{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "###
San Jose State University
Department of Applied Data Science

**DATA 200
Computational Programming for Data Analytics**

Spring 2024
Instructor: Ron Mak
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3.9 Augmented Assignments " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Whenever we have an assignment statement in the form\n", "####
*variable* `=` *variable* *operator* *value*
\n", "#### such as \n", "####
`total = total + number`
\n", "#### we can use an **augmented assignment** in the form \n", "####
*variable* *operator*`=` *value*
\n", "\n", "#### For example, we can rewrite the above assignment statement as\n", "####
`total += number`
\n", "#### There is no space between the operator and the `=`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "total = 0\n", "\n", "for number in [1, 2, 3, 4, 5]:\n", " total += number # add number to total and store in number" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "total" ] }, { "attachments": { "698aa3f0-a552-4163-9952-a1d3916af1ec.png": { "image/png": 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Dib4i6EARf10TRfzNPMh1sijxp9TcIw+yVGYA6IwpYy0pQaQCdYAjKgK05EVOsTWAQn6h/8L+3IWCZ2gWvQSVKZ60aZ23bX0eWwMo/K/wv8L/3HdSP4tekvlbREXAGy5SHlsD+Lz5X51t6TmELJkBAQcgMybWh5JmLe3lMrrqu6pEjoOae8H6YFKAAxAkWoWXCvk6F5nWMi0ZzsqF/oPZIDO9ZBoLiFCR4FWzbAcc1JhplrhQ0qyw/0xrmZYMZ+XC/mgzlkwvmcYK+0sVk+gF6GA9hf9BEZlnUV+hpNmyGX9wQtGE2Uy6zblFsVRKcBxLZWJ1aMldVHSQCjqySQNLvjrfkCWmWvyMAtfQVLM8m0hCoJBf6L+wv5xLJIW847DEVPgflaCqaPkSVKdZXo25NkX8KeLP8hZ/4vc4OLCKfQLeofAwEnwoK+Ycg4VSQusO58FHm2WXlDLHJ7JXAM/uEgR9WP24BWcu5EdlxYBX6N+MRjWTXQr7y3ldVogWpEDhf0X8cduwO94i/lo8ca2kebH+xOhh63RwnrjBgLLa6crEVcn+p/pT3O6n3q3BuayNYW663aJqaYA0P35C46SO+GicWT9Cuya04dMWvgxEnuCGrY3RG2c9N+Ero0CyeSFftQBFUEuF/gv7a53/3T90b9iLyO6n3a158C7Ahf8V8aeIv8X60/r19/6he4VF2tZkDShcw+OuvIyowuU6rFXpswmi7OzTsnJTk5R0xbdVvlzCpkCJ6gKelfZKRhOE6J0zWagEbYgSG4APczBjyWBMK/cY3EWEtnWsDEyYFfIL/Rf2B5+gy6qPtM7/1NXYTBOdqvC/Iv7ADor4W6w/iAaLvv7qwoyWyZquIC8ljU4AFEaZxJaM3BZ9Luz8V9aIzn09gloTaPkJG4DQNWVIrAV/7a7Sa3tADGfKm20BKAsCjJMun3jjDGoChfxC/4X9tcX/1H3Ue+l3hf8V8aeIv8X6g6jQpvXXoonuCsLNPjG2SOtKnWwooGUGnJh0V8ASscArPVd9rvvh7ihsMHRnwPY4jicHezxBSiL5n//oymhLAiYA3D8oWxbBkgEzlkO9ty7kU2mF/qmFwv4Wzf/Mhwr/K+KPhl26kAJF/IUaTBvF+tOq9de0pVtSVxwXeP1YZisUYRDYeUKoJ4KbAVhd2NPqhoG4Utyd2MkBX4DgVkANlHzCxgKcNBGfcDckrrq3ID/A3DCRL3G66WhC11Ao5Bf6L+xPPaXN/qcORv+MnmeAcsWl8L8i/hTxt1h/Pmn9zV6JSCMJ4RChAeKlTFvYjYQnCbYxCMt9yEIwYgTiOm/xTVsS5AaCSD2Z0J2OBSm7sg5ESHr+UBfKFBjwaEKpKOPtC315wqh5NZpFlL/+g3Lt6XfKBrKqPHLtSfLTpzsGVpCxROS/L9898y9yTLcGWTjuWPnKFVvKx8vS+DFMqvcz038hfzH1P1f2P+FPckbv2SJT9pXv/ra/TOR00l8W2f9CO82WlP2DmSbGC1jZMuD/K+1wk4w8/nlpX95Qrv/DCXLpO/XsGT4h3ii0/I5/mYq/i+v/6z0o12j87iyPXHOy/HRsR/OnNtl/Mf+2htITFtP+4UMtJY0BODloR2F2gkDSsHAbaAGM80G/ZGf06ICwlqR+3f/Itw+4R47o/b6Y+3aVFx7bU66+fXt58qMSHnLoEKyBXsHMdg+WK5+Mr74tyv4Ar8+L4ykJG2d0oQQfMmKVgkFYO2uvsGuSDTQtWfmuIHCF0FQ+YT7kWZrj/0COPPnPMqjnfJGP+spPfjlAnmy0uaL0pS8fslrUfyF/cfVvtgW7gnHRvszG1dJobWbrrdC/EscL2uf8b4HsdNRf5Pe7TlX+7DMlmB91QjA/RX76VMcW/X+R57/r0/Kns26VXnV1MvPRb8mRIzaWRkoLcWVJ+L+yw4VjWLr+hzlphf7ZjyxV6p+6XrLjZ8gkz8W1v8WLv4svX20imLtlmZ6oT+p1qep/Ndjqz/8pvXD6PuPxb8lRIzaRhor1b6nKp6w2r3+Lr/9m598Vz1xTmCDORthEtDMDZMCySQqUNhjOmtPSeZjCCYSs+pL84qQbpV/nRvtyBqrKMkt67fJvOXX2BjJwZDeV0X6Hm+W245+T9rKh3HDuCfIXvXMAW5wUlCGcTs/nLswthbDGRx6sAF77WimfVZjsEhTvP81lsZKhFzzAju28Gck1cUxIiyvfekv57K+l5uRrZZCpVEtIPnmVdfzUoaVPW35r9L9Y41/pZfnN/10nfdrXy1t3DpLjb+ue2R+H3Ir5Xyz5S8D+2iYfY9OvR8FY+J8244aMSabPamrN+ANpzEJbs/8GWa3zXK2yrQTBxP8omP/Zpq3y6RxBJrl7onzil5T/k6/5oW3i3f/bpn9wSuNP+//ADq+XPu3awQ5PlIG3ww6ZWqP/yvEHXSxu/Fmm5NfDT387XPpCP2/e9V355m3rxvjbNv1jdKp/KIv/qbMlZX+Lov9o/5xEsy4G20Xyv2V5/uvHy/9i3vph3t6460T5BuMrFK6xILX/VP9BDSBUWl7TIbYL+lU2Onuk0ASy0LiMB2xcuLWMIFvCV0i77TBWdunEW+LV8Fjhu/LzpzvJGls8Kd//+r2yEbsExuwafA65S3HesBcETPL0vtqyrCUjsrc0rSdV8oFWlt5Hl8AOm0Js0jP5WcA09osr30ZUW76OCY9w7NkU+5alxZUvpdXk7xeeKTeCJV+349rnOuRYXf+y1ORzLEt7/KazMhfXII4DpWm0Zv6Xrv5Dh7SLzdvf4ssP47cH3In/LcL4YajZO0/ssyWzP9QhaFJKqWFbOefMw2V0g1MoVgvV/s8GrAKNdrGV45+1g5z8wx2MJxgsWf83j2THuElZsvYf7I89p/1F1Szi+HXkdll8/yefZUc+onkYHe1pMfWv+uXKTQBZG+P/Yvnfh1+Uk3+wvcmHMeXXP6DbYv/KzS7LxvxjGBiHqluv7JvpPLylqp2N+meJ47YGWucoL+g7FFZwgwj0FKS8sSizyquBU+VqI5rOXNlgnY/wyKOTTH95J/nZb3dCQ0xA3cey85GXyG93mYamaFx6U44+/RdyNLYbN5x7qHxw2KUyuMd8775ya5yyg1xxy75y3fhOWAfnyX7/hefI286Td8b1l7Gdn5GDN50Fujr5aHJf+fPNe8jod/jEZqFsvuMDctrXH5ReHdi5rvLi82tJV4pEP/DT4rL27tfI8EMnSL0OiAMBXdO68sjIg+W8ezeS6ZTebrzusvu06y4P37O+bLLnWFlf1pI7/nKinPfRJDnt8DsS+VvJG524qqnrYHSWhyimiuu+53Vy/dcmqNps/JDZCN4jvyLn37uhySzPkZ12f1C+se9j0kv5oe+PHCAX3LK1TIITlTu9IUcddK8cu8sk6cJuz95MRt5yoAwdu6Y0yDw8Z78wPGffD8/Z+8kr5Qb5wpcek//a9wHps87HGvhs7aUyeISN90meexPjxF1/u3Xkkbt6Stdd87KH3tJLJjTOkQPwDP8n28yXd17oK2M7PSsH94TusbB/OLmfXDRmE1mz7xg5ofe7+qirccpOct5V+8vtb68EOVRLg2z+pfvke4c+JFthXBx/49Rt5cbRu8llT6+NY+6yrLwjTq4GPiftpm0nN0yYIwf2mShd0FTmbCb//seBctHsp2T4iY/I6hq9F8oG+/5Z7t0Hd4i6k+4GDjaP0GqAFsgXdqAdPCS9OgKLO+Cm97eTEWN2lysgs6Hd6/Ljs66QA1YtS+N7+8jJf9hNXu74kvzmJ3+XPp3ay+t3nSD/jR36GrsPl+sOmSDtwV5/G4XyaSu3wVbuga2gWMId669/yzvWbkGHj0svnNRJ02ry4qMD5Orn58jXDrtT+q79MRa3leXtZ78qv7qut7zSwN76vH0sbz02QO7o+JScsO17QY9fhh4PkNve4ZjYASqE/kehAOunyf6H3i4n9X0FbwcRsZK8NW43uXbUruoLmf2hNcavGwk0VTYkT+yfRaWngWhSDCCz5jpuNNR4KH8h7Op+Oe0Q6Fbns4u88MgOMmvzB6XPWqvghmKI/G3d6+XSvd6CjW8n55yBjQmODUvrPiRX4Vn4hoJn4dfhWfizr6ve+rbDidNd35ILO98qv0N8kKbN5ZJfHSsjZrEPs+TIU/4sQ/Aor2HiIXLsn7YT2eP64L/eU/ib+u9B0X/5gFEHChYcN2NWCXbYc4f7YYcP2/xg/I1Tvig3jtlNLqdNgM7evcAJamKHq0JM3VzY4c0Hyp/mPCnXD3oUdggk+G2w95/lvr3rcSfOEzPaoU0NI4CUZ8lRp14kgzb9WO1PTQf1TVN2lCv+sbcMf7kTS/KFgy6XS/d5C5u47eS3Zx5mm7j1HorvDTx87cny8+fmyn773S8D935WNuB7ZSofzZG4+fstN39COxxuvnx3D+m6M+2QeqAd7i/XjJsjXzkUdthtARrBVp79ivzymm1lYiPmhowYL3a4z3xG4w+mb8p28nf4zJVj15KFTXiX59uMMR8jDvSTsR0Rg3vMQtuSzJrcXy66eTe5e9W75WbVD8aPOd9wH/jp3u3lrXu+K98Y2V3q1n1JvnfYKMSPDyCPNPCle/aUv43aSl5pZC/gtzvCthArPAa+MG5NxG/UqW3S/tBOO8w+Ayw1IqbDJg4Zr36jlaRpcD/dWKbT/ju/KUcceJ8cp/ET9bN7ysh/HCRDn2b8bJI1N39Wvr3fvXIAxsR1RWMb1pVRWFfq2o+XX/8GuuXpKOeap1L0vwGYk73CnOjsoyk714gN+U8Ol3u/eLOMPA7v8szYVkaMnyMDENe6sn4uZN+C2M741+4/8n+IH3251lTF4AFy1bjZcujX75Jd14Idcd6e+5r86lrGDx//AtmMa96hWPN03kJ8HbWHXI55ayjPkwGYtzN7z0d86CfPaPym/ksYo8/bPXLjoEdkNXYf2thgn4tifB2IOJj3f5Ak+teFRRHQqSZWAgb/On0OpEh1iaxaaUHIIwbADDPOtVyqlyljd5TH5/DNiYWy8T4Xy6gzb5FBe7wha5IDJ1f/0/TYjgXm5Eec9Q7ygSaeNXj00X2sfOe7/5CjuzJgoE6jQpOst8198pUeUIi2a5JVez4opx/2guChirTb4l753cAHdBEhPwakXttiAaZI1Jt8oFP57EPde9Lna9fKL3abyUZKZ+3fl757PYPNBOV/LF27TpYfnPj3CvkvYiLDeNDSEiRFUIUn8lnGpw68v3ad/GoPOiX2MFs+KD/5GoKdBmmMuYS+9xkp3/riPIx/gXz5oH/KoF0n61h0HJ0mycHH3C97c7VTDsz97qkk9Rs+Jj899k7p0x2GqF3w8bOwssz6qL22411pSd6XPvs+Ilt3xEKo2A9k6763ymn9ZqIOd3lsAsddb9sHdCNleixLlx4PyBmDr5bv6HszJr++25PyA8zH2izCHrY8+G9yMeZka+jI29Wv/awcPfB6+eEWC2EClED++KwJvDodxw9kp4nylWNHy9dXxX2mzn9z9kdC/3D8kHnQ1XLR8bADOliwv7puz8sxA6+TH2wBfTRsIJffur18CJ7tsNCd3G+qbLn7I7ITxz+nl9zwQDdZSJZIqrVof+Bfek/6fvUa+eXuDDzsN0dF4inSZ5+wIUPnbf5GyO8GjZQ+2EyY/c2XDb74bzmtL+0MbXTslAAn3nWk/HfYlJFjXfcn5fQhI2UANj2mf6PnXJbq35ETf3SpnNF3oqxKvaj8BbJB77vljEF3y071lA80U+J/huBk4uPytQ9G515faves/OQPZ8m95/9c7jv/bLnnJw/KZpQD/2+3/mPys2PvDzbP8X8IO70fmwnaTrA/Hb9JS+VzXJqCfJ17lb+yjH1uc5mhfvGG7PbFWdb/rpNkt02gu6ZV5D/jesqUZuMP+gVf6vPV6zAnH7rQivEvlC1gE5cMZL/RzyC/vjts4njaIRdZjt76V1rrWTkKuuWmVue/w0Q56LjRclhXIEBi4zAFZ/PPchg/Kaxa+bKNx5/6bk/Ld77zDzkKcU3nP+if9Gn88/a0jc33u1V+tO/zskE9+FfKn98ZeqMwlw9d7P2obM3NBFPpA8zPCDnnxNuwmcA7VtoZ2OF2I+V7/RF7VL756UWqH276zf/quz0Hn7levv+FBRgP+Kv+G2T93vdiM2G65vP1Lj08Brc8//UbPCSX//B6tAubCfa3HjFw3xHy+8Nfl3bgU7/5XRq/t8Ec2fhnyTa9XxW4fyKfI4USdLyGN//z8XOIoKhHTP/qtfLLPeBrZcTPA/8pg3d5BXPKycBH4+cDsg/O5Uv1b8q3B/5LBmzKdYWcG7GuPCA/HDARtwDgVSV/gWw54J9y+j7PYU4o1z9h/HMxJ8qJVZC15nNyVJ9J2Eyw3/h0fEUORlw7fDWzCpKWS+/LrntXxn/o5sTbdTNh+sfN1Lb/lu8hLptM2PXBVyO+cjNB3ia/fu3n5ajjhyPWmV0rf4zJ5s31j3nD2vnjw18QPtygvpu3v+bGT1kcM1OaZzD5taNxaULJQUOwGZhwIkDSxHpVDmqh7NJHW8nZF31dzvrmv6V/t4+lHQzxqEPw2W9rueTPh8mId1aSJ0acIgMm3iz/Hvg8BG0oI35/glzyNg5FqPBh/yMjVDQvjbLmDv+WK45/WrrWzZCN11nIfQFU5fK7ynP/+Ib88CGRw7CYDcKOst1Gk2X7dpuL9H1OVgeHUtN6csdfB8rvJ36Mu7jbZAgWKRoSllmZcv/xsvcDgJUd5HV5QX7zY77/sUDWX/cjvJm6ujTyEYwNVcpztpJLLjpM/v5Oe2mPO+mRXbC4lVfBHeXR8r0RG8kavOvBnfDWujs0belQCFKJ4DXl/oGyz/0oAsVelLu8KP/347/Lrh0XyLrdZ2Ent6ps2vNNWYP0TRvJ9ef9l1xe/o+c/c17bNylmbJjDzoG7qre31dO+sMu0rTDKDnrcBgM9a9zgQ5rbnLqu0+R9XSPh7tE3vnIy9gJD5dd23WQF/75Tfn9hJXgdJxLLljYTc7BXF10uNwsz8p5g2+T3p3nyxY93pOV7t9Ih6E/zlzuKuP++Q35/kMN8t8/ukKOxsmHNOGu+/Gj5bSbOsjhP7pSce02elV2aLcDZL4rX935LWgdO/7nj5RvX7m1TIOjf/f0y+WY7tNk7z6T5fzxW+iCqfrG5vTDSQfLjy76okj/m+SPh7wkq9a9Lb3Kh8rhp/cId2B4xodn1/aMz4bMuxZfDASL7dcgE/cV8uELR8oJl28t0+vfle/+8Ao5dt3psk/fV+X8CVvI9Od2xt3/S3LMuvNk6/2ulN+vMht22UFevBOnXR+2w5jLMvU+mzdIsbnDu0J2irFQ1lvnA8joKg3Qv/0mLPSvOjxMbql7TP76/TtlY+q/0Wzxjx89I1f84E7ZCKd1X9jsfeh1dfkYbXkkzw1DXdM68uANR8mvnlxZdjoSG81d35Z2nSbIbpv3lwdgFqZ/60hdz+dl/3W4OOAR49XfkZ+NXVXqN3hALvv+XbLxqs/LIV/cTZ7gt5nU/mgXTLS8YH/AU98WKBWpdZn/89Da6UEY5Et5ruy9/6OykdrpunLHpfCxV+bLgMNul8F9QrAGO8rhxy4EkGBnjBpEanAkCuNnEOP4G17ZSh6f/RhOjebLlr1fk+73417uiy/Jlri7pE88/CzOCmCnUx4YKHs9kLDu/JL83xnwpU4fxzmpkg+b+OrOb2K+6mXWuKPkW1duJTPqaBNXYv6nyl5qh1uCqfYactrJR5MOktMv2k7K/W+WP8AOu5Zgh42Hytd/vKnaoZ2snCjH487bmqGfIRmX1WTEn34qIzA+S02y1o7/kssHPiOr1s9EXGuQ8gftMPYw/yArccGG3hkz1B+04ULZZJ0ZeO+sLAueP1YOvmJLKYcTvfY8zTl