLP/pVX9qHTCd76ly9fYmRk\n", "mJwcK6Ojw2i1WpRKQeuhUqlIpUCr1eB0Omhru47HM0dNTS3d3Z0UF5dw8eIpRkaGMZstbN++E7/f\n", "x/j4OLm5+XR2drB69VrKysr42c9+LMbLHz9+lKGhAUCCzTbNvn17efbZ52/gSGdlZbF16zaCwSD/\n", "9E9/TyqVYnR0hD/4gz+6YabHZpvm9OkP0OlUpFIpPvroImfOnOY//+f/ctOZH4slk2984z8wNjaK\n", "TqdfwIn+omE5yWSSkyff5+WXf0UwGOTFF/+YtWvXk0qlOHDgZYLBAFevXuZb3/r9mw4AiotLUavV\n", "hMNhMbSms7ODs2c/JBKJ0tjYxF13bb7l+bB9+06ys3O4evUj5HI59fW3fw9YvXoNS5cuu6ELfvbs\n", "h6LFo1DMx8R9Ph+Utnfvz5idnWXVqjVs3rz1tr/zDu7gtwl3Cu5/Izy2tYK7lxcSiSWQy6XIpZL0\n", "XykKuQSZTIr0N6DUbm9v4733TqEAYm4pOx9/komJcWZ7BCV+0jbIQ49+l7fdVxj1j6FXG3hkc8VN\n", "13U9009k8hxabZKdO9fR09PNyMgw169fIysrm5zCIrxeD4awgkfve/yGz3d1wQ9+8HcYJIU88fi3\n", "yMkR2s0ul4s///N/wePxIMnOJiNDEDpeOd2MxzMnRrnPR0VLZQpKSsvR6U2EwhF0eiP5BYvIseYR\n", "T6bo7u4hhRStTkdv/yBSqRyFSo1Ga6CgsJjM7DxSSDGYLJgtWTjdsyBV4J6dI54EfyBEIilBqdYi\n", "kcqRyVWkJP9rOIXReBJkGlQGDSrDjVPYXuDiKEBB+h/Mj4OG7HDhe8dQyVLk5lgwG7VoS+4mEQ1g\n", "KCoi22zAqJXz3rsHCXndSCQpZmfd7NghiAcLCorwegVx2L+2Q/dJ1NQsvulUtNvt5vTpZjEevby8\n", "gra266xZs57x8VGUSpVovVhdXUssFqO2drEYhf3ww4+JtpLziMfjDA0NUl/fiFQqxWrNRa1W8+ij\n", "j/P66wepqqrmT//0P4nbl0qlOH78OKdOnSYcDiORSFi8uF50odBoNEQiYV566Zd885v/EZMpA7vd\n", "xiuv7CMQCPDhhx/wzDPPiaFIc3OzNDYuXRBtPc/DTiaTX5gzr9frWbdOoN00Ni67pRBv3tVnfoC1\n", "aFEJpaWlrF69li1btqZpAvY0Z3rNDVSC+voGyssr2Lv35zQ3nyIY/Hjwv2LFShKJJC6Xg7GxUXJy\n", "rGRnZ+NyObl69TIajRalUoXXO4dKpSYUCqJSqejv7yOZTDE3N0symRR1EqmU0FmPxWIMDw9RWVnN\n", "0aOHGRwU6G3T01McP+5Mh119zEFubb2OTqcTi20QaD7z9CGj0YRUKqWrq+OWokSFQoFarSEUCqLR\n", "aG9aDI+Ojqb3p7CPVCo1crliAQXi0xCsFz8+tpFIhDfffJ3W1utotVqeeurZG2Y3ZmfdXLhwHqvV\n", "KvKgr169TEvLNXJycolEIpw58yFWq5XS0nKSSeGcmteazM0JdnxlZeXidmRnZ/P1r/8HfD4PNpuN\n", "5uaTnDt3VizOL126gMViWTC79EkolUpWrVr9a4fd3Ow6n+dky2QylEoFWVklLF26DJfLxcaNm0UH\n", "GxB0ELcLr9fDxYvnWbVqzZcysfIO7uCL4k7B/W+ITNMXTy/7oujv/5grnUwmGRwcWNC1me/y3Xff\n", "g/T39y7gA38aTU3LqKtrEG/mS5cu57XXDojpgaWlZZSXV+D3+2/4bCKRoLCwiIaGRuLxuOiIkkwm\n", "8Xo9FBeX0Nvbzfj4GNnZOchkMqqqqunq6hTdRQBisTjSRBKtWklBbhbxeEwQgEXnCM4KgseoZ4xo\n", "NMp4r5OZGYf4fVZrHnOxMWqs6wDQxJ1kp2YJ+0bRaDTkZyjwer0MuweZmBjHaDSh1+sxmy38wYt/\n", "TCyWYGhkFJVGT3FJOdF4knAkwZwvwJH3jhJPQgIZkWiClESOQqVl2j5DIikllgSZQoNao0el0SOV\n", "q4glbthNXwjxJICCaBJ8k36Y/Hi/X0s70wgQLOtkqSiT7SkGAu1YjGqSskJMhXKqy4pYsqTm17bj\n", "8vv9vPbaAbZv30lBQeEt46FzcnJ4/vlvYLEInusPP/wYhYWFfPTRJYxGU1pEqiMrK4u8vALKyyvJ\n", "ysoUf1d7eysnT57AZpvmW9/6DiUlpTQ3n+Tq1Sts2HAXGzduFrvKGzduYv36jQSDwQWuKvv27cXt\n", "tgOIwUAqlYpQKEQ4HCYzM5MnnniaoaFBsbNcWFhESUkpUqmUxYvr0WoFq8v5oraysppdu/Zw/vwZ\n", "TKYMGhubyMjIWOBo8kUwH7996tQJWltb0gLFB8Tie2Cgn7fffgMQqBNPPfUser1QgKZSKdEKb37Z\n", "69ev8Y1vfAuVSkUwGOTVV18hHo/z2GOPU1lZxXvvvSt+p8DTdvPss8/T09PFtWtXUCgUDA0NMjNj\n", "Twv0BI/8WCxGKBRCpRK8uH0+H9FolGQySTwex+v1YLFYUCqV4j0nGAxSUVHJ+fNn08fAg8FgEIOr\n", "VCoVc3NzDA0NYrFYWLt2LVNTk6LwVaczsHhxPQaDAYPBiEQiuWlh7HA4OHr0MMPDg7hcLrRaHVVV\n", "1USj0QWDj97eHo4dO0JLy1UaGxvQao1oNBo2bdoquqp8EseOvcfAQD8bN961gDPe3HySw4ffweOZ\n", "A2BkZIgf/vAnCwrS+fCYjg4oLFyE1WplbGwUgLGxEXEbR0dHKSur4OGHH+PEiffp7+/lH/7h+yST\n", "CVQqNfX1SxbMjCSTSd5443U8Hg92u42RkREaGpaI58v4+PgtC+7fJGZn3fT0dFNaWkZOjhWz2SwW\n", "xtu337Ng2bvu2szo6Igocr0dDA8Pcf16C5mZWbct3L6DO/gy407B/VuG+SCJeVgsmdTXNxCJhHE6\n", "nTQ1LUUulyOXy29LrPLJaU2ZTEZOjpVQKCgKcp555vmbdvUOHXoVm83G17/+TWQymbie5uaTXL78\n", "ERMT4xQWLkKnc3Pvvfexb9+vGBsbRa1WiY4hSqUSo9FIXl4eWq0uzVGWiN2zK1cuE4tFMBoFRxLB\n", "wlCV5kNrMJvN5OcXoFKpiEQiLFu2XLT/isViPPPMc/T39zE9vZiurk4kEgltba2EQiH+8Qf/E4kE\n", "sQjzNi79hM2cmRztZt555006OjrQ6fQ89uhXqaio4s/+7A+x223YbDa0Wi2rV6/Fqs/lKw89Sll5\n", "BdFYglAkQWdPH9N2F0ZzNlq9ma7eAbr7BplxziJVajGYLMQSEpISBXKllpREQSL5WcLaG5FAiS8G\n", "V3odn3hVw6UxJ3ubz6KUS7EY1WQaVWSa1FiMarJMaqxmLVaLFr3m5nQeuVyeto/8/BTET0da6/UG\n", "HI4ZVCo1MpmUvLx8pqen8Ho91NXVpe3+/Oj1Bs6ePYPP52VycgKZTMa1a1f4xS9+ikajwWrNpaXl\n", "Gt/+9h+kO6A6pFLpDRaGK1eu5uzZk4RCc2zbtgOpVEZubi49PV2cOnWCb3/7RfR6ww3e3N/5zovI\n", "ZHKxCAsEAixbthy1WuiIv/zyr9i0aQuLF9chlUo/V1w6PDxEMpmgrKyCixfPo9Pp6O/vY3h4iLm5\n", "WXbtuo8LF87R2dlOe3srwWBQ5OtfunRB7HBfunRhgRXg5OSEWGwnk0na2q4TDocJBPzs3LkblUol\n", "WmdOTExQVVVNY+NSLlw4R3Z2NpWVVUgkEvLz8ykqEvyUf/KTf8blchGJRET+eiKRTNMnZESjUWy2\n", "aYLBQNqHWyI6/cjlCqqqynE6HeTm5tHUtIz+/r60Z32YoaEB1Go1JSVlPPvsc3R0tDM2NkI4HEKn\n", "0/POO28zO+tmbm6OqalJtm7dRigUwm63YzAYycjIuOG+5fHM8f3vf4/p6UnGxkbT3uEFnD9/DqfT\n", "yQsv/J647DyvuLS0HJfLhcFgpq6u4abhNPNe+wBXrlxmyZImUqkUsViMnp4esdgGoeDv6GhP0/ME\n", "zHt1K5VKtFrhPMrKymZwcACFQpn2KpeQlSXwmgsKCrFac5mamsThmBEpTPN0jXkIdB0hmEmvNxCP\n", "x5iamkQikRAOhz7TpcXr9XDkyLuYTBns3LlL7JwPDvZz+PC7GAwGHn308duyAj14cD8ejwe5XM7X\n", "v/5NccAZiUQYHR0Rzy0Q0jaLihYxODhATo71ttJBGxoaMRpNn9kUuoM7+D8Jdwru/wOQSCQIhULo\n", "dLrP7UiuX7+RRCKO3W6ntLRM5OneKjktGo3i9/sWdMGbm0/R2trCzp27ycnJYf/+fWRkZPD440+i\n", "VCqpra3D6/WQlZVNdnY2Z8+eRqvVctddm8V1FBQUolKpUKlUn/J8FYr1urp6Nm3aisVioaCgkObm\n", "UzgcdrGrptEIBfPixfWUl1eI+2GeG6hQKGhoWILJZGLnzl389V//33g8gj2gUqlErdZQXFzCkiWN\n", "PPvs7xKLRdHrDVRUVNLa2kIqBW++eSidTCcMJGQyKf39fZSUlDI42I9GoxUL7ra268hkMmy2aZ56\n", "6lkikShXrlymrKwCnU7HuXNniETCbN26nba2VhKJJAaDgczMLOrrl1BeXoFEIkGtlKNWytmw8mOl\n", "fjgc5vLJi5hicwwPCw/4tEkLPp+XjAwz//iP/0LfwABvH34PlcbEjt0PotZm4A/F8IWieAMx5vwR\n", "xqed+ENx4ikFn1eeR+NJbO4gNnfwpu/LiGPSSqkqzROKcLMGq0X4++CDD3/O2m+Oa9euMjw8hMMx\n", "Q2ZmNg7HDAqFgpkZuxgTffbsGe65ZzeVlZW43U4sFguBQAC73Y5SqSI/vzBdvJbR2dnB0aOH+c53\n", "votEImFmxi5akQFUV9cwN2dHqdSzdOnHxZAQ8pKRjiZPYLNN43a7xM7gp10/rlz5iM7ODr71re8Q\n", "CATIzc3l5Mn3mZqa5J57dn/mNl+4cI7Tp5vp7+8ThbG5ubmEw2F8Ph+TkxPk5OSgVCpJpVLpmHun\n", "2Om3WDLFffNpjvEnHSJisSjhcJhEIsG5c2cACYsWFdPY2MSVK5dpb2/l3nvvp6ysnL6+XiQSKU6n\n", "A7Vaw/79L5FMJunu7sLtdqdpDSHRo34+REoiIe2nHSMaFQSWQoiTFLlcjkajJS+vALlczkMPPUJN\n", "TS3Hjx8jmUwyPCwI/uYpOJcvX+L++x+iu7srPeMQQqGQU1fXkJ7hSonUnfkAnieeeHpBE+Ds2dMc\n", "OvQqzc2niEQiadcfKXa7jYKCIvr7e1m9eq14HywsLGJsbJTc3FzuvXcntbVLb8nBVquFMJn+/j7x\n", "8wcP7ufy5Y9IJOIL+NsajeYGusXdd++gtLQci8UiFqMrV64WcxIAKiurxJCeWCzG5OQEra0tqFQq\n", "6uuXoNPpb+gKDw4O0NXVQW5uHhZLJmVl5QQCwuDHbL41nQSgp6cn3WUfZeXK1eKA+PLljwiHhWPQ\n", "19cjOjTdCvMOM0DaTjUmbsOPf/z/cfXqZV588U9obPx4IHvlykf09vZQWlp2W5S22xnIgjDovHbt\n", "Crt333fHXvAOvtS4U3B/yWGzTfPaawfw+XwUFBTy2GNfu6U4a2Cgn+bmk+h0evbsuf9zp7hDoRB7\n", "9/4Mj8dDcXExZrOF1avXMjw8RCQSYWxsBKlUmra5CxKNRikqWkQ0GmFsbJRwOMz+/S8RjwuCvrVr\n", "P/YRnuelfhq1tYs5d+4MK1euXiDau/fe+1Gp1Bw9epiMjAzKyyupqqoWOyFyuZyCgkKx8ADhIbdn\n", "zwMUF5ewZs06DAYdMzNOscA3m82sXr1WLPynpibp6Gijvb2NoaFBCgoKGRzsZ2pqilgsSlPTcjZu\n", "3ITNNo1CoVxQ3EilUrKzs5kfO0xPT6UT8PzE4zGMRhOnTp2ko6MVn89PLBaluLiY0tKyG4Ryn8a8\n", "Y4DgwW3C4/EQDofQ6w2sWLGaSCTCO++8weDgINlmMzJZkpR/grWrFnqDf/DBSXpP7Uchk/EXf/5f\n", "0OgzmXLMMTBqwxuM09bVTzSlRKWzEIxJCUc/m+OSQI47CBc77Te8p9coyM/UUpCtx6KXMjHYzoO7\n", "t2LNEhxVhHhoB9u37xTPiWg0ysWL55mZmSGVSqFWq8nJyWHJkibGxwVakEKhQKlUMjQ0gEwmR6VS\n", "Y7fbOHToIFVVtXi9XkZHR1AqlTidTtxuN48//iTj46McPPgKiUScb37zOws663v27MHh8C34/YL/\n", "cxZ///f/A7fbzdTUJF6vh5deOnhTsdratetpahI6qzqdjkcffZyRkeG0veNnY2RkmGAwiMMxg0aj\n", "YdGiYlauXM2ZMx9iMBjYsmUblZVV/OEf/imvvPISPp+PDRs2iefx9u07RTeLT3ZQQSggs7KycTod\n", "qFRq8vMLCAaDmEwC3zkUCtHYuIzW1uuMjAynZ79S4kxVb283CoWKVatW4/HMMTc3i8lkQi4Xgmzm\n", "ve+TyQSRSASZTEY4HEYqlaFQyIlEhHMomUxiNluoqKjgv//3vyORiGMwGJmddeN0Ouns7EgXZRLM\n", "ZgsmkwmHw8l77x2moqKSgYF+FAq5SEmYt1cMh0PIZHLMZjM6nQ6FQoHD4cBgMBAKBblw4Rx2u13c\n", "ViHOXInH4yUeHyU7O4uxsVHxXrNhw12iSDU318Lhw2/T0NB4U3cZiUTCAw98ZcFrra2t9Pf3kp9f\n", "gEajQS6Xo1IJKaifdkSRSqVUVCxMJJ3ne3d3d2GxZJKXlye+d/HieVwup1jsyuVynnvuhRuoLjMz\n", "M8zNzREOh9PryGfXrj3U1NSK7ke3QnV1NYOD/RiNpgXBQiUlpYyNjaJQKBYMWG8FiUTCffc9QEvL\n", "NUpLy8RE4+vXr+H1esnKyqat7fqCgnvz5q1UV9fe1vq/CKLRKIFAYMHg8w7u4MuIOwX3lxyHD7/N\n", "2bOnxY5ccXHJDUlo83j55ZeIRMKYTCYuXDgniuVuBafTIU5Nvv32myiVKuLxGLt372FgoJ+mJkHE\n", "tXXrNsbHx8WwifXr7wIkGAwGKiuryM8vQKvVfWYQh9PppLn5JG1t17ly5RKhUJCmpqWYzRb8fj+H\n", "D7+NRCLh5z/fh1KpYGpqipMnjxMKBdFqdWzbtgOTycTBg/uZmZlhaGgAuVxBTo6VQMAvTn9rNBqk\n", "UiH05YknnqG2djEgiJWOHz/G2bOn6erqQKVSYTJlpD22Jfh8PkZGRohGI3z72y9y8eJ5zp4VhHZm\n", "s5ns7GzGxsbEh2pVVbUoHANB/Ga15iGVytDpdIyPu+jp6aa29tYR036/n+7uTqLRKEajkfPnz6aD\n", "XaTcf/9D+Hx+pFIJIyPDTExM0NvbTXFxKYWFhfT0dLN16zZxXcPDQ1y+fCk9IIqSTMTJNKnJNOXS\n", "UCE4a/i3VBOPx8WiJhiO4/aGcc3/84RxzIWwuUPMzAWJxm7tZ+wPxeib8NA34Um/ksGln1zDqFVQ\n", "kK3HOTmKNOElI2+EptoSpidH0mmHUmKxCMFgiOzsbDZv3pqOkS7g9GlBQFZZWcV/+2//DzKZnJGR\n", "IVQqFd3d3bhcbkGka9DjcMyQm5uHyZRBQUEhp083k0wmWbJkKceOHWHt2nWUlVVgt9sxmW5OfZmf\n", "2SgvryASiSKV3jxsBgRawKc7mJ9lAfhJVFfXMDwsbEdmZhY5OVZWrlzN2NgY8XgMl8vNL37xU559\n", "9vmbenHL5fIbRG5+v4/XXjtILBZl+/ZdDA72MTMzw6pVa1izZh39/b2Mjo7icNg5eHA/5eUVYrd6\n", "enqagoICYrEYXV2dhEJBKiurUCoF16FAwI/fHyArKzvdQS1jbm6O7m6BdhWLxdPWljJkMhmJRAKF\n", "Qoler+fhhx9bIPxsbj6FxWLBYrFgs9mIx2PMq4D1eh1qtZqurk6cTgcymQyHQxBuBgJ+iotL+Pa3\n", "X6S1tYVIJMLGjZtob2/lvfcOYzab2bp1Oz6fj+npSVIp0p14IehKoVAQj8cwmTL44IMTtLRcJhKJ\n", "sW3bDu66azMTE+Ps378ft9uLzTZ9Wx7oABs2bCAUCmC15rJy5WqWL1+RPsa1Ilfc7XZx4sT72O12\n", "ioqK2LZtx4IZk9dfP8jw8BBms5mnn35ObKDMzc0t+K5YLJb2s15YcK9duw6nc0a8/zU2Nt2W45AQ\n", "Wqbma1976ob31qxZR2lpOVqt5ra1CGVlFQsCcEC4TuRyOdnZOTc0hkymDEymjNta9xdBaWnZF8oL\n", "uIM7+N+FOwX3lxz9/X2EQoIl3dzcHIODAzctuE+dOkFnZxvhcJji4hJWrvx8FXp+fgHl5RVMTk6y\n", "YsUqDh9+h+vXW1i//i7RKQIE+kZ/fy+RSJjHH3+Sp5/+He69934CAT8ajUb0jI1GoyQSiQUPiPkO\n", "2auvvoLX68HpdJFIJJBKZXR2tuNwONi2bWe66yTBYrGkOcJmqqqq8Xo9mEwZYtfm2Wef53vf+xtK\n", "SkrJyDAzMTHO8eNHWbp0OTU1NdhsDtauXc9Xv/qE2CEMhUJ8+OEHDA4O0N3dRSQSIR5PIJFICQYD\n", "GAxG4vEY8Xicjo529u//FRqNluLiEgKBAFKpUAg4HI50gSzwVtVqjZiIFwqFCIWCZGZmMjMzg0ql\n", "IhwOo9PpmZ6eQiaTkp1tFX/TzMwMr7yyj3A4hNvtprX1OpFImLKyMszmTO65ZzdFRcWEQkH27v0F\n", "Hs9ceh8Ixcp8R2ke81Pb8x7SkciNYT2fpklo1XK0aj2FOTd2aVOpFHP+KHZ3EPtsEPtsCJsrwJht\n", "Fk8wSeIWtbg3GMM7OgtkAVn85Ng4HBtHqwQVIWo3/Q5h1QkMygRKVYL16zdiMBj5yU/+mfLyCpLJ\n", "JMePH0v7OQ9hs9kwGo00NZWgUCgxm82MjY2hUEzz4IMPi9fChg130dS0lFgsxve//z16erp49tnn\n", "eeON19m+fQtNTWtu2D6DwSgWH/PiuNvF6OgIJ068zz337P7cjl1T0zJSKdi1aw8mk0kM0env76Wt\n", "7ToulxOQ8NRTz94WtxWE+8I8t31kZIi7717I221oaCQ3N5/XXz9APB5jy5a7sVgyOXjwFS5cOEdG\n", "hpm6unpKSkoYHRU6m1NTk/h8PlIpgX9cW7sYjUaD3W6nsLAw7SGe4OLF84yMDBOLxUQv+by8PNav\n", "37ggdObChXO8+ebr5OUVsHhxPaFQCIfDgc/no7q6FrPZwsMPP4bP99O0NWEuk5MTeDyzRCIRlEpB\n", "j/H4409+Yr8LosNwOILDMcOpU8eZm5sjEgmjUCjIzV2E3x/AaDRSWlqGVqvl/fePpvnQVuz2aRKJ\n", "BKdPNzM5OUpJSQWLFpXc3kFHoInE43F8Ph9bt267qV/2m28ewuGYwe/34XQ6iEajPPbY1wBE5xYQ\n", "LPQcjhmKihYBQprmvMYEICMjQ/Tgn4fdbiOVSvHHf/xnnxle9WlcufIRp06dQK3W8OSTz9xw/4Cb\n", "R8DfLubpNUuWNBGNRvH5fKxatebzP3gHd/DvCHcK7i85amsX09PTLXZtamoW33S5gYE+qqtrGR8f\n", "RaMRxHrBYBCtVks0GmVsbBSz2YJKpUQuV6SjmGU8/PBjAMzNzRKNRpFIJExNTcQ2ES0AACAASURB\n", "VC3oRJSVlYvLg1CAR6MR9u9/CZVKxde//k00Gi0/+cmPiMWi/M7v/C4mUwahUIgf/vAfWLlyNT6f\n", "l5kZOxMTY/h8Puz2Kc6ePYtUKmH58pU89dSzN2yTXC6/4aEyOzu7wCLK5XISCoUIBAJYrZnIZCpc\n", "LtcC3vjo6IgYKhGJhInH48jlCpLJZFqAGUUqlZGZmYHBYGB0dJSamloUCkV6Ctu+IEClpeUafr+P\n", "eDxOfn4BGRlm9Ho9NtsUhYVF4n5UqVR4PB5+9KMf0tZ2nccff1J88J47d5pwOEQ0Gkk/ZIVCuqKi\n", "CplMhl5vELuqDzzwEOfPn6WkpBSVSoVeb7iB11lcXMKGDXfxwQcncbtdHDv2Hvn5BWnBmY2srKwF\n", "2/B5kEgkmA0qzAYVNcVmUqkUr776CgHfAKZEAn1GLus278HtT3Ctc5BJh58oWpLcnA8bjEIQDVcH\n", "g5C9Dg/gAf78Xz5Cr4xTkFVPMjLK1HAHSuUcRUWL8Pt9JBJxLJZMcnKsLFu2gqmpCebmZsnJyaWk\n", "pFQ8zoJdXCfvvXcYqVRGQUEBOTlWdu3aw9Kli0lr/wCBj9/cfIpvf/tFcaBSU1NLVlYWbrdLTOH7\n", "LHg8c7hcTrxeLwU3d6gT8c47b9Lb24NCoeCJJ55BpVKRn19AWVk5TqeTZDKF2Wz+XH1GKpXi0qWL\n", "aXs+jcj13b37Pnw+LwaDke7uLi5ePE8gEGB21p0+f76CxZLJ0NAgR48eZnp6ikQiQSqVYsmSpnRn\n", "U4vP56WxsQmTKYNIJEx+fj5Xr14lHo8xODhIXZ2WvLw8du26l5aWa/T0dBOLxcjKysZsNhOLxXA6\n", "BYFuIBCgufkUXq+XYDBIVVUNTU3L6O7uxGQyU11dw1e+8ihFRYvYs+d+Tpx4H5lMlt4njvTvd3Hq\n", "1AkkEglVVYLB/cqVq0Tu/YEDL5OdnUM8LgRHmc0WqqqqcbkEy8Hy8nIuXDgv0ky8Xi8+n4+BgX66\n", "ujrQaFTU1dV/Qgz9+VCpVNx//0PMzc0yOTlJRoZ5QYPB6/UwNTVJV1cHgUCAeDzO6OgIDz30iHg/\n", "qa2to7u7k5wcq3hNxuNxGhoaiUQi9Pf3pZ1TtuDxeDh37jRr167HYsnkwIGXCYfDdHV18MIL3/zc\n", "35tKpYhEIuJgcnJygra2FrZs2fY5n7x9DA8P8eabr2M0GtmxYzfT01Pk5FhvS3h5B3fw7wl3Cu4v\n", "OR555HFCoRBjY2MsXbqMNWvW3nS5kpJS5ubmqK2to6FhCb/85c/w+bzU1y9hZsaeLnbH0esN5OTk\n", "8NBDj1BcXCJ+PiPDzPbtO/H5fAu4iOfPn6W3t0cMkojFYigUCg4depW2tutp3raSsbFRWluvUVxc\n", "Qjwu8Do1Gg07duwiPz+fa9euoFQKXd9YLIbRmEFVVRWNjU23rUJPJpMcOfIOPT1dJBJJYrEoiYTg\n", "3vDJ6X6FYuFprVQq6OvrweFwiCKsZHJegCk4oahUKnQ6PSqVmtWr14hUG61WewMnsr39OqFQGLtd\n", "4HoLASAW7rlnD52d7dTVNSCRSNIDk2g6OjqXEyfex+GYwWTKYHx8LO1bOy+O0uF2uykrK2fJkiY0\n", "Gg3t7a1kZmbdEOd+K6xbtwGv10tb23W8Xg8/+MH/pKurnfLySrRaLffcs/vXtgvz+bwMDQ3S2tqC\n", "x+MhNzefFY2L2bXxLu5ZvYiZGTsqlYZ3jp7A5U+SX1LHyJSbrsEpJKoMJNKb32qCMSnBmJKZQBTI\n", "g6w8OiNxckxKlu+6G0UqQOWibDK0EpoaFuPxeCgoKGTJkqYFlI53332beDyOTqclHk9wzz33YjSa\n", "qK9vICPDsIDD7fF4mJycWGAhKJVKSaVS/PCH/0BPTw///M8//cyCYcmSJsrLK9HpdAteT6VSovuE\n", "TCajtbWFixfPYzZbiMViTEyMYbFYaG1toaCgkEWLpsnPz6egoHDBeeb1epicnKS6ukYcFAwNDXD6\n", "9Afi712+fKVIx9JqtWzbtoOXXtpLRkYGNts0DocDjUaDzTZNTU0tfX29lJSUEgwG03oECYWFRezc\n", "uRuTycTRo0dIpVJotVra2q7T2dkBpDAYDGzYcBdPP/0cDoed7GwrBQVHWbSohPb2VjyeOQYG+nE4\n", "ZkilhAFuQUEhZrMZqzUXn89LV1cHyWQShULJPffs5sknnxYH9UuXLqeyshqZTEY8HqOmZjHXrl1h\n", "bm4On8/LO++8ye/93n9Er9eLxffMzAx2uw21WkNubi4mUwYPP/wo27ffQ2trC2fOfJiexRDsBIPB\n", "AHNzc7hcLq5c+YjS0jKKivJvamn6eRC0L78gHA6Rl5fP00//jvieVqvD4RAGDPP2prOzblpbW5ia\n", "msRut7Fly91s2bIVrVbwHH/llZcZHh6kvLyCRx99XBS4h0Ih/uqv/oKurk7Onj3N3/7t//uFf+vb\n", "b79Bb28PVmsuqVSKkZEhRkZGvvB6Pgv9/b3pc3uCv/mb/0o4HCYnJ4f8/ILfmMPI6OgIMpnsN5of\n", "cAd38G8N2V/+5V/+7/4Nvw7+MhiMfv5SvwVQKpWsWLGKu+/eTl1d/S27YGVlFVituRQWFojhCh6P\n", "h+vXrxIOR9BqtXR2diCTyTAaTcRi0Ru65RKJhK6uDqRSmRhS09p6ncnJce699z6ampZhNlsIhUK8\n", "9dYhQqEw9fUNVFfXcvmywMu+5557KSsrZ3RUEFwWFS1Co9FitVppb29jZsZOVlYWVVXVPPjgw7d9\n", "Q+7v7+P48aOcP3+O8fExXC4X09NT6SI6Tl5ePhqNmkQixV13bSY3N0/83IkT79Pd3UkwGMDrnecc\n", "S1Cr1UilErKzc1i1ag2LFi3imWee5/77H0Kn05GdncO2bTuJRiN0dLSlu4JCYqMQzSy0TQsLi3jy\n", "yWdZvXqNmHq4adMWxsbGCAT8SCRCSl53dyc6nY5UKsXg4AAajSYd1KEWQ1yeeeY5gsEg+/btpa+v\n", "l7a2VqLR6G1zFHNycgiFBCrLmTMf4vN5kUgkZGSYsdlst0U1uhlSKcGSbmCgH7vdRjgcIhgMkpNj\n", "Fae+29tbaW+9zNRIFzHvBN/9+qMsrzBg6zzKQMsxDDIfd61ZilYtIxgIEk2ARHKTjrhESiCSYno2\n", "xuQctI0G+WggwIfXp0iocskrbaCorJZ4Islbhw5w8cJZotEw9fVL+MpXHiUzM4usrCyx86jTqfjk\n", "/UKYJdBTUVHJxYvnicfjXLhwjtbWFkpLK8jIyBBnEBwOB+fPn0Gn091AyVEqlZw9e5r33nuXsrIK\n", "XnrpF3z44QecPt2M0+lArzfw5puHsNmmUSqVaDQaysuruHz5EleufMTk5ASNjU0sX74SlUpFT083\n", "x469R21tHYcPv8Ply5cwGo2kUilaW68zPT3FxIRAI2lqWkZZWTnFxSVMT0/h9/tpbb3O5csX01qD\n", "atHVZ150qdFoGB0dobq6ht///e+yadMWGhub0GqFgJj5GYOjRw8TjUYxmy1Eo1HuvnubWPDu27eX\n", "aDRKQ0Mjg4P99PX14nQK16BarSEnJweXy8WKFauorV1MTc1iSksr6O/vIyMjg/r6Br761a/dMNvi\n", "cMzwxhuvk5NjZdWq1SgUCrFbnkqlWLp0WTqx8Od8//vfY3x8hMHBQYLBgEhl2LZtJ9nZ2RQWFlFZ\n", "WY3RaGLLlm1IpVLsdsH9yOOZE7vdKpWSHTt2i/c6EGYuzp8/S1ZWFolEgtdeO8DFi+fIzs7BZMqg\n", "ufkUP/jB39HR0S7Ovq1e/XETRCqV0t/fy9jYKC6XU7z2tFodNts04XAYt9vNqlVrkEgkvPXWIQ4d\n", "OojX68Hn87F4cZ1oJ+j3+7h27YpY2G/evJWSklKMRiMbN25a4Efe39/H3r0/p6+vh7q6enHwduTI\n", "O2m7VCXf/vaLNDYupaGh8aaDyVQqRSDgvy27z0/CYDAxNjbK4GA/oVAIt9slbuMnRaG/Ls6ePc3R\n", "o4dpb29DrVaLoUeTkxNEo9FbhkX9uvj0/eIO7gBAp1P913/tOu4U3L8lkEgkXLt2mZde+iVXrnyE\n", "3W5jbGwUjUaH3T5NPB4nGAySl1eAVqulqqpmQYcb4PTpD9MP0BlKS8twuVwsW7aCZctWYLXmYjIJ\n", "FnnvvfcuoVAIq9WK3+/nwoWzOJ0OdDqDaEF26tRxTpw4LhYXRUWLMBiMaLVaiooWYbPZGB0doaam\n", "9jMT3gC6u7t46y3Bws9utxMMBnA6HaJziMFgZGbGRnl5GQ899KgoVPR45ti//yXC4RBms5mZGTsO\n", "h/AQl0olFBUJYRTzXalgMEhBQT7FxaUUF5dQUlKK2+3i3LkzSCQQjcZQq9X4fH6i0QhyuTydoij4\n", "e1+6dAGdTs+yZctJpWB6epLp6WmR7iAErWRhNgvT0H6/T3S5kEql7Ny5m+zsHI4dO8LsrJt4PE57\n", "eytnz55GqVRSU7P4c2kHKpWaqqpqCgoKOH78GNFohMLCorSjguLX5lXK5XLMZgsDA334fD7KyyuJ\n", "RMJcu3aFnp5uli9fSTKZ5OrVy3R2CoO27Owc6usbMJstDPZ1UFaYxe9+7X42NhXT8sE+Bj56ncB0\n", "Bwn/JCUFmSwqzGfO5yeZujktJRJL4PCEGXeGaRt0c7bNxpjfxFRAS0RmQa63crmlnR/9+MdcvXqF\n", "u7duFRJcpUmi0Y+5xQMD/TidDjIyLBw7doRkMoXRaGB4eJAnnniKzZvvFpc9cuQduru7cLlcN50d\n", "mHfucLmcDAz0k0wmCYWCbNq0FavVSldXR5rSk0M4HOLgwf3iLEcqlcLpdNHR0c7Q0ABDQwPMzMyI\n", "tDC5XMH09DSvv36Aw4ffobu7k9lZoZDZs+d+iotLKC0tIy8vn9xcK3a7jcnJCRyOGZLJJBqNmvLy\n", "Stau3YBWq8VoNLJq1RqWLVsu+tXPo729jR/96J/42c9+TEvLVa5du4rT6WD58pUUFBRSUFDEwYP7\n", "cbtdbNx4F9XVNQSDIYaGhvB4BDpLZqYQWpSdnY3XO8fRo+/R39/H0qXLqaqqRiaTs2RJI8uWLb/h\n", "PB4bG6Wt7TpWay4FBYVkZWVjs00TiURYtUoYyJ47dyYdljWOy+WipqYGiUSKVqvj2WefF2knIDjJ\n", "FBYWkZuby/r1G1EqhVk4g8GITqejsbGJnJwsxscn8Xq9tLa2YLFk0dfXw8WL55HL5bhcTtraWgmH\n", "w3i9XvLzC/inf/oHxsZG8Xo9zM3NodcbcDodFBQUoFZrxGslFAqhVCrTglIF99//AEePHqavr5em\n", "pibxXOrv78XlcjI2NoZcLsPpdFJUtAiFQoHBYESj0ZGVlc2uXXswmwXq2nwTw+/3EYsJeQWHD7/N\n", "iRPH6OrqoKhokXhv12q1RCIR1q3bSFaWMBD9dLHd0nKVV189wOuvH6C9vY1wOCRasd4O5vn3Y2Oj\n", "WCwWVCoVhYWF5OcX3Law+LMw3zgAQeg8f38/dOhV3G73guP+m8CdgvsObobfRMF9h1LyWwKPZ46W\n", "lmtEIpF0OIfgO52Xl8fo6DBSqZTy8gpWr15DSUkppaXlNDefYv36jZ9IklyG1+uhpqaWX/3qF0Qi\n", "EZ544mkKC4uIxWL09vZQXFyMwzGz4Lt9Pj+RiODJeujQa5hMQgJed3cntbV1yGQy3n//KPfeez/d\n", "3Z0kk0mWLl2K0WgSU/w+C83NJxkeHiQajaU522FisTjJZAqpVIZUKqW6uo7vfve7JJMfU0sGBvpF\n", "ConRaGLbtp2Mjo4QiUQoLFxESUkps7NuwuEQMzMzyOVy3n77LTweL88++zxyuZz2dqGzPT/929XV\n", "jk6nx2YLIJFATk4udrtNfP/dd9/E7/dx4cJZkskkfr8/3XGrwmw2iw9lrVbL3XfvwGg0MD09hVar\n", "Ezs187/Z5XLi9wsd8p6ebmZmZm5b2GQ2W/ijP/q/ePfdt8Ru163oSMIx9CKR3Bgc80nU1dXzve/9\n", "Hfv3v4TL5aSgoJCmpqUibaa0tIxnnnmOQCCAxWLBarUyPDzE3/7tX9Hf30dHRzsej4fHHvsaer0B\n", "qQQmR7vIyJhkPGEjVbiIwNgIkbgUY04p+sxichfVMjjhIiU3krpZNxxArsPuh6OXxoRjXfc4fuCb\n", "/+NDdGoZqaiP/BwzRflZGNQyrly4ipwwodhFVq5cRTIJH3xwgt7ebkZHR8TOZTKZJJVK4nK5bukM\n", "VFlZRWVlFT093eJrOp2eI0feETuRXq8Xr9dDNBqhpKSUbdt2MDY2is1mIxwOMzk5QSgUJDc3D61W\n", "S09PD6lUki1b7uYnP/ln/P4ABoOBqalJ9HoD09PTvPLKPlQqFQ8++DClpWV0dXUwMTFOY+NSYrEo\n", "w8PDnDhxnOnpaWw2G2ZzBsuXr2Lz5q03jedub2+lr68Xr9fL7Kw7fb33ij7Q813bVCpFe3sbH30k\n", "DKQ9njlUKiWRSBi73YbJlEFHRxvHjx8jHo+zbt16Bgf7efDBh9my5e4F3zk+PobRaMRkEjrfhYWF\n", "oj4jHo9RVlbB+vUbRVHh/IzQihUr8fl81NU10Ni4jMWL66ioqOTChXP09fWSkZHBunUbyc4WAmX8\n", "fp9oa+p0OmhsXCp2cbu7O2lvb2NqaoK33nqDP/mTPyMcDvHmm6+Lri2Ci04hWq1OdPCQSqVi8drf\n", "30db23V2776PlStXs3Tpcrxewf1ErzewaNEiXnvtIHa7HYVCQW/vx2nA27btxO/3E4lEMZmMaTHn\n", "BDk5Vp588plbxrC3t7dx9OhhpFIpDzzwFbKzc0gkEuh0eoLBj2kyjY1LxaCgqSkhGKiiomqBbWZz\n", "86n0vU2YgQuFgjckRX4e9Hq9OICbn12c79T/a1Ff3yAG+9TVfZxf8NhjX7ttkfEd3MGXAXfO1t8S\n", "KBRKZDIZ+fkFIs81OzuL7m5BcGk0msjMzMRqzWX58pUcOvQqe/f+HKfTySOPCMLJvLx8Hn/8SZLJ\n", "JG+99Qb9/X3cd9+DgOA4cPHieYqLS8jNzcflconfvWrVaurqGvjpT3/E7OwsDzzwFc6dO4PVahW7\n", "4slkktLSMl544feIRCI3FfC99dYh/H7/giS9UCjE6dPNBINBnE7ngnCbjIwMVCoVGRkZVFRUkJmZ\n", "uYCrO1/cziMYDIjBI5s2bRET+Hw+f9rLV0IsFqO8vJyenm7q6xvQaNSkUil6e3twuZy43S6i0RhW\n", "q+A4otfr0Wp1DA4O0NnZQTwe59133yEvLxelUoXVaqWwcBEPPfQIly5dEH+LVqtj6dJlTE5O0NHR\n", "TjKZ5OLF82zZcjfLlq1gcnJCpETk5FjRarVfWITU0LCErKwspqenyMrK/kz6zsGD+9FotDzxxNOf\n", "uU6tVstzz71AKBRCq9Xe0KmcnJzAZDJhteZSVLSIAwdepr29Da/Xi9vtYsmSRs6fP8P69RsYHOxn\n", "bGyUaDRKNBrl3LnTxGJxZDIZQZ+LOnWYQrkKmWqaeCKBRm8lEFdQWL6Els5BJGoL3hBwq0IcCIQT\n", "gJYBW4QB22T6VSEZdWwApANxlNIoSVk9urIiXjpynUmfmvLiPPq7Wnjr7XcpKswTnYJuhZqaWpRK\n", "JT6fl1OnTqTpC0IX9Ny5M3i9XrZu3camTVuorq6hrq4Bm81Gc/NJUdi8Zs0GPvroAqOjwyQSSWZm\n", "Xsbj8aQjvAW9wNq161m3bj2nTp1Ie08HcbvddHV1ivxWp9OBzTZFMplgZGSIgYE+tFp9mh5zls2b\n", "t7JixcoFFJnS0jKCwQBKpQK93pieQZLg9/vJyckhEAjQ1nadWCyO2+0iNzeP8XFBAJ2RYcblcpJI\n", "JDAaDeTm5hEOh0kmU0gk0puGbiWTSQ4ceBmj0ci6dRtZvLiOjAwzoVAIhULBgQMv43a7kUqlPP30\n", "c1itVqLRKBMT4wQCfrKychgaGkx3v6tpbj7FL3/5U9xud7rbOsbv/d63UCqVnDjxPpOTk6jVauRy\n", "Of39vQuoVXNzbnFm4tCh1xgaGmR2dhYgbQlqZWpqklgsyn/6T3/Bhx82c+zYEZHaIPj6DzAyMswz\n", "zzzP9u07qa9fwuXLl8RjYrfbCAYD5ORYFzibXLt2JX2tqxkbG01zvmfp6+vF7/fxF3/xVzf11e7s\n", "bBf1Al1dHaxevY7du/eg0+lZvXrdDct7PHO88so+4vE4ly9/JO4bENIvp6enRFvDaDSKy+W6qZMJ\n", "CNe41+tdoC9IpVIUFS2it7cbtVpDbe1impqW3epy+UJobFxKaWlZOkn243NWq9Xi8cxx5kwzGzdu\n", "vulA8g7u4MuEOwX3bwlaWq7i9XrxeDzcd9+DbN++g5MnTwAShoeH6OvrYcWKVeTnCzd7k8nEihWr\n", "CAYDN6xr3tXE5/PS09NFbe1icnPzUCqVFBQUig8rm01Qo2/bthOJRILRaEpzxI0899wLLF5cz+nT\n", "H5BKpdiw4S4xgAaEYJSWlqvilHVubh5FRYvE9LJ5CFxnLePj42l+oRKz2UIg4Een02M2W6ipqV3g\n", "ST2Pqqpqzp83iw9Ph0PwHU+lUpw7d5p4PE48HicUCqJQKJBKJUgkEkKhEIOD/dTXN7BmzXq6urpw\n", "uZwolSrM5kzCYaHY1Gi0JBIJxsfHuHbtColEIp3QF0Ymk1JQUIjNZiMzM4vf/d1vpGOd+9HrDSxf\n", "voKTJ9+np6d7QdF64cJ5fv/3v4vRaGRoaJCNGzchlytYvLjuBoHe7SAvL/+m1mWfxpYtdyOX39pH\n", "HQT6xOXLlzCbLdTV1d9ymWvXrjA+PsbIyDBnzjQTDodRKpVpqoGXvj7B0s7tdqVT+AxIpTLkcgV2\n", "u00svKLRKLFYTHB8USqIBZ0ogVJjCXte2MqRI+/w+qHXKKlsZNodQqIyk1+ymLhETSgmISXVfG7a\n", "ZhIp4aQaFGpQ5DALHDpvh/N2QIKq/gXsiQhvtCS5OHEVnUaBTq1Ap5GTioeJhQPMuWzk5lhYuayJ\n", "Aks+Obk9TIwNI5VKREFuNBrh1KnjJBIJPvzwA3Q6Hbt27cFoNNHT00VJSSmjo0NkZWWJEfXzLhYX\n", "LpxDLpdjteaK3GyXy5kOw5GI3UVBlKhg587dXL/egsFgxGw243Q6yM7OQiqV0dJyNZ36OMRzz70g\n", "7oe1a9ezc+cuxsbGuHDhLH6/MIVfUVGJVqtj3769RCIRPJ45ZmfdrF27Pk3pyqG4uIRoNIJOp+eB\n", "Bx4iFArR1tZKfn4+zz//DbGb7HA4OHHiGHq9gXvu2c2KFas4fbqZX/3qF9TWLqaxcSknThxLu/vM\n", "oVKpSSaTzM66iUQiXLx4nsLCIkZHR0T7QZttmra265w+3Yzb7QaE4ra4uISRkWGqqqqZmppCrVaz\n", "YsUqhoeHmJycoKurg7w8K9u37+TMmdOcPfsh69ZtJJFI4PF40oMPFRKJFLValT6OapRKJXv23I/D\n", "MSPO9M1b9Xk8Hnp7e9i+fSdzc7MLzjOrNZfNm7eyZ8/9lJSUc+DAy2g0GjHW3WrN5dFHHycSibB3\n", "78/TnVsJfr/vpt7VpaXl6cRIsFgs7Nv3S+LxOOXllZjNlhuWn3dMAdLd/ohYoD7yyFfp6+uhrKyc\n", "oaFB1GqNONi32+2cO3eavLx81q5dn/Yvf4lUKsXU1AruvnsH4XCYl17aSzAYQKvV8bWvPU3B51n3\n", "fEHMJ/5+Gj6fj/7+PlavXnun4L6DLz3uFNy/BZjnGet0OnQ6HVVV1Zw+/SFHjryDTqenvLyCsbFR\n", "kskUdrudsrIKNmzYhNlsuakYTyKRUFlZhUajweVycfToEXbu3MWLL/6xuMy99953w+fWrduQTv9z\n", "YbXmsnr1GurrG0ilUjd0Z8fGRpmZmWHfvr0UFBTyzDPP3zROWKNRU1xcwvDwEFqtjqysLEpKSnn0\n", "0a9RUCDY3hUXl9y0+ztvw3blyke4XE6kUilvvXUIEKaz56c+FQol4XAEtVpLbm6eGDW9YsUqCgoK\n", "+epXn8Dr9SCXy7l+vQWJROieu90udDodiUQCv9+PWq1OF88pgsEgwaDwYJvvBtfV1S8oVE2mDJRK\n", "JcFg8IbAFas1l6GhQZLJFMuWLb/pQ/Q3iU8HWNwM7777Fp2dHZ8ZqFRZWUVDQyPxeJy2tutoNFoU\n", "CgUymZRHHnkMl8tNIODntdcOIpNJiUZjFBcX09/fj0KhoKysnG9+8zskkwmUShUbN96FRqPF6/Vw\n", "4MB+4vE41dU1ZGVlcf/9DzI6OsqRI28zNzdHdnY21VkhHn74q+lueYJnnv8WKZmUzr5pDr7+JpWL\n", "l6HQZOCYC2GfDRGKxD93uyUyFb4I+MSQn0/DCPY477VfSf/fikRiRSuXceBSFMuyF9DU+JGkkjhU\n", "GmQymE1J+dnRflLJbExVe/CSxOENIJfJKF72EGqVAlIJbNNTyDMXI43H0OflM+WVMXr6OtrMMsKk\n", "aL5wnaVLl3L3Pf8/e+8ZHcd1Zms/nSO6kWMjZyKQYI5gFJMoikGRVrJkWQ7jkT32+H6+I4/t8b3j\n", "NZ4gf7JHtpwULFGBSpRIiqKYcwAIAgSInHPohM75/qhGiRBJSeORZXsW91pcRKg+VV1VqN7nPfvd\n", "exvDQwMU5OfT2dHCqlVruXKlgZSUVFatuoVbbllHT083b765C7/fx5kzp9DpdGzcuEmsGm7Zsp3d\n", "u9/C5/NGm3jTePzxb4uNpRaLGZvNhkql4uTJ46Jm2+Nxk5FhwmAwUFhYxA9/+AShUAi3282zz/4a\n", "ozGWu+/ewS9+8TPa29vQ62OIjY0TPaZbW5ux2ayMjY0xPj5KR0c7CQmJlJaW4Xa7ePrpp0hISGBo\n", "aIj8/ALS0zNITExCq9UyPDxEX18v7e2tSKVSnE6h4i6Xy0WJVkZGBu3tbfT0CGS7t7cbv99HZmYG\n", "RUUlQoJrUjIxMTGi5tlsNkflK/P5xje+xeSkjVdf3Ulqaipr1qxj/fqN0b6SSYqKihkZGUKvN7Bq\n", "1eroPk0oFAoCgQBut5srVxpRq9UkJaXwzDP/yeDgAHl5+SxdWs3GjbcR4+tH7QAAIABJREFUiUQo\n", "LxfcjXJy8jh9+gRZWdnTyLbb7ebAgfcIhUKsW7eBzMxMZDJZlEyfAsBqtTA6OorVKmibpyrQaWnp\n", "VFXNpqurk8rKWeI1DwaDHD58EJ1Ox/btd9Hf30dcXJx47o4cOUhfXy8dHe3k5uZhtVrFRMepQoZg\n", "/SgUbqYmSDci3JFI5BP7UNxud1SfbWbZsuVUVc254bYmUyZf+crffOx4N3ETfym4Sbj/B0Aul4sV\n", "LhCWlLu6OpHJZLS1tTB79rwouVNw4sQxTKZMMjOzrktwQXBxePzxbzM+LoSzTIU3lJSUTmtQaW1t\n", "YWhokNzcPHJyclm1ag07d/6BPXveQa3WkJeXf8Oq7Pr1t1JWVkFbWwujoyM8++xv2Lx5K8XFJdMe\n", "yP39/djtNlatWoPdbkOj0fClL32V7OxP524iRFvPQi5X8M///E9IJBIikQjBYEisSGs0grtCSkoq\n", "4XAYiURCQkKiaG+WlJTEnDnzqK+vo6CggOHhYSYn7SgUSjIzs0VbrKlAHJAQCPgxmyfQarWo1RqO\n", "HTvCihWrph1XOBzCYrFw6tRxFi5cQmxsLEuXCoFDtbU1nD59EoCxsVEefPDhT/V+P0uMj48TDodE\n", "+c/y5atYsWI1CQkJDAz0I5FIrgl9ycrKZseO+/F43FitFgYG+ikpKaWsrJLKyipqas6j0WiIRMJM\n", "TrqQy+V0dnaiUChQqdSUlpbhdDqw22309fWyf/9e7rnnPhYvXsJXvzr9gzU2No5IJCzKCAoKCsRI\n", "6eHhIR566FF8LgspKbE4hy9j6TrBgk3zqazMF1Pw3L4gZruXjt5hLjW2kWLKp61rgAmbm5BERUii\n", "vGHIz8chEgGXL4TL5wG5AVVUzxqI/iMChD7yoquC+Saj+5Sm5lCa+qFEoGv6AhC9tX7erD334Q8u\n", "dgIKYCHyGQuxyyTsaZHyfvsZ5DIpAcUC7G4rgYQC3qr1cqhtP8VFhShkUuQyKXLTSopTl1Kw2M/E\n", "+Agv7m+kt6eTcEhNTtUmhgf7BS9/mUCuiIRwRfSMTkYwFRSw5+ApFPpUZBo3MnU8JRULkMsk7Nl/\n", "AJcnQCgiZdLh5Ny5M3zzm99mdHQUs9lMeno6lZWCnalEIolaymXR3NwkOh6lp6ezYMEiTCYT+fmF\n", "+P1+fvazf8Pv96HXG3A4nMhkcgKBQFTKJcg5Vq5czYEDgsORTCaL6pxdYqqrXq9j0aIlTEyME4kI\n", "wV0mk0Bmly9fQWJiIs8991uami6TkJBISYlgT5menkF19QqKikpEy9UpbbRWq2Xjxts4evQQXV0d\n", "KBRK8vIK2L9/L4OD/YyPj2M0GtFoNJSVlYsrOQDZ2dnXfb7V19fR1ibovy9cOC9q4iORCPPnL8Ri\n", "MTNnznyx2l1dvYLc3HzUaiFV93q67NHREZqaLgNC2uRHZWcJCQn09fWKzj6JiUnRcCIby5cLz7Op\n", "IkhPTzfx8fHk5eVfs59QKMTLL7/IxMQ427ffJeryrwdBUy/Iv44cOfSxhPsmbuKvCTcJ9/8AGAxG\n", "NmzYRH19HcnJyZSWzuDll1+kq6uTYDBAf38fc+bMFR/o4XCYcDjM0aOH0OliWLDgWucKjUZDVlY2\n", "t922BYfDztGjRxgc7CcxMZH4+AR+//tfc/LkcQoLi6mpOc/dd+8gKyub8vIK0Xf646DT6cjKyo4+\n", "WCVotVreeect7r57B9nZOYRCISYn7XR3d5GWls769bei02lJTzdx7twZwuHQJ1rlHTz4PocPH8Lp\n", "dFBeXoFer482BXlRKhVRnanAbLKycnC5nPj9flJSUqIhGiXiWOvWbWDmzFkEg0GSk4Uqlcvloru7\n", "i1AoRFxcPJOTNkIhwR3C7/cRCoXIzy8gLi6OAwf2U19/iUceeRS9PoY9e3aLcd+5uflkZprYvHmb\n", "SGADgQ+75IX4+c8XdXU1HDjwPhKJhOrqFSxcuFgkE8eOHeHcuTO43W40Gg2FhUUsWbKMoaFBTp4U\n", "Vlo2b97Kl770GIcOfYBarSYzM1v8wG5rayEjIxOZTPC+9nr9OJ12EhMFB5czZ07R2HgZqVSKWq1m\n", "1y4hmvx6DaOBgB+j0cjq1bfwzW9+h//zf37IH/7wHDabVdRQx8UZyMjIZubMKgYH+zlx4iizZs1G\n", "pVKRmSk0zwZdo7T6elg/ZyE7bilhbGwMg8HAnj3v0NHVS2NLB7PmLiYrt5BXd71JTGwiBUVlDAyP\n", "4fGHSUnLwuUNIlVoCEXk+AIfZdN/HgRDEYKhEB6R3UuQquNRRcl9AGjsstzg1XpAjzrjQ9u8zBu4\n", "vLmA4z3Rb+JWEBu3ghBwqGtqCwOk55EQVTddCcJj/3YciUSFJH0bPXIpg61yjLO/QjDgZ1gCk0Na\n", "QvoEkubNxSuTMqnTcbRLj7THhvRUDRKpBIduIUP2AWRJhRjjAiSrlEilEobJ5um3G5FKIOD34zHO\n", "pXRlAX6fD6VCiICXpKRzoQfsyiJ6XREs7ghJ+mTy5xcRCoaIj4/Drytm7+kuWsdkOBVZ2M0BPjjf\n", "I4ZoHa7t49YNKvQxMUjdIbrGRwmFgpw+dQKbzUppSRlrbp/FhfNnae3rIdYhobByOXETY8ybt4C4\n", "tGKee2U3dXU1PPzFR0lMSEAilSCVgFQiQSL+L0GliycYUQAR9MZEXN6AuM2ixdW0tbVitVqIFqBp\n", "amrk+PGjyGQy7rjj7mtcqUBIG166tBqdTndNFDsIyZqxsXF0drbT2NjIwoWLWL9+47RtpFIpd955\n", "Dw7HJDqd/rqac6/XK5LogYH+jyXccXFTjbNB+ERR2E3cxF8PbhLu/yG4Wq7Q19dLZmY2Y2NjaDQa\n", "wuEQBQUF+Hx+0bt3cHCAmpoLAMyaVSVqqz+K0lLBq9vt9nDq1Alee+1lHnnkMc6ePYPZbCYjQ4hG\n", "7+/vIysrm8rKWVRWzqKnp5vubucNvcNDoRCvvrpT1EFGIhHmzZsfbbxp4YMP3sftdiGTyVmyZBkV\n", "FZUAtLW1cu7cGbq6Oj+WcHu9Xg4ePCCmdPb19ZGenk5qajpjYyMkJiYhk8nw+/0YjbHMmlXFxMQ4\n", "CQmJSCQSduy4D7vdzvDwIDk5ucTEGEQJCsCKFat57709eL1CM11OTk400ljQvk5OThIbGxvVg7rR\n", "6fQUF5egUqnx+XxivLNSqaS4uIRQKDKtWjxnzjwxyfBGDhl/KkQiEX7zm2dEW7iWlmYWLvywytrS\n", "cgWAxsYGnE4HfX29NDdfQSaTiY18R48e4o477qaqag4nThzjP//zKXw+L0888UNKS2fg9/tJS0tD\n", "rxeSPQcG+lCrtVRXr+SNN15DKpUwMTGOx+NGLpffcBl6y5ZttLa20tnZwaVLF0W7u8TEJNLTM+jo\n", "aEehkBIKhWhtbcHpdFJRUUlvbw9m8wQXLpzjG9/4FpFIhAsXztHc3MRTT/1SJPfZ2dn09HSxeG45\n", "a9YsxO12E7JcwWaBoMHJ7QsXkpycwty58zl9+iQZGSZMpkwOfHAAs9XBzKr5vH/gfVbfsoGmK1eo\n", "qakhLiGJWzdtIRSGYChMIBSmv3+ADw4eJBiOsGDhUtLSTfT09jE0PMykw4VEKkOuUOHzBZArVSiU\n", "alJSMwiGwgRDETxeHxKpnFA4QiAUJhAMi8TrLxURiB6jhFAggi8QAGQgFfTDk56I8L08Bj/gd4PV\n", "7bhmHFmM8HcjA6YEQu0jPhj50E1JGlvER1LScQMHLvQL32iL0GqLcAGu6G6tdug80iH8Pn4OMVFV\n", "18n2IEgLIdqT/fLR/uu8u2QgmcHmMOADVRWawip8QKsb0Oayvwn2N10EDBC/iqd2dwKdn3DWhGpv\n", "xwEzHDhxg22iK5fjESAPSRj+76tdyOW9SCQCmZdIJNGeFYHQSyVuXjp9WiDw0wi/BKvVQiho4HjP\n", "OPsunxJyA64aY9p4IPbCfHQ/krTl+H1emiaMtO1vmb7N1ORCKkEikRFbsJrBwX4mJid5/XALqug+\n", "p45JKiF6nNO//vD9XD3e9fczfULz4c+MsZ+tr/dN3MQUbhLu/4GIiRHSJDMzM6NesXokEoGETMlI\n", "0tLSmT9/ITqd7oZk+2qUlJRSX19HSkoqv/vdM1gsZtEm66PSAovFzJNP/isKhZL7739QtKW6Glar\n", "dZq9YCgU4uzZM5SUlLF37ztig08oFOT06ZNUVFQSE2MgNzcvGlLz8ZIShUKBw+EU9YZarZbFi5fi\n", "9/sJBgPEx8djt9ujTVI2cXnZZrOSmJjEuXNneP311/B43JhMmTzxxA+n6SmnHEDef/89WlquEBNj\n", "4PLlemw2m6jrttsn0Wi0+P0+NmzYJK4khMNhtFotTqdT1FhOublMQa1Ws3nz1k+8Ln8qZGRkYLfb\n", "AK7x5DWZshgfr6Wvrw+1WsXAQD/Dw0OUl1eKWvpIJILFYub8+XNYLBY8HjdSqZSamvNkZGTy93//\n", "Pd5//z0uXDhHS0szJSWlTEwIyYgulzBBsVisoh/xlMWbwyHEc085RPh8fhISErBaLezc+QcaGi4R\n", "DAZZt24jKSkprFixCq1WiU5npL+/D6PRyO23b6Om5jwnTx7HYDAgk8lobW0lJsZAKBQkHA4jlUrF\n", "QJxNm24XJ55Op4OCgiJCoSAOhwOfzyfe34sXLwXgjTdeizY6Kti6+Va+87ePAVBVmsW88hwMBgNp\n", "aSn09HRz6tQJZs2azamG/bSefYtIJEKe0cHjX/gXnnrqHdJlXjQRCw7bJH19fTQ01KPVasjNzcdQ\n", "XkF8fAJer5d4jYaCgkI2b97K66+/ypNP/ivDI8PI5Eri45P41t/9f6zfeBvBUIQJs4Wf/vRfsNpt\n", "lJRWkJdfxNx5i2i43EBXdzdIZMQY47Da7Hi9flweL0ZjHPEJySQmpTAwNExPby+hMEhlctQaHQZj\n", "HBKpHJ8/gE4Xg0QqIwL4/UHcXi/BYIgIEiRSGSAhEpHAJ2h5b+K/C0HeFgGCYQj6/9hVF1X0HwyY\n", "fcB/Z8VNQufE2CdvBkA8yOLZd37ov7G//zpi9Sp+/KX56NQf30R+EzfxX8VNwv05YnR0lIaGOuRy\n", "BbNnz7lu9/lngbi4eDZs2ITL5WJsbAyj0UBvbw8gEKFNmzYjlUpZsWIVbregtf2kprzUVKGByul0\n", "8JWvfIlgMMjMmVXMmTOXnJzcaQEHPp+Pc+fOIJFI2L79zuuOp9FokMlkeL3eaIKYisLCEvr7+0Sy\n", "PYVwOExPTzcVFTNRKBTTtNBXo62tDZ0uAaVSsEi89dbbePnlPyCVSsnNzcfv90cjyFW4XC48Hg+R\n", "SASdTkd/v1ClTUtLZ8mSZbz11huYzRPRcVs5dOgg27bdMW1/aWnpPPjgw5w6dYLGxgbWrt2AXC7n\n", "ypWmaBW7k7y8Ah566EvTtO9erxe73U5t7QVMpiwKCgqv8Sj+c0IikfAP//BDhoeHCAaDjI+PsXfv\n", "u5hMJmbOrGL9+o1IJBIuXPhQO6zV6igvr2BwcIBAIMCsWVUcOXKIzs4O5HI5Dz/8KE6nk97eHux2\n", "Ox6Pm+HhQY4ePUwg4CcnJ4evfe1x9u59l7q6GiwWCyqVktWr15KRYaK7u4v33ttLY2MD2dk5LF1a\n", "zdKl1cTEGKLjeRgZGUatVpOQkBid9ITF9xMXl0BaWhrLl6/k7NnTjI6OsGnT7YyPj+H1epk/fyE+\n", "n5fc3DxxkiaXy1m//laysrIJhUK0t7dRWFjEd7/7v+nu7sRsNvP++/u4fLmB4uIS7rrrXrFHICkp\n", "maqq2fT391FSUiqep+LiD2VKdXW1DA4OcPFiDY2NlzEYjEQiYYJBgRhlZ+fQ2tpCTIwBhULB2bNn\n", "kMmkOBwOWltbkMlkZGcL4UxCM6GJzs4OOjra8fv9EAGPy4EiKZHjR97jvnsF+8++jstYhlvo6ekG\n", "zxgJGj9xijKWzswkYGlj/fq1pKenMzw8REdHG6dPn2JGUTrbtq2LrjQI1/bgwQOEw2FuXy/0Xvz8\n", "5z+jpuZ8NG01jc2bt3Lw4AGGJ4bEidDdd+9g/fpbefbZ3xAKh+no7MRms1NUVEpnVyf6GCNWq5Wi\n", "4lLu3XE/arWGV17Zic1mJz4hEa1Wz9btdxIJQzgSIRSOEI5EiET/D4chFI4QiUx9H+HY8WPYJycx\n", "mbKYMaNc/LlGq8Lh8HLy1Ak6OtqRSGXk5RVSNXsuvb29+P0BxifGMRiNFBQUEwwGmZgwo9Xp8PkF\n", "r3OQIJVKycrKQavTEQ4Lx9Td3cWE2RxNKBVWxwLBEOFIBKlEShiixyxIJ7w+f9RlQ4LVZiMYFJI7\n", "lSo1gWAQl8sV3ZcMpUqNz+8T72+ZTAESCaFQ+KpVg5v4Y2Fz+hiecFNgur4zyk3cxB+Lm4T7c4LF\n", "YmbnzhfEOPArV5p45JEvX1c391lApxOCVHJycqivvyRGDJvNE6LHqs1m5YUXnsXr9bJhw63XTdKb\n", "wvDwEFKpjJSUFB599CucP3+OGTNmsHKlYMfn9XrF9xIbG8fy5SuJRCIMDw/T2HiZ8vKKaePpdDrW\n", "rt3A7t1vYrNZ8fmE+OJz506LkdRXYypw4qM4ePB9fD4/Cxcu5pVXdrJkyUrR/3XDhltJSEhkYKCP\n", "zMxsZDIZr7/+KjExBpxOJykpKbjdbvT6GFpbW3C5XAQCAZRKIfr5akQi1++ck0gkIvmbQktLM42N\n", "DaxYsZIlS6qnhUwAdHd3oVAomDNnHhKJlK9+9W+muZQIgSuR62ohP0+kpaVz9uwZXnrpeSYmxlGr\n", "NTzyyJfJyDBRV1eLz+dDo9GQk5NHcnIyZWUVTEyMY7PZePnll0hISMDn82KxuCkoKGT9+o289NIL\n", "eL1eUlPT6OzsIDExEbPZzOXLDfzkJ/+Ex+PG4/EQDAaQyQQbuyn7s6NHDwNC9f+ll15gctLOxo23\n", "sW3bHezb9y4FBYXMmTOP5ORkEhISKSws4uTJE6SmxjNjxmxyc/MYGRnm/PkzBIMhDhzYT2JiInK5\n", "IFvKy8vnlVd28sYbu3j88W+TmJgoEuSenm7eeect7rrrXnJycklJSWFgoJ/9+/cC0Nvbg9/vRyKR\n", "sGnT7Xg8bg4ePMCePbspLCy67rWcN28BPp8Pq9VCYmIi4XCY2Ng45s2bB8DKlWtISUkjGAySmpqC\n", "2Wyhrq4Gr9eL1WplbGyUYDDIyMgwVqsZiUTCggULkcvl0aAWLYFAUJRCPfXUk2zZso3y8gqys3MY\n", "GRlBr4/hypUmdu16hVmzZpOdnc3u3cJk02Aw4nQ60Gi0gub5qor0ypWrWbFiFRKJhFOnTvCrXwk9\n", "DQqFglAoSCgUoq2tFb/fh9/vJxKJYLPZuHy5nvvvf4jS0hm89dYbWK0WCgoKIOynsqyE5OQUYmJi\n", "WLNmLXFx8Tz33G+RhRyMDbTitg2yceNt5Kf/14hQ/5UI3Y5xKrKKWFb1oXtGUlIMr732No7eUygc\n", "wgRPbvewddmdDOUr0ev17Nz5IosXzaCq6to0w56eNJ599jfk5+fzwA7BKnVoaJCuri5mJsVy6NAF\n", "dEodspCMb9/zoe7Z7/dTW3sBnU5HZeWsa8Y1m8309HRRUTETpVKJ0+nk+ed/j8vlZOHCxVRXL6Or\n", "q4N3391NfHwCd911L6FQiDfffI2+vj7uuecL5ObmiROQqclHJMKH/4uTkujvw9O36erqwufzUVBY\n", "LP7seq9977192O02yspnUlxcMn0buGrcGx+LfXIyWviIuWrbyFX7vep14Y8cizjZYvp+mD7G1DFN\n", "3/e120QiEeaWpZKf8dmE9tzETVyNm4T7c0JLS7NItoU0NysdHW2Ul1d+pvux2228//57NDdfwW63\n", "kZqaRl5eHkqlEo/HQ09PN7/73TOsWbMWg8Eo+l739/ffkHD7/X527hQqxd/85ndYvnwlTU2Xeeut\n", "1zl37myUKMSybNlyxsbGWLFiJd/61t9js1nZs+cdJibGKC+vwOl08Otf/5K8vAK2bNlGRUUlJSWl\n", "6HR6Tp48xpEjh6moqKSgoHDa/q+OKv4oyssrCYVCJCQk8NBDD6FSffhhPEVApqQc//qv/8zw8BAy\n", "mZT8/EIKCgppbBQ69DUaDVarlYmJcc6fP0dhYSHt7W0Eg0FycnJZv/7WT30NSkpKp1U1P4r09HRx\n", "clJeXnmNJeBrr72MzWbly1/+2rT47T81rFYLXV2dxMQYxIr8uXOn6enpxm63RXX3L1FdvZJQKEQg\n", "EGB8fIzZs+eyaNESRkeHOXPmFHa7HZ/PR0nJDGbNmsmlS5d4+umnePfd3eTl5bNo0RKWLVtOXV0t\n", "s2fP5ejRw0xMTIjVYZ1ORzAYwO32MDExjkKhYOHCxdTX12E0GklPz6Cm5jz79++juFgI2Oju7iIS\n", "iTAyMsy9994nksP16zeSlBTD+LiDw4cPMjDQR1JSMiqVFK1WkGHMmFFGOBzmyJFDNDVdFh1jrkZO\n", "Ti4PPPBFkbyGw2Ha29u4554v0NvbQ15eAQqFgl/+8hcYjUbuu+9B1q3bgMvlikpWWrBaLcyaNVu8\n", "9iZTJvfc8wXmzp3PwMAAbrfgsjE1edu3710OHz4ERJDL5SQnJ6PXx+ByuVCrVbhcTiYnJ/F6vbjd\n", "bhoa6jl37ixPPPEDEhIEAr9gwUJefPF5Ojs7mJgYp7HxMhs3buLnP38Gs9lMa2szJ08eRyqVYrVa\n", "uOWWdVy8WBu15ksiOTmZJUuWXTfEZOocHzt2RIySX7t2PYcPH6K1tYWKikqWL1/JgQP7yc7OYcaM\n", "cjZu3ATAhg2buHDhHCkpKZw8eRyNRkNxcSkbN24iNjaOF154FpVKjcfjRqVSo9frkEqlvPPOmygU\n", "cm69dfOnvq+3br0Dq9UqypKm8M477/CjHz2BQqHE6XSQkpJKYmIyzz77G/r7+xkdHWHbtjvp6Gjn\n", "6NHDrFq1Zpo8rqOjFZ1Ox8jICD6fj1OnTvCLX/xMdG7KzhZW/mbMKKO9vY2cnFwUCgUnThyltlaw\n", "kNRotCiVShoa6lmxYiUxMQYSEhKmhc7o9XoefvhR9u59N7oqlklubj6PP/5tcZt9+/ZQU3MBp9OB\n", "VCpFIpEgk0iQfczjw+fz8fbbb+BwTHLrrZtJSUnl7NnTOJ0OGhrqhaZo2TqKikpuGILjmF1Ac3MT\n", "y+cWkpKSeN1tPg6BQICf/3wnkUiEr3/98T9ZAeq/gqnnxU3cxGeNm4T7c8KUv2tdXS1utwuVSs2e\n", "PbvJzs65YfX2j8F77+2lr68XmUzG4OAAer2e9HQT9933AC+//CI2m6DLbWy8zBe+8AAVFTOx220s\n", "WHDj2G+FQkFl5UwUCqX4ISuRSHG73chkMurr6zAYDMTHxzMxMUFOTg4VFTNJTRWa4lRRSwS328Ol\n", "S3WMjo6yZcs2cWyDIQaj0cjIyDBOp5Pq6hVotVpGRkZISUmhrKzihk1zVzcy5uTkfOyDUqPRMzw8\n", "RCQSQa3WUFBQJP4uNjYWs9lMJCJU3+PjE9i06XZWrVpNerrpGlL830FcXDwPP/xlJift1w2lSUhI\n", "QKFQfKJf7WeJ8fFxdu4Uwk0AZs+ew5o161Cp1KIGG6Crq5N16wTpTFJSEiZTJt/+9v9ifFzwVI9E\n", "IkilUgoKCvF43Bw5coTGxoboOY1HJpOJ+6iuXsHAQF/Ups1Dbq5gJ+b3+0hMTGRyUtBrm0yZeDwe\n", "Zs2ajcmUyf33PyROhpqbmxgbG0Wvj2Fy0o7X66WpqZGCgkJOnDjGxMQ4WVlpzJu3jHA4xIwZZYyP\n", "j9Pd3Ul2di6bN2/jySf/FaVShcmUyQMPfJHq6pXTIqPNZjNWq2Vak+7U33J5eQU7dtzPnj3vsH//\n", "PrKysnC7Pezd+w5SqRyZTILf7xf938fHx5g/fxEOxyTZ2TkoFAoKCgqvmWQK12Auw8PDHDlyEIfD\n", "EXUXCiGVStFq9aSlpZGenkFT02X6+vqQSmU4HHYkEgmPPvoVAM6ePYPFItgz+v0B7r33PsLhMHa7\n", "4Fvu8bgYGhqKxs5n8/zzv8dmsyKVSunt7RYt82602nL+/DkGBwfo7+/lRz/6Z4xGIzU1F1Cr1TQ2\n", "XmbZsuUUFZXgcjm5cOE8VquFyUk7BoORWbNms2vXq1itVoLBIH19QlNfT0931MfbxezZcxkaGkSl\n", "UnH69EkCgQC1tTXMm7eQ5OTk6x7TRzF1r3o8Hi5cOIfBYCAnJ5ddu3bhcrkIhx0kJiaRkpJCMBhg\n", "eHiItrZW3G4Xb7/9BklJSeh0ei5dqptGuCsrqxgbG8NkykSlUnHgwP6oPaifwcFB0tMzcLvdnDp1\n", "gmAwSElJ6XX7Mi5fbqC5uYmcnFyxOfyjCIVCXL5cj8fj5qmn/oNQKMQDDzzMvHlCiqfJZCI7O4cl\n", "S5ZNk/eBULXt6upAp9NPe152draLkq+6uotkZGRw8uRxQIhl9/l8nDhxjNraGr72tW9cd/J/o+j5\n", "Twu5XE5hYRGhUOhmcM1N/I/HTcL9OUGhECKGx8ZG0Wg0pKdnIJFIuXDh/HVTEv9YTLlkKJVKZs6s\n", "Iicnl9mz5xITYyAtLUMk3GlpachkMjZsuDUq6bhxI4xEIuGWW9YTDAZ55523kMnkzJhRhsMxKTpp\n", "pKamUVYmWAKWlpYB0N7eRlJSErGxgs1TcnIyP/3pkyiVSg4dOkByskCmly5djs1mE+PAZ82ajUaj\n", "YeaNFS5/FBoa6q5KqBth4cLFtLcLDhd6vZ5FixaTkJAoWhra7Tays3M/bsg/Gnq9/oZR7dfzy/1T\n", "IhwOs3v3m7S3t4mBIpcu1bFy5Rpuu+12du16hWAwgFqtpqCgiJkzZ2MwxDJ79lzmzVuAWq3mzTd3\n", "4XBMEgqFyM7OjTq2ODAajYRCIdLTM5BKpcjlcoqLSxgdHUUikTA4OChako2Pj5KenoHX68FisWK1\n", "WggGA8TFxdPT00VPTzfNzVeIRCLU1dXy6KNfZe3a9YRCIYLBAPv376OtrZXnn/8dycnJdHZ2otFo\n", "sVhy0GpjWbp0OVlZWZw7d5YLF85RXl7JyMgwnZ2dFBYWMTY2yubfNgLNAAAgAElEQVTNW4iP/7Ca\n", "Nz4+zh/+8CzBYJCiomK2bNkOCP7F99xzn+hmkpiYiEQipbS0lO9//3tcvtyA3+9jzpy5xMbGR8ca\n", "w2w209TUGPWVzmDHjvtFIhMOhwkGgyLxKCoqpqCgEJPJxL59ewgEAoRCYRwOBwqFHKMxlvnzFzJn\n", "zjxOnjxGT08PWq2WZ5/9Dd3dXWRn5zA2NkJfXy9+vx+ZTEZTUyNdXZ00NV0mP78w6jgTZnh4iGPH\n", "jtHU1IjRaMTlcqHT6RgY6OenP/1nMjIyyMrKYfnyleJEsLu7i9ra82i1WiQSaTQ0ZRaFhcJEVqi0\n", "StFqtZw6dZzGxgbxfW7Zsp0tW7Zz5sxJ7HYbTqeDjIxMZs6sYnLSztjYKDqdjhUrViGXy3E6hUTB\n", "qRAptXp6o3dfX69gw1dadsPJ8cGDB2hubgJg2bJq0tPTyc7OweFwsGxZNXa7Ha1Wi8PhpL6+DpVK\n", "RWJiEqOjo2Rmqq6RxSUnJ7Njx/3i97m5efT0dJGQkEBOTh4Gg5Hx8TECgQBGo5H29lbefvsNFi9e\n", "hlYrhJQVFhaRlpZGTk6u2Jh7Pbz55i6kUikWi5WRkSFkMhkvvvicSLin3KGuhyNHDlFTcx6JRMId\n", "d9xNbm4eo6Oj7N27h0uX6sjJyaGwsGha6nBSUjLhcASn00EwGBD7Gj5rSCQSbrtty2cy1ujoCN3d\n", "3VRUVP5Rqbw3cRN/atwk3J8Duru7+M53/paJiTG8Xo+45DflNf1ZorKyimPHBK2rxSI0/bW3tzFn\n", "zjyWL18hppOVlQkfHlarheee+x2BQIBNm25nxoyyG449MjLCiRPHiI9P4KGHHqGtrYWzZ0+jUqnQ\n", "6XS8+eYuVCo1+/btJS4ujtHREYqKirn33vvEMVJTU7l8uZ7a2hokEglNTY2kpqbx5S9/FafTSWJi\n", "0jUfmKdOncBgMHysxlywf8tDMAe7PkKh6c2YJ04cRa+PITs7h/z8ApYtWyFa3gGiE8Yfi0OHPuDA\n", "gfd48MFHPva8TsFmsxIKhW+4fPunwpEjB6mvr6O/v4/h4WEKC4swGo243W6ef/53QAS/309xcal4\n", "TqqrV4ivj0QixMTERDW8SszmCUKhIGlpGaSkpETDM/pobW2hs7MDq9VCW1uruHKRlpZObGwsXV2d\n", "9PR043A4kEgEj22dTk9CQiKVlTM5c+Y0Go2GXbtewWq1oNPp+fGPfxIlqBpiYgxYLGY6Otoxmyco\n", "K6skGAwglUpJSEgkKyub/fv3kZyczO9//wcxAGXevPn4/cK+phL4pjA+PsbAQD8ejwedTpggORyT\n", "vPbayxQUFLJtm9AUPGWbODY2Rm3tBcxmM1KplLa2No4ePYRUKmNychKPx43NZiU/v4ChoUHsdhtx\n", "cfEEg0H+8IfnMJsnuP32bRQWFolNvrfdtoXly4Uoe5VKhdVqQa+PITU1DZPJRGxsPFu2bOMHP3iC\n", "K1cEQj00NIRer0et1mC326Jph5f5/e9/jcmUKcoY4uMTaG9vJyYmJiqrSMHpdGK32xgeHgKEBsBZ\n", "s2YzMjJCVlYWeXkFXLxYw4ED+2lpaUYmk7B16x2sX38rSqWSlStX09/fR0XFTJH4XF0dnfpaKpUy\n", "b94irly5QlFRMd/97veQSqXExsZxzz1fwOv1EgwGkcvlHDlymLS0dMzmCSoqZk6L+u7p6ea1115m\n", "fHwcv9/LmjXr2bhx08f2QMTHJ7JhwwaSktIpKyunufkKPT3ddHZ2IJVKqKqag06nIz09Ha1WJ+YD\n", "TMFiMaPRaMUIdIC7776XrKxslEpBx37+/HmcTgf33/8Qfr+fvXv3cOjQB5jNZh5++NFpuQgXL9Yw\n", "ODjAunXXprgODQ3S3NxMJBImJycHt9uJ3x/4xByCKYyNjQLC3+no6Ci5uXkcPPg+Q0MDzJw5C5Mp\n", "k8LCIsLhMC6XC4fDweLFS3C73TQ1NVJUVPxn7ye5Gl6vl46OdtLT06dNjl999WW8Xg9jYyN/Voen\n", "m7iJG+EvhnAXFxdLgaeBSgTfoS+1trZ+kinpXwX27n0Xj8eLkEAYxG63MTDQz+SkfVq4ymeBBQsW\n", "kpGRgdPp5PTpk3R3d9HY2MDIyDD9/X088MAXp83+pxoFAZH8BwIBmpubKC0t4+DBA3g8bjZv3kpD\n", "wyXC4TApKamkpaXz8MNfJi0tnf7+PmJiYjh27AgSiRSDwcDkpI3x8bHrpoQJ+sYckpNTKC4uQa1W\n", "ExNjuKG0ZmRkWDzGKdTX1zE8PEx+foEoHVi9ejlz5iy54bnZtu1OTpw4hs/nQ6/XMzQkeGw7HJPE\n", "xydwyy3ryMrKor29DYPBSHX1CiKRCEeOHKSpqSmaHrfpujKQ66Gvr5dAwE9MTMwnbwycOHEMt9vN\n", "3Xfv+FTbf1aYCheyWCz09/fhdDqYNWs2R48eora2Fr0+Bp/PR1NTA1arhbGxUR544Ivi8rpEIuEL\n", "X3iQmprzDA72Mzw8zJw587BaLVHLyExcLheTk3aCwSBNTY14vV5qay+wdGk1er2OmpoLjIwM4/F4\n", "kMvlyGQyVCoVpaUzyMrKJhAIIZfL6e3tITk5Ba1WSzAYoLW1RdTLz5+/IKoH1mIyZWEymcjKysbv\n", "d4q2lQcP7sfpdPGDH/xY0LnK5Nx330P09XWTn194zbJ2QUEhNpuNyUm7OGmKiTGwZs3a694HGo0a\n", "q9WC3W5DoVCI4ykUCkymTCYmJnA47OI4UwTf43GLNpn9/X3k5eXz4x//gJaWK6SnZ/CTn/wbDz74\n", "ME6ng4GBfrRaDXFxcTQ01ANw5UojY2MjZGZm0tx8BYXCjcvlIjY2lrS0dDQaDQqFEoVCwejoCFlZ\n", "QvU7FAqh0+lYtmw5Xq8vek6bsVqthEKCHjgpKRmDwRjdVph0jI6OMjQ0iNVqISkpifT0dPG9ajTX\n", "+hgvWrSUffv2EB+fwMqVazh8+CBdXR2kpKRyyy1rWbt2Azk5uTQ1NfLBB/vR62OQyWRotVruvnsH\n", "arVKjDHfv38v/f19LF++ksLCIiwWMwBdXR0olUqam5soKCi8pmK8evUt6PV6DAYDxcUlJCXFUFYm\n", "PJ9Mpkx+9atfABE6OjqiYWK3csst63C5XNPIdl1dLR988D4+n4/t2+8S74vY2Dg2bBB6PV555SWU\n", "SiXx8QmEwxGqqubwwQcHsFjM9Pb20NTUKFbMBwcHGRkZZnx8jOrqFbhcLrHRur+/j2ef/S2XLtUC\n", "ERYuXMwzz/ye3t7eT024Fy1agt1uQ6fTU15ewaVLF7l4sTbaV2Bl9eq1gDABmrK2nLo/U1JSOX78\n", "KMeOHaGqas6nKhz8qfH222/Q19eLWq3m0Ue/Kk569Ho9Xq/nhiuHN3ETf278xRBuYAugbG1tXVxc\n", "XLwA+Pfoz/7qIZfL0Ov1DA8PRrv4QyQmJqLVaj/zB1g4HBYby2QyGQ0Nl1AqlaSmpuFwTDI8PCTq\n", "RW02K2fPniY2No6iomLxA6qrq5P9+/chlytobm4iFArhcjnJysqmoKCIZcuWR8caZtGipbS0/AaX\n", "y8U3vvFNIhGh4nT48EHS0jIoK7v2/en1MR9LKs1mM11dHcTFCTHB27ffdc024+NjDA72U1U1h7y8\n", "fDZuvI3CwkwcjsB1RhSwaNESqqrmiJrkhIREDAYj8+YtYN26DWg0GmbNmj2tQay+vk4MCPJ43Lz5\n", "5ut87WvfQCKRMDo6itVquWGD5H33PUgk8sCn1iauXbtBlLx8nkhNFch2ZeVMnE4HlZUziYkxMDo6\n", "CkQIhULYbFZAgtfrpbe3h56e7ml6VkECNIszZ04RF5eASqXivvseJDMzG6PRyMBAPy+99AKNjQ2M\n", "jo5gNpvx+bx0dnZQVlaG1WojHA7j9/uQy2UoFApWrlzD97//I5KSknnjjdfo6GjDarUSiQgEpq+v\n", "j/r6i+L5j49P4O/+7u/Zu/ddJBIJK1asYu/edzGbRyguFjzCW1tbCASC1NXV0tHRQVxcHOvX38rR\n", "o0dwOJzTQobC4TAjI8N84xvfZN++PdNWPGbPnstLL71AVlY2xcWldHd3MXfuPJxOJ9nZeUilvSQm\n", "JvLggw+LlcPGxgby8vKj936EnJxcDh8+SHl5BRkZJtauXc/IyAjz5y9kdHSES5cu4vf7og2Rl1i4\n", "cDFyuQKfz0cwGBQ946VSKTKZjB07HsDv9zF37nxsNiuNjZeJRCLcdde9DA72U1tbg8fjobS0jNHR\n", "EWw2O3a7XXTpycnJZcmSZRQUFFFZ2Yfb7aK4uITbbtvCT37yY1JSUkS51VTQj1qtJj3dRCAQ5Ne/\n", "fpo1a9bx3nt7iEQi9PR087d/+3fI5XI0Gg1Ll1aTlpbO+PgoNTXnAbBYLGzbdqf4TDp79hR+v59j\n", "x44QFxfHd7/7vwEhaKq/v4/29na6ujoZGRnGbrfx9a8/TllZBZ2dHbS1Cde2qeky1dXXhkVptVrR\n", "fjMQCDA6Oko4rCQSidDR0Q5IsFgsBAIBMjOzsNvtBAKBaVHlgkVpD5OTk1y+XI/P5+Wxx74uJidO\n", "VeSXLVvOBx+8T2xsrHh/FhUVMZWceHV6bFFRMcuXr0KjUfOTn/wYr9fLunXrWb16bVTzPolSqSQc\n", "DtHS0syFC+eQSmXodDrq6+vo6GgnPz8fr9dHWVn5NdKS7OwcHnvs6+L3V6400tnZjlQqJS4ujoUL\n", "b9y/09fXy9mzpwGh8FFUVDytv+HPgSnZpNfrxe/3iYR7x477mZgYn5YJcRM38ZeEvyTCvQTYD9Da\n", "2nquuLh47p/5eD4zbN16J2fPnmZgoB+JxEtsbCxlZRXXLF//d+FwTPLqqzuxWCwkJCRy9907+Ju/\n", "+SZvvrkLEKpsV1vUXbhwjq6uTiKRCOfPn6Wm5jzbt99FYWERd955D9nZOcTFxeH3+wmFQhw/fpTk\n", "5GQKC4t49tnfMj4+Rk5OPmNjgva2oKAYrVbL2bOnycgwUV29AoVCyZkzp1iwYBFut5u3336DpUur\n", "r2nscblcqFQquru72L37TZF4FheXcPvt2655r2vWrBO/ntLRqtXqjyXcarUQQ375cgNbt24HJDid\n", "QlPejBnl132NxTI99trlcuL1etFoNLz//j5GRobFKPiP4r/aaPlpAoj+FFi3bkNUUuDEYDDgcAiN\n", "p2Vl5aSlpfHUU08ik8mjZLub+PjE665GGAxGHnxQkBr19fXy0ksv8OCDXyQpKYm8vHy+973v873v\n", "/T3j42Ni34BCoeDixYtEIhE0Gg1GYyzBYBC9PgadTs9LL71AVdVsyssrUas1SKV2uro6UCgU6HQ6\n", "xscnxP1PTtp58sl/Q6/X89hjXyM2No7ExES6ulqRyxUMDQ0RGxtPKBRi9uy5xMcn0tvbzcTEGN3d\n", "Xdc04fX29rBr1yts2nQ7SqWS8fGxaT7ajY0NdHZ2MDIyQltbCykpKeTk5PLYY1+jtbWZ22/fJm7/\n", "7//+L/h8QjPo4sXCKkxdXS319XV4vR4yMkzTJnp+vx+n08HIyDByuYLe3l60Wi3Hjx+hu7sLlUqF\n", "wWCgsbEBozGWb3/7fzF//kLx9Tablfr6S5hMmVy4cA6LxQrAbbdt4YEHvshPfvJPSKVSOjvbkUgk\n", "dHd3EgqFWLq0mr6+HkKhEI888uXoyoeZ22/fJjbVDQ4OMG/eAn70o//Lb3/7DJOTdhYtWsKlS7UY\n", "jbGoVCq8Xi8qlVqUIkgkguwEhEr0jZCRkUld3UWGhwdJTU0VJzkKhYKyskpaW1uYmBgTHW2EBmg1\n", "d955D5WVs3j66afQ6XTU1l5g4cJFBAIBWlqaMRqNYliWz+fjxRefx+t1EBMTj81m5dChD7BYzNEM\n", "AAmjoyPRyY5L1D0HAgFeeOH3jI6OkJCQgMmUicFgFN9jQ8MlDh36gB077icjw8RDDz1y1XW+RGlp\n", "GXK5nEAgQGHhhzaDMpmMBQsWsnfvu1y4cBaJRMrgYD/9/f3ce+99LF68FKvVQn19HXq9kyef/DeW\n", "LVvO8eNHkUqFSfDzzz9LWlo64XCYsrKKj5WAxMbGI5cLz6ZPChBTqdTiuVYqVdOkQVM+7QaDkYqK\n", "mZ+bo9LGjbdRU3Oe3Ny8aVkWarUakynzczmGm7iJPwZ/SYTbAFxtfhwqLi6Wtra2fv4lv88YKSkp\n", "PPXUr9i8eT1dXR243W7ee2+vaJH1WaGm5oJIEM3mCS5erKG6egXbt98panOnGhgBMjOzuXSpDrVa\n", "g8fjJhwOMzlpF5eRr1xppLa2hqqq2dTX13HlSiPl5fcCQjLi2Ngoly7VEhsbR0XFTLRaYSl569Y7\n", "GRoaoLy8knfeeYuOjnaKi0tQKpUEAgHC4emJZ6FQiN/85pekpgoazaurvK2tLYyNjX1qRwKn03nD\n", "JUWJRMKJE8cYGxtl0aIl/N3ffZf33tuDwWC8btVmdHSUpKTp+01JSRUrKkuXVjM2NjbtnH4cJift\n", "vPvubm699bZP/ZrPAwqFQqzs+v1+Ghsb0Gi0lJbOoKmpkeLiEgwGA4ODgzidk2i1GnbufIGSktJr\n", "dO5CFTSFZ555Ohq3Xk9lpVAJf+mlFzAajeTnF9Lf3y826vr9/qjzhpZIRFgBKSkpFdMeQ6EwZWXl\n", "ZGSY8Pt9KJVKlEoVK1asmqYl37dvDx0d7cTGxorXc+HCJaSkxHP+/Fny8wsoLZ3Bxo2bSE1No7n5\n", "Cq+99jIgeGJnZgrkY2xslIMH3ycxMYktW7bT0HCJlSvXMGfOhzWASCSCwWBAIpHS09PJ5OQkiYmC\n", "7dztt28FpmtIp1w4zp49w/btdxEbG8eMGeX4fH6xyTASidDe3obT6aC/v4+ZM6uinvRyXnrpeWbM\n", "KMdsNhMXF4fPJ1S+TaYssrOzycgwiQmZx48f4ZlnfolKpWTx4mo8Hhc2mzVqDepmctLOQw99ibq6\n", "WrxeLzt3vojX62FwcICkpEQ0Gi2BgB+1Ws3Q0CA7d/4BgCVLlnH69ElAqHZ+6UtfwWyeoKOjneef\n", "/x333nsfCQkJ3HPPfXR3d1FQUMDY2Fg0/OXDv8nc3Hzmzp1PV1cHubl505JM165dz8mTx1m2bIVo\n", "1XnkyEH279+LXh9DWlo6CxYsIjExiaVLq6dpqBMTk8jMzCIcDov7e/31V+nu7kIul4uV9JGRYczm\n", "CXQ6FW1trXR2tuN2uzGbzSgUAiH2et1UVm4nEokwNjZGbm4efr8fq9WKy+XC5wuwYMEiVqxYJf4N\n", "mEyZGI1GnnvudyxfvkqsHJ84cRyPx83IyDAFBYV0dXUyMDDAgw9+kdbWFjF4SWiqFRqFMzJMBIMB\n", "FAoF27bdQWXlTL7//e9FmxiDRCIR+vv7CAQCWCwT6PUGVCoVbreLf//3f2HFitU3dA+prl7O+PgY\n", "brc7eq9eH263W0zRzc/Pp7y8UiTVk5N2fvjDJ7DZrMyZMw+LxfK5hXdlZJg+syp2S0szGo3mhraz\n", "N3ETnyX+kgj3JHB1yfdjyXZS0mdbHf5T48qViwwO9ovVAp/PS3NzIzKZEDP+WSA+Xo9O92GVNCEh\n", "hqSkGJKSrvXQBUhKmk9V1QyUSiVms5mJiQnKy4VK73PP/Yq6ujpyc3Pp7GzGZDJhMqXh8dhJSorh\n", "0Ucfwmaz8eSTTwJQUpInXhNBGyksw95zz3YmJibIz88hEonw3e9+S9y/2WzmxRdf5KGHHmLjxrWc\n", "PXuWrq5W8vKmaxP1evmnut41NTXs2bOHO++8U5SyuN1u3njjDQoLC0lMTMRqtRAKhQiFfEQiHgYG\n", "ugFYt24lRuOHVdtz587x3nvvodFouOuubXR2dqLT6Vi1apWogU9Kur4rwI2g0UgwmVJITY371Lru\n", "PwcyMgTyPTk5ydGj7zM6OoTFMkFyciLBoJ/YWCNSKfT2tjFz5rU9CO+++y4yWZh//McnWLJkiUh+\n", "iovzWL26moyMDI4cOcI3v/nNqKe0GpVKhVwuQ6PRoFQqGRsbBmD+/Dv5whfuRCKRMH/+HPR6DTab\n", "jUAgwKJF81i16kPNaVZWGkuWLGTJkiUolRHUaigry8fjsXL48GE8HjuNjZeYObOMW25ZzpIl8wiH\n", "v8KGDRswGo309vayc+fvaWxspKOjg6VLlwIBRkcHiIvTk5z84f3R1taGwaATfcNTUhJJS4u7oY/w\n", "zJll9PZ2kpqayvPP/xqj0cjDDz/MbbcJ+tmWlhYOHjxIV1cXly5doqCggGDQR3Z2Fr29vcTGGoiL\n", "iyE9PRWDQY/X62Xp0sXce++97Nq1ix//+AlMJhP33HMPXV2tuN0OBgYspKWlkJWVRUyMlrKyEo4c\n", "OYjTaWP27Nl88Yv3RWUFev7jP/4Dkymd+fOrmDOnUpTBvPXWQRwOK8nJyWg0MtRqOWazGZnMQHNz\n", "HRqNAr1eg1wOp08fYePGjRQXZ1NWls8777zDW2+9xdDQEI899hirV69GKpVis9m5++4bE701a1bQ\n", "1NREamoqcnmQ2tqz2O1W7HYrBQW5PPTQQ+TmXuselJQUw9e+9mUGBweprKxkbGyMfft24/cLkweJ\n", "JMQ//uM/MmNGPmlpSUxOTpKZmYZOp6Kjo4OUlCSGhobw+Xyo1Wq0WiWZmWlUVy/AYBCepXfdtY0n\n", "nngCt9vN4GAPs2dXkJRULu5/7dpV7N69m7S0ePGZlZWVxtNPP41Go+Hy5TpmzJiBRqPg4sUznDhx\n", "Imr56CU5OY61a9cQiUTYunUrVVVVpKQIzaEGQxl33LGVgYEB5s2bR0tLCzZbHAaDgfPnLcyfPweF\n", "QkEkEmB8fJj29kZuvfX67ldJSTF85zuP3/D8A9jtdp588v9n9+7dyOVyVq1aRVtbE9XV1axatYrY\n", "WDVGox6lUobf78bhMP/VfSZbLBYOHdqHXC7nH/7hH6bZsP61vZeb+OvAXxLhPgXcBuwqLi5eCDR8\n", "3MZ/Tcb0AwP9/OxnT+HxeACQyxXIZDKcTjeXL7d9ZjruwsIK6uuvMDIyTHp6Bvn5Zdc9TxaLmePH\n", "j1JYWExZWTkejw+5XE9qqp6JCScAanUMhYUzojZ9QpSzVKqkvr6JlSvNKJVK3n//IC6Xj8rKmWRk\n", "5N/gmkgxGJLp7R3ld7/7NcXFxaxdK3Ti+3wRsrMLcblCyOU6RkYmkEgU2O0usUIZHx+PWh37qa53\n", "fHw8Go2BYFAmbj88PERDwxWsVidz5szD7RaCNCoqZqNQxDBjxixUKhV+v3TaPjo7+3C5fLhcPjSa\n", "OFavFpqh3O4wbvcff+8tX74Orxe83uuP8frrr2K323j44S9/rj7cH0UwGKSlpZmhoTHS0jIJBsNR\n", "KzsTEomM5OQ0lEo94+OO/8fee8a3dZ9p2hc6CYCdYO+9V4mkJFKF6pJly5a7bEtyieNx7J1MZnZn\n", "srszeZMp7+Y3mcm7yeaNk7j3blm9d4kUq0Sx994JgBUg2n4AeCyYpJplWU54fZEIAuDBwcHBc57/\n", "/dw3er2OiopyfH01pKSk0trahVY7hr9/GDqdgZqaZjQaPxYvLuDAgX18+eUBgoKC+B//4+ccPnwA\n", "icS+omKxWIRYcptNxNTUFOPjBoaGxjEajej1EwwOjuDj44Narebddz9kevorh5AlS1aRkpLN0NAQ\n", "v/rV/0dgYBA7dz6Dn58fZWWVxMUl8etf/x5vb28GB8eQy91ZvXoz09P280l7ex9dXX24uXkRERGD\n", "wWDGw8OPTZtS8PPzdzo+JBIlEokCtdqNhx9+DIlEwtiYaV5JU37+akwmEePj49TX12Iy2aiubiI5\n", "2QWbzcYbb7xDd3eXIzTIhEQiJz4+mdHRUdRqD8LDI5BKZTz22A7OnTtLbGws9967lerqK4yMjNLb\n", "24/RaObUqXMsWVKAwWCmsbEBV1c30tIWk5GRy/nzZ3Bz86S+vgmdboze3iHc3NxYvnwV//APbmg0\n", "fgwP263hdDot//W//g2VlRVYLCYeeuhR0tNzOXLkBOfPX2BycpKyskpCQ8Pw9PRlYsLI6dPnaWpq\n", "IzQ0jMcee4KLF8vp7u5Fp9Pzq1/9JxculAhd+PXrNzrNAMxQWVmOTKbioYeexNvbG4NhCpFIil4/\n", "xsTEBE1NbYyNTc86H5jNZtrbWwkLiyA2NpWpKRuNje34+QVSWVmOp6cXBoOJM2eKWbQohwceeByL\n", "ZYJLl+o4duww8fHJPPPMD6iuruLtt98kOTmVl176a4dv/FffNwaDDZXKHb1+jOFhLUajzWlbQkJi\n", "2LXrBbTakaseY8HX15+BgX5GRrQMDg7h7x9AfX0TTU2NKBQKFIoT7Nr1LE1NbQAcPXqS48dPs3z5\n", "KqFTvm3bdsC+EjI8PEZZWSUdHd2oVO7I5SpycnIpLS3BbLbR2tpJaWmVU+fWvrpovSHpWn19A+Xl\n", "lajV7sjlCkpKykhNTaO4uIzUVHsS6vbtu/jxj1+iuPgiXV193HPPg99IVjIyMjzvauO3gcUiJiYm\n", "CbX6q+89WAi+WWBubsdF2N1UcH8OrI2Pjz/n+HnXd7kxt5Nz587g4mJf+jSbzZjNFlxdXYmMjMLP\n", "z/+2/R2lUslTT+0SBnfmo7KygoaGerq7u0lOnlu7/Oij251+Dg+PZHx8nIiISD7//BOSklIICQml\n", "uPgCtbU1pKZmEBYWNu/fFIvFqNVqlMqvHFIUCgXLlhUACImXgYFBLF26jO7uLry8vMjJybvhk3hU\n", "VBRPP/2c022BgUFs3/4UHh6evPPOG1itVnx9fUlISEIsFs+7DLp0qX27ZgIx7hRqtRtWq/U7LbY7\n", "Otr54otP6evr4/z5M/j6atiwYRNLlxZgNBq5dKmC8PAIsrPtX7yffvoxfX29DAz088Mfvsj99z8o\n", "OGS8/fYbDAz0o1SqSE1No6bmCgANDfUkJiYRExPL0NAgXl7eQjqil5e3sAo0ODhIZ2cHoaFh5OUt\n", "wWIxIxKJ0em0NDc3ce7cGfLylnL48AHMZgvZ2Yv48MP36O7uEhwXTp8+LaTnbdlyv/DZGB4e5vDh\n", "A2RmZpOQkEhiYhKhoaGIxRKKis7h4uLKokWLMZvNjIwMO1u2mlYAACAASURBVLn7uLt78MMf/uiG\n", "9qder+P06ZNERcVQWnqRkZFhNBo/YZhOJBIRGxuHVCp1OFeIkEgkgpOLh4cHYrGYtLR0+vv7SU9P\n", "F+wIBwcHuXLlMiMjIw4/cjNlZSVYLFbi4xMoKjrP9LSRpqZGtFotMplMGPi7dKmC1NQMJicneeih\n", "R5HJZExOTjIyMszly5VUVV1iZGQINzd3enp6EIlEQmhXX18f1dVV+Pr6sn37k+h0OkFu0tXVic1m\n", "IzY2nqGhIbq6OvDx8cVisTA1ZXeRMBqnnfaRzWajsrKcQ4cOCLapS5fmo1a78Xd/9w/85je/5sKF\n", "cwwPD86SeYHd4aekpJjExCTGxsbw9fWlsHAtZrOF++57gPLyUsRiMWFhEYA93EqjCeCPf3ydkZFh\n", "R7CTiPj4JB599HEMBiN1dbWzzo+RkVEkJSVjNBpYvXotWVmL6O7uory8THBGqa6u4syZU/z1X/8t\n", "YrGYiIgoAgMDaWysd/x9G0qlPVxLqewmICCQ6OhYoqJiePnlv6GpqVGYu+np6QJwSIskjtu6qa2t\n", "xtdXQ0JCEjqdloKC5aSmplNUdEFwzxkf/6qIHBwc5P3338FkmmbLlq1Ckux8RERE4u3tg06nJTjY\n", "PoCv0fizbNly4T4Gg1GQC/X2dtPc3CTIo26WS5cqOHToAOHhEXfMpUkikcxpw7jAAt8Wd03BXV9f\n", "bwNe+K6349vAZrPR29uLn18AfX09Qprhtm0POQ0x3i7mK7YnJyc5ceKYUNR4eNij3a8Xp9va2kJJ\n", "SREuLvYhqPb2NnQ6Lc8//yIHD+7n9OkTaLVafvGLf0On06JWu81y5nBxcWHXrmfn/RtJScnI5XKH\n", "FdXtLXBn9H5FReeRSqUEBn6VtjY2NsqBA/scIUD3CDp0lUp1xwNowB5F/l1z5MghDAYDSqUrvr4a\n", "EhOTMZnM7Nv3JY2NDYSFhTE0NEhgYBCtrS2cO3cGm83K8PAwnZ0dJCQkYbVaqaysoKysxKE1DnX4\n", "On+FXK4QAnEsFgvj4+MEBgbx6KPbqaws5+zZ0xiNBoqKznPixDFsNhvr1m3g4sUirFYr0dHRwrGb\n", "mJhMS0szu3d/ztDQEMuWFQi69EWLFvGP//hzgoKCnY7Lnp4uOjs7UKvVQvE7M8hcWLhWuN9nn31M\n", "a2sLmzZtmRV+Mh8tLc1UVJSRkZFJd3c3tbU1tLe3YTabCQkJJSQkRCigzGYzSqWStLQMVqxYJVxg\n", "/u53v0EmkxEfn8DKlWvQaofJzMx2Gljt7GxnYmIcT08vlixZysjICK2tLQ5/YhHDw8P09/ej1+tQ\n", "KBRoNBq6u7tQKpV0dXWh148yPDzIoUMHWLJkGWBjbMweQjPj1OHp6cmaNXbpy5Yt9q76jDvKTGKr\n", "UqnEYJiioaGB7OxFiEQiNm7cTGZmlqMg63W4M2kYHh5yKvhsNhuffvoRlZUVNDU1kJqa7nROstls\n", "vPDCS+za9SwWi2XO81tAQCBKpQqDwUhXVyddXZ0sXVrA0NAgIyPDPPHETidt/wxKpZL29jZUKrtd\n", "4B/+8P9z5col+vv7ycnJQy6XOxWRvb09TE1NkZCQRFhYBCKRiL17d6PX66mvryUiIpLMzGxiYmKF\n", "9zEvbwmVleX09fUSGBjEpUuVgN1ycseOZ1AqXVm0KEf4G5GRUSQnpzI8PMTixTm88srvOHXqOOnp\n", "mfzd3/0Dvr72hFeTyYS7uwdTU5McOXKImJg4Nm7cxNmzZ3Bzc6ekpJgjRw4KzQODwb7CWl9fO6vg\n", "tqe0GtFoNIhEIhQKBY8//hS//OW/0NnZwc6dzwrpwDO4uCiIjIxiYKBfsOq8Vaan7RdgdgepKSdt\n", "/gIL/Llw1xTcf87k5OTy0UfvI5fL8PcPcMStB8/pV/ttUlFRRnV1lUPDbEGrHeGLLz6d1c3+Oh4e\n", "Hri6KtFoNGRlZTt5Eq9ebS8E8vOX89FH7ztcBIZ48cWX57XLm4+54q1vJ3FxCZw/f44rV6rYs+cL\n", "fvKT/0ZZWSltbXYd9/nzZzEajSQmJhIVFXOdZ3PmypUqWlub2bBh822Ngf8uaGtrpb6+FolEjMlk\n", "YmCgX9CcDw/bO54BAS4cOLAXs9mMr6+Gjo52CgtXs2rVGsbGRnn33bfQ6/XU1dUyNjaGq6uSlSsL\n", "+eSTj5iYGMfFxYWMjEza2tro6+tFJpORn19AenomIpGIgYEBBgcHEYvFjI2NU1dXQ27uEk6fPkl8\n", "fAJSqZSEhCQKC+0rFB4envzmN7+mqakeLy8f1q//6mIpISEBDw9/jhw5RFNTA4WFaxGLxfj6+jnc\n", "Snz43//7P8jJyaOtrRV3dw+ngWZ3d3uHeb70upaWJlpbW8jNXSro1U+cOEpPTzetrS3s2PEMPT3d\n", "REfH4O8fQGtrC1lZX/nTV1SU8cc//p6xsVF+9av/RUREJE88sYOVKwu5fLmS3Nw8vvjiEwYGBkhK\n", "SubJJ3cKjzUajWg0foyPj2OxmFEoXMjPX05CQhK+vr60t7fQ1dVNcHAwSUmpbN/+FIcO7eftt9/A\n", "ZrMxMTFOQEAQVVWX6OrqxMPDrhlWq1W89to7iEQiRCKRUEyFhobz7//+a37/+/9DfX0dEomYY8cO\n", "s2XLVtat2yjIxQAh1Ahwukjw8vKirq4WuVxOdHQM4+NjtLQ04+7uTkxMHMnJKaSk2CPOGxrq+dOf\n", "fs/g4AA5OUt48skdc74HiYlJJCYmMTExIQy8WiwWiorO4eqqpKurY1Zzw2KxkJqagUwmIy4uAZlM\n", "hkgkwmq1CStMX/f/n1mJAxxdcfvxodfrcXVVIpPJkEqls1yLvLy8SE3NICMjg+XLVxIdHcv4+Dg+\n", "Pj40NNRTVlbCihWFyGR2ueHSpct4++03ePXVP9DX18vExISjwz+MRqMREi5PnDgG2JOMJRIJ0dGx\n", "REfHcu7cGZqaGgA4deo4Tz31tMNP3zCra19bW8O+fV9itVqxWi1ER8fy0EOPOrzYLajV6jnPzSkp\n", "aWzceA89PV0kJCR9o0HGRYty6OrqpKammj/96RV27nx63lyG24nZbMZoNC4kUy5wR1gouO8AUVEx\n", "bN26jS+++FRYkr3a7eJOERwc4vDEVTI+bteoNTc3cfToIeFkP0NHRzttba0sWpSDt7cPL73018Lv\n", "rl7yy8jIIjU1nTfffJUzZ04jl8vp6+vlyy8/v+mC+9tm+fKV7N+/B5vN3hED+78zRcXQ0CAdHe30\n", "9/fddMHd3NxIQ0M9BQUr7ioHkpvF7n4xwfT0NAaDAZvNRnh4OBKJBIvFQkhIKCqVCjc3d6amJunu\n", "7kIqlZKWlk5u7lKkUinl5WWMjo7S2dmJq6srAwMDKJWueHv7kJycwunTJ7DZbFRVXaKwcC1xcXH0\n", "9fXwn//5K1asWMW2bQ/T12cPNbLZbCiVSkwmE2Njo0KHcnBwAK12hMzMLJqaGvn004/o7+9lfHyC\n", "sbFxzp4961T89fR0U1V1iY6OdlpbW3nuuR/y8cfvYzAYHHHyBhobGzh58jgJCYmsXbuevr5eQkJC\n", "Wb9+I2vWrJvXau3Agf1MTIwjkUhZubIQgOjoWMrKSvH09ESj0Thd1IaFhaPX6wTpl0KhwGaz0d7e\n", "flUwTTiPP/4kjz66HavVSkVFufCYq9Fo/BCJRIyOjjI8PIxSqeLAgX0cP36ETZvuZXR0DLARG5tA\n", "QcEKYmJi8fTczvnz56irq3EMbNtYsmQZjz32BCKRiI6OdlJS0igtvegID4oA4Pe//y3FxUVMTxsJ\n", "CgomMTEZd3f3G/KOtw9hjqNSqfnkkw/p6GgHICsrm1Wr1qDR+DmCf2wOKcsITz/9HMXFF6ivrwOg\n", "rKxk3pWy4eFh3nzzVbRaLU8//RyRkVF8+OF76PV6JiYmiYlxljrYbDY+//xzXnvtDXbufFZwu3no\n", "oUeJj09Ap9MRGho2KzxnJoJdKpVRUGB/zP33P0hrawvBwcHzri4+9NCjwvDmDL/5za8ZGhoUij21\n", "2o28vKX09/exd+9uR3qujKCgEGw2cHd3R6FwXjlcsWIV4eHh+PpqnFZvrnaFmWmWvPDCj7BarbOO\n", "49LSi8J7ODQ0TG6ufSYiJyeXY8cOExgYOGfsvH1VcPOcr/dmuXSpgvLyMlQqlRACdScK7tOnT1JT\n", "U82PfnTtIdIFFrgdSH72s59919twK/xscnL6+ve6ixCLJdTX19He3gbA2rXr2bjxnjsaIuDp6UV2\n", "9mJyc/MICAhEoXBBq9XS3d1FRESk4GlqMBj43e9+S29vNyKRaJZnts1mc9IY63Rajh49QltbC0FB\n", "wchkMjZu3Dzrcf39fY7uk98tLT/qdFpKS0vmjH8HUKkUzHVcTE9PMz09jb9/AKWlJURHR/PSSz9G\n", "KpXi66shLi6B7OxFhIdHotNpycjIumltfVRUNCkpqXP6cX+fsNlsNDTU4+7uga+vL0899TSPPPI4\n", "kZFRuLm5sXHjZjZt2kJkZDT79n1JW1srIyMj6PV6HnzwEdzc3GltbeHs2TMUF593+BlPExQULKR2\n", "SqUyzGYzjY31aLUjpKdncvz4MUpKiqmuvoK/fwA2m42KijJcXFzYufMZxGIJ3d1deHh4EhwcgpeX\n", "NxKJhKCgYDQaDS0tLaxdu56OjnYCAgJ46qmnBY9hicTGhQvFwspSRkYmAQGBjIyMOHScm3BzcyM1\n", "NYOjRw8SHBzKgQP7+PDDdwkKCiEsLOyacwRTU5NMTk6Qm7tEiByPiIhkzZr1rFq1elaBMzg4yKuv\n", "/oHx8XFiY+Pw9w8gOTmVqakp2tpakEgkuLt7sHRpPh4eHohEIurr6xwXNhlOft3t7W1cuVKF1Wol\n", "MDCIyclxOjs7GBkZobGxnsnJCUJCQvHz86O9vY1z504TFRVNdvZiDAZ7CE5OTh4PPvgIGo0fEomY\n", "qKhorFYrv/zlv9Lc3Ex3dxeVleX86U+/p7q6iq6uTsbGxjAaDWzcuJkVKwqdij2z2cz582fp7Owg\n", "ODgEm83Ghx++x/HjR+noaKezs0O4r06nJy9vKUlJyYSEhKDR+NHX1weIWLw4l5aWZqqrrzi00JFY\n", "LBYyM7Nnff6PHTvCnj1f0Nvbg16vJzU1jX/7t1/Q0dGGt7c3K1ascmpwdHZ2cPbsSZRK+8pNRoZ9\n", "gFOlUhEVFU1SUjLBwSFO5zmLxcJ7771NW1srU1NTpKdnCh1tjUaDXK6grq6WqalJJ39osHf7v36u\n", "j4+PFy5wGhvrMZvNpKamO2RRg1itNh588BFHSqiMtWvXC51mo9GI0WhEoVDg5eWNQvFVIW+1Wikp\n", "KaapqZGAgCBWrlzNmTMnkUplaDSaWcdvR0cbQ0ODAPj4+LJt20NIJHbHoHXrNrBkybJv3WP73Xff\n", "Ynx8HKVSSWxs3E3N7nwTPDw8CA4OcYqIn+97ZIG/bFQqxf/zTZ9jocN9BxgfH+PgwX2MjuqQSMRo\n", "tSMcPLifhx9+/I6Hncx8McbFxRMXF09SUjIDA/1CUhrYv7x6ejrx9vadVTR3dnbw8ccfkJaWLoTP\n", "eHv7sGnTPaSmpiOTyQgMDCQyMoqqqsskJ6cIJ86WlmYaGuoJDQ27Je16aelFysvLkMnk5ObmXf8B\n", "Dt57723GxsbIycmlv79P8Led4eovoYcffuymtwsQYpzvJmai1G9mu2QyGdu2PUxFRRkajR+5uUuE\n", "omNmaTsgIJDLlysICrJ39AyGKby8fIQl9rS0DP7jP36JXq/HZrMhkYgpLj5PXV0NIyMjKBQuBAQE\n", "MD1tZGhoEIXCheLiC9hsNrRaLUePHiYraxFBQUGMj4/xi1/8k1O4UGxsHCbTNBKJjNTUNNzdPXjx\n", "xZcBu8b49OmT9PX10NPTTVBQMENDQ5SWXuTee+93WnXJzl6MRmOXHhQXD+Lt7cNrr72DWCzmn//5\n", "Z9hsNry8rr9asWLFKqeEyhnm+2yr1WqioqKdQkeSkpL5+c//lfHxMbTaEWw2qxDiYffe9hY07FcT\n", "FhaGi4sLMpkGX19fJicn0el01NfXIZfLaW5uQq/XodH40djYgMViJitrMWvWrEOrHaa+vo5Llyq4\n", "dKkCk8kkBOo88MCDgs53YKAfi8WKm5sH3d32i/CJiXEUChcWL86d5XtfWloiDFDOyEa6ujoB+8qZ\n", "SqUWjpWZz55CoRAGB4OCgvH19XUMk8Y7Bfqo1W5zrgyqVPYhxPr6Oioq7Pr/qSn7vujp6ZlV7Lq7\n", "uyOTyRyf2xu7SB4fH6O/vw+wz34MDg44uYBUV19h//49dHS0k5mZxebN9xIQEIjZbHZEjju7HHh6\n", "erFmzToaGxvw9vbBaDRSXHxB6IJ7eXkRHh6Bv78/TU2N1NbWsGTJMvr7+/ngg3cwmUxs2rSFpCT7\n", "/MLly5VoNH6Eh0dQV1eLp6cXVqtFGGicmpqac1hyzZr1Dg/vSXJzl1xTEtfe3sbevV9iMk2zevVa\n", "UlPTb2jfXY/16zeh02lZujT/jgXogP276247by/w58tCh/sO0NJiHzosKjrP4OAgBoOB/v5eDIYp\n", "8vNXfKeOFDMx8DP+4FNTU4hEIsRiMd7e3nR1dZGcnCqcBHt7e6itrUGpVJGUlOwYdhsjMjKaxMQk\n", "4uLiCQoK5qOPPqCyshx3d3e8vLwZGxslMjKK4OBgwSHkZvHy8kYmk5GenjlnXPp8nQmtVotSqUIu\n", "V1BUdA6Nxo9Nm7Z8p/v920arHeH11/9EWVkJISGheHp6Xv9BDtzdPYiPTyAkJBSRSITJZOKVV/6P\n", "Y/CvXXjv+vr6UKnUQrpgYmKyw3lBSWNjA/X1tchkMqxWG2azGS8vH0ZH9YJThT1cJ4WtW7eh0WgY\n", "Hx9DrXbD19cuPdm58xkaG+vp6ekmPj6B6elp3N3dyc5ezLvvvs2HH77D2bNniImJESLH+/v7OHRo\n", "P/39/bS0NNPa2oJeP8KWLduEcBiRSERfXy9vvvka3t4+eHh4cvz4UTw8PIiIiEQkEpGfv5z773+Q\n", "gICAm9rvNpuNmppqurs78fXVzClDkclkJCUlzwpzkkqlKJVKrFYrubl5wsXB/v176OvrRSwWMzFh\n", "t+3z8PBEIpEQEBBIQcEKh+tJEhs2bCYoKJj8/OVYLGa6uroICwtHrVaxcuUqCgpWsmTJMuRyOX5+\n", "/hQVXcBsNguuJBERkZjNZkQiEWFh4YyMjJCRkcn69RtpampgcnIKm83qSOtc7Ej7c7ZyGxiw73uA\n", "hIREQkPD6erqZHRUT1xcPFu23IfJZJfTzMTKd3a24+fnj0KhwMfHRyiq/fz8sVgsjI7q8fLyZsuW\n", "++ZM6A0JCUUikVJSUozVasVoNOLm5o5cLmfJkmVMTEywf/8eRkf1REfHOhxoMvD1DbyhbqrZbKap\n", "qZHBwUGMRgO+vhqWLs13et2jo6OUl5fR1NTgGBTtoarqEu+++xa1tTXA7GRHsVjM9LQRrVaLSCQi\n", "Ls4u/XF1VbJ4cS4hIaFMTk5QXV2Fh4cHaWkZXLlSRUtLk7DSGBoaxrvvvik4+nh7+zA8PMz09LTj\n", "giUXo3Ga7OzFc8rdZDIZ0dGxJCQkXTcf4JNPPmB0VI/FYqG1teW2daL9/PwJCwu/K87JCx3uBebi\n", "dnS4FwruO4KIixeLKC6+gMViAWxIJFJUKjWZmdl3jeb36NFD7NnzBSkpqRQWrqG09CKjo2NkZy8S\n", "CgdfXw0xMXGkp2cikUj49NOPOHr0MB4ensKXo06ndQxkTbBoUQ5ffvk5p06dICQklKioaOEE/ckn\n", "H1JdfWVea8Kv4+rqSkRE5JzFNsx/ooyMjCI+PgE3NzeMRiNLl+Y7pdt9U0pKih2Fbdi823an0em0\n", "VFSUA/bXP5eV2o3S19fLq6/+gZGRYYaHhzCbzdxzz1Zqaq4I2k8fH19WrVotvLdJSSlcvHiBiYlJ\n", "RCK797w9idGG1WohNDSMBx98hOef/yvc3d0dw4TNBAUFsWvXD0hISEQkElFeXoZa7UZ4eAQ7dz7D\n", "4sW5eHp6MjIyTHHxBdra7AOI8fH24tRisVBWVkpp6UV6e3uQyxXo9VrS0jLp7e3hD3/4HWaziaSk\n", "FDw8PBxuIVKWLs13KobEYvE147Hno7i4iKNHD9HS0oxer3OKgp+PsbFRenq68fDwICoqmpycPCdv\n", "/paWFgYHB7BYLNTW1tLb241WOyIU5K6uSqKjYwgODkGpVBIZGUVsbBwuLkqSk1Nxc3OjqOgCV65U\n", "sX37U/j4+PLJJx9y5MghGhrqGR8fo6urC51Oh4eHF56enoSFhbNyZSG5uXlERkahVqtJS0tnetpI\n", "SkoacrmcyckJdDqdsJ97enrw9/cnICAQT08v4uMThYv1lJRUMjKySEuzJ9IGBARw6tQJKirKOHPm\n", "FADV1VUkJ6cglyswm82cOXOK+vo6cnPzWLrUPlA7X4qsRCKhv7/P4ZhjIzY2jr/9279nzZp1WK1W\n", "Xn31FUymaaamDKSmpqFQuKDReOHq6o5YLL6uFeeJE0c5c+YU09NGtm17hBUrVs76rHt7+xATE4vR\n", "aMRms6HTaenu7qGhoR43N7vdZ1bWolnPHRISipubG97ePiQmJgrH5czqipubOxkZWWRkZAmJrA0N\n", "DdhsNpYvt29HaelF4flCQ8PYuPEeEhISycjIwtXV1XE8uNLT042Liyv9/X2OIVlP4TivqrrM3r27\n", "0Wg0wvDs1ykvLxXyJMRiMXl5S+9oR/pOsFBwLzAXC5KS7wm+vr74+wditdqwWMxYLCLc3NxRKpV3\n", "1clq5gtn5nvnySd3YbVaZ32x+Pv7Mzk5SVtbq9Bxs1uC1fPb3/4aLy8vHnlkO08+uRO5XC68xq9/\n", "oU1MTNzQwNXXOXXqBAkJSTdtH+jl5U1YWDjl5aWEhITelqFOm83GyZPHsdlsBAeHCN7U3zWBgUFs\n", "3boNo9Ew58DTzVBXV4vZbGZoaAgfHx+sVisajYYdO56mrq4WhUJBcnKq8MWt02kZG9PzyCOPs3//\n", "XkQiEY2NDYyOjhIYGMy2bY/w8MOPUlV1mZMnj7F8uV1fW1CwksuXK4XId4B7791KQ0M9WVnZTp+V\n", "rVu3UVJSTE9PNxER0cLtnp5ebN++A4PBgEbjR3x8AmFhAXh4eKLVaqmquszAQD9JSaloNH78+7//\n", "vwQGBvHCCy/ddHdtbGwUtdqNgYF+PvzwfVauXOUY/LMzMDBwjUfbMRgMvPHGa0xNTZKebu8kf31J\n", "f/XqtajVasfFRAmAUPR8HZPJ5OiEjxMUFERubh5Hjx52dPA9HRIgA62tLYBd79va2orFYhHs/SIi\n", "IoUwoatfa0dHBykpqQQEBPHoo4/z3nvvCL87eHA/BsMUCQmJyGSyWfaJIpHIqVi2Wq3YbDYhpnxG\n", "8iCTydm69QGam5soLr4A2KUc27Y9fN192dBQR0pKGoODAyxatFiQCuzda09L7OvrJy0tA5sNvvji\n", "UxQKMZmZeRw+fJCjRw/j6+vLxo2b57QDnfENtyeLKuedvQkJCeWFF15iamqSjz56n46ODlQqFQqF\n", "C2lpcyfTSiQSXFxcKSk5SEVFGTt2PIOPj7PM4eqZF5FIRGpqGlFR0YIzyKJFOZSXl+Ln5096eiau\n", "rq5O0huDwcBbb72GTmcfvNXptPT39xMbG8e6dfbVi46OdkFTLhKJhNWqq1m7dgN7936J2WyisHDt\n", "HZ1BWmCB7zsLn5Y7gNlsZnraSG5uHjU11YjFYhQKBfHxCU7a6e+a1avXsWzZcuFEPZ8G9fz5sxw4\n", "sA+l0r7suWrVasLCwqmpqXYU0CI6O9vZu3c3a9eu5+GHH2NqanLW1PlTT91atpFWO4LRaLj+HefA\n", "vsLw1b/fFJFIxPLlq+jp6bqhbuad5HrhFjdKeXkpYE/yVCgUggezt7ePEC4zg06n5Y03XmV6ehqt\n", "dkQo9u3BLjI2bdpMXFwCp0+foLKyHLFYjKurkvz85VRVXaKzs4PGxnq8vLyor68jMDCIVatWo9WO\n", "MD4+jlqtpqOjndDQMH72s39maGiIyMgoSksv0tHRTmRkFEFBwfzP/2lvRohEIiE5LiIikk2bNvPh\n", "hx/wL//yM5YuzaelpRl//8BrFtsTExOcOHGMlStXCXKG8fExXnnld6xcWYjZbMZksnc1s7MX0dra\n", "jMlkIjd3yXX3rcEwJeiZu7s7ef/9d5BKpWzatEVwr3B1dRXcTyIjowSNMMDZs6dpbGwgP385crmc\n", "Tz/9CLlcgdFowGKxsHbtetasWUd0dAwKhUKw6UtISKS8vIzOzg6Sk1MceuB7WL9+06zO/sjIML/4\n", "xT/R29vL6Kie1avX8pOf/Dc2bNhEa2sL4+NjdHd3k5CQdMOWmB4entxzz33U1lYzNDQovNctLc28\n", "9dbrTtvwdWeW+QgMDGLfvj14eXkJThtgD7GyWm0EBgayZs16Llw4S0NDPSqVgvb2bhoaGtDrdZhM\n", "01RUlJOZuWjWjMnKlYWo1Wp8fHwFh6P5kEgknDlzmv7+fsxmEz//+b8SHh55zX0zMTEuvNYZv+z5\n", "2LNnN319vVRUlPHSSz9GJBJRWLiGVatWz3scj4wMo9PpAHuuQm9vNxKJ1KF1n0Kv1zE5Ocm6devx\n", "8fHlvffeJiIictZMS3h4hDAvcTVNTY1UVV0iICCQvLylwna0trYwMjJMdHTMXbOSu8AC3xULBfcd\n", "wGq1CkNDISEhuLgoCQoKYtu2R+4KzdoMIpHoulaFJpOJs2dPMzw8hMXiRWBgkDA4lJycwm9/+wq9\n", "vT20tDQjlUqRyeRIpdI5LZ5u9bVv3brtlh4HsGnTPeTnF9xWN5GbGeC827HZbPT39wnWf2Avjnx8\n", "7LpQq9XKxo3zh/MMDw8JIRY221e3SyQSVqxYRXKyvfPZ2NjA+fNnkUgkwm2FhWtpaKgjK2sRR44c\n", "orq6yhHA8SRvvfU6rq5Ktm17mP/4j1/y0EOPsmxZAW5u7gwPD3P8+FGsVisff/wBixfn8uMf/51w\n", "fFksFvbt24OLiwsrVxbS0dGBWu3G0qX5BAeHsGTJnTYkkwAAIABJREFUsmsei2aziZGRYSdPZpVK\n", "TWHhGmJiYnn77TfZuHGLIAP50Y/+GqvVOm/3z2AwcPToYVxcFBQWrmX9+o10dnY6Vo3snedLlypw\n", "dXWlvLyUwsK1REZGAXY3nKgoe0ffaDQKw4nnz58hJCSM7u4u1Go1NpsNtdpNKFZlMhmnT58kIyOL\n", "hIRE7r33fhoaGhgZGeHKlSo2btxMfv7yOWU0H3/8AS0tzUxMTNDd3UVpaQnNzY309PSQkpLG7t2f\n", "OYJ0OmY5GF2LxMQkGhvriYmJZfv2HVy5UoXBMEVx8QVSU9Ox2WwYDFNzDqTORXR0LHl5dmtKsfir\n", "bUhJSXXquEulXxW+np5ehIaG0dLShJ+fPzKZbM4gMKVSKVgH3gjd3Z2C24yLi6tTsW21WqmurkIq\n", "lQkXpBkZWQ4LTNV1/axnGiFyudxpX19rv2s0fvj7B9Df30diYhIjI0MMDg4hkUgYGOhnYKAfgNbW\n", "Vtav34Svr4bQ0DCnhMv5GBsbZffuz7BYLDQ2NuDm5k5KSipXrlSxf/8eAM6dO8uuXc/cEau/m6G7\n", "u4uPP/6Ap57atTA8ucC3zkLBfQfo6+tFr9dhMBiQyxWIRJCZmU1IyK0HBXxXzNhT6XQ6li0rQCqV\n", "YjJ95foxYwFmMpkc+ty5tYDfBTabjfr6umtG0P+ls3fvbmpra5BKpWzb9jDh4RGkpaVz8qQ96TEr\n", "axHR0fMHFIWHRxIbG0dfXx8bN94jJEVOTU06DQnKZDKUSqUQTZ6WlkFoaKhwnxmNqVQqpba2Bnd3\n", "D7y8vGhubkSpVPLOO28QH5+Ir68vo6N6hoYG8fHxJSgohNbWFn7zm//k/vsfJCgomFdeeYXPP/8S\n", "m83KokU5PPXULmFQ+EZWmDw8PJ1WY0wmEz093WRmZiMSiXjhhR8hEokoKjoPiMjNzZuz2O7oaKem\n", "phqJRCJE3EdFRZOenkloaBgVFRW0tbUIEovjx4+i0fgREhJGXV0tNTVXSElJE+Ko5XI54eER7N79\n", "OX5+frS2NtPY2EBMTCx///f/E71eJ9jIVVSUUVNzhStXqvjpT/8RpVJJeHgYaWnpREfH8Mgjj8/7\n", "Wb06GCQsLIynntrJiRPHGBkZwWq14u7uzujoqDBkezPY7y9CpVIJF665uUuEore3t4cjRw7h6el5\n", "XQlDQkIiUunDKJXKa553li7Nx2q14uoqISXFnty5cmUh/f19JCUlz6sTvxmWL1/F6dMnCAoKISgo\n", "2Ol3Z8+edhwr9hWOzEy7XGombXJ8fJza2mrCwiLmlM3dd98DtLQ0ExoaKtx25swpOjs7yM3Nm/Pz\n", "KZPJeOKJHQwPDzE6Ooqbmxtnz54hODiEnp4uRCIR7u4e+Pj4OoZTt/LRR+9z7twZ1q3bMK8cxv4a\n", "jE4rhjMyw+bmxqvuM+VYBbm7Cm4vL28WLcqZcxB3gQVuNwtDk3eAlpZmtFqtQ4MqwsvLm8cff/J7\n", "e0UdGBhEZGQUEomEzz77mOPHjwmWgCKRPU5apVKRlpZxRzXq1xt2aW1t4YsvPmVqyuAU17yAHZPJ\n", "xJ49uwF7F04sFhMbG0dNzRWMxmkCA4McLhK+c/r5gn2QKjExicWLc/D398dgMFBRUU5LSzOxsXGo\n", "VCpcXV1RqdQMDvajUqkxGg00NTWQkpIqrLAcP36Euro6RCIRU1NTZGVls2HDZtRqNWKxhC1b7hcu\n", "WA8d2o9er2fx4lyWLSugurqKoqILFBcXkZSUQm1tFVYrQjhIUlIy09Mmoat5s0Xi+fNnOXhwv7Af\n", "hoeHaWio48SJY7S3txEWFu7kw9ze3salSxWcO3eGzs4OjEaD0M1cunQZRqOR1177I7293axbt5Hw\n", "8Aj27t1NZ2cHExPj7NjxNEePHsZms9HW1kpKShpKpdJxwRBKVVUler2e4eFhjEajw7JzHT4+PsJr\n", "c3d358SJY2i1WtraWkhNTSM9PYucnFxqaqqJiYmb93wkkUgEOc+OHc+wbt0GhzvROEuWLGPZsgKi\n", "o2PIzV3i9HmfmpriypXLiMXieYvY+PgEoXs/w9VF9ccff0BPTzd9fX24ubldV87h7e1z3S6qRCIh\n", "MjKKrKw0zGb7/gkMDCQmJnaWf/at4uPjS1bWImJj42YdX5cvXxJ8r93dPThz5hTHjh1GoVAQFBTM\n", "J598yOXLldTV1ZCVtYjLlys5dOgAKpUaHx8fh++3n9Dp7unpdjiwjNLW1jbviptYLKa8vIwjRw4i\n", "k8nw8PDExcWuLc/OXkRoaBhr166nrq6W3bs/Y2xsDIlE4tDE58z5nIAQVjMwMCBIwGQymWN77Cm+\n", "UqmUZcsK7ni68vWQyWSEhYU7dfEXhiYXmIuFocnvCTN+xcHBIXh4eKBWu3+jGNy7iZnu1tVfkps3\n", "b/kOt2h+QkJCMZtNDA72f9ebclcik8muSvyDoKAg4XdX6/ltV2tFrkNgYBDJySnk5y/n/Pmz7N27\n", "mwceeJisrGz++3//GR9//AGRkdHYbDanYic2Np7GxkZBSzs6OgrYO1JXx64DLFmyjKCgYEJCQrHZ\n", "rDzyyOP88pf/itlsor6+hmeeeYbBwVEkEgkGg4Hw8AheffUPDA8P4eLietMXXzExseh0OoKDg9Hr\n", "dfzyl/+C0ThNTEwMSqUSHx9n/e++fXsYHx/DxcUFkUhEenoW2dmLBPvN8fFxJBIJIpGI8PBwx6Cy\n", "ArlcTkJCEgEBgWg0fpSXlzI8PMz777/Nzp3PMD1t4uDBfVgsVnp7e5HL5QQEBLJiReGsbZ5Zkfry\n", "yy/Q6/WUlBRTWLiWoKAQHnjgQcLDI2c9xmazCQXvxo2b0el06PU63n33LSIiInn66ecwm81UVV0i\n", "KSllVvf5iy8+pbOzA6lUyrPPPn9Lq11XH3dy+Z3NLLid6HT2hou7uwf5+QVMTIwjlUrx9vahstLu\n", "JlRSUkx29mLMZjMTE+PCBVRR0QXGxkYpKSme81hVqVRIpVLMZvO87iIzJCYmYzKZSEhI5OTJ41it\n", "Vtat2yisLF2+XMmpU8fp7+9jcHCAlJS0G3I4WrNmvZDLMMPixTkoFHKGhgZJSEj63jaYFljgdrHQ\n", "4b4DqNVqvLy8OH78qND9lcvls0Jlvi8YDAZeffUVamqquf/+B8nMzL4lC7XbzfU6E8eO2d0afH01\n", "NzTQ9pfElStVfPrpxw7v3ljy81eQlGS3a/Tz86etrZXJyUliY+PIz1/u1LUzGo2IxeI5O8VSqRQf\n", "H/uQ5YkTxzh58jhXrlwmJycPlUrFhQtnCQ+PYNGixYhEIsbHxxgdHSMzM5slS/LR6bS4u3tQWLga\n", "s9nEoUP7UanUQvFms9koLi6ioaGeurpaxsfHWL58ldCtzMtbSnx8DOfPF9Hf3y+kNM5om7Oysm+6\n", "kHNzcyM+PgGFwgWj0cibb77K6OgoP/3pP7FsWcEsV5+xsTHKy0tRKlU88sjjJCUlO+2vrq5ODIYp\n", "Vq1aQ3HxBcbGxtiy5T6Sk1N46KFHHS4wKbS1teLl5YXFYrdV3LNnN8XFF1Cr3QRvaDc3dx57bDsi\n", "kUh4/oGBAT766D20Wi0pKanI5Qpyc5cIQ2ze3j5zrkQZDAYOHz7A6Ogohw7tp7GxkdOnT2KzWRkc\n", "HCQyMoqJiQm++OJTQkNDZ81FXLhwFoPBgNVqJTk59ZakGhEREYDdZvLrsobJyUmqqi5ds4N+Lb5p\n", "J3NqagqpVDrncW8fGtaiVCqpr6/j/fffoaKijKCgYMbHxwkNDXN0fF2pqbmC2WwmPj6RmJhY4bvC\n", "1dUVs9lEfHwCo6N6cnOXOKw1nXFxcSEyMgo/P38KClZc05pUqVTi6+tLVdVlIiOjWLt2vSAXAnuw\n", "WWtrC2q1moCAQNasWUdBwYpbOr+LRCICAgKJiorG3f3ukpJci4UO9wJzsdDh/h4xNjbupBctLr5A\n", "RkbmbVvCvJOYzSYmJycxmy03NST1XVNXV4der1/otHwNu63bPsGisaWlhc2b7xV+7+bmztNPPyfI\n", "TK5Gp9Py+ut/IiIikvvvf3DWc585c4qiovMsW1bA0qUFVFdfITQ0jMnJSeRyOT/84Y+c7v/BB++i\n", "0+nYtu1hgoNDeOKJHcLvZopqDw9PQkJCaWtr5YMP3mV4eBiNRuPoHmfym9/8J1FR0U66a5lM5rTt\n", "OTm55OTk3vA+slqt1NbWEBkZ5WSV5uHhwU9/+o+YzRZ0uhEkEjGenl5MTU1RWnqR4OBgCgpWUFp6\n", "EavVSk1NtZPf9+iont27P8NkMmE0GgVLtvz85U7aX7lczoYNmzh8+CC+vr6Eh0cIsq6kpCRsNvsg\n", "amBgEL/61f/C09OTXbuew8XFBZVK5RigNHHvvfff8PHv6urKmjXrOHToIDKZXBgEBHsxJZcr8PX1\n", "5fnn/8rpPNbW1srw8BCFhWuprCwnNDRcCCa6mf3d3NxEWFg4hYVr57zPl19+TkdHOzKZjOeee+G2\n", "aK9vlI6Odj788D0WL84VHGRmMJvNvPXWa4yMjJCTk8f0tN3BxmKxOLrH9hW2Bx54iJiYWJ5++geM\n", "juoFBxmFwkVIGa2ursJsNrNhw+ZrrooGBAReV24zw/79e2lvbwPsx+/Vx2NGRhZa7Qijo6MUFKyc\n", "Fc50p2hpaaKiohx//wCWLSv43nzHLLDAtVgouO8QFstsayuz+fZY091p1Go3nnnmB0gk0rvKR/xa\n", "VFdfYdOmewgJCbltccR/LkxNGZz80Gcs5b4uEZjrvZZKpbi4uDp1ya5mpnvs4uLCtm0PsWpVITqd\n", "TnDa+DpRUTEUF1/gww/fIzg4hCef3Cn8Li4unscff1IoLOrqaujp6RF03xMTE1RUlGE0GtHr9U7P\n", "O+MrPTAwwJkzJ8nMzCIq6sbDjzo62tm370uWLFlGQcEK4e9dulSB1WrDaJzi5MljqFRqXnzxZYqK\n", "zlNSUoxEIiEuLgGpVIq/f4Bg5wf2Lugf//h7mpoaiYuLZ9WqNbS0NOHp6TXnvo6NjXOSFGzY4OwW\n", "U1Cwgj/96fcUFZ1HoVCwceM9REREolKp+MEPXsBms92wbR/A0NAQERGRPP/8Cxw9epjp6WmHc4WZ\n", "8PAIQe5zdbHd09PNxx9/INjM/eM//vyW7OBqaqrZv38POTl5TgVtQ0M91dVV3Hvv/YIXud2W8dvp\n", "SFqtVvbt20NXVyeZmdnk5dlXxuRyOQqFy5ya5KmpSUZGRgD7/lizZj0dHe2IxRJCQsKEgnvGDlKt\n", "VjtdLPj7B7B69VoaGxuoq6ulsbGB4eEhnn32h7f99X1dHiaVSuf0Ib8daLUjSCQSJicnaWpqxN8/\n", "YE6JjNFo5IsvPsNsNtPc3IS3t49TENQCC3xfWSi47xBJScmUlZUyOWmf4I6OjsHb+/ZZ091p7ib3\n", "kesxNDTEvn1fEhQU7NQxXcCOr68vERGRwoBTRkbmDQdaqNVuvPDCjxgaGuLVV18hL2+ZU3JoXt4S\n", "0tMzhKLY29vnmh3WwsI1WK0WysvLGBsbc/rdwMAAp0+fJD09k+TkFJRKFatWrWb16jX09vZy/vxZ\n", "iouLCAgI4KGHHmF8fJyyshKUSimVlVdYuXI13d1dNDc3AcxbcM8kh+7Y8Yyw3aGhYaxfv1FwgGhq\n", "aqS09CLFxUUMDw8SFhaBu7u7cOEREBDo8AD3Y/HiHHJycufs8l6+fAmdTsvq1evw9/e/6TAnwCn6\n", "3GKxEhQUjIuLi5ON4a0ElLz33ltIJFJefPFlJz/mmTTPkRG75vjqi4Px8XFsNhsmk4mhoSEhMOZm\n", "iYiIIDU1fVZok8EwhV6vx2q1snnzvZSVlRAaGnZbbT6vpqWlmdraagBOnz5xVVJmIC+//OM5H2N3\n", "PVlNe3sry5YV4OfnJxTLZrMZFxcXpFKZYIc5F9nZi0lISKK/v0+Iqb9ZJiYmsFjMs87VGzduprT0\n", "Ij4+voKl67fNuXNnOHfuDFNTUzQ3NyGTSfH3D+SJJ3bMKqatVqtTA+DbuphaYIE7zULBfYewW4vt\n", "pKmpEYXChcTEpIVlsjuEj48PK1YU4ufnx4kTxxxdp3U3vcz954pYLGbbtodpb29FKpU5LTFfzfj4\n", "OGNjo8LS99UYDFOMjIwwOvpVZ3l6epqPP/4AnU7HAw88OOfj5mL58lX4+moQiSS8+eZrBAUFs2bN\n", "OtrbW+nq6hQ0zVf7Iru7e2A2mykvLyUwMBC12s1RgF9Arx/Gw8OHmporrF5tlyfM6NPnQqVS4+3t\n", "46RblUgkpKdnCj/v2fMFNht4eXlhs9mIi4tn69YHhI5nYmISERGRKBSKeVeBpqYmyc9fTkdHG7Gx\n", "81stXo/duz+jqamRdes2sHhxDqOjesFH+ZuQm7sUiWT2tpeUFHP69Enh58WLv5LmxMTEsmjRYgYH\n", "BykoWHFLFxBgv5DbuHHzrNvT0jIELbefn9+c97mduLm5IxKJMJvNtLS0cObMKcGW8VrMJ1maceu4\n", "EVQqFU88sZPe3p6bHuzt7u7io4/ed8hRNjmt6tlnIuaW6dwIXV2dDA4OYDAYaGpqJDw84roe5TMJ\n", "qW1tLdTX1xIQEIhWq6W5ucmp4J6cnEQmk7F+/UZKSi7i7x9ASkraLW/rAgvcTSwU3HcQd3cPsrIW\n", "fdeb8ReHSGT3RtbptHz88QfU1dWSlpa+UHBfhUQiuabEYnJyktdf/5NQJH49YTIkJJSXXvqxU2jI\n", "0NAg3d1dwFf64hkqKsoQiUTCEOPVyOVyMjKyePPN1zh4cD/BwcEsXZqPyWTG29ubwsI1wn0HBwfZ\n", "s+cLcnOXUFdXQ0hIKJGRdrlKamoak5MTREQEU1vbRG7uUtRqN1auLKSmppq3336drVsfmOVbnJSU\n", "fN0l7Ecf3Y6LiwteXt4YjcZZGnHgmiFS1dVXhFWXl1/+ybw2i9diJpRkJmjIaJwmNzeP9PTMWx5i\n", "npycRCKRoFAo5rWXu1qGYLU6SxLEYvE3KuZuFzabjZKSi4SH37x+/Gr8/f3Ztu1hamurMRqN1NfX\n", "3VDBfT0mJycRi8VzhuxcjY+Pz6yY9xuhtbVFWOFobGy4aRmdzWajvLyU/v5+EhISBQmYTqflgw/e\n", "ZWxsjN7eHmJiYunt7SEkJOSa5w8fH1+6u7uQSmUoFPbXbLVaCQz8SndeXFzEqVPHcXFx4eGHH+Pp\n", "p5+72Ze9wAJ3NQsF9wJ/MSgULiiVKuLi4vDzWyi2b4apqa8iyIeHh+a8z9eLh4CAQFJT09HrdaSl\n", "pQvP09PTzZEjhwB7VPR8coC8vKUoFAoyM7NRqVQUFZ3DbDY7rQzp9TqGhgYZGOgnN3cJSqWK1FR7\n", "R8zNzZ01a9aj0bgRE+Pc0Z6x5LvVVaarLx6utq67UYxGA2D3Pr+VYruurpa9e3cTEhLK1q3bGBwc\n", "EAbtri62LRYLFy8WYTKZWLJk2TU13P39/bz77pvIZHJ27Xp23iHExYtzhWHpRYsW3/S23woWi4XP\n", "P/+E/v5+Nm/ecl2Hp9FRPSdPHiMtLWOW1v1mmUn3tPufzz2rcDM0Njawe/dnyGQyHn10+7dy4R8X\n", "l0BFRTnT08Zbmlm5dKmCY8eOAFBTc4UdO55Bo9Fgs9kcF1w2pwuv61mF3nffA5SUFBMcHIK7u7tw\n", "4X61v/dMF9xgMAgx8Qss8OfEQsG9wHU5d+4M/f19PPDAQ/PeZ3x8jDfffJ3AwMBr3u+7pLKynKam\n", "BgwGAxMTY8CtLXf/JeLj48Patevp6+tj2bKvutvDw8NMTIzPKUMRi8Wzlvzffvt1dDodQUHBeHh4\n", "XnMWID4+gfj4BOHn++9/kKmpKachvJiYWJ599nlh0HCm6LweiYlJiMViodt2p8nMzMbHx3dOm7cb\n", "obOzHavVSlXVJSGufS4uXargzJlTgP39yM9ffs3nNBjsA7MGg2Heglsqlc5a4bBarRiNxmt29b8J\n", "Wq2WlpZmwD5Qeb2C28PDkyef3HlLA5vzcbv0zs3NTVitViYnJykvL/tWZDF+fn68+OLLWK3WW9Lv\n", "zwTzgP291WpH0Gg0eHl5s23bwwwMDGAyTdPS0kx4eMR1B5DVajXBwSGUltplInK5gi1btjrdJyAg\n", "gKamMcf/b0x+tsAC3ycWCu4FrovVanWK7p0Lk8mEwTA1a9DtbiIxMYkNGzaTkJAk+PsucONkZmbP\n", "uu3UqeN0dXXy8st/c0PPoVSqmJqa4p577sXT04uJiQlKSoqJiIi8bhH19UTCGW7F5rG7u4vduz9D\n", "KpXyX/7LT6irq+XgwX3ce+/9dySF1B5yE3HLj1+yZBkjIyOUlZXw5Zef4+rqOufzyWR2T2aj0Uhl\n", "ZQU5OXlz+jQXFxdx+PABBgb6eeGFHwkOJDfKoUMHqKur4Qc/+Kt5HWu+Cd7e3iQmJjMw0Ed6+vwx\n", "41dzozMDd5q0tHSam5tobW2ipKSYrKxFt6x1vxZisfiWXaQSE5OpqrqMyWTCy8vLaR5gpuMPCI49\n", "N0Jra4vQCZ+eNtLb2+s0DHrvvfdTW1uDSqWa18VogQW+zywU3Atclxs5qXp5efP88391V6fBdXZ2\n", "oNWOEBCwICe5XaxZs06wZ7sRtm9/yslysKSkmIsXi6iuvsKLL758w8/z5ZefMzg4wBNP7KS09CID\n", "A/2zfMCnp6cZGRlGo3Gb9XgvL28CAgLx9PREIpFgtVpmuSPcDVgsFg4dOuDkZAL2ocL16zfS29uD\n", "1WqdV+qQmpqGWCxmcLCf9vZ2WlqaGBgYICcnb5bevrW1hZGRYQYH7d3N6elp6uvr0Gg0113eDwkJ\n", "xWSaviV5zY0gFovZsuW+b+W57zRBQcG8+OLLtLe3UV9fi81m5e2338DFxYV7773/W9uHN0NwcAhP\n", "P/0cw8PDguvNNyU0NIxLlyoA+5zG1y8ypFKpIAdbYIE/RxYK7gVuG2r17MLmbkKv1zM4OCCkDC7w\n", "zXF397gpi0iRSOS0xB0REcmFC+fo7++jqOiC4HN8LSwWC2fPnkapVGGxWHB1dZ1T/nDixDEuXarg\n", "5Zf/ChcX54AppVLpFIyTmppOUlLKXZGYOjAwgK+vL2KxmJaWZq5cuQzAuXOnneRanp5eDrs527yf\n", "vc8//wRvbx9WrlwNwB/+8Dt0Oh0uLq5OLhorVqxiYKCf4eEh4uLiAftFTUtLM2KxmCef3HXNLmxq\n", "atpCsXSThIdHEB4ewfHjR+nt7QHsdpNX22p+l3h4eN7WYLakpGTkcjkDA/3ExMR9L0PfFljgm7BQ\n", "cC/wF0N+/vKF1LK7jIiISOLi4mlubuL06ROkpFw/Arys7CItLc0sXpzH2bOnWb167ZyFclxcPGaz\n", "GY1Gw9iYaY5ncuZmiu3BwUGOHDnIli333ZJH8nyUl5dy9OhhIfDFx8cHuVzO9PT0LImE2WxGJpPN\n", "2xG12WxUVlbg7e3NihWrAEhPz6KpqWHWkr1arWbXrmedbpsZjp3R8M4U3E1NjRw7dhhvbx/uu+8B\n", "QaJSW1vjiHG/dsE4OTnJsWNH8Pb2ZtmyAo4ePYRSqZqlC/9LISoqmsrKcuRyBcHBwdd/wPeYmJhY\n", "YmJu3QJzgQW+zywU3AvclRgMBgYG+uf1hL5VBgb6EYslt+QMscC3Q0REJM3NTQQGBjnFps/H4OAQ\n", "mZnZVFaWcf78GVxdlRQUzB4GjIyMIjIyChcXF/R6o5Oe1Ww209PTTWho2C1dgInFYiSS/9vevQdX\n", "Xd55HH8nJxAiiYAxgreqrPqoeKPgZfECKBdZdLVexlm71muttjq1dtfZsV23s9vpZXe0u3bs7kzH\n", "Dt7tqFWXer+DqASwXrrqIyDeitoIEghJCCRn/zgnmQAHEkp+5+Sc837NMCS/32+Sb+DLw+f8zvN7\n", "ntSAv3gbOXIkw4bV9CwFt9tu9Vx66TdZv379ZoG7paWF22//DR0dGzj//As22wa+W1NTE8OHD8/u\n", "vLmGESNGctxxx29zub9uK1f+iREjRnLqqTN48cXnaGjYY7OQNH/+izQ3N9Pc3Mx770UOPzyzgcvT\n", "Tz9JZ+emPgP3u+++3bOZTGYjmeGJPWxZDPbf/wCuvvpaUqnUoHiHRVIyDNwalBYtWsgrryzgyiu/\n", "M6C7Wt5zz51UVw/j29++ZsC+pnbOhAnHUF1dzZAhQ/v1kFfmzu/uDBtWQ1tbK/vuu/2VSRobG3ng\n", "gYeZNev0nnC4cOErLFgwn7POOqdnCkUuixc30tTUtNVKEvX19Zx//gX9+On6lnlY8c/Mnn0GY8ce\n", "uNUOhrmm7Xz55WrWr28B4NNPV+YM3LvvvjsTJx5LVVVVv/8Nde8IWFtbx+WXf4vLLvvWVteMGbMn\n", "TU1/JpVK0dCwR8/xc845r19z4MeO/Sv23HMvRo3ajdraurK9s91brgdZJZUWA7cGpfHjJzB69JgB\n", "30L+5JOnbHctYhXG008/SUVFxWbLAOayeHEjS5YsYvr00zj99L9l9epVfa5u0t7eTjqd7ln7GuCg\n", "gwItLS05g2pvVVVVDBmS3DDZ3t7O669nHiRbunRpzt0Jc9lnn3056aTJtLW1bnOd5cwmNNNyntuW\n", "NWvWALB+fQsdHR05g+DMmbM4+OCDGTFi1Garmey99z79+h4jR47iwgsv3qG6VFhdXV1/8YonkjIq\n", "+lqwfpBKNzUN3uXnVBgNDXXYF8Vp+fKlAFvt+rile++9i48//oiJE49h6dL3ePPNN7j55l9SXV3d\n", "c3d1y2DQ0FDHsmUf53xIa+HCV1m7dg1Tp07rc73iGN9l1Kjd2GOPPbZ73Y569dVXaGr6nKlTp/U5\n", "fz1pLS0tLFq0kL322psQDmHdurW8/PICDj30sAGf3lVojhd9++STj3nooQfZsKGdyZOncswx/XtB\n", "WMzsC+XS0FC30/MHvcMtqeD6CtrdZsyYxdKlkSOPPJqKikqam5tpb2+jvb2NO++8ncrKSr7xjYu3\n", "WrUjV9ju6OjgxRefAzJLta1YsYITTjgx586Xra2tPPLI79hvv/0HbCpJt/6szJIvtbW1TJ16Kq+9\n", "tpibbvo5Q4YMob29PbsE40WFLk959sILz/XtnBfUAAALfklEQVTsMPv8889SWZmirq5uu9OwJOVm\n", "4JZUNOrr66mvnwRk5nJPmnQi1dXVvP/+clpb1wOwevXqfi1ROXToUCZPPoW1a9ew664jiPEdxo07\n", "PGfg3mWXXTjzzLO3uQ19qVm2bCmdnZ2kUikOPjgwbtwRhS5JBdD7XZ/ly5f19MTJJ08dVC8UpWJg\n", "4JZUlCoqKnqWxDvggLFMmnQiw4bVbHfqQ1tbG8uXL+OQQw6lqqqK4447nrlzH+all+Zx3XXXb3fV\n", "kb7ml5eSyZNPYfjwRg47bNw2d/hU6Zs+/TQee2wu7e1tfOUr+/WsovLZZysLXJlUfAzckoreE088\n", "yoMP3s95552/3esaG19l4cJX6OzcxFFHjQegpqaGrq6uslifvbOzk9deW8zYsQf2LD2Yy+jRo5k9\n", "+4w8VqbBqL6+vucB1yVLFvHcc8+QSqU48sjcD+pK2jYDt6RBp6VlHfPnz+OQQw7t1x3WFStW8MUX\n", "TaxatXq71x1++JFs2rRxsznj06bN3Ol6i8UHH7zP888/y2effVYyW6UrPyZMOIYQDiWVSpX1uunS\n", "X8rALWnQeffdd3jrrTdobl7Tr8B9xRVXMW3ajK12UNxSfX09p546Y6DKLDr77z+WKVNO7fPPScql\n", "0KvoSMXMwC1p0Bk37ghaWlr6XA2hpWUdjY2vMnHisa6c0A+pVKrfa31LkgaOK9lLGnRqamqYMuWU\n", "PjemWbHifRYvXsSyZUvzVJkkSTvOO9ySita4cUdQW1vXr01ZVq9excqVK3u2d5ckKV+8wy2paFVW\n", "VnLAAWN7livbnnnzXuCxx+by+eef56Gy0rNp0ybmzXuB1tbWQpciSUXHwC2pLJxwwslMnz5zwLdm\n", "LxcbN27kww8/oK2trdClKKurq8sXQFKRMHBLGrTS6TQfffQhGzZs2Omv1dDQwPjxE3Kut/3WW2/y\n", "0Ucf7vT3KGU1NTVceOHF212/W/n1+OOPcuut/8Xy5T7DIA12Bm5Jg9aSJYu47767eeKJRxP9Po2N\n", "r/DOO28n+j2kgdbV1QVAOl3gQiT1yYcmJQ1aI0eOIpVKMWrUbgP+tT/9dCXpdJq99tqbiy66jMpK\n", "7z+ouMyefQZTp55CbW1doUtJxKOPzqWyspJZs2YXuhRppxm4JQ1aBx54ENddd30i267PnfswnZ1d\n", "XHXV1VRVORSq+FRWVpZs2AZoa2tN5N++VAj+LyNpUEvqP9xZs04n7Xvx0qB17rnnF7oEacAYuCWV\n", "pX33/UqhS5AklQknLUqSJEkJMnBLkiRJCTJwS1IvHR0dzJlzG7/97T2FLkWSVCKcwy1JvXR0dLB6\n", "9SqqqoaQTqddJUGStNMM3JLUS21tLZdccjlVVVWGbUnSgDBwS9IWkthoR5JUvpzDLUmSJCXIwC2p\n", "pLW2ttLZ2VnoMiRJZczALamkzZkzh5dffqnQZUiSyphzuCWVtLPPPpv29kJXIUkqZ97hllTSxowZ\n", "w/DhwwtdhiSpjBm4JUmSpAQZuCVJkqQEGbglSZKkBOX1ockQwgjgLqAOGApcF2N8NYRwPPCfwCbg\n", "qRjjv+azLkmSJCkp+b7D/T3g6RjjFOBi4Nbs8f8B/i7GeCJwXAjh6DzXJUmSJCUi38sC/gLYkP14\n", "CNAWQqgDhsYYV2SPPwlMA17Pc22SJEnSgEsscIcQLgOu3eLwxTHGJSGEMcCdwHeBEcDaXtesA8Ym\n", "VZckSZKUT4kF7hjjbcBtWx4PIRwB3At8P8Y4P4SwK5k53d12Bdb09fUbGur6ukRlyL5QLvaFcrEv\n", "lIt9oSTk+6HJw4D7gfNijG8BxBjXhhA6QghjgRXADOBHfX2tpqZ1SZaqItTQUGdfaCv2hXKxL5SL\n", "faFcBuJFWL7ncP+EzOokt4QQANbEGL8GXAncDaSAJ2OMi/JclyRJkpSIvAbuGONZ2zi+EPjrfNYi\n", "SZIk5YMb30iSJEkJMnBLkiRJCTJwS5IkSQkycEuSJEkJMnBLkiRJCTJwS5IkSQkycEuSJEkJMnBL\n", "kiRJCTJwS5IkSQkycEuSJEkJMnBLkiRJCTJwS5IkSQkycEuSJEkJMnBLkiRJCTJwS5IkSQkycEuS\n", "JEkJMnBLkiRJCTJwS5IkSQkycEuSJEkJMnBLkiRJCTJwS5IkSQkycEuSJEkJMnBLkiRJCTJwS5Ik\n", "SQkycEuSJEkJMnBLkiRJCTJwS5IkSQkycEuSJEkJMnBLkiRJCTJwS5IkSQmqSKfTha5BkiRJKlne\n", "4ZYkSZISZOCWJEmSEmTgliRJkhJk4JYkSZISZOCWJEmSEmTgliRJkhJUVegCdkQIoRL4FXAksAG4\n", "PMa4vLBVKZ9CCK8BzdlP3wd+CswBuoA/At+JMaZDCN8ErgA2AT+OMT5agHKVsBDCccDPYoxTQwgH\n", "0s9eCCHUAHcBDcA64KIY4xcF+SE04Lboi/HAXGBp9vSvYoz32xflI4QwBPgNsB9QDfwYeAfHi7K2\n", "jb74BPg98F72sgEbL4rtDvdZwNAY4yTgn4CbClyP8iiEMAwgxjg1++sy4GbghhjjyUAFcGYIYQxw\n", "DTAJmAn8NIQwtFB1KxkhhOuBX5MZKGHHeuEq4I3stXcAP8x3/UpGjr6YANzca9y4374oO18HmrJ/\n", "r6cBt5LJD44X5S1XX3wVuCmJ8aKo7nADJwBPAMQYF4YQJha4HuXXUcAuIYQnyfTuD4CvxhjnZc8/\n", "DswAOoEFMcaNwMYQwjIy74osLkDNSs4y4GzgzuznO9ILJwA/z177BPDPeataSduyLyYAB4cQziRz\n", "l/ta4Fjsi3JyP/BA9uNKYCOOF8rdFxOAkMR4UWx3uHcF1vb6vDM7zUTlYT3wHzHGmcCVwN1bnF8H\n", "jCDTJ805jquExBh/R+btvW4VvT7uqxd6jyX2RwnJ0RcLgX+IMU4mMw3tX4A67IuyEWNcH2NsCSHU\n", "kQlZP2Tz/ON4UYZy9MUPgEYSGi+KLayuJfODd6uMMXYVqhjl3XtkQ3aMcSmwChjd6/yuwBq27pM6\n", "4Ms81ajC6T0WbK8XtjzefUyl6aEY4x+6PwbGY1+UnRDCvsBzwB0xxntxvBBb9cV9JDheFFvgXgD8\n", "DUAI4XjgzcKWozy7lOy8/RDCXmQa/KkQwuTs+VnAPDKvUE8KIVSHEEYAh5J5KEal7Q870As9Y0mv\n", "a1WangwhHJP9eBqZqWX2RRkJIYwGngKujzHOyR52vChz2+iLxMaLYpvD/RAwPYSwIPv5JYUsRnl3\n", "GzAnhDAfSJP5+18F/Dr7AMPbwAPZJ81vAeaTeVF5Q4yxo1BFK3Hp7O/fp3+9sCGE8N/A7dle2gBc\n", "UIjClajuvrgK+GUIYSPwKXBF9m1k+6J83EDm7f4bQwg3Zo99F7jF8aKs5eqL7wG/SGK8qEin09s7\n", "L0mSJGknFNuUEkmSJKmoGLglSZKkBBm4JUmSpAQZuCVJkqQEGbglSZKkBBm4JUmSpAQV2zrckqR+\n", "CiHMASJwYoxx9jauGQHMiTF+LZ+1SVI58Q63JJWuNPCnbYXtrFHA0XmqR5LKkhvfSFIJCSHcDMwG\n", "VgIpMju0/ijGeEAI4QLgH4FOYAXw98D9wEzg9zHGcwpTtSSVNu9wS1KJCCGcS+Zu9WHAecCBW1zy\n", "b8D0GONE4F0gANcAKw3bkpQcA7cklY7JwIMxxs4Y4xfAY1ucnwu8HEL4dzJ3tN8EKvJdpCSVGwO3\n", "JJWONJlpJN029T4ZY7wWOAdYDdwVQvh6HmuTpLJl4Jak0vEMcF4IYWgIYRRwWveJEEIqhPAe8EWM\n", "8WfAHWSmn2zEFaskKVEGbkkqETHG/wVeAP4IPAL8X/ZUOsbYCdwIPBNCWAScBNwMfA58FEJ4Nv8V\n", "S1J5cJUSSZIkKUHe4ZYkSZISZOCWJEmSEmTgliRJkhJk4JYkSZISZOCWJEmSEmTgliRJkhJk4JYk\n", "SZISZOCWJEmSEvT/PicF0yNnWHsAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "\n", "sns.regplot(\"dist\", \"delay\", data=delay, lowess=True, ax=ax,\n", " scatter_kws={'color': 'k', 'alpha': .5, 's': delay['count'] / 10}, ci=90,\n", " line_kws={'linewidth': 3});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or using statsmodels directly for more control over the lowess, with an extremely lazy \"confidence interval\"." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import statsmodels.api as sm" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAtwAAAF8CAYAAAD8XWwaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4k3ee7/23iiX3bmyDwRgMwnRTAoRQAoEQQgqZJKQn\n", "M5NkSpLNlH32PM/uuXbPuc7znD3n7G52Z3YydTObZCaZJJNMGFKpIfQWmikW1bj3KsmyrPL8IVDw\n", "YMBgy7Lh87ouLmzp1n1/Jd+2vvdP39/3ZwgEAoiIiIiISHgYIx2AiIiIiMiNTAm3iIiIiEgYKeEW\n", "EREREQkjJdwiIiIiImGkhFtEREREJIyUcIuIiIiIhJE50gFcD6/XF2hqckU6DBlgUlJi0Xkhf0nn\n", "hXRH54V0R+eFdCcjI8HQ230MyhFus9kU6RBkANJ5Id3ReSHd0Xkh3dF5IeEyKBNuEREREZHBQgm3\n", "iIiIiEgYKeEWEREREQkjJdwiIiIiImGkhFtEREREJIyUcIuIiIiIhJESbhERERGRMFLCLSIiIiIS\n", "Rkq4RURERETCSAm3iIiIiEgYKeEWEREREQkjJdwiIiIiImGkhFtEREREJIyUcIuIiIiIhJESbhER\n", "ERGRMFLCLSIiIiISRkq4RURERETCSAm3iIiIiEgYKeEWEREREQkjJdwiIiIiImGkhFtEREREJIyU\n", "cIuIiIiIhJESbhERERGRMFLCLSIiIiISRkq4RURERETCSAm3iIiIiEgYKeEWEREREQkjcyQOarPZ\n", "/h/gHsAC/BzYArwO+IEjwAt2uz0QidhERERERPpSv49w22y2hcAcu91+K7AAGA78C/C3drt9PmAA\n", "7uvvuEREREREwiESJSVLgSKbzbYa+Aj4GJhut9u3nL//M+COCMQlIiIiItLnIlFSkkFwVHsFMIpg\n", "0m246H4HkBSBuERERERE+lwkEu564LjdbvcCJ2w2mxsYdtH9CUDz1XaSkZEQpvBkMNN5Id3ReSHd\n", "0Xkh3dF5IeEQiYR7G/Ay8IrNZhsKxAIbbTbbArvd/iVwF7Dxajupq2sLb5Qy6GRkJOi8kEvovJDu\n", "6LyQ7ui8kO70xUVYvyfcdrv9E5vNNt9ms+0hWEP+faAE+I3NZrMAx4D3+zsuERGRcAsEAqxd+ymt\n", "rW2sXPkNoqKiIh2SiPSDiLQFtNvt/6Wbmxf2dxwiIiL9yefzsX//VwQCAUpLzzF6dH6kQxKRfhCR\n", "hFtERORmZDabWbLkTlpbWxg1anSkwxGRfqKEW0REpB/NnDkr0iGISD/T0u4iIiIiImGkhFtERERE\n", "JIyUcIuIiIiIhJESbhERERGRMFLCLSIiIiISRkq4RURERETCSAm3iIiIiEgYKeEWEREREQkjJdwi\n", "IiIiImGkhFtEREREJIyUcIuIiIiIhJESbhERERGRMFLCLSIiIiISRkq4RURERETCSAm3iIiIiEgY\n", "KeEWEREREQkjJdwiIiIiImGkhFtEREREJIyUcIuIiIiIhJESbhERERGRMFLCLSIiIiISRkq4RURE\n", "RETCSAm3iIiIiEgYKeGWQefs2TPU19dHOgwRERGRHlHCLYOK1+vlnXfeYvXqDyIdioiIiEiPmCMd\n", "gMi1MJvNzJ+/kJSUlEiHIiIiItIjSrhl0Jk7d16kQxARERHpMZWUiIiIiIiEkRJuEREREZEwUsIt\n", "IiIiIhJGSrhFRERERMJICbeIiIiISBgp4RYRERERCSMl3CIiIiIiYaSEWyRMOjo6KCk5SyAQiHQo\n", "IiIiEkFKuEXC5MMP3+ett95g3769kQ5FREREIkgJt0iYZGVlER+fQHp6eqRDERERkQjS0u4iYbJw\n", "4WIWLlwc6TBEREQkwjTCLSIiIiISRkq4RURERETCSAm3iIiIiEgYKeEWEREREQkjJdwiIiIiImGk\n", "hFtEREREJIyUcIuIiIiIhJESbpEw8vl8VFdXaXl3ERGRm5gSbpEw+vjjP/PrX/+CHTu2RToUERER\n", "iRAl3CJhlJSUhNUaTUJCYqRDERERkQjR0u4iYbRw4WIWLFiEwWCIdCgiIiISIRrhFgkzJdsiIiI3\n", "NyXcIiIiIiJhpIRbRERERCSMlHCLiIiIiISREm4RERERkTBSwi0iIiIiEkZKuEVEREREwkgJt8gN\n", "rKmpkb1792hpeRERkQiK2MI3NpttCPAVsBjwA6+f//8I8ILdbleGINJL27Zt5cCBfYwdO5akpORI\n", "hyMiInJTisgIt81miwJ+BTgBA/AK8Ld2u33++e/vi0RcIjeaxYuX8PDDjyrZFhERiaBIlZT8E/AL\n", "oOr899PsdvuW819/BtwRkahEbjCxsbGMGzc+0mGIhI3L5eLjj9dQV1cX6VBERC6r3xNum832DFBn\n", "t9vXnb/JcP7fBQ4gqb/jEhGRwae4+BiHDx/k0KH9kQ5FROSyIlHD/U0gYLPZ7gCmAm8AGRfdnwA0\n", "X20nGRkJ4YlOBjWdF9IdnRc3rqVLF5Kdncb48eMxm6/tLU3nhXRH54WEgyGS3QtsNtsXwHcJlpj8\n", "i91u/9Jms/0S2Gi32/94hYcG6ura+iVGGTwyMhLQeSF/SeeFdEfnhXRH54V0JyMjwXD1ra4sYl1K\n", "LhIAfgz8xmazWYBjwPuRDUlEREREpG9ENOG22+23X/TtwkjFISIiIiISLlr4RgY0j8eDz+fD6/Wy\n", "ceM6GhsbLrtteXk57733B86ePd2PEYqIiIhc2UAoKRHpVlVVJW+88VsSEhK588672L59GwCLFy/t\n", "dvudO3dSUnIWgLy80f0Wp4iIiMiVKOGWAcvhcOD3+3G5nOTmjuSJJ55mxIjcy26/YMECWlvbmT59\n", "Zj9GKSIiInJlEe1S0gvqUnKTKCk5S3x8Aunp6VfdVrPLpTs6L6Q7Oi+kOzovpDs3SpcSkcsaOTIv\n", "0iFcld/v57333iE9PY077rgz0uGIyADm8/l4883/xOVy8thjT5KSkhrpkESkHyjhFumlzs5Ozpw5\n", "RVtbS5/ut7m5iejoGKKjo/t0vyISOe3tLsrLyzGbTZSWnlPCLXKTUMIt0ktWq5W/+qsfEhVl6bN9\n", "NjY28uqrPyE9PYPvfe/FPtuviERWfHwCy5evoK2tlUmTpkQ6HBHpJ0q4RfpAfHzfLgVstVpJSUnp\n", "Ue26iAwu06fPiHQIItLPlHCLDEBxcXG8+OIPIh1GxPh8PsrKysjNzcVg6PVcFRERkYjSwjfSZw4e\n", "PMB77/2BpqbGSIcig9zmzZv4/e9fZ//+ryIdioiISK8p4ZY+s3v3DkpKzrJv395IhyKD3LhxBdhs\n", "BYwerQWMRERk8FNJifSZuXPnU1x8nJkzb4l0KBHn9/v57LNPqK6uIioqioULF11x0Z4b2YXXIj9/\n", "DDbbuB49ZtiwHB56aFWYIxMREekfSrilz0ycOImJEydFOowBobq6iq++2suZMyfJyhrGkCFDbtqE\n", "2+12s3//Xrzezh4n3NLV4cMHGTZsOGlpaZEORUREroMSbpEwyMzMYvz4CYwalc/w4cOZNWtOpEOK\n", "mNjYWH74w78hJiYm0qEMSnV1daxe/SfGjBnLo48+EelwpA9cWOFZE4JFbh5KuEXCwGQy8eCDKom4\n", "ID4+PtIhDFppaWncdtt88vJUz36jeP3112hqauT73/8rLWwlcpNQwi0iMoAZjUYWLboj0mFIH3K7\n", "3Xg8Hnw+X6RDEZF+ooRbRESkHz333Hfxer0a3Ra5iagtoMh1KCkp4ezZM5EO46bU0dHBli2bcbvd\n", "kQ5F5LqYzWYl2yI3GSXcMqgEAgFef/01Xn/9tdDEo/7m8Xh4553f8fbbv8flcl33fgKBALt27eDU\n", "qRN9GN3gFggEcDqdV9xmz55d7Nixjd27d/ZTVCIiIr2jkhIZdJqaGiM6u99sNjN8eC4+nw+r1Xrd\n", "+3E6naxbt5bMzEzy88f2YYSD144d29i0aSN33bWcGTO67+c+c+Ys/H7/Td35RUREBhcl3BISCASo\n", "q6sjLS0Nk8kU6XC6ZTAYeOGFl0NfR4LRaOTxx5/q9X7i4+NZvvxu9Va+SGpqKmlpqaSkpFx2m+jo\n", "aBYsuL0foxIREekdJdwSsnfvbj7//FOmTi3k3ntXRjqcy7JYLAD4fD68Xm+vRpkj7XKjuDergoIJ\n", "FBRMuOR2t9vNgQP7mDlzNmaz/myJiMjgohpuCUlKSiY+Pp6UlNRIh9Ij7733B37yk3/B7/dHOhQJ\n", "sz17dvLFF5s4ePBApEMRERG5ZhoqkhCbbdygWno7P38M8fEJN+xqbYFAAK/XS1RUVKRDibhZs24l\n", "KsrC1KmFkQ5FRETkminhlkFr5sxZkQ7hmgUCgR5fIKxZ8yHHjh3liSeeZvjwEWGObGCzWq3MmTM3\n", "0mF0caHLTFbWUPLy8iIdjoiIDGAqKRHpJ198sYF/+qd/pLKyokfbW63RWK3WUM26XJ/6+no+/fRj\n", "Ghoa+nS/Ho+HTZvWs2PH1j7dr4iI3Hg0wi3ST6zWaGJiYoiK6lkCvWzZcpYtW97tfS0tzZhMJuLj\n", "E/oyxBvShg0bOHLkMB0dblaufLDP9mu1Wnn00SfVZUYGpfb2diorKxg1avQNW5YnMpAo4ZYbitfr\n", "pajoEBaLhYKCCRiN4fkQx+Vy8dZbb5CTM4K77rq7R4+59dbbuPXW23p97M8++4R9+/YABubPX6AW\n", "eVcxa9YsamubmDZtZp/ve9So0X2+T5H+8OGH73P27BlWrvwG48dPjHQ4Ijc8JdzSI36/n/379zFq\n", "VD6pqQOzi0l9fT2vvvqz0OqPW7du4Zlnvh2WJZTb2lqprq6mvxe7bG9v56uv9oZaIe7evZP58xfe\n", "kCNUF1YS7e1zy8vL49FHn+iLkKQf7N27m23btrBq1WMMHTos0uHcsEaPzqejw0129tBIhyJyU1AN\n", "t/TI7t07Wb9+LWvW/CnSoVzWpk2b6OjowGQyYTKZaGlpZteuHX22/88//5Rf//rndHZ2kpmZxbPP\n", "fofHHnuyz/bfEyaTCbP560WJbqSe1MXFx3nllf9Daek5fD4fL774HZ54YhXt7e2XbOvz+XA42iIQ\n", "pYSbwWDAZDIP2MW3bhSzZs3hm998btC0gRUZ7JRwS4+MGJFLamoaI0eOinQol9Xa2trle4PBQFtb\n", "62W2vnbt7S4cDkeo73d29lDi4+N79NhAHw2FWywWli69C4vFQkxMDHfddfcVR4AdDgeHDx/qk2OH\n", "W0xMLCkpKURHxxAIBGhrc+ByOejs9Fyy7erVH/DKK/9Maem5CEQq4TRjxi381V/9kMzMrEiHIiLS\n", "Zwx9lQj0s0BdnUa3pKsjR/bx0UefhUbGvF4vDzzwIOPGje+zY1xLW78LWltb+NWvfsG4ceO45577\n", "+yyWnvjooz9z4MA+Xn75xyQlJffrsXurra2Vzk5vtyVMO3Zs4+jRIzz88CNXfV4ZGQno74X8JZ0X\n", "0h2dF9KdjIyEXtdt3jifR8tNb+HChVRU1FFcfAyTyURh4fQ+Tbbh+uqJDQYDUVFmTKb+/3VbsGAh\n", "w4cPJzExqd+P3VsJCYmXva+vJqAOBCdP2vH7A4Nq0SkREbk2GuGWPtfR0UFUVFTYOoRcjkYmpDsD\n", "/bz45S9fxevt5MUXfxDpUG4qA/28kMjQeSHd0Qi3DDgnThTzwQd/JC0tjeee+15EumfU1tayffsW\n", "fD4/EydOYty4gn45bk1NDZ999hGFhTOYMmVqr/Z19uwZzp0rYfbsW8PSZUUGjgceeIhAwB/pMERE\n", "JIyUcEufamxsBIITGK+n3vl6+Hw+NmxYR01NGa2tLs6dKyEjYwgQ/Lh+5coH+yXpLi09R0VFBQkJ\n", "ib1KuN1uN++++xYGg5Ha2loefviRPozyxhEIBPjqq31kZWWRkzM80uFctyFDhkQ6BLkGHo8Ht7t9\n", "UJZpiUjkKOGWXqurqyMxMRGr1cqsWXOIirKQmZnZbyUl69Z9zsGD+0lMjMVuP8m5cyUYjSbS0tIw\n", "mUwcOVLULwn3jBkzSUhIYOTIvF7tx2AwYDSaCAQCXVoASlfl5WV89tnHDBmSxXe+870+2ee5c+co\n", "KTnDvHkL+r0kSgaHN954jZqaGp599jtkZWVHOhwRGSSUcEuvbN++lU2b1pOcnMILL7yM0Whk+vQZ\n", "/RrDiRP2UGcSozH4f21tTWjJ7f5KWg0GQ58k9larlSeeeJpz50qYMeOWPojsxpSdPZTJk6cwfPiI\n", "Ptvnl19upLT0HMOG5ZCfP6bP9htOTU2NNDc3k5c3cFt23kgSE5NwOBwq9RKRa6KEW3qlqakJi8WK\n", "0+nE7/df96hgW1sbHR0dpKenX/NjzWYTHR3Br7Ozs6mpqbroPjNz586/rpgiaejQYVpl7wpaW1s4\n", "ceIE9967sk/LlubNu52zZ08PqiXb16z5kPLycn70o78hJiYm0uHc8FateizSIYjIIKSEW3pl6dJl\n", "xMbGkpub26tVD//4xz/Q1NTEj3/8X675sZMnT2Xbti0AGI1Gpk4tZPLkQpKTk5k4cZJqLW9Aa9d+\n", "zqlTJ7BYopg8uXcTVC+Wl5dHXl7vSoL626xZc8jNrdaIq4jIAKaEW3rFYrGwaNEdvd7P7Nm34nA4\n", "ruuxt902n7i4eKqqSnC7fcycOYsRI3J7HVNf6+zs5Kuv9jFlylSNRPbSjBkzsFiiGDPGFulQIm7c\n", "uPF93m9eRET6lvpwyw0jEv1Tjx07QmpqWo8mT61b9zn79+9jwoSJV1xxsry8DLu9mJEjR5KdPYxT\n", "p04wdGjOdZXbiPrqSvd0Xkh3dF5Id9SHWySCWltb+OCD98jMzOb55y/fJSMQCLBr1w5SU9MYOnTo\n", "FVcUbGho4O233wQMbNmyGb8/QFxcLAD33beSgoIJff00BiyHw0FcXNwlNdoej4e33nqT6OhoVq16\n", "rM+7iXR0dPD222+SlTWUu+66u0/3LSIiNycl3DLo+f1+iooOMXv2tB4/pqWlmbVrP8XpdDFsWA53\n", "3LH0mhO3+PgEZs6cfdXR7TNnTrNp03pyc/N46qlvXXHb0tIS/P4ARqOB2toaDAYDCQnBmuIDB/bf\n", "NAn3oUMHWbPmQ+64Yylz5sztcl99fR0VFWWAAbfbTWxs7FX353Q6sVgsREVFXXG7uro61qz5kKNH\n", "j+B2d/TmKQw6fr+fNWs+xGqNZtmy5RFZtOpmEAgEePPN/8TpdPDkk98kISEh0iGJSD9Qwi2D3u7d\n", "O9m8eRPl5We4++5vXHV7v9/PW2/9Docj+LFhdXUVfr+fZcuWX9NxfT4fUVFmhg3LueJ2I0fmccst\n", "cy5pM9fdwkA2WwFbtmzG5XIRHW0lLi4htK3Var2m+ACqqio5cqSIW2+9jbi4uGt+fKSkp6czfPjw\n", "bi9mhg4dxrJld2OxWHuUbPt8Pv793/+VESNyeeyxJ6+47eHDB6ivr6OgYDyrVj163fEPRi0tzRw+\n", "fBCz2czixUuwWCyRDumG5PP5qKqqwufz0tzcpIRb5CahhFsi4syZU+zcuYPbbltAbu71TXCsqanh\n", "ww/fp6yslIqKMubPv7VHj2tra6W+vi7U1cFkMlFeXnbNx9+//yv27t1Da2srK1c+eNntTCYTS5bc\n", "Gfre7/fz/vvvcvbsGdLT03nssadCkyhjY2N5/vnvU1JyhmHDcti8+QtKSs6QnJzCnXde2wUBwCuv\n", "/BNHjxbx6acf8dxz32X8+InXvI9IyM4eyr33riQ1Na3b+/+yP3l9fT0pKSmhfuwXu9C5JjMz66rH\n", "nTt3PkajialTC2+67jYpKaksXXoXVmu0ku0wMpvNPProE7S3O/u0h7yIDGxKuCUiDh06SHl5GUVF\n", "h6474f7zn/9Ea2sLSUlJJCUlYbfbmTPndiorKxg6dNhlS0Sio2OwWLqWFlxP15DCwmk4HK1Mnlx4\n", "TY87cuQwp0+fwmQyUV9fz7ZtW0IJud/vZ+PGdZSVlZKcnML993/jujuaeDwefD4v2dnZpKdnsHfv\n", "nkGTcK9fv5bdu3fy0EOrrlpGY7cX8957bzN16nTuuee+S+43GAwsW9azWuzo6Ghuv33xdcXc1+rr\n", "6ykqOkRBwQSysq5+sdAXZs/u2UWr9M71/s0TkcFLCbdExOLFS0hMTLruN/hAIEBzc1OX21paWkKJ\n", "2i23zMbhaKOk5Cxms5kFCxZRWBis8bZarSxZsox16z7H4/GQmhoc2btWFouFxYuXXtfjLnQHCgQC\n", "lJWd4/3332XFivv46qu9HD58CLPZTGtrK598soYHH1x1zceA4Eja8OEjyMrKJhAIDKqSktzckdTW\n", "1pCZefXuL0OGDGHEiFxGjhxc/bOvJBAI8Pbbb+J2u9m//yt+8IMfdzt6LyIig4MSbum14uLjlJSc\n", "YdGintd9JiYmsXjxkh4fw+FwsGHDWmbOnMWwYTkYDAaSk1NCSbfX66W1NVgqEhcXR0nJGZqbmzEa\n", "jXg8Hj777GNOnz6JyWQiKyub2bNvZfz4iTidTpKTk3u1aM+1stkKmD59JqdPnyI9PR23243dXszU\n", "qdNoaWkJxWIwGHA6ndd9HKPRyIMPrmLnzu1ER0df10VFpIwbV8C4cQU92jYlJZWnn/72Fbfx+Xzs\n", "3buHcePGkZyc0hchhtWBA/uprKwkNTWVzk4Pfr9fCbeIyCCmhHsQ6OjowOFwkJycPCDfdNev/xyX\n", "y0VcXDzz5i0IyzFOnTrB0aNHiI6OCU1SvPfelXz44fuUlJzl9OlTTJkykfLyMoxGI62tbZw5cxqA\n", "rKwsTp8+RXV1FTk5wzl+/BiNjY3cffc9EVmAxmAwcOedXye/LS3NlJaeo7m5mdjYWAIBPwaDEZ/P\n", "d8UWgj0xfPgI1YkC27dvYceO7Zw8aefJJ58Bgm0dg+VFfV+v7Ha7MRqN173vL77YQGJiIqNG5WOz\n", "jbtqdxW5vOrqKuz2YubOndevF9YiIhfTX58B7uzZM7z//ru4XC7S09N5+ulvEx8fH+mwupg8eSol\n", "JWfDWh88ZUohO3Zs4/Tpk6HuHllZWXzvey/y05++Qnu7C5/Ph8FgoKOjg61bv8BqjcFgMFBZWU57\n", "u5uRI0dRW1uDz+fj8OGDLF++Iuytz+rq6ti3bw8LFy66bHKflJTMmDHR/PM//y/S0tJ4/PGnOXny\n", "BNnZ2VpBsI/k5o7i+PHjjB6dDwST7Z/85BWGDx/BM89ceXT8WgUCAX7+859isVh58cWXr2sfjz76\n", "BDExMaSkpPZpbDej9evXUlFRjtUazezZcyIdjojcpJRwD3Dbtm0hEAgQExODw+Fg+/atXUZHB4IF\n", "C25nwYLbw3oMg8FAQcF4ampqMRgM+P1+amqqqa6uZtOmDQQCAcrLDaSlDcFqtWK1xpCQkEhrazOB\n", "AMTERHP27Bna2loxGo2UlpbS2NhIWlr3XTD6yq5d2zl69Ajt7S7Gj59w2QQ6OjqaJUvuJCkpmZyc\n", "4eTkDA9rXINZdXU1lZUVFBZOu+wFUyAQ4MyZ0+TmjgSCk9S+853vh+6Pjo5hxIhcRozo+9F/g8HA\n", "8OEjejUqPXTosD6M6OY2ffoMoqNjmDBhcEwYFpEb01WXdrfZbFl2u726n+LpqZtmafff/e51qqoq\n", "gWASUVg4naVLl0U4qsiqqqrk/fffpbm5iaKiIhoa6rFarbS1tdDR4WH48FyioqKYNm06Pp8Po9GI\n", "3V5MbW0NJpMJv9/P0KE5LFlyJw8++PAl+z99+hR/+tMfWb58BRMmTOpRTJ2dnQCXJFltbW0cPLif\n", "7du30tnZycsv/+imazfX1379619QX1/HPffcx6RJU7rd5vDhg3z44R+prq7h299+hhkzbgt7XG+/\n", "/Xva2508/fS3VbowCERyCe/i4uO0tbUxY8ZMLTA0wGhpd+lOfy3tvtVms50AXgdW2+32zt4eVHpu\n", "/vzb+eCDd3E4HGRkZHDbbfMjHVLErV37GS6Xi7a2NhobG+js9FBfX0dUlJnOTi/V1ZUkJCRQVHSY\n", "4cOHk56ewX33rWT9+rW43W4SEhLIzh6Kx9P9SoJxcfGkp6cTH5/Yo3ja29t59dWfAPDSSz/sskBN\n", "QkIC8+YtoLGxIVTnDrBu3efU19cxceJkJk8OJo0lJSVUVJRRUDCB1NSrlxIEAgH27dtLa2szM2bc\n", "QlJS8iXb1NRUYzSayMjI6NFzGQzGjrVhtVpCo9fdycsbTUHBROLjk666sMjmzRupra3jgQce7FWi\n", "XFNTRXt7O16vVwn3daiqqqSpqXHQtK68Xk6nkw8+eA+j0UhsbEyPL+oHkssNMAwmgUCADRvWERcX\n", "x623hv+CXKQn7wpjgXnA08D/sdlsnwL/abfb94U1MgGCH4W/9NIPcbmcJCQkXvPy4zeihoZ6jh07\n", "QmNjIy6Xi6amRqzWaBITE3G53MTExOL3Q3NzE/X1daxYcS8xMbHk5IzAaAxepPp8PkaNGt3t/rOy\n", "svjmN58DgknAtm1bmDFjFnl53bed8/m8NDTUY7fb8Xq9LFp0B7fcMrvLNvfd90Do60AgwOHDB9m0\n", "aQMjRuTyd3/3DzidDj788E+YTEZ27drBs89+p9sE+mKbNq1n9+5dGI1GiooO88ILL3d5Awy2SNwB\n", "GJg/fyHz5y+82ks7KCxcuOiq2yQkJPDww8GVIq82YnX8+DHq6uppb3eRkNCzi6zuPP/89/H5vKEF\n", "leTarF79AXV1tbz00tAbunbdarWSlpZOe7uLIUP6p796XyouPsaf/7yaQCDAfffdf9U++QNVe3s7\n", "u3btJC4uVgm39IurJtx2uz0AbLHZbHuBh4H/D7jHZrPVAS/a7fadYY7xphcVFXXV5GsgaWtr5Ysv\n", "NpKZmcWsWX03ScnpdNLR4QagsbEBo9FER0dwlDoqyoTRaKS5uYnKynISE5MwmUx4PB7Wr19LS0sL\n", "ubm5dHZ24vP5ycsbhd/vZ/v2rUyePCWUaB06dIidO7fx+ONPkpCQyP79X3H27BnAcNmEOz4+gbFj\n", "bcTExGI0GvnDH96isrKCZcvuDiVf9fX1ofaDBoOBRx55nH379nD27Bk2blyPxWKhpqYSk8nMkCGZ\n", "2O12brll1hVfj8rKCk6fPklJyVmioizMnDmLuXPnhe4/duwIFos19PWNknD3lsvlwufzUlZWSkHB\n", "BFatepyK+CuQAAAgAElEQVSWluZeJdvAoOpzHkkff7yGEyeKefzxp7qs/llYOJ2amuobvuTKbDaH\n", "5hMMxnKSoqIiDIZg7EeOFA3ahDs2Npb77ltJTIwukKV/XDXhttlsS4AngCXAp8DDdrt9h81mmwR8\n", "Dmh2j3SxYcM6Tp48weHDB8nPH9snExM3b97E9u1b8fl8tLQ0YzZH0dzchMPRhtFoxOl04XA4cDqd\n", "eL2d1NfXhdqynTp1ksTERHw+L//1v/53Dh8+xG9/+2sgQHb2MPbs2cXTT3+b1NRUvF4PHk8HPp8P\n", "gLlzb8NgMFyylPhfSklJpba2FoDy8jLs9mKGDMnk1ltvo76+np/97N+YMeMWVqy4F4CysnM0NNTT\n", "0NDAG2/8B1FRFmpraxgyJIuFCxf1aBEXr9fPV1/tBQxERVnYsWNrl4Q7KSmZmprg9Ivk5ME1YtjW\n", "1sZrr/2KIUMyeeyxJy+7XSAQYOPG9ZhMRhYuXHzVBKao6BCrV39IIODDbI7i2LFj3H77YvLyRvX1\n", "Uxgwdu/eidkcxfTpMyIdChD82bpc7bS3u7vcfjOtcunz+fD5fF3KzwaLvLw8TpwoBhj0i01dKOcT\n", "6Q89KSn5e+A14Pt2uz20Cofdbi+y2Wz/HLbIZEBwOBwcOnQAm62A9PR0IDhCuH37VvLzx4ZGfWtq\n", "ajh3roQZM2aSlpbO0aNFREfHEBsb2+sYLix/brFYiIqKwmBIoaKigtraajweDxB8A4uKisLn8xMI\n", "BPD7/fj9AQyGTjweD4cPH6S5uZl/+Ie/pbq6ipqaGgKBAK2trRQUTGDbti+5996VTJ8+k+nTZ4aO\n", "nZycwvLlK64a47JldxMIBHC73Ywda6O93cWxY0c5efIEDz30CDNm3NKlS8Lq1asxm6Nob2/HZDKS\n", "kpKG2RyFx9PBwoWLGDJkSLfHOXBgPzt2bCUqyoLL5SQtLQOfz0t8fALV1TVdtl216jG2bNmMyWQa\n", "kKPbDoeD06dPkpGRicfjYeTIkaH7Ojs7aWtzhEboLyf4sfAODAYDt94676oJTHp6Bjk5w8jIyODE\n", "iRMUFR3C7W7niSeevqbYOzs72bVrB1OnFvZ6ZDyc3G4369evw2QyMm3a9GsaUfV6vZw4UUxBwYQ+\n", "HYl9+OFHcLvdN+0nAj6fj5///Ke4XO08++x3Qn9XB4sZM25h+PBcINDlEwoRubKelJTMs9lsaUDq\n", "+f9NQJ7dbt9kt9v/NewRSkT98Y/vUFtbw969e3j55R9hMBjYtGkDR48WceJEMS+8EOwz/Kc//ZHm\n", "5iZ8vk7mz19Ifv4YkpKS+2RhmcbGhi5v+KdOnaSpqeF8eYgv1Jfb6/Xi9/sxm834/X4ggM/nw+1u\n", "x2w2k5GRwZEjRwgE/EDwI9G6ujpGj/bg9fp6FWN0dDQrVz4Y+r6qqpL/+I9fYTBAbW0tK1bcy+nT\n", "J/npT19h8eIl5OQMo7a2mri4WFyudurq6khMTGLkyDz27dvTbU1hR0cHa9d+gtFoApycOFFMTs7w\n", "8zXsVubO7fqYmJiYAddC8gKPx8NvfvNLOjrcHDlSxJgxY/nxj/+G+PjgBMfU1FR+8IMfXTXhjo2N\n", "5Y47lmI0Gi+bbAcCAez241RXV7Fp0wY6OjzMmTOXpUuX89lnHzNmzNhrjn/nzm3s3LmDxsYG7r13\n", "5YCdfBUdHc3tty/CYrFcc9K8deuX7Nixjc7OTqZMKeyzmEwm002bbEPwfPR4PHi9Xjo7PZEO57pk\n", "ZmZGOgSRQacnJSX/CHwfsAD1BEtI9gJXLjC9/P6igN8CuYAV+H+B4wS7oPiBI8AL52vHJcIuLCbj\n", "93+dkAY/UrQzYkRu6LacnBw8ng6ys4OrQF5rH+EdO7Zhtxfz5JPPXNLhITd3JLGxsaGZ8RUV5ZjN\n", "UVgsltBtgUCACy0uDQYDRqMxNNLt8XhobW2huroan89HSkoqLtfXS6b7fD7Gj+/bBWaysrLPl3cE\n", "yM0Nvk5utxun04nb3YHJZDpfr5pIVJQXs9lIUlISDoeDbdu2MH36zC7lIRAcVe3s9GG1mnA6nZSX\n", "lxMbGwMYmDlzdpeJmQNdS0sLra0txMQEPwXJzx9DTEzXT0N6OnJ8cSlCc3MT69atZdq0aeTnBxPp\n", "Y8eO8cEHf6Siopy4uDgcDicGQ7Dc6Hpfs8mTp1JfX8+0aTNwOp3s3LmDmJjoAZdwA5ecRz01ffoM\n", "/H7foK3RHagu1HC73R03VPcgEbmynpSUPAqMAH4C/I/zX/91L475OFBnt9uftNlsKcAh4ADwt3a7\n", "fYvNZvsFcB+wuhfHuKGUlp6jqqqK0aPz+/3jxwceeIj9+/cxenR+aIRswoRJl7Syuuee+3t1HLe7\n", "HafTGUqa3W43jY0NDB06DKvVymOPPcXmzRvxeDoYO3YcLS3NoQmTFxgMhvNJdiDUreNCzGazmdra\n", "WuLi4khNTSUvbxSlpedIS0vjgQce7PMVHQ0GA4sW3dHltgkTJlFQMAGj0cj27VtobW0hLi6WxMQk\n", "HnjgId599w80NDQwZsxYtmzZzLBhw7uUWcTHx1NYWMiBA/vZtu1L6urqMJlMjBiRS1JSIiaTqU+f\n", "Qzilp6czblwB586VsHz5Cu6774FrHoGtq6ujtPRcl1KJ48ePcubMKYBQwp2dnU1aWjoTJ04mO3so\n", "U6cW9rqdWXJyCg888FDo++XLV5y/+LkypzP4ycSUKYUDvuNQYmISixcvjXQYN6SEhESu0q1SRG4w\n", "PUm4q+x2e4vNZisCptrt9g9sNts/9eKYfwTeP/+1EegEptnt9i3nb/sMWIoSbgA++eQj3njjNTwe\n", "D/HxCfzd3/0DBQX9t9x3SkoKDkcb77zze+bNWxi2PuCLFi1h0aIloe9Xr/6AEyeK+e53X2LIkCFk\n", "ZmayatVjAEyffgv/43800NraSlRUFH6/H6PRhM/nJRAI4PN58fm8GAwG4uPjMZuj6Oz00NERrK8O\n", "dqVo4s477+K22+b3eaJ6ocTlYhUV5ZSVlYbaBS5btpzS0nMMGZJJZ2cn1dVVREWZSUxMpK6uhvj4\n", "BBob67sk3ABTp06js7OTjRvXYzQaQ2Uxdnsx77zzFn6/n8WLlw74j3wNBgOrVj3W7WvVUxs3ruPE\n", "iWLy8vJITQ1OzL3lljmAoUu9fGpqaqgrhMvl6pMe2YFAgE2bNjBq1Gjy8kYxY8bMqz+I4O/z6dMn\n", "aW9vH5Cj4dI/KisrcDgcjB1ri3QoItJPevLO02Kz2Z4E9gMv2Wy2SuC6e9RdmHhps9kSCCbf/xW4\n", "ePKlA7ix+0Jdg7feeiM0ktvW1spvfvNLXnnlp31+nN27d7Jr1w6mTZvBvHkL8Hg8vPbar3G72/H7\n", "/ZhMZiorK/r8uJdTUDABk8lESkpK6LZAIMDatZ9y/PhxsrKyyc0dicfTgdfrpa6ujra21vO1219v\n", "39bWRlJSEkajkZSUFJxOJwZD70fkL+ezzz6hqOgQy5ffw8SJX38K8PHHH9HQUEdMTAxTphQyduw4\n", "li9fwenTp/D5fDQ2NpKZmUVVVSUGg5GKigpycoZ3SUhbWpp5663fcSE/9fuDE0RjY2PxeDyUlp4D\n", "4KOPVvPss98Jy/Pra90l22fOnGL9+nXMn7+A4uLjlJae49lnv3tJ3e+CBbeTmzuyS89mk8nEnDlz\n", "cblclJae61L2dOJEMe+99w7z5i1gwYLbLzmu2+2mqqryqh1Lzp49TWVlFTt2bKWxsYEtWzaTlZXd\n", "o3r5sWNtOJ1tN3RXFLmy9vZ23nzzt/j9AR58cJWSbpGbRE8S7m8Dj9jt9t/ZbLYVwC8JJsnXzWaz\n", "DQf+BLxqt9v/YLPZ/s9FdycAzVfbR0bGjf95nN/vx+v1YLGYL7rNE5bnXlNThtkc/D8jI4HGxkac\n", "zmYsFgtz5swiEAgwb948UlL653W/44553HFH19rTrVu3YrcfwWIxk5+fh9vtJDMzk/b2dj766KMu\n", "yfbF2traGDFiBEOGZFBQUMChQ3tZtmxRn3RQ+UsdHW1YrSa8XmeXn9P8+bM5efIks2YVhlY+XLXq\n", "AdxuN1u2bGHHjh1MnjyBzMx0GhoaqKys5I03fs3YsWP51re+hdFopLq6hJgYMyaTiXvuuZvDhw+T\n", "nZ3NpEmT8Hq9OBwOACwWQ+jYDQ0N2O125syZM2h6/h492kJbWyNOZxNGow+DwUdycjTJyV3PvYwM\n", "G5Mnd5+svPrqm1RUVLBq1SoyMqaQkZGAwZDH+PFjmTTJ1u3v0DvvfMLBgwd5/vnnGTXq8gnxW29t\n", "pqamhh/+8K9ITEzkqaeeOt+hppVnnrl0DsLFliyZz5IlWi12oIjE+4jHYyU1NQm3282IEZmD+r3s\n", "6NGjnD59mtmzZ1+2s1J/CwQCOByOq64weyWD+WciA1dPupRUAP9y/usf9/aANpstE1hHsM3gF+dv\n", "PmCz2RbY7fYvgbuAjVfbz5VWjruR5OePo6jocGihgfHjJ4fluc+ceRuBwG6mTp1GaWktH3/8Z+Lj\n", "kykomMCsWQvOdwG5/OsevDjwYrFYQrd99dU+4uLiGDeuoE9itNvP0NHhw+32nu8vbSYuLpEJEwop\n", "K6viyy83dpt0+/1+GhoaSUhIJDo6nqamVuz2EnJyhvdJXBdbujTYjWTChEldXquCgkIKCgpxu8Ht\n", "biMQCPDOO7/n9dd/S17eaHJycrBYLCQkpFBWVkFMTCyBgImjR+1s27aHgoIJJCdnAWba2lwYDPDf\n", "/tv/ZNiw4XR2drJ165dUVx8kKsrMggVzQsf+858/5tChg6SlDQ2VXYRDQ0MDGzeuIzt7KPPmLejV\n", "vsaPn0ZqajaZmVlMmxZsT9fRYaC2trXHFw0WSxyBgAmfL/gnrq6ujS+/3MGpU+eYM6f78zg3dwwO\n", "RwdWa9IVf8dmzpxLY2Mj8fHp7Nu3j7y8MVgsFo4fP8nnn3/BrFmzL/vYm43T6aSsrBSbbdyAu+C7\n", "2gqk4fTMM9/F5/MRHR0zaN/LWltb+M1v/pOoqCgOHjzK9773YqRDAuDzzz9h7949rFhxH4WF0675\n", "8ZE8L2Tg6ouLsMsm3DabrfvhwqCA3W6/3sLXvyVYMvL3Npvt78/f9jLwU5vNZgGO8XWN903vRz/6\n", "G/7xH/87FRUVTJ5cGFpyvK9lZw/lvvtWArBt2xbOnDlNR4ebRx994qpvlF6vl9de+xUNDQ0sW3Y3\n", "06ZNx+/3s27dZyQlJV8x4fZ4POzatZ0pUwq7XU3T4/Gcr1+PJzk5BZ/PR3HxcU6dOonX66GurobU\n", "1HS83g5iY2NpaWnp9jgmk4nGxkaOHTvC9Om3kJ099BpenZ6LjY1l0qSuiyn4fD62bdtCSclZYmNj\n", "mTlzFmVlpRw6dID6+noCAR9GowGPp/N8e8AExowZF3r8he4d0dHRPPfc9yguPkZSUjJHjx7lwIH9\n", "539WHcTExDBjxi1s2rSezZs3sXTpnSxevJRRo0aHNdkG2L49+Pzs9mKmTZvRq7ZvBoOhy8/n0KED\n", "bNy4noSERJ5++lvEx8eH7vN4PJhMpkvq8O+//xuX7DcmJoa4uFiioiyX3AfBSZYXJlpesGfPLnbv\n", "3sm3vvV86DmNHfv1zyYuLh6LxYLJZMLn8xEf3/3zbm9v5/jxo0ydOm3AT5bsS3/4w++ora1lzpy5\n", "3H774kiHMyAEAgF27tyOw+HgjjuWDsrFb4BQS1Yg9P9AEBcXT2xsbFg+wRTpjcsm3Ha7PSzvCna7\n", "/WWCCfZfWhiO4w12+/fvw+3uICEhkYaGWo4fPxb21bEKCiZw/Pgx4uPje9Sarb3dRW1tLVarlZKS\n", "M0ybNh2j0cj99z9ATMylCUhJyVkMBiO5ubls3fol+/btoa6ujm984+HQNj6fj//9v/8nTU2NJCUl\n", "kpmZzYoV91JaWsKf/vQ+Xm8niYlJVFdX8e///q8MHTqMpKQkXC5XqFXgxTo7PXg8UbS0tHD//Ssv\n", "SdB8Ph9HjxZxYcLdhfudTictLc1kZAzptrPFZ599QnV1JQ8+uOqyr9WHH77PqVMnQ4nWmTOniYmJ\n", "ITU1nQULFnL06BGKi48RF5fAlClTmTZtOi6Xi9bWVsaPn9BlNbeYmBgKC6fzq1/9nObmJsrLS2lp\n", "aWHixMl4PB7effdtcnKGYzKZ+OyzT3n55R9dcgEQDqNG5XP8+HGGDh2K2Wzmo4/+zPDhI5g69dr7\n", "N5eVlbJ69Qd4vV6WLFnGkSNFGI1GHI42jhwpYvbsOUBw4Zyf/ezfSE9P59lnv3vV/d5yy+zQpNWL\n", "nTt3Dre7HZtt3CX3WSxWYmNjLzux1mYbx9y58ygpOUNOzgjGj5/Y7XYbNqzlyJEifD4/M2deedXS\n", "wWznzu3s37+Pb3zjYbKysomOjsHn8900fbd7Mgn4yJHDbN++FZPJhNlsHrC98v+S1+ulrKyUrKxs\n", "YmJiSElJ5Z577qek5GyPJw33h3nzFvT6UzaRcOhJH24rwTaANuAlgsny/7Lb7YOzY/8g8/HHa0KT\n", "4aqrq9iwYV3YE+60tDSee677BObUqRN88cUmJk+ewqxZwcQnISGR+fMXUlVVybx5C0PbXujfu3Pn\n", "Ds6cOc3y5Xdz7NhRvvxyEx0dHu66624mTZpCXV0tU6ZM7XKc4FLuW0hNTSMjI4OmpkZWr/4T+fn5\n", "GAzBUYzo6Gjq6mppb2+nra0VAKvV2m3C7XK5CARgyJBMduzYTkZGZmik1OFw8Prr/0FbW7DUY+vW\n", "zTzzzLOcOnWSTz9dQ2enl5SUFJ5++lskJnadz2u3H8flcnHuXAkTJ06murqaXbu2M2nSZLKzh9He\n", "7sJutxMV9fWvmsFgoKqqiuTkZNxuNw0N9RiNRkwmMxBg+fJ7iI6O7nIcr9fLRx+tprGxEaPRwN69\n", "u8jOHobT6aK6uooJEybR1NTEqVMnKS09R2Ji0nV9nHq9Jk6cxPjxwZaH+/bt5ejRIs6cOXVdCffO\n", "ndtpb28Hgv3ZCwrGU1FRQVxcLDbb1zXbJpMJi8WC1Rp9uV11UV8ffJ1TU7+eZBkIBHjvvbdxu938\n", "8Id/HVp454KpUwuv+hzmz1941ZU8Cwun4/P5+rXDUDh4vV727NlFdHQMhYXTLkkuW1qaaWlpxuVy\n", "AfDoo0/gcjkH9GqcfWXfvj1s2LCOefMWXLH3eVJSMqWlwYu8wTLqHwgEeOON16iqqiQuLp7vfOcF\n", "YmNjmTJlape/3T6fj7ff/h1VVZVMnz5DbSVFLtKTSZOvAnXAdMALjCG41PuTYYxLzquurqKiohy/\n", "P4DZbKK6uiqi8Rw9eoSmpkaOHDkSSriBbrs+QDCZfeWV/43T6aSk5AxJSUnU1tZx6pSdmJgYZs++\n", "lUceefySx5WWnmPGjFu61IRv2bKZsrJSjEYjTqcDh6ON9vZ2vN5OKirKiYqKIiEhkY4OD15vJxaL\n", "Fa+3M7R4j8FgoKjoMBUV5Zw8eZK7717BzJmz2L59K06nMzSK6XA42LlzO8eOHcFkMmMymXG5XGzZ\n", "spkVK+7rEuf99z9IbW11qC/5F19soKyslNOnT9HR0YHP5zu/7HzXX7URI3Lx+32kpQVLPaKioqir\n", "q6Wk5Bw7d26/5I1469YvsduLOXGimIaGelJT01i37jPS0tLJyMiksbGB9PQM8vJGU1FRSmtrM8nJ\n", "wQ4vPp+PNWs+pK6uFput4LI/q966MII/efIUystLu9TI+/1+SktLycjIuOpoZ2JiIn6/P9TWcd68\n", "BUybNgOr1dplQmJMTAw//OH/1aPa4ODKlr/AZDLx4x//l9DP2mAwMG7ceJxOJzExsVRXV1NUdIjb\n", "bptPdHQ0H3zwLlZrdK+72uTkDA/LnIH+9uGH73P69KnzHYBaLzmX7rxzObfffkeoTMJkMt0UyTZA\n", "a2srHR0d1NXVXXG7ESNyyc8fS11dLdOnD5yR4Svp6Oiguroai8WKy+UK1eX/pdLSc5w7V4LFYuHA\n", "gf1KuEUu0pOEe7rdbi+02WzL7Ha702azPUVwNUjpFwEsFis+nxer1YLX6w3LURoaGti5cxuFhdMZ\n", "NiznstvNmxecQDlp0uRL7ruQYF5cO3fkSBG5uSPxer1ERUWdfwNOICkphTlz5l72OFFRUV0Ss4aG\n", "elpamomJiWby5KkUFx8jEAjgdDqIiYk9v4Kjm/b2dnJycmhsbMTr7cRkMhIIEFrivaamKrTs+8aN\n", "65gypRCn09ElaTMYDDgcbfh8vi63Xfz9BSNHjuzSK3v06HwqKyvIzR3Jrl07SUxMJCUlpcsiPW63\n", "m0OHDmAymXn55R+TmprG+++/y7BhOYwZM4Zdu3Ywb96CLsmly+Xi+PFjlJScxWq1kpc3mrNnz1JQ\n", "MIHMzEw6O72kpqYSCAQYPjyY2I0da+Ps2bO89tqvsNuPk5MznNraWsaNGx/WPt0Wi+WSGuq33nqT\n", "kpKzxMTE8M1vPhe60OhOfv4YSktLGTEil4ULFwFcNknv6UQ8s9nM0KHDMJvNl9RQ33PP1xdRGzeu\n", "o7y8DKPRwIIFizh16tRla74HupqaGiBAZmZWn+2zsbEh9PrV1dVecr/BYBi0Ncm9dfvtizl8+BCH\n", "Dx8kKSmR22+/47LbvvTSD+js7LykVMnhcBAXFzfgJpharVZGj87n1KkT5y/su+/ik5mZdX411zZG\n", "jx7Tz1GKDGw9Sbj95yczXpBOcAl2CbNAIMDQocMoLj6Gx9MJxDNqVN5VH3c9tm7dzIkTdtra2nj0\n", "0Scuu11qahr33rvyktvr6+v57W9/g8/XyUMPPXLRKn9DSUtLD00qmzRpCs8/H1yE5EoLzhQWTqOs\n", "rDS0TXNzM6mpaVit0eTnjyEpKYmmpqbzPcJNoaTZbDaTmJhEVJSVlpYmmpuD21woM2lvb6e93UVJ\n", "yVlGj84PLYZTXHw8lOD6fD5stnEkJ6ewc+f28+UeJmbOnHXV1/FCnXBp6TmKig4TGxvLvHkLWbv2\n", "Ezo7vZhMZqqrq/B4OnG7W/jkkzV4PB5yckZQWPj1hDqDwUB9fT0+n5e2tlZeffXfQq9HSkoanZ2d\n", "ZGdnk5GRQSAQwGq1cttt81mzZjU+n5chQ7KYMeMWfvnLn9HS0kRHRwenT5/qcflFb12YGGa1RjN1\n", "aiHl5aVYrVb8fj8nT9pJS7v1ksfs27eXysoyjh49isFgICYm5pLSmiv58ssvOHPmNI8//lSXT0Yg\n", "OPr+9NPfuuo+LpRJTJw4BbPZzLe+9XyfLJQTCW+//SZer5e//uv/u88SuGnTZrBx4zrM5iimTZve\n", "J/vsb21tbWzevIn09ESmT597ybnSG263m+joaCoqrrxmgdVqveTCpLq6il//+hcsXLjoqiVK/e3C\n", "QlVOp5PY2NjLTvyNjY3le997idramhviEx2RvtSTd5KfABuALJvN9hNgJfDfwxqVhBQXH8NoNBEd\n", "bcLj6eTQoYNhOc6UKdNoa2u7rppbgMrK8vMjyiZKS0vJzx+L3+9nw4a1NDc3k5+fz5gxNubOndej\n", "N/8JEybh8/nZv38vbreb8eMnhuq0ATIyhpCRMYSqqgrKy8vxeDz4/X7MZjPFxccwm6OIj487387Q\n", "2+WYbreb5uYmhgzJJD4+gYkTJ+N0Ojl48AAQTLrGjh1HY2Mjd911N263m7Fjx3Wp/b2a5ORkhgwZ\n", "QmJiEmvXfoLf7+fBB4MTyV5++ft0dLgxGIyUl5cxfvx4YmMLOXnSTlJSEk888U22b9/Kli1fEAgE\n", "sNvt1NTUEBVlwefzMWpUPiNHjuLpp7/F7t072b17F7GxMWzcuIFnn/0ufr+f5ORk2tvbcTqdDBs2\n", "nLY2By6Xk9Gj8/tlFcqvvtrLl19+QSDgJzU1lZEjR3PiRDGJiYmhrjV+v5+9e/eQkpLM0KE5fPrp\n", "x5SXl5KfHxwZq6q6tvKp+vo6amqq6ezsvO4kavz4iYwdO47f/e4/sVisPPLI432+Eml/mTq1EJ/P\n", "36ejpTNnzqKwcDoGg2HQvi4ffPAeNTXVxMVZqaqq54EHHuqT/RoMBu66625OnTrB3LnX3ms9NTWN\n", "qVOnhc7/geZCidfVREdHd1lwSkSCrtQW8GkgABiAd87/byK4KuSls9Kkz7W1tRIVZSEhIeF8j2tr\n", "2EpK8vLyyMvr2eh5e3s7dXW1Xf6oTpw4mcrKSsrKynC5XHz88RoMBgPV1cHJgYWF05kx49q6M0ye\n", "PCU0QdTr9fLLX/4sNBkLOF8iUoPD4cDn8+P3+0JlHx0dHXg8HaHWVRfKWQB8Pi+ZmZk89tiToWRk\n", "1qw5XWrSd+/exdatXzJuXEG3LeauJjExiRdeeBm3282rr/6Ezs7O851Ukrt0Mmhvd7FgwWI+//xj\n", "bLYCvF4vZrOJ3Xv20OkNEMBARXUtpigrHrcLo9GI2+3i1ltvJTo6mmHDckhKSiQhIZHTp0/xm9/8\n", "kpkzb2HhwuDCPgaDgZaWZsaPD67c2V29fDikpKTg9wcwGg3s2LEdj6eDhx9+hFGj8kMje59//imH\n", "DgUvch588GFuu+02WlpasNuP09npZdKkSecXsWjrUR3wAw88FCpdusDtdvPOO58wYkTwgq8nNmxY\n", "y5o1H5KTM5z8/DGMG1eA1RrNe+/9gfz8MWFdkr2hoYFPPlnDrbfOvaRF4bW6UklDbwzWEf8LLnwa\n", "ZjAYaGvr237LfzmJ8FpYLBbuvbdncwVOnz5FTEwMQ4cO63J7XV0dmzatx2KxcNddK67pEyIRCa8r\n", "/eW8nWDCPRrIBz4lOGlyGXAUeDPs0d3kgi3J4nG728+P2lkHxASk3//+dWpqarjrrhVMnz4DCH5k\n", "v2zZcn7+839n//59lJScJS9vNMuX343T6WTatBm9OqbZbObJJ59h48b1lJWVERMTQ2Ojl+bmJnw+\n", "H37/pfXVF9dIRkdHEwiA0WggISGJF174wRVXIps8Odg95eKPzcvKSikqOsyCBbd3qSlub2+ntbWV\n", "tLQ0TCYTBoOBzs5O/H4/0dHRvPTSD0NlHwBPPfVN3nzzPwkEgl0cOjs7cLR7wGDAh5Gik1X4remU\n", "le9FHecAACAASURBVNQDAUaPvwWPp5PqyjLqa0ppc7Tz93//dyQnJzNq1GhOnDjBqFGjKS4+Rl1d\n", "LXb7cbzeTtrb3Xi9XmpqaoiLi+e5577Xq9XXruTCxNQLHzWPHj2G73//RbxeL7/61c+xWCzs3buH\n", "I0eKSE/PYOHCRaGJqj6fj5aWFhYtWgKAw9FGW1sbWVnZbN68iW3bvmTlygeZOPHSeQMXXv93332b\n", "+Ph4vvGNh/n/2Xvv4DjuM1336e7JMxhgEAeBSCQCCQIEc44SKVISlaxES5aTbMveddz12bt1TtXZ\n", "e+vuqa26u2eP1l7vWR9LVrIilU1REnPOAUQiiJzDYAImp+6+fww4FEQwSaJE23iqWEUAM+jGoDH9\n", "/b7f+73vG2+8ysBAP08++RSDgwPU1dXh8QSuu+AuL6/gnnvup6hoOh9//CE9PT2sW3c7nZ2daLXa\n", "m1xwO+jp6aG4uORzF9xTTM7ixUvZufNjBEFgyZLLpU23OqqqsnXra6SmpvLUUxPDZj744D2Gh4dR\n", "1cTsz113bf6KznKKKab4NFfz4f4WQEVFxR6gpqWlZXT8Yxvw7pdydn/hGAwGqqtreO+9t1AUBZ0u\n", "yooVX30stMlkRhQFzOaJwQKyLNPS0szQ0AD33/8QRUXFV5zC7+npprOzg9mza646QPdJUlPTJmz/\n", "bt++DQCN5spb26qqotFoMJnMaDRa0tJSefTRx65prWg0Grn77nsmfG7fvj309/eh1+smTN+/9dYb\n", "HDy4j9zcPBYsWMwdd2ziN7/5N8LhMD/84V9jtaaOD3gG0Ov1bNiwiWXLVjLi9BCMKkRioDHbcTgc\n", "lBSXUF0zj66ed0FVUFWVzGw75eXl7Ny5A0mjQ5EEmlrqyEq3MDY2RigUIB6PodFoGBvzAPDee29T\n", "WFiMyWSisnImRqPxpklJ2ttbefPNN5Id9ItDtzZbYoizpqaW0VEHvb09aLVa2tpaycjIYP36Dezc\n", "uQOLxTJhQWaxpCTt+fLy8pk2rZDMzERs9N69uzl16gRbtjye7O719HTT39+HICTcSPx+P8FgkHg8\n", "xvTpM/jWt76FyXT9cqDS0hmUls4Y3x2JU15eSUZGBj/72S8wmW7cT3r79m10d3fx8MNbSE9PZ9++\n", "PZw8eRybzcajjz6Ow+Fg2rRpiKJIeXklv/jFLzEajTd8nCmujwULFjF37nyys604nYGv+nSAxE5M\n", "IBC4rvdCQRC47bb1kwa7fDKAZrLU3S+TDz/8gNbWFnJz83jggYf+ogKfpphiMq5nbzAPcH/i4wDw\n", "xY29T3FFZFlGo5FYv/4O/P4AaWlpuN2ur/q02LLlcfr7+0hNTb3sa0VFxdjtuWzefN+kN4SEjOAs\n", "TucomZmZnDhxjLKyCux2+wRJx/WQnp5BVVX1eGDN5CiKgtlsYcWKVXi9YzzwwEPcf/+DN3SciyRs\n", "CvXU1k4cFquunkNbWytarY7R0YQlWDweH/8nc+LEUV566QVCoRCWFCtzFywjI3saTS2tLFywmDRb\n", "GnI8TqrVyoKFC5EkiVAoyLTCYiAR2tPY2Egw4EdRZBRVJN1eSqotBX9gFK2UKNTa29uIxWLjThFG\n", "rNZUPJ7En+5kKZ5fFM3NTUDiem1ubprgciMIQnKb/Fe/+tekvzZAWpqNBx98mKtRUVE5if3YRE1y\n", "eXkFK1euJiXFil6v52tfe5gXX/w9v/nNr1iwYBFf//qDV41q9vm8nDtXx5IlyybokiVJmrCw+qyv\n", "YW9vDy7XKA7HMFarlcOHDyBJGhwOB6+++gf6+/tYsWJV0gryVk3IGxvzsHv3TkZHHaSmprFq1Vrs\n", "9j/NW4EkSTetAPR43Gg0mss83a9EPB7nN7/5N4LBAHfffd91zdFcSZ63adNmdu36GJ1Ox+23f3WW\n", "fENDg5w4cQy9Xk9r6wXOnj39uXc5p5jiT53rKbi3ATsqKireJKHhfgh47aae1RSfQCU1NS15s1eU\n", "rzZCV1EUOjraee21l+np6aa6uoY5c+aycuVqJEnir/7qpyiKQlNTIzt3fsSGDZsmBLA0NzcyPDyI\n", "2+0mMzOTCxdaCAYD1NdL1NTUJjt7g4MD7Nz5MXPnzmf27OpJz2X69OlUz13KkCuIoh0l7HcRj0zs\n", "WCX0pioHDuzDZDKxdevrjI6O8thjT1zXANAnqaycOWlMfU3NHGbOnMWZM6eT4S+PPPIYggBnzpzk\n", "979PBEYMDo+iNaVz4OR58vPzKSmZTnlZBUNDAwwM9CMrMm6Xi1x7Hikp1qReXavRJooDQcDpdKGo\n", "MhazhellM/F5x7DqZdasWUs8HqOtrRWLJYWioiIeemgLe/fuRpKkmxqwMXv2HFpbLyBJ0hVlHwCb\n", "N9/P8eNHyMzMvO70S0VR8Pm8yet/zZp1rFmzDlVVk1p4QRAmuDqcOHGUc+fOMTDQx8jICMuWLeDU\n", "qXOsWLF60iJr37691NfXYTKZmDv3szlvBINBnnnmP8nJsfPww1smfO2RR7YwNDRERUUlqqpiMplx\n", "uVw0Ntazfv0m5sypvWJC5a2CLMu8+OJzyWvS7XbT09PDj37041tugdDc3Ijb7Wbp0uVfur1eV1cX\n", "f/jDC0iSwA9+8FfYbNfeWZFlmWg0giRpJgyGfxYuzqZ81ej1ekTx0uLVbL6x99oppvhzRPqHf/iH\n", "qz7gxz/+8Ue//vWvA8ACIB14qaWl5X9/Ced2Nf4hGPzzD7oURRGPx8PQ0BCiKCLLMkuXLv/K7Jae\n", "ffZ3PPvsf2I0GhkY6Of8+SZycuz09HQnu4MajQatVkt/fy/t7a2UlJROGOwxGk0YDAYsFguRSITy\n", "8kp0Oh15efnU1s5N3iA/+mg7+/btQpI0l3V84vE4rR3dOH0xSmZUcb6ljUg0jqS3oCoK8eh4oarV\n", "odfrxq0AQ6iqSjweIysrm2g0Mmlww2dFkiTy8wsIh0O8+OJzHDy4j7NnT/Puu2/TcuECDm8YjSkd\n", "WRWIRiJ43G4E4Pz5Zpqam7Dn5pKdncPg4ACZGZnMmlVFIODHYrawaPESPB4PIyNDeDweNJIGk9mC\n", "2WzhqR/8FZG4wPBgL/dsvher1UpRUXFyh6GiopKysvLkIKHL5eLjj7fT2nqBadMKL4urT0gzbsxL\n", "OS0tjSVLlrF48dIJGvFYLMahQ/vx+XxkZ+eQlpZGVVU1PT09DA8PXXYdh8NhTp8+RU6OPVkYf/TR\n", "B7z11lZGR0cpKipGp9OhKAr//u//Rl3dWTweD2azJbl4SmjWh2hqaiQcDmG329m3bw+nT5+hvLwC\n", "my39siIsOzsbjUbDwoWLb7jrefr0Sfr6+rDZ0jhwYB+SJF0mozIYDGRmZgKJjn9p6Qx6e3sIhYKU\n", "lpby0EOP3vDi70ZobKxn+/aEU05ubt5n/h719ecmvD4XXYGKioq/oDP9Ynj55RdpamqktnYuBsOV\n", "pTlms54v+j7S399LS8t5FEVl9uya65q50Wg0FBQUkp2dw5Ily245D+7PgtFoJDU1lXg8Rk1N7Zea\n", "evt5uRnXxRR/+pjN+s/tzndd4+YtLS1bga2f92BT3Dh33XUPubn5uFxOpk0rnLTD+mWxc+d23G4P\n", "VmsqP/zhj9Hp9EiShNlsTjoXnDp1gsHBQW6/fQPz5i24zDrsk1HZsixf0VrM7XYiCNJl9m5Hjx5m\n", "+449RNFjTUljwYKFrF13G0OvDCArMqTlEouGiEcCaDQSkUg06VwyNuZBp9PS2dlxxeCGz8uHH36A\n", "2+1Cr9cTiUbpHXCi6jPQSjKKfElTKcsybW1tCKKAQa9HEkXy8vKwWFLo7Oxg+fKVrFyxGpfLyc6d\n", "HyeDcsTxAB7nqAOzycQzz/6WrKwc4pEgoy+/xM9/+vNJzytRzJ7gww+3Y7FYUFUVp3OUb33ruxPO\n", "6fnnn6W4uOSGu2QXi4SRkRH27t2F1ZqK1ztGZ2cHsiwjiiJlZRXs37+Xuroz+P0BLlw4T35+AWvX\n", "3o4gCOzatYP6+jrC4VCyY51IDo1w8OBeotEIW7Y8jiAImEwm3G4nx44dYWzMk9T2P//8swwNDXLH\n", "HRsZGxujubmJ4eFhZs2q5q233iArK5vvfvf7E849Lc32mXcATp48QSwWY+HCRfzsZ79MXq8jIyN0\n", "dLQxY0Z5sti+yMBAPxs33sXGjXdit+d+puPeCIcOHcTjceP1jt2wd3YsFsPhGMHn80+6GInFEoXJ\n", "yMjI+DUqsnDh4i9tuPuTjj8XWbPmNlwu502VUV2JWbNmI8tysolwJd5+eysjIw6+970fIIoixcUl\n", "FBffnIyFi7S2tnDixHHS09PZsGHTTddUfx7Hlimm+HPkmh3uW5S/iA43JDqSH320jYaGc4RC4aS9\n", "21fB/v37aG9vIzU1la9//RtUV9dgsVhZv34jer2eaDTKiy/+PhnYcq2ksU+/4YdCIQ4fPkhjY/34\n", "kKNEbe08Bgb6CQaD+Hw+Xnz1dSRjOhqNlrgcT8SFZ2fT3dVJLB5DVVUMJiuR4BjxeGyCe4lWm5Bm\n", "GI1GVq1ae80Ot9/vIxKJ3FC3d+fOj3E6nbR1dKE1ZzLi8hGLxYnHL3fSVFEBFVmRCQYCxGUZp3MU\n", "QRQpLCpGq9Xyf373vznf0sKo08HoqANVVQmFw+gNehYsXExXVxc5OdlIkpb27j78Xhc52dkTXFQU\n", "ReHZZ/8P5883c/z4USChRz5/vhG/349OpyMjIxNRFNFqtVRWzrzqVrjP5+OZZ37L6OgoZWUTnTTe\n", "eusN+vp6GRjox+FwJBdidrsdt9vN3r27qaycycjIEKFQiJ6enmQS4u7dO+jvH2Dz5nuTBVthYRHL\n", "lq0gGAwyc2YVdrsdQRCYN28+S5YsT3amL0qRmpoaCIWC3Hvv1ygqKqa+vo45c6p55JEnOHXqOHq9\n", "HqPRSDQaxWq9fAbhRqmqqmbu3HlotVp0Oh2SJDEw0M8LL/ye7u4uzp49zYwZ5ckOtt/v5/nnf8/A\n", "QB/r12+8bIfhk4TDYXbu/Biz2fy53GW83jEGBweYOXPWDTmfnDp1kldffZljx47Q19fL4OAAVuul\n", "QlpRFO666x4GB/t5+eUXGRoapL+/nzNnTlNeXnnTpSZvv72V999/l6ysLDIyLi1q7HY7JSWl1+wU\n", "34xOpiAI5OTYyczMuuJjZFnm7//+lzQ0nGPOnNovNAn0SiiKwvPPP8vYmIeBgQG0Wg3TphXe1GM+\n", "//wztLe3MWtW1U09zhfNVId7isn40jrcU3x1/PrXT3Pq1HFUVaWhoR5Q+OY3v3vN590MVq9eiyhK\n", "5Ofno6oqNls6S5ZcGnTUarVMm1bE6KiD0tIZ1/x+hw8f5OTJ46xYsZq8vDxeeOH3nDhxjEAgQHZ2\n", "Dvfd9wC7du0AEp22Cx29xAQjsdgIep0Ouz030RHuaMflciU7yHqDidTsItxDHUiSgKqCICRuhjqd\n", "Hpst45oDRX/847ucOXMaSGi077nn/uva6jWZLLR0nCSm6on0DWFLSx/vsKuJcB5VSZhtAqiJDp2s\n", "KgSDIUZGhonFYgSCCbu87KwcfF4vOq2GaDRCNBrFZDajV1UkSYPBYMQ6XogNDPYTjkRobOujo+O3\n", "/N0v/y5ZzAWDAUZGhtHr9dhsNlwuJ/G4TCwWpaurk87OTn72s79Br9dfl01aMBhgdHR0UicNvV6f\n", "1FevXbuO7u4uTCYTfr8Pg8HEhg2bmDGjjMbGhuRzNBoNR48eJh6Pk5trp6urk7y8fGRZZu/eXRQX\n", "l1ymi4bEgu3TFn2PPfYEqqomF3M//OGPKSzMJhCQ+fnP/wunT5/k3XffRhASX0tLs13z5/00sVgs\n", "mT46mc9xS0tz8v+J4KLmpEOM2Wxm1arVpKdf243izJnTnD17mmAw8LnCWdauvf2GPbkDgQA7d36I\n", "IIjJn1Gn06PV6gmHA1itqaxatZaMjAxeeuk5zpw5RTyecHRJS0vjyJGDbN58fZ7SnxWXy0ksFsPt\n", "dl/7wbcQoiiyZs06RkcdVFR8eTuWF3f6EralNyfPYYopprgyUx3uW5z/+I9/S3ocQ2I4a9Omu7/0\n", "86irq+Ott17H6/Xy5JM/mLSDIwgC6enpjIyMMDbmoays4qpF6p49u/B4PDQ0nOO9996hubkZh8OB\n", "xWIhGo3Q3NyU3JYdC8Zp6x4mHAomAoBkGc+YJ5GoGI4QCgZxe1xEwhGisSiSRo9er0OOhdDrDRgM\n", "etLTM8jMzGLlylWsWLHqsg77xQj43t5eduz4EJ1Oj0aTiGK323MndNEmw+0ZwxsR6OwZYmBwgFHH\n", "CG53YiFgtVpBSBRrfGruVRRFJI1IJBxFVuKoqoLNlklcToS4eL1eZFlJWP9JmmSYjwAsWLCQ0ukz\n", "8Pl8ZGRkIkla/KEIFTOKsaUlttQ1Gi2NjfVEo9FxZ5fZ5OTYk93KaDTCokWL0emur5NvsViorZ07\n", "qWSorKwCRVGYO3ceCxcupqZmDh6PiyNHjtDUVI/b7aax8RwLFy5GEARqamqZM2cusViU5uYmJEli\n", "1ao16PUG/v7v/5Y33ngVt9t93ZKPi0OUFzGZTKSlWQgGo0Sj0XGJyRAA8+cvmrBoeP75Zzh48AAG\n", "g5FwOEJaWlrSfebiLkc4HObpp/+FtrZW5s6dR2dnO1u3vo7RaCArK2FdqCgy9fX143MXCitWrEwW\n", "9oIgUFxcMqlF44ED+3jjjddobb3A7NnV5OXlEY/HWbRoyYQdi0/j8bgZHR39Qjr2F2loOEdHR/tl\n", "r+WKFat4+OEtLFq0hJwcOxcunOd//I//h6GhQdxuF+3trVgsVgoKCqiqmnzY+YuivLySgoJpzJlT\n", "+5l0z19VJ1MQBEpKSqmqmk12dg5Hjx7mzTdfx+12X7Zj9EUeMyXFitvtJj8/n/Xr77ipkpKhoSE8\n", "HjclJTOw2+3jC8+Etv1q1/KtwFSHe4rJmOpw/wVgMpkJh8NAolv2eYNLVFXl7be34nCMsmHDxutO\n", "l3z33Tc5cGAviqLy/PO/47//939M6lUHBvo5eHA/8+cvYP/+vTgcDvr6esnOttPWdoFwOMzXvvZQ\n", "0pf54s1xw4ZNvPDCsyiKisfjRlUVotEIPp+PwsIiRkaGicZi+EIK/giYjMaJyXCqSkdnOxpJw6hz\n", "FFEUUVFRFRVVUDCn2dFrRWxWM17vGFarldLSUiKRCK+88hKPPfYEkCiimpsb2bVrB9FodHy4Mo5W\n", "m/j5Ltr0XY3+wWGcPpmS6TOpqLzA8MgQkXB4vHgLJe0cNZKGmDJRXiKIAkaDkUAwiBxTiCsaXL4Y\n", "ZTU1CE4P0yzFVBg02Eywb9cHBENBLBYLoiThdDkpmFbIsqUrOHrsCOGwH53OyKhPxuJ0kZWRjiiK\n", "fPOb3+X48aNYranMn78At9vNK6+8iM/nZf78hddtYXaRK+ljdTrdZcVxUVEJRuOx8d+tF0EQUBRl\n", "QuplVVU1xcWlya7x2JiH3t5e/P4ADofjhqU9n+ZiUmkg4KesrIKSktLLbvxutxun08HWra+SkmJl\n", "8+Z7eeutreTm5vLtb38PSCyOUlKspKQkJCKvvfYKbW2t5OcXJJ1Gpk8v48EHH6KzsxOHY4StW1/j\n", "rrs2M3Pm1bfWT506gaLIDAz009zcSHX1HG67bf1Vn9Pf38eLL/6eeFxm+fKVX5gbTX7+tGRqp9c7\n", "Rnd3N8FgAJvNxqxZs5LF/YsvPp9cdAmCQDwe5+jRQ9x22/pJ9dVfJBaL5SudafmsyLLMj3/8FIGA\n", "n3//99/R0FBPJBKhsbGBTZvuumnH/WRy783mnXfexOsdo67uLPn5+Rw6tJ/GxgYEQeCRR7Zc1w7o\n", "FFP8uTFVcN/iPPnkD/iP//gVkUiE1NQ0vv/9v/pc38/lclFffw6j0cjp0ycnFNyKolBXd4Zp04ou\n", "G/Qymy1YrWkEgwE6O7vo7u5KdmOOHz9KV1cn8XgcszmFkZERAIJBP93dXWi1Wk6dOokoCpw4cZyK\n", "igruu+9B7HZ70svbZDITiUSw23NJSbFSXl6B1+enrXsYjy+cdGnJzctHo5GIRqPJbm9vX08y8OVi\n", "8IMsy8jxOJb0AoqnZdDf10U0GqOzsxOjMRF53tTUxIEDe+nv76OhoQ6bLSMZ+6zT6SkoKMDlcpGZ\n", "mUVl5axJX09VVWnt7CWGAZ3eSCweY2RkCFmW0Wp1SQ25JEmJzrukQafTJc5PkZFEDfZpFZgzCtFa\n", "7FjSCxE1CSnI2V4VSAUxFW8UhqJQvORxfEPn8Q81Ja23AoEAs6uqGRjs54NtfwQUent7eOr7TxGP\n", "yeTas7BYLMyaNZtt297jxImjLF68jB/96CcT5Bc3i7y8fH76078hEomwdetrxOPxST15P1kAp6am\n", "cdddm6mvryMvL/+Kcwvnzzexa9cOZswo5/bbN/Dmm6+Tk2Nn9eq1Ex6XsF6LJrT/8Tg7dnxIR0c7\n", "W7Y8nnzM97//IyKRMNu2vU9KSgo5OXZstnSKii79jeh0On74w0S6X+K1k8jLy2PDho0TjldeXkl5\n", "eSVbt742vuC6tuwhJ8dOe3sbBoOBwsKiaz4eoKenC0EQ0ekkBgcHrvi4gYF+Pvjgj2i1Gu6994Fr\n", "SmlycnKYPbuaM2dO09BQjyzLZGRk4PF4eOmlF/jhD/8aQRBwu93YbOkoSmIINxqNYjabOXv2NKFQ\n", "kC1bHv/KZk5uZdLS0sffC7QsWLCIo0cPfanykpvNxYVWQs4nMDg4kJzn6OrqnCq4p/iLZEpScotT\n", "WFjEypVrmDdvPo8++hjZ2Z8vLVCv19Pf30skEmHZshVkZmYRi8V4/fVXefXVP9DQcI7u7q7LQmjs\n", "djter5fy8kry8wu47bb1HD58kNFRB7NmVeP3+1i0aCmLFy9BFEUWLlxEbe18BgcHaGlpZnBwgPr6\n", "OqxWK06nk+XLV3L+fBO7d+/CaDSSkpKCwzGCLMuJj60ZlFcvxu0N4HQ5UVWVcDjEzFlVZGRkkpGR\n", "iVajYcQxQjAQIBwOJTSKF+UaQqKbLIgSiBIDve2EQkGGhgbp7OwgP7+A0VEHwWAAn89Lb28vnZ0d\n", "mExm4vE4sVgEjUaHJImkpaURj8eZPn3iTUKWZZrbekCTkvScPXr0MK2trTidTuR4HFEU0el0CRlM\n", "XEYUE/HnJmsWpbXrKZq7GVvhfEy2QvTm9MT5XoWYIiKasjFmlJCZakQrxpg/bwFms5nt29/H5/Mh\n", "ShKhYJDzFy4w6vKilQTycnPYuvVVRkcdRKNRWltbWLhwyVWH9r5oNBoNNTVzqK2de5n7zGTU1NRS\n", "Xl7JqlVrJtVKA+zdu4eRkWGcTidz5szh/fffIxwOsWDBJWs+s1lPJCJTWFhETo6dBQsW0dfXy/Tp\n", "MyYUtlqtFqPRSE1NLcXFJTz99P9k//69SJLI8uUrEQQBVVV55ZWXcDpHKSkpZc6cWlasWH3F8ysr\n", "q2D69BlUVVVfs9tbVTWbvLx81qxZd93ykOzsHHp6upGkhC7YZpu8kN627X2GhgYJBAKEQiHKyio4\n", "cuQQu3Z9TF3dWeLx2GWuGhUVlfT39+NyjZKfX0BRUTGCIBAIBMjLyyc9PYOmpkY6OtrRajVEImH0\n", "ej05OfbEgtk7hsFgnBCEdCvxaenA/v17+eCD99HrDTd1kFEURdavv4O7795MZmYWdnsuCxYs+sKd\n", "k1RV5Z133mTXro+Jx+M3fUjykxQWFhGLxVi8eAnFxSVEo1G6ujowGk2sX7/plvNu/yRTkpIpJmNK\n", "UvIXQlZWFllZV556vxEkSeLxx7814XMnTx6jp6eLaDRCb2/PpN3c0tLpfOtbT9LT08WsWbPp7e3m\n", "yJFDxONxfv7zX/K1r11KDPxk/PyWLY/j9/vHrfJ0pKRYqaxMuIPs3bubQMCPJEnYbDYWLlzM4OAA\n", "lVVzWbTiDszmFHLzT3P48CGGhwZZsHAxmZmZtLZeIBqNkp+XT6zlPLH4uC76k9poNSEVkWUZj0ZD\n", "JC6gFWW0Wi2SJNLV1cHcufM5fvwo3d2d9Pf3JbvRqqri9wcmdP+bmhondDGj0SgXOgfQGCYWRllZ\n", "2RROK8RgMNDYWE8oGEQQRWLRGGlpqai6VLJmrCQls/jKvyQlil6jUpiXjVGvQSOJOMfC9Dn8yOPB\n", "R6pkwkExM+xmzFYbKirBUAiPx0OK1YrXO4beYKCjq4toLI7Fmko4HMHj8dDR0Y6qKng8nls6KfCi\n", "3vniEOa+fXsoLi6luLg4+ZjS0lJaW1tYs2YdFksK3/72d7Farcmdjk8WuYWFRckC+3vfe+qqxz54\n", "cD9jY25EUaC/v4+WlmYqK2cRDocZHR3FZDLS3d3NqVPHueOOO5PPU1WVjz76gIyMLJqaGggGAzz1\n", "1F9fsdhWVRWXy0VaWhqSJE3Q8HZ3d6PRSFctWPV6Pd/4xreu+rNAwiu9s7MjOey8a9cOjh8/muw6\n", "9vf3UVd3hkgkQjgcpqCgkLvvvoe8vDxKSqZPOH9BEAgGg7zwwu9pb29jeHiASCSSGOK1plJaOj3Z\n", "1e7oaMPrHSMcDjFr1mxKS6df81z7+/uSsjKtVvulLQobGxvw+Xw0NtZft/TC7/fT0tJMRcXMG/JS\n", "T8wOXNkj/Iugvb2NpqZGtFot+/fv/UxBQJFIhAsXzlNYWHSZjExVVdrb20hLs122I5qdnc1dd21O\n", "frxs2QoWL16KKIq3rM94OBymvv4cGzas/qpPZYo/U6YK7inIzs5BlhUyM7NYtGgJDz74CPF4nLff\n", "3oper+fuu+8d94otThY7iTCPLEwm06RuFZ/kzjvv5ty5OhYsWDRh4bBmzW1UVMwkMzOTpqZGABYu\n", "W4O9oAJJ0tDR2U5zcyPp6emkp6cjy3EOHTxANBolHo8x4FZImbERW5UFRZEJjg3TXfchIe9I8hiy\n", "LBOXZVKzChkb6SAlxYoggChKtLW10traisGgJysrm+HhQbzeMXJy7JctOjQaDdFoFK1WS1dXB2NB\n", "MFgut84rL6sABI4dO8y8eQuoqzuLqijoM6yY8+aTYr/cilCJh4n7hyA8ikYeIyPVzOOPf+uyivel\n", "ogAAIABJREFU1zUcjVPf4eJwwxCRWGJx0DYQ4D/fOold04+qJhZUbreTeFwhFAzS39eLx+1m0513\n", "U1BSxe7dOwkGA9jtuZw4cYwNGzYSjUa+NN/kG6W9vZWtW19n0aIlHDiwj5GRkeQ1GAwG2bHjQyDh\n", "WAEwbVohiqLw9NP/E4vFzJNPTiysI5FI0v7waqiqSmZmFllZ2cTjcRRFobm5kbfe2srixUu5/fYN\n", "fPjhBzQ21lNVNTspBwgEAuzdu4e+vl6Kioou2xX5NO+//w5nz56msLB4gid6c3Mjb7/9JiCwZctj\n", "n7v7uWHDJtLTM9Dp9MycOYtf//p/odFoCIVCNDc3EQoFcbtdrFq1FqvVSmdnO++88yZ33nk3J04c\n", "w+/343CMoNVqmT59Bl1dHZw9e5r+/l5ycnIZGRkmHo9TWjo9ea6RSIQjRw6Rl5ePIAjU159j06a7\n", "rxhdrigKr732Ch0dbQwM9NPf30dNTS1btjx2Tf37F8Hy5StpbKxn6dIV134wifeWZ5/9bdLO9Ec/\n", "+sl1yWei0Sher5f09PSbKufKzMxEq9Wgqiqpqak3XOjG43Geeea3jI150Gq1fPvb3yMj45K7zvvv\n", "v0t9fR2iKPHII49eUyZyq0uLtm//I+fPN6MoIRYvniq6p/jimSq4p2D69DK2bHkMp9PJ3LnzEEWR\n", "vr5eWlqaURSF1avXXtbdsFgsyS5hZ2cnqipf8Q03P79g0i7dJ6PSKypm0to5gKi3Jm8MjQ0NxOMJ\n", "+yqtVkd/Xx/tHa2kZuaTMX0NJtvEpEK9KZWUzEJaj7yOZ+gCCKCoKpFIGKPRRFrmNFL0cUZHHaSm\n", "puJwOIjHoxiNNvLy8lm79jZMJiO33XYHpaWl/OEPL+B0OnE4HKSkWPjnf/4nPGMewrKOiqr53Lbu\n", "ktXa0NAQDQ3ncLmcnD59EkEUiUYjgIg5r4b0ogWI0qUiT1UVUnUR+luO4B/tQm/Qo9PpmD6zipLi\n", "kkkXMQadhoWV2cwssrHnTD/N3QldcAwDA7ECjGYPJaUiqalpXLjQjM/rw2Q2k56eQW9vDzMq57Bo\n", "1V24hzuxmAzodDp+/eunCQaD3HPPfZ87pOL8+WZaW1tYsWLVdUVaX3otVHw+77j3+sS3JI1Gh8GQ\n", "SK174olvk5WVzeDgAM8883/QaERCoTBGoxFFubS9ceTIIQ4fPoDFksJDDz1KVlZiIDQej/Ptbz+G\n", "wWDkd797/qrFzsqVqxkY6MflclFZOYuZM6vo7GzHYDAkfze3376B2bOrk4mZsVgMk8nEbbetZ9eu\n", "j6momMkTT3z7qj+70zmKwWC8TOPt8/mTEha/33eFZ18fF/28h4eHsFpTee+9t2hra2X27BoOHz7I\n", "8PAQqqqg0Wipr6+juroGqzWVrq5OTCYz06dP56WXXkBVVSwWy3i6bBf9/f3jFnMxZFlmbMzD0aOH\n", "cThGKC+vIB6Xk9IMl8tJKBTi0KH91NbOxesd49ChgxgMBlauXI1Go6G+vo6urg60Wi0jI8Ooqkp3\n", "dycnT574UgruGx0qvFg463Q6vF4v0Wj0ms0Ht9vFc889g8/npbCwmCee+PZNK7rT0mw8/vi36Ozs\n", "YM6cyRc5V6Kvr5c//OF5Dh48QFXVbGy2dNraWicU3P39vcmFa2fnn74u22bLpK7uLCkpxqmCe4qb\n", "wlTB/SfA0NAQ27a9y+23b6So6PqGqW6UkpLSCV20goJpLFiwGJ1Oe0096fbt7xOLxfnpT3+R/Fxn\n", "ZzunTp1i/vyFE6QZnZ0dDA0NsHjxsuSNJhgM0d4zgtY48Tj+gJ+O9nZUVCorZ+FyjWLOnE5+7T2I\n", "msk1wBqtgYoVX+f8vt8T8PSjqiqKoqLTaUnNKiLkHSEvT09ZWQUejxuz2YzBYKCkpBRZllm79vZk\n", "Gt9TT/01TU2NvPPOm+j1esKRKJ4A+EJ+qnWXiudQKMSePbtAgAsXWnC5XRgNBgzpJdiqlqAzTHQA\n", "CTo7WVWTy4olC/iv//U1HI5hNBoN+QUFSJJE1ezZV329LUYtm5cVU5Rj5sNjvSAIyIIen6GM0qxR\n", "4tEwZpMZvd5AZcVMZFkmZdyF5Lbb7+T06RPoxDg1NbUcP34UnU6XtMr7rMiyzD/+4/9NJBLB5XJe\n", "t1d8QhP9B9rbW7HZbHznO9+foO8sKiqacF1BIk797NlTmEwmNm68m5KSEqZPL+P48WPMn7+ApqZG\n", "FixYBCSkQDNmTEueo15vQKvVEovF0Ol0ycWdx+Pmww8/wOVyMTIyxMyZVXzzm98BErHmnZ0dlJbO\n", "4G/+5u8YG/Nw5MghFi9emiy2E131fyE/v4AtWx6npqaWtLRrJx3eccednDhx7LIdlYULFyVsIDUa\n", "Zs+uua7X8kq88spLjIwMIwgCTucoAwODzJhRjqqq47MKGkBAN35N9/f3YbWmIkkS8Xicjz/+iHg8\n", "hihKFBWVoNVq6e8fIBaL4nK5xovpIHq9PlmAB4MhiouLOXToAP39fYiiSGZmFgMDfSxZspxjx47Q\n", "3d2J3++nt7ebJ574Dg6HI9kFNRgMRKNRgsHQDS3evkyMRiNLlizjwoUWyssrrllsA9TXnyMWi+H3\n", "Bzh27Aj33XftAdbPQ15e/lUTL69EXd1ZQMBisdDX10tOjp2ZMxPNkYtyrerqORw4sBeDwUh19Zfj\n", "fvJFcObMaXp7u9mwYdOE2YuCgnxqauag1WpvusPOFH+ZTBXcfwJEIgmrvEgk9KUdUxRFNm6889oP\n", "BDZuvDPZiQYYHBzgn/7p/x23dxvju9/9XvJr77//Dn6/H5PJzJw5czl58jT7jp5GZ7Awb/58MtIv\n", "aQFTU1PJys5OvMGrKqoxl+LqdQjjhbqqKPhGLuDoOkksplAy7x705jREUcP0RQ/Ssu93SCKAitlk\n", "YWblLJzObKz6RKR8RkYm06YV4fWOIQgCtbXzmD//0rCdJEkMDw+i0+nwByLIGgu50zLJiERYunR5\n", "8nHt7a2AiqIoRMIhjBYbacXLMWdOlAEEPYP0NnwMESfthhVoxShenw9FVRJ2hIpKWVkFKZaEvCMu\n", "x9m7ZzcWi2XSQJqa6Vk01tfRE0hDECUEnZUh2UQ67eQXFBII+LnQep60tHScLidZWdkYjUaWL09o\n", "7B0+H0uXryEeDV3m6nEtZFnmzJnTzJlTi1arJRQKjhdagas+r7Ozk9bWFpYuXZaMbe/sbEev1xMI\n", "BGhpaWbu3KvHjy9btoLu7i5kWWb16rX09HTy7rtvjQ+ERpgxo4yDB/djNpsnOD/o9Xoef/wJIpEo\n", "Tz/9L1RVVSd1pqdOneC9995O+m6fPXuGe+99AK/Xy1tvbUWn0/PLX/5fiKI4Hk9/lvT0jGRaqSAI\n", "lJdXJL24J/PZnoy8vHzuvfeByz4vCMJloT6f5qIf+6d3BSBRFI2NeYhEIvT39yW7xsFgkMLCQhYs\n", "WERXVwd6vRG73YJOpx/fkUnsBMiyTFlZBQMD/TQ21iOKEunp6bhcTtLS0rBarXg8bgYH+4lGo8Ri\n", "CdlNPB7H6XRSVlbOyMgQTuco8XgcVVVxOp3U1tayc+dHnD17Cr8/gCiKOBwOiotLmTGjPKkrnzVr\n", "Nt3dnUyfXnZTrfI+L7ffvmFCiJaqqrS2ttDX10tubh6VlbMmFG7FxSUcPnyI1tYWVFUBbs2irqys\n", "jHPnzlJVVc2yZStYvnxl0pbzD394gWg0yne+8z0WLVqCRqO56U5HXyR79uwiFktkEnxy3mjGjDIe\n", "ffQxSkvzuVV/L1P8aTNVcP8JUFRUxM9+9rdf9WlckU9vJZ45cxpBEOnv7+e++76W/PzYmIfOzg5i\n", "sYQjQkNzO+/t2M/A4BBu1yhNzQ385Ce/QBh/s6ueXc2xY0eQJJGIkEZ62ToEIfHGHvaN0nr0dULe\n", "YTTaxGXccvB5qtY9haTVozfbKF1wP96uvRQXl/Lggw+Tn1/AubqznD1zgnAkhEGvo6BgGqtXf4Ol\n", "S1cku3OnTp1EVRVqa+eh1epx+ePoTBmgyITDIVIsKRP0iAaDAVlRkCQJWZ+BvWIVku5Stysa8tHT\n", "8DGu3gYkSUSSRA4e2Mf+fbvJyMzEYDBiHO+0nKs7TU11DZIkEQwG6enpweEYZtQ5Sq49j/nzJ9rp\n", "rVkyi/d2HmeMxM5HKK4hZK3hoc3T2bdrezKgqO7sGSoqKpOvLYBOn0JO4Uz0YnTSou1qNDbW8+GH\n", "24jFoixduhyLJYWf//xvcbtdbNiwadLnDA0N8d/+29+hKDI9Pd08+eQP0Ov12O12hoaGMBgM1zVU\n", "lxj8/SYAr7/+KmfPniIvbxpWq5WCgkKKi4tZuHAxer1+glY7FApx5Mhhent7sFgsZGRk0NhYj9fr\n", "JRgM4nK5cblc5ObmUlo6g1gsSlpaGoWFRaSkpCCKIuFwmJGRETQazQR9tiAI3HPP/Tf0Gl6L7u5u\n", "WlvPs27d+kkLmuee+x1er5ef/OQXSJI0XuxdwGg0cuzYEZqaGjCZTLS0NNPW1obDMYzRaGLJkqWs\n", "WrWG73//R8iywujoCHq9AY/HQ29vD0VFxTgcDrxeLw0N9fj9fjQaCZ1Ol9TKS5JEZmY2Q0ODBINB\n", "LiapqqrKyMgwfX29LFy4mIyMTKLRGIqiYDDoKS4upbu7m2g04UWvKAo5OTkcOnSAuXPns2bNOo4f\n", "P0okEmHdug3cf//Xbnnt70VUVeX1118ZX7Rpx51BTvDYY08kf3+FhUV84xvfJC8vj6ys7KQt6q1G\n", "eXklP/nJL5Iyok+Sl5efbLB82m3o3Lk6jh49TFZWFvfe+8AtWYgvWLCQ3t6eSeVDpaXTycpKweH4\n", "fDKuKaaYjKmCe4rrRlVVTp48nrQUvNKb6cKFi/H5LlkIdnS0U1hYxPvvv43X6yWuanhz225q5y0m\n", "FpcJBPwgiLhcLuKxeLJIslpTicdiRMRs9GmzJxTbzQeeIxzwoNfrk57cOjHO6IXd5FQlCj5L9gx0\n", "BJAkD9FoFAGB6po5RCJR2lsbgBiVlbOIRqMcOXKI2tp5PPfcMzido4QjEXbs2cfq2+4hJS2bru5u\n", "RkaG8XgS6ZYarZZ1a2/HaDSSm5tHSkoqfX4TGeUTpQGBkWa6zn5IMDAGqopOqycYDBIVosiKTDQW\n", "I9VqxWI2gyBwrr6O119/lY0b78RkNmFJSaRuHj16mIDfT1dXO/ff/xC9fT2EQiGGh4aJeroQRB+q\n", "rQoQcHkjvLa7HbuoAxIdZ0mSJhTbF9Fq9ciqjqa2PorzM0i5TqeFqqpqIpHohAG4T1tJAvh8Pnw+\n", "L3l5+ezduwtZjuPz+ejt7UGWZQYHB3j00ccZGOgnLy+fxsZ6Tp48zsMPf/0y54NPMzQ0SFNTPcPD\n", "w6xYsZpNm+7io48+oLW1hfXr77js8QaDgaVLl9Hb20s8LtPR0cbY2BiKotDT001V1Wzi8TiLFy9m\n", "8eJlyUHSi9ISgLNnTzMyMkxPTzcXLlxg1qzJ/dm/CI4fP8L5801UV8+Z1KbOZkt4OQO8/fZW9uzZ\n", "TSgUpKSklLGxMWw2G4cPH6Kzs4OxsTFisUQnuqenN7mLsGXLY7zzzls0Ntbj83mprZ1HV1cHnZ0d\n", "gIqqJvzB3W4Xg4MD9Pf3YbFYMBj02GwZ2O15hMMRwuFQMjAKwG7PBSA9PR1FUQDQ6w3jDicBamvn\n", "EQj40Wp1pKSkIMsyXV0dLFu2Irl79GVu6QeDQQKBAJmZmZ/5uOfPN9He3pZ8/9JoNPT29nD27Jmk\n", "TA0SMy1X0vZfuHCe7du3odVqeeCBh5Kv42fF43Gj0WgnFM1e7xj79u1Bq9Wybt36K1p0XikRct34\n", "7EooFGLfvt3o9QZWr16LKIrs2bOTSCSC0zlKaWndDWvHvwxWrVrzVZ/CFH+hTPlwT3HdNDc3sn37\n", "Nk6fPsnu3Ts4duwowWAQWZbZu3cXRqMZm82G2Wxm9uxqQqEAL774HGfPnubpp/+ZU2cbiAkmIoqG\n", "UDhKLBalv78Pg944HmeezqxZszEYDJw+fZI33nwdxVyEtWhZ8iYY8jlwNn1APOJHHC8i43IcRVVA\n", "gHjIg9ZgwmBNFCiSKZt0E4R8idhkQRDIzy+gumYetkw7x4/uZ3hokK6uTj7+eDuKonDmXAODo350\n", "5nROnzmNqqh0drajKComkwmtVkswGKCjI+Gi0tB8gRG1kBCXnD6UWJBA9z48vXXI8SixWCwhjRFA\n", "q9ESj8uogEYjoQKSKBKPx3F7XIx5PThGHfT19qHX6YhEo3R2tOF0Oenr62NwaIDBwUFaWprZs2cX\n", "abY08rKsEPMREW0gCISjMqIpgzR9GL1Oy6JFi6/oRCIIApJGj9PtQyvJ16VFFUWR/PzLA2lUVaWp\n", "qWG8GJR4441X2b9/77gMpJNIJILXO0ZmZianTh3n7bffpKurg/XrN2I0Gmlra6Wjox2zOeGH/kn9\n", "bjgcTi7yBEGgsbGR/v4+PB4PLpeb5ctX8OabbzA4ODBhQWgy6Th69DhpaTbKyytoaKhn//49lJTM\n", "YMOGjcydO4+amrlkZGSyfv0dfO1rD+FyOenoaMdqtdLSch67PRdBEEhNTWPPnp0MDQ2NSwauHVYS\n", "jUY5fvwYubm5DA8PodForsvqrqiomIKCAoqLJ3comTmzitraeTQ3N3Lo0EG6uzsZHXWQm5tHRkYG\n", "o6MjuN1utFodXu8YkiSh1Wqorq7mwQcfAcBgMOJyOWlubqa7u4vz55sZGhrCaDQyNuZhdNRBKJRI\n", "Sg2Hw8TjMqFQiGAwhCzHsY5bUCqKgk6nIzMzC6PRRH5+Pj6fF41Gh8/nRVEUSktLMRgM5ObmIwiJ\n", "sKuLMoV4PM7q1Wswmy0IgnDVojccDuPzeTEYDJ+pOD5y5BCvvfYyogjZ2Xn88Y/v8d57b3P8+FGa\n", "mhooKJj2mRJ9z5xJLMY+iSiKGAwGyssvdyeajG3b3mdsLNEgCIfDnzlJMxwO09PTzbPP/o5Tp44z\n", "f/7C5DX3wgvP0dvbw9DQEMPDw1RVXT4zcjHdWBTFSS02Ad5++03On2+mt7eHeDxOSUkpjY31BINB\n", "VFVlyZJl1+0nfysx5cM9xWRM+XBPccOoqpqMyb7Rm5XZnIKqqrS1tWK1WmlubuLkyeMUFBRQWFiM\n", "z+elpOSSXru7u5tYLM7AiJNRn0J2biECKmm2dDxuF46REWxpNhyOEVJSrKSnp/Phh9tYuXI1jc1N\n", "xC3lmFIvDVyGfA5aDrxAepoJjVZDOBJJhMsIIqIoEosltqlHLuxDl5KD0WoHQWQ4noNmrOeyn6ej\n", "u5eoYCEcCCCi0j/iJiWiIbeoilA4xIULLZiMJqKRCBpNQqd8sRgNhUL09Z7FYsvFVr4BRbkUOz4j\n", "P5W++kOMuvsSncV4DEEUEFQBvc5AXI6h0UjE4koyPjsUDiOJIjqdAZ1Wi3N0FHtOLrm5uXh9CScE\n", "o9HAtMJCWlrOM3NmFS6Xi3AkQk93N/acXPyODjLydDhJDPKNeKLI1lIeXDOdVPO1g2Z0BjN9jhCy\n", "opKV8dkG1U6fPsVHH33A3Lnz2bTpLpYtW47DUY4kSdxxx53U158jMzOLcDjE3r17sNlseDwujEYT\n", "drudBx54iGg0yt69uxEEWLlyDStXrqa1tYU33niVSCRhzVhVVc2iRUvIy8vn5Mnj5OfnYzAYuOee\n", "+9BoNBMWAsePH2fbtvfp7u5i8+b7uPPOuxkeHmT16rUsXLg4+bjq6sRw4ssvv0hvb+J6effdt7Db\n", "c5PSi4qKmaSkWCkpKZ0QrnM1Eq4pBwmHQxw4sI/y8ooJsfZXwmKxXJc7x8WFVE6OHa/Xh06n54EH\n", "HubUqRMYDCZOnTqJ3W4nGAyi0WiZPr0s+dxwOMzLL79EX18vDocDVU0MlhoMevz+hFOKz+dDrzcg\n", "ywFUVUGr1aHRaAmHw0QiYXQ63bjuO47H40aWZXbs+Ijly1dgNJooLZ2OXm9geDghP9m06S4GBwdx\n", "OkeRJImWlhYkSeCf/ukfKSsr58knn0IURc6dq8Pn81JTMyc5WLh79w5OnDhGOBwhOzub++9/6Ia9\n", "5C/urnR1dSHLCXcUjUaDRqPB7/ezbdv7PPnkD27oewJkZmYRj8cnyLMURSE9PeMqz5pIenoG/f19\n", "AMl5gKsxODjAyMgw1dVzEMcX7Vu3vj6+e+NhaGiQiorK5C4DJDrckCigL/4fwOfz8u67b9PU1EQ8\n", "HiUnx87s2TXJ1+fee++npOSS5CsajSAIQlJqBbBlyzc4efIYBQWFyYHiKaaYIsFUh/vPlMmmrP1+\n", "P88++1t2795JW1tr8k16MhRFYe/e3bS3t1FYWIQoJhIXS0un09PTjdvtIhaLIYoiKSkppKdnUl1d\n", "Q1FRMcFQiMERJzFVR8+wB73Jhs+XGJDSG4zEolHyCwrQ6vSIooglJQW320lqqi1x41YlOn2pqIZL\n", "g2d+Zzeth19CiUcSaZCxGKFQCFlREAUBjUaD3qBHEERsNht9bWfJmFaDKGkRRC0O1xiyfwCNVsvp\n", "UydpaDhHff05RhwjiFojvkCYmCIiafRkZWcxNDiA0zmKqqqMjo6gKDJajTY5wS6KEr6ohqxZdyJI\n", "FyfdVdbNK2DdvHwKC/KpO1eXGBqLxdBoNeh1BkxmE35fAEWVE6+9CqIgYjZbEqmUWi0arY683Dy0\n", "Wi1r196GxZKCz+eltGQGXp+XkeFhwpEIOp0ORVFIS01F0kiIooikhvF6HEjmRBESisQ53+OmKCcF\n", "i/HaXVVJo2XMF0Yrxq+r0/3pa6arqx1IyIpSU1Ox2dLJzy/gV7/6X7z88ovjBUg6Xq9/fMguhl6v\n", "JyMjE0VR6OvrZefOj0lJSUGSNCiKQk1NLW63i6amRlwuNw0N59i1aweHDx/k/vsf5JFHvs6yZSsx\n", "Go2kpdlIT8+YUHDn5WUzMDCMLCv4/T7mz1/Axo13XVEvvnv3TmRZHrflS9jFpafbEk40CAwNDVBU\n", "VHTdg6Y5OXYEQWDJkmXIsszMmbOuKZc5c+YUBw/up7y84poa5tTUNFJSrKSlpbFly2Pcc8/92Gw2\n", "BgcHcDhGGBzso7e3D51Oh9Waxt/+7X8hGo2yY8dHvPbaK5w+fQpI6HEves1LkoZAwI+qqshyYqch\n", "EomMD8hJ4xaI5qRN4NDQALIso9Ek/j70egM+n49ly1Zw9uxpzpw5hd/vJx6Pc/LkcQoLi7jttg14\n", "vWMMDfXjcDgYHXVw4UILdXVnaG9vpbGxgf7+Pk6cOEZ6ejrhcJgPPvjjeKdeSzQaZXBwgNraeUDi\n", "Pa+xsT6ZGHolEuFHAnfdtZGjR4/jdrsmfN3n87JkyfJJd2+u1qTIzs6htbWFQCCAIAgoioLVmsrm\n", "zfddtw59xowyTCYTVVWzmTdvwVWP19vbw4svPkdr6wVGRx3MnJnw2W9qakCSpORu3KJFSyd0sUOh\n", "IF1dnaiqyooVK5MuJtu3/5HOzg4aG88xNjaW9Oq3WlORZRm32z3BOjQnJxeHY4SMjEw2brwzGVJU\n", "VFRyyzrLXA9THe4pJuOL6HBPFdx/ZrS1XeCFF37PgQP7CAaDEwa7DhzYS2dnJ5Ik4ff7k1u/k3Hs\n", "2BEOHtzP4OAA8Xgs2dmwWq2kpFhpaKhnbMxLcXEJS5YsY9WqNXT29CNozIx4IqiiEb3BQmXlLKpn\n", "11BROYtgKEhxcQmyIpOSMnGr0WAwUjitkPziSk71CoTkSx1Zd38DXSffQisliul0Wzo+n5doLIZG\n", "Gi80NVJymFEUJfxjbkLeEdILEjcajTGd8w0n2PnBm3R0tuPxuNHp9Jw/30hb6wUGBweIRqPk2O1o\n", "NVpC4RAmkwlBFJEVGXtuHmVl5ZgtFrJzcvBGdGRU3IGkSXS2VSVOocmNRRxjbMxDScl0FsxfRP9A\n", "H8FAkFSrFZPJjDU1Fe+YJ+ERrqhIkoRenxgWDIYCeNxOJOKYDCKCHKG6qpxpuVmUlRbT3d3F8LCD\n", "vPwCIpEIsViMezbfh9liQavVodcb6O7qwCBGSEvRERasgEAsrtDc5SYzzUi6dfII8k8iabS4vQGM\n", "OiG55X897N27m0OHDqLV6qiunkNb2wUyM7PYtWsH//qv/x+xWJTc3DzKyyt4+OEtZGRkEA6HEASR\n", "YNBP7P9n772j5DjPK+9fVXdXx5nu6TA554icA0GAADMpUgwKVqQsU5LD2vKxz372nrX3rO31rtfr\n", "T7YpyzpryaIkfiTFJJIgQZBgQiIyJmHyDCZPz3TOqaq+P6rR4AgAKe2u19oV7jlzgJnurq6urqr3\n", "vs97n3uzOUKhEAsLC/j9KxQX29m6dTtVVdU4nS62bNlGY2MTJ04cRRRFQqEgoVCwECX+d3/3//Kf\n", "/tN/ZG5uDofDUXAKKSkpwmi08eqrL7G0tPSx7h8+3wpLS0soisKGDZt44IGHKC+voLOzmw0bNtLV\n", "1cOmTVvQ67UJgaIoH9kcZjAYqK/X7PSam1uuS7az2SzBYLBgifjOO0cYGRlh3boNq8hjNBrlmWd+\n", "zMmTx5EkY0HbXV5eQXt7B263p0DSKioqGRzsZ2BggGQygcWiVZtzuSynT3/A4GA/p0+fwutdJBQK\n", "oSgKZrMZWZa58867iUYjGAwG3G4PRUXFxGJxFEVBVVU8Hg9OZwnhsFbRTqVSZDLpgtOJkD+/Ozq6\n", "uHDhHIFAAEEQ8uepkcHBflwuNxMTY4yOjhYSCEVRZGFBS650udyFvy0tLSKKIidPHsPv92PLX+vx\n", "eIKdO3cDcPToe7z11mEuXRq8rqvPFRiNRhoaGnG7HYyPX2Z+fm4VsbVYrKtSGVOpFM899yyvvfYK\n", "58+fRVXV61ZvRVFkzZp1GAx6TCYTbW0d3H//AzfUSF8PgiBQWVlFaWnZx65ADg0NMj19GVEUURSV\n", "jRs3c+LEUWKxWOE5ZrMZm61oFeFubGxi3br1bN++i/r6qyuIY2OjrKys5B2x0pSVlWOzWQsNuaWl\n", "ZXR2Xt2OzWZjzZp1dHf3rJJIZbNZstnsqkr/5cuXef75Z+nv76W+vh6TSTunZVkuyIOZFheOAAAg\n", "AElEQVR+WXCTcN/E9XCTcP8KIJVK8fLLL3Lq1Ad4vV4aG5s+8kb8zDNPkUxq9oEzM9O0tLQW9Igr\n", "K8tMTk7kb9AK69atL7hY5HI5zpw5jcGgNdj4/X5GR0dQVZXm5lZqamoL71FVVc1dd91DXX0D5ZW1\n", "uCsa+MN/9yec772Ep7ya+rqGa/bLXmxnTc9a2lrbCYfCeWcDPrTNKho7NnP4gp9k5uryp3/qJDN9\n", "bwAKRqNRI6gmM7aiIuScVlEzmTUZhkEyIElG7HatIpOK+dFJNix2jZTobWXMjZ4iEg4gGSRSqRSJ\n", "RLLgd2w2WzDo9TTko6ntDgcCVwfgBx98iM2btpAxlDOfdCKIWtVKzaWJTL2Nw6wQi8XwLi/h9S7R\n", "1dnN9u07KS0tQ5KMeYIQx+/3azHyKoBCIhIglwqhU5KomQjFVhNrujqwF1u59+57KHEUU1Hmobuj\n", "ldFL5zCbTJSW11BTU8uuXbvp7b2ATqcnl8uRyaRxuT3YjCARJyM6UFQBWVEZmg4iKyo1pbaPPIci\n", "kQiH33qT948epbqidFXYxUchEokwNjaC3e7g6NH3GR0dZmlpkVAoyNmzp5BlhUQiQXt7F3v27KWz\n", "s5vJyQmmpiZYWFggmUzg8/lYXvbidLr5gz/4f1ZFnc/OzvDcc88wPz/HzMw0iUSMTCbD1NQE4+Pj\n", "fPe7T7C0tERTUzOZTJr167XKp8mk56//+q8ZHBykqqqKZDLBk09+j8HBSwwM9FFVVbOqQaylpQ2P\n", "x0NbWzs7d+4uaIqtViuCIGCxWApk4oc//GeOHHmDjRu3MDo6TEnJx6cHHj9+lLm52VXX1E9/+gIH\n", "D75Me3snNpuNlpY2enp6ViWzAhw+/DpTU5P5zz35kXHder2eoqIiensvEI/HMRqNlJQ4WViYx+v1\n", "sri4QDwey38vccxmM9XV1ezatYeurm66unqoq6snnc4SiYTp7OxiZWUFi8WMx1NKUVFR3t0lgMFg\n", "QJZlFEVFVVUMBj2SZGT9+o0MDAwUPM+TyTiKohII+KmrqycQ8NPf34eqKsTjcURRmzDrdOKqhsFU\n", "KkUsFuPs2TMkEglCoWBeq+5mw4aNTE6O8+abbzAzM015eeUqqdD1MDExxsLCLB0daxgcHCCVSuYl\n", "GTL79u1f5V390kvPMzU1iSAI5HI5JibGqa6uoaTkWv9sURSpqamlvb2Turr6f1GHlbKycqanL6Oq\n", "CrfcsofS0jKmp6dZWVkunBOqqtLU1HTNao7JZCpMBKanp3nxxZ+g1xtwOl3U1dVz4MDt7Nu3nx07\n", "dhGJaNXuu+6657puRplMhoMHX6avr490OslTT/2I48ePotfrC+f4c889QyDgJx6PEQ6HC1KpQ4de\n", "4/nnf0J395pV/vv/mrhJuG/ierip4f4VwPPPP8vc3CyCILC4uADAHXdc33YNWOWHDZqH9xVs2bKN\n", "YDDA0tIS9fUNBY/ibDbLCy88x+joMDqdji1bthIOh7n11r1IkomNGzflnRxmuNjbi04yUdfYjr20\n", "BU+NiQ9OnUQQ9CSSSUym1RXRuflZzp07w7ZtOykr1SqOmzZv4Z233yIejwMqRcV2rKXtPPvOxNXE\n", "QFVBWTlP8PJpdKKITq9HFMS8v7BWna6rq2d+YU6Ttuh0lJWWUVTsIBaNUGy3k0wmuXzxIDZ3HUaL\n", "A53BTO26e7l89llSqSTJZBJBoKD5VVQlT1ozBAN+vN4lDAaJvXv3s3ffbaDCu73znB5a1kp4gE5N\n", "k/GewD8/zoI+R2VVNYIAg4MDuN0e1q1bz7ZtO6ipqWFlxUc2m+EfvvN3BJYXSEb9pJNaFdGnRBFF\n", "HbW1tZSXlyPLMrfccuuqAdvpdHLH7XdpGtZMkvUbNmM2W7BZbcwvLLC4OI+ApgO12WxUOxy0drbx\n", "4tEpIglN3/7BJS8Lvjj37qi/ocRkYnJMm7TpzRx57xgtLS3Xfd7Pory8gvr6Rkwmc8H7ORgM8OUv\n", "a7r+d945gt1uZ2bmMoFAAEVRsNsdVFRUIUlGNmzYxNtvv4XD4aC8vOwa4jo8PIROp6O4WJOqJJMJ\n", "ksk4k5OTBRJqsxWRzWax2+0fkkCINDU1MzMzg9/v5zvfeYJ0Ok0ikWDt2nV0d6+htLSU5eVl/sN/\n", "+GMEQeQv/uK/IIpiXiah3SZPn/6AEyeOsWvXLYVgnbGxUSYnJ/je975LMBikp2cN9933wHWPjyzL\n", "/PSnL/Dyyy/S1tbB9u07icVinDt3hqKiYtrbuwpL8SaTCZPpWm3yFVcS0M7bj6uChkIhzGZzYdIU\n", "iUQoKXGwsDCPxWLBbneQTCYLVWxZVlBVBZPJzIMPPsz58+cIh8NUVlbQ3t6Jw1GSn6AaCAT89PVd\n", "RFU1FxxZVgr7o9Pp6OzsJhKJ0NDQwPj4GKBVvWOxKMXFdiRJoqKiErPZzPKyZlmoqiobNmwmGg2v\n", "+hyajl6mvFxrPI3H4xgMEvv334Esy7zwwnOoqorDUfJz+Xa/+eZhkskI3/jGN3n88W9w/vw5YrEo\n", "XV0913ioz87OrDrOer2e4eFLq4LC/nfC610iGAzS2trG5z//pVWP7d17G/Pzc/j9PkClvLyS3btv\n", "LTwej8fp67uAxWLDZrPR1NTM8ePvs7Kywvz8HJ///GPXhKt98pOPAFoYzpkzp2hqamLv3qspu2+/\n", "/SZDQ5cQBIETJ45RUVGBXq+nr+9iwXHmSgVcm4xdrfi3t7eTyaR/ae0Rb+Im/lfiJuH+JYfXu7Rq\n", "ELtCum+EHTt28cYbryPLOVpa2qirqy88JggCd955dTAKhkJcGh7nlddfx+8P4SmrJBVP8vo7p7Xq\n", "R/8kRUXFTMz5sdudHDt+FFGv3TjnvFHWb9hITpFxOBx4PKVIkkRzc+uq/clmMqRTaeRctvA3h93B\n", "Jx74JAsL8wiCyKhX5d3e5cLjoppFCJzHoMZwOl3MzEwjKzKyLOMpciNJRkKhEB0dXZiMBkKhEGt6\n", "1nDfA/fzwQdnefvIm4TDIaw2G2osysLAIeo3f0pzmShrxlmzgZRvBJ1ORBR1CPlO/Gwmm7cZTFNe\n", "UUVpWTmqCnqDnkxW4dCpGUZmQ1c/XCbEXP8rKNkkeoOBWDzG6MhQYZJz+vQpfL4V9u+/naqqGior\n", "qzl76n3sRhlfKoCcTZA3ACCZTCGKAuFwhMceuwNJkujv16LiJyYmSKdT7N69h127bimENWQyGV55\n", "/U1sNhvxWBS73U5paTl6vY5dO28pVOC+cGc7B09cZmpJ85adWY7x/deHuHNLHS3V1w501VU1jIwM\n", "oygyNY1dzMwvUVv18Y1pR4++VyAnPT1r8Hq97N69B0mS6Ojo4syZU8TjcRKJKf7kT/4Iq7WIxx//\n", "Bh5PKfF4nKNH32dmZhqbzcb69Rv53d/9Bi0tbezYsYv9+2+noaGRixfPk8tlC37QmzdvJRQKkUwm\n", "sVisVFRUUFpayp49+/ibv/krGhub+M3f/A0eeuhR7rjjbs6fP1uYWLa3d7Bp01Y2b9bIczAYIBgM\n", "oqoqFy9e4KmnnkQQRL74xcfYtm0Hc3OzpNNp5uZmC4R748aNWK1WwuEwuVzuI10ZBgf7GRkZxul0\n", "0tzcgiAIPP30jwkE/Kiqym//9u99rPxg//7bSaWShMNhJEni+9//7+zefcs1190VdHR04nKVMjWl\n", "OZhokhOVQCBAJBLGbteu3dnZWaxWG9u370QURS5ePE9FRSXLy14ikTB+fwCXy43L5eLIkTfZsGFj\n", "PhIestkMyWSiMDlxuTx88YtfwWazMTIyTG1tHblcLt+IKlBS4mDz5m1kMhn8fh/t7Z2MjAzjcrmw\n", "Wq3U1tZRWlrKwsI8uVwWnU5PaWkZVquVxcVFSktLaW1t5/Of/1IhDfOK5v7KKsTH4cCB2wkEllhY\n", "mKeurp4tW25cEbdabYRCwcLviqLc0PHnXxoDA328/PJL+cp1C5/+9GdXPW6z2Xj88W8UpCY1NbWr\n", "jsczz/yY8+fPsbg4z8aNW9i5czc1NbVMTIxhsxVds6LyYbz//jskk0kWFxfZunVHoSJ95R4G4HA4\n", "kGUZv9+HomiBXpIkcf/9D/DOO0eQJCO3335n4fmNjc3/x0fC38RN/Ly4KSn5Jcfg4EBBIqKqKlVV\n", "VXR03Nj7t7Kyio0bN7Nx4yY2bdpSuNlms9nC8vG818fp84McO32RSDxDIBShorKGpuYWOju78QcC\n", "yKpKKBxmfHyC4ZFhZufmsRUVIwia1nJqaoLJqXHGx8eora0nmUzicrno6u5Bn6/CHTv2HiMjw6xZ\n", "u25Vd7uKyuTEOOhNfDCa5NLlq4OZKMeZOfcsSzPjBIMB0pk0RsmIQZLQ6/T5KqYNu8NBJhVFTQeo\n", "cBcTDS4xOT7MiQ/OAgJOp4tcLqNJAIwCmayM2VEJQJGnnoR/GiWbJJ1Okc1mEQSBmpoaGhqbCAWD\n", "mC0WhLz7iaIv5vhIknnf1RRFixBDXTmD36dVwUVBIJFIML8wRzqdIZNNo9fpMEpGrFYrVqsZqySj\n", "V5McP/YekUgERZFRFK0qqNPpMRgkWlpaqa2tZ3R0mHQ6zeHDhwoSmcnJiVUSgsnJCd575zDBoJ9I\n", "LEV9Q2OhqbO7pwcpX0ky6EU66kqYmBwjnpMAgZysMjwTJJbMUltmQ/eharLVaqW9o5POjm7cbg/x\n", "VBaTQcV0Az13Op3Oa5lVpqcv09TUxAMPPMTGjZsKkqXFxXlOnTrB8vIKwaCfdDrD0NAg8XgMl8vJ\n", "4cOH6Ou7iCQZ6O7u4ZFHPsPRo+9TXl7BwsIcO3bsorS0VGvKTSQpKipCUWT++I//FINB4r333qKk\n", "xInJZOT8+fMcPPgKXV09tLd30N7eQiKhDfz/7b/9FSMjw7S0tLB372088sinC5IRt9vNtm07+OQn\n", "H8Vud9DbexFBEGlubqG+voH6+kaMRiO7d+9hcnKcV1/9KaKop7GxiYWFedasWfeRq09Wq42xsVGc\n", "TjcPPvgQRqOJkyePk8tl8XqXmJwcx+12f6SrxRXXkPHxcU6dOsHZs6cZHh5i9+4919Xbm0xmiouL\n", "uXDhHKKoed1XVlZRUuIiEgmSSqXR6US8Xi+CoFJX10A8Hmd+fg6vd5GiomLOnj0FaKtnhw4dJBDw\n", "EwgEiMdjFBVpiZPpdFpr+pWMecK1gsVizbvB7OMzn/kcu3bdyte//g22bt3B4uI8AwO9DA4Oksmk\n", "2bJlKxUVlezZs4/W1nYCAT8GgwGXy8Xk5ATHjx/j/PmzHDhwOw8//Gl27rxq+yiKIsXFdhKJBF1d\n", "PczOao234XBoVQ/LFciyzBtvHGJoaIDz58/T399LWVnZDSPWTSYTw8NDhRUPu93xCzVC/ixUVeXC\n", "hfNMTU2ukhX19l7kvfc0L/WqqurrvvbEiWMEg0F0Oh3hcIgdO7TArlQqRSqVKkh3HI4S7HbHNZOP\n", "06dPMT4+Sjaboba2DkEQuPfe+1m/fgM7duz6SC311NQky8teSkpK2LZtR+H4S5LE+++/Sy6X47d/\n", "+/dQFJmRkRGKioqYmZlm7dp1hMMhVBV27tz9C2na/zVwU1JyE9fDTQ33rwBqauqYnZ0ml8tRUVHJ\n", "/fc/+JGpgIqicOzY+1y6NEAsFqWqqprp6cv8/RNP8Na7xxiZWqCusZM33z5CJBLF71vhrrvuZs3a\n", "dVRX1eB0OmlpbaWxsYmxsdF8kIN2Ey8qLkbM65YDfh/FxXZi0SiVlVXs3LGLjs4uTEbthq2icvz4\n", "UVZ8yywve1m3bn0heGXo0iDvnRni3DSE4lclMGLax+TpZ0hEw5jNJnJyjkwmSy6bwely590TdJhM\n", "Eumolw09bZR6PIyNjbC8vEw2nWCw/zyxlEwqmczLDxza4JwNkREdoNOcTGyeRkqMSYpsVnKyrDV7\n", "CQLpVApB1GGzWQGRiFrCQtpNKiMX9rPWCabkGEajkWjesk+n1xPw+0ilUyiKTDabxe/zMTM9hZqN\n", "8sl7b6fU7aS4uJhXX32ZcDiU17uCJBkoKirC5XJRUVFJeXl5YRIQDAZXhXFs27ajQBB9vmWGh4cw\n", "G/Xo9TrsJaUIgkBFeTkzszPMzszgKS1FMkjIisylC+9jElKksaKifY/eYJKR2RCVLgtFlqsDoSiK\n", "BUKh0xkIBsO4S4quq09+4olvMTjYzz333Mf27TsLE8JQKMjLL7+EwWBgYUFrSg0GAwUXB4vFwvz8\n", "HIcPH8Lv9xGLxTAajezYsYu77rqXhYV5stksHo+HjRs3F3ywN2zYRF9fLx6Ppi9fv34jH3xwgqKi\n", "IkZHRxBFzfXlm9/8A3p61pJOx3n++ReYnJxkcXEes9nEXXfdy0MPPUpfXy/f/e4/kEjEaWpqxmQy\n", "seT18txzz6LXG3jwwYfp6VmDXq9HkiRqamrR6XQ8+eT3iUajBIMBdDo98/Nz1NbW0dradsNrU5Ik\n", "Nm3awubNWzDmrxOPp5REIo7RaCIcDlNUVPyRaZtvvXWY48ePcurUCURRRyqVwmQyctdd996QyFRW\n", "VuU1/hni8QR1dXXEYjGSyWThe9bsKaWC5j6VSuUlMC8WGhoHBvpJJpM4nS4kSSKRSODxePD7/Yii\n", "kG9w1KHkE1nT6TSlpWWYzWa6u9dy4sRRPvjgBEtLi1RXV3Ppkjbh6urqoaKiUms03rSFt956I9+E\n", "meH999/l8uWpvPVckkQiQVlZ2SqiCpqeec2adeRyOd5++zCyLDM9PUVHR9c1AS5nzpzi4sXzWCwm\n", "ZFmTBb366iu0trZdN2CotLSMjo6u/KpIJ/fee38hSdLn8+WbQT/eAQi0ptcf/eif+cd/fCIfEpNi\n", "zZp1xOMxfvjDf85PpsZoaWnFZrvWCzydzjA6OoyqqtTU1NLTs5aDBzUf8SshR21t7Tfcn9raOpL5\n", "e6MkSezYcQvl5eUYjaaPnUB0dnbT1NTMnj17V23/xRc1OY9er8fpdKEoCtFopDBBaWho5Ac/+Cem\n", "piaZmpoouMr8suIm4b6J6+GmhvtXAB6Ph6985ef3hH311ZcZHOxHp9PR19/P/JKfuSU/suTAYhTx\n", "B0I/I0sRsFqLClVpAKNkxCgZaW/vyCfxyaxds45wOEwwFGRwoJ+cLBOORLBaLFy6NEhnR9cqMiYg\n", "UOopY2xsFEkyMjIyTHtbByuhJGemZEK6DzVWqiqZwDBLI++TTMQw6PUkUyky6TSZTAZFVTBGQrjd\n", "pQR8y3hnZnEUFxWqfbFYVJOmjI4SDQfRUqOrUVWQFZVYLEaJowSnPsC8XISsCOgkK8bq7RSFLjIz\n", "O40sy5otWjaLWc5R2biWofkcsYyYb24EySByx+ZaIt5hJoMCkiRht9uJhMMIgMEgYTaZUVSFdDpN\n", "JhkhFPcz5Tbi9S7Q2NiMKIqsXbuexcUFEokEdruDRCJeWMq98veGhkYMBokHH3yYo0ffJZVKodcb\n", "+K//9S8xGAzcddc9dHR0sXPnbrzeJT61eSuJrEg0pfDawVcgn8r57jtHuOee+9HpdNhsRSQTccqY\n", "IGGsJ5TWSF8wmubHb46ys6eCrR1liOK1S/J6UxHTs4s01lfnv7KrFmltbR3XrYyNjmoTNlEUOXDg\n", "Dk6ePEYkEsXtdiPLCiaTFjuuubo0kstpVoSPPfYbSJLEV7/6dS5fnqSm5qqmNBQKcvr0KbZv38Hk\n", "5AStrW1UVlZx773389prr9LW1s5DDz3KQw89isFgIBaL8sorzzE7u1jQqZaVlXPrrbdB/jubW/QR\n", "fu8ECcVMU3M7Q8NTHDs7RCqdYvjyCgcO3EFnZztDA33EomF2776FUCwNioyAQjar+dqPjY38XNfo\n", "h9HQ0EhDQyOyLDMxMX4NkbwCr3cJoLAiUl1di8dTSiqVZO/e23jxxecIBgO43R727Tuwyps6m81y\n", "99330tnZxQ9/+H36+/sBleLiYhRFweMpxeFwEIlE8PmWMZk08qU1Fs6xvLyU96HXeh5UVcVsNuPz\n", "+fD5VvK9GJr7h3buCIXVodnZGSorq3j55RdIJpNIkpFcLsfIyAh1dQ2F5kbNUvKyNnn9EPFTFJVE\n", "IoHNVoTBYKC42M7o6EhBG/xh5HI5FEVGVQVUVUWnM2A2rz4vVVVlYKCfaDRKcbEmibBarcRises2\n", "B1/JLXC5XIWERdBSTp988vuMjGjypIcf/tQqqQRQCCRyOBw8+ODD6HQ63njjNXw+H263h2QywfLy\n", "Mu+99zabNm1BVbVm8UAgwPz8PAsLCwQCfrZu3V5ofF+7dh0OR0nBfvBv//ZvmJ+fwe0uRZJ0LC0t\n", "8tZbb9ywj6C0tJSvfvVrpNNpVFX9hdxBrkhUfhZXVtW088JER0cnExNjxGIxduzYxeLiPLKsoNPp\n", "CASC19ny9TE+PsrRo++xffuu/+EAoF8E2WyWdDqNx/OLhx7dxE38PLhJuP8vw+TkBImUTA4BveRi\n", "wR/HZnfiD0YAjQhbbTZuuWUvkxPjVFZV3dCzdufO3bS3deByuRFFkXgizj/99+8gyzKJhNbw6HA4\n", "kHNa0qPIVcIdi0WpratjybsEKmQUIy8dm2L0wxpoQM7ESc6fxFNsIFlcjKoopDNaVLQiqyiqgoDm\n", "h6wTIRPzYi+yIss5xsfHyOUyyLJCMOgjFAqhqgqx8DKi3kBRUTOynCsQw0wyRIlewIdG4NLYwLGe\n", "usYoywvTmExmDBYnimsdZ6YU+NDnKXeauX9nAw6bkQVDLWNjo+h0eupq6/H5fSSTGimIxaIsLy8S\n", "888hp2PYi4vo7OxkeHiIxsZmioqKqa9voLy8HINBT0dHD9XV1ZhMZkZHh5iensbv9xVCfNat28Bj\n", "j/0Gi4sL/NM//WNhyf7w4UN0dnaviilWVZXXD7+NrCjodNq+R2OabluWZUpLS5mYGKexoY7NWzYy\n", "OhvlzXNzZHMKigpH+xaZ98W5f0c9kmF1tUsQBGJpHYFgiGDAx09+8jR79uxl+/ad3Hnn3dc9fzZt\n", "2owoCgXnjT/6oz/hySe/x/DwEOFwmIWFBXQ6Ebvdjk6nBbJoNmXa4H348Ou8884Rlpe9PP74b7Jz\n", "526++91/IJvNUlVVzW23HSgsvX/+81/mzjvvJRgM0NbWXvBB/vu//xaXL4/T0NBCMOjHaJQoKXFw\n", "7uIFIrEcTW09fOZLv8nk5AQtrd1IkkRnZxd2ux1LzkJTcyslJW7MlmJGJ2bIyVkWVsKs37qP8bFR\n", "DJJE25pN6EyXKHU7CASDlDiuXcq/ERRFwefzYbFYOHz4EP39WuX+q1/9eqF57a23DnPy5HFAa3y+\n", "5ZZbcbvdtLa2k0gkeOKJbxXSAAcHB/jgg+P84R/+O6qrq5mdneHpp3+MLCs88sijeY1tjlwuh04n\n", "YrFomumamt3Mz89y+rTmuxwOhwgGg2QyGgnRmiLlQjR7LieTzWbI5XIFspVMJrFaNaJ9RRaTzWaR\n", "JAmfbwWTyczExDhlZWVYrTYWFhYoLS1levoyMzMzGAx6HA4Hly4NIMsyLpcbp9OJTifidnvybj/S\n", "daUzvb0XeeutN5iamuTy5UksFivr128kHk+s0lu/8cbreTnHBLFYA9XV9Xg8pWzevO0aGUc2m+V7\n", "3/suPp+Prq5uHnjgocJjL7zwHB98cAJZ1la+vv3tb9HS0rqqkfLIkTdJJBL4fCucPXuGrVu34fUu\n", "IcsyPt8KqqrmfciXsNsd7N9/By+99DzRaITvfe+7GAwSFRUVjI+P8bWv/WZhu6qqcv78GUBgdHSE\n", "5WUvLS1qodlzeflqP8yNcL1jGIvFMBgMP7cV6NDQIAMDA1RWVuJ2e3C73XR3a+FRv/7rXys8T5Zl\n", "Ll0aZHl5me3bb2zX+LO48ppLlwb+pwi3omgFkEQySTqTQ1ZU7Z4nK2RlhZyiIssqCCKZdIqGhoqP\n", "3+hN3MT/AG4S7v8LEI1G8YdixFJZFMmNaDEiAahaFPnmTVvJZrIkkgkaGxpx2B0ABdeQn4WiKqRS\n", "ScxmCx5PKclkEr1ej9Vixe0pZWCgH1nWpCBr1qxjzZq1qyrkAK8fOkg8maGhYxszvhyHLq52HVBV\n", "FTG5QHbpPD1trYyPjxFPJBBEgWwmi5r3qNbrdegNBhz2YnLxFW7buxebzUY4HObdd99Gr9fnfYDT\n", "WK1Wstkcer2MnA5h0EOxvYRUMoVkNFLqKcMf8FEsrBBBqyinsWKqv5OmuhiCIJIRVi8/CygU4cOR\n", "SWE1NZHNZqmsrKKzo4sTJ4+zsuJFFETWrt1AQ2MTP37yH9HnwpglAb2lhO7uNVitNiRJG8QEQeCz\n", "n/08paVlzMxM097ewe7de3j66R8zO3sZk8lEb+9F6urqCYWCHD58iLVr1/LFL/766u/oQ8lxhX0V\n", "BHZs3ag1t1pcgIrbVUo8HuP0mdMsLS6g1+kJhjRbxO5GF9WlNl49Oc1CXp8+uRDh/3t7jEdvbUbS\n", "X23WBZCMJmaXw9iNIsXFxVgsto86LRFFsdBcCJqkwuVyk8mkcTqdzM7OUFLizBO7FK2tWzAajfh8\n", "KxgMEpcuDSJJEpFIlFQqxdNP/zi/DJ+lu7ub2dkZfuu3fpeVlWVaWlopKytb5TAhCAJdXT3MzEwy\n", "OjpMW1sHWUWPw1PJ+EyQ2blpHO5KKiurqCivLLzOKBn53Oe+iCQZC2l/Xq8Xp8uJMx8Ac+bMaSrK\n", "K9m2fRtFtmI2b9eetxjMMuudwWbSU2K34CzRwpyOHn2PXC5Dd/c6jhw5jCjq8PlWGBoaJJfL0t29\n", "ltHRYRYXF1hcXOCZZ37M7/zONzGZTPT1XSyQoMHBfr75zT8s7Ov582cLVe9EIsHAQC+KovJv/+3v\n", "84lPPFjwzRZFgbGxMbZu3cHExCQXL57DarWxY8du0uk0VVVVtLd3EI3GOHz4dRKJOPF4XLOvRCNN\n", "2nZEQCAU0oKvBJ0BnZT3agYEg4nS0jLiqST6RIoShxOf38e5s6eJRKJEoxGuuGds3bqNbDbL3Nws\n", "qipjt7s5ffoUiYQWkBMMBqmqqsJqteSr61rleuvWq6RNVVXOnTvLn//5n5DJ5Ehj4noAACAASURB\n", "VPB6FzGbLUiSkampSf7qr/6Cv/zLvy5IIEZGhqipqSEej+P1enG7yykvr+COO1ZXp0GzVV1ZWUGS\n", "JEZGhguTCr/fx9DQYIFsa8dH4e233+IrX/mNwt/MZjPxeBxVVSkp0e65dru2knBFxqPT6QuNttu2\n", "7aC/v4/Ll6eYnZ1GkowIQmVe/3x1Ren06ZOQl+fZbDa83iXm52eZnZ0mk8nw6U9/7obX5NjYCK++\n", "+gpms5nPf/5LBbnNkSOHOXHiOEajkUce+fTHOrAkEgleeukFdDodY2MjPPTQIwXXq6WlJXp7L3DL\n", "LbdiNpvR6XR85jOf49Spk4yNjdLS0vpzBePs23cAm63ohomuV1YfUukUqVSWnKKQyynkZBVZVrTf\n", "ZRVZ1WRxer2ETvchqY2oLQQa0H4A1OvcV2/iJv5X4Sbh/j8Afr+flZVlamvrsFg066xQOEwwkiCW\n", "zIIoIUkm9JKJXbv3cPzEUeKxBCXOEjZv3opBb7hhKl4wGGBlZZnGpuYCaT506DV8vhXa2zrweDyF\n", "MJN777sft7uUqupqwqEQZosVl8vNuXNnMRgM3HbbAURBx9xKjLBYS1BvZHksfs17mohgSF5mTXsj\n", "9m0P0tbazt8/8S0sZjNLS2HSmRR6nQGjUaKsrIL2tmYkNcnC/GVsNo3k2e12Nm/eQjQaZt26jbz0\n", "0vMEgwGsViuqqmC12rDqs7S3dXDb/jvI5rLU1NQyPjbK2Pg4M+EVonnSjSCQFVYvI6qqihqboaoo\n", "jV7IEQpleOml58llczz00KNEohFmZ6YpL6+grLyceCJK3/ljNNe6ueifI51OYzKZKS+voLjYXnAW\n", "AQqSkCuYnp7m8uVJrgyioijS23uR4uJiotEwIyMjzM1py8YnTx5DrzfwhS98+Zrjqqoqzz77FIKc\n", "xKTLUtfUTTaX5SfPPYPFYi1YGUYiEVRUBAQcNiOfva2Fo30LnBrSKmPeQJIfvNZHfPpdWhobuP/+\n", "BwvvYTQVk8hE+MY3fucjz9nrIZ1O09t7kfHxcebmZikpKcHr1bSemYxm4aeqKm+//TaPPfbruN1u\n", "lpe95HJZ4vE4Pt8yNlsxHR01BV3xwYOvMDk5zpe+9BUsFivDw5fYvl1LCcxkMqzfuIWp2Vl0hiJ2\n", "77kdKa+d9vlWKCoqorSsjGAwwOTkOP5AgP37b0cURKqqVgeb9PVdZHnZy6237iMYCGI2m7k01E86\n", "k+Lee+4vPE+nM6AzG8gCC4EM88vTvP/2IbxLMwxd6keWtWj0khIHjY3NSJLE7Ow0d955D729FwFN\n", "4qB5xMcxmUzYbEUFl4yf1fVeqWyDlpCoqppndTh8mb6+XiwWC0VFRZw9ewZFUXjwwYcpLy/DYtFI\n", "8vDwEIqiYLVaicfjXLhwlmg0UvCc1s5HHVdWHRQVUjkVU3E5VoMJUSetclEym82UVlYhCAKtbR3U\n", "1tSytLRIzuAmIWdR9GA06okmc8wv+ujqdBMOhwpNgGVl5XR2drK4uAgopNMZGhqaWViYJxaL8vWv\n", "/3ZBfqUoCj/60Q949dWfMjk5STQaQZZldDo9CwvzNDc3o9Ppef75Z/n0p38NAJfLzfz8HO3t7TQ0\n", "1LBv3924XK7rrkhUVVXjcDjw+/20t3eQzWZ54olvMTDQy8zMLJIkFSQZoihcQyIfffSznDp1krKy\n", "Mlpb2wHYs2cvzzzzFJs2bSGXy+F0Otmz59b8OeljfHyU/v6+ggViNptly5Ztq/avt/cCIyPDuN0e\n", "GhoaCYVChMNBcjkZo9H0kcFOfX19ZLMZMpk0ly4NFhx6Bgb6C5O6vr6LH0u4r6xu6HQ6bfUrpt3n\n", "/X4/f/Znf8Li4gILC/N8+ctXCwUXLmgWkwMD/ezeveeG21ZVlUwmg6zIdHatJRxLEogkNRKdr0jn\n", "cgqyqiIIeibGxxmfnODA/tuxWm3abVQPOuBfzgX9Jm7iF8dNwv1LjrNnT/Pqqy+TSCQwW2zcec+D\n", "WIqc6Awm9HozkumqHOTcubOMjF5Cr5fYtXMXlZXX73S/guUVL0feehMVlfePvkd1VTVdXd2EQyEM\n", "Bgl/wIeQb6rKZjOEQyHKysrIZXMkEklkWebYsfdxuT2kVDOvnZhk1pcmnsoBq2UqggAt1Q7MuQWO\n", "v/0GTc0thYQ4FZW1a9bRP9BHMBREURXsdjvd3Wsw6gVMQhK9XqSi4urnyeVyWK1WDhy4k56eNQSD\n", "Qc6fP00mkytoCqsqK6irLKGiohIVVUtmuzzNxYvnSCSSVNR3ETM0IEofqmqrKiYhSuDyBziLjOiL\n", "r9pkOewlZDJpRJ2Id8mLIAjEEwmWFudxWEWmxi6xuLhINBrGarXicDiQJANf+cpvfGRnfiQSQhBE\n", "3G43k5Pj+ejsDDqdjra2TpLJJAcPvkog4Ke2tg6r1cr4+NiqSVQmk+FHP/oBBw++gsVi5fHH76C0\n", "qonlYLwQkT42NoogQGVFVaGBFTSysGddFXabkcNnZrV9Sgmo9rU4Sq6z33orU9NzNNRp38fo6DCH\n", "Dr3G/fd/kvr6elRV5Sc/eZpQKMQnP/kILpeLcCTM+MQUF/v68QdD2IqKMRgkiouLueOOuzl9+gP8\n", "fj92ux29Xse77x4hlUoTjycQRZFXXnmpYFOXyaQwGk14PKVMT0+xd+9tjI4O89RTP8JW5MAfSdLY\n", "1I6s6jCaLDz6a18lFFodtOR2e4gn4nz7ib8llU6ysuJDFAS6u3pWhZ5cweYtWwmFghglI+Xl5Tzy\n", "8Kfo7b2AzXZjezi9XgK9RDABS6EciawONZuhq6uH8vKKQlNzZWU1DzzwEG1tnTz55D9hNltobW0r\n", "ELhHHvkUR468BcBtt13VEWezWbq7ewpyE49Hs9KLx2NUVVVjs9nIZnO0trYVGlUHBvoQBE2Lm0ql\n", "GBoaxGy20NHRycrKMlarDaPRVKgmp1IpBEFAL5nRGYswWRyo5JsjVbnQ3wDaCobHU8bXv/5b5HI5\n", "GpuaGR0d4dix9wmFQwh6CZPBTLG9CJfTjWC2MzITYP32uxkZGSSSjNHqqiSZUSlxlaITYHp6AkmS\n", "aGhoxGy24HQ6OXPmNFVVVfh8PubmZkml0vnQHaVAuFOpJFNTUzgcdqanp0kkEqiqyqOPfob3338X\n", "QQCns4gXX/wJra3t1y1ImEwmvva13yIajeBwlBCPxxgY6CcYDOF0ulhcnMdkMmEwGGhqambHjqu6\n", "ckXRNMu33XZgFVmuqanlsce+yk9/+iI1NbXceuu+QhP8G2+8hsvl5pZbbs1PeLI8/PCnaGtrL7xe\n", "VVVCoRCZTIaFhTkaGhppb++gvr6RLVu2UFzsuG6S6RV0d/cwM6OtpH3Y7UoLzbmcd8L66HEDtEr9\n", "rl27uXTpEmVlZYWQqXffPUJJiZN0OsXS0uKq1+zbt5/R0RE6OrvwLvs08pz/ka8Q6fy/omhAp9Oj\n", "1xsQhA/RFB3odPDhQrWsKGTSaWT5ZnX6Jn65cZNw/xIjmUzyo6eeYnxyBlUnYbEWYz/bz91333fN\n", "c6OxKO+8ewS9Xk9paSm9fRc/lnAvLS2BICCgDcQz09NEolE2btrM/NwcnZ3dOEochIJBFhYWSCSS\n", "9PSs4cSJ42RzMkXueoxlXawIReQUkeDctdVsV7GJ7kYnViHC6NBZTvZexOdfwWAwMDk1QWNDE3Oz\n", "sywsLlBS4uRzn/tiXgsdY2TwHBadNrivX7+h4AF8JWkQNNszr3eJ6empvLQkgSBYsdls3HHH3dx1\n", "1z0MTyxw/PRZpqYmOXnyGKFgCL1Bz9zsDLIiY3fXgL4IRZUxCXHuufMOhgNGlpeXSaeTOBwlWkNN\n", "JkWppwwBgcbGRvr6LxKNBAgsrODVqSiK1qlfXl7J9PQU2WwWWdbSH69HuCcmxrl48TzpdJrLl6dY\n", "XFwgm82RTIZpbW3D6dR8j8+fP5dP4ouxtLRIV1c3S0uLpNPpQlXq+PGjrKwss2bNWqLRKIIAHc21\n", "6CZn8Lg3IOp0VFZUkMlmb1i9WtesDdRXSLdgchLWlaxazgat4pmQJUYnZ2iqq8Lr9TIwMEBDQyP1\n", "9ZpF5NDQEIoC7x47SUv7GvoHL7Hi8yMVVWBMiKSSCSqbOrXmPqMNT3UHk3M+9N4w7opGvvX33yaX\n", "y+BdWsBklJidm2N5xUcuJxNPZkhnRWbmvFRWVVNe3cTLrx7E6qpDJ5k5c2EIrz/Brt23MDwyTFtb\n", "A6JwbXOYIe+qgCDgcDhRZPm6LhWgecdfkWJdwZq161ZNXG4Ej8dDMBTEZHNhMluQ9XbWb9rJC8/9\n", "mFw2jc+3wu///u/yF3/xn/mzP/vPJJMJiovthWNeUuLk4YcfXbXNyclxnnvuWa2hee0GlpeXCAZD\n", "3HPPfezYcQv9/RdZWlpifHyUY8eOotcbcDjsZDJZMpkMra1tRCJhxsfHiEYjjI2NYrfbSSYTpFJJ\n", "stkcFmsRLkcZrtIqFPQE/H5EUcz3F6joRN0qWYXFaqO9QyN/oEnThi4NUlVdzdLSomZLqsiAgCCK\n", "eacWlSXvEmZLEbbiEsaml/IOJylcTjdbth4g5F8ml8vS2tXFD370FJOTY4iCwoZ167l8eYqZmSky\n", "mUyhaTubzWIwSMhyDrPZwtGj79HX14vRKLF9+w4++9kvcPbsaZ5++mlcrjJOnDjKzp27r+v+pNfr\n", "CxOfKxHpw8OXqKtroLu7hw0bNiKKIhs3bi4kYw4O9nPkyJtEIhGcTid33XVPwRY1k8nw5JPfJ51O\n", "s7LipbOzqzDBu5K+e+Vz6PWGvATnKgRBYPv2nSSTcdJprT+ltbWN++574GPdqwYH+3E4Svi93/uD\n", "ax5/5JFPc+7cWRwOxyqC/1HYu3c/e/fu1zIMslnSmTSJZApEA+VVDeRUidEprWEyKysoipnq5g0s\n", "BHJ556sP1Z91IOpAMsAvahq4du161q5d/wu+6iZu4n8/bhLuXyKoqkowFCIcTRJP58jJAr6YgrFI\n", "I0KKCjOzM9d97bvvvE3Ar1lUJeJxXK4bVzmuoKmxibHREWKJOPYSNyv+COPTXlq7DHSs3Y4KhGIy\n", "isEGUhEfnB8khgNX634SJQlkBaIqq6pcAFaTntYaB90NTpR0CKMkcvjNU8hyDllWSKdSJJNJLlw4\n", "T1/vRdauXYchP1j09KzFajEjCWnuu20rs7PTNDQ04XQ6C8foO995gqqqKqqqaggGg5w6dZItW7bi\n", "cpWwvOynoqKCf//v/2OhGVTNRLk8Nc7ExCShYAhFUfKkQSCXzRELzJNMJlFUBYejhA9OnqCpuQWj\n", "0Uw4FMDr9dLU1Ew0GiMSiRQaGgUlRza2jEEnEIvFsNsdlJWVkUgksFgsyLJCOBzlwoXzJJMJdu++\n", "tbBPFy6c59Ch1xAEGB8f4/z5M+RyOdrbO6mtreORRz5FT89aLfRH1mzWPiwfsFgsq0i8mA/vsVo1\n", "fbvPt4IgCLQ11TE1M08so1vl9nEjrGt2k80pvHNhHoCh6SA1pTbWNbuJxaL09l5EVhSaGhuprKxm\n", "cHyO46fOUlZZx/GTZ6htaEcyW2ns3EIoFCWW0RGOJVle8REMBrjllr28+eYbFNXUYrFa2bdvP7V1\n", "9Tz99I+orGkgFosxPDFDkbuW6ctTZIRiDAYrzW3thCNhFMlFJBrFarRgL2vg3oc+gywa2XfgPubn\n", "Z0kkE7z80xdZ8a2Qy8ksLMwR8C+xc+fVCqYsyySTCSorq/nc574IwMGDr+AP+Mhk0pjNHx8x3dff\n", "S39/H+vXraezs/sjn7tp05YC+aqva6ChoZHZuWlyegfnL54gE4/QP9DP7Ow0bW0dP5dPcX9/H36/\n", "H6vVQjAY4Itf/ErhMVVVaWho4MyZU4yMDGE0Grnvvk+wZs06vvnN32FwsB+r1cqGDZsoKXEQDIYw\n", "GDQZxtzcHEaLHU9JGU5PFYoiI4giBr0Bt8uNxWJlZHSIZEK7XnR6HaqiYjSZaGpsxOVyo+blJ6+8\n", "8hJnz53J211WFNJAE4k4OrEMt9tNZ0c3R94+jMlkpqy8nNGRYdKpFKoKok5PqaesUGAQEHj3vXfQ\n", "mT1kshl6R+bpHZ5G0dtR9Tokg4zDZSEZj2A2mfN2dwYGBwcRRQGPp5RYLEo4HGZubpahoQE6Orrp\n", "6Oj8uT21v/CFx3jxxZ+QTCbZvXvPNRHy6XSagwdfIZPJ4PUu4vOtkE6n+Tf/5vcRRZHlZS/RaKRg\n", "CzkxMV4g3GVlZQQC/sJESxCEVfkFAOfOncFgMPD447/Fpk1bCtKqj8Pzzz/L2NgoIHDffZ+gp2fN\n", "qsf1ej1bt24r3BtzuVyeRGuhQrJytblQkRVkRSWnalppWYZoPI7JZKVnywHiipVMJkNPz1oU0YIg\n", "akT6Jm7iVx03Cfe/MjKZDL5AiHgiQzwjY5DM6HRm9JL25bhdHmZmprU0REWlsqLymm0oikIkGqay\n", "qgrfygqKotDZ2cXc/CwV5ZVEIhGmpiYoKi7GYDBgNltwuTwsBHNI5ZuJeqNYW9ZhzSd4H+4NQ++H\n", "mxwtQBPIsJCvfv4sLEYdQsqLSQ1z24aN1NfVsLi0wJEj2mAqAIuLi2QyaWRFq9ZOTo5TXVVDJBrh\n", "oXwFT1VkbJJMXbWmoS0tLV31PpFImPb2jsIg4/evoNPp8Pl8tLU143aXFwjxFSwtzTE7OcjcnI9s\n", "LgsqiKqIKIkIglYR0+n0SDoRt8tNOHxFL2vT3FI+NKEQBJGJyXF83nlyCR+SXqS8vAKr1crCwjyN\n", "jc0MDQ3i8ZTll7FlnnvuWcbHR3nvvXf40z/9c0RR5OTJY+h0IisrXpaWFgABSTLR2dmN0WikpMRJ\n", "RUUlFRWVZLNZzp07gyiKlJQ4cThK2L//jlUD7Y4du5ibm+XIkTfJZNIMDw8zNTVJKBRiaWkRnV6i\n", "rKYdo/mjGx0BNreX4gun6J/U0hyPnJvDXWzg1NE3iEQjpNMZZmen2bdvPxXllZiLK0jm/BjNAhgd\n", "CHojm7fs5PCbhzh//iyvvvpT2traqaioZMP6TcwvzKPXa9XR94++R9GFCzgcTq35a24Go8lMfX0D\n", "oWBAs1o0m6mtrcdqtXHk7cOoikwylaSzswtjvhnVbDYzPTNNb+8FsrkcRqORpuYmTGYTXZ2rUxhP\n", "nDzGpUuX+Mxnfo3ivINFbW0tNpvmnLG8vMzWrduu6zl+BdFIBFVRiESjH3ksFUXh8OHXNV9rRaGo\n", "qAin04nRZOTMmdPU1LUQTyRQFZlFfxzj7CIuh61gA/dhpFIpXnrpBZLJOMvLXgYG+lBVLfZ8dHSY\n", "lpY2Xn/9IAMDfczNzWIwSFitNhoaGlmzZh3vvHOES5cG8HqXKClxks1m2bt3PwMDfWQUkZQs0b3p\n", "NjLZHAgCNquNdDpFTpYJhQLodHaamppxulycO3uGeCKOKAhYrTY8Hg+KqhKPx1AVNR+c49VcWFZW\n", "cHs81NTUMjs3i9VipcTpYk3PWtas1TyoZ2ZnQFVwe0oRRAE5JxOPRzl95gPtnMwT223btmsa51yW\n", "8fFxStzlGONxjNYUqqJSV1dLPK5NeKuqKunrPY+puEzz8ZZ1xDMwODLF4uIcksWOKFm57cB9TM9p\n", "tosfrh0Urq4rBDj/33s/8SiTE2OMTUyhM5iorKhEp9Oh0wmMjAyx5F1kbHSkYGk4MjLEffc9QFNT\n", "M263B6dT060bDAba2jpQFAWvd4l9+w6QTqeZn59Hkgzs3XsbExNjfPvb3+LAgTtobm7j0KGDGAxS\n", "wc/aaDSiKEohbTOZSpHJO3EoqkoykcK74mVwdJJsBubnZ3nxlUPozSUogJp/nqpqiZGKqmqafUFL\n", "4dXp9Oh+piEeUfvRoUk7ensv0Nt3EYPeQEtrG9FIBIvV+pGplTdxE7+KuEm4/xUQjoQJhhPEU1my\n", "soDRZEXQGTBdx53vEw88xEsvPUc0GqW8vIIDB67tphdFzVpNFERcTjcIAu+//y6qoiIZjcj55qfx\n", "8THMzmpMJY1kdE5y/5OSNzkVwSLG2Lu1h/DKZd58610qKyrIZbX3c7s9NDe3UFxsp7f3Anq9nkhU\n", "S1i0FRVRWVlFW1s7XV1aOmUmncRTbKCi/Po36nA4xCuvvMzo6DBWq5VkMkEkEsZmK1pVlfxwaAtA\n", "LpdlemKIUDiDYND02ioqgihgMEgYjRKCKGKz2RBEkYqyKm30EQR0Oh0Wy4e+GFVl4OJZdEqEgN+H\n", "3W4nm83gctXhcGgWZlu2bCORSOD1LvL/s/eeQXKc+ZnnL7Mys7yvau99N0zDOxoA9BxSnCE5RiON\n", "pNAobm+NNnY1q1udVrqY2IvQh93TKhTSnrRzq5DidJrVcEjO0Axn6EASjgBBoOEa7b2pLtflfVVm\n", "3ocsNoEB3RjpNBd4EBUNoLOysrIq3/y/z/v8n6ezs7tul2bn8uUx/uN//MO6j+5M/QbcQGdnkd27\n", "97K+vg4I7Nq1B4fDwQ9/+PJWqtvNTZcfBVmW+dVf/XVKpTKbmzHS6TS///u/Sz6fZ2hoGJ/PT9dm\n", "jO277kKyOD+VFXtgbxvhRJ5YqoSq6bx8dgklk2VhboZ8IY/FYsVud/CFzz/F8eP3Mzc3g9li4ZVX\n", "XqJWU9m7dz92u53FhXmSqSSyJLEwP8fevfsRRZienqa9vZ1ifRnd5W7j6ae+zF/+5Z8jiCJ2m4Mv\n", "fOGLJFNJ3G4PiqKwc8couXyGSDhCU3MLu3ftoVqromkaP/rhD0jV3RwCgSB3Hbmbzo4uOju68Hhs\n", "t2i4Nzc3icejpJKJrYJbqBfXzzzzbbK5HIFggP6PiUsHw1Gio6OTpqbmeviMhVK5RLVq2FTKkoTZ\n", "YuHUyXeYmp6iq7MLk8lELBalqamZK1fH8Hp8yLKCSRSRZAlfsJ1UUSNTyrH23lVi4TXuOnyIttYm\n", "LBYLZ8+eYnl5EUEQWFhY5ODBwywtLTA3N0c8HjfsDi9doquri1wuSyQSweFw0lB3I1paWmTnzl1U\n", "q1UkyUy+rKPJFr769d8lEAjw9jtvG9ePIJLNZZidmaZUtwRsbm7h859/mo1QyIiL9wVYXV1mbX2N\n", "bDbD8soSimKmUqlwffwaXZ3d2O12rFYr2WyWWCyGKAhYLRZ6+/r54tNf3vJ0vufeo6yurCDJMuga\n", "Z86eYXJiHKvNjs/rZ3pmmqamZiN0SDTR19fP2uoqG+EQsixjsVhpaGxi+/ZRjh49yrlz75LP55Ak\n", "GbvTQ6WmU61UqKo1NtNldFOexvYhenu6ABM1k/Njx0JN19A07RYXpkgkwhunLxkOHStneOrpL2ES\n", "dTRNRZWDrCdUTM5W0ptxqoKJYlHj28+9AugUCnn6+vrY0TdKsKGBybk1nvvPf4Kuqvj8AZ568ml2\n", "7jXSIyPhDf7bf/sW6XSKK9dn+L3f/0OyRQ1TVUXTYWJuDdEkoWo6oihRLJexWW1b7Lmqqrz4g9fI\n", "5/NkMsaYnMrXyFV0BNnxc2so3NjYQJYVUqkkz3zn29jtDhxOBwF/4Oci9aipNW6MX0cURbZt2/GJ\n", "E+E7uIN/yriTNPmPiFA4xuJanExRRxctiCYzkqx8YvHjdDjZvXsvu3ftYe/e/R+73NzZ1U2lYsS3\n", "zy/MEw6HicairK4sUaoJ6I4uqq4hBEcXVcF6C2sLIJkErIqAqJWwKiJelw27RaZWziPoVcyygFUR\n", "6W720BWUWLj0EqmV92nySmwb7ufK1TFkWaa9rYPRXbu4cWMcTVXp6uzC7XEjiiLT09MU8nkkWcbt\n", "9nD48BH27N2HSTRRKeVoa7DTELw9fELTNN544zVeeeUl3n33DNFoZMtirFAokEgk8Hq9OBw2QGRo\n", "aJjt23eg6zpvvvk658+fZXZ2lmR8A0G2IJpk0A1XBVVTsZitdHf34HK52LlzF1/95a+Ryxuph6Oj\n", "u4lGo6yvr1IqlYiElgivGMv0pVKJXC6Ly+XhwQcfqfsce3E6nRw8eIhk0mDKZVlmfn6OjY0QoijS\n", "2NjE3NwcJpMJp9OJx+PZYrX/zb/5HRKJTV5//dW6a8EsV66MsXfv/s+07O1yOQmHwyQSCTY2QgiC\n", "QKVSobm5xUgVffgB8vkMlZp+O3N1E0yiQGejk+sLCTRdp1LTqWkC8dUJ8rk8aq1GPm+kFTpdRjri\n", "+Pg1EokEK8vLzMxM89CDj+L1+UlsxiiWysh1fXtraxuxWJT5uVmWlpeJxSIMDg5jtpjJZNK4XC6W\n", "FhdAEOju7iGdSlIql+js7GJwcBh/wM++vQfQdI3nn/8ub711gnK5tOWVHItFaW5uxu83Jm4Wi0yp\n", "9OGqhygKmM0Wenp6OHv2DJlMhumZSRKpFFXdjNXpp6t/F5lijdmFJS5eGqNSKdMQ/DDx84NJ7om3\n", "3uC9C+cwW8y89dabjI+Pc+rk2ySSCVRVZXFxnlgsSrVWo1KpIIgik5M3yGazqGoNRVFobmlFFETG\n", "Ll9kfPwawUAj718aYzOVJZktMb8S4vnvf5/pmTni8RhmRaGzs52Ojk7MZitms5mNjRCzs7PMzc0w\n", "NTVJf/8g6+traJrGvfceJ9jQRCyZYSUUp71nG1/5tf+ZPfuOsG//EQKBIBarlUAgQDqdZn5+jmKx\n", "iN/vR9VU2tra+Ff/6t9itzu4eOkC1VqNtrZ2otEw6+trFAqG9Z2imHG5XNSqNfoHBvB5/ZgtFhx2\n", "B+lMGrNiprunh6NHj225doAhFVlfX+Pc+Xex2xzcf/+D6Bi2oAa7rNPc3EyxWOB733uWl158gcmp\n", "G0aarCQZ4057B3t276Gvb4Ch4WEsZguCINJVHxcz6RQm0USxVEKWZHK5DJVqhYGBIXpukm2srq3w\n", "3nvnsNqsFIpFfvSjV7h27QoCBoHw0kvf57nn/p7lleW6IxIMD49gVsyIoojNZuPatSvkcnkKhSKi\n", "KOFye1BVDZfHj6RYyOYLHD32IBarg1dff4PZuXnypTLVGihWB23tveiCTCgSJxzbpKIKuH0N3H30\n", "QZxuP6JsZdfu/QQbWpBkM7Ji4cq1q5w48TrXrl2jr7cfi8VCoZDnytUrJnfABQAAIABJREFUW6TC\n", "k1/4Ij6fn+Hh7beE/OgY9nqVaoXQxjp2ux2T+NnLcR2dublZ1tZWMZlEVE2jUCjg9fro7//4Setn\n", "xZsnXmdleZlINEIymax79cONepryZ7EY/KyoVcv0djXcSZq8g9twJ9r9FwzRzbTBLHxCofNREEWx\n", "7sn68YW5gMDVa2Ncu3aVSGSDVCaLaG/F230EOThKVXQgmm4t1t12hT0DAe7b08b9e9qIL15EqoQx\n", "1yIc2dlF0Frk/sPDDLbYuf/gIPuHmxnq8HL90kkcdgtNTS1YLFbOnDmJopiJx+PsGt3F9evXCK2v\n", "cfbsKW5MjLO4uIDT4cJmt+Pz+enp7iUejxqNlw4HDptMd6sPj9v9ke/tRz96hcuXLyGKIonEJpqm\n", "EYtF0euaa7fbzdraKk6nkwceeJiHH/4cYr2weeutNzGbLTgcDlZXl0kn45jtXgRBwOvzY7PZjcTK\n", "TJpKpUrAH6CltYVtIzvo6ekltBEiGo2gqiq5VJhKLrbFIFmtVqxWG06ng1KpxHvvnQcEvvCFpyiX\n", "y1y69D6ZTBpV1ZidnaZcLhMIBGhubkGSZGKxyFaTXq1WY/fuvWzfvoMXXngeXdfJZrNcuTLG9PQU\n", "6+ur7Nt34FMjpH0+P3v37qO5uZk33ngNXddpaGjA4/Giqhp33XU3jUE/Jr1CMp1Fkj8+5MJqlrBb\n", "ZObWDXmRZnIg1rKU8pv4fUYY0vz8PKHQGu3t7VSrVaamJtncjNejo83cfc895PNF5udn8Xg8HD5y\n", "N709fbxz8m1q9VAirf5zx45RLl++xOLiYr1pzs/i0gK6DsVCAR2dzo4uGoKNmM1mqtUqV69eYWMj\n", "xNDQMA8+8DAvv/QCFy6cZ3Jqkv37DiArMpvxKJJkXD+GW80EhXyeak1nainCakomXvWTphnN1oZu\n", "a2V2PcvkcpLleI3Nsp25qMr7U1Eml5PMhzKsx/NspkvkizVkSSCfTdfTQCVSqQTdXb00NTcxPTXF\n", "ZiJurPoIMDc7QySyQVNTCzW1SiQcZnV1mVK5TCKxydLSEslkgkIhjyCKzMxMc/3aVUIbEcLRTWKp\n", "PFZHgAce/TxtnX0MjeygUKpSqWhIZisrq+vkixXiySwWh5eh7Xvp6N2O1dVAQ1MHI9t2MTq6B78/\n", "gNVq3RpT3j17hldf/SGnT73D4tICq6vLhEIhRnfuorGxEa/Xy4kTr7OxEaK3t5/DR44wOzdLPBal\n", "kC/WJ4xeRNFEIBDg3Ll3mZ6ZRhQEurp7aGhoxGK20BBs5OChw7f59s/OzZJKJVAUha6ubhx2Byur\n", "K1QqJYLBRvbu3c97F86TTCZJpZOUikUam5qNOHlBYOfobo4cuQuh/icQCNLV1UVfbz979uxldXWF\n", "ZDKBosg4HA62b99JV1cnsWiM1dUVLl+5BOisra0RDoeJRMIkk4m6u4tIKpVEVhTeOfmW0ZuRShKL\n", "xzGblS07Une9qbZSrhhyjmIBTdfQdY2m5lauX7/G8vIiTqeT/fsMiczMzBSZTIaNUAhFUVBVIwNB\n", "kiTa2zrI5/K4XIYFaktLK35/gK6ubtweD6sry2RzWVwuN6+9/iMW5udJJRMUigW2jWxHVhRydVKi\n", "r2+A3t4+Ojo6byu2T518hzNnTvHKD15mczPOxsYGAwODn6khGMDv89ctPcHlcqGqGl6Ph6bmZnp6\n", "ej99B5+CscsX0eqN2zW1xtDQMDoGmZJKpj5zk+cnoVrTyOQrxJJ5BnsaqJRrP/M+7+D/X7gT7X4H\n", "W1haXiSZziBYm2gc3o3kaEGUbmfDBb1Gg0NlsN3FxvIU29qO4fMZcozevj5ujF/H6Qrw7rnTW0t3\n", "O3aMkslkmJi8QUc9NEK8iQFRVZVIOIwkS0zPTJPLGU1BiWQCWTEjywoLi/O0tbWTy+UAw8LMarHg\n", "tpsY6W1FkiRKpRKapmGzfSgPqdVqnDz5FmtrqxSLRdbW1hBFYSuAQ1EUHA47zc2t/PZv/zYjI3u2\n", "njszM73Vud/e3sGDDz7Cd77zbYqpCL7m7nrqnoqqqmxuximWioxdvohJknjssV/C5XSxurICuopT\n", "qaEpOtfX13C7PcTjMUDA4bDT2tqG2WxmczPOmTMnmZmZIhaLIssSm5tJrFYzjY3NbN8+uhW53djY\n", "yODgEE1NTUxNTRrJhjYbmqZthdpsbITqEdUmMhmjYfHQocOf6fuwbdsOfvmXv8a1a1cMplJV6e/v\n", "32raDPh9uJwOFlfDVDETjkQQRdNtPQI7enwsbmSYrieE+vqO0dbgwiwbSY7NTS1YrVb8vgBNTc2k\n", "02lORKN4fT48HjdXr17hxJuvkUwmSCYS/O3f/jX33nscq9XCZrxKNpvGarWxurbKf/3zP6VULqLI\n", "Rrz38soSgwND3JgYx253cOjQEYrFAmazhYmJcXp7+/mVr/4ak1MTtDQbjWcNjY3kC3kE0YQsK4xf\n", "v8bk1DgdHT0cOniYcHiD2aUQJVOQ2VlQTUZvAgKfWl5UaxrxdIl4unTT/5qAZuyKhqCbsJJDFCU2\n", "wuvE4mFaWlpQ1SqJRApVVfF6vfgDQVS1xvr6Oi6Xm2w8SzazgtPpoqmpmVgsRqVcxuf3s7gwT6VS\n", "we5wUCoWsTvsVKoVTpx4G0mSeOTRx9i26zCLq1HWIsu0dm+jVCqSSqUJx1KUro4zM7+E2+1mdHQP\n", "9957DK/He9t7W1tbIx6PU6lWKJfK6BheyOfOneXJp77IwsI8mUwGl8vN4sIc4Y0Q165eAUHEZreB\n", "rpNJZ5BMEpfHLlEslRAEEIQhnC4XTzzxBWrVGpIsGcmx6Fy/fg2v10t7WwcHDxyiIRiks85eVipl\n", "gsEGHA6H4QQiiEgmCYvVQk93D7FYDKvV0Pp3dHQyMrKNN994nfXQGh63hx07Runt7QOMrAGH04kg\n", "CpTzZRr7mnDUpUShUIj5+VmqNZWrV69wzz33sLK8hKbrVKsVgymve2x7PB5j3KvrnJuammhv7ySV\n", "TPJ3f/d/c+DAYQ4dOsyBA4fI5XOsra3UEzP9xKJhCoUCdpuNVCpdd1KR2b1nH6GNEL6sD5vdwdjY\n", "+6ytr+L3Bzly5AjHj9//kd/Fd989y+LiAgDDQyPIsmI0sZokpPpKmIDA3Xd/6Hc9MTFOLBajra2D\n", "3l6jEC4UCiyvLAGQSifJ3MgQjYR55OHPferk/mY4HQ40TcVisRpSIV3/TM2/nwVNTc0sLxuuVB9c\n", "5wIC9x1/8FNTMTVNJ1+qkisaj2zhw7/f/ChVPnTb+dHFCH/0zw7hsv18jv8O7uAD3Cm4f8FRrqrM\n", "r6e5Ol9mgxHMrbfr23RdQyjH8VvKdDXZuf+++/nrv/krpqYmSCTi/NbXjXS0ocFhhgaHKRTz/PEf\n", "/ydSqRTNTcYAd+HCeWLxGGurKzjsTvKFDy0AhwaH8Xi9vP/+e6yuLHPo8F0sLs6jKOZbPGGHhkbo\n", "7OyiWCjQ1dFKi99Jc/OHTZH//b//JcVikW98499vFcoLC3Ncv34NSTJcFIyUNmPpVpIkXPVG0NHR\n", "UQ4ePEg2+6F04IN0xw+QTqexWCzotRx9nS3okoyua6RSGQr5fL0xFSKRMDfGx42u/WoOUzXF9Mw4\n", "5XKZZDJFoVCgqakZSZIoFAp0dnZx9uxp1tfXqFarZDJpg6VzOLHZbPT29rF79z7S6dQWo6hpGg88\n", "8BAzM1Ooqko+n+fdd89ssbVXrlzGYrHUJyB2nE7nT9yE9Cu/8jX6+voIhzfwen236cAVRWGwt4P1\n", "jTB/9/or2Oxuvvzlr96yjSAIPHygnfV4nlyxSrmq09R1N4f7zDQ1Nd92U61VqzS3tKBpGt3dPXzr\n", "//oLI85aU9E1ozlrYWGewcEh1tdWqVVrVKUq2UyGXC5HTa1iMVuQZJkGUSSTSdPT00s8vsnJU28h\n", "mWRa29pYX1vj0tgl1tdWjOLe7aWnt5d9+w5w4b3zWz7mgWADgZgfn7+B6ZUkF6czxE0fzYjpuoao\n", "VXA5LHicNqKxKNlcEUmxICp2NP3jtaP5iggEyRGE1g7SQh4LWcyVKhcvXaRSKdPY0Mi+fQcZGh5B\n", "rdVoaW5lIxwisblJPp+jqamZQrFALpclk8mQSG5SUw3pTiaTRhBFPF43HZ1dZDLprbTKVCpJtVpl\n", "cGgEVVWZnLwBpFE1lUw6TTaTIZPOGLKVsYvs2bOXAwcO3ZKuabWaUWtVJEnGZDJRrlQQMApfw6Yz\n", "y8L8HJVqBZvNzuDgMILZBbKZpuZdVFVDB2+x2jBJMrVKiUoxS0mUcTf0kMpWcNrkLdY0lUoxNnaR\n", "fD7Pnt372LVrN719/WxsbGAymTh16h0QRDTNWAXr7x/cOoZUKkVzcwtejxeHw8H+fQf4wSsvceG9\n", "c1SqVawWK9lcFo/Xg8/n5/0LF1BrNVxON6qqkkwmaGhsxGqR0XRtS+4EMH79OqVSEVXT0DWNVDJB\n", "Y2MzVquVQqHAV7/6NU6ceA2TSaKjw3D9mZi4QTKVJJNJk8lmeOrJL9LX2080Gtk6n0tLi6jqBoqi\n", "4HI6t+Rhs7PTeD1ectkM62urVCoVMuk0uVyOdCpJT3fvbWFHAOGN0NY+Qhvr7Nw5SiwaIRhsYM/e\n", "fbdtv7yyxNjlMUwmE6trq3jr50ZRFMyKBU1T0VTDO1yup3QODAzefo2gc+PGOPl8nh07dmKr986I\n", "JhOlUpFMJovf7zdY+X0Hb3v+T4O7776XttYFJEmira7713UdlzfA3NIKb54Zo717AA3ZKKqLFaOQ\n", "LlTrmRA/GfKlGvFU6U7BfQc/d9wpuH8BUSzXmFtPM72aYjmcRf1AkC3cWhCIaoFycp5ifA6tWsTV\n", "2YV30BgEmxqbqFTK2Gz2rdTBD5DN5ijV49zX1g0bQrfHQ2hjHb/fz/59Bzl9+iS5fBa73cFdR+6m\n", "Uq0yNTlhJM01NHDs2HFOnHiT8EYItVajuamZpqYmKqUcHrvMu6dP8OrCPI2NTYyO7mL//oO0tLRS\n", "LBZv0SrPzs5is9lYWlokk8lgNpuRJBO6bvjiyrJCb28f+/cfxGKx3FJw799/kPHxa1v/Xl9fo1Qy\n", "2MmL504QbO1HsbnJ541wGNFknINcNsPM5BUeOrqPrzz5GH/yJ/8HxWIRgIaGIJqmGXpcQQAETp9+\n", "h7W1NSRJIpfLoaoa0WgUl8tNsVhkfX2VL37xSywtLbG2toLNZmf37r289NL3mZyc2GLijJjkWX7n\n", "d34Xj8fD0tISbW3tNDQ0sH37zq3tPisEQeDgwU9nxFubm7j34E5SOfUjf29RJB4+0M7zJw1GbTmS\n", "p6fFQ8dHMFjJVILV1RVEAf7Ln/xnopEItZqKphspeLlclqmpCaamoFgqbyUayrKMzW4nlUyQL+Rx\n", "uz2YzRZK5TKSLKNptbqsSqRWrbF//wHeOfk2uVyOSqXGtatXOXX6HXp7T2Kz2clkM7zy5hm8zf1E\n", "hT7GLmbQ9MxtxysJNSxaktDCZbx2E+1tbVglK4m1TcIzUyQSmyiKmWPHH+DRzz1BKlchk6+QypdZ\n", "XosQSxXJVWVu4ccFE0VcFHGRKmm0jz7B5upVMpl1lpeXCEc2CASCeNwewuEw1VqVvv7BLU/5bCaD\n", "oigE/H6KpRLpdApRFPF4fHR19mK32ZmZmURRLPUVHidqPWhFEKCrq5v19VXMZgsup5NUKo0kGfrl\n", "XDbDysoKhUKRL37xy8iSwWI+/MhjrIfW8WV8zM7OoueM1EqP14/VYuHM6XcoFkuosgebd4QNevEN\n", "77ztfH4AmQ+jry4salxYnABApIosarQ2+CibO6hVNznz/hUuX73C0MAAodAauVyWXL5Aa2sboiAS\n", "i8WIRAz97sDgMIsL84h1fXc0GuHs2dNcuTK2dQ7K5RKFQoHFxUVjspDP4fZ46eruRVvQyWYz3Bi/\n", "TlNTIz3dvVy5MkYotE5DYxOyrFAoFKhUKiiKgs3uwGI1I0kSbpcbr9fHb/zGb/Hcc8/wgUtnLpdD\n", "FIyc8LU1w8Upm81uSc8A2tra0DSVzo5utm3fwfe+9yyyIiPVE1za2zvZvmOUTCbNjfHrqKpqxLZH\n", "Ix9ZcHu9fsKRUN0Du8K1a1dpamrG4/XS2dF12/bZTAbTTc2G2VwWn8+PLMncd9/9zM7NUCyVsFos\n", "qJqGy2WsAMzMzjAxMY7D4eDYsfuYmpzg6rUriIJIIhHn0UceJxaLcubMaWw2ByAwODjMvs/Yc/Lj\n", "0HWdSk0jnSuSypaoqAL5Yo1c0UyuWOXU1OwWK71138PH4vX4T/xaN0MUwGGVsZlFHr2rl67m28/5\n", "HdzBz4o7BfcvCHLFKrNraWZWU6xEs1uD/Y9DooTXXEGqxLkxfhZFsWC3Wgin80QiYTY3N1FVlUOH\n", "juB2u2lrb79Nq2cymWhqbiGxaXgnv/zyizz40MOMjGzDarUiCiJPPPGFWwr1aq1Kd08vsWiMzbih\n", "Wb3//gdYW11FVVUagz4sYone7iYUReHlzTiZTIrp6SmWl41i+qmnvnSbTt1iMdPe3snS0iJ2u4OG\n", "hgYCgSCHDx+hqclgngYGhj6yOScYDPLlL/8KZ86cJJPJcPOuC4U8pUwYrVbCJDupVmpIsgW0Conw\n", "Alp+g+XFWY4cuZsvfekrvPTS97HbHVy69D7AVhS5JEmk0ynS6XTdoktF1zWKxQLxeLzuPa7S2dnN\n", "tm07tl6/Vqvx/vvnkWWZRGITr9dXf++GVnH79p0sLCwQDDZw+PBdDA9v+ym+NZ8dn3v0MWq1GtML\n", "a4iK67bPobfFjduUJK0acoSTV0O0BOy0Buy3btdrMOrFYpGNUAi73U4ul8fua6WpvR+X00k+n2N9\n", "bYlKWUQVLaCrxKJRQ5oSCDA8NILD6cJiVjh48AgOp5NUMsH5986j61U6OjoMhlUQ+e53/565uRmK\n", "pSK+hi5Edx+CuxWrW2YqYYJE5Lb3+kHq6c4eP+GlcebmQ+we6aG/f4Dh4RGeeeZ/oJjN9PYNUJ2a\n", "wGI24/G4uXblIvv2HaDJZyOTzfD+ibeJRCIMDm+njB3F1UpetZLOf9hfoiNi9ffQ5u9BrRap5ULI\n", "JNF0mF+YB4yVHzAmhIFgIw2NjaRSaTo6u7h06X1q1RqarlEulxBEgXBkg64uQxIwMz3NvUePkctm\n", "icVjNDe3sLa6injPUa5dvUpzSwv3dHRy3/H7mZmdYXl5iWKxwOXLl8hlMzzy6GO0t3VgVswcO3of\n", "Y5cvUSyVWV1dxqyYefSRRxmfXsDk30ZDw73Ilp+tENGQKWuwEM4DAbAHwA454GKoCNVWSrUEVS2N\n", "kKxRzMSYmJwiGPARi0UZHtlGIBigWlVRazUymRTLK0tkMhnK5TK6piErhpWkWVFQFAWnw0E2l2V9\n", "bYVqpUI8HjdcNIJ+urt7WA+tU61VaWhoREenWCzWQ1wKDA4Ocfz4g5SKJV5//TUcDjsPPPgwo6O7\n", "GRu7iCiIuNxuyqUiJlFke/0ab2ltYXJqApPJRDKZYG11BR1jMvTqj16mUqnS3t5Ba1sbXV096Ojs\n", "3bsPRVE43/Eu8/PzNDY20tXZvXXuorEI7757Fl3T2H/gIA2NDZhMJoqFAtPTUyAIlIpFpqenSKfT\n", "7Nw5uhU9PzAwxNLyIqlUiqbG5i2HmGwuw7lz76IoCl/58leZm5/B7w9shfhcq9tsfvAa2WxuS05Y\n", "LBrkRTxupLQCBoFTl8H9OHKFIslMHl00k7tN2lHbkn5Uf1b7rB+DzSzhsMo4bDIOq4zTavy8+f9s\n", "ZglBECjmMzx0tJ9Y7JPtPu/gDn4a3Cm4/4lC13XCiSILG2kWQxlCm4WP3dZjF9FyIWxCDpkylVyF\n", "UrlCqVwmFo8T8Adxu7309vYTi0cZv3Gd0Z27tqLVfxwBf4CvfOVXmJ6eYm1thXBkg+9/7zn6BwbZ\n", "t3c/YEgiLl40mgIDgSCju3bxuUcf57vPfof19TWuX7/KyMgw7c0+XHaz0ah30yD8+ONf4OrVMRYW\n", "FlhcnOfEiTeIRDZ46qkvb90kdF1nZmaG1dVl7rnnGJlMGk1Tefrpr/C5zz3+qfZQtVqNeNxIX3Q6\n", "nfzgBy/e8vtyuUypFEYUI8iKFY+nkUIug4kGWlp6WV9fA+DgwcOMj18nlTI65A3tpICuQyAQIJvN\n", "oOs65bJxAxIEkVKpxOZmHLvdTkNDI88++x2+9KWvbLFVkUgYURTrYSOr7Nq1h+7uHoaHR7Db7Tz7\n", "7DOsra0iCAIvv/wiAwNDPxVj9JNAkiSG+zqYmltBV5zMzsygaSqDg8OIosh9uzt4Z7JAMq+iaTrf\n", "OTHDfXta2dUX3GpIHBwcplqtshFJUpEbESxBArsatxp2a4DZBT3N+295bV3TUKtFdLVMzWYmVkxT\n", "zaaZ+d7r9HR3c2D/fkYPPkxV1SiIEucnwhRLNgTfDlp3bcPuaUYy26kB2RofKciu5GI0uk0c2z9A\n", "Z2ujERnecpg9e/awtLzI1NQkLc0tuN0ectksZrOZJ37pC0SiES5fHsNmNWRM0WiU3Xv20tHRSSQS\n", "JrS+TFtrOz4pxlPHj1KsicytpbkyEyZd/LB4MMlW8PZSBbJmga4dJrzmAmtLM9RUlUDAj4BhaXnP\n", "PUdZWV4ml8uh6cY+Mtk0FosVXddA19HRjcZHhFvs12TZSCj8wpNPMzQ0TDDYgGSS8Pr8JJNJLl26\n", "SCGfY+zyJVbX1vgP/+F/w2K2MDy8jc6uLlZWVlhYWmY1XuPKhgVdbgS7wVrfDLVapJTewKSXELQK\n", "fr8fWTIRCW+g6gImsx2nO4ggWahoEioSgvAJ16zJCiYrFksAC4a0XvEYyYMltYzLUyIjSfg7rYz0\n", "dyHUClw4/xa5XBbJJJOtpDGbLYiiiVKpxNDQCALG5PVb3/qvrK+vo+kaZovZ8MjOF5BlmabGJgKB\n", "ALFYlGQijdmsYLPbEQWBttZ2Rkd38ad/+l/IpFPYbDba2trJFwrYrFZsdgf/6+/9IUtLCzgcTvoH\n", "jIm/z+entbWVUGidWCyKaDLR2NjE+xfPUy6XqdZqxDfjhtxszx5yudyWp/zhw3dx+PBdt52eGzfG\n", "t1baJiZu8FDdIrZcKROLxSgWCzQ0NvP+xQuYRJFMNk1rSxtWq4Wurh4ef+zzqKp6yziyvLREPp8j\n", "namRyaYZ3XmrjZ/VaqWayRihYG43nR2dbCbilEslRnfuQtd1mls6uDw+RamqoQsKRVMD71xev6Wg\n", "zv4DFNKKLOK0Kjis9YLaqtxWVNstEibTHRvBO/ingTsF9z8hlCo1lsJZFkIZFkIZCp/QKd3itzHQ\n", "7mGg3YPboXD+XI619Qx2uwevx8f3X3jWsG9TVRKJTXbt2m0MtPWEg0KxwKmTb6MoFo4ePXZbMdfY\n", "0EgwEOT9ixfY2DC00+fPnyXg99Pa1s63vvV/Eo1G6O7uJRwJI5pEdu4YpSHoJ7KxSnerj4EOPzbr\n", "R5iLA11dXYiisKXJnpqaYHl5mXPnznL8+P0kkwnm5maJRCLs3LmL9vYOOjs76ejo4vz5dzl9+iRH\n", "jx7/yH2D0cj5N3/zV1y+fJFsNossy/T19XP58qWtOGpdN1LVrFYbToedUiFHrVYjk8ni8XgYGBgG\n", "jEL061//n7h48YLB1jc28Rd/8We43R6mp6dwudxYLBYqlTKaZvjxSpKMphkNU4ODQ5w69TYzMzP8\n", "5m9+nd7efp577ruUyyUGB4epVKoIgsDRo8c5dOhI/fhrWyyzqqpo9eXyf2iIoshQXwd/8ud/STSR\n", "x2K1ENoIcf99D9Lf30ewucxf/WAcTRdRNXjj4jqnx+bxuWyUSiUKxQI1wUqNZpTG5s/8uoIoIpnt\n", "gJ0ygNWOydqCCVgvwfdPL33k82RvDx/tbQO1UgatEKOSW6en1YvZIVIplnnv7CrXbHY8Hs+WV3Ch\n", "YKwArYfWefihR5mbm8UfCHD27Om6LGiNzs5uQhvrvPzyC7z55msMDA5jMklsxuN4PD7yhTynTr3N\n", "I488xoWVE1TWZrGbXYiOdkqij6r24Y0/V9aZ2qgBCk2+fXT4Zdp8JnKZFB0dHfh8fgYHh3nvwnky\n", "mTTViqFNVtUauVweXU+xf/9B9u7df9v7HugfZKB/kMXFBaKRCI0NRqOuWTFz4MBBwy0jl0Ot1diM\n", "G57tlgYLoXCY85enSJQsJIpBEEUj5OQmqNUildQiibVxcol1FFnhwMFDRCJhKokE3sYmKkqBlpYW\n", "BgaH2Daynbm5GS68/x6rKytspvM0d/RhdwfxBtqJp4sUqgI1FD6xbdVkRjeZydQgswmLm/XEXWkn\n", "mrmAo7sHuZDCqoBElbaeHjJFFZsmUKlWMVus2Oz2esFab7oWYGRkO5FIhIuXLpBOp2hv78Rmd1Cr\n", "VnG73Tz19JeIRiJk0ikKxSLxeIyLl95HVVXS6RTVSoWenl727PlQN51IbPL6G69SLhuTkD2797K0\n", "vMRGaB1BEAgEGygVC/T39XPw4GGeeebvWV5e5Kmnvsz2bR+fWup0ugiFjATYm2UmZsXMffc9wNjl\n", "SyQTCWNChsj01CTRaARd10lnMozu3HXbGNI/MMhGOGyshLr8JDIlKjWNSlWlUtNoGzjItfHrZPMl\n", "3ry4ij9Yo2gfoWCq8dr1EoWLV9E0Heje+vg2ZzPA7fKtzwpR0BH0CoJWQS3nGd0+jMdpxf5j7LQi\n", "/8OPh3dwBz9P3Cm4/z+EruvEUkWjwN4wrMY+TioiCNAWdBhFdpsb5481dNzMiFy9dgWXy02hUMBl\n", "dmNWFCrVCoIAXp+fbdt3MDlxg2QySbVWJR6P09jYeNtriqLIwQOH0HSN5559hrK5wpmzpzl+7H4i\n", "4bCRcJlJ4/N6iazNYxkd5GtPP4bdbuPUqXd468Qb3H//g1vOGDcjnU7xzDP/Yyuu3O8PIMsy+/Yd\n", "4NVXf8jY2EVMJhOFQp62tnZ+4ze+jiiKvPHGa1sR1Pfee+xjrRJXVpY5f/5dYrEogiCQyaSwWAxb\n", "wlQqicvlrofnGIxRU1MzXq+XYDCIrmscOXI3m5sxfvCDFxkaGqa98TepAAAgAElEQVSvb+CWc3z8\n", "+APcuHGdSqWMruu0tLRgtzuIRqOIokCpVMJut2/pch0OJ62trfh8AVZXV8lm0yiKYaV2771HqVSq\n", "7N69d4u1P3r0OC+88DyFQoG77773J3IM+FmRz+c4+84PKetWRvceIRqNbv3OaZXwq3MkhA5UwViJ\n", "KGkWQikNUED46EYjrZKjmo8RDARAEEmms4iSGcFkRhckBNPP3qBkQiWfWCG8PE4puUZDwE0qmUA0\n", "CbR697CwtoooigwPbyMajVCpVAiF1mlrb0fTdBYXFlhfW+P3fu8PGBkxJDwWi4V0OkVbWzsHDx4i\n", "Et7A6/FikmQKhTw9vT20t3dy+PBdnD59kqbGJvL5HOHwRt3HfRszM5Mc393K2UuTbBYVBFszuvBh\n", "sRBOlAgnSrynqVSyITpmN/jqkw/z9tsnaG/voJDPUSwV8Xh8XL1ymWAwiNPlIhAIsrS8iMVsZmFx\n", "gd6eXlpa2ihXyjz//Hc5e+Y0sqIwODjIP//nv42AgN8XoLm5mfX1VSrlMm1d3SxvapyenGcxlEL/\n", "YPpy02WlayrF5ArV1CI+u4bLbGElsY6p7kUeiYTRNX3ru+v1eXniiSe3ijuX202tVjNkWEKVgMNE\n", "MR8inl6iWCrjdDiJRiNs33WIuaV18mUdi8OPr6ENTbSQyVduyw24GaJsQ5RtSA5jDNOA8SiMvzJp\n", "vBUBnAOfx9ZdQqsVsVlkBHQ8Hhcnr0VZyzmQAjuw2wvoTg8WF1gUBVWt8ud/830cDge+jj3UIiEU\n", "D0SzIrlcnlyuSq1a4bsvvsHTT3uw2ayIgsDM9AKhaJpKpUJZFXnssccJRTbx+BsJBgM0NTTw4AMP\n", "bQWBZbMZHA4HV65cYnBgEJNkolqtbjHeYDQr7t61B7vNhqppjAxvo1gsGGFBmDhz/gIrayE0RMz2\n", "FmxOD1lhk4xuQhNMvD9fYjY5T6WqUampVG8qqqs1oxn7vfWJjznDfjBBrgCR5dRnvBpvh4COLKp4\n", "XDa8TtuHsg6rjM1iwmFTcFplZJPApUvvMzZ2DR2d/uAA3d2335/u4A5+0XCn4P5HRqWqGiz2hsFi\n", "54rVj93WapboaXbS0+Kmq8mJ1fzZPi6Hw0F7WweVcrl+o6vgdnux2x3sGt2DZJLo7esntGF4v36a\n", "+4UoiIyO7uK9C+dRZIVnvvv3hNZXUUSNoZ4mzHqancN76Go3GM2LFy/wF3/xZ8iyGVWt8fnPP3Xb\n", "PmdnZ9A0batpTtN0Jicnee+9c4yNXdxyKflAsjE7O83g4DC7d+8lEgnT1tb+yYFBThfZbHZrG5fL\n", "Q1dXD5HIBhaLlWAwSKFQQFGUrcajXC6PIAi43R5OnTppRF5XKjgcTv7gD77JtpvYp8cff4JgMEgy\n", "uUk6nWZkZDuTkzcQRbDbHRQKeXK5HE6ni1KpyNGj9/HLv/yrAMiyRK2mUi5njXRLQcBqtdzi+NHc\n", "3MK/+Bf/+jN93j9viKIJt9tDNBajWilsWRmCoe/3ORXyqxdZzzvwtu/6yH0IaDS4FYRynPjaJPGN\n", "RXQgV/DTPzDI3l2tzM3OcP36VUIbIVpa2tBFheFto4xPzlDTFZBsKFYnZouVkZEdKIpMtVJErVVp\n", "DPqxmmWWF2eZunGZcj5BrZQhFFpDlmU6OztobGxh27ZtmBWJ0EaESqVMb28/99//IFeuXCYWixpW\n", "cxYrkXAYt9ttyIzKRjJoMpkkGg3T1dnNPb92FMkksbS8yPj4dUSTWA89crJtZDsCAg/c/xA6Ot97\n", "/lmikQiCKNLS3Mzo6CgWs4W+/gHGLl3C6rAi2Vs4f22JWE7ng+pWEE2Y3e1EavBnz19HUp1Ynb20\n", "9pgoZSKE1teIRMKEIxtYrVbyuRxt7R2sra7S1d1NPBbngQddvPzyS/zwlR9QKhfRNZ1I2EgC/K3f\n", "+meIJome4QMsJc0o7jbMdh/vXAl/8Mnf8hnKFFEzy0SXLjPQ10ugrZvh4WHOnz+H0+lEMkmYJAld\n", "02jv6EKWZCLRMKM7RwlthGhra+PGjXGuXr3M5OQEuq4zPDyCjs7mZgzJZGIzkWBpcQGrzcb5M69T\n", "LJawWa34lFY6bAoPPfgoL730Aul8mRoKVU2id2iUdL5GIlsilS1/YjEO9dBYyYIkWQAPH6wbxvIQ\n", "W0gAbiSPG4cHPhiNqx+cDrnO1VrB1dWztU93A7esrLx0bv2mf0kQOIwIpIBvn1gB+x6wQwyIJeH6\n", "s9cRRQGTADXvEQQBIuj8zaszFAsFVLWKzWrF6bADGsnEJppWw2Z3YrbYOTl1hWK5hiaY6gdqA+pN\n", "1aX6gw+vW0qQCP30rPMnQZZE7BYJ6wda6Y95WBTTx47ZL7zwPdxu95YN4oEDhxgeGWFlZWXLKvIO\n", "7uAXHXeCb/6RsLGZ5y+/d4W3rkSYWkkRSRapfISmrclnY2evn2O7Wji+u5XBDi9BjxVZ+uw6NK/X\n", "S76QJ7S+TqlUwCTJtLW2UalWicWiDA4OGRKL3n4sZgurq4u4nTZMVEGroKllatUymlpBrZVRa2W8\n", "HhcDvd24HWbe/NHzKEKZxqCXA/v3sX3bDo4du39rML1w4RzPPfddYrEwfX0DHDhw6LZjzOVy3Lhx\n", "nUwmw9jYRVZWVhAEIymxVrtVSmMymZBlmf7+QWw2Gzt37tpKG6tUKtRqNXRd5/Tpt5FlK3a7HZvN\n", "xuzsLBsba4iiid7evnrEcYZcLkutVkMUxS3fa01TmZ2dJpPJ4PF4mJ6eAIR6UmOZVCrJsWP3bR2T\n", "IAi0t3dw991HyefzlEpFmpqasduN5MhAIEClUsHnC/BLv/QkTz/95S0GMBqN8PLLLzIzM0kul8Pn\n", "83HPPUfp7Oz6zJ/xPyQUReGhhx6lu7sbn9tJoawxMTlBNBqhpbWVzs4uJieuszh1HrEcRSvEqGbX\n", "cElFzFoSLbPAnh4bem4NvZxCEjTcbjd2uwOL1YrJZCKXzbK4uMj0zKQRCoPOtpFhVhZnWJmfIBFZ\n", "IBtdwG0u0+o10dVg4cb7b7A6ewm3XMIulTh2aBeZzVWmxi8i6DUjPlwUsdmsDA4Mo2ma8ZpmBUEQ\n", "cTictLW1Ew6HiW/GjJRGi5nGxkZcLjearjGybRuNDY1YrFYURaFWNYI2BFHk8uUxurt7aG/rwOPx\n", "Ui5XmJ6eZmV1hfXQKn19/ZhMJiYmJjBbLFgtZqw2Gx0dHUZAiyjS2tpGY7CBoMfKyvQ5pPIGicgq\n", "NRWkmxoSdR1UwUwZO7qtFdHdi+xsRrEZqYXFfAarxUwum6sHwZTo7e0jl8sxNzdNaCNEtVJFR8Ad\n", "aEWwNREpOjkxFmI1oWN2NiIpt688CbU8zW6d47uaCCoZqoU4kknEYjbz5FNfpKmxmR07dqJrOsVS\n", "AZMoMjq6m507dvLee++ytLRILB4jk8lQyBeYnJwgmUyQzWYp5PNYLDb27z9AIV/AZrcTj0cNa82O\n", "TvKFApJJQhRFZEli9+69FAp5Tp56h1wmgc9lRdKLPHr8IDt6guwZCHJopInhLg/tQSvtjS4CLgsO\n", "m4xZEjGZBDRdv8nN4p8WdB1jsiCI6IjomChVVFRdRBNkyjXIFqpkCzWqukwNM8WqYDQWqkJ9leSz\n", "hdN8GmSTiNVswm6RcNkUvE4zAbeVBp8Vrw1kPUeTW+TA9g5GewPsGwxyeKSRJmsGlxDjvv0DHNze\n", "xnCnl94WN+0NDhq9NrxOM3aLjCyJn0iQpNIpfD4fDcEPbWLNipmGYMMnPu/njTtJk3fwcbgTfPML\n", "hD/77kUi2dsHDotioqvJSW+Lm65mJ3bLzy4dEBCwWm20tbfT0dnJxI1xwpEwjY2NbIRDzMzO0N7S\n", "RGRjidMn38SqmJBrSZ544smP3J+u61y4cB6TSeKRB44xfWOMK1cuMTAwxOOPfx5ZllleXqKzswtB\n", "ENi5czcjI9sQBIFoNMzLL7/I448/scVmm0wm+vsH2LZtBydOvE4ikSCdTtHa2sLExA28Xi/OejDF\n", "B69vs9k/8tj+9m//mkqlyoEDhzh37hyhUGyLUf/GN/4XXnzx+8TjMYLBBsLhEGfOnEJRZHTdaAjK\n", "ZjM0N7ewurqMqmrUalUaG5uYmZnB51NuOYaPgtVq5Wtf+w0qFcP3WRRFXn31h8zPz3H48F3cffcx\n", "RkdHb3nOjRvjDAwM0tDQQCKR4Nd//Te3XAMAstkM1WoNn+/nF1n8k8Jms3H06HG+/e3/h3fe+CGa\n", "ZEeSZDYTm3R2dFEsljCZZBKRFbo6RYKBIB2dXubnZzHVSoxfv0q5XMJudxCPx2hra+fQnv28e+4M\n", "uq5htdqQFRmr1UoulyeVTNV9lCtUqlXjeyKaWF9fI5vNEI1GSCUT6DqsrkqM3xgnFovy1JNfYmLi\n", "BhM3ruP1eGjv6KSrqwufz3CguHb1Ki6XjSN3HeXSJUPPPzc7Q6VSQVWNc+x0OLnvvgdYXJjntdde\n", "5dy7Z3nyyS8yMDC4NVkcu3yJ+flZZFlmz+69DAwMEggGWV1ZRlFkSqUiyUQSWZE4fPguCsU8165e\n", "YWpygoH+Qbze28Nm+voGuDw2hrkaIR6+QU6y4W3dhtnbRQ3LLdsKooTd14Hd10Hr8DEA1FqZWjmP\n", "vZSlWClwdjKJ1yugubbRd6gHQbajWD0I9YnecvT2xmtNraLmo7jMZVxKBUWqUUupvPDd1wk2NBKL\n", "Rmhrb8dmc2Cp29yZTCYe/dxj3HPvUcxmMydPvs1LL78IgoBoMmGqPyKRMJqmUq1WEAWBUtnQQO/Y\n", "PsrS0iJXrlxGFEScThfxeAxZkunq6kLTdbZv20ljYzNvvPkj3G43c3NzRCMRduzYdUuztCgK+F1W\n", "/K6P7hXRdI3nn3uWck3H6QkwuvuAUdSqOrLZxKlTZ1lZXUXVdBSzGbPZyr69B0hl0giCyMZGGIfL\n", "RTDQgGiS0DTQdB1N09lMJIjFY0iSQktrG7oO2VyOUslg3avVGpKsoOlgtliNSZSmo6rap7LyPwlE\n", "AcyySLmYA72Gz+00XKEUCYtiqj8kFNmEIoso0gc/RSRJQBIEZPnDUkBH5+L7F6hUKhw+fNfHNqfr\n", "6Fy9OrZlj3rsE3pqPgkzM9N4PR4GB4d/quffwR38ouBOwf2PBKGWh/pNVKjlEEoxhjoDfO6BexDF\n", "n98MfnVthQvvnWd+fg5d1+jo6KKpuZliocj8/AwOi8J7p35AfniIYDCI22HcqG7W6f441tZWeeON\n", "19A0jd7eXv7lv/zX/NEffZPLly/x7/7dv6VUKjIwMEhLSyuCIPDggw/xjW/8exYWZpmeNmQDjzzy\n", "OVZXl/nTP/1j/P4GvvnN/53Pf/5J9uzZyze/+QfMz89y5cplmptbaG1tu6Xg/n/Ze+/wuMo77/tz\n", "pvcZlVHvXbYky5bcG7g3wAEbAqEHUkiWkA3Z3ee9rs315Ho3+777bJLN7ibZzWZTCCUQerWJMQZs\n", "Wa6ybBVbxeplRtM1vZ15/zhiQNiUEELIvv7+5XLOmdPmnt/9u79FpVJdtksOsHhxC/F4nObmxSiV\n", "IiUl1en/02g03HSTFOQSj8f58pfvTnfEs7OzWbBgITab5BaiUqnx+wN4vV7a24+g06kJBAJoNBq0\n", "Wh0333zrB973d9NBtm/f+YHblpSU0NnZgdlsobi4lKKi4vT/iaLIf/3XfxCJhPn61x9Ix0V/Gujt\n", "7WZgoB+NRsvVV2+ULMqOHWHWPU0grkClMdHWdhgxmUSuUCCKItFIBLlCQX5BIbFYjInxcaKxCKFQ\n", "hLy8PBRyBYlEnM4zHVy4cJ662noUcjlr163H5XZQWloh2fqFQ0SiUWSCgFKhJBaLkhSTxGMxQsEQ\n", "JSUleNxS9Pfbnz0yMszxE8eorpJWauQKBbFYjA0bNmE0SO9PUWExFosOm81Nf/8FQiHJ33lkZIgU\n", "oNHqKC0tw+P10N1zjlg0QlStoqDgPYmbjU2o1SpqaqTQnHA4zMT4OEuWtBBPxLGYM9BoNbz44nMo\n", "FEpuuvFmtFotsz4fJpOJEyeOEwpLYSFZmVIY1MIFDSxYsJCO06cZHx8jlUqh1qhpWVKBzpjJky8d\n", "YMoVQaHPRabU8V7IFWrkCjVq/TsTs7czMDUf8NpkGNUUZWsQoi5mZ0YIJSXPaIVCQW1tE4cOHcQ+\n", "YyeZFMnMykKnNbBq1Zp5x5AJMkxGE7P+Wc6f70Gn0+Hz+aioqKLvQi8T42OsWr2G0pIyRFEkFAqR\n", "nWVlaetSFEoFK1euYWRkmHgszsWLA6jUavLzC6isrMZkNtPTfY4Lfb0EAwEys7IxGQ1EY1GGhwf5\n", "7W8f4dYv3PGhLkVvn+e27duZmJikqqoq7TueIsVjj/2aU28dQaGQ4/f7ycjMpLCwiIEOB6KYwjFj\n", "p7y8Ak1Yi+viBSrKK+YlN776+wtodW4SiRgbGhZy6I3X6D8piS/NZgtZmVlYCwrIseaQm5dPdVUN\n", "ZrOZ/ftfwe3xAFBRVYNCoWR8bJyGxiayrXkkRZGkKBX1UoGewuV2cfzECWRCiorycqqrytFplBi0\n", "WrQaFS+/8iJdA+cIBgNs3nMTixaVfei9cbvd7H/998TjMZYsWUpZaTltRw8TDASZmBwnJSbxeD0s\n", "WLCQivJLI9oFBPJy87DP2CkoKPzQz7scXG4nx08cRUDAbM6YR1+7giv4n4YrBfenhKXFUV49fJLx\n", "yUkS0QB6nY6BQA62hgoKCoo+kc9IkeLYsaMkElKE9PDwEDOOGcwGLddt20Db4YPodVKBPTk5zo4d\n", "O7l4cZBwOJR2x7gcrNYcqXhSKDAaTchkMtxuD/F4jMzMDE6c6MflctDYuIi8vHx6e3vYtes6WluX\n", "cfToEfR6w5zftJuRkVHs9neK+4KCQmpqarHZpggEAqRSKdauXYfFkoHb7SYjI4O1a9fPi3t/N97t\n", "0rBp06b39U9VKBQ4nTPMzvoAcDjEuSAVqetuMpnwej0olUpUKhVXXbURt9vFihWrWLVqLfn5H91x\n", "48OwcGEjGo0Wm22aJUta5y2ZCoKAwWCQltWVn17SWWfnGfbtewm5XE4qlWJ8fJS77/6S1MV2u0mK\n", "IoKgJBCQBKEajRqL2Uxcr2fnzl1EIzEOvLafaCyKXK7EYlETiUSYGB8nGJS8e63WHLQ6HQajCYPB\n", "QFFRCUMXh0iJIqlUas4txkA8nkCn1xGNREgmk5jMJnQ6A41Ni1Cp1OzdexOHD7+JQW/A4XDg8UqF\n", "eDKRwDFj58yZM9RU19B29AgBf4DCojwWLmwmkZCip8cnRhFTKYoKi1m8pJXHn3gUg16HkIxTU1nK\n", "VevWYdErIBUilYILff04XS5qahcgJhMkkGKwHY4ZMjMz2b37Bp559ikOvvZ7DHoDTpeDx594dC49\n", "soBwOMzAYB8ymRyfz0ttbT2hYJDKymrMZjMtLa20XCYdsKnSylT/S7iGZwlFEuQW1xNMqtCY89Ea\n", "rMgUH201LBkLEPbZic5OcfXKRaxftYzxiTHKy5s50yGyb5/E9y4qKmF8fIxgwE88FsPtcRGJRrjj\n", "9rvQ6w2XPfbpUydxOZ04nE62bt1OSXEJdtvUnBOQQFl5OZVVVbicTsbGx0iJIlOTE+Tm5VNaWs7R\n", "o0cIhoIkRRGvx0MsFsXhmEGuUCJXKNFqpPFKqzNIFolykUAgQF9/H/V1H60jajSYqK+TuuidZ8+g\n", "VkspqcPDwySTSZLJJAqlAoPBSCgUQq1SMzI6gkqpZGBwgBxrDtacXCbmbELfRkVFJT6fj8yMPEwm\n", "kxTII0jJBIGAn4yMTEKhEBcvDjLr9zMxMc7uudU3yXI/hUIG05OjRMIBnPZJqitKL3sNSnEWn70f\n", "gNf7TnFUo6WlpZVdO68FwGK2UJCfT3Z2Dk2L5usqorEoPd1daLVa6uoXpLMTznWdxev1YjAYGbp4\n", "EZfLyYzdDnNjYiwawT87y9G2NkmoazDxXmzYsOmS4LQ/BAaDEYPeSIoUZvP7+Q1dwRX8z8CVgvtT\n", "gm16gsMHnkJtzEGr1ZKIx6lfsJDunu5PruAWU8RiMWQyOWqVgoJcC1H/FEuWb2LD+jUM9p1LF7UW\n", "iwWz2cKXv3wfvb3d+P1+RFG8bNdIo9Fwzz1fweNx87Of/QSZTM6SJa0UF5dw/nwPkUgYs9lMTk4u\n", "VVXVLFq0GL/fz7FjRykuLqFu7oexpWUp3/jGN1Gr1Tz00C/IyMhk/fqrWbiwgXg8ztTUBGZzBhs2\n", "bJ7X9f0kIAjCnH+2hHA4TEFBEWfOnMbv96NSqSgsLKaiopKGhkZkMhkmk5ktW7bN67b/oYjH4ygU\n", "ikuDZCqrLpscKQgCX/rSfek/fxoIBoM8/PCvcThmsFqt5ObmMT09jcPhYOPGzbz22qsSlz3spqyi\n", "iqqqanw+H9bsHGpr68jLy+f5F56Z62YnMRhMcyEkSTIzMwiFgyiUCuLxGOPjI5SVXs1Af/9cMqcf\n", "jUaL2WwmHAkjCBCLRQgGA0QjUQAUcgWzsz5s09OEI2H+8z9/jNfrZfPmraxff/UcPSTO/v37MJlN\n", "HD9+lDffOEgimUSn1WE26xkY6GPJ4hYKCgpoP9bOhfM9JBMxpkYv4J7qJ7OyjIKCQjZv3jrP4u3M\n", "mQ66Og5LjhLOEe6556tEY1H6uwZYWF1IXV0DsfAsWrUKtUZHZVUVv/rlz3E6HQRDQTIzs1m+bCUp\n", "McXk1BhutweX04VWp2Pw4iC7dl2bjscOhSWhrdWag4BAa8tS6mrreeTRhxgZGSLqG2FmapJIOIJM\n", "LsOaU0jtwmYicRiftJGccwoxGg2UFBaQYdLiso3R3n6YaCSMRqNlwCIS9M0QjUZoazuM0+kgnogT\n", "i8UZHxvF5/NhtpiZ9fsxy6RUzx/88J8pLSkmL6+Qq67egFqlJplMcq7rLL29XRiMJpLJZDpuvn5B\n", "AzKZgChKAShFhcV0dUljD8DJUyfZfd31bN++k9OnTpCdnUMsFgVBxvLlK/F6vZJAW6Xk6qs3YTKa\n", "GBsb4d9//K/IEdCoNenGAUi0ka6uc4SCQerqF5BhuZS+A3D0aBvBUBBSKRyOGfLz83G7fUQiIUym\n", "bCwWCyqlmtGxkXR0ena2lfFoBLlcwcKG+ZZ91VU1VFdJvtvJZJKsbCuBQACVSo1KpUpPGIPBAFZy\n", "GRwc4PkXnqGysga1Wo1KraK5eTGFhYUMDw/T1HT55M5EMsHhw29iNlsYGrpIJBJGJpNx+vQJtm7Z\n", "jlKpZPWatSxe0pL2ZX83Xn/9AF6PFzElEolGWdy8hP7+Ps6f72V0ZBizxczmzdvSOQIguTbFolEQ\n", "BFKIJJPv76H9cYttkHjan/vcno+9/7vR33+B6elp6uoWXNZ1671IJpMkE3GSYlxi0MsF1PJP1iv8\n", "Cq7g3bhScH8KePHF53nooV+QQkpkTAaSmM0WIpFI2pbuk0AsFsZq0TFjG8OoUTE0NUR1dQ3Hjh2l\n", "v7+Pa6/dzcjIMIIgcNVVkhq8u/scL74oBcI4nU527rzmfY/f3n6UM2dOk5ubz7p165iYGMdms8/F\n", "KUfp67tAR8cpDh06SCIhRXGXlLxTcAuCwMaNW3j55Rew2+2Mjo7Q0XGa8vIK9u69CY/HTU1NPVlZ\n", "WenPTKVSPPLIQ1gsFq65Zvcl5yQ5jMR5881DLF68kOzs95+8qN5lsyUIAmfPdmCxSGvvNTV1FBUV\n", "YTAY05MOk8mUTk4Lh8OoVKq0e8qHQRRFfvzjH9HW9ha33XYXu3Zd96H7XLhwnng8TmPj+0dm/ynw\n", "xBOPMjNjZ3bWh9vtwuVyYTSamJ6e4uWXX0CpVBIMBjEaE8QiswgygQ0bN0lx1kiTF6VCgcGgJxGP\n", "S6LUeIzMrGxKS8swGIw4HA7iiQRul5tnn3uKUChEZkYmMpmMnBwrKpWG8YlRvF4fwWAAMZUCQUCp\n", "UFBeUYleb8Dr9SAIAv19fSSSCQ4deo3ly1am+dF5+fl0d5/D5/OhVChQKpTk5eeTFEXMZgsLFizk\n", "5ZdfwGTQcPvnP0frkmbCoSBi1IdSqSSZFC9ZGrfZphgc7CcSiVJdXY1SqWRkZIgLvecwm80svnEv\n", "ADVlN+F0+zh+8hT9fT2kkCzx/H4fgaDU3ZRyRFNMTo5TVV1LMpFgYmKcmupaKYr+5RdJJGLU1zfQ\n", "2rIUj8fD8MgQe264EY/Xw8HXXiOZSDA5NYlKpSY7y4JFpyAvP581LfU8/fSTuJ0ugvYUtosCWo0G\n", "tUabpucEAn6GLg4yONBHZmYWvlkf1mwrsz5fmqqj0WgJ+P2kxBSOmRnkcjn+gB+lQoFKpaGnu4sl\n", "S1ppazvMxaFBxsfHiESjlJdXsGP7LjIyMvF43fh8PoqKiikslL6PMkEgkYgjk8nSia8ajYbKqmo6\n", "Tp/CZDSxe/cejCYTCqWC3dddj8/nJRqJgNHE2bNnqa2tw+12o9PrKHlXfPm5s2fp7unCNj3Fvv0v\n", "s2RJK5s3bXnfrjwgiVdzstFqDeRYc3G6HMzO+picnCQcDmLNyUGt1mAwGKgor6S8opJVqyRbUDEl\n", "Mjg4gNlsITdHKuzkcjnbtu7gTOdpxKQkwnZ7PHi9HpoXt6BUKrHZpunt7WFqapJ7vviVtNVnMplk\n", "dHQEl9PB9h27UMjn86m7u7q4cKEHvd5IaWkpA/19iKJIhiUDYY6OKCCgfx+dSygYkvj1gpxZn49E\n", "MsFbh9/AP+ujrLwcjUZDS0srkXCESCRCNBqleVEzgUCA0dFR8gsKsHyK1LYPg9PlZHBwgNycHMrn\n", "qC6hcJBjx6XkXq/Xw/btO0km4giIyOUCCpmAQi5DLpehkEt/VioU6LQmNBrNp5JxcAVX8JkpuGtr\n", "a2XAT4EmIArc09fXd/HPe1afDKQOoQxRjCNLpUiKSRxOB1aHg8aGj19cpVIpopEgGiXotUrKcrNp\n", "/NLdtLe3EQqFJCGXx8vw8EXMZjMKhYKbb76N0tJ3li29Xm/aQSEYlDpQLpeLo0cP09q6nOeff5pY\n", "LMZtt93J+PgYopgiGg2zefN2WluXIwhISWoyOdPTU8RiMfc1iAkAACAASURBVFwuJ8FgEKVSeVnh\n", "X339AgYG+snOtlJXV4/FYknHW78XoijicMxc4lzy3HNPY7PZKC0t4/DhNwHw+11cf/0t73u/duy4\n", "ll/84j/n3Cv0+P1+qqqqGRkZRqlU8qUv3cfp0yeZnJxAq9WxbdsOYrEYv/3tw0xNTaFQKNi4cTNL\n", "ly7/0GeTTCbxeDwkk+K8kIoPwqFDB4lEwp9qwS2KIjMzdsrKyunqOiuJE70eamvrefbZp5iYGKe4\n", "uITR0RHsdjtKpZp9Lz9HJBxhzZp1gCQc3bRpK2+99QZZ2dmEw2EqKqvxuN0o5AqKiksIBAIIMhmz\n", "gQCJeAyNRkssHkMml5GZZWVycoJIOIKYElGpVIipFClRJCsrW0pKVChQqlTM2G1kZWejVqnR6410\n", "dnak+f0L6hfQeaYDUimyrTnk5eYhl8tJJKIUFeQRC3o48tozxCIhNv3DPxEKBtBotOzadR1dXZ00\n", "N7ekI63fRk1NHU6ng2QyhV5vRKVSUV1dS11dPfn5BelVIY1GQ1GBBkdJPo7xXpKigFpnxmSoR6PR\n", "YDQY0Wg1eD0eIlGpc58ihXXOlcHtckrUBoUKt9uFPzDLf/zHv811TFXcc+9XuPvue/jxT/4Ft8eD\n", "TJClJzw2m43paSlFUafT4ff7icWiyGUy9HoDWq2WaFRApzPMOYM4SCQSBINBUmKKZDKJwWBEoVBQ\n", "WVnNyMgQgWCARFJGKiXZRCqUCgKBADq9fu58Zxi7eJ5E2INOIaeuNIeSXD0KRRKDIoIv6kKWMKMi\n", "QiIhUltVxluHXkWrM3DzrXfx8isv4vN5UCiUVFRWsWhRMytXrqK9vY2BwX6SySShYIic3Bz27vk8\n", "CqUcpUJJKBiko+M0/lkfi5cspbVlKcFggFRKxOV2IRMEwqEQPT09LFs2/3u6YuVKOjvPoFFrWLKk\n", "FWu2Ga9XEpL29Z3n2eeeJhqJEAlHicfiLFmylJaWFmKxOIuamtOd3CNH3mJsbIyZGRvNixZz1dUb\n", "kQkySkpKKSmRxtann/6dRJcwGMmwZLBs2Qo6Ok7PWYUaOXXqJCtXSjS+yUnJUtDtcTM2Nko8FqOy\n", "qhqFXEF31zna2t7C5XIzM+OgoLCQr339Aex2O9VVNQgI+AOz6PWG9PvwXlRV19DVdRalQklNbS1H\n", "jx5hemoKp8uJ3z/L+vUb5oT2WjZu2Dxv3/KKSl5//TXOn++huKiE5StW/lEd7T8GqVSKWDzKq/te\n", "IhGPcKE7iWrzFooLC9DI4sjiPsS4iFafRXm+Ho1a86nmF1zBFXwYPjMFN7AbUPX19a2qra1dDvxg\n", "7t/+4iFZlelxz4aRy+Ukk0mUCiUymcDiJS1/0LFEUSQWDaJVyTDpVFgL8+YNKrOzPjIyMmhqWoQg\n", "CPzylz9HEARyc/ORyWQMDvanC+4LF85z+vRJpqYmqampo6ysglQqxcmTx+nt7SEUCklexQol4+Nj\n", "WK1WSkvLWL16LUNDgwwNDbFly3YOHjxANBqlsrKKvLx8enq6OXeuk6ysbNasuTQ+vqKiigceePCy\n", "15dKpTh7tpOhoUFMJjMrV67m/vv/+hJ6hdPpwO12smhRM7W1tVRUVLN8+eU9od/Gnj038dZbrxOP\n", "xwmHwxiNJoqLS8jLy2fBgoXzfjDfxvPPP4PD4UiLIg8ceJWamlrMZgsdHaeZmbGxadPWSzrfSqWS\n", "++67H1GUkik/Cnbvvp54/P192f8UkMlkWCyZyGRyGhsX4Xa7qauro6qqhunpKURRJBwOEQwGEcUk\n", "kUiI6dHz2O3z77XVmsOyZStwupyEQiEyMjKoqamT7m9uLjXVtRxpewuPx00sHsfn8xGNxpDJBVwu\n", "F8lEghQSJYoUqDUacnLzuP76PTQ2LuLpp383x/GN4ffPklNRhdvtoqv7bLrgLiur4NrrPkd7exta\n", "lZL6mnLa294kHp0lEViAOsuKbWocjUbL/v0vIwgCGo2GDRs2z/F5RRoaGtPXFAgEGBsb5dprP8fh\n", "w2+mw3BUKhU7d17LP/3T9zh37iwrVqyiv7+PrVu34XQ6KC4uxW6fRi7EWNVSgyoVQBAjTE250OsN\n", "LFnSitlsxmQ00d7eRllpGXX1CyidGMc/66excRHnzp3F7XYTT8SJRKOcOnmC63Zfj1qlIZlMEktE\n", "iSfihMMhVCo1VmsOJpMZtVrFyPAokUiYcCSMmBJpamomHArh8bhJJhJkZWYhyGREI1FCwSBGkwml\n", "SklhYREGvZGCgiLkMjkIUkT57utu4NHHHiISCVJTUYRBGWXTmiX0dryBkAxTUlZNNBLk4Yf+m9ra\n", "OsZGLqJUKhnq72Lj+jXk5hZQlJdBX9ciMjOzSAWn8NkGQJAjSwmsWdFK8+JWIuEAF4cGUCgUnD/f\n", "i0wQWL5CerarVq7lsd/+hkg0glwuZ2RkBLVGS1FhMfX1C9JFaywep7e3G53+Us1HjjU3HYfu8/no\n", "so1hsVhJiTAwOEAoGMDpcpJIJsjJLcTrdUMKFi9eki4yg6Egk5OTuFwOnA4HZ892km3NoalxUZpW\n", "k5GRSX39As6ePYtGo6a+fiEymYyamlrCIanbnEi+8z1vaGgkFAoRjUR46qnfIRMEqqpq2L5jJ/6A\n", "XxqrTCa8Hg8et5vjx9vJzytgfGKUo+2H8c9KuhWtTkdhQSGrV88fcxc1NbNgwULkMslF6ZVXXpJC\n", "cxQKkskka9aue9/xobe3G7fLBYLAwGAfNTW1ZGZmve/2HxeJRJxEIo4oxlHIBKkTPdeVlskEVAoZ\n", "cpkMpVGFOuXDoJVWpKxmFTUV0irKfV++l4sXB2lpWfq+mp8ruII/Jz5LBfdqYD9AX1/f8dra2ktV\n", "RH+huOEGybpMrdIAAkqFipKSEqw5uSQSiXmJYpdDMhknHgujV8ux6DRYSwovuwQ2ONjPM888Ndcp\n", "U7Bnz03cfPMXpK6ORkMikZgn/jt+/CjRaJTs7Gx6es7h83kJhYLpZMPly1dSXl6RjkN+/fXXKCkp\n", "Zd26q/iXf/lnABwOBw6HneLiUq65Zjf5+QUMDPSxdOlyrFYrarWGxx9/lGuu2Y3dbuOZZ55k6dLl\n", "l8SyDw4OkJmZxenTJzl58jgKhYJUKsWFC718+ctfu6SgveOOLxKPx9HpdOkESKvV+L6iSQCDQU9h\n", "YRH9/X1UVFTS3LyERCKBVqtj7dqrLrtPIBCYV+ynUimcTidms4WDB3+fjnpfvPjSidOHBQq9F/n5\n", "BR++0Z8Ae/bcxP79LxMOh2hpaSE/v5BUKkVr6zJ0Oj0HDuxDEEAUU8zMzKD1z+K1DxGPR1Eq33l3\n", "i4tLuPqqjUxMjNPd08VAfx+rVq6hvLSQFa1NFOYY+fnPf8rQ0DguhwNBkCPIZIQDnjkrOSUIchIy\n", "GWqkAKGRkWFCwSDFxSWc6TgNgNvlRiYMk5WVTTyeIJ6Ik4hFGRnu55nfPkSu1cyeG+6kubmFvq7j\n", "jI1NoVZrmJycICMjk1gsypo1axkbG0uHsnR0nEoLat/G8eNHOXHiuBRTXlOHz/dOyl40GuX8+R5G\n", "R0ew2aYIh8NkZ2dz1VUb2LZtJ1NT4+zceS3XXLObWCzGgw9+A990P6ayGrZu3ohKbaC9vQ2fz8fg\n", "4AALFjSw9l0OGE6HE6/PQzgcIZVK0T/QzxuHXqe7+x0utNPpwGabxmy2sHr1Wq6Zoy2lSHFxcICT\n", "p05SkJ/PtG1aEq+GQlRUVHLbrXfyy1/9jIKCAjweNwDT05LQsampGYPBgLG6mkVNzdTVL6DvfCcL\n", "q4tZuriJ0+2v4/G4aWxcxPe//yO++93vEA4HWb16LYODfZLLx0AfIHXG306Z1ev1fOMb3wLg4MHf\n", "o9dpEASBVCpFodXIorpSotEoGeoEx04cZWJ0jCxrLlVlhUSCPmLRICVFJXMWkm4QJI98MSWSmZnF\n", "3htvIis7i5Mnj6NWq6UJXSxKNBKlt7cbrU5HY2MTMkGG2+3m9wf2oVYpiMYSjI+PMTE+RigUJhGP\n", "IyAQCATwuD2cPddJIpGkuXkxPp+PV155AZfbRTgcRqPVkpmVnR6Ljx0/ysBAP/X1C1iypJX6uQna\n", "4bfeZHJqEoNBWm3w+rzzdDt6nZ6rr9rAw4/8mqmpCWSCwNjYKIFggE0btzAyMszU9CSBQIB4PMax\n", "9qOsWLmKnt4u1Co1sViMgcE+MjKyiMfj1NcvwJKRMa/jrXyXwFY/t0qhUimxWnPSdo+Xg1qtQUyJ\n", "yAQ5AjKUqndcXjo7OxgdHcVqtbJkcetlE4UTiQTJZJxkMo5cALlcQCl7F7VDIUMhk6HRqNBqzKhU\n", "qg/VrmzatIXOzg7y8vJpeNcKcUFB4cd2S7mCK/g08FkquE3MhXrNIVlbWyvr6+v7i1cxrFmznu99\n", "75+4+bbbUMp1yGQyzl/oxR8IpFX470UkHEQhS6LXKDFnaMmwWD90IDp2rB0g7TRx7NhRbrrpFvR6\n", "PU6nk8rKKhYseEf4k5ubx8TEBJFIFL3eIAnDZn0YDAbKysp59tmnsNmmqa6uobv7HCMjw9TU1CKX\n", "y9FoNNjtdlwuR7pL/HYYzfbt1zA+Psq6dVfxyCO/we+fpa/vPGazmUQiiSgm0+cQj8fxer389reP\n", "kEjECQaD5MzxIgVB+uHr7DzD0qXL5l2rUqm8ZLkwkUhw4cJ5qqtrLjshiUQinD59ing8RmlpKV/4\n", "wq088shDGAx6DAbDJcc6deokINFD3j6eWq1JD+pLly7HbrdTX7/wA5/L2+jru8CLLz7Pzp27PvI+\n", "nways7O59dY7ALDb7Rw71oZKpWbjxs08/vhjXLzYz8jIaDoASK3WMNDXxdhAJ0XlC1Fp9Ol3s6am\n", "luLiYk6fOMysa4LhC8f5+j2fJxwO8+Rjv0CjgGyLnsnRAZLJBMJc4aRUKiXaiFKJ2mDCnKklEXLg\n", "d+nJMCjZtnUHzz/1ECRmCc/6cETd1JRm01xXQp5Zgdlk4fcv/IaAb4ZoyJum8ezYcQ2nTrVx8uQJ\n", "rNYcMjIy2bRpCxs2bOZHP/o+Fy6cx2Qy09q6jIKCQhKJBCdOHGPfvpcoKiqmoKAIr9dNTk4uN9xw\n", "Y/qeiaKIVqslFovjcDgIBPzk5OSiVCr5znfm5yOoVCpcLid+vw/b5BAR7ySaTCv11WUEAz6qayQ6\n", "VTwep7Ozg5kZO06Xi/y8Amw2KQVycKCPcDiEIJOh1+mkQJekiMlooqCgSEo99Xowm828+OJztLUd\n", "QQAcjhLkchk+nxeDwUA8HsfpcrBl8w5Gx4YZHRlhYLAfmUyOx+1Gq9Hi9/uJR0Lo1SnG+09xofME\n", "MpmM7u4ugkFpAnrkyFuYzRbMZjMDA3089thvuOuue2htXYZGo2Vo6CLl5eX09HSj1+tpbFyUfkdW\n", "r17H6OgoMzM2rNacNDVJrVZzyy1foLe3i3Wrl5OTk0sy7GHfq8/Q3n4UQZCh0xtRyeRkZedTXpRH\n", "ptlAJBxAodRQVlrO9PQ0crkcQZAsAZ96+gnJblGtIRaLsbR1GePjo1L6pCBIyZ22aVIpiQecElMk\n", "RZGYM0p1dQ0ymTw9EZv1z0qhQ+EwoWCI3Lw86urq0isfhYVFdHae4cL58wQDITZs2EgkEmFkdIRk\n", "MsHkxBiZmZlotDqOHWtDEGBsbJREIsGSxa04nS6CAWklSaPRAimMRgO33HwbRUUlvPTS86REkUDQ\n", "n578SqmUSfR6I1qNhqmpSV588XlKSkrTqY3vxbp1V0mx89Eoq99j9/hu2Gw2Tp08wbRtisrKKkqq\n", "q9HrDIiiyOBgH08/9TiRcIgFdXW4Zya4dte1yOVz3em5glqtUqLVGFCr1R/JxvGjYMWKVR/oqvVR\n", "kUwmOXBgPzqdnnXrrvrjT+wKruBD8FkquGeBd5NdP7DYtlo/Gi/2s4J9+54nmUiimSvcUmKKWZ+X\n", "yalhGhsaSSQSJOIhdGo5eq2KPKskZvlDYDJp8fne6TiazTpyc818/vM3XHb7W2+9iZaWJiwWC2Nj\n", "Y9hsNrZu3UosFuOFF57k1KlT1NbWMj09hkIho7q6Eq1WicWi4e/+7kHa2tr41a9+hV6vobGxLv1M\n", "tmx5p1N3yy17GR0dZePGdQQCAb73vf+dvq4zZ87w5JNPsnfvXlpaFvH8889js9koL38nBEb6sfxo\n", "z/vxxx+nq6sLj2c5114r2WWNjo7y2GOPUVxcTDAYJBaLzqVMCgQCbsxmA5FIAJdrkubmd2gSjz76\n", "KH19fSSTSaqrywmHw6jVarZv305JicS73bv3w4WQ74bfn0VeXhb5+Vnvez2ROWeDt7tQnzasViMN\n", "DZJ7yvnz5xkY6CEejwEiWVmZQIr8/Hy0WjWhgIO1yypxurwkxBSpVAqZIPDow49RkqentryVr3zl\n", "K+TmmolGNVRWlrB0aTP5+fn85je/4Xe/+51Er5ortt/+UbaYjSTjQVQKEZUsyv/9nW+hVqtZWFOC\n", "zWbDrpBsBFcuX8y3v/W19LkXFuayZs0qrFYriUQIr9fG5s3rcLmm2L9/P2NjFwmHA9hs41itRnbu\n", "3EosFuLWW2+lvr6eI0eO8JOf/IBDhw4hCAJarQqZTIbBYEClEigufmfF4tSpIzQ1NRAIBAiFQlRV\n", "lVNRUfi+z7W5uQlBSGE0Gnn00V9RUVHBnj172PbgF5m2Odl/4A0Ot58inhSZsc+g0+lQKORYMszM\n", "zs5KgriUSEaGBXl2Fj6vj9zcXJavWE5nZyevvPwCx4+30drSSjA4Sywmid/yElFi0SRmixmPx43b\n", "7eCNQwcoKSnhxr03oNVq+cEPf0BnZydKpYIdW1ajUqTIMElc8O9///vMzs7S1NSEUgmiGGNsbIxQ\n", "KMS5c/kMDw+g1aopKyvm0KFX0WrltLY2sWnTWv7t3/6NgwcP4nK5aG1t5d5770WtVjM1NcW3vnU/\n", "MpnskiIsI6OStWtXEQgEkMlkpFJRRkeHUKuVc2K+BWzbto1Nmzal94nH48z6A1QWaVHLfNjtTurq\n", "FtB//gQXujtIiCIKhZqpqTFqayuora3k4pDUhddoVBQXF83pLRIEAgEMajUIIIoJ1Go5zYsbsFh0\n", "mM01DA/1cabzFHqdHqfTTiIeIcMifVebLQvxehz09fVhseixWHSIKQ3JZJTjx6RVO7vdJgUzZWVx\n", "5Mgh/LN+wpEIgYCPqqpyRDFGIp6gpqaGpqYm8vKykMvlrF61DJttAofDQWZmJj6fj4wMC7k5Vrp7\n", "ulnSsgST0cjQ8BAOp51YLMx1u3fO63KLokgymaSqooSSu29HTCRRKhSkhASkUnNR84LUYR8f5YlH\n", "fs3pjlMIpHBN9RNuaCA2O8add9xOUXY1D/+XHQ0pIrMTyDMVrFnxlxVcc/LkSQYGeolGo1x99ep5\n", "eqO/tPriCv4y8FkquNuAa4Ana2trVwDnPmjjD6IOfNZw9OgRDhx4DTElkhJTaRFSLBZlqL+PyuIC\n", "THoNmTlZ6R8gvz+O3/+H8Xmbm5fT3z9EKBRCr9fT3Lz8svept7ebN988RHFxKTt3XoMgCFRWLqSy\n", "ciGBQIJIJIYoysjLK8RkyqShYQnt7W3k5xdjsznp6RmkpKSUM2e6yczMARSsXbv5sp+VmVlAZmYB\n", "HR09PPzwQ+Tl5XLvvV8FQKEwkJtbhEZjQaMxkZ9fjNc7y/T0DCbT256sKcrL6z7S87ZarUQiCeRy\n", "bXr7s2d7cTg8zM6GUCiURCIRFAoF1dX1lJbWYjSeRalUkpNTMu8zpqZmCIfjiKJIcXEVy5e/E7zz\n", "cd89o9HKrbfe877HEEWRH/3o+0QiEe6//5sfWWz5p8DMzAyvvPIqDocLpVKDXm8gHI5iNJqRy5Vk\n", "ZeUik6mZnY0xPDTGqVMnMJnMbNu2A58viEqlY82aqwmFRJ588nlKS8vYufN6HnvsEU6fPkt5eTU3\n", "3ngLXV1nJU52Ti4Gg4GhoSGMRjOBQACHw0lpaSWBQIKenosYjRn09fVjteZiMBh54YWXUan0fOEL\n", "txOLxdi1aw9jYyN0d3fzyCOPYzSa+Pa3/45YLEZb21EWL17Ct771v2hsXITD4ae6upG/+RuJs+3z\n", "RRkftxMIRNDpDHNuNSpKS8vIzc2joqJq3jMzmbIJhaJoNAZuu+2LGI1mtNqM93039uy5BZMpi4GB\n", "C4TDEaLRJF1dfRQXVxONxOk5exLP9CB2hweZUovFXIFaY0al1mI2WSiec+WIRaNMTU/QvLiFzZu3\n", "MjDQTyolIymm8Lh9jIyOU1JSzuSkjUDAj0qtpaiohFQqSX9fH263i6mpaVxuD/39A+Tn57J6WStm\n", "DdRWVVFdJmkYOjvP8O1vP8DU1CTxeByPZ5aHHnqMr33tXvr6LuD3+xkdHaeiohK9Xk8wKFE3Uik5\n", "r756kDvuuJuhoTFcLg/BYJhXX/09kUiC2VkvhYXFDAyMsHv3/EZAPB7npZeeRy7XsHBhDc3Nzbjd\n", "LmKxBDbbDD6fF4VCzdq1Gy+5z273LGfOnGJxcwtZV0kc47GhfrJNSrq7z6HT6agssnDhTDtbt2xn\n", "85rleH0zdJzx0TUxgFqAb9//ZY4fP0p7eztWq5W7b9lLVmYmWp2WZMhLCjBpBHTyOEHvFMmESNA7\n", "Q9DrIiWmEIFFC+sxatTM+mdxzdhJAWq5DL1Wgd8fxOuewT49ToYlE5lcTjQWw2g0EfQH2LZtB06n\n", "k2AwxOTUNMFQhOHhcTZu3IxMpuG66/ZI9okIPP3U40yOjxEOB9Cq5LjsU+RbG1ALSbw+N1p5nKOH\n", "XmXlipWSKF4Q8HlcJOIJSstKUCr0yGSydDrueyc+vWdPYZu4SIZBTSQSIhKcxedxMqNVQ0qJyWhl\n", "x47d/Pu//5CBgUF6e/u4444vkZWV/bHGm2QySWdnB+XllZ9awm5WVgEajZGMjBxiMVn6nfowauIV\n", "/P8Tn8Qk7LNUcD8LbK6trW2b+/tdf86T+SRx8uQJzGYL4ridaCRAPBwglYxQUpTP0kV1VJR8Mtzd\n", "kpJSvv71B3C7XWRlZaNWX54b3tEheU93dnawefPWS7bTaDTcf/9fI4oiarU6vcw+NTVJZmYmTz/9\n", "JJWVVeTm5tHW9hbRaJTXXvs9W7Zse99ze5sCon4XXzAvL49bbrkNkDq7Wq2WhQsbyc3NJR6PYzKZ\n", "WL167Uf2wd64cSONjUvnUW+WLVuJKKbIzy/gwQfvBwT0egMrVqzCYDBwxx13X/ZYV1+9mUOHDszR\n", "DZZedptPGpKIT0sqlUIu//N9NY8ceYs33zzE0NAgZ86cwWq10tq6nJqaWrxeDyMjQ5SVlbNr13XE\n", "YjGee+4ZgkE/o6OjxONxbrnlVqanp6moqODnP/8ZqZRIe/tRzGYTgUAApVJJKBTCas2muLgYUUxR\n", "UlLKzIydqqpqkskEZrMFk8lIbm4uR468xYoVq6itrcVut1FQUMjExDhOp4O2tsPccstt/PrX/00y\n", "KdLaupRz587Q13eBnTuvRRAEzpw5QyAQIBKJUFFRmbad7O7u4sCB/dTXL2Tbth1s3bqd8vJybr75\n", "Vo4ceROVSs3OndcQDIYYHh6ksLAwTWOqqanjgQe+jUKhmJcyejn091/g0KGD5OTk4nQ6sNvPMz4+\n", "xle/+nUAjEYTmZlZJJNJFi5sBARycqyMjU8wNukhGomQSkbJzM4lGAzRmL2I6z8n2REePPgaExPj\n", "eL0e9Do9RpMJEMjPy2dqOsXo6AiTExJ/OxDwo9fpcNjHmHU7MOrVJOrrSQZs3HXXvVitVsbGRhkd\n", "HZHSJu02wuEQOp2eeDyORiO5PpjNFjweDzMzdoxGI+vX34TX60nTpPx+P8mkSHa2JLK+cOFCmm4W\n", "iUQRBIF4fL7rUCgU4pFHfs3U1BQ6nQ6VSkVGRiYZGZn81V99k3/4h/9NNBrB43FRWlp2yT1+6aXn\n", "sdmmOX36FAqFAoPBwO7de0gmk5JYcU5c2tjQQG6uldxcK0plkjcPvYGcBGqVhqwMM7t27CQnOwuP\n", "x4vDPkHL4qZ5+pEN69dx6LVX8DinaWxs4p47b+fcuU7OnTtLUVEx27fvpKeznYHeHjatX4nVaqWr\n", "soD+bpGL4+fJzy8kEplFI9NQWFBEd/dZ9BYllUUF7L1mA7PrWzhy5DC9vT2k4h7CnhiZuiQOxwwZ\n", "JjP6LCOnTh3HqAiTn6HEHouhMitZv7KZz31uLz/84f+hpEB6v1VyMBm0GAxGzp7t5OWXXwBSLF26\n", "4gPHapCSVWUyGZFImOzsHLRaHYIgp6lpcbo4TyTiZGVlIZcrkMvlHDx4gBtvvPkDj/t+ePHF57hw\n", "4TwqlYoHHnjwE6OffBCMRhP33vuVP/nnXMEVvI3PTMHd19eXAr765z6PPwWkrkQKhZDAZ5ecDrVa\n", "LevXb6S5efEn+lkajeZ9hSNjY6Ps3/8KTqcDj8eDSqXC6XSkvXLfjXfzow8ffpN4PE5GRgYWSwbB\n", "YJDu7rN885t/wyuvvIjT6eTRR39DS0srIyPDFBUVX+LMUVhYxIMP/u37+p1u3rwVlUqFxZLxRxW4\n", "7+W5y+VyVq9eSzAYZHp6Gkghl8vS13fx4gAvvfQCMpmM3btvoLhYorOUlpZy5533fOzz+Ljn/tWv\n", "fl2iZnwKPziXQzKZ5MiRt5DLpWRIKf0thVarxeGY4fjxdmpqaudoR89ht9s4evQwsVgMuVzOwEAf\n", "11+/h0QiwVNPPUF7extyuUBxcSmhUBCj8Z0uQV5eAQqFElGUmGNyuZzq6hp27NjFiRPH6O3txufz\n", "sm/fyzz//DPk5OSyZIkU2hEI+CkrK0tTbxoamnjzzUP853/+GJ/Py8qVq7jzzi8iCAJbtmzBbM5i\n", "wYKGeYFKw8MXicVikg1eIIBer6eyshqZTMbtt78zEfvlL39OJBLB6XRxzTXv0Ig+yAnhjTdep6en\n", "m7q6OmZmZvD5fExMjM+5wTRhNBoxz3kbBwJ+5HIFubn53Hrr7RiNJmKxGP/8z/8vNRWSULBxYTnB\n", "UARTcSm5+cXEwrMkRHC7HAQDUnBTY9Mi5HIF4+OjdHZmrAAAIABJREFUFBUVEwr4EBNRbDY7wYAX\n", "knESKgXB4CzhcJRIUOCwc4bq6lo6Or7CggUL0Wg0ac9zs9mM3+9HoVDQ0tKKUqlk1aq1PPzwr8jI\n", "yCAajSAIUtpgbm4ev/71fzMz46Cqqors7GzuvPOLdHaeJiMjk7GxMZLJJDk5OTgcDtaufYd2Fg6H\n", "+fnP/4P+/j7GxkZpbFxEVdWcOC+VQhAEHnzw73A6HWg02suKi63WHMbGJJ3B277vNpsU3qRQKNi6\n", "dQdVVTXk5OSk9zEYDMzO+uboJEk0Gg0vvPAsPT3dzM76CIcDqNVqNm/emt7nwoVeSkpKKSoqory8\n", "EoVCweuvH0ChUOJwzFBXV8+mTVuoqaklO1vq9l5//V6OH2+nsLCI7OwsJiYieL0eli9fSU5OLuXl\n", "5SxbtgKdTodOp2Pz5i04nQ6czhnq62r5f/7xf9Pf309+fj4/+tFPWNS0mO6uc3M+58UIAoyOjjAz\n", "Y2flylV0dJwmHk/Q1dXJ2bNnqK6uQaVSpce80dHhefculUrR29tNIBCkoaERpVJJXl4+V1+9id/9\n", "7jG8Xi+NjYv4+7//7rzx22rNITc3j9lZHyaT+Y8Sfcfj8bmE23FGRkaoqKj42Me6giv4rOIzU3D/\n", "T0ZNTR2HDh3EYjGj1+vSxUxlZcWnWli1t7fh9XoIh6VuV3l5BU888Rjf/Oa3P1CQKXFiJTePJUta\n", "OXHiGHV19Wi1WlavXsu+fS9RU1PLQw/9kqmpScbHx9mz50b27v38vON8UGiMUqlk06Ytn9i1vhda\n", "rZaiolLGxsYIhyM899xTbNu2g2PH2onO+SI/++zT0tJzZSVXX73pQ444Hy+99ALj42Ps3fv59A/t\n", "x8HbIsI/F5LJJL29PXg8binQRqkklZKeTzweJx6P4XRKKyivv36A8vIK8vLymZiYICMjg7vv/hKD\n", "g/08/fSTJBIJxsdHiESiBINh/vZv/xft7e1zPPo4GzZsYnBwgOHhIURRpKGhid27b8BisfDii8/j\n", "crnx+YbIyMjE65U8m3t7u1m2bAUmkwW328XWrdvT4UevvPISdrsNpVJJQ8Oi9Pu2fft2KisX8OST\n", "TzAw0MeePZ8nMzOTjIwsBEGGWq3lX/7lnyktLcNut6PX67jvvvvT90Sj0eLz+eZNFt6NQ4deY3x8\n", "jLVrr6a8vBxRFDl2rA2v18v58z188Ytfwm630dDQREFBIePjY/MoSs888yT79r3IxMQ4P/vZj8nN\n", "zef22++iqWkRw8MXaWho5I03DuH3+ykqKmL3NTuRyWR4vV708gBKcRaFICfhn8KUlY0mS8ui6kK2\n", "rGnmO9/5vwh5PWg1GlauXc/KlSt5661DvPnmm0SjUSKRMEVFRUxNTWK328nOtmIwGKmqquauu+7F\n", "5XJiNptZtGgxsViMhoYm7rvvfh5++CHC4RCFhcW8/PILfOUrX+fee79KJBJBo9HMceC1rFwpifLe\n", "7bPv8bh56603UCqVrFmzjqGhQUKh0Jwlp0AkEklbPe7f/wpPPvlbvF4fxcXFPPDAty47Zm7btoM1\n", "a9YxPT3NwYOvYjSaCIWCnDt3lpwcK06ng1XvEQiGQiFqa+tJJBI0Ni6a68ILc0U+CILsEpvOtylp\n", "gqAkHo/NCci1c7oQGUajCYtFaky8DYVCQXFxKRqNGrM5gwULGiktLSMUClFUVITdbuf48Xas1lyy\n", "s7Mxmy2sXbuOZ599mieffJxIJIxSqcBmm+LYsaNs3ryVBx54kFQqxaOP/gabbRqQLC43btzCxo1b\n", "eOKJxxgdHQFgYKCPNWvWk0gkEMUkVVXV865p376X6ezsQC6X89Of/hsLFzbwrW/9LaFQEJPJRCoF\n", "LS2tlzRLNmzYiN1uw+12UVxcnHaL+ji45prd/OM/fhetVsMTTzzK3r03UTWX4vmnhNfrweVyXTb1\n", "9wqu4JPGlYL7U8CuXddy/PhRjhyZJZlMkZWVJcUIf4gd4CeNvLx8Bgf7iUZjmEwSTaOnp4tf/vK/\n", "2L17z7yEx7a2w4yOjrB27XoaGpooLS1DpVKjVqvnDaxf+MLtXHPNdXz3u3/PyMjI3HJxjNdeO3BJ\n", "wf3nhEwmY+nSpXR3d6aFcIIgkJWVxdjYKABO5wwGgxGn08FVV238gwrfsbERvF4vU1OTf1TB/efG\n", "1NQUophEEAQSiQSRSITa2lqSyQQajRaj0YxarSSZTJJIJOjt7UEul9PS0kpT0yKsVisHDuyXor/P\n", "nZUCTEJBFAoF5eWVaY91aZn7DHv33szFiwMcP97OgQP76ek5x1/91V+jVCpZvHgJsViUkZER4vEY\n", "breTcDiMQqFgamoCEPB4PLz++mu8/voBbLYp4vE4kUiEzs4z6e4oQFfXWbxeD+fOddLT0813v/s9\n", "Dh16DaVSycDABSyWDC5eHOTQoYPk5+eze/ceenq6WL16LXfddQ8ej2ded/RthMNh2tqOoFKpaGt7\n", "i/LycmQyGbm5+XR0nEYmk7Fo0eJ5tpGpVIqurrN4PG4yMjJRqdREIlEpRVGnx2ab5vz5HrZv38W1\n", "1+7GZpvmpz/9d+RyOS6XM30co9EoiSnFONP2KbIyM/B5XTgcTvovdLNkSStGo2RFl59fSEFBAbt3\n", "76GkpIKOjg5iMYmTL5PJKCws4tprd2M0mpiYGKeubgFHjx7Bas1hwYIGwuEw9913D+Pj4ySTCbRa\n", "PRUVFZSXS979QLrIvhz8fj9jYyPk5xfy0EO/JB6PkUqlGBkZYs+em9I2oJFIEI1Gw6OP/ob77/9r\n", "Dh9+A4fDgUwmw2638dRTv+NrX/vGJasL3d1d/OxnPyEQ8HPLLbdz1VUb+Nd//QGBgB+Px81NN80P\n", "xIpEIvzgBz/g8OE21q5dn6b37Np1LVlZmTgcDmpr6y9x+li4sIETJ9oxGIxs2bIduVzO5z//Bbq6\n", "zlFeXn5ZK1C5XM6XvvRVXC4XZWVlAASDQX74w//DsWNH097vr78uUTJOnz7J448/JoUZiSL5+YXY\n", "7XY0Gg15eXnpYwLccMONnDjRTlFR8bzQJrVaTTweR6lUIpMpWLx4CS0trUSjsUvO8fz5nvTk9N28\n", "7g0bNtHRcRqj0XBZFw+TycyXv3zfvO/Zx4Eoiuzb9xLDw8Nph6mxsdFPpeB+/vlnGBsb55vffPAS\n", "p6oruIJPGlcK7k8BMpmMpqbFdHaeYWRkGL9/ls2bt7Jx45+uo3s5rF9/NZWVVeh0ek6dOsH4+Nhc\n", "gemkp+cc69ZJ3tgjIyP86le/oKzs/2PvvsPjLM9E/3/fKZpR78VWsWR1q9iy1WzJveIGDhBjegkB\n", "QiAh2eye6+TsdbLnXGf3t5tsstlkN9ndLCEBAsRAMAYbF3Bvstwl2eq99xmNpOm/P0YaLCR3y437\n", "85c9Gr3zSHpn3vt9nvu571gcDgePP/7UmDzqnh5X6+/RJUrXxi0nZvMwgYHBeHhoSUsb3zny5Mli\n", "jh07QkHBAjIzZ17z+C9cOM/p0ycpKJjvTv24Gu3tbQwPm1m1ag07d27Hw0PHa6/9NQArV64mJCQM\n", "rVaDw+HkwIG9xMXFX/MF5MEHN9La2nzL27LfbJ6eelJSZtDR0cHw8CBRUdN45pnnaGiop7Gxgdzc\n", "fKZNi6O5uZFz586465R3dHSwZIkrOHE4HBw/XkRVVTlDQ0PYbDa6urr4p3/6+5EgMxCHw8axY0eo\n", "qanmu999jZqampH28gZ+97v/RKNRce7cGfR6TzZteozjx4toaWkiMTGJ3t4e/PwCCAsLw2q14u3t\n", "jZeXN0uWrKS4+AgqlYoVK+5z/w2bm5u5cOECDoeD2NjpZGbOxMvLm5CQUAYGjKxevZ7W1ma0Wi3H\n", "jx/Dz8+fH/7wVQYGjNTX1/Gtb71AeHj4hL8vnU5HZGQUbSOl00Y98cTTFBQU4uXlPW5G9sSJYnbu\n", "3E5oaBjPP/8iGzc+ioeHB2+88Tvq6mrdNxl2u6t8po+PD3Fx0xkYGCAqKsp9PLVaTUhIGGq1Bn//\n", "ABRFcTdpMhj62bLlQ7RaNYGBISQnJ3PiRBGvvPICDz+8iRdeeJkjRw4REuIKvjZseJDk5FTq62tJ\n", "S0unubmZTz/9mNjYOKqrK2lsbODkyRP09PSgKBAWFobRaGDWrNmsWrV2zM/X29vD9u2uxkKrV69F\n", "URR+97v/wGw2Mzg4gIeHHp1Oh6IotLW14eGh44knnnY1rPHywmQyYbPZsFoteHv74nS6Vl5CQkKx\n", "WCy0tDSPm6Xdu3c3dXW1qNVqNm9+Bz8/Pz755GOGhkzExMQyNDQ85vlFRUfw8PAgKSkFi8XiDhpn\n", "zpzFzJkTN9AyGPp555233DdIo3+f0frPZrOZ7ds/xcfHh8LCBWM+Q3x9fceskHh7e/Pggw+zY8dn\n", "tLe3UllZQW1tLTk5+Xz++S6Cg4MxmYwkJaWMlHl1kJaW4a473dTUiMlkIikpmSVf6Q45MDBAXV0d\n", "Fy6cJyQkhLlzC3j77T+SmJg8Ye62l5c3RqOrIm9CQhKPP/40iqKQnZ3Lm2++6w7AR402wRq9Jtzo\n", "ipzB0M/Zs2fw8fGhpaWFGTNmTNjXYDLk5OQRGRl926pCia8XCbhvgcrKcsrKSlCrNXh4aBkeNrN/\n", "/z6ee+4F94zFrTKawzr6wXv48EHa2lrJyflyiXvHjm0Yjf1UVJSPW4Y9dOgAn3++i6lTp/Ktb7k2\n", "nMycmUVNjat9fFhYBKGhoSQkJLJ16xYWLVrivtBUVlZgMBioqqq4roD72LHDtLe3o9Forzrgtlqt\n", "vPHGf2O1WvH19Xd1N1Sp3TcLrgvLlznjWVmzr3lcAOHh4ZcMym6XCxfKGB4eZubMrKu+KIaHR7Bk\n", "yTJKS8/h6+vHAw88iF6vp6Ghns7ODgYGBkhJmUF1dSUZGTOprq7EYrHg7x/oDkAyM2fxr//6zwwO\n", "DuJaooempnpsNgsGgwG1Wk1ERATDw2aiovr5r//6d1pbW7BYLPT399PW1kJkZCQ6nY7u7i7+9V//\n", "hbCwUHcN+YiIKVitFpqbm8nMnEV6egZZWXPQ6XTU19fx/vvvYrdbKCo6Sk5OHlVVVXR2djBnTjar\n", "Vq0BXAFcVtYcMjIysVjMnD17ioSEJH7729fR63X86Effx2azXTKNZJRKpeLpp59zN5sapdFoSEpK\n", "mfB7pkyZgq+vr3uvhYeHBxs3Pkpe3lxefPE51Go1VquF5GRXmbW6ujr0ej1DQ8PjZlxjYmLw9fXB\n", "19eXpKRk6upqaG1tpbW1BZvNikajxW530t7eTktLK4ODQ9TX1/Hwwxux2+2cPHkcHx9fPvhgM83N\n", "jSQnp6JSqcjNzWP27Dl4eXljsVjo6urC09MTm82KWq1maGiYmJi4keZYcWPGtGvXTpqaGgHYvXsn\n", "sbFxWK2u73M4nAwMmNwbtb29vdHr9Xh5eRERMYW5cws5eHA/kZGR+Pn5k5k5E7vdtcHS1bzLPuFK\n", "g4+PL1qtlurqKtraWtm27WMsFjMWi5W2tjYUBYzGkRboKhUhIaE4HA5CQkLcq11XUldX604dUakU\n", "amtrxnSm3bVrB+fOneHs2dNs3bqFb37zEbKzc+nu7qajo80dPI+aMSOdqVMj+du//Z8EBAQQFRXF\n", "gQN73elb0dHTKChYwOCgCaPRSO9Ip9WSknPs2LENcH32rlmzji++2E1FxQX8/PyJiJiC2TxMRkYm\n", "Npurq67JZOLcuTMTBtz337+Bzz77FLPZQnZ2zpjPsa/2Oti/fy8HDuzD4XA1SVq/fsMNB9z+/gHM\n", "np2NwdDP2rXr8fPzv2VpdTNmpI/pTSHEZFL/5Cc/ud1juB4/GRy03O4xXLUTJ4o5deoExcVFDA4O\n", "4XA4MJkGqKysYNWq1ZesJnIrREfHkJqahlarZWhoiLq62pG8RQVwYjAYSUtLH2nE4Cop2NnZCUBe\n", "3lz6+/uorq5k4cIlLF68lJycXFJT03jzzTfo7OzAZBoYWa6vJCtrDiqVwoIFi9zVTxwOx1Xnset0\n", "OkwmE/n58wgICBj3dW9vHV89LxRFoaKiHI1Gg9VqobGxAb1ez6ZNT1yxusTdrKTkLB999KF79WG0\n", "SsTViI6OYc6cHNLTM921g//zP3/j6njX0oLR2D8SdA0RHBxCWFg4fn5+TJkSyfTp8YSHR7Bly4f0\n", "9fWiVrvaRyuKgr9/4MjspXWk6oEreP7GNx7G6XSMPE9FTMw00tMzeemlVzh+vAij0YCfn99IYKQi\n", "OjqKTz/9hH379rBjx3b8/PyYOXMWiqJQVlZKXV0dHR0dHD9exIUL5+np6WTevIXMnVtAT08Per2e\n", "oqIj7Nu3h+HhYQIDAzly5BA6nY758xfg7e3DwoWLWbJkKYWFC6948VcUxX0ODw8Ps2PHds6fLyU0\n", "NGzCjZV+fn7k5c0lKSl5zOP+/gEjNy/+pKSkMn/+QtRqNe+99w4eHh7u9KeBARP+/gF4e3uTnJxC\n", "VNQ0AgICiI6exn33rSEkJITIyGjM5mG6u7sJCgqiu7uLxMRE5s4t4L771o6klDlpaGhAo9Fw9Ohh\n", "WlqaCQ0Nw9fXF6vVSkBAIH19vUyZMoX77lvNyZMnGB52dZ0drSKUlJRCQEDAmBuT8vLzdHd3A64b\n", "uOzsHE6fPoXFYiEoKIi1a9fR29tLS0szGo2W/fv3UFvrumF37W1JIDTUFVTHxU2nsbEBk2kAtVrN\n", "8uUriIsbv6EuJiaWuroaKiou4O8fgNVqRVEUfH19SUtLp729nUOHDlJRcYHMzFlEREwhMjIcjUbP\n", "ypX3XTIVZlRfXy/FxcWcP1/mPg+XLl0+Jg2hoaGekyeLaW9vIzQ0lNLSUg4dOsAf//g6HR0dNDU1\n", "jps91+s96e3tQat11XwPDQ1jxYpVDA4OkZSUzLx5hbS2tlBXV4tWqyU/fx7Hjh2hv78PlUqFxWLG\n", "3z+AnTu3Y7Va6e/vx2IxMzBgQlEgICCQwsL5dHZ2kpk5c8IKL76+fmRlzSEnx9X86VLnu81m4733\n", "3kaj0YykdTWTnJxyw+VLFUUhOTmFzMyZ7vz/22mi64gQ3t66v7vysy5PZrhvgZCQUIzGfneXNkVR\n", "UKvVGI0GTpwoZtGiJbd7iAC8/fYfaG9vJy9vLq+99lf88pc/w2q1MDQ05N4EtGzZSgICgpg+PR6H\n", "w+Gu4FBXV8fatevp6uqkoaGe8PAptLQ0ExkZxZtv/h6r1Up+/jx3Go3FYuHXv/4XAF5++XtXddOR\n", "mpp2zR0aVSoVzz33bcCVq9jW1kxAQNAVL7BXy+Fw8P7779HT082qVWvdOZq3m9FodAeCJpPpho51\n", "4sRx900LwMGDB3n11ddobd3hnrH76krBX/3V/+DHP/4burq6cDodaDRa/Pz8RjbsDuDhoWHRomW8\n", "+OJ3CQsLIzY2jqGhYRITXUvk2dk52O12YmPjSExMxMfHh4cf3uSu5HDs2FFOnCiit7eX4uIi934B\n", "f39XgxdXpQkDQUFBeHgoeHhoOXToAJ9++jFTpkzl+edfoquri5CQUJxOJ6+++hpeXl8uKwcFBRMU\n", "FMzVGhgYwMvLi48++pD6+loURaGlpZmXXnrlit9bVVVBY2Mj2dm5PPXUs7S1tbq7VoJrBnz091ZV\n", "VYFGo6WmpoqXX/4eKpWKwsL5FBbOdx9v9uxsAP70pzc5f76MxsYGuru7qK+vZ/36bxAWFsZ//Me/\n", "0dvbw9mzp/Hy8sJsdjXKaWysJzw8HK3Wg8cee5KhoSE8PT1RFIUf/1jNnj2f09vbw7FjR0fy38up\n", "qakiLS0Dq9XCmjXrWb16Hbt370SlcgWlOp2OF154mcbGBmJjXQ29dDodHR3tnD9fSnd3NxkZmRw/\n", "XsRrr/0V8fGJ9Pb28OmnW7FYLCxevISoqJhxqQ0XCw4OJiJiKnq9J8PDQ0RGRvHCC9/FZrPy+ec7\n", "OXhwPwEBAWg0Gi5cKCMjYyazZ88mOjqR4eFhmpub8fTUExAQOOFrfPTRB3R0dODv709s7HRWrFhJ\n", "YODYetFLliwb6V64A3//ACorK0ZWJoZoa2tBp9NNmO+8fv0D7N69i+rqKuLi4oiJmTZm5jw/fx6h\n", "oWGEhITg4eFBamoqFRUXcDjsJCYmMTBgdI/ZdZPhx4oV99HU1MisWbPx9PQkJWUGLS3N7N+/l8TE\n", "JGprazAYDGRlzXHPaH/88UeUlpawcOGicSubQogbJwH3LTBrVhYOh9Nd/szpBLVaQ2BgECrV7b2b\n", "v5jrQuDaoe/p6clTTz2H2WwZU+5Jo9GQnz+XxsYGdu78zNVcw0OHxWJm164d/Pa3/0Z0dDTLlq1k\n", "4cLFTJkyhT17Ph9X6s7hcLhzJ0d/L1fDYrHwzjtvkZk565rTP1JT05g+PYGenh527tzuTi+4ET09\n", "PZw/X4anpyenT5+4YwLuvLy5GAwGLBYzS5ZcW8WVr6qurqGvr4/h4SF8ff2ZOnUq06bFsnbtes6f\n", "L3PPvI3elJWVlWC32yksXEB1dTXDw0M0NNTT29vj3ty1du06Ojo6+PTTLaxevZ7o6BhSUlKorKxE\n", "p9O567YvXeqqZJKbmzdms9crr7zm3hiZnv5lelJaWgbLl6+is7OTlJQZTJ0aSVxcNDNmpLNv3x5K\n", "S0toanIFt35+/vzmN78mLi6OV175/rjl88sZLaUWFxdPWVkJ27d/SmbmTAyGfndA1d/ff8UNZY2N\n", "DWze/B4qlYrKygq+/e2XxpQuBFi37n6++GI33d3dOByutB2L5cvqGRe/RmtrC3q9ns7ODqKionn4\n", "4Uf4xS9+yr59X6DT6fD19aOlpRmTyYS3tw9m8zD19fWurpYBgWi1Hnh4eLBkyTIURXHP0FdVVdDU\n", "1ITBYCA7O5esrNmUlpYCrpu7gwf3j2x0nUNUVDRr164f8zN4e3uTkvJlJ0KbzZUmYre73vvnz58f\n", "qbrxJgUF86mvr6Wry7VB9JNPPuaVV1677N/D4XDQ19dLXFw8RmM/gYFBFBbOR1EU9uz5HI1GTX+/\n", "AYfDjt3u5N///V/R6dQkJaWzZ8/nHD9+FF9fPxYvXsrTT39r3LkwWjdcp9Mxbdq0ccE2uG7uV668\n", "j7y8fOrq6vjjH1/HYrFit9tRqdTExsZNeC74+vrh6akf2Wy+Ew8P3ZiZcEVRxuSsq1Qqpk6NJDIy\n", "iiVLlmOz2Th58gRNTY14e3uTmzuX6OiYMWl3LS3NvPnmGyiKwltv/YHh4WFMJhN+fr4sXryM7u5u\n", "SkrOMn16PLW1Ne6b3YuPodFoKChYwP79e3E4HGRmzhpX/lUIcWkScN8CXV1dJCenUlNTRWdnF1qt\n", "q1mGn58vc+bk3u7huT366JO0tDQzfXo8wIR1VV3Lin9i+/ZPiI9PJCQkhMzMWeTlzR2Z1XJVKSkp\n", "Ocvp0ydIT8/kmWeep62tZczstF6v57vf/T7ANc02j15YTaaB6/oZXTc7amw2+3V9/1cFBQWRnJxC\n", "d3fXJTdb3Q6jF/8b5aqocZrg4GDMZlfTkpCQcDw99WRkzCQjY2wufllZCR999CEajYaGhgZycnJR\n", "FAWDoZ+GhkbWr7+fRYuWsnXrX2hoqMfLy5svvtjFpk2P09DQMJICdIHo6BiKio4SFRXDY489yblz\n", "Z6mpqSY6OoZDhw6QlzeXX/3qN9TW1jJ//kI2b36Xzs4O9Ho9mZmz+OUv/w1Q8PHxcXeOW7hwMdu2\n", "beXQoYP8wz/8XwoKCunq6sTb2wut9tLpRfX19Xz22aesWLGSuDjXe+PChTK2bPkLSUnJdHZ2YDAY\n", "cDqdzJw5i127duB0Opk1a/YVl8d7elypF4qiUF9fyy9+8VNUKjUPPPAg06ZNw+l0MnVqJI8//hQA\n", "e/Z8TmtrC3PmuFYARsvCZWXNQa/Xs2/fHoaGhrBazQQHh9Ld3cUPfvDXJCenEhjoSi+wWq34+/tz\n", "4kQxra0tJCYmo1arycycxXPPvUBYWNiYm+Pjx4/y85//lM7ODiwWK+3tLbz++tv85S/v09TUQGdn\n", "J319PQQHh151Leb09EwaGxvRaLS0tbXQ1NTIlClTKS93bW69eGPk6N6Ay1GpVNhsVvr7e9FqdaxY\n", "scr9M+Tm5mOz2dDpdDz22NPs2/c5AwMDOJ06PvxwMwaDAZVKzcDAAD09PZw5c4rs7LGfy6tWrebA\n", "gX34+fm7SxZeSkBAIEeP/gkfH1+amxt59NEnmD9/4bgbqYsNDg6O5Lg7GBi4dJdDh8PBJ598jNPp\n", "pKnJ9f4KCAjkmWe+5Wp+5O0z4WphXV2t+1x01fjuIjAwkMrKSqxWG4riukH08/MjNXUGhw4d4OTJ\n", "Yr73vR+OOc78+QtHzj2be9Ok0+nk8893UVlZTkBAIBs2PIRer8fhcLBv3x4Mhn6SkpKveXXyVnA6\n", "nRgM/e6a+EJMJgm4b4GhoUHKy88TEBCExeIq1RQTM43773/ojtod7enpecV6pG1trVRXV+FwOGhu\n", "biQnJ4+FC13VTdasWcfcuQUUFx+jvPwCvb2u2slBQUETtuu9njJMer1+3EXgWjz++JNUV1eRmXlz\n", "gmOVSsUjjzx2U451JxgaGuL06ZMjNxKpOJ1OIiMj6erqxGweBhSysmZdsvtna2uLO/VErVa5NxP6\n", "+vqxdu16HnpoIwAnTpygsrKcwUETK1euBmDRoqVcuFBGQcF8PvxwM/39fZw5c4qeni6OHDk0EsRm\n", "8fbbf+TQoYP86Ef/g/j4RE6cKKa62lXLubj4GBUV5Xz/+z9yb0ju7u7m3//9t1itVgoL54/UAbez\n", "cOESd97z5c7FoaFB+vv7RjaBusTGTiclJZX4+ARKS0vIz5/L+vUbUKlUJCUlYzabLzn719LSzNat\n", "W9BqNTz44EZSU1Pp7OzCbDaP7J+wcuzYYYqLj1FZWc7cuYUUFi7AaDSwYMEidxpPXV0dDQ11qFRq\n", "jh49RFhYBHV1NXh46LBaLQQHh7p//2FhYRQVHWVw0MSqVWt4/vmXOHToMUChqamRVavW8OCDD4/b\n", "xG2323n33bcxmUwMDg7S3t6Gw2Fn797P6eng805xAAAgAElEQVTpISxsCsPDZkJDQxkaGqK/v++q\n", "UnFcDYlWUVVVwYwZabz66g8pLi6iqamRgQEDaWkZeHt7Y7VarjrlLjs7F5vN9fNefBO/bt39rF27\n", "3h1wHjz45WUvLCwCq9Uy0jXRtZFyouArOjrG3RX3SlyTAj34+PiQlJQybrZ5YGCAPXt2o9FoWbp0\n", "OR4eHu7mOnq9J/n58y55bEVRRvajuDahajSumXiVSnXZ33tyciqHDx/EZrMRFBRMX18vbW1tDA6a\n", "3DeqiqIwMOCqjFJRUY6vry/t7e2EhYWNuXH86r6E8vLzFBUdRaPRYDAY2L17J2vXrufTT7dSUnIW\n", "tVpNaWkpWq32lpT6uxZHjhxi9+6dPPDAN27aNUGIS5GA+xaoq6t1NxGJjIzC6XQyfXqiu4za3WTq\n", "1EjS0zOIjo6hsHAB4eERtLe3ER4eMZIzrFBUdGykNNtK8vOvvxnCzTY0NMTBgwdITU29ZMfLrzOr\n", "1crvf/9fGI1GHA4HBQXzWbBgEeHhEZjNriA1PDyUpUtXXvIYc+bkUFpagtE4wAMPPITVauHgwX30\n", "9vaRk5MHuGaVwsJCOX++FKvVRnt7Ox9//BFr1653d16trq6kpaUZm82GRqN1Vwzp7e1Fq/Xg7NlT\n", "nD17muzsXJqbGzl/vpTp0xPcM+T/+3//Tx5//CkyM2fy85//A0ePFuF0OikoKGTdugeYP38Rnp6e\n", "YzoeXkpKSuqYdIju7m7OnTvD6tXr0Ov1xMRMQ6v1YPPmdwGF++/fMGHKwaFDB6ioKKe/vxeLxdVZ\n", "78SJIh544CHOnj3Drl2fYbVasVgsHD16mNOnTzFtWhxBQSGcP19KR0c74eFTePbZ59FqtYSHh6NW\n", "azh4cP9I3WUbvb3dhIaG84Mf/DXDw0MUFi4AXHXIa2trOHGiiLS0DKKiosnIyKS/vxdFUbN48dIx\n", "zWlGWSwWPD1dpQ2Dg0MYHh5i8eLlFBUdRaVSYzQaASfg2qB4rRvoXHGcQmxsrLsMaX19HZGRUXh4\n", "eHD8+DF27drJ4cMHefDBb45pKPNVy5atRKv1wMfHZ9xs6sUB46pVa9i2bSuenhpWrZpLePgUPvjg\n", "vZE28CkkJt5YUKhSqcjKyubUqWL8/QPdOfWj/vKX92lpaQZgeHiI++5bi9lsYcOGh1AUV/WTU6dO\n", "MG1aHHPmjP1eRVHYuPFRzp49Q0JCAj4+PlitVt599226urrIzMycsNxscHAwzz//IidOFJOWls7H\n", "H2+hubmR9PQMKisrUKvV6HR6IiKmkpo6A4vFwvbtn/Af//FvZGbO5IEHHrzkz2s0DozZyzE87CrB\n", "2NLS5H5co1FTU1NzxwXc0dExJCQkMmXKxN2ZhbiZpErJLXD27GmcTieDgybsdjve3j4sW7birqzZ\n", "rCgKqalpZGXNJigoiN/+9tccPXqEmJhpBAQEolarOX++DLVazdKlKy7b/vpmu9Lu8v3793Lq1Ana\n", "2trGXciEa3b68OFDaDQaVCoVw8PDZGXN4ezZ04BCWFgY06fHY7VaLxmU6PWe5Obmk58/j4yMTDo6\n", "2uns7KShoY6goKCRQDGC4eFhmpoaCQgIwGQaYHDQREhICBERUxgYMLJ37x4qKi4ACjExMURGRvGt\n", "b72AXq/D6YTZs+ewdOkKFEVh+/ZPsVptBAQEUlAwn9bWVsrKSjh16iROpwNFcdLb61o2joiYQmzs\n", "dIxGI8XFx0aC5avP3QbXBrqyslKGhoZISEjkwoUL7N79Gc3NzSPVIxSmTfuyKsyBA/vYv38vhw8f\n", "xOFwuEtbgkJh4Xza29vYsuUvWK1WwsOnoNfrR1ptG+noaGPVqvvc1USqq6vw9vYmLm46Wq0WtVpN\n", "Sck5hoeHGR4ewtvbhylTInjppVdISEh0/2yu5iKfYjQOcPbsaVJTZ7BkyXKCgoJGGqpMmXB1azS9\n", "Q1Fc6RmLFy/lxz/+37S0NNPb20N+/jzmz1+Er68vK1feN2aloKmpkT17vmBgwOgugXgxV/nBfGbP\n", "nuMOiBVFITDQ9TkymjJjt9sYGhoaKUmZOu44o9RqNdOnxxMVFX3ZVB5vb29mzcpi0aJCdDofPDw8\n", "mDVrNllZc8ZsVrwRCQmJzJs3n9zcvHHVkI4ePexOzxoedk0CHDlykM7ODlJTZ/DGG7+jq6uLyspy\n", "pk+PZ9euz/jkky0MDg4SH5+Ar68fCQmJ7hntY8eOUFp6DofDQV1dHdnZORNWYNLr9Rw5cojq6irM\n", "ZjMZGZmEhIQQFRVFfHwiUVFRzJ+/kOLiIt5//z1UKtcGzPb2NubOLbzkhtWwsDAqKlwrmjqdjlWr\n", "VuPn509NTQ29vT3uJlpz5mTfcTnf/v7+ZGTMHLPSLFVKxESkSsldYurUSEpKzhEfn0hnZzuKor7u\n", "es93ioGBAVQqFZ6engwPm91LuB4eHrz88qs33H1sMiQlpfDHP/6e8PBwLBbLPV0W8Hp4e/uMCdBG\n", "04AURXHXPh7tKng5iqK4f7cpKakjuZ1L6ezs4Je//DnZ2Tm89NIr5OXN5ac//f+IiIggImKKe/ZL\n", "p9Mzbdo0qqsriYqKcl+wtVrthJVq5szJITAwiIiIKSiK6/91dTWo1SoGBgZYs2YN+fkL0Gg0DA4O\n", "Mm9eIT/72T+iUino9Z7u5fyrlZiYjNFoJDExkZKSs/zylz/DZBokMjKSiIgpxMR8GWwPDw+zf/9e\n", "1Go1PT096HR6Zs/OYdmyFWi1roY1VVWV7spF+fn52O12Dh8+OBI8R1JQsJDy8nLOnDmN0djP/v17\n", "iY6OZmhomC1bPsTDw4O6ujpCQoJRFIVFi5aOCY7sdjtdXV3ExsZSVlaGXq/n8OGDPPHEM6xevQ4f\n", "Hx/mzMkZ93OaTCb+8z//HaPRSHS0a7NrT083//zP/0hExBR++MO/wWQaYM+ez5k3b/6YWX273c6f\n", "//wONpuN0tJz+Pj4TDiDfrnPiNH0CbvdjtPpvGye/Z1o9G/g2gdxFo1GTWpqGgsWLOSzz7ajVqvw\n", "8/NncHAQvd6TyspyrFbXJsvW1mb6+vppaXE1bdJqNZSUnJvwXA0ICHCnDnl66i/7uZaenondbicv\n", "by4nTxbjdDp54IGHmDUrC6fTydatH1FbW4PFYqG8/Dz5+QX4+vpddkVQq9Xy7LPfpr+/D29vH/fr\n", "j9b3Nhj6iY9PHLffQ4ivGwm4b4E5c3Kora3hz39+B4CpU6PYt28P06bFXnUN6jtJU1Mjb775e1Qq\n", "Nd/5zqvo9fpxs4R3WrDtcDj44IP3qK93zbTabDYJuEe4LrRbOHfuLAMDrprX2dl57iYr8+cv5MMP\n", "32doaIigoCB3msKoxsYGAgICJ2wSExQUzJw5uXR0tPPee29z7txZqqsrSUvLICkpGS8vT6Kjo9mw\n", "4SHAlUrS32/ghRdeJicnnwMH9qIoCgUFhVRXV7Jr105mzpzF3LmuVKXREoDd3d0cPnyQxMQkHnro\n", "ETQaDT093WRlzaGgoICf/exfsNns7hKRcXHTaW9vJSHh8nsWJpKTk0tOjmtT3dGjrmZMoLB27f0U\n", "Fi5Ar9e7n+vh4THS7n4HISGh5ObmsXLl6jHv+6amRhRFYfr06ezbtwcvL2+ef/5FSkrOsWLFSoKD\n", "g3nyyWf5+7//O+LjE/D09KSiopxTp06NnM/BRERE4O/vj1arIzNzFgZDP35+/oCrD8CZM6cIDg4h\n", "JSWVoKAg9wy8h4cHy5ZNfMPR1taKyWSir6+XPXt2ExQUzPDwMDExMdhsNo4fP4bT6eT8+TL8/PwI\n", "D/8ylcHhcGA2D6NWu1ZL+vv7r/n3rFKpWL/+AY4ePexeFbyYq/tlMZGRUeM2OU42p9NJbW0NU6dG\n", "jvl7j2pvb6ehoZ6ZM2fxxRe7OXXqBACtra04HA5mzpzFwoWLKS8/z5YtfxnJwXaV/ZsxI53Tp08R\n", "GBjI8ePHSExMpKamitTUiWf3Z8xIZ3BwkJaWZjIzsy67YpOZORNvby+OHDlMQkIiq1evc++5GL2x\n", "VRRlpIlSLcnJKRQULLji57lKpRqXRqXT6bj//m9c9vuE+DqRgPsWcOU2q905rOBavi8pOXtXbtQY\n", "HDQBrg9nu912zUvyt4PNZqO2tgatVoNWq72lqS53ugsXyigpOYtW6ypVabFYyM3Nc1+IExKSePXV\n", "H9Df309wcPCYjoqlpef46KMP8fX15dVXfzDu2Js3v0trawthYeFER8dQVlZGTEwsg4ODTJkylR/8\n", "4K/dAYvFYmHz5nexWm1UVZWzaNEycnNd7xlFUdixY/tIo6Uq5s4tYN++Pbz77p+w2SwkJiYTHh7B\n", "lClTeeutN/D19eVv/ubH7sDW1Vjky2oXjzzy6DX9jkwmE3v3fkFm5swxG+Byc/PZuPFRzOZhnE47\n", "dXU1pKTMoLm5if379xIREcHixctoaGjAz8+Ptra2McH2hQvn2bz5XaKjYzh3zjUT3NXVyerV61iw\n", "YJH7eeHh4axdez9FRUdHyu9l09DQQFJSMlOnRpKSkjpSncTCb3/7a/z9A/jOd15h6tRIwsLCcDic\n", "gIOnn36WxMTkq6oMFBc3ndTUGezYsY2AgAAMBgMajWum0+FwoNd7MnPmLHx9fd3d+pxOJ/v376W3\n", "t4f09Ezq6+sICQmbcAb9cgYGBjhy5BAZGTN54olnxn3d6XSyefO72Gw2yspK8fPzH9dI6GZxOp1Y\n", "rdYxN+ijaUJRUdE8/fRzY57f3d3NH/7wO5xOKC09C+CeId65cztBQcHucqjLlq1Ap9PT3t5GVtac\n", "kSpAIWRkZKIoCidOFJOdncPChUvcN5kTuZYbjq1bt2CxWNwpXQsWLHZ/bfHipfT19TI4OMiLL37X\n", "vafiVtuzZzdlZWX4+/vz4IPfvGl9E4S4nSTgvkW+WmtapVK5a7vebZKSUtiw4UF0Ov1lNzHdKaxW\n", "Kzt3fsbcuYWEhoZdtgrA15HBYByzZOzabzA4plqDXq+fcCbP9ZiCTqfDbrePW3rWaj2wWq34+vry\n", "//7fP/HII4/R0dHhDiYvvvHRaDSEhoZx6NABbDYbDQ0NvPLKa+4yZ4sXL8XLy4u0tAwADh925b16\n", "eXnidDqpq6ulu7t7ZKZXO6aL6caNj6JWqzl9+hQHD+4jLS2dxYsnrk/ump01j7nIHzt2hJKSs/T3\n", "97mrVdTX13PgwF4GB00MDQ1x8uRJioqK+N73fsgXX+ymtbWFqqpKPDy0tLW1EhQURGbml8vqra0t\n", "vP7672hsbMRms/L0089TX1+Lv3/AmJrjo5YvX0lh4QI8PDxQq9V8+9svYbfb3Te8TqeT73//5ZES\n", "cFBUdIwHHvgGsbFxI8+1XVMO7blzZ0lKSiYlJZVt27bS2dnFlClTCQoKIioqiqwsV9nDiycNjh49\n", "zOHDB2ltbaalpZX/+3///rrKwe3d+wWlpedob29zl0QEV/v08+dLefzxp9zdJGF0EuDmMxqN/PGP\n", "v6e/v49p0+LYtOkxVCoVXl5eOJ3OCd8TbW0t7mopvb29LF68jM8++wRFUTN1atRItR9X9RuA+PiE\n", "Mfnz2dm5NDY2cPbsafz8/DAajezb9wU5OXljbnZvhq9miAUGBvHss9++qa8BrhSjs2dPo9VqGRwc\n", "pLa2hsDAIJYuXT7uM6OxsYHDhw+i1XowMGBkz57PWb167U0fkxC3mgTct0hGRibV1ZWoVCqcTiee\n", "np6kpaXf7mFdt4nyMe9UZ86cGpnB1fK//tdPbvdw7jjp6RkcOXIQs9kMQEREBGFh4Vf1vfHxibz2\n", "2l9RUXGBf/qnvycjY+aYpif337+BmppqUlNd58vl8jhdXUFfQK1W09HRgdlscddPBigrK+X48SL6\n", "+/tZu3Y9U6ZMJT09g29+8xGampqoq6vBYOjDbrfx5JPP0tjYyOHDBzAae+jtNZCTk097exuDg4OU\n", "lpZcMuB+//33qKys4PHHn2baNNcmupycXAYGjGRkzHLXHT5wYB+NjQ309vYQGOgKQr29fdFoNISE\n", "hNLQUIdOp6egoJDly1eNq1ZhtVo5f74EcJWnmzt3HnPnXv5m8OKbAJVKNZKu0UdNTTUZGTPx8/PD\n", "z891w3Hxc0NCQi573K8yGg18/LEr1eG1137Ej370P91fMxj62bHjMz744M+sWjW2pKLR6Op6aDab\n", "GRoauu4up2lpabS3tzFjxthgfXDQVZ7QZrOzYsV9nDxZTFhYODNnTs5M7LFjRxgYMKLRaKitraa6\n", "uorExCSys3NJSZkx4UpZSsoMSkpK6OhoIzc3n1mzspgxIw1FUTCZBti+/VPUag1Lliyf8DXVajUP\n", "PbSR2bOzee+9PwGufQ3Xmn5YXV3F0NAgaWkZY1JC1qxZx9Gjh/H19aOgYP5ljnBzOJ1O/vSnN2lq\n", "aqS5uYmyshJCQ8MICgrGZrONC6ZdpTG/3ERrs1knOKoQdx8JuG+RlJRUHnzwYcrKStFqPZg/f+GE\n", "syPi5ktLy6CmppqAgEBef/2/OH++lE2bHh8XAH1deXt78+yzz1NcXDTSSbRgwk1SNTXVtLe3kp2d\n", "NyaNyMvLC5PJhN1uw2g0uB/v6OjgzTd/z/DwMENDg2NSqi5n9er1HD16CIPBwE9+8r+IiZnGt771\n", "AtXVldhsVurqagB48sln3B1MZ8xIp7u7i48++oDY2FASEhL44IM/09TUSEnJaTIysqiqqmDlyvs4\n", "fPgQM2ak09vbQ0BA4Lj8VB8fX7y8vMe8P319/Vi/fgMA/f19I7Pr7e6azykpqSxevJS4uHj0ej2r\n", "Vq0mKSmZsLCwCWuWOxwOurs7SUhIxGKxkJU156p+N1/ldDr5wx9eZ3BwkLq6WmbOzEKjcQXbN1IF\n", "ycvLe6Qhjmrc59Rnn31KXV0dTqeTzz771F1bHaCgYD7NzY3odHo2bXr8unOr4+Liee65+HGPr1+/\n", "gTVr1rtri0/25nN/f9eGRLPZzJkzp/D29uaVV15Do9Fcsna7Wq1m48ZNYx4bTUcJCAhk06bHr+q1\n", "p0+PZ82a9TQ1NTJ79pxrCriPHDnEnj2foygKNTXV7nMXXJt+ExOvL/3G6XRy5Mgh2tvb6O7upr+/\n", "j9DQMB555LFL7okxmUzU19fi4aGjpqaK3t4+fH39aG5uorT0nDvgdjgcVFdX4evrS3p6BhcunMff\n", "P8Dd50GIu50E3LfQjXzQievn6enJN7+5idOnT46U0CqhqqpSAu6L+Pn5X3LGDVxNVt5770+oVCpq\n", "a2vHNQGZN6+QyMioMeXfKivL3dVFqqoq3QG3zWZj69aPAFi37oFxy+RhYWGsX7+Bf/zH/0d5+QU6\n", "OztYvnwFfX19tLa28NRTrpxZlUrFmTOn2b79E9LTM+np6SY1NY34+AQ0Gg3Z2TkMDw8xbdoaDIZB\n", "cnLyiYuLJy4unk8/3crHH/+FwsL54+oWr1699rJL2H5+/qxceR++vr5MmxZHZ2cnwcFBYwJrRVEu\n", "20Rq27ZPOHfuDEFBQSxfvuqaA1On00lHRzt+fv7ujW5Wq5WHH36E+fMX4efnd115rzU11eh0OiIj\n", "oy6Z5z6ahqAoykhu+Je8vb155pnnr/l1r4bdbh+pC37ln2toaIitW7eQkJBwQ+/z7OwcjEYDRUVH\n", "iY2NY2BggOHhoWuuN34xp9NJdXUVHh4eVyxDmJk5c0wa0tVqaKh3v6+ampqu+fvNZjOffLKFvr4+\n", "4uKms3jxUhRFobT0HHv3fkF7ezutrS1kZ+fQ2trCgQN7J6z/Da60My8v75HVKj1q9ZfVW0Y3Wjud\n", "Tt57752RVWCFFSvuY/36DXfc5nshboQE3OKKRkvBXenDb2DAiFbrMWFr4TtBUFAw1dUVBAcHEx+f\n", "eLuHc1fp7u4CXOfAxbPYoxRFITY2bsxjmZmzKCk5x+DgoHsmsqGhniNHDlJbWwvAtGmnLxkQzZo1\n", "G7N5mNTUdCIiptDc3DiS6vJlkNfZ2eEe3+zZ2ZSVlZKX52q9HR+fSHx8oru1+8VUKhWKolzXBV1R\n", "FPLy5rr/fz3dYi0WMyqVCg8PHXPm5Fxzbu6OHdsoKjqGj48P3/jGwzQ01JObm4+iKISHf5kOZDQa\n", "2LbtE2w2G6tWrSE4+NLdCIuLj7Nz5zZAxcaNmy55w7By5X189tk2FEVh1ar7rmnc18tg6Of113+H\n", "yTRAYeGCK856VlaWU1VVgdFouKGAW1EUlixZxqJFSzhwYB/+/gE3FGwD7N69k6Kio+5um5NRYSUp\n", "KYWqqkocDsd1rZ5s3/6Ju1xle3sbAQGBzJ4956K9SI6rKhEKrr0ZGzY8zIEDe4mJicVqddW4TktL\n", "c+eLm81mamqq3bPkpaUlt7zyjBCTTQJucUVvvfUHuro6+c53Xr1kMF1dXcm77/7JveR6J3ZyPHr0\n", "MKBgtVro6+u53cO5q8yalUV9fS29vb0sWPBld8aSknP09HQzf/7CccGrr68vL7zwHff/BwcHefvt\n", "PzA8bMZiMbu7vF3KypX3sXKlK6BzOp0sWLCYwcHBMXngixcvJTAwkKSkFHx9fS9byeFiy5atcNc/\n", "Hj1+f38f/v4Bt2RWbfXqdRw7doRp0+Kuq8pPW1srOp2O0tISoqKiefDBb074ntu9e+fIJkqFnTu3\n", "XzKdwWazUVx8lMHBIXx8fOjt7b3kawcEBPLII4+NecxoNNLd3TXuputmKS8vx2wedq+WXCngTk/P\n", "xGQy3bRGNiqV6qalNjQ1NaLVajGZTOzevZvZs7NvennYrKzZxMbGYjabiYiYcs3fbzD0u98HrhKb\n", "rhvujIyZdHV10dnZSW9vD0ajgbCwMAoKFlzucMTFxVFRcWFkf0gYJpOJp5561h1g63Q6fH19GB4e\n", "HtMDQIh7iQTc4oocDjsOx+VnNAYHB1EUBYvFgsPhuCMD7szMWfT19RMeHn7JDXNiYmq1mm984+Fx\n", "j+/d+wW9vd3Mnj3nijN/arUajUaLVutg48ZNzJiRTkNDPR9//BExMdPGlMH7KldDlyXu/9tsNmw2\n", "G3q9ntmzs696tm1UUdFRKivLKSs7R0JCEkVFRzlx4jjz5hVecyOc66HX628ogFu4cDG///1/AwrV\n", "1VUcPLh/wuONzpx3d3fT0FDP0qUr3E2MLvb++3+mqqqasrJzI/sbrm1W9E9/epOurk42bnz0sjdR\n", "1ys1dQZFRUcxGvuvarO5SqW66puvW23GjDR2726mvPw8kZFRHD9eNKb85c3y1brY1yIxMZnm5mb3\n", "5/joJvnRGf/r0draglqtRq1WExAQQGNjPcnJKe7jPv740xw5cghPT0/J2xb3JAm4xRU9+eSz7s1p\n", "l5KRMRMPDx0BAYF3bF3uiooLGI0G1qxZe1c2HLoTrVy5iv7+/qtaZtfpdLz00isMDg66g779+/fS\n", "0tJMfX0dOTl5V5Wfa7fb+c1vfoXJNMBTTz3H7t076erqdG9mG9XR0UF1dSVr1ozPTY+OjkGlUhMQ\n", "EIi/vz8Ohx1FcR37TmIw9PPOO29jMplYtGiJOxCOi4vnkUceZcuWv+B0Ot1Nbr5qxYr7UBQVVVWV\n", "DAwY2bv3C2w2K0uWLBsz82kw9FNfX4daraa/34BKpaKjo4Pjx48RGhpKTk7eZYPBqVOnYrfb3O3G\n", "bzYfHx++851X7tib+WuRlzeX9PRMjh07Ql1dDVarmX/+539Eo9HwyCOPXdeM9M02d24BgYGBtLa2\n", "kpycMmZvxvUKDQ2jra0VlUqFzWYjKipmzNeDgoJYs2bdDb+OEHcqCbjFFV1truvobMWdqr+/311W\n", "TNwc17oJ2MfHZ0x1h+joGI4cOURfXx9/+cv77nrZl9Pb6+p8GBISxvDwMF5eXnh7e487R7du/YjO\n", "zg78/PSkpY2dsY2JmcYPf/jX7lzutWvvJzc3/5rqVE8Gi8XCqVMnSUtLx8fHh6KiY/T39wFw9Oih\n", "MTPPM2ako9V64HA4Jnzvmc1mfvObX+HvH8D3v/9DrFYrP/3pP6DRaDh06CAPPvjlisXy5auorCxn\n", "YMBIXl4+TqeTd955E7PZjM1mQ6VSjcmptVqtqNVq943runUPTNavxE1RlLs+2B7l7e3tnil+660/\n", "4HA43H/7++5bc5tH55KSMuOmln9dtWo1Op2O3t4e4uMTSUmZuHOmEPcqCbjF18amTY9jMg2Maegi\n", "bq+FCxdz6tQJzGYztbU1VFZWXPFC/NFH72MwGLDZHLzzztu8+OLLE+Z8JiQkYrfbSUycOMXh4uBN\n", "pVJd08zimTOn2b17B+vXP3BTKw998skWKisrKC8v48knnyU8PBy73T5h6+zOzk70ev2YzpcXGxw0\n", "cfx4Ed7e3jz++FNoNBqmT4+npaV5XFfGuLg4fvrTf3H/32azYTINoNFo0Wg0dHd3u7+2e/dOjh8/\n", "iqenF5s2PUF4ePhIicBt2O121qxZd9kb9MbGBrZt+wRvb282bnyU11//T7y9fcY0uPk6iY6Oob6+\n", "FkVRERc3OTnwdwK1Ws2yZRNXMhHi60ACbnFHam1tobKynIKCBTdtVkuj0VBZWYFGo71tLYvFeFFR\n", "UVy4cAG9Xk9k5JWXrh0OJzNnZnHiRDGHDx/A09OT1177q3HPW7hwMQsXLiY42JuyshpCQ0PdM7K9\n", "vT2cPXuG/Px511VVR6VSufNRbwan04miKAQEBGCxWNwdXDMyZqLVetDb20129pd1zGtqqnn33bdx\n", "Op0sW7ZiTNWUURUVFaSlpeN0Ojl/vpTMzFnjNjt+lcVi4fjxY0RGRpGbO5fi4mP4+vq5c4ydTicn\n", "ThxHrdZgsVg4ceI4q1evZXBwkOPHiwAHCxYsvGSKC8DJk8X09/fR09NNRcUFvL19rqvSy71i4cLF\n", "JCQkotd7XraKjBDi7iYBt7gj7dnzOXV1tQQGBl22O+G16O/vY9u2T1Cr1SQnp1xXnWJx823Y8DBv\n", "v/3Hqyq55gowl+Ph4YGigM1mv2Lzk3fffZcjR4rIyspm3br7AdixYzv19XWYzWZWrFh1ye/dvPld\n", "Ojs7eOGFl8cE1xkZmTfUWGaUxWLhjaCkt7YAAA+xSURBVDd+h8FgYM2adSxZspy8vHljOhhONOPf\n", "1NSIWq1GURRaWponPHZ6egZlZSUj5/vVLd9v3vwuTU2NOBxOnnnmOZYsWTZmv4OiKPj7B9Df34fd\n", "bnd3JPX29mb58hU4HI7LBtsAycmpVFSU4+fnT1xcPGlpGVc1tntZZGTU7R6CEGKSScAt7kjz5s0n\n", "ODiE1NS0Kz/5Kvn4+DJjRhparVa6fN5BBgaMI6XrYPHiJZcN2DZvfpeqqgrmzZuPr68fra3Nl61u\n", "Aq5cZq3WA4vF7H4sJWUGg4ODJCVdft+BRqNBo9FMWqnA5uYmOjo68PDwoKysjNTUtKua7c3Nzae5\n", "uQmLxUxh4cIJn+NqQvOtaxqPyWQaaWhjo6+vb8I0m8cee5KioiMEB4eOWSm62qogKSmpY6pTiDvb\n", "wICR4WEzwcHB8vcS4gYo11pO6w7h/GojCyEmanAi7nxOp5MvvtgFwJIlyy97Uf/FL36K1WplypQp\n", "nDxZTH19PT//+a+JjY2lt7dnJC0jcMz3+PvrOHDgGKmpaWMq6NjtdjZvfo/BwQE2bHjosmXU7HY7\n", "u3btICJiyk1NR7Lb7fz5z+9gMPSzYsXq257DW1tby8GD+wgJCSU/fy6dnR0cPHiApKRkCgsvX2v5\n", "biOfF1d2+PBBvvhiNw6HnaSkFDZufPSeD7rlvBATCQ31veETX2a4hRC3laIol2wL/VXLl6/iwoUy\n", "8vLmYjINotF4YDIZuXDhPB98sBlFgUceeZTp07/skujh4UFm5qxxx2pubqKyshydTsdnn23DYDCy\n", "YMGCCVdVqqurKC4uwsfH56YG3Gq1+pLNaG6HuLg44uLieP/99/jVr35Ba2srsbFx9Pb23HMBt7iy\n", "I0cOXdT98Ry///1/ExUVxaJFS9yPCyGujgTcQoi7Rnp6Bunprpzfp59+js7ODqKjY/j8811oNK4c\n", "66amxjEB96VERkaRmJiM0WjA3z+Qiopy2traJgy44+MTyM7OvSNqJN8KLS3N6PWeeHrq8fb2vqnl\n", "4cTdQ6VSu2vTl5aW4HRCZ2c7PT09PPLIo7d5dELcXaT7hxDirnRxSby5cwvw9vYhNjaO/PxL5xI3\n", "Nzfx6adb6evrRa1Ws3HjJoaHhygpOcO3v/3SmG6WF1Or1axatfprU92msHAhQUHB3H//g3z3u9+X\n", "cm5fU8uWrUBRFGw2G0FBQfj5+aEoCn19Pbd7aELcdWSGWwhx1/vlL39GcXEx8+cvuOxS9969X9Dc\n", "3ITdbmP9+g2AqwOm0+kkJCT0ns9PNRj62bVrB8nJqe6VgonMnj3nmtu7i3tPRkamu7Tkhx9uprKy\n", "AnCOq+MuhLgyCbiFEHec2tpqvvjicxISElm4cPEVn9/S0orZPExXV+dlnzdzZhZ2u42MDFdOt6Io\n", "PP/8S+5/3+uOHz9GdXUVXV1dlw24hRg1WhbyoYc2Ul7uqpcfG3vvNugRYrJIwC2EuOOcPn2K7u4u\n", "BgaMVxVw/+3f/h27dn3GqlWXb4t9cQ74qK9DoD0qOzuX3t6+CVvBC3E5iqJIO3YhboAE3EKIO05u\n", "bj4mk+mKS9e1tdUcOLCPefMKeeyxJ2/R6O5e/v4BPPTQN2/3MIQQ4mtHAm4hxB0nMjKKxx9/6orP\n", "Kyk5R2trK+fOnSUhIekWjEwIIYS4dhJwCyHuWosXL8Pb24ecnNwrPresrITq6mpWrrxPaggLIYS4\n", "paQsoBDiruXj48OSJcvw9fW74nP37dtDWVkJJ04U34KR3Xt6e3t4660/0NjYcLuHIoQQdx0JuIUQ\n", "Xwvz5i0gKSn5a1NL+2YzGIy0tDTT29t7u4ciRphMJiorK3A6nbd7KEKIK1Du0jeqs7PTeLvHIO4w\n", "oaG+yHlxbxkaGuL48aMkJaUSERFxXce40nnhdDrZunULISEhzJtXeL1D/VpwOp33TFWXe+Hz4je/\n", "+RU9PT3k589l6VJpTnQz3Avnhbj5QkN9b/iDT2a4hRB3rG3btnLkyGE+/PDPk/YaVquVkpKzlJaW\n", "TNpr3CvulWD7XjF6A3R3zptdmdPplNl7cc+QTZNCiDuWv38AZvMwERFTbvqxjx8/hsPhIC9vLs8/\n", "/xJ6vf6mv4YQk+mJJ56hqamBlJQZt3soN53dbuc3v/k1KpXCiy9+192AR4i7lQTcQog71tKly8nK\n", "moO/v/9NPa7NZmPXrs9wOGDWrNmEhobe1OMLcSv4+vqSmpp2u4cxKZxOJxaLeWQGX2a5xd1PAm4h\n", "xB1LURSCg4Nv+nE1Gg0LFy7B6XSi0+lu+vGFEDdGo9Hw3e9+H0VRUKvVt3s4QtwwCbiFEF9LBQXz\n", "b/cQhBCXIfXyxb1EkqKEEEIIIYSYRBJwCyHEV1gsFqxW6+0ehhBCiHuEpJQIIcRF2tvbeeON/0aj\n", "UfPyy9+T6iVCCCFumMxwCyHERfr6erHbbQwODmE2D9/u4QghhLgHyAy3EEJcJDk5hXXr7kev1+Pv\n", "H3C7hyOEEOIeIAG3EEJ8RUbGzNs9BCGEEPcQSSkRQgghhBBiEknALYS4p1VXV9Pf33e7hyGEEOJr\n", "TAJuIcQ9y26388Ybb/DJJx/f7qEIIYT4GpMcbiHEPUutVrN27VrUau/bPRQhhBBfYxJwCyHuaXl5\n", "eXR2Gm/3MIQQQnyNSUqJEEIIIYQQk0gCbiGEEEIIISaRBNxCCCGEEEJMoluaw52cnOwPvAX4Ah7A\n", "D8rLy48mJyfnA/8C2ICd5eXl/+dWjksIIYQQQojJcqtnuF8DdpWXly8Cngb+beTx3wKbysvLC4G8\n", "5OTkWbd4XEIIIYQQQkyKW12l5BeAeeTfWmAoOTnZF/AoLy+vHXl8B7AMOH2LxyaEEEIIIcRNN2kB\n", "d3Jy8nPA97/y8NPl5eUnkpOTI4A3ge8B/oDhoucYgemTNS4hhBBCCCFupUkLuMvLy/8b+O+vPp6c\n", "nJwBvAP8sLy8/EBycrIfrpzuUX7AFfswh4b6Xukp4mtIzgsxETkvxETkvBATkfNCTIZbvWlyBrAZ\n", "eLi8vPwcQHl5uSE5OdmSnJw8HagFVgA/udKxpJGF+KrQUF85L8Q4cl6Iich5ISYi54WYyM24CbvV\n", "Odx/j6s6yb8mJycD9JWXl28AXgTeBtTAjvLy8uO3eFxCCCGEEEJMilsacJeXlz9wicePAXNv5ViE\n", "EEIIIYS4FaTxjRBCCCGEEJNIAm4hhBBCCCEmkQTcQgghhBBCTCIJuIUQQgghhJhEEnALIYQQQggx\n", "iSTgFkIIIYQQYhJJwC2EEEIIIcQkkoBbCCGEEEKISSQBtxBCCCGEEJNIAm4hhBBCCCEmkQTcQggh\n", "hBBCTCIJuIUQQgghhJhEEnALIYQQQggxiSTgFkIIIYQQYhJJwC2EEEIIIcQkkoBbCCGEEEKISSQB\n", "txBCCCGEEJNIAm4hhBBCCCEmkQTcQgghhBBCTCIJuIUQQgghhJhEEnALIYQQQggxiSTgFkIIIYQQ\n", "YhJJwC2EEEIIIcQkkoBbCCGEEEKISSQBtxBCCCGEEJNIAm4hhBBCCCEmkQTcQgghhBBCTCIJuIUQ\n", "QgghhJhEEnALIYQQQggxiSTgFkIIIYQQYhIpTqfzdo9BCCGEEEKIe5bMcAshhBBCCDGJJOAWQggh\n", "/v/27i1UqjqK4/hXLa3ApIcwgohAWtRDN7thmQSZXR6srJcKopskIRldCDMLCrRCg6J6iOJkRYFW\n", "dLeoiMTAiqSwy1IriC5E2kXzwU6n6WHvE6fjsZT6zzCzvx84nJn93w9rmB+LNf/ZMyNJBTlwS5Ik\n", "SQU5cEuSJEkFOXBLkiRJBTlwS5IkSQXt0ekCdkdEjAYeAI4AtgNXZObnna1K7RQRHwC/1He/ABYB\n", "fcAfwDrg6sxsRcSVwGzgd+COzHypA+WqsIg4AVicmadGxCR2MQsRsTfwOLA/sBW4JDM3deRB6H83\n", "LBdHAy8AG+rlBzJzublojojYE3gEOBgYB9wBfIr9otF2kouvgReB9fVp/1u/6LYd7nOAsZk5BbgJ\n", "WNLhetRGEbEXQGaeWv9dDiwF5mfmKcAoYGZEHADMBaYAM4BFETG2U3WrjIi4EXiIqlHC7mVhDvBh\n", "fe4yYEG761cZI+RiMrB0SN9Ybi4a5yLgh/p5PQO4n2p+sF8020i5OAZYUqJfdNUON3ASsBIgM9dE\n", "xLEdrkftdSSwT0S8SpXdm4FjMvPtev0V4HRgAFidmf1Af0RspHpX5P0O1KxyNgLnAY/V93cnCycB\n", "d9bnrgRuaVvVKm14LiYDh0bETKpd7nnA8ZiLJlkOrKhvjwb6sV9o5FxMBqJEv+i2He59gS1D7g/U\n", "l5moGbYBd2fmDOAq4Ilh61uBCVQ5+WWE4+ohmfkM1dt7g0YNuf1vWRjaS8xHDxkhF2uA6zNzGtVl\n", "aLcC4zEXjZGZ2zLz14gYTzVkLeDv84/9ooFGyMXNwLsU6hfdNqxuoXrgg0Zn5h+dKkZtt556yM7M\n", "DcBmYOKQ9X2Bn9kxJ+OBn9pUozpnaC/4pywMPz54TL3p2cxcO3gbOBpz0TgRcRDwJrAsM5/EfiF2\n", "yMVTFOwX3TZwrwbOAoiIE4GPOluO2uwy6uv2I+JAqoC/FhHT6vUzgbepXqFOjYhxETEBOIzqQzHq\n", "bWt3Iwt/9ZIh56o3vRoRx9W3T6O6tMxcNEhETAReA27MzL76sP2i4XaSi2L9otuu4X4WmB4Rq+v7\n", "l3ayGLXdw0BfRKwCWlTP/2bgofoDDJ8AK+pPmt8LrKJ6UTk/M3/rVNEqrlX/v45dy8L2iHgQeLTO\n", "0nbgwk4UrqIGczEHuC8i+oHvgNn128jmojnmU73dvzAiFtbHrgHutV802ki5uBa4p0S/GNVqtf5p\n", "XZIkSdJ/0G2XlEiSJEldxYFbkiRJKsiBW5IkSSrIgVuSJEkqyIFbkiRJKsiBW5IkSSqo276HW5K0\n", "iyKiD0jg5Mw8eyfnTAD6MvPcdtYmSU3iDrck9a4W8M3Ohu3afsBRbapHkhrJH76RpB4SEUuBs4Fv\n", "gTFUv9B6W2YeEhEXAjcAA8CXwMXAcmAG8GJmzupM1ZLU29zhlqQeERHnU+1WHw5cAEwadsrtwPTM\n", "PBb4DAhgLvCtw7YklePALUm9YxrwdGYOZOYm4OVh6y8A70TEXVQ72h8Bo9pdpCQ1jQO3JPWOFtVl\n", "JIN+H7qYmfOAWcCPwOMRcVEba5OkxnLglqTe8TpwQUSMjYj9gDMGFyJiTESsBzZl5mJgGdXlJ/34\n", "jVWSVJQDtyT1iMx8HngLWAc8B3xcL7UycwBYCLweEe8BU4GlwPfAVxHxRvsrlqRm8FtKJEmSpILc\n", "4ZYkSZIKcuCWJEmSCnLgliRJkgpy4JYkSZIKcuCWJEmSCnLgliRJkgpy4JYkSZIKcuCWJEmSCvoT\n", "mYf7OfmU/lAAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "smooth = sm.nonparametric.lowess(delay.delay, delay.dist, frac=1/8)\n", "ax = delay.plot(kind='scatter', x='dist', y = 'delay', figsize=(12, 6),\n", " color='k', alpha=.5, s=delay['count'] / 10)\n", "ax.plot(smooth[:, 0], smooth[:, 1], linewidth=3);\n", "std = smooth[:, 1].std()\n", "ax.fill_between(smooth[:, 0], smooth[:, 1] - std, smooth[:, 1] + std, alpha=.25);" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
destplanesflights
0ABQ108254
1ACK58265
............
103TYS273631
104XNA1761036
\n", "

105 rows × 3 columns

\n", "
" ], "text/plain": [ " dest planes flights\n", "0 ABQ 108 254\n", "1 ACK 58 265\n", ".. ... ... ...\n", "103 TYS 273 631\n", "104 XNA 176 1036\n", "\n", "[105 rows x 3 columns]" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R destinations <- group_by(flights, dest)\n", "%R summarise(destinations, planes = n_distinct(tailnum), flights = n())" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
planesflights
dest
ABQ108254
ACK58265
.........
TYS273631
XNA1761036
\n", "

105 rows × 2 columns

\n", "
" ], "text/plain": [ " planes flights\n", "dest \n", "ABQ 108 254\n", "ACK 58 265\n", "... ... ...\n", "TYS 273 631\n", "XNA 176 1036\n", "\n", "[105 rows x 2 columns]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# destinations <- group_by(flights, dest)\n", "# summarise(destinations,\n", "# planes = n_distinct(tailnum),\n", "# flights = n()\n", "# )\n", "\n", "destinations = flights.groupby('dest')\n", "destinations.agg({\n", " 'tailnum': lambda x: len(x.unique()),\n", " 'year': 'count'\n", " }).rename(columns={'tailnum': 'planes',\n", " 'year': 'flights'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to how ``dplyr`` provides optimized C++ versions of most of the `summarise` functions, pandas uses [cython](http://cython.org) optimized versions for most of the `agg` methods." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdayflights
0201311842
1201312943
...............
36320131230968
36420131231776
\n", "

365 rows × 4 columns

\n", "
" ], "text/plain": [ " year month day flights\n", "0 2013 1 1 842\n", "1 2013 1 2 943\n", ".. ... ... ... ...\n", "363 2013 12 30 968\n", "364 2013 12 31 776\n", "\n", "[365 rows x 4 columns]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R daily <- group_by(flights, year, month, day)\n", "%R (per_day <- summarise(daily, flights = n()))" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "year month day\n", "2013 1 1 842\n", " 2 943\n", " ... \n", " 12 30 968\n", " 31 776\n", "Name: distance, dtype: int64" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# daily <- group_by(flights, year, month, day)\n", "# (per_day <- summarise(daily, flights = n()))\n", "\n", "daily = flights.groupby(['year', 'month', 'day'])\n", "per_day = daily['distance'].count()\n", "per_day" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthflights
02013127004
12013224951
............
1020131127268
1120131228135
\n", "

12 rows × 3 columns

\n", "
" ], "text/plain": [ " year month flights\n", "0 2013 1 27004\n", "1 2013 2 24951\n", ".. ... ... ...\n", "10 2013 11 27268\n", "11 2013 12 28135\n", "\n", "[12 rows x 3 columns]" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R (per_month <- summarise(per_day, flights = sum(flights)))" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "year month\n", "2013 1 27004\n", " 2 24951\n", " ... \n", " 11 27268\n", " 12 28135\n", "Name: distance, dtype: int64" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# (per_month <- summarise(per_day, flights = sum(flights)))\n", "per_month = per_day.groupby(level=['year', 'month']).sum()\n", "per_month" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearflights
02013336776
\n", "
" ], "text/plain": [ " year flights\n", "0 2013 336776" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R (per_year <- summarise(per_month, flights = sum(flights)))" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "336776" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# (per_year <- summarise(per_month, flights = sum(flights)))\n", "per_year = per_month.sum()\n", "per_year" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm not sure how ``dplyr`` is handling the other columns, like `year`, in the last example. With pandas, it's clear that we're grouping by them since they're included in the groupby. For the last example, we didn't group by anything, so they aren't included in the result." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chaining" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any follower of Hadley's [twitter account](https://twitter.com/hadleywickham/) will know how much R users *love* the ``%>%`` (pipe) operator. And for good reason!" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthdayarrdep
0201311634.24736224.612865
1201313132.60285428.658363
..................
472013121755.87185640.705602
482013122332.22604232.254149
\n", "

49 rows × 5 columns

\n", "
" ], "text/plain": [ " year month day arr dep\n", "0 2013 1 16 34.247362 24.612865\n", "1 2013 1 31 32.602854 28.658363\n", ".. ... ... ... ... ...\n", "47 2013 12 17 55.871856 40.705602\n", "48 2013 12 23 32.226042 32.254149\n", "\n", "[49 rows x 5 columns]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%R flights %>% group_by(year, month, day) %>% select(arr_delay, dep_delay) %>% summarise( arr = mean(arr_delay, na.rm = TRUE), dep = mean(dep_delay, na.rm = TRUE)) %>% filter(arr > 30 | dep > 30)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
arr_delaydep_delay
yearmonthday
201311634.24736224.612865
3132.60285428.658363
1.........
121755.87185640.705602
2332.22604232.254149
\n", "

49 rows × 2 columns

\n", "
" ], "text/plain": [ " arr_delay dep_delay\n", "year month day \n", "2013 1 16 34.247362 24.612865\n", " 31 32.602854 28.658363\n", "... ... ...\n", " 12 17 55.871856 40.705602\n", " 23 32.226042 32.254149\n", "\n", "[49 rows x 2 columns]" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# flights %>%\n", "# group_by(year, month, day) %>%\n", "# select(arr_delay, dep_delay) %>%\n", "# summarise(\n", "# arr = mean(arr_delay, na.rm = TRUE),\n", "# dep = mean(dep_delay, na.rm = TRUE)\n", "# ) %>%\n", "# filter(arr > 30 | dep > 30)\n", "(\n", "flights.groupby(['year', 'month', 'day'])\n", " [['arr_delay', 'dep_delay']]\n", " .mean()\n", " .query('arr_delay > 30 | dep_delay > 30')\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Other Data Sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas has tons [IO tools](http://pandas.pydata.org/pandas-docs/version/0.15.0/io.html) to help you get data in and out, including SQL databases via [SQLAlchemy](http://www.sqlalchemy.org)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I think pandas held up pretty well, considering this was a vignette written for dplyr. I found the degree of similarity more interesting than the differences. The most difficult task was renaming of columns within an operation; they had to be followed up with a call to ``rename`` *after* the operation, which isn't that burdensome honestly.\n", "\n", "More and more it looks like we're moving towards future where being a language or package partisan just doesn't make sense. Not when you can load up a [Jupyter](http://jupyter.org) (formerly IPython) notebook to call up a library written in R, and hand those results off to python or Julia or whatever for followup, before going back to R to make a cool [shiny](http://shiny.rstudio.com) web app.\n", "\n", "There will always be a place for your \"utility belt\" package like dplyr or pandas, but it wouldn't hurt to be familiar with both.\n", "\n", "If you want to contribute to pandas, we're always looking for help at https://github.com/pydata/pandas/.\n", "You can get ahold of me directly on [twitter](https://twitter.com/tomaugspurger)." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }