diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/LICENSE b/gtc21-s32407-backtestingequityinvestmentstrats/LICENSE new file mode 100644 index 00000000..76309302 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. For the purposes of this definition, + "control" means (i) the power, direct or indirect, to cause the + direction or management of such entity, whether by contract or + otherwise, or (ii) ownership of fifty percent (50%) or more of the + outstanding shares, or (iii) beneficial ownership of such entity. + + "You" (or "Your") shall mean an individual or Legal Entity + exercising permissions granted by this License. + + "Source" form shall mean the preferred form for making modifications, + including but not limited to software source code, documentation + source, and configuration files. + + "Object" form shall mean any form resulting from mechanical + transformation or translation of a Source form, including but + not limited to compiled object code, generated documentation, + and conversions to other media types. + + "Work" shall mean the work of authorship, whether in Source or + Object form, made available under the License, as indicated by a + copyright notice that is included in or attached to the work + (an example is provided in the Appendix below). + + "Derivative Works" shall mean any work, whether in Source or Object + form, that is based on (or derived from) the Work and for which the + editorial revisions, annotations, elaborations, or other modifications + represent, as a whole, an original work of authorship. For the purposes + of this License, Derivative Works shall not include works that remain + separable from, or merely link (or bind by name) to the interfaces of, + the Work and Derivative Works thereof. + + "Contribution" shall mean any work of authorship, including + the original version of the Work and any modifications or additions + to that Work or Derivative Works thereof, that is intentionally + submitted to Licensor for inclusion in the Work by the copyright owner + or by an individual or Legal Entity authorized to submit on behalf of + the copyright owner. For the purposes of this definition, "submitted" + means any form of electronic, verbal, or written communication sent + to the Licensor or its representatives, including but not limited to + communication on electronic mailing lists, source code control systems, + and issue tracking systems that are managed by, or on behalf of, the + Licensor for the purpose of discussing and improving the Work, but + excluding communication that is conspicuously marked or otherwise + designated in writing by the copyright owner as "Not a Contribution." + + "Contributor" shall mean Licensor and any individual or Legal Entity + on behalf of whom a Contribution has been received by Licensor and + subsequently incorporated within the Work. + + 2. Grant of Copyright License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + copyright license to reproduce, prepare Derivative Works of, + publicly display, publicly perform, sublicense, and distribute the + Work and such Derivative Works in Source or Object form. + + 3. Grant of Patent License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + (except as stated in this section) patent license to make, have made, + use, offer to sell, sell, import, and otherwise transfer the Work, + where such license applies only to those patent claims licensable + by such Contributor that are necessarily infringed by their + Contribution(s) alone or by combination of their Contribution(s) + with the Work to which such Contribution(s) was submitted. If You + institute patent litigation against any entity (including a + cross-claim or counterclaim in a lawsuit) alleging that the Work + or a Contribution incorporated within the Work constitutes direct + or contributory patent infringement, then any patent licenses + granted to You under this License for that Work shall terminate + as of the date such litigation is filed. + + 4. Redistribution. You may reproduce and distribute copies of the + Work or Derivative Works thereof in any medium, with or without + modifications, and in Source or Object form, provided that You + meet the following conditions: + + (a) You must give any other recipients of the Work or + Derivative Works a copy of this License; and + + (b) You must cause any modified files to carry prominent notices + stating that You changed the files; and + + (c) You must retain, in the Source form of any Derivative Works + that You distribute, all copyright, patent, trademark, and + attribution notices from the Source form of the Work, + excluding those notices that do not pertain to any part of + the Derivative Works; and + + (d) If the Work includes a "NOTICE" text file as part of its + distribution, then any Derivative Works that You distribute must + include a readable copy of the attribution notices contained + within such NOTICE file, excluding those notices that do not + pertain to any part of the Derivative Works, in at least one + of the following places: within a NOTICE text file distributed + as part of the Derivative Works; within the Source form or + documentation, if provided along with the Derivative Works; or, + within a display generated by the Derivative Works, if and + wherever such third-party notices normally appear. The contents + of the NOTICE file are for informational purposes only and + do not modify the License. You may add Your own attribution + notices within Derivative Works that You distribute, alongside + or as an addendum to the NOTICE text from the Work, provided + that such additional attribution notices cannot be construed + as modifying the License. + + You may add Your own copyright statement to Your modifications and + may provide additional or different license terms and conditions + for use, reproduction, or distribution of Your modifications, or + for any such Derivative Works as a whole, provided Your use, + reproduction, and distribution of the Work otherwise complies with + the conditions stated in this License. + + 5. Submission of Contributions. Unless You explicitly state otherwise, + any Contribution intentionally submitted for inclusion in the Work + by You to the Licensor shall be under the terms and conditions of + this License, without any additional terms or conditions. + Notwithstanding the above, nothing herein shall supersede or modify + the terms of any separate license agreement you may have executed + with Licensor regarding such Contributions. + + 6. Trademarks. This License does not grant permission to use the trade + names, trademarks, service marks, or product names of the Licensor, + except as required for reasonable and customary use in describing the + origin of the Work and reproducing the content of the NOTICE file. + + 7. Disclaimer of Warranty. Unless required by applicable law or + agreed to in writing, Licensor provides the Work (and each + Contributor provides its Contributions) on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or + implied, including, without limitation, any warranties or conditions + of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A + PARTICULAR PURPOSE. You are solely responsible for determining the + appropriateness of using or redistributing the Work and assume any + risks associated with Your exercise of permissions under this License. + + 8. Limitation of Liability. In no event and under no legal theory, + whether in tort (including negligence), contract, or otherwise, + unless required by applicable law (such as deliberate and grossly + negligent acts) or agreed to in writing, shall any Contributor be + liable to You for damages, including any direct, indirect, special, + incidental, or consequential damages of any character arising as a + result of this License or out of the use or inability to use the + Work (including but not limited to damages for loss of goodwill, + work stoppage, computer failure or malfunction, or any and all + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. + + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + APPENDIX: How to apply the Apache License to your work. + + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "{}" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright 2021 GlobalFSITeam / fsi_samples + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/Part1.2021.ipynb b/gtc21-s32407-backtestingequityinvestmentstrats/Part1.2021.ipynb new file mode 100644 index 00000000..f1b2d4b6 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/Part1.2021.ipynb @@ -0,0 +1,1765 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# S32407- Learn how to use GPU's for more Accurate Backtesting of Equity Investment Strategies, NVIDIA\n", + "\n", + "## Part 1: Top Sharpe Ratio Investment Selection\n", + "\n", + "[Mark J. Bennett, Ph.D., contact info: mbennett@nvidia.com]\n", + "[Financial Analytics book website](http://cambridge.org/FAR)\n", + "\n", + "Our first of two notebooks focuses on how to compute accurate returns and\n", + "measure volatility. Then using using return and volatility we will examine\n", + "the Sharpe Ratio, which simply divides the two statistics, as our way\n", + "to judge the investment performance of all the stocks in the NYSE and\n", + "NASDAQ markets.\n", + "\n", + "The Sharpe Ratio scales the log returns of a security by a measure of risk incurred by the investor.\n", + "So we penaize for risk and reward for consistency. The best securites of all\n", + "have high return and low risk.\n", + "\n", + "Our time window is November 2020 and 3 years prior to that point in time.\n", + "Our price quote are at the end of day close with adjustments for any stock splits and added dividends.\n", + "Yahoo! offers a quoting service and we have accessed that, as explained in the\n", + "Financial Analytics book via the get.hist.quote() function in R and then gathered them\n", + "into 2 very wide data frames (NYSE and NASDAQ) ready for importing here." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Definition: Sharpe Ratio for an Individual Stock Security\n", + "\n", + "A Security $j$ with $n$ Log Returns $R_j(t)$ for observations at $n+1$ times\n", + "$0,1,...,t-1,t$\n", + "

\n", + "has a Sharpe Ratio $SR_j(t)$ at time $t$:\n", + "$SR_j(t)={{E\\{R_j\\} - \\mu_f} \\over \\sqrt{E\\{(R_j - E\\{R_j\\})^2\\} }}\n", + "= {{ \\bar{x}_j - \\mu_f} \\over \\sqrt{ {1 \\over {n-1} } \\sum_{t=1}^n (R_j(t) - \\bar{x}_j)^2 }} $\n", + "where $\\bar{x}_j = {1 \\over n} \\sum_{t=1}^n R_j(t)$\n", + "

\n", + "$\n", + "={{\\bar{x}_j - \\mu_f} \\over s_j} \\approx {\\bar{x}_j \\over s_j}\n", + "$ where the log returns $R_j(t) = log({S_j(t)} / {S_j(t-1)})$\n", + "

and $S_j(t)$ is the Stock Price at time $t$.\n", + "

For our purposes, times $t$ occur at the daily market close." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Annualizing Shape Ratios\n", + "\n", + "Our returns are daily and so is their volatility so we can scale them to become yearly,\n", + "making them larger.\n", + "There are 252 days in a typical trading year. To convert to annual Sharpe Ratios, begin with\n", + "the formula from above:\n", + "

\n", + "$\n", + "{{ 252 \\cdot (\\bar{x}_j - \\mu_f)} \\over \\sqrt{ 252 \\cdot {1 \\over {n-1} } \\sum_{t=1}^n (R_j(t) - \\bar{x}_j)^2}}\n", + "\\approx {{252 \\cdot \\bar{x}_j} \\over \\sqrt{ 252 \\cdot {1 \\over {n-1} } \\sum_{t=1}^n (R_j(t) - \\bar{x}_j)^2}}\n", + "= {{ \\sqrt{252} \\cdot \\sqrt{252} \\cdot \\bar{x}_j \\cdot} \\over {\\sqrt{252} \\cdot \\sqrt{ {1 \\over {n-1} } \n", + "\\cdot \\sum_{t=1}^n (R_j(t) - \\bar{x}_j)^2 }}}\n", + "= \\sqrt{252} \\cdot SR_j(t)\n", + "$\n", + "which says to multiply by $\\sqrt{252}$ to annualize." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imports and Constant Settings" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np, sys, time\n", + "import pandas as pd, time\n", + "import matplotlib.pyplot as plt\n", + "np.set_printoptions(threshold=1000)\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "k = 12 #top securities\n", + "blockSz = 256\n", + "\n", + "fname1 = \"data/MVO3.2020.08/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2020.08/NASDAQ/prices.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare Gross, Net, Log Returns; 1st loss $S(0)=100;S(t)=80$ then gain $S(0)=80;S(t)=100$" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# A) Try Gross Return:\n", + "80.0/100" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.19999999999999996" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# B) Try Net Return:\n", + "80.0/100.0-1" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.25" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# C) Try Gross Return:\n", + "100.0/80.0" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.25" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# D) Try Net Return:\n", + "100.0/80.0-1" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.2231435513142097" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# E) Try Log Return:\n", + "np.log(80.0/100.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.22314355131420976" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# F) Try Log Return:\n", + "np.log(100.0/80.0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Note above: symmetry of Log Returns and similarity of Net Returns to Log Returns" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import math\n", + "math.isclose(np.log(100.0/80.0), -np.log(80.0/100.0), rel_tol=0.000001)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Start GPU with a Null Kernel written in Numba which simply writes index i into array arr[]\n", + "### Observe the time in seconds can be thought of in seconds x 10^(-6) or microseconds" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.25006532669067383 [ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19] \n", + " [ 0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 16 17 18 19]\n" + ] + } + ], + "source": [ + "import numpy\n", + "from numba import cuda\n", + "import cupy\n", + "\n", + "@cuda.jit\n", + "def add(aryA, aryB, useBlockIdx=True):\n", + " j = (cuda.blockIdx.x * cuda.blockDim.x+cuda.threadIdx.x) if useBlockIdx else cuda.threadIdx.x\n", + " if j < aryA.shape[0]:\n", + " aryB[j] = aryA[j]+aryA[j]\n", + "\n", + "import time\n", + "aryA = cupy.arange(20, dtype=cupy.int32)\n", + "aryB = numpy.arange(20, dtype=cupy.int32)\n", + "start = time.time()\n", + "add[2, 20](aryA, aryB, False) #blockDim is 2 and threadDim is 16\n", + "print(time.time()-start,aryA,'\\n',aryB)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inspect NYSE Stock price data where final day is 2020.08.21\n", + "### Observe 2 file lengths for NYSE and NASDAQ: header row on top" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "first two lines of one of two prices files:\n", + "CTBB,DY,ADM,NPV,SQNS,HMN,VEC,FRC,CABO,DTY,KRG,AXL,HUBB,SCHW,SHW,UBA,WBK,PSX,EV,ESNT,SF,PDM,JTD,LIN,NAV,ADS,RLJ,PBH,UNVR,PVH,NC,BWA,COP,PVG,VER,WMT,NXP,RMT,NCR,ATHM,DTF,SCI,JBT,FLY,IVR,CBH,SKT,AWR,SHAK,PE,V,MYOV,SRV,RDY,VBF,NAZ,CMP,IAG,GOF,NM,NWHM,CTR,PGP,TRNO,AM,TGP,CXW,SAM,CB,ABT,PRA,CUZ,RVT,MAXR,VIPS,JHG,CHT,FDP,SUZ,CHU,MDU,SAR,TTI,IPG,LAD,CNDT,ESRT,KMB,ASG,FBHS,STM,VGM,INVH,NBHC,ISD,WIT,TLYS,CHN,BSAC,RNGR,SHLX,FMX,NOM,NMT,A,EVT,MGM,IID,CCM,REVG,DL,TR,MGY,MDT,BNED,HON,IO,AG,EXC,GPMT,VNCE,UE,KBR,BIG,BTZ,SWX,SYX,ACP,PRU,NXR,BK,LEE,NGVT,CBD,JWN,KNL,VLO,MCN,HYB,CNQ,CP,SYY,MAC,CHH,PRO,DDS,TIF,EZT,TAK,HII,PGTI,TRGP,PBI,KFY,APD,MGU,LYB,PFO,VLT,LH,ESS,GSL,GNK,MFGP,NMFC,MPA,ELVT,WAB,WAT,USPH,HNP,DE,PDT,ASB,EVRG,SHI,PCK,SU,ATH,EURN,BDJ,WM,TWN,DAR,SNAP,PM,FIX,JHS,HQH,AAP,ABBV,KKR,THO,ARGD,TREX,PFN,NBR,RHP,ACN,CLGX,HASI,VTR,MCD,ZEN,TJX,BLX,MYI,CHL,JBK,FBC,CIF,GKOS,MUSA,CS,AGR,GPN,SUPV,PMM,KMPR,HEI,SCM,PJT,MTOR,NLS,CTS,BA,RZB,TVC,CIO,JBL,DUKH,NSA,NSC,FENG,ACV,NUV,BMY,QTWO,UGP,RPT,THQ,VRS,NIM,TNET,CEA,EOS,NIE,SYF,NRT,PSTG,MOV,TEO,ARC,RNP,CYH,NMS,BAF,MODN,AIW,ZTS,EME,AVD,BBDO,ECL,WFC,LFC,CEQP,FMC,UNP,NBLX,MCR,MUJ,APHA,AOD,PNI,FSM,GOLD,BSL,SNV,CSLT,AFB,DLB,MYN,HFC,CPK,TS,CVEO,IPHI,YPF,AMRC,DK,TOL,LRN,REXR,PRTY,AWI,UZB,ARMK,EDI,PDS,FRO,LDL,BAM,EPAM,JPS,MGF,RNR,BRC,TGI,HCHC,YEXT,ANF,UDR,VALE,CLPR,COE,DEO,MS,AMX,WPP,ENIC,PTR,USNA,CMC,RMD,KBH,PPR,ITCB,BTU,PMO,BME,FLS,SHG,INSI,NCV,PMT,PANW,LEO,NCA,KNX,DGX,PRLB,NGL,KODK,VFC,MMP,BXP,HOME,KSS,AIN,BABA,CDR,AEL,PVL,CGA,CBT,AFI,NGVC,ABM,DBL,SRI,PG,PPG,DVN,OII,WNS,MAIN,FAF,CTZ,FC,UN,NX,ARE,DMO,GATX,FLT,ARGO,ALLE,INSW,IDE,ENR,RRD,TCI,VAC,MSGN,MTRN,NIQ,RS,KOP,BCH,NRP,NRG,CX,OIA,INFY,TRQ,PK,SAIC,HOG,GCI,EQC,TPVY,ZYME,RGR,BBD,HRL,ENZ,CPB,CIR,DECK,MA,SMG,PGZ,VGI,PBA,BIT,BX,MVF,WPX,STK,STL,LDP,PXD,KREF,TTC,BFY,GNL,GYC,GNT,FMN,TWTR,LXFR,CAJ,SPLP,MOD,DSE,BFS,SOJB,HZN,ORN,ATTO,JFR,ACB,SJR,AAT,FCT,ZNH,AIG,BTO,OC,FIT,TDS,PYS,RM,LXP,RXN,CWT,MFV,PZN,KL,JHB,HCA,G,AR,SPXC,GE,FMY,BBDC,AXS,SEM,MT,THC,BGH,BSBR,JPM,AFL,OI,SWN,RWT,NNA,PKE,MUS,QUOT,WEA,DOC,MCS,WU,NVTA,LPI,GFY,OFG,CEO,OLN,AMT,CMD,BHC,RIG,AVNS,PEI,MCA,REX,IRM,TGH,WES,EC,SBS,BHR,KOF,AJG,FTAI,ETN,MRK,SUN,CLB,ZTR,RL,PPT,UBS,MITT,NKX,CIB,DQ,MLM,USB,SFL,MDLX,BCS,NOW,NGS,JEQ,VZ,NCB,DHT,FNV,NEU,ABR,CPRI,EQS,MGA,IT,IAE,RFI,RIO,PAR,SPE,NJV,BPT,VGR,PLOW,MRC,CTRA,BCC,AA,DNOW,TK,NNI,BIF,BEDU,TNC,GGT,AT,AMC,NWN,FFC,NGG,LEAF,C,ARI,SKY,WYND,CHGG,BGR,GPM,VHI,NSL,JSD,PFE,FT,WOR,NTB,JCO,BBN,JHX,KOS,HNGR,IIPR,MCK,HRTG,MHO,NAN,UL,CUK,AXTA,SCL,PFSI,BKT,UTL,UTI,PAYC,EXG,UFS,NVO,BAX,AEM,HBI,ARA,TLI,DNP,HGH,EVA,VEEV,GGZ,FNB,SMLP,AER,PRGO,ANET,TNP,NCLH,AHH,PHG,BSMX,AU,NVS,CNR,AKR,SUI,NYV,ECCB,RLGY,CHMI,YUMC,CCO,EVTC,VLRS,HMY,STZ,DS,TBI,DBI,RAD,CAL,OMC,ABB,MFL,SBOW,EOG,KTH,EVRI,CNK,CM,AWK,MTH,GJH,GNE,AC,BKK,ACCO,WGO,SWZ,RACE,GTS,BCO,KO,TDW,CPS,KNOP,AROC,EVG,SCS,PNW,MOH,EBS,NPTN,SMHI,ESI,SUP,ACC,MLP,BBW,TUP,BKU,ZTO,THR,HXL,BST,CALX,SJW,TYG,ADNT,FMO,CSU,AIF,VNTR,BRFS,CLF,TOT,SXI,ELY,NVGS,RQI,IHD,BZM,COO,HUN,BMI,MCX,FDX,DTE,PNF,EPR,HLX,GMRE,EGP,BYD,DCO,CBZ,BSE,MHNC,SIX,IHIT,CAI,NXN,TCP,IQV,DCI,MYF,AZZ,AOS,MMU,WIA,MFA,GGB,IRT,TPX,MHK,THW,BBU,RF,MAS,TRU,OGS,HTY,BKD,SFUN,RHI,WRB,AFG,PMF,LUV,PPX,HSC,CLDR,NKE,CMS,RH,SCCO,CR,TEF,DKL,APRN,TPR,PBFX,DRUA,CARS,AYI,WBS,XPO,ORI,OMI,SID,ERJ,GTY,GME,ETV,VRTV,KIM,BFAM,BOX,TGT,ASPN,HPQ,FPH,NRK,EIX,VTA,CRS,ARCH,YELP,SLG,MSCI,NUW,H,SFE,IPI,AX,MFD,EFF,BUD,PIM,IGD,CHS,GHY,KEY,SAH,EGO,IGI,CNC,CSV,MXF,ASGN,AMP,JMP,PHI,OFC,WDR,KEX,NEV,EEA,YUM,MTB,CAF,ORAN,ICD,EMR,KRP,SO,MMD,CCJ,MDLQ,BZH,DKS,PCN,GCO,MYD,CMO,PPL,WRK,NXRT,JTA,TSLX,RENN,WTI,VNO,AXP,UTF,HE,ETO,JPT,F,UZC,BFZ,DCP,WLKP,VSH,EMN,ARR,SB,EARN,FL,Y,CPF,CACI,DHI,IDA,VOYA,XOM,GDOT,PB,INT,PCF,OEC,SOR,PHT,GPX,MAA,SCD,STT,MTL,OSG,NNY,BAC,KSU,CINR,CI,SYK,GMTA,HPP,DSL,RA,HSY,PII,MRO,ATO,LPL,GJR,FDS,IFF,VCRA,CNS,MCI,PHK,NMI,MTW,STWD,EPD,FLO,TVE,BLD,CXE,POR,FCPT,DDF,WALA,BSX,BDC,PKO,TRC,NQP,SLCA,CCI,APTS,BLW,BRX,RGA,FF,ALK,SOJA,TM,PNR,WRE,ATUS,QSR,SAVE,EFT,NVRO,WST,MFM,CIA,UMC,GS,AJXA,PSO,ARL,RDN,FET,AMOV,GD,SCX,PH,MKL,BBY,TTP,CPT,JCE,NHI,ROK,AEB,VSTO,ADX,MQY,ENO,EOD,HBM,GFF,USA,AVB,TPL,EVF,JGH,MXL,NNN,UGI,PSF,HTA,CO,HMC,VIV,AFT,CXH,ATV,EPC,SWK,NVG,BYM,MMI,CAPL,ENIA,NOV,SPH,SNR,GLOP,HTD,NOAH,DMB,EDD,AYX,TTM,MOS,ALX,STE,CIM,CNX,MIXT,CMRE,MMT,CNHI,RELX,WMC,TAL,PLT,NMZ,LUB,CNI,BGT,ALEX,ODC,HPR,TDG,ST,WSM,SNA,AVY,DSX,IR,SEE,KMX,WRI,LEJU,HIX,LEN,MHI,NUO,SSTK,JCI,MZA,SXT,RZA,PWR,SHOP,AMN,MDC,KDP,AIZ,LPG,DSU,IBP,AEG,EMD,HSBC,WOW,MGP,URI,HPE,VVR,MSM,BHE,SQ,KYN,OSB,XYL,BOE,MAV,CEE,IBN,SAFE,MHN,FDEU,WLL,AMG,VAR,SLF,CPE,E,CLH,NOC,MBI,NAT,HIG,ING,SIG,JLS,HYI,GNW,BVN,EFX,MC,NL,SUM,VMO,NHA,CAE,RC,GHL,RSG,OKE,IEX,ZBH,MIY,CEN,RCI,CADE,MFT,GLOB,EXTN,MIN,IHG,NEWR,COTY,AIT,HUBS,IRL,MUX,CNP,XEC,DLX,HTH,GIL,FOE,MEI,FCAU,TEN,YRD,RRTS,CODI,PDI,ETG,EEX,GES,KTF,RRC,STON,LCI,TAC,PCQ,TPH,MSI,CW,CNO,GLP,JELD,NLSN,PAM,DAC,ALE,WEC,PAC,NYCB,JPI,CMCM,WPM,EL,WCN,ETM,TDF,JNJ,FBP,AZRE,NEM,CFR,PBB,IVH,INGR,TGNA,HCI,TECK,DRH,RPM,FAM,HLI,TD,KGC,KB,HEQ,GPS,AHT,AGCO,GLW,WD,MAN,COF,SQM,CKH,XRX,WBAI,BAH,DBD,ABEV,OCN,MTX,ATI,BHK,ASC,TEVA,SITC,VPG,ETB,AIR,RGS,IGT,EVC,RES,STN,BCEI,CLR,WLK,GRA,BP,FIF,AGM,QGEN,DEX,CELP,PSB,JP,EHT,MMS,HYT,ELF,SM,BGB,BURL,FRT,WAL,PHD,KN,BHLB,TEI,BSM,ARCO,CNA,ET,LC,ES,PCG,PYT,AHC,BAP,CHD,SMM,AWF,FSD,EVH,BMO,GHM,DELL,OSK,DDT,GAM,KSM,TDOC,ASX,BANC,MDP,AJRD,TPB,IIM,CTAA,WPG,APH,FICO,BIO,IVC,PEO,KAI,SNX,BDX,SKM,ALL,SLB,AVK,AWP,OOMA,LDOS,ISG,BEN,GMS,GEF,CGC,OMF,VVV,AZO,XAN,NDP,ARW,MFG,BCE,POST,CZZ,AP,GVA,SMP,BKE,R,CEL,FI,CHA,PGRE,CLS,CFG,TDJ,VEDL,ORA,CUBI,UVV,NPK,RESI,MUE,NFJ,WCC,WHR,CIT,OUT,VOC,JDD,VPV,UMH,BLE,EFL,UZA,UBP,MUFG,DOV,LMT,BCX,IDT,MFO,TRTN,EHC,MUR,GPK,PSXP,KEN,NWE,CHCT,WSR,UVE,AQN,RAMP,HST,JQC,STNG,ORCL,EGF,AME,HLF,KAR,SD,EFC,MYE,MUA,MXE,BHV,MD,PMX,HMLP,CLX,HPS,CL,GDDY,TMO,STOR,LXU,FND,FGB,SJI,CSTM,RY,HPF,JILL,OIS,GJS,NUS,BR,SRLP,DUC,AIV,SMFG,JEF,KR,EAT,BERY,NTP,TEL,CDE,INN,X,BQH,ROL,NPO,JE,RJF,ICE,WBT,HL,CRT,CPA,BMA,APO,LITB,M,EBF,MLR,TISI,RFP,GF,FTV,MX,OPY,RBC,KDMN,DXC,ITGR,TU,HGV,DPG,MG,FLC,CSL,SZC,CUBE,NXQ,CC,CVS,KRO,ATGE,NEE,SNDR,PNC,WTS,FIV,EVR,W,CF,QUAD,RYAM,TARO,PBF,PFS,JOE,NID,EBR,ETW,GNRC,CXO,CRY,GIB,SSD,ACM,GWRE,AON,BIP,LLY,TSN,NLY,CIG,ACRE,TPZ,TCF,PUMP,HIW,KEP,KMT,WTM,DAL,OAS,USM,NKG,SBI,RLI,THG,HRB,SPXX,FR,TRV,JRS,JRI,WWW,CFX,BDN,SOL,LADR,WTTR,NEP,GM,JAX,FLR,GRC,GJO,UFI,FIS,LW,ANH,PLD,FPF,ALB,MMC,FTK,DPZ,SNN,MANU,UNM,CE,NTG,CORR,MNR,VMI,LGI,MTT,GCP,GHC,BXMT,MTN,FCF,RMAX,BB,MLI,ED,TSM,FE,DLNG,KF,MUI,TPVG,PZC,RCL,HHC,ROG,UNH,OPP,TDA,EVN,OGE,OR,HD,GIM,HOV,DHX,SNP,FPI,SPG,HRC,NXC,VTN,MIC,CCL,NS,SBH,ALSN,KMI,HPI,GBX,XIN,CVE,AIC,MPC,PFD,BXC,EGHT,EHI,BWG,B,IGR,TKC,KMF,CRI,PFL,MPX,NVR,WWE,KRC,CCK,CTLT,T,EOT,LEG,ROP,CHE,MUH,BOOT,UHS,SALT,EFR,TSE,NMR,TDY,PNM,MO,CVI,ENV,WHG,IRR,ANTM,GPI,FUN,MPLX,GLOG,TXT,EQR,TX,CEM,BH,JLL,MDLY,ETH,WF,BFK,SGU,BRT,BRO,SRC,CRH,GOOS,NR,SPR,FPL,BBVA,GWB,OXM,PAG,BXS,CII,EDN,PAI,ACH,BKN,HTGC,GSBD,NJR,BGY,ASR,BSIG,NUM,CMI,TEX,FLOW,SOI,TV,UAN,BKH,BBF,MET,DSM,ESTE,NOK,AGRO,MVT,KT,ASH,NAD,NP,ESE,GOLF,PEG,ETJ,NMM,KTN,WMK,GIS,KWR,TROX,HUM,MED,PEB,PRI,IBA,FUL,RIV,TWLO,PBR,MBT,JMM,TRI,MWA,CCU,CBU,MYC,BUI,WEX,AJX,EDU,DDD,D,GUT,UAA,FCN,BY,EXP,OHI,CBRE,RLH,LII,AZN,TRTX,KEYS,DRE,SSL,LEA,FTI,NSP,AUY,IGA,QEP,NMY,ARD,TCS,MTD,GEL,GTN,GWW,LL,TWI,NEA,LAC,ETY,TGS,APLE,LVS,VMW,TWO,AXR,MMM,ATKR,CLNY,DIS,ELP,HVT,BKI,HRI,TDE,GAB,HI,MSD,UNFI,IP,ABG,TSQ,FRA,FOR,TRP,FBM,EMO,XHR,BXMX,ITT,NCZ,FNF,ARES,CLI,LNN,CAH,COR,HIL,BTT,BLK,DEI,JOF,HEP,GDO,LYV,PBT,CXP,GRUB,FMS,FN,TFX,WY,HY,CWEN,MPV,DB,LSI,RYN,BC,GDL,KW,IVZ,GEO,MHD,AVA,SRT,HNI,JNPR,WPC,THS,WIW,HLT,GER,BTA,KIO,ORC,PTY,PHX,PKX,TY,ALG,CIEN,PLNT,NRZ,ATEN,UHT,CMA,IX,DFS,EW,NHF,IBM,VET,CRK,PFGC,PSA,KRA,CVNA,DRQ,UIS,DHR,PAGP,DHF,GPRK,PHM,DOOR,SWM,UNF,BNY,NUE,ALLY,LPX,GFI,TYL,SJT,DVD,APTV,CPG,GGG,MHLA,OLP,DAN,LYG,UA,AB,NOMD,CTB,DUK,AXO,GMED,COG,GGM,CCS,AL,NOA,HDB,BEP,AEO,DX,NPN,HR,AVAL,SRG,MEN,HIO,PKG,CYD,EMF,LND,BOH,CTDD,GDV,MSA,PGR,HZO,JBGS,IRS,WMS,SRE,LB,VKQ,EXK,DTJ,USDP,DFIN,IMAX,GSK,QTS,ADC,CAG,WMB,MKC,BFO,AGX,MUC,IQI,RNG,BLL,HQL,EIG,BGX,MTZ,BSD,SA,LZB,K,EXPR,SON,JKS,ELS,TRN,ERF,VG,VVI,PCM,PEN,CUB,NYT,JPC,WSO,KAMN,GPC,VMC,AN,ITUB,ATR,AZUL,DFP,EXR,AES,ALV,ARDC,FHN,TDI,ABC,FSS,NAC,HIE,BNS,GOL,MYJ,AGD,EXD,ASA,RGT,MN,ETR,PML,SXC,BTI,UPS,HESM,DG,HES,USFD,FEO,MATX,PAA,SNE,LTC,NTZ,LNC,O,CLW,SBR,CCEP,AGI,DRI,NI,DLR,TG,WELL,ENLC,MPW,FFG,VST,TSI,BBL,HCC,CWH,MNP,VJET,TLK,ASIX,ELU,EOI,HAE,TKR,IHC,EQT,NBB,GRX,HP,RBA,PKI,NFG,JRO,MTG,ENVA,EQNR,APAM,MSB,FTS,STAG,MFC,MCY,ENS,ITW,GCV,SAN,TDC,CATO,SEAS,ENB,AFC,BGIO,LOW,BHVN,GBL,TMST,MHF,DIAX,DRD,SHO,CVA,USAC,ENJ,CAT,HAL,OXY,CVX,SKX,RYI,SPGI,GJT,IFN,MQT,CLDT,TPC,CPAC,REV,RPAI,BWXT,APA,AGO,L,LCII,NSS,STC,GBAB,SAP,EGY,AEE,FCX,CRM,HT,BBK,DVA,VCV,FSK,BG,MHE,AMH,ECCY,PUK,RCS,CMU,GLT,ICL,MTDR,PARR,PCI,AEP,FFA,FOF,TMHC,MVO,TAP,TPRE,TNK,SITE,WK,CRL,BGS,BHP,RE,PYN,NZF,BW,JHI,KFS,LAZ,NXJ,DEA,TREC,CULP,MIE,MCO,CBB,WNC,FBK,ENBL,GJP,SC,MTR,GTT,EDF,IIF,SJM,SR,CMG,DIN\n", + "20.441338,82.059998,37.333767,11.41119,12.8,32.237148,28.219999,95.414185,727.732971,22.477062,15.745164,13.84,99.985512,37.679726,328.50354,17.126301,21.099356,73.01152,39.696911,37.148388,30.511965,16.631884,12.214174,122.886711,31.870001,212.170181,16.608521,50.57,27.57,125.713364,15.73402,41.577084,39.197987,8.21,33.310619,72.714905,12.890578,6.334453,35.84,61.401546,12.636175,33.132462,85.645149,13.12,12.279903,8.058957,18.745451,46.39238,30.65,24.19743,101.471512,13.83,35.058449,31.049034,15.820572,12.798374,57.238586,6.33,14.263556,16.1,10.0,43.302639,11.790287,32.774834,12.080022,14.056899,19.708862,148.800003,131.251526,47.37318,44.190376,32.747112,10.847741,49.524876,8.88,28.828259,30.55477,45.019783,5.548056,13.766443,24.003342,16.022669,1.9,17.281796,99.490982,17.0,18.592556,108.293259,3.729057,58.89444,16.588802,11.391952,21.297388,29.859285,11.395919,5.873126,8.09252,16.88361,25.866976,14.05,18.924427,93.839783,13.400541,12.445525,61.579826,16.306355,30.180956,5.24249,4.0,23.37397,6.059637,33.903442,9.778,73.989319,6.94,121.937805,7.05,6.99,33.963852,14.356128,4.6,21.146063,14.496099,42.606056,10.559745,72.580841,15.016922,9.18476,87.22821,13.116343,47.827087,2.1,61.790001,22.26338,41.098717,16.491566,58.2509,5.301737,7.402748,25.866098,146.925842,47.436756,41.250656,58.812195,25.66,58.515175,83.05307,22.680004,27.17,193.830856,13.1,34.278179,10.263757,31.320509,134.213684,20.039316,62.732243,9.466983,11.207055,153.220001,238.63739,8.8,12.590685,18.636568,9.844569,12.413026,6.42,68.916161,179.940002,56.20364,24.58292,108.915077,12.793041,19.484354,45.82605,48.399364,8.503872,27.379801,53.360001,6.066611,6.779296,71.15033,15.166694,17.4,15.19,95.083786,32.368233,12.23981,17.879248,93.518555,62.124828,17.313555,101.091751,20.370155,18.6875,7.546521,304.889893,50.976093,121.787224,44.835068,19.675261,55.790989,145.709595,27.26,34.325741,20.823429,12.300649,46.642365,20.277378,31.689524,2.061352,36.509998,65.62809,14.039712,42.771275,93.289688,19.736534,6.324534,46.239628,53.001389,9.44029,37.477974,18.83,16.700001,21.69857,224.822266,23.198303,22.641733,9.662311,29.31115,21.306822,19.183187,110.150871,1.127394,15.354745,8.951158,52.756229,41.150002,10.670761,10.665753,13.745415,4.092672,9.163451,35.470001,26.336788,11.772273,15.673577,27.544937,4.669314,14.25,22.322269,24.931189,3.398361,16.178684,7.8,13.298209,12.589993,13.5,19.312128,60.255611,62.842892,19.633429,8.908324,126.75515,45.897175,14.986832,16.997469,69.548409,96.498344,35.515244,6.377512,12.445115,4.75,6.48099,10.178294,4.8,16.89477,13.369939,37.290115,3.65,12.041713,47.909359,11.494066,28.067574,75.150215,23.883812,22.32,38.080002,20.402458,7.15,22.270901,36.379181,17.389999,27.254023,14.1,45.334282,20.947384,38.543533,9.441635,2.51,4.677709,47.700001,24.90292,79.010002,7.90968,3.790177,138.583939,30.848803,25.253227,-1.307881,12.83,11.144691,34.539574,9.249364,9.964737,14.9,122.036819,41.557251,17.320156,75.550369,5.001819,54.651463,59.549999,16.396351,72.454529,20.736269,4.251543,12.420623,25.855808,10.362554,28.892467,35.784512,47.150002,16.6856,4.683539,12.321712,129.279999,7.388574,9.075774,37.521721,98.905243,69.949997,5.949995,7.25,53.965988,51.130287,107.186623,23.92,33.692078,49.939461,168.300003,28.008589,27.125145,1.698275,14.76,46.867382,14.57,5.122628,40.984997,18.454729,16.32,83.649345,98.04995,28.38176,22.360001,35.009998,30.241577,43.050892,20.596436,18.450001,53.529118,18.042027,108.077477,16.780666,55.012051,143.059998,48.940361,75.264328,18.021856,10.731582,40.135906,8.146575,21.799999,108.523918,20.799999,37.391624,11.995654,66.021698,38.25,27.559694,17.857584,23.339025,8.997419,6.628119,6.888536,32.299999,20.565996,67.18396,42.117123,9.483665,22.148573,20.701597,7.78,42.435932,7.545014,28.915804,11.09,45.321701,47.760712,64.029999,131.310684,84.956566,13.753829,11.668082,25.208775,13.464757,26.747736,8.200029,9.66,15.474566,21.071224,20.088682,123.94558,15.039974,57.95697,13.102007,14.686378,20.831467,5.003219,12.468669,16.77,10.540189,34.799999,18.4,15.95,46.633739,50.609135,21.557009,17.4,5.55,57.405453,9.117022,23.4,19.120726,36.543175,10.131556,36.867168,54.661663,26.907675,66.71579,5.94,26.879814,16.16008,21.878742,7.90473,23.481758,34.561527,4.669194,8.150367,12.051598,8.399172,76.837204,27.452488,19.620001,23.74,22.279312,11.757203,9.42646,55.259151,17.200001,26.158056,17.48,14.207376,7.400702,82.711578,37.165569,23.541676,5.36,12.98369,11.503814,10.973179,11.519314,14.3,11.398601,15.138892,23.197649,16.657164,9.79,234.600006,14.212014,8.47322,99.164696,26.903841,136.182297,76.50692,14.23,8.01,44.0,7.069059,13.130314,94.559998,30.118961,16.450001,29.135544,7.734851,8.964377,8.071504,75.749626,54.017677,12.825758,37.984299,57.065464,20.883413,82.026917,8.503669,81.769417,4.078461,14.884078,14.692087,13.490788,39.676758,5.042,193.677338,46.448189,9.336754,15.301758,8.900891,111.910004,23.1,6.604634,41.706566,15.495211,2.879457,78.639091,396.125427,5.756406,42.459999,2.33,41.975838,118.839996,7.542001,9.744988,35.874054,10.92,10.37378,12.399734,13.241231,12.90386,31.930986,15.7,63.0,25.760529,42.169998,11.56,8.870496,44.703297,8.690649,14.470117,58.327301,6.283845,2.4,10.332977,59.293823,16.522596,52.876072,6.95,61.216961,12.000055,10.371244,38.095066,14.24,9.534184,5.683078,24.052597,5.113354,13.350711,27.841997,5.987307,45.97702,28.604294,8.005979,19.200932,13.08323,6.549318,10.9,15.47069,142.483749,10.748449,24.41,12.21494,51.84491,63.108326,29.280001,73.527138,16.402962,5.026623,45.301495,3.44,72.739998,6.499005,35.723949,43.551105,59.194965,47.279938,21.394217,13.93,8.498969,8.760324,24.00741,22.159428,57.130001,10.748153,10.928622,212.435211,49.200001,74.82412,174.110001,20.010658,57.880001,11.058585,36.612377,9.220568,9.312511,64.732544,16.65,24.992716,81.963478,13.160517,20.06255,33.168556,12.566313,34.533833,3.852344,18.507645,12.89,1.853284,188.009933,2.6,20.0,16.980967,45.200001,23.967358,63.969078,20.475573,12.621247,21.33,78.834045,25.830368,7.59,29.933453,71.096085,77.038986,40.650002,8.040239,5.129617,33.435886,-0.037998,9.905775,35.088726,7.185863,111.229126,24.51,73.579903,40.488464,24.791796,101.269997,15.812407,8.47353,11.315247,11.468788,79.881927,63.18,36.18,6.1,12.26,10.917614,13.694878,40.168102,12.45,9.45,50.126934,30.129826,12.80045,16.18,51.374729,18.534912,4.9,51.325108,80.04615,66.901596,38.531639,177.449997,12.128391,20.049999,13.29,7.452334,41.855453,91.708069,13.583655,10.4,9.497265,6.69703,12.492092,247.453552,24.255743,43.274704,20.974474,199.023376,98.100258,10.974303,56.734539,6.3,6.364017,77.981293,25.714193,26.370001,14.65,11.689663,19.095589,44.924202,8.034942,29.964176,12.447404,38.504726,95.550003,44.068859,13.29379,44.670975,51.009136,11.905538,9.873479,5.763355,3.372624,8.220797,15.001349,247.119995,9.842583,28.693729,12.548768,34.84058,46.551125,68.944626,6.485595,11.69,181.0,41.041195,41.55579,86.012627,11.667951,50.209377,20.866217,16.799999,18.559999,51.621647,44.050587,45.16,36.303528,67.978722,8.63163,20.462523,80.699997,37.5243,15.410241,21.471142,26.190001,172.177597,41.892551,58.709999,14.273325,25.186939,2.294576,21.215206,22.824944,16.083393,11.105067,27.75,15.761522,79.660004,19.620001,49.352638,4.2,17.216938,14.35,11.425405,70.497719,8.828056,36.949371,72.21431,42.139999,82.524475,109.833893,14.89088,56.808826,11.197535,35.0,26.549999,9.416286,13.528625,106.226357,3.590981,5.480546,6.691324,11.091178,15.149857,15.624635,10.35,18.689669,43.169998,23.139736,15.284585,45.119999,126.005699,4.732546,28.874996,28.256426,14.63277,61.200001,12.275392,8.585955,71.661453,137.615158,17.105402,14.307345,60.599998,52.745388,11.633086,41.145908,16.799417,9.491311,16.569391,15.04,24.152533,12.644166,25.299999,12.891792,7.434853,32.774426,48.790169,20.651255,9.606651,14.665652,2.199668,1.89,61.8162,80.915215,17.467804,29.835218,17.436266,20.352068,9.127268,21.394638,12.410714,21.050375,18.1201,16.055368,76.509842,18.43372,3.23,9.654318,32.219002,542.194519,25.565111,125.300003,33.812996,81.388268,37.200092,63.220146,47.790001,55.856777,32.898655,6.826988,19.289164,31.634605,7.142824,28.4,94.083702,9.881517,84.419388,5.48,2.24,9.028049,21.863758,98.988091,18.749378,180.377029,134.025085,22.144232,28.602566,15.054456,15.593504,96.171265,85.386101,10.46947,82.058937,13.488873,19.47847,150.922501,125.590172,27.66,30.37594,12.384506,5.74957,10.063437,31.120001,15.740117,19.705315,15.299912,22.404161,55.48,4.340824,42.191105,21.495371,7.539586,20.28249,26.969999,73.426651,18.538906,19.398058,11.476712,24.229565,94.667145,13.94087,12.522862,15.207607,125.60714,9.405225,70.552071,22.260399,103.922607,38.413128,28.042982,27.90638,55.07637,35.759998,11.733304,87.959999,83.357857,6.015019,7.58,2.159606,205.79158,19.862019,7.318373,8.25,16.432762,211.0,17.142717,182.482193,6.97835,148.946381,1040.23999,56.997574,53.839333,79.40107,10.783676,64.685867,148.53244,22.915205,22.33,10.530696,13.317881,25.117676,4.366729,8.821612,16.280796,3.888167,166.78569,360.93277,5.314908,12.801658,21.73,34.713264,44.88015,21.274321,25.906052,13.220819,24.971809,11.844886,12.83309,8.618612,3.841963,74.194901,129.499008,12.757742,12.248236,26.0,17.446741,9.200392,29.692415,17.10598,6.858904,15.557457,19.762283,30.6,11.22416,6.020177,22.540001,29.82,19.395683,339.782532,82.105812,12.784545,12.075,8.865311,5.067196,4.556976,10.642855,20.143839,7.408956,28.030001,40.651451,11.224955,2.68,75.19899,10.898455,26.14308,35.49556,138.0,222.815338,44.139999,41.511574,132.711685,86.949196,4.23,22.950001,41.704956,63.48,24.024214,1.55,5.253366,49.10001,10.08575,13.118011,29.719536,35.250614,13.679152,66.636757,24.051523,34.529106,103.790001,37.700001,25.137808,13.451587,88.34494,6.68,8.85108,54.299999,5.131003,11.447354,40.895615,15.58,24.19434,110.709999,12.204935,3.544861,53.237347,29.544519,24.91,11.893286,25.486677,58.408916,9.087478,9.700593,20.284258,9.356987,18.042635,12.29699,13.459646,17.24,169.265152,102.889999,33.873852,99.900002,25.764826,52.98,253.276031,9.92,4.00092,49.853794,15.702137,56.386578,18.98308,11.764294,3.41,13.5325,134.93161,30.176153,7.147027,27.238659,11.086095,9.183222,15.472238,10.230237,14.06032,60.124844,41.280277,110.278481,109.778976,11.959043,58.897686,46.708748,18.701633,12.432782,38.810001,27.370001,3.124591,47.993748,48.049999,14.421095,52.113712,68.599998,11.49494,2.549818,26.249279,94.253555,61.509602,22.762077,29.667452,19.27,37.282169,10.379734,50.460957,35.730022,175.0,13.112033,21.317884,12.698143,20.324129,14.485862,10.839452,17.211548,6.54,17.200001,5.78528,14.229352,12.77,82.133286,93.606445,20.506195,11.567653,30.370001,34.386303,62.610001,23.799999,68.570084,58.851921,97.073029,9.649715,19.426367,4.979374,19.298286,102.223892,63.125065,9.151135,12.973909,119.955925,5.37987,15.01,34.944405,76.456535,21.315367,11.296098,112.475899,11.621119,34.640305,24.030046,9.460544,45.162834,8.62232,33.181351,44.829979,4.345232,45.096622,12.256964,20.401905,48.636532,64.51918,26.067682,43.148823,101.066978,76.118492,41.495358,35.464218,28.063314,10.0,31.713045,19.442997,5.611743,42.900002,62.886345,19.99,11.580732,7.984125,15.831164,16.0296,22.700001,12.066493,34.716854,12.21,17.270931,4.563347,18.030649,25.31514,24.66,32.940151,70.99263,66.573257,27.606972,13.33919,59.376469,31.66,8.207954,5.393098,120.569771,10.584345,8.546778,57.49054,8.28672,20.219999,12.797277,11.461658,87.199997,110.368767,46.002132,9.348663,14.59,30.398769,8.527424,12.76576,8.457528,38.779533,12.093824,30.5,56.672104,69.761749,19.229975,3.536552,197.643768,47.400597,8.23815,10.047766,12.242978,17.799999,65.519745,17.921043,40.310078,68.476921,19.535795,30.544249,10.332479,32.650002,5.450846,17.34227,47.95171,27.709999,16.559338,12.775906,20.611061,47.394142,38.527325,139.050003,216.929993,13.277313,14.249879,81.441879,56.159687,190.167389,23.066418,84.002518,55.015469,11.500938,4.609634,9.3,52.547256,23.709501,34.482456,30.75,49.350224,7.137,19.124384,19.943985,525.400024,27.130785,68.722923,77.18,3.003981,40.418369,82.099998,7.460888,13.5,49.04982,41.789803,10.233972,65.42308,8.51,6.325,44.265076,13.963501,11.41,29.250357,20.432486,14.293612,54.863541,28.27,46.869625,80.074539,10.66469,11.934095,10.05582,49.599998,150.063004,39.964561,18.531025,2.287736,9.151638,10.404618,13.082365,12.960765,8.26094,20.606831,13.708156,5.347846,63.33123,275.809021,6.494435,13.802005,20.141933,31.251879,41.584839,19.802155,11.829631,35.754803,2.46791,53.342773,22.043621,9.159948,20.208675,9.084612,22.58,15.341178,5.496454,36.276264,46.462669,11.869777,60.89801,34.404999,15.509675,16.959999,10.735992,16.125366,13.082845,11.811273,16.239092,44.150002,9.832001,13.068842,125.947792,14.213867,65.207474,42.720001,176.728317,21.013086,6.23,35.599998,4.734928,30.86648,10.25,65.904373,16.455181,49.244331,21.4,17.68376,53.804161,72.499695,16.006552,7.573359,4.061895,7.39,20.456404,20.167524,28.845118,55.689999,10.158216,72.347443,8.75,12.705054,24.634508,12.66209,19.107111,65.825424,162.726761,74.121605,62.122841,19.790001,5.225125,10.403255,111.576279,99.848091,23.73443,2.7,17.385654,15.99283,22.328754,12.9,4.318801,11.486285,53.248093,11.2,14.924326,69.746773,2.47,69.609901,45.299999,14.804691,35.470001,11.369728,18.209999,16.641668,89.667725,48.535866,21.314522,12.37776,41.356892,67.844368,16.693705,33.799999,33.638988,19.832911,114.336891,58.440731,8.368258,69.168358,68.559998,26.065905,15.32438,13.016384,89.679825,20.672634,21.218752,18.874027,11.727352,5.677714,8.346599,38.060001,106.720634,19.25,49.740002,41.094067,31.780001,73.860001,133.359818,33.970257,72.963463,57.36729,8.255508,2.196243,9.62219,15.027674,40.627983,11.31,43.853416,19.65,32.002728,862.34198,44.011818,6.985219,39.110001,11.386355,8.679356,48.925552,86.564285,25.18832,12.061793,27.682673,112.617569,8.232162,13.465422,25.190075,38.790001,13.861084,2.45,10.057393,13.85,34.261234,31.728241,9.8,35.245708,25.44931,19.519611,31.43,88.22567,43.000374,4.119884,56.753963,18.875462,109.134613,72.329102,5.29,173.170822,33.616009,15.898657,42.15126,90.363029,124.828033,26.771618,13.251517,137.214279,11.50607,19.89817,27.700001,565.621582,23.356859,202.197083,11.322604,54.970276,8.99,27.647486,74.352249,32.99617,28.384769,11.667298,30.046997,12.304934,9.316178,9.31051,112.907639,116.029999,117.519997,184.899719,12.425304,20.452202,10.946722,31.534498,13.005135,139.264099,5.557637,45.5,2.0,56.951706,7.737029,131.178146,72.270287,14.026833,11.678821,40.963932,62.673439,26.771692,18.709999,33.550179,15.79253,16.580803,38.741646,3.782645,6.933373,18.840366,45.759167,11.788217,9.78,13.15,7.627243,10.400215,58.148045,5.703247,7.698862,9.791996,81.859764,8.580773,14.313855,2670.0,20.74124,61.409786,57.09,35.360001,30.60997,18.88537,39.483147,225.447678,190.724731,13.139115,8.33,107.87352,72.927078,11.651205,56.049747,5.54,145.399994,38.924198,51.006599,17.06888,42.599998,49.354572,4.034182,185.264084,51.779499,57.159912,23.733509,13.59783,47.80891,59.748966,28.417389,49.864159,315.170013,119.074066,48.568405,23.21101,50.5,11.996821,9.021399,6.179478,21.820642,28.867117,31.916464,17.879999,7.55,70.614868,8.178864,7.70021,33.287331,56.058231,36.440613,26.904024,12.094585,35.509998,13.798858,17.25,12.820083,8.702374,15.807874,39.52816,4.895015,188.440994,12.525522,11.93999,138.162384,36.455914,32.450001,11.982162,25.654203,24.169127,63.095226,12.488879,41.450581,7.175112,9.32,5.841268,9.84,13.089409,17.16,58.178852,12.074494,69.583519,52.769917,15.692622,41.553101,6.562147,24.604183,25.657543,40.262562,47.514023,132.998398,18.772736,248.838379,50.192177,28.653027,73.60466,59.587681,48.432144,13.573616,28.59,8.819838,6.343163,6.296767,41.45837,10.816548,24.539322,47.496334,13.042452,16.733831,107.239998,10.620423,76.257904,12.77,68.042824,5.20868,16.93,32.900002,20.752884,89.676819,23.422276,35.5,7.0,155.521103,26.117544,12.289628,39.860001,25.827932,27.862015,136.064743,17.737341,36.945915,2.797883,8.052323,7.231906,11.207973,18.187315,4.010217,594.059998,18.784241,14.2,146.257782,38.700001,8.264767,11.697846,4.45,8.187652,16.053713,14.760962,52.540417,86.960144,11.201511,6.95,181.53064,16.66,9.98456,98.944153,7.863153,18.8036,41.900002,39.049999,20.000219,4.308524,32.286484,8.343517,32.790001,46.119968,51.0,8.998624,11.115164,17.049999,42.056885,12.2,39.486454,16.493351,10.602022,37.859131,4.202621,30.282578,15.359785,20.594637,81.638557,58.306625,101.05603,4.75,20.256119,375.993469,34.304462,7.868869,22.300053,13.992102,38.939999,6.493902,17.666098,54.130001,44.742359,38.650002,204.146927,27.785933,63.04987,15.190135,11.309542,15.951232,43.108891,25.110573,50.248653,8.636323,16.241545,26.846312,18.419153,14.737491,45.388981,11.62,32.08535,24.737009,55.091751,66.699997,9.803485,62.056965,41.343105,9.9782,12.625407,5.679181,12.119316,19.608189,74.269997,21.32239,87.678421,23.74,24.709999,11.50245,6.43,66.135208,60.596111,71.798927,54.419746,37.703335,15.052575,120.782349,24.419661,6.41,27.15,179.278732,33.580002,15.5,36.900002,7.8,80.86499,16.643223,2.538436,7.579005,24.163897,63.099998,32.247002,136.447998,12.925174,49.060173,20.383274,22.85113,4.141417,169.039993,5.407358,1.727161,77.575424,6.09592,36.450333,22.40361,18.261024,21.5058,3.015966,15.78,16.816662,15.04,32.559196,75.135338,20.661585,29.309999,23.393084,15.769916,22.549999,37.321835,3.750112,47.362995,15.859835,11.51359,14.2918,13.340059,28.388157,7.715993,45.373798,10.215375,3.918555,98.587349,14.373252,13.072826,3.369005,71.047302,19.922569,17.171658,67.343613,40.88932,16.15,30.94458,23.76124,18.296713,106.656265,31.311539,10.749821,2.49,21.850098,7.109996,21.01,18.799999,32.782433,46.960526,42.578445,29.580725,23.550779,44.751671,0.001591,52.217724,12.73355,10.724997,38.650002,37.832714,15.51217,38.012558,11.450468,39.75,12.126647,12.45,22.330841,58.454365,6.61,42.908005,24.790001,40.942245,18.778057,8.06066,8.1,52.210258,8.468534,86.599998,41.133667,17.933186,8.063352,125.402306,45.96891,73.815079,112.003998,42.060001,7.011007,78.245987,24.73,20.401672,68.252716,9.88065,71.234886,12.042525,15.104606,21.380697,73.869637,17.587673,12.87591,8.828129,51.952385,6.934779,13.772509,7.748469,8.340339,12.233395,8.795957,3.157518,69.700775,10.973016,8.658731,49.788677,101.630165,15.000385,74.55175,35.738194,27.08,11.869556,22.367195,15.808379,37.744648,39.358303,13.0,60.628193,48.866379,45.150002,30.46133,39.327953,7.9107,77.911438,24.284832,104.196365,10.626707,60.116955,11.39546,10.364292,54.869511,16.89249,4.503469,28.415705,11.037235,31.268187,13.509892,19.35,31.153128,31.01,21.342701,10.3366,41.779999,40.766949,20.813595,32.410843,17.680391,8.599028,34.592964,26.713762,64.996239,50.634937,9.004735,10.974769,11.5,15.6966,20.894154,10.582051,31.465509,23.147095,16.856213,47.930965,61.208569,125.087219,4.026557,5.844346,31.040001,10.867112,13.35,33.252201,20.386471,7.909236,69.214836,37.540001,27.204395,14.72,6.528145,13.018657,2.93959,13.149356,11.265221,9.482907,21.183197,105.060715,35.778614,50.1632,92.181252,27.27,8.2,146.990662,17.86087,16.072748,11.377477,16.839199,24.85,9.830463,16.450001,10.849473,51.429836,36.253868,39.472065,46.015457,92.97654,19.125187,32.223553,18.451933,100.929192,0.679,55.019802,15.051208,93.660004,14.168091,13.188533,57.32,10.986156,20.715569,65.981026,12.063736,21.649349,23.712248,37.372269,7.253338,3.911631,14.969574,3.399624,23.25,17.74,15.864324,65.855827,11.356894,9.54598,20.290001,3.129942,82.418594,13.95,11.21294,49.049999,19.85,105.809998,23.535662,34.583942,232.12619,8.322392,12.679837,21.0,14.294121,5.75,36.183025,11.655436,16.392031,12.35,26.389534,7.0244,128.248627,21.25,19.109993,33.672695,9.805308,19.743517,12.423506,10.875465,29.15,9.67205,23.536068,94.812599,69.114975,312.019989,34.145832\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "prices files contain three years of daily prices for two exchanges:\n", + " 756 756 13124434 data/MVO3.2020.08/NASDAQ/prices.csv\n", + " 756 756 14687131 data/MVO3.2020.08/NYSE/prices.csv\n", + " 1512 1512 27811565 total\n" + ] + } + ], + "source": [ + "! echo first two lines of one of two prices files:\n", + "! head -2 data/MVO3.2020.08/NYSE/prices.csv\n", + "! echo prices files contain three years of daily prices for two exchanges:\n", + "! wc data/MVO3.2020.08/*/prices.csv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read 2 prices.csv files (NYSE and NASDAQ) with ticker symbols in header row and prices in columns" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All tickers:\n", + "['CTBB', 'DY', 'ADM', 'NPV', 'SQNS', 'HMN', 'VEC', 'FRC', 'CABO', 'DTY', 'KRG', 'AXL', 'HUBB', 'SCHW', 'SHW', 'UBA', 'WBK', 'PSX', 'EV', 'ESNT', 'SF', 'PDM', 'JTD', 'LIN', 'NAV', 'ADS', 'RLJ', 'PBH', 'UNVR', 'PVH', 'NC', 'BWA', 'COP', 'PVG', 'VER', 'WMT', 'NXP', 'RMT', 'NCR', 'ATHM', 'DTF', 'SCI', 'JBT', 'FLY', 'IVR', 'CBH', 'SKT', 'AWR', 'SHAK', 'PE', 'V', 'MYOV', 'SRV', 'RDY', 'VBF', 'NAZ', 'CMP', 'IAG', 'GOF', 'NM', 'NWHM', 'CTR', 'PGP', 'TRNO', 'AM', 'TGP', 'CXW', 'SAM', 'CB', 'ABT', 'PRA', 'CUZ', 'RVT', 'MAXR', 'VIPS', 'JHG', 'CHT', 'FDP', 'SUZ', 'CHU', 'MDU', 'SAR', 'TTI', 'IPG', 'LAD', 'CNDT', 'ESRT', 'KMB', 'ASG', 'FBHS', 'STM', 'VGM', 'INVH', 'NBHC', 'ISD', 'WIT', 'TLYS', 'CHN', 'BSAC', 'RNGR', 'SHLX', 'FMX', 'NOM', 'NMT', 'A', 'EVT', 'MGM', 'IID', 'CCM', 'REVG', 'DL', 'TR', 'MGY', 'MDT', 'BNED', 'HON', 'IO', 'AG', 'EXC', 'GPMT', 'VNCE', 'UE', 'KBR', 'BIG', 'BTZ', 'SWX', 'SYX', 'ACP', 'PRU', 'NXR', 'BK', 'LEE', 'NGVT', 'CBD', 'JWN', 'KNL', 'VLO', 'MCN', 'HYB', 'CNQ', 'CP', 'SYY', 'MAC', 'CHH', 'PRO', 'DDS', 'TIF', 'EZT', 'TAK', 'HII', 'PGTI', 'TRGP', 'PBI', 'KFY', 'APD', 'MGU', 'LYB', 'PFO', 'VLT', 'LH', 'ESS', 'GSL', 'GNK', 'MFGP', 'NMFC', 'MPA', 'ELVT', 'WAB', 'WAT', 'USPH', 'HNP', 'DE', 'PDT', 'ASB', 'EVRG', 'SHI', 'PCK', 'SU', 'ATH', 'EURN', 'BDJ', 'WM', 'TWN', 'DAR', 'SNAP', 'PM', 'FIX', 'JHS', 'HQH', 'AAP', 'ABBV', 'KKR', 'THO', 'ARGD', 'TREX', 'PFN', 'NBR', 'RHP', 'ACN', 'CLGX', 'HASI', 'VTR', 'MCD', 'ZEN', 'TJX', 'BLX', 'MYI', 'CHL', 'JBK', 'FBC', 'CIF', 'GKOS', 'MUSA', 'CS', 'AGR', 'GPN', 'SUPV', 'PMM', 'KMPR', 'HEI', 'SCM', 'PJT', 'MTOR', 'NLS', 'CTS', 'BA', 'RZB', 'TVC', 'CIO', 'JBL', 'DUKH', 'NSA', 'NSC', 'FENG', 'ACV', 'NUV', 'BMY', 'QTWO', 'UGP', 'RPT', 'THQ', 'VRS', 'NIM', 'TNET', 'CEA', 'EOS', 'NIE', 'SYF', 'NRT', 'PSTG', 'MOV', 'TEO', 'ARC', 'RNP', 'CYH', 'NMS', 'BAF', 'MODN', 'AIW', 'ZTS', 'EME', 'AVD', 'BBDO', 'ECL', 'WFC', 'LFC', 'CEQP', 'FMC', 'UNP', 'NBLX', 'MCR', 'MUJ', 'APHA', 'AOD', 'PNI', 'FSM', 'GOLD', 'BSL', 'SNV', 'CSLT', 'AFB', 'DLB', 'MYN', 'HFC', 'CPK', 'TS', 'CVEO', 'IPHI', 'YPF', 'AMRC', 'DK', 'TOL', 'LRN', 'REXR', 'PRTY', 'AWI', 'UZB', 'ARMK', 'EDI', 'PDS', 'FRO', 'LDL', 'BAM', 'EPAM', 'JPS', 'MGF', 'RNR', 'BRC', 'TGI', 'HCHC', 'YEXT', 'ANF', 'UDR', 'VALE', 'CLPR', 'COE', 'DEO', 'MS', 'AMX', 'WPP', 'ENIC', 'PTR', 'USNA', 'CMC', 'RMD', 'KBH', 'PPR', 'ITCB', 'BTU', 'PMO', 'BME', 'FLS', 'SHG', 'INSI', 'NCV', 'PMT', 'PANW', 'LEO', 'NCA', 'KNX', 'DGX', 'PRLB', 'NGL', 'KODK', 'VFC', 'MMP', 'BXP', 'HOME', 'KSS', 'AIN', 'BABA', 'CDR', 'AEL', 'PVL', 'CGA', 'CBT', 'AFI', 'NGVC', 'ABM', 'DBL', 'SRI', 'PG', 'PPG', 'DVN', 'OII', 'WNS', 'MAIN', 'FAF', 'CTZ', 'FC', 'UN', 'NX', 'ARE', 'DMO', 'GATX', 'FLT', 'ARGO', 'ALLE', 'INSW', 'IDE', 'ENR', 'RRD', 'TCI', 'VAC', 'MSGN', 'MTRN', 'NIQ', 'RS', 'KOP', 'BCH', 'NRP', 'NRG', 'CX', 'OIA', 'INFY', 'TRQ', 'PK', 'SAIC', 'HOG', 'GCI', 'EQC', 'TPVY', 'ZYME', 'RGR', 'BBD', 'HRL', 'ENZ', 'CPB', 'CIR', 'DECK', 'MA', 'SMG', 'PGZ', 'VGI', 'PBA', 'BIT', 'BX', 'MVF', 'WPX', 'STK', 'STL', 'LDP', 'PXD', 'KREF', 'TTC', 'BFY', 'GNL', 'GYC', 'GNT', 'FMN', 'TWTR', 'LXFR', 'CAJ', 'SPLP', 'MOD', 'DSE', 'BFS', 'SOJB', 'HZN', 'ORN', 'ATTO', 'JFR', 'ACB', 'SJR', 'AAT', 'FCT', 'ZNH', 'AIG', 'BTO', 'OC', 'FIT', 'TDS', 'PYS', 'RM', 'LXP', 'RXN', 'CWT', 'MFV', 'PZN', 'KL', 'JHB', 'HCA', 'G', 'AR', 'SPXC', 'GE', 'FMY', 'BBDC', 'AXS', 'SEM', 'MT', 'THC', 'BGH', 'BSBR', 'JPM', 'AFL', 'OI', 'SWN', 'RWT', 'NNA', 'PKE', 'MUS', 'QUOT', 'WEA', 'DOC', 'MCS', 'WU', 'NVTA', 'LPI', 'GFY', 'OFG', 'CEO', 'OLN', 'AMT', 'CMD', 'BHC', 'RIG', 'AVNS', 'PEI', 'MCA', 'REX', 'IRM', 'TGH', 'WES', 'EC', 'SBS', 'BHR', 'KOF', 'AJG', 'FTAI', 'ETN', 'MRK', 'SUN', 'CLB', 'ZTR', 'RL', 'PPT', 'UBS', 'MITT', 'NKX', 'CIB', 'DQ', 'MLM', 'USB', 'SFL', 'MDLX', 'BCS', 'NOW', 'NGS', 'JEQ', 'VZ', 'NCB', 'DHT', 'FNV', 'NEU', 'ABR', 'CPRI', 'EQS', 'MGA', 'IT', 'IAE', 'RFI', 'RIO', 'PAR', 'SPE', 'NJV', 'BPT', 'VGR', 'PLOW', 'MRC', 'CTRA', 'BCC', 'AA', 'DNOW', 'TK', 'NNI', 'BIF', 'BEDU', 'TNC', 'GGT', 'AT', 'AMC', 'NWN', 'FFC', 'NGG', 'LEAF', 'C', 'ARI', 'SKY', 'WYND', 'CHGG', 'BGR', 'GPM', 'VHI', 'NSL', 'JSD', 'PFE', 'FT', 'WOR', 'NTB', 'JCO', 'BBN', 'JHX', 'KOS', 'HNGR', 'IIPR', 'MCK', 'HRTG', 'MHO', 'NAN', 'UL', 'CUK', 'AXTA', 'SCL', 'PFSI', 'BKT', 'UTL', 'UTI', 'PAYC', 'EXG', 'UFS', 'NVO', 'BAX', 'AEM', 'HBI', 'ARA', 'TLI', 'DNP', 'HGH', 'EVA', 'VEEV', 'GGZ', 'FNB', 'SMLP', 'AER', 'PRGO', 'ANET', 'TNP', 'NCLH', 'AHH', 'PHG', 'BSMX', 'AU', 'NVS', 'CNR', 'AKR', 'SUI', 'NYV', 'ECCB', 'RLGY', 'CHMI', 'YUMC', 'CCO', 'EVTC', 'VLRS', 'HMY', 'STZ', 'DS', 'TBI', 'DBI', 'RAD', 'CAL', 'OMC', 'ABB', 'MFL', 'SBOW', 'EOG', 'KTH', 'EVRI', 'CNK', 'CM', 'AWK', 'MTH', 'GJH', 'GNE', 'AC', 'BKK', 'ACCO', 'WGO', 'SWZ', 'RACE', 'GTS', 'BCO', 'KO', 'TDW', 'CPS', 'KNOP', 'AROC', 'EVG', 'SCS', 'PNW', 'MOH', 'EBS', 'NPTN', 'SMHI', 'ESI', 'SUP', 'ACC', 'MLP', 'BBW', 'TUP', 'BKU', 'ZTO', 'THR', 'HXL', 'BST', 'CALX', 'SJW', 'TYG', 'ADNT', 'FMO', 'CSU', 'AIF', 'VNTR', 'BRFS', 'CLF', 'TOT', 'SXI', 'ELY', 'NVGS', 'RQI', 'IHD', 'BZM', 'COO', 'HUN', 'BMI', 'MCX', 'FDX', 'DTE', 'PNF', 'EPR', 'HLX', 'GMRE', 'EGP', 'BYD', 'DCO', 'CBZ', 'BSE', 'MHNC', 'SIX', 'IHIT', 'CAI', 'NXN', 'TCP', 'IQV', 'DCI', 'MYF', 'AZZ', 'AOS', 'MMU', 'WIA', 'MFA', 'GGB', 'IRT', 'TPX', 'MHK', 'THW', 'BBU', 'RF', 'MAS', 'TRU', 'OGS', 'HTY', 'BKD', 'SFUN', 'RHI', 'WRB', 'AFG', 'PMF', 'LUV', 'PPX', 'HSC', 'CLDR', 'NKE', 'CMS', 'RH', 'SCCO', 'CR', 'TEF', 'DKL', 'APRN', 'TPR', 'PBFX', 'DRUA', 'CARS', 'AYI', 'WBS', 'XPO', 'ORI', 'OMI', 'SID', 'ERJ', 'GTY', 'GME', 'ETV', 'VRTV', 'KIM', 'BFAM', 'BOX', 'TGT', 'ASPN', 'HPQ', 'FPH', 'NRK', 'EIX', 'VTA', 'CRS', 'ARCH', 'YELP', 'SLG', 'MSCI', 'NUW', 'H', 'SFE', 'IPI', 'AX', 'MFD', 'EFF', 'BUD', 'PIM', 'IGD', 'CHS', 'GHY', 'KEY', 'SAH', 'EGO', 'IGI', 'CNC', 'CSV', 'MXF', 'ASGN', 'AMP', 'JMP', 'PHI', 'OFC', 'WDR', 'KEX', 'NEV', 'EEA', 'YUM', 'MTB', 'CAF', 'ORAN', 'ICD', 'EMR', 'KRP', 'SO', 'MMD', 'CCJ', 'MDLQ', 'BZH', 'DKS', 'PCN', 'GCO', 'MYD', 'CMO', 'PPL', 'WRK', 'NXRT', 'JTA', 'TSLX', 'RENN', 'WTI', 'VNO', 'AXP', 'UTF', 'HE', 'ETO', 'JPT', 'F', 'UZC', 'BFZ', 'DCP', 'WLKP', 'VSH', 'EMN', 'ARR', 'SB', 'EARN', 'FL', 'Y', 'CPF', 'CACI', 'DHI', 'IDA', 'VOYA', 'XOM', 'GDOT', 'PB', 'INT', 'PCF', 'OEC', 'SOR', 'PHT', 'GPX', 'MAA', 'SCD', 'STT', 'MTL', 'OSG', 'NNY', 'BAC', 'KSU', 'CINR', 'CI', 'SYK', 'GMTA', 'HPP', 'DSL', 'RA', 'HSY', 'PII', 'MRO', 'ATO', 'LPL', 'GJR', 'FDS', 'IFF', 'VCRA', 'CNS', 'MCI', 'PHK', 'NMI', 'MTW', 'STWD', 'EPD', 'FLO', 'TVE', 'BLD', 'CXE', 'POR', 'FCPT', 'DDF', 'WALA', 'BSX', 'BDC', 'PKO', 'TRC', 'NQP', 'SLCA', 'CCI', 'APTS', 'BLW', 'BRX', 'RGA', 'FF', 'ALK', 'SOJA', 'TM', 'PNR', 'WRE', 'ATUS', 'QSR', 'SAVE', 'EFT', 'NVRO', 'WST', 'MFM', 'CIA', 'UMC', 'GS', 'AJXA', 'PSO', 'ARL', 'RDN', 'FET', 'AMOV', 'GD', 'SCX', 'PH', 'MKL', 'BBY', 'TTP', 'CPT', 'JCE', 'NHI', 'ROK', 'AEB', 'VSTO', 'ADX', 'MQY', 'ENO', 'EOD', 'HBM', 'GFF', 'USA', 'AVB', 'TPL', 'EVF', 'JGH', 'MXL', 'NNN', 'UGI', 'PSF', 'HTA', 'CO', 'HMC', 'VIV', 'AFT', 'CXH', 'ATV', 'EPC', 'SWK', 'NVG', 'BYM', 'MMI', 'CAPL', 'ENIA', 'NOV', 'SPH', 'SNR', 'GLOP', 'HTD', 'NOAH', 'DMB', 'EDD', 'AYX', 'TTM', 'MOS', 'ALX', 'STE', 'CIM', 'CNX', 'MIXT', 'CMRE', 'MMT', 'CNHI', 'RELX', 'WMC', 'TAL', 'PLT', 'NMZ', 'LUB', 'CNI', 'BGT', 'ALEX', 'ODC', 'HPR', 'TDG', 'ST', 'WSM', 'SNA', 'AVY', 'DSX', 'IR', 'SEE', 'KMX', 'WRI', 'LEJU', 'HIX', 'LEN', 'MHI', 'NUO', 'SSTK', 'JCI', 'MZA', 'SXT', 'RZA', 'PWR', 'SHOP', 'AMN', 'MDC', 'KDP', 'AIZ', 'LPG', 'DSU', 'IBP', 'AEG', 'EMD', 'HSBC', 'WOW', 'MGP', 'URI', 'HPE', 'VVR', 'MSM', 'BHE', 'SQ', 'KYN', 'OSB', 'XYL', 'BOE', 'MAV', 'CEE', 'IBN', 'SAFE', 'MHN', 'FDEU', 'WLL', 'AMG', 'VAR', 'SLF', 'CPE', 'E', 'CLH', 'NOC', 'MBI', 'NAT', 'HIG', 'ING', 'SIG', 'JLS', 'HYI', 'GNW', 'BVN', 'EFX', 'MC', 'NL', 'SUM', 'VMO', 'NHA', 'CAE', 'RC', 'GHL', 'RSG', 'OKE', 'IEX', 'ZBH', 'MIY', 'CEN', 'RCI', 'CADE', 'MFT', 'GLOB', 'EXTN', 'MIN', 'IHG', 'NEWR', 'COTY', 'AIT', 'HUBS', 'IRL', 'MUX', 'CNP', 'XEC', 'DLX', 'HTH', 'GIL', 'FOE', 'MEI', 'FCAU', 'TEN', 'YRD', 'RRTS', 'CODI', 'PDI', 'ETG', 'EEX', 'GES', 'KTF', 'RRC', 'STON', 'LCI', 'TAC', 'PCQ', 'TPH', 'MSI', 'CW', 'CNO', 'GLP', 'JELD', 'NLSN', 'PAM', 'DAC', 'ALE', 'WEC', 'PAC', 'NYCB', 'JPI', 'CMCM', 'WPM', 'EL', 'WCN', 'ETM', 'TDF', 'JNJ', 'FBP', 'AZRE', 'NEM', 'CFR', 'PBB', 'IVH', 'INGR', 'TGNA', 'HCI', 'TECK', 'DRH', 'RPM', 'FAM', 'HLI', 'TD', 'KGC', 'KB', 'HEQ', 'GPS', 'AHT', 'AGCO', 'GLW', 'WD', 'MAN', 'COF', 'SQM', 'CKH', 'XRX', 'WBAI', 'BAH', 'DBD', 'ABEV', 'OCN', 'MTX', 'ATI', 'BHK', 'ASC', 'TEVA', 'SITC', 'VPG', 'ETB', 'AIR', 'RGS', 'IGT', 'EVC', 'RES', 'STN', 'BCEI', 'CLR', 'WLK', 'GRA', 'BP', 'FIF', 'AGM', 'QGEN', 'DEX', 'CELP', 'PSB', 'JP', 'EHT', 'MMS', 'HYT', 'ELF', 'SM', 'BGB', 'BURL', 'FRT', 'WAL', 'PHD', 'KN', 'BHLB', 'TEI', 'BSM', 'ARCO', 'CNA', 'ET', 'LC', 'ES', 'PCG', 'PYT', 'AHC', 'BAP', 'CHD', 'SMM', 'AWF', 'FSD', 'EVH', 'BMO', 'GHM', 'DELL', 'OSK', 'DDT', 'GAM', 'KSM', 'TDOC', 'ASX', 'BANC', 'MDP', 'AJRD', 'TPB', 'IIM', 'CTAA', 'WPG', 'APH', 'FICO', 'BIO', 'IVC', 'PEO', 'KAI', 'SNX', 'BDX', 'SKM', 'ALL', 'SLB', 'AVK', 'AWP', 'OOMA', 'LDOS', 'ISG', 'BEN', 'GMS', 'GEF', 'CGC', 'OMF', 'VVV', 'AZO', 'XAN', 'NDP', 'ARW', 'MFG', 'BCE', 'POST', 'CZZ', 'AP', 'GVA', 'SMP', 'BKE', 'R', 'CEL', 'FI', 'CHA', 'PGRE', 'CLS', 'CFG', 'TDJ', 'VEDL', 'ORA', 'CUBI', 'UVV', 'NPK', 'RESI', 'MUE', 'NFJ', 'WCC', 'WHR', 'CIT', 'OUT', 'VOC', 'JDD', 'VPV', 'UMH', 'BLE', 'EFL', 'UZA', 'UBP', 'MUFG', 'DOV', 'LMT', 'BCX', 'IDT', 'MFO', 'TRTN', 'EHC', 'MUR', 'GPK', 'PSXP', 'KEN', 'NWE', 'CHCT', 'WSR', 'UVE', 'AQN', 'RAMP', 'HST', 'JQC', 'STNG', 'ORCL', 'EGF', 'AME', 'HLF', 'KAR', 'SD', 'EFC', 'MYE', 'MUA', 'MXE', 'BHV', 'MD', 'PMX', 'HMLP', 'CLX', 'HPS', 'CL', 'GDDY', 'TMO', 'STOR', 'LXU', 'FND', 'FGB', 'SJI', 'CSTM', 'RY', 'HPF', 'JILL', 'OIS', 'GJS', 'NUS', 'BR', 'SRLP', 'DUC', 'AIV', 'SMFG', 'JEF', 'KR', 'EAT', 'BERY', 'NTP', 'TEL', 'CDE', 'INN', 'X', 'BQH', 'ROL', 'NPO', 'JE', 'RJF', 'ICE', 'WBT', 'HL', 'CRT', 'CPA', 'BMA', 'APO', 'LITB', 'M', 'EBF', 'MLR', 'TISI', 'RFP', 'GF', 'FTV', 'MX', 'OPY', 'RBC', 'KDMN', 'DXC', 'ITGR', 'TU', 'HGV', 'DPG', 'MG', 'FLC', 'CSL', 'SZC', 'CUBE', 'NXQ', 'CC', 'CVS', 'KRO', 'ATGE', 'NEE', 'SNDR', 'PNC', 'WTS', 'FIV', 'EVR', 'W', 'CF', 'QUAD', 'RYAM', 'TARO', 'PBF', 'PFS', 'JOE', 'NID', 'EBR', 'ETW', 'GNRC', 'CXO', 'CRY', 'GIB', 'SSD', 'ACM', 'GWRE', 'AON', 'BIP', 'LLY', 'TSN', 'NLY', 'CIG', 'ACRE', 'TPZ', 'TCF', 'PUMP', 'HIW', 'KEP', 'KMT', 'WTM', 'DAL', 'OAS', 'USM', 'NKG', 'SBI', 'RLI', 'THG', 'HRB', 'SPXX', 'FR', 'TRV', 'JRS', 'JRI', 'WWW', 'CFX', 'BDN', 'SOL', 'LADR', 'WTTR', 'NEP', 'GM', 'JAX', 'FLR', 'GRC', 'GJO', 'UFI', 'FIS', 'LW', 'ANH', 'PLD', 'FPF', 'ALB', 'MMC', 'FTK', 'DPZ', 'SNN', 'MANU', 'UNM', 'CE', 'NTG', 'CORR', 'MNR', 'VMI', 'LGI', 'MTT', 'GCP', 'GHC', 'BXMT', 'MTN', 'FCF', 'RMAX', 'BB', 'MLI', 'ED', 'TSM', 'FE', 'DLNG', 'KF', 'MUI', 'TPVG', 'PZC', 'RCL', 'HHC', 'ROG', 'UNH', 'OPP', 'TDA', 'EVN', 'OGE', 'OR', 'HD', 'GIM', 'HOV', 'DHX', 'SNP', 'FPI', 'SPG', 'HRC', 'NXC', 'VTN', 'MIC', 'CCL', 'NS', 'SBH', 'ALSN', 'KMI', 'HPI', 'GBX', 'XIN', 'CVE', 'AIC', 'MPC', 'PFD', 'BXC', 'EGHT', 'EHI', 'BWG', 'B', 'IGR', 'TKC', 'KMF', 'CRI', 'PFL', 'MPX', 'NVR', 'WWE', 'KRC', 'CCK', 'CTLT', 'T', 'EOT', 'LEG', 'ROP', 'CHE', 'MUH', 'BOOT', 'UHS', 'SALT', 'EFR', 'TSE', 'NMR', 'TDY', 'PNM', 'MO', 'CVI', 'ENV', 'WHG', 'IRR', 'ANTM', 'GPI', 'FUN', 'MPLX', 'GLOG', 'TXT', 'EQR', 'TX', 'CEM', 'BH', 'JLL', 'MDLY', 'ETH', 'WF', 'BFK', 'SGU', 'BRT', 'BRO', 'SRC', 'CRH', 'GOOS', 'NR', 'SPR', 'FPL', 'BBVA', 'GWB', 'OXM', 'PAG', 'BXS', 'CII', 'EDN', 'PAI', 'ACH', 'BKN', 'HTGC', 'GSBD', 'NJR', 'BGY', 'ASR', 'BSIG', 'NUM', 'CMI', 'TEX', 'FLOW', 'SOI', 'TV', 'UAN', 'BKH', 'BBF', 'MET', 'DSM', 'ESTE', 'NOK', 'AGRO', 'MVT', 'KT', 'ASH', 'NAD', 'NP', 'ESE', 'GOLF', 'PEG', 'ETJ', 'NMM', 'KTN', 'WMK', 'GIS', 'KWR', 'TROX', 'HUM', 'MED', 'PEB', 'PRI', 'IBA', 'FUL', 'RIV', 'TWLO', 'PBR', 'MBT', 'JMM', 'TRI', 'MWA', 'CCU', 'CBU', 'MYC', 'BUI', 'WEX', 'AJX', 'EDU', 'DDD', 'D', 'GUT', 'UAA', 'FCN', 'BY', 'EXP', 'OHI', 'CBRE', 'RLH', 'LII', 'AZN', 'TRTX', 'KEYS', 'DRE', 'SSL', 'LEA', 'FTI', 'NSP', 'AUY', 'IGA', 'QEP', 'NMY', 'ARD', 'TCS', 'MTD', 'GEL', 'GTN', 'GWW', 'LL', 'TWI', 'NEA', 'LAC', 'ETY', 'TGS', 'APLE', 'LVS', 'VMW', 'TWO', 'AXR', 'MMM', 'ATKR', 'CLNY', 'DIS', 'ELP', 'HVT', 'BKI', 'HRI', 'TDE', 'GAB', 'HI', 'MSD', 'UNFI', 'IP', 'ABG', 'TSQ', 'FRA', 'FOR', 'TRP', 'FBM', 'EMO', 'XHR', 'BXMX', 'ITT', 'NCZ', 'FNF', 'ARES', 'CLI', 'LNN', 'CAH', 'COR', 'HIL', 'BTT', 'BLK', 'DEI', 'JOF', 'HEP', 'GDO', 'LYV', 'PBT', 'CXP', 'GRUB', 'FMS', 'FN', 'TFX', 'WY', 'HY', 'CWEN', 'MPV', 'DB', 'LSI', 'RYN', 'BC', 'GDL', 'KW', 'IVZ', 'GEO', 'MHD', 'AVA', 'SRT', 'HNI', 'JNPR', 'WPC', 'THS', 'WIW', 'HLT', 'GER', 'BTA', 'KIO', 'ORC', 'PTY', 'PHX', 'PKX', 'TY', 'ALG', 'CIEN', 'PLNT', 'NRZ', 'ATEN', 'UHT', 'CMA', 'IX', 'DFS', 'EW', 'NHF', 'IBM', 'VET', 'CRK', 'PFGC', 'PSA', 'KRA', 'CVNA', 'DRQ', 'UIS', 'DHR', 'PAGP', 'DHF', 'GPRK', 'PHM', 'DOOR', 'SWM', 'UNF', 'BNY', 'NUE', 'ALLY', 'LPX', 'GFI', 'TYL', 'SJT', 'DVD', 'APTV', 'CPG', 'GGG', 'MHLA', 'OLP', 'DAN', 'LYG', 'UA', 'AB', 'NOMD', 'CTB', 'DUK', 'AXO', 'GMED', 'COG', 'GGM', 'CCS', 'AL', 'NOA', 'HDB', 'BEP', 'AEO', 'DX', 'NPN', 'HR', 'AVAL', 'SRG', 'MEN', 'HIO', 'PKG', 'CYD', 'EMF', 'LND', 'BOH', 'CTDD', 'GDV', 'MSA', 'PGR', 'HZO', 'JBGS', 'IRS', 'WMS', 'SRE', 'LB', 'VKQ', 'EXK', 'DTJ', 'USDP', 'DFIN', 'IMAX', 'GSK', 'QTS', 'ADC', 'CAG', 'WMB', 'MKC', 'BFO', 'AGX', 'MUC', 'IQI', 'RNG', 'BLL', 'HQL', 'EIG', 'BGX', 'MTZ', 'BSD', 'SA', 'LZB', 'K', 'EXPR', 'SON', 'JKS', 'ELS', 'TRN', 'ERF', 'VG', 'VVI', 'PCM', 'PEN', 'CUB', 'NYT', 'JPC', 'WSO', 'KAMN', 'GPC', 'VMC', 'AN', 'ITUB', 'ATR', 'AZUL', 'DFP', 'EXR', 'AES', 'ALV', 'ARDC', 'FHN', 'TDI', 'ABC', 'FSS', 'NAC', 'HIE', 'BNS', 'GOL', 'MYJ', 'AGD', 'EXD', 'ASA', 'RGT', 'MN', 'ETR', 'PML', 'SXC', 'BTI', 'UPS', 'HESM', 'DG', 'HES', 'USFD', 'FEO', 'MATX', 'PAA', 'SNE', 'LTC', 'NTZ', 'LNC', 'O', 'CLW', 'SBR', 'CCEP', 'AGI', 'DRI', 'NI', 'DLR', 'TG', 'WELL', 'ENLC', 'MPW', 'FFG', 'VST', 'TSI', 'BBL', 'HCC', 'CWH', 'MNP', 'VJET', 'TLK', 'ASIX', 'ELU', 'EOI', 'HAE', 'TKR', 'IHC', 'EQT', 'NBB', 'GRX', 'HP', 'RBA', 'PKI', 'NFG', 'JRO', 'MTG', 'ENVA', 'EQNR', 'APAM', 'MSB', 'FTS', 'STAG', 'MFC', 'MCY', 'ENS', 'ITW', 'GCV', 'SAN', 'TDC', 'CATO', 'SEAS', 'ENB', 'AFC', 'BGIO', 'LOW', 'BHVN', 'GBL', 'TMST', 'MHF', 'DIAX', 'DRD', 'SHO', 'CVA', 'USAC', 'ENJ', 'CAT', 'HAL', 'OXY', 'CVX', 'SKX', 'RYI', 'SPGI', 'GJT', 'IFN', 'MQT', 'CLDT', 'TPC', 'CPAC', 'REV', 'RPAI', 'BWXT', 'APA', 'AGO', 'L', 'LCII', 'NSS', 'STC', 'GBAB', 'SAP', 'EGY', 'AEE', 'FCX', 'CRM', 'HT', 'BBK', 'DVA', 'VCV', 'FSK', 'BG', 'MHE', 'AMH', 'ECCY', 'PUK', 'RCS', 'CMU', 'GLT', 'ICL', 'MTDR', 'PARR', 'PCI', 'AEP', 'FFA', 'FOF', 'TMHC', 'MVO', 'TAP', 'TPRE', 'TNK', 'SITE', 'WK', 'CRL', 'BGS', 'BHP', 'RE', 'PYN', 'NZF', 'BW', 'JHI', 'KFS', 'LAZ', 'NXJ', 'DEA', 'TREC', 'CULP', 'MIE', 'MCO', 'CBB', 'WNC', 'FBK', 'ENBL', 'GJP', 'SC', 'MTR', 'GTT', 'EDF', 'IIF', 'SJM', 'SR', 'CMG', 'DIN', 'CVLT', 'IROQ', 'RCKT', 'CRVL', 'HURC', 'SPRT', 'STND', 'OXBR', 'LIND', 'MCFT', 'CGIX', 'USAK', 'ASET', 'SGRP', 'CAMT', 'UTHR', 'RGNX', 'IDCC', 'BPOPM', 'CPAH', 'CENTA', 'ZYXI', 'GPP', 'HSON', 'BLNK', 'HBAN', 'MOBL', 'SPNE', 'NNBR', 'QNST', 'MYT', 'BANFP', 'LSXMK', 'TSLA', 'AVID', 'FARM', 'OTLK', 'AKER', 'SRNE', 'CNXN', 'MGNX', 'INSM', 'GYRO', 'CPSI', 'SBUX', 'DSGX', 'OMAB', 'QDEL', 'UG', 'IESC', 'GENE', 'ABEO', 'CLCT', 'HLNE', 'GWRS', 'BRKR', 'BMRC', 'AAME', 'SAFT', 'USCR', 'FFWM', 'WW', 'TPIC', 'UONEK', 'PFIS', 'NVEC', 'WASH', 'NTEC', 'DLPN', 'SGA', 'SEIC', 'DZSI', 'HELE', 'DCOM', 'MHLD', 'VRNA', 'LAKE', 'TCMD', 'NWFL', 'PFMT', 'STRT', 'CHSCO', 'SP', 'STKS', 'SAMG', 'WVVI', 'AEY', 'CLVS', 'TCX', 'NSYS', 'AKBA', 'GNTX', 'TGEN', 'ALRM', 'LYTS', 'CLSN', 'SBGI', 'BMRA', 'HVBC', 'IVAC', 'GTLS', 'CUBA', 'TUSK', 'CARZ', 'CLMT', 'FLXN', 'SPHS', 'MYSZ', 'CSSE', 'WVE', 'LMFA', 'STRL', 'MINDP', 'MBII', 'IIVI', 'EYES', 'MOSY', 'BOOM', 'NEPT', 'PIRS', 'OFS', 'ISTR', 'EBMT', 'MELI', 'STCN', 'WILC', 'MRSN', 'BLCM', 'PXS', 'SYBX', 'TMDI', 'JOBS', 'RRGB', 'COMM', 'CATB', 'INFO', 'HAIN', 'FSBW', 'AVGR', 'ASYS', 'ASPU', 'NAKD', 'PEGA', 'CLXT', 'EEFT', 'VSAT', 'CAKE', 'OVBC', 'BVXV', 'BKNG', 'LRCX', 'EDIT', 'MANT', 'TRIB', 'CZWI', 'EDAP', 'ARWR', 'TXMD', 'VTSI', 'IPGP', 'GIGM', 'POOL', 'BKEP', 'AUDC', 'FCA', 'FCCY', 'GGAL', 'DGRE', 'CYBR', 'CSIQ', 'JCS', 'LQDT', 'CNSL', 'OPINI', 'FMAO', 'MGIC', 'AAPL', 'FAB', 'ARAY', 'TRMB', 'FITBI', 'BOMN', 'TLND', 'TWNK', 'TRST', 'APOP', 'NATI', 'WETF', 'FNLC', 'BOTJ', 'FLIC', 'ABUS', 'INCY', 'CLRO', 'NVDA', 'AGNC', 'MRLN', 'ACER', 'EBIX', 'FWP', 'IPAR', 'ACBI', 'SIEN', 'AGTC', 'PFG', 'CNCE', 'FNX', 'QIWI', 'HTBX', 'HWC', 'SMTX', 'ATVI', 'OSTK', 'DARE', 'DISH', 'HTBI', 'BWEN', 'JCOM', 'OCSI', 'LMAT', 'HRTX', 'CYBE', 'KBAL', 'RBBN', 'SYNH', 'JCTCF', 'CRAI', 'IMGN', 'DGICA', 'VIVE', 'SOHU', 'SHBI', 'PRTK', 'NUAN', 'WNEB', 'FTGC', 'MASI', 'BUSE', 'VIRC', 'LITE', 'EPAY', 'SND', 'NATR', 'VBTX', 'FONR', 'RDWR', 'MCEP', 'DTUS', 'DLHC', 'TCPC', 'BRKS', 'LSCC', 'ESEA', 'COHU', 'AMRS', 'AEIS', 'SEEL', 'TFSL', 'TMUS', 'ALLT', 'TIPT', 'OTEL', 'DMAC', 'ARGX', 'RAND', 'JRVR', 'UIHC', 'GFED', 'LAWS', 'NGHCP', 'UFPI', 'DRNA', 'PTNR', 'APEN', 'PACW', 'LANC', 'RAIL', 'INSE', 'GILT', 'SAIA', 'KALU', 'AVDL', 'CBAT', 'NDAQ', 'ACST', 'OXFD', 'BNSO', 'GABC', 'IRCP', 'TCBIL', 'SEDG', 'SYNC', 'FBNC', 'SUNS', 'RRR', 'FUSB', 'ESLT', 'PEBK', 'ATRA', 'FPRX', 'OVLY', 'LULU', 'ALT', 'SOXX', 'AMSF', 'ACGLP', 'BNFT', 'MORN', 'KBSF', 'ENSG', 'OZK', 'KPTI', 'QLC', 'SILC', 'CFRX', 'SMIT', 'GURE', 'CTIC', 'PLPC', 'CNET', 'ASTC', 'CSQ', 'KMPH', 'FFHL', 'LINC', 'GLYC', 'NURO', 'BYFC', 'INGN', 'EIGR', 'OPK', 'KRNY', 'YORW', 'III', 'VCYT', 'MFINL', 'DGICB', 'QADA', 'CJJD', 'OPI', 'CMRX', 'CLSD', 'CHSCL', 'SRCL', 'EXTR', 'TRCH', 'ALGN', 'SQBG', 'FELE', 'IBOC', 'OXLCM', 'CBRL', 'TWNKW', 'FORD', 'MATW', 'GALT', 'CKPT', 'SELB', 'NAVI', 'PMTS', 'PXLW', 'GOGL', 'MBSD', 'TYME', 'WERN', 'BIMI', 'BLDR', 'ALSK', 'BMRN', 'LPTX', 'CCMP', 'CTHR', 'CHRW', 'ASRVP', 'TEUM', 'FORM', 'GRID', 'ROCK', 'BSQR', 'IRBT', 'VTVT', 'IFGL', 'NEO', 'MKSI', 'XENT', 'MITK', 'XSPA', 'ACIA', 'YVR', 'VERU', 'EGRX', 'PEP', 'ROST', 'HALO', 'EXPD', 'LILA', 'BNTC', 'CENT', 'LHCG', 'SPWH', 'CNBKA', 'AKTS', 'MLHR', 'QQEW', 'RNWK', 'SLMBP', 'TWOU', 'LKFN', 'CASH', 'CTXS', 'TGA', 'PCRX', 'LCUT', 'MICT', 'EMCB', 'EVOL', 'HNNA', 'COUP', 'ERIE', 'AMCX', 'GCBC', 'MRKR', 'ALGT', 'MSFT', 'NAOV', 'RCKY', 'DGRW', 'GERN', 'AVNW', 'CDTX', 'WVVIP', 'CREG', 'INBK', 'CMCO', 'ALYA', 'FDUS', 'SCSC', 'KMDA', 'SVVC', 'SREV', 'FEMS', 'CGEN', 'CATY', 'MMLP', 'IMKTA', 'NTIC', 'CYCCP', 'GNCA', 'ZNGA', 'YGYI', 'YTEN', 'BLMN', 'CSCO', 'TRIL', 'ENTG', 'MIND', 'SYRS', 'PAYS', 'OBSV', 'UEPS', 'DORM', 'MRTN', 'BLUE', 'WSFS', 'FIVE', 'RGLD', 'IDRA', 'NOVN', 'IOVA', 'ODFL', 'CHSCP', 'OCSL', 'ACOR', 'CLNE', 'MPWR', 'EVLMC', 'PSTI', 'EVOK', 'ULTA', 'ZG', 'FB', 'MARA', 'RMBS', 'AMAT', 'HWKN', 'VKTX', 'BELFB', 'NUVA', 'OFLX', 'LFVN', 'SCVL', 'CODA', 'SVBI', 'EBAY', 'ATLO', 'FAD', 'CBMG', 'FRTA', 'SSKN', 'RMCF', 'NXTD', 'AGZD', 'AMED', 'BANX', 'QRHC', 'IBTX', 'EBSB', 'GRFS', 'AVT', 'DOX', 'HIMX', 'HIHO', 'SPNS', 'GLPG', 'OPOF', 'GTHX', 'POWL', 'ADMA', 'CNTY', 'IDXX', 'BPFH', 'CEVA', 'CBFV', 'AAOI', 'ANAB', 'SGRY', 'MXIM', 'STPP', 'CVGW', 'FBMS', 'WSBC', 'GOODM', 'LBTYA', 'SYNA', 'MGPI', 'TRVN', 'FTNT', 'GROW', 'ATOS', 'ANAT', 'EVGBC', 'PBHC', 'FOSL', 'TCCO', 'VRA', 'DXPE', 'CPTAG', 'TRIP', 'HBMD', 'LBRDK', 'GIII', 'JNCE', 'CRESY', 'ADMS', 'ANSS', 'COHR', 'SBAC', 'SNGX', 'MCRB', 'RGLS', 'MTP', 'SNPS', 'SCHL', 'VALU', 'SKYS', 'NMIH', 'PNBK', 'MTRX', 'ADXS', 'ANIK', 'SENEB', 'SCKT', 'EZPW', 'SHOO', 'IRDM', 'NRC', 'FCNCA', 'LTRX', 'SMMF', 'JRJC', 'RCON', 'PCTI', 'QBAK', 'IONS', 'MESO', 'AXGN', 'BLBD', 'APTO', 'GLDI', 'SHSP', 'SNDE', 'GOOG', 'TTOO', 'FGEN', 'QABA', 'ASRT', 'EGBN', 'EQBK', 'WBA', 'BBBY', 'CINF', 'TSC', 'CRBP', 'KFRC', 'ACNB', 'NWPX', 'FAST', 'QLYS', 'TTEK', 'PCSB', 'INDY', 'JVA', 'HBNC', 'DISCK', 'JAKK', 'OXLC', 'KOPN', 'PBYI', 'HOFT', 'SNSS', 'LOGI', 'OLED', 'COOP', 'IEA', 'HBANO', 'ON', 'CXDC', 'ASND', 'VC', 'IMMR', 'FULT', 'ZEUS', 'SAFM', 'CDOR', 'CCBG', 'SABR', 'ERIC', 'OCUL', 'AIMC', 'WDFC', 'BEAT', 'WING', 'BFC', 'SNDX', 'CTAS', 'ACAD', 'IRWD', 'GNTY', 'MIME', 'NWLI', 'CCIH', 'FEYE', 'AGLE', 'ATRS', 'BBSI', 'BKYI', 'NVIV', 'VTIP', 'AEGN', 'VNET', 'QRTEA', 'BRID', 'FSTR', 'TQQQ', 'TROW', 'PLXS', 'ABIO', 'MLCO', 'ANDE', 'AMOT', 'NGHCN', 'MFIN', 'ATOM', 'QTEC', 'ACWX', 'REPH', 'COLB', 'CORE', 'CVGI', 'NEOS', 'VRTX', 'NTNX', 'MNOV', 'FLWS', 'WSTG', 'CBSH', 'OPHC', 'ACIW', 'LECO', 'GVP', 'PFPT', 'NGHCZ', 'INVE', 'NVCR', 'EHTH', 'TPCO', 'ONB', 'CDMOP', 'DVCR', 'LNDC', 'NATH', 'PTE', 'ZBRA', 'DXGE', 'WVFC', 'LLNW', 'MNRO', 'TREE', 'JD', 'CBLI', 'IOSP', 'HROW', 'LIVX', 'CERS', 'LPCN', 'ARCB', 'AGEN', 'SMTC', 'ESBK', 'SPKEP', 'ACWI', 'CERN', 'STAA', 'UMPQ', 'WABC', 'DFVS', 'AMGN', 'DSKE', 'ITRN', 'CCXI', 'OPRX', 'LAUR', 'MIK', 'WRLD', 'PENN', 'MANH', 'DFVL', 'HWBK', 'ICAD', 'XBIT', 'EXLS', 'CBPO', 'EXFO', 'AGNCN', 'RDNT', 'FCEL', 'TACT', 'COCP', 'ESPR', 'NK', 'FEX', 'LE', 'ALOT', 'FKU', 'PDBC', 'COWN', 'DTEA', 'VNDA', 'ADI', 'OSPN', 'ELSE', 'URGN', 'BPRN', 'APDN', 'EFOI', 'ADMP', 'CLAR', 'IRIX', 'GEOS', 'WIX', 'SWKS', 'PMBC', 'CDMO', 'BPMC', 'SGMS', 'TANNI', 'LJPC', 'PRPL', 'FDTS', 'SGC', 'VSTM', 'GTYH', 'LBAI', 'LAMR', 'GWPH', 'MBUU', 'CPRX', 'STKL', 'CCLP', 'HOMB', 'BIS', 'CATM', 'VNOM', 'CUTR', 'TRMK', 'SKYW', 'JBHT', 'HLG', 'LSBK', 'VSEC', 'HEAR', 'MDIV', 'ISIG', 'HTGM', 'MBOT', 'CHNR', 'AMD', 'CBOE', 'EUFN', 'JACK', 'ITIC', 'WCFB', 'AAXN', 'ONCY', 'TILE', 'IPDN', 'CETX', 'CALM', 'TDIV', 'BOKFL', 'CDXS', 'WATT', 'TCBK', 'FRPH', 'HA', 'OVID', 'SONA', 'TGLS', 'ETSY', 'VIVO', 'FSLR', 'MEIP', 'FKO', 'XTLB', 'FEIM', 'UONE', 'FNK', 'UCTT', 'CDNA', 'GLAD', 'FJP', 'MGLN', 'FFBC', 'AXAS', 'BOCH', 'STAY', 'NNDM', 'BCBP', 'GRVY', 'WYNN', 'FBIZ', 'KIN', 'LPLA', 'AFMD', 'TANNL', 'KGJI', 'UPLD', 'JYNT', 'SYKE', 'EGLE', 'RGCO', 'CDW', 'PRIM', 'ACLS', 'CYAN', 'FLGT', 'ICCH', 'VICR', 'PFBC', 'GLBZ', 'AUPH', 'PRFT', 'ADES', 'CLRB', 'RESN', 'CLBS', 'LMNR', 'INFI', 'NXST', 'SMPL', 'NBIX', 'APWC', 'FNHC', 'NOVT', 'MDGS', 'REED', 'BLDP', 'SIFY', 'AVXL', 'HSKA', 'CHMA', 'AMSC', 'FDT', 'ORMP', 'MNSB', 'FFIC', 'MTCH', 'PFIN', 'UEIC', 'LANDP', 'ISNS', 'PCYO', 'LCNB', 'FHK', 'NWS', 'RGEN', 'AGFS', 'CTSO', 'VECO', 'LMNX', 'OPGN', 'TENX', 'URBN', 'GASS', 'PWOD', 'HBANN', 'SANW', 'SBFG', 'BASI', 'NEON', 'HFBL', 'HGSH', 'SESN', 'CHMG', 'EXPO', 'EA', 'HSIC', 'PAVMW', 'NVAX', 'FGM', 'CMPR', 'SBLK', 'ILMN', 'VEON', 'CHCO', 'LKOR', 'AINV', 'CLWT', 'NVFY', 'MRAM', 'RDCM', 'ATXI', 'EYPT', 'HQY', 'FPA', 'ALDX', 'RUSHA', 'EQIX', 'DTUL', 'CVCO', 'LMST', 'WTFC', 'ARTNA', 'ECHO', 'EFBI', 'CSX', 'GFN', 'TBNK', 'GWGH', 'CPSH', 'MAT', 'WEN', 'ONVO', 'INOD', 'ENLV', 'ATEC', 'NTES', 'DENN', 'PFSW', 'PESI', 'PTGX', 'AY', 'OPBK', 'BCOR', 'GLPI', 'AKTX', 'NEXT', 'OTEX', 'OPTT', 'AZRX', 'CSGP', 'INVA', 'CFBI', 'EBAYL', 'SFM', 'LIVE', 'GNUS', 'MU', 'BCPC', 'AQMS', 'CXSE', 'PDCO', 'CHSCM', 'CVBF', 'EGOV', 'NSIT', 'ARCC', 'TAPR', 'IMV', 'TTEC', 'MCRI', 'ALCO', 'EXAS', 'PTCT', 'ISRG', 'JJSF', 'WWR', 'BCLI', 'ULH', 'RCMT', 'AEMD', 'RAVN', 'FLEX', 'BKSC', 'PVAC', 'PLBC', 'CFFN', 'USAP', 'PTC', 'BYSI', 'VBLT', 'UNIT', 'LPSN', 'PEIX', 'NFBK', 'RCII', 'SFST', 'NH', 'TEAM', 'KNDI', 'JAZZ', 'ACRS', 'BPTH', 'CHKP', 'VIRT', 'AMRB', 'VLGEA', 'KALV', 'ORLY', 'TER', 'MARPS', 'UFPT', 'LOCO', 'TRUE', 'VRNT', 'HOLX', 'AMSWA', 'NGHCO', 'FLN', 'SANM', 'UBSI', 'MLND', 'TOUR', 'BGFV', 'BKEPP', 'ROBO', 'VERB', 'TRVG', 'RUTH', 'CAMP', 'GPRE', 'FRGI', 'SBNY', 'MDGL', 'STRS', 'RETA', 'BZUN', 'MRUS', 'SMED', 'STX', 'MBCN', 'QQQX', 'NBN', 'XENE', 'BCTF', 'TTWO', 'GBCI', 'MGEE', 'AMRK', 'GBDC', 'ANIP', 'TSEM', 'GTIM', 'INPX', 'PEBO', 'ICHR', 'FSV', 'ELOX', 'FNCB', 'CHEK', 'FMBI', 'BELFA', 'HAFC', 'ASRV', 'BJRI', 'RCM', 'BRQS', 'CMCSA', 'TYHT', 'CAC', 'CYTR', 'TCON', 'UFCS', 'FTEK', 'CPST', 'REGN', 'WSC', 'MLAB', 'GILD', 'EIGI', 'SCYX', 'PMD', 'SLNO', 'LSTR', 'PDEX', 'SYPR', 'AXSM', 'OSBC', 'TRUP', 'RDFN', 'ACHV', 'ICON', 'YRCW', 'NCTY', 'HOPE', 'SGBX', 'EKSO', 'SPI', 'GMLP', 'PBIP', 'OBCI', 'SSTI', 'CSOD', 'RMR', 'LUNA', 'PANL', 'CDXC', 'NXPI', 'USLM', 'STBA', 'AMTX', 'ECPG', 'CGNX', 'PRAA', 'PROV', 'FCAN', 'PAYX', 'MKGI', 'IRMD', 'FLNT', 'AAON', 'BMLP', 'FLAT', 'NSTG', 'WTBA', 'BBCP', 'MSVB', 'TELL', 'HTLD', 'SVA', 'VOD', 'KLAC', 'CCRC', 'RICK', 'ARCT', 'TTMI', 'PRQR', 'OMCL', 'RP', 'SPOK', 'VUZI', 'SOHO', 'GT', 'IMUX', 'CHRS', 'VRAY', 'PINC', 'FNY', 'TSCO', 'GLMD', 'CECE', 'BATRK', 'NWL', 'NICE', 'CNFR', 'USATP', 'TVTY', 'CHY', 'EFSC', 'NTCT', 'MTEM', 'SCOR', 'TANH', 'ZIOP', 'PNNT', 'LGIH', 'UNAM', 'CRMT', 'OBLN', 'SPKE', 'ADBE', 'AMPH', 'EVFM', 'IMRN', 'HMTV', 'GNMK', 'ABCB', 'VIAV', 'AYTU', 'ESSA', 'ATSG', 'NDSN', 'JSM', 'HWCC', 'CPHC', 'WOOD', 'SWIR', 'DXJS', 'TTGT', 'PGC', 'NYMT', 'FRAF', 'MMAC', 'KVHI', 'DVAX', 'IBB', 'CPLP', 'BHF', 'DHIL', 'PIXY', 'HALL', 'OKTA', 'HNRG', 'MDLZ', 'TTD', 'PCAR', 'CAAS', 'GSBC', 'ATRO', 'GAIA', 'XONE', 'KNSL', 'FCCO', 'LNTH', 'CSII', 'SPSC', 'IMOS', 'UHAL', 'JBLU', 'PULM', 'RVNC', 'LSXMB', 'CCD', 'FLIR', 'CBIO', 'GDEN', 'WSTL', 'VVPR', 'CBAY', 'SRAX', 'RADA', 'MOXC', 'UNB', 'WDC', 'NBTB', 'RAVE', 'FARO', 'SSNC', 'GOOGL', 'SBCF', 'KINS', 'COLL', 'MGRC', 'VCEL', 'CYRN', 'PYPL', 'RNET', 'ARAV', 'GLBS', 'DAKT', 'CIZN', 'KFFB', 'AIRT', 'SSB', 'ZIV', 'TRHC', 'BRKL', 'WSBF', 'CSBR', 'SSRM', 'TRS', 'HONE', 'TXRH', 'RIVE', 'SFNC', 'ICUI', 'IEP', 'BPOPN', 'AUTO', 'EMKR', 'QCLN', 'CRWS', 'CACC', 'ATRI', 'AOSL', 'NAII', 'MYRG', 'CMTL', 'FPAY', 'LPTH', 'NVCN', 'PLAB', 'BSET', 'BCOV', 'MBIO', 'PFLT', 'OTIC', 'ANGO', 'PKBK', 'PDSB', 'MNDO', 'MDRX', 'FOLD', 'PTEN', 'LMB', 'ONTX', 'MEOH', 'TAOP', 'SGOC', 'MTSI', 'FWONA', 'WLDN', 'EVSTC', 'ADOM', 'CASS', 'SKOR', 'FLDM', 'BDSI', 'GLDD', 'OESX', 'ODP', 'AZPN', 'MVIS', 'TA', 'PBCTP', 'RYAAY', 'CATC', 'HMST', 'FVCB', 'HYZD', 'EXPE', 'ANY', 'SPPI', 'XNET', 'CWCO', 'FMBH', 'TOWN', 'TNAV', 'NTGR', 'GECC', 'IKNX', 'FCFS', 'TBBK', 'RFIL', 'SPTN', 'KOSS', 'OTTW', 'SGEN', 'FMNB', 'MRVL', 'WORX', 'MEDP', 'DGLY', 'AEZS', 'XELA', 'MCHX', 'BFIN', 'MYGN', 'AVEO', 'CTSH', 'CENX', 'KELYB', 'PHUN', 'ICBK', 'LTRPA', 'TXN', 'FMK', 'OSUR', 'MARK', 'CREX', 'INSG', 'SMBC', 'ICLR', 'APEI', 'ICLN', 'GBLI', 'HSDT', 'BSRR', 'GAINM', 'NSEC', 'GIFI', 'SPCB', 'BOKF', 'CREE', 'ACGLO', 'MPAA', 'RUN', 'BCRX', 'HIBB', 'UMBF', 'STAF', 'BICK', 'MAR', 'ARLP', 'DFFN', 'AIRG', 'RBNC', 'OFIX', 'CHTR', 'HCM', 'CDZI', 'ORRF', 'CARA', 'POWI', 'GDS', 'CAR', 'PLUG', 'AXTI', 'DISCB', 'NDLS', 'CLLS', 'MACK', 'BSGM', 'FHB', 'QUMU', 'EVK', 'COST', 'FANH', 'RMTI', 'ACGL', 'GRPN', 'LAND', 'FRME', 'ARTW', 'SBSI', 'ZION', 'PRSC', 'REGI', 'NEWA', 'EGAN', 'CFFI', 'SIMO', 'METC', 'AAXJ', 'SVRA', 'TNXP', 'MKTX', 'FWRD', 'CCNE', 'ONCS', 'SOHOB', 'SLRC', 'INFN', 'MRNS', 'ATNI', 'ADTN', 'ITRI', 'RPD', 'ELTK', 'FLL', 'DGII', 'EPSN', 'FEM', 'SLS', 'CSPI', 'SGH', 'IRTC', 'KURA', 'NESR', 'IFMK', 'VIIX', 'GAIN', 'SGMO', 'SENEA', 'MLVF', 'CLDX', 'NERV', 'MAGS', 'EXEL', 'HIFS', 'GSM', 'STFC', 'QCOM', 'TOPS', 'ERII', 'PETS', 'LORL', 'HSII', 'WAFD', 'FCBC', 'PAVM', 'TANNZ', 'OCFC', 'CHDN', 'ATRC', 'ARDX', 'AVAV', 'WIRE', 'CSWC', 'WHLRD', 'AHPI', 'DAIO', 'TRNS', 'AMBA', 'TNDM', 'SUNW', 'NCMI', 'INTG', 'Z', 'LOPE', 'INBKL', 'NHTC', 'CIVB', 'GLUU', 'LMRK', 'JKHY', 'HURN', 'PSEC', 'CYCC', 'IDEX', 'AREC', 'FORR', 'ARKR', 'TAST', 'CSTE', 'PPIH', 'NTAP', 'LIFE', 'EMCF', 'PNFP', 'BL', 'PCH', 'WB', 'CELH', 'SBRA', 'TSRI', 'OMER', 'SAL', 'SSP', 'COLM', 'NICK', 'IIIN', 'CPTA', 'NYMTP', 'QCRH', 'FIVN', 'PTVCA', 'ROLL', 'UAL', 'ESCA', 'HCAP', 'BGNE', 'NBRV', 'OLLI', 'BECN', 'XNCR', 'CZNC', 'CVLY', 'OTTR', 'FEP', 'AEYE', 'FNWB', 'OXLCO', 'FFIN', 'NETE', 'SCWX', 'HAYN', 'NVEE', 'HFWA', 'TSBK', 'HBP', 'MNKD', 'STMP', 'EYEG', 'KTOS', 'RIOT', 'FISV', 'HUBG', 'NWBI', 'ITI', 'VYGR', 'ESG', 'VTNR', 'BLFS', 'MCBC', 'SSNT', 'KRNT', 'ALXN', 'TAIT', 'WTRH', 'HMHC', 'ADAP', 'PETQ', 'MSEX', 'NYMX', 'HEES', 'MVBF', 'ABTX', 'RILYZ', 'VXRT', 'MAYS', 'EARS', 'KELYA', 'MBWM', 'ANGI', 'ACHC', 'ISEE', 'SNY', 'CSGS', 'GRMN', 'ORGO', 'DISCA', 'CDNS', 'CPRT', 'SRPT', 'UNTY', 'CYTK', 'WIFI', 'PCYG', 'PDCE', 'WHLRP', 'SIVB', 'PRGS', 'PTVCB', 'BIOL', 'TECH', 'XELB', 'RDI', 'FFIV', 'TLGT', 'TTNP', 'VREX', 'MGI', 'BLRX', 'WHLR', 'XBIO', 'PRAH', 'FTA', 'RBCAA', 'DRRX', 'CHW', 'VOXX', 'HMSY', 'BKCC', 'SLGN', 'MTSC', 'SYNL', 'AMNB', 'MMSI', 'DMLP', 'OIIM', 'SSBI', 'PI', 'MOMO', 'BGCP', 'IMXI', 'NSSC', 'NDRA', 'JOUT', 'WTFCM', 'BIDU', 'VBIV', 'NWSA', 'GOOD', 'DGRS', 'DBVT', 'TEDU', 'HMNF', 'NTRS', 'MTSL', 'NEOG', 'QRTEB', 'LXRX', 'DXYN', 'CVCY', 'CFBK', 'CASI', 'FISI', 'PLXP', 'NODK', 'HDSN', 'SLVO', 'WHF', 'PPSI', 'KE', 'MSON', 'ATAX', 'MNST', 'HCCI', 'TZOO', 'LILAK', 'MBRX', 'VTGN', 'NRIM', 'ATNX', 'KTCC', 'ORGS', 'CARV', 'CBAN', 'MGYR', 'SAVA', 'DYNT', 'SFBC', 'MOFG', 'AMRN', 'INOV', 'SEED', 'ENTA', 'SCHN', 'CTMX', 'NEWT', 'OCC', 'IPWR', 'RDUS', 'ALBO', 'BANR', 'VRTS', 'OXSQ', 'CHUY', 'ARNA', 'MDWD', 'DJCO', 'CAPR', 'NTLA', 'FBZ', 'MIDD', 'DXCM', 'AWRE', 'NHLD', 'UTSI', 'SYBT', 'HZNP', 'ZIXI', 'PRPH', 'REFR', 'PBCT', 'CDEV', 'DLTH', 'BPOP', 'NBEV', 'ATLC', 'HAS', 'MDCA', 'NTWK', 'GENC', 'ACTG', 'NYMTO', 'NCBS', 'ANIX', 'CWST', 'VRSK', 'FXNC', 'FVE', 'ALPN', 'ORBC', 'FRPT', 'PAAS', 'CALA', 'SMBK', 'LMRKO', 'DMRC', 'PSMT', 'APPS', 'XPER', 'CROX', 'BANF', 'APPF', 'LBRDA', 'CLDB', 'ISSC', 'WEYS', 'BBGI', 'FATE', 'CRNT', 'ADP', 'OBAS', 'CIDM', 'SINA', 'RELL', 'PPC', 'ALNY', 'PBPB', 'TCFC', 'PNRG', 'EAST', 'SHEN', 'FRSX', 'WLTW', 'ENG', 'AGIO', 'WLFC', 'VRNS', 'CLIR', 'PERI', 'VLY', 'UVSP', 'RILY', 'ENPH', 'MFNC', 'EMIF', 'KZIA', 'CTXR', 'CNOB', 'AAWW', 'CG', 'ESXB', 'GLNG', 'PRPO', 'USAU', 'SLP', 'CTBI', 'AAL', 'OMEX', 'CASY', 'FIZZ', 'ENDP', 'AGRX', 'TRNX', 'CHCI', 'AUBN', 'SIGA', 'CMCT', 'RARE', 'MRCC', 'FORTY', 'MNTX', 'FLXS', 'SNFCA', 'RNDB', 'SAGE', 'EVGN', 'CNMD', 'LOB', 'MRTX', 'MSBI', 'CYRX', 'MGEN', 'HTLF', 'IPLDP', 'EDUC', 'ACIU', 'ADRE', 'EBTC', 'GRBK', 'PLCE', 'PRGX', 'SHIP', 'QADB', 'LMRKP', 'HCSG', 'ZGNX', 'WWD', 'SCON', 'PATK', 'CIGI', 'IMTE', 'STRM', 'USEG', 'LFUS', 'THRM', 'SLAB', 'XEL', 'ZAGG', 'EPZM', 'SALM', 'CHSCN', 'SATS', 'SINT', 'FGBI', 'YNDX', 'BOSC', 'GLG', 'CRSP', 'GPRO', 'IBCP', 'AMWD', 'UBFO', 'LKQ', 'GOGO', 'AEHR', 'CERC', 'AERI', 'ONEQ', 'ABMD', 'CRUS', 'TITN', 'TACO', 'CYAD', 'HTHT', 'PVBC', 'MOGO', 'CCOI', 'KHC', 'SIEB', 'MCHP', 'FRBK', 'LTBR', 'TURN', 'QQQ', 'SASR', 'RMBL', 'SUMR', 'BLKB', 'BIOC', 'CTRN', 'HRZN', 'MRCY', 'FSFG', 'ZEAL', 'PLYA', 'PME', 'APVO', 'CWBC', 'BIIB', 'SGMA', 'GEVO', 'CHEF', 'SRTS', 'SBBP', 'EML', 'WKHS', 'GSIT', 'AMBC', 'CVV', 'KALA', 'HBIO', 'LOAN', 'IMMP', 'FBIO', 'USOI', 'SIGI', 'AVGO', 'TCBI', 'SLCT', 'XOMA', 'RIGL', 'DYSL', 'BIB', 'NKTR', 'CFMS', 'AQB', 'CARE', 'STLD', 'QURE', 'DTYL', 'HBCP', 'ZUMZ', 'QRVO', 'TBK', 'GFNCP', 'ACRX', 'ISBC', 'QUIK', 'RDIB', 'OFED', 'AMEH', 'PATI', 'NFLX', 'AXDX', 'PACB', 'JBSS', 'RIBT', 'BPY', 'RUSHB', 'TGTX', 'BDGE', 'KEQU', 'PLAY', 'INDB', 'SEAC', 'DOOO', 'FTC', 'CEMI', 'IDXG', 'PFIE', 'DSWL', 'AUB', 'PRTS', 'CRIS', 'ASPS', 'WINA', 'RVSB', 'UBOH', 'VRRM', 'QTNT', 'FOXF', 'XLRN', 'YY', 'SLM', 'SPLK', 'AMZN', 'ECOL', 'IAC', 'DYAI', 'EPIX', 'CCRN', 'FUND', 'TBPH', 'PFBI', 'DWSN', 'CGO', 'MSTR', 'DIOD', 'FRBA', 'GSUM', 'OSN', 'CRVS', 'VRTU', 'JAGX', 'PCOM', 'NVMI', 'FYC', 'CONN', 'HLIT', 'ASMB', 'YTRA', 'MMYT', 'IART', 'PCTY', 'FUNC', 'CDK', 'SFBS', 'UTMD', 'YRIV', 'LWAY', 'ASUR', 'MERC', 'HCKT', 'CTG', 'FDBC', 'ALRN', 'FYT', 'ESQ', 'ITCI', 'FCAP', 'SMMT', 'SGLB', 'HOLI', 'NTRA', 'QQXT', 'PDFS', 'XRAY', 'TESS', 'CPSS', 'POLA', 'LARK', 'FWONK', 'CLFD', 'VRSN', 'DXLG', 'SNCR', 'LIQT', 'RBB', 'CORT', 'PKOH', 'RDHL', 'PAHC', 'MPB', 'RWLK', 'UBCP', 'IZEA', 'PLUS', 'ALJJ', 'KLIC', 'SRCE', 'LNT', 'CZR', 'RNST', 'STRA', 'RKDA', 'MRIN', 'CTIB', 'APPN', 'DRIO', 'CSWI', 'FIBK', 'VISL', 'UCBI', 'ADUS', 'BCML', 'OSIS', 'CONE', 'HOVNP', 'NKSH', 'ZYNE', 'PLSE', 'TATT', 'SNES', 'ADSK', 'SNOA', 'CRTO', 'APOG', 'ULBI', 'PTMN', 'HWCPL', 'FBSS', 'ASML', 'IIN', 'ATHX', 'BMTC', 'SUPN', 'OPNT', 'CME', 'FYX', 'SINO', 'EVBG', 'SMSI', 'VBFC', 'WPRT', 'WDAY', 'SQQQ', 'ADYX', 'COKE', 'INTC', 'CHFS', 'FITB', 'USAT', 'HSTM', 'BLPH', 'PZZA', 'SELF', 'MTLS', 'MTEX', 'ADVM', 'AROW', 'PTSI', 'ALKS', 'ASTE', 'PODD', 'SRRA', 'RBCN', 'GLRE', 'LIVN', 'FANG', 'AMKR', 'MTBCP', 'THFF', 'CGBD', 'FFNW', 'CETXP', 'MTBC', 'HTBK', 'EWBC', 'PRTH', 'BATRA', 'ESGG', 'SIRI', 'WHLM', 'RMNI', 'LEDS', 'SSYS', 'TCBIP', 'FSZ', 'KIRK', 'AGYS', 'PRTA', 'ICFI', 'AKAM', 'CSTR', 'LBTYB', 'ZSAN', 'LBTYK', 'XLNX', 'INO', 'CPIX', 'PICO', 'REG', 'WTER', 'LGND', 'NXGN', 'PHIO', 'LLIT', 'DSPG', 'NCSM', 'CODX', 'DLTR', 'LSXMA', 'GBT', 'ROIC', 'ATHE', 'BWFG', 'FTFT', 'CTRE', 'SRDX', 'CPTAL', 'SPWR', 'ARCW', 'TWIN', 'PPBI', 'CHI', 'VERI', 'TAYD', 'INTU', 'ICPT', 'ICCC', 'SNBR', 'ESGR']\n", + "4314\n" + ] + }, + { + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CTBBDYADMNPVSQNSHMNVECFRCCABODTY...TWINPPBICHIVERITAYDINTUICPTICCCSNBRESGR
020.44133882.05999837.33376711.41119012.8032.23714828.21999995.414185727.73297122.477062...16.95999933.6664928.18285313.19000010.85134.020370112.0100025.9830.040001203.199997
120.50324682.09999837.30695311.50642612.4032.19187228.37000194.136513720.36792022.547781...17.04000132.6057668.19007915.04000011.11134.127258112.5800026.0229.670000201.649994
220.56841376.07000037.41420411.48045412.6032.19187228.73000094.663177731.77612322.489542...17.08000032.6518868.25513716.66000011.15136.032120114.0999986.1529.570000201.399994
320.65801880.68000036.93156811.48911112.4031.82965328.58000094.653427739.18023722.630985...17.36000132.6518868.26959515.56000011.75137.470459116.6100015.8129.530001207.550003
420.60181281.76000237.71809411.48045412.7231.82965328.88999994.975281737.72839422.664267...17.36000132.6518868.29850916.30999911.70137.907806118.7500006.1230.450001206.800003
\n", + "

5 rows × 4314 columns

\n", + "
" + ], + "text/plain": [ + " CTBB DY ADM NPV SQNS HMN VEC \\\n", + "0 20.441338 82.059998 37.333767 11.411190 12.80 32.237148 28.219999 \n", + "1 20.503246 82.099998 37.306953 11.506426 12.40 32.191872 28.370001 \n", + "2 20.568413 76.070000 37.414204 11.480454 12.60 32.191872 28.730000 \n", + "3 20.658018 80.680000 36.931568 11.489111 12.40 31.829653 28.580000 \n", + "4 20.601812 81.760002 37.718094 11.480454 12.72 31.829653 28.889999 \n", + "\n", + " FRC CABO DTY ... TWIN PPBI CHI \\\n", + "0 95.414185 727.732971 22.477062 ... 16.959999 33.666492 8.182853 \n", + "1 94.136513 720.367920 22.547781 ... 17.040001 32.605766 8.190079 \n", + "2 94.663177 731.776123 22.489542 ... 17.080000 32.651886 8.255137 \n", + "3 94.653427 739.180237 22.630985 ... 17.360001 32.651886 8.269595 \n", + "4 94.975281 737.728394 22.664267 ... 17.360001 32.651886 8.298509 \n", + "\n", + " VERI TAYD INTU ICPT ICCC SNBR ESGR \n", + "0 13.190000 10.85 134.020370 112.010002 5.98 30.040001 203.199997 \n", + "1 15.040000 11.11 134.127258 112.580002 6.02 29.670000 201.649994 \n", + "2 16.660000 11.15 136.032120 114.099998 6.15 29.570000 201.399994 \n", + "3 15.560000 11.75 137.470459 116.610001 5.81 29.530001 207.550003 \n", + "4 16.309999 11.70 137.907806 118.750000 6.12 30.450001 206.800003 \n", + "\n", + "[5 rows x 4314 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def readPrices():\n", + " #read NYSE and NASDAQ: 2 separate price files\n", + " df1 = pd.read_csv(fname1)\n", + " df2 = pd.read_csv(fname2)\n", + " return pd.concat([df1, df2], axis=1)\n", + "\n", + "#merge the ticker label sets:\n", + "df = readPrices()\n", + "prices = df.values\n", + "lab = df.columns.values.tolist()\n", + "print('All tickers:')\n", + "print(lab);print(len(lab))\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Observe dimensions of prices matrix S and also find dimensions of log ret matrix R" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(755, 4314)\n", + "754\n", + "4314\n" + ] + } + ], + "source": [ + "#obtain price data:\n", + "print(prices.shape)\n", + "Nminus1 = prices.shape[0]-1\n", + "pp = prices.shape[1]\n", + "print(Nminus1);print(pp)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Find R from S using findR()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.083767s\n" + ] + } + ], + "source": [ + "def findR(prices,pp):\n", + " #compute log returns by column j:\n", + " Nminus1 = prices.shape[0]-1; pp = prices.shape[1]\n", + " R = np.empty([Nminus1, pp]).astype(np.float32)\n", + " for j in range(0,pp):\n", + " R[:,j] = np.diff(np.log(prices[:,j]))\n", + " return R\n", + "\n", + "start = time.time()\n", + "findR(prices,pp)\n", + "end = time.time()\n", + "print (\"%fs\" % ((end-start)))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cudf.__version__ 0.17.0 numba.__version__ 0.53.0 cupy.__version__ 8.5.0\n", + "pp 4314\n", + "15.6 ms ± 479 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", + "0.014322519302368164 secs\n" + ] + } + ], + "source": [ + "import cudf, numba, cupy\n", + "from cupy import log,diff\n", + "from numba import cuda\n", + "print('cudf.__version__',cudf.__version__,'numba.__version__',numba.__version__,\n", + " 'cupy.__version__',cupy.__version__)\n", + "\n", + "@cuda.jit()\n", + "def findR(prices,R,pp):\n", + " #compute log returns by column j:\n", + " j = cuda.blockIdx.x * cuda.blockDim.x+cuda.threadIdx.x\n", + " #for j in range(0,pp):\n", + " if j < pp:\n", + " for i in range(0,prices.shape[0]-1):\n", + " R[i,j] = math.log(prices[i+1,j]) - math.log(prices[i,j]) #cupy.diff(cupy.log(prices[:,j]))\n", + " \n", + "print('pp',pp) \n", + "Nminus1 = prices.shape[0]-1; pp = prices.shape[1]\n", + "R_result = cupy.empty([Nminus1, pp]).astype(np.float32)\n", + "%timeit findR[(blockSz,1,1), (256,1,1)](prices,R_result,pp)\n", + "start = time.time()\n", + "findR[(blockSz,1,1), (256,1,1)](prices,R_result,pp)\n", + "print(time.time()-start,'secs')\n", + "#cudf.DataFrame(R[0:4,:]).tail(5)\n", + "R_result.shape\n", + "R = R_result.get()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Observe price charts for 4 typical security names and also log ret plot" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%pylab inline\n", + "pylab.rcParams['figure.figsize'] = (12, 4)\n", + "\n", + "def plotSec(symbs,lab,prices,R):\n", + " fig, axes = plt.subplots(nrows=1, ncols=2)\n", + " axList = axes.flatten()\n", + " axIdx = 0; colors = ['red','gray','lime','blue']\n", + " for symb in symbs:\n", + " idx = np.where(np.array(lab)==symb)[0][0]\n", + " axList[0].set_title(','.join(symbs)+'('+','.join(colors)+')')\n", + " axList[0].plot(range(0,prices.shape[0]), prices[:,idx],color=colors[axIdx])\n", + " axList[1].set_title(\"Daily Prices&LogRets:ends in \"+'.'.join(fname1.split('/')[1].split('.')[1:3]))\n", + " #plt.subplot(1, 2, 2)\n", + " axList[1].plot(range(0,prices.shape[0]-1),\n", + " np.round(R[:,idx],3),color=colors[axIdx])\n", + " axIdx += 1\n", + " fig.tight_layout()\n", + " plt.show()\n", + "\n", + "plotSec([\"SBUX\",\"GME\",\"UNP\",\"CVX\"],lab,prices,R)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Get to know data: shape, 1st name, 1st row of prices, 1st row of R, mean&std of last col" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "(754, 4314)\n", + "CTBB\n", + "prices[:,0]\n", + "[20.441338 20.503246 20.568413 20.658018 20.601812 20.576559 20.609142\n", + " 20.641729 20.527685 20.625437 20.69875 20.658018 20.625437 20.674311\n", + " 20.633583 20.576559 20.568413 20.543974 20.601 20.568413 20.535828\n", + " 20.535828 20.543974 20.592852 20.568413 20.568413 20.511393 20.486956\n", + " 20.511393 20.584705 20.535828 20.584705 20.625437 20.666166 20.649872\n", + " 20.682455 20.649872 20.674311 20.723188 20.820936 20.666166 20.625437\n", + " 20.666166 20.584705 20.543974 20.568413 20.592852 19.753822 19.721239\n", + " 19.517591 19.297655 18.320147 18.312 18.67856 18.955523 18.979961\n", + " 19.118443 19.403549 19.566469 19.346527 18.629688 18.760023 19.036985\n", + " 19.15917 19.175465 19.102152 19.028839 19.0044 18.865923 18.833338\n", + " 18.694853 18.751877 18.768171 18.874063 18.711145 18.727436 18.719294\n", + " 18.66227 18.800751 18.906645 18.841478 18.694853 18.735586 18.629688\n", + " 18.46677 18.499353 18.34458 17.448532 17.766222 17.920994 18.263124\n", + " 18.40975 18.279415 18.303852 18.336437 18.279415 18.254978 18.140932\n", + " 17.912849 17.790659 17.692909 17.627741 17.440386 17.310053 17.196011\n", + " 16.43844 16.291813 16.617649 16.81315 16.927195 16.715401 16.747984\n", + " 16.682816 16.568775 16.454735 16.723549 16.503609 16.405859 17.065672\n", + " 17.415947 17.464823 17.375219 17.481113 17.67662 17.823242 17.803324\n", + " 17.853123 17.878021 17.861422 17.969316 17.994225 17.927824 18.044024\n", + " 18.127022 18.135317 18.135317 18.19342 18.21002 18.14362 18.010824\n", + " 17.894625 17.753521 17.761826 17.604126 17.721983 17.886324 17.778423\n", + " 17.786722 17.795027 17.712027 17.720325 17.712027 17.695423 17.695423\n", + " 17.770123 17.811623 17.795027 17.720325 17.770123 17.761826 17.795027\n", + " 17.803324 17.786722 17.803324 17.653925 17.662228 17.620726 17.728626\n", + " 17.529428 17.570927 17.604126 17.463026 17.454727 17.612427 17.595827\n", + " 17.720325 17.969316 18.218323 18.201719 18.103783 18.110422 18.077221\n", + " 18.060621 18.102119 18.060621 18.118717 18.160219 18.110422 18.127022\n", + " 18.199751 18.140553 18.335064 18.41118 18.597237 18.741009 18.910152\n", + " 18.969353 18.580324 18.470383 18.512667 18.50421 18.597237 18.690266\n", + " 18.56341 18.588779 18.495752 18.478838 18.385809 18.35198 18.225122\n", + " 18.267412 18.250496 18.50421 18.580324 18.68181 18.757919 18.698721\n", + " 18.715635 18.707178 18.715635 18.698721 18.690266 18.673351 18.664896\n", + " 18.690266 18.850954 18.68181 18.68181 18.656435 18.554953 18.571865\n", + " 18.538036 18.571865 18.453465 18.461924 18.436548 18.419638 18.436548\n", + " 18.394266 18.724094 18.774836 18.749462 18.707178 18.673351 18.690266\n", + " 18.690266 19.442949 19.874264 19.823521 19.815065 19.925007 19.984205\n", + " 19.97575 19.933464 20.024679 20.205395 20.257023 20.60124 20.627056\n", + " 20.61845 20.60124 20.627056 20.644264 20.489368 20.480761 20.437737\n", + " 20.368893 20.308657 20.274237 20.257023 20.222605 19.990257 19.990257\n", + " 19.964443 19.886995 19.577202 19.628834 19.508358 19.327646 19.353462\n", + " 19.33625 19.370674 19.310434 19.215775 19.18996 19.215775 19.241596\n", + " 19.30183 19.26741 19.31904 19.30183 19.215775 19.215775 19.155537\n", + " 19.121119 19.069487 19.035061 18.983431 19.096163 19.121119 19.172752\n", + " 19.310434 19.327646 19.405092 19.112511 19.181356 19.164145 19.215775\n", + " 19.18996 19.232988 19.121119 18.871561 18.905983 18.837139 18.742481\n", + " 18.742481 19.009249 18.663849 18.199226 18.321955 17.971294 17.7609\n", + " 17.725834 17.454071 17.445307 17.541739 17.509302 17.419008 17.138475\n", + " 16.770288 16.542358 15.928705 15.358883 15.49038 15.604343 15.630642\n", + " 16.647552 16.428394 17.015747 17.182312 17.576803 17.603102 17.699533\n", + " 17.795963 17.778435 18.015125 17.988829 17.883629 17.901161 17.7609\n", + " 17.901161 17.664469 17.559269 17.103413 17.31381 17.690765 17.664469\n", + " 17.962526 18.462217 18.611248 18.663849 18.646315 18.637548 18.286888\n", + " 18.339487 18.321955 18.532351 18.725216 19.847322 19.742126 19.330097\n", + " 19.479134 19.72459 20.040186 20.119083 20.162916 20.087954 20.257511\n", + " 20.248587 19.07954 18.918907 19.097387 19.168783 19.365108 19.293716\n", + " 19.32049 19.39188 19.409731 19.46327 19.614983 19.579287 19.757765\n", + " 19.85593 19.704222 19.588211 19.891626 20.105803 20.177197 20.427065\n", + " 20.48061 20.382446 20.337826 20.409224 20.427065 20.257511 19.918396\n", + " 20.132574 20.105803 20.132574 20.159346 20.284283 20.319979 20.34675\n", + " 20.355675 20.435989 20.418142 20.34675 20.319979 20.409224 20.5877\n", + " 20.418142 20.418142 20.435989 20.400295 20.373522 20.328903 20.364597\n", + " 20.34675 20.257511 20.328903 20.418142 20.560926 20.516308 20.328903\n", + " 20.462763 20.453838 20.444916 20.560926 20.453838 20.471685 20.70426\n", + " 20.885954 20.70426 20.749681 20.686089 20.677002 20.804192 20.78602\n", + " 20.667919 20.667919 20.695171 20.740597 20.749681 20.831448 20.722427\n", + " 20.867785 20.849613 20.895039 20.976801 21.122162 21.340193 21.394701\n", + " 21.222092 21.213007 21.267513 21.222092 21.285685 21.258429 21.340193\n", + " 21.376534 21.476465 21.62182 21.703587 21.830776 21.785349 21.82169\n", + " 21.930704 21.903454 22.13966 21.967045 22.085146 22.212336 22.339521\n", + " 22.384945 22.257761 22.43037 21.876196 21.985214 21.921619 21.985214\n", + " 22.175993 22.194166 22.339521 22.39403 22.457623 22.303181 22.421286\n", + " 22.412201 22.403114 22.566643 22.475794 22.593897 22.621153 22.711998\n", + " 22.929939 22.994583 23.040758 23.086929 23.059227 23.105404 23.096167\n", + " 23.086929 23.086929 23.068459 22.754477 22.91147 22.985348 23.013052\n", + " 23.077694 23.105404 23.123871 23.105404 23.179277 23.225452 23.345505\n", + " 23.474789 23.373209 23.308567 23.216219 23.225452 23.114635 23.151573\n", + " 23.197748 23.151573 23.234686 23.410147 23.308567 23.410147 23.391678\n", + " 23.354738 23.400913 23.447086 23.502495 23.410147 23.502495 23.456322\n", + " 23.373209 23.474789 23.539433 23.465557 23.493259 23.484026 23.456322\n", + " 23.410147 23.484026 23.474789 23.511732 23.484026 23.410147 23.493259\n", + " 23.539433 23.520966 23.511732 23.520966 23.539433 23.585609 23.622549\n", + " 23.553108 23.402969 23.290365 23.309132 23.35605 23.327898 23.478039\n", + " 23.496805 23.581259 23.684479 23.740782 23.919071 23.919071 23.825235\n", + " 23.844002 23.815851 23.844002 23.909687 23.919071 23.928453 23.862768\n", + " 23.83462 23.909687 24.116131 24.228733 24.238119 24.228733 24.238119\n", + " 24.313189 24.350723 24.350723 24.36949 24.350723 24.294418 24.266272\n", + " 24.256886 24.285034 24.303804 24.294418 24.275652 24.266272 24.346031\n", + " 24.256886 24.16305 24.200584 24.219349 24.238119 24.266272 24.275652\n", + " 24.355413 24.407024 24.378876 24.331957 24.463327 24.47271 24.444559\n", + " 24.491478 24.407024 24.116131 23.787699 23.928453 23.791145 23.276226\n", + " 23.733932 23.886499 24.277456 24.096283 23.886499 22.56106 22.999697\n", + " 22.427565 18.880346 20.968628 18.556139 18.737312 12.119658 15.638267\n", + " 15.733624 16.057833 17.736084 19.719475 20.482315 19.690866 19.72901\n", + " 19.91972 18.203325 18.146112 17.793297 18.565674 20.844667 20.911415\n", + " 21.531225 21.197481 22.103357 21.617044 21.721935 22.122429 21.979393\n", + " 21.140266 21.245161 21.693329 21.874504 21.922182 21.998465 22.35128\n", + " 22.122429 21.845896 21.950788 21.98893 21.98893 22.093821 22.494314\n", + " 22.789915 22.236855 22.03661 21.855433 21.826824 22.284531 22.360817\n", + " 22.446636 22.408493 22.427565 22.456171 22.637344 22.484777 22.370352\n", + " 22.475243 22.570595 22.570595 22.618275 22.675489 22.732702 22.885269\n", + " 23.009232 22.217781 22.03661 21.826824 22.294065 22.513384 22.54199\n", + " 22.675489 22.35128 22.370352 22.246389 22.208248 22.255924 22.170107\n", + " 22.065214 22.303602 22.484777 22.637344 22.656418 22.646881 22.856663\n", + " 22.904341 22.694557 22.808985 22.847126 22.932945 22.847126 22.875734\n", + " 22.980625 23.037838 23.047375 23.161802 23.123657 23.219013 23.323902\n", + " 23.276226 23.362047 23.381117 23.552757 23.695789 23.876965 24.067675\n", + " 24.163982 24.163031 24.239315 24.220245 24.267921 24.220245 24.372812\n", + " 24.306063 24.306063 24.286993 24.353743 24.487238 24.525381]\n", + "R[:,0]\n", + "[ 3.02399206e-03 3.17333452e-03 4.34697559e-03 -2.72449176e-03\n", + " -1.22651784e-03 1.58224849e-03 1.57994276e-03 -5.54024382e-03\n", + " 4.75065690e-03 3.54819209e-03 -1.96978706e-03 -1.57840503e-03\n", + " 2.36679520e-03 -1.97192398e-03 -2.76747579e-03 -3.95965762e-04\n", + " -1.18888752e-03 2.77195638e-03 -1.58306886e-03 -1.58548146e-03\n", + " 0.00000000e+00 3.96593940e-04 2.37636338e-03 -1.18747575e-03\n", + " 0.00000000e+00 -2.77606165e-03 -1.19209697e-03 1.19209697e-03\n", + " 3.56783648e-03 -2.37725629e-03 2.37725629e-03 1.97679549e-03\n", + " 1.97275029e-03 -7.88749428e-04 1.57663552e-03 -1.57663552e-03\n", + " 1.18279422e-03 2.36135139e-03 4.70575225e-03 -7.46114878e-03\n", + " -1.97275029e-03 1.97275029e-03 -3.94954579e-03 -1.98066235e-03\n", + " 1.18888752e-03 1.18747575e-03 -4.15970348e-02 -1.65081478e-03\n", + " -1.03800157e-02 -1.13325752e-02 -5.19822016e-02 -4.44800593e-04\n", + " 1.98197588e-02 1.47189982e-02 1.28839817e-03 7.26973265e-03\n", + " 1.48025164e-02 8.36134888e-03 -1.13044158e-02 -3.77564840e-02\n", + " 6.97173225e-03 1.46554960e-02 6.39778608e-03 8.50145123e-04\n", + " -3.83059843e-03 -3.84532847e-03 -1.28513924e-03 -7.31325243e-03\n", + " -1.72868150e-03 -7.38035189e-03 3.04560876e-03 8.68549047e-04\n", + " 5.62624820e-03 -8.66931584e-03 8.70278745e-04 -4.34857735e-04\n", + " -3.05091799e-03 7.39297736e-03 5.61663182e-03 -3.45273130e-03\n", + " -7.81247066e-03 2.17646477e-03 -5.66827273e-03 -8.78353696e-03\n", + " 1.76285778e-03 -8.40159506e-03 -5.00786453e-02 1.80434957e-02\n", + " 8.67386069e-03 1.89110693e-02 7.99647067e-03 -7.10485224e-03\n", + " 1.33596617e-03 1.77864369e-03 -3.11460975e-03 -1.33775338e-03\n", + " -6.26698835e-03 -1.26525452e-02 -6.84473244e-03 -5.50960656e-03\n", + " -3.69008351e-03 -1.06853032e-02 -7.50112021e-03 -6.60999259e-03\n", + " -4.50549424e-02 -8.95978324e-03 1.98026113e-02 1.16959950e-02\n", + " 6.76018186e-03 -1.25909904e-02 1.94738281e-03 -3.89868510e-03\n", + " -6.85930764e-03 -6.90662209e-03 1.62045676e-02 -1.32387616e-02\n", + " -5.94055699e-03 3.94304320e-02 2.03173198e-02 2.80246302e-03\n", + " -5.14374813e-03 6.07604533e-03 1.11218216e-02 8.26047361e-03\n", + " -1.11815450e-03 2.79326946e-03 1.39363040e-03 -9.28889727e-04\n", + " 6.02244493e-03 1.38523651e-03 -3.69695364e-03 6.46063033e-03\n", + " 4.58920328e-03 4.57499467e-04 0.00000000e+00 3.19873774e-03\n", + " 9.12001764e-04 -3.65300826e-03 -7.34607317e-03 -6.47252193e-03\n", + " -7.91652594e-03 4.67685139e-04 -8.91824160e-03 6.67253975e-03\n", + " 9.23055224e-03 -6.05086749e-03 4.66692902e-04 4.66812373e-04\n", + " -4.67513595e-03 4.68385522e-04 -4.68385522e-04 -9.37881763e-04\n", + " 0.00000000e+00 4.21254523e-03 2.33265781e-03 -9.32185503e-04\n", + " -4.20675054e-03 2.80627795e-03 -4.67016333e-04 1.86748861e-03\n", + " 4.66145197e-04 -9.32957570e-04 9.32957570e-04 -8.42704345e-03\n", + " 4.70209779e-04 -2.35252525e-03 6.10479852e-03 -1.12995524e-02\n", + " 2.36459263e-03 1.88764522e-03 -8.04746058e-03 -4.75345616e-04\n", + " 8.99423193e-03 -9.42960789e-04 7.05051422e-03 1.39533505e-02\n", + " 1.37622096e-02 -9.11805721e-04 -5.39511815e-03 3.66651715e-04\n", + " -1.83493632e-03 -9.18704609e-04 2.29507056e-03 -2.29507056e-03\n", + " 3.21155949e-03 2.28794012e-03 -2.74585886e-03 9.16179444e-04\n", + " 4.00415948e-03 -3.25798336e-03 1.06653627e-02 4.14279662e-03\n", + " 1.00549329e-02 7.70109612e-03 8.98480322e-03 3.12575628e-03\n", + " -2.07215063e-02 -5.93464123e-03 2.28667026e-03 -4.56926733e-04\n", + " 5.01474738e-03 4.98983217e-03 -6.81041460e-03 1.36568013e-03\n", + " -5.01703518e-03 -9.14898643e-04 -5.04706847e-03 -1.84164650e-03\n", + " -6.93649845e-03 2.31773546e-03 -9.26449604e-04 1.38060162e-02\n", + " 4.10489738e-03 5.44715207e-03 4.06568684e-03 -3.16088414e-03\n", + " 9.04145010e-04 -4.51970322e-04 4.51970322e-04 -9.04145010e-04\n", + " -4.52272216e-04 -9.05426336e-04 -4.52886830e-04 1.35831314e-03\n", + " 8.56066868e-03 -9.01319925e-03 0.00000000e+00 -1.35919638e-03\n", + " -5.45436516e-03 9.11039650e-04 -1.82317977e-03 1.82317977e-03\n", + " -6.39564358e-03 4.58291266e-04 -1.37545017e-03 -9.17620782e-04\n", + " 9.17620782e-04 -2.29601329e-03 1.77721586e-02 2.70631886e-03\n", + " -1.35240389e-03 -2.25775829e-03 -1.80987327e-03 9.05426336e-04\n", + " 0.00000000e+00 3.94816324e-02 2.19411440e-02 -2.55646650e-03\n", + " -4.26654995e-04 5.53306891e-03 2.96663563e-03 -4.23173653e-04\n", + " -2.11911043e-03 4.56553558e-03 8.98418482e-03 2.55190022e-03\n", + " 1.68497190e-02 1.25234399e-03 -4.17306088e-04 -8.35037848e-04\n", + " 1.25234399e-03 8.33896338e-04 -7.53139099e-03 -4.20159777e-04\n", + " -2.10291287e-03 -3.37416073e-03 -2.96163582e-03 -1.69628160e-03\n", + " -8.49418517e-04 -1.70051015e-03 -1.15560330e-02 0.00000000e+00\n", + " -1.29216351e-03 -3.88684077e-03 -1.57002751e-02 2.63388176e-03\n", + " -6.15661871e-03 -9.30648297e-03 1.33481203e-03 -8.89745657e-04\n", + " 1.77870027e-03 -3.11470125e-03 -4.91401553e-03 -1.34433073e-03\n", + " 1.34433073e-03 1.34283770e-03 3.12551600e-03 -1.78484246e-03\n", + " 2.67607043e-03 -8.91228032e-04 -4.46835393e-03 0.00000000e+00\n", + " -3.13974405e-03 -1.79838121e-03 -2.70391256e-03 -1.80692389e-03\n", + " -2.71604839e-03 5.92087861e-03 1.30600622e-03 2.69667339e-03\n", + " 7.15546729e-03 8.90934607e-04 3.99899948e-03 -1.51923588e-02\n", + " 3.59561876e-03 -8.97680351e-04 2.69047101e-03 -1.34433073e-03\n", + " 2.23970413e-03 -5.83349867e-03 -1.31373508e-02 1.82235299e-03\n", + " -3.64803290e-03 -5.03774127e-03 0.00000000e+00 1.41329914e-02\n", + " -1.83372051e-02 -2.52093785e-02 6.72100205e-03 -1.93243604e-02\n", + " -1.17762955e-02 -1.97628839e-03 -1.54502066e-02 -5.02243929e-04\n", + " 5.51245408e-03 -1.85084424e-03 -5.17025869e-03 -1.62360873e-02\n", + " -2.17171870e-02 -1.36845065e-02 -3.78014147e-02 -3.64288241e-02\n", + " 8.52518249e-03 7.33008701e-03 1.68394553e-03 6.30299598e-02\n", + " -1.32519994e-02 3.51280309e-02 9.74127278e-03 2.26995386e-02\n", + " 1.49511523e-03 5.46311866e-03 5.43337874e-03 -9.85427876e-04\n", + " 1.32254772e-02 -1.46072870e-03 -5.86524094e-03 9.79857752e-04\n", + " -7.86615908e-03 7.86615908e-03 -1.33103505e-02 -5.97326225e-03\n", + " -2.63039246e-02 1.22264149e-02 2.15383023e-02 -1.48753112e-03\n", + " 1.67324785e-02 2.74386201e-02 8.03980976e-03 2.82231509e-03\n", + " -9.39904829e-04 -4.70283907e-04 -1.89939551e-02 2.87219440e-03\n", + " -9.56427248e-04 1.14178397e-02 1.03531573e-02 5.81980199e-02\n", + " -5.31435804e-03 -2.10914165e-02 7.68053019e-03 1.25222392e-02\n", + " 1.58734769e-02 3.92920990e-03 2.17630784e-03 -3.72474361e-03\n", + " 8.40530638e-03 -4.40625008e-04 -5.94684556e-02 -8.45476426e-03\n", + " 9.38972738e-03 3.73155111e-03 1.01898191e-02 -3.69344302e-03\n", + " 1.38674374e-03 3.68823088e-03 9.20116494e-04 2.75456137e-03\n", + " 7.76461326e-03 -1.82149129e-03 9.07435734e-03 4.95612435e-03\n", + " -7.66977575e-03 -5.90502191e-03 1.53709333e-02 1.07096406e-02\n", + " 3.54462559e-03 1.23076318e-02 2.61784764e-03 -4.80454462e-03\n", + " -2.19153822e-03 3.50445369e-03 8.73781682e-04 -8.33509862e-03\n", + " -1.68819111e-02 1.06953736e-02 -1.33062049e-03 1.33062049e-03\n", + " 1.32890185e-03 6.17834739e-03 1.75823958e-03 1.31660479e-03\n", + " 4.38548828e-04 3.93777061e-03 -8.73693847e-04 -3.50262551e-03\n", + " -1.31660479e-03 4.38236631e-03 8.70685466e-03 -8.26999079e-03\n", + " 0.00000000e+00 8.73693847e-04 -1.74815173e-03 -1.31324492e-03\n", + " -2.19244999e-03 1.75428553e-03 -8.76758073e-04 -4.39555570e-03\n", + " 3.51802818e-03 4.38015303e-03 6.96865888e-03 -2.17239629e-03\n", + " -9.17641539e-03 6.56312890e-03 -4.36253264e-04 -4.36296919e-04\n", + " 5.65823307e-03 -5.22193639e-03 8.72169738e-04 1.12967640e-02\n", + " 8.73739924e-03 -8.73739924e-03 2.19139690e-03 -3.06942780e-03\n", + " -4.39377240e-04 6.13243692e-03 -8.73859506e-04 -5.69795398e-03\n", + " 0.00000000e+00 1.31769676e-03 2.19259923e-03 4.37885727e-04\n", + " 3.93289514e-03 -5.24722412e-03 6.99003832e-03 -8.71195341e-04\n", + " 2.17637536e-03 3.90535034e-03 6.90570846e-03 1.02694687e-02\n", + " 2.55098473e-03 -8.10055993e-03 -4.28183295e-04 2.56616576e-03\n", + " -2.13798252e-03 2.99206655e-03 -1.28130545e-03 3.83881433e-03\n", + " 1.70148839e-03 4.66390606e-03 6.74530538e-03 3.77455633e-03\n", + " 5.84317092e-03 -2.08303775e-03 1.66674959e-03 4.98323468e-03\n", + " -1.24332274e-03 1.07262293e-02 -7.82719441e-03 5.36188018e-03\n", + " 5.74255455e-03 5.70954196e-03 2.03128252e-03 -5.69787808e-03\n", + " 7.72508746e-03 -2.50167400e-02 4.97103157e-03 -2.89681763e-03\n", + " 2.89681763e-03 8.64017103e-03 8.19154200e-04 6.52789045e-03\n", + " 2.43705348e-03 2.83570564e-03 -6.90079713e-03 5.28146140e-03\n", + " -4.05277417e-04 -4.05531027e-04 7.27287540e-03 -4.03393479e-03\n", + " 5.24091767e-03 1.20561640e-03 4.00788896e-03 9.55010578e-03\n", + " 2.81522982e-03 2.00606813e-03 2.00187857e-03 -1.20062020e-03\n", + " 2.00053654e-03 -3.99856537e-04 -4.00059798e-04 0.00000000e+00\n", + " -8.00339971e-04 -1.37043558e-02 6.87574130e-03 3.21931089e-03\n", + " 1.20456377e-03 2.80499016e-03 1.20000623e-03 7.98930996e-04\n", + " -7.98930996e-04 3.19211720e-03 1.99009944e-03 5.15571376e-03\n", + " 5.52257663e-03 -4.33658483e-03 -2.76947650e-03 -3.96984629e-03\n", + " 3.97617056e-04 -4.78277961e-03 1.59675966e-03 1.99247850e-03\n", + " -1.99247850e-03 3.58352205e-03 7.52331270e-03 -4.34858538e-03\n", + " 4.34858538e-03 -7.89242797e-04 -1.58044230e-03 1.97516289e-03\n", + " 1.97118404e-03 2.36036303e-03 -3.93702509e-03 3.93702509e-03\n", + " -1.96653232e-03 -3.54960142e-03 4.33658483e-03 2.74997810e-03\n", + " -3.14332847e-03 1.17984251e-03 -3.93083610e-04 -1.18039188e-03\n", + " -1.97049254e-03 3.15088453e-03 -3.93408583e-04 1.57249381e-03\n", + " -1.17908523e-03 -3.15088453e-03 3.54396808e-03 1.96348596e-03\n", + " -7.84821284e-04 -3.92663002e-04 3.92663002e-04 7.84821284e-04\n", + " 1.95972295e-03 1.56498409e-03 -2.94393580e-03 -6.39489153e-03\n", + " -4.82313894e-03 8.05459393e-04 2.01083603e-03 -1.20606786e-03\n", + " 6.41549006e-03 7.98980880e-04 3.58783198e-03 4.36765281e-03\n", + " 2.37438967e-03 7.48176174e-03 0.00000000e+00 -3.93077731e-03\n", + " 7.87384168e-04 -1.18132983e-03 1.18132983e-03 2.75099347e-03\n", + " 3.92399903e-04 3.92162416e-04 -2.74883304e-03 -1.18027441e-03\n", + " 3.14454501e-03 8.59726220e-03 4.65829019e-03 3.87316279e-04\n", + " -3.87316279e-04 3.87316279e-04 3.09240120e-03 1.54258078e-03\n", + " 0.00000000e+00 7.70398998e-04 -7.70398998e-04 -2.31492915e-03\n", + " -1.15920941e-03 -3.86866828e-04 1.15974003e-03 7.72605476e-04\n", + " -3.86269268e-04 -7.72739295e-04 -3.86470056e-04 3.28143570e-03\n", + " -3.66830244e-03 -3.87592893e-03 1.55215827e-03 7.75094028e-04\n", + " 7.74700020e-04 1.16084353e-03 3.86470056e-04 3.28025199e-03\n", + " 2.11683521e-03 -1.15394010e-03 -1.92643038e-03 5.38454996e-03\n", + " 3.83480190e-04 -1.15096383e-03 1.91756489e-03 -3.45426053e-03\n", + " -1.19900070e-02 -1.37123540e-02 5.89965470e-03 -5.75480051e-03\n", + " -2.18809564e-02 1.94732584e-02 6.40764972e-03 1.62347797e-02\n", + " -7.49058696e-03 -8.74419231e-03 -5.70879914e-02 1.92556307e-02\n", + " -2.51902584e-02 -1.72169298e-01 1.04905926e-01 -1.22226737e-01\n", + " 9.71615221e-03 -4.35688078e-01 2.54892170e-01 6.07915502e-03\n", + " 2.03966890e-02 9.94044393e-02 1.06005520e-01 3.79551053e-02\n", + " -3.94069590e-02 1.93526794e-03 9.62005462e-03 -9.01059285e-02\n", + " -3.14794690e-03 -1.96345095e-02 4.24925797e-02 1.15783744e-01\n", + " 3.19704600e-03 2.92090252e-02 -1.56218531e-02 4.18471433e-02\n", + " -2.22474206e-02 4.84050205e-03 1.82694010e-02 -6.48664823e-03\n", + " -3.89257707e-02 4.94958879e-03 2.08756421e-02 8.31696391e-03\n", + " 2.17724312e-03 3.47367721e-03 1.59109123e-02 -1.02916090e-02\n", + " -1.25789028e-02 4.78996104e-03 1.73610623e-03 0.00000000e+00\n", + " 4.75883158e-03 1.79645903e-02 1.30555471e-02 -2.45670658e-02\n", + " -9.04588588e-03 -8.25562049e-03 -1.30986841e-03 2.07530893e-02\n", + " 3.41742556e-03 3.83057282e-03 -1.70072005e-03 8.50743905e-04\n", + " 1.27467129e-03 8.03547818e-03 -6.76242961e-03 -5.10199182e-03\n", + " 4.67788149e-03 4.23356052e-03 0.00000000e+00 2.11025495e-03\n", + " 2.52635358e-03 2.51994305e-03 6.68892404e-03 5.40209841e-03\n", + " -3.50026116e-02 -8.18775315e-03 -9.56548937e-03 2.11808272e-02\n", + " 9.78947710e-03 1.26981537e-03 5.90476906e-03 -1.44009711e-02\n", + " 8.52920639e-04 -5.55680739e-03 -1.71595195e-03 2.14446895e-03\n", + " -3.86337051e-03 -4.74250875e-03 1.07458485e-02 8.09031259e-03\n", + " 6.76242961e-03 8.42235226e-04 -4.21028933e-04 9.22053400e-03\n", + " 2.08378374e-03 -9.20134038e-03 5.02942130e-03 1.67079538e-03\n", + " 3.74919036e-03 -3.74919036e-03 1.25136541e-03 4.57477150e-03\n", + " 2.48652510e-03 4.13885486e-04 4.95257601e-03 -1.64825015e-03\n", + " 4.11526300e-03 4.50720266e-03 -2.04617530e-03 3.68028623e-03\n", + " 8.15948239e-04 7.31415302e-03 6.05446938e-03 7.61683378e-03\n", + " 7.95546733e-03 3.99352331e-03 -3.93568698e-05 3.15208128e-03\n", + " -7.87048019e-04 1.96650112e-03 -1.96650112e-03 6.27939496e-03\n", + " -2.74242344e-03 0.00000000e+00 -7.84885837e-04 2.74461485e-03\n", + " 5.46652963e-03 1.55645667e-03]\n", + "1st R col [ 3.02399206e-03 3.17333452e-03 4.34697559e-03 -2.72449176e-03\n", + " -1.22651784e-03 1.58224849e-03 1.57994276e-03 -5.54024382e-03\n", + " 4.75065690e-03 3.54819209e-03 -1.96978706e-03 -1.57840503e-03\n", + " 2.36679520e-03 -1.97192398e-03 -2.76747579e-03 -3.95965762e-04\n", + " -1.18888752e-03 2.77195638e-03 -1.58306886e-03 -1.58548146e-03\n", + " 0.00000000e+00 3.96593940e-04 2.37636338e-03 -1.18747575e-03\n", + " 0.00000000e+00 -2.77606165e-03 -1.19209697e-03 1.19209697e-03\n", + " 3.56783648e-03 -2.37725629e-03 2.37725629e-03 1.97679549e-03\n", + " 1.97275029e-03 -7.88749428e-04 1.57663552e-03 -1.57663552e-03\n", + " 1.18279422e-03 2.36135139e-03 4.70575225e-03 -7.46114878e-03\n", + " -1.97275029e-03 1.97275029e-03 -3.94954579e-03 -1.98066235e-03\n", + " 1.18888752e-03 1.18747575e-03 -4.15970348e-02 -1.65081478e-03\n", + " -1.03800157e-02 -1.13325752e-02 -5.19822016e-02 -4.44800593e-04\n", + " 1.98197588e-02 1.47189982e-02 1.28839817e-03 7.26973265e-03\n", + " 1.48025164e-02 8.36134888e-03 -1.13044158e-02 -3.77564840e-02\n", + " 6.97173225e-03 1.46554960e-02 6.39778608e-03 8.50145123e-04\n", + " -3.83059843e-03 -3.84532847e-03 -1.28513924e-03 -7.31325243e-03\n", + " -1.72868150e-03 -7.38035189e-03 3.04560876e-03 8.68549047e-04\n", + " 5.62624820e-03 -8.66931584e-03 8.70278745e-04 -4.34857735e-04\n", + " -3.05091799e-03 7.39297736e-03 5.61663182e-03 -3.45273130e-03\n", + " -7.81247066e-03 2.17646477e-03 -5.66827273e-03 -8.78353696e-03\n", + " 1.76285778e-03 -8.40159506e-03 -5.00786453e-02 1.80434957e-02\n", + " 8.67386069e-03 1.89110693e-02 7.99647067e-03 -7.10485224e-03\n", + " 1.33596617e-03 1.77864369e-03 -3.11460975e-03 -1.33775338e-03\n", + " -6.26698835e-03 -1.26525452e-02 -6.84473244e-03 -5.50960656e-03\n", + " -3.69008351e-03 -1.06853032e-02 -7.50112021e-03 -6.60999259e-03\n", + " -4.50549424e-02 -8.95978324e-03 1.98026113e-02 1.16959950e-02\n", + " 6.76018186e-03 -1.25909904e-02 1.94738281e-03 -3.89868510e-03\n", + " -6.85930764e-03 -6.90662209e-03 1.62045676e-02 -1.32387616e-02\n", + " -5.94055699e-03 3.94304320e-02 2.03173198e-02 2.80246302e-03\n", + " -5.14374813e-03 6.07604533e-03 1.11218216e-02 8.26047361e-03\n", + " -1.11815450e-03 2.79326946e-03 1.39363040e-03 -9.28889727e-04\n", + " 6.02244493e-03 1.38523651e-03 -3.69695364e-03 6.46063033e-03\n", + " 4.58920328e-03 4.57499467e-04 0.00000000e+00 3.19873774e-03\n", + " 9.12001764e-04 -3.65300826e-03 -7.34607317e-03 -6.47252193e-03\n", + " -7.91652594e-03 4.67685139e-04 -8.91824160e-03 6.67253975e-03\n", + " 9.23055224e-03 -6.05086749e-03 4.66692902e-04 4.66812373e-04\n", + " -4.67513595e-03 4.68385522e-04 -4.68385522e-04 -9.37881763e-04\n", + " 0.00000000e+00 4.21254523e-03 2.33265781e-03 -9.32185503e-04\n", + " -4.20675054e-03 2.80627795e-03 -4.67016333e-04 1.86748861e-03\n", + " 4.66145197e-04 -9.32957570e-04 9.32957570e-04 -8.42704345e-03\n", + " 4.70209779e-04 -2.35252525e-03 6.10479852e-03 -1.12995524e-02\n", + " 2.36459263e-03 1.88764522e-03 -8.04746058e-03 -4.75345616e-04\n", + " 8.99423193e-03 -9.42960789e-04 7.05051422e-03 1.39533505e-02\n", + " 1.37622096e-02 -9.11805721e-04 -5.39511815e-03 3.66651715e-04\n", + " -1.83493632e-03 -9.18704609e-04 2.29507056e-03 -2.29507056e-03\n", + " 3.21155949e-03 2.28794012e-03 -2.74585886e-03 9.16179444e-04\n", + " 4.00415948e-03 -3.25798336e-03 1.06653627e-02 4.14279662e-03\n", + " 1.00549329e-02 7.70109612e-03 8.98480322e-03 3.12575628e-03\n", + " -2.07215063e-02 -5.93464123e-03 2.28667026e-03 -4.56926733e-04\n", + " 5.01474738e-03 4.98983217e-03 -6.81041460e-03 1.36568013e-03\n", + " -5.01703518e-03 -9.14898643e-04 -5.04706847e-03 -1.84164650e-03\n", + " -6.93649845e-03 2.31773546e-03 -9.26449604e-04 1.38060162e-02\n", + " 4.10489738e-03 5.44715207e-03 4.06568684e-03 -3.16088414e-03\n", + " 9.04145010e-04 -4.51970322e-04 4.51970322e-04 -9.04145010e-04\n", + " -4.52272216e-04 -9.05426336e-04 -4.52886830e-04 1.35831314e-03\n", + " 8.56066868e-03 -9.01319925e-03 0.00000000e+00 -1.35919638e-03\n", + " -5.45436516e-03 9.11039650e-04 -1.82317977e-03 1.82317977e-03\n", + " -6.39564358e-03 4.58291266e-04 -1.37545017e-03 -9.17620782e-04\n", + " 9.17620782e-04 -2.29601329e-03 1.77721586e-02 2.70631886e-03\n", + " -1.35240389e-03 -2.25775829e-03 -1.80987327e-03 9.05426336e-04\n", + " 0.00000000e+00 3.94816324e-02 2.19411440e-02 -2.55646650e-03\n", + " -4.26654995e-04 5.53306891e-03 2.96663563e-03 -4.23173653e-04\n", + " -2.11911043e-03 4.56553558e-03 8.98418482e-03 2.55190022e-03\n", + " 1.68497190e-02 1.25234399e-03 -4.17306088e-04 -8.35037848e-04\n", + " 1.25234399e-03 8.33896338e-04 -7.53139099e-03 -4.20159777e-04\n", + " -2.10291287e-03 -3.37416073e-03 -2.96163582e-03 -1.69628160e-03\n", + " -8.49418517e-04 -1.70051015e-03 -1.15560330e-02 0.00000000e+00\n", + " -1.29216351e-03 -3.88684077e-03 -1.57002751e-02 2.63388176e-03\n", + " -6.15661871e-03 -9.30648297e-03 1.33481203e-03 -8.89745657e-04\n", + " 1.77870027e-03 -3.11470125e-03 -4.91401553e-03 -1.34433073e-03\n", + " 1.34433073e-03 1.34283770e-03 3.12551600e-03 -1.78484246e-03\n", + " 2.67607043e-03 -8.91228032e-04 -4.46835393e-03 0.00000000e+00\n", + " -3.13974405e-03 -1.79838121e-03 -2.70391256e-03 -1.80692389e-03\n", + " -2.71604839e-03 5.92087861e-03 1.30600622e-03 2.69667339e-03\n", + " 7.15546729e-03 8.90934607e-04 3.99899948e-03 -1.51923588e-02\n", + " 3.59561876e-03 -8.97680351e-04 2.69047101e-03 -1.34433073e-03\n", + " 2.23970413e-03 -5.83349867e-03 -1.31373508e-02 1.82235299e-03\n", + " -3.64803290e-03 -5.03774127e-03 0.00000000e+00 1.41329914e-02\n", + " -1.83372051e-02 -2.52093785e-02 6.72100205e-03 -1.93243604e-02\n", + " -1.17762955e-02 -1.97628839e-03 -1.54502066e-02 -5.02243929e-04\n", + " 5.51245408e-03 -1.85084424e-03 -5.17025869e-03 -1.62360873e-02\n", + " -2.17171870e-02 -1.36845065e-02 -3.78014147e-02 -3.64288241e-02\n", + " 8.52518249e-03 7.33008701e-03 1.68394553e-03 6.30299598e-02\n", + " -1.32519994e-02 3.51280309e-02 9.74127278e-03 2.26995386e-02\n", + " 1.49511523e-03 5.46311866e-03 5.43337874e-03 -9.85427876e-04\n", + " 1.32254772e-02 -1.46072870e-03 -5.86524094e-03 9.79857752e-04\n", + " -7.86615908e-03 7.86615908e-03 -1.33103505e-02 -5.97326225e-03\n", + " -2.63039246e-02 1.22264149e-02 2.15383023e-02 -1.48753112e-03\n", + " 1.67324785e-02 2.74386201e-02 8.03980976e-03 2.82231509e-03\n", + " -9.39904829e-04 -4.70283907e-04 -1.89939551e-02 2.87219440e-03\n", + " -9.56427248e-04 1.14178397e-02 1.03531573e-02 5.81980199e-02\n", + " -5.31435804e-03 -2.10914165e-02 7.68053019e-03 1.25222392e-02\n", + " 1.58734769e-02 3.92920990e-03 2.17630784e-03 -3.72474361e-03\n", + " 8.40530638e-03 -4.40625008e-04 -5.94684556e-02 -8.45476426e-03\n", + " 9.38972738e-03 3.73155111e-03 1.01898191e-02 -3.69344302e-03\n", + " 1.38674374e-03 3.68823088e-03 9.20116494e-04 2.75456137e-03\n", + " 7.76461326e-03 -1.82149129e-03 9.07435734e-03 4.95612435e-03\n", + " -7.66977575e-03 -5.90502191e-03 1.53709333e-02 1.07096406e-02\n", + " 3.54462559e-03 1.23076318e-02 2.61784764e-03 -4.80454462e-03\n", + " -2.19153822e-03 3.50445369e-03 8.73781682e-04 -8.33509862e-03\n", + " -1.68819111e-02 1.06953736e-02 -1.33062049e-03 1.33062049e-03\n", + " 1.32890185e-03 6.17834739e-03 1.75823958e-03 1.31660479e-03\n", + " 4.38548828e-04 3.93777061e-03 -8.73693847e-04 -3.50262551e-03\n", + " -1.31660479e-03 4.38236631e-03 8.70685466e-03 -8.26999079e-03\n", + " 0.00000000e+00 8.73693847e-04 -1.74815173e-03 -1.31324492e-03\n", + " -2.19244999e-03 1.75428553e-03 -8.76758073e-04 -4.39555570e-03\n", + " 3.51802818e-03 4.38015303e-03 6.96865888e-03 -2.17239629e-03\n", + " -9.17641539e-03 6.56312890e-03 -4.36253264e-04 -4.36296919e-04\n", + " 5.65823307e-03 -5.22193639e-03 8.72169738e-04 1.12967640e-02\n", + " 8.73739924e-03 -8.73739924e-03 2.19139690e-03 -3.06942780e-03\n", + " -4.39377240e-04 6.13243692e-03 -8.73859506e-04 -5.69795398e-03\n", + " 0.00000000e+00 1.31769676e-03 2.19259923e-03 4.37885727e-04\n", + " 3.93289514e-03 -5.24722412e-03 6.99003832e-03 -8.71195341e-04\n", + " 2.17637536e-03 3.90535034e-03 6.90570846e-03 1.02694687e-02\n", + " 2.55098473e-03 -8.10055993e-03 -4.28183295e-04 2.56616576e-03\n", + " -2.13798252e-03 2.99206655e-03 -1.28130545e-03 3.83881433e-03\n", + " 1.70148839e-03 4.66390606e-03 6.74530538e-03 3.77455633e-03\n", + " 5.84317092e-03 -2.08303775e-03 1.66674959e-03 4.98323468e-03\n", + " -1.24332274e-03 1.07262293e-02 -7.82719441e-03 5.36188018e-03\n", + " 5.74255455e-03 5.70954196e-03 2.03128252e-03 -5.69787808e-03\n", + " 7.72508746e-03 -2.50167400e-02 4.97103157e-03 -2.89681763e-03\n", + " 2.89681763e-03 8.64017103e-03 8.19154200e-04 6.52789045e-03\n", + " 2.43705348e-03 2.83570564e-03 -6.90079713e-03 5.28146140e-03\n", + " -4.05277417e-04 -4.05531027e-04 7.27287540e-03 -4.03393479e-03\n", + " 5.24091767e-03 1.20561640e-03 4.00788896e-03 9.55010578e-03\n", + " 2.81522982e-03 2.00606813e-03 2.00187857e-03 -1.20062020e-03\n", + " 2.00053654e-03 -3.99856537e-04 -4.00059798e-04 0.00000000e+00\n", + " -8.00339971e-04 -1.37043558e-02 6.87574130e-03 3.21931089e-03\n", + " 1.20456377e-03 2.80499016e-03 1.20000623e-03 7.98930996e-04\n", + " -7.98930996e-04 3.19211720e-03 1.99009944e-03 5.15571376e-03\n", + " 5.52257663e-03 -4.33658483e-03 -2.76947650e-03 -3.96984629e-03\n", + " 3.97617056e-04 -4.78277961e-03 1.59675966e-03 1.99247850e-03\n", + " -1.99247850e-03 3.58352205e-03 7.52331270e-03 -4.34858538e-03\n", + " 4.34858538e-03 -7.89242797e-04 -1.58044230e-03 1.97516289e-03\n", + " 1.97118404e-03 2.36036303e-03 -3.93702509e-03 3.93702509e-03\n", + " -1.96653232e-03 -3.54960142e-03 4.33658483e-03 2.74997810e-03\n", + " -3.14332847e-03 1.17984251e-03 -3.93083610e-04 -1.18039188e-03\n", + " -1.97049254e-03 3.15088453e-03 -3.93408583e-04 1.57249381e-03\n", + " -1.17908523e-03 -3.15088453e-03 3.54396808e-03 1.96348596e-03\n", + " -7.84821284e-04 -3.92663002e-04 3.92663002e-04 7.84821284e-04\n", + " 1.95972295e-03 1.56498409e-03 -2.94393580e-03 -6.39489153e-03\n", + " -4.82313894e-03 8.05459393e-04 2.01083603e-03 -1.20606786e-03\n", + " 6.41549006e-03 7.98980880e-04 3.58783198e-03 4.36765281e-03\n", + " 2.37438967e-03 7.48176174e-03 0.00000000e+00 -3.93077731e-03\n", + " 7.87384168e-04 -1.18132983e-03 1.18132983e-03 2.75099347e-03\n", + " 3.92399903e-04 3.92162416e-04 -2.74883304e-03 -1.18027441e-03\n", + " 3.14454501e-03 8.59726220e-03 4.65829019e-03 3.87316279e-04\n", + " -3.87316279e-04 3.87316279e-04 3.09240120e-03 1.54258078e-03\n", + " 0.00000000e+00 7.70398998e-04 -7.70398998e-04 -2.31492915e-03\n", + " -1.15920941e-03 -3.86866828e-04 1.15974003e-03 7.72605476e-04\n", + " -3.86269268e-04 -7.72739295e-04 -3.86470056e-04 3.28143570e-03\n", + " -3.66830244e-03 -3.87592893e-03 1.55215827e-03 7.75094028e-04\n", + " 7.74700020e-04 1.16084353e-03 3.86470056e-04 3.28025199e-03\n", + " 2.11683521e-03 -1.15394010e-03 -1.92643038e-03 5.38454996e-03\n", + " 3.83480190e-04 -1.15096383e-03 1.91756489e-03 -3.45426053e-03\n", + " -1.19900070e-02 -1.37123540e-02 5.89965470e-03 -5.75480051e-03\n", + " -2.18809564e-02 1.94732584e-02 6.40764972e-03 1.62347797e-02\n", + " -7.49058696e-03 -8.74419231e-03 -5.70879914e-02 1.92556307e-02\n", + " -2.51902584e-02 -1.72169298e-01 1.04905926e-01 -1.22226737e-01\n", + " 9.71615221e-03 -4.35688078e-01 2.54892170e-01 6.07915502e-03\n", + " 2.03966890e-02 9.94044393e-02 1.06005520e-01 3.79551053e-02\n", + " -3.94069590e-02 1.93526794e-03 9.62005462e-03 -9.01059285e-02\n", + " -3.14794690e-03 -1.96345095e-02 4.24925797e-02 1.15783744e-01\n", + " 3.19704600e-03 2.92090252e-02 -1.56218531e-02 4.18471433e-02\n", + " -2.22474206e-02 4.84050205e-03 1.82694010e-02 -6.48664823e-03\n", + " -3.89257707e-02 4.94958879e-03 2.08756421e-02 8.31696391e-03\n", + " 2.17724312e-03 3.47367721e-03 1.59109123e-02 -1.02916090e-02\n", + " -1.25789028e-02 4.78996104e-03 1.73610623e-03 0.00000000e+00\n", + " 4.75883158e-03 1.79645903e-02 1.30555471e-02 -2.45670658e-02\n", + " -9.04588588e-03 -8.25562049e-03 -1.30986841e-03 2.07530893e-02\n", + " 3.41742556e-03 3.83057282e-03 -1.70072005e-03 8.50743905e-04\n", + " 1.27467129e-03 8.03547818e-03 -6.76242961e-03 -5.10199182e-03\n", + " 4.67788149e-03 4.23356052e-03 0.00000000e+00 2.11025495e-03\n", + " 2.52635358e-03 2.51994305e-03 6.68892404e-03 5.40209841e-03\n", + " -3.50026116e-02 -8.18775315e-03 -9.56548937e-03 2.11808272e-02\n", + " 9.78947710e-03 1.26981537e-03 5.90476906e-03 -1.44009711e-02\n", + " 8.52920639e-04 -5.55680739e-03 -1.71595195e-03 2.14446895e-03\n", + " -3.86337051e-03 -4.74250875e-03 1.07458485e-02 8.09031259e-03\n", + " 6.76242961e-03 8.42235226e-04 -4.21028933e-04 9.22053400e-03\n", + " 2.08378374e-03 -9.20134038e-03 5.02942130e-03 1.67079538e-03\n", + " 3.74919036e-03 -3.74919036e-03 1.25136541e-03 4.57477150e-03\n", + " 2.48652510e-03 4.13885486e-04 4.95257601e-03 -1.64825015e-03\n", + " 4.11526300e-03 4.50720266e-03 -2.04617530e-03 3.68028623e-03\n", + " 8.15948239e-04 7.31415302e-03 6.05446938e-03 7.61683378e-03\n", + " 7.95546733e-03 3.99352331e-03 -3.93568698e-05 3.15208128e-03\n", + " -7.87048019e-04 1.96650112e-03 -1.96650112e-03 6.27939496e-03\n", + " -2.74242344e-03 0.00000000e+00 -7.84885837e-04 2.74461485e-03\n", + " 5.46652963e-03 1.55645667e-03]\n", + "mean std R[:,0]\n", + "0.00024157735\n", + "0.023900239\n", + "last R col [-7.65720941e-03 -1.24054111e-03 3.00793387e-02 -3.62013187e-03\n", + " -4.70267273e-02 1.35919387e-02 -1.48598477e-02 1.81045476e-02\n", + " 1.31206689e-02 1.27078500e-02 1.56610850e-02 -1.29934317e-02\n", + " 5.07310173e-03 -1.68820017e-03 5.53622330e-03 -1.20091287e-03\n", + " 7.66099524e-03 1.51482755e-02 1.56161711e-02 5.76503389e-03\n", + " 2.02578772e-02 4.49641049e-03 -2.47046957e-03 2.00362895e-02\n", + " 5.49512310e-03 -9.02792905e-03 1.18734771e-02 -3.06478795e-03\n", + " -3.51418322e-03 7.67127052e-03 1.30919938e-03 -3.93275125e-03\n", + " 1.00197010e-02 -6.50380505e-04 3.24781053e-03 -3.03094834e-03\n", + " 7.34501891e-03 8.57270602e-03 -3.20615852e-03 1.06986205e-03\n", + " -2.99849012e-03 -7.96819571e-03 6.48412446e-04 -1.52408788e-02\n", + " -4.38845746e-04 0.00000000e+00 8.74131452e-03 -4.79829079e-03\n", + " 7.83977471e-03 -5.00161527e-03 -1.33876810e-02 -7.98585918e-03\n", + " -2.09301841e-02 2.95217196e-03 6.10380992e-03 5.17026661e-03\n", + " 1.40266977e-02 6.63096493e-04 7.48406304e-03 1.17725236e-02\n", + " -1.39679136e-02 -1.52809834e-02 1.26401111e-02 -1.28633138e-02\n", + " 1.78409507e-03 -1.23306131e-02 -4.51222935e-04 -8.61296803e-03\n", + " -1.90744344e-02 -9.32407659e-03 -4.93018003e-03 1.26287788e-02\n", + " -2.20873505e-02 1.25134867e-02 -6.11911993e-03 -1.76236853e-02\n", + " 3.37813795e-02 -6.99303532e-03 -8.69267061e-03 -1.41670858e-03\n", + " 1.31456731e-02 -1.76454410e-02 -7.86370784e-03 -3.83511023e-03\n", + " -2.62788553e-02 -1.01599339e-02 -5.24412747e-03 1.56505946e-02\n", + " 2.02519745e-02 1.20049464e-02 -4.06556111e-03 1.91529386e-03\n", + " -2.39463709e-03 2.11133305e-02 -7.06716720e-03 -7.11746793e-03\n", + " 1.20697385e-02 -1.08799702e-02 -1.24433581e-02 -1.35759078e-02\n", + " 1.69413537e-02 4.78813425e-03 -1.43404899e-03 -2.39220186e-04\n", + " -6.23953575e-03 -1.44544954e-03 9.63913335e-04 5.04499814e-03\n", + " -7.93938525e-03 -2.44510956e-02 -2.17699371e-02 -7.59175047e-04\n", + " -1.89118702e-02 1.00116199e-02 -4.09523491e-03 1.28155854e-03\n", + " 6.63777255e-03 8.10955279e-03 -1.01016171e-03 -1.19457059e-02\n", + " 7.66742509e-04 -1.07886530e-02 1.35951508e-02 1.21550951e-02\n", + " -2.52016261e-03 -7.57258676e-04 1.67776868e-02 1.43000167e-02\n", + " 3.41708213e-02 4.01365664e-03 6.80992194e-03 -9.16897040e-03\n", + " 2.05711275e-02 -8.36437475e-03 4.19089803e-03 -5.35816792e-03\n", + " 8.60566273e-03 6.94566523e-04 1.15647062e-03 -4.16960986e-03\n", + " -6.96593546e-04 -1.89946052e-02 -2.85767894e-02 2.71553099e-02\n", + " -8.81058723e-03 1.47200711e-02 -8.99624452e-03 -5.00658108e-03\n", + " 9.04126558e-03 -2.13402323e-03 6.85992977e-03 -4.71615174e-04\n", + " 0.00000000e+00 4.94061923e-03 -4.70478414e-03 -2.59711151e-03\n", + " 1.88943848e-03 1.73104294e-02 -8.61775875e-03 4.90026874e-03\n", + " -1.63077959e-03 4.66228434e-04 2.32774788e-03 -1.86180649e-03\n", + " -6.54358044e-03 -1.87746587e-03 -3.52983060e-03 -9.23635717e-03\n", + " 3.56252608e-03 -4.27652849e-03 -4.77327872e-03 1.94273144e-02\n", + " -3.76118440e-03 -2.38333493e-02 6.73076557e-03 6.44781208e-03\n", + " 7.11577944e-03 -2.34348793e-02 5.30892191e-03 1.05339587e-02\n", + " 5.93614485e-03 4.72367462e-03 1.28762173e-02 -1.85472947e-02\n", + " -1.11999549e-02 -4.80423728e-03 -4.58548917e-03 -6.06577145e-03\n", + " -2.68065487e-03 -8.08527786e-03 4.17335099e-03 2.63522901e-02\n", + " 2.52103861e-02 9.30288457e-04 -2.56023882e-03 -1.16590899e-03\n", + " 2.33304556e-04 -3.50508583e-03 -2.10902002e-03 7.94402324e-03\n", + " -3.02999420e-03 3.02999420e-03 2.32450129e-03 -1.85921043e-03\n", + " -4.19578236e-03 5.59049658e-03 -1.56857055e-02 -4.73037781e-03\n", + " -2.47222204e-02 4.12274618e-03 3.38244811e-03 -8.96435324e-03\n", + " 1.70215720e-03 1.42325256e-02 1.21415751e-02 1.40979774e-02\n", + " -2.56980862e-03 -3.74972564e-03 -1.34737454e-02 9.00263805e-03\n", + " 1.19565511e-02 -1.19565511e-02 7.98687339e-03 -1.17054919e-03\n", + " 5.14022633e-03 -2.33317888e-03 5.35816792e-03 2.74994411e-02\n", + " 4.96057840e-03 -6.88964948e-02 1.26901930e-02 2.83823591e-02\n", + " 1.15566875e-03 -8.11786950e-03 -2.54730470e-02 1.35248993e-02\n", + " -1.65109604e-03 -1.57034062e-02 -1.43989944e-03 4.31349315e-03\n", + " 3.10371025e-03 1.06699290e-02 -3.07071931e-03 2.59888149e-03\n", + " -1.18049840e-03 8.46866053e-03 -1.87570509e-03 -5.41245705e-03\n", + " -2.12588720e-03 1.65389758e-03 2.35793553e-03 4.69925674e-03\n", + " -1.40747381e-03 3.04696825e-03 -7.02301331e-04 -1.32015264e-02\n", + " 3.08024883e-03 7.09443062e-04 -2.12991214e-03 7.55250687e-03\n", + " 1.87930057e-03 -4.94061923e-03 4.94061923e-03 1.00409202e-02\n", + " 1.62510073e-03 -2.32234201e-03 0.00000000e+00 6.97241165e-04\n", + " -9.80624743e-03 -1.13262609e-02 -1.14559438e-02 8.12816806e-03\n", + " -9.08876862e-03 1.92027900e-03 -1.54180191e-02 -2.34064576e-03\n", + " 1.28545538e-02 -1.09523507e-02 -7.04160379e-03 3.43483058e-04\n", + " 5.57676330e-03 -2.34945361e-02 -3.08356602e-02 -6.14807568e-03\n", + " -1.45220442e-03 -3.58743197e-03 -1.19874929e-03 7.29807711e-04\n", + " -1.26380930e-02 -1.40300915e-02 -1.68389212e-02 -2.89907400e-02\n", + " -4.15469147e-03 -5.98168932e-03 1.46086765e-02 2.02094167e-02\n", + " -7.35174213e-03 1.61139462e-02 -1.17731998e-02 1.16106346e-02\n", + " 3.25104309e-04 2.35052928e-02 -1.65407993e-02 -3.87795977e-02\n", + " -1.30036334e-02 -1.92837510e-03 1.98500557e-03 1.50141884e-02\n", + " -1.12253521e-02 4.51453088e-04 -1.31180957e-02 1.36257019e-02\n", + " -2.08853907e-03 4.79160994e-03 -1.79879051e-02 1.34222629e-02\n", + " -9.99267399e-03 5.23590064e-03 -9.65431565e-04 -1.14286961e-02\n", + " -1.14972128e-04 -2.87447911e-04 -6.63377624e-03 -1.71033740e-02\n", + " 2.80399583e-02 -9.89529397e-03 -4.34569130e-03 -8.16288684e-03\n", + " -2.00462025e-02 -1.15344189e-02 -3.02572083e-03 -1.67455170e-02\n", + " -3.77426669e-02 2.82686260e-02 1.44536858e-02 2.25558951e-02\n", + " 4.66572214e-03 2.74131284e-03 -2.53742225e-02 1.72474906e-02\n", + " -4.08822205e-03 1.48301227e-02 3.20015685e-03 2.95403739e-03\n", + " -1.35774992e-03 -1.32609559e-02 -2.75750691e-03 1.06282290e-02\n", + " 1.56166228e-02 2.05453150e-02 -3.27054830e-03 0.00000000e+00\n", + " 5.73067460e-03 1.37338182e-02 -1.24077057e-03 -5.09191491e-03\n", + " 8.13473016e-03 1.46171381e-03 5.21107856e-03 3.18057905e-03\n", + " 2.22589960e-03 -1.06175570e-02 0.00000000e+00 1.06685772e-03\n", + " 3.13777360e-03 -2.01602234e-03 3.46948323e-03 6.07064320e-03\n", + " 1.16529525e-03 1.88985579e-02 -8.58096685e-03 -5.89058409e-03\n", + " -5.20374859e-03 -7.29745580e-03 4.29582503e-03 5.44080837e-03\n", + " -1.23118293e-02 2.17352360e-02 -9.10684764e-02 1.50082575e-03\n", + " -5.95645700e-03 -3.50654982e-02 7.53409090e-03 3.45671140e-02\n", + " 2.16948111e-02 1.65159144e-02 -4.74075601e-03 6.18163683e-03\n", + " -1.49861700e-03 -1.27708074e-02 -5.80054382e-03 1.48151331e-02\n", + " -2.12998036e-02 1.29276505e-02 7.56127015e-03 -4.82097734e-03\n", + " 6.67342683e-03 6.34194119e-03 5.73067460e-03 -5.73067460e-03\n", + " -3.74259241e-03 9.47326701e-03 3.99200432e-03 -1.99396722e-03\n", + " -1.99803687e-03 1.26623278e-02 -4.12742514e-03 -3.46208247e-03\n", + " -5.01570757e-03 5.98174799e-03 -2.10374501e-03 3.12564103e-03\n", + " 6.84213126e-03 -3.89601011e-03 5.07878186e-03 -1.33728245e-02\n", + " 1.02157695e-02 5.46219200e-03 -4.55921749e-03 -2.08948832e-03\n", + " 2.87897117e-03 8.25222116e-03 2.40114029e-03 -1.31366393e-02\n", + " 4.17296030e-03 -5.92637854e-03 7.27608614e-03 -1.75179280e-02\n", + " 6.49870560e-03 5.72252879e-03 7.31780892e-03 -1.86815672e-02\n", + " -5.73067460e-03 -7.55720818e-03 -1.07706683e-02 -2.35123858e-02\n", + " -2.21972680e-03 -5.96372364e-03 -4.78451699e-03 -1.25849117e-02\n", + " 1.06402887e-02 4.85439692e-03 1.97789073e-02 3.14045814e-03\n", + " -1.77493130e-04 -3.02228448e-03 1.03915147e-02 -2.05795164e-03\n", + " 1.55929988e-02 -1.68193749e-03 1.07959080e-02 -2.52968003e-03\n", + " 6.90539251e-04 -4.43947781e-03 1.17760096e-02 -2.77352910e-02\n", + " -1.09806871e-02 7.56950956e-03 -1.56754125e-02 1.82641875e-02\n", + " 2.38065366e-02 6.86185807e-03 2.73168273e-03 9.72740352e-03\n", + " -1.29527797e-03 -1.13347769e-02 1.04326857e-02 -2.27625556e-02\n", + " -7.47162849e-03 1.58037953e-02 -1.23216612e-02 4.56630951e-03\n", + " -2.88767181e-03 4.62599768e-04 -4.86786431e-03 -9.92475264e-03\n", + " 1.08538205e-02 1.37185277e-02 -4.99295164e-03 5.16475970e-03\n", + " -3.78486514e-03 1.11413635e-02 6.51280256e-03 -2.65416205e-02\n", + " 7.16230785e-03 -4.52080555e-02 2.09153760e-02 1.62025243e-02\n", + " 1.95352025e-02 6.69160392e-03 -9.19831078e-03 7.89753813e-03\n", + " -7.44130230e-03 -5.77520533e-03 9.81519464e-03 6.28345972e-03\n", + " 4.44804085e-03 5.82565507e-03 1.44174956e-02 -2.47476790e-02\n", + " 1.22831799e-02 -1.61279943e-02 -2.60937237e-03 1.63375214e-02\n", + " -1.90173998e-03 -1.40059972e-03 1.57966018e-02 9.00955871e-03\n", + " 9.25426837e-03 8.14874563e-03 9.84068308e-03 1.89779345e-02\n", + " -6.33862102e-03 8.89412593e-03 3.64499429e-04 -1.40682585e-03\n", + " -3.86579731e-03 6.27884467e-04 1.72473455e-03 -5.74582780e-04\n", + " -1.00825196e-02 9.55985859e-03 -3.03657819e-03 -4.46702261e-03\n", + " 3.15956597e-04 -1.82252750e-02 -4.89157857e-03 -4.96974867e-03\n", + " 1.02365743e-02 -3.75918485e-03 -4.84336575e-04 2.41940492e-03\n", + " 5.03511168e-03 1.11050047e-02 2.21681711e-03 6.09728042e-03\n", + " 6.37278054e-03 4.41611838e-03 -6.39675604e-03 1.69166960e-02\n", + " -3.95777542e-03 6.36588223e-03 -4.56492975e-03 -9.77250980e-04\n", + " 8.40383582e-03 2.39545992e-03 8.66723806e-03 1.37829529e-02\n", + " -6.14124816e-03 2.30118656e-03 4.49586601e-04 -1.11497361e-02\n", + " 1.89109594e-02 8.93015787e-03 -5.12136333e-03 1.42646171e-02\n", + " -7.81791285e-03 -2.94756563e-03 -4.88246465e-03 -1.83096272e-03\n", + " 1.83096272e-03 -4.16156650e-03 -9.32695903e-03 5.14807086e-03\n", + " 1.49924830e-02 1.43354302e-02 -7.74912885e-04 -1.06670940e-02\n", + " -1.91162468e-03 -1.33355660e-02 3.17712757e-03 1.28532043e-02\n", + " 6.09772885e-03 -6.92988979e-03 4.05641412e-03 7.53145106e-03\n", + " 5.59956580e-03 -7.00441003e-03 8.73585045e-03 1.88504811e-02\n", + " 6.11164048e-03 -1.06489016e-02 6.62968203e-04 -1.67076290e-02\n", + " 4.46672551e-03 -2.63923476e-03 5.55825094e-03 -7.57834688e-03\n", + " -4.05247556e-03 8.90352111e-03 -3.16731236e-03 -4.43181023e-03\n", + " -1.42467488e-02 -1.81356817e-03 -6.10211026e-03 -1.18531159e-03\n", + " 5.27389627e-03 -3.54575878e-03 8.20501335e-03 5.95182274e-03\n", + " 1.45816593e-03 -2.33403943e-03 3.93556384e-03 -7.88668171e-03\n", + " -9.47785191e-03 -9.12024174e-03 1.64184219e-03 -3.13677476e-03\n", + " 8.09562672e-03 -3.45738865e-02 7.24500092e-03 8.40334967e-03\n", + " 1.66474823e-02 -6.51596719e-03 -9.48610890e-04 -6.06225478e-03\n", + " 6.06225478e-03 -1.15550300e-02 1.33516220e-02 -4.24709450e-03\n", + " -1.12796705e-02 1.16403587e-03 -7.05568260e-03 -3.93010583e-03\n", + " -1.66562833e-02 -2.34116334e-02 -2.02178899e-02 -7.17708394e-02\n", + " 4.02638763e-02 3.56806889e-02 -1.83971953e-02 3.56648974e-02\n", + " -3.83682996e-02 -3.42235342e-02 -4.44803461e-02 2.61333678e-02\n", + " -5.40737398e-02 -8.13393369e-02 4.69502024e-02 -1.32296219e-01\n", + " 5.28205968e-02 -3.79897654e-01 2.75600284e-01 -5.66953458e-02\n", + " 1.02419265e-01 5.03435060e-02 1.72803514e-02 7.66399279e-02\n", + " -8.40387568e-02 5.71928732e-02 3.23309377e-02 -4.19228747e-02\n", + " 3.77014801e-02 -1.13720400e-03 3.31975296e-02 -3.06722187e-02\n", + " -1.09041333e-02 -2.80865119e-03 -9.76372138e-03 2.06350703e-02\n", + " -8.68101716e-02 -1.31201698e-02 4.89531420e-02 -3.25281210e-02\n", + " -4.14006636e-02 -1.93627656e-03 -2.40467656e-02 2.22505946e-02\n", + " 3.71968783e-02 1.29416343e-02 2.13155132e-02 -3.22499275e-02\n", + " -2.46406775e-02 -6.18499797e-03 -1.82065200e-02 -2.21758410e-02\n", + " 6.43905578e-03 5.44825681e-02 -2.21093521e-02 -3.01624332e-02\n", + " -6.65772185e-02 -3.15209874e-03 -8.24218523e-03 7.50226676e-02\n", + " -3.56213637e-02 1.63899865e-02 1.84928905e-02 3.83444899e-03\n", + " 3.68486010e-02 2.57698819e-02 -2.76519393e-04 -1.54005140e-02\n", + " -8.53344146e-03 2.23422330e-02 4.01845686e-02 1.64965801e-02\n", + " 7.43884295e-02 2.65578832e-02 -4.71822396e-02 -1.91603880e-02\n", + " -6.14665374e-02 4.84219827e-02 -5.20147569e-03 2.96237953e-02\n", + " -1.03035336e-02 1.83341671e-02 -2.32087001e-02 -2.15994613e-03\n", + " 3.87192075e-03 -3.02274581e-02 2.88961511e-02 -6.52662218e-02\n", + " 3.48018147e-02 -9.15990619e-04 -7.29234889e-03 8.14287364e-03\n", + " -2.16052076e-03 7.96443690e-03 2.57404372e-02 -1.15364930e-02\n", + " 4.75102440e-02 -1.08793844e-02 3.28277536e-02 4.47351113e-02\n", + " -3.15034762e-03 -4.13913792e-03 -4.73492034e-03 2.33972110e-02\n", + " 4.45682369e-03 -4.11764719e-03 -1.34291314e-02 -5.45710046e-03\n", + " -1.22281434e-02 -1.98445166e-03 7.68244965e-03 -2.66149659e-02\n", + " 1.36016468e-02 -6.60026539e-03 1.09958770e-02 -1.52620506e-02\n", + " 3.71837057e-02 3.81111242e-02 3.00537571e-02 -2.72921263e-03\n", + " -1.13714198e-02 1.48485349e-02 -9.44311637e-03 2.42292229e-03\n", + " 7.66086299e-03 -1.40810087e-02 -1.66456103e-02 1.43155921e-02\n", + " 6.48894813e-03 -1.11654168e-02]\n", + "mean std R[:,pp-1]\n", + "-0.0001354636\n", + "0.02520219\n" + ] + } + ], + "source": [ + "def printData(prices,R):\n", + " print(type(R))\n", + " print(R.shape)\n", + " pp = R.shape[1]\n", + " print(lab[0])\n", + " print(\"prices[:,0]\")\n", + " print(prices[:,0])\n", + " print(\"R[:,0]\")\n", + " print(R[:,0])\n", + " print('1st R col',R[:,0]);print(\"mean std R[:,0]\")\n", + " print(np.mean(R[:,0]));print(np.std(R[:,0]))\n", + " print('last R col',R[:,pp-1]);print(\"mean std R[:,pp-1]\")\n", + " print(np.mean(R[:,pp-1]));print(np.std(R[:,pp-1]))\n", + " \n", + "printData(prices,R)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### G) What is the shape of our prices data frame?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### H) What are the first 2 prices that we see for the security in column 0?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### I) If you can access the prior cell, what is the corresponding log return value for those 2 prices as seen in column slice R[:,0]?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Find baseline timing to compute mass Sharpe ratio on CPU" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.00024157735 0.023900239 0.010107738 0.165185s\n" + ] + } + ], + "source": [ + "def findSharpeRatiosCPU(R,meanv,sdevv,SR,pp):\n", + " for j in range(0,pp):\n", + " meanv[j] = np.mean(R[:,j])\n", + " sdevv[j] = np.std(R[:,j])\n", + " SR[j] = meanv[j]/sdevv[j] \n", + " return meanv, sdevv, SR\n", + "\n", + "meanv = np.empty([pp]).astype(np.float32)\n", + "sdevv = np.empty([pp]).astype(np.float32)\n", + "SR = np.empty([pp]).astype(np.float32)\n", + "\n", + "start = time.time()\n", + "meanv, sdevv, SR = findSharpeRatiosCPU(R,meanv,sdevv,SR,pp)\n", + "end = time.time()\n", + "cputime = end - start\n", + "print(meanv[0],sdevv[0],SR[0],\"%fs\" % (cputime))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Routine is for bar chart of CPU vs. GPU" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "def plotBoth(cputime,gputime,mat):\n", + " plt.bar([0,1],[cputime,gputime],align='center',alpha=.5)\n", + " plt.xticks([0,1],('CPU time','GPU time'))\n", + " plt.title('Sharpe Ratio computation timings after findSharpeRatiosKernel(), speedup = '+\n", + " str(np.round(cputime/gputime,2)) + ', shape = ' + str(mat.shape))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Find GPU timing to compute mass Sharpe ratio using numba package" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot times for comparison" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.68 ms ± 337 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n", + "0.010114449 0.005856s\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import cudf\n", + "import cupy\n", + "from numba import cuda\n", + "\n", + "@cuda.jit\n", + "def findSharpeRatiosNumba(R, meanv, sdevv, SR, Nminus1, pp):\n", + " #for j in range(0,pp): \n", + " j = cuda.blockDim.x * cuda.blockIdx.x + cuda.threadIdx.x\n", + " if j < pp:\n", + " j = j\n", + " for i in range(0,Nminus1): #compute pp means\n", + " meanv[j] += R[i,j]\n", + " meanv[j] /= Nminus1\n", + " sdevv[j] = 0.0\n", + " for i in range(0,Nminus1): #compute pp sdevs\n", + " sdevv[j] += (R[i,j]-meanv[j])*(R[i,j]-meanv[j])\n", + " sdevv[j] /= Nminus1-1 #if Nminus1 > 1 else 1\n", + " sdevv[j] = math.sqrt(sdevv[j])\n", + " SR[j] = meanv[j]/sdevv[j] \n", + "\n", + "meanv = cupy.zeros(pp).astype(np.float32)\n", + "sdevv = cupy.zeros(pp).astype(np.float32)\n", + "SR = cupy.zeros(pp).astype(np.float32)\n", + "\n", + "#First time is mainly to compile it:\n", + "%timeit findSharpeRatiosNumba[(blockSz,1,1), (256,1,1)](cupy.asarray(R), meanv, sdevv, SR, Nminus1, pp)\n", + "start = time.time()\n", + "findSharpeRatiosNumba[(blockSz,1,1), (256,1,1)](cupy.asarray(R), meanv, sdevv, SR, Nminus1, pp)\n", + "end = time.time()\n", + "gputime = end - start\n", + "print(SR[0],\"%fs\" % (gputime))\n", + " \n", + "plotBoth(cputime,gputime,R)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### J) What was our speedup for this last version of the numba kernel called findSharpeRatiosNumba()?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Find top k=12 SR of the candidates with findTopSRcandid()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.015173s\n", + "['BKK', 'HCHC', 'ENPH', 'COUP', 'LULU', 'OKTA', 'APPS', 'GNRC', 'NICE', 'SHOP', 'KNSL', 'SAM']\n", + "0\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAEYCAYAAABBWFftAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACwVklEQVR4nOydd3wU1deHn7upkNB7BymKioJi7x1s6E8Ue2+vvfdesHexYe9dAcWKoqCCgCBNEaQjvUNC2t73jzuzOzM725JNdhPOk08+O33u9Pu959xzlNYaQRAEQRAEQRAEoeoE0l0AQRAEQRAEQRCEuoIILEEQBEEQBEEQhBQhAksQBEEQBEEQBCFFiMASBEEQBEEQBEFIESKwBEEQBEEQBEEQUoQILEEQBEEQBEEQhBQhAksQahFKqV+UUn1StK3OSimtlMpOxfZSiVWubtbwC0qp22tgn2crpcbGmD9aKXV+CvZzjFLqg6puRxDqOkqpjkqpTUqpLGs8Jc9gAvu9RSn1cnXvRxCEuosIrAxDKTVfKVVsfVTWKqW+VEp1sOa9rpS6z7HsDkqppUqp6xzrHuqYf7K1jQN89uNbmfTZRhul1CvWfjYqpf5WSt2tlCqw5ocqwo517lJKve0YV0qpK5RS05VSm5VSi5VSHymleiVwDuz/Zx3l1kqpGzzrLFZKHejYf5m13jql1K9Kqb2SOW6f+bsrpUZa21ujlPpdKXWOY35jpdTzSqllSqkipdQ05/xEzpVS6kClVNAq90al1CzPPo4BNmqtJ0crZ11Ea32x1vredJcjVWitRwA7KKV2SndZBKE6cbzLNzrexRcrpRKqe2itF2qtC7XWFVUsx9lKqQrr3bpBKTVFKXV0jP0O1lpXq5BTSl1nfVfXKaV+VErV88x3fUdTtM+Y35g461apQc5ad5rz2iul7lNKvV6Z7Xm2/ahSarajjnKmZ35vpdQk69s8SSnV2zHvIOv8r1dKzY+y/SuVUvOs+stfSqkede04rXXHWPMXqxpo1KzriMDKTI7RWhcCbYDlwDPeBZSxYvwI3Ke1ftRn/lnAEOAorfVPlSmEUqop8BtQD9hLa90AOAxoDHRNYlNPAVcCVwBNgR7A58BRMdY5xvqw2v+XOeatAW5QSjWIsf4H1jlsAYwFPlVKqSTKHMISZz8APwHdgGbA/wH9rfm5wPdAJ2AvoBFwPfCgUuqaJHf3n1XuhsCNwFCl1PbWvIuBt2KUM22WqHTuu5byHnBhugshCDXAMda3oxPwIOa99koayvGb9W5tbO3/Q6VUE+9CNfEuU0ptB9wHHA40B+4GgtW9XwvnN+ZqzDdm2xrad1vg5GrY7mbgGMy39yzgKaXU3hD6Pg8D3gaaAG8Aw6zp9rqvYr7ZEShjMT0PU18pBI4GVsUpT607TuBd4GdMHe0A4BKl1LHVcAxbDSKwMhit9RbgY2B753Sl1O7Ad8AtWush3vWUUhcBjwFHaK1/rUIRrgE2AqdrredbZVqktb5Saz01kQ0opboDlwKnaK1/0FqXaK2LtNbvaK0frGS5/sIIv7jiRWtdhnnRtMYIo8rwCPCG1vohrfUqbZiktT7Jmn8G0BE4UWs9T2tdprX+GiMo71FKNUx2h9Y+PgfWAttbL8mDMSIPCLVwfqyUelsptQE4WynVSIUtjkusljPbvSbLagFbpZSaS2yBi1LqcKuFc71S6jml1E/Wx8ZuEf5FKfWEUmo1cJdSqqtS6gel1GprH+8opRpby1+vlPrEs/2nlVJPxTsXymG5VaYFdrFS6gal1ArrOI9TSh2plPpHGeviLY51A0qpm5RS/1rl+tBqOIixO/Wsdcx/K6UOibKQ10rrat2NdR0sRhPn/AtCXUJrvV5rPRwYBJyllNoRQCl1lFJqsjKWpUVKqbvsdbzPlWN6rvWs93JMa6lMy32LOOUIYiqa9YCuUd6j3ud7X2Wsb+usMp5tTc+z3qkLlVLLlXFnrmfNa66U+kKFvR7GqLBVoxyoABZorcu11qO11iWJnkul1LFKqRnWtkcrpXo65u1inc+NyniKfKAcni+O86C11iMxDZY7WevGel/+bP2uU8YCtpdSqpv1XVhvvfPjuT4/DNztvZ7xjkspdaNS6mPPsk8ppZ62juVOrfXfWuug1no8MAbT2AlwIJANPGnVP54GFOZ7itb6d631W8Bcn/IEgDuBq7XWM61z9q/Wek1dOk6LzsA7WusKrfW/mIbpHeIcpxADEVgZjFKqPuZjNM4xeXfga8wD7+cj/n/APcAhWuuJVSzCocCn1gepshwCLNZa/17Fsni5HbgqTmUZpVQecDawSGsdr9XJb/36mBfYxzEWOwz4Smu92TP9EyCf8Aswmf0GlFLHY1pbpwHdgaDWerFn0QFW2RoD7wCvYz7e3YA+mBZS29XlAkzrWx+gLzAwxv6bW9u9GSNMZwF7exbbA/OybgXcj3mZP4BpvesJdADuspZ9G+inwoIrG9PC92acU+FHa8x5bQfcAQwFTgd2BfYDbldKdbGWvRw4DtMi1xYjWCMaJTzH9C+mVflOjOUz5j0WhdeJfh3ANBJ0VpUQ34JQm7G+BYsxzyqYlvUzMe+wo4D/U0odF2cbpcD7mOfe5hRglNZ6Zax1rXfP+cAmYLY12fsedS7fCfgK40nSAugNTLFmP4jxyOiNedbtdxLAtdZxtsC8I28BtDVvhfX/sVIqP1Z5fcrfA2MBv8ra9khghCU6c4HPMO+fptZyx0fZTkAZC0VzYI41Odb7cn/rt7HlVfIbcC/wLcZi0h6Ht40lLm/y7PZTYAPmm5zwcWGu9ZHK8lqxGqtOwlhdvNupB+wGzLAm7QBM1Vprx2JTSUw8tLf+d7SE9TxlukjEqzvXtuMEeBI4UymVo4xFcy+MZ45QSURgZSafK6XWAesxlfdHHPP2tKZ/FWXdwzCCbFoC+9nTakEJ/WMsMTbNgKUJbOcPzzacL9VEt+Hlc0/ZLnDO1FpPwVjxboyy/klWWRZhKt7Oj0y843bSBPOcxDqG5n7ztdblGFeC5jHW9dLWKs8qTAX/DK31LMyHf6PP8r9prT+3RHBD4EjgKq31Zq31CuAJwq4KJ2FatxZZLXAPxCjHkcAMrfWn1nE8DSzzLPOf1voZqwW2WGs9R2v9ndV6thJ4HPOhRmu9FNMCeqK1bj9gldZ6UsJnJkwZcL9lnXwfc36f0lpv1FrPAGYCO1vLXgzcqrVebLUQ3wUMjNayiKn0PGlZIT/ACMukLE1KqVbEvg4QvpaNk9m2INQR/sMIACzrzTSrVX4qpvIZ0W/YhzeAU5QKuX6fQQwXaqz3PuY9dgpwvNZ6vTUv9B7VWhd71jsV+F5r/Z71XlittZ5i7fdCTGPnGq31RmAw4ee8DOPm38lab4yj8vsh8BJG4H1uiyxlrGiXxznuQcCX1ru2DHgUY43bG1M/yAaetvb5KeBt3LS/McUYMXaNDvfrTfZ9WYZx/Wyrtd6itQ71b9ZaH60jvVQ0pnH0dhV2XYt7XFrrBcAfhL/jBwNFWutxRPIC8CfwjTVeiKkzOVkPxOpiYNPe+j0c6AUchLl3zouzXm07ToAvMI2uxcDfwCta6wkJriv4IAIrMzlOa90Y00p/GfCTUqq1NW8IMBH4Tvn4j2MsWD2Alx0fnmiM01o3dv4DCx3zV2M+EPHYxbMN50s10W14Oc5TtqE+y9yBae1s5TPvQ2u9llrrgz0V+XjH7WQtxjc+1jGs8ptvfZSaE/bXrgByPIvlYD5SNv9ZZWqqte6ttX7fUQ6/F+Uix3Ana3tLHcLxRaClNb+tZ/kFMY7JtaxVMfBaz5zbQinVSin1vjIucRswViunuHyDcIvz6cSuDMVitQ53ercrQ8sd84sxHxsw5+Qzx/n4C3Md/O4ZgCWeFsAFmHORDPGuA4Sv5bokty0IdYF2GNc0lFJ7KNP5fqVSaj2mkh+3UcpykSoCDlSmT1M3YHiMVez3fnOt9Z5aa2fr/KKoaxlL/L8+01sA9YFJjuf8a2s6mIbROcC3Sqm5tjXHsg7si6lYX445D587vCV+iHXcmPdR6N1tNa4twpzTtkS+w7zH9p/1zWuIaTg72DEv2fflDRjPhd8tl7dz45QdbdwSFwMXJXFcYKw4p1jDp+Jv1XkE2BE4yXEONlnH6qQh/g2WXuzvy8Na63XadJV4EdOAhnXMdiCu/Zwr1qbjtLw0vsZ4P+Vj7vkjlFKXxFtXiI4IrAxGG1/YTzEvuH2tyRWYh24h8I2Pi9FyjFvefsBzVSzC98DxCZjDYzEKaK+U6lvFskSgtf4bY4q/NdXbduyjCNPf64QYi30P9FdWZEUHJwAlhF08F2L8nJ10IbbQsZmD6R/UzjPd+yEtAZo7xGNDrbXtIrAU8+K0iWa1s5e1W++wxHp7zzLaMz7YmtZLa90QI6KcIv9zYCdl+l4cjccVp5pYBPT3COp8rfWSKMu38zRMdMS0tnvZjKlc2bR2DMe7DmBcKOdrrTckf0iCUHtRSu2GqUza1o53McKog9a6EaZlPtGARHajzRnAx9r0W64M3neZk0X4B3VahamA7+B4zhtpE0ACy6J+rdZ6G+BY4Bpl+nRmA1mAsirXZ2G+65OBvywrfCz+wwghIPRu7gAswby3ve+wDvhgWahuBHo5XDJjvS8jzpHWepnW+gKtdVuMkHhOeSLlRuFWjMuk8x0a67gAPsKI6fYYC49LeCil7sYEnjrc816dgfnuOM/JToRd62IxCyjFfeyhYa31DjociGtMLT7ObYAKrfWb2nikLMZyV0xgXSEKIrAyGGUYgHFT+8uebpmVT8S84Ed6K/Za6/8wIqufUuoJx/bmK6tzboI8jmkBeUMZP3SUUu2UUo+rBENMa61nY4Tee8oEKMhVSuUrE0LebtE7W0UJj5oAdwPnkEJXKxXuWN3ZmnQDpuPz9UqpZtYyOyulbOvSW5iWqo+sdXOUUkdgWgfv0mE3lA+A25RS7ZXxfz8UExEoVv8uINTn4HtiuM5o44b3LfCYUqqhtY+uKhym/0PgCmv/TXC7ctqBG0Zbo19ifXgtS9yluEWEHw0wrWjrLSHoilakw0Fb3gV+11qHrIaefaeSF4D7HfdvC+uZsvfrfSZaYs5RjlLqRIwQGumz3SnA/srk6WmE6asGJHQdwFzHaG6+glDnsJ6FozEVt7e11rYbewNgjdZ6izIBnE5NYrNvYyqhp1O5/pyJ8A5wqFLqJKVUtlKqmVKqtyWOhgJPKKVaQuj7eIQ1fLQyQSAUxlWrAuMN8TfGNfA5692Rg3F37wFs8lSQA9b30v7Pw7zHj1JKHaKUysH09SoBfsU0BlYAl1llHYDpt+2L9V15jHC/sVjvy5VW+bex11dKnWgJATBeFpoEoiFqrUcD0zHi0ibWcaGN2/lo4DVgntY6VCdSSt2MuW8O1Vqv9uxuNOacXKFMUBI7IvEP1roBZVw0c8yoyleWW5/VwPoBVtRi61gvxLjTxaW2HCfwjzXtVGu51hhXxoSCmQn+iMDKTEYopTZhOkneD5zlbdWyXoz/A7ZYy9fzzF+IMf0PVEo9YD1IzXAHzIiJNv109sa4sI1XSm3EWKTWE+4UmwhXAM9i3BvXYdwtjgdGWPM7AL941hmh3HmwPotSxnkYgeO1HlWFDhir0hJrH79izuXBwFyl1BqM//xIa34JJiDIImA85ro9jvFld/afuwfzEh2L+Rg9DJymtZ6eYLlexLTUxuJMIBfTD2ktRtDY7otDMf7af2L8vD/1Oe5frGNahRHxD2PcPLfHuKbGinR1N7AL5v740mf7YFqcexHpHuh3D6SCpzCt499a9+84TCALojwT4zEBRVZhnr2BPh8ytNbfYT68U4FJRH5wY10HMC4gL1bx2AShNjDCevYWYVr0H8c0itlcgom2uhFT0f8w0Q1rrRdh3mUaE1Et5Vjf0iMxFeE1mMYVu4/njZhv4Thl3KK/B+yQ592t8U0Y4fOc1vpHy735aEyj4L+Y78y+mL7Cu2DCt9ucgrGS2f//atMn93RMQIlVmEa6Y7TWpY56wXmYb+3pmHdTrPf2q0BHZfIsRn1fWmLjfuAXZVwI98QEWRhv1VeGA1dqrecCKKW+Uo6Irj7chtUPz9p+1ONyrPMu5lvrdZsbjPE2mOOoM9xibbcUE7jjTOucnIvpgmBvd3/MuR1pbaMY00BmcxnmGv6HuY7vWucsUTL+OC1L2P8wYfvXYu7x6bjvRSFJlNtVV6irKKX2BS7VWp8Sd+EaRin1LebF/FfchWsApdRtwEqtdcZVgJVSvwCX6WpINqyUmoKJPhkhKJRxE12MEYQ/VmEfHTEtuK2d7g2x9l1dpOuZsCoyZ+hwmH9BECqJUupVTL+i29JdlkxEKTUeeEFr/Vq6yyIIWxMisARB8MVydRmPaem6HuMmuI2OjLKV6PYCWG6nWuu4naEFQRBioYwb9xSgj+XNsNVjuSLPwlhHTsO4/W1juS4LglBDVHvGckEQai17YVwUbFe346ogrgowAVgWYEK0C4IgVBql1L0Yl6YHRFy52BbjZlmAyVM4UMSVINQ8YsESBEEQBEEQBEFIERLkQhAEQRAEQRAEIUVkhItg8+bNdefOndNdDEEQBCGNTJo0aZXWukX8JdOLfLMEQRAEiP7dygiB1blzZyZOnJjuYgiCIAhpRCmVSNLttCPfLEEQBAGif7fERVAQBEEQBEEQBCFFiMASBEEQBEEQBEFIESKwBEEQBEEQBEEQUoQILEEQBEEQBEEQhBQhAksQBEEQBEEQBCFFiMASBEEQBEEQBEFIESKwBEEQBEEQBEEQUoQILEEQBEEQBEEQhBQhAksQBEGoEocfDi+/nO5SCIIgCMkwgxlcy7VodLqLUucQgSUIgiBUiVGjYIFvLntBEAQhUzmcw3mcx1nK0nQXpc4hAksQBEGoNOXlEAxCbm66SyIIgiAkg1iuqg8RWIIgCEKlKS01vyKwBEEQBMEgAksQBEGoNLbAystLbzkEQRAEIVMQgSUIgiBUGrFgCYIgCIIbEViCIAhCpRGBJQiCIAhuRGAJgiAIlUYEliAIgiC4EYElCIIgVJqSEvMrfbAEQRAEwSACSxAEQag0YsESBEGo3Ui49tQjAksQBEEI8dNP8NBDkdMffxz+/DNyuggsQRCE2olCpbsIdZbsdBdAEARByBwOPND8Xn89BKwmuAUL4NproW1bWLLEvbwILEEQBEFwIxYsQRCErZz//oN169zTGjUKDz/wgPlduTJyXRFYgiAIguBGBJYgCMJWTrt20KOHe9qmTeZXa3jjjfCw9rjqS5ALQRAEQXAjAksQBGErxhZMftYpgFWrYMsWaNkSysuhrMw9XyxYgiAItRsJcpF6RGAJgiBsxWzc6B5u08Y9f9Ei82tbuIqL3fMzXWAppfoppWYppeYopW7ymX+xUmqaUmqKUmqsUmr7dJRTEAQhXYjASj0isARBELZili4ND69YAcFgeLysDBYuNMO2wNqyJTx/9WpYs8YMZ6LAUkplAUOA/sD2wCk+AupdrXUvrXVv4GHg8ZotpSAIQnoRgZV6JIqgIAjCVsx//4WHS0pg/XrIzjbugJs3w/TpZt4OO5hfp8Bq3jw8nIkCC9gdmKO1nguglHofGADMtBfQWm9wLF8AUtMQBGHrQgRW6olrwVJK5SulfldK/amUmqGUutua3kUpNd5yu/hAKZVrTc+zxudY8ztX8zEIgiAIlWTVqvDwhg1GQLVta8Y3b4Zff4Xtt4fWrc00p8BykqFBLtoBixzji61pLpRSlyql/sVYsK6oobIJgiCkFTsPVpBgnCWFZEnERbAEOFhrvTPQG+inlNoTeAh4QmvdDVgLnGctfx6w1pr+hLWcIAiCkIE4+2DZ7oBduoTn/fYb7LMP5OebabbAsqMM2mSoBSshtNZDtNZdgRuB2/yWUUpdqJSaqJSauDJaRBBBEIRaiFiwUk9cgaUN9qc0x/rXwMHAx9b0N4DjrOEB1jjW/EOUUpIqWhAEIQNxCqw5c8zvttua34kTTX4sp8Cyg1zcfLN7O4WF1VrMyrIE6OAYb29Ni8b7hL9lLrTWL2mt+2qt+7Zo0SJ1JRQEQUgzIrBST0JBLpRSWUqpKcAK4DvgX2Cd1rrcWsTpdhFyybDmrwea+WxTWgMFQRDSjFNgzZhhfm2B9csv5ne33aBePTNsW7Cefda9nQx1EZwAdLdc2nOBk4HhzgWUUt0do0cBs2uwfIIgCGlHBFbqSUhgaa0rrAhL7TGdhrer6o6lNVAQBCH9OAXWu++aX1tg2QEuttkm0kWwNmA18l0GfAP8BXyotZ6hlLpHKXWstdhlVv/iKcA1wFnpKa0gCEJ6EIGVepKKIqi1XqeU+hHYC2islMq2PmBOtwvbJWOxUiobaASsTmGZBUEQhBThFFgABxwAHTua4cmTTV6s/Hy3wCoqMsODB0PjxrDzzjVW3KTRWo8ERnqm3eEYvrLGCyXUOHOYQ3e6M4IRHM3R6S6OIGQUIrBSTyJRBFsopRpbw/WAwzAtgT8CA63FzgKGWcPDCbcADgR+0FrLlRMEQchAvAJr9Gjo2hWUMlEE7YAXToFl585q2xb+7/9g771rrLiCUCnGMx6Ad3k3zSURhMxDBFbqScSC1QZ4w0rYGMC4WHyhlJoJvK+Uug+YDLxiLf8K8JZSag6wBuPzLgiCIGQgGzeafFbOcO3164PdLHa01djvFFh27iw7nLsgZDp2OGqpSApCJPJcpJ64AktrPRXo4zN9LqY/lnf6FuDElJROEARBqDaGD4dhw2C77dwCC+Dyy2H8ePML4SAXxcUisITahwgsQYiO5MFKPUn1wRIEQRDqDgMGmN927eDvv93znn7aWLHsJBu2BWvePLjkEjPcpk3NlFMQBEFIPdLwUH0kFEVQEARBqFs4s2NsFyUurDODYYMGxor16afhaU2aVE/ZBEEQhJpDBFbqEYElCIKwFfLvv+HhI46Iv3xWFuy0k3s9SSEv1BakpV7wUkYZ85mf7mJkBPJcpB4RWIIgCFsha9aY3w8+gGOOSWyd3r3Dw4cemvIiCUK1IQJL8HIt19KFLqxgRbqLknbkuUg9IrAEQRC2QtauNb9O0RSPPo5wR19/ndLiCEK1IgIrs5nPfNawpkb3+Q3fALCWtTW630xEnovUI0EuBEEQtkJsgWX3o7r1Vthzz9jrOAVWVlb1lEsQhK2PLnShMY3TInZEXMg5qA5EYAmCIGyF2C6CtsC677746/TpAyedBJ06VV+5BEHYOlnHuhrdn23VFERgVQcisARBELZC1q41kQGzk/gK5OSYPluCUNsQF0EhGnJPyDmoDqQPliAIwlaG1rB6tYRZF7YeRGAJXsSCFT4Hkmg49YjAEgRB2Mq49FJ46y3o0iXdJRGEmkEElhANuSfkHFQHIrAEQRC2IrZsgeefN8M5OektiyDUFCKwBCE68lykHhFYgiAIWxHr14eHBwxIXzkEQRCEzEAEVuoRgSUIgrAVsWmT+X3kEeMqKAiCIGzdiMBKPSKwBEEQtiI2bza/XbqAkj7ewlaCuAgKXiTIRRh5LlKPCCxBEIStCNuCVViY3nIIQk0iAkuIhtwTcg6qAxFYgiAIWxG2BaugIL3lEISaRASW4EUsWGFiPRd//gmvv15zZakriMASBEHYihALliAIQpitWXQnkgerd2845xz4m79RKKYwpWYKV8sRgSUIgrCVsHYtXHSRGRaBJQjC1owk2Q2TiMgcxjAA3uO96i5OnUAEliAIwlbCY4/BypVmWFwEha0JcREUoiECK7nnQp6hxBCBJQiCsBXw889w//3hcbFgCVsTIrCEaIjAkueiOhCBJQiCsBUwapR7vH799JRDENKBCCwhGnJPyDmoDkRgCYIgbAWsXw+BAIwdCzfdBFlZ6S5RzaCU6qeUmqWUmqOUusln/jVKqZlKqalKqVFKqU7pKKcgCDWL9MEKk4jAkqiLyZGd7gIIgiAI1c9//0H37rDPPuZ/a0AplQUMAQ4DFgMTlFLDtdYzHYtNBvpqrYuUUv8HPAwMqvnSCtWJtNAL0RCBJc9HdRDXgqWU6qCU+tFq4ZuhlLrSmn6XUmqJUmqK9X+kY52brdbCWUqpI6rzAARBEIT4LFkCbdumuxQ1zu7AHK31XK11KfA+MMC5gNb6R611kTU6Dmhfw2UUagC7AikVScFGLFhh5LlIPYlYsMqBa7XWfyilGgCTlFLfWfOe0Fo/6lxYKbU9cDKwA9AW+F4p1UNrXZHKgguCIAiJs2gRHHBAuktR47QDFjnGFwN7xFj+POArvxlKqQuBCwE6duyYqvIJNYQILCEaIrDkHFQHcS1YWuulWus/rOGNwF+Yj1Y0BgDva61LtNbzgDmYVkRBEAQhDRQVGYHVo0e6S5K5KKVOB/oCj/jN11q/pLXuq7Xu26JFi5otnFBlRGAJ0diaxUVlgr/IM5QYSQW5UEp1BvoA461Jl1kdg19VSjWxpvm1GEYIMqXUhUqpiUqpiSvtxCyCIAhCypk92/xuu216y5EGlgAdHOPtrWkulFKHArcCx2qtS2qobEINIgJL8CIugmEkyEXqSVhgKaUKgU+Aq7TWG4Dnga5Ab2Ap8FgyO5bWQEEQhJph7lzz261besuRBiYA3ZVSXZRSuRj39eHOBZRSfYAXMeJqRRrKKNQAIqyEaIjASuz5kGcoORISWEqpHIy4ekdr/SmA1nq51rpCax0EhhJ2A0yoxVAQBEGoGVZYsqF16/SWo6bRWpcDlwHfYNzbP9Raz1BK3aOUOtZa7BGgEPjICtg0PMrmhFqMVKKFaIhwSFBgyWlKirhBLpRSCngF+Etr/bhjehut9VJr9HhgujU8HHhXKfU4JshFd+D3lJZaEARBSJhVq8xvs2bpLUc60FqPBEZ6pt3hGD60xgtVzSxlKY/wCA/zMNmSjQUQF8FMJt3XRMR3gtdAK8RLMHESefPuA5wBTFNKTbGm3QKcopTqDWhgPnARgNU6+CEwExOB8FKJICgIgpA+Vq2CBg0gLy/dJRFqgou5mOEM53AOpx/90l2cjEAEVuaSrmsifbDCJGTBCioIyDOUKHEFltZ6LP6adaTPNHud+4H7q1AuQRAEIUWsWgXNm6e7FEJNUUYZABWkv22zggq+5EuO4Zi0dpIXgZW5pPuaiMBKwoIlJExSUQQFQRCE2ocIrK2LyoReri4e5mEGMIBhDEtrOTLhXAj+iAUrfSTzrtDBSIH1Ld+ymtUx19vABo7neJaxrHKFrKWIwBIEQajjrF4NTZumuxRCTZFJ4ZTnMQ+A5SxPazm25kp0ppPua5Pu/aeTZESmN8hFMcUcwRH0p3/M9d7iLT7nc+7l3kqXszYiAksQBKGOs2EDNGyY7lIINc161ofcBdOF3TKebtEnLoKZi1iw0k9C1yDolgy2C/JMZqZuH3UIEViCIAh1iKVL4c033dM2bjRBLoTMZjOb2ZEdGce4Km0nYH3aT+d0TuCEVBSt0ojAEuKRboGT7v1nAsm4CHqf6XjnL5NclmsSEViCIAh1iDPOgLPOgnnzwtNEYGU2y1lOEUX8wR/MYAbXc32VtucUMyMYUdXipQQRWEI00n1N0r3/TKAyebBq4rzNZ36tvT4isARBEOoQy62uLtOmmV+tYdMmEViZTGtacwAH1NqKRCwy5ZhEYGUu6b4mYsFKzoLltVxV1/Ubxzi60IWhDK2W7Vc3IrAEQRDqEE2amN8//zS/mzcbkSUCK7OZyMTQcFWtPem2FjnJNBdBIfNIl8CRPlhhkgnTbi+bqMCqrIvgLGYB8Au/JLVepiACSxAEoQ4wcybMmWMiBgLMnWt+N240vyKwth7SJWbmMY/BDPatSKVbYEklOnNJt/iVe6NyQS4StQpX9tmv7QI4bqJhQRAEIfPZYQfz27ix+V2wwPzaAkuiCGY+qapopkvMHMMxzGAGp3EanegEpL/ybCMugplLuq9Jba3Ap5LK9MGq7vNmB+uprddHLFiCIAh1iHXrzO/8+fDrr/Dcc2ZcLFi1h9rqIlhEERAO35xJiMDKXMRFMH0kcw6CnkViuQgGCaJQ3M/9oWnJPntZZCVctkxEBJYgCEIdo6AAFi2Ck0+Gp54y08SClfnUdguWX4tzpvXBEoGVeaT7mtTWCnwqqYoFy2/dcsoBuI3btloXQRFYgiAIdYw+faC83Igsm/bt01ceoWYRgRVJuivxQnTSfW1qawU+lSRyDSqC7kaKWI0WqTin4iIoCIIgpBVvy2KfPpHLdOhQM2URKk+6RUhVyWSBVVsraVsD6b426RZ4mUAi56Bcu11/nRassjIoLY2cl+w+nIjAEgRBENJKUZF73E9g5eXVTFmE5PATI1UlXWImlktPKss0mclMYEJS64iLYOaSrmtS213QUkki1yBaHyyA7bd3f2Oc/TAr++zXdoElUQQFQRBqOZs2ucd32SU83KWLyYUlZCZ+ASGqKkYCaWo7tffrPKbqqDzvwi5Jb1sEVuaS7mtSWyvwqSQhF0HtPk9OC9acOfjOS3YfTkRgCYIgCGnFDsVu06kTvP8+jB8PDz+cnjIJiVEdlYd098GyO7hD5rgIisDKXCSKYPpJxoJV032wauszKwJLEAShlvPII+7xxo1h0CDzL2Q21W3tqUnsClEZZaFpIrCEeKT7mojASi7IhX2+Yp03CXIhfbAEQRBqLatXQ3Y2vPRSuksiVJbqcBGMtv7pnM4pnFKlbcfCz4KVKdTWStrWgPTBSj+JnAPbRTARgeXXByuZ61xSUkLx5uKEy+allFLu4R6KKU563VQhAksQBKEWEgzCBx9AhfUdu/DC9JZHqBw1GeTiHd7hfd5PyT788LNgZQrptpII0Um3wEn3/qvKEpYwmMGVuseTET+2BcsWT4lasCojsIYOHcqwz4bF3U80XuVV7uROV6LjmkYEliAIQi1kzz3h0kvD4y+8AI8/Dp9/nrYiCZXA2dJrVySqy4JV3cRyEUw36XYR7EEPzuf8Km1j6tS6GbAm3fdIbRdYJ3ESt3IrM5gRc7lVrEKhGM7wiHkJ9cHSbhfBWOtU9pw+9NBDfP/996xevRqlK29htK3oa1lbqXKkAhFYgiAItYyyMphgRalu3BiWLgWl4OqrYcCAtBZNSBI/gVXVCqdTYNWk2IoV5CLdldh0C6zZzOYVXqn0+sXFsPPOcNJJKSxUhpAp90ZtZQMbgPjH8Sd/AvAkT0bMS7UFy8/1ORG2bNnCL7/8AlAlgZWHiRlfQkmlypEKRGAJgiDUMpxh2evVg9at01eWTEcp1U8pNUspNUcpdZPP/P2VUn8opcqVUgNrunx2pQcqXynx4hRVNRmyPYsswN9FsLoq0Q/xED/zc9zl0i2wqoqdxHXMmPSWozpI9zVJt8CrKolavu3z7PdOSCZMu72/0vIgKA0PRLxWXee0sg1HVekjJwJLEARBSBqnwLr88vSVI9NRSmUBQ4D+wPbAKUqp7T2LLQTOBt6t2dIZDuOw0HB1uAjWhAWrPe3pRa+0WLBu4iYO4IC4y6W7Ep9ONmwwFu4nnkh3SfyRIBdVI9FInfZxVlZg2WHa7e2EEtwPviXqviDxPplau8tgW7Aqc3/UCoGllOqglPpRKTVTKTVDKXWlNb2pUuo7pdRs67eJNV0ppZ62WgunKqV2ib0HQRAEIRlsgfXaa3BTZOOhEGZ3YI7Weq7WuhR4H3A5UWqt52utp0L6a1mpsmA5qQkL1hKWMJ3pMftgpbsSm+79V5VQDqJKaJEVK8zvkCGpK08qSfe1Sff+q0qiAst+v1RaYGm3i2BoHRW5rvNdlqjACgY910FHbitRcskFMlxgAeXAtVrr7YE9gUutFsCbgFFa6+7AKGscTEthd+v/QuD5lJdaEARhK8YWWM2bm5ZpISrtgEWO8cXWtKRRSl2olJqolJq4cuXKlBTOS3VYsEoprRbh5of0wao+vHXPZLDfEVXZRnUiFqyqUVMWrMrmwfKmbRjDGAYxKGL9igr/91RVrk9GCyyt9VKt9R/W8EbgL8wHagDwhrXYG8Bx1vAA4E1tGAc0Vkq1SXXBBUEQtlZsgdWgQXrLsTWhtX5Ja91Xa923RYsW1bKPVFX0vBWtK7giJduNR01bsJLZZqYIrDLKWMe6pNeLUvdMCFtgVcb6VRMke01Wr07tsdQVgRWvISVVfbDs/diCyw8/gWXv42iO5kM+DAXnCG3fe5PbDQNViCIYTWCdeSaccUbSm02KpHwHlFKdgT7AeKCV1nqpNWsZ0MoaTqjFsCZaAwVBEOoitsAqLExvOWoBS4AOjvH21rSMwFupqYqlaTrT+ZqvgUiB9QIvVHq7yTCVqYB/ouHqqMQmk28rUwTW6ZxOE5okvZ5d99RVOI+pEiXf8z27sVvK8p0lc28sWGAs9488UvX91rQFa906ePnl1Atdu/zx3h9+FqxkzsG64Ab3/oKVcxG09x/PglWVZ9befzSBNW8eLKnmL0HCAkspVQh8AlyltXbJTm16piV1BmqiNVAQBKEuIgIrYSYA3ZVSXZRSucDJ4JMEJk14P/5VcRHsRS/60993/ZqqQK5mNVBzFqxSShNeNt3CyuZDPqzUehsrTESBIr0l6XVD4ixFp+A8zmMiE1mSoraKZK7N4sXmN5X5/mrq+bjgAvM/cWL8ZZ/neVaSmPEhUQtWVV0Ev9PfubaTrAXLxn4/eZ/fmrRglZVBTk7Sm02KhASWUioHI67e0Vp/ak1ebrv+Wb9WN8rMbjEUBEGo7WzcaH5FYMVGa10OXAZ8g3Fv/1BrPUMpdY9S6lgApdRuSqnFwInAi0qp2Nk6U0gxxa7x6gjTng78LFjV0Q8sEYG1YIGJdpZpbmCLXI4+8bErs95Iawmtm2KBZVfQUyVak9mOXSkuS43xLOn9V4Xly81vvGTRM5jBJVzCaZyW0HarYsGySegcBAOwuT4zHxhAeTmUVSTXB8vbV8wrfqL1wbKPa/r06Sy3T2Ic4lmwysshOzuhTVWaRKIIKuAV4C+t9eOOWcOBs6zhs4BhjulnWtEE9wTWO1wJBUEQhCqgNdxwgxlu2DC9ZakNaK1Haq17aK27aq3vt6bdobUebg1P0Fq311oXaK2baa13qKmyeQVWdQS5sLmXe6u0zWSwLVgllPAJnwDpcxHs3BmOPz5zXARtOtIxqeVjVWadTJ8e2V+r3NK7fgLrKZ5Kuiz2/ZWqc5nMvWELrPJIDV+t+1+40PRlmzSp8vtJtC/cFoyVchWrEtpuTVmw0AruvpOZt5zO22/7uwjax+Ysi1dg2fuPZ8HyWr8/+eQTXnjBuDvPYIZvQ453n9EaYTLFgrUPcAZwsFJqivV/JPAgcJhSajZwqDUOMBKYC8wBhgKXpL7YgiAIWyf//gvr18PZZ0uQi9qOXZGyqWxCTi9+AusO7ggNp6pivIhFvvuyKzcv8VJo2j/8wxrWpGS/NvEsWHZ97dtvM09gJcNsZrOyIv65mzIFevWCwYPd02MJrKu4KsKa9tZb8NNP8cuVDguWbXVIhQUrGffVb781v89XIS52ogIr0aiA3uXjCSy7QaJKFqyi+oBxU/eLSunNleXcr02yLoLess1lLjuyIzcRPUdJvHNRExasuJvXWo+FqFf5EJ/lNXBpFcslCIIg+PD22+b3lsjcjkIto7pcBONRRlkoT0w0JjOZUYziOq6LusyP/Bh1++CuQL3ACwxneKX67UxlKu1pT1OauqbHE1jOSnhtFlg96EHjij2AcTGXW2TppPHj3dPtemusMO0VVJBFFmAirEF0IWBXkFMV5CKZaxKwtEEqBFYi4cZt8kzeWrY42kSmMIVt2IaGJOZKUN0CK5ZFB1IksLLMzRTNRbCiArKy/F0ER/S+h+O7gPosMRfBaAJ4OcZNcCxjoxbV3me0c5gpFixBEAQhQ3jnHTjiCOjePd0lEapKNAtWVV0E41WWEqkY78IuXM/1ldqPvX27wm7zH//F3a+XZ3mWndmZbnSLmBdPYJU6ZqdKYE1nOkupnl4Pf/wB93o8OdeyFoB1FRt81nBjV+BHjXKLqbJyqwKuo1fAkxFLfuH4q0IyLoJ2Hbw6LViv8irDPbFw8vPNb4mlCSqooA99aEQj/uGfhPaXqMByvgfe5V0+4IOYy8ezYD3JkygUmzGdv6rkIpht7qHycn8XwYoKaEhDV/8x+z5Z+2cnPv88cRfBqgS5sM9FtHdpebkILEEQBMHBmjXQtWu6SyGkgmh9sKpCBRUpEVg2lREkduuxV2BVhsu5HDBCw1uWeMfhJ7CmMpV3ebfS5elFr6T7LCXKrn2D3HGHuwI+m9lmIGhV13R88b1lCzz1VHh8QbmxGq7RayMX/nUvWNMkqYiM0Vy8Kksy95gtHFNpwSqjjMu4LCSUzuM8BjDAtawtsGwL1nrWh+YdxVEJ7S9RgWWLg4lM5Eme5Dmei7l8PIE1GOMzakclrJIFy09gOcteARvZyBzmhKZV2kXQ3q3nvejtA7iFLXzLt65lErFgpT3IhSAIgpAZaG36XzVqlO6SCKmgOlwESymNK9SSEVixypSsBctmPvNRqIRdq2yKKHKN2y3y0XAKLOc5STQ6WzTiuWIBfPONeVYhscprkCBoUyVzBnD4l3/NQIV1LqMIrLWs5ZivhoTG/3EYVULb027XPq2BfX6FZmuYPDX5e897H21hCyMYkfR2nNdmFKNiL5uAwEr0/ravyxSmMIQhnMqpUZf1ugg6k0UnKjRt98ZYrpre7U1gQtRIeDbxogjaz6FtMa9sHiynBauiwj/5td+04XvdBPXDz6q9/1tP2DYkOs26ltVJuQVUkCD//Re2fjvL/AmfcCVXcgRHhPLwQfxnVCxYgiAIQoiiIvMBE4FVN/C6CP4f/wdUzUUw1QIrVkUlJBwWt4NjhsNGkzfA3n80gdWFLoBp6U6Ybw5n8XJ3ufdhn6iL/8Zv/F06N7KsFsUUJySUKsOyZdCvH5xq1dejXQ9nmZyVaKfA2oDlGlgR2xo4bu4KeC7c/d1Z0Q2HaVf8yI/kbm7Mr/zqWmZQv8TFbjQXwau5mmM5lglMSHhb4D4Ph3JozGXtMkeLIvgXf5G7uTEf83Hc/drXxRbufpadUBmtItougk6BlSi2mIgnsLyCKp6Ai2fBsp9Du0EnVX2w/CxYftdl5bhuUFw/NG6/38Z+2sq1nC2wAoEAFRWK8jKjgIIEGTp0aERZJzKRgQwMBdNxvk/scxEsD/L+++9T7imYWLAEQRCEEHaLuAisukG8lul4rGFNREWyjLKUC6wKKnid16Nbs26/F744Bj4eCIQrN6lwEQQgqKDfNww4xD/xm99+9mZvDintFxr3ViDrU58jOAIwleVUBr8osgxtf/1lfqNdD+d0573gtM6ErJxxBNa61e75zkp8Rbntm6Z45fsFULiZoT/PclWGbeHgdF9LNsiF7c6YrPhIpYvg5zNmQ+Fmnnx3hf8Czm15BFaswC+2sNuyBUYzmvGEI4k4yz91qukju8UnH7QtsOK5N3oFVVUtWNlWPDv7XvJrwKlMH6xyH6UYxcvPRbQGJKcF64MPBvHBua8B5vi++eZwJk7cBYj+/sohbJKyG082bdrErFmzWLBggWtZCXIhCIIghBCBVbeIZkGxKyDrWc+rvBq18nMCJ3AiJ7qCLqTaglVGGUMYwjmc4wq7Dj6VMssFza7opUy0WC3Z/87yFxlRhVxpuMLsV5Yf+IFlLKMJTUL9VFKBV5hEq/g6r7/TmumsgH9+627w+NUxXQSXLIERb7tfCs6KbthFEJb9ZqyHs77t5BJYpSUqYt/REuLG64OVrAW2qkEuVrAi1K9u/pTGACwZsUvcbdn3hC0I88iLuqx9rrZsgYM4iEscGYic99all5qQ7hN8jHi2wCqKo7CSFViJWrBiWepCVqGJ8O7YhfShT2RaBW8frARdBL1EsxSWVZSxqf4mAoEA//yzrV0wNJrfftuLL744xiyXgMBynougCrI6a7Vr2YxINCwIgiBkBiKw6hbxXNSu4ArO4zx+4zcAFi92WyZmMQtwV1Crw0VwBcYaEDXxqR1FTLv7c6QqCIItsFSUenuQIL3pzTd8AzgqV3EEFhAKG5+IS1mieBv2o10P5/WPZsH6afA+cO3j4SAXPhx2GLz3dAvXNJfAqrCOPRigQUMzXLQ+223B2mKFznbU5deti9zX13zNXxjTnPc+Kl7UPGoZYxHt2mzYEFkG+9yWlxthtIENHMMxnMZprGQlOmBZQRIIBmJfF1tIxBJY9vksiWN09gbDcGLfv3eUxU76nWoXQduCFavPor2N3XaD0/bryBSm8AVfuBf68qiEogjGwyvAN27cyIsvvshTBU/x6PWPsqGBI2Jmcb2I44r2/rK3O2nSJIrLwv1bx+05jj0678E85oW3IRYsQRAEwUYEVt0insCyW9aXsYyFC6FDB7j77vB8u+LlrLCUUZbSKILO7XkrRtH2Y1eIqhLGe8sWePDhIJRlQ7nV1Kz891dOOX/yJxdxEeBwUXMIrGgiZxnLQmV9mIcj+sVVBq+BIlrF1znduV/f/kUrLQHlIxwWL/bZtmOXpeXhkYaNzDmctWEZ48v+cCwfKbCK3TFYAOhP/9Cw8/q+9Rb82vF9GLsPq5bk+a7rxxa28CAP+s5r1AiaNHFPc7oINqEJzWkeCgSi0WhlLaDjV2/t+9fu5+Z1EXTeM04XwWjbgbDAWrs28rrYAmt22TxikWoLli2wbAuW33J+z/Ja1rpF2aPX+wssh/ivjAXrn3/+YdmyZXybayIBbih0CKw1TSOe3dB9V5YND18PJbmh41qxYgVffPEF02ZMM9NUBStamAaiT/k0tA2xYAmCIAiACc/e36rbNG0ae1mhdhBPYDXCKOl1rMMOovXVV+H5dkXMuZ3qsGCVb8mGe26nosRdIwlVyjwWLLsCVxUL1sMPw803BuDl80MWrECcGotdQQ65NlkCS6noYnAGM0K/N3IjD/MwAHOYw/M8X6my29ELQ0ENqmDBCrGsddT9+bXEuwWWLToUDRqYwS3rc+lXHhle3Bl50U9MOHHeR7/8Yg1M68Up7ffj6KNjrwtwFVdRj3oMY1j8hS28FfgyylzPQVDZFqzYN8tRHMVMZrqmeS1YTnERS2A5sQXWoEGmQcTpLhq6f8tim06SFVgl3+0PLVawMUrMGNtF0D6eRAXWVVzFHuzhnuhyEaycwPI21JSXN2HTpoLwfKepem2TiOdnw0YNjdfC/z6FGx+Gx64FYPmq5QQtBb5u8zpTNBWkhdU4YVv8KyrMdRELliAIQhpZtizdJTAMHRr+WHfqlN6yCKkhUYHlzLnjxK54VbfAmvDUXnDnPXx93SEsX26S/7oqp0kIrClMSWi/G+xG7M0FoQppyZYAPXsCM7Y3+7zjbhgbjiRoCyw7Oa8tsAKB6AJrOtNd47b1603e5BIuCZ3b4ziOgQyMWebFLOZe7qW41F3LTNaCdeml0KePZ+GNDVyjf/wRfh+U5xThxVnRLauw7odggIC2+nKtbxS2DDpwWrDiiQn7+i5nOUWBTWaidQ/88EPsdQGe4qn4C1kMZSiTmOQbgc++n0spdQis2C6CIxkZMS3Cdc0Zla7C/evEz4JlY5/DYQxjlbICbyQpsJzjf/BHRF6s4vuugVUtmDPBY+6zcAmsP3eitDzIWtZyG7eF7u94DRAhAlZAjQqHBcsRgMV1ftY0Mc+oB+953nPPbXj00evC8z0Cy1m2Hw78gbkz82F9YxNYx1oG4NNhnxKwVKwOhBOLa+VOKG1biEVgCYIgpIlvv4U2beDrrxNb/uOP4eqrq6cszo9B/frRlxNqD+WUw5K2cNu9JlKehV0BKcREzVvDGl+rhp8FK5EoghVU8Bd/sY51TJ4cuyJdRhllxebmG/fsbrRuDZdvuond2T1qpcyZwNVLHxzK4dDv6BcO9IdGcxd3MZ/5nkKEb/6//wbeO8WM3HsH7Dc2NM9rwSooNabeWBas5Sz3LfsmNrmOYRjD+IRPfLcxjnFoNLdyK3dwB2NKx4f269yml2gWrK++gilTPAtvsiIoasXw4bDrrvDmm2bShtzIvnEVFUYsTZoEpeVWZVOrcH+sDQ3jCqwXtrwe093UPjetac1b6g1rYpK11g0N4NpHoditTLwNWxdyIX3p6yuw7OeglFLKlCVGEuiD5cVrKbLvAQgLB7/9xxJYdkPBcRzHeDXOjMQ5R95yOMd3ZVcu5VLXfNXWnKw1//n3IbNdBFfPbAW9/2TqHQO5hmu4n/tD/ZKivjMevdY9HgznarN1O0Vh65NLYN19p3lGPcQKhw+eZ9Vjwfr5gJ/R2Z73inUfBwNBnqr/FKuariJoCcGgCobEVui9ZK0uLoKCIAhpYO1aE24X4IMPElvnxBPhySfDYZpTyXp/I4ZQiymnHE5/G+6/DSb2jZhvV2DnMIc/i2ZH3c5oRoeGbQtWL3rRHP+gAxVUsD3b03f5UeyyC1x4YewyBrI9la9lrdnM5rBAqKyL4KhD+eab8OhsZnM3d3Mcx4UnahVZIc3zd5myXbzsinFuqRElUQWWhll3nAZ/7gRXPgkrWoSWs7fha2UccglKmYraN3zDXuzFEIbQjnYAfFTqdnlLJIqg7ZoYlc3hSuz06eHfMWOA3MjzXFEBV10FffvCwjm5oeN9teJ1M7yhoW9F3ymwXt3yDtOZzjRMfxbv9XQJaKtCyxaPwrD4jM9QKFay0j3j7jvh8Wvh7dNdk9u3D1+vK7nSdVxenIK+VNnx5pOv3k5mssu64rRg2VYPv9D1znsrK8ddwI0bYSELzYh9ju66yzdgyzPPwE8/wRjGuKYHCVJOuWs/zmHVzvgPr15Sz/e4QkEuFjYD4O9J9SMsU1GF9PWPusedAiteFMEN/rnVokWZtC1NFc6NrG1CRdAxPrk3a1d6lNGHJ4HSrCnPYnDhYN446w2CKiywQsMEGTZsGM88Y1x/xYIlCIKQBpwVv9dfh+OPh99/dy8z3eFd5PzwTpuW2rKUlMCcOWZ4yJDUbltIH+WUQ7FVKfLJc2S7jb3P+1y++UbAP5KeHdwBYAQjqKCCAIG4+Zf+XW8qu7/+FuQiLmI1qyOWLaMMleXZTnE9ssgKV7A9wSd8g1xkl8Glz/qWx8aueDktB74Cy0dQQNiCZe9XlRrBFVVgbWzAgnvPhN5/wtNXwmXPJiaw7r0dMOHRbWvbNKbRFGMxm1j6Z2i/EN064BReX2wcHTHfda1tCxbhflKPPgr77w/82y1y2xUwebIZXr7YnD+toaTCOp6i+hEWrK++8jQObclnJ+sPwkESbHwFVkmkFeVt3uZ//A8wbpQulrYxv/luM6oddAPg6Yu2DwUyWB30hA53UEopW7QRWBVBzTSmsYAFUZd3saQtC/50Rw/ayEZu5VYmM9mRrDl2AJnNZe57c8MG6ITl020/J6tNw8fVD6xgKlNDy15xBRx4IL590kqtPxuXlaueiSiy7B9/QWO7CJaUWdcotzQiGbTv8zG5d+Q06z0VNdGwbSHVRA1KE63BQVdY7n1am/cFwNombCp2vA/2HcsXD+zoXvE/07CxfoXpa1WeXR6yYFWoCpcFa8qUKaxda7YnFixBEIQ08Pff5veUU0wkq88/hxtvDM9/7z3o1Qu+sCLZ2pUZcAuvVLDHHvDuu7DzznDJJfGXFzKfIEHjcuax/kC4suOqRDksGLF4mIcZwYiYAitUwbH2uUGt5yVe4gEeiFi2nPJIgVVUnwoquId7zLjzGDS8Xf4ef/AHJZTQuKIZbK4PFdnwnNu1yWYTm/iGb0IVwQoq3OLC68pWCYHley68onZTYYTA8u2v1sII0/nzw8EUggTDy5a6o9ElYsHijLd8lwlh98HSKm6iWjCubPUs7b55YzjRcOiYi+tFnNcjjzSV/BAea5Q3zHeowj+nK0zfMWIdjaaCCs7gjNA0l/WiIhDqP2OLBID7uM99MC9dBMMGAHBp8Ap8GbMvK1bqUI6p+Z/3Zqcxl9CZzgCcz/mx83N1mWeENsAzl8GHJ7Ka1QxmMPuxX8IughtL3Bcn1JcQwiLU4slbWrIzO5ttxEkZV0yxS2CtZCVncqYJTb/F3OfTxjTiFm6JWDcksEqtneSUwdLWcPZrIddMX4G1y+TIada97eqD5SDU3+/2e+G1c32PJVof0OB6I3DLg+WoLOuEr22CazdFBaya759wPFDPiPTi+sWUWFbuIGELlv28LWtqGpLm5szy3U6qEIElCILgw+jRsP32RthMnQpXXmncNxYvNuGLvzURZZllvaPfey/c4jwvdhTehFi/Hm66yez7T+u736ZN1bcrZAYv8ALjGOcrsGwx4AoZnqDAsklIYNl9F6zl6hPZua+cclS2RyBYVreQxcs+hrIcuOFhyCln12Bfnh3/O+uyV8FLlg9iln9Qj1M5lX70C4VMjxBYXgtWtv92vud7HuABX4H1zye9YPDN7hW82y3Ji+iD5XXNAkIC66CD4PtHdw6V2SuwIixYpTnwXxsYdXBo2yEme6NaePCxYMWiosIpsBxJim2B5WPBApNoNoRHYEW1YHWfAz8c4lpHKdPvyHZPA2Dajtx2djvKy2HRIiC7Ar7uH7Gv27k98oAs17T1FY5Qedrxu/8Y/u+gbdlS5rhXPzZBSX79FV65fGeiecGZg3GI4iuegUEfsohFUJJLMIjDghW5qn1/lJbCsLfcViSXwIpi0YH4+bWa0zwUBQ/gRV7kLd7iHu5BW9a9jbPb8EDRkxGunPY1KLUFVm6peU7fODt0jhJOCm49+9FcBJ9/DnOf339b1E0Ulfr70JdY93iF0ugS635Y0g7tuU/XLvPva1buELDTe5lWzlAfrB8PZM2cxgSDML+9saJOz54StYypQASWIAiCh++/N2LqrLPMePv2cNll5uO6//4myMTrr5t5eXkwcqRx1znySOjc2bRsV5UHH4SHHoJXXglP8+aEEWovdu6eVAisbkS6iIUE1sIO8O1hrnmhCr9VqbUjrzXEUTlc3A5G9jcuggFP5avYv68HpbkmVw7AipbwnbXfZy8zv53n+672Iz8CYeFXQUXYTfDn/WHm9u4VvP18KsJVmVu4hZd5GXALrC8HngO3Dnav5yOw/FwEI/qSNQu7Uv780nZQkktpscNl0rPdkKDNK4V2/8Gho0Cb6SWU8A7vRFg3InAEuSgti18ZrqgIB1wo3mSdn4qssMAqyY8fkMJjjdrMZvhlb/h7W3OYfpYI697IyoLhDHfPO+pLvnyjBQsWWALLSVGCkXucCZdtd0Tr3MybUeA+N1YfoH33BZ69HLbkxxcSb5wZGrx69b2QX0L5tQ9FCqyggvVuMXXnnZGbc4VO93ED9l0uChOYYIKCBFXIul1GWUhgAbChIUtZ6lovK5gDGwvDllWnBdg6nwkLLOue+PBDKCmOlBCvvpxl7vMYbC7zF1hFxeYeKHOep1fPo+wLT8z/Un+BVRqMtFBqpY0F6+Af+ab7c4wYdQgV1vsiOyfBY64kIrAEQRA8vPIKJlra5eFp3brB7rtHWqe2bAn317r9diOwUmHBGma54TuTVcbLAyTUHiL6L5VnG1err4/wF1hWBVRrk2z4wQd9tuUgQMBU7Hf/HY74Ntx6v6mAr15tY8aPMDeuvT87LDwAA4bBUSPZuEkTLPVUDJ0Ca0ULtwXLZlGHcIXSFgeluSY5qAdbzNiVxiBBfl5t+dl+eTSc8bZ7Ba/YXO/uOzOOcfDDQZT+sQMQJXGvt7wAJXn8esNxvPCCW2C5+oSBq5Kvgwq6/ss79Ycy8dWdzHl1WLAWL4aB+7Q258lJUX3Wspa7uZvTOT2+wHIGuSiL79pUURGONlpkW7BK89yVfB8LlguHwCql1AisfX+BnsZ/uoyyyBxNnx0PQHa2T+XVykfka60pqm9c1j75X+wyOQXWhS+Z8+24/hVljkq25VaZY1ekn7yKD9d+a56Lax+FF8J9F0Oc/UZ4uLkR0mXPXhgZ5OLpK6DxeljYISROZvvEoTnX6SUX5XwfyqFM+m+p7zwnGyuKoNEG2OcXZn/d1WyScrfA6jOZHvkd+H1accjiOOfG86HhxvB5yi0N32/W+YyXayvEIzeEBlfMj9LQEofy90/1nV5qlaXMc56CY/dLbLs+gU2CgSAVjntm8i/7MvNJE+pX+mAJgiDUMHPmwE47hV1sbE47LXLZZctMePaddzZ9pXr2NH2wEkm4GI3iYvjrLzP8aTj5vG+AA6F2ErKK2OKkNNe4WvX/OmTx8LNgbdkCd90FNzu83bawJaJ/iUIZwbS8tWt97ruNp8/bGT4YFOpsX2EJrLHrpzF6k+UjtsYEbPjrj3qUexIMU1QfXjsb+k6AVivghf8LH4PN4vYOa4nV4ryoIwyyQnI669+nvQ0vn2fOybQd2XDrDcx4dU/f8wZE5IQK9eNxcsgPrB86CPAk7l3SFi56AR6/2ldg/fnI4fzf/7n7YLkEVlDBv11DozqoYEl7AL4+70QYdYjrPDz2GPzxaz14M2wZAWBDQ/ZjP/7DyiAdT2A5jnlTWfzKsNNFsHij4/o5BZZPQAoXmwphv59h0PssW1sS4SK4hS1sYIN7Het+K8/2if2/xRRowwbYvNkzb1OhcVkb6B8KP2ThdZb/rTNh0q4ugVXuI7CCeVb/rlse4OQjG3IWZ5nIhf/3gv++fPYd0Qdrqgn8wWvnUPT0+axa5S/kS0sJ3+t+AqsiwKj1E+jf2+H/vbADFNWD1e6M8utLreMYtxfD+l8M4/bgk53uRC/oGF5oWRtKSwIMuO4fCihgOctZ9IZxSbUFLstaw5uWe8bX/eDwb1hdsS7kogsYi1ccykorJyFKz38JpuwcOcMS9CVebd5yRULbLbPvkf/awAM3wS33U5pXyuJG61zLrZti3HFzqtmCVc36TRAEoXahtWmJ9BNTJ51k+mJddBG8+KKZ9thj5tcWP/vtB88/D4MGmTw1lclZZUcM9BKRfFSotUQILEdlN8KCVZILs4xbll+4/mKKySPPJcgCBPiZn+lhT1jdDAo3hy0AjrDwtovgm42f5s2G6ylbXw7bz4T5XZj2awMqSjyV6OJ6cOFQn4I4WiSufgIWdI44Nj77H8zvBK0dlbl3T4N3T2PjacNhp2n4OxA5iCewfFyFQrRfEh4+4hv3PIfFxmnBcobr5o574M/eodGVwdWAozI6d5uQa9qCBY4+OI4gDqFjaLMsLIwTdREEykt9jq/+Zlc+ooUVS+iV3wYIuAWW8xp5LH8RLOgElvXgSko45wPHlZnXmd/HbsuGMzYALSJWLd9UDw75Hl4+HzotAIeb6YYNphHJxVKHwHjiqsiy2KI16KnUv3UGdAu/MMvLHPNn7AAbGlCetxk2Wi/icXvxjt4b8FhFY+EnsNpawviuu9kMvFURw1K6ucA8e34CqzzbWMKcdFoIPWbBP9saYXnmG9DjHzZe4RGte42z0mJ3iNjsMmUsYodyKOU5ViJHq9GELx0udx+aRohJax+iTfM2hNSgww02GmV+92GiLOwYOa24HpzzKhOsd51regKszy82wTussPUADL6VxU3X+i5fEUzQaldJxIIlCEKtoLwcPvuMhCJoVYW1a00ltmvXyHmtWxtf+eefh4ULoUeP8Lw7rHyK/fubvg+ffGIick2YELmdeNgRDJ389pvJayPUDSIE1jWPh+ZVlJuKy8ox20HzldBxIXxuXK8WLXK0urZeCmsbs4Ut5JUXwE0PwEem03qAAN3pTiDLWv76R2BNE2hjuSL91TO0maCqgB8OMiMbGpmQ2oVGYEz8qnmkBctPXAGsaxwetsUVhCwXIbaZ61tpOrn+sf7b9TLUk7hrTVPTN6XpanP8M3ZIbDtzt3GPzw4/0JsWNoXN9Rn6UBPOOaSDEW1j9g33J7Px9qu56KVQ7qCSEnj1VWu6NzCHJRJDgS6y4pi8bYFVkc0fb+wUOd9TjgUVi5hXbyYAm9c5LHVOcbrGbSGJYHWz0ODKlZ48WNvMY/SZ57I+GKPz0A+HwDbzICsIt98TmvzvxhWRFixnhfuaJyK3FS2dwdNXmqAUQCArSIVTYC1pD0eOJDfXIwQc9+nhHG6iXMbCIbC0BsqzIu6xoqIYwUdWWfno/ARWtL5n/zhExltnwu33xbZcegPIWO+V6UwP97myy+HDjFJPq54z6EcUqiSwxvlYqLfkw+vn8N9ve5vxZ6xn7be9Etrk/JJ845rsZZO/NW7dusgE3alEBJYgCLWCG26A//0PPvqoevdjd77u6NPABlBYaKxVHTrAQFOX5fjjw8laGzcO++K/8orpt5Usn3xiAlq0sBqGN2yAPfeUPlh1ieIiZSqddsVxTvfQvLLNpnKz+K7zjBvfilahedoRDIPlrWHcnpRSSvb03vDQTXCSeUDsint+PavJ/aOTTJ+VGx8y40vahbdJEA75ITQ+ghGhit+/kxpTXhK9c74Lp8CKhQ4k3CqdEGubwJTesLapOf6dEkxEd+yIqLPKOs2BXtN46qa2TPyhEfxwMOw/BtY3di9ouQfGxdtvzBI6q7AqefEsWPHOrbfyXpEVCnVd7uxD5xDWvq6VTla0DA3++mMeT5+1a8Qiq0s2RUzz5b5wZMBLNtzI+s0eQbCgU+z1LWtUhAXLQSBLu10EAX7Zl0CuZ1/Lw89TNtlw9Bex960DoaBGWgM3PRhq8LBZtQrWrYuyvu2a5xfk4k8fVzknDle9jWU+bpc2LTwJnJ0RC3OsVknH9fRSXpy8Q5uvJTVRHogMJx9xj9tWwl/2TWyb1z0WGRCnIhBp8baJkrA8VcjnWhCEWsF335nfSZOqdz92UIkOPg1hXu6/H+bOhZdfdk9v08ZE0aos48dDv34wZowRaQ2ifB+E+Cil+imlZiml5iilbvKZn6eU+sCaP14p1bkmyjX37b1MpXNCpAJf8EczlIKSOQnchFY/oqzVjsrTihb8fdvpJpJcfUfF/ZOB4ZZpRz+hEuVTcbME1pbN2RStMJW8c76I0j/GJlGBBVEjClaKtU2ihm7vfNg/ld/uPIeFa/weld8OwB+7uMctN8KEBVZFnAqwd/7E3fj9/W0il/v4xPDwstbRt9doHfx8gGvS2Dcjt3dM8xh95aJx7mt8NdcTqGOaj1XOybOXwy5/xBVYTgtWk55LKdhtBltyPS54PcMuAgufOg5GHxS3yHajWTBIODqmg5UrdfRQ67EsWFZ+r6g49vVx2efRl4slsOxnwyEsI/BG5kyAEY93j79QMnjvx8oIoDmeiKpvnBXVgkUjH3/rFBJXYCmlXlVKrVBKTXdMu0sptUQpNcX6P9Ix72brQzVLKXVEdRVcEITazbx5sDR+4CTAdOy33eamTEl+X5MnG/e6v/82LZCxkjraAqt9gg3TXbpAU4+nTVYWFDgarKO2bEahqAgaNoRtt/VEoRKSQimVBQwB+gPbA6copTxNnJwHrNVadwOeAB6qkbJ5+104WPXeoQCUL2znntHmP2jg6Q81YDhsLEStCbtz0WoF6+6/lFGjoLBRlIp7vLxajvnr5jSDDgv57ajouW3Mgo1jz3eSgAtSwnx5lL+L3dh9mL//m6nZx9gEW9Gj8c7p7vFf9gESE1jtd66cK9Oq+XFaZh67Lvq8xusS2kdJUeW68o94LsEXrJN/u8EDVnSXQe9HzM7KrXAJrBY7L2XzhB2iVrCbtC1i+lUXJFWEYFBFJJIGWL4qSFkZ5PX7gT0e/8A907Zg+QksK6IdAK+eA18e6Z5/giPKUayw+t5AEEqHg2vYFqxYgrq4Xuw8YT5o7ztkys4EvDnzkiEVAst2NT35PfN73qtRr79umGaBBbwO9POZ/oTWurf1PxLA+nCdDOxgrfOc9YETBEFwsc020LZtYsv++We4A/GaNcnv64IL4KmnjMhq1Aiuvz76sosXG4HUOsa3KBGcAqt37+TWLSqqXHAMIYLdgTla67la61LgfcDbZDwAsGMzfwwcolT1x2ssK49Rm/nhYP/pSqN6zYic/tteBFdHuntdeSVkRfvKb3DmvPKp7BbVh5bLAVg+qQPklfA3Pp0DnSQjsFLJF8fAnuMjp3ebA/XjhsxIjKoKLC8P3wg6MYHVqEU1dzx9JIbQqi42mAAb3Y+eZQI6JMqs7czv5c+4p+eWEKxQLoHVo7Fl1f3P01Bh0ahFAhmb/fBxb52wcj5byioINl1FYUPrWtaz7j37WSvPhj1/i77diixouCH6/FgCq8FG+NThtjh9RyjYDCP7h/tgrY3R5259I7h0SPT5idBiJcG2i31nddoxgURfqRBYb50JB4yG/l+Fp0VzEUy3wNJa/wwkWqUZALyvtS7RWs8D5mA+cIIgCJVi82Z4z2qM2n//xBIy2ixfbhIG//GHGf/mG7P+Y49FJgP+4QdjjXrttaq7+IFbPC5YAJuidFVYvBiGO/Jxam0ibHlDxAuVoh3gTGm62Jrmu4zWuhxYDzSjmimN1efh38jEwQBoRaCFT3Sv+29l5WV3REz++2+YNysP9vo1ch1nBLmN7oSpnP2aqez0nhKeZld27o7cT4i/LONgTxNcgRM/jL5sTdBofeoE1iZHJe3OuyLnn1EJS1mnBWza5k8zHENg1S+o3nDStFoeOS2GK16lqVcE3x8SHm+wgTNHfGRSBiRLvjei3m+UbMply0JjLSos1HRQsa1kRRviJFqOhjOAC0DXOazfEGRe6WLKcjdTL9f6eNj33sYG0GUuTN7FRM+M9gztMT62wDo50moXIq8Ejv/cXcbi+nDL4Kjusy6euRyevyT+crFosjbq83bCNQvir++MJAmV7yN1yntwjKN/ZRQLVkUj/+iCqaIqT9BlSqmplguh3XSWyMdMEIStHKev+pYY/XbBBHd46ilo3tzkmEpGYA0cCAceaETL4Ye7593m8HYaOhQOOcSIriVLEut/FY89PV0TVkeJetu7NwwYEA7/W1bmThIqZAZKqQuVUhOVUhNXrlwZf4U47Ft0eOTEn/b3XfaxX8aZgWAA5ddv4OcDYvfR8atA+yTlDPHG2bCyJXRawC4nWtHF7MqOs2U46vpnQWkOfDiIvadUsdIWjX3HmN9rHou+TF6Ju8L32XGJbfvgUbBLjM6edud7J7t5woW+caYRquN3R3kruEdZQRUWdQz381LRRVRBYSUEVpe5iS9b4A3pR/UIrA6LTDCVFitC+80hB5pHcYHMjmG58wosS3ys+ehQcpqtZ/16xdo49ef1K1LkptphkUlFUJYDOWXUz7GEW16Jie63sQHM72KmZZfDUV9GbmNtY+g13ViibLzWrikx8nTklXAuPv7kZTn+wTVsbrnf/H7r8z5KlnpbojYU7H30Gq7/7tvY66fCggXQYiWHTupL51PeNec/imtkWWH6XQT9eB7oCvQGlgIx3nD+pPpjJQhC7cHZ98prSXJSXm6S9oJx7WvQIHGBFQzC2LFmuGdPk5y1ZUv4+WcT8e+zz4yQKS8PRwC0SbT/VSwefdTkwbITBUdzbbSFl50vp8iqD4oFKyUswZ0kpr01zXcZpVQ20AiIkMNa65e01n211n1b2OEdq8C2xb0jJ/qIp66H/0vXHaykQXuMp7yxp2j1PC3GjX1qlctbwdwu8EeSidRK8mjQ1jK92hXawgSixhVughwjKhrtPN89b/+fkitDNF4+Hy58ES6OkSxWERZYPWfCccPgpQvil+HjgSZ3UzQa+LyE1jYJn/sz34Az3oLXzoXdJ4RdtGwO8Nl/DPevwoLoHqvKr7IOsLeP1dKBy0Lvd01tgdV/ZMztJEV7y33MzglWsJlccqPnXIplefEKrP99Sl4js91AbgWBgDsvVWDXP+CLo1yrlGyupAXLiy2wSnMht5SCXKuxIxgw94rTgpJdHnk/QNhy5bRgxQgE06TTeo77X7i/0/4N+vAyL0cuuLh97OAWp1juIcUpatGLIrDycwO0iB4lHgo3+gus9+NbN7f78UD3hJYraLe4HTmFG03D07RevuuVZ1Wv622lBJbWernWukJrHQSGEnYDTORjZm8jpR8rQRBqlqlT4ccfjZB58EEYmcR3+D9HA3CsVsYFnjpOgwbGfS5qQkcHtjAbMgR+/RX22su4DO63H+yxhxEyc+eG3QcHDTKJhKHq/a/A5MI644xwAAy/46xw9Ae2BZidgFMsWClhAtBdKdVFKZWL6SM83LPMcOAsa3gg8IPWscKgpIYiP08aH0tCQeMyGjcKwLg94J3ToJUjQW/L5SanVGjhTabvhZdlraHLfOgzJbHC2S3n/3altMC6ce2Kn5+1w4vHTWioM23WYd8lVoZ4bDMXXrw4fjRCuyx2K/4FL7Pvg1FEiU294thCMsenYlaaa/Jq/bansQA6NFHE3dR9tnv85/1M8uITPvbdna/AyjGVdFXf3wWgQWNPsIGWy+GgcCj+Rs4cw35uXVY6gC+GdPbdfqXoYDk42eKofpERWPWiuDF486c5cQqsjYXQciUl3c1LP5Bjjv2JJ2C7i34CFaTTRd/EtORkFXgzHydBk7XG5XZDQ8gpoyDXkRS5cJO7D1Beib/AshMxN1oPuSVc8ui/Md0F2zVoxKefBKCfsSjXb1QeTlpt7+rYr01ft4X+IfD79FsWmQC7kjR843IzEEVg1cvNomXjPPfE8xyCsMHGSKt6XgkM+hB2nhJz30d9f6h7QssVBHSAnEbW+ZvsaFi66YHQYElWBoZpV0o5HSWPB+wIg8OBk62wt12A7sDvVSuiIAiZyM47w8EHwwEHwM03w1FHxV/n3XeNyHEarb0R9ioqwhWSOZ7ch3a48mj9mZzYYd2PPtrkpnKyo1UHnTkTRo82w08+aRIIX345nH12/O0nii2w/CxY//4bHrYFmF3xFoFVdaw+VZcB3wB/AR9qrWcope5RStlZbV8Bmiml5gDXABGh3KuDYr96jdNq0sy4TTVqUWJy9ezxOxRuhqueNG5xk3ub3E/ODvenv+0vgHaP8Rn+pzuc+o572okfwT23w5BL+a3Qcuux3XUSEVgO1x6F4vzz4a23rAnd5vivE40RR/tPtyxk5JTDlBi5hLwCC+i9jafP2WHfwo6O3FnxXJO8ldLLnjGJnJusiwi2kUdeSKyE6DwflKMiesDPAOxcr0ekRRJoVBhZVVOF5jpEi9rWuUlj94T8LfBc2F3TJbC2nQXXPQJ/OkKlH2zEWMMmVYgK58XHgpVDDCtSTowgFA6BdWP+VZzMydDDhOS3BVb79nDoCx9DRRa7XDCJEQFv20oY5XceD/0OjvssehmABXqhuV9K8k1kzJwyCi2B1TjY1AgHh8Bqnt/AV6C/YcfZya6AknxOu3a5v6XUQmvzbNnbKmxklf+qcJLmIf871G9VAD75ZRnPfPVvpCWwktzay3qdRnF1zc8N0KaxRzAf8U142H6v5DnKYz+HtmV/4Eccd+brEdvO8oY/bLkCFVRk2+dvbtfwPIfF96S/T/Ita6pIJEz7e8BvwLZKqcVKqfOAh5VS05RSU4GDgKsBtNYzgA+BmcDXwKVa6xQ+nYIgZAKbHXUs2w0vFlOnwmmnmf8ePdyiyjm8ZIn58J9yihl3CiylwgLL6ya4aFE4jDuYj8+LL0Lfvv4Jg7ezA1FdDjfeaMKht25txNDTT8Muu0SuU1n8BNa8eSa4hTPkvNeCJS6CqUFrPVJr3UNr3VVrfb817Q6t9XBreIvW+kStdTet9e5a6yQ6r1SeCAvWHXdDTjlvLP+a+rN3hnNeA0wEOVcltH6xCa/d+09osyyUv6bZPU+ZjuoeATRpZjG8cl70gnRcCL08iXlP/Ahuvw92nhrenh0GPZ7AOuJr3z5fp5+OERpNkwgDOvwYOOrLCBfeCHaeGn2eLbAcfYrqt/S00LxynjsPk8LfreiCl0xy6H5fu6c/fQV/N/IXsS1oESmwGq/ztU60zGvsij5q06Ag0vKSXc9UrFWW5sHn10eIzG2beDyDsipcwvG44xzzckvhkRv4aqeHw9NePp/B00aQ27jI9A188Ea/w4vLNtuVcNhblniwLVheF0GAuV145D13BLr8Y7+DCX3h6scjN+wQKQ9m38dO7ARtjO95ToNwJT2PPFBQSCH9+0NugyiCwnuNAN4+Hf7v+ZjHl0OOW6TkllKQa57XQDAnQmA1zSvwtWCdyZm0wpMA2c9SahfXoykKG1kNDk9cA+3MeTz95Gx67bvOTA+4q+IdclrTkpYps2CFXE6jWLBys7Jo0zB8c2/3yCtu11C7HM70AF6Bddo77NxlAYcd9h3HnfNqeN/eS9doPYFgAOW8LvfcDo9fHRKtLdsvotdKf9fBVJFIFMFTtNZttNY5Wuv2WutXtNZnaK17aa130lofq7Ve6lj+futDtq3WOoHesIIg1DZ++cX89nK8n3JiNERefbWxXoHpa+S0EDkF1qefGvFm91uyc1L16AHPPusvsFasMCKqZ8/wtFWrTGLIU0/1L0/DhlBYaIQZwK67Ri97VWlihQByCqy99jKBNJwCa+1a4zopFqytg+JiQmHQAbj7LgCOb7kP53bbP9Qnp0EDbSpbDu7irvCIJbDqHfGzsebkuP1ne/XMhoIokfQabIC8Undfl0evhQ6Oiq7tKmcLLLvSc4RHZNjceTf41FVDJNpinlMKx3wByjSW2JXGhDjxQ9M/C3wtWBFB+HPKeI/33NP8rH4dF8I9d0KWpxKpoAc9fIvSkIbuynvL5SZIhk9/u7w8qFcQWUFt3jgygElOvrkegYDmvIvLIkTmNo08HV6yy10C6+GHHQ1JVoXfPoaswiKot4VtdyyjJz1psP8UnrixDYzZN7ngGUBAKbYrsFq5bAuWw0UwD8ttrMt8enZ0v/Tq6wLoOwkeviGi/9TvAbelsAENQufUFp8A+Zjno5BCsrJg/7t/wB/3TfGzHgOtVhj3vxjkkOO2eOaUhSxowSARfbBy8oJRhZPTxS+b7PBzefnTsMc417LNPZe3oKHjvpm6EyxuR14eDBkzzfS//MadljY31xL/KbJg5WZbcsIWWNc+6pqfTTZNAmGz6XbXfeHOXWefZz+BdbhlRW+3BKVgn31+pXnTsDiLaH5QENABd3CZc16Dq5+EHafD3Xcw8NxXKU+kr0EVqIYwMYIg1GUWLIAjrHf1Sy9BixYmJHl5uYmA58eKFf7TwS2wvrE8BnJyTAvdihVm27NmmX02bBi5zr6O9DR2JL65Vh2gW5Ro12AqMza7V2MyiXr1IDsb1jvqU8utevUDYXdwvvsO2rWD554z4yKw6jZFRfi6AGVbf5SYGzQvNxDhRhWqlELIRVC18n/IvOKML480CYshbGlyVvi8Lfl2JceuDCnoufAI+Pw4V7jynKO/hseugT3dFUFvv5CEI4O18AS/8kvSGo0PB5n+WeArsCLILTUuZk6euhL+2g46Otw2Y1jvIo7TohGNwuf38wGwvDXdcjuxbaPIjp55eVDP57lv1Szy2PPyjQlDBbSvm12n+h4Llie4QnY2/PabFWTI6gOVRx4rVsA+C03LVAEFNKQhG9jA8RwP+/4Cc7uyZAm8/kcMq6GDgFJc3edAduy7BfpONBMdFqwOdKAe5h7uUOjO0xQIWsedXREheHcI9HSNF1IYsgoqh5takGB4PhDQ7vug23HGeuu9eg2wWvM6Lox5fBECK7c0dJ5DAsthwcrJC0ZYeU5703z4Ao4quUtgNVoPj18TmnfmORV8YOUyVtY69fIdG2y6lk/bPRveTpf5IeteqJi51r2ZqMDyCDwv2bYZyT42j2Usm2zT2ADQc6Y5b04BtJ3lguJseLDP66VDaDJuD87/s3e4/I4rpnzcElVQuV1M7Xs/Kwh33EuT3DIRWIIgZAbr15v+UY9aDVN33GFCka9YYcKoaw3Dhpn+VWPGmFxTb75povdNn25Cpr/6qtuqlJdnxJLWZhtfWu7RRUVm+vLlJvKfje3aN9XxbZ/t6C9uCzlbYG2zTfTjsaP33XMPXHZZkicjCZQySYdtt8qKKE7TY6yo08OGmV9xEazbFBcTqvx33zFcyckiy1Q+LIGVmxdpwbJb5YFQvy3V0j8ab0TF/8ivYH/T5yev1TozzVnR8QqsoKdlGri0w7F8kf8J3HU3PHmlmd1pMVzzRERNNZbA2m033yIbvKG7o0TZu5/76U3v6Nux9xcr7LifRSG/BLabZfIJNbfOrXW9XuO18HJ/bRd9u1iV2Bbu9UsppUlBXsSyeXmQHzmZNs0iw4nnW7eAzqrwFVht6rv7mWVlwZK8ea5pubnQyRH/II88WrSAQBNTyQ257xEWKGAavVo39xG828+Abf92WRsDKkCXzoppE/KZ08qKbGhX6gs2sw3bsJjFrGc9hZ50Ra2CrbkQyz/UE3TEm6ewkMJQ5dzpPjeZyQDswR5mguc+qNfEuj88931IYLVaAXO6Eg0/C1a3XGOxq6jAXHOH+2luXjBCqD97rAmRHtWCVZHlcqe79qqsUCCmgGWOzVLuE3I8Julwlm3f8Qie3Fyzv34Bt2UrKn4ulA5ysjzvCR+BVUghrGwOE3Yzx+e0YPX8y/yWOB4A+/gV7LG2Ke2XhMP75jiucSCg4Tt3f7OADqByHc91biltl4STU2aXZ4vAEgQh/QSDxgUvO9u46u2zD9x9d3j+cceZDsUnnmgE0WWXwXXXwVlnhZc77zw45xwjpGwaNjSuKk8/DVddZaZdbDU8L1pkBJNTYHXubCxm493eISHsqIO//mrK2qVL9GOyLVg33FD1pMLxcAqsE06InN+oUTjIhW2dc3VCF+ocxcWYSsi6Rgz7PRwZMGTBumUw7DGOvics8LVghaZ9ezh8eCLaJzhCVKyKy86tW3MQB/HloLOiL2tXSB2VoWyyw/u3KotZXWK39INVgbS206yZSZkwZAjsd6x18w/4HD41FUNXkmOIKrBu4ZZQJRrg2IWe1hK7Mh8r2mCMvi4urGNtiyOLuMMy8A3feNcwrfa2wLJa0Usp9XWpzs9TFOZFiqnWzSIXrp9vXlolgSKXEAoVtZ77pZaVrWme1yBiOSe2ZbQCy/3QUUUswN05rFFePhHsNwb+7ukSEFkOf8z2WBVku/Jdv4jWtKYpTWlIw4j+Z9vorrzIi/ShT4SlJeCpvTpdBJ0C607u5AiOoD/9zXoeC1Z+o5LwOo40BvVxmBK7RneL9PbBOjLnMHrlbguY7+axOUe6l8/Tph/lt4eFpuXlmnMUYcGyn7nybFeDQ7ZD22Z3MPdfg4b+wSVCjTM+AgvgKxLsyRMnL1rIgmVbk3wEVoAANF8NBUWRAuugH81vIAgfnwDHDgs11uwzdh92+93dGpPjKI5SRFjoVFC5+7rllnLhy+HOnApFgV+HxxQiAksQhLiMHevOXeWt/Gdnw/HHh8en+niP7L23+XX6jttiwxZXF11khJlS8MknRmC1cqTwUMr0x7JzZ42zvBbsqIALFhg3xTfeMGHXY7nZ/f47fPyx21WwunAKLNtC5aRVq0g3yu1iN4wLtZxTTwXOfxkabaCJw78ngOUS2O1fGLcX9ZtuibBg5ZEXntZhMZz4ccgVCuD6m+O0zFqColnLcn7gB45svnu4z4S3pdoOSuGIcOgSWOe8Bq+cS/aVQ3x3FWHBsrbfpo2xwlxyCQTLrarI+S/DcZ+bJL2OiHeAy0WwQdPo0eUqWixzT2i2xlTYhg1wlcnVqBJPYJVatVFbTDp7fTjWPZzDaUxj16oNaBAWWOvNi7OMMl8LdX4+NPARWA0KI60HhfXCwjebbNaxzjXfu/2sbB2znyyELaP2veS871xuqUBBVviebX2XlYvMFhqOynjAIbBCQtBabteCni5R4bVgae0QHgr2X39M+Hj8LFg+gUP2ZE++5uvQse1+zgw4YDSdDp9litLAun5a0b1PWBh6jzca2WS7LFitcpuEzrPW0DKniWv53DxLgLQO36f2NyjCgmVZmjn4B1ffJOd1bPLwA/DGmexykBGXh+K25ITu1TbL4MMTw+VINsdyHIGVkx3DRXDUwe5nBiJdBHeeatyX3zwTTvgUhh0XmrXbxN3I8gjjgCdohzdwSCAY8HcRdPC///0v5jFVFRFYgiDEZehQE2Bi9WoToOLmmyOXufdeuPRS//V/+SXcf8omO9ttzQITJr1rV+M6NHSosWJ19XhntGhh3BDLykzeqjZtjCsiGIH1xRcmCMaAAcRkp538rUnVQWFhWGDZ5+G338LznSIS4KuvfDriC3WKM8+EBy/oxgu84G4tx12xDRL0dRH0VlhsqwPA/YPjpPGyKjYFjRyVFJ9+DEdzND8efR28ewrcfm9oeo71B5g+Dee+RlF29Jw9Njuzc0ikOIPSlBRZVZF6xabV+sy3QoE5QslTHQKrrcOA5KUkd2OoT0+IEz6FFm6Xw5AAOfBHDsjaL3bBd7JajCwrmFMUxBNn9agHQy6F/33C/YccAhgLlp91PT9P+Tb4+FWG8/PdFdpGuFu9vNvJytZx3yn2fTaUoZzIiexG2GrgFcqtm+SZhMq/7UmjftbL7OgvzK9DpL/9tqOvjL0N6/47riBsxYHwNene3fzafWrt9Vo2DIs677EUUhgSOrHu/gbNS2D0QdRvYVwO6xWGn4EZzAgN55PP93wfXtEnF1OfQbNM2RyV9/ysnND1qqhwW5vAIbAc941tjYuwYO39m8nx1e8bV2AVp8CqV1/DmW+Ro8yOvuIrigmLG9d74sRwnrV4YjuCOC6Cyi6fbZWyBVa9Ijj4x9C9NYYxzGZ2pAULjPvyjjPwkpcb+VBkeQPNeJ7DgA64p2VVkJ+fz4kfnsh+Y+I87ylCBJYgCDEpKYHPP4eTTzYhx197zR1YwqZRI9MabTNqVHh4Z0+amjVrjMUmN9ft7md/NDt2NBYzrd3bhLDAGj3aCLAhQ6BPH5PrauTIcH+qAw+s3PFWB04LVrduJmeYMxT8XI8Hih1ERKjb3MiNXMRFEYLAWdHqS98IF8HGNI4QXU6BlUVWOICBH5aYyq8fjJhmV6QmM5nhDOdAdQCc8j44+jOE3BgdlONvNXNWzL/jO0Z1HcqXX5r+mDYlxdbxehLePsIjnIcVYr4srDKuvDp6FfqFwHNsZCPHcmzUZSDch4m3T2cI/ta3EK+ea5IBW4maXQIrO7a1MJdc6LwAPhnI2QXGglBGGdtuay2w75hQn6VkBFZeTtiC5Yd3O4Gs+Lmz7WvVk558yIe+roc2DQOFJqHynuPZcw9FSQlkHTrazLStHZ8ez047ude7mZtp0cTcz6Ueo0IgYL43T1ipnGyBdT7nA7iuqVdgNaBB6FyoGNdEW/KroswIj0YNwtfS+ZzlkcchHBJecdKuJly9TVk2Z79rJVt0iI/sYG7oegWDkUIm5ErnI8x3JvyhDAmjwsjAKs5t2pY2u+zZZLv6aEYEubFw3lNP/zzFlT/Ll2CAgt7/RJ1dnGX1kbPfI7Y10zo3djn2ZV+60c2U1+fe3Y9I8dOgMNK1Ncu7rud8qqBCOacpuOSSS3hkj0c44+8zyElaYSaPCCxBEGLy668mse8xx8Rftnt3I8R+/90kIbbxujo3aRIOX77rrkYgvf12eL7dQt29uxFUTlq0MJa0X63+0rYYWbfOiK7//jOiy7teOikoCCdHLikxlR/7A7fDDuF+ZzZivdq6sCtH13Gda/ot3EJPekZUkvZl31AF7AzOAHC5CAYIsOee7gAGLqz+TPXqOyrdXa2s11bUtACBqJHxcsiJWnHz4txGc5pzMAdz5JEedzC7guoQWPWox9UmxaaLN1Z8xf+dG919qytdySIratltQhb1YCB0LGf+9QDMCodbv57ruY/7oPsc2C+c8E87bSRxnlVbpNzCLTTBvPRKKeXCC2G3c6bBRyeGIqjl56kIQQL+bsw53qhtHvI9XaR0doL9zBIkjzw0mu/4jud4jtxcIxyBkMAalv1pxHqDGcy828/l3HONB4KX3NywRcfuS3URF6HRMUVzPerBbhPg4ufp8/rTccsftAVWgbn2ypPewGshJivobgDIriAnYC3jcJ/LqsgLvdu1jhRYIZdJH4H1Fm+Fhp3P1xCG8AmfhMb9BFa05zHiOCycAmvX/YpM/qxYaMVOf5wTdXZRlhUR1b4fPcfnLZ/TglVQsIlmq5oB0JHIxJXK54MY10VQB2jWxi3MGjRoQKdOnbjgggu45ZZboh5LqhCBJQhCTP780/zusUf8ZXNy4L33wtHBFi821qZYZGXBH3+YJMQ2tjgKtfLinldRYaIHFhaG+1kNHhxeZtCg+GWtSerXhwkTTDLkkpLwx23WLNO/7bbbwsv+EC1Ni1CnCRLkYUyiV+1xcnKOP87jNKRhqOJ0IAcCbgtWXKw+RfULHPu58CX49jAanfx1qDzRSFRcJcoj7yw1fcAcCY/709+3clhQP7HWB+859DJyJASufwzaLw4dT5PtlkOPcFjSh3mYAzggYt0gQRpsvyihctjbziXXVRkuKIAzXh0NrZeHBKbKK+Wee+Ct7yNDanvJsTshJWjBqsiO3m+tNZEh4xPlUA4NubiGRK0lOEL9cjwUFMArr4T7znrxCiwbrxvk9tvDAdblaUITE879+Uuo1/W/uOUOlprz17xxNtx6H7v8HCnmI/AE2gg9B44UAIHy2BaskMBqGZlWIRS5EPczdgmX8D/C/YX8BFYgSnU+2rPq3EbIcjeyP3SIEqwmGIjZ8FeeZfVDC3hcBT0WLFe5NpuW12bNVqOs5fwEVkBFHps3yMmI8Z+5xlVQmRx/aUQEliAIEbz4Itx3n3Fr+/JLE5jCGc0vUdq1i0yImAhNrXQoJ58cOc+2br3zTtgKBqZf2C23wCOPmAhlmYSd0PiMM4xbjF356dHDuDY6OeigGi2akCEo688PO3/MszwbsurY4sMOn70/+/uu64ufBUsBh33Pp+oTbuImdsLHlGKRQ05MAZYs23QLwqPXQyBcnmiCsV6eqbb0pjcnEO5E2dFTL4tXvm23hayHbwYVrvw5RdklGN/kUO4ez7YPG3s3TO3F3uzNbGZHLONFoQgQ4CEe4nd+d+/Pqlxm5ZWRlQX/O8QhJA79zl9g2daTKBYsr8AKZkWvbE5lqqv/UTT2ZE+O5Mi4y9nHU1kvLPsd73Sj9mPGDOO1AKbP1DBMBKFEGhta9lkCQOeOAbjvdlSv6b7L9SEcWdCbwy3UAOAQWFkVuW7x4jkHoWc8P3Y+uFiNGH4CqxT/6xvNguUUSyGB1f9ruPgF/51qFbPR4rTsQVzJleQH7IgdnnvbU4761IfeUwhc8wQDB35C0LqPm9KUg384mAtfdEf8i0dhofuGD+gAOifBnHvVRGqboQRBqPWsXBl2Wfv5Z/j+++pNxOvH+eebKHp+YsMZvMIrTu6/v1qLVWmWLAkP2y6CgpAoueRGVG7sClgDGjCNaWzDNhGhtKNiW7B8omx2pzsHc3DkDM++7UpsL3rRn/78wz98zucRyyZSOfJrfY9WSc7LNhU1Z2h2gMmTw7ntIL4Fy7mMV2A9yZNcicnv5Q1AAkZgFTQphSbT6cHZdCNGRnMPN3BDaNg+xpa6FSuAnnldI/f53eFk+RxLblZyfbAqsqNXNltYf/H4jd/iLgOErRaVrGH26gUTJ0b23Y2HfR0TEf973/k9zx53GMHe5jxuxj+J9I/8GI4M6RFYIRG0TbgTbVyB5XwcRh3MFQseB588bskKrBL8r28i1mZXH89o0QLjBLkozKrHkzzJq2ocW4D7cu7idqXRj13rW47GNIasIMHHrqHh3XeFLFgFFLD/GHdjkZ8Fy0tBgftEB4IBuhS1j7J0zSAWLEEQ2LLFRO2rqIApU8y0Ro3gO6sP78MP12x5cnNNHy4/l4S8PJN3C9wWrEzGdnVp2jS6wJozx1QqBCER7BbhbLLZkR19hUBULIHlsmBZxApsYOMM096e9jzEQ+7kx0ni18q+N3u7JzxxFbRdErXC2LRpOPocJFbJ9gosex2n4PML163RofPkTMDrJZ64tAOD5Gpz7mzrnJNlmHDeHTuCM6p0blZyFqzsgL8lI9W8xVs0Dxp3h8oKLDB9c5Nd375uiVx7lV3BrruGLZQhgTWyv/m3cLklelwEQ/ftAT/DEca1Nqsih0DAeG4MGeLjIui4Jz44+GKeOqe3b/myyY54LoYONS7yzm22xJzraPdaNAuWE5fAcrjpughG75MJ4bD5yrofFYqKIHCZCSDjfW697p7ZVpRQv0aieM/R/vvvzy67uC3uKqg4fHF63UFEYAmCwF13wYUXmhxNn1muzBddFJ7v1xcqndguJF4LVqbyjZV/tKgousDq2tVUKgTBrvjHrNBYFadEKlARWALLNzqdj6BYhTvEeQ457MquPMZjvMEbrjJ7ScSC5T2GWcziRm50L3TVU7CkfcL9vxKxYHnzPfmdd7/zESQYqpQ6+814cc7zOw+2wLLn+LnUtcLkcFiwwCRFt8kJWOchQQvW7sE9o5YzlZzO6WQFzY1VFYFVGWyBlUx/RPsaFWEFsOj/tfn3I5oFC0wfRqD3TuZeXrnSRMCN7IMVrnbHejayyWYlK0MCG4xnx4oV7v5HQxjCgzzojnjoIGmBNWA4f/3ls1AwEPOZsgVWdot1gLn/IvJ6OfDmi4spsOJEfTrooIPIsi269Y1QDugAgTQHixKBJQhCKCLfCSeYXFTnnw/77BOen0kR+cD07QIoj5NPNVPYaSfTn2zsWCguFhdBoerYFZZkBNZcLFcmqw9WXm5kDcRPUDTD3akxm2wUimu4JuRaFs1qUBmB1YMeSXfa95JMHzG7gmlXIONZsILWH8QWWNuxXcxKaSi0vTb783bc9+IUxNlxoghG5F8qS9B9NAXY4dVrIBK2C/s+Suba29cvERfJqEEuAP73GcztwnFHulstvOdg+yPnh4b9no13eZde9CJAgCY0CQnsaDSmMTdyY5WeF28aCN8k93FcBG2B1fnZR+HJK9n1IHdePG/5vBasHOud5CewEnERBNMvmz+NX6kKKrQ3SkoNIwJLELZytDbR7Zw8+CCucMFZNeNdkjB25Kjtt09vOZKhvcMdXASWEItkLFjJRPTrgpXd1rJg5fsIrERcBP0qc1UJehGtcuiHtzIYDfscvsiLbI//i8LrImhHZHQGNvATWAUUhCq+bfHPenw91zOCETGv5Z4Yq1IjbSqb8dIzOCvroWh0USxYXuycU35Wy1Rj12vTZcFKyEXQuh4NaMA7vMNXfBV/B55Q4BGNG13mRzyPLoF1/y00bBkWaX73xCmcwlSmJtQwkQhJW7CiEa1vloV9O+Y2KoYrnyYrjihyCqxzzz2XTq1NTgk/62Oi5+LUU4FuJt1EQAfSLrAkyIUgbOWMHesOpb5mjenb1KyZSShc062QibDPPibEeZs26S5J4nRz9IOviUqOULdJiYtgTmQlqFLbI3UWrBGMiLlsshasLnThXM515Rjzlsne5kmcxMEcTHPCoU+dgvNJnqQBDTiAA9iXfRnEIHrS03f/53JuqH9MNA7jMFawghNomtAx2e9iV3CSKBYsL2VWWqK1ayPDn6ca24JVHQLrkEPcSeydJOMi6LQsnsqpoeG7uTu6QPPcyonci65zUJ7takxIlYiKuX9HGVezmgN21Eyf7t6vU2D9QJQ8IXY0wCxNReF6WN/YdzH7+OIdm9NFsEOHDjS1noFiiiO3maAFy7VOHEFYE6S/BIIgpJVHH4XWrWHhQtNHyBk44qefon/M0k2PHtAgundOxuFM+pqJolXIPKqtD9ap7wLQtmPqfGztCusQhnAL4SSeyQqsozk65rLJ9sEKEIjpxufdplNc2evbXMmVnMu5KBTZZLMDO0S1viVqlWtBi5DgSdSC1cjpXZWkBat+/cjE76mmOl0Ev/7apA/xozIugl7u4A7u4i7XtI/5OOb+YuE6B62Wu9apCYHl3F9TmjJpkqKoyL1MPeqFhg/CExjintvNryWw/tu0EZZHd1u0jyleH0hbYNlW40d5lKM5mv70j1jWeZ723XffmNsNraMVDUPZxOGKp69IaL1UIgJLELZyZswwLncdOkC9eu55gUD8j76QGM6kmiXpTc8hZDiJBGiorKUJgGseh+L8pPpW2kmQwb98dqW2LW3jiiQvyRxLshYshYoa6W8MY7iIi5JyUUyUZI7plVdMH80948ShsN8bruA+CVqwSqOnwUo51ekimJ3tn14ArGTDmFQD8UhG3JzACbzFW5FlSeBeDAV7zC2DC4am1YIFxnvC+513CqwImq4xv5ZFqDA/O2YCX/v44r3DWtCCYQwLpXbYhm0YwYi4qSZ69OjB9gn0DTjpxJM4+OBwuommaxOzEqcSEViCsBUxZYpJ3vjMM/D55+aDPW9e5kUJrIu0bw+33mqGiyO9IAQhhF1JiVXxtyvwyURMC6GA/JKkKnjXcz17sEfU+c6+RslWIqtDYDktWN4Q8va8fdmXF4iSWLWK2MdkJ+Y9nMOjLtujB7z3XnzX4R49TLRXO9IrQJdAp6jLV1SEPRBqUmBVp4tgLHZgB77iK57juZRv+3ROj5iWjDDvNmgSBLRrneoQ9l6qvI9sOxCLldvM+fxllTPwvPW++0vEingsx0YEu/DD6yI4cOBAbr/99pjrbL/99mTX9A3oQfpgCcJWwldfwZ13moSck60cnT/+aD6G3eM3+AkpwHbt8bpoCIKTq7iKhSzkGq6Juoxd0amUwLJIxFLmxBZLfqLJLwJfoiSzTmUsWH6BKqob+5j2YZ+kzzPAxx/DenfdlawsePFFM2x7FlyWdUn0MgTC1h67D1ZNkC6BBdCPfjHn29eiMtfESzL3rd/zURMWrCqTY904Vpj20PP3Rx9ovYz72/zERy+HRZJ9TFVx0/TiPU9Kqbih221atYLCwjkpK0syiAVLELYSjjwSJkxwTzvIcrduGbsvtpAi7MpOtD4EggAmstlQhoaSoPphW0hCob5jcA7nROSdgeQrmVdxFWDCqHtxChon53Fe3O1WtwUrkciIqaZKLpyYlBnnnht/uXih3e13TjosWJnY19S2KJ7IiVXelldgvcu7UZettQLL7uMX9FjV+0yBNssijsFrwbLdNqtCZYJc2CxbBmec8U6Vy1AZRGAJwlbGJZeY1kynW2CzZtGXF1LHEUeY31NOSW85hNqP7VqTSCXtVV5lLWsjpicrsAYxCI2OyIsF4QqVswK5G7txBEfE3W51CCy7L0cOORECq6aDC1TrfuLsxu5vU1f6YFWVHdkRjY7p7hqT3X6n+cAfgcj76BSiv9jtJ62mg1wkyrVcS3scuUSyLcuVw0XQW967uItudHNN8wa5+Id/mMWsKpWtKgIrnWTg7S8IQqpZt878PvIIXHONafWcOTP8cRaBVTN061b9IZKFrYNXeIXneI59SSyqlh+pdONxCqxkK47JiJFE82C9zusMZSh7sAfrMb52e7M3v/JrUmWrLNXdv8b2kErUgrW1uAhWO7/vwXbsy1jCYuIiLmIyk2Ou5pcPLZME1qPWX4isCijPcVmwvA0yd3JnxHa8QS6aW39VIZnz9Ad/MJGJVdpfqqiLt78gCBhffa3h4othjuWC3Llz+IPs/DCLwBKE2kVLWkaEk84hhzISr0knk6Q4HokkR45GMuskWubWtOZ2TEf4xjRGoxnM4BoTWGLBqqMCi0h32EQCpWzHtswn4Ap2UlMCa3u250zOTG6l7HIoISLIRTySCXKRKNH6W61cCeUeD+k+1p+Ttm3b0q2b29JWE8S9/ZVSrwJHAyu01jta05oCHwCdgfnASVrrtcqchaeAI4Ei4Gyt9R/VU3RBEPxYuhRefRVuu82MT5xowgBnZZnEwX4U+kcxFoRaS7TvlM9yXwN7AmO11snFF88wVrAirsAayUhKKGExi9mecLjj0YxOqD9XNPxcBKuDVIrC6qSmKs/x+vqnQ2DVaQsWyQV0scVmM5pHBKSpqXtkBjOSX8kWVhkgsJwugtrhAtI8QcPYBRdckLKyJEMib8LXISIsy03AKK11d2CUNQ7QH+hu/V8IPJ+aYgqCkAjLl8MOO4TFFRhxBbDbbiahsB+S60qog0T7Tnl5BDijxkpVjTSmMS2IndyqP/05juO4jMtc0w/gAA7hkErvuyoWrGSoisBKReS4RKmpynM8l+P8fPPufzd6/IWU8/77sOuudVdgRQvokiyZ5CLoReVYwsoT5CIe93APXejCPuyTurJk8HmKRdwzprX+GVjjmTwAeMMafgM4zjH9TW0YBzRWSrVJUVkFQYjDyJGwdi307g233x4OCw7QoEHk8tOnm/DtglAHifadcqG1HgVsrKEy1Vn8WvWrQ9CkwvWutlbYEsUZ3l0p+P13E5Wwphg40HhO1LWGu9u4jRu5ManGhJ13Nr9H+MR6yej70BZWjayb6bTEIvH1pS9zmZtQfqtEcVqwcuMli8sgKtu+0EprvdQaXga0sobbAYscyy22pi3Fg1LqQoyVi44dO1ayGIJQ99lpJ7j8ckjEyj1tmnEJmTjRuARefTX89BMcf7x/MuEddjD/glAHifadqhTyzYqNs1W/I+b8DGJQUtsYyMC4y9REclYvT/M0//FfQsuey7k8zuPUo141lyo6DaNH9xeqwL3cC8Du7A4kdi/27g1r1kATn2jl6biXEybbElgFm2FdIyjcBNZx1zR2H6xtt92W1tHccDKQKl9dbRwik26m0lq/pLXuq7Xu26JFbJcGQahraB32U4/FqlVGNF14of/8LVvg2mthyhQz/uefRjDZHZ+bNIEBA+CNN+Chh1JSdEHIGJRS3yulpvv8D3AuV9nvlGcb8s2KgR2iujvdaU1rNrGJa7k24fWLKOJ93q+u4rlI1rJ2OZfzAA8ktOwjPMJmNpNPfmWKljB1zTpUm0jWRdBPXCWzfjpQdt+rQBAabYCs1PWpSros1nnaoZa1BldWYC23Xf+s3xXW9CVAB8dy7a1pgiBgEsz272/6Qh16KPzwg4nm17YtXHqp25/+xx/h5pvNcF5e5LbWrYNjjoHHH4fHHoONG2Hs2MhAFkrBmWeGw/UKQl1Ba32o1npHn/9hRP9OCdXAhVxIKaWhXDoFFCRVgaxHvZjuf6MZzXVcV6Uy1kSFNkCA+sjLti5jB4epqhtcJguskAUrEBZWNdmH0YntIqhrWY6TyroIDgfOAh60foc5pl+mlHof2ANY73DREIStGq2hXz8jggBWrDAiCkzkv+eeM+Jr992NW99JJ4XX9WsBe+wx+P57M/z33/B//2ciRQ0YELmsIGyFRPtOCdWAQiWco6oyHGD9VYV0VRCFusULvMBZnEUPelRpO5kssEIWrKyKiHmNaERf+tZYWbKzame0lETCtL8HHAg0V0otBu7EfLA+VEqdBywA7KrgSEyI9jmYMO3nVEOZBaFWUVxsLE2jRpnxQAA+/xzOOQdWrzY5qFavNvOOOca491V43mnOABWvvAK5uWZ7e+wBBx0EDz5o+l1dcAEceGBNHJUgZDy+3ymlVF/gYq31+db4GGA7oND6xp2ntf4mTWUWhKSoZY36dYL61K9SxE2bTBZYIQuWT3j2dayr0aIcesihFAYKa52LYFyBpbU+JcqsiLvL8nO/tKqFEoS6xMcfh8VVs2awcKFx1/vgAzjlFPjtN9hmG9N36q+/3OJq5Ej44gtj3TroIGjTBt57Lzz/nntgxx3D4+efXzPHJAiZjtZ6Nf7fqYnA+Y7x/WqyXEL6yeiKrbDVkMn3YciCVZ5+61H9+vU56qij0l2MpEn/mROEOs7s2eb377+hR49w5+RDDjFugjZ//GEsWLbbX6dOxmVw5kwzPnq0e7tNmxqLlbMFc9ddq+UQBEEQhAynTRvjbi7UDjJbYFktvRkgsDL5PMUi/WdOEOo48+dDx47+YdKd5OfDd9+Z6IJjxoRzWF16KUyaFLZc/fyz+ZAWFoYTB0+YAOXl4eiBgiAIgpsCCly/tRm7oc7ZwDZzpjsHlpDZZLRwsAVWRforFRl9nmIgAksQqpl586Bz58SXDwTgAEdf7vx8ePddOPlkM72RT+CivjXX31QQBKFWcgmXUERRUuHjaxONG5t/oXaQyXmwQhassuoLXJMotVVgZe7VFYQ6wvz50KVL1bdz7LH+4koQBEGITy653MIt5OGT90IQaphMFg6NH3wQOiyE3lPSXZSMPk+xEAuWIFQjJSWwZElyFixBEARBiIUkGq79ZLJwqLfvJFjYyTVN0hwkh1iwhFpHbfIxX7TI+MinwoIlCIIgCELdIJMFViaVLZPKkgwisIRaxZQpxsf83XfNuNYmSt+vv2ZePpBbb4Xu3c2wWLAEQRAEQbDJZOGQSf3DMvk8xSJzzqAgxOHrr+Hyy83w/febSHtXXWVCn++zD7z8clqL56K8HAYPDo9L+HRBEAQh1WRaw6KQOJksHDKpbJlUlmSQPlhCreCcc+D1181wy5YmHO3++5vxevVMePKPPjJ5odLN7Nnw2GNmeNdd4fTTTUh1QairVFBBFukP5ysIglBbyGThIBasqiMCS8h41q0Li6t162DZMthuu/D8l182eaKefRY2b4aCNKc4ueAC+OknMzxqlET+E+oGIxhBH/rQjnZ8wAdMYQpTmUo/+nE91zOMYfSjX7qLKQiCUCvIZOGQyWWrLYjAEjKe2bPN7+efG7HSqBFs2WKS8h51lImm1Lw5PP44nHEGfPpp+sqqNfz1lxl+5BERV0LdoIwyjuVYGtOYEYzgFE4JzfuKrwCYw5x0FU8Qtjry881vttTiai2ZZCXykkkCK5PKkgzyaAoZzaZN8OabZnjbbcPT8/Lg6KPD4wceCG3bGhG2Zg00bVqTpQyzdCmsWAHPPAOXXZaeMghCqlnKUgDWsS5kpcoii250YxazuImbuAy54QWhprjrLpOU/uyz010SobJksnDwK5uEaU8OEVhCRjJ9OvTvD4sXm/FddoGuXaMvn5trLFd77glffQWnnVYz5fTy99/m1+nCKAi1nSUsCQ1vZjP1qc8KVrCFLWxmMx3okMbSCcLWR8OG8Oij6S6FUBUyWWBlsnWttiBnUMgIZs2CtWvN8JIlxjpli6uLLjJh2HNyYm9jt92gVStjxUqEDz4I95Xy49VXw2VIlJ9/Nr9Oa5sg1HYWYx6EwzkcgLa0pYACmtGMjnTM6IqCIAhCJpLJ702/smVyeTMREVhCjTBjhglO4cfGjcbi07Sp6UPVvr1xs/vkEwgG4YUXjEtgPAIBOOkkGD4c5s83+zzvPFi4MHLZsjI4+WTjWrhlS+T8xYvNuoMGJX6M5eWmH1j37tCuXeLrCUJV0Gg+5mNKKa22fdgWrIu4CIA8EnggBUEQhKhksmDxs2CJi2ByiMASqoUVK+B//4OHH4bzz4cdd4Q2beCee+C992D9+vCyn30WHn77bfN7xRVmfZXk++eqq0yn36uugrfeMlaoW2814sfmjTeMK6HNHJ+++TNnmt9ff4WJE+Gdd4zroR8zZhix9tRTRizefLMRe4JQEwxjGCdyIg/wQLXtYwlLyCOPIziC/diPl8mgpHOCIAi1kEwWWJlcttqC9MESqsSGDSb/1F9/GfFUv76xOg0caBIBf/aZmaaUibB3551mveuvN+KrogKefz68vYcegl694KCDKleebbaB4483rnq2OHv7bVPGadOM8PN2Ch41yoi5O+8M992aNi08f7fdwsNLl5o8XE4Bde658PvvxuUQYPvtK1d2QagMYxkLwGQmp2R7W9jCRjbSghahaUtYQjvaUUABP/NzSvYjCIKwNZPJIiadfbAKCwvZtGlT2vafKqSdXagUmzYZS1CLFsZC9dhjxlK0ejVceKERVzajRxvRNXYsHHOMmfb++3D77SZJ8LhxcOONRoDdcIMJbmGHoK0MO+wAixa5+2KVlBiL1nffRS7/wAMmFPyFF5rxYBBee829jB20ok0buO8+c3z77w+HH27E1aWXGtfG7Gyzf0GoKaZhWgOmMjUl2zuVU2lJS2Yyk+/4Do1mMYtpT/uUbF8QBEHIbIGVzrJdcMEFnHLKKfEXzHDEgiUkxapV8NtvMHQojBgBWVlGYM2aBU8+af5t5s41SX9btjTj++xj+ke9+66xFN13n5l+9tlG5KSKPn3Cwy+8ABdfbIbvvdf87rQTTLXqotnZsHy5GbZzVn39tXH7c/LVV9Clixl++WVjEZs+PTz/tNNMouOysvjBOAQhlSxgAQDzmMc61tGYxlXa3mcYn90dMC0F7/AOs5nNQVTSrCwIgiBEkMmR+tIpsBo2bEjDhg3Ttv9UkblXV8hI9tkHjj3WiKtTToF164zYuvzy8DLXXGOsVl26hMWVkwEDzDbuvNMEoHj11eT7WsXi8MOhXz+47TYTgXD+fPf8Pfc04u+xx8IugXvsYcSj1jBypBGGL70UXqdz5/DwokVGXN1zT3ha797mV8SVMI1pTGd6/AWrgEZzK7cylKEsZGFIDE1lKuMYxzmcQwUVldpuLrmuaadxGstYxlEclZKyC4IgCJltwcpk8VdbEAuWkDDl5fDPP2Z4p52Mxaaw0IyfeKKJoDd4MNx0k3EdjEZBAQwbVn3lDATcASk6dTKBNWyL8267GfF3zTVGIN50E3z5JYwfD6+/DkOGGJfACy4wfcFWrDDr/f67EV933WXGe/UyFryKCuPqKAjTmMZO7EQb2vAf/1XbfmYzm8EMDo0PYAAzmMEBHBCadjEXswd7JLXdUzmVUkp5ndcpp5zzOR+AkzmZ00hTcjlBEIQ6SCYLrEwuW21BJKqQMPPmmd9nnoFJk0xYdSdXXw0rV8YWV+ni5JONtezMM+G448LTGzc2Ysou87nnmt+bbjK/3brB3nub4d12M5Yxm06dTDj3BQuqu/RCbeEVXgFgKUtZjwmV+SM/cgzHUE55rFWTYiQjXePncm7EMqMYlfD25jKXb/iG93mfAAEGMYjzOI8cjEn2Xd6tWoEFQRAEF5ksYiRMe9URgSW4WLrUWGq2bDHuck4mTDC/u+5q+i7VNjp0MIE5mjePnOcUhWPHwlln+W+ja9fwcKdO0Lo1dOyY2nIKtZdVrAoN28EnjuZovuALZjIzZfsZyUh60pPpTOcHfqArXXmQB0OBKLLJ5g3e4BM+ibutecxjJ3aiH6b1YClLycdEmVnAApazPKMrAoIgCLWRTH6vZnLZagtVElhKqflKqWlKqSlKqYnWtKZKqe+UUrOt3yapKapQ3YwaZcTCHnsYl7fbbgvPGzvW5Kbabjvo2zd9ZawudtvNRC98/HHTzywazZoZi1b//tBE7mzBw2Y20wRzY0xlKuWUU0QRAJOYlJJ9LGMZP/IjR3M0O7BDKPjEjdzIQhayhCUMYhD/8A8DGchCFlJBBT/xk+/2vuZrNrM5NN6ScMfJNrRxjdcmEvkWKaV6K6V+U0rNUEpNVUolkVpcEASh8mSyiJE+WFUnFWfwIK11b621Xe2+CRilte4OjLLGhVrAXXcZK88zz5jxwYONtapVK9hvP+MSOHx43Qzk0Ly56V919dWxl1MKfvnFLJvKwBxC3WAzm9mWbQG4lEu5gitC8/7m75Ts40u+pJxyzuTMiHkKRVvaciiHhqY9z/PcwA0cyIG+Im8606lPfQA6UqfMsYl8i4qAM7XWOwD9gCeVUo1rroiCIGytZLLAyuSy1RaqQ6IOAN6wht8AjquGfQgOyivRtWPiRNOnqsg0rnP99cZKdfbZcNllJugDwB9/mCAPzZqZ0OTdu6es2IJQ59jMZgoooBAT/eV5nmcgA2lDG1azOiX7WMpSALoT/WE8mZM5hmNoQhOGMpTHeRyATbiTNy5jGe/zPr3pzXjG8xu/paSMGULcb5HW+h+t9Wxr+D9gBZCBvUgFQahrZLKIyeSy1RaqKrA08K1SapJSykrTSiut9VJreBnQym9FpdSFSqmJSqmJK1eurGIxtk7Wr4dLLjFJeUeMgJ9/NnmotDaR7byUlsInn5jcULvtBttsYyL6jRsHjz5qXN7sIA9HHgnFxUaIlZTAf//BzjvX6OEJQq3DFlhOa9XZnE1zmldZYF3HdRzP8SxnOY1pTB55UZfNJ5/hDOcjPnLtdyMbQ8MzmUkb2rCWtTzIg+zO7rSlbZXKmGEk9C2yUUrtDuQC/0aZL98sQRBSRia74bWhjWu8Ax14iIfSVJraSVVDFeyrtV6ilGoJfKeUcvnAaK21Uso37IjW+iXgJYC+fftKaJIkue02uP/+8Pixx4aHr74ajjnGuPPNmgU//ghHHQXbbmtEk5e99jK/U6ZA+/bh6fn5xkVQEITEsAVWO9rxOq8zn/n0ox+P8qgrAEZleIzHADiQA2kVWyuEOJiDaUxj1rEOgNd4jVxymc1sbsN0snyJl9iP/apUtnShlPoeaO0z61bnSKxvkbWdNsBbwFla66DfMvLNEgQhlWSylWgoQ9mFXbiZmwFYyMI0l6j2USWBpbVeYv2uUEp9BuwOLFdKtdFaL7U+WitSUE7BoqLCWJVscfXIIyay3Yknuq1WI0b49xE6+GCTv+n5501y3H/+gU2b4KqrJBqeIFQVW2ABnEU4FGVDGjKc4YxnfNK5qcAdHnc0oxMWRArFVKaygAXsx358av3ZvMd7nMzJSZcnU9BaHxptnlIqoW+RUqoh8CVwq9Z6XDUVVRAEwUUmC6xGNOIiLgoJLCF5Ki2wlFIFQEBrvdEaPhy4BxgOnAU8aP1WY0rZrYslS0wEu4VWQ8LcuSZhLsDmzaZPVcuWMH8+HH98eLk2bUz49aOOgi++MNOefNL8VlTA2rX+ocsFQUgOp8By8gd/AHAFVzCe8Ulv17ZA2STjyteBDjQlnLRuL/ZiPevZhV0YRJ0Omhf3W6SUygU+A97UWn9cs8UTBGFrJpMFFmS2C2NtoCoWrFbAZ8qYSbKBd7XWXyulJgAfKqXOAxYAJ1W9mFs3K1fCSy/BffeZ/FTXXmssUba4AsjLMyHUwUT7mz0bZswwwqltW9Nfy5sYGCArS8SVIFSVcsqZz3w2sclXYF3IhdzBHQl/sIopJosscskFYD7zQ/PyyedO7kyqfHaUQIBf+TWpdWsxD+LzLVJK9QUu1lqfb03bH2imlDrbWu9srfWUmi+uIAhbE5kusLLISncRajWVFlha67lARNgDrfVq4JCqFEqA6dNNEttVq0wfqXXr4MAD4d57Yd9946+fmwt9+oTH/cSVIAip4QEe4A7uAIzY8nI7tzOPeYxgRELb60hHtmM7xjAGCAusMYxhT/YkO8lXd6Z/yKuDaN8irfVE4Hxr+G3g7RoumiAIQsa/l0VgVY2qBrkQUsCaNSaC33//wbJl8M478MQT4flNmsB338Ehh0juJUHIJDSacYxjCENC03rRy3fZDnRgNasppzymQFrHOlaxirGM5QzOQKF4i7cA2J7tkxZXgiAIQuaR6QJLXASrhnyp08jatXD66SZpbc+e8Ndf7vndupn+VM89B4dG7cotCEI60Giu4Rqe5EkUiglMoCc9Xe54TlrSEo1mNatDUQBXspKGNAyFXJ/FLLZju9A6b3uMK01oUunyXs3VdKVrpdcXBEEQUkemCyyxYFWNrV5g/fsvfPYZ/P236eu0ciUcdhjccYdJ4DtliunftPPOkdYjreHPP03+qYICOO+85Pb9xBNGXDVpYvpW7bOP2WabNsY98NlnzfT8/JQdriAIKeIHfuBJngRgPOPpS9+Yy7ew8teuZCWtaEUZZWzHduSTz0IWkkUWwxkOmAiEL/Ii+ZiHP4ssjuO4Kn2Q7WTDgiAIQvrJdAtRppcv09mqBdaDD8LNjgiUeXlG2NxzDzz2GDRoYFz2wIign382lqaPPoIPPjDiat688PqnnGJCqG/eDDvtBO3aRd/3hAlGQB13nBF40RBxJdQFnuRJnuEZWtGKR3mUvdk73UWqEhrNL/wCwAIW0JH4OQ5a0hKAFVa08F/4hTWsAYzlqgc9eI/36ElPXud1AG7lVu7nfoopJoecajgSQRAEIR1kugVLBFbVqNNnLxiEmTONVciJ1vD77yZZ74ABRiwtXQpFRSb0+fvvw9FHQ4cO8NZbcM45xp2vVy/IzjZC6vffoXt3uOQSOOIIs91mzeCAA+DII03CXqXglVdg+XKzz4cfhs6djYjbfXcTiOKee2r8tAhCjVBKKX/yJ0MZytVczVzm8hu/sQ/7MJrR6S5epRjDGAYzmL3Zmzu5k050SkhcQVhgPcMzAExmcmjeIzzCaEYzmclcx3Wh6fdyL2WUibgSBEGoY2S6wBKqRp2wYGkNTz9tEue2aweTJ0NxsUnCO306bLONcbvr2RP228+Ipu+/NwLn0UdNXycngwaZf5vTT4drroGPPzbhz3fYAW66CQKB8P5POMFYourXh8cfhwcegAUL4Pzz3dvebTdjvcrNNdau9u2r9dQIQo2j0fwf/8eLvBiatjd78yzP8g7v8BiP8QIvcCAHpq+QCfA933Mt13IiJ9Ke9jzGY0xnumuZXdk14e11pzvNaR6yfC1mMbnk0oIWvM7r/MzPAOxLOEyoQklQC0EQhDpIbRFYR3JkuotQK6kTX+61a+Ghh4wVyknnznDMMVBSYvpa/fILvPyycfe75RY46aRIcRWNHXc0/34oZdwGp00L99W66CIYPdpECFy40Az37AmDB8OcOcaNUMSVUJfYwhYO4RDa054P+dA171IupY/1V0YZz/EcC1mYsPWnJlnAAl7iJZ7lWTawgalMBUyAiX7042u+pitdGchAruGahLebQw7Xci03czNjGMMSltCRjvzCL7SnPXOZC0BnOlfHYQmCIAgZRG0QWMtYRmMap7sYtZI6IbCaNjVhzD/91CTUnTgRbrjBBKvIcXjW/PqrySd1wAEmKEUqycoyFjQnBx4YHr7qqvBw9+6p3bcgZAIjGOFKYruJTfzCL7zP+wxgQGj6tVzL0zzNQRzETGaGIuiBseqsZz07sEONlh2ghBLWspb7uZ+hDOUgDmIoQ/mDP1jOcs7nfHLJ5QEe4GROrlREvm3YBoD92Z992Id2tKMlLfmUTzmGYwBCyYUFQRCEukttEFh2xFsheeqEwALjtrdDnDrZ3rW7X70gZDS/83to+EqupIACDrf+nHSkI/uzPz/zM8MYxkmcBMA85rE927OFLYxiFAdzcNR9zWMejWhEU6qWQbuYYiYwgYlMZDCDWc1qAA7jML7lW4AIIXUrt1Z6fz3pGRr+hV84h3MAOJqj+Yd/WMvaSm9bEARBqD3UBoElVJ46I7AEQUgvi1hEN7oxilG0J7b/6yhG0YQmDGIQc5jDkRzJOZzDFrYARuAsZWkoMMQMZjCe8cxnPjOZySd8wgEcwJ7syau8yid8wn7sF7eMpZQyn/nkkksRRZzJmUxiEgDbsR31qMdiFnM0R1fxbPjTi15cwzWhkOmXcEloXnfEtC0IgrC1IAKrbiMCSxCElLCYxXSgQ0L9qrLJ5gme4AIu4FbrD+BmbqYBDbiFW3iBF7iJmziDMyL6dMH/t3f3QXLUdR7H39+emZ2dfUo2CdmEbLIJJkRCeA6QgFgpgicgZfzDo9Arj1KoqByWlk/g01mHqIiiCFhylJ6lVaByAUzgQE4eTiOFkASjJCFZA3mEJLtZkn3KPszD7/6YnmF2dvKwyezO9OznNdU1/TTdn+npnd98p3t74I/+DdIXpDhagTXAAKtZzb3cyxrWDJn2bb7N5VzOeZxHO+08yZPcwAh/1G4ELuRCAL7BN47521kiIlKZdBn0yqYCS0RO2Fa2EiXKJCbxOq8POx3waG7kRlKk+CSfBGABC7id2/HweJEX+Sbf5D7uo512vsAXWM5yYsTooYd5zOMmbqKNNjazmd3sPuq6buXW7I8CA3yJL9FIIxOZyKf5dHZ8M82sYMXINsIIXcu1xIhl/+dKRETGHx3BqmwqsETkuLzMy3yf7zOHOcSIsZKVbGYzkL5CXpw47+f9I1rmClawjGX8iB9xAzdkv9H7Bb/gO3yHP/EnbuM2PsWnhj12FasAWMxi1rEOhxvSYPXQQy21PMuz2eJqBSu4m7uJETuRTVAUHt6Qi36IiMj4owKrsqnAEpEhnuIp7uEePsSHWMEKnud5HuMx7ud+aqmlk04ApjOdC7mQtawlTpxneIZlLBvx+t7Fu7iP+4aMm8xk7uKu43p8NdW8xEt4eHydr/M6r/M0T/M2b2fnOYVT2MnOkhZWIiIiGSqwKpsKLJFxai97OYVTCBOmiy6+y3dZzersUanf8/vskaMQIT7KR7mHe9jDHsKEmc98DGM/+5nIxCGXWx9LX+SLbGQjHXRwO7dTSy1XczUHOMDzPE8DDTzMwyquRESkbKjAqmwqsETGiZ3sJEGCF3iBR3mUx3kcgDrq6KILSB9NupmbuYVbeIAH+BbfYhGLeI7nqKceYNiPDpb6dzKu4RraaaeVVhpooJpqGmkEIEmSfvqppcg/fCciInISVGBVNhVYIhVokEF+yA95iqeIEiVFiud4DofLzrOABexlL8tYRiONXMRFfJyPEyIEwG3cxnKWcyZnUk11qZ7KcTGM+cwfNj5ESMWViIiUHRVYlU0FlkgFOodz2MIWqqnOXjjiRm7kdE5nJjOZwQwu5VLg6G/yF3DBmOQVEREZT1RgVTYVWCIB1EknL/IiDTTwbt6dPSVuF7v4OT9nC1v4AB/gcR7Xm7iIiEiZUdtc2VRgiZTYPvbxU35KP/1czuUYxkM8xBrW0EMPC1jAZCZzBmewmc1sZCOttA5ZhodHjBi99GbH3cmdegMXEREpQ/qh4cqmAkuKIkEie9GEFCkM41VepZZaFrKQ+cxnH/s4kzNpoKHEaUePw7Gb3UxmMgc4wG52s5Wt1FDD67zOW7zFLnbh4dFIIwkSPMRDQPrbrDu5E0hfeOI0TqOddrroYje7eYRHmMMcTud0ruRKlrKUHnpopZVBBtnKVi7hEi7iIiYykQUsKOWmEBERkSPQF6CVTQVWhYoTJ0JkxI/rp5/97OdVXs3+jtAudtFKKyFCzGUui/3bZ/gMj/Io53M+29jGbnYf1zpmMYvlLGcCE4gR4xCHmMIULuESLuXSIW86XXRRQw3h49hV839o9mi2spU1rKGDDhawAMNooom5zKWVVnawg33so402pjCFGmqIEWMhCzmLs4Zs2w46eIEXeIM3eIIneJZnj7jeWmqZxSyqqOIFXqCffj7BJ7iZm5nLXP7IHxlkkKu5etiFJfrpL/uLTYiIiMixqcCqbCqwAqqLLv7CXxhggJ3szJ46tpe9HOIQBznIZVxGM81MYhIttFBPPYc5zMu8zOM8zrmcy4VcyCCDbGc7SZKsYx0HODBsfYYNuQJdrkMc4lzO5Q7uoIEGHI4ZzGAa0+illzd4gx3sIEqUNtpYyUru5d7s48OESZDI9nt4GEaKFHHiADTTzGIWU0UVLbRQRx072ckgg9lT5nrp5VROpYUWaqhhG9voppvpTOdU/zaVqTzDM6xj3Qlv+8yFIzLFziEOkSIFpH/Q9qt8lRpqmMY0ZjCDeczjIAeZxzwmMCG7nJR/yy0er+Gao65XZCQSiQQ9PT1UV1dz8OBBUqkUqVSKSZMmUVVVRTgcxkyNvIjIWFOBVdnMucIfmk96wWZXAj8GQsDPnHN3HGneRYsWuXXrTvwD71hwOLaylT/zZ17hFUKE6KSTVlqZznSaaCJGjAEGqKGGwxxmJjOppRYPjyqqSJDAMOqpZwITmMpUWmghRIgECeLESZCghx62sIU4cbawhbd5Gw+PZpo5yEEe5EH2sGdIvglMYCELmclM6qhjgAE2s5kd7GCQQbrpzs7bQANXcAWb2MQudtFHH1OYQiONzGMeV3AFZ3M2LbTgcDTRRJQoESL00ssa1vAgD+Jw/IpfHdfRpfxt2UknKVK8xVucwRkc4hCrWMVGNpIgQYwY5t8OcIBOOtnABpIk2cEOUqSI+rdZzGIRi5jOdFpppZ12BhhgEpOYyUz2sY/tbOdN3uQgB1nIQj7GxziLs7iAC9jOdgxjE5topz17pb066mihhV566aOPHnpYy1rWs54DHKCWWvrpZwYzuIIrOIdzmMhEnVctY6anp4fW1lZ6e3s5fPgwfX19pFIpkskkbW1tdHR0cLT3+NraWmpqamhoaKC+vp7u7m5CoRCRyDtHaHMfnynQGhoaiEajJBIJBgYGiEQizJ07l9NPP/2kno+ZrXfOLTqphYyBILRZIlKeMoXVkb60lrSgbKcjtVujUmCZWQhoBd4H7AHWAh9xzm0uNH8xGqsHeIAuuujxb4c5TC+97GVv9ohM5gO7h0c45xYiRJgwUaJUUZUtdHLvN7GJDjoAqKeefvppoIHZzKaX3mzBEyXKYQ5TTTUHOXhSzymTuY464sTpp58QIS7mYq7iKpawhBgx5jCHaUw74rchDsfbvJ29AMJMZg7ZcQ9zOFC/FdRFF+20cxqnjfgboCTJ7O88iQTdqlWr2LBhAwCRSISamho8L13gT506lalTp+KcY2BggNmzZxMOh4nH47S1tWWPbg0ODtLd3U1XVxc1NTUAJJPJguszM5LJJH19fQwODuJ5HtXV1cTjcS6++GKWLl16Us+nmAWWmU0CfgvMBnYA1zrnDubN0wI8BnhABLjXOXf/sZatAktETlRQCodSC8p2OlK7NVqnCF4EbHPOveGv/DfAcqBggVUMX+y9ie7a9IeCWJ9R2+9R2+fR2BWmeX/621jnfxZPhhxJDxIhRzzs6A85EiHor0oRDzsiCSOSMMLJzD1cub+KJX+fwbKX65m/I4oz8JwBSaAamDssU2ddM4mQI+k5EmEIJdMZumtTdNYl2Tc5zq5pcZw5wsl31hdJGHN3RfEcNO+P0PR2hKTn6KxLUtvnEY0fBh7xu2MzYLLfFZoWnNIqrcHvTkSh0qozFqOvqoqE55H0PJJmOPP/tJ0bUsKlzNLz+J0zw5xLdzD0PvPYAuPy53P+ch2AGQ5wuff+aVyuwLRjjSdnfbnPJ7PeVM7ygSFvZZYzX+7yC2U8kmGPPU7FPnnCy9/+fv+xMplzeM4Rcg4vlcLzh8PJJFXJJJFEIn2fTKa3FWS3D0A4laI/HKa7upqe6moSoRDd1dX0RSIF94uIv9xQMpldVyZ7/vD2s89mXlcX/7x2LZEjFEWFnHkC2+9YXHU1nGSBVWS3As865+4ws1v94Vvy5tkLLHHODZhZHbDRzFY7594a67AiMj58j+9xy7C3Iqk0o1VgzYAhVzzYA1ycO4OZrQBWAMyaNeukV3jzTz4LiSiReAQPDy+VIuwfnRv2wZL0B5lsPzkfQHOm5YsDvz8j3UH6K8/M47ycD0iZ8bnjMvOEcjqASe3+B1zI3vd7HuubPQZCIVJz7J0PXznLyvSHnKM3HMbBkOc3EuYcs3p7qUomSWYKCLN0oZG3zCEfpJ0jaZYuTMzw/OfogGTeB+5h2fIKl0Lbfth05975YE+B4gGIex4JzyNFgaLD78+dljKjNzLyi4GInBTnqEql/28vdx/NL3aPx+KODiIzZhQ/4whZY2OpI+RbDiz1+38J/B95BZZzbjBnMAo6v1dERteX/ZtUtpJd5MI59wDwAKRPtzjZ5V215EMkk0nMLPs/CMlkMvv/A4Xu8/tHcrpkZv5UKjXk/mj9iVSKAT9XZnwoFMLzPMwsex8KhZgYjRKNRrOn++RmzF12IpGgKee0oBM55bO7u5t/vPkmoVBoWJf7D/DOOcwMM8uuJxQKEQ6HqQqFcM5lX4Oq0NBjRfnbP3+cO875MuvPdLnbBtKnSVWHw9ltmenyh3O7hoYGmpqahj3vQlk8zyu4fQq9PiPpPM8blhEomHck43O3YaG/gULrzH/dMvPlL/9Iw/mPz30Niu1k/mYz3bEu8pB5TG6XTCZJJBIMDg4Sj8ez97nLy9wnEgmi0Sj19fXU1dURiUSIxWJUVVUVXF8ymWRwcDD7PpH7HpM/DDBt2jQYhW1bAZqcc3v9/n1AU6GZzGwm8D+kT0P40pGOXhX7S0ERETmyz/N51rO+1DFO2GgVWG8CM3OGm/1xo+ayyy4bzcWLiIyJUChELBYrdYxAMLNngGkFJn0td8A558ysYDXunNsNnG1mpwK/M7OVzrn9BeYr6peCIiJyZHdxV6kjnJTRKrDWAvPMbA7pwuo64KOjtC4RERmHnHNXHGmame03s+nOub1mNh1oO8ay3jKzjcBlwMoiRxURkXFkVM4rcc4lgJuBp4HXgIedc5tGY10iIiIFrAau9/uvB1blz2BmzWYW8/sbgfcAW8csoYiIVKRR+x8s59yTwJOjtXwREZGjuAN42MxuAHYC1wKY2SLgU865G4EzgLv80wcN+IFz7tVSBRYRkcpQsotciIiIjBbnXAewrMD4dcCNfv8fgLPHOJqIiFQ4XXpKRERERESkSFRgiYiIiIiIFIkKLBERERERkSJRgSUiIiIiIlIkKrBERERERESKxJwr/Q/Sm1k76cvonqwpwIEiLGesBTU3KHupBDV7UHODso+FFufcKaUOcSxqswBlL4Wg5gZlL4Wg5oZgZS/YbpVFgVUsZrbOObeo1DlGKqi5QdlLJajZg5oblF2KL8ivi7KPvaDmBmUvhaDmhmBnz9ApgiIiIiIiIkWiAktERERERKRIKq3AeqDUAU5QUHODspdKULMHNTcouxRfkF8XZR97Qc0Nyl4KQc0Nwc4OVNj/YImIiIiIiJRSpR3BEhERERERKRkVWCIiIiIiIkVSEQWWmV1pZlvNbJuZ3VrqPPnM7L/MrM3MNuaMm2RmfzCzf/j3jf54M7N7/OfydzM7v4S5Z5rZ82a22cw2mdlnA5S92sxeNrO/+dn/wx8/x8xe8jP+1syq/PFRf3ibP312qbJnmFnIzP5qZk/4w4HIbmY7zOxVM9tgZuv8cUHYZyaa2Uoz22Jmr5nZkoDknu9v60zXZWafC0L28ayc262gtll+HrVbpcuvNmvss6vdKlfOuUB3QAh4HTgNqAL+Biwoda68jO8Fzgc25oy7E7jV778V+J7ffzXwFGDAYuClEuaeDpzv99cDrcCCgGQ3oM7vjwAv+ZkeBq7zx98PfNrvvwm43++/DvhtGew3nwceAp7whwORHdgBTMkbF4R95pfAjX5/FTAxCLnznkMI2Ae0BC37eOrKvd0Kapvl51G7Vbr8arPGPrvarTLtSh6gCC/MEuDpnOGvAF8pda4COWfnNVZbgel+/3Rgq9//n8BHCs1X6g5YBbwvaNmBGuAV4GLSvwwezt93gKeBJX5/2J/PSpi5GXgWuBx4wn9TCUr2Qo1VWe8zwARge/52K/fcBZ7HPwEvBDH7eOqC0G5VQpvl51G7NTZ51WaNfW61WyXOfrSuEk4RnAHszhne448rd03Oub1+/z6gye8vy+fjH8I/j/Q3aoHI7p+usAFoA/5A+hvjQ865hD9Lbr5sdn96JzB5TAMPdTfwZSDlD08mONkd8L9mtt7MVvjjyn2fmQO0A7/wT3H5mZnVUv65810H/NrvD1r28SSIr0Hg9ie1W2PqbtRmjTW1W2WsEgqswHPpctyVOseRmFkd8AjwOedcV+60cs7unEs6584l/c3aRcC7S5vo+JjZNUCbc259qbOcoPc4584HrgL+zczemzuxTPeZMOlTon7qnDsP6CV9ekJWmebO8v+/4YPAf+dPK/fsEixB2J/Ubo0dtVklo3arjFVCgfUmMDNnuNkfV+72m9l0AP++zR9fVs/HzCKkG6kHnXOP+qMDkT3DOXcIeJ70KQoTzSzsT8rNl83uT58AdIxt0qxLgQ+a2Q7gN6RPufgxwciOc+5N/74NeIz0h4Ry32f2AHuccy/5wytJN1zlnjvXVcArzrn9/nCQso83QXwNArM/qd0ac2qzSkPtVhmrhAJrLTDPv1pNFelDjatLnOl4rAau9/uvJ32eeGb8v/pXTFkMdOYcLh1TZmbAz4HXnHM/zJkUhOynmNlEvz9G+hz810g3WB/2Z8vPnnlOHwae8789GXPOua8455qdc7NJ78/POef+hQBkN7NaM6vP9JM+t3ojZb7POOf2AbvNbL4/ahmwmTLPnecjvHOaBQQr+3gTxHYrEPuT2q2xf+9Xm1Wa/UXtVsmzH12p/wmsGB3pq4u0kj5X+WulzlMg36+BvUCc9DcON5A+3/hZ4B/AM8Akf14DfuI/l1eBRSXM/R7Sh2f/Dmzwu6sDkv1s4K9+9o3Av/vjTwNeBraRPiQd9cdX+8Pb/OmnlXq/8XMt5Z0rMpV9dj/j3/xuU+bvMSD7zLnAOn+f+R3QGITcfp5a0t8AT8gZF4js47WjjNstAtpm+XnUbpV2+y9FbdZY5j8XtVtl2ZkfXERERERERE5SJZwiKCIiIiIiUhZUYImIiIiIiBSJCiwREREREZEiUYElIiIiIiJSJCqwREREREREikQFloiIiIiISJGowBIRERERESmS/wcyPSM9ULhizwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def findTopSRcandid(SR,k):\n", + " idxVec = list(); found = 0\n", + " while found < k:\n", + " idx = np.argmax(SR)\n", + " idxVec.append(idx) \n", + " SR[idx] = -10000 #disqualify SR[idx]\n", + " found += 1\n", + " return idxVec\n", + "\n", + "start = time.time()\n", + "idxVec = findTopSRcandid(SR,k)\n", + "end = time.time()\n", + "print(\"%fs\" % ((end-start)))\n", + "\n", + "l = [lab[int(index)] for index in idxVec]\n", + "print(l)\n", + "for i in range(k):\n", + " if i % 4 == 0:\n", + " print(i)\n", + " plotSec(l[i:(i+4)],lab,prices,R)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### These k=12 names are best candidates for next quarter\n", + "### We repeat this process going back in time to obtain a back-test" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Open part 2 of this tutorial" + ] + } + ], + "metadata": { + "celltoolbar": "Raw Cell Format", + "kernelspec": { + "display_name": "Python (rapidgenomics)", + "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": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/Part2.2021.ipynb b/gtc21-s32407-backtestingequityinvestmentstrats/Part2.2021.ipynb new file mode 100644 index 00000000..590ec810 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/Part2.2021.ipynb @@ -0,0 +1,2322 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# S32407- Learn how to use GPU's for more Accurate Backtesting of Equity Investment Strategies, NVIDIA\n", + "\n", + "## Part 2: Adding Price Sampling and Running Top Sharpe Ratio strategy on 12 quarters\n", + "\n", + "[Mark J. Bennett, Ph.D., contact info: mbennett@nvidia.com]\n", + "[Financial Analytics book website](http://cambridge.org/FAR)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import cudf,pandas as pd,sys\n", + "import cupy,numpy as np,math\n", + "from numba import cuda\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pick a pair of months approx 3 months apart: first month is to look back 3 year daily prices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[]\n", + "(753, 4266)\n" + ] + }, + { + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CTBBDYADMNPVSQNSHMNVECFRCCABODTY...TWINPPBICHIVERITAYDINTUICPTICCCSNBRESGR
019.84012282.20999937.35055511.30956118.55999934.58122329.4890.715340695.37036121.640013...17.32000031.4989227.92426313.0213.33135.759232108.5199976.1628.580000187.800003
119.86417284.19000236.88045511.35239917.87999934.40134429.5089.673515698.39288321.516924...17.90000031.3605677.91015713.0513.26136.331146111.9000026.1828.799999187.649994
219.90425386.69000237.09332711.36953818.08000034.49127630.0092.409500709.89996321.631811...18.23000032.2368247.97361113.2813.00137.000046113.1999976.1730.200001190.550003
319.96036585.95999937.44812411.39524117.68000035.30072029.9891.494270710.44421421.664639...18.30999932.2368248.00885913.2913.00138.434662119.2200016.2629.809999193.800003
419.90425386.88999937.19975711.37810717.60000034.80606529.7492.467903705.07946821.615398...18.10000032.2368248.00885913.0712.91138.279526120.9899986.2629.950001195.600006
\n", + "

5 rows × 4266 columns

\n", + "
" + ], + "text/plain": [ + " CTBB DY ADM NPV SQNS HMN VEC \\\n", + "0 19.840122 82.209999 37.350555 11.309561 18.559999 34.581223 29.48 \n", + "1 19.864172 84.190002 36.880455 11.352399 17.879999 34.401344 29.50 \n", + "2 19.904253 86.690002 37.093327 11.369538 18.080000 34.491276 30.00 \n", + "3 19.960365 85.959999 37.448124 11.395241 17.680000 35.300720 29.98 \n", + "4 19.904253 86.889999 37.199757 11.378107 17.600000 34.806065 29.74 \n", + "\n", + " FRC CABO DTY ... TWIN PPBI CHI \\\n", + "0 90.715340 695.370361 21.640013 ... 17.320000 31.498922 7.924263 \n", + "1 89.673515 698.392883 21.516924 ... 17.900000 31.360567 7.910157 \n", + "2 92.409500 709.899963 21.631811 ... 18.230000 32.236824 7.973611 \n", + "3 91.494270 710.444214 21.664639 ... 18.309999 32.236824 8.008859 \n", + "4 92.467903 705.079468 21.615398 ... 18.100000 32.236824 8.008859 \n", + "\n", + " VERI TAYD INTU ICPT ICCC SNBR ESGR \n", + "0 13.02 13.33 135.759232 108.519997 6.16 28.580000 187.800003 \n", + "1 13.05 13.26 136.331146 111.900002 6.18 28.799999 187.649994 \n", + "2 13.28 13.00 137.000046 113.199997 6.17 30.200001 190.550003 \n", + "3 13.29 13.00 138.434662 119.220001 6.26 29.809999 193.800003 \n", + "4 13.07 12.91 138.279526 120.989998 6.26 29.950001 195.600006 \n", + "\n", + "[5 rows x 4266 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "blockSz = 256\n", + "cupy.random.seed(100)\n", + "\n", + "fname1 = \"data/MVO3.2017.08/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2017.08/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2017.11/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2017.11/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2018.02/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2018.02/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2018.05/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2018.05/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2018.08/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2018.08/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2018.11/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2018.11/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2019.02/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2019.02/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2019.05/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2019.05/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2019.08/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2019.08/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2019.11/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2019.11/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2020.02/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2020.02/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2020.05/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2020.05/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2020.05/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2020.05/NASDAQ/prices.csv\"\n", + "\n", + "def readPrices():\n", + " #read NYSE and NASDAQ: 2 separate price files\n", + " df1 = cudf.read_csv(fname1)\n", + " df2 = cudf.read_csv(fname2)\n", + " #need to check for dup cols:\n", + " print(list(set(df1.columns) & set(df2.columns)))\n", + " return cudf.concat([df1, df2], axis=1)\n", + "\n", + "#merge the ticker label sets:\n", + "df = readPrices()\n", + "pp = df.shape[1]\n", + "prices = df.values\n", + "cols = df.columns.values.tolist()\n", + "print(df.shape)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Above we see a 5 row slice of our single quarter (approx. 756 days) of prices\n", + "\n", + "### Below we have our Sampling code using the Block-Boostrap algorithm" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "#The following two functions were authored by Yi Dong, Ph.D. yidong@nvidia.com\n", + "@cuda.jit\n", + "def boot_strap(result, ref, block_size, sample, length, assets, num_positions, positions):\n", + " i = cuda.threadIdx.x\n", + " sample_id = cuda.blockIdx.x // num_positions\n", + " position_id = cuda.blockIdx.x % num_positions\n", + " sample_at = positions[cuda.blockIdx.x]\n", + " for k in range(i, block_size*assets, cuda.blockDim.x):\n", + " asset_id = k // block_size\n", + " loc = k % block_size\n", + " #print(sample_id, position_id, sample_at, k, asset_id, loc, position_id)\n", + " #print(sample_id * length * assets + asset_id * length + position_id * block_size + loc + 1, asset_id * (length - 1) + sample_at + loc)\n", + " if (position_id * block_size + loc + 1 < length):\n", + " result[sample_id * length * assets + asset_id * length + position_id * block_size + loc + 1] = ref[ asset_id * (length - 1) + sample_at + loc]\n", + " \n", + "\n", + "def run_bootstrap(v, number_samples = 2, block_size = 60, number_of_threads = 256):\n", + " \"\"\"\n", + " @v, stock price matrix. [time, stocks]\n", + " @number_samples, number of samples\n", + " @block_size, sample block size\n", + " \"\"\"\n", + " length, assets = v.shape # get the time length and the number of assets,\n", + " init_prices = v[0,:].reshape(1,-1,1) # initial prices for all assets\n", + " v = cupy.log(v)\n", + " ref = cupy.diff(v, axis=0) # compute the price difference, dimension of [length -1, assets]\n", + " output = cupy.zeros(number_samples * assets * length) # output results\n", + " sample_range = length - block_size # sample starting position, exclusive \n", + " num_positions = (length - 2) // block_size + 1 # number of positions to sample to cover the whole seq length\n", + " sample_positions = cupy.random.randint(0, sample_range, num_positions * number_samples) # compute random starting posistion\n", + " number_of_blocks = len(sample_positions)\n", + " print('[',number_of_blocks,',',number_of_threads,']',number_of_blocks*number_of_threads)\n", + " boot_strap[(number_of_blocks,), (number_of_threads,)](\n", + " output, \n", + " ref.T.ravel(),\n", + " block_size,\n", + " number_samples,\n", + " length,\n", + " assets,\n", + " num_positions,\n", + " sample_positions)\n", + " if False: print('reshape(',number_samples, assets, length,')')\n", + " output = output.reshape(number_samples, assets, length) # reshape the results [number_samples, number assets, time]\n", + " return (cupy.exp(output.cumsum(axis=2)) * init_prices) # convert it into prices" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "cupy.core.core.ndarray" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "price_matrix = prices\n", + "type(prices)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can set our total_samples to determine the number of synthetic price paths formed from segment of actual price paths" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 208 , 256 ] 53248\n", + "0.42496395111083984 secs\n" + ] + } + ], + "source": [ + "import time\n", + "start = time.time()\n", + "total_samples = 16 #was:12\n", + "result = run_bootstrap(price_matrix, number_samples = total_samples)\n", + "print(time.time()-start,'secs')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### When we plot paths we can see typical per security set of paths along with the original market path (lime green).\n", + "\n", + "###This sampling can be done much faster on the GPU, especially as we desire more paths for robustness per the parameter total_samples." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "[763, 1793, 2268, 3842]\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAEICAYAAACtaWlhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOyddZgk1bnGf9Vu0+MuO+us78LCLu4aggYSkmAJgRhJCJEbvwkhnptAggYIHjS4Lg7r7js7O+4+LdPede4f1TrTM+usnd/z7LPTVdVVp3umu9766j3vpwghkEgkEolEIpFIJEl0B3oAEolEIpFIJBLJwYYUyRKJRCKRSCQSyTCkSJZIJBKJRCKRSIYhRbJEIpFIJBKJRDIMKZIlEolEIpFIJJJhSJEskUgkEolEIpEMQ4pkiUQikUgkEolkGFIkSyQSyUGKoihfUBRluaIoQ4qidMd+/qai8bCiKEJRlIuHPedvseXXxR5fpyhKVFEU77B/ZQfkRUkkEskhghTJEolEchCiKMqtwB3An4ESoBj4OnAiYIptth24JuU5BuBKoG7Y7pYKIRzD/rXv79cgkUgkhzKGAz0AiUQikaSjKEo28BvgGiHE8ymr1gJfim0D8ApwtaIouUKIAeA8YAOQ9emOWCKRSA4/ZCVZIpFIDj6OB8zASzvZLhDb5guxx9cAj+7HcUkkEskRgxTJEolEcvBRAPQKISLxBYqiLFEUZVBRFL+iKKekbPsocI2iKDnAqcCLGfa3MPbc+L/hdgyJRCKRDEPaLSQSieTgow8oUBTFEBfKQogTABRFaSWlwCGE+ERRlELgZ8CrQgh/zIqRyjIhxEmfztAlEonk8EBWkiUSieTgYykQBC7e2YYxHgduRVotJBKJZJ8hK8kSiURykCGEGFQU5dfA3YpWFn4LGAJmA/YMT7kT+Bj46NMbpUQikRzeyEqyRCKRHIQIIf4EfB/4EdAV+3cf8GNgybBt+4UQ7wohxCi7Oz5DTvKx+3P8EolEcqijjP6dKpFIJBKJRCKRHJnISrJEIpFIJBKJRDIMKZIlEolEIpFIJJJhSJEskUgkEolEIpEMQ4pkiUQikUgkEolkGDuNgFMUpRIte7MYEMD9Qog7hm2jAHcAFwA+4DohxJrYumuBn8c2/a0Q4pGdHbOgoEBUV1fvxsuQSCQSiUQikUh2j9WrV/cKIQozrduVnOQIcKsQYo2iKFnAakVRFgkhtqRscz4wOfZvAXAPsEBRlDzgV8B8NIG9WlGUl4UQA2MdsLq6mlWrVu3C0CQSiUQikUgkkj1DUZSm0dbt1G4hhOiIV4WFEB5gK1A+bLOLgUeFxjIgR1GUUuBcYFEsw3MAWASct4evQyKRSCQSiUQi+VTYLU+yoijVwDxg+bBV5UBLyuPW2LLRlmfa942KoqxSFGVVT0/P7gxLIpFIJBKJRCLZp+yySFYUxQE8D3xPCOHe1wMRQtwvhJgvhJhfWJjRGiKRSCQSiUQikXwq7JJIVhTFiCaQnxBC/DfDJm1AZcrjitiy0ZZLJBKJRCKRSCQHLTsVybHkigeBrUKI/xtls5eBaxSNhYBLCNEBvAWcoyhKrqIoucA5sWUSiUQikUgkEslBy66kW5wIXA1sVBRlXWzZT4EqACHEvcDraPFvO9Ai4K6PretXFOU2YGXseb8RQvTvs9FLJBKJRCKRSCT7gZ2KZCHEJ4Cyk20E8K1R1j0EPLRHo5NIJBKJRCKRSA4AsuOeRCKRSCRHKI0be+lu2udz8SWSw4JdsVtIJBKJRCI5zPC5Q7x21wYALvjGLMbPkclSEkkqspIskUgkEskRyLalHQAYjDo+eLKGUCBygEckkRxcSJEskUgkEskRhlAFmz9pp2xyDhffMg+fK8TWxZpo9g4EUaPqAR6hRHLgkSJZIpFIJJIjjNbtA7h7/Ew/qYySCdmUTHCy4YNWhlxBHvnJYla82nCghyiRHHCkSJZIJBKJ5AijYV0vBrOeiUdrPuTpJ5Xj7vGz6rVGAJo29R3A0UkkBwdSJEskEolEchjTuq2f//xmOe4+f2JZb4uHwgoHBqMegPFzCgDY9JHWFFen1zHkCtLX7s24z55mDy/fsZagL7yfRy+RHDikSJZIJBKJ5DBmxasN9LcP8djPlvLuw1uIRlR6W70UVGYltrHYjVQclZt43N3o5uEfL+bp364csT8hBC/+3xpatg7QsnXgU3kNEsmBQEbASSQSiURymNKyrZ/OOhc5xTb0Rh3blnWiCkE4GKWg0pG27ZnXTsfnDtLV4Oajp7YD2gS/aFhFb9Rqas2b+1j/XiuhQBSA9h2DTDqmaL+MPRyMsuqNRo45bxwmi5Qrkk8f+VcnkUgkEslhSCQc5fW7N5BTbOPiW+Zhzzbz6j/Xs315FwCFKZVkAEeuGUeumWhYS7bILbUz0DGEpz9ATrENgI+fqWWwy8fR546jq9FNe+3gfhv/hvdbWPNmExabkXnnVO2340gkoyHtFhKJRCKRHIYMdvmIhFSOvXA89mwzANNPLAOgoNIxopIcp3RSDl/69UJO++JUANy9mpc56Asz2OVjwUUTOP7SiZRPyaGvzUtgaP/4kr0DQQCZ3yw5YMhKskQikUgkhwitNQO8ce9Gxs8u4Ixrp6HTKQC4+/yEA1HyyzXhK4Sgv2MIgLxSe+L51XMKOOmKyUw5rhhFUUY9Tk6xDYNJF9t3gIA3TE+LB4DiaicAZZNzQEBHnYvxswv26et89+EtbFvWmXhtEsmBQIpkiUQikUgOETa810LIH6FmeSclE7OZeUo5AI/9bCkA37r3DNa908zaRc1Mnl+MolPIKbIlnq/TKcw5s3KXjmXLNqPTK2xf0cmHT9ZQPF4Tx4XjNJtGcbUTnUGhvXZwn4pkIURCIAMMdvr22b4lkt1B2i0kEolEIjkE8HtDNG7sY97ZVZROzGbt200IIehucie28Q4EWfzcDnyuEHVruskutCYm3e0uOp1CVr6Fjh0uALoa3OSV2bHYjQAYTHpKxmezY1UXAe/eWy6EEPS3D6XtK6fYxkCnDyHEXu9fItldpEiWSCQSieQQoKvBjVAF1bMLmLqwBHdvgJ5mDx8/XZvYpmF9T+Jn70CQ/DJ7pl3tMnPPSp8wN3FeYdrj4y+biM8T4uNnt+/VcQC2L+/kP79ZzuaP2wG44BuzmHlqOeFgFJ87hFClUJZ8ukiRLJFIJBLJIUBPswcUbdLd+DmFoMBrd22gs95F1Yx8ABo39KZVjksn5ezVMWeeUs7F35vLrNMqAJgwTCSXjM9m1mkV1K7owtWzd7aI7ibN81y7SkvfyMq3YnOaAHj4x4t54a9r9mr/EsnuIkWyRCKRSCSHAN1NHnKLbZgsBmxOE+NnF+Bzh7DnmJl7luYzbt7Sn5hYB1A2JWevj1txVB4nXjGJK396LAUVWSPWzzmjEiGgYX3vXh0n6NNSLPrbtQmHznxLQiSDNkGwZWs/699t4dW71u/VsSSSXUFO3JNIJBKJ5CBHCEFPk5vyqcmueCddMZmOOhcnXTE5EfEG2sS6gS4ffncokXaxt+j1OgqrRgpk0PKVzTYDru69S6GIp3EAmO0GTFZDmkgGePmOdYmf/d4QVkf6eolkX7JTkawoykPAhUC3EGJmhvU/BL6Usr9pQKEQol9RlEbAA0SBiBBi/r4auEQikUgkRwqubj9DrhAlE7ITy5wFVr76l5MBLcM4TvmUXOaeWYnfE05ExO1PFEUhu9C6V3YLoQoGupLPL5+sXQxYs0YXwT1NnoTNRCLZH+xKJflh4J/Ao5lWCiH+DPwZQFGUzwK3CCH6UzY5XQixd/dgJBKJRCI5gmnZqp1Wq2bkZVxvsiZP55VH5WIw6XHkWj6VsQFkF9norHft8fOHXEEiwSinfGEKE+YWYsvWxLHZlnxdReOyCAejDMQi4bqbpUiW7F92KpKFEB8pilK9i/u7CvjPXo1IIpFIJJKDiGhURadTxmy+sb9p2dqPs8BCdqEt4/r42Bx5Zgwm/ac5NACyi6zsWNVFNKzuUeTc0GAIgKw8C/acpHUk9T0//eppOAsstG4dYMl/d2gTGSWS/cg+m7inKIoNOA94PmWxAN5WFGW1oig37uT5NyqKskpRlFU9PT1jbSqRSCQSyaeCqgru/dYHLH5+xwEdx5ArlNYUJBNf+fNJXPXLBZ/SiNLJKbIhhFbd3ROGBrUW1KkCeTiOHDMmi4EJ8wrJKbEl2mVLJPuLfZlu8Vlg8TCrxUlCiKOB84FvKYpyymhPFkLcL4SYL4SYX1hYONpmEolEIpF8avTGWjGvf7flgI4jGtl5hdaaZcJkOTDz8Sun5WHLNvHmfRsZ7Np9b/KQa+ci2WxPvjZ7tpkhV2j3ByqR7Ab7UiR/gWFWCyFEW+z/buAF4Lh9eDyJRCKRHEFsX9lJ3ZruT7X7Wuu2AYCdVnH3N9Gwit5w8Ka22pwmLv7uPFRV8NIda/EOBHfr+UODQRSdgtVhHLFu/Byt5XWq9cKebcLvCRGNqns3cIlkDPbJJ05RlGzgVOCllGV2RVGy4j8D5wCb9sXxJBKJRHJkIYRg0YNbePP+TWxd0vGpHbdt+yAA6gEWY9HIwS2SAfLK7Fz0nbkEhiIse6lut5475ApizzahZEjjOP/rs/jm3aenLbPnmEGA3y2ryZL9x04/cYqi/AdYCkxVFKVVUZSvKorydUVRvp6y2aXA20KIoZRlxcAniqKsB1YArwkh3tyXg5dIJBLJkUFgKBlxtunDtk/tuJ4+zffqHQx+qhXs4eyK3eJgoLAqi8qjculqcO/W84ZcIWzZma0WiqKMEM/xXGjv4O5VrCWS3WFX0i2u2oVtHkaLiktdVg/M2dOBSSQSiUQSx9MXAKB8ai5tNQM8ffsKrvjJsRlzgNWoSl/b0KjNL3YHn0erVKoRQcAbHjO3d39ysNstUikal0XD+l5C/khaNN1YDA0GyS607vIx4t5l36CsJEv2H4fGJ04ikUgkRzTuXk0kH3/pRCqOyqW3xYu7J3O6wZLn63jmdyv3qrkFaNFvwaEI+RVa17rd9dnuSw6VSjJAYZXWFrunZdeTLoZcwTEn7Q0nvm18wp9Esj84ND5xEolEIjmiiVeSc4ptLLx4IgD97UMZt92xugtIito99RP73ZrFoyhWke5q3HULwdBgkP/8Znlaq+W9QaskH7ic5t0hXsHfVctFJBwlOBRJa629M6wOI4pOSUTHSST7AymSJRKJRHLQ4+7zY7YZMFsN5JZqSRP9Hd6M28ajwbwDQdy9fh78wSd89PT23fYU+2NWi4ppueSW2PjwyRree3Rrmj96NGpWdNLfPsS6d5p365iZUKMqQoDhEKkk25wm8ssdNG3q26XtfbHflz1n160sik7Bnm2SIlmyXzk0PnESiUQiOaLx9gfIytfaLJssBrLyLRkryakC1jsQYNvSDkL+CBvfbx218jwavlhygjPfypU/PZajz61i27JO3rxv406f6+rWrCAiuveT/aIRbR+6Q8STDFA9O5+OOhcB784vKBKNRHajkgya5ULaLST7k0PnEyeRSCSSI5bAUASLPZmhm19mp6vRjaqmi9BUIeztD7J9ZRcGs9am2dMfIBKO8u7DW+hry1yFTiUukq1ZJgwmPcdfOoljP1NN2/bBnYqzjh2DAPTtpjDPRDSs2UUOlYl7AFXT8xCqoLPBtdNthxKV5N0UybKhiGQ/c+h84iQSiURyxBIKpCclTF1Yirs3QN3q7rTt4pFteqOO3lYPrm4/008sBTT7Re3KLrYt62Tt22PbILoa3Lz36FZAsw/EmTBX6wjbuKF31Of2tHgY6NQmDfZ3DI0Q8rtLNKKJ5EPFbgGQla8lVezKZMc9riRLu4VkP3PofOIkEolEcsQyPE5s4rxCnAUWtq/opHFDLyImRN2xCX6lE7PprNcmjlVOy0NRNDG28QMtY7lubTehQCTjsSLhKO8/sS3x2BirRIPWMMPqNNFZP3qFdO3bzZgsek64fBLRsIq3P7CHrzo+nkOvkmzPNqEomuVlzVtN1CwbvQHMkCuIzqCktZ3eFWw5ZoK+CC/+bQ1Bf+bfpUSyNxw6nziJRCKRHLEE/RHMlqSIUnQKxeOzadzYx2t3b6AhVtn19AWwZZvILU62kS6sysLmNDHQMURPs4fq2QVEQiqr32yidlUXL/x1DS1b+wHN2vDoz5bS1+pl5qnlXPDN2WnjUBQFR44Zn3t0r21Ps4fK6XnkFGnV1KBv7wRcvJJ8qETAAej0Ouw5Zjz9AZa+UMc7D28ddVvvQBB7tjmt7fSu4IjZM9pqBmlc3wNoFzhbl3Qk3jOJZG84dD5xEolEIjkiUVVBOBDFZNWnLS+odCR+7qzTKrvuvgDOfAuT5hcl1tmcJuy5loSQnnlqOVMXlrBuUTPvPbaN9tpBPnpqOy1b+3nj/o343SHmnlXJKV+YwvjZBSPGY80yJZIvMhH0hbHYjZhtmod6V9IwxiIhkg+hSjKAI9dM8+b+MbfZsbqb2lVdFFQ4xtwuE6n2jPjvduviDt57dCsrXqlP27ZpUx9rF+190ojkyOLQ+sRJJBKJ5IgjHLNFDO/eVliR7KgXnyDm6fOTlW+ldFIOik4hr8yuVX9zzaixpImiqiymHV+KGhVEglEmzC1ksMvHy3eso2mjFlu24KIJo1Y2bU7jqCJZCKFVvW2GhH1gr0Vy+NCrJAM4ci07Tbdo2tSL1WHkrOum7/b+bSmRcc1b+lGjKttXaBnZa95upr12ILH+1X+uZ8nzO2QahmS3OLQ+cRKJRCI54oj7TYeL5NRKcneTh0goirc/SFa+BUVRuOGvJ3P5j44BkrfmHXlmrFkmiic4E6JzwcUT0OmTgnji0YUYTOlV61RsThM+Tyhj7nI0rKJGBCarIZHGsc/sFodYJTk1jcRoyfx+evoCZBfadrl9dSr5ZQ4uuWUeZ10/nXAgStPmfjrrXRx93jicBVY+/M92gIRfHbTKtUSyq+z+X6VEIpFIJJ8iIX8UAPMwIWXNMnH5j46hr83LB0/U0FozgKoKnPE85ZTtp59URiSiUnlUHgAGo57SidkMdPrILbFRNC6Lzno3p3xhCtNPLhtzPNYsE2pEEPSlx9JBUtCbbUbMtn1cST7ERHLhOK3SX1iVRU+zh2hURa9Pfw3u3gClk7L3+BjlU3MT1eEN77UAUDUtD0eOmY+e2j6i4+GmD9uYdWo5Ov2h9V5KDgxSJEskEonkoCY0SiUZoGRCNgaTJnjiHd6csfixVPLLHZz+paPSlp32pamE/FEURaF0Ug6d9W7Kp+SOEHLDsWZpt/n9ntBIkRyrGputBgxGPQaTjuA+8iQfShFwANOOL6V6VgF1a7rpafYQHIqkxempURXvYDDRJGZPsWebySm20bpNs1fklzvIKbbx0VPbqVvTTVaetv8FF01g+cv1bFvWyfQTx74QkkhA2i0kEolEchDSsWMw4TMeSyQD5BTbUBQSfuJdFV3ZhTYKq7Rq56zTKjjh8kmJltdjERd6mXzJibHGqshmm3Ef2C3iHfd2L/3hQKPoFGxO06jebO9AEKEKnAUjL2p2l3Ez8wHtQsLiMGLPMVM6KZvtK7roa/OiN+g4+twqiqqdrHy1gUg4mnhud5N71DhAyZGNFMkSiUQiOShY9UYjPS0eQoEI//3LGp7/42ogxcIwikg2GPVkF9nwxPKI45XD3SErz8K8s6t2KYYsLpI3ftCW5neF9EoygMVuYLDLh9+7553hojFBd6hVkuMkvNnDRHI809q5l5VkgCnHFQPJTGmAaSeUMdjlY+uSDnKKbej0OhZcNB7vQJCG9VoaRm+rh2d/v4p/3fIRg12+vR6H5PDi0PzESXaKUFX6Hvo3kb6+Az0UiUQi2SlDriDLX6rnmdtX8sETNYnl7l7/TivJoDX5ALA4jPs9BcIRE+E7VnfT3eRJWxf0a0LQnFJJ7qhz8cQvl+3x8eKV5EPNkxwnLpKHV5J7mrX3LqfYvtfHKKzKonxKDqd8YUpi2cSjCzEYdQR9EfJidwgqpuZitOhp2z4IaKkYAAh495HRs5wlRyaH5idOkhERSd4u8q9fT/ef/kT7D394AEckkUgku0ZcMAHUruxi4tFaznHTpr7ErfDhOcmpTDteaz29s8ixfYHZauCi780FwJdiuQiHorRu1XyxcUEfr4IHfZGMaRi7QuQQjYCLkxTJ6ZaGli195JbaceTuXjvqTCiKwiXfP5pZp1UklpksBoonaJMCc0s1Ia7T6yidmEP7du331LptgNxSO/MvqKaz3kU0KpuQSJIcmp84yQjCHR1smzkL18svAxDYuBGAoSVL08SzRCKRHIzERXJBpYPPfHM25904E4vDSF+bl5A/gs6gYDCOLpKrZxcw75wqTv3i1E9lvPHJgamifOWrDWxdorVfjleS3b3+xPqtSzp47OdLaK8d0KLi1F0TzYdqBFwcc4ZKcigQob3WRdWMvP167OJqzXOeOsGyfEoOA50+Gjf20rFjkIopOQkLTXBIni8lSXb6iVMU5SFFUboVRdk0yvrTFEVxKYqyLvbvlynrzlMUpUZRlB2KovzPvhy4JJ1QsxZ903X77wDwr1ufWOd+440DMiaJRLJ3CFWl7+GHcb/+OkJNr3DtaVXyYKWn2UNOsY3P/+w4qmNd7uzZZoZcIYK+yKh+5FROuGwSM08p399DBTRbB6QLv3jVGEgI+vNvmkX5lBwA3n9sG+7eAK/fu5F7b/6Adx/ZskvHOtRFssmix2w3pN0tWP1GI9GIyqRjisZ45t5zzPnVzDuniqkLSxLLpp9URn65g9fu2kAkpJJf4Uj+Pj+FOxGSQ4dd+cQ9DJy3k20+FkLMjf37DYCiKHrgLuB8YDpwlaIou99SR4IQgp677ybc1jbqNqrHDUDU5UL1+fCvX0/WOedgnj6Nnr/9HTUouwxJJIca3vfeo/sPf6Tt+7fS9+CDieX9jz5KzTHzUX0+Ij09tP3oR4Q7Og7gSPeevvYh8svTWxPbsk343CFC/ggmy8GVWGqy6NHplDSRbLGNHGPltDwu+ObsxOOjTihNVCu3L+/a6XGEEPjcIVBIa3hyKKEoCpOOLqJ2ZReDXT56W72sXdTCtBNKKRm/5xnJu4LJYuCEyyal/f1Y7EZmnZa8mMotsadYQvZ8gqXk8GOnIlkI8REwdvP1zBwH7BBC1AshQsBTwMV7sJ8jmroeL5tWbqH3zn9Qd9M3Rt0uOjiY+HnwuecIt7VhmTGD4h/+kHB7OwOPP5FYH2ptw7t48YjK1P5CCEGosRH/ps0MrVjxqRxTIjkc6HvwIYzl5WSdfRY9d/6DSE8PaihE1+9+j/D5CLW00vyVr+J++RXcb711QMbo7vVTv64HdS+8nGpUxdsXILsoPQrM7jThcwUJ+qN71JFtf6IoCma7IS2xIRzQUihO+1K65cNkMXDSlZO58OY5LPjs+N06Tt2aHja+3wqCXUreOFiZukCr5D756+UsemgzZpsmXg8UBZXJlua5JbaUSrK0W0iS7Kt7N8crirJeUZQ3FEWZEVtWDrSkbNMaW5YRRVFuVBRllaIoq3p6evbRsA59zvzrh9zwmBaD1N81elJFXCQbSkvp+t3vATBPnoz9+OOxLVzIwJNPJrbt/NWvaPnqDbR975ZP5Zbt4DPPUnfe+TR+7nM0X3Ptfj+eRHI4EB0cxL92LdmXX0bhLbdAOIzr5Vfo/EXC0YZv+TKCtbUABLfVjLar/crSF+p4496NvPvonicDePqDqKoguzBdJCcryeGEx/dgwmI3plWSw8EoWXkWZpw88lQ354xKxs3Ix5FrSctxDoeiI7ZNJT7B7FCndFIOF357DkIV9LcPccx54xLC9ECQX55M1LA4jIlK8t5E9UkOP/aFSF4DjBNCzAH+Aby4JzsRQtwvhJgvhJhfWFi4D4Z1+KAjFv8TzfxlKiIRIj29KEYjeV/6YmK5ebJ2lZ511lmE29oItbaiBgIMLV8OgOftt3G//vp+Hr2WtCGRSHYP35o1ANiPPRbzhAlY58yh+89/xvXSS+RccQUArhdfAsBYXk5g8+YDMs7Bbi1bdvvyLtp3DO7RPuKT27KHNZWwOc2oUYG7N3DQVZIhs0g2WkafXBhn7lmV5Fdo1hJXt3/MbX1uTbSddd20vRjpwcG4mfkcdXwJZrvhgHe8S50EqihKRo+5RLLXIlkI4RZCeGM/vw4YFUUpANqAypRNK2LLJDFufWY91f/z2k63M6iaONaLzCK59rTT6X/kEfS5uWSddVZiubFcq2bYFy4AwLdsGb7VqyESoeLee8Bo3OvqU6Snhx3nnkuoqWnUbRTDwXdyk0gOdnyrVqMYjVhma37Woh/+ILGu+Oc/QzEaCWzZgj4vD+dnLyRYV4fqH1tw7WuEELh6/EyYW4iiwAt/WUPrtt1357l6tHE7M1SSQROKB6NINtuNdDd56G3VJqSFg1GM5p2L5NmnV3LmtZro3bGqa8w7eoPdfqpn5TN1Yem+GfQB5tSrpnLVLxccFL/PK392LF/4xXEAGE16DEadnLgnSWOvRbKiKCVKzCilKMpxsX32ASuByYqijFcUxQR8AXh5b493OPH8mtZd2s4Y1TxS+lE8xNFerXOQPicHU3V1Yrmi0369pokTMZSW0nvPvVrShU6H/bjjMOTkEB3cu1t57jfeJNzUTP+jj426zXCRfLjNypdI9gdDH3+Mdc4cdGYtQ9Y2fz6V99/H+JdeQmc2oy+MJUAsXIipahyoKpHYd8Gnhd8TJhyIUjYlh8/9z3wA2ne4dns/7h4/eoMOR056Xq49JpIBzAfZxD3QbtOHA1Ge/u1KfO4QQX9kl0QyQF6pnfKpOax+s4l7v/UBb94/MkBKqAJXt4/sop23yj5UMJj02LP3Phd5X1BYmZU2WdTiMLLxwzb62rwHcFSSg4ldiYD7D7AUmKooSquiKF9VFOXriqJ8PbbJ54BNiqKsB+4EviA0IsC3gbeArcAzQogDcz/wIGc00RiKxf4YYhVknTq2d02xaD63Ca+/zoTXkxVqRVGouPMOwu3tuJ57HmNlBTqbDX1eHpH+vRPJilE7cY2Vxaz60lt9Cpm0IZGMSbC+nmBtLVnnnJO23HHKKVimah3FIu1amkX2JRejGLVbxSL86U46ilstcopsFI1zkltio7fFM2K7zgYXHWNYMVy9fpwFFhRd+sQ0mzMppsZqJHKg8MbaYAP8+0ef0NXg3mWRrDfouPh788gvd6Cqgro13XTWp19gDLmCRMIqOcWHj0g+mPEOBImGVd5+UEoVicaupFtcJYQoFUIYhRAVQogHhRD3CiHuja3/pxBihhBijhBioRBiScpzXxdCTBFCTBRC3L4/X8ihTCjDrHBPIMxvX9MyNI3qronkaL92m9M8YTzmCRPS1llnzcIUW2aeqHmV9bm5RAf2clKIIS6SM9+i8q1Zm5hYFEcdGtq7Y0okQE9TA5veX3Sgh7Ff8L73HgBZ554z6jbOz3wGAPuJJ6IYNGE22udwf+GKieR4KkVBZVZaFq4Qgs0ft/H8H1fzyj9Gn5vg6vGPsFoAaRPcDobb88MZNzN/xLJdFcmgFTAu/PZsTr1qCiaLng3vtaSt72/XvitzpUj+VIh35ZOWC0mcQzOZ/DDDFxwpfv/1cQOPLtV8vgZVqw7pRpm4FyfSN3r6BYBlqhZLZJ44UdtvXm5CWO8piiE2O3mUSnLTF784YkKR6pW3siR7z6M/upm37r3jsLTvRPr6UaxWNqxaRtPGdRm3KfvD75m6ehWKXp+4WB3tc7i/iE8qi9skCiuz8A4E8cQqrHVrevjgCW3ew2gZv0OuIO4e/4hJe6BVW3Wx6vLBKJLnnFnJdX88MW3Z7ohkAEeuhZmnVjD9pDJ2rOlJvHcAPS3JLoSS/c/F35vLjFPKE9YZiUSK5IMAX3ik+M0yJ08IxrhIjqVcBLZuJdSa9DPrbFqVwXHqqWMeR+fUciH12U7t/5y9ryQnKli7cZs3KkWyZB8S8I68vX+ws/jpx7j3pqtZ+fLzactrVyxhsKsTEQygWsx88Oi/eO63P894IaAYjejsWuUr7vsXO7mQ3tcEhyLojToMJu17YOLRhegMCstfrgegYUMPFoeRGaeUQwaN3F47yMM/Xkw4GM1YSQawZGkX4rvSce/TRlEUzV+b8tp2VyTHmXVaBUIV7FjVzeaP23jz/k30NHtxFlgw2w5cVNqRhD3bzPhYt8dMtiHJkYcUyQcBvuBIgelMOSEYhtks2n/0Y3r+9vfEY6GqOC+4gLI//mHM4+R8TouNcpx+OhCzW7jdY/qJd0psMmGmfYxW4ZN2C8m+xDuwd3dDPm28/X2sfOW/DA0O8NET/6Z+7UoAuhrqePmvv+Ote/+OGggy6EjeYu+o3TbmPuN3dD5tT3LQl55f7CywMuPEMmpXdhEORWnZ0k/V9DwsNgMhX2TEd0JnQ9KDOzwjOY41S5u8dzBWkuN87W+nUDktF9hzkewssGLNMjLY7eODJ2qoW9NN48ZeClOaXkj2P4VV2vudahuSHLlIkXwQ4MsQJh+ftAfwk7PTuxJFPR6iKdUzEQphrKpMzIIfDevMGUzbtjVht9Dn5YIQRPr2XGSoIe12a0aRHEqGsjtOO43C739fe473yBDJAW+YoE962/YHasqF44ePPUjHjgPTSGM0om43jZ//Ag2XXU6gZnvaus0fvks0HOa6v95DTnEpK158lnAoyHsP3as9NxxGBAIMWDVxqNPr+fg/j4xpK0lOoP10/94CvsiIKmfFtDzUqKB2ZRd+T5iKo/Iw2QwIoUWkpTLQkfwucGawWwDYYpXkaOTT6RC6J5gsBsyxZhRG856L+exCK64eX+KCIBpWKZm4f9s2S9KxOU3Yc8zsWN3N+vda0j53Pc0e6tfJZmdHElIkHwQMhUYKzGDKCaHclqxMCCFQ/X5EQEuIEJEIqCqKyTRiHzvDkKtVPnaceipR1+7HNgGIcDg2jpEn51SRDJB1tpbhrA4dvnYLVRVsW9ZBZ72LB3/wccZYJ8ne4+1P+u+bNqzl2d/87ACOZiTdf/4L/vXrCWzZQvewOzzNm9ZTWFVNfkUls88+n7ZtW3j21z+lPVYtDni9qMEg/SYDhVXVnHH912ndsomaJR+NejzlAHmSg74wFnu6KCwer9m5tq/oArSWv3GrRGiYz7O31YvZZmDi0UUjWlLHOfFzkyke76RsUs4+Hv2+xRiznBhMe35adRZacfX4097TmaeO2qhWsp8orMqiq8HNJ8/U0rQp+V3zzO9W8sa9Gw/gyCSfNlIkHwT4Q1FWNw2w4Hfv4PJrYjMukr931uREBBxAIKwi/H5EQJvcEY9T0+2BSNZlJysU/o17JuYSQjh2cm770Y/wfvxx+jqg8Pu3JPyTh7PdonlzH+8+vJXn/6S1Em/dNnBEVpOXPf8Uz972M1o2b9jn+w4MeXnwOzemLTPZDq7Z/8EdO7AtXEjRD3/I0JKlBGq0SnckHKa9ZiuVM7QGITNPOwud3kDHjhqOPu+zzP/sZbh7uhjyDeHSQ9H4Scw68xyKxk/kw8cfIhr7nLVs2cjjP7mFje+9rR1QH0+3+LRF8shKsj3bTFaeJdFOOSs/6akN+pLji0ZU+tuHmHFyGefdOBO9PvPpKL/cwed+PP+gtlsAGGI2CzW65xNJswttsYmPQSbMK+T6P52U1hlO8umQGrm3+o3RG2VJDn+kSD4IGApFqen00OUO0uXWxG/cbvGdMyYnqrUAbs8QIhRCjYnkuN1BMe1+OLtt7lyyzj8PgMCmPbs6TlSSwxFENIr75VcYWrpMWxYT8KW/vQ3LlCnoHdoM7cM53SI1N3Xy/CIAmrccWp7ZvWXHymUsfuZxmjet5/V//pVIeN9eJHQ31KNG08VgXlnFPj3G3hIdHESfk4PzvHMB8K1aBUDb1s1EwiEqZ84BwJrl5Ipf/JbJx53Aws9dRXZRCdFIhNd8PQQRFI6rRqfTs+CSK/D29yVsJRveeZOu+lrevu9OalcsSXqSP2WRHBhK9yTHKZ7gRAgwGHXYnKZExnFqJbm/Ywg1Kig4TDy38UrycEvJ7pBdaAWhNREprnZic+5+8UOy95RM0O6GFI930tXgkkkXRzBSJB9A4rn5/lAEfyzhwh/zJwcjKia9Fn+UWpH1dmp+qEQlOaQJkD2xW+jsdir+9jdM1dX4N+1hJTlht4ig+gPDxhYX8NrYFKsVdLrDOt1isFtrr1s+NZdTv3QUFruRxo2fbhe0A01n3XYUnY7Lf/JrvP19bP3k/b3eZ+O61dxz45f54NEH8PRpn4ELbk62aTYfZJXk6OAg+twcDGVl6AsLCGzQKurblnyIyWpl3Oy5iW0rps3kolt/itWRRXZRcdp+CseNB6Bq1lwUnY6m9WtQo1Ea169h6gmnkFNcyoZ33tylpj77g6AvgiVD8kLJeO0uVVa+BUVRMFtjleQUsdHbon0PFFQcHvFmcZtJbume/y3mliSfG5+wKPn0mTC3kKt/ezwLL5mIELD+nWbcfZ9uy3fJwYEUyQcQQ+z24lAwij/mSw7ExHIoomIyaOtTK8m+bk1wqbEqrQinC9E9wTJzJoFNe9ZhKC6E1WAA4dcaCySq3MH0KreiKOjsdtQhX4Y9HR64evzkl9u55JZ5mK0Gxs3Mp2lTH2pKw5i+Ni+qevhl+8bxe9xYs5yMm3M09tw8WjbvvYevectGfK5B1rz+MoNdWqe5SccuZNpJpwEQGeZ/z0R3Y/2nkqksVJWoy4U+JwdFUbDOnoN/3XrUaJTa5UuYfNwJGE1mRDhM3XnnM/DMM4nn5paUpe2roKoaAIvdQemkqWz5+AN2rFpGwOth8nHHk1dewZBr8FPzJA90DrHunWaEEESjKuFAFLM9QyU5Jhjjk/Hi1ebX7tpA/boeGtb3sPnjNgxm/WHTcnnC3EK++L8LmDivaI/3kZ9ywSCryAcORVFwFlgpif0dr3ytkcd+tvQAj0pyIJAi+QBijJWS/eFoIuEiXlEORaOYM4jkpjotH3m4J1kx741InkGksxPPu++OmMDnW7N2xAS8VBKVZJ8f1e9PH1topIA3FBQQamjY47Ee7Li6fWkn/erZBQSHInQ2uAHoanDz1G0rWP+u1llLjaq8++jWRNOAwwG/x43FkYWiKJROmrrT+LJdwdWpCWMhVOpXr8SS5cRotnDBzT+gYtrMnYrkLR+/z2M//g47Vi3b67HsDNXtBlXFkJMDaKkyoaYmAv19BH1DFFVrnS/9GzcSamzE/fobiefmlJTy5T/cwcnuMDOcBdicyXkDJ191LX6Pm1f+7/cAlEycgi07B3+KSN4fleQ1bzex+PkdCFXw1G0rWPzcDvrahgjF/MWZ7BaFlVnojbrEZLxUP/Eb927k9Xs20tXgxmw1JJqFHA7kltj36vmpvmwpkg88BpOeEy6fxMJLJux8Y8lhiRTJBwFDwaTdIhDWKo7BcEolOZQUyZu3aJMIEpXkDEJ0d7HOmgVA67e+TdOXv5xY7t+0maYvfpGeu+4e9bnxsak+X0IkJ8c2UsA7zjidoWXLiOxtO+yDEFUVuHr9aXmvldPz0OkUGjf0IoRgzdva72/Dey2oUZWBTh/blnTwzO0rD9Sw9zkBjwdrllaBKZ08lcHODnzukekp7zx4D+8+dM8u7XOgq4PCWFW1u7GOrPyCxDqD2Uwk9rc2Gls/1iwfcbG9P4kODgKgj4lkQ3EJAIEuLe3BEItqHFqiVab8q1cnPjsAxeMnkuv1M6ekMm2/FdNnMvGY4wAwWa04C4uwObPxuV0IfUwk74ec5KX/rWPdomb+/eNPEpPS6tZ0JybhZWp0oTfquPT7R3PMedWx8SYnn+WV2Tnz2mlMOa6YBReN3+fjPdTJK9OEtrRbHBzMO7uKY86rxmiREyiPRKRIPoCEYyccXyia4kWOV5JT7RbJKllfc7u2LBBACJEQybuTbtHX9xGtbU8mHluOOirxc7B2B/7167Wf4zPyxxAW8bGpfj8iXkmO/59hbM7zL4BIBO+HH+7yeA8VvP0B1IggJ6WSbLYaKJuSQ+PGPj58sob6tT0UVTvxDgRp2z6Iqzspjga7Dw8bima30CZjlU6aAmhWh1SikTBbPnyXzR++l0hsGA0hBIOdHVRMn4UtOwcgXSQbTWNWktVolI5a7W/Z3bf/M04TIjkWsWgoyAcg2B0TyTH7kW/ZMhSTCREOJya7JsYcDKKYLSP2HX8/zXYHiqJgy85BjUYJhVMiIfchQ4PJiw+/J8xpX5pK+ZQcGjb0EoiltmSqJINmuYhXQ1MTGq765QKOOr6Us78yg2knlGV87pHMZ2+ey0lXTMaeI0XywcSVPzkWAOXwufEh2QWkSD5ACCEIxXyqvlAkabeIi+WwmrRbpFSSy9w98R0gQqE9qiSvW389NTW/SDyOR7MBoNfjeV+ruoW7OoFkJSzj6xijkqwmrCDJ5A3zZK0xSqSza5fHe6gQF7nD816rZxUw0DHE5o/bmX5SGRd/by46g0Lz5j76O5NxeK3bDo/qut+brCRn5RcCMDSsK1779m2EgwHCAf9O7Rg+1yDhgJ+ckjKmnRRrvZ7iLTaYxhbJ3pjNAWBwP1aSRTRK34MPEazTLgjilWR9fkwk92ifXaPJjIhG8W/ZQvall2IoKaHvgQfS/NIiEEBnGZlYUzJpKpD0YMftGIHYfIB93Uyks167A3DSFZP58m3HM+PkcvLKHXh6/QSHNEFuse96y+TUiWmSzDhyzcw5sxJFqrGDipxiG8d+phohRu8mKzn8OLiDJw9jwilZmr5QNJGLnJi4F02fuKdYrQi/nypPUlyKQCA5OW4n3fYyoaohdDpNXE9c9DaKwUDbLd/H8/YinOefT6QjJpLz80bdR8IvHY0m/MzDK8mpAl5nNqOYzUTd7t0e78FOvCqcM2wi0rQTSvnk2VoA5pxRiclioGR8Nuve0XzJ1lhHsc56FzNPObQbBwgh8LvdWGIi2RYTikOD6RcAzZvWoyg6UKB+zUoqps0cdZ/xJht5pWXMOvMc3D09zD7z3MR6gyndbuHp68Vss2Gyar8Hd283AEaLdb+KZP+aNXT/+c+Jxwm7RYFW9Q729cXGayLU1Izw+bDOno150iS6br+dwOYtEAljHDcOEQplrCQXVU/AkZfPqVd/FQBrrLLuj10EEN3z+LFMdDW60RkUZp5ajj72feTIMRMKRPHE4g5HqyQP57o/nojJIk85kkMXJeafF6pA0cuLmCMB+Y11gAilpB0MBSMJ0eyPe5IjUcyGWIOAcAi9w0HIbE0TyWogmBSixsyVZFUIgqrAGpsQIlIakwSD3VitWr6sqVLzP9oWLKDvvvtouPiSXXodqZP6Ir2aCEh6kuPxdOkCXu90Es3gUT3UcXX7MZh02LLTfxcmq4FLbplHR50r4TeceWo57bWDgHYbe/ycAjrqDu33ZOviD7Fn56BGI4lKsslixWi24HOli+TOHdspqBpHTkkp6xe9wXEXX4HFMTIKTAjBiheeIbuomMqZc9AbDFx060/TthleSb7/m9eRW1rOV/5+H6CJZoCqmbNpWLsan9uVNiFuLLoa6tj68fucevVXd1rZ861bl/Y4IZLztIvMUL9WTTeYzQS2bgHAMn0axtJSuv70J1puuoloXx+24zTfsZKhkmwwmbjpnkcSj+Ovo3HrZgrY957kgU4fOUW2hEAGcORp4+pv0yLcMnmSM2HP3v0LeYnkYEIXE8aqKtBJi/IRgbRbHCDCKW2nO1wBfJki4PRJu4ViNKKUlGKPJJtViGBgp3aL/2vsYvxHG/hVbRv3Nnfzk221DJADwJKlp9LS8kja9jlXfI7siy/CecH5yeNERq9OpSZvhFuatWXDkzeGjU2X7UR17VklWVVVVFXd+YbDcPf6eeUf63j/iW2EQ/u22gawbVkH699rwWI3ZhRT5VNzmX9BdeLx5PnF3HinZh2onl1A6cQc3D1+fO6dR5kdjETCYV6/8888e5vWHtrqSDaIsOfkMhTz6YImfLsa6iiqnsjCy75AyO9j0weL6G9vo7e5MW2/Aa+HzrpaZp91PnpD5mt6g8lEeNjEvYGOtsTP7l7N5jDztLMRqsq/vv0VPnz8IYK+nXvAn7vtZ6x+7UX621t3uq1/zdrEzzqbDV3Ml60YjehzcgjGqukGk0mLXDQaMU+ciD4nB/vChURjlWbfihXaPjJUkkF7/zrrXQghEh7tla+9QEeOY597kgc6h0ZYJBw52rh64yI5QwScRHI4kqwkH+CBSD415LfbASJeSTbqFdoG/JTnaj7WQCTZTMRuj89YD6OYTBjKy4luS+YZq4FASk5y5mrOHU1a5fm+1uSEpYeVB5kvlnMLf6K9/WkqK69NrDNVVFD2xz8Sam5ORFOJMW7hplaSg7U7EuPSxp15bHpn9h7bLR544AE8Hg+33nrrbj3vjfs2JpoXZOWamX/B3s+qj8YudPQGXcI6UTJx1yqUoHXouu6PJ2I06+lr026Xd9a5mDCvcK/H9mnTVb8j7bHV6Uz8bMvOSaskewf68LtdFI2fSFH1BIonTOLDxx7kw8ceBOCW/7yELlamiXuZhzfZSMVgMhMNh7V84gwi0dPbg8XuYNKxC7n2r3ex/L9Ps/rVFwkH/Jx1w7dG3a8ajRIY0v5m2mu2kl9eOeq2AP7168m+9FIKb/keIhhMu1jSF+QTjtuRuroZfPZZHCedlLiALPn5z/CvX48+P5+Wr94ApFeSw6Eog50+CquyWPt2M0tfqOPcr81k/JykFWrAZsbd5SFUO0DQF6FyWh4G056Xu6JhFXdvgMnz0997R642rr62IYxm/ajtpCWSw414XOHhnHMvSWen326KojykKEq3oigZW7IpivIlRVE2KIqyUVGUJYqizElZ1xhbvk5RlFX7cuCHOvG20xMKHHiCkUQ76kAoQyU5HEIxGrFWprfeFYFAolqry+BJHopGESQ/zFflh7laaEJkDfMBsDumZByfqaqKkt/8WnsQHb06JcJhTNXVAAR37EiMCxh1bJrdYs9Ecnt7Ox7P7mUKq6qgt9XL/AuqGT+ngLVvNycE7t7w7B9Wce/NH9CyrZ9IKErxeCenXjV1t/ZhzzZjshgoqspCb9DRUTe41+M6ELRtS29G4yxMCqvhleTO2u2AFnUGcNSJp6bva2tyX/Hn2bNzRz22ISY0I+FQYoIeQDgUpH37VtYvej2RhpFfXskFN/+A6aecztZPPiAUGL2LVsO65FdWW82WUbcDiHo8RPv7MU+aiLGoKGFfSowxv4CQR/ubb//mt1C9Xop+mOwYaBo3juyLLsI2b15imc6SrCS/df8mnvndSnpbPax8TcsZb97ch95g4Mpf/Z78iipcNgt1Kzt44a9ref2ejax+q2nMMe+MwR4fQhXkFKdXkuO2iZA/sst+ZInkcCButxBRKZKPFHalBPAwcN4Y6xuAU4UQs4DbgPuHrT9dCDFXCDF/z4Z4eBKOVZInFGoe1YFYnFI8Jzmt417MbuGYmF79VAMB1DHsFitdQ0QEfC97A/+dGuHWvO2cx+tca12OqugJYcRgGL3ymXPFFdrxx/A5inAYQ0kJitVKpLs7MS5g1LHps52ort3330ZSqoS7M7s4OBQGoU2Qm3JcCaFAdK+bd4RDUfpavSCgfk0P3v4gpZNydmumfyp6o46icVmJNIFDjY7aGnJLy/juY//lK3+/L5FpDFolecg1CIC7p5ul/30KR34BxRO0pJO553yG8755C1+/7zEMZjO1K5KdrYZiFWhbzugi2Ri7CIuE0kVyV/0Onv7f/wGSsWtxZpx2FiG/n6aN6zLuU41G+eCRB8gtLadq1lw6d2wf8/WH2zR7h7G8IuN6Y2UFwdjnQx9Vqbjrn5gnjGxQoEtprx2fuOfu9dO0SbNiPP3blURCKs4CC02b+hCqoHL6LCYcfSwuq5lwIGnHSo0XzIQQIq1N9HAGOzU7Sl5peoMMvVGXmGy6q35kieRwQFaSjzx2KpKFEB8B/WOsXyKEiN9LXQZkPktI0ggNE8lx4k1FghE1ZeKeZrewzpyRtq0IBsf0JK91aye5GYN/gsYfEgi0oihGZlddDoCLHNTo6CdSRVFAr0/YLerq/kp391vpYwiFUExGjOUpeafRKCIcRgQzj003ht1CVVWef/55tm9PFyVCCNrakj7T0C60IY7j92gXIFaHidJJ2kVBx47MYrS7yb1LAtyVkmncsKGXaEQlKy+zh3RXyS2x4e4N7HzDg5DBznbyyisxmEzklqYndNhzcgl43ETCYR790c30NNZz+rVfS1SADSYTM049E3tOLgUVVWn+33gqhn0MkZyoJIdCBIeSInnxU4+hRqMcff5FnH79jWnPibd7dseE63DcvT0MdnUw/8JLyS0tHxFhN5xwqzZmY0Xmr7+cyy5PTC7UqwLLjPTPcl+7l3XvNOP3hBJBrP19YRo39LLxwzYUnUJBpTaxsWhcFsdfOgmfO0TNCi2BpnTyVIROIWoLJ5rZ9MU8w5nwuUM8/6fVPHDLR4QCmYXyQGfmSEMgcQyL9CNLjiDinmRVVpKPGPa1meyrwBspjwXwtqIoqxVFuXGU5xyRhCPah2xCQfqM/kCKSE5WkjW7hXnSpLRt1UAgJUFipEje4PFTruvHhh9/oBmXez0WSynFsQ54v1VuZ00gZ8xxKno9RCOoaoTGprvZuOmbaevjAt5Yni6MtLGFwGDQ9pGC3ulE9Xozep2bm5vZuHEjH330Udry+vp6/v3vfyceD6WIoZ3h92rixJJlxJ5txllopWPH4IjtWrf18+zvV9Gwvnen+xzs0i4uxs3KTzRcyMrfO5Fsyzbj94QOuSqFEAJXdxfZhZl9wzml2gVU3arlBH1DHHvR5UxZcGLGbbOLSxnsSsa0DQ0OYDCZMVlHCrU48SpxJBQkOJQUhu3bt2KxOzj9uhspnZRug7HYHRjMZjx9mUWy36NdRNlz87Bn5xAY8hIdI4M4FBfJqReLKVjnzYU8TejrhYo+Lz1Wcc1bTSx+bgcv3bEOQ6HmSV/8Uguv3b2BdYuamTCngEu/fzRnXTeNs66fzsR5hRSNy2LV643aPo3acbdb2sjO/4hjLhjHQMcQ4WCU+755HZ889VhyrIEIT922nK5Yq/RMk0VD/gj97V4cueaMsW3x6rKsJEuOJJLpFnLm3pHCPhPJiqKcjiaSf5yy+CQhxNHA+cC3FEU5ZYzn36goyipFUVb19Oz/rlgHmlBMIBZkmclKOQkFIqkRcCk5yUYjijH9hNR283cI1dUBmkiu9wX5xuZGemLCeYPHRzUNWCyaP3JwcDkWSznFJu14veTzVmDsCWyKwYCIRPH7mzOujwt4U9W49OUxv3SmToD6bG1SV6SvL60dL0DL4mcpo5PW1lZ6e2Nitf4DumvXpG23WyI5pZIMUFjpSFTJUmnYoB2vccOuiGTt+dOOL00s29tKsjXLhBAQ8O7bhhD7G7/HTTgYIHuUpjOTjz0ea5aTxU8/CmhZv6ORU1yCu6cbNfb5GBrox56bO2b8WmolOZBit1CjURx5+RmfoygKWfmFeHoz/679sTsdNmd2IkHCN4ZFKNzWjs5uT8S+ZToeOTkoQqB3ZI34XPS3a+Pua/XiFZoAFYr2+bfYjRxzQTUmq4GpC0vJLbGj6BSqZubj7vHT1+blrQcbEg1Wti/9mGiwHiGgp8WFt6+X5S88nThW48Ze/J4ws07Xqt7xpiBxhCr41y0fUbuqe9TmH7kxkXyoXdBJJHtDak6y5Mhgn4hkRVFmAw8AFwsh+uLLhRBtsf+7gReA40bbhxDifiHEfCHE/MLCQ292/+4SilWSjXqFSUXJanLqxL00kRw7qb578ufYUJlsvOB66SUwGlF0Oj7od/NC9yDHLNnCH+s7aAuGGRfdREnxhSiKJrAtlgqKU9ImtoaT1T9VDdHQ8E/C4ZRMW4MBEY0y5KvN+DpEOIzOZMIyY3racjUY1CYcZhDJuljyQcNnL6LmuAXJFZEgJ9f+lhv5D3Z9hI8//hhUFR69mDmrf4hOp+PMM88Edk8kB2KV5LiP0p5txucKjtgu7vuMez3HYqBzCEeumQlzC7HGWu8697aSHNuP33NoxcC5urVb/qMlUBhMJqYsPImBDq2lum2MSXjZxSUIVU3EtvlcA2NO2ovvHyAcDCbsFmabJuJGE8kAzoLCRIbycHyxHG+rMzvREMUX81UPR6gqwW3bMFZUjCnmhd2GThUYh1WRVVUw0OFjzpmVTD62mH69duFl1Kt8+bbjufr24ymszBqxP2e+BSFg2Uv1muc+5RZw27bFAHQ1jIyuq1vTgy3bxORjigAS7aXjpHaBdBZmFsnxvO9MnyOJ5HBFJ+0WRxx7LZIVRakC/gtcLYTYnrLcrihKVvxn4BwgY0LGkUjck2w26JicKpIjUW1CzXCRHKsibz3tUm6feUXavnSxdfHPrcOg429NXVh1sIAlOBxHUVSkzb00Gpzkm5KV61Y1j75YRnN39xvUN/yN5pakrUHR63Hl1rJxo2azUJR00StCITAasc5M75i2tKMXNZRZJOtjDRCiLheEw5rtor8e7kumHFxa1sX69evxdmji3BoepLq6mtmzZwO7JpKFEHgHAvhjldkfN3dQ5wtgyzYRCkQJB5N2D+9AEFe3n5IJTnzuEPXrRr+bMeQKUr+2h/IpuSg6hS//ZiGX//gYTNa982fanNrv8VDLSnbF2pePZrcArUIcx5Y9xmTRopK0fXr6+8f0IwMYjCMn7hWO0+6QjCWSs/ILcPdl/j37Y0kU1iwntljmc/ujD6MGgwS2pCdd9P/73/hWrsR53rkj9pOKarWiV1UUW7rwdPf4iUZU8ssdnPPVGXSfeA01kz+P9djjyC60jtqlzpmvWVAaN/Qyfk4hC1xBji+sYPaZ59FZuwk1OkBPU0vstSYLDx07BqmakY/Fof29BYfSRXLchgGjd9PLLdFEstEsOypIjhxkTvKRx65EwP0HWApMVRSlVVGUryqK8nVFUb4e2+SXQD5w97Cot2LgE0VR1gMrgNeEEG/uh9dwSBJvJmLU69IqyRtaXdz26laAEZ5kgDOnFRHUp9su4kLUFxPeyxZO57OFOfwwv44CerE7pnLU1N9SUnIJJSWXoh9W7bpoTS3eSJT2jmcB6Oj4b7Izn0HPQFFyEp0QIVQ1KeLiAt40Pt22Ebz1Flz9gxnbZVtnpQvqSEcHvPwd6NlKNwUMOKZQ4dOup3xt2v8unBQWFmKLCYxdEclbPmnnkZ8soXlzH8Ks47neQZ7pHEhEWA2lVMG6mzRhcPxlk8gttbP85XqEEETCI33TWxe3E4moHHthNUCizfTeYnNq4zrYRHI0Ek5LjUhFCEHz5g0AOMfIMnYWFiV+jtsXMpFTonlr+9tbCPl9DHa0UzDMyjOceCXZ09dDcMiLTm8gr0yzEjjyCkZ9XlZ+AUMD/Ym21an43S70BgMmq5XIEi1to2vRInrvvZeGyy7Ht3JlYlvfipWYJ08i/+tfH7GfVITZjF6IRDRinL52zUedX64Jz6KpRbSVn0LZlNHbwQNkFSTvXEycV0i2omecJYvqOUcTDgYIuf/NxkX3xLYtJBKK0r5jEL8nTG6JLZHEEhhmt+hqcGOyGjjtS1M55tzM731WnoXTrz6Ks66fnnG9RHI4ktpxT3JksCvpFlcJIUqFEEYhRIUQ4kEhxL1CiHtj628QQuTGYt4SUW9CiHohxJzYvxlCiNv394s5lIhXkk0GHZ+fX8XJkwuYU5GNU/Hz+tL1gEiK5JRK8sVzy3HmZnH37Euoz68CwFil/e9TVfQKZOl13DutiBn9t5OfdwoO+2QMBgczpv+VrKxpAHx3XDG3OBZzs/FJ6vxBXu8ZYGBgOXb7ZILBDrq6XgVA0RuIGrSTem7uCdrYw8mZ/iIUQmcyoej12ObPT8zur+zuJLp6VcZKsqGwEOcFFyTfi1VvQuPHqOf+gXv4MoOFx2Lp28I1PIdlgzbhaBAHBQUFGI1GzGZz0q88BnFvcWe9G3fsusJp0CdEss+VFKPdjW50OoWiqizmnV3JQKePD56s4b6bP6RxY/qx3H0B7E4T2aPcit5T4raNd/695aCKgnv8J7fwr299BaGqbPrgnbRs4cb1a9j47lvMPP0cTJbRJ9c5C5IiObUb33Acefk4C4tp3LCWzrodCKFSOvmoMccXj4B78+6/0V67DbPdnhDlWWNUknNjgvyxH31nxDq/x401y4miKEQ++BiAzRWFbFiqTSjt/r+/JbYN1tVhnjxlp22rVaMBvTpSJHsH0id+lk3KAbQujWPhyElegJZPzdXmD0QjVM85mqknnIIj/+jEeqsji6dvX8kLf9G8/TlFtkSVOOgbXkl2UTLeyYyTy8e8OzL9xDIcuXtnMfq0EEIw2NU55uRLiWRn6KQn+YhDtko6QISjyUpyts3IY19dwFAoysnGBs4z1XCsoSURAaeGQomKrF6nsPjHZzDlpq/QbNEqTTmXa5FuQ9Eodr2OFStWsHjxC0QiLkrLrsx4/J9MKOWzjhZOZgnlZiPf2dbKSuZTVnoFWY4Z1DfcSeyABG1uKiuv5xXTTXyDh3i9S7tF/UbPINEUAT/u8ceI/Oa2xDH0LheKOXO77LI//ZGqR7SW2KG174HehG/qZQgUvGUnATCBFpyt7wPgwYHDoVXcp06dyoYNG9i6deuo768QWgOROF6L9qfuiUSxZWtjSq0kdzW6ySu3YzDpmXi0JrC2fKx5aDd+kO7rHBoMYcseWSHfW0yW5K3rJc/vGGPLT4+WLRvpbW4k6Buibs1K3rrn77z+j78m1nfWaXcZzrhu7PCa1Eqyohv9a0dRFCYcPZ/mTetp2bIRgJJJmRvexDGmiPPWLZuw2O04CzR7wVh2iynHn0zVzDkEhryJeDaAxg1r2fT+IqzObO1uQk1NYt0Ov4egQU9XbQ0iGkX1+Qi3tWGaNHHMMQJE9Tp0qkhMsIsT8IZRlGRSxJQFxVx48xxKJjgz7SaBLqXTnc1pQjEYIBLBaLFw4Xd/hLM0eSHaWtOfmGwKkFNsQ6fXYbLoCaTYLUKBCH3tQxSPH/vYBwtDy1cQrK8fcxshBG/fdycPfucG/v39b+xSO3KJJBMyAu7IQ4rkA0S8415/6y9YuuwcBgdXYdIp5CuxbGNDF64dq4lGo4hAIK1FrcmgY3yhnWennA5nn0f2xRcBmt3CrtfzxhtvsHbtBwBYzJkTBwD0egtC9XFTpSYonuMqjMYcCgvPxu9vRFWDRPIFwhBFsU7h/m47biWbf3cGWev2cf3GBpRQCDUldaMjkF6p0Rkzi2TFYMB27HwUk4lQzUaoPpmAqonEjoIZLDzuCW6oSApuBZGwWlx88cUoikJ7e/uor83TF8A7EGT6xdU8d4KDgs9WkW3Q44lE0yrJQggaN/bSWjNA1QxNUJksBs68bhonXD6JOWdU0rKlPxEjB5q4tufse5GcWok8WG7nNaxNdp3b+J6WkV23alkiv7ivpZnsomKMlrErilbnrttRJs5fSCQYZNXLz1NQVT1m5Rm0CYPnf+v7GGPNN+y5eZRPm0nFtJljCmy9wcBRJ2k++PjrAXj+9l8k1ofb2lBTMr0DRgMrZk/mk4mlrH7uKd699w6Ceh3mienxjJmIKgrmgnzK/3Fn2nK/N4zZbkxUqfR6HeNm5O+0Mg1wxjXTOP+mWdoDoyGt8U/1zEJMWV8EIBwIUz41J7Euu0C7sDDbjWx4r5VVbzTSWe9i2YvaJMDiCXtvH9rfRAYGaL72WppjbbxHY6CjnU3vL6L8qBm4urtY9t+nPqURSg43pN3iyEOK5ANEKKqCEqCu+zV8vjo2bf4ef7jAhk4RrApXMCSM9NdvpL6+HjUYRGdOFyGO8CCnFLez8bIvJ9rXDkVVrLETrcmsiW2zeXSfqF5nRVX93FhZxC1lCq1KFUPkYDYXE8KIy99NpFDz5O4QE4miMFVsYeWQgR9vb0Gvauu2pUyAq50wkcfPu4ShmLAZnp+ciqLTYSwpINzrgaM+Q5PHS3dWDtsVI43WCl6deAobC04HwGuxMhjzYuv1erKyshgcHMTrzdwwIR7xttYB2ypNfH5OGVkGHe5oFLPdgM6gMOQKsnVJB6/dtQFHrpljzkv6L49aWMq8s6uompmHENDflvTk+lxB7NmZxf/e8plvzqZ4vJO+Nu9B8UXc1VCX+Ll+9YrEz32tLbH/m8mvqNrpfnZF8MUZN2su8877LHqjkfO+8b1d2vf0U85gyvHaHYiTr7oWZ0Ehn//fP2DbiTiPTwpMFcnxZh7djQ2JSXqXnXY+Uzr6iOp1eKLaheCH//0PG5Yvpr4wB/PE0WPtAKKRCAGPG9ukyViHNRIJeEJYHXuWNzzthFImzNMuchWDEZHSlXLBReP52h1XUDrlKHKKLZx1XdI/rDdqX/3xiXfLX6rn+T+tTtw1Ka4++CvJ/f9+eJe2GxrQUmtOuOKLTD7ueLZ89N5udeyUSOIk7RZy5t6RghTJ+xmhqnTe9luCO9JvnwfDKtllL3J7p5lX/OMJBjvoaf08ZrOXDtXJC8FZKIpCU2MjhMNE7BE2b7mVcFjzqvY0abeAm5uaAFi1ahWdA4NEvFq7ZbNJ842aTKNPXNLpLKhqCCGizLFoIvAL9Xl0imJu47ecs66XqEP7Mljnd6AAXzNrvWI2ePx8KV+zP7SIpABqDqs8ddlV6GPV5b8fewrv9Y3exc5kCxIaMsGsK/h9p4dXZp/I1qi2P3M0wtcm/ZBN9kkM2h2cW9vNFq/2upxOJxs3buTOO+8kEBjZpc7Vo4nkFbows7KslFtMZOn1eCMqiqKQU2SjrWaA/g7tdX/+Z8dlTBHIKdKq14OxDnvRiIrfE94vlWSA6tkFzDylnEhITbs9vqv8paGT45Zu4Y2ewb0eixCC7oY6Js5PxvTNOft8AAa72lGjUfrb23ZJJANc/rPbuOq2P+90O0VROOP6m/jGvx5PtK7eFU6/9mtc/cc7KZsybZefE4+Xi7e/hmQSxwU334r7tddRrFbKP3sJlf0eigJhPvPVbzGjNZmKEdbrMJZlbiIS550H7qanuTGt2UkcvzeMNWvvL7oUvT5NJOv0Oix2I3q9AVu2AUeuhWt/fwJX/Sr5+3T1aJ8ns83AiZ+bxAmXTeLo88btcXv1Twv3okX03X8/AMbi0QsBQKIlui07h+o5x+BzDdLfNjIaTyLZGdJuceQhRfJ+JtLRwcATT9D8tXTPpj8cxWDTBO67vV0sNZxLSIXc3E5u+ex8nv/WKZSVlWkiGegqXUpn54t092gBIX3dNShKFJfbQ0NDA6+++iotPT2EPZpILim1EApZGBoaJcc04GbCo7+ktDOAqgaZZurHJIK0hhQurs2mXplES0jhvPP+wStcwsNdQeY5bVw064eUCe0Ec7xFO5F2pfwZNflDjLOYqPzTH2i69HO8XTmBL26o56nOzG19TaZBQkNGBnVWlgeihA1GnncHOdpp42TfAI1mO1FFjy2sCeG3e7WLhOxYjFgoFEprVx3H1ePHYNazIhLgWKeWGpAVs1sAzD69gu4mDztWduEssIwqChx5FnQGBVe3JibiyRP2/eBJjlM0Tqvi7cnkvdd6BmkOhLh5azNr3LueJZ0Jd083Aa+H6tnJCWDHXHgpeoOBwc4OXN2dqNEIeeWVu7S/6tnzdkvA6g27J9TMNvuYjUoyYc/VfP2+lEpy0OdjztnnU2XNwvPWW+Tf8FVMFeVU/fSnfOHuh5h61rkU+5O2Io/Dis429iTOTe+/HTveSI+03xtOxLHtDVrjn5ET03R6PWpsDoQj15LolgcQDWvLv3zb8cw9q4p551Rx/CU791fvCa3fu4Xu//vbPqni9j/wIKbx43GcfjrRWGFgNOJNYGzZOVTN0CIkW2KJLKnULP2Ee79+DYEMFzISCaTkJO/kLl+w2U1gx4C8Y3EYIEXyfkYNaqIq0tWVttwfChLWD3KCPUylo4KnGz5m1ZCN/Px+vnzCBOZU5lBdXU1bRwdthVlcM7iDdT49wWA3vb3bmDDxIY6Z/zIi0M7HH3+M1Wolq6AIQ1SrJOXl6giFrDTGRPYINj0PQFWrn2jUj1518ye+yzMz8ggP+1w/pVxNrsHAvdPHYbFUMI/VAMzVa8K1De2L480eF4v63FRZTRScfDLn/f42Vp4wg1kOK3c3d6Nm+MIw2sOIkMpL2+pIPb3Pclg5Uae9lrCip9w7wGyHlff7tROiz5mLGjvuaCLZnGfGpwrmZ8dEsl6PO9bJbcoCrVo45AolmnhkQqdTyC6wJirJ8RbUtv1ktwDILbVhdZpoqxnY+cYphFVBnS/I2flOvFGVC1bXsmQg8wnfF1X59pYm6nwjq/BxVr/+Ioqio3Lm7OTYSsrILiphsLMDT592Gzs1ueJQw+bMBkWhq6GOcCioZZQPDWG22el7+BF0Tif5118PQN4Xv4ixvBxFp8NZUsoJziKqzHZcZmOioUomwoEAKArTTz6dc266GSAtWjDg3XO7RSqK0QCRkZGFOr0+Ywt4gLOun86MU8r3W+VYCEGoqYmox4PnzTfpu/9+Bp97Dt/KlQw+99weiYhgbS3+9evJ+fyV6PNyUT1ji1qfaxBF0WF1ZJFdXIItO4fOupHNkTZ/sIihgX4a1qzMsBeJBBT9znOSh1Z30XP3enof2ITn3cydaiWHDlIk7yF3vb+D8/7+0U63U+MzqYd5mLqDrQhFMNXh5LXLXifHnMN2v50sZxuqqgmxhQsXYjGZeOUsrQPX+x4DQ0O1vLD+l2wPCSwWLyWObTQ2NjDvaBc9oRDz843cXLWVkuatRCIOmmq3QtfmkQNb/x+iIYXuRTkE25qJhAcppIcT84v429QKFrKY1ys+4JfN/yBf7eWeGdVUWc0YjblcorzKj8Rt9G7+LgCdioGlg16u29QAQGlKooVJp+P6igJqfUE2e/0jhmGyaSLt2VUbmEGE07et5vqyPL5RVcSsnFj7akWPSSc4M9/JStcQiwc8/MSUz5px2qSs1tZWaocCBKLJ99jd48fr1PyWx8VFskGHN55PbdInfMXxfOLRyC6yJW5Lu/u0/x25+6+SrCgKFVNzaa3ZvUrEDl+AkBBcVpzLovnae/NBvzvjti92D/Bc1wB/a9Qu3toDIQZTJn25e7tZ99ZrzDrzHPLLK7nhHw9w4z0PA5BTUspgZzvefi0aLyt/9ASJgx2dXvsb2fjuW7z7wN101G5DjUYw6nR4Fi0i5/LLM1aJTVVVFHf3My4Wn/bAzTfwr29/lY2xinEqPc2NIAS5FbOxObNZ9XoDD/7gE4ZcQYQqCOwjuwUGQ5rdIvU1RqMjlwNMXVDCaV+cuvfHHoXBZ5+l7tzzGHjiycSyvnvupfU736Xj579g27TpDL744m7tc2jJEgCc55+P3pGF6tlZJXkAq9OJotOhKArOwiI8/emxjkGfj+ZN6wGoXbl0t8YjOXLYlUry0MpODAVWLNPycH/QQkR2pTykkSJ5D/nzWzVs6/QkUipGQx2l6UVPsBGAars2i/340uPZEYxgMHgT8WtZWVnMmzKFHWWDAJgUhaaBTdzZupX7ei2sHDJgtw2Sl9+AXv80Kh4u3XIv+c1vUrV1B3Z9Hgs2/RzuOQF6UyonQkDXZtwtVoItZgbufpBwxIVOZ0avt3BVWQE/MD2JJdzO0dH13DN4C/OcmlBQFIUCazZzWIffpb2GkMnEz2tbceh13DapnJur0iuLsxyxzmD+YU0yhMBk1d6f/M4OLgq7mdnfye+nVlFtNVNZWcEVq94jz+vBoIMvlOYhgMvX7mBmQ4i6gvGsrD6K3zkrOHnFNn5X3wFA/doeBrv91FoE87JslFtibaMNetwplTZnbIb/WJVkgLxSG4NdPkKBCJ31bgwmHbkpt6z3B6UTs/G5QokM3V1hU+wiZLrDyqwsG/OdNpYMZq6yfRiryKvAQDjCGStrmLNkM5s82kXdurdeA2DBpVqEYHZRCVmxxhw5JWUMdnUmWjqPFbN2SBC7ENn84bv85xc/BEDn8kA0iv2kEzM+xVhVSailhZyuHi4YdxR6gwF3Txdv33tn+iRAoLtRiyhb9doQix7azPKXG4gEo2xb2kHQF0EI9kkld/jEvThjVZL3N96PtEJCzx13AFB6++2E29uJDiTfI/drr+/WPn1r1mIsL8dYXIzO4UD1+TK+vnAggKevlyHXIPaUBjZZeQV4+/vStm3dupFoJEJR9UTqVq1goEO7OxUK+Me8SyA5soinW4gxPMmqJ4Sx3EH2edUQEQS2ZbYaSg4NpEjeS9oGR1ZHU1FTOpWlCmZ3WJv4U9gfov+RRzi29Fi8BNnknUBT070sXnIq/f2LGZefT6dxEIDOkJHXuttR0D6gO0JZWK2DrMxbw0uDNiIYmDO4CjW7HJ2AY1saKFRjNo+PtAlTa7vX8vi6+xAhL+TmABDubCISdmM05CTGZzYVEQx2EbVEMQRSJrQJQZZPq74pMX9E0GhiszfAdIeVr1UWUmZJF51VscctgWEiORLAaNV2UtzXg8nrScS8AZSWllLg86BXVQyKYJzVzGXFucytD3LxiiGO3qGihKpZuFkHQvBYey/1viBvP7edoVwjL483cHFR8jU59Hq8KSdTe6wavDPrRNWMfNSooHlzPx07Biken41ev38/OtlFmoD39I9uhxhOoz+IAkywaq/rhBwH6zw+OoLp77sqBO/1aRXmHUMB7m7uZjASJagKXuvR/JvbFn/ExGOOy2ilyCkpJRwM0FW/A4sjKxG9dijhfuttwh3aRdVJV12LYVhUoa5fO7FZjsrcyMRUWYXw+Yj29FJQWc21f7mLS370S3R6PUuefSJt25Ytm0CxgS6L7Su6mDS/iPxyOzXLOhPRgtasfe9JHnzxReo/exGKoiO6iyJZqCquV19jaOm+qaYGt26L7VhgLCtLxFUClN9xB3nXXoNv+XJUv5+o14vqH/v7VAiBf80arEdrPnldljZ5OFMx4o27/o/7v3kdgx3t2FJamzvy8keI5Paarej0Bi669SfojUY+efpxAP7zix/ywM03EM1w8SE58lB2oZIc9YbRO4wYimzonCaCdYOf0ugk+wMpkvcQc6wbXmPf2JOj1KFkQkGoNTmj2hd1YVJAv6mZrt//gQsnXIgz7OQ5t4u2kELfUCtt7U8jTH5CikqBXuARUVYNGZhljVJJGT1RAw3WLtaEBO97YFr/xxSH+6kddxJDVj35vfWEMOKtPpd3Wz/i2jeu5Zo3ruGPG+5iucVMpEC7JS8atmLe9gFGfbI9ts0+EY93K6olgs6fbHLBuieY+dEy8vtCkCKSAcrNmU/02UYD2QY9zcNFcsiHogfVbiHP48Lf1UFRUVKUmUwmSkpKUNGhQ6vY33FUFZfv0E5Yp1qtnL/Gx7yGEJcv34FOCE5dvIVIX5AVpXqmFTr4clmyypll0BFQBSFVxR9VWRH73eysilc6MRuLw8imj9roa/VSNmn/Z8hm5WnC09O36yK5JxQh16jHGPsi/0JpPkZFx63bWgirImHdaA6E8ERVHHodtb4AL3YPcla+kwlWM9t9AfxeD56+HqzjJ2c8Tk6xZv9p2bJxzI52BytqMEjbd79L83Wa13jBJVdw5f/+Pn2jzi70BQUYRrGSmKqSkxUNJcXklpYz8ZjjmHPOBWx8923cvd0se/4p6lYvp2XTRnSGSo4+dxyX/eBozr1hJtWzCxjs9jMU6/podeyDdAuDHlIsMx3/8xOCtbUIrxehji2SRSRC34MPUX/BZ2j/wQ9ovuFrqBlSY3aHcHs74bY2ss4+G8cZZ1D4/e+jGAyYJ2uJJda5c3GceioiFML7/vs0fenLtH775sTzo4ODRF3pk1dDdXVEenqwHaOJZH2WFjU53HIhhKB2hWbL6G9vTYsCdOTlE/L7CPmT383t27dRPH4i2UUlzDn7fLYv/Zh3H7qH3uZGAGqXL2b5C88QyBA5GQ4Fef0ff2Hd27tXEZcceiTtFpnvIKuhKCIYRZdlQlEULBNzCNYNyg59hzBSJO8mnkAYVRUUOLRqXVNvZpHcP6Sd/FIrycFt2xI/B9RBsnQCfey7XR9RmDowFZfq589dVl4YNNHX9wG1Hq2j2UKr9iUfEAplkRwqbOPoCodZ6VEYFwqTF40Scj1Op17PRuGit1ATvE2U80AAvpdtpM/XzU2zv4FJMfC10mL+6Y7dUvTrKNmwlYe2tvJu07sAZGcfTTjcRyjHly6SN/0XgFxXGDOagLDatKpnuWX0E32RIljR0JS+MKy9N+EsKwVuF+7uLkpK0pufnHXWWUTRYYjd5gq4QoQGtffW2JB8byd1KPxWuCh0RVGAi2cU8/zcSTgMybFnxX72RFSe6uynLqyp/OhOLDM6vY45Z1TQVjOAwaRn8rFjR07tC5IieezKWip94QgFKY1dJtjMfLOqkPf6PUz4aAP3tmh3L+Le8MuKc/GrgpZAiNPysphsN1M7FGRLrfY398shHfOXbh4xuS+nRBPJAa8HR/7oEYMHK5HubgBCKc1oSiZO4aIf/CzxOPTxJ1imju7VjbeCB7BMS+YPTz/5DIRQ6dyxncXPPM6Lf7oNv2cAvamS4z47ntJYy2lngRWhCnqatS+AfZFuMdyTrIslwKg9vajRKJHeXgb/+0LGjNfO39xG95//jD4/n5wrroBolJq586i/5FKav/IVhBAEampouv56Ij09I56ficB27e8o7/rrqLz7LrIv/AwAlQ88SNlf/4KxuAjbggUYKytp+/6tBGtqGFq8mL5/P0zT9dez46yzab7+K2m+fNerr4JOR9ZZZ2mvMZbHHvWmfw8PdnWkPc6OXdhBslW5J1ZNDvqG6KyrpWyqdtdg9pnnAprlqHDceABeu/PPfPLUo2z6YFFiP6GAn6XP/Ydnf/1Ttn7yAe8+eDfhkPSfHs7szG6herVzij72eTZPyEYdihDZje9xycHFyGBYyah0DPj48w2/4qRTZmM1apWkpv6RWbavrG/n5v+s5eVvn0h5SiXZv2Ej2RdfDEBIDJCrV/HixIkPV0MDRf5kFXVz0EIw4mbj0GoUBFcUz+dV73sARBuOZ9KCEpa2LaUWAzf4PbQX3MT7wSf5fNU4vu5YTbvzWMY1v0MtlTxpqGdGMMgjp/6cpzb6+VVnD8ttRqwRzVerBnT8pqqAJTo99ctuwxVyoYsGmPIdI0OnqCjVsWupgSZo/ASAUn8BEedJhHidvFgVbCyRHGlvpdfmIBwOY4wLuZD23gScDgrdg7QKMUIkT5w4keCEyRjdjQB0N2k2gdwSW6JhSFG1k46WALlBPzeaS4ji5sIZJViHWSKyYpO0PNEoD7b2MDTezLE7goybufNq6DHnV2O2GSka5yS3ZP/6kQEMJj1Wp2m3Ksm9oQgFpvSP9Fn52fy1sYuwELy5di25D75HS0kV+ikLuXlcMY+291HQ18nMQgMdtjze7xnkuY/fowDozi/FFwjznw7NejAry8rFRblpFgx7bj7LBr0szHFwqBBPmtGldAlUFIXJxx6feGyIqmnWgOGYYk1yjOOqsM5MNgfJr6xCUXQ0b96Ytn1+5XQMxuQFW7zjXXej9ve8b+wWSU9y1ONBjVVhw/V1REoK6frjn3C/8gqBzZvJ/dKXMFVVohgMBLZsYfCZZ8j7ylco/tEPEUKgGI1E3W7cr75KEIj09NB09TWobjd9/34YY0U5tmPmY5k6ekfDUJ3mxTZPSI/lMxYXkf0ZTTArej35X7uBzl/+Cp3djmI20/3HPya2DWzZguull7BMmUL/k0/ieeNN7AsXYijQLs50jth32LAYuNYtmwC47q/3gALZhckL27iH3tvfRzQc5sPHHiQaDjPtJK1xUW5pOZf/9Ddk5ReQX1HFf//wv3Ts2E7A46Zjx/bEfja99zZLnn0Ca5aTOWefz/pFb7B96SfMOPXMXfl1SQ5B4k2RRrNbRD1aAUcXm4hrqtQu4kItHoyFY8dESg5OpEjeDV764V/42uZXYfOrfGHicfxu5ueo7xlZSf64Vqu0rG0epDRWSbYecwy+zet58cXHycoqJSoGyNIJaqpmkGvZiKuuDouaPGn7oxFeDs7EG6qh0CAosE/jm6aj+KTjE7LCWcwonQGx5LNS83H8vvR8jIFqcrp/x+86rVh1nVyW/XNqw1vxG5v4eqcbc/cWzl7/d8oiHi706ege/10GuA99VOGToAWs0Bno41dLfoU5JHgsouB4T4//i7FmIa98BwxmmH0FprWPk5U7nj5AH1oNXDiq3QLAGRiiobCMm7c0ce+cWIOIWCXZZbfhbNKqOsUZGgOYrXZwadWvrkY3Op3CxKOLWPV6I7klNqpm5NHV6CLoH2JGWGGLWZ8QIankxUTKW70udviCZBWa+PNV+dxYtPMvL0VRmHVaxU6325c48y24d1Mkz8xKf92zY4/10QgzX/sPba5edNs2c2n/AJVnHsO9lbnU3ftzFgMT/3Q/l778EAUdjWC28tZp8/nyhnr+2axVXidYzVxclIvekPzauD+7gsVrd/DBcVMZrxhw9wXIL3ckbksebIQCkUQlORDW0dngomT8SPtM1qlnwvFnoUZVdBn854rJxPiXXsRUmZ4RbTSZyS0to2FtMkbMUXg5JRPS/3ayCrTPeleDJpL3WU5yNIp/40bCsVjEov/5MfrXXiDicuFe8goAA088wcATT5B/w1cp+sEP6HvkUYJmC2s/9wXOQ/tbL/ml1prbed65tH77ZgYefyLRnrv/oYcAMBQVMeHll9Dn5GQcT7CuDn1Bwajr4+ReeSWWGTM0kR8M0PHLX+H8zAWgCtxvvUnH//wksa0+O5uiH9yafByzW0RjdoueO/+BobiY/rAXvdFIblkZOp0+7Xjxux+u7i7WvvkqzZvWc9o1X0trXFM9J5kNftH3f4rOoOe1O/9CR+02OmpriISCbF38IYXVE7jmj3cihKBlyybWvf3aPhfJbTVbeeveOzj3pu9QftT0nT9Bst/QjRIBp4aiDL64A2OxdtGmjxWODEU2FJOeUIsH+9H7/w6kZN8j7Ra7yOP/XsTxS55lZfFRrD/zc5xYt4Iv1LzDjvp22n78P4mTEoBBr+PktnXM+v6X6TR/QnC2HsvRs2i6Yh1W22/55JMPURnEoYdQ2EL9xAm4mrU8xQcWPsDNJz2MUIx8GBhHQ9hLuVEly34UC6YuYLJ7MgoKZ04+k2+XncEP+wbYlHUeAGHLNKaXah3R/Kqb+wfz6Mrux6LaWOCL4PnobsoirdwRuYzPR35FOCWSrapT8KvYBL3PTvgscyLJ25PGntgJvHUVzP0ijD9VW+7XfI7ZRm2meuUYleQZ7Vo83FJ3SuU9VklutmeR63Fz/PHHU1CQ4fa9zgBqmEg4St3qbgqqshIRbNWzCsgpsqGg4BuM4O4NkF1gTUywSCUuIP/e2IVJUfjFxDICquD9UWLSDjRZuymSe8JhCozp1716ReG+GeP433APea5erNd/h21zT6J6w3Ia1q5i4K6kF7d0/XKqOhpR8+aRU3AJk+0WjnJYQAg+t9jDxU938dHSVoQQzDj3QmomzGBxsXY7uq3Zw+O/WMYzt6/k7X9tOihaag9n+cv1/Ot7H+Gq1VpqRzGw4b3Mndea6uHxXyxj7aLRc04tU6dmjIcrGDced48mxC/76R+JRMZRUJGVto0j14JOp+DpD2A069OqzHuKYjAQ7e2l8YorafveLShmMzmXXkrWSScR/22U/vY2DIVaG2vXy68gVBX3++/z3tELuK6pb8Q+jRWauO+7/34MRUXkXnM1AIXf+y6R7m4Gnn121PGE6upGVJFHwzpjBpapU7DOns2EF1+g4Gtfo+CmG6n+z38wlGnfRblXX834V17GMj0pFON2C9XjJVhfT+/dd9P5q18x0NFGbslIgQyQXVRMTkkp695+DW9/L9VzjuaYz1yccVz9jz1O5w9+iKLoKJ00BU9vD0/+/Fae+c1P6dyxnWknnQZoFxZzzr6Azh3bWfvWq7v0mndGd2M9Ax1t1Cz5iIH2Vv77h1/h7e/jzbv/Ru2KJbh7u/fJcSS7zmgT9wI1A/jWdON6QzvP6WN3hhSdgqnCQWD7AGrowCTMSPYOKZJTENEoPf+8C9/6DbgXLSIaDNJ0/fV0vLcM8ci9BA1mHjzmKj454RI+qJzHF2ve4ZsfPoT7pZfoe+QRRDSKiETodge5ZsubmAK9dIxfQd/X/Xw47jHWNOvQ6cPk5TcTUMJk6QT2bj+dJSV4BwYBmFw4mYZoMRHTJFT/ZgaiCmUmFZtzMvPmzWP+/PnMnDkTi8nCTc3bONtr45XsWeijgjKvyp9P/g2/nPsoAPYJf6fJUke+P5cOCsjyarc/N5RewcrIZDo7+ggbtSlxx/Xlcrl9Ii8EHPz2pN9yoi45acu6zQxBL4S8kFWq/QNUlxYBNtm0lemWANXW0bODnQEf85pr6I2oROMew5BWSR5w5mAOhzhp/vzMT9YZQI2y/t0WXD1+Fl48gSnHlXDsheM59sLx5JZoQiXgVvH0B8jKyzyOUrOJYpOBgUiUswucXF6Sy1S7he9ta8YXHduXfCDIKbLh6fXT0+whFBg5u74/HGGVS3sPg6qKO6KOsFsAXFyUS0nNBgI2B28XjOPteaeiWK389w//i7u3h9lnahdZW156hpyScqzqaQR8pXQ3uflueRFfHjQwrTWMw6/y9HuN/KS2je1nXsrL51yVOEbji40oeoXpJ5dRt7aHtx/YxJq3mkaMZSze6Bnk742d9Ib2fZKAu9fPqtcbAdjyitZtTadA08ZewsHkyatyslZB9Cladbll69jxTeFgNOErjlOSUpEMB7W/zYLKdDuKTqeQla9Vk/eF1QLAceopaY+Lf/ZT9NnZGLKdkOWg5H//l+yLL2bCa69S8utfE+nuZtv0GeB2s37yNEzKyAvLuEgGcH7mMxR9//tMePUVCr7+dQxlpQRrto94DmgT54J1dZgn7V33Pp3ZTMU//oFtwQIKvvF1jEXpaSv6RLqFl/6HH0ks729tIbe0PPM+dXoWXHIlPY31dNXvGDXC0L9hA123347n7bfpf+jfFNU1k5vibbY6sxOfHYBZZ5xN9dxjeO+he9n0/qJMu9xlhBA89uPv8ND3bqKzvhajxUrI7+e/f/w1mz98l5f/+jse+cG3tEY1kk+NeCV5eFvqYG167KMuZTJ41mmVRPsDuN9q3O/jk+x7pEhOwb92Lb3//CdNn/88bTd/hx0nn4Jv6TKeeHIVc7pqaCo9jojOCr0NRGfrEXo9R/do+cMDjz7G9gULaf3e92gd8LEtbxz/uFLHX1vMdNfrqL49ygX36WissTAtaytCETj0ApvPwJDTiS+oTfiw2+0sG/RSljMXfUSrFFQNCAwWO4qicOGFF/K5z30OemqgZRmLsi6j22zA1hPkzICeKquFK+bM48ajfpV4XfmBfIKKdrL2CxOfmTmeyoiH3u4BfLkW2gpgbo8VJW88k/pb0aEwzpu0fohgELyxKDlHcUIkC49WeZpiquGRipoRHuA48fgpezBAFOiLi6CY3aLXmQOAYbSmAHoD4YjCundaGDczn8ppeRjNeo67cDxGs57smF0i5AFvfwBH3uiRZHNjec+XFuVi1+v59aQy+sNRPhnwEFJV3u51HTSCOa/MjhDwzO9W8s6/twDwt8ZO/lDfgTcS5aTlW7lwTS2N/mDiPc0kkv1eD/WrVxCZMY9lHj9Bs5Up3/wh2cUlnPfNW5h7ruYPDXg9ZJfMTfjunv39KqJLezijS2DKM7OlwkhZX4SH23r5/Y52Fm7z83J5BVk+lUCTl1mnlnPqVVPRG3TUrelh6Qt1DO1ikP5mr5+vbGrkDw2dnLuqhnrfvpkAtemjNj58soZVrzeiN+iYdEwR5qDm1TUoAYLBKEue3wFowsTsmco5G+vJPWocAH1tQ6M2dKlb08393/2QZ363Mi2qr3ruMYmfPf3ae1lQMdKzHc/atuyDZAsAx6mnUvngA4x77FGmrl9H7pVaxrVOb0CogtwvfB7FaETvdJJ9ycXkfjF5kbNx4lRCQjBvyWaGUrLE9Y7kuB2nnIzOYsE8SbsIME+aRHDHjoxjiXT3oHq9mCbsfYtr64wZjHvkYQx5eSPW6bKzQa8n1NyC+4030BcWoAKu7k5yyzKLZICyqclqtCN35H4B+h95NPFz95//zNA993L6YIhv3Pc4Cy//Aufc9B3MKXcSjGYLl/7ol1RMm8mHT/w74wTJXaW/rSXxc8f2bcw+81wmzl9ITyxze+L8BYT8fho3rt3jY0h2n7iNbHhaRWD7AObJOWSdXonznHEoKedCy5RcrDPy8W3sRQhBpNdPsCE9tUVy8CJFcgqeDz5M/GyeOhVjWRkC+Mwnd2EUUWzCjDkq+Gnvj/h21su033QTfz/m89ScdTkAqteL95136ejzojf0sbRMx4/uF8z9iwFnzNlg+RD6LZo4zNILSs+6GL/ZjDsSwWAwENHr2TYUYGHFaYmxTHrMipIyySioqkTd2uztlvxpRPUK4R4/BVlmIr1+/Jt6uXnB5/jB/B8AUBAooJ8cANyWUmbf+Uvuf/XXePoGCZgU6ksUClo8RPQlCJ8b/AMUDia/BNRQCLyxW3uOInDGKsmeAdDrQQ+R6OitYYdiGab2oCYkOkLh2H615T3ZWiWn4yc/peGKK0fuQGeg0TOdgDfMvLOrRqw2Ww0oxigRj4GgL5JIhsjEGXlOKixGzsrXuvkdn+PAptfxeo+Ly9bu4JqNDZyzqgZvhva+nzb5ZUmB0ry5n7Aq+GNDJ39v6mLSxxvpj7U2/ndbL72x6K9C48iq5Pq3XiMSCjLjrAsSyxbOncsNdz7A1ONPIrcsWS30eSaTU5w88det6aGvzUtJtZPWAgM5PpXTTFbOXevj7PV+Wl5rZlqrNlll0jFF6HQK009MVtse/vFi1r0zdmtWX1Tl65sbKTIZeHL2BPyqyrUb6xmKRvnZ9lYebx9pAwBQoyqBoXDGdQAhf4QPn6xh00dtbF3SwfQTSznnhhkMjptBW+mJ6H1DfHJeDpuWtBMJRXn3ka0EWzsxqILjr1/AGdccRcAbZqBj5ORcd6+fN/+1KfE43q4coKByXOLndYtayMq3YLaN/L0UjdOsAgbj6F/D/qjK3c3dPNXRl7wDMwaOE0/Eduyx6MzJuyk6vR51WASczmym5Je/RMQqxe2xiW0dwTBNw6MaY1iPOSbtsXnSZEL19RkbeYTq6wDoe+AB/OvX73Tcu4MQItGgRWcyYZ48mYGnnkL1eCj52c/pznGgqio5JWWj7iO7KH3y6XCibjeeRYvI/dKXsM6Zk/BCB1asQGlp5cQrv8yk+QtGPE+n1zPjtLMIeNz0te55S+LG9WvSHpdPnc6MU89IPP7sLT/BbLdTt3IZIb+Pla/8VyZrfAok7BYplWTVFyY6GMQyKZfsc6txnjHyHGU5Kh/VHcL7SRtdd6yh574NuN/ZvTttkgODFMkptLz5MAA6Q5TC79yM/bh5uB3aSWRz8VSiBiuFipcyvXbSzq3Ss3raSfwxez73zLoYy8+06m1hTzO+3DamNwvK+qG+RMF5x59ZPt3J7M0qHlU7CWWFBYVVWqWlW9GqyDVDQQRwcvF0Pjf3d/gdZ2L0O1BSTnpXrqvje+u3AiAKtJD8zyx/l9OC7XT9Yy19j29FRAXXTL+G5859jitPvTIhkosrpxDerJ3cZ7RtJTu7gqzSKgweP/W/fIr+7XbC792L+Z3luGNzwLblBdIrySY7mLMRg53ozGYUxUQ0MnpetDs24cce0q4UOoOasAkENGFd7LAiFAX/2rUENm4k0pveMhadkZ5AJTqDQskoGcUGu4rwaOLOMYrdAuDa8gJWLpyOJXalb9bpOCMvi6c6+1nl9nFTZSE7fEEeHUWY7Q7RSJgnf/EDti3+cOcbZyC7ODkJz2TVs9KVfI9Pzc3i9WMmc1a+k3f73AmLQqZKcu3KpVRMm8nlc2ZyfXkBxzhtFJo00bb54zae+OUKZpx2Nsddcj2efh3zzkl+yfe1eXH3BiitzOK0mZqQ+h+/lQVN2u/Q0+nj6Log0RJLIvXjxM9N5ku/XsjUBVpSyZLnd7DsxTq2LmnHH1X5R1MXLYFQokL7dGc/tb4gd04bxxn5Tu6bXk2tL8h5q7bzYFsvP6hpIaiqNPvTRcCKVxt48NaPee+pGp5o70vrpghQs1zrlFY1I4/5F1Rz/GWTqPcHaXMsoGbqFwFYq3h5b5qFj99s5E+qh/xq7bmGkhIKq7QLqb72kReAW5doF6nn3zQLAL8nKSwVReGsr30Xg+1MAkNh8sszJ38Uxma+ewdHFzc3bm7kN3XtfG9bC3c375kHVafTo6a8N55IlIHYRdWffvt/XPH7uyDFahEcViUr+vGPyf/a19CZ0ive5kmTEKEQ22bMJNSUfsIP7tBEcqSzk5477tyjcY/GB4/8i8d+/B06dtSw+rWX6BlfifD5MBQVYTnlZNaPLyXLH6QkOLptR29IXrRkqiSHGhsRoRD2E0+k6qEHmfT+e4nYueD2zBaTOJXTZwLQunXznrw8ANq2bSGnuJTLf3Ybl/7Pr5h47ALGzzsWgGM+cwl6g4HJx51AzbJPWPLsE3z0+EOse+s13D3dDHZ28MlTj+H3aN+7mz54R3YN3Eck7BaxuwTRiIq/Vft+MBRZGXIFR9ivACxTtfO067UG9E4Tlun5uD9oSaRhSA5edkkkK4rykKIo3YqibBplvaIoyp2KouxQFGWDoihHp6y7VlGU2ti/a/fVwPc1HV01lOAhlBOm+eJ+fqP+Fp34B45zXXzj9FvZml2KwWFmlr4h8ZyCoVqyrQY6okZenngyA0fNBeAPi+/hM2vCXL9IRTUIKnoEwZwi1k4vxxSB/Pe0DnFZQT15sVuIfUYjdrudzUPJ1sLHlJ6MN+86fNm5iVvgAMtdQ0RDXoSATwJB8jv7+Pbq53H++FtEurQKS3QwgKIoTC2ZysKFC3HrYxPicqowx7qI6RD49U7OnXU5IhQi6vISGjLQd/89qAMDbD5Zu125uiJEx4B20sNRjBACny0XtbsOhQAGg33MSrInZqOIV5Kv29jAtiE/wWDMk6y3MDQlGSXlWzvsFqLOQHdwHAXljlE73ZmyQFE1gXjfyib+9+XRT1DKMO/lryeVU2o2cl6Bk19PKufkXAf/aOoaIcp2l5qln9CxfRsfPPbgHj0/9bX6PWHe7xjAqCjUnjyLp+dO5GinnaPsFpr8ITpj1flMIjnk8+HI09qf/35KBa8dk3yvP3iiBu9AkFOv/gaF1ScAUDYph3O+OoOzrk/eki6ocPC9E8ZTNjmHxc/tQA2rTJhXyJArRKE7imdO8uJFb9SRU2zjrOun87W/nYIjz8LqN5t479Ft/LSmhdvrOzh26RbmLtnMW70uXuwaYKrdwql5mmg8OS+Ly4pzqU2xXIz7cAPHLdtKVzBZOa6rHaCu2MDPVTe31rTwu5rk5FmANVt6qJ2TxQXfnsOCiyZgNOv506b0iXqXCcHi6VZ+7O9nw3gzPYYBMJkIOJ3kFFlBgcGuZCW5LxThnT43det6qJiaS0GVI/H7SSW7aB4G8xxAu9ORicJYJVkdxd4jhOCjAQ/XlxfwmcJs/tLYOeJCYFfQ6fUIoSZu/1+6dgfTPtnEf7sGaNQZ8ecX8IuJyarr0LDKcP7111F06/dH7Nd8zNFErdqFXPuP/ydtXbC+DmJ3NUR49Gr/7uL3uFnzxsuAJiQ/ePRffNJez5DJgPPCC+lrayGqqkx1+Ql//AkiHKb/iSfwrVw56j4ziWTVr31X6ex27Z/NhrGyEsVsHtViEsdZWIwjv4A1b75CZ13tHr3O3pYmCseNp6KyGstTz9P3z7vQRaN857HnOfXLXyHqcjFzykwiwSCrX3sJgI8ef4h/ffsrPPjdr7H8hadZ+vx/6Gtt4a17/s5Lf/3dHo1Dko4yzG7x9gObee+f6wDYtqWfh3+8mGd+t3KEzUyfZSLn0kmgV8j+7ESyLxgPUcHgq/Wj2rkkBwe7Wkl+GDhvjPXnA5Nj/24E7gFQFCUP+BWwADgO+JWiKLmj7eRAUvPGnzjpwXbmLqvjnNv7+MvZH/CLc13MNNZQmOOi2OJDOfUUqnRaBak37CTHU0O2NTaLFUGLzsbW3HHYw9rVYVUPRHPBFIVu3xBqlpMPZypM/VjhK2+rZAUMCZEMYLPZ2OTxk6XXUWUxkR1rfuHNSX/LsvQ6FloFA7U2/vbTX/KTbcnbmeGWZQAM/LeWYKPme9Lr9dgrteqGyKmClJOgWzGhdzoTj6MFxxLx6zGVFXH9HYsQioIlLLi65gG+VVxIryK4d/29LMhRCUUVdITIcUPxktehvwECbhh2a9fn00SGNaSdeARw/qrtPNXcgopCeMiP77zzEq1m/WvSRXJ7fx5twRkUVqUnBKRizU7+Kb/V2MvDSxpH3XY45RYTSxdM44EZWlLDH6ZUEEXw89q2nTxzbDa+9xYAJuue52NeffvxnPYlralFfZOb6Q4LWQZ94kt6vNVMWAg2eLSLq+HpFqA1PTBZRkbiQfJL39sfTCRpZOVZmHxsMVMXlFAeq4AUVDhQdApnXT+dwqossousHHOeZisImBW6JmV+jSargc/ePCdR3V+0vZfzC7L5TlURhSYj125sYLlriEtT2ocD/HFKBY/NGs/7x6Y39Fgeq6ZHoyqP50d58jQnLcXaZ/Dprn48MRHZ7Qnwf6VRnjrKyFEfb+SL6+uoGQqwtT45Ee+90+7iap0RW0CluUjbh6uphaa8Aq7e2IDBpMeZb6G31UuHJ8BH/R5OWLaVL2+oZ30kRPF4J9ZYHmq8vXSc1m0D6HQKc8+u4rjPjs/43tizzRz32fFc8PXZGdfHW4WPt5q4qaKQoCr4oH8U3/4Y6GL54Kqq4o1E2RRLtXmha4AGf5Cry/K5oaKAhdnanYBd9eQ/qbdx1v89RMsNN+Fft46Gz11Bz53/QI1EGPrwI4iJ48DmzXT/9a90//Wvuz324bTVbE38vPr1lxI/d0+bRO7nr6SrQbuYL5k9D+9779N683fouu23NF19DZ533sm4T3sGr7MIaO+RzpqSpa3XY544Ed+a1UQHB0cdo6IonHvjzYT8Pp782a188NiDuyWEwqEgg50d5FeOo/PXv8H10kv03n0Prd/8FgaDEaJRak85Ffc3v81pV3+VfIudmS3JuwwGowlHbh7r3nqNh2/9BgB9LU1SjO0DdEq63aJ+XQ8OnUJUCJYuSvrIty5uH/Fcx4JSyn51PNaj8jAWWHGePQ7/+h4C28aeHLwzapZ3ctfX3xvxHSTZN+ySSBZCfASM9Zu8GHhUaCwDchRFKQXOBRYJIfqFEAPAIsYW2weE7/Jdzvryv2kal17xuG9+mJXFgnklizB95iTsuu1U6trpE1ls81aQ27mYX3h+w5X6j/i8eQ3r3n6aj8tm8dYp+fznNIXuUoEuDG350Dk4wI3hd7nrQh3vLIDz1ghy6o1YrVassQqP3W5no9fPDIcVRVHINuoJZa/lm3e9iB073+JbbBVb8UZVKnUhBnZoJ7Vjnv4XitGIecbRRDrWx2aWu+j9d7KaWjZ9IS9yDv3jziea0lp1SOjQZydFshoxEQ3o0GeZURQFnclIVkDQZTDwkc3K19/9JnevvxuAXgwoBsHslbXkNtXCwxfCHyrhneSkQUiK5NzsbAyxgEm/KtCFfPj0FozhELe3mmn7zR3YTziBwWefJVirVWCEELzwkSaeSyaM3g7alqOJHGuOCW/sr9rlC+/yicGi12GICcaJNgufL8njowEP/qjK4+19fHlDfdr2a90+/tLQyQ5f5tnlQgh6GrW7DoMd7XvsF3TmWxk/pxC9UYdz9QBzrBa8AwHu/ub71K7sYnwsUWSly4tVp2DPUGkPBfwYLZl92nqD9po9fQE8/QFs2Sb0KR7ZC781m0t/cDSOXO35WXkWrvzpsXzpfxdSNM7JRd+Zy6IrSxgc433OLbGz8Aat4ca1BjsPzazmpxPLeHL2BIpNBk7KcfCVisK052QZ9JxdkM00h5VXj57MhhNmYNUprHB5WTroZUuTi00VJuboTKw5eQa3rg/jV+DJjj76wxFOXlVDV7aes602LijMYblriM9+sJlLPkm/49H28kq+9IGLq99p4/1vXMUp61bQUVDE0sEhhiJRcort7FjXw5kfbuHK9XX4Yrfwl042k1/uwGjSYzDrR1SSW2sGKJuSw4mXT8KZIbM7zrGfGT/qxV/cllRsNnK0006OQc87fSMn/HQEQ5yxYhubPCO905AikqMRtg5pf6+lZiOL+twEVcEkmwWzTsefp2qZz0O7KJK3xMR2zyytYh7YtIneu++m8YorCbe3YygrI//GG1F9Pvr+9QB9/3pgl/Y7Fu3bt6LTG8gpKcXb14stO4fs4hKiC47DNG4c3Y11WBxZOHJyiA4M4P3gAwq+/W1MEyfSc8edaZPpzrrhm+iNRuzZI+s2qj8uktN/d6bx4wms30D9pZcR6RvdklU99xiu/797mH7KGax+9QVat2a8CZuR/tYWhFDJMVvwvPkmBd/6FsW//AVDS5Yw+OxzNN/wNW0yNTDBE2DB8g1U9Xu45OiTuPqPd/KNB57g2r/ezfRTkh5mNRqlt0V6YPcEEVETRQlFp6AoEP+6U4Bcg8KQqhV/zv3aTCqOymXzx+0ZYzB1ppQOsKdWoJj1BLb2I1RB933rGVrTlTyuKvAubcfzSduoHf4ifX4CL+1goV1P//aBjNtI9o595UkuB1pSHrfGlo22fASKotyoKMoqRVFW9exi29N9hRpViRoy/xEe9w0PP/vuW1x/7Y2ce/236azeToMopW58AR+av8K6phv4UqiFE5V1iOAQX9n2BnM39PHC8Xre/5bCm7dew78um0rHtlVMibpRgIdP1hPRgbVeq/oVKtqvwWi3s9HjZ36soqMaBnHN+BH9+V58+LibuzmLs/EXvcUW52bCQ8kPnGnyUQj9VLx0I3zal7femfQQTp48mXXMoK7DherxoI9VT4wDvehSKsmRoQCRoA6DXdu3YjRhj+m7r/oFNQM1iW0Hsv6fvfeMjqPMtr9/1TmrlXOwbFmSc87GGGOCh5wzDGkYYAgDDGnImSFnmyHDkHOywcY5RznLsmXJyrlzrqr3Q7W61ZZkm7lz7+W9f85aXsuqrq6urq56nv3ss88++QgaFWG9jobyMnBFU9lrXk24hj6fD61Wi81m46aqDdxalMl45zb+1PApFtGPPhLGLRtYsbed7EceBkGg/fXXAWKFWSWGZQwen2j/1DOS83X4jc1knhIvGhv54E/8vLOl3/d0R+2ODlZ8UpWQVp+VaiMgyax0eLi1so6FHS7aopKG5mCYcyv28lRNM4/ua+rzmB6ng6DPS0deMbIs8eOSJUcM2ANeD4vefBWfSwFEJpuOQcflM6g+xICPG6jZpvy+a77exwCT8hvv8ARI1Wl6SUkkSSQSDKIz9g3UugGxuzOAu8OPLTURTGt0anKirZR7RjcDnT8kBZNJe1gZwFptiIgKyjxxuUuGXsu6yUP4dNRAbJr+fYLHJZnJ0GsZbTPzz/p2Tt+8l9m1tYQ1AncUZJKu0zKtKIXCtjAv17by3P5mnMhcs1tk7tBC7tQn8XRJHqP2h9AfJFMV9m6npH4/o6viAGJoqeLesNbpZZ8V9mdq6TSrGLs3wM1fdzFth589uVrc6cq1N1m1tNa6cEVbz/pcIToaPDEW/tfEg3sb+VdUD98Svd+ydFo0KoGpyRbWOnpr/z9p6mKnN8DbDX2DtjhIlmIs8nUF8WdpoElZaHUvsDw9Mk1ftnRxfsU+wgdN+Ds9ftY7leelYUDc8i7ptNMI7lLY3sL33iX9L9eTdMYZsdf/K44PAI2Vu8gcMBCzXRm/yqfPJC2/kI6oG0Rb7X4yigYgdSmAQT94MGl/upq0a/9MsKqK9pdeih1r5Ow53PT+l7Hr0zO65RbCQc+N/eyz0ZeVEWlqou3FFxGd8UWLb+PGhPbYepOZYy7/ExqdnsrVK474O3aDWd3OSlCpsJ97DsnnnYdh6FCa77sP39q1pFxxOQAtTzyJYDSiLy9HWLuOjKJidAYjBrOFE/58E9e+8SGXPPkiAIveeJXPH70XWVKkN221+/s9h99DCSkQoeG+VTi/q0Z0BvGsaUJQC0iiTDgkUmpQkaZR0RCWuPr5GQwam8Gwo3LxdAU5sP3QdS2CWoVhkJ1AZSfBvQ5C+110fRrXu3tWNuD4eh/O76oJ7nP0er8ckWj75zaSJJl0jUD4u2pc29p+1zn/h+M3U7gny/I8WZbHybI8Lj09/fBv+A/GNeprjmi/gCHCE6fuYp3/eNy7b2RHzR/wSamscF+J2jEcozeT5dMy+ewSDxE72BqH4TOmUu4eydTgIvQyZEdEQlqB2lzQ1UUISzJvj5rGskEjeGPAN7QOv57v867kZV7maf3dSPrEIrZGoQHn0Du4fsZHrB8VIO366zFfezk/3zyYaa89y/hNe3jhmPcA0KTGB3i73Y5RpaKjrQ3J68UU9SS2OdoS5BaS04UY1KDWKxOloNMxujPCmSEVf7l0OS8Fz+SawguZmjIWr9tBq8rMorETaCxMB330OCotiHE04vP5MJlM2Gw2PE2NDN63k3s74ob7+kgIt6zHqFWjzc7GeswxeJYuI3TgAFXX3Q5AobQaldA/yDRZDXiS9vC3bxIr6ata+9dKd8eG7/dT8UsdXz+/OQaUJyVZMKgEnt4fL3gZvnIHb9a38WZ9Gz5RYozNxHpX3CJst9cf08x+s2M3AGtLRuM1Wqh640XevPFqKlcv7/McfKJEbVQDveHbL9my4Hs2z49fI/f4ZBaOMCK1BmJ+v56uIK6KToxRwJrWh7NFOKAcU9uP3KK7y4S7K4C7I4A1tX/Ws79I0qhxHgYkf9rqxJmsIVyfCPL0KlUvYN9fXJWXhqFHk5iBTSGm5SrZhZJxmRy31U/IF2Feg/LMXDy1kOUfVfH5kxux/tzCpQZFPzxuY7ztsajRc9wsLbNOi485eQOLUQEXbK3m8UKZ76dZSRIETtoRYNLMAsbvDaCW4GlHJ66IiMGio2mvk/fuXs1bt6/grb8pgCjvCEFySJJY7/TSGgzzSl0rf62s48uWrhiTnBXtZFls1NMQDPVyufisRUnyfdPW1UtPDD3lFiIbnV6SNWouyUmNNf8pMSkLI0t0oeKNKEA2LMk8vK+RxZ1uvmlNZKmOWV/JnmgWpUGUSbvhL2Teew/ZDz2IrrAQbWEButxcBK2WnEcfIfOevyvX+xDs6+Gibuc2Gip3UjhyNEkZShHpiFknkJKbT1dTI5Io4mhuIjk7N+annHT66QhaLbY5c7CdcjLtr80lEgXQ4eb+i9licouDMjDmSRMp/upLLLNm4fjoY/ZMnETTAw8QrK6m9sKLaH7ggYT9dQYjxWPGs2f18iP2NG6vq0Wt0SAt+BnzpEloMzIQVCryXn0F85TJZN7zdzJuvjl6ngFsx83GOnMmwZ27kEOJAMlosZKaX4Baq6Vh9w5qKjbxzPmn8OIfz+Xdv/0lQb7ye/QO10+1ICqMrnN+DY6v9lKsUyFJMs5WP2kagY6IREeaCa1eeX6KRqZhStKxfdnh5Xr60mREZwhnt4eyDE3/WI/oDOJeXIeuyAYCBGuVIkw5IhHY60CWZQJ7uhC7gmyNwCafiMYXwfXBbjre//03/U/GfwokNwA9+7PmRbf1t/03FUMZSl5znA2Z+n3fGkKAiiyJ7QVmqlMrWF22knctAWQkNpoH8frVr3Ld3F94+dp6dp+6nUfPX0mHp4XcsJfh8m72dpVREmVGqweo0bYGuffJF9hrS2HL0E6+KnmZUOoK1uh/5Hqu533V24c8739d2IX13DN46YY2rpn+CM0pDgDen70EADkcnzAlj4eT//Uh1rffAVnGOGI4LcMn8PTIs6nqkaWNdHYiBgU0kWborEbQ6bAHJe7XFxFp7CTjmY855pp3yP1qHVIoSK0lyG1NB/imo4M7hx3Fc4MnQcQP6+YpOSlJjIHkk046iaSkJJqr9zEuUEO9PoMzRj6HPhzGK+sQo2yV5dhZSE4n+447Hme9AgACO4PIYu8V8vYGJ68t3Uf34lkriDHZBIBFf+jO66Io0VbnIaPQiqczyAf3raGxyoFBrWKE1cTmg1LYL+5oYH2HmyFmI+dmpdAWilAbCPFtq4Oj11Xy5521BEJhli1XHC10Awfz+gV/ZfOJ56PV61nw6vP4nI6EY37c1Enxsq1MXLMLTyjMnjUKyGqsjMtltnr87ChRJmyvI0h+eTJqjYqFb+2kPOo6kN5H0V44Otn3pUkWwxJBn7KYcbcH8HQGD2mf118kadT9MsmyLPPP+jbWu7xkDEmhaZ/ziL2TD44T0+1smDyUjZOHcKJXzWk7gmij3zktz8Jp0wq4ZL4Ds1/iuHqR4hFpNEf9SPdXtOFu9pOTBTb3AWbMVhZ0ktmOtG83qo54xsGSk8NFOXFbMKcabrCnIAUkGvc6OPeK4Vwum1jS5eairdX4enTSstj15JUlY880xSzeDhdP17Rw8qYqXu6hK314XyMHolZsGVEnknyDjohMQvFirT9IlS/I6Rl2XBGJJ6p7A7/urnMVDheft3RxWmYyOpWK5RPK+Hnc4Fixp0mlTAfdcoulXW4agmHMahVP17Tgj27v+fmgZFbSr72WlAsuQNBqkWUZ49BhCftos5XCwHBT35mXw4UkiSx641WSMjKZcMpZzLzsas594AlScnJJzc1HEiO07t9HwOPGlp6JoFPY8dABhZUVBIGUiy4CScK7YgWOL75k79EzE+zpvGvWUnPuebQ+9RSSr2+5RXeYJ06I/d/x4UdUz1G8xr2rV/fad8ycU/G7XUfcia+jrpYksxWpuZmUyy+PbddmZFDw5pukXHghQo/W8Kl/ugZV1M9aCvUeI1UqNSkHNVbpHhd2LV98ROf0/2r4K5X5R9CqCUTZ3IFaAVmUcTR5SVILmAYkcdS58WJotVrFkKk51O7oYPVX+/jnLctY9mFln5lEfdRBJ9wQJ3PEjgDupfVIvgim0Rlos82Eal2KJOO1Ctr/uY3Ark68m1sJAfWeMI3h+LFDtS5aXtqM+G+Os79HYvynQPI3wCVRl4tJgFOW5SZgAXCcIAjJ0YK946LbfnNx3s67yGrMZeSG8Zz8QRk33TGt330Xz/ycRYPeY6U7g2atzGeFG3jhrkvZV7ItYb+O9Ca+nPw+wY4TWey6DtmdRZLGT920Om6ct4PRW/agCzzG3e/9la7RV/X7ecX7x/Aar/XaPn+Om6y0cv7BPxK2t1i60A22I/XoJBasqkIAUrcp56hKSqLlbw+xLW0gV34cX3nKgQAhrcSLJ+3nzp1D2DeoDVkG2ZCcYPOU1w66CISiY/VX7R6+69zKG+FGvLY8WHAnPFMO75yC3+vBZDJhNBoZNmwYXU01CG27+SD7JFbZR6ORJWQEHD5lgLfMmIG+RFm0aE86O/qlPLh/7t3F6on5u3n8x938a6My+RYkabl/mJOJGuVcPYewgQLobPAihiVGzMpnZ7kyIe7brICV0ValGG2UNV6U1qSD1V4/w6xGclsVsPBzu5Mn9iufv6rLzf2PPcTgzQrQ/X7WJG4rLWRh4VCmXH8rkVCIdd99xaZNm3j11Vd56KPPuHF33E91yYfvKC11s3Oo37WDoN/HvVUNvFbXxsBkMwPHZJCcbebYPw5l1mXlIMO4sAKikvtobRyKgeTe4LdnoUfTPgeSJGNL+/dAcldE7DUJ1PiDvHiglb9XNTDSauSk6QUgw/4t/76cKk2nIdeg45wGyD2IOR88IYskn8RN3zq4uzSXoDeCpzNIWr6FoDdCR70Hm05h80onZaPRqyEjh8D2HYTrFamQqNKhG1DEk6X5LJ1QxvdjSrg8N41jgspniRGJouFpPDS7lJfLC1nn9LLKqDxnFz44ibPvHM+pN43mgvsnourHieXg6G6LPreuDYNK4F8jimkIhnmmpoUkjTrWpCcvyvzW9fAxXtGlTK43F2VxSU4qbzS0sbzTzTU7atgT1R+rogzxolYHGkHg7mJFkmRQqxje497WqAQMKiEGkhuin/PE4Dyq/UHmRkF8RXTh+M3oQfwhPYnGYPx8ZFkm0tqKJjMz4TtqsxU7wHDTv2dFVrV2FR31B5h23iVoDQYMZgt5ZYrOPTVX4WH2b9kIKG2nJa9yXULVcUmBYdgw1KmpuBcuouk+pW7Cs3Qp4cZGRLebhttuxV9RQcdbbyNG7dOEfrT8pomKR7J5+vQEOYnY3t6Loc4tLSe3bCi7Vy07ou/aXncAa1hCk52NeeqUfvfLfeF5sh95GH3xAAS9cm8czCR3R0qeYus46viTOP+hfzB48nTS8gupXLPivyyB+b8aoiuE2BFAk2pADolIrhDabDMGQYCQiK/ejUYQyBibQU6JPeG9Q6blgAyb5tcS9EbYtrQhZhvZMzQZ8efPODKezfKsUgr/dDkWdIU2Qgdc+He0E47azTX+VEtgRwd1QREZJSG43B1hkzcCKoFwvYf293fhq2gl0u7/j1+b/5fiSC3gPgRWA6WCINQLgnCFIAjXCILQrVP4AagG9gKvA9cCyLLcCTwErI/+ezC67TcXo3VT+NO8K5nx4zUYDaeTtz+J7No4E3TdF7Nj/989ZBNBSwCV4CI8yMq6sz6i3RwV9ksq8mvjLZ3rCqvYP+xb/lWuZdJzC3n0ukacAxV2K6QXefjeVq5/u38fXVXEwLhNV3EO55Dbh5zbKfTduSdgCiH3YLgClYlWRGqLhXSrHjVwvDZeECcj8/dHmnnoXA+PTwty0twdvHuGCwx2QtXx4rWB9oHowxDSwkS3RLYmPtD+POcBxKITwd0EtSsY3LUIU7QzVU5ODrmykkzYYBuacE6dPgV0bmz0YHv9LfJeepFI3mA0agmrtYvGu+9PmIBkWWZ7g/L9tzUpafwBVpm9eyop17QCMt7DgOSWKNPoNqv4vqmTBoNMbVTzO9isTJDJWjVPDs7jD01xEFgUEtg9dxeFrWHu2dvIXl+QSTYz2a31pO/cBFYb0y+4DJVKHQPbjdZULOkZrFu8iG+++YaWlhZ+Qo9ejHAjyuC3f9UyisdOIGf8NCRRZMeBOubVtyEDw61GjrtyKOffOwGTTRdrNjLQo5yXI9wbqHaneLV9OGz4XMqEmpRujBWe9efpe6gYbjXiEyU+b4mn5MOSzHEbKnm0uokhZgPzxw4mN9+KNdVA3a7/eoGJzxnElJToh93NgqtkGDQmg7Z6xQlizPHx5h4WlG3q5GR0ejVk5hKsrMT59dc4Jp7B8qOfxW1UWM9Ss4GxSWaulUwsfV+Rz+gMcQbvlAw7aVoNgalpDJ+Zh73HhHekEhJnOBIrgAOYmGThmFQbM6N2eKk93Eq65RH1PUDysi43mToNJSY9NxVmIspwdsU+vmp18Gi1MtF2M8lN/iC5Bm1MVtFXmNSqmGSj23v71IxkyswGtkTB8Ra3DxUw1GokW6+lqQezLLlcyIEAmszE+gFttgLMI83/HpO8b8NazMkplE7qTV6k5Cpe9tWbFZu3pPTMWHFycO/e2DMhqFSYJ09WFttR5432V16l9qKL8a5cidjWTupVV4IoEj5wAEGnQ+hDrwyK1jnnqafIfeof5Dz6CMU//EDBW28C0HTX3TTcciuyLCOLIsGqKnJKy+moO0Dt1i28efM1MQ/jgyPg9eDuaMMmC6jt9kPeR7bjjsN+ptLISohmk7oL+g6O7oVE6aRp5Awu5+Sbbmf0iScTcLtwtv17/tv/16PbHco8IV7nYo02CtH4wkhRaZ5xQO+CcmuKgWP/OASDRcvZd44jvcDKtiX1vfYTemQ9bccWYBqdgXly/PO0WWbME7KRRZnOD3YjC9AVkdA3e5ElmeqgxJl/G0vZpCw6RZlOs47cB6eQelE54To3nR9W0vXNvj6/3+L3dvGvB9b+6usSbvYSrHH+P+OWcqTuFufLspwty7JWluU8WZbfkGX5NVmWX4u+LsuyfJ0sywNlWR4uy/KGHu99U5blQdF/b/13fZH/amSl2QEYhJsFIxaxo3wcp785jKL6LC79/mjKf7qDwbtHKzurZBonNaKxtZM9YDX+EiVlJ0gC173wOLc/9hoTl8blG89c/zxvXP0gnbbe1eeSqveN9hiPMYQhjGMcpSv/iiwVkkwya1nLw44vjuj7OC0e5KBIYPdu2ufOw7sykeVWWaxMKk7l8YIM/iSYQKMAjPcu6eK7U+IDuKiGB/7WzrWjVjLqzFu5+L1avGaR8jkXYA6CymrlBkspf8sKsPLEH7DrLCxb9hZ7Ht+Ce8rHUDqHyf5F6H/5kmDFcvKNPkqoISJoUXUITPJ2sVal+PE6fCGanQHOnbuax5Y1YD32WDxdQSyWCLmTupADAdw/L0QKhWi8/Q7q1lfQ5Qtz4rAsWsN6MuoaKd3+U+zcsw0SXl8cgHjr6ll30520PPNsLC3pag8QtPpYE1CYZ0eKBmebn+3LGjguzUaJSc+dxdmcl2pn7PIuhtcok5C0rgODScNpazwUhAVsahWTf24npUthST0ZBfjtGfh8PgZHi+u2djpxBEJoxDBXX301d919N7VpOZS0N1K/cT2CJBFyOWhxeVi3dSsAC7bGf7eBJj0qlRCbOG3pRsWT2KGAGatGzY+vbePTx2OPHyG/cs91M8nONh/VUSa3GyQXDItKCwSlFfavjTMykxllNfHE/mak6MC5sMOJKyJh06h4ojQfQVDOO8Ouo2FXJ1JUCiRJMtuW1B+yc15f4XWGMCf1bud8/r0TOfvOcag1KmoqFG1yflkKx1xSjlqjIlluV8CP0YjWoEaVV4QmJxsZgSrTBCSJmOa7Oxa9swsxrCwCfS6lCYrzx/14ltYzRaNjsxxi2jklB5/KEcVmt4+IDG8OK+KLUYP457AiAF4oL+DWoizu7eFfnNuDSfaJEvPqWvm21cGJ6QqYyjHouH9gDhdmp3BmZjLz213UBUIxTXKT30+B4dAtsM1qdYxJ7ghHsGvUaFUC+QZdjMGu9AYoNukxq9Xk6XV4RIlPGts5cPnldLylDPHajESQrEpKQjAaCVT19g32uZzsXPbLIc+raW8l2YNKEVS9pyyd0YQ1NZ3mvUrRky0jE8mtgGSxo4NwXbx23DhqFBzEnIYbG+l8733QaEi59FIQBEL1Df1KLUBZBCWd9AfUSQpA0hcPwDh6NKhUeFetwvX99+wuH0LlqNFUn3wKyToDkhjhs0f+TldjPS3Vvb2WJVHks4cV7XZSRERlPnLryO5GL/0xyYPGT6J47AQyB8Xv0/RCRVbY3er694iHHJFwL65DZdFiGq0wvPriJHRRJxqdP4zsUhp/aftxrymdmMXlT04jo9DGoHEZtNd5EtrXd4dmZj5ilhltuomUc0uxz4nLPQWtCl22mZSzByNoVXjSjLRHlDH2gAg+CZKzTMy8pJzyqdlEQiKCRoVxWJriywyIHX0zyTtXNtHV5P1VYNe7uVXpGPjaVpzf/mfuG2Ux+dvNZvxmCvf+tyPDauDDwCgmDZhJyNLF1pwvKd6dwqRPr2fSng4a7RUM3R7Xobnz3TRf8E86St+PbRu4J5Wy3Urr1q6WuxAiv74I6hRO4Q7uYAc7WCevo3D3UNxRPWkuuQzyz8DUcfgJ2WFxIwVFHJ9/Qduzz+Kv2IJoj69Q1VYLn+n+xWPnXM6N5zzMkmOCNGWFefrWvlPhrxVsoD7Zycbxfi79tJXn5qzDb41gT8vFMnIiggCub98jVHSAt09dzIcXOGl+7Ekisx5BS4RCcReaT07H9u6xDNfUUC3nUd5Qx4tjStnlU4BZpzfE55vqkWT4YVsTnmAEV3sAq0VEbxPRDSjEs/gX3AsWKN6hzz4HwGVTijhnz2JmrlzOzMVLMEUrzI9iB8LWr3G73YhuN5XnXIBpwTd0zptH4+2349+6le3SJu554AL+Mmoy/sEbaUlVk1+ezMrPqtj83h4+sGYwwmqitdaNLMM1Lh3nLXOj2dDJkKk5lOUlcduWMM8d0GCp8TNpV42S/tLqWLz4F5588km2rVxBilbN2weacVqSEIJ+tqkN/LmynpBazeVHTeHMWcdg8ntAkuhwe5A1UWBdvR97wMfTAzK4NCct4TdRqQRSss3QGuC1IYXcm5fJ/op2Wmvii5xQlEnu1iR/+vgGfnxtG15nkM4o+148SpkEktKMCUzpkYZKELg6P526QIg799TjiYj8s76dDJ2GnVOHMz7q1iK6Q9iavASDIvvf28XWhQf48IG1LPtoD1t/qet1XHdngI6oVq96SxvfvriFoF+x9fM5Q72YZFBAfkahjY5GD1uX1DNkeg4Gi5byKdn86YUZGBt2oklLQxAEtHo1kQgU/POfqE44C7dsJTnLRPWWNmqjlemSKBHwKADemmrA0xnAu74Z99J6XPNrmLC2g9ZQhFPWVrKhwdHn9TnUJLQ96m892W5hSrIFa5TlTddpuXVAFiekx1kqk1pFmlZDtT/Ih00d3Lu3kTKzgXuK48/1NQUZPF1WwNX5ym9a4fLFQHKLPxhjo/sLi1oVA8nt4UiMyc4z6KgPKNehJRgmO1pMeG52CiOtRu6trMO7ajUdr80F6CW3EAQB25wTcX72OZ7liU4P3z33BD++/Ayu9r7HHmdrC47mJrJLSvt8HSA1T2FKNXo9RqsNyeNBEwXqPRuJGEeOjL8pqusVtFr8GzeiLylBk5aGYcgQpWGIvvf9daiQvF40eYnZvu5GKoZticVUns7eBYxttftpqd7L+FPPIt0fQmU+8gWrcBiQnF44gNP/di9aXfw7peUXIggqWn93uegVnlWNhJu8JJ9RgtqmJ/1PI0i9bChqm44IoA1EUHnDhFQCwiFkVd1McXFUSlHbh+PF6u2dfF/pwNOlEDCCVk3mrePI/Gu8DbxpVAY5902mEoHOTDO7DBq2uMMYLFr0Ji0qlYDJqiMUiGcTLROzCZalEOkIIAUSM6pBf/zv7vHtSMK3sQV1igHTmAw8qxoJ1f163/aDw/ljDQ13r8T582/TovB3kByNNIueIFpa7XosEQ1BvYTbGCG9Zi0vp8h8U/YWWfvzE97jSuukNreH/+WB+KAW3JRBxvJ7UYWUCnez18ywimkct/84PvzMyL7nLVzcOSfheJd+kMmb/rh9mhwMkux00KqPg223KDJu8XFkN2g4uzKPlW9/wZ+2X8Sd3MnIzvLYfg6zG7e3nUU7NxHQqBHb9mEsVFpgB3USZwZu4FIuZXPadr4Y8xPXvrCLWUv2EdYpD9hIeSSttFLS0HtS3Vns5FHrczzy92amlh6HJX8sHxY6OOHEB1k3uZGuTD8P3dvMDut+al7/kA7spOm7UGuVh9EUcbBbKEGlUiHr4tfM4QvzbUUjmTY9wZDI61/swtnqIylJYR2tUyfgXbeervc/AMC4eS3PLn+JYWaJi6sW4bYptlDnDh2K3W7HEvGS0tFBe3s7Hd98h7GrjTunXM38USfg/nE+ey48m2vOPBefyQ1qEe+I5TS6goyaXUAkJFG1voV13yoTSLcsY/KcIkqawgjAgJFppOVZaN3vom5dKyWT0rD6a5C1eszuQaiji6QVy5djRaBe0LCuZBSSKHLj6s1836YcU7fLzfCiAqxeBdxqTRaOOnY2siAgSxL5Hc1kVO2ItdLuGfnlyTRUdjGsPsxnf1sV2x6OSm26Ncnd7hZBrzI4vn37SlZ/sQ+DWUtOiR2NTkVa3q+XWnTHiWlJ2DVq3mnsYPzqnax0eLixMDOhiDJY4yJDI6ASYNvmNpZ/tjfmJqLSJH63YLWDPU9t4KOH1vHdSxX8+No2Duzo5KOH1hHwhBEjUoxJliWZ6s1tuDr8NFY5AGitcYMMw8eY8W3bQ7DWhX/bPjxLlmD7g/Lc6QwaQgERfXExtusUt4ApZw4iOcvEuu+U371tVyeRsMT0GbkMGZlGJCzR9m01+uIkzBOzOL4pwj3b/ex3+DhpT03Mvg0g3OLFs66JxntXEenq29lgh8dPnkFLch9NYPqKmalWvm51sKzLjQAsGl+KuQ/5xGCTARWw0+uPgWRHMHRYkGzuIbfoCEVI1cVBsjMi4gxHaA1FYsWEyVoNp2ck40BgT34RoWi7Z21eXq9jZ917L9q8PNpfeSVhe/uBGgCC3t5ONF5HF//8yxXK+wcO7vV6d5hsymIiJzUD94IFiB43xpEjUCcn41sXB8mG0h7HiETIm/sa9rOVugdNsl35nHv+juz3I7a30/bKK4RbDm8jGW5poWrqNAR1tJD02j8z4IvPSTrjDPRDypF++QWzPRlNFHi72ntLHJqiTPjIY09E9nhRm4/8eewGyX0V7vUXWr2B5Owc2mp/Z5J7hhQScS+pQ19ixzhEybLpBySh0qkRBAEvoA+IaEISYV3/0qWekZRhRKNTJdiMAjhafTRWOZBl2L0mLkXSphnRZiRmEmSVQFudh7RCG7mzFQlZt6MGgNagNJnqznp1NHjYtEG5z0L1cTDb0eDhnzfH9fHd4PxIQnQG0eVYsJ8yENQCvor/ul1vMOrv7F3bFPOj/i3F7yA5GqkWZZBpkiSOdSpFGfvTk8hrESn0WkGQWZb+ISkdfa/u9V1G9M0W7GlvsTZbQDaosS4ZxXevTWPf8xaeevIernn1AU5/+g5mbhpCcZeKW38I89f6ozinroynb87m9oeSMWyrJ9LVhRQK4fqlhsFJo2nQ6vFE3QO8EYlpK6wsOnYQH1bMoaAyjSeaHuaurluRqh2x8+kyOql17aI5EmBLocLqGEsUWcMbV3by46S+rci642bhZtJJ59k38lH3I+tdOc2LmGzi55Qm3hjYyY6cxIft5Uc62b52HQ1kkWbzIndnVKbcwJy7/sXNN9+MK/qWwlQT6S0hBu8LcvnUAfwxORnd0jZCAZGASgF6xpFD2FruZql+FXLUu6ysowb3P1+HSIQh/3gUdVIS2qoqLjv/fOZ89wOzf16Is2IrHZ99To01k0Gzj+KdrInIyNz4YgNyjydAP3gfLa4AmYPi7F3LfhedjV5a9ruwZ5rIKUnmqPMGkz0oicziJNLyLSBDJCRRMMKOKhQAnYXSomEkd4zB1qlU+WvrFdBlTFHY4DPnf4A6oiwaGj7fj0VjJsWpAKzWEePxDBlF2JbM6G2rGddWS2Nj7w5OAKOOLUCjU7PgdWWxZs9UBlZftLI55m7RT+o4JceMSiUw+/KhjD+pf1eXw4VRreK7sSVMtVvoiogMsxi55CDmO1TrwqBTMfaEQhrCiYNhyJd4k7XN24YlOtjXbu+gMNqxz9MZpHqLIqMwRUFy5dpmfpy7jffuXs2XT28i4A3javcjCNB67mnUnn0qba9W0PzQeyBJJJ15DqBMKuFocavPpfwWlmQ9uaXJOFuVyax2QdSzdlMLYnQS84Ulks8sIfn0Ekwj0ji1IcLny70McYq8XNOCJEnIokTLs5twfLEXOSwRbukttQLY7vEzzHLkGae7irMJSTIL2l0MMun71awa1SqKTXp2eQIxXa1KlvoEyX6POybLOVhu0d3BMaaHDoZpC4UTnFQGRH2W/3TXY3z/4RcM+PILtAcxyQAqvZ6Uyy7Dv3kzvk2bYtvDUR2tz6FMlsHqahr+9jckvz/mGVw4YjR55UN7HbM7yqYdTXJ2LgMXLqfhppsRHU5UVhv6slKCVVU03nEnofoGUKtR97AYVVutpP1FaTaSfOGFyrUbNQrj6NGoTEbaX3iR/aeedsgOewCOjz8GIBJ177AefwKGIUPIefQR7GecidTWzkW3P8D1b36MJSUVVx+9AJr3VmJKsmNLz0D0ef+jTHJ/kV5U/Ltf8kERqnMj+SJYpuT0+bpXEFB7w+hFCdnc23azrxAEAVuaEddBRXT7NikgNi3fwpafD+DpZzENsGlBLaGASMHQFIZMzWH2FUM49rIhsde7s4ChgDKmbfn5AA5JRpZlGnrY0R3YmVgW1pcEpK+QZRnREUSdpEdl0GAYZMe/o71XpkwWJVqe24h7xeGNzKSQSLjVizpZj+QJJ7h8/Fbid5AcDa1aRZpFx95AkFMcR/Oq8A47IyeglgUMvlPIEwYgMoAx3z/DMV8NJHNHKkRBX9J+G0U/FSDIAqdpvmNORzWzVHrCQZETO5dS3KUi1fQjttFKJeoS/zXs8U9j8J7tPP3PLfzt+UmcIykPpH/5z1RNnkLzfffjWdbGoOg9012p7gkEmLJtE/okkeC+EMigL7CyZ/VyjK74qnJH6xraA0qhQKfFiE+nwTB0OA2DBvLNKYnFfmMDYxL+zpQyOYuzAJhYl8J7FxXy5PoTGLQncYINGmRyzrmUi1SX9HlNFw1zseyEZBweC1p1AEEFbbWlcNxDaLRarFYrHV5lUB+UbmFoSENpWM2k3GRG2eMsypKaBgIamQ1j3Jz3aS2XvVvHDW+FqC0IseRoDy0fvQOAYfhwjOPG4V2+HPGHHzFFAaL88cewawfziyZx3oQCRo8s5vYbZrL06ETP3uwumTRPJ+2+MCdcPUxxjwCqt7TSvN9F5gDFrmf40XmccetYVCqBgqGpWJN3Q/gDrBlqVKEgheUlnHLDGMYeX8yYScPICI9getVWzlm/iGemjEXUGUnpaqWopQE1oJFh44+7GbZbqc7/0pbFVTtr8UkSGjFC2ppFNDc10dnQu/DDaNUxZKpy7yRnmWJWRF5HkKA/QkOlMgh3d9xTqRJBlcES9eAdlf5vFe31jEEmA/OGFnFDQQYfjixGe9Bnherc6HKtDJsZz8jMnpyFOUmXoElu3dmBKMtU+OOFp7WdQdKi3QG3/nIAiwAmq45wUGTNV/voiRXrdnXi6vBj0qsRQgr4S7mkFE2qH7QmIq1RtlOvJhyIIHrDdEYBsOuN7ZjUAkFfhPafanAcUBjb5AE2ktQCArAhLEO0UY9lWi7aPAs5xxZxRl2YfcEQSz7bhWth3LEEQPb3Xmn6RIl9viBD+wHJsizTNm8rzp9qYtuy9bqYrjjvMKxwudnITo8fdZTdVEkShUY9b958DV8++SA/zX2BTT98zStXXsBX/3gY6GaSo3KLBCZZuWa7PH78khxjkgGKeswivwREDOXxjNbBYT/jdNRJSXT8843Ytki0G2XzRx8C4Pr+B1zffIvr++9x1CnXcXREg3AIF4YBo8Zy+XNzMUa17mJ7OyqLGU1yMoGdO3F+9RXelStpuvdexLY2DCOUVuCS240mOZmB33+Hddas2PEEvQ794FKKPv4I0eWifd7r/X52sKqKzncVb3o5ECDp7LPRDxoYe90wRAEyck0Nao0GW1oGrrZEdlqSROp2biNr0GAEQUDy/FqQrCxU5NCv0/ZnFBXjamsl4PntgZP/jpBlGeeCGkKHAGOhAwrrqi+09fl6hzeCPuoEI9gO/Qz2DAUkJwLSAzs6Scu3cPyVwxAjEqu+2MeBHR1s+ql3G/FtS+opHJZK0QiFfBg8PivBVUNrUOb/cLRYvbPJS2ZpMi6tGnF3J74oI9Wy34UlRc/59ypk4KGAec+Q/RHksIQ6Sk4YSlMQu4JIrsSFWWBXJ+FmH54VDYdlhsNNXpDAdkwBCODf9e/7qP93xe8guUcMy01ic4MLjVUPXSJtunQ8OgvJnQ425z/II8e/w/cXXMmZ308kfUM2gz8fzBXPj+av903mou8G8FDDcMxIHGWey9hGieE9jl048iQO5OUyfEYe7f5ifnbewnttr/GadCprPBfzc/gONKYIba8rGmf3woUABJ1BNLsd/HVVFY5whPJ5r1DccABzph/Rq0wIugIblWtWkqqKM3fbm9bSHNiPPQqum5IsGIYNY/dfj+VAUXwg3Xnfj6x2LeeENY+gC5gZ1lDCFzvew4wyQEfSJzNqi5HLN5zAh+cX8sbue5jJzH6v4Vv73sJWpxQ3yAK8cvmH7J4WL2L07WtPsJLr8CgP7vQBqWSK0YI0n5QAsNbMXojlLjfH5F4d27Zo8n5O/Kmaa1+rZ9S2Pfxpbh2BFB2pV1xOpLOT1ieeoDMlC5/BiGHzZiJmKwsKJxA54GVEk8SiE1b2Ond/uJGz9y5m8e5WBo7JoGxSNhmFVrYtbcDvCpE1oPegGXC30Fb9AwFPC/s3rUWQRJKzlVTz5NMGcvQFZQwbNpT0zoEUeCxUfNSMxXI+AM/nWtg6dRgDR6ez6cdPKGxQ0p5/KMrj45EDyU2PFz8Juzbx1l+v4ceXn2HFR+9Su21L7LXhMxUd5NDpuZjt3encAFt+PsCetYrWV6MzULm2Semj2iMO1TL534lUnYa7BuaQruvNsIhdATRpRkw9JhZdZQc6nToGkpurnXz6QgXfOSO0RWRGFVoo1qlINaoZaVRjVUFnk48BBhXC9nZWfFqF1xniD9eNZMYFpWj0ag7s7MRR78EYiYMqjS0MkU7U9kxcS+oQvWHUIYlAZ4Cmh9bgiqb8NL4wwg6FqW75+QABWcZo0pB57SgKrxjG1Nn5eLwRupoV8K0vsJF5/WgMZSkc2xLGFpZ5UfDjXqxc98xbFF2h6OsNXnZ7/EjQL5McOuAmWO3E/UsdwQNxnXlJ1HUlV3/oCXqMzURtIERzFDiakRlq1NDVWE/1xnVs++UnFr/zOsgydTu20lRViVGtYrc3wIu1LXT20CQXRdufL49azmX0YJIzG+N68u0ef6wzZV+hMpmwn3MOnl9+QXS7E4CAY4NScBrYofiDd330Ma2rVyLIMoEPP8L9yxF4+vYo7FNbrKjt9tjfYlcnwd2VaHNzyb5fsYATXX1rKmWfH5XBgHHkSMxTp+Jd3n/mre2VVxDUanJffAEAy/RpCa4YhtLBIAgEdiq6ZFt6Ri+5xZ41K3G1tTJ0xixkUUT2+2Pex0cSQvR5+9VMcrR47+1br6Vpb7ybqiQdujnQ/19D8kVwL66j/c2+24RHOgO4F9ehSTeiMvXNErt7AD+pn336CluaAVe7P3bPhwIRmqud5JenYM80MWJmHlXrW/j2xQpWf7GPxj2O2HvDQRGfM0TWwKR+s0c6fSKT7HMrdRtJk7IxqQTaNivZi5YaJ9nFSSRnm1BrVbg7j0xuIUbBsDpaC6KJzh2Rg5ho74YWEEB0BPFvT2yGdnD4dyig2DA4mdSLhmCZ1Dd7/78Zv4PkHjE6P5k9rW5I0pPbHGCGwUC9IZeChmqQJcZZ9PjaW5AiEaZWpJDdaGbypoGYgxqMITVWj7KCy9FXMiF9PpO9ClO5echdXLB0CK8v348mN64zcmNCbL0MAJ+UgiY5/nNoszJZQZhHQl40tV72L2vgzhV7yVm7GmN6kIyRLkQ5k6w7JxCSAjTu2UVBalxvJ9mVBynd7SPJG6Ap2YqcqufNme/G9plWOQVr0IzaquP41mMpfegNfnz1TQZvzo3d3Opc5ZiBvXWYvWouEC7iZm7u8/pdzdWM8Y5h4LpBCFF8EjSEuPXkD2m2KBtCHg2un+IOFB1Rr94pKVbUUQTXWuPC2aawwCFtgOXHLUA8zJ26fIaXZ333YBozhtyn/oG2sIDt00+hOl+ZBHYXnMWsoIUtH+0l1NGEv2hHr2M47SLD/K3c+/V2Wt3Kg184PA2fUznHzD6sfvZuiFvobPvhK2SgaMz4hH0GjctA78/A2FpCc7ULQa0sIiKd7aTqNEw4qRiB+MD7/JAiZqRYufC2uzj5r3cCoA74kAWBnct+Ye2Xn/Dl4/fH9k9KN3HF09MZcUwepiRl0F73bTUHdtQTCawDYNHbu1n41i4kMf45f7h2BBNPPrzEoluS0NXs5buXKuhq7t0aOeiP4HOF8HQFkPpgD2RRRnSHYizEOXeNZ8bZg9BbdKgdAVy7Ool0+GNaYIA0vYp8R4DhJjVn3DIGi1qgQKfCpIL2iMz6ZY3sXNFIaXky1l0dlA62k1+eTFOVA3ebH5MmPpmE6+sI1dVhKC9GdAZpengN4cpOwhEZXYGVSJIevU5Fyhkl6KOA3SfKhHRqzFFrOWNZCrkTFb/fpf+qTPA91WYYsUTg8poQq9M07LWp0RVYla6XgjI5HxzdLaIPZpK72RffJoVtVJk1dLyzg3BUAlIYZZC7O/H1F2dkJqMWYKFDAbZjLAa8LYkevvasbC596mX0JjPrv/2cUPSzH6luQoJYo5EUrYYhZkOsu19PJpk9iY4V89v7tqXsDuMYxSUouHcvzm1x95ZAKIgUDOLfsR2VyURg+3ba167BKAto09Jw/fDDIY8rBQIJzhUqiyUBJEc6O4m0tWGaNBFNVHIhefoGyVIggGBSfhf94BJCNTXIkb51Z+G6egzDh2Merzz34YZEaZTKbEY3YACBaLvulJw8XG1tMSlJQ+UuFr7+Mql5BZSMn4zk88Xed6QRl1v8ugYSGUXFAHi7Oln4+ivIkoSrrZXX/nQJP770NOFgHAC52lpZ/q+3iYR/HVv9Wwoxypr2x3B2fVGFHBLRF/Ue67vjmBtGxf6fNyu/3/0ODluqkXBQJOAN017v4ec3dyKJMsVR94xRswvIK0tm5LH56E0aNv8cz0Z1yzSSDkFqxJjkaPGe3xXGZNWRNFohW0J7HQS8YTydQdILbAiCgDXFwP4tbYeUXIjeME1Pro/JJ2IgOTou9gTJclgksNeBeWI22mwzjq/2InpCSL5wLweLcKsPz/J6TGMzUSfpMQ5NRf0rmPn/qfgdJPeIUQV2ZBncsoRWhkeCem66aA6mgI+5xjDLH/s7b9x4FUGfl5IGKw++D1M3VXKy1s7Ucy+mti6+ahrKR+SFG2jxm/lqZ4hIdPV44ddb8Ghgt0niE3OIao3Ifq0CQpoyJ+EfPABteQ6hA7V8KbeTh4rTbVZkg5q1X20iqaMNa24A38AH8Qh/QG3V0bRnN8gyhSlxkGy3axhLMUVtTkqmnUTFKA9D0kewWdgc26ds2RDW6/YhamQcm37gDO0uIjYdgZ0ddHywC8kXRhv1IHV9/z0Amox0TuIk/rHtGrIbeni4ks/jPI7H4yG3KZeCRYWoA8pD61a7efCEoVyXmU7rgAIC2+Kr+D2OnegNHfhalEHAlmZg36ZWupp95Jba0VzfjCgcmT3Me9LbvMiLPHTiL6Qv+ISGKbNZNnwa3885g5bMsQwJaxg0LoM9YzaBSjlm3oE4y+1MlinoPIAgimxvcBIIiwydFl/ZpuT2nrTqdmwlJScPQVDh6+pENFtJzkjUY+aUJHPB/RM55cZRlIzPZOaFwzDbk2P+pCk5ZgqGKSy1Mefs2PusKWkMnjiVOX+5lelX38Dgc/6IHGURxEiESDjMzz//zDfffIPBrEUQhFg6z90ZpGHXL4Byb+3dmMhcjTw2n6IRaWgOU3iy5ut9vHnbclprXXzz/BZqt3f0skgTRYkv/rGRDx9cyzt3rurTqULyKNKg7gE2vcDKsFkFGEdnoAWCEYmWxfXU7eyk3K5jjFHF8LGZqAQBVAK6PCvqVAODDGpsKoGmsExDSGKwUUVZkwffxhbaXt+KuTOAs82PPySRlBEHcqH9+wk3NmIoH0Ta5cOwzsjDOjwNEUi/ZiRyrgVTqhHLxGxSypQCUKkkmUiSIQaSQVmQgJKyXP/9/rgHr1pFxvWjOPtMRYN+4OISXpmVxvwOJ4JBg9QHk7zd48emUSXohIO1LhofXE3XF1X4d3RgHJ5Gxp9HgSDQ/uZ25LAY8zl2rWrA8e0+5HDfz0emXstJ6Xa+aVeA4BSbkY76+MQ7YPQ4rnj+ddLyCxk5+0Sq1q3mWpPMJTmp2B3tXPbxC6Tv3UG4tZVQfT3Hbl6C1aEwP92aZCkYxP3TT9z24Zu8Xl5AqdnAszUtsUYkfYW+RBmnglVVtCyML5hDGjWBrVvjfsWAX6chKTsH6+xj8SxdesjGF6Iz0XtY0GgSmeT2DiLt7WjS01FZlYVqf0yyFPCjiha76osHIofDsYYzB0e4uRltdhaqpCRUZjPhht5aTEN5OYGdOwEYedwc9GYz79x6HQtee4HPHvk7pqQkzrjzfgSVCikqffhPWsD1F2Z7Muqoy0drzT72bljD4nfmEfL72LliCR/de3sMKC//8B3Wff0Za7/8+Fd9xm8pugGdStc39Im0+lAn60k6sajfY6SW2LHMyCP9mhHYco6c7e9u1NTZ4OXnN3dQs7WdyacPJCtKvhgtOk69aTTTziph0NgMmqvjXsTdINmWfniQHApECAdExIiE0arDkm3GKcoIzV68jiAWFSR1+Gh8eA3TzhyIuzPQp4dzd/i3tyN2BvBtUBbt6mi2Um3XgwCRHhZzwWonRCSMQ1JJOa8UyR+h+akNND68lq7PExfToQYPyGCd0bvI97cUv4PkHjEyT7lZG3qkmoqKRmJJSaX1g7k074v/yBqtDrs3iBwOYx83jqxBg3GGDPzSXMw+dwqesEhb1yLerxnDnkB8shYF+FxXR1Lbx5Q5V5LkXsRXJmVg22y7lNU5t7LPPon61Imc4PZzmqTmtKCabLOe8k6FedCmijzdOhS13YygEmio3IWgUlGUXhb7nI25NWR3OjAkpbD8hGZefnA1B7TxB2F29XSmOMZRoarhhx4MzV5NVBMkQ6DKgeqgtLnabkdA4PKt01g0axBNHbt5l3fZwAaSScbtdmMNWbE2WsmoiMsF/pW6m2UmI7fMaWeTX6niDopB5nfdiW7AP3B0eNHo1Uw/ZzBdzT7EsMSAEelsKO2/0crBUWVxcAM38BRPMUocRtWA2bx95z089bc32DJlOWR/w/HnprPjqLjUYuSWaWhC0bSRWsKrC1DkauLytzdw00dbMNv1XPnMdC58cBLqg9wlgj4vDbt3UjRyDHK0KjGcnIHBYKD9tdeoOf8Cmh9+hPa58wjMfYq0SCOzzs6nbHI2trQMGip34og2VwgHPCRlFiH78+lsTGRqy6cdzYRZxzFhyhRCaTmIUbeTtx5/iJUrVrBp40a80axF9eZ4QZAUURit4bMUeYc6yqxq9Sq8jiCOVh+L3t6J3x2fWGVZJhJS2I6mvQ42/lhLJCTx6WMb8HQFSc2zsHdTa0KV9vYlDXQ2emNWQlXre7sBRKKFhCqrjobKLgVgSjKmEenoBIGwDHvXKdciV5RwSJA8NQf76YNIu0IBnrq8qEdp9GcQVDBIrwKVQNoVw5Q2rj0G7IzSuN2Vd906iETQFeRjGGgn6YQBmKKep/WVXfjdIUxW5V7P/uNQtAY1wWQDPlcwViCoXLv4osLdEYjJLrrPrzjFRLJGzQctnbzW2M7l22tQmzS9mOSf2p2829jBMIsplj51L6un7fVtyAER77pmJE8YQ2kymjQjKeeVIjqC+Da3cUKqsqCaUBfEs7IRx7d9NwsAeLasgBMzFdA/2WqkParxFQQVRSNGx/YbfeIpqNVqOn75kZvUfi765RPSu1ppeG8uu2bOpOLSS9D/8h1XffgsKlGMMcldH36IZ8kSLhk2iJOzUrg4J5XGYJg/bOzthxy7hjnZqEwmglV76ehhzxbSqGl/XdH+Wo8/nqwHHyCYmkJK+RAFqAYCfRbQybKMd+06xGjhX7feWHQ6E0BysLoaJAlNejqCXo+g1fbLJMs+f8wnWT+wOP7+g0IKhRDb29FkZSm2grm5fYPkIeVEmpoINzRgsiVxxh33k1M6hO2Lf8Jks3Pu/U9gS1PGSyn6LKt/ldzi3wPJANfMe58b3vscW3omy//1Dvs2rGPcSadzyi130Vqzj3VffUo4FGT/ZkUOs/aLT6hcveIwR/1tRjeTLPRBDsgRCdEdwjQms1+pBShFePYTBxySbe4rsgfZMZi1rPl6H842P8Nn5CY0OuoZaflWgr4I7g7lfLszq4dkkvXdmmQx5oFvsmkRVAIunRqdO4R3n4NZNi26ijYkT5jcfCv2TBPtdW4O7OitB5ZlGV+0Ay0qAZVFizpqciBoVKjtesTowkMWZTxrmhC0KvQDbGgzzZhGZyAHRJBkfJtaCbfE57ZIux+EOCP9W43fQXKPsJt0ZCcZuLuri7tRJj+5IcT08y/FFWX9Rs5W7KMmnHIm2iirYZszh8wBA5FQsbkrl6/qh/Jx7YjYcY1uJylRvS2yzJSOVSSHmhjuqsAc2I5Z8hDoYcm5Vz+LysHn45PyGRmuRpPawYhAhGMdW0AHu+yFvNkR5OGQl3u/3k5D5U4yioqZrJuKGuVBqSpy8+XEFYiWAl4ZlNjDZUrHBJ774C7mmCZgV1vYvDnOLq9wraVepTwsgd2dvVIk3RO65FYmlwzrAC7mYjJQBni3281A90COajuKsxzJsfc5M50UnlWI0aTm6VENeMNeFtUuir2+du9GLHYdRSPSmHjaAGzpRnJLk1nN6oTPP6llMFtfMTOwUzmPEYzgOq7r9VvWqOv5aEQzHquXlqwWPjv9HyQNn8tRjiLW5se1jaM3zsAYig92zmSZaY3bkJH5pbIVf0hEb9ImdFPrjp/mvogYCZMzfDQZw0ajMZqIWOzoBIG2557Hv3kzXe+/T9uzz+L48CNqzj6bhr/eAoDRZqOrsZ43bryK1Z9/SEv1XpIyFLuhPetb+vTWzczMJJSWja+gFI3JjGv7JsxVFZhqdrEjmrZu2OOIWqOFEWhh/ClncuwV51M0PJVh0RX7wDEZ7N3YymdPbGD3mmZWfr6XNV/tY+FbO3nnrlV8+vgG3rhlOd+/uhVLsp6ZF5VhSzMw4pg8/nDtCHQGDfPnKZ/XUuNi3bfVFAxJ4ajzBpM5wEZ7vYdQIIIUiMRYzu7ijmXfVPPVs5tZ9+1+Opu86HItJI/PJCRAtSdCik2LWS3gkGXSCyxYJmZjGGgHIOn4IloyTbRGnTHsGSaSZ+RjPSoPQ0kyhtIUknpo2bPT46ln7wplYaQrKoptU0dt5755fgudTV6MVmXwV6lVZBTaqN/did8TxnyIFGDNtkTNnSAIDLMaqYj6H+fotahM2l5M8isHWrGoVTw6WNGTSyER18JadPlWsv4Wl+sYBisAVz/QjjbbjHP+forXtrFugZuZs4oxlCYf0qvUpFZxXZHioyxJEp0Nddizsrn61bcZdfxJsf0sySmUTz+Gip9/4MO7/0pq0Me08y7B73GzL8NOUySeUj1r+Q8kq5Xr7Fu/AW1hAek33ADAZTlpTLabaQ6FY41lDg5BpUJXMgjf2rW4DygLf1tyCiGNGu+y5ZinTEFfXIz5lJPxBfzYM7NjnseR1t7Wab616zhw6aXUXXkVAGlXX0XKpZeSfNGFiSC5UtHcajIyEAQBldWK6D6E3MKoTN66gUoRXsMtt/ZqOR2J2sNpsxQZjjY3F8/ixTi//jphv+7ivb2zjqXrk0/ILinlzLseYPiw0Zx81fWY7fGxshsk/ztyi19jARc7N7MFrU7PuJNOo6upAVmWGDxpGiXjJ1M+fSbrv/mcigXfE/R5OeWWu8geXMYPL/4joS5i/bdfsPLj9/A6/uvdNP87o5tJliO9MxIRRxDk/z7QZjBrGXtiIc3VLsSwhD2r/0xBer6ygG+LPtuu9gA6gxq9uX+ryG53i3BAxBclPozRscuZZkIGVD8kOplI3jD2DBN1u7r49sUK2uvdhNt8tLy4mWC1A/cvdYRqXCT9YQC5D08l+44JCOr4GKtJMRDpDBBxBml8eA2BXZ3YjitE0Co4xH7aIDL/OpbsvytFgv6dcSAudgZQJ+kRNL9tGPrbPrv/hSjLstLoD7NKLaJK1uPf3UnJpKmx16dfcCl6kxm/T0mJBTRqvv34bXYsUQrtdEYjgiAQkjSclLuLLIOLko7djJadXOzWc17nAfIDDew3xleQx4eaqZEUpsktSFTiQB/oRBId7GjfxpqV8zht1z1MqtpKepmLBs1RHIeG711e3l9VTW3ldnIGl9Pa1MpN4k2x49758H5uu7+CJkt8YhnEIL7u+gyb10y4zkNZUhEAU6dOZaNlEgAtKgfqTBP+HR1Yjp6F/VzFMivt+utjxxFdbgSDIZbm6w63241aVpPuSWeqLxNTe3TAUcH35u9Zc9Y2xtQl8crbd/PD/h/QSCnkSGfj6QrSIjTwyYYvubr1TFqP3oCQHaIKhZHSiHD2vQ8z78sy8n2DyZz3KA87nmM+87mHe7BwaNbFafVx8RkBlufHJ/vSXaNIbs/AHIlPUPXHFvLZw+/QcNeluHN2sLq678KD/Vs2smfNCqaecxFb9lazL6JCP+kY1BoNgSgg0+blkXL55eS98goDvvwCQauNpVwtKamxY6365AMCHjfWFEVTu2l+LV89s5nm6kRtpyAInHXWWZx57rlcO/c9Bk6dgUqMoA74WPvp+7z77ru0NLSRW5aMGG5AEkXyhwxHpVbxh+tGKnIHrYpJpw3EZNUR9EawpRmoXNPMxvm1VK5txtsVjDHZsgRHX1TGkGk5XPzwFKafMxhrioExxxfS0eClZms7nz+xAUElMO2cEoZNy2FSqh4b0LSumaZH1tLxvvJ9xSiTXFfrJn+IAvy80W2mTDOypHSPKhMlRFlGn2tBo01kezQpBkwTswlEsdeUMwZhP3EASScUAWA/uZjcC5SGE2qtCrlTYdUNQ4cqizqVCkNZPNuSNSAp5ooR9EYSGOPCoakKSyzTq2nJkGk5qDQCGUU2dq9q6rWgOSZFYXrVAjgjIoJJncAkByWJLW4fF+akUmZWmKHArg7kkETS7AI0KQYybx1H8tmDYxo9QRBIOa8UlVGD+5c6VCowDk9Dk2ok0hk4ZMOS7iIySRRxt7dhS8/EkpwS80/ujslnnRf7/5l3PcjE088hTYTqjGSqslJQixK6cISJaxYRqatTdI+bN2MaHXfH0agEjk9VFp3uSP/FX6ZRowju2UMoOuGm5hXQaTHi1WmwnXIyNVs28vVTjyiv5ebHNMR9geTuZyoStVXTZGSQeecdaJKTE0Ay0WukjR5LbbUi9Su3CMTkFmqrFfP06ch+P+5FixL2aX3mGeUzoyBZnaKMJY2334HocuHbuBEpGExw/Gh75llEtxvfjwvI/+AzXNffoGQ6ouFaqHyG2KNb6OHiv8Ikd8fI2XPQGY2otdpYQd+Miy5HrdWx9IO30BqMFI8Zzxl33IctPYNlH7yFLMu07N/HsvffZM0XH/P+nTfh74ed/y1EJOoJLPXRQKObEf3vZDZ71rVYU/tnhVNzlSxxW61yLdsOuLFnmQ/ZprybSQ54w7HsYPfC35RlYn8kPkZY/6D8vpI3HLMNBaipaKfzg12EGzy0zduG6+dajCPTsUzLRVAJvQCtNtdCqN6Nb0MLsj+C9Zh8LNPiDXVUOjXaDBNqiw5NqiHB4i3S4f/Ns8jwO0juFYMyFLA1Y3A65pHpBPd2oQoJDD/mOLIHl6E3mTFabfhdLgYuXEjzFRdxYPtWlr7/Jiq1Br3ZwlUvv8X5N/6JUls7J+ftQiuHOcnzT0aF3yLd9QMRdToLM0/g+Gfex5SUTnbHPmyScvPrZYHVZi0DdryIvv19wiElZd7iMGNMC5Iy2Mtqo4G7MHKxq5nrauahFmX2mFq54qcrWPXNKvRifLL/fmq8QG38ykK2ydtILcpF0Co//fjc4Vx99dXMnj2bssJsHJKRRYKDmnFpyCGRtrk7MIxSVoGWGTNixxJdTtRRXV/PcLvcWKPbq3eP4fItBZgb44xIQBvmx3MrcazdyarGVWi7hjBDfyoZUi41YhWPbL+fsBzm032f8FnF/Nj7hreqKDSZCLTVUh1JQ6OeyF1JN5BNNplk8gVfMC08lnxn/4NIzzD4TMxcPAlX+jqSxPjAdc8fN7NzhAfR1onu2Df4Ye3uPt+/4dsvSMrIZNzJp2MymUAQaG5uxmAw4F60ELXdzsAF88n8221Yj5mJobyctOuvR+zsxDV/AVPPPJ8z7nwg4ZhGWxJ/uG4k088dTFeLjy+f2oSzLdFfd9iwYQwfPhytTsdpN9zGXz/6FkvJEEL1NdRu3UyHdgHbdr1NSNoCaDFYi/CuXo1/yxbqK7vIHpiEOUnP+fdN5OQbRnL+fRMZd2IBBQd+YuC+Lynf9Q4Ds/xc/tQ0LntiKoVDUzk40vKVZ+T7V7ZitOq46KHJJGeZCVR2wV4HM6wa1D/sRw5LBCq7CFY7iLhCSIA128SM87tt6pSB3GBRGJBsm450rQqvBOZ+JpDsQXblWlm1MSuk7tCkGjGPzuSs28dx0YOTiDQrLJ/1WMXaSz+wGJXZTCut3MZtLBrwHX9+dWbs+4yYGdfGFQ6Lf++WjAMMYxhq1ExjGjdcdDabX/yQplMrqHc18+5dqwj16Gj1p/x09h81gvsG5uARJVxmLVIPi7ttbj8BSWZitBOhLMu4lzegtuvRRVO42jQj5rGJ2nZtphlz1LtVZdCgMmhQpxiQg2LC8Q8OVQwkR3B3tGFNTetzP1taBle++AZn3/MoGUXFRNraKNtbR7ZReZ7NwTDFBcW02ky4KrYQrq1F7OxU2jH3iKTo4sZ5CJCcdNppAAS1GvRmM4WjxwGwPS8d8+QpfP7YfRyIMpUpuXl9Msmiw0G4pSXGEHeH2hZ3oVEnJ3NwdANuldWK2AegkwIBCIcTmNz8eXMR9HrC9XEpheeXX3D/qIxR2myFrdflF8RerzpqBrUXXsT+006n/bW5GEeNIu0v1yM6HHR98AGtTz2FYehQ1BYrdVdcSXCfIptxfvYZAJ2vv44UPLJCPEH/71nA9QyVWs2VL73JFS+8HgNjZnsyU8+5UKl5GT4KtUaL3mRm/Mln0rp/H2u/+JiN332Jzmhkzl9uxdPZodTI/EZDdESZ5LCEFEq8P7tZZvV/I3BLyYnfU7bU/j9Ho1OTPTCJqo2teJ1Bmvc7KRreeyzuGbqoJnn1l/vYuVzBDd1OQik5Zmp6LNRN5cqxRF+EpHQjuVqBE20aTKsbCTf7ME/ORtCqUJm12E8u7hec247OR2XU4Ip2y7NMyel3X22uhVAPKWGkM6AUNv/G43eQfFAUpCo38R9GZGMcmQGS4vt33J9u4IKHngJQQLLbRdhiYte6VZRNncHMS69i3Emn425vQ6PTkTNZSWXatCHQGnCqs6hzdZFv8mC2nMFt5QUMy7VTNGIYWl0nwzJtpIQbyBbrucCvoXPKeNy6EBrjJJICWkSDQMHRHXw2+jYmZQ5Eg0CmK84+vNX1ufIfP1h392ZV0wMpnPp6KbI3jKBRYT1GGcx1GWZycpSJd0S+nXbZhEHlZWMoiKEshd2d+3lnyQIAwj0aWoQbGtCkpxMOh1m0aBHBYJBQMEJXpxMz6ahUKoJBC+ebL+OBTTm82/UIgqw8PHtGtuFKFZmy5yyOaR5O0vIWVD4NQY0PSZAY0jwVr97Bj4HvY583vkHNycPSSY60ssNj5Zwh2az5upr5c7chSTKzmc1y7QYOhHYR3jufH/iBj5ctZO49D/PER8Voe4yH4xq13PrSXWS2KiAkKRQfuBoy4kbrBwbvpr1mLV9/vgTHl1/FtouRMI2Vuxg4diJqjZZwj2pvnUajpIyPmp5gAwWgK1SuecNNN+H/4ksGjBrLnL/cGgMxRqsNtUbFiJl5nHPnOGRg54omDhWCIDB45vHIKhUatwNTXRVy7S4EXzUqbTENVS4O/PFydl/6ZzoaPOSWKqDBYNZSMCQVjVbN6LFGBlV/TWHdQrJb1jGxzIPRokPbT1Ffz858Y44vxBA11PdtUQCMGzhg1KC7eAhoVHStb6F9dyd+SaZwRDrmKDPbzSRnFNpIy7dgH2ynLiThzLEwrp/CmaR0I8Nn5HLC1cP6vSYZ+Sbczz2O64cf0ObkYJqkZEgMQ5X3/Jk/8xRPcSEX8gEfcOpNo7ny2aNiRXmgTCojj1Uq1x8fcD872IGExEpWsp3tvC68zo3lV/LIg5fTGuiIaQdBadNtVKsojNqmNZhVCUzyt60OVMD4JDOSL0zH2zsI13uwHVsQa2PbX5iGKwDXGG1z21eF+cHRfX9FQiE8ji6sqen97puUkUnBMEUq1vHmW9gCIU6/9e+okyuZe89qXnhwF7tGd1C1eiWBPXvYVRbgrekVdNCBGzfzmY9aqxTQHQokG8rLsRx9NJSVYkpKZuwfTqOg3UmX2YAqNRHYJmVmo8lQzjncAyQ3P/wIdVddTWDPHvSl8ZbVqp4guSeT3L2tm0m29c0ki05nr/cKgoA2P49wfbwoVXTHWbFuuUXKHy9jwFdfoklPRw4E0JeVEdq/n86338a/ZQtpf/4z5ilTaHvuecSODlKv+ROF77+HYDLRfN/9eNetQ+xSJAuBnTupv+GGBAmF6HQi+XszzDEm+QhBdX9htFixpiQuokYdfxLDZx3P2DmnxrYNOeoYisdOYOUn77NrxRJKJk6lcPgoABzNfTc++i2E6A7HCKKD2eRIpx80Amrrf5/Dgt4Yl0tYDwPGhx6Vg6vNz6K3d4KsdHg9VKjUKjTR79bdMMQY9cEvGJqKV4LqoEilRo3aFC289YaxJekYblSjUwnYIhKa0mSSTx1Ezn2Tybp9fEyD3OdnmrToi+0AMVDdX2hzLIidASRfGNEbRvKEUR9iofBbid9B8kFx/vh83r18AqeNykWbZULQqwk1JhqPG20KSN69chmyJDHpjPMYM+dUCoaPBOCVKy9g16p428c6dSod7U5QaZiTs4NJmQ8zMdpWMmPAQIJeBydfP4jp1k2Mqf+MfTM/RyMoE6xOU4KgtxHUqZl76r1MWX8UEysHIUoRAhFFH9eus+M1SLx27Gu8ecKbXNB+EUdviqf3NLKGJ2rvweDX8s6t1+F1dGGbmU/mX8dimRx3bxidb6dTMmESwmzb34T6D9ks0e3AG2VUugtSZFEksHUbhhHD2bZtG8uXL+err75i6YJVyIKIp16F3aqsVIsHXMyk5EzK9m1k+F6FkZZVsPSs/ZS3TSLXVYIpYzegYqDRwMlZp3PDcYofclXuwti5jWtUc1SBHrvgZfigMjQ/tbBpfi37NrfFLNoASC9FM+h4BqwZhbjEgoljyB3wC7evvobCpiyu3jKb9fOMjAnsRR1WQFFK0N7v/ZCtmcfgu/9M0513IstK96LqjeuJhEPkDVFAl7/HpJW+cROiw4H16KN7HUtXGJfYuKIMVPm0oykaqaSrjdb45G5JNlA0PJUdKxpiBXH9RU5eHqLRgj4YBOKDsGAcxv6dzcjArrJLUGtVDBqTkfDewK59tL6wCvNxj6EdoGQKIh2H9rY09hg0B09UFhpyRCKwuxPzpGyqsi1sbvLz2ctbCenUNK5rxtPgISDJZBbZ0OjU6E0afA5lQk/NtXDOXeOpq3bSOSiZyTeP6bexiSAIHHV+KTklvRnC2HfauRPHxx8T3LMH/ZByDEOGoC8ZhGXmTNy4+YIvYvtezMU0musSJq/umHZWCSe8XMRC/U+9XusOl6WLqtItBPuweOtu+lFrUiGHRMLtfnZ5/LzT2M5ZWcnoFjfQ+OAaApVdWGcVYBrdu0vdwaG26cm6bRz2PyjFZJroJNP2SkVClXnP6AbJ7o52kOV+meSe4V29ms633iL5gvPZMyzC3S/VsXGCl59sS3j9rnW8VvYTn/MF53xWwy05jzKNaZRTzomcyO3Jc5CF8CFBMkD+a68SSUvFnGQHYNBpZyCpVLRU70WtjU+2Gq0WlU6H2m6PSSoAArt3Edyzh+CuXVimT4tfox4ZLpXFAhoN3boaXWFhTCKmsvTNJIuOKEhOSizM0uXlE6qLFz+LnYq+suDtt1GZlLFEpddjKCuj4O23GPD11xR/9SXGUaNi7wnu3k36zXELTcv06WhSU8m87VZ8GzbQeNvfYq9l3HE73qXLaH/xJeXzXC72HX8ClRMmxgocu0PQ/ns+yUcSKrWa467+S2y8A9DodJx00+2xvweMGofRloTOaMRxkM3gbyXkiITsj6DNUuYz0RO/VqF6N+FmH9o002EXqv+p0PUx5vSMgaMzyCmxU7eri+LRR9bs6ZLHpjD2RGWeGTgmHVW02NyWZiQ528w2v0SHSYtg0IBKAcnJIRG9SsB82iCWeyJ8v6OL5v1OBI0K1RG03e6+nqqow1J/oS9Q5jf/7k4CuxUQ311v8luO30HyQaFRqzhqcDqCICjsQYaJyEEtZY1WG15HFxULfySzeBCpeQrjlDkgbie2+O15RGbcxe60kykIKOAyfcAgGlLHY1QFMbRU8c5t12O2K/rMuX++lO1SgBpfFwM+a6a6qQKLykJmugiWNIKSlgvKL48dvzlQgyCLtCSdxoc553H38PeZmjuVspQynp/xPItGb2fQkkEkVSeRvyCfn1cpxWrerk6WL1JYZ22GKUFjNCw3icevOBFZUEH9Fl775zwAwlotEb0hxiSHqquRvF6MI0chRYsXd+3axcpNvyjfMz2TUKsRo9FIRkYOhYXX0N7QxKyvzo991rbx+9l49CfsGLGOQVMUEDi0YA8Pz76bwkEKkGtMj7O64xvVRDoU7aFWOoAkSkw6TQEKHkcii+bq8LPo7V10NnrJHpjEhRMLeWjaqzzw0+OMW3sGoimdMqkCo09ZIIxz998h7Pmbq2nMDhPWyAQ9XdTt2Mo3zzwKQG7ZUCIdHaQt+oUMs5nCmhpGbdiA5eijsc6e3etYuoJ4KjawYwcNt9yKLEkxcCzLicUkE04uJuQXWf/9odvGZmdnI5qsyH4XEGHAyDFc9OSLSGYzXY1+2lNH0JVcyrSzBiXozwBanvsGmXTkgBPDyAtRp5USaT80SAYYdWw+w47KjQHmUIMHOSxhGGSP6e4yCq00O4LYNCoMgoBfIta10GzXs21pA/PnbWfzTwf49sUKPJ1BikcdHsAdLro1qqAwliq9nuJvv8V2/HHMZ36v/f/KX/s91ifqw9tdfXDxU9SEDvTaXmzSk63X8ow2wKocHT/+UMkpm6pI0qi5JSk51nDEPDmbpNmFCQUxhwpNqjH23PbU9HlW9c3gqVTKRLfiI8Uj3XYYkCzLMi2PPoY2P5+M22/nVm7Fp0lkKN+9bCuXHzcXMTrP72Y3DSjjXI16N6HkNYcFyQA+pwNTFCSXXvJHACp+/hExHEat0TDx9HPj3zsjg0irApJlUSRcG7/mhuHxQmmhB8AWBIGs++4l99lnME2YQP4b8U5/qv6Y5KiDxsEstDY/n+Du3bS/+ioAkc4uVFYr5kkTex1DP3Cg0kQEyLrv3hgwbrjlViSPm+SLLyLzrjtRRTthJp1xBsaxY2OFgHkvv0TqZZdhm3MiXR9+SLi1lc733kN0ONDmZNP29DMEq+IOIoIgIGi1yOH/PEjuL7Q6Pal5yphWOHwUgiCQlJmNo+XQ2a//regGxdoo2Gx7rQIpECHU5KX1pS0E93ShyfjvT/+fdvNoZl5cdtj91BoVp9w4itP+OpoTrhp2SADaHUaLjrEnFDHr0nJmX57Yxn38H4qAuN65u6DYt7kVdaoB+8Qsio8rJOAJs2ddb4ei/kIbLUDsz4qyO3RFNjTpRjwrG/FVtKFO0qHNOzzw/9+O30HyYUKTaYqZ+HeHwWrD29VJV2M9U865ML7dYmHErBMYf+pZ+F1O1ncUsHCrgFOt3Agt1Xup65KxamVWfPAW7Qdq2PhDvAp6R0sd27Lssb+tKjOZ5fn4ZAWEr37zbTzhLlr8NexxbkBnMJErFGDTaVi2K842HtjZQcMuB5P9k8lfno+5xcxOeT9dFmWQ2LQuztAeHCOKcygdOY5suggGA4wSBoIg0Gaw0Fmt6I78FRUAGEeOxOfz9TrGpNlDMHTlc84pF6NSqUhJmYbrwHgG7hvKwIq4+fpb581l7rV/55OUaDGMtpbafZ/iaFmFJ8uDw6SwcwZJx9BWFZqlSpFMwL6UwVPdWPKWgSDidSRO4Hs37ydj5McYUveRXhhnlbKysmhpa6fFXE4OregD6ejUBrTLD7K5iwiYnQr485tkTv22hmmrqsgwF/K46klkZGZdcS0bNm5iz2V/pGDVKib98CMT1q6jMzub3OefS5iou0NlNmM97jgy774b+9ln4fr+e9qefY7iYaMASM0tSNg/Lc9C0fBUmldsofXtD9g2vwpZlhFdLmQxDkBsNhsnnHhy7O+BuUVkFg7AmAJhr8C+gadi9LUypIfnc+ycjKnI3jZ8K55GCjjRFs9EPAKQPPWsEmZEi+TkcBj/dmVi1A1IYuwJhVxw/0ROv3UMqUNTMQhgUQuE1UJMatGdFty3qZVVX+ylLpoeLBp+aAAnhUI0P/IojXfeFdNwAogeD85vv1WKybbHfbi1ubkJ7+8LJK9iVez/Hjycx3mcxml8z/d8xVex167iKppoQkbmBV6IbfeZ3fwl/8pex9WrVDxVmk9rJMINw/VcmyuTLQp8N2Ig1lXNoBbIvGkM9pMH9nrvkYagVZN62VC0uRb829r7bJJwcIGe5TAgOVxXR7CqipTLLmW7vpKFxMeLbvecw4U/63uc4V8Hkk1JdkonT2fnMmWxfcadDzDtvItj+2qyMgnXKQuLcFMTcg+Zk2n8OLR5ffutJp99NrYTTqDw3XfQ5cXvB7XFithHO2bR6VBetycyyd2Sj7bnX2DXsOF0vfcempSUw35HQ3k5aX+6mvSbbiTS2cmBP15O13vvo4nqmEFx/Mi6715l/2HDYi2yU6++GikYpPrkU+iY9zrm6dPJe+45AIL7Ei3pBJ3uv4VJPlScc++jnHPfYxiidnXJmdns37yBip9//B89jyMJya3cL4bByViPzgNJ8fWN9Kj70PbhYvSfjtzSZIZMPbLOcmqNitzByb+K3dbq1ZRNzo6593RHybhMLn54MlPPKgEU5jew10FwrwPzmEwEQWDiKcXY0gwE+/B17/fzMqO1FaFDP++CSsA6M59wg4fgni7M47OOCPj/b8eh+f7fA22GCd+GFqWNbVRv0838lUyYQvHoxO5qs69WHCA66mpZ9ekHAKxKn83Zx4xC/HEelQccFBSq6ag/QHZJKc17q0jOyuHEv9xC1Uf/om75UoZffwM/v/8mdl0SmUOLkZcqnZp2rFzEDuLV1WVTZxAMpVLa2cXSPW3UVXWx9L3dOFuVtGv5H8vZ3LqZE4tO5KSBJ/HtwG9pWVhFyj4XDk8nSeZkOhu9pOQkVs2efvxMntii6J0zQwVo1PV4TGZaqmoxd3jR765EMJnQFRXi2tm7c5012YyAGrWkACKjMR9f61C0li7KdtnYNzJx/68LtlAGmJNS+eLvH6EuDFHzRE3s9ZLOQWileJozoFeB/WbqW8Ga+ye8DmVV7vbsprr6GTrEDaSUOkkv30b5lPgkm5WVRSQSYXdbmGNwc8qfhrJgbS2NTY3kN+VTl61MwBc+PxpJLfP+TYo1ntfS/fB7eHXIv7jguLGc/dnX1DY1kV5VRUCvx9jUhGA2M/zNN1DpE90QekbeC88DIEsS/oqtdLz+Okmtp/Dnee9jSrKzctUM7EnjGDr0aQCys1VoX3iIjp8jNObNIlV1Ie47/4J5yhRyX3geQRCQJZnA4jirZoyybVmDrDQ2gs+UxYD930LwFCKBAOHGJozDFJZB0CcjOhtACmMen4tvqwX3D+9Rf/PN5P7jHwgaDVJIxLepBW2GGX1xb2/Qln/8g0BVCurkLBr+8ifCzS3Y5swhMGY0hdPKaK9SNJYjenT36/ZZnnZ2CflDUtAZ1HgdoVg1dn/R/MADOD//AjQaXAsWUPTRh6jtdmrOPY9IUxPa7GwCW7dhHDMGy9FHY5szJ+H9y+ndXriDDiQkVKj4F//iYxT2+GviC1g1ah7ncVJQQNFgBiccY5NtPTvZyRCGJGyflWpj17ThXFZRTW2Lm5fWOFGvqMDnDWOZnhtLVfYVO9lJmDAjGdnvPqB0ApSDETo/rMS7pgldkQ1djyYHQlciw9P2xysITZhIzqOP9Hk871qli6Rp0kRu4c+x7WdxFo/yKJMCY+k0HNrBIGzbhqPt0JOm3+Mm6PMm2J/NuuLPdDbW09XcSFpBUeL3HDGS9uUvI7pchPYnZlc0KSkM+OpLJG/vRXt/obJZkX0+pGAw4ZmNaZIPkluYJ02mvRuIRrvvqY8AJHdH2jXXYDvhBDrf/wDXgvk03XEn+oGD0BUVIvl8SC5Fy518cXzMMpSVUfTeu9Scp2ThrLOPjWWkQrW1CccXdLp/ywLuvxKmJHtskQNgjl6Phf98mdLJ02Pg+bcQYtTxQW3TYTu2EPeKRoLVTlQ9ZA+a9P9+kPy/GbYePssqk5bQfifqJF2CI4XepCXo7bu7ZF+hTjGgH2RPOEZ/YR6TicqoQfKGMY09vLzstxC/M8mHie5JLNyjFW9WcQn2rGyOvvSqft83/YLLYv8/YC7Ebc5i5Nl/JBAQWFqTBoLAabfdw5y/3IKjtZnti39m1PipDKtvY+lnHzIj81xSbYVkFFoRVPGJtMQ6lhMuuoXk3OlY0qZTMi6TfJeMLySyYtGBGEAGGJKqTNhnDj6To/KO4h8z/sGkkWehFVUsXfw5S/9VyUcPrWP36kQNmdFoZErJKaSZj6bSJWKMJCGYDKg9Tp6cX0lw7170gwYhqFS4e/iMaoN2jp46O1Ys4I9qaSNhGX/HAAwpeyjcbePgaLe6UGsgXDcWgG0pXdBjgTn856MS9m9rHU+q/RQALLnbaKqpwd3Vxd6qx2hvX4S3ZQD6yCWIUgtNzR/E3jdokCKH6cQOQGGOB4tVGcRv2HcDU5nK9Y6rGb4ui2HrsrB39V2E8OV5W1jtXMDgqirq83L5+rRTabvpRgZ88jFJAw7f5hkU5ih/3lz0Q8px/TgfdXsH4bALeWMDHevj4CylfgNqOYLfkEpew1KcD92F5PXi/vlnPIsVCU1bnRv3lh0UdER/i9Vr8FdUMKAsE0lQJobUzp2IXV10zHuduiuuiB1flo2E69eRdPrpWKYUIwhq1CnFuH+cT/srrxDY00XTw2twfLUPx/e9mymIHi+uH9ahTh1IuH4r3lWrkdxu2l96iYZbb0OXb0VGpsvoQmOPA5FZlw2hfGo2I47JIyXbjCXZEJNi9Beh2lqcX3xJymWXMWjhz6iMRhpuuJH9p5xKpElhsjvfeZfgnj1Yj5tN2tVXJVgUNtMcsxTUo8eEMiFKSHSiMNk11PT52cdwTAwgA5RS2mufoQyNHb9n2DRqPhsziCUjSsguSELyhtFkmrDN7ruRACiM9whGMIpRCWC9vzBEq9Ud3+yj9YXNBA8ogEuWZBz/rOS8UXdz7Rsfcvrt90F9A84vvujzOK4ff6T5nntRJyezq9gdY5FVqLibuymhhIX1XzPjm2L++Eoe920+r8/joA7g6kNucWD7VsLR1skbv/sKgIHj4nIFo9XGxU+8wPVvfoTJlghSTePHgyzj27gxBpItM2aQcaviPa62WNBmJmruDxX6EoVRC+zYmbC9P7mFcfgwyrZWYJk5M/41U48cJIPi053197sZ8MknoFbT/uqrdL79DnvGjafjjTcRDAZsUTeW2Of20DRbZsxAZTajSU/vEyT/TzPJB8fYOacy5KhjAKhat+owe//PRrfcQmXVIWhU6AusBPc6CPdkkjP/b4PknqGOei7bTxmIqkeTJL1J86uYZEElkH7lcIxlR/YsGMtTMY/7/weLDL+D5MOGLqqZaX99Gy3PbwKgcMQornj+dWxp/VeJp+UXctJNd3D8NTditZjp8oXw5Q7DYBZwBXXklg7BlGSnbOoMRsw6ge2LF9Lu81CdYUcd1pBlKqLZ2467owZBpUwWGuMMcuzH0NyWgd83nu3LfOxe3URBRIVJraJ2Tyc6owajVYtGq+L4ouN5dNqjjM9S2G53Z4DGn7NBsFL92RZ2RG1iNs6vQeyhJ6rb1UnVcgfCPglvGMz+HNQWPfawny11DoJVVeijgNPlciFIaoxiGunBEcyYNSXGBnZ7NTbvcyJLaixZa8jfm4QukJiyjWjC6G1huuqU1OfeYXHD8dH1k7gz525ea/ucDSOX8GXHQzSs/TMjRz9DZuYpJBWuQlN4GStXHEdn1wpaK86kYdV1DBt5G6kpR1G9/wVaWxV3DrPZTHZ2dgwks38pzi7ls05OP5kVrOD6XRcjIKARVTxSdx/aiAKU82u1pPqVxYrfLHLLaw2s+YuKvz/RRtesr2FIBDFbhQMHn/AJC1lIhL5X4xVUcBd38XTW28j3XoUcClH9h5OovfhiUl/Wkv64lm0XjKf9q/cJffEePnMmFWNvRpBFaGsm856/IxiNeFcpjVbqK7uweuoYnZTOBSecibh7DzXnnofxhhtBaEYlejB76ol0OYi0tSE6nQT2tCsyokiYSN1qnF9+iWBUzldlzUJXVET7q3Pp/HQHapsetU2HHOj9fTreX45p2i0IGgP2046idMtmBi1dQsqllyB2dhKSvJx99Q2MuO8khpdPjDWHKR6VzjEXl/+qgbJ93jwEjYaUy/+INiuLvOeeRXQ4EAwGin/4Hl1hIe6ff0Zls2E/6+xe719KvHvjRCaSRzw934rimtBF72YIaaTxPM8nbMsnv9d+oDDMm9jUa7tKELDmWWm4NMztt7zENX95kArdVppo4kVeTADXIUKcyImI0Zbir/N6r+P1Or5Oja6HB6vzB6VldncqWXZGMFqs5GceOs3rmq88K6lXXsl+Ic7WHs/xjGIUAMPyJnPyB+UMXTqSaY3HUUghFiy8zds9TijISwdaqHDHAYiztYVPH7qLha+/DMCOZYsYOG4i6QcxxoIgoNb0XqAaR45A0GrxbdiAb+Mm5JxC1hZfyaLWkaz4pOpXTewApqh1nX9z4u8lOZ0IOh2Coe/K+7wXX4h5xqt0/WeNDhXa7Gws06YpDVWi3suexYuxHntsn01E8l+fR+qf/oQ2U2HfdIWFuBctIlC5J7aPoNf/lyzg/hORlJHFCdfejD0rm53Lf6GmYhNiJH5OkXCYA9sr/lfOrVtuEcsIj0gn3OzFv6UN/SA7WbeNO2Rm5/9amEZnYp2Zj3FoovxKb9IS+BVM8v/1OCKQLAjCCYIgVAqCsFcQhDv6eP1ZQRC2RP/tEQTB0eM1scdr3/wHz/1/JFQmbcymJNzk7dU561BROnkaw2bOxm7S0uULUdXmwZShw6INM+zoY2P7TTjtLDKSCvjq47eozkhmbMY0ZFmiJXCArqYGLn74KP487zNS8qayXa2mcn0LI2bmcexl5bTWurFZ9RwX0WP2SbRmaRl1bAGRsIQqouHkgSez4qMqPn18Az/O3YZWr0Y05yAFmsgosnDiNcNxtvr55X1F0uF1BFn83m7smSayoql1OWjGhYA2EiLU2IjY0YG+pISuZi/uKitprVOxtA0hd1AagkpAb9KgUgn43WGaOr3U7OxAUIHGWIs2rObkD2ZRtim+wAjrQuxzPEndjq2UHzWTPaPjIPmhvL8zbEYeVz43k3Gnj2b01Rdw3BVDEQSBgvw/EvFHfWXNncihAlKTzqNkfCb2TBODB9+P0ZDLtu3XcqBO6Tp40UUXccL50RTyj3/jpDRFYlEU7cTmao9bTI3bX8pzS57jhK9P4pOzi3jmlVQ0IeWRaUyOcPl1O1k3disvHFXBHv0TLK44k8nyJM7lXGYzm+uJN1/pjg/4gLGM5TEe407uZPjIM3n+8wJqbxxLeEt8wtNs8tB2xyMIgsDA5x7jknmn05k9GlmjI+mkkzCOGIF/0yakQIDwK4+S7KjCPGwY2X/8I4NXrSTnH08iAKMr3qYtcxvLjj6KSGcnosNBW3YBm99eQfNT6whU/Cv2ma5FC0AtorJkUvDOO6jTS5HcMqZxZjTpLiLOEJIkEaqPS1+Ce+MZlqRTpqAyGBBUKoX1Az64ZQxri5VJcb+2hilM4TzO63MB4cDBjdzIMzyDTKK21r91K87PvyD5oovQRj1zTePHM/CnBRR/8zX64mI0OYrGM/2GG1BblMmumWbO5Ewu4AIe5/HY8WYyk3Ti92AbikSlm1EGeJAHeYmXqKCCchKLO9WouY3ben0HgKM5mg56t3gNE+YP2pP5V/onfK35hjGMoZxybuAGJjCB/SigdDGLE963gAW9rkdfkXphGRnXjcL2hyJCNS4a7lxBy7MKANRmK9cjWFNzyGOE9u/HcvTRpF5xOQ4cse3dHTUBtD3AY92idexnP800cz7xwlxJFSQiw/Eb9tAcVMZMT9QNon7XDoI+H56OdrJLDl/ABCCJEsGwCtWQkfgqtuFds5btQ66gtcZF2wE3Fb/UserzvSx8ayc7V/YuYAx4w2xfWp+g2dakpaEtLMC3aXPCvhGHA3VSUr8LOEGjQT9YYaH9Tj/1lcrC6lANXfoK04QJRFpbYz7PtpNOiumSDw7L9Olk3HxT7G91ehqS08n+M8+M1ScIOu1/2QLuPxGCIFA+7Wjqd27n80fv5bvnnoxdm/mvPMunD92dMM7+T4XoCqIyaWJFr+YJWRii7Kc2x/z/C8/e/2QYh6aSdHxRr+0G869jkv+vx2E1yYIgqIGXgdlAPbBeEIRvZFmO5ahkWb65x/5/AXq6y/tlWR71Hzvj/4VQadV0Jw6DB9xHnFbojhSzji5vmL0tHsabjVxWvhZhZtz9wOA3MiPpbLaIi6l0riNbV0q4YSNesYuuxnqGHa08vBNPLebnN5TLPmRaDqm5FtoOeKj4pQ5lyBaY3+pgmF9JvX6yopbx6Ta2LY0b4A89pYjF+yLYVoSYcX42GYXpDD86j+3LGhg2PZevn9+CGJEoOqeYOUcXUjF3Gyu3tOM3ZAMVDOtQJvIuVToLHlmLMZyFjISAKuafKwgCBosWnyvIu3evwSILpBZaEUPKQDkkeDUZLy7Bf8f71JY6AGjL8ZDcYWTFjL005yqpYo2kZrpquvL/aIOCnoVdNtsIXNtepq3OwWl3B0hJmYjBEGfKTKZCxo//moqtV1FT8zJ5uRdhNpsxl8Y1nvnOddx33+LYhOjp7EAb7bTldXRRbiunZXMr5mANA78zMrlcxfI5Nb1+46sm1qM8HvF4h3d4mqf5iI9YylKu4Aqu47oYQwjgF/zMHfoTc4fC4zlZHL0rC1+ZC02TQPaOcRQ98DKaVOX37Dz2alzuNoYkJWEcM5qOea9Te9td2HYrdoOmSQowVdvtJJ18MpLPj3jffVi87bRmZlKxtwqz38/SaZMQ1VsY2+xhUMMGdINHILrb2PzuO/hnXUrBqPFs+nwLOROuRZZFGq45AwDLqa/h+nERTbfcgGncOCyz5oA6B0HTiv30aQl+mrpixXlk+SRHr2v1MR9zGqdxHomp+mu5lg/5EIASStjJTppo4iIuYsB6BWinXp0ocerZOCLzjjvwLFtG6MJZPMAD/MRPCUV5PeMkTqKCOKPVF0iewASO5/g+3w/wJE9yJ3fy86N7mXfaIywaosgi3LgpoYTHeIwXeZHZzOZhHmY+82kkEcA5UfSvDhxcx3X8wA+sZ33CPhEiXMd1nMVZHMMx/Z6P2qJjgWUh5+SdQ2lZMZ+veBvNWmURo45KXXqm6OVwOKHAVJYkQrW1mKdMiZ1TdySTaLl3xp0PsHn+t9Rs2UTA7cZstSEjo0KFhASqCLIQQZA1nLqpilfMqez8SKlz8HR5WPftRoCYO8LhYt13+9n4Yy2alIuxt27HnJJFWySVmReXYUszMn/uNnauVCQ3TdVOyqdkx/T6Xzy1Kda9MnNAEukF8WJe44iR+DZuSPgsyens01+5Z+jy8oioDWzQH4frWQVkjzwmn8lnDCTgDccKVA8VpokTlM/zeEi+5GKy7rrriK4FQMoFF+BdugzJ58O3di3mKVN+E3KL7iibejSrP1Oe5b3rV1NbsYnCEaOpjFqjiuH/fhAmBUUQpbiLQ0U7+h6SLkElkHrpEEIH3GjT/98CyIcKvVnRJMuyfMSZPkmUqN3egT3TRPL/MTb+SJjkCcBeWZarZVkOAR8Bpx5i//MhOtP9H4nkM0swRrt7hfbHWwVLQRH5CCq47SYdXb4QjU4/Br0BQUocyCJdioVZjmUgJo0NlUqP1F5JUloGXU3xSbVkXCZlk7LIKbHHPBMnnVacYOvlsqhYU+8A4OX5lfzwWWXMj3GzLsxly3bxc7Rybun8xciyTG6pPTaZeCSJf1oCXLdgB4/9uJsOq3KL6FKVQqXT2xXmdfkiF1IkQkTjIaxRtLA9zdGNVi1tjR4s0QYivzR10bhGaW89rKyYX9JmkN4UL+qY9/d1PP3kMh4b9lps28TtI7BxaJ3qyX8ZxyUPzyQn5/QEgNwdKpWWvNwLCIe76OpaE3/h0m9hyKnQtBUh4Iht9nR1YklOwWy3s2PJQvSCIo+uybSw05rBmOWHL07ojgABSinlSq7kPd7jaI6OgaK+4o5Tm3nq9oFUD0yja4iI7m+zYwAZwFqQQWMog5A/gmnUKBBF/Avn05ldRuOLIVpLEosojaNHATB602bS2tpY3dDAhrRU1IKa0doB+LzKb6kvLcKTnIzZ6WKTbw9fBVYxv2UV7dogkfqVseN1uCoJ7nGCoCawazcbF2+gU+XFfuqQXt3hdPmKHGHlVC99xVzmJvy9hz0xgAxwCqdwB3fwPM8zkYmsM23nk/OcPGR/Dhcu/Nt3UHf99Ug93FUMpaW0XzWdscJY7uf+fgFyJpmMYUwCO9qX3KKnBrm/SCYZvUnD5T/cxlDilktddHEN17CDHTzHc1iwcBZnHfJYP/MzXry8y7u9XnuVV5nFrEPa1fnwcRmX4RW8bErfxuenL8YyQ5GUyKKyQA33AMmRjkS2O9LcjBwMootmVXpeC3u3RCkaA0aNZcrZFyLLElVrlessIGAkDjYeKk3jhzElDF3vZM0rO/B0Ka4pkhRi03wFWAoZShMOMSzh94TYOL+GjfNr+PzJjTjbfEiixPal9Wz8UTnviKyhPX0UtYUnUDYulSFTc8grTWbSqcqibMDINFxtfub+ZSkb59ew6afahPbuPlfi2KsrKCDS1JzYsMPh7FW0J0Yk1n1bTeWaJioW1aEvK6f6rCdwY6Mg2ma94pc6XvvLEt67e3VMagZK05zqLW18+th6dq+J26PpBwyIdQTUF/86hxPT+PGUrF6FymrF8dVXhA4cQNDGQbIsirT84ylqL72MUE0NkY4OXPMXIEuHtun6T0VKTi7n3Psof379A0xJdj5/7D5euSruBPU/AZJbXthE44PKmO/b3IociPSqAxAEAX2hDZWp/yYY/6+F3qRBkmTCwcNjGwBRlPjpjR388Oo2/nX/WpZ+WIkoKveZeBhbuP8/xJGA5Fygrsff9dFtvUIQhEJgAPBLj80GQRA2CIKwRhCE0/r7EEEQro7ut6Gth2H8byF0+VZSLyhHPzgZz6pGPGuakCWZluc30frylsO+PyUKkltcQfQGA4hB6JGa6+78kz2glHEuhYGQvC0k5+ZTtW4VG7//ClAe6GMuLef0W8bE3qvRqZl1WXms0G2k3sDyeoUNy4mo0LYFWSMH6VRJLDRGMKtVtOlSkIG963fytwUvMff7eJp/iS7EU5eP5dxx+cxbVs0VW2uJCDJ+sYSW9DEk+WtoTRtJnTkFlazBZ2inxapMKEF/PIVutOpwtfkRkdmhjbBTKxLxKWD9xAml3HHaWI7eF/8eAE2F8SLAjAYzRy3qXRx1cBjMWizJh+7ak5JyFBpNEtu2X8eeqkcIBBphwFEw5UaQRdgZL4zydnVgSU6heMwEgj4vbRXrUanC7ElOxWXUk7vfjko8cil/t3fswfFy6ElObOzd1vsz4XOuHL6OyyfV0SnGU5KSFKJwbBshf5j37lnNroYoay/L2CbYQQ1u97aEY+mLi0GjIaulheFbt+EVRRpSUigRs5mSUUyJ1UZAr2efzUIjMjavl8LUXNSyCqPOwCptJc72+DF3di1hR7uI9dRXCZ7wIKuKrXypX4dY2ns4ELRaglYtewdHK8ojsGr+M7HXl7CEIQzhHd5BRuZ93u/3GkpIzDn/Oe6/v4kHhQc5VTqFHZecwcq271iy6+2YFGEb2yinvBdbe3A8zMOoUB1WbnEwe9pfGMxaZLeaX6TFGCOHL/wR6JudiRAhhZQ+i/+641meZVEPh5vukJG5jMti3wPgFV4h6cQidIU2iE5aPZthRNoSrf6C0WI4XbT49FBMMkBm8SDS8gvZumhBbFtPkHxatonkWj9jd/rZWKzHXRJ9QQoTEJqQUTO30sO2JfV8/Oh63rx1BWu+qmbNV9U0Vzv5/uWt7FrVxNIPlfHpmEvK+OONuRRXf0OZcxkzLo03txg6PZcrn5nOqGMVZlqMSLFjAZz5N6UouDdIzgdZTmg3HW5oQJ0ez1jJskzttg7Wf1/Dwrd3seLTKt6/dzX1LRqmnlXCyTeM4pSbRnX/EIgRiY0LammrU8azJR9U8uNr22itdbN7VaKHcPKFCnDsXpgcaciyjEqvx3biibi++ZZ9xx1PpLU1BpKb7r2XzjfewLd2LftOOJGqqdNouOmmWLHv/0TkDx2ByZbEzEuvomzqDHTG+LMhRv77Na9itAumLEqEmryoLNoE15ffo+/o7qAa6KPVfdAfiXVK7Y7F7+1m36Y2Rh9XwMhj8tm+tIGf39jJpp9q+edfl9HZ1DdR0h2RsPiblnf8py3gzgM+k2W55xKkUJblBkEQioFfBEHYJsvyvoPfKMvyPGAewLhx436duOt/KFLOHkzbvK04vtpLuMmD2BlABDzrmpRqzX68DO1mLV3eMC5/BGN+dBKRIqBWbsZItBmGEBZIsyrMj6ALYs/Ogc2w5N1/Uj59JiZb3zq5rAFJnHPnePZtaWX/T9VsNikT4rSAljCwVhei2qaDEJzp0PJlEri1FoxBH1/9kkdY5eS26ORWZ61h2zdupqSX8Z1OjTck0qKSyA2q2TH0CmyufbhsA0mN/kJhu5qFssjVPh2dTV7CIRGtTo3eqCHsE9muE/nJFCYjIiDLHtQ6I1aLicumDmCT60pWza9g1QmJVdpzmMPwpyKYVUe2kj1c1DtE0oreA/cb1Ne/Q1PT50yZvBht7hjIGAIb3oKxlwFRuUV2MfuKZ2EtqaFu106aCorpbhOjkqGgrYCarJp+Py/Pp6fBGEIW+r6NSyhhTnsuAyrTmGL/Iy8Jr9BiTJw0OvQiS/SboqVSsKfqYRqaP2DKRQ+w46dBrFvmZJrBji7gwJWh2JoJB615BY0GbU4O4QMHyGhro9jlotpmo0TKRWXwkxqJ0GgwsEQUKTaaGBgOc+aQYlRjz2VP9V6++eYbvO4DdGZkIXgjjNi2jZbWFrrsI9k8dYTSfxqYO+911muGYUtO5Z+XjlMKxnw+GtLiHrTZHUbsN83jlH8N5psxCujZxS4u4zIcOPr0L+4vlqiWMj5Wa3UdBTxBiBDNJLq0DGc4BgxMZjLncz5f8AUnciIzUdwJDgeSj4RJBoV58btDuLfI/OmXR9h81nyWFi3oc9900pnHPLro4nIuR4WKIoqoRgFzIeIgzoCBdtpZxSpu4Ab+P/beOj6qq+3+/p5xySQTdxcCBHd3h5Z6C22h3kLdqLs7FdpSQ0uhWCnu7q5JiBJ3Gdfz/nFCQkqQ9m7v5/m9T1c+fJg5NuecObP32tde17rSSQdgFrMYQnMHhO1s51d+bbYshxxyycWgEBDd0rPoLi1F7u+PNHMRpwABAABJREFUp6amWfU6AGeD764qPg5oTpL/GEkGadDedsAQts37kcrCEo5trEE5UQUNQTmraOXIuioMgRrEEWHkzi9t/B2pvTl45AHELiljO2Xo/FTEtQ/CL0SLWqvAN1DDxlln2Dpf0uum9AglsVMISk04PSZ2wjByVKMEC2jIhVASEicNPCOSjUSmGMk7UUVIrKFx5u3CCC+AMrrBTu1cPuqEeFzFxbiKizFOmkTO0Qpi2gawafYZsg5KA9bOI2MpOF1NxTkTbfqE036Q1F5HpvjTeWQscWmBLP3oMMc2FnBsYwF6o7qZj7tC3TxpOWjKQ+h7dEfbtetF9/dSOLLhHAdW5hIa70uX/mNh0SIAKqpMyOXVvDn7IOM27msyKRSExqBM1czvGj2Y/1tI7TOA1D4DqCsv4/tHJGcd938hknwe7io77jLrf8UD+f8P0DRE1R1WNzRNZFKaW8eGH09jrrETEK4nMsWfxE7BZOwtpfOIGHpdJ/26dUYVe5Zmk31Y+s0seH0fPv5q2g2KovPwpkh+dbGFsrx6DqzKxev2cturPVD/L4zoXw1JLoJmqdxRDctawq3A1AsXiKJY1PB/jiAIW5H0yheR5P8XIDeoCH2yC+XTD2PZ19AhywVql2Yh0yrQtWvZ7SJAp8Lp8YIHdOdH0x5nI0n2NDSi7iobcmM0XnsdigADPW+4FUNAINvm/ciZHVvpMubSKpfgGAOBkXr2rs7D2RBZUyGwUevEC+Q2RBhCPAJD44MoLIuijTmdB/NzWBY2jtXaWDzAtVVJKMtlFOZW8ESoLzaTlRK1iMnmps25rRRED8VoyqTWIDXBxo7tqNxZgs5oIH13Cem7S/AP01FTKk2Dn1ZKRFcjCoieGnz8myJSnUaM4bl397P0xBqW33OM2gA3N3MzP/MzL2pvQFHcvJLeX4Eoitw16wAV9Q6WTX2DrtGTOXDwOgqL5hEfNxU63AYbXob6EkRDGOaaavY7wtldf4Z29b4MrDlGlqJTY+fuVaoYm/c4X4Y9DsCzPIsBA5/xWWOy1q35fmh8Enk7au9FRFmGjE+cr5Of9RFGbTIvaj/lSdsTFGcv5qf4St6Rvd+47W5NJo8DNlshRUU/IwhK6r2fMfbxhZzZBgZnOxy7d+CKkD7DastD9HgRXV5kGumnrYqNxXXuHHKjka6r19Ch800ExhhwFR3AdvQoercbhSDgaJB1FE19mKivZ9C+Xz8yv/yKgOoadqV2Jen5KSg+/wnf8iMoiteApoLMhB5UaaPpZj1FvOcAy0rbkV6aQnXOSYo+/oTqqKaOMNG3I6rEAF6ffJbj+yPI0zRFex/n8f/oOz7HxdXuXuZl3uCNZst60rPZ+wtJcgklePA0ymEEBPy42BO6JUS28ufUjmLWzjxJEu3pOb83Xz/4JZ9qPiZBH0t/+vM1X2PFygd8QCLS1Ho88WjRcpaz3MEdFx33CZ5Aj55hDGMmM+mPZIXYknvGEY5ctAykSnjdFTF4G5LnXOXlaNLSsOzYQfWsWfj07QNKJWVvvoV5107kAQEogqX7cjm5xXmEp0gJjZt+2k5lUTDCeAXnN1385T40ZzX0u7UTt7WL5gO7iaLQGCLKCvDYLLg6dWFtlA8Lh6fhH6y9KABgt7g5d6qKbmPjG5OIAQImTWrxXEDKXbjrg75o9ApkchndxyU0rVPLW44kA65z0mSp9cABzPpwzpYkUrDnBD7+asw1Uvvcuk84vcYn0vOaBBxWNxqfpg5dJhPoNf5iycR5gjz+iU4cXn8Oa13zz78wyfVyyCo3k1VuIuicnX0rcgmM1FNVZGZVjocBz3yEMiGB499uov3pOQyf+WpjGe7oWT/h07MnrrJy6pYvp+LTT3FXVTWTcf234BcSys2vvsui15//x+UW3gsKW7jKrLjKreg6X7094P9lqHVS3+GwuDh3ugqvW0QURVZ/fQKZQiAs3g+ZXOD45gKObSpAqZHT6QLy22lYDHK5DFEUKc2pJ/twOeYaBye3FdFpWAyCIFBxzsSv7x64cEKdvb/lMOC2K88e/7dxNST5AJAsCEI8Ejm+FZjwx40EQUgF/KHB40la5g9YRVF0CIIQBPQBPvg7Tvx/CoIgYBgcQ83SsxivTULbOoDi1/bgyKm7JEn21zUlNOl0DZFkjxNoqCHf0AjjEZEZEnFXZIFMQOtjoOu468nYs4M9S36mqjCf7tfehDFMyuKvKSni6LpVDLzzXgSZDJlcxpBbW7FjcwZ2k4i/j4q7Wodw7FQFP8isdIkxMnZiK8JaGXm18jgclSJTKfaTbPaPYmiUktCTMurTcjhuOUzf3BuRIeMGtYBOAWQvI6poO3kGI/l9RuITZuSg93dkmlbUVzSN0rUGFYJMoPJcFnqng6TIRKYGe8lZmU9cx+ua7qVMxthnX6HVved45EY5ReF2xsz9GZlMjitAhSLb2qgR/qs4XlhHToUFmQD3zznI8of7EBg4iPz8mYSFXos2UpqGpfQ4dpkPHpcLi1y6lpDWHWDXLkZWbABgb0B3UowOzh3szPruG7Fi5RrZWAQE7uZupjGNIIJ42LcLWRmv0qq2L9t8sumpHcfRMCWnOc2LvEhKeQkZ7lq6dP4ZQZCh08WRlPg0bwMJJHMvUvW2vfo8RESs1hxAJLXVW5zNepec/DfpOX4WxRWJWE9vJ7nvO9idBeTlf0PhG9tRGg0E39OO2t+z0fUegWXHDkSPB2VUd3xjhuEqPYFpuWQrpgTGRESgGTYMcf16AGqXLMF25CgddktaU03nHgwc1YvSTu3YN3UKMZXn6HjiGIVj7+K74zYqhCTGaU7RXVXIrMO7qSx/n8klhezp0/TcJ2nbEPXFi+SMHs2kdz28/nrL31dwhRJ1QDCF8mI6HtFijfUjM6ApQjye8c2q4LWEF3iBV3n1is/GhQVBDnO4WeTUD7+rri6X2DkEY2gutWVWZDKBygIzm18001V9K/dPHwBAb3pftN9ABgItR6zzySeGpqS2znRGQEBEJJ10LFjQ05Qgk0VWi+eWQQbd5XHg9iK6XHiqqtCktcVVUIB1/37qN2xA17UbNT9LLif63r0ayeqV5BYAwbFxIAiUZmeh0AQjmJtIslNeiVC3BlvtHdiqtehqKzmV3IkgwYu6tJDgdmmc0KkwGeQEtDBD1mFINB2GtGy1dznofFsuSKMzKC8iyfLAQGQ6Hc6GSn6mA4c52vExvEUuBAHMNQ60virGPdwBY0P5XUEmNCPIf8SYqe2pKjLTcVgMdrOLwjPVRKQYSd9bQnXxxRX+WoLT7mb9D6dAlAIgT+zMwCmK3GXSkNI9lCGT22A3u1gx/SibDnjhQAkY21AeOwqFTEFE4VaARicYZWgIuu4SGbceOIjvyEsnpP6TOG/td6Et3D8BT01TgMVxtgbR4WmsDPcvLg91g9zCVO1g8xzJ9So80Q/fIA03Pd+tUY6RdaicUzuK6DY2vnEZSBzp/O/WaXfTZVQsFfkmtsxL57dPj+CwuVGq5chVcsY93IHwRD92Lj7L8S2FpPYMv6Jf/n8bVxRXiqLoBh4G1gFngEWiKJ4SBOENQRCuuWDTW4FfxOY+OK2Bg4IgHAO2AO9d6Irx/yp07YOJeLUX+k4hyDQK1ElGnHn1jevdtQ5qlp1tHM3665sabYNOamidhaZGWxx3rQN1YkOkRFDhqTqLMjSscZ+0QcNxWCyc2Lyeha8/h9MmRWkXvvYch9eswFTdpC1sNzCKJW8MoWPPcOxWFyVHKunWKogVD/fhq4ldiGsXhEal4MV7m8oYxytLSWi9km8eHMzYRzow5a6bqU88R6khhwPxK0l5siOh4+JxaBRo7VUUa/xQKs1sUf/MkZqN6OJm4AmTruWBzwdw3VOdGXl/Gk7TAoaXL2XjkwPwnDsCKOgy5oZm91JQKkmZPZuk594k6ZCTyk8+BcDV0CEtfG0auxbO/cvf1crjxajkMr6a0JmcSgtrT5TSKuU1QCQ393PEsAZdY8lxTJXS9LPKYCTnndH88MhIBtwxufFYB307sYU23FD6GeWvfYv+k4WN+tIIIpjLXD7lU2IiJhIY0J/wiiJuzdUQd3oj71keYxObGMxgLJazyOU+6PXNq7YB3M7tjUUuCtT17GAHdoekY/T370VI8HBMJilBzzHMj7I3XQSHDkGvTwZE6gP24i6zUrc2F9uJSuyZQSCT4zWZkIek4bXVYN/7RbPPjA8JIbV3b2J+/AHjbbdi3rqN6nlzqfCVBn0jbx0DQFiYD309JuyhoahcLoaGG/Aq7Zy5/03eePUN1j3yGp8NHs8Pk7dyx88FnBrbFMWLJx51QjwRH7zPA9GvMn5py1Ha++2TOCk/zeylk/h2ajxvyt7GaNWgcMEDGzvyyT1GOh/UNh4z1tvcHWGZZQFv8/ZVEdwOdGjU0OaRx0d81LjuaqUWIEURr328Ezc935VJ7/VpdE9wOTx4PVdOXElqnKdowoUEGUCPnlQkuzQvXrrTvZktXPYFk3PnI84AT/IkR0NOIbpFSV4hiigjIkhYtRKZnx+W7TtwZGY0bq+KayqGczWRZJVGi94vBK+7guRuoSidTa4OqUOl53jXwrl8N/UuvA4HIzp1pHMnKRchpa302+u7L50i+z/vyqDzVV0ktxAEAWVkBK6GBOm8HBdOpYFRD7XjoRmDuPG5rtz2SneCYwwoVVc3aIprF0SXkXHI5TL0fmpa9ZScNnS+aqz1zitaxZ07XcVP03aRf6KK/JNVHFydx8R6NZNMahRqOf1uTkEmE9D5qhj7cHsC4w2U66V2qChyACXhfVjf/m6AZm4X2rQ0BK0W68GDLX7ufwPyBjeVfzqS7LlA4mI9IfWP520Q/8Xl4R+uwydA3UiQAUqy60jrH9WMDCd1CeHaxzsRkWS85LFUGgXB0QYSOgajNSgpyqylssBMSVYdfW9MIiLZiCAT6DEuAR+jmuKs2n/wyv4arioDSRTF1aIopoiimCiK4tsNy14RRXHFBdu8Joric3/Yb7coiu1EUezQ8P8Pf+/p/8/hwqlBVawvrlLJQ9lrc1P+hSTHcOZLxLlDVBMhMOh12D2dKP8hH9PWAhz59XhNTtRJRuQN7hAhT9xJ2OuvNe6T2qc/AZHRdBg2GnN1FXOefYRDq37DUit1Yi11xB2GRCN6wO3yEtMmkPZRRsL8mhLcfINDGDnlCdr0G4RPtZNFw19EoVAQEqsiZ+d23uv/DivbfUVoLyWGYH8C+sWhai9l7ztlStyeSNJoxfJrliMIIgt9d3PbWz1RNHQkxgv0X0c25lFXXoAgD8YQeHGyGoBh2DD8bryBqp9m4Soqwtsw6q8tLWHv0oV4vX9Nn7wts4IeCQEMbi1FVErr7Wi1UQQGDqSqaiczl35LnjeUM0d2sHLBQjzI6NQxFUGA2iVLCQzLI+W6XCpT4xAFGcWikTNiHBNl6xhq/r3FDk8QBNq1m0HvXtvp22cvIFLREI0GMFsy8dEnt6gvV6NmIk1Z4B/xEQ57CSCgVoeg1yfjclXjdFZhs+Wi1oaiUgURENAPtTWa0rTvcStNWA+XI2gVIMqQ+UgzDzK1AXd5kwOGYcRwaXlD8QJ9794YBg8GtxvRamNvoJRppXc0JV546+poGyQlNSXXFdP19qPY408CUBlciUMjdU55cQ7Wp2xs3C8eiXz5XXMN4fc+xC/tDpC5cxEysXkTNC76Xvzw445x39Fx0TpuNt5N9tp5HO7Yiidf88G+ay8/vdyNhYdfZx/7WC77jW50Y0LFaI62S2HIvqsvdapESTdvkxb0Qh/lP0OSAXz81YTE+qLzVXHTc13pf6s0AKqvvLJk6FKJfH9EV5rO9TSnOYhEdt7l3Waa7jGMabbfsJE3M+SOCdyhuZel19fye9tTIJfh07cv5p07sZ9Jb9xWGdmUhHklTTJAbbkVp9MfxHLa9gtH6WoKCFSZL/bCHd+9G/2vv4Vrn3mZtEjJjcYlinxX+M8na2sNqosiyQDygEA81TXYaq1kqDrhq7QRnRqAIAiExvmi9Wk5Mv1nofNV4fWIktbzEhBFkX2/5aD1UXL9M12YMmMQ933anyyFBxeQNi6uWRTbx1+Do18ws5VWftE72Kh1ckrpRq8JozCiH7s2VDcmWglKJbpOHbEeOHCJT//noVD+9UiyaVdRI+FtCZ56B+7z0sWG/9VJRkSbG0EpQxX5b9Le1UAul9F1VBwAer+mZ7/dwKt3dvojND5KJr7Ri3GPdmD4PW3pfUMSbfo2uVGptApue7UHnYZdnSXkfxP/Vtz7G6Bt21ASdlUupZ8cxNtQrcZdLXWQIb4aHh+ajL9Oia+PDrcodeT16/Kp+FryalXF+KJJNiIoZfj0SUNxgXZXrdNz1ydfM/TeKcR17EJdeRlb5zRV4fK4Lm74g6IMDJncmsgUI/Edgi5aD9B2wBB63ngbKo2WBc8/yeE1K9g29wc2//gNwulyfh7zM891bxr3JLwoaTzTg2I54PVngLYXCcYEtHI9FWI+r25oikgVVtQ2vj6x5SSmqiKU6hAUypYfOUEQCHrwQfB4yBoyFO/JM3gu0POW515cEvlKKKmzkVlmpl9yEGqFHKNOSYVJajwD/HtTdsaG+bft7DEloKk8TfXRXWT6JnOzdg8Vn39O/jfPk1P3FXofO3p9eONxF3gG85tHmj4vqbEgejy4SppnrcvlWrTaSNTqYPT6ZGrrpI5JFEUslkz0PhdHkc/jKZ5qfL2a1RS7czDp/XhP9iHPhiyiTO3GYsnCbitEo5UaLk8OBJ++FQSR0rTvMYUcIuiutoCILKih8MGe6biym4xnTOskeYVM1zSg0aQ1OQak+0s6M1dBk+bXU1eHKioKQaulduECTiRfndtjTP0fqjolJ5Pc9ybuFe5tXBZMcCMRFJRKVFFSUpS+cxcUHgFPZSX6vn1pv2YbN3d+hWCC6UhH9rOfufpfUXkU2E82d/i4HNwVFaQtabmoQbB46WqaV4IgEwiOlQaDNReUs78cHuCBxteX0mg/zdPN3p/gBCIi7/BOs+WjGX3RvqdDz7IwYA0vvVPKpDav8wVf4Dt6FJ6qKio++QS5vz+Rn08n4I7bAUm+caFLSEtyC4/by7rvTiJXReF11/PLy3di1DX9ZmtbIMm+wSHofP1I6toDf6WCTd1aMcDfwKLSauxXEXX/T6DzVbUYyXX6R1BoD2b2S/uwawLp0VV2ySTs/wRaX4kg/lGXfCEK02sozzfRaVgM4Yl+CDIBlVbBMr2Tr/zsqJOk58p+gfWopqFNLVB6iegWwjk/AaUokJlyK+mn7Cx8+wAV50xkHSrnbOQoHJmZWPbtR/wvOEz8EY1yiz8RSRa9IraTldT9nkP1/DOX3K7knf2UvrcfR04driIzglKGrqMUHFHF+jYWEfkXV0abvhHc/mZP7ninNyMfSOPWV7o3BsD+KtRaBTFtAknuFtqoTb4QKs3f7SPx9+Dfp+ZvgCrCB58+kVgPleE1ufDpI42QzpNkgMeHpnD45WEoVRq8LSQEqaIN+I2II3hKR4RLEEmAcY9P476vfmTQ5KZO9VKZwqk9wxn/ZOfGMtEtwT8sgpteeQffoGC2zJrJqW2SvdSGmV9iP5iNv6apc9S0SqHV4UOc6CHjMAJaWxSCINAqIJnI4DpWHS+mziady6rdTRHLmqJ0PC4rviHRlzUnV0VFETB5MgBCURn725QRVSVF48/8Mr9xu7Lc7GYSE0d2NqVvvkXRs89S+vY72M9IDem2DCk61S9ZIjzBPmrKTdJ3EhDQF3uNNDWc7zCidDoQgAeU6wjYvY+qr79BvFFKxAl5U8mYeVIGebytmGihnMdcDzPPOYSCl54nvW0aWYMG47XZWrwuo749tbUHEUUPDmcZLldNgzyiZbSiFZ1tDVZWeOiX8gXX9TjMi7zIQs065sbXYLFkYbMXodFE4SqzUDX/NDb/UEREzsQe4KWb3mdp9EqQmVFGdGw8drUsn7xYJ5WBbhwqiZRcWAZX4e+PMiYGUSZjb1gbvGpNY0Uyr9OJaLWiCPBH2749B117yZI1TfMHlqYxfEXLXsDiqKk4CwpwlZXhvaAq2Fd8xXu8x2AGM5vZLcokFEFNBFvTuvVF60Ei+uqkJGwnTra43lVU1MwL111TQ96Eidz6bcva0rh1JS0uvxDuqqrGamd/xHlD/SvZH53HG7xBn4a/F2i5qER72vMarzW+P81pTJgw06RzjSCCtrRlAAMu+3kv8iKGIUMak+C0nTvjO3y4VJACkWv/YIV/of75PPKOV1JZYKb3DYMal9lLmohxjaUpOpzSsy+jH3n6ot9/Wx8tU2NCqHZ5iNt+nMfPnMPR4OUriiJjD2WyrOziUuF/BUHRBuxmF8c3X1Ax0uZmq3MAx0KuQady0/XQB8T2+2eSh3S+UntjNbVMkk9uL2LjrNP4BWtp3Tu82TqFXMAjQIXJwb6cKtq/vp6yeqktMzWUiw/z1TD9lo6MH5HIr3oH0XkrGTdGiVwhsOjdA6z77iTpFYFkJt7Imvc2k/2mJG3z1NVR9OyzVPy6nNLsWlZMP8LB1bl4zBbM27f/6UqCl8N5ucXVuFuIXhHTziJqV2RT1VARFvmVBy8VM49j2V+KKtqAJsUIMlAnGv+Ds/6/B0EQ8AvWIZfLSOwUQuD/Yeu8f0ny3wTf4bHIAzQoQnT4jU1AEazFU9mcNAmCAHJVYyT5QshUcmQ6Jaor6KZUWh2+QSF0HjWOYfdLZY9biiT/GYTEJTDmsWelN6LIkHumoNSo2b9s0UUNpEynY8YNkwHYUmjDkVNLhC6F4mo5gjaT/bnV7M+tZvG24437eJxSAxcSH8+VEPrcNMLfexeVC8ojvIx8YhqhyDly7ACrP3sfU3Ul8557jNlPT8Xr9VL23vvkjB3XmGy2d8NePn7+KypyzrHqRAmxgTpSjEo89fX4m6spyS2ieNo0VB5/go2SLrvWq6PcLjUCSZoKyn4/i2HYUBwdBYzG7hi7D0fjdLJ07Qt8vv4zvtvxPlGecl7y3sPM2iYC5y5vIgiZZSa+3ZZNnzd+Y++qDDweCxXbH6WsRPJkDszOhHk3gtcLp5bDLxPBVNa4/zWW7pe8R5vCzNTWHcThKEGriaRg2THunPQMne67ngm9zzGlaxFLo0uZIExkT9wu5P6JBD7yKbnDuzJ6TQ6j1+XQf1cWo9bmUBnoRhnzB/1r7164klOxqrSIrdtSM28e1kOH8NTWAlJFv8jPPmXbiKbn7k7u5ObFn/DZsydpd7y5b7XWKhBYJSd72HCyhgwla+hQKj7/guIXXkQuypnGNDaxiVGMavF6vaYm/2xNm5ZJMtDo2lD+UZO22GMyUTnzO7KGDSdr4CByrr+eml9+oerbmbiKiujywRzqqEMhNo9iJK0tJ6NHTzJ79sKR0zSL4XU4qFu1itK33+Fs/wGUvNxyGWG1VoExVMfRDQWNfrmXQwgh7Gz4u9B144+4sGDJx3zcmOR5Hs/wDAICG9nImsoFxFnDMbgu7uDMmBEQePD5fVg2fUz4W282rjvd8Hce0US3KAnJPV6JWqeg/eCm2Qelq+k+1lmrCIiMpts1NzDq4ado3Xdgi9fU17/p/H4preadHGmAkmdzcrDeyqNnLnYv+Sto2zeCuPZB7F6SRWF6NaJX5NDqPJxeJf7VZ+gVmIGvpQBVzN8z5eu1u6lZnoWrXMoh8WmoelhwurrZdtmHy5n5+Da2/ZyByu6hV6IvtQvSqfkti7r1eViPVaBtiOJVmh1klplwur2cq5aOW293Iwiw+7nBKOQywvw05Cm9KKuO4O/jZtwjHYlIMhLXUBCrMGogZaHdOXWoDsu+/RQ/O43cndks3qBlyYeHKThTw74VuZx88VMK7n+A6h/+PpWk/E/ILWwnKqhbmYNlbwlyXxXajsHgEZs5V5zH+WI5F0IV54vcV03Iw50w9P3rUoF/8X8b/zvj2/8PQqaSE/JgexAlMqwI1DaLJDdCrsJzAUk2jk9CFd2yTvdK8A+Xfvhu53+eBBEUHcs1T72AMSyC4Jg4ZDIZG777ktrS4sbPKc/LQefrR6fIWLpHF/JbUT2pc46z0N4ZkJJxlp/ey+k8P2IV0gDBJyAQc3UZInJi27aiyuzg801nmdgzlpTQ5tddb3dRY3ESPXIkvsU/49Kew2/MGMaFhrL6hac4s2cH+ael6XSHxcKSxx8ideMOim68m5qhY1mTXc/2TCl69d1Mabu7fOvIGTkKd1kZ+i63kR8QT92GFbjKy6nXNlQTtNup8OrRyl346e24+wTgeW4Y5ownSIl7hogPJuE6dz+2t4ZRcsCIWCnwwfoZvN7jbjbFdCWiTRKjF33Gp1tyiGkjMDotnKcWHeNEUR2gYJcwlLvdWZy1r0LM3oafXYn+wAzpovd9A+uel14HJMBwiaxMcF/D95bfKNRf/N0avFpKy35jeVQ9xUHL2HPbB5T6SdddoWnegUwbP5PFM7uhqlMx9Y2t1Bqb1pdGuFk9txf9/JtPpYe++AKf5H5Hufc1esaf4PYffXhs4u3ELfwFkEiywt+fbWOapsfHMY6TFini1+64hhPtm579MGsoRVHRRBUWou3dG+fx41TOkK5fdcP1+LZrh0rV8myH124ne8TIxveXiiQDBNw+kbqlS6ldtpyQpyVpQtFjj2HZvQdVfDzqpCRc5WWUviZZa/hdfz26zp0AGC4MZzWrG4/VrjgMb11DyeglSwieOhVBqaT0zTepW7wEFArweKhbuhTD0CGSlvsPGDOlPcs+OcymWae56fluyC8x3SuKIjaT65KuDBeiNc2v/0Jv5N70bpRqKFCQfPtsVuf5EfbBVqoO5HP30OvYMaB5ZHs5y9kcuZmNbKQbkvvBEpY02+Zd3r3oPLbMPUPG3lJSuociV8i57c0PKUo/zSLHE43b1NtrCUsYTP+Jd132mmSCwK8dEjlqspJldfBtQQXrKuuod0vPahffv8ffVpAJ9L0pmfknKvnts6No9ErsFheJ4XZit36JSt8TQkMRFH9Pt2g5WIZlbwn2M9UET+mAX4iWVj3COLwun9h2gUQkGXE5PWxfmInL7iHQX00vrwd5ejV2kKKmDeRP1ZAPWWFyNEbjayzSINVkd+GjUiBrkIgkh0jt6vrYbvRxuggI1zcWoCpMr8acXUB2tosiT0/WvLsZhSeMum7XofTKSTgxh5iOEezWjOJgSTIdNUGUf/QxruISQp+bhtDwO3XX1CAolch9ri7C6LS7kckE8o5LbUT2oRI6DhcpPFNDcKwBlUaOTN70+/Da3dStyUNQyhBdXozXJEqyi6MVuKvsFwWTPPXNC1wAqKKk+/BvAZF/8Z/g30jy3wi5rxq5n9SaKQI0uKtsiO4/6OzkStxiKJoYCLy9NT49w/9yQsHfbaeT3L03wTFxUJ5OlF3yYi04JZFNU1Ulc6c9yu+fvA3AS2NTqBdEnrY3RcnGl6xAuXE+U8qdDNO7Uao1tOreD4AiTSi7nW6u/2IXs/fk8/SiY3i9TaN/m9PDrd/u5YavdyOq1IhpXbG6HZgdbvy6dqVXUBQBZhvWulrCIqOJT+vAubIiVvUayYOu1jy/JruRID8SL6D0uAg3VzLw1y+Q+/vjM2AAkW2SqNUbCXnhRax79lJTKEWofBxmcuX++AcqkclB3amIsyefwr/GRdTyL5DVZqIO80cfLhE/4zUjSbzlGl7Imo1M9DLXbOS20a/xdbqV55eeoMMb6zlRVEdHrRQZFiO70LrbLLwqLaLTTGKeC++wt6QLX/c8+EZCyig4NBs80tRpUugEfpEtbvF7qpM5WRlh4quUKpb57W4kyC0hN6SSgU9PpNeTN5FnLLxo/byELXhoTqzfUL7DRykPY0s9iEXt4Pv7q7FqvVTPlsolV6T6EEIIpyKk61N5lYxgBAE2iVQOTruv2fFSfDuwr0d3Vo4dw8LEBNSTm3xujz3zDMvn/4zXakUURWZuz2Z/blOkzbxjR2OGftDjj1+2MpmmTRtCpk3DU1WFu7oa2/HjWHbvIfiJJ0hYvYqoLz4nbsECgh9/nKBHHibspRcb971Q4uCPPwO+Wk3KwQP4DBhAzZy5ZPbtR+4NN1K3ZCl+N1xPyp7dpB4/hjo1lZKXXqbu94uTOI2hOgZOaEVVkYUj65sK5mQdKmfWtJ2cOyX5amfuL2PWc7soy6unbuMmDi85Tt4lEpSSSUaNusV1sTQvuevMywPAW1eDxqVh5iNJnHAdaWZ9B1BPPcMZzmM8Rne6N7PPe37LB80SSUFKFD7dUDmu/SDJ6ikipTVdxownwKfJi9bkrCU49sqzRwD9Agw8EhvKU3GhtNZrCFUpqW7Q3UZp/p7EOQC/YC3jHu1IRLIRu8VFRLKRHj2l49tPnEQZHn6FI1wdRFHEcqAURZAWr91N9fwzCILAgImt0PupWPbRYbbOT2fb/AysdU6ue7wjfVUCumR//EbFEf58dyJe7knoUw2VAhvuRYXZSZVFIoS1DVXK6m1uDBfoOVuFGbiltZHlif2otTQnj1GpAaSO6UC7ofG45DrKwrpTFNkfi0vJyIe70P623rjWLqP1qdk41Ub2936d2hueoebnnyn7UJqhcZWVkz1iJJnde1D6xhtXLHUtekV+eWM/Sz86TMY+abatKKOKFdOPsuLzo/zw1A7mvLgHp71JI12/IR9PvYOge9sR+nRXtGlBKAIlJxpP1cWytgsDUjK9koCJrdG0/uvWof/iX5zHvyT5H4KmdQCi04tlf/MqYCJKPGIQygAv2rQg2P8dHJkHxxZC3i5YcBusbVmT+Ecozo/q/0O5RTOUHIfvh+J/4H2MShsHF33P0bW/MXPKZABqzmVBwX7aL+rNQzopCSwQgfeGpBBtLyK6xsq5/M8pTd+ByRDB9kojAOWaSN7akEFRnY1xKDleVMfzS08giiJ2l4dpS45zuqSeSrOT9adKWX64DC9uJv24l8IaK4eH3US6vz+JVRbardtB5OJ1eJCTiZwx7cNZ+UhfDj0/kCXXR/DUA6PZ+mAX1tzZll7b1xKxeAHR335DbL+eOJChuOkWQl5+CZteh12uRe71YqlW44mqoCREjW9lDT2PmOhwsg6hvhAWTIDqXJQ6L63mvUr4B58S+vxLDBhawPdxG9G6bMTVFROq8DC2fTghBjVauZevvW8yMNRBqcWD0b8blf6/M3PX/dxY/hZt1ybjlUtkp27w+1KZbEcdB88WcrywFptLpINnBIPSG2QX3qbpbo/MzfTUlkmUBg0hhHC3d3LjMpPGilljbXH7QgqbFaJIJ523ebvZNh65SFGSjPrVq5HpdLwZ812z8sfddquoffBZeq+ZDcC42Aea7a9X6YlMSsLi44PNZmOlx4Pm10UI/foRUVxC608+JqNbd+a9+Q3vrE7n7VVNU/2mteuQG42knjhO8IPNj9sS1MmS1tu8bTulr72O3N8f/4kTG6NvgkxG0IMPEDx1arOExT704SVeIo44PuZjVMGhyH18CHroQeT+/ohWK47MTNStWhH6/AvIDQYElYrIjz9CERxM8TPPUv7BhxedT3yHYJK6hHBwdT5OmxtRFDmwKhdLnbPRYin3aAWiV2TH3JMcfGs+ezZUsuqr4xSmV110PBWqFiO7AJE0n1I+f33uKomYqFNakabsSAYZLGEJaTTJJGqp5XM+5wBNzgd6sy89cgZe9Dm1ZTYQYejk1s08TWVyOW06N9nPuVReUnr2bfFcL4UYrZot3VNZ3imJB6Ik2YnD+/dpYgGiWwdwzWMdGTO1Pdc83hF1sJR47TWb/zaS7K6w4S6z4tMnAp/eETgLTIgeEaVKTv/bWqE3qjm1o5iMfaV0HRaN0eEGhwfDwCgMA6KR+6mRaRQog3XIw3XYGu5BRZ2NKrPU3tdYmyLJvtrm2vpBif6Igox8k0SkRVHEll6NPbu28R7c/FQnhvR2k5bsZvg9aUS18kfbczyK8E74nN3FEGE1ESn+HK2LR3vL7dTMn0/VDz9S/uGHeOvr0fXoTs3PC7AdPXbZe5F3ohJTtZ2KcyaKMqWgin+EmsJ0Kaoc0zYQS62DE1sL8bi85J2oxFFqQRVlQB3riyJQw5EN5zjcUMAr93A5e5Zl4bkgAHXeFzlgQiqhj3dG1y7osvkv/+JfXC3+lVv8Q1AnGVEn+FG3JhdlhB51nJSsZy9WAiKqYKekR139dMsHiOsLqRdnqV+Ixkiy828iyaIIq58BpQbhvk0MXfYhizeVsumn71DK3OjkLuwuJeKyKQiWcu4Sf2aOaiAPODUEVlkuKsN4xB3EwUoN1wX04WmfjvRERRIy2mnU6NxWFh4s4JqOETy56Chl9Q7u7hPPj7tyeWj+YbRBChRAemk1oz7bgV23H82wDHabJqEvjSfdrWFM2RoS3SU8fF0afloVi15/noLTJ0j86kf2eQ+w17aXA2sO4PF6eLPPm8hq6nk491tysluROGIY7hULOG5sQ/e6wyCKtA0PJz2sHJWoJrCiyfea+kJYKNXPkfk3RMoEAZKHMSj9Z8bE9WDCN19inDiBhAmSdfjpr29HXqUi3eaLxWllxbFinlqcQeeYgWB1YquwcKv7WfwFM4rTkbwaU8Onrnv4ZdapRvdbHTBI+yyH+y7miYjeLGr9TTOtaONzUBeAz77RfKh7hXv7Sp67FpeH35wbqTI0jx7PZCb32O/gduVkFsgXAtCNbsxlLpvYxCxmtfhoVIxJJflEOvWtApktm9Ns3cAtPpi3bkUPuGRygo0JKFHiQuqg00hjwoQJWK1WsrOzWblyJbOXLEEIDyNo8CC65uSiKS6l889fMKDrBGyxA7EePoIqPg7Txo34jR+PoLy6cqXnSXLJ88+DIBD5+XTkPlfnj/pmw9+F0HbsSNKWzeD1Yj10CE1qarPjqRMTiV+2lOLnnqNm/nwC77+vmTMNSJniWYfKKc2pQ6GSUV1swS9ES125DZvZScGZavRGNWVFdspSb0dvKcGmDeLgW/OJnD0VQd48mfEJnuBBHmQIQ9jTVLuJCJoslUSvVDwEwF1eBhhRp7ZpXH99w99SlnIDzb3Lz6P3zjE4Ky4mGlVFUqJgYNTFM2B6RdMymVGNb/Bfq3ImCAKvJ0eyu9bcmMj3d0KukBHXTtLoKgKbIo7KiIhL7fKnYD8jzYZoWgdiT68GEbxmJ3I/NQkdg4lvH8SGJ7ahkwlE7C+h5ngF8gAN6gTjRcdy+mugIY/0ZG4N0eGSjKC6kSQ3jyQDxARKz2iBRYpAm3cUUbc6FwQIfqA95r0lOI5WEH1jB1K7Nsn/LHtK0HS+C/txDRF3TSYwOplf3txPcevrCO+RQ/mH0kAwYNIkAibdSdbgITgy0tF17oQoii0S09O7StD5qohK9cfj8nJmu4LIFAPp+6Bt/0gGTmjFqq+OcXBVHrnHKinLrSfRX4WPQUXxxnOcPVhOeUMdAnmcgf27JbJsDNXRundDknylDQTQtgn818XivwRRFPHW1yPz9f3/9YDk36fpH4IgCATclopMp6R+U1PiiTXDi4x6NGF2qEhvvlNcP5i6H0LTYOUTYKuVlrudsPMzqLygqlbZKRQNJMTzd1n57P0aCvbC4JchuBWx935L5zSpqMmoG0fQedAAHF4FtvI8uPVn/PyMHG63mGvD/NEUXOwGEB9o5X2ZgrbRMtKNmVyHij4jkwia0Jpr3VKjPvH7fVgcHn6a3I2Xx7amS6xEMLrGSp3r5xPSMDnc+AZK9nLV6t85q8lFpimkLiULjb2WY5uW8OOTD1DQoFd+7fdneHX3qxwuP0yCXwI1jhoe3vww+7d/hABsfvNxvpsqme0XhlXhDg5CoVHTXh/GgN3VBFZZIaqhVGx4Jxj0ItglKQGaC5xJRn+E4HHyUHgGtWoDpvxCHG4Pc/fmU1WcS4HTQGm9A5PdzaMLjtA1LoA593Rn01MDua5TJPvF1qzzdmPV8RJuXS9jiac/nUKbfpJOEVbZNFy/YTKPnoxpRoLOY8QPDzHkx6UYN9/KrweKSS8xsTe7mg/XpmPPal6kYsTKb7lXvBeZRsMQ+bBm6+7gjosIstLSRPbunbycmfdXMerbPc23qYggyPN443u510tGqYl1rEOBgiCCuJ/7UavV+Pv706lTJ6655hpuuukmRJmMipAQVl1/HzcPf4XK2AimnFlMcPpy8idM4Gyv3ogOB4Uj2mN1SZHwEnMJtfbai+7DeShCmpLeElavwnfYsEtue7UQ5HIEpRJ9z57IjcaL18tkBN5zL6LTScmLL2E9fLiZ9CIswQ+ZTKD4bC3HNxei1ivoPlaSIRxYmYfT7qHfzUn4WgvRCjYGjfYnUllCqSaR+mMt117SomUXu5otc9PUDrjLyhpJsuOs9NvRpKRedJyRjGwsqHIhWmV2YuSaiZhrLs6rqCwyI5MJ+LdQwezCY6UMk1wvDnKQecxrdn5XggcPJzmJR1N8dZFkhwmyNl55uxZwoXuKMuLviSTbTlehDNejMKqRN2jNPRd4NItuL220clqlBWDoF4UiWEvQpDYtWs85Grxqk2UKSp1ujpyTIrC1Fun7NTlcGDTNB5GxwRKRLrBAXZWVDzdmUu6vQuajpPLHU9iOViA3qqlZnoXXIRFp0eXBWWBC0zYcbZe7MO8TURyvICrRjyNbS9kSOJns+HGICPhdfx2K8HBkvr7YMzJwV9ko/fAgtpPNZ7g8bi+FGTXEdwxm2N1tGflAOxRKJTKZyN0f9qXfzdKgduDtqaj1Sspy6/EN0pBd4+TYOTO7FmdhqrI1euruzzPhIwNfjZyjG6UqiaIoYjtVRa1/DfknWy7P3hKyDu5j049fc/D3pZzYvJ4DK5ZQkpWBtb7uqo/x34L3Ei46/1PwmEzk3zaBzB49yb3mGpyFfwyR/f8H/0aS/0HIDSq07YIw7y3G6/Rg2VOCLcuNj3w9gjgAzu1u2rjTHXDtl9Lra7+E74bA+hel5ZvegPxdEom9f4u0zde9kSvDgGTcf0ck2euVPid5OHS+U1omk9P/+W9olXOW8ORU8vZvg/X7qU65A13qGNj+ITjMqOJ9EbYcbTyUVa7Fa+zGo56eeGUiDwZtoEJZQ2KnLkR1jMZT7yT6gvHZtFGpDEqVSPHsu7tTWmfjcLWVo/tgT83PjB3kZEdZNmkBaWTXlCCLlqb1j4sQnh/KgbmSPVxch87kHTtM0blMXrrlJW5udTOCIHCq6hR5dXmcKloGhc3lL6a4bawNUKF3Kkl22CWHWa8bUsdC4QFwWaDr3bClQYKgbiDJv00FETCEE00Zh7W+qItKmbkth483ZLJaZcI3LJ6nWqXw8YZMJvSI4cXRrdGppJ/cu9e344EBCWSXW5j682FynP48Kl/K5vKOQALPj0qlfEU6SUotvVFg2bmL4Juaux60K0xh+hI3kS8qWKFoxwvLTjBq+o7G9cNDh7OMrQBoMrqQvjOSPic3M/OOLiit7eDSLnQAJJweT0a3nxrff/Zkc+1z4IoHuc/zEJ/ZC1g14DE+3zYdGSKvrjjFL/cPpMRTgUamxEfWRKbkcjmdO0tJRKGhoXzzzTdsKpPjF3OSBbISHlvhZWB6UwJdRq9IXj77KpOUOYT7hPPe/vdoF9SO+aPntxi9EASBuEULUYSEoAwLu2j9PwVNqxQCH3iA6rlzMW/ejKZDe2LnzkWmUqFUywmONXBmTwk2k4uOQ6Mbo7AnthYSluBLuKKcTgc/IuKdtwgYfw2qNudY+nUWx1em069zOwBqFi3CXVFB8NSp0rUicBM3NSbvjarohTXvALpu3XCekwiErkcPXKW1AGi7dOWP0KFjNKObJetNcU4l9dPxaLWSr7DH7W2WdFhZYMI/XIe8BavKC0myS+Uhgwz60x8bNjaykVnMwoULN+4WyflmNvM5n7ONbVIxk3YQWjeAX3iQCCLoTW/s2DnAAXrQo7E6JcsfgjO/w6NHpATYPwGZXo/v6FHUr16DIjQM0StSOesUPj3CGz3wrwRRFLEerUARqEHuo8KZX4/vcEkjfj5PRUouk8irt4Hg6toHo+92+edU6BoCezIZPSCO6VuycDeMGaprJW2uye4mMbh5V+7NtBCEQH6VLx99soe5HjtrFG5+HJyK/8p8FMFajNckUvnDSRzZtahiDNT+ngMeEZ+e4WiS/bGdqMC0o4hOiLS9OYmM9FryzCMJ6pCIppVkk6dOTqb2l4W4a4MQNB2oWZaFpk1gI9kvya7D7fAQ27YpWi9XKPG4XM2sSfV+aia81oOaUitBUXoOPr8LRaIRv25hhCf6ofVVcXqn5Nvdb2QsmZsKyK+Qrt+ZW4+z3MzOykVYDtcxauqTtOnXZEvYEhxWK799+GaL6yJT23Dr6x9cdv//FjxuNxu//4qTWzcSHBPH0HunEJHSGofVwpbZ3xGWkEy7IcM5tOo3XA47fW6+/b9yXpadO7EdPYr/nXdQt/w3ip9+mtgFP///MqL8L0n+h6FJNmLeWYR5ZxH1G/PRpmjwy58Dnt5QeBB8wuDm2RB0QTJNRCfo/Qjs+kzSK+tDoP+zsPtz+KILaKUGR26vBJL/nsQ9ey24bZAwSJISNECuUBCRImXUB8RLkajyoIFEAah8wGlB2yYQ+1opurE2eChieCJfKUIQapz4dAujR1hflpxdgjlAIvMygxKZSs5gHx82V5u5pWt04+f5qBUkhRio9kgdzMIMSRIQoY/g00GfEqAJ4NNDn7IqZxXPdnuWLOEgtvX7qTY4WRC9mhtOhdBGiOeW1Fsaj9k2sC1tA9tiF/aTRxNJFjQaXPY4rusxiR0VC/m+OofRMiV4XXBqmbSRtQr0QWCIAFMxOMySXVv6Sml9TG9U9XnYgyLQZx9m7fJthITFES1Y0UdE0SZC0mze3DUavbrp56ZRykkN82V3VhUyAQwKL/fI1uAK78PN7VozsDKdEyJ0QIoQ2U7lEGcL50JeMXPeW1A7C8uOnbS69T4Sg/WolXKKa2x0iDaSUNQL4ZwvJW4f3g+Yx9th5aSXmrjmy114RQi9tR9lHZtI9YXQZHQmoOrSBU9kFgO3OSfx9vXtWHmshDzfpgjcvtxqftiZy7y9+YT5afjits6cKKqlxuLCqFMypLU0vRsUFITdN5q8MhsBsSuQxXTDu+oQafluyowwc4ySrPg68MC8M/OQC5Ls4ETlCXYX76ZPZJ8Wz03bvv0lz/ufRMgTjxN0/33ULl5M2bvvUTN3LoH33ANIJVx3LZZmgtIGRDZzsug2Jh7LtoXIRTe+/SUNb3iHGAIcW8g+Z6CP3U717DlUfCr52gZNmdLYGX3CJ4QTTle6opnwBvkFBYS+9BK2Y5JONPDeeyl5Q7LwUoa2LCV4lmebkeRJ5fdzQKwkItlI7rFKtv+SycCJragusbDis6NY65206dNyxPVC4mvDxvd8jw2JzMxmNk6cnOY0xzhGH/ownOGMYQxd6MJ7vMfzPH/RMcv8tnEb2wAY476Ww/IDlAgSYXqSJ+lKV27OXCM5bC+aBH0fh7SWJSSXQvh77+EzaDA+/friLDDhyKzBcbaGqHf7XXIfr92N7XQVnmo7loNlTaWQ5QIIoOssDfxbiiR7zVKbLfO5sozI2hBJbx9jJMJPQ3GdFN0vz63FdrKSeqsLVaEZd6UNuZ8aURQxby8hwuMlXQ5FXg/Rfhosbi83rzvNa63DuLZ3LOp4P/YqvGSsz6C/BeJNHhBAHeeLtk0ghn6ReMxOyr84ijanjtEPtWPJB4c4XdmGtBo7Pv4aNKmp2A4dwrz2KwKmfo+ryIXzXH2jvPDcqSpkcoHIVk2zUnKlssU+S6VREBrni9fpIVIu4NfaH0OXJrnOuEc7oFDJCYs2kL2lALfDi6vcSuWc05SQh8Vci19oGGu/+hS/kDAiW13aCefYBmkg3qb/YELjEwmJS0Tt48OKj9+m5GwG1cWF+IdFIMj+ZyfbD/6+lJNbNtCqd39Kzmaw+O1X6DxqHMfWr8ZuMXN6+2Zqy4o5tEqyFo1t34mo1LZXOOp/DsfZsyCTEfLUU6gTEih97XWs+/ah79mz2Xa1ixdTv2YtUTO+QqZuOeH4fzv+lVv8w1An+CGo5dSvz0dQK/AfHYwgeMHjlOQWIa0hpifo/pCJO+hF6HYfhLWHB3fA4Bdh0AvgskoaWYUGRasRALit9S188p+EtSFJSN9ydT4A3+BQwhKTObBiCQ6rBZQ6cFlQJxkxUYNLpqbIP5Uv7xmAT0PVQUO3cO5sI0WmHZ6G8qgNFnlvBQVy4rXhqBQy7BnVlHxwAG9DhnP38O7MGDKDF3q8wIIxC1gwdgFh+jBUchXTuk9j6zWb6LUngRvPDOH68Cm0v38iDq+Der2LaFfL0Z+6siaCvD4ugZrBU7DlP8jNrccyJn4MZ3GyL7YTotYfSo5KG9pqwOuB+IbOcv4NTQQZwDcCqnNw3HkvdUotj++Zw5zbO2Lw1FO1rRT95jUArDpSiDMvr7H4xM/7zpH0wmreWHmapBAffrwmAD/BwrQh0dygrMQy7SnaOCy4qyRipYwdyNjPzQRYdIQ5Qlj600dEVgfjrSvk9Lpt3PDNHs5VWzldXE+tzUVO/Wk2lTzMw0eD+PrMAPoFp7L60X6MSgvj/Oy1cXscbWe3JW12GilLUqimmtnu+fjuGUvg8qkM8uvY7P5FmVqjPdONNE8HflHP5osbeyKTCax9vD+f39mdc3dM4Zm+D9Elxshbq86QV2Vlb041vd/bxN2zDvLUr8e4f+4hPtuYyW9Hi3j458P8Vu6HIepnENw8PfAVLL0HSh8WG09k/xHMGr6Yxzo9hUf04PQ6WXfDOhSCggOl/3OldS8HmV5PwKRJ+AwYQMX0zxvJatqASJQaOXHtAvEN1KJQNumMo1oHYNm+A01aGoqApnYgpm0QFoWRzFsnNxJkAE9l05R2FFFMZzp3cAeuAil6XPbWW9T//juqxET0ffugDJOIhniJinbd6d7otzyWsRhLpe3T+kfiH67n9M5iqotMZCxZ01jWuUzVsgTiQpL8Pd/zER81W7+ABRxDuie72MWrvEpXuvIAD7RIkP+IVYrfGgkySIOECUzg1uvrERGh9DgsvvuKx/kjZCoVfuPG4jF5qFlytmGhcMlCGp56J2XTD1OzKJP6jefw1DpQhunQtguSorF9I1EYJb9wmV4JMgHPBZX2PA3Jd/KrKHltcUhtol6tYERaU9T5mMfNV/OOYrK5UFfaKf3ooPTvgwN4ah1EVZ4lBxGHKPLdXd1Y81g/WocbeDWrhHO+CvJrbbzosfBdaQ13mmpI7xtK6OOdkemaiLvcR4W2bSDO/Hrwigy6IxW3y8vWnyUJj+99D6LtOQkQwLoX0WnBVdRU3Cb/VBVhcT7NqqnJlcrLVtw7H2W/8DwAYtpItnkytRxNgHRvKxZJ51Hsl49PQCAT3/kUUfRSeLp55c2qogLWz/yCvGOHsZlNHNuwhug27Rg19Uk6j76WqDZpBMfE0ffWO/F6PPz0xIMc+H3pFb+bfxJVhefYu2whyd17M/axZ7ntjQ/wDQpm37JFBMfG03HEGESvl0OrfqNNv0Foff04sub3/8q5Oc5moYqORqZW43fddch0OkwbmsudXGVllL7zLpZdu6j85pvLHs9rtVL4yKNY9u77J0/7L+HfSPI/DEEpR9c+GMuBUnQdg5HpGzoRjwMqz0KnS0yPKFQwpnkHQ+9HocdDcPAHCExGrguC31/Ck7sb+A+nWSwNHa/u0tOLgiAwcNL9LHr9OX5980UmdNQic1rxuN0UObIIT+3A/Lt6kBrmi+3WVGynqlBG+aAySxqv8yQZQBGkRSyxNGrpzkdkHHn1aFMlotAvquUojiiKVC/KxH62BkEpQ48fE9NGMazVKJYXvYszpwKXw45S3VTUwuvxUFdeRmCv9uwNLCTj1BAyztiINGoJ89PQn/58fOhj7qWUQZFRfJJVI/04RC+irRabLgCdIAdrpfSdtblOIswqHzCXcXsHN+916swtuzcTumM1XruTqg0Z+K49w41PzuC73fkETJ/H6GQjsnc+4q1Vp3F7RYa3CeWriZ1RVjRoT50W3OVSB6rQBuAqO4U8oRXQipAtB9n2cyvEa9/Ez+mDty4fW1oHlBkZTOoVy6NDkvF4RY4V1vHs+q8Js4OsXsATKkWeZDKBGRM7c/3XuzlyrhZXVT9Ejwal/15UZhUTv9hPcnBr/I8+yLx7etA3OYg6prKKVXzMx/wyPxyzw83q1s2/l0ijlkijlqWu6zi56Birx6dxtKCOcD8Nbq/InD15dI8LwCOKHCuo5bONZxv3DTNUYtHl8mjnp0kwJlA7+R7YsRH1wFt5osNNjJq+g3axkfSN6suDHR4kwicCnVKHzd1ydcP/LQh/711yrx1PxVdfEf7aa1j272fye2ORX+AFO3Rya5QaBWJ9Hbbjx6Wy7Bcg7preHP3kCOUVXmI6dybw/vsofPAhHNk5KIKvXDZbFRuLIAiEPvcMVXPPIDbM09syqiVyJoDcR4l5XynTw9/h9bTXCSecI1VSDkVYoh/jn+jErGk7ydp0iPqsDEAqx/7hwTyqQlRMHdRc996ShOJqMJOZja/70Idv+RYdOkbWPkUZFdQZd152/8Vt3Ww94GFQnqJ53sCVcGIx5uMO3IaeGAZEUft7Nu6G4h94pHLI9owalGF6fHpF4K624ThbS/3GfESXl6C701AEaBBUMgS1HEEpxzvW2SixAMmfWW5QNfPybYwk668cSTY1kGQftYKHByWRXmIis8xElcXJl0jHDIg0oDH64siuRWFUEzihNRMmvsLq0KfpFGMkNUya0fpqYmeGf7qdkZ9tR69WoJALfOfWcT8WdrocDG1BZ66K98W8uxhnkZnAGF/S+kdybGMBe3/L5tCafIYF90bTKZvqn76Xrs10PT593ubUjiKqiywkZi+jsGAeqsQEQh57rFFucSk0kuTL3BttpA8UWbGdMxEwNopzM4/RbugItD4GND4GTFXNtdGZe3dyYtM6Tmxah0yuwOtxM/DOey46bmhCkwZt75JfCE1IIrZdx0uexz+J1V98jEqjZdBd9wNSzYE73v+ckqwMIlJSsdXXc3TdKhRKFYPuegDzJ+9irr7YEefvRPlnn+E4m4XjzBnUDYWdZGo1mrZtsZ1sPjCp/mkWotOJvn8/qr7+BoXRiM/AgTjPncOnX/M+pHjaNEybNuMzoD/Q4x+9hj+Lf0nyfwH6nuHYzlTh0zMc5A0N5aqnpP+DLj2lfREEQSLPPR8CpGkAmQCeAsmdgf9ED3S+hOxlIskAka1aM/Teqaz/9nOKE0KJclo4svZ3HBYzY8ePJS5GmlbTtglE20Yi3BqFRFYd7gtIcqAG26kqRLcXQSHDWShFHxy5dY0k+VJwnK3Fnl6N39gERK1A/a/ZOGushIWGMfa6+1j42nPsWjSfAbff3TgtXVV4Dq/HTdcOg5g8aBh3/LCPHWcrSQiWOoV433heNnvIDYhhnrOITvExRLtcPFFdy4Z197HHnMtqfSCGPk9Au5skacoF0Mwbx2sxkHG6DfbjR5BXqRHdHmRqNZM+mcqBQU/yfrfb+dxlx2f6NuQyOTueHYSv3sUdayYwLqyX5EbrsuEur0FQGRAUarzWCkIe60jRtDUoorphd5fwROzb+Ll9qGlVj8Ikw9jJQrvAhZg89xDnF8ewNhpeVXVk3sLFyMzgjpTO1WY7h0YTzU+Tu9Hj20dw1XXCUXYtCB5U/vtJr8rndJGbjtFGeiVK392XDX+1VidP52+4iBRdCG1DdFQmE5jQo6lq2bA2zStMrjtVytw9+Xx0Uwdmr5rOPBekBkhSntC2rRg89m2ea9eRTxcepc7mYlcGbBv3MTGBkv5Up9Rhdbdsafe/BQp/f3zHjKF61iyyBg8BIKlXb+ShTdPHrXqG466uJmf8deD14tO/eccRGueLTC5g7z6asAd7I/eTiI4jJxt9z+YdidfSvEiIunVrgh64v+FkJGIueryIHpGqn05xEQQIebQzQrhAfaUNjV6JSqNApYGoVH+OHyjD6e6NQuPmsBdC5bl8uE4kMVjPyLQm6UVXT0e0XrBdwG8Er8B9OR+SWbaHPV1/w6G+fALfL/xClCToYlTJZ2zJqeRMj3G4goqbbafwyHHLmxKaBk+2kv11OPFmDc78elRRBgS5ALUFoA8GZfNKkHi9eBc/Qq1jAVCMu9qOI6cWZZgOv3GJVH5/gur5TcnVlj3FuKukAaciWIvfqHg0Kc2dTIBmBLlpmaqZl6/HcvVyC8sFJDnQR82C+3vy6YZMpm9qGmxG9YokqGs0ossDchmCTCBEtLNOe5TIe6Y1bhfup2Xt4/0Z8/kOaq0uJraPIOG4mWSFklNlLVeGPC+dqJhxjJCHO5LQMZgj689xaI3k/V3lEWl9652UHJEGMtYdSzlxp5ztuoEoXWZCyw9iKqgFQN+zF3KFAvclJIKiKGKtlLa9HEnWJRhhfzkehYwSTy5ul5OU7pL8yhAQiKm6OUm21knHvG7aq5zYvI74jl1J6tbrouP6hUhtlbyhoMzit16i34TJtBsiEfBLofJcHuX5uSR164lKo8VUVYnGx6dZoObPQBRFKgvy6Dr2OgwBTX2yXKFolFPojf7c/u5n+IWEodH7oNRosf2DSYeO3Fyqvvm28b3vNeMaX2vS0qiZPx/R5UJQKnEWFlG7ZAm+w4cT8f57FD35FGXvvkfZu+8BEPHRR/iNHSNdq8uFedt2/CdMwHjjjf/Y+f9V/Cu3+C9AFelDxEs9UYbqQf6H6bXgVv/RseUKOW6nHeouLhTxp2A9H0m+PEkGSOnZF5lcTk6pmzNlSrbP+5GEzt2Iadehxe1VDdd8YSRZFeMLXhF7Vi2iy4urROrkHWdrEBv0AKJHxGtt3piKoohpawEyXxW1bT28elJKvnh+1TMcKD1AZGpbgnt24NDKZcyZ/y45dTk8vOlh5iz6AJlcTkIXyXf4uVESKRvSkDAoCAI319XztF/TNRQolTwZGswa01lqRTfzfH1wdr8XfILBNwqUevA6wdBEEjRRwTiys6k5q0du0BPx7jsoRC9vmA8yoXM4NqUGi8PNj5O7ER2g49fMXzlVdYr3Tn3Pd3o/nIVFuCsqkPlLnrdeSyWiWoPXkokiKIVfhxqoVZjI15RgxolblOFSwG/Zy1metbzxPJweJ3qbiKxewCnUsSVjBrv3DKK4ZBFKpQtVwG50cV9h8C3DWzkWrzOQd2+O4KUxrZlzT3fkf8iy35ZZgVeEwakhrMxZyUs7X8IrNp++1zSUzrW1UDb2QoxoG8a8e3sQ5qfBLmvwN9VIA6MIPw3hof58sE4qcf7MiFYoZAJ3/riP4oZEJZ1C1+h28b8ZhmFDpcFrA+ynLiandb+twF1aSsgzT6Pp0Pz3o1DJCU8yctYWw9yvSzCJPsj0ekkP+Ac4z0nRX12PHoS9+goJy5aibTiecD567fbiLGpOhBRBWoLuTkPmo6R6QTpep5uqIjOGADWmbYW4a+0Muj0VlShJuvLDfDgSIrJc9yZqwc2hrGIp6bcBtm0H6T3jKcKPdEOd15qoPcMJ/foj1n2fSu7vdxHy1i9MnPUhbtw4RSe/8itKsYkM3VbZtZEgA6hlAubMWgLONPkvq8oj8Cy5j/T35vPLj00V/gDa3l/BEz3lrFk1j9qNucypfp35W9oizh0vuQSdR+kJeMMfu7c7IEcdp8aeXo3o9GIYEoMm0YhhcAzIBIIfbI9Pv8hGgqzvFU7oY50bgwBXA1WcH84CU6OThNfkRFDJkankV9gT6m1SG3ihF/KjQ5I58vIwgnxUxAToGNde0psLSnlj0pygUmFw2fBRN4+FRRq1vH6NRLQmdg0GmYtWoo0DeTVszSi/6PPlBhV+Y6VkSHtWLaFxvoQl+BLaUPWuziOi79OVhFUrCX3tV2SGcPIrHAiihx7730TjqEWZNBxlbF/OTZoEFktjJPncyWN8fOs4tsyaycbvv2Le84/zw7tTKLRkItNdOoZXWXwcp3kVlkQ7J3dswi8klMgGi0NDUPBFkWRLbQ0BkdEkdO7GtU+/RPuhIy+Z+HvfVz8x5YcFPDhzLkHRsez4eRYrP3u/cRuv19NMhmOqqmTeC0+w5suPWf3Fx5zatonvH7mXBS89jc185ZL0LcFuMeP1eND5XTwIuxChCUloGqoeqjQaXI6LKw/+Xaj9ZSGCSkXYm28QMHkyxhuadP+atLaITif2U6cofuklsodKbV/g/fchKJWEv/sufjfeQOCDD6CMjKT8o48a76E9MxPR6Wysfvq/Df9Gkv/bUOogti9YyqEyE0LaXHmfy0CuVOEWZZKG1hh9xe0vCcuVNcnnodbpiGqdRkbeGY5ZI4ho1YZrnnoRmazlBl8jl0bTTm9TJ6VJ8UfQKLAdq0BQysArok7xx5FZQ9XsUziLzQgqOV6Tk8CJrVEnGLFnVOMqs+LIqcN3XDwP7ZmGtaHzDnYF8NDGh0jxT+GE/wnG+YZRt3s3S3z2YsktJvJoCNHt2qPzlaIibSP82P/iEAL1DVEfrxecZuQaX2YOm8nJkv1MNrZn+fKJlMkVHNGo+UWj5adf+pLin8LgmMGUJ6TRIXslo25aLEWW592Iys+Ft/A0pkotoY/djO/o0ahbtSI1NpYBCgVD1jxKgKOeTnHX4PF6WHBmAT3CeuAjwpfevXR+4Qd0TlB3lDyyV4YHkLNkM9NUJVRa01nf6hQjK7rQZ8VJVt0zgxciS7G/NI1X32rFjyd/pMBUwHv93qPeWY/eAepsgbquZVD0MQBFRQswe5UkqDyUi35Mv30QD8w6S13RLVi85YxoOxjfP9hJFdXa+Gh9BoF6FR5lNs9vkbSjvSN6Mzqhycv7fCTZ5rp6uyK70JwkC4LATV2j+XBdBtd0iGDKwEQ6x/hz16z9vLsmnaGtQyiq9lJnKqW83k6I71+L1Pw3oO3YkZBp01CGh1P05JPYT57EMLgp614URepWrECTltaY4PdHJHYKpiijBqfdQ8beUqL79KHutxUEPfBAM/cOR04OAKHPTbuodLegkMiA6BZx5tY2LvfpF4lxTALHNhUgaxuE/94Sjn5/itKcetqHaKhbk4t5dxEhkyK4OeBdjtk+48uaGm7pGYsq/lMiFlZSvP8gZE2Au9dCQDy7jxwnq2IQqoWDuFmXx0zZ+6SaHwVg4f09WfvzZ/yU3pPFB4qYvTufmIB4zqnv4oXQDRQF6rhjBTD8J6ldtFZhqkrCU2bjrvLbmWffTo3biu+C5zCP7kKQPoSuOwIJ8PxAtVxqB+xyN9P7pTO939SmG3AdVK/exiMLboEJi0CuhIM/4RaDqXNPQE45gT1VVHqjcZVb0SQaAfAbFouhTwQynRJVpAGZXom+c2hjIt7VYvWJEtaXVPK0R6Ts00MEP9QBj8V1VVFkgJqGQIHvhbpemYC/XsWmJweiV8tRyC+OdwkqVWO1yj/i2o6RDG8TRuUTj2Hec4SY8DbQbjyTfzrAb1P70CHa2Gx7Q99IzLuLcRWZEWQCNzzblfpN51i5NJtatyhJToISUQQ5qE2/k5KSCAKd1ahc0gyhMqYXct9IXAV7kYliY+LeoVXLQRQ5vGYFAGqtDgGBA5VraGUbiffHhVT99CNOhYL8Xl2wqhQUZJxurPK3eb2kSe57652NSXaGwCCKG2wPz8NSW4veeHnCeR6+QU1Sptve+ohNP3zN6e2b+e7hu+k0Yixndm5DRKTD0JFEtmrDjl/m4PV4aDtgCKe2bSLn0H6CY+Mpz8/hyJrf6X3ThKv63AtxPvKt87t66ZBSo8Fp/+dkaObt29F1747/TTddtE7fowcyPz+Knnoad1UVirAwYufOQRUtcRK5j56It6Qqs6qYWEpeeAHHmTNo2rTBfuIkAJr/oYTrK+FfkvzfhkwGd62SIkz2OtAa/6PDKdRaPF4ZLLwdRn8E3e+78k4twVoJKgMori4DtU3/waw9eQxQMPjOuxunp1qCUqZEQMDubppuFBQytG0DsZ2SRvyCWk7g7a0xby+kfksBcj81XosbmU5J5R+mhzWtA/hetYjjFcd5t/c7kA73xN5JidJE4rEApqkns63DWpw7MjDnFTHuWBy1agvF3XTNjhNiuIBgOU2ACGoDvSJ60SuiF4giNw3+APZ9yyJLDvu1GnDbOFZxjGMVUvLR/CAj7RbeQtT9OyGuD4ai3fj0clIT7MB4ozTSVvuJ0BC0aBMTQP3a/YiiyKG8jZTbynm6tATBUcOmkCDE3ib8ClRoYmU4fGWsGFdCle0JTrTTEFqzFbdMZMyWcvyDk/hyYhc8R4+QD7RRRHGGbNbnr6d1YGvqHfX42EC3Q4bjzkTM9kxsMiOYTmAyPcOUEFAmv033mHimDBR5e7WL7zfl8UbJFpZN6U2nmKYOZdri4xRU23h4mD/3bbiPSJ9ILC4LC9IXtEiS7Q0kWRRFvticxci0MFJCW56qtApWEMGoNjbumxbpy3WdInlpTGsEQaBXYiD39Uvgi81Z/H6smMAkJZUWM3f+uJ9v7+hCbODVFQv5xyCKkm2gvDnpEWQyAu+aDEDlVwnNNHui203ljBk4zpwh7I3XL3nooFbGxtenDpaR9uSTmLdvJ++OOwn7YS6GGGl6uH7NGuSBgagTEy86xvniCqLbiyO/HmWYDuP4JJThUgRq569SZHriuDj2rslHL4MkXyU+3WOoW59P8ee5CHzOUYUTGzDILYOOtxGx/meKagLBXCr5uo+bTll1LSqZl13X2DCueRml18OW4WUc8x9Bj4RAOrSp5cihXKY1mGmcLqlnE6NxIRXheQQv9y/7nShhBVu9HdipAlEjZ9IBHQ8enM8W0cJrQImhHTFxLiq3FvHdudlMj/+U7Wy/5H18dLSdrJ0nebx4KdER15BZuhC/oGcQSyMJlj+DrKA7wQ9+Cl6aFaM4nzwmKGX4DvxrQYgp8w9L91flR3itA/OOIjzV9qsm27VWJ74aRYtE2E93aaItqNWIjkvbg2qUMmxHjuA7aiC333kX517+jsUJ/flsYyZfTeyMVilHEAREr5eqH37A7dMez4lKTDuL0HUMxl1tx18tI98pkneyiqhUf/Izq9l2zoBb7iUpfwmCwYBoMoFHIsXaPk8iOHfhqrMhiiI1JU3+ur1vnkh4dQz29CrWl8xm9fR36LhqM64eXThgr8d09gx6h4twXz/sQUGY7QMJCjtJaGIUncdc23gcQ2AwdlN9s7wUa20NYUl/QtrYAJVGy9B7pmCqqsRuqmfbvB8b1238fgYgVZrsdeNt9LzuFmpKiik+m86oh59k4/dfkbV/918iybY6STah8zVe9T5KtQaXvamPtezdi+3oMXzHjkEVFXWZPa8M865dOHNz8b/tthbXK4KCiHj3HQqnSIPToAcfaCTIf4TPgP4gCJg2bkLTpg2WfXuR+/ujjIxscfv/afxLkv+nIAj/MUEGUKjUeDwNVa5WPy1Fp0tPQo8HJJ1x2g0XO2e0BEvlVUWRzyOlV1+2/vgl/lQRGhl62W0FQUAtV+P0NG+wNakBWA+VYT1Sjq5rKDKVHN+hseh7RSDTKkAA0enBsr+UujV56DqHoO8WhjnExU+LfuK6pOsYkzyWEp99KOtF3nemUV0uReaHDBvP2h0fMPZwDAqZnCP9PbTXXMZP2ipVyGqWuCgIUpJewkD65m2Fo+/TOqA1UzpOwewyU2AqYOaxb/lFLfL0icWQPALNacmqyphoQ1gzDRIHwboXwD8eOk3EEFJNbV0dnsIMVm98Gp3SS9eTVWRGDAJOYY53ExFmAmbi7NKWutJcAGLldRyPUvFgppXwgmx8x9+KWiHH2VAIIdbZVB54+uHpRPpE0s8i4hYEdAlvMGX9XfSO6MJzKV3Iyv4AhQC+ChWVtkr6ttLCaiguiQNEDuRVN5Lk4lobu7IreWxIMinxZ3EXupk+aDq/Zf/GooxFuLwulDKpo9Y2yi2kKM+BvBo+2ZDJl1uyOPrKMHQqBVsyyok0ahtJsxUraq+a0nonr684xZaMclweaRruWGEt3eMCUClkTOwRg0GjYFdWJY7AQOpdVRScsHHdjN1seXogggCrj5dwU9foi6Qi/zi2vAM7PoJWo6H/MxDR8aJN9H36Uj1rFoUPP4K+fz9q5s3HkZmJaeyNxI+//pKHXptTwRe+NpLdckZWwfTPcrjhlRlkfbOQje+e5PppWgw12Zi3bGXtrU9xZN5RZt8lFcIprLER7qdpIskeL65SC5pEY1MFUEuTnEkTk0eNICMyRIU+dQ3H6M2KaAMrc2sZh4pDSi+JciWJx6rxjHAQGdeKrRY9DHgOtr0HKx+nXGxNiEFNcM9xEBgApceJ73od8Vr/hs/oxJxjL7Ci368kZX5PXUUhC2Wj6dJzMB6VDyfOVTIjo4nwhMvM1HSIQ7vHgUIpI9Z1BsTWFNfZ8KgVTMJMu1+NbLp7LXfXTmJu0q+XvJef983ic26V3twLSVWfsGr5fNTqSDg0CyE07a8HGS6DcD8NJXV2zgwJJy7LiuVgKaLDg6F/FHaXh8WHCrmlWzTKFkgwSJFkf/2fi17D5SPJAO7yCjzV1WhatyGgVRLPdAnEsGs1PzGaNq+sY0BKMF9N7Ixr6a9s/WkpT/ePYDo6uqzMoW6lNHPRKkpPeYWD1TOOo9YpcFjd+Dgt9GpbjbDjRGP10KB7UnEW+2PeYUVWpcdaYaZw/gFqSooJtjrw79KVbkOvp/SDA4QNbEufrJ5s3buNtR0SJXtSQaCXW45/Zg5QgMknmgNdb6KNXxta9e6CUtUU3DEESm2iqaqKgAiJeFlqa9C3UAjoaqDUaLj5lXcQRZHMvTuxm02EJ6dSU1JM3rFD9Bh/M8YwSXJ37TMvUV1cSFB0LMnde7N1zvfUlpY0rr9aWOtrgT8bSdbictilKLvXS/Gz03CXl1P1448YBg8m9PnnkLdwPK/TSe2vv2JscKn4Ixw5ORTcdz/ywEAMwy9dnEnfu3fja02bS8+QKwID0ffrS/WcOWjS0jCtW0/ApEn/az2W/yXJ/49DrlTijugLQyfBysdh/0zwi4FfJ0kbFB2G676+/EEOzYaTiyH44opcl4JSpebGW/qj2fkuOK2gvfxUlkquwu5pXr1Lk2xsfG3o1zSKlF+QsCGoFRj6RaHvEd6o38utlpJp+kf1RxAEVNEG7KfKsTniURkqcYvhBBySExabTGn+WdqNHctGw4rLJ3s1kuQWBhR+UUR0uJ1JzlK6h3enf1STPvJk5Uk2eHfy1JkVCO1vRaERcdj9UQ26Aw5+D1kbpA2dZtj8Fut89DhHqQlaMZXVOpHBilZUbveiHz0WOEWWsj+Jx4OITp6PsOcx3PExTDE5eLCyDJNbjkHuxdJbiXLyZOleNUwNDjfFIPR4itEJo5l/Zj4/nvyRXwbKCa7zEGwuxItApb2G2NgHSDebUZTN4GTpNu7d+DBKmZLrer7MuqKfkWlzWZ1/PePMdxKiC+PdNdK9vqFzFItzV6KUKUkwJpAWmMZcz1z2FO+hX2Q/BEFojCQX1VrZnF7G0sNSlMjp9tLtrY30TwlmzUnJhm9o61DUChkWhQW1R82E7/ZSaXIwqVcc3eMDyKowM2d3PqtPlFBvd+PxilgcbrZlVqKJsKHU1eKrVVBca+ebbdkcyq9hf241VRYn/ZODaRf1JxwO/hO47HDgOxC9kLlWsgcc+V5jcu15hDz5BN7qMkzrV2PauBEhPIJ9j7/Ga3k+PLk9h0eHthzlWnSwkFYxfsy+qzvf/nQMzal6Nq+3QcI1IMKKTw8Rl7EUb1IHpltCILOCQ/k1zN2bz29Hi0kNM7Dsts6YENl8ooQ+9Q4MYU2R95rSpt9ExpzvcbruZV5dKVN2dgEcgAM5XhbiBBe8NyQVNpRQv+EcEQEGyh0KHD0eQX3wR8jeTLlmJKHGhkF78lBIHorV6aax6201Gt+t73H74Vul30RiP0bcdj+oz880JLM7u5LFhwp5JfIQP56q5wPfFPwfb4PvqU9Q7JgN9s85kl/DyuMlOIAD1RZ2LEvn+cK7ESfaCajazM3hL7M08ASfGOZf8qvLCizgzeFfMDfiF5jRA9Y+DycWw8RfQeN7yf3+LM4PHjdlV3FTjwSqztYCoErw48dduXywVpIG3N4ztsX9a20ujLq/QpKVLZJkd2Ulxc+/gCouDgBNa6nd9xk4kHFz7uPX9qMxu6U8hOu/3Mng3XvY0lWaYs8xZ9PFpymPxi9Uzy0PdKDgdDV7l2YSmbmORNN+kn5Yi7lLLNU/zcJ25Aiiw47/+CSqf5iGLEAPOhXF+6Rp9lQxitCKjlT+sA9EGfruIehf/YUkg5qssAASu/ag34TJBIRI8qL6tWupOlsKmVC9Yg3lGVuI+a7JHSUwSkoaLs3KICAiEqfdhsthv6K+94r3UxBo1aspuTYkLoFWvfo220bn69co6Yvv3I2tc74n9+ghOo0c+6c+y3o+kuxnvOp9VBopau5yOnDs3ou7vJyQZ5/FsmcPdcuXIw8IIPTZZy7ar/z9D6iZPx+v1Yrxxhspe/sdBLlcItVGI3XLloEgEL9sKcqQS5eZl2maZmbVKZeP2oe99BK5111P4ZQpyAwGAu++66qv87+NqyLJgiCMBKYDcuB7URTf+8P6ycCHwPm5ky9FUfy+Yd0k4KWG5W+Jojj7bzjvf9EAuVKJR1BCl8lgCJMSAZV6+KZB93zsZ8mLOaQ1BCZeXI3K7YSNr0mv4y5tnN8SQqOjQeWQvJuvAI1cc1EkWaZR4NM/ErmvWkpqvAwuTHCptEkSjSCtFDHw6RlO5ZlqZNgJ1H+O+5rlVC04Q4q6C1Wqc8S7WnPvWTcH4jMv/QG2FiLJf8DT3Z6+aNmw2GFsL9zOqYoTpG3OAv941Hf+Bv6x0OM+co7NZYFYT5XLxPaSPThENwTDO5QDAmMKYoAzGN1alF4FZVotXn1PHByiRi5NgwcPewsBX3xje+Pd9hn6PZ8gBEmRE5leh6DVoiivZXLacwA83vlxdhTuIKcqky+ulRNyVKrkeLbmLF8f+xqHw0mgU2Be5gp0Sh0qmYo91neQ+1jAqyPbO4+JKzegKn2F9FITz4xoRbZlHz+d+onUgFSUMiVpQWkATN00lae7Pk2H4A7k15Yik7l5d+0xRK90fg8MSGBgSgifbcxkzclSAvQqesQHNJLl8IRqtF4152qsLHqwN50bItjDgSkDJSeNe2YdYP4+KTHt+k6RrCtXI5M70asVCAJ8tz0Hd0Oy54frMpixJYsNTw4gwvjX7Mhagtcr8tnGTOKC9IzvGImIpKCRnV0neWnfsUyaLVh4B2x7H+L6Qli7xv0FlYrw9ucIUZRSVRrNtA6PsSWvoTjKyaMwJBmOzge5GtpLhMTicJNeWs9jQ5Ix6lU8O7UrD361l7STVryCSJnpFHHuBPKihnKmfyiclvIKbvxGKh2eGKwnvdTE2rOVfICZkuMmUpHxpsJL6bFi8iotdPE0DUi3WSYgB8wGGY+3lRF78isq4sZxp3sx6x1t8R/1In2Tgqip8GA9UUnEGGlgW2aTEXP7EtjxEeU50aQYmqJ6G06Xcd+cgyx+sBdd4wKkNmrsZ/CLNG0r9n4MoYEge7wi606Vsju7kswyEy9VhpIkGAEoVXrxTV9NaGQc7R1+fL45C7lM4Otr0nhuxSnuzy7mq8BA5oZ+Ten8PhhD1tCn++3cdWA57aY0d/64EAuilvKJUENwXD+oyoKCvZLFZt8nLrnP1UKSSSgpb7B+2362guKxrdGoZIhOL+pYX84clhwidmdXXpokW50E/IVIskzZciS5Yvp0LDt2YNkhFRJSN1TP07ZLQ4uHRf45xD78EB+tOslP+4vITB7RuK88Zxfm0tmoW1+DMronglJEo1eS3C2UgOOrKF+2gri1a5Cp1fgOH44qJobc8dfhbZABKIx6BIcJ/IKoV0pJgqFdJiB3aHCXg75XGPZTBxGtVga+/hqDu3fDJzikWVEPv3HjkNc44PldKNt3wrLlB9zV1Y0e4yFxCfj4B7Bv+a+EJaU07nu1muS/C7Ld+9A5XGQs+pkOA4c2I5GiKF42cmqtrwVBQGu4+sGaUiO1dy67HfO2bcgMBgLuuJ3Au++i+LnnqZ49G0VgAPo+fVDFxyNTq3GVlFCzYAEgSbZMGzZiP35cOl5kJLru3alZuAifvn0vS5DPI2bWT9hOnGh2rS1BFRNDwqqVmLduw2fggKuytPyfwhVJsiAIcuArYBhQCBwQBGGFKIqn/7DpQlEUH/7DvgHAq0BXpCK+hxr2rflbzv5fSJFkl0uSBrQa1bTisaOS48XCO2DDy9IylQFu+K75dqd/kwjihF8hZfif+3BlQ3zIab78drQcSQYwjv5zJWQBqmwSGQjUSoRWneyPIbEQbcEnyGszkUcI+F+bhHeei/ERjyI/B62cMbSqicXeoQZNcguN5flIsvYqpCkXYFD0IBSCnG/8jUyqq6PbuOngH4vL42JTzWleKfwNr+hFo9AQ5RtLhE8Enbcf45foWm7rdC+RizfjMhiRa4MIcQVQ7HUhD0rAE3c9FcWST3awLhSiBwAg63Ib7PkYPmkN3e5FGPk+6vh4rEePSCfk9SDI5GgVWu7ZLGfOAC/lSJ2RR/Qw4+iMhjPXoMDCi22HkBRzF3euuRMfpQ+u2i6Y3TVU+B1H76zki9t6MrZ9OO3nXAdIlQ8Bog3RhOhCKLeW89HBJj/vyLRQal1l3Bj+DvGGdtzeIxaZTKBnQk9Ol9QT7KMm2KCm1urikx3rWV5WhJ8lklFtQxoJ8h/RIyGATemSTOOjmzrgtyeRtfmneff6dtzw9R68okiwQc3Q1iEs2F+ARxQZ9sk27ukbz2NDU/4j+cWaEyXM2p3HzV2j+XyzVNhle2YF+dVWSmrthGPjLZJoG9tXsme84TuYPQ5mDoSIzpJdYI/7oSITsjYg9wtgsawDW0rkvGRcz3pLEtXVCtj4KuyaLn1o5hoY/BLp639GFDvRJlzqKAVB4KuHevDwN3vYdK4Wl18StxecJdzQnsOna7mteww6BFybSqkIUfLpo33p9tZGnlh5CjnwAGoW4eTdJWeoEbzkKr2McKpoI8golnuJceswqwW+fnIkkUYtWKaDcx5UZTM0rT3Dl55gXIcIpsYZsR4qI6yhAmJulYWYlPZw8xzKX1tH3wtI8pdbpHv26IIjPDQoicQgPS8s8bAVsHr6UjVXS8D4MhxeLxvXZfOmuQ5RraBdpB/9cvWURUoD4S0zppLiOcO61Lc5mSNF2Qa3Ckbmp2ZBQiSTc4p4z2piwZICtji+Ql9g4+PSrxmhUJAiJpMpSAPOl1ZNQdSu5e3BklzAI3hYwhIejOgEhxpKsO+aDu1vAd8IjhfWsj+3mnv6xiMIApVmBwE6FbIrPFNuj5eOb2ygU4wRs8PNvX3jmb0nj+935uLX1ciU1HDOmR38fkyytduSXoHb421Rd1xjdZIQ9Od194JajecP7gqe2lpqly7Dd+xYVPFxyI1G5A3uCDKdDk1qKuzaimzkYG54dRI9NP74DBnC0769Ka23o7nlNnwztoHCgNcJjuxsQJpatx45jDImpjFCff4cAES7NFCQBwYi5FdRW1ZCLSX4KPyROzQIKgfW3XMJfeZTqmf+iqDR4DtyJIKyZc21UiM9e+o+/WHjTKp//JGQp6UghiCTkdClO8c3rmXha88x6mHJbvW/SZJFl4vKGTMIwkGhUsGa229BP3YMbQcPxzXze+pXrkLXvRvhr7+OMvxiKYa1rg6tjwGZ/MruJ+dxPpLstNuwp59B07p14/0LfelFvBYz5R9+BB9+hGHkSCI//YTaJUvB6yVg0iSqZ0vxy/D33qVu6TIqZ8xANmcOipAQQl+4cqEfAH3PnhdV3bsUlGFh+N96y5U3/B/G1USSuwNZoijmAAiC8AtwLfBHktwSRgAbRFGsbth3AzASWPDXTvdf/BEKpQqPy4UoimTt34POz0hESiqCSi9FlR/eDwX7oa5AavwX3Ab3boI9X0hTxMVHpUzypCF//sNV50nyVUSSFRdHkv8qzkeSAzWB4PUieF34he+HooZI8eHZaHs/QsBtqdjOVOHXupg3tr3GtRVPU/nDSYLuTUOdYMSyrwRtWhBygwqsVYiiHHu+AqGutjHD/Y9wV9uxnahAUMnRdQ7BT+1Hh5CObCs7xA6thmfs59i/+VH2F+7DIlqJ9Ilk7qi5BOuaRsq1dUvp+850Au5KpOrsTIKffB17joxQj5YyuQm8IvJBD1BujoGD7zTbl6BkqWR5ZRYc+B4OfE9051DKd9vxLHsGefYKuHcDJnsdg464CA1K5M1OeY27v9H7DRZmLCS9Op3vuoymrmwhIe4+zBg6g30l+zid+z1ycxp7AFnUJ4xK24pHbHKrmNh6IiARtpXXraTEUsJ7e14mWSPDP3AA0w9LRO+kYw5T+s6QrLut1Qi6ANpGNEkg9BpYXyXZ92ndWp4YcunB0qi0cBYeKOCzWzohkwn4a32wuq10jDIS7KOiwuzE4fJwc9doru8UiUap4Jtt2Xy+OYtwo5bbusdc8tiXg8nu4uXfTlJpdrIvt5pwPw03dY3m8wv8aUsx8LRyKstEOasOFdI6PJI2926C6e1xFBxGVXgQIbIznFwKMgV1E1bx7YxTDJYd5t6JE8lYdY5teXbY9Rx0ukOyE9w1HU4t54xrINCJ1oWLoPXDIJOhcFt4UTEdtzwNR7WCxZHteNgMPUxyBqt15K4vxOWRkehWoVHImNxBz8JjVdzbKpDJ/Tpw8+kK1i6TngeNnwq71Um+wkOFuoYYdxCDh8dJBBkgcQhskTLSN1QGUlhj4+ut2ThSw7gbCF+Zj1ouY0t6OQNSgrG7PJjsbkJ8NTyx8ChnSupJLzUxICWYcpODl5efbLhrMjxqX2pcjyMgUr4qB6XVTW9gfkQYbR/ujLfaTtlHB1kQJJGEkcoD7BR68EB2EqJSBK/I+oxy1taaeMPHj2fQ8pLDRkF2NU90krE53cxU22M8HHyWBcIgpjOd8a5x9Nrjwe2+FY1pCS9fKz2rs5nNfe03IDeXQ+Jg+GmUNAgd/zWv74njUH4NWpUcUYSXlp8kIUjP8of7XOQCcyHKTBIpPHKuFoC2kb7EBupZsF+qijikfTgPNUT8e8QHsC+3mnKTo8XZj1rLX5VbqBCdzS00TVu2gsdDwKRJaNulXbSP/223UvLSy+TdeBNyUaTnG4/jN/5aNrs8tHllHWJcIhGThiN6vJx78BNceSeBcYiiiO3wEXz69292vPMRRdHREEkODMSW7YQGDbFcJlEQXWcD9Yv2Yz92DMfZs6iTki5JkAGUqobBhG8AftdfT9VPs/C7/gbUCfEA9LrhNszVVeQcPsDOBbNBEAhNTL7k8f5umLdvx1VURP8P3mPb9g2kF+TBmhXkbt1Ez73H0XbqhHXvPqq+/4Gwl19qtu/+3xZzbMPqPyW1ED0eFA3Z4U6LBUdGJv633Ny4Xu7jQ/g772A9dBivzYZp7VpMo0dRu2QJ+j59CHnmaQStBndJCX7XXIPodGLdvx+v1UrUF5+jim15luP/Aq6GJEcCBRe8L6Tlkig3CILQH8gEnhBFseAS+7aYwigIwv3A/QAxMX+tU/u/CIVSic1uozQ7kxWfvANImqwh9zyEMTScjN3b6ThiLIro7pA0TGr8d37SvLTyHcvgEvZtl4WqQXt4FXILlVzVzN3isnCYJD/pSzhtVNoq0Sv16JQ6qSjLge8htg+EtJU0xQd+AIUGXVw/dK1jYOHzuGUVvB79Ft+Wf07t7zlo2wRi2lKA5WAZuk4h+NhrqHS9iePXAqCAkKkdUUUb8Do8uCttqCJ9cBaaKP/mOLilxLTaVTmoon25q/NE5IIch8fB+wc+AEAmCjxceis3TX2QgD9IOAxDh1C/xYuz0B9d/2dxlkcDbtoo7fwir8Ie6EUV40fFHElnF3K+nLDHJTmiDH9LclT4rB3UFaBwlxHRHTjWoMv7rD3h/uEoRJG2oTFAXuNn/3z8e6IDW1Flr6Jz6zc45iwiI/M1+vXdB14n8TUutP6H2VOkw+SqY8jiIY3OEy90foDuphpY0BZGf4g2dTSRGj23qPaCF3olvUuYPowzVWeYc3oOI5aMQBC9DDCbeMMbgI+9ThqYGWNY66PH6rYyInAEinwFgdpLN0XRATo2PTWw8b1OqcMrenGJTr65owuni+v5aH0m183YDUD3+ABeHduGrHIzH6/PoNripEeUlpwju4iJicFmkzLrjUYjRqORhISWCfrSw0VUmp082iuQzNJ6Jg1uR0/XPsrDSjklS2HZlL5see967jPfT693N1FjdaFXyRmUGsJZzXwqrF5SvLm8s/wtNPV5HA97gPnrTVgEPU9PHAfRHYmO11Kedw572gQ0I95BVBsQQtvAuhc5E3Afhkw7UbtfhiA/6d7t+Jjo+mK+759I5eldDCxPYZVGyViriszf89H4KPG4vYhOD/w2laeOz+cpAVBcC9FzCNEroYEk2xvKJHfRbOT60SHsq+5E2wtyA2hzTSNJ/jlXzy1do9Gp5fy0K4+78UVr99BDq2LW7jyOF9bRMVoaBJnsLpYdkZR34ztG8N4N7VErZPx+vIRNZ8q4v188mWt+xZDlYisuBjY0H3nBKuLKbAgOD9bDZSBAUs84yC3iNtm7FFlVOIY12d75yGSYvV5ecnlZoQpiy5BYLAoZSSE+3GW189Ive5iemUq3szHcYn+PD9am0/mWQIxbt3KbpgeviDJEwcte9qJXBrFjwA5iiOL1x/siP72SkeUbOJR/Iwa1gufW78LSYTuBUZ3ILYri0w2ZvDqu7SWf2fOe3ucRqnIRG6Ajq1yaddufW02l2cED/RPomRDIvtxqSursF5Fkl8eLyeHG/y+T5KbAhO34cSpnzEARHo4mreVzN954I+btOzCtX48iNBTjdeMB0Cia2zsKchn67n5UfLwP+5kzuKur8VRXo+vevfk5NJBkr01q++UB/iQUVxI2bDClednEiTJUsb4YBiRSqlRi3bcP+9mz+PS9vPRPJpchUwi4HB5CnnqS+tWrqfzyS4KefAJHRibuoiI655VRZvSnLCeL4LiESxYDET0ekMn+1sSx2iVLkQcHETJ6DDeMHs3ipx+lsKSAapuFAx2SSRg/ClEhojx8qNl+LqeDAysk65eOI8Zc8viiKFL66msgl6GOT6D210VUmOsgxBdrfh6i3Y46tbkVpNxgIHHNagS1mtzrrqfo0ccACJ02DUGhIOTxxxu3NV5/PaqoKJSRkf+nCTL8fYl7vwMLRFF0CILwADAbGPxnDiCK4kyQapN27dpVvMLm/6IB5+UWZdnStGbfW+/k5JYNLHr9eWRyOV6Ph4OrlhMYGUVqn4G0a3dT47RiYeSNVPn35OwvW3DaV3Pds6/8KQ1Ui3KLqmzwjbyoulVLmuRGeL3gqJfcPmry4dv+4LbDLfMg+eJs2ipbVaMemcNzpf/zd0mDgOjusOVtyemj272g0ED2ZnSxqdSIJvyS86g+koCpTOqZXUVm6orM2P1TcHjDMAyJwbStkPqN+fiOiKPi62OILi+Bt7emdk0ucr2C4Ac74K6wUfnjSZy5dSTmanjT5z7cg3x5vuI1RhX1pKszDR+7Fn21Ev7QNsv9/BC0EqGQByThNbtRBGkZoVYzz+vmueiP+aJAQUVNNnKjL/6zx0tuJTnbpOvsMEG6V2M/hYoMMIRRMu1JtCFujO38wFzKtzXFcDO4635mtUdOmV8Ydxkg3XyOdPM5UgUNskOziU+cyqGjt1FZtZVwVw4OuchxZyDddCYOWBVU26uptktSlPrCr9harqB/fSGyXyZgHv0C+8xNFZhM9ccYmzCWMfFjGBU/it8yFlF3YhHrdVqy3GZ+8e/ILGpIKz3LDEFLsm8UEyNu5beDK3G7papi586dw2Aw4PV60Wg0nDp1ivDwcKIvsBPSKaTnzua20SU2gC6xAdRaXXy8IZO2Eb5klpkY84VU/SsuUMeH66TEqE6KGjqcvngC7KGHHiI09GKHlmVHikgN1fNkxkTJIvFXH3CaeQ/wpoxGZmvFMPdWPul8AzOL4xiZFkZWuZmVx0uIDdRj9BU4WJXI4MIk9Niw1GuRy6p489o02rSVAgHRIf7AOQr7f4jeIeeOGdu5uWt77n/yNGdm7KJ1rBHBlQK/S17DRHWHcZ9B0lCCRsLXP77A9OwwAtv1xXLKwvVPdyb/QDa7VlViPbQSXZ8p0jNTJl13VdHF0qgx2l9RdttNX0NY8xUXFDo67Y7g5V6xlJvs/LQrj5pRMYTnmRl3poztwOFzNRw+J6novtmWQ7BBzdanB6K/oJDFNR0iGJcWTvWvGdiyXOi7hzGsczBVs0/zncrFC2OTcPx0GtvpKuxna1HF+qLzkchhm+QECrIrmp+eWsFNSg0/VdUy1mjnhawKHu6XQL7Nwefnypl0XVeOfneQV1acJKdC0iUPmG+lV0J37oyIRZ3VDnuyZOXowEF3GgieAegBXzILn/Bs5gXNZrhiELbgfCyiiu4HH2PdZlWLJDmv0sL8ffkE+UgDfBVunCgI3v8+0fIm1461DZr8Qakh+DUUCSmtuziIUNdQSMT/KspX/xGCWoV4gSVY6Ztv4bXZiHj7rcsSQp/BgzCtX98skiuTCagVsmYe6MYbb6R6zhwKH34EZDKUERH4jm1O7P4/9t46Poqzbf/+zvpmk427J0QICYRAcPfiUqOlCtyUKlXq7kZb2t6lpS20WItLKe5OkABJSELcXTbZzeq8f0yakAL1330/7/Nw8NkP2ZlrZq6Z3Z05r/M6zuP4dSZZGRCIZ3MLnhu2Egy4TpuKz1zJ9MZl6NC2KX911O9nfZVqOTazHYWnJ+7Tp1P77bc0bt3aoU3/999ix/eL8Ytodwq1FBVRueAjvB+4H9PZVCreeQfX8ePxe/GFDts2btuOYc9uFN7eaLt2Qz/62nREURRpPngQdadOiDYbTfv24TlzJoJCgRy45aN/U71lC/sWvENlsD/H1/0AQECzAf2SpThNnohcoST94B5amgzc9MIbhMRf3ZwLwLBtG/U//tj2Xu7ujmA2SkFyTg4yQBN7pVHZL+oWvs89R9GsWRzsPIjOoV359ZBEUCg6qFX8X8YfCZJLgMsF74JoL9ADQBTFyw3DFwPvXrbtkF9tu+/PdvI6rg25UkV1YT7ZJw6jddHTa/JNdB8znoMrv8NsbKaurITyS1k019VSkZeD14Nzqdn9E3JBZGtGBbARhVKFzWph7ZsvMfWZl9uqc38Xv6ZbNJbCwiSpYGnOQUTAVpHJgU3b8LbYqAi3YzYaMYsW1uWsZlhNOc15+yitz+GYEmb6DsSv8iJYmrHJnVBseggeOt1+HKSbUZWpSqJagCRb19j6dVTpOhYm1lySsq+uwTh1mYYx/Tu0ujRk+lgcRiueM+Ko35SDTKvAXCIFCPqhwchUMhp+zqclsw6htWCwZlkGKGR4z05A4a5B4a7B54FERLuD5hPl2GpbcGyu4R0eQj8iBKdkP8rfOoG1tAl1aMeBhyiKElfvMndebTdvutZ64t+URyZ5fLT5DhwqNd4qPfKAzrDn9dbz9ZEKvBDh3A+SxN/uV7ArQ6jK1+P26tvwTfvNXO4kJ9hmJbimiDkONxa5SX0JbzHBT4/hOuETlEpPiou/p6kpAx/vG7gr6HbOnJnBi4M+YfbBdylvlh7oDtGKNcjCO56DeLi0keLi78ENPD2HUlOzl4b6FHyPb0dwDyXeP5H4JjuUlzNm6kc8cuYDvoztx9cXvgYvadTwZW4qqvL3gM7YbDYsFgvffNOuQyqTyXA4HCiVSu699178W7l7Tq2DM6PNiDsSz/D+oZ0YEOVFYrAbtc0Wvt6ewrcnq4jxc+G1oZ68sC6Vs7YgRvdO4PYhCcjlcgoLC1m1ahU//PADvXv3pnfv9gmyvOpmzhbV80xMBRRUSzMV3jFSQV75BWSHPoRsids/tVckU8P6t322ZpsDjVKOKIqU1Zv4bM3PHCgReGtSN3pFeOHn2j6ADPGQzuVsUT2LD+ZyqbKJT3ZfwtBi43RhPQFuWgrDBhFSnQV+XeGerR30mAf268/AwtugABwJQ5EddKf5dBbwGhXKvoSPel0qJDzwHpSepbbEDQBPDyt9HO/g1aMXzjFvSwV1l6Gk3oSzSoHznEN8sWQJYZ7+xAe6cqlSmua+pJfT5dZYBnzYxE6NnpEVFQBoFDJm9A3l7n5hHQLkX2A8XYHpbBX6UaG4DA1GEAR8X+rHgtZrV+6qpvlkOdZiAy7DQlC3cn/vHhiOIsKFDbWSacgbUYHMDPLGaneQteY0R7wVvFVZxTurKrH7aBBlAqtKa/GQixiqjIgCoJAhWB0cza3haG4NAf1Gk9saJF8LTQkHGUj7PcUiWDiU/B7K4B9JNe0gUOvBTGaSQw7JYk9k+3uz+2T7TOgu1RNsd/SkU/5WQu21gKQ6dL5E4lXH+rWPoMsarjSCqDdKiQVX7Z8PktURETRu3oK1vBxbTQ0t58/j+9xzOA8e/JvbOQ+UQib9hI6KDFqVnJbL3DQV7u4EffwJ5S+9hGiz4ffaa8hUHTPev3CSHa2cZNdxY1H6+1H5/gfYqqtxn96uIez1wAMYduyQ+v5HgmSVHGurg6HLsGGc2F+LRaWn88Xvf5GlJ9zTj/Hz5uMtU1Hx1lto4uMpe/ElrBYHl1LKMTgH0xx6Gz67z2C0vEbIC08jWCVJtMp335Xu1a370h07ivwyGbmW9HQMe/fScu48zSdOIJqkz08dE4OgUOB+x4y2tra6OjxGjmRCXByyoECsLS2kfLOIk0cPkLL4c0oP76S+sR5BkBES343gLtc21hBFkarPPkMdE0Pghx8g02pRBgTAW2/C2SM0paWhVyqvqpn+C5wH9Md//0HeXHAclp5my0MDiPPX/y7X/v8i/kiQfBKIEgQhHCnovRXooI4tCIK/KIplrW8nAhmtf28H3hQE4RfG/CjgjzHAr+MP4RdnnsIL5/AOlYpLVFonht97HwB2m43mulpMhkaWPTOPFe+8D0gjTP9OMdzw0OO4+fqTe/okmz54g0X33UnXEWMYete/fr9o4Be6haEMLu2GS7uk9+XnOfZ4PzKbA4hQ5HK2OhB/QHvRwreb/kWzsYkmeQt3JFVR62oBT+lBcaLhJEttSizD/82qL5YzxCOdrqVnIKw/VosZhVLF/IPzSalIYajSG86uwN5YTpZ2OIU5hVSW1WM/9BNJgi+eaiNCXhH+ymqErtPQmlXYHQK2xiI8borG0WJDG+uBJsYd0eqg4cN/o1IVISgG4jI4GIWfDtO5anQ9fLA3WGg+VYF+WHCHgFcVLPVbHeaKKIq0ZNQiyAXU0dLXXaZTYik0QN+Ol83eYAabgMxJgaazJy5Dg1G4axBKH2Tp7hd5S2HiZ2ep0nVC8BAY+CYUp0BtLsTfCJXpUJMNu1+F418AoB11G4aFi7FpwkAfiCG7muyW/vT68CP4WLrhPogbCf3fYEfuFp4e/C58PRph/7sEjBhPQfUaACIjn0Bs5SBrRCPLbljGiDUjABhUFUpZUD6NtixudnLlSedmvLwnUOc2BTd7M0Ul36EvasTtjJXzahVRFitu3aYzNOEuOuVtlAJkIMknifFpO6lUKGhozAE6Y6vKIae2Y2FNYGAgAwYM4KeffmL58uXMmjULV1dXmuqkbGhaVhqBSYHYbDZ27NtB9y7dpe9/Uwl1aVuI97tEfYWOPWWdmODnzn5ZOB8cq2fCQAX5Fc3EBkn8xdraWn7++Wfkcjndu3dHLpez/kwJggCTKj6XuLl3rGvvmE+cRFk68J703q+d2ykIAppWKTxRFKkpzuGFO8ahuaza22jMp7RsNUqlO55yL7xdnJm/Vqoon9E7hJUni1jYWiRYbWjhjtQ4vvPoRuhN315hWJKj74VC9EXmHkZwxXkcLQ14aPXoGqo50jADn0YbOp84iarx5WAqGp7FWRbOrarZ4J8I094EmYwms40daeXUNls4kVfLzowK5ILA0FgfdjYM49NxUqAY5O6EIEBhjQmZWo5+VBj21Vl4IlCDSLSfC8+Pu7pGqvFsJXVrs1H66doC5MshCALaBC+aDkmDXk2kK+pfVA3kAmktZkZ66lkQG4Jn6zVWymWsvaUny0uqefxiEQ4BVEVGKDVi6eZOVTc31AfN2P20yEJdiLHK6IOS744WcL/2Xhx4sappC6edf2VE4pCBrKPt+uWw+hXQ15GEiXbljDQhDdn4VQSkf4O8WUo0hOhszHYpgEoIETpaPvvpNbg5qRBFEY1S1jGTvOVRKD9P+eBVwK+Mj/4g9GPGUPXRxzT+vA17Qz3I5bhOnPC72yk8PYk6fKhDQAiSWdCv3TSdkroTsXnTNfclyGQS7aM1kyyoVOj69CFs5QqJ4nDZM0YTE03YmjU0Hz6Mrs/VGJ0doVTLsVoki+iyn/ZSGCIlBxSR0YRX7Ce/zoWz3xeT0NudtO++wqP0FDLRQb1rJOe7z8aqckEQbagsBmo8E8ioBh45iEdtOnEZS8ka+AwGXSBxujwaj6agXbKGsHmzsNXV0fjTVireeKOD7TyAKjISa3ExPvOfalODaD5+guIHHkBQqbDX1RH02ae4DBvGwEeeJD/7ItkOEWurLrLe3Z2Bw24gK+UCSwsdhJ3YQ+87ptAtPqztGMajR7FcysH/7bc6BML6/v3h7BEajx/HOyIC4VcDlssH8JnlBm5edLpt3fiFh1h0Rw9Gd/nVbFIrbHYHB7Kr6BXuidXmoKyhhVMFtUzrEYST6n+3kvDvnp0oijZBEB5ECnjlwDeiKKYJgvAqkCKK4ibgYUEQJiLlxmqBu1u3rRUE4TWkQBvg1V+K+K7jn0FE957UFBdibKgnsueVNxa5QoHe2we9tw+3vPQ2pdkXER0ODDVVDJpxL6pW2ZjIHr2Y8dZHnNm+hbPbf8IzKJTEUWOv2F8HqJwBAfa81r4s4Waq9Ekc+XoLomimmkCC3B2kuVXhludLM/W0OJtxalYx+KwXh3o3MqU6icgevXi5/GNm+wfTbet6tBYbO8ujKfx6CSFDDOz5dhEuAX4UaFMJVzsxTpFOS8aDrCuKp8xkQesUik9YJLXlFeysbddoHBvQSE22DOOxXdyoCmKbZzUutjUkT7wRkB7MgkqOu+tKcGvPAGljPNDGtCtdOHX/bfkbQRDQxnXkHmvjPWk+UY423gttl/Z1lkKp4tzzzrg2UwcAgnvhf/c2+l5cyd7jEr98YFDrRFhQT+kFUlDmFw9dpkDqD+CwobFEAYtpybpEccwjCN9+iP3pgZIUXY+7pUK/gkMM1gUzeJQUWJN4G+x4nvANX9DQNxYPr0E4WeTYnKW+mlsqCKo9xH3eZszKRLoc3o4pJIGRPlqON5diVwhsLL7A6tN7uDdmPF2FC2RGOjgX5szyWhEXuStbxr2PWhC4vfPtvHJUcpabFjWNFyrP4EDE26RnUDl8uutxEugPOKPRaBg3bhwJCZKEmpubG9988w3LFn+G0ljJGbUZ/GDz9s1wdCdlwdG8X/cJcRfi+OjmBRhX389hXyN1Gmn6v9hcyOoJK7hFo2fAO3uZ9OkhqpssTHXNIlldRabZG71ez5YtW7hw4QKFzp1ZklLJZ/rv8WvJhuIK2P8uDHwcai7Rsvc96mX+GOsdRKhdsay6i9JeLxIWl4TBkMbZ1HvplbyFXbtOcPLkSXr27Mn48e1ZuYyLz1Jff7zt/ZxBO3n9JymvsKxV6u4XfHtPL5YfL2DoBT8eS3VwW28LWqW8tZBMZN7aTM6bP0SoEHh6eAif7UqnGS2vR1yioaA7X714hPpu8DJQb/Mjz9STrp2rIPxOSJ6FHYHUwjrmLjtFRatUmUwAdycVXQL07EyvYGiMNzfES1l8jVKOn15DQa0UHGo7e1ArwGRRyYVwZx4advUMoMNip3aVRHtxGRJ0zel+p27eNB0qQRWqRxWqR90sZeeqLTYuGc1M9nHH6yoP5dsDvXA3i2RUN/HIjG7syqggw2Bic2U9F7t6ICtpxlFg4FysGyWZtQyM8uKhoZ1Q8SRPOj/JT/Zt3CLcTLPMwHjTTby9Zwi7ZI8x7wZz2zG6050buZGXxJewCTZMsiul5RxqM6PjF7Hr+FPSgscvIlqNbH3zZmIEqTzHy1lFdZOFKdrTcDAVYcCj+LtqKWtskeoxdjwPp5YAUFQmZeiDPf68nKEqLAxNly4SBUEQ0HbtelUziatB4XmlFKYUJF974HAtCBpNGye5bdk1ivK08V3QXoMv/Wso1XJyzlTxzROHEBqjEGQOQrt6U3pJQbHzFHAGHLD/KBB1N0HDZuFfk0JqYwxajUj8yQW4Nubh+/xzpO08QktxKfmhY6j1iCMl6QlaZN5gglOmcIgKJyfNQu+RN6EtTQe7A4WPDygUiA4HYT+somDGHaijoojYuAGh1YG26fBhiu+bizIgAFt1NYgiFe+8g/OgQQgKBcm33cXWT6TBdu9LJXg051C39wSv9LkHreDgjqNLWZueRcvHr9Mr1I3aJUuoW7ESuacn+rFjsTvENvUel9b7pU0mSColwMEVS/CLjCaqdz8e/zGVdWdKmD0wnJomCw0mK65aZRulp7TGQGlWHZX5eRiqK0kYPgY3Xz9EUeTrzUd5+2gtHko7dVYZDmQgCOy+WMlXd/a8qhGOKIqkHyqlrsLIgBv/c0WT/zT+0BBAFMWtwNZfLXvxsr+f4RoZYlEUvwG+udq66/j76DlhKj3GT8HU2IBa99syQUFx8QTFXVnR/Au8Q8MZOftB6spK2PPtF2Qc2kdYt+4k3TAJ9VWceFBq4MZvIPNnCOwhydD1nMnprz5DodIy/o4bqapupMvoaZw7+zrZB1K5qRke71JJj3pXYk+4M26PJxYKyDhXwO1OEVhNJgSxkUuBTfiIDnJzBTKzJJ3fmrJCelmkwNWil7HaoqK6RccNN4+l89S5CIKAqclA1dt9sJiMbCzuwtbSWCjNBJmA1iInp1xA3PYThWnnuePtj9sf1g1FEPLHpGv+KFzHhmMpNFDzfTpe98ajiXZHdIgYDhQjd1e3ZaJ/DZVMygAICPQLuJIXtj57PXGeccR4xEA3SUJHVS5RIqzFxTSlp6O2y9D1b912wseSxN0HsXBoAfR9UAq4k2eD1h150XF6HP4OuAh8iTx+GnhAzqW30WYYiO2iJ74wHTRuuAeOo7HkW270igCyOVJXDsj4JnMLo1xsjHWTEYeReaGxvJFXyJdp3xDsEswrR19BKVMyMXIirx57lSTfHjzf53lWH19NS3kLJ9RO2GoErNoSxnTTUlK5nLilGci73oRvSF9u7RvCmn2pNKJjgOMEhwGNooytDUFksg6cId09nbt/vpNAZTV1GjsvVLZwPmIUGzjA5twyxsXpCfFworBWogedaXLnTeWPNE36Fn2XURw/fpzNu/azxuzB68oljLXspkWhx+zeFde9b8Dp76ChCA3gB1TgCeYGVPl7acgvZ//Qd/D23oLFUk1x8RZSUqSA9/z58wQHB+Pt7UlF5YsdAmSAe/uHcCSnmoPZ1UzvFYK3xsHSo0VUt0CPUHe6BrkiN9ZxYM9OPtkRSCd/D9bO7cepgjrOlzQwLiGAn86X8dauQkZ3iUSnUvDMGTk93UWGVsLJDA0vKJ/Eq6kvIvBMvRezvB7n2O4aThfupqLRjKdOxcrZffB31eCqVSKXC7ioFVQazPjqO2YxQzycKKiRrqHMSUmzj5bBFXamDYykc9jVJRQtBRJNwvOuOLSdr61Frgp2we+pZORuagSZgKY1k3xfuqQnnKi/yn2oFWMjvBkbISnBjIn3ZwyQeLGSe5ZIORpPZxVVTTZqA7UcPFzJlnNlTE2S7HrHyceQQzappDJUOxRl8Aa6rFPj2yzjXxOkAO+rgpvooRtNJ5q5JfDNa/bj6ykHCLx4D3E2HQ1WGc+uz8PDEcc45QncMfDqxMHoUj5jUMFC2A1UZuCnv0fKJB9f1BYgAxQV5qKQyfF3/Wua3/qxY6l8TwrCvB544C/t4xdolHJMFvvvN/wVZBpNWyb578BhNiPI5QgKBZbiEkID7NSUytC5qTBVt9AnrIqkB0bQ0mTlwoFiKr7/kdDUFZT696PaM55iOlNMIihg0nPJ2DaVYquowHP6LSS6/Uzp48txa8ghpcd8WrTedK/ZjFiUi2zYRDRHN3Gs01zydN2JEbOQY8FWKc0MeD/2GCpfX7SdO2PYto0ytQpNly6Y8/KoX7kKVUQEYSuWI3NxwbBzJyXzHqXpwEGcBw8itt8gjq1eQW1ZCV4yJagciBYLLx37tu28Fa0zTWuCq6h6T5Lb9Lp/LvkNFm5edIBpPQJ55obOqFqf0XaZDIW3F8UX0zixUZohTLrpLraeUTKw5jhZ6w9wTp/A9Dgf3po1im8P5/HtD9uo+XY5K42Nbcc9sXENap0zcoUCY0M9dyhccLE1YZapUXr54zzxPt7bnc/8Ned4/6Zu1JusLD6YS2a5gcd7B5Hy/X7qy5sQZBqih/ji4/XPGfT8J/G/O0/+fwSCIPwpuZjf29f4R+ZzZttmCs6d4cjqFZRlZzL5qReQXU0BI36q9GqF2Wjk4pEDdO4/mIiRt7ax+VRaNzLjRNR9X8G+5wH+NfkVwiaFk3XsEEGd4ynLvkhFXg7u/oE4ubrhHlrPgrMf8YTBzIZ6gQoPM2alg/uKzfiUuJHT5IXdAT09iogbMloK0AGtswshsbFgqqdzYwUZjb6Ed0vC6dZ+fLD+BT5uLsTWZzE7v17EwRVL6Dl+Ck4qUVKNcA/7R67hL5CpFfjc342yd1NoOlqKKtSFmqXpWIubcJ8WhXANG9rSZkk7VUSktqUWV3V79qfaVM2LR6Tx6fm7zrctV/j4ICiVWIuLkJ84R3qIwACvy0oJnDwkfey09dJrzNvQ4x4oOAo5u0GtlwouwwchnFuFOlGJWSVwvot0Y9NZFDDxE3wCYsgv/poYZTZ2EdwUftzX6yFWXVxFZdMlQOJQetsymR0cx/fnF2ESBdzUbtSb61mbvZYwfRjvD34fT60nd8TfwVdHv+Le8HvJrsimWHeJJyskqsHrVTVM2rgPgHDgEedgLDM2UXK6Gar2sM0nE5Cyk2Pd+6NrqGIzhZTq7Hi2eDLRXkyXzB/YEOjPN6dfpWG7jufEUlyUJlbYh7HF3g+DQoN3czaoxpOY3IcXjliYaVvDbfLdpJDAFtsIKIcu6Onbcol8xQDO2CJ5iKX4UsM++uChstHFeo53Dh1iylRpoHrixH5EMYwpU8by09ZdrF+/HpXKSO8++6/4vHPLL7Evs4rZgyKY2cOTNWvWMEqsoVGt4UyKBwkJCQTVnsJTYSJCUcfZygDe+dmNnGoj3i5qXh/fiUQ/FXtzm3h9cgKVhhbWnSnhlNnECGcXprvpqCrvh9HuIC/OCQ+Zg5c2pQGgkst4flxnxib4X1V+7NcBMkDXIFeWHMmn3mjBzUlFkY+azhUm+C6T+uQG3KddmTUy5zaADNQRv5/JVHi0H9PpV7+RRJdrB8lXw4AoL4LctUxLCuLRkdF8lFfO2/nlhAW4sPRoQVuQDOCLL6No5fPrpcz5reXxjDMvR7HhIbS5bwNvczNwrOubfDT+FUSVGZ3RG+8V/yJ/1htt+6q57zluSN3G4oO5/HSujFEyiUoUKFRxsbyRxxo2QPwUyYDm0Id0jpjMskyBGsMKPIN6wfgFiItHkJ2dgY9z97+s9a2/YUxbkKwfe8PvtP5taFVyTFbb7zf8FQSNpo2TLDocWEtLJW1gmQx7bS2W/Hy0SUm/WUzoaG4m76abEW02lAEBGE+cwMXh4JZ330MT4U3+ja8QOH0BABpnJT3HhlO8vQyDzEHvxydQv+oH6g8vJTd8PIGTh+Hm7wJz/tW2f/3YsSiDgrDVN5C9W4lPiAu9pr2IOTMLXZ/etOQMoeC1HZT49aHKP5meoTV4+qlp+eYT3KZMprrYgBAsPe0aNm6iYeMmUCpBEPB7/rk26orzsGEgk1F8//0o/P1xGT6c3sdSMTc10eIQOHDfKyTknmFLUQuz0iQFqn7BLnxRY+To9pXEBvjjMmIELrfP4M5lZ6htNrNofy7NZhsvjIsDQSA/2JfKwkzEf0v3Rr2PH6dXL+Vyw/WuhjQogcP6SgZGRFFd8TM2vTdTH70f5+AI7lx0iICy03hq5fQM1tNw6iiuNmkGNDDAh7qSAryPLuexoTP4cG8eZQ0tnMivRWFtYUjdUbb+nIVA+4Dqyyd28dCCBbi6S7+DyvxcLC0m8s+eRq5Q0NxQT/9bZlxTgeS/ietB8nVcAZ2bOwNuvZMBt97J2R1b2f3152z+8G0mPv7s78rkXDy8D5vZTMLw0R2Wa+Qaqk3VbMzdjIBAfGBfdEodvuESpyo8sUeH9smiyJa0JbzvUg8uoJQpmV1Txz1CA4qgMgy3buXC9vX0aDgLrsEdtuXWFSDI6JF8hKaNPzNq7jzOGtMp92rBYnEQFxfGfq0TJzetJXXnVoZMGIVY50eU2p+W8lIunTxGj7GTrsnJ/j23pGpTdZv6hqCUo+vhg2F/MdXfpmEpbMR9WhROPa9UUzhaepS8hjxKm0pRy9XIBTmfnvmUZ3s/i16lRylXsq9oX1v7/IZ8wlzDpOPIZCiDgjBnX0JdWEF2H5io+VVWb8CjYKyRFD+2PQ3bnwPRDhFDoOAIGEohejTc8A6JTVnU1B0kJ+cD/Pwmohv6FggyXIAA/5soLfsRmdnBW84JhHeazOROk6lcN5PVZYcZMfJb6vNfp0tTGm/G9uacvCf3dLmH9ZfWU2WsYmbCzDYjGGXrtGv2MUl7+JnJ71PQuJ+nzn7C8sieTIh/CNmlXRCUjCpuEiq5kk4j32XegedIF2zEu3XCbd+7TKreh8xQRqj2No4i4iv4ook3EJsi8aCN+kvkK0w8WVGFALzsmAnAg46nGLntMMU7n2C9pTcNohP3qLdRLrrziXA7ftRzyeaO1TOYXEsidp0HB+rdyLe7o7IbKRMCGe44T1cxBYe1hdycQrROYLVV4uPXjdKqe0jVTqfQ1JV3h1iwtEjyTl0TvsBqrSPj4jN8u38XclkEd/cNZcmXn+JwOJhxyzTOnTvH9u3bOXr0KGazmfETJnLmzBk0xQXkpzRywhrGfb08+PSTj7Hb7YwKC8NN0wNvF1e2zRuIXBBoOlfHkbWXUAsQNC2cx4aE0WJ18PyGC9zUI4geoe5XLbD7LUzuHshXB/NIfHUna+7ryxkXGb+ITTWfLMd1fAQydSsv2+agJbOWlsxaVMF6ZH/yWKEaFV/EheKikJPeZMLzT/IflXIZ+54Y0hZkDvHU83Z+ORcT9KiOV3GhpIH4wKsE7kG9JHpN7/uwy9yY0zSf+yP2M6BLOKSuYn7696wu+gD/YamUb+/JjMazfGZ3oU4uBRIt7qU8NqQrutNDSY6ey1v9R7Hl1LscH/gOYl0Wjx0pgp730pA4B6ej/+ZG9TG+sffhx8Y45o4eT6NbDMXBt1J5UY3eXgBFJ6XZnz8pU6YMCCBkyRJUwZKc19+BVinHaPnzQbJMrW5T2aj95hsq3/8AdXQ0DpMJa1kZ2Gx4zpmD97xHrnlfrfpkIZZcyQBG7uyM20030XTgANULPsRz9iwANPEJHbbxe+F5fB5/DFVICNqu3RBefYVkdRWB9/S/Yv+CIODUTVKTmD7AgUwQEGQCilZutCYykmHv303GkTJKsuo4fkkO+aDq8QoF68vJOVOFn38S3SIiCHzvXZQ+Psg9PbHX1qLw8mq/FioVnv+ajWHnLuTubtQtW4a6UyRCfQNfJExiY6kaNH0gCqZl7cPqFoXup00wvgcnnQIZ+d471PgGs+BoPhlljSyc3p1zxfV8dTCPH04WMVoTQripAJXDgUKhYNpzr7HX4MaPq/cw07OMzp2C6TJkBAfXr6HkzAmOrZU47w65mrTuM3i6zwD2Z1VxyaJjxNS7+eFkIQWlDlp8w7nFp5Co2DH0mtCZi0f3sf3zBfg0L+bh4G58nWdjaKQXfbJ30tCUg0wdz359KM0yFRMMzdiNO1n8yBwCQkNprKmiqab61x8A+amnmPr0y3gEBPE/CdeD5Ov4TSSOGkuLoZHDPy7jzM+bOLN9C8PunkN4955XtC28cI4Dy5fgHRqOX2RH73arQ+I9bcvfhkauQaf8bWqIIAg81ONRHj72EgAnYu9H8dPjEDsenH1wie1P39j+wPtXbtyqr+ybOJibE6VKbp1VOp5RkKHK2sTg+Y8yf+ujDD/lw44fNwJR7P14BXbb94h2Ow6bjZ4TpiJXKGiyNLE2ey0nyk9wqe4SBouBG2NuJFwfjkKmYEjwEFxULpytPEtOfQ4vH32Z+7vdz93xd/PGsTeQ4eBf8rFY8hvRjwlDl3z14oiXjrxEWbNU/9rDtwfR7tGsy17HsbJj3BN/Dz5OPrxy9BVkggyH6OBY2bG2IBlAGRxE0/79CECZvxat4leZwYBEuHuLZEW++m7I/EniK0/4GGrzYNXtsPxGGPUGzn3vx9klhuCgu5HJOt4mYmJexcNjAJo9C3Ct2AMjTaDU4mOo5AFrMPj0xe65miNHh6IWjDzW4zEA7o2/94pz1v2KIhQcGExk+L28oPPk+cPP801LAbNueKdDG7lSzczhl33uWUcl3W/PTnTtP5u8TZukh+2Il5HHjGWxzMLilIUcpJiH44fia7CQle3OvOFRLNvTyCnn7oiinJ7WQma6nsDf0khp4A28f9M9eOhUvLQpjeXHC/HShVBdZ6FrkCv33TQGvVbJyfxaTvyQC0oI9nGl0VCK1gkio9xZes6ZGFkLgyPqebdcjdxVCS1wKXsSQ4cMZ096IaIo4CHbwZTElxCN9RiNRqZNm0ZcXByxsbHs27ePAwcOMGDAAHr2SKJHUnf2HjgEe3cTLG/EnKXC1dWV6Ohojh07Rm5uLjExMcT6STMAtsFOXNhfTFCsB0NHSANStULOwundr/od/CPoEuBKv0hPjuTU8ObWDJRyGTXu8FzvMBq35VP52RmcknxxGRyE4WAJjdvzAXC9IexPH0sQBCb7Stmn4Z5/bbr2che7BBctKkHAIorYurgxbuEhHhraiUdGRKGUyyitN1FQYyQ5zB3F8BcRRZFHvj3JkUIjR0hmpkc4Tw+NxnfpGIY5/Nm/PAyV4GCubiG97SuYIO9YGNectJd9SXu50zqMrTEmoIRtgZ9Tt1WHs3cXbvn6FE9ZYojJWksX1yR2NSYxN7AHD688w77MkbhgZLx4DL5+XJLE7Pz7hXe/xh8pgvsj0Cjl1DT/eUMoKZMsBcn1a6RBojlLMn5yuWEMDqORmkWLEFRKvB94AFttLbVLlmKvq8Xn8ccRrVbqVq3CdepUAt5sz9Y3bNxI6fynqVu2HLm7O8rAgA7HvTw4VQUFEvLll3+ov/JrzPDpvbT0nhhBY7WJVa+dwMVTg4unhpwzVTi7qykvNeN683tkHbAR2d2GS30j5XnNxA90RaYUULTylIVpMyn1H0tQrDvRoUqq6gQqT2WzOaWCwdHehHg4IV+zgvKIyZT59yXUdJ5YlYX9SWPoZ9Vz39t7AJiUGMD4rv5M6BZAlwBXdqSXo0iYxZencrl/dAKPjJCewfu/PYEuKJJ/PTGz7Vwm3f8IDrud8pxsDv+4jBOaWEqM0gAlvVSiXMwdEoleo0D8oRDwoqnIizNFlVw63UhzgwyFJobK/EzIz2K2So0jz0aDaEepG0fcsKEMHODDgYxKFJtKsQYHkle8Dzcr+IbH0WtSHEqVGu/QcGwWC4JMxob3XiPz6EH6Tpv+hz6n/xSuB8nX8bvoOWEqp37exN6lXwFwdsdPVwTJpiYDG99/DWuLmQG33nlFRqCXXy9OVZyiyFDETTE3/aHjDo2ZysNnvkFddh7F3rck3vMty/50NgXatXXPB8ZjuLCUrVRQ7NXMvq4VJOa7IQ8oo6reE+cWJW4qVw6uWcaZ7VtQaDVkaEtpshjQObnSbXhXSpvL+PZCO2dsZvxMKowVbMltN2j5PPVzFp9fjMVhQUAgINCVydYRuPQPuKJvv0AmtN+cvbRexHrEYrabMdvNpFamtg00Fo9azNxdcylp6qDEiCoouK3W3hB6bd4nCpV0HfP2Q0ir9IZHOMzcAevnwPZnJPWMhmJk/R6C8FYXLYcDLm5B1lCEb/YOsMqhvgDe8IP7Dkka14HSjIBc7oS39ygqKrZeoxMSdDod8+fPBySVCVVrRfbEyIkcLDnIZ2c/Y2ToSEJcQqg2VXOh+gLuGncSfRLbdxI/TQqSY8YS3moMIooiOS1VfFayldz6XLoF9SKqWsu++myQgS78Y9bnjCXQqRxz0G4AfrjrvCQZ+Jo3gRFx0Eo1mDskkuXHC6lutvDFjCTGxLfbyI7p4scRlR5EOF3lYKCPFAwUVF+iwSjRDnqHWOEInMzJJt4ZamtlvPHmm2wTkknymcTkyA14+Gawa5dEgfjFTEkmkzFs2DASExNxa52uFQSBYYMHEh0ZzooVKzAajdx11514e3tz6tQpUlNTCQ4OxqmVn6hQyZn+Um9k13jw/1WsmN2H747m8+JGqc+9h0ehHxKM0ktL494iGrflI8hlmHPq27bRdPG6xt7+c5ALAgd7x7Kv1sD8rGLsYc58uvcSGWWN3NUvjLnLTtFssePlrOaREVE0tdjYn1XF8+M6k1/TzNeH8vjxpJzvxUim1i1mPw8wX76CgJ4TOJ6WSMgPm9E+9RaZHkc6HHerck/b3w6Zg0qdg2JCuVieQ13EcAJLP6CneR/LxeGkGNzZl5mFh05JbbMTsUJrMefWp8ArBrw7JiD+U3BSyWmx/kVOcksLlqIiLPn5CBoNysBAwtevQ6ZSIToclD33PNULP8V06jTNR49KqhFyOaZz59F2TUC0WvG6jB4B4Dx8OIJajSU3F93gQVfNQptMJhYvXowgCPTs2ZOoqCg8r1KUCOBwOLBYLB2UaK4GvZeWu97qh0qrQBAEbFY7crmMZS8dI/OYVBuSl9qeKT2x+wJligv4Bnlww7Cx7Ps6D2OjhXN7i4lM8iHntMRtHqxS8sqkeEI8naiOmM0Pn+cBUKLtzD0R/ixPK2Ped6dABt/P7MXAqHYn1sndA5ncXZopMFa2kLutiObeoTiUMo7m1FzVdVQmlxMQHctNz79OxuZ0io8X0Gy2kV7WSJC7Fletkr6BbhyhEKMg0mtQEH4RrmQcLsU3XI/VdAstTXlU5NuwGs8jU2lROXciflAyA27qhEwuo2eYB98fqSM00IvVNg2xVh3mXBsDpifjFdSRWnHnuwvR/UO00X8S14Pk6/hdKFQqRs15iNLMDMovZVGamYHDbm+jI4gOBweXf4vFZOLO9z7FOyTsin2MChvFqLBRmO1mlLI/rvk5u++zkk0swLTFfylABnDXSNmoTx2V4KqGor3M7TYXv35+rDv+Pql2Ee9YgWj3CE6kn2RCmT/NdbVQB36CiEx0ARwM7tWPpHGTqDRWYrabmbd3Xpu02ZDgIRwuOcwjSY9wrOwYZyrP8EzvZ1DJVTx36Dl6jxmJn7IjhcNqt/LG8Tfo7NGZ8uZyEr0TOVt1FhkyIlzb9Vmz6rJosjYxLWoayX7JBDoHUmwo7rAvTUL7dKMY8NtqHMhkEDm04zK1M9y0BJaMh5RvQKGF6iyp0M9YCw2FcGaZ1FYlGWvg5CUZbay/TwqYe9/XtjutJhibrR6rtRGl8tpZQK1WyngHerpIxzHWImyZxyshvTkuKPli4wyCfRJYWbKPerkcHycfdt+0u30HMWOh179IiejDheINBAUFIfOTMXXTVLQKLUk+SWzL34bRZiTKLYoiQxEmZR21quXU/urZYWsoQoHIeWs9Pxx6nilRU+jh24MHhkbi56rtECCDlKUc2jUKUsHHywO5UuJeemtriHaXpoexSwoFmWUFxEdBZksAYUIjcksV94x6moa87ZTmbyc3V8r0uv5KgcDD48piuKCgIG6//XZqa2vb9KNDQ0NJT0+nvLycOXPmoG7VqFUor04b+ru4uWcw72/PpLHFxuguEn1IG++FJs6Tmu/TafhJOn9VuCuaKDeUXn+t+OyfRqhWzZ0BKnZVNbAnBp7qGsy7mzLYfbGSCG8djwyPYsXxwjYb7UHR3tzTPxy5TKBnqAebUktZK3uLO3Me5bD6IQIDQ2HoV+xem4W3s4ZNbmt4mIfYxz5qqLlqHwzhSWTUScFY76mPUL9kA0MbTrOUUSw9WohCJtC/kxe70isQEJhjfZzPTZ8j/ywZRr4G/R/+R66FKIrsrjUQo9MQrPltVz/tZYV7NruDJUfyGRLjTUl9Cw6HyLHcGqb1CCLat2PwI2g02BsaaD52DIDwdeva7KNBoor5v/4acr0LtctX4DpxIu4zZmBvbKBo5izMmZnox4+/wvlN7uyMfvw4GtauQxX0K8pdKw4fPkxNTQ2urq5s27aN3bt3c999910RKNvtdpYtW0ZZWRkPP/wwDQ0NnDp1ipCQELp2vVKzWO3U/gz75ffVuZ8/xzfmEpCoBicTtcVGGhsbUdb740My5loHW1MzsQsQcUs4jvMN5JyuxOypJLvRRA+rAndBxtldhRxeIwXIvWrWkeE5gurjVYwWFfQX5BwKEjoEyJcj62Q5SbkW7C0Cn753ktI4HRa7g6lJv0218XNVY7E56PLSdmQCjOgs/Z79FNJ5GhL0DJ4uScfG9L58JrQXZpON1F19CY33wjf8yvu8d7AzJZn13O7QgMmKTK1g+1dpDLsjFv9Obm3tnN2vXvT738b1IPk6/hCikvsSldyXzKOH2PLR22z7fAHh3XtiNZtJ2byWurJSkidOu2qAfDnU8qtbTV8TIX0hbhIE97kyqPsT8HHyYfGoxaQWHyZuzzvoku6le+L9YKpn6uqHKe80FP2URZLl8XAHXxTNphYDG2IyebDbA4z1GcGB5d9yctNaEkeNw08n3Shu63wbrx59lalRU3ml3ytY7VaUciUzOs/A6rCiUUhcbIBz1efp7psEQJOlieKmYgoaC1ibvbatn9OipzElagr9Avp1oEv8UsyX4CUFwkEuQRQ3dQySXSdPwlZVxYpzS/Fw+otZO7kS7twA5iZJj3nZVMm98Bf0ewj6PQLO3pC2Qco8A1RIAQVx7a5iWq0Ugba0FKFU/o6sk7kJFg+H5mpQaqGxBF3+QQ7+sj7nHLOBB/y8OSNvRGwsxaHz4asLizFYDJg9XPnh8NMAuDi5YKgx0MO3BwuGLMBd447BYmBR6iI2524GrhxruandOF1xmh0HXuJpYGHuOo5qtWzN28rzfZ7n4RHjrvndHZkUDanw/JgIDpWr0Wh60tBwiiHBh1vPv4QRnX1wdTRiE3UMHTWZvN3fM0x1ifqKADTqaJqac4BIbrzxxt++TpchMDCQwMt4pkOGDMHhcJCbm8vKlSsJDg4mMTGxLSCora0lOzu7g2nK34FGKWfvE0M4U1hPl4D2wF6QCXjOiKPpaCmWvAb0N4T/jwmQf4EgCDzdKYCdJzNxCtXz6W3dWbQ/l7emJhAf6Mr4rgEcyKrCWaOgZ6h7W5by8ozdg8u/Iys7k3V33oyAwIGsKsbE+xEg82cNkqrAEY6wjW3kk8/3fN92/EsDnyZtVyNOfk58VtOI76jvubRzNVTB6eJ6Yvxc2JlewbSkIHr0/ooXPznE+OYX+Vn9DPaiE/wTw57j9U28lVvGsYZmxnm78nV8+G+2lwr3pCB5R3oFr/+U0SZd+AtWnSxi6b29SAx2AyRb7RaZAvu5c9SZjMg9PVFcxeZYkMvxfeYZvB9/vIMhScg3X1P1+ed4PXD/VfvkM28elpxc3G6cdsU6h8PBqVOniIuL48Ybb2wzD/ryyy8ZMWIELVY7FaoA6k02XJuLyMuTAtNVq1ZRXFyMw+EgJSUFd3d3UlJSOH/+PN26daN///4YjUZqa2uJiopCrVZjt9txeFQjDysntSwLBNA66zmm1FPpbMHPJhBkl1Mlt3JBace6J5MDjw3GaXcx81KymdjLD9mRejYuOENDlQmtXkVwZ3e8d9Tia9lEwKKvSDldzpFvL9LHfPUkk9lkY9e3GXgG6igT7DgXmtjd0sADwzvRNcjtNz/bkXF+HMiq5tClahwijIiTguTmOmnQ/8D42Gtuq9Yq6DUh4prre4wJI+fMSZxkAqt0FuRYuN0k46fPz5E8LpzM4+VYTDY69/cnaVQowv8wQ5PrQfJ1/ClE9e5L4ujxnN+9jYxD+wDwjejEuEeeIqbvr80t/wEIAtz83T+yq97+vent3xtO/ADlUuUvZ74HiwG/gU+02WzLZDJmv/EZgiDjHksVAboABEEgeeI01rz+PBmH9pEwTKqCnxw5GY1cw5iwMQAoW80e5DI58lY1EC+tF4HOgaRWtbt7fXLmE1ZnribMNQwvrVdbIB2qD6W7Tztf1FvrTZWp3Y63m7dUXBLkHMTpitMdiggFQcB91r18t2IRt7j8jeIHpVZ6OQ+GR1LBUNFa8KeGiMvcurpMlqgYZ1fAjufA2Q9Kz0jtdF5otVJ2x2QqRi53oqWlFA+PK4tmANj3luSQ6OQpOTdO+AS07vDjHYgyOV8FRHJ3YxOfV1VzsLEJ4cPOXPKOQGWpItQB0RYLPSMGoky8jayCvfStqyChsAD5/vfBPQwXryieSH6CJ5KlgP9s5Vl0Sh0Lzyxkb9Fe6s313LXtLm5vlIxKHh/2MV7BfXh8/+O8dOQlPkj5gPm95jMxcuKVfde0BogtDVittfj63IBC4UJNzV5psbmUtyf7kpZlp6yuheOm90ELPs0+HNh6gLBwK8HBFUQlredI+W6iOu/684NJpOzynXfeye7duzl48CD5+fkcO3aMfv364e3tzZo1UuCWmJjYlmX+u/B0Vrc9UC+HIBdwGRAIA/5esdj/S8TpNEQ5qVlbXsdb0YGsje+HqlVyTi6TjFR+QYHJzO6aRlINJknfW6lkVO8Qtl6oYPZ3p9CpFRjMNm5tnda2OByShKOsH/3oh80hstuUSanuBAAP7klBbXTF3s2dJaU1iABJk1HvL6dQDa7OClpKHUxKDETpqsae4E6q2pNZTS/ySt4KnJotuOt+O/P7WzhQa+D2c7n4tBZC5hrNv7NFqwRca5D8Y0pR2/JOPs7c0SeUQdHe3PXNCW7/6hifTO9ORlkjG8+Wcm9aEYmAOfsSzV260+Xl7Tw2Mpp/DbrSEe7Xjn26fv1+0x5Z4e1N2KqVV11XWVmJyWQiOjoamUxGWFgY99xzDxs2bOCnn37iuDWYDLuU6ZchcktIHD18ZFy4cAG9Xs/dd9/NokWLWLT4G2SIdI6NITU1lXPnzmG3S9dBqVTi7OxMfX09oiiSRQCpjl7ckBCAv68LZ36+iEzp4OV7ezL7uxQ0WBmkzGWHNYZNaeXUutgxyeDhiXGkNGRScKEGdz8npr/UG0EQKDzkhKOpCYVSTp/egeScrKT+Qh2Zx8qI6dNxVqs0ux7RITLgxig0zkpWvXaC1yOCGdEr7Pc+WsK9dCyb1ZtLlU1YbA7iAqSMsKFWoo+5ef15M5tf4B3iwuhZ8eCsoOhCMatOFrHF3c6kGgWHVmfjEaBD76Xh2IZcLCYbfad0+v2d/gdxPUi+jj8FmUzO8HvvY9g9c8g9fQK5UkVoQuLvql78j0JgT8iW7E9J/UF679+tQxOlWropBKraH/Ih8d3wDg1nx6JPOLNtM6PvewTfiE50NQZzZOX3hMZ3Izi+G3LFlT+rbt7dOF52HKvdilwmZ2fBTmyijUv1l5iXNI8VF1dQaawk2KXjtOHtnW9HRGRv4V5uCL+BTu7SDSTQOZAmaxMN5gbcNG5t7cuayzDbzR2oGn8LrkHS61pw8oB+D0pB9NFP4YfbQaaAaYvRxowAZBQWfoWppQirtY7knuuxWGrx8OiHILTmw4y1kPItJNwsFRHaTFKADHDfIQQnT/6lDwBDBQ2rbqV/yWkuuPoQUZ3H3SIIMgWonEjM2AXZhxnusILDJjnKHf20va93/yTNSEAbp/ndQe/y5P4nOVRyiDf1XbkhbwMAMWFDQeXEV6O+4kjJERafX8wrR17B5rDRw7cHIS4h7d/51iDZYazC4WhBqfQgOmo6R1uDZIDUU0NpdihotAscLDuIs5czzwx8hmOHj1FTHUJwcDp+zk1AE0/uvJOxMfcwOmz0X/pdDRkyBJ1OR0BAAOvXr2f//o6yc2az+R8Lkv//DEEQuCPAkxcvlTIiJYtb/Dz4uHNH/o0oiryfX85HBRXYRfBWKVAJAlUWGxq5wLgJ0Ww9U4JFrSBwVAhv19aQVliCTRTRyATeiAriWEMTi4urqY9zh9Y6VWuMAkWZE6PUWj7sGUm+yczMc7nUaeQIzTbOiyZkahmPV1SQnW+GAGkAv819CB/nvUPC6zs4OH84gVeR7bscJ+qbcFUqiJGbIWsHuAZR7J3IwxmFhGvVbE7qxCeFlXxVVIXVIaL8jSyeVinHYnPQYLRyMLuaW5ODCfZwYtbAcNQK6be8+r6+zFh8nJlLUwDoEqCncuQkNh07RmRDCet0XWmxOnhz60XctCpuTr46TeKPwmQysWvXLkJCQjCZTFy4cIGgoCBGjhxJfn4+AGFhYW3tfX19mT59Ort27WZTqhI/sZFBqjz2miPZUKbnkdsGI0+UE+UZhYe7B3G9B/Pc7moC3dQ8MWUYWEz8+OOPuLi4MGDAADZs2EBVVRUxMTFExMazflMZzVYra05L9SLRvs4suacXAW5aVv8rmaK0FC6cacLH3sS/d15AqVTSO9wDP1cNUb28KbhQQ3CCW9vvXuakbdNjBhgxPpI1F1LYtSQDnzA97n7SFyr9cCl7v78onWOEHrlChiBAydlqVmbWE5HoRV25kcgkHywtNqKTfdu2vRydfJzb/nbYHVQXGVBq5Ki0fy9U7NRDGnC+HePBuK7+3PnNCZL6hTKnazA+oS4IMoGMw2WEdPmfR7m4HiRfx1+CIAhE9vhnpm3/4/COgbPLJI3givNww7t/aDNBEOg95Wa2fPQOjVWVrHzxSeIGDuX8HingTtm8Dq/gUIbcNZvSrAzqy8sYNedh5AoF4yLGsTVvK2uy1xDhGtGWOQaJsjEuYhyHSg61Scf9gpkJUkXyrIRZHZZ3cpOC5cOlhxkXMa5teV6DNGUY7vrbU6f/OEa8BIPnQ9lZ2PkSrJmJYvSbREY8Tk7ue8hkWuRyHSdOSpnY2Ng3CQyQjFA48RVYm6H/I5JBjfKyrIXfZbJOLr447lhHj1UDQRCY2edxHo6fhaBxl2gihccg5WvJgvmG9yRKyOnvIXs7ZG6DJeNArpKy5IPnQ69/oZGriffswr7ifYzIOiQdZ/iLoJKCEqVMyeDgwXTx6sKMrTN46YikthLrEcuikYvw0Hi0Bcn2ZqloR6XywMkpnN69fsZkKuTceYmSopPZCPXsw/o+r+CicsFX58vo5NF8uvhTUk5OZOKk7pSUvoGX5SxPHniSYJdgunj9MfexyyGXy+nTRxoMzJ07l4aGBurr61m+fDkgBcnXIWFGgBev5JRiF+GH8lqm+bqT7KpDLsDi4mr21xrYX2dgmq87T4b7EaaVBhclLRZmp+WzurEZ4tzQyAT0TiqyjWaS9E6oZAKFJguz0vIBkAsQrfbgF2XzW/xVzPGOpIe3lLHzUik41q8L8/LN7LxYid3iwMlLi49aSYnFysLOIWQ3t/B2Xjk2hRJPcz3ppY1XDZKtDpHVFbVkp+3GL28Hu7368UHeZwQ3SvrjKX6jaY57nmVdw3FVKojVabCIInkmM1FOalaU1dLJSU1vN+cO+9WqpCz7ptQS7A6RSYmB9I3syO311WtYNbMHX+04jbdaZMqALnh4DGTNqTGcLqwj72IlK29O5PN9l3h+wwWi/VzaqBl/FqIosmbNGnJycjh16hQAer2eY8eO4erqSmFhIW5ubm1FrwA1TWbmLL+Am1MQteZKJgcqcaqxcE8XJe9ecPBEzXss7/QyTjixwLaQFeeCkKs0XKqzMez9/cwfE4Ol0xA8fVwIDPRl1qxZGI1GHEonxn5ykCazjS0PDWBzaimrThbxxKiYNv3x5AgfkiPG0i85iUuf/cgBcySY7STp8ti1q4n8/AKaXBzYXBWARG+QOTnhMBrbr2+Ynukv9mblq8dJO1hKz7FhaHRK0g9JdLzwbl5tHOkR98Zx8UgZRRl1ZKdU4u7nxJG10nfg4tEyxt7XFVdvLXKlDLniysLeA6uyyDpRgd5L848mwQZGeTOpWwBrzpYwf1zntqLiuAHXLmr/b+J6kHwd//fgLRUgcHKx9H/MHxfZj+k7kJD4boiiyE8fv8v5PTsI6hzPpCefJz/1NPu+W8ya159va6/ROePi5U1sQiK9nBP5cf/XaD3c8dH6sGTMEuQyOVqFJNd2Y/Qf56P2CehDJ7dOfHnuS8aGj227if3XgmSQgtuQPnD7alg3G7bNJ2zQU4SckWO/eREt7p6Ul2+gsPArqiq3SUHysS9g35sQfQP4xv3uIdw17jyR/CThruEMChrUcWVYf+l1OZLukF51BZB3AMpSoTYHtj8Ldfng5Inzua/A1Ykmq4HqEeMJ6z2TX7P+vLRebJ0qKWWcKD/Bh6c+ZMbWGSwctpBI1wgQ5NibS0ELarXEV3d2jsbZOZqBA1J4c/cUPIVGZnX9CK2mvehGLVcz9465nD9/ntiYXiBmMKB8A1sbRNJr0/9SkHw5VCoV3t7eeHt7c9ttt7FixYr/epAsiiIORwty+X+fp+wkl3G6bxfqbXZuOZvDzak5eCoVJDhr2VdnINpJw7xQX54K90N2WaAQqFHxU1IU2UYzdlEkykmD4ldZWLPDwebKevQKOSM99Twh+LcFyVHuIj3oWOSklcsYEOXN9rQKBLudx7qFMLt7RBulardMkubKcI4gzFiB/NxKMOqhZ7u0ol0UeTyzkB/L69hy4VN61qcyp2Q1VkHOnM4vMtVwivGl2+l800JiWo1ZOuukQenJhmY+LqhgbUUdHko5P/eIJlTbPuPwS7b4hVZFk6RQt6te013bfqIlI4Mi4NOz+7n55pu5sUcsN/Zon5Hq7O/CsPf38fnebL68M/l3P6cmmniFV/iZn5EhYzzjmZA+gZycHEaPHk1AQADu7u64uLjwzTffcPLkyTaqxeWY98NZUgoku3qZAL3u1FCBK/21kZh7PMHyyF0AGDEyRzET7Yi+7FBvwkWjYP7aczy55lzbvt6ZlsAtySGo1WqWHsmn1F7B8ntHEB/oSnygK8+M7czV4Ofnx8szJ/HUTwW4iEY8q7M5fDgLURRBB1rn9sSA8KsgGcAjQIerj5bU3UWk7i7CSa/C2GghurcvQ29v5w5HJ/sRnexHc4MZtZMCuVxGys/51JQ0kXO6ih/flJwonVxV9J4YQed+/titDgS5QEVuA2kHS9G6KOk37Z+nP9zUM5gNZ0tZf6aEbkFubfSO/4m4HiRfx/89/BIkX1gDLv5XmpH8DrQu0g962nOvknXsMKEJiWh0zsT2G0Rkz97knT6Jw+Eg7/RJTv+8qW27OAEQNTQ6NXLLI/cRrP/rU40yQcaMzjN4+ejLZNVlSRbVQHZ9Nm5qtzY1j/8KNHqJU/xRAhx4Fxkgu7AJ5Q3v4NLpaRAdFBV/R/XxF/Ha9jG4hUqZ6D+Iu7rc9ef75B4K7ncAd0jyUj89Bick3VQnZx3gRGHPUVRbjiLmLSQ6+oUrdmFsziZcH0Yn907EesTy6L5HeWL/EyT5JDFPLkfWXCEFyRp/qRBRtNMgwCtHX2NnZQ2v9nu1Q4D8C5ycnNqK6YJ9b6G09Af6uriQWZv558/zN/ALxeL3gmSbw4ZdtP8lXvQfQV7eJxQUfkGf3jtRq72Ryf671A9ftRJftZLDvWPZXtPIU5lF7Ksz8FCID89FXju7JQgC0bprczXVMhk3+rVPH7vQrvpgwHDVbTr7tbdJDHFrOw5AnLN0rFP6eL5o+BjPiw1wEczmFg4azFS4RbPFqGCv4MvTgTp6HEyDLlOhOAWxx93clziX7g0X4OufiFkYDXesh8hhxOi0hGtVPJFZhAjMCvJieWkN/Y9n8GnnUGKdNeytMdCgFPHQqWix2hkS490WNP8Cq9WKKIpkZ2fTrVs3hg0bxg8//MC6deuYN29emywhQEVRHr6WEnakW3l/63keHtUF1VWymb/gPd7j/cs08c9znqVeS3ky+El69+6NrJVLnkYauyfuxrHbQezF2A5Ui/1ZVRzMrua5sZ0Z3cWP5apvud3lwcsu/pXHNcUfpSfOaNDw1f0xbK1OYaxuEI+uOM9Hu7KZ3D0Qu8LMy26PUPzCJuaahrDb8jO+SvVvZl8jwkJZ84BUwGizjUAURY4dO8bu3bs7/D5lTk44TKa29+bcPFTBQfS5IZDTu8uoKm7G2ChpV/tHuKJQXVnSqXNt/30lj5OSJ/UVRooz62huMFOcUcve7y9itzq4dKqS8rwGFEo5rj5abn42GZXmnw8T+0Z40snHmWfWScPGjQ/0p9tfnFH4f43rQfJ1/N+Da4gkb2YzSbq+f3EqSSaTE9uvYzZTqVIT3WcAAN6h4aQf3Iubrz/xQ0diajawP38v+oxGVIcKIfHvncbg4MEIRwX2Fe0jxiOGiuYKfs77mVGho/7ejv8JuPjCHeuguQrOLIf0jZIyhksAwd5TUaauR3/4E8zOLsjv24dC44EoihQWfY1MUBAYeDsymZL8gkUoFC4EBd5GS0sZ9Q0puLv1Rq3+HYm734IgwNDnJZk7QNf3Qbi0knIfTxR1UF6xifDwh1Aq3do2MZkKOX5iLD7eN5CQ8ClJvkk82P1BXj36KpfqL3EXDrSGYvACjcJLki2sL2Rz7ED2153lTq8kJhiaJP61ylnSqgYwG+DIp3BpJ9Tm4myqo5erjhCNldPVm6HP85wsP8my9GXM7zWfAOe/PiX5R4LkXQW7eOHwCzRZm+jh24PX+r32twZzominrv4EWk0IKpUXGRlPUVEp6YkfOTqYAP+b6dz5rT+4Lwcg/D+rf9Ap5Ez1dSfRxQmzw0Fn53820/1HguQeoe48MSqaA1nVJPzKCdBPpaSzTsNrEXO4pAllUOVZJjbupGnv2ySLdlztTdwqyDk2+C1M+dkIDptkFnTjN6gEge4Azj0hbCDkH4Qf74LRb6B08uTD6P48klnK85EBTGw+z/2RHsytVHFfegECSIWFQNSoIJ4P9WW8lxsADlFEJgjk5uayYsUKSTfYZqNr1664uroyfvx4vvzyS9LT0+nZsyeiKFJSUsKPa9aS4O5LRhV8eqCQrLxCBrvVExwczIABA9qC3otc5Ed+5FVeveJalfqWcu6mc8hkMk4V1DH36ArOTnsKq7cRboXIlD5MiZjCIQ6ReVrPaz8W4e6k5LbeIZxSH+ElHv1Dn1tu679bVbfSHNBMEknMHv86b3/mYPrupawfPRNaJ8HStfuIO72CQQxkRbfIK2zVr4ZfTEYGDhzIgQMHaGk1XgEpSBZbWhDtdiyFheSOHYvM1RVHUxPdNBqMNiWnez5Fi9IVr2Dp+yWKIqLFguw36g7cfJ1w85UGLb3Gh7PxozMcWJXVtt492Inhd3XuECCLiLTQgpZr/y6+5msOcQgzZgYykLnMvWo7mUxg/phYZn8ncdef33CBB4d1Is5fT7DHn7Oe/3+N60Hydfzfg0wGvefA4Y8gfPDvNv+r8AwMZtqzr+IdGo7OTcrsDmEm+5d9Q8qW9SRPnIZncOhffuh7ab1I8ErgUMkh5nSbw5K0Jdgddu5PvLpc0n8cYdJgAbUelt8EC7qAazAaYw1hViNmryBOhRtxy3uHuM7vUFj4FZdyJHc9UbSjd00kJ0fii1dVbsPQlIHVWotK5UPPHj+2qWdcDRZLDYIg7xDodoDOEx5MgQvraNZI09i1TTn4yVTYbI1kZ7+Jh0d/PD0HAwJZWa8BUFn1My0tpWg0AUztNBWlTImX1oum76YSVJRFj0YN8vzpUC5Ny844u5kbFWo0BRvh1EYpg+2wQc+ZEjVl75tQmyv93WUKOHmiSVlEeJOBKPtFlh5/lU8y12IRHZQby3mx74t08ZQoGGZzBSIiGvXVHRx/jT8SJC8+vxiFTMGcrnNYeXEl/9r5L1ZPWI2zqp2f2mBu4LlDzxHoHMiTyU+ikF37MVJQ8CU5ue8jCCq8vIZRVbUNudwJUbThcFioqPypQ5BsMhWiUvkgl3fM0DocVlJTZ4Eg0D1xyR8637+KCCc1WFugKguqMiSpw8JjMPAx6DX7yg2aqyUTGhc/KfisvAg975F48pfBpa4OWid4Kq2VXMHpQcoaPzgsigeHRV113eakKJ7MLGKtYxhzS1YgF23kawNQAHonVwJkJuKPvMx2tQyzTMbCikPc7BVOiL61IFEmk1w364tg0SDY9BAAfQO6cyJuMhQ4w0+PE+ARyfL7T/JtSTUWh8iMAE9SDUbeyC3j/oxCbJ0hz2jmm5JqXgj14dTW7WhEOBKdSKG7DyVGgS9EEX9/fzR+/uw8dQYvLy/e37qDPcEx1PYbi49CxsgmkVOpJewociBrNOKXvQdBEBg4cCCnOMVgx2CaZc0drkP/Q/05PECSV1ynX8dtjXO5q3AhZZPXIirbqQk5PY+R2JqJkMU50WfwS6zo9QCN6irGMQ4r1qt+/p6rHqfm1g/a3qeRxn3cR3OrVdNpTvNI8GQevHUJCwNfvGL7psSHOHpoG4NPWJkX6kuDzY7J7iBKp2Gij9tVj/kL1Gp1x0yyVgoYHSYTtd8ukf5uaADAedgwfJK6Iyz+jnx9T1RnG6nZW4Nh9x5Mp0/jOmUK3vPmYb6UTemTT+F20014P/Iwgqxj4C4IAoOnx7Di5eMA3PPuAJz0HVVGbNgYyEDOcIav+Zrbub3D+maaeZVXeZf2+p6VrKQ73elDn6ue68g4X86+OJLDl2p4eu055nx/isdGRvPw8Cu/+/9NCKIo/n6r/zB69uwppqSk/Le7cR3/21GZAZ5RIP/PjhVNhka+euBerOYWPINCGDXnIbxCwji+/kfqK8oJje9GTL+BqJ102G02UjavwzM4lMgeva4IqN89+S6rM1ez9+a9jFoziv6B/Xlv8Hv/0fP5Q6i8CDm7JVURtxCJR+mfSGb2a5SULCeq0zNkZb+Oj88NGJtzaDFXIJMpEQQ53l4jKS75HienCMLCHuDixefx95tMbOzrVxymuHg5ZeXraWw8iyDIiI19kwD/3+Z6L/45io8rNczxamFYhKS3Wl6+HlG0ERE+D0PTRaqqtuHi3AVDUxpxnd/H339Kh30cWjaOvjmHaFbJMNnlrHJxYo2bBw97JjPNLCIDSLxdcgYsOwfFJ9o3vmtzu6sh0NSUSc620XS7UEdKN1cuuQagDXyIr1MXYLPbeDDIFYe1Ci1mHMgIDLmP2IiHkMl+WxLMaDTy7rvvMmbMmLbCPpCC3ucPP4+b2o0NlzbwSNIjzIy/lx0Zn/LEya94oc8L3Bg1GUGQY3HYuHfbvaTVpGEX7YTqQ5mVMItqUzVRblEMDm4fdJaU/kBW1mtotcE4HBZMpnz0Ll3p2XMdNls96Rnzqas7zuBBZxEEgYLCxVy69DZOTmFEdXoWL69h0mdRsZm0tHlt++3f7yAazf/DIh9rC3zeB+ryOi4PSoZZuyRb99NLJRWX+kI49m9wWMEnrm1wRGBPqSA4IBGKjsPxRayUrea2G6Wp84RsJ/q33ElxfDF1Qh1BBFFJJQ2OOvpWuPDGsVBcPRJg8FNXdM9Rk8vFvYuJu/AZM3xe5IQinUhrNp/Vp/G5qzvvV0uSkYe0Gub6+RDnGccP43+48jzLL0Defg4WGBmQ+RaCeJmbnkckPHy6TXfbzc0NDw8PyiqreLjMwNH6JhyX7UrmcCCXy7CL0MfNmSP1Tdzo645SJrCyrBaF3UZsWQHpAWH4yOCmQG9Sms0crW8Gu4jqZBVyk52ePZQ0NTexaMwABrslky/L79DlmKwYPi3+lNnDZpNPx3W/B63DiUuybL7ne57m6bblX/AFO9lJHnk8z/N0Kh7GAp/5fKtaBMBkJrOBDX/qWAD+pXdhz7ofQWz/XX4RF9pms341LFy4ED8/P266SXKlrVv1A+Uvv0zkrp3kTZyEbsAANJ1jcZ8+HXlrQaK1opKShx/GlCpJjKo6RaKNT6Bh40aJWnYZ3G69Bb+XXrpqYqamtAlDTQthCVdq7G9kI5OZ3PZeRKSGGjyRCjcnMYlNbLpiu/nM523evub5/oIms42cyiY8nVUEuf/nM8mCIJwSRbHn1dZdzyRfx/9d+Fy9sOL/NbQuegZMv4uULeuwmEysfPEpXH18aaisQOfmTtbRgxz64XsG3Hon+WdPkX1Csrh19fGl28ix9Bg/GZlMTtmlTLxONhJcq+C71G8xWA3cHHPzf+Wcfhc+sdKr7wMdFoeGzKKsbC1Z2a+hd+lKXOf3yM1bQGHhYuRyHT17rkXn1Ing4LvQakMRBBlVlduoqT3YVtDkcJi5lPM+vj5jycx6GXDg5tYLELh48Tm8PIehUnWUFrLbTeTnf46zS2fUgvQgMYsCarUvpxoayTSItDgUnM/Zyrn6Yjydwnix31JOHu1HU/OVXOH+t29h/6FhGFDys7kTg4IGsTViHC6qju5jbYY4xlq4sFbiw4d3pOw4O8cQmvwRXLgLtS0Eb8qg5EUe8QKHCE0tBnKtOgRVCGJLHrLCzyktXISvzxjqXMajVbuT7CcVQ9kddg6XHqbeXM/QQOnYl2eqRFHkgd0PtGl4C4BX/SrS0i8iL1+Pv1LDkjPvoC5+jR9rId8s0GgXWTBkAThMfHR2ES8cbudvP5X8FHfE3YHJVMzFi8/h6tqdTrHvo1Hoqa3ZjatrdwRBQKl0x8O9P9XVu2mxVFFvtZKesxBv1+5YLDWknptNr+RNaLUhZGVJU+1eXiOort7FhbR5dE344orP9G9DFCUXybyDUoDs2Un6nO7cCCcWQfomaGmA5TdD0bH27eJvBLWLNOge/ZbkXLnndfh6pBQ4V5xHVGioHpQESBlQT4WFpRFfYRJ+ZfMsg9P+sGPgYVaudcLRK5kt2n2c5jQ3ciN3nBY5euYB1ne20detH0JzCer6ExSrBSY5B4Ao8nSdHC+7nfqArsyJn8Sic4sY8PVcZnd5iBm9OiNvLTA8ZvTntZNdSSttJFD9FYefHg5Z2ySDIK0boiiybt06Lly4gLNKwJ8Ksi0+DOoUTVpoAv3cdHicP8VxuQa5pzcXRQ0zA714PSqQV3NKWVxcjVUUGeDmzLF6AxeCIgmpq2TjhH58qHyFs+IagqyR+DmCSe2RhWFnbw43TsUaYidWFY9JVtHh0oQTzqqoVSRGJ3KT6U7e015JwdCLetaLG2mWGZjdPI8KXW7bOpPMyBjGUEBB27J/82/mtP5rQxB0pb0A7vIAWWP1oUXZLsn2C1yLb8cj8Ch5QvvxygKWEu9axQLbF3jLPHk6s5iXLpUw0lOPTnEldxhAo9F0pFvopICxaNZsHEYjbjdOw3nQryh+vj6ELl9G06FDKNzc0CYmSn2aOgXTmbMYjx/D68EHadq7j5qvvkIZGIjX7CtnRDwDnPEMcL5iOdDhmgHcxm2sZCWzmMWnfHrVABngcOv3/ffgrFb8j+UkX88kX8d1/BdhNho5uOJbzu/ZyZj75xHbfzDlOVns++5rSjPTARg04150bu5c2LuTorRz6L19Ce/ek3O7fpYqokWRokAzx3oaOHTrod+c/v6fiMbGcxQVLaVTp/mo1T4YDOmcTb2H+PhPcXe7svK9uGQFmZkv0Kf3dnS6TpSVrSM940kABEFO714/4+QUgcFwnpMpU4iL+wB/v8kAGAxpGE0FmIyF5ORKGfcam8BrZVrmhndjStenGbVxeofj6WQiJoeMYH0Id3qYidAHogicx57CPYS7hjMxciIyQca7W7sR7NmH6b0X/X3erCjCW8GI3W6lMnk4puoz4OSO1daI6DqcEPd4NAoNOXU5rDjzHDbDGQa42Cm2CKSZ5FTZNYxPeJrt+bs4Xi5No/bx60PoyVA8oj3I8Mzgppib2HBpAzsLdgKQ7GRlhN6GuwJUgkijPIhsMZhlBWcRkc4nQiNnlIuJ/oEDqK09hFIbSY08GE+ZlX/np3HJZOG7IS8jb8kgO38xP4lDOVB6jEDnQJaOWYqPkw+pVak0WhrpooVlx2axscmPqpY6BEQG+CbgrPEnxLiN+IAb6Ow/jAtpD5PUfQXu7r3JzHyZ4pLv0agDcHVNIjb2dRQKl2texj8MhwM2PywZ44h20LjBk5dAkEsUhTPLYeP9kg27qQ6mLALfLqB1A/1VstqXdktulcDSqD6ssteQ6VNL3pi8K9v+DXhkevBk45OMDRvLOyfeIz3Xys+1J/GSm1DctZHCxiomnnwauyDiYXLBQ3yUz2YMQCf3YsSC/VQZzAiKekSHlm/vHCAZqKy+B1vxadYGPEtGRgZ+VFGON84u1QR71VJeryNpwByc5Qo2btjAlClT6Nq1KymNRrq5aNsMWRqsNiosNqKc1GQ0NrN2yxZGJ0bwZpc32cjGq56P++bZmKJP0RJzum3Zy7zMS7yEKIqkN7cQpFbywPITrO33IC3RZ9rahRPOCU7gZPfgbKMRPQK3f3qA8oAUKmdeSYtwx50iitBxpV7wFrYwgQlXLI/NeZuagOVUac93WD4xZz0rIkfij/9V+ebf8R1xDVMZdzqbWJ2GGQGe3BngiUomo8xsIc9oIVHvxJrly7BYLMyaNYtqiw3hwH4qH2wvLoxJPfubXOPfgiiKFM3+Fy2ZF4nYuBHFVezur4VXeIWXefmq605ykmSurVCyhjVM40pHxP9J+K1M8vUg+Tqu438A7DYrckU7SVEURTKPHMDUZCBx1Li2oCvj8H7ObN1E2aVM/CKjmPT0Szz6xmRi852p7eHKy/O+Qan6320U0WIu5+jRoXh4DKJrwr85mTIFg0GyxQ4N+RedOs0HpEKvg4f64OHel/j4jxFFkZMnJ2FokiSs3FyTqW84SbMdnit1Yn7yfAwWA5+nfg5ATx301bUQqnLgGvstzx15hRpTFToZNNpFBARERGI9YmloqaXMKGWYbo6+mef6PIdM+P2ind/E4pFgqoVOI+H4v2HSZ+AbLymyuLS73FkdVu7Zdg+K5lNMdJfhIrQgE2B5jZKTRiVahZYotyjOVZ/Ds8WToKYgUr1SEUQBURBxkjmxoMfLmCqepMHixXZ7KPUtuWQ1NeJw2PGQOagWpcxXyvSD5OUtoLb2AC4u8TQ3Z7fxiKtsCl7LL0clgI/CQa5F3nY9NuZsxEvrha+TL6crpQAo0jWUnIYCgpQOBrm7UW6qYX+TBhERhyhN5gepFQiinVeHfk3P1ux4esZ8ysok90A3t95ERT2Li3PndnOav4KUb2HLPHD2Bbkaut8OQ9qn5KnNhYU9pdmncR9IHPLfgijCycUsa8rmnaKf8dZ6Y3AzkDLq2s+1kRdViC0KDibYMcv/uEzfneKdLBGWICCwObWUs1u/5AXzAqyCGqVoJl+hIEWr5hUvaWrcv9mfOJmd+gYPRicm8mb5KsIN3shLJjJm9FhGZb2MT+kePpbPpZ/9CIMinDjkPxSr7GNax0o0N/tSWjINm03NAw88gCAIVFKJi9lBsyEDT88hVwwU17OeOcyhiqpfn8I1Ed0wgrEVnxGpdmVbdQMpjUb0VhHLnlIsoVA+6zZEZSMyUcbOlgtkVXmyqLiKMrPEN9ZaHHyTEM62gLc78GVlyHjLsIri4l4UmizMDfFhtFd7oWQjjUSKnagW2vuqFbXkCXlkkMEwhiG2ljMKFjeW12Qx3d+bXexiNKNxdCCjQFe6kkoqc9PyWV9ZD0CUk5oJPm58VliJ2SGiFAQSTQ30Lsyk7423MDstH71o56nU43T3ciVA54TrpElYHSKZzSb81Cq8VH8uIdK4cyclDz0MgP8br+M27Y8Fr7OYxdd8fdV1L/ESr/BK2/s00riTOzmFpF3tiSfllKP4H0xcuB4kX8d1/C+CzWLh3O5txPQdiM7NnQ+2vwbfSNnCkIREBt1+DyqNBnf/drfA6qIC9F7eqLT/syqH/yok/upbbTzh6OiXkMnU+PtN7iApdjHzBUpLV9Oz5xrstiZOn2kvOOnTeydl5WupqN7HfRcL6RfQj7yGPIJdgnm31xw0Ki9qaw/g5TUCrTaI+pZ63j/8INnVp5nebT4DQsdxoPgAKy+upKgxH71gZEDIWFbnbGNyp8m81v+1v3eSmdtg9V1ga5EcCE2SvithA6Xiq8tQ3lzO1ryt3N75dtIrz/Ld+Y/ZVXYed7lInV0KVoJ0fhQ3l5PkSOLmwTfz9MGniamPIdkSTFSnY7i4VHMqZQJabSgTJ00kKCSIwo0PEJb6A/2DIwnwDGPlhJU0NzTT0NBAWFgYgiB0sEZPqzrDxylvU9dST0mLgWlR07g3/l625Gxha95WSppKmBY9jZTyFC7WXmSYdwBjnRuwmYvw9h6Db8SLKGQKjhfvJiXzXVIMRvIscgKdA1k2dhleWi9MpmIu5byD3iWBnNwPEUUr0VEvEBx899WvY8YWOL8ahjwD9QVQmweJ0yUTGFGE3a/CoQUQ0hfu2XpttZv6ImmAIlcgiiKbcjZxrOwYTyY/yfGy41jsFsZGjEUpU2J1WHnj2BuszV7LxMiJvDHgDbLJJproK3brd9IPtxw3ergk8XK/V3C4O5jJTA5xCIUoZ4RjCCVUcF5+4Zpfla/5mnuR9JJbLDaOf/0okeVbOSAmkieE8NTz77L7yNscObMWWf1kGpQN7Ara1bZ9jNnCmtJyVonjCBQq6UcKRrTQOYnmAfdQ23CC8rJ19Dlv59Kwp6mofJ/KynBiXKbTc8I9vMzLvMIrdGnU8eEpH3w8hhER/jAqlTc19gpm6p5mO9uv2f+rwfnYDXhseRAxSIclwoUAnYroYjNZJY3UVhpZeF9vtioPs0TzPqrKkThXTMQuQqKLE9P9PchobmF1eS1OchkvRgbQ4HaQPYpNVJlFEhpuZkWmHx5KOVaHSLyLlvXd2wvG6qw2Jl44wXnVAVq89jLczZfX1PNIIgmQAv5HHU9QaK/B5dJj5EQ+2xawXuACFiysZS1v8iYAcuQ00YTFpuRwnQG5IPB8dgmFLRb6uzkzO8ibg3UGviuuxCFKhkAxOg0+KgX76gyIItzq78EIVyc+LK7hQpPEbZ8X6svTEZI9td0u0TR+XfR6OUSLhdJnn6NxyxZQKPB+53n0I0cgk6mx242oVN5XnQUbxSh2svOq++xOd84gZfRnMpPFLCaHHDrRrq88hSnMZCbjGHfVffy38beDZEEQxgAfA3JgsSiKb/9q/WPALMAGVAH3iqJY0LrODm0a6oWiKE78veNdD5Kv4zr+HNIyjmPKKWX/9+2j/c4Dh+IZGIzocHD4x2V0v2ECw+6e8xt7+f8PHA4bR44OwWwuw893MnFx71/15m611nP8+FhEHMhkKkTRTqfI+ahUXnh49Gtrl7C0XcD/hT4vXJPbbTZXcuz4aFyc40hKWt62PC3zDYqKlzFyyBk+Pvs53174lhVjVxDvFf/3qBeGCmipl4Kz1JVsP/UZvg1lJN62EUL7dWhqtVs5UnqE+QfnY3PYmBwxil7mTRxptOIsFxkVMpLnU4oolBcS7BxMWX0ZU6r60zNpOwqFFXe3mbi7T2fTpk3U1dURFBTEtOJXcKeRs8SxVNEbjZsWdbU0CIn0MXODcTVOU7/CKWLoFV032UwsPL2Q5ReXt2WG4z3jUcqVDAkagp/OjyHBQwCQi0ZUSs8O18psrqKmZi9Fdnce3P8snlpPlo5Ziq/OF6PViMFiwGDMpeD8DHx8xpIQv7BjBxx2OP2dlCH+NSKGwB0b4Mwy2PQgRI2CG94Bj9+3c7farXx5/ku+SP3iinXTY6fzbO9nWXhmIV+e+5LBQYMZEjyEGPcY3N3dCVZ0VGSZwARMa0yUN5ezduJaot3bg+gCCtCgwRdp1uDLoi95K/8tTE4mnEud8R/kzyHXQ23t7+AOvuVb5MixO0TGfXKQi+UGJicG8NGt3QFYuGQVNfmSfbFr50B8/Yt5K28dvTzjmWFIZn9mA8M4yiCO84r+DgZ234soSsGXn6obXXbtBv9EDujqsPo10/eUgcLE3nQe3T5o+z7/DoILL2CzSSoMH8ZUsTWwnYLgJXpx1yUdA+t9SO/SjxHKaZyv/5GZ3u0W8oIo8O6ebuy48BZZZXYGRHszNLyB17ZLmsAjY114a4KD4uLv+HdNABuFG+knO8NDnmV4iRWEh9+PThfNzppG7jx/dYpLL1cdP3SL5JOCChYUVOCrUhDnrKXGauOS0YzVIXKDtyuD3V24PcDzqvs4XGfgQpOJOcFXl6SMIYYsJGm1YxzDDTc60Qk5cox2B7tqGhnhqW+Tilu+bQdfN5hxjY7lg0A31n23FH1QMGuVetJdfbDK5agcdp4N8WabwcyxhmZ+7BZBvKyWixn3YrXWERh4O+FhDyH/DZ3zxrLTFMy8C1mJlcpXbThcWrPighxfnwnExLyKQtFOQ4kllkx+X7f9Dd7gWZ4F4H7u59/8u8P6daxjClOutul/FX8rSBakOawsYCRQDJwEpouimH5Zm6HAcVEUjYIgzAWGiKJ4S+u6JlEUr84GvwauB8nXcR1/Ddknj1JTVIjZ2EzK5nUd1kX37s+Ex575L/Xsn0dTUyb19SkEBt76m1PtFRVbuJD2CAA9e6zG1TXpijbfp39Po6WRnPocXu73MnrVtR2gfsli9+61FWfnGBwOCydOTkQu05KcvJ5GSyMDVg5ARGR4yHDeH/z+P8ITrzZVM/RHKRg9n1cI8dNg1BuglzJJr+x9nDWFO3BXu7Ji3CqCzC00pX1NZaA3jU1p2Ap2k9GczLtWKUgaInNlWogBARlJSStwcZEKWc1mM+VL7qHYIJJs2o/KLklfbVcNx2KxcppuWLXpPGw6gw+1NDt5oHs8G4PdxJ7CPfjp/DhaepSf8n6ivLmcaVHTGBU6ikv1l/g+43tAynwDyAU5DtHB+4PfZ1TYtfW9L1RfYNaOWWjkGqLdozlWdgwRER+tDwtiY2lqSie59w5a7C0oZUo2n/6c86lLGFRXyUmfcE5o1Iwry+HWqBtx9oiEHc9RNe49vk9ZQLPGlebIwUzsNIl+Af2u2QeAwyWHefHIi1QaK7kh/Aa8td4sS19Gkm8SzdZmLtZeZGbCTJZcWIJerae2pbZtW51SR9OIJtJ8JLqPIArctO8mhlYORe2uZmKPibi5u3G8/Dg1phoKGgsIdA5kQuQEHDYHZrOZRqGRUxWniHaPxsXDhVBCsdNe/Hcbt/Et36JCRWGNkfSyBobE+KBRyhFFkQULFtDY2IhcbqFrUgjjx8zmsX0PYc6zMNx1NGlpaTw2xAv9vudYl9AJnbuWxC7PYDIV4Os9Du36xyH/IMYhD3LcugLRYWN5WA3fRNa19WH0JQWbT00hKy6MPQEGHvbsOJjYV/YWtoyvSOr8Oe7+owFJLWESk9jMZgBetj3DgAM/4OXci115PVh4pr3Iupv3eW6O3oCfrgqVyhtPn4mcbrLj3/AjiO0ScDKZCq02kj1Gb/RiNSUEYUbD5G4v8GOFgSdabcYvGIyMSMlCLkAXZy2eSgUmu4P7g90Z6GxEpfJCJtMgCDKMxjyKS5ZTXbUbmVyDs3MMvj5j0emiqKk9iI/PWBRyZ2QyFYIgYzrTWcWqDuffjW48yINEEcVgOkqQ7tu3j3379vHiiy+yevVqMjIy2tZ5hkeyJygKv4xUghqqCek3kCdbXRuTrKe4R/YVztouqMz7yM3pi6/vzfQaPgJ3rYai2o0cK3mPeOLQaAKprPwZRTm4v9SE7IbOyJNCUfbpTGnVGoxGybo6IOBWAgJuRq/vik7UYRJM/B5WsYpbuAWAnexkFB1/0/74k046rriSQw7BBKPmv08P/LtBcl/gZVEUR7e+fwZAFMWrKsALgtAd+FQUxf6t768HyddxHf8FmI1GZDIZ+amn2fThm0T16sfEx5/9b3frPw7JwGAFbm49cXaO+dv7s1hqOXS4P4GB04mJfpHcvE/Iy/uYhITP8fGWHvpL05byXfp3VBorGRY8jPcGv4dK/tsSbb+Hz85+1pa9PBA4Ffej/wadF9x/jKrCw4w+8iSdLFY+VIYRdMtKWDxc4tL6d8OhUCIrSsEBrI50o9JDRYxKib//cCIjHsPJ6TIb88Yy+LC9up+x70uSZ+UXAJEPA7pwd0UmHnYbJfgSSAWpExbyyKVvqGmpASRHyP4B/ZnReQb9AjsGnnaHnQpjBaVNpRwoPsDa7LXYRTvvDnr3Sqvxy5BWk8Y7J97hTOUZFKKIQ5DhQOSLXrdzJvdrNhpDqDRWoQAsiKhEEYsgoJApiHaPJr0mHS+tF3O7zmHN0bfJFmyIgEKuwuywopQpWTpm6VWz/02WJp499Cx7i/bSya0TDyU+hJeTF68de42LtReRtw7S7JfJqLkoXZiZMJM+AX0obypnb9FedhfuRqVWYREs1FvrUbQo0Nl0uJpdEQQBhbuCArOkJPAL5z1EF4JHtQc+Bh8eu+0xzp07R3Z2NkFBQWyfvJ0vZV926OsT9id4ueVldLqOBWnl5eV88cUXDB0agtnyNnK5Hbs9EVFIQ7QLXMwYSEjIGIb7X8B1+wcc7u7JPvtLPDf1ModLuw3MjeDkgdGYx9FjI/hXcjG5LpYOx7rvjJ4z3kaOB9k6LP/5aB+Upio8GuwkptYidL0FJn0O1VlYsjaxLU5DpCKOLpu/ZL/3KWxKKcNaW+5LWk0sw9RmunfvRr3aiFrujldWOjJDOdQX0nL7dzi0zphMRaSlP4G7e29sNgNGYz5+vhMQBAV5+Z/QvfsyPNz7duhXZnML4WoFqopUmhrSuGhYS1NLHvbWAaJMpkav70Zj4zlE0YGnxwAQBBoazmK11rTtRybT4nC0oNN1IjbmdT6S/5tXXL656vdZQGADG5hI++T60aNH2b59O7Nnz+arr76iV69euLu706NHD0SxHpvNQE1NDikpuzA0pXNa6E+Zrw8HlD2kfYoiA+z78DLVUVMazoGY7tzoK7Cu00DKVAbuKI3kniwlOl00XeI+pPH9ZVT/uJKcSDPdk6bjN/9RDh8biExQIDaacDhDs4s3k5IlOp+TTc5TDVN52XP1Vc8pnXQ6t1oXioi8wAu8wRsd2sxhDj748Bqv4YsvD/EQvviym928xmsdaBr/KfzdIPlGYIwoirNa398B9BZF8cFrtP8UKBdF8fXW9zbgLBIV421RFDdcY7t/Af8CCAkJ6VFQUHC1ZtdxHdfxF/DDy1IR0i0v/75m5XX8PlJTZ9NszKVH0gqOHB2Ol9fQK6f7kTLU7558l3lJ85iZMPMvH08URcavH09tSy1N1iZCXEL4ostc/FbO4NmwGI44mmiSydjk1ofQsz9KG8kUMPhpyX5bEBAHPIbpzErUVWls7/ogXXveTVBQGFiMkvHFhXWw+RGQq8DcAE6eYKyBOQck+bODki2w6OyD0FQJ4xfw4aFzPFb/LRuFQXwfpWb+sPlY7VbCXcPxd/b/3fOqr6+nSWji0QOPkl2XzZPJT9IvoB+bczbTaGkkwjWC2zrf1ta+sqqCY2tGM6iqgILOU5hhPEmwkw/FxgoC1CqSbQbcaiz0Q4lr8hBKA24kwDkEhUxBtamaObskulGUczCD6iqZGnYDXoOeptlm5Latt1HeXI6TwokE7wRqTDX08e/DXV3uYnPOZj458wl+Tn54O3mT35iPwWJAr9LzXO/n6BfQD51Kx678XXx85mOS/ZKZlzQPT61n2+fX1NSEk5MTcrmc3JJcFi5ZSJceXdhq3kpDSwOGFgOCVSCuIQ5PkydDkocghop8ePhDquXVUr8bonC3uhPjEYOx0Iiz3pksXRaHBxwmvUvb5C4+FT5MSZnC/Lj5hIeHY7FY2LRpMVbbWnx9i9FoAjAayxEEC4ZGT+QKKyqVSGK3lVQcnUbXsyV8GPgGW+s7sytgEfVmBy4tZch1HtRWn0R0C8ZzyDv85HqC8V5/bHbqk71u9KtzRt9kJ8IeT4s2AnX6KhROeuk76Gg195ApQaGmvs9NWF290NXV4pR5RBoQ5h+89gEmLoSkO6+52mYzcOBAEgGqJKLr/ZE5eYFSi8MvnqrqXViyN1KrNVHjrkRpE/ExaNC5dMZmKMDsoqdBbcZZ5kVk8ueonYIAcDQUUZu9BEtLGarmZqrcZSg9Yikq/g6Ho4UmuYP7ehVTrrVds19fnU2mr3wsHm6DyS04QVr6aerr/RFFgdtvn4jVlk5t7WHq64932E4QFIiitN8c79e4KPTBYjazprG96NOursDJdR+FXdrv+1vFrdwg3CCtNzYz9lICO7rmkZCqYel9MXjEJyHXuWDYtgP5kBgO3tTMrOESfz2uSc8nJ7wQETnr4WB5WA1n3ZrwNTvxUuMc5np/CIDVYkYuVyArP4u9LpdVbkeZEbTg2p9dK1SoeJ/3eYiHfrftP4n/WJAsCMIM4EFgsCiK5tZlgaIolgiCEAHsAYaLopjzW8e8nkm+juv4Z7HpgzepLS3m7g8+/2935X8FfqFcBAZMp6R0FX377MbJKfSqbR/a/RCHSw8zJHgIw0OGMy7izxevZNZmcuPmG3mhzwuk16SzKWcTvk6+BNjsnGgpA2Ba+Dhe7v4ofNDKa51zAPy7ScVpoihJmRUckSyzp3wJ3W6RnOIWDYKWRilDaG5sP+izZVCWCqF9If8QLLms3xo3eCKb7Rl76LvubnIJZ6tqArffdjuhoVe/Dr/G6dOn2bx5M2q1mu49uvOj/UdOVLSbrMgcMuTIOXnXSRrNjSxavwjXrALmsgIABzAkMBqDwkZnQcYDVJNQZUEh2jnawxkEgfX1KvYbJKrLkOAhDAseRrWpmnvi72mjwJQ3l7M0bSmnyk9RZixjaPBQ0mrScFW7crriNHbRjoCAXJBjE23EesQS4hLC4ODBDA4ajKva9YpzAzhx4gR79+5Fr9dTX1+P2WzGzc2N2267jdOnT3PixAkee+wxnJ2liVZRFCkoKODgwYNoNBrS0iRahkKh4KYZN/FhxoccrTzapqrQU9eTqMooesf0JqlnEoMUg7igay/uExwCQw8O5eUez3H04kekuh1hUI0rQ9zvIiz0PhwOK5dytrMzvZajptXcF1wH2HExWOl1poFtCQs4dPocryu/bdvnjkgvJk0vQGkX+XaDmtmTbdSppeBWYQdnq4x6TUdlB4BkUzzHm9ciZO1ALDrBCdlwjqxfh6ubCz0iFUSFe9AcPhb9xWWo9Z4w4FFwlQJR0eHAbDQiVyrg5NfY9aGo5XYEi0FqEz4YPoyD4F5w89IrPwhRhIoLcGkX58oWUOWpRGd04GKw4Nxsp9RPjdFJ+i5oZZ6467oSYe+C+uJuKD0rmR9VZUArrx7/RLBbpGMXHJG0tUGSCxTtENQLU2hXGsO7oPSIodycxReW9ygXSrFr3DnlYaJA0VEDemCFjnmZXthlIgtiqslzttCzxom78txYGFNDpt7KtJZhBMiC2ac5j1504gnlK0TXOVAq3dHr22sq0os3czHrRbZH9ePL4Gvf7x/hEX7iJy5xqW3ZzGO9eHyWEex2dMndaT5xmuV31fPGMxI96u4ML7480ZPa2rNYq+TUiBoaOznACbrlN1Dh6MZZUzzFl3IBETeliQjnGjzUzdz+YCXnO13djv1ybGHLf7zA7z9CtxAEYQSwEClAvlJtW2qzBNgiiuKa3zrm9SD5Oq7jn8XOLz/lUsox5n657L/dlf8VaGw8z8mUyQC4ufWiR9LKa7Ytaypj3PpxWFszZQ8kPkCCVwLJfsksz1hOF88u9PDtgVzWzqs+UnKEHQU7eKHPC5Q2lzJ7x2wqjBXsvHEnXlovzlae5blDz1FoKCTBLYqxEROYGDNN4lLnH5Ie7G4hV3bG4YBPe0jT5rN2Qtp62HaZ1NmDKfDVcMn4ZeaO9uV2K2x7Rgq6s7ZB7/sgfKC0buVtOIpT+FI5E7Og4f7770ehUFxBWfjlWSMIAunp6fz4449EREQgl8vJzs5m9uzZZNoz+fLcl8ztNpfjPx3HWG4EOZhkJrRWLb1U2xhtuch2n76MrTxCjUzBXuVgBpjP4dcqLfaucxw73QRuDaojRGWnSRXFaYs/G4qO46X1YmDgQLq4eJBbWkV+czVHmo4QqZLhpojhVHMGD3e/nz5+SSiVrtz5852YbBIXc2DgAG6PmoavVYbRKBIe3gsXlys1mkVR5MSJE/z888+EhISgUCjw8PDAw8ODw4cPo9PpaGhoIDIykptvlgpEreYWUjavJ+vYIRx2Oz7hkcgDQykoLUdvN6MyNTH0rtmcO7CTzJK0/6+9+w6PqsofP/4+UzOZ9F5JIRASehFp0hGsWFDQxbLi2nddV3efVfe77rpFXXVXXd3iYlldK64iggIKdgVCAiG0hFTS2ySZzEymn98fd6SXKKzgz/N6Hh7mlpm5+eRO5txzP+dzaCs08nbn+5h0Js7LPY/itmKWzFzCpRGX4uHY5eNyyWUlKymgAInksdrHeHrj07w26io6ml4gN+ZCst/+J77R19JX9g7lIpFtKfNZtjeDj3/w2EG1ib8iJPz5yWzmt3j400UdPDvahzeUhn/nZyYuKD6b0T94lk3Ll9FSVUFrdSUDx02gp7WZjvr9d43NVisX/PRuskaMAsDV082qJ/7E3u3b0BuNBHzaZ0inNxCfOYDzfnwXkQmJmNbchdz2OkUJl6DLn8ewcVMJa94EH/4Behq1UoqAzD+HtnEzqOtaRZ+7Eb+/m0jjALLjLiJ8wDysEYOPPNDW3qTdYdm9Eoqe0SqjdFZpg2cn/wSi0sFk1UoJlr2upSYZw6HgfEgdxQv/LcXeXYGOeExhEbx57ge8N+/gu+XmgAGzS4f9kNSVo9GjZxWrmBOcTWt1JebwCOLS0lnpe5ultp/wdvLefr3OgaKJpqVpC4bqjzBseBB/RxtXj5G8crk2CPO3a/O44O10PumKxB+QDGztIr/Fhj9O0ntBgLCVJsy2IJ4UPX0jUghUS9w2B+0RFtbN7ua5n5ce9H4Gv8Bv2N8GnVyWxmfDG7/2cZ+oE20kG9AG7s0CGtEG7l0ppdxxwD6jgTfQepz3HLA+FnBJKT1CiATgS2D+gYP+jkQ1khXl5Prs1RfY9PYb3PHScoTuBOv3nkQBv4+ydWsZPHEK4VFH7pE7HUkZ4IsvZ+J2N5A/+H4yMn5wzP33dO2hzl7Hq7tf3Te5R6Qpkl6v1rMSY45h6dlLyY/LR0rJ+JfG4w64uX/S/azbu47NrZt5YsYTjE8df8AxSFpdrUSbo7EYLP0/+KYt8Ny54AsNcsqbrc36l30WpI8BrxMQYOpnucC6L+Hf5+MYMItHagsBiIqKYty4cdhsNvx+P263m5aWFnw+HxkZGdTU1JCWlsbVV1+Nz+fj4YcfZtq0acyYoQ1M9Pl8/PGPf2Sk3Momqx+3cRCLMmM4o/JZRNpouOotrSTefxZAo/Zd4TLGURpMZ01gFiDIzo4iOWUrJlMxUnqo6DyLT1p7mZTWwNDYdgIBPaVb50FcHWNytuPzmWlsH0B8UiWRBkmlw0KND6LN4eSGZZGo30HoBilSgsdTwOhR1xITM5bw8Bz8fj9r1qyhqKgIgPz8fC6//HL0+v0XP19dHAAsXryYvLw8mip28d7Td+MP9pCQNgxrdjn2ZhftO8KwxHswhZvxOoN0VVsAHdaYWFzd3cx54D5u2vAT7F6t93965nTGTh7LdabrkOLY3+sGv4Fwbzhmo5l2Yzs6r453HO8wK2oav/vwFyzY/Dp2nY5NGX7uvawbr+nw3uEDXf73EdyW/EvanJK8eAN5hTHURhto2JvMuLXXE+fYydrmQVT0JhCbXUDh1JmMnnc+AI27dtC0ZzeRcfFsXL4MZ3cX2fOvockRIPDJ6zhdPYyecQ5CpyPMGoHBZKKpYheVRdqsh5b4JCxZg4iwfc65xi+xGg5IbYjJgqzJWi9z5pm4LOnYmhpIys5Fb9TR21WP0ZzMZ3udTBucSJhR+11VbymiungTExdciTXm6NNIH1V3Pay8A1q302vr5OnKMwmLjGTQGRNxdncxeOIUbFNN/JW/sowj5/f2R4E9j/979GJ2thfz8q1baRjci9fo+8avB1DyYjajq2wQl4vvgn8wiXlszukG4B8/ymDqpxF0DswmPn8IvLsaXVoageYmhARfskSXYUBfHMrN1+sRYWFIp5OgHv7v/mbeulRrcE9fH8Fjt6ezZ7CHm//RQKQ/nJfLHmbC2Tec0PF/EyejBNy5wGNoJeCelVL+QQhxP7BZSrlCCPEBMBxoDj1lr5TyQiHEJOCfaHfGdMBjUsojV6Q+gGokK8rJVbxqOR+9sJRbn3mVsIgIqoo3ERmfgL2jHb1eT1tdDQmZWeSOHofQ6ZBSUrxqOY27d2IODyfvjIkMHHfmCc8kV11ShLOni/wJUyj/8jOKVrxBV3MTAGn5hSz8zQPoDuhRPZqA30dXcxMJmf27tf+/EAi4sNk+Jz5+Ojqd8fhPCOlyd7G6djWl7aXMHjCbzr5Ontr6FEIILht8GR/Wf0hFl1Y2yqQz4Q16uWvcXVwz9JrjvPLX8NUMcoPnwaXPaFMpn4h1v4NPH2Hz+CdZuamKTBrJpoEqy2hc5iTMZjNWq5Xo6Gjq6+tJS0vjnHPmYQnV7X7mmWdwOZ1MH15Aa3UlLvTU12/jVrRqGO2XriThnSsQMQNgwbNaTzdoPeMNm8DeiCy4EHQGmpubqa6upqSkBLfbjddrY9jwT7BYOnH3RRERaaOldSgpyeVoQ2XA5cogIiKSYHAXPY4kentSSE3ZiV7vR0rtnG9vz8LnzSQtIZvOjlKik3djNHqRUtDVNRKXMwZbl4HYmDMJD4/g4osvxmg8/LwoKiqipqaGBQsWoNPpWPOfG9CnrEfoJNpsHRIhjEh5SGPHm0BC4nQcfWU0bGklb+wsTHFR9Hra+azHzYs12vT1kUYLPbpebAO76cnqoS/p+FUJAKJqoxj25bB9jW6A6nnVuJJdx3gWDCtK48KP5rAicSvBgAV97xQePv9SVm4Osmp3GYmJnxNrLsIrINEHwjKLa6deyJ7ucgrjC4kPi8disJAfl091dR0fPvFHOlsacIT7qU2Fsvw2Lhp0EVPSpjAraxZ2t48n11dS/d9/YQm4CQ+4iPN1YZABMIXRY44g1uAkLimDpKR0LLGJfNjop6O5mZz2LQifh/DoGBKzc6krLSEodHwWO4Ex51zIjYUm9hR9yablWsM1KjGJxKxcwqOiyB41lkHjJx31b2BnYz07P16HvaOdyZcvJiZFy8nf9ezdvLumjMUjWkle8DvIn3fQ837Frw4a3BZBBA4cB+0TaQ9D7xPofYKs2nhKJtTv23bDk2dRusjOxoSDe2kPNfLLdEonHt5La3WZmWs8hzeNywF44ONYfpnxBjJ7Gi/96W5+eOej+EMXSW/96ioo7yO/TEvr6Rg8mLRHHyEjMhLPzp10Z1axZ++DZO2ci6Oyj+rc4cy48ipcW7fS+uZbiKGFOCeE0fbJaka05hKRnUv4yAKsw8egP8JdmW+LmkxEUb7ndn6ynvee+jPXPfZPOvbWseLPfzzifrFpGYw9dz7GsDDee/JRrDGxBINB+uw9jJ53ATN/uL/Ossfl5JP/PEd1ySaGTJnOsOmzsURF43Y4iE1NO+jLxNFlY9PyZWxZrZV4MhhN+H1e9AYD2aPGUbVZ6xW66qEnSMrOxdXTzWevvkBfby+DJ04hf8IUdHo9Pq+HL15/id2ff4zD1smCe3+/79bsd1lFVwUPFz3MhuYNpFhTGJ8yniXDlnDLulsYljCMP03904nP4Hcoe5NWf/k4Fz4el5O920sJBgKkDBxEdFLK4Tu5bFpe6Ogf4D/jBvRPT0X43cjoDMTC/4A5Cln3Bc5Nr/BFSypVTR7cDgemsDAs0TGIxBTqvJIpFNHmCMcgPeRHtDFSaOXq+vwGjPogrzZPIW74NPInTcXjdGAwm9n2wWp6O9px2XvQ6fUMnzmXnNHjSMjMwmSxYLfbMRh62bHzxzidVWRl3UdO9iVUVj7A3vpnyM76KVlZP0KvN7NjxxbeeGMFBoOBSy65CLu9HbfbRVJSIlVVrcjGWvZ8uAZDZDRdqdkkxPkYMHAX4dbdCKE1JCIihpCddQvJyefh8bRhNh+5hi5AZ+fHbNlyHUFnKkPH3YrH00pq6iXo9RHUN/wbsymJ+Piz6LGXUlf3DxyOCixhuTgdVej0IHQGdDozfr+DSo+ORp+ORq+OOAOcmTYFqzmOtggdXnJIlIn0ZPZws+Em3IYjp2SYu8wUfp5HzvYImgrb2XBh9WH7GHw6ElqstGT2klwbRfJHGQSPcW7qZBjRriSG6Hpx6trZYdITOMI5d0bCLDbUNhL0RmGK2IE0aZUlkELL5wBKFpfw82XbWVHawITCbhZPzGRrRQItrTauzZVUfryGClc1ZeZ6bNFezt2ZTbBXu0iQCBos6XRmjOF8Yw0Nu3eyOXIEabKbVHsNjWFpZLi1C/b4nDymLVzM5pVv0WfvodfWidvRy9jzL2bSgisOm5SpeU85r/z650gpMZrMhEdHs+j+h7HGxPLuEw9Ts/Fjbhn0GTohYPLtMPs3+z53QYI8yIP8hb+QTz7P8zzFFLOIRSSQwDKWMZ3pBIMBetpaiUpI4jp+yAuG/qXOWWuX8Ir9QiZsfIVbxr3HG6N79m0TQcGiZ2fhiHTzzkKt5nZEwMoHrSso/vVSivP28OwvtbZYgSzglqduwev1MiUzk949lWwzGuhxOomJidH2KRhCcspyOju1iUfa2wfQ1jqenh4TwSBERbUTFTUGu12bkEiv15OXl4ff76etrY1JkyYxceLBlUe+DaqRrCjfczVbNvPmg79h2lVLKFrxX6wxsViioskeOYbEzCxS8vKpKS2meOVbtFZrAzliUlK59tG/I3SC9c89TenaVUxdfB3xGZkUr1xOe10NbqeDjIJhNOzcjpT7b8km5Qzkkl/+BmtMLAG/n5fu/RntdTUMnTqTgrNmULxqOXqDkfN+8nMMJhOdDfU8f+fNzLjmR4w5dz7vPfVnyr/4BEtkFI4uGyPPPo/ZS27m7Ud+T2XRBkyWcLx9LvQGA5MXXU3a4AKScnK/81NyNzmaiDHHEG7UvoT9QT96oT/hHvxvwu/zodPrePneO/edEwAj55zLrOtuOihtp7OhnsBLlxMTaEGfPQF93ecELnwS3roJvd/JV5N4A7T4E9iaeivhsXH43G56OzvobmkiPSnInL6Dc7ubkuYRDErSO9ay2XwubdbR7P7iEy3fISQyIZHUvHzCIiJwdNmoLikCKTEYTYy74GISBmQTGZ9I8sA8wL9vRrJg0Ifb3Uh4ePZB71lSUoLVamXw4MEE/H4MRiPO7i5euudn9Ha2M3T6bGYvuYW1/3qSXZ+sByHIHT2GID3oI1uJyKlEmG2YjGl4fU0MHvQ7MjOvPOg9nM4qtm+/HYdzF64OM2kR9zH23IXH/Z189X39xNWXMGLuHKZd+SOE0OPxtGDvLQMpsVoHYzYnYTAcfnegYuPnvPqv37LxwhbEhQM4h3NYGlzKVt3W4743wAD/AObumMm2L7dgj3Wj8xgQUhAWyOGG0VcwPr2Qn6x+FJvcQpw5iXk5s7lt9G1EmrRewmB3I3v/OplaQzgFI8+nOC6Zh4stNPmKMUTuQCfDkYZOAs5cfnzm5UQYYnj2QycdYS8jwvcw3vxr1m0NZ+K4L9nufBuAuLA4Hp/xOKOSRh1UJhEgRo6gt+E8hpgjePH2uazf08WNLxZzztBk3i9rYM6wNJ5YNJKX/+8XdNRWURZZSHnEYDzRadw2p4AxWbGMyowhGAyw8i8PsWfTF0TGJ7L4wcewREYhhOCDpX+j9P13sURFs/iBv9Dd0syy390LaJ0OXU0NjD3vIqYvugLe+4U2gc3Zf9CmPjdHawNq0UqmCfZ/zttpx4qVcA5Pe2qggUlMop76w7YlkMArvMJL8iXKGuvYW/17Ps7PJOvp8Vw98Qk6ravp1kfgtPjos88gpiOBwR3bWHP5PTgjtbsGWRV5/OCxcbxwz3oaMrQhZte2X0vWU1ksWLCAYcOGAVpN9fLycjZs2IDRaKSurg6dzk/eoI0kJXUjRCgXXEZiscThdtfh84XR5xpMVta9tLV1sHPnTsBJbu5gCgpGkZ9/4mU6vy7VSFaU77mWqj28dM8d+5YX/vYhMoYMPWw/KeW+HMHskWNIytZmIPN5Pbzx+/+jqVwbTmAwmxl0xkRGzT2PtMEFOLu72LPpS4J+Hwgdn77yPOFRMRSeNZ2mil3s3b6NC++6l0FnHL2X4F+3XYe9vY38SVMp/+ITRs09j5nX3sj6559m65qVDBo/iT2bvmDywquYcMlCmveU8/7Sp2iv1Xq74tIzGXveRaQPKSQ+PfOo76McWzAY4JP/PEfJuyvQ6XUE/H7OuvJaskeOoWz9WrauWcnEBVcw5tz5bP/wfTob9rLr0w8piGxmborW81vmKWR9Yxp6n5ORSV1Eh0l6M2aTG+cmdc8zkDkBzrgeRlymvWlXLby2GFrK8JnjqAsfSfbAQRjOeQD0Bq36Rpg2cUJPWyu9tg4MBiNet5v0IYXoDfsna3HYOmmtqWLbB+9pDeaQuLQMRp9zISPnnEN3SxMxyalHzM+XwSDNlRW899Sj2NvbiE1Np7NBGwQVnZzCot/+iYjYOFz2HjYtfx23w0lzZTlmqxWvy4WtuZ70SS2ExfYRkdpHwKvDZ0snPnU41jgj7W2fIPVdBH0GWrfEYtsdxw9+/0/iM/p/zj53x03EZwz4WnXPg8EAz91xE90tWlbksBlzmHbVEnqNThZXXcTagg1HfF68K56kNUnoenWIUOrJyNjh5EbnMi5jPPmx+eTH7W/YOLx9XLFqIfW9ewnKIFcWXMnPx/1838DUjR+tZMSHP8QivPgw8m7gDNosA6kwDOa3WaW0Wwez2jGIGxZejBCCpu4+7n57IyX8GOmPZFLMDRS7/sqMATM4L+c8Hip6CL3Qc9/E+7h+7fVMy5jGyOjz+XfpCroNnwAQprdyy6gbWZS/iOff3YRj03+4WP8ZA3XNiPB4/Mkj6HTq6XN3EeeqZqe+gO3OKOboi0lLG4Dx4qfwxw5k65qV+2Y1jUvPpLejHZ9Hm5HwnFt/RuHUmYCW3tZr66SutIT4jAHMu+UODCaTdnH32mLYvUor0ThoDsy6Txtka7RA+25t1kfD8S/2K6jgTM6km24AruZq7uVeUkghqnoL7F7F52few6Xbanmj5hHeDBvCy6laHrgVPzmOGkb2lufJ4LYAABlxSURBVPNF9ChqwjMwhhXTMOFH+3rt9X3pBCz70zOuWXoT49xDueWWW9AdZVxLbW0tW7duJT09nXHjxtHXV4fdXkpzy1t0+g1sMM5nUKCY5d1WXMYBnBXpR9+3g11uE1HmBC4uuIbJsd9+2oVqJCvK95wMBil+9210egMyGGDseRd9o9fZ+NbrbHzrdRb+9iGScwYedb+G3Tv4+MVnaKnagyUikkmXL2bU2ece87VL3nuHig2f0VJZjiU6hoW/foCYlFR8bjcrH3+I6pIiwiKj+NFfl+673en3+Xjvr48QHhNL7dZiulubiU5OYcnj/zolva+nu/qdZez+7GMyhw7HGBZG4+6dZI8cy4BhIwAo//JTNq98i5bKCgqmTCfg82GNi2PGNTcghEBKyduP/J6qzftrtpqtVgaOGc+0hQvRv3EN+rbtfGC+CnNqPhkFQ8kdM35/IzYY1Oo2Fy2Fzj0w/kZoKoGGIjBYtHzjIcc+T74Ot9NBb2cH7bXVlLz3Dq3VewizRuB2Ohh73nymX/2jffv6PG6a95Tz4fNP01FfR1RiEpmFwyn/4lP8Pi/RySlc/8TSY76flJKAz0dXcyNNFbvp7ignEL0WX3Av+rA+Aj4djqZwHI1WfLYMZlx1FwOGj/zad0DefOA+nN3dXPXQ4wDUlW2luqSIwROmEJOcgsFkorW6isTsHCwRkUgpKV37Luue/TuzltzCtnWr6dhbizUmFqPZTFdzE21pDp773TbaI7TZ8wYxiCUs4WZuRngFHX0dVHdXMyJxBInhicc8Pl/Ahzvg5vGSx3mt/DUWFyxmbvZccmNyiTJF8fGnH/Hku8UsMqxnrrWKiFAZQwxh4Ncancz+DYy7Thug2V7BlRXPU9ZZBmiT1bx2/msMiRtCUUsRN39wM56AB7PezPsL3ic2TBts90XjRm5bfzOx5lja+rQe0YVOL79qa8GZeibWvLPA0Qp7v9SqYCTmQ2QKVKxGouODwCimmfdgGjQDFmr58ds+WE1HfR17t5fuu3ha8vi/9uUgH5fXBW/fqlXcqP5IW2eOgthsaNkGlljtIvKiv0F4nLa9t1UrQRd18HuUU84LvMBZwUnM9Z2FMEeB3wN/SAEZpHzi3Uwz7c+BviUziQuSYhgcbsbq7YHW7QRTRrDepeO/LTbeT7uTqtiDZ2oFiKj8KQlVCym0hpEXH8eU2AguSIwhTN+/FLDSXhc/LKuhyRMqF4gkQXTSIhMAEASR6Lglycmvh07uXxxPItVIVhTlpPH7fBiOMCDpSAJ+Hzr94eXAjvf6+kNKiEkp6WpuxGAyEZVw5BzPYCDAF8teZuNbr/GDP/6FlIGD+v2e32U+txuD2XzUGPt9Prasfofq4k007Np+8MbQc86+8ccEfH7WPfM3YtMyGDl73lEvpIKBALs//5j3nvozI2bNY84Nh5TMl/K4ec4E/PDOT2DrSxCdCWcs0abZPlLZupNk/2DUHTSW76LP3kNsajqR8fF43W7aaqoIBgJYIqMYf9FlDJk8jYjYOKSUbFm9ksyhw0kckP2N3jsYCPD5sucpXbuGSZctJnVQPgkDsr9xetAHz/yd0rWrCI+OAbRSaQcRAqQkPDqGxQ88xpbV71C04r8kZuWw+IHH0On1NOzewca3XsfWWM+QydOIS8sgblIBfzP+nUQSuYmbMHFis0QCPLjpQV7a9RIA2VHZXJ5/OQNjBuJyJrDL/ikT0kdQ4A8S4eiA7Cng7NDKDe5Zs7/2MOBKH4t9wVI223aSF5vHkLj9s0LW9NSwqnoVBXEFzMqaddD729w2ok3RFLUW8auP7sLu7uLjCQ9hKTj/6AfdugMZnsD0f+zkj96HGKJv5jLD41x55gBiw03kp0QyLD2axvJddNbXMWL2vKO/1rF0VmkXiBWrtTECg+aArQbKlmll5nKnw94N0FMPEclwW5G2/lBv3Qy73oG4bO1CtG0HRGfS19vKgpGPI+NzSXB38NSooUQm5Bz+/JCP+ZjpTD9o3TXyGm6yPc7jlfV06000eLy0e/1E6nXcnpVMp8/PiMhwLk4+vArILkcfr7fYeK6xg3ijgUeHZGL3B8m3hjHIYmKzrYmmQDhz462UbllMVsYiUlMv/WaxPAGqkawoyveC2+Hg7zcsJiY5hZiUVILBICkDBzNw7Hh2f/4RfXY7CVk5eJwOopNSGDJl2nc6j7mjvo6X772TMefOZ8qiqw7aJqVk3TN/Y9dnH+Ht6yMpeyADx53JmHMvpHjlW8RnDCBn9BmsfOxBaktLAMgZPY75d92L3nD8iyB7exsR8fH9qkZyVHs3apUqjvTF/z/k93opeW8FLVUV2NvbMJjMpOcXkD5kKOlDCjGHW4//It+AlPKk3OFor6th4/JloYtJHbFp6eRPPIvOhr30tLXi7OokMTuXtf/8K6awMJzdXYyYNY+Z193Yr9/tySSl5KVdL9Hj7WFF5QqanE2H7RNuCOdXE37FtMxplLWXUdm1h6zeDqY7erWZ9kxWraQaQMoIrcHodWgXWF4n5J8DaaO0WSItcWAMO/xAdq1k49vXcX1qMtcNvRa9zojNbeOivIuwe+1MSJ1w2NTx75Q20fzWvVwnlzPb8iq13Vo1lJhwI09dOYaxWbH7ysYd6+fvcvmIMBswGY7R89rTqN1liR+ozXDZuBk8DojL0dKNHC0QPUC7oCy8GLy9EJ8HO96E5Tdrr2GO1nriz7oTzroLPvg1NGzWyj4GPNpA3dtLj5rOESRILrnUodVwNmGimmrSST/o5/m4q5dHalrYbN9f+eSe3FTSzEYiDXq22l2U2F182e0ggGRyTARPFWaRaDr6uXeyPhvfhGokK4ryvbHz0w/Z9sF7+DweZCBA+95aQKuoYTCZcDsdCKFDyiBRiUlEJSYxYNhIdHoDRpOJiPgEejvaiUxIZNAZE5HIE2sI/o8EAwFe/OXtdIR+vjMvvpxxF1yCTq+naMV/aa3aQ83WYgYMG8HY8y4md8wZR3wdv8/HxjdfReh0jD3vYszh/ayPrJz2GnZuZ9WTj5Azaiyzrrv5oNztU0FKic1tY2PzRtpcbUxIm0BjbyP/3PZPdtl2Hbb/o9MeJTs6mx5PD6PqNuNv20VY8zZteJvRqqUnCB24uw9+YuIQmHEvVL6vNTR7W2DvFwSEjuvzhrPZr6WUfFViEeDsrLP56ZifkhGZcVBjzb/1NQzLb0De/CV7yKS2w8nPl5XS4/ZhNui5eHQ6910wlMZuF0+ur2RrfTeXjslg8YQs/rq+klc21uDz+7GYwzhrcAJ5SZGMyoxmRn6S9j5Saj3Hq+7SpoMHbeKS1FHQugN8TrAmanXNvc6D48lXRQO1//vCkuk0JBPjacKAnzBfN9IShz3vIiKCPeh3/Bc553f4ItIwVazSnjlqMWRNwh408sqGOl5sW0vxhCfxxTZzj/8+7o/96RF/l76gZJezjyiDnlt21lFyQINZL6DAamF8tJWfZaeQYDq1593xqEayoijfS1/lYgaDQYZOm4nBZMLjcmGJjKK6ZBNbVq/E63LRXFl+xOdHxifi7LYRFhGJ0WzG7XAwYPhIpl/9I6ISjp2XebLZmhpw2XvIGDIUV083n7z8PDs++oBpVy2hbN0abM2NGM1h6PV63E6tzuqwGXM4+8afqPzs77FT2UPXX76gj+LWYjY1b2Jk4kjSItK48+M7qempOWzfQbGDyI7Kxhf0YdKZqLSVE91eQVwgQFxQMsycwJTudpKcocoKehMiNkfrgR13HVJnoM5eh8VgQQhBWXsZHzV8xPLK5QCkWlO5fvj1zB84nwc3PciGveuItLeywC3pjUxknd4H7h7GeYJUmCxUCQO5PsGsLh0BfzKRFiuf9ibSJczMZRfzTNpg1L8N+DOragVNPX1ESQcjjA2cYyrlguA6IqUDT+oZmC79B30eD+ExyVoPus8NHRWQPExLoWkqYe9Hj1Nfv44Evwe8yVQEM+g0pdPj15Epm8kRrVTLFPqkiR0ym9VMoitgwaCD14y/ZazQ/tbZiMYs/FilEwfhNMp4MmnDJPy0WAbxZu8Q2tNnc9HUMyhr89PmMXDbzDzCj9Lg7fT6aff56PUHKYwIw6o//ToWjkY1khVFUY6hq7kRkyUcodPhsHViDg+nuqSITcuXkTPmDGRQ4u1zYTSHUbHxc3R6Hen5hVhj48gs0L7A6ndsw2AyE5OSSlx6Jsk5A2mp2kPdthKik1JIyskjKSsHY5h2K9je0YbH6SQ8OuaIs3o5umwEfD7Co6Lx9LlY+uMlBHw+piy6mh2frKentZnCqbM4+8YfI4SgtbqSsvVrsbe3MmjCZCyR0eSOGXda9oIryvH0+fv4tOFT/EE/OqGj1l6LWW9mbe1aHD7tItAf9JMfl8/AmIEkhyfT5mpjQ/MGWnv2cmZnPV4heC/CSqw5lllZs7hs8GXkRueyt3cvA6MHHjQV/J6uPWxp28KKqhWUtpeiEzqCMoiQkpRAgOZQL3xUIEBUUNJgNBAWDDLM46XMbCLFH+DZllYighKnTvBoXCwFHg9vR0XTJSDH5yPdH2C32UR4MECaP8BkVx/Vhny+9CdQ6ptMRLigx9vOtEIDAxNiiTKH0eHqxeXW09zrYEvHZwSN2iBHkzBz1+g/EKaPIiHST0bkANq6LHj1Dej1bjY1baei1YHPayEp0kJVdyW9nmqmOlqxmSMoN4zG5WphQsDIdE8lyXiwJGcTMLqJbt1NQkc1OiQBKfBipJdw/FGZpBmd+P0+7JYBRAw/F9PAs0BnhKhU/B4n3qbNhLfuhO694OmFYEBLf4nLhZThWp550KfVVhc6bWCmlKA3wsCZkDriWz/XVCNZURTlJOluaeb9pU/h6OzA0WXD26fdZgyLiCTg9+NzHzzDmU6vJxgITdMqBOFR0VhjYmmv299LNnTabLJGjmbg2PGYwiw4u7v4zz134OjsQAgdQicIBgJYY+NwdtkIi4ziort+RfqQwm/t51aU75Ldtt2UtJbQ4+mh1l7L+r3rcQfc+7bPHjCbudlziTZH4/Q5qempoaqnig9qP8AT1CplLByykCVDl1DRuYOl2/7FnJx5jE0YRWJUOgEZIEwfRnFrMR/Vf8SyimXEhsVSGJvPtvZS7H7t74JRZyRG6gj6XHTpdWT5A7iFoF2vw/8t9vAbdAZyo3MJyiAOn4MWZwtmvRlP4MgTy0QFgvzGMIQc00DSw4PsLt+O1VlDsz4bu1eiC2ugMsJBkj9Ans/H8ggr28xmOvV6hnq9XOrVM1NY8UoQAQ+tfW0k+rxEHtDmDAJtej07QhcZBVPuRjf1Z99SRPZTjWRFUZT/gWAwQHttDT6Pm/T8QhACV083HfV1tFZXEp2UzMBxE+iz99BWW0VbbTVdTY3YmhrJn3QW0UnJVBZtYNenHwJgMJmRMogMSoIBP5aoaHJGjkHo9Yyeez5J2bnUbdtCUm4e4VHf7mA3Rfkus3vtrK5ZTWdfJw2OBlZWryR4wARIAMnhyZyZeiYzM2cyMW3ivkl9+mNj80bu//J+9vbuZUTiCO4Ycwcd7g6mpk8l3BhOZ18nkaZITHoTvqCPzS2beXPPm+iFHpfPhd1nJ9oUTW50Hn2ueFocXXS6bCRZk4i1CiIsfuIsERj1RsL0YWxt28qaujVYDVYKEwqx9dmos9fR4+054vENiR1CemQ6G5o3kBeThz/oZ1jCMDY0baDR2YhJZ6IwvpBUayo93h7K2svo8nShF3oSLYk4fS56fXYEBiCIJHhQJRtjECKDenwIeg3+o8bJHIQ4ewZ9ljYcJs/+CwUJY62zeP6yx/od85NFNZIVRVFOY722DnraWqn48jN0eh0IHUOnzfrGJccURTk2h1frTe10dxJhiiA7Khur8cSqmngDXmxuGynWI0zd/i1pcbbQ2ddJsjUZk95Eua2c0vZSVtespsvdxfjU8ey27SbSFMmuzl2kWFOYnjmdZmczRS1F2Nw20iPSEQgaHY2Y9eZ9PfB6oScgA1iNVjIiMhibPJYGRwN2jx1PwEOvtxeJJMGcQWmnVktdoAMEqcYxOH199MhdILQ7azqMGAJJ6IUFv76ZKcln88Tc+7/1mKlGsqIoiqIoirJPIBhAJ3QHDez8ah1oAyqNOiMlbSVsbtmM0+8kNzqXs7POPmYvu5SSVTWr6PH00OJsYVrGNMalaG3QNlcbb+55k4beBq4suJLCeC1lzB/0Y9CdmioYqpGsKIqiKIqiKIc4ViO5f3MKKoqiKIqiKMr3iGokK4qiKIqiKMohVCNZURRFURRFUQ6hGsmKoiiKoiiKcoh+NZKFEPOEEOVCiEohxC+PsN0shHgttH2jECL7gG13h9aXCyHmnsRjVxRFURRFUZT/ieM2koUQeuAp4BygELhCCHHoNE9LgC4pZR7wF+Ch0HMLgUXAUGAe8LfQ6ymKoiiKoijKaas/PcnjgUopZbWU0gu8Csw/ZJ/5wL9Dj98AZgmt8N584FUppUdKWQNUhl5PURRFURRFUU5b/WkkpwP1Byw3hNYdcR8ppR/oAeL7+VxFURRFURRFOa2cmulNjkAIcQNwQ2jRIYQoPwWHkQB0nIL3/f+JiuGJUzE8cSqGJ07F8MSpGJ44FcMTp2J4bFlH29CfRnIjkHnAckZo3ZH2aRBCGIBooLOfzwVASvk08HQ/jud/Rgix+Wizrij9o2J44lQMT5yK4YlTMTxxKoYnTsXwxKkYfnP9SbcoAgYJIXKEECa0gXgrDtlnBXBN6PECYL3U5rteASwKVb/IAQYBm07OoSuKoiiKoijK/8Zxe5KllH4hxG3AGkAPPCul3CGEuB/YLKVcATwDvCiEqARsaA1pQvu9DuwE/MCtUsrA/+hnURRFURRFUZSTol85yVLKd4F3D1n36wMeu4HLjvLcPwB/OIFj/Dad0nSP/0+oGJ44FcMTp2J44lQMT5yK4YlTMTxxKobfkNCyIhRFURRFURRF+YqallpRFEVRFEVRDqEayYqiKIqiKIpyCNVIDhFCzBNClAshKoUQvzzVx3O6EkI8K4RoE0JsP2BdnBDifSHEntD/saH1QgjxRCim24QQY07dkZ8ehBCZQogPhRA7hRA7hBC3h9arGPaTECJMCLFJCFEaiuFvQ+tzhBAbQ7F6LVSNh1B1nddC6zcKIbJP6Q9wGhFC6IUQW4QQK0PLKoZfgxCiVghRJoTYKoTYHFqnPstfgxAiRgjxhhBitxBilxBiooph/wkh8kPn31f/7EKIn6oYnhyqkYz2RQE8BZwDFAJXCCEKT+1RnbaeB+Ydsu6XwDop5SBgXWgZtHgOCv27Afj7t3SMpzM/cKeUshCYANwaOtdUDPvPA8yUUo4ERgHzhBATgIeAv0gp84AuYElo/yVAV2j9X0L7KZrbgV0HLKsYfn0zpJSjDqhDqz7LX8/jwGop5RBgJNr5qGLYT1LK8tD5NwoYC7iAt1AxPClUI1kzHqiUUlZLKb3Aq8D8U3xMpyUp5SdoZf4ONB/4d+jxv4GLDlj/gtRsAGKEEKnfyoGepqSUzVLKktDjXrQvhHRUDPstFAtHaNEY+ieBmcAbofWHxvCr2L4BzBJCiG/naE9fQogM4DxgaWhZoGJ4MqjPcj8JIaKBqWhlZJFSeqWU3agYflOzgCopZR0qhieFaiRr0oH6A5YbQuuU/kmWUjaHHrcAyaHHKq7HELplPRrYiIrh1xJKE9gKtAHvA1VAt5TSH9rlwDjti2Foew8Q/60e8OnpMeAXQDC0HI+K4dclgbVCiGIhxA2hdeqz3H85QDvwXCjtZ6kQwoqK4Te1CHgl9FjF8CRQjWTlpArNtKjqCh6HECIC+C/wUyml/cBtKobHJ6UMhG4vZqDdCRpyao/ou0UIcT7QJqUsPtXH8h03RUo5Bu0W9q1CiKkHblSf5eMyAGOAv0spRwNO9qcFACqG/RUaP3AhsOzQbSqG35xqJGsagcwDljNC65T+af3qdk3o/7bQehXXIxBCGNEayC9JKd8MrVYx/AZCt2Y/BCai3Tb8aoKkA+O0L4ah7dFA57d7pKedycCFQohatPSymWi5oSqGX4OUsjH0fxtaHuh41Gf562gAGqSUG0PLb6A1mlUMv75zgBIpZWtoWcXwJFCNZE0RMCg0stuEdstixSk+pu+SFcA1ocfXAG8fsP7q0GjaCUDPAbd/vpdCeZzPALuklH8+YJOKYT8JIRKFEDGhxxZgDlpu94fAgtBuh8bwq9guANbL7/ksSlLKu6WUGVLKbLS/d+ullD9AxbDfhBBWIUTkV4+Bs4HtqM9yv0kpW4B6IUR+aNUsYCcqht/EFexPtQAVw5NCzbgXIoQ4Fy1HTw88G5pOWzmEEOIVYDqQALQC9wHLgdeBAUAdcLmU0hZqED6JVg3DBfxQSrn5FBz2aUMIMQX4FChjfy7oPWh5ySqG/SCEGIE2EEWPdqH/upTyfiFELlqvaBywBVgspfQIIcKAF9Hyv23AIill9ak5+tOPEGI6cJeU8nwVw/4Lxeqt0KIBeFlK+QchRDzqs9xvQohRaINHTUA18ENCn2tUDPsldJG2F8iVUvaE1qnz8CRQjWRFURRFURRFOYRKt1AURVEURVGUQ6hGsqIoiqIoiqIcQjWSFUVRFEVRFOUQqpGsKIqiKIqiKIdQjWRFURRFURRFOYRqJCuKoiiKoijKIVQjWVEURVEURVEO8f8AafieOwmamPYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def match(a,b): #duplicate R's match(a,b) for lists\n", + " if str(type(b)) != \"\": raise Exception(\"Need 2nd arg as list\") \n", + " l = [a.index(x) if x in b else None for x in a]\n", + " res = [] \n", + " for val in l: \n", + " if val != None : \n", + " res.append(val) \n", + " return res\n", + " \n", + "###%matplotlib widget\n", + "import matplotlib.pyplot as plt\n", + "def plotPaths(price_matrix,result,cols=None,col_idxs=None,limit=4):\n", + " plt.rcParams[\"figure.figsize\"] = [12,4]\n", + " rng = range(0,min(limit,price_matrix.shape[1])) if col_idxs is None else col_idxs\n", + " print(type(rng))\n", + " print(rng)\n", + " col_idx = 0\n", + " for i in rng: #max out at 4 plots\n", + " for j in range(result.shape[0]):\n", + " plt.plot(result[j, i, :].get()/result[j, i, 0].get()) ###was:df['date'].values.get())#, result[i, 0, :].get())\n", + " plt.plot(price_matrix[:, i].get()/price_matrix[0, i].get(), linewidth=3, color='lime') #MJBennett\n", + " plt.title(cols[col_idx] if cols is not None else str(i))\n", + " col_idx += 1\n", + " plt.show()\n", + " \n", + "picks = ['GME','AAPL','CROX','IBM']\n", + "col_idxs = match(cols,picks)\n", + "plotPaths(price_matrix,result,cols=picks,col_idxs=col_idxs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sample points in the 3D result space to be sure that it is fully populated" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(753, 4266) (16, 4266, 753)\n" + ] + }, + { + "data": { + "text/plain": [ + "(array(140.970001), array(199.41287954))" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(price_matrix.shape, result.shape) #Before and after block bootstrapping\n", + "price_matrix[price_matrix.shape[0]-1,price_matrix.shape[1]-1],result[total_samples-1,\n", + " result.shape[1]-1,result.shape[2]-1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Observe paths for first security, security 0." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CTBB\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[19.84 , 19.604, 19.337, ..., 23.551, 23.814, 24.012],\n", + " [19.84 , 19.866, 19.875, ..., 33.95 , 33.768, 33.78 ],\n", + " [19.84 , 19.696, 19.662, ..., 18.728, 18.874, 18.84 ],\n", + " ...,\n", + " [19.84 , 19.911, 19.871, ..., 17.133, 17.149, 17.11 ],\n", + " [19.84 , 19.831, 19.458, ..., 26.436, 26.2 , 26.724],\n", + " [19.84 , 19.849, 19.849, ..., 24.432, 24.461, 24.5 ]])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(cols[0])\n", + "result[:,0,:].round(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Unit test the run_boot_strap() function to be sure it is reusing price paths segments as expected." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 6 , 1 ] 6\n", + "(6, 2) (3, 2, 6) =====\n", + "sample 0 \n", + " [[1. 0.66666667 0.66666667 1.33333333 0.66666667 0.44444444]\n", + " [1. 0.66666667 0.66666667 1.33333333 0.66666667 0.44444444]\n", + " [1. 0.66666667 0.66666667 1.33333333 0.66666667 0.44444444]]\n", + "********************\n", + "[1. 2. 2. 1. 1. 1.5] sample 1 \n", + " [[[1. 1. 0.5 0.5 0.75 0.75]]\n", + "\n", + " [[1. 1. 0.5 0.5 0.75 0.75]]\n", + "\n", + " [[1. 1. 0.5 0.5 0.75 0.75]]]\n", + "********************\n", + "[1. 2. 2. 1. 1. 1.5] sample 1 \n", + " [[[1. 1. 0.5 0.5 0.75 0.75]]\n", + "\n", + " [[1. 1. 0.5 0.5 0.75 0.75]]\n", + "\n", + " [[1. 1. 0.5 0.5 0.75 0.75]]]\n", + "\n", + "range(0, 2)\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#unit test run_bootstrap() with ramp price series:\n", + "\n", + "###output = run_sample_test(2, 2)\n", + "v = cupy.array([[1.0, 1.0], [1.5, 2.0], [1.0, 2.0], [1.0, 1.0], [2.0, 1.0], [1.0, 1.5]]) #len x assets\n", + "output = run_bootstrap(v, number_samples = 3, block_size = 4, number_of_threads = 1) #samples x assets x len\n", + "\n", + "if False: #erase bootstraps relace w ones\n", + " output[0,:,:] = cupy.ones((2,len(v[:,0])))\n", + " output[1,:,:] = cupy.ones((2,len(v[:,0])))\n", + " output[2,:,:] = cupy.ones((2,len(v[:,0])))\n", + " print(output)\n", + "\n", + "print(v.shape,output.shape,\"=====\")\n", + "print('sample 0 \\n', output[:,0,:])\n", + "print(20*'*')\n", + "print(v[:,1],'sample 1 \\n', output[:,1:])\n", + "print(20*'*')\n", + "print(v[:,1],'sample 1 \\n', output[:,1:])\n", + "\n", + "plotPaths(v,output,['Y','Z'])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def plotBoth(cputime,gputime,mat):\n", + " plt.bar([0,1],[cputime,gputime],align='center',alpha=.5)\n", + " plt.xticks([0,1],('CPU time','GPU time'))\n", + " plt.title('speedup = '+\n", + " str(np.round(cputime/gputime,2)) + ', shape = ' + str(mat.shape))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reshape the results to be able to see adjacent price paths in a 2D data frame for hand validation" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def result_reshape(result,result_wide): #CPU version\n", + " for path in range(0,result.shape[0]):\n", + " for sec in range(0,result.shape[1]):\n", + " for day in range(0,result.shape[2]):\n", + " result_wide[day,sec*result.shape[0]+path] = result[path,sec,day]\n", + "\n", + "cputime=60.0 #default if not run\n", + "\n", + "start = time.time()\n", + "result_wide = np.zeros((result.shape[2],result.shape[0]*result.shape[1])) \n", + "if False: #Very long reshape without GPU!\n", + " result_reshape(result,result_wide)\n", + " cputime = time.time()-start\n", + " print(cputime,'secs')\n", + " pd.DataFrame(result_wide).head() " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0930790901184082 secs\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "@cuda.jit()\n", + "def result_reshape_kernel(result,result_wide): #GPU version\n", + " path = cuda.blockIdx.x*cuda.blockDim.x+cuda.threadIdx.x\n", + " sec = cuda.blockIdx.y*cuda.blockDim.y+cuda.threadIdx.y\n", + " day = cuda.blockIdx.z*cuda.blockDim.z+cuda.threadIdx.z\n", + " if path < result.shape[0]:\n", + " if sec < result.shape[1]:\n", + " if day < result.shape[2]:\n", + " result_wide[day,sec*result.shape[0]+path] = result[path,sec,day]\n", + "\n", + "start = time.time()\n", + "result_wide = cupy.zeros((result.shape[2],result.shape[0]*result.shape[1]))\n", + "result_reshape_kernel[(total_samples,3200,960), (total_samples,8,8)](result,result_wide)\n", + "gputime = time.time()-start\n", + "print(gputime,'secs')\n", + "plotBoth(cputime,gputime,result_wide)\n", + "#del result\n", + "#cudf.DataFrame(result_wide[0:4,:]).head(5) #use data frame for nice head() display" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convert all our newly simulated price paths to log returns into a 2D matrix called R" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pp 4266 ppp 68256\n", + "0.08574295043945312 secs\n" + ] + }, + { + "data": { + "text/plain": [ + "((752, 68256),\n", + " array(0.05380781, dtype=float32),\n", + " array(0.09508345, dtype=float32),\n", + " array(0.024846, dtype=float32),\n", + " False)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import cudf\n", + "import cupy\n", + "from cupy import log,diff\n", + "from numba import cuda\n", + "\n", + "@cuda.jit()\n", + "def findR(prices,R,ppp):\n", + " #compute log returns by column j:\n", + " j = cuda.blockIdx.x * cuda.blockDim.x+cuda.threadIdx.x\n", + " #for j in range(0,pp):\n", + " if j < ppp:\n", + " for i in range(0,prices.shape[0]-1):\n", + " R[i,j] = math.log(prices[i+1,j]) - math.log(prices[i,j]) #cupy.diff(cupy.log(prices[:,j]))\n", + "\n", + "ppp = pp*total_samples\n", + "print('pp',pp,'ppp',ppp) \n", + "R_result = cupy.zeros([result_wide.shape[0]-1, result_wide.shape[1]]).astype(np.float32)\n", + "start = time.time()\n", + "findR[(blockSz,1,1), (256,1,1)](result_wide,R_result,ppp)\n", + "print(time.time()-start,'secs')\n", + "#cudf.DataFrame(R[0:4,:]).tail(5)\n", + "R_result.shape,R_result[0,ppp//16-1],R_result[0,ppp//16],R_result[0,ppp//2-1],\\\n", + " math.isclose(float(R_result[0,ppp-1]),math.log(result_wide[1,ppp-1]/result_wide[0,ppp-1]),abs_tol=.00001)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Find all the Sharpe Ratios in mass as in Part 1" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "@cuda.jit()\n", + "def findSharpeRatiosNumba2(R, meanv, sdevv, SR, Nm1):\n", + " #for j in range(0,pp): \n", + " j = cuda.blockDim.x * cuda.blockIdx.x + cuda.threadIdx.x\n", + " if j < R.shape[1]:\n", + " for i in range(0,Nm1): #compute pp means\n", + " meanv[j] += R[i,j]\n", + " meanv[j] /= Nm1\n", + " sdevv[j] = 0.0\n", + " for i in range(0,Nm1): #compute pp sdevs\n", + " sdevv[j] += (R[i,j]-meanv[j])**2\n", + " sdevv[j] /= Nm1\n", + " sdevv[j] = math.sqrt(sdevv[j])\n", + " SR[j] = meanv[j]/sdevv[j]#omit for PSR: math.sqrt(252.0) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We experiment with and are interested in the [Probabilistic Sharpe Ratio (PSR)](https://quantdare.com/probabilistic-sharpe-ratio/)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "import scipy\n", + "from scipy.stats import skew,kurtosis\n", + "scipy.stats.norm.cdf(scipy.stats.norm.ppf(0.95))\n", + "\n", + "@cuda.jit()\n", + "def findSRforPSR(R, SR, savesdevsum, SR_sdevv, meanv, sdevv, skewv, kurtv,\n", + " Nm1, ppp, SR_benchmark=0.0):\n", + " #for j in range(0,pp): \n", + " j = cuda.blockDim.x * cuda.blockIdx.x + cuda.threadIdx.x \n", + " if j < ppp:\n", + " for i in range(0,Nm1): #compute ppp means\n", + " meanv[j] += R[i,j]\n", + " meanv[j] /= Nm1 #Nm1 is number of log returns for N prices\n", + " sdevv[j] = 0.0; skewv[j] = 0.0; kurtv[j] = 0.0\n", + " for i in range(0,Nm1): #compute ppp sdevs\n", + " sdevv[j] += (R[i,j]-meanv[j])**2\n", + " savesdevsum[j] = sdevv[j]\n", + " sdevv[j] /= Nm1\n", + " sdevv[j] = math.sqrt(sdevv[j])\n", + " for i in range(0,Nm1): \n", + " #https://www.cambridge.org/LaptopLab\n", + " skewv[j] += ((R[i,j]-meanv[j])/sdevv[j])**3\n", + " kurtv[j] += ((R[i,j]-meanv[j])/sdevv[j])**4\n", + " sdevv[j] = math.sqrt(savesdevsum[j]/(Nm1-1))\n", + " SR[j] = meanv[j]/sdevv[j]#omit for now: math.sqrt(252.0)\n", + "\n", + " skewv[j] /= Nm1\n", + " kurtv[j] /= Nm1\n", + " SR_sdevv[j] = math.sqrt((1 + (0.5 * SR[j] ** 2) - (skewv[j] * SR[j]) +\n", + " (((kurtv[j] - 3) / 4) * SR[j] ** 2)) / Nm1)\n", + " \n", + "#https://quantdare.com/probabilistic-sharpe-ratio/\n", + "def findPSR(SR, SR_sdevv, PSR, ppp, SR_benchmark):\n", + " SR = SR.get(); SR_sdevv = SR_sdevv.get()\n", + " for j in range(0,ppp): \n", + " PSR[j] = scipy.stats.norm.cdf((SR[j] - SR_benchmark) / SR_sdevv[j]) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Validate implementation of findSRforPSR() and findPSR() with just 2 cases of our own" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-1.8517224, 1.7073866], dtype=float32),\n", + " array([0.37646192, 0.42740628], dtype=float32),\n", + " array([-0.0526875, 0.0507125], dtype=float32),\n", + " array([0.02845324, 0.02970183], dtype=float32),\n", + " array([-0.28848535, 0.06332409], dtype=float32),\n", + " array([1.7792449, 1.7814678], dtype=float32),\n", + " array([0. , 0.99997], dtype=float32))" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#our unit test for skew and kurtosis for findSRforPSR:\n", + "meanv = cupy.zeros(2).astype(cupy.float32)\n", + "sdevv = cupy.zeros(2).astype(cupy.float32)\n", + "skewv = cupy.zeros(2).astype(cupy.float32)\n", + "kurtv = cupy.zeros(2).astype(cupy.float32)\n", + "SR_sdevv = cupy.zeros(2).astype(cupy.float32) \n", + "SR = cupy.zeros(2).astype(cupy.float32)\n", + "savesdevsum = cupy.zeros(2).astype(cupy.float32)\n", + "PSR = np.zeros(2).astype(np.float32)\n", + "\n", + "logreturns = cupy.array([[-0.0251,-0.0886,-0.0382,-0.0437,-0.0939,-0.0487,-0.0155,-0.0678],\n", + " [0.0586,0.0913,0.0455,0.0265,0.0267,0.0871,0.062,0.008]], cupy.float32).T\n", + "\n", + "findSRforPSR[(blockSz,1,1), (256,1,1)](logreturns, SR, savesdevsum, SR_sdevv, meanv, sdevv,\\\n", + " skewv, kurtv, logreturns.shape[0], 2, 0.0)\n", + "findPSR(SR, SR_sdevv, PSR, 2, 0.0)\n", + "\n", + "SR,SR_sdevv,meanv,sdevv,skewv,kurtv,PSR.round(5) #These values can be hand calc'd and compared" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Validate use of the SR std. deviation (SR_sdevv) and Prob SR (PSR) formula from quantdare:\n", + "https://quantdare.com/probabilistic-sharpe-ratio/" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SD computed = [0. 0.]\n", + "SD annualized computed = [0. 0.]\n", + "0 : 0.2263 0.9299\n", + "1 : 0.2148 0.9517\n" + ] + } + ], + "source": [ + "N = 52; Nm1 = N-1; SR_benchmark = 0.0 #Their test uses these params\n", + "\n", + "meanRet = cupy.array([.001447,.00136],cupy.float32)\n", + "sdevRet = cupy.array([.006394,.00633],cupy.float32)\n", + "skewv = cupy.array([-.778757,.95],cupy.float32)\n", + "kurtv = cupy.array([2.873831,5.92],cupy.float32)\n", + "SR = cupy.zeros(2).astype(cupy.float32)\n", + "SR_sdevv = cupy.zeros(2).astype(cupy.float32)\n", + "PSR = np.zeros(2).astype(np.float32)\n", + "\n", + "SR_2D_sdev = cupy.array([.1534,.1293],cupy.float32)\n", + "print('SD computed =',SR.round(4))\n", + "print('SD annualized computed =',SR*math.sqrt(N)) #weekly to ann\n", + "for j in range(0,2):\n", + " SR[j] = meanRet[j]/sdevRet[j]\n", + " SR_sdevv[j] = math.sqrt((1 + (0.5 * SR[j] ** 2) - (skewv[j] * SR[j]) +\n", + " (((kurtv[j] - 3) / 4) * SR[j] ** 2)) / Nm1)\n", + " PSR[j] = scipy.stats.norm.cdf((SR.get()[j] - SR_benchmark) / SR_sdevv.get()[j]) \n", + " print(j,': ',SR[j].round(4),PSR[j].round(4)) #These values can be compared directly to quantdare page" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(752, 68256)\n", + "0.24535560607910156 secs\n", + "4.3606486320495605 secs\n" + ] + }, + { + "data": { + "text/plain": [ + "(array(0.00611337, dtype=float32),\n", + " array(-0.00165768, dtype=float32),\n", + " array(0.00654871, dtype=float32),\n", + " array(0.05380781, dtype=float32),\n", + " array(0.01161881, dtype=float32),\n", + " array(0.01984625, dtype=float32),\n", + " 4266)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ppp = R_result.shape[1]\n", + "meanv = cupy.zeros(ppp).astype(cupy.float32)\n", + "sdevv = cupy.zeros(ppp).astype(cupy.float32)\n", + "skewv = cupy.zeros(ppp).astype(cupy.float32)\n", + "kurtv = cupy.zeros(ppp).astype(cupy.float32)\n", + "SR_sdevv = cupy.zeros(ppp).astype(cupy.float32) \n", + "SR = cupy.zeros(ppp).astype(cupy.float32)\n", + "savesdevsum = cupy.zeros(ppp).astype(cupy.float32) \n", + "PSR = np.zeros(ppp).astype(np.float32)\n", + "\n", + "#First time is mainly to compile it:\n", + "print(R_result.shape)\n", + "start = time.time()\n", + "findSRforPSR[(blockSz,1,1), (256,1,1)](R_result, SR, savesdevsum, SR_sdevv, meanv, sdevv,\\\n", + " skewv, kurtv, R_result.shape[0]-1, ppp, 0.0)\n", + "print(time.time()-start,'secs')\n", + "start = time.time()\n", + "if True:\n", + " findPSR(SR, SR_sdevv, PSR, ppp, 0.0)\n", + " PSR = cupy.asarray(PSR) #back to GPU\n", + "print(time.time()-start,'secs')\n", + "\n", + "#cudf.DataFrame(PSR).head(4) #GME,CXH SRs\n", + "R_result[0,pp//16-1],R_result[0,pp//16],R_result[0,pp//2-1],R_result[0,pp//1-1],sdevv[pp//16-1],sdevv[pp//16],pp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ballpark inspection: locate GME and then also AAPL,CROX,EXAS which we know do well in SR" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[763, 1793, 2268, 3842] [12208, 28688, 36288, 61472]\n", + "[-0.0708 0.0082 0.1001 0.0208]\n", + "[[12208, 12209, 12210, 12211, 12212, 12213, 12214, 12215, 12216, 12217, 12218, 12219, 12220, 12221, 12222, 12223], [28688, 28689, 28690, 28691, 28692, 28693, 28694, 28695, 28696, 28697, 28698, 28699, 28700, 28701, 28702, 28703], [36288, 36289, 36290, 36291, 36292, 36293, 36294, 36295, 36296, 36297, 36298, 36299, 36300, 36301, 36302, 36303], [61472, 61473, 61474, 61475, 61476, 61477, 61478, 61479, 61480, 61481, 61482, 61483, 61484, 61485, 61486, 61487]]\n", + "[12208, 12209, 12210, 12211, 12212, 12213, 12214, 12215, 12216, 12217, 12218, 12219, 12220, 12221, 12222, 12223, 28688, 28689, 28690, 28691, 28692, 28693, 28694, 28695, 28696, 28697, 28698, 28699, 28700, 28701, 28702, 28703, 36288, 36289, 36290, 36291, 36292, 36293, 36294, 36295, 36296, 36297, 36298, 36299, 36300, 36301, 36302, 36303, 61472, 61473, 61474, 61475, 61476, 61477, 61478, 61479, 61480, 61481, 61482, 61483, 61484, 61485, 61486, 61487]\n", + "\n", + " 16 bootstrapped SRs per security annualized:\n", + "[-0.0708 -0.0429 -0.0714 -0.0136 -0.0128 -0.0495 -0.0021 -0.0504 -0.056\n", + " -0.0646 -0.0367 -0.065 -0.078 -0.0431 -0.0382 -0.0264 0.0082 0.0086\n", + " -0.0128 -0.0449 0.0208 0.007 -0.0304 -0.0319 0.0314 0.0071 -0.0015\n", + " -0.0058 0.0316 0.0225 0.0089 0.0187 0.1001 0.0842 0.059 0.0277\n", + " 0.0721 0.0532 0.0775 0.0517 0.1176 0.0761 0.0712 -0.0158 0.1202\n", + " 0.0113 0.0928 0.0262 0.0208 0.024 0.034 -0.0058 0.0743 0.0578\n", + " 0.0951 0.0235 0.0374 0.0709 0.0568 0.0486 0.0569 0.0367 0.1185\n", + " 0.1079]\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Must extend idxs based upon total_samples\n", + "path_idxs = [total_samples*i for i in col_idxs]\n", + "print(col_idxs,path_idxs)\n", + "print(SR[path_idxs].round(4))\n", + "\n", + "path_idxs_neighbors = [[i for i in range(path_idx,path_idx+total_samples)] for path_idx in path_idxs]\n", + "print(path_idxs_neighbors)\n", + "\n", + "flatten = lambda t: [item for sublist in t for item in sublist]\n", + "path_idxs_neighbors = flatten(path_idxs_neighbors)\n", + "print(path_idxs_neighbors)\n", + "print('\\n',total_samples,'bootstrapped SRs per security annualized:')\n", + "print(SR[path_idxs_neighbors].round(4))\n", + "\n", + "#reshape so that we can summarize statistics:\n", + "\n", + "SR_2D = cupy.reshape(SR, (-1,total_samples))\n", + "SRmean = cupy.zeros([pp]).astype(cupy.float32)\n", + "SRmean = [float(SR[i*total_samples:(i+1)*total_samples].min()) for i in range(0,pp)]\n", + "###SRprob = cupy.zeros(SR_2D.shape[0])\n", + "###(SR,ncol=SR.shape[0]//total_samples)\n", + "#Examine across all securities:\n", + "plt.plot(np.arange(pp), np.array(SRmean))\n", + "plt.xlabel('Security')\n", + "plt.ylabel('mean non-annualized (Prob) Sharpe Ratio across scenarios')\n", + "\n", + "PSRmean = cupy.zeros([pp]).astype(cupy.float32)\n", + "PSRmean = [float(PSR[i*total_samples:(i+1)*total_samples].mean()) for i in range(0,pp)]\n", + "\n", + "###SRSR = [SRmean[i]/SRsdev[i] for i in range(0,pp//total_samples)]\n", + "###print('SR annualized means',[float(SRmean[i]) for i in col_idxs])\n", + "###print('SR annualized stdevs',[float(SRsdev[i]) for i in col_idxs])\n", + "\n", + "#Examine across all securities:\n", + "plt.plot(np.arange(pp), np.array(PSRmean))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%pylab inline\n", + "pylab.rcParams['figure.figsize'] = (12, 4)\n", + "\n", + "def plotSec(symbs,lab,prices,R):\n", + " fig, axes = plt.subplots(nrows=1, ncols=2)\n", + " axList = axes.flatten()\n", + " axIdx = 0; colors = ['red','gray','lime','blue']\n", + " for symb in symbs:\n", + " idx = np.where(np.array(lab)==symb)[0][0]\n", + " axList[0].set_title(','.join(symbs)+'('+','.join(colors)+')')\n", + " axList[0].plot(range(0,prices.shape[0]), prices[:,idx].get(),color=colors[axIdx])\n", + " axList[1].set_title(\"Daily Prices&LogRets:ends in \"+'.'.join(fname1.split('/')[1].split('.')[1:3]))\n", + " #plt.subplot(1, 2, 2)\n", + " axList[1].plot(range(0,prices.shape[0]-1),\n", + " np.round(R[:,idx].get(),3),color=colors[axIdx])\n", + " axIdx += 1\n", + " fig.tight_layout()\n", + " plt.show()\n", + " \n", + "Rpicks = cupy.zeros([prices.shape[0]-1, pp]).astype(np.float32)\n", + "findR[(blockSz,1,1), (256,1,1)](prices,Rpicks,pp)\n", + "plotSec(picks,cols,prices,Rpicks)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# data\n", + "#stat_list = [[0.3,0.5,0.7,0.3,0.5], [0.2,0.1,0.9,0.7,0.4], [0.9,0.8,0.7,0.6,0.5], [0.2,0.6,0.75,0.87,0.91], [0.2,0.3,0.8,0.9,0.3], [0.2,0.3,0.8,0.87,0.92]]\n", + "picks = ['GME','CROX','AAPL','IBM']\n", + "col_idxs = match(cols,picks)\n", + "###col_idxs = [0,1,2]\n", + "###SR_2D = cupy.array([[1,2,3],[3,4,6],[5,6,7]]).astype(cupy.float32)\n", + "###SRSR = SR_2D.copy()\n", + "stat_list = [list(SR_2D[sec,:].get()*math.sqrt(252)) for sec in col_idxs]\n", + "\n", + "# load the data into pandas and then transpose it for the correct column data\n", + "df = pd.DataFrame(stat_list).T\n", + "\n", + "# name the columns; specify a layer number\n", + "# append to label as the SR of the SR\n", + "###df.columns = [str(i)+'::'+str(SRSR[i].round(3)) for i in col_idxs]\n", + " \n", + "# now stack the data into a long (tidy) format\n", + "dfl = df.stack().reset_index(level=1).rename(columns={'level_1': 'Security', 0: 'annualized SR'})\n", + "\n", + "# plot a displot\n", + "g = sns.displot(data=dfl, x='annualized SR', col='Security', col_wrap=2, kde=True, color='green')\n", + "#plt.axvline([0.0], color='red') #vertical lines desired\n", + "g.set_axis_labels(y_var='annualized SR density')\n", + "g.set(xlim=(-3.0, 3.0), ylim=(0, float(total_samples*.7)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Skim off the top k best" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "k = 12\n", + "srdf = cudf.DataFrame(\n", + " {'ticker':cols,'SRmean':SRmean})\n", + "srdf = srdf.sort_values(by=['SRmean'], ascending=False)\n", + "srdf['annSRmean'] = srdf['SRmean']*sqrt(252.0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Examine paths of the top k" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[780, 1029, 1674, 1934, 2248, 2255, 2392, 3218, 3311, 3832, 3874, 3910] ['MSCI', 'SHOP', 'FCN', 'DG', 'ARWR', 'AUDC', 'LULU', 'LUNA', 'OKTA', 'FRPT', 'ENPH', 'MRTX']\n", + "\n", + "range(0, 12)\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArkAAAEICAYAAABbIOz5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzddXicVfbA8e87mom7u9fdjSql0Bbb4u66yLLYD1hk2UUWd6cULYVCC9TdJU3bNO7uyWQyM8nY+/vjbScNdZrSAvfzPDydefXOJKVn7px7jiTLMoIgCIIgCILwZ6I63QMQBEEQBEEQhJ4mglxBEARBEAThT0cEuYIgCIIgCMKfjghyBUEQBEEQhD8dEeQKgiAIgiAIfzoiyBUEQRAEQRD+dESQKwiCIAiCIPzpiCBXEAShh0mSVCpJkk2SpOBfbd8lSZIsSVK8JEnRkiQtkCSpUZIkoyRJWZIkXXvQsTpJkv4lSVKBJEnm/df8SJKk+P3710iSdOPv+8oEQRD+OESQKwiCcGqUAJcdeCJJUj/A86D9nwEVQBwQBFwF1B20/1tgFnA54AcMAHYCk0/pqAVBEP4kNKd7AIIgCH9SnwFXA6/vf34NMBd4Zv/zYcC9siyb9z/fdeBESZKmAFOBVFmWK/ZvNgJvnupBC4Ig/FmImVxBEIRTYwvgK0lSL0mS1MClwLxf7X9TkqRLJUmK/dW5U4BtBwW4giAIwgkSQa4gCMKpc2A2dyqQA1QdtO9vwHrgMaBEkqRMSZKG7d8XBNT8ngMVBEH4sxFBriAIwqnzGUpO7bUoqQpusiy3yLL8kCzLfYAwIBNYKEmSBDQBEb/vUAVBEP5cRJArCIJwisiyXIayAG0G8N1RjmsEXgQigUBgBTBckqTo32OcgiAIf0YiyBUEQTi1bgAmHbTADABJkp6TJKmvJEkaSZJ8gNuAQlmWm2RZXgEsB76XJGnIgWMkSbpVkqTrT8NrEARB+MMRQa4gCMIpJMtykSzLOw6zyxP4HmgFilFKic06aP/FwM/A1yiVFbKAoSizvIIgCMIxSLIsn+4xCIIgCIIgCEKPEjO5giAIgiAIwp+OCHIFQRAEQRCEPx0R5AqCIAiCIAh/OiLIFQRBEARBEP50NKfiosHBwXJ8fPypuLQgCIIgCIIgALBz585GWZZDDrfvlAS58fHx7NhxuIo5giAIgiAIgtAzJEkqO9I+ka4gCIIgCIIg/OmIIFcQBEEQBEH40xFBriAIgiAIgvCnI4JcQRAEQRAE4U9HBLmCIAiCIAjCn44IcgVBEARBEIQ/HRHkCoIgCIIgCH86IsgVBEEQBEEQjsuGgkYK602nexjHRQS5giAIgiAIwjHJssxdX2bwwtK80z2U4yKCXEEQBEEQBOGY6to6abHYKahvP91DOS4iyBUEQRAEQRCOKae2DYCyJgudDudpHs2xiSBXEARBEARBAGDEsyt4e03RYffl1Sq5uE6XTGmj5fcc1m8iglxBEARBEAQBm8NFXVsnzy3JPez+vFoTKmn/4zol4N1c1MSu8pbfa4gnRAS5giAIgiAIAq0W21H3V7ZY6B/tT7C3jpeW5WG02rns/S1c8NYmthQ3/U6jPH4iyBUEQRAEQRBosdiPur+urZPYQE9ev2wwpU0WXl6e795X0mg+1cM7YZrTPQBBEARBEATh9Gs5aCbXaLHj56l1P5dlmdq2DsL9PBiZGEhisBefbCoFYMV940kO9fm9h3tMYiZXEARBEARB6JauUNZs/tU+OzaHi1AfPZIkcV7/CABiAg0khXj/ruM8XmImVxAEQRAEQeiWrlDWpOTfHlBn6gAg3M8DgFsmJDEgxp8+kX5IkvS7jvN4iSBXEARBEARBoNlsO+xjgFrj/iDXVwlyvfQaJvcK+/0G9xuIdAVBEARBEIS/sJb9AW2rxYZmf42wll9VWqhrU4LcsP1B7h+BCHIFQRAEQRD+Yooa2tla3ERBnYkhzyxnc1ETLRY7wd56fD007sD3gOrWDiQJQn31p2nEJ06kKwiCIAiCIPyFWG1OJv9vLQBPz+6DS4bNRY20Wmz4e2rx0Kpottj557e78dZreXxmbwrr24kN9ESvUZ/m0R8/EeQKgiAIgiD8hbyztqtt79c7KgDIKG+lutVKpL8Bs83B4j3VyLJyzOMze5Nb20Za2JlXJuxoRLqCIAiCIAinjK3Dirn1zGz7+lfUYrbx4YYShsUHAJBV1QbAhsJGihvNzBkWQ4Cnzh3gGrRqOuxOSpsspIWLIFcQBEEQBAGAuQ/cyTu3XHW6hyHstyCjkvZOB0/N7svgWH9AqXULMKNfODP7RxDgqXMfb7U7ya8z4XTJpP7BZnJFuoIgCIIgCKeEsb4WY30dAJ0WC3pPz9M8IuG7jCr6R/vRK8KXj68dzvKcOsanBiMhEeKjLCoL2N/pTJJAluGTTaVIEgyM8T+NIz9xxzWTK0lSqSRJeyVJypQkacepHpQgCIIgCH98+Vs2uh83V1cc8bj60mJqCvJ+jyH9pW0uaiK7po2/DYkGwM9Ty8VDogn18XAHuAAOl5KrMGh/UPtdRhXn9osgJvCP9SHlRGZyJ8qy3HjKRiIIgiAIwp9KQ3mp+3FTZQURyWnu5xX79tBhbiciOY3PHrwbgPu/Xvx7D/Ev4fOtZXy4vgQ/Ty1hvnr+NjTmqMcfqJGbHuFLRnkrwDHPOROJdAVBEARBEE6Jxooy4voPomzPLpa+/QrhickEx8aTv2UDi17+7yHHm5ob8QkMPg0j/fOy2py8tCyfpv11bx86Jx0P7dHLgN07JRWrzcmVI+L4Yms5AH0jfU/5WHva8S48k4FlkiTtlCTp5sMdIEnSzZIk7ZAkaUdDQ0PPjVAQBEEQhD+EjvZ2yrP24HQ4WPbe6zSUFhMSl0BUem8AMpf/gsvpZPWn7xOWmMKlT73Q7fyFzz2Npc14Oob+p9LY3sn20mZqjFbeXVdEk9mGXqNCkuD8gVHHPD8+2Iv3rh5KbFBXekKQ9x+nCcQBxzuTO1aW5SpJkkKB5ZIk5cqyvO7gA2RZfg94D2Do0KFyD49TEARBEIQz3OZvvyDjlx+JTOtNdV42AEHRsYy6+DK+fuIhKrP38tPrL9Le3MSk624hKq0Xsx94jMJtm8nbtI760iKy165k6MwLT/Mr+WN78Ns9rM1vwKBTY+pwMDopiAmpIVS1Wgn3O/62vF66P07jh8M5riBXluWq/X/WS5L0PTAcWHf0swRBEARB+CupLysGcAe4cf0HEd9/EDoPA1Hpvdm1ZBFNleX4hoSSOHg4AMlDR5A8dAQjLvgbH91zCy011adt/H8GeypbWZlbD4Cpw4GfQcuj5/aiT6TfCV9LkiSemNn7N517JjhmkCtJkhegkmXZtP/xNOCpUz4yQRAEQRD+MGSXi4bSEvpNmkZwbAKh8QlE9+rr3h8cGweAl38A1730DmpN9xAkICKKiNR0WmpFkPtbyLLMS8vzeX1VIf6eWvwMWjrtLjY+NAm1SvrN171uTIL7sdPhQnbJaP4gM7zHM5MbBnwvSdKB47+QZXnJKR2VIAiCIAh/KC21NXRazESkpNNv0rRD9kelKXm5E66+EY1Od8h+gMCIKMr2Zp7KYf4puVwyn28r5/VVhQDcNC6RiWmh2J2ukwpwf23Ju3upK23j2ufGourB654qxwxyZVkuBgb8DmMRBEEQBOEPqjRTKaMfmdrrsPuDomO569P56DwMR7yGf3gk+9auxN7Rgdbj+HNH/+peWp7PG6sLGRjjz0PnpDM0LgCNuuea2taXtbHsw30Y660AfP74Zqbd2Jew+DO74oIoISYIgiAIwkmpKchj3RefEJ6UQlD0keupHi3ABSVlAaCxsqxbTV3hyDrsTuZuLmVyeiivXz4IT13PhXYup4u9a6rY8kMRDpvLvb2tsYPvX8wgaUgIw2Yk4B92ZjaJEEGuIAiCIAi/WV1xIV8+/gCyy8XAs887qWvF9OmHpFJRsHWTCHKP04qcOto6HFw3JuGkAtwvcr7gx6If+eLcL5CQKM5sIGNJGfVlJjR6NUNnxKP31DBgcgytdRbWf51P6e5Gfmj8hmnnD2FWyqwefFU9QwS5giAIgiD8Zms/+xCDjy+X/Os5AiOPXYP1aDx9/UgYOIScjWsZd9k1SKqe+8r9z2pNXgP+nlpGJQUd1/FV7VWEeYahUXUPAf+z7T8A7KjdgUduBOu/LsA7UM/UG3qTOiy827EB4V7M+vsgSnY38Frmnazd9N0ZGeSK3x5BEARBEE6IubUFp8NBe3MTFTlZDJg646QD3ANSho+mvamRxsryHrnen5ksy2woaGR0UtBxLTBr7Whl+oLpPLftuUOuY9AoqSRf537Djp9LiUrz56pnRh8S4B4sJL0r/aTT2fkbX8WpI4JcQRAEQRCOyumws/7LT8n4+QdcLifv3HIVX//rQfatXQmyTNqosT12r5g+/QGo2Le3x655JsmrNbGpsLFHrlXU0E5tWwdjk0OO6/j8lnwAvs77utv2BmsDVocVD7UHy8uXUeEsYcj0eGRc2Jy2I16vylzlfpzblPcbXsGpJdIVBEEQBEE4qtrCArYtnA+Ab0gYoCw2qynII3HIcIKiY3vsXn6hYfiGhFGetZvB58zsseuebtWtVu78IoOM8lYA/jEtlZ/21vLKJQNJC/c55vk7Spvx8dB2O3ZDQSPgYlxK8HGNoaC1AAAZGbvTjlatBSC3OReA/47/L4+ueowf+75OrMPJgh8WEOoZykdnf4TdZUer0rKqfBVbarYwKmIULrlrMdq2wgwGhPY/rnH8XkSQKwiCIAjCUVmMre7H+Vs3ApAwcAiB0bGMvviyHr9fyojR7Fz8PUU7t5E0ZHiPX/90+HxrmTvABXhxmTKrevYr64gL8iQl1IdQXz2rc+u5a1IKlw2PYXNRE4NiA/hxdxUPfafMbH94zVAmpSsfNFYU7sMn/QlanfHE0O+YYzgwkwvw1JanGBgykJlJM3l91+v46HwYGjKMv+X+g1Xpn/FSxksAlLWV8eHeD3lj1xuMiRrD+qr1uGQXX+Z+yaiIUQBEtCXhaDjzGkSIIFcQBEEQhKPamFXiflywZSMqtYbZD/wfao32lNxv7CVXkbdxLdnrV5/xQW5ubRsalYRWreLDDSU8MqMXHtqugK+pvZM3Vhfy8cZSJqWH8t5VQ0h+9BcAJqeHsjK3nrImC2VNFvc5j3y/l2d/zqG908GY5CAyy1sZHh9ITk0bK3LqmZQehsXmYFf9TlShdrbWbqVfyKFBrtPhYt1XeTCkifFpo8htzmVw6GBaOltYWLiQhYULkZHJbc7lhfEv0FbmwKPVnxf7v05TWCnhnuFc+tOlvJLxCj46H3bU7SDUM5Svz/uamd/PZHPNZvz0fvw39VWi0gJO/Zt9gkSQKwiCIAhnuH1rV1K0Yyuz7n/kd793RbOFn7cVMBwJrV6Ho7OTkLiEUxbgAmh0OnxCQuloN52ye/QEWZa5ee5OPLQqihrMOF0y0/uGMzpJSR9otdj427ubKW+yMDDGn9vOSkKjVvH97aPx0mvQqlVEBRh4+JxeqFUSi3ZXMyEthJvn7qCk0UxamA8bCxsBifumpvLqygKyqozIssy8LWU4tOXogJymnMOOrzK3hUXZP7Pc+QmxObGUm8q5e9DdTIufxhNfvcBO/Vqe3PwkaklNYHESm7cWodGqSO4bQS9dNABPj3maRzc8yj+H/ZPJsZNxyS789H6MjRrLzyU/c2HKhQweEvc7veMnRgS5giAIgnCGW/LWywC01tXiH9a12v39O28gZcRozrrqhlN279V59Xg6LTh1Bnx9vDB1NhDXf9Apu98BHl7emFtbTvl9TkZ2TRvlzZbu26rb3EHui8vyqGi2MO/GEYxM7CrxNSi2a9bzqdl93Y8vGqIEll/fMgpZht2NO7l+6R1cFfMqwxMC6RvlxycbS3n8h318tqWMkLQaOujKqT2YrcNBRXYzNb7FAJSblGoVc9Lm4Kf3Y1jGhTSlNVMauJdgwtk+vwKA9FHhaHVdM9HnJJzD5NjJ6NTdWzE/MOwBhoQN4aKUi074ffu9iOoKgiAIgvAHUbZnl/ux7HLR1lDHzsXfn9J7rsqtx9Npxar2xNSkVAXoPW7iKb0ngIe3D53m9lN+n5PxxdZypIMqdwV768mubkOWZVrMNr7dWckFg6K6BbjHQ6tWodOoWFuxFgC/oAIkSaJPpC82p4vPtpRx4eBw7OpqDBoD5aZyytrKMNlM3LXqLlaXrmHB8zvZvaqCeu8y4mxpvD/tfd6d8i5+ej/aWzoAGFw5FQBPYyAxvQO59rkxTLr60LbMvw5wAYINwcxJm4Nadebl4h4gZnIFQRAE4QxmaTO6H5dn7WbA1HMO2X6qWG1ONhc1MdNppU2l5/J7H6ZsTwYhcQmn/N4eXt50tJ+eIFd2uY7ZiGJ9QQOfby3nmlFxhPjoGZkYxPNL8/huVxWZla0Migmgw+7i+rG//b3y1nkD0NrZCsCE1BDO6RtOs9nGTZMCWP6Tkyt7Xcn8/PncsfIObu5/M2sq1rCmYg2XNj+Kt8qfRq9KhjRNZmTESADsdiNVBcrs88DIAZhzbyC0PY6hd8fj5afHbC5Grw9Fo/H+zeM+U4iZXEEQBEE4g8iyTFVeDlW52QA0lCmLvjRaHS01XXVJD/4qv+kUNU7YXNxIp8NFsNpGu8qAZ+pApt505ym51695eHvTaTHjcjl/l/sdYG5t4aXLZpG1evlRj8urVfKF75uaxp2TUhgaH8i03krVA3OngwUZlSSFeJEe7vubx9JuU4L8GnMNAP6eOt6+cghf3zKKNnsDACMiRvDoyEcpayvjv1v/C4AkSxTHbyfxfjsulZOw+mRsHQ5q6xaxbv1gCrI/wjtAzzm39mN0SH9GXPAeFS1X0WlrZPuO2ZSUvPabx3wmEUGuIAiCIJxGWWtW8Mn9t+Ow2wHIWb+arx5/gK/+9SD5Wza4g9yEwUPd6QIA7S1N7sef3H87DeWlPT62tXkNGLRq9A4zFrUnpY2WY5/UQzy8lXqwnWbz73ZP6PpQkbVmxVGPM1rtSBL4eHR9KX79mAQK/30Oz188AIBz+0ee1FiaOpSfcbGx+JB91e3VAER6RzIpZhJ+ej9MdhOzk2aTah3IPr8tzMuZR5Q+hqi2VGqLW8jLewIAyWcFg8+Ow8NLy+jL23GQT3t7NiUlr+J0Wmht3X5S4z5TiCBXEARBEE4TY30dS99+habKciqzlTqo+Vs3otZoCI1L5KfXXmDXkkV4+QcQlpBMR7sJe6eST9ne3NztWq211T0+vtxaE/2C1bhsnZg1XlQbrT1+jyPx8FK+Lv+9Kyy0NdQDoPfyOupxRqsdP4MW1UHtdFUqCY1axYTUEBbdOZY7Jyaf1FiaO5SfcUVbBQ6Xo9u+GnMNEhLhnuHo1DqeG/cc18XfzI0pN5NePhazqo3spmyu7XcNPgEebFq8HIfDSKcxEo+AchKHKeM2tmWiUulQq72pqvoCAFN7Nk5nx0mN/UwgglxBEARBOA3aGur54K6uqggLnn2c7597kqIdW+k9YTJznngWg68fbQ31hMQl4BOkrNgvz9rNgv884U5RGLS/K1h7c9OhNzlJxY1mktVKkNmgC6am9fCBz/B/r+D5JYeu8D8ZB2Zyf6+83MbyUnYtWURzdSUAqmMsqGq1KEHukfSL9kOnObkwq8mq/EwdssOdl3tAVXsVIZ4h7q5lI0NH4fltP7LmtxDekkSqR2+S/JK4uNdFTLqqF1rfLAA6qq4AwGxRnre1ZeLrO4jgYGUxoUqlQ5YdVNd8c1JjPxOIIFcQBEEQToOijG0A9Bo3kcTBwwAoz9oDQFy/geg9vUgYOBSAgMgod5C7/otPKc3cScbPP2Dw8WXi1TehUmt6PMg1ddhpMHUS5lCu6wqIoLat+0yuudNBXq2JelMnb60p6tH76w/M5P5OFRaWvvsaqz5+l5wNawCorWvknFfXc8fnGVS2HJqm0Wq143+UIPe3KjGWsKhoEaDM5ProlGC/0drY7bgacw1R3lHu5801Zpx2F2VZTUhIPDfwZebOmItGpSEq3YeoQRl46FKYduXfALBayrDZmjGZsvHzHUhK8iP06vUcQ4bMx9u7N/n5T2IyHb7+7h+FqK4gCIIgCKdBScZ2/MMjmHHn/disFhx2OxqdjpJdO0kZobRLjes3gKzVy/APDccnKATovsjMKyAQSaXCKyDgpILcDnM7ek8vpIPqYRU3KLmwXu11OIOCCQoKpMbYfSb3719lsiKn7jff92g8vA9NV6grLsQ/PBK9p2eP30+r9wC6Whg3NzaSo26jvMlMY3snX98yqtvxRqsdP89DS2v9Fm22Nm5dfisXp17Mzrqd/Fj0I2OjxtLS0cKA0AHsrNtJo7WRHwp/YEzUGII8gihuLWZM1BgAGspNbFnY9SFDkiAuIcxd77a6Zj5mcwH9+72Lt38QWm0ALa1baWpejyzbCY+4AL0+lMiIiwHo3+8tNm0+C2PbLnx8Di0p9kchglxBEARBOA2qC3JJGzUOAJ3BE51B2Z42aqz7mLTR49F6GEgYOASXs3uVgaj0Pgw5dzYA3oFB3RainQhjfR0f3HUDk2+4nYHTZri3Fze2E2hrxlK4l7i+/Qn386DiV40Ptpb0fIrEAYb96QpWkxLkVuZk8fW/HmLAtHMZe8lVmI0tBEXF9Nj9bFZlljpp6EhMzY1UlZRy5YgYYoO8ePbnXPZVGwnz9SDYWw+A0WIjNvDkgu0Os53izAY+drzM3sa91Jhr8NQo11xauhSH7CDFP4WddTt5c9ebZDVlcV2f67godg5NHU30CepDS62Zb57tvlAsJM63W0OH5uaNeHhEExIyBQCDIY6mpjXKsSFn4+2V0u18D49otNpA2tp24wy/iH3Z95AQf/cfLuAV6QqCIAiC8Duzd3bQaTbjGxx61OMkSSJpyHBUajUanc5dn3bg2edx6ZPPkTJ8NAA+AUGYmptxuZxs/3EBrXW1xzWO0sydLH71OQByN67ttm9HaQsTWjaj0WqYcNUNRPh5HDKTe3CQZ9D2bFMADx8fJQ1jf/C+7vOPAWgoLWbRy//hk/tu69GOaO3NjfSdOI3zH/g/XPED0coOJiT4csnQWLRqiRs/3cHQZ1bwxA9KLquxB9IVti0uYe6PC1lSugSdSkejtdHdmezfW/+NRtJwbuK5AGQ1Kfe1Oqx88MGPAPQO6k32hq4Fhyq1RPrIcKbd0Nu9TZZljMYM/P2GuLfptIEAhIXNom+fVw8ZlyRJ+PoOoK1tNybTXhoallFb98NJvdbTQQS5giAIgvA7M7cowZl34Il1wppwpbJQLbpX327bvQODaKmu5IM7b2Td5x+z4ctPj3odWZapKchjwX+eoLYwH4Cq3H18/9yTyC4XsiyzKauMKGsF/SZNwz8snHA/D4xWOxZb1yr/g8tnOWUZWZZP6PUcjUqlxi80FGNdLbIs01ihBH/N1ZWUZ+0GYOdPC3vkXo1GC+bWVjwDArHYHCwqUGaPe3vZ0Lk6GBbflarx+dZyLDYHHe2moy48O9iyD7LYuaT0kO3mlk52xPxCgCuEL879wr091KB8+Pn74L+T5tP9g1CDtYFyuQhJVhHhjKQsq4no9AAue3wElz0+gsnX9sYvpOvDR0dHNTZbPb5+Xa2YZVn5GUZFXY5KdfjX4O83BLO5gMbGlQAYjRnH9VrPJCLIFQRBEITfWXurUhrKyz/ghM6L6z+Q296bR+rIMd22R/fqi6efP52W/c0DCvOPGnDmbFjDF/93PwAxvfsRGp8EQHHGdqymNooa2vGu2Ycky6SPmQBAfJBSUutAEwQAo7Ur4LU5XFhsPdu4wS80nMqcLDZ8NRd7h5XAyOhuOboV+8uunQhZlinauQ2no2vsry7eCciUd+hYklVLuVPJB/7q/+7jvduuZXyqkg89INoPh0vml1/WcGPZx3g1Fh7zfg6bk4Id9WxZeGit270Ne6jzKaV32Ti8GkKZP3M+z4x5hu/P/57Vc1YzNcCDTZvHuY/Xq/WUGEvIDd1MooedbWtvo6XWQlzfIAIjvfAPOzR9oqlpNQD+/sPc21JTnyAh4e/dZnd/LTh4MgBl5e8BYDLtxeWyHfP1nklEkCsIgiAIp0h9aTEL/vOEu7btAeYWJcj1Dgg84Wt6+vl3WyAGkDJiNLe9N487PvqKyTfcTltDnbsU1uHsWbEEgNn/+D/mPPEfpt16t3ufqbmJNXkNpLQX4hsRTXBMHADD4pWxbi1p5ue9NZQ1mTFabMzoF84TM5Wvx5vNPRsE+YWGYzG2sm3hfAB6j5/k3hc/YDDtTY1HOvWIdv20kIXPP0Xu2mXubaoCpdJFpU3LZ1vK8AiPc+9z2DqZmuhD/2g/nj5fmUEv+EUZj7ru0MD11xqruqpDGBuUnObM+kyyqnNY5v813pIvQ5zj+fntPTiyfPDdmsbPz+USoAmktOydbtca5DWcYmMxFp2JWX52PEMzie8fTPqoiMPeW5adVFZ9jo9PH7y90tzbPT3jSUy4G0k6chjo5ZWCwRCvvD8qPS6XDZMp+5iv90wiglxBEARBOEXWzP2A0syd7tJgBxxo5OB1gukKx6JSqYlKUxYHNR6hA1prXS1VufsYe+nVJA8bCUBYQhKXP/M/ZX9tNU3vPkhUZw39xp3lDqhDfPSkhHqzdF8tt3+ewZUfbqXVaifSz0BMgDKD2ONBblh4t+cpI8Zw9QtvcOu7nxGenEZ7a0u3GdlfczocNFWWdx1TncmuH+YBYNv8AViaqS3MxzdHme38KsfMrvJWbpuY7K4/DNCcuYEPZ0XTP9qfgcFqtC1Ke2WV8ciVJVpra1jw7ONU53XlzK79Io+lP+7g5uU3c+2yq6nzLeGW5NuZc/doQuN8WftFHtnrq2mqamf70g10dFQA4LE/XLPlKNUcAtAQp3cBMO2mWDy8Dp9ysHfvHZjN+cREX3vIB6NjkSSJ3r2eIyhoIsnJDwFgbNt1Qtc43UR1BUEQBEE4RbR6ZSV+c1UFCQOHkPHLj/QeP4n2libUWq27q1dPOhAYHrz4rKG8lHWff0zioKHu9sHpY8Z3O+9AfvDeDevR2K3Iai19J07tdsyY5GA+2VQKQEWzUo3Az6AlwEsJvpotPRvk6jw8uj33Cw1FrVECOp+gIJBlzK3NR1zAN//pR6jKzWb8ZVcxLFlDx9c309qmlAIz1hbQ+GpfSj3mAPBL6DRadAG8dtkgZg2IxDn4BgZOO5eP772VdfM+Yt28j5h47S08MjyA9dtB5e2PqWAvbQ31+IaEIssyWxZ8xd5Vy/ALC6etsZW2+goczng8vFKI6R1Izs4K1tm+wRpqBQn8pUCuGDkHrUrLrL8PpCyrCS8/HSvn7qW0eAEhfcHWFsejkWXYZIksw04yrBCqdaDVhmG311FT8x0xMdchSRJtbXvJznkAlUqPh0cUDY3LiY+7nfDwC37T++/vP5SB/h8AUF7+gZKXG3Pdb7rW6SBmcgVBEAThFOkwK7Vmdy1dzLaF81n72Yds/OozzC3NePkHnvDs2vHQeRjw9PPHWN8V5O5e9hOlmTtZ/cn75G/ZQGh8En6hSjAsyzIfbijBovYESaJsxyZkYOZ/3z1kYdycoYeW7PL31BJ0IMht79kgN3XUONLHTCAgIhLAHeAC+AQqzTFMTV1lzJqqKrDuz9l12GxU5ytd2PIXfwTfXk9jZ1fO6pfpYVwSFkjpnh2E6Nu5fGQgn1w3jFkDDtxLQ2BkNH0mTKHPuAlEp6ayZu777PjkNSRJYsT0GbicTub+8y5kl4v8LRvYNP9z/ELDaKmuoa1emYWtyl5JRKILzqrmgxEPkB+6nT614/Cwe3NJ0uVo9y/8UqkkEvoHExglETfpWUL6/oDKlcTgUQ8T4duXgQnXodIrLYdD9Haioy4FoKDw3zQ1rcHptLB7z404HO2oVQYaGpYCEB19VY/8nvn5DqK1dTt2e89VtDjVxEyuIAiC8Jcku1zYOjpOSWOBA1prla+qTY0NbPxG+Zo8a81yPP0DCNwfuJ0KfiFhtNZUY+uwotHpKNi2GQBZdlFbmM/Iiy51H5tba+Lpxdmsyq1jtI8fHW2tSEFRpMUeOjvaO9KXYfEBbC/tCnT8PHUEeStBbpO5s0dfh8Hbh3PvfgCH3Y7LYe+270AHuObqCneKxvynHiFx8DCm3XI3zRUlyC4XIfp2ak3emCa/RFOLAcq+QG3wINOrBotKIt/hy1DvJkYY5xGUduUhY5h+ww3wYho2Ovgp7RqKcwoAGHzOLIoztlNXXMCupT+x8evPCIqOZc7jz7J54U42f/M8kuSJ7GpiofF5dm9R8of7eQxmWNl5jC69gNuvm3zI/YqLX8HamYu3dzoJ8XcTGjqVsDBlRv0SbQTF215guq+doOAJGAxRZOf8k9q6H6is+hybrZEhQ77Bz3cQu/fchEqlQ68/epm64xUePpv6hl/YmXEZw4ctOmJVhjOJmMkVBEEQ/pLWzP2AN66bg/NXwVNP6bRYsBhbSRs1jn6TzwYgbdQ4JJWK9qZG0seedUruC0rKQkX2Xj6+91bK92RiMbYyeMZs9/6I5K5FSCWNymxzVlUb1nZlkVTvESOOeO1vbhnFlzeN7LqXQYu3XoNeo6Kxh2dyD9BotegM3T+MeO8Pcpe98xolmTuxWS2YW1uozNkHQNMapa7uqFlKbm12ow+NjW3oDAZsvQKwqJSxmrxsZOnSCKrfDD/cCV9eBk0HtSiu2AZ2Mzq1k1lR2aT5NjAurAwPvZoZd/0DgNycp9AFNDDigjlIKhVtDR4EJ9zDdS+/iD3Sm81R5fQN6suSi5bw2cUf46nxJLl/GCp19zDM5bJRW/cDoaHnMmL4T4SGnt1tf6/463lu3L+JChyCj3c6EREX4ec7iLq6RTQ1rSYgYBT+fkOQJBUD+n9A/35v99BPAIKDJ9G3z+uYzQVU18x3by8tfYfKys977D49SczkCoIgCH9JGb8oBfXNLS34hvTMbNcBsiyz/P03AOgzYTIJg4Yy7rJr0BkMbPjqM/atXUn6qPHHuMpvJ6mU4Km9uYkF/3kCgH4Tp5Lxs1LQPywx2X1sQZ0S2BqtdtpUBvxcJs666G9HvrYk0T/az/3cz6BFkiRCfPQ0mHp2Jvdo9J5eaHR6HLZOGstL3TO7LTVVWI2tNGZtRCX5kXj+3cTsa2T3il/QeRgIioljTUApkgyyBEZvO8WGscAPsOsz5eJqHczZX2u4fAtIaogfg7pkHedF7R9AxVYCEiagMTgIG9hMwohI0kdPwGFzUpnfQnzfYALCQ2iYEIi6WeKB+NuI8o6irOw9hl+/nX593sHlsmOxFOPtrXzoqKz6HLu9hYiIC7teaMFy2PoOXPY1qDVERFyo7JdlkGX0eiXtJCrqClKSH3WfdipSYUJCpuHllUpD/RKioy4HoKj4BQA8PRMIDBzd4/c8GWImVxAEQfhLMzX3fGvatoY68jatY9D0mcQPVGqRGnx8UWu0jLv8Gm587X20v1pU1ZMGT59J6qhx7o5oei8vgmK6ymIdXJ+3oL6r7qx96i1c8Z+X3S11j8RLr+GLG0cwONafxBClfu7vHeRKksTtH3yORqfH3NqMqbHBva9m84/UG50EBvuj1mgZccElWNvaaKmpot/ks8nWVRLT6I3KqabZx4VPwgAI7aOc7OEPZZuUIBKgfDOE94ORd4BnECSeBSotfHEpUksJg85Xfr6WziyMzWWs+CSbTrODXqMjcLqcbLPsIabOgLPOiCzLFBY9R3PzKtauT2Xzlils3TaD7OwHKCt7l4KCZwkOmkRQ4EEfgBbcCIUroGJr9zfg5T7w6Uxi424iwH8kSYn/QK3Wn7o3HOU99/MbTJtpL7Is43R2/byt+ytBnEnETK4gCILwl/L9808Rur89LoC5peeD3KpcpZ5ov0nTDplRU6nUh3z13tPCk1OZec+D5GxYQ8G2TSArAcrw8/+Gav8sb0Z5C2vyGiisb2dCagjXjo5nfGoIatXxzQCOTg7mu+Rg9/Ngbz0VzZZT8nrobAe7Bby7z7hr9R74BCktjdsOCnIrty6jyupHn1HDAaWJxs1vfYzTbqeSBoxlZvpVB2HUO2j0kZiZHgbOi2BbC4y9B375JzQXK/cs3QDjH4C06fDP/XVx836BLy+lbu//sPsucd937Q8fUJkxifBEXyJT/clsyKTVbmSM2ps602uYt3dvodvZWUtQ0ERq6xYhy3Z8fQfQt++r3evXag3Q0Qr5v0D8QU1A2qqgrQo/3wEMHvz7pQv4+vanuvorrNYyZFkpY9Yr/TkiIy/+3cZwvESQKwiCIPxluFxOinduo3jnNve29lMwk1uVl43O4ElQTGyPX/tExA8YDEBs3wEAjLvsGve+K97fitXuRK2SmJgeysT0k0vZCPHRk1F2ilbefzAZGnLhX8bu2zvb8XbU016npy0sHJVaTVBkJBk5ZThlNbEDhroPNfj4ApBftBGA4FY9/hYrtigt14yOB9e9MOouaC0DwPTJDIptzQzQecGIW7vd1pk8EVVgIgW2laAGb00U1k4vNP7rmXLtHSQPCUOSJFaVr0ItSYwbXI/D2YypXanXO2jQPLw8k9Bq/VBJOjotlZg7K/DzG4Rabei6UUcbmPZXySha07Xdbj3ocQdoT923Ar/m69MPgLa2PWi1/oDSXOJMJIJcQRAE4S/jQBOGbttaDt12sqrzcohMTUelUvf4tU+EwceXq557Df9fNVUAsDuVWTinS2bAQTm2v1WIt55miw2H04VG3YPZkE6HEuCCEvR5+HbtK1yOd2c1VSYbpvBofDQdRLVvpUFWKldE9+53yOUKWwvRqDT4WjR4WdXU0YYsy0oes0oHwSkw+y2e3/MmC9FxXfRkEmvW46vzRStJ7K1aSrLlJ3x6SVhVdgz2i2nZPY8X/GJJ82vhuX5m1FoVsiyzsmw5KXoHAZohbPvUxHn3PERYagg+PkqHOKytMG8Geksj+jt3gFoLeUuU3ODzXtn/umUITIKWEiWFQpKgravBBJ+cC5d9Bd4hPfeeH4WXl9IC2motw9GhzJ6vqN7FWG004V6H/p6dTscd5EqSpAZ2AFWyLJ936oYkCIIgCKfGgbzNidfeTOLg4Xz7zKM9PpPbYW6nsbKc1FFje/S6v1VofOJht/t4aGixKJUl+kX7n/R9gn30yLLS9SzUtwdnFqt2dj1uLIDoIV3PSzfgre2krU2FM3MrYdo2wpPTYLuJAVPPweDtQ6fDybJ9dQR46thW0sQuWy5xPvF8H/c3EiJ20OFcTmtnKwEeSp6y3Wnnn6072KoF7PBx5UqoXNltSP4qiNbbKerwZFSxJ2vigvFwyqxv17KpbBFT0m5j0ZY5VLRX8bcAJ70HPMou7X8o3JpB8pB7uy607T2o2qE8LlgO6TNg8xtQuh4a8iB5irKvz/mw/n9gbQHPQCVVwf3+7ID8JTD4qp57z49CpdKj0fjTWbIEZ0UmrmgDT21/leutZu4Zcs/vMobjdSIzuX8HcgDfYx0oCIIgCGeitiYlyI3rNxD/sHC8AoJ6NMjN2biWn19TVptHpfXusev2NIfTRVuH8tV5kJeOSL+TD0pD9tfKrTd1nlyQu/NT2PkJ3LAc1BrY9FrXvsa8riBXlqFoFd4+XtAEZouNQYN9iPn7p6i3b3Evunt6cTbztpS7L+GXmkf/4P5kSn5cOmAce/KWU22udge5ZW1lrChfATJoXXpGRCQyVN9IhbmR8g47IY3D+dmwC6NFiyzJrEr4FoD7CnrzTNp2dtVtZ1jkRBZUFaCV1Azx9cPPvz/xA4dQvGsHLpeza4Y/50eIGgKt5bDpdYgdqSx0S56q/Ln1bfCPhchB+19/PlTuAN2vcrrN9b/9/T6K+9fcT52ljnkz5nXbrlf7YavdTY2fhjoHXBx3DncPvvuUjOFkHNf3CZIkRQPnAh+c2uEIgiAIQs+w2zoxNTV223ZgJtcnWPlq1z80jMaKMpwOJeDbs3IJi1993v38RDRVVbDkzZfdzw+uRXumqTF24HTJ9Irw5box8T1SbsrXQ2kOYOo4wffO0Qmt+1fmt5TBoruhOgNqd0P2j5C7GCY9ppT1OpC2ALDve2guJmLCZXh4aOkb5STu1o9Ra3Wkjx6PWqOhwdTJvC3lpIR6c+3oeB6dGY1L3UxmkQE/g5aJSanK+9Fe475su10pqTaybBbX7fw35xhN9PZUcWnq+Tx/1gfE7r6Gv+35Jzdl/5drtv+bmY1BPNXQzCW6BURq1exoLOKalQ+QadUw0cdBbPAIJEkicchwrG1GctavUW5UvgVq90KfC2HKv6B8E7w5AlwOGHc/9L9EOS44VQl0ATa8AssehcX7Z4MfrQVDIBgrT+w9P07Lypaxu2E3xs7uudB6u4zRR4PLV0ORScWDVaWoDk6hOEMc70zuK8A/gSPWFJEk6WbgZoDY2NObaC8IgiAI8x78O83Vldz/9WIAbB1W8rdsQGcwoPNQFvekjBxL9vrVlO7eSVz/wSx/T6ltGxwTx8gLLzmh++1bswJZdjH2smvoaDed0hJhJ6t8fxWEx8/rzaikoGMcfXy89EpIYbGdYJC79jnlq/jhNyvluw4oWg3b3ofw/jDmHmXWM+8XOOsR5Sv6RX+HsH5ETL+dO2bcddhL59a2AfDk7D6MTgrmm9xvoRDMrSnMSAsm1jcagOr2rgCtpaOFQHMEA2uUbmQt+27jvDnTUal0tDVagc2EO2OwW5wYgHt9+xDS5yJY8xy9NFpWWiyAhUsDOhnu5STAX2mskTJ8NFHpfVj+3uukDB6M7svLICABBl6upCBIaiVwT56izOg6bbDjQ/CNAv/95d+KDkqbMAQqlRf8ors+JPQgi72rUsbYr8by0dkfMSx8GABasxmbQZmNjnD1Q1+0GnZ8DJMf6/FxnIxjBrmSJJ0H1MuyvFOSpLOOdJwsy+8B7wEMHTpU7qkBCoIgCMKJMtbX0VytzG7ZbZ1odXo2fTOPuuJCQuOT3MclDByCp58/2evXYO/oAECSVOxZsUTpXnWcM5wul5PcjeuIHzCYEecfuZHCmWJrcRMqCVLDvHvsmgeC3PbO4wxyK7ZDYAIULFOeb3tP+TNhPBirYO3z4OyEma8qaQuTHofPL4JX+4PNAn5RcNmXcJjFfXani1aLndwapQZweriSabmuag1B+nBMnRFcOiwWX50vvjpfClsL3ee2drbSp24sdpUNXfheHG0jUKmUVAxzq1IXNqZXIMWZDajUEsE3vAEqCYrXcltrMbZgF+EaByO9neh0wQQFnQUoXdv6TZpGVe4+zNmr0Fmb4YJ3lAAXYOBlyn8HJIyH2W8peboGf9D7wYEZ1ZB0GHy18tgvRil31sOKWou6Pb9/zf38eP6PSEYLeYVO/PtBZ5sW04JONp33NKNGXUrPt584OceTrjAGmCVJUinwFTBJkqR5Rz9FEARBEE6fwu2b3Y8trS1KEf4dW9FodUy//R73PrVGQ+Lg4ZRm7mTXksX4hYYx7Za7MDU1UFdceJgrH17exnWYmhroO3FqT76Mk9Zhd/LA/N08tSib6a+s475vMpFlmZ/21jAiIYgg755rHuC9P8g1dzqPfFBTkZJLa++AD6fAC0nKV/Zj74NopaYtg66G1LOVABeUYA8gZQpc+gXEj4XQXnDFt+Afc9jbfLyxhIkvrmFHWTNhvnoCvXRY7BY2V2/mnMQp7HtyOmNTgpEkiRERI9hUvYkSYwnf531FSeEGkhuHoI3cSVx0AJ1mB7JLmbtr3x/kRqX5A9BnXBTSgbrCcaNJqy7i7sghjPF2oNeHM27sVgyGaPe4PH2VKhbW/PWg1iuv5UgkCQZdAYb9jTsS978PqefAHVth1B3Kc79oMFaA0w6L71NmwHvAgcD/u1nf8dG0j1DVmfnmucf44O6bMZuUoL/D6oGXfwCbF//EpsU/9ch9e9IxZ3JlWX4YeBhg/0zuP2RZvvLUDksQBEEQfrv60q6ZLXNrCw67HWNdLVNuvJ2QgxpBACQOHkrW6mVU5+cw7vJrSRo2Et59jdLMnYQnpRzX/bb9uICQ2HhSho3q0ddxsv7zcw7zdyoz2lq1RG6tib6RfhQ1mLl2TMIxzj4xnnplRtV8pJncyp3wwSSY8WLXQqoDkifDlCfAZgadFyROgC1vQWBi90VW6ecq/x3DpqIm2jsdLN1Xx4RUJf96Y/VGbC4bk2InuWedAUZFjmJ52XJmLZwFMly3+1FkyUVi33UE65+lVDbSYbFj8Na5Z3JTh4Xj5a8nvl9XMwwGXAZ75xOwcwlVvXyw2fbng7ucSp6t3Yoh830ALMU7IGG08lqP1/TnoCpDCXwP5hcNtnZ4ev9YStbBXTuO/7pHkN+Sj4fagwhVMJtfeY2ZpRGYNCUYgpvIjjURBST3n8QFl/6PbT98S9qocSd9z54m6uQKgiAIfzoNZSV4BQRibmnG3NJCfYkS9B5ojnCwuH4D8Q4KJigqhgFTz0Hv6YV3QCCtdbXHdS9zawuN5aWMu/xapdbqGUKWZRbtqWHmgEguHx5L3yhfJr64lqcWZyNJML1Pz9Y09dIpIcW+aiN7K430+3Xt3bos5c+f/wH6/YWaLv0SLE0Qt7+T14GgzzsUblmntNE9AY3tnbywJI81eV3dzyakhuCSXXyZ+yX+en8GhXYPsPv7dI0zwBqO3hrKjvRF3Df7Fwp21ANGrKauIFetUaH30pA06FfNM3wj4NqfCHhbqf4gy/uD/cX3wO6v4ex/Yyj4HhiOtaUepl561NeStbaS4BgfwhP3j88vCu7LPvTAXudB3T5wWCH7ByV1wdwEXieXa51Zn0mf4D5s+PxTmirKKRuuZ49PITpbJKP8kmmvaaNuw3n0TnGdsSk6J/S3UZblNaJGriAIgnAmqynMo6GsxB3Qtrc2U1OYh6efP74hYYccrzN4cstbn3Dxo0+j91SCLN/gUNoaj68sU2WOErzFHKbxwOlUb+qk2WxjSKw/o5KC8PHQcv80pZpAmI8HIT49l6oAoFZJGLRqFmZWM/ONDd27coFS/uqATmVBGOkzlPquksT/LdzL97sOqhIQMUCZpTwKu9PFf37Ooa6tA1mWufbjbXy9Q1mEpQ3YiD5sEXOGxbCgYAHba7dzz+B70Ki65vdk2UVL+ctE65RwKMqovD8dYU1IkgqD1/6v5duVesLGBis+QR5HztX2DETX62LiK+0M7KfM2pIxV0m9+PkfeGqU61gd2q4auIfhtLtY+2U+C57fecRj3AIT4cJ3Yc5cuGk1yE4oPrmUBYvdQm5zLoM8epO9bhWDps8kbEgyHh3JzM56gNTdt6E3P0FLNVQVtLJ7VQWm5o6TuuepIGZyBUEQhD8NY30tXzx6P6DM2mavXYW5pYWagjwiUtKPeyGZT3AItUX5h90nyzILnn0cvcGTabfeTf7mDWj1HoQmJB32+N9be6eD11YW0DdKmQHsFdFV3v6SoTGUNpo5K+0kWvi21YCkAp9DPzB46TVY7U58sCA/l4A08HI47yVYeAdkKst5jAF98A1LQArsalLRarExb0s587aUc3afcDx1xxeebCtp5t11xRQ1tHPv1FSyqtqYkBrCzrIWpPBFAKhUNuZlz6NPUB8uTLmw2/ktrVsxm/N5vO8jrFnvQq71xahvwBCo3N/DRymLZm23IcsydSVtxPQKPPqgooeTtO09cAQr+cd6X3dQr1W50EhOLOpACDlyibmWOvNxvf5DhPUBJKVpxknY27gXh+wgrFSmSnYxcNq5RGd9hX/eSABaqztorVaC2iXvZeHodGI12Rg5+8z4O3DAmfO9iiAIgiAcQUd7O7VFBTgddrYunH9I/VuX00nWmhV8/eTDAEy96U5SR4zB09+fpsoyWmqqiEhOPe77+YaEYmpsRHa5DtlXU5BL2Z5d5G/dyNdPPEj+1o0Mmn4eas2ZMW+0MqeO99YV879leQCkHxTkqlQSD8/odXJlw766HBbccNhdXvvzcoeq8pAcVqUEVuUOd4Bb6dmLATWPsmPk6zDtafd5GeUt7sfvrTv+SgGlTUowuLvSyMvL81FJ8NKcAex6fJL7mBnfzaDYWMzlvS53f8ipKWzluxd3UlX5DWq1L/UrB+K7JwmD5MnapK/c5xr2N7iwmuyYmjuwtNkISzhGT6zoocqfldvB0qwEuGF9u66ptmP1jFIWlv1Ke0sH677Mo6bQeMi+46LRKzV1mw6/aLKxvPTQ5ieyDKY65c/9lpQuwaA2YNqZT0xiDP7WQio26FG5vDj7pj7u49QaFY5OJxHJfgw7r2dzvHvCmfE3UhAEQRCOYs3c98nZsIb4AYMpzthOR7uJCVdeD4DDbufHF5+hJHMnHj6+jLjgEvpPmQ6Ad0Aghdu3ABDXf9ARr/9rvsGhuJwO2lub8QnsWlxUW1TAj/97Fo1ej6Ozk4byUgy+foy97JoefLW/XYOpk42FygeAsiYL8UGe+Bm0PXcDSzNU7wK1VqmQoO1eC/hAXu5I1UG5oxmfuh8u1M0CYGVOPcPiu2ZEd5S2oFFJTEoP5Y1VhUhIzB4YyasrC7hmdDwDY/wBZRZ9V0UrRqudUYlB5NWa3K97RU49947agcoeTIUjxH3tpo4mbup3IxPDu4KznUvLqCurwb9xKR6OG6nMNTL+0lSkvq189FMhQ72UcRq8lfeuo91G+b5mgK4c2SMJiFdq2NbuUVIuAIZeDz/dB4Cnxo5VFXDYU3M317J3bVfLXkklIcvyiTXrCEqGpgJw2ECjc292OZ18+sCd+ASHcPObHysbrS3w+d8oz8tndXM//nZeL37xkdiUuYZZpmDa6usYo8nF+OFKchvfoE9cOclDpqFSq6jKb6HX6EjaGq3E9glErT7z5k1FkCsIgiCc0TrM7eRt3oDL6aQ4YzsA9SVdNTwzfv6BksydTL7+NgZMm9EtIEgdOZa64kJUag1hicnHfU/fECVIWjv3Q2bc9Q9UamWGMnPpT5hbW5h6851kLv2JhrISAsIje6Rj2G/RYrZh0Knx0KrZUtzE1R9uw+bsmn2+bPhvaM70y0MQnAzDbjx0X+kGQFYaFVRnQNzobru1GiXQGanKoTl4KIGYlJxUQL5xJZ9+2gp08l1GJT4eGqb2DkOjkvh6ewUDY/x54eIBPPTdHl5ekc/LK5R0kfw6E2f3CWdZdi2poT58t0sJApNDvfEzaFFJEOFn4F/nhqNquJtPNn5ObOp/ADg7/mxGR46mv6qIbVunMWrkCmxmHzr1LxN7Vhmy3Elb+Ui0eju9Rkeg0UXzw/k/EOShzHSrtSq0Hmqaa8wU7SwlOMabgh11NFaa6DU68vDvnyQpucRt1V31a+PGwO1boXYvhjfewurs+uBRtieThvIShp53AbZfdYuTXTJWkx1PXx3HLShZaRrxch+4aaW7W1pV7j5gf9e/nx9QqjD4hEN1JptsU2hsb+fTDav5MUzNtJ1KKoqnIRZtdAqrqvuilmwMnqR84EscGELiQOXvSHB0z9Va7mkiyBUEQRDOWLLLxU+vPo/D1onOYMBmtdJ34lSyVi9n0/zPSRs1nm0L55M4eBgDzz60tNSQc8+nrriQ1JFjTigQDY1LRKPXk7d5PSFxCYy4YA4AdSWFJAwaSv/J0ynNzFCC3IgjBDu/g0FPL2dkYiBf3TyKf/+U4w5w44M88TVouWzEbwhyt76t/Hm4ILdsk1Lf1dkJuz6HmJGw8RVoyIPp/6HT7iSQNvpJJezyPZtAfws0KmkTJapYGkx1nNs/gp/21PDC0jwW7KxkQIw/NoeL5y7uj5+nlrevHML6ggb2VbdhtNp5e00R+6rbCPbWuXNup/QK5bEflKDtsuEx/OfC/lRVfcW6aomPmvSw+V9oVBqeHfssOrWOTZuV9IWKyrnUl8j4J67HaTOA+VwqshwkDgpBo1M+yCT6JXZ7yZ6+OmqL21BpJNJGhLPxWyUVwC/Uk43zCzj3jgGHBqG+kdBWBTW7lU5mAXFKd7LQdDwHVNC0by8ALTVVfPvv/wMgffR4cjdloPMIZeJVvTG3drJhfgHtLR0nFuR678+3NtfDT/fDFfMByNuy0X2IfcsHaFUuaMhFnvQYLfMyATDWhHFWvRO9ys7kS29g7fIQlhXKIMPEoUV4D77q+MdxBhBBriAIgnDGaqqqoHR3BmMvvZoBU2fgcjkpz9pN1urlbP72SzZ/+yUAoy6+/LDnqzUaZt770Anf1zswiL/PXcCPLz3Llu++ZtA5M5EkiaaKcpL318L1C1NKcPmHn54gt8Gk1GzdUtxMaaOZvVVGHpmRTpivB2OSgwn+LY0ebActeHLalbSEgzXmKY0YYkbAtneVxVMrn1T22S10Om5ggmo3KkkmQz+cIX0DsWZ8TbYrhote245Oo+L/zu3F34ZEs3hPDd/urKSkyczM/pEkhXTNCI5LCWFcSggul4xKgrX5Dcy9fgTmTgfhfh6oJYntOfOoMsI1o8chy06qa+bT6Oj6INM7sDc6tQ673UhHh1K1obJyLmjBYRyBMedeZJeMzdpO6jBl5rLDbCdzRTmxvYOITPEHwDfYQEVOM71HR1Ce3ey+/qYFhdSXmdj8fSGTr+nd/X3yiYCyzWD6GtLOUQLc/QLCI8letwp7ZwcF27qalqz74hPMrRGoVOUkDRpPQ0U7AO0tnYTu7+p7XKkL/edAazloPGD7B9DeQM2utexZ8Qs6rQqb3UVz75vwN2eiai5mRWcQFmMrWQlG+pb4gVNHcsoY1q4IRaWRcDqc+IUaSL/+RqWz2x/ImZdAIQiCIPzpOR12dxvdo7EYWwGITE3Hw9sbT18/UkeOYdY/HuXSJ58HwC807LibNpyowTNm47B1UrRjK/WlJciyy5324O8OciNOyb33VRupaLYccX9ubZv78VkvrkGSYEa/CGYPjPptAS4olRMOaMg9dH9jIQSnwDnPKYHu8seU7bGjIedHenfu5ibNz9TL/qw3RWCJHssA+4fMcTyJt17DPVNSiPAzcFZaKC9c3J8hcQHIMkxMDzn0XigL5R44O53Fd40jwFNLdIABrVqF0biN2fEfc/uAj0kP96Ws/APa2jKxevRyn9s/pD8AFRWfIMtOBg74GI0qDJsplPiYhwmM8KK5xozeS0NtsRGrycbS97PY+UsZ2xYV47A76TDbsZpsIINKLVFf1oaXv/Le1pUo73/hjnrkgxZtAUqQ22kEcwMM7p6vHRillEVb9elPlO7ORmdQAuCc9auRVL447M00VpThG2xAUknUFCmL0DrMdj5/fAu7V1Yc/kfX2KAsKvOPhVmvKU0jZCf251P57v13cGg7uSBVOXeTJo5x+hbODghh8xdf0eZpZ1eqkfUDHcQMuJuixiE47S4mXJbG6AuTmXhFOqo/WIALYiZXEARB+B3JskxzVSVr5r5PdX4uN7z2vrvV6eFY2pR/4D39/N3bVCq1u7PY1S+8cdTzT1ZUai+8g4LJ37KBxCFK29mQWGVaLSIlHa3eg/Ck46/acLwW7a7mri93EeVvYP6to5i/o5JRSUG8uCyP7Oo2xiYH0zuya5W/v6eWVy4ZSHSA51GuehzauhY9UZ0J4QfV/rVblfaxQVcqeaeT/g++vhLC+8PfPoHXBvFq579wSGreCH6cjIo2NhY2YXNKzLthBKOTgroFSpIk8fTsvjy/NJdJ6YeWI/u1XZlXYzYX0rfPy5SUvO7e3ti4muLilwkNOYeONh+gBIABoQOoqVlAadnbhIWeR1DQeCz5L1NTbGbav/uglhrJ21pLp9nB9p9KqSs1UZmrVHmoym/l3bvWEhjpRXO1Mrudta4agL7nRLF7ZQUOm4uEAcGU7G7E0mbDy++gDxa+B33wSejeCSwwMhpJHUphRgDOzkAiU9LpaG+nscoLSeWJ7DTSWldDSFwCCQOCyd1Uw8hZiexbX4WxwcqG+QVEpwcQFNU18+102Hn/juvwDgrmlrc+AaDB5kuTdhTZzVV0dHqwYlgdY+1VhIT0puDHpSTF6+hbEYDWBrHXnseVg6aw+rkKGs0wdEYccX2DCEvwPW355j1BBLmCIAjC76K5upJtP3zLvjUr3NvevukK0sdMIHXUWBIHDUWt6f71uMWoBLmGIwSyIbHxp2y8AJJKRVzfAZRk7iQ4NgEkCe/91RZC4xO5e+63p+S+32UoX69XtVoZ/d9VALy8QmnNO2tAFAsyKlmyr5YQHz3vXz2UlFDvbq1qfzPTQTO5LSXd9zUXA7KyKA0gYTw8VN61f8I/0Sz7P550XE3q0Fm0/7CPu7/cRaCXjqHxAYedCewd6csn1w0/4nBk2UVz80a8vdNpadkEQMYupa1tWNhM6uoWsS9bqVqQlvYklWseJkinJ1lrxlD7BtmWHAICRpOW9iTtLZ1U53cS3y8ctVpFdWErKrVEv4nRlOxupHxfE5JKYtycFNZ9pSx6a642o9aqcNq7FvOFxvlyxZOjkFTQUG6iZHcjpqaO7kGuT1cKS3Oji4LtxcT2CSIiyQ//8Eg0HiOUnZKWwKhoeo87jwUvKLnLsrMeY30dAH3GRVK8q4GSPY3sXVNFcIw3zdVmNn67jQGTAonrNxCAfWtXAtC+v7Te3oa9LH3+aaRGDRCHyeCgJriDW6QwAv3yGZsRwNC8AHQGT+Y8/SxhicnsXlmB3SRz/r2DiEo7fPWHPxoR5AqCIAinjOxykb91E7kb11K4YwvIMoGR0cjA4HNmUbFvD7kb15K7cS1hiclc/sz/3JUMAKxtrUiSCg/v07eCOywphX1rV1Kdl413QODvUg+3pNHMjH7hqCSJxXtquH9qKoHeOqL8la/68+rayKpqY1rvMHd5rRNm71C+TvcOhR/ugDH3dM3kegaBsar78QcaDAQdoUrFqDsp9B6CocKfyb3CeOyHfVjtTu6floqHVn34cw7D4TBjtZbj49OLpuZ17N7dVZM3Le1piopewOWykZz0T0ymLCyWEgICRqHVBlLSVsKwiAncFhtLc8sGDGHnk57+LGq1nqWf76aj3YFPkIHiXQ3kbq4hvn8wYy9OIXlwKKvm5jD6omTCEnxZ/3W+u2zspKvTWf5hV0m0wAgvvAOUgLYzWKmG0NZo7V5azGt/2TmfCDbML6Aiu5nSvY1c8uhw1BotKu3+BYGSFo1ORUOFcrML/jGIBc+84w5yo9IC0HtqWPpBFshw1hVpbJy/k/J9HRRtfY07PvwCncHTXXVE66GkPny84S2iGi10ap3o7Woi03txp18A28zl+PUewS8+a3h/zJv0CeuHh5c3siyTvbGa8ETfQwLcPPJ4lVeRkbmTO3Hh4imeYjKTuZVbj/vnejqIIFcQBEE4ZTZ9+wVbFnyFl38Aw2ddROLg4USkpiFJKiRJYuC0GVjajBRs3ciKD94ie90qonr1wTc4FLVGg6XNiMHXF5Xq+IOknnYg37c8azcRqemn/H42h4uKFiszB0Ry39RU7p2aSmKwV7evjV+5ZCDr8hu5elTcb7yJGd4cCcZyuOhD2DsfdN6g0oCHvxLItlXBsseU2d2LPlCaG6h1EHyE9AxJIrn/aB5RUmF5/+qhtJhtXDA46pBDnU4LkqRGpTo0dzgv73Fq6xYydsxmWlt3uLer1T4E+19I1LhLsNraMDkdSCFXUpz/b84OmkJ2Uza15lpG9L+FxMSLSeTv7nMddieVeUoqQkN5G9sXK7PUSYOUXODwRD8u/9dI9/G3vTmRPasr2f5zCQn9Q5jzyDAkFeRvq8MvpGsRmW+QUie4rbErv3zTgkI6zRomhvZBPvvf1L+p5O42VrTTWNmOWiMhScrr1nuGMnDacNZ8UY1/mCeRyQH4hYVjrK/d/5pVBMeoqMqDgAhP4voEsWl+JZIqgY1+Z1E7bx3P3TSduiLlA4i9w8rLm16kaU8uUXixeHQtY5uTuPH6h/ALDeOWA++/y4n6oL9TTVXtNFebmXDZoT/bW7iFtawFYC1rMWAggwwWsIDJTCaFU5MP3xNEkCsIgiCcEi01VWz9/ht6j5vI2bffc8RA1dPXj/5TzmHPyqWs/fxjOkxteAcEcs3/3sJiNGLwOUaHqVMsJDYBlVqDy+nAN+jwC6R6UnmzBadLJmF/YHtw1YEDkkN9SA71+W03kGVYfK8S4AJ8d7Py586PlQVTwSngGwX7voPS9cq+C99XauRGD+tWKeDQS3et/p/a+8h5tnv23k5z83qSkv5JVOQctNqu2UOjMQOADRuVvGtfn/4kJf0f3z2/l/qNe5n9YH9uW3UPexr34HA5AA884lRU1PyATqVjWvy0bvdy2J1snF/oTjko3aN0/IpODyC+fzCHI6kk+k+Mpve4SLQ6NSGxynsdHN39PT9Qdmzrj8X4hniQOiyc0qwm2hqtjHtpPRajjU7LZkbMTmT7TyVkra10V22ITPGnsVKDV0AwNUU59Bqt5PF6+wdQsmsH2374lrSps1ltqSLWmsvYiy5FUkmYGouBBGq90thR5GT3h5cytaWdgIQ4WkrKWLDrc4Y1BKIPDeS9Of8l3CscP0Ow++dTX2rCJ8gDT9+uv4/5W+tQqSSShijlx77fVcn3u6p5+ZL+bPXa6j4uh5yunzUyMx3ns1GzjiBOooPeKSSqKwiCIAinROayn5EkFeOvvP6YM7GSJNFnwmQ6TMqsV3tLM6W7M7C0GbstOjsdNDodsf2UzlU+wac+yC1pVBY6JQR7nZobFK6APV/DWY9AWD+QnaDZH7iaauHcl5Q6rwdrzFc6eMWPPeJl29r2sGZtX4xtu93bZNlJQ+NKjG27aWpaj9lcRGnpOzQ3K8FzUdHz7N5zKy6XTbm9KQeny9rtul5eydTnR9LZGktDuYlFRYvIqM/AV+fLJTFXkOaXzlu73mZB/gImxk7EV9f1ochmdfDdCxlkravCw6sr33vw9Dhm3zMInceR5/oklYRWd+xvEOL6KQFecUYDskumrcGK0+6itriN+jKlI1ts70DSR0WQu7mW7A3VqLUqYnoFYLM6qC00Kq1xk5R0h9AEJR1k/Ref8OGGYn4webNL18nerFW0G1swt5QC4O9UPkzU543HhUReYBMyMMkwiTjL2cQmjyTWO437381l0de52KwOln+UzbfP7eCzRzfRUqv8nrlcMvnb64jtG4TBW8e+aiP3fr2bdfkNvL9nJx0cuQpKniab27jtmO/R6SJmcgVBEITj0mkxozN4Htdqa3tHB/vWrCBlxGi8/I9vEUvqyLGsmfsBfSZMoXDbJkozM7C2GQmJTzz2yadYXL+BlGbuxGm3n/J77SpvQSVB4mFmcE+awwbLn1Baz469FwZcojR1SJkG7bXKTK1POJRt7H7et9eD7ILU6VRUfIIkaYmOvqLbIbV1i3C5OsjPf5qhQ+YjSRLFxS9TWvb2YYfSu9eLSJKafdn3kl/wbyJCbmBH5nkAqO0j6WwaiX9UC2HBl7B5Vb37vMy63QToA1h18WreuWMNMyKH83KckprQ3zKan9/ew8jZSQRGerH2qzwaK9s555Z+lGU3UbijjoseGNot5eBknX1jXxa+vAuLyUZ7aydOhzJjXJnbjL3DiVqrIijSmyHT46jMaaa6oJWhM+LxCVRSHQp2Kq8tMtkfgGGzL6KpqpySjO3srVEWkpUbYli5/luWmTYS6zIhA/6yxNiO7WzwGMYXMRficmZgi72IK/INaHWeVBXLfPlmJsMLbJTnVvP+aqU6RL8JUexdW0VxZgNDpntRuLMOc2snYy5WgutFu2uQ/ZvwHZDP3NpjN6GYz3z62tJZq9t4xs3oiiBXEARBOKa2hnrev/N6Jt9wOwOnzei2L3/rRuqKCxl32TXILhdNVRXkbVpHp8V82C5kR+IdEMhlT71AYFQ0tg4reVvW4+jsJK7/oJ5+OSes/5Tp1BUXMuicmT12zfZOBy8sySXAS8fW4mYm9wrlujEJfL+rivGpIfgZtMe+yPEq36p0MvPwh/p9cOkXoNEpwe6kRw9zwv4PMlFDoGon1GXBiNuQIweRv/pvAERGXtwtp7atbc/+P3dRVf0lYaEzqKj8DH+/YRg846ip6V6Jwte3H15eybQad1BV9Tmm2q7Z47KtI2mv7gNAfW8rdWVtNAaVIVm17CjeRawhiRUfK4vBrNUw3n4p+yLW0fqjDya5kZBYH7QeEeRvq6PP2Eji+weRta4S/1BPAiN7doZcq1cTEO5JVV4LxgZlFlqtUVGZ24KlzUZMr0DUWhW+QQaueGoU9g4Hek8tlblKY4l966oICPekXdvKpd/fSL2lniFyOIkOJ0U7tqPyTKLcM5Yq+W7i87cheTURKrmI0Nop8vuWaLmAOvss7Mbp9HaqCTApgamrU8JVYKJK7cQe78WANgkPby1j56RQXdhKZW4LHe12stZVERrng+dgJ5vt2/kxq5mmOx6k3Kf2uN+Dfbo8PuMz7uGeHn1vT5YIcgVBEIRjKtimlG8q2LrhkCB30Uv/ASBl+Ggqsveybt5HAIQmJBGV9qtOUMcQkZIGwIQrrkOlUuF02A+53+mg8zBw7t0P9Og17/8mk6X76tzPNxc3IctQY+zg0XN7HeXME2RphvnXgkmZyWPw1ZCufPiQZZmV5StJDUgl1rerBXBZ7BBawtMZcN6rrP5sKr4uF0MHXYHFUuQ+pqlpHYGBY1GrDXR0VNPWtpvYmBtob88lL+8xSkpex+XqIC3tSby900iIv4NdmddhtZYC4OmZACilwKqqPqfZ9AUaT7BUXIG5rhdhCb7UlbRRnt2MjMyKAZ+gbjfQLNcQVpBGYUXX7G7vhlEMtoxD7avCJSulv/asqgAZ9q2vRuuhwdhgJSz+1OR3+wR5YG7tpKVGSQFIGhJC/lblZzv0nHg6CwtR+/mhCQlB76l8eAmO6crv7T02kk/2fUJpWylelmksbx7AIw3f8vbud1kZ34fPB82ihiAc5gSu2/IDu/sPxk9O5uLVYeQNreGSNy6mutHCT//aBsBqDzsTO5T7ZHo4MTo7eOHpSe6c6ei0QHavqqAyt4WkQSHEXWwgRZWMVWXFZ/RMzMcIcC91Xc5Xqi+6bfuhYz73eNzTI+9nTxFBriAIgnCIupIifENCMXj7ILtc5GxQVlfbftWl7MAqcIBFL/8Xq6kN//AIxlxyFXH9Bv7mQvK+IaE9HlSeScydDpZn13Ht6Hgm9wqlT6QfE15Yzb9/zsHHQ8OUXsdujvBrGXUZGDuNTIydqGxw2ODb6yB3Mai0EDEAGvKUXNz9nt/+PPNy5tEnqA9fnfcVAE3WJs5bfj0Y4IXOKp4MCSLRaeezkHRaaue7z92z91YkSc2QwV+RnfMwarUHEZF/w9MQS0XlZ5SVvUdK8iN4eysfXAyGWEaPWond3kJnZz2SpOS7+vn2B5cOjWclGimJ6Zc+gWlaB4ERXlhNNt7752qq/PJplZth/yRsmGl/VQkJkEHrocbW4eSyx4ew4dtCqgtbsRht7rFmLlcW2aUMO/H39Xj4BHogy1Cwow61VkX6qAh3kBuf6knpeRcw/yFvPruwkru5mzu4Aw8vLefdOYBdy8og3cg3q79hdtJstm6birO9gpHVSsWEUVV5BN7eRtGXi3CaQ9C5nAQaCzD5J5M54O8MLv0AvUaN1uhAQsKu2cCUkZNxrlHaPp87JpYXtpXQ1mHH10MJfMOHBLMyswaXXoX95pWcI93rfi2mMYuO+lqf5mkeVT1KKsk8xVPu7eaWWjg1zf9+M7HwTBAEQeimInsv8x76Oys+eAuA7Yu+o664AJ3BQGNZKS6n033snhVLABg++2LaGupw2m2c/8/HSR89/rRXRTiTZVUZcckwPjWYcSkhBHrpeOw8ZdZ7UnroCdWVBaUk1CMbHuGpLfuDjopt8ObwrgB3+n/gqoVw0yp3Ny6rw8qCggUA7GvaR16z0oxgY3VXPu4Dax/Arpa4PN7Jhi0Tyct7DINHLMOH/YiHRwyy7GTv3juxWAqVgNYrBZVKT1zsjYwas5EdHb50Oju7jVWrDcDbOw2X00XWuip+fDWb9lolEA4JH4xd1Um9Xmk/69TbWDP1XX7p9V63a9x0yRzlgQwGHy2jL0zG5ZRpb7XRaXa4A1wPbw0DpsS4z+vJXNyDHSglVlNopO+4KCJT/Ok7Poo5jwyjY/lP1Ho08diFq8gnn/u5n0prJW22NvxTNHTOKODODbcRZAji6rS7KKhv50G9EpRnREXhaXdwdsgAxp1zNmebCskJiIP25Qzf/gwulY4q7RBaFyygrkRpnHLLfx/iljmjUWuVEK9vulJZ4aEFezjv9fW8vDyft3eW87HLxMeOOu49KMA9mmKK2c1uHrY9QOWtt3Pj51Ek1HbVBi4MbUJGPsoVfn9iJlcQBEFwczmdLHvnNQBKM3dSnZ/Dhq/mkjpyLElDhvPLmy9RnZdDdO++ZK9fzfZF39FnwmTGXX4tYUkphMYn4R8WfppfxZlre2kzt3y2k9kDlfzT/tH+7n1/GxJNkJeO4QmBJ3zdVRWrqGpXmjc0mesJ+vFucNqUGrj9Lu460LPr2msr12J1WPnfhP9x/9r7WVe5jrTANNZXrifYEMwFyRfw/t736eepxkMF9k6lG1pKyiP4+PRhzOg11NX/QlbWnYCK4OAp3UqILStdxuObHie7KZtHR3bP+3U6Xfz0xm4qclrQ6tXoG+9kxCQVgcED+L9N/+KX0l9Ye8lafin5hUJTgfu8qXFTOT/5fMI9u4KrSVf3IiLJj7Vf5rFmXq47L9bl1cmVz44ltzUH9jfZ8ws5ybbHRxAU5Y3eS4NfsIGhM+JRq1VMuDwN2eWieO5nfHeB0X1sJ51cvPlibFU2gg3B1Jhr0Kq0vDvlXZbvNRFoNdJnxy+0+/nQ6quBKpCKyxk5cjwl/3mJivOG81lAJaNzaukdp6ZSHkrlYw9Tfd27+Id5YvDW7X+tBmwdDsb3CuHa0fF8sqkUgKwqpYLJkLgANuhWHvO1eRUPpCFhEwZJ+YDQvnU97WvWwJo1LH46nIG7bdj1VlrURuqpJ4xTM1v+W4ggVxAE4S/I5XSStWYF3gGBJAwcwoL/PEHqiDFIahWtdTUkDh5GccZ2fnnjJQw+vky75S5kl4xPcAg//O/fRCSnUpK5k6j0Ppx19U0ApI4Yc5pf1ZlvSVYtzWYbH28sJcrfQLB318ItSZKY/BvSFADmZc9Do9LgcDnI3/MZoxpy4G+fQp/zD3t8k7WJF7a/QIxPDJNjJxPlHUVeSx5ZjVmsrljNeYnncWO/G+kd1BvvlvkYm9fzeJWK+/tfQUjIVPd1QkOmExIyjXaHnR2NuTy24TFemPACg8MGk1Gn1Lv9ruA7ru59NTG+XTOqWxYWU5HTwllXpNF7bCSyS0alVmYet9ZudZ/3Ve5X9ArsxdtT3sbYaSTRX6m0UZ7d5L5WRLI/eoOGgHAvWmrM1HqXUBi0i7zQLbz35T8BuCLgUXxaQllnWkFoeSDba7czPno8oyJH0WhtxE/vR4OlgWe2PENrZysPD3+YfiH9DnnfrA4rnY5O/D38KW8rZ2P1Ri5JuwSDj44bXhx3SHpO+9q1dJSX8t013WezKwwVBLoCSWjS8IBtBsEXXcfLP5lYkVPKfxo2IbWb6PX5PAamplIybjx1Tz8DgNrPjwn3PEpZ9UKiL4ymv2sIpa9l0hzQi5bKNkL7RGJasQKvceNIHR6Gw+ZCkiT+NasP90xJobjRzIVvKfn1L88ZSL+s/x319ypBTmRz9Cp3gAvQvno1kocH4Y89RmdxESnyl2SzC1Dq6IogVxAEQTitKnOyWP7e6wDM/sf/UbZnF2V7lH+oIlLSmHrTnbx72zW01tUw+JxZ6D2VZMgLH/oXm+d/QXVhHn0mTGHqzXf+Lm1uTyeH04UMaNW/PcOvvMnCgwv2sLm4Kzib3rdnZrz3Ne4joz6Dm/rdxPt73ye/4CdG+UZBL6USxNaarXyT9w0PDHuAcC/lnj8U/UC9pZ5vzvsGtUpNakAqS0uXsrR0KZ4aT24dcCueWk9GBsWwvWQ9MREzCTHuY01DBXOAj7M+ZkjYEOL94ik1nMN/t/8X0x6ln9Y1S64hJSCFgpYCkv2TqbPUccuKW/jH0H/Q4ejg533LSVo5lcETkugzLoo2WxvrKtfhr/dnZERX17FXM14F4M5Bd9JobaTWXIun1pMP937IiNJZ7uP0Bg115jqqhmwnI28fuQHbeHjMgzy9Rckj99f7Mz/5JSLbkindu9d93ryceST6JVLaVkrvwN6UmcpwyS50Kh1vZr7JO1PfOeS9fnbrsywsXEiMTwwVJiWlom9QX/qF9OsW4B6Y0W6eO5et5+mpDDR1u06Yh8SG4V9TdsFFQAlzm/uy1urP7AFRDNq8D69xY/Hu2xcAbUwMTqMRla8vUa++ildUCg9EKfnqDrsTlVrCFDcEc4cKg7ONyjvvIuyRRxhy9VXd7unvqWNwrI5L7ilkScinfKSeRduE7476u/We9C5BGn8W1rUwJcgXz84O2pYtx2vMGPwvuhCAoXIW2ezCx+lPk7rpqNf7vf25/88kCIIgHFZrXY378bYfldJOA6adi7d/AEPOPR+thwdDzruAnYu/J33MBPexwTFxzLzv4d99vKfTtR9vp97UwdJ7xh/3QjqnS+bc19Zz3Zh4LhkWy+1f7HR/TXzArROSTm5gLhe4HMzNnouX1ovr+17Pj4Xfs8hYhZQ0nKwND3P7gNu5cdmNAIR7hTMraRZpgWmsrVhLemA6vYKUKg7J/smsrliNt9abT6Z/QphnGPkFz1BR8TEqlY6E+LsZ0zaX7wq+o9JUyUs7XyLCK4J2ezsmm4kAfQCBHoFclHIRDdYGVlesBuDStEtJ8k/iyc1P8vfVXW12jb1sLNMV8/JCPU7ZSWlbKQAToifQ3NGMv96ftMA0Hh7+MIl+iVy06CIKWgrQSBpUdi3+mSOI7hXE+EtSKW4t5rql12GymejVqxcv9X2RibET6Rfcj+aOZnoF9eLtzLe5KPUidCodm6o3MSh0EF/kfsGGqg3MTprNoqJFOGQHz459ln1N+/g2/1uKjcVk1GUwO2k2WrUWu8vOwsKF7vcyNSCVleUryajPICUghdd3vc6MhBl8kfsFNeYa3kx8CMvmLaz44dD0E7umib0PP8WBrPWrv3yWScMGYbxzHM2vVhI24Xb3sSofpV5y7PvvYRgwoNt1NFqlG1uD1A+XQ42mVCmr1r5mDYG/CnIB6qjj+fB7ANizf/b1aD4r1HJ1xW5cQKzsxNbaSsg1d/D3AemYzVY8VCoudz7KdfyLCd7xSPy2haanighyBUEQToN9a1dSU5DLlBvv6Lbd0mZEZ/BEo+3BGqmH0dbQVX6pJj+XoOhYptzQvXPRhCuuo++EyQTHxp/SsZwJKpot3DR3B29eMbhbG11zp4MNhUpB/h93VzN7YNRxXa+ksZ3cWhMPLthLrwhfsqraeODsNKpbrdw4LhEfD023VAU3pwN2fQYJ42Hru0oObdlGSJ4CI2+HknUQ2hvaqmD+tRg7jCyLCuTS9Mvx1nnzoE8f/mFp4IXWTGjNZGXZSjSSBh+dD3Oz5zI3ey5LLlpCZkMmN/a70X3bJH8l4H5w+IOkBaZRV/cTFRUfExp6LnGxN2IwRDEpdhJf5H7BP9cpKQA15hqmxU3j/OTz6RPchwB9gPtDgMVuwdhpJNwrHEmS+G72d6wuX03ZnmZ+zl9CZsg6aIeBIQPJb8nn1Ymvsq5ynXsh3BuT32BAiBLQ/Vz8MwUtSl5udFM6Z+fdAKgYfE4sfmEG7v7lCVyyi29nfutOZwDcATzQLSf4wDH/Hvtv97b7htxHfks+w8KH4af34/Ocz5m9cDYAn+77lPOTz+fznM8BeOWsV5gcNxmAc787l511OzFoDO7394AN+R8SDWQmNhz6+5Fgwyc3kwXJZ3FR4VqsHi7+c90iVkd/Sew3OvIMXZ3lIp56CvPGjXj073/o7wsQnujH7hLlA5S8XlkIatm+HWe7GbV395rAH/PxYa9xOCEdvVhS4UMsLm54/zXmTZ9NeUwCtQFB3GgGtikLFVWAC7g/vpYHEs6s8goiyBUEQTiKkl072L3iF2bd/8gxW9OeiCVvvQzAoOkzCYpW6pPKsszbN11B4uBhXPDgEz12r8Mx1tfhFxqGsV4pc3TwbO0Bkkr1lwhwAb7LqCK31sRLy/J584rB7u3bSpvdj/9vYRbB3npGJwWxPLuO1DAf4g9qvWt3ujB3OvD31LGnsmuh0aw3NqLTqLhiRCz+nsfoILXnK1h8T/dtel8luF3+uPLcwx86WsEvliLfIByyk1GRo6DTxNScVfwYGEPrjOf559p/Um2uZk7qHGwum3sW8uqfrwbg3MRzMZmyaW3dzsSIKXw0/gE0xoVYrYMpKX0dT89k+vZ52V3qa3j4cOJ84tjb2PWV/+zk2YyLHnfIy/DUeuKp7VrkpVVp6WsfTsHPGVzb704aBmUS5hXGzKSZ7q/2+4f0J6M+g+nx0+kfrAR0JcYSHlr/EH2C+jDMfyQe2/rhCG5nScg8PtxaRK+CXuxp3MNTo5/qFuCeKH8Pf4ZHDAdgWPgwBoUOot5Sz4yEGayvWs8rGa/gp/cjxidGea/3GxI2hBXlKyhrKyNAH0BLZ4tyPb0/WRlL8feTyNUUKge7JJBVoHZi9nbx8fDhbE45n5YxBt669zU6PJROaeWxNoppoff+ely6mBh0l156xLFHpQWwe6WSOuHR0YRh8GCsGRmYN2/Cd6qSP23CRBNNfMVXR30fBroGUGFvwdQeg5z3f6Q77HynMtOQsZWohjr6f/UFT1S3oEJiTIA3NZ12muwOUj09GB1wCjr0nSQR5AqCIByBy+nku//+C4DW2loCI6MO2a9Sn3jg29He7n6ctWYFE668HgCLsRWA4oztv23AJ8DYoAS5wbHxFO3YyuAe7OT1R7SnshWALcVNLN1XS2KwF9EBnry/rhi9RsVPd4/jmo+2ccUHWwn39aC2rYOEYC+eOb8vX2wrZ3BsAG+uLqTZbGNwrD+pYV2F/gfG+PPoub2OHeACVmMl8/x8uazNhPfga6D/JRCSDvu+h6JVkHgW7PwUOk1wwTuU7v0ImreRUFcAC+8HUw1xf/uEuJABvDzxZfJb8pmVNIsacw3eWm/m5cyj3lrPxakXk+iXyM6My2lt3Uq4aS+qjmqaW7eyafNEQEX/fm+5A1xQFsadk3AO7+x5h1ERo8hsyGRd5TrGR48/rve4aFc9ao2Kc24YiM5jaLfrAgQbgvnx/B/d22VZpqClkOD2aObY7qFmsQWAEZfEsbPSQJx2OBurNuKj82FW0ix6ikFjYO45XTOydw26i6LWIqJ8ojBoupcgmxI3he8Lv8dkM/HMmGd4aedLNHc08/qk18n+/CrWDDcjS0pZLV1TEHQEYItRZqV/OXsQey8/m8ulT+nA1e26tdTSm+NrpBLbuysdovf8T/CICKVgwlm0r1mD79Sp1FLLOMZRSOHhL+DSkOMqxKSpp/jJn/j7WedzeXsz9/w0H+2aNTTsz7lPriglvLWZT/p1T7NxtrcjW62ovU9NebaTIYJcQRD+8vasXIrNaiFl+Gi2L/qOgVPPQevhQWNFmfuYxvKSbkGu02Hnw7tvJjAqmqk33UnuxrVEpKQT27c/He3trJn7AR7e3px1tfKVcOmeXTSWlzJo+kwqcpSZMEmloip3n/uaLbXV7sfbF33HkHNn9+js8cHa6utIGDSUidfejL2jA53h1JRWOpNVtlhYtq+O8wdFsbWkmfRwH3JrTdzy2U78PbVcOSKOTUVNPH9Rf5JDvVl5/wS+2FrO9tJm2jsdrC9o5IoPtqJWSfy0p4YofwN3T07htZUFZJS3MjjWn1cuGUR0gAGVqnuuYomxBJvTRlpgWrftS+q28lqgP/k6LS8kjIe40cqOYTco/wEMuxE6jGDwp7T4e7RNMpGL7oPARDj/bYhRZiR7B/Wmd5ASKEV5R/Hg8AcZGj6Ueks9F6coZcV2NxVhtaswGDOw2Zrw8kolOOgsgoImYtPFHfKebavdRqRXJG9NeYt/rP0HayvX8qj86FFzlTstdqoLjRTtrCe6VwAdKgtPbngOgGfGPIMkSexdU4nT4WLgFOVbjT2rK9j8fREuPVxk+gc1KAGuWqtiRN8BjOw3F7vLzmsZrzEhegLqU/T3BJQgPDkg+bD7RkWOwl/vj0pSMT1hOiMiRpDfks/A0IF42iJYNb2rbmxE80DMdmjcH+Qm9DUiSRJrWHPIdauoOu7xqTUq0kdHUL6vCc+keAC8xo7BtHQZL11u5P4+bx71/NB1mzlLbuHWmEgW9RtDdF0NDy/5BjknRwm9HQ7UwcG4TCaaP/mUiKe7GkDIskzZZZfTWVBA8O23EXL33cc97t+DCHIFQfhLs1ktrPn0feydHexY/D3mlmZ2L/sJSVLRf8rZ7uP2rFyKd2Aw+9asYOxlV9NSU4WpqQFTUwOf3HcbDruN4Nh4rnnhDdZ98TH71iqFOfucNYXgmDhWfvgWrbU15G/diE9gMBq9nl5jJpC/ZaP769rW2q7FYOvmfURUWm8iU9N7/jV3WDG3tuAXEobOw4DO48ybgfk9vLQsn+92VfHUYmWxzr8v6IvNITN/ZwXfZVTxxupCBsT4M2eYUvrKQ6vm+rEJXD82AVmWeX99MV9vr+D1ywbjdMmE+3kQ4qMnu9rIipx67piYTGzQ4T88zFqozDxmXpXZLUDbbi4HNSz18uQSLz+GHu5kSQKDPwAlcidxWj/UA8bBpP8Dv6PnDE+Onex+7HBaebnaAnjwiofygS4x4e+Ehk5nS80WbvpxCv8d91/OSTiHF7a/oCzEqs/gwWEPolFpmBQ7iZXlK7lp2U28OeVN9OpDc4w7zHYWPL+T1joLar3EjtClPPzlZ+79S/KWcZX5PrTZStmpiCR/vAP1bFtcgoe3FpPVRmngHq6dfjH+oZ54eOvcAbVWpeX+ofcf8bUeXLO3J9U99zyy3U7Yg//EnpXFsxG3QlIserWecK9wwr3Cke12Omur+WlChfu8qJIpGIOKaDzwPF1JhUkiiVq6t9GtpPKExjTpqu7/nwi56y7sZeX8z/+9I5yhOFueToPOgKdaxTsVDaSZ2njsw9dwNnbl7PvOOIfgO+6g+dO5GBcuJOzhh1B5euJobMRWWkpnQQGGIUPwHn98M/q/JxHkCoLwl7Zn5VLsnR0kDBxCSeZO/MMiaK2rQZZd7F7+C9G9+1KZndW9xFZquju14EA9We+gYJqrKrG0GcnZsIaU4aMp3bOLpW+/Qr9JZ9NaW0PvcRPJ37KRmvxc4gcMJjg2gb2rllG6O4Ndv/yIb6hS3kmj1+Po7KSlpuqUBLlVOcrscXhK2jGO/PNyOF2syqsn2FtHQrAXY5KDGRKnfO07KimIEG89764r5tx+hy/zJUkSN49P4ubxh1ZIeP2ywbR3OgjxOczCMsDY2ZWvu7lmM2OjlEVGVpuZTXQwVhdGpU7P37c8wRteQexr3EebrY1bB9yKSupexqy0rZTkyOEw8eUTfg+2VK5wPzY7wUsNQUFKoLK4aDEAb2a+iclmYl7OPDw1npwVcxYXpiilo85LPA9jp5Hntz/Pqxmv8s9hyoK0BfkLyG7K5qERD7H5p3xaG8zk91/HRt0SOi0W4n3j0aq1nBV9Fs3r1WhzuuqqfvvcDvfjqdf14cPWV9lVvZEXx99zQq+t5ZtvaHzzLRIXL0Lt43PUY2VZxrRkCd7jx6Py6r5Qy2W1Ind20r5+PV6jRqHy9aX5Y2XxVvu6ddjLywn18yN186Zu59kqK9k40kitt7IgLIww7JkDSRqr58B3N+/qX2c9K8km+5AxnWiQ++tgXp+YSMjHb1Ltd2iJMEmWeFR6FAsW7pLuIrp/MO0rVrBhWwZxC79D4+rqaOhz7gwiX3wRSZLwmTqV1m++wZKxC0mnpfzqa9CEhaHy8iL2/fdQeZ553waJIFcQhL+sgm2bWPvZh8T2G8gFD/2L8qzdRPfqA0gseetlJQUhOQ2fwGByNqxxn1eZvZeyvZkEREZz3r0PUZOfh9nYws+vvcDKj97B0dnJiAvm0OesKSx++b+s+OBNvAODmHzj7dhtnRRs3UR4UgpBUcoM4bL3Xqe9SZnf8Q+L4NqX3ubVqy6kpab6MKM+eWV7M1FrtUSlH1/O35/Rqtx6Wi123r5iMOf0O3RF+L1TUwn00nHp8NgTvrZBp8agO/Trc4vdgofGg+21XTnXt624jUCdH29OfYc3Nj5Js0risthpJPa/kpuW3cR1S67DKStBx4SYCfQJ6oMsy9Rb6gk0BFJpqmRK3JRjjkmWZV7OeJmcphzem/oenc5OXtnVVQe23KbivL7/QK32xGw3s7piNZ4aTypMFfx7678ZEjaEj8/+uFswpZJUXNX7KvY27uXHoh+5f8j9qFVqXs14lZbOFvQY0K/vQ1lANg1xBdybeDcDQwa6UyhcLpm5X2/CkKDBelYhK1duZ3LsZGSrCj9bCDG9AmhY3UCwZ/AJ/wzaflyEo66Olq++Ivimm456rHnDBqruvQ8Av9mzsJWWoYmMIOCSS6l9+mns1dXIViv+l16C30wld10TEYG9XGm96zIasVdWog4MwvjDQtp++YXAK6/im0ta3fe4wnkV3xkdXGybyEq8MGMGOGyACyeWrnA4v/AL3/h9023bJ50/clfZRu4NHMeTwecCUP3wIxQsXgx2Owc+roXcfz8N//sfPmefTfT/uppFeA4ZDFotlq1b0ISEAOCoq8N31swzMsAFEeQKgvAXI7tc7F6xhIKtGyjP2kNIfCIX/PNxJEkirt9A93HTb7+XqPQ+pI0ai1bvweQbbsfpsPPFo/exb+1KNFodo+dcgVanJ7Zvf5oqlX/w8jevJ2noSMISkwkDbnrrYxpKS4hISUXnYWD85ddhrK+jz4QpqPeXCTsQ4AJEpfdGrdHgHxZOS81v+4euvaWZBc8+zpQb7yAqrVe3fU2V5eRtWkdUWi+0usPPNP6Z2Z0u/rcsnw/WF5MY4nXEDmMeWjW3nGwd2273tTPz+5l4aj2pNdfgJ8PLDUbuC/Km2Wbk/hW3U93Zwp1mB+NH3Ies1vKvXiN5Y983mPVpFLQUkN+cj8Vu4buC71hcvJjHRz2OQ3YQ7xt/2Htur93O5urNXJx6MXsa9vBxljIDmdeSx8dZH5NvLOfKwE4+b/bAFX4H8XG3YLFbeGzjY7Tb25l7zlyyGrPIaszioeEPHfGr/7Oiz2Jp0TLWrNrFmFH9sTntSLLEtg25TLQPZvjkFC6ddGhaQWNZKxajjcEJbfQbfAm/1P/Iy83/h6yT0XnomOJYRaO1kVDP0ON+n53t7VTccCPW3btBpaJ57lwCr74alb7rd1222Wj+bB6OxkY6srOxbN3q3mf84UdUvr505OVh+kUpx8X+v6fO5haa5yqpFvGfz8P40094pKVRcfMttC74js9LX2DpdBPXOAKpzshk9SNdC0yHVl7EArmJIRHhzGIWX/LlUV/Hic7kHqyIIs7lXGS68oHH7Y2gd+wk/ErDmPn+d1guDUe22TB+/z1eo0cRfOedWHZm0PC//+F//mz0SYl4jenewVDl6YlhQH/ali7De2zXPp/Jx/6QdbqIIFcQhL8MWZZZ+u5r7FuzguCYOAIjo5lyw+1odIeueldrNAycNsP9/MAxfmERSpB61mT6TZzm3h8Q0ZULeWCxGYCnrx9x/Qe6n/uHR3DVf191j8c7MIj25iaGzryQ/lOm4x8W4b5e2d5dVOXlsP3Hbxl5wSWEJ6ce8zWu+/xjtv+o1Brd8NWnTLruVkL2lwGTXS5+evV5XC4X4y679pjX+iNpNttYkVPHhYOiWJFTx4AYfyL8Ds01fvT7vXyzo5JBsf48fl5vdJrf3sXsRGyu2Uy9tR6syvPHGxoZ5hnLusjJbMz/ntv8lNJTs1IuxGKrIr/gadqb1nJ9qDcjx3zOhK8nsLh4Mdtqt7mv+dRmZQFQvF98t3uZbCa8td68uONFspuyWVS8CLPNjL/en9bOVl7c8SJba7ZySXQfhqv3UOwxik+y59LusJBRl0FeSx73DbmPASED3LVqj8axNIwb9rxA7tY2in7axMX2h8HLjsVupdlQw21nXXbIOa7OTgoefBqCzsP2/v8oWfQW94foeDfSye5eHthcNtZVrqPR2kifoD7HHIM1ax8dWVk4jUYlwAVC77+P+hdexPjDDwTMmeM+1vjzz9S/8AIAHvu7igVcdRVeI0cozRYkCUmjwbxlK5qQEFQeeqoffAjTsmUAeE+YgDYykuCbbsLV0QFA0ddv8dDaGmx6mQ0TLODqCjBnMYvyHH80qmZGJAbhy73HDHIrqDjq/qP5gA+6BbgA0XustDbv5uqfF+G15Acq163B1dGBJiKC6HfeQaXT0bZkCZKHB+rgYHwmTTrstUNuv53yG2+i5Qtl/LrExG4B75lGBLmCIPxl7PxpIfvWrGDEBXMYc8lVv2lRis2ifM0Ye9CsL4BKreba/72Np58fBh/fw5x5KEmSuPjRZ1j67qv0PWsKAeGR7n0BkdEUZ2znq8eV9p32zk7+9n/PHPFaVXk5LH71uW6zwpXZWcx94E7u+Xwhao2Gwp1baSgv5Zw77z+ugPmP5IWleXy5rZz5OyrYXtpCSqg3H1wzlLggLz7bUkZ6uA9eOg3f7KjkpnEJPHru75uqsbR0KT5aH5ZcvISKT86hT0gcXLsYCRibejZXL76aJrWa8BG3sWPf3VisJQCoVVoMGgNR3lHuAPf6vkrJuY+yPgIgzieO7KZsegf1xthpZOI3E4nyjqK0rZSpcVNZXbEah8vBv0b9i8XFi9lao8xcjvNsxtdjGM/1eo5HNz7KwsKFqCQVb01+i9ERYyjYXkfi4BDyt9bhE+RBdFqA+/XIskxRRgM5G6upyDZi8WrB4PICqwED3mAEAwFEnafC0enC3mnHy79rNrVt8U+YjC4IgsgLp2Fds5KAMjMPbHHhSgnliVkW5uXMo9HaSJAh6Ijva2dRETWPPIo1KwucSlqH1+hRRL74IuqAAIwLF9K2+CcC5szBsmsX9ooKWr/6Gm1cLAkLFqD29lZa5np5If2qPbXv2V0fYj1HjaSzoAB9SjLRb7/l3q7y8EAyGNg1qB6bXgkszZ5dOa2JJPLf1ne5eU82g2MD8NZrGMYw7uZuXuO1bvdLIokyynDgoJ56rFgxoHxQ29bajtHhZGqw3xHfiwM88DhkW0y1J9FP38CVgHb0aOzbtoHDoSwi2/8B3rJjB4a+fY/6/0Wv0aPxnX42bT//gveECcS8e2jr4zPJMYNcSZI8gHWAfv/x38qyfGqrlAuCIPSw2qIC1s37mJQRoxkz58rfvOp68IzZ/Pz6i8T0ObT7UFB0zAlfLyg6hsuffvGQ7cNmXkhIbDwOm43yvZnkb9tEW2M9vsGHfnUru1ys/uRd2psa6TtxGsNmXUhDWQmLX1HKNLU11GHr6GDVR+/gHxZB+ugzbxX0yWhq7+SHzCoSgr3YXtqCQaumoL6ds15cw/e3j+GxhVkA+Hho8PfUcufElN9tbGa7ma9yv2JR0SLmqIPwzVpIn5ocGHdf10GJE3jgrBfB2kxd517a/p+9s46P4lr//3vWk83G3V0I7u5upUAppV4q1L3Ub5UabamXUqNQ3N3dggUIxIi762Z3sza/P4YmTRMK7b29t/3+8uaVF9mdOWfOzG52P3PO83ye+gt06PAhFnMllzPmYbHU0MevDxk1GSwYtoARwSOoNFY2idyjRUd5/vDzvD/4fURRxGK3NJXJfbDjHcztNZe8+jx6+PSgo2dHpm+ezoigQViNO3EPuAlXjStfjPgCq92KXbSjkqu4sL+AwyvTcVilxFhvQaWRc98CqWCIaBfZ9d0lMs6UodEqCeviycawVRgNjfStHM/3wnzec/oOdw9nuo4MYs27pynLreehL4chXLFSq16xgkafQWhdVAS8NBdemou9sZHKbxZR8cUXPHm+G49qUnFQONDTp9ljQhRF9Hv3Un/gAMZTpzEXFSF3ccHj3ntRh4dhKSrCdcYMFO5SEqF20GCqlyzBbjCQe8uspn68n30GuZNUvEDucm3hqPSVVljUUVEIspaz/0eeep75vl9AG3G0b4hv8PzSDGoaLLxzY/NnxgIWMIIR3MANTc9FEYUdO9lINzg55BBHHI12Ow8k52ITRS60IXKtWHmUR8kii6/4Ckdax8fK5XFAIZsHjeDpLz7CXlWF8cIFdFeKRVgrK2lMTsHricdbtf0tutGjqdu2HWtV1TX3/V9zPTO5jcBwURT1giAogSOCIGwXRfHEXzy2dtppp53/CHa7jSMrfkLt5MSYOU+0+pL6I8QNHErcwKH/ucFdBa2rG/FDJLsnv6gY0hOOUpSW0iRyTQ16Mk8n4BcVQ3VxIaVZGYx96MmmNu7+gagdHFn7zr/IOnuaAz8tAmD0nMf+VAGLvyv1Jgs3fX0cq03ki1ndKcp+FI1DKIW22cxdm8SHu6TSo7G+OsK9tDw9OgYXx/9syWS73YJM1rrPBksDd++4m5SqFHw1njyadg4yHpU2BvdtuXPnmwAoODMTjSYIX59JVFYeAsBgyMJgkXxilyYvxWa3MTp0NP39+6OQKbhYIYn4X8rtAiwf9wOnL71A3oVpDB92GR+tFHsc4x7D2onLKc14BXMDeLg3V7pTyCRJUFtu4OyOHACM9RYAzCYbRZdr8I1wIelAARlnyugzOYweY0MRZAInj/myo2oH+S45dHXpxIgxHZv6LcutB6CiQI/GScmlHak4XUqhcfxduHg3CzKZWo3Xo49gq6uDZcvY/9Q6HEJCUSLHXFCAKjCQ2o0bKX7+BRAEdCNH4DRyBO6zZqEMaNs6Tdu/P1Xff4/h9OkWz+vGjG1z/6uh6SDN/DuPbw5hSiqo5YGDqzlx8yOIqsYW+zvaHXjN9AJ+eSM5X3Cad6d2YmBUcwKdgMBkJvMDP3A3dwMwmtE0iiayhZYid3lxFcWN0utQ3GjGT90cXjWf+TzLs02PpzGNybQujLGu073U3V7MwW59eE6lQu7ri9JXcg4R7XbKP/us6XpdC6fBg1F3iLsuQfy/5poiVxRFEfglelp55Ue8eot22mmnnb8XWxa8R+6FRIbcPhv13zQL+PfwCAxCJldQlpvdVH736MqlnNu5Ba2bO26+/ug8vVqV5vUOlwzsT6yV4ueG3nFvkwj+p5NcVMePx7LZnlRCfaOVZff2IUCbQXHjEQQhm6l9/sWrGy9x+HIF/i4atj8+6I/P3tttUJ0DHq0T0Oz2Ri5nvIden0pDw2UiI+ZSXX0MX/9Z5Bj09PDpx4+XfiS9Kpn5jrEMSd6DRmz+6sx2lGEq2EyA1yCOFh1nTOgYGvRp1NSeIjLyBeotDXycvJm6aiXztt5NmUWqiJVVm8Wzh55FJshYOGohX53/ii/PfdlibD3dQym9eDO/rCucO38PUZEv4OQkWcap9UcxN1wgvsNHODm1DlvZ8c1FrBY7Q2+NoTS7jg4D/Vn7/hnWf3gWtaOCRoOV4A7u9BgX2nRNA3WBNFgaaLA08M6gd5r6ajRam35fNa/ZVSIw/Eb0di1h3q3jpj3uu5eaVato+HYxLvPepuSNN6hevoKABQso//RT1NHRhK5cgczh2v7Ojj17IHd3p+Stt5ue08THowr8fT/h36Lt24fIgwdR+kg3maIo8srGi5wbsbCVwFXlxbDG9TuiTF24b8tpAlwdmNo9sM1+7+Iu+tCHHDGHjq8d5WjPZLhSfPDiseUM8o/js6IGPJUKKixWztcZ8fNqFrm/FrgA5ziHqyVQUmq/Qmz0Y03/WEacPEK9yiDZoV2xS6vduImaFStxm3ULmk6drnktZI6OhK9rbU32d+S6YnIFqa7fGSAS+EIUxYQ29rkfuB8gOPiPW66000477fwV1JWXcTnhGD0nTaXHhCn/6+H8KeQKJR5BwSRu34xXcCihXXtw8cBuABqqq2iormLgLXci/01MoYPOGYVKjalBT0Bs/D/2/H/LvtRSHlhyBo1SjrODkll9gukf6cmFJCmSzmQqxG6twHol+Wd6z6DfF7imOpCrQKnBbrciihZkMg36hHk47ZyPcPt6iGhOxNE3XCYn5wtKSzc3PZeSOheAktKNAGy7BK6ijPmBdlzqT1LjpaLKVYlbrQ1jlyk8sP9R6u0CSrkDNRYTKrkK/4Y9yGQaGh17MWPzDAr1hUhqRRK4k13MzO7xIK8mbeHZQ8+yauKqJoE7MXwiD3S6m6Tzd4JFsqXSaIIwmfKpqjpMTq4bwT7zcHS1k5v3Le7ug/D1bV4q/wVRFKkuMdBpSADxg6QfURTpNjoYpUXPyf3SEnX/6ZEtrqm/tjmevJdPr6bfy/PqWx1Dba6hIHAoGGyExLeOt1V6e+M6bRo1q1ejDPCnetlyBKWSwselmcOAJe9dl8AFKWY2YP4H5N0jVYtzmT4N99vvuK62v8Xk4sbOC0V0CXTlclk95/JrMMa2nCEOMEWg+PJDym8I4MGNBwGYd2On301wjCOOoMPl5K9cS3C8DyAVYki7tJWvl3pSeNMdfBvpywOZJZyqa2CQuxOFJguBjkAbb+sDyi2tnlv1/CPU6Jzxrq6i4AfwevwxPB98ENFqpeKrr1B3iMPnlVf+kuIZ/0uua81OFEWbKIpdgUCgtyAIHdvY5xtRFHuKotjT64p/WjvttNPO/xJ9VSXndm0FoMuo8f/oD3CduwdWcyPbPpvPxg/ewtrYyNiHnmzaHtmzb6s2giBgNUuzTL1vmP5fG+tfSXJRHY8sSyTW15lDzw7j6PPDeWF8HEZjHuXlu3Bzla5DbV0ijw2PQqOU8cDg8Kt3KIowPwp+kpZ4U1KfJyFhPJeSn+Sk8UfKvFSw5UkwVGG1NpCU9AgJCWMpLd2Mt/d4RgzP5LzFnxSjjJ2mMGyiQKZJxkWTDJ1MjluVDaPWgUuxOkr9dCTHaFlcvp8Sq4wGu0CNRcrO35r2IzmFa/D0uZEXjr2BwWLgvUHvNYUQAMQ6+1BTsZV3Br6D1W7l07PNiUtTo6YiVu/E0VZGbMhsBg86y4D+BwgLk94jxVkFrP3kBw4eGITFUkV42BNtXo5GgxWbxd4iSUwQBLoGVeP0+q1MmyQw4eHOePg7tWjn7ySJXAeFQ1MFt9pyIzsXXkAu2BlV/zNDDz5OT8Vpbp7bFc8gJwKiXQnv1rZecL15BqLFQsVnn+M0ZAjhW7fgNHw4HnMewLFXrzbbXA3Hfv2a+73xRjQxrWevy+pMiOLvL1LP35nGI8sSmfnNCb4+mIW/qwa12NKGr7tcirv9ZI9UuveZ0dHM6Nn2LO6vqVr8EwofH7pObf6brp7Vl5/HTSG48jBl519koLuKhflldDxyicEnU3k9N/Wa/QKoLQqily+j//q1TTO15pwcLIWFFD75FJa8PLweeeQf/fl4Nf6Qu4IoijWCIOwHxgIX/5ohtdNOO+38+yRsWM2R5YsBqSqZq0/blav+KcQPGUF1STFqR0cKUy/hoHMmbtBQdnwpVbpyD2j7i3TiE3NpqKkhvPsfEwZ/RxqtNh5YehoXByXf3tkTN23zsm1JySZAJC7uXY6fGEldXRIPDR/Ow8MiUMh/Zz6nIh2sJshPoK54LyUlGwARo0nyPS4L9MXnQhF8O4K0rsGUWS4RpvfDa/DnOIk6MBtYV2mh1qIBStmNhoeranmuVqp0hUxB4y2f0uDhgYtLT3amLGBd/lJ6+fTAXW7D2XiS9EYlu4vOcUDQ4FRxkOrGGj4b/hlDg4bSwaMDckHO1uytdFflU1G+jW66QMJdwjlQcACAr+M7E+OoJjH9Bzw9RxAZ+QK15UYun8om61xvVAG90Lhn49lpA8hqqc/vye5TVkI6ZtNjbAiyX12fhhrppugXkVtV3ECjwULjgk8Q7SKyy+cJnTCs1WX8xav30W5SzLEoipz7djemBkd6JH6IoDHg99LzuN92KwDTn5f2v5qw0sTE4HLDDcjd3PB+7lkEmYygL7+4+uv4OwiCgG7sWOp37EAV3vqG53JpPaM+PsS/JnXg7gFhLbYdz6ykrN7E4CgvVp6WbL0Ka4wU1hi5b4oTx4WWoQqPKh7kIbmFygYzfcLceWT4tZMcreXlNBw/jscD9xOoCGl6Pk9TR6GrSF2fZ5mtauSRBgdmqZ8ny9DIkRo935VmQei1z3+lcg0OV8Rt6LKfybtnNua8fIpfeZWGY8fQxMfjNKz1a/p/getxV/ACLFcErgMwCnjvLx9ZO+20086fpCwniyPLFxPapTtdx0wkrFuP//WQ/m2i+w4kuu9ALiccY9NH89C6uSOTyRl2531onHRXFQsx/Qb9l0f61yCKIosOZZFfZWTJ7N74OLe0SaqpPY2TNhoHhyAcHcPIKjvMjUcWs2vaLvycWlc0w1QLKh1clsI+jGoZZy7dj8ouw8mtB6rCiwjGWop94MjgUFxqDJRZLxKWZyA8NwmybofaPGpVjtQGeNLdaOKsgwYrAmMaDBDUBwJ6wsAnUDt588t8X5VMigWdP/QjdHIZx0+MxE9fh5O2EyqNP/vzD9DDpwdDg4YCzR64c7rMoaBwGSXFKzCZ8hkRPIKspCwClXZMdSc4m3g7NpseH/fZrHzrJJWFktWdu78Wd+8YrJpTqJwq8HZ7FEXJOCoEPSc3ZyOTC3QfIwkrQRCaRK6pwcI3TxzEYrpiyyUbh2HwnURfvIjf4UK0rmq0LmrK8+sJjHXD1cOVk7ecwkGlob7KxNEPt5FZ6YqHvZjuaxai+k0Yo/z3bjyu4P/eu9fc53oJeP89Gh+4H4WbW6tte1Ol8IDP92VwV//mOOMLBTXc/eNJTBY7XSMcqA45w71DQvg66SSqojDUHVrOZr/O64wURmKxbQNgztBrFxOxFBdT+PQzYLfjMmECbjSHd5TZqzD6baDxSszv59ovEWO+oPzzL/g2NZv998Wz+xr9f8iHLRLRBKUSVWgoNatXg0yGduBA/N995//kLC5c30yuH7D4SlyuDFglimLrgI922mmnnb8JpzevQ6lxYMLjz6HROl27wT+IiJ59iB8yki6jxgGSpdn/D/xwNIf5u9IZEevNoKiWS9yiaKO2NrEpxlSrjaK0dD8gkFB8nBsipyAIvxJVNfnweS9wCYDKDPDtTH33wdj1K+h8vgpn2UWE2gJqJjxPre0ASqUzZbazKGSOhE7ZDQmL4MSX4N2B075RUJ9IspML2BrpbGrER+4It60Ddev3XqmhFJVMhZvaDUEQGDjgOP3tJu5T6LDZbay9vJbBgW1bvDnrpEjBY8eHMTF8Lr5RHVE1ZuCkDUevT8bRMYKjyxTUVugZdHM0IR09cPFyoKSklEvJSwFwlI/Ho5cXHQb5s/Obi5zckk3q8RKsFhvjH+xMSXYtAEdXX8ZmFYno7kXm2XIatNKNQpqsC2k/p7UYlwwbHhoDFY06guM9KLpcjc3giEJuodu9w1EFt3GT8V9GUKnQxDVX/xNFkfL6RrydNey/InIrG8yM+Ogg4Z5anhwVzYyFx3F3VKH1r2LrxHuxepQwD+DK5OyvU77e4i1e4iUAPp/VjZL6RpZbDfjojXRwah0/bNPrybv7HkxJSQgqFa433YQ6MhJ3cpv2qRWqERT6Fu2qly+n4quvmGK342pdye5r2NROZCLCbwJ3VWFXZqvtdnyen4vC84+XTf6ncD3uCheAbv+FsbTTTjvt/NvUVZSReuwQ3cdN/j8ncEEqOjH2oSf+18P4ryKKIktP5NIjxI2Ft7eela+rv4jNpsfVRdqm1UbjJGyjs4OK0stz2V2ygD6dP0Gn64RMpoCk1WA1SgJXroJJn9BovwCXwWHI2whb5oKDO67dnqaf4gXsdgvZ2Z/i4TEEmWs4hhGvkOAbwbbKC+wvPgaAySbNtl3QqJkYEUjMkReY3Wk2Xb27thhrqaEUb0fvppkzmUyJTKZEtIsIosCMmBlcDa02pun37Kz38AACA+/Abjej1yejsPWgJKuWYbfH0mFAcyKYTifZX/l53s++74sxm1qWjK0plezJDq9MpyRTErmegTr6T4vAuegCjj8txOu2mTg4qzm7MpEQXzPmzEwMfSfjkn+Ky4Zg9A6eBLnpyb0IAiJdL3xB16/ewLH7/17gtsXKU/k8vy6JcE8tWRUNPDY8kmqDhSUncskqb+BCgXQdNjw8gElMwupcctW+HHDgAR5oejyxsz//yihkU345OrmMD2ObZ7EtpaUUb9hE5enTaJKScOzbF5+5zzUJcDeaZ5prFcUoA9a3OFbJ62/g0KMHPs8/T9XJe+Aa5X9dcW31nCosFJAKXKgjI3+3/T+d9opn7bTTzv8pzmzZAED38a29Itv553Eyu4qErEqyKhp4d3B4i/jaXTm7SK1KZaAyC5nMAQ8PyULNSSslFt3jaZZ2tBRy+sx0nJzicNZ1IjB1O7qgPnDHJjBWgbM/jRm7EQQVyu73Q10luAaBQor5lcmUREQ8DUhVxj47+xlW0Yq7xh1XtSvlhnJe7f8qvX17c7HiItuyt3Gp4hKP7nuU9TesR6vU4qCQZvPKDGV4O7Yu6LF9YRIlWbXc80FzeEn2hQo0jgr8Il0BkMvVdO78DWq1H6dOST5THh5DsFkbKCpaQe7pSFx9HInt2zL+XKuNpHePQxxcWoG5sbLFNrlShpObGs9AJzLPlqNUy5ApZEx/XirAUPDFBvyEYiJnTwS5HMfiFGrWbsNWVYXrmjMADJ4wgbqtkstD3LBxNNQYcdQ24ND12iWB/1esOCXF1xbVGonzc+ahYZFolHLeuCGeJ1aeY+O5Ikb3U3PO+RBnxP2/29f4xtt4NLWWLjoLzgo5t/t78FOhdJ0LTZam/apXr6Z8/oe8NWUWu2Y9yFsjx5HapQd6m41P7HbUMhk6dMiRY0MKE7EoW75erjffjO/LL3FaeY6XO53iWrjQuniE08CB+L39Fs4TJlyz/T+ddpHbTjvt/J+hIi+Hc7u2Ej9kZJuVwdr5Z7HqVD7Prb0AQI8QNyZ2aZ6dPFRwiKcPPo2TTCTG30RwwEyUSlcAtLpOlFlk6JVBFDaUk9gAn/R/grLcJZTWrqYs2EbfgGdQKzWglPo0NZagVvtIhUKGv9TmeA4XHObjMx8zLGgYt8TeQg+fHty85WZCnEOYFjUNgCBdEOPCxpFVk8X0zdO5e8fd5NTlMDpkNPOHzKe0oZROXq29SLPPS+WYa8uNyOQCyUeLOL01B4CHv262L/PyHMHFQ4XUF3RHF3gWR3UPDq3JobryY6rynBh9b1iLRLJfyE8SyE2qZOBNUagdFXgF6zi7K5f0hFJqy4zUlhkBsDTaCQhtLkvdmJaGpktnBKVkvOr99NN4P/00jdnZ5M68BaeRI/D9179oOJmArbwCy/7tqADv99/7t4qu/JUkF9VxLr+GF8bFcmvfEOSCgEYpOUIIgsBbUzqCUz1Lxk9lEZVNNl2xxHKWs+xlL5OZjIgIoowDZyehMNWzv0qKpz1QVYfRbsdLpeBAdT2PpuRyoaKGvifO80BEBHv6SuEoL3uHQrEkYu8J8KS3qxPVFhuOMlfq5ZWtxg3g+/q/EBB4jufa3P5b1KhbPScolbhOm/ZHLtk/lnaR20477fxjuXRwL5lnEpj05AuYjUaOr12BUqNh0Kw7/9dD+/+KjOoMlqYspZ9/PzwdPHnj+Bv8NO4nXNTXLpd6NepMFt7ckkzvMHfem9aZUA/HFskxy1KW4a/154mwKBS12/kiO4W5/vnsyt1FmaGMZSUa3hn0FL6iyNojL2KrUtB7byIGTz8S4mScN67BeOhjPD2G0KHDBzQ2lqBRt3bgyKjOIKM2g1HBo/jozEcE64L5cMiHKOVK0qrSyKjJ4Nmez7ZqF+4azsTwiazPkJabd+VKs85lhjJ8HH1a7NtQ25yhv/SV4636sjTaUKqbq9QlHymivOA+3PytbDmRQnmeHu8QP7qOdCWye/PNnf7wYcw5ubjffht1FUZkMoFOwwKRXSmt229KJKEdPWk0Wjm4LI3uY4IJ6eiB9xWRazeZMOfm4jyudXUwdVgYUSeON70mkTt30piZReHjj+M8eRLOkya18ar+b2m02pi/M40lJ3LxdFLRJc6TdRU1RDiqGaDSNe1Xpslj9cSZVNNSaA5jGA44MJGJ3Fb6DStUXzO+fDzGiw0415/Ezd+P08HhHKqW4mgfCPTiraxiVpdUA5A2cTrjwrywZ5fzSoQ/S4sqGOvpwlf55ZyuM7CkuJLVJdUY+mjBsW2Ra8CAFi0HONDi+Y/4iAQSWMnK/+AV++fTLnLbaaedvw3H1y7HWFfH8LsfuOa+oiiSsH4l1cVFXNy/m10LJc/QnpOm4uj858VVO38MURR58ciLpFSlsCNnB4MDBpNVm8XpktOMCPnz1dWWnsilvtHKqxM7EOapbXq+oSETvU3gRPEJHoodi4N+GwZ1JOfLyhi/vrnkqrvGncH6BgpSJJGZcexDrD7RXB7xItFcJDn3R3bXKZlg3oif/000NpbgrJM8TrNqsgDYn7+fBWcXMCF5DgkR6WSoM/hg8Aco5UoK9YXcsf0OnFXOjA4d3eY53NHhDnbm7OT1/q/zwpEXeP/U+5jt5lbhCgWpkghSquVYGqVlagedEgQBY52Z0uxaAmPdAchJqqA8rx4Xbx3VBUZ+KUiqvhLWoK9pROeuwVpdTf599wPgNvNm9DWNOLqqmgSuraYGrasLUb0kwR3e1QsHnbLFjURjZibY7aijm2OBf82v95U5OuLQqSOR+/a2/YL+F0gjjTu5kzDCWMQinGgZk//C2iTWJRbSO8yduK4+TLkklc81u57EymKCascz260rLzvfhFEwtup/sG0Emypr2F5ew66yntzns5Yn3v0X5B7CoWtX6hctQPHgQzw7YDSeVRWMvXiWcxczCc7N4subpAIUt2SXo5EJzPB146EgLwRBYFNZDW9kFjUdR2VzpvXRJeqpR4uWGGJIozkB0A033ud9dOhYylJ06Jgnpcn9f027yG2nnXb+54iiiLG+jrNbN9JoMNDnxhloXVtb/fxCXXkZh37+gepi6YvhF4Gr0TnTdfT//TizvwOiKJJclcyF8gukVKUwM2Ymq9JXsT1nOwCnS/+8yDVZbHx/JJtBUZ50DGi+YRFFGycSRqMXHVAgJ9p8CJXKg77dFxMWW83LR1/GLtqJdgpkYuRUnNc9RlhdPoQG8YxWBExw/FWWjfqUtTUrOGeQEaxREZD/A0ZjHl5eo7HardywsdmxQrALHIhYToO6Fi8HryZB+8nZT7CJNtZMXIOvtm0P5ki3SE7MOoEgCJwrP8fPKT+jlCnp6NlcT6k4o4a9Pybj6Kzi9rf7IcgEitJqCIh1w2Ky8t0zRzi/Nx9BJnB6Ww4FaZIgri2TwhoEqxk3RzMV2SLbU6RtHbs6Es+5pmM0Xr6MvtqEk6tku2bOzSVzzFgc+/XF7eaZ1O3Ygev06QgDB7QYf2NaOgDq6NbFE/6XPMuzbGAD85jHTdzU9PyTPEnClX/5RXb2+yzn+bVJODso6BLoyrrEQh4aGsGjo6LpcyKZGK2Gz+OCGKiZSL2ykGS3Yzx9lWN2tvXg41PR5BpzpMc6Bz5wVZJ7MgHPxx7F/Y47EK1W9F9+wXuLf8TW0IAFeM7NjeAffySwwcqLtWZEYE3XSLxUzXV3oxw1FDZaGOfpwudxwXRHTvpVxlFHHb74EkRQC5FrxUowwSy68k9EbOWq8P8j7SK3nXba+dOIdjvn9+wguu+APzR7ajE3UnApibBuPbFZLWxZ8B4Zp040bU85coCeE29ss21Reipr572CzWolvHsv3AOCOLdzK72nTKfftFv+7XNq5/e5UH6BxLJEkiqS2JmzE5AKATze/XGMViMbM6WytmdKzzS1MVqN7MjeQahLKEG6ID48/SHP937+quEM3x/NpkJv5qGhLTO/K2vPAeAkGJkX4obNXEpct2Vo1L7EqX1ZO3ktorEG4aMOUKWH2jwcOkzhOa2G47JGtI5e7MjZwffpm8iw6IAGKhSRVFRIs486p3iWXrHaAgjWx5LvlIZcVNKhZAD26CqMViPrL69ne/Z27ut0H0G6oN+9Xr/Mdj7f+3nuir8LnUqHVtk8M518tAiFWs6Ml3qhuBIXGtRBmrVVOyoZeFMkh1deJidJWr5WOSjoODgAnzBn3KrTKHjkKRQ2Eza5mlrnMEp8enHxXF/E6nwa4mbglX+M7KnTqB3xAU7V2djqotAfOACA4fgJDMelvzu70YDTFZFbv28fSj8/GtPTEdRqVCEtPW7/l5zjHPOZD8D93M84xuGEEzXUsJ3tTfsd9V/FyDK4qPCm0T8FTWY8PYMmccdwb9ZWFJDrupnRoY7kaMOpo/B3j9nbPgD9+ZfQWwWWdQ4n1EGNW6ORqn/9CwQBlwkTkDs5EfTF51SvWEHJ2/NQ+vshyBV4P/UkmphoOtc2wFmpClpPF22L/l+K8GN4jY67A7xQygRE0XDVsdRf8dE1YWrxfAc6tHjcLnAl2kVuO+20c01KszOpKSlqVVgg79IF9n73JYnbN3HXR19dt6H48TXLObVxDTe9Mo/aspImgSsIMjxDQq8kj43AQefcop3VYmHzgndxdHZl+stv4eItLbUOvvXu/7Nm5n8FBosBhUyBSq669s6/IrkymVu33dr0eFbsLKZETiHaLRq5TM4j3R4hrz4PP60f27O3U2GswNPBk3kJ89iQsQGdUsetHW5lS9YW+vv3Z1LEJERR5HhmJX3DPZDJBAqqDXyy5zJj4n3oG+7edCyLpZoz2cuavrQU9jo6dPgYN7c+zQPMOYqQ8DWipYFzGVsIlwm4jHqdi0lfcTh7Gw91fYixoWPZnbsbpUyJu8adDJOIEPEGJYYKohy78vm5qciQMcZtEtvZiJc+mEnJD6OyaTjo8yMfnv6Q1emrcde4c0/He/7Q9fvtjK/VYiMrsZyIbl5oXVonCAF0HhZEQWo1uUmV9J4cRvcxIQiCQOPly+Q/8zoadx3usx+n6ocfiZzYH7+LKew3RnLJTZpFL3DvxYDjL2IwK3CrLcZ4/jy1mzajiojAecwY6nbsQBUSgjExkfp9+yl5802sxcUofH1R+vmhjoxEkMvbHNt/ExMmjBhZx7qm52qoQYeO2cwmj7xWbQ55r4Kp0u8NPfayk0/xA/CRfj5E+mkL9+IZ/Ow1h/6y3kw9U0ClsZF13cLprHPEpm8ga/JkrOXleM+diyqkuUqZ28yZ6MaMAWhReCJOK82ivxje2lKtk86RTjrHpscNQsNVr8NBDtKDHjTQvE9PetKP5tLF2G1QcgH8291f20VuO+20c02Wv/IMNosFv8gYnL2a4wkvJxwFoKqogD3ffsHAW+5EoVBSmHqJ4M5dkcmavxytZjMIAgqlkrLsTABWv/kigiDDOzSCW+d9hElfT37yRbYseJcv751F32kzGTDjtqY+ErdvQl9ZwfSXmgUuXL00aDsSjbZGXj7yMpm1mSwYuoCnDjxFR8+OvNb/tT/UzzcXvsFB4YDNbkNEZE6XObhpmr/IfbW+/DTuJ9Kr09mWvY1tWdvo7tOdbVnbiHWPJbUqlUUXFgFSOMOkiElsSyph2YrFxPju4Ej3Bby8uxSrXeTVSfFNr2tWwSqy01+gUVRTa1cyvPs3uDh3QnlpB6S+C0Ofh6Q1sHY2RkFgoZsL37m64ICMmVnr2JYtVaDalrUNlVyFTbTxZr83qTJVMf/0fB4/KlXWkp/7AZto49a4WxlWchMOFyLpEdEZVRcVmWfLMFeKrL+8ngCnAD4b/hlOqj/vw2xqsEh9mmxE92od7vBLsll5fj3ZFyroNjKYHmNDaTh5EsOJBKoWL0ZwdCDos89w6NoVj7vuampbtmAbZ1LBP0RDUS7o73wNe7YKjelXcbr334/XY4/i+egj1KxejX7/fgoeeggApb8/lqIirCUluNworaisOp3PT8dzeHdq56YQkvwqA/O2peCtU/PYiChmLDzOKxM7MDSmtbPJKxsu4q5V8eSoPx76kEcePelJOeVtbv+O7/5wn1dDi5bh5hs5cfkBUhojSRLruKg38m18KJ2vCNG6bVuxlpcT+MXn6Ea0Dslpq6qaViEnd0hnVNfxWaVDd9VtT/M0oxmNnuYiEUtZ2nLmNmEh7HwB7toKoQOvebz/y7SL3Hbaaed3MdTVYrNIXo+Hfv4B38ho4oeOpDwnm5QjB4nuOxCdhydntm4g+dB+ZHI5ZqOB/jfdilFfh6m+HrlSxcUDu5HL5fSaPI3SKyIXILRLNwbMvAOZXI6jiytRffrRd9ot5J4/y4m1K4gfPAKlRsO+HxaSfuII4d17Edzp7+u/+XdkW9Y2duTsAOClIy+RVp1GlakKURSv+wYhuzabfXn7uK/zfXT37k65sbyFwP2FMkMZ6VXpuKpd+eD0BwBo5BreG/QeizfdwTpRMtk/VXKK4rpaPjq0H6eQ5UxVWog9OxuLW1f6uo+lzpbDl0eWUtJQQpT5CL20oBUasTj1wtPjSkWwDXOk/2PGwa5XEL3jeMBZTqKtju7aIKpkMn64+APejt7M7jibd06+0zTOF4+8yBv93yBYF0xevTQLaBNtaBVanurxFHsXpRHtFMvkh7pjNdvIPFuKR0MgmZ7neHPAm9jTdRR71uIX8ceTHMty69jy+XmM9RYQICDGFQCr2UZOUiWXT5WSk1RB/OAAcpMqUDsq6D46iKLnX6B2wwapE5mM4M8lgftbej08Ft2JYqL7+LL8tQTOZEv9ayw1ABwL7kZt3BieQrpBdOjS3EfYxo2ow8PInjadxvR01BHhpJfW89waycrttU2XWD2nH4Ig8OOxHLZflIokHM6oIKu8ge+OZLcSuaIosuSEVMnriZFRf/im9BM+uarA/S2hxQPwWvwK4YOy2OyyFPeoCgrUrSNclSixYGnx3Fzm8hRP4a3y5mbnTN7Lls5tnKcLE7yaX+eaNWtRR0XiNHw4fwT1dVqqfc7njGLUVbfPZ36LmVwtLcMfqLgSq5t1sF3k/q8H0E477fw9Obj0e6xmM3abFYCwbj1JO36YtOOHyU48RVVRIVpXNwbdcieuvn7EDxnBhb07sZobyU06x7HVPwOg1mppbGggfsgITA0NnFgnWdwMv/sBguI74xkU0uK4MpmcATNupePQEXz76L0k7thM9rnT1FdW0nvKTfSbPqt95vY6EEWRPXl7SChOYH/efiJdIxkbOpbPz30OQLmxnJy6HMJcwq7Z18dnPub7i98jIDArdhYeDh5t7lduKGfs2rFY7JJ4EBDo7dubeYPm4a2v5KHcZA77+1CnciS/Pp9Rq8YjOJpAtNDDaOaITkApO8kF8SQztoADcnycgxjn4gpIPrLdTF5wcR2E/CpJaqEkei8OfpTE5K94rNtjzO40m7rGOg4WHCTWPZZw13BWpq0kqzarqdmrx15FZXXg7rPvUBWbwUbn7+gf0J+S1HqyzpUT0V0qH6xQyfGO1RJ/eQDKrnX410Wy4YdEAG58pjv+V4o1XNfrYhfZtyQVuUKGs6eGmD6+lGbXkbApi5LsOmwWOwDeoc5cOliITC4w+JZoqt5+jdoNG/B4cA4es2cjms0o3N3bPIZcKSN+UAAAk5/oStqJErSuaoQHkgBYFj4Up6xqnrqyvzo6Cr9338Gxe3dUwVL8rcd991L07HOoO3TgqwOZaJQy5gyJYMGey6SV1hPu6cTGc4WMjPMmrbSerPIGFDKBw5crmLcthRfGxTb9nRbWNHsF3PjlMRbd0RMvXdvhGb/FgIGf+KnV8wtZiAwZ93Ff03MyZETtegpPDxfe73w3TueHs/WYEU9lJdbw74jyKuZ15XNoRA1uH24h8+g67v+pBLmTjs+Ez7iZm5v6eshZyelqkec8tUzZuZbinyup37MH0WZDNBrxefGFv+xzaAQj2Mc+LFg4wxle5MUW2+3YW8zk/tZFAqOUgEj2QaBtz+d/G1MdnFwIUaMhZTPoy6DTTRA26Npt/4u0i9x22mmnFTUlxZze3Bz7Ft13IBOfmEtu0jmK0pI5vmY5ADc88zKuvlKMmVdIGCPukWbWrGYziTs2I4oivSZNxaivx9HZBbPJyLp3XsMzOJTOI8ciVyhbH/wKLt6+eAaFcHb7JtSOWqa//BYBMXFX3b8dicvVl3npyEu4a9w5WnQUnVJHmGsYz/R8hlj3WFalr6LaVI3FbuFk8clrily9Wc/3F78H4K74u64qcAEWX1rcJHABenr3JqM6Da1MxfnE74i22+nUaGafQvrqEZR1ONthSVEZWYOWcW9DMudyFvGOVkYvo4mPyypw1lk5GN+AKAjIDHbCEn8CfgKHKwLPPQJzQA8Ufe5nde5mHBQO3BJ7CzJBhqvGlRsim50SPon7hn3bzqF2kxE91pV7dt5D77wJqG2O+CV3hr4wwnc027+QxKBfhGtT2xE3d2L5GwncZn6cQyvSUWnkCHKBExsymfpM61LDVyPpYAGVBXpGze5AVE8fqoobWPveGdSOCjoOCiC0iyfuflocnVWIoghA1Q8/UrZhA56PPILXIw9f97EAXL0d6TM5HIBLjz7J5Z9WUO4TTG5hLQazFUeVAkEQcJ0yhYZGK2XVBgLdHHGZNAmHbt34KdvM+sQU5gyJYFr3QBbsucyiQ9mU1Bmp0Ju5s38ovs4aTuVU0yXIhRfXJfHNoSzGdfSla5ArRzMqMVpsTeM5l1/Djksl3N63+ebWlJYOAqgjI6lesgTn8eORe3nyCZ/wJE+2OJ/HxSdR1nZkqHIW0VoNs5jFeMZzkIM8YnuMXRmO9O+l49OicnZYjdwd4MkjwR3wVQ9HdkWU1h88QMG32+gW1ZGDfdS4zJyB36OjsclqMeflod+/H++vF7JJFJGJIlVyOchkaPv2peHwYQBcJv91FRUFBIYxDIDRjCaLLL7l26bt3ni3ELmtZnIrr6yUFZwGq7mpcl+b1OSDSguObd8wXZV9b8LJb2DfW9JjtQt4xbSL3Hbaaefvz7nd2xAEGTNee4eqwnziBg5FEARCO3cjtHM3bBYL+SkXCe/eq832CpWKXpObK+r84ryg0jgw8/X3rnscQ++4j7yL54gfOhJ3/8B/76T+P8Bqt/L4/sfJr5dKlka4RLB28lrkv4qNXjB0ATWNNbx78l325O3h5tibr9YdALtzdwOwdPxSOnt2vup+NaYaVqWvYkL4BFYf8EHukEtWIVQG1NB3pfTFFxEaThYW7qo2cNpBTpFSyRtlFfhP+wH/uNHAaKItc9AlfsHgoOGozi4h7fJSFlZ7UG52YIjSm8SxgxlYlIpP8hZW+AWTH9mf48UJmPfdi120My1qWlOsbHFGDSVZdXQbLc1OJu8rxZimxAiEjYzlzrg7EU9LDg5qBwVbp2yl6hTkWDKY/ERXAmOawzHc/bSEd/Hi/J4CAMY/1Jm6CiNHVl2moqAez8Crx1H+Ql2FkaNrMgjp5EFUDymm/Ojqy8jkAtOe64mTW8vZTUEQqD9wgIrPP8dpyBA8H37omse4GqIo8oa8A+njn+XNyfE8vuIc25JKcHVQolUr0GkU3PDFUeQygf3PDMXXWYPMz59vFu9jYKQnz42JQRBArZCx9qx0DR4ZFsmgKGm2O8pHOv+l9/ah51t7WJ9YSGmdiTlLzzaN4f3pnXluzQVSi+uanqvdvIWiZ58FhQKfd97k4LrX6KEvZ8XDduYyt8U5fCd+x+4LQ9hfVc8yIZUN3aLo5aJlH/uopJKTKRY2WhJJ1cKBokpm+LoxL7r150bt+g3I3d0JW7uW4tdfp3bZanKOJGCrrsZeL7kXOE+ahG7ECCwlxehGjkTp54cgl2O8dAlbRQVyV9c//Vr8UX6bVFdFFXakGX+VXY6yIhMu74K0bXDnFknkar2hoQyqsyXx+QvGGlg4CNzCwKyHwjMQORJuW9vyoFcTx3XFkPAVnFwEcZMgagx4RkFgb7CZ/8Nn/u/TLnLbaaedJirycji66mcyTh0nfsgIAmPjCYyNb7XfoFl3/VfGE9K5KyGdu/5XjvV/gR05O8ivz+e+Tvfx3cXvuLXDrS0ELtBUUjaxLJHvL37f5IDQFmabme+SviPUOZTOnp2vujz7c8rPvHtSSt6aEHQrKxrysDVEc69mEQkNBrLVDgTa4ajKgiAq+Lz8bT4emMM7JUvY4OXHkNiJmExFXLgwh2JjLZ8WVPB5xmJMMhfsXgGYGq30DejLpuJTmNKWS2lGQQHIBTmeVan09uvN+fLz1DbWclN0s2/q+X35ZJ4tJ7ybJ05uGgrSqons4U1+ShVHVl3mjmn3s9pyGo9AJyoL9HjJfTmecA6fMGeCYlvPbPWcEEpDbSMR3b0J6+xJbbmBI6suU5YjiVxTg4WTW7LpPTEMjbblKkVtuZGdJ45xrPcu5t5wD4JMIPt8OZkZJTjcU8UZN5GudGUxi+lz5Z+lqIiChx9BFRaKzyuv/FvL44cuV5CQXcWbN8QzuoMvMT46nll9vmm7v4sGm13EZhcZ8O4+pnYPYHQHX8rqG3lzSsemIhIRXk4kF9ex84nBxPi2FvY6jZKxHX1Zd7aQ/KpmK6xgd0dm9AxizekCUorrEK1WrJWVvFHzDEsOZeJRqUBjvpVzGw1A6wpyj/EYkZXT+Ne+00zq6k+i2s6dSVk8FuzDCA9nPkqr48jeXESlwDFBWk2407/l+1oURfT791O/dy/ut85CUKnwf/ttXKdOJf+++7EbDCj8/FB4euI/7+2mUsa/xiG+9efhX40LLeO+s2gOuXEy2WHtvVBfDIYK2PgwWI3Q5WY48yOsfwA6ToNut4PSEU5/DzV50k/IlXjdjD2S+E3bBsmboOfdUp9Dn4d+v1k5WHM35B2H+Bvhhi9B1ewKgUzz11yAf4N2kdtOO+0AUF1SxLKXn0GmkBPRs891VR37I+j16ZhMhXh6DvuP9tsO2EU7u3N3M//UfCJdI3mk2yNMj56On7a1XdEvTIyYyI+XfmTO7jksn7Acpbz5C/1S5SUQ4dukb8mtz2VW7NXjoK12K18kfgHA+LDx5JY4I8fGwakiAbtO4FrRjw0hLzIg2o3Dl+5Gborj4+mDmNJtJik7slhbfpqqxmr2nH0OJ1MOe/SulFllgAjUoEDko163M6zDXAwWA3vz9vLikRcJ0gUxW/8Ctssaps3tgd5aT3JlMvGezSKkPE+alUtLKMU/0gWLyUZULx+C4tzZvzSVjQvOIQjQeWgg+5emknexkop8PQOmR7ZxpuAVpGP63J7kk88MZhDmGUa4ehwVBdLS8fH1mSQfKcLZQ0PXkcFUFurZuCCR4Hh31uk3seiBf2FVWthsXsRLL3+LptKZL156lszASy2O44ADF8QLOC/fCHY7wQsXogwIuOb74Pc4llGBSi5jRq8g1Ao5ax7sx7akYir0Zj7YmUZRrYnPZ3XjqZXnMdvsrDtbyPrEQsK9tAyPbU4k++q27mSW69sUuL/w6PBINp8vYn9aOSPjvJncNYCeIW7YjUbCTRWsKJHx/qxn2RXkxf4P0hBlUO5tbbOvLnRhk34f3+0t4o7jR5ADu3dm8diEWI452Xkts4jXMgpRnq5EVmNm1OBgvhkWT6XF2qLgAkDZu+9RtXgx6qgoPB9qnhV37NGDyEMHaUxNxaF7d7DZ2hS4/yte5VVWs7rp8UEONv3uhBZKpfAaZEq4sAJ8OsGgZySRW5Qo/ex9A9Q6MFSCbyeYc0Rqk38SvhsF55bB3tfBaoL0K37Du14G7zjwigMHN0lI5x2HoS9IAvgfQLvIbaed/88oSL3EuZ1bierdH52HB1sWvE/PSVNJObwPQSbjjvc/w9mztQXQv4PdbiXp4iOYTIUMGXwWmez6kk7+f0cURZ4++DS9fXszM3bmVffbn7+fZw4+A8BzvZ5DJsjwd/L/3b7DXcJ5c8CbPH/4eU4Un2BQoBRSYLKamLml5bHqzM3Ly2abuYW/7tHCo9Rb6lkwbAHDgobx4Jfb2O74GoHbMkHrRXrEk+w5WcaelDIGxbzN57N74+IgzfiM6no/y3YeZ8jKIQB4qRyotTYwLWoaD0QNY/2pe5EJcgbHPAGAo9KRieETUQgK/GuiOPptPqK9nosHC+kyPIh+/s1eoaYGC3UVkmF+2oliqksaUDkoCIpzR6GSYbPaKc6sJbqXD64+0mzUoRVSFn54N6+rXjcbNqYxjVOcAgGeGuyOV/ZIqksayDhTBkBpdh0FadUcWJqKsd5C8slCVry5AKtSmmGsVVWzbfqP3KCf2krgAhgxMjK/Hxt/dMd9xCgMbt7sSyxgSteAPz2be7GolhhfHWqFNLOv0ygZ2UvLDczCsX8Dn9UtYYSXPyHuWo4W5fJK0SIcCqP55IY7UMqbXQFCPLSEeGivdhgAIr11fDSjK9svFvPwsEg6B7oims1k3zyT4HoN9LyVr8JHYoxMRPwdw4EAAng44xMGf3u81bZPt6ay44lBbHMz8MPpPOqrGunTP5CFY+KRCUIrgWurqaF65Up0Y8fi//ZbyLQtz0Hu5IRjz57Sg+t0Qfhv0ZGOfMd3zGZ2q21ahyC44SXQl0LEMGmGNnJUyxnW6d9L8bm1+eDbGSJ+5QoR0BNcg2HXS4AAo96A3a+CUgtuIbBkKiCCc6AkdBGg6638U2gXue208/8Z53dtI+3YIYrSUwiI6UB9ZTn7f1yIUuPA2Acf/48LXIDi4tUYDFIyRG1tIm5uff/jx/inklmTiZ/WD0elY6ttFyousDt3NxcrLjIjZgYyoe0v3w0ZGwCY22suY0LHXPexR4WM4q0Tb7Hg7AKWpy5HEARi3GJa7OOqdmVnzk7iPeIJcQ7h0X2PMjp0NG93fxaluZ5lKcvwUrsxuMFAdrmemSXvE6YshHEfYAkbTcSmeh4y2XBQyOnnH0xRYhXqLl5otEpidV7001rJtzriIzdwxmBEQODO+Dvxcwnj9kGbEGQK5HLppshQZ0YURXwz4zmyNgMAN19HTm7OJqqnD47OzeK7PF+axY3u40N6Qil1FSa6jAhCqZZEXqehgXQaKsVr2m12XLwcqC03EtvXF2cPh1bXym6zk7g7j+0d1nAq+FTT82dCjxK+uxer5p1CqZbjE+ZMfloVBenVmOotxA3w423fV6n2KGvR34Gum0nl1G8P00RucAUvfufDpo7vM+qro2SVNxDtoyPev+XStdFsQ6WQIZddXfyKosjFwjrGd2rpxzuPeRzlKKjhY6/nGcEWOgW68H7gB1SwFCfRCQ9hGvDHbdKmdAtgSrfm2eeajRtpTElhCAIxVXm4zZ3Ld8NEvmyjbViOlocPD+SWm5Zxw8qzqDUKGqJ1TO0awIuBPty66ASZ5Q2kFNeRklRCfXI5HQOcWTaxM/Lf3ATY6uoQLRZqN25CNJnwnPNAK4H7t8duo2taIbSRdysIAnT7lej8dQEI9wioypTCFTpOa90YJEHf71HY/iz0uhf6PwamWilO1z0Czi6G8jRI2QRyBUz/Dlx/v8rf34l2kdtOO/8wKgvyQQCPgD/3QVOZL/lV1leUk1pxkI7DRtF19AR0nl5/qDTv9WKzGcnK/hSdLh69PpWqqqPtIvcKjbZGpmycQm/f3nw3prWh/frL6wEobihmQ8YGpkZNZUXqCix2CzNiZqCWqylpKOFwwWHu7ng3t3W4rVUfv4dKrmJc2DhWp68mqyYLq2jlUMEhOnt2ZkrkFN448QafDf+MRUmLeO9Uc8Lg9uztOKfvIaSujGMebjxqVqFceRs6wZNh8gr0Q95G2ed+zm3NpuB0ORHhzlSX6knYcBlEOQ4uyYT02w3Oa7jZHcAMqLBru+DnFNDk+KDTxSGKIoXp1ZzdkUvh5RpEu+TtK1fI6HdjBEEd3FnxRgJJBwroMzmcvORKFEoZJzdlodTI6TclgqxzFRSrRV7LLWR5fXAr+yqZXMaUp7pxbk8+3ce0tLRrqG2kusSAsd7Mnt2JvDPojRbbL4acZqh/PmbBjEcPFfOHf0CmkMlNKx9hQs501lVtZt/ta9q8/iWU/O7rs6NnKnPqXufQvd/hdHokp7I7EO/vgsVmRymXYbOLjP3kEHZR5MVxcWxNKqZLoCv3DZbcFM5znq/4CqXJmRpzfzoEOPEZnyEichd38QmfNB1rK1s5xzm60IWlSKWN9YKegQwkkcRWcaF/BNFspvLrhWg6dSLgw/l4rlyJ941jMCk3tLm/ZfG3LK0WqTWcobzeDP28mR7tw4K4YESzmW0P9aPjm3v4Zl86KeVGNNZGHjuzitJXdqCOikLbrx/VK1ZgupCEOTsbu0GKDXbo0QNNbOyfPo//OhUZcPo7OPElLm72NkVuPvlXb//AQRDt1z5O9zvAYoAed4EgwIhXm7cNeU76v7EeVE7S9n8Q7SK3nXb+QZj0ela98QJObh7c/t4n127wG2xWK1VFBUT26ttUSrfb2El4h4b/p4faREXFPszmMuI7zCcz6yNqatqevWo0V9CgT8PdfUCb2/8vklObA8DJkpNtFmY4UXyCgQEDKTeU869j/+J40fGmog6JZYnMHzKfb5Mka6GZMVcPZ/gtFrONygI9teVGnunyHKNCRhHmEsZ3Sd+xIm0F93S8h13ZG3BTu9LFqwsfDvmQR/Y+QnZdNo9G9mF/9jpW1gMebgy0yJhVlIlRVHFBDMW525P0HvwwZqOVxF15hHf1YtycTiQmzsZgyCXcdy3nzz4PzrtajCku9nV+9JuOgEBDTSOJu/IovFxNTZkRa6MNJzc1sX19kSlkiDaRnhNCm0rh+ke7kXGmjN6Twtj8aXMy1ci7O+DkpuGW1/ow48eTZJTWsz+tjBk9W98gOrlpGHhTFCAlrKkdFcT29WPfT6nkXaoEYNvs7zFo61u0q/Qs5vVX72rV3893zOdQ8QZ06uYZ+sG2IQTJA/mZn1vsqzsyGZe9s9A6pTN/7w9M2pYNgF1m41vX9wGoHbGSFz8awpGMnuxJKeOne3rjqJKTWykJuAd/llwMdieXcveAUBJlZxgoDsYsM4ED6MbdwJnYrnzC6wA8zuOtxryNbZhpmSGfTTaP8AhLWNJq/+uhduNGiuZK8Zu+r76CKjgYn2efpdBk5qDlAvwqgd9JdCJo9UsYjDqqNfBTthn/EGeynJXMDvTEVlND5oSJiGYzvr3mkGL3wbVRzybXdKxpOdSeyGjuTKnEIT4e7YABIJdTv2MH7rff/qfO4X9CSRJ8O0pKIgsZgEtwNND6M7+e+tZtf0F9bccPAJQaGPjE7+9zvX39zWgXue208w/i8LIfMdTWYKitwVhfh4PO+Q+1rykpxma1EtmrH2aTibAu3f9SgQtQWXkQhcIFV9c+ODt3prh4DaJoQxCkZWNRFCksWk5W1kdYLNUMHZLctDz9RxFFEavd2iKJ6lpUm6pZlLSIIF0Qt8Te0vT85szNJFcmc1uH2zhWdIwifRGPd28tDP4dMmuaK79drrlMtFtzydMyQxmF+kJmxc5iVtws5uyew46cHbiqXbkp+iYWJS1i8obJ5NblcmPkjXhrXKitPYeLS9ffPabVYmPV26eoKZXEkaCUYVMKGLtVc0vfu4nrH8cg/568deQxQjRa7CJoFBq+HfMtoihy4FA3JrhYMFggogaeKy7GqhB4O+RDXr79NmmG0WrnxKYsLI02uo8NwW43U1V9AICi2jkoPU5iqxlHaXIkI28fildAJPnJJs4k5tJjbAi7v79EYXoN3qHOdBjgh6u3IzF9fVFp2v7KiuzhzcFlaexdnNz0nLOnhuhekk3XjsxyUkvrkV8pVnBDvB/rPzyLV7AO3zBn4gb4N7kH2Kx2jqy6DMD5vflU5EtJZbIQM0d6bmvq30V0oVao/d1rne+X0eLxIvk3nOJUC5HrdvwGdNvuQbDL6ZLjQESWms4/3MqFu3/+bXfo+2xnz2bJDm3T+SLyKg0o5QLf3NGTr/Zn0jfcnU/3ZbDg6HleipqB2c/U1LZ+4EY+YePvjvelK/9+y2Y2IyK2LB37OxhsdhJq9MRpNRi+/wGAxLvuJTEqnoSUPLo5O/J6bio5fX/l7vD+IuSNWgwNzpg7u6G6IBU0yPFSEt9oIOzcGarOncdWKd1w+BiryXf24ZmBAQRPk2zwrBUVXB44CIW3N2EbNzSV1xXtdswPP4Q6Kuq6xv8/x26D9XPAwRXuPAKekThjpi2R287v0y5y22nnH0JhWgoX9u4gsENHCpIvkp+cRHSf5lnP9BNHyDl/lsG33oPGyanNPsrzpBkiz6AQbnr5rb98zKJop7LqEO7uA5DJFDjrOlFQ8BMNDZk4OUmCTq9PIS3tlaY2RmNu07Y/ysdnP2ZL5hZ2Ttt53UL31WOvciD/AADdvLsR6x5LaUMpLx99Gbto50TxCfLq8jDbzdwYeSPBzsG/21+jwYLKQXHVBCFRFDlffp4uXl3IrG0WuefLz7cQuYlliU1jUsgUfDL8Ew4XHqajR0cCnAIo1BeyLXsbz3WbQ7RpG4cOd0MUbSiVHtjtRtzdBqBz7oRa5YVC6YLRkIuDQwj5idE06HPoM6UjlXYLuQVfonOsIid1DJeOhhN0gysJ9p+osMoYoqjl8e9e5K6BHekRO4t9p+aBrZ6c3Bju9Eum0UvOiUA3DCoFQ5QfUFEcSMr5FegrtKC8TMxN6WQWB2ESZjSdV03NSdzdBhDa+QXWHsnkzGaBDgON7Pr2EjarnZObpffosNtj6TDg95PnfiG6lw8XDhSQdqK06bnuY0IQZALJR4s4tzqdsX5GKqPOUnuuOyuTjNRXmags0JN6rJicCxWMuiceo97Mrm+bE8F+EbjTnutBYvixJm/SHvRgj7CH+7m/Rdb77zGe8UQTzcWLctxcvan1K6PXgZco2d2cLDdJJ5VqNadMwK/xGMXq7BZ9iH0PssD1Y15fm8maM5JX7R39QhgW482wGG/K6kx8sj+dl4NvxeyXc13juh5qqSWLLCKIuK7970nK5kB1Pb6eR3B/bB8zlQ/xqm0EpEljXllShbLDNyCTEvGcKmIRnKOQ5UjX+7NhMbx2+TT1Riu9Cy4xc88W8jNSETQanEaMIOiLz3kvq5i0ywWMH9Ps1a3w9CRi107k7u7If/UZKMhkf53AFUWoLYCsAxDSXyqqYG0Ene81m16VpNVQelFKGPOUnD5UtF3Q4TVe+/PH+Tew6c3UbsvGZVwYct3vFJv4H9Mucttp5x+A3WZjz7df4OThyQ1Pv8y3j83m0M8/kLhjMw3VVfS58WZ2fPkxAK6+/vS+YXqb/Vw+eRwHnTOewaH/lXGXlm7GbC7H23s8AM7OUjGB+vqkJiFrMhW2aGMwZv8pkXux4iKLLy3GLtpJqkiiu0/3a7Y5VXKKA/kHuL3D7WzI2MCS5CW8PfBtVqatRBRFZkTPYFX6KgDkgpw7tt/B16O+Jta97bi+0pw61n1whlH3xBPZozmBr9pUzctHX6bR1sj06Ok8e/BZ3uj/Blk1WYQ4h1BuKOdSxSWK9cUEOAUwLXoaKflrmOluw0dWzalTNxIZOZexoWOb+nwiZgiTNWmYKj5CD3h7T6CsbCsWSyVqlQ/lFbspr9jdaow2UUvEhAaq0GGxWggNN0tmXa4FbE8cRmrZVriSI+UnejAoYhW1xav47NJG4t3PkFTZg+F4En32NJemzENWswWb3QWz+SjJ6fdhVylwDBCRyVT4+91OZdUuMjLfRxCUdO3yPRqNH46OUsxtt9EWTmzIIvdiJR4BWsK7enFmZy4xvX2J6391+zNRFDm1NYf85CpueKIrgkzAQavkSjFTBs+MJn5QAPkpVexfkorMrZQlD8/B4FRPTFx3+nzyAQBzvhhKypEiNu04RuXSOk5daiTWJCX3jX+oM86eGvRVjfiGu3CSk03H709/XHFlFatooIHznOdO7kSmV9Jr3QT2jFpFqV+zgb8nnixkIWarnaeWpnJokxtmlSvzurlid63jyYoTvO/Rl772Koq07vSMCedm2VdMY3KL8AG9vI6342cyKP1jNiXUckNXf964oSMAZZRx2fkyPoOSyAtNaWozqWI2e0ovYYyXwpMccOBlXuYVXsGOHX/8qaCiVZjCb4kkkhBCuJM7ef1KyMOvsYsiiXUGTurL2aZZTP3QeZQKUqWz/byHNruWl4S5+Cmd+MS6iHM+zeEPb3jejzgyik+/TWR6jwCm+Xkw6KkhVCacxu3YWZyee5LCZ5/DXluL5xzJ2jAi3I+I8NbvkV/KEv/HEEVpZlXehlxqqIB190Pm3tbbgvuDVzTIFNJSf32pFPsqk0tWXNFjYf/bkLQGAnvBjQulsAGLSaoi5tcVOtx41WEpUfI0T7cZdvLfQH+8GMPZMkS7iMfMv2+cc7vIbaedfwCFaclU5OUw/tFn0Dg5cePc19j7/VeUZWdiNhrZ8eXHeAaHotRouLB3B70mTUX4jQ1OWU4WWacT6Dh8FHLFX/+nb7ebycpagJNTB7y9pIx/R8cwlEoPSsu24eY+AKMhD6OpoEU7oyHnDx/LYrfwr2P/wl3jTqWxkoTihBYit7axloMFBxkYMBB3jWTyn1uXy4N7HiRYF8yDXR6ktKGUTZmbMFqN7M7dzZjQMbzY50X6B/RHq9RSZijjpSMv8cnZT/hq5FdkVGegVqgJ0knxnaIocnhlOnabSNa58iaRm1+Xz7277qXEUIJdtJNQnABIM8gyQcbE8Ink1Oaw9rJUcUglUzHMtyPhpv1otSJJ5+8GIDXjK/r06IlMpiA3bxEZGe/i6BhOgP8teHuPw919AI2NL2MwZOPi0p3ChKdwO/wzMlGkRu1EgyWei0JH8Cwg2xqA6JRBhGs2gts89MYa3IR3KQ7dDnYIVtqpqe1IrtPTOCvz0VetJN79DPVmZ+LiPqDzkdvApzMdw+9i74+9yT5fgdJpEt5xh4mIn0yHXv0QRTsKhRO1dZPJyHiP4ODZuLv3b/G6dRoSSNa5CoJi3eg1KQy5XEbXkcEoNfJWM+HJR4s4syOX2L6+OOhUnNoizXKmnywl5Vgx2SWFfP/kG1S6lOJl9qGsMZ/K6Ar63zGJU8GXaHS64pkbd5Y6XRU+8U4gF8kccoaXhtyMwqLEuzgYh0YHghw8uTHwZzzwxMNfmhE89SsnhN70bvpdi5b+9OcylzFi5vtjR+h3bBydntPxWfj7eOLJ3XWPU1DhQIqpHJXNgmCX4WASefN4c7LhsvAsRH0dYX27sWR2HwAKKSSZZLaznXeRim2c5jSVwx9DPP0qUb3KiSEGBxw4z5Wl//HN1+we7mGh+ze8fiSZni4WPAIb6ExnnHGmG91Yy1oe5mHe5E3Ws77F9b5PfwPOTpF8yIdNz+WSyxu8wagsJQMbuyDGTmRdaTWpDSZO1jZw3JBPVY87sAW0vHEFaAj7GjuBjOAOHuOdpucjiOAu7sIt0o37XvNqsjjz1mnwHjkQRkoFC3xfeYXG9HQcOnVq1fdfRvF5KWxA7Qz37GhOuso+DDtfhJIL0uOO08AlCI4ugJABUHQO8o5B8TlJJFuNUtnb88taH8O/GyRvgNgJkrA9PF+y+rrh89+1MnuLt3iO5/6z53sNRIsNS6kBpb8TxqQKAIwXyiktMaAK1uF6Y+S/VbDkr0D4pTb2f5KePXuKp0+f/o/32047/1Rqy0px9vL+0x8AJzeu4fCyH3lw0c+tHBBOb15HWW42A2bcRlF6Cts+m8+gWXcRO2AIzp6S32dVUQFLnnsMhUbDzNfewyPwr7eAycv7jssZ8+jS+dsWBSCyc74gK+ujpsd+vtMoK9/BoIEnOHZ8GJ4ew4mLe6etLq/Kd0nfseDsAhYMW8CiC4uoNlVzU8xNnCs7x1M9nuKhvQ9RqC9kRPAIJoZPZETwCN45+Q5r0tewfep2fLQ+rEpbxZsn3gRgZPBI3hr4Flpls9VQWlUamzI3sSR5CRunbOTenffionFh7aS1CIJAWkIxe35IQeFQh9XozJRnu6LytfH6d5+S6nKKj8d/wA+XfmBv3l5GBo8kuTKZPn59eK7Xc7x54k22ZG0BwFEm8rq/BZtoxUnXEUe5kmpzME7V6zA6yFGrfWlsLMHbezzxHT5GJmt5wyKKIu+sT+Dp1JsxOYSSFvkqiTtsWG0KHJV1xKl2Ea3dSOKk7URHRBLk7sjRgoN8fuIpLjaYmePWEfWxMTQaQ4jt4UvfG8Jx0EFa2mu4uw/AR4iAL/tiG/UuibVjSdiUTc/xoXQbHXzVmNk/SkNNI1pXNaIosueHZJy9HEjaX0CjoblggN1TRU11I+426W/q6Gs/sdx38R86Tg96oBAVJAgJrbbdJd7Fk8KTLGABhRSyi+ZEuVRSiSGmVRuAvT+lkHqsmNkfDkKmlvPxnnS+OpCJIIBStPPoxY2MzDjKEb9ODOnoj3jiGM7jx1O7bh2i1Urw4h/R9u7dos966hnBiBZCe27Rp6T57WODsKHNcahQkX34UfwLCuGW5b97HUopZXxpX8765HDbBQ+WrLOAxpX9T3zKcM2UVvuPyFaya6knayZt5yFTDlanNBT6GAJjF3LedfvvHuvXhBPOcY7jzX/etvDfwtooFVD4caIkbG1mmPy5JETLkmHJjeAcILkReMVC9Bhpv9pC0PlBXYFUFtcjAixGMFaBxlWy43LyAbkSzq+AwJ4w4En4rBtU54AgB9EGQ56HYS+0GtYMZrCa1dJrSzb+XF84z3+K6g0ZNJwoBpkAdhHXyRGY8+sxnCuTrHTHhuI89L9vLyYIwhlRFHu2ua1d5LbTzl/LpYN72fHlx0x66oUWMbR/hI3z36YiL4fZny763f2sFguf3CYtcQXGdeTm197Fbrex8l/PU1WYz53zv8DJ3eNPjeFa5OV9j9lSRWTEMxQWLic17WU83AfTpcv3LcS9xVLH4SN9EMXm5VEnbQx9+mzj9BkpgaRnj5XXfVyr3crAFQPp5duLz4Z/xtnSszx54EmqTFVN+wgIeDl4UWaU1uFf6vMSH535iJHBI5k3aB4ARfoixqwdw+PdH+feTvc2tV18aTFfnf+KBktDm8efET2DLt5dyP9OhtpegUfcVoqOPwhAesRRojMH4NlNweibHWg0FePlPaFVqd15CfNYnrqcaVHTOJ+3ike8Gylwmsodvd5n6fEcsne+z6vCMhYHDSYwLBmNJoC+fXYgl0uZ+8cyKyiuMZFeWk9ibjVdszfR06zmskkqsmAURM4620lXW+lkS2SR6mMU0aNg5s98df5rvjwvuZXeFTeLJzJTWXx4Cka7C4IAvuEuDL0tFnc/LTXJFxA2zuFQyXTyzF1BhKAO7kx+rOt1v14Axnoz+SlVhHb2bCWMy/PqWTXvFH4DfMg3mVGcqW7aNvaBjjQ2WCnOruXNjAJEvZXxmNg14yf29dnwh8bwZ3HBhSqqkNH2LJtoF9HXNKJz13AwvZw7v5fCHDyd1MSnnuD50z9jHTaavZPu54nx8Yh2O4JMRsOJBGw11TiPHdt2v4g8zuN8xmcADGMYF7hAJZVt7n9//Q0s/HC/9ODptDZjREWbDbvRiNzJicwbb6RMeZq+HWoxWqJwUGZi7XQ/C1I2kt6vmIxwAwfCpPADhQ1q3tWx3S+YmXdkYFM0tjmGW9b7svzGq9ukHeYwAxl41e1/GfWloPWUQgcAylKh4BRoXCD7IFxcJwlTrTfM3gmfdmvZ3iMKZu+S4m//EyRvkooxBPSQ7Lvc204GLqSQr/maQQxiNKP/M8e+TmwNForfOQlWO6ogHeoIF5zHhCIIAqIoUrs9G8duPqj8/vsexO0it512/mKK0lM4v3s7fW6cwdltGwmIlUqLRvbsy9dzbsdsNNJx2CjGzHm8hVXU3u+/pigthaF3zCbvUhJyhYI+N85oNeO7cM4dBHboxITHWtd0/y0X9u5k9zefoXbUMuGxZ1n//huIdjvjHn6KDoOHX7P9n0EUbezbL8XR+vvNoKR0I66uvenSeWGb1c3q65MpLFxGSelGbDYD7m4D6NbtJ1JSX6K8fCeDBp667lnvlMoUZmyZwXuD3mN8uLRWa7aZ0Vv07Mndw9fnv+bBrg/S0aMjd+24C4NVchVQypQ83v1xkiuTKTWU8v2Y72mwNKBT6SioL+Dzc59zMP8geoueCJcIvB29OV58HAe5A0absen4SkQ0JnduTXwN7y6r0ETuprw0hrpjj6K0N5+7d9cVuEXtRa32wstrDDqnWDw8hqLR+FFtqmZL1hbGho7lxW2DmeluJqFhId6u4Xy+9ST71U/jJuj5yTKJ0vApPDijH046yWj/YmEtEz87goZGhisu0q02GIslALAji/NA7qnBLcSR4wf2keeTx4tjH2HZyftQlCQRG3sjHxbsZoLBxMt6K9qgfpC6hTpZGKLZSJklkt11TyMIAn6RzhSm1yLDikKtoOPQYAx1ZjoPC8Ir+Or2QhUFeox1Zpzc1QiCQE2ZgYzTZaQlSOInIMaV0bM74uiswlhv5syOXM7vben9OeHhzjQarET38kGQCey4WMIdiZ9RN3YJjV6/4xP6FzCSkeymdazzrxFFEbsIXx/M5IOdaWx4eADhXlpybr0Nh7pqInfuaBVOdD0UUEAwwYhc+3s7Y3EcEcUNYKqBKV9D12bnEIzVkH2Ysm2pVH6/GFV4GLLKFELHVGMxqcja7ErIiAqUWjBUOeLsVwvdbqPzxAMkyZsdLBQ2sMpbH/vG9W68/YIPbrNm4fXqiyjaiIx8ndd5lVdbN/4rqSuWQgb2vgHdbodhL0plbL/sJ/3/Cy7B0FAG4+dD99sheaNUICF1q5RgNns3+HX+7479f4RoFzGcLkV/rAhLmQGfx7uh9Pl7FdP4PZHbHpPbTjv/JjarhZ1ffUJVUQHJh/eDKHJ+t7Rk5xcZg9loRKlx4OL+3Zj09ZRmZ9J93GQ6jxzLuZ3SEvWqN15s6i+qT3/cfP2pKswn7fhh4oeOQl9dhV9U28ujv6XziDFYG03sX7yIXQs/RbTb6TlpKnGDhl278Z/AZCrC1Fjc9LioeBXubgPp0GH+Vcv36nQdiI19C52uI6lpL+Hs3AUAJ200RUUrMJvLUauvbwnzQrkUF9fZq/lLRyVX4S53Z0bMDGbENGf2H7vlGDtzdvLFuS/Iq89j/un5Tds2ZmxkZMhICuoLuH377TRYGhgfNp5Q51Bujr0ZB4UDSeVJBDg6czzrZwzKKFIrTrI6czvTxVEAaHyT2F8WzQT/NPSDP6OhsCsOnhmUnr+ZsnMzCYoOR6NLJyv5ACrnpSiVznTsvIL8Wi2WygF8k12Oh90Lq72YRUeNiKTwufMGXC1GLE7hTKg+x4pT97ClrBCvyTJe3HiJjroGJqiSeNI1l8u5IWRZpMSb/uM86XaDNAN1KimJ0oJwXKo07O+2lB36LHDSsqVgF71NZl5pEHBUaiF1C8ROxHnKV/BxPC6NR/Af0If9qQPJTa9FK6ugUebBqHs7E9rJ85qvzeXTpS3cCmQKAbtVEmhqRwXxgwO4sDefVW+fZPrzPVn/4dmmUrz5Cjv1gp34GI8WxxIReUf5OuW3f93qeJrLXfFc/iw39vGirEjF8bR6pj53jsXuHxFPPCMZyUZxE4nC2VZtv5wTSECRjtfnVnB2QPlVz6krXa953o8sS2RrUjHjOvoS6uFIvNKEfuMulJcu4P7cc39K4AIEEkgPenCa359EmlncgYjsArhjI6yZDQlfS8lOZckw9AX4fgw0lKPMcsbRS4mptIyg0TrMqkaGD17B1le6Y3l1KA7qNEngxk6EcR8wVP48STSL3LYErgoVnwatQvt6Fa43TkFAzljGsoMdTfusYQ3TuEoFrr8Kuw2W3yzF2QIkLpF+ABDg1jWSkI0aBSod2K2guOIa0OEG6f9ut0tFETR/zLrxn8YvEzGiKFK5NAVTciWCWo7b1Mi/ncC9Fu0it512/g0MdbWsefMlqooKGH7PHHLOncHV1x+b1cqGku0ctR9joNybftNmcujnH8g4dYI6RwubMj7khhxpGXPsQ09yYc8Owrv34siKnzi3cyupRw9i0kuJMqlHDwGSYL5evMMl2xl9dRWj7nuEziPbXgL9dzEYsjl+YiRyuROCoCAu9h00DkG4ufZqsd/V/GsDAmbi4TkUpcIVAO0VV4WLFx+j1v0WFqeu47Huj1HXWEd+fT43x96M+jceuufLz+Oh8SDAKYBrIZfJuVh5kbz6PCZHTCarJos7O97Jq0df5dVj0g+As8qZ5ROWE+HabJkkinYc6/dQVJaHpnwT/buvQGcoZT8KzMlxiM65lKCjd/hruDr8QEhwGOY+Xfj66ED2uCXzgFlLdeY44rzu5ejOCwya5coZ031cPDSLKMc6NEYP1px+ksd7BaFQyTj18mjyS0rpunwvQvc7SDmvwsFyESt2KnP1lHyRzP3aPSgKumIV48motZNvaZ7MKC1tvtbp6fmABg+DP5fXF6OJ1bC006Motj5JePgYhFkfSck1l3dC1Bip7v0TSfDjRLTlR5ko/ESlhwPazkNQTv8UufzaIu3y6VL2LU7BK1hHlxFB5F2qJP1ks8XXgOmRxPX3J7K7N6vfOcXhlZebBG7/GVFM230BuwjlSjMP/arfZ3mWQzHNAlcpKhFtcnyLerBPt5Kfu9bw4/4clHILH0zvwgz3iXzIi03hBc8lT2ez/hQ397m7qY+pnwxkWEIDSV+vIz99EQyQQljuF+/nfeF9OtSHUqSrAWAwg6957luTpJu+07nVTJGVkjX+maaqW65Tr54xfz10olMrkfs6r9OVrixnOVargU+XHpAy+cOHwvgPYOPDsPeKI0LSakRBCSK4hdfhFg7i5Ndg8xP86HczmYIT62sM3DlnPvw8CeuET1D0uguAUYxqCpe4GuMaBxPYcyT8al5tHOOaRO7d3M1Upv5b1+BPcWm9JHD7PgQ9Z8OZH8A1GEovgV8XSdz+GlkbtliC8H9S4NqNVqpWpiFzUOA6JYKyz8+h8HJEppFjSq7EZVwoToMD/3ZJZddDu8htp50/SKOhgaOrlpJ27DCG2hoUShWTn3mJqF796DZmIgAH8g9wcJ8U59il6yCq450Y99RcdK5uzDp0DzUqI5uK9nFXlzF0GDSM+CEjsNgt7N6/kmMHNiC3CxT0d6C/OY7S09LMg9cfKNrgHRqOIMjwi46l47BR127wJ6mulmyJbDY9Xp6j8PNr/vLakrWF7y9+z9jQsfhp/ZiXMI9tU7fhpnFr0YdG3Rwr6KSVRG5N7Sm+yS0iub6a2TtnYxOlWEA3jRuTIiZhtBpZm76WieETSSxLJNI1krmH5jIpYhLdfbq3SBj7LcmVyXTz7sbbA99uek4lU5Fdm83FiovszdvL7ZHPcSpdiVdnC84aSSxWVR0hJ+fzpjYZOUs5klTPA/UDqTC7synyZ97r9RZdA3sCfZr2m+dv5cDPb3FRrEZ+ZjhZZ6QYyp0b6/ipkxkEWOBkx0dbzsrbC6kur0DVYMEzZQmeDm5gM5OvGklKSTG1tiEorog1lWjAVC/F5cmwktkoxTYGd3BHrVVSlF5NRUE9ORcqKM+pR4kGgKjKHoT6OhHT9Q6IGg+OHs1Z4/G/EmAOrhDYA878CIDHnasgclSbGd+iXWTP4mTMBisqRwUZp8qw20X8IlwY+0AnHJ1VxPTxpce4UBRKGaknSojqKRVqKJXb0XsoyTonzZ7m9XNlULQO+y4pjjWlqI6iGiOHM8o53+NrPhSas/3HMIYVwgpcFa5UH1tB2Qc38MK2bXjp1PQOdqZDWSbGi3U4dJTChxovXyZn2nTiFBCUFES+kI9HgSuvLyzHoXsvYgJccVzfnx8Wv4T3imX0nz0K1If4eLELr7xtJM4UwbhO46hanQYCuM+QbjxzKhqoMVqINYrUbstqGp++qpZxCd8i9/LEZcgQVAEByF1dr/revB460dJdIJ545jIXNWomMxkyt0PDAeh8pQJex6mSgDM38Omat5lSuov6Eyp0tQaCh0gZ8sKmRzE4B/NewC04K2S8l1WMW3Qn6m87yUsFJu6+XMi/Iv0ZK07Av/h+Kj0306huXr0Zn65gW7QVtRXeTPDjt/cBD/IgAgLOOHMbt113UYn/KDmHpZjbMfOk9/uYt6/d5v8TGjNrMKVeyWEQwFpuxFpuBJmA06CAf6zAhXaR2047f4i68jLWvfsaVUUFRPcdiIPOmchefQnp1BWAS5WX+Ob8N+zL30eQLoj8+nzWVG1nzeHthDiHEKoPpUZlxNEkJ8ffwG7/Mm7ATk51Fo/vf5y8HnktjlfmIhB1uRHPWjUK5fVX8VJpHJjzzRIcnHR/emn0eqiuafYO9fNrXn4sM5Tx5vE3MVgNZFRnEKgLRG/Rc7DgIFMip1x93CopKe6sQU5yfTUzY2aSUpVCkC6IA/kH2Jm9n40ZG0kokbLhv7nwDdWN1RToJRuy7TnbUclU9PXvS4RLBHfG34mHQ8tEu7y6PPr7t7SyGh4sxSqLosjS05d4ZW0ukMTPCXksmd0bV0cV+QXS0qZoFxBkIpXlO4iQdaYqdQa+HdQUu2RyuPw4XQN7cqzwGBsyNjArbhZOSidEeT1nAncSXtENZ7M7DSrQNtjxq4+g2DmTFeZ+3OGlIj/vCwACS0xw5GlEtzDMuLBpvRpBFoFMNDMz9E3OlfYl1SjdvLjJC5jq8QLLKj7DaHcltr8fJr2Fy6dKWffBWSyNNpR4Ue1VwOCRnUlaXsVIjXQzhvYaIQd+UhgJoYMganSbdesbjVbObM8hPUGapZUpBCJ7euPm60i30SHIFc3vP/crSSm9J0o+uUtP5PLG5mRczCKj5SqqZHa2pxRzpLgGgGk9Alh4MIv+7+7DocuPpPZc09TXsMYxbFZvRokS0Wql8ptF2BsaqFu7hocfeojq5cvJe/0NUCgI37QJdXgYFV8vBEBhhe2WzWzQL6PH7PUIWhfc752Nt7cOQYBqv9sZ6pZN8cuvgEJB7y4DObS+E1U//kjN84cwpUp/iyVWG68UlHGp3ojJYmcjTnj8kpAmirxycjGaqnJ83lqEwjcGmaMCc6Ee/dFCXCaEI9de/9/0L/xW5L7Ii6j51epGfgKiTEHRZ6tReB7C64knyL31LjTxHXh32D3MC53N08HZPDV5FDg6woUVUHSOL3yn0ljvyNZuUTybls+c5NymLhcWlGOy2ykxW7BVPMgG1fsc9ZrPW7zFRHEi653f4IAhg4Bj64hL2A1uayRbrSvvFyVKHuXRP3yuABaTifSEo8T0H9zqM7AoPQWFSt2yauPxL8C3M4QNatlRUaJk0fUPFWu/YDdZEdStLfZ+TX5yEv7RcddtFWku0jf9bjhbhtxdg8/j3UEAmaqNmJS2xmW3IZNd377/TdpFbjvtXCeGuloWv/E06BuZ9uIbTcL2F/Lr8pm9czYqmYpAp0DeG/QeJpuJOnMdckHOF+e+4GDBQbQKLaMSXDg4TM/RoqN0WyLFTXo5ePF6/9epbazlu4vf4eXgRVpNOnmDNKzs+e0fHu9vrcb+09hsjVRXH8PTcySCUy8uGATSz33FkpQl1JvrkQtyVkxYwTMHnyG/XkoO2p+3v5XIrW2s5bPEz7g17lbCXMLwjPuBn3Y9jFoQcaiPIfFEDwK7+BOgruVg4S8JPyIgUN0oZd4P8B/AmNAxmGwmUipTuFh5kWNFxzhWdIw3B7xJXn0egwKkL71yYzkhziFtnpNdhG/2l9El0IXZ/TRYyu7jhSUjGB6px13Yh6E6mLzdryDruY4Qj/MYT9yDytHOyFu6s/VsTw4XHOa+Tvfx2vHXKG4oZnuOFJutkCnwYSJrurzH7boPCIoup+oHN/rmTuZg+ApOlJ5nUOBjDHZQIqZsxL/fpyDfgJC2lST9NFw0dRgblUz1fAUPcz7e0UHY8j/G2ONZJlx4GoVgZqr7SySp5hDeZSg1ZdLSuKVRmgGvdixB1amBQYO7kL7xMBmny/EJdSUrsZwuI4LQtCG2rBYbZwoHEdTnB8pkXalbeZmBN0Ui+1WoQnlePevmn8FqthM3wI9ht8Vec8bnl3i/ZQl5vLzhIsNivOge7MaHu9Px0qnxsKuoM1l4c0pHOvo78+nlXeh770Tft9maSlcbyEqXJSiRxt1w/ASWoiLk7u5Ufr0QmVpD/f59IAgISiXFL79M0DcLqd+/H5mTE3a9nohMFfescKC2VEvknq0oPCXBH+qhJa1Uj/czz5B7220oA/wJmP8BxnQ9/LiY2g07cZ58O42ZNfx0oZAzvyqisAwzgzx1KCugc1ka3cov43znY9TusYP1UovrYM6rx3VKBJrIlisbv7lYzaIsYSGcWUzncU8iCxWwC1Js8xSmtGyTfxKbQwh1y3ZKxzE10pCSQnVGJuLQG0EQOBrbkWd/qQjWdRZ0ncXmhFT6uCjp4OTAss7hPJWWj9ku8m50IF/klfF9YQUamcALYX6M8XRmLG8yl7loBS2Cr8BIukG37nBpGqydDeWpMPzl330vXAtRFNn08TvknDuDsb6OrqMnIFcqEQSBzDMn2fD+G8jkCp5Yuk66mW+olPxrAf5VA4VnqS3IQB03Ck1pMvR7+N8az/8CS5mBqpVpALjfEkvZp4m4jA/FqW/b9mFF6Smsev0FYgcMYcTsB9Fo265+2eIYRQ0ofBwRlDIsBXpcJ4YjU/++YK0tK0Xr6oahroaynGwS1q2gx8Qbie1/7XCe/ybtIreddq6DgqxUNn/zET91voDC0YGimpUIh1dR1VjFkMAhmG1mFiUtQibIWDFxBf5OrT+AhgQO4UjhEVzULsTcGMlrGjU9l/bEKlqZGD6R+zrfR7iLNCNxZ/yd2EQb3yd9z+fnPifTsZywv/ok60uk5TylQ4unreZa0pLnojcXYDaXY7ebiYt7l/r6ZMzmCgyOfbj/8MdN+w8KGEQ3724MDBhInEccbw98myf2P0GkWyRHCo9QY6rBVeMKSNZZK1JXICKyMm0lY0PHsiNnBwpBwat+dWy4fJYG8wBWnMrHxSMCvI7irJDxhn8dzn6zueek5P/50dCPcFQ6thj34YLDPLT3IWZunYldtDMoYBCPd5eqAwU5t/ZyrG4w89XBTPKrjLw0Pg4/+2tUqOuYHtVskn/yzJ34AvbTU8lVTEauMjH5iShcvByI94jn55Sf+SzxM4obivl8+OfsyNnBlqwt9PDuwbM9b2P6lrUkOC7k4vmLxAb0ZWDONG5Omcv66E+4mLWPaRdTOd3wGOm2ODzzE7hU+TUyGdRa3OjjsQkPTQlYbXToOYwA8/e4dKhHnmSmSOuKF1YGqX8E5eN4BDjRZ3IYFw8WoppazNep7/DzsJ8RBAGfMBfyLlWy6m3Jc9VQZ2bYba0rFp3aks3ZnfmcxhXIAaSSxQNvisJmFXFyU5O4Ow+bVWTCw50J6ehxTYF76theXt5TgU9gGIfSyxkS7cXC23uiUsiY3jMQpVyGTqNAKZMhkwmssKyh5OGnQW5r6sOxXs1x8xm88Gp6ruH4cQSlktDlyyh9/wPKPpAqmjmNuQ3dsE4UPz+XjBEjEQ0GvF96idK338Z4/jx1W7bgPHYsCk9PLCUNKDw0xPjoSC+tx/H2oUQfO4pRoyX/Qhmq7SXI3QPAnI/7jGhsdWZ8T+fBMakohbuxlrFHvqTI0Z3o2NHcn7SJCo0zTtWxqMOdcBkdirXahP5IITKtksaMGqqWpeL3Ul8E+a+uW9oOyE+AuiLI2A3xU2Hc+3D4I9CX4L34Xt7vp2JJFwsv21/E0VOEugw4tQgGPAGFZ8hV9ualB6fw0JolvBXSEd8nInly3HDEzDL81Eou6o2kNZjYW1nH/YFeFJstpBtM3OQrCW4XpYLvOjZ/4rwZFUCQRkVfVye6OTf/nTnxGwHlEQGPnoX198ORBdD7AXBqfp0ovQSuIaC+tvDKv3SB01vWk3PuDAAHl3zHwSXf4RcVw8CZd3BkxU8A2G1W1r7zL8Y/+gyOOXtJrfXiZGUg3DkMuWCnxOSMj/sKbvayofTves3j/l0QbSL2BjM1mzOxFEozrRWLLiCabRjOlV9V5F4+eRyA1KMHuZxwlJH3PULHoSPb3NdibsRmsWAu0qOJcEU3IhhrmQGHDr9vM5mfnMTqN15C7ejY1IfaUYtC+fcr79tuIdZOO1fBZDXx0N6HKNIXUahvWcHnl+Qnb0fvplnK3r69eb7380S5XX+N9LSqNPQWPT18erS53Wq3MmL1CMJdwlk0ehEK2V90X1p0Dr4ZIpWanPUrj1qrmaxNA8h2qcRFG4/S0R+DIQuDQYo79PaexMsZ2dSb66k31+GgcGT7tO1txsSmVaUxffN0nuj+BLM7zeZI4REe3PMgLkoPunn34HDRXny1vhTqC7HUd+DtiHQyamK4dez3PLTsJGmNq3kkZhcdHOwAyOVa/DqtJq06jckRk9s8rRcOv8CWrC108uxEUkUS/fz6cbz4OCsnrqSDR4em/epNFkZ8eBC7tYiHeiUybcA9nD4zpWl7Q1ksCDOpPBeOoVryBA3u6IHWRY3ZaCW6tw9HDft4//JbAEyLmsZr/V+jwdLAy4deYYB+PGHqSB4tu416sRYAjUVLZEUPBuZMo8apgC1xHzPt7Cs42FxbnIPaUYFMsHHbG31RyRolu6P6IgDOeYaynjrW6ZyYrA3juZQjuDxfJJUHBZalLOO9U+8R6x7LigkrEASB2nIjJZk1WC128pKryDpXzp3zBuDkJr2nzfs+JnV/OocrbiKqpw+XT0lhCLH9/Ug9diUOUwCPACcqC/V0GRbEwBlXf89nVzSw6nQ+hy9cZovhNupFBzo3LmJil0A+ntEFRW2OZLo/ayX4Ni/Fl1NOrD2GKlmzT66qUWD+G1159G3JHUG0iwgygawbpyLX6Qj5aTF2UyP5D/0Lc34p6vhpOA2MRq5OR3/4EI49e+J6442kde+BaLEAEPDptyiDYqlcLLkGfKmzs07fwH4PLxw6eHDLqSxSjI0k+PthK1lH7eZNxCScQOboyDvbUlh4KIshBYncn7QJ90YpWdQiyLEr1Nh63E30PVPQ9vZF9is/YNEu0nCqhJr1GXje27F5Njd1K6yY1foidrtdcgIY94FUQjZkAOyfBxHDJX/XBsn/WXRwRzBWcW/ca2zxbumm4qKQU2+18WSoDx/mNCcArukawYGqer7MKyOhXweCNNcnVKwWC2e3baTjsFGtV43K0+CL3jDyNRj4pPScvgzmR0lhDNO//92+j69ZzrHVPwOS3/eAmbeTsH4VPmGRJO3biaG2BoDh98zh5PpVkvtMaDAO1clk1Trh7SygU1nIrGj5eTnrX2/i16Hbbw/3t8FWb6bhVAlyJxW1O7KxXyl+4jIhHLHRSt2eK+FsAvi92Ae5ruVrJYoi3z9+PypHRyJ69CY36TyV+bk88PVilGoNoiiy7p1/YWk0IYpQnpuNg1bHGN2duN8YjVNfqUxyQ001Gicn5IqWKzwmvZ7EHZs5u20jpgY90X0G4OjqRmSvvngEBuPk9h/yDf6D/FsWYoIgBAE/AT5Ia4TfiKL4yX92iO208/ehWF/MlqwtGBr1nCo5RUijJ13yXHDrGkPf+OEMChiEr1ZKllLKlBTUF2C2mwl3Cf/Dwfkx7r/vmKCQKXis22O8dvw1Fl1YxINdH/zT59Um1kbIPSbVXwdI34H9vTDqfeOp7toZjdFKiaoctxob3bMaYPoLmLU6zp+7h7r6dN46d5gsm5nPZAFEl9fReMvCqyZ9xbjH0M+vH5+c/YQAXQB7c/fipvagMOkpAgwaevk4cTC9ErmDHKUumXJBQ5/APJ46chfZTimonGgSuCDF78a4x/zuNXy9/+vc0/EefLW+zNg8g+PFx3FTuxHqHNpivx+PZnNL5Cd09pKEzukzmwCIjHyejIx3yT/w9JU9Gxl+Ryxuflo2fpSI1WJH7agg82wZlY4WuBLCeqvvPVQW6nH1duTG8jkkHSiglCz6uU9jb9QSbnW+j1s730J+ShXnivJw1Qcit7hxJHwDoy7f1WJsjQYrA2+KQqV1ABzgph9JXz6dl90cSVHb4cps2qaGbDYFB7A7/xi+4cNJKk/ig1MfMMB/AG8PfLvpveni5YCLlzRb7xPmQlZiOfkplcT190cURXZsEMk334STq5Ihs2LoPiaYwvQaugwPIrKHN+V59ZRm11FbZqDH2BB6jL1yLU21cGkDRAyTstaBvft38/LOYorx4EWPwwDoBCMrB5bQecx4FHKZlPVeVwg7X0S88Rtq9yVQ+c0iXv7JTpWnJHA9rK488qaanomRRGRUox99kKqlG5D7TsTj1nAaU1LwekKapW/M0iP3noCDN8idVRhOl+JxW18CJk1suqauN99K9dIfUQT1o26fHX5li+UuCphEkUZnFbYjRaTYpZsa9/s60bA1i9p1a0nr05egLz6nvN4ZQbRzz6WtuJr1vN3rdh68sAH3xnrqBo+k57v3txIiAIJMQNvdm9pt2dTvy0cd5oIgWmDbc+AVB/ftA30JHHhPiplNXCLFRXe7Dfpc+VvN3AdpW6VzjhyN0i0E2SmpWIwu28SrVYm8G9uNAGwoHKXZ149jgwjQqFqI3HeyiknWGxnn5XLdAhfg8LIfObttI3abjb5Tb2650StGumHJOgAxE+DkN+B8ZeYx+zCJO7dwOeEYsQOGoHbUUpGfg390HJ7BISRu38ypzeuIGziUvtNm4uTmjsrBkcAXJHeIPlNnkHxwLwUpl+g4dCSdR4xh22fzST9xFNDSoXMEo+fOR65QUldSiMVsJn3tJxw7kcHFo0f/tiLXbrBQ+lki9jop/EXh7YjzqBCUPlpUYc5gB3NRAzJHBYbTpRgSy9ANDmzRR27SOWpKi5s80YPiO7Pq9Rc4+NkiokcM4sKhXeScl24Q/aPjsJiMWExGyjS51DWYOXjv03QaNorzu7fjERjEtBffRO3YPHO/9/uvSD16kIDYDox96ClcfVoXGPm7cT3TQlbgaVEUzwqCoAPOCIKwWxTF5Gs1bKedfyKfJH7C1izpyyO0WMuU4kgievRm0JS72wzkb2vp+z/JtOhpJBQn8G3St3Tz6UZfv75t7tfYWMrly/OIin4FteraHqbUFkgzaNXScis3LYbdr/Cjp5aLmgwmVCRL8YCOckJs0VCYAEuno+r3MLEJeYx0lmHAzCCDkSGlx6V86YXDYex7iH0eaBJVxwqPEe8Zj4vahQXDFnDb9ttYeO4bivXVNDS4YrPbOG/4CWXVedS/GvZZvZ4olRnBqGduTH/UTt2RVX6D3VYDgMlUjN1uQSZrO3mnxmDm54Q8yuvN9A1v4OGoRYT4mAjQ+bMjqYpqQynHMyvQqhUcSrnE/CHSR1pg4O1UlO/F3X0gwUH3oBQiSL3Sp0ojJ7KHD7u+u4RMLnDH6/1ROyooTK/BLsSz+ux7OFh07Ho/AwB3x0qqjW6EBRuJj6ujyDaWO8VoOqt2Q+Jj+JckEa6zsqryE2YXBmI2h2CRGdjQYSEzyh/DReWCSW8hfrA/GdUZuKhd0Pp14pnoruTW5TKtrp5RBgPC7et5YPcDAJzO2c2+vC3szt2Nn9aPdwa9g4u67fhsjwAtggz2/ZTKqf35HDEa6GLuSgeHnfS4ZRJqBwXqQB2egVKxh5B4D0Li21jKtJjg21FQkSaVOb1nB7n5eQw6cDOHNWCInY5zyQkp8acmj96WsyDcAeZGKEvFJogY8w5SN2sYtRkCm6bUs8KzefXk7QedGHzCDZ/n5lD69tvkPzAHAE3PQErm7QSZDO2QsVhKG6jdkY2gkaMbEoi2ly8V312kZns2mg4eNGbWYEyqQO4/HsfBvjhP6Is63B1rhQl1iDOqYB3hF/4fe2cdYFW5tv3f2t3TnUwBMwwxdLe0iqiohIXisbu7PXYniligCNINUtIwDDHd3Xtmd631/bFxcA6g+J7je855Py7/wFnxrGfFXut67ue+r6sGvj/K9/FqZk5Phte3A2AVJQKmTgVBRstXX1F1z720XfMsmU0lhDvMlN/6CLtqQhhefZQRNTmoh5wZafstBKWcwIuTaf0hH+u6PRitH/jtYOcs90u4BSfBkNv9JBfg2lWdi6YG346kNrA4bR73mgNJVMnYg5/kzvvyK2L//grzRvq1o1W/KT51if6BYoBCjkEu41C7nUyDlpfTOhOm30PJ4QMcXrsCQZBRcmj/GSS3vakRIaAHxsqNsOc9SnaspKA9jDZPJg5RQ/NBvwRc5Ymcs7afPmIM4+bdilKtOWOdUqWm1/jJ9Bo/uWPZ8JG9UOb+yLCr5mIYc2fHclOkX1Zw8D1v0fLOqxTs3c3wa647rzzV/220bSrHZrFSF+ciplJL6MXJaFICkSSJ8vJytFot4XO6c/LkSQwNaqx7a9H3j0Sm9X+TJFFk3/Il6AODSBvsrz+I7d6D6OiuHD2wgaMH/DnaARGRXP/GR8hkcuo/PcLSn18i132A1kV1eJwODqz8EYC64kJ+eO4xYrunYwgKISQugYK9u+gzaRpjrpv/77lI/wP8IcmVJKkWqD31/xZBEHKBGH479L2AC/g/AJ/o4/uC78luyO5YdufAuxk/+qp/X6dO4b5+95HTlMMtm25h/Yz1HZHk36KyciH1DauRy3V07/6S391n05N+pyNNgJ/UaoPZIFnYVvgTL5WcQLA10jD5Dmq8x+jZfQq1oXpij99CggCckvlRyozU9n6ACMUGFAc+hdV380NQCHb0PDvkWcYHZSCUbAdJhHUP4t75Fn3WxvPF9YOIDrUzf/N8ssKz+HLSlzQ5mhgZdRGfnfSrCKBpIi7zfcyeekyeETw75joKLYfpGZZJg60aR+XT3BxqA/tmTIom2n1mylyz2FYocn2P73A4ytHr/ZrAx6raeGrlcQBkgkB5i51GiwuNUsbCX8o6rpNSXoDH50/TSg210zt4I2lB/g98/37LMZl60jXt6Y7tnU2ZwDH0gWrSBkTwy7IiynKaGHhxEsZg/0e4S08/O/8q4itUjSbyiw8Q6DzCSftFqAQ7o523oj3aTke5m0LrJyxyFaEKM2rBgtExgSZ7OGkZesQwGwWZG3im1/OIIiwu/I5XDryCRq5hZNxIytrL+eSiTxjkEcBjg+ghHJl1iMFfZfFa9UaaRTfBmmBeHfnqOQkuLaUIHw6hu3ouJx0TaK2y0EuSYZDXMcr0MQXl4dgT+xGg9Q8inB4fCrmAUdN5UFFbW4181R2EN+XDgJvhwAKkt3oS4JHjElQoel+NKfvU9PSIB/xavOW74Md5SLlraG6WMf1+L7sSHPzt/SYaRsXwY8ZpgnvJke5MVo8h9Kt52LIdnY7tzF4EXg+K2AG0Lq9HpmpCdHgIvqob2m7+qVPjiFhaluTjKjLTuqwQn/lUZHbWGIwjzxyghhv99/SDn4tZfuR0P8wOD0GhegJnXIauX19OTppKxsbv0QWaEJVKki+dBB/sZ19kBlkNBYQMHnz26/4rvG70IYVo9dciHDCDICJ1v5h35elMtbtI0qkhPB3iB0P/eR0E1+tw8M2KdaxK7s6u8PvBDF20Kkodbt6fuoFLP/o7SlMNxosuQnYWZRW1TMYPvZJJ0auZk1NKtcvD86kxhKnOT+nB2tLM+g/eJCyhC8l9B7B32RIOr1uFua6GxN5ZtFRVsv3rzzEatYwLFAl2bWRddVecopKIIAUaZzMBoTEMvfp61Do9Mnc74V37UFdajLmuhtj0zM5qCacg+SQQRQTlbwqi2mtgx2sEHlzAxJQQGDbvjP1+RdakiynYu5s177zKZQ8//ZdKYnk8HpYsWUJKWCIDxw5BUJxb4cZda6NlcR7W+jaWGw5gb3TSPbMrVyb7f7eHDx9m1apVAPTr14+DBw/SPT6VoVUJNH52jLDbepG362f2r1hKc1UFQ7KuoP3HYtw1NpThWoapLsES04zZ3UigKoy4B4YheKB9ezneUhu9h05i385lqLQ6bnj7E5a/8iyB4RFkjpnAxk/fo76ksKOv+sAg+k3953Se/7fxpxL8BEFIBPoA+86y7mbgZoD4+Ph/Rd8u4AL+cnhFLz8V/cTGso0Umgtpcvh1I4MtKoYLvf4jCC5AhD6Cl4e/zJx1c8hvyT9NciUJm60YUfLQ2LQVgLqapRgL9hNx8hii5MZWuZxgs6ejrQe6xBEgl8h2O4ma9gYnm55Bklz8smcUTncrTV6BAl8kzc4mYoIH0YaR1T/fS3JAEp+ljoP4QSyo+omhYZlMTz31wgv169uiC0H1441keY9y5ccSKSlHQAmHGw4z6cdJVFmrkEs6RFc0Mk0NExImsKF8A+HacFZd8yo6pY6xnDaSaA4OJ/voDQC0t2cDMK3vMI43twLfcbDoEIfqfVyUEcljPx0jp6qtY99Qg4rVdwwjLcLIkYpWvttfwU/ZNQzsEsJd41KJNGloqX6YpsatiLJ4fI5QTv6sRakqo6XGRmy3INIGRrJ/dQlqvQKZHI5srECQCUQlB9Bz9JmRr97hvaHqK9LVtyONfxhFYyyRXQxok7b5K87rj8PMryFlHDgt8GoXBAHClKVUWXuiMSgZNqcfg3MGs7J4JYfqD3Fv33t56/BbyAU5Tp+TDWUbmNV91hkRfYVCRZygpFB0kxyQzI8X/4j89yR98teBx85w0wKGGBex3H4DzdaxpGm2IwgSFQdWc9MvXQEBlVyGhIQkwbjuEdS0OVDJZaSEGxic/TCTZHv5UDmbGy56GXXvWeStepPiqloMQ+YxatKVoNH43dR6zAC3DTFnNY6COo5atVz3eDOFCX7i+eFtzUBzRxczyODLPrsJeC8Ad60NR66/CElmikGmU+KtK0PbdwDh8+bg2bkMrXM93mnfdxBcAG2PUGRrS2lZnNeR4yjTK9APPnvhTpjxtBxXbdtpq9dWu5su+FNxVAkJbI/tzcjqbByeaPQZGcTEhDAoKRhX8niuienFkZiwM9oG/FP4v7znLyoDBG0IduUVtLdNYOvgEbxYXM2eNhvf9UoGmRxuWI8kijgOH6Zl4Ze8EBjF8tETMTSZuVruo3dGN2ZHh5DfbEZ9/Vzai0uIePghZOqzuw0CDA/2R+bf7R7PbrOVgYHnH9ncu/x7PE4nU+58EI3BQMnhg2xb6JdmO7LeT8YUShUWi4Pllh4IlRKCTMZ1r39AiNYN7/aFnukwbJQ/VWXldVA4hqSZ30BW/3Met3V5Ic78ViLv7+ev/He2w+cTwXxK6mzAzf4I+DkQldqVUXNvZOsXH3N00zp6jZ/0TxPd31q0/xbr16+nqKiI5oJauguxBFyUeM422taV4qq3skdXiMPnIi0tjdyCfKqqqggLC2PHjh0YDAYkSeLgwYMIgkBuRSFinJf4ky4Ov7qFk4d/Jjg8ln5DLiG2pgv2Vr/mtLfBjml0HFGDBtL0xXG89XaEMg+1a/cheUR0WeEMunQgrZ4Gug8bRVBkNNe99j6SJCFXKEgZMBjR56Ps6CF8Hg9dsvqjVJ37ufpPxHmTXEEQDMCPwN2SJLX/43pJkj4BPgF/4dm/rIcXcAF/EZodzTy04yH21e0jOSCZBGMCLY4WREQy68J45P7X/7iR/0V0CfBXO5e0lTAybqR/4c7X2ev9sGObpGqJFoOb/IAy8gcYOqI/EapeOGgDSeRBWxVRKpFjoQJzDz/P5UE+hhnA5aqjjWBW2wL5bNpGPsn5hAXHFwCQGpTqt7vVhNBc8QMe0cM9Wfec0Udv6kQaCeUN1UfcH/soh2WrQJIRY4yiyd4OPi0enxaZpobkgGReGPYCiQGJDIgccIY6AkBIyEj691uOzVbIydwHAdDpuzC1b3e81XLWHNjGsiIDH/xcjFeUeGtmbyZnRnGwvIWYQC0JIX5SMjAphH6JwUzvE0HPKCtBohVK19He6k9EELzVlG15FbfVX0SoUMko2F/Ptq/zkUT/60z0SmRNiKfrwCiCo8+Sd+x1w/L5cGIZRPVCGP0ww3/7AbxuDXgcp6vNy3d2rFIHBkIDpA+NQmdScVHCRawsXokoiTy6yy+JtHr6aqYu9+eVWhuGnvUZmWlIYbH5BG+Ofgu5TE5Z4Qkqju0ga8pNyAWBkiYryWEGNEo5tVYvUYBC8KAQPFyp/4BieTZdNP4Yxnj5YbYEv8v69FdociuRCQJJzdtZVGJmSkApqrYa1lWk8bJ6N0cS5/FK3hj2fXWIvFoLNc6pqG5YwKDElfRkHMETX4LxzyG63DSsq6R9XRhv39DKx7fU4DvHV0iQ4IvKWzAEa2nfV4Ftfy0ynZLkDZuRmYw0/P1l2paXEZnVhGb7KRMSGajWDADbozDqIX87Shnht/Sk7lV/MbR+YKR/mvcc+p+/Jbm/RZv99EDR6fGxOb4/F1UcRFdTimbsbJTZX7G4px2p9zW4FQNQK85s31K4DeM3l4IuhPr+t7PQYcKUPoXriGLVpgJeKvEXFB5pt+MRJZQy//NT9+yzmBcvYXfPviyffj0ztq7j1qVfIZMkUvf8gqegEMPrr2ErKibuk08wDB921nNwOx042tsICPcPkrsbtHQ3dFZT8dk8SB4fisAzUwUAKo5lE5/Zi5BYfxR81ktv0NZQj8/jYfVbrxCZnMro6+az8rXnqDhxDAmBHv1Ob8/Ih2D7yxDcBXafKu8p3opv7bNIw59CEeLvj+j2gVdEplPis7ixH/TnEVu2VhAwLgqW3oDUVkWj62VkgoOQwbf+ocVEr4smk79nJ1sWfIBcoSBzzEV/sMe54W1yUPfaQUKuz0Db9fSgKicnh0OHDhGgMNDqtVKzpwh1ZgjyUA32/fXktBRgU7oZP348vho7roJWDiZWU1xXy+jRoxkwYACvvvoqCz77FH1TLW6Nnmtuv4uAgADWffAW5rIivIJATe5BagAaQKUKYJhuBromHcokAyGz0xEdXjzVFrQ9w/yqKrf3pvqpPZhXFANgGBGLaVw8MpWcafc83NF/mfz0cysIAnKFguS+p81t/ttwXiRXEAQlfoL7jSRJy/7aLl3ABfz1MDvNzFk3h3prHcNyQpmWNJzagjzSG2IpiLPywI2vog/8Hf3KfwMC1AGEaEIoaSsBewscXYxn54sw2N9PuVckrqyVxLEvYOkxnIaGTTQ4W9B4Kqhv/QVBbkSnT6XKXM23LWoClQpAIt8p5+6R36FQhjJh5TWMjB2JTqnjrqy76BnWE6fXyUWJF3Gk4Qj3r3uYfurh3Dv1bxjMYdS1tRHZ5fR0+Jq8Nt53PcBK7RPUqz5BJ9PSXDaDKk8vrG47I7sFcM3gOI5alzOr+yzUCjW397n9d8/bZOqJydQTQVBibjuETtuFMd3kbGlMZmxKK9eMG8yVH++hb0IQl/SORhAEhiR3zkmWJJHCgicJ9rZz+OAaZPvGkW45hKerhVbnKBQ6M26rkYn9swkdfRmSPoxvnt6HJEoERuoYdEkS4QmmjvQEwB9JOrgAKvZC9WF/sVW1n0i1DH6MkvJWgvQqksMM/vslk/tVETQBoFBBzvegMsIVX5DenkTxZ+VkDPfnEI6MG8muq3ZhdpmZunwqyQHJeJzBxLhuobi1iq9z2+kbU8X0Pp2jyZMD+zPz+EY+O2Sl2Z3HvD0TGCFYSN4fAzIFPlFCq5STHK5nQv0h7vj1C2CMQmapJVW7y//3l8Kx7AAAmEpJREFU6MdBqSV542PcploHEx7xyz99+DCzAMwgyZTcEJ+BZA2n91VPMWjRCX7Ob6RXbAAh125mbcwGioFv+IZXeIW7hDupv+NObHv28NWTJj64quh37/tXy7T0q/iUWltfRJsXuVFF6LXpqMIl0JqIuG4igdYv0Fh2Qe9ZYAj327YWb4Vdb/pJbnsNmCtQxA/CMDQa6+4a9AOiUMWcO3IZqD1HjrfjtB5uu8PDsZAkzCo9gW4bWk82rPo7AMKJ5agnv+o30mgpQZSrsW55EUPpFoyWWmrUYXw8dR3fNTto14lQ76U1zMY7PbUMkCmYmRLJffmVXLs7m2ta6hgu82JevASmTuOdabNI16p59e75NNWXYtuxk9avvqbpA7+7Yujtt6MfdnoAJIlihxmM22Hnw/lz8Lpc3PX18jOMFVpqqjCGhtHwyiEkt4/Yl//BTAF/qkJrbXUnm3CZTE5QpD8qft3rH3Qsv+LJl7DWlrF14ScMuvau040Mv88/EPz5JTBGwZ1HcH/9IMojn1J3dAJhtw9CHqSh6YvjuCss6HqFISj956AI02I/1kSAZjEUbcKd9TzuX3qABNVPHSDywf4ogs9Ozn/t6xVPvMhnd9xI5clj/xTJdRb5iyLb15V1kNzW1lZWr15NXEwsg0viWKreyypxP+JH+1ApVYS5DBTL/WT9yOEjZClTiNMHc7y+kAEDBjBypD94YWxvRqz0k1ENsP29V3HZrFhbW4jplo7H6aTFFIxPriJCFUCRz85RQzWDrMkETktGrlci1ytRhp4ewAhKOTK9AtHiwTgyloBJ/xpRyrq6OlpbW+nevfu/pL1/Nc5HXUEAFgC5kiS98dd36QIu4K/FkYYjPLLzEept9UzNjifWGUT+7p0IMgGFJGdOz2tJ6Jr5xw39VdjyLJhioP+NZ6xKCkyipO4wvN0LXO3kx4ZT6oIuapE4ewSKK96HtAnUtRXzZN4BTjSf4OLkizlYl41Tkhif3IslLf7oZaXHH6HMdchpE0LJa8ijzdXGmDi/+5cgCB1OYABdlT2Ylf0EHpdIvUpi9+HjCAjMeWEwgiDg9Ph4f1sRYlh31nWdQXXTbt4WQ3lU1heVXsYrM3oypadfomYCD/7pyxIZeTGRkaelwmLCetPYtJm+CUH8cMtgEkL055x+dLkbqK75ruNvW0oBa7P/hqrGjrncb/mqUtipOFbP5oN5eCW/RNqYud1IzgpHpVH4lSg2PuF3TqrNAbfFn4ccmADRvaG1nNaRz/Ncw3CWfVsN7EElE/lM9yEjvLsRkSPD53dj6neDf/p+9GOQOp544La+yZ367HZrOFgop7/yaSKECG5YeJCKlkSiA7oRm6jj0WXH6ZcQTFywjkaLC5NWwWfZDu4BFm3aT4UUwUMav6TVtT0D8OlDSIs0kl9noaTRxqgoH/hnNZHSpiAcOm04IgV2wRsxDIdnFYY9CxAzb0Cev6lTpEwQPajqs2HqW6Ax8fWNA6lrdxIRoCZQNqHTuTzEQxwo+4mrWmtZtD6ClfGnM94GM5grai9BscNOcddqukZnMvWNPpgCdiC4XkUhFRF4+3RUkRr4ejqU7oABNyPPX4cuKQTmnwDdqUia1w2734JtL0BTIWx5Bgo2wv0FBExJQtc7/HcJLoBMdvZnaFteI8NTwwg1qGl3ekAQKHn8dYav/RS9ey0Mmw/xg2DZTfDxCGrCehPdmI0kKNAAK0JHoFcmsr3LdBbU29DKBBb26MJ1x0t5p7GFIU1ePtEbCYkKptHt4eXSOnZqQ/nmibtomnoJi2fdSHObja+6x6Mz6oh9+23y+2T5Ca5MRvQrL6MdP46vHroTmVxBVGpX8n/ZQVxGT0LjE0ACr8ufFpKzeT1pg4bSWFZCYu++NJWVs+jh21GrdUQrU6h1FNP3+2oGXelP1/J5PQgyWUehWFz6+b0fDVGJXPzIi50XKlT+ItfS7UjdpmI7IeKs6kOocgUKz0nq31ajCNfiqbKi6RqE/UgDKnIJC1qDL3UW1j1mpN3v45QG05rTH/CADBD9xNMwIOp3+yRXKAiNS6C5quJ3t/sjeGpt/n8b7IgOLzKtgmPHjuF2u5mUPhqxuIZrplzJgfwjtJY20OA10y630Se0G8cbC3G5Xexxn+CATI5KpWL4cP+goqGsBLGqBKXByKBLLidv93a0BgM+j4e4jJ5c/vhzyGRyysrKWLhwIe2IoNCQ66tkxJVjUEWf+/kOvqIr3iYH+kG/f43OF83NzXz//fe0tLRwzTXXkJaW9i9p91+J84nkDgXmAMcEQcg+texRSZLW/mW9uoAL+ItQnHOQ+w/djcvnYsyRYFL18Ux57EFkcjkepxNjSCgag/Hf10FLHew8lSZx8id/1CNpFE5nDdU1SwjzNbPNWk5VfATWfu9y9d4noAEWDH+VGw+8xDRLLsPrQ7lj6x1oFBr6RfRjZfFKFIKiw3BBLsjRKXVY3H4C5AWW5C9hZ/VO4o3xGFVGvKIX0QUyuUDRoQaqC83Ul7YjihDRxUT25sqOLlcXmVlR1cw3e8up95ygd+ZBnmw6Qne5kdGlR9jz6AgEuT9q1FRloeJkC9ZmJ8l9w9EaVRgC1ai0Z76KXHYPat2ZUbVdS/2FEPED06mp/R6Xq46+CVGIopuGhvWEhU04g+w628up2TuPwKQdaMMKaT55MfbmLthPp3/i9qk56Z1Ad+1m1OExBA2/lO5Bh+GTJ2HUw5C7EnJX+RUCMmeAPgzSJkCMX+O4pNHKNZ/uo8law/zhCQyM1VJ/bCsjinazST2eUpsKsyyQB+oXI6y+G6KzYNi9HcevbLGz5lgtx6raaLS6OF7dht3tw6QxYHW1oVcr+GB8N3rotSi6BTHy1W0s2FXKw5O60f+FzagVMvqLalDBDvU9eIY/BKcyIm4+UY2iaxgh0+IRZALingXINvjzJyWlkdaT3fl1wlX0QfmTn+PMf+LUEiUsGgUy0IbHoUhIRmgpBK8XSa7BNCgK77ffIggCYf378/2ie7DfZT/jvi1N2sPSZfCrsQRAFllsYxu23eXYj9TDEZDplYh4cOsGgQvChdvh4F4ITPQTXPBLUgHM23Ka4IKfQKWM9ZPc934jm5m3GqHPbFRx5/fb7psQRGSABpdHZHOuP/K28mgNJc02frp1KMVtDgREGlpXYuy2F0HU+YvqDGF4E4azYPEjXFuzgnxdImrRzdPJt1IcP45RwUaeT4nhOruLAIWccLWS73om8W5FA4/ltoHNiSAI3BFuos99L3DNrddz1QvvIsrlKFptPGtR0lOvxZHfgjrBhCI6Cm9NLdEvvYhi+DDWvfc6jeWl6AICqS8pRKFUUbB3FwV7/RH6mG4ZVOedYNvCjzvyaK986iWOLFsBgM/todTlJ7JHN60ledAgjqxfRfHBfQRFxWAKC0et1xOW+E9GASPSISIdR3YD5p/y0SQORKqXETygljbXeLxNDoyj4zCNi8fz/dMo8j5B5nAg5exHq/IgevS0uecgujyoUwMJvaEHtS/sw13ShtQ/Em+9HUWYrrPJxm8QEhtH1aYTSKKIr92Dt95G2/oyAqcloU4K7LSt5BGx7q1BGWUAScK6u4bgq7rirrL6a3NFCXdFu3/QU1hMREQE6jI3LoOS5L7dSOnfHckrkn/kJPIANckpyaQvO0JVdSX7HXkoVSouv/xyjEb/s1l0YC8CAje9/Qlag5EBF8848wSAxMREZsyYQW5uLt27d2f58uXsKN7PlG5haLWnI7gul4u1a9dSW1uLz+ejV69eCLuLSU1NJTw8/KzFieeCKIpUV1fj9Xqpr69n/fr1AOh0OpYtW8b8+fMJCvrPmgG9YAZxAf9f4FD1AR7aeB9NkhmfXOKS8gyGBvdn/Pw7z5i2+y3qbHWEakP/OhOGf8Se90/bUmqDwNmO75af2Z1/PR6vmRy7nM+b1UQqRLxAk/fMF5SAQIIpgau7Xc0nOZ8wN30u6aHpqGQq3jr0Fkcaj/DMkGd46penOu2nU+joF9GPHdU7GOu8jO4nRqPSKLC3u9EalRiDNfQeH09k9yDWvn2U1jobXq9EpUlgCTYykyxUal5BJgh4RA/vJF7O6G1vwO0HITQVc72d7188gMflQ6YQEL3+d49KIye2WzADLu5CyKkoREl2I+s+OsZF8zJI7RfR0cfmaiuLn9sPQHQ3UMa8yOAxL2NvSKLO+zGPhL1IbWgEnyoWkWXtj6u1BaP1ME+efI8v+xeQUtiT2T+PxdnYjaDUTbit4RgiarBXjyQsJoH4jGAyfF/Dz6eE9ou3gUID3lNV/RNfhkGntYpLm2x8vL2Y9GgTr23Ip4+siIevnkD3im/h4Od+zdOmAqR7cylocnHdF/vpLZ7k7bgdyCe9yOuHfOhUcqb0jGbmx3tosLiINGmID9aRHK5n1sAEUiMMuL0i8noHLZ/mIAgCUU8M4r7lx9hwoo5bRibzxqYCAC6Pa+e1xlvOeCYavK/g9mYQdEUa+r4R8LQ/xcThG0Cz5yEEJKLVMwEfdYcCMBfpMU2bjuNoFd6q/ZjSDVjyLQhaHYIhCMnhRPK6EZQqfC2nzRokJG74qoZ9/f0DqBCnEbvciUPpOaNP4xnPQhYSTTR1bxxEUMnxVPmdnQKmJmEcFuMvLKrYc3qnLiP9SgPfz4GgRLjr6Bnt4vPAB4Og+VQ6hNrkj55fv+bMbf8Ado+Xa3fmc2Bjmf/8FAIhkxOoq7JwdfZyXld9xFFTBvem3MPkmHRGhwczuchPinU+ByEqNbWijEWZSYwJMSHabNQ+8wz6QYPR9c3Ctm8f+iFDUcXG0LIkH2dhK1GPDqRl8W4cORI/xCnZGNTClOhURm6pJ8gjoU4OwFXchiJEg3KkwMn9O2l1O6g8cQyPy8ngGVfTZ9I0yrIPEdejFx6ng/0rfiRn0zoue/gpKk8ex1xXS11JAe2NDR3nmmDIYNiMObTaamncXsiBxtNxLJVai9vl/w0k9xvEpQ/8ebteV1kbkk9CrlfSvq2SwGlJ1L9zBLlRRfhtvRE+HelPN0keCzM+8w9eSnfCl1OR9OEI/W/0pzgADa5X0UyYhDJKjzrOiEynpPnbXBw5TcgD1fjMLgxDogm8OPmsfcnZsoFNn7zL5RMfRVEGPqeHRmcFYZo4NEnBhN2ciSAIfuWDb3PZ3ZqDKJNI98ZSLTQToDERYw9APygK295af5QcH19pd9Cvd18y95kwDIkhcOqZKhG/Ytfir9AYjWRNurgT0Vz6whPY28zM/fu7f+r6btiwgT179mAwGJg9ezaRkf686xUrVnDkyBGSkpKwWq00NJy+50ajkWuvvZbQ0LNLTlqtVurr6zGbzdTW1pKdnY3X6+1Yr9fr6d+/P5mZmXzyyScMGDCAsWPH/ql+/yvwT5lBXMAF/LejylzBLRtuRuGCUca+XDJsDqMTx/zhfsebjjNn3RxmdZvF/f3v/+s76vPC/k/9kcGbtmJvOkLd6mloVkzGk6Kmd66brLhxfM5B6k6R2zCFSLCxO02OJpqd/rBktCGad8e8y7SfpgEgE2QMihrE24ff5kjjEfRKPSNjR3JX1l30DuvNvT/fS6urlSBNEDuqd5BMd7pkD8YriXjdblTRWq59bCBWt48rPvqFgqVWAhRyBLXIABRkmOVMHiRxQvshYfJQlkxdQrurnURrC2x7AxpykUJS2Pp1LiAx7rp04tKDKMluQqWRU5rTREl2I7UlZnqOjiMxM4SDa8sA+PmbfEqONBKeaCImLZB1Hx1DoZbTZ1wch9aXIeY9SvmWdiyGn/norgWUR1oBK0MZSlbeSNJPDEDrkfh0nv+DXRVfRJA9gBn5VYT1XsKRYAdH4nsQHxLJDn5iH/uYLl7MM7k9EMp2+3VKh93rTy1AgKw5mO1uVuXUkl1hZv3xWmxuv+XswEiBL82PwjePglLvl/aq+AWG3YugUNE1UsWnc/sx40M317v7Iy5vZk+J/569trGAQJ2SdXcNp1uk8YxItMLho+GbXAS5DMnlw5nXwj3j0jhaae4guHE6FdeOHgjfn/lohV4ZRcMGDeYVRThyGvn1kyYZ1PjyNhJ07d9o3v8i1n0ncBRtJviG6zGMnoskLyRi4C8o5YX4hmYg3Lwemd6E5POfs+TzYd+3D1WXLqz1rOShwOcpCPITXLlP4LspYTRFwaxFJUinvuPDGc7bvE0f/KL8osOLt8GB6aIE1IkBIIBh6Cnlg6sXU+HyEr3tSRRHv4HBt0HSaDx95uLsdzNGoMHlQa+Qof+1YEau9A+sPA6oOwZV+2Hj41B1EGLP+h3sgM3jRd+Sj9lhoyywGy8VV7NT8KABwjCj1gn0rDhBlTWIB5RLaDXr8K6XCL6yhdf1LrZl74SkNJQeD18+cR8hba0YZs7E92Euvk8/pW31atpXrqJ95SpQKMDrxTB2LLHvvoMyVoX9iIfqR3d19OeKSg9XVBohpw5FhA7R4cVV7FcQqag8wYEP1uN0WAmKikEfGMS4m24jtps//SZ14FC8DXbUxiDG3fg3Rs25EewiiqUOtN0HEHJvd9685lJEn5cEQwZD+1xO5OQeRNIDU3sgRzZtQm0yMvmau/GuaeZQ8yYqbCeJSv19A5uzQRIlGj/O8dtJnYK3yYHY7iZkVncEmQBT34STK2Dvh7DiNrjq1EBRE4hwdw54nbD9FSRNAAFzLkfVJci/3ykYhsaATACfhKPdjfWXGvQDIlFG+otEJUnC2+hAZlISFOJ/vmoOnyS55wC2n/iC2rpCMoOG4zhgxVe3lEGJlyLm22nTuzim8Kc2nFBWggByr4ybM6YjDQigdN9RWuRWIsQAfJJISIEMBAHDqfz6s8FhtbBvud9Z0hgcgs3cSnV+LmOvn09NQR7pI/74+/SPuOiii+jevTtLlixh3bp1XH/99TgcDrKzsxk4cCCTJk1CkiTcbjder5ecnBy2b9/Od999x7x589BqtbS2ttLS0kJycjLbt29n27ZtHe3LZDIyMzNJTExEqVTi8XjIyMhApfJrQd98880EB/97HM9+DxciuRfwfxp1ZUVcv3oudVorb6Y8zaiRl53Xfha3hStXXUmVtYpgTTCbr9iM8hymA7/FuSRlzgsHP4fV9+C9YgFNISoqKj/HYjkGgNarZlC/dciCE7h85eXkt+bhj9lKyAQFvcN7k9+ST6A6kEBNIGPixvDOkXcAmJg4kdu63sXMdVcyLnU0zw99vlMf99Xu477t99HutHCV5XYCTybjlLlYnPkq4fn3U6aUsP4mYDx3cAJmu5v+XQKIU2g58UU+LqWVjVkf8+El73aoQJQeqqLs63dp1A7DIQVjPWWHKyFhNZkxWYOI6xZMQ4UFp/XMSF/WhHhqCs3UlfjFXBQqGWqZjQlx3xE5agL54kD2Fj7CO4MPc6RL2Z+61F2sKmQSFBvdZ12vkTQcdGwkQ9e5+ObbfRU8seI4PlHCqFaQEWNi/shktuXU8YB2G8aDT57euNfVfsI15Q3/v6fwwc9F/H19PkE6JfdP6EqAVslPR6q5a2wambFnatpKokTjJzl4qq2E3dKLpoUnQJJQBGsobrZxtc0MwC5MyAxKor0TzmiDae9gbhiBdXsV4CFWMx1Xm4LKfbF4Wtzohw7Ftn8/eDzIIzJIXLoI69ZK7EcaiFLPRS604Jv2BfK+/t9PG23IkVNNNatYxTM8gxVrp0POt8zlxVUT0A8axIak43xi2UyCuzfvhlyHjNMPlO1wPa3fFxB2c2anqWJJkrgjt4Kl9a2MDlDzVUg7ioSBlDlcTDxYgM0n8krXWJ4vriFVp+GnPiln/+052/057JIPrl0NUT1Pr2vM98tYOds5KgTiOrGSAe3+35xdpkEtuqlMmYqt4CgZsvIzmq4IvhPvthPYR49hUvogPHIF4/fu4O+hOiwLFuAzmzu2NU6ciHXrVtQpKRjGjsH2yx5kGg22PXswjByJdedejFNPm4mK7UeQmU67cxlHx6HNDMVTa6Ow7iBbFn1IcFAM0x59hND4RHw2D54aK5pU/3SxZVc1batLkOkUhN/ZB0WghuavT+I47h9Yxbw4jM0fvEfOzg1cGn8nkVf2RN/fH/0T7R4q3tiNzCogVymQGVX41F4OHV/P6Ef/hinxj52uJJ9E27pS9P0ikLwiDe9ln7GNLiuc4Cv/gTT/8h5sfAyu+R5+uB56XgnT3vKvWzwLAuJg0su/e2yf1U3tC/v8KQ9j4hEUMlqXF2LdV8t6XQ4qpYK2nE2gFAhLTKIm/0zZ/2Rjb7qkjWQTR3G4HFx26XT27t1LQpdEdu3aRXx8PBUVnfN6BUlgjmsEUdf36qS40Om6SBK7vvuS/SuWnrFOozfgtFmZdu8jpA08u4LKH2HPnj1s2LCBm266idbWVpYuXcoNN9xwVmnX8vJyvvzyS1JSUujbty8rVqzAbrdjMplob28nIyODXr16ER4ejsFgQHEWM6T/BPxeJPcCyb2A/5Pwut1YW1u4e/GNHAqs4I6Y67l53L1/vOMpvLTvJZbkL+HajGv5/PjnfDjuQ4bF+GV5RNGD2byfoKDB1NnqMagMGFVGJEnk0OGrUSgM9Mh4B4Xi7Pa2/whP0XoOFt9DcmETwcZ+7E9z4XB0/qAuagmkS/Q0Ki2V7K/bT4A6gDZXGwnGBMot/m1Hx40mKSCpQ/ZrQOQAAtQB5DcWMHH/bTRKddz81HhijWfqu5qdZnJ2VXBsqV8neF1wEeVd3+WJrA/Zn2ckwqSmpNFGv8Rgrh+awBO7n2Bd6Tpu7nkzVcXNRGwciL6PixH9+mO3uJHLBbZ/m89vXy9qlZexuld4ckYFX/cvomtuFvM/eJ607jEk9wmjpshM7u5aABJ6hDDltp5UCpXcLt1ORVMtaZsHozCUohGUdCnsQiORrJ73OKXnIKr/LPrTn/3s7/h7d1ETsxfsY0RqGPNHJjE4KQRBEJB8EjVP7yZMuB1luBZhyit+pYWgxLO26xMltuTWMyg5BJPmjwdOrop2Gj84SuClyRgGReOuttK+sQxfuxtPrY01uAkO1DAqPABXQSsBTZcjAabY0xqvDL0Lb697Ma+rRpvaRuNDs3E0+qWyfs3rBDCMm4CgH4/MGILH5mT/mEL+nvUyTUItz5vfYXzSxcxmNpvY9Lt9HspQNrMZDRp8FjffHankfp8FrUzG8WEZHVFXb5ODpi9PgEwg4q6sjsicJEl8WtXIk0U1JGhUlDvdvNEtjqsig7nxeBnrmtoIUMhp8/o6jjks0MCHGQmdTA1coojZ4yPcUob3s3EI8UNQjHrIT25TxsKX06DhNMGxynV83+MO1PpQBrQfIzl/KTKPHYsUxje2gbhkSoJL2/B2VWJHzY1PLURzypxgc3M7m8truDx7P1kzZ+BtbgaZDFdREVW3+FNc5MHBxL73HrosP3m17d1HxXXXAaAbOBBN5jSse/ahCO6OJs1O4OWzkUQJZ24LxlGxyHQK1r73Onm/7CA6OJUhhmkEjEggcGoS5tUlWHdVE35bb5SxBupfP4S3xYEgl6EI1xF4cTKNH+cg08gR7V4i7utL6+oibKWNxD80Arm+87PozG+haeEJFOE6Qq/vAUjUvXyAgEmJZzXRAPA02pGbVMjUCmz762hdVogmPQRlpA7LtkrCb+2NeWUxgkqGu8pK5H39kJs6u8KJbgfiG+n4JAG1qxn3tI/wpV/aKc/0fFD/fjaeSgsyoxJ9v0jytx9lq/I4TsE/oI5qbsDacJqkznjsObZ8/hEeqwyP6MLrsdCWlI7RZGL06NFkZWUB4PV6ef755wGIiIigW0pXmhuaOF54ErWk5ObuMwi5qts5+7Vv+ffsWryIsIQujJx9I3ZLGw2lxST2zGLte6+R3HcA42++438cLHE4HLzyyiuMHj2a+vp6SkpKePDBB8+Ze/vLL7+wceNGAEJCQkhNTeXgwYN069aNyy677E/l7P67cIHkXsD/F8hvyefhnQ/zt8jZ/Lx0EUdDa6mIdDDFNIqXLn3nvF8aDq+DMd+PYXTcaJ4a8hTDvhvGjLQZPDzAryVYUvIWpWXvYjaM4+nc3WSF9+XLSV9SW/cTJ0/eB4BWm0hM9Ez0+lTM5gOEho3FqM/A2bgfjSGZpoof8LaXYSo9SXt7Nnlp/qIDmUyNKHpIT38Vi7WA2OgreXLXI2yoPd6pj59d9BnzNs7j7dFvk9+Sz+GGwzzY/0HCdeH8WPgjPtHH9NTprC5ezcbVBxla5o/ADZ6eTK9xcZQcaaS2ykKvkbEEBGlwO71898w+dCYV24IkdgduoTrzdTQmDbPCZjFaOYYQZxgRvlAuX3U5jl9zVE/hxtonUZadafcaFtBGD9kn5EYnEC/8xMDb6pF+cxsmH41jVfc8ZCodkiTx3ZKtvJn0Em0BTdgSm6lRV53fzQcUIoypN5De0oe9zgRaZD5KkjfiNfkjVyHNwTSHtJyx36XixYg+JSuVP56xbje7GewbTEN1O9O+OoBJo+Cr5BhkZe2EzssEn0TLj4XIilYTonoJZ4+X0Fx+a8f+XrMT8/IiTOMSzrvo6R/Rvrmc9i0VRD0+6Awi4q624q7yyyxJHhHb/mqqb/PbnRpSNIQkVqILPRUlT5uIb/LHlE6/BF9zHWHXTEE3/RZU8XHYfvkFTWYmyvBwXOXttO+o4LqRd7M2fsuf6msXurCYxfS2ZuIpaMe2r47DZis399cR4YVKtcC73eOZHBZAY60Fxacn+SFSxvFeQTzftwtRaj/hWVDVyGOF1YwONvJVZhIj9udR4nARqlTQ5PHyeFIUMyKDWFzbQpZJz/qmNr6obmJOdAh/T4vl5dI6xoeYeLW0jh2tFuI1Kmbmfsi9FYtOd1ZlBLeFF7vfzxpDL55x7GHwwCvQx2V1bOLK3on1zfk0Hpb4avqDfOMO73S+ZS9POa/rUjB8OL7GJpJWrUSdmtqxXPL5aP5sAZoeGRiG+iN3lm3bqPrbrSQuXYq2hz/1QJIk2hsbKNz/C9u/WkDWpIvJSp+IZZl/gBvzwlDq3z6Mt8GBOjUQw+BomhedJOiKNGR6Jc2LToIogUIg5KpuNH+di2F4DNad1ZjGxWMal3Bmp/Fr1f5WT7jujUPIA9WE3dCj03aSV8R2oA7zimIEjRz9gEisu2r8xxQAmYAmLYjQazM62pUcXuQBZ2oSb9q0CfXuvzPi1ADzDebRjpHExES6du3KoEGDfvdd7vV6cbvd5G85yonDx6ilBZVPjlVw4hF8hIpGQkUThe48or125IKA0hTAmJvvZPHixbS1tWFoMyPUFOENi+GqBx4lIaHz9SkoKMDlcpGRkYFMJsPhcPDBBx8wILUPwyaPOqfDmb29jc/umEdceg+m3PUgKk1n4i6KPmS/Z+BynnjvvfdoavIHLIYOHcr48ePPua3P52PTpk2EhobSp08f5HI5Xq8XuVz+l7rC/StxgeRewP9pWNwW1pet59OcT6m11SITBUSZ/7nONKXz9aXfIRPOfzS6JG8Jz+97ns8nfE7/yP7csvkWPLYiHut5MQEBWZw4cQ8ej58sOUUodcmYknE3JSVvoNenkZb8KIW5T2D1nFYgkAkqVD4FTtmZVee/QqkMIihoMBZVV9Y21LGmdA1j48eyoWwD0fpoamw1DIgcwLzMeQyO/gPL0FOweWx8/MRGPLhJCu5CQ4mVwAgd5np/P1xqgctv7smhzRXU5LZy6X1ZDMh7kpppZy96MFiNaIs0vK5+nTBtGA9sfwCdXMcr6i8oP9KKtcWFOlHkhOI4EeMV7Er9ln3SXpr0537PvN10O91Cp/Et3/KV9BWiIJ7Xuf0KmQS35oWh3zuN3TUDqLT4I9WJITpKWy04U44gV7hQnhyCJ6qUur89gKRyoapOJnDddYRW9MPm9qFSSehNPo7deDO+IH9xRow3lmd/XMiPRzwU4GNhbAQJVX6Cr8kIwVdWhNazGqNyFV4pggbfu2h7RKCM0GEYHEX9e9l46+1oMkIImd3d/9EHBLkMy65qHMeaMI6MxVNjRfJJmMYlnFER3vBBNpIEEbf1/sNr0b5hI9V3ndIklclAkkgc34BS56M510BbcyI+cyuJo+vQ3rXY77x2FrzP+9zO7+sX/woTJtpppze9WcQiMuzdaPjgKN4mB7YAJTP6qlF7JBbutXPjQB1VehkKwCtJ9LBI5JhO/zYHBeh5u3s8Ew8WkGnUsrhXMjJB4MXiGt6paCBFp+aO+AhmRp05FfxYQRULa5qYFxvGx5WNqGUCLlEiQqWg3u1F43Pxt9plIEl4BAWPF7/PjujxXJn6OD/2TmZoUOdBSPu6ddS//AqIIjFvv80ii4mX1+V12uZ8Sa7z5EmcubkEzjh7pfw/QvJ4EE4VxLrsNla+/iIVx/1FdjHdMpj59MsIgoA9p5GWb/MIvqYbLd/moQjT4m30P5+KcC0Rd2YhKGR4Gu24Ky2o4k0ogjXUvrAX0eZFZlAScU/fMwZP54J5ZTHWX2r8RgJj4/3OY0Dj58dxFbSCQoBfC0rjjSiCNdizGxG0CqIe6IfsLGopv0VFRQWff/45/Xt1Z8rRmwHYM2E9NpuN3NxcmpubGTduHMOG+WfVPB4PgiCgUCg4evQoe/fupbGxsaM4Sq/XExUaiaWsGUO4iWmzLkPTJCEpBD5c9jlBQUFcecUVvPrqqyAICILAjTfeiF4u8Pnd8wGY/vBTJPXpj6W5CV1AIPJzTNn/Xqqaw9JO9sY1HF6zAqfdxnWvfXDaHOMvwLJly8jJySEqKop58+Yhl//zxPk/GRcKzy7gvxYri1eytmQtb4x646yOWNkN2dy97W6anc2YVCZ6m2M4bqwhVh/HLX3+xtCYoZ0I7rHGYzz5y5O8PPxlugafWUBR3l7O64deZ0DkAPpF+H8zw6IGoajaTGmpP19OLjew2tkNpaOU+LauJIZWUVLyBsHBw8ns8S7WdQuI32MnUN9CrZCE1uekJcWMTacgXkjDbTBi0mdgCOjBCfM32F1VdE//O2Fh4xAlkYHfDMTpc6JX6tlQtgGj0shnF33G47sf5+EBD5MalHpGv88FX5sMtTmAMZen0GtsHMd+rmbvimLUkVoWWcxMtatY9e5R3Egc0vsobdhJzZT3ztme1WDB2tvC4pIVXPX9HUiRINMY2bc/n8qEAn68/33qgivPuf/ZcH/ge3g4dczfCRwozGEoGqNBlOMNrkdSuulSF86lJREU5F3M0YYUUgJLmJxyjIl9JnFx3140W118vf4HBsS1U5Q8k64Rg6jK6UdDoI2eQm9aB3jYEdhIWqSRktp2co41MPv4pzw2dCYumZNqRRW3DL+JuPLHeN6VRkKVA+PwEGTtxfiOLyNYsRhB7kQI6YYw8XPUO0Wcha3YD9XTtrbUf0oqGc4TzdQ+txfRLaLvG07A5CTaN5QheUR/lO0UVAkmBIWAu9yCs6iVgIldcFdaMI7+4w+iJEk0f74ARXQUyWvXIjmdFF00gfLNIoJCQvQIGEb2IHRKb7SHHgRNENVUk0suoxmNnNMfwi/44oz2BQSUkhK34GZqzmjeDniPkIQYTJKJttUl2A7Uox9koKnyJN5WJ0Ezu3IgXE5TQSVLeyQS3VrLgn0tLOtjpNHiYmOUkhyTjDnRIagEgQXVTextszFwby4GuYxnU2OQnSINf4sPx6CQc2NMKPqzOIkBPJQUxdaWdj6ubEQrk+EQRa6LCeWF1BheLKllbLCJIGVPvqppxu0TmWdKoSK0F88nxJxBcO0HDlB9z72okpOJef01NN26EXzg/J5rp82KpakR0ecjLKELTpsVXXo6mvT089of6CC4kiSx/oM3qco9zrCrryU0LoH4zF4dZEp9yoil5ds8kAuEzOpO08ITSB6RoMvTOiKKyjAdyrDT78/QGzJp31yOcXTceRNcAG3vMJxFrVh3VuEqbSN8fk88DX7XLl2fcAKnp9D4wVE8dTb0A6JALmDPbkTfJ/ycBNfpdJKXl0dVVRWHDx/GaDQyfsp0GD0Y3HYGh/un/seMGcOyZcvYvHkzQUFBBAcHs3jxYgBiY2M5ceIEERER9O3bl8DAQIKDg0lJSUEulyN5xdPR1UD/P0OGDGH9+vW8/c47Hc6QWVlZxMb6B8kzn36ZJU8/TOWJY/g8Hla9+TLB0bFc9sgzmELPtGw+p0a33c6Spx/u0OXtMfqiv5TgAoSH+2ccBg0a9H+e4P4RLkRyL+A/FqIk0mtRr46/R8WO4pmhzxCsCUaURLYfW8czua+iU+p4YcjzFH++nPKjR5hy78OkDRjSQW49nnYcjnIUCgOP7H2dX6p+xikJJJoSeW7oc/QO740kSRS0FvD47sepsdbw48U/EqYJoLZuOXUN62hr/YWvmrV4JR/hwQPYV1/E5JN/I7A5Goe6hT4z1jJ0wPNYK0W+fz0XCTnxqWpqSp2oVT6umVGJylnj19JUnnbkkSQfkiThEj18ffJr+kf2Z866OVzT7RruzLqT403HCdWGkhx4dimcf4TL7mHfylLUOgUDL05i38oSDq4tY87zgzGdcr/ZVdjELV8fwub20itAT0S7kzVjv8WZdpzmuCMdbYV4QxmUN5bj6mwagipwhHZOUeiVPYyayBIaI2vO+54aMHArt3ITN9GtdQi+oMazbjeuWM7rGzW0qSWawiZyz+4bGJoSwtUD4qluddA7LpCrP937a2AUgNndv2d03OnK9MEhe/G2uzjoGUu0fhaxvnm4yttxHPUfUxljIPDiZNQJJjx1Nizbq7AfaUBGC7+kv8sVc09P1adZQ8l7TweaIARzaefO3n4IQlM6LbLurcH8UzHyIDXBV3SlccEx5HolvnZ//rCglCF5REJv6IGzsBV1lwBaluQjuXycDWG39PQrD/wOzMt/ovaRR4h6/jkCL78cgKaPP6HxrTfQhbuJHG1E/fRRyP4OfrqF1ju30Sv4UiqpZA5zeIu3+Imf6EUv+tMfCQkkGd81FXN5WCw+/H2rddVgf64Cl1xOXHIw6i4BtK0p6dSX2sHQpnexIjqVLS3tHBvaA6nVRfHfd3JYUUq/1F4EX94biwwStWo8okS+zcEPda2UOV3cmxhJL+OZg9o/Qp3Lw5pGM/0D9AhAd70WxTnMHf4Rks9H86ef0rZqNZ7aWuSBASSvWYNMq8VhaWd7QSN3LMkh2ttCdNd0fMD38/0zKi67ner8E1TnnmD/yh/hH76rAeERGEPDUGm0aE0BmOtqiUxOJSyhC81VFUR3Tae5spycLRuQyWVcNP9O4tIzObDyR3Z88wWj5s6j75RLz9rvliX5eFucmC5KQJMciOjwIigEBOVfR25+jSCbxsUjOrxY99UR/dhAZFoFbRvLsGyvIurRgcjUcmz769D3j+jUH7fbTUVFBWVlZeTl5dHU1IRMJiM1NZVhw4YRF3d2Euj1evniiy+or6/H6/Wi1+tRqVS0traSmprKzJkzz7s4ShRFtm7dyq5d/nfG9OnT6datG2r16RSKJU8/TFXuceQKBYJMjujzEZWaxsynXu5wkvs9OKwWfnzhCRrKSrjskWcQBIHo1G4oNed2ZftXwOPxUFRURLdu3f5rUg7+GVxIV7iA/0rsqNrBbVtuIys8iwhdBJsqNnFZymUMjx3OC7ueoc7dhEnScqduDFU/+nNWx990Oz3HTcTtbqat7TDNzds7OV2B//tjlwXQ4HYjIad7eH/Kmg5y1OqgRdQyt++zDIoayOEjc7DbixEENfKwy7n90HIAFD4VI0pmktbUj4T+gZQeaEbTx87FF41mxxf7aG10ERproLZSRKGW43X5EGQCl9zdm5i0oLNOa3154kteO/gaIZoQmp3NbLliC+G6zvl/54Mti3LJ+8VfRDT9vixWv3eU+IxgJt7sdyiyu72Mfu1nCGhlxIxKaiIPsUJagU2wdWpHJsl45OWPSWhIo/e4OF4VH+J4+3Gqhldhibf8YT8yySSSSPrQh5nMJJ10mmnG5AlBK1Ph9nhJWHsfTZedGTVOaAhk5Ybr6SmVQM1htoxbx41Ly3hjciyq9komTpyIQqHocPn64WAVJq2S4fFVlJS+idnsz+XrunEhotxJ4dhbCCu4kuAyf64qcgHjyFjsB+vxtbsJmZPuJ5huHwb5jwQq/VHM50a4eHKMq6NfNd+OJMobCOHpYIzwm0EExEGXM+1PAbxmFwigCFAj+fy5ifYjDbT+4Jf8Cr66K7pep+9x64+F2A7UoekejGFwNNsMO9h3aDNXHpxM9ycnnlPYvn39Bhrfegt3eTm6vn2JX/gFwm8+9FJVNsK6e/0OYMPu9jvqAW8/+jB3qx793fuoaM9gRP5Snk+Nxezx0k2vpYtOzYz1OexWi0yq9XDCJEchF1idnkTrh4coVjWyQVuGweXg66FTyBS8vNctjoiICN55+U0sPjuREZFcfc3VBAT4iXtdXR1lZWWoVCoMBgOHDh1i9OjRHVqf/xtoeP11mj/9DN3AgaiTkwi6+mrUqak0V1Xww3OPYTOf1gO++P7HSOk3CIDDa1ewe8nXeFz+Qr/4zN4k9sri+LZNqPV69AFBFB/aR1h8F0SfF3N9HcHRsTRVliP6vP4o4qnvcHyPnjSUl6FQKOg+YgwHViwlbeBQpt7z8H8cWWn68gTuinZkGgXyYA1hN/rfMZLHh9fs6hQ5/i3y8/P54Ycf8Hq9yGQyQkNDGT58OF26dMFg+H03OoCmpiaWLVtGamoqAwcORK1WU11dTXR09J+u/hdFkbfffpuIiAiuueaaM9bv++kHdn33JeFdkrni8RfI272dLZ9/yOyX3yaiy5mBB0mSaKmpIigqGplMzubP3idnywYuuf8xkvsO/FN9u4DzxwWSewH/FfB6PNQVFxDbLQNRErlq9VW0udpYNX0VKrmKZ/c8yw8FPwAQIRcZY/LQW+dDLYP8ZYmkZF7MuJtuo7jkVSorv0SS/AU34eGT0evTyC37lDKHkz6hPXDZ8/ApwqizVRMil2gWlUQqvDhbEnC3x+J1BBKUvI/24y9RXwKjZnXFEdhCu7GRxZ9vI7NuBLEBy7nkusk8+U0lkU1+O0O5zMdFwe+S+NRS6svtmEK1NFZa2LIwF12AihkP9uWnNw8T3cNEfuJuZnWfhUahYcGBhezYeAyTMwS9Ws/c0VdgaXGS0jcc0SehVMnxeUV2Ly1EkAlMmNcDpVpOZV4LJ3fVYArRogtV8lbpxzSnVRB2ogt9Do/AYNQy/f4sAsK0HKloZcWWAtZIa8m79i1sirOT1SB3MJdtv5GBa6ZwzdOD0Aeq2VOzh5s33YwkSETMjWArW8+6b0hTCG+feJvBcYOx2+3Ed0nmkYUb+aVG5PHJaXy0t5FAvYohAe28ddSLc9IiGkb+0LG/1qbj+k/nUdnYg5jIUC5J03FCjOHd7eVcoz6EShAZMGAAo0ePRqvV4vV6ObpmL60tZvR6HfaA+0Hp1xHt69qIoo/AvpPjiW25nRD7BFzFZkKvz0CdGIDo8tHw3pGOHEZVYBthrjkIUb39Efeaw6QMfJ1ivRmANd5lTFZM/6eecdHuoebZvegHRRF0aefor+jy4W13UhhWRh11TJAm4BN8XFc/iy8ivka027Fs3oygUuOprsJTXYP5p5+Q7HacqWnox48j+dq5yAPOEvHd8Spsfb7jzx/SPVx5pePM7f4BmY3zaTh+2lyir0nHJeGBPFl0OnovkyREQeAqt5nDre3UmkKwaPX0aanlSHAU4wuOkFxb3iFLlJycTHFxMTKZjAkTJtDQ0MChQ4fOfvzMTC677LK/nOD9msscOHMmUc883bG88kQO3z/3GBqd3u/yJGoJ8fjJrkqrQyaX47RaSMrqT98p0wkID8cUFuFX3fjNYNbjcqJUd47eWVtbcFraCYyMpvJEDj6fj+S+Ayg5fICfXn0OJIn0EWMYf/Mdv2tY8++Cq8RM4yd+uTXThARMo8+UqJIkiebmZgRBYPfu3dTV1VFTU0N4eDjjx48nISGhQ2f13wWv14sgCGed1vd5vViaGgkIj0CQybCZW/lo/hyGXTWXgdOv7LStzdzKrsWLOL5tE2GJSYTGxpO762f6TJzGmOvn/2+dzv+XuEByL+C/Alu/+JjD61ciG5ZCabyDn817eHn4y0xJ8hd3bFq+kEUV79K1i4UBGi1yhQPBG4mkqAZAoTAhii5E0UV01JVER1+BWh1JvqWRDWUb+OrkImZ3n8Oc4PkUH65l0GWpfJm7EK1CyyXJl9BWWc9Pr5V3EiyXyQTE38yJ9xgZw4kdVahMW7lB+x4y4Cn1aMLL7yTd+DNZprUEJKdQeM1zrJJW0XLSTR97XxZrvyFuXR/Synvi80r4BB8r0t9mtGwq6Y7+1FQ1ITjP/0P2q2OYIBOQRAlREPnklic53uu0O1SX4nTmHLkVSSOy1biTyug8KpNPIMnOLOxSuTSk5fVh3KYrSS7KREBg5DVd6THitKD5T0U/EawJJik2ifGMJ598LvZcTPiX4UjdJBIHJxK6PJTa4/5IcpuoYYsnlXZJgxIvnn8oAdDJJW5XGbh/5gM4uh1EWR/H/O+fplFIYG+VPyrWU1FLi6ilDR3Xh5ai1+upra0lLCyMzC7dOX78BA2/8eZNSt5PTEw+AHrdh0RE5FNS+haZmR8QHjYBySchWKrAWg+x/XAWtNL81UlkJhWRI3MQ1t4Ltx2AMP+g5XZu533eB+AFXuBRHuUwh8kjjxnMQIYMJX+OgPgsbmR6ZSch+1/xHu9xB3ecsbzh88+oWfw9qn/Q5VRERuKWybjk3mew6g283z2eSWGBaGUCDW4v4SqFn2gdWgir/AVpDXqRtDustP3BjKneF8LPnv18UyonVCnn3cqmjnUhiDznakSIjCFOFJnV7KRN4ScrwYhE6rSctPuj4Nsqj2GOj+NYQQEhISFccskl7N+/v0O2CPy5kKNGjcLj8ZCTk4PRaGTz5s04nU7mzp1LUtK5naPOFw5LO43lpZQfOUhJ9iGC4xKI6dqdIJuT9hdeIiCtK/FfLUL2G9K1/evPObJuJfPeXYBcqcQjU9FWXsiJnzcjSRK5O3+m5/hJjL1+/nlNX58vWutq8Hk8hMadXfXgPwGSJNH06TFcJW2E3doLdbwJ8OfYVlZWEhsby9atWzlw4AAymQy5XE5sbCw2m41LLrmEmJhzmyX8J+Orh+6ioayYwZdfzYBLrkChUuGwWvj8zptw2qzI5Ap/hB5//u3YG25B8W8m8v/XcYHkXsB/HCRJxOmsoq0tm6bWA1Q3buGXIic5bpEirT/3b4JyMH+f+SF5v+zg5I6tlOccIXOmE32Em4ED1yBJXhSKAJqaNtPcshuPp5WGhnUkJz+EKeIydlXv4mjDUb4v+B5BEhgRM5LXRr7GVw/tw+3w0m1QJOGJJhJ6hOB2etnyZS7mejvT7uhNXUkblbkt9B4fj1IlZ9vXeR2KBNGqk0wJfhnVpCfB62BJ+UbesJn50evD5Gtlz9yHmW68HYfQWUlB5dLw9ONfIbl96DwmBEmGQlJiCWygQV5NTtTP1BvKeTP2M5JCu2AIUpO/rw5dgJr9K0uQJOg1NpamCiv15e14nH57XHW4wO5Ll/F5zz9nAwkwYe3lDK+byOTM0YToAwgI02FpdlBX0k7fiQl4W5y0/liIt8GGTKNAc0rgXEjTo4wzkHPsOOvXr+eOO+4gJCSEn/MbeGXNcRIDlWwqbEMpiDw6KooIvYw31h5FL7iRI6FR6LjDGYsGBVNlbTi7HMPYmIS33YRMgL/pdBQpBTaY/WkUaWorb83MJCYmhm3btpGdnQ2AWlIwJn4QPS8dRGN9AyUNZSgUe3C5P8dsjiMw0F8slNXnW4KCTk0XvtUTzOVw6z5QG5COL4Os6xBW3gbVh+CeEx2FKAtYwDzmATCNafShD8/ybMf106MnhRS+4IsOB6/zhXTqv98aI6SRRiGFZ2y7dHoi6bka3pg7EWuPJLooMtC0t9J78GCeLW+gygdpOg0FdidKQcCokNHi8TEpNIAwlQJT0XruyLmPD/q7eXScq1PbxvzHULcMIVY4xFVmNSsNawjqYWTYtmEoihVYrX6Th8qgMNb0HIpMFLlx1ypUMhm+U85nZYlpNCV148meaQwINNDm8dJ113ESrO0sfGA+wdddR8TDD3U67vHjx2loaGDYsGFnjeZ5PB7eeustTCYTc+fO/dM6qZIkkbvrZ3J3bqOlpqqTha1ckpAUCkTf6Rzo5F59mXzPQ9jb2zGGhCBXKPnh+cdx2azMfumtsx7DZbeh1p2fHvb/RUgeH84iM5puwR3R68WLF5Ofn9+xTUpKCi6Xi+nTp/9HOmL9WeTu3s6h1cupLykidcAQpt37CHuXLeaX779h0u33kdx3AB/Mm4Xo83LzBwsxhpzdMvcC/nW4QHIv4N+KVmcrO6p2sKZkNXNi4sF6gNK2Mr5o9OEUBUTALp6Oao0xephg8mArNmEtysJhL0OliCdjxEWIkR+hM6bTHDCDr05+xTXdr6FvRF9ESeS2LbdR3laIVhlAi/O0HuqImBGMzr6O1io7pjAtTZVWgiJ1tNbbQQKVVoFcKUMSJUZe3ZWUvmfmwkqiREu1hcIFb5Eo20H4/PeQRXTDhYsnrE/wYduHSFESdsGOJJz7NzV1xQ1MXDer42+v4GFH0hIKwg9gUpm4wnAtw1UXkdgjlB2LCxh5TVc2fX4Ca6uLmY/1xxD0m6I1UeKk7CTTmEYppWc73FmhlJTIkPG3nX8jYGsAQ4YM5aKLOuso5ufnU15aTpccDY2OVtQJJmKtgf6pfVFC8ogIKjlro3PZY1biCevK4fJWbG4fWqUch8fH0HAjT8aGEeoBT40VT7ODWlkrNlwkiuHouwSj6xPGB5VNpB5q4jONjxN2F0+ZAhjfLuFCYjMeHDKB4SiIiwtA8oqoUwPZdWA3EfIg+twyFkVw55BkS+sejhyZ3WnZwAFrMRi6QsU++PyiMy9KcBJY6qDHZXDJ+x2Lc8ihF73O3P4fEEMMRRSh4czwqIjIMY4hIdGLXggI5JDDtVxLLbWsYAUDGMCd3Ml7nF3ZIqB2JJGFPSkc/iGi4EXdNBTTyZfRePUk6rW80S2O3kYdO1st7Gq1YPb6cIoSKxvM+CSJSd497OpzOwWhnaP4V5x4C/U2Lb0VEpY6fwReJpMhiv7tunbtSlRUlN8FKTiEb1QB3BATSppGiV6vp76+Ho/HQ1xc3BnTvXmff0HLhx8RqlYheTyk/rwN2Z8kqnl5efzwww/ExcUxZ86c864UlySJbQs/4cj6VQRFxxIaHom+vBLpRC6mdityUULl8+FWyGkPC0F+1ZUc3Loetd6A09JOSGw8s158g09uu4GUfoOYcMudf6rf/1M4HA6USuV/rLPUuSCKIgUFBRQXF3PgwAEGDhyIUqkkKiqKjIyMf3f3/hIcXLWM7V9/zqTb72PPD98SEBHJ5Y89B8CqN17C5bB3/H0Bfy0ukNwL+LchtzmXa9dfe4Z5AIBJqaVvaHe8Tgn70XK6GJOIH9OPSVFpNFbvoKHlW0SvHJnCh8nYi169PmXnrgHssIeyrPlMvVmFTMElyZfQ7m6nR2gP4o3x1NY2E1vZg5Nb6knMDMHS4qL7kCh6jonF0uzEYfWw47t8mqqszHiwL+EJp6bcbB6qC1ox19tpKm2iuaiSVtvpXEeZTCA0WccrV97Hobjd5309Ar2BpC1KJ6N6GIlJkbiy9YRbE1jc5wUGp/Uja+sVtDU4sOrbaAmpJ86VAPUqJt/Sk6TeYeSV53G0/CgloW4KynP5afAizIHVHe2HNobS5/1n6BohZ9fg5eT02Iyo8EerAlsDuXT5pcRVxhESHEJr8+lCmsTExA5x874pPXl7wfs4PS4EiQ7zhvnz5yOXy6muqKL4RCEpdWHMNzdQLxmJNKkZrNEQK5czd0wyO3/KJ8vmzyWWB6iRB6rR9QxDGWPokPNRRuk7chbNq4o58kslh2O1XFnpIujSFGQ6JfbsRoIuTaF9awWeOhui1YO3yYEyWk/Q9NSzGixYbYXs2zex07Ihg3eirc6Fry8DhQbGPO63e605AmkTYOfroNTC3JUQeLqyW0KiK13PGl39R3zHd1zFVRzlKOtYx7VcSySRTGYy61kPwM3czAu8QIIvFrvcH1GdxjRG2AfygO7xjrZkkowubVMpDlx5zuNF1A5Gm/MGH4RpUJtb6N69OxUVFfz888/ExMQwaNAgAmJi2dt2iOtVk2kObu+0f2JhOtcumk6XlFQuu3gaTS0tuL0+goODOXz4cIf4/v8EPouFopGj0A0ZTPA111Bxw43EvPM2potODzA8dXV4GxqoffIpwu68A+OYMWdtKzs7m59++ong4GBuuummThFdc10tlbnHSMjsjegTObF9C8l9B3Bi+2ayN6wha/IlDBowjIo5c0EUMY4fh27wYL/G7KHDBM+dgyopCUEm48j6VWz94mOiUrtSW5hPUHQsrTVVjLnhFvpMmPo/ug7nC0mSaGtrY8GCBWi1Wq677jp0uj+vLvFXo7W1FblcjslkorKyEoPBgEqlYvHixVRWnpo1ycpiypQp/+elqyRRZNFDd2KurcHrcTP6uvlkTZoGgOjzq+acS1P3Av61uEByL+Avg8fn4du8bxmXMI4YQwyi6KGw6AWCAgcRHj6Rq1deQqW1hsvCw9C5C6nVjiQudBCFzQVM0Ayh8MvlWFuaMQQFc9WzrxIQHtHRdknpu5SVvUtw8HCam39GLjfg81n5pEnH5Iz7GRYzjLWlawnWBFNlqaJfZD+GBo9ArVfgsnvZ+NlxKnP9RK7bkCjGzDm7nIrPJ+Jo92AIUuPCxZryrdR9LEdq8b+gjMpWdEITodp69CYZ8r6zWWVcwdND7z7rNTF4DESVduGmPbOpnFPFu7LOaQSGJj2xm+JYMGIBL259lT4Fl7B82ge0JNagtQRiDm+kxXh6alWQBCRBIsgbRDvt+BRnl5nqt78f47aMQ+1SU+gNJUnejEfjos9FfSg6KqPJp6HaAl3krZQ0Wog1CEwcMZAtG9aiUshxeX0ISAQCbsHLSDGDqtB2dF1TWLvrMKEyG1rBn2smSbDDk0SpGMyr6gLGyV3gasdJP5RSOR5dH4Jn90IVF+RXBRB9cDYnH1sTeF2Iqgiav8vzC8oDkQ/3RxF4ZlRUOhVF/lWE/mzweFrZsbPfqf9PRakspLX+MS5veBtkCrjmewj5h8pozykLXOWZx3yBF3icx89YLkOGSOfI6Od8zkM8RCONJJLIa7zG5Vx+zr7+CrkXfL/5HgZmv4WqdThd+r/KPsPic+5367e3EVbQeTrUqXGyv/9+lF4lA8wD+HDMOzSHnSa4aVIaQTkmJr8fhr5dTtaki8nbvR19QCCzXnoTueL8c4zt7W1ojaYzfldNH35I49vvkPjjUjRdu1I4bDj6EcOJ+fvfO7YpnjoVd1ExAKrkZJLXrD7ncQ4fPszKlSuZOXMm3bt371j+w3OPUXH8KDHd0hFkMqpOnnYGzOjek4wWG7bt25EHBJD43bco/yAPtL2pEWNIKAdXL+fk9i1ojSYm3noPpjD/7E5dXR0bN26kpaUFk8lEfHw8MpmMlJQUIiIiOslP/R58Ph8tLS1UVVWh1Wo5ceIEx475i7jkcjmRkZFce+21//airN+irq6Ojz76CICZM2eyZMkSwK8PKwgC06ZNo1u3bn86reS/GQV7d7HqzZcBuP7NjwiOPtMy/QL+elwguRfwT6HB3sB3ed9xUcJFZDdmd+jUjo0fy8M7H2ZT+SbGxI3hrdFvUFj0EpWVp4TkNb24p7CACSYPE43grOqH2JqJub6WhlL/xy04OpZ+0y6jS+++GIL9trCSJPH24bcZETuCniGpyOUGyis+obn5Z35pyCdP3pf3x38KQNGhBrZ+lUts1yDSh0Wz5oMcQmIM2NtcuBxeBk5LIjzRRExaIIIg0Eore9nLcIZjoLNcjQcPQ+0jOKDbS1J1d7a0riRqzQzU3ka4+lvoMhIkkZWyNVzCJWe9VqO2XMaQwyO4sr43IQoZ+kFRNF0qsYENZxQUzWEOeyoPUxqVj0/h/afuUfrqmYwomUm5x0C65RAa0UWxGI0hLp0al8iJmvY/buQUggQ7vRUVxKitGMLiCancyAfei3Gg5f4MJ8aoLjTm7UZXt4++siJ6yYrOaENSGRE8NlAZQBMI7VX+lIDoLGgq8MtweZ1wYpl/h+H3IY14jLpnfsSkWoX+kinQ6yr/uqOL/dHX7hf7Xbz+AJIksnWb3zBjRNelmL+7iTDrqUjs3JWQNPK8rwWADRuzmMUKVgAwkYmsYAVKlOxiFyMY8afa+yPM/uRa5lz2Nr2NOoLUMJKR7MFfUBhbHIDOqqSgl78IbII4gYVNC0GETRvXc3DIET5J/gSn4DyjXZlX4Olf/sZ1obew/esvaKooJSAsgpaaqo5iGaVGy4xHniGm2x8bF7TUVPHl/beROmAIU+56sIPoFi/9nm1ffsqo+DRS3venftQ8+hiWDRtIWrsWb20NmvR08nqeTgNRxsaSsnnTOY/l8Xh46aWXGDJkCOPG+V3aPE4n7994FT7v6d/OgEsuJyQ0HOuDj2B0upGHhmIcO5bQ+TejjI7+w3P6PVgsFj7++GMkSaJLly5UVlZisViQJAlJkjAYDMydO7dDiL/TtWppIT8/n8bGRhwOBzU1NbS1tXXaJjExkZ49e6LValmyZAmjRo1i1KhRHet37tzJyZMnmT17Nnq9vtPyyMhIUlPP3yTmf4Lt27ezbdu2Tst+lfDKyMggIiLiHHv+38aWzz+ktrCAWS++8R8n8/b/Cy6Q3As4b7Q3NtDe3Eh7YwMp/QayM28L75d/QWHbH0/XKgUZY41O8lo0ZNYNQd1lL0s9XqYfiiOgQU5geCROq4WwxCSCIqOxtjYz6tqbCIrs/PE50nCEuevmAnBb79vIbshGo9Awq/ssbthwAw/1e5ik/IFU5bXSWmfD6+4cTYtMCkAfqKb3uDgik06nGHjxkkkmeeQxmtFsYQv2NjctNTbamxwsVN/MawPWdmzfp9lEVrmLtb2MpMrTeYInyCCDvp4sapV1HdtNdk9hzlvTCVUqCKiNxO5Wk6w5FWmUQdSjA/HZ3AxoHcbRbkfP+14EtAbSFmQ+Y7lcVBImC8EqWbEKVrQnBxL21WMIkp8ADkkOwVXaxiHRSzAC3QK0ZCQHc422jqpFa9k1ehoT9BGsqGjGYPOiUsuxWUoR5S6O6eRMUx/gKs8yFNJp8mDRJ/CKeRxHpS48KF/McPlxXIIa9GGo+s5GSLsISrb7VQsiMuDoEojqBaIH2msgMB5qc6ClxB9FrckGjx0G3waNeVC40U+CW35jKjD9Y2g4Cbv9TnP0uwGmvNFRFPZ72LI1mVgy6HrwBF6fj3aXiKrrRRiu/uy8r//ZICEh/MaWzYePAQzgMId/dz9BEoipiqEqrup3t7v72/tIlQ9kYv++HYoC7b52Xjn0AHVbD5NUkkZpShELHtzfsU8fdy9mv9mbbNUxvrrn3P2YtX0sfT7wR6oVKjWTbruHLln9Kc/JJjg6hobSYrZ88TFao4nZL75B9sa1lOccpu+U6SRl9cdlt7Pl8w8JjIii+/BR/LzoM0oO+ftx6QNPkNxvIG2rVrPi03do1PojkFPufIBuQ0fiKimldMYMJIc/bckwbizWzVvQDxmCPDiY9tWrSd25A0XYmU5Sv+Kjjz5Cp9Mxd67/3VB0cB8rXn2OqXc/zK7vviQhOY0Msx1tRga1jz9B2H33Ejx79p/OA/4tfD4ftbW11NbWsnfvXtra2rjppps6ETq73U5JSQnr169HFEWuu+46tFota9asQalUEh8fz+bNm3G5XGg0GgwGA0FBQaSnpxMZGYnD4UCn03XSBP7+++8pKChgxIgR9OzZE1EUeeeddwBIT0/nyiv98lUWi4XXX38dgGnTptGnTx9k/0KVh9/i888/x+PxEBERQXZ2NldfffX/OJ3lAi7gX4kLJPf/c5jr66gryicqtRu5O7eRPmJMx/QbQGNFGSWH9mOur+Xozk0URluoDnPgUoo0BLlQe+WMKIzGbgKVXIXX7kSu17AnogKtT8n1vgl8pl6PXmGjziujS3MPJhTcRJWpgJyE1cysSKLHyLFkTT579PO3ON50nPu330+1tbrTcrVcjcvnQi1X87zwKcU7W4lODaS2yPyP5kJkTUhg0KVJZ4yqd/p2MUJ+Wrj/4WVvELupF0jgk3l5/OWZWEzmP3Vtb9g9g4fW34zOo2W//jix7giiPWE0y9t4P2UNT+ZfQ0OomvAmf/7lddc+xJbue363TWNVEr02TiOhvBulqiAKY08gm7KcLFUP7nE8yviITJzFZhaWV/L5saVcnKckvDaXAI0Oy8338vxGP1G8NSmc60ONuPeXopadQPS48Mj7IaFD8tiR3HUowmPxlG/AvmsVACGjYwiPOICUehGuBifOoioE3ASEnSZnPhS0jXqO4GHzQPE/nE4Vff5IrkoPjlb46VY/Qe45ExKGwrqHoPyUe1m/G0Chhb3vw+xlkDL2D5v3VR9C9vlEBEMk1su+4rUvfmLixIkMGuQX8G9qakKtVmM0npnT+6dPBZGe9OQEJ865zdVfZ/G3hQEcTylkx3AN67OuIKFGztExL4HgTz8Z9MsgJmycAEB0dDSjRo0iLy+PgqNHEI4fQB0RgyMokgG9kpg44Sacek9H+yH1etxqL5ZA11mPP5OZ/P3EIyx/+VkGXnoFGaPGnbXqu/xYNj++8CQKlarD3EAQZCT06oO9zUxjWekpJzT/jy4rsy/HjuwnUq5CqdfjrK6m5jcWuQqVmju+/B6ZTI5lyxaq73+gg+gCJHz7LYJcRtnMq4h58w1MkyZ16s9vtWZXrVrF8ePHeeCBB7BYLHzx8N2I7WaufOltdu7eTdAve0jcsgVlWBgIAinbf/4fRdYcDgdVVVVUVVVRWFhITY1fE9hoNDJ27Fh69+591v2amppYuHAhoijicp2+Dz6fj/DwcK688kqCg4PPi4RaLBZWrFhBUdHpWRKlUkm3bt04ceIE8+bN4/Dhw6jVanbvPl0TcOWVV5L+J+yDzxdNTU28//77DB8+nBEjRuB0Os/LuOECLuB/AxdI7v/HOP7zZnZ+uxB7mxlBkCFJIvrAIIZcOYuolK4c3bSWo5vWAVAfJ7EnvRmz3EaEEIzKJdAtuBsZBxRExSQi+nw4LO1ojCasLc1UleVhCBqLzxGGUidgiD2OFNYNvTuVmkP+wjCZQuDG14aj0vxxAn6bq43pK6bjET3c2/deBkUNwuF1YHaZUbQaWHloPclNfWjJ9ZA5OpbolAA2fHqCyX/LxBCoxtxgpzK3lRN7qqiedYwTg3YQWBVOjjeHlqg6lFYNpRGnpW3kPjmX707nImt3lJ4S5l7y557ZleJKxuUPwVzWxoLSNfyg+5R7uj+FsKWUdUG7OKEt5oPSx+ji8ucBNira2Gcq5cEhm0kMaqItpIaKyDIA0tfPRth6FdazfP8MagXTMqO4NzaE9tJ2VIWtCHYneYpPGadYi7NNiUrvRfQJyNVyirzTIFBNkqEMseIYSpW1U3seXwSiQoOlTE7jHgcgEPHoI7Sv34BR3EZQio38n2LBK6LJzEQRFoJYdgifw4sprB5rjRrTTU8RfO21f+p6/SnYmmDXm/5ocOYV4HPD35Ohx3S4+B+k0nxeKNsJa+6DoAToeZXf1cvnglv3gj6UN954g+joaK644gr27t3Lpk2bCA0NZfDgwWzfvp1x48bRs2fPP9XFGqebEoeLKqeb8tBveVh5ugK/R14PnKlO2rytDFsazt1vqgmzOvEZDfzw4ON8HJrAlKM78eqPcrRfNiMNQ7m38mJa7Q5cYWGsW7euo60ASwu+qhJsqb1IKSllVGwsR14czivCK+ySn73oce7bfVl0l99gQYOGeuoxYcLn9f5hMUz+nl0cXruCuIxM+l88g73LllB6xP/bGHDJ5cT16MmPTzyIx+FgVKOFI442KkM6G1BMvv0+LC3N7Px2IcOvuY7Q+ARs5la69eqHaDZTduVMAFJ3bEdQqSgYNBjT5MlEPP0kttZW8n/ZQcmRg9jMrUz8292ExMVTXlnFN998g+Bxo6kpQWG34gyPxRNyOgI6bMdOYmpqCLz6KqKeeqpjud1u5/jx4wQEBJCWlnZW8iuKIkeOHGH16tUd5DogIIAhQ4YQHR1NTEzMH5LmyspKli9fTnJyMgMHDkSlUlFZWUlycjKa/4GVa3NzM9u3bycnJ4dRo0aRlpbGJ5980mmbwMBAxo0bx9KlS8nIyGD69OlUVVURHR19Xjm9ra2t1NbWcujQIYYNG0Z8fHynorGioiLWr1+PxWLhjjvuuEBuL+A/DhdI7v8RSJKEo72N1toa2hrrSeyVddaij1/RWFHGogduJyw+kdj0TFx2G6bQMPYsW0KTKgS9145WdOAZORV7RhUrylaSEpTCQ/0fYmDU2S0IRUlkc/lmBkcP5viaeg5vqMAU1YrXV4ujsTvSqVL86AgrkjGG2qI2LpqXQUpWOJZWJ6aQM6cO6231bCjbwJL8JVRbq/l2yrdEeRMpPdpI8aEGNAYlFSf8kmBqvYLYrsHE9w5hwzd5tHt8GC+Jo39SMF0jjVQYjjPVPJP6oJIzjvN7kIkgniKYs46PZPq+VF4ct4eS0Ep6VXXDIm/jcMopk4H2aO5zPMEzEbew6WQ9r2/Mp6G0gj7NJ9kSOxSF8RiBYcdxqY8S5gniI+0HNMQauK9qJuPjLqau9CI0Dh+ry5oREk5iUNqIKElAK/gIlduZPmkcXWKjqSxoJtfioNbl5ccj1fQUGuguO068ZGWeYgsqWSMHfAPo6chDEjQImiAEQUQlK0QSwdWuwOdWIO8xFnWPfgjGcH/qQPVhaK+GuhzE8CwwlyMkDkC44gu874zEXVqK2XgT+qFDMU2Z7Ne/dLsR3R68jQ1U3nILotVGl6U/oIyK+lPX+Z/C0hvh+FIYdCsMuwcM4f6I4leXQsnPnbcNTvZLgSUMBmDDhg3s37Qen1YP8jNJnkwm4/7776ddrmR5fSvjQkwsq29laJCBYUFG3G435eXlWAJD2Gp1U+ZwsbqhFeep16eAD73mDaJaf6Hr0TDCqntz8dVzOfD2y3gE0Kk1jJx9I9vrm/lGG4KpSzIjP34BeVsz0emZ2IuL8La1MaiomuCrr2GbyYjqeA4Zu/eyu2sckkpDQ7deTMrNxXTsOMkbN2LbtZPlmce5MeOFTudyvXg9H3s/5HHVkyxiEU/yJH/jb/+y2yCJIifTMxBlAgpRQv/IQ2zdvwPUaibedi9IEhHJqXicDj6cPwfvb6Kaw6+5jgGXXI7k8SDabMgDAwGovO12WgvzOZSRTEvNmSkdvcZPZuhVc3jj8YdRNdYiiD40Sh0ptc3U9upFRkI8W+rqCKutY9DevSR9/TW6LL9usdVq5aOPPurQ+01OTqZXr14kJiZy7Ngx5HI5+/fvp6XF/45JTExkxIgRxMTEnHch2V8JURSpqKggPj4eQRD47rvvKCgooHfv3oSGhpKUlER0dDQrV67k8OHT6SqJiYnMnj37nHJkubm5bN26lebm5g7JOACdTsddd92FKIocO3aMdevWERgYyIQJE+jWrdtffr4XcAF/FhdI7n8pnFYr+Xt20FpXS3NlOe1NjbRUV3baxhAUjD4omNj0TIZeMQvlb6IFRzetY/Nn73Pj258SGBmFT5SwOj08vmQ/q/Lb0Crb6B9n5YBvJWpdNVOTp/D4oMfRKM4ecfCIHl5a9iKxzaU460cj1cQRknqY0N4fklhpJ1k/mePZ0GIPpmfQDgLu38jCp3JwWDxoDEqcVg+p/SMwBqtJGxBJSIyBY43HuGXzLbS720GCm8VHCK9Joamqc/QxOFrP6NndKPO6WfZdHgm1Huq1NpamnaC66xGsAzYgGtrO2u8/A7lbS9fXPmBdexKy3+ReioLID2nrkeV8yzrDKxR4jDxzcQYvLTvM7dk/siJ5OA8e/IZ9tzxFt6xu/Gx+mZ8rt+NuGs+1GbO5e2x3+i24gl66OQQrUlh7rI4ZWTEM11aTfegAqYoYwrwmuo7qSdzgVNrWlGLb78/7VSjrsPAVqfLtHf2p8oXwpO96UqWBzJH8AweZTo5o2Yc6worX6kGd2pWAKVM6iEQnSBJsexF2/B2M0WCpgcThULYTqf98hCl/P3OfU3CcOEHF3GuR6XQkLv7uDyvW/2Wo2Atr74eGXDDFwI0boeogLJkFvWfD+Gdh4RRozIWZ30D3qXhcThrKSmlvb2fta8/hMQXjjEniuuuuo729HYvFQlRUFIsWLcIzYBjrAiKpcXcuApwfG4b18D6Ou3wcjUtFBkSqFKjra+heVYQ+PBJ1Yy1Ru9bhUSixBIRgMjehOOV6lJLclaLi0zMIbp2BtAGDKft5k98ly+dD6RNxK+TEao20NzfhVClwK+QEG0y0WNvJrGygS2Yf4h98kJIpp+WsJCSuWVLB0V6nUwB+4icm1w9GERSIcB6RPNHpxNvYSOt3i/0SW31+39TCums3lfP8Bhm6/v2JX/SlfyAkime4fjWWl2Jt8ZOo7I1rqM47yU3vLUBjMOK0WVn5+gu0VFeRGZPI0eyDiAFGsiZfQqwpGPOnnyGbP4+NCz5ApdUSHBNHXVEBSpWaYCd0KylDbzstJXigXz9KUpIx2Wzc/corSJJEUVERO3fupLa2lrlz51JVVcUvv/yCzWbr1M+4uDgSExNxOp2MHDnyPzpaKUkSDQ0NhIWFdUp9MJvN5OT47YEbGhrIzc1l2rRp9O3bF4CysjJ27txJbGwsgYGBrFy5ksDAwA4tZLlcztKlSwEYOnQo+/btw+v1kpiYyNVXX/0fQfgv4ALOhgsk978QVXknWPHaCzgt7SiUKoKiY9AHBROZlIIgkxMan0BbQz0NpcXY29uoOH6UkJg47O1t6AMCufTBJ/nlh29ZlduMZvjlmLRKlhyoxOHxARKZGfso860EQUSSBDTm2ey67T40ys7STNZWJ1V5rVQW1XI8LxdVsz9yp9C2ogvPI7z/MkIb1fjKi3g7KJBwQcmbA5+E5TcjTnqNndbxLFtbTKBGQVS7iM8jASJyuYAmVWS35We6tPYkJikGc5ELhVPAJkhY5BKBMXo8XhFjtT8S1NpNT2CelZLkE/w0YyHVCbm45WdWkQOoHXJc2jOlthKqglAoNRRH1J51v9Afb2dH4w0Yy6w4QgoRtmdzuEdf9Nok+k8OY9WDj7N++Ezq9ME017cS6LZSrwvGJ5MzqvIwb12WTuCMGWwtyWb+D0vxtPojiQqVGa/bhEIuoFUoubJfLD2lEo4cPsSgQYMYou9B+5rOhg6KYCsq8z4ClJ8hSHZqC03IY8aypUHFKmM6wf36cbs2AFN2M9peYQRf1fXP5SBKEpRuh9j+sP8T2PexX8Vg+scQf/ZI/q9w5hdQPns2ksdD9Kt/xzR+/O9u/y9F1UH4chokj/GnMTTkwZ1H/BHaQ1/CwQWIN24m2+bh2OKFNG09PfWvNQUw+t7H6dbttJycJEm8+u57vNljKEZJ4q7kGJbvP0RMfSVbMwbi+c017VlfweCqQoIVclrNZuJkMmqtbWjL8vAaAgjzyBl88BA1gUG06mTkpPbAd/v9HN28DrvWwMRD25C3+W2I41K60ie/HFt5OV1eeYUNuzZTeSIHtVZHZHQsuuAQcg/487dnTZtJ6KTJKEJCqJh3E7Zdu1DGxKAbNJDKUZFMHP8kZswEtsrZeuUANFVmdP37E/fpJ8jOQU6c+QU0vPE6zpMn8TWetuxVxsWR+P0S2teupfW775Cp1Lirq9H27EnIDddTff8DCEoliUsWIw8MPGf7/4jawny+ffw+ACKTU3E7nZjrajssUBU+kenXzidu8lRKr7gC18lcEr75mkq3ndVvvQLAsKvmEt/chvm1NwDQDx2K7VROqsVgYNu0qTgkiZtvvpkDBw5w5MgRNBoNU6dOpUePHsBp44KKigpiY2NxOp307t37LyvY+ndAkiQ+/PBDGhoaiI2NJTMzk02bNuH9jRJFUlISV111VaeUBp/Px0svvYTX60Wr1Xak8SiVf866+gIu4H8TF0jufwnsbWZO7tiK02bj0OrlGEPDmHLnA4QnJv2hL3rhgT2seuMljCGhOK0WdKZA1rtiORB0+r5PzIikb0IQBdYfaTnUTKosk2qjguhusXy81cx1QxJ5fEp38Ek0lFsw19vZ+UMhXpcPQeFCE1CJNrwAe5SKXZY6GoRq3OZoBlSP5HjUNgqN1YjOWCZF30RG8Q+scaRzQK1GDK5H0RpOF4ueS6w61G4tXkUjXtGERuz8gcxWedms9XQYEBjUCkw2kVlW/3b7hmzj29kv4ZOdXSsWYOhOA4++EEFCuQqb3ktlpImYaf1Ju+ZZZHs+p6bPRUw1XEqDqgHbryRZlBG5+D4+a72SXpUOjunq2L9/K4rUND5VpyEToHdcIIcrzAAY3TZ8ghy7UkO/+jxMwSa2KqNJlGyEJsZyuMKv9yoP2I9cV4KieRjxPom5kyMJbNdw8uRJ2tvbGTp0qF8SySthO1yP3KCi+atjyLVOjJb7MRgq8QgxtIfMxt3gIvS22xBk/oujCAtDdHjx1NpQdTl32spfBVdhIZW3/A1VYiLxC85PtaDa6cbs9bG6wcxQo5ZI0U1KxJmSS3+I7X+Hbaem6QffTuWQR/l60yYKE7tT6BGpcXnw2azM//o1VF43RQndkIs+ulQWkn3FfO67aCzB9jaOrlhKer8BHA+IZH5lK9PzD3Frr3R+3LABhceDRadH7XbRpDXR1+5kdEIUex12WoqK0JcX064Q8coERKUKKbUnM5pb0AYG0bZ0KY6YWCY/6idnfY06rn3376Qe2svWjEQizVb6tdgRLRZi338P49ixtNZWU3nyOKkDh6A1GJEkid1LvkYQYOjMOR2nLnm92HbvRpuVhfxU4VwBBXxueY8R39rpXR6Bp7oa+759hD9wPyE33ui/X6WlNH34IaqEBHT9+lN1++3g86Ht3w9dv34ICiUNr/j7G3DZZbQtW4YmMxOZRoMqMYG21WuQHA7kISEkfLUI9Sn1h/OFJEms/+BNv93uTr8U1ejr5mMKC2fFq8/Ro7KB+BYLukGD8NbX4y4tJfaDD9AMHcy2hZ/QJas/wcfzO/qIXE7Clwspn3362hjvu4/Pqk+nOwwdOpSRI0f+R+nN/m/h6NGjrF27Fp1OR2trK4IgcOedd/L22361koceeuismrY7duygtLSUSZMmnVUO7QIu4D8NF0jufxjKcprw+URCY41U5rYQGmfAbq5j46cL8XiycFt+JCo1lksfeAKd6XRBR6vNzbf7K5gzOAGTpvPI2it6MdfUYAoN492V+/nicAtWVIxIaiEszsLhMgerbriFVw68jHt1BHHm7ugD1Njb3ARGaSkzClSXthNt1BDhALfDP+IXFAJrdU7sgSW0ewwoNG0UJVSgbIzFE1mOJIgYDo1FIcrxCeAz/L/27jtMqup84Pj3TK/be28sLEvvSpMu2AUbRsUQMcbYE0s0iZqosWs0EpOfJZooNlQUpYrU0Puyy7K9952dnd7u749ZKYKKokLwfJ5nHmbOvTN77jsz7Lv3nvOeTty9N+NLqcLdbz2ByA6OJaUuG1VIjU8dJKiHzMpM9IqJQA4Misxkm2orRardJJPM3a4HUD+Xyc4RK/n7hIcJikMJrtmhovd+PYN3GVBrFVIqU0jqPpPL3cupWR2Bx2LA0tlN0mOPcUdHEpv31zBSU0O6ugsFhe78TpaOWI1h/VTai89iNjpq/HZCrQe4Y/sCaqwJ/O3iuxidn8iaA20MT7Uw+f0XeCpyKPWWeO7Y8xZjsJOxZCnP3/0sW7oEviEjGJYVzeR8LX/94AFSXCkYg0f/Mpk0aRJjx449YgY5uxYQWHAjGn04/k7DeMx3fnBc9WFPhsYHHsD+4SLyN29CfGnsnzcU4q26Zirfeo3K3H7sSsqi2esPL5+gKFy49A1yakrZPuwsOgaP5vq+eUyz6LEpCqmWQ6uheV1ONDr9wQlT2xZ/SNmmdQzwLqPAWMXOi9/hzX8uJKGljqKx5xAcP42sunIiXg3/Mh942RxciZnsLS5BvXk5wmFn2+CxFBZtwewOD4sR51zK4+kDmLNuMfqgH5PTybS4OD50uYjQ65lUVo5mwwYA/GoVe/MzadSpyOw/mJaGelQ5vZkRn0xg4UJ8NTUQDJLx79e5dfEqzAkJ3JWTTOcNNxA582IaP1qESWcAh4O4m35N/I03/iDvTfVVV+PasgXjoEFEzZpJy7PPHnHGVpebS8Y//3FE/VhFUSifOg1/bS3qmBjyli9D1VOT1VdXR+ebbxJ14YXoT7Ama/3+Yiq2b2b0ZT9DpVLjbG+jZvShyicqi4WQw0HSH/9A9BVXHGwv7hNeCEIdG0vukk9RW61Uz7mWkN2OZ98+Ml59hZUtLVRVVTFs2DBGjRp1Wp2h/bYURcHlcrFw4UKGDBlCYWEhbW1tqFQqYmJiTnb3JOl7IZPcU4TL7mPnihp2LKs5apui+BEinLj2OiORKVf3PeLMnKIozHllC6tLW5neL4kHzi8kyqRjZXEzVrOHJ/fcTqhDS3bJbD4QGoS2k9i0VXgNW3peAAbXTyG/bRjR7iSGzUyny25nxdYNRHkSiHTHEyJECEGHLsBabYgobTftQSPVahVJ5gaa++6mfuJb+KNbj+p/r0U3oIuupWTUUoJa/1Hbv295ZQaefLSQIbWdeNzxpA8vZXn+rWxtCHFeeiSpVQ3si0tjbXs749ZuIb61nld7TyVlaDp2X/gsqyoY5NI9LrQqPQG/k1UEKKjbTochgozuZkyBQxNmEn5zB2g02N56G1/lkcMKQioVvgH9SZsxg7aHHyH1rQU0m0x89NFHdNo7aTA3EBUXxRb/Fm5NuZU+OX3o1asXgf2lOFatwrV1K5q4OFIu6YVYcieuVh3d9Qa8XRoSX1yKPj//B4/n8TgiGe/R9fFiGn7zG7LefRdjv0K8lZV0vP8+FdmZPKWOQLtnK8N3hy8nO/sOxmSxEjF6AuolC7EV7znitdx6I3qfF4/egD4hmSt/8UuSe+Xz6u2/wmCxYPzV3fxnx27OeP2ZgyWsRP9ebNIkM2LHGgDS+hQyOjWH9z9bjDYYIqe5g7SWzoOjq31qFevy0/HoNDhMEeyccBGJ+7aQU13C8nm/52ZHE67FixkkBL3nz8fpdCJCQRr27SUpNR1fVRUfP/4QbQYNZ864kJiX/402Lg6h0+HesQNDv34YBwwg6rLLMPTOp+Hee+l6byFCp0OTkEDO4o8J2roQOi3OdevDE/t+oCTMsWYNdTf+Gk1iIv668NnN7IXvUXXFbBSvl9ylS9BlZh71vM4336Tz7XdI+t09mIYP/0H6dixfJLCHi73+ehJuu/XQPgV9QVHQJCbSa/XnR+wb6OhAIxM3SfrJkUnuSRL0hyjZ2MiBLc10tbrxugL4fUHyhiaQPzyR+gM2avbspqViG1pjIaiSaVWFiFNUXHr3MBIyIw6+1toDrVz10mYKslup9C1DaT+baI2Ftm49egVSFA9xfgs7rPXokheCqQYQRLrj8as95LUN5YyaC+jWdWLyReCydFOXXkZR///iTqwkubKQwVG7KNo3jabWHLJ0djbaeqMo8Nthz/F+7H4+HX/scaw/tpxyHa/fNpjsvCzsy3bg0hvYM2AAFZm5FLar6Ld+Gbja8ep0fDpjOmqvn8G7dpLW0EBDcjJCUfBYo1F7HWTUHDmRT3fmaIS9C39zM9lvvkn3iuW0v/TSwTNg2owMYq/7BSXV1TSvXYteqyOmrY2IpibaBw6kSqOmqlcvAoTran5kXIjN0MX2a3dTZa8iJ7LnEm9nNQcunkOgsQmEQsJAO7F9nDg7Y6hdrkcJhdOygpLiHzO0Bx2e0AZCCjcVV1Pm8rJ4aC90hyVlJbUNXL/yv5zX2cJFKfE8s78KQ2slSS3VB/dJT0zBmJVNw4ESPN3dBPw+NDo9oy6+jOEXzKStpprqPTtZtX4Du2KTSWutJ6G6lLihoxg5ZjyLnw1fnt7TZyj5FcXofW5eufQmxuxcTa/S8OIaSbGJJGVksWv7JqJcbrpMBqZFJBGbl48mPg5tWjq6rExCDgeuhgYaivZgbW6jec1aFo2fSGx9EWa9lSt/9wfqLryY+NtvJ2buz9n0wdsUrV5JV3MTUUnJeNrb8fh99KttJaMjvIqcNj0ddUw0EVOnETPnGsRh5Zfsy5dTf1O4tFje6tVov8vQjBOgBIMoXi8Nd92N+cwziL7iCvwNDQRtNgw/QD3VE/FFkitMJhTXoQllKU8+QeQ556AoCvsHDEQdH0f6/PkY5EIEkiQhk9wfTNWu7ThtnRSOP7o4fe2+Dj57vRhHp5eYFDPxGVa62z3EJJvQGTWUbWvB7fDT1fwP1sefQZUhG5cAocC1DgNRGjVRZyZw4UX5qAXMfGodLZ1ORur24lW7CIkQZm8sOR39USHwiCCKKkBtdBER3mjiHemoUfPF4NaK7CLWTHyP1uQKGuNa8BmOXTQeQAQF/cuiGbEtHgsqLvrUx6NX2vjk7PbjissABnC+cj4f7/4Yzz4vqoDg1mACua/W0n7LZNYP6E/K9iXkODfzXsG9jLGaKF1+L8agjkDAy84CDUF7KrNXNnP7sw04rOHhCYnNGqYsi+SXiwpZmzOKoFpNn6ZSDiTn4tUYKHREMlI7jJCtlr/iQdsnhaEVFRywNhEixKQVK4nq6sJjjcHQHR5G0ThhAmPvu5eQy0WgoxPzyBFHHY+/sRHbO+8SefFFBKOjKa+s5L333qNfv37MnDkTgHXXXUfs2nWU5eVi792HYfOuIzc3l5LBg/AmRTN0+drwi9lqYc/bsPJBupujULwerGkehAo6Dpho3hEJIYEmMZHkhx7CMmb0ccX8RNR6fHzaamNwhJkEnYbbS2o54PKwaEgvtttdPFnZRLnLA0Lwm6wkrkmNxRUMsaC+jdcbO2gLBElpquHMrZ+R0N6I2e2kKqOAUWWlpHd2kugPkf/5KoRWi625iQ2vv0Sf8ZPIGT4KJRSi6cEH6f5sFcGWFkyTJqGaOYsH1q2loGgTXq0BbcBPe0Ia8c3VoCiMqGjEFRVPyojhxE+fSusb/0G1ag1unZaNeSn4dDqm33gbBWMnfOOxd7zxBu3//D/WZSXQ4XKgDQQZUNPCiBf/j5LmWla9+g8iE5NIzOlF6X/D7+FojKTGJeJYuZKUJ54g8txzvvL1Qy4XNb+4jrjr52EZ/+2WE/6p6f5sFZ6SYixjxlB3468JtB66YlRQUkywq4vSkaNIuPsuYufMOXkdlSTplCKT3O/I7/Oy8qX5CKEiJjWN+pIi4jOyiE5OPTiJAuC82+4mPiuHrqZGknr158Ont9FW50ajc5Hdz0d3+24UCmiojmO/NgiKD2eiiXKvi06PA4fGSl60ibJOF8PRcSDoZ7pLS3JQRbfJhd5rpkQdIE/xYPVbaE6owWNwklqXy77EDagtfrAbiXGlYFBbSVYloHhV+PydCJONj8cv4ZPpb33nOFjcehzGQ0nxszelUpA8llRXHM9lvI0z2cSBuFbKcj3MbbyAe7x3YOk7kNKKLez+7Q1EBXRk2rQoTicK8MzPHyWpaSV3Ot9grulOpuzczKimIvZfNIz1ZYlcXrYWq6uLhqRsvDTSkNtOQouGvDIT5aOmYotPotwUPtMjlBDpopH93jO5ScljoyHEEK9ApwhUJg0hVwAPfhzOWnZEtNCgdDIpYSx90j3s3vRf1kVGcudddx1VS/KL74XP58Pj8dDc3ExxcTG7du0iFAqRkpLC1VdffbDAu794Gc0PP0D3lg7QaIiZ+3Pi581j/9Dw965g9bvw0a1QF14GVdFFInzhkmcOn5Ft0RNY3JzHgAPFaIJBxr32CikxUd/6vXIFQ7T6/GQYdEcNLfAEQ7xU38aFCVFY1Cqu2VOJUa1iu91FVyD8h4RagAqBX1HQBAIEVSrmbl/P5e++wdOPP4914SsYPU4+PWsmZ21cQmJ3J/ExsXTVVBDSG4k3RzDqqmvoNWAIKp0Ox/r11N3wKwByPlqEOiqKsilTMQ0dSvo/XsT2/gc03XffUcdhMxnZmJuEyRugX30rkS4vNbERxPtDWJxuCASOeg5AUAgi77uH9CuvOub2r+LoaKd62RI2L/2ITreTyx54jA8ee5DEnDxm/u5BggE///jFzzC1tnH+7LlEzbyYkMPxtcvQSiemuG8h9NRvLSgpxltWRsW5533jHxaSJP20yCT3OCmKcrAebWdjPdsWf0h3RxtanR6/14NaoyF42C9XgzUBT3cLoEZjGIFKm4POGEfAL/C71kCwmGAgXL/SL/SsyLmMspD54PNzAs3og26uveIcLhmeyeebN2MreYHbii/FEoKZDj3dKZXUxtUwbtd4/CoPH15xN+vOLCKkgmt25VK9V49VpTAkwsfyYU1sSHSS5tQywGZgfbyTLl3oy4cZ7rtfYOpWYfKoaIr3M3Sric6YIK2JITqjvnpMrcmjoXzBfBKvvAYlEODAWRMIdXWhzcgg2NVFqKunVq1aDcFw4hRSqxHBIC6NHnPgq88gW1LddOYOJSH/IkJuC97STQQ73aiMRgy+JazsewXl+nByOyjUSt+gieSUeop6XYJpSxIxKhWpd44ARaF7TR3+ZhfmEUkongCdH5ZDMIS6fzSxk3PQWHSUlpbyxhtvMHv2bPJ7xr02NzezZ88eNm3ahBCCQCBwRKH0oUOHkpOTQ35+/qGyOgEvPDMApbuJzjITzdui0JgCGMdOh72LMCd5iS5Ug84EZ/wavy6D8mvuxhDjY/Xk87hr/LXHjEecVsPvcpK5IjnmqIQ1qCisaLdT6wkvTGDzB9nY5YC6OuriEtEJQaHFyLVpccxKjGZ5u52/VDRS7Dyy5JpOCGK0Gp4pSKfa7aPW4+OK5Bg6fQE6LruMKJcTa2tz+DBvmMeyDSuPeL41Nh5rbBwpvQsYdfFl6E3mI7YrgQB1t9yKY+VKon/2MzRxsbQ+E54QZhw8GPfeveD3YxgwAHV0NM7V4VrA6tgY1NExqC0W3Lt3H0x20Gqxjh9P98qVB8flAlgmTSLhjtupmfsLAs3NxMyZg7ekmOgrr8Q66auXAQ50dtK9fDnuHTvx7N2Lo6KcNX2z8faMyLjo7j+SkZ5N/R2/oW3HNsz5ven95psIWVLpB9f63PO0/e1vAGS9tYDaedcT7Ooi41//OuYVF0mSfppkkvsNgoEARatXsPWj9+lsrD/YrrdkMnXe1WQNHEB7bQ2x6RlUdVTw6eYnaWguRfH0o8uZyVBbLn57HAGaIGAnJCqZcPlEupqT2LaqhE+iDVQCIaFiKnsIWtNQNZWT376Z/ueNZeiMaTzS8iKdTZ+zJbuZ2kg/ZrsJu86DIyFctFzr0WHwq+m2uo/oe98dM/CKZqr7FBEwHLtm7BfG1Gn5/boUMnZpSWzx4WqLJmjvIm6YHnfmdbQv+IBgWxsrJnVz5zPNeLRHny2b0TaJv15jwjLmDFy79+DZsQNHVDwWW/jSojYvj2rFSEJtKSCoNcVi9jopSuyFfc6NXHD/nKM7plYRPaEfjhJQ9bqQ+mgdfsWLRxVCg5qhbEenXsEOEc9G9Rhi/FFM8WeRoH0BtboNd8IN6BrfRtOnP9rZj8MxSmkpIQUUEOpD2/x+Pw8//DBjx45l4sSJeDweHu0pIp+bm0t0dDR6vR6TyUR0dDShUOhgrc1DL6zAkrth099hyoN4DlTQ/NJH+F1qsia3oTGGCAUEomAG4pxHCUWm8cGGrex54y229O3P1r4DOTsugqezE7G9/wHFaZko3d1UDBzCynY7G7uczE6O4Wcpsbxa38YOu4vzE6JY0+Fgiz382ciw20jwe5laUcKUl/9O0aNPsadwAJ+12zng8jI5NoIV7eHxo3FaDWdEWYjSqsk16vllRgLeikr89fVYxo7piVUI29vv0HT//QAY+vbFs38/e/tk02TRM/bKn/PZy39ncFoOo2+67ZiTl76s7rbb6P50CajVGAcPxt/QQKChAQDzWeNJnz8fIQRBhxMhODijH8Df0oKvooKg04l5xAjUVivdK1die28h8bfegjoyCk1cLEKtpnPBWzQ/+ihKIAB+P6jVZC1YgLF/+H3zNzTQtXgxxoEDURlN1N1yM4GGRoTRiDYlBV95Oc1WE9tywvWgZ1qS8BUVEfJ4iL/1FqJmzjxYtkv64X0xsfFwOZ98gj4n+yT1SJKkU41McgmfUWr/5z/R5eYSMXXqwfbitavY/ukimsoPkJiTx4DJ04nPyOKj53fzORGQbOA/d41DCMGykuX8ec1DdOrDY1MTujOZVHYVFm80GwpfxZpcQWfFuUR6VMTqbZTmVLAt24mjNZ4kj578zib0pjJidBY+y6+jrE8Tigr4gcubRncLri3P59Hkt9EkDggnZooCQhCqWI0rIg9LfBoAgbY2goEAnQnwj1UfkT//KV75RT116T6yOlO44+0LSV52qLj+gag0/jBqLk90rGXEfbfxwE4n720Pz+QWAs7IieXBCwrJi9HDsvvofPN1/C4tgdxr6Fr0LrrkLHSDb8Wt68IqnCzX2akQ4eoHVhyczecUcoBuzFhx4h92Pa5tCsbgKrTiACEiUYvDVjqLyoCL/wkZo6CrHszxoPnqGpnPPfccXq+XvLw8Bg0axKuvvsrIkSOZOnXqEeu3H8XRgrL5n1C7EVG5JrzU7NmP4C0vp+qi6YR8apKG2nA06dms64feYOT9a+Zhb2sn5HCwof8QkjvbGdMri0f75WJUHz3DPqgoPFbZxLPV4TOpJrWKArOBbXYXkRo1D+alMiHGQuPll+GuqiDS7QvHbfrZpD71FIqi8Jf3P+VvkYnotFqeiDYw8NE/ofZ4SLr/foz9++HcsIGan89FAdTPP01cr964Hn0Cx2efoY6MJG/NakIqFdvnP8fadSvJ9oYYkdMH25KlqBUFlcVCxkv/h3HgwK/9DLr37KHlyacQOi2e3XtQfD502dmoTCbS5s9HbTF/7fO/LUVRCDkclE2eQqirC+v0s4mYMoWmhx4m2H5obLkmJZnUxx7DUFCAymxGCYVwbdzIzptuRAFiXV4s48cTf+stGOSSpj861/YdVM+efURb/pbN8g8NSZIO+sknucHubupvuRXnhg2oTCYiX/k/GhrqaCyroGTdctS6SArGzsRhyyAQCFE4JpUVb5TwTJQbtbmUSfF1mN0+4qvGYg5YIa4Yf2t/jCENFan7ef3i52kt2AffUAlI71TTZ4eVXWNs3/lY9G41ydURVPXpPGpbcoOeKUvN6PzQkhBgxGYT538Yif8cEzeYH+Q/N5xFXkJ4uUpFUaiqquL999/HbrfTr18/CtPS8P797+wGzJ3d5JSXYQiEE6cQsCUnGbdOw7C6bkp75VGbkYJHp0PXVMeWiGEkZQ7i0wYbN0/qxbxxOQjArNeA3w3/Oh/qNuOOvQBD22ICoUgcjSY0ST7q1Mn0EnvQEMSHhvbEsegn/JaolXdAaym76UUpvZmZ60Jdvjzcf2MswTEP07ElnuiC/WgLhkLTbvjv8+DthjNuhM//Ek52r3zvKxPdBQsWUFJSAkBeXh5NZbu4cVwCxpE/B3Ns+LXWPwuudhAqcDRDwy7oqiGIinJTOvuzz8Fy1p2Mjo2kyemm5qqriS4tQYRCVCWlkNbSiDak4Ndq0frDQ0HcOj0DN6xD/RXLhwbtdoJdXWjT0nirqQNHMMR5u7YQ3LAe9W/vwmQxY3I5aXj0Ud4uC1cYyIuMQ+v1Ud/Zhjc2mtiIKApXrCNwzvkY77sPy52/wfH556jj4wjZulBNm8KO0r3YCdFt0KH0nAGPcHuZOHQ0iRdehMNiYtmLf6W1upKYuARGbNyNyuMhdu5combNpPrqa9ClpZH579ePOgYlEKDj9X8TbG8jevZsuhYtovXZv2IcMIDkh/6MPi/v+D70J6D9pZdpeeYZ1GYzQZsNYTKR/sIL1PRMXPqqigdNDz6Ia8tWEn9/H+YR8tL4yeJvbqZs/FkAxFxzNbZ33yN/65YffeETSZJOXT/5JLf+jt9QsutjOm6YQPX2Eio1HlwWP713ZqKzzKFdZ6RMFSAyJPhvwg7M0btQGRvx+TVMrLqATFshQVWA3f02sPS811EEhEIqWpOqCei+35qwqoCgcHs8We1WfHEK2SujqEl3sX5aFdEdeh67I4Vca39qJxSyuHcp5fYi8DvoXZRGekMOuvZm+uubGWnsoGG1DmdhFsqDzzLvvSq6XF6GZMTw0IV92fLZYrT7FhMIWDC3qynHiejuwOzxk9/cgcEXoDQ5hg6rmcROO52x8XhC4eEQarUWW24hBAUatw1jQ7hurFETQcyZszm7Vz9s1S3ookxozohDvfc1Yjc+RFfsvbzWqiZKtZdJ1hp8zlYiQjZi6KKcDBQEeRwqPYXOAvoIiEyDS14Jj31d9VD4rGliP9Aajg5gezn8+2LorAJjDLg7oO+FMPZ2SD50tnGzzYEzGCK0cwvr135OCDXJNHMV72OiZ0iI1gQaPXi6QGeFoA+vNZlmYzIOezPPDbiHyKxR/KehHb+iEKVRYw8ECSkKd738NBN2bmdVQSYRbi8jy+rRp6RgHj4M56bNBJqaSH3qSazTp0MgQOuzz2KdPh1jYbjWbNUllxJyOIg45xySHrgf57p11N96GwApTzyBZfw4tl/9MzYJL17tkZPmIp0ejCkpNNs6SLU56F3fiskaQbvPTdmIQZjT0kmob2JbWz30TKq01DQQcHTTaDHg16jJHTaK5vJSHJ0dGKwRTJ33a3KHjQRPeEy1ymQKh/ull2h5/AkskyYR+/NrMQ0dCkDnO+/Q/OeHULzh/YVej+L1Yho1ivT5L6A6xkpLPwRFUVB8PkLd3TT9+SGiZs3CMmY0ntJSVEYjuvT0H6Uf0nejhEKU9C1EZbWSv3kTgExwJUk6wgkluUKIl4FzgRZFUfp97c49TlaS20EHz/EcO9hBUAmS5c1GtcrN8pRVFA8sP2r/9NJ+TFx3Hv89cwmagIampGoMXUEmLhvBwN3no1KnoPPrefP8J9g49XNCxxijejzO+TiCtWOc2KOOXoo2s9KMxW4mrsbKtLd7YXIrzBgcSWJSH4zTrmPTjddR7XGT3Wojwu0j8dZbiJk9O3y5ruh9mjZ/SMPe7axpzCAYBEWlRoSCDJg8lSGjzsJhNPHeokXEJKZQXV1Nl09hlliKM2AgZ0kZNSKSXRkJBNUqUjq7aYiKBBGe5KNSqUhI7UNbXRkBxUcwNhEMJtT1lYTHWIQ/OwqgaLSoAocl/JERGIIu3G44O7WUSFOABczBKXwHXzsqMpIZw7OxJuZgql2NumwpprrwxCMmPwD9Z8Hzw2HYz2HaQ98Y52AgQMW2zWQV5PPh3tV0xRUyt3kxoRUP4g1qMA6+GC56ka3dbra/exujO7bhisilf+MqPrWezRTHcnzoiZn1DFStB7UOnK24+12CJm8yy1vbua6knqACo6Ms/L0wk3idlk5/gC1dTj5t6yJSo8a6ewu8deQyt+OKa0idPh1NQiLt//znwfa0+S8QsttpuOtu1DExZLz8Eo33/R5fRQWRF11E54IFCK0Wxe/H0Ls3vpYWvLlZONUqtnS1YIiOYdSlsyk4azKEFLo72rD9+ma8+4rZlxJHVXx4xTx9IIhXo8YYEYnbHh7ekZjTi/Nuu5vIhEQ8xcW0vTAffZ/ebHB1UrZ1IwazheEXzKJg7FlYY+KOHXObjZp51+OrrCTU3U3iPXdjOessKs47H112NvE3/RrXtu10vPIKkbNmkvLnP3/j+yhJh3Nu2owuK+tHrzEsSdL/hhNNcscBDuC1UznJbaedUa6+lJlaftSfqw4JJqww0989hZS6PIZqD/CsKANtCEeElymLY9B6erFsfH/Wz3wKR2x4gtaopX2Y9m4aem8UjrQcKswRRODlqk+WENveDYDfrEfr9GKPMbNs4FhmrVpCzXWX4/rZzaws280Kp8Cn0hCneAh0u0luq6cg3kTc0pVoO1sRQmDM602zxgKKgrGujBhfO6ZWD7YIPVkNXexPicVosdLtT6QrIoe5EdBtCCFSczHUaDH5LIRyNbQmt1Bw1iSCgQDvP3QfrTVVxBvSsWqisVgz0Zti2d/6IXZ7JzmWDiocMQgU9KoAnpCWuGgrgUETSbDqyU5Po9fI0ej1+iODueIBWPdU+P71a6D8M1hxP0x7GGXUr6gt2oOtuZE+o8ehMxgJ+HxU7txKVGIysekZrHjlRfYs+4TY7FzunfQzghotbw7Iwfvv5ynasIEpSQfIOf+X3Kgq5F+rLznqvaw0pHLpwKeZmltIldtHidONT1Fo9QXQ+r1k1ZaRnJ7B0+NGkmrQ0VJVwZr/vEL+yNEMmHw2iqKwY8nHrHr1RQCGzLiAyPgEVv/7ZSJCMGhfBTaTgeKUWLQqNX2rGkkICVQREQi9jpCti2BXF2g0pD37DNZJk3Dv2oX90yUIvR7VtMkse/ZxGm3hMaUGvYGfPfE8kQlJRxyHp6QE54b/ohrQn02b12GOimLzh+9iMFuY89R89ny2jNJN65l175+OWDb6Cx0N9RSvW0X/iVOJiDu+xCLkdtNw5110r1iBPj8fb0UFeStXoE1IINDWRvPDD5Pw29+iTU4+rteTJEmSpONxwsMVhBBZwMenapJbTjlj2kfSFPvNixVEtRmxxbm/cb+vctF7EYxbZyHCriGvXoW1UYfDFEf5+SnEVNVR7ozDF1TRkNobnc9NpK0Zozdc9iqgDtGa4iDCmoXJ0BtVKMSeERMxdGzjkQNPE+XrIOBR0VgUj78lhLcrXKYofVw7b134AHl//g+VSWk8+KubifN1MtpfT0TBdEw1a5m4Zz5bI/vxcObPKdRq+PUn9+CvtVMRiGGIIQrVsEK2rlt/1PGkWFxcnFZEwHI5Gv9e9L7w+9YdOB93yh1EzshGlxlx5BLDoRD2tlaMfjPBbh/2FRUYGl9Bo/0Qh1dN4tDJOMy5CGMUrPgDRc4s1jYkEZWUjK0pvGralOt+zYDJZx/ZGZ8TtrwEy38Phijw2ABoGPUoW4s6OLB5AwDmqGhSC/pTVV2Jr+HIFct8EdHo7J18PmoayS11qC0R5O3+78HtuZZ2RuU2Exdyo/7VBlo3vcKGgJkBTevQXfAcD7bCohYbE/Zvo6ChjM6LryXVasH34mPoq8sQajVnXHw5WQOH8MHjf8LVZcMUGcUv//4an736IjuXLkZnNDL1+pvpfcZYAMq3beKTJx7GFwqfyY90eQhqtTh1GkaX1BCXnErKXx5BCYXoWvg+kRddiHHwYDrq6zBHR6M3mSnbupHFzzyKUKkYPnIsWmsEOZOmEJuWcVyf2/a6WjQ6HZEJice1/3cRcjqpnHUJvspKrNOmkfbsMz/Yz5IkSZIkOM2T3CBBCkIFHFAdONg2cWEuKTXxtKR56EhRYXLHo7XXM3p5HhHtCvqAYPG1O1hybnj854AmFR61lgOxfqIdEejpojHiUFx0fsHsLUZuX5rBYuNklseMJKWtjtnrPkIT9GKN9bKDZDyKlgxTJ7Fpem4b8QShoJeBDRXMHNGP7M5mIkUczm0V5M/MQ53ZHxH0wge/gn0foCQWIlIGQ8UauPoDCAVxb9tAd3OQ+Lr7EX479e2Tsa0sJuUiG1FaJ2LGE3jJQbf8GkTIC0EfnbEFLNbmMLt+MfveTWVVQQY+rQZVKIQVP0MrW6mxmFCFFFyDBnHRfb9DmX8lemUXIcWIv+/taDX1qPa8Cpe/CX1mHBlwRQmPe93+KiQNhPje4XGypUugz7kw4wmIOOxsXUcFICgtree/776J0RqBWqejatd20voU0n/iVPqOmwiAx+mgfP1KMlf/gjJHLOkmG80eC0ub+qI2GDCMm0p1YibRW1bjqK/FrdFSPXQcCtBnw1K64pJ5a+psrlj0f6Q21RzsglerZ9n4C5i69RP0NgeFkU04U8Zhik9jwpx5GMyWww5PYUdTK+vvuRGf201Cdi7Ryans37CG0ZddRVttNfs3rAFAo9Ux7LyL2LjwLXKGDKdi+xaGnnMh46+ae9S4wZLbbqVo11aSx4wjJyoe7eCB/OeVF4hKSGTKL28mKTf/4HN2r1xK8bpV1O3bi95sJj4jm7rivSTm5HHBb+/7yqEDp4JARwdtf3uB6CuvlGWeJEmSpB/cj5LkCiHmAfMAMjIyhlZXV3/Vrt+71axmUmAiQlExe/5Ehu+YhZ5Ycis/QtFriLE2sKVPPlFNNjK7d7GeZEICrOP2ow1CuXM417g3sbUmhU6vGU9QQ4QuSL0hiMfsJ6bZhDoULp3g1hsxeo8+E2xUGxgXcyEpuuXERHyAPTALR+Bc9P1jMPQtQBXqIPTRHzEoG1ELG37TILSBMvA5YOLvYfQtoP6KAvO734aF1+Fu11K1PJ7U0R1EpHvpbtBRtyaWlPE+Ih9dBY27YcUfCXQ3scHdh/h3GihOjqUyIYpIp4dhVU3oe1a20qQPJuGOB/GUdeOvsxE53INIzMEypjcEA/DcYLDVwLC54UoFsbngscO/zoXGXYf6ptYDCky+P7zfcfD7vKx/699U79pOW201E+Zcz5Dp57HkhWcoWr3isKAawO2hNiWbhdOuxKc3oBXh1bjGRVu4NjWOaXGR+BWFAw4XOUYDjpBC0NZO8Scfok9J4++GBObkpHFNeTNWRwe3LXqOkGJAZ4mkq7mJzP4DmXL9TViiY7G3NrP69Zep378Pt93O8AtmsvmDdwAYNfMKzrxkNkIImspKsbe3kpidhzkqmvce+QN1+/YycOo5TLx2HirV0aXHXNu3U3vDr8hZ9CHaxPDZ1NX/fpmtHy0EIGvgEGbc/Ftqi3bz0VOPYLRGUDB2AjuWfIQSCjHsvIsZdfHl6HsmfEmSJEmSdJqfyf3CG8ob+D5X0VSSSUeggeJQN/YIK768bP656276tW0ihKAlYghKW5CltSrafYdqcwohUGvUZOZl4t+0B3uEkcKEWhItHp5OuIJtUX0YVVpGRkcbadremDOSSGpyYVHH0eyuJlalwtDVjSapkGT9dahVXSio6fLPwRE8n3jdPehV+/AZhhFw6jCpNxDSROPM/AtKyplYx6chNKrwcrKBEEL7pUSpcRehF8ax/71kCAlMAwowqg/QviNA7JUzib/3TyDCx2Fftpz6m28GwKtR0zgghdSiVrTecHUEbWYBkZc8gLfMhjBoiJnVC2O/L50dLP4I1j0DzUWgUsPst2DnG7BrAYy+GQZfBa+eGy6pdcMGSOiDMxDkveZO9js9DIww4Q8pGNUqjCqBLRDEqFKRqNcSUhSsGjURKlj0+J/xl++n4LyLKV64gOxBQ+nYv5E6XTxWWydtfQZhvOI60q1mCswGCi1GWn0BckxfGs/7DUqcboIKFFoOzerftvgDPn8tPEFMqzfg93rQGU1kDxrKwCnTSS8cQH3JPgxWK7GpXz8L3+/1oNUfo9rD1wgFg3Q21lO1aztr33iV5Pw+dDU3Y7BaufKhJ1FrtKx/+z/UFu3i0j88gurr6vZKkiRJ0k/QTyLJ/bKSTietgSBj4qyIxl2se/U+qtXpXHnzI4R8KvZs+JQt1X5GOiKw1zZRadvF2EvnkHnOcHZc8xDxyeOAIKCi29PGmvRYRrTBo4qHLQRYn3iAzhf/gTBEYpk0kdirL8X27nvYV2xABByYe0WQPDUGVdWn+Iwj0Lk34xvxONrp1xGy2Qg8ex4O3zl4DWcRcgUw9IkhZnYfOt/ej7ukE9OgeAy5UagsWlBAZdSgDe6i4ro/4KsNj2v9oixT5KxZaFJmogRCGPvG0vSHuQQ7wiu3zbvnYe6uj6Xv7o9pNdmwbliL/U8P4Z88hf3N3cxMjiYq8mvKOXXVwesXQVtp+PGoG+Hsh8P367eFF1zoez4A1+6p5NO2LowqgTt0fKXpklrquGrh3wFw5/Vl5bTLKQ0IzGoVjyaYuLB3LkL1DQWIv6NgIMC6Ba9hMFvYuWwxAa+Xyx98nNi0H7+s1N7PV7B0/jMAnHfb3eSPGvOj90GSJEmS/tecaHWFN4GzgDigGfijoigvfd1zToUk98ueXl7KXz87wEMX9mdinwRGPbISgLKHpqMKKrT/uxhvuQ3P5DTUn5SjCfpR/C7QGFHpLXgdLdym8jJ6xhAuGpyK9YUnsb31FgB99hUhVCqC3d0EWloI2u1oU1PRxsbAG5dC+crwylt37A+fFQUUfwhUINQqutfU0fVJJagFBBUMvaPxVnSF9zmMyqShe9HvCDmajjw4lQbDoKvQZpwBgGvdXwi2VaAbM5Vzr55LZ/DI1znc2GgLbw/MPTge1B9S0KoOjSdd0W6nsX4fV348E5XPQfDWvTzcrubT1i5eG5BNnsnAPoeb+w7Us8Hm4I6sRG7LTGKr3UmiTotfUXAEgkRq1fhCCi2+cBk2eyBIo9fHpNgINj/3GJv9sHT8BQyLtNLXYuTqlFhSDF+9Utn3zetyEfB5MUdF/2g/88tKN62ntmgPE+Zcd8whD5IkSZIkHeknvxgEwOf7W5jzyhYAMmJM1HSEKx58dsd4cuIt+FtdND+5DYBWvwvj5w+zq98wBmz7DHVEKkF7AwTcRK5cTUpqAjVzf4H3wAHSXngBY7/Cr/7BAR9s/BukDoPsscfcRQkqdL5/AJVOjXFAHPqsSEK+IEGbl5DTjxJSCLS48NV2E+w6gGPpO0TMnEPbk3cRcjrCk8GAXpt3oNKoKZt8FtZJE0n+059Y2NzJzcXVRGo0mNUq3hmUy2sN7URpwknUQxWNpOi1vDUwlxitholbShgeaeZvfTP5tLWLX+4Lj62ODbmYGxlknyGNj1vDdVavSollVmI0V+yuwKASDLCYeKlfFmaNTNAkSZIkSfrhfV2SqzlW4+loUHrUwftfJLgAaw+0kRJlxBBvQtU/lo17mvmdxs/tdz/CvEvOxLN/P7sWLCLizZcBiGquI2jW4aupwTh0yNcnuBBeTnbMbV+7i1ALYmblH9Gm0qlRJRw2ySg3Cs4A6E38decCEHP5Jlr+8igd//oXAIHGGpzr1hHs6ECbHi4tdXFiNDPiIlGAQM9Y2N/npgDgDYXY0uVkWbudeUVVZBp1tPoCfNzaxYYNRXT6gwyPMPNsQQZPVDXxZEsnwtHFTRkJtPsDvNHYzpuN7WQa9CwcnEei/ismzkmSJEmSJP3IfjJJbpQpfOk71qzDHwxh94Qvm/9xURGVbU7uP7+Q2lEJ3L6nktmjMrlyRgEAht69GfLLq6nZsBJfdTXtL/4Dx+rwqlwR06efnIPpIYQg9pfXo/j9dL7xBpUXXHBwmy7j0LhSg/rYY1r1KhWvDcjhycomHq9qotTl4a7sZFIMWl6oaeGihGjuzU3BpFbxQt9MnisIJ85qIbD5A0T0nLG9KSORWN1P5qMkSZIkSdL/gJ9UZrLj91PQaVQoQGlzNxe/EF5cYF1ZGw5vgDVlbQDcMD4Xs/5QaLSJieQs+ZSSwn4HE1wATVzsj9r/Y9FER5PwmzvofOONI9q1qWnH/Rq3ZCYyMTaCVL2WhJ6zsZckxRy1n/qw2q9RWg3356V+x15LkiRJkiT9sH6YaeunqGizDrNeg0WvYUhGNH84ty8AFa0OJjzxOX9bVQ5AStTR1QaEEBAKT+BK+tOD6HJyMI899hjbH5vqsNqpucuXEferX2HoW3Dcz9eoBIMjTAcTXEmSJEmSpP91P6kzuV/28zHZhBSFPy8uprXbe7BdrRLH3D/xd/fg3rmL6EsuIfqSS36sbh6XtOefQ+j16NLTib/5ppPdHUmSJEmSpJPqJ53kAuQnWgHonxrJpcPTj7gk/2UxV18NV/9YPft2rJMnn+wuSJIkSZIknTJ+8knuyJwY5o7J5rqxOSRFfrsVqyRJkiRJkqRT008+ydVr1Py+Z2yuJEmSJEmSdHr4SU08kyRJkiRJkn4aZJIrSZIkSZIknXZkkitJkiRJkiSddmSSK0mSJEmSJJ12ZJIrSZIkSZIknXZkkitJkiRJkiSddmSSK0mSJEmSJJ12ZJIrSZIkSZIknXaEoijf/4sK0QpUf+8v/M3igLaT8HNPJzKGJ07G8MTJGJ44GcMTJ2N44mQMT5yM4dfLVBQl/lgbfpAk92QRQmxVFGXYye7H/zIZwxMnY3jiZAxPnIzhiZMxPHEyhidOxvC7k8MVJEmSJEmSpNOOTHIlSZIkSZKk087pluT+42R34DQgY3jiZAxPnIzhiZMxPHEyhidOxvDEyRh+R6fVmFxJkiRJkiRJgtPvTK4kSZIkSZIkySRXkiRJkiRJOv2cNkmuEOJsIcR+IUSZEOLuk92fU5UQ4mUhRIsQYu9hbTFCiOVCiAM9/0b3tAshxF97YrpbCDHk5PX81CCESBdCrBJC7BNCFAkhbulplzE8TkIIgxBisxBiV08MH+hpzxZCbOqJ1VtCCF1Pu77ncVnP9qyTegCnECGEWgixQwjxcc9jGcNvQQhRJYTYI4TYKYTY2tMmv8vfghAiSgjxrhCiRAhRLIQ4Q8bw+Akhevd8/r642YUQt8oYfj9OiyRXCKEG/gZMB/oCVwgh+p7cXp2yXgXO/lLb3cBKRVF6ASt7HkM4nr16bvOA+T9SH09lAeAORVH6AqOAG3s+azKGx88LTFQUZSAwCDhbCDEKeBR4WlGUPKATmNuz/1ygs6f96Z79pLBbgOLDHssYfnsTFEUZdFgdUvld/naeBZYoitIHGEj48yhjeJwURdnf8/kbBAwFXMD7yBh+PxRF+Z+/AWcASw97fA9wz8nu16l6A7KAvYc93g8k99xPBvb33H8RuOJY+8nbwZh8CEyRMfzO8TMB24GRhFf00fS0H/xOA0uBM3rua3r2Eye77yf7BqQR/uU3EfgYEDKG3zqGVUDcl9rkd/n44xcJVH75syRj+J3jORVYL2P4/d1OizO5QCpQe9jjup426fgkKorS2HO/CUjsuS/j+jV6LvkOBjYhY/it9Fxm3wm0AMuBcsCmKEqgZ5fD43Qwhj3bu4DYH7XDp6ZngDuBUM/jWGQMvy0FWCaE2CaEmNfTJr/Lxy8baAVe6Rk2839CCDMyht/V5cCbPfdlDL8Hp0uSK31PlPCfhrKu3DcQQliA94BbFUWxH75NxvCbKYoSVMKX59KAEUCfk9uj/y1CiHOBFkVRtp3svvyPG6MoyhDCl4BvFEKMO3yj/C5/Iw0wBJivKMpgwMmhy+qAjOHx6hk/fz7wzpe3yRh+d6dLklsPpB/2OK2nTTo+zUKIZICef1t62mVcj0EIoSWc4P5HUZSFPc0yht+Boig2YBXhS+tRQghNz6bD43Qwhj3bI4H2H7enp5zRwPlCiCpgAeEhC88iY/itKIpS3/NvC+FxkCOQ3+Vvow6oUxRlU8/jdwknvTKG3950YLuiKM09j2UMvwenS5K7BejVM7NYR/iU/6KT3Kf/JYuAa3ruX0N4nOkX7Vf3zOYcBXQddvnkJ0kIIYCXgGJFUZ46bJOM4XESQsQLIaJ67hsJj2kuJpzszurZ7csx/CK2s4DPes5s/GQpinKPoihpiqJkEf7/7jNFUa5ExvC4CSHMQgjrF/cJj4fci/wuHzdFUZqAWiFE756mScA+ZAy/iys4NFQBZAy/Hyd7UPD3dQNmAKWEx/bde7L7c6reCH+JGgE/4b/C5xIem7cSOACsAGJ69hWEq1aUA3uAYSe7/yf7BowhfNloN7Cz5zZDxvBbxXAAsKMnhnuBP/S05wCbgTLCl+z0Pe2GnsdlPdtzTvYxnEo34CzgYxnDbx23HGBXz63oi98b8rv8reM4CNja833+AIiWMfzWMTQTvrISeVibjOH3cJPL+kqSJEmSJEmnndNluIIkSZIkSZIkHSSTXEmSJEmSJOm0I5NcSZIkSZIk6bQjk1xJkiRJkiTptCOTXEmSJEmSJOm0I5NcSZIkSZIk6bQjk1xJkiRJkiTptPP/fhl7C/bZwJ0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsUAAAEICAYAAAC3VYnvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACfTUlEQVR4nOzddZyc1fX48c8dn3X33WzcXYFAIAkuwSlWrFD/lQLfAhVKW2gptBRaWihSSnEKFLcQgYQQd89mJeuuMzt+f388s5Ms8WSzkpz367WvnbmPnZkkcObOec5VWmuEEEIIIYQ4kZl6OgAhhBBCCCF6miTFQgghhBDihCdJsRBCCCGEOOFJUiyEEEIIIU54khQLIYQQQogTniTFQgghhBDihCdJsRBCCCGEOOFJUiyEED1IKVWslGpXSrXt8fOEUupGpZRWSv3sG/uXKaVODz++XynlDx/TpJRaopQ6KbztRqXU4v1cb3Z3vDYhhOhLJCkWQoied6HWOmaPnx+FxxuAnymlYg9w7Ota6xggFVgMvK2UUsc6YCGEON5IUiyEEL3XFuBr4I6D7ai19gMvABlA8jGOSwghjjuSFAshRO/2K+B2pVTSgXZSStmBG4FSrXVddwQmhBDHE0mKhRCi570Trgnu+Lm1Y4PWei0wF7h7P8deqZRqAkqBicAle2yb9o3zNgF5x+QVCCFEH2fp6QCEEEJwsdb68z0HlFI37vH0PmC5UurRfRz7htb6uv2cd6nWevo3zlt8NIEKIcTxSmaKhRCil9NabwXeBn7R07EIIcTxSmaKhRCib/gNsB6QzhJCCHEMyEyxEEL0vPe/0af4f9/cQWtdBLwIRHd/eEIIcfxTWuuejkEIIYQQQogeJTPFQgghhBDihCdJsRBCCCGEOOFJUiyEEEIIIU54khQLIYQQQogTXq9oyZaSkqLz8/N7OgwhhBBCCHGcW7VqVZ3WOvWb470iKc7Pz2flypU9HYYQQgghhDjOKaVK9jUu5RNCCCGEEOKEJ0mxEEIIIYQ44UlSLIQQQgghTniSFAshhBBCiBOeJMVCCCGEEOKEJ0mxEEIIIYQ44UlSLIQQQgghTniSFAshhBBCiG7T3Lya4pJ/Egy293QonUhSLIQQQgghuk1h0V/Ztes5QPV0KJ1IUiyEEEIIIbpFa+tmGhoWkZd3C2azo6fD6USSYiGEEEII0S2ampYDkJlxcc8Gsg+SFAshhBBCiG7hchVgscRjs6X1dCh7kaRYCCGEEEJ0izbXDqKjB6NU76onBkmKhRBCCCFEN9Ba43LtIDp6UE+Hsk+SFAshhBBCiGPO768nEGjuu0mxUmqoUmrtHj8tSqnblVJJSqm5Sqkd4d+J4f2VUuqvSqkCpdR6pdSEY/8yhBBCCCFEb+bz1QNgt2f0cCT7dtCkWGu9TWs9Tms9DpgIuIH/AfcA87TWg4F54ecA5wKDwz+3AU8eg7iFEEIIIUQf4g+0AGC1xPVwJPt2uOUTs4CdWusSYA7wQnj8BeDi8OM5wH+0YSmQoJTK7IpghRBCCCFE3xQIJ8UWS2wPR7Jvh5sUfwt4Nfw4XWtdGX5cBaSHH2cDpXscUxYeE0IIIYQQJxCvr47CwsfROkjA3wyApZfOFFsOdUellA24CLj3m9u01loppQ/nwkqp2zDKK8jLyzucQ4UQQgghRB+wY8cDVFe/T3z8hD1mintnUnw4M8XnAqu11tXh59UdZRHh3zXh8XIgd4/jcsJjnWitn9ZaT9JaT0pNTT38yIUQQgghRK+mdRAAn78ef6AVOD6S4qvZXToB8B5wQ/jxDcC7e4x/O9yFYhrQvEeZhRBCCCGEOEFYLfEA+Lw1BAItmM3RmEyHXKjQrQ4pKqVUNHAm8N09hh8C3lBK3QKUAFeGxz8CzgMKMDpV3NRl0QohhBBCiD5DEwKg3VNGKOTttTfZwSEmxVprF5D8jbF6jG4U39xXAz/skuiEEEIIIUSfFfAbdcTt7bswm529tnQCZEU7IYQQQghxjPgDRseJ9vZdBPwtkhQLIYQQQogTTyCcFHu9lfgDLb124Q6QpFgIIYQQQhwj/nD5RCjkw+utkpliIYQQQghx4gkEmjGbowDw+xuwWHvvjXaSFAshhBBCiC6ndYhAoBWnMz8yZrP13rUpJCkWQgghhBBdLhBoBTRRUfmRMbs9vcfiORhJioUQQgghRJfruMkuytkvMma3SVIshBBCCCFOIIGACwCHMzcyZren9VQ4ByVJsRBCCCGE6HJa+wGwWXev/2a3Z/RUOAclSbEQQgghhOhyoXBSbDLZI2PSkk0IIYQQQpxQdCgAgDJZImNKqZ4K56AkKRZCCCGEEF1OayMpNilrD0dyaCwH30UIIYQQQojD01E+oZSF6acsAXrvLDFIUiyEEEIIIY6BPcsnenN/4g5SPiGEEEIIIbpc5Ea7PlI+IUmxEEIIIYTocjq0u3yiL5CkWAghhBBCdLnIjXYmmSkWQgghhBAnqI6k+LiaKVZKJSil3lRKbVVKbVFKnaSUSlJKzVVK7Qj/Tgzvq5RSf1VKFSil1iulJhzblyCEEEIIIXqbUCQpPr5mih8HPtFaDwPGAluAe4B5WuvBwLzwc4BzgcHhn9uAJ7s0YiGEEEKIHqB1iLr6hWitezqUPqGjpthkOk5mipVS8cBpwHMAWmuf1roJmAO8EN7tBeDi8OM5wH+0YSmQoJTK7OK4hRBCCCG6VUPDItatu4Xm5lU9HUqfcDyWT/QHaoHnlVJrlFLPKqWigXStdWV4nyqgowFdNlC6x/Fl4bFOlFK3KaVWKqVW1tbWHvkrEEIIIYToBm53EQDt7bt6OJK+4Xgsn7AAE4AntdbjARe7SyUA0Mb3CIf1XYLW+mmt9SSt9aTU1NTDOVQIIYQQotu1txtzfh5v5UH2FAA65AOOr5niMqBMa70s/PxNjCS5uqMsIvy7Jry9HMjd4/ic8JgQQgghRJ/V7jGSYq9HkuJDsXum2NzDkRyagybFWusqoFQpNTQ8NAvYDLwH3BAeuwF4N/z4PeDb4S4U04DmPcoshBBCCCH6pI6yCZkpPjRaB1DKhlKqp0M5JIc6n/1j4GWllA0oBG7CSKjfUErdApQAV4b3/Qg4DygA3OF9hRBCCCF6LZerEIcjC7PZsc/tWutI+URr62ba23fhdOZ1Z4h9jg75+0znCTjEpFhrvRaYtI9Ns/axrwZ+eHRhCSGEEEJ0D601S5edSXT0YCZPehuvt5qoqP6d9qmp+YhQyAMofL4ali47mzNO39IzAfcRIR3oM/XEICvaCSGEEOIE19E6zOXawcIvRvP10tmdtre1bWPzlruJj5/AoEFGr4FQyIff39jtsfYlWpJiIYQQQoi+w5gB/uaYL/J4Z+GjmM1ORo96gtycGxkx4s8AtLRs3Os4rUO0uXYcu2D7EB3yY+oj7dhAkmIhhBBCnOCCIS8A2dnXkptr3Arl9zdHtrvdRSQkTMFuT8dkspCSfAYAra2b9jrX1q2/YNmyc/B4Kroh8t4tpP2oPlRTLEmxEEIIIU5ooaAxUxwXN4b4uHEAkdIIrUN4PKU4nbu7zVqt8TgcubS2be50nmCwnYrKNwAkKUbKJ4QQQggh+pSO8gmzyYHVmgiAP2DMFHt9NYRCvr06TURF5e+1sl1b2+4b73y++mMZcp+gQ4E+s5odSFIshBBCiBNcMJwUm0x2LNZ4AALhmeKONmxOR26nY5zOvMi2Dh5vdeSxz1d7zOLtK0Laj8kkSbEQQgghRJ/QUT5hMjmwWsIzxeGaYk94NnjP8omO54FAE35/S2TM662KPPb56o5pzH2BlE8IIYQQQvQhofCNdiazA2t4ptgfmSkuAxQOR1anY5wOo5zC49k9W+z1VmEy2bFakyQpxiifMElSLIQQQgjRN3QkxWaTHbM5GqWse9QUV2OzJWMy2Tod0zFzvGcJhddThd2ejs2WLEkxHd0n+k75RN9J34UQQgghjoHdNcUOlFJYrfGRmWKvtwa7LX2vYzqSYnd7SWTM463Cbs9EKZMkxYDWfkymfS+b3RvJTLEQQgghTmgdNcVms5HAWa2JuFw70Vrj89Vgs6fudYzFEovNlorbXWicIxTA660OzxSn4vXV0da2nUCgtfteSC8j5RNCCCGEEH3Int0nAGzWZJqbV1Jc/ER4pjhtn8dFRw3E5Spg/YYfsHzFBXi9VTjsmURHDcTjKWXZ8nMpKn4CgOLif7Bt2/3d8np6i5AO9KnyCUmKhRBCCHFCi9xoF/6qf8jQ+wFoal6Fz1ePzb7vpDgqeiAtLWuprf0Ul2sHWvtJSZlJv363MnTIbwBoa9sGwM7CP1NW/uIxfiW9i9b+PtWnuO/MaQshhBBCHAN7tmQDiIkeTHraBdTWzQVC2O171xSDMVMMYLHEYzJZsVgSiI+fiFKKnJzraGhYjLu9uNMxfn8LVmvcMXstvYnWfat8ou9EKoQQQghxDBjlE6pTh4mo6IGEaj4AwG7bu6YYiKxyl5V1BenpF2Iy2VFKRbY7nLnUNywmGPRGxtzuQuLjx3X9i+iFQqEAytR3Us2+E6kQQgghxDEQCnn3Smg7ZoGB/c4UJyfPYOTIx0hLPWefK7c5HTmEQu20tm6IjJ1ISbGUTwghhBBC9CGhkGev1mHR0YMAsFgSiI0duc/jlDKRkX7hfs/rcOYA0Ni0LDLW5tp+tOH2GaGQv0+VT8iNdkIIIYQ4oYWC3kg7tg7R0UMYMfxhTj7pc5QyH9F5nQ6jl3FDw2LjubMfpaUv0Ny8+ugC7iO07lvlE4eUFCulipVSG5RSa5VSK8NjSUqpuUqpHeHfieFxpZT6q1KqQCm1Xik14Vi+ACGEEEKIoxEMefZasU4pRWbmZVitiUd83ujogdjtGTQ1LUcpK5MmvoHFEktJydNHG3KfoHWgT5VPHM5M8Rla63Fa60nh5/cA87TWg4F54ecA5wKDwz+3AU92VbBCCCGEEF1tX+UTXUEpMxnpcwDIybkOmy2FrMzLqaufj9db0+XX6220PnHKJ+YAL4QfvwBcvMf4f7RhKZCglMo8iusIIYQQQhwzoaAH8zFajrhfv+8yaODPGDjg/wDIyLgYrYPU1c07JtfrLYLBdqOm+Dhc5lkDnymlVimlbguPpWutK8OPq4COWzOzgdI9ji0Lj3WilLpNKbVSKbWytrb2CEIXQgghhDh6wZAXk/nYJG9Wazz9+n0Xs9lYLS86ejAOexb1DV8ek+v1Fg0NXwGahIRJB923tzjUpHi61noCRmnED5VSp+25UWutMRLnQ6a1flprPUlrPSk1dd/9/4QQQgghutqWLffy5aIp1NXNR+sgPl9tZInnY00pRVLyaTQ0LCEUCnTLNbtDScnT1NR8GnleW/c5ZnMMCQmTezCqw3NISbHWujz8uwb4HzAFqO4oiwj/7iiOKQdy9zg8JzwmhBBCCNHjGhoW4/fXU1e/kF2lz+N2Fx6wtVpXi48bRzDYhtdbefCd+4BAwEXBzj+yYeMPACLlISnJp+91A2NvdtCkWCkVrZSK7XgMnAVsBN4DbgjvdgPwbvjxe8C3w10opgHNe5RZCCGEEEL0KGMFO3C5CmhuXkNUVH8yMy/rtut39C9ub9/Vbdc8lhobl3R63tyyFr+/gZTU2T0U0ZE5lFsC04H/hVd5sQCvaK0/UUqtAN5QSt0ClABXhvf/CDgPKADcwE1dHrUQQgghxBEKBtsBY3U5pyMHuz2jW6/vdBjLQ7e3lx5kz95Pa01F5ZsAOOxZANTVLUApC8lJM3oytMN20KRYa10IjN3HeD0wax/jGvhhl0QnhBBCCNGFtA4RCrVjMjnw+WoJhbykJJ/RrTE4HBkoZaHd0/eT4srKN6mr+xwAf6AFAFfbNqKjB2G1xvVkaIdNVrQTQgghxAkjFPICEBs7CoBAoAWbPa1bY1DKjMOR3afKJ7QOUVb+Cn5/S2QsFPJRU/sxTmc/BvT/KcFgG6GQl3ZPaWQ1v75EkmIhhBBCnDCCQTcA8fHjImN2W/cmxWAsAd2XyieamlawbduvqKh4FQC/v4UFC0dQX/8FycmnYbUlAeDzN9LeXobDKUmxEEIIIUSv1VFPHB01KDJm7+aZYuOa6fh8fWedhvr6hQA0Ni0HoLV1Ix3deJOTTsNmNZJiV9sOQqF2nI6cngjzqEhSLIQQQogTRjBkJMVms5OONMjWAzPFFms8gUDLwXfsJerCSXFT00q0DtLathmA4cP+QHLy6VjDSfHadTcC4HTm9USYR0WSYiGEEEKcMELBjqQ4iqiofgDYbMndHofVEkcw6CYU8nX7tQ9Xa+smXK7txMdPIhhso6VlPW2tW7DbM8jKuhKlTNjC5RMdOtrO9SWSFAshhBDihNFRU2wyORgz+mmys68hKiq/2+OwWOOB3R0berPyijcwmeyMHPEISllYuepyqqrfISZmeGQfqzUx8jglZTZRzn49EepRkaRYCCGE6CZaaxYtnkZZ2cs9HcoJK7jHTHF09ACGDf0dSpm7PQ6rJQGAxsavmTd/IE1NK7s9hkPV2PgVSUmn4nTm4QzfQOd05pObe2NkH6s1iezs65g86X+MHfPPPrWSXQdJioUQQohu4vPV4vPVsm37fT0dygmrc01xz7GEe/hWVb4NQF3dPMD44FRd81GkdVxPCwRacbuLiAu3sBsy+Fekp13AtKkfkZw0PbKfUophQ39DXNyYngr1qElSLIQQQnQTt7sIAIslvocjOXF1lE/0dFJsDf8d8HqrAVDhmdX6+oVs3Phjystf7bHY9tTathXY3dc5OXkGo0Y9jslk78mwjglJioUQQohu0pEUW62SFPeUjvIJkzmqR+Po+GDU5toGgN9XD0Bl1f8AqKn5pGcC+waj9RrExo7s4UiOPUmKhRBCiG7ibjeSYrOpZ2cpT2ShjpniHv4z+OYHI4+3Cq1D1NXNw2Ry0tS8EpergGDQ00MRGpoal2G3Z/ZIL+fuJkmxEEII0U06Zor9geYejuTE1ZFk9nT5hMUS1+l5ff0CVqy8mFDIQ27uDYBi6bKz2bT5pz0TIEapSX3Dl6Smzu6xGLqTJMVCCCFEN/F4KgHw+xvQWvdwNCemYMiNyWRHqZ5NgUwma+SxUkY9cWvrJsCo3x0yxLgZs7Z2bvcHF1ZbN49QyEtqylk9FkN3kqRYCCGE6CYdK5iFQr7IDV+iewWD7Zh7uJ74m5KTT+303G5PIzfnevr1+z5KmdE62O0xhUJeSoqfJCqqP4mJU7v9+j3B0tMBCCGEECeKQKAVszmaYNCF39+IxRLd0yGdcIJBd4/XE3cYOPBn2G1pxMaOoLl5DX5/AwD28LLTDkcWWgfweqtxOLK6La5QyM+KlZfS5trGqJGP90gf554gM8VCCCFEN9A6RCDQijO80tfqNdeyc+efeziqE4vWmpaWtb1mCeL8ft8lM/MSYmKGMmH8S5Fx2x5JMYDHU9GtcdXWfkZb21aGD3uI9PQLuvXaPUmSYiGEEKIbBIMuIBRZEczjKaO45B9oHerZwE4gTU3LcbuLyMq8vKdD2cueM8Fmsz08lg10f1JcUfEGTkcemZmXdet1e5okxUIIIUQ3CARaAYiPG0tU1AASE08Kj0sniu7S1LQCgNTUc3o4kr1ZLLF7jTkjSXF5t8bicheQkDC5x29G7G6H/GqVUmal1Bql1Afh5/2VUsuUUgVKqddV+NZJpZQ9/LwgvD3/GMUuhBBC9Alah2ht3QyA09mPk6bNJSvzSgB84UUbxLHnDzRhNkf3mVpuszkKqzWxW5PiUMiP11uD3ZHZbdfsLQ7nI8BPgC17PP8j8Bet9SCgEbglPH4L0Bge/0t4PyGEEOKEtWHjj1i/4bvA7hlBmy0ZAJ+vAbe7iNWrr6W9vTRyTGPjctZv+EGPdB44Xvn9jVitCT0dxn5NnvwuU6d2XsnO4cjq1qTY660BQt16Y19vcUhJsVIqBzgfeDb8XAEzgTfDu7wAXBx+PCf8nPD2WeH9hRBCiBNGQcHDLFg4nF27/kVt7aeR8Y5FG6zhpLi5eTUVFf+lsWkp69bfFulfvHrN1dTWforPV9f9wR+n/P5mrJaEng5jv+JiRxETPbjTmMORTXs31hR7vUYvbYddZor35zHgZ0DH3QDJQJPWOhB+XgZkhx9nA6UA4e3N4f07UUrdppRaqZRaWVtbe2TRCyGEEL1UY9NyQiEfBTsf6jQemSm2Gv9r3Fn4CCW7/gmAy7Udl7ug0/5SXtF1/P6mXj1TvC8OexZeb8UBF3tpby9nyZIzIismHo2Om/pkpngflFIXADVa61VdeWGt9dNa60la60mpqaldeWohhBCix/l8NQB7lT9EZoq/kZzFxowEYNmyc6iqfn+P80hS3FUCgSYs1vieDuOwOBzZBINuAoGm/e7T2Pg17Z5dkbr1o+EJzxTbZaZ4n04BLlJKFQOvYZRNPA4kKKU6Fv/IAToKXsqBXIDw9nhA/kULIYQ4YYRCAbzeqn1u65gp3nOZX4C4+PFYw7PHmzbdHhmX8omuY8wUJ/Z0GIeloy1b+wHqilvbjGTY72886ut52kuxWOL6zM2IXemgSbHW+l6tdY7WOh/4FjBfa30tsADoaPR3A/Bu+PF74eeEt8/XssC7EEKIE4jXW43WQez2DIBOidg3k2GAoUN+y8ABdzJ+3POkpp7daZvPf2LNK2mtqatbQDDY3sXnDYVrivvaTHHHAh77T4rb2ow+CL4uSIqbmlcRFzvmqM/TFx1NA7q7gTuUUgUYNcPPhcefA5LD43cA9xxdiEIIIUTf4vGUARAfPwEAmy2FzIxLMZkc+9w/J+darNY4YmNHMnzYg1gscQwd8ltMJhv+wyif0FpH+iH3VfX1C1i3/juUlDzdpec13pdQn5spjorqj1JmmptW4XIVEgoFOi34sme7P/9RfoDy+upwubZHemifaCwH32U3rfVCYGH4cSEwZR/7eIAruiA2IYQQok+KJMVx46mp+Qi7LY0RIx5hxIhHOu03dcrHQOcvU63WRE47dRVKmSguefKA5RPBYDtmszPyfPuO31JR8Qbjx71AQsKkrntB3aiy6h0A/IGjn/Xck9/fBIC1j9UUWywxxMaMZFfpc+wqfY6oqAFYrUlkZV5OevqF+Hw1BINtAPh9R/6e1dR+GrnJLinp5C6Jva85rKRYCCGEEAfnCdcTx8WPBcBm2/cN5TExQ/Y53rGSmM2Wst/yibo6Y0Z12LDfk511Fa1tWykr+w8AO3Y8yOTJ/zuq19BT6uu/AMDr7drOVP7wjWp9baYYIDpmCC2t6wFwuwuBQpqbV7J9x+8iH4pMJifNLWsp2fUMSUmnEhsz7JDPHwi0smHDDwCw29KJjR3Z5a+hLzix1u8TQgghuoHPV4fFEovTkQuAzZ5yROex2ZIj3Sd8vvpObbk66ki3bv05waCHlpZ1ACQlnUp7eKa6rwkGvZFZT88eC5l0hY4ylL6YFGdldv4CPj5+IgP6/5Rg0BX5JiEhfiIeTxkFBQ+xY8cDh3V+zx43haakzEQp89EH3QdJUiyEEEJ0MZ+vHqs1GZstmaTEU0hKPLKvox2OHNzuYqqq3mPR4ikUFPwhss0bbvkG0Ny8Cq+nElDExY7G728gFPIf7cvodn5/AwBKWWlzbaPNtQOXq6BLOnB0rBbocOYe9bm6W0LCJGaesQOzOQaAsWOeoX//HzFt6u5FYfZcltntLj6s8/u8u/8u5eV95+iCPYj69noeWv4Q3qD3mF7nSEhSLIQQQnQxv68emy0ZpcyMH/8fkpNnHNF54uPHEwy2sWnzTwHYVfocbncJAF5PFQ5HNkpZaGhcgsdbid2WFulW4PP1vYWxOlqKxcaOROsAy5adw4qVl7F5y9Hds+92F9HSuh6TyRlZNKWvUcpEbMxwnM68SF10dPQgrNZkMtIvJhQykkyrNRGvt5Jg0HPI5/aG/66cNO1zoqLyuzz2PT257kle3vIynxV/dkyvcyQkKRZCCCG6mM9fj812ZCUTe0qI332z3NChvwOgpWUd69bdSm3dXKKiBhAfP4Gqqndoa9uG3ZGJzZ4G7E50Dlcg4KKtbdtRx34kOpLi5KTTImPBYBv19Quoqnr3gKu6fZPWIVpaNqB1kJWrrqKq6h2czlyUUl0ed3cZMuTXjBjxp05jp07/mhEj/kQg0AIQaenX3r7rkM/r81YD+69970qBkLEYcoOn4Zhf63BJUiyEEEJ0MV94pvhodSzcAJCVeRlKWdi2/TfU1c83ttszGTTwZ/h8tbS2bsDhyMJuM5LiPb8SPxzr1t/KsuXn9Uj5RUf9dHr6+Zw6fQXJyafjdOahlIVNm++guPgJwJj5DR7k6/fyitdYsfJiioqeiLQqczpyju0LOMZiY4eTED+x05hSZpRSDBn8S3JzbiQr8zIA2ttLDvm8Xl8tZnM0FktMl8a7p6/Kv+KOhXcwb9c8AIqaj35J6q4m3SeEEEKILhQKBfD7G7FZj36mWCnFlCkfYjHHYDLZsVjiO/WitdmSiY8fT0ryTGrr5mK3pWHvmCk+wqS4qWkZYNws6HBk0ta2jcrKtxgw4E7MZvtRv6YD6ZgptlqTsNmSGD3qb2gdxO9vYdv2+ygq/huZmZfx9dLZZGVeyfDhf9jvuZoajddRVPzXyFgg6Dqm8fekqKj+DBnyK/z+ZgDc7cWHdFxJydOUlj6P05l/7IIDHl7xMIXNhZHnBU0Fx/R6R0JmioUQQoguZCR2uktmigFiY4bhdBoznPHx4wHIyb4egFDIB0Byyhnh597IUtF1dZ9Hth+q2rp5kccdNcklJU+zq/Q5tm+//8hfxCHy+RsAFamZNZujjC4ezmwyMy9H6yA1tcbNZc0ta/Z7Hq01Tc0rI8/tduMmtKQTYFEKqzUeuy2dttYth7R/wc4/AtB+iEn0kWj2NndKiAF2Nu08rHKY7iAzxUIIIUQX6ugrbO2ipHhPI4Y/hM9Xj8ORjSZIXt4tAGSkX0xb6xby8m7GZLJgs6VS3/AllZVvkZ199QHPqXWIUMiLu72E9etvi4x7w3WmrW2bAGhoXNLlr+eb/P5GrNbEfbYEc4a7RtTUfAQQWUJ7XzyeMrzeKgYP/iXxceNwOvMIaT/2bqiZ7Q3i4scd8EPDnqKi+uN2F5GaetZRXVNrzd/W/I0FpQt47IzH6BfXL7JtQ90GAM7NP5ePiz/GaXFyxZAr8IV82I/xtw+HQ2aKhRBCiC7kcu0AwGFP7/JzW62JREcPwmx2Mmzo77CHr2E22xk69H6czjwAxo19DjBqb/dHa01r62a2bv0FXy6aRGPDV522e701+Hz1kdcTCh16N4Mj1ZEU74vTYby25ubVACj2f8NcR8zxcWOJjx+PzZaMw55xwvTfjY8fT3v7LoqK/86WLfey/QB9i/3+ZtLTL2LUyMeO6pqra1bzzIZnKGgqiNQNd1hVvQqTMnHrmFsBeOCUB7hj0h29KiEGmSkWQgghulRF+Ws4HNnExY3tsRhiY0cSFTUgsmzvN3k8lZSWPs+u0uciYzsL/4zNlsKI4Q+zdt138PqqIwuCxMaOOuzetwcSCnlpad3Y6aaxYNCLx1O5364dVmscZnNMZHEPn3//Sxq7XEa9alTUwC6LuS+Jj58AQGHho5GxxISppKaeCRjv9foN3yUmegh+fwNRUQMwmY4uQX1z+5vEWGOItcWyomoFN4+6GQCX38V/t/+X6dnTGZw4mLXXr8Vs6p0fTiQpFkIIIbqI399MY9NS+ve/vcdnJR32LDzevZNirYOsXnMt7e0l2GxpBAIthEIeQiEvCQmzSU6egd2WitdbE5lxjYsb06Vt2jZvuZvq6vfJybmeYMCNz19Pff1CAPr1+/5+j+tIiE0me2Shj92vS+MPt8JzuQux2VIitcknmvi4CYwZ/SShkA+Pp5ySXc9RWzuX1NQzqa//grq6BTQ0LKKhYRFAl5SVrKxeyWk5pxFri+X9ne/j8ruItkbzWfFnNHubuW2MUZrTWxNikKRYCCGE6DId3RN6Q+svhyOLuvoFe43X1c2nvb2ErKxvMWjgzzCbndTVLaCxaVmk/thmTzV61+ogdnsGNlsqWvvROnjUyX4o5KO6+n0Ayspe3Gv7gVb/i4kZQVvbZrIyr6Sy6q1O2yoq32Dr1p8zdeonuF0FJ+wsMRhdS/asEa6tmxdZ+nvtupv32t9mP7qkOKRD1LnryI7JZnr2dN7c/iZ3fnEnT81+inW164izxTEmZcxRXaM7SE2xEEII0UUCgVYALJbYHo4E7I4sfL7ayEpnYMS3o+D3OBy5DB3yG6zWeEwmG2lpZzN0yH3ERA8GwOnMo7llPY2NS4mOGog5/NX6nuc6Us3hkowOY8c8w+kzNhMTMwyA+G/04d3T+HEvcPJJX2C3pxEMujut2tbQsBiA+rr5tLm2Ex1+LQKcjlw84aR4X452prjB00BAB0iNSmVC+gS+M/o7fFX+FU2eJjbWbWR0yug+sWiKJMVCCCFEF+lYVaw3JMUOh9GGzOOpioxVVL5Je/suRox4BJNp/18W98//MaGQG4+3AmdUfqTe9HCWDt6fby4qkZh4EmaznYkTXmPqlI8P2AvZZkvC6czBak0C6FRCocOLjRTsfJhg0EVa2jlHHevxwuHMxuOpJBTyYzZHAWA2R0e2d6yCeKRq3Ub7vjSncZ5Tsk8BYFH5IgqaChiVMuqozt9dpHxCCCGE6CKBgFHzarHE9XAku7s1uN2FREUZ7bGam9fgsGeRmDD5gMfGxAxh1Mi/sXHT/yM5eQY+r5H0HM1McWXVO7jdhYACTEyb+glebzVmsxMwPkjExBzahwmrzehQ4fM34HBkAeBy74xsdzrzSUyYdsSxHm+cjlwghMdTTjDoITZ2FCNHPIrbXUhJyT+PeqGZ2nbj70dqlDHjPCp5FA6zg4eWP0RQB5mQNuFoX0K3kKRYCCGE6CK9qXwiLm4USplpbl5FSnhxj5aW9YfcFSM1dTanz9iEUorKqneAo2vLtnnznQCkp12Aw5FJdPRAoqOPrO63Yynr+roFREcNNvosuwvJyrqKxISpxMWN6RNf13cXR3jxl9bWjUCIzIxLIu9/R0eKo1HjNlZPTIsy/lysZiuz+s3iw8IPSXYkMy2rb3xAkaRYCCGE6CK9qXzCbI4iNmYkTc2rAPD56vF4SsnJufaQz9GRWJpNDgCCXVBTXN+wmNhw/fCRiosbQ1LSqRQWPUZV9fuR1nOJCdPIyLjoqGM83kRHDQAUlVX/A4iUn3SVGncNCkWyc/eCNfdNuw+zMnPBgAswqb5RrXvQKJVSDqXUcqXUOqXUJqXUb8Lj/ZVSy5RSBUqp15VStvC4Pfy8ILw9/xi/BiGEEKJX2D1THNPDkRgSEibT1LScHTt+T23tXGMs/sClE/vSUVMcOsKa4j1rkQOBpsgiI0dKKTOjRz1BfPwE3O6dhELtpCTPJDX17KM67/HKbk8nM+OSSNu7rlqCHMDtd/Nx0cckOZKwmqyR8ShrFA9Of5CTsvrO0tqHkrp7gZla67HAOOAcpdQ04I/AX7TWg4BG4Jbw/rcAjeHxv4T3E0IIIY57gWArZnNMj/co7pCTcx2xsaPYVfoc27bfR0zM8CNaVMR0lN0n2tt3dXoeFT3giM6zJ4slhoED7ow8HzjoZwe8Se945Ql4CIQCB90vr9/uJbz3t0DKkXhmwzOUtJRwdn7f/0By0KRYG9rCT63hHw3MBN4Mj78AXBx+PCf8nPD2WUoKe4QQQpwAAv6WXjNLDEZrtXFj/wUYi3bk5//giGptzWajfOJIa4o7Ok44HDkkJ59BTvahl3AcSGzsyHB8UeESgROLP+RnystT+OVXvzzovtFRgyKPu7J84suyL5mUMYl7p97bZefsKYdU5KGUMiul1gI1wFxgJ9Ckte74aFIGZIcfZwOlAOHtzcBe8/RKqduUUiuVUitra2uP6kUIIYQQvUEg2NorOk/syWZLZtTIvzJ2zLOkp513ROeItGQ7wqS4sWkZAFMmv8+4sc9G2oIdLYsllqio/sTEjOg1s/Pd6f2d76PRfFj44UH3VUrhsBudOqzWxMO+ltZ6r7EqVxXbG7czPXv6YZ+vNzqkG+201kFgnFIqAfgfcHQV8sY5nwaeBpg0adLe77QQQgjRxwQCrb3iJrtvSk8//6iON4VvtAsFD798or19F2VlL5KZeQVWa9d/YBg54tFIfEcqGAoy7sVx3DXpLm4YeUMXRXbsLSxdCIDFZCEQCmA5QO9pgMmT36GtbesBe1Tvyz2L7qGyrZKz88/GaXEyKX0SuXG5rK5eDcBJmX2nbvhADutd0Vo3KaUWACcBCUopS3g2OAcoD+9WDuQCZUopCxAP1HdhzEIIIUSvFAi0YDvK1cF6o0hSfAQ1xc3Na9E6QF7uTV0dFmB0ojhaO5p2APD46sf7VFLcsWhGIBRgW8M2hiQNwRf0EW2N3uf+NlsySUmnHNY1PAFPZCZ6dY2RBFtNVv555j/Z2rAVq8nKoMRBBzpFn3Eo3SdSwzPEKKWcwJnAFmABcHl4txuAd8OP3ws/J7x9vt7XnLsQQghxnOmtM8VHq+MGtiMpn+hol+Z05nZpTF2pY8YzIzqjhyM5PDXtNQxJHALAtz78Ft/64Ftc/O7FtAfau+T8zd5m7v7ybgCyY7L57cm/5d0575Idk83vl/2ezQ2bGZI4pFPXib7sUGqKM4EFSqn1wApgrtb6A+Bu4A6lVAFGzfBz4f2fA5LD43cA93R92EIIIUTvonUQr7cqsrDE8WR394kjSYrLsFqTuqyO+FhYW7O2p0M4bMFQkPr2eqZmTo2UTWxv3E5TUyvf/fD7bGvYdsjn0lrz2tbXKGst6zT+tzV/Y37pfADevuhtLhl8CQMSBjBn0BwKmgpYVrmM4cnDu+5F9bCDlk9ordcD4/cxXghM2ce4B7iiS6ITQggh+giPp5JQyEfUcdgF4Whqij2e8shSzL1VR/lElauKkA71+GITPk+AonV1DJmSvt9uIY3eRoI6SF5sHouuWsTK6pX8bdUTnLzsamp3VHGj60ZemvkqS7euxpYV5Ioh+0/Ntjdu58FlD5LqTGX+lUYS/Lc1f+OtHW8xOWMyt0+4nSjr7g81k9InRR6PSTn68pXeom8sMSKEEEL0cm53EcBxmhRbUcp8RDPF7Z5yHI6cYxBV16lrrwOMFmcVbRWH1Pf3WFr48jY+f34zVYUt+92nY2nl1KhUYmwxZFcPZ+YnP8DRmEhuy3BCLhOfP72VptcSWPDyln12j+jwSfEnANS21zLzjZlsqd/C0+ufZmD8QB457RHGpHZOfEcmj4w8Pn/A0d3E2ZtIUiyEEEJ0AXd7R1Lcv4cjOTZMJgdV1e/h9dUdcD+jYVXHY43HU47TkX2AI3qWP+inydvE6JTRAJz79rlc9t5lPRaPDmmK1ho30FXsaNzvfh032aU5jXKdnatq9jgJfHvV7whU2PCa3Yysns7mxRX7Pdf8XfOZkDaB8wecT217LQ8uexCAh2c83Gnp5g5Ws5XHzniM/174X2xm22G/xt5KkmIhhBCiC7jdRZjNMV26WlhvEgy68HjKKdz55722BQKttLZuobV1MwsWjqSk5J+Ulb2M211EKOQ56mWdj6V6j9Ega3LG7uWvC5sLafW1HtPrrq5ezafFn+4dT0UbAX8IgPJtu5NiHeo801vTbiTB5roYmmrceNuN2e3+Y1OYcE4/6rOKWDjgVf49+edUxRSx6tMSQqG9Z4vbfG0UNhdyctbJ/GH6H8iJyWFd7TrSotLoH7f/D3iz8mYxLOmoO/T2KpIUCyGEEF2grXUL0dEDj2jFuL6kpvZjgsHdZRRaazZs+BHLV1zAylWXo7Wfgp0Ps237fZSUPIVSZlJTz+rBiPfWUUqwYNcCbptrLH88Pm08n1/+OX+a8ScAytvKcfldvLT5JVx+V+TYKlcVb21/66iu7w16ueGTG7jri7v2KtVorjE6R2QNTqBiRzOuZi+lWxt4/p6vqCpsjuy3rmYdMZYYFjxexMv3LaWhwsWwkzM57/tjOOnigegzy9iavhStNBsyF9Ja56F0S8NesWxp2ALAyJSRKKW4ZfQt5MbmcvWwq4/7v8vfdHjdm4UQQgixl2DQTXPL2mPWi7c3CQRaqax6m7i4McTFjqK29jMaGhcDEBc3jra2bQQCTQBUVr1FSsps7Pbe05Hjzyv/zKtbX+XqYVfz703/joynOlNJj04nx2PUPz+9/mnsZjsfFH7Auzvf5bXzX8NsMnPDxzdQ4apgRu4MUpxH9q3ABzs/iDx+t+Bd/rHuH4xPG095UyXfxVgu+ZTLB/Hfh1byn3uXRGZ4P3t2E9f9bhpBgszfNZ+z4i+MnMfd4iMpc3d/4o7YTs85nS9Di1BmKNvaSL+Rybj9bua8O4f/m/R/VLQZZRUddcKXD7mcy4dczolIkmIhhBDiKDU1rUBrP4mJJ/d0KMfMhPGvYjY7WbX6KrZt+xUAkyf9jy1b7yU2dhSTJr6JyWSlsXEZq9dcEzkuPa133Yi1uHwx3qC3U0IMRGpnc2KMpHhuydzItq0NW/ne59/jx+N/TIXLSCLLWsuOOCleXL4Yu9mON+jl/q/vB+DT4k+5cNOP2NRSgz3KQlq/OCadm0/h2loaKlzkDEukbGsjxRvq2Ra/klZ/K6PbTqaaUOS86fm7e2RfP+J6MqMzGZo4lIVlC3FkaKp2GjPNG+s2UuWq4q4v7mJq5lSyY7JJdOxe+rlwTS02p5mcYUlH9Pr6KkmKhRBCiKPU3LIOUCQkTDrovn1VYqLRhTU6ehCtrZsAWLHyEgBGjngDU3gBh8TEqcyauZN58wcCkJJyRg9Eu2/eoJei5qLIc4VCY8zCdiTFcbbOS1F/e8S3+aT4E5ZWLmVp5dLIeGlrKePSxh3W9bXWvLzlZT7f9TlzBs6hsLmQDXUbGJMyhl215WS1GCvDRScYN69NvWgAUy8aQEtdOzGJdv7z8yVs/qqCZ7Kf4vTGS6neGiIxI4qrfjWF1joPCem726bF2eK4dPClkc4aOsNNzToTAX+QzfWbjTE0SyuXcsfEOyLHBQMhPv7nBgB++NTMw3p9fZ3UFAshhBBHye9rwGKJx2x29nQox1x09GAAsjKvBCAj/WKio/de5nfw4F/SL++2XrXCX0FjAUEdjPTWzYrZ3T+5Y1W2Peto/zTjT/xw3A955sxnuHnUzYCxshtAWVvnhS4OxZaGLfxxxR8BmJI5hX+f82/mXzGfl857iadHvozCuHZrSzsLdi3ggaUPABCX4sRkNtFvVDLlOxtorHQxbPtp9BuVzEU/GY/ZbOqUEO8pyZGEWZmpTiwkFNB88ep2NtQZSW9OTA6jkkdx1dCrIvvvq+74RCEzxUIIIcRR8vsbsVoTejqMbjFk8H0kJ80gPf1C8vK+s98exL2xvnprw1YAzul/Duvr1tMvrh/Pn/18pJNDh0dmPEIgFODs/LMBGJAwgNsn3M7kjMmMThnNZe9dttfqb/vS5Gnikvcu4Z4p93B2/tmsqFoBwNn5ZzMrbxY2s43UqFQAqne0YbGZCPhCFJm38rcF/wBgYelC8uPz2dWyi3uSHibg1pxadAUWq5lZNw7HGXPglmgmZeLc/ufy6s5nOTX7MlhyGsvcazlz2Jk8evqjnfYNBkKs/qQk8tzvDWK1mw/6Oo8XMlMshBBCHCV/oPmESYqt1ngyMi5CKUV09EDMZntPh3TIipqLsJlsTM+eDkC/uH5kxmQyNnVsp/3OyT+HCwZc0GlMKcX07OnE2+PJic2htLWUkA6xuno1/qB/n9dbU7OGuva6SJeJ5VXLyY/L508z/kS0NbrTvmVbGsgZlkTGtV7mDv53ZLzaXc2yymVUuip5r+G/AGS1DGbM6bkHTYg7/PaU33LDyBtYnf45AMMbp/CjcT/aq0Xb1q8rqdzZTP4Yo1a6pa79kM5/vJCkWAghhDhKJ9JMcV9W1lZGTmwOubG5TEqfFEmOD9fQxKFsrt/MHQvv4IZPbuCaj67Bu8cS2JvrN/PCphfYuGknsZ5kor3x3PXFXayoWsHUzKl7na+lrp3m2nZyhiVy2ann8qvTf95p+4vnvsito29liWdBZGz06Ye+IIrVZOXOSXcSlWCjMraQye0ziW1J5ckfLKBovVFz3N7mo3JnM85YK5PPzwd2t4f7pm3Lqlj0xnY8rn1/GOirpHxCCCGEOEp+fxPRUXvX1YrepbS1lNzYXCwmC8+f8/wRn+fc/ufyytZXmLdrHtOzprNs1woWli5kXsk8zh9wPn9Z9ReKGou4bdlfuJb7AFhdPZf2vHbO7HfmXucr324s0pEzzOgAMWfQHM4bcB7PrH+GQCjAuLRxjE0dy/UjrueVVWtwxFiJSXQcVsxKKSZnTKYsfhuZ5QMoDK+a99GT67ny3sm8/efVBLxB8kYmE59q1MY31bipKWmhuqiF4adkYrEapRTL3y+kpc6Dq9HLOd8dfUTvYW8kSbEQQghxlPz+Jpkp7uW01pS1lnVaue5IjU0dS1Z0FjG2GL7vuIdRK3by3/LPKU0o4OPiHwEwK+4847qmIPmjUmH9mZQkbmRS+t4dSurK2rDYzSRl7C6psJqs/GDcDyLPlVIkOhK59jfTcMRYjyjuG0bewBdtKwiVwaZF5QDYHBbe+P2KyD4puTHYo6wkZkSx9J2dmC0mAv4Q5dsaOee7own6Q7iafAAUrq2ltcFDbNLhJei9lZRPCCGEEEchFPITDLZhkaS4V2vwNOAOuMmNzT3qcymleOuit3jl/FfYtKAKgPEVs7lo849QWjErbxbfy/4JAGfdOYSzbh6FNcrEdXV34Wr07R1bhYukzGiU6eAryCWkR+GIPrKkeETyCG6dfR0mi6K91U/u8ERm3zSi0z7J2UZiPnRaBlqDBoadlEHR+jpWfVLMUz9eSDAQYsqF/VEmxcdPbcDXHtjH1foeSYqFEEKIw9DauoV1679LMOgGIBAwFkSQmeLerbC5ENi9OMfRirHF4G+BhkoX6UOiic01vnx/bsTr/HnGn6krc2G2mBiUn4vNYWH2t0fia4RFr23f61z1FS6Ss6L3Gj8WLDYzgyelAxAdb6f/mBSmXNifs74zkkvuHM/gica2YSdlktYvljk/GcfwU7IIBTVL3ymMnCd/dArnfHc0taWtrPy4uFtiP9akfEIIIYQ4RFprlq8wuhK0tGwgIWEKjY3LALBa4nsyNHEAWmseW/UYifbEgy64Ub69kbJtjUy9cMAB91vydgGbviwHDbOvG01sooMXf7mEHR+3MHaMpmxLA8nZ0ZjMxvzjgHGpjDg1iw0LyvC6/dijjNne9lYf7S0+kropKQaYfvlg2ho8DJ9u9GmefH7/vfaJjrdzxb1GqUkopIlPdRKdYKet0UNLnYfEzChS82IZOjWDdfNKSc2LZdOiCsaflUe/kcnd9lq6kiTFQgghxCFyuXZEHre1baWo6K80NhmrnFmtifs7TPSwanc16+vWc9eku4i3H/jDyzuPrgFgxClZ+62Vbapxs+azXQCk948jIc1YOOOM64fzwRPreOfRNdSXuzjrOyM7HTdoQhrrPi+leH0dQ6dlAlBX3gZAclbMkb/Aw+SIsXLxHRMOeX+TSXH1/VMxm0342gM017ZHbrqbfsVgGipczP3XZnRIE5to77NJ8UHLJ5RSuUqpBUqpzUqpTUqpn4THk5RSc5VSO8K/E8PjSin1V6VUgVJqvVLq0N91IYQQohdzuXZ/9b19x28jCTGAzdY3E4ETQcdSx/3i+u1zuw5pPnpyPc/e+WVkbMOCMl7+9VJ2rKjutK+r2cuyd40ygmEnZXDG9cMi2/JGJhGb5KB2Vyvp/eMYNDGt07Hp+XE4YqxsWlzBuvmlaK2pLmoBILVf71n5b1/M4Rlvm9NCat7uWB3RVsbOykWHex5XF7f0SHxd4VBmigPAnVrr1UqpWGCVUmoucCMwT2v9kFLqHuAe4G7gXGBw+Gcq8GT4txBCCNFr+f2NmM1RBINerNa4fe7jchUAJhz2DDzeCtLTLmDEiIdpaFhCTMzw7g1YHLKOpDi6PZG6slZScjonoGXbGilaV9dpbM1cYyZ4/n+2kJQVTXJ2DFuWVLDgxa1oDZPOy2fqRZ1LLJRSJGVF09rgYejUjE5LRgMokyJ7SAI7V9dSWdBMztBEqotajurmud4gd3hS5HFjlbtTeUhfctCZYq11pdZ6dfhxK7AFyAbmAC+Ed3sBuDj8eA7wH21YCiQopTK7OnAhhBCiK3g8lWzc9FMWLZ7GV0tO48tF46mv/2Kf+7rcO3E6c9CEAMjNuxmTyU5Kyhl7JUCi96hvr2dA/TiWP1rPGw+uoLnW3Wn7pkXl2JwWcocbJTATzu7HwAmpnHH9MGxRFj55eiONVS4WvrSN7KGJXPXLKXslxB1OumQg+WNSGDo1Y5/b0/rt/sBVtK6OmuIW0vP3/SGsr4iKszFgXCpZgxMAqCluPeD+3vYAfl+wGyI7PIfVfUIplQ+MB5YB6VrryvCmKiA9/DgbKN3jsLLw2DfPdZtSaqVSamVtbe3hxi2EEEIcNa01mzbfSW3tXDIyLsbvNzpJFOx8BK01xSX/DM8OG1yuAqKjBzNy5GPk5/+Q+Lix+zu16EVqW+s5tfAKohNsaA3rF5RFtm39upKdq2sZfXo2Z982mpnfHsa0iwdwzm2jGXFKFjO+NZSmajdvPLgCZVbMvmkEKTn7r/9Nzo7h/B+Mwebc95fxI07JYuSpWcSlOln2XiHuFh+5I5L2uW9fcu73RnPeD8aAguri5gPuu35+Kc/+9MtelxgfclKslIoB3gJu11p3KhjRWmuMVnaHTGv9tNZ6ktZ6Umpq6uEcKoQQQnSJpqYVNDUtY/Cgexgx/I+cPmMdQ4bcT1vbFhoavmTnzodZuepytA7i8VbhdhcSHT2ExITJDBxwR0+HLw5RU6UbZyCGU68awpCp6ayfX8aKD4sAo0wiNS+WKRcOwO60MPzkrE6z/vljU7BHWQj4Q4w5I4foePtRxeKIsXL6tcM449qhOGOt5I9JYciU9IMf2AfYnRYS06MiddLftH5BGbW7Wqnd1Up8qhOrzdzNER7YIXWfUEpZMRLil7XWb4eHq5VSmVrrynB5RE14vBzYszN2TnhMCCGE6FW8XuMLz6SkUwAwmeyR2d+SXc8CEAi0Mn/BMFJTZwOK7Kxv9Uis4si114SIxZjF7TcqGb8nyJrPdpEzNJGGChenfWsIpv0snGEyKS740VhaGzx73Th3NHKGJXHjQ6eAUsdV6U16/zi2fl3FpkXljDx1d6FAwaoaFr2+ncSMKPzeIJmDEnouyP04lO4TCngO2KK1fnSPTe8BN4Qf3wC8u8f4t8NdKKYBzXuUWQghhBC9RiBgtMMym3f3iI2OHopSZhobl2Ay2XA684AQtbWfkZl5KU5n1yz+ILpPsN5KyBwgLsWJxWpm4jn5+L1B3v7Taix2M4MmHTjZzRgQz+BJ6V2evJrMpv0m431V3gijC8vCl7cRDIRoa/Ty1Zs7WPjyVsC4Ea+t0dupg0VvcSjlE6cA1wMzlVJrwz/nAQ8BZyqldgCzw88BPgIKgQLgGeAH+zinEEII0eOCQSMptlh214iazXa0Nmods7Ku5uSTFhATYyyFm5tzw94nEb2aDmmialLwx7siCWh6/zgmn5+PxWZi1reH44yx9XCUx49Bk9KYdYPRiaW+vI0VHxax9vNSvO4A42bvLiTojUnxQcsntNaLgf19jJm1j/018MOjjEsIIYQ45gJBF2DCZHJ2Gs/Ovo6KijcYOOCnAAwccAfNLWuJiRnaA1GKo/Hxv9YR35oOw5s6jU+5cACTzu/f92Zq3Q1giwFL70zklVKRLhSlWxooXGM0Uxh5WjYnXTIQe5SFUFCTOaj3rQApK9oJIYQ4YQUDLszmqL2+Fh865NcMHvRzzGbjpqqUlDNISTmjJ0IUhyAU0vtMbuvL2yha2cCOlJVccdGpe23vcwlxWw38fSrkTYPRV8BXj8FNn4Atqqcj6yQ22YHVbmbpO4UoBRffMZ7sIUa7u0nn7b2kdG8hSbEQQogTViDY1ql0ooNSpkhCLA6dDmm2Lq1iwPhU7PtpSdbVfJ4Ar/52GQDxKU4cMTZyhycy4pQsNnxRjraE+Lr/O/w+50fdEs8x42mBt2+F9gbY9pHxA7DpfzD2ajAdVpfdY0opxdQ5A6gvb2P0jJxeWSqxL5IUCyGEOGEZM8X77zkrDk/R+jrm/2cL9WVtTL9y8DG/XkVBE3Of20RboxcAq81Ma4OHnatraKnzULimhtrUQgZm5BNl7V2zqYft8/uhaBGc9yfY+Bbs+toYf/cHULYCLnysJ6Pby9iZuQffqZeRpFgIIcQJy5gpjj74juKQbFtaBUBro+eYnF+HNFprNLBuXikrPyrG7wmSOyKJmdcPIzrBmN3/+KkNrP60BIC1mYu4ZuCcYxLPMRMKGTPCZSsABblTYO0rMO5qmHIrTP4ONJdC1QZ47Rpjtvj8R3vVbHFfJEmxEEKIE1Yw6OrUjk0cuVBIU7KpHoD6srYuPbcOaTZ/VcHqT0uw2MyMOCWLr9/eSWJmNOfcOoq4VAcW6+6FIMackUPRujp0rI/ypK2cP+DJLo3nmGqpgJcug5rNu8cu/CsE2mHyrcZzpSAhz/i59BmjrKJyLWRP6JGQjxfykUIIIcQJKxBowyJJcZdoqWsn6A8Rn+akubadv39vPp/8c0OXnHvVpyUsfHkbFpuZhgoXi/+7g7R+sVx93xSSsqI7JcQA2UMTuegn46g4dzEpscnE2PpIiYzW8NatULOl8/iSv0JMBmTuY1nxgTMBBVs/6JYQj2eSFAshhDhhBYMuzFI+cUTcLT7qK9oIhTQbvyhj7nObAJhwdj8SM6IwWRTFG+oJBkK01Lez9vNdeFz+yPG1pa0UrDIWw11SvoQn1z6J1+9l7ee7qCnZvUxwdVELK94vYtCkNL71qylMPKcfaflxTLtk4H4X01BKkTs8iUpfOelRvXwJZVcdvHYtNBRCfQGULIazHoDbFsIZvzD2qS+A/qcZM8TfFJ0Cg2bDmpchGOjW0I83Uj4hhBDihBUIuLCY+8ad8b3Ne39dS31ZGym5MdSV7i6XGDghjRGnZFGwqoZPn9nIUz9aGNm25rNdTLt4IP1GJfPGgysAWB/VzK+X3wdAYGkiprVpOONsXHLHeKoKW1jyVgFR8TZOv2YoSimmXTyQaYcYY7W7mlEpo7rqJR8bG/5rzPI2FMH4a42x4RdCYj/IGg8oWPCAMbY/k24yaot3zochZ3VL2AeyzeWh1ONjdnJcT4dyWCQpFkIIcULSWhMMtslM8RFoqHRF6ob3TIiBSCu2jAGdF2cYOCGVonVGd4o9PbvgJaYOmkqSPQnPmw6igPYWH6/cb7RZyxwUz4yrh2KPsh5WjFprql3VzO43+7CO63Y7PjN+12yChQ9BylAjIe4w4/9g6nfBcYAEc9BsY0GPbR/1eFKstWbGcmNJ59IZY7Huoxe01rrLl8zuCpIUCyGEOKE0Ni6lsvJtYmKGoXVAaoqPQMcqZcNOzmTrkkoGTUojFNSdehPHJNpxxlpJSI9iwtn9yBuZTE1xC19+tZri5U3YhrRj3ZRBUnM23x1zPbGuZOb5i/my/xvMSj2b8enjcDV5mX7l4L1qhvdlcflinlr3FE/OfpJYWywNngZ8IV/vLp8I+Iw2a+OvgzUvgbcFTvl/e+93oIQYwGKHgWfAquchLttIpA+kvQnMVrB1zd/9PRdPWdK0+0PShjY3E+I6X2Nd7Tpu+fQWbGYbX171JRZT70lFe08kQgghxDGmdYit2+7D7S4CQgCYTLJIx+Eq29ZASm4Mw6ZmsHVJJdlDEhl1WvZe+13/4MmYzQqT2biFKWNAPBsq5/NO6B0Abop+gEGNE/B9ncC8T4sBqEjcwd/MX/HMhGc4PfPQCiUaPA18//PvA7CkYgnbG7fz3IbnjGtGZxzlqz0GggFoKQNlhpAfcqZA5Tqjxdrk7xzZOcddC1veN0otTvrB/hPeNS/DBz8Fsw2uf9to93YU1s0rZe3nu7jy55Nxxtr4snF3UnzH1lKuyUzi2qxkos3GB5ulFUvxBr1c6Ddj8baCM/Gort+V5EY7IYQQJ4zyitdwu3cycuSjjBv7L0wmJzExw3o6rD4lGAxRXdRC5qAEsoYkcNZ3RjLspH0nnlabOZIQA4R0iAWlCxidMhqAlalzSW3JY+2npaT3j6P/2BQ+u+kDcmJyeGTFIwRDwUOKaUnFksjju764i6fXP01QG8fmxOQc6Us9dv53Gzw+1riBDiAmDa5/B36w7MiTxKHnwjX/NR6Xr9r3PlrDgt9D+ghQJlj9n/2eLugPseStAorX11G4tpb68s5lMq5mLxsWlrH0vULaGr38+xdL+N+yMlY0uxgR7SDbbmWry8N9BRU8s3M9yyuXU+cLsLF+M/1CJn7tsYAj4che6zEiM8VCCCGOezt2/J7Wti00NS0nKelU0tPOQykzp8/Y0CtrG3uzutI2Ar4QmQPjUUoxeNKhlyc0eBpo9jZz4bgL2dG4g40Zi7g64waGjshlyJTdifX/m/D/+NmXP+OS9y4hxhpDWlQala5Kfn3SrxmRPGKv866sWkmsLRa72U5dex23jr6V7479LqurVzMkcUiXvO4u01ZrrEgHUPSl8TsmzegiEZ1ydOfOnWz8nvtruO4tiErqvL1yrTFDffo9sONTKFxoJMr7+DdQVdjMmrm7WDN3FwAJ6VFc+xtj5t7r9vP6gysoVkHeOCeOHL/C1+Jju7sO3HBFRiI/yE2jur2RHy28m+d2reU5wJN0A/aW9YwP2Fk9/kdM6GX/9mSmWAghxHHL729ky9afs6v0ORobl5CedgGjR/0NpYyvciUhPjwds4fKpMgalHDYx9e6jVrkVGcqL573Ig/P+CMX3ji5U0IMcE7+OZySdQpFzUX4Q36+KP2CzfWbuX3B7bj8Lm7+9GY+KfoEMGafl1UuY2L6RO6ecjez8mbx/bHfx262c1LWSb3vz3jnvN2PVzwbftBF6ZgzETLGQMVq+PzX0Fy+O/Gu2ghPn26UbAw5BwacbqyK9/cpEPDudaqmGjcAM64ZyuDJ6TRVu2mscgGw8uMS2lt9NFyWTZNDsTEWtmfbQGts7tW46z9mUeGL/GnxbZjaN+KOuwC/NR9HwwuoQB2L0y7iUu8IXMFD+yagu8hMsRBCiONWefmrVFS8TmzsKCZOeAOzWeqHj0b5jkYqdjQx45qhkSWVD0dtu5EUpzhTGJY0jGFJ+y5dUUrxyIxH2N64nQlpE2gPtPN15dfcvuB2Hl7xMCuqVrCiagXPb3qecanjKGsr44fjf8g5+edwTv45R/Uau1wwACYzhILGzOyW98EaBXnTjBZqAOtehezx0FwGOmSsVNehfidEpx78ZrsO17xutGfb+D9Y9xoEffCLKlj1b2P7tW9ATCqMvNQon6hcZ9zsN7hzl46majdmq4mR07PoNyqZHSuqeeX+ZZz/wzFs+rKc/Elp/LW9lbOpZYFKx6c1F/lX8nXdX1leB8uBWJ3ACH0dCxNmcVVLA/MpNkLodzpn5g3ArnrX3KwkxUIIIY5bzc1riIrqz+RJ7/S+GcM+qLHSmD0cMC71iI6vbzeWgU6NOvjxsbZYJqZPBCDKGsVJmScB8PaOtwHIi81jc/1mNtdvZs7AOZzf//wjiimicj0kDQB7F65+11QK/5hmJMFZ43a3X8s7yVi6+ZN7YNvHsPyfULbCmOEFmPBtGHMVRCUbx4+6DC7/16FdMy7LWPzj33u8H2UrYct7MPwio30bGKUVN38GjwyEre/vMylOSHOiTIrYJAfTLh7Aqk9K+PDv62lyVKOGuWlpj+KcrY/QOuI2ClUMO1teI1P3Y9bqm0lIiUbX2AkEQkzZ1sj3bR/ym7TrmTDoVK4cN/3o3tdjRJJiIYQQxx2XqwCLJZbmlrWkpMyUhLiLNFa5sEdbcMYeXs/gDnvOFB+uKGsUUzKmsLxqOY+f8Tgz82bywNIH+Lria+6ecvf+/4wDXggFDtx+rORr+Pd5MOAMI/l0Jhx2fAR8xiyv1bF7bNXz4GszfjoSYjBuMEvINWaQnQngrt+dEGeMMWZwV/8HLE5jbNM7cNlz+17Rbl/6nQKn/9xYHtrXBp/9EtqqYdSlnfezOowb9Da8CdN+AKlDAaPFWnVxC1mDd78PE8/JJ29EMi++/R6vJT4EBZCCid/HhqD0twDUAM+f9QLpo2PJSW1EZ0+iZmc9bz26gS8c3yW35hRqN8K/5i3i0rsmkpAedajvbreQpFgIIUSf5/M1sKv0X2RlXk5T00q2bL07si0+bnwPRnZ8aaxyk5gefcQfMmrdtZEb4o7Ew6c9TIuvhf7x/QH4xdRfENABrKYDJOnv/RjWvw5ZE4zE8NvvQspgY1vZSmN7zWYwWY163z/2gzl/N3oHH6qGQnjqVBg0C64Md3QIhYzew0POhdYKo0zhW68Yye6pdxr7tNVCQj444mHWryGpP6SPhuIvYcdcqN0KyYNg2VNQtd4owWhvNJZ8Nodfc8cS0ec8BANmGGNKwel3w4yfwT9OMm6wSx4Mw4xV8XRIU7KxnszBCdjP+AVs+QD9xFSq075F/OChzNt+Bu2tfpKyjFlzrTUPLH2Ak7JOYsuIhVBpXGaI18P1XhNus4mvk3MYa4pmUtkqY/Z75zzUGb8gff6D2NRL7PScgsVqImNgPGVbG1n85g4u+OHYQ3+Pu8FBk2Kl1L+AC4AarfWo8FgS8DqQDxQDV2qtG5Xxr+Rx4DzADdyotV59bEIXQghxovB4Kigre5Hs7GtwOnONMW8VVVXvEgi0UF7+KoFAMyUlT+51bErKzO4O97jVWOUif8yRd0ioa68j1XlkpRcAyc5kkp3JkedKKazqILPWHXW7ygQt5UZt7dkPgrcN3rzJSF5n3QcjLjbqfTe+Ce/9P0gfGV5m+RDM/bUxI7v5XfC0GPW/FWvCs7OXGdsW/sEop7jmdaPjw7KnoXwljL4SLv575/MNON34ASNxXvUC/PO03duHX2jcLLfpf1DwuTH22jUw85cw5TZjBtp4g+D8PxtLSY++AswWgv4QHz25nl2bG4hJtDNoUjrDL3ifr97aya4NabABoIFxaUuYMNb4s15ft543tr/BG9vfAOAat4mb6kqJC4WI0toYqykzrrlpnlEuArDgQZSCUdFzWd12Med8bzT9Riaz8/WX0Rv/TnvdP3GmHGXHjS50KDPF/waeAPZsZncPME9r/ZBS6p7w87uBc4HB4Z+pwJPh30IIIcQRcbl2snLVlQQCTZTsepr4+Imkp51PUfET+P0NgCI19Uxcrh243UUkJExl3NhnWbvuFrKyrsJuT+vpl3BcaKhw0d7qJyXnyGputdZUuiqPKik+bJ4WcNXCzF/BaXfBq9fA108Y2xwJ0LQLbvoY+p1sjE2/HSbeYMyu/vtCGDEHXDUQmwH2ODjzt7sTzg7+diMxTR8N1Rtg64cw7upwuYSC0mVGUuppgk/uNrYtfxrmPwCDzoQzf3PAl6CjU9g+5fcMWfkr1PTbjest+rORwHe47Qv49BdGjfL2T2HWr4wEfdoPIf8UyD+FmpIWmpZXsWFhOVWFzeSNTKK+3MX6eaWsnasxmdM56fwMln1YSggLk/g7lrdep2n0Zfy15F0Iv+zYkObGulIwJxD1k8VG6UXZcqMmu6kE4nKMtm97mJb5GVMdyzGtSgfbjxlQ/Sikgko4xJsHu8lBk2Kt9ZdKqfxvDM8BTg8/fgFYiJEUzwH+o7XWwFKlVIJSKlNrXdllEQshhDjuhUJeior/gdtdRF3dXMzmWEaN/Cu1dXNpalzO9h2/JTp6COPHvYDNnobdlkJFxRts2XovGekXYTZHMXHCqz39Mo4rmxdXYDIfvC9xSIdYWrmUZzc8S5wtjsfOeIwGTwO/WPwLNtVv4tbRt3ZTxEDNFuN3+kjj92l3GglbR2I85JzdCXEHZ6JRV/zCRbDuFYjN2l0PbHFA6jAjKZ3zBKSNMJJPvxtm3w+f/txYLa5woZEIo2HFM0aNb79T4MuH4aFwZ4nhFxmlFgcpRXl7dTl3zk/n9lnzuP20YRD0G23VssYbpRTuOuMmvps+hOXPwPzfwbOzjfpmvwfOe5jGKhf//cNKAGKS7Jxx/TBGnJIFQH1FG+XbGskaGE1K6UuMnrWV9lA89opkaNrFI1teYHVMND+va+Tkdg/pwSD/b9h9TMgeyPfisnYvSx0Kwge3714QxB4L3lYAVGslyhZjvC+FC1EouPZNsNgO90/0mDrSmuL0PRLdKqDjX0g2ULrHfmXhsb2SYqXUbcBtAHl5ed/cLIQQ4gRWWzef4mIjccnJvp7c3JuIiupHevr5BIMePJ4ynM48TKbd/1PNzLwcuyOLpMRTeirs41ZTtZtNi8oZOCENZ6zxnq+pWcMflv2BaVnT+Mn4n+ANevnt0t+yrWEbBU0FkWOf3fAs7xS8Q2VbJfdMuYerh1197AKt2mCURwycBYPPhMV/McbTwgt+ZE80ZlUXPgRtVXDaz/Z9nn4nw3e/AGcSxKQbbc3eugWWPmnctBf0wrOzCCSPxty4DZU13qjnvfFD+O+NsP414zwDZxmdIFKHGuUb5asAbdxAd+4fD5oQB0OaP3y8FYA3VpYzpX8KA1JjyJj5i30fMOVWSBsO/z4fjUKvehFOu4ddm4z+wmd9ZyQDJ6RhMu2+bnK8h+QRrVC3Cj33V1gBK0BUCh57LJ9HR3FRm4urW40V7apsybyXNpOrhg/ofG2T2eiokTIEdi4w6rLNtnDpxuXGwiTN5UYJS1QyJA884GvvCUqHa0EOuJMxU/zBHjXFTVrrhD22N2qtE5VSHwAPaa0Xh8fnAXdrrVce6PyTJk3SK1cecBchhBDHsZaW9dTUfIzPV0d+/o8oKXmK6pqPOO3UVZhMck94h5UfFVFd1MI5t43GbO2+Hq+fPbeJko31XPPrqUTF23hk5SO8uPlFYm2xtPpaSXGmUNdeB0B+XD7XDL+G6dnTOe/t8yLn+L9J/8e3R3772Ab61neMJEyZjT7AJV8ZifB35h1654b92fYxvPotfIBn5i8wFWzmtRWXYLP4GXrGCCZfPNxINkMheHy0cd0r/3PQ0+6pye2j0e0nPzmKL3fUsaqkkb/O28GYnHjWlzUDMCA1mnl3zKClPcCyonpOHpRCjN34N1LV5Ka0qAXPB6/TWBvgoqTfst16BdtjbqWpPsR1vzXa2tHeaCT4Y78F798ORV+wy2LhiuxMUqJSOc2aSv+BZ1MTaOWfG5/jmbxLmJY+EbZ+yLOJp/NLRrDm5BFk2g99pncRi1AoptPz7diUUqu01pO+OX6k/6Wp7iiLUEplYnThACgHcvfYLyc8JoQQQkQ0N6+lvX0XWgdoal5FRcVrKGXBZLJRWzcXrYMkJU0/YRLiurI2PnpyPWl5sfg8AYZMzWDYtEwAgsEQy94ppHRrA3WlxmzdUz9eyOgZ2ZxyxWDMlq5LjrfUb+GBpQ8wNm0slw66lEGJgwCoKWkhY3AsO3xbeGHhC3y+63OuGnoVP534U74s+5KPCj8iNy6Xk7NOZnr27qTnzzP+jEmZsJvtnJLdDTP4ZSuNtmquWiMhHnQmXPdm15x70GxeHXMef2rbirnkTe7wPYJfBUjLj2blZ1W0tcK0OQOJtruhuYxix8XElreRnH1oNdj+YIhL/7GEwjoXY3PiWRdOggH+fs0E5m2pZktlK6+vLKX/vR9FtuU47VzWasXmChLQGgsKi30cp1w2kNY1nzGk6b9EV2+icOwLULLESIaLvjRqnL/4Y+Q8y5x23CbFLk8dL3nqYK1RenLBgAuYMv1+UCb08It4a9UO+gcCZNgOvS3fH/kj93APAI/xGD/hJ4d8bHc60v/avAfcADwU/v3uHuM/Ukq9hnGDXbPUEwshhNhTVdW7bNp8R6ex1JQzGT78Ydo9u1ixYg4AmRmX9UR4PaJoXS2t9R4CviDtrX5qSlrJH52CI9rKV2/sYMMX5eQMS2TqnAGYzSYqdjSy4Yty3K1+zvrOSNAaZVKgYdHr2/G4A8y+cTgm86ElzG6/m0ZvI/d/fT/FzcVsqd/C2zve5tHTH2Vi4mSaa9r50vk+X3/8Pnazndsn3M7No25GKcW5/c/l3P7n7vO8Z+Wf1ZVv04G56qGxyLhRbvy3YeHvjd67XaSqtZHft24k0ZtGo72GDxrf5o45dzDh7H4sfmMH6+aXUlPSytmz60gC1m9Jxt+6jct+NvGQzv/ailIK64wyh3VlzeQnR1Fc7ybaZiY3KYrzcpIZ47fwRaCMhJAJh9XEjAEptG1rxuwOsMoWJKQ0TSbNlecNZtj0LKpz/0Lw9dvIZgMZlscIvvw+Zl8LAWsslinfNRYNsTjh/61m88e3Ehuo44XzXmJNzRqeWPMEJ2efzIPTH8QUXnlubn0La1rdPDQk55Db8q1mdSQhBriTOzmd0xlL72rHBodQPqGUehXjproUoBr4NfAO8AaQB5RgtGRrCLdkewI4B6Ml200HK50AKZ8QQoieEAr5UMqCOgZLrfr9zWzbdh9eXw12ezpebw3oEB5POR5vBXFx4xk+7EFA4XTmYTbvXvCgpuZTLJYYkpJ6pjZ4dfVqtjVu49TsU8mJzemWa77/t3W0NXq4+r6plG9v5J1H1wAwZGo625dVM3Z2LtMvH9zpmLWf7+KrNwswmY1kODrRHkmqOww/JZPTvjUEi/UbHRPCKtoqeGbDM3xe8jlN3iYsQSu3tz4MtQ5eGvk7TLVRnBe4Bsv2ZLZM+YyLZ81mcsZk4u3xx+7NOBJaGzeYLfoz3PAB9D/1iE5TsaOJbUsrmTpnIM4YK9UlLVisZorW1fLhl1/w1og/c13bT9mVvZ7lrUt4a86b5MbmopTi7QWf8q+1/+bathouD2xkfur/KCsJcMsju1updeRc30wotdac+ZcvibZb+NX5w7n8qa/58xVjGZRg5uPot6kwF2F/rj/5xcP3Gffp3x5Gc7qN0dnxXPKPJRTUtBFjt9DmDTAiWfGO73vgb+Y9RxYf1H2LtLoKkqeew/XnjSQrKR5i07nqg6uItcby7NnPAuAJeHBYdv+7bPYHmLp0C5l2Kx9NHIJzPx+4fPi4n/tZH9pA3dp8YvvX8HniG532iSeesziLF3kRO92/9Pr+yicOqab4WJOkWAghupfHU8mKlZeSkjIznJx2jYKdf8JuS6WtbSsVlcb/CE0mO3FxY9E6iMdTjsUSy4TxL2OzJR/kbN1vbslc7lhozGInO5L55LJPOiUGhyqkQzR4Gva7clv59kaUUmQOisfj8vOvuxYz4pRMzrh+OFprdqysZv38MqqLWkjKiuaKeyZhse2d2K74sIiCVTXkjUiiqdqNM9ZG9tBEgoEQFdub2LasCmd+CNOsKs5MOA97nIXihmJy89J5ZsMzvLX9LQI6wNTMqUzPmk7KtqGUzG3fZ8xn3JvDiH5DDvu96BY7PoeXL4PBZ8NVLx1WVwOPy4+vPUDRujq+eqsAHdLEpzqxOsyRchWAnclrmTvked688E3Myswl710CwM2jbsYX9PHSlpci+56sUtmmoM3n4lujrmRQ8kAGxA/g54t/zqy8Wfx04k87xfDJxiq+99IqHrp0NN+akseuejc6pp5pDdOpytwFgM1n5z+ffUhaYxZjZuYSCmkqWqp5LPVhBqTlci/3YsHCtqpWfvfH1/j+1y9TcctP+NUuB2ft+oIdg7ZRlldAvFvRHKWZttlCTcutTJw0jNo4H1+67+X6QVdy1yn3RuLSPh+ur7+mfcNG1n7rOq7fUMTrgzOYtKsQx5ixmGM6rxKo0Xybb/MSL3Eorgh+i9fML2Oi++rjQZJiIYQQe1i3/rvU1RlN/3Nyric2ZgSZmVcc8UplWmtqaj9m48YfR8Zyc24kM/NyTCYr0dFGbWooFABCnbpG9BYfFH7A777+HVkxWXxv7Pe464u7GJU8it+f+vvICmr7UtdeF0mC8+PyeWXrK7y69VWqXFV8fOnH5MTm8E7BO7y+9XVm5s1kTvxVkfZYw6ZlULS+Dq87wOybRjB0akbkvKFgiKbqduJTnYd9U11paylOi5OnXn+NxKUj9tq+IeMLVuR+zLTSCzn37JM5d/IZhIKaV36zlPhUJ22NXppr2hlxcRL/bXiR89LmcMHs0/ZxpV7izZuNRTru3H7QhLixysW6eaUokyI63s7az3fh9wQJhTQDxqUy8tQsPntuEzqkmX7lYHQI3C0+NuZ9wZ9X/YnFM58lPn00T697kr9t/nfkvFdlncaAzZ/yhwRjaWaLspDSnEdVXOFeMSy6ahF2ix1PwEN5vYkLn1hMbmIUv7xCUd1eyozkmdxb8HteOeUfnY67mqt5hVcAaKGF8ziPr/gKgN/wG+7jPvzVNRRdfDHBxsbIcc1R8IMfmvFbOv/7HlsY4taP4Y6b4tBmP4/+y0Vu0gCcY8agBg+h8c9/QoVCxlv8r1d4yqv45E+/xLJzJ1GTJ9Pvxd03EgYJ8lP9U/6m/rbP991Sk4OjaCRtUz+NjKXqVJar5eSTf8A/s64mSbEQQpygmppXUV7+CinJM2loWExDw2I83gpSU8+hrm4eWhtft2dnX0d09CDq6uYRFdWf9LTzcTrzaG3dSEXlfxk+7A9YrQn7vEZp2Yts334/Dkc2sbGjsdmSGDjg/7Bae1dz/v3Z2rCVK9+/kjh7HH8946+MTxvPj+b/iC/LvmRi+kSeP/v5yAcGf8jPZ8Wf8daOt9jeuJ1m7+4bohLsCTR5myLPz+x3JuPTxvPwiocBsJlsPJn0X1a8X0z+mBSK1xsdGy78f2PJHZ50yB9K/EE/j656lEXlixiTMoadzTuJtkYzJmUMnqCHV7a8glmZCeog34v+Gao2ig89/2WgGs4E6zTaNlgwx4QIthnJtjPWSlScjYYKFxf8eCxJmdH4vUESM6IPEkkX87aBDhrLHu9PKATbPoTU4VC7BbZ+BOtehcnfgfP/BBgf0orX11FZ0EzZtkbGzc6ldlcr0Ql2Vn5UTDBo5D4Bb5C0frHYnBacsbZIHXZrgweA2CSHcb3aLfxxyW94q3kry4pL6PhTajEpnsjsR2beqXx71TsE4zJ4Zdq1nDHkUtxVQeY/WsyEm1Kx5fsoaCwgPz6fWz+7lX5x/ahoq8AX8tHfeRJbSxKYPc7DoooFAMQQR82ERgpHb9nnW/BDfshLvEQzu//umTFTGizBd/MvaF+/nrSf/pTnVj/J4hw35xbF8/cpDfwp5kZM2RnkDZnE5e9f3umcd/83yKDKeOI9bXx0yhn89bJruWbpF5yiAsxzB3j17IsYVF3Bc4/chykmhlBbG0NWroj8nf0Vv+IBHuh0TkcgBo+ljSEMYcb83/PJlwEqfvJjgom1pLX34yvn5wxi0KH93ehCkhQLIcQJyOurY9myc8Mrv3U2ZfL7WK0JmEw2Fi3evfioUsZMm9Y+lDKjdRCA/PwfMnDAHQQCrZjNUShlfJ0fDLbz1ZIZREcPYuyYp7FYjmzFs+4SCAW4Y+EdbG/czpyBcyhoKmBZ1TIUig8v/ZA42+5E/vWtr/PAsge4adRNnJl3Jrmxufxqya9YWLqQjOiMSN2xL+jDbrazpWEL5+afy/Dk4byy9RWe3/g8AOPTxnPBgAv43dcP8POqpzAFLVz588lsX1aFxWZm4IRDW3XvybVPsrhiMWNTx/Li5hdJcabQ4GlgSsYU3H43m+s3E9ABLhp4EVsatnDNsGu4fIiR/Gxt2EpebB6WoI0X7l2Crz3AmDNysDktbPiiDDScdctI8kb2UFlL7XZ46hRjoY1bF3Ruoaa18TwUNJZm3vxu52NNVvjpJohNx+Pys3buLlZ9UgJAVLwNd7MvsmtSVjTn/3AMNoeFwrW1DJqYhs0R7jsQCsGGN4wku3oT5J9qtC8rXMBP01LYabfzXvR4o+9wXDZ4mmHV88bKeFEpcNtCSAgvQ+7y89ydiwCYcHY/Jp2fjw5qPqn4iMdWPs4oPQmT18I83uv0Un7e73f8Z/1LfHnVx7jT3QBYfBYCtsBB38K//G0aZ/+9iczf/57i6f255dNb8IWM157qTGXeFfMiSezGuo28tvU13t35LlMsg7m46nzurEomaDPjPiMbvUfNsAVNAMUVSxbw4KSRBOpqefnru3n0cROnm2fxBE+QHehHs6UeAOeWyaS++Evm3Xka0cntZJCBQlHb6uW6Nz4lfngBf4k5mewx0w76mo4FSYqFEOIEtG37/ZSXv8rYMU+zfsP3SUiYwqCB/0dj4zJyc2+K/A+ytvZzWlo3EB83jvj4cQQCbbS2bqaldT02azINjV/R2LgEpzMfl2s7Fksc+fk/pN1dTHXNxwQCTUyc8DoJCXv9f+aQbG/czoD4AViOUQs2rTWPr34cs8nM1xVfs6FuA8mOZOo99SQ5kpiWOY2bR93M0KShnY4LhAL88qtf8mHhhwDGSlzA3VPu5uphV0fuyt+firYK1tetZ2rGVEpaSnjxsQUMaBjL5Av6M+WC/ZdkfJM/5OeZ9c/w5LonI2Mzc2fyh1P/QI27hvz4fMAomyhpKenUFm1f6svbCAZCpPUzPgC0t/rQGqLieqispXw1/GcOeFuM59e8AQNngskCFWvglatg0CzwuWDLe3D6z40V02xREJ9rLAaRNQ6Adx9bQ9nWRpKzYzj71pHEp0Wxc1UNcSlOlAlScmKMfsLzfgMb3oIJ10PGGKjZbCydXLEaUoZC+ki+LPqMvyXG4ozLZo2nhikZU3ju7Oc6x95cbiTpoy41loPew4u/XEJrgxcd0pHWeWn5sVTuNGZ4rU4LheZtxAUSjJp7i4uMtv4kRXv50b1zaEgxvsXJ/yyf0tNLCdqCnc6fVW4haIbqjN0J82/e+hZTJ97IXV/chUmZiLfF0+ht5JJBl3Dx6LvJddhIDbdT8wf9FDYXMiRxCFrDv9aV8VBpNW0xZmxrGzCNTeY7/VL5af8MKr1+Mm1Woi1mNn78KadPPp/6FCMec9BG0Gwk39aAk8z7XmNqXipvfO+kvf6o2zduovS22wi53QxevHivuuTuIEmxEEKcYMrKXmZHwQNkpF/M8OF/wO0uxm5Pw2yOOuxz+Xz1bN36C7y+OlJTZlJT8wmtbZswmRyEQh4yMi5m5Ig/H/Q8/pCf0tZSWn2tpDpT2dG4gze2v8GXZV9y06ibuGPiHQc9R4fi5mJ+t/R3hHSIf575T2zm/Sd0SyqW8N253wUgLzaPm0fdzCWDL+Hriq8ZkzqGWFssYNTxrptXRlO1i+lXDsFqN6O1pqy1jK8qvqLB08BZ/c6K9O89HDu3V/DJo1thbAPfvfUSLJZ9d4TYl39t/Bd/WfUXTss5jRtH3kiVq4rZ/WbjtDgPO45ex9MC/zrHmJG97i14/hxjBtYaZczIVqzZva/FCafeATP2vRJdKKR55qdfEpfs4LKfTdw9A/xNa1+Fd74HKGCPPCh1OCtGX8iS6GgqXJV8UvwJeTE5JEelsqp6FTeMuIG7Jt91yC8t4AtitppYM3cXO1fVkNYvjqqiZnKGJZE/wsHm799GdFMdyeefj6e4jrIGG6U59ViCC7n1X8ZMtykIz141ir9c6qN2XBNVI4ylIWZuHMDVj6WweFwjL/xox+63yGVhyDtDMAfMvH/J+zR521lfv4WlvsG8VW8kzycnxPC7wdmMiHawqsXNX0uq2ebyUOLx4TAp/i8vjZ1lq/jv526cwVg++PF0aK3n318V0+wN8Ll6l+23PrHP13zy2mE8XvIAuRlZJGbn4d2+HcfwYWivF0tWFiXXX0+gopLMB35H9CmnoCzd34tckmIhhDiBeDwVfLXkVOLjJzB61N+x2w/t6/lDFQx6cLuLiI4eTHPzauLixnRqq7Yv7YF2bvn0FjbUbeg0nuRIosFjlHdcPuRyzs0/l1Epo7CarVhN+14goD3QzjUfXhNZTvj/Jv0f1w6/FrPJSDQfXfUobb42ZubNZG7JXNbXrqfF28J/zvsPmdGZ+53hXTevlMX/3Z1gpPePo73NT1peLNEJdoZMSSc22UH5tiYGjk81egPvgw5ptq+oprXeQ2ySnZ1railaV4fX7OalifczJG0QPxj3A9oD7UzJmMKW+i28X/g+Oxp3EGOLYXvjdoYkDsHtdzMzbybPbXiOqZlTeWLWvhORPuuNG3aXQlz2DIy+Aup3wo65xnLNtdug/2nGLGz/U41ZWW+rUWKRkLfXKnX1FW289tvlzLpxeGTxk060hqIv4PXrjYT7hg+geiMEvJSqENct/WXk72KsLZY5A+fww3E/JMYWQ6uvFYfZgdV86ItWfFOwpYXS734PU1wsjUtXYPZ58ecPpLVtCy0Tc3jiRzV8Omhzp2MG6P5sb1nDK7+4kr+NKccVpZmVdhLrClfS4AwStATZevVWtGl3Pjd40xCu9fyctaaT2dDaTlvQuFnuOzkppFqtPFZSRXtIc0pCDOtb3USZTUxNiGFCbBQXZETxlO0hHuRBnIFYnHOvwNkew7kb12DGR9GwRlafWkFdZhv7ct3jExm3xJgxz25oZURFHZZgCKxWbFlZ+EtKyHr4j8RfdNERv49HS5JiIYQ4gZTseoaCgoc4adp8oqL69XQ4VLZVctcXd7GhbgN3TrqT/Lh8atprSI9K56TMk6hpr+HeRfeyo3EHbX7jf7Yx1hh+OvGnnJR1ErmxuxdLnbdrHn9f+3cKGgt4avZT/HP9P1ldsxqF4tScU5mRM4PfLf1dp+vHWmN5ZMYj+11VTYc0pVsa+Pzfm0nKimbE9CyK1tbRXNuOI9pCU3U77a0+Av5Q5JizvjOSwZPSd7/GgiZczT5yhiby5evb2bGiOrLNbDURCoTwzNpJQcIaNtVviiRfkRhtsYxOGY0n4CHJkcT80vmEtHG903JO4/6T7ic1KvUI/wR6l2AgxJLX1tO64mPOSf8HJl8LOJPgwseNJDk6Fb1zPqpu2/5Pkj0JLv4HpA6lrqyN5e8XEvCHKN3cwNW/nkpSZvhrea1h19fw7o+gpRwCHsqT8oi/5k1UfA6Lyxfj9rtZXbOadwre4Xtjv8cNI27AaXFGPmQdqUB9PaaoKLxmK63NLnjxX9Q//TTKZuPj/iN571ceyiZuoEAV7Pccs5nNXOYSbGuj7pMP+E7JQzTEaKLaY6jLm0MgfihDJy3jrfg/RI6xtYwgcdXL5DisTE+IZUSMgxExTsoSPmS1Ws0U71l8UTiY/1Y1kmGz8sHEwaQ54Equ5F3e3W8s+xLXFEVLgpus8gyGbB/GRe+PJdPpBKuZ8q3rsDmi8FodmJrrMaFJTs/iwl/8lvj0jCPudnO0JCkWQogThN/fyPIVF2O1JjJl8jvdfv2QDvFV+VeUtZWRG5vLP9b+gw11G4i1xnLfyfdxTv45+z3W7XfzkwU/wWlx0uRtYk3NGkzKxOSMyexs2smQxCF8XfE1SinumHgHN4y8gRZfC/NK5rGzaSfv7XyPRq/RiurpM5/mrR1vcevoWxmQMGC/s84AC17ayubFFcQmOzjv+2NIydn7ZsG2Rg/v/GUNzhgrVYUtmCyK3GFJZA6Kp2pnM8Ub6jvtP3XOAIaflImr2UtSZjQeV4CYRGOhgvK2cj4q/IjRqaPZXL+Z3NhcTss5Dbt590IGIR2ipKWEKlcV0zKndU4gggEwmUEpXNsW4/GFsJggrvQTVMpgo742LgeqNxjlB6fcbuy/DxrNXObyHu/xGZ8xjGEECRIixLmcy2VcRjbZ+33v9svvgfd/go7NpNqVSVSgEjXjTiqLXZRvb2Lzogrsqo2b026gxTyAWGc7Zlc5IWUFHQI0W91nUOg5CbupDatqx0s8jqw8Yt0bGWV6A3OwjXL/GBY3fZt2Ww5JrGFZshf3SdX0i8kkR9kZtvZNCluK+TI+mUBsBjt0O+W+ZnJicqhx10RuRAO4bvh13D3l7sN6mVprPOvWEXK78ZWWEWxuJmbGaVgzM9l55lkE/AHWpGTQr3knSc2az84cwQPT++Mes4j24Sv2ec5UUmnRLfjxc23dE7jKziTLYSWk4d3qBqweD+0OJyO0H3tcPGta3dhsrZSefDoo44PUIxUbuDl1GElWozzhcR7ndm6PXOPJ0NNk113BGUmxeC1NXMqlfMmXh/Xa+xX348Z/34hWmpSkFIbn5bFs40b8fqMWOjU5maaGevwaLCZFtNVCoKoMVVNOWm4/rn/ocZSpe3sUgyTFQghxQnC7i1i79ma8viomjH+Z+PgJXXLeuvY6XH4X/eIOPOvc7G3mB/N+wPra9ZGx9Kh0+sX140fjf8T4tPGHfE1/0M/a2rXM3zWf5VXLSYtKY1vDNoYmDeXPM/5MlHXv2uj2QDtzS+YSbY1mVt6s/Z47GAhhMiuUUrhbfLxwz1cMmZrOjGuG7nf1tz3VlLSw/IMimqrcNNe244y1kjU4gdzhSXjdAXKGJUZuYjssoSBs+9j4ij99FMRmolOHUrtmHvWblxEIhsizVLBtWxl1lnyq69tp9loIaiOx6BfdyAXZW3CYjRug2i2asrgQg4bdTvmISTxufpLFCbsodjTh1e2M8Q+izL+DnTEt+w0pjjj+x/+YycyDx681lC6DrPHw0V3oVS+yoOUHbGmfjSKIVXnwaWMGd5BjEbkJJYzgLd5p+j2NvgxybOuo8Q+GmDSsdsXwmSPIHZ6Ex+2ndHMDbQ0e6srasEdZaCrYxhjHBwyO/YJfpjjZ7rBRYYKAUmSEFDUqRGiPDxKZUelE22LpH98ff9DPwrKFDE8azo/H/5jVNauxmCzcNvq2fZZHaL8fHQqh29upf+45mt95F+e4sbhsPuY7l/DppF0EzDCwwEZ+sQ2/VfP1jCDNUW5qU0NsH9qOz37gfMvsj8faPB5n6dUM855KobcJp81DuyeRMbFOyjw+WgMhrs1KZmt5FbMLNvP9qy9FRUfzVWMbg6LtzLFPZwW7E+066kgmma+XvctpEy8jYOl8o55DO7hKXcVmNnc6DiChwcKk5Tk0JXlZOaVyr3gtAcUzT13MpZPvxj5mDG1vv40lLo6o008Hh4OVK1eyefNm7HY7w4YNo6KigrKyMmpqajAH/IxJS+Sc73wfe5TcaNeJJMVCiKOhdZDGxqW43UUkJ5+B07nvWS2tdY99XbcvLS0bqK37nChnP9LSzsVsPrybprTW+P312Gy7V03btPkuams/Y9zYfxETPZ6a4lZScmMI+EIoEzhjDtxdwBPw8E7BO9S4azCbzFiUhSUVS1hTswarycqzZz/L6JTRe3WJKG8r583tb/JF2RcUNRfx65N+zZDEIVS0VXBy1sn7TGB7ysqPilj2XhFxKQ76j0tl3eelAFxz/9TD7ssbCmmK1taSPTQRR/Rh1pqGgsbsrbsB3vsxtWWlLN0exIaXrGg3Ju2nxhtDSVsC9b6944qxeEmLNxGbkUc65bSZU1i6qRmT2cSIUQNJmu1nzuiXKLft3Y7vcCkU53M+P+NnnIqxhPLSyqXsqN+Ow+rEaXVybsp4alf8gS2lz6Ps/akua2VNzGyW6nKGOQbirHaQWz2S8+3vUOydxEnjq4lLULDhTaqu2sDyj8oYdnImienRJGVFY7aY0FqzumY1u1p24Q/58ba3sbJqBRubt1HvbWBkKJfsmlY+Tq9nksfLuLTxjLenML2mGFdiHk3uegrGXU5a2khGJI2I/PvXWrPw7cfpV6vod81NmOP2/wEmFAyw5ifXUly7moQ6hcOtueu5Vjbm1dEWE9zvcYf83gYdJC97h5GWfsxKisUW8LPU7WNItJOA1lyVkcSUhBh8oRDekCb2ADdo/ppf81t+22nsF89cS72tnqdu+OSQ4rnytQTu+006Jr37v5VbR2j+eG8l/StjeKThlxTXrsX09UaSS/2EWltRVivav3t5cWtWFrFnnUXKD3+AOTa20/lLSkp48cUXycvL47rrrsMkM8WdSVIshDgaOwv/QnGxcQOS1ZrE2DH/JCZmGGZzFIFAK83Nayku+QeBQCtjRj+J05l7kDMeWy5XAcXFT1JV/U5kzGKJJyvzctLSziMQaEYpC6GQj7i40ZGkd8+k3uOpYO26W2iqqcPkORezJYSrtRlL3CrSUudQufpsyrc1GTOiFgUhUGZFclY0Y2bmdlo5rcOq6lX8acWf2Fi/MXIjWkiHGJQwiNn9ZvPW9reoba/FYrIwO282Lb4WJqVP4sx+Z/LY6seYt2seebF5/Gzyz5iRO+PYv5FHoKqwmXf+soboeBuOaCs1Ja1kDU5g7KxcBow7eL1uMOAnFAzSXF1Fco5xo5erqRF7VBRW+z5uNPS3GzWyrVUQ8kPAB8WLoHoz+NpgwAy0MlO2bjnvV41BKzOBIAQCRrJlsVpJS4tj5NRJZJ90AX6fn8qd28nsP4CM9g0w5GxwJkQuV7x+DUveeImywi089LcvaEx2H/J7c2PNdEZUumltLWBHvJuiBM2y3L2Tvgk1Q7np4/E8Gb2GABqby0Z7Yjv+4TWUDWwlFM5x7I12MlZmMKokmVKLj5ACk9acrWJJQlETqqXd4SIqIZuTZ95DaiCV5yufZ6t5K83OZnLrc8kszWRxYDEtOS2YAiYSChNIqrcwfqcmth0WjVS0RCtO2xDinrbp2AcPJXr6dEKtLURNm4Y5Zu8ymJDHQ+VvfsOu+W8R02aCMyaTcfG3iMkbRHW6ifuW38S2uEKcKQkEfS4KU+qpSHUd8vt4OAb7JtK4/I9cXOth9MevYvL78bpdmC0Wpl5yFTkjRhEKBskeNpK2hnrm/etJyrduRimITkgkd+QYMgcPY9jJp+FZWUfF11uZecs1lCdU7/eaZ5WczLrkbVTH1O+17fQF0dx3/ySqLr6cdEscublppEeZiDljFr7CZrQGx+AEVLiHccjloumdd/CXV+AcPw6T3Y5n8xY8mzbSOm8+trw8Eq68EveqVTgvuJDapAwaFy3BUbCeXSYTsx/4HTFJScfkvT0QSYqFEMetr5eehc2WwqCB/8fGTT/B4ynHZHKSkjKTurq5hEI+zOYYlDIREzOciRNe6bbYtNaUlv0bqyWO9PQ5BIMulnx9BqGQl5yc6+mf/0NaWzdTVv4StbWfoXXnBv0mk42M9Iupq1+IyeSkfvO5tFQMIjr7C3wuJ3WbZwO7Z3SUKYgOmXHEWBk6LYP0/Dhqd7WilMLT5qO6uIX6chfRgzRVwzeSlBVFiauYFVUrqHJVkexM5t4p93JmvzMJhAL4Q34sQRsWm5kqdyVfVXzFiqoVfFz0MQPiB1DYvHsJ21tH38r/m/D/jur9cjV52bmmhqSsGNLz47BYTYSC+rCXOd6XrUsrmffvLZitJq64ZxJJWdE0VLhIzIiiunAH6+Z+hDKZyR87nsFTT6a9pYXqogLqS3dRvm0zCRlZbJj3KT5PO2iNxWJBa00waCSOsfYQQ7LMjEppJikGTISgrQbaOicooZThlDsnsL3UReHOSrwBE96Qhfj0DC77+W9xRMfgdbvxul2k5uVjMh+8nMOHDwsWTBizq39adQ8/m/TwXvs526x8652TSBk8gJrJIbZ5NlPqLmL6f3M5a9tksoeNIinBjq9sAxVbN6FTavj7dwr4cpBvH1c12oX1r7OwM33/C0vMKnByUfUAkkJpvGpaz8JhLjxxPkLW0H6P6aBCoPf4ox9ck8InHzyIv6kFdyCAp3861pEDyHp1Lp616/AWFUMggAba0pIx5+TiHDcWpw4xd2oJn8Utwb65jEWnuijt5+90LVNAgYKQ+fDyorjaFHTbGWgdS4yuIRBVSijgI7soi+SqKBLrIEnnUXrVNtqjzAz9YBa15hzWJbuwtA0ihInvv/gIKTm5ZA8dQXJuP8q2bGDHsiWRa9ijo/G6XJjMFoZOm06MM4n6+jLad9YTpWMZmjSFWFMinhgPbbEuZt30bRriWveK1Rqw8NXDr5HRkkpTv3YePPdJPs6aT4utFZvfzMtX92fr0CuZoSfQP5SGclhwjkymrKiRigY36ZgYPGcwMSdlRc6ptaa6xcvG8mbmbq7+/+3debQc2V3Y8e/v1trr67c/SU/LjKTRLJ7Vy4z3ZWy8jLEJOF6OOSHGx04C5EASIEAO2YBzIEAIhBwSxzabAUMMNrZjwDPYeIvt8Wwez6YZbU96kt7er/eu5d6bP7olvdGMZjSj0Ui27qdPn66qLnXV+3W3+le3fvcWdx5a43ijx7vyw7zrU7+NWEumPAJz6gCr60cogevvvhMVPv9jY7uk2HGc7yrWag4c/B1WV7+E75e5YvcvUi4//sIKSbLI/NE/5dCh32XXrp9j+7YPkCSLLCx8ivXG3TSb9zM+9kqmZ97OSPUGjh37Cx7b9ysAXHXVr7F50zuebNPPSJY1sFYThk/e2nH02J/zyCO/AEC1egPW5rRaD/KSF3+GSuWqJ/w96427icIpjM0QFPsP/CaNxt1UKtdSP3AT+774CoLyEll7MMTanlumufLlHlZPISIcuHeZrJ9zy81tSnv/AHrr8JIPwM7Xcrx9nL0re/mbz3yTTQ9fT2BC2vEC39nydaaui5iNt/GjN76PWrVCZz1h7sFV7v7bOZrLPcKCz0u+/zK2XT3G6EyJRtJgJBrh28vf5rH6Yzx8fC/f77+HUlRianuV9lqfsOCTdDMmtlYeX1qQp7D8CDSODC6a0FkiCyY4tljiH/50L+16cnJVz1cYYynXIuJywK4XTbFypE1xJOTlP7jr5JBo1lpWjrQp1SKstTz45aPsu2eZuOiT9nN67YxuM2XzrhGqYw9y5IFvMLPzClbn51hfOE6/0yYuD07z9tstyqNjtOunyg7K4xO011bZsucqNs/UqC5/g/XjR1BiKPspmV9lIR1l/7KHRSjHwtVboJ0o2vEsEzuvwQsjus0mhx+8n/Vmi87mCZLtPlsZZUt1J1lYJC4UUEpx/0P3sxAtULyxyOr4KquTq6yOrDLVnmK0NUo6llKP6qwEKxyX4xziEKOM8mpezWEOcxenflPfuPxq5FiLfLHNT8y/ntu2TODr3qCVub0IjXlWV1vU7/s8UbrCbLRycqSzROCjk5v55RsbHHvpE+tKn4yXK7T/9Anvs/Waz+7k1r/ciVGWuOuj8Bh70RSr6aPYyQkoCu2lZcx8k9pqgX3XLfHx9x2mUXv2pQ4qiYjbNbqjK4MjAWDqsR9i9ujPcNRG3Kg0Y7Uah/sprVzTSTNanLlUSxnNNe01juPx0voxfvFF1zJ71QtOHgBZa1k6uJ/W2ipYy8Nf+SLTl+9mh3c1+X1NTCcDT2B4ueo+Xfbb7/DAoX8Aa9Gvr/FvP/j4g/+iifnNr/0L3vb5nZj2Epmd5mveGq3OUUJvjq17D2LZyldf9Rauve4NHOxk7D9YJ+nnfD1POXFYdEUYcPMNM9w47fOROxd5bLVPmg/e70rkc8vOcaYrEXfN1SkdO8yob9h25U6mH9rLlQ/cyeLIDj42ez27+01+6b/8EMXIjVP8OC4pdhzndKurX+G+b/9TSqXdpOkaed6iXNpNbfRmtO6ytvZV+v35k+u/5MWfplK55ilfM8/b3PftHyXPm3Q6+540MQVI0zXW1r5CuXzlExJxGHRmOzL/RxiTsLj4WYxJKJf2gCiKhe0EwSj19W9QLF7G8vLtjI2+jKmpN3No7n8RBFVmpt/Otm3vP/N+Zpp2PaEyFqM8S9Jfpt+q8vkPP0iead75765jYV+fIPaZ3nGqFnKlt0I1rGJ0RvTfb0JaC1DZBK3j9LfdzF839rLXF17bT7ki3cLR9au5q/1OMlsgiD10aiiPRex64TQPfGmetK+pTha45hWb2X/vMkuHmihPuPJlmxiZKFCohKwvdTj0nRXWF3oY/eS/J57SVKIWYSkmSzRReoxcKww+VW8REObTa8ltTBSk3PaBK1ith/S7Of1WhhcqOusJq0fbrBw5NTZqXA4oVkMq4zGr8+3HJdMAs1eOYnKN8iCuxCStY6w/9kcsr66zdSpkfimh5KeMFTWNNOSdr6pQnt7Bgw/Ose/gGpvjdbZUEyp2jZHJKawKkdIE6dy3aJV2IFe8gTvXR5kpWmZvfjv9SpEH9N30Di2h75jngUNfpzsRYSa2slw8wur4GmtTHZrjXVIf5rbPkUaDVKPSrDC7NEutVWNuZo7FqUW0d+71qgBf/v2r2XJskXFjGNEai8JIgGcfH6/VsML9tUnK0zfSqG6iH5f5ZP0+7qw/xI7qDn73Nb/Mx5Pf5GP+p3hg4omtkJc1r+D1//Aurvr0FPdc81G+dNshjlxRP+N++X2f4loNjUcpS+mXexS7HiOrBfbesHJWf5vSCl9DGj77JNzPQKyQhYPPb9i4ktKRH2TCTLKzPMJrR6fYdvQKfnahSbc8Tzr2DTb3buBKfRMFT/HOmTF+YKpGo5cR+opi6JMZy3qe89UjdQ6tdGm0etx7ZJGs2WS2WOLaXdtp9TKOrfc4tNLh1Xsmed2VU+xdaPO3Dy4Q+Yr/+P1XM6Mykn1HWP/MoySPfof8+F78qXEKN16PV91K4UXXYRr7SfbeT3roIP19j5HNHcb2eiSh4Wd+4xiPXZHwj/6qxns/NkqpO2h2t6JIPeHgxAidOMDTlowCn7nsdTxU3UFoUiKTsKkoTHeOsGnLZm64dg8HvnYvK/N7IW8xltVJVYTvxyjdw0OhrGW6uIOSPwICvhdCQTB9DamhumUaJn0O7b2XVmuVf/ahP0b5rqb4cVxS7DiO1j06nX00m/cj4nFo7n+SZXVe+Yo70brNvv2/Tq97iPXGXSgVMT7+GiqVq6mNvIg0XWZq6raz7kSXZQ3+39dfDQh79vxnpqfeevLfdrsH+dZdP0SeNwDF5k3vwPPLTE7cShxvYe/ef8/q2pdRKsL3K5SKuwhLe+h0HiUQj/r6NwFLQ6Yo6EW8YJxk5l9y0+ZXUw7KGGtY669R9IsUgyLd44a7bz9I3rU0FxO0NnQbw0RpLKZQCeisJ3SGy17z3j1c88pBR8J6v87tc7fzxh1v5Pfu/HUOPfBxxryYy7pNPrDe4GPXvB7/yrey+94/Z3T+HramCQGgR7ZiNr2Q49FOqvs/R38t5yHeSXf0RSwc90m6OWPbA2p7cnp2nfVGnbXlRUw3pJpfjq5XOFE4arHkQYtKMMeb4z/B2IAVPcuIt0Rmini+5WhyDW0zRT8rIKJJwynCaoVEW5K2wfNDxsqrXDn2ELPLHyHwDIzuJt/8FrzrX4vacTO21yZZzOgceZDayDKP3Ndl6WCdtXaZZjbFSK1FJT7GiPSJVMZs5RDj3a9jO0ss2zHuzq5l34JHgR4vn17giilL05umOLOdqHMM4irU56B+kEdGZ/i/m2c5PpFxOGjTaRYo5R74fZoKjk2u0aq0KLfL9OM+KxMrKKNYr61jvEFyFpiATD3+9PzzLWyGjD06xux3JugrqGU+N63NkiS78YxFlx7hQLFJMduClozDlYMY9fhE3DcBb1PvZ/Oxq1hca7BWrTGm19nfeYgj5Sbs/gp2ZJGdD17BzXe+DN09Sp8emYHJXovWjse4+1XHWZrOOT6TU1uLuPK+CW68c4xyM2ClUiLzPTxtqHX7VPop/SCgHQWsVw1HNvmU00m+cNVlfOuf/9IZ/tKzI1mAyj2mH93KFY9GvPKT17C8ZTNviQuU17tMLR+mv/cBwvI00myReB7Lo2Msjoxyw6MP4xmNNzlFFkfEt34f37n2VfzdXJvxyVGOzi9z1+F1TBgzWi0wUY5YbPZZaiWMJG2munXqUYVIp1zRWWBdxexpzHND8zC5F3FXeQuTvXVGkjZBXGCsfoxtpkO1vvT492N6MzbpotfX0QLJ5AT9Tpsw19jaKJ1N0yzGFY4QsZTlVE2Gl/bp+yFtr8hyNImSlM3pMcaydQSDhGWMyVB5cobAyWBUkaHayAwERYJgB+W8jtEZoUQQKaTgM3/8YZJ+G4vFGIMShWXQH8IMSyimL9/F7NXX8vJ3/TBBGD35ds8jlxQ7jnPeaJ2gVIBsuEqY1n2MSTCmT5quUSjMkqYr9PpH8VRMnreYO/y/6fePkSTHn1BLC7Bp0z/m6qt+9bRtdRHxUerc6tAWFz/Lo4/9Emk6aJHasuW9+P4mllc+R5oc5frrPsT80Y+xsvJFjEmx9lRN5Y7tP8b0pndzf32OTzz2Ce6YuwOLpRpWicw6FmhmIWOlcRa6Cwz67gteDnHqIRbCXFHteLz82L+mnE3RU8fx44Qg8CgXFOGIT3OthB96JH4Pf1vCZLXFgfxLUNjCC/bewWR3iW1ZSmAtI6fFry8B/6r6VtpGo1BsVTPM9DRkOSt2hBN1yNMs84P8DSEZZbp8Vt7K/eZyrAx+G0riM277vNh8g1FZZc5u44C9At9UsGaCitdmu3ybq9UdZHaSw+Y2anInCyrgDrmOFic6OlkmWUPjsUbtSd8TZYXLbc518g2mOMaMDM4E5LaER5c6m6nbMbbLQ/ii6duQZRlnhiUCND0i9rF98Dm0ltDPSYqLjOYJFZ1SSUHs4N3YyGKZK0esFi0//8Z1bt/53LTQno1KAgboPEleMFNX7JgP2XG8zM61kE31mMOXrfPgeMI+U0T3Qt6wmvHyuRdgdIWvXd5h3q+Q2ZTqYy9A9wqocIVOcQExRdZKh+n661iVn/jDUf0Zplo9bnkkY/cRn9G2x2S3zfFyhX7okSuPwObU+l3EghVIfY92FJB7iijXNKMY7YFnDK1ChB0mUb6B3HvigaoF8kIZqzWhhjizHB6bxNM9Rlurg+3YkGLeQ1lNL/SxwFdve4z7X7xKayRjeUsL0YId1v+W6wWmjxbJVYwVQ7ecsz7ZwvgZo8vj7H5wJ1u/dBtNs4lAp1xuFljICizoCiUStmXHmeguUcq6FJMuWgmeVlR6OaW0w/zIZvKwwIhukNmEOOkRaIOvDZ6ByXaHQpLjWQt+TCcqUcz6+NZQaq6fuZBidAZ6Xeg30conLZTx0j7HKxMci0rsH5+i4DcJbJ9+WMH4PirtEeV9As5cxw2QqhAZpKP4YhCdn7yodVaqoWoTvOU97+XaF78YozXt+irHHn2EpNMmKpaISmWM1my9+gX0221W5w9T27SZ0ZnNT7ldAKM1RmvSfo8wLuCHIXmWkXTaiFIUqyNP+xrnk0uKHcd5AmstxvQwJsfaDGtz+skCWbqGNn2M7mNM/+S055fxvRLLK39PkhxH6x5ZVidNl0+2nAoeue6g9anT3IkyBAQoo7FYtIBnIYpn0aO7ieLNTDNFGM9SrlxHZjUrrQN0qHDN1E0U/Gc2VNlT6aY5tz+0yD1zdSbKisPH72BxfYlU+9y1eAOVoMfu6RHKxUmu3TKCNpZ6t0u/dxRPuoRBSEeK3HP0XhK+TjXqcmvtRZT6FvbupZxAOWmRUMJXCbnZgdaTpLqKWJ/AUxipoqniiaZjxnl15bfYGt1JZgQRj7KfEMmpVkZtFQYhEL1hmTDHZhbsBCLCOlUW7QSYAqiEphRp2XGUCBahaiNKNmLEjhBphSceU7bGiI3oRMdp2hYvll8ipEfTzNDMrqeb34SxawTcRew9hqVGplvkVpEan46dJpacseAofRPTHfsAxd17OLT/G/RVk2BmF3nm0z62ROhPI57Q9xNUqmh4dRrlY8zXlpkbq1OvNVirdoj6RUYaZYLEx4tatMdWaYyu0Y40BZPRKBjGmiVMVgZdopSWGe2G6LBOVlyhF3dYLOe0Q0sjNqSnlSuW+wHKKpSxlHoR66WEbpQ97hK552KqHtKOcrpFg58KUc/HBIaRls9oR7F7vsz0SomunqWyMMHOh2cZ1QW+fdl+Dly3xupEnW1Hd3DNQ1cy7y2gTM50uol20EYreKj8CPVojUmp8bOLGdd2euwPfhrdD7m/2+SetSOUkzaZ8un6EUZBPwgQa+l6BdpBzHS6SGA6zDYyKni8cP4uJnt1FisjrJRqLFdCsuipEy5fAjzx0AJ5FGHEx+Sa2tgsncAyrwx9P2ClNk2jUMDTOWujk3QKZRojEwTGcPnaGntWVthZr1MyAQkZq9JmbqRKq1RhvVAmzFKu2P8o1z3wLVSesDA1iRLBjIYUbYwNhJXOKtaO0ClWmF46gglC/H4PL0uGKeGplDSKK+RZgtZP7DjY8Ks0gxF6KsRTPpt6Rynmj7+UcV9FLMeTVPMuY2kTsRqDxTzNSSpPBfgWPOXTL1dQ/R79YpE8ikHnBLnG6BSV9lFJD9mQm/WCMiulGeKkSSYB1g+ICkW8QgmpjKILNQLdp9nNiSZnuHJThZt3TTE6NU2xWKRYLKKU4tCBA7SWFqhOTrFj1+6LanjK55tLih3nImOxpKT0hrcu3ZPTHduia1pM2kmmmUDpDMlTQkJK/igma9FqP4w1GUb3By2wtsNamLEaJBjlsT0ZodDv42U9jOnRU5ZuFBB016jbBqkUOcA9rKoVxELfs3R9w4ncoOtbesNTwR3fUA810z2f2AihFNmsdjBqK4zbcfqFIrcX7mVB1ZnJKnR8TYYmMT0OBEscLXYJtRBpNegVHj6xJS7IhTgV4kxQVmjFg3VKiWKk5xP3ikyvlBhtBQSZIjdQSQPyMKNb6lPKFZEOUTZAoYn7IapdwvY92vkYqzLGQbaQK8DTeDqgXJ8BP2W8K2xqR2yxLQSNrzpUuxUK+SiRZGQ2okeJjBgT19HxOo3aCqlS5IRoUyDsTFBpF4lUF92fHLSoxS16cUI/7hLbLpXUUsoUY72cvmTotIpPTr7pr1mtpuSVNmuxZiUIWa7mSB5gulVGdZdAW5bzUVTuM9OCQ36FpThAog6+18HPFK1qjqc0JujhZT5+pggNFLKU0FgKfaHU8Kg2odQKyXzIQ49Ih6ANKk/plRKatYReMSeNc5KCplfKWJnusDLTxSpLkHpo35D7BuNZct+gT97tM+69f7Hacdd2ih1LVmjRKxq09YgSGF+IGFuN0QWNyjy2HAHjG2bnQlQWEBAikVDt+OAp1uKIPA2wGsaaEcoKBovakKydPv+UrKXcz1DWYpSgjCXQhtwTcqXIPUWuFNo7Q62mtSCCGEugNWnwxI5Oky+4kfjlr0Vt3k40MsL9B45yoNWhVIiwUcCn+pZsQ/4wFfpUfY/ZKORbjTYdY5nK+lQ7LS5v19naWMPvdvHCIpuVR+AprLbo4YFyK+tSrlaYGBtnpFylNFahWCyitWbHjh0sLy+TZRl5nnPkyBGazSbHjh2j1WoRBAEf/OAHaTQajNfGiNpC+liDxpFjdOfrWGPIuwmLzYM09Sqq6LN9zw2UZycRI7QPLDFpNmOWs1On+hHwBVOw+HHMgeQgDdNianQrrbRDYjJMAJsrU/QWW9Qbx2jqBst2FcEQhRGZyVGeIshy+u11bL9N2j7zRVKiUpnpy3cxMbuN6uQUfhgxtmWWLXuuRnkeSZKwtrbGxMQEQfAMx8R2Hud5TYpF5E3AbwMe8GFr7a8+1fouKX5+GQyawX9ElsH7bzfcNs6fafrZrtelS4MGSyyxyCLLLJOQkA9vGRkpKQkJZcpERMMTz09+UyhKlBhldDAUEfZxf+eJ/rLBaTcvA9preM0WdFbwjeAFRRLdIKNHajuktosfj5EHoMIKNvDpqC49+pRszJrXYkU1UHbw41LKQ8LE0OzVadOlEyQcjddJSGgFPVb9Nh0/I/EMia/pewb7LA7UxUJBC1GuEDOYz5WlUXjyjiZiIcqEzLPopx/ZyRlSuUe5XaRb6pIH5+90umiw7n05b0rNEKMMWWjIn6IzVtz1qK4HJLHmxm+O8mO/sYtAD0oClLWDuwE5MT28a6Xo+x5J4KOVEGc5Wim0ErphwGq5gPYUyhjKScZ4s0slyWjFIeV+ihWIcs1kq0szHtRQNAshRgQjikZQYaE0AihEDJn4aE/AyzGeIhefwQlxQx7G5FOj5JUqmR9QVgovDNHa0jEW3Wmjul3yKKQdBKR+QJgltIsVeoUSrVIV7fkYpTi4dRdsKIdSwOY4oJlrEmN598wYlxcjetpQ9BT3tXo0Ms1ylnFducgttRI/MDWKr85fa6S1lpWVFUSEiYmJp1zXpBrTzfAqEfIkJR0App9jMzOoLBJBxd7J8XifK91mg/baKqObt4C19JpNgkIBk+cUR2qXdOvt8+l5S4pFxAMeBd4AzAPfAt5jrX3oTP/mQiTFt3Lr4NSxNWA02miwdlgEbjFaY02OzhIGMbInExiLwdrBI5aTtXen0j9OpmYbk0LsMDW0G9LFDdPmxHbsYGxGZUCMIHZ4N4NtWQEjFoM8bt6KxSiD9iy5GrTapEF+suMHgPYMWfjUp8Uc53zbOPZosR2jPU1SuLCdkpznlmgZ3E/8H6YFNbybwCDaY3S5QHW1QNwoEjYLFNdLdIs+vWqC9TRBJtTWCowtlCm1Aiiso9KAmDaRSYlMSlLQNEZygsQn6vr4qUet7hH0itisQG095lhtBPE7xHlGv5SQ+B7Gs3QqOYVOQHU9RuEN6i0Fgtzga41nzNm23ZJ7PkYUYZ5iEHLxyCXgSLyVzMakpshYrKllLXraJxWfOOkjxmIMtCtl5mdmaIzVaMUlWqMVemGMbyBSCq+bYzxhohIxLopbNtV4455J1nODNobZOGRXKSZ8mquDaWtRwIFewlKac6A76FwVKSFUilHfo+gpltKMyTCg7CvaueG6SoFQKU7kDC55c76bnSkpPh+Dw70E2GetPTDc8MeBtwNnTIovhC+aLwx+lIXBIbDjXAAqF4LUJ0x9gtQjSH2CzCdIfPzcpz7RIokytK/RnkH7+oytXWKg3Iip1mOMZ1mb7JCHGu2fOvAttiLSOCPqhYRJQKEbMbpcBQth6hP1AzIvQ6wQ9QfzFiFMPQqdiGatg/Y1WZDRGO3SKyZ0qn16lYTpuSpb9tVIopxSM2RitUCQKcaXCowvlsgDjfYs2rOUWsHg4FEBCFoMSTy4Z9FgHS/1sRY6lYxuOaNVS1iZbZP7BhAsin4pxcsCwl5MHliySJMHgwO/PNKkkUYH+aCl13p4ucLPBKxPFqekhR5K++RRQhb3QCxiwSiDCU47eDTD8xPGw08KBN0qfhairEXQpHGHNO4DoMMU0Yq47xMmIVHfH5ZT5GRRTrfUGxzEDofcCpKYQqdK3J5GZTVy5aN6O+hHlixqgeRAghWF9fuYoIHoEiovI7qE6AikjeQFxMSIKWJUPhhPVQxWho9eF8IGJqhjgvVhTEqgcpAcqzRKxwRdHz+N8fIATwf4OibqTVDoTSMmQBQoE4D2EGPxtMEjwiPGp4BHBLoBVoNNCLwqYTBCpXQVgVdFgMhTFEOPeFThjQseghLwRBA7fB+0xeaGJNFkqabfywfvvFL4IoNO8cYwpoRKIaAUeChj2TRaYKIY4VnwLbysGKAZDOsaK0WohEgpGllOai2RUoQiJ5cPEkQBC/00pZdm9LKUfpqhdE4vy0BrVJ4TRyG1sXHK5TKhDFqW/SDAWFjtJCw0+sxUYypxQCH0ho0fg5+epTQnt6caRTwRar5HYi2+CEWlnvOWVm+YzO4sxuwswktrT7zi21NxybDzvex8JMVbgCMb5ueBm09fSUQ+CHwQYNu2bedhN57OiT6YlyaVn+h6IIhl0Dwiw57ZdrAcnjgtDNfl1LRYToZT7Im4yvC1Nv4HKgSZT5wGVNsFKu0SlU6BMPPxrBp0frGCWIWfB/QjQ+5bjCisUhhfYZQCNehPawWsGBI/oR/1wA56cQ9GQBgc7SjjMUi6NMYzaE+jlUErjVY5uZehvRztZWAtYj2U8TASYgkH81ahrI9YH2V8fB2TeV3CrEScTA8SFQxZ1CL3EhBDkBcJ8zK11jaibJSYElE2TpRXUDbGMwUCGyH4KE8GQ9UwuKRurhM8YwhE4S2DH4X4cYgXh4insOTktNBewjAcePiUzfjgilYiiAZZGETdSI6WBIUissXBOyGnroEmE4O3zFpz6m4MxmiUEnw/wFMKEYVCoYY/iideQxBsx2AnDHZcY6zBWo0Mh+BRDBKR4EQLlgxHYlABnviInD4WwMZPzDNzpt/rk1vwgY1X4tXDbSTD+wYZfZpqldiWKNrqydcY/N3D19tQ1lcRj6r2KHmKolYUPUWhoohG5IyJhMGQkRFFEUTAadf/sCcTpkHNqRl+xq21w8/LicfB83b4vLEWDYQilD1FwVNoy8mk82lVn36V7wVb46cfwaTkF6D4zDt6egJTlZipyuMv/aw2xH86evK60NIz3prjOM+F5/8yIkPW2g8BH4JB+cTzvf071B0npzekh0/5+Hyte6KgQqMxw9uJaXXa7URd7cbpjbWzJUoEG365PTxKlC7IYNmO891n5ry+ukIRceYxOk8cMAwaC8+the48lnY6juN8TzgfSfFRYOuG+dnhsovK63jdhd4Fx3Ecx3Ec5yJxPpoLvwXsFpHLRCQE3g18+jxsx3Ecx3Ecx3GeE895S7G1NheRnwD+jsGQbB+11j74XG/HcRzHcRzHcZ4r56Wm2Fr7OeBz5+O1HcdxHMdxHOe55npbOY7jOI7jOJc8lxQ7juM4juM4lzyXFDuO4ziO4ziXPJcUO47jOI7jOJc8OXEd8wu6EyLLwNwF2vwEsHKBtv29wMXv3LkYnjsXw3PnYnjuXAzPnYvhuXMxfHrbrbWTpy+8KJLiC0lE7rLWvuhC78d3Kxe/c+dieO5cDM+di+G5czE8dy6G587F8Nlz5ROO4ziO4zjOJc8lxY7jOI7jOM4lzyXF8KELvQPf5Vz8zp2L4blzMTx3LobnzsXw3LkYnjsXw2fpkq8pdhzHcRzHcRzXUuw4juM4juNc8lxS7DiO4ziO41zyLtmkWETeJCJ7RWSfiPzchd6fi5WIfFRElkTkgQ3LxkTkdhF5bPg4OlwuIvI7w5jeLyI3Xbg9v3iIyFYR+aKIPCQiD4rITw6XuzieJRGJReROEfn2MIb/abj8MhH55jBWfy4i4XB5NJzfN3x+xwX9Ay4SIuKJyL0i8tnhvIvfMyQih0TkOyJyn4jcNVzmvsvPgIjUROQTIvKIiDwsIi91MTx7IrJn+Pk7cW+KyE+5GJ67SzIpFhEP+B/Am4GrgfeIyNUXdq8uWn8AvOm0ZT8H/L21djfw98N5GMRz9/D+QeD3nqd9vNjlwL+x1l4N3AL8+PDz5uJ49hLgddba64EbgDeJyC3ArwG/Za3dBdSB9w/Xfz9QHy7/reF6Dvwk8PCGeRe/Z+e11tobNowF677Lz8xvA39rrb0SuJ7BZ9LF8CxZa/cOP383AC8EusAncTE8Z5dkUgy8BNhnrT1grU2BjwNvv8D7dFGy1n4ZWDtt8duBPxxO/yHwAxuW/5Ed+AZQE5FNz8uOXsSstcettfcMp1sMfgC24OJ41oaxaA9ng+HdAq8DPjFcfnoMT8T2E8CtIiLPz95enERkFrgN+PBwXnDxe6647/JZEpER4FXARwCstam1dh0Xw2frVmC/tXYOF8NzdqkmxVuAIxvm54fLnLMzba09PpxeAKaH0y6uT2N4GvpG4Ju4OD4jw1P/9wFLwO3AfmDdWpsPV9kYp5MxHD7fAMaf1x2++Pw34GcBM5wfx8Xv2bDA50XkbhH54HCZ+y6fvcuAZeD3h6U8HxaREi6Gz9a7gT8bTrsYnqNLNSl2niN2MKafG9fvLIhIGfhL4Kestc2Nz7k4Pj1rrR6eLpxlcLbnygu7R989ROStwJK19u4LvS/fA15hrb2JwSnpHxeRV2180n2Xn5YP3AT8nrX2RqDDqdP8gIvh2Rr2AXgb8H9Of87F8Nm5VJPio8DWDfOzw2XO2Vk8cepl+Lg0XO7iegYiEjBIiP/EWvtXw8Uujs/C8FTrF4GXMjgN6A+f2hinkzEcPj8CrD6/e3pReTnwNhE5xKBc7HUM6jpd/J4ha+3R4eMSgzrOl+C+y8/EPDBvrf3mcP4TDJJkF8Nn7s3APdbaxeG8i+E5ulST4m8Bu4c9r0MGpx8+fYH36bvJp4EfGU7/CPDXG5b/k2FP11uAxoZTOZesYS3mR4CHrbX/dcNTLo5nSUQmRaQ2nC4Ab2BQm/1F4B3D1U6P4YnYvgP4gr2Er1Rkrf15a+2stXYHg//vvmCtfS8ufs+IiJREpHJiGvg+4AHcd/msWWsXgCMisme46FbgIVwMn433cKp0AlwMz9kle0U7EXkLgxo7D/iotfZXLuweXZxE5M+A1wATwCLwH4BPAX8BbAPmgHdaa9eGyd/vMhitogu8z1p71wXY7YuKiLwC+ArwHU7Vc/4Cg7piF8ezICLXMeg44jE4mP8La+1/FpHLGbR8jgH3Aj9srU1EJAb+mEH99hrwbmvtgQuz9xcXEXkN8NPW2re6+D0zw3h9cjjrA39qrf0VERnHfZfPmojcwKDDZwgcAN7H8HuNi+FZGR6UHQYut9Y2hsvc5/AcXbJJseM4juM4juOccKmWTziO4ziO4zjOSS4pdhzHcRzHcS55Lil2HMdxHMdxLnkuKXYcx3Ecx3EueS4pdhzHcRzHcS55Lil2HMdxHMdxLnkuKXYcx3Ecx3Euef8fPT9yFbi/TJYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "['MSCI',\n", + " 'SHOP',\n", + " 'FCN',\n", + " 'DG',\n", + " 'ARWR',\n", + " 'AUDC',\n", + " 'LULU',\n", + " 'LUNA',\n", + " 'OKTA',\n", + " 'FRPT',\n", + " 'ENPH',\n", + " 'MRTX']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idxVec=match(cols,srdf['ticker'].head(k).to_arrow().to_pylist())\n", + "colList = [cols[i] for i in idxVec]\n", + "print(idxVec,colList)\n", + "plotPaths(price_matrix[:,idxVec],result[:,idxVec,:],colList,limit=k)\n", + "\n", + "topCols = [cols[i] for i in idxVec]\n", + "topCols" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "%%script false --no-raise-error\n", + "#Another way to skim off top k Sstock by SR\n", + "k = 12\n", + "\n", + "def findTopSRcandid(SR,k):\n", + " idxVec = list(); found = 0\n", + " while found < k:\n", + " idx = np.argmax(SR)\n", + " print(cols[idx],SR[idx])\n", + " if not isnan(SR[idx]):\n", + " idxVec.append(idx) \n", + " SR[idx] = -10000 #disqualify SR[idx]\n", + " found += 1\n", + " return idxVec\n", + "\n", + "start = time.time()\n", + "idxVec = findTopSRcandid(PSRmean,k) #was:SRSR\n", + "end = time.time()\n", + "print(idxVec,pp)\n", + "print(\"%fs\" % ((end-start)))\n", + "topCols = [cols[i] for i in idxVec]\n", + "topCols" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Perform a basic check: Filter out so no flat lined prices with zero log returns" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[True, True, True, True, True, True, True, False, True, True, True, True]\n" + ] + }, + { + "data": { + "text/plain": [ + "['MSCI',\n", + " 'SHOP',\n", + " 'FCN',\n", + " 'DG',\n", + " 'ARWR',\n", + " 'AUDC',\n", + " 'LULU',\n", + " 'OKTA',\n", + " 'FRPT',\n", + " 'ENPH',\n", + " 'MRTX']" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "R = cupy.zeros([prices.shape[0]-1, pp]).astype(np.float32)\n", + "findR[(blockSz,1,1), (256,1,1)](prices,R,pp)\n", + "\n", + "validMask = [int(sum(R[:,np.array(idx)]==0.0))<50 for idx in idxVec]\n", + "print(validMask)\n", + "idxVec = list(np.array(idxVec)[validMask]) #Remove securities flat-lined price quotes\n", + "investment_tickers = [cols[i] for i in idxVec]\n", + "investment_tickers#,(prices[prices.shape[0]-1,idxVec]),prices[(prices.shape[0]-1)//2,idxVec]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "investment_tickers_df = cudf.DataFrame({'ticker': investment_tickers})\n", + "result_df = cudf.merge(investment_tickers_df, srdf, on=[\"ticker\"])\n", + "investment_tickers_df\n", + "result_df = result_df.sort_values(by=['SRmean'], ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Examine remaining top k securities: plott actual price paths" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n", + "['MSCI', 'SHOP', 'FCN', 'DG', 'ARWR', 'AUDC', 'LULU', 'LUNA', 'OKTA', 'FRPT', 'ENPH', 'MRTX']\n", + "0 4\n", + "0.3421127\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4 8\n", + "0.25992766\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABHgAAAGoCAYAAAA99FLLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOyddbwc1fmHn3Ml7koSAkGCJHhwKIWixYsVl+L9QYsWSilOoUCxIsGlWHCHoAGCJEQJEYi731zX3T2/P87M7MzsrNx7d+/KfZ988rm7M2fOnJ2d3Z3zne/7vkprjSAIgiAIgiAIgiAIgpC/FGV7AIIgCIIgCIIgCIIgCELrEIFHEARBEARBEARBEAQhzxGBRxAEQRAEQRAEQRAEIc8RgUcQBEEQBEEQBEEQBCHPEYFHEARBEARBEARBEAQhzxGBRxAEQRAEQRAEQRAEIc8RgUcQhIJEKXWhUur+NPY3Til1Xrr6SxdKqWeVUrdZj3+jlPqljfarlVJbxll3tlJqfBr20VEpNUcp1b+1fQmCIAipoZTaRClVrZQqtp63ye+fUuo6pdSTmd6P0DJach74zyVBEDKPCDxC3mD9sGxQSnV0LXtWKdVo/XiUKaU+VUptY637u1LqI18fc+MsO9l6rJVSNVZ/y5VS9yb7UVKGBUqpWQHrFimlDvItcya/Sqlh1j6rrf+rlVLvK6UODujrVKXUJKvdSqXUR0qpfRMcq5gf4WaMp8TXZn+l1LJU9+Naf6RSaqJ1TNcrpV5USm0ctG/reQ+l1LdKqc+VUrXWa21USjW5jtFHVttEx70DcD1wd7yxFSJa62+01ltnexzpQmvdADwNXJvtsQiCIOQL1m99nVKqSilVrpT6Til1kVIqpet+rfUSrXU3rXW4leM4WykVtn67K5VS05RSRybY77+01hkVkpRSV1nXUOVKqS+VUp19629SSr2Q5n3ur5SKWMehSin1i1LqnBS3Dbwuyxdacy4ppfa0ruvLlFJrlVKvKaUGudYrpdS/revL9dZjZa3bSin1jrVdmVJqrFJqa1//lyulVlnn5tPKNb8IGMuBytxwqrXOm01d69xzEfu/CFpC1hCBR8gLlFLDgN8AGjjat/ourXU3YAiwHHjKWv41sLeK3oEaBJQCO/uWbWm1tdnR6u+3wB+BPyUZ3n7AAGBzpdRuLXqB0Mva547Ap8BbSqmz7ZVKqSuA+4F/AQOBTYBHgGNauL+Mo5Q6AXgJM+5+wEigARivlOod0L438DmwGDhUa93FOib/AsZYFwjdtNa/tzZJdNyPAeZorZfHGVvWLpTy9SIti7wEnJXowksQBEGI4SitdXdgU+BO4Bqi10dtyffWb3kva/+vxrkGyPhvozI3AG8DDsFcl9wMRDK9X4sV1nHoAVwOPOEXHIQYegOPA8Mw53EV8Ixr/QXAsZhr5x2Ao4ALrXW9gHeBrTHXzROBd+wNlVKHYm4eHWj1vTnmfIhBKdUPeBP4J9AHmASM8TW7y3Wd2mpxVBBagwg8Qr5wJvAD8CxwVlADrXUd8Cqwk7XoR4ygYz//DfAl8Itv2Xyt9YqA/uYB37raxuMszI/Gh/HGlipa61Va6weAm4B/K6WKlFI9gVuA/9Nav6m1rtFaN2mt39NaX92a/WUK6w7Kf4DbtNYvaa3rtNargPOAaszFjbt9f8x78zNwutY6lMJuEh333wNfufq374Cdq5RaAnxhLf+TUmq2Ms6wsb47Mgdbd2sqlFIPASrB6+2rlHrPugv0o1LqNuV1Jmml1P8ppeYCc61lDyilllrbTFZK/cZavpF1h6iva/tdrLtQpYkOiPI5rZS5i3u1UuonZVxUTymlBirj/qpSSn3mvtC27pZ9p8ydzelKqf0T7Q84XBkX1Tql1N0q4O5w0N1H5XN+JXoftNbLgA3AnknGIgiCIPjQWldord/F3LA6Sym1HYBS6gil1FTrN2ipUuome5ug721reQfLDbG9a9kA6zcrYSit1jqCcWR2BrZQxinzulLqBaVUJXC28rlnlFL7un6Tlto3vpQJ371HKbVEGefzaGU5cZRS/ZRxQpdbY/3G9dsUAsLAYq11SGs9znKKpoRS6mil1Eyr73FKqW1d63axjmeVMk6TMcoKn/YdB621/hAow4gSWNd61yql5ivjRHlVKdXH2sS+AVmujDNkL6XUlkqpr6zrk3VKKb/Y4B7zNirqgvlFKXWSa92zSqmHlVIfWOOeoJTawrU+7nVQqmPwn0vWcbtVGbd2lVLqE2UElBi01h9prV/TWldqrWuBh4B9XE3OAv6jtV5m3dD7D3C2te1ErfVTWusyrXUTcB+wtYpeW50FPKW1nqm13gDcam8bwHHATGss9Zhr9B2VFTEgCLmGCDxCvnAm8KL1/1Cl1EB/A6VUV+AUYB6A1roRmIBxemD9/QYY71v2NQFYX9y/sfuL06YLcIJrbCcrEx7UWt7EuFO2BvYCOgFvpaHftmJrjMvoNfdC6wLvDcAdgtYHGAd8D/zJapOQFI779hghz89vgW0x59AxwHWYH+7+mHPjZat/+27N9Zi7fPPxXlT4eRioATbCXDQECX3HAnsAI6znP2LEwz4Yl8prSqlOlhA2DjjJte0ZwCvWRUpzOR5zvLfC3N36CPO6+2N+A/4CoJQaAnyAubvZB7gKeCPJRfsfgF2BXTCuqWRutxgSvQ8uZmPu0AmCIAgtQGs9EViGua4B85t1JsbpcARwsVLq2CR9NAKvAKe7Fp8CfK61XptoW2uCb9/kmWstPgZ43RrDi772m2J+r/6L+W3YCZhmrb4T85u2E8aFPQS4wVp3pfU6+2OcG9dh3N8Aa6z/ryulOiUab8D4t8L8Nl1m9f0h8J4lenXAXKM9i/n9fBnz+xjUT5FS6mjMtYV9fXkp5hrht8BgzE2Nh6119vVqL8sZ8j1GjPgE43DZGHOM7P7fV0pdaz3uinGFv4S5pjwZeEQpZV+HYC272eprHnC7tW2y66C4Y0iBU4FzrDF1wFxvpMJ+wEzX85HAdNfz6dayeNuu0lqvT7DtQJcA5MbTVmtdgzke7n392RLRJiuljk/lxQhCphCBR8h5lMkzsynwqtZ6MuZL9VRXk6uUUuUY6+a+mMmwzVdEfxx/g5k8fuNb9hVepiilajCTynGYUKh4HIcJO/oEMzkuxVwotRbbUdQH6AusS9HVkivYd2NWBqxb6VoPMBRzofas1loHtA8i2XHvhTkf/NxkOaDqgIuAO7TWs61j+y9gJ+ui8nDM3ZrXLVHlfmBV0ECUCfc7HrhRa12rtZ4FPBfQ9A7rTlIdgNb6Ba31eusu4n+AjhhhDGv70139nwL8L5UDE8B/tdarrbtb3wATtNZTrbtQbwE7W+1OBz7UWn+otY5orT/F2JAPT9D3v63XtARzjE5pwfgSvQ82VZj3VBAEQWg5KzDXFVjulRnW9/1PGFHityn08RxwilLKdnOcQeLfpz2ta7RVmN+IP2itK6x132ut37bGUOfb7lTgM631y5Zreb3Wepq13wuAy63fnyrM78bJ1nZNwCBgU2u7b1zXFq9iQn7mAm/bIo/lIro0yev+I/CB1vpT67rgHowbaW+Mw7QEeNDa55uYkCA3g63jUIf57b1Caz3VWncR8A/LidKAcYicoOKHrTVhrosHa63rtdaOY1hrfaTW+k7r6ZHAIq31M9a1xlTMTbYTXX29ZbldQhiRbSdrebLroLhjSIFntNa/Bjjv46KU2gEj4rmd692ACtfzCqCb69y0t90YI5hdkWRbgO4Bu/e3tdvbbR8EhmMEq38CzyqlEt0UFISMIgKPkA+cBXyitV5nPX8Jr0PiHq11L0yMbh3RSTIYd86+ltW1v9Z6LvAdJjdPH2A7Yh08u2C+zP+IcVx0TTK2V60fznrMD6d7bCGM+OCmFPPDmIgh1t8yYD3QL8EPfXNo6XiCtku0rf1eDQpYN8i1HsxdkauAj5RSOwe0DyLZcd9A8I/0UtfjTYEHLKt1OeZYK8yxH+xua10curd10x9zYedeH9TWs0yZRI+zLXtzOdCTqPD1DjBCKbUZxn1TYd19bQmrXY/rAp53sx5vCpxoHw9rTPsS/B4GvabFmOPWXBK9DzbdgfIW9C0IgiBEGYL5jkUptYcyyWLXKqUqMCJDYKiMG631BKAW2N9yOm+JyXUSjx+01r201v201ntqrT9zrYv3uwrm5s/8gOX9gS7AZNfvxsfWcjDFFeYBnygTQmy7WbbG/Kbdg3HMlGFEni4Yp/QXiV435vdtsf3EchsvJXrNsNx3k8r/2lZY16o9MILA71zrNsXkXrRfz2xMKFmMW93ib5jfyYnKhIzFc89uCuzh+10/DeM2tnGLNrVErwmSXQelOoYg4u0zEGUqdn4E/FVr/Y1rVTXmeNr0AKrd74PlQv4EeERr/XKSbSH45qC/rd2+CkBrPcV1w+5DjFB2XKLXJAiZRAQeIadRJqb6JOC3ymS6X4XJ37KjUsoTsmG5CP6KmSzaVRG+x0ycz8fk00FrXYm5i3U+5gd3oX+/2vCqtf0N/vXW2DbG/ECf7hrbCZi8JPZF0hKM8ORmM1wXCXH4A8ZG/Is1hgaMfbe1tHQ8SzAik/MjbN0h2TTOtr9gLNLuu0QoEwd/PCaZsoM2eYfuBD5VVn6AeKR43H/CuIL8+C++LrQuPO3/nbXW32FcRkN9r3UowazFCGAbu5YFtXVfcPwGc3F0EtDbuuirwIpvt0SrVzGummR3R9PFUuB/vuPR1XUnMAj369yEqPPMTY31t4trmfviMtH7YLMtXiu1IAiC0AyUKUYwBBOmDuZm2bvAUK11T2A0CXLN+bBdpmcAr1u/WS0hkWt3KbBFwPJ1mJsTI12/GT21SWCM1rpKa32l1npzTFGOK5RSB2JuxBQDyhJnzsKIKFOB2VrrmQH7crMCc80DeK4LlmOuGYb4nCOB1wyWQ+caYHtXSNxS4Pe+38FOlvM25hhpk6/xfK31YExS4UcsEcTPUuArX7/dtNYXJ3mtkOQ6qBljaBWWm/cz4Fattf9aaCbe8O0dcYVwKZNj8BPgXa317Slsu1pHQ7jitrVC37bAGy7mRpP6Z0kQ0o4IPEKucyzmB3gExsK5E2ay9w0mdtyDNmElKzD2XTvx8iSMLdOt+o+3lgXm33FxJ3C+UmojcMpnjrPWnQH8inEM2WPbCiNs2KEqY4DLlElyp5RSu2LylLwStDNlEuBeAtwI/N2yLVdgRKaHlVLHKqW6KKVKlVK/V0rdZW23v1LKfxFQopTq5Ppf2ozxdHRva72mCZjEz92UqWh0Nca984N/DNbdk6uA65Up797JOoZPYu563Od/7Vrru4AHgM9U4soSqRz3D0luNR8N/F0pNdIaf0+llC1IfQCMVEodZzmn/oJLlFDRpIHDtKmU8CZwk/XebEPAuemjO0YUWot5n24g9u7Q85iEf0fjEnjc+06yj+byAnCUUupQpVSx9Z7tbwlq/nPf5mqlVG+l1FCMuBqTZFGbvAzLMYJcsXWXz33Rnuh9sHMD9cE6zwRBEITUUUr1UKY0+SvAC1rrGdaq7kCZ1rpeKbU73tD3ZLyAuRF1Oua3KhO8CByklDpJKVWiTDGDnSxx5gngPqXUADC/E8pURUIpdaQyCYAV5sZJGFMpaw4mNOsRZYpXlGLy02wFVPvEmSLf9VNHzE2XI5Qpl12KyfXTgHGFf2/t5xJrrMcAu8d7YdrkMvoP0RuIo4HbLTEDpVR/qw8w1wkRTJUnrPUn2r/NGMeyJrga2PvAVkqpM6zrxlKl1G7KlRw6Acmug1IdQ4uxfv+/AB7SWo8OaPI8RsAbopQajHlPnrW27QGMBb7VWl8bZ9tzlVIjlFK9MLmGno0zlLeA7ZRSx1vXxDcAP2mt51j7OsG6Ni5SSh2C+VwkcrUJQkYRgUfIdc7CxOouse4WrNImCe1DGJtpUNjS3cDfVLSs8leYuFh3fPA31rKEAo91IfQ10ZjfoVhOIGtsj7jHZY1tNNFwoScwJR3fw1xoPI+Js/7Yt6tyZfL+zMDEPZ+otX7aNY7/YASp6zE/9kuBS4C3XeNyOx4AHsXc5bL/P9OM8VT7tv0dJmRtAMb6vBxTWvII1507zxi01mMwYszlmDCzWZh49X3i3CFBa30rRgT6XLkqOfhI5bi/B2xj/eAHorV+C/g38IoyFTx+xlTfwgoHPBEj8K3HxFZ/69p8KMa5ZJdhvwTjFFuFEWNexlz4xWMsxlL+q9VPPT47t9b6W8zF0hSttdsl5d93WtBaL8UkvLyO6Dl2NdHfCfe5b/MOMBmT+PID4pfgPd/qaz0mKaH7PIn7PlicCjynm1HpRBAEQeA9pVQV5rv8H8C9mMS2Nn8GbrHa3IARMFLC+r2YgpnUf5OkeYuwXNmHYybtZZjfGdtFcQ3mWuQH63fjM6Lh+cOt59UY4eURrfWX1s2YIzH53OZjfkP3BUZhQvPdFa9OwXsNNF9r/Qtm4v5fjIvoKEwp+kZLsDkOOBcTTnw6RlxJ9Lv1NLCJUuoozM2tdzFhZVWYGxp7WMehFpP4+Ftlwqz2BHYDJiilqq3t/qq1XgCgTJXM66xtqzAl4U/G3Pxchfm97UgSUrgOijuGNHIeRti6SZkKYtXW/mwew1zvzcBcO3xgLQMjQO4GnOPeVim1ifX6PgbuwlRwXYK5rrrR7liZsLPTrLZrMe7z2zFi1h5Ecz6BucG1HPPe3w2cr7Uel66DIAjNRemUc5oKgqCUmgYcGE+gyBZKqSeB17TWY9vzGNwopS4ARmitL8tA39cDa7XWj8VZ/29gI611UDWt5uznC+AlrfWTqe47U2Tj3LdE2unAflrrNW21X0EQBCExSqmnMWHu12d7LLmIUmoCMFpr/Uy2xyIIQvtCBB5BEIRWYoVldcDcRdoNEyJ2ntb67Vb0uRvGPj7UugsnCIIgCFnHChGeBuysA/IYtkeUUr/F5B9ch3GYjwY211oHVRMVBEHIGOmoyiMIgtDe6Y4JyxqMqVL1H0z4UotQSj2HyT/1VxF3BEEQhFxBKXUrJvT6DhF3PGyNCXPrCiwAThBxRxCEbCAOHkEQBEEQBEEQBEEQhDxHkiwLgiAIgiAIgiAIgiDkOTkRotWvXz89bNiwbA9DEARBEIQ8ZfLkyeu01v2zPY5kyDWPIAiCIAitJd51T04IPMOGDWPSpEnZHoYgCIIgCHmKUmpxtseQCnLNIwiCIAhCa4l33SMhWoIgCIIgCIIgCIIgCHmOCDyCIAiCIAiCIAiCIAh5jgg8giAIgiAIgiAIgiAIeY4IPIIgCIIgCIIgCIIgCHmOCDyCIAiCIAiCIAiCIAh5jgg8giAIgiAIgiAIgiAIeY4IPIIgCIIgCIIgCIIgCHmOCDyCIAiCIAiCIAiCIAh5jgg8giAIgiAIgiAIgiAIeY4IPIIgCIIgCIIgCIIgCHmOCDyCIAiCIAiCIAiCIAh5jgg8giAIgiAIgiAIgiAIeY4IPIIgCIIgCIIgCIIgCHmOCDyCIAiCIAiCIAiCIAh5jgg8giAIgiBklKUs5Wd+JkIk20MRBEHwEolAWVm2RyEIgpAWROARBEEQBCGjjGY0O7MzGp3toQiCIHi5/nro2xfWr8/2SARBEFqNCDyCIAiCIGSUpSxlMIMppjjbQxEEQfDyxhvm79q12R2HIAhCGhCBRxAEQRCEjLKUpQxlaLaHIQiCEItS2R6BIAhC2hCBRxAEQRCEjLKMZWzMxtkehiAIgiAIQkEjAo8gCIIgCBlDo1nGMnHwCIIgCIIgZBgReARBEARByBjrWEc99SLwCIIgCIIgZBgReARBEARByBirWAXAIAZleSSCIAiCIAiFjQg8giAIgiBkjAoqAOhFr+wORBAEIRFaZ3sEgiAIrUYEHkEQBEEQMoYt8PSkZ5ZHIgiCEIBU0RIEoYAQgUcQBEEQhIxhCzw96JHlkTQfpdRhSqlflFLzlFLXBqy/SCk1Qyk1TSk1Xik1IhvjFARBEARBABF4BEEQBEHIIJVUAvnn4FFKFQMPA78HRgCnBAg4L2mtt9da7wTcBdzbtqMUBEEQBEGIIgKPIAiCIAgZI49DtHYH5mmtF2itG4FXgGPcDbTWla6nXQFJ4iEI+Yrk4BEEoQAoyfYABEEQBEEoXCqooJhiOtM520NpLkOApa7ny4A9/I2UUv8HXAF0AH4X1JFS6gLgAoBNNtkk7QMVBKEVSA4eQRAKCHHwCIIgCIKQMSqppCc9URTmJEpr/bDWegvgGuD6OG0e11rvqrXetX///m07QEEQEiPOHUEQCggReARBEARByBgVVORlgmVgOTDU9Xxja1k8XgGOzeSABEEQBEEQEiECjyAIgiAIGcN28OQhPwLDlVKbKaU6ACcD77obKKWGu54eAcxtw/EJgpAOJERLEIQCQnLwCIIgCIKQMSqoyEuBR2sdUkpdAowFioGntdYzlVK3AJO01u8ClyilDgKagA3AWdkbsSAIgiAI7R0ReARBEARByBgVVLAxG2d7GC1Ca/0h8KFv2Q2ux39t80EJgpAZJBePIAgFgIRoCYIgCIKQMfI4REsQhPaAhGgJglBAiMAjCIIgCELGyNcQLUEQBEEQhHxDBB5BEARBEDKCRudzFS1BENoTEqIlCEIBIAKPIAiCIOQpX/AFC1iQ7WHEpZ56QoTEwSMIQu4iIVqCIBQQIvAIgiAIQh6yghUcyIEcx3HZHkpcKqgAEIFHEITcRZw7giAUECLwCIIgCEIe8gzPABAhkuWRxKeSSgAJ0RIEQRAEQWgDROARBEEQhDxkMpMB6EOfLI8kPuLgEQQh55EQLUEQCggReARBEAQhD5nNbAA2sCHLI4mPLfCIg0cQBEEQBCHziMAjCIIgCHlGE03MYx4AZZRleTTxsUO0xMEjCELOI7l4BEEoAETgEQRBEIQ8Yz7zCRGiH/3ywsEjAo8gCDmLhGgJglBAiMAjCIIgCHnGYhYDsAu7UEMNjTRmeUTBSIiWIAiCIAhC2yECjyAIgiDkGctZDsD2bA/kbh6eMspQKHHwCIKQ+0iIliAIBYAIPIIgCIKQZyxjGQDbsR2QuwLPetbTm94UU5ztoQiCIARjh2iJwCMIQgEgAo8gCIIg5BnLWMZA6x/kpsAzlrE8y7P0pW+2hyIIghAfEXYEQSggSrI9AEEQBEEQmsdyljOEIU7ok53rJpc4jMMA6Ee/LI9EEAQhBUToEQShABAHjyAIgiDkCRrNPdzD13zNpmzqJC+uoirLI4uPOHgEQchpJERLEIQCQhw8giAIgpAnTGUqV3M1ANdzvSPwVFKZzWElpEjuJQmCkA+IwCMIQgEgAo8gCIIg5Anf8z0A85jHFmxBOeVAbgs8uewuEgRBcBCBRxCEAiDpbTWl1FCl1JdKqVlKqZlKqb9ay29SSi1XSk2z/h/u2ubvSql5SqlflFKHZvIFCIIgCEJ74Qd+YCM2YnM2B6A73YHcE3jChJ3H1VRncSSCIAhJkBAtQRAKiFQcPCHgSq31FKVUd2CyUupTa919Wut73I2VUiOAk4GRwGDgM6XUVlrrMIIgCIIgtJgpTGE3dkNhJiTFFNOVrjkn8LhdOxdxURZHIgiCkCIi8AiCUAAkdfBorVdqradYj6uA2cCQBJscA7yitW7QWi8E5gG7p2OwgiAIgtBeaaCBX/mVHdjBs7wHPXJO4LFDx57maf7En7I7GEEQhFQQgUcQhAKgWZkPlVLDgJ2BCdaiS5RSPymlnlZK9baWDQGWujZbRoAgpJS6QCk1SSk1ae3atc0fuSAIgiC0I37lV0KE2I7tPMt70CPn8tzYAk8vemV1HIIgCEmREC1BEAqIlAUepVQ34A3gMq11JfAosAWwE7AS+E9zdqy1flxrvavWetf+/fs3Z1NBEARBaDesYAX11PMzPwMwkpGe9d3pnnMOngoqAOhJzyyPRBAEIQki7AiCUECkJPAopUox4s6LWus3AbTWq7XWYa11BHiCaBjWcmCoa/ONrWWCIAiCIDSDGmoYwhAu5EIWsxiALdjC0yaXQ7TEwSMIQt4gQo8gCAVAKlW0FPAUMFtrfa9r+SBXsz+AdWsR3gVOVkp1VEptBgwHJqZvyIIgCILQPviYjwH4gA9YznJ60YsudPG0yWWBRxw8giDkPBKiJQhCAZFKFa19gDOAGUqpaday64BTlFI7ARpYBFwIoLWeqZR6FZiFqcD1f1JBSxAEQRCazyd8AsBQhrKc5QwJqHHQgx5OSFS2mc1sBjHIGY84eARByBtE4BEEoQBIKvBorceDVY/Vy4cJtrkduL0V4xIEQRCEguYd3uErvuJe7o3bZjWrAVjCEjrQgcEMjmnTm96OYybbjGAE27ANp3IqYMQnQRCEvEAEHkEQCoBmVdESBEEQBCE9/JE/ch/3MZvZADzDMzzBE876ECHWsx6AMsqYxrRAB08f+lBJJU00tc3A42Dvfw5zqKCCLnShlNKsjkkQBCEpEqIlCEIBIQKPIAiCIGSBUYwCjOvlBE7gT/yJC7iADWzgf/yPUkoZz3hKLLNtI42BDp4+9AHIuotnAxucx+WUS/4dQRDyCxF4BEEoAETgEQRBEIQs4E6W/AZveB5/zufO87M5m3d5lzM4gxM4IaYfW+ApoyyDo02Oe/+zmCUCjyAI+YUIPIIgFAAi8AiCIAhCFqiiioM5mDd507P8R350SqIDDGAAR3EUz/M8O7NzTD996QvklsAzk5ki8AiCkB9IiJYgCAVEKlW0BEEQBEFIM1VUMYQh7M7uAAxjGJuxGVOZyjrWOe1sAScetoPHzteTLdwhWpVUSgUtQRDyAxF2BEEoIMTBIwiCIAhZoIoqutOdIQzhf/yP8YxnF3ZhGtNYyEKnnQosZBklF0O0AHHwCF5qamD16myPQhDiI0KPIAgFgAg8giAIgpAFbIEH4HROZwhDGMlIpxpVb3oDUEddwn5E4BHygt12g402yvYoBCEWCdEShMLlxRfh+++zPYo2RQQeQRAEQWhjNNoj8NgMZ7jzeDSj+QN/4AIuSNhXT3pSQgkP8AC11GZkvKngDtECEXgEH7NnZ3sEgpAYEXgEofC4/noYPTrbo2hTROARBEEQhDbEFnfChBMKPIdwCG/yJv3ol7C/Ioo4n/NZxCLmMjcjY04FcfAIgpDXiMAjCIVHJGL+tyNE4BEEQRCENuQ2bnPED7/AM4ABzuPmJCk+giMAaKCh9QNsIVVUecYsAo8gCHmBhGgJQuGidbsTeKSKliAIgiC0IQ/xkPPYL/AoFDuzM5uxWbP67EhHILsCTw019Kc/5ZQDIvAIgpBniMAjCIWH1u3usy0CjyAIgiC0EddzPWtY4zz3CzwAU5jS7H470QmAeupbPrhWUkMN3elORzrSQIMIPIIg5BftbBIoCO2CdujgkRAtQRAEQWgDNJrbud2zrCtd09K3LfBk28HTjW50oQvQvBAzQRAEQRCEtCMCjyAIgiAIzSVECE3iu79P8ZTz+BIu4VM+5WAOTsv+7RCtbDt4utLVEXjEwSMIQl4hDh5BKDzaYYiWCDyCIAiC0ArWsY5SSnmUR+O2mcUszud8ADZjM67kSg7iIIrS9DOcDQdPOeVEiN4Vq6ZaBB5BEPKXdjYJFIR2gTh4BEEQBEFoDj/zMwAv8mLcNu/yrqf9MIaldQx+B08ZZUkdRa1hPevpTW9u4zZnmTh4BAHYYw8YMSLboxCag1TREoTCphUCT0VFBTfffDNz5sxJ44Ayiwg8giAIgtACGmmkkko+5mMABjIwps3nfM7jPM4zPMMoRhEi5Agg6cTt4FnAAvrS11OtK92sYhUAr/CKs8wWeOy8Qj3okbH9C0LOMnEizJ6d7VEILUEEHkEoPFoZorVy5UoApk2blqYBZR6poiUIgiAILeBETvQ4c3rT23k8i1nMYQ7Hc7yz7GM+ppjijIzF7eCZznQAPuETLuXSjOyvlloAT4iZO8lyV7pSIpcYgiDkEyLwCELhISFagiAIgiCkglvcgajoAbAv+3rEncM4jEM5NGNjcTt4yigDvIJTutnABiAq8IQJ00CDE6Il4VmCIMSlthZ+/DHbo4iSoRCtxYsXo0U0EoTsIgKPIAiCIAjx+Df/5k3eBGAIQwDYnu0BqKDCaWcLIACP8Rjv8V5Gx9WBDgB8x3ecx3lA2wg8CjMxqqEGMGXfd2AHRjEqY/sWBCHPOfdc2H13WL062yPxkkYxZu7cuTz77LNMmDAhbX0KgtAC0iTw5JNYK/5pQRAEQUiRa7kWAI2mggr+yl+5n/s5iIMop9xptxVb8Su/AnA2Z2c8XEmh6EhH3ud9Z1mYcMb253fwVFMNGIHnSq7M2H4FQSgAJk40f6uqYGBs7rKskcYJXHl5OQDr1q1LW5+CILQAKZMuCIIgCEIQbsGkiiqqqXZcPL3o5XHwNNIIwGQmO+6aTGPn4XGPMRM00MDbvA1EBR7bwdONbhnZpyAIBYQdEiUIgpBpJERLEARBEIQg1rPeeWyXRh/EIMCUBHc7eNawhiu4gl3Ypc3GZ+fhsbFdNenAFqwA7uIuxjIWMGIPeEO0BEEQ8pJ2dpdfENoFIvAIgiAIghDEGtY4j0/jNAAGMxiICjzP8iyrWU0ttQxgQJuOz3bw9KY3e7Jn2hw8U5hCRzryER8BeIQs27VkJ3aW0uiCIKRMrgkqGRiPEreSIGQXCdESBEEQBCGI1UQTgi5kIQDDGQ6YEK1aajmHcziREwHaXOCxHTxd6Up3uqdN4JmIyZdhJ5feiI2cdbbAM4MZAIxkZFr2KQhCAZNrokeGqmgJgpAjtMLBk48irQg8giAIgpACtoPnAR5wlg1lKACbsImz7Bu+AWAgbZs81BZ4utEtrQKPHXZll4G3w7HA5PkJE2Ya0xjIQI/4UwgopQ5TSv2ilJqnlLo2YP0VSqlZSqmflFKfK6U2zcY4BSEvyTVBJY3jyaeKO4JQ0EiIliAIgiAIQdgCz1EcFbPuFE7xPD+cwzmIg9pkXDZ2iFa6BZ7OdAaiwk4NNXSiE/dyL2BcPNOZzk7slJb95QpKqWLgYeD3wAjgFKXUCF+zqcCuWusdgNeBu9p2lIKQh+TqHXERZQSh8JAQLUEQBEEQ/DTRxHM8R1/6simb8iAP8gM/OOs70pEyyniGZziYg3mHd9qsepaNP0QrXUmW7ephbgdPV7o6+YdWsIIFLHDC1QqI3YF5WusFWutG4BXgGHcDrfWXWuta6+kPwMZtPEZBEFqLhGgJQuHSDh08JdkegCAIgiDkOt/xHVOZyvM8TxFFXMqlMW1605uzrX/ZIFMOnnrqAa+Dpytd2djSMn7hFyqocErGFxBDgKWu58uAPRK0PxesTNSCICQn1wSVXBuPIAitpx0KPOLgEQRBEIQkfMu3ABzBEVkeSXzcOXj60IcmmpzqVq3BFnhsB08ttXSlq5N/aAITAApR4EkZpdTpwK7A3XHWX6CUmqSUmrR27dq2HZwg5BoSoiUIQlshIVqCIAiCIPgZz3hGMII+9Mn2UOJiJ3XuSld2ZEcApjK11f3Gc/AMYhAKVcgCz3KwVCzDxtYyD0qpg4B/AEdrrRuCOtJaP6613lVrvWv//v0zMlhByDvawaQrHyvwCEJBIQ4eQRAEQRD8TGc6u7JrtoeRkG3YBjD5gnZhFwAmM7nV/fodPLbAU0opAxnI13wNFKTA8yMwXCm1mVKqA3Ay8K67gVJqZ+AxjLizJgtjFAQhXbQDwUkQ2h0i8AiCIAiCADCWsSgUU5nKClYwkpHZHlJCtmVbAJaxjL70ZShD+YmfWt1vPIEHYATRolJ20uVCQWsdAi4BxgKzgVe11jOVUrcopY62mt0NdANeU0pNU0q9G6c7QRBsctXVImXSBaHwaIchWpJkWRAEQRACeJInAfgdvwO8YkYusjmbA1BOOWCSPqcj0XKQwNOFLgC8y7u8xEtMYxrd6d7qfeUaWusPgQ99y25wPT6ozQclCIVCrky6pIqWIBQu7dDBIwKPIAiCIASwgQ1AVDDJdYFnG7bhci7nHM4BTFWtBgJTwjQLW+BpoIEQISfJMph8P+dzfqv3IQhCO6IdOHgEQcghROARBEEQhPaNRjOFKRzIgZzGaYQJsxmbZXtYCSmiiHu513meboEHjHvHHaIlCIJQMIjAIwiFhzh4BEEQBEFYyEI2sIGTOMlxxOQbHenohFW1BhF4BEHICLkiqEiIliAULu0wB48kWRYEQRAEH3b1qVGMyvJIWk4nOqXdwbOOddRTTw96tLpfQRDaKbkqqOTaeARBaD3t0MEjAo8gCIIg+JjEJEopZTu2y/ZQWkwmQrQmMhGIVuwShGYjk2jBJtfOhQyMR+VqviFBaC+IwCMIgiAIwvd8z07sREc6ZnsoLSYTAs+zPAvADuzQ6n6FdkquTeqFtscWPQp40iVl0gUhR5AQLUEQBEFo39RRxwQmsD/7Z3sorSKdAk+JlbLvW74FoiXZBUEQWkyuTbpybTyCILQecfAIgiAIQvtmIhNppJHf8ttsD6VVdKSjx33TUuqppx/9nOfnci7FFLe6X6GdIpNowSaHzoW3OJaPfxqc7WEIgpBuROARBEEQhPbNDGYAsDM7Z3kkrSOdDp6+9HWeP8Ijre5TaMfk0KReyBK5FqKlFMfxFr+/9+Bsj0QQhEzQzn53ROARBEEQBBdzmEMPejCIQdkeSqtIl8BTR51H4OlAh1b3KbRj2tmFtpAAORcEQWgLWiEm52M+LRF4BEEQhHZFNdWsZnXc9bOZzbZsiyK/q5/YZdI1Lb84WcQi5jI3r8vFCzlGHl4sCxlCzgVBEDKJ/R2TBrdgPgk9IvAIgiAIBU8ddTTSCMDZnM3e7B0ofKxlLVOZyjZs09ZDTDt2BbAmmlrcxwu8gEZzGZelaVRCuyePLpKFDJGDIVqZ6zq/bxQI7Zj33jOfjfLybI+k5di/N6343cknYcdGBB5BEASh4NmIjfg9v2cJS3iLt1jAAuYyN6bdHdxBDTVcyqVZGGV6sQWe1oRpTWIS27ANm7BJuoYlCIJgyMOJU6rk46RQEDzcfLP5Ozf2WilvSIODx/4s55NYKwKPIAiCUNAsZzmVVPIFX/AojxLB/NCfy7m8xVuetlOYwijrX76TDoFnKlPZiZ0AuJALeZVX0zE0oT2TbOL7/vuweHHbjEXIDrnm4BEEIZa6OvO3c+fsjqM1tNMQrZJsD0AQBEEQMskXfOE8vpM7OYIjUCje533GM54GGuhABzSan/mZ4zgui6NNH60VeMooYwlL+D/+D4DRjE7b2IR2TLKL5KOOgu7dobKybcYjZI88mjA1l3y62y8IgdgCT6dO2R1Ha5AQLUEQBEEoLGqo4QM+oBPRC5S/8Tfe5m3u5m4APudzANawhvWsZzu2y8pY040t8LzHey3afjHGRTGc4WkbkyCkdKFdVZX5cQjZJw8nTqmSj5NCQfBgCzz5TBpDtPIJEXgEQRCEnGQucwkTbvH2DTSwIzsyhjEcwiF8y7fcxV3sx34UU8wlXEIRRfzADwB8wicA7MquaRl/trEFnou5uNnbzmEOJ3MyAAMZmNZxCe2cPLxYFtKMhGjlNpEIvPGGfFbbO7bAk8+f0zSGaOUTIvAIgiAIOccSlrAVW/F3/t7iPp7kSeYzH4ADOZC92ZurudpZ34lODGMYv/Kr034rtmIv9mrd4HMEt2upuULZmZzpHBcReIQYVq1q+QWzTBoFm1w5FyScysvDD8MJJ8Bzz2V7JEI2KSSBR0K0vCilhiqlvlRKzVJKzVRK/dVa3kcp9alSaq71t7e1XCmlHlRKzVNK/aSU2iXTL0IQBEEoLMooA2AsY1vcxzM8w87szDSmxXWxDGc4c5lLJZV8y7ecxEkoCuNi33bwAFRT3axti1yXByLwCB6WLoVBg+CWW7I9EiHfycOJU3PJy1w8K1Z4/wrtk8ZG87cQPqcSohVDCLhSaz0C2BP4P6XUCOBa4HOt9XDgc+s5wO+B4db/C4BH0z5qQRAEoaCxRZZGGlu0/RrWMJnJ/JE/siM7UkppYLut2Ipf+ZXxjCdMmAM4oMVjzjXcAk8VwTlNfuInlrAkZnkPejiPu9I1/YMT8hd70vfRRy3bPg8vloU0045CtPJxckiRNT3Mx7EL6SefP6cSohWM1nql1nqK9bgKmA0MAY4BbO/ec8Cx1uNjgOe14Qegl1JqULoHLgiCIBQu9dQDLRd4fuEXAHZkx4TthjOcKqp4n/dRKPZkzxbtLxeppdZ5HE/g2ZEd2ZRNY5Z3JloWtVAcTUKaaO2kTyaNgo2cC7mJLfC0s0mxEId8Pg8kyXJylFLDgJ2BCcBArfVKa9UqcDzcQ4Clrs2WWcv8fV2glJqklJq0du3a5o5bEARBKGDqMLHfLS3xbeeP2ZqtE7bbjM0AmMhE+tCHLnRp0f5yEbcLJ57AE4/mthfaIS0NPcnDi+UW0V5eZ2vIlYljBsOo8jJEqx05rIQUyOfzQHLwJEYp1Q14A7hMa13pXqfNK2/Wq9daP6613lVrvWv//v2bs6kgCIJQ4NgCTyONvMmbTkWnVPmVX+lIRzZhk4TthjEMgMlMpj+F9Vu0H/txJ3cCwYJNiFDcbe0cSOdxXmYGJ+Qv4uBJjfbyOltDAR+jfJwUOkiIluAmn88DcfDERylVihF3XtRav2ktXm2HXll/11jLlwNDXZtvbC0TBEEQhJRwCzzHczxjGMMGNqS8/VzmsjmbU0xxwnbu8KRCE3gADuEQIFjgSXQ8yyjjbM7mCZ7I2NiEdkoeXiy3iHy+691WtJdzId+QEC3BTT6fB5KDJxhlvIVPAbO11ve6Vr0LnGU9Pgt4x7X8TKua1p5AhSuUSxAEQRCS4hZ4bOYyN+XtV7KSIbHRwTF0pzt96AMUpsDTne5AsMCznvVxt9vABue4CILQAgpVvJgyBWbNStrsaq6On79LQoByG3l/BDf5fB5IiFZc9gHOAH6nlJpm/T8cuBM4WCk1FzjIeg7wIbAAmAc8Afw5/cMWBEEQChk7QbAt9EA0r04qrGFNyuW97Tw87U3gscOw/DTSSDXVIvAIiZEcPInJ50lRIkaNgpEjkza7h3sA0IkyOLSDcyEvc/CIg0dwk8/nQTsN0SpJ1kBrPR7iltA4MKC9Bv6vleMSBEEQ2jFuYcfmKq7iXu7lv/yXBSzgQA5kMIMDt1/NagYwIKV9jWIUk5lckIJGcx08ESLcizHrbsmWmR2ckJ9IDp7UaC+vMwkaHd/J0w6OUT5ODim2QpvzeWIvtA73e5+P57BNOw3RSirwCIIgCEJb4xd4hjGMRSxiNau5kiuZwAQGMIDVrI7Ztsb6l6rAsz3bA7C8ANPFdaYzRRSlLPC8z/v8nb/Thz4cx3FtMUQhXxEHT2La2YQiHmHCFPkDBnItBCgfXTaZJNfeH6HtaWqKPs7n80BCtARBEAQhN/ALPEdypPN4AhMAE4a1xsnvH8VelmqI1h/4AwBnOWnlCgeFohvdkgo8fekL4Ahm7/IupZS2zSCF9kUeXiy3iPbyOpMQIcHksB0co7wO0WoH748QB7eok88Cj007C9ESgUcQBEHIOdwCz3CGcx3XcSzHxlR1upZrmc98nuAJpjGN7nTnEz4BSNnBM4QhaDS/43fpewE5RBe6xAhmYcI8z/PO8zLKqLP+AWzLtmkdw7JlMlcQLNrLiVAIk6I0ECjwtAOHSD5OCh0kB49QKAJPGhw8+YgIPIIgCEKriRDh9/yeV3iFi7iIl3m5Vf3VUUcvejGf+XzN1wxiEG/xFnuyp9PmN/yGV3iFHdiBC7iAMziDaqq5iIuA1AWeQqeUUppo8ixbyEJ+4icnPA1gCUuc5NZd6JK2/U+bBkOHwuOPp61LIZtk8kK5kC7CC+m1tIK8cPDko8smk7QDAU5IQqEJPP7HzeoiR76nmoEIPIIgCEKrWcxiPuZjTuEUHuMxTuVU3uTNFvdXRx2d6czmbM5GbOQs35RNncdXciV11DmixM/87KwbwhC2Y7sW77+Q6EAHT7l5gAYaAJPbyMYWeBSKjnRM2/6nTjV/v/02bV0KuYDk4ElMPk+K0kheCDyCFwnREgotyTK0+DtZBB5BEASh3fAt33IZl7GWtcxkpmfdMIYxmtEt7ruWWjrTOWa5XRUK4AiOiFm/DdtwLdfyJm8Gbt8eCXLw2AJPb3o7yxaz2DnucavetIDqavO3W7e0dSlkk0xW0crDC+m4FNJraQUSopWHSIiWUIgOnnYk8EgVLUEQBKFZRIjwD/7BndwJGLHAdoK8xmv0oAeP8Ajzmd/ifdgOnkSUUEJf+rKe9fSkJxVUcAiHcAd3tHi/hUgHOsQIPLajx51IeQlLqKMureFZAOutXM5d0tutkK+0F4HHnkycfTbssANccUVWh5Mt2quDJx8nhQ7tQIATklCIAk8+fyabiTh4BEEQhGYxk5mOuPNbfsvTPM2XfMkQhnACJ3AIh7ARG7GKVS3eRyKBZzjDncdf8RU3cRP7sR8Af+EvLd5noVJKadwQLbfws5zl1FKbdoFn2TLzt6Ymrd0K2aK1+Uray0W2/Tqfew6uvDK7Y8ki7VXgyWvEwSOkwfmSE4iDRxAEQWivhAlzPudzIReyB3skbGuXIX+AB9ibvdmN3RjLWCe5McBGbMQ61tFEU4vKbScSGn7iJ8KEARhp/VvDGhaykC3Yotn7KnQShWidxmkUUcQnfMIa1tDF+pcuqqrglVfM4/LytHUrZBMJ0YpPoUyK0kh7D9HK6zLpaX5/xjGOndmZnvRMa79CBpAcPK4u8u/1i4NHEARBYAlLeIZn2JM9ncm/nzLKWMMa1rIWgIM4iFGM4jiOowMduJiLnbaDGARExaDmUk65Jz+Mm050oitdPcsGMCCpMNVeCUqybD/vTW+e4Rm2YzvWsCbtDp6nnoo6d0TgKRDsi91MJFnOwwtpD+00HCAReeHgyYAIk4+TQocMCDxllHEAB3AiJ6atTyGDFGKIVj6/jmYiAo8gCILAMpY5j//O3wPbHMmRDGQgc5kLQD/6oVC8wRtUU80O7OC0tStfrWQlAHdyJ9+SuIxSmDDjGQ+Yi8F4Ao/QPBI5eOxqWQMY4Ag86UxOvdK8/Rx4oAg8BUM+T1wzTaLJRGVl244lR7Ddlh7akYMnL8lAFa166gFvtUshhykUgceNlEkXBEEQ2hNLWQqY8uJf83Vgm+/5HoB/8S8Uir70ddb5w7BsgWcVqwgR4u/8nX3ZN+EYnuEZfsNveJVX2cAGEXjSRCIHTwc6ADCQgSxiEV/wRVodPOvWweDB0LevCDwFQ2sv9gvZwZNoUrR0aduOJcvYlfjywsEjeMmAg0djhaylsUKjkEEKROD5YVIJYVp3PtsCTz4JPSLwCIIgCI7Asy/7Oo/d1FPvXJjVU08f+lBMcdz+3ALPalanNAa76tbzPE8NNfShT7NegxBMqg4em3QKPOvXG3GnVy/YsCFt3QrZRHLwxCdRiJZtZ2sn5JXAk8EQrXyaFMaQxxN7oZUUQA6eCRNgr6P7czM3mgXt6HwWgUcQBEFgGcvoSU9GMII1rPHk4dFo9mZvNJpudAOgF70S9jeQgYAReJazPG67N3iDC7gAgEUsAuBzPgcQB0+aSFQm3XbwdKKTs86+05oO1q+Hfv2MwCMOngLBvkjORA6efCdRiFY4IFSpHdDekyznJfbY0/ga0vm7IrQBBeDgWbHC/P3JTh8gIVqCIAhCe2IZy9iYjRnKUMCUQrdZwQqmMhWAa7kWiLpt4tGJTvSmd4zAU02183glKzmBE3iCJ6ikkjnMAaKx+uLgSQ+JyqTbDp4hDHHW2Um008G6dcbBc8QRcPvteXudKLiREK34JHLwpOO1PfCASWiVB+SDg2cCExjEIDZ0a0reuIXk4+TQeV8kRKv9UgDJif33ICoqKmhsbAxunIB8/AxLmXRBEASBNaxhIAMdgWcUowgRophiR+zZkz25hmuoptppl4iN2IiVrPQIPAtY4CRjnsY0Z/lIRrKMZRRR5EwIxMGTHlJx8BzHcTzO41zABSmH1KWCHaK1337mv1AAZNLBk4cX0h4S3fVOxyTpssta30cbk8sCzy3cwipW8d12/eH99Padj5NCBxF4hAJw8Pg/gvc//zyDBg3iggsuaGY/+fdZFgePIAiCwFrW0p/+DGe4s8wucW4LPO/yLiWUcAd38Gf+nLTPjdgoxsEzj3nOY7saF0SreB3Jkc4ycfCkh1QcPArFERwBtLy0vZtp02DffWHtWhOiJRQQeXqx3yYkcvC00+OWDyFamQgfyuscPPb7koEQrYwJPD/8YM6ryZMz0397owBy8ASxsp3kQhOBRxAEQWAd6+hHPzZlU27hFsCEUC1hCV/zNf2tf83BFngmMckJAXKHdrnFHpujOdp5LA6e9BCUZNkWfNzVz+zE2P/gH63e5003wbffmsd9+yZsKuQbLbnYTyR8tLbvXCJRWEOOiBltTS47eGyxId9Pu7RjH5A05o1KeB6kg/feM38/+iiz+2kvFICDJ1250/NRpBWBRxAEoZ0TIsQGNtAPY7U4mIMBuJRL2ZRNeZu3OZ3Tm93vRmzEAhbwFV9xKqfSj348yqOsZz1gHDw7s7Nnm/3Z33m8CZu08BUJboLKpDfQQCmlFLkuA4ooQqOdPEutwS3q7Llnq7sTcomWXOy3F4En0V3vPJ0ktZSEOXhyzMET1lJFy0MGQrTs8yBjDh77nMrH452LFIDAY6Nbec7l42dYBB5BEIQ8ZRGLnITEraGMMgDHoTOIQQB8x3cAXMmV3GiXmWwGdj9NNHEwB7OOdSxkITdzM0tYwjjGsSu78h7v8T7vM57xbMzGAFzMxU74kNA64pVJz+TxXe1K4yMCT4HRkhw8qQo8+U4iB08hv+4E5IODhwyIDvki8Cxfvjw28WwGQrTCGDeQCDx5QgEIPOly8Njk+mfZjQg8giAIecBXfMXJnOzkTqmnns3YjANpfUWVdawDcBw8dqgOwHmcxz3cQ096Nrtfdz+bsqnjDCmn3Hl8PddzJEdyBEewD/vQkY5UUcXDPNzi1yN4CXLwNNLoJFjOBIsXwz77wKpV6b/IErKMOHjiIzl4YrAn9oHkyPudSQdPLlNbW8uTTz7JW2+95V0hDh6hAHPwNBU3EVHNP6fz4bPsRwQeQRCEPOBCLmQMY9iFXfgjf+R7vgeMy2YRi1rVt10W2xZ43M6Ondipxf26BZ5BDOIO7mAUo5jKVF7mZa7gisAwrG50k0obaaSUUsKEPYlEM+ngef99+PlnGDUKBg7MyC6EbNISB0+CyYLW8PjjUFsbuy7vkBw8DvkQouX8zmTwtPNMDidPhm++ydzOmklTk3F2rlixwrsigwJPxhCBJ70UgIPHxg7Ruv3623nthNeav32euPHciMAjCIKQ41RQ4SQnnsUsXuVV/spfnfU/87PzeBGLUCg+5EP+wl8cd04i/AIPwOmczuZs7uTjaQlugac73QEYwhBnvMdxXIv7FlLHdurswz7Oskw6eB54wPw9/PCMdC+kwGIWU055ZjpvrYPHxwcfwIUXwrWtT/2UfSQHj0NCgccmRyZMbebg2XVX2G8/ysuhd2/4+usWdByJwIwZrR0eEB2j8ou1GRB42ixES0gPicTqPOM9juYmK83A7BGzW9yPCDyCIAhC2pjDHEKEeI/3qKCCYQxjBjMcd427GtUnfALAERzBf/kvJ3Ny0v6nMIUSStiSLZ1l/+N/zGc+W7FVi8ftFnhs7Bw7nejEDuzQ4r6F1LErZdmuL8isg2fePDj1VDj00Ix0L6TAMIZl7vPVkovcBMJHVZX5u3ZtC/vOJcTBE0NCgSdXHDxtnIPnxx+hvBxuvbUFHd9xB+ywA0yZ4l0+cSLcd1+LxhhDBnLwZDxEyybfv0NyhQJy8ADczE0t3lYcPIIgCELasQWcLdmSHvTgdV5nP/bjJV4C4HIudx7XUuvZdgq+i8AAvuZrRjGKrnRN67j7Elsfuwc9ABP65S7RLWSOIKdOphw8DQ2wZAlsuWXytkJmWcrSzHQsOXjik+h15vtrayEJQ7Ry5JhkwsGTMSZONH+Xej/f5+8xHXXF5S3qsi0dPBkjx86pvKcAc/C0lHwSdmxE4BEEQchx5jEPhWIzNgNgFKP4iq/Ylm2dNqdxGjXUsJCFnm03sCEmwa6bECF+5Ef2Zd+0j9suwW2LOoCzn//wn7TvTwgmSEjLlINn2DBzXSgCTwGT5ipaeXjtHJ9CdPBoDWecAePGNWuzfAjRctwkGXhrEt31b9XLjrPxk5zfgq7aLkRLkiznGQXg4JEqWoIgCEJOMpe53MRNdKVr4IT8Jpft9FROZQELnOcjGAHA9mzvCdU6gAO4lEsBk6ujkUZGMjIj45/FLH7lV+f5ERxBAw3szd4Z2Z8QS5DAkwkHT329qZoFsPXWae06ayilDlNK/aKUmqeUiskSo5TaTyk1RSkVUkqdkI0xtjnxLvaffBJmzky+TSE7eNoqB09bHqdwGF54odkCj00uJ1m2CWepTHqrJqBpmL0mDdHKxxw8+f4dkisUgMCTEpEI3HYbbNgQt4mEaAmCIAhpo4YaHuMxAA7hkMA2N3IjDTQwiEEsZCG/8Iuz7h/8A4Bf+ZUxjHGWj2McD/EQ/+AfjvgynOEZeQ3bsi0D8ZZSymR5biGWoOOdCQePXYjl9NNht93S2nVWUEoVAw8DvwdGAKcopUb4mi0BzgYrRrI9EHSxrzWcfz7svHPwNu0xRCuTDp62FngAQqEWbZ4XDp4MDCObk8Hly5dTV1eXcntx8OQnI0fC8cdnqPMCEHhS0kA//hj++U+49NK4TUTgEQRBEFrEfOazgmip0td5nW504yEeYh/24RVeibttBzpwFEfxMz8zl7nczu1UUukRbewKWTXUOMv+xb84HFPqKFMCj5B9dMDspZZaOtM5rftZvtz8PeOMgilosjswT2u9QGvdCLwCHONuoLVepLX+iYwEeeQoQRe5jVYYqFV2OYYUJggFcc4kErLSOUlqywmXW+BpxgQnH0K0bMI6Oh1K95DSNSmsqbE+Xin09+STT/L8888nbZeNKloZox0KPLNmwZtvZqjz9pKDx/7tsrP9B5BPwo6NCDyCIAg5wJZsyRCGOM8f5VHAOC0O47CkCYkHMMCZyO/P/nSnu6eKlX2RvZzlcbcXChO3qGdTRhl96JPW/dgCz5AhidvlEUPAk6l4mbWs2SilLlBKTVJKTVq7dm1aBpc1gnLw1FjnWFGcy8pUHDxLFuf/RMJ/1ztV51Jr9pNp7H01U+BxNs+DEC2dAYGn1ZNCrWH0aKioAKBbNzj8cNf6OIpoOGz2u8qOl23JGPOxilZBKMQ5RAGVSU9IM4TBfBJ6ROARBEHIIb7lWwCWscxZdhAHJd3OLdCMYhSAJzTKnuS7BZ7ruI6neZrbuC3zpUuFrFFNdcyyMsoCq5y1lIUL4ZRTzOMCEnjShtb6ca31rlrrXfv375/t4bSOoIt9W+DpHMcVlorQ8e23+S/w+F9npsIcsuXgacF+Ezo3Wvh+L1q0iFtvvZXa2trkjRNg/+65XY45I/B8/z1cfDFceKGz6LPPSDrAUGPqTpmI9X62dYjWqlWrCIcz5OjJ9++QXKEAQrRSIgWBR0K0BEEQhGZTRzRWfl/2ZR7zPImJd2XXpH3YAk8RRU5ulQ504Cme4jROo4EGQoQc4egxHuNWbuUcznFy9QiFiV/gCRGigoq0OnimTYs+7tkzbd1mm+XAUNfzja1l7ZtEDp4uXRJvA7FVtFqYvDcn8d/19j//6CN44onW7ydbDp5m7DdhiFYrHTzjx48nEomwfHl6Po4RV5n0dB/aFk8KbfEqnuMvjmOlOQJPNkK0wqEwjz32GJ999lna+gai7sE2+mwsXLiQCRMmtMm+soIIPA4i8AiCIAjNZiUrPc/v4A7n73M8RwklSfuwBZ7+eN0Bf+JP7MIugHHx2ALP6ZzulDEXCptzOMd5HCHCBky1iHQ6eNatM39vuaWgnPI/AsOVUpsppToAJwPvZnlM2ScofCOZwJPIweMWPPLoAtph4cJohalkDp7DD4cLLmj9PrOVZDnHcvDECBPN3d528LgEnnQ7eNJeJj0JjXVx8mAFEIk3cc9giJaOmD5XrFiRqHnzaeMfnueff56PP/64TffZphRADp7q6lj3cgwFmrtJru4FQRCyxF3cxS/84iRXtitdPc3T9Kc/f+NvnMmZKfXVne4AMRWrALrSFYgKPL3pTRfiTMSEgmNzNuc2bgOMe2c96wHS6uBZvdr8vfrqtHWZdbTWIeASYCwwG3hVaz1TKXWLUupoAKXUbkqpZcCJwGNKqTh1wtuOoKTa6d1BQP/JQrRSnSzk453izTeHAw4wjxPl4GmnIVr5kGQ5kw6eRLRIk0hjiFY2HDy2qNZacS4uOXJO5T0F4OApL49f+txBHDyCIAhCuqijjmu4ht3YzRF4RjCC0ziNYQzjeZ5vlsNme7bnBE7gZV6OWecWeJaznI3ZOD0vQsgbbBdYmDBllAHpdfCsXm1Cszp1SluXOYHW+kOt9VZa6y201rdby27QWr9rPf5Ra72x1rqr1rqv1npkdkecZEKdlh20IEQrhQtjhW5xKe6coRBz8LQwRMvZPAMhWnGFiWbiuIxc3bSFgyctpBKilaTEUtyxtUGZ9LQLPHZ/GzbADTdEhUmhZRSAwJMSKYT2icAjCIIgpEQDDQBUUcVHfATAYAbzAi+wkIUcxmHN6q8jHXmN1xjBiJh1tsCziEVMZ7oIPO2QYooB4+CxBZ50O3gGxprHhCyQ8XLELUmynKqDxz0pUwr+85/mjy+bJMrBk+4qWq+/bo7RmjVJm1dRxTjGtWxfLXTwtChES2vzmv71r+aOslWEVPodPGmpogWxQk6SfhsbXJ+h449P2DZukmX7IGSwTHrGBJ4nn4Rbb4W3305v/+2NAhB44p1ioVCI+fPnexvlkXiTCiLwCIIgZIFGGp3Hz/IsJ3Ji2stW23SjGwCHcAiLWCQCTzvE7eCxQ7TS7eARgSc3aDOBx331bOc6aE0VLYh18Nx8c4pDilBfX59S24ziF7Iy6eB58EHzeM6cpM1f4AUO5ECqqGrZviC9ZdJt/P01Wflj/vnPZu+nJdgilPsTk+55XvTuP6y3fuNbtY8MhGjF3UcaHXUZdxb6Z/MNDZndX6FTAAJPPMaOHcsLL7zAqlWrJERLEARBSB+2gwdgL/biWZ7N2L5sB4+NXWVLaD+4HTzllAPQi15p63/1athoo7R1J7SCNgvRctOKJMsa18SshWEVn3zyCf/+979pbGxM3jiTJKuilS4iEUcMWVnRJWlhrhpqiBDxVGxMmXgOnhQnO80K0bIn5SWJCwukK0TLpi0cPKNHQz/WM4etnWWtGn68EK2m1F9A0jLpaQxzcnLw6AyHaNkUmCjR5mTKfZgDrF9vbnLV1taKwCMIgiCkD7eD517uzWjSY7/AM4QhGduXkJu4HTyVVALQgx5p63/VKnHw5AoZd/BkMsmyf0KZ4gX1jBkzAHJL4NG6TQSeI67elgsugJUrEzS3RJYmUq+w5BBP4Enx9TTLwWMLPMXFzRhgy2nLHDwffmiW/8pWKW1fVlmCQjN2/a7+jhNu19SQhiTL9nubRoGnzXLw2EgOntZRwA4eG22HhJonidshAo8gCO2It3mb5SzP9jDyDtvBczmXsyd7ZnRfboHnB37gCq7I6P6E3MPt4Kmiik50ckSf1lJfDxUVIvDkClnNwRMvy3ZLQ7Ty6II6UNDJZIiW7eBZ38HZfTzsc6JFAk+8JMtJXk/CHDzxkvjaAl0SgSfdE60QmXPwREUU9zrv3yBmLDKVMW9beFpwg1SSLEPCMKu4ZdIz4ODxnwcZq6Ll7LAwRYk2w/9ZD4cL5phm/NzLAUTgEQShxcxkJn/gD+zGbvzKrx5XipAY+1j9ht9kfF92Dh6APdiDDnTI+D6F3MLt4Kmiiu50T1vfdo5XEXhyg6xW0Uq2TQIUOr/vuvsnQH7BJ91Jli2Bxz5kiTSRtDl4xoyJLn/nndQ2DxIc4ykcKYZo2aStilbA0DKFRhEJJ99Jx1IzqkYd51jEGWiMwJPgs5m0THoGQrQyRjOTUQtJ8As8paWw/fbZG08LiPf1YJ/vupnfz+LgEQShXfA4jwOwkpVszdbczd1ZHlH+YDt42iIfjp1r5Vquzfi+hNzE7+BJp8CzerX5KwJPbpBVB0+ypK0BbTw5eFrp4MnqBXg4nNTBU05PVpKGZFUugcfeRVGCK3r7nAjRgqS59g7mzYNLLokuP/HEhJul5ODJcoiWTago8w4eN5FKk5RcVZTHrCsrM6J5hxJL4ImU+jv2/vURk4PHToAeQNIqWpkI0cpUDh4/uSYWh8Pw66/ZHkXqBInVs2ZlbzwZQLtFeAnREgRBMHzO5+zHfs7zX/gli6PJL2wHT1u4aTrRiRpq+BdtW3pWyB1sB0+IEJVUZkTgkSTLuUFKAs+0adEqTM0laAZsh9YkC/nwPwYi7kvRVgo8cUNO2gJ/lamAkK1NWcxgEiTLSZVIxDlW9jw20aFKi4MnSChIsNMWhWilKPCka8IVraLVtmXSIzNnmwfz5sas69vXiOWOwBPPwRNnoE1Nvv0mEHiSVtHKoIMn7QKP/7XkWjjR3/4GW28Ny5ZleySpUQA5eOKd3p5zz35tvsZ3czezmW2tEoFHEIR2wgY2MJOZHMzB3MmdgLcylJCYtnTwAHShi3MxK7Q//CFa6UywLA6e3CKlEK2dd4a//rVlOwi6yLWFmXgTgQRJlsO4JvPxJpTDh8PvfpfC0LJ4AR6Uo8b3vJKe6dmX28FjOSISzcHSloMn3rpEm9vn48KFMGWKeRzvrnmKOXhs0vV+hzOQZDnaX4CDp8k6zxOIHPZmDZFS75jiiWMWMQ6eqqq4+0haRSsDZdIzdh2SJYEn5XPwjTfM3/r6uE2+4As2sCENo4pFa83s2bNTH2+hCjzaF6IVIPA00MDf+Bv7sE+0XZ4hAo8gCCmh0TzHc1Rj7gY9xEMA7Mu+XMM1HMiBLGFJNoeYV7Slg0cQMhmitWqV+SsCT27QZiFa7klhMhtJqg6eeFW05s2DL79MYWi+icjo0XD11Um3Swv+EK1EVbRaO2HSOiYHT6Iu0+LgCRLfmiPwbL45jBplHrcyB0/6HTzRc7AtkiyHbYHHFjuWL4ff/AbWro0ZR0OkNHhM8QQefw6eFBw8cUO0mlpwvsTB+V6y3rK0O3j8xyPXRAn7vY3zuuuo4xAO4RmeMXdN0jz+6dOn8+qrrzJp0qTUNshUBcA2JfZY2yGCNnV18PuObzK/NnoBY5+rddR52uaT0CMCjyAIHjQ68A7wV3zF2ZzN1VzNPOZxEzdxEic5IVqbsEnBCzwNNKRt8tTWDh6hfeMvk55OgWfJEujXL34BJaFtabMky26a6eB5/HFYvNg89Th40h2idfHFcM89zeqjxfhDtPwOHve6FEJftDZRdLaAGiMQ2QJPRDnt49EqB0+6BB43rQzRiu4+Ped6WEUPXrrLpAcRsUQYZ65///0wfjw8+2x0TCGzfaMuDR5TnNfe2IIcPDHYO0yjwJPxKlpZEnhSPgdra83fOJ/9OuoIE6a+YrWJd77ttjSN0FBj5UnbsCFFh1AC12W+EDRspZXHwTO2opyPG/7ArZsPgFtvhZoa5/vSFoAlREsQhLznfM537va7WcQiACYykaM4ig504AEeoMj6GtmETVjJyoKupNWJTvyRP6alL3HwCG1JJh08CxfCZpulrTuhlQSJ0A0N8P33AY1bcsEa5OCxhZkUHDz19XDhhfDSS2a57eBJqYpWkslU1kO0UnXwpCDwzJljouhOOSVgm4Akyyk5eNYsT7rf2I0ThGgleB0tSrLczDLpaXPw6PQ7eGz8Y9QoIiH7M2QttF+v6xjbbWIcPElCtBr970lLHDz2PhrTdz3X5g6eNkqy3OxzME7YWz0mdCtcaQkwH3yQZL/N222xdY6FUg27K4AQrXjDdgs880vWATBjow1www3wySdOMnoReARBKBie4ikAaqn1LJ/JTACmMIVf+ZU3eZONXNVAtmRLNJr5zG+7wbYh9kXqG7yRlv7EwSO0JZksky4CT24RJPBcdhnsvXdAEZeWTIKCklImc/C42jaFzaXnxIbpPBN5KrGDx48rhCV4aFlOsuyfFLVC4KmzogPKywO2CXDwpJSD54xT4jeKu7GrTLqfTDl4UiyTnrYcPK7ZUKYcPMpyCUUoItzkE0nt15uKwOM0iOfg8YmtLXHwZCBEq82dhbmWg8cmzmffFngiOoWyeKT+8urr4ZxzYMOGTtbuA/ZfV2carVgRvIM8FXjiOXjcRJrMcY5o63eouNj5vixqgUzS2NjIW2+9RV1dXfLGGUQEHkEQHNxJkpey1LPuZ352Hp/DOfye33vWj2AEEBWCCo1KKp3HtpupNYiDR2hLbAdPI43UUNPiJMtaw3XXweTJ5nk4bEJtNt88XSMVWkvQRGrGDPPXTogdbdyCC/cg90WyRDCu5SEr9OTtxg/4U/H5qeXgsXFPQAJ3k8WJSFAOnniTpBTuotuHwjGzuLfxCDxFMd37cRw8vorb/PQTfP554oEkmuy3VuBpYQ6e6O7T835HMlhFS/tea4iSaJJl4gs89vvfGClpVohWQ8j3GUqQZDmpgycTAk+mHDy5nGQ5hfBMR+BRAQ7JAFJ9eW++aSL/HnhgU2v3Aft/7TXT6LrrgndQQAIPRM+96upqllc1Wm2tL9rGxlY5eCZNmsRPP/3E119/3ZqhtxoReARBcLBLAoIReNawhjrqOJqj+ZiP6UUvdmAH7ubumG23YRsUqmAFnjLKnMen0IK7oD5sgUccPEJbYDt4KqgAoBvdWtTPmjVwxx1w0EHm+fLlZg4gDp7cIcjB08HSkWMiLlrj4AkSLFII0Qrbc9hGM6iEVbT8/S1PHGKUUyFarXTw2IfU0Tr8Dh7fpCulHDx+gWfHHaMf5rgbJxhrgolfi0K0AnLwPP+8qS7t3TzBhEtrmD49/pgDxxg7tNZij628vJyGhgan4yZKY0O07DfZdaztNhGKmxWiZQs8jjzQEL+6adIqWn7RshVkvEy6/3ikUZxKvNsUxA+3myOOuGvfYE3V6ZTSV/cbb6D/ehkQ1YsCQ7QqrRuYXbtGlxVADp5kSZY/+OADflpnchNFItZ3TkODI/DYDp6UBZ7aWvQ6E/JVlMSBlWlE4BEEwaGK6J2e+cxnIAPpQhfe4z0AXuEVpjOd3vSO2bYLXdiczQte4BnBCKYwpdXJlu0fc3HwCG2B7eCxP+Nd6ZqoeVzmzDF/7bAR21AxZEhrRiekk6Dvpo6Wjhwz12urEC2Pg8d60GAG5XHwJHO2JHAjmN3kUIiW38ETdLwS4Dh4li822/odPD5a5OBJhRYKPM7mQb+V8USKgBw8Z51lQguDdhU44Xr4YdhpJ0jhDrot8ISKMpeDZ+3atTz55JMmxxSWg8cReKzJZkAOHjvJctwxxaui5X+/EuTRiTthdfedJqHEKZNuTbAzLvCkMX9QIlISld2f3SQOHufzkg4Hz0UXOYKDbZ0KdPDY36vdXDd+CtTBo7TyvGc6XGK1je/gSZljjkHfHXsDPBuIwCMIgoM7ROtLvvSsO4ZjOIADEm4/kpEFL/DswR400tjqimESoiW0JbaDxxZ4OtO5WduXlcGsWVGBx8YO+ZES6blD0B3gjDt4koVouS6oQ4kcPMmqaCWZtGVK4JnLXH7kx8SN/G6HBA6eaIhO4u4ASpYtgg0bYh08PlLKwdMSgSehctSCEC138ukUHDw2QZpY4OT6rbfM3yRioHeM3uGlA/fY1q1b53HwxJRJD8rBE45u/69/3RE7wGRJlu12CRw8SUO0IG1CiX0OatJ0gP1kycGTksDj/uwmSbLs5OBJIvCk+tWtHZEiucBzc5cuvPrqq2ZZOxF4IiHzXaMjAQJPY8jqJ0UHz2efOWd32gXMZpJU4FFKPa2UWqOU+tm17Cal1HKl1DTr/+GudX9XSs1TSv2ilDo0UwMXBCH92D8wAGMYA8BxHMcLvMDbvJ1UjBjBCH7l17yqpFVHHZdwCetYx6/8yjd8E9huA6aywe7sDpgL/tYgSZaFtsR28Ni5pJor8PzmNzByJIwbF11WU2NCtkAEnlwiPP6rmGUZEXiCHCkphGiFlll1vy2BJ2EVrXgCQBwyFaK1FVs53/1xCaqiFWeSFGpIPUSr2L6jn0TgSfTSPQ6eCy6A0aPNBzgV0h2i5RbCmpGDxz0M+30OFPTsTOIdk/+22mJDOE05eL79Fvbbz3zOYs5Fdw6ekB0aZa1LIvBoHTBZ9A/Uyt0SUyY9gUCTtEw65K+Dp6mJiopo9FGmaLbAk0IOnnBREVVJzt9UI6iiAo/ZwBOi1dAA++7rycM1e/bs2E7TlesqEqGqGcJra4n/cxTg4HEJPE6Z9KpqmD49scBz223w979H+1MZOr+bSSoOnmeBwwKW36e13sn6/yGAUmoEcDIw0trmEaVU4lqHgiDkDLbosB/7Ocue4zlO47SUth/JSEKEWi1+tCXv8z4P8zBXcRUjGcl+7Bd4B9zt4AGvwPMDPzCLWRzAASk7expppIiiwJL0gpBubAdPNaaiSnMFnlmzzN9XXokue+MNM1cEGDCg1UMU0kT45htilqU1RCvIQdCMEK3wFVeZBy1x8MQReBJO+NuKZuTgaapPfNzXroXbbzePiwmb9ylJmEcqIVqhEuCJJ+Dii2Hp0vgbpNxxCwSepqZmhWjZpOzgWbbM/E0iBrrHFnZNh1qjEZ53HnzzDcwPKCbqCdGKV0XL9b66Q7SCconECjyWQyhsli9cNIx3OaplDp4MhGiltUz6qlVw992JRYjGRnr1gp49W76bVEjpO6c5Dh4ijD30UO7dbz+TuynufoO7B8ydl7vuAqICj/1eexw8M2caVXLixMQ7SJNw/uGHH3LvvfcmfF3pJEgYjQnRshw8Tqiwy8FTFGM+DDgO//wn3HlntE2+CDxa66/BlV00MccAr2itG7TWC4F5kOyWhyAIuYL9A3M2ZwOwKZs2KxnrDuwAwPM8n/axZQpbYJnFLOdL3V0xzMadg6crXR2B5yd+Yi/2YiQjGcc4PuTDlPbbQIO4d4Q2wx+i1YUuLe7rPZOSi7POii5L4Wa50EZEdtguZlnGc/A0J0TLOhf9Dp6E47EnwEkmBlkXeBLl4HELPA2Jx3nhhfClFSVdgtWv+9gEuDKaHaKVQOB54IEHeOedd6yNW5eDJ0bgcQthzQjRCnLwJHRPpBBa5Ag8rrlYa04hr4Er2METmGQ5IAdPJBxxbeoaYLIky9aBevb5cziGd1Ny8CQM0UqzgyctnHwy/O1v8LPrWs1/vHM1RCvO58m+wRomwrzhwwESul0SakZnngnXXAPr1sWEaHkcPIlECPv8Ki5Om4NnjhXj3ZTqezNzJijF4k8/5eabb2bDhg3N2l9KIVp+B487yXIE6NSpWc7QvBF4EnCJUuonK4TLzrg6BDy1lZdZywRByAPsH5jf8TtmMYtP+KRZ22/P9hzP8fyH/6T3xzyDrGc9gCe/wqd8GtNuJSvpSlc60pEt2ZK5zCVChFcx8cqbsAkAy1iW0n4baZT8O0Kb4U+y3FwHj5vddkvLkIQMEd54UPTJjTdSWZkgRKslF+4tqaLlDk/yCTy2g0ej4odo2QJPlnLwpESyHDxukStJiFZ1dfRxoIMnYILU7CTLCUK0ysvLmTZtmnnSEoHnv/91xJpmOXhsgSeg3yDjQ319fdzJl66vT+oUsMfmLpOeDrOCUkECj/kTosTlzjH7XVvXjRN5lYq66DXBmU9EndQphWhZdoOY9E7WMbiLu5zrlWi/yUMq/edaU1NTcB6XJDhhL74QrRtvhA8+8LZtbDQ3EObGM4PbE/1EYYu5lGS5OSFahOlsVd2qdn8R+Ejo4HEJIQlDtFwiRCSRi+uxx+KOozk0O4TWEpmnfmNSJyxevNi7Pkm4VyohWpFQbIiWk4NHA5EIDaqB1497nVUdV/Haa69RU1OD1poPPviApRtv7O07zwWeR4EtgJ2AlcB/mtuBUuoCpdQkpdSktWvXtnAYgiCkE/sHphOd2JZt2YqtmrW9QrEXexEm7ISC5Dq2wOPmFm7xiFtVVPEyL3MgBwIwnOHMZS43cAO3Y3z0i1jEFmzB7dxON7p5Ss7brGMdR3Ikq1glDh6hTWlNkuWKCu/zAQOgU6e0DU1IM2HXhHr8LZ/Tty+st77mMp6DpzkOHl8VLY2KH6JlVznKUg6elAjKwRMvRCuJg8dtYCkmHOvgCVA7ml0mPYVKXkDLQrT+8hdUlVV+OJHAE8/BE3BeBg33k08+YZw7MZiLyevWceedd1JWFj8IIergSU8OHvfL8p+Lyp5gu3PwWKf1nWN35nVO5MlZezvt11RFv6Mn7zg1didxQ7S8x66+ziy/hmv4I3/0rIvr4EkQovWvf/2Lxx9/nOZiH2s775F9fG65BY480tv2m2/g+eeNky24M2t87lLUhZJkmQhdamsBqEyQQCihZuQ6Fv4QrUb3j4DrfQ/7817ZfbTkNyIOKScrjm5ghmI99ZQenzMHevSAp59OtrmHuCFatsAzZgzhJQuttkAkwvRB0/l5+5/58OAPmTVrFuPHjyccDjNp0iSeO/ts3w7yWODRWq/WWoe11hHgCaJhWMuBoa6mG1vLgvp4XGu9q9Z61/79+7dkGIIgpJl0JP7tQQ8gmsw111nHOjrTmUd4BIAXeIEhDOE4jmMRiwB4lEcpo4x/8A8AtmAL5jLXEXdO4iQUigUsAKCGGp7giZh9PcIjfMAHPMiD4uAR2hTbwdOSHDyzXVrl7rub65dNjGGN664zF+JC7hDR0QnEAjYnFIomGk1riFbQLWT7wvmMM0yIwPLl0KsXTJniNI3n4IlQFDz5+emn6MBTCNFayEInpDZmzClQUVFBTaoJiN0E5eBpYYiWe67lhGil28GT6gQ43SFaiQQee/IZcB4EhWgBzJgxI3C/c6z3MBWBJx0OnosuiuZ3DlfXxTYICtGyJ98RW7QJPtZf7PNd7MJ4Ak+D931dVRH8Xb906VK++OKLwHXJqmitsbPrNwNH4Elhkm8ZWOLfSLC3dU+imyvwNDVB//7exHI+wuEwd999Nz//7A3b9zhAUvluaUaZ9Egk6uBJFKJlG+z83VudRMfqc/B4wqNcYwnFE3jSSEtzpdmj9Ag89oXJu+8yhSmB1dkiEd8yHSvwhMOWg9Qukz5nDqEzTgGiAk/ESmBuu8/C4TBaa8IqzMqNVnl3kWVhx6ZFAo9SyuX/5Q/gJKx4FzhZKdVRKbUZMBwIyNwkCEIu4nbwtBS3wKPRgU6WXGI96+lLXy7mYmYzm9M4jY/4iEYaeYAH+JzPuZ/7OYiDnCoqIxgBmIpaU5jCC7wAwM3cTBe6cCiH8gEfxOzLXRpdHDxCW9KaHDx/+xv07Qs//ACffWaWbb897LOPSQR7xhlpH67QCsIqevFcbeVQixvhZF3gv8/7PE38O6Eekjl4ysvhhRdMks+XXzYWMNddViepsi8HT5ji4MnPjjtGl6cQorU5m7Mt23pXpOpWAe6//37uueee4P79YsXDD0cfh8OxOXjiOHiShWjFOHjCYe+xaabAE+jgcfeRsARXoo6TC4QtCtFK0cGTcL/x3CkBY0vq4Hn77aRKtjuKpWnpqhgBw65+bRw81utz0qNYbcNxjvWG3rHL4gk8dV4RdFV1cB7F77//PrppG+Tgsc9Be7KcisDTJd7PVJBA2NwQrXXrzP/LLovbpL6+ntraWj766CPPcrdAkf4y6WGKrfbxBJ4FC+Dww6PPYz4ubgHKmeoHCGuu9zYnBR67vXV+egQe6/Hbuy1nFKNic3/+8gv6u++9yyJFnnGYsfjKpAMh7crBE4nEVICLRCJEIhHG7T+OR/7vSWa40t45wZe57uBRSr0MfA9srZRappQ6F7hLKTVDKfUTcABwOYDWeibwKjAL+Bj4P611+rxdgiBkFNvB0xpniVvgeYInGMEIxjM+LePLBLbAA7AN2wAmufRe7OUIOytZ6bE2n8zJTGACP/ADO7MzpZir5n/yT6qpZiQjWcaymDsKdZirlpu5mZd4qVV5UAShObTGwTNtGpx6KuyxB3TvbpY9+yx8mFo+caGNCbscPDV0BaI3uuM5eB7ncf6TarR9sipaY8dGl9vlhDbfPNq0uQ4eNymGaK3B5zBIU5iB/RvpcMkl0ccZcvDMHx7OvIMn0fFpSwdPAoEnpbfQHXrhE3he5VVqqQ0cW5Or4G/gS/rDH7xZ5ZPQFCmOmfiHrLw7IUoIN3odPHGPh41b4EkWomU5eDp2NILByqpggcczWfZj7WPsIbCCFfHbNYOoWyq5wGNFKNE53s+UvW0ikTKZMGULQB2af73bKoEnaZLlkCO2VFVVsXjx4pjkwn4DVSohWraDxyOuuESwGIEnA+GuLXXwBIZoWSr4L4ONCDZz8YfexPGHHkpkctQ5CkC4GK2018FjiT4Rt8BjHQrHweMTeMLhMOFwmJWDVgKwZBPXa8yXEC2t9Sla60Fa61Kt9cZa66e01mdorbfXWu+gtT5aa73S1f52rfUWWuuttdYfJepbEITcop56OtCBolbkX3cLPLaLZRaz0jK+TLCe9fSjX8zyi7jII3QdyqHO4w50YHd2d8rAulEoBjOYWmrZkz3Zgz1YbkWqLvdFrG7Jlul6GYKQkJbm4KmqMv99eQTp1s2Evwu5R8R1X8128NgTgDp/5Ii1oo46x2GYfAdJQrTspE0DB8K8eeZx7+gENV4VrQhFyWfxLa2i1Vz7R7zd+wUe/z4S5eBxPY4r8KxcCXV1HoFnwVahlBw8zc7B4+4j0fFJJvDMmwfbbBMz67TzAjvlsd37jSdo2GMKGI97UYw7RpvCQU8+ESzwfMd3/JE/cgVXeIdvTdyW9+3j6cvNc889x6xtfY6wJDSFY6+h7JfmraLlE3jihGhR3st5OH2Lakb+DBUlvjBCS+AJNZodde1q1q+s8X5Rr1oFP9cs9EyWY0QK69gdNhb22eY8Z3GoFZ8j+zywb3wZF0Rw25QdPK5zuBJ45M9/psL+YXKtW7MmNpecs760lHjEE28y6+CJOGJLfX09zz77LA8++GDc7gK7dH/XWDcgA0PjXMeoyf2ls3p1bjh4LBIJPM5rHfMq7LBDdH1TExF/cvJwMZGiiK+Klt1PtG+PwBMOx4Ro6S+/JPLyyxRb2za6NMK8EXgEQWg/pCNsyC3wrGY1APOZ3+qxZYpVrKI/sXnATuEUaqhhPvN5jucY6kkvlpjBDAZgovXvFm7hBm5gDGM87WLCCAQhQ9gOnl8xSSJSFXiWW5rkEKmHmTcEhWjZ1/H19f7GZqZQS21i8cJNshAte/YRDkcFHtcMxJ9k2XbwxA3RctPSKlptJfD4HTvxHDyNcSaFgwfDQQehXS4sVZQhB4+7v0THJ1mS5XvvhV9+gTfe8K4q8u7bIVGIlj2OZoRoaa359FP43//g0r8qz3IwE60NGAfEEpZ4x2iNrbEkemC8UXaaRYsW8dofvcmJk9EULop18NjaFSVE7FJXfoEnhRCtf5y7kFkj4evB87xt7CpaloOnSxdjg1lW18fTbJffVrL9ba/w08CfnGVBJd2t3LMs6uTcw/cm6G0mQQ6eeCYbOwVWXIHHfpNcJ8W0Dh1YO2AAk3bd1R6ss27gQDjgAF8ftoqUQOCxq4X5J+stFXg+4HDemzQosIk7RMsWeOJVgfN/bBI5eGyBBwLElXghWgcckBGBJzq8ZoZoWU8974Ml9ih3np3ycs+2WvlkjtEXERp9ERM+6+sssh087hAtW/NxQrT8OXiWLSNy+eWUWEpQg2vaJAKPIAg5Rz31rcq/A1GB53M+ZxKTAOLm4bmBG9iczQPXtQU11LCQhXGFlhJK2JzNOZMzm9WvLfAAnMu5PM7j3MqtMe02ZdPmDVgQWojt4In3PB4i8OQfbseELfDY86AYB491oV1HXWoCzyuvwBNPeLb17MAt8EQiJscFJEyy7HHwpClEy81rnIDq05t0FGxNeIySlUl3JzRtTDDB+e47Vq6MhhqootaXSc+og8deb99dt/pKSeDxv18JBJ54SZYBxltR4PX1iiI710skGpJij8HvTo6KDu6+3S8vYOwp0NSoY8b4WacfzTpKCYe8/dpJllU8B09ZVKQJFZu2pSHfFM5x8Hjfy0X13htY61eXwIrBLOu5zDu+z1wCsNaeSatNqgLP/PlGu/riCxPKq3Wsg0drHVevXb/erKiqivOhDXDwdLROkAY7M7PvvZo61deHHQeWQOCJJ0S4l8e0WbTIvPhPP40us8Z2JB9w9H1+pcnQLIFn8VLP80Q5eBwHz/x5VFZ2Y/nygdF28UK01q1L/IVy8cXGxttMWuvg0Vqzfv161q1bF/2+sT47frNOVdcIC4f5TrAr7iN8+f08/vIx0b79VbSAkHVK2CFa9rlbZIdzFRURKSpK6OBp7mtMNyLwCILgkE4Hz2hG05OeHM7hfMu3zh00N7dyKwtZyCIWcQRH8B7vtWrfzWUmM9FodmCH5I2bgVvg+QN/cB67S68D7MROad2vIMTDdvA0FxF48o+gEC1H4PlsvLcsWnNDtO67L/o4SLzQ2hvCZT92za78SZbTmYMnHDBBfpC/AN6XHXf7MNTVxf8NbFaIlj/psmsW1pRI4DGdRR9qZfpxz4bTnYMnkXCRzMHjL1ltqQT2hKs5Dp6yWmtyniREy4/70Gi8iVTD4XBSgUe7Zofet8x3Pm2IvY4JoqnBGwYSVmEn7sM4eJwpq/UnSQ4eV4hWU4lpU+I/1W2Bp8n7mpY0DvTkAww3lEBdZ0p19GRYtKgXBx8MV11lLYhEPJNWm1QFnq++Mn8PPBCOOAJeeinWwROJROIKPKtXGyV6+fLVwQ2CBB7rjWvo2NEerGeTjfr7TiBb7U6Qgyfm/bdI6OD5zqp45i7f7eunsREoK4O//x3efBOICjxhwjRZopNb4Hn//feZZzkiw2d480GlEqJFETz44F945JFzo+3iOXj8311+Ro+O2qyS8PzzcMst5vHSQUt54w9vEIqk6Kj0JVmORCI89NBDPPzww64QreBx/nH0Bp45Z13SXThJlrVL4OlgvidsB4+2Plu2g6e8Vy9ePP10iq1t6933xZW3LH22EIFHEASHeurTJvAAjGIUt3M7ZZTFVGgZSzQR52Zsxod8yNEcnXoeiDQwnekA7MiOae13EMaCO5zh7MEezvIDOZBv+ZZHeISFLPSsE4RMkqpjx88y6yavCDz5Q9g1ofYLPPVL15p6zk7jqMCTkoMnXlniAAfP8qYBPNN4WrTN9tubpjFJlpNU0XKTROBp1LG/H0X2hHLNOu+kK4C//Q3+/e9raWgIvqtvT8KA2FmVX+BpbAwOYwOakvzMKRXdrvK7w/h+aqekAk/WcvD4BR5r4txcB89bb0HfsS/xPXs2O8lykFBg5+AJh8OOwOHPmxck8CR08LhDQBLgD8ELl/gEHtvB4z8O8Rw8rhCtULHZtiTssyzYAo/1Xoat5zM69I+6+rQl8NR2oYOOChsVFea6b84cnPG0xsHjj05ZuTJ6DoYjYSoqevDVV5vFFXgqK63vhIBcRvb4AM85XGo7eGyBx/cZafCHp6YQohWvEltCgcfuL0ES8znvzTWlKe+8E44/HnA5eAh7cvDYTJ48mRdffBFwfYcGdf/jjzArmvfScfAoRSjke61NTTzKRayjb/MEnmZw1llw443m8YsnvsiMHWY46Rvi8emnpmqnP0TLc6yt75tQUwnccyWhJu8JO21kKNbWE4BTJt0Sa8ZwEovrTaXcmCTL1vfHiiFDWNe/P8WW+6eqO06JUXHwCIKQczTQ0OoQrWKKnfweIxjBTuxET3qymMWedodxWOD2do6QtuB//I+hDE17qFQ3ujGGMXzJl54EzkUUsTd7czEXM4xhad2nICSipQ6eGTNg6NAEuRCEnMMdomVX0XIcPHT2Wuub6+BxJ7lMkoPn0Nq3+FPocTbQy6wriU5wAUfgCSmXg6eVOXiCXoOyQ0KuuRbOPRfWr4+7/Qsv2LsJvqvvEcH8Y/FPinwCT8QVOpMwRAuIRKLHObRuMHufNTyp4yapg+ewjxj3/FPOsrVNTdR1iu+YcWgjgWfcOPP3R3YLdvA8+SxsuaW1meatt47hhRdORUciND0VW8LcHQ6SVOBxOVy8aZN8Y0/VweMK0XrwwUv46sv9HYHHnWQ5EvHm4IkbouUSeJpqKwEo8R8ix8Fj/bVy8lRWbkR92DpfwsUmmWxdZzqo6DketsQiZ46vtePgUa5JcksFnpISaGgyn52GpgaeeeZsHn98L+JUAaey0q5WFOd3K0Dgsd8pW+AJN3gPUHl1sfdUDhJ47rnHU1GgRQ4e2xHkPlZWPyWY8c4cXxbTp/3d4k6y3BTHWdfguxEb/tWV53L33T3rbIEn4s9HA8xa1IU/8yin8pKzz3Hj9mO3qs8zmoMnmbvlkENgr73Azv5kvwuez2NRERPZjW8+OQ+uvocZP57r7yYlgSfiE3hOZgxXfmgcp0oDL71EZP5c89z6vK5d24+6uo5OyFZlD+Dgg/l+T2gqCRhrFhCBRxAEh3SEaEG0HPgIjAo+kIEexd59wXc/93sSGAeVF88EU5jCN3zDFVzRqqph8TiJkxiCsT38zM85nWg6nXz3XfRCXcgdWurgmTwZ7JyVQn4QSeTgoZO39rBL4Alb/xISz8ETEKK1UptcD05IVhyBJ6zSl4OnQceudxw8q9c6Y7yP+xwXqT9tEHhfZnjB3Gj/boHHPxa/g6ehwXOMwo3uEK3Ev3GBzoVWhGiFdRjGHsa88X9ylj2iFE+ef3507PFoYYhWc5MsOyk14gh94ceeMMldMBPE6dN3Yt684RAK0VjpTS6laV6IViRVB08LQrTKyvry7WcHexw8dg4eZ792mEkKSZZrNwyCix+hIaR4/nmTFguICjxh63XbLrCmDqxeb72/ti2ntgulRIWNGIEnEqHB0v6KXdWFbIEn2RWTX+ApLcUJy9FKU15uXk9M0neLqqrY0tUerPdFN4Wi2rJ1vOst0dL/GdNaed6+SG014SK8As/VV0fjkokzSf/+eyL//a/z9L333qOxsTEqWiRw8PTElPKqaOoa022QgycefoEndOzxcdvaAk9IR/t0PhuWCLaCwYSscY8bdwCTIqPMMW5JomCt436f2KFOTeGmlASQJT4Hj3ubCT93ZQ8m8vF7VwNQ2rHas3utSFHgMedaY3Ex5zxkzp2IdayUBh59lHCRlWzb6u/hh/+PJ544n4jlpqvqDuP3gb2/h5eOWc277x5FZWXLbqqlCxF4BEFwSEeSZYCruIqN2Zjf8lsABjCAV3mV27kdwJOP50zOZDazmYpRzJexjIM4iBGMCLRxNtHEOZzTaqfPszxLRzpyFmclb9xKRjIyq8mk25J99gmoViFkhKoqmDs3eTvwCjypiriVlab/UaNaMjohW4RVbA4ep/o0Jd5qRy6BB5LkmIFmOXicZrZrwppA+Kto2Q6e1oZoaQ0ffzAA6ry/YY6Dx+47FOIKrnBcpHvtFZ3YRnUH16T2p0nR3Sdy8AQJPK7nbtdOMoEn5E+g699fUxPVdOV/nO4sijdfmjYNyicMD1xX1rev059NzN31Fjp4UsrB49qXnVIj3nngnDc6NoFxE6UxzxM5eMLhMNOmTSNiCytup1U6cvAEvb+eEC17bNY6u3mQs6G00SPwLLr3vzD6Yr77aQRnnQWnnGKtsAUea2oXcoX5VVuVtRxbTl1nil05RxobzTa2wwStaexqjmlRgIOnJInQGuTgCVu5wbRrXPXVwUJAXV1qDp4bXtqG0lJLS7VW2Q6exobYY+lOtL7nITfSqZ6UcvB4QrT23pvIQw85T1evXs0dd9zBOPvOVgohWqHi2N9gdw6eUEkJKoHLJcbBk8Ch6wg8rmsAWygptUJamyiNEZXqGou93/epcuGFCcPeAD7+/GNuvTW28Igf+1UGhWgtXe193zp0MuLZU0+Z3YdXDGmWg2ddn2KePa6XZ51lgqOp1ArRcvVXVtaXULE5f6u6wze/Mcu/m3E0U6bswosvpjcyoLmIwCMI7ZwqqviMz5jABL7n+7Q4eO7mbpaylK3ZGjAOHoDruR6NZi3mV/YlXqI3velKV0YyEoViLGP5gi+YzWw+4qOYviczmWd5lrM5u1Vj/I7v2I/96E3v5I2FuNTUmKIRQttz7rmw1VaweHHytu471xXWXcRkLFhg/m4bXGROyFESVdGKmQiEw4SsfxAc4uRmaa9ePHTJJTR26BA3B8+0Zf04iE+dSYgz+bYmEM4YwiUQLiJU1AwHT5wQEa018+dvwX037QR/v8OzzhF4bNdEk3dyOnFi9LH9ktwOmsamaDLRpAKP+5j4HDx26AzEEQDcSXkDJrZVFd7jfRbPcSb/C9rcw847w+S9HvUs+2UrXyPXcY8ReFJ18FgKTWNlPfPYotkhWh4HTygEjz0G++8fHaI9Qa2v99zJr2looK7Y5UrDK/CErXMcot+D3333He+88w5VtVXWPgMcPFoTmecrRZ6iwBNqihWhgkK0wj4Hjw5y8PQp8wg8jWuM4zkU5/0eN/FCxow5MergAWoaYh087u+J+jIjRpT8YuVu0ZqGbvEFnlKfg6yuro6aTz+F7bZj/fLlaF/i29JSCOmog8fZrjI4BMn+aCXLwfPkl+bG2a+/lhG2ltkCT1N9rEhoF/UD+HHAIlMtKYUcPA0lDWzFVnzDN2Z5gPAxefJk8yAVgSdAkIlW0TIhWl0TJD4PFHjiCLH292/YJejpLbeEtWtRIbOPRjrECDzrazqlJPCUl5c7eZ+AaJXFBGyoSe1zFPY5eDyCq+/zFYmY8b/0kuUSmr911EaYgEjYjqkq8nzOWDXQEXhCJebBpN0m8e3e3zpNZh7xAXz4eyp7wFfmfjbVncz+vx7wDetInuQ5U4jAIwjtnAd4gIM5mD3Zk1pqqaY67fvoZedgAJaylDWsAaA/0fKdpZSyERvxOq87y1Y6EbhR7IuSlBKCJqCMMkd4EprP4sWmOsLQobDZZuYavzr9p44Qh1AIXnvNPH7wwdS2OYETeIu3UhZxV60yfwcNasEAhayRKEQrRIlnMksk4rh3IP736gY28Hf+ztjhw1jfrx/LBw8GrZk+Hf77YDQsC62ZuHQQn3MQNbZ7yCfweBKENpUmzcEzbwu441rL5JDAOVBvlzJZ7s0Ibodo2cegKlQet4+o6yM6GWoIxRF4/GP59FNWPvkB/+QWc4x9OXjcDp5Q0OzcLQYFOHiWry1lArvzOOdDUxNfs1+8zRPy8aGwzS/w0/Y/RRe6Jmgx+UUSOXjceYcsl8PtTw5kOPMIL9jC9JdiiJbt4IlQZJIZX3RRtBwTLmGwttYzxlA4zIxttvfuglLPpNAWLm2Bp8aqAOSEDQU5eF54gcihh3rHHi+myEdQmXSPgydsn2e2zclOkBzQmU/gqft5d6sf33G1RMFQqBOzZ4/wCDy1dv4n28FT24VQJCpQ1leatiVF0VjFQAePdc6XNjWZuzvXXAP19dx9993c8913lK1cyUNPPskvv3hL1pWUeEO0nNdSFSzoNjbaDp7EAk+vzuY1nHDCWr4pNdeTjsATIKIG3QzRpfHDoWxBYWX/lcxlLldjwoGCBJ4ie5nt9gkQeGyxORSg3URDtCyBJ4HYHSjwxBG/7e9bt7gfWb4cPv7YCRu1HTzO+Qisr+2cVOAJhUI88MADvP3227ErE3wh2aFNycK0wsCyjTdmvXVM3TmglE9EjETM+VpRYYtHRc1y8BAu9go8g1bZpjhH4AH49KBPncdNKwfDhD2o6g6rrenEhp5mjGu6ruQe7km6/0whAo8gtHPs0Kjd2A2AH/kx7ftwOwbu534+xXxBDmCAp93GmOR2QxlKT3oGCjzllAMBF43NpIwy+tCnVX20Zw44wFRHsG9oPvwwfP11dH2qk42pUzOay6/gePddGDkSLr00uizVMK3XeI1jOTblfdkCz0YbpT4+IfskcvBMYjeKifCDXcEvHKaWWqd9PAfP1VzNndzJ9O3NydbYsSNEIuy0E/zlr17ByD8vSSjwNHZwcvDEuwt9xAdw3R1w3pOg5vwS93U7lad8F/X2pKrRGkdZZC3xiFZ4dzl4QtHjk9DB8+67nPveMdzGP/mWfWIdPK7jElhFy52vJ2Biu3xtR/ZkAhfyODQ1sc51g8S3eUJmWFrIqo1WRRe6BnfDDYqbbrrR6jM25G4HpnMgn0V36hL3AGYvMJNP/eYJ5rX48zo1NfFp7T5U0S3QwROmmKpuJuJo9IXRzS7mUfNe1tXFiCd+x9OxvM3V90dfg31e2yFaRY5rzE6y7HPwrFwJDz9M2D/BTTHJcKIQrUUbD4vmfNJ2SWWr+6aACWnvDd6Jp0XYfw3kcytEADoZ8ba2zufgqetMUzh6LtfXmP0WdzICUCQCn1ceBdor8NRbWZGLw2H497/hrrvg0UfRWtPQUMr7xYcDsG6d9zNWUqoDHTwLL/GFyB90EGy5pcvBY97XFStWcPPNN7NixQqzwjpgPUvMXaVff92a174/xOrfFgOi3XYurqJXaXVgfsDynvHddE4VLbvJWuPICBJ4ih2F0o7riRV47PPM7eazcZIsEyZcUkI33xfpkqFLqO5qXm+9L5VCQ3FHloYWMoEJMf06Dh6XwBNWxby8xURGnvYfp02opISammhuoPXVHZMKPGFrjHOc8mvulfGF4XCxWecReMaN44nRo3n41tui7YCnzjvPee6uKub/wgtH7NLypk1jcWlCgeemm26kqqqrV+Ap7+VpozTM22ILb0W5kE8QbOhIVXdHX41+lxRFWMUqsoUIPILQTjmTM3mf95nCFE7iJOeHYRTpT7jhLp1+H/dxG+YLvL/vAnUndgJga7ZmEINYwYqYvtZjKqAkTQaagDBhKqiQ8KwW8p//wMKF3mV/+QsccUT0eWWld/3atbE3vCdPhl12MdeJQnLCYTjvPFMBdfRo2G03OOwwT07ItGILPAPF6JZXhJXtKy+mwZoI+EWXf3ON1TickoPHblOkTEcNHTt6JufOI61pCnkvqh2Bx5oA+QUej4Mn4K61bcx52iqSEv+7P5nAYyavZZE4VbTGjQsO0Yon8AS4iWox5eZClMTk4PEkWW7SJl7EW7KJRZvCIWOhMRw7AVyzwRVK0swy6W4cHcA20RSZ475s2TJeeeUV7rij2B6OcTD4JlIz2IEvOBBXI/PYeu86FVsz66/2N02IeAa3bHUph6x5gTN5Pm6S5RWDzeP7Lo/udwHGEURNDRF3rA2xAs9X7E9dQ2drXdh532yBx86pou28MK5zJhIBtt8eJkyIncgnCJvxN6utLaWpyXWuWxPDmg5dHRddxAkHs0KBQgG5VPqUmXBGH87n3Bm4d6w6UgSdzee2rq4BbrwJHrrErKztQigSPX/XRqxqe02mz0cXHMr13/8P/ncGxS5XR12FuVmnlYpWobKOyXvvHcVZa//H5Mm78MQT+3vG8l3J14EOnj/f58v5+PnnrKqupqLCykdjOdnmWaFys2dbziDrvOm5Onp3o8Sfl8klstX1bGTPAVP44gvreV30O291pwrzQ/pT1NFWX6cpLzfnTk1NFyJ2X8uWmt0HOXhWrjSf+XCYn/sNSBiiFSMALlhA/XITEx2yvt/8Dp6n//Q0T5xnwp/8Dp55w7Zk2267syd7xowrKESrSZUwevgXHldZqKSEysruTptkAk9t5848NjrCp58eGOzE8Y3f/fbYSYud7erq4IADeO3NzXl93F7Rdr731C3waN8+I2H7+9EKzVTFSR0869b1JxKK4+ABFl04lmdPPpuqHq7ztMkX0lfWh5pIV0fgcfaptHNDOhuIwCMI7ZBaavkf/+MojmIRi9iDPVAoVrCCz/k87fu7h3t4mIdjQqLcJcQBfoPJUhYixGAGBzp4yihz2jSXX/iFTdmUozgKQBw8LWDxYrjqquTt3KkKtIYBA+APf/C2WWm9vWPHpm98hcw333iTRJ53ngmRy5TAs3Il9OghJdLzDcfd6Lob65+X2mKHX+BJloOn2J6IduzIr4MHO8v/xXU0YPLyhMJxBB5/Dh7TEZXdulvjDhZ4OvmiYmqoiWljHB12uIv30jZG4CGOwHPUUehIbIhWYzhAAItE4PbbY7pwKnZRlDAHT2h9JfTvDzfcEN04EuH62+DTQ6CiyFsVCnxVlxtij1OqDh778CitWLZsCGM6nARNTbz22mv88kvUIaV1kRF4HPcB/JdLYncaVcVAa1ZNtb7Yy8zva4SIZ3C1ll42g+3jJlnW0ZvgMYQ2VBFxiWsmiix+ktkffviBynpzx8Ev8EQs0cGTg6eiEtabcyRS7Os3RQdPY6PmqqvO45FHLnYNvMTaZ5E5P4g6eOzDU+93B4AReAIIR3wigV/g0coReGqrG+CWG+HBv1o76kyjK06oocF8NurqzXiW1lnJt5cP8Tp4rDhsrRS88IJZaB3L9evNNu+9d1TMWMvDGxwHj4e6zjGL3jv6aOf9DFeZ8Xe0wq4a7PfdOm96uNzhnUoaomPDJ6KUhOg7bBoLF5qP5V133WWWr+nPI9/sgR47Fv78Z6f5/gcoeveG6mrN3XdfzZcvHg1ApTUOt8CzZMnG/PrrcIqqq2H6dF5btZ7t161mROWDTJ1qNbK+1xwHj/9QXH+9K8myGXfngO/Cil7m9foFHh1R1CjzvRjxaRpBSZZDqoQOutQ5J+vozItLTmGDS+BYV504B8/d11zDXy/vwrff7htc9tw3/rVry53HMSFa1g/Up58ewrgvDnTahYEilzjmFnjCfoHHysETzYetUgzRso5LgMBT890hLF++sZNM2YzVJ/A8cQFT96+OFXiKIiLwCILQtthJjgG2YRsu4AIABjGInvRM+/5605s/82dP+fPOdPaU6YSowHMERzCIQQkFnmQTkSCe4AmWsMRJ3iwCT/N58snYZQsXwnXXwUknwVtvmWVugWeNSbnER76c2WVl0b/PPmuSBguxjB0Ly5aZdBRKwTHHmOVHHglDhpjjm+KN5WaxapWEZ+UjTuhGdTdnmX+usHKAlVgpwMHz5JNG1LO3WbMGKmebvDYldtLRDh14+eCDne2u53bu5QpL4PHuK1mI1pp+/a1xFxMUQ+EXeKpH38NPP8GGWSvh/vtBKSKRCCHf5DhaOcn8feOI45k5YoSniqMHpQIdPA2RAIHnk0+81cjsLrCTghbF5uBxCTxrKiyRyp27IhJxIgRUUwn9d5sI+4x3VrurAtXWxU5cIhHg11/N65g81RMy6yZ6g1nx5JPncWr9y4HCWiRS5Dh4JjGKGWzPX4iWhw5RzI2bPs2w0R9T1a0b6+rrYc0aVlZawqL1YiJEPP2Hb7zZ/KU4bpJlW6sIEnhqVlc5k3iAUKjYE1Lnp6qqiskzTAJcOwdPVOCJdYNFHosmiW2pg6eyzrTbsMF1jWELPCGXwGPNxpssp0pDUPW03sHna4Nf1AoSeKwPT11trNusscGdPNkIPJWNxVRVVUUrOEWKPAJPnaXORYqKohZPZYe9xVcY1ewFgSFaQQJPaVOTI/CE6sz7Yws8Tg4WO0QrUu5sV1RqCZHWe9boKgtOcZjKzY3teMUK1/7PfJ7/zrzTiI2u93rCRPOa1qwxyxZOHmUN13JEuhISP/30ubz00qkURYxTbVq5+b6YvXA/dtnFamSJFLa4HROiFYk4TkX7+7uL61zzpySIKZNOCXyzL2iocF3C/8Ae0UqKruvtpqIOdMAt8HTh6Xnn8eWX0RKo62s7g1Ic+xYc+Z5rZ7NnE/YLn8BzPIdC0Wjvxved8thjzziPY0K04nyuwkDXmqig7xZ4Ir6E5PXFXanr3DkaqhtJnoOnoWM9RQlCtADWD1xJQ0fX58cv8NjjKfI9EIFHEIS2xs7s/hIvMYUpdKNbki3SwzCGAUbcGUusbWMYw1jBCq7giqQCz/p4d2ET8D7ve55LiFbz0BpefRV+9zv48ks4+WS4914YNszczB4zBnpbh9Qt8MyfH328whV1t3q1+VtWBuecA08/7V0vmOvCww6DvfeG6dNh+HB48UUT3jZ4sBF4tI66odLJqlUSnpWPOKEbCQSe8q69zIMPP6TuwWiMZMOcnzj/fOOYt6+rt90W3h9h7ngXWROrus6xE7N19AOtCflCtM7gf1zGfXy8zkySPALPpF2ZNcckjY1QFBv7SYCD56sP2XFH2GtkBVxuYnh0OBwNh7Eu6pusks+2q6aRDrxz7LGUqfgVXNw5eCLWpKwxXAdvHQsPXhoVeIJCpIANfc0XYKS0Y2yZdNd78E1pV9b18zpY3QKPbixFlTZBcVSAaHQ5EqrrYidYkQjwnpmJPXr1fH77W+ept53t4HG7VpqaAvLaFLF6dYRTXzuW3ZjEIXziWb+Kjbhls/+xeEAd9151FQ+vWQO1tazCUoWtu+ERTBiXBv7Gv/mK31rLi9CRCKFQiIULF7J4sXnvwxQ7aS6Ubx4MULOm1iO8hEIlCR08Gk11kXGeFFFEJAJNTSWEw4pwvR2q5ToWruMSNwfP/febhGhxCDT62C8qrJ2JfkQrIkSwtbu4IVoBxLT1HQMdKomGaK33xUwDda7PlS3wLCjqxr333usIlWjlEdnmzOvB2LGHOHmzAEfgUUFvlt2kUQWWSXdUDaICZmlTkyPWhrSZTMdz8HSLRB089aFo2eyIUh5Bg+IwG4YvAmDJEpeot8bkgWyiFIqKGM8+/JNbnNUrV5pjWlzq/bzbiZzdFFsOtj5dA95867vE/u6zvwvqO3Xi7WOPpV7rGIGns+s7Zu6CzeHOa6L79wk875cfCft9A8+fiWWkYgGbsRc/8B7GfRTRrrBTVWpusPpEcbdIt6HeJFl+51j44EhXoxEjqOvkC60DJwG1/R3WWFfH++9Hr7mrq6PHxQ7Rct7POM64CPEFHr+DZ9nATXnq3HNdudhIKvCU9SnzhmiVxd70fe/E15m+0/TogjgCT7gYqO8Y3edt/2T5Z8MT7j+TiMAjCO0Q28GzKZvSmdgL9UzxGq/xIA9SQ43j1vEziEEUUURf+lJPvefuMkQFnnLKPclBk1FPPb/wC5uzubNMHDyx3HYbPPJI8LoVK8wN4qOPNtVrX37ZmV85uAWeTz6BqipwV5q95ZbojT/7rzvE6NNogYJ2z6pV0aofS5fCtGmw447QtSvOncEhVsEg+xhOmgSHHx4Ng2gN8+bB5psnbyfkFpEUHDzOhPixx6h791VneeMFZzuP7WvvMtf8MmJN/OoC4vbq6RQYojWbETzAZfz+m3+YsbgFnpNec/UdfEna0Wc+qO5pxv4L20S31ZpQyLrwthSMaOUkqyR1uJimDh0oKyoP3I9GuYo7FROxPkSNkXo47i3464NOGAUdOsRsHyotpbKXyTfXWNotJkRrbp9oUYFIpJim0lJ3PAGEw06EQDhUHCPw1NdH29bUxR4rrXFKNC+u6AWYfF1+3CFaNlNWrGTyj1tTWxu9HohEinjggVJe/nkHAFbjtfMtJ1qtLEKEhg4NXDXhu2jy5w29QUcFnno6cTd/42JGW9sU8eHQodx+++08//zzLF5scpCEKXaSmgaZQqqDBJ4EDp7x+45n7KixzjgPPBCOOWZfnnnmHBYOWWgtdx2fntEbP3EdPJdfHrVSEpv/qCHIkGBNppcMXucK0TIh7G+MMF/0DQG5duILPL62fgdPQ8eowOMKj7FprC9m5UYrWTx0MQ3WAbeFFfszg1aeHDz3PHYy33+/F/Uh1wQ/BQfP1H6rWFG6wuoy2MHTsZPpp0NjYzREy/quKLEcM99+O5BFi3A+V+7jXtcUFT3CxcUxAk94iLkLsnRpxBEYbEKUgFL8hvHcxj+d5QsXWpXEOpjvkgjwBOdRUdoDP0VWuGJpU8B7GA5T36kTjcp8b4RqzJfa93vuyfSddmJinz6OwBOyBPqOLoHn5efPgr/f6Tz3CzyLGoaZB/O2dASeclf1WvAmjl85cDBNDcQIPPZxL6WRhqYij6vpG/blo4E78voxRTymLohJBG//7tg/Ld/8+CMTJ06JjnHRZoS/28tqY47/gw8+aPIrxRF4wlrHFXjs/Fnu17e+Xz/nK1XropjPRAxFESL2MYgURWudu/ELl1b7fU98FbaJVourX7IldK6Hp6JW9HUHv0a2EIFHENohtsDjz4GTaTZhEy7lUs+dw3jY4ovfTu927kxkYsr7trPZu5PQicDjZcYM+Oc/4f/+L3i9LdRsu238PmyBZ8wYOPRQI0i4HTyPPQannmoe2wKPm8mTmz/uQmXQINhqq+jzhQthp528bQZYc0Y7N89115lQuM8+a92+KyqMoLfNNsnbCrlFWFkXvgkEHvfFvjtKYvWA6MQlqCK0nR8iyMGzvmvHQIHHTxNx7oBaroZ5bMGefM8Ga4ISI/C4ypyPmGnMNRGtYxw80cS6VtJNa+bxzWu7wM5TrLFEJ1FhVeIJ0QpbFYMaI9ED4b/hYLOQYZQXR2Mj6kp7xIRovbdr9LcnEimiOPZNYUNvqzx0qBhKmzyTizVV0WM+/J3Y8ruRCE4YXI9iI075k91DsMBzXdeveemVI3jxxVM9Y+zZM34xA7fAEyoNMWPTRfznElNWfN9ek0xi4OpurFq3ihdef50qunu2j1DEpAFR0cs+VHMZTkVJZ2uMsfutWV/vC9EqIRRnIqc1zNhuhvN8xVfDGTcOGhuLWbZsqFm4ri9Na6PjmLWpKwwkIAdPXR3Mx6t8+9/KhgRVtGgq9eTgWcQiKkut0EdinSFxQ7RcQkJEa9C+Y1DfyRF46stiT4T6+mIeu/AxnvnTMzRZrgT7r3IJPG7dRlniQ2O4g3shkFjg+bnPGuZ0M5WWIgQLPDbFjSEnB1aT9VdrTShUxH//uz97DV/r5Ehy5/OqdO0/XFJCnXKJUCUhVu5gPuvLlmnWDFjjvD6AGroG5ptZuNC8H7bAUzfuIC7gCe5ffVlMWztEa3W16wtrgGVTDod54/jjHXG76ZMvnHECRMIN2Gm/bKGkJF4VKq1jzpNZtSOd17NicAd+HjmSV0492dPG/Z3/2nEnsXRDdYzAY6poaXoVl9MQKqLe5dTZj284fPU0Tjz0Aq6qvpcJE3b39o+dn808r6quJuwSLF999STqDzV38OwcPADHHdeL0c91JhwgSUyavxn/eP82ysp6mb5dubdicvBY3+/1Hcx3X6gonNTBE3Ftx/QdYeou4E9ePmoK9FsLV1t5m6zPyPgjPoAOUWGqeuyJ5sHSTXz7SDE5WpoRgUcQ2iF2iJa/ilUuYYsvtmPHZiELOYiDUCi+Jk6SgQBsgWcPuzwwxCR9bu+4HedBiXttoWbLLeP3sfHGsM8+8Prr5vnChfDjj7DFFtE2dk6eVatM6NFFFxnhZ/jw6Lr2gNbxK9/YDhz/Nd6OO3qf97Xu1lnXu2y8sfn7wAOty8tj51pNJOYJuUlQiJb/XIhEiljXFy59EFa7vgbfPi7qxY8pEtVUQpN157s2wMEz5pjOJkQricDTWBzrfoGog2cKuzCBPZnFCMAK0XrhNPjoMAAqw1XONrPf/AfnX25USMfB8/5R8NV+rtLYtsBjJhsfX/tnmLYzRJTHBdpEqdfBEyDwOO3rvELP5izk8MYPnfCAupJYB492TcDXresbKx5EIqzrZyWitgUe1wRlZVXiUOqpU+Guz00YXI9ic9c7kcCD6w78Jz3t/CTRxNmRSBG9e8cXeNwOgcbSRpZP2wnW9+P+HX5Lj/1NtSGuvpula5cyf8kSypQ3v1+j7/Xbx+cNTuCGea+YEt1BDp6yxpQdPOFwESWuSezkC06LbdR/HWvvudF5+uLW08zr6wm3XL+epmLXh6epieOPhy2Z70nM7Bd46hM4eAiVRHOxUGSESGvSGCjwxHPwuASexlDAgarr7MQ31pbFWjob66PHzMl543fw/PsaQtO3h0iESCRCseW8aAi5xpmCwOMOH9OusKwggUe5ck1VuZLbVlUZ8XlVqL/zuQqp6DFY0yX6GsPFxUwY5aooVRxG9ymjUydYvlzz2IWPWYMxY6+mWxyBx4xVlYRgztaU3/N3AFY0DY5pW2zlq6p354bZaBX33gtTFvRi2aAhzjm+oasVqmV9BsIR19it75CieAJPKBR8nli8eNphvHHiiVT39H5fuAWeSKSIknBJjMDT0NCJjh0b6KAaaQgVM8d94Waz1swb6urcbr+okGG/vU2uUDs/toNHa5gxox8X3zggRgAGuP7lP7GkfFMqfrUSRbtzefnO+eUDV7N88HLqOtp5onRygSeiTCgjwMLNoVsV/HFMbMP1/eCeq60XZv3OlDZ57j5U/vtfgfuooipweaYRgUcQ2gkrWUmFVXFgLWsppphePgtnLmHnx3ELPHXUMY957MM+bMVWTGd6vM1jcAs8v+N3PMdzOf362xL7OmJutOIoP/wQ227+fHODeJNNYtfZKGVy6bj56CPYI6qrOWFFdhLfRx+FCy4wbpT2JPD8+c8mx02QyLNoUfA2foHHTuNhVw225qR88QU891zLx2ZXoxWBJ/8IqqLlP8fC4WKOeQceuhQ+PDy6vMF1zXzffY/yi9vCVdOVhhLzZVHdLUBseOk0Li+7JrnAUxQs8KzpZ1wU9VZp9w3Wb0DHBuCMF+Bwk6W9MuRSnv55G+UnmMqPTe7cCPt/FZOIPyZPS30nT0WuJtXBqWr00kljeKf4fWbOnEmdjgo8ZeURlIJbXjcfvFtuuIExJ54EwKTIbo7AU9G5tycHT6SkJDrBGraQ6dN3ZJX/BkMkQtMXvwOlqVrf29wddk3KllUlLoBw661wzZt7oIEO1mv/dvxPMe3sOU/ILRitM6/HLUKVl/dm0o2+zPguKom6vZo6NNFo5bIoHbKIjp2tCetjF9FoCWwru3rDWjb08IV4uF7r9+uOhiLNhvdPj9lvkMATz8FT2bGeUtd5Ub86dhIZg3X+XvcveP7scmZuNzO6rrHRKRbgqUr01beeLoJDtKxxhEqo7GaOxYbijuY8tSaZzXLwhKKvq7ouQAyIFDsOnoqy2CTajY3R7e3PhvMZsr8waruyZv/vGVy6hoa6OkfEWVMxgC/Zn9c4wclZVNUzmg8nBtdnLzwumsjXL/A0UkrElWi60ToftdZUVMSe/xVdO1I0YDXsNhGqou9tuEMHVvR3iTBKEykJ06ePZtp0Bd9b4k8SgWfyCpO7qamuM/zuC5pmbW+GHZDaIFJUBOEwnuJmfcq48koYdfPR1HSOft6++K15vxu325afR/xMo+t7yP7+Lg6H2bChJ3Pnuu6oRRQ0NXnOk0GDvIkLq7uZ78eiIu+XvvvzNXPmSFSoKCZvE0CnTvV0KDICT2X3+J8Xb3RpSYyDJ1DgsW4Q2CFy7u/kVR3jf7/9MKyCiIpw5RVXMm6/cQA0+k/pUAlPnP9E1IGjk1fRCuuiqIMH4Ni3YeepcdsDcQWeeFSQ4HORQUTgEYQcYSYzPVWm0s2BHMgO7MAC618/+qUUKpUtghw8c5iDRrMd29GNbnHt8kHYAs9QhvI5n3MmZ6Z3wHnIG2+YPDmbbGIcH/PmwXbbmXXLlsW2nz8fNt3UiQKIy1ZbwbXXwoHRapfsvjtsvbV5bId++Ks0DRwYTbycizz+uBnj/fe3vmqV1jB6tAmtcos5oZDJt7NgQfB2Q4Z4n3ftCh07RgWelSujYVxffdXy8U2fDp06SQ6efCTIwRPTBvhuH/PYXTik1jVJCoVKmLi7y4Y/ajLVjZ2sroP7vn/D+TSFE19axnPwNClNpKiIig7mQr+cXoRKSljiU5Qr8V5U6xoz5iZf7gs7RMueiMcIPLVdvAIPpdFku02lPNpxDK+//jozu7lcAm+b0K4HP96Gyu7d0UVF/Lz19s56W+BZ0asL4aZ6x2mwqGQY6+wJ9R/HoHURD+z3V5b1cYUJRyLwsCs+1ufgmbh2GKnQSAcarUlybV3ssV5pFVALWXl6AFg+JKbd00//iZerT45ZbuO+414TgTprAl7eL0RHl5ui0ZrxrejmncD5cy4FVcLa8OlJMcuqK0NOpSRInGT51WPf9jh4QnU9oDRxBc7Zt1zP85zBEuu006v7E7JFB9cXvzs8KLRwqaePxlCCa6um0miSZVRyB0+cSWSj63wPFHiAYuu1VqysiVnX1BDd3u/gWdjL+16tjGzEEw8+6Dh4nhnzJ37Hl5zEa7w42fywV8ZxGpkdFMOSofDDHjS68m7x2EWeZjV0pd4VWmXneTECT1QgrLNE4G/2hkhpE3Sr9gjaoU6dvOeE0oSLw5RE6hj/TUfY+3uz3Bei1UF5j3XjYmOJbartApWu8FVtfQ92qfaM6XcXb83CXzaOduA699znd5PlPHrt99N5/cTX+XTPaHL5UFGEih4V1NSV8MADl/Hiiy7XWWOHGIGnt08ArLU+e0Givs3YsYdS8d0+MQ4egI4dGyhVTTSEiqnuHJtMOfqd5E4gX0KkrhY29GJ9qVW1KxTirbeO9W4bKQYddfC4RcYrb4gv8FTV9qChg7neH3fAOLOtX+CxhRdb2EqhilYkXBzNwQPQtQauuBf+9FT8jdwCT4fE3yVA1ippicAjCDnAGMawHdvxBrFlV+PxKZ+yBVswm9lJ265mNbOZzRKWsAVbMIYxnMiJrRlyxgkSeMZgrJPbsR2d6BStaJICq1iFQuV0WFpb0tgIJ5xg8uSsWAGXXWZcG7vvDsXF0ZwubqZOhREjUuv/jjtMQmWbXXYxoVr772/6bmgwyVvdAk8uOnjq62HPPeHDD00Y2Zo1Jr/mF1+0rl93rqEvv4w+vvBCI7j9FHvjnT//2XvXDMzzvn29As+228Jxx8G338b2kSpTpxq3UDIxT8g9wvYFbgKBZ53rbvsq12fQ7QoIhUq8Qs6CLVg4Y28AGgOqyDjbJXPwqGCBp65TPQ0dOvDh74ylaAO9WTFoEBU9vZOMik7ek9LO0xJyjR2iSZbtnD/hcDFz5mzt2mFnT4jW+6HDouuaSmkKmcl8eWl08vzrIDOWpqZS3j/qKOexn3+fvoZ//nkl/OtfjOUQtqify5vPnmNWWneIZy0awaWlV0Q3ikRg6dDoc5+Dpyb0/+ydZZgcZdaG75K28cnMxJV4iAEJQYIEElgSgjsswd11IYu7fLC42+Kyy+LO4raBAAkhAiQhCSHJxMdb6vvxVnVJV3X3uNU911zdXV3ylna9Tz3nHJfOlgt1BNmk9+5q61K39SMFB8PX21JZbZmfi8CTCauD55mrr+C3R08Qs+qvolhybNTpMRsrjcptBha30MpuK/mzJPVHJ6d/apboDZvsPddYLOBZJn1dbqXp4ImqJOoi0DX9j0z1it7M4J+iwFJC4pVTHuQ//9lPXxmzQ2dz8Dg6m5u1VMcMAH2XQkxNhnfF0WwCj+Fes6G4izd1UXPfegk8Ab3605KcHqnT15jHrbH9jGN5RW6qc2N9XV1S4LGyoSLAkiX9qP1wN9c2AKLT3O93eEycAzsf+ZTraBXkUSsZGbbjxC2db6uDZyn9xDooqtg+eRXE9ON5g6ax/5YnEXUcE3ElTlXMInRZhOgK8kDTiOe431NGK3NtbpcaLQyJOLdeaObCWrqhH/+d34NXHtWTbxevQ640t6P1GJV0ce6rYQvFesjm8VKeX8Xt597ONZNSRTlqwhCLsaLEvP6u7el08AjRSXPkZHJep+o2FrgKPOFwDQG5jtrVG9lQ4JIvTV+PVT3M0p2xmEpCi0OX9Rz0o0jWWFEJixe7PCGqyknm4IlajuH/9U49RpOTbOpCXdAeZhiLORQsY/2MBxzZCDwJGS1q2U6hWlDj7mFazuVk4eCR1GiLFrKx4gs8Pj5tgMd4DICDOZg5zHEd5zRO4wnMmIsneZLf+I3DOTxjEq8vEU8rDuKg5LCLuKixzW5WnALPZjZzMzdzAAcwlKGECZsVTbJgJSspoUSUhvRh7lzzvV54hXXrhMumrCxVaFm7VlTQ2n777JdRZtHShgyB/HwhPqxebYZxOR08a9cKMWXhwvqtT3Px88/w9dcwbRp89x3MmCGGuwlg9eGSS0RC6qIiIa7dd58YbmyXF8zCRgwaJBw9d9/tPq/SUrHdjHLpPXoIUWrxYjM3T7ZEoyI8b/Zs2Gqr+q6VT1vArYpWCtEA9F4GZ//DLvBYnqhu3pzH/Iqhtsn+6L2e2mD6m9qGhmhpCZnaUCiZK2c9xdSFQsmnvWIkeLLbBbbpDIEnGrU8sY9UJR8AWAWe556zOFIcDp5jKu8xv3tvComoWI8aSw6WqL6wSiXOLRfM05drCZXRO1dUR/jPrhvh8895O8ciHAGUrSEvfxPffDOB/3ywL3/+KZxyp1xcAMstT/8dDh6AolDmC8+ll4W4bH+RRGuDW16UQ1+A7b5mbk+zg4Yl944b460FDYbPo5h1NgdP1Qaz8tSfvWW69jKTuMVqRAdnVbjINk9tQxeuvPIKFi4cxAOnPMCiLRbjRKtLFRLX1KpceaWZMyedgydYkScEnpXdIajvxwwCj8GqbiRdGz//PJzP2YG/nPN98nurg8fp6KyJe7ix+wmBZ41u3NqQVy2OU72jXanmpk7jKfCYx11ltfs9YFAPqVwdTn2w9d1FN8KxjwpHhb79EgmFREJiXcT9HHcTeCJyDY8/fkxqkmcrtbpwNXckFK0nXOZ+HFeQZzp48ipIxBU++EB05jdtsiQxJ8K64mIiFRGxffI3UxMLcOUVV/Js0Xo+ef9K3uyW6uCxtX9dl6RYUUEe1NURz3G/p4zXRMzYI6A2ESKu2B1Lmuq47uVUIVWY58gN51kSo0cDfDgJftHPk8V/DoF1elqCPNGGf+/qYmeuCUM0yqzRZltW9V9ifn/d31n6uLhJSSTs7XEKPPGEDC6inJJbQVCO8tOgEGde8y585KgspV+TFgw3Hy7HYkpS/1ofFaGnq9a4HMsAeZVE9bZZHTxrnzvTfXygZn0Za6vCME/EjMeluGuIFmA6eLIJ0YorJKwPBgzBJuIRHfDt1vCLHjKnxDI6eAJygsG0Tql0X+Dx8WllokT5iI+SnycxyVYpCiBOnPu4j2M4JplYeBazAPiBH3iN19Iu4xmeIZdcZjAjOaw3vdNM0frkkYeCkhR4VrEKDY192RcJiRChegk8y1hGX9Ikj+lkWB0kF1j6S4cf7u6kufRS8VofgcdSICX5vqxMiA6nnSY+d+tmH0fThJgydKjpSmlN5s833yuKEGNAlIFvKLW18NFHIu/Q7NlC5Ln0Uns56h9+MBNTX3opDBiQ6t4xKC2FV14RKQSqq4XAM0qPGvnpJ/dpvLj9drGPN240S7H7tC/W5upPDNMJPDEVVvSGO89mvSVKKGrpUL/00sHc+eTZtsmWbrGGFw5+gXR45UOR9OpeUdlDZE/IVEciyTCR9RSzOS/PLvA8fSRzr/u76+TLSi0XjNJy6qjjeQ7hv4hOTCzmEAGqI1TEPfIjPHYcy+4WjpQqi3hQpws88bog32/1PQkSrK0zn4KvK9CzGteEk/2NZYWO31o1RheLyFCr1bF4MTzwVJ5I5qmjhWpTyvxu2OoX9/ZauPvkULIzGnVJYpuk3FJFM4PA8x9lP/PD3JGUsNYUeGrtgt36siiBcC28vaetDWs9cmx89dV2EFNcj9dEZaqT5KeqrrbPsZhqz6Nhnf6xY1n/zOHw0a7mwCwEnhLKhfCp162Px1Um8jnv7GoJpbE4eKJRu8BS6yVy9lsqQrT0i7mGJJxmeud7UzC1/HZjBJ6I7maodRHKAHj8WJg3wiaQxWIK32+Z6pwCd4EnR8r+Poyl/ZB6/kHco2N8xvX5zBql/7jmVRDfWMzkyfDwwyXUWo6zWkLcdfbZVIUKkg6eOt2ttjpfiKwrHHngy8vKqbSGka3uClViJEPgSdthtwhYtYkQVTnl1iil1OtapBo2WRxZCXMbrylW2f2yXeGCW0CDN2e+CjuLe/vKsK4WujgDqQ0JNTHqIkrorLtLXLMzOXhW3nwx3H9qyiIWb/U9WqiOZV1DrLv8Fpj0EfxiSbZsiCaWEne1tWFidea15hxu58/V3r8/tTX69cni4Em8tbfX6NStK+Xpq66HLefB0U+wNn8zdc5DMeng0dsVd7+mWIknHDl4jP3vJfBs+w0c+QwAgSwyXLidLy2FL/D4+LQyc5hDLbU8wRM8x3OsZS3P8iync3qyhOsfmBbMXdiFJSzhZ37mWq6lN715gAdc562h8R3f8SIvci7nMo5xye/acv4dEO3rQpekwLMacVNmhFjVN0RrCUvoT/8mb2d75fvvzfcHHACffAJvvAF9+qQ6eObNE/lnJk8WFbKypcByr2qIE9aUE2B38PR29IPmud9jtiiGwHPKKfDII2aOosYIPPPmCUv/1ltD//6iNP2GDSInkpU77xR5j449Nv38Skvtn/v1M9tZX4HnD4vb23fwtE++HyjCFzI6eFyo8xie5NHjWJImh4kkx4gl3H9bArqDIp3AU5WbmxR41tGFzfn52Jz4v6ZWdTH6G5XWxZatoZZaDsO02rvl4Nn4y7d4Ub1EPBDYGDc7aTFjYdURWNKPp74ZzxN3n2W2xQiJqo4kBZ7qhKOnqcQJWnLUTKs9wHX5WqAuReDxSrhroy4o/tFDS7ywCjwZQrTu/dtp5gdZQ+tfwAa5COZuCddcZht3fdc6NEkDXeyKGQKP6i7wxOMK7P8yPHhy6nfVqcfwvMoBts/pBJ6q289n+U2X2Nc1C4Enp8dv1IVICjxuWAWeqoS9I+cq8ORvEvsvpibzD2kJ2ebgiWou54ZHJzFqcR5UVbs7hnJjCqhRmziSwuIByVw3oFebq00VhOJxybVSVo6UfS5EVvRG672cP3u6JPkDPpyQx2NH6T/8hhsO+OmnMLWWc6EOsT4JTU4KPMb1LrdclJaU9FfxQWyfihLz4WnurwNRNggBsQK96p1byM2I1B/RuniQirx1YMmPU5NwhNflVKFVWo5fSziUllBht//C/11glp36aSQRa/l5twpUuoPH9p1HmNDSXvZt7BR4tGrHdalUd1UVbqS2oEYcA29ME8Ms+YeS1ySLwHP//aeQKDCvaXdwDqtWe+fUMcJp61xCSFPot4TEqh7EY/q4Tx7N0oo8os48V9GAENyMdl1yA1xrXpv+csadFG9rrx4yb/AiohYnXnJbhj1ES4tIlwjVUry2xH08HV/g8fHpxHyFuODsxE5MQlQXOJMzuZd7mcUsaqllEYts0wxA3OBMYxrHcRxv8zYLWGAbp446JjKRbRBlU0/ipGRZ8D3Zs1nXqanoSteksLOGNclhQL1CtDQ0X+Bx8MsvMG6ceGg1bhzstBNM1avpOB08zz8v3CFPPmmGc2WDm+Nkn33gdEseUauDZ6+9hDBRVCQ+L7If9q3C/PnCSXPffSI8S1VFqFljBB5DXDOSIY/TddcHHzTHKSwUglo2SY57OELX+/cXyZgLCuyheNlgDaszRCKf9oalipbk/mTfKfAUrwM1KlOZwdLOm9OIH5QmV5ykUeeRZLkut5Klfb1z8JCQqczJSQo8K4K9+JHRxK2dAI+OPDjKL4drUqpoVTrFjqocNtSmyequipv9TRaBp7yLfuInFNj5E3570/HU2WirxcFTFXd0pDYU8cvY75Mff6r+1X354drUEIN0iWwNai0OnkwCT7BWVLax5v5xwdlRWZ+/iiXFfWHUXHA4qlb3jIuCEfmipF+sOkIiAXPX7Oo671hMFaXtXaiOpXagfq4cZvtcJSU8Q7SSvGBJ1pyFwLNsgO6iSCPwfLhLNxKaOL82a/qxduHNMOxnat1EztJyEXYXDRBV9HNEsydZrku4nBteAk8WOXhy4iqEaqmrDbt+D8DvfYknFAK6cHvTTRfD1xNSRotGg8hqanWBXwvqGQfc8w9+GuuSZA6ESGOISxaBp6ZGotpyLaskl5Uru6ElJCQ5IRwX1RHQQNKFC80SNpjs9FvEkHFvTE06xNI6ePZ5FRzrXRcPsjl3vajuZ7RJcggyOVUkqtwFHtv7NeaPbo61/Hw6B08GgefXAb/yzpT3bMOM0FdX3pgK3UUhEgo2QagOtSIEq/QncNZM/Ma5luFhwLI/vPNdRvX2W0O0AAi7iIVb/gSr7RUHN4eriTpF1JiKElfMfb20v+1rRYmL/DoWKkO17m4oLwePhXi4BinDdUdVPXJxtQC+wOPj04L8yI+8h3nR/YIvuJqrGcYw+tOfMsooxFS9L+ACtmALdkeUI5rFLEoQNzxFFDGGMZzO6YQJcyZn8hiPJStxfcRHfMEXAAxnOH3og4TEOtbxCq+01Co3iu50T1a/cjp4QoSydvCsYQ3VVPsCj4VffhG5XdwEm65d7TlmvvpKiBFWt022zJoFS5eanwcMELlknntO5OXpaYkMCARE6Njvv4v3v2SORmh2liwRbbZSXAxz5kClSw7EbPjhB8jJMUOwRo4UgsysWaIq1owZIoQtmMXDLTDnY9C/vxDX+veHFSvcprCzfLlZcWvTJnN4OLucrj5tiBWsYP4w3XZWkUfIKwmk4+Y8rwJ6Ly9jbSgL0Xy1ENndqj5q8QDLEy5hJjrvT5aISgHXjqLmcPB8UDeZMz+9m9oFljxALs4CQwPRakIw9Q3xXxdM+X1YX+M4oI99jD8+/NKzrVpATF9hFWis2+3P1AuiZhF44qJgDNUJR5hU7+VJ8QOwPx23zitUk+rgyVbg0duhxdJ0wspLoWyNmGc0/cXGWUG6tqSceWtHuY67vqzG5uCJV+byyy+D+G3xrq7je4X0AVS7CB61VXbRqjy30ixB7sVnO5nvs8nBYxxn1o6tgyOf2MBlS4VDYJPutmbcLMjfTJ2bgydYB2oMYio1AdEx1BIy678cBt8IQaVOa5jA4+XgKarOgWAd0ao0oXq/9yUeVwhaxY1vx6WMVlcXpLzHnynDz5+3bcqwtPRaIbaDjqJYOsEVeaZIahF4Nm9WqEZKCgAH5T7BAw+cQt3aUpA0pFCNEF1PepC6Dfo9tJu7wnI9rF1bgmZUBTQEHrdjsc8ywg4XT3VtDp88ebFt2Efj7AVPImBzfGC9/qzs4fo+J55B4HFz8Li4TeYPm59WDE9hm2/N+RRuRAvXkoha2msVOo2wT+f11MHajd4OUqPi4TLn9czibDQIDpmfMmyDpLlW0VLiCrjlHQNkJDTnuRQNNFjgIRBFTnPtAt/B4+PTadiN3diDPZjJTBIkOIqjWMManuRJJP1vI2ZOgC/4whaeNZKRLGAB/+W/fMiHSEh0pStTmMJ7vMdxHMed3AnAq7xKDjksZjEfY9ZLLqaYkFspzjZId7qzjGVUUZV08FhDtLJ18PyKeELqCzyCujohXAwa5P599+6io1+h318tWmSWOK8v22wjqkI5OfRQWLAgVWAKBoVDZsCAtiHwrFiRGjpWVAQffAB7e4eMp+X772H0aJHTB8Q2ePttmDABTjwRHn8crr8++/k5BR4jZCsvz9yHbvz6qyjcc/318Je/iPtGQ+D5/ffsl+/TdqimGjmhMerHUVCRR9DLau64OY9UQ68VPdiQzRPHXKFsPuWshHOHCFX6dNno1GmOeQxqwryz5x4s69kHxUV40uIKr26anvJUN7rc4i5xEUM0I59JXVDcoAfroC7ISkcisc3OkLXlfbhv1lGuqwighcS28BR4CjbhxBqi9Ucvke/zz1xLZ+yGv8GYH22dV8odcavG4N4rGu3gSUt5qXCVlGR2YKwpXWP7XGlN0GxFiVGdWyWq5OgiVqIqh1iazmaq1GchQw4NgOoMnawUshF46oIQVe1l653EFeYlRDjRxoQujqgxCESpcXOx6d8RU6lT9e8TMr/tYJ5HsYSLyyIbgadKF3gU+/nbrSIPQrXEq9I4uX7vSyKu2gUeF+rqAlTnujzV+KoeiflAHG+WdRo+0mIzfeBk89jtZrrrfvghh/K5o0Cv/ldVKUTm6LpiJDmObFxPHj6R2jvOFe8zCDwVq0yB9s/c7tSuWuUuWhSvR+qamhR6+XsH2T6vLNps+6w4t+dQS+WIXyw3X1aBJ2YR+LxCtEaNyujgmTdiXv0EHiVuE3gSkVoSf1qevtVH4DlfJJNeHw1AvyXw6UTzu2Jx/YrFVKJqlE+3cYTIugg8ocELUoZtRkoNBTYEHg/XqoSWei5FA3ZxO1MOHiuBqO/g8fHxEU87jeTJ13M9L/Iii1nMjdxoy41zGZexIzui6vHd5ZQzhzk8wiOECFFCCbuyK1thJsjYju2S7w0x5zu+Y1u2TTqD2iPd6c5ylpNLLjOZCZAsOZiNwPMe7/EjP/IQDxEixHjGN3ub2wNLl4qOvZfAYzhWfvtN5IdZvFi4bVqSIUNEBavWJB6HP/8U7horGzaI148+qv88X3pJuGXGjLEPHzlSOKVuv73+83QKPEZoXDqBZ/58sf8PPliISzU1IjfQxo1ifn3SR2x0GiRJ+oskSQskSfpFkqS/uXwfkiTpef37ryVJ6t8KzUxSN28QiSELyPnPflCRR7Wlk2Qf0S4ARKqh+5+9SNRkUdI1p4oECZb2W2ofvt1X7uMDgdJyqA3xe98N1CpqaucHiG8o5oZ5l/LDD2Ptw62d/I2peR00XXTRogH6rYzRc00Z1AX57pOPbePVWUM2dFbFu6UMS46fW8GjxzzKGtlyE28ReGSXzkgyz8W8ESJxcFTlj039zRGM0sIWgUdZY08anMQlyXJWAo8lB09a6iHwrOq2il7D58G2X6PEFLsDyYoaAwmqcqrMcTbnEzeeqrtUYEsn/rjtbydVhggWSd0frmTr4HliBvw3TenvmEpQdxhtSOgyVSAKgWgyBMWGGhP/cZU6xRR4kM1OZ9LB87wlpMxL4LGcw9XGrVDALpdF4gqEatE2i1CkOwacygknPGSfkZ7XKpPAc/9jx2YluGUkVGtbp7hVxPxkFzM8bFiqc8MpqsY2FCEpCWQ356FV4DHCdizruHm1eV+8sGcZW3+quQujuZUkijZ4ro6B5khorqYrob2xyHxvEXhyM4VorSljpVKS0cFTmVdZP4FHjZnzKdhIXX41WEVBq5PNWE8vEXnHzwHYXB0Rx6MR+gXwrwMBkYNnea/lIozYiss1NTIoNVa/IiETdUmyLBw87m42CSjc7Eja7kxCr++zA96Y5DoPG4Eokkc4soHv4PHx6QQYoUaXcAkRIpyGSFpo5MgxuJqr+YzPWMQifuM3SihhJCM5juM85z0K0yq9jGWAcK0MwqMH307ojndMkBGiVUkll3AJFdh7st/wDXuwBzuxE0/zNMdzfNr5dSaMkKl+/dy/N/K+XHMNXHutfVhLMXKkcPjUpb/nbFZWrRIij1PgsbpbEh4pTrw4+GDxOmpU+vHqQ//+4jUUEqFjBukEniVLxOu//y0EPBBl4DduFPl/fECSJAW4B9gLGAEcLknSCMdoxwPrNU0bBNwO3NSyrUylfFMZsYpcqMgjlo0gANQFC8itLEm94XYjp4r1xeuJBexPJ6Vxs+CwZ10n6VIdgbjK1+NmsbjPMruDJ7cCRs5xnQ4gvsoigDhv0AHqQiIfQzRIUVU1/VZWQV2QBwZkkWE8TY6V6i7r+b3f7/z5yn7mQKvAk+dycq3T3Tg/jYTbzoPT7iW60ZLg11hvy7TxzR4hbW4Cj4trKIX6Onis1cc8WFuylj3P/z/4ejsi1RF7O77YHi6/SrzXn1hX5FaIfBfhKthUkCwvzy4f4yRt/hxrcmQPqnWBICS5d+wApLCl45itwJNB8GDmdUj68bhREsLK2B9HQSCaDDO0YQg8QK2ki5IJGbmb6Q6JxvXjy7LsSR87ylTr1Gw2L9RVVfoPkd65NggoIKuxpPOtDyvo3duSSX/QIvhdWGwzCTyxyjyYPyztOFkRrLMJPGud1yjjnHQTeArtVe8SFQVIcsLVEYhVrHbJwbPZOFeVGGvDNczbcoO7K6U2RDyL66hWac+1paZJRm/DUsEuVmMRu9yOoYP+Rc94eVZJlusr8Mi6OKjmVFFd5HCwZOvgGfM9DNGdSmtLxfFuPa50Z0wsGqA6pzr198bpEJPj5FiSRat7vgVAXU2YqFNciakiZEp2F1VkIM/Z5ipHfjR9W5ZWFtB3xn2u80kSiCIl0m9jRannDWIT4gs8Pj4txBzEDewe7MFpnJasDuUUeAz60z+ZTDkT05jGczzHDGbwO7+zmc2sZjVb0MK98iYmH/vN/L3cm3wfJkyUKI/wCDdyIzdzs23cN3gDgE1soo46Dubg5m9wO8HIy+Ll0jAcPC+9ZA4bN8593OZi1ChRaWpBqju3xTC2k1PgsfLbb/Wbp+GuOfzwhrXJjVAI3n1XCDXWxMjpBB634d99J0K0fIEnybbAL5qm/aZpWh3wHLCvY5x9gSf09y8Bu0uSV0H75iek9+sTdSHxtN3LaeGgJlxC4cZCqMhDKsrQmfl0Z55+8KSUwUUbilJv0HWSVvWaMJXhWtGZMG7Ej3oKJr/vubg6SxLS4Bp3N2pFQoK6IEEtSq81K0UHPUPpbwDe+Yv3d8E6kUTnQ4uLwyLwxAtcSqxba84/eBI8fGLqPMEeouVViSXkkmTZ5Ql3CpYcPGkpLxXunSwcPJ9O/JRHj38UQAg8lnbs8+ZeDDGqm+kd6cUDhGos51fA5nxenSZ+j431loOm66DWW5eBTY6LUU7q8VWjd2QDAe9gLylcQ1EPvTpTWWq4TZKRc2DsbLH90jkwAF46mA9PPIcrz72JhQuF3TQcV4XAE/UQePQ2rs3X92tCRupuuuwSRkUfS6d4/Gz3coZV603xKynwHPYcfGAer6qkoa0pS4ahRByJx9niN/hTOEg883VZcRNY64vDwbN6tCPhsiHqDbGENE3Q3YGFqeecJMeRsgmpMZats9EQeHovQ6vQhQarMHraPTD+G5jyHrEumc8RzSHU5qY5Hm1YHDyb1mdw8Lh95xaGu92XdoHHxTln5dw7zmKwnmg9FK5mVT/HdrYKPIZI4hSRp78Ks8bZKv0FwO4q0/fTwr6/88IhL2R28ASihGWNYI5oT0AX2mKVOalJlr/YAenPbrbqXlZkSUNyfucUeJLnXYB+Bz5BWgJRpAzhoVqmogXNiC/w+Pi0EEZunVJKuY7r+Dt/53M+tyVVbigSEodyKIMYxGpWMw9xIzOQ1JKy7Yli7E9XT+XU5Psw4kcmhug4GOtssAnzCWOECDtSj/reHZzl+gMRL+GipETkwQHYbz/R6R/h9C00M4bDpb5VoJoSL4Hno4/gQOE05q23YObM7JxGmzeDpsHNN6eWi28sU6akVtNKJ/CsconcMRw8BR6Ggk5IL9AtkYLl+jDXcTRNiwEbgZQeuyRJJ0mSNEuSpFlr1qTpYDYSIzF2oi4obp6zcXwAsU35FGwqgIo8tPwK92omFtb9lFpirXh9sWd5WcUQeC68BSpzkXKq7CVpPRJjAmgrTaFG9XDcLF3eG+qChBN15MSqRQf9+7Fp1yEjwTrRAYgGkYzwH4twElnpISDt+JkQCX7VHbSfWX57jHW2Cm/rPC4GQZekr5FqeMTbzZtsYzYOnnUlFEaqsxJ4rG6t/M1BW6etx5quIhQIkoLUFzuKAg9ypEoIjbrjoEB/LcozO4ExrR5dESPEzUKtvuxImqILkqSx71mT4I2pdHU4LWx8t7VwwbiIZD17ruDII5+2DVvz7UhuefAM5g8UT0UmDB0Daoy4W9Jni4PH2D+aJtlDWKzj6sgeISexGrNzXG3k4JETNueLKoNmEclyEo4O9BbmEwolG5Ekg2MhKxwCD2feBU8dyZ43Xyg+GwKPNSzKEI5dBZ4EWk6WAo9FOIsb+Y76LoPKPCHmWl0/Y78Xya+LNkLxBjKRFImMRYU8bgqcDhOLwCMb656QksnsXVlh+RlyE+a+3s4m8KgZhP682jAh/RqsFW1IzlNW4hSUVcN9p5kjG6KM0w0z+kfh2rMIPIqccHXw8Np0IaA5Qv5k5++HEqcmHCVXEft/wNoSpFAN8apcajTHb8baUjbv8a7nb4mElFngMdY7oaJKFmHqxAdJIYsQrURTnC8NxBd4fHxaCCNfTJgwIUJcwzXswA5Nuoy+CKvtg4iL0WAGN+n8W5qDOZg3eAMJicu4zPadkSjaSEL9G3YrxSY20YtevMEbLGEJAepR37uDs3y5EHG8qiRJEmy5pXg/cqQp9rQkhlhRnjl6oNkw3DlGCJTBLruIkvGKAmedJZIUP/ec+zz+8Q845BAhkv2hO+N7ZmEsaArSCTx/OvoUBxwgkj+vW+c7eJoDTdMe1DRtnKZp48rK3F0oTUEoJG5gE3UBcfOcjcDz1JEs2+oHypf3JrghH3IrkZzhBR/vnDqd4+a2aGORp+shYHRY7z8VNhUQL9pg3vhnEHisnZmEtUPw4SRy1+ZDv8V899X2UBckpNWRE6sVnfNv6lndB0THykBOUPyL6GTJRqfFIpxU/e4R4zrhayFkGVidCC4hWp5hYm4hWjlVsMe76dbAFCcyiHQApaFa8vVtmlfqHbpUZslXMmz+alunTVESBD2eZMtqXLgNdGEnpHeoIgWWjpxVjMrfROgvb3k3uFdqWcBEjVh2SE7jmJA0CnJWw9S36J4ur48aE9vdGubWUyxTVWNsscWvBPvYM9BXVeUS0/uNhaFcCESJu7kvrAKPUeVMk0mUuPzIWQQQyZE0NrT/v4ncd7JtWI2xOR0dalXWbIJCWHN0oC0Cz6Kx36e2ozkI1jHpI4u7PFQLRz5D1xp9exsiR6gWHjgJXts7KfDkBFMF5KwEHpcQrSS99Vwwjn1WZj1OsrmOVthvlEKq+7VQcTh75OVmFQelXD/PTrkfzv2H97KsAmIWIVqFfZa5j2O0QdaS+WJqu65OzrOoqJJNaxx5aoxE906Bx3DfRGpAz4kkK5bjMVBnCjyPHytEoz96iuE6qtP1pMTZ8YudKNKP25LqXNS8KhKVeSwrXI+TxO/90+Tg0ZCdvzMeAo+SUFCxhCC7OVMDUWRr6fkhCwjr1wpeOJihQ+eTqG8C+CbEF3h8fFoIq8DTXAxFlDp6lEeZznTGMrbZltUSSEhMZSoJElzN1bbvjO34O+JmazazeZzHmYuwfGxkI4UUMpWpdCXNk5BOiFtlKCeH6DkevfL0NDe5+kOi+pYi37w5VbxoKIsWiZLoJS4RFJEIDLOkI7CGsxnU1MC558KLL8L997eOwFNbC598kvqddRt98AHssw9UVYljwxd4kqwArIGMvfVhruNIkqQChUBmS0QzYZQcTtQFsxd43t0DgFWruhNaXyjEB+eTSZfOX5fv7ZnCi9YXeTt4rNV9DIFHv5kvrspJSSQrY/ls6QDFrZb+QJS8OmD4z7A5BNGAcPDE9Q76/8aT0zdDpnZnclaroz6mMmiWSMIs6S6XXd9OE9KVnGctbPuN+dma46axIVqRas+ku0muuQw+mJyVMye3YCN9Fwv3yfDhLjlPdCZ/MDn5vvs6yebgkeU4QY9QBE2vaGYIPPIm0QnOtYZiWJ0yMZWhf+plF9VUwUbqndpRrUkIYaBLrUvIXHJCLRld1NUr55EiEkQTqhWOjjm6jVR3P6hqDEXR6H/+/6VM+vn2IoSoMJwHgSgJL4HH2G5JgUdC01w6pJaOqNPBI0kJFEeYWW2tGF9NyHbxTdbYwhKyFdEcQohF4MkmkXCTEKolErYItfo26WJ0lnXnysOnjYaTHoK930h2sEtcRDwh8GQIXUwn8PTRHTyOhLuFFZbPLs6hFP5rT8wbLnF30TkFHquDRzKubw+lhsB64hUKZhF4umfIOyVJZhhtvHRdcjuVdKlh2snL7SMbwpfDJTjiN4topwviRTW5Zvu2+C21OtVzh8Peryc/OvNASXKCwb8MJiyL67SqRlHzKkhU5FLlrKJlkHDfHnI2Dh59+XJcRrXU95u8LjX31NBfBhK0Xrv6LDOrKBZsQpYTaM4wshbEF3h8fFqIlhB4tsV8YnkP9yDReheX5sZw8CxlKSWUUEghx3Ise7InIBw8BfixJm4sX55Z4DnrLOFKmTGjZdrkJBwWNx31FXjOO084bJpC5Fm0CAanMcFNmGC+/+ADIaZYecpSRXrp0uxy+jQlefo99C67pCaDtm6f7t3tuXt8gSfJ/4DBkiQNkCQpCBwGvOoY51XAOEsOAj7UXHtsLYMkiYMwVpULcTU7gUe/sU8kZKQNxWIaZ4hJwWYYYU9arC6w3/TmV+YieyQWDVhFiT+7E+uyNpm/YOt5Iwg6brxLFYsoYnkyHq+ydAzVmNA6cqpRarRkiFY4USdCLVZ1p9fQ/6Zbc3IcHd4DX5pufqgL0v87/eGA7rLI0cWYLmHRgRk48JfUmYZqYeCv5mfJ8R3YnwinCdHqt9h+mz5x/jBb+I4rRvhcFolhC/I3s/fYH5g27Q0mjPnBczzZIvh1+etZtk6lzcGjSUz6zOzoxiJVNgePsS/zrR1y67EWVwga1aFcOtVqgUuoSa24p8qLebs4JElj4RDRxq7lFgfdM4eDUVXKWWnpzrPFqy7GGR3gXLfwN339DIEnU5LlZOc4IUNcIdR3CRz1pDluGgePpCRQHB32V6LviaZW5tgFHgkipabQF044tlFvS+fdkTR84oCv6e5I2mwlpFjE0QGmUJR7zUzPacSEtRRaqzbo2yTf6LDrgm7fDZYfVP14GVSTmltKkuMksslNBSliiKxGTQHWcR6O+2Qgd58OwVolZdvYMBKML7HnzIwUuofnOF0qCUsVPa06ArVZ5M+y4uJ+LOy5iXNuNZc/eZV3hcNku4xjM39z8jpVVlbD6TfZHWtJgcchiIWs7dD3R/GGKi6460x4+gj4YHfX8uOBA/6dfB9UHNc2fZ6qJIYHAjHU4CYSm/Oo8BKVY+6OJgmXHDzOHECGgyeuoFpG7aOkFh/ov6K3KYpffhU8d1iyoqMh8MR9gcfHp+NTq8eHN6fAIyExm9m8zMv0sT147ngY23EpSxnBCGYxi2504w/+IEqUTWxqkvxGHZHlyzOLDIoChx4KgVaKbJMk4eLxCjHy4uOPYeFCEeL1UxZFdNKRSeCZqd/HTpgg3C9ffml+l0jAlVfC9tvD8OFCUPn8c1DVlhd4AJxpX4xKaiAEHut6plvnzoSeU+cM4B3gZ+AFTdN+kiTpakmS9tFHewQokSTpF+A8IKWUeksSj9ciSQnqDBt9PQWe2hV9oP8SND0pa7fcPzn00OfZ7svtOOq82+jb1zxwcn4cbZtNfp1K0ON+VrHmWSkvI9ZlPZI+TFXj5DpuvAsj7gptwpq8NhCl+8oIRKqpigUhFiDSuxchSyLZYT0/8lztww57DiVk74RNf81yI3/1Fbx4r9DzNL2THNddBvmqEGgUJc6RRz7NLrtYltP3d5DgiLG3w+N2hXzqe5N55+9ns9Vci6LqIfDs+vV4QrX22/TBm0szO3gM0lSVMijKqyQSqWH8+Fnkp8nToVjcAMUU20QEWY4TsoQiTP50Muf933mM/mE0XTaHYNFgeEc8eCktEsJYmVflrrhCwjhWXMIiuru1URdL1HRhfhL8OFo8rS9dI0KAIsXr4PDnTBeLpLHDl+Po5UzkrXfujRCWbm6VvfSOXV5ALw3tVmEojcAjy3F7R92yj50OHlnSCDiS/m7Uxa3iTYW2fSPJoMZU+HI7uhx2NzlOgaebJRmbQ8QIa1EzZPHh45PD95hazpajfmTm7tdYRtYdFlvOpdcIez7EFEK1hGTLeaxvE1VBJNGuCxGQ6yhSYkx5bwoH/PsAuuvbvFRLFU0kKQsHjwPDIRgKRNlyqX5M6cswql9FKOb0e6G0PC9twu1Js9wLpUQi7hfDpMDTLfUap1WHYWmWtuld/wsn30+wcINtcHHxOiKJCD2WmduqTyyzm2/o0AUcMOBfFG7OTa5v165Rchw3gZJeMj2yxh6SFrZcb0p0u1wwUUeoNgRHPAu9/uBvb/VNWW5xsSlEhxSnmCn2kxEupapRgpFKEhX5xL3CnzyuexJmkYsk6UK0LA6hnHDqNTeUkBk//n+ceOv5cNWVULrWdO7pAk+iPvnFmhhf4PHxaSEMB4/hPGkuxjKW/divWZfRFjAEnlWsohvdGMQgbuRGAJawxHfweFBbKzr7mRw8bYG8vPo5eNatE6KMQUMFnngcnn9elEMfPtx7vC22gLVr4bXXxOd//9sMw5o9Wzh2TjtNiE1z5sDDD8MJJ5jhZ82NVeCxlnavq4P582HbbYWIV1xsT6w82t5v79RomvampmlDNE0bqGnadfqwyzVNe1V/X6Np2sGapg3SNG1bTdPqWVetaamrq0NVY8Q26gdZNgKPHhJRWxuitrwbDFhMl4lC2Lhy6BUMHz6fv7z7FwYt70vYEoLV/7utbbPpF5WJOK1iOjFnnpn8zUi6WKKqMcY5yi9vHpyaa8XJ5A8nscOXXSCnioo6sb6R3DBBi8AzJudL12nL9nyTYcMWpFReOvy5f7uOn9BDYgxnRr5qhu0MHvwLkyZZyn/v9iEA58tPsUcPeycuN6aSm8hh+28tnUKPEK3R1TGzqpJOUUjOXuDJItFyvmVeoZB3DhurwBPEnmQ5t7aSkQuFYymQUJGQKKgo4ID/HMAWK6pg4VB4VRSf+8vEz3h2+m307etwBRjEVRL6k/lwWD+WLKFak4b9DO9OgWGW0DtdTFHSCDySpLGLXm68aGMRJ598PwdfcoM+f110kTTGzh3Klr8Msk+sC00jloiSjl3XughyRhLpQI7YNm7JVa0hWoZzQBd4kDVPgcfpOpDkOIQcQo0eGhKqC9hykCiSJgSe7b6m/wVnoiQcx4411Mshni3b2IOE0aaiDaBXjSsphIMPfJkNI83tIOmhjlJCpkQXADwJ1hFULNvH6kjT2xAJVFNy7rns+MWOjJ4zmt56RbxiawddFzZkOUE8yxCtgg366iDeKCQoq9KFLf08LM4V7qgBehsDUSmtwJPjUTQxx+N3vjCqb2eXhOHhqrCZgygTE76G+0+lh+P6EQhEicchUGtu49x4LfwwGj7ZyXN2/fv/zrFbPs4p9x/Hrl+I/KA9ekTJUe2OIk133GlVjqTSlv1YtkEISqoUIxAPcMLDJ7BgcFduuDM1/1xXiwgSdpzDUtLBo5dwV2OogRqojiSvE068KlcpbhENHiFaSlxBtZwqOZFU0ejgf79Oybq1RCwJ6BOGc69woxB4/Bw8Pj4dnxpqkJFRcbHu+tQbq1BmlJMfwhAAFrCAjWz0BR4XDAGiPQg8ubn1E3j+9z/750MPhVtuMUOjsuX11+Gww8T7fZ1FsR106QJlZUIguesu4c6ZP98Mz9pjD+GQWbRIlH0/LkMBnKbES+BZsACiUTj7bBGG57w/TSdq+bRtevToQX50M1K5fn3Mpkz6K/sBsM5wkmzxG6Ov2J8EEsf/+Ci7fPQR3VeKzoi1sxl13Bznx1SK6txz8OQ7n1YXbCKu52MpKNhInuPm+8+t/7B9VuTU0K+Bv/clpyohHDw1wq0ZCSqmwFO2mv6bdKdIvl3oUhKw86JFydwOBkGPcniaHhIT3CQ6et2iYr6KpSM+vJ/eYesnTracqip2+HIHZl5nhqwEJA1ZVSkrXcuUKXqy5HXuAs+QaA0JyX6b3jU3lDlES0fySt5sIMeJ1GbnKLYKPAqKTeA5Z8RgxvwkwrtUzby/2f299yiotm/3UCDO3j0X2rabE6PjJuXqnfbcSgbfdhz/KdmHM+79Hqa8bxdDdIFH1jdVHpuZ9ZVDrJI0xn87niuvuhJZk+nRYxWlhlvAaIukUbwpD1V1tE0XNQur13HYs8/STXG5hzOEv3DYMyeKJCfMfbdB3ze6wCNJ2J0HlvU78F/2BG+SrFGd77C26mKe5HT7GA4ejOJV+rp9vS08d6i9LLXDwTM4bwlxa8UnPUdPMGjM2yIkGZ3chERhVYYnGKFa8sOWa4d1e+mCdDhYQ0kf04VuLCs/YbpJArrwJsuJ1PLaDgJxMZ1Db2Vi4SIKNH29dWHl0EGPciVXcNGF4vpUWFsH/Zd4ztsaQqfs8U7yfU6Oexc7P6a3tdsqMKbVr0/qqig4HWQGEcc66sfS2F+2tA3u0iWCJKmUrDbP2Qg1MHoOg3qkP9/jikJuVQFddAGyZ0+NiOpu445X2/ezqka58ooxfHTdFPKielij7rzpvaI3hZslWJ2aC6hHjXkvH3Jc2yRZD83CDNEKKnVQHSHmJfB4SBuS/q0NrypacRnVconJy0kVeLqXV1O8fr3t2mh18ISjNSQ02T3HVgvgCzw+Pi1EDTWECXfovDgtiTXUbQ9EktBhiKfAb/CG7+DxoKXzwDSG+go8X3+dOuyii+CkeuQrBJinO8yHDzeriWXCci/K8OGietZRR0HXrkLgAeGU2Xpr18mbhZjlXskq8Pygp9pwOnVOPx1GjIBQ85oMfZoTTSNELdWVeniqxcHjzOXhZK3hTBiwmEituCEOxGLs+tFHhPUyPdano7UOh0h+XYjcqHvntseonzjoIEtH1SI8de26OiW5JkUb4I8eHPusEEHU/PXk5tjbH0Ait0KDSHXypj43FDAFnrwK+pTXMvXl0Wxz3m22abWExKRly8glywuMns9mxHfi4lAWFc4Hqxjw5sUvQLkp1sh6Z7rP72anJihpSIEAkgQ77vglBXgnb418/D6aQ+DpWZiftYNH8krebDDwV8KOUKKJEz9j550/ThnV2onZgz0Yppr5RgJ/PYwAqftd1rSU4TuO34o8ReH4fz7s2ayuJWKbKD317Raso+cer7Pv2tcY/8Nc7jsFV4FH0TfV0fyTbcY7HDQuYRs5Rrl0i4OnS0VuqvikCxAhahm6YAFDS4tSG62LKDnBoKfAU7qhiNOWHGUfqAs8iuTt4Bk1d659VeQElYXuAk9KsnLFIfAYDrtt/weHvsC/jzSPkZ0tjryH9j6BmcPvQjacVl3WJXMiqbq+ZRM2jHXWZAqceU2chGrpVmJxqbg4eHKUKgq6WBxC+v7LiZnHayCn0mxHhhLvBdXiXlDSw2724i2m8C6P9L6Sgri+LXVhpVjbzBVcTahvN9i0idH9pkK/33nh5mtS5rvNNt/ahC7Jkk8mJ+KegydHT9dA8XpTmDKq9FWFvAUehxvTON5zJbvDpqysgIoKibeYmhwWpoY1J+zLU1VPuM9bJ64oJGSZkF7ivW9fjbDsnhMoZvzG6HTbXMDOnxSzy5J+yWuwtdS4lEi4Cjx9NphCdMhx/BoOnoA+H1mOE1BroSoHr6vgiq7uucfE5nL0vxx5hKwhWtamhF3uifIqYMp776HEXKqV5VXQdd1qEgmZeDxLx2UT4ws8Pj4thCHw+DQN1m25E8J22oUunMEZ3M/9VFDh5+BxYbmeU7EjOni++UYIFF0tRdNCofonXP75Z1Hp6qefXGK2s+S44+Dxx8V7Yx5TpojcRi2FNRTMKvC8+qpwHQ2zR8Vw992Nz1vk08pomriZX6UnUrKUlbaGLrmxfq1+oz1gcUpEQkAXbgo2m0+RZ80abxtn62V9yY+6O3h2f/8TztvRvexwUdHGVIGn5x9ECv/ksKFbAdBHXUxerr2TrigJcqolW+cuJxQ01zO3EhIhHntuBGOX23PShdQoRCKUVpq5YAJe2ydYS3898WtMDysrSqzT22B2TnsHw1Bidi666Z2ZXT751FyGnECy5LQI4769AMJaLQnHbXqfki5ZCzyJeAa38KBfCFfb70kmT/6AHXb4ImVUq8BTRBE3cFnycyBAUsjRkJD0C56USKQcc3vuNQUCAbpUppY4NrjxhJ859NDnydlVr0QmJyiq1juZubmc8gCm8wGS4oac3FSS9YM+KFXgURMq7+8Oo+aNSI6TWxuwV3yDpGBj7Kuyni5VOXURJTcU8hR4ZCVOT9khusUVkYMnjcDjRJJSvw9UiIt9rmpfz2JFsgk8sqOzue3P5rHYx+L46sYq8mOb2W3K+/DSgTDpo6TIaTh4rG4+I6+MlJApzELgKS2wuMvkBGOMinz6daHPpmVIkQhFRUX6ssS2CSbM4zUUFtciWc4s8Bi/wUaTB7OIdw98kJ79gxQaAs+f4klMcUz/rCiQn8994cd4mZfZ+ejUJ0XTp79uE7rilutabsTd+ZKn6RfXsjUU5eob06hgVh3yDtFyrKOki8s5in05kYjICfgch5vDqKa0MiJCCNOw5dy5IEkMHPgLBx/8AqNG1VHncl3col85Wswu/IQlTfxOhEKmwGORYWRZhvWp532vlWZZ0bDsFHjEZ+P6kkgoBFURouXpY3S6cox5ZTOuLUTLPL7DLsnl8iqg26pV7PbhZ8lhk6++Gt7fHWQNlSiJhEzCI2y5ufEFHh+fFsIXeJoWI9RtLGNt4VpXcEXyfT75KdN1dtqbwFOfJMvffw/bbAOrVsGTT8Ktt8J++9U/UfO8ecK5Ux9xRzc4UKY/fLvmGlPM2U2vUnvZZanTNSdTpohwsz59RK4gEDmYXn8dDj7YfBLr04GIx03RYNKHMOZHs3OUQeDZuLkINVgL3ValFGZRR4mS0cEB3hm4QygUGieC3kkePGIDU0/biwP+vY4+pZaOiMXBI0kQcFTf2nHFYm65EHYfXcb5oTt5Z+0R5OY4w08SRKolW3hGjqVzQV4FLx38VxaWliY77T27/wLn/R87nnUjbNpEabUp8OyNKNf75D8dnWS1kpE/i7jFGv03vDguplPVOMXrRMdXlQJoEry8H7ww+1IKN27kiiuvZNh8s/y44eAxt5l3bo9wog5N75a8wj7cyMX0LOudtcCzdfBbCHrPn31foaA2kjJYdsllo1hyyqioBEPmxdEq8Njm4+LgkYMqBINpj8Vt+pTy3HOHogxeIgas6s79T2wv3uuqtaq5OXjEfjNMTxLmOJpFjOjb10z0uvuHEDGqFkkaQeTUEC290xfadgxceildtx6T2mg9NCMcUNMKPLkh8x4wmLdZ5OqJK8hodhHKuo8dHURJ0lKPAT0HT0S1j5unyowdPtacrWNe+VbBJGTuk8nvv0+gtpbhS7bgSsPqaYQpBkU7rc6VgOHC0STynK4IJ8E6Ipa8LpoM+7+yv/igu4SKEhsgHObss89m0qefmsuSzB+tcK74YZdkzZZY2obu8jHyEhmHtoQGp54Kt95K8Xh9/QyBJ6pfT/Qf8Dzy2I/9UFyezkx55x12/+gDc10sIkxujscPrHEula2hMGIXeOSKgLeDJ2wXg2V9X+fJdntJjou+EUrUgCwTCLjf1BQUFHDFySczdOFCAFQ1wZZb/owkmc54K3vunBoSFwjEqM7JgbCZBy2Qa+5nefvtXZd99j/uSb4PO0IMJcku8MTjMiG5FqojxD1CtPAITXUVPLxCtDQZ1TL/YCh1aiOiMVRrtjmvsEJcVBBhZb6Dx8enE1BLrS/wNCFbsRVXcAXv8q5teCmlnMZpgHD0+JgMGwYXXihys1iT6rZV6ptkecMGU2A56ig4/3xR8ntTFnlmDWIx4eAZMaJeTWW77cTrZ5+JEKie5kMppk4VOW+spchbAkmCadOgpAQ26pEg69dDdXXLt8WnhYjHTdFgm28B80m7UWo2HV26l4MkjAVAMl5vp/x88vLyCIW8O28JSaK4Sr/x12+UD5i+iTfufZueK8W5mCR/M5d+egfnn38rQIqD557bfuP0e0Uf69acK9mCxbacUiCEiNxKbE+2cyMRm8CjxlR+zc8noOcI6dp9JfzfBQS6boQ5c8hBtPfqq+HpUz6DU07hqL9KdMWsLjSh79fJbVhDGIkE+Zo4ocaOHctJM2Zw9llnJTuE+70CB681S4VbCQKyi4NHLV2VMm5OvJbeqrAfjud/XMzNFBV2tyXR7Tl8Hhz+TMq0R/IUT5ceiZyfevGLjJzNsOcORTr+YS4s7slxjo6XorgIPBYHT4AAAcsTbUUxc20gmQ4eORIh0LenbT6SBAQCroJQEt19849d9k8O6l6h73xD4Em4CDxGE3WFpyRs+fHQnQBnvP4606dPty1ONVZF0lAhNURL/xzuWgjXXUd+oYtDRXfJhIOKt8AjJ+gSMn94w4bIGVMJJhLeDh7HkwZJwnYMAEkX0/a/D6GMsqS4JcvQr5uoyqRJqQ6egoR5UlkTjkdqagjUinM4aAhgusBjiARW54qqtzeohjjrXrPD7kqolrDi7m4Zs1E8gcpnM4TFfpVUNbmsuEXgydEdPMhxuz1j629hgigLLjldL5bKSJSUQL9+dNlvL/FZF3gK0PeLQ9CRna4wYIcvv6R0o6UinOU6Vlrq3sVeE9MdOqXlxipCThWSWoeyWfEWeJy2SkXsr1xHCFXE5RId0upAllFVd1FEkiRSLrBAKBRCdpEKdt4+9caseEMFQ+fPtws8FiFYOuUUAI7mCc6fYW4zxXJMRhxhxKqeM6dbQFwfg8GoEHiqcmxJlrse9qw5kYfA47rmHmXSAQKWYyUStBwLxzwGO32SFHiCFoGnJmZxtWkx38Hj49MZqKGm2StodSYCBLiSKykj9cfwbu7mAz7gUA5thZa1XRaIIiDtwr0D9QvRSiTEuM57lIICU9xwcuqpsPfe9mHz5wt787hx9WvrAw/AF1/AkCHuVaha0y1TWCjELzDdTC1VycunhbHeTBZtIFgrJcWJTA4egNJuejlw435WP6F6AOeffz6Q+hTbICpJlFSKTpdUtIGcnDjjx3dLfp+Xb7nFLthEz1KV/HxxgjsFngEsNj/oHdxUB0+cvr+X2wSewpw8UzzQBZ6oolBWVs794ZM58fQ7AUioMlRUcBAiL9D++0Pkvtvgvvtsy+jBHxw2+rmkg6CWEAGiSWFIVcOEt96aouJie1iQxwkfBHp1TQ3x2VZNzRsRSdTyn56n8yyH0QMh9OTk2aedeMTT8M+jU6YdzY8UaJuQC1KTbAeUKkbK8ylbW0pOMESJTXlzz9VkFXhUVAKWJ9qSZAnRsuwi6ZZbCO68Xcq8CATSH4ubRZsPKdqDILVMCH5nbs+kwGMZ3xmipR8vXYJWgUc0rCQaRXXsG8VIvCppyJKUWoVHr4QTCugVfdx2rS7wBFTJU+DJr8ohZAnbiRg9xNoQAQ3PJMtO3JylWo3o1feqKWA1q1H0fagoZji7JpkOntPuOY13pwCRCIou/DqFrYDuxlOqTccJQHW1ns1EcnPwyBRWeeeVAiBUm1KZyeDor0URwgrykrFgkqIwcKAYvuNQM4dLyAilcwqS346DM+4W04bFtSEUF/MassAyXoleNSuiqyy6sJKn6eeM8zhxCD57TBbbS7Fmg7Fcx7r1sHexDTdKRDZDtJJiTKgWJVRFoiYiQrTc8qV5OHhyA5kFHjURBUXxdPBIkpRi/dnqu+8Y5ozj1unX21ISfYzYN2fOeoW+y5bZQrQCYXMbyvpTryc4hlsvNa93qkXgyY/bt3GXjWL6E3s9xHHjH2HYsJ8JS3UQCxCLmudSj8OfZcg/zhYfdKHOiavg4QxjtQg8imWKUMjSrr/dCJ/skhR4AtFEMndzIgHvTYafRpAM0fIdPD4+HRw/RKvlkJDYjd2IkMEq3EGprIRff/X+vj0kWIb6CTyGccBN4KmuFg4aJ/ffD2+8IXLSGBiVuOor8OTmgocDudUpKjJFLmN7+gJPByUeT4YRUbyenn9o9RJ4unXfIGZj3M8anX89Y3e6e9WoJFG6Wb/rzamkvFzhgAPMhxpSQOUs7oB9XoER8yiUxLxLAgG2XvCdbV7Jp+jgKfBcePst9Fm2zibwhPJC5vrnVqLGVOJ6x+yIwLMUdBErkJA0ePttDrpyFFVVqY42IzTqbO4gLNUmRY8awqjEktvSmsjc9sTfQ+D5+0WX0mOwGea2OyK8Y3z3xSnjhqNxykKbOIznk8MiOfYcLqqEqxiQz2aURIKwS26SkFzBM0fM4bcB5aAoqI4eoYtRge0cAo81RAusAo85XJZlmxBkjpxB4LHk6di0WeazjaPNbas3buBay4W+1uHgkXWBJ2TG5ga2mi3ehEIELA4qLrzQlCwljTpZJhZz7Dtd4AmHTNEkBX0aVcVT4CmozrF1eAv0nDZsKELVNGQtS4HHWQkIksliA3oOHsXi4LEJPPoJ3LW8K1PeB3JyCKp63pEsBZ5161R93haBRxdbNDS74OFGqJaI4i7wDE2IcMY/pZ7J814KBNhii8XMnHkdOw4znR/JhLxG3pbrL+H6rfYU7/Xet6S7fEKJIFVUsc9IkdNrIL8mBZ6iiH6N0gWeAs3dwWMVeP7+92t54y0ZLroI5eQTzZEsAs/4rlvYpt96t6eoqoKQrB8fVgdPsA4lWEWsLgcq8ohE1ianu/FG4M29Uhw8ey//CxO+nkAXRzERp8AzevQPdJXWgCwTDHpUmJJS81ZN+OqrpBvPSVmpuS22O/crKiuhZ2CNvi7BpItUtZz/srVhujM0GKy1O3g0exsUPRRTDcSZMvB9cTz3FvstbskfpkgauUZC8GV9ccO2Jv84GyaaudGSFcos54BqkUgiVoHHCNnUd4eS0JICuKzJTP4ARvzsh2j5+HQafIHHp6WYPBkGDRL5VgysvzEBd3d0m6M+OXiM8dwEHkg+FHZl333NJMQffij6tEOG1K+tbRmrg8cQeFzc2D4dgUSCakPYLl5Pj5Xmk/ZAFiFaPbsLJTDZn9c7QV4Cz41cnHw/TFHovl6EBElxhUjE4TZQVe7gHFGWPa8yWeVQlSQOesessDUXR+k6Pe7S2bHOiVWJEC1LDp5gQVg8/Yekg6fakvRXDoiORSIRhz33hCuucH3ibSQ3DhBFTiRSHDxGSJJNOLZ2kDyyqecEcmwK+z2cznuP/M5Z23yUMm4g7pjP7Nmokv3irYDN+RHRnUX5bEaJx9l7a7twBnABtxCIaeRWJ0BVCYQz35fsGTAVYWeIFlhCtCxIkuT+W5MpRGuXXZJvQ3kB1LBqCma6Uh0Op17AnCFaV45+WXx+YyoDLv0rZ99+O4RCdgfPzTfbQrTqZJlo1C7wFG4QYkQooIc6pnHwpBN4ZDlBKGJOXFSkC1nriwloWrIzK0ZO7+BZetTOtmGaHqYW1AUeVRc9rAIPpIZoEYkQVmuS7bMSqBbioFylH9dJgUfR22EJ0dLzFmma/ViYNctlW6gx8hX3RLhDJCF0Bi2JriV9xwYCMdvNS8BorxpH0RS45EZ2Dekh+4bAowuckgQRIhz9wt58xC4cwTNJx0pOWF+/1cIdV1qlCxVpQrRUNS7CnW66CWUri2XXIvAMDvazTa/0LiESgfUJ/aakyzpT4AnVEghWEY3mQFwhFDCfbF18MbDX2ykOnpLqQvZ6ey8iYfsB6byeTZ36FkoinjZEyy38TI15/16UlAaQFV3oCAbEpjQESlU1HTyW64Rkvc6EQpx++j2cddZdNoHHeQwaQmVMUZB191mOrsfFq8xrUt/ePenVfW2y3LzrOlo/RKrtgtkHu/PPf85h4mcTKd2s/y5ZxKawdRvr+9hYMzmRSAo81hBARYuRSCjE436Ilo9Ph8YXeHxagvJy+EqEn9OvH8yYAWecYSZXBsdT5zZMbq5w5mguDyydGAJPviOvtiHwOPPwOB09v/4qtt0LL4j8PW5PsdsrvoOnExGPewo8QSlNp1qnV1dxIiVNDEapYg+BJ5/NvMhBfPdNjDJZputm3THiVsHJ0TMukosAIQREMJ0mWzLPPt2778J997Gy3P7UXyUmtB2LSyWQG0wReKoMgUfTkFVd4NHSXwQNB48h8FgdPAGiSYGivg4eGdlMFAbIaEzeNUZZfuq+UWOOeY4dmzKOomF7NL0DogLWeoqR43GGDfqNU065XyxLjrO+qJiLZn9gmYGCFHR3U1gJqmaHXEFJEXicuXbE8mRcZ62qdkGowBHSM2AAKRjb4bjj4LrrkHv1AEAK1qSMYmz7Pbv/wM9DJZj6FvGCCoo2boRgMCVEK2IpsVQnSXTtusb2/bSPxTkQDqYJ0dLDRVQVTnvQ/TyTpITNwTMluFK8WdeFQEJDSWTr4IG+ax0CiS7wGG0zXDQpAo8zH0g4nHTwxGJ2QSNF4NFdUOPG1ejrkxqipSWkZKccYOzY1B/SO6Q7GC27J4EbGFzJ3ZzO013OMgdabgCsCcqDxjZS4szVfuSff7VovQ6BxzhJJAl22bbG5uYIBxThAqoLQbiaLZYv0efr7eDZY489zOHBVHeHG6peNn1DXNykPHhbH1OMCdahBqqZ98OR8NOWBFV7EuNt2CbFwaNpenW3sL2dToFHkhIiNC9TiBbAiy8mhwXS3ChG8iIEVLFtA6psNEhfUYvAY3XwhEJJ5w6BAGVl5eTlVWYQeMR3cUVJVnI08lInLPlzIuEAhbIKI+d6tjnlSDznH8m3hUo5w4bVMPnDyZxx23lifMncrt3LLOemYz8oFoFHtohCAc14COA7eHx8OjR+kmWflmDWLPP9qlXwz3/CPfeI5MoGPXq0fLsaQlGRuGdYuzbjqJ4OHiPCxCnwOEun//orfPcd1NXBQQc1qLltlsJCIfC8/joY96W+wNNBsQo8RRtsAo8SFp0jOU0IRe+eomOR4uDRb66HDrWPn0cFB/1xF1uNV0GWKakQN79azMXB4ugZGyFaok1pVNw+feCUU1ixwj7YTeAJ5gY4lsdg9/fh/P8TOXiMZWga3WJifQasSn8CpAo8on3/ZTfKKUsKFLY+ULocPM8dCicLoSXF3aMoqC5KSCDqMi6wFvOCqDpSh17PpUzlDQ7ipWS+FaPTpCjxVAeHqmJVYca75NzoyioCqtlrlEkVbgLPPQmI63UyybIsuzt4VEerjRLR6TC2ZygEl16KrIhtLYdMgUc2NpX+HfE4g36B6a/qaYoGDoS77kpxK0zRS3EbDp4+fZZz85gLkt8n3Vz6umQK0Ro930vg0QgEjfw1CbYO6Q6emgiBRMLMBQQZBR7nEwhND9EyHDyycc47cvCkdO+DQU7d6T6GDp1Ply72EtYBPe5ZqdBXeNCvnHvRTRxxhBDArE0IKBYHj+Qoje3gLM5C9gj9kcMhTude+uaax7hkeRpjq0CnmALPMHkEf33KReAJGWKUZSEff2wLAyyRupjXkPzNpgjmIvBMnPgZ06a9wThLDHe2Ao+iO8BeHDyTA/gXx80ttzl4Kst1x8/GIoKKXeD5jM/YeYH9xq2uTjytCYXsJ5nz3JRlTZz3soyqunf7kwKP5eZHdYtrB0455X6C4TBqQGyzFMHTJvCY20YKh+H99+Gww6DYTIQsZynw9NKfUsrGsVZh3uwFVAlVU8AI03JbR+eAvd9Ivv1il2jKsRqwJPQu7WLfx2FL5KvNwWMJUQ30Evnn6up8gcfHp0PjO3h8mpraWnj5ZbvDZdEi8XrCCXDppeZw48HM/vvDnXe2XBsbw4QJ4vXTT9OPB5lDtAyBZ+1a4dA5Tzyk4YgjxOvf/iYiNsD9AXJ7prBQHCN3320O8wWeDoojROso9RhT4OnXB4BerPCamh49RachKfAcrSfw3UtUmrnnHnjzTRg4QNy05lFhKsaSRJdKIfBIzjwmkNITyFfyU8dJg9PJp5AgGCVF4CllLbw/BXr8iZywJAPWNCatG82r0+HqFxxhYM5lWQSeYF2dLd8ImGEoNr3E2iF0qgCHvgD3n5r8ePrdd3PqPfckx1VdwqRSHDw61uqQTmGsFyt4g73pwZ/JjpMkWQQep4NDVW1hL3vssIPt688nXsz3jEV2VE9zCjeB/NT2pwvRspFrhqOcdprL+KLx4lVX1JJ9MUtJc1nRXRp6Dh4SCdQ4vLovbPs/RPzt8OEpeUVydUFIQktmBtpCM3MiJfSn8ooe3uLq4LnyKpDjyLJ7yXgQIkNQdz7l5FTTVTXHUxIxWw6eQyXvAhGSrKXYNDQ90bQh8BhJlmVZ5EwCIfCkEArRv2wphx/+PIqSIDe3kumIpHSGY0KukDn82cP5ZOEnXHrh8cTjqetnuGk0zRSXxDp7lLL2wtjPlvNBqjNFEykQYBGD+J4xNoHHIHkpMDLg6tvY1oxwWDw90tmSLSkIB+3TWduiI8sykyd/wPjxs2wuMCVg6UqnFXhEe3comse/OAhFlWwOnmiNmUsnVGxfdpgw+wz9xjZs06b1DBo0iJDhinFvtungkWVkOYODx4JbiNaVo66ge/dVyIEAilPgsTh4jHMgkGMpkx4MwsSJ8OyzIMuc8MEHnHP77TbhxSnwGNdZCRiwZIlYjKRv483m70dQkcVx7hEeCSBbTwDJft0srEkVeBSLg0cNWMPLam2HiVXg2W+Y+buiKmIZ0WgWFvRmwBd4fHxaCL+Klk9Tc8klcMAB4oGUwcKFIkzpwQfh2mvh8MNh663N7y+7zHZv06bZdlsRJv/mm5nHzVbg+ewzePppeElP+fG3v8HgwXaXUM/UaIN2jbG/33nHHObn4OmgxOPEEB3oVcPWs92q/qbAExR34j1YSc1HX3FNt7ttkwaoo2tXcfOcFHgmTRI37ttsAwhhcK+9IK53evOw3unKdN0opi/c7FbKxd4zDqj2jv7Dg27kM3b0XLUPPoBbb3X5wpqDJ9/+GytZug9SIgEjRjD9dQiO3dZzOWDPwbP7Bx8wvMguRg1GKOnbWmeTxsGzZXy47XPpI4/Q9aKLxEW6Vy/UYJDjj3+EadNeT47j5eCxtTNo79BYE9w6HTyynLBVrBEjKbZH/k6haYeuv4gKXo5OpFOjsa6u1cHjFaJlQ88tcs45QkB0xZjGIfBIsmV9FSPUynTw2HCsQw9dmJRVs4rWID0ksbBmQ3I8Q+wzBCTPXaKHKXkJPGo8mkxym5NTQ6lqdqAVLYZqCdGaJO+SMr2BjCaS7FkwcvAEkiFaiWSbJfcC0YJgEM3Sub/q4tt4lX3FtPE4sixTXV3N0IVDGVk2ktLSUgp1W+zUqVPN2RiuioRkCmzZ8sADHPv77+zzyitm4kAPgYeqKgbxK2P4kaBiiEr68h58kJyX3xbvDQdPIHNieYCCiIvA4zhOrQKAVRBRrHltHAJPWZk5vy7kGzNKzt9YzZyYPewnFE4VV8ZOrOTKK6+ia84qfTYJRowYkSJMOE+vpINHklwdVc71MXAL0dpqzmyueOUV3XXoLfAYwkygwOL8cyy718aNFDpKnDoFnsLNG9n+88/Z/osvKF2zhkm5uewwdKD40pKDJ6jKwsGjeoeVpRM8gtSlCjxYRDxr1bdAlHxLTkerwFNsyQ3WLS72aWmpe1Wv5sYXeHx8mpGP+Ii/8ld+4AffwePT5Lyt38s89xycdZbIV7NokRAsJEn8P/MMXHSROU1paeu0tSEEg3DkkfDww0LMMliwwKx2ZZBJ4DGSDK/TC5dMmyY6i6NGiTxFVtpLEupsccuh6jt4OiiWTm0RGwAzRMt6Dx8KS5QE7HGL/VlCkSxOmN5Gzi6P/CzxuJiZU+AJ69VTtsjdkDpRmqSlAMf3eJMd9RwyvPEGrFxp+37sWDj/fJfGWB08hd6VEyVNg/HjYf58ccFMg9XBE66pYZte9pv0bfiO+Rc8zDnn2FbIfO/oZX1Z9T7LWGYO2GcfuOACmDkTJAkpHKZPn+WMH/8tXDsTDn1O9FUy5Mcp3lTAoDqzs2/NbWM4eAz3UWFQI1xjT9TqdPB4KjeOfZUSoqVPZisElSZEy8q4JYrbYPcFOB08FveGYkxvfOl0K1kac+6553LMMccAUKaJH438WoX9d9qJs//xD3I1UzQ0xD4jBMyznYbAc//drl8XbtyYnDYnp4aiiMXBQzwpyAEEZIWTToJzz02djwQwZAiSJdcNMbFuQSOMTDJz8BgCj6uDxyHwWEeRgPz8fCr0H1fjfO3bty+nn366LUwpqF9jssmXl8JJJ9F30iS2mj0bjOPTKvBYqkVIxg84ENAdMZrh0jvxRHLG68JY8XqY9jqB8V9m1YSkkyaNg8cLtdDyY+oQeG699X2G6LXZ+8S72+erKMnVPF45gpsC5ySnC7k4gepGjQJA1kzBNuRMGu7SbEnSRJ4bTUOSJPr2XZr8bs5Xv3LhhTe7CjySy85UiIubB0VJOngChsBlEXiMSm/BQjNXVMoyXMQmN6fkHu+9RzAaRQJ2zsujV7eSlOmCqoxCeoHHtnjjZNhG5DQIkOrgUWUFyktgdRmSqvJU/7/TbeQckDW7g6ekBFV3rCqyuS/05ykkEq0jtfgCj49PM6GhcRZn8RRPMZ7xLGOZSLDo49ME1NSYpdAfeADuuguuuQbmzgVnGoURI8z3vXu3XBubgjvuEOaBG2+ERx8VT3m32048OTdEG/AWePr2FfcjH30kPhtOnWefNTuLM2facxd1NAYOTB3mCzwdlESCE3kQgCBGeIKel0N/si6hgaJwUtf/cBjPJid9hOMZXTuUp4+Ah04kLYaOZBN4JIkCNvNv5WDemOpixdA7Itt+bR+cvO+23oEXFUH3DE8+J08Wr5bHqYbwsM8rqaMnQ2CGDnXc7adiFXgAlEiq0DK0xyb7bNIkWc6XCuhNmouv1V0y83p47nDRV3FmjXcQ0GTeXfGuuViLwJMUDHRnSCjs0mFVlOwEHocbJiVEy0XIyTZEqyARtS3KFUeIVnK7Wzp0O/cT+TemFn/p2mbrAgoKCgjqB0tEV26CMQm1Vy+KNmwgrJmioSHwGA6hjAJPaaHr173/WI6qu4Vyc2spcAg8qkXgCcoqDzwAt93mNidNF3hSO+Dd9CTOSjIsL1XgOWqPPTjzjjv0BdkFHmduHMOtA3ZBtrS01NZhHzn/Z7EMjYznlitGThY9sbPtqYTFSSJtvTX8+CN89hlBo3JXwjyuky55JQGvTye4nRHfnV55Mha3vWz5scxS4EmXg6dPn0Ly8yv02cn2+SpK8ljqWtaHi6J3JCtTBVTHsQvEDHHTIvAEg8HkcezVbEnSrwWahizLHHfc48nvBgwsJDe3mjFjxmS3rsTFTZaqogSEGKcqjv1tEXisucVS3EOW4+SCGbdw5SF349xPCnFxo9avnzETehamPqUMyAoJiQwCj8sx8PZfGH7loRR9/7GLwBOAknVQVo6kqhxZ+Dq7XXIDYNcB5UcfTTp4FNm8tql6QuvWKmri9zZ9fJqJ7/meOczhSq5kX93y6uPTVMyeLRICW3nsMVixQgggVoYNg912g7feati9V2sSiZgP248/Xgg+hrDz+OPmeF4CT04OHHggPP+8uN9fu1bcoDvH0yNQ3ArVtHu22w7OPNM+LG1nyqf9Eo/zACcT7Wt2VEyBxzKeoqCoEqdyX3LQTrGPIBDgiGeh0LvarLEYINXBA7B//CW65VelTqQfdF9uD245mG0Xp2wuVMcfL15Ly5ODDO3g5WMLeX/aHhRYQgDcnkh7YQ3RApDDLk6a1FgI872zl5WpLJ+LzS4QJWMs5bhxW9HP6PzgEHj0ndT9d5FRPqC6rL+q2tdDf/+Xv7zFa/LeKaFRybalCdEyyDZEKyzXec4jZZq46UwBkCwOnnF9VxNFZa9S3d7plm/IBSPERpJIVo2LYDqd4ppeISdTiJae/8PLAVq8cT1FRWJ/jhrVk5xgTFRvAhRiqHFz/6iSt7ggScDgwa4CT2mOWLg1B093hFC6zbdinIF9+9LFSDIcCnk6eMAu8ChpBI9Bvy8BdDdNYwQe4xy15BiynbfbbitstzvuiKGraNY8W0hcwRWcip7vytW2lIqxuB7W3EZZltK0bRaHwLPrrrtSVtZVn51kn0BVk4swzhMj5FB1ESN22203th4xgnCtUdY+bhN4IpEaYjH341O2OHis5BYUcNlllzHBSHgI5KV5+qMQFzcUsoyih2glE+pbHDzyRRfqbXQPa9O/TL7tVfwHgwf+gfMIVIjD8OEkrZIDBpDfxSJ6D1kAl12NikpMSqQVeGzikb59z3p6Lf/57XcYMyalfVaxRlJViMcZ97/vAIfAI8umwGNJzOxx6WwxfIHHx6cZWMc6/sbfADiGY3iRF3mf97mGa1q5ZT7tnbo6kffUED2+/VaEZc2YIapmATjyZBIIiPwVf/lLy7a1qbD0X2x8o+cc1DQRigbu/aFtthE5eNatE/8lJe73oOvWweefN02b2xrtzbnl00ASCSScOVHEzazRdymlXPQCFCVZ7QRIDssGQ+DJ/cESApFO4IBkz1fWxAN2wwWwi1Gpy0o2nURjGdYUGEFg4ULkhb+w+/9m02+pGY5QH4EnGwePWzWsJE4xIdP6hFLz86kxMgo8e++9l60TZQvRSiQ45b77OOXN+wkE4IaTlqTOQFFAkhj9ww8MWbAguY+22+4b9pLe9uylNCpEyzEwJNXfwZNcZWsOnoCMStzTdeR1bBujS2jJGauWXEZJB0+6JMtgOng8BB759NOSZap79QojKTJy7ubk8tTiouS4ATmNwIMG3bohuaxPstKXIfAoEiMYwTe1n3KDEeZsnc7p4HHMr8CIcca9IpZBblwXHbqWex7rXxRtx2L6u8/AUlUJsIdoWQ42ayc8pDpCtHSu5Ep2TObyMsJTs3PwFBd6Vy/zIp3AI9pr5KRyCDyKkjyOk5cyRRxDisumzs3NZfqUKSiaIXKaDp4zzriLCy98yPMSrjjFToNAAFmWbdv11BNO4Iy77nIdXd1/H/j738U8dYEnXq3vH6vAoxrV4ixVtNIIPEo8TkySzHxKxnDi4mJz1lnw5ZcwZQqRQsvFZ7cP4eorCEgBonLCFrLpxHkMKDG44xwYsiJXb459o+cmLMegLvD0+12E2+VVIG66J0ywCzy+g8fHp2MzjWm8i7BN96UvALuzOz3pYNlbfVoUo4T3k0+KkKJ+/UQC5UGDzGgGVYXRo1u3nU1N//6pw/r1EwmTq6qEm+lLvZ/p0k+irEy8rlkjHDxduqSOA+IeMyfH/bv2jp9UuZNgdGptT07Fje0228DdORfxBDOSYk6IWre5ZOTII8Vr/qBu5kDrDbxbZ9DRMw6FQlx++eUMNZ4YZ/nEfM4c+Ne/zPELLHk6g0FEErLSUlE1xtKxaZTAEzZv3MNUu65P2jLpmdatgQKPszOnEhNl83S6rVpFUXQjdXVw4G7rSUFv5/4vv8zhenUbAymRyNrBY/1sdOQkSXLXVJzJtuWY22D3afTje/p0fdpBC5OjKCHV3php09IuNzk4YAldBCgpEeuuY4R8Dekj9rvnrswg8EglXZLfdekiZlRWpwsjqoyqmBOmF3j0V5dkxsYqWh08AOMDOxAwdmEagcfZCfcK0XIyuOIPeOgEjnv9357j9JaW05+l7l86Kz9YBZ6ZM13bVxYT4xStN0UoAxX7vs506hvid3FR/ZMIWTfn+O+2Svle0xw50FwEnuThpgsUHtXMIRJJJlKX5QSBQIBgMEhp6TpCoc0p7TEwHDwGJ5zwEG+yl6sYl5OfT4m16gQg68tUthyWXEBS4KlJtfMZs5XTHMfJkUaPRiktJVpS4i7wBALiQNat6Tm5lnHyDYFUFQJPtjl4rCT3j8PdpFnyBykKxGIYldnzNwP33gtffYWiKO4OHl/g8fHpWLzCK3zFVwDMYEb6CgY+PvXgxRfhtdfMH6pdLIU2jErFhYUdL0lwr17inqJfP/jzT1E2/dhjYdkyGDkSvv9ejGckl3ZiCDzl5aaDp7PhCzydBEPgGTBAvPbpY1bRUuD08COUsK7RAs///R+sX+8QRDM5eKwd7CuuSP0+yxCtkSNF9UBjeSuHmpZ927VPlm2ijlRh8dVnwBmipeSYAsxa9AuIUzBIVya9AQ6eQJSMOXicfW5l0wb47rvsRoa0qoqkaXD55bD33nDEEWknc/vNkWXZvWPtFHj0hMBpBZ6+4kEZffoAcPrp4np+4EYzljAp8BgzOu00uPBCa4NcZ50M0TIEnr59kTWNCRO+4rDDnuWUHq9QTglD+4oOreeu1CsAeQo8kniIMGMGTJ0KKAoR2Qi30VAtMw7KafaLW9Z8HWPZMuY5ry/AHMl6bEqSXeBx7IQ8yw9HOoEnvzrBujVduKfnTM8NFHrzVTOW2kk6B49HLq6uUaHKdP8zNSeLgh5W1104anr1yhBzqtOlqHEOnr3e3yPle+McSBeiZQg8yRAtr00dCiEPG6LPz56DJ65f+90uvZKm2QSeLfPmsRdvuy/DZT9LzuMJ2CJnLgB9i/VrlNXBY4RQpgk1TI6Un4/SrRsxSaKsbA3Dh89j2jSRFDHp4LFg0wL1WCkVlVhGgSe9eBeN2qvf5SfMUDVJliEeT1Zmz6002+/l4DGuK21W4JEk6VFJklZLkjTXMqyLJEnvSZK0SH8t1odLkiTdKUnSL5Ik/ShJ0tbec/bx6Xh8wzccwiGMZCRVVPEYj7V2k3w6CP/4Bxx1FGyxBfz0k7jftVbHMu6BOmJHXlXFw5ujj4Zu3WDiRPF+0iRYvFjk5QF7uXgrhsDzzjuiU+Dl4OnIWMPqu3ZtvXb4NDNGT+HEE0UlqmOP9czBkxKiZSUnB377zXMxipL60D2jwGP9/sorzfduHcJ6hGjlVEvJa4AtfYRF4JEkqV72vBQHj0XgyTEcPOny7NTXwePSac/GweNEys/zFoVcYzdSh+2qPymXQKjrr71mliM0lpOaVxUQfTxrmXRXgUdXIX5iBL8wEFXOQuA56CBxPOuxyZIkhPrem80OlRx0CDySZF783RrtaLtV4JE0jb32eodhwxYiyZIQRTPtQ9194BmiJYv/xx+HrbYSA1Q9PE2WNYKWznBaB4+RLN1ldYxlq5YqWq4Nsby3hWgVFIjtrGNN4JsuB49CnOJonhBWnGKNMa/CXO/s/sbxf9JJ9s8OrC4LWe9AJ7TUlTQcPIGtfuevf/0nxxyTvoqCkdu5S3HjHDyyS1sSCeN8cEzgIvCgh2gFZO92yKouXjkEnkTCTKztxHqoHH/88Zz44IPeK+RWUctF4Hnjxj256oWP+Pse24oB1ipaSQdPmnPGVIFQVZWYpqEoCQ499EV22kk4807iwRSBx/ZRd/AECBBVtOxz8NgGi+ExhxKTp5rXPEmSIB5ntw/F578+SXJjeIZoBWV9vmma1Ixk4+B5HHBmbvgb8IGmaYOBD/TPAHsBg/X/k8CSvc/HpxPwGq9RRx1v8RYRIr57x6dJKC8XhQSGDIGHHhI555YuhS23NMfpyAIPiHCsq682Pw8YAO+9J35jf/xR3Ct4CRfGPf7114vwjs7s4JEkM1eTTwfEcPAoirAJSBIFBXnJQcmb8EwOnpEjTRdQtmQK0fLCfMRdv+VZxj/rLDEb282/JCVDbdzKAKdtkkPgSYoHVtI5eJogB4+s0bALuldp9SwdPLvsuitXWAW4LDCEhf33N4d5bnN9mSP4mYH8lhQj0go8kiSOZ8c6BBTTcZGsZmRVWLLIKeXm4LGGaCX3XaZ56blg0jl4bMgygaTAkyBsCStKm2RZdoT8WEgJ0XJWOAL7evTpg9bTTB0gy7LYzo8+Ct98Q8hyXKY7hxTi5nw9nrSobueQFU0zf+StDh6PEDJD4NFcRBXDwaOhMXDgYlQ1mjKOlfoIPCHHuWrdnIfvumvK+MahlHTwGMdwOJzq4HGEaLmd/qZ4YoZoWXGeR1PyJauyCwAAedJJREFU88mpqkpeZ3v37k1ulUsS/DTIpIpHoR125PKDd00d2SLwuO0bc6Zy8lVRFGKWc660tBpNDTCVt7yvZ4CUWwlAQAoQzgnWy8GT/KgvN8XBM2m6ZVoJYjFG/Cx03O2/MtvvLfCIjRCv884L1Jxk/DXVNO0TYJ1j8L7AE/r7J4D9LMP/qQm+AookSerRRG318Wl16qjjIi7iDM7gMA5jCUts389mNiMZmb4cqo9PPVm6VPwG3XyzqIblhhEq7yyR3pFRFFPY6tbN+/671OHgNipmdSaMG8V6pCHxaY8MHCgyqk+cmBwUDOrJjZ0OHllOFXiMA8Ut8VUmvBw8xkmaSeSobxWtTIKQLCdLo6d9kuxCSoiWmqY37dae+lbRckseBt6Oh3RkEnisy3K7aKbpUHkhyyJk9umnrcPqF6KVZX5v+7RWgceY3jr/LPa7quiCiTFgzJjkcSO+cHTMvaivwBMKEZBNB08Yc8K0IVrJHEep35kCj+7gySTwKAqaxeWUFFCOPRbGj08RD7ywCTyDB7uOI2dTutGYh4fA4zZqPJG6X1Jz8KT/4ctW4Lngggs4x6joZCzLsqghLtfNFP3aaHgk4pmDJyCLnIHLl6e2wdRFNL1SXfoy6Ts0wY+/m4MnBcvDA6ONzpw69pma55VT4FEUxdwoLsegkRNIyzNz8HQpKkgr8Oz+3w8oNEqwuuAU7vIDphPNcPDYG5FB4AnoDp6a1rHwNLRQajdN01bq7/8EjCx7vYBllvGW68NW4kCSpJMQLh/6GrG1Pj5tnIu4iDu4AwWFOHF2ZmfGM54f+ZEJTOBrvmYqU1u7mT4djD9FlVs8QtEBGDMGHngADjmkZdrUVujVS5SG75HmUYLz/uDgg5u3TW2Rjurs8nGQl5eiAlselJp4hWhtuaVI9rXnnvVftpeDZ9YsEVfqJdo0NEQrC4GnqRw81hCtJPVJstwABw9gKxedNZk65UVFpo3PrdPdkDLXmJX6rEmWXYv3OBQQw8HjVegnHTaBR4ulzj8L1SiZZNl4pH/ssSK0b8UK9C/sr17onVkvHSNl8uJii4NHIyJll2TZEGxTihIRRw7oYSPpOuQOgWfrrbfm7bff1udpn2mDBB4P5GySA9ZD4CnUHVt5takd6KSDR9+n2Qo8xV3S7+NcF8E1WQFLwlXd80yyHA4nhxnHfn5VjLVAl2g45cGUgbk5xHwzCTwWO437DL04/nhzFvqy0mp0LiFaaRdpCdFSFIWoRUCRZdmc2OUYVKU4dZpihmhJAeJBKa3As/Xs7xgY/5X/In4fkw4efTmjRo3iyy+/5E/9hjtPMm+aXAUeSyiqktAFHsVsazJEqyYGeFzfm5GGCjxJNE3TpEyZi9ynexB4EGDcuHH+M0WfNs+TPMkd3MHZnM1t3EaECLOZzemcnhwnQIDDOKwVW+nTEclG4JEkM3y9M2G4y3tmWaDu9dc7Zw4aX+DpvNgMCNmEaB10UMMWZBU41qwx3/fqJf69wgKMNtVXWMjUeXfm4KkHmtPBk6mj7PxcXzuKV+LcBrhpPJddIxL6ZhR4PHiJl6g28g9lQdYOHj0HTzR9FI0rVoFH1stH19fBkxKiJctIe+0FDz8sPjt74V7U18FjEXgkSSOMua8LZO8LtpfAEyBqVjhyC9F64AGRpNpxnE6YMIGePXvy6KOPpjjdnK4GL5wCz4MPilPeilPgeeghl9/tcFiInRZ1w+vczdMFnvza1APHcPAYaRISGfZdUuBxTx+UFmO1ZRkPgcf43hHqF4kkw+wN53VRRZy1QL7mfd473THpQsaAhgm2jhPXdPCk6a43VOAxHDwWAUVRFHNil22qygnq4tiqaI1kJKhrU8ZNzlPzCJWy/EaMGTMmKfDky2YuMyNEy3013B08uw//g5V0p2T4PKABTsxG0lCBZ5UkST00TVuph2Ct1oevAPpYxuutD/Pxadf8yq+cwAlMYhI3czMyMn3ow8M8nBxnEpN4gRcoxUN29/FpINkIPJ0Vw3HrFbpmMG+eyD3au5NGT/oCT+fFNcVNpiTLDcG6gF9+Sf2+FUO06ivwGATGbwUUZlXu25m8tl54daQDAfj994YJPU6MXqw1O3Y9hKgDObBei8tW4DEcPA1JRurq4LHOP4v1SxoJLElYbUJHtg4IvcPtZbpKOSSKimwOnpDFwVMmed9HGkdyMjWQnCCekF0FHhvGEyDreujbKuHhdGuog+fEE1PHcYZonXCCy4wiEfj2W1FNQsczREsX5uIZcvBAZgdPt27wxx8uieOzIJPAk58vrrG5uQn7BOEwhxwiomq32QY4jGQJ9HSHrXkcGY4x+3b1nLYpQrSyuaypalIoKyz01vWtzjhFUZJVwMBx/rk6eAzLk+ngOZbTeOz7m/jWY3GyZj8nnA4e0RTzWAspjmtymguUEtPPOxTYcUfYaSfCOTLdWQU0QLluAhpaJv1VYIb+fgbwimX40Xo1re2AjZZQLh+fdsn7vM9UpqKi8jRPE9SfsvREPHo4hEPYyEbe531f3PFpFlauFE+WsnyY1qnYcUfx6qjim8Lw4Z1X3AFf4PFx3PjLMigKCg2Ii/HC2hFbtiz9927D3TrV6ahHiFZ9c/AYBM49A775xn1R6ZIs15d0Ak+fPqIHWl+2397+2XDwGAnbIL2DZ9y4tLN/86r/8cOLCz2/lyQpbRWt5MfGOHjUDCFaWex3TRLjWAUeyU1sdFmZCXxlnRHg7QLJFKIVtoRx5MreoXnOHDxBIzEvsRSBJyG5rL+1Ifr4hgDiPE/SVc6yjZdFiJaSrUi55ZZZhSYqAW+Bp745eF57Df75z8whWq7tcBF4BmOeF0cdNY+99nqTXXfVS7UbQoYeojVunLlLVGK2ebrhdPA4BbDmEHjckix7oqqcfLKobnr22elmanfwWLF9dhN4lFSBR4rk0PvPNInAMzh4wJHE23IuuIZo6SQSCdPBE0dUBLnhBvM61JALWxOQTZn0Z4EvgaGSJC2XJOl44EZgiiRJi4DJ+meAN4HfgF+Ah4DTmqXVPj4txDKWMY1paGi8wiv0wEz0YSRYPoIjKKAAucF6qY9PKosXi9+I2lrh4PHdO+5ccYUQwBrS/+lMGBWiR49u3Xb4tB6yjF1M0W+izx33KR9+2FQL0HnqqfpP3wwhWo128IRk70Vlm0i5oiLzgkIhDn/6aXb65BP78IZe+Csq4OWX7cMmT4bDDoP77zeHeW3Dykr44ou0i9jr8vGMPmhIynBrmfTjj4fdd3eMYNgk9HKGaqNCtMzOmZLQZ1BPB4+RbymjwOPCdF4zP+ghWl5iupvAU7KxHID+G9YSsSRZTqdLOVMChVQ9Ma+Lg8ctAbENffw+ffowatQopk+fnn58r9kQzyimSfUIB7RN5+ngEctLJ/AY05ZZEkm70asX/PWv1N95h3mIKQoQCFBFhLmMTH4fCESZMOF/KEa4XJ3umnQRsQwHT7pNNWaMeN1zz+1swwO6oJBViNbTT8ONN6YO9yDp4HFLNm9gCdFSVVHZMK2ml0bgyeTgUYwy8nlmFS0CgaQb0H0dEgxmkfjQ8w+PJsmu79OFaAUCAVPgCUasX4jXVhJ4Mp5tmqYd7vGV85KNJiTS013G9fFpd8xhDkdzNBoa7/Ee/ehn+34GM7iWa5nClFZqoU9H5eWX4YADxPu+fUUlhWxzzHQ2AgFf/MoGSYLPP4ehQ1u7JT4tjbVyuu0prn5TfduUt2DSTk23oCOPdHd/tEKIVkOTLBsY9+hZhWh5iQnZVMIKhxmyaBFDFi0yh334IYwdm00z3Zfp7FiEQvDss/ZhXj1JQxFuBLIsU1Agfs8KCixf9O4Nn34K5eWw//7JKlqNDdGS95gMlwJHH21thHhNs/9lXSgoVjeD/hAv2xCtmLUbpYspWecSLy4mkhCuqogWQ5NNB0+6Q9u5SkF9GwSIJr80BZ4Mx72+/xVF4QDjpqMBZOPgaajDzVPgCXgLPEaIlqzIzJgxg97Z2ncbIfAYDp4INbbvt9pqK+bMmUO/fnofwhB4XPJuZeOUufNOcYndZRdTRDrllFPI0c/ZrDZzJstzA9qVJFshzxGiZVteBoHnup3e4aR3D4Iuosh3UBLjBNKkBFZIcD7/x6AHj+TAaW+STD/XSAdPYWEh44aP4VM+RS6xCIlt3cHj49MZKaecSUziD/7gJV5KEXcAruIqKqkkh8bfCPn4WLnjDujSRbx/+mlYtAgGDWrdNvm0f3bYIfnQ3KcTUavfyNp0Bkly9EyaAMOpYuvNO5aZjuYQeJrTweOVg6chy3IL0Zo0qf7zsVKfstQN3D7pMLa5a9LhiROTIlLjQrQsDp5hg0VnzRqalsX69e9Zx/9xHq+MuDSl7bZpLYl6X7h8Dl+wPXEsB0a6ktC4HK6FhWYSb1kjYgnRSrc7UpIr62FqbiFaHn1Sk8aEFVpnk0bgOeGEhzjwwJeaXODp201c2KZ0+S7lO8PBo6HRv3//lDw1njSgjbbLqEtbBwwYwBVXXEGR4VwzDnQXB4/plPFeXjgMu+xiH9atWzfy80VS4JRVbWgVLVu7cJ+3FYuDx4pb5TGgUSFaJ24/VzjvwuIYMPZ3IE37JDQUEkzaUfxOZcrBk/I+zcnUtUxkFFes14O27uDx8emM3MmdbGAD3/O9yMzugozsizs+TU40Ct98Y+ZDvOMO8Tok1Qnv4+PjkxEj9UpODvDCCyL2s6DAo356I9ik55jIz3f/vj4CTza0RIhWUPJeVLoqWvVekKmC3BG9lZ8DLkmq60s27TE6Yxs2NKxOuQvObe1ZHVvfN02WZDngchxnI2BJEudxOwR2TA7K5OA5ePf1cPVXvIYlpCmDwJMSRqyqos1RUZ0oKGcn8BjFmIwm2hw8zhw8GdrUEgJP795/0Lv3HyA1rDqf17nbv0cty+hNzy1GAkfbvrN1tOtDA66FzpC5jKRx8EjpyttnSZOVSc9m3lY8BJ6zzjrLlkA5iaNMuv2r9A4eZxxkQE9QHkzj4DFdSI75WbZLimvH5b0bueQiISVztIpG+QKPj0+bIkqUd3iH8Yz3FHd8fJqL/fYTxU523FH8/vsCj4+PT2OwCTxTpoh/aHoHz2aR8LJJBJ4mDtFqKMGQkU/G5cumdPBIknDx1NZylnYm0ARVs4z9my7DurEOXq6rJiBT0tfJpd/DImhI+herg8dWEjw5MIt94tIBzphkWV8pm4MnTb6b+++o4cgjUzv0SiggBB5JIyJlV0XBmWQ5FEjNwSNn6+BpYF4cJ1mFaDU1ikJvVgAjUr6yOnjqRSOuhVnkhRYYHX4XgcdAcTuWs6RJyqQ7kKUEaA0L0fKsxJZtDh43hdiRs8AQeAJp2mdWAnPML42D57R7TyMhJ5BOlMR6GSq0I5P6X/krAxlIAZbrqC/w+Pi0PmtZSyGFyMhsz/Z8y7dcyqWZJ/TxaUI0Df77X1E2c/p080EP+AKPj49PwzAEnpQOSHMJPG0oREtu5FNrJag7IuqTg6ehHapwWMTTZbE/3n3XvVCZjWAQrr0W9t3Xe5xm7JRnqlxkMCb/twabCwyBRyKBJLts92z2ibG9LWJgtgKPWw4eNw47OOHaBMN1pCigytntCwm7wBN0CdEyykjH4o138Bx++OHU1NSkHac5BR5P94SxPJeDpyUdPEVFcNVVcMghWU6QJsmyQboQrUw0Z5n0tNtHy2Ic20y9c/BkCtFiiy1sH5MCT5rtZjh4ZNl7JKeDp+uarsn3zJoFl10mSq5dfLFtuiKKmMpU+8ymTIE1a8yk8i2ML/D4dHqiRCmllIM5mMUs5lu+JUyYYzimtZvm08nYuFG4d047Tdzrh8Pw88/w3Xe+wOPj49MwjIeOKXlzm1rgMZwiPXq4f9/SIVqS1GAHz8Mcz/9xvpm0tj5VtBoq8Bh5eLLYH1Oyre0wc2b675vIwWGlsLCQjRs3Zi6xbXQIG+EwMAQehThILk/6swlDdBF4bA4C43i2nkD6up3IQ9zG+WJYmnAoI5GzE6MakCJryG4ClQvOkKCgvg2Eg0fsz0sGvsDHq4ex04i16WeWhSgzJIubj1YReMx64SlfOcukZ00DQ7Quv7weE2Th4FHTVavKQHOEaBniiEaadtX3fLacm84cSRkdPAMG2D4mBZ40+88QqWRJbKB+Sx3txvtYkyRJlC979VWYPTu75PehkHtutRbCT7Ls0+lZpJfNe5EXmcUszuRMKqlkMINbuWU+nY0VK8Sr1X06bFi9Cx74+Pj4pNDsAs/ll8MDD8BB9cy1YdT93Wcfc1gTJ1muL8fzKPPY0sxp0txJlsHsDDRDwmNPmqFTfsghh7D//vtT4HBy7b+/xwRNJfC4kWUOHsC7o3fnnfDQQ/bMtvq+HsYCZgeH6dN7L8NwgqUMl03Xg6sDKU1zkwJPwOLg0du1XZeFbKCYkoIM4SFNmYPH43zsu3Sp6/Bs8RR40uzTlnTw1JuWdvA0gcBzfOBJAPIiaWL+GiHwuDp4jj3We35du9o+JnPwpBHGDIEnJEd44WD4cDdHu8kyV9tWW7XsNbqB+AKPT6dlPvN5jueYy9zksL705R/8A9k/NXxakC++gEMPhd9/F5979Wrd9vj4+HQ8ml3giUREdvj6dshGjIDKSlH7tz7UI0Qr23ChFOoj8DS2sxwKiXVqyc5DM3Roc3NzGT16tG1YdTW8+KJjxCZI+moIPIbDIIVsRDcXJ4ito5eXByecYJ+HZbtF4nqH3RKi9c03cN55ltG9HDz6IROXFM9xUprryMETDlrWvb7HYAvk4JnxxBPMvOaaBs87o8CTxsHTkjl4siZNkmWDpsrB88gjDZ6NjevC11BFhJxImu05YYJ4TbNeNjKVSX/4YXHhSDetjiHwhNwSrRuTmDPn4Jeg1x/6Z48ky/bFtX1Bx4kfouXTaZnMZFawIvn5OZ5jPON9ccenxdl7b1i/HoYOFZ99gcfHx6epaXaBJxPpbpJzcuzJKLO5oc6iilZjkywb28Z1EzV1iFY43HL7wqCFOi6ufT7DsdSIHBVN4uDJFKKVbhogEtePW4vAM368+L/tNn30DCFacVT3JNEuOB083QpFqeh1dAGlnsd7C1TRkhOJ5rmrdilfn1xmQ5fYEudDmhAts0x64wWeUAiOOw54sglCtCSNCDXpt8+zz8K8edmfz5mSLMtyerFo4UJAhA+G9Ap06ZIspyzXoL4OnnaC35P16bRYxZ1d2ZVDOZQt2CLNFD4+zYPxQOfjj8WrVwoLHx8fn4aSIvA0dZn0xtIGkyw7HTy2RTaXg6ezsNtucNNNcO+9DZ6FkZ7DU+CpTxUtryTL6eYLhBA/4HKahMZe4o3p4FHThmjtxgcpizaa2KdUuBxW0zX1GMx0/DeRwCM14bxS5t2AEC0jEXW9HTxNRffu3t8ZAo9XdSkaJ/CkmLKasEx62utTbq5QNes7r0xJlr0YbKbRMBxbYSWL62e6PD2+wOPj077R0MhB3O1OZjL/5b+t3CKfjsCiRQ37DTVKmX7yCWy/fT3Kbfr4+PhkSas7eDJR35vrFiiT7kyyrCiYPahMOXguuQRuvz37ZXU2gUeS4KKLUkoO14cmdfDU50m+ZT8FdYEnXQJar92aFHhQ0jp43mQqA3Z5VG+b/bs+ZaLC1WYK6l/JrSmTbDdT5zjjvmgK4aIp2bABfv3V+3vjiV5agafhi2+OMunNMq9sy6RnQVAW29Ij1RU//fxz6nINsgjRao90nDXx8akHy1hGFVVcwzW8xmut3RyfDsDzz4tKV2+/Xb/pYjFRGdegPv0BHx8fn2xpVwJPU4VoNZGDx2hOQQFmp9i5fOfn66+Hc87JflmNEHj69oUdd2zQpO0aVWmCHDwuDp76hGgFEI4MLU2XqrECT4g6cgr+BEANaLZm9+lquYFoJQdPVstqIA3JwWOEaBkPcluUwkKXi60FI+wojcDTFFW0UjZbU+yf5hCLvJIs1wND4Al5hEKWlliuD36Ilo9Px2UpIqv/tmxLmCwTgvn4AP/6l6gGcsUV5oOY996Dww4T7//4w3vaWbPEb9oXX5jD/vc/++/utts2fZt9fHx8UvoT7V3gacEky5EI3HgjfPYZ2Tt46ksjcvAsXaq3rZMRCIpt3eIOHksHNHjB2RnbmWk2mUK0AEbtfT1ccAtbn/w/vY1ieNcultxV9T1+WkLg+eSTRmX7bYjAU0YZ13Ed7/Jug5fbbLz9Nlx3HZSWeo6iBJpQ4GnKEK3mcPC4hGjlpBPIXDCTLLsfz5JsGd5JHDx+kmWfTsk61gFQQkkrt8SnvZBIiGq+c/Wia//5j+gw1dXB1Veb41VWes/jNd0s9sYbsMMO4v2zz4r7+uefF+XRO9ADBB8fnzZEyrWlLQs82dCCIVoAF1+svzESvziX39jt2JIhWnfeCa++2jLLakYyhmhlk2fKJclyfUK0AiHxvj+LgQHpp3Ngc/BkqKIVClbCLRcR4FK9jWK4aq0c1JohWl4Cwk47if+mJkMOnkv17dTmGDIELnVp29//DteKt0qWFdXcSDkE9thD5AS66KIGzzMls3dT4BGidcABB7DlllvWa1aZHDySZBnuO3h8fNofb/M2e7AHMWJpx1vLWsAXeHy8+f57UfE3ph9KTz5pijunnAKDBonfY0PcMW7+y8u951lTY45z3nlQUSGEnenTYZ99YNy4ZlkVHx8fn1TamsBjpYlCtJoqybINo/pTzOM+o6GuiJYUeM48U1hP2zlNkoOnkSFaUjDAK+zDZ0zM2F6v5mUK0QKQ9eYZ4UfJCBdF4r/syly2bN0QrWai3eXgaSjXXIOUIxIwNkUVrSSlpbByJWy1VSMap9OU1yeLaKRahMbS0tJ6O2kMB0/Yy8GTTuCxjddxBB7fwePTrkmQYCUr6YWoK70f+1FLLXOZy1jGek5nOHi60KUlmunTDpkwQbhzjj9e/B4cc4wYfsABwqp/773iIUz37iJc64gj4OGHYe1a+3zeeQcuvFDcu1dUiGEPPihea2pg9Wo4/PAWWy0fHx8fQXsXeFrCwePWAX7/fXj0UejWzT48EhFK/6GHNmxZoVC76HC3JYwQrSbJwdPAJMuoKvs0MJejkUw3LikZQ7Q8BR5VZlf0Epz1dfC0g+PNc1+4OK86Ck0h8DSLVtECDp6GiCyKJKYP+iFaSTrOmvh0KqJE0dDYj/3oTW/mMIfzOZ9aRLK5L/kyZZoNbEiWTFzHOlRU8slv0Xb7tA9WrTLz62y3nXDqANxzj8jBU1gIkyeLYSNHCkdPQQGUlKQ6ePbdF+bMEfl35s+3f3fffWJee+3VvOvj4+Pjk0JbFniyIVO7JanxSZbdlrHllvB//5fa2ZEkof439El5JNIuOtxtiSatotXAEK10yXIzoeiunWwcPJJ+KKcKPJbpOlOSZSNZcUnHc+IrgYZfk5v1EtICOXjqI/Ccs+QcwjVhJL2CXU4w4DqeRBoHTwcN0fIdPD5tGg2N+7iPqUylP/35G3/jDu6ghhrbeKMZbft8CZdQRRXHcizrWc885rEP+wDwBE+wlrV0oUvyouDjY2XBAvvnd98VVUpOO80cNm4c3HYbHHywOay0VAg8d94JP/wA22xjr5DlxoEHmvcpPj4+Pk3NV1/BunUuX2STn6S1aMshWs3FGWeYTw58sqJJkyzXxwliPWcC7p3KrGZjCDxaZgePgXHfaoZouXReWyMHTzPh2eneZhu4664OaYE2qsM1aNrm3KUtUEWrPiLL7f1v53bM0rPhkH4ulq2Gq66A0+7TZ2qZKI0I6gs8Pj71ZBObCBAgQsT1ew0NCYkKKviVXxnDGAAWs5jTOZ0d2IHP+ZybuMk23WAG8xu/ESfOCEYwnOH0pS+3czsX6H9OZjADgKEMbeK19OkoLFwoXv/1L/FbcPTRZlJkA0mCc8+1DystFXkrP/xQfH70Ufv3V14pcvf8978iPOvpp+GSS5plFXx8fHwAEW7qSlt28DRxiFaDq2i15LYZOVL8+2SNoa1kTLKc7njKyxOv9UnsmqXA07WrCMP2ok/+BgD6Fa7PmGQ5uWiXEK0kncnBI0lCFO2AKHLDt2VnDNEyCBnnYkKGU+9PCjy2EC2LsMT06XD55ZYmtcHfwgbScdbEp03xBm9wKIcyiEFEiFBIIX3py3Zsxz3cwwY2ACLZ8cmcTBe6cCu3cgiHMJaxPMVTAHzN1wBs1v8AbuAGvuIrlrKUuczlIz7iJV7iJ37iJV7iNm5jMYs5hmNsbbqGa7jWSFEPLGRh828In3bDpk1wyCGw997w44/Cdb3vvuJ/9mzxoCgTRliXlRtuMN9fcQUceaTI1fPgg+Kp+qBBTbcOPj4+PlnTlgWebKhHmfQG44dMtWnUoDgGPHPwZNPb7dFDPJV56qnsF+zIwePFDz/A1197z2bfgXN5nWmcv83H9lArF5whWsmmNKaKViOP76OOgny1SnzoKMmO2wCN2S3GbmgWgacpfyuaIETLSTBkEXgsSJIMJ59s3yhduohyuFtv3STLbmv4Dh6fJmclKzmCI9jEJtvwGmr4Wv87gzN4gidYxCIeRGScvZALk+P+lb9yEzcRQJys+eSzmMUAbMEWTMB8JDnRpXJBf/rzIA9yHMfxHd8xiUmMZjQ11PADP/AiLybz8fj4ANx0E7z4ovl5xAjzR3aLLbKbx8yZsP32wu0zZYoY9re/iYTM/fvbx83JEf8+Pj4+rUJrCTw775x5nGxutLPIk9IsSZZ92gxSMIBKtHEOHoBJk+q3YDeBZ/r0lNG6dxf/XkgBlWm8CYFhSBnOQ+8cPJZj1DheJ04UndcBGcq2NzKe58kngcqj4GVa3sHTXDz6qLgBbAWMNW2Mg8co8udyODaetu7gMVZes89DkhW4/37xDyK/wtSpKdP7Ao+PTxrO5VxqqWUhC3map3mDNyillCd4gsUs5lM+5RquSYZK5ZHHZ3zGgzxIEUWMZjSHcRhzmZuc53KW8xu/AULgyYYAAXbS/wzChHmBF7ibuxlAhh8+n05BebmogPXee8LB88sv8N132fVBnEycKP6jUfH51lvF69KlTddeHx8fnyahNQSe5cvFk9NMNMWNtiw3T5Jln7ZDIEAgncDTXMe4dX6yDMuWiRjt+pKMMcucZDm5OF3gSWpX1tw9xvqedx7stx8MHJh+Zk0hYPbpI14LCxs/LxdavNN97LEtuzwXGiPwhMPinjOdsFhvLCXNm2OeTebgMZIsOwUeyXH+O/Mr6HSkEC1f4PFpMiqp5Bme4Xme5xquYTCDuVL/M+hKVyYwgYUs5CEeAuAWbmEMY7iHe5LjDWc47/AOF3ERYxnL93zP/uwPZC/wpOMMOmbcrk/9+ec/hbgDcNllcO21QuDZffeGzzMQsD/M6kAPBXx8fDoKrSHw9OrV9PP0ciH4IVodH1VNL/DUN+lwtljPGUmC3r0bNh/j2FWUjCFaycU5kixLiqMtxmsmccc6fmO46SaR6KsxN01p6EiuimxpjMADoihIs9BMDh7Vcg1vzP5Ww2lCtLKgIx1rvsDj0ySUU842bMPv/M7WbG0Lt3JjH/bhIR7ifd5nN3ZL+X40oxnJSHZndxawgCM4AoC/83e6kMXTPx+fLHnxRcjNFULPyJHCudmnTzPZW318fHzaCm05B082N9oFBSIu9rDD3L9viiTLvsDTttEdPI3KwePBlClT6OUlSDodPA3FIvA0NERLk1v5GA2HhQ26mehIne5sUeVGhpY2F82Rg8cRolXYCCdYOKiXpHUKPFmeI76Dx8fHwUxm8gd/cC/3chzHESKUdvy92ZtyyimhxHMcGZmt2ZqxjGVndqYHPVKSy/n4NIZEQiRUPvlkOOAAMaxnT7jlltZtl4+Pj0+z097LpEuSsFx60RQOnk7YuWxXZArRaoSDZwdn6Uy3+Trf1xerg6eeIVptRuDxaTqaIRKqSWnGEK0TTzyRkpKSRoksOZFcAPJy11JhW5Tv4PHxqRfrWc9d3MUjPMIpnMKpnJr1tOnEHSsyMr1oBlu3T1Zs3AixGJRkt7vaFX/8AVVVMGRIa7fEx8fHp4Vpyw6epqApkiz7tG2yzcHTnCFajTl/LO3LtomdTeDpSJ3uTEjFxVAJdO3a2k1xp5lCtAB69uzZ6FmG81Se4kjeOnsFT1uG+wKPj089eJRHOZMzqaKKAQzgCq5o7Sb5NANDhwoRZNOmzOO2NxYuFK++wOPj49PpaMsCT2snWf7wQ3jppca3wad5aQs5eBpz/iRVGi3r2Thz8GhZdl7bKx2p052RHt1hOZ1L4GnKeQaDHMkzfFlgv6nvjCFaHWdNfFoUDY1LuZQqqriO65jLXMooa+1m+TQx338Pq1bB5s3w22+t3ZqmZ/Zs8eoLPD5Zs24d7Lsv/Plna7fEpxmRJKmLJEnvSZK0SH8t9hjvbUmSNkiS9HpLt7HRdAKBp8EhWpMmwT33ZB7Pp3XJlIPHoLmTLDeUegg8njl4fIGnAyHWtZkqzjec5qyi1ZS/P3qZdDXmXFTnc/B07KuCT7Mxm9msYhWP8ziXcik55LR2k3yamDlz4Mgjzc8zZkDc5SFZLAaff95y7Woqli+HSy+FrbYSeXd8fLLinnvg1VfhrrtauyU+zcvfgA80TRsMfKB/duMW4K8t1qqmpC0LPE3BTjv5IVodnUwhWkZPua07eBKJBododfRE4B2p052JNr+qzZFkuYkdPABqzK6QGa63THSkY62D/qr7NDdf8zUAk5jUyi3xaS5uugnmzYN//Qsuvxw++wzmzoX58+3mhdNPh4kTYcGC1mtrQ3j3Xairgyee6Lj9G59moLxcvHaxVPOrrhZxjD4diX2BJ/T3TwD7uY2kadoHwOYWalPT0pYFnqa40T7+eORXXgEaUUXLp23TUQSeeoRoGQweLF4jOR2nU9rZafOXqWbMwdMkGAJPtGECjx+i5dPpWcpSAgToTe/WbopPM7FpE4wdK6pLGU6ejz+G4cNh8mTx+e234cEHxftFi1qlmQ3mww9FmPPIka3dEp92hSHwhCyVAkeNgu7dW6c9Ps1FN03TVurv/wS6NWZmkiSdJEnSLEmSZq1Zs6bxrWsKOrrAI0lIvj2zY6OqDGEhA/nV/fsOJPAYIVoa4s2TT8Irr8CAAQ1ffHugI7kq2j3tROAJ+A4eP8myT8P4nd/pQx+/bHkHpqICckXFQQYNEq9nny1ef/oJ3noLDjnEHP+XX1q2fY1B0+CDD2C33dqBJdanbbF2rXjdbDFt/Kp3LmIxs+ytT5tHkqT3ATdlbqb1g6ZpmiRJjXq2qmnag8CDAOPGjWsbz2nbssDTRHSkG3YfFwIBnuNw/cNpqd/n54vXXXdt2uVaj6vGHGPGuadpGWfjvAIVFMA++wCrGxCiVVpqPqxo43Smc7jNr2ozlUlvMowcPFF7aK7v4PHxyZKlLKUf/Vq7GT7NSGUl5OWJ97IMJ50EO+wA/fuLYVOnCgFowQIoLGwfAs+vv8K0aTBmjAgz23331m6RT7tj6VLx+tJL4v2GDeZ3P//cKk3yaRiapk3WNG2ky/8rwCpJknoA6K+rW7e1zUBzPEFtKpropr8j3bD7uBAIpP++rEzEmt97b9Mu13p8NuYYM6ZNJBo+m4bk4Fm4EJYsaeACW5bOJPBcdx0UF8OIEa3dEgfNIcY0x++Pfj0IOJMsd0IHj//L59MglrKUvvRt7Wb4NCOVlaaDB+CBB0QyZaNybCQiEjEPGQJ9+ojcs2++2TptzZZ//Uu0cc4c8dkINfPxyYrvvxdJqAC++04kQfjpJ/P7zz4z38+d2w4C6n3S8CowQ38/A3ilFdvSPLRlB08T3Wh3pBt2HxcyCTwg4sqtIbVNTQsnWW6S5RcXQ7/28ZC2M53DkyeLQp2G8azNYNzLNEeS5aZEd1A3NAdPRzrW2uCvuk9b4Qd+YDGL+ZmfOY7jOIqjOIET2JM9WcEKBjKwtZvo04xUVJgOHivbbCMeiC1fLh6OAVxyiXh9//2Wa9/8+bBsmYiKufBCOPFEIUqlY9Ys4UCqrIQffzTdSD4+WfHqq+LVuAmIRuHii8VNRY8ecOONUFMDDz8s8vK8/bawts2a1Xpt9mkoNwJTJElaBEzWPyNJ0jhJkh42RpIk6VPgRWB3SZKWS5K0Z6u0tiG0ZYGniTAcPH6S5Q5KNgJPc9PCSZaNHDxJOngVLZ82RHOEaDUlOTlwzjmo225nX1QnDNHykwX4uPIET3AMx6QMF/UKogAczMEt3CqflsTp4LEyfLj98xFHwK23CuGnpTDa8K9/iWWDEGxmzvSchG+/FQJVTo7of/v41IsNG4TqGY1Cba0Y9vnnomT6iBEi5u+224SdDeC330QsI0Ai0Q4C7H0MNE1bC6QEcWqaNgs4wfJ5p5ZsV5NidI7bYgfRd/D4ZENbyHnWmGMsW4Fn5kykwM2g33/baIvnbxPin8NtgOYI0WoOJAluvx314/MbOHkbX7960AaujD5tjU/4hBM4ge5051RO5Vu+5Wu+5m3eZiADeZRHWcQihjGstZvq04x4OXi8GDEC/v3vls8z+/XXop9SUACLF3uPV1Eh+tvHHttybfPpYGzeLLzTK1fahx92mEhauffedoXx99/N9z//3AYD6306NdtvD9deC9ttl3nclsYXeHyyoQM5eNIeqtdeC2wA7kn9zhd4fFqKtu7g0VHRz4nXp0H+ZuCTLJvUcY41X+DxASBOnGM4hu/5nrnMZSADmc1s8hGBoLXUEkLEMJ/N2a3ZVJ8WIB4XkSZeDh43Ro2Cp5+GGTPEa3OxaZO9etfNN8P48cJQka768IIF4tXpPvLxyZrNm+2q50kniQ5Gaan4fPPN8M03otzcY4/Be++Z477yii/w+LQtQqH0lscOQEey3Pu40N4FHksVrRZNstyO6Eid7nZPU+6LZgybDRjyxrT6JQbtSMeaL/B0AjQ0nuEZtmIrRuDewXiCJ3iKpwA4iqO4mIuT4g6QFHd8OgdVVeK1Pg6eU06Byy8XeWibk7vvhnfesQ/bYw/46it3gWfpUuHyqasTn4f5xjOfhlJRYc9+eMstwjpmMHy4KM8mSfDuu/Dxx+L9wIFwzTVwwAEwdGjLt9vHp73hO3h8sqGjCDz1qKLV2XLw+OdwG6KdCOaq1DB5w3msnXbaaSQSCY+x2zbtY0/5eLKBDfzAD8nP13Ith3EYddQlhz3CIxzFUa45dQxe5mUGM5gECZ7kSUYysjmb7dOG+fhjuOwy8b4+Dp7CQjjzTFGKvCHXw2zF/Jdftn/u1Uv0ncvKYNEiUSHLOq9TT4VDD4VzzxW/TYMG1b9tPj6AGaJl3FC7lbowbhC23FK8XnSROKkiEVEiwy+l7uOTGb9Muk82dJQcPFlU0TISxaYIPB38GPcFnjZEewnRaqDA46SsrIxu3bo1ybxamo59VWgBKqjgVV7lJ0SpXKuwcgM3UEghV3BFvef7f/pfNdWe41RTzbZsy1jG8g7vsIlNXMZlPM/z3Md9yfHeQdgd/sf/uJqrmc50VrAi+X2CBF/xFROZmHWmcZ+OR12dEGd23RXuuEMMq4+DB4R4UlsLf/whPmsaPPkkPPts+uliMdFXviLDqVJZCbNn24dtu634nSgrg/JyGD0aHnrI/N4oiV5eLowUzVkt1aeDYySmmjtXJJxKd4Ny1VXCOnbDDdCzJ7z5JqxaBf/4R4s118ens+N3Djs47d3BU48qWv79uU+r0xzX02YI1Qr4AUq+wNMY/s2/KaKIfdmXkYxkKEMJE2YEI7iIi5jJTDaxiau5mllkLpP7BV+wBVuwD/twgf7Xi148yqOpij3wLu+yiEUA/IW/UEhh8rsP+CD5fh7zkj8MV3AFr/M6E5jAaZzGWZyFgkI55WxHG0y06NNiXH11qrulPg4eEAIKCKEI4L//haOPFlW20l3D16wR4s3VV5vFidz45huRH8hg4kSzYJGRBgVECXSA++8X5dwN/PAsn0ZhOHiGDYP9908/bmmpqT4CTJgABx0kyr7FYs3fVh+f9kwTh2j5ZdI7KB1I4PG1SHd8kbYN0F6qaOk0lYOnPeMLPA1kM5s5kAOJE+daruV0TidMmEM5lBAhbuEWNDQWsxgVlRd5MWUev/EbK1nJWtYC8BEfsZjFzGUuZZTxOI8zkpEcz/FcxEUp07/CK+SQw8d8nBR3LuACjuM4PuMzEiSIEmUhC7mYi/mQD1nIQt7nfQYykPu4j7u4Kzm/PdmzmbaWT1snkYDHHxfvTz3VHF5fB4+RQ/brr8WrNR+P4epxo7zcfG9M68a339o/v/QS9OiROo/Fi0UeofPPhyFDhMgE4r2PT4NxJlmuL/vsA2vXNn+iKh+f9o4fouWTDW2hw9nCSZbdHvh2ZHyBpw3RHPuiGeYZlBon/Hbp0qWJWtJ6+L98aZjNbP7CXziXc4kjbAMaGvdyL+MZD8Dt3M5MZnI3d/MDP/Asz/I5n7M92/N3/k5/+jOZydzMzfyFv3AWZ/E7v/M6rzOSkfSkJ6WU8n/8H4tZTDe68Ru/sYpVzGAGH/ERp3AKt3KrzZXzD/7BYzzG7uzOzuzMBjaQIMEt3MJu7MZ61vMpn/IADxAjxpZsySQmMZjB7M7ufMzH3M3d3MiNAHShC/3o1/Ib2afV+fZbkVJkxQp44QX4v/8zv6vvNa5XL9h6axG9AiInjsEPP6SO/+9/w8UX25Mjf/qp9/znzYNu3URKk0MPFWFZBtOmidfhw4XA8/bbQuS57z4xDdjz4fr41BtnkuX6sssu4vWaa0TFLd9V4OPTrPidQ59mpzHH2F57iddjj/VDtDzwz+E2RHMI5s1wH6Q0wsFz6qmncsIJJzRha1oH38PkwTKWsRu7sYENvMM77M7uSEg8x3PJalMAp3BKyrQ55PA5nycvxndxF0dzNO/of+/xHgtYQAkl/JW/8izP8jRPU0IJ/ekPmBdyGZnbuI33eZ+TOZn/8B+60pWLuZjd2Z3HeCy5XGOa/dmfQgo5nuNZwhJ2YRf2JzWc4HROT45fgN/z7axce6143WorUeRHUeBvfxNiyNZb139+06aJ/mtNDfzyiygatGCBCJuaOtU+7oEHitcttjCHff6597znzRMuoZ13Fv9W9txTOJEuuECIOrNmiXXZeWeIRkXBo113rf/6+PgA4uAycvA0lB49hAL56qvif8gQ2G+/Jmuij0+Hwe/U+bQXGtPpHTAg2cGV5jZRezoYvsDThmgn+yLQCIGna9euTdiS1sN38HjwHu+xgQ18yZeECXMAB7A3e/MUT3ESJ7GYxXzLt4QJu05vVdoHMYgv+ILVrOZarmU+8wkTZj7zeYAHuIRLmM1sPuCDpMBjJUKER3iE5SxnFKPoRjfqqONGbqSEkpTxc8jhJE7iV34lQID/8B9y8U6mMoQhdKd7/TeST5ujpkaIGdmydq3I/Xr00SJfjlEc6IYb4JJLGnYtN/L4LFkC8+fDNttA9+6wcKF9vF9+Md//5z/ideed4bffxP3Of/4Dq1eb42iaKEA0fLj3siVJ3C9VV4vkymVlosjGnnvCunWpopCPT9ZUVYnXxjh4AN54Q4RojRwpSrtVeyfS9/HptDRxiFZ7rYTi0w5oIleDH03o0+ZpJwJPY0O0OgL+5cSDH/mRHHLYlm3Zn/0ppZQXeIFFLOJ+7qc//dma+tkbyijjUi7lcA7nXM5NijNHciT55KOhuQo8ADuzM9/zPedybnLYVmzluaxLuIR92Zd3eZciiurVTp/mYfVqOPlkeOyxzOPWlzlzRKWqSMQscZ4NDz0kqmdddJEoc94U9NMj/c49VyQ43msvGDxYrPdpp8Gff4rvf/rJnObtt8Xr2LGwbBn8738ih23v3uY45eWwaVPmPDqGG+jrr8EqxBcXN2q1fDo7mzeL18Y4eEAokGPGwO23CxU0Jwf+/vdUBdTHx6fRBAIBZsyYweGHH97aTfHpqLSwwOPn4PFpcZojyXIz7teicCPv0zoAfoiWB3OYwyhGISPzBE8gI6OgNHq+EhLP8IxtWF/68gZv8AzPMIMZntMOYxi3cRthwuSTn7Y9xRTzH/7T6Pb6NB033QQPPgjPPw/HHNM017Y5c0QfcZ99zGEvvww33mgf75NP4M47haBjCB11dWLY5Mmw5ZaNb4tB//7i9e23YdQoOPJI+OADkVvnvvuEw+e888zqVrvtBh9+aE5bVSXaC8KNFI2KQhnLlolhffumX/6AAeJ1zRrRj/bxaRIMgaexDh6D3Xc33193Hdx1F8yebY9X9PHprDThzX9/40fJx6c5aLKKb00ymw6HL/C0IdpJmfTcgHt0TWfCF3gclFPO53zOl3zJURwFQIDmt3rtpP9lw/Vc38yt8Wlqli0TJbsBNm4UCY2t7pSGMHu2qMLsrLi8dKkpimiaCE264gr46CPhgrnuOhHmNHIkrFxptqup6NVLhHrF48KRI0n20ue//y5eV6wQ4VO33CLCuAoLoU8f8d0775jjb9oEJSWmwJNpu1nv5TtIKK1PW2D9evFaVNQ085MkeO01ERvZq5co+fbsszBzZtPM38enPeN36nzaCy3k4DFSP/gOHh+f9DQmyXJHwQ/RslBLLduyLfuxH9VUp3XT+PjUh+uvFzlan35afJ492/79woVw4on2Ut9exGLwxRfCjROLCTfMRReJ77p3F2LKzz8LIemOO6C0VIg7IKpPTZwIe+8Nq1bBPffA9OlNtpqAEG2McC/DGXTppWI5ffuKNr3+unDwGFW35s2D994zBZ733zfnt3GjEK2MXLTGOF5EImI7gC/w+DQhhsDTlOUz995blK077zwRqmUsw8fHx8enfdDCAk9nwxd4OjjNsH8V2c/B02kEnvd4j2lMI0pqBtpaapnFLB7hERazmMM5nCu5kh3ZsRVa6tPRSCREwuDp00UoVSgkBB8jGbKmwXbbwcMPwz//mdmt+PLLsOOOItxpv/1E//Dqq+HKK8X0IMqEb7utyIMDImzp3/8WIVMgcrw+8YTIidMcv53X6yaz7bcXryNHiqJBw4aJz9OnC4HHcOMMHw7jx8PAgeY8ttlGvG7cKELJDLIRbQwRqKnyCvn4JMWX5krmVFgoDnYfHx/fwePTfmgigcc/5H06Jc0QoqUOGdHk82xvdBqBZyYzeVP/M6immkd5lF70YjzjOZ3T2ZEdeZqnuYIrWrG1Ph2Jb78ViYWnTxf5WW+9Fb76Cn74QfQZP/vM7Duefz5MmWIPaXJiJCfu2xdOOEG8D4VEGNYI/Zq2cqWZs3XIEFGZav/9RanyTz8Vyz7qqOZZXxDJpFesSK1aVVFhvv/lF+HgsVJaKtoejcLNN4thGzea6U8gu3spw9HknL+PT4NpCYFnw4bmmbePT3vD7+36tBearOJbduP5IVo+rUYziDHNQUAOtXYTWp1OI/BsgUhceTqn8zmfkyDBcRzH8RzPWtYmx7ue6zutDdKneXjtNfHDPXWq+GzkVp03D3baSYggsmy6XT74AF54IXU+l14qEjQvWiQqVS1dCtOm2cfp1k3ca3z+uTlsjz3s40ycKKpaNTc9e6YOM0KnQOTU2Xtv93GsYV6bNolk0uC+Xdw46CAxzTHH1KvJPj7e+A4eHx8fHx8nLeTg6ax9E1/gaQO0s33Qla78g3+0djNalUZlIZIkaQmwGYgDMU3TxkmS1AV4HugPLAEO0TSt1RMLGCLOClYwkYkMZjCLWMRlXMZBHMTHfEyQIDuzc4Y5+fhkj6aJ8KwddhCJgkFUkVJVuPde4cYJBuGZZ0Q1qbVrhRD02GPw17+K8X/5RQg2N9wgPofDqc4YA1WFsjKxTBA5fw48sDnXsH488IBY/5tvhtxcSFe51hB4XnxROJ7OOQcOPjj7ZY0c2aim+vjYWbdO5MkJNdOTId/B4+Nj0s46FD6tyC23QEFB6y2/hcuku3LVVR22AqMv8LQBmsO508z79SRO4hzOadZltGWaIs30JE3TrKlh/wZ8oGnajZIk/U3/fHETLKdRrGIV+7APx3AMT/M0K1nJ+ZzPSZyEhMRoRrd2E33aMRUV8McfIhwKRIjRr7+KpMlz5oh8OQaBgBA5vv5a5Jz58UfRbwRhDpg6VSRQjsdFn9Jw2+TlifnW1Ji5bNzo2VPk2IlEhCASaEO5xkpLhVA1YIBw2ahprkCGwPPUU+L9JZe0TBt9fGxs2iROxvXrm8+9A6I619KlzTd/H5/2hN+p88mWCy5o3eW3BYHn8subpA0+Pi1GM4d7dVbHm0FzhGjtCzyhv38C2K8ZllFv/uRPetKT/dmfl3iJz/mckzm50x8APo2nuloIFkOHmtWx9t1XJA6++GJRdMdw4xiccQacfrrIz2OIOwZjxkBVlaiUZSQUVlVROvzJJ0XY0cVpJNMePcTr1lu3LXHHQJbhlFOE2JMOa4LkHXf0K2L5tBIjRoiTuLkFHj9Ey8fHx6f90cJJljtbDh6fNsC++4pXZ4elDdPZ+/eNvSppwLuSJH0rSdJJ+rBumqat1N//CXRzm1CSpJMkSZolSdKsNWvWNLIZ6YkSpZxyutM988g+PvXk8cfN8ubvvCMqU731lvj8xRdw9tkiHMnK6afD3Xe7V3kaM0a8GmFYl14qnDs77CAcOY895p7fxmD4cPG6YzsvAhcMmtEw1upaPj4tRjwusoWDiHtsyhLpTnyBx8fHxHfw+LQXWijJ8lmcxTCGcQRHNMnyfHyy5t57ReLM/Pymm2czX+M7u8DT2BCtiZqmrZAkqSvwniRJ861fapqmSZLkKjVrmvYg8CDAuHHjmlWOfpZn0dDoQY/mXIxPJ+Xxx2HsWPGA/9JLhevw3HPhwQfFD/aZZ9ZvfiMc1f2uuqp+0990k8i7Y5REb8/E4+K1g4aW+7RVli2Do48WKqMVZ8bypqSwUNgB6+pSl+vj09nwBR6f9kILhWj1pz8/83OTLMvHp14EAtC7d/PMu5lCtXyBpxFomrZCf10tSdLLwLbAKkmSemiatlKSpB7A6iZoZ4O5gzs4h3PYnu05iINasyk+HZA5c+Cbb0TS4N9+E1We/vlPUd1q8GAhdtc3qiMcFmXSzz5bhGaly1PjhqoKt09HYK+9RBWyvn1buyU+nYr33oOPPjI/9+gBd9xRvyzf9cWw891/P5x1VvMtx8fHx8en6WjhEC0fH5/M+AJPA5EkKReQNU3brL/fA7gaeBWYAdyov77SFA1tKIdyKBVUcDEXozZJTmkfH4GmwXHHiapVM2aIHKn/+IcZVnTqqQ2fdzBoT8zcWXnmGdHfNUrM+/i0CD/rT0mHDhUnd0tk+DZiKq+6SiSp8l08Pp0Zv7fr015oC0mWfXx8bPgCT8PpBrysl69TgWc0TXtbkqT/AS9IknQ8sBQ4pPHNbDjd6c5MZrZmE3w6KK+8ArNmidLffgLg5iEvr/ULZPh0QubNg9GjRTm6lupobr21sKtNny4cRNOmtcxyfXzaIr7A49NeaKJj1T/kfToVfg6eZqXBAo+mab8BY1yGrwV2b0yjfHzaOt9/L6I1uneHI/x8dz4+HYuff4YJE1r+jnuPPUQi5xtvFMm7nn4att++Zdvg4+Pj45M9voPHx6f++GXSmxX/cuLj0wCuukpUxvrmG+Ey8fHx6SCUl8PixSJzeksTDMIhh8Bnn4k2XHyxGL5pkyil5+PTWfDtDD7tBV/g8fFpc/gCj4+PT1qiUfjXvyCREJ+//VZUTD73XOjTp1Wb5uPj09R89ZV4bS3njCHqgFCQf/wR+vUTWdvLy1unTT4+LY0v8Px/e/cdH1WZPX7882Qyk95IAgmEEJAuVTpIEQs21LV3WAvrd13XtutPXV1d27rqrq5rWztrRbFgQ1SKIgjSpXdCCSQQ0ieZyczc3x9nJo2AlIQkM+f9es1rZu7cuXOfO5nJc8+c5zyqpdAiy0odOf2Db1Qa4FFBx+uF//wHysoaZntPPQUXXwx//rMMxzr7bKm5c+utDbN9pVQz8s03YLPBwIFN8/pZWVBUBG+8IdPpjRsHhYWQnQ3//CeceabM8KUZPUop1fQa6ERVM3iUUg1Fv05U0Jk2TWYZfuCBY9vOtm3w00/w3nty/1//ktt5eVIaIzHxWPdUKdXkLAvy8+V2drZMX3f11RAd3XT7FB8PY8bI7T174I47IDxcavPMmAGnnAKPPtp0+6dUY9Nfd1VLoUO0lFLNjH6dqKCTlyfXW7Yc3fP37IGFC2VSm+HDYeVK+RH93HNl1uTzzoPTTmu4/VVKNaGHH4aUFMjNhe+/B49H0vWaWocO1dPz3XYb9O5d+/G//U3GiSoVjDTAo1oKHaKllGpmjmWadKWapU2b5Pqrr6BnT3j7bQnWBFgWVFTID+KlpZCUVP3Y/PkykU1geNfFF0NcHLz6qv66olRQsSyZjjyQ6jdrltS8iYuD7t2bdt9AevtLl0oV94QEuOgiWLYMLrhAxopeeSU88wx06gR/+IOeHSilVFPQDB6ljl4jz6YVqjTAo4LO+vVy7XLJbMeTJsl525w5MvrCGPjwQ5gwASZPhptuknIWL7wA994r51OPPiqT6Iwe3ZQtUUo1qLIyGD8eLrtMUvyeeKL6sSuvlOtTTpEaPM1Bu3bVtwPFly+5BLp2hQsvhHPOkfGoe/Yc3yFbK1bA88/Ds89CZOTxe10VOjRgqVqKBvpb1T/5QzvhhBOaeheUajE0wKNaPK8XHnsMTj0Vrr8e1q2DIUPgrLMkcPPoozLUauHC2s+bPFmuX3pJrj/7DPbuhX//W86ZlFJB5h//gNmz5QIwcSI8+SS8/ro85nY3j+FZ9QkPh7/8pfq+zQaffALnny9V5e++W7KPGsvf/y7pkG+9BQMGyLJLLz30eNXSUpl+MD6+8fZLBSc921UthWbwNLr77rsPo98JSh02DfCoFm3/fvjtbyU489e/Vi9/8UXo318y/0pK5IdmkMydSy6pXu/BByVTp6hInjNxoox2UEoFoe+/r77drZtEdyMi4K67JLDjdsv9liIqCu67T1INZ8yQMaWN5d575fqCCyTNsbQU5s49dICnb1+pbVRa2nj7pZRSTUkDPI3O1lyyalXD0YBdo9KvE9Wi/fOfEtwJ6NULVq2S4A7I98e//y31eKZOlfOf4mI5j1u+XIJC558P114rM2Y98YT+k1Uq6Hg8sHs3LF5cveyUU2oHc4xpWcGdgKFDJdAzd271skBa4+7dx779r7+uHaDZsUOyhU46Sb58PZ76n+f1yjC4sjL5clXqSGjnX7UUWmRZKdXM6KmsapFycqTWzosvyg/KN94oy//yFzjxxAPXP+ssqVEKMorBbpcfl/UfqlIh4J//hLZtwemE+++H1FS49dam3quG4XBIkOeLL2Q86ty5MgTtL3+RQmPHYsEC+fKsW4zs2mvhzjslSv6//9V+7Pe/l5nJli6tXjZ8OHs//xxLiymqw6X/nFVL0cB/q/X1YZUKOoEagxkZTbsfQco0hw7XwIEDrcU1f1lV6hCKi+X7oKRERgosWiQzYX3wAdx8s2bgKNWieb0NX+S4Xz8pDDxqlGSkREU17Pab2oMPyrTpdTkckn1jtx/ddh95RAJiAUuXQlaWfOFalkzlPniwTOM+darcvuqq6vXDwym87z7ez80lt00bRmZmMva3vz26fTkMxpgllmUNbLQXaCDa5zmEwMmyz6dBHtW8Bf4+3e6j/46tY+5c6NEDUlIaZHNKNV+WBZ9/Duee22gnbgb5jFo0fayjsRys36OnwqrFefllCe5ERsKXX8qMxm3awC23aHBHqRalrEwCCHl5cv/ppyE5WaYsX7GiYV5j8WLZ1h/+IFPpBVtwB2DkyOrb48ZJmmJYmJx4LFt2dNu0LCniHNCrl4x9TUqS+8ZI/Z1Zs2DMGBkLWzO4A/DSSywcOpTcNm0AmJ+djdPpPLr9UaFFgzuqpWjAjufIkRrcUSHCGDjvPD1xayRaZFm1KJMmwSuvwIgR8OOPTb03Sqmjtnq1DP/ZsQNiYqTC+R13yGOnnirXW7ZAx45H/xper4zNDA+HG24I3pPGoUPleuRIyVCyLBnHmpEhPwkPHnzk25w+XTJ2XnkFOnWC9u0PXOe00+CNNwAoi4nh4wsvpCQujtGrV3Pi99/DxInsmjyZhIQELp03j/K8PKIffPDo26mUUs2NnqAqpZoZ/VZSLYbbLecaUF1zRynVQr36qgR3AH75RabfBpnZKmD+/GN7jalTYft2eOcdKboVrGJipB7O55/LfWNkfHunTkdf4PiLLyQTaOJEGDsWunQ5cJ2xY6turn73XbaccAJ7W7fmh4sugm3bcLpc5OTk0LNnT9qefDInlJTojFpKqeASrD8cKKVaLM3gUS1GYKTBo49KjU+lVAu2aBEMHy7Fj99/X2ZkOv10+N3vJGtn3DgZUlV32M+vycuDXbsksHPNNVJ/5/zzG6MFzUt9AaxevWDduqPb3o8/yvsTfohuQloaABtOOonpy5aRkJBAnz59mDt3LrmRkXz94Yf+3egl722wFLZWSimllGqmNINHHVJFBfzpT3DTTcf+Y/qvcbulXMbBZt399lu5njBBfzBRqkXzeGT4z6BBEsixLKnHE0jRO+MMGD9esnzmzDmy6b6vuUam8L7kEgnuzJ7dMqc/bwjdusHGjTJU7UgUFMCqVXDyyb+66v4NG5jqn6Jw0KBBDBw4kJiYGF566SW2bdvGWWedRdu2bfVLWymllFLqONAATzM1bx68++7Bgx3Hy8svywzD//0vXHdd47xGZaX8SB8RIed7118v53s1lZTAU09JyY7AzHpKqWbE7T78dZcvh/JyGDIErrhClvXsKbMyBbz+ulw/9ZRk+fz5zwd+MdS1ZAl8840U/e3XD6ZMgcTEw9+vYNOtm7wv27YdfJ0//an6WAf89JMc618J8BQWFvLyRx9RWVnJmWeeyYgRI4iPj+cK/3ualZXFSSeddIyNUEoppZRSh0unSW+msrIgOxu6dpW+d7t28MMPMi14//4ygsGyGu5HUbdbLmVlUFgIDz0Ee/dK1kxyspx7zZ0La9fKrFUggZljnRnSsiRw9Oab0q61ayVrKDFRzs8+/liWbdwopSDmzIHRo4/tNZVSDWj+fBl6s3ixZM3cdJNk3OzaJdOdX3aZFPv1+SQz5IEH4Pnn5bm7d8swn40boVUr+bKpacAAyfQJGDxYMnSuuqp6NqeAykro3Vuiwb/8cuC2QtFPP8kwq44d5RjXnX5+61ap0wO1g2f33gtPPglFRRAdXe+m161bxxdffIHT6eTcc8+lX79+hNUoNrp//37i4+MJP9QQrwam06QHgUCnphn0TZU6JP1bVapZC+Vp0jXA0ww5nVIz82DCw+V8KSdH+uEPPFD92K5dsHChBIZ69ZJlubnSjw9MtOJ2yzlXcTEMGwYvvCDnXfW56SaZXdjnk1EPUVHw3ntSD+ehh2SSm4yMo2/rhx/CpZfC3/4Gf/2r/J+87z547LED101KkvIax/F8QanQ9uOPUivn9tvrf9zrldmVDjWEqn17ePxxuPNO2LOnenl8vAQQDuW662SWprQ0uOUW+bLzeCToMGqUfHEEZoh68UX4/e+lls/48UfWzmDl88l79+yz8NVXkgIZYFmSPTVlitwfMQKee06i9kOHSnBtzpx6N+tyuXj88ccBSE9PZ9KkSY3ckMOjAZ4goCfNqqXQv1WlmrVQDvDoEK1maP16uZ4yRbJXBg2SkQsffCDLLrxQMu7dbnjwQemLv/WW9ON79JBZgfv0gQULJBDTq5cEciZPlnO1kSPh009h1iwpWFxQIBkzd90FTz8NKSkS2FmzRs6ZTjxRfhhftkz249xz4f775Qfzb745trbOmCGBm/vuk/vGyD5VVsq+1HTXXRrcUarRWBa8/bZ8cVx6qUyTPXKkTF1eXHzg+jk5Ujh3924JrOTkyBdUhw7yQT3/fAnQ7NghGTdxcXDPPbBypdR3OZyiXmedJWM3J06UaHZZmQzvuuIKmQ58yBB57MYbZR9OOUW+oFqYsrIy9u3bx8yZM/nuu+8oru94H42wMMnESUyUdMgAp1OCOVOmSHomyLjghx+WAFlpKcUvvMDBfgDasGFD1e2RI0c2zL4qpZRSSqljFpIZPK++KgGQwA+/8+bBv/8ts/O2anXcduMA33wjwZg77pB+9+rV0ve2LPnRuuZwqF27pM8+ZoyMjAgYMkQya669FlJT5ZzL6ZRhTzV17ixDvrZulWyfmBjJzgF5rYMFUoqLJYMnORluuAHOPFMmwDlSM2bIyICTT5Z9/uyz+tfbuVOGp+3fryMulGpQa9ZIzZq4ODjnHBkKFUjzq+vbbyWFLz5exnBGR0vGx8aN8MwzUjir5njRwPjRgoLqL1WXCxyOhtv/JUtk+FGg9k/XrvDdd5Ix1ELs3buXbdu2MW/ePIpqZDM5HA5uueUWYmNjG+aFRo6U9+OHH+T+lVfKFzlIoG3yZNiwQQpSDxhAdng4k88+m9GjRzO6njGx8+bN47vvvuOee+7B0ZDv6THSDJ4goFkRqqXQv1WlmrVQzuAJ+nyIsjI5b8nMlB+Wc3Lkx97wcPmhOlA6wuWSbPS//hVuvvn4T/gxZQpcfnn1/W7doEsXuW3MgbVuAoWG58yRYU733y8jGU47TZY/8ID8oA3S/t695Rxt716ZTbd1a0hPl0tdh8qSiY+XWYxBzhWee05+ME9Pl6BZaqo8VlgoP9T36CFDvNatkyBT27byg3/NmXsvuODgrxcY/qXBHaUa0EMP1R7befnl1V96EyZI9DUhQb40f/MbydQJC5NsmvJySbsrKIDPP68/YyawraQk+MtfJFLd0IGAAQMk8nv66fKFMm+epB82Y263u1ZA5Ouvv2bLli1V908//XRSU1N59913WbZsWcNlxwSKuU2ZIuNza0bUBwyQFM9XXoHZs3GtXMmnt96KZVksXLiQAQMGHBBoKi0txW63N6vgjlJKKaWUCoEAzyuvyNCl9u2l7ub//ifLPR7J7F+1Su5PnCiFfm+5Req8PPignM80lv/9T4ZVjRsnAZOnnpLzn1NPlQLLzz9/eEGmmBjZ97pTh99wg5z7DBokxYuhdvmFhvD443KecM011cuuuEJqnH7xhdy32aRMxznnSOBo924J+vToIbcfeECOgVLqOJkzp/qD1727jNv84AOp1/LHP0o6Y00PPQQzZ8q4SadTorfJyZJ6dzjDoR55pDFaIWJiJLBTUVGdgtjE8vLyKC8vJzMzE4CKigqioqLYunUr77zzDieffDKjR49m9+7dbN26lf79+9OlSxe6d++O8X+JZ2RksH79+oYL8AR+Lbj8cjj7bPnlIyAQpLnkEpgxg2/cbgpjYjj77LP55ptvmDFjBhf5p0EPKC0tbbjsIqWUaol69JA6Ckop1cwEfYDngguqZ4Xq0kWCHgGrVknWyW9/K5k8V10lxX0ffliCLIczLbjPJwGMw5lNyrLkB9S334Yvv5Rl330H//qXBDsefVTKTByNusEgu11+OG9M0dGSNfTkk5Lx/8c/StZ/QoJkDN1wg9Tt6dLl6NullGoA110nH85bbpEq7O3awSefVAdF1q2TFL9Ael5N998vl+bKmGYR3Nm9ezfTpk0jNzcXgNjYWNxuN263m1atWrHf/8/n+++/Z+PGjeTk5GC32xk+fDgpdTKPOnbsyLx58w7I+AmwLAuXy0VkZCRz5sxh8+bNnH/++Qdsp0paWvXtzZvluk8fSWcNSExk49//ztJ332X4sGEMGjSI7du3s2PHjgM2pwEepVTI++knSYtXSqlmJugDPFlZko1z+ulybpOVJZk6gRmmPvmkepbY006TDJrevaWkRKtW9Q8fcrkksPHmm3JelJQkP1KPHy9DmAIsSwomZ2fDpk0yVCngd7+TwMgPP8gICGPgvPMa4wg0rlNOkQvIsYuIkONxvIe4KaUOYsUK+cKKjpYvHYB//rN2UKR7d7moWrxeL3v27KFt27ZV2TX79u0jLy+PdevWUVBQwLhx40hISODtt9/G6XQSGxtL7969WbJkCT169CA5OZnt27cTFxfHKaecwptvvklOTg5Dhgxh6NChJCYmHvC6HTp0YO7cuezYsYMTTjjhgMfnz5/P7NmzGTNmDN9//z0Ab731FgMHDuTkk0+u2tcqV14pxefmzYOff5ZlTz8NY8dWrZKTk8M333xDq1atOMW/vE2bNqxatYqKigoqKytxOp20adOGsrKygweTlFIqFCQkyEUppZqZoA/wBIwYIbVoAh54QPq5geBOgDHw3//KUKMrr5SJWlJSpB+cng6lpZK1s2WLBDJ69pQg/tVXy2xTS5bISIZt22Ro2Hff1d5+XJyUQrjoInmtc86RukAVFcc23XhzUF89H6VUE/v4Yxlvmp0tU/BZVu1os6qXZVl88MEHbNiwgeHDhzNq1Ciys7P54IMP8Hq92O12Kisree211wCw2+1ceumltGvXjvj4eE4//fQDAy3AiBEjsNvt9RYvDsjIyMAYw/r16+nQoQPhNQqj+Xw+Fi9ejNfrZebMmURHR3PBBRcwd+5cZs2aRXp6Oq1bt6awsJB27dphs9lkGNYjj0g0PhDgqfGFvWzZMj7z1+UZM2ZM1eu1bt0agGnTprHOXzjt/vvvp7S0lA4dOhzD0W3+jDGtgClAFrANuNSyrII66/QDXgTiAS/wqGVZU47rjiqllFJK1RAyAZ66Hnzw4I+NGCFlKUaPllmqLEuKEluWlJ6IjZXhSDffLHVl9u+XTKAbbpDnLFwo24mKgieekNo/27bJ1OQ2m8x+VZP+EKqUahSWJYWQTzpJvmhmzZJgT2MWGAsSe/bsqZoOfP78+SxZsgSXy0V6ejpnnHEGaWlpuFwuli9fTk5ODiNGjKiquwPUG9wBOC1QCf8QIiIiiI2NZdGiRXg8Hvr06cO0adNITU0lPz+fwsJCzjzzTHbu3Mnw4cNJT08nKyuLxx9/nHfeeadqO4MGDeLss8+WO4HZxSZPlmv/sC2n08miRYsACej07du36vnt/NX819Woij9r1izKy8tp1ZRTTh4fdwMzLct63Bhzt//+/6uzjhO41rKsjcaYtsASY8wMy7IKj/O+KqWUUkoBIRzg+TVt2sgsW//6l2TrPPBAdZ3Kulq1kiFdPp/U8gEZ7fDtt9VZOYFZg5VS6rgoL4fzz5dCWH/9qyw71BR5LYhlWaxYsYKOHTuScAwp8vPnz6ekpIQxY8aQnZ3N8uXLad26NYmJicyfPx+bzcbtt99OTk4OK1euJDExkeHDhxMZGQlAZGTkITNxjkXfvn358ccfWbZsGVu2bKGoqIji4mJ8Ph+jRo1iyJAhDBkypGp9u91Ot27dWLt2LTabDa/Xy6JFi0hJSWHw4MHV/4w8HrlOTGTVqlV89NFHgGQW1Q0+xcTEMGnSJLZv306nTp144YUXmDdvHpmZmQwaNKhR2t2MnA+M8d+eDMyhToDHsqwNNW7nGGPygFSg8LjsoVJKKaVUHcHR228kiYlSnPlw3XijTCoTESFBn5o0uKNapN27JfPjcKqIK6m4brM19V6Izz6TKPNjj8Gddzb13jQIr9fLO++8g9PpJDc3l4iICK6//npSU1OPeFulpaV8++23ACxYsKBq+doas6KMGDGCmJgYunTpQpeDRfgbyZgxY0hNTeWTTz6hqKiIq6++mtatW7Nhwwb6B6ZGrOM3v/kN48ePJyoqisrKSiZPnsz06dOpqKhg1KhRMnWjf9pDd2Ul06dPByA+Pp5egcJ0daSnp5Oeno5lWYSFhREfH88111xTa9hYkGpjWdZu/+09QJtDrWyMGQw4gM0HeXwSMAmolemllFJKKdWQgr6HdrxpHRoVND77DC6+GAYPhm++kSK9NVVWSkaIMTIu0bJg6NCm2demtmWLZMlMnSrFu/7+d0kDtCy5/NqQKI9HjvFTT8FZZ0nF9a5djywyvHKlfAGlpEh1988/h8hI+NOfgiJA53a7+eKLL9i6dWvVMsuyeO211zjvvPPo2bPnEW1v+fLlgMxYVVpaytixY0lOTmbnzp2kpKRQUVFRb4Hj48Vms9G7d28sy6q1LwMGDDjoc+x2O3b/e2232xk4cCC7du1i9uzZ9OnTh8Srr4Y5cwDYuXMnTqeTK6+88rCCV8YYbrvtNqKiooImuGOM+Q5Iq+ehWnNQWpZlGWOsQ2wnHXgLmGBZlq++dSzLehl4GWDgwIEH3ZZSSiml1LEIjl6aUqphLVsmw3tAZt658koJOsTEQEGBjFecOFGqhsfFVRduLSs7MBAU7B56SIptlZXJ/TfekKn27r4bLr9cptB78EGZYq+iAjZuhIcfhkDWiWVJ+t+bb8r92bPhrrtg0iQpjrtvHzz3nASQioslaPPAA7WH3Pz3v1I4efBgmSrwgw/ksS5djntwx+128+233+JwOBg7dqwU+W0An376KWvXrqV///6cddZZ2Gw2SktLee+99/jwww+58cYbSUtLIzs7mw4dOhBWJ6jm8/nYsWMH7f21aH755Rfat2/PtddeW2u9o8kGaizGmFo1cY5Uz549Wb16NZs2bWLNmjUMHz4cXn2V7du389YbbwBUHY/DERcXd9T70hxZlnXQgkjGmFxjTLplWbv9AZy8g6wXD3wJ/MWyrAX1raOUUkopdbxogEcpdaBffpHr1atleuWnn4Zp0w5cr2tXGZI0aJBUJv/wQ5gw4fjua1P4/nuYMQPy8uC112DgQLj/fqnKfscdsmzGDMlwysyEe++t/fxVq6CkRMZ0vv++ZACdcooU/frxRwnQvPxy9fpTpkggKDUV9u6VgNp778F//gMvvVS93s8/y+WOO2RKvyuvPC6HI6CkpISpU6eyfft2QGZnysrKIiYmhj179pCUlETfvn3JzMysyjQ5HFu2bGHt2rWceuqpnHzyyVXL4+PjmTBhAs8++ywff/wxrVu3Zu3atfTr14/z/QHK4uJiVq1axcKFCykuLiYyMpLExET27t3LRRdd1LAHoJlxOBxcddVVvPDCC2zdupVhw4ZRXFzMlCnVEz0F6gmpA3wGTAAe918f8AVojHEAnwD/syxr6vHdPaWUUkqpA2mAR6lg4fFINsmoUVDfTD2Wf1TA4Qz7ycmR66wsqeECMgyrY0cJ6Pzvf3DffZKJAlJhPD5eMn+CNcDj8cCzz8LXX0ttm4Arr5SZiQLDVq6+WgI8bdvKccrIkODYoEEyVfntt0tWVGSkHNsBA2QK63vukaFc/frB738vGUCdO8OaNVLx/bHHYOxYCRxddhmceGL1PqSnS6Bn0iSZ4q9uQOk4mDFjBgsWLCA8PJzx48dTUFDA9u3bq2rapKens3LlSlauXEmPHj3o0KEDa9asISEhgdjYWIYOHYrP52P58uX4fD5iYmKw2Wx06dKFWbNmER8fz9B6hgBGRkZy2WWX8d5775Gfnw/I8Kvc3Fzy8vLwer2AZKoYYygrK8Pr9TJ+/PiD1p0JNu3bt2fp0qW88847bN4sJWK6du160Fo+CpDAzgfGmOuBbOBSAGPMQOAmy7Ju8C8bBSQbYyb6nzfRsqzlx393lVJKKaXAWFbTDwUfOHCgtXjx4qbeDaWat4oKyewoKQGnE044AaZPlyFS7dtLJsjPP0NysmR51AzkLFokgYe0NKkPM3z4oV/rj3+UoEVR0YGP+XwSZDj99NqzMg0aBElJUksmGN11Fzz5pBzv//f/JEsGICrqwHWdzoMPVduzRzJ2WreW2zUyUg7G7Xbz1VdfERUVRefOnUnJyyPhkUdkH8aMkeBdeLi8N408BXpFRQUej4dvv/0Wp9PJJZdcgs1m4x//+AeVlZUH1HTZunUrsbGxpKamsnXrVqZOnYrT6QQgISEBr9dLaWnpr77ueeedd8iAxL59+8jNzaVbt268/fbbWJZF69atCQsLo1evXmT4h7T5fL4GGzbWUqxYsYJPP/201rL77rsv6I6DMWaJZVkDm3o/fo32eQ4h8H+rGfRNlVJKtVwG+X9iEbz/Tw7W79EAj1ItQWUlXHghfPHFwdfp1EmCBgsWyPCcXr2kk7x5M/TvD263rOdwSAAoPv7g2/rNb2DdOqgxo9CvmjABZs6EnTsP/zkBZWWSdXTNNZK90tyUlUlGzllnSSCtgTmdTiIjI9m5cyerV6+moqKC3r17ExYWhs1mY9asWVXDnkCyVv785z8fUGemrkDwJD4+HnOIzK3S0lLWr19PQkICdrudiooKMjIyiImJqVrH5/OxdetW3n//fTyBqbaBpKQk0tLSWLt2LZdffjndunU75D75fD5Wr15NREQEXbp0wRjDvn372LBhAxUVFVIMODGRiooKKioqWLhwIUlJSQwbNuyQbVAH5/F4mDNnDvPmzSMtLY1zzz2Xdu3aNfVuNTgN8AQBDfAopZRqAKEc4NEhWko1d598IkV1V66UQroXXgg9e8Ktt0pQpW1bydy57joJ3KSny/Cpn36S4UGtW0uWyfbt8MMPcOml8NFHktFjt0NhoWTklJXJc19+GT799NezfOrq1UuGJM2dCyNHHv7znE545hkJTC1YAEOGyLCl+nz4IZSXy/XDD8twpnXr4IIL5NjcfPOvD0H78UcpSty5swRsfD7JevJnnXi93gMzG2bPlgLHN954+O06TIWFhTz33HPYbDbcgSAcUgQ4ICIignPOOYc+ffrw1VdfsWLFCvLy8khJScFms9Ub+CgvL2fy5Mnk5ubSrl07+vbtizGGbt26ERsbS3FxMdnZ2WzdupU1a9bUem2A8PBwBg0aRHZ2Nh6Ph5KSEsrLywEYMmQIffv2pbi4mJkzZ1YVPz6c2ZjCwsLo3bt3rWUpKSmkpKTUWhYbG0tsbCznnHPOrx9EdUjh4eGcdtppDBgwgNjY2COqf6SUUkoppVoOzeBRqrmYPVtmqLrwwuplRUUSwImLk4K6l1zy69vp2fPAzJsnnoA//1mCGV27SlZPYiJ06AArVtS/nfj4+odoHcz+/TJNemGhBGo6dZK6NfPnw4gRUrunro8+kiBVWZkEiPbuhd69a9e4CfjlF6g5o9Bll0k2zR/+AM8/L8vGjYPXX5djVpdlwf/9nwR3HI7qjCaQYU0zZlA5YgT/eeEFSkpLGVhWxogvv8TVvz/5YWGscrtJvOYaxo4bV2ua6JKSEsLCwmpluxyJOXPm8P3339OzZ0/i4+MZM2ZMVbZMREQE+/fv54QTTqBVq1YAFBQU8Oyzz1Y9326307dvXxITE2ndujWVlZVMnz4dn89HRUUF/fv3Z9OmTRTVeC/j4+MpLi4GZDru9PR0xo0bh8/nw+PxEBYWxoIFC1i/fj2pqakkJCTgcDjo1KkTWVlZJCcnV23L5/Phdru1WK9qcprBEwQ0g0cppVQDCOUMHg3wKNUcLF1anbVy222weLEUNA4Pl2m3Fy2SmZoOxxNPSNbPZ59Jxs7MmTI7U+AEfMcOePFF2WZeHpxxhkyB3r69zA6VmQkvvCDDtI50Fqbp0+HssyUz6OuvpSjxtGlSEPimm6QNQ4ZUd+L79IHSUplG/JJL4NFHpUZQbi58+aUEnx57DN56SwoIg9x+9VXZ14Bx42Ra9zvvlEDSG2/AxRdXP75ggUxPfu21Ul/o73+XNubkSO2g666DwYNZ3aYNU2sWL64hurwcZ1QUGRkZXH311URERFBWVsZLL71ERUUF/fr1IyMjg+joaDp37lyVVbNnzx5cLhf5+fn89NNPlJWVcdlllwEy9XdhYSGdO3fmqquuOqxDbFkWTz31FE6nk9GjR7Nv3z7Wr19fa9hUWloasbGxnHjiifTr1w+v18vWrVspLy9n2rRptGrVij59+tCxY0fatGlTK2BV83VKSkqIi4vToVGqRdAATxDQAI9SSqkGoAGeJqadHRXynnlGZlcCCep07iwFeAsL4aqr4O23m3Lvjszrr8P111ffb91aMmqWLwdgX0oKYT170ioqitU7dpA/YQKD//hHyQBZskSCQCNHylCvmtLTJQvp9tth0yb429/g448lk+fuuyUzadMmqeOzdCls2ybPmTULTj1VttG+vQR6IiKwLItVq1axa9cuOsydi33KFD66+GJsXi+/f+89Vj/yCAVt25LkdJL05Zd0GjqUdcOGMXXqVKKiorDb7bjdbsrLy0lOTqagoACfz1e1u5GRkVRWVlbN4gQyFKmoqIjKysqqdYYMGcKwYcOIiIg47ENcWlqKw+HA4XAAMqysoKCAn376iZSUFAYNGlRv0AbA5XLhcDg0aKOCjgZ4goAGeJRSSjUADfA0Me3sqJC1apVk07zwArRpI9k1YWGSheJ2S8BjwAAZUtSSPPssuFwSbElLA58Pa/VqZjz7LAszMrB5PKTs20duWhoAxhjsdjvt2rZl9LZtdPjb3yQY43TCvn0ye9Uf/lCdhRTg8dSeyQvkmPbuLZk5y5bJOn67/vUvNvTrh8vlYufOnezatavWU+MjIrhiwgTS0tMP2rRFixaxdOlSLMvC4XBwxhlnkJGRQVFRES6Xi3Xr1rFgwQLS0tKIiooiKSmJ9u3bExMTQ7t27cjPz2flypWkpKTQuXNnouqbhUspdcQ0wBMENMCjlFKqAWiAp4lpZ0cFvWnTJNvE7YaTTpKgR2mpFAUOfAZ795Y6M43E6/WydOlS1q1bh81mo0uXLnTs2LFq5qRAkd1AAda9e/dSUlJC27ZtGyQIkZOTwyuvvAJA927dyNm1i0FDhpCRkcGaNWsoLCwkNzeXsrIy+rVvDw4HyampDDnxRML8AZdt27ZRVlbG9OnTiYmJoWvXrrRp04aKigqysrKkUK9lVWfzdOsGV13FngsvZM6337LeX4cmUHfmxBNPpGvXruzfv5/9+/fTpUsXkpKSjrmtSqnjTwM8QUADPEoppRpAKAd4dBYtpRpCebnUvDntNMkoeeYZqaETHy9Fhp95RqY6b9Wq9jTbo0dL4GfqVKlH08B8Ph/5+fmUl5czd+5cNm3aRFRUFBEREWzcuBGgaqhOINhrt9tJSkoiLy8PkBmc4uLiAJg4cSJlZWXk5eVVDT2KjY0lISGBhIQEwsPDDzr0JzDN9y233FJVMDggKysLkJmfPvvsM1Zu2SIFfzdsYP6KFTgcDiorKykpKal6TkxMDD/++GOt7WRkZJCenk6HRx+lx113EfbMM5SMGMFrzz6Lx+Nh4MCBjBkzBofDUWsmobr7o5RSSimllFItjWbwKHWs8vNh4kT44ov6Hw8Lk2LF//mPzFy1e7fUo1m8WGrV1Dfj01FyuVxs27aNnTt3UlhYSHZ2dlVQxOFwMHbsWAYPHuzf7Xx27NhBQUEBe/bsweFwkJaWRn5+PtnZ2XTv3p2srCzWrl1LeXk5GzdurFVjpj5xcXHY7XYSExPp27cv+/fvZ8OGDbhcLoqKioiNjeW222771XYEvpdWrlzJ2rVr8fl8hIWFkZaWRmZmJqmpqcTExLB9+3bCwsKIjY1l9erVrFixguLiYtxuNzabjfDwcDweD16vl/Hjx9O/f3+tPaNUkNIMniCgGTxKKaUaQChn8GiAR6ljdf75kr0zaBCceaZk8AwdWlV7htRUaNeuUXfB5XIxZ84cli5dWjXUKiEhgTZt2tC9e3ciIyPp2LHjMU1lvWbNGtavX4/dbuekk04iPDwcm81GaWkp+/bto7i4mMLCQnw+Hxs3bsTlcgHQtm1b4uPjyc/PZ/To0Zx4kFmqGorP52PNmjUsWrSIuLg44uPj6dq1a1WWkFIqOGmAJwhogEcppVQDCOUAjw7RClI+n49ly5axZ88eioqKKCoqIiYmhp49e9K9e3diY2ObehdrCczsU1ZWVjX0JyIiolZAwrIsKioqcDqdhIWFERYWVlWct6pGzI8/wsKFkJQEGzbA9u2SNZOYCBdcIMWLA9ORezxQVCTDpnw+eczrhdWr5XaPHpJ9Ux+nE776Cp57Tqbrvusu+Mc/6l3VsiyONGfEsiyKi4spKSmhtLQUr9eL2+2mtLQUj8dDVFQUkZGR2Gw2CgoK2LJlC9nZ2aSlpTF8+HB69Ohx0FmUjlbPnj3p2bPnAcuTk5Pp0KFDrWVOp5OCggJSUlKOaHaohhAWFkavXr3o1avXcX1dpZRSSimllGpKQZ/BY1nWATVGGmOIRllZGW63m6KiIux2O7GxsdhsNtxud9Wwlfr2y7IsKisrKS8vZ9++fRhjSE1Npbi4uCrQERMTQ1lZGU6nk6ioqKr1AxeXy0VxcTHGGCIjI/F4PFXDbyIjI6vqo+Tn55Ofn094eDjXX389rVu3rqqlYrPZCAsLIzw8nOjo6KqT8kCbNm/ejMfjkboo/gCDw+HA7XYTERGBy+Wq2lZFRQURERFERETg9XrZvn171dAeYwwJCQnYbDa8Xi8ej4fK8nLy9u8nLCzsgCFA7dq1Iz4+Hq/XS3Z2dlVWSF2xdjvG4yEyNxeb10txfDy+sDAsY/CFhWHzekkoKsIyhrZuN+EuF/E5ORivl1Y+H0n79hF+ww2sX7mSih07cEVEkFVZidvjITIsDE96Ojs6d8ZUVOBt1Qrv6tW02rIFLAtvz554zzkHb2QkXq8Xy7Lw+Xzk5eXhdDopLCwkNTWVlJQUwsPDqzJeYmJiiIiIwOfzVR2vwHtXXFxMeXn5Yf/9xcXFMWzYMIYNG3bYz1FKqWCiGTxBQDN4lFJKNYBQzuAJ+gDP0qVL+frrrwHJavH5fISHh5OZmUlycjJ2ux3LsigoKCA6Opq4uDhiY2NJTEyksrISt9uN2+2mvLycsrIyysrKqKyspKKiApvNhsPhoKCggNzc3EPuR1xcHGH+bJDy8nLcbjcOhwOv11sVyDlaNpuNhIQEvF4vlZWVhIeHY7fb6d27N6NGjaoV4NqzZw9vv/02LpcLu91ORUVFvdsMZMfUt2+BwFRdsbGxGGOIiYnB7XbjcrmwLIvMzMyqgJHX66WoqAhPURF4PNgLC4nasoVW+/fjs9tp5XQSHhYGHg/5HTuypnNnbF4vxuEguW1bMjMyiF2zBl+rVljx8fhmzMC1ZAl7W7fGa7NRkpmJvU8f4iMisCUkgDGEWRaewkIKdu3CVVpKkctFpcNBxUEyXAyS2lZZZ3l4ZSVhPh/hHg/GsiirkQVls9mqgmSWZWFZFmlpacTGxmK329m4cWPV+x0dHU1ycnJVcC48PByXy4Xb7cYYQ3JyMrGxsaSlpZGUlERkZCR2u52IiIiqwKHL5aK8vByv10tCQgKOljaNulJKNTAN8AQBDfAopZRqAKEc4An6IVqpqakMCAzJQQIXlZWVbN68mR07duD1evH5fCQmJlJRUXHIrAmHw0FMTEzVybbX66WkpISoqChOO+00HA4HSUlJ+Hw+CgsLq55TUFBQKyMnOjq6KvvFZrMRFRVFdHR0VVApPz+fuLg4IiIisNlsFBUVERcXR0xMDBUVFVVZNoFhOoFgzK8xxpCens7VV1/NypUrcblcdOjQgcjISHw+X1VGjdPppKysDMuyiI6OJjw8nC5duhAfH181NKrIP9203W6nsrISu91OdHT0wV983TrIzpZZo376CU4/XYZDAZx3HowYAdu2yTJjwOGAGTM4/c03q7cRGytDpoqLa2/7ssvguutg/3646CKoky1VH8uyKCkpqXp/CvLyKP35Z7qddBLRffoQFhbGrl27sNlsMntTQQHdUlNxtGsn+x8fj7trV8LCwrDZbMe9cG9UVFSDTF2ulFJKKaWUUio4BH0Gz5Hyer1VtU8CUyk7HI6qLIpmw+OBd9+FmTNh1SqIjobOnSW4MXQoJCdXX5xOyMyUOjRH24ayMoiKOnhNmvrk50uNm+++g9/9rvZjHTrIrFI9esAJJ1T/alfT/v3wwQdw9tmwcSO89ZbMQPV//yftKCyU4sWjR9f/fKWUUiFDM3iCgGbwKKWUagCawaOq2Gw2kpKSSEpKarqd2LUL5syBtWth50445RQJ6OzeDStWSKbL+vVQUiIzNfXuDRUVMH065ObCK68cfNtZWVJU2BiZnnv9esmaCRQzjo2VAsUul1ycTti3T/YjK0sKFHftKo9t2AApKbJv55wDbdrAL7/I8k8/hZyc6tcdPhxuv12KIG/dCk8+Kds5lFat4Kab5HZmJpx66lEfUqWUUko1c23b1u47KKWUUuqIaICnKa1fD3feCTExMiRp+3YJ6uzdK48bIwGXyZOrn9OpE6Sny9TcF14oM0PVzF7Zt0+2E7i9b59M2717t9yeMkVeKyEBNm+Gbt0gLk4CRJYlQaP8fIiIkIydVq0kgJSWBvPmwcqVMG2azDKVkSHPq6yEt9+u3oewMBgzRgI6Tqd01u69V4I0F1/c2EdVKaWUUi3RqlWSvauUUkqpo9JoAR5jzJnAvwEb8KplWY831msd0t69ktVSXi7XXm/1cKOoKCgokACJ0wl79khGSocOso7XK9kpFRUShElJkeCI1ytBE2PA7ZbL8uVSZyY+XoInsbGwaJHUnendW7JisrOlfsyGDfKcPXtkWykpElDJypJ6NJ06Qffu0K+fvM7998P110tgp0uXQ7c3JUUuB/Pww8d+TCsrZVrxwPTXXi/88IMcq969JZNHh0wppZRS6kgkJclFKaWUUkelUQI8xhgb8DxwOrATWGSM+cyyrDWN8XqH9NFHUrPleGjTRgJJJSWSDdOmjQRqpk2TZZmZEvwZOFCCI5mZcO21kkVzKDUzeJqDunV8bDYZRqaUUkoppZRSSqkm0VgZPIOBTZZlbQEwxrwPnA8c/wDPmWfCe+9JQCU9XYITMTGSlVNeLoWHPR4ZppSWJvVt8vMlAyc8XIYbRUZKhs/evZK9YrPJcyxLtmu3Q2pqdU0Znw9KS6tnfQoUC9SsFqWUUkoppZRSqtGsYx0RRDT1bjSJxgrwtAN21Li/ExhScwVjzCRgEkBmZmYj7QYy7Ckr6/DX79792F8zLEyGagVoYEcppZRSSimllGp03fiVETJB7AjmvG5YlmW9bFnWQMuyBqampjbVbiillFJKKaWUUkq1eI0V4NkFtK9xP8O/TCmllFJKKaWUUko1sMYK8CwCuhhjOhpjHMDlwGeN9FpKKaWUUkoppZRSIa1RavBYluUxxvwBmIFMk/66ZVmrG+O1lFJKKaWUUkoppUJdYxVZxrKsr4CvGmv7SimllFJKKaWUUko0WZFlpZRSSimllFJKKdUwNMCjlFJKKaWUUkop1cJpgEcppZRSSimllFKqhdMAj1JKKaWUUkoppVQLpwEepZRSSimllFJKqRZOAzxKKaWUUkoppZRSLZwGeJRSSimllFJKKaVaOA3wKKWUUkoppZRSSrVwGuBRSimllFJKKaWUauE0wKOUUkoppZRSSinVwhnLspp6HzDG7AWyG/ElUoB9jbj9liDUj4G2X9uv7Q9toX4MQqH9HSzLSm3qnfg1x6HPA6Hxfh+Ktl/bH8rtBz0G2v7Qbj+ExjGot9/TLAI8jc0Ys9iyrIFNvR9NKdSPgbZf26/tD932gx6DUG9/qAn191vbr+0P5faDHgNtf2i3H0L7GOgQLaWUUkoppZRSSqkWTgM8SimllFJKKaWUUi1cqAR4Xm7qHWgGQv0YaPtDm7ZfhfoxCPX2h5pQf7+1/aEt1NsPegy0/Spkj0FI1OBRSimllFJKKaWUCmahksGjlFJKKaWUUkopFbQ0wKOUUkoppZRSSinVwgV9gMcYc6YxZr0xZpMx5u6m3p/GYIx53RiTZ4xZVWNZK2PMt8aYjf7rJP9yY4x51n88fjHGnNR0e94wjDHtjTGzjTFrjDGrjTG3+peHxDEwxkQaY342xqzwt/9v/uUdjTEL/e2cYoxx+JdH+O9v8j+e1aQNaCDGGJsxZpkx5gv//VBr/zZjzEpjzHJjzGL/spD4DAAYYxKNMVONMeuMMWuNMcNCpf3GmG7+9z1wKTbG3BYq7VfVQqHPA6Hd7wn1Pg9ovycglPs9od7nAe33aL/n4II6wGOMsQHPA2cBPYErjDE9m3avGsWbwJl1lt0NzLQsqwsw038f5Fh08V8mAS8ep31sTB7gTsuyegJDgZv973OoHAMXMNayrL5AP+BMY8xQ4B/A05ZldQYKgOv9618PFPiXP+1fLxjcCqytcT/U2g9wimVZ/SzLGui/HyqfAYB/A19bltUd6Iv8LYRE+y3LWu9/3/sBAwAn8Akh0n4lQqjPA6Hd7wn1Pg9ovycg1Ps9odznAe33aL/nYCzLCtoLMAyYUeP+PcA9Tb1fjdTWLGBVjfvrgXT/7XRgvf/2f4Er6lsvWC7ANOD0UDwGQDSwFBgC7APC/curPgvADGCY/3a4fz3T1Pt+jO3OQL7IxwJfACaU2u9vyzYgpc6ykPgMAAnA1rrvY6i0v06bzwDmhWr7Q/kSSn0ef/u032OFdp/H3x7t94RgvyeU+zz+Nmi/p7ot2u+pcwnqDB6gHbCjxv2d/mWhoI1lWbv9t/cAbfy3g/qY+NNO+wMLCaFj4E/TXQ7kAd8Cm4FCy7I8/lVqtrGq/f7Hi4Dk47rDDe8Z4C7A57+fTGi1H8ACvjHGLDHGTPIvC5XPQEdgL/CGP139VWNMDKHT/pouB97z3w7F9oeyUH9fQ+7vPVT7PKD9HrTfE8p9HtB+T03a76kj2AM8CrAkVGk19X40NmNMLPARcJtlWcU1Hwv2Y2BZlteSNMUMYDDQvWn36PgxxpwL5FmWtaSp96WJnWxZ1klIGurNxphRNR8M8s9AOHAS8KJlWf2BMqrTcoGgbz8A/noL5wEf1n0sFNqvVEAo/L2Hcp8HtN+D9ntCuc8D2u8BtN9zMMEe4NkFtK9xP8O/LBTkGmPSAfzXef7lQXlMjDF2pKPzjmVZH/sXh9QxALAsqxCYjaTmJhpjwv0P1WxjVfv9jycA+cd3TxvUCOA8Y8w24H0kXfnfhE77AbAsa5f/Og8ZhzyY0PkM7AR2Wpa10H9/KtLxCZX2B5wFLLUsK9d/P9TaH+pC/X0Nmb937fNU035PaPZ7QrzPA9rvCdB+Tz2CPcCzCOhipKq8A0nh+qyJ9+l4+QyY4L89ARmjHVh+rb+a+FCgqEYqW4tkjDHAa8Bay7L+VeOhkDgGxphUY0yi/3YUMhZ/LdLhudi/Wt32B47LxcAsf5S7RbIs6x7LsjIsy8pCPuOzLMu6ihBpP4AxJsYYExe4jYxHXkWIfAYsy9oD7DDGdPMvOhVYQ4i0v4YrqE5ThtBrf6gL5T4PhMjfe6j3eUD7PaHe7wn1Pg9ov6cG7ffUp6mLADX2BTgb2ICMzf1LU+9PI7XxPWA3UIlEdK9HxtbOBDYC3wGt/OsaZJaNzcBKYGBT738DtP9kJAXvF2C5/3J2qBwDoA+wzN/+VcBf/cs7AT8Dm5DUxQj/8kj//U3+xzs1dRsa8FiMAb4Itfb727rCf1kd+K4Llc+Av039gMX+z8GnQFKItT8G+UU2ocaykGm/Xqre86Dv8/jbGbL9HkK8z+Nvk/Z7qo/FGEKs34P2eQLHoR/a79F+Tz0X42+0UkoppZRSSimllGqhgn2IllJKKaWUUkoppVTQ0wCPUkoppZRSSimlVAunAR6llFJKKaWUUkqpFk4DPEoppZRSSimllFItnAZ4lFJKKaWUUkoppVo4DfAopZRSSimllFJKtXAa4FFKKaWUUkoppZRq4f4/K3M9F1QcauMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8 12\n", + "0.85830885\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABHgAAAGoCAYAAAA99FLLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3xb1f3G8c+xEyfODlkkJJCEEAgJe5ddoL+UskpbChQKlJYC3aWlpYNSKIXSAm0ZZZQNZW8IKxDCHiFkQBKy915OHG/r/P44uldXsiRrWbLk582LlzWudI9lxb730fd8j7HWIiIiIiIiIiIixaus0AMQEREREREREZHsKOARERERERERESlyCnhERERERERERIqcAh4RERERERERkSKngEdEREREREREpMgp4BERERERERERKXIKeESk3TDGvGuM2SdHzzXcGGONMZ1y8Xy5FB7XqPDl24wxf8zDPs81xryT5P43jTHfz8F+TjTGPJrt84iISGEYY3Y0xlQbY8rD13Py9yGF/f7OGPPftt6PZCaT90Hse0lE2p4CHulwjDGLjTG14T843v9fCp90e9cXG2N+m+Rxa4wx9xpjehhjPg88rtkYUxe4/rs4+7/XGNMQs//p4fu8UGJCzGMeNMZcEb58lDEmFH7cVmPMF8aY82Ie3ynOPv+S4PU4N/yYG2NuPzl8+70xz93iNWrtNTDG/MQY85kxpiLw/D83xnzqjdUYcyKw1Vr7aUo/yBJhrb3QWntVoceRK9ba54Gxxpg9Cz0WEZGOKHC8stUYs9kY854x5kJjTErH/dbapdbaHtba5izHcW74mKDaGLPFGDPNGHNCkv3+1VrbpkGSMeZXxphV4ddlkjGmMub+K4wxD+Z4nwmP21J4bLv9sCoV2byXjDEHG2NeM8ZsNMasM8Y8bowZHLjfGGP+ZozZEP7/b8YYE75vtDHm2fDjNhpjXjHG7Brz/L8wxqwOvzfvNsZ0STKWY4wxc4wxNeH3zU6B++Id1yvQkoJRwCMd1YnhPzg9rLU9gJXh2/uEr38T+KMx5rh4jwP2BfYH/mCtHRt4nreBHwee+68J9n9dcP/W2r1i7j/IGPOlJONfGd5fL+A3wJ3GmN1T//ZbWACcFnMAcQ4wN862LV6jFF6DW4DNwO8BjDEjgT8D51trm8LPeyHwQKIBFvLgplgPrAroYeCCQg9CRKQDO9Fa2xPYCbgWd6xwVwHG8X742KBPeP+PGWP6xm6Uj7+zxpjdgL8AXwH6445DQm2937DgcdsvcMdtu7bymI6uL3AHMBz3Pt4K3BO4/wLgFGAvYE/gROCH4fv6AM8BuwKDgI+AZ70HGmP+D/gtcEz4ub3j0haMMf2Bp4A/AtsBU4DYSuXY4/qswlGRbCjgEYnDWjsF+BzYO8H9K4CXgHFtNITrgKtb28g6zwCbgGwCntXATOD/AIwx2wFfwv1xTLTvpK9RzLYh4HzgF8aYPYA7gVuttVPD+6sAvgxM9h4T/hTtCeOql7YA5xpjehtj7gp/+rbCGPMXEykhLzfG/MMYs94YsxD4WrIxGWO+Ev4UrcoYc6sxZrIJlx6HP3V81xhzozFmA3CFMWZnY8wb4U+J1htjHjLG9Alv/2tjzJMxz/9vY8y/WnttTKC6Kvwp33JjzKXGmLXh7/MUY8zxxpi54U+hfhd4bJkx5rfGmAXhcT0W/tkl2Z25Ofw9zzHGHJNgo6hPMGM/QUz2cwh7k1ZefxERaXvW2ipr7XPAt4FzjDHjAIwxXzOuinaLMWaZCVcJh+9LVA1cEf47tEfgtoHhqoYBrYwjBNwNVAI7J/gbH/u35zDjqo82h8d4bvj2LuG/90uNq6i+zYQrcYwx/Y0xL4Qfs9EY87aJVC41Ac3AEmttk7X2TWttfaqvpTHmJOMqljcbN11pTOC+fcOv51bjKk0eNXEqp8PHbROAjbhQorW/5W+Fv242rjLkEGPMqPAxS1X4eCThtGhjzG4mUgXzhTHmtMB99xpjbjHGvBge94fGmJ0D9x8XPlaoMsbcDJjAfSmNIc7xw5vGmKuMO8baaox51bgApQVr7UvW2settVustTXAzcChgU3OAa631i4PH5dfD5wbfuxH1tq7rLUbrbWNwI3ArsaYfoHH3mWt/dxauwm4yntsHKcCn4fHUgdcAexlXGAo0u4o4BGJwxhzMC68mZ/g/mHA8UBbTSe6FRhtjDk22Ubhg4Kv4z6pmJnlPu8Hvhu+fDruk46EBz6tvUaxrLVfANcAk4ChRH9SsgsQstYuj3nYycATuO/vIeBe3AHaKGAf3KdwXjn3D4ATwrfvj6swSjT2/uHnvQzoB3yBC7SCDgIW4j75uRp3YHMNMAQYAwzD/ZEHeBAYbyKBTyfca3h/ojEksT3QFdgBuBwXhp0F7AccjquaGhHe9ie4T6+ODI9rE65aKpGDcNVa/YE/AU+1Egglci+Jfw4As4HhxpheGTy3iIjkmLX2I2A57u8IwDbc3/w+uED+ImPMKa08RwPwCO5vkucM4HVr7bpkjw3/Xfw+UA3MC98c+zc+uP1OuA/SbgIG4D5Mmha++1pgdPi2UUT+XgJcEv4+B+D+fv8OsOH71ob/f8IY0zXZeOOMfzSuOvXn4eeeADwfDr0qgKdxfxu3C2/39QTPU2aMOQn3d9g7fkr2t/yI8Nc+4cqQ93FhxKu4CpehuNfIe/4XTGT6fHfgNeB/wEDcccmtJrri+3Tc8Vjf8HiuDj/Wq1r5Q3isC4gOVxKOIQVnAueFx1QB/CrFxx2B+2DRMxaYHrg+PXxboseuttZuSPLYQYEAKChqW2vtNtzrEdzXxeEQ7RNjzDdS+WZE2ooCHumongl/ArPZGPNM4Pb1xpha4H1cyPJMvMcB7+CqTRJNwWrNrwL732yMuS/m/lrcH9m4fXOAIeFxrMedqJ8dDlCC34f//Lg/pq15GjjKGNMbd9CXKJxo7TVK5m1coPJE+FMQTx9c6W2s9621z4Q/+euFC9V+bq3dZq1di/tE5vTwtqcB/7TWLrPWbsSFMYkcj/s05qnwFLF/46qYglZaa28Kf8pXa62db619zVpbHz6QvQF3MIa1dhXuU7ZvhR87Hlhvrf0khdckViNwdfgTp0dwB1b/stZutdZ+DszClSODm9b2+/CnV/W4wOmbJnGp+1rca9RorX0UF2ylVWljjBlE8p8DRH6WfdJ5bhERaVMrcQEE4eqVmdbakLV2Bi6UODKF57gPOMMY41VznE2S6dXAweHjkNW4MOjr1tqq8H3+33hrbW3M484EJlprHw7/zdpgrZ0W3u8FwC/C1Rlbccdi3t+gRmAwsFP4cW9ba72A5zHclJ95uOO5ruD3OfxJK9/3t4EXw8cBjcA/cNVIXwIOBjoB/w7v8ynclKAg77itFne89Usb6TmY7t/yRty0oiHW2jprrb+AgrX2BGvtteGrJwCLrbX3hI9lPgWeJHKsAvB0uNqlCRey7R2+3TtOeiL8/f6T6OOkhGNIwT3W2rnhn/ljpFAJblxfv8uBXwdu7gFUBa5XAT0C703vsUNxgdkvW3ksQM84u4/d1tve2/bfuA8qB+Kmcd1rjDkUkQJRwCMd1SnW2j7h/08J3N4f94v8EuAooHOCx+1krb04zgFJqv4R2H8fa+05cbb5L+7ThBPj3Lcy/LjtrLV7W2sfibm/f/D5cZ/eJBX+Xl7EfVrTz1r7boJNW3uN4gp/wnU77lOeHxvXh8ezifh/VJcFLu8U3teqQHB1O+4PKrhPvYLbL0kynKhtwwd/sdVDwefCGDPIGPOIcVOStuCqdoJlxfcR+VTzLJIf8CazwUbmbnvvrzWB+2txrz+41+TpwOsxG1d+PijBc68IHOiCe42GpDm+1n4OEPlZbk7zuUVEpO3sgJsahDHmIOOaxa4zxlThQoa4U2WCrLUfAjW4D4R2w1XQJJzODXwQPhbpb6092Fo7MXDfsoSPclWyC+LcPgDoBnwS+Bv0cvh2gL/jKlFeNcYsDFSz7AochgtmfoJ7HZ4xxnQDDgHeSPZ94/5W+scV4Q+eluFe0yG0/Psa+72tDB+P9cIFAl8O3Jfu3/JLcVXFHxk3Zex7CbbbCdfTMfiB33dwlcKeYGhTQ+T4It5xUvB7SnUM8STaZ1zGrTr6EvAza+3bgbuqca+npxdQHfw5GDd18FVcW4CHW3ksxP+wMXZbb/utANbaqeEAssm66XcP4aZ1iRSEAh6RGNbaZmvtDUAdcHEBx9GAK5u9isC85zZ2Py64SbqCRIav0R9xFSQ/A27DhQKe+bj+MDvE7ipweRluylgwvOplrfVKZFfhDgg9OyYZyypcSTGEdxy8Hmff4D4htMAe1tpeuBAn+HN5BtjTuP4GJxBTbt5GlgFfjQkLu1o3Fz2eHWI+2dqRSIPxoG24A2hP8GCwtZ8DuClsi621W9L/lkREJNeMMQfgwgiv0uJ/uGBmmLW2N+7vcqrHGt4HGmfTsiI3HbF/Z4OWATvHuX097oOOsYG/Qb2ta2BMuNr1EmvtSOAk4JfG9ZvrBJQDJhzOnIMLUT4FZocrZJNZiQtMAP+4YRiwAndMEfv3dRhxhCt0fgPsEZgSl+xveYvXyFq72lr7A2vtEFxT4VvDIUisZcDkmOftYa29qJXvFWKOqQLfb7pjyEp4qt5E4CprbewHZ58TqWgmfPnzwGP74sKd56y1sX0t4z12jY1M4Uq4bXjq285ETxcLsuTvuF2kBQU8IoldC1ya7jztWCbSYG54Bg9/ANePZXw2Y4gzpsUm3KwwxmTgOFKfS53Sa2SM2Qv4KfCD8CcrV+B6tJwHfpg1kSTl4dZNg3oVuN4Y0ys8j31nY4z3mMeAnxpjhob/qMcuc3+FMebN8NUXCR9chUugf0R0iBFPT9ynOFXhICpYJkz4APcJ3EHzR9bapQn2nUu3AVeHD4Awxgwwxpwc2G/sz3kg7jXqbIz5Fi6ImRDneacBRxhjdgxP2bvMuyOFnwO4n+NLufkWRUQkU+Hf0yfgpvw+aK31+vX1BDZaa+uMMQeS2lRuz4O4HjNnkVmvuVQ8BBxrjDnNGNPJGNPPGLN3OJy5E7jRGDMQwBizg3GrImGMOcG4BsAGN42mGbdS1hzc1Kxbw3/XOuP604wGqmPCmTJjTNfA/11wxxhfM2657M64D8PqgfdwU9abcdXJncJ/hw9M9I2Fj3muJ9I3KNnf8nXh8ftVz8aYb4WnHYGrgLbEXw3sBVw/x7PDf/c7G2MOMIHm0Em8CIw1xpwaPk76KYHjpDTGkLHwsdYbwM3W2tvibHI/LsDbwRgzBPczuTf82F7AK8C71trfJnjs+caY3Y3rn/gH77FxPA2MM8Z8I3y8ezkww1o7J7yvbxpjeoSPh76C+3eRrKpNpE0p4BFJ7EXcH60fZPk8w3BlvcGqikuNWw3B+399vAeGp+pcTnjOfC4YN1WqH/BBnP1Za+3r1vWwSUWrr5FxqyvdhesrMz+8n9rwY/5uXE8XcBU9Z7eyv+/iGvLNCu/3Cdxce3AHfK/gGuFNxTUHDBoGvBve/3rcHPTrgA24FcimkKSpNK6aal/cAeOLcZ4f3Keae9Byepa/7xz7F+4g4lVjzFbcz/QgSPhz/hA3T3w9rsfTN+N9WmWtfQ23BOgM4BPcQWJQsp8DuD4LtyMiIoXyfPjvwjLg97i+cecF7r8YuDK8zeW4ACMl1tpluL+zFtdbL+fCH5Icjztp34j74MGrovgNrvL3A+OmTE/ELYcN7m/cRNwHMu/jpuZMCh9PnYDrDbcAd0x2GG4Bg32J7nl4Bq5KyPt/gXV9Ds/CfQC2Hrck94nW2oZwYHMqbrXQzeHtXiD5McXdwI7GTcNP+LfcutWjrgbeDU+zOhg4APjQGFMdftzPrLULAYwxL5nwapvW9Sf6Cq4/0Urc1Ki/AV2SjIvwY73jpGtxx0m7EH0ck3AMOfR9XLB1RfCYOXD/7cDzuEVGPsMdm3nHHl8Pj/G8mOPtHcPf38u4Y8BJwFLccfqfvCc2btrZd8LbrgO+gfs5bML9bIJ9B3+Gez9txk0R/IG19s1cvQgi6TLR00VFJNeMMX8A1llr28UJrzHmMOBH1tozCj2WWMaYd4Ef20jjwVw+9zTgmHiBhnFLqC4HvmOtnZTFPnbEfUq4fXB6UrJ9t5VC/ZzDB6tnW2tPa3VjEREpSsaYu3F9Zf5Q6LG0R8aYD4HbrLX3FHosItKxKOARkQ4pXM79Ie7TuV/jpmmNtBk2zg6HRDcAvay16TQbFBERKRrhKefTgH2stYsKO5r2ITxN+Qtcdc93cNOuRoanNYuI5E2i5fdERErdIbh+Od5Uo1OyCHe641a6WkKO+yWJiIi0F8aYq4BfANco3ImyK26aW3dgIW4KtMIdEck7VfCIiIiIiIiIiBQ5NVkWERERERERESly7WKKVv/+/e3w4cMLPQwREREpUp988sl6a+2AQo+jNTrmERERkWwlOu5pFwHP8OHDmTJlSqGHISIiIkXKGLOk0GNIhY55REREJFuJjns0RUtEREREREREpMgp4BERERERERERKXIKeEREREREREREipwCHhERERERERGRIqeAR0RERERERESkyCngEREREREREREpcgp4RERERERERESKnAIeEREREREREZEip4BHRERERERERKTIKeARERERERERESlyCnhERERERERERIqcAh4RERERERERkSKngEdEREREREREpMgp4BERERERERERKXIKeERERNpYdfg/EUmuiioaaSz0MERERIqSAh4REZE21EADPenJ4Rxe6KGItHt96MM3+EahhyEiIlKUFPCIiIi0gdWsZgtbGMQgAKYxrbADEikSz/N8oYcgIiJSlDoVegAiIiKlaDCDMRgsFoB92KfAIxIRERGRUqYKHhERkRzzQh3v66EcShNNhRySiIiIiJQ4BTwiIiI5Vkedf3k0oxnCEDWOFREREZE2pYBHREQkx7axzb98PufTmc4KeERERESkTSngERERyTFvSfTxjOcSLlHAIyIiIiJtTgGPiIhIjnkVPN/je5RTroBHRERERNqcAh4REZEc8yp4utMdQAGPiIiIiLQ5BTwiIiI55lXwKOARERERkXxRwCMiIpJjXsDTgx4AdKKTlkkXERERkTalgEdERCTHNEVLRERERPJNAY+IiEiOaYqWiIiIiOSbAh4REZEc8yp4vClanemMxdJMcyGHJSIiIiIlTAGPiIhIjsWr4AFUxSMiIiIibUYBj4iISI5VU00nOlFBBaCAp1gZY8YbY74wxsw3xvw2zv07GmMmGWM+NcbMMMYcX4hxioiIiIACHhERkZzbxja/egcU8BQjY0w5cAvwVWB34AxjzO4xm/0BeMxauw9wOnBrfkcpIiIiEqGAR0REJMdqqIkKeDrRCVDAU2QOBOZbaxdaaxuAR4CTY7axQK/w5d7AyjyOr+RYbKGHICIiUtQU8IiIiORYLbVUUulf9yp4mmgq1JAkfTsAywLXl4dvC7oCOMsYsxyYAPwk3hMZYy4wxkwxxkxZt25dW4xVRERERAGPiIhIrtVQEzfgUQVPyTkDuNdaOxQ4HnjAGNPi2Mpae4e1dn9r7f4DBgzI+yCLhSp4REREsqOAR0REJMcSVfAo4CkqK4BhgetDw7cFnQ88BmCtfR/oCvTPy+hKkAIeERGR7LQa8Bhj7jbGrDXGfBa47e/GmDnhFSOeNsb0Cdx3WXi1iS+MMf/XRuMWERFpt2qppRvd/OsKeIrSx8AuxpgRxpgKXBPl52K2WQocA2CMGYMLeDQHS0RERAoilQqee4HxMbe9Boyz1u4JzAUuAwivLnE6MDb8mFvDq1CIiIh0GKrgKX7W2ibgx8ArwGzcalmfG2OuNMacFN7sEuAHxpjpwMPAudZalaFkSBU8IiIi2enU2gbW2reMMcNjbns1cPUD4JvhyycDj1hr64FFxpj5uFUo3s/NcEVERNo/BTylwVo7Adc8OXjb5YHLs4BD8z0uERERkXhy0YPne8BL4cuprDgBaEUJEREpXQp4RNKnCh4REZHsZBXwGGN+DzQBD6X7WK0oISIipSo24OkULphVwCOSmAIeERGR7LQ6RSsRY8y5wAnAMYH55qmsOCEiIlLSEjVZbqKpUEMSERERkRKXUQWPMWY8cClwkrW2JnDXc8DpxpguxpgRwC7AR9kPU0REpHjUUKMpWiJpUgWPiIhIdlqt4DHGPAwcBfQ3xiwH/oRbNasL8JoxBuADa+2F4dUlHgNm4aZu/cha29xWgxcREWlvQoSop14Bj0iaFPCIiIhkJ5VVtM6Ic/NdSba/Grg6m0GJiIgUqzrqABTwiIiIiEhe5WIVLREREQmrpRZQwCOSLlXwiIiIZEcBj4iISA4p4BHJjAIeERGR7CjgERERySEv4AmuoqVl0kVERESkrSngERERyZFbuZXRjAZUwSOSLlXwiIiIZEcBj4iISI78iB/5l4MBTxe6AJEGzCIiIiIiuaaAR0REpA30pKd/uS99AdjIxkINR6TdUwWPiIhIdhTwiIiItAEv1AE3RasvfVnHugKOSKR9U8AjIiKSHQU8IiIibSAY8AD0pz/rWV+g0YiIiIhIqVPAIyIi0gZiA54BDOAzPtM0LZEEVMEjIiKSHQU8IiIibSDYZBlcBc/nfM5YxhZoRCLtmwIeERGR7CjgERERyYMKKgBYzeoCj0RERERESpECHhERkRxopDHp/UtYkqeRiBQnVfCIiIhkRwGPiIhIDlRRlfT+ozgKgDGMycNoRIqPAh4REZHsKOARERHJgRWsSHr/1VzNGMbQhz75GZCIiIiIdCgKeERERHLgZm6mC12AlitoAXSmMyMZSQMN+R6aSFFQBY+IiEh2FPCIiIjkwEd8xHEcx3zmM5e5cbfpTOdWe/WIiIiIiGSiU6EHICIiUgpqqKEXvdiZnRNuo4BHJDFV8IiIiGRHFTwiIiI5UEMN3eiWdJsKKjRFSyQBBTwiIiLZUcAjIiKSA6kEPKrgEREREZG2ooBHREQkBxTwiGRHFTwiIiLZUcAjIiKSpSaaaKBBU7REsqCAR0REJDsKeEREpFX/4T8JV4YSqKUWQBU8IiIiIlIwWkVLRESSqqOOi7mYgQxkDWsKPZx2qYYaQAGPSDZUwSMiIpIdVfCIiEhSG9gAwFrWFngk7Vc6AY+maInEp4BHREQkOwp4REQkKS/gkcRSDXgqqKCZ5pI9ka2nnru4ixChQg9FREREpMNRwCMiIkltZGOhh9Cu/ZAfcgInAKlV8AAlO03rKq7i+3yfp3m60EORIlSqwaeIiEi+qAePiIgkpQqe5O7gDv9yqgFPAw1UUNGm4yqExSwGoJrqwg5EipICHhERkeyogkdERJIKBjylWnmSK6lM0YLSfR29/kKlGF6JiIiItHcKeEREJKlgwKNVtJLr6FO06qkHYBvbCjwSKUaq4BEREcmOAh4REUkqGPAsYEEBR9L+pTNFqxR531cVVQUeiYiIiEjHo4BHRESSWs96//JsZhdwJO1PbMVBR6/g8VYTU8AjmVAFj4iISHYU8IiISFKf8AnHcAzd6e4HPMtZTogQ7/M+oxjFX/hL1GOmM525zC3EcPMqdipSL3ol3b7Ue/B4YWAVVXyLb3EKpxR2QFJUFPCIiIhkRwGPiIgktI51fMZnfJkvsxu7MZOZ/IE/MIxhfJ2vcwd3sIAFXM7lLGWp/7i92Ztd2bWAI29bc5nLoRzKF3zh3/ZNvkl3uid9XKlP0VrLWsAFPE/wBM/ybIFHJCIiItJxKOAREZGEPuZjAA7ncMYwhklM4mquBuA5nvMDDouNCng8pfqJ/NVczXu8x43cCMB1XMejPNrq40p9itZWtgKwhS1Rt69iFXOZW7LvB8kNvT9ERESyo4BHRETims98buM2AIYznDGMAVyfmUd4BHABUF/6ApH+K0GrWJWn0Wavllou5uKoptKJTGMagF+hMpaxlKXwJ9WbonU7t2c+0HYqRMhfRWszm6Puu5mb2Z3dCzAqKSYKeERERLKjgEdEROI6iIN4nucB2J7t/YCnO90ZxjAAmmhiBCMAF5DEmsGMPI02e8/yLP/hP4xjXKurhXmVS9VUA9Cb3intw6vguZ3bS+5k1gt3ABaxKOq+jWxkO7bDYPI9LBEREZEOQwGPiIjEtZGN/uXOdGY0owHYgR38gAfwA554FTxeT5Zi0Ic+AKxmNUdwRMLt6qijnnq60tW/rbXmyh4v4IHS68MTDPgWszjqvg1sYDu2y/OIpNiUWugpIiKSbwp4REQkrp70jLo+hjFcyqU8yqMMZrB/+0hGApGAJ3iSFq+qp71qosm/vJrVCbfzlgAfy1j/tgEMSGkf3hQtiB+IFTPvZx07Vc1i2chG+tGvEMOSIqKAR0REJDsKeEREJK5BDIq6XkYZf+NvjGY0nejk3x47RSvYQLiYQoxgGFVJJTOZGXc7L+AZxzj/ttjXKpFgBU8xvTap8F6/2NeijjpV8IiIiIjkgQIeERHxrWKVP63K6ysTrDoJepd3OZMzOZ7jgUhgEQxKiinECI57G9vYkz3jbhevgifV3jLB16OYqptSUUcd4Po1BdVQowoeSYkqeERERLLTqfVNRESkoxjCEMCdaFVTjcH4K0bF+lL4vxAhIH7AU0whhjf+oziKN3kz4XbeClFewLMDO6S8j+DUtmIKv1Lh/axjA57+9KcTnVTBIyIiItLGVMEjIiLUUBNVhfIgD/IFX3Ae5/mrZyVSRhld6OKf4Bd7BU9rgY1XwTOUofyX//I2b6e8j9GM5iEeAorrtUlFoila4PobKeCR1qiCR0REJDuq4BERkRbLgp/N2UDLRsuJdKNb0VfweGP1qpgS8QKePvThfM5Pez9egFSqAU9sBY9HU7SkNQp4REREsqMKHhERYRGL4t6eTsBTChU8BkM3uvm3xTvh9AIer0dRurznL6bwKxWtBTwDGZjP4YiIiIh0OAp4RESExSyOe3uqAU8llSXRZLmSSuqp928LXvZUUYXBpPzaxPICnmJ6bVKRqMmy5ziOy+dwcsIYM94Y84UxZr4x5rcJtjnNGDPLGPO5MeZ/+R5jKVEFj4iISHZaDXiMMXcbY9YaYz4L3LadMeY1Y8y88Ne+4duNMebf4QOhGcaYfdty8CIikrmzOIvHeAxwFTwVVDCTmfSgh79NcFnvZEplilYllVHfc+z4F7OYK7mSHvSgLMPPSCqpBEov4ElWwfN7fk8veuV7SFkxxpQDtwBfBXYHzjDG7B6zzS7AZcCh1tqxwM/zPc5SooBHREQkO6kcnd4LjI+57bfA69baXYDXw9fBHQTtEv7/AuA/uRmmiIjk0ipW8RAP8W2+DcASljCKUYxjHFOZSn/6A5HpSK2ppLLFFK1gVU8x8AKeS7nU7xfjVaV4vIbKl3FZxvsp1QqeRE2WBzOYv/CXQgwpWwcC8621C621DcAjwMkx2/wAuMVauwnAWrs2z2MUERER8bUa8Fhr3wI2xtx8MnBf+PJ9wCmB2++3zgdAH2PMYEREpF2ZzGQARjIScEGOt8rRLuzC1VwNpFfBs4hFNNLohyL96NfuK3j+x/8wGLawxQ94etCD67keaFnBM4MZVFDBr/l1xvss9YDH67VzSvjQINOpbO3ADsCywPXl4duCRgOjjTHvGmM+MMbEfiAGgDHmAmPMFGPMlHXr1rXRcIufKnhERESyk+kqWoOstavCl1eD/3FdooOhVcQwxlyAq/Jhxx13zHAYIiKSrtM4jcd5HIBRjAJc2BCcQvM9vkc11VzERSk953rWM495/JW/MpzhAGzHdu0+xPg7fwdgHvP8gAegK12BlhU8M5jBWMbSKYtFKL19tPfwK13ea9WDHjTRhMXyA37Ar/hVgUfWpjrhqpaPAoYCbxlj9rDWbg5uZK29A7gDYP/991eKkYACHhERkexk3WTZWmsh/b/I1to7rLX7W2v3HzBgQLbDEBGRFFisH+5A5KS8hpqo1aM60Ylf8ks/jGjNJjYBMIUpfnDRj37tPuDx+g1VUx0V8CQKYeYylzGMyWqfnelMJzqxKfxfqailljLK6ExnyimnE524h3sYy9hCDy1TK4BhgetDw7cFLQees9Y2WmsXAXNxgY+IiIhI3mUa8Kzxpl6Fv3pzzlM5GBIRkQJZycqo69VUAy0DnnS9wAuAm+o1j3kA9Kd/u69S6U53ADawIaUKng1sYADZfyjRjW7cwA3+tLhS4L1+BlPooeTKx8AuxpgRxpgK4HTguZhtnsFV72CM6Y+bsrUwj2MsKargERERyU6mAc9zwDnhy+cAzwZu/254Na2DgarAVC4RESmwucyNuh4MeFKt1olnL/biaI7mbd7mBm5gAAMYxKCiqeBZy9pWK3gaaWQrW3MSygTDtEYas36+9qCWWj8YKwXW2ibgx8ArwGzgMWvt58aYK40xJ4U3ewXYYIyZBUwCfm2t3VCYEYuIiEhHl8oy6Q8D7wO7GmOWG2POB64FjjPGzAOODV8HmID75Go+cCdwcZuMWkREMpIs4Mmmggeil8cewYiiWEXL+56v4iqmMIUmmoD4FTyb2QyQk4Bnh0Cv3rM5m21sy/o5C20b2/zArFRYaydYa0dba3e21l4dvu1ya+1z4cvWWvtLa+3u1to9rLWPFHbExU0VPCIiItlptUuktfaMBHcdE2dbC/wo20GJiEjbWBXT834rW4HcBDxd6OJfbqKJHvSgnnru4z6+w3eyakzcVhpoACJT177G14D4FTwbwwtK9qVv1vu9j/sYxzgAHuVRxjGOP/CHtJ6jkUaqqc7JeHKhmuqSC3gkvxTwiIiIZCfrJssiIlI86qmPul5NNU000UBD1gFPsGHwPuzjr8p1LudyAzdk9dxtJVg5s5CF/IyfAZEKnngBTy4qeMYylk/51L/+MA/71UOpOoVT2lUPHwU8IiIiIoWlgEdEpAOJDXgslg24liHZBjxHczQAt3Eb/+bfUcuuz2JWVs/dVrwpZN/lu4xghH+7V8ETnKLlBVi5ClWC07RmMYsHeCDlx1osE5gARKqQCk0Bj2RLFTwiIiLZUcAjItKB1FNPOeWcxElcxmWAazAM2Qc8P+EnLGMZP+SHdKNbVMBzP/eziEVZPX9b2MY2vsJXuI/7om5v6woecKuMgetXVE4585mf8mO9lcqAdrPUein24JH8UsAjIiKSHQU8IiIdSAMNDGQgz/Isu7EbACtYAWQf8JRRxlCG+teDAY/FcgInZPX8baGGGn+p9KB4FTy57MEDYDB8wAd8yIf0ohdVVKX8WC+UC46r0KqpjvtaioiIiEh+KOAREelA6qn3myF71RZf5atA9gFPrGDAA7Ce9Tl9/lzYxra437dXwfNG+D+AOcyhnHL60Cdn+z+IgxjAAPrQx1+lqzXTmR5VtRNbwVNNNXuzNx/zcc7GmQpN0ZJsqYJHREQkOwp4REQ6kGDAExtUtHXA401Jak8SVfCUUUYvevEqr3IMx7COddzJnXyX77bJamC96Z1SBc8c5rA3e/Nzfu7fFqzgsVgmM5npTOdSLs3Z+OYxjxd4Iek2CngkWwp4REREsqOAR0SkAwkGPHuzd9R9uQ54etLTv3wRF7Gc5Tl9/mzMYx6nciqrWZ3w+w722lnCEppoYjzj22Q8qQQ8tdRyLdcCbsUvT7CC51/8y58Kl8sg6p/8k3M5N+H9IULqwSMiIiJSYAp4REQ6kGDAE9ssuC0reHZmZ7awJeVpSG3tAz7gaZ4GSNg3ph/9/MvTmQ7gv3a51oc+rQY8d3N3i2bQED31LbgSV2c652x8m9gU1XA6lnefAh7Jhip4REREsqOAR0SkAwkGPABHcZR/uZHGnO4reLK/IzsCsJSlOd1Hpppp9i8vZnHcbYIB2Cd8ArRdwNOb3q2GX4leu1/yS39VrWDVTi4Dniqqki7HXk01kDgsExEREZG2p4BHRKQDiQ14XuEVnud5OtOZ3dk9p/sqp9y/PIABAGxgQ073kakmmvzL+7Jv3G2Cr9MSlgCR5su5lsoUrZWsZCd2iqrS8cxmNhAd6uRyilYVVTTRRIhQ3Pu9gEcVPJINVfCIiIhkRwGPiEgHEhvwVFDBCZxAAw1RU5JyzVtaPHbFp0ysYhWLWJTVc3jVSrOYFdWwOCh4suk1Mm7LCp4tbEkYoAAsYxnDGMZgBvu3nc7pQCSwCgY8ua7gARJW8SjgkVxQwCMiIpIdBTwiIh1IbMDT1h7ncT7mY3+601KWJg0xUjGEIYxkZFbP4QUiAxlIWYI/hcGTTa/yqC178FisH5TEqqeehSxkGMMYwhD/9iu5EnCrgUHbBTxb2AIkDni8ACx25TQRERERyZ/cr/UqIiLtVr4Dnm/yTSBS4fELfsFSlnIDN+RtDPF4FTzJpjHlO+ABF5TEC0ku4iKWsYxBDIqq4PF63mxjGxAd6gSnoWWrtQqeGcwAyPk0P+lYVMEjIiKSHVXwiIh0IPkOeDzB5rs3ciMWG9XoOFWJKlzSFW9KU6wDOdC/3NZTtIYyFCDhUvIP8RAAp3Iqvent3x4b8ASro5KtepWOECG/gqee+rjbfMqnDGRgVPgkki4FPCIiItlRwCMi0oEUKuAxmKjrYxnL9mzPh3yY1pStWczyL2dToZJKBc8f+SNTmMI4xvm3tVWT5WSrjG1mMw00cA3XcDiHR72W3tL23hQtL+iB3AU81VT7J97xKngWspBneIZ92KfFz1lERERE8kcBj4hIB1KogCfWbGaznvUczMFpTdf6Fb/yL7e26lQyXjiULOApp5z92C+qcXBbvXbDGAa4RsqxpjENgL3Z27/tJV7iIz6ic/g/L9gJVjh5oU+2vOodiB/wXMZl1FHHb/ltTvYnHZcqeERERLKjHjwiIh1Iewl4gmYyM6Xtmmjibd5mKENZznI2sznjlb8aaaQs/F9rgtPL2uq160EP+tI3bgXPHOYArurJM57xUePzAp62qOAJBmmxU7SqqOIZnuFCLuQojsrJ/qTjUsAjIiKSHVXwiIh0IO0x4El12tNmNgMwhjFR1zPRRFPKq0zlo4IH3DStZ3mWH/PjqGlrC1hAF7qwAzvEfVw3ukVN0RrNaHZghzYJeGIreJaxjAYaOJRDc7IvEREREcmcAh4RkQ6imWZChAoW8DzKo/ySX7a4vZLKlB7vNTr2lkjPJuBppDHp9KygYAVPBRUZ77M1wxnOClZwC7fwKq/61QwLWcgIRiSsNgpW8FRTzXjGczRH5yXg8Sp62qo3kXQsquARERHJjgIeEZEOwjsZL1TAcxqncT3Xt7g91YBnE5sAGMEIIP8VPF3o0qZNhEcz2r/8Vb7K0zwNuAqendk54eNip2h1pzuVVOYs4An24KmnHouljjr/OhTuPSUiIiIiEQp4REQ6iPZyMn4Yh7Ebu/nXU+mDA5EKHi/gWcOajMeQSQVPW79uu7BL1PVFLCJEKKWAp4YaGmigiSa60z1q2la2Yit4HuERKqlkPvPbzXtKSoMqeERERLKjgEdEpINoLyfjb/N2VGPlVCtNvAqeUYwC4Ef8KOOVtDKp4GnL6VlAixCnmmoWsIBqqtmTPRM+rhvd2MY2fwWtHvTIaQVPbMDzMi8D8AZv+JU8mqIluaCAR0REJDsKeEREOoj2EvBA9PLkqVaaeBU8QxnK7/gdEFlCPF2ZVPAEGx+3Ba+q6Xqupy99Wcc6PuETAPZl36Tj2xb+z7teSSWNNMZd1jxdsVO0dmInABazuF29p0REREQ6OgU8IiIdRBNNACkHG/mSbgVPX/pyMRcD8BmfZbTPdCp4+tAHiF6CvC0MYQib2MQv+AUDGcha1jKVqVRQEbVEeqzudGcta7mGa/zrXlg0lalZjyu2gserstAULck1VfCIiIhkRwGPiEgH0UwzAOWUF3gk0VKt4NnEJnrQg850ZghD6EOfjAOedCp4dmRHIFIB1Zb60AeDYSADWcc65jKXUYxKOj2sBz1Ywxr+w3/860dxFACTmJT1mKqo8ptLN9DAVrYC8B7vKeCRnFLAIyIikh0FPCIiHUR7C3iWsYxhDEu5gmcNa+hPfwAMht3ZnTnMyWjf6VTweFOS8mkAA1jLWpawxG8qnUhvekdd7053BjKQXdjFn+KVjSqq6Ec/wIVc3pStFazgUz4FFPCIiIiItAcKeEREOoj2FvAMZSg7sVPKFTyxq0ltz/asZW1G+86kgiefBjKQNaxhMYtbDZhiAx6vKXQ/+kX1z8nUFrYwgAEAPMiDbGGL31T5VV4FFPBIbqiCR0REJDsKeEREOoj2FvAACVd7qqOO0zgtagrWfOb7K2iBq3JZx7pW91FHHYtYFHVbJqto5dM4xrGBDWxmM8MZnnTbeBU8AD3pmZOAp4oqP+B5h3d4kicZy1gMxn9dFfBILijgERERyY4CHhGRDsJbBaqsHf3q70a3uAHPm7zJ4zzOJVwCuP47G9jQIuDZwIZWV7c6i7MYyUgaafRva6Qx5YCnEM7iLP9ypgFPL3r5/XKyEQx4PH3oQ3/6+z87LZMuIiIiUnjt5yhfRETaVHut4Ik3RWs5ywEYxCDAVe8AUQFPf/oTIuQvn57IMzwDELVkeBNNaa0mtpSlrGRlyttnqze9eYmX+DJf5nAOb3XbIK/iqBe9mMWsqGltmYgX8PSkp/+zAdp1WCbFQxU8IiIi2Wlfa+WKiEibaY8BT6IKngUsAFwvGnArNgHswz7+Nl7osI51fvPleLzvO7aCJ9nKVLGGMSzlbXNlfPi/1iSbogWwkIVZjWMLW/yl4j096en/bLrQxV9lSyQbCnhERESyowoeEZEOoj0GPF4Fz8d8HHVyN5vZANRSSxNNTGQioxgV1XA4GPCkIpsKnvYsNuDxpkv1olfWz11HHQ00tHiu2IBHRERERApPAY+ISAfRHgOebnRjIxs5kAN5kAf925exDIDP+IzOdOYFXuAYjol6bDYBT3vvwZOO2IDHq6YJhjJNNKX9vCFC/JE/xt2HAh5pC6rgERERyY4CHhGRDqI9BjzB3i5XciXP8iwWyxrWAPA5n/v3xwY8QxkKwFzmprSvjlLB4/GmaAHUU5/2877N2/yDf/j7aKbZb9A9mtF+D57WmlyLiIiISH4o4BER6SDaY8AT7G0zn/mcwilMYxprWQvABjb49x/N0VGP7U9/9mIvXubllPZVTKtopSPRVKzg7ZkEPMHXqxe9KKOMXdgFgG/zbQYzGKDVJtciqVIFj4iISHYU8IiIdBBewNOelknfkR39y17wNJvZUeECwCVcEreR8lf4Cu/ybovt4ynVCp5yyvkNv4l7uyf4vacquMS6VyU0kYnMZCbd6c4O7ADopFxyR+8lERGR7LSfo3wREWlT3lSa9lrBM4c5gOu7E+t8zo/7+MEMpplmtrGt1X2Vag8egGu5lpWsjFoxK7g6WSYVPMHKHC/gGcpQxjHOvywiIiIi7YcCHhGRDqI9TtHypvlApB+P13dnBCP8+7rRLe7jK6kEiLvUeqxglU8pVfB4BjM46jU7iIP8y5kEPMHpcfH6/HgVPCK5ogoeERGR7CjgERHpINpjwOOFLEdwBL3oRWc6+xU8oxjlb9ed7nEfn07AU8oVPPGMYQyP8ziQ2RStYAVPvD4/uViGXSRIAY+IiEh2FPCIiHQQ7THgAdjCFl7lVQyGAQxgIQspo8yfCgS5qeCJDXhKrYInHm8J83gVPBOYwCmckvCkurWAx1uOXURERETah9I/uhUREaD9BjzB5bwHMICVrOQADojqz+MFObEyDXiaaCr5Ch6ACiqA+AHP1/ga4JaZr6eePdkz6v4NbGAwg3mMxxKGYU/zdNTPTyQbquARERHJjgIeEZEOor0GPEFen5zjOC5q1axE1SKZ9uDpaBU8yaZo7cZuQMuT6/WsZxSjOIzDEj72FE7JfpAiYQp4REREsqMpWiIiHUR7XCY91g/4AadwCpdwid90ORkv4KmhJu79wRPGjljBk2iKlvdeCAq+VktYwnu8x77s27YDFBEREZGcab9H+SIiklPFUMHzc37O0zxNH/qkFPB4vXkSVfAEq3a8gGc962mgIWHj5lLiTdF6nde5h3v825ezvMW2ddT5l5/iKZpo4hf8ou0HKRKmCh4REZHsZBXwGGN+YYz53BjzmTHmYWNMV2PMCGPMh8aY+caYR40xFbkarIiIZK4YAp6g4BStRFqbohW83Qt4HuIhoGNML/IqeP7O3/ke3/Nv38a2FttWU+1fXs5yutGNHdmx7QcpIiIiIjmRccBjjNkB+Cmwv7V2HFAOnA78DbjRWjsK2AScn4uBiohIdkKEgOIJeNKZopVKwONV83zIhwxneNQqXaXKC3hiBat1PMGAZyUr2YEdtFKW5JUqeERERLKT7RStTkClMaYT0A1YBXwZeCJ8/33QAT4iFREpAsVWwZNoafSg1gKerWz1L3sVPFvYwnZsl4MRtn/eFK1Y8VbVCgY8K1jBEIa02bhE4lHAIyIikp2MAx5r7QrgH8BSXLBTBXwCbLbWNoU3Ww7sEO/xxpgLjDFTjDFT1q1bl+kwREQkRcUW8KSitYBnCUv8y17As5WtHWZp70QVPK0FPCtZqYBHREREpMhkM0WrL3AyMAIYAnQHxqf6eGvtHdba/a21+w8Y0HoZvoiIZKcYA56TOIlf8+uE97cW8CxmsX/Zm6LVkQKeRBU83hSt4OvgBTwWq4BHCkIVPCIiItnJZorWscAia+06a20j8BRwKNAnPGULYCiwIssxioiUlDrquI3b/J44+VIMy6THepZnuY7rEt7fKfxfomXSgwFPcIpWRwl4WqvgGcQg/7ZqqtnKVv7BP6ilVgEPYIwZb4z5IrxwxG+TbPcNY4w1xuyfz/GVGgU8IiIi2cnmKH8pcLAxppsxxgDHALOAScA3w9ucAzyb3RBFRErL5VzORVzEMzyT1/0WYwVPKrrRLWkFz3CGYzBRU7R60SufQyyY2IDHew94FTwDGejfV001l3EZl3IpADvEn2HdYRhjyoFbgK8CuwNnGGN2j7NdT+BnwIf5HaGIiIhItGx68HyIa6Y8FZgZfq47gN8AvzTGzAf6AXflYJwiIiVjOcuBxNOK2kqpBjyVVCZ8LReykOEMp4IKGmjgWI5lLWs7TAVPOeVRK2F5IZdXwRMb8AT78KiChwOB+dbahdbaBuAR3NT0WFfhVhBtuTSZpEUVPCIiItnJqk7fWvsna+1u1tpx1tqzrbX14QOhA621o6y137LWtuzkKCLSgXm9YDrTOa/77WgBj8Uyhznsxm5UUMF61vM6rwN0mIDHYKKqeLz3nhfw9KOff1811VGriyUNeKyFa66BpUtzPOJ2ZQdgWeB6i4UjjDH7AsOstS8meyItLJEaBTwiIiLZKZ5GDCIiJcKrovACl3zxev50lIBnLWvZxCbGMIYKKpjKVP++jhLwQPQ0Le+9503R6kEP/75qqqOuJw14Vq2C3/0OHnkkx6MtHsaYMuAG4JLWttXCEiIiIpIPCnhERPLMq6LYxra87rejVfC8wzsAjGEMnenMNKb593WUHjxA0gqe2IAn+Dp6K5S1MGMGfOlL7vLq1VBVBdOm5XbQ7cMKYFjgeuzCET2BccCbxpjFwMHAc2q0nDlV8IiIiGRHAY+ISJaqqOJjPo57Xx11LU5avCqKYL+TtrKJTVzN1TSH/4OOEfBsZSvfDPf7H8e4FsuFd6Nb3sZXaMEQp7UKnpRCxzPOgCVL3OXVq+HrX4d99oHGxtwNun34GNjFGDPCGFMBnA48591pra2y1va31g631g4HPgBOstZOKcxwRUREpKNTwCMikqXDOZwDObDFlKsNbKCSSr7JN7mDO/wQIl8Bz2Qmsx3b8Qf+wKu8SjPNmPB/paQb3Vosk+5Nx/ozf2Ywg1sEPPmunmoTL78Mhx4KTz2VdLNgiBOs4DGYqCqdYMDzbLIFMOfNi1xevRo+/DByuYRYa5uAHwOvALOBx6y1nxtjrjTGnFTY0ZUmVfCIiIhkRwGPiEiGPudzzuVcZjITcFUjQWtYA8BTPMUP+SHPhT/897Zr64DnKI7yLzfSSDPNlJXgr/14FTxTcEUUF3IhANuzPQB96ANErx5VtB57DN57Dx59NOlm8Sp46qmnC104lmP9+7yAZ3d25yQS5BehUHSlzurV0Levu7xsWfzHFDFr7QRr7Whr7c7W2qvDt11urX0uzrZHqXonOwp4REREslN6R/oiInnyU37KfdznX9/M5qj7vT4nHi/w2cQmoG0DntixbGYzzTSX3PQsiB/wfMInDGOYH+T8m38zkIFMZCJv8RYncmIhhppb3gpWy5cn3awrXf3LXgVPHXV0oQtjGYvFciiH+gFPd7onfrKXX46+Hgx4WhmHiIiIiLQtBTwiIhl4mId5gzf4Pb/3q2JiQ5XYip4ZzGB3dmcJrn9JWwY8n/BJ1PW1rO1QAc9c5rI7u/vX92Ef1rCG/diPwzm8NKappRjwdKazfzlYwRMMfnrQgzd4g5d5OXHAs2wZnHUWVASmu23aBF27pjQOkdaogkdERCQ7CnhERDJwF3exK7tyBVcwkYlA6wHPXdzFbGb719uyD0zsWDpawLOABezMzgUaUR6EQpGAZ+VKaG5OuGkw4An24AmurhWcxpUw4PngAxfo/O9/0bdv2OC+KuCRLCngERERyY4CHhGRDGxgA6MZTSc6+X1dYkOVLWxJ+hyxFTy11PrVPdmKfe61rCVEqEMEPJvYxGY2M5KRBRxVG1u3DurrYcwYaGqCNWsi923bBvvtB2+9BcSv4PGmaHmCAU+8JecB2LjRfT3kkOjbFy1yX1esgN694ZprMvymRERERCQbCnhERDKwkY1sx3YACQOe2AqeoHLKW4QwJ3ACwxlOiFDW4/P2vQu7AB2jgsf79H8BCwBKu4LHq9459FD39bXXoCa8ktjs2TB1Kpx5JkDUCmLBCp7YKVqe9ayPv0+vUme77eLf/9FHsGUL/O53aX4zIo4qeERERLKjgEdEJAOpBDzBCp4xjIm6bxSjeId3eIrIEtdv8AbgwphsXMZl/ISfAK7vz1f5akkHPN3oRogQDTQwgxn8lt8CkXCrJC0JV3qdfrr7eu65cNVV7rJXabNiBZB+BU/CgGfjRujWLdJzJ9bixe7rjjum/G2IBCngERERyY4CHhGRNDXQQDXVfsDTi14AVFEVtV2wgifY8Bfgl/wSgCu4AouNOqleytKsxnct1/qXu9CFgQz0A55SXSYd4AVeYG/25nVe50RObPGalxSvgmeffeAPf3CXV61yX9cGAsKamoQ9eIIVPMG+Owl7Q23c2LJ6x8RpVj0wvAT9178O//d/rX8vIiIiIpITpXekLyLShuqoYxnLAPyAx6uKuYIreJM3/W23sIUudGEBCxjN6KjnuYAL+Df/ZiYzWcKSqFWvfs/v/RPxbBkMgxhU0hU8XsDzM37GcIbzCq/wP/5XGitlJbJ0KfTo4ZYov+oqGDQIuoQrcoL9eNaujQp4vs7X2cQmaqmNquAJvlav8ErL/T33HNxzTyTgOessOPFE6N+/5bYbN7rpYs88A6++6qZtiaRAFTwiIhLP8uXLueWWW2hoaCj0UNo9BTwiImk4n/MZxSggEvAEHc/xfm+drWylH/0YyUjO5mwAdmAHv5HyjripLBvYwGd85j/HRCbyDM/kbMwDGUg99WxiU0kHPCtYwWmcxlf4StSUo5K0ZImbCuVV0FRWQm24OXIw4FmzJirgAZjMZBaykJ3Yyb/Nm7r1J/7EQRzUcn8nn+y+evt74AEX+ngBT7CyZ/16mDw5cn3ixLS/PRERERHPxIkTWb9+PStXriz0UNo9BTwiIimwWPZlX/5HZInoYMDzFm9xK7dSSy0v8RLgAp6e9ARcD57neI6XedkPdvrSF3CrPs1kJoMZ7D9fE005G/tA3JSZVawq6YAHXIDWISxdGt3rJhjwBKdoxVTwgKviWctaxjLWv62eeoCoqp64Fi6Mvj4yvFLZkCGR27ZsgRkzItcnTEj+nCJhquARERHJjgIeEZEULGQhn/Jp1G1ec2WAwzmcC7iA7nTnXd4F3BQtL+ABOJETGcc4/3ow4JnBDPZgDy7gAv+2XOlIAc8QhiTZsoSsW+emZXm6do2u4PH64KxZw4/5cdzgJtijqDe9AehPnClXAH36uK9bY1aG23NP99XrCeRV+Eyb5hoyf+tbLuCxOnGX1ingERERyY4CHhGRFHi9dT7nc67neqBltUg55fSiFzW45arXspYBDEj4nF4F0HKWM4MZHMAB3MRNQOYBT7wTJC/gWc1qBTylYtOm6GlRsRU848b5l3dmZ79vVNAe7OFfvoRL+Bf/4jzOa7mv5uZIsPPGG9H3jR8ffoJL4Gtfg3//213/9FPYYQd3/6pVbul2EREREWlTnQo9ABGRYjCZyQxkIGMYw+7sznmc51fgBFVS6Qc8q1jFPuyT8Dm9x7/GazTTzCEcQgUVdKc7G9mY0Ti9fQd5AU8ddSUZ8HSjm3+5QwQ8DQ1QXe0aLHtie/DstRf07On346mgIuop/sW/ogLKLnThp/w0/v5Wr3Yhz3/+A0cfHX3fEUfA9OkwdiyUl8Mn4WbhX3zhtj3ySHf97LPhxRdh++0z/ral9KmCR0REJDuq4BERScG7vMthHOavNhQv3AEXNtRSSzPNrGFNVF+dWJVUUkEFL/ESBsPBHAy4yp5MA554jxvEIH+KTikukx6cVrQ9HSBA2BSu7opXwWOtq+AZNMhN0wr344ntw3Mqp6a+v/nz3deddop//557unAHYHRgtbihQyM9eqZOddutW5f6fqXDUcAjIiKSHVXwiIi0YjWrWchCLubiVretpJJaalnLWkKEkgY8BuMHLmdwBv3oB7jwKBcBz1VcBUAnOrEHezCFKSVZwTOa0VzJlXzMx603CS4FG8M/43gBz+bN0Njowp0ePdxy5bSs4PGqulLy4Yfu6/77t75tz57QuzdUVbkpWsbAm2/CrFmu+fKAxFMWRURERJKx6unXKgU8IiJJ3M/9nMM5ABzKoa1u341u1FDDStwyjq1NGaqjDoAf82P/tu3YLuMePN4UrZd4ifGM92/fm71LNuAB+CN/LPQQ8ser4Ik3RctbIn3QINd4uc69v2J/7rGBT1Lvvw+jRqUezlRVua8nnOC+HnlkZKqWSBKq4BEREclO6dXqi4jk0O/5vX95X/ZtdXuvgmcVqwCSVvAEHcRB/uV0p2g9zdOsZz0AtdT64wjai70A1/hZilyyCh5vifSYgMdguId7Mtvf9OmpVe94HnoIfv97OLT1QFQkSAGPiIhIdlTBIyKSxDjGsZzlQGpVD16TZe8xsSttxXqFV2igIao3TjpTtDawgVM5lUM5lHd4xw94utI1arvhDAfwK4ukiMULeLxl0r0KnoEDXeizYYO/ybmcyx7swTa2pbe/9eujl2RvzZlnpvf8IiIiIkkYYwo9hKKhgEdEJIktbAFgIhNT2t5rsryQhXShS6tTtL7CV1rcls4UrTW4E/rpTAciU75iK3iGMQzQJ+QlIYMKHs9+7JfaPpqboazM9fPZuhX69cvBwEWS0+8nERGR7GiKlohIEqtYxZmcyTEck9L23hStBSxgBCMyWrVqO7ajjjq/GicZL+BppBFIPEVrKEPTHoe0Mw0NMHOmW4K8Vy/o0ydyX2UlNDXBypUumOnXL27Ak5KqKujUCW64IRImKeARERERafcU8IiIJGCxrGZ1yn10IDJFayELGcnIjPa7Ha4yI5VpWqtZDUADDQAJp2h5zylF7IYb3FLjt90GBx3kghxPZTjQW7IE+vd3y5ZnGvAsd9ML+e9/I1O8FPBIHqiCR0REJDsKeEREEvgbf6OWWrZn+5Qf462itZCF7MzOGe23L251pFQCHq+CxzsxSjRFy6C5y0Vv4cLI5YMPjr7PC3gWL470y6mszCzgCS+tTpcuCngkrxTwiIiIZEc9eEREEriMywDXaDlVlVTSEP5vDGMy2q9XbZNKHx6vggdgGcsSTtECuJRLVclTzOrr3de994Zzz42+L1jBs+uu7nKmFTzeMuwKeKQDmMtcqqjiAA4o9FBERESypoBHRCQOLzi5nMsZz/iUH9eNbv7lQzgko31nMkWrkkp2ZEf/9tgpWuAqkqSILV8OX/oSvPtuy/u8gGf5cjjiCHfZW1krXV6ok2XAY63lnXfeYa+99qJXr17pj0M6nEJU8FzBFXzO536jehERab+sVaVnazRFS0Qk7CIu8j/F/ZRPAVJuruzxKmd60COtyp+gVKdoWSwf8zFHczRf5stR95VTntG+pZ2aNAneeAOGJmiWPSZQLTZwoPvatatrvNzUlN6+vMbKXbrAxPDqcRkEPOvWreONN97gqaeeSvux0jEVIuCpo87vYSYiIu2TlklPnQIeEZGw27iNKUwB4EVepIIK9mbvtJ7DC3gO5EA6ZVgkmWoFz3SmM4tZfJtvM4ABGe1L2qHYT6eshS+HA7xEYc3ee8PO4Z5PQ4a4r13DVVze1K5UNDbCq6+6yytWwKOPuobO3bolf1wc9eH91mUyTUwkT0Lh/0REREqBpmiJiMTYylbu535O4zR6kd7UEm+K1pf4Usb770lPOtGJ9axPut1UpgJwHMcxn/kZ708KrL4eRo2Cnj1dg+S33nJLoPfu7Spo5syJbHvmmfGfwxi49143fev8891t3rStujro3j21sdx2Gzz3nLu8eLH7esUV7vnTtG3btvDQ9KmbpKYQFTwhQmruLCIiJUMBj4gIRIUp93M/W9nKj/hR2s/THXcinWn/HXArXu3FXrxLnF4rAatYBcAQhqiCp5jNmxdZmryuzjVQXr0aJkyAa66BJ55w064+/9wtgZ7IYYe5/z1eBU86FTRbtkQue/17MmywXF1dDSjgkdQVImhpplkVPHliraW5uZlOnXT6ISLSVjRFS0QE+JzP/cuP8ihjGMNBHJT28xzLsdzIjXyFr2Q1nvGM533eZzObE26zilX0oQ9d6aqAp5jNnu2+Tp3qlkK/6y548UU37ertt2HzZvjrX5OHO/F4AU86jZZ79Gh523aZrbzmBTwi7ZkqePJn8eLF/O1vf6OmpqbQQxERKVkKeESkQ2qiiSu4gg/5kFGM4h/8w79vIQsZznAM6VcedKMbP+fnGfff8RzJkTTT7Dd7jmcVqxjMYAD6k+bJv7Qfc+a4KVDe8uaeAQPgiy/c5XEZNOzOpILHC4N22y1yW5YVPOrBI6kqVAWPAp782LJlC01NTdRmsrqfiIikRAGPiHRIE5jAn/kzB3MwC1jAC7zg37eCFX6j40IZy1gAZjEr4TbBgCfdXkHSjnz2Gey0U8tGxgMCVVm7757+82YT8HhLrZeVQYZLnHs9eLyvIq0pVA8eTdHKD29541BIr7fkxxa2KMAtMVomvXUKeESkQ5rN7Ba3nciJ/uV+ZFa1kCuDGUxvekcFPOtZTzWRaS/BgKcPffI9RMmFjRtdI+UvxWnK7QU8w4a5Bszp8posX3ll8u0++AD+9CcXBNXUuMd5++vb14U8GfA+pW9oaKAp3aXaRfJEU7Tyxzsx0wma5MNyltOb3lzP9YUeiuSQfn+0TgGPiHRIH/FRi9su4AL/cqEDHoNhDGOigqgjOIKe9GQNa7DYqIBnL/biCZ4o1HAlE83NbvrTxo1w3HEt7/cCnkyqdyBSwfP885DsE/Nbb3Uh0F//6ip4unWLrLrVt29m+wYaGxv9y5qSIalQk+XSpoBH8mkpSwF4kicLPBLJJf3+aJ0CHhHpkILLiv+Tf1JHXVSj4kJP0QLYnd15m7e5ndvZzGY/7HmZl6miinrq/YAH4Bt8A4Ay/WovDsHlz088seX9XsAzdmxmz+8FPOAaNcczciQ88IC7PH9+pILHC3jKyzPbN9EBT319fcbPI9KWVMGTP5qiJfnk9VHUv+/SooCndToLEJEOaS1r/cujGU0XutCDyApCha7gARjDGJpo4kIupC+RSoplLPOXSA8GPAALWMAKVuR1nJKhKVPc11mz4jcyzraCZ7/94Kyz3OV16+Jvs2hR5PL69a6Cp7IS9t/f3XbggZntGxfwVIanianRsqRCTZZLmyp4JJ/yGfA899xzPP/8822+n47MmPDPU78/WqWAR6TE/IpfcQzHFHoY7VqIEOtZ71/fhV0AogKe9lLBE6uc8qiAZ3u2j7p/JCNb3Cbt1NSprlJm9Oj49++1F+ywQ6ThcbqMge9+111euzb5tgCvvQaPPOKmaH35y64nz733ZrZvXMDTM9zLRwGPpEJNlkubKngkU5n0cctnwPPpp58yderUNt+PKOBJhQIekRIyk5ncyI1MYlJUM16JtpnNNNHkrzy1EzsB0JNII9v2UsET9CEfshd7Ja3gkSKycCGMGpV4GtTIkbB8OeyyS+b78KqAElXwxOM1Z+7SJeMGy6CAR4qDpmjljyp4JBOLFi3i6quvZunSpWk9zpuurn/f0tEo4BEpIb/lt/7B6kxmFno47dY63MnurdxKE010pjMQXcEzghEFGVvQTuzET/iJf/1ADmQYw1jKUgU8pWDJErc8elvyAp54FTzNzfEfU1GR9W6ttQp4JG1qslzaFPBIJhYuXAjA4sWL03qcV8Gjf9+lRb8/WqeAR6SEvM/7jGc8ANOZXuDRtF9e/52BDKScSPVEBRWcxVk8wRPtooKnjDL+zb+ZxzzmMheAHdnRr+CppNKvQpIitHQp7Lhj2+4jWQVPTU38x+QgjGlubsZaq4BH0lKoKVr6hD+/NEVL8kFNlkuTAp7WdSr0AEQkd6qpZi/24l3e5TZuYyhDOYETCj2sdicY8MR6gAfyPZxWjWKUf3kYw9jCFmYwg2EM8w9gpMhcdhlUVbV9wFNRAb17x6/g2bYt/mMS3Z4GbwWtyspKysvLFfBIu6Umy/mjCh7JhNdcN12aolWa9PujdVlV8Bhj+hhjnjDGzDHGzDbGHGKM2c4Y85oxZl74a9/Wn0lEslVPPY000pOejGIU05nOicRZermDa6KJ8zgPaNmguBgMYxgAE5nIOMYVeDSSlg0b4P77XV+da691tw3OwxS77t3jV+vkIeCpqKiga9euCngkJWqyXNoU8Eg+aYpWadLvj9ZlO0XrX8DL1trdgL2A2cBvgdettbsAr4evi0gb85oqewFPW/mAD1jAgjZ7/ra2iU1sZSsncAKDGFTo4aRtRyIVHwp4isw//wnnnAPDXEhHly5w9NFtv98uXaC+vuXtwSDnu9+FQw5xlxNN3UqDF/B07tyZLl26UB9v/yIxNEWrtGkVLSkE/fsuLQp4WpdxwGOM6Q0cAdwFYK1tsNZuBk4G7gtvdh9wSnZDFJFUeAFPD3pQQaRJarw/bG/xFvdyb0b7OYRD2jRAamt1uEqCU4r0V5NXwQMwlrEFHImk7aOPIpe33x6qq90y6G0tUcATDHL69IHHH3eXc1jB07lzZ1XwSLumKVr5owoeyUSm7xevckf/vqWjyaaCZwSwDrjHGPOpMea/xpjuwCBr7arwNqsh/kfkxpgLjDFTjDFT1qWzfKuIxBUMeIJTj2po+Wn8kRzpT1NKR/CP5Nu8ncEoC6+WWgAqqSzwSDITXDXrcA4v4EgkLda6gOf734cXXoDPP4dOeWqDl0oFTygE/fu7y336ZLyr9957j8WLFyvgkYxoilZpU8Aj+eT9PtG/79Lg9WLS74/WZRPwdAL2Bf5jrd0H2EbMdCzrfgJxfwrW2justftba/cf4K3yISIZ28pWwE3R+jN/5kAOBNyUqnnM87drJrI0croH09uInBAewRFF+amIF/B0pWuBR5KZTnRiJCM5lVO1RHoxWLECJk501TGbN8ORR8LXvgbbbZeTp7fWsmTJkuQHPF26uHHMnx98oJsy5gmF3HZ33glvvpnRWEKhEK+99hr33XcfmzdvBhTwSPunCp780RQtySdV8JQmBTytyybgWQ4st9Z+GL7+BC7wWWOMGQwQ/hpn6Q4RybVgBU93unMplwJwLMcymtHMZjaA/xVgM5uB1P/4rY3557yRjdkOO++8KVrFWsEDMI95PM7jhR6GpOLb34bjjnNfx4yB00/P6dM///zz3HvvvSxbtizxRl26wNSpsMsukdtmznSVRB4vcPr+92FUZlMwawJTvpYsWQIo4JH0qIKntKmCR/JJAU9p0u+P1mUc8FhrVwPLjDG7hm86BpgFPAecE77tHODZrEYoIikJBjwA2xFdIbAne3IN13AhF/q3rWENv+N3DGRg3KlcsdbhplN+j+8BsIQlORl7PhX7FC1wS3+WZd0jX9rck0/Cu+9Grp92Wk6nZVlr+fTTT4HocKWFLl1a3tbUFLl8ySXw+99nPZ4tW7b4l72p117AU11dzSuvvEJzc3Oih4uoyXKJUwWP5JMCntKUacAzadIkFi1alOPRtE/ZniH8BHjIGDMD2Bv4K3AtcJwxZh5wbPi6iLSx4CpaEB3wvMZrHMAB/I7f8S7v+uHASZzENVzDetazjCQVAGFewHMABwCwlKU5/R7yodinaEmRmDsXzjwT9t8fvvpVd9uRR+Z0F9sCPXSSrlIVL+AJ9t+57DLomv2/h61bt/qXV6xYAUDXrl3pGn7ujz/+mLIyBZOSmnydlGmKVv6ogkcy4fVeSZcCntKU6e+Pt956i/vvvz/Ho2mfsvoo0Vo7Ddg/zl3HZPO8IpI+rwdPvAqeYziGCio4kiM5nuO5gAs4hVOievOsYQ27sivJeFO09mM/oDgreEphipa0c3Pnwm67QefO8NRTUFkJDz6Y84AnuEBB0ilQrQU83brlZDxewONNyeratSs9evSgS3j/Xbt2zfhAXToGTdHqGBTwSD6oyXJp0u+P1umjNJESETtFawCuefnP+TkGwxEcwRKW8CIvsjd7+4/7Nt8GXMADsJKVvMM7cffhVfCMYQyVVKZU9dPeqIJHcuaZZ+C666Kvv/kmvPWWa2L84IMwbJhbnernP4ccV6+sX7/ev5x2BU+1+33B//1fTqp3wE3RMsYwbNgwAAYMGIAxxq/g6RJvHCIBwYBHFTylR1O0JJ9UwSMdlQIekRJRTTUGQzfcp/Fd6cpWtnIDN/jb7MiOAPSnv3/bsRwLwO/4HUMYwg7swOEczlrWYrGsZKW/7TrWUUklPehBL3r5oVIxKYUePNJOfP3r8JvfwJo1sGCBu3700a6hca9e8I1vtOnuN2/eTHl5OeXl5ckreOIFOF4Fz3/+AzmqqqmurqZ79+7svvvuQORkrpgDHmPMeGPMF8aY+caY38a5/5fGmFnGmBnGmNeNMTsVYpySOVXw5I+maEk+ef+u9e+7tOj3R+sU8IiUiM1spgc9oprv9qAHhpYnb93pzhEcwXZsx/EcD8B85rOKVf42D/AAt3ALO7CDv/LWWtb6lUFd6epPdyom3phVwSNZqwyHhH/6kwt6PB98AHvvnfOKnVjNzc106tSJrl27tqjg+fzzz7nlllvcgVCyCp4ePXI2nm3bttG9e3f22GMP9thjD445xs3W9vrudM1RpVC+GGPKgVuArwK7A2cYY3aP2exTYH9r7Z641USvQzJWiAoeNVnOHwU8kk+q4ClNmfz+6Gi/cxTwiJSIlaxkCENS3n4yk1nP+qjH3M/97MzOAMxiFs/zPBBZWn0d6xjIQMAFJF41TDFRBY/kTJ8+7uvtt7sVszyffgrjx7f57kOhEGVlZXEDnqeffpr169e7yp5kAU/37jkbjxfwlJeXc+qppzJ8+PDwLtw+RowYkbN95cmBwHxr7UJrbQPwCHBycANr7SRrrbeE2QfA0DyPsaRoilZp0xQtyScFPKVJAU/rFPCIlIjlLGdomucWsdU9Z3EW85nP7uxOFVWUU+4/N7iAx6vgqaSyKCt4FPBIQv/9L0yYAF/7GtxyS/Jtm5vd1Kyg4cNdRcxBB7meO20sFAphjKFLly4tpmh5BzMtAh7vIGfbNjc1qzJ3/w62bdtGjzgVQYMHD+aHP/whhx12WM72lSc7QFSjseXh2xI5H3ipTUckOacKnvxRBY/kkwKe0uIt0pDJ74+OFipntYqWiLQfK1jB0Ryd0WPv534609kPfHrTm81sph5XFfAGb3AyJ7OWtYxjHFDcU7TKKaeTfv1JrB/8IHJ5wgS3zHnv3vGnWq1fD6EQfPe74C27OWqU68WTp6XArbUJK3i8A6Da2lr6BgOe5mbo1MlV8HTvnrP+O+ACnm4JVuTafvvtc7af9sgYcxZuVdG4S6UZYy4ALgDYcccd8ziy4lKoCh5vf/GmNEvuKOCRfNIqWqVJAU/rVMEjUuQWs5jTOI1lLGOHpB8uJ3Y2Z3M6p/vXe9ObKqpYxCIAnuVZdmEXlrEsqgdPsU7RUvWOtNDc3PK27baLXiUraFW4X9XJJ0NTE/zhD26qVp7CHYhM0Wq1gqeiInJHU5P7um1bTvvvNDQ00NjY6E/HKhErgGGB60PDt0UxxhwL/B44yVobdzkza+0d1tr9rbX7DxgwoE0GK5lRI9b80RQtyUa6J/aq4ClNmqLVOgU8IkXuQR7kcR4HoC99c/KcfejDFKawghWMYATHcRyNNAKUxBQtNViWFrwlx4cMcatfHRkuxLjxRmhoiGy3erW77gU8gwdDeTlcdRWMHJnXIQcDnkTLpNfWxoSwXsBTXZ3TgKemxrWhKbGA52NgF2PMCGNMBXA68FxwA2PMPsDtuHBnbQHGWFIK1WQ5n/vryFTBI/mkf9vi6WihsgIekSK3iU3+ZW/6VLZ60xtwy6lPZzqv8ipf5asADGIQUNxTtFTBIy14gc2//w1PPAGvvAJ//COsXet62Nxxh7tv8GC46KLI9gWcepRsipanrq7OTSXzBAOeHIYx1eGmzaUU8Fhrm4AfA68As4HHrLWfG2OuNMacFN7s70AP4HFjzDRjzHMJnk5SUOgpWtK2FPBIPhUi4NF7u+1pilbr1IRCpMhVUcUQhjCd6fSjX06esw99ANiLvehJT8BN03qCJziBE4DiDXg0RUviWr3afR082H3t0gUuvRRmzIBnn4U//zlSyfP00+D1UfG2L4Bgk+WGhga/oid48FNXVxc9/ayNpmht3rwZgN69e+fsOdsDa+0EYELMbZcHLh+b90FJVtavX8/SpUvZd999AU3RKoSOdrIlhVGogMfksLedtKQpWq1TBY9Ikauiit70pj/9c9Yg0qvg8ap1ADrTmTM4ww98irkHj6ZoSQvxKnJ69IBnnnEBz8qVbhrXz34Gmza5kKdPH+hauPdScJl0wK/iaQhMKautrY1fwbNxo2sgnSNewNO3b26miUrHlI8Knttuu43nn38eiA51VMHT9lTBI/mkCp7SlPJr3NgIF18Mq1Z1uFBZAY9IkfMCnlzyAhCvkieeYu3Bs4lNSb8v6aCSTbk64QQYOxYOPRR+/3t32/TpBa3egegePBAJeLZs2eJvE7eCx1qYN8+t+pUjmzZtolu3blQEGzqLpCkfAU9z+N+DtbYoA56mpiY+/vjjojyRVJNlyadCrKJVjP8ui03Kr/GLL8J//gM/+lGH+52jgEekSGxgA5dxGdVUR92+mc05D3i24E4QkzVtLtYpWmtYE1WZJALAkiXQvz/EW+a7rAzeftstnT5gQLuYngUtK3i8lbSWL1/ubxO3B8/Kla4Hz6675mwsmzZtUvWOFJXYgKdYpmhNnjyZCRMm8NlnnxV6KGlTBY/kUyGmX3a0ICGfvKlvKf/+8LYLhRL+XEKhEG+88Ya/UESqXn75Ze655560HpNPCnhE2pFGGnmap+N+kngYh3Et1/I2b0fd3hYVPNvjqhjGMjbhNsU6RUsBj0TxDgAWL4bhwxNv17cv9OrlLu+3n/s6cGBbjqxVXpPl2AqepUuXUllZycCBA2lqaooOeLZtgzlz3OUcBjxVVVX06dMnZ88nHVM+myyHQiG/wXI+9pcr27ZtA6KnYrZ3BsMP+aECHsmrfE3RCr6f9d5uRwK9kBL9XObPn8/bb7/NSy+9lNZTf/jhhyxdujSr4bUlBTwi7chVXMWpnMrLvBx1ewMNzMGdlMVW8LRFwPMDfsBLvMTpnJ5wm0oqaaaZJppyuu+2VE89VVQp4BHnlVdc1c7997uAZ8SI1B73y1+6Kp6jj27T4bXGa7IcW8GzbNkydtxxRzp16uSmo1xySeRB48bBy+HfL6NH52wsDQ0Nmp4lWctnyLJ69WpmzZnlXy+WCp5idQd3aIqW5FUhAh69t9te2iGatUkreAAaGxuzHVa7ooBHpB35gA8A+JRPo27/nM/9y970KU9bBDxllDGe8UmbNnt9eoppmtZa1gIwkMJWXkgGtmyBv/wFFizI3XP+4Q+u2fCf/gSLFiWv4Ak67DA3peuCC3I3lgzE9uB55JFHWLNmDRs2bGDYsGGUl5e7gGfQIHj88cgDJ092X3NYgdTc3EynTlqYU3KnrU/K7rrrLp54+om87S9XvJObYlypRxU8kolM3+uq4ClNKb/GgfdNooAn7WlfRUIBj0g7YbFMYxoA7/Fe1H1TmepfrqIKgI/5mAM4gDrqCtI02At4imma1hrWAKiCpxhdfjn88Y/wf/+Xm+erroZPP3VTrxYvdqstpBrwtBOxPXgApk51vyuiAh6AYPiyaRNUVrql4HOkqamJ8vLynD2fdBxvvfWW/77N5xQtAGvyuz9xSu1kStonVfCUlowDYmtbfUyp/U5SwCPSTixiEetYB8BnRDdPnMpUetADiFTw/JpfM4UpADmv4ElFMVbwKOApUnV1cMcd7vKCBS6cydSqVXD66W758+Zm+Pa3I/cNHZrVMPMttoIHYFV4NbBBgwYlD3hy3BC5qalJFTySkUmTJvnLludbMOAptilaxVzBo5NgyYd8raJVDBU8i1hEH/own/mFHkrWMnmNW6vgKTUKeETaiY/4CIDxjGcFK6L+IE1lKvuxHz3p6VfwDGGIf/8ocrfccaoqqQSKK+Dxpmgp4EnihRfg9dcLPYpoDz8MtbXwve+56/PmZf5cN90Ejz4KZ58NffrAqadG7htUXO8Lr8lyMFhZs2YNFRUVdOnSJdKDB9o04AmFQlhrFfBI1kI2v8uW27L2WcHT1NTE/PnxT8Ta6wlkIlFVWZqiJVlI932jKVoRD/IgVVRxH/cVeigZy+b3h6ZoiUhBfMzHdKUr4xlPE01+tUkTTUxnOvuyL73o5VfwBAOgo8l/s9dinqKlHjxJnHgiHHtsoUfhvPOO65Pzve+5KUVez5u5c9N7Hmvd6lEAEydGbv/pT6OnZW2/fVbDzTevyTLAb3/7W8A1O+7Rw1X7lZeXu1W0IDrgCYVyGvB4+1DAI9mKOlHK8xSt9lTB8/LLL/PQQw/5FXnxFMsnz8HXVQGPZCLT942maEW0pwA7U2m/D7zfkZqiJSKF8jEfsw/7MJKRgKvQ2cIW5jGPWmrZm73pTW+/gmcV7sDvWq6lC7nrpZGqXrglo73QpBisYQ3dw/9JHJs3F3oEEe++C4cfDldf7a5PmgR77un+YHvLfHtmz3ZTt268Ee6+G2KXD/7nP6FHD3jrLfj4YxcazZwJV1wR3Wi4yCp4vClaABUVFX4PnJ49ewIknqIFOQ14vH2oB49kK98H2SGT34qhVG3cuBGAmpqaFvcV24lI1FL0mqIlGSimgKfY/n0Wk7Rf2zSaLLdm2rRp3HDDDUXz81XAI1Jg61nPW7zFJ3zCARzAUCJ9QBaykNnMBmBndo4KeFazmtM4jd/wm4KM+2AOpoIKXuGVguw/E2tYo+lZyUybVugRRPz1r9CvH+y7r1uW/KCDXBXPzju7YObkk8E7+fnSl2DUKLfd+efDUUdFP9dTT7mvRx7pvp51llsu3Bjo1SuyXaBZcTEIBjzGGLp16wbkP+BRBU9p+ZRP+Qk/KUjgkfcpWu20ybL37zrZyUSxVPDEC3iK5SRJ2of2HvAEwwOFl20vl8ukp/qcL730Elu3bqU6mx6QeaSAR6TAfsgPOZIjqaGGAziAYQzz7zuP8/gG3wBgGMPoQQ8mMpFhDGMucwuyepanJz05kiN5lVcLNoZ0rWWtAp5kpkyJXK4rUG+lKVPg+efhzTfhjDPgk0/g+usj9++zj/v63HNw882wfn105dEuu7jVsYJ/rL2Q49xz3bSsXXeN3FckJ0nxeD14PF7AE5yi1ZYBz/r162lublbAU2KO5Vhu5mY2sSnv+w4GPG0lGIy01yla3hjjnZQUWzjSRJN/WRU8kolMAx41WW7JUNzHPMGvrQr+rk/wmFSD8r7hYyavurK15y00BTwiBfY5nwNuytPxHE8/+nEO5wD4y6YDDGYw7/AOAMtZDsBO7JTfwcYYy1gWsrBdffKZzBrWqP9OMu+8E7m8pkBT7w44AE46yVXnHH54y/srKyOXf/MbGDDAXf7rX+Hvf4eLLnLhVDD0mTvX9e+55x7417/adPj5FOzBA67/DkQORNoy4Nm2bRu33HILEyZM0BStElPIE4C8L5Pexk2WN7HJX0AhHV5wmywIKcYKHk97PSmS9inbCh4FPO2rQjFThWyy7B1XbdiwIe6Y2hsFPCIF1Ewzy1jGSZzEYhazHdthMNzADS227Uxnzud8wPXneYZn+Dk/z/OIow1lKNvY5jd+bu80RSvGnDkwYgQsXAhLlriqGK8nTSECntg/wN6UqqBLL3XTtQ48MPr2iy+GX/0KBg92173mpMuWwYYN0VU7sd55Bz5K/ySs0IJTtAAOOeQQ9t13X/YJVzklDXh6985q316YNHv2bFXwlKhSnaKVqIKnLfZ3FEdxEAel/dzJpmjl+4TCWsszzzzD4sWLM3q8pmhJttr7FK1iaLLs6VAVPAGJfi7e7a09pzf1PbaCp73+vBXwiBTQXOZSQw3f4Bv0JfKJeqKpV//m39RTzwpWcDIn041ueRppfF6/IK+iqD1rppkNbFAFT9DkybB4MTz7LJx2mpvW9KtfuftWr87/eLzlz7t1gxdfjN/0eOxY+OAD+NOf3DLnc+bAjBmRwGLIEPd15Ur39Ze/dFU/J5yQeL+HHuoqh4pMbMBzwAEHcOKJJ9K5c2cgySpaEN17KAPe89bW1irgKTHeCUChA554juVYruGarPYRDHiCTZbb4lP+GcwAoqcppSLZFC1PvkKSUCjE9OnTeeCBB1rd1mK5gRtYwQr/NgU8kq1iCnj03m57mfTgSfSYdJ9r69atUdcV8IhICwtYAMBoRkfdXhb4p1lGGYfjpqoYDBVU5G+ArfACnrmkuWx1AVRRRYgQ/ehX6KG0venTW64k5XnpJRdmnHUW3BCuFLvpJlfBcv318IMfuBWn/v3v/I3X8/rr7utHH8Hxxyff9vjjYdMmV5mzxx6R24MBTygEr74K3/0ujB4d/3mKWOwUrVjl5eVYr7lgbPgS/jQqUw2B95cX8GiKVnEYzWhO4ZRWt4s3taattbZM+uu8zu/4XVb7yGcFj6eO9HqaJZs2kO8+NumcAC1kIZdwCadyqn9bvB48OgnOn7WsxWB4iqcKPZSMFVPA015P+EtBNsukJ/q5pPqc3uNjn6e9/rwV8IgU0CIWATCCEQm3qaOOSUzK15DS4gU8p3IqS1la4NEktwE3b7ZkA56aGqithfffh733ditQvfCCq8qpqQHvU4cf/tA1Mn7oIdebBmCRex9y5pmuKubXv3Zhy6Y8N1m97z4X1uy+e+bP4U3RWrHCLZ++ZQscckhuxtfOxDZZjuVV1MQNeMKNmDPV2NjoX/amgamCpzjMYx7P8myr2xUi4CnkKlreyeDixYtZ6VUA5ki6AU8qq2jls4InVY243wub2ezfpmXSC8urIruFWwo8kswVU8Cj8LLttMUy6ekGPLHbtdffZQp4RApoEYvoRre404a+wTc4nuPpTGfKaZ+fjA9msH/5BE5gFasKOJrkSj7gGTgQdtzRhToA1dVw4oku3Nh5Z9hvP3f7yJGJn2P77d1XryJmwYKW21gb3cA4V6qqXOXOt76V3cpW3bvD0KFuJa0//cndVqIBT+wUrVheRU1TU1POK3iCAY93WQFPafCmaBUi4EnV3dyd8WOjKnjiNFm+7777uPPOOzMfXByZBjx+D62AfIckmewn2OdDU7QKy3v92+txZCqyXUUrn8ukt9f3tvca5LMHz9q1a6mtrc3Z86XzPlj03L+49q2veQ9M+JhUe/Ak+r2rgEdEWljIQoYzPO4v3Cd4ghd5sQCjSl0FFczD9U2ZyUzO5uwCjyixjbjGaNuxXYFH0ka2bXNLhj/+OBx2GNx7r7v9ww9dP51581z1zuTJ7vbbb4f//Q/eeMNd33vvyHPtvLP7unBhy/1cd51bgSnXTZinTXNf998/++f68pfd6/Dkk64aqQSnZ0HqAU9zc3ObBjzenHRN0Sot+Qh4WnwammIFj7fgQCYKMUWrlvROcrwx+j204miPFTzxFGsFT01NDU899RT19fWFHkpWvNe/E8UbwGdbwdPWNEUrvvvuu4/3338/7cd99NFHfPbZZwnvT+V9MH7sJVx2LawMfw6dKIRL9T2lCh4RadU61jGf+XzKp4xiVKGHk5VRjOIlXmIsY3md11nM4kIPKa6SrODZts2tEBU42WbePPjtb13fmbffds2FvaqdO+5wXy+80C0bfsYZcPTRrurnxUCYOCI8ZTBeBc/NN7uvL7+c2+/l00/d1/AKUFn56lcjl6+4Ivvna6cKGfAEe/BUV1cDquApFbEVPFvY0maN9Ft8GtpKk+Wc77+Nmyx7Mu3Bk2oFz0VcxJ/4UxYjTCydE5h4r2Gx9uCZPHkyM2fO5FPvb1OR8l7/UqjgSfdkuhABTzG8t/Olrq4uo4D0pZde4sknn2xxezq/P7Z2TxzExPt5qQePiGTtB/yAXdiFpSzlO3yn0MPJ2njG8xAPAfAO7xR4NPF5AU/JVPBY6xoM9+8fHWL06AFf+5qb5nTYYfD88/DWW9GP3bYt+vrXvhZpTgzu5H/gwOgKnlmzXBi0PHyid+WVkelgufDCC25qlTdNLBvf/jY8+CBMmOBW5CpRqTRZBti2bVub9uDxKngU8JQWL+DZl30ZxjD/9o0bN7ZYKjZTi7z+X2HJmiznqqIoXxU8DURC0EynaMWr4Il3QnIbt3ElV2YyzFbFO6F55ZVX/GA3yOvBE6QpWoXVEaZoTWRi3N8PquApHG+Bh3ghdTbPGfyadNuYQyNrLX/79d+YdOSkqJ+RpmiJSM6sZS2DGcz3+T5f5+uFHk5OjGMcvejVbgOejWzEYBIuQV80nnoKzj3XNRFeEV6K9q9/jdwfrzJjhx3c6lkzZ7rrZ57Z+n523hn++18YNgxuvBHuuQfefBMqKuDrX3fhz4knwj/+AX//e8vHr1jh9hOvCijW9OmuqfPPftb6tqkwBr7znehKnhLUWpNlL+C544472nSK1rZwYKgpWqXFO2HyVnv03HTTTdx0000pPYfFch/3xQ04NmzYwEMPPRR1W7IpWsHAJBuJAp5cnwxuItKkPpWA5/HHH+c3f/sNDTQkreDxFGoVrfXr1/PBBx+wMM4UXu9n1FoPnvZ6UlSKSj3geY3XOI7juIZrWtynCp6IfDStD/J+d+Xy33omAY+xwMsvE/rgA2q71TL5qMnR1Tx14d/Ndcl/R2uKloi0sIIVUdfrqGM/9uNO7qQznQs0qtwqp5xDOIR3ebfQQ4lrAxvoS9+iPsihtha+8Q232tSz4VVwLrkkepteveI/dvx4GDfOVf6MH9/6vrxpXcuXwy9/6YKcPfZwzZAffRR+8xt3/69/7aaEeat0ec46Cx5+OLXl1qdMcV9PPTX5duLzPh1LZRUtgFDsdl27ZrV/VfCUrlw2WZ7ABM7lXH7P71vcty22kpDkJyHxqkOyFa/Jcq6kG/DMmjWL635zHSdzsn9bsh48hWqy7I0p3v69n1Ew4AlO0fK015PgXGqiiau4im20fJ+3hc/4jHu5N+44oDR68MSzlrUAzGJWi/uCAU9bBhzFVMGTrybLyX5P5IMX3nsZfujuSGP+qIAn/MGnXZp8JWBN0RKRKP/jfwxlKG/ypn9bLbVUUlm4QbWRwziMz/gs6sC2PbiJm3iIhxjCkNY3bs+8hsgAN9zgvv7oR3DSSfCVr7jrhx6am315jZaDfvADFwx07gzXXuv2/dWvQijkVsDybNgQmRY2YULr+/r8c6ishOHDczL0jsA7oEylggegPvYgJJuVyogOeNSDpzTlIuDxmtt7J2FByaYfQesVPJmesOVrilYwkEpnitbLvOy/Dsl68GQVkqxc6RrwpyCTgCeoWKdoJZv+mooHeZDLubzNeiPF2oM9OI/zWtzu/UyK+cOtZO+bCiqA+BV+wX/Tbdk0XhU8LbWXCh7va1On+Eumpzq64L7LKOOV415p8VxvvfUWf/7zn1N8xralgEekjf2RPwLRny7UUktXsvsEvT06FBcuvMd7BR5JhMXyU35KFVXswR6FHk523ngDunSBUaPcFKnu3V0o8uyz8MorrlGy1wQ5W14vnO98B774wpWv/vjH0dvcfLNbiQvg/fddqLN8ORx1lAt9TjkF5s+Hmprk+/r8cxgzBpKEFRIt3YCnLkklQCYaGhro3NlVH2oVrdLifcIbW3mRyQlSsgav8cKLdKZoxasMSVcumizXUBM3wAq+XqkEPMH9eycNbTZFa8wYOPjglDaN3Y8X7mYT8LTXT72TmT59etyqs0S8ldPyVcGTiPfey2XA09jYGLcHU1vJNOAJ/ptqy4CnGJZJ96T6ey5EiOM5nolMzGg/3u+ugvXgCX8NhQ+R6rsEgv3LLmuxnfe1uro66gMsT7CCx2J5/0vvR90OMGnSJCC333OmdDQt0sa24k5+gquQ1FFXkhU8B3AABsMnfALAfOazD/vEPfjNl2A10VjGFmwcOfHGG/ClL0V6yxxwQHQlxvHHu0qYXPCqaQ4+2C0z3qVL/KqPPn3cqlsvvQRHHul69nz2GXzve3ByeKrBihUtH+d54gl49dXcrJ7VgXgHFck+ZQ6GP3UNuelf4mlsbKRrYJrX6NGjs/7EW9qX2BOietJfDSVZwBOvgifZKlqx4UEqAU8oFOK6665j2rRp/m25ruA5jMMYxKAWtwdfv1SWSW8uj2y/efNmIHmVUyONfEhqVTgtbNmS8qaJKnjincSUUgVPUFVVFc888wyPPfZYTp6vtraWK6+8Mm4fo2wl+nebyyla//vf/7j++utz9nytyUXA0xZTPD3FMEXLe1+kGnRtYxsv8VLGfUIznaKVyvbpVPCEymD6XnuxcOQOkX3cc09gO7eh94zXX389Dz74YMJxpTJFK9nU2nxRwCPSxrwDu+Dy4aU6RasHPdiVXf2A50ZuZBrTeJiHCzamYLA2lKEFGwcAc+a4AGbOnPQfu2EDTJsGX/4ynHOOu60tS0G/+lVXkfOjH7W+7c47w3uBqq2LL4a77nJhDyQOeFaudI2Yv/QluPrq7MfcgXgHFckqeOoCTQPrgkuVfv/7We+/sbHRr+ABOProo7N+TmlfYk8E0l0JKvgc8U4uG+KFjjZ4MXkFTyonbA0NDdTW1vLSSy/5t+W6yfKnxF9GO14FTxVVCZ+nqVPkpGDx4sXuOeJVOYX/7d8+4nYO5mA+5/O0x5yO2JOpbHrwFGPAY631fw5b0gjGklm9ejXWWt6KXeEyB2KD2Lao4PHen/mS7H3j9bFsLeDJJKBOVTFM0fL+HaYa8DQ2u3/LTc2ZhRWZTtFKVv2SzmsbDHie+frXmT0m0nYg2JMw3uiWxunHk06T5XgVQPmmgEekDVmsX567iMhysHXUleQULXBL6noBT0/cSj1eFVMheA2uz+O8wi9Jf+edbqrTPffArbfCL37hpj8lsnGjC0HAVbqAC3j22w+amuCII9p2vIcfnlqvllGj3NcvfQk+/TQyTWyH8CcmiQKeWbOgsdGFO4NafgIuiaUS8PTu3du/XFdXB9u2uffNnXdmvf/GxkYqKir864P08ysZiZosZ3KClGwFn3gBT7KQJZOAJ94nqVEBT6DJck1tTdQUnGxP1GIDnsd4jD708f8+tti+U8sTm9iTnfr6er+6Z04v90GB1+coIymcfLXXKVqNNHICJ/ABH2T9XK3x3jObN2/m9ddfz/r5vN/bbVHtkSzgWb9+PTO91TRzIN8rucX7N+n9zoj33itEwNNeK3i8gCfVqa21je7D6aZQdgFPutOVklW/ZNKDx5uiFayQDBnjFgCxtsUUrdb2Hft6KOAR6YBqqfU/hZzNbLaxjWaaaaChJCt4wDX6W8EKtrDFPyDfwIaCjcer4LmCKwq/isT69e7rdde5yph//jN5Fc5ee7mQZNUq+OlPYddd3bQsgPbU76RfP/d1//1h770joZAX8CxfHvdhLFvmvnqVPpKyVAKeIUOGcN55rulmXV0ddOuWs/eNV8Hzne98h3POOUfTs4pQL+KvuJco4MmkgifZCj719S1PuJL14EllitZUpnId10W2aaVUPljBM/mtyTzzzDORsWR5ohYb8EzANZyfwYyo7VavXs0777wTVcHjiR3/Pffcw/rw35Fk1VEpSzB102J5jdcIEWq3TZbXsY4XebHNV+40xkT9fnvnnXcyfq5QKIS11u9X1ha9OmL/nQavf/TRRzz//PM521e+eo0kCwa991drFTyZ/P5KVXur4FnGMn7Db6K+/3QreOqaw69Xhn/aM52ileuApzl8yBMM0ENlZfCzn8G77/p/ZdZ060ZVVeIKS78vmmmOeztEgmAFPCIlrhrXhO5MzqSKKk7kRP/TtlINeEYwAnB9CW7kRiC6einfVrACg2Ewgws2BsAtL/7kk5HrX/6ya2Q8ebJbutyzciV897uuusULRh5+2B2I33+/W8GqvdltN/fVW8nL07OnW7Y9UQWPF/AMLfDUuSKUSpNlgIEDBwLR07VywQt4Ro0axXCtflaUtrI17gl5sgqedE9e0qngsdamtYpWvLHvx378ht/4j/UOtP0T9JoazMZIxUuwyXJtfW1UBU+6fRQslvr6embMcAFObMDjjdebUuK5/fbbef3112kqb7m/2BPoNWvW+Je31rrK2LrqLP5tx4Rs9fX1NDQ0MJWpfIWvMIlJLfp95SLgySY8m81sJjPZP75qUZkxf77r/xaudMqWtTZnVRl33nknN998c9tW8DSHFzXYtg22bPFfnyaaqKmpobGxMWchRL56jSQ7sfeCi9ZW0SrGKVrNzc3UtLZIRRxncAbXcR1Tmerflm4FT02j22+mvckynaKVynsqndc4XgVPc5lh7QCgtjby3RnDP//5z8TPE/4+Yl+/eAGPevCIlDhvetZxHMf3+B6TmOSXE5fqFC0v4JlJpAx4ClP8g7FE5jCHV3k1o30m62swmcnsxm4tDqrz6rnnXDVOcAWOiy+GK690gc7998OCBe72X/8aHnjArUTlueQS18x4v/3yOerUfec7MGMGfO1rLe8bMMD1D/Js3gzeScuyZTBwoGvgLGlJpckyQJfwa9tWAY8Ul9gpUMmm98QLeNJdLSZZk+XYCp5QKJS0yXI6q2h5QUOLA+0JEzC1burByu1XRk3RCtlQ1PbpHqQ30cSECRN4+umnWbFiRcoBj//4FCp4YvcHsH7L+rTGGSX8M7DW8v7773PttddyzTXXsAXXa2Yta9Oq4Il3kp3rHjy7sztHcVTcgKeuro6NRx/t/uZOn57xPmLlIoix1rJ69Wo2btzof/9tUQFTXxc+Hho+HHr39itXGmmkNvzez9V+20PAk2oFT1sGPFHLbodC7gO6u+6K2ubDDz9k06ZNsQ9N6rHHHuPvf/87kydPTuu19v79Bn/XpNtkubYp3Bg+fIgxZ86ctHovpTNFy1rLTTfdxMyZM/MyRevmn9QxaC0srFhOCFg1aFXc6cFNTU3ceOONzJs3LxLwmNYDHlXwiJQ47wCkBz24iIuAyJShUq/gCVrBCv7DfxI+pp56xjCG/+P/WErL5mbJfMIn9KEPd3N3i/vWsIbJTOY0TkvrOXPKWvdp4pIlcNJJkdvHjoU993SXzz3X9bGZMwcee8yFIuvWRT/P+ee3r2lZQcbAHgmWoO/ePRJs1ddD376u99CKFfDf/6p6JwNbtmzxD4Jaq+AxxtClS5ecBzwNDQ1RPXikODTXRS/ZnE7AU0dd1MF3KgfZ6TRZjj2Jbm2KVrIePP5JbeBAu446bJk7AJ+962zu+OEdTN8zEgJYbNT3l+5JcAMNfol/Q0NDwoAn0ZSqVHrwRN0XPmGpNdErdIVCodTHHg54Nm7cyKuvRj5gWbVxFeA+PIn9OafSgyfYZDleBc/69et55ZVXsgp64gU8d999Nzd5TeRzWEmRSsDT0NDAn//8Zz75JH6PpeD0j0Qr8iSSzsl9fb07ua/buh5j4WZcTzyvgifd58vVuLLR3gOe2AqeZccfz5sPPODf1tDQwMsvv8z0FELHZpr5KT9lIQuZO3cuAG+++SYffJB6rynve+1C5MOzdCt46pvdc4RMiHXr1vHoo49y3333pTyGdCp4mpqa2LhxI88++2wOA55wtWD4EClYITnxWPdeWdJlNbP7LuD2C2/n7cPfbvEcVVVVbNmyhZdffjnSgyfm9asP1Ud+7yngEekYvAqeHvSgP/2B0g94+tOfbnSLum17tmcOiVeOWkOk7DwY8GxiExdyYdRS57G8iqjv03JloPd5H4tlPONTHn/GXnsNYpsX1tfD54EVTi69NHJ51CgYMyZ6++9+1zXBvf9+8E7cZ892PXj+8Y+2GXdbCwY83lStm26Ci1zgyV57FWZcRaq6upobb7yRm266CWg94AHo3LlzRgccNTU1XHXVVXGX8m1sbKRTpwL3tJL0bN5M07Doqarx+qMlm6KVboVLsgqeeAFPsh486TRZ9gIeb4w13WqopJIbRr8AwIb+7vtevf1q/zHNtjmrCp4GGvwDfGtt1Ov3Hu/540+ngidZUBMqc6+Vd5wBMH/+fG6++Wb+8pe/pDbocMATu591Ve4Dhiqqok7QqqqqaAj/Psgk4PG3a2zkgw8+YMOGlu+/VMULeNYFPxhJ0F8oE6mcpG7dupVlQ5dx+qDT44YNq1atimzbvJV7v3svy/sk6E8X87irr76aL5ItyBBQ3+Cm7q0cEh3AByt42jrgsdby8ccf5+xE1zu5njt3LnNiViENTtEKrlYL6Qc8TU1NbN2a/qIg1lqWDl3K0qFLCYVC3H3eeUw++mhsTBWL9/onM5Wp3MRNnMmZUbfHXXUwAe/3X1ngND9eD5566jmKo/iYj1s+R3PkQ6Fbb7015X37+0ujB0+woi2VgCcV3pab+7jFXoIVPDb8+8k0h1jTzf0OWjV4FbG8Y5zGxkb/+4j9uzN+5HiGM9w9XykFPMaYcmPMp8aYF8LXRxhjPjTGzDfGPGqM0Ud80mF5ByDd6U4/XCNaL+Ap1SlaBsMoRvnXT+ZkRjAiaR+eYMCzErdq1Nu8zXZsx+3czh3ckfCxC3BTmyw2akl0gGlMo4wy9mTPjL6XlFnr+s/suWf0dKRx4yKVLbNnw6GHwrvvwi23QKdOrj+N5+CD4eOPXfXOcce5YGj+fNffZvvt23b8balbN/DmkAebLT//PPzudzlZ0akj8RqselIJeDp16pRRSf7atW56xqRJk1rcpylaxWXr1q28+dprNNVGV/D8iB+xD/vEfUxrFTypvKe8E10Tp1Nn7BSt9evXM3fe3Fafy5Psk+ha3ImUd6C9rZv7vv+700RCZWWUhT/WjVpZxYaiDsyzCXgg+vX7iI94B9ecN9Fy1fF68ESdHL32WvR94YBna3PkhPTBhx5MbxpInEbXALUh9/oFA57m5mb++c9/8kH493i8n7938lNfV8/8+fPddnEqeDxNTU2sX7+e6urkU7jj8YKteCfuobKyvAc8oVCIZ05+hvlD57OQlqF48OT+bfM2i0cs5pnDnmn1eZeHX2/v9WxNbb2rFLrlR+dE3d5Ekz+GXJ2Axvs38gEfMH32dCZMmMCbb76Zk/0E3zePPvpo1H3e+2spSxnBCF7gBf++ZAHPRCbyKNHP9fDDD3PDDTdkNL67z7+bu8+/O+q90hRTMZVKwOP9rkxllcBEvO81+G8vXgXPTGYymclcyIUtnsObohWcxpqOdKZoRb1mafbgsVgmM7nFFCtvitYDZ7vVc6MCnjJv/lbLJvLx9hMMeGKbLK+sWOmft5RUwAP8DJgduP434EZr7ShgE3B+DvYhUpSCFTw96EEFFSVfwQP4Jwy/5bc8wiOtBjxrWetf9n5R/pgf+7d5IQ64ucXDGMYkJvEu7/qNnAE+5MOo553GNEYzukVFUc4FD7y8VVg++CBye58+bgUscEuJX3xxZPsvfckFQ7ffDiNHwr33uqlYu+0GO+/ctuPOh2AFj9dUGWDwYPjDH9rvtLN2yjt5q6x0vz9SWb2qvLw8o09svQOaeNO7YpdJl/btySefZPKsWazcIXo5+xnMYBrTom5LtYInlQP3OuveOw2hOL1ZYt6Tn332WdT1bKZozV7kDku9A20v0NnWqQ5rDCYU/h6DjTdtc9Sn5PH+zWxmMwbDnbQMphtpjFvB892l3wUifTEe4AEMJuqDDYhfwRN18hFTIepNQdjSvCWyvWk9iIgSDnhiT3LqQ+72KqqoC9VR3zlycvzR/h8xY48ZSSt4qqqqeOihh4D4PXg8zc3NPPbYY7z44ov+bQsWLIhqdp1IwibLQGPnzjkLeFJtstza79h3Kt+hursb89Z6F8qV1YfSn0pWVwePP57wcbXhCp6tMYvkNdgG//3dVhU8M5nJIRzCDf1cSJJKoJGKZJUbsUFvsBolWZPl4ziO0zk96raFSarTUh1f8PdiQ7gaKJ0KHi+naGyK/v2WTvWK9716occqVvk9LpeznLM5mxpq/NcnXgAfrODJRDpTtBK9fom2C27/B/7AURzFRCZGHat4AY/3ezI4Bda7j1AIm6TvW7yAp7EuEqg3dIr+HVMyTZaNMUOBrwH/DV83wJeBJ8Kb3Aecks0+RIpZsILHYOhHv5Kv4AH4M3/mYA7mQi6kK10ZyUiWsjThAXnwQHcVrkxyIAP92yYy0X8tpzOd5SznUi7lci4HYBzj6EpX3uAN/zEWy0d8xL7sm/PvD2tdTx3Px4Hy1u9/H6ZOhaeeitzWq1dk6fBY77wD06a5kGf+fDj++NyPt5ASBTy33gqVpRtytpVNmzZhjGHPcP+mjYEVgRLJtILHO1iKPShtbm4mFAqpgqeI+Cd2nVJf87a1Cp5UDmLXVLnf7YuWLeKTTz7hiSee8O+L+55MMLxXXnmF6bOj+1ckC3iefeXZqDE2l7l91ZTVY42hzLas4Jm0xySaQ4FPvON8fytw00yDHyx4ghVGwYBnyydborbzqgbmE12REa8HT9TJUcyUSG/s2+y2Fre1eGwi4YAn9hNnL5iroorzhp3HNb+7xr/v4wM+Zvqe0wmFQtTX10f1lkl1FS1PU5PrC7No0SJ/CfEHH3wwpV4fm9nsxhpn+euGHAY8oVY+5fcEX8PYE+YQIX425mfce869AGxrcD+zskZaHaf3mvlh/q9+BaedBu+9F3f72nAPnvqKmBXSmiLX26qCx/swbnGXxTl5fk+ycCP291TwPZjKFK0lwWM57znSfH2C4wu+VxrCxz7e77pUVsRav85V6W7anF5D5iDv34T32hzcfDDrcNMXX+d1HuRBHudx//UpixMHxAvlY33ER0xgAuCWZr+N2/z70pmilaiCp0VftjgBz1/5KwDzF8/nb3/7mz8VskXAE6zgMZEpWsneW8HqRX8a2ZbIMdfGftHHX6VUwfNP4FL8vJF+wGZrrffTWQ7skOU+RIpWsMkyuP40HaGCZyd24n3eZyd28q+HCPnVObG8Cp6BDPS3WcMajuM4nud5lrCEP/NnINIzYgpT/EDnv/yXkzmZR3jE/yP+BV+wilUczdG5/wavvdatUDE7XLw4bZpbCerYY931r38dnn7a9dkBt8pUIsZEwp8UqjGKjhfw1NW5VSV69XJTtU45pdAjK0qbN2+mV69eHHHEEeyyyy5+0JNMphU8XrATG/B4By8KeNopa1t8uu8vT51GuX28Cp4Pyz6kriJ88pBCaLit2Z3g1DbW8sILL/B5oCdZvMcHP3EPXn7181e5csyVUdsmm6LlVcP4DYHL3WFqTXk9obIy/7m9aU4An+zyCSt2WJF0fN6JULweKw00YMJTKO2WLf7r17kp/r+TCqIr4Lwxe9VFkDzg8XvwhCIBj/d9QoonGeGAJ/b3Q10oEvB80s01DfY+ra6trKWpU5PrNXL33VFLC2cS8DQ0NFBfX8/q1av913zdunVYa5OefHnHAm1dwZNqwBOs/gpWBdzGbfyMnwGwfoB7f1Q3uGPDslAnf5wXczEHcVDL/dsQC0YuiFRneZVuCRrn1zZWY7HUd4kJeNZFjr9if97zmBd3WlmsqVOnRvV3in0er0qtR3OPVp8rVa29D2J/DwT/bcYGPA0NDbz00ktRP6t4AU86/W68MXqiKniqq2HKFJrDU/dTqeDxQubY37/ZVPAsLW+5eEn53IWEtrlqlEwreA7iIL6GWz31TM7kIi7y+yDlYopWKgGPZ8kq93P0+nClEvAQCkEohYCnrJmnDnuK6u7VNHWKbL++X2TKvMWWRsBjjDkBWGutjd8uvvXHX2CMmWKMmbIudrUYkRIRnKIF0I9+1OAS/FIOeGL1wtUKb7Px59mvYQ096MEoRrEMV+WxnOXswi6cwAl8la/yEA9hMP6Bkufn/JyDOIhv8202spGpTAXgTd4EyH3AYy381X1iwO67wyOPwNy5bjrV3Xe7pcKXLnXVOD/+sVv+/KqrcjuGYtKtm2sS3a2be00OPBB2UO6fqQ0bNrDddtvRrVs3zjzzTPr06dPqY7Kt4AmFQv4B77Rp03j55ZcBBTzt1oUX8tpXvtKiGSlAU3nrJwnewX4TTVEhy+Itizl5wMk8/q3HgdYP3JcvX86CZe4Tfa+CBiInT7GPj51uGNz30mEtT1CSVfA0dopeJt1fcapTA9YYmjpH3+4JTpOKF4p6J04JA54F4e936dJIwNMY/99J7KfmfsBj0wt4vA+SIPp1TinUTRDweN9nFZHqnHUD12GxUQHP2rVrox7n/Uyipr4FTlSbbfTr3dzc7J8MLXrllaj3xPvvv8+VV17p/x56juf4OT/3708a8FRU5CTgmbHHDH649w95p+KdVrd9sPuDfvPupuWLo+7zVrLyeNPqykLl/s/gP/yHj/jI32Y5yzEYfr3Lr3ng7Ad4aaeX3B1eRWxs/7XwP5fapmrKKOO5k54DoLLWHWs22MTTD0czmp1pfUr4a6+9FvUzin0e7/3Svbl7q8/VmhkzZrB8+XKuvPJKFi1KPMU/nQqe999/n48++ogPP4xM54+dCgXpnaCvWbMmKiQKhkP1NTVwwAE0n3ceEK7g+da3ohffiOH9bgklmTrUGu93Z7Il0c2fr6ThN79wl3MwRcsL97wFVdKZopVSwPPZZ1SXbaTZNMcNeDZ02kBTmWuS/eSTT7YIeII9zrz7TFNz3Nd5zYA13MItnN/zfJrKm5g3ah6T953My//3Mk2BX8O13SKBXbCSsKgDHuBQ4CRjzGLgEdzUrH8BfYwx3rc/FFgR78HW2justftba/cfMGBAFsMQab+CU7QABhNZwaSUp2j5liyBE0+k2yZ3AFPzsx9EPlm+/HLenvwXbuImVrOaQQxiHOOYwQyqqWYTmxjGMMA1avambsUuo74d2wGwB66Z8exwS7ClLKUTnRjJyNx+T7NnQ7Ah5HnnwaxZsMsuMGyYm5p1113w3HPwk5+4vjoduc9M9/CBnrXwz3/CSy8VdDjFrLGxkdWrV7NDmgFZthU84Bpbzpgxg2effdZf6lU9eNqpO+7gvcMOi2pG6i/x2jn1w75mmml+NfLvdeLUiQAsH+qqUFt7Tz3yyCN+aBFs1OlNU0hnipY3pSooWcATW8ET++ltY+dwANQ5SRVQnO/Pa94cL+BppBHjfWpdXh5ZIr4x/mpzLZpGl7ce8JjA9XiraAW/z9jxL2d51HTo2bvBluZNcbcNTtHacYn7d7560GoaOzfS3KnZBTxJmiwHK6OCFRaxDUqDv2MWv/561HtiypQp7vsLBxonczL/4l/+/X7AY+t5++23qampoTwcerRWwWOtZeXK+BXFwW3m7DqHOb3m8E5l6wHPnwf/2b/cWJbkxNoYFm9cDIQreOrrW/SbAphlZwHwznZu31s6h6f6eQFPzHQf732zwbifqXfy+aObf8TIBSP5aIcFflCayQno9/k+z49/Puq2RBU8XsDjhbab2MRVXJU0cAhavXo1Tz/9NHfddVfS7Wqo4TOie3c12AZ/mk4w4KmjLmrKjae2OfIeXNt/LVP3nppWBc9tt93Ge+9HpssFV+Hye/Asda97fX09oaeegnPPTfh89Ta6+saTqIJn1apVCe9bu2FtwiC+LAR189xrF7cJfnP8KW32009b3NbQ0OAvJDML977NtAdPvD5vGzZsoObA/bj2guuZuu9UrLVsYIO/OjHAXQfcxcNnPMzq1atdPzcv4ClrWcETCr8vl3Rdw1P7TG4xntsuvI0f82Oe7/o8G/tu9KfPhspCNAc+JAlWyW1lqz/eog54rLWXWWuHWmuHA6cDb1hrvwNMAr4Z3uwc4NmsRylSpD7iI3ZiJ3/VjEuJLJPdhz4FGlUeTZoEL7xAt4fdr4Ft0993K4HMmgVXXcURR/6Rn/JTPuRDdmd39md/NrGJybhfuEMZCpCwj85JnMTFuIbFIxhBF7r4Ac9mNtOHPnH/cEW5/HK47bbk2wR5zSCffNIte15XB/PmuYAHoKICvvc9OPHElp+wdURewLPffvCzn7X4FFpSt2LFCkKhEMOGDUvrcdlU8HTp0gVwzSeffvrpqPtVwdM+NST5uTSkEPAEmyw3Tnnfv7220p0IeSfvzc3NLfqfPPLII25J3dmzKQ+F/KAleMLvrZgUr4In3hQtay0NFXGaNKcwRcs7WWgqC3wqXFbmV/jECu4/OMXAOwFJFvA00OAHPE3QagXP2s3R1S+tVvAYQ1mcgMcbEySfojWMYWzP9qxcuZLNvXuz+2zYbvx3MBju6X1Pi+8FXMAzYJ0bf1XvKv890NSpiVDgJNh7rfzqg7KQHwBHVfDEnOD7PUmsZeWQITQ3NzN31Fyu+NMVbOnpwoJEQaIX8Gyu3cwbb7zBq6++6gc88XrwBJ/niy++4M4772Tq1Klxnxvca+8FgQtWLEi4XTwNDYlXBbv/F/f7J4aGMqiv9z/AClq9ZnXU9T6NfdwF7wOmmEbU3vtmTXn00vNdGrr4Tcbv/t7dQPLlzb/44ou4J+V3cRfv7vVu1G3B55k5cyYvvesC4S6hLlHbXcAFXM7l/rFda1L6QOKBBzhz+RHcwi1RN69Yt4I77riDxYsXEyJEl5B7H26pq/JXJAsGCluJBDK3Xnwrz538XNpTtILhQXV1NY3l7n3TsHlz+P7Ih3y1XbsmbazthaSxoV+8n8nSpUu54447+OCDD+I+15NPP8lrr73m//yDykJQF/6cOW4PHhv/NWg8+OAWt02cONEf9+e46iS/ejLLKVrWWm6++WbuPffb1HarY3OfzQBMYpL/O8CzYFTk36n36n0x+guayppiVtFyX7971N3MHNqyOiz4gURZqMyvjCwLlUVN0Qr2udrClsjfm2JvspzAb4BfGmPm43ryJI9fRUrUJjbxCq9wGqf5t+3N3sxjHpOYFFXNU7LCZavd73sSgJpuuJWT/v3vqM0WsYhDOIT92R+Ah3kYwF9ufRd2idq+P/25iIt4mqf9Tw3KKWc0o/2AZxOb6Evf5OMLhdz0qYsugi++SO17mjDBNUQ+9VQ3Vauf278f8Eg0L+Dpnn3Jdkf2zjvvcN9991FWVpZ2wJNpBU9dXR09evTgrLPOYuTIlpVwCnjap209Wva/8FcDCQQ8FfWRCiy7uOVBbjPNXHhCZHUj7+TeK3mfUzaHSiqjlhr+4osvXA+E3XenbOVKP7RoLmumoXMD1d2r+aLB/a6NPfBv0W8hfIi+vHk57x/8PrFiK3iCTfabOjXR2NjIe+FGtFENkI1hu7oEDUwDnwd44/nLX/7CU+Gm+a0FPHgVAo2NrfbgqW6MDgG8T4mDJ2Oh6moI9/WhoSHSO4JIwFNjIpUcySp4PHfeeSf/+oWbmtEcfo4bB99IVa8qv8ImWMHTFD43bercRG3X+AFPU1MTy1jmT0FvLm/2V/oLhjo1XWr4eL+P/Z+tV53Tpb6epk6daKqt5f/ZO88wKaq0Dd/VaXp6cmDIMOQw5CRBUJIoSlBUzBETxnXXXd3dT92gu7rrrmHNWTGhqJhFQBEEJUvOOQ2T80yn+n6crtRdPQEGZhjq5uKa7urqqlOxz3nqed/3177CIbij9Y7QZpsPNHPJNbQ1GAwaHTy6EvCFhYU88sgjqqCj7Jtly5ZRGBqEh6MXeAorzedRqAorN+/zRU+muzNhJ1XuUGic3Q9VVWpYC2jnffjxcwfEaLyUUl64BeQy4/mjnDfZLi3xqy1gw+F3RAzwozkMtm3bxvvvv8+SJUvwer01VjPz647N4sWL1fNDcX8oDh7FZZNAguH7mzZt4rPPPotYri3Kw7GPLvqIdb3WcYAD+G64hvnJkVlCyr1i3x84cAAZGXeJ2NYlK5aoVbIMAo9cok0LXV4V3rpV//I6tf2w27ObR/78CBt6bsBbXMyHl1zChqws9fNtXWOqdTIpwopyn93WZRtHmx01PWa5oXtDdnZ2xGcghIqDBw+aOiCrE3hkWSZfl0wYYFfmLg62PIjX6eRt/+vcxm3qZ0VlRao7UBErjzVES/+7sH79elUE3pPZAgBvjBdZlqM+vFW+r+jkS0YuYcG4BYYk9lE0dwDmXDjH2DZbUL3X2oK2qA6eYrlYq7R1Kjt49Miy/IMsyxeEXu+SZXmILMudZVm+RJZlc4+XhUUTZxnL8ONnIsaqSJ3pzNmc3TCNqi0LFohkuPqqR8fCvn3g8eAJ9XXKJ5wpKk69+CJyxw6GWYcxjCyyiCGGdxDlVbshSosrOXwUZjCD53gu4kepH/34hV/w41cdPNWyZ4/2+ttva96eoiJR9UqpdGW3wy+/wOOPw/TpNX//dMQTKlFvCTzHxYIFCwDo2LGjOnCqLXV18MiyzCeffMLGjRspLi6mU6dOdOvWLWI+S+BpnJSGrjW7SWiozyWmXfTxRSQXJqvTg506iiTvodLWAB9/9TFv9dHs+OECzzr7OkDkRjHDHggYBJ5XbnyFf//u34zrOI7v+T7inPT5fAaBRRmEXSRdRHaLyAGMDx+P8zjb2AbAWMaqnwWcAVasWBHhLAHFwWMuGuifmusHHRs2bGD9+vWqY6kqWMXOnUZXh97BYxB4oowmfDbjIMCsTHqgtBQuvxyA1zr+yO4OB4j3GcOgKnyF2vx1zcGjzCv5+e9v/sv8cSIMTxHPiinG5wqJgw6fwcETqNLcW1XPPk072vGKKKpL0BZUzz+902rumXP58oIv2dVRDLSVwZu7spKgzUagtBRPufjNKPMIcSFcPFEIz8HjcrlwKElOw3Lw5IWS3CpJvpVzKzc3l6eeeors7Gw+rniHr25sCZ9/rs6jCDzhjq/wQev3339veO/zlpmGXSkoA0O/Qwg8BWiCo7K/9BXdAHbt38UnOZ+Qtr2A216ABSlG95Hq4HEXqtNiqmKQkCIEHn8UUau0tJRDLQ7xTtI7vPjii/z73/+Oug0Afl0OJlmW1fPjk6RP2J25GxmZJSxRQ+uVfZKbm8tPP/3Ehx9+yBp9yM/Bg7Bzp+nvVWVMJRt6b+DjaR/Tlrbc/VTELADklwhhori4WDh4qsS2l/o1sUov8JTbxDmov15KfCUEg0H27YvM/WWGz6WdH7uThFi+pfsWvKWlbMrKYuWQIQAUJhYyYE0BD95ymAULFpgmXQ4XeN694l2em/mc6fWsTHNEcUYHJXEdOoKRn+ekJ1EaL67RcLFk48aN7Dm0R32/udtm3rr2LV6++WV8TifXOG4wVMxyJDpUgUcJGa2PMunffvutKsDagiHx0FVVfdLt0D7RGSFZNmwZuzO1hxjRBB4ZmfV91hun2WSDwGNw8OgEnoKA7hr2+ykuLmbdunW1qpx2IrDiBywsThDLWY4Nm+pKOWUIBOC886CkBH79tfp5a7px7dsHvXvjeeltAG64Yw3bQkaX7Kf/pM7WgQ6MZCQuXPSlLwDNaBbVgaPME84kJpFLLj/xU+0EnnXrtNd33w0//RR93uJi0dH2+2HKFG16p05w332QlFT9uk5XFDHCEniOGVmWcTqdxMfHM/UYqo/V1cFTUlLCutC1kZmZCWAqKlkCT+OkLD6eRx54hC8mfcYBDnAVV7Gq4yqOZBzB6xLdPiloHPSpiSPvvlvt7Oem5xqWu6OLcFQonV05rPpIeKfbHgiojhI/fo421waDbxe8HdHxDT9HleSXW23m7soSSvgDf+DtN8aKEFD9d2OCuN1anjuDs8UexBsl986W7ltU2334wOTjjz9WHTx+m59Zs2aJXGsh9Dl4/DqBJ1oOnq8XfM2KFSt07dLC2WRkKtwVVHg8fNG8OYFAgBvHv8vr17/OsJwcWrZsqYYRlAd1SZZ126l/ihyecDua+KAIL1WSlgekODGUV8JpFHiuu/5O5k4W4ddF/zEWEgjYA6oLw+DgcYtjXpQkkvHqBZ7ihEpuTboDR+hkLIkVzopoAo/i4FHaGhMTg10ReMJCtJS2KMc0/FzLzc1lWuxVnP/qEb55drI6r5qrKUx8Cz83wt9X5+ABLbTD7/CD16vmrgHYl7OPgwcPRgg8VcEqLmp2Ed5Q9FNZoNjwuSLwbE/RxFCX12X4TMH/r3+prw1VziSZl255iZf6vkR+vtHBYYb/iDGMrCRBHLPipGJ+PuNnNqVuYiQjVWdXaVUpsizz+uuvM3/+fPV76v5r0wY6dzb9vSpINrruPpvsImCPHMZWBcW+LSkpocpXRZUrHrsfg4ND1h2vUklcP5W6qmSlgVKWLFnC66+/bhB5/v3vf4vrPgy9gyfgVxwkMpVhDqiSRLF/vjiziiVLljB/3jz1s81s5hd+0UK0JJkqZ/Wl7WelzmJ91npTMV9Zhs1mMw3R+m7CaH4aIe6beoHny8CXPBn/pCHc84PLNJdmuUlf7q8D/qqew7nl4rrUh2jl5eXx6aef4l+1Sjjmq7l+wsW93C++AMDhF8fJ6/JWK/Acjj3Mp5M/xReWInBrd+13xOsy/75yXzK0zaaFGoc7eCrd2jlTFCxS72+BQIDlucu59+i9bC7eHLWtJxJL4LGwqCcqqTRUnFjBCnrQQ62gdUpQVSXKVys/JOXlwqHStWtkctwvvhCD9rVroy9v715o3x7PMPFktdhRxlWh38YF54gfpDeeG8IWtqh5ihRBTHHvqKvjC1ogLJrRBJ7zOI844niRF2sn8HzxhcgJ0zIULnfbbZHzbNwoLPJnninyBz3/PJjEIFtEQelkm4SNWNSOoqIifD4fZ599NnHHIJTZ7fY6OXgUW/7kyZOZNm0aYAk8pxL5ybH4XD5+6buCmczkHd7h1Qmv8sJtL5DTTHRObbINe0AbFKgCjy40Iru5NlDMKNGOv/JkWemUK2JB5dtvG9qhd/D4ZOPg5Me8HyPa7fcbq3apiaGj5NpRnhTnVhyAsFwqQVfQEOahFz68MT6qnOYW+uVnLOfjCz9Wty98IKHPd1MeWw5vvKEtF694QAIE/H514GwL2rAFIrvbfrufr3W/q6rbyR5g+ZDlPPaHxyhMKmRVly48//zz6nwOvx/Jpg3IKty6vDz2IIMHDxbLCw2wsrOzDQm3wej00aOcE3rHU0GKX22fIvBUuavwOn2s6S/cFz+MHmxYTtCm7Tu9gBATUieUgZQ+ROunM39mTtrXrB4gjmWpRwzoogk8inNH7+BRBJ7wHDw1CTzeUG4WgPO+AX9labUCj+F++tRTJPzwg+Fzn78C6S3j9aBHGRj6nD7kykqDwPPCGy/wyiuvRAg84RXfqKqC/HwYNgzWrVOvyz2pWl6SmKqYiO/KyPiKtfUdLNRq4VTYdPmcpJqdF35dFeRKeyWHWmmJq6tiqigIGhNZvz/nfdasWVOjuGsm8Ci5VxR8zmT8jsjr6nDLwzxz+zOs3rOawuJCJFnC6bORnZHNr73FQ0tZ93BPKYYSLvDc3vl2NvbcaEiaXFZWFuHcA6ODxxfUHHZlYQ4d5RjhDc0TSiQO0JOeDGWowcFTnKQdJ7N98kznZ5hz8ZyoIUGyTcZut5sKPAF7gOzm4sGk3g3/z13/5N2Mdw150/S8ctNNEdM2NNMSXR8tE0K+/hr5+uuv+fXXX9lz330i5+W2bYbv6wUe/f4GyPlQVG10hBxYVTHCwRNNpH552Mus7b/W9DMFnzPyu1t6bOHJe55U3yunf1AKqjngbLINfcStw1NJXJXok20s/pnH//A4S4YvIRAIsNG5kQXjFlDoLKy2LScKS+CxsKgnLuRCkklWM9//yq9RkwM3Wr77TogeN9wg3v/0E4wdK5IIv/WWcV4lj8699wrxJ1xRr6wUIVAdO6pVxACU37e/Ox+j364krnwqFxcuERbmdnNV7rmMYxx3cZdhcedzPnvZyxrW0IMeps2PJ56ZzOQDPmALW6rPwXPokChrfvvtQrSBiKcKbNgAvXpBs2awfr2wbt96a/RlWkSiPMGyBJ5j5q3QtZeenl7DnOY4HA7TzmF2djY//PBDxCBWGXSlpaWpSZb1bojbb7+dvn37kpqaekztsTiByDK7OmmOkYMBYyHTrV1FRzWqg8dmU5/mHs3QHDfTl+tCakPaQvgAtDgURqhgCwa1gWyYwJPTLIdwwkO0AsEAAQJ4dZH+SYWaU7J0v3gymmtyWcgxMgGfjy8nfskrM18xOlscPrxRBB592/QCT1FiEUfTjxqSSr9x7RuqoAPRQ7TCxTR1++wBXrnuFeZcOIdnb3uWX4aK0s2yTWZ9LxEmoLgWlBAjAIfPR4lHGwRVxfgMy3T7jCXijx49GjEYihALQijt1Oc3KouPdPAoKMLV8iE9DdODtqAYtL34IoFtmnuowiW+n5uWy9H0o+xx7gGEgyemUtxrlPw0BgfPiy+athfAFxr42e3KY6JIB49yHKMJPL6wilqVuQcMIVrRBJ7Kykq+/uYbpGXGHFE+XzksM098C5rA43f4CVRWku/T3DLKurJzjWGJ35z3jeF90FsJr78OP/8Mzz9vekwVB4++/YtGLWL1ALHPZFnmqVe1WKdiWRMUFFdK+O+Dvty0v0Bz1Wxvud3g+qiKqaIie7txuwOVHDAJ/Q8XKMwEi8KUQtNtC6cgtYC89Dx2ddpFcWkxkizh8NvZ1m0bn1z0CQEpwAGds6bcVwDbthnWmRs4yoZWG/jwkg8jBIey2DJWstIwTe/gURxEsiRTEbYdisCzv62dhx96mE2+BaKilu5BqSJcy5JMUaL20NiwT2TZ0OeurKxERsaPUSRXQrTswcj7j9/ux+cU54yESHAvI1NYWUhVTFVUEbhaZNRrxuyhUllysnihKysPRoFnTViVrpyMDDGPTexjr8trcGCFU5tKbWYCTzhxoVMkaNMEHmRjwYDK2HKaeUUl8F2VonrY/PHzueLyK1gctxiADCmjxnWdCCyBx8KinvgG8eM7j3kUUMBBDtKLXg3cqjqyfLl4gvvPf4r3b70lBujjxgkBRrmpVlSITgWISlkTJ8IrIvaeHTuEcLJ8uXACDR9OLNrTX1ev/gS2bWYHOzgvdzCObbuEEPTyy1BVxbCLn+C78rlcwiURzXPhoh/9qt2Ea7lWFdmqdfBs3y5+IC+4QIRc3XefaHtpKcydKz7T5+WZMAHOPbfadVuYcOaZ4m/ICWJRN4LBIAUFBXg8njonV1aI5uD58ssvWbRoUUS5YOXpqkfJn4TRwZOens7UqVOj2sItGpDycrZ20wSePVV7DB/vyRSd73DR4cNLpvLhJZdwoEULVbSojNXEjPRIPUYVePx+P5VUcsBjdFrYAwFVEPAGjTlvlFAOPeGDuqAcJJtsNREwwMBVWihW+evPAZDTLLJtfqefwLffsmLwCg40O2AM0XL6qbJHTw+pDFCCZWXqwOO/v/kvz93+HOWy5jw42vwogS+0EK1CCsluVsrq/qupCmoCjxSU1LAjPQFHgP3t9rO+z3pyMow7WBmQq7ladFXAHFVV7GumhY34dGJVwBYg5oknxHf8fmRZZu/evRGDNWUgPuBgKxKLtBx39oAdl8uFVzIpA28i8DQL7fzwKmcBe0Dsu1tvxf/Wa+r0kjghIBSkFPDJhZ/w7ORn8dv9uCsr8VR4DMvY2HYj+9vsFwJPNQ9WvCHBYWX8SrJThSgSnoMnEHJSfJY1h/d4L1LgCTv3KvIOVOvgUXL5LJk/n+VDh7I8lGNFXZ6/+iS9yvnvc/rwV1Sw6eAm9bNgO3Fsdh+ITHyupzxYCgtFYnG5T2+DuKKg5H/St/+H0T9wz1NrKCgo4Jol1/DD2T+onxVt15xwyjEN5OXhf1GrVKWvHKRPsrw9fRtSUCK2XPxWVLorKXUanToBW4C8sME9mDh4dG4ahYLkAoMTLprAoyAFJfxBsVx7QLv+ShNK2Str+6r8wBbIyjL8Rl4/4EZAhFf+9NNPlJaWqkLXG9e9wWAGU7J2DYRCrPTnvz7EqliW2dZlG4WJhWzqsYnSeOEWKkgV18HXE/fAm29C//7q9/e49mjfVxw8ctg52q0bdO6s7ZuCAm4I3oATJ7kfaMequhCtgD2AzyX2Q3FREbdzOzZsIoG6PWhwJekJL9+ux1PuMRV4lL5CbvPmABRt2cLqP/8Zb8hZqBcRSz2lrM8SAne5u5xH/riCUk8pFbFiG6piqqgqifz9qE37FLyumudRcoeu77Oe4kRxHII2v+FeWhBTQupBcY4VBowVveakimTNzSSTH6iTgCXwWFjUA4rFE2AWsxiMsCufcgLPsmXQsyekp4ty34WFIsfMbbdBTg7cdZcQd77+WuTomTFDTOvfH/76VyEAPf443HgjPPKIWOaIETjRPI2uuBSyuyTix0/bdsPFxG++AcUNsGiREIiOkZ4HEmkhi1AuU4Fn5UoRdqbEVbdvL/726CEsz9deK8LU7r5btKNHD9i9G95//5jbdFozYIA4L84+u6FbckqihCeMHDkyamWRmlAcPOFPYhXRRhmsKCgOHn04WF0TO1s0EIWF7Ois2WDyPcY8GnszQ1bzoLHTv7VbZzZlZTFr4kSkw5EJjV27Iss4K6ExmzdvZjSjGfS8MQxIxqe6McIFHtkmG556A/hDVW/UeWSZyjLRaR6xZAT3PHm3Yf6y0OmZ0wzW9Ta2zWvzGvKDKAMr8b0ytnaNPkBQBigHds4nJ2AUXsqC2pP/1gdaM2faJPX9LdzCXc98yWeTP+PFIR/VysFTUxtKE0r54JIPWDhGqxAWCJSxL32fWgfYIPDYA7hDAq3P52PTpk2sWrUKf1jOIWWQcvmqXpz39XnqdHvAjtvtxidFDu7MBB4lt0tEGXsJ/KFQFf2mF8cKR0KlW5Q7LkguYMWgFcRUVmL3G/dRUAqyvfN2qkwS0RraFcqt8pt+v+EvM/4TamvIwTN/Pv5PPmH2oefZ2WEnnw39miu4IjJEKyxXSkXeAQLBgLpdvjDH11dffYXX6yUwZ05o+41ig6/CmB8nHOV89Dv8+CsrKS3WQsSenvY0Oek5VAYjRQ49ZZSpzo9AKB+Tu8JtmMdM4FFYtGgRs0bOYvVATdTZ4tCEJnXb772Xit/doU2P0blVQoN4n9/Hvoz9NMtphjtUmqkqpoqdxvoYBO1BckP72uv0smD0Aspjy/GtMlbD8m8Xzp/CpEI12XZ+aj4ZRzU3hMvr0kKeTHDanQQCASRZMgg8RUlFBhdGWVwQ/H7TZMDuSjelpaUsuO02qkJuJUWM/fu37/NxyFmmF0MU8ViSfeS6XLx7xbs8fdfTzL50Nh9e8qFxO0P3AK8u7GdHjMh1JksyhUmFYlt8Tvz6c3T7dioP7lLfHj5ymDdsbwAww/2oOl22ydjs5iGiAbsWQptTmMvzCCe7Mk2piBaOmTiv4Cn34HV5CQaDBoHnkPcgS0YsIdcj+hG/7NvH504n37/2GmXlZby2Vuvzf3n+l8y5eA4fXPIBi85axMZeO1g2fBkVsdq9prisDL9sHrqrVAKsjro4eJYPWa6GfAXsPsO5UxhXSdpecbzzKYxYRkxlDB67J2L6ycASeCws6oG1rFVfv8M77ETE6DZ6gaeiQiQP3rJFOHDmzxduHEmClFB404ABcOGFMGYMPPssfPCBCFVKTRWhTU89JcK0DhwQrh3FqjxvHpxxhibchHDhYj/Cotu2+SBRXvy994wVu3ZX/+QqKkePIrVtx1U/CqdDRCnbzz6DwYNFDh1lHW3aiL9KXp1QOVyeeUbsl4cfhsxMUKylFnVHV9rXom4oeQH0IVJ1RamwEd6BVQY54ck0y8vLsdlshnUez/otTh5yfj4HW0d/Orm3fWjwERaipST2rXIFkLyRg/tgiXEALCMb3Cw/YwxH2ZAF27toolB4iBagDl7UefbtiwjRqjws7tMtD7ek/QGH4XNF4NmUBX11+fJBVKgK6ATNHJ0F6cuJX+KNqaYKS2iAc8mMR+nn6mf4rCxQhiPooOvWrgRtPr483zwMeGHXFQYHT3iSWzCGuoSjDK6XDlvK5p6bWTpiqfpZUUwhhxL2k1KQQlyl0yA+BO1B3KF7ht/vV915+nn8Nr824PfKxFYaxdtPzvmE3MRcHBhdR/ocPOq00HL1g371M79oh17gKYsX3y9JKKHCUwEyLB65mK1dD/PjKC0vU1xpHCmFiRSkFFAVpeKTgi9sP3qdXipiQgLP+PF88cbr/HHsM7x9jZYTx+/349VVUvOFCzyFh/HhUxNZmwkkhYWFSKEcNF5nWBny4ryI+fUoy/U5fQSqqijPN1ZrKkguqFYABMhzVIocPIA/JKCOWDrCMI9ZiJaKSdT03y7SHmSt7b+WMk8Z3o0bqdCdInKCdu0Uhx463Bu8lx1ddpBxNEO9r1TFVKkCr0LAFqA85Pr5ceSPLB61mCUjluC/8ko19+M7V8DA6Zcx58I5PHnPk/z3nv8CIul7ui4e08wVp8chOfAH/UiyhCRrCkpRYhG7OmjiyK6OOWye2IGKQKSgoYhVrtxcKsPyxpTFl7G+Tx/yUvLY30brvyoOJ4e/imJ36LfXxF0FWuLnIy20abtjxD1PlmSOtBIhtj6Xj6/bGQX0wy2132S9wPrZFN191+njznEzyUuOPB/1Ao8hR1loWXoHp5689OjndmxFLH6nn7KKMvylmqj+6rBXmD9uPmsyRdvyjohtzE9L46a1N/HQBQ+pVa6UNm3uuVkNW0WGSre4h1bFVFHp97P7oPk4obrqddo21uzgiSuLnOZ3GAWeoB1SCiSQocBeGjF/XFlcgzmdLYHHwuI4Wc5ypjIVCYnf83sAJjCBl3mZdrRr4NZVw7Jl0KGDqP7UowfcdBMMGgSPhtR/RdAYMEAM0OfNE+FbGzaI8KwRI0SCYoDzzxd/P/tMJCVu1Uq8v+yyiNXGEKMJPFI74fb58Ufx//zzhfV03TqR+2fgwMjcPtXxi/gx+OvfnNzDPVzLtdpnPh9cc432/t13ISNDq/LUo4dwItntwpU0c6ZwMF16ae3Xb2FRzygOHiUXzrGgdDDCw7SU3ALhpVrLysrweDxIOmFOcQ81D1msLRonRW531AohtoCNIy1Epz3cVRK0BVk2dBkPP/w4uWmR3w/ajYMpn9NHpRQ5APA5fBQkFdB7A/zzAS0nj1nCzqLkIiZ88w1XqMs0Ju0OykGq8oRA4Qg4SCwoMHTey+KIitfuJQBqXhd9RbDw6mDh6N0uR6Wjhs/y/DnEVEo4fU4Cdi9vXftW+NcBKIwrVR8w2GSb6WBdX9UnHKXaTn6aGMDHl2ij8QJPCaWVB4gvjcdZ4Y9w8MToBJ6SkhI8Ho+hzPff/+/vvHaDeGIuVQYNro+97feyOGsx+1vuJwNj7ggzB0/AUYWMzJEWwi1180s3c/b3Z4v5A5ECj7qskOMhPTed8rhy7n1yLQWpWj4Xh99Ban4y+an5HCjdwNEoUQ5OLwQcQUNYxqN/fJS3r9uthmitGhSZK+zXra/y6J8eZVeHXRxofYBVTmMFzYribCokbVvNBJKCggKkkChRFXZ79pXkY6LpGUgsShQOHq+X8jjj8u2yvUaBJ9vtF7kOAV8o74stYOOFW8ao50ubw4X03bLFdFkrW66MmKZnyZlL+O89/2Ve1z2U600ICbCxx0bmTppLUci59JXtKwCueasUV0ggDjgCqvtGQbkP5Kfkqwm6t3bbytLhw5n93nts7dqVf/9OzKuUq/Y7/fgcPgqTC0nP0wSemvaPzS7h91eFkixrDqui5CLeueod9f3yM7bS88vd9OgYmdux/d4iymPL+ebc/VSUGQfwpXHi/TN3PcPPwzSBWwmrdPi8Ec65cPwOsT8OttamFdkL1e3blamFs82dutSQ82tvOy0fWbmnHFeVto0p+UJ4Xt1/NUeSTOJrEcdHuS/oXTlK+ytjogg8adEFHk/oRPnhlx8ILF+utc8lllUZqGB7Z7jinU/4tfevHGndmq1uUd0qL5Qc3Cz0zu/MpSRB7Euvy4uMTFFFZMUrqKWD5xgFnoDdFyHWJRULh1WRK7JyXlxZ3DE7r48XS+CxaJLIyPyVvzKf+TXPfJzczM3kkYcDB3/hL8xmNl/yJTOYccLXfcxUVcHkyZAdZsW/5x4hcIDm4FHKz9rtIuGw4mzRV5JKSRGJiF9+WQgy770nQppuvz1i1TIy+xBPq9rSFiaFLO7FxdC2rXDLzJ8vYstXrxbTayI7GzZtUt1DsZk9+C//JZNMbZ7166GoSDiV3G7YuhXahQlwzz0Hs2YJV9Kzz0JCQs3rtjgudu/ebWqNthDUp4MnPCyhtDSyeghoAk84d911F9dff/0xt8PixBNMSyM52TyheVxZHEquTTMHz9LhwiVSlKSJKO33tGf4T8PpvuUsw7K+Ou8rNu3eRDjFCcU8dc9TEdPNBmOFSYU4fD7uuPgdvpnwDX6HwxiiFZSpLBTCgd1vJzHst6A6gadKriI7L4/EYnEP1w9KAvYA7gob174R/fvR8jgcyl6Dq1Lk1DF1RejYgQi1kIKS6fZHG0CZoRdWDqYUUhpfRWxFLE6vbBhEfjD9A568R4hSPp+PguxsmpeW4ncZ26rk9pDLvMTq7Bl6V0TGRqMQZibweJ1efhz1oxpC5inz4K4S96pSm5+fRowg3GjhKdPuLfqQGz32gJ3kglQOtjnI7Tc9SvOjprOhHNbwY7F88GFV/NjZ6VD419gXEAm6lw5byiszXuGPfzAmMC4rOUqlTTs+pg6e/Hw1qXb4577SAlNhy9j2NJGDp6qKck8Ah0/bUUkFOTUKGCWSNgL1hSov2YN2UgvS6LBbJEWP97rovWJFRIgZwGNdH6u+gQhx5cYXfTz/1/baRFsZH176IWsGrKE4NhZZlmnla0Wb/W2Y9rENdNeOkrtExQllnjKevutpyuLLSChOIC89j//8Jpt1+7fx/hVXYLDphchLzQMJg4PH7/BXG6IlFxzBL4sQLb1okJ0RGYIaDXeljwVjPufpuzfy5z3vGT4rizdRANDcbAfaFpqW3dbjd8iQkMBuXQ77crsQCio8Ffidfjpv13LtyO+8I/rZwL52WvxbQUqBwUWXXJgMmCezV9A7ePTVuhSBJ/xaV8hPzTedDqj3ko/2f0ReKBzzq/O+Ym9IqFo+ZCddQ3m31/VZR3F8PFJQHG9F/CuNLyWuNI4zF5+pLveXM7Yye/pcsQ9sIvl5qTfSMQMQrEbgia2sPm+THk+zyAf04Q4egLb7bTj8DopNHE+eco/l4LGwqE9mM5uHeIjrOfGDEaVC1P/4H27cXMIlaLUcGiGyLEKscnNFxawff4SCApHV/oortPkUgUeX/A23W0tcOG6ccbmdO4tltm4tEutOnw4mZZR3sYu/8TcyyRRVrrp31z7soPuV6xF6mqIrX2pKYSG0aAFZWcJBBIbkiiohdw9jx0LvUMKGkSON8wwdauo6sjgx7Nq1i7feeot58+bx3nvvqYKDhUZ9CDxmDh6/3686d/QCjyzLHDp0yNSpk5KSclxOolMRSZLOlSRpqyRJOyRJut/k8xhJkj4Iff6LJEmZDdBMldTUVNq3b40tEDlI8ugew5s5eEoTIq+/+NJ4zpl/DgGHMZnGkRZHTO39+spbCnGlcaYOnrK4MuyxsczL2s7PQ38WDh5ds1974zXWKQ4ev4OksFCdve3TIpapELAH2NKjB/ZQ7gl9jgzZJjN4RSKtIsf9Kvr59WLPRlc+suTB6XNSFVO9wLMRkdvKJttMBYJyT+QT3/A8NPEl8XTc2dHg9tnWuoCyOCHMFCVHrvfZO8TT+Ly8PPIPHSJlzRqCziiDnu17DCFa+nMi+agXffSTEqKluKIAqlw+vh/9vfre5XWpQoXf6Wf++PGUxhtDwNocaKO+bmaWIZvQ8S6quUqfIvB8fNHHhulOv4sd69cz8Us7713xXcT3XrpFHJtdHXdFfAaw+/BKKiRxfGIqY4xVqEYu4uGHHmaO+yMCoaf54cd3d4wNk7y29NivbVNKYYpw8Hz6KeUeP3E6xdLpqzlEq8iuDcC9OgdPpdutCnUeZxIur9f0/At3lyQXJEfMk5GdQUliCY9fozlJXjlPC3XzOmyUf/UVVd4y7AE7sRUV6AWecIEjTvJTHqud9z02i37eT2f+xMqBwlGU3bwF4SiOtqSiJG56SZTprklglaUqgjaRJypGZ7EqSCmo5ltGyj3CtQHC+acXoEvjS9nZIbJkuhKildvMx3Mzn6t2+fmp8bz12P18P9qJu8KBuwKCdm0dXba1ImtjlrbsB/9P5MQEjjbX+gSuEUbhIjl0Y9ALN+EsHb6UDb02REyvSeBRnDZmKALPW9e+xX/uFQ7O5UM0J8+y4dr69KXHAb46/ysOtjpIWVwZ7fa1o8Me3XggjHV91pHjNxfqgsHo101ySe3z4biDkXkH/Q5/RML6vmvtOH1OSkwEnrhyK0TLwqJeWcQiAA5wgLu5u4a5684bvMF7CDU/m2wu53Ju5uZ6X0+9s26dEEIuuUSEW40ZI0SO5GThZtHnSmnbFrp2FQmXFS6+WPzdvBnCqkbQqZP4qyw7ChvYQCGFfMAHohyvzablwbnuOpGTB+CBB8TfmgSeRYu010qy2CKTpyarV4ttad9eJITOytLWYdEgHAgd219++YVt27axcmX1lvHTkfoI0TJz8CiJlF0ul0Hgyc/Pp7S0lHbh7rbTEEmS7MCzwHlAT+BySZJ6hs12I1Agy3Jn4L9AzY/FTzA+h0xiceSTSoPAE5Zk2UyAAc0uH9Td0695EyrdFeoAUe8OUBKQttMVyokrixR4HD6HSMbp0R4C+B0OXFXGnB3bfEJ0cgedDP35Z7ps1/Jg5DSL7Kx33dqalPwUdX2BKHlu0vKcRNlkQBvkgDG/TElCCQ6/A6e/ZoFne4kIQZFkcweP2QBK76YZ8ksvrnznyoiQhS3dvZTGVxFXFoM3dFtQnoIrFGYUcs+ge1g6YAO3/+87vh73pWkbi5LS1US8gMER4fJqlWRAc/AklGjOVn9YstIzF6/BFQqHUc6LnM6ZhnnaHNQEnmgOHoffYRiUR0PJWbuvnTGHTX5KGe9cfTVfTzQf7FW5xXRDuIVuU65+dDtfdBOiUWxFLOVx5Xx7jqiqueTMJQD8q/9/WHKmGOyGiyW/dmgTIfAkFiVy2xeaGyOuNI6gPcjBonwKkyWDwON1eWt28OgcbJU6B09VTIw6aI7NyMTZtWvUZTl8WiNnvDKDM5ecafjc7PiUe7Tr4aWbX2LlY9fh3bsDW9BGbEWF4RwKd/AcdW5Tr62BKwcaHDnK98zyVRUmFwIQUxVD68Ot6bCrQ40CT8DuQ5bkCAdPTa4ahXO/TqLcA/Gl4vfzsymfGcI7S+NKDXmdFPT3jpo40PYA1972J165yUfrg+2RZKOo0GNzSyTddq5vlsT2jh0BKEjRjt0rnUQVW6Uinv4aVRi2tC99fu1jmGYWJqqGaLnNHYaHW0Ym3FfQ/8bsb5vDx1M/jjqvsh6npAkgs6/4gNL4UuLL4kkpMM9vBvDFBV8wu+9Hpp9F+y0DSKio/kFZ/zXaA+19VSaVD+3+iOX32ijuVwFH5HrjSq0QLQuLeqUATaF/mqdrVTavLlzP9VzBFRzmMPvZ37hz7QSDQtA4cAB+/3s4fBj+8hf48EMt/4wZjz8uSqDr+e1vRfUsvetGQSnZeElkefNwmtGMQQzSJixaJKpbZWTAY4+JyhCKu+bgweoXppTcHDZMOIxatzYXePbvF+FfkiTKnW/YIMLKLBqM3WHJtM1KeZ/unCgHjzfkcktKSsLr9aphcocPi87bsZZkb2IMAXbIsrxLlmUv8D4wJWyeKcCbodcfAWMlqWGzivsdMjFVkd07/QAyPERr/jjzcGZlkL2tWzd1Wmo+FKYU8fNQkXdCn+BTCdW57fmJNAslTokvjY8IEXF5XXhdXgoytN/myhgnkq58MRIcCiVDjsVNQmkp/dZqvwdmYSdZG3vg9Dl1Ao/5PSUt10F14+f/3Psf9bXeaaMKPD5n1PwaDp8DKShRmODHFpTEgwyTM8LMwePROXhaH0yjZXZLg6smIzuD9X18VMb6SSjRhJmrZl1lWE7ORdnsb7efTy/8lP3tKtmbaf6gZFenHqJ9IfTH0i65cXnFOWIL2PDGePG5fMSXmocAAqTll6qCUXFCMfva7KOkebphnpaHW6qvzQaiIARIs8pj4QxaCQNWdY3Yl4XJpezouKPG7xuQoPtmrW+zpNcKQBPdlg0TIeB6sWBnJ7HecLEhYA8YBJ7zvjqPe5+8l/gibdCshLJ9OnUCVTFVhuuzyuXljJ+1pNNmlMRrx60yVJpbcfAoYkmc7MHRqhU9N4fr0oKkIm3/O302Q/icGVe/fTW6KukcaXmEy98vwOsICgdPnz7oHTzh+Uq+OW8zc6e8Dgj3jl7EU463mcCjhFgq8zt9zhpDtII2r7q8GK+2HsUNVBMtDhdRFmcUYudcNEd9vb/tfrOvRVaUqyUtj7SMSBydXpLEu08VEl8i9slZi3bw0s1T2NizJxuzROKe3/5bm19x++iFYoW4MiEA1oRyzCrdlTh88N51fWlxWLiqnF5nxP678+nB6mtPhfH8WRee/V5HIORAC/q0/rqtykdlbCXxpfEkFSVF+2r17a/m1zexrPpqoF23dlVFML3wraCUkAe44p1W3PAqxJd6oyb8TiqKQ/JXL0SeKCyBx6JJUkAB3elOOqJjcYAaXCB1wIfWqXyJl/DibdwCz+bN8NBDwpHz7bdwxx3w4INw0UXVfy8pSUuWrGCzQXyUzt211wpxRp+bR8chDnE2ZwNwJmdi099+OnbUcv14PNC3r7bumhw8e/cKoeqnn6C0VISUmQk8R45Ay5aR0y0ahMOHD7Nnzx6DcHHgwAFL5NGxYMEC1obK4Na3g8cXSg6aEMozpQhJyl+zHDynIa0BfS/+QGia6TyyLPuBIiAidkiSpJslSVopSdLKnJzoeRHqA5/kx2ESoqXv9Ntkm6Gzv7f93oj5AcPA6PcvzOSHUVpYjIJZ2dz81CyufetaLn93CvGlroin2orAk9NKGwCWx5VjC2oDtg29NqhP7mNdCfDCC9y8djCTP5uM3W83fVIetLmxB7QEtdESGafnVS/w6Hn6rqe1N5Lo+OvzpYQjyRIJJWK/2f3RB6BmDh6XpIkHLq/4rn7wkJqfypGWYp8lF2rHL6HUKJS801w4jBOLEumyLXpbw8sn60Wrfa064HOK33v9QLw6gcd58cXqwOjN697ktRtfY3+qFkqRcbSZQURQRI5wgrYgnvKaB0bxtgThGjAZ1M26epbpd8xCkRTMXEOecuO9UD/w25MpnJARAo8tQFWMtt8VR018oXbMlXPI5/RR6a40HMPsFmXIUvVOkDLdYajSOXgq3W6CkjhHYvGQlpDAizcH2d8m0tWXVKSFXsZWBOm4q6Phc31SY4DY8ljO/9K4nMOtApTFydiDNlzDh0MNVYxyMsSF5/Q7DfcXRyD6eZqbJpwzSiJhh9/B4VaH1WpkZugdPLHl1VfcMiO+TIRolSSU0+JwCwasGsCRliInWNaG1mpemXDq4uDR465wRwgFGVUZxC5fz8OPJgMiL8/hFof56NJLqfCIc+7Pf4frX7Nz1UdTGPP9GCZ9Nomu27pGLD+2IqhWBasNFbEVxFZAD+dgrp51NVe+O8Ugzipc8IUmaHVPFudPTGUMtoANWzVqS156Cet7rcerSzBekCquj077nVx07qRat1VPdQ6epBoEHqfPqQqMZgKPzxlQlz/j5Va8OgNcXq/pvABJRR4xNmkALIHHoklSQAHtaMcHiLKC29leb8veiy6rPSLpV6MWeA7r7JTnny+qQ50IMjOFQyiKHbElLemECOPqSuSPTwQulxBktm0TLh4ljOSXX2DFCm2+vXtF2JUkiUTQSUnmAs/hw5bA04jYtGkTkiRxxx13kJmZCcCePXtYvHhxwzaskVBRUcGSJUs4cuQITqfzuOK4le/qcxwpYk98SLBVhB1F+HGa5M+yOHZkWX5JluVBsiwPanaCnYM+fDgCkfdhfSdUCkqGwX2Vu4q03MicNvoB7/RWEzhrsXDw6DETeDwVHuLL4pnymZv4Um9UgedIK+2BiRBztM75orMW8c25IvmtW3LDLbdgb96KAWsGEFcWR2l8ZM4gm+zEFrSpnXC/zjbv9Grbn1YHgSecFtktTDv06TnaYDihRAykqhvgmDl4nDZtfzt9YvCqF+L04sroTpoL1sx50efXPtzz1D30Xhd9wFPdE31b0KEOOPUDw+rKUztHjTLsZ4BNbbcz9Oeh/P7x3zPz5VuJrRDb6KpyGfL56PE7/DTLiZ4/JCGUPDsusWWEABPOdR9fx9CfxYOnmMoYhv08TP0sXOzRCw4K4SKH3sETTeBZdNYi1vbTHpBJsoQzGMRToB1zp1/sp/K4cmSbbKiU9vnkPTzy52o3i7K40HG126kKVSwLd/DESrFI6ekMXvkrbQ5GOksSi5PV155yPy2OtuCr225Sp41cPNLgDnP6nPz3N27iwi69fe3LcQZsSImJ1bpq9Dh85mF4egfPpYgqpkrenFY6gacmgjavKvAkF9bdReEpF4ncS9OFsNpxtyZ+Df05ep//mAWeqkiBJ70qDYqLScnW7rGFKYWAds7FNWvPazcGePE1L06/k4FrBhrcmfHlwhkWU+U3ONQArn7rajrsMu8X+51+nH6wt29PXHkcg1Z0IDU/Mi9WWq52fxkz8lwxLS+Nob8MrVa0A1g5cCWVzYz3i6TCJAb/2oV+gwfz4F8f5LdP/JZpH9VeoKvu/EsodyNVE9Chv6+7fJGCqM+p5eBxecWC3FVV0R083jQ4++xatLr+sQQeiyZJIYWkkEIXRD6XxWiDxiKK2IV5Yr3aoBeL1iBi7IcwJNrsDc+hUCbJxYtFUuUGFDmU0DlF6KmRc86Bd94ROXruvBOeeEI4hIYMEW6dqipN4FEwE3j8fsjJEcmYLRoFOTk5pKenExcXx7XXXsvUqVMBOFhTSF4TJycnh++//549e/ao02KrC6WsBYqg8MMPP6jTFCEnXOBRQrdcrtpXm2jCHAT0sWptQtNM55EkyQEkAdGzUJ4E/PjV5MJ6lAElRDp4AFNLvL70blwoCX5ac2M5YbNQJSXsxx4IAPaIeVxeF6Xxpdx7t1Ze+JUZr7B41BbTbfLYQoP4kOMvrizOkAhZwR6wGwUee4CMbLEvDC6UEs8xCzzt97Y37EuA0QtHM/678Vp7y+ND7Ym+HDMHjwNtfyu7TJ94WS/wdHBrAkJ4SIbTCxO/mohNthFbGX1Eo4h8+oo1Cu5Ktxo2o993ZoO2Ltu6MOmz5jhjYyPEL1mSab+3PZ4KD/aAg3ivcI2c9csZ3PHp9xHLAhHilFxoFMCueesa9bVSJcrRtgOxFcZyapm7M7n1+Vs559tzAGhxtIU6AHP6nIb2zXh1BoNWakKZuyJSuDPkqpKCxopMzUvw2/0RAo9sk/nwUi0vkBSUiA0GiTFx8CgCaWph7dwV7fel0Tm3LYXJfso9Hj6/YCL7nUJosgftBBwO9fx3+GVjHsUw4kvFNW8LgNMvvhM/9hz1c3vQTuedWt4gh99BWn6Q12ZGCjMu2QGJicjVjaB1OP1Ow/3F5/DhdXoNoZfP8Awg8ubEVNq5MyGZaS5XjcIBaFW2JFkiLc9cdEmpiJ7nxZM1iCo3FCWUE1ceR3KB5nY67+vI5MoKtQ3Rii+J57L3taIeMZUxkQ6eSpEDKaFYO78Wn7mYhx96mNL4UqQgOG67E4DYNWvUefQ5uZyhylHuyhLa7W9Hl21d1M/iyuPwuqILUk6/DVuo4ILD71cFHv0hjq3SbnIdENflgNUDRFinSRitum45jngpHluq8beqxZEWOGTRZptso/u2EqZ+WnuBThHAzLjyx77EVEV/eHXZe3OJrQq54UxCRIuSK1g4VoQhx1SJnRBTWYkziqMz2Ru9EMCJxhJ4LJokBRSQTDKtaU0HOvAX/kJb2jKSkbSiFX3og5fqb8JFFFFBZAdMKX06CWEfzCKLDMwTBTYKlAHzgAEN2w7gCMLeWmuB5+qrtdevvAK/+532PiEBJkyAHTuM1bcUgUcOqfiVlSKfkCxbDp5GQFFREYFAgOzsbDIytOumb9++ZGZmqkmFT1eee+45fvzxR77X5b9Kr6aDXhtSUlLo27cvBQVabjLFwaOEaC1evJjs7Gy8Xi92u73BEgM2MlYAXSRJ6iBJkgu4DPgsbJ7PgGtDry8GFsqyXLtH2CcIHz4cMZE1xPVhRe32HowIz0k2KcmkdzTEpaRAbi5pD/w7Yj6AMQvGMO67cZwzTzdADASQ5MiOckxVjFpud+KXMOnziaYOIgWPPVLgMcMesIeFaPnJ3CO20+lzqoP1+LKEOgk8474bx4RvJ+D0OsnckxkhYnTc1dHwxNflFQPngD26UGoWXtKpQvttdIUEOP1gVr/dabL2NN0eto/7r4Gr5i9n7I4dVDfeVAYx4xaOY1DBIMNn8aXxpg6e7lu60+fXPkz+bLI6bczCMfwpeTYOh8PU3aQIUDIQ74/nD4/9gYlrLqLDj6uN4dohAvYAKQVaGeoxC8bQdp+mtU76YhLTPppGr5gziA3L+xETiKHF0RYM/3k4L3/6MinFKQaBZ/wh7QFQfFk8477TKoL23KTpt+Pn9efydy+nzKO1ozCp0CDmBO0yeal5NSb8lWQJtyThzo908CgCT4fs2qXuOmt5N0aXDaEwuYj3p5/BY/flc/Fds8W2h4Q4xcXgSEqtVuDpvuVQqH1aInV3+/Y8xEN85tdudb/f83tAOPMcPh+xBZG/0y6cIYHn2Bw8G3pt4NE/Pkp2Cy2kLwUhwPidfjzlDqS0NFr16VMrB48WogXJheYJg593Pc+0b88z/SzOLfZbmasMT5mH5tnaNdBta2Sp8Lu4C4ienDhi+WVxdNuq5TbTO3jiSuO4/5/3E28TolKcTutUKmPlp+TjkJ1ISckASEeOcHWoeIISEgiaK8XdrjkSEle+d6W2zko3VcnRf+sdKc2whfrNTp+PjBzRZ9MtHocu9Lsb3TjiO8Kg1YNqzPczVBpKUvskyh1GITeuPE6NBHjggQe4/r77aHfvf6tdVm34w7s3cdFeO7EV0c+ddvvzSQ3tQ7NcUCqyJohKgLvSfN5kb82VAE8UVg/OoskhI1NAASmkYMPGcpZzNVfTAuHe6E53yigjh+rzICSTzGhGq++DBHmGZ/g7fyeeeH7Db+hFL27ipmqW0gg4dEhUyWoEOTUqET98bWhTw5whxo6F9evhrbdE+NUTT4iQLYVFi0SZ9EG6jmlSEgQCUF4uxJ3f/x7+9CfxmZVUucHw+/1s2LCBJ598krlz51JYWGgQeAASExMpMguvO00oKdFs2Dk5Oaq7Jinp2JIN6vF4PKprBzQHT5tQBbstW7Ywb948vF6v5d4JEcqpcwfwLbAZmC3L8kZJkv4qSZIyun0VSJMkaQdwLxBRSv1k48ePM157Mp1YJQbXetfJ6IWLGFlmHIiYOXh6Zmhunbi4OEhLI9ll/kCj/5r+nLn0TIYvG65Os114IVJiZCfX5XVRHhq1zHgFRq0aTOcdwimQYVL91hUMnZM1CTx+4eApjS8lJz2HgD1Ix11ioGEP2IkJigFlbHznOgk8KQUpDPt5GA/88wHiy+INYtnD/5pI24Nt1YGULMlq2FC0QUJ4OfSOOzty3evXMS3/Ym2bHW7DvE6v0zAgTpWjuw8SktuQ9cMPnLliRfUCj24QFiMZXRnxZZrAo3cOeco8XPTpRTTPbq5Oi62MxREXh9PpNA1tUJYjAzabjdjKWKTQv0QSI+b3O/y0Oqj10bpt7WZ4ou70O+m9sTe7YmMjHDwuWVu/p9yDLMvq+tNT00m+YoZhfv11EV+iWRNGLJtCt+3daHVIc0o9fffTah4WhZyMnBoFHptsI8ZuJ0YnNIQ7eFLK3dz7xFWm39fT4WgGPeJ7EHAEuPG17/lphJbjQ8mRojp4ElNMBZ6eG3vSc2My3bcIN7stqAk8sbGxPMzDXGC/QH1/Tdk1PPSXh4jxxuA86yxiL7tOXZbiwnHHJoYEnho3AQjl4NGdzwfaRuZbdOLE7RfXgafcASkpOPv0MZQrj8aRFqXs7LwTCNJ2n7kz2Gl3cunqkVz/2vVM+GaCOr3XRglPnzPU933W9aFZjjZkTigx3jw+4AMe4iEget6vdoeMDxhdXpchwbnewePwO3BXubGF3LtmFctlSRbXhC4vZseQm11/31HuS74BvSKW4a50c+ueW03bC+B0xmILFVxw+P00y4nsQwfDHgZlODKw22pOkp5IIkUUUSgVMmjlILI2iATRcWWawONyubB37kznAZdWu6za0M2diA1wV0YXeDzlIIWkkfDKhEr7IPQgIajdK6IJPDEce+7E48USeCyaHGWU4cevKv/ppPMWb7GCFSxmMX9GBDYf5WjUZRRSCMAv/KJO+5APuYu7OMpROtOZ0YxmPetPSBn2euXQochkyQ3ELGZxP/fTmc41z6zQq5dw8hQXw733ijLqd9xhnGeYFlNPamgwkZ8vwrmeERZfYmNFAmaLBmHWrFnMmSMqUKxfvx6A1FTjwC8xMZGSkhK1olNTZunSpezYoVV52blzJ59//rlhntatRT7f40mwrOB0OvH5fCjmEsXBExcXxzXXiNAHm82Gz+ezBB4dsix/JctyV1mWO8my/Eho2oOyLH8Wel0py/Ilsix3lmV5iCzLxx7/W0/48GHHwcznZnL5u5ez79AyctKNDp4YbwAcNYdoJXq1aXFxYiBtNiCXgpKp6GJLTgaTcDF9mEt8KcS4XOr3m5k8e7Ep5ZxD14J+XRO3TFRfKw6e/LR83rj2DWRJFiXbZfGZW3bj9DpJu/QG7P8wr2g/7aNpEdOUZMDKk3G9KJBSHkrKqcs9o7RPcTNEyzWjIMkSmfsycepElpiO3dRtArHP9I6qVCmNzN3g9EYOWOI9zUUFza1bcXUyqXoZQu/iChd44krj1HXrBR6lDfrBnrvCLdw7Tqepg0cVeGQ5wh2YTHLE/E63RMsjmuPQHrCbOn3WSRLuSmPSZ5tXm8/v9xsEHjt2UmOMvzt6kcssnG3I8iGMnzc+Yvp5X5+HFJQ43PIwXmf1jnBJloTAEzK+2P32CAdPy4oYEkur7xtdOvtSBu3pQrvk3qafp1cJYVE572yyzVTgGf/deJ6+e6Aq/kk2O8FEcV0rIcGSJHHxxRdz880343a7VTHC9s03uK+8UV2Wcrxj7O6QAFs7B8/Qbv244AzNPRXta55KsU3JhQHo0gVXRkatwqBWDBE3kkOtsknoa3Swp+XC8KNdGMc4Yh0O2u9vr17jk7d04+esEiozxP6YcGQCaQVpxLbL1NpUZmysAwdxmIvOAGcuOZO7Zl9umBZ+negdPIrT0B46FibpuqiKqcIRdBgLn4Tc7HpxQrnX+qTIcClXlYvLpMt4kRdN2+3EiT20fKfPZ1q63BeWr0+SJNyxsREO0XCSSGIjG8m35dP8SHP1nPWUeZDDClG25Pjd94rw666MLjx5ysEWWrfeBQUwYM0Azv1KPBATVf40Ic8sROvJD548rtyJx4sl8Fg0KRaykGzE4z9F4AlHCaeKJvB48TIZzXqsPClYznJ1WjzRq0g0OhqRwNODHvyDf5h21GpE70B66imRNPncc4Xgoy/bHhoUs2AB/PqreP3661BWJqp1WZx0ioqK2KuUs9ehhAcpJCUlIcuyIRlwU6SgoIDvvvuOd955B4Dc3FxmzZrF9u3b6dxZ6+CfcYZ4gtivX7/jXqci2ijOHX0y5Q4dOtClSxfKysosB08TwIcPp+wkIyeDbtu7kRTfivQ8oygRU+kjPJIiriwuojpUkk7gUc6LrnTlpk9v4px559Blu8jnINtk0/t6MBgEE3NDbEDLGRNXBjFxcQxeOZizdp3FXd3+FzG/pFQFCzl44nUlhK7YdgWuUBiTkoMHoCy+LDSvKMdtD9iJt8fTghaMGjUKe4y5q7XL9i7c+MqNhpCgmMoYJN2gI9WtiQQpo88HtAGbJEvqYFHJJzLzuZnc+Io2KFae8g9cKapHOuyi/XqRxekS7VNCtJw+LWeJHTuJ9hS2d4G//V/YAw8gzqMN6l326Dm8DA4eojt49BWemh8pp31GhsGpE+ONwel0Rg3R0p9X4QJPMyJdAT5bAH2uWjM3QFpaGtlAcqExtC8jOYN+/frRqlUrfD4fwWBQc0bgINmVHLEsdTsqI90XNmy0OGLM3ze94DzOWH4GXbZ34Zchv0Qtma0gBSWcLpcm8ATsmoMnXgg87StrzrWWnpOOw+2mnb1DxGcDVw3kwpQULrvsMloeEQPilt6WogBGWho88IA6r9PvxBYIoKRIsTmcBBW3iC7nW1ZWFsnJyYZpkiQRi/ZezdNkjwG7vdYhWpMvuJSzRmquGX0ltJ4be/LmijcByAg5BjO6D4EePYiJialTIuOgPYj9musN0wbnd+SnZltJJJHYkEDRa30vBqwewMvzLyWOOFXIHnlkJABpmZmsZjXb2Y4nzFHjx48Ll3rvcVe4ePqVPurnZy45k5QK47hBL3KD0cGj7FN7qN9brcATpxOWQvlyzEK0zASegX360b17dxyYu1qcONXr1REIYJNtjP9uPB+VfSRWd6Q5bc6LDHGLjY2tMURL2b9pchr91/ZXw2rjyiOFMsmsTF4diQk6IT5eOMGi4ClH/R0Ld1/GVMbQIlvbr6rA445Mjg0QWxRrCTwWFvXBXvYylrH0ox8AqZjHPioCzw52mFbX+oZvDEmZ80L5MtezXp2mJAs+JWhEAk+9YbOJhMlffy3KwOs7jKGQE156Sfz96CO45hpRZcuiQdimD6vTkZhodAIkJycDGHLFNEV+VYRHYM2aNaqjqVevXlxwwQXqZ+3bt+ehhx6iefPmEcuoK8rgXEmirDh4lBLq8fHxlJSU4PP5rApapzh+/GqH3WaziXxlQM8STWmJqfILh4eOi8++OGJwnliVyPjx4+kYJo732N2D4cuG83f+Xm1bAoEAkk/ce7sEtOSeSXZNOIrPGkJMYiKxlbHcsfoO0pwmyfCVMaNJiFasLRabpIVh6ZPiArgrZZILk3H6nLhx09bVFrvdjh3zzrc9aKftwbaGHDNXTbqKs0PVUO655x56ZGqha+nNMgGt6oosyergPWgX+zipJIm2BzXB6HVeZ1ZgFpl7xXcVgceJToSzKaXWIx08KaQgOZw4AiIRajgxCTqBxxE9PFsvnLgwDjj1Dp4Ou7S84ff+51WuGDuWmTNnMoIRgBiAORwO7Ha76WBHP00Z9CiCmZmDx2vzGULLlHbctPQmbnnhFkDkJivx+4nxGYUpl93FlClTiI+Px+/34/P5DA6eeCn6A7pYE4EHIsu5x8eIB4iTvpiEJEusGrQq6jJBDLgdcXEGgUcRXEX1OOggJ4tll0RvnyPgwNm3L20Nud/h9mdvZ9IXk4h1uejWrRvXZ1/PzS/eTO/K3pCSIopMPPqothy/A0mWNQcPkuqcdbsjkz2HT3OjvVeOjdvuhqQklMvPXVF90mgnzoiBu9Pr5KwfzmLswrEMihOh9y1c4n6Q4EjWZjQ+GzLQ/Ejk72U6RhdTYtdBap8wNuQKdAacTP58MhlBMe/1XM8KVnBuQFSGGjZsGP3pT2c6E+tONiyvK12RkIgN3QOSCxO4akmm+rnD5yBONl5ftXHw2EICj1mIlt/jJ9GdaHTwpKczcuRIunXRcvso6/FLkUr7pMmTq70XJpGkCjzOKVMAGLF0BOdyLlvYwrYW20h5LNIJ6Xa7ozp4Zn42kyMcIQnxG9BR7ogj4FAFHnelG9nExV3r1A5RcMlO+NvfiK3GaRVboTl4PGEPAGK8MbQ4LH6IfC4fdsWBnpaGI3Qt68NDq6qqLIHHwqI+OBgqblJKKQMZyDmcYzqfIvDcwR10pWtELO/HfAzARVwEaFWz1rGO6UxnAAN4mqdPyDYcN2vWwBFdfHgwKJwuTU3g0RN+Aw3FC7NsmRjYTJsWtXS7xcnh4MGDJCQkcNVVV6l5ZSDSwaMkE87JqT4/1qmOvkLWZ599xk8//UTHjh2ZNm2aQfSqz0THimhj5uABIfCUlZVRVVVlOXhOcXz4VIHH7Q6FTRw5wrArtdwj7qogUsDYic5MiUwe7Aw6GT58OFfrE97r6OrrWm1bAoEAfVf1pefGnvwuoCXJj/VrDoD4l98jJuQQsNvt6qBPX6lFDds0E3gcRoEn3O0RUyVz7jfnMn7+eDrLndWHQFEFntD3kwuT1WnJJDNy5EjuvfdekpKS8Mha5z895JbR77vwKlvhXMRFXGG7QhVvHDZxvFySLlGzzWVoj97Bk0YahAmx+kTLNpc2uHY1ax21HfpBWLjAE18WT6JL3I86ttWOs7sSXHFxNGvWjPnM58U5IrwjGAwiSZLp03a9wBN+fzEL+bu78DpTgWf03tG0zBbulLS0NKpCQvU1b14TsQyHw0FFRYVh/Q4ceIgueMVWmAs84SF2bncStkCAhNIE+m7oG3V5CpIsYW/ZEiVVj97Bc7jVYQDau4QT6a5n7uLtta+bLsfhd+BIT6cFLfjr/r+q05XwSsWNYsdOqyOt1JDc8AdcDp8QeBQHj17gMavaGC7wmDl4Yh2xMHgwwXixf5VrtP0ec8eEcp78Du2+kFCSwI37byQtP422ob6c4sbXnyfNW0Z/6HHbi7fR+oDxnJ/CFF7lVf7IH0XbdIP82PAQaOVehJ1BDKJ///7ce++9tNL1o22tNLHhtdzX1HuKOyD2k8NvJ0UncNmDdmIcxus1PFeVy6tVB1MdPKFrxczB44/147a5jQJPWhpjxozh4gu1XF5Zm7IYkjOEP5T8QZ029dOpnPXDWUih/nM0V30yyapIoTwMUl53o5vptQshB0+UHDx9YvrQnOaqwJMsJYvtCV0cdr9dK5KiYwtbjuvhukt2CQePx/gAocemHtzxzB3M/eAKJGDMqnYA9C4yhkE6/A6a5Yr7Q3JBMjblYXJaGu7KUPJ+WTsWSsGKhsIa9Vg0aiqoYDGLKcfk7haGEpo1nOEsZCEJUST+RBINHRkl347Cj/zIxVzMo4inHTvYQSmlZJNNP/qxilWMYcwxbtEJxOsVlbKytERg5OWBz9e0BZ5wkpM1y6pVFr3B8Pv9fPnllxQXF1NUVERycjKdOnVi1KhR6jz6DgOIEC2n00lubu7Jbu5Jw+/3c+DAAYYOHcpll4kSqYFAgN69RWdCOkFOMzMHjyRJqogUHx+PLMscPnzYEnhOcXz4VCeIOlhr3pxYu9b5tAeAoLETneJKMQ2vqQ6Pw8OTPMlLO18y/TwYDJKen86lH13KDY4b1Ok92mgOmHjiVaHR4XCo1RYHrmpvWA4QIfDYAjZiXDHqAMURcEQ6eKqg9eHWtDnYho/9H6ull6MJPGqenYC2L5JIQpIkVZRu7dMGkBlx4qGRsu+ueasPWRuil1EG4YCQJEkNY7CHBCozB48y6NM7eFJJBcV9Fwpp/aH8B/Upt37bXJnRRTh70E6nTqJyV5JHc1WNXjgap99Jh1YiFMg1fIj6mQTqQxM3bprZRIhVRUWFqTgA1Qs8ykBP4ZnnnuGx5BdwXX+z1s5A5CBTL4Z33NORiV+FcjGFTmuHw0FZqCKO3sFTXa6U2Ao/T3z7L37z39+o02597rkIB0+VzaeGaLQvF/u8utLdUlDCEROD5xIhRHXZ0SXC6eRMFkKGy+ciM2iei8fut9MyVNXoCu8V6nRFLIgN7VtFHImWoN8etCNJksHBM378eCRJMs35Vp2DR61QFjp3gy5xrJRr9IsLknn9ukgBTuFf/ItmR8U55K50079/f/7v//5PvdaU+4FSghvgDfsbtKuMLvIo50tCcQKXfHgJEhI3cIPqFtNfZ55wx1LYe5vNFvEwSl+RNVPOVF/HhgQee8BuePgoIeEMG+zrc3Yp8yiCryrw2O0wahSx194SsY0l9hIxltELPKG+r16wcVe6+cf6f9Au2E6d1u/XfoxepBWRCb8XKkKy3sETLvBUh9vtjhqidf4YEdKqiEPKXyU5f8sjLTErRBlHnKnbr7bEhNw1KVXGZcRWxJKen87k3aIPdta6Njz4lwfp5TMmpY4vjWfwCgfuCjcXfnoh9oEivJZAgIGrNollSdr9zxJ4LCyq4VZuZRSjeAmt81hAAStZGTGvIvDMZnZUVRnETVQf872PferrYorZzW76058OdMCGje1sV91Bx2sRPGZkWQg11bF0qfibnw/bQ6FnSon000ngkSQtTMsqi95g7Nu3j5UrV/L5559TVFSkdjS76/MlhSFJEunp6U1a4FmxYgWBQICOHTvSrVs3pk2bxtChQ8nSC7No4Wr1hZnA43A4VEFJcVb5/X5L4DnF8eNXBzD6gZnxqTsRIVpJjiRc/tode6UD7nA4uJu7OdN7pul8gUCAiy66iMzMTNWlAtClhRauFU88B0O/VV26dKEdYiAy7uCF6jw9eoQEoTCBxx6w4/F4sEk29X24wBPz7Mvadtu0ZL3RBB4zPDaj60P/ACnFLQbmNtlGfkE+L966jqE/r6t2efoBptIuQA1nA/MQLWXglUqq6uC5/L33OD8xkTPjzuT+UBE3GzZ49lmYORNXbPQqfPaAnX79+vHQQw8R5xT7tKW/JWctPgsQ4RMALcKeeuvzfowcOZL09HS6du1KfHw8d4QXQaBuAs8dM+9Akmy4fqvljDEMeNUmGIUa9bjrBB41FFUn8FTv4PHTqaIzScWiTVM/+YTmR49GCJ+VVBIItaVDIFN8tyqW53nedLmSLELYUv/7JtvYxvlfnG9weW3phng4pWybZC5C3Xr9rXTt2tV0+0FLyD9ixAhmzpypikEKihtGQkLq29fg4Bk8eDAPPvigqXM0fFpUBw+i4iygVpJLy/PTZ/0G0+1RSPMI91JCIIFOnToZ1jcK8VBIKUMOkEkmT+25J+ry9rUX/fpzvjuHrE3ab6uSZ0p//bnDRUmTELUIdH3qOJt2HJRzyxZ0RDjHnZ2Nop0iyk38ciKD9ohwtIgQLZsNFi3C84+n1O8NW6YVFXHhMubgCf2e6+9ttoDN8Ftvxrmca3jwrdxfk0k2FXjCz4f7uM9QcKa6EK0kp7i2FAdXgiTupV23d2Xzh7PxVJyYir9K+FRalTE/qypEObSwZhs2UhK0+e5+6m6cfietD9q5//H7ab+vPfaePcWHe/fS6pAwIZRKWv5IS+CxsKiG3ewG4ABa+cS+9GUwgwlgtNIqAo8SglUd3dEGmfvRkuOtY526Dhcu2tOeV3lVTbDcigYSSh55BDp1glBnhUAAPv5Y5Ne55RYRW/3pp9r8P/4I770HSvKz1tEt2k2S0BNJy8HTcJSXix+87OxsiouLVYEnISGBiy++mEsuucT0e+np6eTl5Zl+diojyzKff/458+bNo2vXrmoy5V69ejFhwgRD3pv777+fmTNn1uv6leWvWLECWZYjcu0oT/FBy89jcWqiD9HSOyrCBR4pzMETR5xWjrwG9AIPEDVvk+JOu/baawG4n/v5gR8MVVFiiWXQIDHA6dKlC+dzPnnk0b2onzrPiBEi14syaPKUhRIQ+x1kZWVpok3ATvMU45P9WJu23fqBSW0EHmU94QMam83GtW9cy5krz8Tj1gYkKSkpOPx+3MYK9BEogxu12lFo+QFdDpgYu9HB4/SJEuQSksHBk1BSwqBQPgilX2THDjNnwrPPRoRe6Tlv3HmquKzM55a1Ae7vfL/jXd7lMtdl2pcKC0HnnklPT+f2229XBYe0NGPSYzAmc65J4FG3X5f0WXU62e1Mnz6dcePG4fEYB4JKuL2SHFU/IFUFoloIPM5Q+3r06EHfUL608MFqJZUEQ4O3rg6R76TSWcmtmJectsk2dbDXhS44gg5D4un0XCApCSkkukYbGLZtpuXeiYuL4/wvz2fyXC1XlBS6DiVJolmzyOTV61jHYytFzhQpLU118NS18IX+XtK6pehfNksW61NExviyeGwBGwklPgasXl3t8tLjRZhjn3Z9Ilxgf+fvFFAQkUfHLZtXprv//vtVV82I7BGGwgX+UMZ3vcBjC3cshe5F1XKmJmjrxd+4kFghyU6w2/mMz7hhj3Au2uONuZWUJMtDVg7htoW3AZrAk1AilqOcB/pr+IyftfLtEQJPCIPAExTnXnUCTyqp6ngLILFYXN96gcfpdHL99dczfPjwiGU9zuM8yZPq++qSLCvnTjHFYlt1YrkzJK6ZOXgUfuVXmpfUPS+hUxbHPNVnFHjUa1sReJTcYAnJEfPYdO1SBZ5u3Rg3X7wsosiwbEvgsbCIQg4iF0cuuepfRZBRXDUK2WSTRlrEkzEz3uRNBiLsdXqBZwUrANR4WoBDHOIahL20NQ0glAQC8PzzsH+/EHO8XlEmfNo0Idy89BL86U+istSkSeJmP2MGXHGFlo+nTQM5jxqKAaGSmPXsgrCoPYWFhQCUlJQQCAQMdvqsrCx6Kj+OYSQlJVFcXNzkSqUXFhayOtTJnTRpUrWdrZiYmHpPdKwMqtavX8/+/ftVB49+nUqelfz8/Hpdt8XJxYdPe6pencCjWMxDOHHi9odKBedP5t4n7q1xXbURePT8g39wFmcZfkslJIYPH86DDz6o5uBJJdXQyVevl5CT1RF0kBRIwuP0kJCQoAom9oA9og+gr0xVV4Hn9uduZ+ZzM00Fng57O3DR4otM94FZUlQzFFHCIYWSMldp9z23XRfuAaq405rWZJJpzMETGhgZBJ4Q1fWJBvcbrO5bZRAZoxs4u+1uLudyJCT6relHj009IErYT3Xo8/KECzzDGW76Hf2gVgmbs9vtdO/enREjRkQ6WMJuqfr7m7Kf7USeH6CVlY4vrVKPo9PphPYiTDB8sFqJpuBlxYtqSYrrR8nfGL788LAWvaspuRBITsYREtdtNhtTmBKxHH21o7hQ5bkBa3UlwGtwn7ShDefHihCZFtOn43zsCdG+OlYp0otvSoJwJX/Un/kzMjIDVg1gwrcTcHlrLmmu3JvMQnAcOEynuwPm53VMTAyLpcVsZSv33HYPV155pfqZj1DuOd05kBEuSHaIrFAWwY1aRTy9wBNvF/0ch184eCYxiat2XwWIc3cuc1VBQx+ipeTEU84z5VxSE5Ij0ay0GRO+nWB0w+ECE8etXrCzB+01OnjAuE9iK7Tjoc/B065dO8aPH1/tcqD6HDzKOTyFKThxcjNaKKZD2ZZqBJ4+9KFrvjHs9POCz+mMeVijghKileaNdPD0X7VKvZ8qrU5J0uZTHFWSrl9qT0qC1ath4UK6XPUwQEQbLIHHwiIK4QKPPrnxWtYyhCG0pjVHOEI22TSndqpua1rzC7/gwGEI0ZrLXHrRS+18hnc8GkTgWbhQOHUAXnsNPvgAQuWVAejbF55+WsT73nYbVOnKR375JXzxxekn8ChhQE08WW9jRhF4FKLlAggnOTmZYDBISUnJCWhVw6Ek+7zssssMiaZPFuGDKr/fHzEobxFyvNVncmeLk48fP7JfdJD1IVr60GXH9l2mzs64gBg0Z1ZlklgaPdS5tg6eaEKtmRu2VvmnfD6mfvIJ/aqqaGFvoYYVqaVtg1JEyV+3pO0D/Tpq41qIK48jIyfDVOABbbsvvfRSbr1Vc2/UVuBRBtaxTjGgSnBrT7PVJMuhEC1lQLic5cIlYSLwKOExhhw8YQ4evXNECQPTz6cf6OkHKE+XPs0LuS/UaruWbluqVrsKJ/xcGc94VldFOjz07W7evDlt27blTJ1zIlzgUQtmyJHrmThJ5OfR75fkQLL6WhnAubzaOe1wOGD9esjO5uYbbzaUnp7KVPV16+TWTJszjXvnCUF0DnP4K1oCZNBCtBQcDgdJCdpvoj0IJCWpeX3sdjuf8mlE6Xq9EGN6n05Pj5wWRlZWFnfddRedu3XDldU/YrnRGDVqFGPHjo1sR+g6ChfOWh1pxRkrzsBZC0eosgwlhKw2nFHSk5E/au8/53M2IXKhtKGNqGwVdk8xE3jcMTH87l//qvV6AUPSao+kCTwJ9pB443OqOXgCumM6mclMYxoAnVportkjoYexFW5x41AqqemP8TNfPsOwn4cZcj1Fc+eFO3hqI/Dol6WEJHrwRNzrakN1IVoKneiEFy+90HLdOJTfJKVCVRRiwtxbw+Rh3MANUeYWOCXR/nS/UdCLL6lk8uefqw6eDpWVnHfeebRvr+WAGz5kOOPmzVMFWAjdG/v3F27Ghx4ih5yI9CGWwGNhYUKAAPmIJ8l55LGZzTzBE6rz5gZuYAUrOMQhlrCEneyskwBjx053ujOPeWxjG4UUspjFXIgW9/8CL/AX/qK+j+fkD8x46y3hRLn+evH+mmugpESIN7t3w7x5cOedUFwsQrLeektYs4uLYeJEOP/8k9/mhuaMkIV13LiGbcdpTFGR0apqZhc3QxGCwr9/qqOErEVLQnqi0XfOAoGAKB0c9kTZ4/EwZcoULr300pPdPIt6xIcPj1MMOtroxP2WtOTqzYNotxfcyS1MB3XtkkT+m5RQwte+fauvEFSTwNMqSv63VKrvwEfF76fvr78yxecjgwx1UDIWMfB0+B0RA83aDIJqIryjrrxXtrtHjx6kKoOSsWOJ7WjMqRWNzts7M3DlQN5MfpPp06czpL+WzFhx8OiTLIM4jh486oBEzCzmPRdR0nk609WPwrdfn09GSe6sn0/JZxS+3SNHjjQkya+OVDmV+DLz/pJZEt8eUo+Iafp2ezwebrjhBkNusohcYcrprMvBo5CSKM5n5bxbylLmHZmnfq4IPE6fdkwlSRKVODMyaN26tTpAnMlMw2AyLi6OJwY9wV2TtRwx4eegTbapuXNAhBHdc889xvYnJKgDSGW/K6LVjdxIraiFwAMilFDfztoIPKNHjzYIbArKd8O3Wcn/I1XjxlD4nu8B6lTAJDa9LT+epb2/gAvoQeR5pMdM4MHnw1FTjstq8NgjBZ6k4iRTgUe/7jP7n8l5ShqFEKXxIodLQqkxRAs0cTrCwQPQrJlw7ivz6gW4QGSIVtetW5n45ZeGdZsJPA4cpjl4aqK6EK3qsIXcVHJG9ak2wgUel9OlHlszrnr7KnX70wJGgcceFqLltNkYMmSIYXvHjBrDiF9/xV2pOffCfxPSSY8IN7UEHovTns1sjsipk0ee+uO2k52cxVl48DCHOdixk0ceoxiFEydzmcuv/Kp28mrLaEazmtV0oxtzmUuQoJrQDYSgcx/3MZ7xprbbE47XC3PninCs116DdqEs+LfdBueeC5mZoNwIlXj0yy8XyRXDs/6fTnTuLNw7t93W0C05bSktLaV5c81Rp3Qoa0LpwM+ePbtJhWkpDp7wvBEnC/1gyOv1RoRoKfTr16/Wx8qiceLHT7PkZtx0001qdTaFt3qsYE/7IHaXudCYmZoJQFxsHA899JAhN5Oe2jh4brnllqh2/toMKGVZ5t4n7mXRzkXaROUJqtNJN7qpuXze4A1eXvYybq87wsET7oJQqIvAU5ODx8D8+cTO+TJyOpBUaBwAOIIOLllwCa2kVnTv3t1QJl3JwaMP0TJg4uDJIgsZmTMIy9OhX6fffKCmVEbKtmWr0451gGKz2aKux2yfOe0m03SDcDP3QfhyqsvBM84xjr/zd15AOJCGMYyWspYHykzgidaeRBIN56/b7aZ9+/YGR1H4OXjt1deSoRu02u32SAdObKwhREu/TU/ztOZQ0tGvXz/O2LsXgGZHj9Za4FFQRb1jGA6OYhT/4l9RHTzXXnutacLtAxzgEIcM0xRhsk59+C5dYO3aOrX5Gq4hhRQ17QIALVrUymUUDZddu77KbeJBTnJBspovLJrAEy/FR4idioibUpBi+I4efeiTem87ehRefjliXjB38PTYtInBK1YY162/T4RmdeAgLi6O9u3bGx4W1ERycnKNDp7jIWAX+3T8d+N5+C8P43A4qhV4OuzpgBQ6HulB4zViT24m0lko+9qmhYMqOHHCqlW4//537Xu1uDc2pBvaEngsGpwjHKE3vfk3/zZMV8KzMsggJ/TvQz6kfegfwNmcTW96M4tZAExiUp3WfT6au0XJAK84hBRiiWUe85jDnLptWH3w44/CrTM5lETvlVfgb38TAo4VRlE96ekGG63FycXn8xmSbda2/Lfi4CkrK4uaC2bz5s388ssv1SbiayxUVFRQVFTUqBw8Xq83IsmyRdPBhw+n5KRVq1am11114oryBLKU0qjzgCbwhDtZ9LRo0eK4n2AmliYanbk33yycqnffzZM8yed8Dojf6c5VIv+BkkxTGWTX1cHTr1+/iGl1Engw5ju6/PLL1de3P3s7P6z5QX1///3385vfaCW5zXLnhIdo6Rqh/caZuGIUqnPw6LmUS7FjZ6xfG2Qf6wDFZrOp7Y5oj1nOELPKTbohiul5HDZNEWkU54Ai8EiShA0bf+JPpKH9JunXqRd4lOnhy1eOR7iQYXZPj6iSVhsx0e2OcPAMYYjp8hSmTJnCudu384d//pOb3nzTNOFudSjnRl1z8AAsYhG/43dRHTwxMTGiD7BlC8yfr05vTWtDknWA93mfPPIihLEaCTkMhzK0VrN3ohP55NORjtrEtm2xKRVnjwH9PS5HEuOW5MLkGh08ccRFPGSZ8O0ELvz4QtocbBOxbOV8lJDUCmzVJVBXMBN4pI4djQIxkWFdIAQkh8PBddddR+s6FGtp3rw5V15yZc0zRqGmvl1+rOgbKkKYXuAZsyDSBSYFJVXgibV7uO9f95GeI4QeOy5o3lzL+2Ny/TtwQLduuG/W8gXV5t7YkA6eOl5JFhb1y2IWk0ceAQK8yIvcx33qj7oi8PSgB0c5SgIJnImwhz7Ko1zGZZzHebhwsZrV9KAHPTFP3BqNCUxgD3sYz3i2s51OdKpTDPAJ5/PPRcctFPfM+PHiv4VFI8fn8+FyuRgwYICa26U2OJ1Opk2bxpw5cygtLSU97Ilkfn4+s2fPBkTHuk+fPvXa7vqksrKSf//73wSDQdXa3lACj91uV0vQe71eiouL69Rhszh18OGrVbEBs0GdIvCEVwMJJz4+noqKimPKz6Cwne2mroRwDJ3ktDT46isAwoeySluUwclEJtKe9vSmN18S6aiJNuieMmUKa8OcAccj8Oi/6/K7iA9qoUtm4UoKSkiQGqIV7uARDRBO32qS69ZW4GlFKyqooLiimP/xv6jLqw02m82QKyQ2NlZ1MZptsyRJTPh2Am0OtMEsGqk2zsd+a/uR0yyHK4qvQOSgdlb73WgCT7QCaMr5Ei5CmA3iaivwvMzLtJXbQHACVFUZcvAAfMEXbGZz9dezwyFCR1q3rvNDrbqEaEUjmoNHpVs38b8aYkP/jgUl79RxcRwVV/XH/yhHARi27DDYhJhYncATTmxVLH3Xa2Gx0UQEZ8CJz+GrlcBjD9ojQrSkhx6COdEfWr/e+nWe8z3HdOf0qPPURJKn7snYFcGrpus93y0EnsSiRPV7SoU05VrWY8OmCjx2h4O48jjV6WeXQ8dPKQhgcj0r17z+WEcTb7rQhRYbxfnUkA/RLAuARYNRRhmjGKXmvNnNbh7kQf7AH8glV3XMdKELIDKuKxfZdKaTTz5DGcrv+T1/4A/MZvYxtaM97dV1DGbw8W5W/SHLQuAZO7bOT2UsLBoaJcfLpEmTGDy4bteVEtpVWhrpIti9WyvlqSQmbIzIssysWbPUMLM1a9aIxIMN6Ly7MVT5o7y8nMLCwgjxzKJp4Mdfqyfh4U/RQUvEXJPAc+WVV3LBBReogmVd8jModKaz+ttrhvIUt7buP6XDrYQGZJDB0zx98kO00MKdzL5bW5QEyHGlcdgCNhH2EY6y3+sg8MTZ4ljPej7gg4h5nThx2upnUKJPSjxDlx/EzMEDMOznYbQ90Nb0s4kTJ1a7rgEDBtAsoRlX/HwFYwaIJ/idO3dm6NChTJpk7uzWH5fkuGRACDzRCHeqzJw5k4suMg/dj8jBE2W4NYMZTJDOFcJMTIzq4FHO+WSSGcaw6I0C7Rw4hvv58Th4FKI5eE4WUujfyea8r86jx6YehvvTxVwMwHVvfK8KBR07CreQkpNIDdEi3rSPo8fMwQPgDB6ng0fv/jOhV8tePOd8Luq9szaYnQ9KpEQ00tPTOe+885g2bVq1843IHwFAWn4a7YqLkSRJFXii5f5RBZ7Q/SdoCxrnr0bgMbt+owk829jGxM/F/aouYW31jeXgsWgwDnBAfR1DDAkk8AiPAPAlX7KRjdiw8SAP0oIW/Ik/Gb6vOG2cOPkn/zyutiidzEEMOq7l1BuyLJ5S7t4N99/f0K2xsKgzZlWaaotSZcqs81NYWIgkSWo59cZKXl4eBw8e5JxzzmHRokWUlZVpSVgbCOV4/PTTT0DtE19bnDrIyLV28NzMzcQTb8hHoTh4iqn+2kpKSmKgrsx6Y6i8pjp4QgJPTXlFjkfgqS40DYyDm2PdNy3SW9C/f38SExNx/NuBu9JExFHWXweBp31Ge3qF/plxIsIK9E/kowk81eGuofx3r169IoScuLg4JkyYEPU7+uOiJJu2B2oOD1GObbNmzaLeQyNcPrU51yQJR8+eUFysuj5qxXEIPMq2HEsOHoUaHTxNlDNWnMEZK85AekgTSh7lUf544Qriy75XQ3369OlDly5dVDFc7+BJbpccsdw+ffpw8OBB8vLyol6LrqC4hmol8ARMBJ6TkL4g/HxIIoknebLa70iSxJAhQ6qdB+CmQzfR4r0WtD5UzvU7dwJaAm0zBw9oAo8jdM/MTxUuoPbZoWpZ1Qg8ZgJidfdJ5frt0KFDTZtywmj4X2SL0xa9wNOZzsxkpvp+IxsBeIiHaEtb/sbfDE/E6puuiOoGjUbgmTMHLrhAlN+78tjjWC0sGgJZlo8rx4vidDETeIqKikhKSiI5OblOAo8sy2zZsuWEJ24uLi5my5YtvPvuuwB0795dTa7ZUAmWFZQOSVVVFYDl4GmCKMUKajPYsmPnKq4yTKttiJYZt956K1eegN+r2g5GwkO0jkXgebP4zWqXHf6+Nve4lJSUY7r2Yx2xTJ48mYyMDGIrY81dCsrgvg45eNrRrtr11odYFy6S6MOyogk8qampjBlT+ypKeo6lzfrvKIJMoBodRtn/tXHH1dbBE44jJBj565L0VxloHsMDBGVbToaDZx7zTF1jTQk7dpL8Ice9TgDQh2brBZ6WLVvy0EMPqbkHAaZOnare8/TnqP4+GBMU19MxO3hOgsBTm7YdKylJKcRWxVKiKyajhmhFSe6sD9ECuHT2pUz5dAodjoZEGKVvWMt7SXX78Nprr+Xcc89tsJB8sBw8Fg2IXuAZy1j+wB84zGFeRmSC/5Ef1Zw7J5pLuITDHGY4w0/K+mpkUahqyNy5VniWxSmH8vTiWAUeSZKIj4+nqKgIWZYNP6SFhYUkJyeTkJDA/v37a73MjRs3MmfOHCZMmMDQoUMpKysjNja2Xp0HxcXFPPvss3i9XkCECKSkpJCYKMJe2rY1Dz9oCJScPBZNC6WTW9tkpeEDOyWP3RSm1HndzZs3r5vzoAbqem0qAqYU1JKRVju/icBzvu98kzlNEvrWQeBJSkrivvvu47PPPmPNmjU1zq+ghGhVSx0cPCn5Kdwr38s9afdUu8j6cPCEC+n6/acep7B9eueddx7z+o5X4LmBG/gzfyYtD2JDYRVduhjDB+sSinRMSZYRTqSdO3fWze2piHzHUTm1PnLw1HTPGU/jzh959dVX18+AXBEwo5yT7WlPOulqOCzAPffcw1/+8hdAXBfhSezDUcqE1yaEyiwHTzRu4ZZ6e9B9Ih1dyvXhc7nU/Xw/97Pw8Ddkbcriywsic66pAk/ontljaw/xgWLCU3676qFP2KZNmwYNzwJL4LFoQBSB5yzO4iEewoOHl3iJH/iB9rRnJCNPWlua0Yy/8beTtr4IZBlWroQBA4Tqv2YNjBgBZ5/dcG2ysDhGfD5hlT2WvBwKdrudDRs2kJWVRffu3QHhPDl06BC9e/cmLi6OwsJCKisra7Tve71eNWlqRUUFPp+P//znP6SkpDBz5sx6E3n27t2L1+vljDPOoF+/fmpy6YRQx7tz5871sp764LrrrmvQCg8WJwbFpl7XzrXSqW9Na8opP2bHbH0KplOnTmXp0qW17igr53NAFh31Y3Hw1Lb9x5NcurYoZdKrpQ4CjyRLXFt+LfFp8VHnhfp38CRgFB5ORDjfsdzL9O34I3/kt+4/466C5Fat+OMf/xhxbI/HwVNbgadfv35kZWXV7bxSfmeP4WGgkuj3bM6u83cVGiL/zYlAyZVz3CgCT5Rz8kqu5BIuqfYeXaPAw4lx8LzACzUur7aEb19tEurXFoMAGtqWDnTg8dn3sq6i0PQ7qsAT7V6piNJNpF9khWhZNAgrWMFa1pJOOj/wA6loF+sGNvAN3zRg6xqAZ5+FIUPgrLNEGdiffoL+/Ru6VRYWx4Qi8BzP4GdsqHLc/v37yc7ORpZlFi5cSCAQoHPnziQnJwOoFbWitWP37t0sXLiQnUqcts/H3r17CQaD5OXlkZeXd8xtDOfgwYM4HA7OOeccQ+Ww0aNHc8kllzRoPHY4CcfxtNei8aI4eOoi8GxlKwtZqL6PJUo4UC2oz8F7cnIyEydOrLPocjwCj5L/q7brqss97owzziAmJoauXbvWan6lipaes8Mf+tQiREsNw5GlWgkh9SnwPDn3SXaxy/DZiQgPOV4Hj4SEu0r7rLrjeiwOnrrkuKnz76ZyTI9B4EkhhfWs51VerfN3FZRtq88B/KnAmDFjyMzMjPygG2heGAAAOuVJREFUBoHHhq1GAV25fsxCtFq3bk1qrBgz1Vbgiaii1QA5eOqTaGGetmoeKqoCT9hxUcPjqsnBo6cxObGrw3LwWJx0AgQYgkiiZebSOZFxm42OI0fg2mth3jzxftMmIe507SqmW1icgtSHwJOVlcWiRYtYvXo1S5cuZeLEiRw9epTWrVuTlZWF1+tl3rx5pgKNLMv8/PPPzFOuKx3FxcXs2qUNOJS2HguBQMDQWTh48CAtW7aMGGy4XC569ux5zOs5EdR2IGtxaqE4eGobogVaDrr64GQMHKKhdNTdHjF4qqvAY8de63tWTUmWzWjevDn316FoQnj7u3fvzllnnWWcyekU/2spcJwsgScuJDb0iO1BOsZQ0LqcI8kkm1Z7U7Db7RH34dpS1+2si4PnmJIsHyuKW+oYw/mjJduuLcp+qZdy5acQI0eOZORIk0gD5Z5wHNeRmYNHeT1kyBB+cv7EEpbUSkSxBW3YbLYmlYMHYEyLFsS/8AK003KK2aq5D4QLPC6Xi0mTJtGpUycxww03wPz58LvfVbvea6655rj6jScLS+CxOOnsRitzfCM3NmBLGhhZhosugmXLwOOBjRshNlYkWL7hhmot1xYWjRklQeTxhGgBpKWlkZOTA8DRo0cpKCigfXtR8cDlcjF06FCWLFlCMBhUO+ter5f//e9/lJSUGJY1fPhwDh48SHFxsSF587H+UG/dupX333+fnj17kpSUxNatW8nPz2fEiBHHtLyTjRWe1TQ51hCt+qIhq2llZmZy9dVX80nmJ0Ddc/DUxWVRGwfPZjaf0OIQgHDw1NBXUJwVtXXw1AetW7fm6quvVu/XAFdddRWFhYV1Okfyya/2c0XgOV4HT204nhw8x1OlqkZCSfMbKl+jsm2nm8ATFaXfcxzXmpnAM378eGJiYsjKylIr/+aSW+OyJKRG4eCpb4fXyIwMWLsWdPcYWzX343CBR5ZlevXSiZupqfBNzdEjDofjuPu2J4PG30KLJsdmNgNwO7dHVPA4LSgpgY8+gvJyIe489xxccolW4nLmzOq/b2HRyKkPBw8Y46ztdjtFRUWkpKSo05KTk5Fl2TB9xYoVlJSUMGjQIHr06MHBgwc5dOgQAwcOpLS0lD179uD1esnIyODo0aPHLPB89913AGzatMkwvTGFYZmRlpZWr2FpFo2LYwnRqk+UQXNDOXk6duyoDiT0g+phw4ZFJICuTuDp3bs369evJzMzkz179kSsx+PxYLPZ1FBRM7rT/Ri2IJJq96XTWaPAk4Go4pe1MQtbn5MnwIXnNFGelB85cqTWy6hRpAsN1hq7wHNCHTwNLPAo++V0C9GKijL4r2cHj8fj4dxzzwVQBZ4d7KhxWRdccAEej4fKykp1WmML0ZoxYwZlZWXHtiLdthxLiFZTxRJ4LE46isDzd/5+Yn/0GiuPPgr//Kd43aIFzJihWTotLJoA9SXwdOrUiaVLlwJw+PBhAIPAo7wuLCwkJSWFvLw8Fi5cSNeuXTn/fFENRz/IaNOmDevWrQOgR48exyzwBAIB8vO1J8v33HMPe/fu5ccff2z08dm33XZbRAlji6bDsYRo1ScNLfCA5iTQCzbnnHNOxHzhrgp9f2Tq1Kmcf/75OBwO08pgCQkJ3HfffTUmeD/h1MLBk046/3j+H1QcrUDq2/AJcevT5aUM1hpbiNbp5OCJR4T7ntBtPJWoRwdPtHNUSW8xnek1LmvgwIHAyb8n10Xgad26dd1XYNKPqYuDp6ljCTwWJ53NbKYFLUgmuaGbcvJYskRYCbt2haefhrZthajzr39Z4o5Fk0MJ0TpegadDhw6kpKRQUFDAvn37AKOrRxF4cnNz6dChA9u3bycYDDJx4kTT5Q0aNIitW7eyc+dOOnTowJo1a+os8Hz//fdqGdPMzExat25NUlISffr0oU+fPse4pSeP06Vzc7rS0CFayiCisQk8ZoQ/YJrKVPW1zWYjJpS4ONo10+DiDoj+QzUJlhXcVW6qqKpxvpNBfZ4byrEJL8teG45VaKrNtXVSc/AozowGEnie4ina054LuKBB1t/oUO4XdTy/YmJiqAqJdTVV0WpBizo7pk52iNYJf4CvnO8ZGeqkagWeMDG4qT/osgQei5POZjbTgx4N3YyTx4oVoE/E1q4dLFwISmIvC4smRn2USQfRCbnzzjt577332L59O5Ik0bx5c/XzpKQkEhIS2Lt3L4MHD2b//v0kJSVpVRFMlnfllVdSVFSkdnAUMao2yLLMjz/+qL4fM2ZMo3fsWJxeKCFap7ODxyxEywz9AOQAB2hGsxParmPF4/EARveiSi1CtAAyMjIoKio6oWXda0t9nhv9+/fnhx9+OCaxTWmH/jel2vlPQpn0Y6KBBZ400niERxpk3Y0SRZSpo4Dwm9/8RnUL1uTgORZOtsATTr2H8J1zjkhxcfXV6qTahGidCvlz6oPTYystGg0yMpvZfHrl3nngAWjWDAYMgG+/hYcessQdiyZNfYVogeiIKBWfUlNTDeUxJUmiQ4cOrFu3jr59+7Jnzx6tIkI1y0tOTqa8vNzQ1tpQXFxseK93E1lYNAY8eBjHOFrQokHW3xgEHqUqWBZZ1c6nH3S35hhCBE4S7du35/LLLze/t9UiRAtg2rRpHDx4sMlVzxs1ahQjRow4pkGbJElcd911NGsWEvbWr9dKXJvNbyVZtqgNyrloEtpZHTE6J54i8NTnfbShBJ7buI3neb7+FyxJcNtthkn26q5fK0TLwuLEcZjDFFPctB08u3fD6tUwerQof75ggci5c+ut8OqrcNVpJG5ZnJbUp8ADqOFU+oosCv3792fjxo28++67APTr169Wy1TaVheBJzfXWLFCebJuYdFY6EQnvuO7Blt/YxB4pjGNlaxkAAOqne9UygHYtWuUUvbjxomCDTUQExMTkfS4Ojp16kSbNm1qPX9DIUnScT2RN/ym9KpduXDLwWNRLYqAUAd3cDjKQ6j6FCMaQuCRkfHi5Xmer1W+oOPFVguBpyErPZ5MLIHH4qSiZHzvRrcGbskJ5PLL4ZdftPcxMXD99ZCUBPfe23DtsrA4gciyrHYaFKdLfQk8vXv3pk2bNqaCSmZmJldccQVvv/02nTp1qnUVK2VQUBeB5+jRowC0atWKsWPHNugg1sLCIjoDGVjjPKeSwBOVP/7xhCz2KutBVAR1cfCEi0CWg+c04hgdPHquuOIK9u7dW695vhrKwePCRQ45JyXvam1y8Ch9vzPOOKPG5a1ilZrX7lTDEngsTipHEOUxW9KygVtSz+TkgMcDxcVC3BkyRDwNGj8esrIMScAsLJoaW7du5cMPP+SOO+7A6XSyfPlyunTpUq+dE9P8EyE6duzIHXfcQUpKSq07LsqT39rm4PH5fCxbtozmzZszY8YMS9yxsDBBeeLcpUuXBm5JzTRWgWcf+yimuOYZT1FO1Xtnoy+T3sTC705Z6sHBExcXR8+ePeupQYKGvO7SST8p61EcPJd+cCkBe4A5F89RP9M7eB588MFaLa8mF2hj5pgFHkmS2gJvAc0BGXhJluWnJElKBT4AMoE9wKWyLBccf1MtmgLZZAPQnNoltaszR44IMeVEWvCWL4cnnoA33xSx76Wl0LMnVFRAqBwhr7wCvXufuDZYWDQSCgoKeP/99wHYv38/Bw4cwOv1mpYlPpGkpaXV+TtOp7PWDp7s7GxKSko477zzTtkBioXFicbpdHLnnXeSmJjY0E2pkcYq8LSlaSduP1Wr1zTaJMuKwGOFDDcO6sHBc6Jpqn0YJfyq5xYhjhkEHl24W1Pdfj3HMwr2A7+VZbknMBS4XZKknsD9wAJZlrsAC0LvLSwAIfDYsJFKPScnzc2F666Dli1h9uz6XXY4b7wh1vHee+L9W2+J9ZeVwY8/wpVXWuKORZPE5/Px0UcfceDAAQA2bNjA008/rX5eUFDAli1b6N69O+npJ+eJzfHgcDhqLfDk5+cDnBLbZWHRkKSmpp4SlUoaq8BzunCqDbIabZLl3/9e/LVCtBoH9eDgORE0dBWtk0F1+XWk0yT3jsIxb60sy4dlWV4del0CbAZaA1OAN0OzvQlMPc42WpxKBAIwaRI8/7z2/s9/hl27ADjKUZrRrP46VocPw7/+BRMmCEcNwJo19bPscMrKRNnDxYvF+//8B/btg2++gc6dRXLlL7+E118/Meu3sGhgfvnlFzZu3Minn35KZWUlc+aIpyMTJ04kLi6O77//nuLiYtNkyI0Rp9NZ6xCtggJhRE1OTj6BLbKwsDhZWAJPwxAbGwtA586dG7gldaMuDp7weU7oufZ//yf6pqdJdaBGj3IcLAfPSccSeDTqZWslScoE+gO/AM1lWT4c+ugImMfiSJJ0syRJKyVJWpmTk1MfzbBoaN57T5T//uILmDkTtmyBVavgkUfgmmsA4eA5rvCsYFCrGCDLolLV738P27cLUSkxUbhp6hOvF557Dpo3F86cDRtEXp0NG6B9e/j8c+jfHzIzYeJEqKfEshYWjYnc3FwWLVoEQF5eHo899hgA55xzDoMGDaKiokKdNzMzsyGaWGecTidlZWW1ChkoKCggISGh3hJHW1hYNCyWwNMwxMXFcc8995z0MN76ojZunJPq4LFoXFghWg1GdVXHpNNMAD3uO44kSfHAHOAeWZYNWeFk0Ws27TnLsvySLMuDZFke1KxZs+NthkVDUFwshI+9eyE7W4RIHTgAffpAejqcdx7MmgXA/optFFBANtlkcBwJh8eNE9WoPvtMrHfrVpEPJydHlCHv0UO4auqDZ5+Fiy6CFi3g9ttFnHNODkyeDAsXCmFJeZrfrQlXBbOwAFasWIEsy9x9992kpKRgt9vp378/Q4cORZIkpk6dyuDBg7nhhhto3vwE5diqZ7xeL7t37+ann34yTM/Pz6e4uJj333+fRYsWsX//fnJzc6tN9GxhYXFqYQk8DUdSUtIpV65YcfDI5sMaAyc1B49F46KRhmjpaaoCT7X3lFPsfnO8HFeQtCRJToS4844syx+HJmdLktRSluXDkiS1BI4ebyMtTi6LWMTZnM0hDmnVrrZtg5tvhkWLRDiS3Q47dgiF+vbbtS+vXi3cLCtXcvjKMbzpeYa0GXDzyzn0y+tLbqrMWfIo2LxROH1yc+Gxx8SFt2iRCHcaNw7GjAFJgvJykdQ4Lg6uuEKsE2DKFG2dZ54pSpEDtG0L69cf/07Yvx/uuks4hmJiYM4cuPBC0SaFxx6DYcPE9IE1l2S1sGjs7Nixg4yMjIgEqT6fjw0bNtC1a1eSk5OZMWMGNpvNUCWrd+/e9D7Fck8pYVcLFixgxIgRSJJEQUEBzz77LMFgEBAVwn744QcAxo4d21BNtbCwqGesQbdFXaiLwHNSQ7QsGheNxMFziEO1OlebEtWGaJ1mDp7jqaIlAa8Cm2VZ/o/uo8+Aa4F/hv7OPa4WWpx0XuRFAOYxj2u5VlSJGjtWuHRAiCytW8P998OhQ/Dhh0JkGTQI+vUDQB40kIlLkljbrARJjJNYm7YfgPbv/ARX99JW+O9/wyWXwMcfixviP/8pRJNXXhFiT3hOnQ8+gOnTtff6QWW7dvDRR3DxxfCPf4iQsUCgdmFTxcXg80FamnDvgBCLEhJEKJYZU6cK8esUiyW3sAinsLCQd955B4AZM2bQunVr9bOFCxdSXl7OGWecAYCniVTraNeuHftCjr9//OMfXHbZZXz//fcEg0E6duzI/v37DUmYB1pCroVFk8EadFvUhf70ZzvbiafmcuThIVlWiNZpRCNx8KgP6E04HR08p1sOnuNx8IwArgbWS5K0NjTtjwhhZ7YkSTcCe4FLj6uFFied5nkOSIPruI7kZZuZ8qksQq+WLYMuXYTgYbdrN7FXXjFY3zaykV70glDkndsWy8q9c8hqPxGADj/shauuEqFWr70myot/+KGogLV2rZj2wAPwySfGpHF//COcfTaMHy/CwObMEeFYoYR9APTtK/7OmSOWlZUlBKJvvxXhW9EoLobBg4VYk5UFGzcKkahXr+jfUejSpeZ5LCwaOft0oY1fffUVN910E16vl1mzZrF//34GDhx4yiRPri3XXHMNRUVFPPPMM/h8Pt5++20ALr74YrKysigvL+fzzz9ny5Yt2O12NTmohYXFqY8l8FjUhdd4jTu4g9a0rnnmMCyB5zSikTh4quO0FHgsB0/tkGV5CRDtDDk9fOwFBbBypRAGVq4UYUVNQCFMXrMbxonXV2c9xs7J0OyGG2DoUPMv2GwsYAGzmc3zPM8iRCLWi7iIu7gLL156th+vzt7hjy9Bhxki3Onf/xZJk2fOhHvugYwM4QxKShLlyO+5R+zTyy4ToWCtWomFdO8Of/pTZFsuugiuvVa83rlT/Ach/Pz2t8LVY8acOULcASHupKaK6l8WFqcJ+/btw+VyceaZZ7Jw4ULy8/NZu3Yt+/fvZ/z48QyNdv2fwtjtdlJTU9X3TqeT9u3bk5WVBQin0rRp03jvvfcYOXJkQzXTwsLiBGANui3qQhxxjMT6HbCogf79xd9x4xq2HdVgCTxNn+PKwXNas3atSCJ85Ig2bexYUbJbubhPFWQZ1q2DuXMhLo5y/xJV4ClJhIwceLq8GzMJYMOmxiErBAkyLvSF6UxnK1uJI46P+ChiXoCOHcehaoNut/j/7rvGmW67TfxX0IdkVUd8PHz1lUjynJgoKntdeaUQg/75TxFKdv75kd/bulWEcZWXi5A0m01838KiiVNVVcWLL75IQUEBPXv2JCsrix9++IH33nsPt9tN27ZtGT58eEM384Ry9913Y7PZcLlcOBzGn0WHw8HVV1/dQC2zsLA4UVgCj4WFRb3Tt68wAChFWBohp4vAE18ST0qBKI5hhWhZ1MyjjwrBwOWCv/xFhC9lZ8PSpSIPzd13i3l0CUhPOoGAcMjU5oR+8km49171ben/Ime5y/MH7uIP9KY3y1hGHHHqZ2/ypvr6aZ5mD3voStcIcWcUo/iRH2lL2zpvTp047zzt9cMPi7/vvCOSNf/3v+YCz/bt0LGjsFY24puyhUV9UlhYyKuvvkppaSkAY8aMITU1ldGjR7NgwQKAJuncCSfZuuYtLE47zB5AWVhYWBw3jbxP0VQFnvAy6b/7z+/U16ebg+f0krPMeO45IdIozJ0LK1aI12vWiNwwesrL4W9/E3lgVq2CBx+El14S39u+XVSa+u9/4Te/Ec6YH38UiYhrS16eKMV9PJSXw/DhMGqUCH+qDlkW1aAARo+Gxx6jZPp5NJObsYQl3MRN5JHHndwJwHrW8x/+Y1jEv/gXQxjCXdzFXObyK7+aJvf6nM9Zz/qI6gInBacTbroJFiyA//s/kXPH6xV/QRw7K5eOxWnGxo0bKS0tZezYsTz00EOkpaUB0EV3LeiTLVtYWFhYWFhYWFg0NqwQLQ1L4Ln9duHyKC8XwsrUqTBkCBw9KkpgX3qpcLcolVT++U8hmvz+95EJeJOT4fnnRa6XF14Q1Z3OOgvOPVebR1eRJYL8fFHmu1s3ITy89Zaw+dWVJ54QbpWffoKnnxalvhVWroS9e7X3hw8L99FTT8HChfD731Oa7qa51JwRjOAlXiKVVJ7mabawhXM4h2d4hlWs4nIu51u+ZTObuYiLuJM76Uxn2tGO27k9olmJJIrkyw3F7bcLR9Pf/y6OVVqaEHV++knk3+nateHaZmFxAgkEAnzxxRccPnxYnbZ27Vrmz59PcnIyZ555pmH+Zs2aqa+7WMKnhYWFhYWFhUWToKk6eKwqWhqnR4hWfr7Ij3PuufDXvwo3hywbxZOuXWHaNO19y5aaMPLf/4r/V18Nb78NmZnCHRONxx8XOWAeeEC8X79eiCd33gmbNokQoVathLByzz1CUPL7xfIrKsT/jAyoqhLfv+UWuP56Ud0pPqw844IFwmn0u5AN7dAhUeL73HOhqAj+8AfKls2n4IMXaPP29zBjhphv40ZRVeq118R7Xd6gUkpJICFis7rRjRu5kelMZxCDAHif9wEYyUg605ntbI++Xxqa5GRYskSUY9+9W1TgWrFC5OVp00YIQBYWTZBff/2VVatWUVRURFZWFitWrOBQyFk4YMCAiPltNhtnnXUWKSkpxMTEnOzmWlhYWJw0JjChoZtgYWFhcdI4LQWe08zBc3oIPF98IZIiKyW4u3SBPXvguuu0eQ4eFG6XpCQhjASDIpfLRx9BixZQUiLEnZQUkZDY5Yq+PptNVIKaPl0IOzNmCIFJYcECLXTqs8+M333mGYiLE21JTxeCzYsviv8XXijECYDPPxfOoh07xPtLLxXzXnkllJUJIaukhOKrp5D0yXe4qjpRcZPOsjVsmBCRlO/37UsBBTzFU+SSSzrpppt2KZcSTzzP8RwXczE/8AMFFKiCT6Nn2DDxX+Hhh0Wlrb//HZpYCWgLCwC/38+iRYuw2Wzs2LGDHco1D5x//vkMGmR+7Z599tknqYUWFhYWDUMeecQTX/OMFhZ1ZBGLSCSRdrRr6KZYWBho6gKPzWYjqI9ewRJ4mh7BoEiw27KlcLa8+abIlwPwyCPQurUIz+neXThm1qyB++4TIsknn4hExVu2iDCeN98UlZ0SIt0tpnToADfeCC+/DL/8IoSe558XiXwrK2HXLtG2zZuFuDB9ulaK/Prrxd9AQFSFev550Z7Fi0Xo14wZwvVz4YXwyScU9G1PUhHYmmUIAWnwYAC+PzgLmIo3Bg689zjtxt0g8grddpsIA7vlFiF0JSYyjTF8z/cAXMiFUTdrYugfwHVcV8cD0shQkjBbWDRBli9fznfffYff7+fCCy/kk08+AeC3v/0thw8fplOnTg3cQgsLC4uGI5XUhm6CRRNlFNU4/S0sGpCmLvDY7fZIgccK0Wpi/Oc/MG8e/PvfQgy58EIhgOTmwiuvwMyZ4PEIJ43dLkKn3nnHuIxWreCSS8T/Y+HNN2H+fPF9pQSv2w09ewqRqTrsdpg0CcaNE6Fhf/qT+F5Ojsin078/a6a2Z8Dc/WTtT2J1/DpcKc3Vr69ilfp6y/S+tCMNbr0VJk4U23zbbWC348OnijuAaYiWhYVF4ycvL4/vvvuO1q1bs3DhQnV67969KS0txW63Ex8fb+XWsbCwsLCwsLA4zWiqAo9SRctut+MLy3lrCTxNjZtuEo6bm2/WpinhUtOna9P69TtxbejWTfw/HmJj4R//EI6gxYtFla5Q7oyVb98N/I6NbYv4C09TTjlVVDGKUXzMx6STTi65bGUr53COWF67dnDHHerif+VXw+osy7KFxalBIBBAlmUcDgeyLPP++++Tm5vL1q1b1XlGjx6NJEkMHz68AVtqYWFhYWFhYWHRkDRVgUfv4AmnqW5zNJq+wJOUJMKQmgI33CDy8+zYIap4hdiemI0LF1lk8SiPqtOf53kAHuIhnuEZ5jCH27hNLVNeRhkP8AAzmckP/GBYlSXwWFg0frxeL7NnzyY3N5fhw4dz+PBhcnNzOe+88/jll1/o2bMnZ599drWJ5ywsLCwsLCwsLCxOZSyBR6PpCzxNDb3rKMQ2ttGZzoxlLGtYw2/5LRvZyDd8QxZZPMzDtKIVt3ALb/M21yPy+/yX//JM6J8DB0MYwipWESBARzqe7C2zsLCoA4FAgCeeeAKv1wvA119/DUB8fDwDBw5k0KBBSJJ02v2oWVhYWFhYWFhYmNNU+4WWwKNhPdY9xfmRH5nLXLrQhQd4gEd5lEd4hE/5lFu4hY8RVbdu4iZ605uneIoDHGATm3iVVwGII44BDOArviJAALDKhlpYNHYOHjyI1+ulZcuWTJgwAZvNRmZmJldeeSV2ux2bzXba/aBZWFhYWFhYWFhEp6n2DcMFnqFLl6qfNdVtjobl4DnFeZ3XAbiaq0kllQd4QP3sBV5QX0tIzGAGd3M3bWmrTv8f/+MGbsCJEwcOZjKT2cwmk8yTtg0WFhZ1o6SkhNdfD137V19NbGwsQ4YMsUKxLCwsLCwsLCwsotJUxY5wgUeSZfWzprrN0bBGA6c429jGWZzFNKbVOK++9HkrWgEwnvHEEqvm5XmWZ8kh58Q01sLCol44ePAgAJ06dSI2NhbAEncsLOoRSZJSJUn6TpKk7aG/KSbz9JMkaZkkSRslSVonSVJkDLWFhYWFhUUjoqmKHeECj00n8JxuWCOCU5ytbKUbtavQ1Za2vM3bbGMbW9nKPObRla4nuIUWFhb1TXl5OQCTJk1q4JZYWDRZ7gcWyLLcBVgQeh9OOXCNLMtZwLnAk5IkJZ+8JlpYWFhYWNSNpirw6Mukg+XgsThFyQv9q4tIcxVX0YUuxBPPeMafwNZZWFicKMrKygDweDwN3BILiybLFODN0Os3ganhM8iyvE2W5e2h14eAo0Czk9VACwsLCwsLC4Hi4HE4RFSKFAySXFDQkE1qMKwcPKcAMjJ+/DhxGqa/wisADGRgQzTLwsKigSgvL8fpdOJ0Omue2cLC4lhoLsvy4dDrI0Dz6maWJGkI4AJ2Rvn8ZuBmgHbt2tVjMy0sLCwsLGpPU3Wz2O12UlNTSUtLY/fu3UiyzI2vvkr22rUN3bSTjuXgOQV4kAdx4aKMMnVaGWU8yqNMZjJncVYDts7CwuJkU15eTlxcXEM3w8LilEaSpPmSJG0w+T9FP58syzIQNZhfkqSWwNvA9bIsB83mkWX5JVmWB8myPKhZM8vkY2FhYWHRMDRVgUeSJO6880769u0LiBw88aWldOrUqYFbdvKxHDynAO/yLgB3czf/43+4cfM//kcxxdzHfUg0zQvVwsIiElmWKSsrs8KzLCyOE1mWx0X7TJKkbEmSWsqyfDgk4ByNMl8i8CXwJ1mWfz5BTbWwsLCwsKgXmqrAo6CEaklWkmWLxkw/+gHwKq/SkpY8wiM8wANMYQojGNGwjbOwsKg38vPzWbNmDYcPH0Y2+WHKzc3liSeeYN++fZbAY2FxYvkMuDb0+lpgbvgMkiS5gE+At2RZ/ugkts3CwsLCwuKYsASepo/l4DkFqKCCAQzgIR7iJm7iz/yZVrRiFrMs946FRRMhEAjw7rvvkpeXB0BsbCyXXHIJGRkZeDwejh49yrx589QEy1aIloXFCeWfwGxJkm4E9gKXAkiSNAi4VZblGaFpo4A0SZKuC33vOlmW15785lpYWFhYWNTMaSPwBE0jpk8LLIHnFKCccuKJZzKTCRDgDu7gQz4knviGbpqFhUUNlJaWUlhYyIcffsjkyZNJTU0lOTnZ8AP7008/MX/+fAC6du3K3r17qaio4O2330aWZVq2bMnhw4ex2WyMHTuWpKQkmjevNuerhYXFcSDLch4w1mT6SmBG6PUsYNZJbpqFhYWFhYVFFJT+teXgsWjUVFBBKqkAXMiFTGWq5dyxsGhk7N+/n9zcXHr16qVWtzp06BCvvfYagUAAgFmzxFiwe/fuTJ48mc2bN/Pzzz+Tk5MDwNChQ5kwYQKBQIDs7GyWLl2KJEls2LABgN/85jfEx1vCroWFhYWFhYWFRd05XRw8NkvgsWjMlFNOa1qr7y1xx8KicbF582Zmz54NwKZNm5g0aRKlpaXMmjULm81GIBAgJiaGZs2a4fV62bZtG48//jgArVu3ZuzYsQwZMgSXywWIUo+tWrXi4osvRpZlevbsSUxMjCXuWFhYWFhYWFhYHDOni8BjOXgsGjUVVODBSqhqYdFYWblyJSkpKWRlZbFkyRJef/11ABwOBzfccAMpKSmAEG4A1q1bx6effkrv3r2ZMmWK+mNkhiRJ9OjR48RvhIWFhYWFhYWFRZPGEniaPpbAcwpQTjmxxDZ0MywsLExYunQpu3btYvjw4YwdO5bMzEzef/99bDYb06dPJz09PeI7ffr0ISsrSxV8LCwsLCwsLCwsLE40p43AYyVZtmjMWA4eC4VAIEAwGFRzvFicHPx+P6tXr2b79u3ExsbidDrp1KkTgUCA7777joyMDAYMGABAp06d+O1vf4skScTExERdpiXuWFhYWFhYWFhYnEyausATFxdHjx49aPfCCw3dlAbDEnhOASwHz+lHXl4e69evZ+TIkVRVVSFJEkVFRbz99ts4nU5uv/12S+Q5geTk5HDw4EHatWvHzz//zPr166msrATED0cgEGD16tWAyKFzww03GMKs3G53g7TbwsLCwsLCwsLC4nTFZrNx6aWXwvTpDd2UBsMSeBo5AQJ48VoOntMIv9/Pq6++SkVFBYsWLVKnOxwO/H4/AI8//jidOnViwoQJfPLJJ/Tv35++fftWm8vFwpxDhw4RFxdHUlISPp+Pr7/+mjVr1hjm6dixI927d6dv3744nU5kWea9994jPz+fyZMnW/vdwsLCwsLCwsKi0dPUHTwWlsDT6KmgAsBy8DRhKisrKSgooGXLlgD8+OOPVFRUGOZp164dzZs3p1+/fuTk5LB3717WrFnD1q1bAVGie9GiRYwZM4Y+ffqc9G04VVm1ahVffPEFAJmZmRw6dAiv18vw4cPp0KED69evp0uXLvTq1cvwPUmSuOKKK6wfSQsLCwsLCwsLi1MGq+/a9LEEnkZOOeUAloPnFGfz5s0cOHCAcePGRdxY33jjDbKzsxk2bBgFBQVs2bKFPn36cMEFF1BZWUlhYSFt27ZV52/VqhV9+/alc+fO7Nq1ix49elBaWsry5cv55JNPcLlcdOvWzbqB10AgEGDx4sXYbDYSEhLIz8+nQ4cOnHHGGXTo0AGAzp07R/2+tX8tLCwsLCwsLCwsLBoTlsDTAPjxY8eOhDZA9OLFgQMbxlAPy8Fz6uHz+dQwnk2bNrF582Y2btwIQEVFBS1atGDQoEHYbDYKCgrIzs4GYNmyZcTHx9OpUyfOOeccnE4nTqeThIQE0/X07NmTnj17qu+zsrJ4+eWXmT17NsnJybRq1YqBAweyevVq7HY7HTp0oEOHDiQmJp74nXAM7N+/n02bNnH22WdHTU4syzKyLLNkyRL27t1L8+bNycjI4PDhwzRr1oyePXvi8VQvhvr9fnJzc/n5558pKiriyiuvrFbIsbCwsLCwsLCwsLCwOBWwBJ6TjIzMaEaTTTYP8zB72EMBBTzLs2SQwVd8RU+0Qbvl4Dk1kGUZECWz58+fT0JCApIkUVxcDIDT6cTn86m5XbZv387555/PkSNH1GW0a9eO66+//pjb4HA4GDJkCF988QUFBQUUFBSowpLdbufXX38lKSmJW2+9NWoSYFmWT7ozpaysjJ9++olly5YBsG3bNpo3b87Ro0dp27Yt48ePx+FwsHXrVr777juCwSBlZWUA7Nq1y7Cs77//nquuukoNdwsnPz+fDz74gKNHjwIwYsQIS9yxsLCwsLCwsLCwsGgSWALPcVJCCd/xHYc4xEAGkkMOAQJMZjJ2tDLIMjJ72MPXfM0SlpBIIldypfr5aEazgQ2cwzlMYxpBgvSlL/HEA5aDpz6pqKhg2bJltGzZkh49etQ4v+KyiRb2FAgEeP755ykqKsLv9xMXF0d5eTlt27ZlzJgxpKamkpiYqIo+8+fPZ+nSpbz44ovq+u+9994anSe1oX///rhcLlq1asXGjRtZunQpY8eOpV+/fmzevJm5c+cye/ZsBgwYQExMDIFAAKfTSWxsLCtWrGD37t1ceumlJCcn16o9paWlHDlyhKKiIpxOJz179sTh0G4rR44cobKyEpfLRcuWLSP2X1lZGW+++SY5OTkAnH/++axZs4aDBw/idrtZt24dBw8epLS0VM1LFBsbS8+ePRk7diySJBEIBEhJSSE7O5v33nuPl156iSFDhjBixAh27txJ165dqaqqYufOnXz77bcAjBs3ju7du5OWlnbc+9zCwsLCwsLCwsLCwqIxYAk8x0gVVbzESzzBE+xlb8TnnehEBRWkkkoyyWxmM3nkAdCDHixhCV/yJTIyccRxERexilXcwR28yIvYsavuHbAEnuPh6NGjzJs3j5KSEtxuN4cOHcLv92O327nqqqto27Ytdrvd9Lu5ubk899xzyLLM1KlT6du3LwB79+7F6/Xi8XhYvXo1eXl5eDweJk6cSJ8+fQgGg1HLmI8bN45OnTrxwQcfsGbNGjweT9QwrLpis9no3bs3AKNGjWLkyJGqqNKnTx8qKir45ptv2L17d9RlvPzyy7hcLq677jpatGhBIBAwiDYKW7duZfbs2QSDQXXa2rVr6dq1K5mZmZSXl/POO++on6elpdGvXz+GDx+OzWZDlmXmzJlDQUEBw4YNo1WrVvTq1YtBgwYZljd37lzat2/PqFGjaNOmDS6Xy7TdrVq14sYbb2Tx4sUsX76c5cuXR8zTvn17LrrookYbpmZhYWFhYWFhYWFhYXGsSEpoSUMyaNAgeeXKlQ3djFqTTTajGc1mNtOSljzLs/SgB+tYx172kkYas5hFEkkECXKUo/SkJ4MZTGc6M4IRNQo2QYLsYAef8zlb2MITPEEi1qC0rhw+fJgPPvgAr9dL27ZtqaiooHnz5rRs2ZKvvvqKQCDA/7d397FxVWcex7/PzPg9TsZJTIKTOHHZJAQF4zoBEiVaCimrvGyKBJUgrARCqfinK4GEtC2iWoT6R8k/22WlqiwqXVq0aumyLEsgwBYSpbzlBUgCCSaxA6ExsRvHHr8lHs945uwfcz2xQ16gyXgyc34fdOW5597xnOfcudaTh3PvhUzxYenSpTQ2NmZnrrS2trJ582aSySSJRIJ0Os2sWbO47rrreO2118YVNubOncu99977jS5v2rVrF6+++irz58/n7rvvvrSBn8eJEyf47LPPGBoaoqGhgXQ6zfHjx6murubYsWPE43EOHjzIwMAAZoZzjsWLF7N27Vo2b95MR0cHvb292d937bXXsmLFCtra2njjjTfGfVZlZSWrV69mZGSEDz/8kPb2dgCampqoqKjgvffeY926deOKOmeKxWJEo9FvNLZvv/02O3fuZMWKFQwODtLd3U1VVRU333wzVVVV32zARKQgmNkHzrlz/zG5TBRaziMiIoXvscceA+DRRx/Nc08myOi/Gy6DWkeunCvvUYEn4HA8wiP8jJ8RJcof+AO3cmt2eyutzGY2XXRxH/fxJ/7Ei7zIOtblsddypr6+Pvbu3UsoFOLQoUO0t7czefJk7rzzTurq6sbtOzg4yIEDB9i6dSvl5eX09/dTUlLCpEmTMDN6enoA2LBhA1OnTmXHjh18+eWX2fvmNDQ0kEgkWLZsGVdfffVZZ7lcSGdnJ5WVlZfdjJLBwUE++OADEokEJ0+eZN++feO2T5s2jaGhIe66665xT/jq7u5meHiYXbt2UV1dzYoVK7L3+3HO8dZbb7Ft27bs/osXL+b222/XE6lE5KKpwCMiInJ2KvAUHxV4ziNFikd4hE1syrYZRj319NJLHXW00EIFFTgcceL8hJ/wU36atz7LVx09epRnn32WZDIJQFlZGfX19axZs4aamppzvs85Rzqd5vDhw3zyySfEYjESiQRTp07ltttuG3dJkHOOo0eP0tXVRXNzsxeFCeccH3/8MTt27GDmzJmsW7eOUCjEyMjIOS9Du5Du7m7i8Th1dXVejKGI5J4KPCIiImenAk/xOVfeU/T34Omhh9/yWx7gAfrpJ02a93iPP/Nnnud5vuALFrKQV3iF+7iPTWxigAGe4ik66GCYYZ7jOQBu5EYWspAf8SMaaMhzZBMnnU5z4MABpk2b9pVZMJeDeDzOk08+SV9fH9FolHvuuYdkMklNTc3XKkCYGeFwmAULFrBgwYIL7ltfX099ff2l6v5lz8xobGyksbFxXPtfW9wBdHNjERERERGRS6zoCzzP8AwP8RCb2EQnneO2NdBANdW8witsYANP8zSGUUstj/N4dr8f8AOSJFnDmonufl7EYjH27t1LZWUlsViMPXv2kEgkMDOmTZtGbW0ts2fPZmBggMmTJzN16lTi8TgDAwPZG+iOlUqlCIVCFz1T49NPP6WlpSV7P5bly5dTUlLC1q1b6evro7m5mVtuuUX3WBERERERERHvFH2B50EeZF/w3/3cTyWVLGIRc5nLYhZjGNvYxjKWYZy9APFdvjvBvc4P5xz79+9ny5YtxOPxcdsWLVpEJBIhFovR0tJCS0tL9ga8Y+3Zsyf71KUrrriCgYEBOjs7CYVC1NfXU1tbS3V1NWVlZTQ1NX2lGHRmfw4fPsw777xDVVUVBw4cGLd9+/btVFdXMzAwwDXXXMP69esv3WCIiIiIiIiIFJCiL/CECPEbfnPefVaxaoJ6c/lyzrF9+3a2b99OTU0NGzdupK2tjfnz55NMJrniiisIhUKk0+nsjYurq6sZHh6mu7ubSCRCR0cH+/fvZ9KkSQwODtLR0UEkEmHOnDlEo1GOHTvG559/nn1y1bvvvstVV13FrFmz6OjoIJFI0NXVRTQapa2tjaGhoXF9HL38KhwO09rayqFDh4jFYtx00000NzfnY9hERERERERELgtFX+ApBqlUihMnThAOh6mqqqKiIvOI9Xg8Tn9/P/39/ZSWllJZWUk0Gr3g05zS6TSxWIyamhpSqRT9/f288MILHDt2jEWLFnHHHXcQDoeZPn36V947OhNnVGVlZfax4ldeeeUFCy3JZJL29nb6+vrYvXs3u3btAjL3eSktLWXKlCm0tLQwZ84cUqkU8+bNY+nSpZw4cYIZM2ZkP2vJkiUsWbLk6w+iiIiIiIiISBFTgecy45zj2LFjfPTRR1RWVhIKhdi3bx/d3d0AhMNhampqKC0tpaOj4yuXSAFMnjyZcDgMwPTp07OXMVVUVFBSUkJbWxt9fX2Ew+HsbJqysjLWrl1Lc3Nz9r25UFJSQkND5gbVTU1N9PX1kUgkiEaj571pb3V1dc76JCIiIiIiIlLoclbgMbPVwBNAGPiVc+7xC7wlJ5LJJENDQ6RSqXFLKBRieHgY5xzl5eXE43EGBwcZGBjIziZJpVI454hEIoTDYcLhcPZ1JBIhnU5z8uRJenp6OHLkCCUlJZSXl5NOpyktLaWsrIyysjJGRkaoq6sjHA5jZgwPD5NMJgmHw5w6dYqhoSFOnTpFOp3m6NGjdHd3j7u/zeTJk1mzZg3l5eV0dHTQ29vL8PAwK1euZMaMGVRUVJBMJonH48RiMXp7e0mn0zjn+OKLLzhy5AjRaJTOzk4SiQR1dXVcf/319PT0MGXKFMyMBQsWMGPGjAk/PlOmTJnwzxQREREREfHFqlWraG1tzXc3ZALkpMBjZmHgF8CtQDuw28xecs59kovPO5+9e/eyZcuWnH/OzJkzswUWMyORSBCPx0kkEhd8bygUyl52NX36dJYsWUJjYyORSIRkMsmkSZOy+575qOoLGS0SXewTrERERERERKTwrFy5kpUrV+a7GzIBcjWD5wagzTn3GYCZ/R64DZjwAs+8efNYv359dgZOOBzO3iy4pKSEUChEPB6nvLyc6urqbDFleHiYSCSCmZFKpRgZGRn3M5VKYWZUVlZmnwp1Ns45kskkPT09OOeyM4LKy8tJpVJUVFRQVlZ2zgLMuX7v16XCjoiIiIiIiHjj00/hIv8dXahyVeCZBRwds94O3Jijzzqv2tpaamtrv/H7RmfUXKzRy71mzpx5SX6fiIiIiIiIiJzDwoX57kHehPL1wWZ2v5m9b2bvd3V15asbIiIiIiIiIiIFL1cFni+BOWPWZwdtWc65p5xzS51zS/+aGTYiIiIiIiIiIpKRqwLPbmC+mTWYWSlwF/BSjj5LRERERERERMRrObkHj3NuxMz+EXidzGPSf+2cO5CLzxIRERERERER8V2ubrKMc24LkPvnk4uIiIiIiIiIeC5vN1kWEREREREREZFLQwUeEREREREREZECpwKPiIiIiIiIiEiBU4FHRERERERERKTAqcAjIiIiIiIiIlLgVOARERERERERESlwKvCIiIiIiIiIiBQ4FXhERERERERERAqcCjwiIiIiIiIiIgVOBR4RERERERERkQJnzrl89wEz6wK+yOFHTAdO5PD3FwLfx0DxK37F7zffx8CH+Oc652rz3YkLmYCcB/w43uej+BW/z/GDxkDx+x0/+DEGZ817LosCT66Z2fvOuaX57kc++T4Gil/xK35/4weNge/x+8b34634Fb/P8YPGQPH7HT/4PQa6REtEREREREREpMCpwCMiIiIiIiIiUuB8KfA8le8OXAZ8HwPF7zfFL76Pge/x+8b34634/eZ7/KAxUPzi7Rh4cQ8eEREREREREZFi5ssMHhERERERERGRoqUCj4iIiIiIiIhIgSv6Ao+ZrTazg2bWZmY/znd/csHMfm1mx81s/5i2qWb2RzNrDX7WBO1mZv8WjMdHZtacv55fGmY2x8y2mdknZnbAzB4I2r0YAzMrN7NdZrYviP+xoL3BzHYGcT5nZqVBe1mw3hZsn5fXAC4RMwub2R4zezlY9y3+I2b2sZntNbP3gzYvzgEAM4ua2fNm9qmZtZjZcl/iN7OFwXEfXfrN7EFf4pfTfMh5wO+8x/ecB5T3jPI57/E95wHlPcp7zq2oCzxmFgZ+AawBrgE2mNk1+e1VTjwDrD6j7cfAm865+cCbwTpkxmJ+sNwP/HKC+phLI8BDzrlrgGXAD4Pj7MsYDAO3OOeuA5qA1Wa2DNgE/Nw59zdADNgY7L8RiAXtPw/2KwYPAC1j1n2LH+Bm51yTc25psO7LOQDwBPCac+5q4Doy3wUv4nfOHQyOexOwBDgF/A+exC8ZHuU84Hfe43vOA8p7Rvme9/ic84DyHuU95+KcK9oFWA68Pmb9YeDhfPcrR7HOA/aPWT8IXBm8vhI4GLz+d2DD2fYrlgX4X+BWH8cAqAQ+BG4ETgCRoD17LgCvA8uD15FgP8t33y8y7tlk/pDfArwMmE/xB7EcAaaf0ebFOQBMAT4/8zj6Ev8ZMf8d8I6v8fu8+JTzBPEp73F+5zxBPMp7PMx7fM55ghiU95yORXnPGUtRz+ABZgFHx6y3B20+mOGc6whedwIzgtdFPSbBtNNvAzvxaAyCabp7gePAH4HDQK9zbiTYZWyM2fiD7X3AtAnt8KX3r8A/AelgfRp+xQ/ggP8zsw/M7P6gzZdzoAHoAv4jmK7+KzOrwp/4x7oL+F3w2sf4feb7cfXu++5rzgPKe1De43POA8p7xlLec4ZiL/AI4DKlSpfvfuSamU0C/ht40DnXP3ZbsY+Bcy7lMtMUZwM3AFfnt0cTx8z+HjjunPsg333Js5XOuWYy01B/aGZ/O3ZjkZ8DEaAZ+KVz7tvASU5PywWKPn4AgvstfA/4rzO3+RC/yCgfvu8+5zygvAflPT7nPKC8B1Decy7FXuD5EpgzZn120OaDv5jZlQDBz+NBe1GOiZmVkEl0/tM590LQ7NUYADjneoFtZKbmRs0sEmwaG2M2/mD7FKB7Ynt6Sa0AvmdmR4Dfk5mu/AT+xA+Ac+7L4OdxMtch34A/50A70O6c2xmsP08m8fEl/lFrgA+dc38J1n2L33e+H1dvvu/KeU5T3uNn3uN5zgPKe0Yp7zmLYi/w7AbmW+au8qVkpnC9lOc+TZSXgHuD1/eSuUZ7tP2e4G7iy4C+MVPZCpKZGfA00OKc+5cxm7wYAzOrNbNo8LqCzLX4LWQSnu8Hu50Z/+i4fB/YGlS5C5Jz7mHn3Gzn3Dwy5/hW59w/4En8AGZWZWbVo6/JXI+8H0/OAedcJ3DUzBYGTauAT/Ak/jE2cHqaMvgXv+98znnAk++77zkPKO/xPe/xPecB5T1jKO85m3zfBCjXC7AWOETm2txH8t2fHMX4O6ADSJKp6G4kc23tm0Ar8AYwNdjXyDxl4zDwMbA03/2/BPGvJDMF7yNgb7Cs9WUMgEZgTxD/fuCfg/ZvAbuANjJTF8uC9vJgvS3Y/q18x3AJx+I7wMu+xR/Eui9YDoz+rfPlHAhiagLeD86DF4Eaz+KvIvN/ZKeMafMmfi3ZY170OU8Qp7d5D57nPEFMyntOj8V38CzvQTnP6Dg0obxHec9ZFguCFhERERERERGRAlXsl2iJiIiIiIiIiBQ9FXhERERERERERAqcCjwiIiIiIiIiIgVOBR4RERERERERkQKnAo+IiIiIiIiISIFTgUdEREREREREpMCpwCMiIiIiIiIiUuD+H7a1CNQdsIWJAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "([780, 1029, 1674, 1934, 2248, 2255, 2392, 3311, 3832, 3874, 3910],\n", + " ['MSCI',\n", + " 'SHOP',\n", + " 'FCN',\n", + " 'DG',\n", + " 'ARWR',\n", + " 'AUDC',\n", + " 'LULU',\n", + " 'OKTA',\n", + " 'FRPT',\n", + " 'ENPH',\n", + " 'MRTX'])" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%pylab inline\n", + "pylab.rcParams['figure.figsize'] = (16, 6)\n", + "\n", + "print(topCols)\n", + "for i in range(len(investment_tickers)):\n", + " if i % 4 == 0:\n", + " print(i,i+4,)\n", + " print(PSR[idxVec[i]],)\n", + " #plotSec(picks,cols,prices,Rpicks)\n", + " plotSec(investment_tickers[i:(i+4)],cols,prices,R)\n", + "idxVec,investment_tickers" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['MSCI',\n", + " 'SHOP',\n", + " 'FCN',\n", + " 'DG',\n", + " 'ARWR',\n", + " 'AUDC',\n", + " 'LULU',\n", + " 'OKTA',\n", + " 'FRPT',\n", + " 'ENPH',\n", + " 'MRTX']" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#if len(match(investment_tickers,['BST'])) > 0: investment_tickers.remove('BST')\n", + "investment_tickers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Roll time forward one quarter to see our portfolio performance" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[]\n", + "(755, 4314)\n" + ] + }, + { + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MSCISHOPFCNDGARWRAUDCLULUOKTAFRPTENPHMRTX
0109.833893103.79000132.90000274.5517502.7400006.27454960.13000124.45999915.7000000.9200005.400000
1108.957062104.37000333.09999874.0892412.6400006.23725658.32000024.49000015.6000000.9200005.550000
2108.870369108.44000233.25000073.9350592.7400006.37710557.61000126.30999915.7000000.9500005.600000
3110.431297110.91999833.91000069.9169542.8000006.51695357.54999926.99000015.8500000.9200005.400000
4111.240669110.86000133.99000269.8976972.8600006.50763061.68999926.59000016.1500000.9800005.100000
....................................
750367.3621831039.619995117.949997197.12533643.06000134.643806366.420013211.029999115.00000073.089996143.839996
751362.3310241021.119995116.070000198.25148042.49000234.086800368.750000208.389999113.65000273.139999144.990005
752362.629913999.320007116.889999197.64357042.86000132.744015376.309998205.119995113.80000373.360001148.830002
753364.1641541037.189941116.500000197.98240743.33000233.330860378.500000209.529999113.44999775.930000148.589996
754370.2114871089.329956116.690002203.39387542.36999932.425724381.500000224.139999112.58999675.239998148.910004
\n", + "

755 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " MSCI SHOP FCN DG ARWR AUDC LULU OKTA FRPT ENPH MRTX\n", + "0 109.833893 103.790001 32.900002 74.551750 2.740000 6.274549 60.130001 24.459999 15.700000 0.920000 5.400000\n", + "1 108.957062 104.370003 33.099998 74.089241 2.640000 6.237256 58.320000 24.490000 15.600000 0.920000 5.550000\n", + "2 108.870369 108.440002 33.250000 73.935059 2.740000 6.377105 57.610001 26.309999 15.700000 0.950000 5.600000\n", + "3 110.431297 110.919998 33.910000 69.916954 2.800000 6.516953 57.549999 26.990000 15.850000 0.920000 5.400000\n", + "4 111.240669 110.860001 33.990002 69.897697 2.860000 6.507630 61.689999 26.590000 16.150000 0.980000 5.100000\n", + ".. ... ... ... ... ... ... ... ... ... ... ...\n", + "750 367.362183 1039.619995 117.949997 197.125336 43.060001 34.643806 366.420013 211.029999 115.000000 73.089996 143.839996\n", + "751 362.331024 1021.119995 116.070000 198.251480 42.490002 34.086800 368.750000 208.389999 113.650002 73.139999 144.990005\n", + "752 362.629913 999.320007 116.889999 197.643570 42.860001 32.744015 376.309998 205.119995 113.800003 73.360001 148.830002\n", + "753 364.164154 1037.189941 116.500000 197.982407 43.330002 33.330860 378.500000 209.529999 113.449997 75.930000 148.589996\n", + "754 370.211487 1089.329956 116.690002 203.393875 42.369999 32.425724 381.500000 224.139999 112.589996 75.239998 148.910004\n", + "\n", + "[755 rows x 11 columns]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.set_printoptions(threshold=sys.maxsize)\n", + "pd.set_option('display.max_rows', 500)\n", + "pd.set_option('display.max_columns', 500)\n", + "pd.set_option('display.width', 1000)\n", + "\n", + "fname1 = \"data/MVO3.2017.11/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2017.11/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2018.03/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2018.03/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2018.05/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2018.05/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2018.08/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2018.08/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2018.11/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2018.11/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2019.02/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2019.02/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2019.05/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2019.05/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2019.08/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2019.08/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2019.11/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2019.11/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2020.02/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2020.02/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2020.05/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2020.05/NASDAQ/prices.csv\"\n", + "\n", + "fname1 = \"data/MVO3.2020.08/NYSE/prices.csv\"\n", + "fname2 = \"data/MVO3.2020.08/NASDAQ/prices.csv\"\n", + "\n", + "#merge the ticker label sets:\n", + "df2 = readPrices()\n", + "prices2 = df2.values\n", + "cols = df2.columns.values.tolist()\n", + "print(df2.shape)\n", + "df2[investment_tickers]" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.09090909, 0.09090909, 0.09090909, 0.09090909, 0.09090909,\n", + " 0.09090909, 0.09090909, 0.09090909, 0.09090909, 0.09090909,\n", + " 0.09090909])" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "N = len(idxVec)\n", + "w = cupy.asarray(np.resize((1/N), N))\n", + "w" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSCI 326.900909\n", + "SHOP 757.799988\n", + "FCN 120.459999\n", + "DG 190.494156\n", + "ARWR 32.240002\n", + "AUDC 36.314293\n", + "LULU 300.100006\n", + "OKTA 195.580002\n", + "FRPT 77.180000\n", + "ENPH 58.189999\n", + "MRTX 99.190002\n", + "Name: 692, dtype: float64\n", + "MSCI 370.211487\n", + "SHOP 1089.329956\n", + "FCN 116.690002\n", + "DG 203.393875\n", + "ARWR 42.369999\n", + "AUDC 32.425724\n", + "LULU 381.500000\n", + "OKTA 224.139999\n", + "FRPT 112.589996\n", + "ENPH 75.239998\n", + "MRTX 148.910004\n", + "Name: 754, dtype: float64\n", + "MSCI 43.310578\n", + "SHOP 331.529968\n", + "FCN -3.769997\n", + "DG 12.899719\n", + "ARWR 10.129997\n", + "AUDC -3.888569\n", + "LULU 81.399994\n", + "OKTA 28.559997\n", + "FRPT 35.409996\n", + "ENPH 17.049999\n", + "MRTX 49.720002\n", + "dtype: float64\n" + ] + }, + { + "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", + "
MSCISHOPFCNDGARWRAUDCLULUOKTAFRPTENPHMRTX
692326.900909757.799988120.459999190.49415632.24000236.314293300.100006195.58000277.1858.18999999.190002
\n", + "
" + ], + "text/plain": [ + " MSCI SHOP FCN DG ARWR AUDC LULU OKTA FRPT ENPH MRTX\n", + "692 326.900909 757.799988 120.459999 190.494156 32.240002 36.314293 300.100006 195.580002 77.18 58.189999 99.190002" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "one_quarter = 62\n", + "buy_prices = df2[investment_tickers].iloc[df2.shape[0]-1-one_quarter]\n", + "print(buy_prices) #.sum())\n", + "now_prices = df2[investment_tickers].iloc[df2.shape[0]-1]\n", + "print(now_prices) #.sum())\n", + "print(now_prices-buy_prices)\n", + "df2[investment_tickers].iloc[(df2.shape[0]-1-one_quarter):(df2.shape[0]-one_quarter)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compute gross return vector and find the mean for equally weighting each security" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.2258052131035242\n" + ] + }, + { + "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", + "
MSCISHOPFCNDGARWRAUDCLULUOKTAFRPTENPHMRTX
754370.2114871089.329956116.690002203.39387542.36999932.425724381.5224.139999112.58999675.239998148.910004
\n", + "
" + ], + "text/plain": [ + " MSCI SHOP FCN DG ARWR AUDC LULU OKTA FRPT ENPH MRTX\n", + "754 370.211487 1089.329956 116.690002 203.393875 42.369999 32.425724 381.5 224.139999 112.589996 75.239998 148.910004" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(mean(now_prices/buy_prices)) #gross return\n", + "df2[investment_tickers].iloc[(df2.shape[0]-1):(df2.shape[0])] #gross returns > 1.0 are profitable" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Measuring Accuracy of Quarterly Investment Performance: Net Returns\n", + " Middle Strategy Block Bootstrap-Sampled Paths from Daily Market Historical Data\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Calc'd outide notebook:\n", + "import numpy as np, pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "plt.rcParams[\"figure.figsize\"] = [12,8]\n", + "#These timings are current as of Sep 2, 2020 SRmin last 2021.02 35.5 cannot repro not SR 14.2\n", + "data = [[4.9,-.2,8,6.2,-22.6,3.2, 16.7,10.2,-.9,7.4, -7.4, 21.6, 0.0, 47.1],\n", + "[9.9, 7.8, 6.4, 3.1, -16.6, 7.8, 5.8, 3.1, -0.5, 13.2, -4.4, 22.6, 0.0, 62.3],#SRmin \n", + "[5.6,6.1,-.4,5.26,-7.2,-.4, -1.7,4.0,7.8,-.1, -3.4,14.7, 0.0, 32.4]]\n", + "\n", + "steps = ['2017.11', '2018.02', '2018.05', '2018.08', '2018.11', '2019.02',\n", + " '2019.05', '2019.08', '2019.11', '2020.02', '2020.05', '2020.08','','Cumulative']\n", + "\n", + "DF = pd.DataFrame({'SR of Purely Historical Prices: Total Return: 47.1%': data[0],\n", + " 'SRmin or worsed case of Block Bootstrap-Sampled Prices: Total Return: 62.3%': data[1],\n", + " 'Actual S and P Performance (SPY): Total Return 32.4%': data[2]}, index=steps)\n", + "dict = {\"Purely Historical Prices\": \"lightblue\",\n", + " \"Synthetically Generated Prices\": \"limegreen\",\"S and P Performance (SPY Index)\": \"orange\"}\n", + "ax = DF.plot.bar(color=dict.values())\n", + "ax.set_title('Percentage Net Return')\n", + "ax.set_xlabel('Quarter of Simulation')\n", + "print(\" Measuring Accuracy of Quarterly Investment Performance: Net Returns\")\n", + "print(\" Middle Strategy Block Bootstrap-Sampled Paths from Daily Market Historical Data\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python (rapidgenomics)", + "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": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/README.md b/gtc21-s32407-backtestingequityinvestmentstrats/README.md new file mode 100644 index 00000000..301151ac --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/README.md @@ -0,0 +1,27 @@ +# How to Use GPUs for More Accurate Backtesting of Equity Investment Strategies [S32407] +High performance computing is important in investment back-testing when the number of scenarios is large. We'll introduce the Sharpe Ratio as a measure of investment success as well as bootstrapping, a statistical technique, to gain a robust number of potential market scenarios. For both, we will learn how to GPU-accelerate Python market simulation code using special packages like RAPIDS for data frames and Numba for numeric calculations. You'll benefit from this talk if you're not already familiar with how GPUs can be applied to HPC finance simulations. + +## Features +1. The Python Jupyter Notebook code (Part1.2021.ipynb and Part2.2021.ipynb) and Dockerfile (which will access R and Python scripts for downloading datasets needed for GTC21 session) and requirements file are all contained here.
+ +## Build +docker build --network host --file docker/Dockerfile --tag beis:nvidia . + +## Run +docker run --network host --runtime=nvidia --gpus all --rm -it beis:nvidia + +## Run notebooks: already in Dockerfile +jupyter notebook --ip=0.0.0.0 --port=8888 --allow-root --no-browser --NotebookApp.token='' + +## Release Notes +**v21.04** +1. First release (GTC21)
+ +## End User License Agreement (EULA) +Refer to the included Apache 2.0 License Agreement in **LICENSE** for guidance. + +## References +[1] RDocumentation 2.0, https://github.com/datacamp/rdocumentation-2.0
+[2] Bennett, M.J., Hugen, D.L., Financial Analytics with R: Building a Laptop Laboratory for Data Science, Cambridge University Press, 978-1316584460, 2016. + +**Mark Bennett** mbennett@nvidia.com diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/data/README.md b/gtc21-s32407-backtestingequityinvestmentstrats/data/README.md new file mode 100644 index 00000000..5c9c9867 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/data/README.md @@ -0,0 +1 @@ +download data here diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/docker/.gitkeep b/gtc21-s32407-backtestingequityinvestmentstrats/docker/.gitkeep new file mode 100644 index 00000000..e69de29b diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/docker/Dockerfile b/gtc21-s32407-backtestingequityinvestmentstrats/docker/Dockerfile new file mode 100644 index 00000000..e583d907 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/docker/Dockerfile @@ -0,0 +1,38 @@ +############################################################## +# This Dockerfile contains the needed NVIDIA +# libraries, and plugins to enable the notebook for the GTC 2021 +# presentation and course "How to Use GPUs for Accurate Backtesting Equity Investment Straegies" +# +# BUILD: docker build --network=host --file docker/Dockerfile --tag beis:nvidia . +# RUN: docker run --gpus all --rm -it -p 8888:8888 -p 8889:8889 -p 8787:8787 -p 8788:8788 beis:nvidia +# JUPYTER NOTEBOOK: /jupyter + +############################################################## +FROM nvcr.io/nvidia/rapidsai/rapidsai:0.18-cuda11.0-runtime-ubuntu18.04 + +RUN apt-get update -y && \ + apt-get install -y r-base && \ + apt-get install libcurl4-openssl-dev && which R +RUN R -e "install.packages('tseries',dependencies=TRUE, repos='http://cran.rstudio.com/')" + +ADD docker/requirements.txt /workspace/requirements.txt +ADD docker/nvdashboard.json /workspace/nvdashboard.json +ADD ./scripts /rapids/notebooks/FinAnalytics/ +RUN cd /rapids/notebooks/FinAnalytics && \ + ln -s /rapids/notebooks/FinAnalytics ../data && \ + sh run.sh +ADD ./LICENSE /rapids/notebooks/ +ADD ./README.md /rapids/notebooks/ +ADD ./Part1.2021.ipynb /rapids/notebooks/ +ADD ./Part2.2021.ipynb /rapids/notebooks/ + +EXPOSE 8888 +EXPOSE 8889 +EXPOSE 8787 +EXPOSE 8788 + +WORKDIR /rapids/notebooks +CMD echo You now have 2 quarters of NYSE and NASDAQ prices so notebook runs will be OUT OF SAMPLE as expected. +CMD echo You may modify bottom of scripts/createDirOfPrices.R lines and rerun docker build and docker run to download another pair of quarters. +CMD echo Attempting to start jupyter now... +CMD ["jupyter", "lab", "--ip=0.0.0.0", "--port=8888", "--allow-root", "--NotebookApp.token=''"] diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/docker/nvdashboard.json b/gtc21-s32407-backtestingequityinvestmentstrats/docker/nvdashboard.json new file mode 100644 index 00000000..635bcde1 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/docker/nvdashboard.json @@ -0,0 +1 @@ +{"data":{"layout-restorer:data":{"main":{"dock":{"type":"split-area","orientation":"horizontal","sizes":[0.7292850442404374,0.2707149557595626],"children":[{"type":"tab-area","currentIndex":1,"widgets":["editor:LICENSE"]},{"type":"split-area","orientation":"vertical","sizes":[0.4928608837295376,0.5071391162704624],"children":[{"type":"tab-area","currentIndex":0,"widgets":["nvdashboard-launcher:/GPU-Utilization"]},{"type":"tab-area","currentIndex":0,"widgets":["nvdashboard-launcher:/GPU-Memory"]}]}]},"mode":"multiple-document","current":"terminal:1"},"left":{"collapsed":false,"current":"filebrowser","widgets":["filebrowser","running-sessions","nvdashboard-launcher","dask-dashboard-launcher","command-palette","jp-property-inspector","tab-manager","extensionmanager.main-view"]},"right":{"collapsed":true,"widgets":[]}},"nvdashboard-launcher:/GPU-Utilization":{"data":{"label":"GPU Utilization","route":"/GPU-Utilization"}},"nvdashboard-launcher:/GPU-Memory":{"data":{"label":"GPU Memory","route":"/GPU-Memory"}},"file-browser-filebrowser:cwd":{"path":""},"editor:LICENSE":{"data":{"path":"LICENSE","factory":"Editor"}}},"metadata":{"id":"/lab"}} diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/docker/requirements.txt b/gtc21-s32407-backtestingequityinvestmentstrats/docker/requirements.txt new file mode 100644 index 00000000..2cf57d6b --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/docker/requirements.txt @@ -0,0 +1,12 @@ +sklearn +scikit-build +pybind11 +numpy<1.19.0 +matplotlib +cupy-cuda110 +pandas +dask-cuda +jupyter +jupyterlab==1.2.1 +jupyterlab-nvdashboard +dask_labextension diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/docker/run-jupyterlab.sh b/gtc21-s32407-backtestingequityinvestmentstrats/docker/run-jupyterlab.sh new file mode 100644 index 00000000..5f61764b --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/docker/run-jupyterlab.sh @@ -0,0 +1,2 @@ +#!/usr/bin/env bash +PYTHONPATH=/rapids /opt/conda/bin/jupyter-lab --ip=0.0.0.0 --port=8888 --allow-root --NotebookApp.token='' diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/NASDAQclean.txt b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/NASDAQclean.txt new file mode 100644 index 00000000..52ba9478 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/NASDAQclean.txt @@ -0,0 +1,3182 @@ +Symbol Name +AABA Altaba Inc. +AAL American Airlines Group, Inc. +AAME Atlantic American Corporation +AAOI Applied Optoelectronics, Inc. +AAON AAON, Inc. +AAPL Apple Inc. +AAWW Atlas Air Worldwide Holdings +AAXJ iShares MSCI All Country Asia ex Japan Index Fund +AAXN Axon Enterprise, Inc. +ABCB Ameris Bancorp +ABDC Alcentra Capital Corp. +ABEO Abeona Therapeutics Inc. +ABEOW Abeona Therapeutics Inc. +ABIL Ability Inc. +ABIO ARCA biopharma, Inc. +ABMD ABIOMED, Inc. +ABTX Allegiance Bancshares, Inc. +ABUS Arbutus Biopharma Corporation +ACAD ACADIA Pharmaceuticals Inc. +ACAM Acamar Partners Acquisition Corp. +ACAMU Acamar Partners Acquisition Corp. +ACAMW Acamar Partners Acquisition Corp. +ACBI Atlantic Capital Bancshares, Inc. +ACER Acer Therapeutics Inc. +ACGL Arch Capital Group Ltd. +ACGLO Arch Capital Group Ltd. +ACGLP Arch Capital Group Ltd. +ACHC Acadia Healthcare Company, Inc. +ACHN Achillion Pharmaceuticals, Inc. +ACHV Achieve Life Sciences, Inc. +ACIA Acacia Communications, Inc. +ACIU AC Immune SA +ACIW ACI Worldwide, Inc. +ACLS Axcelis Technologies, Inc. +ACMR ACM Research, Inc. +ACNB ACNB Corporation +ACOR Acorda Therapeutics, Inc. +ACRS Aclaris Therapeutics, Inc. +ACRX AcelRx Pharmaceuticals, Inc. +ACST Acasti Pharma, Inc. +ACTG Acacia Research Corporation +ACTT Act II Global Acquisition Corp. +ACTTU Act II Global Acquisition Corp. +ACTTW Act II Global Acquisition Corp. +ACWI iShares MSCI ACWI Index Fund +ACWX iShares MSCI ACWI ex US Index Fund +ADAP Adaptimmune Therapeutics plc +ADBE Adobe Inc. +ADES Advanced Emissions Solutions, Inc. +ADI Analog Devices, Inc. +ADIL Adial Pharmaceuticals, Inc +ADILW Adial Pharmaceuticals, Inc +ADMA ADMA Biologics Inc +ADMP Adamis Pharmaceuticals Corporation +ADMS Adamas Pharmaceuticals, Inc. +ADOM ADOMANI, Inc. +ADP Automatic Data Processing, Inc. +ADRA Invesco BLDRS Asia 50 ADR Index Fund +ADRD Invesco BLDRS Developed Markets 100 ADR Index Fund +ADRE Invesco BLDRS Emerging Markets 50 ADR Index Fund +ADRO Aduro Biotech, Inc. +ADRU Invesco BLDRS Europe Select ADR Index Fund +ADSK Autodesk, Inc. +ADTN ADTRAN, Inc. +ADUS Addus HomeCare Corporation +ADVM Adverum Biotechnologies, Inc. +ADXS Advaxis, Inc. +ADYX Adynxx, Inc. +AEGN Aegion Corp +AEHR Aehr Test Systems +AEIS Advanced Energy Industries, Inc. +AEMD Aethlon Medical, Inc. +AERI Aerie Pharmaceuticals, Inc. +AETI American Electric Technologies, Inc. +AEY ADDvantage Technologies Group, Inc. +AEYE AudioEye, Inc. +AEZS AEterna Zentaris Inc. +AFH Atlas Financial Holdings, Inc. +AFHBL Atlas Financial Holdings, Inc. +AFIN American Finance Trust, Inc. +AFINP American Finance Trust, Inc. +AFMD Affimed N.V. +AGBAU AGBA Acquisition Limited +AGEN Agenus Inc. +AGFS AgroFresh Solutions, Inc. +AGFSW AgroFresh Solutions, Inc. +AGIO Agios Pharmaceuticals, Inc. +AGLE Aeglea BioTherapeutics, Inc. +AGMH AGM Group Holdings Inc. +AGNC AGNC Investment Corp. +AGNCB AGNC Investment Corp. +AGNCM AGNC Investment Corp. +AGNCN AGNC Investment Corp. +AGND WisdomTree Barclays Negative Duration U.S. Aggregate Bond Fund +AGRX Agile Therapeutics, Inc. +AGTC Applied Genetic Technologies Corporation +AGYS Agilysys, Inc. +AGZD WisdomTree Interest Rate Hedged U.S. Aggregate Bond Fund +AHPI Allied Healthcare Products, Inc. +AIHS Senmiao Technology Limited +AIMC Altra Industrial Motion Corp. +AIMT Aimmune Therapeutics, Inc. +AINV Apollo Investment Corporation +AIPT Precision Therapeutics Inc. +AIRG Airgain, Inc. +AIRT Air T, Inc. +AITB AIT Therapeutics, Inc. +AKAM Akamai Technologies, Inc. +AKBA Akebia Therapeutics, Inc. +AKCA Akcea Therapeutics, Inc. +AKER Akers Biosciences Inc. +AKRX Akorn, Inc. +AKTS Akoustis Technologies, Inc. +AKTX Akari Therapeutics Plc +ALAC Alberton Acquisition Corporation +ALACR Alberton Acquisition Corporation +ALACU Alberton Acquisition Corporation +ALACW Alberton Acquisition Corporation +ALBO Albireo Pharma, Inc. +ALCO Alico, Inc. +ALDR Alder BioPharmaceuticals, Inc. +ALDX Aldeyra Therapeutics, Inc. +ALEC Alector, Inc. +ALGN Align Technology, Inc. +ALGR Allegro Merger Corp. +ALGRR Allegro Merger Corp. +ALGRU Allegro Merger Corp. +ALGRW Allegro Merger Corp. +ALGT Allegiant Travel Company +ALIM Alimera Sciences, Inc. +ALJJ ALJ Regional Holdings, Inc. +ALKS Alkermes plc +ALLK Allakos Inc. +ALLO Allogene Therapeutics, Inc. +ALLT Allot Ltd. +ALNA Allena Pharmaceuticals, Inc. +ALNY Alnylam Pharmaceuticals, Inc. +ALOT AstroNova, Inc. +ALPN Alpine Immune Sciences, Inc. +ALRM Alarm.com Holdings, Inc. +ALRN Aileron Therapeutics, Inc. +ALSK Alaska Communications Systems Group, Inc. +ALT Altimmune, Inc. +ALTM Altus Midstream Company +ALTR Altair Engineering Inc. +ALXN Alexion Pharmaceuticals, Inc. +ALYA Alithya Group inc. +AMAG AMAG Pharmaceuticals, Inc. +AMAL Amalgamated Bank +AMAT Applied Materials, Inc. +AMBA Ambarella, Inc. +AMBC Ambac Financial Group, Inc. +AMBCW Ambac Financial Group, Inc. +AMCI AMCI Acquisition Corp. +AMCIU AMCI Acquisition Corp. +AMCIW AMCI Acquisition Corp. +AMCN AirMedia Group Inc. +AMCX AMC Networks Inc. +AMD Advanced Micro Devices, Inc. +AMED Amedisys Inc +AMEH Apollo Medical Holdings, Inc. +AMGN Amgen Inc. +AMKR Amkor Technology, Inc. +AMNB American National Bankshares, Inc. +AMOT Allied Motion Technologies, Inc. +AMPH Amphastar Pharmaceuticals, Inc. +AMR Alta Mesa Resources, Inc. +AMRB American River Bankshares +AMRH Ameri Holdings, Inc. +AMRHW Ameri Holdings, Inc. +AMRK A-Mark Precious Metals, Inc. +AMRN Amarin Corporation plc +AMRS Amyris, Inc. +AMRWW Alta Mesa Resources, Inc. +AMSC American Superconductor Corporation +AMSF AMERISAFE, Inc. +AMSWA American Software, Inc. +AMTB Mercantil Bank Holding Corporation +AMTBB Mercantil Bank Holding Corporation +AMTD TD Ameritrade Holding Corporation +AMTX Aemetis, Inc +AMWD American Woodmark Corporation +AMZN Amazon.com, Inc. +ANAB AnaptysBio, Inc. +ANAT American National Insurance Company +ANCN Anchiano Therapeutics Ltd. +ANDA Andina Acquisition Corp. III +ANDAR Andina Acquisition Corp. III +ANDAU Andina Acquisition Corp. III +ANDAW Andina Acquisition Corp. III +ANDE The Andersons, Inc. +ANGI ANGI Homeservices Inc. +ANGO AngioDynamics, Inc. +ANIK Anika Therapeutics Inc. +ANIP ANI Pharmaceuticals, Inc. +ANIX Anixa Biosciences, Inc. +ANSS ANSYS, Inc. +ANY Sphere 3D Corp. +AOBC American Outdoor Brands Corporation +AOSL Alpha and Omega Semiconductor Limited +APDN Applied DNA Sciences Inc +APDNW Applied DNA Sciences Inc +APEI American Public Education, Inc. +APEN Apollo Endosurgery, Inc. +APLS Apellis Pharmaceuticals, Inc. +APLT Applied Therapeutics, Inc. +APM Aptorum Group Limited +APOG Apogee Enterprises, Inc. +APOP Cellect Biotechnology Ltd. +APOPW Cellect Biotechnology Ltd. +APPF AppFolio, Inc. +APPN Appian Corporation +APPS Digital Turbine, Inc. +APTO Aptose Biosciences, Inc. +APTX Aptinyx Inc. +APVO Aptevo Therapeutics Inc. +APWC Asia Pacific Wire & Cable Corporation Limited +APYX Apyx Medical Corporation +AQB AquaBounty Technologies, Inc. +AQMS Aqua Metals, Inc. +AQST Aquestive Therapeutics, Inc. +AQXP Aquinox Pharmaceuticals, Inc. +ARAV Aravive, Inc. +ARAY Accuray Incorporated +ARCB ArcBest Corporation +ARCC Ares Capital Corporation +ARCE Arco Platform Limited +ARCI Appliance Recycling Centers of America, Inc. +ARCT Arcturus Therapeutics Ltd. +ARCW ARC Group Worldwide, Inc. +ARDS Aridis Pharmaceuticals Inc. +ARDX Ardelyx, Inc. +AREC American Resources Corporation +AREX Approach Resources Inc. +ARGX argenx SE +ARKR Ark Restaurants Corp. +ARLP Alliance Resource Partners, L.P. +ARNA Arena Pharmaceuticals, Inc. +AROW Arrow Financial Corporation +ARPO Aerpio Pharmaceuticals, Inc. +ARQL ArQule, Inc. +ARRY Array BioPharma Inc. +ARTNA Artesian Resources Corporation +ARTW Art's-Way Manufacturing Co., Inc. +ARTX Arotech Corporation +ARVN Arvinas, Inc. +ARWR Arrowhead Pharmaceuticals, Inc. +ARYA ARYA Sciences Acquisition Corp. +ARYAU ARYA Sciences Acquisition Corp. +ARYAW ARYA Sciences Acquisition Corp. +ASCMA Ascent Capital Group, Inc. +ASET FlexShares Real Assets Allocation Index Fund +ASFI Asta Funding, Inc. +ASLN ASLAN Pharmaceuticals Limited +ASMB Assembly Biosciences, Inc. +ASML ASML Holding N.V. +ASNA Ascena Retail Group, Inc. +ASND Ascendis Pharma A/S +ASPS Altisource Portfolio Solutions S.A. +ASPU Aspen Group Inc. +ASRT Assertio Therapeutics, Inc. +ASRV AmeriServ Financial Inc. +ASRVP AmeriServ Financial Inc. +ASTC Astrotech Corporation +ASTE Astec Industries, Inc. +ASUR Asure Software Inc +ASV ASV Holdings, Inc. +ASYS Amtech Systems, Inc. +ATAI ATA Inc. +ATAX America First Multifamily Investors, L.P. +ATEC Alphatec Holdings, Inc. +ATHE Alterity Therapeutics Limited +ATHX Athersys, Inc. +ATIF ATIF Holdings Limited +ATIS Attis Industries Inc. +ATISW Attis Industries Inc. +ATLC Atlanticus Holdings Corporation +ATLO Ames National Corporation +ATNI ATN International, Inc. +ATNX Athenex, Inc. +ATOM Atomera Incorporated +ATOS Atossa Genetics Inc. +ATRA Atara Biotherapeutics, Inc. +ATRC AtriCure, Inc. +ATRI Atrion Corporation +ATRO Astronics Corporation +ATRS Antares Pharma, Inc. +ATSG Air Transport Services Group, Inc +ATVI Activision Blizzard, Inc +ATXI Avenue Therapeutics, Inc. +AUB Atlantic Union Bankshares Corporation +AUBN Auburn National Bancorporation, Inc. +AUDC AudioCodes Ltd. +AUPH Aurinia Pharmaceuticals Inc +AUTL Autolus Therapeutics plc +AUTO AutoWeb, Inc. +AVAV AeroVironment, Inc. +AVCO Avalon GloboCare Corp. +AVDL Avadel Pharmaceuticals plc +AVDR Avedro, Inc +AVEO AVEO Pharmaceuticals, Inc. +AVGO Broadcom Inc. +AVGR Avinger, Inc. +AVID Avid Technology, Inc. +AVNW Aviat Networks, Inc. +AVRO AVROBIO, Inc. +AVT Avnet, Inc. +AVXL Anavex Life Sciences Corp. +AWRE Aware, Inc. +AWSM Cool Holdings Inc. +AXAS Abraxas Petroleum Corporation +AXDX Accelerate Diagnostics, Inc. +AXGN AxoGen, Inc. +AXGT Axovant Gene Therapies Ltd. +AXLA Axcella Health Inc. +AXNX Axonics Modulation Technologies, Inc. +AXSM Axsome Therapeutics, Inc. +AXTI AXT Inc +AY Atlantica Yield plc +AYTU Aytu BioScience, Inc. +AZPN Aspen Technology, Inc. +AZRX AzurRx BioPharma, Inc. +BABY Natus Medical Incorporated +BAND Bandwidth Inc. +BANF BancFirst Corporation +BANFP BancFirst Corporation +BANR Banner Corporation +BANX StoneCastle Financial Corp +BASI Bioanalytical Systems, Inc. +BATRA Liberty Media Corporation +BATRK Liberty Media Corporation +BBBY Bed Bath & Beyond Inc. +BBCP Concrete Pumping Holdings, Inc. +BBGI Beasley Broadcast Group, Inc. +BBSI Barrett Business Services, Inc. +BCBP BCB Bancorp, Inc. (NJ) +BCLI Brainstorm Cell Therapeutics Inc. +BCML BayCom Corp +BCOM B Communications Ltd. +BCOR Blucora, Inc. +BCOV Brightcove Inc. +BCOW 1895 Bancorp of Wisconsin, Inc. +BCPC Balchem Corporation +BCRX BioCryst Pharmaceuticals, Inc. +BCTF Bancorp 34, Inc. +BCYC Bicycle Therapeutics plc +BDGE Bridge Bancorp, Inc. +BDSI BioDelivery Sciences International, Inc. +BEAT BioTelemetry, Inc. +BECN Beacon Roofing Supply, Inc. +BEER Bricktown Restaurant Group, Inc. +BELFA Bel Fuse Inc. +BELFB Bel Fuse Inc. +BFC Bank First National Corporation +BFIN BankFinancial Corporation +BFRA Biofrontera AG +BFST Business First Bancshares, Inc. +BGCP BGC Partners, Inc. +BGFV Big 5 Sporting Goods Corporation +BGNE BeiGene, Ltd. +BHF Brighthouse Financial, Inc. +BHFAL Brighthouse Financial, Inc. +BHFAP Brighthouse Financial, Inc. +BHTG BioHiTech Global, Inc. +BIB ProShares Ultra Nasdaq Biotechnology +BICK First Trust BICK Index Fund +BIDU Baidu, Inc. +BIIB Biogen Inc. +BILI Bilibili Inc. +BIMI NF Energy Saving Corporation +BIOC Biocept, Inc. +BIOL Biolase, Inc. +BIOS BioScrip, Inc. +BIQI BIQI International Holdings Corporation +BIS ProShares UltraShort Nasdaq Biotechnology +BJRI BJ's Restaurants, Inc. +BKCC BlackRock Capital Investment Corporation +BKEP Blueknight Energy Partners L.P., L.L.C. +BKEPP Blueknight Energy Partners L.P., L.L.C. +BKNG Booking Holdings Inc. +BKSC Bank of South Carolina Corp. +BKYI BIO-key International, Inc. +BL BlackLine, Inc. +BLBD Blue Bird Corporation +BLCM Bellicum Pharmaceuticals, Inc. +BLDP Ballard Power Systems, Inc. +BLDR Builders FirstSource, Inc. +BLFS BioLife Solutions, Inc. +BLIN Bridgeline Digital, Inc. +BLKB Blackbaud, Inc. +BLMN Bloomin' Brands, Inc. +BLNK Blink Charging Co. +BLNKW Blink Charging Co. +BLPH Bellerophon Therapeutics, Inc. +BLRX BioLineRx Ltd. +BLUE bluebird bio, Inc. +BMCH BMC Stock Holdings, Inc. +BMLP Bank Of Montreal +BMRA Biomerica, Inc. +BMRC Bank of Marin Bancorp +BMRN BioMarin Pharmaceutical Inc. +BMTC Bryn Mawr Bank Corporation +BNFT Benefitfocus, Inc. +BNGO Bionano Genomics, Inc. +BNGOW Bionano Genomics, Inc. +BNSO Bonso Electronics International, Inc. +BNTC Benitec Biopharma Limited +BNTCW Benitec Biopharma Limited +BOCH Bank of Commerce Holdings (CA) +BOKF BOK Financial Corporation +BOKFL BOK Financial Corporation +BOLD Audentes Therapeutics, Inc. +BOMN Boston Omaha Corporation +BOOM DMC Global Inc. +BOSC B.O.S. Better Online Solutions +BOTJ Bank of the James Financial Group, Inc. +BOXL Boxlight Corporation +BPFH Boston Private Financial Holdings, Inc. +BPMC Blueprint Medicines Corporation +BPOP Popular, Inc. +BPOPM Popular, Inc. +BPOPN Popular, Inc. +BPR Brookfield Property REIT Inc. +BPRAP Brookfield Property REIT Inc. +BPRN The Bank of Princeton +BPTH Bio-Path Holdings, Inc. +BPY Brookfield Property Partners L.P. +BPYPP Brookfield Property Partners L.P. +BRAC Black Ridge Acquisition Corp. +BRACR Black Ridge Acquisition Corp. +BRACU Black Ridge Acquisition Corp. +BRACW Black Ridge Acquisition Corp. +BREW Craft Brew Alliance, Inc. +BRID Bridgford Foods Corporation +BRKL Brookline Bancorp, Inc. +BRKR Bruker Corporation +BRKS Brooks Automation, Inc. +BROG Twelve Seas Investment Company +BROGR Twelve Seas Investment Company +BROGU Twelve Seas Investment Company +BROGW Twelve Seas Investment Company +BRPA Big Rock Partners Acquisition Corp. +BRPAR Big Rock Partners Acquisition Corp. +BRPAU Big Rock Partners Acquisition Corp. +BRPAW Big Rock Partners Acquisition Corp. +BRQS Borqs Technologies, Inc. +BRY Berry Petroleum Corporation +BSET Bassett Furniture Industries, Incorporated +BSGM BioSig Technologies, Inc. +BSQR BSQUARE Corporation +BSRR Sierra Bancorp +BSTC BioSpecifics Technologies Corp +BSVN Bank7 Corp. +BTAI BioXcel Therapeutics, Inc. +BURG Chanticleer Holdings, Inc. +BUSE First Busey Corporation +BVNSC Brandes Investment Trust +BVSN BroadVision, Inc. +BVXV BiondVax Pharmaceuticals Ltd. +BVXVW BiondVax Pharmaceuticals Ltd. +BWAY Brainsway Ltd. +BWB Bridgewater Bancshares, Inc. +BWEN Broadwind Energy, Inc. +BWFG Bankwell Financial Group, Inc. +BWMC Boxwood Merger Corp. +BWMCU Boxwood Merger Corp. +BWMCW Boxwood Merger Corp. +BYFC Broadway Financial Corporation +BYND Beyond Meat, Inc. +BYSI BeyondSpring, Inc. +BZUN Baozun Inc. +CAAS China Automotive Systems, Inc. +CAC Camden National Corporation +CACC Credit Acceptance Corporation +CADC China Advanced Construction Materials Group, Inc. +CAKE The Cheesecake Factory Incorporated +CALA Calithera Biosciences, Inc. +CALM Cal-Maine Foods, Inc. +CAMP CalAmp Corp. +CAMT Camtek Ltd. +CAPR Capricor Therapeutics, Inc. +CAR Avis Budget Group, Inc. +CARA Cara Therapeutics, Inc. +CARB Carbonite, Inc. +CARE Carter Bank & Trust +CARG CarGurus, Inc. +CARO Carolina Financial Corporation +CART Carolina Trust BancShares, Inc. +CARV Carver Bancorp, Inc. +CARZ First Trust NASDAQ Global Auto Index Fund +CASA Casa Systems, Inc. +CASH Meta Financial Group, Inc. +CASI CASI Pharmaceuticals, Inc. +CASS Cass Information Systems, Inc +CASY Caseys General Stores, Inc. +CATB Catabasis Pharmaceuticals, Inc. +CATC Cambridge Bancorp +CATM Cardtronics plc +CATS Catasys, Inc. +CATY Cathay General Bancorp +CBAN Colony Bankcorp, Inc. +CBAT CBAK Energy Technology, Inc. +CBAY CymaBay Therapeutics Inc. +CBFV CB Financial Services, Inc. +CBIO Catalyst Biosciences, Inc. +CBLI Cleveland BioLabs, Inc. +CBLK Carbon Black, Inc. +CBMB CBM Bancorp, Inc. +CBMG Cellular Biomedicine Group, Inc. +CBNK Capital Bancorp, Inc. +CBOE Cboe Global Markets, Inc. +CBPO China Biologic Products Holdings, Inc. +CBRL Cracker Barrel Old Country Store, Inc. +CBSH Commerce Bancshares, Inc. +CBSHP Commerce Bancshares, Inc. +CBTX CBTX, Inc. +CCB Coastal Financial Corporation +CCBG Capital City Bank Group +CCCL China Ceramics Co., Ltd. +CCD Calamos Dynamic Convertible & Income Fund +CCIH ChinaCache International Holdings Ltd. +CCLP CSI Compressco LP +CCMP Cabot Microelectronics Corporation +CCNE CNB Financial Corporation +CCNI Command Center, Inc. +CCOI Cogent Communications Holdings, Inc. +CCRC China Customer Relations Centers, Inc. +CCRN Cross Country Healthcare, Inc. +CCXI ChemoCentryx, Inc. +CDEV Centennial Resource Development, Inc. +CDK CDK Global, Inc. +CDLX Cardlytics, Inc. +CDMO Avid Bioservices, Inc. +CDMOP Avid Bioservices, Inc. +CDNA CareDx, Inc. +CDNS Cadence Design Systems, Inc. +CDOR Condor Hospitality Trust, Inc. +CDTX Cidara Therapeutics, Inc. +CDW CDW Corporation +CDXC ChromaDex Corporation +CDXS Codexis, Inc. +CDZI Cadiz, Inc. +CECE CECO Environmental Corp. +CECO Career Education Corporation +CELC Celcuity Inc. +CELG Celgene Corporation +CELGZ Celgene Corporation +CELH Celsius Holdings, Inc. +CEMI Chembio Diagnostics, Inc. +CENT Central Garden & Pet Company +CENTA Central Garden & Pet Company +CENX Century Aluminum Company +CERC Cerecor Inc. +CERN Cerner Corporation +CERS Cerus Corporation +CETV Central European Media Enterprises Ltd. +CETX Cemtrex Inc. +CETXP Cemtrex Inc. +CETXW Cemtrex Inc. +CEVA CEVA, Inc. +CFBI Community First Bancshares, Inc. +CFBK Central Federal Corporation +CFFA CF Finance Acquisition Corp. +CFFAU CF Finance Acquisition Corp. +CFFAW CF Finance Acquisition Corp. +CFFI C&F Financial Corporation +CFFN Capitol Federal Financial, Inc. +CFMS ConforMIS, Inc. +CFRX ContraFect Corporation +CG The Carlyle Group L.P. +CGBD TCG BDC, Inc. +CGEN Compugen Ltd. +CGIX Cancer Genetics, Inc. +CGNX Cognex Corporation +CGO Calamos Global Total Return Fund +CHCI Comstock Holding Companies, Inc. +CHCO City Holding Company +CHDN Churchill Downs, Incorporated +CHEF The Chefs' Warehouse, Inc. +CHEK Check-Cap Ltd. +CHEKW Check-Cap Ltd. +CHEKZ Check-Cap Ltd. +CHFC Chemical Financial Corporation +CHFS CHF Solutions, Inc. +CHI Calamos Convertible Opportunities and Income Fund +CHKE Cherokee Inc. +CHKP Check Point Software Technologies Ltd. +CHMA Chiasma, Inc. +CHMG Chemung Financial Corp +CHNR China Natural Resources, Inc. +CHRS Coherus BioSciences, Inc. +CHRW C.H. Robinson Worldwide, Inc. +CHSCL CHS Inc +CHSCM CHS Inc +CHSCN CHS Inc +CHSCO CHS Inc +CHSCP CHS Inc +CHTR Charter Communications, Inc. +CHUY Chuy's Holdings, Inc. +CHW Calamos Global Dynamic Income Fund +CHY Calamos Convertible and High Income Fund +CIDM Cinedigm Corp +CIFS China Internet Nationwide Financial Services Inc. +CIGI Colliers International Group Inc. +CINF Cincinnati Financial Corporation +CIVB Civista Bancshares, Inc. +CIVBP Civista Bancshares, Inc. +CIZN Citizens Holding Company +CJJD China Jo-Jo Drugstores, Inc. +CKPT Checkpoint Therapeutics, Inc. +CLAR Clarus Corporation +CLBK Columbia Financial, Inc. +CLBS Caladrius Biosciences, Inc. +CLCT Collectors Universe, Inc. +CLDB Cortland Bancorp +CLDC China Lending Corporation +CLDX Celldex Therapeutics, Inc. +CLFD Clearfield, Inc. +CLGN CollPlant Holdings, Ltd. +CLIR ClearSign Combustion Corporation +CLLS Cellectis S.A. +CLMT Calumet Specialty Products Partners, L.P. +CLNE Clean Energy Fuels Corp. +CLPS CLPS Incorporation +CLRB Cellectar Biosciences, Inc. +CLRBW Cellectar Biosciences, Inc. +CLRBZ Cellectar Biosciences, Inc. +CLRO ClearOne, Inc. +CLSD Clearside Biomedical, Inc. +CLSN Celsion Corporation +CLUB Town Sports International Holdings, Inc. +CLVS Clovis Oncology, Inc. +CLWT Euro Tech Holdings Company Limited +CLXT Calyxt, Inc. +CMCO Columbus McKinnon Corporation +CMCSA Comcast Corporation +CMCT CIM Commercial Trust Corporation +CMCTP CIM Commercial Trust Corporation +CME CME Group Inc. +CMFN CM Finance Inc +CMFNL CM Finance Inc +CMLS Cumulus Media Inc. +CMPR Cimpress N.V +CMRX Chimerix, Inc. +CMTL Comtech Telecommunications Corp. +CNAC Constellation Alpha Capital Corp. +CNACR Constellation Alpha Capital Corp. +CNACU Constellation Alpha Capital Corp. +CNACW Constellation Alpha Capital Corp. +CNAT Conatus Pharmaceuticals Inc. +CNBKA Century Bancorp, Inc. +CNCE Concert Pharmaceuticals, Inc. +CNET ChinaNet Online Holdings, Inc. +CNFR Conifer Holdings, Inc. +CNFRL Conifer Holdings, Inc. +CNMD CONMED Corporation +CNOB ConnectOne Bancorp, Inc. +CNSL Consolidated Communications Holdings, Inc. +CNST Constellation Pharmaceuticals, Inc. +CNTF China TechFaith Wireless Communication Technology Limited +CNTY Century Casinos, Inc. +CNXN PC Connection, Inc. +COCP Cocrystal Pharma, Inc. +CODA Coda Octopus Group, Inc. +CODX Co-Diagnostics, Inc. +COHR Coherent, Inc. +COHU Cohu, Inc. +COKE Coca-Cola Consolidated, Inc. +COLB Columbia Banking System, Inc. +COLL Collegium Pharmaceutical, Inc. +COLM Columbia Sportswear Company +COMM CommScope Holding Company, Inc. +CONE CyrusOne Inc +CONN Conn's, Inc. +COOP Mr. Cooper Group Inc. +CORE Core-Mark Holding Company, Inc. +CORT Corcept Therapeutics Incorporated +CORV Correvio Pharma Corp. +COST Costco Wholesale Corporation +COUP Coupa Software Incorporated +COWN Cowen Inc. +COWNL Cowen Inc. +COWNZ Cowen Inc. +CPAH CounterPath Corporation +CPHC Canterbury Park Holding Corporation +CPIX Cumberland Pharmaceuticals Inc. +CPLP Capital Product Partners L.P. +CPRT Copart, Inc. +CPRX Catalyst Pharmaceuticals, Inc. +CPSH CPS Technologies Corp. +CPSI Computer Programs and Systems, Inc. +CPSS Consumer Portfolio Services, Inc. +CPST Capstone Turbine Corporation +CPTA Capitala Finance Corp. +CPTAG Capitala Finance Corp. +CPTAL Capitala Finance Corp. +CRAI CRA International,Inc. +CRAY Cray Inc +CRBP Corbus Pharmaceuticals Holdings, Inc. +CREE Cree, Inc. +CREG China Recycling Energy Corporation +CRESY Cresud S.A.C.I.F. y A. +CREX Creative Realities, Inc. +CREXW Creative Realities, Inc. +CRIS Curis, Inc. +CRMT America's Car-Mart, Inc. +CRNT Ceragon Networks Ltd. +CRNX Crinetics Pharmaceuticals, Inc. +CRON Cronos Group Inc. +CROX Crocs, Inc. +CRSA Crescent Acquisition Corp +CRSAU Crescent Acquisition Corp +CRSAW Crescent Acquisition Corp +CRSP CRISPR Therapeutics AG +CRTO Criteo S.A. +CRTX Cortexyme, Inc. +CRUS Cirrus Logic, Inc. +CRUSC Calvert Management Series +CRVL CorVel Corp. +CRVS Corvus Pharmaceuticals, Inc. +CRWS Crown Crafts, Inc. +CRZO Carrizo Oil & Gas, Inc. +CSBR Champions Oncology, Inc. +CSCO Cisco Systems, Inc. +CSFL CenterState Bank Corporation +CSGP CoStar Group, Inc. +CSGS CSG Systems International, Inc. +CSII Cardiovascular Systems, Inc. +CSIQ Canadian Solar Inc. +CSOD Cornerstone OnDemand, Inc. +CSPI CSP Inc. +CSQ Calamos Strategic Total Return Fund +CSSE Chicken Soup for the Soul Entertainment, Inc. +CSSEP Chicken Soup for the Soul Entertainment, Inc. +CSTE Caesarstone Ltd. +CSTR CapStar Financial Holdings, Inc. +CSWC Capital Southwest Corporation +CSWCL Capital Southwest Corporation +CSWI CSW Industrials, Inc. +CSX CSX Corporation +CTAC ChaSerg Technology Acquisition Corp. +CTACU ChaSerg Technology Acquisition Corp. +CTACW ChaSerg Technology Acquisition Corp. +CTAS Cintas Corporation +CTBI Community Trust Bancorp, Inc. +CTG Computer Task Group, Incorporated +CTHR Charles & Colvard Ltd. +CTIB CTI Industries Corporation +CTIC CTI BioPharma Corp. +CTMX CytomX Therapeutics, Inc. +CTRC Centric Brands Inc. +CTRE CareTrust REIT, Inc. +CTRL Control4 Corporation +CTRM Castor Maritime Inc. +CTRN Citi Trends, Inc. +CTRP Ctrip.com International, Ltd. +CTRV ContraVir Pharmaceuticals Inc. +CTSH Cognizant Technology Solutions Corporation +CTSO Cytosorbents Corporation +CTWS Connecticut Water Service, Inc. +CTXR Citius Pharmaceuticals, Inc. +CTXRW Citius Pharmaceuticals, Inc. +CTXS Citrix Systems, Inc. +CUBA The Herzfeld Caribbean Basin Fund, Inc. +CUE Cue Biopharma, Inc. +CUI CUI Global, Inc. +CUR Neuralstem, Inc. +CUTR Cutera, Inc. +CVBF CVB Financial Corporation +CVCO Cavco Industries, Inc. +CVCY Central Valley Community Bancorp +CVET Covetrus, Inc. +CVGI Commercial Vehicle Group, Inc. +CVGW Calavo Growers, Inc. +CVLT Commvault Systems, Inc. +CVLY Codorus Valley Bancorp, Inc +CVTI Covenant Transportation Group, Inc. +CVV CVD Equipment Corporation +CWBC Community West Bancshares +CWBR CohBar, Inc. +CWCO Consolidated Water Co. Ltd. +CWST Casella Waste Systems, Inc. +CXDC China XD Plastics Company Limited +CXSE WisdomTree China ex-State-Owned Enterprises Fund +CY Cypress Semiconductor Corporation +CYAD Celyad SA +CYAN Cyanotech Corporation +CYBE CyberOptics Corporation +CYBR CyberArk Software Ltd. +CYCC Cyclacel Pharmaceuticals, Inc. +CYCCP Cyclacel Pharmaceuticals, Inc. +CYCN Cyclerion Therapeutics, Inc. +CYOU Changyou.com Limited +CYRN CYREN Ltd. +CYRX CryoPort, Inc. +CYRXW CryoPort, Inc. +CYTK Cytokinetics, Incorporated +CYTR CytRx Corporation +CYTX Cytori Therapeutics Inc. +CYTXZ Cytori Therapeutics Inc. +CZFC Citizens First Corporation +CZNC Citizens & Northern Corp +CZR Caesars Entertainment Corporation +CZWI Citizens Community Bancorp, Inc. +DAIO Data I/O Corporation +DAKT Daktronics, Inc. +DARE Dare Bioscience, Inc. +DAVE Famous Dave's of America, Inc. +DBVT DBV Technologies S.A. +DBX Dropbox, Inc. +DCAR DropCar, Inc. +DCIX Performance Shipping Inc. +DCOM Dime Community Bancshares, Inc. +DCPH Deciphera Pharmaceuticals, Inc. +DDMX DD3 Acquisition Corp. +DDMXU DD3 Acquisition Corp. +DDMXW DD3 Acquisition Corp. +DEACU Diamond Eagle Acquisition Corp. +DENN Denny's Corporation +DERM Dermira, Inc. +DEST Destination Maternity Corporation +DFBH DFB Healthcare Acquisitions Corp. +DFBHU DFB Healthcare Acquisitions Corp. +DFBHW DFB Healthcare Acquisitions Corp. +DFFN Diffusion Pharmaceuticals Inc. +DFRG Del Frisco's Restaurant Group, Inc. +DFVL Barclays PLC +DFVS Barclays PLC +DGICA Donegal Group, Inc. +DGICB Donegal Group, Inc. +DGII Digi International Inc. +DGLD Credit Suisse AG +DGLY Digital Ally, Inc. +DGRE WisdomTree Emerging Markets Quality Dividend Growth Fund +DGRS WisdomTree U.S. SmallCap Quality Dividend Growth Fund +DGRW WisdomTree U.S. Quality Dividend Growth Fund +DHIL Diamond Hill Investment Group, Inc. +DHXM DHX Media Ltd. +DIOD Diodes Incorporated +DISCA Discovery, Inc. +DISCB Discovery, Inc. +DISCK Discovery, Inc. +DISH DISH Network Corporation +DJCO Daily Journal Corp. (S.C.) +DLBS Barclays PLC +DLHC DLH Holdings Corp. +DLPN Dolphin Entertainment, Inc. +DLPNW Dolphin Entertainment, Inc. +DLTH Duluth Holdings Inc. +DLTR Dollar Tree, Inc. +DMAC DiaMedica Therapeutics Inc. +DMLP Dorchester Minerals, L.P. +DMPI DelMar Pharmaceuticals, Inc. +DMRC Digimarc Corporation +DNBF DNB Financial Corp +DNJR GOLDEN BULL LIMITED +DNKN Dunkin' Brands Group, Inc. +DNLI Denali Therapeutics Inc. +DOCU DocuSign, Inc. +DOGZ Dogness (International) Corporation +DOMO Domo, Inc. +DOOO BRP Inc. +DORM Dorman Products, Inc. +DOVA Dova Pharmaceuticals, Inc. +DOX Amdocs Limited +DPHC DiamondPeak Holdings Corp. +DPHCU DiamondPeak Holdings Corp. +DPHCW DiamondPeak Holdings Corp. +DRAD Digirad Corporation +DRIO DarioHealth Corp. +DRIOW DarioHealth Corp. +DRNA Dicerna Pharmaceuticals, Inc. +DRRX DURECT Corporation +DRYS DryShips Inc. +DSGX The Descartes Systems Group Inc. +DSKE Daseke, Inc. +DSKEW Daseke, Inc. +DSLV Credit Suisse AG +DSPG DSP Group, Inc. +DSWL Deswell Industries, Inc. +DTEA DAVIDsTEA Inc. +DTIL Precision BioSciences, Inc. +DTSS Datasea Inc. +DTUL Barclays PLC +DTUS Barclays PLC +DTYL Barclays PLC +DTYS Barclays PLC +DVAX Dynavax Technologies Corporation +DVCR Diversicare Healthcare Services Inc. +DWSN Dawson Geophysical Company +DXCM DexCom, Inc. +DXGE WisdomTree Germany Hedged Equity Fund +DXJS WisdomTree Japan Hedged SmallCap Equity Fund +DXLG Destination XL Group, Inc. +DXPE DXP Enterprises, Inc. +DXYN The Dixie Group, Inc. +DYAI Dyadic International, Inc. +DYNT Dynatronics Corporation +DYSL Dynasil Corporation of America +DZSI DASAN Zhone Solutions, Inc. +EA Electronic Arts Inc. +EARS Auris Medical Holding Ltd. +EAST Eastside Distilling, Inc. +EBAY eBay Inc. +EBAYL eBay Inc. +EBIX Ebix, Inc. +EBMT Eagle Bancorp Montana, Inc. +EBSB Meridian Bancorp, Inc. +EBTC Enterprise Bancorp Inc +ECHO Echo Global Logistics, Inc. +ECOL US Ecology, Inc. +ECOR electroCore, Inc. +ECPG Encore Capital Group Inc +EDAP EDAP TMS S.A. +EDIT Editas Medicine, Inc. +EDNT Edison Nation, Inc. +EDRY EuroDry Ltd. +EDTX EdtechX Holdings Acquisition Corp. +EDTXU EdtechX Holdings Acquisition Corp. +EDTXW EdtechX Holdings Acquisition Corp. +EDUC Educational Development Corporation +EEFT Euronet Worldwide, Inc. +EEI Ecology and Environment, Inc. +EFBI Eagle Financial Bancorp, Inc. +EFII Electronics for Imaging, Inc. +EFOI Energy Focus, Inc. +EFSC Enterprise Financial Services Corporation +EGAN eGain Corporation +EGBN Eagle Bancorp, Inc. +EGLE Eagle Bulk Shipping Inc. +EGOV NIC Inc. +EGRX Eagle Pharmaceuticals, Inc. +EHTH eHealth, Inc. +EIDX Eidos Therapeutics, Inc. +EIGI Endurance International Group Holdings, Inc. +EIGR Eiger BioPharmaceuticals, Inc. +EKSO Ekso Bionics Holdings, Inc. +ELGX Endologix, Inc. +ELOX Eloxx Pharmaceuticals, Inc. +ELSE Electro-Sensors, Inc. +ELTK Eltek Ltd. +EMCB WisdomTree Emerging Markets Corporate Bond Fund +EMCF Emclaire Financial Corp +EMCG WisdomTree Emerging Markets Consumer Growth Fund +EMCI EMC Insurance Group Inc. +EMIF iShares S&P Emerging Markets Infrastructure Index Fund +EMKR EMCORE Corporation +EML Eastern Company (The) +EMMS Emmis Communications Corporation +ENDP Endo International plc +ENFC Entegra Financial Corp. +ENG ENGlobal Corporation +ENLV Enlivex Therapeutics Ltd. +ENOB Enochian Biosciences, Inc. +ENPH Enphase Energy, Inc. +ENSG The Ensign Group, Inc. +ENT Global Eagle Entertainment Inc. +ENTA Enanta Pharmaceuticals, Inc. +ENTG Entegris, Inc. +ENTX Entera Bio Ltd. +ENTXW Entera Bio Ltd. +EOLS Evolus, Inc. +EPAY Bottomline Technologies, Inc. +EPIX ESSA Pharma Inc. +EPSN Epsilon Energy Ltd. +EPZM Epizyme, Inc. +EQ Equillium, Inc. +EQBK Equity Bancshares, Inc. +EQIX Equinix, Inc. +ERI Eldorado Resorts, Inc. +ERIC Ericsson +ERIE Erie Indemnity Company +ERII Energy Recovery, Inc. +ERYP Erytech Pharma S.A. +ESBK Elmira Savings Bank NY (The) +ESCA Escalade, Incorporated +ESEA Euroseas Ltd. +ESG FlexShares STOXX US ESG Impact Index Fund +ESGG FlexShares STOXX Global ESG Impact Index Fund +ESGR Enstar Group Limited +ESGRO Enstar Group Limited +ESGRP Enstar Group Limited +ESLT Elbit Systems Ltd. +ESPR Esperion Therapeutics, Inc. +ESQ Esquire Financial Holdings, Inc. +ESSA ESSA Bancorp, Inc. +ESTA Establishment Labs Holdings Inc. +ESTR Estre Ambiental, Inc. +ESTRW Estre Ambiental, Inc. +ESXB Community Bankers Trust Corporation. +ETFC E*TRADE Financial Corporation +ETON Eton Pharmaceuticals, Inc. +ETSY Etsy, Inc. +ETTX Entasis Therapeutics Holdings Inc. +EUFN iShares MSCI Europe Financials Sector Index Fund +EVBG Everbridge, Inc. +EVER EverQuote, Inc. +EVFM Evofem Biosciences, Inc. +EVFTC Eaton Vance NextShares Trust II +EVGBC Eaton Vance NextShares Trust +EVGN Evogene Ltd. +EVK Ever-Glory International Group, Inc. +EVLMC Eaton Vance NextShares Trust II +EVLO Evelo Biosciences, Inc. +EVLV EVINE Live Inc. +EVOK Evoke Pharma, Inc. +EVOL Evolving Systems, Inc. +EVOP EVO Payments, Inc. +EVSI Envision Solar International, Inc. +EVSIW Envision Solar International, Inc. +EVSTC Eaton Vance NextShares Trust +EWBC East West Bancorp, Inc. +EXAS Exact Sciences Corporation +EXEL Exelixis, Inc. +EXFO EXFO Inc +EXLS ExlService Holdings, Inc. +EXPD Expeditors International of Washington, Inc. +EXPE Expedia Group, Inc. +EXPI eXp World Holdings, Inc. +EXPO Exponent, Inc. +EXTR Extreme Networks, Inc. +EYE National Vision Holdings, Inc. +EYEG Eyegate Pharmaceuticals, Inc. +EYEGW Eyegate Pharmaceuticals, Inc. +EYEN Eyenovia, Inc. +EYES Second Sight Medical Products, Inc. +EYESW Second Sight Medical Products, Inc. +EYPT EyePoint Pharmaceuticals, Inc. +EZPW EZCORP, Inc. +FAB First Trust Multi Cap Value AlphaDEX Fund +FAD First Trust Multi Cap Growth AlphaDEX Fund +FAMI FARMMI, INC. +FANG Diamondback Energy, Inc. +FANH Fanhua Inc. +FARM Farmer Brothers Company +FARO FARO Technologies, Inc. +FAST Fastenal Company +FAT FAT Brands Inc. +FATE Fate Therapeutics, Inc. +FB Facebook, Inc. +FBIO Fortress Biotech, Inc. +FBIOP Fortress Biotech, Inc. +FBIZ First Business Financial Services, Inc. +FBMS The First Bancshares, Inc. +FBNC First Bancorp +FBSS Fauquier Bankshares, Inc. +FBZ First Trust Brazil AlphaDEX Fund +FCA First Trust China AlphaDEX Fund +FCAN First Trust Canada AlphaDEX Fund +FCAP First Capital, Inc. +FCBC First Community Bankshares, Inc. +FCBP First Choice Bancorp +FCCO First Community Corporation +FCCY 1st Constitution Bancorp (NJ) +FCEL FuelCell Energy, Inc. +FCFS FirstCash, Inc. +FCNCA First Citizens BancShares, Inc. +FCSC Fibrocell Science Inc. +FDBC Fidelity D & D Bancorp, Inc. +FDEF First Defiance Financial Corp. +FDT First Trust Developed Markets Ex-US AlphaDEX Fund +FDTS First Trust Developed Markets ex-US Small Cap AlphaDEX Fund +FDUS Fidus Investment Corporation +FDUSL Fidus Investment Corporation +FDUSZ Fidus Investment Corporation +FEIM Frequency Electronics, Inc. +FELE Franklin Electric Co., Inc. +FEM First Trust Emerging Markets AlphaDEX Fund +FEMS First Trust Emerging Markets Small Cap AlphaDEX Fund +FENC Fennec Pharmaceuticals Inc. +FEP First Trust Europe AlphaDEX Fund +FEX First Trust Large Cap Core AlphaDEX Fund +FEYE FireEye, Inc. +FFBC First Financial Bancorp. +FFBW FFBW, Inc. +FFHL Fuwei Films (Holdings) Co., Ltd. +FFIC Flushing Financial Corporation +FFIN First Financial Bankshares, Inc. +FFIV F5 Networks, Inc. +FFNW First Financial Northwest, Inc. +FFWM First Foundation Inc. +FGBI First Guaranty Bancshares, Inc. +FGEN FibroGen, Inc +FGM First Trust Germany AlphaDEX Fund +FHB First Hawaiian, Inc. +FHK First Trust Hong Kong AlphaDEX Fund +FHL Futu Holdings Limited +FIBK First Interstate BancSystem, Inc. +FISI Financial Institutions, Inc. +FISV Fiserv, Inc. +FITB Fifth Third Bancorp +FITBI Fifth Third Bancorp +FIVE Five Below, Inc. +FIVN Five9, Inc. +FIXX Homology Medicines, Inc. +FIZZ National Beverage Corp. +FJP First Trust Japan AlphaDEX Fund +FKO First Trust South Korea AlphaDEX Fund +FKU First Trust United Kingdom AlphaDEX Fund +FLAG Exchange Traded Concepts Trust FLAG-Forensic Accounting Long-S +FLAT Barclays PLC +FLDM Fluidigm Corporation +FLEX Flex Ltd. +FLGT Fulgent Genetics, Inc. +FLIC The First of Long Island Corporation +FLIR FLIR Systems, Inc. +FLKS Flex Pharma, Inc. +FLL Full House Resorts, Inc. +FLMN Falcon Minerals Corporation +FLMNW Falcon Minerals Corporation +FLN First Trust Latin America AlphaDEX Fund +FLNT Fluent, Inc. +FLWS 1-800 FLOWERS.COM, Inc. +FLXN Flexion Therapeutics, Inc. +FLXS Flexsteel Industries, Inc. +FMAO Farmers & Merchants Bancorp, Inc. +FMBH First Mid Bancshares, Inc. +FMBI First Midwest Bancorp, Inc. +FMCI Forum Merger II Corporation +FMCIU Forum Merger II Corporation +FMCIW Forum Merger II Corporation +FMK First Trust Mega Cap AlphaDEX Fund +FMNB Farmers National Banc Corp. +FNCB FNCB Bancorp Inc. +FNHC FedNat Holding Company +FNJN Finjan Holdings, Inc. +FNK First Trust Mid Cap Value AlphaDEX Fund +FNKO Funko, Inc. +FNLC First Bancorp, Inc (ME) +FNSR Finisar Corporation +FNWB First Northwest Bancorp +FNX First Trust Mid Cap Core AlphaDEX Fund +FNY First Trust Mid Cap Growth AlphaDEX Fund +FOCS Focus Financial Partners Inc. +FOLD Amicus Therapeutics, Inc. +FOMX Foamix Pharmaceuticals Ltd. +FONE First Trust NASDAQ Smartphone Index Fund +FONR Fonar Corporation +FORD Forward Industries, Inc. +FORK Fuling Global Inc. +FORM FormFactor, Inc. +FORR Forrester Research, Inc. +FORTY Formula Systems (1985) Ltd. +FOSL Fossil Group, Inc. +FOX Fox Corporation +FOXA Fox Corporation +FOXF Fox Factory Holding Corp. +FPA First Trust Asia Pacific Ex-Japan AlphaDEX Fund +FPAY FlexShopper, Inc. +FPAYW FlexShopper, Inc. +FPRX Five Prime Therapeutics, Inc. +FRAF Franklin Financial Services Corporation +FRAN Francesca's Holdings Corporation +FRBA First Bank +FRBK Republic First Bancorp, Inc. +FRED Fred's, Inc. +FRGI Fiesta Restaurant Group, Inc. +FRME First Merchants Corporation +FRPH FRP Holdings, Inc. +FRPT Freshpet, Inc. +FRSX Foresight Autonomous Holdings Ltd. +FRTA Forterra, Inc. +FSBC FSB Bancorp, Inc. +FSBW FS Bancorp, Inc. +FSCT ForeScout Technologies, Inc. +FSFG First Savings Financial Group, Inc. +FSLR First Solar, Inc. +FSTR L.B. Foster Company +FSV FirstService Corporation +FSZ First Trust Switzerland AlphaDEX Fund +FTA First Trust Large Cap Value AlphaDEX Fund +FTAC FinTech Acquisition Corp. III +FTACU FinTech Acquisition Corp. III +FTACW FinTech Acquisition Corp. III +FTC First Trust Large Cap Growth AlphaDEX Fund +FTD FTD Companies, Inc. +FTDR frontdoor, inc. +FTEK Fuel Tech, Inc. +FTEO FRONTEO, Inc. +FTFT Future FinTech Group Inc. +FTGC First Trust Global Tactical Commodity Strategy Fund +FTNT Fortinet, Inc. +FTR Frontier Communications Corporation +FTSV Forty Seven, Inc. +FULT Fulton Financial Corporation +FUNC First United Corporation +FUND Sprott Focus Trust, Inc. +FUSB First US Bancshares, Inc. +FUV Arcimoto, Inc. +FVCB FVCBankcorp, Inc. +FVE Five Star Senior Living Inc. +FWONA Liberty Media Corporation +FWONK Liberty Media Corporation +FWP Forward Pharma A/S +FWRD Forward Air Corporation +FXNC First National Corporation +FYC First Trust Small Cap Growth AlphaDEX Fund +FYT First Trust Small Cap Value AlphaDEX Fund +FYX First Trust Small Cap Core AlphaDEX Fund +GABC German American Bancorp, Inc. +GAIA Gaia, Inc. +GAIN Gladstone Investment Corporation +GAINL Gladstone Investment Corporation +GAINM Gladstone Investment Corporation +GALT Galectin Therapeutics Inc. +GARS Garrison Capital Inc. +GASS StealthGas, Inc. +GBCI Glacier Bancorp, Inc. +GBDC Golub Capital BDC, Inc. +GBLI Global Indemnity Limited +GBLIL Global Indemnity Limited +GBLIZ Global Indemnity Limited +GBT Global Blood Therapeutics, Inc. +GCBC Greene County Bancorp, Inc. +GCVRZ Sanofi +GDEN Golden Entertainment, Inc. +GDS GDS Holdings Limited +GEC Great Elm Capital Group, Inc. +GECC Great Elm Capital Corp. +GECCL Great Elm Capital Corp. +GECCM Great Elm Capital Corp. +GEMP Gemphire Therapeutics Inc. +GENC Gencor Industries Inc. +GENE Genetic Technologies Ltd +GEOS Geospace Technologies Corporation +GERN Geron Corporation +GEVO Gevo, Inc. +GFED Guaranty Federal Bancshares, Inc. +GFN General Finance Corporation +GFNCP General Finance Corporation +GFNSL General Finance Corporation +GGAL Grupo Financiero Galicia S.A. +GH Guardant Health, Inc. +GHDX Genomic Health, Inc. +GHSI Guardion Health Sciences, Inc. +GIFI Gulf Island Fabrication, Inc. +GIGM GigaMedia Limited +GIII G-III Apparel Group, LTD. +GILD Gilead Sciences, Inc. +GILT Gilat Satellite Networks Ltd. +GLAC Greenland Acquisition Corporation +GLACR Greenland Acquisition Corporation +GLACU Greenland Acquisition Corporation +GLACW Greenland Acquisition Corporation +GLAD Gladstone Capital Corporation +GLADD Gladstone Capital Corporation +GLADN Gladstone Capital Corporation +GLBS Globus Maritime Limited +GLBZ Glen Burnie Bancorp +GLDD Great Lakes Dredge & Dock Corporation +GLDI Credit Suisse AG +GLG China Bat Group, Inc. +GLIBA GCI Liberty, Inc. +GLIBP GCI Liberty, Inc. +GLMD Galmed Pharmaceuticals Ltd. +GLNG Golar LNG Limited +GLPG Galapagos NV +GLPI Gaming and Leisure Properties, Inc. +GLRE Greenlight Reinsurance, Ltd. +GLUU Glu Mobile Inc. +GLYC GlycoMimetics, Inc. +GMDA Gamida Cell Ltd. +GMHI Gores Metropoulos, Inc. +GMHIU Gores Metropoulos, Inc. +GMHIW Gores Metropoulos, Inc. +GMLP Golar LNG Partners LP +GMLPP Golar LNG Partners LP +GNCA Genocea Biosciences, Inc. +GNFT GENFIT S.A. +GNLN Greenlane Holdings, Inc. +GNMK GenMark Diagnostics, Inc. +GNMX Aevi Genomic Medicine, Inc. +GNPX Genprex, Inc. +GNTX Gentex Corporation +GNTY Guaranty Bancshares, Inc. +GNUS Genius Brands International, Inc. +GOGL Golden Ocean Group Limited +GOGO Gogo Inc. +GOOD Gladstone Commercial Corporation +GOODM Gladstone Commercial Corporation +GOODO Gladstone Commercial Corporation +GOODP Gladstone Commercial Corporation +GOOG Alphabet Inc. +GOOGL Alphabet Inc. +GOSS Gossamer Bio, Inc. +GPAQ Gordon Pointe Acquisition Corp. +GPAQU Gordon Pointe Acquisition Corp. +GPAQW Gordon Pointe Acquisition Corp. +GPOR Gulfport Energy Corporation +GPP Green Plains Partners LP +GPRE Green Plains, Inc. +GPRO GoPro, Inc. +GRBK Green Brick Partners, Inc. +GRFS Grifols, S.A. +GRID First Trust NASDAQ Clean Edge Smart Grid Infrastructure Index +GRIF Griffin Industrial Realty, Inc. +GRIN Grindrod Shipping Holdings Ltd. +GRMN Garmin Ltd. +GRNQ Greenpro Capital Corp. +GROW U.S. Global Investors, Inc. +GRPN Groupon, Inc. +GRSH Gores Holdings III, Inc. +GRSHU Gores Holdings III, Inc. +GRSHW Gores Holdings III, Inc. +GRTS Gritstone Oncology, Inc. +GRVY GRAVITY Co., Ltd. +GSBC Great Southern Bancorp, Inc. +GSHD Goosehead Insurance, Inc. +GSIT GSI Technology, Inc. +GSKY GreenSky, Inc. +GSM Ferroglobe PLC +GSUM Gridsum Holding Inc. +GSVC GSV Capital Corp +GT The Goodyear Tire & Rubber Company +GTHX G1 Therapeutics, Inc. +GTIM Good Times Restaurants Inc. +GTLS Chart Industries, Inc. +GTXI GTx, Inc. +GTYH GTY Technology Holdings, Inc. +GULF WisdomTree Middle East Dividend Fund +GURE Gulf Resources, Inc. +GVP GSE Systems, Inc. +GWGH GWG Holdings, Inc +GWPH GW Pharmaceuticals Plc +GWRS Global Water Resources, Inc. +GXGXU GX Acquisiton Corp. +GYRO Gyrodyne , LLC +HA Hawaiian Holdings, Inc. +HABT The Habit Restaurants, Inc. +HAFC Hanmi Financial Corporation +HAIN The Hain Celestial Group, Inc. +HAIR Restoration Robotics, Inc. +HALL Hallmark Financial Services, Inc. +HALO Halozyme Therapeutics, Inc. +HARP Harpoon Therapeutics, Inc. +HAS Hasbro, Inc. +HAYN Haynes International, Inc. +HBAN Huntington Bancshares Incorporated +HBANN Huntington Bancshares Incorporated +HBANO Huntington Bancshares Incorporated +HBCP Home Bancorp, Inc. +HBIO Harvard Bioscience, Inc. +HBMD Howard Bancorp, Inc. +HBNC Horizon Bancorp, Inc. +HBP Huttig Building Products, Inc. +HCAC Hennessy Capital Acquisition Corp. IV +HCACU Hennessy Capital Acquisition Corp. IV +HCACW Hennessy Capital Acquisition Corp. IV +HCAP Harvest Capital Credit Corporation +HCAPZ Harvest Capital Credit Corporation +HCCH HL Acquisitions Corp. +HCCHR HL Acquisitions Corp. +HCCHU HL Acquisitions Corp. +HCCHW HL Acquisitions Corp. +HCCI Heritage-Crystal Clean, Inc. +HCKT The Hackett Group, Inc. +HCM Hutchison China MediTech Limited +HCSG Healthcare Services Group, Inc. +HDS HD Supply Holdings, Inc. +HDSN Hudson Technologies, Inc. +HEAR Turtle Beach Corporation +HEBT Hebron Technology Co., Ltd. +HEES H&E Equipment Services, Inc. +HELE Helen of Troy Limited +HFBC HopFed Bancorp, Inc. +HFBL Home Federal Bancorp, Inc. of Louisiana +HFFG HF Foods Group Inc. +HFGIC Hartford Funds NextShares Trust +HFWA Heritage Financial Corporation +HGSH China HGS Real Estate, Inc. +HHHH Wealthbridge Acquisition Limited +HHHHR Wealthbridge Acquisition Limited +HHHHU Wealthbridge Acquisition Limited +HHHHW Wealthbridge Acquisition Limited +HHR HeadHunter Group PLC +HIBB Hibbett Sports, Inc. +HIFS Hingham Institution for Savings +HIHO Highway Holdings Limited +HIIQ Health Insurance Innovations, Inc. +HIMX Himax Technologies, Inc. +HJLI Hancock Jaffe Laboratories, Inc. +HJLIW Hancock Jaffe Laboratories, Inc. +HLG Hailiang Education Group Inc. +HLIT Harmonic Inc. +HLNE Hamilton Lane Incorporated +HMHC Houghton Mifflin Harcourt Company +HMNF HMN Financial, Inc. +HMST HomeStreet, Inc. +HMSY HMS Holdings Corp +HMTV Hemisphere Media Group, Inc. +HNNA Hennessy Advisors, Inc. +HNRG Hallador Energy Company +HOFT Hooker Furniture Corporation +HOLI Hollysys Automation Technologies, Ltd. +HOLX Hologic, Inc. +HOMB Home BancShares, Inc. +HONE HarborOne Bancorp, Inc. +HOOK HOOKIPA Pharma Inc. +HOPE Hope Bancorp, Inc. +HOTH Hoth Therapeutics, Inc. +HOVNP Hovnanian Enterprises Inc +HPJ Highpower International Inc +HPT Hospitality Properties Trust +HQY HealthEquity, Inc. +HROW Harrow Health, Inc. +HRTX Heron Therapeutics, Inc. +HRZN Horizon Technology Finance Corporation +HSACU Health Sciences Acquisitions Corporation +HSDT Helius Medical Technologies, Inc. +HSGX Histogenics Corporation +HSIC Henry Schein, Inc. +HSII Heidrick & Struggles International, Inc. +HSKA Heska Corporation +HSON Hudson Global, Inc. +HSTM HealthStream, Inc. +HTBI HomeTrust Bancshares, Inc. +HTBK Heritage Commerce Corp +HTBX Heat Biologics, Inc. +HTGM HTG Molecular Diagnostics, Inc. +HTHT Huazhu Group Limited +HTLD Heartland Express, Inc. +HTLF Heartland Financial USA, Inc. +HUBG Hub Group, Inc. +HURC Hurco Companies, Inc. +HURN Huron Consulting Group Inc. +HVBC HV Bancorp, Inc. +HWBK Hawthorn Bancshares, Inc. +HWC Hancock Whitney Corporation +HWCC Houston Wire & Cable Company +HWCPL Hancock Whitney Corporation +HWKN Hawkins, Inc. +HX Hexindai Inc. +HYGS Hydrogenics Corporation +HYND WisdomTree Negative Duration High Yield Bond Fund +HYRE HyreCar Inc. +HYZD WisdomTree Interest Rate Hedged High Yield Bond Fund +HZNP Horizon Therapeutics Public Limited Company +IAC IAC/InterActiveCorp +IART Integra LifeSciences Holdings Corporation +IBB iShares Nasdaq Biotechnology Index Fund +IBCP Independent Bank Corporation +IBKC IBERIABANK Corporation +IBKCN IBERIABANK Corporation +IBKCO IBERIABANK Corporation +IBKCP IBERIABANK Corporation +IBOC International Bancshares Corporation +IBTX Independent Bank Group, Inc +ICAD icad inc. +ICBK County Bancorp, Inc. +ICCC ImmuCell Corporation +ICCH ICC Holdings, Inc. +ICFI ICF International, Inc. +ICHR Ichor Holdings +ICLK iClick Interactive Asia Group Limited +ICLN iShares S&P Global Clean Energy Index Fund +ICLR ICON plc +ICON Iconix Brand Group, Inc. +ICPT Intercept Pharmaceuticals, Inc. +ICUI ICU Medical, Inc. +IDCC InterDigital, Inc. +IDEX Ideanomics, Inc. +IDRA Idera Pharmaceuticals, Inc. +IDSA Industrial Services of America, Inc. +IDSY I.D. Systems, Inc. +IDXG Interpace Diagnostics Group, Inc. +IDXX IDEXX Laboratories, Inc. +IDYA IDEAYA Biosciences, Inc. +IEA Infrastructure and Energy Alternatives, Inc. +IEAWW Infrastructure and Energy Alternatives, Inc. +IEP Icahn Enterprises L.P. +IESC IES Holdings, Inc. +IFEU iShares FTSE EPRA/NAREIT Europe Index Fund +IFGL iShares FTSE EPRA/NAREIT Global Real Estate ex-U.S. Index Fund +IFMK iFresh Inc. +IFRX InflaRx N.V. +IGLD Internet Gold Golden Lines Ltd. +III Information Services Group, Inc. +IIIN Insteel Industries, Inc. +IIIV i3 Verticals, Inc. +IIN IntriCon Corporation +IIVI II-VI Incorporated +IKNX Ikonics Corporation +ILMN Illumina, Inc. +ILPT Industrial Logistics Properties Trust +IMAC IMAC Holdings, Inc. +IMACW IMAC Holdings, Inc. +IMGN ImmunoGen, Inc. +IMI Intermolecular, Inc. +IMKTA Ingles Markets, Incorporated +IMMP Immutep Limited +IMMR Immersion Corporation +IMMU Immunomedics, Inc. +IMOS ChipMOS TECHNOLOGIES INC. +IMRN Immuron Limited +IMRNW Immuron Limited +IMTE Integrated Media Technology Limited +IMUX Immunic, Inc. +IMV IMV Inc. +IMXI International Money Express, Inc. +INAP Internap Corporation +INBK First Internet Bancorp +INBKL First Internet Bancorp +INCY Incyte Corporation +INDB Independent Bank Corp. +INDY iShares S&P India Nifty 50 Index Fund +INFI Infinity Pharmaceuticals, Inc. +INFN Infinera Corporation +INFO IHS Markit Ltd. +INGN Inogen, Inc +INMB INmune Bio Inc. +INNT Innovate Biopharmaceuticals, Inc. +INO Inovio Pharmaceuticals, Inc. +INOD Innodata Inc. +INOV Inovalon Holdings, Inc. +INPX Inpixon +INSE Inspired Entertainment, Inc. +INSG Inseego Corp. +INSM Insmed, Inc. +INSU Insurance Acquisition Corp. +INSUU Insurance Acquisition Corp. +INSUW Insurance Acquisition Corp. +INSY Insys Therapeutics, Inc. +INTC Intel Corporation +INTG The Intergroup Corporation +INTL INTL FCStone Inc. +INTU Intuit Inc. +INVA Innoviva, Inc. +INVE Identiv, Inc. +INWK InnerWorkings, Inc. +IONS Ionis Pharmaceuticals, Inc. +IOSP Innospec Inc. +IOTS Adesto Technologies Corporation +IOVA Iovance Biotherapeutics, Inc. +IPAR Inter Parfums, Inc. +IPDN Professional Diversity Network, Inc. +IPGP IPG Photonics Corporation +IPHS Innophos Holdings, Inc. +IPIC iPic Entertainment Inc. +IPLDP Interstate Power and Light Company +IPWR Ideal Power Inc. +IQ iQIYI, Inc. +IRBT iRobot Corporation +IRCP IRSA Propiedades Comerciales S.A. +IRDM Iridium Communications Inc +IRIX IRIDEX Corporation +IRMD iRadimed Corporation +IROQ IF Bancorp, Inc. +IRTC iRhythm Technologies, Inc. +IRWD Ironwood Pharmaceuticals, Inc. +ISBC Investors Bancorp, Inc. +ISCA International Speedway Corporation +ISEE IVERIC bio, Inc. +ISIG Insignia Systems, Inc. +ISNS Image Sensing Systems, Inc. +ISRG Intuitive Surgical, Inc. +ISRL Isramco, Inc. +ISSC Innovative Solutions and Support, Inc. +ISTR Investar Holding Corporation +ITCI Intra-Cellular Therapies Inc. +ITI Iteris, Inc. +ITIC Investors Title Company +ITMR Itamar Medical Ltd. +ITRI Itron, Inc. +ITRM Iterum Therapeutics plc +ITRN Ituran Location and Control Ltd. +IVAC Intevac, Inc. +IVENC Ivy NextShares +IVFGC Ivy NextShares +IVFVC Ivy NextShares +IZEA IZEA Worldwide, Inc. +JACK Jack In The Box Inc. +JAGX Jaguar Health, Inc. +JAKK JAKKS Pacific, Inc. +JASN Jason Industries, Inc. +JASNW Jason Industries, Inc. +JAZZ Jazz Pharmaceuticals plc +JBHT J.B. Hunt Transport Services, Inc. +JBLU JetBlue Airways Corporation +JBSS John B. Sanfilippo & Son, Inc. +JCOM j2 Global, Inc. +JCS Communications Systems, Inc. +JCTCF Jewett-Cameron Trading Company +JD JD.com, Inc. +JFIN Jiayin Group Inc. +JFK 8i Enterprises Acquisition Corp +JFKKR 8i Enterprises Acquisition Corp +JFKKU 8i Enterprises Acquisition Corp +JFKKW 8i Enterprises Acquisition Corp +JG Aurora Mobile Limited +JJSF J & J Snack Foods Corp. +JKHY Jack Henry & Associates, Inc. +JMU JMU Limited +JNCE Jounce Therapeutics, Inc. +JOBS 51job, Inc. +JOUT Johnson Outdoors Inc. +JRJC China Finance Online Co. Limited +JRSH Jerash Holdings (US), Inc. +JRVR James River Group Holdings, Ltd. +JSM Navient Corporation +JSYN Jensyn Acquistion Corp. +JSYNR Jensyn Acquistion Corp. +JSYNU Jensyn Acquistion Corp. +JSYNW Jensyn Acquistion Corp. +JVA Coffee Holding Co., Inc. +JYNT The Joint Corp. +KALA Kala Pharmaceuticals, Inc. +KALU Kaiser Aluminum Corporation +KALV KalVista Pharmaceuticals, Inc. +KBAL Kimball International, Inc. +KBLM KBL Merger Corp. IV +KBLMR KBL Merger Corp. IV +KBLMU KBL Merger Corp. IV +KBLMW KBL Merger Corp. IV +KBSF KBS Fashion Group Limited +KCAPL Portman Ridge Finance Corporation +KE Kimball Electronics, Inc. +KELYA Kelly Services, Inc. +KELYB Kelly Services, Inc. +KEQU Kewaunee Scientific Corporation +KEYW The KEYW Holding Corporation +KFFB Kentucky First Federal Bancorp +KFRC Kforce, Inc. +KGJI Kingold Jewelry Inc. +KHC The Kraft Heinz Company +KIDS OrthoPediatrics Corp. +KIN Kindred Biosciences, Inc. +KINS Kingstone Companies, Inc +KIRK Kirkland's, Inc. +KLAC KLA-Tencor Corporation +KLDO Kaleido Biosciences, Inc. +KLIC Kulicke and Soffa Industries, Inc. +KLXE KLX Energy Services Holdings, Inc. +KMDA Kamada Ltd. +KMPH KemPharm, Inc. +KNDI Kandi Technologies Group, Inc. +KNSA Kiniksa Pharmaceuticals, Ltd. +KNSL Kinsale Capital Group, Inc. +KOD Kodiak Sciences Inc +KOOL Cesca Therapeutics Inc. +KOPN Kopin Corporation +KOSS Koss Corporation +KPFS Pepper Food Service Co., Ltd. +KPTI Karyopharm Therapeutics Inc. +KRNT Kornit Digital Ltd. +KRNY Kearny Financial +KRYS Krystal Biotech, Inc. +KTCC Key Tronic Corporation +KTOS Kratos Defense & Security Solutions, Inc. +KTOV Kitov Pharma Ltd. +KTOVW Kitov Pharma Ltd. +KURA Kura Oncology, Inc. +KVHI KVH Industries, Inc. +KXIN Kaixin Auto Holdings +KXINW Kaixin Auto Holdings +KZIA Kazia Therapeutics Limited +KZR Kezar Life Sciences, Inc. +LABL Multi-Color Corporation +LACQ Leisure Acquisition Corp. +LACQU Leisure Acquisition Corp. +LACQW Leisure Acquisition Corp. +LAKE Lakeland Industries, Inc. +LAMR Lamar Advertising Company +LANC Lancaster Colony Corporation +LAND Gladstone Land Corporation +LANDP Gladstone Land Corporation +LARK Landmark Bancorp Inc. +LASR nLIGHT, Inc. +LAUR Laureate Education, Inc. +LAWS Lawson Products, Inc. +LAZY Lazydays Holdings, Inc. +LBAI Lakeland Bancorp, Inc. +LBC Luther Burbank Corporation +LBRDA Liberty Broadband Corporation +LBRDK Liberty Broadband Corporation +LBTYA Liberty Global plc +LBTYB Liberty Global plc +LBTYK Liberty Global plc +LCAHU Landcadia Holdings II, Inc. +LCNB LCNB Corporation +LCUT Lifetime Brands, Inc. +LE Lands' End, Inc. +LECO Lincoln Electric Holdings, Inc. +LEDS SemiLEDS Corporation +LEGH Legacy Housing Corporation +LEVL Level One Bancorp, Inc. +LEXEA Liberty Expedia Holdings, Inc. +LEXEB Liberty Expedia Holdings, Inc. +LFAC LF Capital Acquistion Corp. +LFACU LF Capital Acquistion Corp. +LFACW LF Capital Acquistion Corp. +LFUS Littelfuse, Inc. +LFVN Lifevantage Corporation +LGCY Legacy Reserves Inc. +LGIH LGI Homes, Inc. +LGND Ligand Pharmaceuticals Incorporated +LHCG LHC Group +LIFE aTyr Pharma, Inc. +LILA Liberty Latin America Ltd. +LILAK Liberty Latin America Ltd. +LINC Lincoln Educational Services Corporation +LIND Lindblad Expeditions Holdings Inc. +LINDW Lindblad Expeditions Holdings Inc. +LION Fidelity Southern Corporation +LIQT LiqTech International, Inc. +LITE Lumentum Holdings Inc. +LIVE Live Ventures Incorporated +LIVN LivaNova PLC +LIVX LiveXLive Media, Inc. +LJPC La Jolla Pharmaceutical Company +LK Luckin Coffee Inc. +LKCO Luokung Technology Corp +LKFN Lakeland Financial Corporation +LKOR FlexShares Credit-Scored US Long Corporate Bond Index Fund +LKQ LKQ Corporation +LLEX Lilis Energy, Inc. +LLIT Lianluo Smart Limited +LLNW Limelight Networks, Inc. +LMAT LeMaitre Vascular, Inc. +LMB Limbach Holdings, Inc. +LMFA LM Funding America, Inc. +LMFAW LM Funding America, Inc. +LMNR Limoneira Co +LMNX Luminex Corporation +LMRK Landmark Infrastructure Partners LP +LMRKN Landmark Infrastructure Partners LP +LMRKO Landmark Infrastructure Partners LP +LMRKP Landmark Infrastructure Partners LP +LMST Limestone Bancorp, Inc. +LNDC Landec Corporation +LNT Alliant Energy Corporation +LNTH Lantheus Holdings, Inc. +LOAC Longevity Acquisition Corporation +LOACR Longevity Acquisition Corporation +LOACU Longevity Acquisition Corporation +LOACW Longevity Acquisition Corporation +LOAN Manhattan Bridge Capital, Inc +LOB Live Oak Bancshares, Inc. +LOCO El Pollo Loco Holdings, Inc. +LOGC LogicBio Therapeutics, Inc. +LOGI Logitech International S.A. +LOGM LogMein, Inc. +LONE Lonestar Resources US Inc. +LOOP Loop Industries, Inc. +LOPE Grand Canyon Education, Inc. +LORL Loral Space and Communications, Inc. +LOVE The Lovesac Company +LPCN Lipocine Inc. +LPLA LPL Financial Holdings Inc. +LPSN LivePerson, Inc. +LPTH LightPath Technologies, Inc. +LPTX LEAP THERAPEUTICS, INC. +LQDA Liquidia Technologies, Inc. +LQDT Liquidity Services, Inc. +LRAD LRAD Corporation +LRCX Lam Research Corporation +LSBK Lake Shore Bancorp, Inc. +LSCC Lattice Semiconductor Corporation +LSTR Landstar System, Inc. +LSXMA Liberty Media Corporation +LSXMB Liberty Media Corporation +LSXMK Liberty Media Corporation +LTBR Lightbridge Corporation +LTRPA Liberty TripAdvisor Holdings, Inc. +LTRPB Liberty TripAdvisor Holdings, Inc. +LTRX Lantronix, Inc. +LTXB LegacyTexas Financial Group, Inc. +LULU lululemon athletica inc. +LUNA Luna Innovations Incorporated +LWAY Lifeway Foods, Inc. +LX LexinFintech Holdings Ltd. +LXRX Lexicon Pharmaceuticals, Inc. +LYFT Lyft, Inc. +LYL Dragon Victory International Limited +LYTS LSI Industries Inc. +MACK Merrimack Pharmaceuticals, Inc. +MAGS Magal Security Systems Ltd. +MAMS MAM Software Group, Inc. +MANH Manhattan Associates, Inc. +MANT ManTech International Corporation +MAR Marriott International +MARA Marathon Patent Group, Inc. +MARK Remark Holdings, Inc. +MARPS Marine Petroleum Trust +MASI Masimo Corporation +MAT Mattel, Inc. +MATW Matthews International Corporation +MAYS J. W. Mays, Inc. +MBCN Middlefield Banc Corp. +MBII Marrone Bio Innovations, Inc. +MBIN Merchants Bancorp +MBINP Merchants Bancorp +MBIO Mustang Bio, Inc. +MBOT Microbot Medical Inc. +MBRX Moleculin Biotech, Inc. +MBSD FlexShares Disciplined Duration MBS Index Fund +MBTF M B T Financial Corp +MBUU Malibu Boats, Inc. +MBWM Mercantile Bank Corporation +MCBC Macatawa Bank Corporation +MCEP Mid-Con Energy Partners, LP +MCFT MasterCraft Boat Holdings, Inc. +MCHP Microchip Technology Incorporated +MCHX Marchex, Inc. +MCRB Seres Therapeutics, Inc. +MCRI Monarch Casino & Resort, Inc. +MDB MongoDB, Inc. +MDCA MDC Partners Inc. +MDCO The Medicines Company +MDGL Madrigal Pharmaceuticals, Inc. +MDGS Medigus Ltd. +MDGSW Medigus Ltd. +MDIV First Trust Multi-Asset Diversified Income Index Fund +MDJH MDJM LTD +MDLZ Mondelez International, Inc. +MDRR Medalist Diversified REIT, Inc. +MDRX Allscripts Healthcare Solutions, Inc. +MDSO Medidata Solutions, Inc. +MDWD MediWound Ltd. +MEDP Medpace Holdings, Inc. +MEET The Meet Group, Inc. +MEIP MEI Pharma, Inc. +MELI MercadoLibre, Inc. +MELR Melrose Bancorp, Inc. +MEOH Methanex Corporation +MERC Mercer International Inc. +MESA Mesa Air Group, Inc. +MESO Mesoblast Limited +METC Ramaco Resources, Inc. +MFIN Medallion Financial Corp. +MFINL Medallion Financial Corp. +MFNC Mackinac Financial Corporation +MFSF MutualFirst Financial Inc. +MGEE MGE Energy Inc. +MGEN Miragen Therapeutics, Inc. +MGI Moneygram International, Inc. +MGIC Magic Software Enterprises Ltd. +MGLN Magellan Health, Inc. +MGNX MacroGenics, Inc. +MGPI MGP Ingredients, Inc. +MGRC McGrath RentCorp +MGTA Magenta Therapeutics, Inc. +MGTX MeiraGTx Holdings plc +MGYR Magyar Bancorp, Inc. +MHLD Maiden Holdings, Ltd. +MICT MICT, Inc. +MIDD The Middleby Corporation +MIK The Michaels Companies, Inc. +MIME Mimecast Limited +MIND Mitcham Industries, Inc. +MINDP Mitcham Industries, Inc. +MINI Mobile Mini, Inc. +MIST Milestone Pharmaceuticals Inc. +MITK Mitek Systems, Inc. +MITO Stealth BioTherapeutics Corp. +MJCO Majesco +MKGI Monaker Group, Inc. +MKSI MKS Instruments, Inc. +MKTX MarketAxess Holdings, Inc. +MLAB Mesa Laboratories, Inc. +MLCO Melco Resorts & Entertainment Limited +MLHR Herman Miller, Inc. +MLND Millendo Therapeutics, Inc. +MLNT Melinta Therapeutics, Inc. +MLNX Mellanox Technologies, Ltd. +MLVF Malvern Bancorp, Inc. +MMAC MMA Capital Holdings, Inc. +MMDM Modern Media Acquisition Corp. +MMDMR Modern Media Acquisition Corp. +MMDMU Modern Media Acquisition Corp. +MMDMW Modern Media Acquisition Corp. +MMLP Martin Midstream Partners L.P. +MMSI Merit Medical Systems, Inc. +MMYT MakeMyTrip Limited +MNCL Monocle Acquisition Corporation +MNCLU Monocle Acquisition Corporation +MNCLW Monocle Acquisition Corporation +MNDO MIND C.T.I. Ltd. +MNKD MannKind Corporation +MNLO Menlo Therapeutics Inc. +MNOV MediciNova, Inc. +MNRO Monro, Inc. +MNSB MainStreet Bancshares, Inc. +MNST Monster Beverage Corporation +MNTA Momenta Pharmaceuticals, Inc. +MNTX Manitex International, Inc. +MOBL MobileIron, Inc. +MOFG MidWestOne Financial Group, Inc. +MOGO Mogo Finance Technology Inc. +MOMO Momo Inc. +MOR MorphoSys AG +MORN Morningstar, Inc. +MOSY MoSys, Inc. +MOTS Motus GI Holdings, Inc. +MOXC Moxian, Inc. +MPAA Motorcar Parts of America, Inc. +MPB Mid Penn Bancorp +MPVD Mountain Province Diamonds Inc. +MPWR Monolithic Power Systems, Inc. +MRAM Everspin Technologies, Inc. +MRBK Meridian Corporation +MRCC Monroe Capital Corporation +MRCCL Monroe Capital Corporation +MRCY Mercury Systems Inc +MREO Mereo BioPharma Group plc +MRIN Marin Software Incorporated +MRKR Marker Therapeutics, Inc. +MRLN Marlin Business Services Corp. +MRNA Moderna, Inc. +MRNS Marinus Pharmaceuticals, Inc. +MRSN Mersana Therapeutics, Inc. +MRTN Marten Transport, Ltd. +MRTX Mirati Therapeutics, Inc. +MRUS Merus N.V. +MRVL Marvell Technology Group Ltd. +MSBF MSB Financial Corp. +MSBI Midland States Bancorp, Inc. +MSEX Middlesex Water Company +MSFT Microsoft Corporation +MSON MISONIX, Inc. +MSTR MicroStrategy Incorporated +MSVB Mid-Southern Bancorp, Inc. +MTBC MTBC, Inc. +MTBCP MTBC, Inc. +MTC MMTec, Inc. +MTCH Match Group, Inc. +MTEC MTech Acquisition Corp. +MTECU MTech Acquisition Corp. +MTECW MTech Acquisition Corp. +MTEM Molecular Templates, Inc. +MTEX Mannatech, Incorporated +MTFB Motif Bio plc +MTFBW Motif Bio plc +MTLS Materialise NV +MTP Midatech Pharma PLC +MTRX Matrix Service Company +MTSC MTS Systems Corporation +MTSI MACOM Technology Solutions Holdings, Inc. +MTSL MER Telemanagement Solutions Ltd. +MU Micron Technology, Inc. +MUDS Mudrick Capital Acquisition Corporation +MUDSU Mudrick Capital Acquisition Corporation +MUDSW Mudrick Capital Acquisition Corporation +MVBF MVB Financial Corp. +MVIS Microvision, Inc. +MXIM Maxim Integrated Products, Inc. +MYFW First Western Financial, Inc. +MYGN Myriad Genetics, Inc. +MYL Mylan N.V. +MYND MYnd Analytics, Inc. +MYNDW MYnd Analytics, Inc. +MYOK MyoKardia, Inc. +MYOS MYOS RENS Technology Inc. +MYRG MYR Group, Inc. +MYSZ My Size, Inc. +MYT Urban Tea, Inc. +NAII Natural Alternatives International, Inc. +NAKD Naked Brand Group Limited +NANO Nanometrics Incorporated +NAOV NanoVibronix, Inc. +NATH Nathan's Famous, Inc. +NATI National Instruments Corporation +NATR Nature's Sunshine Products, Inc. +NAVI Navient Corporation +NBEV New Age Beverages Corporation +NBIX Neurocrine Biosciences, Inc. +NBN Northeast Bank +NBRV Nabriva Therapeutics plc +NBTB NBT Bancorp Inc. +NCBS Nicolet Bankshares Inc. +NCMI National CineMedia, Inc. +NCNA NuCana plc +NCSM NCS Multistage Holdings, Inc. +NCTY The9 Limited +NDAQ Nasdaq, Inc. +NDLS Noodles & Company +NDRA ENDRA Life Sciences Inc. +NDRAW ENDRA Life Sciences Inc. +NDSN Nordson Corporation +NEBU Nebula Acquisition Corporation +NEBUU Nebula Acquisition Corporation +NEBUW Nebula Acquisition Corporation +NEO NeoGenomics, Inc. +NEOG Neogen Corporation +NEON Neonode Inc. +NEOS Neos Therapeutics, Inc. +NEPT Neptune Wellness Solutions Inc. +NERV Minerva Neurosciences, Inc +NESR National Energy Services Reunited Corp. +NESRW National Energy Services Reunited Corp. +NETE Net Element, Inc. +NEWA Newater Technology, Inc. +NEWT Newtek Business Services Corp. +NEWTI Newtek Business Services Corp. +NEWTZ Newtek Business Services Corp. +NEXT NextDecade Corporation +NFBK Northfield Bancorp, Inc. +NFE New Fortress Energy LLC +NFLX Netflix, Inc. +NGHC National General Holdings Corp +NGHCN National General Holdings Corp +NGHCO National General Holdings Corp +NGHCP National General Holdings Corp +NGHCZ National General Holdings Corp +NGM NGM Biopharmaceuticals, Inc. +NH NantHealth, Inc. +NHLD National Holdings Corporation +NHLDW National Holdings Corporation +NHTC Natural Health Trends Corp. +NICE NICE Ltd +NICK Nicholas Financial, Inc. +NIHD NII Holdings, Inc. +NITE Nightstar Therapeutics plc +NIU Niu Technologies +NK NantKwest, Inc. +NKSH National Bankshares, Inc. +NKTR Nektar Therapeutics +NLNK NewLink Genetics Corporation +NMCI Navios Maritime Containers L.P. +NMIH NMI Holdings Inc +NMRD Nemaura Medical Inc. +NMRK Newmark Group, Inc. +NNBR NN, Inc. +NNDM Nano Dimension Ltd. +NODK NI Holdings, Inc. +NOVN Novan, Inc. +NOVT Novanta Inc. +NRC National Research Corporation +NRIM Northrim BanCorp Inc +NSEC National Security Group, Inc. +NSIT Insight Enterprises, Inc. +NSSC NAPCO Security Technologies, Inc. +NSTG NanoString Technologies, Inc. +NSYS Nortech Systems Incorporated +NTAP NetApp, Inc. +NTCT NetScout Systems, Inc. +NTEC Intec Pharma Ltd. +NTES NetEase, Inc. +NTGN Neon Therapeutics, Inc. +NTGR NETGEAR, Inc. +NTIC Northern Technologies International Corporation +NTLA Intellia Therapeutics, Inc. +NTNX Nutanix, Inc. +NTRA Natera, Inc. +NTRP Neurotrope, Inc. +NTRS Northern Trust Corporation +NTRSP Northern Trust Corporation +NTWK NetSol Technologies Inc. +NUAN Nuance Communications, Inc. +NURO NeuroMetrix, Inc. +NUROW NeuroMetrix, Inc. +NUVA NuVasive, Inc. +NVAX Novavax, Inc. +NVCN Neovasc Inc. +NVCR NovoCure Limited +NVDA NVIDIA Corporation +NVEC NVE Corporation +NVEE NV5 Global, Inc. +NVFY Nova Lifestyle, Inc +NVIV InVivo Therapeutics Holdings Corp. +NVLN Novelion Therapeutics Inc. +NVMI Nova Measuring Instruments Ltd. +NVTR Nuvectra Corporation +NVUS Novus Therapeutics, Inc. +NWBI Northwest Bancshares, Inc. +NWFL Norwood Financial Corp. +NWL Newell Brands Inc. +NWLI National Western Life Group, Inc. +NWPX Northwest Pipe Company +NWS News Corporation +NWSA News Corporation +NXGN NextGen Healthcare, Inc. +NXPI NXP Semiconductors N.V. +NXST Nexstar Media Group, Inc. +NXTC NextCure, Inc. +NXTD NXT-ID Inc. +NXTDW NXT-ID Inc. +NYMT New York Mortgage Trust, Inc. +NYMTN New York Mortgage Trust, Inc. +NYMTO New York Mortgage Trust, Inc. +NYMTP New York Mortgage Trust, Inc. +NYMX Nymox Pharmaceutical Corporation +NYNY Empire Resorts, Inc. +OASM Oasmia Pharmaceutical AB +OBAS Optibase Ltd. +OBCI Ocean Bio-Chem, Inc. +OBLN Obalon Therapeutics, Inc. +OBNK Origin Bancorp, Inc. +OBSV ObsEva SA +OCC Optical Cable Corporation +OCCI OFS Credit Company, Inc. +OCCIP OFS Credit Company, Inc. +OCFC OceanFirst Financial Corp. +OCSI Oaktree Strategic Income Corporation +OCSL Oaktree Specialty Lending Corporation +OCSLL Oaktree Specialty Lending Corporation +OCUL Ocular Therapeutix, Inc. +ODFL Old Dominion Freight Line, Inc. +ODP Office Depot, Inc. +ODT Odonate Therapeutics, Inc. +OESX Orion Energy Systems, Inc. +OFED Oconee Federal Financial Corp. +OFIX Orthofix Medical Inc. +OFLX Omega Flex, Inc. +OFS OFS Capital Corporation +OFSSL OFS Capital Corporation +OFSSZ OFS Capital Corporation +OGI Organigram Holdings Inc. +OHAI OHA Investment Corporation +OHRP Ohr Pharmaceutical, Inc. +OIIM O2Micro International Limited +OKDCC Eaton Vance NextShares Trust II +OKTA Okta, Inc. +OLBK Old Line Bancshares, Inc. +OLED Universal Display Corporation +OLLI Ollie's Bargain Outlet Holdings, Inc. +OMAB Grupo Aeroportuario del Centro Norte S.A.B. de C.V. +OMCL Omnicell, Inc. +OMER Omeros Corporation +OMEX Odyssey Marine Exploration, Inc. +ON ON Semiconductor Corporation +ONB Old National Bancorp +ONCE Spark Therapeutics, Inc. +ONCS OncoSec Medical Incorporated +ONCY Oncolytics Biotech Inc. +ONEQ Fidelity Nasdaq Composite Index Tracking Stock +ONTX Onconova Therapeutics, Inc. +ONTXW Onconova Therapeutics, Inc. +ONVO Organovo Holdings, Inc. +OPB Opus Bank +OPBK OP Bancorp +OPES Opes Acquisition Corp. +OPESU Opes Acquisition Corp. +OPESW Opes Acquisition Corp. +OPGN OpGen, Inc. +OPGNW OpGen, Inc. +OPHC OptimumBank Holdings, Inc. +OPI Office Properties Income Trust +OPINI Office Properties Income Trust +OPK Opko Health, Inc. +OPNT Opiant Pharmaceuticals, Inc. +OPOF Old Point Financial Corporation +OPRA Opera Limited +OPRX OptimizeRx Corporation +OPTN OptiNose, Inc. +OPTT Ocean Power Technologies, Inc. +ORBC ORBCOMM Inc. +ORGO Organogenesis Holdings Inc. +ORGS Orgenesis Inc. +ORIT Oritani Financial Corp. +ORLY O'Reilly Automotive, Inc. +ORMP Oramed Pharmaceuticals Inc. +ORRF Orrstown Financial Services Inc +ORTX Orchard Therapeutics plc +OSBC Old Second Bancorp, Inc. +OSBCP Old Second Bancorp, Inc. +OSIS OSI Systems, Inc. +OSMT Osmotica Pharmaceuticals plc +OSN Ossen Innovation Co., Ltd. +OSPN OneSpan Inc. +OSS One Stop Systems, Inc. +OSTK Overstock.com, Inc. +OSUR OraSure Technologies, Inc. +OSW OneSpaWorld Holdings Limited +OTEL Otelco Inc. +OTEX Open Text Corporation +OTIC Otonomy, Inc. +OTIV On Track Innovations Ltd +OTLK Outlook Therapeutics, Inc. +OTLKW Outlook Therapeutics, Inc. +OTTR Otter Tail Corporation +OTTW Ottawa Bancorp, Inc. +OVBC Ohio Valley Banc Corp. +OVID Ovid Therapeutics Inc. +OVLY Oak Valley Bancorp (CA) +OXBR Oxbridge Re Holdings Limited +OXBRW Oxbridge Re Holdings Limited +OXFD Oxford Immunotec Global PLC +OXLC Oxford Lane Capital Corp. +OXLCM Oxford Lane Capital Corp. +OXLCO Oxford Lane Capital Corp. +OXSQ Oxford Square Capital Corp. +OXSQL Oxford Square Capital Corp. +OXSQZ Oxford Square Capital Corp. +OZK Bank OZK +PAACU Proficient Alpha Acquisition Corp. +PAAS Pan American Silver Corp. +PACB Pacific Biosciences of California, Inc. +PACQ Pure Acquisition Corp. +PACQU Pure Acquisition Corp. +PACQW Pure Acquisition Corp. +PACW PacWest Bancorp +PAHC Phibro Animal Health Corporation +PANL Pangaea Logistics Solutions Ltd. +PATI Patriot Transportation Holding, Inc. +PATK Patrick Industries, Inc. +PAVM PAVmed Inc. +PAVMW PAVmed Inc. +PAVMZ PAVmed Inc. +PAYS Paysign, Inc. +PAYX Paychex, Inc. +PBBI PB Bancorp, Inc. +PBCT People's United Financial, Inc. +PBCTP People's United Financial, Inc. +PBHC Pathfinder Bancorp, Inc. +PBIP Prudential Bancorp, Inc. +PBPB Potbelly Corporation +PBTS Powerbridge Technologies Co., Ltd. +PBYI Puma Biotechnology Inc +PCAR PACCAR Inc. +PCB Pacific City Financial Corporation +PCH PotlatchDeltic Corporation +PCMI PCM, Inc. +PCOM Points International, Ltd. +PCRX Pacira BioSciences, Inc. +PCSB PCSB Financial Corporation +PCTI PC-Tel, Inc. +PCTY Paylocity Holding Corporation +PCYG Park City Group, Inc. +PCYO Pure Cycle Corporation +PDBC Invesco Optimum Yield Diversified Commodity Strategy No K-1 ET +PDCE PDC Energy, Inc. +PDCO Patterson Companies, Inc. +PDD Pinduoduo Inc. +PDEX Pro-Dex, Inc. +PDFS PDF Solutions, Inc. +PDLB PDL Community Bancorp +PDLI PDL BioPharma, Inc. +PDSB PDS Biotechnology Corporation +PDVW pdvWireless, Inc. +PEBK Peoples Bancorp of North Carolina, Inc. +PEBO Peoples Bancorp Inc. +PEGA Pegasystems Inc. +PEGI Pattern Energy Group Inc. +PEIX Pacific Ethanol, Inc. +PENN Penn National Gaming, Inc. +PEP Pepsico, Inc. +PERI Perion Network Ltd +PESI Perma-Fix Environmental Services, Inc. +PETQ PetIQ, Inc. +PETS PetMed Express, Inc. +PETX Aratana Therapeutics, Inc. +PETZ TDH Holdings, Inc. +PFBC Preferred Bank +PFBI Premier Financial Bancorp, Inc. +PFG Principal Financial Group Inc +PFIE Profire Energy, Inc. +PFIN P & F Industries, Inc. +PFIS Peoples Financial Services Corp. +PFLT PennantPark Floating Rate Capital Ltd. +PFMT Performant Financial Corporation +PFPT Proofpoint, Inc. +PFSW PFSweb, Inc. +PGC Peapack-Gladstone Financial Corporation +PGNX Progenics Pharmaceuticals Inc. +PHAS PhaseBio Pharmaceuticals, Inc. +PHCF PUHUI WEALTH INVESTMENT MANAGEMENT CO., LTD. +PHIO Phio Pharmaceuticals Corp. +PHIOW Phio Pharmaceuticals Corp. +PHUN Phunware, Inc. +PHUNW Phunware, Inc. +PI Impinj, Inc. +PICO PICO Holdings Inc. +PIH 1347 Property Insurance Holdings, Inc. +PIHPP 1347 Property Insurance Holdings, Inc. +PINC Premier, Inc. +PIRS Pieris Pharmaceuticals, Inc. +PIXY ShiftPixy, Inc. +PKBK Parke Bancorp, Inc. +PKOH Park-Ohio Holdings Corp. +PLAB Photronics, Inc. +PLAY Dave & Buster's Entertainment, Inc. +PLBC Plumas Bancorp +PLCE Children's Place, Inc. (The) +PLL Piedmont Lithium Limited +PLMR Palomar Holdings, Inc. +PLPC Preformed Line Products Company +PLSE Pulse Biosciences, Inc +PLUG Plug Power, Inc. +PLUS ePlus inc. +PLXP PLx Pharma Inc. +PLXS Plexus Corp. +PLYA Playa Hotels & Resorts N.V. +PMBC Pacific Mercantile Bancorp +PMD Psychemedics Corporation +PME Pingtan Marine Enterprise Ltd. +PMTS CPI Card Group Inc. +PNBK Patriot National Bancorp Inc. +PNFP Pinnacle Financial Partners, Inc. +PNNT PennantPark Investment Corporation +PNRG PrimeEnergy Resources Corporation +PNRL Paringa Resources Limited +PNTR Pointer Telocation Ltd. +PODD Insulet Corporation +POLA Polar Power, Inc. +POOL Pool Corporation +POPE Pope Resources +POWI Power Integrations, Inc. +POWL Powell Industries, Inc. +PPBI Pacific Premier Bancorp Inc +PPC Pilgrim's Pride Corporation +PPHI Positive Physicians Holdings, Inc. +PPIH Perma-Pipe International Holdings, Inc. +PPSI Pioneer Power Solutions, Inc. +PRAA PRA Group, Inc. +PRAH PRA Health Sciences, Inc. +PRCP Perceptron, Inc. +PRFT Perficient, Inc. +PRGS Progress Software Corporation +PRGX PRGX Global, Inc. +PRIM Primoris Services Corporation +PRMW Primo Water Corporation +PRNB Principia Biopharma Inc. +PROV Provident Financial Holdings, Inc. +PRPH ProPhase Labs, Inc. +PRPL Purple Innovation, Inc. +PRPO Precipio, Inc. +PRQR ProQR Therapeutics N.V. +PRSC The Providence Service Corporation +PRTA Prothena Corporation plc +PRTH Priority Technology Holdings, Inc. +PRTK Paratek Pharmaceuticals, Inc. +PRTO Proteon Therapeutics, Inc. +PRTS U.S. Auto Parts Network, Inc. +PRVB Provention Bio, Inc. +PS Pluralsight, Inc. +PSDO Presidio, Inc. +PSEC Prospect Capital Corporation +PSMT PriceSmart, Inc. +PSTI Pluristem Therapeutics, Inc. +PT Pintec Technology Holdings Limited +PTC PTC Inc. +PTCT PTC Therapeutics, Inc. +PTE PolarityTE, Inc. +PTEN Patterson-UTI Energy, Inc. +PTGX Protagonist Therapeutics, Inc. +PTI Proteostasis Therapeutics, Inc. +PTLA Portola Pharmaceuticals, Inc. +PTMN Portman Ridge Finance Corporation +PTNR Partner Communications Company Ltd. +PTSI P.A.M. Transportation Services, Inc. +PTVCA Protective Insurance Corporation +PTVCB Protective Insurance Corporation +PUB People's Utah Bancorp +PULM Pulmatrix, Inc. +PUYI Puyi Inc. +PVAC Penn Virginia Corporation +PVBC Provident Bancorp, Inc. +PWOD Penns Woods Bancorp, Inc. +PXLW Pixelworks, Inc. +PXS Pyxis Tankers Inc. +PYDS Payment Data Systems, Inc. +PYPL PayPal Holdings, Inc. +PZZA Papa John's International, Inc. +QABA First Trust NASDAQ ABA Community Bank Index Fund +QADA QAD Inc. +QADB QAD Inc. +QBAK Qualstar Corporation +QCLN First Trust NASDAQ Clean Edge Green Energy Index Fund +QCOM QUALCOMM Incorporated +QCRH QCR Holdings, Inc. +QDEL Quidel Corporation +QFIN 360 Finance, Inc. +QIWI QIWI plc +QLC FlexShares US Quality Large Cap Index Fund +QLYS Qualys, Inc. +QNST QuinStreet, Inc. +QQEW First Trust NASDAQ-100 Equal Weighted Index Fund +QQQ Invesco QQQ Trust, Series 1 +QQQX Nuveen NASDAQ 100 Dynamic Overwrite Fund +QQXT First Trust NASDAQ-100 Ex-Technology Sector Index Fund +QRHC Quest Resource Holding Corporation +QRTEA Qurate Retail, Inc. +QRTEB Qurate Retail, Inc. +QRVO Qorvo, Inc. +QTEC First Trust NASDAQ-100- Technology Index Fund +QTNA Quantenna Communications, Inc. +QTNT Quotient Limited +QTRH Quarterhill Inc. +QTRX Quanterix Corporation +QTT Qutoutiao Inc. +QUIK QuickLogic Corporation +QUMU Qumu Corporation +QURE uniQure N.V. +RADA RADA Electronic Industries Ltd. +RAIL Freightcar America, Inc. +RAND Rand Capital Corporation +RARE Ultragenyx Pharmaceutical Inc. +RARX Ra Pharmaceuticals, Inc. +RAVE Rave Restaurant Group, Inc. +RAVN Raven Industries, Inc. +RBB RBB Bancorp +RBBN Ribbon Communications Inc. +RBCAA Republic Bancorp, Inc. +RBCN Rubicon Technology, Inc. +RBKB Rhinebeck Bancorp, Inc. +RBNC Reliant Bancorp, Inc. +RBZ Reebonz Holding Limited +RCII Rent-A-Center Inc. +RCKT Rocket Pharmaceuticals, Inc. +RCKY Rocky Brands, Inc. +RCM R1 RCM Inc. +RCMT RCM Technologies, Inc. +RCON Recon Technology, Ltd. +RDCM Radcom Ltd. +RDFN Redfin Corporation +RDHL Redhill Biopharma Ltd. +RDI Reading International Inc +RDIB Reading International Inc +RDNT RadNet, Inc. +RDUS Radius Health, Inc. +RDVT Red Violet, Inc. +RDWR Radware Ltd. +RECN Resources Connection, Inc. +REDU RISE Education Cayman Ltd +REED Reeds, Inc. +REFR Research Frontiers Incorporated +REG Regency Centers Corporation +REGI Renewable Energy Group, Inc. +REGN Regeneron Pharmaceuticals, Inc. +REKR Rekor Systems, Inc. +RELL Richardson Electronics, Ltd. +RELV Reliv' International, Inc. +REPH Recro Pharma, Inc. +REPL Replimune Group, Inc. +RESN Resonant Inc. +RETA Reata Pharmaceuticals, Inc. +RETO ReTo Eco-Solutions, Inc. +RFIL RF Industries, Ltd. +RGCO RGC Resources Inc. +RGEN Repligen Corporation +RGLD Royal Gold, Inc. +RGLS Regulus Therapeutics Inc. +RGNX REGENXBIO Inc. +RIBT RiceBran Technologies +RICK RCI Hospitality Holdings, Inc. +RIGL Rigel Pharmaceuticals, Inc. +RILY B. Riley Financial, Inc. +RILYG B. Riley Financial, Inc. +RILYH B. Riley Financial, Inc. +RILYI B. Riley Financial, Inc. +RILYL B. Riley Financial, Inc. +RILYO B. Riley Financial, Inc. +RILYZ B. Riley Financial, Inc. +RIOT Riot Blockchain, Inc +RIVE Riverview Financial Corporation +RKDA Arcadia Biosciences, Inc. +RLM Realm Therapeutics plc +RMBL RumbleOn, Inc. +RMBS Rambus, Inc. +RMCF Rocky Mountain Chocolate Factory, Inc. +RMNI Rimini Street, Inc. +RMR The RMR Group Inc. +RMTI Rockwell Medical, Inc. +RNDB Randolph Bancorp, Inc. +RNET RigNet, Inc. +RNST Renasant Corporation +RNWK RealNetworks, Inc. +ROAD Construction Partners, Inc. +ROBO Exchange Traded Concepts Trust ROBO Global Robotics and Automa +ROCK Gibraltar Industries, Inc. +ROIC Retail Opportunity Investments Corp. +ROKU Roku, Inc. +ROLL RBC Bearings Incorporated +ROSE Rosehill Resources Inc. +ROSEU Rosehill Resources Inc. +ROSEW Rosehill Resources Inc. +ROST Ross Stores, Inc. +RP RealPage, Inc. +RPD Rapid7, Inc. +RRBI Red River Bancshares, Inc. +RRGB Red Robin Gourmet Burgers, Inc. +RRR Red Rock Resorts, Inc. +RTIX RTI Surgical Holdings, Inc. +RTLR Rattler Midstream LP +RTRX Retrophin, Inc. +RTTR Ritter Pharmaceuticals, Inc. +RUBY Rubius Therapeutics, Inc. +RUHN Ruhnn Holding Limited +RUN Sunrun Inc. +RUSHA Rush Enterprises, Inc. +RUSHB Rush Enterprises, Inc. +RUTH Ruth's Hospitality Group, Inc. +RVEN Reven Housing REIT, Inc. +RVLT Revolution Lighting Technologies, Inc. +RVNC Revance Therapeutics, Inc. +RVSB Riverview Bancorp Inc +RWLK ReWalk Robotics Ltd. +RYAAY Ryanair Holdings plc +RYTM Rhythm Pharmaceuticals, Inc. +SABR Sabre Corporation +SAEX SAExploration Holdings, Inc. +SAFM Sanderson Farms, Inc. +SAFT Safety Insurance Group, Inc. +SAGE Sage Therapeutics, Inc. +SAIA Saia, Inc. +SAL Salisbury Bancorp, Inc. +SALM Salem Media Group, Inc. +SAMA Schultze Special Purpose Acquisition Corp. +SAMAU Schultze Special Purpose Acquisition Corp. +SAMAW Schultze Special Purpose Acquisition Corp. +SAMG Silvercrest Asset Management Group Inc. +SANM Sanmina Corporation +SANW S&W Seed Company +SASR Sandy Spring Bancorp, Inc. +SATS EchoStar Corporation +SAUC Diversified Restaurant Holdings, Inc. +SAVA Cassava Sciences, Inc. +SBAC SBA Communications Corporation +SBBP Strongbridge Biopharma plc +SBBX SB One Bancorp +SBCF Seacoast Banking Corporation of Florida +SBFG SB Financial Group, Inc. +SBFGP SB Financial Group, Inc. +SBGI Sinclair Broadcast Group, Inc. +SBLK Star Bulk Carriers Corp. +SBLKZ Star Bulk Carriers Corp. +SBNY Signature Bank +SBOT Stellar Biotechnologies, Inc. +SBPH Spring Bank Pharmaceuticals, Inc. +SBRA Sabra Health Care REIT, Inc. +SBSI Southside Bancshares, Inc. +SBT Sterling Bancorp, Inc. +SBUX Starbucks Corporation +SCHL Scholastic Corporation +SCHN Schnitzer Steel Industries, Inc. +SCKT Socket Mobile, Inc. +SCON Superconductor Technologies Inc. +SCOR comScore, Inc. +SCPH scPharmaceuticals Inc. +SCPL SciPlay Corporation +SCSC ScanSource, Inc. +SCVL Shoe Carnival, Inc. +SCWX SecureWorks Corp. +SCYX SCYNEXIS, Inc. +SEAC SeaChange International, Inc. +SECO Secoo Holding Limited +SEDG SolarEdge Technologies, Inc. +SEED Origin Agritech Limited +SEEL Seelos Therapeutics, Inc. +SEIC SEI Investments Company +SELB Selecta Biosciences, Inc. +SELF Global Self Storage, Inc. +SENEA Seneca Foods Corp. +SENEB Seneca Foods Corp. +SES Synthesis Energy Systems, Inc. +SESN Sesen Bio, Inc. +SFBC Sound Financial Bancorp, Inc. +SFBS ServisFirst Bancshares, Inc. +SFET Safe-T Group Ltd. +SFIX Stitch Fix, Inc. +SFLY Shutterfly, Inc. +SFM Sprouts Farmers Market, Inc. +SFNC Simmons First National Corporation +SFST Southern First Bancshares, Inc. +SG Sirius International Insurance Group, Ltd. +SGA Saga Communications, Inc. +SGBX SG Blocks, Inc. +SGC Superior Group of Companies, Inc. +SGEN Seattle Genetics, Inc. +SGH SMART Global Holdings, Inc. +SGLB Sigma Labs, Inc. +SGLBW Sigma Labs, Inc. +SGMA SigmaTron International, Inc. +SGMO Sangamo Therapeutics, Inc. +SGMS Scientific Games Corp +SGOC SGOCO Group, Ltd +SGRP SPAR Group, Inc. +SGRY Surgery Partners, Inc. +SHBI Shore Bancshares Inc +SHEN Shenandoah Telecommunications Co +SHIP Seanergy Maritime Holdings Corp +SHIPW Seanergy Maritime Holdings Corp +SHIPZ Seanergy Maritime Holdings Corp +SHLO Shiloh Industries, Inc. +SHOO Steven Madden, Ltd. +SHOS Sears Hometown and Outlet Stores, Inc. +SHSP SharpSpring, Inc. +SIBN SI-BONE, Inc. +SIC Select Interior Concepts, Inc. +SIEB Siebert Financial Corp. +SIEN Sientra, Inc. +SIFY Sify Technologies Limited +SIGA SIGA Technologies Inc. +SIGI Selective Insurance Group, Inc. +SILC Silicom Ltd +SILK Silk Road Medical, Inc. +SIMO Silicon Motion Technology Corporation +SINA Sina Corporation +SINO Sino-Global Shipping America, Ltd. +SINT SiNtx Technologies, Inc. +SIRI Sirius XM Holdings Inc. +SITO SITO Mobile, Ltd. +SIVB SVB Financial Group +SKIS Peak Resorts, Inc. +SKOR FlexShares Credit-Scored US Corporate Bond Index Fund +SKYS Sky Solar Holdings, Ltd. +SKYW SkyWest, Inc. +SLAB Silicon Laboratories, Inc. +SLCT Select Bancorp, Inc. +SLDB Solid Biosciences Inc. +SLGG Super League Gaming, Inc. +SLGL Sol-Gel Technologies Ltd. +SLGN Silgan Holdings Inc. +SLM SLM Corporation +SLMBP SLM Corporation +SLNO Soleno Therapeutics, Inc. +SLNOW Soleno Therapeutics, Inc. +SLP Simulations Plus, Inc. +SLRC Solar Capital Ltd. +SLS SELLAS Life Sciences Group, Inc. +SLVO Credit Suisse AG +SMBC Southern Missouri Bancorp, Inc. +SMBK SmartFinancial, Inc. +SMED Sharps Compliance Corp. +SMIT Schmitt Industries, Inc. +SMMF Summit Financial Group, Inc. +SMMT Summit Therapeutics plc +SMPL The Simply Good Foods Company +SMRT Stein Mart, Inc. +SMSI Smith Micro Software, Inc. +SMTC Semtech Corporation +SMTX SMTC Corporation +SNBR Sleep Number Corporation +SNCR Synchronoss Technologies, Inc. +SND Smart Sand, Inc. +SNDE Sundance Energy Australia Limited +SNDX Syndax Pharmaceuticals, Inc. +SNES SenesTech, Inc. +SNFCA Security National Financial Corporation +SNGX Soligenix, Inc. +SNGXW Soligenix, Inc. +SNH Senior Housing Properties Trust +SNHNI Senior Housing Properties Trust +SNHNL Senior Housing Properties Trust +SNHY Sun Hydraulics Corporation +SNNA Sienna Biopharmaceuticals, Inc. +SNOA Sonoma Pharmaceuticals, Inc. +SNOAW Sonoma Pharmaceuticals, Inc. +SNPS Synopsys, Inc. +SNSS Sunesis Pharmaceuticals, Inc. +SNY Sanofi +SOHO Sotherly Hotels Inc. +SOHOB Sotherly Hotels Inc. +SOHON Sotherly Hotels Inc. +SOHOO Sotherly Hotels Inc. +SOHU Sohu.com Limited +SOLO Electrameccanica Vehicles Corp. Ltd. +SOLOW Electrameccanica Vehicles Corp. Ltd. +SOLY Soliton, Inc. +SONA Southern National Bancorp of Virginia, Inc. +SONM Sonim Technologies, Inc. +SONO Sonos, Inc. +SORL SORL Auto Parts, Inc. +SOXX iShares PHLX SOX Semiconductor Sector Index Fund +SP SP Plus Corporation +SPAR Spartan Motors, Inc. +SPCB SuperCom, Ltd. +SPEX Spherix Incorporated +SPFI South Plains Financial, Inc. +SPHS Sophiris Bio, Inc. +SPI SPI Energy Co., Ltd. +SPKE Spark Energy, Inc. +SPKEP Spark Energy, Inc. +SPLK Splunk Inc. +SPNE SeaSpine Holdings Corporation +SPNS Sapiens International Corporation N.V. +SPOK Spok Holdings, Inc. +SPPI Spectrum Pharmaceuticals, Inc. +SPRO Spero Therapeutics, Inc. +SPRT support.com, Inc. +SPSC SPS Commerce, Inc. +SPTN SpartanNash Company +SPWH Sportsman's Warehouse Holdings, Inc. +SPWR SunPower Corporation +SQBG Sequential Brands Group, Inc. +SQQQ ProShares UltraPro Short QQQ +SRAX Social Reality, Inc. +SRCE 1st Source Corporation +SRCL Stericycle, Inc. +SRDX Surmodics, Inc. +SREV ServiceSource International, Inc. +SRNE Sorrento Therapeutics, Inc. +SRPT Sarepta Therapeutics, Inc. +SRRA Sierra Oncology, Inc. +SRRK Scholar Rock Holding Corporation +SRTS Sensus Healthcare, Inc. +SRTSW Sensus Healthcare, Inc. +SSB South State Corporation +SSBI Summit State Bank +SSFN Stewardship Financial Corp +SSKN Strata Skin Sciences, Inc. +SSNC SS&C Technologies Holdings, Inc. +SSNT SilverSun Technologies, Inc. +SSP E.W. Scripps Company (The) +SSRM SSR Mining Inc. +SSTI ShotSpotter, Inc. +SSYS Stratasys, Ltd. +STAA STAAR Surgical Company +STAF Staffing 360 Solutions, Inc. +STAY Extended Stay America, Inc. +STBA S&T Bancorp, Inc. +STCN Steel Connect, Inc. +STFC State Auto Financial Corporation +STIM Neuronetics, Inc. +STKL SunOpta, Inc. +STKS The ONE Group Hospitality, Inc. +STLD Steel Dynamics, Inc. +STML Stemline Therapeutics, Inc. +STMP Stamps.com Inc. +STND Standard AVB Financial Corp. +STNE StoneCo Ltd. +STNL Sentinel Energy Services Inc. +STNLU Sentinel Energy Services Inc. +STNLW Sentinel Energy Services Inc. +STPP Barclays PLC +STRA Strategic Education, Inc. +STRL Sterling Construction Company Inc +STRM Streamline Health Solutions, Inc. +STRO Sutro Biopharma, Inc. +STRS Stratus Properties Inc. +STRT Strattec Security Corporation +STX Seagate Technology PLC +STXB Spirit of Texas Bancshares, Inc. +SUMR Summer Infant, Inc. +SUNS Solar Senior Capital Ltd. +SUNW Sunworks, Inc. +SUPN Supernus Pharmaceuticals, Inc. +SURF Surface Oncology, Inc. +SVA Sinovac Biotech, Ltd. +SVBI Severn Bancorp Inc +SVMK SVMK Inc. +SVRA Savara, Inc. +SVVC Firsthand Technology Value Fund, Inc. +SWAV ShockWave Medical, Inc. +SWIR Sierra Wireless, Inc. +SWKS Skyworks Solutions, Inc. +SXTC China SXT Pharmaceuticals, Inc. +SY So-Young International Inc. +SYBT Stock Yards Bancorp, Inc. +SYBX Synlogic, Inc. +SYKE Sykes Enterprises, Incorporated +SYMC Symantec Corporation +SYNA Synaptics Incorporated +SYNC Synacor, Inc. +SYNH Syneos Health, Inc. +SYNL Synalloy Corporation +SYPR Sypris Solutions, Inc. +SYRS Syros Pharmaceuticals, Inc. +TA TravelCenters of America LLC +TACO Del Taco Restaurants, Inc. +TACOW Del Taco Restaurants, Inc. +TACT TransAct Technologies Incorporated +TAIT Taitron Components Incorporated +TANH Tantech Holdings Ltd. +TANNI TravelCenters of America LLC +TANNL TravelCenters of America LLC +TANNZ TravelCenters of America LLC +TAOP Taoping Inc. +TAPR Barclays PLC +TAST Carrols Restaurant Group, Inc. +TATT TAT Technologies Ltd. +TAYD Taylor Devices, Inc. +TBBK The Bancorp, Inc. +TBIO Translate Bio, Inc. +TBK Triumph Bancorp, Inc. +TBLT ToughBuilt Industries, Inc. +TBLTU ToughBuilt Industries, Inc. +TBLTW ToughBuilt Industries, Inc. +TBNK Territorial Bancorp Inc. +TBPH Theravance Biopharma, Inc. +TBRG Thunder Bridge Acquisition, Ltd. +TBRGU Thunder Bridge Acquisition, Ltd. +TBRGW Thunder Bridge Acquisition, Ltd. +TC TuanChe Limited +TCBI Texas Capital Bancshares, Inc. +TCBIL Texas Capital Bancshares, Inc. +TCBIP Texas Capital Bancshares, Inc. +TCBK TriCo Bancshares +TCCO Technical Communications Corporation +TCDA Tricida, Inc. +TCFC The Community Financial Corporation +TCGP The Carlyle Group L.P. +TCMD Tactile Systems Technology, Inc. +TCON TRACON Pharmaceuticals, Inc. +TCPC BlackRock TCP Capital Corp. +TCRD THL Credit, Inc. +TCRR TCR2 Therapeutics Inc. +TCX Tucows Inc. +TDAC Trident Acquisitions Corp. +TDACU Trident Acquisitions Corp. +TDACW Trident Acquisitions Corp. +TDIV First Trust NASDAQ Technology Dividend Index Fund +TEAM Atlassian Corporation Plc +TECD Tech Data Corporation +TECH Bio-Techne Corp +TECTP Tectonic Financial, Inc. +TEDU Tarena International, Inc. +TELL Tellurian Inc. +TENB Tenable Holdings, Inc. +TENX Tenax Therapeutics, Inc. +TER Teradyne, Inc. +TERP TerraForm Power, Inc. +TESS TESSCO Technologies Incorporated +TEUM Pareteum Corporation +TFSL TFS Financial Corporation +TGA TransGlobe Energy Corporation +TGEN Tecogen Inc. +TGLS Tecnoglass Inc. +TGTX TG Therapeutics, Inc. +TH Target Hospitality Corp. +THCB Tuscan Holdings Corp. +THCBU Tuscan Holdings Corp. +THCBW Tuscan Holdings Corp. +THFF First Financial Corporation Indiana +THOR Synthorx, Inc. +THRM Gentherm Inc +THWWW Target Hospitality Corp. +TIBR Tiberius Acquisition Corporation +TIBRU Tiberius Acquisition Corporation +TIBRW Tiberius Acquisition Corporation +TIGO Millicom International Cellular S.A. +TIGR UP Fintech Holding Limited +TILE Interface, Inc. +TIPT Tiptree Inc. +TITN Titan Machinery Inc. +TIVO TiVo Corporation +TKKS TKK Symphony Acquisition Corporation +TKKSR TKK Symphony Acquisition Corporation +TKKSU TKK Symphony Acquisition Corporation +TKKSW TKK Symphony Acquisition Corporation +TLC Taiwan Liposome Company, Ltd. +TLF Tandy Leather Factory, Inc. +TLGT Teligent, Inc. +TLND Talend S.A. +TLRY Tilray, Inc. +TLSA Tiziana Life Sciences plc +TMCX Trinity Merger Corp. +TMCXU Trinity Merger Corp. +TMCXW Trinity Merger Corp. +TMDI Titan Medical Inc. +TMDX TransMedics Group, Inc. +TMSR TMSR Holding Company Limited +TMUS T-Mobile US, Inc. +TNAV Telenav, Inc. +TNDM Tandem Diabetes Care, Inc. +TNXP Tonix Pharmaceuticals Holding Corp. +TOCA Tocagen Inc. +TOPS TOP Ships Inc. +TORC resTORbio, Inc. +TOTA Tottenham Acquisition I Limited +TOTAR Tottenham Acquisition I Limited +TOTAU Tottenham Acquisition I Limited +TOTAW Tottenham Acquisition I Limited +TOUR Tuniu Corporation +TOWN Towne Bank +TPCO Tribune Publishing Company +TPIC TPI Composites, Inc. +TPTX Turning Point Therapeutics, Inc. +TQQQ ProShares UltraPro QQQ +TRCB Two River Bancorp +TRCH Torchlight Energy Resources, Inc. +TREE LendingTree, Inc. +TRHC Tabula Rasa HealthCare, Inc. +TRIB Trinity Biotech plc +TRIL Trillium Therapeutics Inc. +TRIP TripAdvisor, Inc. +TRMB Trimble Inc. +TRMD TORM plc +TRMK Trustmark Corporation +TRMT Tremont Mortgage Trust +TRNS Transcat, Inc. +TRNX Taronis Technologies, Inc. +TROV TrovaGene, Inc. +TROW T. Rowe Price Group, Inc. +TRPX Therapix Biosciences Ltd. +TRS TriMas Corporation +TRST TrustCo Bank Corp NY +TRUE TrueCar, Inc. +TRUP Trupanion, Inc. +TRVG trivago N.V. +TRVI Trevi Therapeutics, Inc. +TRVN Trevena, Inc. +TSBK Timberland Bancorp, Inc. +TSC TriState Capital Holdings, Inc. +TSCAP TriState Capital Holdings, Inc. +TSCO Tractor Supply Company +TSEM Tower Semiconductor Ltd. +TSG The Stars Group Inc. +TSLA Tesla, Inc. +TSRI TSR, Inc. +TST TheStreet, Inc. +TTD The Trade Desk, Inc. +TTEC TTEC Holdings, Inc. +TTEK Tetra Tech, Inc. +TTGT TechTarget, Inc. +TTMI TTM Technologies, Inc. +TTNP Titan Pharmaceuticals, Inc. +TTOO T2 Biosystems, Inc. +TTPH Tetraphase Pharmaceuticals, Inc. +TTS Tile Shop Hldgs, Inc. +TTWO Take-Two Interactive Software, Inc. +TUES Tuesday Morning Corp. +TURN 180 Degree Capital Corp. +TUSK Mammoth Energy Services, Inc. +TVIX Credit Suisse AG +TVTY Tivity Health, Inc. +TW Tradeweb Markets Inc. +TWIN Twin Disc, Incorporated +TWMC Trans World Entertainment Corp. +TWNK Hostess Brands, Inc. +TWNKW Hostess Brands, Inc. +TWOU 2U, Inc. +TWST Twist Bioscience Corporation +TXMD TherapeuticsMD, Inc. +TXN Texas Instruments Incorporated +TXRH Texas Roadhouse, Inc. +TYHT Shineco, Inc. +TYME Tyme Technologies, Inc. +TYPE Monotype Imaging Holdings Inc. +TZAC Tenzing Acquisition Corp. +TZACU Tenzing Acquisition Corp. +TZACW Tenzing Acquisition Corp. +TZOO Travelzoo +UAL United Continental Holdings, Inc. +UBCP United Bancorp, Inc. +UBFO United Security Bancshares +UBIO Proshares UltraPro Nasdaq Biotechnology +UBNK United Financial Bancorp, Inc. +UBNT Ubiquiti Networks, Inc. +UBOH United Bancshares, Inc. +UBSI United Bankshares, Inc. +UBX Unity Biotechnology, Inc. +UCBI United Community Banks, Inc. +UCFC United Community Financial Corp. +UCTT Ultra Clean Holdings, Inc. +UEIC Universal Electronics Inc. +UEPS Net 1 UEPS Technologies, Inc. +UFCS United Fire Group, Inc +UFPI Universal Forest Products, Inc. +UFPT UFP Technologies, Inc. +UG United-Guardian, Inc. +UGLD Credit Suisse AG +UHAL Amerco +UIHC United Insurance Holdings Corp. +ULBI Ultralife Corporation +ULH Universal Logistics Holdings, Inc. +ULTA Ulta Beauty, Inc. +UMBF UMB Financial Corporation +UMPQ Umpqua Holdings Corporation +UMRX Unum Therapeutics Inc. +UNAM Unico American Corporation +UNB Union Bankshares, Inc. +UNIT Uniti Group Inc. +UNTY Unity Bancorp, Inc. +UONE Urban One, Inc. +UONEK Urban One, Inc. +UPL Ultra Petroleum Corp. +UPLD Upland Software, Inc. +UPWK Upwork Inc. +URBN Urban Outfitters, Inc. +URGN UroGen Pharma Ltd. +UROV Urovant Sciences Ltd. +USAK USA Truck, Inc. +USAP Universal Stainless & Alloy Products, Inc. +USAT USA Technologies, Inc. +USATP USA Technologies, Inc. +USAU U.S. Gold Corp. +USCR U S Concrete, Inc. +USEG U.S. Energy Corp. +USLM United States Lime & Minerals, Inc. +USLV Credit Suisse AG +USOI Credit Suisse AG +USWS U.S. Well Services, Inc. +USWSW U.S. Well Services, Inc. +UTHR United Therapeutics Corporation +UTMD Utah Medical Products, Inc. +UTSI UTStarcom Holdings Corp +UVSP Univest Financial Corporation +UXIN Uxin Limited +VALU Value Line, Inc. +VBFC Village Bank and Trust Financial Corp. +VBIV VBI Vaccines, Inc. +VBLT Vascular Biogenics Ltd. +VBTX Veritex Holdings, Inc. +VC Visteon Corporation +VCEL Vericel Corporation +VCNX Vaccinex, Inc. +VCTR Victory Capital Holdings, Inc. +VCYT Veracyte, Inc. +VECO Veeco Instruments Inc. +VEON VEON Ltd. +VERB Verb Technology Company, Inc. +VERBW Verb Technology Company, Inc. +VERI Veritone, Inc. +VERU Veru Inc. +VFF Village Farms International, Inc. +VIA Viacom Inc. +VIAB Viacom Inc. +VIAV Viavi Solutions Inc. +VICL Vical Incorporated +VICR Vicor Corporation +VIIX Credit Suisse AG +VIOT Viomi Technology Co., Ltd +VIRC Virco Manufacturing Corporation +VIRT Virtu Financial, Inc. +VISL Vislink Technologies, Inc. +VIVE Viveve Medical, Inc. +VIVO Meridian Bioscience Inc. +VKTX Viking Therapeutics, Inc. +VKTXW Viking Therapeutics, Inc. +VLGEA Village Super Market, Inc. +VLRX Valeritas Holdings, Inc. +VLY Valley National Bancorp +VLYPO Valley National Bancorp +VLYPP Valley National Bancorp +VNDA Vanda Pharmaceuticals Inc. +VNET 21Vianet Group, Inc. +VNOM Viper Energy Partners LP +VOD Vodafone Group Plc +VOXX VOXX International Corporation +VRA Vera Bradley, Inc. +VRAY ViewRay, Inc. +VRCA Verrica Pharmaceuticals Inc. +VREX Varex Imaging Corporation +VRML Vermillion, Inc. +VRNA Verona Pharma plc +VRNS Varonis Systems, Inc. +VRNT Verint Systems Inc. +VRRM Verra Mobility Corporation +VRSK Verisk Analytics, Inc. +VRSN VeriSign, Inc. +VRTS Virtus Investment Partners, Inc. +VRTSP Virtus Investment Partners, Inc. +VRTU Virtusa Corporation +VRTX Vertex Pharmaceuticals Incorporated +VSAT ViaSat, Inc. +VSEC VSE Corporation +VSTM Verastem, Inc. +VTGN VistaGen Therapeutics, Inc. +VTIP Vanguard Short-Term Inflation-Protected Securities Index Fund +VTIQ VectoIQ Acquisition Corp. +VTIQU VectoIQ Acquisition Corp. +VTIQW VectoIQ Acquisition Corp. +VTNR Vertex Energy, Inc +VTSI VirTra, Inc. +VTVT vTv Therapeutics Inc. +VUZI Vuzix Corporation +VVPR VivoPower International PLC +VVUS VIVUS, Inc. +VXRT Vaxart, Inc. +VYGR Voyager Therapeutics, Inc. +WABC Westamerica Bancorporation +WAFD Washington Federal, Inc. +WAFU Wah Fu Education Group Limited +WASH Washington Trust Bancorp, Inc. +WATT Energous Corporation +WB Weibo Corporation +WBA Walgreens Boots Alliance, Inc. +WCFB WCF Bancorp, Inc. +WDAY Workday, Inc. +WDC Western Digital Corporation +WDFC WD-40 Company +WEBK Wellesley Bancorp, Inc. +WEN Wendy's Company (The) +WERN Werner Enterprises, Inc. +WETF WisdomTree Investments, Inc. +WEYS Weyco Group, Inc. +WHF WhiteHorse Finance, Inc. +WHFBZ WhiteHorse Finance, Inc. +WHLM Wilhelmina International, Inc. +WHLR Wheeler Real Estate Investment Trust, Inc. +WHLRD Wheeler Real Estate Investment Trust, Inc. +WHLRP Wheeler Real Estate Investment Trust, Inc. +WIFI Boingo Wireless, Inc. +WILC G. Willi-Food International, Ltd. +WINA Winmark Corporation +WING Wingstop Inc. +WINS Wins Finance Holdings Inc. +WIRE Encore Wire Corporation +WISA Summit Wireless Technologies, Inc. +WIX Wix.com Ltd. +WKHS Workhorse Group, Inc. +WLDN Willdan Group, Inc. +WLFC Willis Lease Finance Corporation +WLTW Willis Towers Watson Public Limited Company +WMGI Wright Medical Group N.V. +WNEB Western New England Bancorp, Inc. +WOOD iShares S&P Global Timber & Forestry Index Fund +WORX SCWorx Corp. +WPRT Westport Fuel Systems Inc +WRLD World Acceptance Corporation +WRLS Pensare Acquisition Corp. +WRLSR Pensare Acquisition Corp. +WRLSU Pensare Acquisition Corp. +WRLSW Pensare Acquisition Corp. +WRTC Wrap Technologies, Inc. +WSBC WesBanco, Inc. +WSBF Waterstone Financial, Inc. +WSC WillScot Corporation +WSFS WSFS Financial Corporation +WSTG Wayside Technology Group, Inc. +WSTL Westell Technologies, Inc. +WTBA West Bancorporation +WTER The Alkaline Water Company Inc. +WTFC Wintrust Financial Corporation +WTFCM Wintrust Financial Corporation +WTRE Watford Holdings Ltd. +WTRH Waitr Holdings Inc. +WVE WAVE Life Sciences Ltd. +WVFC WVS Financial Corp. +WVVI Willamette Valley Vineyards, Inc. +WVVIP Willamette Valley Vineyards, Inc. +WW Weight Watchers International Inc +WWD Woodward, Inc. +WWR Westwater Resources, Inc. +WYNN Wynn Resorts, Limited +XBIO Xenetic Biosciences, Inc. +XBIT XBiotech Inc. +XEL Xcel Energy Inc. +XELA Exela Technologies, Inc. +XELB Xcel Brands, Inc +XENE Xenon Pharmaceuticals Inc. +XENT Intersect ENT, Inc. +XERS Xeris Pharmaceuticals, Inc. +XFOR X4 Pharmaceuticals, Inc. +XLNX Xilinx, Inc. +XLRN Acceleron Pharma Inc. +XNCR Xencor, Inc. +XNET Xunlei Limited +XOG Extraction Oil & Gas, Inc. +XOMA XOMA Corporation +XON Intrexon Corporation +XONE The ExOne Company +XPER Xperi Corporation +XRAY DENTSPLY SIRONA Inc. +XSPA XpresSpa Group, Inc. +XTLB XTL Biopharmaceuticals Ltd. +XYN Xynomic Pharmaceuticals Holdings, Inc. +XYNPW Xynomic Pharmaceuticals Holdings, Inc. +YGTY SSLJ.com Limited +YGYI Youngevity International, Inc. +YI 111, Inc. +YIN Yintech Investment Holdings Limited +YJ Yunji Inc. +YMAB Y-mAbs Therapeutics, Inc. +YNDX Yandex N.V. +YOGA YogaWorks, Inc. +YORW The York Water Company +YRCW YRC Worldwide, Inc. +YRIV Yangtze River Port and Logistics Limited +YTEN Yield10 Bioscience, Inc. +YTRA Yatra Online, Inc. +YVR Liquid Media Group Ltd. +YY YY Inc. +Z Zillow Group, Inc. +ZAGG ZAGG Inc +ZBIO ProShares UltraPro Short NASDAQ Biotechnology +ZBRA Zebra Technologies Corporation +ZEAL Zealand Pharma A/S +ZEUS Olympic Steel, Inc. +ZFGN Zafgen, Inc. +ZG Zillow Group, Inc. +ZGNX Zogenix, Inc. +ZION Zions Bancorporation N.A. +ZIONW Zions Bancorporation N.A. +ZIOP ZIOPHARM Oncology Inc +ZIV Credit Suisse AG +ZIXI Zix Corporation +ZKIN ZK International Group Co., Ltd +ZLAB Zai Lab Limited +ZM Zoom Video Communications, Inc. +ZN Zion Oil & Gas Inc +ZNGA Zynga Inc. +ZNWAA Zion Oil & Gas Inc +ZS Zscaler, Inc. +ZSAN Zosano Pharma Corporation +ZTEST BATS BZX Exchange +ZUMZ Zumiez Inc. +ZVO Zovio Inc. +ZYNE Zynerba Pharmaceuticals, Inc. +ZYXI Zynex, Inc. diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/NYSEclean.txt b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/NYSEclean.txt new file mode 100644 index 00000000..4ccebcba --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/NYSEclean.txt @@ -0,0 +1,3119 @@ +Symbol Name +A Agilent Technologies, Inc. +AA Alcoa Corporation +AAC AAC Holdings, Inc. +AAN Aaron's, Inc. +AAP Advance Auto Parts Inc +AAT American Assets Trust, Inc. +AB AllianceBernstein Holding L.P. +ABB ABB Ltd +ABBV AbbVie Inc. +ABC AmerisourceBergen Corporation (Holding Co) +ABEV Ambev S.A. +ABG Asbury Automotive Group Inc +ABM ABM Industries Incorporated +ABR Arbor Realty Trust +ABR^A Arbor Realty Trust +ABR^B Arbor Realty Trust +ABR^C Arbor Realty Trust +ABT Abbott Laboratories +AC Associated Capital Group, Inc. +ACA Arcosa, Inc. +ACB Aurora Cannabis Inc. +ACC American Campus Communities Inc +ACCO Acco Brands Corporation +ACH Aluminum Corporation of China Limited +ACM AECOM +ACN Accenture plc +ACP Aberdeen Income Credit Strategies Fund +ACRE Ares Commercial Real Estate Corporation +ACV AllianzGI Diversified Income & Convertible Fund +ADC Agree Realty Corporation +ADM Archer-Daniels-Midland Company +ADNT Adient plc +ADS Alliance Data Systems Corporation +ADSW Advanced Disposal Services, Inc. +ADT ADT Inc. +ADX Adams Diversified Equity Fund, Inc. +AEB Aegon NV +AED.CL Aegon NV +AEE Ameren Corporation +AEG Aegon NV +AEH Aegon NV +AEL American Equity Investment Life Holding Company +AEM Agnico Eagle Mines Limited +AEO American Eagle Outfitters, Inc. +AEP American Electric Power Company, Inc. +AEP^B American Electric Power Company, Inc. +AER Aercap Holdings N.V. +AES The AES Corporation +AFB Alliance National Municipal Income Fund Inc +AFC Ares Capital Corporation +AFG American Financial Group, Inc. +AFGB American Financial Group, Inc. +AFGE American Financial Group, Inc. +AFGH American Financial Group, Inc. +AFI Armstrong Flooring, Inc. +AFL Aflac Incorporated +AFT Apollo Senior Floating Rate Fund Inc. +AG First Majestic Silver Corp. +AGCO AGCO Corporation +AGD Aberdeen Global Dynamic Dividend Fund +AGI Alamos Gold Inc. +AGM Federal Agricultural Mortgage Corporation +AGM^A Federal Agricultural Mortgage Corporation +AGM.A Federal Agricultural Mortgage Corporation +AGM^B.CL Federal Agricultural Mortgage Corporation +AGM^C Federal Agricultural Mortgage Corporation +AGM^D Federal Agricultural Mortgage Corporation +AGN Allergan plc. +AGO Assured Guaranty Ltd. +AGO^B Assured Guaranty Ltd. +AGO^E Assured Guaranty Ltd. +AGO^F Assured Guaranty Ltd. +AGR Avangrid, Inc. +AGRO Adecoagro S.A. +AGS PlayAGS, Inc. +AGX Argan, Inc. +AHC A.H. Belo Corporation +AHH Armada Hoffler Properties, Inc. +AHL^C Aspen Insurance Holdings Limited +AHL^D Aspen Insurance Holdings Limited +AHT Ashford Hospitality Trust Inc +AHT^D Ashford Hospitality Trust Inc +AHT^F Ashford Hospitality Trust Inc +AHT^G Ashford Hospitality Trust Inc +AHT^H Ashford Hospitality Trust Inc +AHT^I Ashford Hospitality Trust Inc +AI Arlington Asset Investment Corp +AI^B Arlington Asset Investment Corp +AIC Arlington Asset Investment Corp +AI^C Arlington Asset Investment Corp +AIF Apollo Tactical Income Fund Inc. +AIG American International Group, Inc. +AIG^A American International Group, Inc. +AIG.WS American International Group, Inc. +AIN Albany International Corporation +AIR AAR Corp. +AIT Applied Industrial Technologies, Inc. +AIV Apartment Investment and Management Company +AIW Arlington Asset Investment Corp +AIY Apollo Investment Corporation +AIZ Assurant, Inc. +AIZP Assurant, Inc. +AJG Arthur J. Gallagher & Co. +AJRD Aerojet Rocketdyne Holdings, Inc. +AJX Great Ajax Corp. +AJXA Great Ajax Corp. +AKO.A Embotelladora Andina S.A. +AKO.B Embotelladora Andina S.A. +AKR Acadia Realty Trust +AKS AK Steel Holding Corporation +AL Air Lease Corporation +AL^A Air Lease Corporation +ALB Albemarle Corporation +ALC Alcon Inc. +ALE Allete, Inc. +ALEX Alexander & Baldwin, Inc. +ALG Alamo Group, Inc. +ALK Alaska Air Group, Inc. +ALL Allstate Corporation (The) +ALL^A Allstate Corporation (The) +ALL^B Allstate Corporation (The) +ALL^D Allstate Corporation (The) +ALLE Allegion plc +ALL^E Allstate Corporation (The) +ALL^F Allstate Corporation (The) +ALL^G Allstate Corporation (The) +ALLY Ally Financial Inc. +ALLY^A Ally Financial Inc. +ALP^Q Alabama Power Company +ALSN Allison Transmission Holdings, Inc. +ALV Autoliv, Inc. +ALX Alexander's, Inc. +AM Antero Midstream Corporation +AMBR Amber Road, Inc. +AMC AMC Entertainment Holdings, Inc. +AME AMTEK, Inc. +AMG Affiliated Managers Group, Inc. +AMH American Homes 4 Rent +AMH^D American Homes 4 Rent +AMH^E American Homes 4 Rent +AMH^F American Homes 4 Rent +AMH^G American Homes 4 Rent +AMH^H American Homes 4 Rent +AMID American Midstream Partners, LP +AMN AMN Healthcare Services Inc +AMOV America Movil, S.A.B. de C.V. +AMP AMERIPRISE FINANCIAL SERVICES, INC. +AMRC Ameresco, Inc. +AMRX Amneal Pharmaceuticals, Inc. +AMT American Tower Corporation (REIT) +AMX America Movil, S.A.B. de C.V. +AN AutoNation, Inc. +ANDX Andeavor Logistics LP +ANET Arista Networks, Inc. +ANF Abercrombie & Fitch Company +ANFI Amira Nature Foods Ltd +ANH Anworth Mortgage Asset Corporation +ANH^A Anworth Mortgage Asset Corporation +ANH^B Anworth Mortgage Asset Corporation +ANH^C Anworth Mortgage Asset Corporation +ANTM Anthem, Inc. +AOD Aberdeen Total Dynamic Dividend Fund +AON Aon plc +AOS A.O Smith Corporation +AP Ampco-Pittsburgh Corporation +APA Apache Corporation +APAM Artisan Partners Asset Management Inc. +APC Anadarko Petroleum Corporation +APD Air Products and Chemicals, Inc. +APH Amphenol Corporation +APHA Aphria Inc. +APLE Apple Hospitality REIT, Inc. +APO Apollo Global Management, LLC +APO^A Apollo Global Management, LLC +APO^B Apollo Global Management, LLC +APRN Blue Apron Holdings, Inc. +APTS Preferred Apartment Communities, Inc. +APTV Aptiv PLC +APU AmeriGas Partners, L.P. +APY Apergy Corporation +AQ Aquantia Corp. +AQN Algonquin Power & Utilities Corp. +AQNA Algonquin Power & Utilities Corp. +AQUA Evoqua Water Technologies Corp. +AR Antero Resources Corporation +ARA American Renal Associates Holdings, Inc +ARC ARC Document Solutions, Inc. +ARCH Arch Coal, Inc. +ARCO Arcos Dorados Holdings Inc. +ARD Ardagh Group S.A. +ARDC Ares Dynamic Credit Allocation Fund, Inc. +ARE Alexandria Real Estate Equities, Inc. +ARE^D Alexandria Real Estate Equities, Inc. +ARES Ares Management Corporation +ARES^A Ares Management Corporation +ARGD Argo Group International Holdings, Ltd. +ARGO Argo Group International Holdings, Ltd. +ARI Apollo Commercial Real Estate Finance +ARI^C.CL Apollo Commercial Real Estate Finance +ARL American Realty Investors, Inc. +ARLO Arlo Technologies, Inc. +ARMK Aramark +ARNC Arconic Inc. +AROC Archrock, Inc. +ARR ARMOUR Residential REIT, Inc. +ARR^A ARMOUR Residential REIT, Inc. +ARR^B ARMOUR Residential REIT, Inc. +ARW Arrow Electronics, Inc. +ASA ASA Gold and Precious Metals Limited +ASB Associated Banc-Corp +ASB^C Associated Banc-Corp +ASB^D Associated Banc-Corp +ASB^E Associated Banc-Corp +ASC Ardmore Shipping Corporation +ASG Liberty All-Star Growth Fund, Inc. +ASGN ASGN Incorporated +ASH Ashland Global Holdings Inc. +ASIX AdvanSix Inc. +ASPN Aspen Aerogels, Inc. +ASR Grupo Aeroportuario del Sureste, S.A. de C.V. +ASX ASE Technology Holding Co., Ltd. +AT Atlantic Power Corporation +ATEN A10 Networks, Inc. +ATGE Adtalem Global Education Inc. +ATH Athene Holding Ltd. +ATHM Autohome Inc. +ATI Allegheny Technologies Incorporated +ATKR Atkore International Group Inc. +ATO Atmos Energy Corporation +ATR AptarGroup, Inc. +ATTO Atento S.A. +ATU Actuant Corporation +ATUS Altice USA, Inc. +ATV Acorn International, Inc. +AU AngloGold Ashanti Limited +AUO AU Optronics Corp +AUY Yamana Gold Inc. +AVA Avista Corporation +AVAL Grupo Aval Acciones y Valores S.A. +AVB AvalonBay Communities, Inc. +AVD American Vanguard Corporation +AVH Avianca Holdings S.A. +AVK Advent Claymore Convertible Securities and Income Fund +AVLR Avalara, Inc. +AVNS Avanos Medical, Inc. +AVP Avon Products, Inc. +AVTR Avantor, Inc. +AVTR^A Avantor, Inc. +AVX AVX Corporation +AVY Avery Dennison Corporation +AVYA Avaya Holdings Corp. +AWF Alliance World Dollar Government Fund II +AWI Armstrong World Industries Inc +AWK American Water Works +AWP Aberdeen Global Premier Properties Fund +AWR American States Water Company +AX Axos Financial, Inc. +AXE Anixter International Inc. +AXL American Axle & Manufacturing Holdings, Inc. +AXO Axos Financial, Inc. +AXP American Express Company +AXR AMREP Corporation +AXS Axis Capital Holdings Limited +AXS^D Axis Capital Holdings Limited +AXS^E Axis Capital Holdings Limited +AXTA Axalta Coating Systems Ltd. +AYI Acuity Brands, Inc. +AYR Aircastle Limited +AYX Alteryx, Inc. +AZN Astrazeneca PLC +AZO AutoZone, Inc. +AZRE Azure Power Global Limited +AZUL Azul S.A. +AZZ AZZ Inc. +B Barnes Group, Inc. +BA Boeing Company (The) +BABA Alibaba Group Holding Limited +BAC Bank of America Corporation +BAC^A Bank of America Corporation +BAC^B Bank of America Corporation +BAC^C Bank of America Corporation +BAC^E Bank of America Corporation +BAC^K Bank of America Corporation +BAC^L Bank of America Corporation +BAC^W Bank of America Corporation +BAC^Y Bank of America Corporation +BAF BlackRock Income Investment Quality Trust +BAH Booz Allen Hamilton Holding Corporation +BAM Brookfield Asset Management Inc +BANC Banc of California, Inc. +BANC^D Banc of California, Inc. +BANC^E Banc of California, Inc. +BAP Credicorp Ltd. +BAS Basic Energy Services, Inc. +BAX Baxter International Inc. +BB BlackBerry Limited +BBD Banco Bradesco Sa +BBDC Barings BDC, Inc. +BBDO Banco Bradesco Sa +BBF BlackRock Municipal Income Investment Trust +BBK Blackrock Municipal Bond Trust +BBL BHP Group Plc +BBN BalckRock Taxable Municipal Bond Trust +BBT BB&T Corporation +BBT^D BB&T Corporation +BBT^E BB&T Corporation +BBT^F BB&T Corporation +BBT^G BB&T Corporation +BBT^H BB&T Corporation +BBU Brookfield Business Partners L.P. +BBVA Banco Bilbao Viscaya Argentaria S.A. +BBW Build-A-Bear Workshop, Inc. +BBX BBX Capital Corporation +BBY Best Buy Co., Inc. +BC Brunswick Corporation +BC^A Brunswick Corporation +BC^B Brunswick Corporation +BCC Boise Cascade, L.L.C. +BC^C Brunswick Corporation +BCE BCE, Inc. +BCEI Bonanza Creek Energy, Inc. +BCH Banco De Chile +BCO Brink's Company (The) +BCRH Blue Capital Reinsurance Holdings Ltd. +BCS Barclays PLC +BCSF Bain Capital Specialty Finance, Inc. +BCX BlackRock Resources +BDC Belden Inc +BDC^B Belden Inc +BDJ Blackrock Enhanced Equity Dividend Trust +BDN Brandywine Realty Trust +BDX Becton, Dickinson and Company +BDXA Becton, Dickinson and Company +BE Bloom Energy Corporation +BEDU Bright Scholar Education Holdings Limited +BEN Franklin Resources, Inc. +BEP Brookfield Renewable Partners L.P. +BERY Berry Global Group, Inc. +BEST BEST Inc. +BF.A Brown Forman Corporation +BFAM Bright Horizons Family Solutions Inc. +BF.B Brown Forman Corporation +BFK BlackRock Municipal Income Trust +BFO Blackrock Florida Municipal 2020 Term Trust +BFR BBVA Banco Frances S.A. +BFS Saul Centers, Inc. +BFS^C Saul Centers, Inc. +BFS^D Saul Centers, Inc. +BFY BlackRock New York Municipal Income Trust II +BFZ BlackRock California Municipal Income Trust +BG Bunge Limited +BGB Blackstone / GSO Strategic Credit Fund +BGG Briggs & Stratton Corporation +BGH Babson Global Short Duration High Yield Fund +BGIO BlackRock 2022 Global Income Opportunity Trust +BGR BlackRock Energy and Resources Trust +BGS B&G Foods, Inc. +BGT Blackrock Global +BGX Blackstone GSO Long Short Credit Income Fund +BGY BLACKROCK INTERNATIONAL, LTD. +BH Biglari Holdings Inc. +BH.A Biglari Holdings Inc. +BHC Bausch Health Companies Inc. +BHE Benchmark Electronics, Inc. +BHGE Baker Hughes, a GE company +BHK Blackrock Core Bond Trust +BHLB Berkshire Hills Bancorp, Inc. +BHP BHP Group Limited +BHR Braemar Hotels & Resorts Inc. +BHR^B Braemar Hotels & Resorts Inc. +BHR^D Braemar Hotels & Resorts Inc. +BHV BlackRock Virginia Municipal Bond Trust +BHVN Biohaven Pharmaceutical Holding Company Ltd. +BID Sotheby's +BIF USLIFE Income Fund, Inc. +BIG Big Lots, Inc. +BIO Bio-Rad Laboratories, Inc. +BIO.B Bio-Rad Laboratories, Inc. +BIP Brookfield Infrastructure Partners LP +BIT BlackRock Multi-Sector Income Trust +BITA Bitauto Holdings Limited +BJ BJ's Wholesale Club Holdings, Inc. +BK Bank Of New York Mellon Corporation (The) +BK^C Bank Of New York Mellon Corporation (The) +BKD Brookdale Senior Living Inc. +BKE Buckle, Inc. (The) +BKH Black Hills Corporation +BKI Black Knight, Inc. +BKK Blackrock Municipal 2020 Term Trust +BKN BlackRock Investment Quality Municipal Trust Inc. (The) +BKS Barnes & Noble, Inc. +BKT BlackRock Income Trust Inc. (The) +BKU BankUnited, Inc. +BLD TopBuild Corp. +BLE BlackRock Municipal Income Trust II +BLK BlackRock, Inc. +BLL Ball Corporation +BLW Citigroup Inc. +BLX Banco Latinoamericano de Comercio Exterior, S.A. +BMA Macro Bank Inc. +BME Blackrock Health Sciences Trust +BMI Badger Meter, Inc. +BML^G Bank of America Corporation +BML^H Bank of America Corporation +BML^J Bank of America Corporation +BML^L Bank of America Corporation +BMO Bank Of Montreal +BMS Bemis Company, Inc. +BMY Bristol-Myers Squibb Company +BNED Barnes & Noble Education, Inc +BNS Bank of Nova Scotia (The) +BNY BlackRock New York Investment Quality Municipal Trust Inc. (Th +BOE Blackrock Global +BOH Bank of Hawaii Corporation +BOOT Boot Barn Holdings, Inc. +BORN China New Borun Corporation +BOX Box, Inc. +BP BP p.l.c. +BPL Buckeye Partners L.P. +BPMP BP Midstream Partners LP +BPT BP Prudhoe Bay Royalty Trust +BQH Blackrock New York Municipal Bond Trust +BR Broadridge Financial Solutions, Inc. +BRC Brady Corporation +BRFS BRF S.A. +BRK.A Berkshire Hathaway Inc. +BRK.B Berkshire Hathaway Inc. +BRO Brown & Brown, Inc. +BRPM B. Riley Principal Merger Corp. +BRPM.U B. Riley Principal Merger Corp. +BRPM.WS B. Riley Principal Merger Corp. +BRSS Global Brass and Copper Holdings, Inc. +BRT BRT Apartments Corp. +BRX Brixmor Property Group Inc. +BSA BrightSphere Investment Group plc +BSAC Banco Santander Chile +BSBR Banco Santander Brasil SA +BSD BlackRock Strategic Municipal Trust Inc. (The) +BSE Blackrock New York Municipal Income Quality Trust +BSIG BrightSphere Investment Group plc +BSL Blackstone GSO Senior Floating Rate Term Fund +BSM Black Stone Minerals, L.P. +BSMX Banco Santander Mexico, S.A., Institucion de Ban +BST BlackRock Science and Technology Trust +BSX Boston Scientific Corporation +BT BT Group plc +BTA BlackRock Long-Term Municipal Advantage Trust +BTE Baytex Energy Corp +BTI British American Tobacco p.l.c. +BTO John Hancock Financial Opportunities Fund +BTT BlackRock Municipal Target Term Trust Inc. (The) +BTU Peabody Energy Corporation +BTZ BlackRock Credit Allocation Income Trust +BUD Anheuser-Busch Inbev SA +BUI BlackRock Utility, Infrastructure & Power Opportun +BURL Burlington Stores, Inc. +BV BrightView Holdings, Inc. +BVN Buenaventura Mining Company Inc. +BW Babcock +BWA BorgWarner Inc. +BWG BrandywineGLOBAL Global Income Opportunities Fund +BWXT BWX Technologies, Inc. +BX The Blackstone Group L.P. +BXC BlueLinx Holdings Inc. +BXG Bluegreen Vacations Corporation +BXMT Capital Trust, Inc. +BXMX Nuveen S&P 500 Buy-Write Income Fund +BXP Boston Properties, Inc. +BXP^B Boston Properties, Inc. +BXS BancorpSouth Bank +BY Byline Bancorp, Inc. +BYD Boyd Gaming Corporation +BYM Blackrock Municipal Income Quality Trust +BZH Beazer Homes USA, Inc. +BZM BlackRock Maryland Municipal Bond Trust +C Citigroup Inc. +CAAP Corporacion America Airports SA +CABO Cable One, Inc. +CACI CACI International, Inc. +CADE Cadence Bancorporation +CAE CAE Inc +CAF Morgan Stanley China A Share Fund Inc. +CAG ConAgra Brands, Inc. +CAH Cardinal Health, Inc. +CAI CAI International, Inc. +CAI^A CAI International, Inc. +CAI^B CAI International, Inc. +CAJ Canon, Inc. +CAL Caleres, Inc. +CALX Calix, Inc +CANG Cango Inc. +CAPL CrossAmerica Partners LP +CARS Cars.com Inc. +CAT Caterpillar, Inc. +CATO Cato Corporation (The) +CB Chubb Limited +CBB Cincinnati Bell Inc +CBB^B Cincinnati Bell Inc +CBD Companhia Brasileira de Distribuicao +CBH AllianzGI Convertible & Income 2024 Target Term Fund +CBL CBL & Associates Properties, Inc. +CBL^D CBL & Associates Properties, Inc. +CBL^E CBL & Associates Properties, Inc. +CBM Cambrex Corporation +CBO CBO (Listing Market - NYSE - Networks A/E) +CBPX Continental Building Products, Inc. +CBRE CBRE Group, Inc. +CBS CBS Corporation +CBS.A CBS Corporation +CBT Cabot Corporation +CBU Community Bank System, Inc. +CBX CBX (Listing Market NYSE Networks AE +CBZ CBIZ, Inc. +CC Chemours Company (The) +CCC Clarivate Analytics Plc +CCEP Coca-Cola European Partners plc +CCH Collier Creek Holdings +CCH.U Collier Creek Holdings +CCH.WS Collier Creek Holdings +CCI Crown Castle International Corporation +CCI^A Crown Castle International Corporation +CCJ Cameco Corporation +CCK Crown Holdings, Inc. +CCL Carnival Corporation +CCM Concord Medical Services Holdings Limited +CCO Clear Channel Outdoor Holdings, Inc. +CCR CONSOL Coal Resources LP +CCS Century Communities, Inc. +CCU Compania Cervecerias Unidas, S.A. +CCZ Comcast Corporation +CDAY Ceridian HCM Holding Inc. +CDE Coeur Mining, Inc. +CDR Cedar Realty Trust, Inc. +CDR^B Cedar Realty Trust, Inc. +CDR^C Cedar Realty Trust, Inc. +CE Celanese Corporation +CEA China Eastern Airlines Corporation Ltd. +CEE The Central and Eastern Europe Fund, Inc. +CEIX CNX Resources Corporation +CEL Cellcom Israel, Ltd. +CELP Cypress Energy Partners, L.P. +CEM ClearBridge MLP and Midstream Fund Inc. +CEN Center Coast Brookfield MLP & Energy Infrastructur +CEO CNOOC Limited +CEPU Central Puerto S.A. +CEQP Crestwood Equity Partners LP +CF CF Industries Holdings, Inc. +CFG Citizens Financial Group, Inc. +CFG^D Citizens Financial Group, Inc. +CFR Cullen/Frost Bankers, Inc. +CFR^A Cullen/Frost Bankers, Inc. +CFX Colfax Corporation +CFXA Colfax Corporation +CGA China Green Agriculture, Inc. +CGC Canopy Growth Corporation +CHA China Telecom Corp Ltd +CHAP Chaparral Energy, Inc. +CHCT Community Healthcare Trust Incorporated +CHD Church & Dwight Company, Inc. +CHE Chemed Corp. +CHGG Chegg, Inc. +CHH Choice Hotels International, Inc. +CHK Chesapeake Energy Corporation +CHK^D Chesapeake Energy Corporation +CHKR Chesapeake Granite Wash Trust +CHL China Mobile (Hong Kong) Ltd. +CHMI Cherry Hill Mortgage Investment Corporation +CHMI^A Cherry Hill Mortgage Investment Corporation +CHMI^B Cherry Hill Mortgage Investment Corporation +CHN China Fund, Inc. (The) +CHRA Charah Solutions, Inc. +CHS Chico's FAS, Inc. +CHSP Chesapeake Lodging Trust +CHT Chunghwa Telecom Co., Ltd. +CHU China Unicom (Hong Kong) Ltd +CI Cigna Corporation +CIA Citizens, Inc. +CIB BanColombia S.A. +CIC Capitol Investment Corp. IV +CIC.U Capitol Investment Corp. IV +CIC.WS Capitol Investment Corp. IV +CIEN Ciena Corporation +CIF Colonial Intermediate High Income Fund +CIG Comp En De Mn Cemig ADS +CIG.C Comp En De Mn Cemig ADS +CII Blackrock Capital and Income Strategies Fund Inc +CIM Chimera Investment Corporation +CIM^A Chimera Investment Corporation +CIM^B Chimera Investment Corporation +CIM^C Chimera Investment Corporation +CIM^D Chimera Investment Corporation +CINR Ciner Resources LP +CIO City Office REIT, Inc. +CIO^A City Office REIT, Inc. +CIR CIRCOR International, Inc. +CISN Cision Ltd. +CIT CIT Group Inc (DEL) +CJ C&J Energy Services, Inc +C^J Citigroup Inc. +C^K Citigroup Inc. +CKH SEACOR Holdings, Inc. +CL Colgate-Palmolive Company +CLB Core Laboratories N.V. +CLDR Cloudera, Inc. +CLDT Chatham Lodging Trust (REIT) +CLF Cleveland-Cliffs Inc. +CLGX CoreLogic, Inc. +CLH Clean Harbors, Inc. +CLI Mack-Cali Realty Corporation +CLNC Colony Credit Real Estate, Inc. +CLNY Colony Capital, Inc. +CLNY^B Colony Capital, Inc. +CLNY^E Colony Capital, Inc. +CLNY^G Colony Capital, Inc. +CLNY^H Colony Capital, Inc. +CLNY^I Colony Capital, Inc. +CLNY^J Colony Capital, Inc. +CLPR Clipper Realty Inc. +CLR Continental Resources, Inc. +CLS Celestica, Inc. +CLW Clearwater Paper Corporation +CLX Clorox Company (The) +CM Canadian Imperial Bank of Commerce +CMA Comerica Incorporated +CMC Commercial Metals Company +CMCM Cheetah Mobile Inc. +CMD Cantel Medical Corp. +CMG Chipotle Mexican Grill, Inc. +CMI Cummins Inc. +CMO Capstead Mortgage Corporation +CMO^E Capstead Mortgage Corporation +CMP Compass Minerals International, Inc. +CMRE Costamare Inc. +CMRE^B Costamare Inc. +CMRE^C Costamare Inc. +CMRE^D Costamare Inc. +CMRE^E Costamare Inc. +CMS CMS Energy Corporation +CMSA CMS Energy Corporation +CMS^B CMS Energy Corporation +CMSC CMS Energy Corporation +CMSD CMS Energy Corporation +CMU Colonial Municipal Income Trust +C^N Citigroup Inc. +CNA CNA Financial Corporation +CNC Centene Corporation +CNDT Conduent Incorporated +CNF CNFinance Holdings Limited +CNHI CNH Industrial N.V. +CNI Canadian National Railway Company +CNK Cinemark Holdings Inc +CNNE Cannae Holdings, Inc. +CNO CNO Financial Group, Inc. +CNP CenterPoint Energy, Inc. +CNP^B CenterPoint Energy, Inc. +CNQ Canadian Natural Resources Limited +CNR Cornerstone Building Brands, Inc. +CNS Cohen & Steers Inc +CNX CNX Resources Corporation +CNXM CNX Midstream Partners LP +CO Global Cord Blood Corporation +CODI Compass Diversified Holdings +CODI^A Compass Diversified Holdings +CODI^B Compass Diversified Holdings +COE China Online Education Group +COF Capital One Financial Corporation +COF^C Capital One Financial Corporation +COF^D Capital One Financial Corporation +COF^F Capital One Financial Corporation +COF^G Capital One Financial Corporation +COF^H Capital One Financial Corporation +COF^P Capital One Financial Corporation +COG Cabot Oil & Gas Corporation +COLD Americold Realty Trust +COO The Cooper Companies, Inc. +COP ConocoPhillips +COR CoreSite Realty Corporation +CORR CorEnergy Infrastructure Trust, Inc. +CORR^A CorEnergy Infrastructure Trust, Inc. +COT Cott Corporation +COTY Coty Inc. +CP Canadian Pacific Railway Limited +CPA Copa Holdings, S.A. +CPAC Cementos Pacasmayo S.A.A. +CPB Campbell Soup Company +CPE Callon Petroleum Company +CPE^A Callon Petroleum Company +CPF CPB Inc. +CPG Crescent Point Energy Corporation +CPK Chesapeake Utilities Corporation +CPL CPFL Energia S.A. +CPLG CorePoint Lodging Inc. +CPRI Capri Holdings Limited +CPS Cooper-Standard Holdings Inc. +CPT Camden Property Trust +CR Crane Co. +CRC California Resources Corporation +CRCM Care.com, Inc. +CRD.A Crawford & Company +CRD.B Crawford & Company +CRH CRH PLC +CRI Carter's, Inc. +CRK Comstock Resources, Inc. +CRL Charles River Laboratories International, Inc. +CRM Salesforce.com Inc +CRR Carbo Ceramics, Inc. +CRS Carpenter Technology Corporation +CRT Cross Timbers Royalty Trust +CRY CryoLife, Inc. +CS Credit Suisse Group +C^S Citigroup Inc. +CSL Carlisle Companies Incorporated +CSLT Castlight Health, inc. +CSS CSS Industries, Inc. +CSTM Constellium N.V. +CSU Capital Senior Living Corporation +CSV Carriage Services, Inc. +CTAA Qwest Corporation +CTB Cooper Tire & Rubber Company +CTBB Qwest Corporation +CTDD Qwest Corporation +CTK CooTek (Cayman) Inc. +CTL CenturyLink, Inc. +CTLT Catalent, Inc. +CTR ClearBridge MLP and Midstream Total Return Fund In +CTRA Contura Energy, Inc. +CTS CTS Corporation +CTST CannTrust Holdings Inc. +CTT CatchMark Timber Trust, Inc. +CTV Qwest Corporation +CTVA$ Corteva, Inc. +CTY Qwest Corporation +CTZ Qwest Corporation +CUB Cubic Corporation +CUBE CubeSmart +CUBI Customers Bancorp, Inc +CUBI^C Customers Bancorp, Inc +CUBI^D Customers Bancorp, Inc +CUBI^E Customers Bancorp, Inc +CUBI^F Customers Bancorp, Inc +CUK Carnival Corporation +CULP Culp, Inc. +CURO CURO Group Holdings Corp. +CUZ Cousins Properties Incorporated +CVA Covanta Holding Corporation +CVE Cenovus Energy Inc +CVEO Civeo Corporation +CVI CVR Energy Inc. +CVIA Covia Holdings Corporation +CVNA Carvana Co. +CVS CVS Health Corporation +CVX Chevron Corporation +CW Curtiss-Wright Corporation +CWEN Clearway Energy, Inc. +CWEN.A Clearway Energy, Inc. +CWH Camping World Holdings, Inc. +CWK Cushman & Wakefield plc +CWT California Water Service Group Holding +CX Cemex S.A.B. de C.V. +CXE Colonial High Income Municipal Trust +CXH Colonial Investment Grade Municipal Trust +CXO Concho Resources Inc. +CXP Columbia Property Trust, Inc. +CXW CoreCivic, Inc. +CYD China Yuchai International Limited +CYH Community Health Systems, Inc. +CZZ Cosan Limited +D Dominion Energy, Inc. +DAC Danaos Corporation +DAL Delta Air Lines, Inc. +DAN Dana Incorporated +DAR Darling Ingredients Inc. +DATA Tableau Software, Inc. +DAVA Endava plc +DB Deutsche Bank AG +DBD Diebold Nixdorf Incorporated +DBI Designer Brands Inc. +DBL DoubleLine Opportunistic Credit Fund +DCF Dreyfus Alcentra +DCI Donaldson Company, Inc. +DCO Ducommun Incorporated +DCP DCP Midstream LP +DCP^B DCP Midstream LP +DCP^C DCP Midstream LP +DCUD Dominion Energy, Inc. +DD$ DowDuPont Inc. +DD^A E.I. du Pont de Nemours and Company +DD^B E.I. du Pont de Nemours and Company +DDD 3D Systems Corporation +DDF Delaware Investments Dividend & Income Fund, Inc. +DDS Dillard's, Inc. +DDT Dillard's, Inc. +DE Deere & Company +DEA Easterly Government Properties, Inc. +DECK Deckers Outdoor Corporation +DEI Douglas Emmett, Inc. +DELL Dell Technologies Inc. +DEO Diageo plc +DESP Despegar.com, Corp. +DEX Delaware Enhanced Global Dividend +DF Dean Foods Company +DFIN Donnelley Financial Solutions, Inc. +DFP Flaherty & Crumrine Dynamic Preferred and Income Fund Inc. +DFS Discover Financial Services +DG Dollar General Corporation +DGX Quest Diagnostics Incorporated +DHF Dreyfus High Yield Strategies Fund +DHI D.R. Horton, Inc. +DHR Danaher Corporation +DHR^A Danaher Corporation +DHT DHT Holdings, Inc. +DHX DHI Group, Inc. +DIAX Nuveen Dow 30SM Dynamic Overwrite Fund +DIN Dine Brands Global, Inc. +DIS Walt Disney Company (The) +DK Delek US Holdings, Inc. +DKL Delek Logistics Partners, L.P. +DKS Dick's Sporting Goods Inc +DKT Deutsch Bk Contingent Cap Tr V +DL China Distance Education Holdings Limited +DLB Dolby Laboratories +DLNG Dynagas LNG Partners LP +DLNG^A Dynagas LNG Partners LP +DLNG^B Dynagas LNG Partners LP +DLPH Delphi Technologies PLC +DLR Digital Realty Trust, Inc. +DLR^C Digital Realty Trust, Inc. +DLR^G Digital Realty Trust, Inc. +DLR^I Digital Realty Trust, Inc. +DLR^J Digital Realty Trust, Inc. +DLR^K Digital Realty Trust, Inc. +DLX Deluxe Corporation +DMB Dreyfus Municipal Bond Infrastructure Fund, Inc. +DMO Western Asset Mortgage Defined Opportunity Fund Inc +DNI Dividend and Income Fund +DNOW NOW Inc. +DNP Duff & Phelps Utilities Income, Inc. +DNR Denbury Resources Inc. +DO Diamond Offshore Drilling, Inc. +DOC Physicians Realty Trust +DOOR Masonite International Corporation +DOV Dover Corporation +DOW Dow Inc. +DPG Duff & Phelps Global Utility Income Fund Inc. +DPLO Diplomat Pharmacy, Inc. +DPZ Domino's Pizza Inc +DQ DAQO New Energy Corp. +DRD DRDGOLD Limited +DRE Duke Realty Corporation +DRH Diamondrock Hospitality Company +DRI Darden Restaurants, Inc. +DRQ Dril-Quip, Inc. +DRUA Dominion Energy, Inc. +DS Drive Shack Inc. +DS^B Drive Shack Inc. +DS^C Drive Shack Inc. +DS^D Drive Shack Inc. +DSE Duff & Phelps Select MLP and Midstream Energy Fund +DSL DoubleLine Income Solutions Fund +DSM Dreyfus Strategic Municipal Bond Fund, Inc. +DSSI Diamond S Shipping Inc. +DSU Blackrock Debt Strategies Fund, Inc. +DSX Diana Shipping inc. +DSX^B Diana Shipping inc. +DTE DTE Energy Company +DTF Duff & Phelps Utilities Tax-Free Income, Inc. +DTJ DTE Energy Company +DTLA^ Brookfield DTLA Inc. +DTQ DTE Energy Company +DTV DTE Energy Company +DTW DTE Energy Company +DTY DTE Energy Company +DUC Duff & Phelps Utility & Corporate Bond Trust, Inc. +DUK Duke Energy Corporation +DUK^A Duke Energy Corporation +DUKB Duke Energy Corporation +DUKH Duke Energy Corporation +DVA DaVita Inc. +DVD Dover Motorsports, Inc. +DVN Devon Energy Corporation +DWDP DowDuPont Inc. +DX Dynex Capital, Inc. +DX^A Dynex Capital, Inc. +DXB Deutsche Bank AG +DX^B Dynex Capital, Inc. +DXC DXC Technology Company +DY Dycom Industries, Inc. +DYNC Vistra Energy Corp. +E ENI S.p.A. +EAB Entergy Arkansas, LLC +EAE Entergy Arkansas, LLC +EAF GrafTech International Ltd. +EAI Entergy Arkansas, LLC +EARN Ellington Residential Mortgage REIT +EAT Brinker International, Inc. +EB Eventbrite, Inc. +EBF Ennis, Inc. +EBR Centrais Electricas Brasileiras S.A.- Eletrobras +EBR.B Centrais Electricas Brasileiras S.A.- Eletrobras +EBS Emergent Biosolutions, Inc. +EC Ecopetrol S.A. +ECA Encana Corporation +ECC Eagle Point Credit Company Inc. +ECCA Eagle Point Credit Company Inc. +ECCB Eagle Point Credit Company Inc. +ECCX Eagle Point Credit Company Inc. +ECCY Eagle Point Credit Company Inc. +ECL Ecolab Inc. +ECOM ChannelAdvisor Corporation +ECT ECA Marcellus Trust I +ED Consolidated Edison Inc +EDD Morgan Stanley Emerging Markets Domestic Debt Fund, Inc. +EDF Stone Harbor Emerging Markets Income Fund +EDI Stone Harbor Emerging Markets Total Income Fund +EDN Empresa Distribuidora Y Comercializadora Norte S.A. (Edenor) +EDU New Oriental Education & Technology Group, Inc. +EE El Paso Electric Company +EEA European Equity Fund, Inc. (The) +EEX Emerald Expositions Events, Inc. +EFC Ellington Financial Inc. +EFF Eaton vance Floating-Rate Income Plus Fund +EFL Eaton Vance Floating-Rate 2022 Target Term Trust +EFR Eaton Vance Senior Floating-Rate Fund +EFT Eaton Vance Floating Rate Income Trust +EFX Equifax, Inc. +EGF Blackrock Enhanced Government Fund, Inc +EGHT 8x8 Inc +EGIF Eagle Growth and Income Opportunities Fund +EGO Eldorado Gold Corporation +EGP EastGroup Properties, Inc. +EGY VAALCO Energy, Inc. +EHC Encompass Health Corporation +EHI Western Asset Global High Income Fund Inc +EHT Eaton Vance High Income 2021 Target Term Trust +EIG Employers Holdings Inc +EIX Edison International +EL Estee Lauder Companies, Inc. (The) +ELAN Elanco Animal Health Incorporated +ELC Entergy Louisiana, Inc. +ELF e.l.f. Beauty, Inc. +ELJ Entergy Louisiana, Inc. +ELP Companhia Paranaense de Energia (COPEL) +ELS Equity Lifestyle Properties, Inc. +ELU Entergy Louisiana, Inc. +ELVT Elevate Credit, Inc. +ELY Callaway Golf Company +EMD Western Asset Emerging Markets Debt Fund Inc +EME EMCOR Group, Inc. +EMES Emerge Energy Services LP +EMF Templeton Emerging Markets Fund +EMN Eastman Chemical Company +EMO ClearBridge Energy Midstream Opportunity Fund Inc. +EMP Entergy Mississippi, LLC +EMR Emerson Electric Company +ENB Enbridge Inc +ENBA Enbridge Inc +ENBL Enable Midstream Partners, LP +ENIA Enel Americas S.A. +ENIC Enel Chile S.A. +ENJ Entergy New Orleans, LLC +ENLC EnLink Midstream, LLC +ENO Entergy New Orleans, LLC +ENR Energizer Holdings, Inc. +ENR^A Energizer Holdings, Inc. +ENS Enersys +ENV Envestnet, Inc +ENVA Enova International, Inc. +ENZ Enzo Biochem, Inc. +EOD Wells Fargo Global Dividend Opportunity Fund +EOG EOG Resources, Inc. +EOI Eaton Vance Enhance Equity Income Fund +EOS Eaton Vance Enhanced Equity Income Fund II +EOT Eaton Vance Municipal Income Trust +EPAM EPAM Systems, Inc. +EPC Energizer Holdings, Inc. +EP^C El Paso Corporation +EPD Enterprise Products Partners L.P. +EPR EPR Properties +EPR^C EPR Properties +EPR^E EPR Properties +EPR^G EPR Properties +EPRT Essential Properties Realty Trust, Inc. +EQC Equity Commonwealth +EQC^D Equity Commonwealth +EQH AXA Equitable Holdings, Inc. +EQM EQM Midstream Partners, LP +EQNR Equinor ASA +EQR Equity Residential +EQS Equus Total Return, Inc. +EQT EQT Corporation +ERA Era Group, Inc. +ERF Enerplus Corporation +ERJ Embraer S.A. +EROS Eros International PLC +ES Eversource Energy +ESE ESCO Technologies Inc. +ESI Element Solutions Inc. +ESNT Essent Group Ltd. +ESRT Empire State Realty Trust, Inc. +ESS Essex Property Trust, Inc. +ESTC Elastic N.V. +ESTE Earthstone Energy, Inc. +ESV Ensco Rowan plc +ET Energy Transfer L.P. +ETB Eaton Vance Tax-Managed Buy-Write Income Fund +ETG Eaton Vance Tax-Advantaged Global Dividend Income Fund +ETH Ethan Allen Interiors Inc. +ETJ Eaton Vance Risk-Managed Diversified Equity Income Fund +ETM Entercom Communications Corp. +ETN Eaton Corporation, PLC +ETO Eaton Vance Tax-Advantage Global Dividend Opp +ETP^C Energy Transfer Operating, L.P. +ETP^D Energy Transfer Operating, L.P. +ETP^E Energy Transfer Operating, L.P. +ETR Entergy Corporation +ETRN Equitrans Midstream Corporation +ETV Eaton Vance Corporation +ETW Eaton Vance Corporation +ETX Eaton Vance Municipal Income 2028 Term Trust +ETY Eaton Vance Tax-Managed Diversified Equity Income Fund +EURN Euronav NV +EV Eaton Vance Corporation +EVA Enviva Partners, LP +EVC Entravision Communications Corporation +EVF Eaton Vance Senior Income Trust +EVG Eaton Vance Short Diversified Income Fund +EVH Evolent Health, Inc +EVN Eaton Vance Municipal Income Trust +EVR Evercore Inc. +EVRG Evergy, Inc. +EVRI Everi Holdings Inc. +EVT Eaton Vance Tax Advantaged Dividend Income Fund +EVTC Evertec, Inc. +EW Edwards Lifesciences Corporation +EXC Exelon Corporation +EXD Eaton Vance Tax-Managed Buy-Write Strategy Fund +EXG Eaton Vance Tax-Managed Global Diversified Equity Income Fund +EXK Endeavour Silver Corporation +EXP Eagle Materials Inc +EXPR Express, Inc. +EXR Extra Space Storage Inc +EXTN Exterran Corporation +EZT Entergy Texas Inc +F Ford Motor Company +FAF First American Corporation (The) +FAM First Trust/Aberdeen Global Opportunity Income Fund +FBC Flagstar Bancorp, Inc. +FBHS Fortune Brands Home & Security, Inc. +FBK FB Financial Corporation +FBM Foundation Building Materials, Inc. +FBP First BanCorp. +FC Franklin Covey Company +FCAU Fiat Chrysler Automobiles N.V. +FCF First Commonwealth Financial Corporation +FCN FTI Consulting, Inc. +FCPT Four Corners Property Trust, Inc. +FCT First Trust Senior Floating Rate Income Fund II +FCX Freeport-McMoran, Inc. +FDC First Data Corporation +FDEU First Trust Dynamic Europe Equity Income Fund +FDP Fresh Del Monte Produce, Inc. +FDS FactSet Research Systems Inc. +FDX FedEx Corporation +FE FirstEnergy Corp. +FEDU Four Seasons Education (Cayman) Inc. +FEI First Trust MLP and Energy Income Fund +FELP Foresight Energy LP +FENG Phoenix New Media Limited +FEO First Trust/Aberdeen Emerging Opportunity Fund +FET Forum Energy Technologies, Inc. +FF FutureFuel Corp. +FFA First Trust +FFC Flaherty & Crumrine Preferred Securities Income Fund Inc +FFG FBL Financial Group, Inc. +FG FGL Holdings +FGB First Trust Specialty Finance and Financial Opportunities Fund +FGP Ferrellgas Partners, L.P. +FG.WS FGL Holdings +FHN First Horizon National Corporation +FHN^A First Horizon National Corporation +FI Frank's International N.V. +FICO Fair Isaac Corporation +FIF First Trust Energy Infrastructure Fund +FII Federated Investors, Inc. +FIS Fidelity National Information Services, Inc. +FIT Fitbit, Inc. +FIV First Trust Senior Floating Rate 2022 Target Term Fund +FIX Comfort Systems USA, Inc. +FL Foot Locker, Inc. +FLC Flaherty & Crumrine Total Return Fund Inc +FLO Flowers Foods, Inc. +FLOW SPX FLOW, Inc. +FLR Fluor Corporation +FLS Flowserve Corporation +FLT FleetCor Technologies, Inc. +FLY Fly Leasing Limited +FMC FMC Corporation +FMN Federated Premier Municipal Income Fund +FMO Fiduciary/Claymore Energy Infrastructure Fund +FMS Fresenius Medical Care Corporation +FMX Fomento Economico Mexicano S.A.B. de C.V. +FMY First Trust +FN Fabrinet +FNB F.N.B. Corporation +FNB^E F.N.B. Corporation +FND Floor & Decor Holdings, Inc. +FNF Fidelity National Financial, Inc. +FNV Franco-Nevada Corporation +FOE Ferro Corporation +FOF Cohen & Steers Closed-End Opportunity Fund, Inc. +FOR Forestar Group Inc +FPAC Far Point Acquisition Corporation +FPAC.U Far Point Acquisition Corporation +FPAC.WS Far Point Acquisition Corporation +FPF First Trust Intermediate Duration Preferred & Income Fund +FPH Five Point Holdings, LLC +FPI Farmland Partners Inc. +FPI^B Farmland Partners Inc. +FPL First Trust New Opportunities MLP & Energy Fund +FR First Industrial Realty Trust, Inc. +FRA Blackrock Floating Rate Income Strategies Fund Inc +FRAC Keane Group, Inc. +FRC FIRST REPUBLIC BANK +FRC^D FIRST REPUBLIC BANK +FRC^F FIRST REPUBLIC BANK +FRC^G FIRST REPUBLIC BANK +FRC^H FIRST REPUBLIC BANK +FRC^I FIRST REPUBLIC BANK +FRO Frontline Ltd. +FRT Federal Realty Investment Trust +FRT^C Federal Realty Investment Trust +FSB Franklin Financial Network, Inc. +FSD First Trust High Income Long Short Fund +FSK FS KKR Capital Corp. +FSLY Fastly, Inc. +FSM Fortuna Silver Mines Inc. +FSS Federal Signal Corporation +FT Franklin Universal Trust +FTAI Fortress Transportation and Infrastructure Investors LLC +FTCH Farfetch Limited +FTI TechnipFMC plc +FTK Flotek Industries, Inc. +FTS Fortis Inc. +FTSI FTS International, Inc. +FTV Fortive Corporation +FTV^A Fortive Corporation +FUL H. B. Fuller Company +FUN Cedar Fair, L.P. +G Genpact Limited +GAB Gabelli Equity Trust, Inc. (The) +GAB^D Gabelli Equity Trust, Inc. (The) +GAB^G Gabelli Equity Trust, Inc. (The) +GAB^H Gabelli Equity Trust, Inc. (The) +GAB^J Gabelli Equity Trust, Inc. (The) +GAM General American Investors, Inc. +GAM^B General American Investors, Inc. +GATX GATX Corporation +GBAB Guggenheim Taxable Municipal Managed Duration Trst +GBL Gamco Investors, Inc. +GBX Greenbrier Companies, Inc. (The) +GCAP GAIN Capital Holdings, Inc. +GCI TEGNA Inc. +GCO Genesco Inc. +GCP GCP Applied Technologies Inc. +GCV Gabelli Convertible and Income Securities Fund, Inc. (The) +GCV^B Gabelli Convertible and Income Securities Fund, Inc. (The) +GD General Dynamics Corporation +GDDY GoDaddy Inc. +GDI Gardner Denver Holdings, Inc. +GDL The GDL Fund +GDL^C The GDL Fund +GDO Western Asset Global Corporate Defined Opportunity Fund Inc. +GDOT Green Dot Corporation +GDV Gabelli Dividend +GDV^A Gabelli Dividend +GDV^D Gabelli Dividend +GDV^G Gabelli Dividend +GE General Electric Company +GEF Greif Bros. Corporation +GEF.B Greif Bros. Corporation +GEL Genesis Energy, L.P. +GEN Genesis Healthcare, Inc. +GEO Geo Group Inc (The) +GER Goldman Sachs MLP Energy Renaissance Fund +GES Guess?, Inc. +GF New Germany Fund, Inc. (The) +GFF Griffon Corporation +GFI Gold Fields Limited +GFY Western Asset Variable Rate Strategic Fund Inc. +GGB Gerdau S.A. +GGG Graco Inc. +GGM Guggenheim Credit Allocation Fund +GGT Gabelli Multi-Media Trust Inc. (The) +GGT^B Gabelli Multi-Media Trust Inc. (The) +GGT^E Gabelli Multi-Media Trust Inc. (The) +GGZ Gabelli Global Small and Mid Cap Value Trust (The) +GGZ^A Gabelli Global Small and Mid Cap Value Trust (The) +GHC Graham Holdings Company +GHG GreenTree Hospitality Group Ltd. +GHL Greenhill & Co., Inc. +GHM Graham Corporation +GHY PGIM Global High Yield Fund, Inc. +GIB CGI Inc. +GIG GigCapital, Inc. +GIG~ GigCapital, Inc. +GIG.U GigCapital, Inc. +GIG.WS GigCapital, Inc. +GIL Gildan Activewear, Inc. +GIM Templeton Global Income Fund, Inc. +GIS General Mills, Inc. +GJH STRATS Trust +GJO STRATS Trust +GJP Synthetic Fixed-Income Securities, Inc. +GJR Synthetic Fixed-Income Securities, Inc. +GJS STRATS Trust +GJT Synthetic Fixed-Income Securities, Inc. +GJV Synthetic Fixed-Income Securities, Inc. +GKOS Glaukos Corporation +GLOB Globant S.A. +GLOG GasLog LP. +GLOG^A GasLog LP. +GLOP GasLog Partners LP +GLOP^A GasLog Partners LP +GLOP^B GasLog Partners LP +GLOP^C GasLog Partners LP +GLP Global Partners LP +GLP^A Global Partners LP +GLT Glatfelter +GLW Corning Incorporated +GM General Motors Company +GME Gamestop Corporation +GMED Globus Medical, Inc. +GMRE Global Medical REIT Inc. +GMRE^A Global Medical REIT Inc. +GMS GMS Inc. +GMTA GATX Corporation +GM.WS.B General Motors Company +GMZ Goldman Sachs MLP Income Opportunities Fund +GNC GNC Holdings, Inc. +GNE Genie Energy Ltd. +GNE^A Genie Energy Ltd. +GNK Genco Shipping & Trading Limited +GNL Global Net Lease, Inc. +GNL^A Global Net Lease, Inc. +GNRC Generac Holdlings Inc. +GNT GAMCO Natural Resources, Gold & Income Tust +GNT^A GAMCO Natural Resources, Gold & Income Tust +GNW Genworth Financial Inc +GOF Guggenheim Strategic Opportunities Fund +GOL Gol Linhas Aereas Inteligentes S.A. +GOLD Barrick Gold Corporation +GOLF Acushnet Holdings Corp. +GOOS Canada Goose Holdings Inc. +GPC Genuine Parts Company +GPI Group 1 Automotive, Inc. +GPJA Georgia Power Company +GPK Graphic Packaging Holding Company +GPM Guggenheim Enhanced Equity Income Fund +GPMT Granite Point Mortgage Trust Inc. +GPN Global Payments Inc. +GPRK Geopark Ltd +GPS Gap, Inc. (The) +GPX GP Strategies Corporation +GRA W.R. Grace & Co. +GRAF Graf Industrial Corp. +GRAF.U Graf Industrial Corp. +GRAF.WS Graf Industrial Corp. +GRAM Grana y Montero S.A.A. +GRC Gorman-Rupp Company (The) +GRP.U Granite Real Estate Inc. +GRUB GrubHub Inc. +GRX The Gabelli Healthcare & Wellness Trust +GRX^A The Gabelli Healthcare & Wellness Trust +GRX^B The Gabelli Healthcare & Wellness Trust +GS Goldman Sachs Group, Inc. (The) +GS^A Goldman Sachs Group, Inc. (The) +GSAH GS Acquisition Holdings Corp. +GSAH.U GS Acquisition Holdings Corp. +GSAH.WS GS Acquisition Holdings Corp. +GS^B Goldman Sachs Group, Inc. (The) +GSBD Goldman Sachs BDC, Inc. +GS^C Goldman Sachs Group, Inc. (The) +GS^D Goldman Sachs Group, Inc. (The) +GSH Guangshen Railway Company Limited +GS^J Goldman Sachs Group, Inc. (The) +GSK GlaxoSmithKline PLC +GS^K Goldman Sachs Group, Inc. (The) +GSL Global Ship Lease, Inc. +GSL^B Global Ship Lease, Inc. +GS^N Goldman Sachs Group, Inc. (The) +GTES Gates Industrial Corporation plc +GTN Gray Television, Inc. +GTN.A Gray Television, Inc. +GTS Triple-S Management Corporation +GTT GTT Communications, Inc. +GTX Garrett Motion Inc. +GTY Getty Realty Corporation +GUT Gabelli Utility Trust (The) +GUT^A Gabelli Utility Trust (The) +GUT^C Gabelli Utility Trust (The) +GVA Granite Construction Incorporated +GWB Great Western Bancorp, Inc. +GWR Genesee & Wyoming, Inc. +GWRE Guidewire Software, Inc. +GWW W.W. Grainger, Inc. +GYB CABCO Series 2004-101 Trust +GYC Corporate Asset Backed Corp CABCO +H Hyatt Hotels Corporation +HAE Haemonetics Corporation +HAL Halliburton Company +HASI Hannon Armstrong Sustainable Infrastructure Capital, Inc. +HBB Hamilton Beach Brands Holding Company +HBI Hanesbrands Inc. +HBM Hudbay Minerals Inc. +HCA HCA Healthcare, Inc. +HCC Warrior Met Coal, Inc. +HCFT Hunt Companies Finance Trust, Inc. +HCHC HC2 Holdings, Inc. +HCI HCI Group, Inc. +HCLP Hi-Crush Partners LP +HCP HCP, Inc. +HCXY Hercules Capital, Inc. +HCXZ Hercules Capital, Inc. +HD Home Depot, Inc. (The) +HDB HDFC Bank Limited +HE Hawaiian Electric Industries, Inc. +HEI Heico Corporation +HEI.A Heico Corporation +HEP Holly Energy Partners, L.P. +HEQ John Hancock Hedged Equity & Income Fund +HES Hess Corporation +HESM Hess Midstream Partners LP +HF HFF, Inc. +HFC HollyFrontier Corporation +HFRO Highland Income Fund +HGH Hartford Financial Services Group, Inc. (The) +HGLB Highland Global Allocation Fund +HGV Hilton Grand Vacations Inc. +HHC Howard Hughes Corporation (The) +HHS Harte-Hanks, Inc. +HI Hillenbrand Inc +HIE Miller/Howard High Income Equity Fund +HIG Hartford Financial Services Group, Inc. (The) +HIG^G Hartford Financial Services Group, Inc. (The) +HIG.WS Hartford Financial Services Group, Inc. (The) +HII Huntington Ingalls Industries, Inc. +HIL Hill International, Inc. +HIO Western Asset High Income Opportunity Fund, Inc. +HIVE Aerohive Networks, Inc. +HIW Highwoods Properties, Inc. +HIX Western Asset High Income Fund II Inc. +HJV MS Structured Asset Corp Saturns GE Cap Corp Series 2002-14 +HK Halcon Resources Corporation +HK.WS Halcon Resources Corporation +HL Hecla Mining Company +HL^B Hecla Mining Company +HLF Herbalife Nutrition Ltd. +HLI Houlihan Lokey, Inc. +HLT Hilton Worldwide Holdings Inc. +HLX Helix Energy Solutions Group, Inc. +HMC Honda Motor Company, Ltd. +HMI Huami Corporation +HMLP Hoegh LNG Partners LP +HMLP^A Hoegh LNG Partners LP +HMN Horace Mann Educators Corporation +HMY Harmony Gold Mining Company Limited +HNGR Hanger, Inc. +HNI HNI Corporation +HNP Huaneng Power International, Inc. +HOG Harley-Davidson, Inc. +HOME At Home Group Inc. +HON Honeywell International Inc. +HOS Hornbeck Offshore Services +HOV Hovnanian Enterprises Inc +HP Helmerich & Payne, Inc. +HPE Hewlett Packard Enterprise Company +HPF John Hancock Pfd Income Fund II +HPI John Hancock Preferred Income Fund +HPP Hudson Pacific Properties, Inc. +HPQ HP Inc. +HPR HighPoint Resources Corporation +HPS John Hancock Preferred Income Fund III +HQH Tekla Healthcare Investors +HQL Tekla Life Sciences Investors +HR Healthcare Realty Trust Incorporated +HRB H&R Block, Inc. +HRC Hill-Rom Holdings Inc +HRI Herc Holdings Inc. +HRL Hormel Foods Corporation +HRS Harris Corporation +HRTG Heritage Insurance Holdings, Inc. +HSBC HSBC Holdings plc +HSBC^A HSBC Holdings plc +HSC Harsco Corporation +HST Host Hotels & Resorts, Inc. +HSY Hershey Company (The) +HT Hersha Hospitality Trust +HTA Healthcare Trust of America, Inc. +HT^C Hersha Hospitality Trust +HTD John Hancock Tax Advantaged Dividend Income Fund +HT^D Hersha Hospitality Trust +HT^E Hersha Hospitality Trust +HTFA Horizon Technology Finance Corporation +HTGC Hercules Capital, Inc. +HTH Hilltop Holdings Inc. +HTY John Hancock Tax-Advantaged Global Shareholder Yield Fund +HTZ Hertz Global Holdings, Inc +HUBB Hubbell Inc +HUBS HubSpot, Inc. +HUD Hudson Ltd. +HUM Humana Inc. +HUN Huntsman Corporation +HUYA HUYA Inc. +HVT Haverty Furniture Companies, Inc. +HVT.A Haverty Furniture Companies, Inc. +HXL Hexcel Corporation +HY Hyster-Yale Materials Handling, Inc. +HYB New America High Income Fund, Inc. (The) +HYI Western Asset High Yield Defined Opportunity Fund Inc. +HYT Blackrock Corporate High Yield Fund, Inc. +HZN Horizon Global Corporation +HZO MarineMax, Inc. +I Intelsat S.A. +IAE Voya Asia Pacific High Dividend Equity Income Fund +IAG Iamgold Corporation +IBA Industrias Bachoco, S.A. de C.V. +IBM International Business Machines Corporation +IBN ICICI Bank Limited +IBP Installed Building Products, Inc. +ICD Independence Contract Drilling, Inc. +ICE Intercontinental Exchange Inc. +ICL Israel Chemicals Shs +IDA IDACORP, Inc. +IDE Voya Infrastructure, Industrials and Materials Fund +IDT IDT Corporation +IEX IDEX Corporation +IFF International Flavors & Fragrances, Inc. +IFFT International Flavors & Fragrances, Inc. +IFN India Fund, Inc. (The) +IGA Voya Global Advantage and Premium Opportunity Fund +IGD Voya Global Equity Dividend and Premium Opportunity Fund +IGI Western Asset Investment Grade Defined Opportunity Trust Inc. +IGR CBRE Clarion Global Real Estate Income Fund +IGT International Game Technology +IHC Independence Holding Company +IHD Voya Emerging Markets High Income Dividend Equity Fund +IHG Intercontinental Hotels Group +IHIT Invesco High Income 2023 Target Term Fund +IHTA Invesco High Income 2024 Target Term Fund +IID Voya International High Dividend Equity Income Fund +IIF Morgan Stanley India Investment Fund, Inc. +IIM Invesco Value Municipal Income Trust +IIPR Innovative Industrial Properties, Inc. +IIPR^A Innovative Industrial Properties, Inc. +IMAX Imax Corporation +INB Cohen & Steers Global Income Builder, Inc. +INF Brookfield Global Listed Infrastructure Income Fund +INFY Infosys Limited +ING ING Group, N.V. +INGR Ingredion Incorporated +INN Summit Hotel Properties, Inc. +INN^D Summit Hotel Properties, Inc. +INN^E Summit Hotel Properties, Inc. +INSI Insight Select Income Fund +INSP Inspire Medical Systems, Inc. +INST Instructure, Inc. +INSW International Seaways, Inc. +INSW^A International Seaways, Inc. +INT World Fuel Services Corporation +INVH Invitation Homes Inc. +INXN InterXion Holding N.V. +IO Ion Geophysical Corporation +IP International Paper Company +IPG Interpublic Group of Companies, Inc. (The) +IPHI Inphi Corporation +IPI Intrepid Potash, Inc +IPOA Social Capital Hedosophia Holdings Corp. +IPOA.U Social Capital Hedosophia Holdings Corp. +IPOA.WS Social Capital Hedosophia Holdings Corp. +IQI Invesco Quality Municipal Income Trust +IQV IQVIA Holdings, Inc. +IR Ingersoll-Rand plc (Ireland) +IRET Investors Real Estate Trust +IRET^C Investors Real Estate Trust +IRL New Ireland Fund, Inc. (The) +IRM Iron Mountain Incorporated +IRR Voya Natural Resources Equity Income Fund +IRS IRSA Inversiones Y Representaciones S.A. +IRT Independence Realty Trust, Inc. +ISD PGIM High Yield Bond Fund, Inc. +ISF.CL ING Group, N.V. +ISG ING Group, N.V. +IT Gartner, Inc. +ITCB Ita? CorpBanca +ITGR Integer Holdings Corporation +ITT ITT Inc. +ITUB Itau Unibanco Banco Holding SA +ITW Illinois Tool Works Inc. +IVC Invacare Corporation +IVH Ivy High Income Opportunities Fund +IVR INVESCO MORTGAGE CAPITAL INC +IVR^A Invesco Mortgage Capital Inc. +IVR^B INVESCO MORTGAGE CAPITAL INC +IVR^C INVESCO MORTGAGE CAPITAL INC +IVZ Invesco Plc +IX Orix Corp Ads +JAG Jagged Peak Energy Inc. +JAX J. Alexander's Holdings, Inc. +JBGS JBG SMITH Properties +JBK Lehman ABS Corporation +JBL Jabil Inc. +JBN Select Asset Inc. +JBR Select Asset Inc. +JBT John Bean Technologies Corporation +JCAP Jernigan Capital, Inc. +JCAP^B Jernigan Capital, Inc. +JCE Nuveen Core Equity Alpha Fund +JCI Johnson Controls International plc +JCO Nuveen Credit Opportunities 2022 Target Term Fund +JCP J.C. Penney Company, Inc. Holding Company +JDD Nuveen Diversified Dividend and Income Fund +JE Just Energy Group, Inc. +JE^A Just Energy Group, Inc. +JEC Jacobs Engineering Group Inc. +JEF Jefferies Financial Group Inc. +JELD JELD-WEN Holding, Inc. +JEMD Nuveen Emerging Markets Debt 2022 Target Term Fund +JEQ Aberdeen Japan Equity Fund, Inc. +JFR Nuveen Floating Rate Income Fund +JGH Nuveen Global High Income Fund +JHAA Nuveen High Income 2023 Target Term Fund +JHB Nuveen High Income November 2021 Target Term Fund +JHD Nuveen High Income December 2019 Target Term Fund +JHG Janus Henderson Group plc +JHI John Hancock Investors Trust +JHS John Hancock Income Securities Trust +JHX James Hardie Industries plc. +JHY Nuveen High Income 2020 Target Term Fund +JILL J. Jill, Inc. +JKS JinkoSolar Holding Company Limited +JLL Jones Lang LaSalle Incorporated +JLS Nuveen Mortgage Opportunity Term Fund +JMEI Jumei International Holding Limited +JMF Nuveen Energy MLP Total Return Fund +JMIA Jumia Technologies AG +JMLP Nuveen All Cap Energy MLP Opportunities Fund +JMM Nuveen Multi-Market Income Fund +JMP JMP Group LLC +JMPB JMP Group LLC +JMPD JMP Group LLC +JMT Nuven Mortgage Opportunity Term Fund 2 +JNJ Johnson & Johnson +JNPR Juniper Networks, Inc. +JOE St. Joe Company (The) +JOF Japan Smaller Capitalization Fund Inc +JP Jupai Holdings Limited +JPC Nuveen Preferred & Income Opportunities Fund +JPI Nuveen Preferred and Income Term Fund +JPM J P Morgan Chase & Co +JPM^A J P Morgan Chase & Co +JPM^C J P Morgan Chase & Co +JPM^D J P Morgan Chase & Co +JPM^E J P Morgan Chase & Co +JPM^F J P Morgan Chase & Co +JPM^G J P Morgan Chase & Co +JPM^H J P Morgan Chase & Co +JPS Nuveen Preferred & Income Securities Fund +JPT Nuveen Preferred and Income 2022 Term Fund +JQC Nuveen Credit Strategies Income Fund +JRI Nuveen Real Asset Income and Growth Fund +JRO Nuveen Floating Rate Income Opportuntiy Fund +JRS Nuveen Real Estate Fund +JSD Nuveen Short Duration Credit Opportunities Fund +JT Jianpu Technology Inc. +JTA Nuveen Tax-Advantaged Total Return Strategy Fund +JTD Nuveen Tax-Advantaged Dividend Growth Fund +JW.A John Wiley & Sons, Inc. +JW.B John Wiley & Sons, Inc. +JWN Nordstrom, Inc. +K Kellogg Company +KAI Kadant Inc +KAMN Kaman Corporation +KAR KAR Auction Services, Inc +KB KB Financial Group Inc +KBH KB Home +KBR KBR, Inc. +KDMN Kadmon Holdings, Inc. +KDP Keurig Dr Pepper Inc. +KEG Key Energy Services, Inc. +KEM Kemet Corporation +KEN Kenon Holdings Ltd. +KEP Korea Electric Power Corporation +KEX Kirby Corporation +KEY KeyCorp +KEY^I KeyCorp +KEY^J KeyCorp +KEY^K KeyCorp +KEYS Keysight Technologies Inc. +KF Korea Fund, Inc. (The) +KFS Kingsway Financial Services, Inc. +KFY Korn Ferry +KGC Kinross Gold Corporation +KIM Kimco Realty Corporation +KIM^I Kimco Realty Corporation +KIM^J Kimco Realty Corporation +KIM^K Kimco Realty Corporation +KIM^L Kimco Realty Corporation +KIM^M Kimco Realty Corporation +KIO KKR Income Opportunities Fund +KKR KKR & Co. Inc. +KKR^A KKR & Co. Inc. +KKR^B KKR & Co. Inc. +KL Kirkland Lake Gold Ltd. +KMB Kimberly-Clark Corporation +KMF Kayne Anderson Midstream Energy Fund, Inc +KMI Kinder Morgan, Inc. +KMPA Kemper Corporation +KMPR Kemper Corporation +KMT Kennametal Inc. +KMX CarMax Inc +KN Knowles Corporation +KNL Knoll, Inc. +KNOP KNOT Offshore Partners LP +KNX Knight Transportation, Inc. +KO Coca-Cola Company (The) +KODK Eastman Kodak Company +KOF Coca Cola Femsa S.A.B. de C.V. +KOP Koppers Holdings Inc. +KOS Kosmos Energy Ltd. +KR Kroger Company (The) +KRA Kraton Corporation +KRC Kilroy Realty Corporation +KREF KKR Real Estate Finance Trust Inc. +KRG Kite Realty Group Trust +KRO Kronos Worldwide Inc +KRP Kimbell Royalty Partners +KSM Scudder Strategic Municiple Income Trust +KSS Kohl's Corporation +KSU Kansas City Southern +KSU^ Kansas City Southern +KT KT Corporation +KTB Kontoor Brands, Inc. +KTF Scudder Municiple Income Trust +KTH Lehman ABS Corporation +KTN Lehman ABS Corporation +KTP Lehman ABS Corporation +KW Kennedy-Wilson Holdings Inc. +KWR Quaker Chemical Corporation +KYN Kayne Anderson MLP/Midstream Investment Company +KYN^F Kayne Anderson MLP/Midstream Investment Company +L Loews Corporation +LAC Lithium Americas Corp. +LAD Lithia Motors, Inc. +LADR Ladder Capital Corp +LAIX LAIX Inc. +LAZ Lazard Ltd. +LB L Brands, Inc. +LBRT Liberty Oilfield Services Inc. +LC LendingClub Corporation +LCI Lannett Co Inc +LCII LCI Industries +LDL Lydall, Inc. +LDOS Leidos Holdings, Inc. +LDP Cohen & Steers Limited Duration Preferred and Income Fund, Inc +LEA Lear Corporation +LEAF Leaf Group Ltd. +LEE Lee Enterprises, Incorporated +LEG Leggett & Platt, Incorporated +LEJU Leju Holdings Limited +LEN Lennar Corporation +LEN.B Lennar Corporation +LEO Dreyfus Strategic Municipals, Inc. +LEVI Levi Strauss & Co +LFC China Life Insurance Company Limited +LGC Legacy Acquisition Corp. +LGC.U Legacy Acquisition Corp. +LGC.WS Legacy Acquisition Corp. +LGF.A Lions Gate Entertainment Corporation +LGF.B Lions Gate Entertainment Corporation +LGI Lazard Global Total Return and Income Fund +LH Laboratory Corporation of America Holdings +LHC Leo Holdings Corp. +LHC.U Leo Holdings Corp. +LHC.WS Leo Holdings Corp. +LII Lennox International, Inc. +LIN Linde plc +LITB LightInTheBox Holding Co., Ltd. +LKSD LSC Communications, Inc. +LL Lumber Liquidators Holdings, Inc +LLL L3 Technologies, Inc. +LLY Eli Lilly and Company +LM Legg Mason, Inc. +LMHA Legg Mason, Inc. +LMHB Legg Mason, Inc. +LMT Lockheed Martin Corporation +LN LINE Corporation +LNC Lincoln National Corporation +LNC.WS Lincoln National Corporation +LND Brasilagro Cia Brasileira De Propriedades Agricolas +LNN Lindsay Corporation +LOMA Loma Negra Compania Industrial Argentina Sociedad Anonima +LOR Lazard World Dividend & Income Fund, Inc. +LOW Lowe's Companies, Inc. +LPG Dorian LPG Ltd. +LPI Laredo Petroleum, Inc. +LPL LG Display Co., Ltd. +LPT Liberty Property Trust +LPX Louisiana-Pacific Corporation +LRN K12 Inc +LSI Life Storage, Inc. +LTC LTC Properties, Inc. +LTHM Livent Corporation +LTM LATAM Airlines Group S.A. +LUB Luby's, Inc. +LUV Southwest Airlines Company +LVS Las Vegas Sands Corp. +LW Lamb Weston Holdings, Inc. +LXFR Luxfer Holdings PLC +LXFT Luxoft Holding, Inc. +LXP Lexington Realty Trust +LXP^C Lexington Realty Trust +LXU Lsb Industries Inc. +LYB LyondellBasell Industries NV +LYG Lloyds Banking Group Plc +LYV Live Nation Entertainment, Inc. +LZB La-Z-Boy Incorporated +M Macy's Inc +MA Mastercard Incorporated +MAA Mid-America Apartment Communities, Inc. +MAA^I Mid-America Apartment Communities, Inc. +MAC Macerich Company (The) +MAIN Main Street Capital Corporation +MAN ManpowerGroup +MANU Manchester United Ltd. +MAS Masco Corporation +MATX Matson, Inc. +MAV Pioneer Municipal High Income Advantage Trust +MAXR Maxar Technologies Inc. +MBI MBIA, Inc. +MBT Mobile TeleSystems OJSC +MC Moelis & Company +MCA Blackrock MuniYield California Insured Fund, Inc. +MCB Metropolitan Bank Holding Corp. +MCC Medley Capital Corporation +MCD McDonald's Corporation +MCI Barings Corporate Investors +MCK McKesson Corporation +MCN Madison Covered Call & Equity Strategy Fund +MCO Moody's Corporation +MCR MFS Charter Income Trust +MCRN Milacron Holdings Corp. +MCS Marcus Corporation (The) +MCV Medley Capital Corporation +MCX Medley Capital Corporation +MCY Mercury General Corporation +MD Mednax, Inc +MDC M.D.C. Holdings, Inc. +MDLQ Medley LLC +MDLX Medley LLC +MDLY Medley Management Inc. +MDP Meredith Corporation +MDR McDermott International, Inc. +MDT Medtronic plc +MDU MDU Resources Group, Inc. +MEC Mayville Engineering Company, Inc. +MED MEDIFAST INC +MEI Methode Electronics, Inc. +MEN Blackrock MuniEnhanced Fund, Inc. +MER^K Merrill Lynch & Co., Inc. +MET MetLife, Inc. +MET^A MetLife, Inc. +MET^E MetLife, Inc. +MFA MFA Financial, Inc. +MFA^B MFA Financial, Inc. +MFAC Megalith Financial Acquisition Corp. +MFAC.U Megalith Financial Acquisition Corp. +MFAC.WS Megalith Financial Acquisition Corp. +MFC Manulife Financial Corp +MFCB MFC Bancorp Ltd. +MFD Macquarie First Trust Global +MFG Mizuho Financial Group, Inc. +MFGP Micro Focus Intl PLC +MFL Blackrock MuniHoldings Investment Quality Fund +MFM MFS Municipal Income Trust +MFO MFA Financial, Inc. +MFT Blackrock MuniYield Investment QualityFund +MFV MFS Special Value Trust +MG Mistras Group Inc +MGA Magna International, Inc. +MGF MFS Government Markets Income Trust +MGM MGM Resorts International +MGP MGM Growth Properties LLC +MGR Affiliated Managers Group, Inc. +MGU Macquarie Global Infrastructure Total Return Fund Inc. +MGY Magnolia Oil & Gas Corporation +MGY.WS Magnolia Oil & Gas Corporation +MH^A Maiden Holdings, Ltd. +MH^C Maiden Holdings, Ltd. +MHD Blackrock MuniHoldings Fund, Inc. +MH^D Maiden Holdings, Ltd. +MHE BlackRock Massachusetts Tax-Exempt Trust +MHF Western Asset Municipal High Income Fund, Inc. +MHI Pioneer Municipal High Income Trust +MHK Mohawk Industries, Inc. +MHLA Maiden Holdings, Ltd. +MHN Blackrock MuniHoldings New York Quality Fund, Inc. +MHNC Maiden Holdings, Ltd. +MHO M/I Homes, Inc. +MIC Macquarie Infrastructure Corporation +MIE Cohen & Steers MLP Income and Energy Opportunity Fund, Inc. +MIN MFS Intermediate Income Trust +MITT AG Mortgage Investment Trust, Inc. +MITT^A AG Mortgage Investment Trust, Inc. +MITT^B AG Mortgage Investment Trust, Inc. +MIXT MiX Telematics Limited +MIY Blackrock MuniYield Michigan Quality Fund, Inc. +MKC McCormick & Company, Incorporated +MKC.V McCormick & Company, Incorporated +MKL Markel Corporation +MLI Mueller Industries, Inc. +MLM Martin Marietta Materials, Inc. +MLP Maui Land & Pineapple Company, Inc. +MLR Miller Industries, Inc. +MMC Marsh & McLennan Companies, Inc. +MMD MainStay MacKay DefinedTerm Municipal Opportunitie +MMI Marcus & Millichap, Inc. +MMM 3M Company +MMP Magellan Midstream Partners L.P. +MMS Maximus, Inc. +MMT MFS Multimarket Income Trust +MMU Western Asset Managed Municipals Fund, Inc. +MN Manning & Napier, Inc. +MNE Blackrock Muni New York Intermediate Duration Fund Inc +MNK Mallinckrodt plc +MNP Western Asset Municipal Partners Fund, Inc. +MNR Monmouth Real Estate Investment Corporation +MNR^C Monmouth Real Estate Investment Corporation +MNRL Brigham Minerals, Inc. +MO Altria Group +MOD Modine Manufacturing Company +MODN Model N, Inc. +MOG.A Moog Inc. +MOG.B Moog Inc. +MOGU MOGU Inc. +MOH Molina Healthcare Inc +MOS Mosaic Company (The) +MOSC Mosaic Acquisition Corp. +MOSC.U Mosaic Acquisition Corp. +MOSC.WS Mosaic Acquisition Corp. +MOV Movado Group Inc. +MPA Blackrock MuniYield Pennsylvania Quality Fund +MPC Marathon Petroleum Corporation +MPLX MPLX LP +MPO MIDSTATES PETROLEUM COMPANY, INC. +MPV Barings Participation Investors +MPW Medical Properties Trust, Inc. +MPX Marine Products Corporation +MQT Blackrock MuniYield Quality Fund II, Inc. +MQY Blackrock MuniYield Quality Fund, Inc. +MR Montage Resources Corporation +MRC MRC Global Inc. +MRK Merck & Company, Inc. +MRO Marathon Oil Corporation +MS Morgan Stanley +MSA MSA Safety Incorporporated +MS^A Morgan Stanley +MSB Mesabi Trust +MSC Studio City International Holdings Limited +MSCI MSCI Inc +MSD Morgan Stanley Emerging Markets Debt Fund, Inc. +MS^E Morgan Stanley +MS^F Morgan Stanley +MSG The Madison Square Garden Company +MS^G Morgan Stanley +MSGN MSG Networks Inc. +MSI Motorola Solutions, Inc. +MS^I Morgan Stanley +MS^K Morgan Stanley +MSL MidSouth Bancorp +MSM MSC Industrial Direct Company, Inc. +MT ArcelorMittal +MTB M&T Bank Corporation +MTB^ M&T Bank Corporation +MTB^C M&T Bank Corporation +MTD Mettler-Toledo International, Inc. +MTDR Matador Resources Company +MTG MGIC Investment Corporation +MTH Meritage Corporation +MTL Mechel PAO +MTL^ Mechel PAO +MTN Vail Resorts, Inc. +MTOR Meritor, Inc. +MTR Mesa Royalty Trust +MTRN Materion Corporation +MTT Western Asset Municipal Defined Opportunity Trust Inc +MTW Manitowoc Company, Inc. (The) +MTX Minerals Technologies Inc. +MTZ MasTec, Inc. +MUA Blackrock MuniAssets Fund, Inc. +MUC Blackrock MuniHoldings California Quality Fund, Inc. +MUE Blackrock MuniHoldings Quality Fund II, Inc. +MUFG Mitsubishi UFJ Financial Group Inc +MUH Blackrock MuniHoldings Fund II, Inc. +MUI Blackrock Muni Intermediate Duration Fund Inc +MUJ Blackrock MuniHoldings New Jersey Insured Fund, Inc. +MUR Murphy Oil Corporation +MUS Blackrock MuniHoldings Quality Fund, Inc. +MUSA Murphy USA Inc. +MUX McEwen Mining Inc. +MVC MVC Capital, Inc. +MVCD MVC Capital, Inc. +MVF MuniVest Fund, Inc. +MVO MV Oil Trust +MVT Blackrock MuniVest Fund II, Inc. +MWA Mueller Water Products Inc +MX MagnaChip Semiconductor Corporation +MXE Mexico Equity and Income Fund, Inc. (The) +MXF Mexico Fund, Inc. (The) +MXL MaxLinear, Inc +MYC Blackrock MuniYield California Fund, Inc. +MYD Blackrock MuniYield Fund, Inc. +MYE Myers Industries, Inc. +MYF Blackrock MuniYield Investment Fund +MYI Blackrock MuniYield Quality Fund III, Inc. +MYJ Blackrock MuniYield New Jersey Fund, Inc. +MYN Blackrock MuniYield New York Quality Fund, Inc. +MYOV Myovant Sciences Ltd. +MZA MuniYield Arizona Fund, Inc. +NAC Nuveen California Quality Municipal Income Fund +NAD Nuveen Quality Municipal Income Fund +NAN Nuveen New York Quality Municipal Income Fund +NAO Nordic American Offshore Ltd. +NAT Nordic American Tankers Limited +NAV Navistar International Corporation +NAV^D Navistar International Corporation +NAZ Nuveen Arizona Quality Municipal Income Fund +NBB Nuveen Taxable Municipal Income Fund +NBHC National Bank Holdings Corporation +NBL Noble Energy Inc. +NBLX Noble Midstream Partners LP +NBR Nabors Industries Ltd. +NBR^A Nabors Industries Ltd. +NC NACCO Industries, Inc. +NCA Nuveen California Municipal Value Fund, Inc. +NCB Nuveen California Municipal Value Fund 2 +NCI Navigant Consulting, Inc. +NCLH Norwegian Cruise Line Holdings Ltd. +NCR NCR Corporation +NCV AllianzGI Convertible & Income Fund +NCV^A AllianzGI Convertible & Income Fund +NCZ AllianzGI Convertible & Income Fund II +NCZ^A AllianzGI Convertible & Income Fund II +NDP Tortoise Energy Independence Fund, Inc. +NE Noble Corporation +NEA Nuveen AMT-Free Quality Municipal Income Fund +NEE NextEra Energy, Inc. +NEE^I NextEra Energy, Inc. +NEE^J NextEra Energy, Inc. +NEE^K NextEra Energy, Inc. +NEE^N NextEra Energy, Inc. +NEE^R NextEra Energy, Inc. +NEM Newmont Goldcorp Corporation +NEP NextEra Energy Partners, LP +NETS Netshoes (Cayman) Limited +NEU NewMarket Corporation +NEV Nuveen Enhanced Municipal Value Fund +NEW Puxin Limited +NEWM New Media Investment Group Inc. +NEWR New Relic, Inc. +NEXA Nexa Resources S.A. +NFC New Frontier Corporation +NFC.U New Frontier Corporation +NFC.WS New Frontier Corporation +NFG National Fuel Gas Company +NFJ AllianzGI NFJ Dividend, Interest & Premium Strategy Fund +NGG National Grid Transco, PLC +NGL NGL ENERGY PARTNERS LP +NGL^B NGL ENERGY PARTNERS LP +NGL^C NGL ENERGY PARTNERS LP +NGLS^A Targa Resources Partners LP +NGS Natural Gas Services Group, Inc. +NGVC Natural Grocers by Vitamin Cottage, Inc. +NGVT Ingevity Corporation +NHA Nuveen Municipal 2021 Target Term Fund +NHF NexPoint Strategic Opportunities Fund +NHI National Health Investors, Inc. +NI NiSource, Inc +NI^B NiSource, Inc +NID Nuveen Intermediate Duration Municipal Term Fund +NIE AllianzGI Equity & Convertible Income Fund +NIM Nuveen Select Maturities Municipal Fund +NINE Nine Energy Service, Inc. +NIO NIO Inc. +NIQ Nuveenn Intermediate Duration Quality Municipal Term Fund +NJR NewJersey Resources Corporation +NJV Nuveen New Jersey Municipal Value Fund +NKE Nike, Inc. +NKG Nuveen Georgia Quality Municipal Income Fund +NKX Nuveen California AMT-Free Quality Municipal Income Fund +NL NL Industries, Inc. +NLS Nautilus Group, Inc. (The) +NLSN Nielsen N.V. +NLY Annaly Capital Management Inc +NLY^C Annaly Capital Management Inc +NLY^D Annaly Capital Management Inc +NLY^F Annaly Capital Management Inc +NLY^G Annaly Capital Management Inc +NLY^H.CL Annaly Capital Management Inc +NM Navios Maritime Holdings Inc. +NMFC New Mountain Finance Corporation +NMFX New Mountain Finance Corporation +NM^G Navios Maritime Holdings Inc. +NM^H Navios Maritime Holdings Inc. +NMI Nuveen Municipal Income Fund, Inc. +NMK^B Niagara Mohawk Holdings, Inc. +NMK^C Niagara Mohawk Holdings, Inc. +NMM Navios Maritime Partners LP +NMR Nomura Holdings Inc ADR +NMS Nuveen Minnesota Quality Municipal Income Fund +NMT Nuveen Massachusetts Municipal Income Fund +NMY Nuveen Maryland Quality Municipal Income Fund +NMZ Nuveen Municipal High Income Opportunity Fund +NNA Navios Maritime Acquisition Corporation +NNC Nuveen North Carolina Quality Municipal Income Fd +NNI Nelnet, Inc. +NNN National Retail Properties +NNN^E National Retail Properties +NNN^F National Retail Properties +NNY Nuveen New York Municipal Value Fund, Inc. +NOA North American Construction Group Ltd. +NOAH Noah Holdings Ltd. +NOC Northrop Grumman Corporation +NOK Nokia Corporation +NOM Nuveen Missouri Quality Municipal Income Fund +NOMD Nomad Foods Limited +NOV National Oilwell Varco, Inc. +NOW ServiceNow, Inc. +NP Neenah, Inc. +NPK National Presto Industries, Inc. +NPN Nuveen Pennsylvania Municipal Value Fund +NPO EnPro Industries +NPTN NeoPhotonics Corporation +NPV Nuveen Virginia Quality Municipal Income Fund +NQP Nuveen Pennsylvania Quality Municipal Income Fund +NR Newpark Resources, Inc. +NRE NorthStar Realty Europe Corp. +NRG NRG Energy, Inc. +NRGX PIMCO Energy and Tactical Credit Opportunities Fund +NRK Nuveen New York AMT-Free Quality Municipal +NRP Natural Resource Partners LP +NRT North European Oil Royality Trust +NRUC National Rural Utilities Cooperative Finance Corporation +NRZ New Residential Investment Corp. +NS Nustar Energy L.P. +NSA National Storage Affiliates Trust +NS^A Nustar Energy L.P. +NSA^A National Storage Affiliates Trust +NS^B Nustar Energy L.P. +NSC Norfolk Souther Corporation +NS^C Nustar Energy L.P. +NSL Nuveen Senior Income Fund +NSP Insperity, Inc. +NSS NuStar Logistics, L.P. +NTB Bank of N.T. Butterfield & Son Limited (The) +NTC Nuveen Connecticut Quality Municipal Income Fund +NTEST NASDAQ TEST STOCK +NTEST.A NASDAQ TEST STOCK +NTEST.B NASDAQ TEST STOCK +NTEST.C NASDAQ TEST STOCK +NTG Tortoise Midstream Energy Fund, Inc. +NTP Nam Tai Property Inc. +NTR Nutrien Ltd. +NTX Nuveen Texas Quality Municipal Income Fund +NTZ Natuzzi, S.p.A. +NUE Nucor Corporation +NUM Nuveen Michigan Quality Municipal Income Fund +NUO Nuveen Ohio Quality Municipal Income Fund +NUS Nu Skin Enterprises, Inc. +NUV Nuveen AMT-Free Municipal Value Fund +NUW Nuveen AMT-Free Municipal Value Fund +NVG Nuveen AMT-Free Municipal Credit Income Fund +NVGS Navigator Holdings Ltd. +NVO Novo Nordisk A/S +NVR NVR, Inc. +NVRO Nevro Corp. +NVS Novartis AG +NVT nVent Electric plc +NVTA Invitae Corporation +NWE NorthWestern Corporation +NWHM New Home Company Inc. (The) +NWN Northwest Natural Holding Company +NX Quanex Building Products Corporation +NXC Nuveen Insured California Select Tax-Free Income Portfolio +NXJ Nuveen New Jersey Quality Municipal Income Fund +NXN Nuveen Insured New York Select Tax-Free Income Portfolio +NXP Nuveen Select Tax Free Income Portfolio +NXQ Nuveen Select Tax Free Income Portfolio II +NXR Nuveen Select Tax Free Income Portfolio III +NXRT NexPoint Residential Trust, Inc. +NYCB New York Community Bancorp, Inc. +NYCB^A New York Community Bancorp, Inc. +NYCB^U New York Community Bancorp, Inc. +NYT New York Times Company (The) +NYV Nuveen New York Municipal Value Fund 2 +NZF Nuveen Municipal Credit Income Fund +O Realty Income Corporation +OAK Oaktree Capital Group, LLC +OAK^A Oaktree Capital Group, LLC +OAK^B Oaktree Capital Group, LLC +OAS Oasis Petroleum Inc. +OBE Obsidian Energy Ltd. +OC Owens Corning Inc +OCN Ocwen Financial Corporation +ODC Oil-Dri Corporation Of America +OEC Orion Engineered Carbons S.A +OFC Corporate Office Properties Trust +OFG OFG Bancorp +OFG^A OFG Bancorp +OFG^B OFG Bancorp +OFG^D OFG Bancorp +OGE OGE Energy Corp +OGS ONE Gas, Inc. +OHI Omega Healthcare Investors, Inc. +OI Owens-Illinois, Inc. +OIA Invesco Municipal Income Opportunities Trust +OIBR.C Oi S.A. +OII Oceaneering International, Inc. +OIS Oil States International, Inc. +OKE ONEOK, Inc. +OLN Olin Corporation +OLP One Liberty Properties, Inc. +OMAD One Madison Corporation +OMAD.U One Madison Corporation +OMAD.WS One Madison Corporation +OMC Omnicom Group Inc. +OMF OneMain Holdings, Inc. +OMI Owens & Minor, Inc. +OMN OMNOVA Solutions Inc. +OMP Oasis Midstream Partners LP +ONDK On Deck Capital, Inc. +ONE OneSmart International Education Group Limited +OOMA Ooma, Inc. +OPP RiverNorth/DoubleLine Strategic Opportunity Fund, Inc. +OPY Oppenheimer Holdings, Inc. +OR Osisko Gold Royalties Ltd +ORA Ormat Technologies, Inc. +ORAN Orange +ORC Orchid Island Capital, Inc. +ORCL Oracle Corporation +ORI Old Republic International Corporation +ORN Orion Group Holdings, Inc. +OSB Norbord Inc. +OSG Overseas Shipholding Group, Inc. +OSK Oshkosh Corporation +OSLE Oaktree Specialty Lending Corporation +OUT OUTFRONT Media Inc. +OXM Oxford Industries, Inc. +OXY Occidental Petroleum Corporation +OZM Och-Ziff Capital Management Group LLC +PAA Plains All American Pipeline, L.P. +PAC Grupo Aeroportuario Del Pacifico, S.A. de C.V. +PACD Pacific Drilling S.A. +PAG Penske Automotive Group, Inc. +PAGP Plains Group Holdings, L.P. +PAGS PagSeguro Digital Ltd. +PAI Western Asset Investment Grade Income Fund Inc. +PAM Pampa Energia S.A. +PANW Palo Alto Networks, Inc. +PAR PAR Technology Corporation +PARR Par Pacific Holdings, Inc. +PAYC Paycom Software, Inc. +PB Prosperity Bancshares, Inc. +PBA Pembina Pipeline Corp. +PBB Prospect Capital Corporation +PBC Prospect Capital Corporation +PBF PBF Energy Inc. +PBFX PBF Logistics LP +PBH Prestige Consumer Healthcare Inc. +PBI Pitney Bowes Inc. +PBI^B Pitney Bowes Inc. +PBR Petroleo Brasileiro S.A.- Petrobras +PBR.A Petroleo Brasileiro S.A.- Petrobras +PBT Permian Basin Royalty Trust +PBY Prospect Capital Corporation +PCF High Income Securities Fund +PCG Pacific Gas & Electric Co. +PCI PIMCO Dynamic Credit and Mortgage Income Fund +PCK Pimco California Municipal Income Fund II +PCM PIMCO Commercial Mortgage Securities Trust, Inc. +PCN Pimco Corporate & Income Stategy Fund +PCQ PIMCO California Municipal Income Fund +PD PagerDuty, Inc. +PDI PIMCO Dynamic Income Fund +PDM Piedmont Office Realty Trust, Inc. +PDS Precision Drilling Corporation +PDT John Hancock Premium Dividend Fund +PE Parsley Energy, Inc. +PEB Pebblebrook Hotel Trust +PEB^C Pebblebrook Hotel Trust +PEB^D Pebblebrook Hotel Trust +PEB^E Pebblebrook Hotel Trust +PEB^F Pebblebrook Hotel Trust +PEG Public Service Enterprise Group Incorporated +PEI Pennsylvania Real Estate Investment Trust +PEI^B Pennsylvania Real Estate Investment Trust +PEI^C Pennsylvania Real Estate Investment Trust +PEI^D Pennsylvania Real Estate Investment Trust +PEN Penumbra, Inc. +PEO Adams Natural Resources Fund, Inc. +PER SandRidge Permian Trust +PES Pioneer Energy Services Corp. +PFD Flaherty & Crumrine Preferred Income Fund Incorporated +PFE Pfizer, Inc. +PFGC Performance Food Group Company +PFH CABCO Series 2004-101 Trust +PFL PIMCO Income Strategy Fund +PFN PIMCO Income Strategy Fund II +PFO Flaherty & Crumrine Preferred Income Opportunity Fund Inc +PFS Provident Financial Services, Inc +PFSI PennyMac Financial Services, Inc. +PG Procter & Gamble Company (The) +PGP Pimco Global Stocksplus & Income Fund +PGR Progressive Corporation (The) +PGRE Paramount Group, Inc. +PGTI PGT Innovations, Inc. +PGZ Principal Real Estate Income Fund +PH Parker-Hannifin Corporation +PHD Pioneer Floating Rate Trust +PHG Koninklijke Philips N.V. +PHI PLDT Inc. +PHK Pimco High Income Fund +PHM PulteGroup, Inc. +PHT Pioneer High Income Trust +PHX Panhandle Royalty Company +PII Polaris Industries Inc. +PIM Putnam Master Intermediate Income Trust +PINS Pinterest, Inc. +PIR Pier 1 Imports, Inc. +PIY Merrill Lynch Depositor, Inc. +PJC Piper Jaffray Companies +PJH Prudential Financial, Inc. +PJT PJT Partners Inc. +PK Park Hotels & Resorts Inc. +PKD Parker Drilling Company +PKE Park Electrochemical Corporation +PKG Packaging Corporation of America +PKI PerkinElmer, Inc. +PKO Pimco Income Opportunity Fund +PKX POSCO +PLAN Anaplan, Inc. +PLD Prologis, Inc. +PLNT Planet Fitness, Inc. +PLOW Douglas Dynamics, Inc. +PLT Plantronics, Inc. +PM Philip Morris International Inc +PMF PIMCO Municipal Income Fund +PML Pimco Municipal Income Fund II +PMM Putnam Managed Municipal Income Trust +PMO Putnam Municipal Opportunities Trust +PMT PennyMac Mortgage Investment Trust +PMT^A PennyMac Mortgage Investment Trust +PMT^B PennyMac Mortgage Investment Trust +PMX PIMCO Municipal Income Fund III +PNC PNC Financial Services Group, Inc. (The) +PNC^P PNC Financial Services Group, Inc. (The) +PNC^Q PNC Financial Services Group, Inc. (The) +PNF PIMCO New York Municipal Income Fund +PNI Pimco New York Municipal Income Fund II +PNM PNM Resources, Inc. (Holding Co.) +PNR Pentair plc. +PNW Pinnacle West Capital Corporation +POL PolyOne Corporation +POR Portland General Electric Company +POST Post Holdings, Inc. +PPDF PPDAI Group Inc. +PPG PPG Industries, Inc. +PPL PPL Corporation +PPR Voya Prime Rate Trust +PPT Putnam Premier Income Trust +PPX PPL Capital Funding, Inc. +PQG PQ Group Holdings Inc. +PRA ProAssurance Corporation +PRE^F PartnerRe Ltd. +PRE^G PartnerRe Ltd. +PRE^H PartnerRe Ltd. +PRE^I PartnerRe Ltd. +PRGO Perrigo Company +PRH Prudential Financial, Inc. +PRI Primerica, Inc. +PRIF^A Priority Income Fund, Inc. +PRIF^B Priority Income Fund, Inc. +PRIF^C Priority Income Fund, Inc. +PRLB Proto Labs, Inc. +PRO PROS Holdings, Inc. +PRS Prudential Financial, Inc. +PRSP Perspecta Inc. +PRT PermRock Royalty Trust +PRTY Party City Holdco Inc. +PRU Prudential Financial, Inc. +PSA Public Storage +PSA^A Public Storage +PSA^B Public Storage +PSA^C Public Storage +PSA^D Public Storage +PSA^E Public Storage +PSA^F Public Storage +PSA^G Public Storage +PSA^H Public Storage +PSA^U Public Storage +PSA^V Public Storage +PSA^W Public Storage +PSA^X Public Storage +PSA^Z.CL Public Storage +PSB PS Business Parks, Inc. +PSB^U PS Business Parks, Inc. +PSB^V PS Business Parks, Inc. +PSB^W PS Business Parks, Inc. +PSB^X PS Business Parks, Inc. +PSB^Y PS Business Parks, Inc. +PSF Cohen & Steers Select Preferred and Income Fund, Inc. +PSN Parsons Corporation +PSO Pearson, Plc +PSTG Pure Storage, Inc. +PSTL Postal Realty Trust, Inc. +PSX Phillips 66 +PSXP Phillips 66 Partners LP +PTR PetroChina Company Limited +PTY Pimco Corporate & Income Opportunity Fund +PUK Prudential Public Limited Company +PUK^ Prudential Public Limited Company +PUK^A Prudential Public Limited Company +PUMP ProPetro Holding Corp. +PVG Pretium Resources, Inc. +PVH PVH Corp. +PVL Permianville Royalty Trust +PVT Pivotal Acquisition Corp. +PVTL Pivotal Software, Inc. +PVT.U Pivotal Acquisition Corp. +PVT.WS Pivotal Acquisition Corp. +PWR Quanta Services, Inc. +PXD Pioneer Natural Resources Company +PYN PIMCO New York Municipal Income Fund III +PYS PPlus Trust +PYT PPlus Trust +PYX Pyxus International, Inc. +PZC PIMCO California Municipal Income Fund III +PZN Pzena Investment Management Inc +QD Qudian Inc. +QEP QEP Resources, Inc. +QES Quintana Energy Services Inc. +QGEN Qiagen N.V. +QHC Quorum Health Corporation +QSR Restaurant Brands International Inc. +QTS QTS Realty Trust, Inc. +QTS^A QTS Realty Trust, Inc. +QTS^B QTS Realty Trust, Inc. +QTWO Q2 Holdings, Inc. +QUAD Quad Graphics, Inc +QUOT Quotient Technology Inc. +QVCD QVC, Inc. +R Ryder System, Inc. +RA Brookfield Real Assets Income Fund Inc. +RACE Ferrari N.V. +RAD Rite Aid Corporation +RAMP LiveRamp Holdings, Inc. +RBA Ritchie Bros. Auctioneers Incorporated +RBC Regal Beloit Corporation +RBS Royal Bank Scotland plc (The) +RC Ready Capital Corporation +RCA Ready Capital Corporation +RCI Rogers Communication, Inc. +RCL Royal Caribbean Cruises Ltd. +RCP Ready Capital Corporation +RCS PIMCO Strategic Income Fund, Inc. +RCUS Arcus Biosciences, Inc. +RDN Radian Group Inc. +RDS.A Royal Dutch Shell PLC +RDS.B Royal Dutch Shell PLC +RDY Dr. Reddy's Laboratories Ltd +RE Everest Re Group, Ltd. +RELX RELX PLC +RENN Renren Inc. +RES RPC, Inc. +RESI Front Yard Residential Corporation +REV Revlon, Inc. +REVG REV Group, Inc. +REX REX American Resources Corporation +REXR Rexford Industrial Realty, Inc. +REXR^A Rexford Industrial Realty, Inc. +REXR^B Rexford Industrial Realty, Inc. +REZI Resideo Technologies, Inc. +RF Regions Financial Corporation +RF^A Regions Financial Corporation +RF^B Regions Financial Corporation +RF^C Regions Financial Corporation +RFI Cohen & Steers Total Return Realty Fund, Inc. +RFP Resolute Forest Products Inc. +RGA Reinsurance Group of America, Incorporated +RGR Sturm, Ruger & Company, Inc. +RGS Regis Corporation +RGT Royce Global Value Trust, Inc. +RH RH +RHI Robert Half International Inc. +RHP Ryman Hospitality Properties, Inc. +RHT Red Hat, Inc. +RIG Transocean Ltd. +RIO Rio Tinto Plc +RIV RiverNorth Opportunities Fund, Inc. +RJF Raymond James Financial, Inc. +RL Ralph Lauren Corporation +RLGY Realogy Holdings Corp. +RLH Red Lion Hotels Corporation +RLI RLI Corp. +RLJ RLJ Lodging Trust +RLJ^A RLJ Lodging Trust +RM Regional Management Corp. +RMAX RE/MAX Holdings, Inc. +RMD ResMed Inc. +RMED Ra Medical Systems, Inc. +RMG RMG Acquisition Corp. +RMG.U RMG Acquisition Corp. +RMG.WS RMG Acquisition Corp. +RMI RiverNorth Opportunistic Municipal Income Fund, Inc. +RMPL^ RiverNorth Marketplace Lending Corporation +RMT Royce Micro-Cap Trust, Inc. +RNG Ringcentral, Inc. +RNGR Ranger Energy Services, Inc. +RNP Cohen & Steers REIT and Preferred and Income Fund, +RNR RenaissanceRe Holdings Ltd. +RNR^C RenaissanceRe Holdings Ltd. +RNR^E RenaissanceRe Holdings Ltd. +RNR^F RenaissanceRe Holdings Ltd. +ROAN Roan Resources, Inc. +ROG Rogers Corporation +ROK Rockwell Automation, Inc. +ROL Rollins, Inc. +ROP Roper Technologies, Inc. +ROYT Pacific Coast Oil Trust +RPAI Retail Properties of America, Inc. +RPLA Replay Acquisition Corp. +RPLA.U Replay Acquisition Corp. +RPLA.WS Replay Acquisition Corp. +RPM RPM International Inc. +RPT RPT Realty +RPT^D RPT Realty +RQI Cohen & Steers Quality Income Realty Fund Inc +RRC Range Resources Corporation +RRD R.R. Donnelley & Sons Company +RRTS Roadrunner Transportation Systems, Inc. +RS Reliance Steel & Aluminum Co. +RSG Republic Services, Inc. +RST Rosetta Stone +RTEC Rudolph Technologies, Inc. +RTN Raytheon Company +RTW RTW Retailwinds, Inc. +RUBI The Rubicon Project, Inc. +RVI Retail Value Inc. +RVT Royce Value Trust, Inc. +RWGE Regalwood Global Energy Ltd. +RWGE.U Regalwood Global Energy Ltd. +RWGE.WS Regalwood Global Energy Ltd. +RWT Redwood Trust, Inc. +RXN Rexnord Corporation +RXN^A Rexnord Corporation +RY Royal Bank Of Canada +RYAM Rayonier Advanced Materials Inc. +RYAM^A Rayonier Advanced Materials Inc. +RYB RYB Education, Inc. +RYI Ryerson Holding Corporation +RYN Rayonier Inc. +RY^T Royal Bank Of Canada +RZA Reinsurance Group of America, Incorporated +RZB Reinsurance Group of America, Incorporated +S Sprint Corporation +SA Seabridge Gold, Inc. +SAB Saratoga Investment Corp +SAF Saratoga Investment Corp +SAFE Safehold Inc. +SAH Sonic Automotive, Inc. +SAIC SCIENCE APPLICATIONS INTERNATIONAL CORPORATION +SAIL SailPoint Technologies Holdings, Inc. +SALT Scorpio Bulkers Inc. +SAM Boston Beer Company, Inc. (The) +SAN Banco Santander, S.A. +SAN^B Banco Santander, S.A. +SAP SAP SE +SAR Saratoga Investment Corp +SAVE Spirit Airlines, Inc. +SB Safe Bulkers, Inc +SB^C Safe Bulkers, Inc +SB^D Safe Bulkers, Inc +SBGL Sibanye Gold Limited +SBH Sally Beauty Holdings, Inc. +SBI Western Asset Intermediate Muni Fund Inc +SBNA Scorpio Tankers Inc. +SBOW SilverBow Resorces, Inc. +SBR Sabine Royalty Trust +SBS Companhia de saneamento Basico Do Estado De Sao Paulo - Sabesp +SC Santander Consumer USA Holdings Inc. +SCA Stellus Capital Investment Corporation +SCCO Southern Copper Corporation +SCD LMP Capital and Income Fund Inc. +SCE^G Southern California Edison Company +SCE^H Southern California Edison Company +SCE^J Southern California Edison Company +SCE^K Southern California Edison Company +SCE^L Southern California Edison Company +SCHW The Charles Schwab Corporation +SCHW^C The Charles Schwab Corporation +SCHW^D The Charles Schwab Corporation +SCI Service Corporation International +SCL Stepan Company +SCM Stellus Capital Investment Corporation +SCS Steelcase Inc. +SCX L.S. Starrett Company (The) +SD SandRidge Energy, Inc. +SDLP Seadrill Partners LLC +SDR SandRidge Mississippian Trust II +SDRL Seadrill Limited +SDT SandRidge Mississippian Trust I +SE Sea Limited +SEAS SeaWorld Entertainment, Inc. +SEE Sealed Air Corporation +SEM Select Medical Holdings Corporation +SEMG Semgroup Corporation +SERV ServiceMaster Global Holdings, Inc. +SF Stifel Financial Corporation +SF^A Stifel Financial Corporation +SFB Stifel Financial Corporation +SF^B Stifel Financial Corporation +SFE Safeguard Scientifics, Inc. +SFL Ship Finance International Limited +SFS Smart +SFUN Fang Holdings Limited +SGU Star Group, L.P. +SHAK Shake Shack, Inc. +SHG Shinhan Financial Group Co Ltd +SHI SINOPEC Shangai Petrochemical Company, Ltd. +SHLL Tortoise Acquisition Corp. +SHLL.U Tortoise Acquisition Corp. +SHLL.WS Tortoise Acquisition Corp. +SHLX Shell Midstream Partners, L.P. +SHO Sunstone Hotel Investors, Inc. +SHO^E Sunstone Hotel Investors, Inc. +SHO^F Sunstone Hotel Investors, Inc. +SHOP Shopify Inc. +SHW Sherwin-Williams Company (The) +SID National Steel Company +SIG Signet Jewelers Limited +SITC SITE Centers Corp. +SITC^A SITE Centers Corp. +SITC^J SITE Centers Corp. +SITC^K SITE Centers Corp. +SITE SiteOne Landscape Supply, Inc. +SIX Six Flags Entertainment Corporation New +SJI South Jersey Industries, Inc. +SJIU South Jersey Industries, Inc. +SJM J.M. Smucker Company (The) +SJR Shaw Communications Inc. +SJT San Juan Basin Royalty Trust +SJW SJW Group +SKM SK Telecom Co., Ltd. +SKT Tanger Factory Outlet Centers, Inc. +SKX Skechers U.S.A., Inc. +SKY Skyline Champion Corporation +SLB Schlumberger N.V. +SLCA U.S. Silica Holdings, Inc. +SLF Sun Life Financial Inc. +SLG SL Green Realty Corp +SLG^I SL Green Realty Corp +SLTB Scorpio Bulkers Inc. +SM SM Energy Company +SMAR Smartsheet Inc. +SMFG Sumitomo Mitsui Financial Group Inc +SMG Scotts Miracle-Gro Company (The) +SMHI SEACOR Marine Holdings Inc. +SMI Semiconductor Manufacturing International Corporation +SMLP Summit Midstream Partners, LP +SMM Salient Midstream & MLP Fund +SMP Standard Motor Products, Inc. +SMTA Spirit MTA REIT +SNA Snap-On Incorporated +SNAP Snap Inc. +SNDR Schneider National, Inc. +SNE Sony Corp Ord +SNN Smith & Nephew SNATS, Inc. +SNP China Petroleum & Chemical Corporation +SNR New Senior Investment Group Inc. +SNV Synovus Financial Corp. +SNV^D Synovus Financial Corp. +SNX Synnex Corporation +SO Southern Company (The) +SOGO Sogou Inc. +SOI Solaris Oilfield Infrastructure, Inc. +SOJA Southern Company (The) +SOJB Southern Company (The) +SOJC Southern Company (The) +SOL Renesola Ltd. +SON Sonoco Products Company +SOR Source Capital, Inc. +SPAQ Spartan Energy Acquisition Corp +SPAQ.U Spartan Energy Acquisition Corp +SPAQ.WS Spartan Energy Acquisition Corp +SPB Spectrum Brands Holdings, Inc. +SPE Special Opportunities Fund Inc. +SPE^B Special Opportunities Fund Inc. +SPG Simon Property Group, Inc. +SPGI S&P Global Inc. +SPG^J Simon Property Group, Inc. +SPH Suburban Propane Partners, L.P. +SPLP Steel Partners Holdings LP +SPLP^A Steel Partners Holdings LP +SPN Superior Energy Services, Inc. +SPOT Spotify Technology S.A. +SPR Spirit Aerosystems Holdings, Inc. +SPXC SPX Corporation +SPXX Nuveen S&P 500 Dynamic Overwrite Fund +SQ Square, Inc. +SQM Sociedad Quimica y Minera S.A. +SQNS Sequans Communications S.A. +SR Spire Inc. +SR^A Spire Inc. +SRC Spirit Realty Capital, Inc. +SRC^A Spirit Realty Capital, Inc. +SRE Sempra Energy +SRE^A Sempra Energy +SRE^B Sempra Energy +SRF Cushing Energy Income Fund (The) +SRG Seritage Growth Properties +SRG^A Seritage Growth Properties +SRI Stoneridge, Inc. +SRLP Sprague Resources LP +SRT StarTek, Inc. +SRV Cushing MLP & Infrastructure Total Return Fund +SSD Simpson Manufacturing Company, Inc. +SSI Stage Stores, Inc. +SSL Sasol Ltd. +SSTK Shutterstock, Inc. +SSW Seaspan Corporation +SSWA Seaspan Corporation +SSW^D Seaspan Corporation +SSW^E Seaspan Corporation +SSW^G Seaspan Corporation +SSW^H Seaspan Corporation +SSW^I Seaspan Corporation +ST Sensata Technologies Holding plc +STAG Stag Industrial, Inc. +STAG^C Stag Industrial, Inc. +STAR iStar Inc. +STAR^D iStar Inc. +STAR^G iStar Inc. +STAR^I iStar Inc. +STC Stewart Information Services Corporation +STE STERIS plc +STG Sunlands Technology Group +STI SunTrust Banks, Inc. +STI^A SunTrust Banks, Inc. +STK Columbia Seligman Premium Technology Growth Fund, Inc +STL Sterling Bancorp +STL^A Sterling Bancorp +STM STMicroelectronics N.V. +STN Stantec Inc +STNG Scorpio Tankers Inc. +STON StoneMor Partners L.P. +STOR STORE Capital Corporation +STT State Street Corporation +STT^C State Street Corporation +STT^D State Street Corporation +STT^E State Street Corporation +STT^G State Street Corporation +STWD STARWOOD PROPERTY TRUST, INC. +STZ Constellation Brands Inc +STZ.B Constellation Brands Inc +SU Suncor Energy Inc. +SUI Sun Communities, Inc. +SUM Summit Materials, Inc. +SUN Sunoco LP +SUP Superior Industries International, Inc. +SUPV Grupo Supervielle S.A. +SUZ Suzano S.A. +SWCH Switch, Inc. +SWI SolarWinds Corporation +SWJ Stanley Black & Decker, Inc. +SWK Stanley Black & Decker, Inc. +SWM Schweitzer-Mauduit International, Inc. +SWN Southwestern Energy Company +SWP Stanley Black & Decker, Inc. +SWX Southwest Gas Holdings, Inc. +SWZ Swiss Helvetia Fund, Inc. (The) +SXC SunCoke Energy, Inc. +SXCP SunCoke Energy Partners, L.P. +SXI Standex International Corporation +SXT Sensient Technologies Corporation +SYF Synchrony Financial +SYK Stryker Corporation +SYX Systemax Inc. +SYY Sysco Corporation +SZC Cushing Renaissance Fund (The) +T AT&T Inc. +TAC TransAlta Corporation +TAK Takeda Pharmaceutical Company Limited +TAL TAL Education Group +TALO Talos Energy, Inc. +TAP Molson Coors Brewing Company +TAP.A Molson Coors Brewing Company +TARO Taro Pharmaceutical Industries Ltd. +TBB AT&T Inc. +TBC AT&T Inc. +TBI TrueBlue, Inc. +TCF TCF Financial Corporation +TCF^D TCF Financial Corporation +TCI Transcontinental Realty Investors, Inc. +TCO Taubman Centers, Inc. +TCO^J Taubman Centers, Inc. +TCO^K Taubman Centers, Inc. +TCP TC PipeLines, LP +TCRW THL Credit, Inc. +TCRZ THL Credit, Inc. +TCS Container Store (The) +TD Toronto Dominion Bank (The) +TDA Telephone and Data Systems, Inc. +TDC Teradata Corporation +TDE Telephone and Data Systems, Inc. +TDF Templeton Dragon Fund, Inc. +TDG Transdigm Group Incorporated +TDI Telephone and Data Systems, Inc. +TDJ Telephone and Data Systems, Inc. +TDOC Teladoc Health, Inc. +TDS Telephone and Data Systems, Inc. +TDW Tidewater Inc. +TDW.WS.A Tidewater Inc. +TDW.WS.B Tidewater Inc. +TDY Teledyne Technologies Incorporated +TEAF Tortoise Essential Assets Income Term Fund +TECK Teck Resources Ltd +TEF Telefonica SA +TEI Templeton Emerging Markets Income Fund, Inc. +TEL TE Connectivity Ltd. +TEN Tenneco Inc. +TEO Telecom Argentina Stet - France Telecom S.A. +TEVA Teva Pharmaceutical Industries Limited +TEX Terex Corporation +TFX Teleflex Incorporated +TG Tredegar Corporation +TGE Tallgrass Energy, LP +TGH Textainer Group Holdings Limited +TGI Triumph Group, Inc. +TGNA TEGNA Inc. +TGP Teekay LNG Partners L.P. +TGP^A Teekay LNG Partners L.P. +TGP^B Teekay LNG Partners L.P. +TGS Transportadora De Gas Sa Ord B +TGT Target Corporation +THC Tenet Healthcare Corporation +THG The Hanover Insurance Group, Inc. +THGA The Hanover Insurance Group, Inc. +THO Thor Industries, Inc. +THQ Tekla Healthcare Opportunies Fund +THR Thermon Group Holdings, Inc. +THS Treehouse Foods, Inc. +THW Tekla World Healthcare Fund +TI Telecom Italia S.P.A. +TI.A Telecom Italia S.P.A. +TIER TIER REIT, Inc. +TIF Tiffany & Co. +TISI Team, Inc. +TJX TJX Companies, Inc. (The) +TK Teekay Corporation +TKC Turkcell Iletisim Hizmetleri AS +TKR Timken Company (The) +TLI Western Asset Corporate Loan Fund Inc +TLK PT Telekomunikasi Indonesia, Tbk +TLRA Telaria, Inc. +TLRD Tailored Brands, Inc. +TLYS Tilly's, Inc. +TM Toyota Motor Corp Ltd Ord +TME Tencent Music Entertainment Group +TMHC Taylor Morrison Home Corporation +TMK Torchmark Corporation +TMK^C Torchmark Corporation +TMO Thermo Fisher Scientific Inc +TMST TimkenSteel Corporation +TNC Tennant Company +TNET TriNet Group, Inc. +TNK Teekay Tankers Ltd. +TNP Tsakos Energy Navigation Ltd +TNP^B Tsakos Energy Navigation Ltd +TNP^C Tsakos Energy Navigation Ltd +TNP^D Tsakos Energy Navigation Ltd +TNP^E Tsakos Energy Navigation Ltd +TNP^F Tsakos Energy Navigation Ltd +TOL Toll Brothers, Inc. +TOO Teekay Offshore Partners L.P. +TOO^A Teekay Offshore Partners L.P. +TOO^B Teekay Offshore Partners L.P. +TOO^E Teekay Offshore Partners L.P. +TOT Total S.A. +TOWR Tower International, Inc. +TPB Turning Point Brands, Inc. +TPC Tutor Perini Corporation +TPGH TPG Pace Holdings Corp. +TPGH.U TPG Pace Holdings Corp. +TPGH.WS TPG Pace Holdings Corp. +TPH TRI Pointe Group, Inc. +TPL Texas Pacific Land Trust +TPR Tapestry, Inc. +TPRE Third Point Reinsurance Ltd. +TPVG TriplePoint Venture Growth BDC Corp. +TPVY TriplePoint Venture Growth BDC Corp. +TPX Tempur Sealy International, Inc. +TPZ Tortoise Power and Energy Infrastructure Fund, Inc +TR Tootsie Roll Industries, Inc. +TRC Tejon Ranch Co +TRCO Tribune Media Company +TREC Trecora Resources +TREX Trex Company, Inc. +TRGP Targa Resources, Inc. +TRI Thomson Reuters Corp +TRK Speedway Motorsports, Inc. +TRN Trinity Industries, Inc. +TRNE Trine Acquisition Corp. +TRNE.U Trine Acquisition Corp. +TRNE.WS Trine Acquisition Corp. +TRNO Terreno Realty Corporation +TROX Tronox Holdings plc +TRP TC Energy Corporation +TRQ Turquoise Hill Resources Ltd. +TRTN Triton International Limited +TRTN^A Triton International Limited +TRTX TPG RE Finance Trust, Inc. +TRU TransUnion +TRV The Travelers Companies, Inc. +TRWH Twin River Worldwide Holdings, Inc. +TS Tenaris S.A. +TSE Trinseo S.A. +TSI TCW Strategic Income Fund, Inc. +TSLF THL Credit Senior Loan Fund +TSLX TPG Specialty Lending, Inc. +TSM Taiwan Semiconductor Manufacturing Company Ltd. +TSN Tyson Foods, Inc. +TSQ Townsquare Media, Inc. +TSS Total System Services, Inc. +TSU TIM Participacoes S.A. +TTC Toro Company (The) +TTI Tetra Technologies, Inc. +TTM Tata Motors Ltd +TTP Tortoise Pipeline & Energy Fund, Inc. +TU TELUS Corporation +TUFN Tufin Software Technologies Ltd. +TUP Tupperware Brands Corporation +TV Grupo Televisa S.A. +TVC Tennessee Valley Authority +TVE Tennessee Valley Authority +TVPT Travelport Worldwide Limited +TWI Titan International, Inc. +TWLO Twilio Inc. +TWN Taiwan Fund, Inc. (The) +TWO Two Harbors Investments Corp +TWO^A Two Harbors Investments Corp +TWO^B Two Harbors Investments Corp +TWO^C Two Harbors Investments Corp +TWO^D Two Harbors Investments Corp +TWO^E Two Harbors Investments Corp +TWTR Twitter, Inc. +TX Ternium S.A. +TXT Textron Inc. +TY Tri Continental Corporation +TY^ Tri Continental Corporation +TYG Tortoise Energy Infrastructure Corporation +TYL Tyler Technologies, Inc. +UA Under Armour, Inc. +UAA Under Armour, Inc. +UAN CVR Partners, LP +UBA Urstadt Biddle Properties Inc. +UBER Uber Technologies, Inc. +UBP Urstadt Biddle Properties Inc. +UBP^G Urstadt Biddle Properties Inc. +UBP^H Urstadt Biddle Properties Inc. +UBS UBS AG +UDR UDR, Inc. +UE Urban Edge Properties +UFI Unifi, Inc. +UFS Domtar Corporation +UGI UGI Corporation +UGP Ultrapar Participacoes S.A. +UHS Universal Health Services, Inc. +UHT Universal Health Realty Income Trust +UIS Unisys Corporation +UL Unilever PLC +UMC United Microelectronics Corporation +UMH UMH Properties, Inc. +UMH^B UMH Properties, Inc. +UMH^C UMH Properties, Inc. +UMH^D UMH Properties, Inc. +UN Unilever NV +UNF Unifirst Corporation +UNFI United Natural Foods, Inc. +UNH UnitedHealth Group Incorporated +UNM Unum Group +UNMA Unum Group +UNP Union Pacific Corporation +UNT Unit Corporation +UNVR Univar Inc. +UPS United Parcel Service, Inc. +URI United Rentals, Inc. +USA Liberty All-Star Equity Fund +USAC USA Compression Partners, LP +USB U.S. Bancorp +USB^A U.S. Bancorp +USB^H U.S. Bancorp +USB^M U.S. Bancorp +USB^O U.S. Bancorp +USB^P U.S. Bancorp +USDP USD Partners LP +USFD US Foods Holding Corp. +USM United States Cellular Corporation +USNA USANA Health Sciences, Inc. +USPH U.S. Physical Therapy, Inc. +USX U.S. Xpress Enterprises, Inc. +UTF Cohen & Steers Infrastructure Fund, Inc +UTI Universal Technical Institute Inc +UTL UNITIL Corporation +UTX United Technologies Corporation +UVE UNIVERSAL INSURANCE HOLDINGS INC +UVV Universal Corporation +UZA United States Cellular Corporation +UZB United States Cellular Corporation +UZC United States Cellular Corporation +V Visa Inc. +VAC Marriott Vacations Worldwide Corporation +VALE VALE S.A. +VAM The Vivaldi Opportunities Fund +VAPO Vapotherm, Inc. +VAR Varian Medical Systems, Inc. +VBF Invesco Bond Fund +VCRA Vocera Communications, Inc. +VCV Invesco California Value Municipal Income Trust +VEC Vectrus, Inc. +VEDL Vedanta Limited +VEEV Veeva Systems Inc. +VER VEREIT Inc. +VER^F VEREIT Inc. +VET Vermilion Energy Inc. +VFC V.F. Corporation +VG Vonage Holdings Corp. +VGI Virtus Global Multi-Sector Income Fund +VGM Invesco Trust for Investment Grade Municipals +VGR Vector Group Ltd. +VHI Valhi, Inc. +VICI VICI Properties Inc. +VIPS Vipshop Holdings Limited +VIV Telefonica Brasil S.A. +VJET voxeljet AG +VKQ Invesco Municipal Trust +VLO Valero Energy Corporation +VLRS Controladora Vuela Compania de Aviacion, S.A.B. de C.V. +VLT Invesco High Income Trust II +VMC Vulcan Materials Company +VMI Valmont Industries, Inc. +VMO Invesco Municipal Opportunity Trust +VMW Vmware, Inc. +VNCE Vince Holding Corp. +VNE Veoneer, Inc. +VNO Vornado Realty Trust +VNO^K Vornado Realty Trust +VNO^L Vornado Realty Trust +VNO^M Vornado Realty Trust +VNTR Venator Materials PLC +VOC VOC Energy Trust +VOYA Voya Financial, Inc. +VPG Vishay Precision Group, Inc. +VPV Invesco Pennsylvania Value Municipal Income Trust +VRS Verso Corporation +VRTV Veritiv Corporation +VSH Vishay Intertechnology, Inc. +VSI Vitamin Shoppe, Inc +VSLR Vivint Solar, Inc. +VSM Versum Materials, Inc. +VST Vistra Energy Corp. +VSTO Vista Outdoor Inc. +VST.WS.A Vistra Energy Corp. +VTA Invesco Credit Opportunities Fund +VTN Invesco Trust for Investment Grade New York Municipal +VTR Ventas, Inc. +VVI Viad Corp +VVR Invesco Senior Income Trust +VVV Valvoline Inc. +VZ Verizon Communications Inc. +W Wayfair Inc. +WAAS AquaVenture Holdings Limited +WAB Westinghouse Air Brake Technologies Corporation +WAGE WageWorks, Inc. +WAIR Wesco Aircraft Holdings, Inc. +WAL Western Alliance Bancorporation +WALA Western Alliance Bancorporation +WAT Waters Corporation +WBAI 500.com Limited +WBC Wabco Holdings Inc. +WBK Westpac Banking Corporation +WBS Webster Financial Corporation +WBS^F Webster Financial Corporation +WBT Welbilt, Inc. +WCC WESCO International, Inc. +WCG WellCare Health Plans, Inc. +WCN Waste Connections, Inc. +WD Walker & Dunlop, Inc. +WDR Waddell & Reed Financial, Inc. +WEA Western Asset Bond Fund +WEC WEC Energy Group, Inc. +WEI Weidai Ltd. +WELL Welltower Inc. +WES Western Midstream Partners, LP +WEX WEX Inc. +WF Woori Bank +WFC Wells Fargo & Company +WFC^L Wells Fargo & Company +WFC^N Wells Fargo & Company +WFC^O Wells Fargo & Company +WFC^P Wells Fargo & Company +WFC^Q Wells Fargo & Company +WFC^R Wells Fargo & Company +WFC^T Wells Fargo & Company +WFC^V Wells Fargo & Company +WFC^W Wells Fargo & Company +WFC^X Wells Fargo & Company +WFC^Y Wells Fargo & Company +WFE^A Wells Fargo & Company +WGO Winnebago Industries, Inc. +WH Wyndham Hotels & Resorts, Inc. +WHD Cactus, Inc. +WHG Westwood Holdings Group Inc +WHR Whirlpool Corporation +WIA Western Asset/Claymore U.S. Treasury Inflation Prot Secs Fd +WIT Wipro Limited +WIW Western Asset/Claymore U.S Treasury Inflation Prot Secs Fd 2 +WK Workiva Inc. +WLH Lyon William Homes +WLK Westlake Chemical Corporation +WLKP Westlake Chemical Partners LP +WLL Whiting Petroleum Corporation +WM Waste Management, Inc. +WMB Williams Companies, Inc. (The) +WMC Western Asset Mortgage Capital Corporation +WMK Weis Markets, Inc. +WMS Advanced Drainage Systems, Inc. +WMT Walmart Inc. +WNC Wabash National Corporation +WNS WNS (Holdings) Limited +WOR Worthington Industries, Inc. +WOW WideOpenWest, Inc. +WP Worldpay, Inc. +WPC W.P. Carey Inc. +WPG Washington Prime Group Inc. +WPG^H Washington Prime Group Inc. +WPG^I Washington Prime Group Inc. +WPM Wheaton Precious Metals Corp. +WPP WPP plc +WPX WPX Energy, Inc. +WRB W.R. Berkley Corporation +WRB^B W.R. Berkley Corporation +WRB^C W.R. Berkley Corporation +WRB^D W.R. Berkley Corporation +WRB^E W.R. Berkley Corporation +WRE Washington Real Estate Investment Trust +WRI Weingarten Realty Investors +WRK Westrock Company +WSM Williams-Sonoma, Inc. +WSO Watsco, Inc. +WSO.B Watsco, Inc. +WSR Whitestone REIT +WST West Pharmaceutical Services, Inc. +WTI W&T Offshore, Inc. +WTM White Mountains Insurance Group, Ltd. +WTR Aqua America, Inc. +WTRU Aqua America, Inc. +WTS Watts Water Technologies, Inc. +WTTR Select Energy Services, Inc. +WU Western Union Company (The) +WUBA 58.com Inc. +WWE World Wrestling Entertainment, Inc. +WWW Wolverine World Wide, Inc. +WY Weyerhaeuser Company +WYND Wyndham Destinations, Inc. +X United States Steel Corporation +XAN Exantas Capital Corp. +XAN^C Exantas Capital Corp. +XEC Cimarex Energy Co +XFLT XAI Octagon Floating Rate & Alternative Income Term Trust +XHR Xenia Hotels & Resorts, Inc. +XIN Xinyuan Real Estate Co Ltd +XOM Exxon Mobil Corporation +XPO XPO Logistics, Inc. +XRF China Rapid Finance Limited +XRX Xerox Corporation +XYF X Financial +XYL Xylem Inc. +Y Alleghany Corporation +YELP Yelp Inc. +YETI YETI Holdings, Inc. +YEXT Yext, Inc. +YPF YPF Sociedad Anonima +YRD Yirendai Ltd. +YUM Yum! Brands, Inc. +YUMC Yum China Holdings, Inc. +ZAYO Zayo Group Holdings, Inc. +ZB^A Zions Bancorporation N.A. +ZB^G Zions Bancorporation N.A. +ZBH Zimmer Biomet Holdings, Inc. +ZB^H Zions Bancorporation N.A. +ZBK Zions Bancorporation N.A. +ZEN Zendesk, Inc. +ZF Virtus Total Return Fund Inc. +ZNH China Southern Airlines Company Limited +ZTO ZTO Express (Cayman) Inc. +ZTR Virtus Global Dividend & Income Fund Inc. +ZTS Zoetis Inc. +ZUO Zuora, Inc. +ZYME Zymeworks Inc. diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/README.md b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/README.md new file mode 100644 index 00000000..79f82835 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/README.md @@ -0,0 +1,30 @@ +S32407 is a repo with necesssary files for Part1.2021.ipynb and Part2.2021.ipynb Python Jupyter notebooks for the +course: How to Use GPUs for More Accurate Backtesting Equity Investment Strategies. + +Best to clone this repository to obtain the R, Python, and .sh files into a working directory. +The majority of the files here are concerned with creating a FinAnalytics directory below the +working one if the working one is not already called that and populating it with 3 years of +daily prices quotes using get.hist.quote() from R to dynamically download using two tickers files +known as NYSEclean.txt and NASDAQ.txt. + +Once there is a FinAnalytics directory with a subdir MVO3.yyyy.mm with NYSE and NASDAQ subdirs +and prices.csv files in each of these 2 subdirs, created by the Python script coalescePrices.py, +the Part 1 and Part 2 Python Jupyter notebooks should run correctly. +Note: there should be a symbolic link created at the equivalent level to FinAnalytics called data. + +Note that for Part 2 the strategy is to read a back-in-time directory, say, 2020.08 for the +3 year historical Sharpe Ratio analysis then roll forward to, say, 2020.11 in order to apply +the strategy for 3 months forward from 2020.08, namely going long a small list of stocks. +This then requires two subdirs MVO3.2020.08 and MVO3.2020.11 in order for Part2.2021.ipynb +to run properly. + +The book Financial Analytics with R explains the acquirePrices() logic in Chapter 4, +available at http://cambridge.org/FAR + +NOTE: the data provider does limit download speeds by ticker. + +Use the command: +$ sh run.sh +to run the process, controlled by the R file createDirOfPrices.R. +Edit this R file at the 3 points marked #EDIT HERE to select other date ranges of interest +and, once saved, use sh run.sh again. diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/acquireCoalescedPrices.R b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/acquireCoalescedPrices.R new file mode 100644 index 00000000..c26519e4 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/acquireCoalescedPrices.R @@ -0,0 +1,36 @@ +acquireCoalescedPrices <- function(dir,isSubDir=TRUE) { + utilName <- paste0("python3 ",homeuser, + "/FinAnalytics/misc/coalescePrices.py ") + + if(isSubDir) { path <- paste0(homeuser,"/FinAnalytics/",dir,"/NYSE/") } + else { path <- paste0(homeuser,"/FinAnalytics/",dir) } + print(paste("acquireCoalescedPrices path =",path)) + + if(!file.exists(paste0(path,"prices.csv"))) + system(paste0(utilName,path)) + setwd(path) + mat1 <- read.csv("prices.csv", + sep=',',header=F,stringsAsFactors=F) + lab1 <- as.character(mat1[1,]) + prices1 <- apply( + as.matrix(mat1[2:nrow(mat1),],nrow=(nrow(mat1)-1),ncol=ncol(mat1)), + c(1,2),as.numeric) + if(isSubDir) { + path <- paste0(homeuser,"/FinAnalytics/",dir,"/NASDAQ/") + if(!file.exists(paste0(path,"prices.csv"))) + system(paste0(utilName,path)) + setwd(path) + mat2 <- read.csv("prices.csv", + sep=',',header=F,stringsAsFactors=F) + lab2 <- as.character(mat2[1,]) + prices2 <- apply( + as.matrix(mat2[2:nrow(mat2),],nrow=(nrow(mat2)-1),ncol=ncol(mat2)), + c(1,2),as.numeric) + lab <- c(lab1,lab2) + prices <- cbind(prices1,prices2) + } else { + lab <- lab1 + prices <- prices1 + } + list(prices,lab) +} diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/acquirePrices.R b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/acquirePrices.R new file mode 100644 index 00000000..f1e23c75 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/acquirePrices.R @@ -0,0 +1,138 @@ +isPlotInAdjCloses <- FALSE +isCacheEnabled <- TRUE + +readExchSymbols <- function(fileName) { + frame <- read.csv(fileName,header=TRUE,sep="\t") + return(as.character(frame[,1])) +} + +createDirs <- function(dir,isSubDir=TRUE) { + #check for the two subdirs if isSubDir TRUE + mainDir <- paste(homeuser,"/FinAnalytics/",sep="") + destDir <- paste(mainDir,dir,sep="") + if (!file.exists(destDir)) + dir.create(file.path(destDir)) + setwd(file.path(destDir)) + if(isSubDir) { + f1 <- "NYSEclean.txt" + f2 <- "NASDAQclean.txt" + + NYSEsubDir <- paste(destDir,"/NYSE",sep="") + if (!file.exists(NYSEsubDir)) + dir.create(file.path(NYSEsubDir)) + if(!file.exists(paste(NYSEsubDir,"/NYSEclean.txt",sep=""))) + file.copy(paste0(homeuser,"/FinAnalytics/",f1), + NYSEsubDir) + + NASDAQsubDir <- paste(destDir,"/NASDAQ",sep="") + if (!file.exists(NASDAQsubDir)) + dir.create(file.path(NASDAQsubDir)) + if(!file.exists(paste(NASDAQsubDir,"/NASDAQclean.txt",sep=""))) + file.copy(paste0(homeuser,"/FinAnalytics/",f2), + NASDAQsubDir) + } else { + f <- paste(dir,"clean.txt",sep="") + if(!file.exists(paste(destDir,"/",f,sep=""))) + if(file.exists(paste(mainDir,"/",f,sep=""))) + file.copy(paste0(homeuser,"/FinAnalytics/",f),".") + } +} + +readSubDirs <- function(dir,isSubDir=TRUE) { + if(isSubDir) { + #Case: 2 sub-dirs: NYSE and NASDAQ + #Return 3 results, the last being a large vec + setwd(paste(homeuser,"/FinAnalytics/",dir,"/NYSE",sep="")) + lab <- readExchSymbols("NYSEclean.txt") + D1 <- length(lab) + print(D1) + setwd(paste(homeuser,"/FinAnalytics/",dir,"/NASDAQ",sep="")) + lab2 <- readExchSymbols("NASDAQclean.txt") + lab <- append(lab,lab2) + D2 <- length(lab2) + print(D2) + list(D1,D2,as.character(lab)) + } else { + setwd(paste(homeuser,"/FinAnalytics/",dir,sep="")) + lab <- readExchSymbols(paste(dir,"clean.txt",sep="")) + D <- length(lab) + print(D) + list(D,as.character(lab)) + } +} + +acquirePrices <- function(prices,lab,len,D,D1,D2,dir, + start,end,isSubDir=TRUE,verbose=TRUE) { + isSuccessfulQuote <- FALSE + for(d in 1:D) { + if(d == 1 || (isSubDir && d == (D1+1))) + if(d == 1 && isSubDir) { + setwd(paste(homeuser,"/FinAnalytics/",dir,"/NYSE",sep="")) + unlink('bad*') + print(paste("NYSE=======:",d)) + } else if(d == (D1+1) && isSubDir) { + setwd(paste(homeuser,"/FinAnalytics/",dir,"/NASDAQ",sep="")) + unlink('bad*') + print(paste("NASDAQ=======:",d)) + } else { + setwd(paste(homeuser,"/FinAnalytics/",dir,sep="")) + unlink('bad*') + print(paste("ETF==========:",d)) + } + if(verbose) print(paste(d,lab[d])) + fileName = paste("cached",lab[d],".csv",sep="") + usingCacheThisFileName <- FALSE + if(file.exists(fileName)) { + usingCacheThisFileName <- TRUE + pricesForStock <- read.csv(fileName,header=TRUE,sep="")[,1] + if(!is.na(pricesForStock[1])) + isSuccessfulQuote <- TRUE + } + if(!usingCacheThisFileName || + (usingCacheThisFileName && length(pricesForStock) != len)) { + usingCacheThisFileName <- FALSE + tryCatch( { + #print(start);print(end) + Sys.sleep(0) + pricesForStock <- get.hist.quote(lab[d],quote="Adj", + start=start,end=end) + if(!is.na(pricesForStock[1])) + isSuccessfulQuote <- TRUE + }, error = function(err) { + print(err);cat(lab[d],file="badsyms.txt", + append=TRUE,sep="\n") + isSuccessfulQuote <- FALSE + } ) + } + if(length(pricesForStock) == len) { + prices[,d] <- pricesForStock + if(sum(is.na(prices[,d])) > 0 || (sum(is.na(prices[,d-1])) == 0 && + d > 1 && prices[1,d] == prices[1,d-1])) { + print(paste(lab[d],"has NA prices")) + cat(lab[d],file="badsyms.txt", + append=TRUE,sep="\n") + isSuccessfulQuote <- FALSE + } + } else { + cat(lab[d],file="badsyms.txt",append=TRUE,sep="\n") + } + if(!isSuccessfulQuote) + cat(lab[d],file="badsyms.txt",append=TRUE,sep="\n") + if(isPlotInAdjCloses) { + if(d == 1) + plot(prices[,d]/prices[1,d],type="l",col="blue",ylim=c(.2,6)) + else + lines(prices[,d]/prices[1,d],type="l",col="blue") + text(len,(prices[len,d]/prices[1,d]),lab[d],cex=.6) + } + if(isCacheEnabled && !usingCacheThisFileName && + isSuccessfulQuote) { + #save redundant re-write + fileName = paste("cached",lab[d],".csv",sep="") + print(fileName) + write.csv(prices[,d],file=fileName,row.names = FALSE) + } + isSplitAdjusted = TRUE + } + prices +} diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/coalescePrices.py b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/coalescePrices.py new file mode 100644 index 00000000..e0b49d77 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/coalescePrices.py @@ -0,0 +1,43 @@ +import csv +import os +import sys + +if len(sys.argv)==1: + dir = '/home/mark/FinAnalytics/MVO3.2021.02/NYSE/' + dir = '/home/mark/FinAnalytics/MVO3.2021.02/NASDAQ/' +elif len(sys.argv)==2: + dir = sys.argv[1] + print(dir) +else: exit() + +os.chdir(dir) +fileList = os.listdir(dir) +print('files:', fileList) +print('file count:', len(fileList)) + +prices = []; lab = [] +for file in fileList: + print(file) + f = open(file, 'r') + x = [line.split('\n')[0] for line in f.readlines()] + if (file[0:6] == 'cached') and (x[1] != 'NA'): + l = list(map(float,x[1:])) + prices.append(l) + if file == 'cachedGME.csv': print(l) + lab.append(file[6:][:-4]) + +print('*****') +print(len(lab)) +prices = [list(x) for x in zip(*prices)] + +D = len(prices) +print(D) +length = len(prices[0]) +print(length) + +outFile = open(dir+'/'+'prices.csv','w') +with outFile: + writer = csv.writer(outFile) + writer.writerow(lab) + writer.writerows(prices) + diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/createDirOfPrices.R b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/createDirOfPrices.R new file mode 100644 index 00000000..489ba5d5 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/createDirOfPrices.R @@ -0,0 +1,63 @@ +library(tseries) +source("acquirePrices.R") +source("acquireCoalescedPrices.R") +source("findAllPrices.R") +#required: ticker symbol files +if(!file.exists("NYSEclean.txt") || !file.exists("NASDAQclean.txt")) + error("Need to download both NYSEclean.txt and NASDAQclean.txt from repository.") + +split_path <- function(path) { + setdiff(strsplit(path,"/|\\\\")[[1]], "") +} +#required: homeuser user path variable and .../FinAnalytics subdir +homeuser <- getwd() +subDir <- "FinAnalytics" +dataPath <- "data" + +#check for and create .../FinAnalytics if not present +if (rev(strsplit(homeuser,"/")[[1]])[1] == subDir) { #Need to create it below c.w.dir + strippedPath = paste0("/",paste(rev(rev(strsplit(homeuser,"/")[[1]][-1])[-1]),collapse="/")) + homeuser <- strippedPath +} else { + dir.create(file.path(homeuser, subDir)) + setwd(file.path(homeuser, subDir)) + current <- homeuser + new <- getwd() + filelist <- list.files(current, "*clean.txt") + # copy the 2 files to the new folder + file.copy(paste0(current,"/",filelist[1]), paste0(new,"/",filelist[1])) + file.copy(paste0(current,"/",filelist[2]), paste0(new,"/",filelist[2])) + filelist <- list.files(current, "coalescePrices.py") + file.copy(paste0(current,"/",filelist[1]), paste0(new,"/",filelist[1])) + dataPath = "../data" +} + +#create symblink file to make FinAnalytics and data both usable +### Done inn docker build now +#if(file.exists(dataPath)) { +# print("Conflict cannot crate linked called ../data: file exists.") +#} else { +# system(paste0("ln -s ",file.path(homeuser, subDir)," ",dataPath)) +#} + +#obtain entire market from start to end dates: daily adjClose +dir <- "MVO3.2020.05" #EDIT HERE +res <- findAllPrices(dir = dir, + start = "2017-05-28", #EDIT HERE + end = "2020-05-27",needToAcquire=T) #EDIT HERE +#make 2 very wide data frame .csv files using python script +setwd("../NYSE") +system("python ../../coalescePrices.py .") +setwd("../NASDAQ") +system("python ../../coalescePrices.py .") + +#obtain entire market from start to end dates: daily adjClose +dir <- "MVO3.2020.08" #EDIT HERE +res <- findAllPrices(dir = dir, + start = "2017-08-28", #EDIT HERE + end = "2020-08-27",needToAcquire=T) #EDIT HERE +#make 2 very wide data frame .csv files using python script +setwd("../NYSE") +system("python ../../coalescePrices.py .") +setwd("../NASDAQ") +system("python ../../coalescePrices.py .") \ No newline at end of file diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/findAllPrices.R b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/findAllPrices.R new file mode 100644 index 00000000..dccc5e7f --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/findAllPrices.R @@ -0,0 +1,30 @@ +findAllPrices <- function(dir,start=NA,end=NA, + havePrices=F,needToAcquire=F,isSubDir=T) { + isPlotInAdjCloses = FALSE + createDirs(dir,isSubDir=isSubDir) + res <- readSubDirs(dir,isSubDir=isSubDir) + isCacheEnabled <- TRUE + if(isSubDir) { + D1 <- res[[1]] + D2 <- res[[2]] + lab <- res[[3]] + D <- D1 + D2 + } else { + D <- res[[1]]; lab <- res[[2]] + } + print(paste("findAllPrices",dir,getwd(),start,end,D1,D2,D)) + if(havePrices) { #was: havePrices + print("have prices.") + return(list(saveNPrices,saveNLab)) + } else { + if(needToAcquire) { + len <- length(get.hist.quote("A",quote="AdjClose",start,end)) + prices <- matrix(rep(NA,len*D),nrow=len,ncol=D) + prices <- acquirePrices(prices,lab,len,D,D1,D2, + start=start,end=end,dir,isSubDir=isSubDir) + } else { + print(dir) + return(acquireCoalescedPrices(dir,isSubDir=isSubDir)) + } + } +} diff --git a/gtc21-s32407-backtestingequityinvestmentstrats/scripts/run.sh b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/run.sh new file mode 100644 index 00000000..c45743f3 --- /dev/null +++ b/gtc21-s32407-backtestingequityinvestmentstrats/scripts/run.sh @@ -0,0 +1 @@ +R --no-save