Friday, June 14, 2024

The Crossover - Distortion and Dispersion

We often read or think about crossovers as being one dimensional tools and only there to ensure a smooth (maybe not flat) frequency response in a multi-way speaker.  Truthfully the interaction between the crossover and the drivers has several more dimensions:

  • Distortion
  • Dispersion
  • Impedance
  • Dynamic range
  • Voicing

 

Frequency vs. Dispersion

All drivers have a limitation in dispersion related to their width.  As frequency goes up the driver output narrows geometrically.  This is an unavoidable result of physics.  The exact manner and shape of this relationship can be complicated but the basic issue has to do with the length of a wavelength vs. the width of a driver.  As frequency goes up the wavelength decreases and the shape of the output goes from hemispherical to flat.  At 3,000 Hz the wavelength is about 4.5", not so coincidentally the width of the midrange driver we'll examine and the low-pass crossover point we've set for it.


The Sample Driver

For this article we'll focus on the first two, distortion and dispersion.  Think of dispersion as the off-axis frequency response. To illustrate the issues we'll use a famous high-end midrange from ScanSpeak, the 4.5" Illuminator 12mu/8731T so we can get very specific.  Because I recently used it in a center channel build I'm confident in the data as well as the final results.  A midrange requires both high and low-pass filters so it's the ideal single driver to discuss distortion and dispersion.

It's important to note that not all good speakers have to have the same goals in mind.  For the center channel I built I wanted to have extremely wide dispersion, very low distortion at high volume, in other words high dynamic range.  

 To over simplify the process, dispersion sets the low pass filter limit (3kHz) while distortion is going to set the high pass filter point (350 Hz).

Dispersion

Dispersion refers to how well a speaker maintains it's on-axis frequency response when you are not sitting right in front of it with the driver pointed right at your head. The goal of the speaker designer is to match each driver's dispersion characteristics so that it blends in smoothly with the next driver up.  This is notoriously difficult to do with a 2 way speaker so we'll take a look at the Stereophile measurements for a DeVore Fitdelity Orangutan O/Baby but please note that the response is actually very good until about 30 degrees off axis:

https://www.stereophile.com/images/1223-Devobfig4-600.jpg
 
See the dip around 3 kHz to 7 kHz?  That's exactly what we want to avoid. 
 
Lets take a look at the midrange frequency response specs, below so we can talk about how we avoided this as much as possible in the center speaker.  I've drawn a thick black line at 3 kHz, the crossover point I ended up using.


The green line represents the frequency response 30 degrees off-axis. Notice that it's only 2 dB lower than the on-axis response.  By 5 kHz the gap has widened significantly, and the response is getting less than ideal, which brings us to an important point:  Limited dispersion is a high frequency problem for each driver, not a low frequency problem.  Below 1 kHz there is no apparent difference in dispersion at all.  The tweeter and woofer will follow this same pattern.  

 
 

Distortion

OK, so this midrange has usable output down to 100 Hz, should we use it?  This happens to be a problem for almost all speakers.  For the answer to this question we'll have to rely on data from the now archived Zaph Audio website:



The black line is set to the high pass filter for this driver, around 350 Hz. Take a look at how quickly distortion is rising below here.  Rising distortion as the frequency drops is normal behavior for all drivers and is why the idea of using many small drivers for bass is not actually a very good idea.  Too much distortion. 

We could, in theory, extend the midrange response down to 200 Hz or so, but why bother?  The woofers have excellent dispersion up to 2 kHz and far lower distortion from 50 to 300 Hz.  
 
Incidentally we happen to have used 3 kHz as the low-pass filter setting which further limits the distortion of the midrange. 

The Final Crossover

Luckily, this driver is so smooth it required only Linkwitz-Riley, fourth order filters and no additional EQ besides gain-matching to the other drivers.  Phase matching was done via digital delay of the midrange and tweeter. 
 
Lets take a look at the results.  In the chart below the red line is 45 degrees horizontally while the black line is 45 degrees ABOVE the face axis.  

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ozY1nrE74+WtJqpUUrr2QeiditzT/hSwHhiQQkeo2Y2v1h0dl5q68lvVZatPJK5uGOjdnnfqsVKwCG6Bza8ePy3XHdI/PvH6WrwweK3nzZ0iBGdENUrBMRGAQUCbQyFEtNOyqqNQN0LY6Gibamofb3PWOq0XxmImaaoUO9Z3eZDr94qY/L9Ph87lo3u7YWRuhUk+U+pl/bqDgfBJQItDL/lMpFGhAAARAAARDY3dtwy/WXyGIJ5QjAEJ1jOzQ/B8fcPDKf0sW7w5ctDf9FN0S5362Ra+3U3N08Vuy08krm4Y7dylDMNevWrpc1U2zJBKs5d02X5e+pd9/OmpcMxuVk7AqjtedJWTPKMVzrU3WdtmKEjmG0qmtl0arWgqshruNYadHKK5lHInYr84+5zRCukoBEr1VKcnN6dHbe6mtJr5UWrbySebhjY/a52VLVhcIQZUYOQ5QZaEU47o20Qsr+VCs9Wnkl83DHth6KnHeGLhleNXcBSsWtvY5Kzl8zRYe1/vyfvxw/ezj3UfklbXM8j59NSrxTdDbO8O7TBSGkL4AqgUzd49a+8IjIoVBi+WkMBnZ58vwzuffMfAU3Z1hp0cormUcitvX8q+klnCtHQKLX5NS2FTk6O2/1taTXSotWXsk83LEx+9raN1tSA0OUeTWiG6LMuBAOBEwIWA7FNXOuxFTrz6kxQEvzSuXkbowp7qRH2jshjCbd2h2bOXXXsl+sP0fI3LFr5ufwvGvGzRrxTu8U5VhGxIhFwHL+xSKJakAABEAABLwQwOzzslL6OmGIMjOPbohyv1vDjP8kXGtarfRo5ZXMwx3baihSzdAc06zWFMu5Bps1q4hFnNyZ+7833044ZHjsNYZH5ddk5ayzlOnNaopSDNCBuVxS/xJT6Wth3xuPHx8kMJrka31S8nvuPbNEQ3+OlRatvJJ5JGJbzb+aHsK58gQkek1edRsZorPzVl9Leq20aOWVzMMdG7Ovjf2yRRUwRJlXBYYoM9CKcNwbaYWU/alWerTyLubJNErGrLlrsBiKa2YoxRw6Pl5d24wMZk7to9u1JZSev2oAWtwJaPw49iqTOdhr1/Wuzyh9PQw/ZWrmxhjL5TJKTwzRxk1R7j2z9Hrb/OyrASf0d4PF/KvEgNMVCLS0ZyiUy5oiOjtv9bWk10qLVl7JPNyxMftYt71QwWCIMi9ndEOUGRfCRSawZpZM1c5g1FGQWgzFuS9QmvxMx3+8opQhd0zmOkh+LiVXkWcad4wnv3le4c7QyZoG18utgqIna8mMM2Q0ayIuXdeZd39yGZVdmRTTlC2fhWmeuZY4HATm38c4/aZdyrVDocl2fVGS4RgQAAEQAAEQyCBg8dovQx4ONSQAQ5QZfnRDlPvdGmb8J+Fa02qlRyvv2d1Tw9VYM9imTJbBOdw1aA9F0udXDk3QNV6lF06JSd3lIuopvtOwtB7ieWOjb86c5vwSJaK042H7nhycVGKKUnPOmaeLxvbKNTpnSlqaJNxG/ck+ZHxX79pac++Za/mWfm+lRSuvZB6J2Pv9b/CRITVrO3eu5XUvUc8WYkr02ha4dTVGZ+etvpb0WmnRyiuZhzu29mu/rex/EeqEIcq8ijBEmYFWhOPeSCuk7E+10iOal3i3GIndguHCXYPmUByboWemYW+EEk1HEsuag9ZMU4LOlozRqbseJz++wMjgOvlc0857Hq4dgfXeiFxbs4V+mDJHF+9aHmny8NEJXMbo2T5k1DOUy5t7z6TknDvGSgtb3pV1ZsszAZAztuS1ynWN1fQZzq0jwNlrdUr8nR2dnbf6WtJrpUUrr2Qe7tiar/387WLbVgxDlHn9oxuizLgQzgsBquFCNHAWy1Z4HFVrKB6Nqom7cY6fB8rBTLKP5tZ+Rbe1KbqW/8QULTAha5GfGaFDnoKP7c+Zp2NjtOgx2oWPeuB4pL+a+b9fnoRguYutYVO0ltemz9ececKgNc1KzVzC2BAeBEAABEAgEAGt136BkG2mFBiizEsd3RDlfreGGf9JuNa0Wukh56W+AJwxjyh5psyYWaNE0BjVGoo5d9pJXgtssQmPTQ9zrZmSbLpGgUifhdmdM9FjlD6u1b32BVtaj+4vXo/XbG6tPVqb+Xm3rRmjOabobG8I7lWlvabRx1RtVlqK8i7tcZxPRBDhFdVwHXtu/9WYf1Z7PxErDpsgUNNrWwcanZ23+lrSa6VFK69kHu7YGrNv63uh1/phiDKvHAxRZqAV4bg30gop+1Ot9JBfxC8VSLiLcSrP5N1oUwbLtalyZpZkGnDUNdIYiiemnMbng1KL5zguc116FjnmU4lM0otw5c+rPTGIR7kXzUHFOw9n75btxI8fkZ/g19cxt9cs3g1bstAM55B6ZZRncQ8vvJOaoZTJEFbzZkqMmJYVgzIr74KpPbl/Ze6BpeucVcOKEdpr0Jh/Xa6Sa6yUE86rJ1DSa/VZY0SIzs5bfS3ptdKilVcyD3dsrdkXY1fbVhUwRJnXO7ohyowL4ZQJaN2xeGKArN1hNsVg+A3gAkaD9FCcNEMJprJyO9SlyzAEtF4YzxqvC8ZJ/+VFGncu9tcFOZfgo/OTiz/gRPlSJ3IdvVGTYwjXdSfpbPKdxKRonQNEoTYIFm1PoHKqOW7YoyuzZf+xJBTGozcf1j4u4uSNnYbuDqbus9Lzb7y87NdZTf/gXBAAARAAgU0S0J59m4TstGgYoswLF90Q5X63hhn/SbjWtFrpWXtxN7cGuXfz7c0egvk5jrumrzv+yC73kUWqQUF50Uxo1rMXpK19YRKhhuxDiIYA9cV6dv7Oh5r6bEiikT5+fF3iOi2+Q1LxLtE994EBS/2s0eF6UditflxASQNUnJPTl5T6jlKoe89QO9M+1IXM0lrBj3IqixbqRzhQBF0f0xmmqx8JsRLvOJ8eP745Unkdc3r4cJnf2vnEJ1/flkEt/9BcffkZcAYHAZbrlEOIwxjR2XmrryW9Vlq08krm4Y6tPfscbmWblQxDlHnpYYgyA60Ix72RVkjZn6qth/LlBmtmZG3N3fnZxurI3DrxC3bm6P5fidlALabgheImjdAxz0xjNLcvlpbv5M7QjDtX+5jDOzclrtPsO0OHxWqZogx5qOy8mqLU+khbTe6bO6SgNwexas3MPT68WsuO1ZRxubSH1My2krj7cxiuoVx2JXdfWr0oLNFa2Xo4PYNA9XWakSvaodHZeauvJb1WWrTySubhjm01+6LtdxHrgSHKvKrRDVFmXAgnQIDDnCt9MSlhcnEi6vWdDMVKYyL0Z4XmwieYopwvimd7vdOdYWxXGZYrjFjMP+lH5wWMnLXWYeGyliTz96y9ObOvTN6ZV2DiZ5bm9nDWuwsn7jItnVlzM3L/mH7/L2MPKlmg0n61elFIeZO2hAPOAQEQAAEQAIE1Alazb00Xfm9PAIboxBp8ef0w3X/++8lvHvzwKX14evf4s+6YJ+nNyc+6X0Y3RLnfrZG8BFrTKq2HyxxaW5O5x3+l6jvmIzyOv6Z96vfHF8SZxugc7+5TBDUfRyypWfycFYOt9IX8WPfxztDxN51nGhHDnv7555/TxcUFCyI200/SsGSMnbsHsPFhWa31L4Gh1Df3UQOTe89UnzKtB0UrE7bVMKVaaveJ0ryrBQ0OWHrzkPwZpgsJp2qoNYlZXxQSP5pkWGKt/pz1qT6W8CZfdY5GAmhcL42Uyi4jOjtv9bWk10qLVl7JPNyxWWcf+y6CgJYEYIiu0f/yOj28/zl9f3WZvumP3f/seUojkxSG6BpM3d9zb6S16iX1LN2lyJV37XMQufJMce5jl3yuYRePescrxRwdP7rZ3xGk+eU8tb0ofj7hRWSt2THZ85lG6MmL9IFmDkOb3exjMspO1p45ZskeIHl3bmmfz/XmUn1r++N+H6LcNUq4dih1lawFJW7JMSVaaveHTmdJ3tL6Hv/lPyWnrn6kzLgGDi4sLwpzPrZmYl9u2hSl1lYxb4qaRfgkretFuAyT8NHZeauvJb1WWrTySubhjs0y+0x2GCSVJgBDdIXwx2e30/tHV+nyxg1Nrx8+SZ//ltIf97Z3h6h0QyJ+PgHpR7YpL/TzVdedQbkLa8nU2p9fecdpf/cPu/FVh6atsxcMt5oXxNxmaA+Ny5wT6wnuR+e54xV0nxirAi3HPpj4HOPFz5UsMNOn9rCTPauBtalAWHUqh+lXJaDyZOobcHNppnqtZr8c56l+Ubj0RkrFkxalH19QuVw3p699dEXB3bBs2hAIBEAABECgikD17KvKjpNbJgBDdGl1ujtBn6T05sPT1D8s3z8q/2b3wDwemW+5tfXuDqFSYH+na/zN2jPfaF6TN8esqMmzxjDnzqzZF5mDuzmmhiL1Rez4RRuXibbGwO3viY/PU18MS5mhXKZozjVTtKZcRhnz3aFdLaV7gDizItCnd5Yfv0188HEKHG8WzRqjletTuhZLqErXKUfL2fVdcRdeTt7CFtmfNptn5W5f6swZaqPuk2vrWHQXfO7dy5Q7LXfra26A59bVwV0zT2sayuhcrevFqDzRtNHZeauvJb1WWrTySubhjg1DVHQbdB0chujC8nV3h/54b/DZoQODdHeb6KQhenl5eYz44sWL43+/enXzQfv4+QGLNIc7d+4cPwuwBf6cembvCu3A7l5gDOstyTt+kf7y5cvV9eoG19evX0X6vx+KlHXstK79Gx5T04dzBgFFZ01eb/FfDNdk1J8v//vPk+V6+X+HDx+Y4jM8trtD99UgLhfPvjc6w6CE8/D8vrCSOP2547qOLAdGUUl8rjhDnTnX6bguaW5zPNd+Ptefwz2EYz+ZNFcHpkvf61x9nhNnaU8dGmslfTjkP55rXc05Opf+rlibC6XX+1r/DPc+yn417rc+/tAIrea866uSensTsGhdVuby2UfR/P1mjs+9aVDLYWxqctRleZ1q/F3NdT0ijs7rIC7OJa8jJP7+Wd1vr193S74eya2r5u8iar3dceP90CpvLp+l41taR866ptYL8eV9oaX9EIborHPyMT27/T49Gnx2KOXLlqJ/qdKa0YTfyxM4u5uC646xnXSOO57kCeRnWHrEvuhOmRGr0hj5lTg+Y+EuHMrjoJx3ji1RrLnjt/QOuqxVrbxzcJ+Lcc/I0r5wcA13Lg1zcc7u5Bt8iRf3tX+2B/eiKu6ULOGz9Ej/6uP+BQklru+lfX9OIvd6nlxv3f9QXsepOrPvkim5g3KtBybusBybomn8ZXkzMbPXjLuegHeLri0ffg8CIAAC3ghkzz5vBUJvMQEYonPoJh6XHx6Kb5kv7jm1E7lvta8VzqFn1gxdeKFFzVtr5lDzlHDkjD33IjnnRVUtqxIGIc4hPj6/VCvHNzcvxe967fHjx/tDmu2JGlO05tyVJqy9Tr2Zojn9kXP9nuwvwxMzzLTStcgxO6lvoK1pWTJDqTnWzM+5tcqpd24N1+rbn1d43ZFi5zTXXsrhDlHyP+k3UEaG4okxujNFx1qLZ/ggz5n5OoBR/LEE3EYreYF4DpToNR5l7UeJzs5bfS3ptdKilVcyD3fs7NnX/tYDhUwEYIjOgfz4LN1+/yhd3Xyb0smRMESZOlAwDPdGWiu1Vk+JGdppXstLfcG5Vv9anrXz10yqi8Fn99XEOrw2PbwgLHlhBTO0kn7h5+rtjdDuX84L+QKpQ0P0kG7dODDpiVKTovQ8AsvaPcCEI6Gu/pC9vtGXsRWbJyt5a03R3LUonQMUQ3FNSz/b+mv88KEZ9f9+/vnn48fmrEWj1DEXY62+43kFpig59lqBg9+TXxRqGnwLZiX1C836Eie/nOz6l0tG6BzCrGtck1nGmlMOleg1St4Ix0Rn562+lvRaadHKK5mHOzZ59kXYlFBDFgEYolm41g/GI/PrjHBEPoFSM3QtU+sGxJr+0t+Ph+La3UVTeShGWam+8OdRHjE0fmFJvVvR7BoqMFdK71LT7Ecqd01NXa6TPWJkina/zzJNiOJrTVFKmlIjdA4OnqMAACAASURBVBy79DoY3x06NkOH++zSPs21H9cYoxTeZ1/GM/HGHFctc3pILwpL9hcSgNODzvpv8OulzxUdRplcs5EWSizKl1yRr3MlfgXIcQoIgAAIbJIAafZtkgyKhiHK3APRDVHud2uY8Z+Ea01rqZ5aM3Qub+kL2Lk1K62P0gPcsZeG4po5Kv1ilcIjzDFTxuhUcYS7NLmY9L1GMYq4r6HsGnLu9lR4gc5xnZoznVmEKaN2yUAhGycriz5pihKuh6W1kDL95q6Z2Rn075fH6ru7QzszlHN/relHyvXfi8/OM35EfKYHOhbZsVf6t/v1+j3vgyCEXsvet3YnLPIlPNo+dX3t53qBEbqkv+oaN35TL3dduHotN6+34ynGeU1NXLOjRsP4XG+90ZJeKy1aeSXzcMeGIcq5K8SKBUOUeT1hiDIDrQjHvZFWSNmfWqKn1gydyythOpTUR2XKHRtDkUpe6TjKHaNKUoa9tvSiXeIaKiqRaopSjysScTiJ6zpt6S5RijFGeYFc8yL3yKNfG4JJNbUWUkbosGWmrotJLSMzdB+DUFdOe9b2I2Xtc/p+0tweFjTzMS41JvFZ71ABMq9Fn5bKdH88wRg9XhKDL2CafCx+4rNIqSiO2gc9e7Jsf385H8qRKVp7veTy9HI8ZX+XrKVmdnDp8tYbLem10qKVVzIPd2y89uPaEeLFgSHKvKbRDVFmXAi3QuD42Wr9H9wMpkYzRo7h6mMoGsJ3lrr5O4apewL1uEbWpxVTtETH2gvokhe4JaZokQnFsP5rptfZlygdXa2sexcZlNJCrNWzFmXRiF64S3748QHZpigx7pr2E+NvZJKu7Y1Lscn1jO+mnfi4isUaJr6pnpx7JvDU9b14TTsyRXP6QfvYtX11Tk/ufruWJzdeDifL3Dk6cSwIeCSA134eV01HMwxRZs7RDVHud2uY8Z+Ea01rjp7xH0X7P8AKH3nt89a+qFtbq5z61mKNf88dG0MxdwW2c/xcr0lfP8WEKfuCkhnKeZ228MbNWENpfXMvcnNfWO/3rVOHarZtNO4GXerZWbNsYGgdvyitCyRwR2Lpek3VVWP+9fEWjTjqx4eUbhQDvuP5x1EbVVaxGblk8BK+6Exi/578O235ojj9bUnPr/VJScxrVZzXC7Uf1o5bMwjXzuf4PWWflmJXWz9FO4WRVH2U3CXHtKTXSotWXsk83LHx2q/katrGOTBEmdcZhigz0Ipw3BtphZT9qVQ9Z4/JdydTTI8ZgV3ex48fH39b/IJkBQC1vhKO3LExFEtWYRvncPeaCrWlO5Aq9o5c7dzsSu7OzNU8dfycecJRX/bdZSOBQ1N06jM3rY3QMc8TPUMzdPgmX4WJs7TeHOu1WA+x2bJn7prpRcm7wDR3/s0Zptl1UXQLHyPxRkuWMTq3tkvXgHA/9MglrpeS5WR7A2nmIw7WNJWYiBrsLM1RjfrW1iXn9y3ptdKilVcyD3fs3NmX03M41jcBGKLM6xfdEGXGhXADArN/VFcaGhIvALwvHIai9xWE/jMCU6Zo5d5hTVlz79I2EquM0eFnK84sUmtm1exj8p1+IUPUun858y/d4Zh79+OW518uK+oaZpmiXdBSk5PLOG3wmqvaE6kLtaHj1gzUEuN3Q/hQakACW559AZeTtSQYoqw4U4puiHK/W8OM/yRca1qX9EzeFTr+o7ngD1hNQ0GSN3dsDEXJK893bO5eU6VRcvcRo0AJdtJ7WI4RKlLfxF1MpBeq12s9/JzJg7d4eKheQiu5VSb6sP+iG+nH5IcatRhI5hnGXnu0nWqCY/6dfss9lRul/2f/lps7mWKMFvztd5JuKccgdkkfr5luvY65PY3dBKXwHMKpZXsda89u8CTW5HJTc1FroMbr/PeVu2XXZk5Jb1CuF6ljWtJrpUUrr2Qe7tiYfVJXnP+4MESZ1xCGKDPQinDcG2mFlNkXqKt/DFZ+9p/mI6eSvLljYyjWdnPc87l7zYRU5b5RqlmKncQ+VnKnmFR9He/sO8z2J13boRMvjCW1zvbHzAv54bd+Hw3RjBfzrfXjWI8k66nYOSb+FDvMvwMViTdbiq7j0gYvOW/hTTNqH6+ZayWyunPWTLnFuFQTcSlI7p7EkbMU1vC8TN1L6ze3BtTe4CiHI0ZLeq20aOWVzMMdG7OP4+qKGQOGKPO6RjdEmXFtMtyqCdpTqXjcteTF/pYWA0NxS6uNWr0T4DREW98bs+4wq5gRrD2x8Bm2WfWwikKwOQKYfzdkuEzRM5Oa8EVPph1a8DQB+W/XQWFr5unJHeP9eRSDr0D/CW8JM1Pr4wyYtQ/fsDrxWbvPecY/EAhEALMv0GIylwJDlBlodEOU+90aZvwn4VrTmvXHZOUL3aGBoMVBMg93bAxFySvPd2zuXvNNI0+9FDsO04LDCJWqb0g5+w6zmbtENbTudS/MKmszVIuBZB6J2Jh/p/ta6f6y9hEGaWSK7rP+4xV5U+V8lH8x6Yq5SNqTmE06MqQcE3UpaIn+yo8byK5x6oQS3TOJZ43RjJ5drIlidLNAMf7ImFENEns4BZNWXsk83LEx+yids81jYIgyrzsMUWagFeG4N9JSKaQ/Jk9eEQ8+Fa7gD4jxH/daHCTzcMfGUCzt5vjncfdafGI3FUqyKzUtDp7dzZ5aYzJI1jfuE7KZOGNIqmglmqE//+cv6eLiQv1SUGGwq0oyj0RszL/TVsx5s2TOBB3vKyfHVRqj4wunZg/LMUbHBtnk3ZxrV3Xu37BUgy837prOyt9LXKc5kqh9OZ6HfY7DJ0/f/JsyR4vWn1KEwFpar8ewbCstWnkl83DHxuyjXJDbPAaGKPO6RzdEmXGFDpdthPY0Kj7/j+uFf+iFuTZIxF5URIeH+kDAiEDpo/Ol5xmVuU+bNT8qnygoqpNohlZ9LmCRMJy0RgAvCqcJrd7xOTot92+ItcfHj+bU7lFlspYps3UXqOa6m3yaae0uQQFTa62P8fvTN/s6Htk9uWRAc/YW1eg+FIGlBQERAph9IlhDBIUhyryM0Q1R7ndrmPGfhLPUOnV3D0lPxQvbOTOUlJdhISTzcMfGUGRY8KAhuHstKKbJsqTZ5dzJ1QvkfJNIur4pqNl3imp8y3ymGWrBrWOplVcyj0RszL/5XXnNiMw1nNauaa35sGaQZn2kk5ZoR3kkrtOl8ktm4RrO2d6fMUbX4pX+vvhzZQcJtddjqVYrLVp5JfNwx8bsK70q458HQ5R5jWGIMgOtCMe9kVKlzL2AXdUjYIbiReH0qmEoUrt5e8etXqfbQ0KuWINdzgtBTjNUcy8dAicbFaP5IbYWM3Nq6Y5WMS0rnamVVzKPRGzMP/KWpn4g9S7So7DRnZudYZsdY1TlmnmqDsVBQonrdNJMH91pyWHQz+GdNEiVzdFeW65JqrUelNa00qKVVzIPd2zMPkrHbvMYGKIz6/7l9cN0//nvh99evEtXl9/s//Pjs9vpu7f9j6/S9Y+PUaIbotu8TPKq7v8Yzf6jsvBRee4X/XnV+jwaQ9HnukE1CPQE1h6Dj7Yv5pgc+xePUo8djuYU2bBF6zZDAPOvmaVgEbL2JhFl78j+e5VFOYJQCaytMTVO6XFrd06P45YYtZQ+XdJ/NE2lZl8pPJzXDAHMvmaWojkhMESnluTL6/TwSUpvPjxNd9OX9Prh/fT5+535mZ6l2z/eS5+OP98flJ7evQkS3RDlfrdG8oqw0Lr0eOOiHoa7Q+f+ANHiIJmHOzaGouSV5zs2d6/5ppGnXpPd0gtEKTNUs74p8jkvGEVM0es5NfmFG7vPPZz7Z8VNK69kHonYmH95+5qHo6cMq1xTSqLXPLDj0CjFztoI7dlM1ZdrkhZxrrwjtfqLoBjMVaneWOOplVcyD3dszL61rtnu72GITqx9d3fok/QmfRg6nbvjxj+fOg6GaDsXE/dGulQZ5QswZvUwmKGdNhii9N7DUKSz2tqRmvtGNLba7NZekOUaAmvroV3fmh6KacpmjO7mVK4RuvRiuqS23HO01ksyj0RszL/cTvJzfM2bQRK95odcnVIJdjVrWVfN+dk59a3NZW5tqdA01TJLc9hxstHKK5mHOzZmH2eHxYoFQ3RiPbvH4t/f+yH98fx52j803z8y/3F8h+j99K9/fjoxTqMborHan6+a6sfkD45mlqCW/ljKEt7AwRiKDSwCJIAAA4G5F1/cZiiDVLUQZ2/Qjb8hOnfW/PvliXY8Xqu2lCKJMP9EsDYTtJW7CpsB4lAI/r6nLdqs+Vpoks5lJZunmbOVViWO4iKA2cdFMl4cGKIzhuh3f/xw/Wj84XND3z86fF7ozWeIPkgXFyn9ce/0TtLLy8tjxBcvXhz/+9Wr3Wd6Xf/Dzw8gpDncuXNnt0a7Rdr9k+bfvwB9+X+3Zusa63nxcvAi83qI5ujs/xB4eR1njqcWh+6dvK9fv4r0ef8uYQ4fjXWHnsNyR+Kgdb1E49btP7hO5edaztx8+d+HN9nIL+ZGfw+N7wjtjdBI13sOT42/WzT09C8KsY7x5lffP0umKNa93XXv/57vt+Lujb0W1svb30Vrr0f62cht62TPWsH1jfD32No6wleJ9fpL4++fvmfG+yoM0YndcGiAdr+ee4R+fFx3bPQ7RLlvX+ceRsN4Wlqpd4ee6Kl4TL6rMefdYy0Oknm4Y+NdQskrz3ds7l7zTSNPfXR2nurrtD7+y3+OC7g3M0ffULy0ukMztPaOUCtuWnkl80jExvzL29e8Hp17p6hEr3lll6ubg13O3/W5+mqP56ivVkPO+Zx6cz67e0pjtkmaU2jJscx3sXKyHpfDHRuzr6RhtnEODNGpde4ejX//6OSb5fd3iHZfqtT/vPvipfuf0/dXl+nw/fOHf9EN0W1cFvQql75EaTaKohlKr2RbR2Iobmu9US0IbJVAyYwqOWerfD3WjfnncdXKNbdstJVXFefMXOM6TuW+KzlZt4xH9I9vMGa8QWlKitlAtawFs8+Sftu5YYjOrE93V+j95/tPEE0Pfrj5nNCbR+a7jxY9PEY//BfdEOV+t0by8tDQSr07tKtzr+fx45uSC4ZMyR+2GhyO9V1/RAH3unLXgKHIvUJx4nH3Whwy65VEZ+epvqHWHIMz59j1jjgcYcVNK69kHonYmH/Uzo1x3NTnLE59xrJEr8UguF5FDbt+fVr+3Oua+tbp8R+hrbf2s0xrn8KYIjjJQNqELXhdu7T63OuI2cd/rUWJCEOUeSVhiDIDrQjHvZFOSckxRE8eVywcGiV/OGlwkH7Ry10DhmLFhRX8VO5eC47rpLzo7DzVN2eIdgs29eLr7IuYukfsmf5ZcdPKK5lHIjbmH1NjOwuzdieiRK85Q1Qst4Td2noUixE4saQ+ARnkkFZ6Z43RXnnGnaRzxVLNUxYGtQZq4WvdvnaWGgYgMfvIl9DmDoQhyrzk0Q1RZlyuw5HvpBkPlIoBUWKIuoYsJB5DUQgswoIACDRLYGlmZb2512yFEEYhgPlHoRTzGE8mXMwVOFRV8rRXZB5Ra1s1SLvCK01SqkEqyphqnFa8/uXQj9nHQTFmDBiizOsa3RDlfreGGf9JOEmtZDP08JfPXtfbn38+fut9Sd2lf0BJchjWIZmHOzaGYkkHbuMc7l7bBrVDldHZeapvSivlyyEkXlxZcdPKK5lHIjbm35Z25elap4yanyv/Rt0yVep16tWQptbXSg+0pDdXy6KJSjBP+xmem7d07WbzUEzSFYOUuwbMvtJVjn8eDFHmNYYhygy0Ihz3RjqUQrqbZjQMagzRUjNU06SQ5M0dG0Ox4sIKfip3rwXHpfYmVAscPfXGktYpY1TCCO3XzIqbVl7JPBKxMf9a2E3sNVA/W9ReafsKqNep16e8qPW1slIt6ZXUsvgm5z9eJY3PpSXXRzFI+wa6NkrJsYmNh9lHBLXBw2CIMi96dEOUGZfbcKuGaOU3yY/BeP0jqtUFxlBsdWWgCwRAAARAQJIA5p8kXX+xvd616Ik0GHtaLZ9a154AkXzTs4hYjkE6TFDx2D1mX9FKbeIkGKLMyxzdEOV+t4YZ/0k4Ka2lZmipnpq7QzsgpXlz10YyD3dsDMXc1d3O8dy9th1yenuNFVNPvdGSVistWnkl80jExvyz2kHazgvTrnx91q5T7zc1rNVXTk7mzJb0WmjRNEfZ68sxSjPNUcw+mestQlQYosyrCEOUGWhFOPZNeqeF9Nmh/WY+2qhL9dT+IVWaNxe9ZB7u2BiKuau7neO5e2075GCItrTWLfWxlRatvJJ5JGJj/rV0pbajpeu1x48fnwnSeOy2HQplSuau0ygms8Q+VEaadlZLeq20DPNKGqSS9Z3EphilKwYpZh/t+tniUTBEmVc9uiHKjMtVuCwztKss852rKRi1ZqgrwIpiMRQVYSMVCIAACIBAMwQw/5pZimaF4PNF65em9umuegWIAAKnBPY9ufLFTM09Wj+3iBSDtD/3+vX4fvZJNAXD630JWYhJJwBDlM6KdGR0Q1TynSAS4IyDuLWWPirfSy7Rw2GIluTNwHw8VDIPd2y8ICxZ4W2cw91r26B2qDI6O0/1taTVSotWXsk8ErEx/7a0K9Nrneq1KHc40imUHTlmF80MldiHykjTzmpJr5WWtbzHHl0wSCnm6Foe2opNH0WOnWOO1gjKPRdGaS4xs+NhiDKjhyHKDLQiHHkjJeZYNEQJX6JUogeGqIzRgheExKbf4GEl1+kGMU2WHJ2dp/pa0mqlRSuvZB6J2Jh/2LGnCCz1GozR5Z4Zsotmhnp8s1Ni3yzdNay0UPPWGqPUPCX8WGKPzVJukzLXjOXOXwIW55wRgCHK3BTRDVFmXG7CLT4uTzBDSwrlMENL8m7hHLwg3MIqo0YQAAEQAIExAcw/9EQJAZiiy9TAp6SrcE4rBE76t/Ku0VZqMp19HEbpVIytG6q5XPsmIHy+7NXVFUvr3toFOvlohl9//TX99ttv6aeffkq//PJL+vbbb1kStRwkuiHK8m6N0gJyaiXdHbpyseXq4TJEc/OWLo9kHu7YeEFYusrxz+PutfjEbiqMzs5TfS1ptdKilVcyj0RszL8t7cr0Wim9BtNvmmfEu0KHlVJ6g95p8ke2pNdKS01eqjnareTP//lLuri4EFnUmhqmBJnPvlIzj0I3qlEqwWyCFe4QpTRZxjEwRDNgCR/KtZFymKFdqTl6uMzQ3Lw1S5JTX24e7tjmQzEXAI5XI8Dda2rCG0gUnZ2n+lrSaqVFK69kHonYmH8NbJYNSsjptegGYM7ybIFFTm/ksJM6tiW9Vlo48o7fANH+QiaOGoY91uzsmzP9hsZdiTHo0SRdq7OkJgJfGKLMu3F0Q5QZl4twXIYotdgt/HFFZSF1XLNDUapgxAUBEAABEACBHQHMP7QBBwH8rXq4lvp/f5a8UOdYCMQAAWECZ8Zol8/ht9WHnX1rJuLNJiXcKQXh17Rz76sz+bqdHI/MF6zf3CnRDVHud2sY0Z+F4tDK+dmhVD2cd4d2UKh5a9dCMg937LBDsXYRcb7a9RIRNfd12hojT/W1pNVKi1ZeyTwSsTH/WttZ2tBT0mtbNQTHBtHPP/8s9thwC91R0huWulvSa6VFMm/unaPpH69SyRsG3DVsavatGY3dBcptNlIu+jVdWppGOmCIzizel9cP0/3nvx9+e/EuXV1+c3Jk9/sn6U368PTuyc9hiFKuBp1jajdSTjM0x5iEIXreH7VrOY64qaGoc7mFycLda2HAEAqJzs5TfS1ptdKilVcyj0RszD/CZrbBQ0p7jftv1tbRT5nApexar7XX562+lvRaadHK2+chf+7ozhw9eHEnXzszeSlw17Dp2bdmRHIZpJQ8w9Um9IHGPolH5qcof3mdHj5J6c2Hp+lu+pJeP7yfPn9/lY6eaPf7+89T+uHT5gxRjaZsJYf2o/Jd3Vv7w9JqrTc9FK2gIy8IgAAIgIA5Acw/8yUIJWBLd4luqdZQTYpizAgMby5aEvHn31+Ka8TsGyCmGpdLhiU1RoMG6LjZYIhOXH5zd38eDu0M0ifp899S+uMe7hAV370qEtS+szRriA43gIx3Nih6JAxRSt4KzMdTJfNwx8ZQ5FjxmDG4ey0mpemqorPzVF9LWq20aOWVzCMRG/NvS7syvdaaXtuCUbhUYw07+grZHemtvpb0WmnRypuTh2qO9p3O/Q32mH0Le0iJuTkVLsMXsdvRzjPDEJ1YjY/Pbqf3935Ifzx/nvYPzQ8eme/N0je7B+bxyHxLrXyuJWeTPnun4N8v9z86e8eq0AztYq3pkTBDKXm5VnGtvpo83LExFGtWI/a53L0Wm9ZpddHZeaqvJa1WWrTySuaRiI35t6VdmV5rba9FNUXHn5c49ahvLTv6Ktkc6a2+lvRaadHKy5GHYpRy3EGK2Zexf1AMUqfm5xQFGKIzhuh3f/yQPu0fmU9pb5A+2j0y/9ebR+l3t4lOGqKXl5fHiC9evDj+96tXh8/M6P7h5+1z6Dfnl/9362a9BpvDq5cv2dex/6Pr5S42+gTXS9cD2DcOewU4gAPmZvtzE9epj+u0f1GI9fKxXv1rh9bXa2wcdn/LRti3x3+b4+9z/H2Ov0tl/I3+9e9+z5v5FvveGG19P/Syb0PnwZeDIXq0KW/+42iAXn+P0vCu0OMXLV0f/mD0OaL4UqUJoEY/Kn3XavVR+cJ3RNb04A7R+UZZY5fbYniXMJfYdo7n7rXtkFu/C947C0+90ZJWKy1aeSXzSMTG/PO+E8no5+q1KHeKUu4M7VeCi53MytZH9VZfS3qttGjllcpzcv2tmKPUDsfso5La3nEwRKfW/OOzdPv9o+M3y48N0u4UfMt8+xdL6SYNQ7RsbUt5U7Jxx8ZQpFDf5jHcvbYlitHZeaqvJa1WWrTySuaRiI35t6VdmV4rZ69JvcFPr6b+yJwaONnVK+eP4K2+lvRaadHKK5mni/348eObhq40RjH7+PeGKBFhiM6sZGd49neDju8C3bIhGqXx5+qw+Gb5TkvOH17R10CjPgxFDcrIAQIgAAIg0BoBzL/WViSenpy7K1ur3rP21lhCDwhwEli7a3Ttc0Yx+zhXYz3W+LNh19ZnPaLcETBEmdnikXlmoBXhSt61kro7tCtjTo/040UlHEqwS+bhjo2hWLLC2ziHu9e2Qe1QZXR2nuprSauVFq28knkkYmP+bWlXptfK3WvSf9vSK6MfWaqZmx1dsc6R3uprSa+VFq28knmWYh+v1Yy7RjH75PYLyhdjUbNbGKcwRKmrQzwOhigRlMJhuZv08GI+uRgrvll+WOaaITr1zZUcmHI5lOaUzMMdG0OxdJXjn8fda/GJ3VQYnZ2n+lrSaqVFK69kHonYmH9b2pXptUr12lCB1N+59Cqnj6y9K1SCXW1NnOd7q68lvVZatPJK5qHG3l+/M8Zo+ser1O87mH2cu8Lu6dZ/v1wM2Hspa8ctBdEyR2GI8vZGim6IMuNqJtysGdop7A3Rwi9TWioSj8rbtACGog13ZAUBEAABELAlgPlny39r2WvNRkleLWuTrBuxQSAqgUXzbWeO9v9afXNGYl1KDMk5I3IuFpdxORWfK/aaH3N1dcWC/9Yu0J/DSL/++mv67bff0k8//ZR++eWX9O2337IkajlIdEOU+m5NC2uUo3X1UfmuoEpDdEqPhiGaw6Fm3STzcMfGC8KalY59LnevxaZ1Wl10dp7qa0mrlRatvJJ5JGJj/m1pV6bXKtFrffbWjEduPZLs6Csod6S3+lrSa6VFK69knprYZBPw2iStNUi5jTyyfrnLfjWytFGp+RmkuEN0dbnzDoAhmsdL8uicjXTSEGV6VL6vEYZo+WrnrCUlC14QUiht8xjuXtsSxejsPNXXklYrLVp5JfNIxMb829KuTK9VotfG2Us/o5NexfqREho02K1XJneEt/pa0mulRSuvZB6u2B7MRbmrd3c/199fZoVf4pUbKyvxxMFapigM0dqVGp0f3RBlxtVEuNXPDq28M3SuSI27Q5sA3KAIvCBscFEgCQRAAARAQJwA5p84YiRYICBhSFKAc98VSsmJY0AABNohMJ59nEbp0CjkiKttPLazSudKNExRGKLMHRDdEOV6t4YZ+2Q4qtbVx+WZDNGxHi1DlMqhdk0k83DHxgvC2tWOez53r8UldV5ZdHae6mtJq5UWrbySeSRiY/5taVem1yrRa2s3BHS/r31UlVKhtAmryY5SL/cx3uprSa+VFq28knm4Y1Nm3/iNk+G1pLFXcV+7FvGWGI715DBd/L6XykJhiFYCHJ8OQ5QZaEU4ykY6a4Z2eZm/TGmoR8sM7cqgcKjAfDxVMg93bMpQ5GCCGP4IcPeaPwLliqOz81RfS1qttGjllcwjERvzr3yPi3ymRK8t8dK6Y1PaDNX8O9uq/7R7o7bOlvRaadHKK5mHO3bu7Jsz9nJMvNpe9nJ+jgk6VxOFq5QpCkOUudO8GqKLxiAzo5bCad0dOq5Z0xBtiXcrWnKHYiu6oQMEQAAEQAAEaghg/tXQw7mcBKRNUQ0zlJMHYoEACMgRKJ19uGt0fk2m2JCMzeH3tEyEX4ohYYrCEGW+7rwZornfisb9bg0z/pNwa1oXLyjmu0M7YbhDtHy119YyN3LpUMzNg+P9EeDuNX8EyhVHZ+epvpa0WmnRyiuZRyI25l/5Hhf5TIleo/AqfUG9FlvTDLVit8aA6/fe6mtJr5UWrbySebhj184+yl2QFDOQ67q0jsO5x+bOAe4b+WCIMneTJ0N0bAhSHHfuzYkZP8kQXf1wXgEzFIZo3Upz913tUKyrBme3TIC711qulVtbdHae6mtJq5UWrbySeSRiY/5x73wx4kn0Wg6Z3BfES7E5X6hTarBmR9FYc4y3+lrSa6VFK69kHu7Y3LNvzSCNao5q3tnf7VtTHFe9nMwND4ZoCukbtAAAIABJREFUJrC1w70YonPmJ8UUXWPQ+u9Jnxt6uAJFSsHj8iJYs4JyD8Ws5DgYBEAABEAABIwIYP4ZgUdaEoHaz+3TNkNJReEgEAABcwKSs28Lj9VLG6HDBqHk4jRFYYgyX57eDNE///7yjMCSYcj9bg0z/pNwU1pXDV+hu0M7Yb0ebUNUa80k83DHlhyKkj2N2PIEuHtNXnE7GaKz81RfS1qttGjllcwjERvzr509syUlEr1WU1+uMUp5AV2jZ+nc1thx1+mtvpb0WmnRyiuZhzu21uzL3bu4r1eueNZ1UPd0jsfnYYhydc11HBiizEArwo030lUztMslbIg+fvx4X5HmbfTcA2VuSSTzcMfWGooV7YtTjQhw95pRGSZpo7PzVF9LWq20aOWVzCMRG/PPZHtsPqlEr3EUvfZY6jiH5t/Xfe5W2XHw72J4q68lvVZatPJK5uGObTH7rE1Fyh5A3WMt9taDNXPrWMba4/NTN/pRGVxdXVEOXT3m1i7QyTPGv/76a/rtt9/STz/9lH755Zf07bffrgbxfoAHQ3TNGORw2ltcx9W6ht94hsflW1xCNk0WQ5FNPAKBAAiAAAiAQCEBzL9CcDjNlMDai3arF+umUJAcBECATMBy9rVgjK7toWOQreyplDtF17yttSbBHaIzhD4+u52+e9v/8iK9u7pM3+z+5/DnF++u0mX3w8E/T4bokos+Zx5yv1uz1qA1vx9qXb1QFMzQTg/uEC1bUe6+sxyKZQRwlhYB7l7T0t1CnujsPNXXklYrLVp5JfNIxMb8a2G3bE+DRK+1V6WMoujsvNXXkl4rLVp5JfNwx25h9lFMyTUjkhIjZ6dby5cTS/JY6p2iJXeJwhCdXLkv6fXDJym9+ZCe3h0c8PFZuv3jvfTpw9N0N00f07ohunqX5HW5cwYi9+YkeeH0WlfN0E6E4KPyfY3anx3a59VaM8k83LFbGIqSvY/Y5QS4e61cib8zo7PzVF9LWq20aOWVzCMRG/PP396qoVii1zR0t5AjOjtv9bWk10qLVl7JPNyxW5t93Mbm2l7oxfhcqmPJFCX5PTPBYYhOgfnyOj28/zl9f31XaH/Il9cP05P0Jn24dknH/7s7rmVDNLdRqObp2gVo+XtyzYENUUv+reZubSi2ygm6QAAEQAAEYhHA/Iu1nqgGBEAABEBgnUDrs49qkEYwNtdXa/qItcfnyb7PKDwM0Sne+ztB/0gPfv89/d79/uJduuqejT+7Q/R++tc/Px0NUi+GKPVW4ilDlPvdmtILgnJep/XxX/6zP3S1ZmFD1Oru0K52rTWTzMMdu/WhSOlvHCNDgLvXZFS2GTU6O0/1taTVSotWXsk8ErEx/9rcP61VSfSadU1a+aOz81ZfS3qttGjllczDHRuzT2tHlM+z5KuU3NAHQ3Ruzb58SV/u3t09Gp9Sdyfo//zXh/3nhd58huiDdHGR0h/3bu4Y7UJdXl4eI7548eL4369evTL9+cv/vvm+q84cpOjpz6Ee31K9Hew7d+4cDdGX/3fzDWVjnS9evjyszeCLlCh8cup9eZ2jf1eHO34nf05Px+Gia9bdP8m83eD6+vWrSJ/3Q1FSvzQfxG9nP2zheonYD7hO5/fhnHmx1J+Icxgx4FDOoX9RiHl6YAgO4ID9ZHk/0XodwXU9Sr4e6V/kUPcNq7+LrPLm8lk6vqV15KyLq8+3HKf3VQ72zZ8nc3zoeS35P/2advs/DNGjfTP/H1OPxndHd+bo+0enX6zU4iPzpbcPdzWWuOwEpCqHkOpW+DKlPcfrPFu+zV1l0YlJ8C4hERQOAwEQAAEQCEUA8y/UcqIYEAABEAABAgHMPgIkR4dwfp4oDNGphe8ejX//6PCY/O7f8Q7RNPj5zOeMjg1Rkikn3Hw1puZYP/ft65Klk+oWflR+aIb+/PPPxzs1Jesex9ZaM8k83LExFDU70Fcu7l7zVX2d2ujsPNXXklYrLVp5JfNIxMb8q9vnop4t0WtRWVn9nW3F01tvtKTXSotWXsk83LEx+6x2ELm8XKYoDNGZNbp5ND6lBz/cfE7o8OcX707vDu1C9Ybo0Egcplj9LEvmnuEwZIfGIvfmxFzuMRzJDD24lYdzBo/Lc2vqL1YYouVkufsOQ7F8LaKfyd1r0XkN64vOzlN9LWm10qKVVzKPRGzMvy3tyvRaJXqNnt33kdHZeauvJb1WWrTySubhjo3Z53ufnVPP8XmiMESZe6MzRNP/3nxWXm+AchiTuVK5cnLFydVfczzJEMXj8jWIXZ+Loeh6+SAeBEAABECgkADmXyE4nAYCIAACIOCWAGaf26VbFM5xlygMUebeGBqi47tBSSYdox7OfH2sn//zF5PHvnOxkGpXuDu00407RHNX7/x4vEtYzxARaAS4e42WNcZR0dl5qq8lrVZatPJK5pGIjReFMfZb7iokeo1bY6vxorPzVl9Leq20aOWVzMMdG7Ov1R20XhfFFF16ShuGaP0anERY+1IlklHHpIk7F3c8pjInw6xqVTZDuy9T4t7Yqfy08krm4Y6NoUjtnu0dx91rWyIYnZ2n+lrSaqVFK69kHonYmH9b2pXptUr0Gj277yOjs/NWX0t6rbRo5ZXMwx0bs8/3PrumvubReRiia3Qzf78FQ7RDov1ZqDnLQDZD94X8mRM6+1h8u3w2MpUTMBRVMCMJCIAACIBAYwQw/xpbEMgBARAAARAQJ4DZJ47YNAEMUVP8p8nXDNHu6FXDjqEeqRxScRlKPoZYfbzf4O7QThz3O11UZlp5JfNwx8ZQpHbP9o7j7rUtEYzOzlN9LWm10qKVVzKPRGzMvy3tyvRaJXqNnt33kdHZeauvJb1WWrTySubhjo3Z53ufXVNPeWy+izF1Ux/uEF2jm/l7GKKZwAQOhyF6CpV7oMwtmWQe7tgYigIXXpCQ3L0WBAupjOjsPNXXklYrLVp5JfNIxMb8I21nmztIote2AjE6O2/1taTXSotWXsk83LEx++LvyKWmKAxR5t5owRCVvIuz9W+cX61d6e7Qrq3wuDzzxcUYDkORESZCgQAIgAAIuCGA+edmqSAUBEAABECAiQBmHxPIxsOUPDoPQ5R5Ub0bokNnfYym/2Kgx3/5z/5XLX6O6NAQnXxnydAQ5X6ni9q6Wnkl83DHxlCkds/2juPutS0RjM7OU30tabXSopVXMo9EbMy/Le3K9Foleo2e3feR0dl5q68lvVZatPJK5uGOjdnne5+lqqfcJTr2sGCIUukSj6MYol2o1TsZifnGh5XGXTJCJ6X87wszU5Ta6GcbqaEZ2sHi3tipLaKVVzIPd2wMRWr3bO847l7bEsHo7DzV15JWKy1aeSXzSMTG/NvSrkyvVaLX6Nl9Hxmdnbf6WtJrpUUrr2Qe7tiYfb732Rz1c3eJzj3pDEM0hy7h2FxDtAvJeadlriE6NkK7u0Cn/p0ZpgaG6Nrdq6tGs7EhSmgfHKJEAENRCTTSgAAIgAAINEUA86+p5YAYEAABEAABBQKYfQqQG0qRY4rCEGVeOKohumreFeoqNUTnjNCxjKMpeW2Ipn+8StRzC0vanzZ1V+iaSYs7RA/Eud9hm1tHyTzcsTEUa67G2Ody91psWqfVRWfnqb6WtFpp0cormUciNubflnZleq0SvUbP7vvI6Oy81deSXistWnkl83DHxuzzvc/mqqc+Udz7TFdXV7kpJo+/tQt0cnvhr7/+mn777bf0008/pV9++SV9++23LIlaDlJiiHb1cNwlmvuFR0uNsmZ6DXNJm6JrOscmbc/SyhCde0eCe2OnXgdaeSXzcMfGUKR2z/aO4+61LRGMzs5TfS1ptdKilVcyj0RszL8t7cr0WiV6jZ7d95HR2XmrryW9Vlq08krm4Y6N2ed7ny1RP+fJ7E3Qf7/ch+x8I9whWkJ34ZwcQ3S4GCWm6NodkkulrZmMFCxjU3Rfw8wj95R4U8dQdR617O5YndSBx+VLlyDkeRiKIZcVRYEACIAACKwQwPxDi4AACIAACGyNAGbf1lb85gnjKX9q7GPhDlHG/sg1RMem6JQxuvTZmUfpg0fYKcbkkmO+hGP8bs3YiKTkzsFN1TlliJ5obcAQ5X6ni8pRK69kHu7YGIrU7tnecdy9tiWC0dl5qq8lrVZatPJK5pGIjfm3pV2ZXqtEr9Gz+z4yOjtv9bWk10qLVl7JPNyxMft877Ol6imfJdo97QxDdILwx2e303dv+19cpHdXl+mbwXFfXj9MT9Kb9OHp3ZOzSwzROVN0zQjt3e6pOzXXjEmq0ThGM2uIdgfO3Z1Z2MHUu0NP+F1r6FPuGSmaoXst1/nG70Zwb+xUrFp5JfNwx8ZQpHbP9o7j7rUtEYzOzlN9LWm10qKVVzKPRGzMvy3tyvRaJXqNnt33kdHZeauvJb1WWrTySubhjo3Z53ufLVW/5iftfTQYolN4v6TXD5+k9OZDGvmdh4O/vE4P7z9P6YdPbIZoryL3MfSpzw1dXfgZw6640a4/g2F/PtOXLK3VMNQ6/iKpk3OHBzI/zj/Hq9RsLuWP8/IJYCjmM8MZIAACIAAC/glg/vlfQ1QAAiAAAiCQRwCzL49XpKPXvBl8huikH9oZnp/T96O7Qq/d0L1Z+vlvKf1xj+cO0bnPAu3yzX3Z0olxOnHcnKGYYzROoZl7t2b1Mzwzr6q1xl0yRLvfHc/vD1QyQ09yj3Jyv9NFRaqVVzIPd2wMRWr3bO847l7bEsHo7DzV15JWKy1aeSXzSMTG/NvSrkyvVaLX6Nl9Hxmdnbf6WtJrpUUrr2Qe7tiYfb732Rr1a74SDNEpuh+fpds//pEe/P57+r37/cW7dHV5eGC+f1T+ze6B+dpH5qceiZ98DH6hA5a+nX68+LVmaCdjaXOqMUXHd7quNe6aIdobk7sH5g//lAzRJd3cGzt1Y9DKK5mHOzaGIrV7tnccd69tiWB0dp7qa0mrlRatvJJ5JGJj/m1pV6bXKtFr9Oy+j4zOzlt9Lem10qKVVzIPd2zMPt/7bI36NQ8Mhugc3S9f0pe7d1P3CaGdCfo///UhXf51d+fo/kn6p2l3m+ikIXp5eXmM+OLFi+N/v3p1+Pbz7l/38+HCvHz58vjz/pju+Jf/fbTzJlUOzdBx/N4QnDqxM12nju+Orfn5Ue/gczy72hY5DB+3H4q9jtGz6bkN+fT/3efteJzpv/54gFvXB6/pmYq/pH98fK+3N7ZreObkXeKDODfXXe36gvPpPgaeh/0cHMBhON/RD+iHlvuhf1GIv08OqwQO4IA5jr+TsQ9gH8A+EHsfGHo0U74cvlRp0m68+eHwrtD7z/f3jB7/PRh9jijlS5XWXOoVOVm/XroLNSvQ9cE5d4j28cdfLtT9fO6R/6nPRF3TOf4M0ePxIzN0Sc9aDurvcYfoBRVV1nF4lzALFw6uIMDdaxVS3J0anZ2n+lrSaqVFK69kHonYuEvG3daqIlii11SEN5AkOjtv9bWk10qLVl7JPNyxMfsa2CyNJcz5NLhDdGphukfm3z86eUx+f4fo4Gvml75lvgs5ZQL2qXIeBzfum7P0a5vT0JycMn5Jn336vzd3XC19JMCR5/VdpmfHjr5dXpr7Wvw1dlJrrZVXMg93bAxFqW7zH5e71/wToVcQnZ2n+lrSaqVFK69kHonYmH/0PW1LR0r02lb4RWfnrb6W9Fpp0cormYc7NmbfVnbk+TphiGb2wMdnt9N3bw8nje8C7X62Zoj26cbGqObdoZklsxw+91mgvUk8ezfn7oCTu1mvTdE1Q3Tt7tDhZ4dKs18zRFkAIwgLAQxFFowIAgIgAAIg4IwA5p+zBYNcEAABEACBagKYfdUI3QeAIaq0hN0j85R/S3eQUs63Oobybs3YpNw33+Cuz705uvu8z+G/sVlJfXQ+xxDt8kmZohQzlMJOYl218krm4Y6NoSjRaTFicvdaDCq0KqKz81RfS1qttGjllcwjERvzj7afbe0oiV7bCsPo7LzV15JeKy1aeSXzcMfG7NvKjrxc55Rng0fmmXuj/wzRqc/u3BuBSt92zlzWMRxlc5oyM4ffQE+9a3bNFF2623TnfB40T/Aerw3HmsAQTYnSG6V9yR0bQ7F0JeKfx91r8YndVBidnaf6WtJqpUUrr2QeidiYf1valem1SvQaPbvvI6Oz81ZfS3qttGjllczDHRuzz/c+y6V+8iMdd74RvlSJi/AuDuVLlbLT9ebe1IkNGqzjzwk9kT34BvpxOUtfvjT16HypIdrl5TZFKYZo9rrjBDECGIpiaBEYBEAABECgYQKYfw0vDqSBAAiAAAiIEMDsE8HqMujYt8EdoszLyGqILhmhc7qFDdKzd2s6jTM5J+8Unalp7i7NpbtE1x6Xf/vzz+ni4mJxhbmMTEoc7ne6qK2rlVcyD3dsDEVq92zvOO5e2xLB6Ow81deSVistWnkl80jExvzb0q5Mr1Wi1+jZfR8ZnZ23+lrSa6VFK69kHu7YmH2+91lu9UPvBoYoM102Q3RoHM6ZnHOGqaApetycpnJz5R3FvjX6/NHxkp3cPTo4N8cQ7WKWPjpPMUO7+NwbO7V1tfJK5uGOjaFI7Z7tHcfda1siGJ2dp/pa0mqlRSuvZB6J2Jh/W9qV6bVK9Bo9u+8jo7PzVl9Leq20aOWVzMMdG7PP9z7LrX4jhujH9Oz2d+ntKr2L9O7qMn2zehztgGpDdGw0Uk3G0vNoZd0ctXbXKlXvVN6F2HOm6Nmj9AufHTpX6tRnSeRgoRqiOTFxrCwBDEVZvogOAiAAAiDQJgHMvzbXBapAAARAAATkCGD2ybH1GHn88YlBP0O0M0Tfp0eLZiflmLwlzjJEJT4btMAQJFW4ZrhS7mhdSrR0/lruYdxB/TnvLJWaojlmaI4e0poQD9LKK5mHOzaGIrF5NngYd69tCWF0dp7qa0mrlRatvJJ5JGJj/m1pV6bXKtFr9Oy+j4zOzlt9Lem10qKVVzIPd2zMPt/7rIT6of8T1BCVwLYec9YQXbuzchia6y7LmjhTJuPuZ4uPoZeasRQzlWKKjuLkbKSlX7IEQ/SmUXJ4r19Jp0dwx8ZQzF2B7RzP3WvbIWf3sSBajD31RktarbRo5ZXMIxEb809rx/CVR6LXfBEoVxudnbf6WtJrpUUrr2Qe7tiYfeV7XPQzN/oZovx3hvaNcmaIStwFutaVpcbkVFyKWdmfV5o357w5PTk6F/jlGKOld5WuLR9+L08AQ1GeMTKAAAiAAAi0RwDzr701gSIQAAEQAAFZAph9snw9R4chyrx6R0OUckcjc+6TcDkm45yOCZNx8d2aElOy9pyx9sFdsaXvLFFM0RIztFRPbZto5ZXMwx0bQ7G2q+Kez91rcUmdVxadnaf6WtJqpUUrr2QeidiYf1valem1SvQaPbvvI6Oz81ZfS3qttGjllczDHRuzz/c+K6kehigz3b0hOozJ9dh6rk5OQzTHZMwxOHOOHdc/deftiHXtRjo2RqeWIOeb6Wv15LZAf7xWXsk83LExFEu7Kf553L0Wn9hNhdHZeaqvJa1WWrTySuaRiI35t6VdmV6rRK/Rs/s+Mjo7b/W1pNdKi1ZeyTzcsTH7fO+zkuphiDLTPRqiVkbosJ5aU7T0fOp51OMy7mBlXs60ZIrmmKHcuhCvjgCGYh0/nA0CIAACIOCTAOafz3WDahAAARAAgXICmH3l7KKfGdgQ7T4n9Lv0dnYFL9K7xW+gL1v6rG+ZL0tBP4vLcMy5Q7RTR73zs1bfCgnud5bo4KePtNKjlVcyD3dsDMXabo57PnevxSV1Xll0dp7qa0mrlRatvJJ5JGJj/m1pV6bXKtFr9Oy+j4zOzlt9Lem10qKVVzIPd2zMPt/7rKT6wIaoJLb52GEM0Rmzkrw5LX2GqtLnq5K1KrWKlR6tvJJ5uGNjKCo1vcM03L3mEEGx5OjsPNXXklYrLVp5JfNIxMb8K97iQp8o0WuhgQ2Ki87OW30t6bXSopVXMg93bMy+rezI+XXGNkS/vE4P7z9Pv3dcHvyQPn14mu7mM8o6oylDdHi3Zu4j/Bx3b059zueQZq6mrJXAwSAwTwBDEd0BAiAAAiCwRQKYf1tcddQMAiAAAtsmgNm37fVfqj6wIfolvX74JKU3H9LTnQv65fXD9CS9SR+6/5Hxb3zex2e303dvDwEu3l2ly29OgzVriHYyqQbkghma/W7NnClK1ZKxVuNDs7VW5KKcaqVHK69kHu7YGIqUjt3mMdy9tiWK0dl5qq8lrVZatPJK5pGIjfm3pV2ZXqtEr9Gz+z4yOjtv9bWk10qLVl7JPNyxMft877OS6gMbot1niL5Pj/rPCe3uFv2f/0ofxg7mEt3rO0zTD58ORurHZ+n2j/eu7zQ9NVz7MM0Zop2w3Ls9OQ1Rye5dic29kdaWYqVHK69kHu7YGIq13Rz3fO5ei0vqvLLo7DzV15JWKy1aeSXzSMTG/NvSrkyvVaLX6Nl9Hxmdnbf6WtJrpUUrr2Qe7tiYfb73WUn12zJE9zeMUh+bPxien/+W0h/3DneWju8WnbrrtGlDlHqXaK6BKtmhiA0CAgQwFAWgIiQIgAAIgEDzBDD/ml8iCAQBEAABEGAmgNnHDDRQOBiiM4vZm51vdg/aHx+1P7tD9H761z+v7x69jtOkIdppo37z+/DYicfaud+tkbyWWtNqpUcrr2Qe7tgYipJXnu/Y3L3mm0ae+ujsPNXXklYrLVp5JfNIxMb8y9vXtnK0RK+BXQwC3nqjJb1WWrTySubhjo3ZF2M/kqgiuCH6XXo7S+0ivesfpx8f0z0qf3036e420ZPPHr35DNEH6eLi5u7RPsTl5eUx2osXL47//erVK/ufv3x50LAzOpf0vBgc14tuQn8mzzt37uzWaLdIu38t6LfSo5W3G1xfv34V6fN+KLawjs1d15nXBfQfWnSOg9b10sq+xNkPuE7n+4qTs+e5DA7L+48Gn/5FIebpYS3AARw0rjvP+7a3v4skX4/krqPV30VWeXP5LB3f0jpy1oW505g/tnsdHdgQPfoy2f/R3R16//n+u+mP/x70nyM6+Flnjr5/dPrFSs3eIdrpptwlisfls/sFJ/gjgHcJ/a0ZFIMACIAACNQTwPyrZ4gIIAACIAACvghg9vlaL021wQ3R7ouVvku7W0H33wZ/c3fnwt2hI/onnxPaPTL//lG66oLtv3Dpc/p+dJdp04YoxRRdMUS5b1+XbPbWtFrp0cormYc7Noai5JXnOzZ3r/mmkac+OjtP9bWk1UqLVl7JPBKxMf/y9rWtHC3Ra2AXg4C33mhJr5UWrbySebhjY/bF2I8kqghtiJ7cwTn8/M+TzwJdxjr+4qQbUzWli2ujdRiheUN0yRQl3B3KvTlJNHUfszWtVnq08krm4Y6NoSh55fmOzd1rvmnkqY/OzlN9LWm10qKVVzKPRGzMv7x9bStHS/Qa2MUg4K03WtJrpUUrr2Qe7tiYfTH2I4kqAhui3d2h79Oj6zs4T43N099xgnVhiA5N0eEXJxEMUU5WiAUCVgQwFK3IIy8IgAAIgIAlAcw/S/rIDQIgAAIgYEEAs8+Cuo+cGzFEv+y+G2n/LUnp6d1uYWCInn2eKNEM5X63RvIyaU2rlR6tvJJ5uGNjKEpeeb5jc/eabxp56qOz81RfS1qttGjllcwjERvzL29f28rREr0GdjEIeOuNlvRaadHKK5mHOzZmX4z9SKKKwIZoZ4LeT5+/331+6F9PP+9z/6VJn78/fBYo8z83d4h2dQ+/ZKnnMLxjdIIN9+bEjP8kXGtarfRo5ZXMwx0bQ1HyyvMdm7vXfNPIUx+dnaf6WtJqpUUrr2QeidiYf3n72laOlug1sItBwFtvtKTXSotWXsk83LEx+2LsRxJVBDZEd7j2X3z0PHXfF3/4vM+DSfo8/ZA+fXia9jeLMv9zZYhOmaIrhigzLoQDARMCGIom2JEUBEAABEDAmADmn/ECID0IgAAIgIA6Acw+deRuEsY2RA2WwZ0hmsmI+92azPRZh7em1UqPVl7JPNyxMRSzLqVNHczda1uCF52dp/pa0mqlRSuvZB6J2Jh/W9qV6bVK9Bo9u+8jo7PzVl9Leq20aOWVzMMdG7PP9z4rqT62IXpyh+indO/H3d2h3e2i6UH64VP/eaK8eGGI8vKsica9kdZo6c610qOVVzIPd2wMxdpujns+d6/FJXVeWXR2nuprSauVFq28knkkYmP+bWlXptcq0Wv07L6PjM7OW30t6bXSopVXMg93bMw+3/uspPrAhujwi5QOj8r/65+f0ofuW5U6o3T/HUv8j81HN0QlmxGxQUCLAIaiFmnkAQEQAAEQaIkA5l9LqwEtIAACIAACGgQw+zQo+8wR2BA9/Sb5j89up/ePus8R7RYK3zJf2q7c79aU6qCc15pWKz1aeSXzcMfGUKRcQds8hrvXtkQxOjtP9bWk1UqLVl7JPBKxMf+2tCvTa5XoNXp230dGZ+etvpb0WmnRyiuZhzs2Zp/vfVZSPQxRZrrR7xDl3pyY8Z+Ea02rlR6tvJJ5uGNjKEpeeb5jc/eabxp56qOz81RfS1qttGjllcwjERvzL29f28rREr0GdjEIeOuNlvRaadHKK5mHOzZmX4z9SKIKGKLMVKMbosy4EA4ETAhgKJpgR1IQAAEQAAFjAph/xguA9CAAAiAAAuoEMPvUkbtJGNwQ/S69nV2Ki/Tu6jLtn6Bn/BfdEOV+t4YR/Vmo1rRa6dHKK5mHOzaGouSV5zs2d6/5ppGnPjo7T/W1pNVKi1ZeyTwSsTH/8va1rRwt0WtgF4OAt95oSa+VFq28knm4Y2P2xdiPJKoIbIhK4FqPCUN0nZHWEdwbaa1uKz1aeSXzcMfGUKzt5rjnc/daXFLnlUVn56m+lrRaadHKK5lHIjbm35Z2ZXqtEr1Gz+77yOjsvNXXkl4rLVrlEq4iAAAgAElEQVR5JfNwx8bs873PSqoPbIh2X5yEO0QlmwexQcArAQxFrysH3SAAAiAAAjUEMP9q6OFcEAABEAABjwQw+zyumo7mwIboDcDTb5jf/fzjs3T7/aN0dfjKedZ/uEOUFWdVMO53lqrE7E620qOVVzIPd2wMxdpujns+d6/FJXVeWXR2nuprSauVFq28knkkYmP+bWlXptcq0Wv07L6PjM7OW30t6bXSopVXMg93bMw+3/uspPoNGKLdnaLv06OTzwud+hkPZhiiPBw5onBvpLWarPRo5ZXMwx0bQ7G2m+Oez91rcUnBEG15bVvqYystWnkl80jExvxr+cq10ybRa3bV6GaOzs5bfS3ptdKilVcyD3dszD7dfdFTtg0Yol/S64f30+fvr9LxhtDuDtEf76VPH56muyur9eX1w/QkvUkfnp4eOffz6Iaop+aGVhCYI4ChiN4AARAAARDYIgHMvy2uOmoGARAAgW0TwOzb9vovVb8BQ7Qrf/R5og9+IJmh6cvr9PD+85R++HRqiM79fJcpuiHK/W6N5KXZmlYrPVp5JfNwx8ZQlLzyfMfm7jXfNPLUR2fnqb6WtFpp0cormUciNuZf3r62laMleg3sYhDw1hst6bXSopVXMg93bMy+GPuRRBUbMURL0HV3lj5Jn/+W0h/3hneIzv38kAOGaAlrmXO4N9JalVZ6tPJK5uGOjaFY281xz+futbikziuLzs5TfS1ptdKilVcyj0RszL8t7cr0WiV6jZ7d95HR2XmrryW9Vlq08krm4Y6N2ed7n5VUH9gQpXxO6Pwx/SPxb3YPzA8fmZ/7eb9I0Q1RyWZEbBDQIoChqEUaeUAABEAABFoigPnX0mpACwiAAAiAgAYBzD4Nyj5zBDdEv0tvV9flIr07+cKl3QndI/FPUnqz+4zR3W2iN4bo3M8HOS4vL4//68WLF8f/fvXqFX6+I6DJ4c6dO+ni4mLPXTPv3Lpb6dHK272T9/XrV5E+798lbGEdcV0fljgqB63rpZV9iXMdcZ3GvS44+6QfEtjPDyS0OfQvCrXzYt2xP/Q9gP3E199R3v4uknw9kruPWf1dZJU3l8/S8S2tI2ddFnMf+pfnb2BDdNUJnT2guwv0/vPfT37/YPc5ot3dolM/H37hUvQ7RLlvXy9fpfUzW9NqpUcrr2Qe7th4l3D9+tnqEdy9tiWO0dl5qq8lrVZatPJK5pGIjfm3pV2ZXqtEr9Gz+z4yOjtv9bWk10qLVl7JPNyxMft877OS6mGIrtDFt8xLth9ig4ANAQxFG+7ICgIgAAIgYEsA88+WP7KDAAiAAAjoE8Ds02fuJSMMURiiWb3K/W5NVvLMg1vTaqVHK69kHu7YGIqZF9OGDufutQ2hS9HZeaqvJa1WWrTySuaRiI35t6VdmV6rRK/Rs/s+Mjo7b/W1pNdKi1ZeyTzcsTH7fO+zkuphiDLTxSPzzEArwnFvpBVS9qda6dHKK5mHOzaGYm03xz2fu9fikjqvLDo7T/W1pNVKi1ZeyTwSsTH/trQr02uV6DV6dt9HRmfnrb6W9Fpp0cormYc7Nmaf731WUj0MUWa60Q1RZlwIBwImBDAUTbAjKQiAAAiAgDEBzD/jBUB6EAABEAABdQKYferI3SSEIcq8VNENUe53a5jxn4RrTauVHq28knm4Y2MoSl55vmNz95pvGnnqo7PzVF9LWq20aOWVzCMRG/Mvb1/bytESvQZ2MQh4642W9Fpp0cormYc7NmZfjP1IogoYosxUYYgyA60Ix72RVkjZn2qlRyuvZB7u2BiKtd0c93zuXotL6ryy6Ow81deSVistWnkl80jExvzb0q5Mr1Wi1+jZfR8ZnZ23+lrSa6VFK69kHu7YmH2+91lJ9TBEmelGN0SZcSEcCJgQwFA0wY6kIAACIAACxgQw/4wXAOlBAARAAATUCWD2qSN3kxCGKPNSRTdEud+tYcZ/Eq41rVZ6tPJK5uGOjaEoeeX5js3da75p5KmPzs5TfS1ptdKilVcyj0RszL+8fW0rR0v0GtjFIOCtN1rSa6VFK69kHu7YmH0x9iOJKmCIMlOFIcoMtCIc90ZaIWV/qpUerbySebhjYyjWdnPc87l7LS6p88qis/NUX0tarbRo5ZXMIxEb829LuzK9Voleo2f3fWR0dt7qa0mvlRatvJJ5uGNj9vneZyXVwxBlphvdEGXGhXAgYEIAQ9EEO5KCAAiAAAgYE8D8M14ApAcBEAABEFAngNmnjtxNQhiizEsV3RDlfreGGf9JuNa0WunRyiuZhzs2hqLklec7Nnev+aaRpz46O0/1taTVSotWXsk8ErEx//L2ta0cLdFrYBeDgLfeaEmvlRatvJJ5uGNj9sXYjySqgCHKTBWGKDPQinDcG2mFlP2pVnq08krm4Y6NoVjbzXHP5+61uKTOK4vOzlN9LWm10qKVVzKPRGzMvy3tyvRaJXqNnt33kdHZeauvJb1WWrTySubhjo3Z53uflVQPQ5SZbnRDlBkXwoGACQEMRRPsSAoCIAACIGBMAPPPeAGQHgRAAARAQJ0AZp86cjcJYYgyL1V0Q5T73Rpm/CfhWtNqpUcrr2Qe7tgYipJXnu/Y3L3mm0ae+ujsPNXXklYrLVp5JfNIxMb8y9vXtnK0RK+BXQwC3nqjJb1WWrTySubhjo3ZF2M/kqgChigzVRiizEArwnFvpBVS9qda6dHKK5mHOzaGYm03xz2fu9fikjqvLDo7T/W1pNVKi1ZeyTwSsTH/trQr02uV6DV6dt9HRmfnrb6W9Fpp0cormYc7Nmaf731WUj0MUWa60Q1RZlwIBwImBDAUTbAjKQiAAAiAgDEBzD/jBUB6EAABEAABdQKYferI3SSEITqzVB+f3U7fvT388uLdVbr85vDfcz/vw0Q3RLnfrZG8UlrTaqVHK69kHu7YGIqSV57v2Ny95ptGnvro7DzV15JWKy1aeSXzSMTG/Mvb17ZytESvgV0MAt56oyW9Vlq08krm4Y6N2RdjP5KoAoboFNWPz9Lt94/S1d4F/Zie3X6fHl1dpm+6n/94L3368DTdTV/S64dPUnrzIT29exMEhqhEm5bF5N5Iy1TcnGWlRyuvZB7u2BiKtd0c93zuXotL6ryy6Ow81deSVistWnkl80jExvzb0q5Mr1Wi1+jZfR8ZnZ23+lrSa6VFK69kHu7YmH2+91lJ9TBEV+neGKJ/ff0wPUlv0odrB/TL6H93oaIboqu4cAAIOCCAoehgkSARBEAABECAnQDmHztSBAQBEAABEGicAGZf4wtkKA+G6AL8zvC8//z3m0fmz+4QvZ/+9c9PR4N0C4Yo97s1kr3fmlYrPVp5JfNwx8ZQlLzyfMfm7jXfNPLUR2fnqb6WtFpp0cormUciNuZf3r62laMleg3sYhDw1hst6bXSopVXMg93bMy+GPuRRBUwRAlUu88Nff/o8DmiN58h+iBdXKT0x72bO0a7UJeXl8eIL168OP73q1ev8PMdAU0Od+7c2a3RbpGU886tu5Uerbzd4Pr69atIn/dDUbN/cP0elnJrHLSul1b2Jc71xXW6veuFs3/64YF9/kBCikP/olAqPtYR+0DfA9gfYvwd5e3vIsnXI7n7m9XfRVZ5c/ksHd/SOnLWJTnfobNs/sIQJRiiU4/Gd6cNjdI+DB6ZJwDFISBgTADvEhovANKDAAiAAAiYEMD8M8GOpCAAAiAAAoYEMPsM4TeeGobo1AKdfKnSwPhMgy9b+vI6Pbz/OX3ffdnSIEZ0Q5T79nXJ66M1rVZ6tPJK5uGOjaEoeeX5js3da75p5KmPzs5TfS1ptdKilVcyj0RszL+8fW0rR0v0GtjFIOCtN1rSa6VFK69kHu7YmH0x9iOJKmCIzlC9eTQ+pQc/3HxO6PDnF+8Oj9EP/8EQlWjTspjcG2mZipuzrPRo5ZXMwx0bQ7G2m+Oez91rcUmdVxadnaf6WtJqpUUrr2QeidiYf1valem1SvQaPbvvI6Oz81ZfS3qttGjllczDHRuzz/c+K6kehigz3eiGKDMuhAMBEwIYiibYkRQEQAAEQMCYAOaf8QIgPQiAAAiAgDoBzD515G4SwhBlXqrohij3uzXM+E/CtabVSo9WXsk83LExFCWvPN+xuXvNN4089dHZeaqvJa1WWrTySuaRiI35l7evbeVoiV4DuxgEvPVGS3qttGjllczDHRuzL8Z+JFEFDFFmqjBEmYFWhOPeSCuk7E+10qOVVzIPd2wMxdpujns+d6/FJXVeWXR2nuprSauVFq28knkkYmP+bWlXptcq0Wv07L6PjM7OW30t6bXSopVXMg93bMw+3/uspHoYosx0oxuizLgQDgRMCGAommBHUhAAARAAAWMCmH/GC4D0IAACIAAC6gQw+9SRu0kIQ5R5qaIbotzv1jDjPwnXmlYrPVp5JfNwx8ZQlLzyfMfm7jXfNPLUR2fnqb6WtFpp0cormUciNuZf3r62laMleg3sYhDw1hst6bXSopVXMg93bMy+GPuRRBUwRJmpwhBlBloRjnsjrZCyP9VKj1ZeyTzcsTEUa7s57vncvRaX1Hll0dl5qq8lrVZatPJK5pGIjfm3pV2ZXqtEr9Gz+z4yOjtv9bWk10qLVl7JPNyxMft877OS6mGIMtONbogy40I4EDAhgKFogh1JQQAEQAAEjAlg/hkvANKDAAiAAAioE8DsU0fuJiEMUealim6Icr9bw4z/JFxrWq30aOWVzMMdG0NR8srzHZu713zTyFMfnZ2n+lrSaqVFK69kHonYmH95+9pWjpboNbCLQcBbb7Sk10qLVl7JPNyxMfti7EcSVcAQZaYKQ5QZaEU47o20Qsr+VCs9Wnkl83DHxlCs7ea453P3WlxS55VFZ+epvpa0WmnRyiuZRyI25t+WdmV6rRK9Rs/u+8jo7LzV15JeKy1aeSXzcMfG7PO9z0qqhyHKTDe6IcqMC+FAwIQAhqIJdiQFARAAARAwJoD5Z7wASA8CIAACIKBOALNPHbmbhDBEmZcquiHK/W4NM/6TcK1ptdKjlVcyD3dsDEXJK893bO5e800jT310dp7qa0mrlRatvJJ5JGJj/uXta1s5WqLXwC4GAW+90ZJeKy1aeSXzcMfG7IuxH0lUAUOUmSoMUWagFeG4N9IKKftTrfRo5ZXMwx0bQ7G2m+Oez91rcUmdVxadnaf6WtJqpUUrr2QeidiYf1valem1SvQaPbvvI6Oz81ZfS3qttGjllczDHRuzz/c+K6kehigz3eiGKDMuhAMBEwIYiibYkRQEQAAEQMCYAOaf8QIgPQiAAAiAgDoBzD515G4SwhBlXqrohij3uzXM+E/CtabVSo9WXsk83LExFCWvPN+xuXvNN4089dHZeaqvJa1WWrTySuaRiI35l7evbeVoiV4DuxgEvPVGS3qttGjllczDHRuzL8Z+JFEFDFFmqjBEmYFWhOPeSCuk7E+10qOVVzIPd2wMxdpujns+d6/FJXVeWXR2nuprSauVFq28knkkYmP+bWlXptcq0Wv07L6PjM7OW30t6bXSopVXMg93bMw+3/uspHoYojN0Pz67nb57e/jlxburdPnN6YFfXj9MT9Kb9OHp3ZNfRDdEJZsRsUFAiwCGohZp5AEBEAABEGiJAOZfS6sBLSAAAiAAAhoEMPs0KPvMAUN0at0+Pku33z9KV3sX9GN6dvt9enR1mY6e6JfX6eH95yn98Glzhij3uzWSl01rWq30aOWVzMMdG0NR8srzHZu713zTyFMfnZ2n+lrSaqVFK69kHonYmH95+9pWjpboNbCLQcBbb7Sk10qLVl7JPNyxMfti7EcSVcAQXaU6NkS/pNcPn6TPf0vpj3vbu0OUe3NaxV9xQGtarfRo5ZXMwx0bQ7Hiwgp+KnevBcd1Ul50dp7qa0mrlRatvJJ5JGJj/m1pV6bXKtFr9Oy+j4zOzlt9Lem10qKVVzIPd2zMPt/7rKR6GKILdLvH4u8///3kkfn+Ufk3uwfm8ci8ZGsiNgjIEcBQlGOLyCAAAiAAAu0SwPxrd22gDARAAARAQIYAZp8M1whRYYgSVrH7PNH3j3afI/rX3aPyT1J68+Fp2t0mOmmIXl5eHiO+ePHi+N+vXr3Cz3cENDncuXMnXVxc7Llr5p1bdys9Wnm7d/K+fv0q0uf9u4QtrCOu68MSR+Wgdb20si9xriOu07jXBWef9EMC+/mBhDaH/kWhdl6sO/aHvgewn/j6O8rb30WSr0dy9zGrv4us8ubyWTq+pXXkrMti7kP/8vyFIUowRId3hXZ3jA7/PRh9jmj0L1Xivn2dgL/4kNa0WunRyiuZhzs23iUsvqzCn8jda+GBDQqMzs5TfS1ptdKilVcyj0RszL8t7cr0WiV6jZ7d95HR2XmrryW9Vlq08krm4Y6N2ed7n5VUD0N0iu7Jlyrtvlapv0N08E3z+JZ5ybZEbBCQJYChKMsX0UEABEAABNokgPnX5rpAFQiAAAiAgBwBzD45tt4jwxCdWcHOBP3u7eGX47tAu59t1RDlfrdG8gJqTauVHq28knm4Y2MoSl55vmNz95pvGnnqo7PzVF9LWq20aOWVzCMRG/Mvb1/bytESvQZ2MQh4642W9Fpp0cormYc7NmZfjP1IogoYosxU8cg8M9CKcNwbaYWU/alWerTySubhjo2hWNvNcc/n7rW4pM4ri87OU30tabXSopVXMo9EbMy/Le3K9Foleo2e3feR0dl5q68lvVZatPJK5uGOjdnne5+VVA9DlJludEOUGRfCgYAJAQxFE+xICgIgAAIgYEwA8894AZAeBEAABEBAnQBmnzpyNwlhiDIvVXRDlPvdGmb8J+Fa02qlRyuvZB7u2BiKklee79jcveabRp766Ow81deSVistWnkl80jExvzL29e2crREr4FdDALeeqMlvVZatPJK5uGOjdkXYz+SqAKGKDNVGKLMQCvCcW+kFVL2p1rp0cormYc7NoZibTfHPZ+71+KSOq8sOjtP9bWk1UqLVl7JPBKxMf+2tCvTa5XoNXp230dGZ+etvpb0WmnRyiuZhzs2Zp/vfVZSPQxRZrrRDVFmXAgHAiYEMBRNsCMpCIAACICAMQHMP+MFQHoQAAEQAAF1Aph96sjdJIQhyrxU0Q1R7ndrmPGfhGtNq5UerbySebhjYyhKXnm+Y3P3mm8aeeqjs/NUX0tarbRo5ZXMIxEb8y9vX9vK0RK9BnYxCHjrjZb0WmnRyiuZhzs2Zl+M/UiiChiizFRhiDIDrQjHvZFWSNmfaqVHK69kHu7YGIq13Rz3fO5ei0vqvLLo7DzV15JWKy1aeSXzSMTG/NvSrkyvVaLX6Nl9Hxmdnbf6WtJrpUUrr2Qe7tiYfb73WUn1MESZ6UY3RJlxIRwImBDAUDTBjqQgAAIgAALGBDD/jBcA6UEABEAABNQJYPapI3eTEIYo81JFN0S5361hxn8SrjWtVnq08krm4Y6NoSh55fmOzd1rvmnkqY/OzlN9LWm10qKVVzKPRGzMv7x9bStHS/Qa2MUg4K03WtJrpUUrr2Qe7tiYfTH2I4kqYIgyU4Uhygy0Ihz3RlohZX+qlR6tvJJ5uGNjKNZ2c9zzuXstLqnzyqKz81RfS1qttGjllcwjERvzb0u7Mr1WiV6jZ/d9ZHR23uprSa+VFq28knm4Y2P2+d5nJdXDEGWmG90QZcaFcCBgQgBD0QQ7koIACIAACBgTwPwzXgCkBwEQAAEQUCeA2aeO3E1CGKLMSxXdEOV+t4YZ/0m41rRa6dHKK5mHOzaGouSV5zs2d6/5ppGnPjo7T/W1pNVKi1ZeyTwSsTH/8va1rRwt0WtgF4OAt95oSa+VFq28knm4Y2P2xdiPJKqAIcpMFYYoM9CKcNwbaYWU/alWerTySubhjo2hWNvNcc/n7rW4pM4ri87OU30tabXSopVXMo9EbMy/Le3K9Foleo2e3feR0dl5q68lvVZatPJK5uGOjdnne5+VVA9DlJludEOUGRfCgYAJAQxFE+xICgIgAAIgYEwA8894AZAeBEAABEBAnQBmnzpyNwlhiDIvVXRDlPvdGmb8J+Fa02qlRyuvZB7u2BiKklee79jcveabRp766Ow81deSVistWnkl80jExvzL29e2crREr4FdDALeeqMlvVZatPJK5uGOjdkXYz+SqAKG6CTVL+n1w/vp+e/Xv7x4l64uv9n/j4/Pbqfv3h5+fvHuKl3/+BgFhqhEm5bF5N5Iy1TcnGWlRyuvZB7u2BiKtd0c93zuXotL6ryy6Ow81deSVistWnkl80jExvzb0q5Mr1Wi1+jZfR8ZnZ23+lrSa6VFK69kHu7YmH2+91lJ9TBEJ+h+ef0w3f/8/bUJejBHP3+/Mz/Ts3T7x3vp04en6W7qfv4kpTcf0tO7N0GiG6KSzYjYIKBFAENRizTygAAIgAAItEQA86+l1YAWEAABEAABDQKYfRqUfeaAIUpYt84gfZLe7P7fk/3//XDtgPY/7/93Fyq6Icr9bg0Bf/EhrWm10qOVVzIPd2wMxeLLKvyJ3L0WHtigwOjsPNXXklYrLVp5JfNIxMb829KuTK9Votfo2X0fGZ2dt/pa0mulRSuvZB7u2Jh9vvdZSfUwRFfpfkzPbr9Pj64u0zcfx3eI3k//+ueno0EKQ3QVpuoB3BtprXgrPVp5JfNwx8ZQrO3muOdz91pcUueVRWfnqb6WtFpp0cormUciNubflnZleq0SvUbP7vvI6Oy81deSXistWnkl83DHxuzzvc9Kqochuki3M0N/TPc+3TwWf/MZog/SxUVKf9y7uWO0C3V5eXmM+OLFi+N/v3r1Cj/fEQCHQxuAAzhgfzj0ADiAA/ZD7IfYB/T2gf5FIa47XHe47vSuu/5FIK47XHe47nDdYR9oax+AITpniH55nR7e/1f658AMHR/amaPvH51+sRIemZf07/Nic7+zlJf9/GgrPVp5JfNwx8a7hLXdHPd87l6LS6qdPU6LsafeaEmrlRatvJJ5JGJj/mntGL7ySPSaLwLlaqOz81ZfS3qttGjllczDHRuzr3yPi34mDNGpFd6boZ/T991j8sPfd4/Mv390+LKlmWNgiLZzyXBvpLWVWenRyiuZhzs2hmJtN8c9n7vX4pKCIdry2rbUx1ZatPJK5pGIjfnX8pVrp02i1+yq0c0cnZ23+lrSa6VFK69kHu7YmH26+6KnbDBEJ1br5rH4m18++OHwWaHD3128O707tDs6uiHqqbmhFQTmCGAoojdAAARAAAS2SADzb4urjppBAARAYNsEMPu2vf5L1cMQZe6N6IYo97s1zPhPwrWm1UqPVl7JPNyxMRQlrzzfsbl7zTeNPPXR2XmqryWtVlq08krmkYiN+Ze3r23laIleA7sYBLz1Rkt6rbRo5ZXMwx0bsy/GfiRRBQxRZqowRJmBVoTj3kgrpOxPtdKjlVcyD3dsDMXabo57PnevxSV1Xll0dp7qa0mrlRatvJJ5JGJj/m1pV6bXKtFr9Oy+j4zOzlt9Lem10qKVVzIPd2zMPt/7rKR6GKLMdKMbosy4EA4ETAhgKJpgR1IQAAEQAAFjAph/xguA9CAAAiAAAuoEMPvUkbtJCEOUeamiG6Lc79Yw4z8J15pWKz1aeSXzcMfGUJS88nzH5u413zTy1Edn56m+lrRaadHKK5lHIjbmX96+tpWjJXoN7GIQ8NYbLem10qKVVzIPd2zMvhj7kUQVMESZqcIQZQZaEY57I62Qsj/VSo9WXsk83LExFGu7Oe753L0Wl9R5ZdHZeaqvJa1WWrTySuaRiI35t6VdmV6rRK/Rs/s+Mjo7b/W1pNdKi1ZeyTzcsTH7fO+zkuphiDLTjW6IMuNCOBAwIYChaIIdSUEABEAABIwJYP4ZLwDSgwAIgAAIqBPA7FNH7iYhDFHmpYpuiHK/W8OM/yRca1qt9GjllczDHRtDUfLK8x2bu9d808hTH52dp/pa0mqlRSuvZB6J2Jh/efvaVo6W6DWwi0HAW2+0pNdKi1ZeyTzcsTH7YuxHElXAEGWmCkOUGWhFOO6NtELK/lQrPVp5JfNwx8ZQrO3muOdz91pcUueVRWfnqb6WtFpp0cormUciNubflnZleq0SvUbP7vvI6Oy81deSXistWnkl83DHxuzzvc9Kqochykw3uiHKjAvhQMCEAIaiCXYkBQEQAAEQMCaA+We8AEgPAiAAAiCgTgCzTx25m4QwRJmXKrohyv1uDTP+k3CtabXSo5VXMg93bAxFySvPd2zuXvNNI099dHae6mtJq5UWrbySeSRiY/7l7WtbOVqi18AuBgFvvdGSXistWnkl83DHxuyLsR9JVAFDlJkqDFFmoBXhuDfSCin7U630aOWVzMMdG0Oxtpvjns/da3FJnVcWnZ2n+lrSaqVFK69kHonYmH9b2pXptUr0Gj277yOjs/NWX0t6rbRo5ZXMwx0bs8/3PiupHoYoM93ohigzLoQDARMCGIom2JEUBEAABEDAmADmn/ECID0IgAAIgIA6Acw+deRuEsIQZV6q6IYo97s1zPhPwrWm1UqPVl7JPNyxMRQlrzzfsbl7zTeNPPXR2XmqryWtVlq08krmkYiN+Ze3r23laIleA7sYBLz1Rkt6rbRo5ZXMwx0bsy/GfiRRBQxRZqowRJmBVoTj3kgrpOxPtdKjlVcyD3dsDMXabo57PnevxSV1Xll0dp7qa0mrlRatvJJ5JGJj/m1pV6bXKtFr9Oy+j4zOzlt9Lem10qKVVzIPd2zMPt/7rKR6GKLMdKMbosy4EA4ETAhgKJpgR1IQAAEQAAFjAph/xguA9CAAAiAAAuoEMPvUkbtJCEN0cqm+pNcP76fnv1//8uJdurr85uTIL68fpifpTfrw9O7Jz6Mbotzv1kheKa1ptdKjlVcyD3dsDEXJK893bO5e800jT310dp7qa0mrldirQuUAACAASURBVBatvJJ5JGJj/uXta1s5WqLXwC4GAW+90ZJeKy1aeSXzcMfG7IuxH0lUAUN0gmpndt7//P21CXowRz9/f5WOnuiX1+nh/ecp/fAJhqhEVzLF5N5Ia2VZ6dHKK5mHOzaGYm03xz2fu9fikjqvLDo7T/W1pNVKi1ZeyTwSsTH/trQr02uV6DV6dt9HRmfnrb6W9Fpp0cormYc7Nmaf731WUj0MUQLd07tBO4P0Sfr8t5T+uLe9O0QJuHAICDRPAEOx+SWCQBAAARAAAQECmH8CUBESBEAABECgaQKYfU0vj6k4GKKr+D+mZ7ffp0dXl6l7aL43R9/sHpjHI/Or8EwP4H5nqbYYKz1aeSXzcMfGUKzt5rjnc/daXFLnlUVn56m+lrRaadHKK5lHIjbm35Z2ZXqtEr1Gz+77yOjsvNXXkl4rLVp5JfNwx8bs873PSqqHIbpItzNDf0z3Pn1I+48K7R6Vf5LSmw9P0+420UlD9PLy8hjxxYsXx/9+9eoVfr4joMnhzp076eLiYs9dM+/culvp0crbDa6vX7+K9Hk/FFtYR1zXhyWOykHremllX+JcR1ynca8Lzj7phwT28wMJbQ79i0LtvFh37A99D2A/8fV3lLe/iyRfj+TuY1Z/F1nlzeWzdHxL68hZl8Xch/7l+QtDdM4Q3X9O6L/SP3szdO+H7j5b9PhNS4cTH4w+RzT6lyrN4cLPQcATAbxL6Gm1oBUEQAAEQICLAOYfF0nEAQEQAAEQ8EIAs8/LSunrhCE6xXxvhn5O318/Jj99CL5lXr9d8zJy32qfl/38aCs9Wnkl83DHxlCs7ea453P3WlxS7exxWow99UZLWq20aOWVzCMRG/NPa8fwlUei13wRKFcbnZ23+lrSa6VFK69kHu7YmH3le1z0M2GITqzwx2e303dvT38xvhP09IuWbo6Nfoco9+YkeYG1ptVKj1ZeyTzcsTEUJa8837G5e803jTz10dl5qq8lrVZatPJK5pGIjfmXt69t5WiJXgO7GAS89UZLeq20aOWVzMMdG7Mvxn4kUQUMUWaq0Q1RZlwIBwImBDAUTbAjKQiAAAiAgDEBzD/jBUB6EAABEAABdQKYferI3SSEIcq8VNENUe53a5jxn4RrTauVHq28knm4Y2MoSl55vmNz95pvGnnqo7PzVF9LWq20aOWVzCMRG/Mvb1/bytESvQZ2MQh4642W9Fpp0cormYc7NmZfjP1IogoYosxUYYgyA60Ix72RVkjZn2qlRyuvZB7u2BiKtd0c93zuXotL6ryy6Ow81deSVistWnkl80jExvzb0q5Mr1Wi1+jZfR8ZnZ23+lrSa6VFK69kHu7YmH2+91lJ9TBEmelGN0SZcSEcCJgQwFA0wY6kIAACIAACxgQw/4wXAOlBAARAAATUCWD2qSN3kxCGKPNSRTdEud+tYcZ/Eq41rVZ6tPJK5uGOjaEoeeX5js3da75p5KmPzs5TfS1ptdKilVcyj0RszL+8fW0rR0v0GtjFIOCtN1rSa6VFK69kHu7YmH0x9iOJKmCIMlOFIcoMtCIc90ZaIWV/qpUerbySebhjYyjWdnPc87l7LS6p88qis/NUX0tarbRo5ZXMIxEb829LuzK9Voleo2f3fWR0dt7qa0mvlRatvJJ5uGNj9vneZyXVwxBlphvdEGXGhXAgYEIAQ9EEO5KCAAiAAAgYE8D8M14ApAcBEAABEFAngNmnjtxNQhiizEsV3RDlfreGGf9JuNa0WunRyiuZhzs2hqLklec7Nnev+aaRpz46O0/1taTVSotWXsk8ErEx//L2ta0cLdFrYBeDgLfeaEmvlRatvJJ5uGNj9sXYjySqgCHKTBWGKDPQinDcG2mFlP2pVnq08krm4Y6NoVjbzXHP5+61uKTOK4vOzlN9LWm10qKVVzKPRGzMvy3tyvRaJXqNnt33kdHZeauvJb1WWrTySubhjo3Z53uflVQPQ5SZbnRDlBkXwoGACQEMRRPsSAoCIAACIGBMAPPPeAGQHgRAAARAQJ0AZp86cjcJYYgyL1V0Q5T73Rpm/CfhWtNqpUcrr2Qe7tgYipJXnu/Y3L3mm0ae+ujsPNXXklYrLVp5JfNIxMb8y9vXtnK0RK+BXQwC3nqjJb1WWrTySubhjo3ZF2M/kqgChigzVRiizEArwnFvpBVS9qda6dHKK5mHOzaGYm03xz2fu9fikjqvLDo7T/W1pNVKi1ZeyTwSsTH/trQr02uV6DV6dt9HRmfnrb6W9Fpp0cormYc7Nmaf731WUj0MUWa60Q1RZlwIBwImBDAUTbAjKQiAAAiAgDEBzD/jBUB6EAABEAABdQKYferI3SSEIcq8VNENUe53a5jxn4RrTauVHq28knm4Y2MoSl55vmNz95pvGnnqo7PzVF9LWq20aOWVzCMRG/Mvb1/bytESvQZ2MQh4642W9Fpp0cormYc7NmZfjP1IogoYootUP6Znt9+nR1eX6Zvr4z4+u52+e3v4HxfvrtJl/4vr38MQlWjTspjcG2mZipuzrPRo5ZXMwx0bQ7G2m+Oez91rcUmdVxadnaf6WtJqpUUrr2QeidiYf1valem1SvQaPbvvI6Oz81ZfS3qttGjllczDHRuzz/c+K6kehugs3c4M/S69TRfpXW+IfnyWbv94L3368DTdTV/S64dPUnrzIT29exMkuiEq2YyIDQJaBDAUtUgjDwiAAAiAQEsEMP9aWg1oAQEQAAEQ0CCA2adB2WcOGKKT69aZnf+T/uvDo/R+cIfol9cP05P0Jn24dkDH/7sLFd0Q5X63RvKyaU2rlR6tvJJ5uGNjKEpeeb5jc/eabxp56qOz81RfS1qttGjllcwjERvzL29f28rREr0GdjEIeOuNlvRaadHKK5mHOzZmX4z9SKIKGKKLVEePzJ/dIXo//eufn44GKQxRiRYtj8m9kZYrOZxppUcrr2Qe7tgYirXdHPd87l6LS+q8sujsPNXXklYrLVp5JfNIxMb829KuTK9Votfo2X0fGZ2dt/pa0mulRSuvZB7u2Jh9vvdZSfUwRHMM0d2xN58h+iBdXKT0x72bO0a7UJeXl8eIL168OP73q1ev8PMdAXA4tAE4gAP2h0MPgAM4YD/Efoh9QG8f6F8U4rrDdYfrTu+6618E4rrDdYfrDtcd9oG29gEYopmG6PDwzhx9/+j0i5XwyLykf58Xm/udpbzs50db6dHKK5mHOzbeJazt5rjnc/daXFLt7HFajD31RktarbRo5ZXMIxEb809rx/CVR6LXfBEoVxudnbf6WtJrpUUrr2Qe7tiYfeV7XPQzYYjmGKLdI/PvH6Wr7qvlv7xOD+9/Tt8PvoG+CwVDtJ1Lhnsjra3MSo9WXsk83LExFGu7Oe753L0WlxQM0ZbXtqU+ttKilVcyj0RszL+Wr1w7bRK9ZleNbubo7LzV15JeKy1aeSXzcMfG7NPdFz1lgyGaY4jujr15ZD6li3end4duwRD11NzQCgJzBDAU0RsgAAIgAAJbJID5t8VVR80gAAIgsG0CmH3bXv+l6mGIMvcG7hBlBloRjvudpQop+1Ot9GjllczDHRtDsbab457P3WtxSZ1XFp2dp/pa0mqlRSuvZB6J2Jh/W9qV6bVK9Bo9u+8jo7PzVl9Leq20aOWVzMMdG7PP9z4rqR6GKDNdGKLMQP//9s4nRK7jzuMle4V3vTEaHPamEJAF2mg3yyKMwgZyEp5d0MU6iEBy0CSnmbA4IliB8cXxIcxBS5iIRdIpkSGBBB3ki8J6lJwSEiSMWDZZsQPyQIjIISFmhiReG6+tfdXd1VNd8+r9rb/vffoidfer3+9Xn6p6Ne/bv6rqYc71jbRHKAiiPeG5bksmxZ4NMuDirvvagFEdqNrQ2eVUv5RijRVLKL8+/fiwzfw3prty87r66GvNved95dDZ5Va/lOKNFUsovz79uLbN3Jf3fdZn9AiijukOXRB1jAtzEIhCgEkxCnacQgACEIBAZALMf5EbAPcQgAAEIBCcAHNfcOTZOEQQddxUQxdEXf9a4xj/grnUYo0VTyi/Pv24ts2k6HPk5W3bdV/Lm0a76IfOLqf6pRRrrFhC+fXpx4dt5r9297WxXO2jr8FuGARy6xspxRsrllB+ffpxbZu5bxj3Ix+1QBB1TBVB1DHQHuZc30h7hDIpGiueUH59+nFtm0mxb28ebnnXfW24pA7WbOjscqpfSrHGiiWUX59+fNhm/hvTXbl5XX30tebe875y6Oxyq19K8caKJZRfn35c22buy/s+6zN6BFHHdIcuiDrGhTkIRCHApBgFO04hAAEIQCAyAea/yA2AewhAAAIQCE6AuS848mwcIog6bqqhC6Kuf61xjH/BXGqxxoonlF+fflzbZlL0OfLytu26r+VNo130Q2eXU/1SijVWLKH8+vTjwzbzX7v72liu9tHXYDcMArn1jZTijRVLKL8+/bi2zdw3jPuRj1ogiDqmiiDqGGgPc65vpD1CmRSNFU8ovz79uLbNpNi3Nw+3vOu+NlxSB2s2dHY51S+lWGPFEsqvTz8+bDP/jemu3LyuPvpac+95Xzl0drnVL6V4Y8USyq9PP65tM/flfZ/1GT2CqGO6QxdEHePCHASiEGBSjIIdpxCAAAQgEJkA81/kBsA9BCAAAQgEJ8DcFxx5Ng4RRB031dAFUde/1jjGv2AutVhjxRPKr08/rm0zKfoceXnbdt3X8qbRLvqhs8upfinFGiuWUH59+vFhm/mv3X1tLFf76GuwGwaB3PpGSvHGiiWUX59+XNtm7hvG/chHLRBEHVNFEHUMtIc51zfSHqFMisaKJ5Rfn35c22ZS7Nubh1vedV8bLqmDNRs6u5zql1KssWIJ5denHx+2mf/GdFduXlcffa2597yvHDq73OqXUryxYgnl16cf17aZ+/K+z/qMHkHUMd2hC6KOcWEOAlEIMClGwY5TCEAAAhCITID5L3ID4B4CEIAABIITYO4Ljjwbh0EF0bZULly4IPb29toWi3r90AVR17/W+Gys1GKNFU8ovz79uLbNpOhz5OVt23Vfy5tGu+iHzi6n+qUUa6xYQvn16ceHbea/dve1sVzto6/BbhgEcusbKcUbK5ZQfn36cW2buW8Y9yMftQguiN69e7dRPV555RVx9OhRBNFGtMJd5Prm5DPy1GKNFU8ovz79uLbNpOhz5OVt23Vfy5tGu+iHzi6n+qUUa6xYQvn16ceHbea/dve1sVzto6/BbhgEcusbKcUbK5ZQfn36cW2buW8Y9yMftYgiiF69erW2Lo8ePXIqiMrMzd3d3Vq/fS8YeoZoXz6Uh0AKBJgUU2gFYoAABCAAgdAEmP9CE8cfBCAAAQjEJsDcF7sF0vWfnCCqOmsagugdcXHptji7uyleMNpw59qyWBXXxdbasYVvhi6Iuv61xufQSC3WWPGE8uvTj2vbTIo+R17etl33tbxptIt+6Oxyql9KscaKJZRfn3582Gb+a3dfG8vVPvoa7IZBILe+kVK8sWIJ5denH9e2mfuGcT/yUYukBFEZjHw9fvxYNBFEpfioXir708wEVe/Vtfp1ZtlFwFIMPS9uiBVx0xREd66J5VPrQmzcRxD10Ssd2XR9I+0bVqx4Qvn16ce1bSbFvr15uOVd97XhkjpYs6Gzy6l+KcUaK5ZQfn368WGb+W9Md+XmdfXR15p7z/vKobPLrX4pxRsrllB+ffpxbZu5L+/7rM/oowmiZqdUYmgbQVQHowuf+tL4ss9toum+vR1xbfmKOL51Vtw+kCEqv1sV2yeFeHBifBmiPjsjtiEQigCTYijS+IEABCAAgZQIMP+l1BrEAgEIQAACIQgw94WgnKePqIKoEj9NMVR+3jZDVJaRQmhVhmhdFunBJjy4ZF4tlb9eLJhnyXzand71L0t9axsrnlB+ffpxbZtJsW9vHm55131tuKQO1mzo7HKqX0qxxoollF+ffnzYZv4b0125eV199LXm3vO+cujscqtfSvHGiiWUX59+XNtm7sv7Pusz+uiCqF45uVReveoE0SbCp7TVLUNURWEIonKp/KoQ17fWRJEmWiqIbm5uzuvw6quvzv//2muv8XlBICSHT37yk2JlZWXCPaRfW7vHiieUXzlx/frXv/bSz9WkmEI7Mq6nTTxUDqHGSyr3JZftyDgd7rhw2U/UJMH9fEoiNAf1UBjaL+3O/UH1Ae4nef0dldvfRT6fR9rex2L9XRTLb1s+Vden1I4u6xVj3if+6vk3miAqG6YsM1Q1mAtBVN83VBdQ65fMlwuiMjv01Pq9ueAj/3Pa2Ed06IcqLVSeNxDIlAC/EmbacIQNAQhAAAK9CDD/9cJHYQhAAAIQyJAAc1+GjRYo5KiCqBJF9czQpoKovE4/VEm+Nw9MMpfQm6Ko8qXvObrInVPmzX7oOn3dZz9PLdZY8YTy69OPa9tMij5HXt62Xfe1vGm0i37o7HKqX0qxxoollF+ffnzYZv5rd18by9U++hrshkEgt76RUryxYgnl16cf17aZ+4ZxP/JRi+iCqK1SdRmiPmActIkgiiDqrqe5vrE3jSyUX59+XNtmUmzae8Z3neu+NiaCQ2eXU/1SijVWLKH8+vTjwzbz35juys3r6qOvNfee95VDZ5db/VKKN1Ysofz69OPaNnNf3vdZn9EHF0TPnDnTuD5Hjx4Ve3t7ja9P4UKWzKfQCsQAgWoCTIr0EAhAAAIQGCMB5r8xtjp1hgAEIDBuAsx9427/qtoHFUQvXLjQuiUQRFsj81rA9a81PoNNLdZY8YTy69OPa9tMij5HXt62Xfe1vGm0i37o7HKqX0qxxoollF+ffnzYZv5rd18by9U++hrshkEgt76RUryxYgnl16cf17aZ+4ZxP/JRi6CC6IsvvuijDknZHHqGqOubk8/GSy3WWPGE8uvTj2vbTIo+R17etl33tbxptIt+6Oxyql9KscaKJZRfn3582Gb+a3dfG8vVPvoa7IZBILe+kVK8sWIJ5denH9e2mfuGcT/yUQsEUcdUhy6IOsaFOQhEIcCkGAU7TiEAAQhAIDIB5r/IDYB7CEAAAhAIToC5LzjybBwiiDpuqqELoq5/rXGMf8FcarHGiieUX59+XNtmUvQ58vK27bqv5U2jXfRDZ5dT/VKKNVYsofz69OPDNvNfu/vaWK720ddgNwwCufWNlOKNFUsovz79uLbN3DeM+5GPWiCIOqYqBdEhv7773e+KL33pS1lUMbVYY8UTyq9PPz5tZ9GZCTIYAfpad9RDZ5dT/VKKNVYsofz69OPTdveRTskhEqCvdW/VobPLrX4pxRsrllB+ffrxabv7aKfkUAns7u46qdqhwtBj3dIbb7wh7t69K65evSpef/11MYY9RJ2QxAgEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQPAEE0eSbiAAhAAEIQAACEIAABCAAAQhAAAIQgAAEIAABVwRGJ4jeubgkzt+Y4lu5uSs2X5ihvHNRLM2+WPjcFWnsHCCgt0XRGuLm7qaYNAdtMYLeckdcXLotzqo2r2p3+sMI+kNVFXfEteVTYv3e7JqVm2JX3bhtfYM+M/I+k2b1W8959OM0G9J5VMZ8uHNNLK8KcX1rTRxz7guD+RKwzIX0l3ybdMSRl86H9OUR9IiGz3/0hRH0BbOKLZ/3HPaRcQmi8uHi9tnZw7Q+IOX/L4sT97fEmij+ED21LS7pQs0Iu6T/KstOP/mLX6wt/MVPW/hnH9uDbOPz4oYuggtbu9MfYrdWbP8715bFqe1Ls/v2dLLcviR/zKLPxG4b/Lch0HbO497Xhm6+15bMhw7/yM+XC5EfeFS0zYXPIaDTW3IjYJkPuffl1pAt423x/EdfaMk2/8tbP+857CPjEkQX+oomiC4AtT205N/RkqqBZF4mPNMWSTWT+2Dk+Loijm+dFbf1DFFbu8sfKOaZMoxN9+2Rn0U5Ya6K62Lrn98s7xv0mfwadQwRt53z6Mcj6BX182ExYWo/CI0ACVVsTKBsLqS/NMbHhTEJNJgP6csxG8iH7/r57pjQnvO0v4HoCz7aI32bbZ73+vaRUQqiEwW6WH85Xxq/kDkqV2wvidtnteX06feZ/CKUzC8/EKfv3ROTlbBqGSxtkV9bdorYWDJha3ehZ3UzNjuhHlQhrd/QZwbVsoOvTNs5j3vf4LvEfgUtS+YvbYvVhy+JrcVlNCPiQlXtBEqSOugvdJhcCNjmQ5UcQV/OpSU7xNnw+U9lvtMXOjAeQpEGz3sO+8goBVHVTebCJw8ecUbOzo7YOXZsskeWFKmvHN8Sm7RFnLYI7rXhhEh/CN4y6TrUlhDLmwaCaLpNRWTlBNrMedz7RtSLSgTRU+vFj8Xa3uojokFV6wgYc+Ek247+UkeN7xMjUDYfSoGDvpxYQ7kOp+HzH33BNfiM7DV83nPYR0YtiNam4rKbfbDBQ1sEQ52Io6pDJMqXTCwspWBsJtKOgcKYPPDdEufkPs+q7dlmIRB83PggUDvnsWTeB/ZEbZbPh5fO3RKX5fYgZIgm2m4RwqqYC+kvEdoDl04ImPMhfdkJ1kSNtHv+oy8k2oy+wurwvOeij4xLELUux+bwAl/92mrXaIt5hqj1oJTgEeLQKwHzlEEOyPGKO2fjtr2mOIgr51YdX+yt5zz+LhlPJ7E9IB4XV9SBn/wIOJ7uYKtp7b6L9Bc6SSYEbPPh/IAw+nImLdkhzIbPf/OkB/pCB8h5Fmn7vOewj4xLEC26h1wmf/7GtJ+c3ri//8u7vDnPvpjvLZpnd8omatoim6byEKg5IU4GZ/kYZGx64J+PSf0+oaKe37vpM/k0JJG2//uDe99Iek1Fxsxkr70T4v7W2mR7IV7jJWCdC/UDBukv4+0gmdW89BlQX/lDX86sRZuG2/D5j77QFOhgrmv9vOewj4xOEB1Mr6EiEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQGsCCKKtkVEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQyJWAU0F0aWlJ7O7u5sqCuCEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIGBE3AmiEox9NDjx+LxoUO9RVFpS70QWAfeA6keBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQCEnAiiCoxVMXdVxR1Ka4GZIkrCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCGBpaXNIrHyYunVVd81NG+9rLcgaoqhLkRRBNG+zUp5CEAAAhCAAAQgAAEIQAACEIAABCAAAQjEJbC5uSkuXiwXPGVkfQTROttVNe8liErH3/jGN+b21ZJ59YH8rqrStsAQRON2VrxDAAIQgAAEIBCYwM41sXxqXdwz3J7euC+21o4FDiaAO0t9hVgRN3c3xQsBQojvYkdcWz4l1otG99LOdy6KpfM3pHFx/7oQq6e2xSWT7aQdSj6fwNmPb+XmrtgcR6PE7xZEAAEIQAACEBgQAbUlZtV2mH0E0Sb2bTh7CaJLS0eKtNa9iW2biKlfYxdA9+3YbDWxk1Kf6dOgKdWDWCAAAQhAAAIQCECgUpgK4D+0C0t9d64ti1O3zon7W2tigDLwImXfbS4F0dtnxa5UMm2+GsRw5+KSuH0WQTT0EMEfBCAAAQhAIHcCUicsjhoSxVFDlWcN9dHPmvooY9lJEJXipHxJMVT9v6ji/FAlIYoaG98r4dQMwqWtkJ2lLi23T4PW2Q5ZT3xBAAIQgAAEIBCAQJUwJb9b3RYnxQ1x457KoLwjLi6dLz6RLzOrUvtuZUNsPLglxPUtsSaMbMADPi02J/6FOHdyXaxPHYrFjEG93GmxcX9LHL+iiWiz8td1kbOxQFdRT5UBeYCBLHNbnNh4INZl+qWYxrSfaNuxnlZ/MoCq9ijrPwazm+fErcsO2lhXkVsKogU0IRNK56+VmxMxFUE0wPjHBQQgAAEIQGBgBJRQKaslBVHbS2aONtHP9MPXTVtSdFV+2hzM3kkQlY7MjM2yDNE2WZ2usk1D9KEmKblNGtQWaxP7IeqJDwhAAAIQgAAEAhGoE0SL5fQntWXLUqS6fGK6nH6SVbl9aZoJOFvmfOuc9t26mAqCNYKo1eZseXthZLp8Xwptl0/Msjiny6q3L80yCNV3l7bF6sOX5tcvq/8rnA0zRO31nIqeZ2dLwBcZzMRGuVRcirATIVPMl+LrNhfqUlnPKn8Sia09KvqPzmDmu3cb9xBE91fEyzYtFHApok+amwzRQHcB3EAAAhCAAAQGQUAXQ6sqpDJHm+hnbW02AdlZEDWN993309d+pE0gtLmmaTpukwatEkSbpBW3iZtrIQABCEAAAhBImEDZnpqzDL2Dy52lOHdZnJhnPepi3aJwN81cnF1bKYhW2DTFywNCXtkelIW95YfipUKQfPvisnj4kp6hKXXb8j1TJ/tdzjNJ6+qpM9DbdiqIFgrobN9LXeBzxcf0Z2uPNoKozrGu7vti8EIbVwqiB/eonUa3mGEsxeVVcX2+dy2CaML3DUKDAAQgAAEIJEpg0BmirgVRac/HifUu+0YODeqyvtiCAAQgAAEIQCAQgdoMUVMsU8vlVXyzZeFS9Jwk96k9ODUxsFYQrbCpH7xjCqIL/lQ8yu8lsb06FUYX9gQ16zvJ4nxQsbTdqKc0tiCq6sviTTFRy3J8zjxEqCmfOn8WdlqlpbA4X5Iuxe6XHu4faFS5fUGLNu6bIVqyvQGCaKB7AG4gAAEIQAACAyOQekJhMhmiqt1NUfRxkUPbZg8AX/2nbXpukwzRtjZ91Q27EIAABCAAAQhEJtBaENUzBPXY+2RAWmx2yhCVeuWyuLJ9Ujw4MVs6r4dZUt/Jsvf1k9op82ZdKtpoYRm/KYi6yBA1fB/wZ2uPipgrM22r6l7Rxr0E0cWl8ipyBNHI9wbcQwACEIAABDIm0GRLyCb6mQ1BE/u2sk4FUeWkr4DZd/m9QNpjcwAAFElJREFUr75ChqgvstiFAAQgAAEIjJxAK0F0cc/KxT09S/azVHuIHlsUCk0BsnpvTS1DdSFWYw/RAyLfLXFu4UCjWTuX1ndqa/3k9DAf+bLGtCBITi7U9jWd7SGqthwwru1Uz0p/1e1h7dk1Ww9Y4zS4TNtxtk9sD0H0OWOpPILoyO9JVB8CEIAABCDgiEDdweF9BNE621VVcCaIOuI0NyPFx77CquuYpL3UU3591BmbEIAABCAAAQh4JtBSEF081bziFPWVFbFy48F8v9GpeCZPXi/OXt/YECfXt+cHE1ltVmWITiwdPGV+eqK7FDiviONbm2L/wJ4Zx8pT5ifq3mwPS5vtqQi5fyq6vg/mVPgttsYUN260PGXetjWArKXVXxWDin5Tuxerve4LzI02nntsdcr8WXG72Hf1hhHu6aIdLm2fErfPqv1YPY8DzEMAAhCAAAQgMDoCfQTRPrCSFUT7VMp32SYpuX0atIl933XEPgQgAAEIQAACQyBwcD/NYLWSgt+V42Jrlu0ZzK9+kNTCxqXhIgjrydLGuiDaIyCWzPeAR1EIQAACEIhC4I033mjl98KFC2Jvb69VGS7OnwCCaMc2rEvL7SOI1tnuGDLFIAABCEAAAhAYHYE4gqh1GXcQ/nHqHKRqpU4qBFGZQnt6Q9w3D7VqFOxsC4MiyXblJhmijZBxEQQgAAEIJEFACqJ3795tFMsrr7wijh49iiDaiNawLkIQ9dSefQRRTyFhFgIQgAAEIAABCEAAAhCAAAQgAAEIDJqAEkSvXr1aW89Hjx61FkRjbPEYw2ctvMwvQBDNvAEJHwIQgAAEIAABCEAAAhCAAAQgAAEIQGBKAEGUntCEAIJoE0pcAwEIQAACEIAABCAAAQhAAAIQgAAEIJA8AQTR5JsoiQARRJNoBoKAAAQgAAEIQAACEIAABCAAAQhAAAIQ6EvAtSBqHnytlq+XHYitPpN12N3dnVRFX+5u+7+qs16+zEZTn8qvbkP/zPy8L/McyyOI5thqxAwBCEAAAhCAAAQgAAEIQAACEIAABCBwgIBLQbRMwKwSSJUIqguhbQVRm40ygdSsvC7WmoKsuQ/p2PclRRDl5gEBCEAAAhCAAAQgAAEIQAACEIAABCAwCAIuBVFd2FRwbMJi3eemWFkmSNbZKIuhLqtUL2M2sC6+DqLxW1QCQbQFrKFcag6W0PUa84ALzRp/EIAABCAAAQhAAAIQgAAEIACBMRFwLYiaomhb0dImhLoQROuyPuuW6I+pX5h1RRAdYevLAfGL3/8xSs3/6W+eme+jESUAnEJggASOHDkywFpRJRuBr3zlK2JjYwNAiRFgHCbWIC3CYUy1gBXxUsZYRPgtXDOeWsDiUghAwBsBl4Kobcl83dL4piKqCaGr2KrssGS+ebdCEG3OajBX+hRE/+ud/xX/8OxfWVkhiA6mG1GRhAjIh8RHjx4lFBGh+CLwk5/8RNy9exdB1BfgHnYZhz3gRSzKmIoIv6VrxlhLYBEuZzxFgI5LCECglIBLQVQJm/LfskOSyoRPFVSZaGoKl2WCqP5ZW59mnPp7vS7m52PsSvkIojuHxcXVp8WNe7NmOv2BuHn9XfHCMffNdufiEXH77J7YfKGwfedpsXT+sFi5OXs/d/eEuLb8jFg/+a7Y3fxALJRxH5JTiz4F0bpAEUTrCPE9BNoTUA+JzzzzTPvClhIf/v3zvWw9+au3epWncDkB9ccdGaLp9ZAu41C2Z9/Xiy++2NfEqMszpvJp/i5jzFY7F9tHsQXUQbqMp3zGE5FCYOgE5P3ozJkzjat59OhRsbe31/h6nxeO/aAjn2xN23kIooUouXz+CXHy5ruFSPnRpA471z4mTq1/JG7uFqKoR2LSz+qtwsG5d8XW2tT35CWF0stCrJx7T2zqn3uMRZp+8NdPN/Jw8s/vWq9DEG2EkIsgkA0Blw+JqtJSEP3Y2//dicGfnvs7gSDaCV1tIR42axFFu6DLOJTteeHChc4xv/766wJBtDO+SUHGVD9+IUt3GWO2+OTfwo8fP+4c/qFDh9gCqoQe46lzl6IgBCDgmECXbVYQRB03QgbmMhBEi8zQpUIEPJChWWiSRSbneTHN0PT1unPxY+K2+EjcEB9ofmR26F+K45c+FA/F+2LNpyJrVAxB1FdLYxcC+RJw+ZBoE0S//e1vix/96EelkL7+9a8v/AKLIOqvL/Gw6Y9tX8tdxqESRMv+ALdlj0oBVP8OQbRfyzGm+vELWbrLGEMQDdlC/MAQljbeIAABCECgL4HkBdFJJuj2++Wi5yRL80Nxf+t9cUz+//aH4qY4LM7feFKIyZL698TDK0+LdfV+a5ZNOrn2A3H/xGGxun5Y3JPXGt9NRVYlfApxvrh+LrzKjNXi/SXxlHj40p/E2ttTe+r7neL71WKZ/XR1/4fFcvv9zNa+DYYg2pcg5SEwPAIuHxJtgmgbagiibWi1uxbxph2vkFd3GYc2QVR+LoXOsuwGmRWqvxBE+7UyY6ofv5Clu4wxBNGQLYQgGpY23iAAAQhAoC+B5AVRmQV6+cQfF5erq1rvPCWWV4W4XgiiYrKEvljCPhMfJ9mjNz4UG8X7tWKZvb7H50RkvfWR2Lj03uS7ybL4ItNULonX/y+U/etCrM78HJuIpEXG6vX3xfbqYXG2EFKfM8pPlvLfn+1vKm2cOizO3S+EUwf7nSKI9u3ylIfA8Ai4fEgcgiA65H13EG/SHb9dxmGZIKrEUPVvWY27ZohW2exD1pfdPjE1LcuYakoq/nVdxlhoQbRs/ik7ndiMq828Zbu2iY0m1/RpacZTH3qUhQAEIACB0AQSF0SnBxdtXzIPNJph0jJE3zaE08VDjhbtmCKrfu2BA5Vk5udLT8yF10kmqsxK1URS6Xt6CJN9eb+rhl1aOtLI1O6ufUNgfQ9RecjRL37/RyH/VS/5Xr7+49//Tbz22mvi1VdfFf/yry8vXKM++7//+U/xuc99bqGsbkt+oezJ/3OoUqPm4yIItCLg8iFROTb3EP3lL38pfvCDH4h33nlH7OzsiDfffFOsra2JZ599Vvz4xz+enHyuXrEzRH0/8LVqHMcX87DpGKhDc13GoSmImmKoTWjsI4jKPUtd75FVtfTfIWIvphhTXrB6MdpljNkC8bWHaJ0gWhVP00Oa+giiXhpGM8p48k0Y+xCAAAQg4JJA1oLovrBZJIhOsjZVFqbK4lTvpVBZZHNODmCaLYNXS+TnGZ/y2sVy+9miT87KF0vwlUArimXzD98rsko138US+uVTT4pLHg96cp0hqguipnCp3qtr9I5nK2d2TrMsgqjL4YstCEwJuHxILBNE//CHP4hvfetb4pvf/Obk60996lOTf3/2s5+J733ve0LuIfrb3/5WfPzjH598HlMQVQ+KQxVFedhMd9R3GYe6kGgTQ01R1NxbtM2SeR/CZZOM1nRbjSW+KbeNGVuXMWarX50g+oQ4dKDoR2L/ECbboUqhBFEZnC6gSr/mZzHaljkqBnV8QgACEIBAVwKJC6Kz0+TL9hCdLEVX4mMheC4/IV6Se4lKEtpS+gPvze+KPUf3xVL9/9NDm6aZnzMR9fqH4vJs6fxiVuhMbNX3NJ21SOWS/w6t5lMQVeGojFFdIDVDldmjtqxRea3KEjVtIIh2aHSKQKCGgMuHROVKzxCVmaDXrl2bR/GJT3xCfPaznxU//OEPJ5/J7NFPf/rT8++rBFFdsLQ90Omf25Ya1mXImN9XvVcPkqbfsvdVMTe5vm9n5mGzL0F/5buMQyVQqtPiq0RRFXnTQ5XKskhNAVa3qf5vKye/LxNf9Tro2adlQq4q38SHLQvWJgj3yZqVGe4bGxv+OgeWnRDoMsZsjnVBtEz8lOV0AVRe40IQNec0PT4lcJbNSfp1ZeJn1Wdlc2rVXNynsZij+tCjLAQgAAEIhCaQvCAqJoLl0+LBxrvi+toHE8FTHVp0Up08PzskST/0SD/kSOjfm9fqAqn8/5WPxNb8QKX9rNPpafPF6+yfZgLp7DuZFTovI2N9SpyY7Vsq4zx1XoibDjNGfQqitgxRs1PqWZ+2/6syZIiGHtL4GyMBlw+Jip8uiMoMUZX9Kb9/6qmnxHe+8x3xxS9+sRR3nSBa9XCmDJZletbtw1YneprZNPK9rUxVhqktC7Xucxd9k4dNFxT92OgyDnWBUpaXS9nVv6Y4qh+wpK5TQqpZI1VWldEFVylaqvfm98qOrZz8Xl9ur/uRn+siqJmNaoq/TXyUXaMfNiXr0aQ+VS3OmPIzHnxY7TLGbHEoQVSJobrYWVbGvK4qQ7SsvC52tpl7qjJOzTmnzbxlCqiuVlUwnnz0fGxCAAIQgIAvAhkIokXVdw6La1eemp4WL1+TE+RnhxbJr7VDjeTXVe+bf3cwW/T8g/emJ9prWaX6gUqT2OQJ9OqEeSNOF40YQxCtEj0RRF20KjYg0I+Ay4dEFYm5h6j6/Pvf/7748pe/LN5/vzjMzvKqE0RtwqRpTn9obPLg1zQrtCpDR8Zge1jV46t7oC2rS79WnpbmYdMFRT82uozDuiXspuBoRm5mYarvy+zK+HQB0bSlsjvNDEwlOJbtPWoTPZVoWibqyhjKfKvY9LL6dWVx6CKrrT51rc2YqiOUzvddxpgtel0QrRNDlQ09S7Trkvm6H8707FDl19xb1DYfls2Btnmrbr7s2uqMp67kKAcBCEAAAjEI5CGIxiCTsM8moujJP79rrYH8I8jcH7TtoUrSuG6j7L387Kc//an4i7/9x3ksLJlPuGMRWrYEXD4kKgg2QfTzn/+8+PnPfy5+85vfWHl1FUTLDpRo+uAng6l7kKzLOtUrVJWN2uSBtunhGG07HQ+bbYmFu77LOKwTRGX0KmO0rCZtBFFZ3lzebtosyxytE0RNG+ayebO8iqHMty7K2jJBq+ybNpscHsWYCjdG+nrqMsZsPuV9/NBsS9Cmgqi0pURRn4Jo3fxhm5/azFsIon17I+UhAAEIQGAIBBBEh9CKLeugC6Iti/a+HEG0N0IMQOAAAZcPicq4Lojqe4TK/UNPnjw5OWVevuRyenmw0le/+tV5XC4E0SYPdjoI23K/uoc+2/dN/DcpK2N0tRRR2kK8SfcG0GUcNhFEq2rcVBDVMzVtmZZqb9I6QVPFYy7LV5+by/jLltWX7TWqs6habt8kPhuXMpaMqXTHlBlZlzFmq50SRNuIodJWaEG0bP5AEM2nzxIpBCAAAQikTQBBNO328RIdgqgXrBiFQDQCLh8SVSWUIKqWyL/11lvid7/7nVhZWVk4UMk8cEmW7yKIKuFQ+S9bVq++q3tA1BuiThC1+W2y9NAsK983PRSja2dBvOlKzn+5LuPQlyAqa6svfVfZlvqy9LLv1T6gOi1bhqgt9rpl9E1iM6+R76uW9Jtxq/qSIeq/34f00GWM2eJTS+bbxq/2En1cHEJftarBNg+ZYqZ+XdP5o80PgKb9uhUObXmY1zNH9SVIeQhAAAIQCEkAQTQk7UR8IYgm0hCEAQFHBFw+JKqQlCAqs0Nffvll8fzzz0+++trXvia+8IUvLLzXD1yS11QJoo6qnKQZl5mgtgrysJlk00+C6jIOfQqiKiZFTImD+hJ886Amda3+ufxMP+xJbwHbcn7z87LrynyXldP96XWQn5v7jtrqU9VrGFPpjikzsi5jzFa7roKotCdFUZsgmg9NP5EynvxwxSoEIAABCPghgCDqh2vSVhFEk24egoNAawIuHxKVc9seok2CG4sgau5ZWrfvWxN2ddfwsFlHKN73Xcahb0E0Hg0/nvWsVumhTSaoLSLGlJ+28mG1yxjzIYhKm7Y9RH3UOyebjKecWotYIQABCEAAQXSEfQBBdISNTpUHTcDlQ6IuiPaB9uSv3upTnLIWAjxspts1uoxDU+DrUjspCo7pVZa92qf+jKk+9MKW7TLGqgTRvtGH+BGsb4yhyzOeQhPHHwQgAAEI9CGAINqHXqZlzaym0NXgD8jQxPE3dAIuHxKHzir3+vGwmW4Ldh2HpsDXtoZN9slsa3NM1zOm8mntrmMsnxrmHynjKf82pAYQgAAExkQAQXRMrU1dIQCBQRKQD4lyLz1e4yBw9+5dsbGxMY7KZlRLxmFGjWWEypjKo+0YY3m0E+Mpj3YiSghAAAIQKLbAKbL1Husg1C97V69enTxgj20pFp0CAhCAQG4E1tfXcwuZeHsSQBDtCdBDccahB6gBTTKmAsLu6Iox1hFchGKMpwjQcQkBCEAAAq0JIIi2RkYBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIFcCCKK5thxxQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAq0JIIi2RkYBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIFcCCKK5thxxQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAq0JVAqira1RAAIQgAAEIAABCEAAAhCAAAQgAAEINCCwt7fX4CougQAEINCNwJEjR6wFrYLoZz7zmW7eKAUBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIFECpYLomTNnEg2XsCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIdCdwQBCtSift7oaSEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATiEzggiMYPiQggAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCPghgCDqhytWIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgQQJIIgm2CiEBAEIQAACEIAABCAAAQhAAAIQgAAEIAABCPghgCDqhytWIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgQQJIIgm2CiEBAEIQAACEIAABCAAAQhAAAIQgAAEIAABCPghgCDqhytWIQABCEAAAhCAAAQgAAEIQAACEIAABCAAgQQJ/D9EWxjMd38CYgAAAABJRU5ErkJggg== 
 
It looks like choosing 3 kHz was the perfect place as there is no visible effect of transitioning from the tweeter to the midrange.  The black line's drop needs some explanation.  First, almost no one measures a speaker this high, usually testing is limited to about 20 degrees above axis so this is a punishing measurement.  Next, the drop off you see is due to the acoustic offset and not because the midrange is too narrow in it's dispersion.  The problem is actually that the midrange dispersion is very wide and is now lagging the tweeter by a large degree. 


The Other Drivers

Selecting the crossover points for the midrange is not really done in isolation, we just don't wish to overwhelm you with data, but the same types of analyses are done for the tweeter and woofer.  To meet our goals we have to pick all three drivers so that we can maximize dispersion and minimize distortion.  The only reason I can pick such convenient points on the midrange is because the other drivers are also excellent and will be working in their own butter zones throughout.  

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