3P3kKpwzSjnL4AZ9ghzfXPyaXfQ92SLY4DRiFmPjH2c/KX38wRjYpzZcvbPqetLuvqyyog8/sBJ+h/42jz/SS6e3ekUHwmaOgn336TZahEzYCe/DH4Mo49Rh36zfkB4zBg66WwZvNknrE4N6TDpevn75xiDM4Qbzb9MOThy8fOVY2welKec6O8tvff0XGfNgoWxx4tfx539ek645Pyd43ry3Sb5zGb2ncQEZddpycO2G+7AfbYvzWxTjIz68/dTLt/uMQXzl203wJfvprnjYipq+3DtYH+Vi+iPhJ+2t4bz856Y87S9P2o+Tnhy1k+JSmbm8g3nEjtYqdTt6xkuz3jRFymrKzMWfrD+hxmrNx9+l6IrLwOXyz70rOCb5ZhLWNc/KXP+6nL8WvZN2BBMQixLXTL4Y99btFzj30Raxt70hvnMrf8DwiF0Ww+3N76Vpzc+lxuYxzhHnj6RvXsvNnP2MxpQ7z1gPx477VZQHt+suMdTgl4rxdgXlDrBuE2HzUOtN03i4Yj3nTRP9bTZ6/9Zvy/YfLcjjm7URsCus2nCy9JmLefrRJOJXHuy98R+123KKrSrPxs59ggvFzYCyEzPXEypAIYXVnIgOr0PYV7RRnhEpngbwsDe9uJ2f9tresueUzcsK+98mBnEAcIw86sau8+qsD5QlEDe0H+FtHoWYA5Nd+/ZflhAH4hgiPe73XwDfJfOnaCY5nvdLulnGk/qf7cUSJjcfY12BmPH5XitmYZCxw6PrC13aSK3GkWMLx6uiHNpGB2B3yMYHKr58qA3hUtfdzsiFxaM3RMu/cea4Gbn+DtwkqefuRPeUGbCa4azXHBmHTxjJy1KYyHQ44bWxveX7/h3FHQK8FJ/w3g4eBgqnu+trNkP0OuE+O3ws7WgpjIinqO3eap4786jPby7g+b0vvjq/L0T/6tRw4eWf515jj5Cp9s7693P3I5nIgAtuq69wpl/zhCXnxsT5y7bAvyyjccNmGgozJlHpDb99fW95F3Ub1z8oZ5z4vZ0AYKcrlTvLmu1xsqH9SYjNRghE9uqeMeBcmUN5AXpxbgoOBjzagbmyeStD9hdB9IwLEM6+tKkevizuXhi3lmpt7yHTM790vdAfuDZXPFqVur4OP3bl22e4GuekCyufgkcB75XWmyCayhbwBWNGl9eX2W74orzShH6+sLx8IxksdgpwfdofJc9qp9Qy14e5V1nlDerERetF1G8g8L9RR2UjtsdHapLwFZKwrVw7vL32w8G/ScTYeG2Dtf7+//Okh2FSgbWo3TQbsf78cR1vB9FKucbF506NA7TtlrAQd7gUdIvTXbSwvzSnJJujHghd2lwteXlUaS5vLI9PxTtHaDZn9g5vpH3yn9pZrnuLxa1keeWhreRcbivVh/xt1/1DHSLk27kbpsdmbFnhxirXr8efKPcdTPqMPKLBQ8LGjSIfM/liHMVkcSPxPOaNKx+ACQMdHFdiEjsKxKlWhbLX6I/gYNzLQFXzsbxNWxXx2llEPbyLH9eVJIOWb/VFTqkadcFNelXwlgAbQRhrXlfteWkMO2Hmq1G36ouzZdWMpb/sG4gE2G69tJffMsifz5TrMyQE8ara7Q/qX2j/G2LnTfNhyM/K7vyHb4EaAqUvv6+Xm8wCwqxwbgJXXmSoby5byOvtBnZTWgx1uL+Ob6qU0YX3cz7wUTiu0mk0tAdAxoU20PzB1/2+/LuLa/ncjrk2ReuDZTtVRRlxbtQF9BX/8Y5/BwTqk8rUEC2aDdvLa+2tIA742vFLv4TL6fCJDmru2TJ6jW00gqAUwAs836Ms4qi/VbyQvzS7JxjhqWfjiHti8d8YR+Bfksan3yCbdKZ/+jzgAn9mGxwAoUD83XUBs6BO60q77VDyc3khptSLEgQa0f/o13Kpthrte6N/kN6N/3BBtrzRo3elpOfOX+LCr4M02pfYzZJNu4KGbZKwlr39Z/vZyZ4yf8XtTOU5vCLV7Kt56BxCGg9nCScdU2f+AB+W4PeGnMBi+4M+3Z/i4q3NHxvT15Z5HN5eDNX6OwSbscXnx8T4yfNiXZAxsvG7KljJy0hMyCBujjXHcf+euX5A7Ht5LThqzpSzQPqoUHT+KyPFYFHPSuO0cabftcBl1PrDuf3PXkkmzeSdB+cg44aUN5DbY0yuwp/Ir68lHZWwoMAiuf+yp+R82YPhWJOcNx8uIH3WyEeak4QXMG3SBh/ny2LR7ZWP8PEFMnDfe4OJfl23/LjfRNsCT46dmV+oGuy5vaORE6bythfjNtbOL1GHt1B64QjVnf9lxjABlgmbjgIFjjZOr/kmTx4aSfcEikBtDbegX5M4YRJpKuMXQal55m4F8xsvby7kXfkfOeX510ENU17dkexgv6XhHwqSGB1j5rYpviAy5QY7uzc0EaxF8tEvghkb6YWv8rykfbdWlMIHtOs+R1UCs8snAJEL+R7L/N6+Wn+yD40NiWcXcMtoAUivk182T1XiEXzV+cPIAF+XPhsyr5H9wPMZHJ0y58WsZQfOdL8mp5+DU5q6+8uIcHiM+KgOP/4tcfvC7MN+V5JUHjpRv/eVQueGxzeRDhLheu9whZ/7gShm0AU5wVDmBc5Bfauwos+bDgBmtwvibPsJ7F9ceK38cv7KOlePn2OP4FWhm/OVkQaAY7M1nzuaClZ9/17/lvIJ3Kr9i/hvmoI+kIUumFuWjo+wrh5KkSvlkwO9Aq3xeaX8V8htnd8JGBYzwMnGXdabL6hiay6/vPF02xl7LMB/JgP+6Ws7cl5uJ1slXuZTfiEdK86B7ys/Zn3Ve5QX7J+zyWx5/pf6NT/Pjx13mbMxvtD8qTS0uCtKS+18qvxX2n05Bc/Ld/hkoy/XzpGtnG6H2omL+8/O5kowdu7nMpP/VvS79dxsru206H/6/iox/fjM87uCQ4L+YkzN41EyVVNifDrBy/lX/5tWYck2V42+ATdAOW+X/iQLM1tgQSI1/4BzkS+f/4JtvI+So7fg1etN/S/J1/hlTOrKDGFiwCHadn6bZqwr2p5zSkPiMfzf53cV76p2wOQevLp8sUMKjog8+5uJm8qvib+D2SfbXNLuz8JWWTL41rNR/Jp/yUNI21mmOqsXxN3WQD3SA5Fsn9Z1n40TCxq46oH5blM+Yfo2cgXcZNtR3hSjb5bMPlN9OJt1/pPzXRRY/ZyGC9trpDvnJj66S7yJ+lhvXxmnSifKTf+wrd0zGGXenV+SA/YbLJac/KFthfS8l8c9Gg/0vdDI3Z3/2TsI5F++FOYFGqX/2JMSfWuPnqDWZIYA54wc20Bw2Pxw8/lfrnxKYcK2wP7ZpmINYp+NXihb1ryx4cfkGLJr8xIi8T1CdJyqDnbCrSgLIN+p1UGyBMndC5dIC2fnov8pP1+4p143pJ3/HLli6TJXt1pmnRHUL15DXpsCl6GhoR451eHmza1c8J3sXO3QE8Y30cQFe1sILSD99ehUcDf5bLhuIRx5oY4m7riCfCJfvPWS5tLLMnMMXM7F5WfslOXSrHXAcO08O2m+crIdqkz8Xd1izIR93ji8eKwddvqUsxJHpb3Bk2keft5N5MEYFU/kwmA87YG+H5bQ0Rfr1f01uumEjWX2nJ6Qf7jrZJ6MGECbReM3F3cBsld/wwnFyEI4sF2ITpTIZQLRRI17OulL+0GMTvNy0t5xy265yBF5GG9xjnmy87UTZ9LY62fOMG2S7V/aVC276hvxl9Fh8L5rf4X9X+m43Q/7yNu6vKZ96IIAX53bY7VHpjWeRTZMOkWMu3AFvSVCQzyhgWLjt5NkmTdwkUEMYqetfd71oEgIyRTCpwxBgGR/KV+2pF6Awt5PgZBOb9zqZ9fwReiSH1+6sOWnRDe6A8fpmksih3mJ7hXzan9Q3SSc8jqGx8kU6ynR1c4QyB8EPyA1wx/Chytxan2f6PQZpVAvt8dz0q8/izhN0U3Dc2u196YIXlk48cHu5B98zXwAb3aQb7/RxdzfuGJ23BtjKr2kr4fm02j8J0Ad+fPzWISLjLl3nP7N/VKn+0Uw7jXKnV+WrO26Fl8RWln0GPG2bTz5imogA193s3/SP4805wQ5xTvHwtfbIA6L4X7ui8ileZ8NwelJGFJKOP5WvtFqBC/XP+SfoHIN8vHvzwWxoHjcI9Zs8Id/cYnP53cT5ctD+42TdMH4ObBY2iryFqK+bItttNkdufPZj2bfvZL0rM464BvkU46lh0lby2EePyYGrLpCt8VxD+4nHHQ/icQe7UodHLvQlVMhCHv/Dfz/uYo88+sCXyNtGy5YclF1LCKwzEeTXr8Mjj/DobTr7iwaqf5Ii2RF15fhZk8UflpQ1LLQjHrNwudb3CZFH+ZzoLoxrjehzZ3lYf5BpZVkTce3ygWNx8MzBUD7mEhtzjSnQ1bbQ1QjoakDf1/XEzAb9jhy6939wUreKvPSPIXLSA6uZfArDJ9o/x8MPO+f+x66CBhjgUaP1LJt8rSEf6GcWfGsD+OmH446Qb1+xjdivkZCbUqPFXPtGFciVIXlCIJtrOfB2+ZTXCSdGfFOrEW8izPgIsR5xsjxnB/nd774qo2fDxtg3MmAHsc0/iraFO/DSWi/JIVvuIOcifh+I+I0vnhptGn/QTuWXYBPrmE0sCD8suKALvtqLR8p9cDoKNSO9L98543rZduJ+csGNiJ+jED/PRvwsvSP9ET8vbZog1wx5VZ7FC+DnXdhXrsLL2NfiZex23f8ju3fvI/+ZUiEfjxoO3ftlzBEeH986RE7hnLA/kKRDoaI1wf+BZInWqfrXMi5u/2yUS5nOddBaVyE/0JexqfmA84Z3a/io6ltXWKzLJprM8VVwZOn6G+e/SjYZN+KkfoHZdZX/gw8HE4bH5vxoEReDQyXwyYbC27AyU4TfbZErDcZe6AFtuRF31I/IYLwpOlhreDyJkcIJXru/j9yNN9xI2zS7o8wFy5XK0+WAE38tB/D3KC79Ioy5DKXMlj4Dfyf3DkS3VCwv5OJyINEnyg0Z9UrFkWBpuPvhreW4TZ/Gi2rvgP854I/awItBkkvXh7rpaJT22wyXMXp8SAL0VXkTThXj8onEq4vP4OXT/SZi84EX4Ha5Sm7aRZmbCJB4axq6jR8YbHQ++AjHj90gs/d1cieOE1lvUtgowPAsvtx0xul40VFRvNTLjMkbymsAS3C4rfuOkEv7xilE/eryAhYcvsHOpM5J/fOY9L3V8C7IVKnveavccP4/tW84jJWmqTvK5TfvK8Px7RlKIGftixYMwyP/oFmdTWJ1xmvqP5Ovm2Xq9INt5OonHsLb+9Ola28eyWGzAh42fr4xjWest62TyVe9UNXNyIctfYATF2nfKKvvcoXcuYu3xzNsqCRqZVYvuerxh+X3u0zB8a09ZuHc2Sjr5O27B+F3UdaULfe/U/bjMW/TFjL8ooPkg8OvkDO2mYUN4p1ywsPflL+8BXmz8fgCAW4lHGuO4bGm2hCFmZ44d6obViFl+meJ9m/9Uvk8EgWCNyx6Xoc65eLz33miHDzwQnxCBWQ0vreD/HNie9mkb6p/vJPz4G4yZq+JeN9glvQdeK7gVQ8dP6UivMj15/43fh0S3NlPZji79PcjbAqJpI6RFEH71wIvUm7/rJx57nNypnKl/yFw/mOwnHz/anLXI1vLsT2ekS54BnzAoHPhY8ZHVaCXkkyfuLG81fQynt1/IH34SGag65+8ghwXqYLDmPG+yX0v4rHHrvg2WNAxH3fc9yHjCf2fc8JFh76E4389ms/kK2vS6ShM/zqeD3rLtU88LOfAJlbjo7fzSWlUMCjY4XfwzJh2GDhU2h/QPHnQ+FPuILPmwg5XhR3ueoXctWu9vA075tvwUT76XuLpG3YKGteO/53cdzwlJvav48cPJU3aBLoaj/dtoKuBf6iOf01d5I1pK0lpVbzrc+j5cu+h7Dcl8Vs9+8qFN34JPxxoG8Dm7I+k1JDFP1iwdlKR4IHECYHPXP0k/HTn6fCZEXLjBSPQiISUhfGpz3S28bMN6lR7aEuqnP/RT+fC1vFIZ/VdLsfjAxzl452nE8Z8SY4e9JCs0XmsnPGrZ+QM48DWOIrfW757Tj/YVi/Y1tPSBQv2gSeeKwcqDW2GMSPoP8o3PB5Y4QVz2AQ2K/ZIiPPv60/oJzqL7wPi5dTr5bK+5MVeM+FdkIlrIAdBM/4nH20kY98HLwyHnOL607iavDYVt0GrfizbHHKe3HeIaQoPcTEn+8iwG3fCnBhbiqK8Oo0d6AfDAMcMkdoLdYhYYKWqPmiWUnWKov0pRRjXh3hMivj6+12maay7WdczH39d+EYKH+ZSFm3E4o8KgEhL7AULsGucqtKuV9v1MrlrF/rFd/XbSxo7VP8Ww7S9NrZeGp8wHpVCPGchJggIAqmMOAFqsaywQSpReWV5/PZD5JLHe+Igicm63oSvZN1w7Yny7ZHr6q+KcTALx/eX3965OeiMRxnPAF97awc5+9L95EU4hQnF1E/qJS/i2Z9qEsdNteWHrmJipj99kPxo+E7yNlY0HSpedHv4zj3lkWk8dOS/1eWGK4+TGybz/W2Uqcs5PeSRydhhwsEDJ1UGhFbIB/Fse/n0wSkwJrZlMHp+T7l+HN6TNW8GzpQZCMAGL2dddZxcD5nsFdnKnE0hE2XlQT7t5JX79pe/gg/vVmg8/FrpI3cfIz++cVNZWO4mN90yQB6hEYMLP41T8RXLa4+R815eWTGV8hvf20RexnM4q7TRU37d2vbtmaN4QmSVlJiMH/2n/DB+/u6D6R80zc5/EJGMP4Q38F1JHh9xgvzk1l3lBRxpxvGr3Hocc+JoXlMmn6NrVn7jRnL5dXvhcRCVBqpSZ3njPTyfoH2SR5S/sjw54luQyUdHleNvj80dZHZ9Xk7e63UE15Xl9Xv2lptnrSZ3j/qyvM6dUN0bcuShz0s3nA6MuGqgXD8Jj+50oiB3rs2bjZhS8bH/ifz8/LNr7Jv9C/OvPQaGQ9EE4CPaIe2S5DgNm9Rfzr12V/lPQzP6hy5+j5+UvuQx+Fyl/CYsZHOUi/JSewvyidByc/Lx3srMMB/N6p82oj62t/zmX9vLWxw++TTCxx7HY7iof2yE3tpZfnPDTlgojUSa+JW4PeThadigeTv2KR2/+l97Gfvw9vKGHhmDEBuZ/zy3mbzv+sfXwEf87VjzX20Lmtk95OHJOCBP5JulGXMVV2oPO/yW/Bg28QLujLXfnBElaYdTglUS+ycrtOJHFzLXv48X3xCiHXLR5PhxAvE67bBCvszaHnFt3yiPtj9rcu9YJj3lN7y1i+lK7wnADzHrUbwY/MhUBHcuNoivkydtjJgJWGWAhnLxrbMNeo+U//vms4LztWr5pEdyfUMaW8UyeRiGVCvLE9e7n2IBzY1/JfgM9KP8gmy0ZNe0H0ARG8cP27xC/RT9Z4J+6KcLx+8r/33JoXL7JD7MMD4+/3x8MAs/njT96QMRv78sb/v8l9dF/N5bHp7Kcw6m5uQjpv8NMf1V8x32s07jK2K6p9LacuMt+8vDU1aJ42+csq1cj8e/541HTH1nB7nw1h1grzoSDAWbtef3kXP+so883pz/YZP12qsb2jqGJtpK54Zzcpuc81/P6LcOo8pA4dr2+WArk8ZOQpnp+pPTf2J/yfyb/tvLEzd8G3bdR997s+Ha+sv3PGbh0afKA3uTXyP+LNxQ7foFxEyb/07yxvud0N7lg0ki32T54Fny0ejKi7KuI9lwaS8kUefUu6uS7H7aXcB4slorkcqOyqkZ7uTsDgM0zgiE7I8ZkSG9KuVkEm13Qx3bi5tUhAfqQr5pINVapf6nyKAzLpWjuy2UhS/Y0fACzEv33fC7CvwNDv39j2/p3zggl5RToX/q8tOyP/y+QMXf6XhFPW7pyH9g6N4617ufdo/O+hLzP/y9hatPH4Pzxi76OxT/MxanX+rosCwXAomF/7ch/q33gFz947tkfXwT7NH4t4jweACPRAf1wEvo+vdddpMJRfyFqXGT9ymsP/r3RcbgLJB/H4qP6bHw4sHq0adcgjmZixes95MT/283eYXetpza//2IJUz+KJUx07YSGYRzIyiACzeVgGRZKLAuJF3cQWSbCNKjTo9VjZnywMTyoImbPt3Y4GGSccCV+xa2JwLsvSMmH2Wcy7Gjeg9gOxDQWGt2oZBPndfSP3XKDR5+ZwGPdkafByXzYZ6qEKcb724u97/P91oK/UNFqidTjunoU7U/GjQ7oenTkA9BfDtvSfofWHIDoXGAYyFc+D+0sgTiHzSp4RJH9n0GnoNHIlAvzMQeYa0kr+OF1VcRYEtF/FX747K29O2PzsrVyeZEH2eZSyHE4tQTp2qvafxdAvO/jK5/FrO4gFjSGwgNY1ksw9kGClrOCLkIOUlszB0CPnxSxWRHwsgjpW0e9P0HZQDImqAd2vBBHptqRtrQ0uXr68hwJNKofFySpIGrkF9D/93lsquOlOF4hMJtHd+mUv3zePrer8v/XNJPXmZFoX+oYAWyP7UFXJa0/6kzRy+GAMJ6r6j6jfZHZOH/i6b/t3eRX1+7jzwyxR8Pmgr112bxWxA/xN/K4MvJTEX8NT0sdft7dxf8WiXnhI+CIA36ZxxpwGP+v4c54Xfvlvf1z7WtSkgujsejEz1P0Cr1fUDM+X17rj67fw+PPMIqTwU28VEIVio9SQCJ0qJej0G0CRSNeg0v4MF9CBc2An4PgxJgSxbcWaMHHkYf64FVBqxl+0J+of/C/hbF/x64wB953FX4HzSgm+0YXxiHbFNUxJ8i/sbfYIj2Uaw/6fqrj0+hkiZsGegvTLq0JwDWfl3utdJqjcSO1wzNvYVRkQ3r25ps42D3Ms7Lc/JM4UxGIb/Qf2F/LftH5imfBBX+ZxHGw2Cat6zfIv4U8aeIP5l/pFsG3RjQQZDoTTxoiMkOIqwyIgFkWw7bTFRTgMiRyA30q1eQYzi5IIhkNcbTCgG26ngt5LsqCv1TE6lFuWYiEpVW79eUurA/28yb1kwzhf+pNlQZRfyJ/pQARfx1ZRTx1zURc2wm3GvoQtW/Q5HGX8D6RCS2TgBySWkry5G0uqIaE4kzAETZbxNk6AhVMqkst0jIbU2+65E0BQr5hf7DY7rULCJcaUSV5RYJP13705PGCj9usauxzwAK+y/sfzmw/+a8rbD/tq1/fHE97h4SJeo2IJSzEwoilNrvYayxoisDDcvKhU0ChZdTWsJ67GFIo8yev+RIq+RTRLb7ibSgU1KXV8g31bg+oqICUOg/amSFtD+O3gYessL/mnUV1REvHv+K+FPE32L9CaFDY6h9Lbz2+pt/h0Kb2YV3NnQ8voChADlXeGIelZQSMGHZNtB5eZ5wyaOSUgIm5G0DnZfnCZc8KiklYELeNtB5eZ5wyaOSUgIm5G0DnZfnCZc8KiklYELeNtB5eZ5wyaOSUgIm5G0DnZfnCZc8KiklYELeNtB5eZ5wyaOSUgL6u1C5554Jj08EnZfnSYM8KiklYELeNtB5eZ5wyaOSUgIm5G0DnZfnCZc8KiklYELeNtB5eZ5wyaOSUgIm5G0DnZfnCZc8KiklYELeNtB5eZ5wyaOSUgIm5G0DnZfnCZc8KiklYELeNtB5eZ5wyaOSUgIm5G0DnRfyEv9sO3KPJV5ljK0UTyhYZPJcYW4gfBPhOSs0Vd7pmDCtqqRVpgnnCEYgys0wFTuhSp5okUcV8qMS84oJikw0G8EIxKYZptC/6sJ16Xmwfmonj0LJlZev+Oz1rz31zmEAEYxARGWYQOZj8fzzOH4dVDKyCEagGH+Y10wjxfyrLtzuPV+B7Z9fuMxS8/EvbCiyytwhT2SAY8AIezzKa9iVn5BlTqqkCX0EHWhevtdSYiE/nUrCmXZYKvRvKinsj9ZgKdMFocReIuhA4X+uiTT+Oa6IP0X8LdYfjyq11/+wochch4EnDT8WlPD4Q0lCSTODPXR5tXHyVlabcs+6lUIpReLSYOOcCvnUV9CGZgabFsOCAFSh/0RPppx0KQ2Yymz5tr/K0VaXl+/xp6OrHjsxKUURf2JkAWBwEf+L9cdtAd6iRhGtBP6TrT/4pUw6VFpp7sV3+ehmqavFkiITx0uojJO1qt7VJXIc1NwL7ItLAQ5sCvmmE7sGbWi2nOq/8QW5cM+19afY6/BW8WpDRuPPintaAcaPodooC/sv/N9t4XNq/w0vyjD6Mt/Hw2e1k0ZlvuwhX3Mv2DgL+6celkX/D3ZYY/3hnxkDVQjUYRzaDGibZrtaVQazzF/EzCWwSTiRIFYbPqn1uhblO23GI3v/2tgW8jPdqEagMtealbN6wye1S0X/8+SVYQdIx9I2MmT0+22ff3YTXbfeZ2Mo5j/TBee3NfZvd1ZuF0t7/l2OWl/b55/N47eTsjEX85/pgipqzfyTjslmfr5McP8c816oIM/ELlzEEtE//3S7ieHV/1yDYpZK/MmNhAqKwq0bSWe8TvME702WyPidmfcrkfM5lB+VGYDm7A+PPLJB6vCzojbTw4ygF/veh3EzWiP2tz5Zk6mQnPPM0jqVa0yMobf1JiEv5EMRQXGpPk11pqRlR//zZfLLr8g8eVNeeHlG2+a/3TZy6j1vy8Sh+6pdFPP/eZr/aKo6d6m9ElH4v6olXHxezYejfrwY8iVr//PltZcnqH+OmzAzTIgLrCguCfn1veUU+vIF7svpagMBRfzHtC9F/Se8o30F61ta6y82FJjV4OnZ0IJUIBSXqzDiDAWTj9tQNf/YZQUCb8JpG5ZtE9iC/LRPWUO2YtMcr89W/lyZPOZyueCk/rgzxx/T1U+d1PU8Qs4e/oTMXJbG3zhJxvz59zKk/1p2DIlHCqVSB+l5+Nly/VPTEp1GNbdh/mkDmDCfszaPHw3Bo2HcP2VY0C1/WKXU83Do9UmZpVbAy4puf7XHnx4i+pS4Dy0f/ld7/B7baCnL/vjnyaTRl8vQIRZLaO+MJ6XNGEueFGwBkBY3/lEL4MH/qhCDyTnTTxRjuGYqMlTr9a++PGQ3jZP6GETHlcXIjOfSkZ/xNx1+2uP/vMvnD016SseSrr/8TqmlJmT40QlPaIDWONQIqSmp4x8Us49XMre2FTUpQTNwQDHThsYjwUZw2ZX/Zvm6w9aFV5m+giuE8rrlw657IwzOh9LCGOP43yuPGtKLtq76V372ukQFbs3yHsPGlRvIVlkaX2XjomJudeWp15WP6EC++FTyXOWo8nVTFsYWlUDr9D+zfMfgHuDfpdxv2IsJiyBfMSlcQRJt7OPypKH71hj/KuUeR19VntgY2itL48trtYQUk8ItyU/wLiL2jYgKKcrS+FbUeOuQe9uk6KA2NB6OSvPW6b+qZzrPtKUstSBjKck3uanMFM569fn1f4xBh2Tj4rV6hCkmhSvH/3r5usMtllT7/zrlIzSWsE2FFGVpfCtqggCrK5dnlkcP3tT8c+hLiXCA00eWB2+6SowN1fJ1/1GWDgeUh46fE/qQsm9JPn15H+MLOzS+afzpUO5x1DXliQw9OR8LvF1Erq5ilCq6JflkYHXGKoUDcyfJyUjqALbV/4xLKjOFExlEL+Py3SZMn8k4FLRy+JYHlhhQpw+8aAG6pmnOahI4lqxZDklBK/Oa1KQEcSVTpJtYoGhOvkkzgmVX/gZy7E3v6E+UQ9GM3Pi8J6MH9ULH35M7H34JLyKZRmzIQTu1xo86GzvXA6Sga8tYAywLuT+daHx5NYgNPRmmvNaxMmIu+4dPIz740bKmmSNlcA/8Sd6Pn5SHxn7kDcJcxSJ4kkfSK+1Mk8wcfar05MlBHU5lSmvIARdPBt2H8vCpvWBOeEWHdR2Pleun8Q/7kkPonRVSAeh41nMbGqnXkn4n/0MQcKSpPEcmjvyh9O3wsUy+4Qw54/o3rb02s7a8ZlycvWEWRX5198iD2DCGMCeKUPYmg1eDtCZcDPNZyXedf1byXSOF/E+y/43k2BstlmCvDHtnPHlPRg3aBnaEmPLwi/pSo85nq+wP/jkG/lmqh2/CF0ury/4XvwpeH8pDp9E/6bf0z6Nl+PTGzP8wUZyr2NsgyzLEDf4JqFbJVyZKDykorCV9TrlFJjYw/syTif/+kfTpOE8mj/ixnHEjfDnxf7MVa8+rtU96tQjyC/tbMvEnm3/wa0H/2YZCjcgmTKeRfdB+0IActo7ZzbhS4cLa0C6fOUGotbAWT00i/0CGtkGSIijDpC378hsnjZJhfkypTrquDLj4RdOLjotDau34u8v+F72AQGKbEwYVCyzQAzYAtmFpRD5V7j1tG6lX7eYVH0qqR5Ps8uG8o4bhkYd9i0KDyRoHy8WT5+kU5o+0WqN/Sspkx/mLgQF1Ws0avKAF6kWZfzbocPgFcsuwQ6Sn/tWZjtLzoHPk1suOkA7yrtx26wMybZHGv2jyPy/2l85BNt+EkIL+CSyq/peL8bsKPifjb5o0WmNJJz7u4Ke0DmLJCzqV/rccWx9/zf/ofdE3A6doM15e7SD586Q5Ib6AuqX4M/cOOW3zlX2NDtpVI4ssQ8k5G0/0oMPhQ+XWoYdKz3pUlVaRngfDl/96lPry7Tc/KFNB4+nzFP8rB56NwkZj5RXD/+KGghsO2wVCCdQAEaoJYl0loU5DkynLLCtQWATK1ZLK0C1UBjbNyte6ZVt+04QLZZ9tD5TTLn5I5nOsHCZPAMK4mC3a+N+XMYO3AZ96u4PAnYU+R+VGJXzsbmNt2XPYC75M+1Sp1KDp2AMrz8c3ML4uvQ84TS5+aFqsY0On999qV2ZxB1pL//Wy+v4XyiS9m2IQmiGjh/TA+FeVvkNfskBCXcy9QY5dK/wdOheW9UCh6vnnXRD/V8snhmnee9Nxr0V4xbU/m73a4zd1BcW3Wv9OWK3/zGI4C4X+l5T9MZbs3XuAfA+xZF6Iv2kc4c2E+qZNKJWPVEv/9M9hMpk+qJ8ZOO2Af0oX6XdB8E/epMA/j2k3Sk7q2UljjMWbFuJPhwNk2ARGOk+15BuN31+oRenF24Z6ZHPfnxZ8GQUOulXxh+1bIZ9krrNm5LO2Ov44YWH/vv5zXbPkumEpr3/dUJDMSGBcTmMQS0hWq3eXKS+rNAoXBgYuNqmuCTYrPydnWZU/U+68YKjcP3cV6XHkVfIKjvKa8Chh4cSR8svDt8CYc4NoUQeV4zdfymsx5ZTWOBy/wgOE43ICFzwg5/98NN7w3kKOum684N0L2MdcmTjq1/L1Hh1CX5P5TwUuwvzjxmaRE/tr4lL5Nop5t10sZ13zlKraOpcAAEAASURBVHxAmnKjzHzqzzLoZ//CODrIFnvtJBsHaZ84/hq9al5+2sB697m1f1NlOqAcvNyPPzfa6sKyMf4P5K7zL5D75neQTY+6Go8F7ISyIcQSWuDi2x+4aMQHM88B2vhRxxjOTFVkVwVxoXxNSTtHMa/pf4HV3NsugS/7y6Xw5Sf/LIN//i+Zq768s2wCyUpKYVGgcudlCYxf2VRdKNPEFfJr6b9KcQkim//k3QrsYmOChslb379ogQS0rKldGxlWAt60xeahAlmLJJ+5/Dnl8UP3L2M5Vl3BKDWn3lJYepxSHjVDX5/MtMBB+SfDJlAYNbIAJXUO1mSQb9cwrjx0j7Vi/9hH+2iYAszzCbwgNXgkXt1iaov8GeVR4aXM/njpq+V+B/bNdd/7Geyvqp8B37HfL8uPztA3ubS3zV3aJD8yasv4Y2MFlgX5rr98z1By3bfYyeVj/FXjdsQyN/555QlDB8RY4vHX5y8sp2XpeUp5dIwlPggfVD6vnlr456Dw0vQFeCmzZvPQGlk1H5dTk0G5qeH5FmKOxx7mpXKHfr+AL/sb1ilvwIsj31k1l3vXWxxcqCjkx/lXW0T8zZIrMcPU2d2wrS5okCVW8KzK/if4DNTKYPkZlusUEk0l5FquvHAdA0FN+WyzTMvvKJufeq3cd/Up0i/sKkTWlP6DfyM/P4wnFDXSpz3+evy+wy23y9WD++F+AGrl5HToJ4PO/x85Qk8owu7c59MnZpH0v4psuuUXBFqRPXfZqI3zbzsGO4PEFqffYDl3SF/0OdjVyuzzDXLvv34qu6zOxyiBPqp6RbI/TuInjD/qpQL4tO2vQrzebqL7bmZh1jIqr1gk+2Pzz+v8ryJfOPUauf/qUzWWmP2vLf0G/1rOOmLzbFw4Acx01Yr5z4jBA/651ebwpS/I3n031Njqas6RqRrJG2mx9M/Vx9jwqr5cFX+ulwf+9TPZefWKow/v2GLJh9BEftYTQIX9L5X5x0mFTzk1H4yIUHjwxep8DSqrEMBVJCNpmbC6phKTlTMoCKlCVAhH0UhaJqyuqcRk5Qwq5KsGqhRS6L9SA6ailhVVXVOJycoZtOj2x2/f8OyJL/amqYpnlVNnFBm06PLTmFLIzzRQpdNC/1BOtv54BKfGqnRVhcj06pCRtExYXVOJycoZFLhXIVxqlhtJy4TVNZWYrJxBn6183RNgivgNwdxUZcNOn6Rlk6kDiEV/2z9pxd2dJuYJnIDWvIW7J7SJ7AOntIfGBhQKNENbyA9ao4ISpSdgoX+qqLA/moebRQY141OJRxp94X9F/KEPNWMrRfylYpDoKe5dyBNwuY2/HGON+a+LBxTQhuuDyrBzC0JZYEEhJFOXbQIy2E+pktiUhHTtSUV7ynGpefnsjPEr5NvEuJ6owkznKVzov8q8Vnj7M43QdvhJ7SbUFP5nioB+3MNUSygU8YeqKeJvEX9pB83FD3pKFlPoL9kjj5SeZHjkQVK8doFrRYq0EaggqC46JdnxaYrnkdIJIqIGEGkjUIPYqpzS5XoeGzpBRNQAIm0EahBblVO6XM9jQyeIiBpApI1ADWKrckqX63ls6AQRUQOItBGoQWxVTulyPY8NnSAiagCRNgI1iK3KKV2u57GhE0REDSDSRqAGsVU5pcv1PDZ0goioAUTaCLRIzK8A8h6Tjzzozy7X89jwk1lF0iy2tL6RU7pczyNTJ4iIGkCkjUANYqtySpfreWzoBBFRA4i0EahBbFVO6XI9jw2dICJqAJE2AjWIrcopXa7nsaETREQNINJGoAaxVTmly/U8NnSCiKgBRNoI1CC2Kqd0uZ7Hhk4QETWASBuBGsRW5ZQu1/PY0AkiogYQaSNQg9iqnNLleh4bOkFEVAPxNQh81dj2EdWNwpswTmD7ENuRBbiab9i555mxFFuwtxWJwYwpvJoRc8NWy6/mYJS82p0DKZyrSw6tCvmZsgLkmir0bwpxPVhp+bU/95Vi/vPzvqLMf3D/GCl93J4v7/ZfjD/YfVCEz7vnizz/aOgxpbn1NzuhyG47VAZ/NpnPSvCdkdAVz5KFPIIRUKK05DshxaUVzi7mNSsjlW0dQniMTSJQyIcGUm0U+rdNrOokVUxiUQbWrEyoE7oIRkDp0tJnrX+/q+BJoz769J1FMqLlefyftf4L+Su2/y1P81/11CIGuggkjzwQVQxtVw9EjD/E2HkpgZBiRQUi4KuqSdYs0tqnVc3CKbJZXoEgnxlzv1bycDzytKpZOEWyXWXZEQFfVd1sGyItpfTNwimSTSrLjgj4qupm25jsyqq0bYQjENpUlgv5UAw8JeilSj2VSg5q9CylbxZOkc3yCgT5zNlbXskjqU2rmoVTZCE/znOmwqCgfJZVN6uzrDpVb7NwimyWV15wJblKahZpfUirmoVTZCF/hZ5/vTkxs8ndvBKV+/IvbcY15Uci8R1fO+cI9aDSXYY2yF9sPwJBfAcjcNQMl9jG8FZtsLEPMKUEkkK+KyLkrtOoy7z6fYYL/Rf2V/if+YzFEsDRZ4IvaWZwEX8YR4IuivhbrD/BRZpbf0OVLjxuMeZaZQl/YIF1QNGr8L+MnB/i8FNlVheMjZS+aCWAopu7UJAJZS3fpPYwp8WkMpUPdNaokjARm+dOCZUpT1HIL/S/YtkfTxp57Op+XMz/ijX/RfxLlphi/Vms9deeWjCYYJXV9dkB9yn8MTtfgHUnAiIl0eMHJyaFr+7EZcVQAoILdfMpf5LhggOts1UOKOTkW1+M0gkL+aqPoI5M54X+M10E2wrZCm9/OXUU/ueRJPUjwtXxr4g/mU+51or4m9pNpp8VJf7q6ON2oLnxY0MBNP67yVjupaSJgsRnuPjXKWNrq9OrkykrFHibxOR4KxkCOJdoeXo1QmtOfMagkJ/XmutGNeRqUhIUCv0HQ7Isu1I3y6/9uRkU8x80ERXiFgAE/uc9yUqOI2URf6gFaiRTYBF/3UI8N93o1dWkVSgsN/GXdmCpufmv88ccqaGkDhYbu86i63lNYJ4UlRS3hpligfFnGEHBru+W5Of6A97ePHP9RCDrk2Ihnwop9F/YX/ALOoQ7UOF/UEZyRxke8+biTWY4Maq4+vKRJlYX8SdThemiiD/L3/qHOU3X2WTKI54/9B/w/AEcS/QxgyubG9bpyCXCCuTptcSL1hklr7nnuC3Ib95xMx7a00L+8q3/mU/J8F8cIT3xFWY+v6srdcCfif+NjJo0zwy1mP9Pnn9qqvA/V4Kqoog/yaOvTyv+znxChp99hPSAH/MnCepKHaXnEb+RMZPnmi9jMbHoDnONC0eoilkR/6kK19Onvf7SVLK9ATrSTPxNfoci9FQNjJOus2q/QxEaKoajsSoASDzKcVoUm6VRQtI6QUA0W3ZkyPNZMzxAUMhXhbrmqvQc1F2Fjw3S+XBkyPPZp6f/xkfl7F57y6/Gz9PpzR059zhFRj11vuy/en1hf5/gf9GPSedTW9MenCg/8Y6t5oGawv+WP//zic6bQTM21Ir5b3wMvrwXfHm+rg92PsSVAm17nApfPi/4MlBh/YmCloT8mvbuldadQn5QeDPzX8ffpgI++3MZLObnP76USbXqztC2hyxaCjtY2yiwsVd4fbazjFURyGjZzWy34W2zekJ5+YFJIV+VpNrQycvrjMFcdQt0VHsEMtrPnf4/nCFTF6L/PY6UCx6fpkZcnn6vnNVvLSlNvkxOu+BJaeTwltfx+2wupv37vejnbv6X0PjdA4rx01eoDY8WXibO0lKLvx9OlykLIZe+/MT75ssz7pOz4csy+a/Rl5eafAyvmH8oYXHnP7WdYDOV8Td/QuFElM27Dvyv/qXMQMQZ0g62UA5om8qUsDlMJM4A8C8jmHpAzCoCVMhfAfW/QCYNO1g2O+0u6TLoDpl68f6ykhtGpT04Xp1gxbW/5vy4RVVFnQEo/K+IP0s1/gZf/t6d8OVRMvWixJdph4X9LXP2V6rjhgD/a5x2ZicUjDIafP2FpdCY6DSRIcseo8k8LVspuyYnHkbZwosdWsmLy6eI7O47MgSJki4z8ufKpNGXywUn9ZeO2IQxgFPxpZ5HyC+GPykzl6XxN06S0X8+R07uv7b1UfvbUTY74mwZ/sQ01f2yrP+mSbfL0L8/g36uKttutZFtJlZ4+1NvyPwxOkoCBBLLljf/+4TxL0v+p1NSS/+IJWP+KucPQSyp43sGeHdIY8nhcvbwJ+QDtsdwdcTLTPxrm/4bJ98mQ2+EL5e7yHZbwpeVDS+ft/jftvGrKaSXz8H4/Vsd2tWW7A+7jWYTZxZt8Hs4odrzhDqPSkoJmJC3DXRenidc8qiklIAJedtA5+V5wsVQb5SvO3xdRgnzBs/pGaV1y4df90bSojXg++VRg3spL+pfPUxzvV1IymuVdx86rtwQWSYdTMBYTWDqdeUjOqQ8CeuZelk6HFUePjXjFts5L89jRWYahkoIEjAhbxvY9F7QRzL+HqeUR81oiKa5dOWHbjczpjwqKSVg2wadtHJenjdTZaiEIAHdfpJmiwY6L8+T1nlUUkrAhLxtoPPyPOGSRyWlBEzI2wY6L88TLnlUUkrAhLwVIGPJetHH8/6/Xvnw4flYkheTlBKwFUKNZMbI8pAeHbJ4gJiTlx/8r8OA8tDxc7VNXkxSSsC8/PfKo0Nsc7vEOxTl0fDlFpPz8jwhzKOSUgIm5G0DnZfnCZc8KiklYELeNtB5eZ5wyaOSUgIm5G0DnRdyX+OckVdZ2UrxhIJWzOS5wrAoMLHkeSiSMo9CyRvnKwLeK8EgghGIqAwTyJyX58uc/A3l2Bvf0UdDfDykn/J7AsfBAN6VMQ+9JAt0UMnIIhiBZPwJLjdm6DtUGbqc/SqZ6gRYb5pr5/pG5VrHyt/neh+R41dQyzP+LYN7dBCZ96Q8+PSHkQVZKjvn5bnKslpD8ehyP5zM8I6KJzR2V2Uwyz1lyCjeW3nnUjDDOeS5ScA1ys3G33G9laVhxsdZFYlZ8saxjVYEvFcCF8EIRFSGCWTOy/PAkrV5FEreOF8R8F75GcjXnn6G8lV0IT8xnQBmOjFoQznmxrftHQPE70Z8yogluMEA/Tty54OIJQmTvJm1ZH/wz6H7B9+kP2Yf81H45+iZarrWh6RPOQGZ/xm6bfafcTfX7rDeSrJwxoLoOmm9wt4Hzxd5/GigjBLOEYxAIT/oNdNIUJvrHbmvP0ba/PyHDUVWmXvIELnTsONMBuW7JGePHKiELMJ26pjQR9CB5uV7Lbkuy/KbJo2RoUN2k4717qzryP4XvxgVtmjj7yb7X/SCBRVuUDSoNEkTYG4SWbZAM03uOXUbwfccNKneobDa+p+HxzPDZMhueOQRFv+6Nb4iF08OX8MEp3T+W6t/jNpaagPrQa4fis+4Kbn22nG15r879DFOx98w8RY5BS9yzX34j3LEGbcKH9J4at34A7WLjR2pJZ9tlm37sx7iinHl9M4KTcTGQSeg45bv8S+a/2UadO18mvNfnjxKhvGRB/zTFvx1ZEASSzid1sOsdxEHVNb7DOa7aNkMk9qSWQX5oHb1g+SiSXMRX3CTEeKM3RzR9pP4M/cOOXlz3ICk9qQcDNW8fNQpPX3ZYht9+ST48vyH6Mu3yHSSILUl/rCdym1x/MaZV01RdQ5k2inkZzPo2qF2YRIxGZjVssL1T+OpSjy8ADlpmj9W1tMNO+KwxgGOqAhU8W4NIrYGEGFtGEqapTUpnoRpXWsk5mliawARVpJQ0szghglDy3t0hK5giaYz3ccpjJhQ7jJ4VPnjPPtPKL1XvgPHgq5/zgH5pGWbvzXLe8RHHmm/yD6Uc5LmlsdfMKCMUIB5tT4qH/Mg9L9HefComdoitgYQ4bRGkWlNgCMqArketLYQWwOIsMufOLTcj2PoMqg8Kio2UEXiCLRWZI4utgYQYZfPXJFpTYAjKgI5vq0txNYAIqyNQ0mztCbFkzCrM1tp1s1b7E5sDSDCbZTfopAaFVHmCia/Yfyw8h7hkWTq7+7/XQbfYbFEFRS1BE0GOKIiUEPLFVUzR5YHb9pRY77GHI0Ttga4fLUlPvJ4mY88UhltlE9fZvzpMrg8akHWn8gZQIS1OpWT1qR4EqZ1Gd/WQrE1gAhr41DSLK1J8SRM61orNaOLrQFEWKtDSbO0JsWTMK3L+LYWiq0BRBiNYyxRZFoTYGT4pUyQ2YWAJhizrmDM+clSKGlmK5HVZVTKLrSq3tVYrbZxsAX52iewzTizVShptizInyl3nT9U7pvLH1y6Wibiq1FN2M03TBopvzh8C0RxdtT6bMP1QQPtYAvjZ1NrCVIUnNy1wD/DkunXKZ1tkJk0Ki94UIaePUrmyRZy1HUvS4OefsyTibf/Wg7vsUpoaA1Ca+1Axtkl+5DSPmVUOQ6pfDZPR+F1mntBiTDueTLhwgHSqVN/Oe22Sfb1UFY1Tpbbht4oYwGW1u0u/BkKS0taPrmiT2CbcSYulDRbmuMv5K94+kcsueACuW8eYslRV8srjXZS0DARseSwLYPnLEX7owsmZ9q14o89a22t/c+XCcMOkA4dd5PTbp+Y+XLDJLlt2E3yNOWuu5asHh++u5cV/rfsxR/GJaQa8Q+LUrrTyDY3aMapzhAKVdJWlEGTJiyuabEC9jrPQ7UXPU94VPHDc4BaqYo+R+xtPW+L/DnlCUNx12++pfpyvXnO3b2Elwhz4uO4Fkd+Rdu8AEhI6hvGlYfusVZFH5OTCsx1STqUew4aWZ5BPrFpBPL8lCarqxCtxZz8KgJv63kg0OKc8hM/37Gir2aPpte1ynsMe77c8JnPf0XfK8bY9vGDUWQdgTbpX+1P/biic1FAxl8pvOh5pGOXItKYFfqvVGquXKWvitqgxICdq7GkI+NujXiisWRmeInxc6H/2eUnzmrJlxl/0pNWqMJNzPOIKOyvyp4+5fn3NS2acTPysS8Mu95AnRSBMevWUA7YnpUr2lCIVkwQYEjCEcrTE53WqVxFtCA/oPXpVmi47MnvKF849Rq5728nS//4WHFt6Tf413L2YVskmjDwMx1//TZyyi23y9WD+wm7qvO8Sl8ZcsFPcUJhnWf/eGei6TPVf0f58tkjZNTQIdJXO+tdwpan32AZOuoxufOU3lK/wtufTdKK63/L0/g7yGaMJVefLP1wYGhpLemLWHJWiCUx/sFRNZZ8Luy/k3z5LPryYPVlDy+MPx36DpJhox+Xu8K7YDamMPRAuGzH/+XJ/tymFk//+GErnn1DMWECAzt9aY84VucTyylxWk7h0KoZlHXdtuF6bUa+ekwqJnaikmFaTuFCvmqgGZUU+jelxOtybH/6w1YwhHTTUcx/nHlEMsDL8fw3H0eL8XMNi1oo5j+/pHPhMOXoEuKX3A9bOTJHqN88xKrNhZsMkpMGXcup6JCygBSJQw3KbBsYK5tQo5kxSjBZT407rgQq5CsubRX7FolDLcqF/KBAcxJVh+uO6jIFBUyhf/ceVQ0NjcBybH82zjD9OtA4ciCX//EX9p9GhML/VzT/X1L2b6/YxGAZAgrKal5mV7V/eptx1hdypbdGCehRqlU52zFpOMsVDJ9eq6oToQmYNvlEOMczV6huWlWdCE3A6oY1MDmeuUJ1o6rqRGgCVjesgcnxzBWqG1VVJ0ITsLphDUyOZ65Q3aiqOhGagNUNa2ByPHOF6kZV1YnQBKxuWAOT45krVDeqqk6EJmB1wwqM3VVgo8mvA4a6wv+giJwyKpTWXHWi9ASsblgDkxOZK1Q3qqpOhCZgdcMamBzPXKG6UVV1IjQBqxvWwOR45grVjaqqE6EJWN2wBibHM1eoblRVnQhNwOqGNTA5nrlCdaOq6kRoAlY3rIHJ8cwVqhtVVQNRws8i0G/weou9v6uBJN82e7cWhPy2ckwkDpFHsQobB70PNhBErA3t8llkZWh9Gpa9SMz2kYexSOVThlUHrBYMU8iHRqPuqN284kOp0H/QgOljBbU/HTwvK+j4o3cU42fIiF/k0EJwEGYwkSL+WqSgOor1p23rbzyhoCrTNaqE35JXE9MTCqvVa46QqrfUAtqrPzHPtWeBKe2QTnFwiIg3Ml5z7TN0q6Fc+0K+6S3q2bSj15yiMvW2gM4IPgHKtWeBqZBvegjWrTrKKSpUI2sBXeNdqKwtoVx7FpgK/ZseFkP/gcEnZoX+K8yNGivsL9iNWYdec4aSmVUL6IzgE6BcexaYKvTf/PtYRurt9YTCC7qBiIyca0S0eMyhFMmjkbSliat9bVZ+HEwh32dW7y5yesn0ip2hFZAV+s/00hpoube/TzCI5X78n2AExfg9wiSnwbk4Y4Ui/sCQcnrJDGtFiL/ZaKshH387rj7h20eqragvAlrnGEcEvGW4ZilQKCKFM4rmIKfkl6KSQzdHxyYBkc9iLYG0SQrniKoKTlnIL/S//Nqf311UmX/0msL+C/tffu2/2u4dU8R/P5/8ZPuHzqiumLgVZwIybCLq/IscXmUEuOpXaUJrzQJFLkMQSgQ4DwtNkVOzQNau4lmN97iQHyfJVJJTfDiFKPSf2VF2MlPYH0ND7ZTprfA/C2G+mIaAVsSfIv64kxTrH4JJfv2x6ELF5GNNu+A+Ae0lkoMB/+MonazSmmoE6fPJ2lS1jETVNZWYrJxBoXkVIrKNgJG0TFhdU4nJyhlUyFcNVCkkqj0CRtIyYXVNJSYrZ1Ch/0XVP9+FKmFxxK/sxbkhUKXTKkxGkUGBRRUix1oLRtIyYXVNJSYrZ1AhP1FutdITjOmsSnORorqmEpOVMyg0r0JEthEwkpYJq2sqMVk5gwr5qoEqhUS1R8BIWiasrqnEZGWH9JSTGwFHBGnp3iD7lkeyZVD6SOV3MLGv2F2Qgol5AiegNc/vXlLayF758JJhjA3KChTyM80EZRX6D4qggSRGl4Cms8L+qB5XSwY141OF/wWbci0V8aeIvzSJZnxlRY6/DCY1xl8Xf2cCivPAw2Bs7/gRyhwLhZCIZwr1AeYpYQADQArnqj2pImhJPpsZv0K+qdD1SBWmis7gQv9V5rXC259phLZT+F/eb4Jm/GVm6Mc9TD0KhSL+UEdF/C3iL+2gufhBT8mvP/Frozl6kuH5EUn5IxZVKfKOQBVJJcIpyY6PpjyPdE4QETWASBuBGsRW5ZQu1/PY0AkiogYQaSNQg9iqnNLleh4bOkFE1AAibQRqEFuVU7pcz2NDJ4iIGkCkjUANYqtySpfreWzoBBFRA4i0EahBbFVO6XI9jw2dICJqAJE2AjWIrcopXa7nsaETREQNINJGoEXiOjgb77H4yIP+7HI9jw0/mVUkzWJF6xs5pcv1PDJ1goioAUTaCNQgtiqndLmex4ZOEBE1gEgbgRrEVuWULtfz2NAJIqIGEGkjUIPYqpzS5XoeGzpBRNQAIm0EahBblVO6XM9jQyeIiBpApI1ADWKrckqX63ls6AQRUQOItBGoQWxVTulyPY8NnSAiagCRNgI1iK3KKV2u57GhE0RENeAvduuf49B9RHWj8MgDFUpg+xANGOBH8uaS7dzzzIw2tGBvK1JgH1/i9PddjAz0FfKrOWQMC/nUBTXkWvW5Clor9J8ZS4BcU253nlv18mt/7isr6vjdEIrxmybc7j1f3u2/mP8w70ERPu+eL/L8o6HHlObWn+yEomKBKpWw18Czkpp/HCyuaRHQ/qUl3wkpLq0IA8yympUZWdrP2CQChXxoINVGoX+YMVYT1UmqmMSiDKxZmVAndBGMgNKlpc9a/35XUevncpfn8X/W+i/kr9j+tzzNf9VTixjoIiC5lzKJ9ntdzYkwpNbYJXsrgjfIVu37f6dwchy2ejAnKk/mRCF3vplAhbJiBZ3xW5HkN04YJnt2qJMOew6TCXxpf7nW/xx54uwvSV1pSzl6+ARpDLPPQUeTqBr/XHnyF2yzjZw0+n20KOzP1aauV/ifq6OZ3O0qWpfZWVYMbZwOxSr7M5JMzYthf42PyVlbdpS6HqfK6JmZ9de2/yUoH6x06J/V+Av5y6T+aQ7RJJqx/2RDof4BcrqDOQIARyrol8xhvNpfaIqiAqlRpvTOI+lWRGXUxkddt5nGKcrgFUB+44vypxP/V+6b31HW26qndAsz92mMXzcyHTtJjyG3yUzM1qej/1WkxxY9ZRWZICP++ywZMS372mPL8ufLjCnoYelNef7lGbGnKX00tswtIsroeF3O7K9ZBVT6qs/rcjj+OMMpsIyPv2mWTHt3npRfHS/jZ6QbCp8nG4tN7ecn/nks6TlkpMaSdEZsLIX9Ldvxx96t9HmrtL9kQwEHCz5WxkMSfrJU4Xyx6IALSdtYa6fwUlYGbVZANQqhnMl2fjnCSJcBy7v8Bpk24n/lzPumiXQ4WP73lwfIaqpQ18vSHX/jq/+RsfPmyqvjJgqXaZ+nDFga8utlraN+JufssabIvH/Kz8+6IwtAPmztyBx58uwv41Sio/Q84n/ln+M+RLcWyjsPXSpD+q+NE7JtZIieVljHY9Ps9lI1qWMJlcuT/emo46B94SG28L/MjlVL0Zw/s/lveEzO3qoTbHZrOeKXt8i4hZym1+XBK0+S/h3hYz3DaUUyn+w559IipcdLw/IaSRX12c9/w2svI5bMk8njJsuMXOdQCOXPTP+FfLOSuPa7PaUTlc1TnLDE/uKGAmcSMcaU9HumZOIMPQ+MQzETkxqq9ile4ldWFeOGH6qdLYrV8rPuZv1YTPmNk+XOi34XFhr0pQ4fXYh+Idc9Ob1i/EtBflT8Io6/8Sm58Ff/knm4X9/i9O/LUWvbtJXFFlN9tqVj6SZ7DntOpo05VXriWRPx9RxfOFngABOVZ2pttf7z/V6k+Z95uwzp2Qn9sX7pQj/mHZk5mn3Fjy/hU8cxdDxA/jRxrgoq1/eSY7+zt3SQ+TL5b9fIHdMarAM5+6uXNfocIof1FJl801C5+CFsukoIWDddAHiO9DzsGPnaZl1Cx+fLq6MvkwuG9JcO7IfqDHnPI+Ss4U/JB+DLMZn9L0PzH2etDfYfRu6KW7z5b4P8zEio2TgS7U/SmU/F/5ekfMSSURpLuqmfmS11wqb2bBn+FGwwpEWLf2vLrsccKD3lZbnpN5fKQ/NokOMBXwZ4Czn8m/vJZl3qo99mql0S8XeuPPWLHS1mqF+sLXsMe16mRf/E3JU6WCwJ89YW+XXaiBd82jr/H9yGWNIR/bG4USr1ksEaS06zuOd+zVgyfp5PBfLlyP5Mg2FsS2L+MRk0N2opGK1OlUpIJorlUMzqM/lYmYDGf29iuZeSJgoSn+H4C3yWPLc6vTqZVqHAt1OYHG8lQwDnHCxPr0ZozYnPGCyy/JmPy19/eIYtOlEiF59fysA9TpHh0xoDtpXyZ9wuJwXD5tfz+NHFXXMYOw2bn44DZNh4WyST7gcNYDyfNP7XnpC71TG2kSMP3kYQUjRx/PGJrvL4SN6dPlsapk2RdzkS/C9jG/Lu1A+kcXH1rxLrwK+t+rdHFklrcGQpfKAzr/M7FGhU1trvq3JQB5DNe0D+Mea9QI8MyeZ/Fem5/8/kxokzZMLQ/aQjK8holT3lrMfekIk3/VT277kKcEROk8f+epZ8/+KHsEWxOSY5DED+d+Ah8p3hbwZsK+f/c2D/rtNlwv+o69ghFpiAwH+fjVTzjlMqbUdMxmCR/T+IY5alNsr/4DG5/IdnyiUPTTVWOoa5MKVfyXG7nSzDp4ZHdDoIygj9Dlmz8ut7yoCzbpSJDePkgj3WAokRd+j3S3lk+kty41kHS8/6BtuEI67UcRMeYk1z8afjXuFdK9XxJ8mn/5nGjXKOvDf9I2mczlji6WN5h7EkFNuif1eDxNf3IA3/fa4tT68mzNoRb73DsDXFqKE8gs6VBAT4by4KhAu25tZYr6xbdPls2pbxh+5/juVnXW92/PgWR0gRKBPHuUBTr2w+T5oYQYrAN9+JTFGRS6jL1SeELTeMHBRImlhFimil/Okjy4N7dMBYNy0PHjUzYZPyyouNJW3bUfVEXTX3UT12HFAeOmFubEalRO7VQNBZrCh/POr/2XsfOLuq6lB43URr7vAAgWDFPr+fmWgGP6CvrW1FM5FEEYK2j6dMCAVBfaU1E0ji9z1btcoElL76p6/kjhX6lFYJmSiCUEtCZhQLCIImYvsMWiZMYovv8S/JDGqZCcnM7Lf+7LX32uecezOZzCQzk3MgZ6+99vqz99prrbPPPufcaXd4j+2gabnr2j0c5TDJkOvb9CG3sEr657h5bR9zN7S3OrwGY73Fta17xPVHDg8dRD+Oa2XznPx4MHrVLwBe5do2/FtGcuxzGKNFDYitK3CKO6e23eEiB8kGXW9tqfS3ebXrHsDxMY8y/tjVWk/AvlRdy9pHhEe1KgnWh3trbjHboMVd2Ha2l7fK9ew19lK+xP7PuO72M3isJ7T3uBeJJtEfmPKA0S+NFjFG/wssAZhQ/TxfOG/pcZD5566Y/qTMsZYjsYipMf4YaLHbZODQ0zwwfvv33+1WcC5pxlyyt4EbNdKP8bBuqcOFsYPmpa6tdS77fnP7Jh/Hw66/e5Vrlp8rxLawncw+bHPQnMU1t+OAHbfC9fRjLtn8Idc6h+J8jmvO5pLaI85nSBEUbBflKhRsTDlyPuZXWa9wHzWHaAlwWppLWG5OeBRNUP9m1z6PctSpbjHmEonyF0wuudpt6ddckrKGvhE6qAnA+Oc/CmPB9YdRz/6+n/UZPYGlsygzBuxLfTHj009zSHMWDquOkaN4v2mMoO1UimPyV6WBX2mVjhoCHAAlNwgGpU5n05LUFK+lSoqltNj2AAdAqQ2CQToNuie6a24FByldcOMFsoILihU9cuk1nCrMl9Ji2wMcAGUxCAalTmfTktQUr6VIetH11c6Tvp6wwnXvT/mVduSJO90qGpde9Odd7Gpbd4sIJhJKOiuPaWRQ8aP9usjCZEWJwCctvTiJ3TAJdD0ZZSmzCE21cBudht1zXcsd7RdA8ypZPGASpgVdBZPKRSiPjlTUT3BBcSKP/8T2LXzBt+0Cj7iBLVdjkp3rFnfiQmW413VdvAAXYEtdJy3kmEgoD/R1u3VhwWXnH9zxK7tz8rlD4SQy5CzIAAdAiQ2CQanT2bQkNcVrqZJiKS22PcABUGpBaNJWrYRNSWNNIS1VUiylxbYHOABKbRAMSp3OpiWpKV5LlRRLabHtAQ6AUhsEg1Kns2lJaorXUiXFUlrkPOj6ejCXLJqLvmsu6hx/sqAIfMwQeQXS1lgT6Bm3hRa4VbwJ6R1ywzvXu+XNTa5Ki4PhKCPHHcX4JoNgMPKaFqSNNYUO9PlcQuOi+G++xOeSKGPM+ukmYh7dsMVYk2uLzb+nuWVd/xZ6ov1QHbG0+ofdbsolZG+8EeEbB8pbuHihXJLc7DBb5E3lx5pCWka9CkmLbQ9wAFJarnGbENA5JY01hbRUSbGUFtse4AAotUEwKHU6m5akpngtVZKWmv9te4A9YJYbKltadNJVe5ZRlbjR0KKk2R4H0kjgUZFVEFxXpC/TIi97zPpp5X8Brvw1+LMlJoEttP4+BP3kwLxKluBQm+VKTg56YYvmCKoUxarz+vf3tLvj6SJcvcR1PZe54+bxY3ILuxTaF9ydwDuKZHdCRSf6tILlwfS31lxfTkZEBCgARjaBhB9+zNUW011Xk2u55lvukY7f5mRDCbOX76aU2ZejuKBY5HcoOh5xPqdGwWOef1T9eKdbUs3Ou9bBnbCCdiiy+kWVYkOz9uAQ9Od5VYgvWYlq8mVaRPdU1oPoV19kchUdeBXwJbcrUapYsfkxhJbYFFGpgiy+sK5IX6bFIY8/6YCKVmRhXZGpYsXKIM2uGsVl7h8tKJLIE41BiO9AYV2RvkwLHL/uUBTpTXEcUzZdqOiG43+Bc0kr7/aJvEqlxV2kuSQnIyICFABVFMe7v3ul7LYW5hKiU2ZfpkVsJtLh7a52zilof9y97PiWe7jjDZJLzsFcYsdNtHSoaKnVqStRqlixeRmhJTZFlGqSMosvrCvSl2lR0GelN00RNaH69cYyEZrJP+GlTAwKXkLKiWr+4HyLoqhKGxcMaCOW5tl3aApApKOZ9kIiMkNH+ylRv2+cKP37vwPr8EuBQXgdLO/qhWH8KWLcsYC+7k9CWzM+IEB1jnRxJ0JnEc89rzN+ZIoP82RchGJIz1IezvhfOv90+E8kc2gH9P7rPtGj59FdsGn1eXDW7/8lfJde3Kr9A/TUlkMzfm55x5q3wu8s64Rt+B374egP0x4AVY7loc7/7Ba4/KOXYP+GYMcn3w5v+sQPUMgZ8L6PLofXvQTBrP33/hAe/AF+uYHftZy14FX4UieC9hiz/gG4t7YO7ht6GTQvvwWfU9P8Oxjuuxuua2vhSTv0+ceOjFk/0VLHxZ8I8o7CIJ0mw//pLRuWTaejoJ+V4+lw/C92HaWMe/4ncPyUS67pRg9u4VyC62DOJU90Xw9t86u+i2lHJ3L8qWRvYUViKaA9j9H+ozth86rz4azf+0t5CRRzSXftYty77YWvYy757bYabHte36BQvbyFyRXtQm6OsFXH78B8/h0YRNYh+//s/xdzyaUwD2eiF3PJmz/xKA7+DHg/5pIF+qKZ76bq9z0R7OHqJylTPP798IP9D2v8Nnep4Oz4k9WGqSA9b3cZVApmV0HZeqDON+QxgTgCSGSe9ES8Qlkh2brS6bqRVrN4Z5xsT/ox8ljZ0lUXnlVOtP7QH7OSNLgcaPUPP+I6Wug5JK3E8S6diGm8/p0E7X+Ft/z/2e3mZ6w0+7wa8u9e8BsLrKauqbjVn4z+8A7HItyhUJqskGxd6dT+oU5df9J1tZ1GMc4+Vm3rcv7hTKRi/Qfcnq5L5H2IKr4/ssfcdmT1ZetBkjYMuR34rkbcoeLokC1dnntf10cxrF95g7AIZJuy9UCZb8hjAnEEkGgi/F9tHAWPw/8ss8LZQWTrSlc4/6GxPjBB4y8abd2u2t400k+7bOfI40WNPSrx+mT8iXLJZtwhzGvLY6xiDzfSTyRZIdl6EJlvyGOQODzm9HGAueSc2j+5Pd2r8VGiiRWKw92YS7JCsvU6+mmHgndbaYci0BQAKG9s/h9zCdm/uiybS/Idy2MOR7/nrSs035DHTA/9uFDknM29zQ7C1+MOBS/hJMczSMtMBATGcNFDcbq6o7tWOrQutXjmZadUhZJiruDgRjrF7wjMNwyRAUmYVIWMVf/sM2HVnffAl9vfLF8CEH+1Fdr/x8dgGe1Q8IGS8RrM8rE+ofpRnsgdx/hn/w6s6vh9fEiwD3o/sw6+il+jsBG5uyRVjMHy6QbA2ybcO4jiceufPa8FfqtahdOXvBFeg7JY3KHaPxn/q6Htj/4L8MecL1sKn/rzd2H6QgKWbOw/8jhsuPlevP/AH7l63+XwjlPwtmPc+ufAa1ffCvfdgt/003Rz/+dC6weuh7W0Q6EHzT/3hUiCBbX1MPR7u+EA1HRRKEJF458I/aTEj0eKI6x/qsR/MMMEjB8/Z1591z2wfkWr5BKaUcwlK274GLTNk91OMjt7z3Qbf3BO8n78o3J+h5bHI0smdCf0JKWLwUIk+SMz/lnzFsAbMJe0vO134TWWetz+/x+h7cp3cS5xVcwl12MuSeRqRzUMJmD+Sb6KPcTxUy+U1XZTYpSMYPIfUkrMGkpEME6FHEH9+lVHI/3mb3mYTiPInz9iiY9IxHgkRQfhSVOUqRnQk46/UFlaGkkpytQMaMjHB6osLY2UFGVqBjTk4wNV1vCPofO8xbDmvheguf12+MGN7+Qft4pTooSoxoDjU2q4VJaWBU2CMgQGNOQRHHkMOs9dAmvup7HcAY/e+A7/Q12RBPDjtL0bL4NXX3YbDFWXQ9e/bYRL/e9vKFWqxtQMqLTjLlWWlkZQijI1Axry8YEqS0sjJUWZmgEpjunAuwrDeQigytLSsKYoUzOgIR8fqLK0NFJSlKkZ0JCPD1RZWhopKcrUDGjIxweqLC2NlBRlagY05OMDVZaWRkqKMjUDGvLxgSpLSyOFUZpLHvh3aF5xB+fFkwpoDduhgSpLS8OdokzNgIZ8fKDK0tJISVGmZkBDPj5QZWFZoefNWGou0SYRLLWwQ0FVOrRkmHKRXrG0pAY+sistUcZNWVoWaiQHMABBb8T4vqgsLb12ak1RWFPmtMHjtREFBDAAARUxnkxlaXm09L/kDLj6b66BxdUheOZfdgLuOk6r8Y/uqMES+rU/vMBVXnIWLib2YP/xN0Buei+8q/Mx8D9ZFeYB8Jcidu7ok+fUN38i/JhXMD9SplOCNZ28tGFmzH92TIcyfraUGmea+v/hjJ+HXo4/xE4wRQBC6ETMFMt/Zv5H6W8aYS7hH8nzuQRw9/anN70P3t35YxgxtDxmHpQZWQADMK3GL/N45POf2aziJJKaGWtoTnoNzjdKs2yyeNJgb9oGpouBUtM6w1cExRNC7cSiLQrTrldCrwSGUtut/kCGUkv9+EM2C1bDfYOrExt78095+zv8EZ7sIf5BsxyDI87/cfC71/4A3LXERfOPhXeIyEdtcjAO2w1ZgI9l/zPWUVMFO0aA7C/GjfaPrWJ/pCjtzzYs/Y98wzuD96ojGX+j3hFjrIvXUpzHBwYxFxzL8U+zNFHj1wTSyP8LH3kQA63+qMR3LYzr+CnkwsOsxeIJYduY4JBOgRsBMYayWz2BKuoLqAAo4yGVgRuBUn96YeEaGyhYqbS/+nswSQAOye+UOHAjcLj+N55HHhOpX8d0KGWp38fcBMz/odhdaUv7l/bn5WLG/0Iu4dcggpeg23gYC/otZY9QdxJjaiJL16G+xoUsOIQrUrE4vwSxj20FL2fmUZBLrVhpiEOxUTK1+RoXpf5otWglwUm9tL/4E53FLtFiHuEbDD54GeLQjNGyJMXXuCj9L1otWklwUi/9j3xGDrFLtFjpf9Ywxi6I9t5Txh8aIkYW2cvXuDga+cfPWQP9+AcnaDJNt3VusRRQEVSPMA/PZgxGJJKwEulFg9GjbXX1K22UUeqPtijtT+6V2oPcWL2G7FP6H+4ueoNIYaxTxh+7SP38p7aKPlbmn2gLCa+0XsbfzM4/EjDxXJR/8R0KDRxZQGgCUjb6i2560HOzbFAxO/oVSaFdDX9SNCc0m/eZhAR6gPRJe2ih1sKj1F/av/S/fBKndT5HTzxpeMUFhQ/sEGUeKOOvzD9l/qXLTYiMwmuPUJT5V/MvZaHwCAQdSGFcLWCTz1Fk0uTIIPiXBD1BeCnH88pighrjC15c8+2eDQsvVPlUN90xcVOQHEiVt9QfjRmspHYk2zFc2j/YhkwSTebdqPQ/NoT6jS/5TxaX8YemMd7jXcU7Dt4rRWcKVGrHMv7K/MO+cKzk3xAVYTFBDiA7FCYY9JaGUbhKwN8rk/xjViHeczj4pJFAsiat4ORIY1HapMXCnpgKZsRTdovEk9C3r7oKKvWzsdAy3spsUj6V9vf+UvqfGKKCf+aaQpNerpZD/MRXYsHNeCrjL9rEQGX+KfPvsX79mT2LXrnklYGPDILxH6cUySuFX3kQtRpPf8TCMhl+L3hsBfHRwck+qQjennPNRqkBLctB4URmUsmz5pqNUgPmGRtgEplJJc+UazZKDZhnbIBJZCaVPFOu2Sg1YJ6xASaRmVTyTLlmo9SAecYGmERmUskz5ZqNUgPmGRtgEplJJc+UazZKDZhnzGBoQUGPIenGIJGZVDJMWM01G6UGzDM2wCQyk0qeKddslBowz9gAk8hMKnmmXLNRasA8YwNMIjOp5JlyzUapAfOMDTCJzKSSZ8o1G6UGzDM2wCQyk0qeKddslBowz9gAk8hMKnmmXLNRasA8YwNMIjOp5JlyzUapAfOMDTCJzKSSZ8o1I0J/2Iq//CQCvpCnvPEFCSTQ5yNMQsT+ys/CGRYJvA8hIBJRK1NkCxZDJ2mVtU3YNST+IEOIrH7SIc0eyxXBlPrRosF2pf3VwzJuSK7HxzHtfzx48RFymTL+vFOwMTxMBZqozD8SKWSOMv+W1x+5xBza9TfsUJAr2WtUBbc3OMR4q1Ra+ZwQkuvJUQetzQctE36q0GE7xC7uE2LACxmdE/6IHjOU8Jf6xW7BzmIdPieGiuatg44EB4ESfqrQUeoXO3jvZhslhvLNWNRBy04j2hH/0lIkLoASfiUt7e8tJdbhc2KoaMg66EhwECjhpwodpf3FDofh/17AQYvS/hl3I4tl/C/31MJYVe3HOxRa4QVEEKReHRD6moQRE8HwCQmyWc5IUR8q1B8GQ3xS8a9pFAoq9XurT1v7409t99Sg/S2nAj/3x636pkWr4date8r5P1z/P0hAlvGnGcbcjZX5x+TZyci/QxjvnbByEcY7vrczC78mbGpdBet/gPFO6kr7T7L9o/ixxn/kyEN6/eUftopzF95djhNqL1CR0EukrtA/PPRlLqRRMt8i7dmzsmKp9ARF2HNj4SFL6KVRi28t9YtNjqD9R7Z2wOmVKsxfuRkGGtr/Bdi29rfRRc6ElT3PSj916rCkv+mxo/Pd8OtLPwh/8yAtIPDAcQw99Dm44o2LoV15onMIDc99Of9iL2+cIzj/Enul/aee/QfhB9l48xETCo2/4e/Dtac3QWX+GvjmwOgRyr8Y77V3w1lL18BND+0NXdr33b+G9/7OYriK4937FRYeKvP/0c5/NFNJH9SJCC8Ns/hzT6yHSSMmOqiBiOR/wTE+giKd32gwSC8JC1aRE+xJabsBCRrqJ9JSv9hRLZzYkyx89Ow/MrAXnqnsg13bd0K/9k89KZn//dC/ewApfgbbez2lnf89d8GffWQLDOIfHm5ddRf0DeOd4p7vQW3Z6cjzY7jlb+8Fv8zIOOrRHb94+NGz/5j0h3nJANb+2JS4FZFqYJbxN2Xjr/7874e9z/l4ezxesBMP0PkffR72PD0EsOtf4PH+kUgymfOP8f7xP+vG24i5sHDV12Enxvto/8Owrq0F9f8EvnTzt2HPZOqnUer4KYXgUfq/2CGcx2l/egecj2xaZBP7T80SYxNDghC39mKwEInSHyRUBZGAIX3lRZtz+mnC/REhRJT6j6r9Rx5di7sSuJM0fxl84hs/ggM0OU89BF9e+RZoqjThbsU9QKnMVWhX4g34ZnATvLbtk/CN7b9A7AF46sEv+G3Os2DlN58V95h9IrzitDlQXXwN/O0N/wXmz0bSk38XVv9FO7QiONT9MDy6HwE6yvk/5Pm3+35iRBIhkVfGn1hk+uefQb8LeBw0L7sO/v4xirf98NR3vwhXLXpFujs48j3oOP04fLR4Olz8ya/Djw6QDf4NHvzS1bCI/iJw82roeV7//m/G3SYi/jDeT3llFapLroG/W/cuaMZ4r5z0Rlj9qZUY7w6GvvkQPMqJReamzP9iBz5PhP1R0KTFP34WmjvwsxCH1wyaR4Solj0UR6WBDagcipK61rRUqrQMrQyEmiFSHJUGNqASK0rqWtNSqdIytDIQaoZIcVQa2IDODbqd3V90f9Xe6qq0HPb2hOY219H1fddvpGVBFSOiQ82QKY5KAxtQiRUlda1pqVSDrg/7egP3Vead539evq/DfZvcdW0L2DfYLyXfSB3pr+vuc8MsnsZ/vbuouYptZvxMP8c1t13vevqGtANJKb0bdL3rlqLtsD8tHW7riCXR/lNpYAMqtaKkrjUtlSotQysDoWaIFEelgQ2oxIqSuta0VKq0DK0MhJohUhyVBjagEssc8bvXKa0SFJQqRkSHmqFUHJUGNqASK0rqWtNSqdIytDIQaoZIcVQa2IBKrCipa01LpUrL0MpAqBkixVFpYAMqsaKkrrUXcvHG88S5YavbmzArjyKpVByVCqPMLde7No43vl7QPZ2P0ybXvOx61933gggZfsJ1X9fmmkO70lHZ4i66bpPbSfHGolW+sMpZcVQa2IBKrag8n1JoifFei/G+7Yjr137EER3Z8U99/Zrvo4Xy8w+jozrlo8E1aGhJImISpYsDz0LFFIrVMuWqp586EzgYCLVUgKkVUyhWS8OA4OTpf9J1tb3K29EELP4kYQVOc8u6nuSOjF3/AdffvVqSAC9OeAsH5WsZdVQXr3O9wzpOHbeWipdS9D/pNra9Mi56gkxaCLzKtW2gvqb8w72dbnGVdJL+ua6144GYCBMVL8REQQmsaYlb+8juQFE8/iHXt+EKN48XIme69i3P5PQHAQZIe6gNitVS8VIW68c2JA8cDIRaKsDUiikUq6VhIDV14m+i9OeTwJHVH614dMY/NfVTvJ1m4o0fMPn6aa6t62fc7WAxBkItnUBTEwpzYab4qZ7jOjjeCvhHtrt155zCOYoWH3MWXese6feJY3TY7aV8wz+hiv2zOcfCqKO6uMb5pkADebjvoZamw9TK/o83H12Xu3ks9wzX3v3sYYw/lT82/cSTXv8mKv5mkn691mQtrHWaYdqCkCMz35SIyMkKj0AbgEIyi1RKzZ9aBholCIgGQKANQANiaVJK1atlYFSCgGgABNoANCCWJqF8xm1ZcSYH8PErut1+y3VQUcO4oFgV7iri3YcsJEIdg1IDvEi8jlvLQJPT/4zraT+D+3pCe7d7MRAicGC761w8F9twp+HCC10rLiwqQImALvzpMdJbw4UHLUxa3IVtZ7s5lOSar3Zb9oYVjzAE/bhb0nUFj7OCd0vLu3pdhjLGaEhWqc6imorXcWsZaJUgIBoAgTYADYilSSlVr5aBUQkCogEQaANQl1j8ohIspXq1DIwHFxVIg7AIxLY6kIpXvVoGciUIiAZAoA1AA2JpUkrVq2VgVIKAaAAE2gA0IJYmpVS9WgbG0WddN8YbzVcu3gKRB1RYgf2Hd1C8UU6QeGtCedC82m0ZkChSvaOjg26H7gg0L3VtC09Fnqqbv2KT3z0ddgMm3+jCVMuQb1A+5ZsduSBNO61djvq1HW8eMN7nU17APl+yoSDelVRLFVYwfiXJlsqS1+8plSDLWFQPtAEookpwSjmd9evcR7PrqOJQ/YohNjCEp8AcaQMk1JGHGhKcWi1wHAyIshjCU8TkeaUtpUhwU0T/8M5uV1tJjzzkok+PPTQQT0wu0nEsDOEpYo7M+If7sK/4yGOO9tWXRQlutH+Ta2+e4xcumBA20m7CqW5x7UeOn0wE+2NS6qFF0Fxs2+6GR3rdxuX4uKS61NV6B83AdLS73cMdi729FvBiInnS4TmEWnkEmeCCfqOiIRhlMYSniMkzSltKkeCmkH591JYfhcXEsTCEp4ixdAJLW0qR4KbQ+PO9L8LEsTCEp4jJ00tbSpHgxjD+ER9vVb4r9/nBx9wJeLOxL682YBJdHiu4A34RcEqIt65LWgrijZie4QUMNFEsvuCG+9a75fi4ZA7tNhyY/PFLt3e7R9ZqvMvNA6pm5al1hVrP9cfvucZgf5UlZdTGEJ4iJqWkmrSlFAluhurnNQHuWCVj9eZRnNmCSA2kz73rmZPxgSUAKRpralumSMkyohs2GlpDF8AATBn9w3hnvqTJJgpagWPdJ5D8XUg6BjNgD8oOxfzMBZ9k6iJFF4GcFPwdw1jsHx9fSP9EHu0qSD3tq+lnAAMwfvsPP+66lmPyo0VXdbHreHhP3gRZ6UFtALIUx6z/qfHUJ9hCqZmUxJcNGw2toQtgAJjO1sbifyLcchl1OdDQBTAA00I/5QbZRdD84HODzw/pzUbWAGasAQzABI5/xPXTzUBmwZPNNeRfTckjVr3gSr/rzv9wr8Q7jbm6BB/LPJcdaJ26GWsAAzCB46+j3i41gtoAzGj9eq0JlgnDDoCLP73tr3Q0v3JgqfsUHiOFeBjD3rtw8ZGh0CpeHzwNU6RkSuRLlav6fU9iNUOHVS976umrrkjGAABAAElEQVQfgG+vq8F9g3Ogefl6eII+g8S/pTC8cxNcexF9GlV0jG38wRzGloLzCCwIktpY7D8A9667AR4YaoJ52Ne+A6P8h6SG++7mvnKqS7qr/RQliW5P53uCtbHoBxjZeResWdwKl93WCzDvcujafg9c96ZTxBPDgLUTE69fJKvcqJChWA2jCygcqMBxxEQUa2Mb/2Tq952WPsWOKdqUM3P8Uy//YLzdUIP7h6qcG/gTacwNI32b4Vr6bDI419HOf5Sz0Je1P953tGqcnKKc87w6U3SzYv+neF+9eKHEe/MVGO+b4bqzT/VDDxqkHqtevPopVlGRNEeNRBRrxfq9oEyhcqNChmLV0yudKDrW9NN4g0mK7B9WGwkwar7ySBrqVPSFlrhSqUNo0I1otU1Lw1YITjX99IXCBQ5/Lobtn7zQxPPh70jmr3Ld/fU39dO1fuHAPfJwxj8kL01ynPh+YR+lz+Q7HofPYbv1ha1cVw5H/37XVzuXclLUldVPX3k0fEZ7OPpzg0GE+p2WRTQWN3X1U/zTXOaPRmPTNi3z3Clm6o4/7aetNRqbtmlp+YrgQxk/vTR5gTzWsz5vYZozzg38AKBIYQZ3KPqVtdHYtE1L5alXHor+FzHez+O8mMS8HX/LNY6/8ghxWE+v4g9Ff+RRKF/quLXMU6SYY0O/rCX0izFrgTh+s0OBc0zTTFy4iU7/4uEbFBGqCuiX7pZHiJVCa7EeljdeKrb4xqhb5UUuJg5VBaaa/iosWLMe7l9/NSykFyi4m6dAa/sn4Rr+8RY/ZP7L8DoGLD14ZMc/BxasvhW+c8vV0DoHO0C3dHAqLFzx59DRtsCvJ6i/1Ob77fsZOowN0qQEnk64YgVlBFbi4AqdkF9h1m/8jxqefg7sb+5EIcwk/KxlPPq1eyjLizuy9p9c/SRd/I8hHSJW1P6Ep2Nmjl89RMcY60dr/JgbMN4eWL8KWl/m7Y4/8LRoxSeh4yKKN/Jh9X/159hrHkeoKnA48SeWOfLzj3q5+zKGJP6f2gt7+WcwZvL4j5b/6XyPVz/Ol7pdAKL/8XKDVBANTZ+UtFVEaw1ybL7qIUyHUmmNbiyFSyFpMeeUxTSkoJKpftaNJCQ9HkolGLo8lfpL+5NfqidEX/FQ6jK5ZkUo2Uzzv1m0PYGDxPsJHWphOVPHz4NPk0g5/gILlPOfXv/K64/kDRs62T8OFrNuhHDVgK6E/yujlFojN5ND8hHhI45+UUEOLaWNz0rGTVjRhKZ4z9lIv0ol0lI/WYEsEg1Y2l89REuxDZ/VTNyElWPU/9QMx+r4JbEdu/Nfjp/yZjn/Exf/ZE85iq4/+MfBMONq0lVKtL+maEXxThxXsi1euBJiyRS4h8XJjE+IUQHc6NuIp45+e+EkMmXP94xaU2ypnwxS2r/0Px8XFBAaQGX8oTHK/MOxgZYo8y8GhI8JMgcfMXEoJoSPJw54BViErzA8E/MvjsmOU8dOpeJn+YfXjFIno2u8wEqmrIJVOpISYAZSeq7RiduEks7J9jR2Ug7ZYiFYNj5SWUITZXAdSZRbgJSHa3Rioshb6tdnXmib0v7iWujM6kszyv9odKX/qxHYFGX8l/EfrhRl/htz/iNTxbUBsqERNWcKgH+GPq4t9NpiVyEkQfRJIRLCZJBM3UouEO576lVE3sDPQkPNX9tUf6LYdyPKUNmlfm8nMY2ZrGhXWT5G24WW0v7kwepKM9L/vHfIOLFCow0jLuffWmNGzj87N084nsr5L/3fevwhxj9fmb0PsV+RrMz1P7yUSQQknxds6HvxBQx6KdOnIGLWrVNi8AfzaaVOGWkilCXlllyzQZT6S/uX/pcNG4nbHFYQs/Dlatrgxw/gfBSbeMrwlPGH4ZUzj0GU+afMP8dw/olrAoqJeJgIgZdENPoKVfzagfEIz6rM5oSkdc5eTIRiiNbI5mqC8xUs6AUOSmy02WaeYOZksB49Gb5SP1og2DbatbS/Oos3T7AR4aOdjnX/m+0XFmX8lfmnzL/Zi1bMIQmE6UPzBuNDbol55djMv2gNs4oga2g9/g4F25hO6m5IhlUXnjGJcYlXuKVgYZy4PTZRxEJFDvMR6O+UhJHbFGSSUEGg1F/av/Q/Hzll/MW3ymNekXQhZ8bSyeeQ8FYM5ZEy/7AFyvxbXn84PHyMUGAoyA4SKghQ3BTkX44lpaNdOzp8Pe5QMEKwchbDj454jcTnmVgAnlKUqRlQacddqiwtjaAUZWoGNOTjA1WWlkZKijI1Axry8YEqS0sjJUWZmgEN+fhAlaWlkZKiTM2Ahnx8oMrS0khJUaZmQEM+PlBlaWmkpChTM6AhHx+osrQ0UlKUqRkwblPa35MxQg4GqiwtDX2KMjUDGvLxgSpLSyMlRZmaAQ35+ECVpaWRkqJMzYCGfHygytLSSElRpmZAQz4+UGVpaaSkKFMzoCEfH6iytDRSUpSpGdCQjw9UWVoaKSnK1AxoyMcHqiwtjZQUZWoGNOTjA1UWlpXZuACg0kvipvAISAjDDgVV6dCSYeJUbi2pgQ+/0tMqESpzlpbx2ogMAQxAQEWMJ1NZWgZ9pf7UJFhT46UNHq+Npf2DnSIQIGMlwakttZyO/sdBbEYWwADM7PHzMONYw2AjECBDJTiddy2n4/yX47dJL+bJMOsRVc5/cPCc/5vNCrZnGhJYQ+P5BUW8OIdtQpIbrIsbZQFWdCqOm0Vm6JGy5D7DC6wKFOvXVtJY6g9m9dMSrROmClFq84BDoLQ/WcPYK4AKzGz/E6/QsVpTKG5mj7/0/2Pb/8v5P3Lz7xcUmlhEMV2UFCMXKHyVixG+xoXAxEEJS5uFT7mkVWVJrehsKcySBsWopFI/2c1bgwuBxZql/Uv/E/coij/xkUbnMv6idcr8EzILAgKX+b+8/qgv4NqAnSJ4CScezb/0TRkjYkDJYoJWdURkU02oMdIEnqFSB2SpRqeAOYTvpcEHnYjzfYh9870p9bOVotW8XRArOKyPPAa1xa+AyvzV0DMw4vGRwyNK+7NJjF1K//PRjDZBN4qeRVHoa1yU8R+9JlpJcFLP76pGjkOKP4zlziWnYiyv4ViWaSjtH605yfYn1+fD6+HiWLS/NUPx+P0vZcYJsY4uExanjd4Qtkf4UQtFohgjCSuRXvCmVdu4NHhlkX0qlKwIgiJMKkv9qT3I+GLJERi49wtQe2A3VH7lJDj5hNkeb+w8w+w/srMHOq9aBMfhrQS9iFhpWgQrN2yF571vyshn7vh5mDg8M0KOP7mzUrxpnWHzX2/8fvqnsf8PSyzfvwfgpS+HkzCW9Sjz3yDs6umElW/BxRbF/KwKHLdoNdy6DW1Fh/o4gYLgs4A+d5bXn2AdtoteUgquv9F4AhX5H76bEA/719+RhUTLX6S3DZ7cokZHYy1CUa5CubYMIlNlNsYVNFhUqT9ag6Hh7a62eC7O31y3pHO7Gy6Ys2DcEU9bvcCt6x10bvhHnlfm//j2bvdiFK9TKX6hco/y/B94fJ1bUsX+8qKZMwSFA46/6uav3OT6tZ9YjmztcC2Ib75kves7EIbDQMEwp73/Y57lOKYB5saXQWSq0SYFDRZVxl+0RoTYfMkp15ZBZKpif4rlc3ws14pj+fDtP+h6axe4OT7nwwntrvtF6Tr3qaBjFnX4+o2uxGLeZ60y3z7qqM9LXdX7N8d7iP8z3MruZzKSSv/PmTGDyFTZfozzDbhkK8wldv7xHQqkITI8zP1LQDAuaRDiiMI8rrdBKCjiRYTKTuWLDFkE1dFv+5QILfVnbZm1/+gP74Cb6I6m+la48pLXg97TRDOq/Ydgx19/CD6CtJVXvRZOf8WvoGjctPJTRwDBYXoZP9Xs/yR87eOfhvv24XAX/jfY1PcCLpL3wPdry6EZhmDn390KW/aMcM9pLLPmnQ5nVodg11c/DB/+2s8Qg+ORIcVxE7XFBYPEhoia2v5vt91tn3kkjJjZ49d5pPFOx/GP/vB2uPEBjOWmt8GVl1Esi2PasWTjn8YaDu/HVLc8VLf5t4LXColzvGxwI508T2REzOToD7oIoMP3m1UX6d/z9/Cxj3TDkDsFWlfdCU/gzxu4vQ9DrW0B9v8n8OWbvw28TzHG8ZPKAjWCK2iIqKkd/2rHdHxiFDv/aTvWCuyf/CYFMfCRjj/uUNAqxNxposFQJG5q+MOuQmStZ9YzZhnDYpQplIY2f58kVMxo6QIzA6V+axs2VjQQN0n7qHvSbWg7DWe56lo6HvG7E1lez7q7yy2jO3t4lWvb8KSZ/xfdztrbef5PoB0KJJ+69n/W9aw4w0HT+a7WO8TeJaP9sau1noB2aMa7lb3RVu4Ft0PvbJpXuZ5+v39DTMb/DQODU3f81G/qooyah8E9lhNmRN6tiSihi3UPMWOdNiSZruOX0dlxWdhYYUqO/2eu6yKJ5QXXPOxGQne5s6HWaP4PafxPrHOtlPdPbHc9fodClUy5+R+427XPr7rq4k63g3caZV5H+2puoR+D7rJobORtoaPDckrOf+zfVLB/XBPU97/wOxS8FDO3orJAkTMtRGTdqlgSHddodhlHWNPCaxjFEDdmeMFJxbdjwYyRM99MbYepf2QndN/4GVi5iJ654Z04jrcyqwnmL1sLGx/F9Wxm/KJNunikxz+M7wR8fl07vKUJNWNfZ83C/s5qgWVrN8LWAexZHfu7HXfBzZufhsqcc2DlZb/hdyfErmJTb2M3CNs6/wpuxzt7aLkS/vQPXp2MX34GycHw9m9A58q3wHGsH/syfxl0bHwUBuroJ+legxiOz0X6sSE1cKJf+hpF1Lf/K+C8mx4D90I3rF4wR9wI2UZ3fAvuevSXCJ0Ec0/GzVw8RGYTvO7Sy+GdL8M+7boDvtD9f7jtiPgf98FbJz/AcY4fhbJIkUtnr0HGZXSKSt96BPVrj2aU/uFd0PP5T0suwWf3FYyPWZXj4LWYS76iz/DDDIjND3X8wzu+Dl+852mAOYvhKoxl/wa95NDJjL/92+GuzpXQirlnFuXIyuvh4rVfgW3PD/OIOIdPpn722Wx6IBuSBemM8Im/Bzf2DcLgfavgdfzzjNS+D/o2b4EfIlR55alwsm7N+og4VPuLNtJIHpzRf7THfxT0i0p6kxFtUUd/skMx6u9yaF2EPPyPlm6y9ourpfyKz1OkRWAQdJ1GpcLmVJOnz2CFXNuoRrCvp4WQhlZsxDvytjnsleJb4psCz1nuNuyxD9W9sEb6+ze59uY5UZZ4PNqNfyQ44qtL8e75BemPig298wDi4/iHsasX8/NBmjr0Z/lH+5IIV5dtcLsDPwn0Qkefcd3teLdeaXLz29N3ByKNMv7E38HLTsZIov9F11c7l+e/SD+uVlzzcnwHgW/urX6R7XujinzvtI8BnQKJfmpSKdEqkUHblC6VfWDnre6S5iraCt+VQDvI/oSledJ10S4O27JLbInNqSbVkWKlD9pWrN+2KkUYT7ZRBHJzqkkJU+yh6lffOVr6j/b4J00/5RLe3TPxqXHadInbuFvfXFLL+/nUadV51xLx6Uw/7bpXnoFpe46bZ2IZX3Jy/T1Xu2bVVVT6/FNdXHO92A1ROQb9O9e5RSrP5/8k/ue/13X14XtWITbVuqlsX9ORjV1/Tq7Iz8or1j/o+jZcIXapnJm8QyH8aR9D5xTA5tT+qjXFCrm2Sf9Cf+qoEHSdxmmkn65rlE/CeLnvNK44trBDQQsOWYVpCvKuxFiSI57G4UMrlHAQzG/DUMGHbSWE1Os0CgsveHL6vTQvXVRzV6wGgseof+6lcPsQrrBwvRT+7d0EK5uruLjdBt/9Ad3R4sFmUx3Uq3rjpzak8zsb3BM6kXwW5E8sik9qDNvKcGr/2TD3D26DwVH5K5E4YShyGPZuuRrfC8Cu9nwXHt2vIlir6Nt7L/ztLT9G/a+Hy96/GO/N5RDNGf37n4THf/QLpH05/HrLr/EQUvuja+AgHMzFZ5RfB1w8wOjoC9B394dg0Zx9sOu2D8NHbqN3EIz+jArbQ6H7F+hcdCLqQk3mH98F4V3erBOvgh4a15jtTxpS/aO7boX3vP2P4au7AJqX/0/41ufeCSdzR2znfhXe2HomY4d+1Av/iq9YpPbHJkLwQVapN/9EkOpXDLP6k0iy+m2rwJOpn7soJ+luXv2MHv+k2J9yyWDMI5hSwfVjLpmPuWRwKzz4KMaWP8alf/d9cPOXfoyedwZc/v5zOJbZC/EU/6aJj9gG+Yd0j1k/OiHpIPrqm/8ENj0xyH+ldrjv67CqdS7Azlvgyg/fBXvVl3h8ooH7JoqSViKp7OqERbTLSjFPuzkm9gl++coeeBF5/WjGEf8vQt/GFXD+e9bDTystsHzD16Hz/F/l3rF+hup0zlNNZvyJ5umvn65rcvixBLua6y8tMvz6giGFkZa4qTke2hgxEdLnz0jTiCwyRCjSF60GI11DwWPSP+T6emquvRXfmhYb8BhlrPNdOz5rj30xehVs1Dgm/SooLaNYM/7hPtdda3et/i4IpzD29fj4FnaQNPpLt7XjDUwzp83fdYfGAmBnTZ6XQrNb0R2/g5C+0A4FvUOBuyEXGVnciLsnG5Y7TJuuavWMafz/4mqL8L0GGkvO/rj6PX6F27K/oK+KioZSTCxHD7j+R65zrbwDhTsTYQclkkQIx9cp46M32reE58XG/pE4Qg31+0YsGpFFYRGK9BOvX3w7E8dRNUOTqT+jqrA6PfXjHXG35JIkNjlOmzGXaEwVDjlB5sf/7yGW8/GXsMbKmOIvklso6O9b5xZSXFaXuy6zw8K0urvbVNBGBI3043sN/G6G/0ogG//8JRkrGY//73bf61jM+Qif3brlG3qd3WdmsQc5hfFj5Ea4gKlRY6PxF4iyqCh2autvmEv8+PmxXFxvhDWiLms5POgKwEck9Ai5Nkibb8RCyQKfp04KZcVS6c0aFUk9NxYesoReFLX4Vr9KJ2EqL/AxNX7R0PkuOOv8NXDTQ/i+RGhUatEea54AiwJS0T8gdyS84uZnqLICp5W4PHv0q/GmC6Bzx5Dvsy9IqP8XdXr70w/ZnPtGWLrmJnjIs9EVmA8q8J/UVAjinn8AvrzhJwicAe+/8lzcVzD9Rjh3/FoLnHU8YffBnr1+Zwalei2I11Gb3RbfSKYmcOjp3fBzpTuo/UnX6bD6O8hBd3P0VjbuwPA/qtMuzC9ugqUvJTo6vH4stCemc0LCLdSKX3N85Q/hd960Fh7ahzsqHd3w6Fcvh+bwDNWT20L/VtYrXwGnBLqC8Y9JPwoe0/hNB6jb/l+0eak/2oKMIzbykDq94LVRveOI2n8Inuh8N5y1VHKJ9i/2XbqqeNPhCFKj/xf5/PwP3A9f2oA7jRjL77vybXCKcjHhCDzfsxpei+NN7vQL8k91SQ12yAdOKiGW9fRrp3l3G8mxrigJ+n7Y83MVqkKQrpH98cf1HtQY5zKN/1/ceD7Q92VktWgLrzWrn+n8aaQXNl6yEM7+xP0wVF0Max95CL562QLQv3gZ+m15FNauYxl1HqJ+nUCS2Wj8qtOW01E/j7NoEIjz45+lO7s54/MeEJpa/o9SEkKaCr/dESg8ARY8UQl9IMJGIWion8gnSv/+78C6a/AzI8Atsa5eGOHHCIPwRPcnYBk98kDnSLqqHWuoX17s1FEpP7mlwtqWKxuMf/+9N8I19/cDzH8v4DNLuQAPPwHd17XhfoJIkkLtj4ulW/8a/m7XEFQX/xH8f+e+grNAQ/u/7NVw+n86AYUNwGO9T4G8bmV66fCRBzrJ0D1/A2vxB6IGuAl/MGvr5+ED1/wDDEIVFrztbJiXG2vsYEP9DcbPqsZkf9Qwugs2rT4PzrpsPezEub246yF44Lq3wMuxG/X1Pwtbv7ud1cz59dfxwsP3OhpgrPqP9vgPpj+OKIUmyv4H058zrO/GdNaPueQGziWnwyUbewHviDFGKZdcDxc104vBGP8N/Q9tUHf8+ziWv7zrRagu+QB88O2/itLMgXLJpGJW1GQaBUd+L/mHyrqJqK5+5Bn6Ntz08S58CRNX3VitPP8IdLZ/Au6gm5vXvQnOfo1c/rnR64o99L3AgrumnYoEAtXV7wkPEn8jO++C1YsXwXu+tgOfbV4BG7bfA9eebW6jJlm/HwQW2Vx/ZMY/ZfXHrZe48UI47DD/IzhtKUIQVXoIT44zEOVbsphYj5BnzyGC2AAIiSEMP/YU4lG23cUf/HjlJT7ZrIy8EToM/aFnAuRkGisP99bc4uSFL4o+3+/Q3zNwW9X/eMvw99zaliakOc21deHnn3iI/LwW0U7tL7ita/ERCclr6XBbhz1t5oetRG9ef7X1OveIfnKpQk15cP2GmMFsX2M9Qp7HIvgzscxLsGorKitvcGu/71+IVZW4fXsR2beC9too9lKLKYmtW3WFXY1MARKeHGemPVQRyNLGeoQ8fQ5h5QgsJLgFhPOLF5YcQV5EFhPrETp0/TnFdUVktcR6hOoy59QIT44z0OVbsphYj5BnP6A/HMevnmDcFfkf5ZK7w4+qBcUeyMnU+R9+2HUsoBeKX5mJZSMhz2waBRSS+oRpC/1I1Pn+sYHPMzaGePWD+DmLXcf38HXwlDmnmxCHpj9yRGFRSYR862h8JCtLpgL725wWhQYoJzM3qEgRIdUfxNQFhCfHGejzLVlMrEfo6OrnawHmk5ypwqgc3YbqwetJrtDVK658KSdlDr6+EI4o6R8dWBpQeOTqJ+2ehisFMo0WESOuQkInRP/sM2H1nZvhlvZWvLf2x5xWaP8fH4M23qFQpPZ5gvX7cYuWgjGZUc5acBXc9cCXoH0hrbjpwMeai9rhhg7ZoYj2IEsNw57bboDP9A4CLPgj+NPlr+Z5EBodCwthOQKR/ib4nav/f8CvXgB6vwifue1/eyLh0fmvtq6Az7YvBPxFOjnQZitv+Ao88A8fg7NPIvcxk27Ag+v38kKhClQi1llega0y/kc9VtVWHEt0A/DcgL7BSlS4m7NxPdxDd1vz2uDKpa/yLOPXLwJQtnYCS5HWyP5ebSgmRz/1SbsVoQKbGv8TeuwPAwW0GftP5fHHsVMvtVYwpkMZ/0vOwFxyD6zHuNAPkl11IbT/lcklaD7dKQhTfFD9IxjLNfgMPh6tnP7H8KcXYywjT/QML2mS7Q9VjPHPtgO+j+QP/PGolZ+Fru/cDte9EXPSJOsfu//pjBbE/zO7YWDk6MefepwYUmsFc2pmeezjJ8oo04LiM5MwflLXYP4r9IMZ9CyOOkbDVOcVHHYIHw1wR1mItop5smfWlUUKM8vXNGtJcHGDi5e8fmKjXS/WGAZR6re2Y5jft1gCa+4HOKd2H3x79ZnhlzGFVmdFSythCHpr74Lf/GAP7Gu+Gu55dB0sfbl/oWCm2n/vV+Di/+dSuGPwNLho4/fha5f8xxntfxJbGEsUxyG6ow+U8TeF8s/oY/C5t70VY7kCi9f9I3xrzZnyPkCZ//xFrMz/MXLzUFGG9xdvJK7TegjX30qFrg30eI9k5Q/C4ruDfpJoYzRDE9Y33GBag7wAMKehMJIEq2sy7YuWdfUjW5DHQKiJbVhDqV8NXWn+A/jo5fFnthWvViy2fxVarv5L+NRivOt4aifseE7v5JF7htp/eGcv/K/BOfCaiz8Nn8Y7wJnufxI1FMkCadxpOdPH39j/sbVe/jsa/s8PpzD2mi+Bj1zx+vByoUydzB/HdUh7AWC0oeC6nPy8l/MvpvMmK/3fe8ch+b8aT90r73/8cNWuXoiENiPoe2E6ilYjTJNZ8SQ4mi3tKEs52Em4WR+eSH/YnShgTXT59gRX6i/tX/ofRwbHMcWTZtCCeCqK/zL+MIQKbaXWkoyjJGX+IXt5m5T5d0bmX158Y17Fpxpxrn0AqP/7BQVh0wChn3umKzu+gKExk7ByJbAEIEVjTX2LKVIyL0+Lho1KRBLxnw/1AAaA6Wyt1C++zTaxhjEWFbBho6E2dAEMQGl/tIC1xtH2P70Dxxe75NFnvatk0msz3TnQjC6AASjnf4rN/9H2v1L/zMm/lEsofVAuSQM9xn/yUqaQeWJKMARqVUTgOTwI4eu6NKdZKtYwiWGFaBgXG4K0CKjcqJChWPWkSidCpTkVHGul/tL+x7b/aXyV8Sf5Qu2RLzWvxIRT5h+0UjSHN5naCavoVGX+JbPEK05am3nXH5rv4BIF86+/AUJ28GYh43hDICf90RsRIXihwnaPxcIfBsOgrGb4VU+sO9pDDV3xsKdjvIWRki+E3HPlS0utqXbtF9e9LKHRsVgOD3u6Uj9NNE1PtFFpfzTHDPA/igeaS95xLOOP00PIFdbnLextNhPmv8y/Zf6XXB5z+/j9n7NJsnwiqXT9pBUBLTXTRx7+wSkFEv11y3ihZa78yfYx39oAk2cMGB69suqFTuuZMjBl8Aet5hkDptTP0y4mLO0vC606DhWcpk57XXSeMWBK/yv9jxey5Dxl/JXxJ25QmEpC0ihsbYDMMwbMGPIPvwZBDOSfPEFRVdih4BUGEjEJfyIqxPgb7ZE6I0DXJcQlKxRDqmBep7YkpZJ5rdgmW2vc70CpVIKIWiMUSBVIWRSbK5Ws1B8trzaJxkox0eoRirQeSllyzYpQMintWSmoVCrBRa0RstQMpyy5ZkUomdWsOKWZjvrpJ+BpHI1fyowjm2njz7hMnMoMpHNdjr+Mf73yqE9EV0kxMetEKNJ6KGXJNStCyaS0Z6WgUqkEF7VGyFIznLLkmhWhZFaz4pRG38fSNURsj/pxGwLR+L9euKXUGrHIkW7/CY5/n4zBlJ65lJWbsCICxCZeppdcV79KJbpSP1mBLKKGxRo/olA8ldLGZyUr7S92OUb9T92gjD9viWAQihc6EIH/a66R0p49FfMRPgoo4y+1mtqGLaRmYhKsHKPxJ441k8Yv8UDnIv/HPw6GM66TrrQ4fnUVRdFOiBwBUASXFsswfSFCLXxCjArgRt/G7dQWCAnwPMwodTwre75nQsIiPDXDpf7S/uQPx7j/SSygHTSAfKyF6KoT/95wPqIiexl/NtME8yT5ssw/5G9l/ucYm0n5B+e02PtjVsC/bqWpRTZ6KEQoxwg2yy5Y5SDpAWYgpecanbhNKOmcPB6poz92kXqkR5TBmFJ/af/ENUr/U3NQGaxRxh9aI+aOMv+YHzEs868PmfT6Z6LHt1MRfYiRx9j1h1wlrg3QAgXjx0ceIe34tYVdhZAENp0vRELkQG7dyioQLpyiWLUTb+Bn2aGW0Z8oLvWzMcXI0WJH3v4jvZ3w1qYmmL9yM/8F0vrzj381sfMCaKqcCSu/+azMOk4p9T30v5x/a41J8X8fRaX9yeuOAf8b2dEJS6oUn/f4vxCsLpYdP8ZnjeLz12FlD8Un5RI6a/73npMUUQZR0lE//kOU+4CPvKGFZYdaqX+K2589A/sYZyw///QpRzho9SGfDgYUcXCFhdDiwUqjFtxKFQrTlKVBMqYRISyPTxm6VL9vLPVHUx11+z8D99a+AA/gH9Z66amnAP3x87rzP3AfrKs9APvwT7GdevJ/SOd/dCf03NgJn7t2GcyvnAedO+Unv3PzP4J0n2uHRU0V+o14VDUXFl31Zdg2MMI2EcOU/tco/vRetIw/8lXyGLWW1gknR87/CD2t8s+zEp/7THzq2HgsdPLjH/hHqHU+gH8q72Ucn9xC9mEjUG3i8+/Irh64sfMGWLusBSqLOmGXV0Ha6FD7j+zsgc6Vb8HFDnov/mJzpWkRXHXrNhg46vkPbZfpc938J0MK5xkRf+o7YVQIZK//+PZ34YGktCApbGNk9m+qZuuBM9+QxwTiCCDRaKO/k5oVkq0HSfmGPCYQRwCJSv2ppYZ3+D+rXr3A1R4fjLYiKCGlP4e8FP8ccsVVF69zvSOeFP+EfOfiUym24r/K212t78VUFtXwT0SvW3IK5hjO6EIvawcHzatd997hlCfRb5vyDXmMpfcwEs2E+S+K42Np/BnH5MmdqeMf6cX4bMLYqi51tV6Nz/xoR53GJ7jqkprrzYSSGmmi/F/yhsRxiOfWmusrCLthGkPV5weM90AP+OfgV26Kfw4+O6xsPcjON+QxgTgCSDRR449CBZqu+mk9QPmEj+wgfD3uUBCpn0cGaSmGgMDU5g/F6UrNPPJQkqQMK16VpVtqCZVvJG3xhU10plJ/xkxhTo64/V+Af9pwK9yPuxNz3vkeuLTF/xH4ovkf/V/QdSPtTrwS3nnlu2GB9zKa3VH8rwJzofWPr4BWEqEOxqXOP/0Z5z+Hj963F1zTQli1qQ+G3TAMfL8T2uYh067b4ebup8QyRfqtzY51/yNbeBtLUcafho51E7GR+p+0TK/88wI82rUe7h8EqP7e5XDpAo3PONow/yMYnzfR7sRp8M4/fBcskD8i6R1lEvKv9z/6s+h/eOWboYnMG7slxmaaJ+G2j/8F55jqwj+BTU8Mwoh7DrbWLoZm7O1Pv7QBtuwekalS/jL+xX5qD6nF8wTmP/2qg6dK9WXtn109aR17RF2JC/zsigQJU5SpGVDljbtUWVoaQSnK1AxoyMcHqiwtjZQUZWoGNOTjA1WWlkZKijI1Axry8YEq67mNro3ufuANrmPrv7MsbRLBWht2uzcsx90JpG3pcFuL7n6I4cVu134CySvaoRh2/d2r3HyY6xav2+5YBIt/0fXV3k7+7E5o73b7RLE/q36sGjAhGU9FZWlpZKQoUzOgIR8fqLK0NFJSlKkZkGxF/8Z9qCwtjaAUZWoGNOTjA1WWlkZKijI1Axry8YEqS0sjJUWZmgEN+fhAlaWlkZKg9mxwbXRnX8H4/L7EpyE1IMZn1xjiUzlUiZaKxzJFmZoBDTmD+7vbHT4qdYA7FDuzje4Z191+ZrrDwrJ+4moLT8SxNbv27v7AlaoxNQMG4vECKktLIydFmZoBDfn4QJWlpZGSokzNgIZ8fKDKwtLf3wc52iQIqYUdCso6dGjJMK1CdCWiJTXwkb3ToeWHb8rSMl4bkSaAAQioiPFkKktLr4JaUxTWlDlt8HhtnGj9Q7Cz52ZYh8/8juPn/PjhDD73mzV/GazduFVejGLVk6VfDTKG8dM7CTd+Gla2noqPvvS9BHyBa9la6Nq6hwWZXoo52ZZDsOMr6+EeuvtZfAW857eOYyOmZvb6Rx6HjTd/G3cn5sLilW3wW8ndj+8rK6H7v3ioXilnw0nnd8ITbjfct+ZMIBFMPLIDNt/1TwhW4bRTT4CXRnYhUCFWMNEwXhu1HhoICK5jqMz4kSArE1tTFNaUOW04+vq5p9o5M9jQ4dh1QzVzxs+DMiMLYACCJSLG20TnUktyFj7GPv8jfd+Em9bJu0D8B5Y4T5wOF6/tgq3+fSDVqyWpYFj1ainKuTWiMD67NsA9uHtYPee9cNkbKD7NwYK85JF/ga4vfBvv9+fCEo1PJFW9WhI3w6pEyyB27OMXQSLZyo9aFfpVOO/G7eAGt8Bq3GFR/SM7vgV3/vDn+PDzJHzf41d8D8ann5lDJwJwxMY/nfX714ka29+uLiyMXGRtvxrBp0lmOWJA3x5Xq7ZNYS0DcQ6wFBZWwqms/0m3se1VaCs0tz7j97YDOM21dT2ZWcnrmGxpx/w0rtLPYNvrHGiJMS34Ck0t3r3Xtjt9PUElaEnSFdYStw7kLkblYBmeUVaXu67dtBcQqGMH++92K+ZVkfYMvEN4pojC44bdXtxZaCb5zavcln7ZniiQyDsUK3CHogLn4TsUdq+hiBrn/0Cv27i8RcY/H9+h8LK1k8qlJeEV1lJp86WlsLBSTmX/kz5qr7UkLMHqO0JV75zlytJN3/HTSOzosiOTuqWwsFIfzviH3XO8IyDvEOh8aNnUttHtTno4Dv39m92K5ibMP2e4FRifeqgkLR3u9dHOn8ZnjCGk6N/k2purBTnM5xzOFQjj+xnrdgypilCqDi2pQWEtCfei2aHoIwQflsLC2OO+9W558xz046qb3y7vUKQUqQTbprCWXllBYSksrKSHM//RDiotX1qdFlbKqaFfrz/FPZS++h0Ku/yUq6JiKCPR7RkuqvHwNS4EJizhtVn4lEtaVZbUis6Wwrw3gWJU0tTV/2r4g9v/Nz0bAry60woM/z0NPe1noM2ehm8+9BM4UDTkBJcff4LBCtWDxcN1QnFjtP/cy+D2Qe2jlKMDdwMmEoB92+ChR3+JWrL2H4G93Rtg/U+HwLW8G95/7q/Ka5KxN9wz7q97Crq/+HXYBXPg9PdcCuedxHsL4hvJeKXCY+I8y9yeIqsf0aN98NX3/Ge49LZegOYroKv7U3D+SWFzDQnGOH6vIV8cRD+OYOr6H42m8fjz481iZvb47eiyI5e6pSjwv8Oa/9lw6qVfhUHKD5wbKO5GAC/s+F4AwOC3HoRH9x+OfnzfqPsWuOWng1B53UXwXzE+NSuoVC0BnoItN9+B8dkELe/5AzjXxydnFyLih9wFFsE2bpYmqIxSJgrZiGHWgSgufZvAivPMXFhphFBKgVXySN+tcOl5H4Cv/XQWzF/+P/GLr3fASUTNBEpFPI3930on6vxhKSZ6/tPR5XUTZnroV4s3sj/IMjK/5sAxsnvpGqmozHEhwuLyuxqmVUEutWK1FOFse6qLW5DFch0p/cN93W5de6vDl43Qs9Hc4pNo/wo+6+9x9A2D9Mv0TkEutWLHV4Sz7SrT4JDFcuXH/4Lr66659ta55BvSV8kMWE+fTwZJw4+4jha8+/G7LUZboovwI9/vcAto/E2y25HXb3q3D9+hOJFck96hsDsUqsHT9j/gOlr9lyHNV7iuPn17PfRQGRhhNBTsqplWBbnUShRVIN02MpzjQoTFNRy/EnKpFauiCGfbU13aIctF+nmecY4Fb1oV5FIrVn4RzraPTb9yiDQjU0EutaLUVBbhbHsBBbJYrqlgf+7xcJ/bUlvpFvE7SHy1lXmhWDm+3XW/aHutYyzCaZuUTMHxiTsLGJ/LNqS7odnxj2y7xrVQvNNu5HOyeygGK9JVhCvQb1HIYrmy+qk17FAs9F95MIPlIoG4k/K9a90ifuqBX3csX+/6fHcz6myVlVtJRfoDgxIW6icqJQgcOSBHgQiLm2n6NZeoIexYGYcI/0uZZoVErk4HlgIqguoRJpLwoyZUoQPFGElEIHhpCmdGahuXhktZaDnDhyKmpv5R/CGZc399KXzwpocAXzHATmJ/Q5d1faF20TEhXd3xPws9V52J6xKcGn7WSnfHBf9mnQpvrW3HbybMgeKNhqiD1OFT0x2dF8FZS9fATQ/J+xKxnyKDebXvbP8RGLi3Czb04sia2+APLzjNKCPxSkxo/Ab+y1+HHW4ONL/3crhgLu5O6BixVfpleodt0kwyDF5Fov7RnbfCJb99Pnziod34gvh18PAP/hYune/fXieuRL+IMZIOqh85PI3hMvq53RhpOvq/7Kyohc04dW64NPgZNn6Zw6M4/tHHoPPcs+GCNTfCg5wgtEdYsuvzKSIPyf7D8Py9G2HDDnx5AuPzyne8ykZSxv+fhW/93Z3Qi+8fNb8P4/NU3Zz2+gc2w1Xzm+T3Xui3H+rln6YLoPMJ1IfH4cYfe13O//CdtK/8V/jts6+FB4fwa7COLfCDr14O8zGdTMf404mVCDNxNg3jT8eiZdH8o1fFQbIvxyrz0e225lR0M5UlKJ+tcHWS4n3N0hMqUlFN5WZlUhseHj219T8P36rV8FOtObgltx768JEHLtJguG8TXHcR3gv4Q8etpaAbjD8lVDFokmgrNiban0jHZP/934EbrunGlyVbYPmGXvwME8Nz9AV8ofR6aKNHHiibFyeqgkp8gWv9p76KW6T4guWaP8ZHGOGP0+bmf3THbfAXt/yY3tqENR98q2xN2v5SP/FfOKjv2AdaLOnB7VzFpHLPn8A5Z10Bt+Gv3zRfvB62398Bb2qgP5HhK4m9EJfop75FhcyRVH23prb/SSfHNP/l+I/K/B+490a45n5cwOOjug19g+zz+GIAdH+iDR951PN/nKyx+N/o47D+01+BXe4UWLL6j+Ft+AjD+rj1/xGKzy//GCrVc3x8Zv1f4p/5rRCODDkFedjOJOPI/35YOD6Kf5IbMPjIeCdsXvN2OOvS9ZhzME91PQz3XXcOnOT7E/Qj13j1y0i83qx+j2aasdh/HOOf6fpxUvESmNu74KmmXIq5KntkiW3dwp6vAKUKpQnPRTRFOBaZbbB1Cx8J/fQDMefLJ5L+2o4Og/fW/MUuuav8wxcU4wtQ1C/pZzgXdLvQJoczfvxRqdriudy30C/tH/WZ+l/B7cX2zQ5/kY67OLy1I2yRbtiTff2TOyOE7t/d1rVv4LFW27rcHm2i0o6t6IetfB9YP9uJ9PzErVt4PPtf0tdg46o7veN78jlposAq850oQGmnpAnPRTRFOBaZbbB1C08N/Wo/35ukU9JbPBd0uxA3DcdfPI4wchzR5I5/+HHzQ00UZ7IvF3MD+/8ZbmVPfJmy0Mx+5uxk2fjs2kPPBAomklEYnx0Sn00XxZdAgxUK2IpESReyxLZuYd9hRNkfq8qPf45rXrFJcs7Ommu1uTPEu8+j9Ens1l8GS+T7U6w/w4BVoQvnAraJHP9M0U/rAcon6WGNN4qPPGiFSKsxIUVADl6gofvrgUJMi8YDoZCGm+gUPcATi2wh8Ciho4pIxzMBLJIFCZ00CkzNU1J/FRas7oIHblklP9LEA5kLb27/JFyDPy/LBw/PjIsHKoMLZwIme/yzz4TVd94D69vND8vgD82svOFjuEOBD3eDfr+xWPkZ3PaZm3mLtOVP18Dyk6W3ZrJkfDTm3d+Az3z2Uay/AT70pxfCyb6FC2aL48c9HGn14qRAvzH6iYB3LtT/lJbFUGUIntozAPID3FhnPJ2ONf9jSx10/N58RIyH2IkgweOZAEKHGAuNCMgxNeOP+oadn8LzP7vlKrjrgb8DfG9JLQlNre1ww1raoYhzgO9sHqL98UegPvtFjM8mOP1DH4Tlp9AjjDr+v+fvQ3z+yYd/H/cbw8xLDyZ5/qVXqIoPniwdOPYEletuhX/Zk8Kee5iL/wHY3T+MUthZvTyknMLz7wfi+0oFdZZHF89U5SHxQIhISQTG81SIP3lKEzrr+5baHx+D2CwS+h+2okMz20GMYcDIMAZIzcXmTCp55lyzUWrAPGMDTCIzqeSZcs1GqQHzjA0wicykkmfKNRulBswzNsAkMpNKnmmY3g35jTXwHVgK6/75Llj9ujno5KxZQkJAZKR3M94Nv/HBbqic0wn/fO8qeJ183JETmqhMKjlSyRGIZl+hZtYnSg2YZ2yASVQmlTxTrtkoNWCesQEmkZlU8ky5ZqPUgHnGDIZ+E4Xui/GuLLVpTkHKmGs2Sg2YMh2klshMKnnGXLNRasA8YwNMIjOp5JlyzUapAfOMDTCJzKSSZ8o1G6UEjuIf6aP4vL+yFGr/fCf/bkNeCmHk3anfXNMNo4vXYXyuhhaKz5yClDvXnNGfffUh5S6uJTKTSp4+11zqr5N/87arh0lsmlTyHLlmRFRmy+IB9yT0UpBjpGWtHMiQvPRCmZyzud6xEhkj8EzShU0806tPCyXwvks72MjmaaQSSFiM1U86REWpn03GxhCLHBH740RVKvQC11XwngW0mKC5aqDfnQHv/fDFvJjQKdbZlXo5/2S9I+7/bHw6lfY/KvZny1MkTIL9fXxeTvEpKmwhODzTTaGD18P7P7IcWjTjszECSZl/MUTK649kavKK8V5/ww4FiZLLBQJYqcwiz0MT8waGtPI5IUQSf9RBa/NBy4SfKnTYDvEQEZUQChmd66AjwUGghL/UL9Yq7e+9RryDz4mjRKeqg44EB4ESfqrQMQH250dHKAefCYvMOufJ0l9HXQ5d6s9MN1loAuY/Z+g6iNL+GXOX9s8YBB9O4aMpOsJTC67JSf2H16ta4QUEtTMfYfUQQfUu5kQVPiFBNsupEhqVhfpDMLF0Zi/1oxkSu0Srlvb3Xlf6Xz7+DhKQZfxpWJnd0CTOyvzHWTg6Skw8Hirzjw8yLDyUs1E9RDTr1Pa/ev0nvM5/hd5mLbpIybNXNA7e2YSXZHIS1XRJ9AWqaKiAioCyEqaQ3XNjUeqvY6LguoUG5NbiFrR5af/oi4VGmhn+N6veXUU5/8fE/Be6No28nP9y/tUChU6Sz3/53U51oihglr5Iq02qQ67iSCj/B3TiiLwS4Cf6sV0JUCCryQn2pLTdgAQN9RNpqV/sqBZO7EkWLu2fmKT0P/EUCS/1mnxZxl+Zf8r8W15/6BKCR5pDCeEbsPAQ06WE1JJef16ixILWGvGiCkpKfIdDeK/SgEQlVfr4x2/XENIeSEC/ylDYSsx05EYj6Hg2Sg1I7VIt9dexMBuotH8d6xxD/qfPP2NM+eAhRBl/iVnyFZN0DEh0Zf4h9ynzb50MM3Pzr+ZOHwMaM/rOb4Km/OJ3Sj0dYlSAAalRclHBcgHpmQUJmEb5vUQuqEEEWCzDpX5rEjSS2s+ARCHmK+2fc6PS/8r48wHCvqHxkwmrMv9Yg0S4zL/RFpxl1X/K/IvXIs22VBoYwZfQG5ty90IXJVppyrWLP+7AGn2/zjyN3oj0tifRanePwkKxWsYWgor0MwWS064Ly2PWYn4rrZhCsVpajlJ/af+8/88k/wuxPUq/nFQQnQXxP5PGX+YfzXtalvnPWqDMf2PPf5WK/oCJ5hEtyaK4VsAqvpwpS4dw3ffWpkRE5PTOZu4IvhmAHEkWoZQkjla/WgY6JQiIBkCgDUADYmlSStWrZWBUgoBoAATaADQglialVL1aBkYlCIgGQKANQANiaVJK1atlYFSCgGgABNoANCCWJqVUvVoGRiUIiAZAoA1AA2JpUkrVq2VgVIKAaAAE2gA0IJYmpVS9WgZGJQiIBkCgDUBdYnopk24URvHGgOJZ9WoZGA8uKpDGXDF2JqVUvVoGoUoQEA2AQBuABsTSpJSqV8vAqAQB0QAItAFoQCxNSql6tQyMShAQDYBAG4AGxNKklKpXy8CoBAHRAAi0AWhALE1KqXq1DIxKEBANgEAbgAbE0qSUqlfLwKgEAdEACLQBaEAsTUqperUMjEoQEA2AQBuABsTSpJSqV8vAqAQBkQf0sSl/gk7JJCaCQOwfeaA0JhASpvPkgdIA8r5G2gOqeW7JWoaeQC8+PEqpt6XGcvAk8jJCfLXUT4YgC6lV1V7eauQtmUMp1e5aChnSZ+Y/LyEKLO1PtiALqVWnrv11rrSnOu9ayqyW869TyX6PJy7FOLmz2nQ6zL92vpx/sYT6vZaCLf1/zP6Phmvk/3GHIpMg6c/X0rOS/A/iUKiZqw+DBoettqYrIcbZBplJc27YWEwXWALAdLZW6sfZwjlim1jDGIsK2LDRUBu6AAagtD9awFrjaPuf3lU0+rnccv7JAnbWxCLFZ0MXwAAwi60d7fkv9Zf5b6Lyf+6pRXD0AEDyUiahJbB8SQhBEsIftIUaQA/r+lfwsUbPZ0yoxgaVYEqVG6SL7FgNSgPKyw4LnEChYkv9pf2Pbf/TSODQK+NPzVFQlvlH8mrIrmX+JS+J5vA+o36C1WPw+kPmCCYpGL9ZUOhlmbKOXIjZggVJyKIE1q8MgipmtRI9whRZWkstbTx1VlkiVSqlfrLD0bb/bth66xpY1ITv3VSaYP7Ffw49ffuwXzI7Ff4DRe+AJlzd8Cr3xKugZ385/+LB8azW0pCdMP8viCHVEbXH2dK2CdNvlQS4nP9gCg9M2vzDHthm43PZf4eenYNZ9SFaJ2z+R34CnUvmwmz8A3W0433iyh7YH7SW8x9MMenzn9VE9fHaX96tVInis/H6YxYUqMDrcPiQhP7FI6M8VBVQJZZHuJVCa7GOtLGCzVjx9ahb5SWEgS4CpX6xlNqr3szpxFP7xNl/ZNtfwxVX9MCv3dwLw/3dcNnT6+BdH70T01icIQtJ7yZOP43laI5/KusnW9O2txyTM/9Tefxh6GyAY3P8I9s+B5dzfD4OBwa2wHuewfj8yN/DnsQ4WPH1icu/ZG+6lpDx6XRs2p9dj08zYfzRT4LDmPwbFhQ08fQ/TXuFPxFlyNtC0nUQ4KtEIYc1lOKkDJ+sclUTv6dRsVjN6w/asFUJvcZSPxtwatj/APzrIw9D74lvhfe3LYDZJ50N7734N2Homw/Bo3g7IvNfhQWrt8BgXw0W2Z7rtJbzP3n+z/bWUxl/xuViWpnR/rcf4/MR6D3hbRifLfCSl78Jrlj2GxKfB9QvJin/zj4T1vzj/4G+2ttREVm+Yp+xHyP2jzamAU9v//Nj8YMouv7gggLR+L8OVEqtGRYGCR9x9AuMcmgpbXxWMm7Cit4mKd5zNtKvUolU2AkTBUw7/SM7oefzn4aVi07lLUDe/sc/QTy/bS18ZdtetoiM2Z4ZfeTHj3395o3aVwwEflzxH6B5WQds3EZ7D+gzPP8vhde86U2w4Of/CF++oxdGB74Ht3ztn6D69kXwhl8hIqKM88+zd2A7fKPzKv+IhGSfDhdfuxG2DYx4P5wC49euU/fxmK7+F6KljD8/kVLEM/lmcf4TL/RsbEjCBIt6/6d2pZQ2PisZN2FlTPYfgp/23AzrVr6FHw/SJ78cd/OXQUfXNhhgPSpY4+9g+n8F4/NsaPnFvfClO3bASP/3YP3tGJ/n+fjk2IwjkJHYM8nX7hP+UPUzN/Md2P4NqLUv8o8+Z0Flfhus3bgVBlCkaNRyEvSPyf6lfmt5nROeQZ52i0FbFV3/6Y+DyREA/C0r3vQiEdpYXBqWnAwUws05GqL0bQIKq1ALXJ/R0+ZZDGNorC/mKOnf0+XaqvzVDdsWp4dLjrbqxa5r94gZRqHh/Nh8sXeTa29uijKsPA+zjqalrrZj0PCOYfy7N3BfuW8qF3cvWV51ufQ1dHG3+/76Va4VxwZQdc0XXubaV/2F+6v2VtcEJ7jWzp+I7p0114qydNxaBh3N73VdO7Gf9SfOjAHBoF/RFlH6H1mDbUy7zskxhvnPGzeRwBVr7hyitD+bJ2cjMlQ9+z/putpOy+cGjr/TXFvXk2zlcMrJtghr/91u660Yn00Sn/MvvNStWPUptw7js0rxWcP47L9bcgn6CsVjLjapDxT/VcwlvT6XWHXcKYtQ/S+6vs63My/xW9miA/PF8vWub9jwMmjqYcAZIEdiEao/w+P7GSjzQJl/2CbBMMGAPP/oB+HIkYw6XCbSHNMhs02QepOu1wgnh9AqB7Kwh3AbIxFhDq7RidsiL3lXoKyjP6+bBEcZrAaFCEabglRtFjFTRf8pl8LXBh3gsoFmhX80DAMZ2purUBnaBg/+8Ofcb7L/mMZP+0toP2NNZkutgKLoRxL9Cp1MkXDUs//cy+B27Cv1M/zbezd8YH4TAPb1u49iX4P9T4YFLQth2ac+Be2LjoOffuNO6HnqlzD79KvhgYF+ePDq17NWmizRj8uO1v8Gd+OLYRi9MNx3J6xunQuw6xa48sN3we6xjj/oF/FZmwUxU2X+fTfHZP8YIcilBw8k+vxYxk+sx/L4yQmmzfhfDZfe/hTnBczVPu6ege72M3EQT8O3Hvoxv9QoXoCoscw/j/8keG3Lm2HZX3wKVrQeBzu/cRd88+lfQgXj8zv9e+HB1RifuBuCGr2ttEBm4ve+SKnCMR3h8Birfs4/SO7mwsJVd8KOYRrbIDyx+UOwqDoEu277MHz0tp/JNKHYMee/seqfNvPPVp2y45f5V9+oM/9htUGAWZnQvNI/vVEJi5EAeM7RiAhQABLpQVbAZum4rkhfpkWBDKU3TREVVDGQxRfWFenLtDBKvOhDGv+Q29nd6dpb56Jt+UpuymbXvmUAhU6mDzZ3GAAADw5JREFU/tQcQZWiWbXqf8H1dddc+8K5mkPSvnb3C9foXtfd3uxwheBW3HCDu66j3V04r8q+A83LXW3rbpXu3BOdbhGNW3djVBVR7MbdmznaNowI35gWAR2EHpL9A5cAVj9huK7IVLFitVtB0hTXH+I4jC/0vMCWlmhmjN+Mts54DQUPWWf66Ix/uG+Lq/HOgeRfmj9/DXcntPe4F7V72u2D+l9/iM/2v1qH8bnSXdhM8YmxNo/ic49KmiT/xx2KGu5Q4DiqF210RhvqG8awvwR3SbCtrcvtngL2j05ydOZ/KuvXa1Z0GIQy/hdeysQJl5WRLA+pKgdf91AU1egulwHfRoVZsYamAEQ68igvJCIzdKw66PeNM0b/EOz43LvgzKWr4aaH/DsIbAm2DNuGdhv88lSNhXhpZ2tk7T9wD6x87XHynBU/zeJnrlT6z7To+ess/Fyr0nQB1HYMHYL9h+CJzovgrKVr4Kbv7uFpl0kzfdFZrJwM5924E9zgg3DTe18Hz3R1wWNLb4d+9yx0n/8YfPCcVbBxz4jcfeBY+C5I511LkoUwj39oAHb/fEQQjDc6s+Pn9rizFsQFgAjkYCmMF3mMzdDNRP/T3atjdfzTaf6Hn+iEc8+8ANbc9BB+aB0Pcns+6O8qZXz24Pn3JDgf43MU4/PG970WntlwK2zn+HwGepY+BmvOuYrjE57fDO2vbUJxmC8wb4SSc4nPLYQ/7gLopFyix0Hzv+mwxn/gJUAGN/TsHnieSGds/sexsSl0MrWOpT+mfP7xc6X95TIz/8mCgsdr5l8MYBDIHI6sXUw90DAgDZEzXgBSOm9vJUQ2vvjYCJrO+vc/COuu6YZ9gC8gduHnlZgcRnHbr6/nemjDRx40Vzy8Qxm/X2yomQ0rosjufhsTG/TCIris5aXO/HQ68B244ePdMFRZAJd07cC+yhal9pW27K1vMR+p698J23fNhfMufDOcBK+AJReeA8cP7YE9v9CXLX0/Bv8RbupYzy9hsmZ8kbNzxSfg65SnWt4Eb56Hb3POtPnngdLpyPq/LuB4jrgPR1a/OkqpXx2gnv0H4NvranD/vipu7K2HvgP0SHQURvo2w3X4dQYfeHEPB8WbP0L8KSIphZBpMD4f2/UKOO8/S3wuvvAtcMK+fthDC3gkM9JFAiJi3kBUIEBgzPplEURyhjbfBGtv/QH0s/QRGNj2eWjv+AdcPFWhZcnvwjzCqw6UP6PyP49ZBmhMF7DSgucpPX7TXTMI7rLWw/ZF2G6Sl1lwZESS2+ElhN8MElaz5RFkWcAQC2gQOTpqS1+myVEjIsFNF/3D2926xfSog9fgdE1mONQ5ROe45pV3u71kFz/IZKwen+AmY/zY19o5p0r/kn6KT1Cf+eXL9k1uwOrvp5dET8AxbHL97hnX036Ggzn0AucvXe+6C9wc5msw/uo5ruN7z8nQj+b4j7b9J1C/zBVuMuEhJk28h/GxkdpmaPxN+fEPut7a+a4a4s3HWqhT3CBu3iq3pZ8eCfrDxp/ibGmme5Tic97xbj7GLcVnd4hPlMd0Ezz/nEck5+n1JOQ7M66m1uvcI3v1MWfpf2EqcB7N9MmsIiLBHcr8s4SEO3oKo+lU3/7sf5jDEwkZ/XGHgpcZdNI1Kd+H6o67XAqwlVZQTEqewfWkRphIS7A2B9AgqF0PRtPJ6/dkHFZEw8q4OYicVvrpm+w774Fb21sBL6wynmortN/wcbiIdijw4JHTe7JSEZyOW0ts9KaZPPtjX1fftZn7ym9DUE/mLIIV6/5MdlO4ZzIEesArB3bwpKXw57d9En5ryzI4ufJKOL/nTKh956/h0rn4Z29xIomS/jka92faAb8KYYyDudDa/lnY+MAdcN0b8ZNaQdO59D+ddy3ROGwftA2jrP3ZYtqglVgKn3JHPEOMptMMjT8eGY10qo6ffqtlAzxwy2ofFxQvGBcfuB46eIcCr8CUDLH7OoIxzb8S08gxPv/7bdfDb/ZIfC7l+Py8j0+1zQTOP+kO+uk1q3b4y1z+uw3u/4ePwdkn05/GFgZm8XwzJv8HUwSDkMHjEQY9gfYn6UadgAYRtXs6aquvn/3PiCzyv/DHwaiRxGlJz9EIgcsRxBYdSmnaClDcynjTGMAABL0RE/tiNBjQUnp0AarUjxZguxjjBDAApf3RTNb/yW+idaiWPQpaC1DMxXjTGMAABF0RMzH6OY5xZM6Z91KCkgBMmv6jPf5SP1qApznOdZjsCATIUAUc2zB3spS+sQDFLYw3jQEMQNAVMRPj/6V+tAAb1Vg2gAEYk/3pHT3iwG0MFcrmDSdE+x0KuXukBmHxJMTHBz1DV1j6J+k3g6MFSEQFWN6zoXTtjwAqUKxfW0lqqV+NpzaO1qEWtjuiSvtn7YQ2YVMZewVQgZntf+IVOla0TwAVmNnjP9bnvxw/5QT1dQsqrvR/tYS9/iuO8sdYr79+QRFZdUmhGLlA4TYII3yNi/TSpc3Cp1w0kclUCiJ3Vm1CHSQjoJJK/WQbbw0uBBZT+oBAVGl/Yycxjk0lHpMtZrb/ZUebr8/s8dvR5cdOGEthUirGk0RZmf/K/Et+4r2BC4EJS3j2IESJJ3k6aUy8y6MyxfTwPx2xPIbSGg0ljn+W2Mg2ilFoVUvDtEMNNUaawDNU1pT5VY3RoyCXWhE7i07EIVDqF5tYy4hRSvtHr4leIjjvQZHAp4IcwucIgw8+j7jS/8r4s+Gn1mD3KuMvRk0Zf+omYpOZmn/8KBv4v/+lzOgQPvNyohXjRLeRz3jUdJhv7YqB0CjGSCKCQCx406ptXBq8ssg+HfIrgqAIs7pSf7AvA2hGY8nS/upjaByxi7GOts1w/5M7y2N3/Bogx+r8l+MXC5TzT3Y4vPynvqRl0fUfH3lEJXy5jlXm480Mfx337396PBY+W8lLGqLGXvItPbXaNtabUZhUfT9K/WgIbzhrT7GVGKm0vzdQxsesvUr/C25EpsBD/coHGmLK+BOzkHU0LZb5R/2ETJL1FamX+afMPxwzFDb03Sm/tRZ9hdv0Kw+9mAkSz9525FzJjgHxmzaqRDMztxeR4fNNtDZhetyZCBRGpmdOdCQaDK04ftIaOmCkBxwBpf7S/qX/YSCU8VfmH83dJqdysjT1XB7NtFE2KfM/Wy055ezmW6fT9ccuIOWqQZNPh6OvPLCizmAeITCJPnbw9LJLLBX9JpqYfTMK9G3kTIrEUkHWqW7mkVLgEoK8TzJ6XN+oEKXldqmU+tEYbIrS/t49Sv8r449TDF3KNHWQSaJ/UDMnkYCUtjL/lPlXXUN8h/1Cncg7UHn9o/ghY1AM+TiiOoN0qsBL8CwHG81bDjFCjsbVRQbTC5MBlXtMpcj0sZxU8uy5ZqPUgHnGBphEZlLJM+WajVID5hkbYBKZSSXPlGs2Sg2YZ2yASWQmlTxTrtkoNWCesQEmkZlU8ky5ZqPUgHnGBphEZlLJM+WajVID5hkbYBKZSSXPlGs2Sg2YZ8xgKvhzzbRtjzuRNgVogIcLa4YtpaVGo9SAWbaGdeKjg7NMUhG8PeeajVIDWpaDwonMpJJnzTUbpQbMMzbAJDKTSp4p12yUGvD/tndty3HrMGza8///XF4EkDTXStuHTnsGfrAoEpSyCEh7L9nsxItnrDkmO2mF26bN3IkXz1hzTHbSCrdNm7kTL56x5pjspBVumzZzJ148Y80x2Ukr3DZt5k68eMaaY7KTVtgc3/7zmwe/XbcnsQ7A7UKMOTl/NmpBAzgURzSgc9sa3pbkLYqLRc7JmwOWOqvGu5H1OU1fL3+GxFlu3z/boIeOV/uTMPEv/VXteNHNwjszL574Yjr7Mt3ARMkhqPpT/1H/jRqJk9WFrj9oDl4aeb0mK6aV+HSE3RPcrj/rmzJBbowUnG8Uy8w7kwDlKRHN8YvmyMfj0v6HRfEv/an+ogpGo6gm8+IuwBfWyPeJH+o/yUPcsEp/oZEhlEOPDS/uAnxhjXyf+PEP6i9eoagH014N4IOpRzZe5ohHXCf+CYktBj4qere0P7Qj/kM7rj3prxVNkqH6e+qiKFL/OV3XhmMVOV9Yjk+Fqf8Ed+o/EMRRzs/3n2/+r8Nm84b6jsxs8M+m5JKIYQz6bfIe/RyxFKT6Uh9B2j+IEf/Sn9XHxxJhEb1HP0dUf6RO/edFXOq/6r/WPX7x+vMdH2R1+YwDAVtzNKUB9Ei+FFa5B2BD5A18oeK9EwNgmwVDwDCxDlIH0CPaf1CCTmnO4G0GwaIFEwCaFwwB8S/9lWrmE4FgRvU3a+fMsrwefDUiVX/RoNBmJofGEwLqP/9U/+FnKFL5cQk6qvdfcc7LWqHj2EPmrEwCd+TpqXlZ2j8YWISQVhoJeQfuyNNT87LEv/g3BpYgKDsaCXkH7sjTU/OyzvLLwW1pJOQduCNPT83L0v7BwCKEtNNIyDtwR56empcl/v92/uuvPNp9kP8C8/bRxw/viMSbuRnL7nLsTAxX3oq8PHv5tKb2dxLjEP9OgykoiJD++m1+CET1FzSkQFrTaab6T9YQKEnCMPtQU+q/R1O4oqn//E7//c7vmbBsyC2K0Sb5qlMRS8YpPkcGOka8SkVXek+ar17Y46zvudD+4v+IIlQi/an+Qgh2isYUp66Q00+qp6j/POgJhsCbj8XVQar/xlcjOBu6/kEpoRKb/M71v97y6HqD2t5GYmm8IekH0n9/8TWjZ1wAOi4GFotOgyK54C2EFO0v/qU/qwfVH/4VUTYONIh7G3lgfz4JSPCOkdsBQMfFIJbGBZwhILEvRiYCQMfFIJbGBZwhILEvRiYCQMfFIJbGBZwhILEvRiYCQMfFIJbGBZwhILEvRiYCQMfFIJbGBZwhILEvRiYCQMfFIJYGwectDwuc67JD/OobI2HTyDsXR9TFPPEny3/axwGkN3M/MObM8No/qAjm7LQZTKb8LP6DBTtBVeDrsCb9OUHjAFOoO4wJMt5Uf0FFKMhOR0mDQ0xUf86EMwRVga/DmuoPUuEIplB3GBNgvP1P6q9eoXgIhEwsowmJJo1A9xnuhMLXA7d1V6w72iI0aWh/Y6CzIf6tVq1Yg5NOTJfUUs0KNkdbhCaNtZL4F//Sn+ovOsRsE62nuHkNNmzD0aQRuD770/3nByurJv7kGMOtAAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![Screenshot 2023-02-07 at 8.59.12 PM.png](attachment:698aa3f0-a552-4163-9952-a1d3916af1ec.png)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "##########################################################################\n", "# (C) Copyright 2019 by Deitel & Associates, Inc. and #\n", "# Pearson Education, Inc. All Rights Reserved. #\n", "# #\n", "# DISCLAIMER: The authors and publisher of this book have used their #\n", "# best efforts in preparing the book. These efforts include the #\n", "# development, research, and testing of the theories and programs #\n", "# to determine their effectiveness. The authors and publisher make #\n", "# no warranty of any kind, expressed or implied, with regard to these #\n", "# programs or to the documentation contained in these books. The authors #\n", "# and publisher shall not be liable in any event for incidental or #\n", "# consequential damages in connection with, or arising out of, the #\n", "# furnishing, performance, or use of these programs. #\n", "##########################################################################\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Additional material (C) Copyright 2023 by Ronald Mak" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }