Monthly Archives: July 2012

Real Time Analytics Basics – Bayesian Updating – Part 2

Real time analytics for credit approval, fraud detection, health care monitoring, epidemic monitoring, homeland security, stock market monitoring, advertisement platform management, weather reporting … are all dependent on some very powerful analytical methods.

Real time analytics with Bayesian updating method is one such key concept for building real time interaction data bases and scoring methods.

Also, this is one more reason why complex business hypotheses requires deeper analytical talent and decision scientists’ opportunity analysis hat.

Statistical thinking is different and it is complicated with probability calculations which are confusing like the example discussion ‘<a href=”http://www.blogger.com/blogger.g?blogID=25615276#editor/target=post;postID=7707666505443290603″>Even Mathematics Professors Fail in This Simple Game</a>’ and on top of it, it has confusing looking probability (P) statements like:

<img alt=”” 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/>

In decision making, decision scientists know that there are two types of mistakes by which decisions come to happen.

Well, the full collection of pointers on this are given in the tabulation below:
<div><img alt=”” 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” 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The confusing set of statements are coming out because the conditional probabilities are calculated on the basis of rows, not on the basis of the columns.

So what are its implications?

When you calculate the Probability [False Positive], which is also called alpha (Prob of Type I error) and Probability[False Negative], which is also called beta (Prob. of Type II error), you know why decision making for complex business hypotheses are not as simple as taking proportion of miss-classification and calling that as errors in judgment.

Some times people use Actuals on the column (also called ‘Gold Standard’) and Test or ‘Predicted’ on the rows.  That is how it is shown in Wikipedia.org.  The key tabulation from wikipedia.org for our focused pointers is:

<img alt=”” 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” />

For detailed discussion on sensitivity and specificity, see:  http://en.wikipedia.org/wiki/Sensitivity_and_specificity

Why does this matter?

There are many ways to defend the answers to the above question.  I will bring that out from the point of view of real time update of decision rules.

In complex hypotheses, the real time updates will be done on the basis of Bayesian updates, where we will have to incorporate both these types of errors. (Note that complex hypotheses are related to power data)

Ok, I will have to introduce the Bayesian updating method first…
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” 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×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” 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Using the formula:

Weighted reasoning:  (this is Bayesian update with out tears – see how simple it is)

Total weighted average probability:  (0.8*0.9+0.2*.1) = 0.74
Weighted value for the event:  0.8*0.9 = 0.72
So, weighted relative value is 0.72/0.74 = 0.72/0.74 = 0.972973 (updated probability of event)

Similarly, weighted relative value for non-Event = 0.2/.74 = 0.027 which is also, 1-updated prob. (Event).

Of course the practical problems are more complicated than this and we will address that as we go along in this route.
<div>————–Alternatively with systematic symbols———————</div>
<div>A:  event prior distribution</div>
<div>+:  Modifying distribution related components</div>
That is, given that the event happens
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<td><a 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”><img alt=”” src=”data:image/png;base64,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” border=”0″ /></a></td>
</tr>
<tr>
<td>Oh! these symbols</td>
</tr>
</tbody>
</table>
<img alt=”” 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” 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” 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” 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” 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MiA7H12KFCe+DuhKHpkJReFflpnaKR8ajD6Mppmwtebl9Y5s8q0voQ2fWhSXJWVPlWmS1Dd6waFpIWRZegHTvMU2xHTXqZ7eCt9PkOaXbXKdIyZaA/4fD6XPYJvuujMrzKv12t0HDP76tYyg0NdKPiNfAluWsxrNHtgvyrznmyhC7kymk5CrkwD6HA4kLkjqlPzWmYuB6XvO1CqzErz0jpnUJnhZC64++feANd6DvejMt2D6l49KPMYWYZp4KL1LCsahq+NpzYPbyoRNiCzPzRwbzAoIXqft06zq1aZd7+YiQKVZHwV0dfXFxddTRed2VTmz8/P+XxO3/+VfYJXbHB0npVcMdPv7XG98BrNHti1ykzfFHA8Hr+/v4fLf35+rtdr+uoQ+U4ojOYo5s7n8/V6vV6v5/M5yiyHw4G7a5dzdFoVWaydeffZVWZ0ouX19fVyuVyv18vl8vn5mV1NyffANfpVyZB+VObdO6ju1YMyj5FlmAYuTSnDzIqmz/V6PZ1O42ak8FOBr6+v39/f4eW32y1KntwdYItBSS3M+rxpms2OSAEzq0yvmLnzPxbFwW0xNFp0XAYrDf4Urr+vr6+a3YRigyO/DW+AGlbV7+/v6IXwYUmyNq/RXJxdq8x7koiz6Dfbh0yh/O0E4Ys40R3SwPF4jML0afr8Nzvhvcy7z64yo5NbKYKp9+QbCQMzTM6uVKZvUN2rB2UeI8uwDpx1bXiiFEPaRw5hb6bFoIyE9WR93i7NPq1fZd6dYmaAvIuWSQ8RNlp0nhqoTD36QyPFBivHcQjv8C9chS6juTh7V5n3+10vtjQ/DDMWHrLA7XYjb/tGhiMXcp3ZHD28lDVcDjUq08u8sPwMKvOem8yytffkEdVT7m0dLnSlMu+uQTVQOSjzGFlAwcBdLhfTT/OlU0y5XB2PR3lvpsWgDIT1aHzeKM0+bUJl3j1i5p4c5humxmnKsI2dra3FopN1ggaryjwcDtY3StYYnPXbKHbDP5JVOY7msiymMsO7JZfnleEULThj9/X1Jeitj48P61nPMFeSv9jxZHmf6pX5ibnD4TDO7XCXjtuca2GexvNeZUYulws5Xpob1mjpNf32XTHR699NWc/kGf175r2CaqRmUGYz0krxwJ1OJ/kW7u3tLXoaHvLz8/P5+ckpj+PxqNTTLQblPt1tNT078k2zTw1OVCvXJvecdq+LGfJ9wBxXxU9guy86LoOV3Rl5ejxGP51OZaK20uD0+0ajVaE94UvX00rcR3NBFn4V0/V6ddxGut1ulbdKt9vtcrmMNwrDoYqCSshOhTciZXb+/PyE5pGVZF3awjyN573KROWHF9WOx7yUhJN/zju/2+1Wlmetnrler8qGXIIqMrVsUOY00krxwA3nDsPth8vlYqpq9GfZ5VElvoNSVpVXmnXfxQzRhFOLnHYvjZlQZ2hajG62BWNcFp2mg+WOi5YYp216ynYso7k/cRzNRejLGgBmIDp1tLQ5AABQRZjT9A9nwjS4LhW4bTY2mlhiwe4gf9AcAABWSnhaUXmUQnmAG8zPxkazL2sAaE00G3t+zRgAAGgIdYnyzjm8pLeTfDtnY6MJlQn2heZXkgEAYEVE37zOHuKMjvEpN8zAPGxsNKEywb4IZ2PrX5UEAIAZSN+N+vn5SaqT4Z38Ycnetr7AxkYTKhPsiOh7P+v9ZVgAAAjhXiQ5/g4h+XodzS8ugvnZ0mhCZYIdEc7MDu/5AACgmO/vb9Or3ed5VTAoYzOjCZUJ9kL025K9HV4BAIBKfn5+TsHPnZMMP4fT1ctuAMk2RhMqE+yI4fXCji+mBgCAPrler+EL1Ye8N8Ov6YIWrHc0oTIBAAAAAIA/UJkAAAAAAMAfqEwAAAAAAOAPVCYAAAAAAPAHKhMAAAAAAPgDlQkAAAAAAPyBygQAAAAAAP5AZQIAAAAAAH+gMgEAAAAAgD9QmQAAAAAAwB+oTAAAAAAA4A9UJgAAAAAA8AcqEwAAAAAA+AOVCQAAAAAA/IHKBAAAAAAA/kBlAgAAAAAAf6AyAQAAAACAP1CZAKyY64OlDQEAAABioDJBF1yv19fX16enp8Ph8Pn5ubQ5vXM+nwd3hby9vd1ut6VN65fj8Tg46nA4/Pz8LG0OAKAVmOz9AJUJuuB0OoWCaWlz5ubn52fYktTIxM/PzyeGj4+Psjr3QOgo7P4CsGEw2fthd8u5idvtdjqd3t7evr6+LpeL9fLL5fL19fX29nY6nba00le6hWTPKvN6vYZ9l10aOSrdziyocydsY+FBUpqHwc8fHx9vb2+Hw+Hp6en19XXwG2ZT/2xjsm+DfS3nVsIVfVy/9by9vZGbTGunhSLcs8qM+i6HyrDgDRwOh6+vr+v1OkiH4/E4HjYw1bkTtrHwICm1hjyOEjEc7MGj2G7ZxmTfBvtazq04JvSCy7sFKtOXqO9CqJzPZ2X21Ne5H7ax8CAptePn5yf0T5bD4fD9/b201YBgG5N9G+xrObeChE4ClSkzjvvxeNTsdnx/f4d9//r64kqGJzJfX19d6lwpVifft7LwICk14na7hQ8K9JzP56Vt3zi7nezbYN3LeWuQ0EmgMmUKEtxw0u7t7U3+fn0YUafTyaXOlVLg5G0sPEhKLSAl5tvb2/l8DmXN7Xb7/v6Onqfj4EFrdjvZt8G6l/PWIKGTQGXKtEtw4+s5NCpz2+x24UFSakEkMY/Hoxwh1+t19CTc2JrdTvZtsO7lvDVI6CRQmTLtElxYM1TmPhceJCV3Pj4+wtiQz6KEDOdStnccpTd2O9m3wbqX89YgoZNAZcpAZc7AbhceJCVfond+WV/ija+Zz8BuJ/s2WPdy3hokdBKoTBmozBnY7cKDpORL9KVyfJWnQ3Y72bfBupfz1syZ0H9+fr6+vqJz5cMbEE2T5Pv7O30Zx+vr69fXl9dtd4EiPJ/PHx8f4eGn4/EYmlSmMis7+/n5OXw/JnodSXrAf/gegGzJ6UF44efn52kK+eqT4UXZ5Dd1zuczWfPwgugQfZ1CL+qDxyuSSfNqnBxeElpSMNyChXPOvp0kJXKens/n8Jjyx8dHwUvmf35+oq5Za9AwZL/Q2tH/p9NJGRhlTqh3nWNID+EU1TZUlYZTo8ke+uTj40PfhfGqTX6ZsilQmRKzJfSvr68nEU3r39/f2TdxuBwhMinC2+0mvOJ4fOGcVWW6dDZ17+VyEaoVDmzJlkTIl0c5UV9tJIyEOhv58+4UyRx6VzzpnHy5XNK1f0R/Pu++0OzbSVJKWyR/ZLVgdz964Zf7yy/lABvRCJcyJ9S4zjekhd/FHS0MNZ9cOEJw15OYUZWSMYoTZZfBAPwlMU9Cz06/AflnzZSVPBnXThK9IlS+gm64PVXW6djZsdgwOtlllavwdrsp7eF6F35arDK5BSats5E/XSKZw93JUcgV9NfdgRp2mJQig7lqC1RmtK/me8hS3/2np6fj8SjvxZY5odh1jiH98/OT/S2lgfFQbNOMGn7Z63A4yMYPhPbjxVVWoDIlZkjo6WPQ8/l8vV7Hnw0cVZpwnx1lhOPxeDqdrg9Op1N0P105T/SKkHwF3el0+vz8jPJOVFKo07GzoVVRtcNznM/Pz3Qrgrz9VabRJyYphwWinGhN0Jo6W/jTJZJlHJ0cVWUd7hYOVLLDpBRaItwbFKjMKAaslwukKm04IzQ85E3PITzlFE+ZE8qu8g3ptKfjaZ90xo2WtMuol8sl/DR70xsdq8Cv2FuBypSYIaGH6orLkufz+XA4cHe60WY+tyhGiaPmkLtSZaa6LZJB1+uVSyVcnb6dJZt+fX2NXB01+pTb8whL+p5VD4tl11RNnY7+rI9kE5VO9hruZWffTpLSWCA07PX1dRz32+12Op2scRVtmDmet4u6fzgcyBC9Xq+RxhIGtMwJBVf5jl1UjDwKGS4EZLyFNbhk1NAb2bu+0CHKvU8QApUp0Tqhh2muOHzDCSMnyvBJQc05d43KjO7/hH0C8tEMV9i3s2m7XJ2m81thyc5Vppc/XSLZRKWTvYZ72dm3k6SUDpzLvmP0DqOCrVCO6GuOcuHoTpsL5jInFFzlOHbRKiDruSGwrV/l4ZAviQ5HyVWFA4Sv/hQAlSnROqGHaa7sWxGhhdl0Fs354i0ljcqMprH1XGC2XZfORo3KGSTcdZAHS99x6yVhsXqV6ejP+ki2Uulkl+FefPbtJClFA+d1G9Poqz9ReswGZyR2OSlW5gTrVb5jFyZ2jcHcpDD5U3NJtI0tPFuI+oiXIhUAlSkxZ0Iv294I10JNlgxvy4rv3TUqU6/JUsM0dbp0Nmwx+9wk1M3yYBVkJeUlYbF6lenoz/pItlLpZJfhXnz27SQpPU3xWumtclCJNfXdky8hkWXKnGC9ynfs9Nui+l54ZdTQcmGYwluReTLb9oDKlGid0KP7JOvNdMHuSLh2Fn8LQaMyrf3K1tmis6bkdT6fs70uqNZ0SVisUmX6+rMykgto5+SB7HD3MPt2kpTCCh1/zrGFytRvkoVEwUZaUuYE01W+Yxft0da4t6Ce7CXRTjZ39joUo/gp0TKgMiVmOGgf7eGZ1p7ou3KaSyp7lFZCthvlF022ytbZorOm5BV1SihpqtZ0SVisUmW6+7Mmkgto5+SB7HD3MPt2kpQKxtrarlfNkV5Uvhop0qZeZxOtV/mOneM7Jgv6nr1EczcVlcGviZYBlSkxQ0KPFrOnp6fD4fD5+VmgzE4KTL/8oWw3LVCQX7J1tuhsNhOFbExluvuzJpILaOfkgexw9zD7dpKUCsZaQ2qqe536C7OWlDnBdJXv2IW1VR6lLei75pLw20vkl6LCLvi+6GpXQGVKzJDQ78ntbxjW8gOXKClYaacyC1KttU6XzoYFdq4yXfxZHMkFtHPygFVlujhQww6TUljAUWVGW3cuKjP8votJl2QtKXOC6SrfsQtdUfmNwIK+ay6Jgjy9ibKeUgUkUJkSjgldfup0u92iA+Ajx+ORS+uVSaHducwOVWb9uUyozKw/76WRXEA7Jw+0Vpk9nMtcS1IKCziqTOWXu00Ub1eHlqxUZUYOdNm5L+iF6ZLw+0nRscvoGEON/TsHvpOo3DAPp5nmRvl6vXJpnfyCXsEDjhBrd7h2CwrU1+nSWVPy2rbK9A0eayQX0M7JAy2emOsdKHDaX1IqGGslYc0u3yDeksqsHLtVqMxwwzUKAJfv6oE7VKbMya6WQjQ/oZHy8/MT/obbSPoFt0rzism2W2BYizqzmJLXtlWmxkgr+kguoJ2TB6wqs6QPRewwKRWMtZLop3fqv95hfUPkSGhGJypTbzxJ8eGBlIK+Ky+JNizDkmFsuB/42RVQmRLKlx1whNcWnOo4Jc8vIgO6XecKvmgJlam5JCzWv8rk2lKGhEw7Jw90qzJ3mJQKxlpJ9HsQNXvMA8XdD68iNU2ZE0xX+Y6dY20FfddfEqrJcXt+/h8z2zBQmRLRSmO6oYmOlpd90zaSa9GqUPDCIBey6aPgTWnWOuf/LeyNqcyZg0eO5ALaOXkgO9xLzb4dJqWCsVYSOaReT2jefJk1I/sDSI1Upu/YRbdDNbUV9F1/Cfkz5eHjcvyqZCVQmRnCYDVt+4enUmqSl/zjCqF5s30JTnOTGhbQPCGNNhWydbp01pS8NqYy77MHj8sv34y0c/KAZrhndiDZ7h6SUsFY64kemldGZvQEVnk4RPOcvcwJ1qscx07zElAlBX3XXxK9FPNyudynUTH8BRQDlZkhfKWWPuCiJarmIJp8Wj9M97P9/pVGZZoMS1+bUl+nBlPyKlOZyoBRWhIWq1eZMweP9XsnMu2cPKAZ7kVm331/Sck0cFbS5GNqIv3iSyhQNN2PVA63c1ZmofUq37ELD/LW1FYQ7aaOhxPq4+Mj1Mf4Vcl6oDIzRKn5cDhkd/5vt1t0TL7mFJq8beD+IFKDRmVGZQTDyDfzaUrO/NS1TGUq13KlJWGxepU5c/C028v0dfKAZrgXmX2pbZtPSqaBKyD6raPD4cKrFAcAACAASURBVKA5h3C73YYLhbeRa4IzumfgxqXMCdarfMcuekIl1zaEKOkukz/TS7Idj3odmo1flawHKjNPlAUOh4OsmaJsLiyob29vx+NRuDnLvjb2njzxyeaF4euiNcu8RmVGN+hPzD1oePwlW+fdu7OmTKRXmeFOj/JWWGmJMq70dXr50yWSTbRz8oByuOeffQO7SkqmgSsgleBPjz0tsvz1epVfOa73dqTDBE1T5oSCqxzHLl0Fsq9ZJd951Hqy35MhG5ntvPWGgcpUEU28p8dPrn1/f1+v1+v1+v39/fX1lRaT3xM2Fnt9ff3+/g7vYm+3WyTmuKqik+NDyfP5HN0TX6/X0+k03rXXvMBM+eXBVEF+fn5eH3x/f4fuirYTuDp9OxvW46gyo46/vr5eLpfr9Xq5XD4/P8ksqbQkLOaiMr38GXa2OJJNtHPy2GXNcM8/+0b2k5RMA1cG91tHx+Px4+NjfCXkIMGjMunLFNPuH4/HYVzu9/vPz8/1ek3fDCUfsS1zQsFVvmOXvpTg7e1tDNHUD2Q9rSf7PZH7mhEBSqAyVdxutzS5ZMmuJZG0EpAfinEpssY2Af0rKpQdHCazsk7HzoZlHFVmegcfUWxJWMxFZd6d/OkVyXraOXlAP9wzz76R/SSlsEwjlXm/36/XK7ehJXA8HkkncE9pOLKCpswJZVf5hrQ+op6Yzc7Wk/2efFdpAL8q6QJUpgHydofkcDhoHoopJzOXyEIul4spRda8Ztb0IrRsihkfEunr9OpsWMZRdtxzI1tsSVjMS2XePfzpGMl6Gjl5wDTcc86+iD0kpbBMO5V5v99/fn6iowg1/kwPKnBoflqmzAnFrvMNaU2Uysdhm072gfSerf61vuAOlWnldrt9fn4K0+94PJoOXf38/AgVWms7nU7y9sbwtKJy8oQvGNM8U+Csent7C+f/WEZ58qa+s6HbNd+fGAtr3gJzuVxI88ijV0pLQsmeTZ2m3t2r/ekbyUpaOHmg4LXM88w+0tRtJyVrJFcyHDQUbB6eICtrk6v6+PhQaqAyJ1S6zjGkr/xPlSojqt1kH4iErMsDB3CHyizmdrtdLpfxvM5w0KRm/bjdbufzeazwcrkU59Ph3M8poKY2Dmt/b7fb9/f3YE96ymcsY7WzsrO32810i3+9Xk0WjsM6nsqqtGTor751695PffA4RrK1RS8nj1iH+z7X7CPZcFIqiOR6BpsHl45HCcuqiobmfD4XVFXmhHrX+YZ0WFVBPe0m+13xC0ygAKhMAAAAAOya6MeKljZnO8CVAAAAANg15A+ag3qgMgEAAACwX6Jv++FXJR2BygQAAADAftH8lDwoAyoTAAAAAPsl+6V1UAxUJgAAAAB2SvS9H/yqpC9QmQAAAADYKeH3fpRvawZ6oDIBAAAAsEei35Zs8eMROwcqEwAAAAA7JXzx/tK2bBCoTAAAAAAA4A9UJgAAAAAA8AcqEwAAAAAA+AOVCQAAAAAA/IHKBAAAAAAA/kBlAgAAAAAAf6AyAQAAAACAP1CZAAAAAADAH6hMAAAAAADgD1QmAAAAAADwByoTAAAAAAD4A5UJAAAAAAD8gcoEAAAAAAD+QGUCAAAAAAB/oDIBAAAAAIA/UJkAAAAAAMAfqEwAAAAAAOAPVCYAAAAAAPAHKhMAAAAAAPgDlQkAAAAAAPyBygQAAAAAAP5AZQIAAAAAAH+gMgEAAAAAgD9QmQAAAAAAwB+oTAAAAAAA4A9UJrjf7/+9Pz89PT09v/+3tCVt+Pfy9PT09PTyb2lD1spvgDztyo1k1PQWSrX29Naf7TBDUt163gabACoT3LefrbCU1jCRmFsOkwioTFABVOa+GWYWxmZVKjNe6zB+fmw9W2EpreDXeZsNjvtfblEIyt5CadMqkx6XlbArlekyUg2G+ze8daIhLsxZEpbjKoTG/GMlKjMdfjEKgJF+slUbul5KO2cPvnvkl+kEgMpcGnpcVsKuVKbLSPkONysaqGDnC0fWJJtdpLnQmCFrUJnjuBJrQJ/JsUukjNQsW3WSBrteSmf0UklDnfvOBexldtOfCdjLXEveZkbKVo/jcP+JwaAy8o/3e6AxJ38f/xqYH00XevZAY05ZgcpcdabpiHVkqzZ0vZT2rTI7GcElgMoEFexKZTaux8pDICZh/VATE4v4ORCfFhouDy5O/gCNmVKlMoNd5oZJCirTh1Vnq0o6X0qhMrsEKhNUAJW5WPaQjpKnnwkKI7Z/uDgsGP8FGjOlWGWmxxNa5Sny7oOCDy0ik07uQaadSTtiKhzbPcJ1ICqYP3BsjWLuzMlfJZPJNLFHPtws2J1vVG2tMbImFQzNsQEw/Onviod1plgK6zN2We8lXQCwsVQwHMwlkytUQS67WkQVDGH91Ogr0AtKSZUpJ6kyVHQTwaQS1zQ1LFUqM4R4lb1f93iMyBN8hqQqVk5d3lHejp1UVI/TcIsbU8SH7NAnIjm3lwmNSVGqMqkYauXbvxCTWyhTmfRsmManqfBdTKv0uRXRkWxtWvVlyFbvVFFlHnqiZm6ucwU127v68sIvpe9kArMtOcJ4Z7qs8pIyAMRY8leZ5iBnXG11jbp+XTOTxspVpnaS6kLFMBHUKnNtU8NWZXbxyV5lVZnZmzBTUhU679VEu7xNOclNZZYMt7SXSX1If/WDeuweWTi5wd3xYx+ZQpVJ545mT11024cFKjOJWfp8sKkweWiY+Sth8r8X+jpyUlg8rnjyElUqfe2KU8JVp78tNbPXT8tOkh07pkndlliiNtvZc0Ekope0AaCIJccn5oYgz7iaQx8MpugVGitXmdox0oaKYSIoVeZKpwbRO02csxUJV9lUJuFPRoHUhGVwQc95e6y9th6v4RY3M+mBDmbD8/t/7PeEKPU82UrG0ZOUNexl0i2mo1mmMpPiRBa0FBYCPCmcD0y2hD0NqLIVIyYUzdDVe9zeaetgPU+tCNwtwvQSTSzJMkyVdIQeqgNAleS8VKYlyHOutkGZ4xC9VSrTOkaloUJerrp4tVODFa7GSFJcVaKeqadY8WjXhGVQTe95u5HKLNRuXAgHspywSflgntL20JgCKziXKbRK5luTyhQW9uTwhaqw5khIUpidhELsWlRMrhP8Z/ossbjKlDxvC4B7PypTHwDZWJIbMl1iCnLfJ0mCOTXRW6MyzWM0u8pc79TQbY/mUVxV3y+6zZqwzJXuKG+3VZn25JEKlIikRvoKSwJ/lGWfEuyUFXzHPCUMB/mR4fQTbSY1ZZWosJxBuZozhgs0Vpl8f5hZ7KAydTUnSLfvLZdS8bGgruNZ96sCIBNL+U6rbSsL8iKVqQmGguhVFVT+0TBGtlBRTQRNF9c7NajeKeKcIHuVoV+6sHIIS7marvJ2qyfmhcM9qe+Pl3+ZAxB/LejVzVRjEulg70JzBe/LpCGeFaxRZQZ/JEIyez+2jMqUzKrLVoaaEyTPN11KebON3VbrDD4A+FhSdFpt2zwqUx0My6pM2xgpQ0U/EQwqc4VTg7M8E+dybfRV21eZ7fI22ycHlRn83TjcNOyzFin/Ci1ONWZUu+djnPWyWpVJHABbq8qM+kN0yeVeyCtbkUe5XJ68mGrmrp5/w2b4y/PzNIVbxsxpPUouSy5dkco0BEMfe5n6B8DZULFMhK73MqunRqZ3ZU/T6Ku2rjLb5W2mwYJ6mgx3rg1pdsiHg+6xxnxUlrh937uZW1KZplkthH8adYbC4rQS4zm4eiyRvcCAU7biTKrPVraauT6QE9q8lJod4nx7HbVWEgDUHbqTyjQGeYnKtARDHypT0T1lqJgmgqaL650ait6VndxLrzL0SxfQfanMdnmbabCknmbDnVyePouQ75lFDRpXlqZcqMx1og8X8iaOeOI+LU4szqrCifgVa2Z6NRZxlJnSbHLIVvTfc7eC+Rr0PmA9LwWAvJRqYslhv1nwUr3MpALZYKwkbZQGe6pM6u8Lq0z9GCnNMU0EVZ2rnRoGDW2cIslVluWDj/9/L+MffVVmv3mbabCknnbDPTWHejJDt6rw/uQj7GUS9K8yyVH62zrPKMdgj50pS85FehmzFqbbi2QxEaOUdKbnb8nCTUW8/T6efhiTViFOYdIIbc1CBYTo5waEq1UfS8JpJ3VuyQ9NLgA0sSQ3xCDudSiCnK1C1awqGJZWmepJqgwV00QwPb1d3dSg0485pFVXlS0f6Rg5q8zu87bYJ1s9TsN9v/8XvFEqrErsq1JmTOuTN29rJPF2WIvKpOFuzOJS/9KAeAz/ywuVCJnQURUWbebFK1+h4IHCo25JQ6aEyNgznL7KD4mQHmw1E9AeFQOArVUfS7YY1TWmcPikdmUsmYZD9pMyyKUqbC75rTwNhsVVJm9tYpcuVAwTQdvFdU4NXixFZEWH5ipDv9gqix7Bq5xAmN1J3pb6ZKrHabil+xsy6KQopS+hNSbT8r53MtegMu93MgiUKXAYXyIkwvk5DYzMLWO28PSajMVJKaZCInaLQlfedNAnxOmIBI6hesnuCGQtzNVMQQ1QJgB0xnBV5fKr0nDZS4oA0MaSaThkP5mCvOCGXhcMPajMwA5hCCyhopwIFsWyvqkh7xxrY9hylW75oAozOrReZdJWFTXRPG9TxfT1+A13wYpJSU15OeYqDGva+Tbm/X5fi8psgGnlw7434BgyCh0a9tUEbJi9hcre+gv2QUZjghioTKhMUIGUcQq+awO2y95CZW/9BQBQQGVCZYIKqK9VyB+AnbK3UNlbfwEAFFCZUJmgCvvJcbBT9hYqe+svACAFKhMqE9RjODkO9s3eQmVv/QUATNitygQAAAAAAA2BygQAAAAAAP5AZQIAAAAAAH+gMkE7cJ7VG+a3ToEZN092H+SreDUl3kG4LKsIErBOoDJBO7pfgNdF/HMW8Gspnp7sPsjXICDWYOOmwQCAZkBl7oRFXoPc/QK8Kn4XAnizGldPdh/kKxAQ0q8EdcZG3ye/giABawUqcycYf1Tbh+4X4DWBdcALX092H+TdB073HgxZJJG2p/sgAesFKrMb2ubaZrfgktmrWj56B+uAF3ZPLhLkXhX3HjjryhJMIl1XJ1J6DxKwYqAyu2GleQoqcx7gSy8KPAmV2Y5tBPbae9F5kIA1A5XZDSvNU1CZ8wBfegGV2RWdm6dk7dNzG6MAumQ9KjP9oTJhRkwL01NfKsN/PYCYjeFLOP4q/bs2azn3c79p81FJS06j0sjk9SGTujU1582epN7J93qF+iv6mF7OjyA/HA+iLyLTpSqtTZtJ62D8nG/KNGWoK3XxT3Si1Fe5qSTTwpMtgtwxIch1D+XNKcs8+qnn9Tbnv4lVM8UqDMuYM/qgZLAGs35LTG1Mp45uUmSDP+1CWI4YWXsYJN7QrLycoaqUIlCe/YAzq1CZ3DwmA0ezkmTLFKnM93Ra6CxX5Sk2XyrnjqQy38m6cxUbFuB3qiibT0v7qB1WRQukJVE41I6IuAbmw0NcJU1Thr3cFP8evhKmkkwzTzoHuWNC0Nr68mJKWXervBBcr7BZPi9eNcXqDGNxVZnMkNkmhS74RXOpILGqTM3ssuUBoSKRyuwHnFmPyuSWrWnYjPGV5uw0LfBlyldZwhyd5fIzF+qbjVxFNNkFYvxk/KtqWiseJirrr+yjdlg1w0GM/78X+k6lekS4OyDaTmWqtQQeb5oq/j19Vfiq9JaezF5iCnK3hJBCxP9ktdX72TL6j5qi4VcPoLSVWTXFag3LWVw1WMyW99+fDZPCFPyWILGpTMvKmxtQRUoRqcx+wJlVqEwaYl6zN8b/vT8/ymnKlKpMZQDTGUnIU+wPYxhym6gymUeLmnpVC7Ci/so+qoZV2wPWFi9rJYOZxdDj4Je6DkP8u/rKPJXCixp60ivITdWb7GSdQK3+GT/bR5/pumIQ+ZJ1U6zaMKPFhSozKU9ErDhYpuC3BUnJzYZi5c0PaD6lFLH2o7PrZVMqUxNGulArUZn66LUuKsKsq0vnbJOGLikWYE39lX2sySC82GGrqx8R8Ukh1ZvOVaaPr0o6OYcnnYLcVr3FTskJ5pQ1o8rk7W6TEPpSmcKOgnJZMwW/MUjqw4CyRtF4NqWUAZW5FCtSmZMHB38EQaNJIbo046sy85bL1QjHTH7xVpmGbFy0AKf1V/bRsnpohiMs02REZIM97mWUPZXat+7lV/uqpJNzeNIpyKNLMuNisVPx4LmJyhQfTOv1tfQgWBE2Us2FhvE0Vpk2CWcKfmOQGMLAsPKqBjSTUnQUZz/gzDpUJhMvcdB0qDKVlovVSHUk89PU8X5UZm0fjTuIiuFI0iL5DKt4RFprI1NPufb1geHkq+2rTI+EoOum9JmfyuR7VLcH6zDFqgzjWb3K1AaJr8o0DyifUvLUZT/gzBpUJnlohJp83alMteWqaurOqfStMmv7qLrcNBzpVcF19SPSVhuV9TS53hwYtb7ausp0Sggpi+1lDn95fp6u6vqJwY5e7RSrNSxT8YpV5rJ7mdYRoFKK9pLC7AecWYHK5IK95blMk/xiC+stV7VZNz3WoTJL+6gZVttwUEXGMvUjIjZKVe+hOdR11ARGja8qjgW08aTiEocg7+xcprlH9Xdb+uRpqtdBVDI1N1OZab/Lgo+oyi1ITEKY75ga20HN6uwHnFmxyiT+/riJIe+Mf/+oKcPOR/Iuyawy6b8LOcBDZjZWmWTRgm2eulVFHFbbcMg9qR8R3mC6cg+VqbbaFP/MxSW+KloIWnpyekltkLslhBTWCbaUJTZMVFW9qZ89mFk4xVye/xhqNg3W3xNdTSholKQu+IuCRJUEDCtvhcysU5kumzWggBWozHFGUk+e6G0KsnCsIKUyVBqYnBNRpWyL5XcxYZA2jx8Un9xyeUifN9u0JVzax/ywqofjv/fnyIi0j/UjQtcg12vc2VIGnlRDLv59fVW23dDQk3ynFNVxWz4OCSGFEi72lMXWxVQlHIBTCjx+7TdMMSnmFIaZHM2kxrLBml4xOtmw924KflOQlCyCT1Rsiyvv+MF0yzWTUiTqsx/wZQUqMwrtP4YzN8wGQFI4XcvEMnSjz+//hmuVKdtiOVGaOCWTtTvjRH+VKZhtrb+uj/lhVQ4HV5GrtXIN7C1LXc1M4KlrSOPf11fFD7XaeZJroCzIHRNCAj0U1pQl2ElWJQ2tysdSqrGFjSaDU4bxO4sWey2D9fD/yws1ZNa7ooLgT8pRI2sKg4pVNSqnTCkC9dkPeLIKlXm/x4Hz/P7fIxoV4k6TwPJlJhtihpRdbnliEzH/1FOvncrkzS6pv6aPsSXSvoU8HIkVjA2V1lI1mA/LcZgCL19DLv49fFV1dKqdJwe8gtwxIXB9Uw6Z7ALV6Oc0l/p0BltQM8WIzS6LYR57mWE92crCPlNDxhbO1RjFlaYsGyR8p5SFGR/o84DOmTT12Q94sRqVCQAAoCeGpVw8MahWxq6rv4th7WjRZQA6BSoTAACAHX5Py/R1GH/N5WRYM6AywY6AygQAAGCHPdBoO+kobz0ualgjoDLBjoDKBAAAUIL0DRuLinJ/iu1lWBugMsGOgMoEAABQDKXorHpResa9qGFNgMoEOwIqEwAAAAAA+AOVCQAAAAAA/IHKBAAAAAAA/kBlgjno4B11Zaz3BFUjyx2qXW0wrJ31BvPirMV1a7GzM5CSWgKVCeZgtbN4vVkbKhNErDeYF2ctrluLnZ2BlNQSqEyZglf49vDW3+7oYxaXj+YKs3YPKpN2uPBjp0tHyP1+T7+aLPY1/R6zqguL9He9wbw4a3HdWuzsjD7Wp60ClSmj/znemku2Tx+zuGBo1pu1e1CZtMOpYOhk1vCvWcz/aLNamIbXztrf9Qbz4qzFdWuxszP6WJ+2ClSmDLPlIM3lnnZluoGexXOnxPLRXGHW7kFlVu9lzur+8YdhQivIP97vgcYk1XLO5GZZYpvBPAuLuK6g4n6GeLbWWjcEldkSqMwikK6N9KEyGfrJ2p70oDJpDCl9Tvc/BGJi10MRTqzgO/H7yUIhs81gngWoTCtQmUABVGYRSNdGoDJnByqzyCqyqfQzYS9y2ZDZZjDPAlSmFahMoGAVKnMIsd8I+3uCJYfFtJwQoVFB+rnY+FfuLFZQe3SJ+GyM+TBqxX6O8OXfpJa4Al39omf4RVk4dmdxI1NtWoLPQIkldjMmlU8coh0UU/Tqhk8V27zl3KxRfZHFVi2ZvVV/FIemZE5lsFZZEI4ThGMDw98mDtAEW6NgLs9FdA38PJVDKeiAXKrA4Bauy3aqPAe62tnKY7bK2ZH1biguOBSDymzJulQmHXHsE658WbKk+GDMrjIV2x70ObBcNwVfPb28c7NWWX/WM7OrTK7F0dLk2tSQCpX5ThXVb8cpo7d8+PiNYtJyWuN5V9tKZRrnlArxQTfxIR137GN3pkZSZb6Tg5yr0j+YK3MRb9OfSebA4yqqMtjZdbpOtVWZjYdYZbzHWuPZEFvdywtUZkNWpDKT6GLO5dPn78m/EmvHvxfN8StxvyK5hF330mqor56O/TQ8YuQu0Naf90ydyuT6L0I2GXQ4qodo024G7U9e2WZqyEWvcvgUsW1r999L2hk67oomY4HKnFTL7himn5SKTPlCOtqDJev5/T/GBQzSV6DKg80zmKtzEfkFqajf6sDT5+pig91cp59NrZ6YzzTEmnXQYa1xaogMyInshMpswrpUJrdbpVF0ROHJAyoGD5XJGZXUwhqkT0XiUqeuX+GZBVSmuKOUVORjBht76u94WKJXNXyq2Da2K5pOi1dVtc1UJjcABYt20jN+q4WoVvUQl0BUmcXB5hfM9blIurnOXJ22kc9IbgY3ygNM9a1U5pxDTBX0XGt8GuIDkrobAn6sSWUKIRaHrHi6KimseExbpzLpXKQXmYZzI4oMpKhf4ZklVGba6KOGlxdmV7hSymQ30zwycbqYiguIKraN7epNt1XbUGXq5pSJSDGmsDunUyr3MiuCzS2Y63NRzVCw9vDVOSTPtnlgVpU5zxALlriuNb4NVa2voIC1q0zyAQwbLeyzbD7KnVQmsSSmdQjHeX6pU5mW+rOeWURlJq0O//97XBl9wByY8lCZLmsXF5C6wu5VMSpLrePSaluqTNWcspPMkpd/YkyHzQXX5uLCpDINq6BTMNfnIsvCbQi89AMvg73zgKZT86nMFkOcb01VeX4VdmlI2nWGymzJzlVm8EdmZnmpTEYf0U9LFTOTI7/VpK9f9MwyKjNqdhSZ9AeJv6Ayuaqk4OhVZSafNlsrLHtroydlM/pWmQ65yLblmQ+8oE7CBI/k6ZcHDJ1aTGU29ZjvWuPTkBSQUJktgcqMPos/d1OZChnkEerlMoWF9sxCKnPSbiAyqQ/YVQoqMyrMHEwyPjGfXWVGD8HaLRXcPhBtl3i0ga3y3pPKdPClqgZD4FFXpSFcM/heecDUqcX3Mtt4zHWt8WkIe5lLsXaVGUeO8Qkb3RDxFNtBZU4uUj5Vt2M9yGarNrjWNu/9VGbQC/oO4++DtN7OVKbtka/f02NmDzApalSZxEeNVeZE0LXeySSe8cmKX4zrdajMilykmdyWwKOrH8s4JM/GrutUZbbxmOta49OQNGmhMluyJpXJ702lqpCKF0U8psEsLn7G3fe/2lXbnUXUyWxDvZwL6Bv5AjeyPHrx+42fNG0+cw8zC8xwU5mq6FUNnzK2+Se3SeHM1i+lMjXV3hkn2VWm4OXxulYLBflsXBiKPvYyq4O5PhfxPvr3Mt19VgVerjNuurjWdbZOFeTAfoZYsMRzrXFqiA1IZvMZOLEulUnOZm4VnIQM9df/3p9pLZR95CevMvyK8Jg+z1wmoI1/fKCZsaqDbLn6VZ4h1FPwvEN3GEBcrFnYZiYfCJuHBjMcVaYhek3Dxwwq0y4leinlGPiSmV/ZajknGVSmIkKygy5eNQ3o+PK/zsaf/LUaWcZ+QBvgrjLdgtktF5FxNfxFHXiajFRvsI/rLLNJbrStnfN4LFe5aq3xaOhOJyl+zQJerEllPjavIshbZQZ+veQq5NJ70obqvEvYJDOJeeMdVKayfpVnmKqe3/+9PyeFC9woEFxFShXWA3Yz/J6Yq6K3YvhohTQOh9wuU+1wP0TMGmW19SpTESG5QacQtXbWtZLLtJY0U5mOwVyZi3iXMjemQYEo8GoyksFgJ9fpZ5PcaGs7eVMdPKasXDmy9Q0JrdFrFvBiVSrz/b84TPioSMJJOsUiVCikd+4uSFwR6C2snFn6+Fcd81HUn/dM1J+/Mv8ZVCZdQxbWixn32s3wU5mq6C0bPiG2h49Us2aaqgN7SZWpq7ZeZcaGSZsZhsdz5N6Ifd5Ry5suhtupzNisumCuyEWUMfldATnw8mZUGuzlOl2n5EbnsPPeymP6yivWmpJeUFmLWrOAF6tTmQCsC0Rvc+oPmAEAAGgBVCYATUH0tsa40QcAAGAuoDIBaAqity1lLyoAAAAwA1CZADQF0dsUiEwAAOgXqEwAmoLobUnZu7AAAADMwipUJgAAAAAAWBlQmQAAAAAAwB+oTAAAAAAA4A9UJgAAAAAA8Gf3KnPZd+3N2PpeXyrYzZdvOhmAwYzl3cHTiaPAZukmJ2yGye/pYOaCCVCZUJnbppsVpZcB6P7H1HqYksuHC2hHNzlhG8S/7Qi/ggmrUJktX4lHLGk1zRmvhcpsTjcrSjcD0I1HGKyOin9LnOtYWE4u061rtscirzvtfQasC/y+K5BZhcp8LA8t4phY0mqaM14LldmcblaUjgagby1lcFQsMP+Iro63W+ju9+2XTdIyt7N0kxO2QEd5DfTJKlQm9jId2HIykFaNblaUngagazmlddSfcgyKkn+Mq6Rb6Nopy9F2AjXL7avICVugp7wGumQVKrMlPRwCg8qsZBUrSk8D0I1TKJSOYn/15yFc/no3/CXobfIHaEyWrmOFZxU5mDYoswAAIABJREFUYQPAlyAHVCZU5vpZxYrS1QB04xUCnaOk02DxZ8P/083Nv79AY7L0HCoCq8gJGwC+BDnWoTKpdWfyVdnJ+Sw+4IliVNXR38SHOvGHwhKpa51fPbmq08NpQut5kWM2IDrzRrcQGcmMkaoqoVqi/kkWnNQvJEadtVq72LEOY/jvikdr9kggTh9yXTBqXlWMNZySXFu6SZnby6zRmLrZRxamG5TKmEJCji6F5fnJxZS0eNIrt1vMXiInZIdeHUiO+VYiSSZMCuHdzGGaMpRNtsDIdqS4Zr5vs6+eucm+KOtXme/kypoOFj0nXl7yKlNa0ZKPmFjSt24KU/7bD5wFziqT1DXRpaz2mdqiqYozVrhuXFHeqaKpO5TWmm2ixpqJ4d8itoQlKEyqFv0WhD7GGk5J1ixRqUUyMr5vHP5bvhljmH26NTlbpkhlEtGls1ylMmvni0duV3l6uZygHVZFC475VkDIJfnwECeSacqwhqkDQ9eRkpozHVxq9WSWkoVZvcqMnDn+NRqrMbrjh2TUaCTNsTIzXaFIMWdp3a4yubAkbfBVmUTZfy/0yhn+kTJRURWL4umYMU5y1vJYxlp+l7FlINKziMLBRaYOqUOqGGs4JVPEzczEdcTqNtnJKsrG9tlHRXx8gyqVKV/DCHN0lssq3G2+VAQSTTc5QTusmuFwzLcKg+k7INpO5U2aJfAICjOMoiMeIRfUPvfqmVlKFmYDKpPZyKfGhX/YLKtMrgJihgnZXte6ecs9hZz4LVRmfolmS8Q21qz2uhVFHyd5a3OWKMea/kK0YOD0k2QgLI/Fxb3APFSLDackb0FSMsi32XWkKupku1Sd/e/9+VFOU6ZUZSr7R0eREPv186U+t9s6Y6+/so+qYdX2wDHf2g1mblvLHwVUGFeVYciOeIScXLzl6lkw2edk9SozHU5+BISlPKMy6eihTFArVK6lFapMfgoKE4l+iFmWrRQriiFOtGHCG6KtQs6ubVVm5eogqMwWU1KygUe3jEcbhU/K1jO1pp0VrdENR4nK1I+wVWXWzxempCGQjJ0x11/Zx5pZxs8ah3ybaVSfM5ZQmbUZxjJHjf1bZvX0GYZmbFBlpqWl2xGtyiQqUYo5Y+sFKpNZbdurzGnT/BUC6aQrmCxFKwobJypraYxj7aYyyYxFPW3Rts0Vj1EuONVTkicZtJd/JgHwW4YYe9sOoOAZjTW6TvuqTFXeyI+qgLfKNMRGHznBEsuGKZaJgooRkQ32uJdR9lS60DBw2o7oa6Z8/HfZwqsnVGY5PipTenCYV5lJ/IilUpWpbd2mMqXtnDlUZvDnNPLzm02MlKc/5PFZUczWphjH2k9l8tZzeUefltQx1nBK2lD0baoxowu0vlF6pkOVqc8b2V0eidWrzNo+GncQFcPhmm+tBterTFNPuau3ojKJ6kpHEyqzmh72MuNq5ELz7GWOETq1YrYn5tSn1Iy0CgaqKgnffYsKebPYXubwl+fnaV6SeiKZSpTTxNgie5mCzXwN8bOo4YLEn7IJas90pzItecNF8uW71KnKrO2j6nLTcKRX1edbtcG1KrOsp5qC86lMmaVWT6jMaiozkfUQGDe6YZNcmfTvbmf11Et1ncqsmW/xg1utlFFUVWaym/SxGV091kWWmxYXZTxYYqzhlLQgnsgKCsTWhHYPf9HoQoVnNCuAbpUwzU22sClv5NusW9nWoTJL+6gZVttwUEU88q2mUap6i7yp6GmuoEE2koZ4qcylVk+ozGpqM9HjRoHThEqVGbTJFuF3J5Wtc2skUZiLQvLvVpWpMYC9OD5WUCEzDSqTtKwgTiqmatFYyyrTEAkGYab1riXGGk5JPdm7k0Rjjo3a9jINnmE7e//38vijpoxtbppVJv13YXJ5yMzGKnPpnKAYVttwyD1pmMGYyj1UptpqlwxDtuesMmdfPaEyq6nOROMRh/Q5FjH2fFw9Gn1mh1QwVdk6UZopPJakHqIXq0y9Af+9P9Oeo2yMW/7v/TloQVOVgFC4LE5kawVMY51JDQWRkKJ/9iXboIixhlOStixu6c8NJo2ZWK5K2QWeIQvHClIqYwgJoRemvKGZXIxDLcrDXWX2khPyw6oeDsd8azU4U69tw00beGwFNQPHdMRLZS6yeor2d8BOVCa3Dj+//2N3NqS7YH5S0NdaWo+iUixMlnyo4FKVqTaA0zaa7kQuVFaltzg2Up0+NNaKGMY6mxr0kSDZzQsNTY/0MdZwShLwyprvFa0xmcqysWeYfay1xEoh90cfEsIYWyyXJhdfFdcyZ0qDJb+XnJAfVuVwOOZbo+eECmzyxhZ4CX4Dx9yg1qvMJVZP0f4O2I3KDC6ZjCb//IyJq3HUxRMf4n2/3HrUTLbwNAyf3/97lCxXmXoDkqnC1E9MqbiktiqDwUG1pvShsFZGOdaq1KAaCK4vj4tpzaPOSboYazglSazDlKk47KSzZ8jCtCHmMqXRVW55YlPNfGmnMnmzF8gJ2WE1TbGsDdUZLK1BPtdjkDemwNM2Zhg4shlHlRlcFHp+ltUTKhMA0IIhp+lve7pOSa1Qi1cAAABeQGUCsHIk/fS4DSY26/clMgEAAMwPVCYAK4f6Io3wwS53MgEAACwAVCYAq0f66k+sJ/HkGAAAwExAZQKwDSipyX3LABuZAAAA2gOVCQAAAAAA/IHKBAAAAAAA/kBlAgAAAAAAf7arMidvMi3+qkM338ctejfs3OCLJWBHdJMcbDQy26HaVSS59bDS+OwBuM6TjarM+GX5xdHSTbStIQGvwUYAvOgmOdiAytwJK43PHoDrPNmmyvzNVg4x0k20rSABr+jby+S7yhepZEus2iEFxneTHGz0oDJpbwu/U9VFUMVvcdC7cJFerDQ+ewCu82STKtNRkXUTbd2rzG48pYH5ee8FKtkSq3ZIgfGrCvk/elCZtLepJNdJUPFvpFWl5EV6sdL47AG4zhOoTDmiuom23lVmN45SwWwt2DrR0y7LbCgmyzodUhAS64r5kR5UZvVe5qy+/zuAFVhB/jFXg/vU2GB8zgVcNxdbVJnWCFlFtHWuMrvxUxXb6EVT9uaiVSQHGz2oTBpDkpvT94+NyMSuh3ZcMAI2GJ9zAdfNBVTmSqKtc5XZuXlKuhntftmbi1aRHGxAZRZZRTbl9w2AQjYYn3MB183FqlRm/M3xJAiYwzNsrHCHbf4umETbpH0hAKNq7aE6qWC4nEjA4XuD/q54tMbnPy6XJ+7VdyGfbGt8UmFYxpzRB/lIUFTC2Kt/oDaUJEZfaj5XUum91AOR3QoXRQ4RHxMyH5bFCRt//GqRDJ49JIqSQ2zbb9HpKKUekyd7VEo2hDebC9VsbNirJeeO6o/iuJSEXAafKoXDALZZH9dI+yGsf9bFa3o5P+/k6Aisl0tVpYvOXLdd1qIyhaUyCL+GKvOdKsouBpqiDLRNLy+8ynwnp6NNZQr+FT04vZruZJVP6gxjaaYySXuzVjJDyfpJ61Kd9/hvNigml6AypbggPqqJEybaxyqTEUjHrkJlKpMD6YLn9/+YKf8vLcxNdsl7/JFG0mxa43lX20plGkNOhXgLrd3MlFSmdtaTNTJ+COqfa/HKrr7mWOIqqrW2O9dtnHWozDEqJoFG/7XJE/MoYrjFi/om4VjW9F3EdI8lrYS2LbpMpTKp80XsYSTeaumZUplPag3LWVz3lQKiEsIT/17UKtM5zLTe+/fCTiKbixKHsAt7Wk3l3CFDMHAr7UJi6Ozf/lGOmnx5ssA9WSa7KUOa2tXHhqnaCpU5qZbdvU4/KRWZ8oUOKrM0fsLSyy9exMoVd1odS4osWr/U9uO6zbMGlSnMclJxNFGZzMN5Iq7YG528QWxPqSnM5W/ewOkniRZguqjfSeL3Dwp9Um2Y0eJqlcl2N0OTMKv0Hn25TWVyEZ3UUj93eE8RnqV8UKEyFaNGkN1opTd6bbt0UlWadkXTafGqqraZyuS8b10V0ksTI/ibmBRRZZbFT1jH0ouXdDupuzQolc+i9ekiU3bedX/rrEBlireSQrrzVJnsLbNubigXdqmnRBVyP2dUmbzdlT5Zq8o0J5YmYdaDyqTjUC8yDYOdNPRo5eWF2TetVDOWUaMQSrHDLi6Jygxpaldvuq3ahipTF3ImJvcrFDUqszR+skXnW7xqvMsaw1fnkS56cd0eWIHKlIfKrL5SiqItbVg4dfKL8qSNlDmbqExyWlNPARj4Va7WJ5WG8bR6Yj5Zj/QWtgkzm/eYlbRWZRKBmNZRP3eIhob/P7//F7dHD76jytQtLwqhlL0TVLTmUZUmNmzVtlSZqpCzkwTpyz+9kDCpTIM86WPxssgpQyylH7hYO21k+XV/80BlekVb9nZXrTKl8z9tVCZvveXRA/m4pNYnVYbxNFOZwd+1XRQbrgszpfekSqtVJqP+NGbanBg1NIpM+oOkRqhMsip1bHSkMpNPm20qqTNG3yqzdgIaH9ZlYymok2jfKV304bo9AJXpfU9TEVKL7WX+LsjP0/mi7wnb9Vqf1BqWqbiRypx+rLG4TZgpvTfaSZ46q1eZCpHnpALChgKRSX3ArmpQmWFhQ2z0pDKjG992Ty7VNfetMms9pLrclGfSq9KorBzPPly3B1agMo3PRpZWmRWbbNL5KrPKNFveQh5X+qTasEzNbVVmUGOuyiZhpvQeV6GfypxcpHyqXsZfPVEzyQdsrHahMm2PfP2eHjN7gKrYMFR7l8PAQWVOcmnrnUzDcY7OVWbpBNQkTlueoYqMZXzSRR+u2wMrUJnj3Qwx58gRLlSZ5Jy2JIL6cGN7St4GqlQmt7HkejeWPZhZ6JO59yAMq4bWPF0wNgkzpfcye3vMw3XtsY7JVan6M3cqw6Oe32/8pGvBM6v67SHhozJ1rtcoSWWGHNvl0sxfYUtsGKq9Mx6yq0zBxeN1rbKI8g4ysiatwENlLr148RH472W6oazMM3JPXNJFJ67bAWtQmcHRB0JksQlIP+pCkjYlAtkijT3UwhM8MjCdDCDqYqoSjpbY9BZhisEn6TCYDBNGkTWYk+C6btPPIqlHwbkKm4SZ0nuUOggCJbZJ6hG/OD46+Mz1s37uJJZPq5p8IOwfGkLCS2VOi46GGh7QmDIk0y6VeyyxYaiW85BBZSpmVnbExauCev9L38bz11llxa1UZi+LF3n5pBl1LGmyqEu66MR122cVKvMeZYwJ6SCaVWZa+xgt1kTA26m0h5YGz+//3qPNGUU/SWPIqiS7VYZLaVHpE3o5UhvG7wxZ7OUjQVMJp+uyq0WrMNN5jyk1SEJu74HqnRAFoWuYEaqeO3EtpFphq7OHhNMT8999V9armbY4M9neDlWNeUBuVx8bpmrrVaZiquZGnELU2lnX8jRTmd0sXpyXzHlGmUUd0kUvrts6a1GZ9zsRffKNvW105W0+UyIgZontac20gsmdoEllMv1Kq8ol8rwrtcekJJ8Qt5YWwzz2MsN68pUJK4dx6NuEWYn3gk8esoHd9lMP1/QizQksqwM17WQMsIeE47lMasqzhXM1RuNIlxo+yrabdJ+NDVu19SozNkyaIgV3KfKsNodlO5V572nxitQW/8RJE0t5G9zGpQPXbZg1qUzQhmHemJfeKUXSfg7Ddgu81zktpgyYgCNzACwOVObuIXZJ4880csR/zXQybKfAe70Dldka3EwBsDxQmbuHfaxkfd4kbZ4tatgugfd6ByqzLbiXAqAHoDKB+B2R2hPuXRi2T+C9voHKbApEJgBdAJUJBihNYk3Q0lPaRQ3bL/Bet0BltsT2UjIAQCugMgEAAAAAgD9QmQAAAAAAwB+oTAAAAAAA4A9U5lbAWzs2Th/H+DoJM+/3GYAN0cdM6Rq4CMwHVOZW6GT5B63oY2HoJcyafNEMbII+ZkrXwEVgPqAyt0Ivyz9oRB8LQzdh5uoO7Y/XAgqXdwY5vnioj5nSNXARmA+ozK3QzfIP2tDHwtBRmDk9NWdfK9pDH1fBw4NVQ+FSyUAfM6Vr4CIwH1CZW6Gj5X8JtpE2pV700cOewsxBZjI/hPTvpZc+rgFmG9IWsNjL9GaRZALfgwSozK3Q0/K/ANvIblCZFuo9gt+HachiAdvHTFkcqEzQB1CZW6Gn5X8BtpHdoDJNVLsEKrMhUJnLApUJ+mAVKnOI3N/AnR7U55eH6LgVEfbh11T/SocFoy8F0I2pvjkw+UrsxLSi+UjUICz/pu825P1GVKlbpYuckDWeO1eXd+zvlURBxpmqXuscmLmKuHySvyeWCE2UGUNezYaZPI/MTk5HnLe/VvM+msr6xdQLU74qSm7qGd0wYtMKxtqLpqQyHBRjTSud5OBn03SUVsHrr7jn1YtFi2SS1hmNRHkeBhtnXSqTDmT9MjUt+ZjM72QaIyuJZoywHtJnlOK2uB5IME54IZO03kKz30TPkFidoDN+JpVZFQ/5ATYsDO9U0eLRtBlEhZk8j2wqUxhyqha3zcxcHWUqU5Ov3JKbbu77RazgAzeVWZZqiKgYLQqqb5OOuFBhTgBTHa9eLJyTCfv9OKc8DDbOilQmN1PiWUF9WXEsyuqGeO4SueLfy3TGjNNK8Ve6LT7zsBDpcjK9SVdoLFT7TeEZBpsTTMYX6Q2LdDDEQzbweBQPuYzeKzTGEmbiPDI5mdpafDQrbsNVPPHWbR+W35Dk8lVZclNMinkilvPB3TwliUoKU03cMCUx7+3SERkrQWN0xcQ00BmmdkNx3/+9pNVwYYIn5iBhXSqTuw0k7gO5O9GgCiaRy9UkRhFFiIWR7QK/fJkaFe7VdRaq/Zb3TNZ6jRNs7m2uMtXxoAk8HtXCoPdeqTGmMBPnUYmTLY/FbdOHI96GSZsqU5mKfFWS3FSTYqaIDRv3VpmlqYZ8HMw+wvZPR8L1aXuW+ClaLKqTial6qEyQsCaVSUWuQQNpF7XwM362CGlHULSW0zrGRrnu6SzU+y3rmaz5GicY3TuXyszGg2pkeBQhafBeqTGmMMu5vq3KdFzUogei5Ea/SWVq8lVJcjPN6NYRK5T3Upnm0f1rWKyhXTpKouVR5OWFKaq7Y7Z51CmZ2KqHygQJa1eZ8SwVjpD8olOZ00VHt7hIn/JtWTK6dKOZ1GOysMBvvCkcBicY3dv+ibkyHlQO5ClaGFjvlRpjCjNHlSk+Maerd1/UwmGWD0ywvbDkq5LkZsw5bSNWMKz+iXlhqhHvFzT2VaejOFyG///J3vhhPvkov3Kx8Eom0SUxUJkgx8ZUJjMT6NSZnxBRIiaODC2iMqVnh2WZ0eS34HL6Q45Vq8zgz0SvzQ6k8VkYao0xhZmnyuRNtyuFCojHiWtUmcEfiWF3iljBMAeVKXeBY2z48dUW6x1KfTqaxssoMukP9I5bSGVKsQKVCXJsTGWapqF6QgR5bqx4m3uZ1iNQlGd4Vq8yp58a4kGL715mqTGL7WX+rsbP0zVN6obtpJqaxwjHw7s6lRn1xz9ihaqcVOb0Y43JQcOjPiKuaZmOJgETiEzqg8SCzlTm6HnNjitUJkhYu8qkH03ogrzoSOSjtHhxaoVP4ig5l6mzsGK11p+eMjjB6N6y7FYzKHGvfeSOr8osNcb1XKbZbJPscZRKRLXJ9nC1yrRkhqSweVJMaBOxYVVNVWZQY67KacOPsUwuapmOwr/S9wp/H9QYpndDcRM2K6EyQcKaVCYRu+kMMOTOurPUyUIkWeWVONhGqftNk4X1MtNVZRrdmzmfL9vDPxhXrHgeOj1vEdVgYq/qGKEKU5gpzzcrnGyXjI3WtNRmU6hY8lVJclNPCrJXvhEb1kSrTO14akZfN95xKWZDs2U6Cv7++42fVLY9c5LZV2XWJpNc/0iV6X7fB1bMulQmGf70phaT9HTKb/iIegJCLDzMCkOebKlNHOSaFDxL0tgiW5jzm8YzGeNNG0I6401mELX9mUQ7szwe7kTgCQi9cPCe2piSMOMqVTtZOv5lekqsDgVy8/TPuIxyVMy7J0u+MhXODfZsERtUXTcl6Q3EklSTBiQp5Zumo7sQH5MPiOa9FgufZEJp9KAHcRUleRhsmzWpzMddYUQazpNZPMWiMvNt8Q01OmrDmvb8/u/9mahHb6HSb0rPSKarnWAyPi2tMYlsInVmdTxYnxsSTfh5T2OMIcyyG0xKJ2eMVm/68LuDKsO41vS9MOUrv+TGi1e+QoeIvfM5zDQleXljqCS8cNqBdNe5bTqaXjCtShBpJYaxOCUTpuPDZmx+nkBv7p1Vqcz3/+LUwwcwkaLiwronfbm2knK152AUUE74j1SZegu5wqzf7GmkxAkm49ndAxHiKsKZxfFgTrPyTl+d90qeRys9I6sSlZNzakV5Bsy0nUIsoUq9rHJINl+5JDcp52QrdItY6ir9lKQqKUs1TFzEm3LN0xGzIS19UGxY1oTpdeYmptMkiNbsDT9E5u5ZncoEAGySYW0Sv2GhPIWyMCbDuu0FAAA4AJUJAOgAfjOe+U6BpEoXBSoTAAB+gcoEAHQAe5yS/qDjpACVCQAAv0BlAgC6QPoyDvPmqi4PfUFlAgDAL1CZAIB+oKQm903rTjMCVCYAAPyyCpUJAAAAAABWBlQmAAAAAADwByoTAAAAAAD4A5UJAAAAAAD8gcoEAAAAAAD+QGUCAAAAAAB/oDIBAAAAAIA/UJkAAAAAAMAfqEwAAAAAAOAPVCYAAAAAAPAHKrMDfn9kjvs1PVst+Kk68PsrjV3+yDdg6G/+IowAANVAZepo97vJE4lZ00Z/qxRYCMiDFdLf/EUYAQCqWaHKfMiyTDqO1RtX/jeVilW205iP5h3q7m+V8ucxqFj4RFrKAwxBI0zzd5ZRgMoEAFSzMpWpkYRRsSnTjJkoUbLWhhrTM5HvQWU+BnbTnaynpTzAEDTCNH9nGQWoTABANetRmdq9yb+CYYG/q4OcGWVROqm21JjmRC6tRFtRmYo+YuGTqZUHGIJGuM1f7GUCANbBSlTm3+bk8/t/8kNm9tPkSfvwh6Bg8ofWGtOsDPeuMoGKlioTVLCu+QuVCQCopkplBg+mG2eify/pnqN9pyW6cPhvWDL+S2ONCZVJsZV+LAhUZqesa/5CZQIAqilWmemRxtmSkaQyxX3OSILm9jJrNGb2+T5zdJRtjTtq+nfBZJWatK8/wVrQ2XwNv7YMXp8Ujwrn+0gufGH9k01vj55OYmI6qnzAq053mGrm45ryCCsPUg+T50PMQ1DQcUU8SNgckppGD54uSFRVyTUTTdjmLzcKJbalBg4tEm3Ic808KNTJ+IJgAAD0S6nKpJLmXGlBUJKZ40rkZuZYeLL6le8sCIkzPROq9qFhlXqniqYeYe1Ur0zKGh5+fSeL532iVZnv3AJb09NRC9LGWZbNqKyp5nqVyX8jzmEICjquiAcJk0NI26JLbcEsViXYK1xqm7/CRDDbxhj38sKrTHqu2aJUiBit4QCA7ilUmXSCmGk3U1CZmfcCxdKRyK6TrYSCDo1VEsc7U8saPDGPhoL8LlRgEfkVKdPuTLYGm2GyT7KrFb9/V9ZTZlOJ/DaZbfRNNTupTE5Z0TpQPwTlHc/HA43FIUTZfy+0pbkgUVQl4T5/MzGism0cpfioEBGH8lyzDAr1QrpHs3hGD8B22Nhepk5lUsku/Hu5xhT2UskM2kRlMs+KiQWU3eDMG2SowWJYzgRZZRJur+0pL37SAbWNvqVmryfmXPcqh8Cp45nZqyyb2JefzuogKc8MdH3EZ0q3sLLNahs7doT4zMy1gkFh+gqZCcBm2Ni5TLvKZAtF3zVS9VGsn8qrs3z7h9V9wkKRG0xLDQbDcn2UVKbklPKeCpUzEkQ7+oaaO1eZXh23zAa7oOHr1QdJtqoMTvM3NazYNmns+PsJpg2oTABAzEq+Y0416/DEnC8yPWgUIvVUzpHmpG3rAP9Z0rBwRk85npYaDIbl+mhWmdU9VVQe3Y9oR99Qs5/KZM7C1alMt44bNEbxuUz+ClWQZKrK4DR/mb+V2CZlzJYqU3xijiOZAGyHlbwvc4KQGDObldlHclONGaXUvCRcicrMHLsXunAvqWFBlenW0w2oTMkXG1eZwZ+JYTcHCV9VjrYqs8Q2yeVNVSbvd2hMALbExlSmrCNzD8zjJ2dDZclyymfulahMh+dSlho62Mss7+lWVCZ5ys7pifkqVOb0U2Kem4Ok4FFOe5VptW2xvczhL8/PU6WJR+UAbI2tqUxJSGZEZnI6a/hD+qUZPhNqVuf5z2VaNIsWSw0dqMzyngqVx3UbR99Qc70E4fzgeS6zvuMGuVdTSfywtiJIjIchZ1OZattcz2WaUxBEJQCbZ2sqU0itssikvgFg3ssctxCIIqTVhSpTEtGGjYSZZGaZylQ/xLNrewvjY72khrRm2+hbamadQm9R6gec/rt1CIo67qIylQ6hLx4tqJeZNpVZPX91rlLZxo4d6UmVytQMSv3jFADAKticygxSGnWuXNamUc4zn8sMzxrR3z6QW8gjrOemVUq2yKAdFTVYVYXQR7vKrO3p5PBYskjSW9M6X5tqpjTp5AheRoKMl6fKk/Jd4RCYOl6nMvUO+e/9mXZP+hA/FySaqmS85i9zDqHENupuhw2tTMLSR6lwGDa11+plAEA/rERlZg7oR0kvOgEvJrCg9vRDqlntefq8mfds0tbUPl1NC8ScylBjT+v2rvg+FqjMyp4+Kn95oSKQXxDzTbnU/Pz+j92EpzVHXMFzfCyELp3dhbJ3vE5lqh3C5Y6C6aCsymR04fzlTruW2EZfSoZW2VwTo1R2+cQ+fC8IgPWxSZVJXsFmKFZjDoS50PxkO3elXWXec7sDpsWb8Ktxv0BRQ4lh3GZKkcqs6WlY+bSO7PHczOiX1Ey4hT/qITwE/bMqPXwstCVWXtRxsslS0cY6JLFLPpotldRWZbM5qLniiXmNbVQE8p7UPYQXq8rFKPUEMEbHAAAS50lEQVQkCnuZAKyPlajMdmQ0Jtg5RfcBC9cMQOf8fsNc/Q0/AMBa2b3KBEACKhMAb6R7e/lbmgCAlQGVCYAAVCYA3rAnLXEEE4CtAZUJgABUJgD+SF/9waQAYENAZQIgAJUJQCMoqYkH5QBsC6hMAAAAAADgD1QmAAAAAADwByoTAAAAAAD4A5UJAAAAAAD8gcoEAAAAAAD+QGUCAAAAAAB/oDIBAAAAAIA/UJkAAAAAAMAfqEwAAAAAAOAPVCYAAAAAAPAHKhOA7vn9Kb7KX9/Db1qCbbPDCN9Dlxv10aFan8S8daAyAegeqEwA8uwwwvfQZajMddO7yvwdRW4Yf+Nk23MM7B6oTGceiWPFy0NBFzrrdS57Z7N7EtD9RPhsru6ny+3oQWXSA0ol5s5mWQf0rjLlTIPxBLsAKtOZx93rin1R0IXeei3n78enrL3p5f1E+Gyu7qfL7ehBZdIDSiXm3mbZ8nSvMqXtzN9PFhvN2Sb4HjIJENCrTClUZg+jfifIBu5PmS4oAqCfXosGPRI/O7DprGgWcMsGWFeTegF6UJnVe5l7GCiGFahMbjtz+ZTZ7yIKtgVUZicN9c+6XCGciApEJh35xCZDPypzttbXNd5l9KAyaQwPmfYwUAxVKjPIA22lHiUol97IvGMRBXMBldlJQ/2zMlewaXzox/P7Oxf61JVQmZsEKnPdFKvMv0MzswjNOKWwG5mJXdSo8gpVGTWT+2yxsahk5oRR4kp9Q8oKhUJ0rb+FhhrY/YXwA8E2nTccbHOxQSYdGsLLJRYSxTRhmQ+VSZ6bONjdXd1PEM6jqokTF/9tbHotf6kqtvPGxF1QuCK6RHwcxHzoNX2i+uJ6xonD2Ugu2vYIz87iZQOsq0lti/Yw9f21x4yzbAvfR85/luSsrJYcUNUfxUEsmYNro1RlUo5rqtKn/iZTUyp8uaCZR2Wy9kxrJ4s9KirJcWKFZl89ksU7VytZFZt0FEWdbKuyQYYblXoL6ZpfXnxV5jtV1NVdXU+Q4DryQJWhonHdZQauOrYFY+pVprSKER95TZ8pdDIe/vryj9sDyvxVE+G6WbxsgHU1qW3RzqS+5KtaClvkPtIaz7vaVirTOAdXSaHKpAOkrTP+shHp/HEoqUxM/7VcZQ6Ie+DUN81Gt6VZLCz270W6Rc+hqNDiq8lQJ8tT8sFYCT31c95wtY1cuDQ25Pj3ktZO11RmIbdX5/PEfD539TlBwlozZ3CShpgexj35+3NpbOtnseVLBskluWdCqUJ1mD5kS5SnJsuw5tG4KcL1s3jBAMu2PuekNkU7bVhiiTnP59otTM7ayVugMifVcmdDiE+2IjLXs5d5/xumlxc260inyOWFa/pJ9SI6eVIqXcMWVDakbzkuofQVl6/+5iKdyIg8lveGk211NpQirIYWC1MTGeWuNqLCmDp3dTlBBtKJrmqIaZhoOg1XS2xrjPFQmZxR3MRsMX0IE0KRyakzyhxLhMvWqLZOJZwCLNv6nJPaEu2cWJt+WJnnqcKi6brkTFbbTGVy0em2MC3OWs5lDgTaln5YLh1uSG/L26lMIaEwR6PEWCpY2fnCRl+xbbNO5DZMDN6otY0tqrChGMOei2BhpYmKBWk+d3U5QbheqBoyNMzIZV1sa4xxUZn0PNaLTI/pk3gmbi1pgmvTEOEZY9qpzALZ0MukNkS7ThrX5nn9wJiSM/lRQ5Wpm4PrZR3fMR/hNvflScIlqXYqUzgbkjgs1OtMSNkCLlOh0Vf2xM25W+ENL9tqbFCT3milLrdbKGWhViqzlbs6nSBkj3UNWRqOmiiLbcEYJ5VJBB57X14ZDxxRe6kaou88LHtyrPc1s3jBAMu2PuekNkS7sbB7VXXJmaq2pcpUzcH1sob3ZYYwS3FnKpMJcX4+R/OfmTL2HEdVOLvKNHijmco0j4iMVF2lyiTNmFtlOrmr/wnCn07Q9bKdyswb46Uyk3TIb8NVxgPL1ILhf9SG6/A3fk/OpjLVs3jBAMu2PuekXofKdEjOs6vM5FOvB2xdAJWZKSpRcOcsw20OF9/XUBUutpep8EbzvUyXWTt6dVqb7aHMKvYyK93V8QTJGKB9TNNWZcrGuKlMUuQJKq8BoQXDv6cdCHtV9PyUVQ2aWbxggGVbn3NSr0FluiTn+VVmdIhgUyJzKyrTbTfaV2WWbHdTp3eqds/jCr18ZVaZCvPbjWPFiOTt4K0xWCidVVpKZVa6q+MJovAo1RBThioSd9EY23lj/FTm5CJp4Wz3/O6v1cEWIcNTKpToB1f/9A+qWbxggGVbn3NSG6K91GhrVcweYGVypj5qrDIn+X9bInMrKnO8gyHGhbiEW9CZ+yAOQRfUr6Iae8sqLPJVjco0eMPJtioblDZyMViqMvm+W8JSCpXZ3dXxBNHkcYW0GJ/OKaLBFtt5Y8TFzHjy4q921XZnAx7tvjOPw0cL33mR6SG56L8vFmDZ1uec1JZoVylJ43rNpsa/wgXJWVPtnRlQu8oUImK8bmMiczMqMziMEY4N/VdyugSPMNTjK8wVruXhg+kGB/VsSvFHEk2FJl95qEytN9xsq7MhA5WcgugpVplkEjeHZT4mZ3RXhxNkekE0Kcx1/vViUnAcNXpVyzpaZYysB4174o/YeOZCxBAP5sGYXMVdOvmcib+CRweaWVzSJ6cAy5acc1KXRLs8Ujr7mHapfFmQnDXV3pm5Y1CZiuHWhPga2YzKvEdjNIGfgnG5f8ydtGwOFauSPcljtAR2l5Ur8EBZod5XLipT6Q0326ptkGHqGZbocpXJjZ4tLPlQWcBd/U0QrsfahqY8XPr7Dt/stcrYVhnDSUbBFcImSdgkM7rKeOB3vESyBggaMKpDF+H6WUyWnifAsq3POalN0Z7dqLXm+TENyu1ak7Oy2nqVqQghRYivkS2pzPudmMrSYBF3z//ZVCZdiWRPWiYpwjSu3tXSVqjzlZfKJFtsZZuLDTLTlPH8/t9f1ipXmamBRWHJhMoy7upvggSF+S0TXU9Dl1IDJ1wTBU+2FLckCXuWyYXiozh6SypnlrBWGgPlr+qsys3cY+sjXDeLqcIzBVi29TkntSnaVccBLHNh+Eg1yyzJWVttvcqMDZNGZksic3UqEwAAekF7sg6A9YNob07t0dkugcoEAIAysO6C/YBob83WvvczAJUJAABlYN0F+wHR3pb819DXCVQmAACUgXUX7AdEe1O2KjKhMgEAoBCsu2A/INpbUviluRUAlQkAAAAAAPyBygQAAAAAAP5AZQIAAAAAAH82oDJXcVhkFUZ2SQ/vdljWhhlb78HZC9HXDLW+7XkRau3pqT/Wn/YBACiBypyHVRjZJT0sRVCZ26evGQqVOSP8Tx0ubhoA6wcqcx5WYWSXaJeilq+BIGyoac54LVTmHJhmqGOw0VVBZc7Hf+/P8bj//d7g0sYBsHqgMudhFUZ2iXYpemxItHAxYUNNc8ZroTLnwDRDHYONrgoqc2keQhMpG4A6VqIypSWgmYCzVryIkSXGrKoh7GVCZXrhNkOxl3m/b1xlbvcd2QDMC1RmWaPW8lCZpfSwFOFc5jboaoaKQGUuz695nUQEAGsFKrOsUWt5qMxSeliKoDK3QVczVAQqc3GwlwmAC92rTO77f3+rwWR5+Du2LawYaZ1RJsk32t7ItFrbMT6F8br6J9aGrvJuKC44FFMvRVTBX9uHvxGVV9gQ/U1ck+IPhT7pWue3WbiqszGfM4wsqDeAjSLBSGtA5u1NKJ2hnKMKbNMLSml0lFMsso+7xDlakirZwA4n7N8VD9PsYa/sr+CpTm47AFgtW1KZ71RRpX6clmyoMjVG3oXsqBYAsvHK+sliUc53aYit7uXFQ2W+k1akdRpsiJsTZGbyEbMm6ls3Lbe6mJcMSzEZIEaRVCa1RVOVYK9wqW2GCsFmta1aZWqnmKC4AksbRktcHRHYzIT9LWJTmbr+ZiyGyASgku5V5oDiUVeUCMe/Et/d5BY4Oit7PjHXGUl+75SzssAYdf1EVv/3Qr/0o66hIK0ze6VVKtPodpUNSXOszEw9JGkIVet2lamL+SYqUxFFngEp4D5DM2Oisq1SZWpdR+3NPa5tGy2WwKZHIbpMFXXa/pKWshYAAKxsSWXGn+pPb9PVN1GZCiMnj3lLDRLKqutnC3o3xCs0YoXiEFWm3u1aG/h1LX+zIuz36Vq3PzpMIMethcrMR5FvQAr4pRF29O22ValMq+uYzmWtLo8WW2D/qUzhEb0h6mz9Nd7XAgAUbEdlpp/pRdlsKlNjpLBcGQ5C8cbo61cdTfJsyOOoIKUyDW5X2yD8jToyQG3d5RUq19IKVSYfRc4BKeCXRnR7ZypqVKbZdbOrTGNgyzl3HpWJh+QAeLJllcmnFObEzhIqMzVSOBj1S53KtNQfOkr+LkZVQ9KucxuVybpdbYOkA1Lxmlueja0XqExVzLc/l9k+IAX80kjueIbBthqVaXCd9ASZldYx9mgxBrabyjT2N/wcKhMAT3anMqUj4V2ozMyZ9WxazzVorj9ayeLGPRqSlquZVabaBrp8vA6KpVK5oG3dpjL1Md9GZQZ/JqLIOyAF2qrMQtsqVKbNdVxp7hBmtqhBZWoD209lqvub1AKVCYAnO1OZzDG/BZ+Y2+SOnoIdXplg/SwVcrm617+XGVcjF5pnL9MS8+1UZmxMUMI5IAXaq8wC2xz2MvVi9vl5qrx0pyUromWxvUxlf4laoDIB8GRfKpPLUj2qzMpcl22wpH7qKZRHQ/Ofy+T3hWrOZcZNZna8ys9ltop5tbNr7i3iKHIOyCKrnVWmxTYHlano/lBSK3n9osX1XKY57Ctv1QEA9axLZZJZw2HFpf8uNdrQSB+ZKRhTv6oTKrOuoccOinZrRaijeKPVaAO7xP61yRbhdyeVrXNOJwqbYt6qMjUGsBfHxwqcArLAarmmQpWpta1GZepdpxxZ/2gpCmxZZRrCHjITgKVZicrkc1XRfhX5QDGtQmi0oZHhgaKopv/en9Urat6YXP3/vT/Ta6vij9aOjCWDPwYjM4fKNNrAL2OPRp/ZBVMwVdk6UZopbIp5/dqsNkATRb4BKeA1Q5nUUmRblcpUTzHhtCU5B/yixRTYGWVeEPZyf8na8cgcAEfWojKnyWSSK0zLQ1LNb9J6fqaq4BttaiRvpyUHisZr6ucSNbuTUNqQ0Nrz+7/h7zOoTJsNwhKb/bIxfa3NA6RjycKGmLfsACkNUEaRZ0BajC6cofwNrNm2OpVJ9YlwXaYcp9qCAhXRYgjs7P6vPuyV/aUuwA4oAH6sRmXec3etpV93fX7/71GHsO2kzj5eRt7J5GxMf7LxivqTIowB1Q1RBYcy/82oMi02iEvs6A96udSOec4DhNuZwsqYtz5n1BmgjSLHgLTZHNRc8cS80LZqlUm2zcl49sF12PEG0aIMbNUpA1XUWfob2Yi9TAAcWZPKBAAAYGfQVtZ7nvWyt/4C0C9QmQAAsGmkBwLWLzmugb31F4COgcoEAIBNQ30DR/5g3eytvwB0DFQmAABsHOmrMFvUXHvrLwDdApUJAAB7gJJeW35wvLf+AtAjUJkAAAAAAMAfqEwAAAAAAOAPVCYAAAAAAPAHKhMAAAAAAPgDlQkAAAAAAPyBygQAAAAAAP5AZQIAAAAAAH+gMgEAAAAAgD9QmQAAAAAAwB+oTAAAAAAA4A9UJgAAAAAA8AcqEwAAAAAA+AOVCQAAAAAA/IHKBAAAAAAA/kBlAgAAAAAAf6AyAQAAAACAP1CZAAAAAADAH6hMAAAAAADgD1QmAAAAAADwByoTAAAAAAD4A5UJAAAAAAD8gcoEAAAAAAD+QGUCAAAAAAB/oDIBAAAAAIA/UJkAAAAAAMAfqEwAAAAAAOAPVCYAAAAAAPAHKhMAAAAAAPgDlQkAAAAAAPyBygQAAAAAAP5AZQIAAAAAAH+gMgEAAAAAgD9QmQAAAAAAwB+oTAAAAAAA4A9UJgAAAAAA8AcqEwAAAAAA+AOVCQAAAAAA/IHKBAAAAAAA/kBlAgAAAAAAf6AyAQAAAACAP1CZAAAAAADAH6hMAAAAAADgD1QmAAAAAADwByoTAAAAAAD4A5UJAAAAAAD8gcoEAAAAAAD+QGUCAAAAAAB/oDIBAAAAAIA/UJkAAAAAAMAfqEwAAAAAAOAPVCYAAAAAAPAHKhMAAAAAAPgDlQkAAAAAAPyBygQAAAAAAP5AZQIAAAAAAH+gMgEAAAAAgD9QmQAAAAAAwB+oTAAAAAAA4A9UJgAAAAAA8AcqEwAAAAAA+AOVCQAAAAAA/IHKBAAAAAAA/kBlAgAAAAAAf6AyAQAAAACAP1CZAAAAAADAH6hMAAAAAADgD1QmAAAAAADwByoTAAAAAAD4A5UJAAAAAAD8gcoEAAAAAAD+QGUCAAAAAAB/oDIBAAAAAIA/UJkAAAAAAMAfqEwAAAAAAODP/xaaIYJYGIh+AAAAAElFTkSuQmCC” 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” 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In the above example, the P[False positive] is artificially created as if it is Prior Prob[Event].  I just borrowed the example from the reference as a test of accuracy of calculation even though I try to use my own terminologies in interpretation of calculations.  So let us change the modifying (likelihood) distribution to be as follows.
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Here is an important exercise.
<div><img alt=”” 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” 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More intriguing example. What is the probability that some one actually is not an illegal drug user when the test comes back as non-user ? Note the changes made in yellow colored cells (I modified the prior distribution and the false positive and false negative probabilities so that it does not look like false positive is 1-P[Ec]) which was the case in the previous example.

It is easier to solve this using tree diagram, for all the following four questions:

If you observe that the test is coming out to be positive what is the probability that the tested person is actually an illegal drug user.

If you observe that the test is coming out to be positive what is the probability that the tested person is actually not an illegal drug user.

If you observe that the test is coming out to be negative what is the probability that the tested person is actually an illegal drug user.

If you observe that the test is coming out to be negative what is the probability that the tested person is actually not an illegal drug user.
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<tbody>
<tr>
<td><img alt=”” src=”data:image/png;base64,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” /></td>
</tr>
<tr>
<td>Update with out tears</td>
</tr>
</tbody>
</table>
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7u6sos6od+jiAGGQmQqOrnTtxZ72kQG7D874An9c1/cHm4t8fesXby+vbC+hyah379VT3VHIgYYCpGp6ORO31rsaSMYoCT0h1tLPKHPF06psXe6VV9XPYXWsYrrvigRfSUQmYpO7vStxZ7KDPglY798I4nRv2A/YezXv8j+7ujVLI7/+pWk8hX2+0NE/z+89D/++P+OiguntGY3+HvWbEjo9/8t58AGYoChEJmKTu70rcWeygw4+2oW4n//p1lkF9nw61fYT/40afCqedzn5Y/+6e9PfPD//tu5f/3z/z39z/8WWZnQH8BqR3F+QEEMMBQiU9HJnb612FMlF/QGY4ydTWI9j/siDDptXmG/5/VJ48OUP5j56z/6p7//rxO/e39qhf9ii6d9+vKm5Saoz6ueCm+zFw9CDDAUIlPRyZ2+tdjT3HxAJ/T/gv0kie881ktKkJBu6qSMupkP4M/8fPD5Gn+0vzW7cXVlt+5XcvakwYwD1OWNiAGGQmQqOrnTtxZ7mmMAz/CIeZ7ynM8b3Q0I8tbsfve8vfZgYm5zZPLW6fM3+As78U0SDGY+QNlCDDAUIlPRyZ2+tdjT/HNByfQvPDkMFmHQ0BsDRPGfBfBXPpw+f2Nk8tbE3GZ77QGGx0P7t+ppFHjiArM0Dji8EJmKTu70rcWeQs+G8qd9zuaifCo+J3z21awmA0bfGKBoe+/7qyu7rdkNvjJ704cIfVv1VFwkVhoeEAMMhchUdHKnby32FGKA+HTQIEvXRj//4SX/EVn6aOnE3ObC+l7D1ngZrIgBhkJkKjq507cWewox4Jdd3tdXxgBFfIgwduUOf0vouS9u858a9Ov4zRQxwFCITEUnd/rWYk/zDOhygrdGBojaf3awfPfRdDtKXyc3NX/PyiECMcBQiExFJ3f61mJPG/GuiMFpc/fp7PJ9K4cIxABDITIVndzpW4s9rZMBW9Wufbp6Z+ty+/b45ZW/vfDVibPtv73wVevK119eX1+9s1WxJX0pb32yUW+pvQeo1F7qDl8Vyre2vPXJBqvls6z9AuK/TTv3xe2h8cXh1tLYlTuzy/cRvbuidgbU3QGmqv1KI9mguiM1MWCwevjkxcL63tT8vXR9gul2tHz3UZPfWkoMMFSjrjQSVtUdqYkB1Un5bVpjhwjEAEM19kojYVLdkZoYUJvE11c06g13xABDYbnSSI1W3ZGaGNAIHbz8UfxtWr1vuCMGGArjlUZqnOqO1MSAJkp8fUX1QwRigKG6u9LU1ziRHFfdkZoY0HSJr684cbbNhwg9vuHu4ZMXBZPSzjGgdIlmaDXmWL7SlFcyFQT5HhnAT6SuC90/qChHg1csbYzAz0XZqn4gYK1ppfiWrdybtgpPob3KNAE08jzGmOdFBVs7R0vr38yuQmXH8KhYGQVHBB+OhkCl7tRnBDfeLDSGGDAgib9N6/oNd+21B8OtJd0vnB1jgOESzWH+zdsKAwxDZe8M8DxPjVQDY0CDpf1csgbAitkFC26bVJp0j+ZomuW7oRAf+ox5Xhgc0TEg9I8EURrcO0E89JkXnEkjdfI3Z8MR3z8iMSCN4EkBK0HDooQ3/BSgMcSASqS8vuJQL8G+urI7NL4IzjcI4Xj+p6+y19779LUO5H/2099KmxKd/jleBpQuySBsOjQDoHs/8YTCdvktsOANY3aiUHxTrGy0ZndwnKKaJ93kZoHQD9V+knoDPiPk2iCkXxUDbAR+3OaVJgwou6JUi7UBN9IzQB4Q8BB8JvCy23CBB53gLh6tWwa86Qt3+kD7zBhiQC3iQwT+2zSTIUJ77cHQ+GL+yVSFAWno//kbjL3xaVbf+XvjV6d+1l8MDL6rMpUuzQY3jOO4nAHZrZ+4s7zuQ9EiQKA1nRMJ28TDaHbPrBMaw+YBuSD+r/7QQHV1owkTBsi38bmP27zSxLGyKyo32OyJAcKNeSfh44fyjpHnsaOhfDQx7aOgwow3sHmSMcSAmpX+Nu39qRU+RADfcLe69fj0+RurW4/Fytw4IPn3vdPs1dFffbLx1m9HX5GC/qevSUMEvAwoSOmUMyB3m63sXbj2D3wSwJy0Ko0l2bF1uyuUyHsoNNAyQDEciqnyGauBQCEDcitmgx+3eWVuPgBwUXtFaZbv7pIBaepfyL0kGGBZpM4GB/DRIp5XVMHAlMw+eJsfHhXzQoAxxIAGSXx9hfKGu/Wd/aHxxfbag7RxOQPeOy3f+MvNEDOgv+MAJWBAy7slLYS7dEVaBqQUkBkA7i4HInh+s5QB6d8KMTQGK64NSsa5oNT0fo8DlIya0aLf4jF6zwV14nXoJ/O0kecx5gVnxFt73dHSvTS5HQEJZeMA0RhiQIMl/jaNvwSbTydcXdnlDZwaBwxwPkANt5olPsU6s2xzdqLQZ8wPJAZAu0uRWpc2KmdAZ5vYotzgQT8Ka8SArFUD5gNUk3tjQDr9CwXoQFlAUBoiyLv3ZT5AmYsmBiDQwcsf+azAibPtUx9d40mhcgbk5wM69QgZUL5EM1dPDAh9zThAOHgaYoojmnyiJLoLARzYPfSBuKUxL5/KUKeCPXUKutDgQc8MKAYIH1wErpgNftzmlabPBak7wsbEcWzOgCg4kiRbzgReknXJbr3FAH0m8JgSoLOjhUezMB0eTalg+lxQp016OtAYYkDztfvd85mbOyOTt06fv9Ga3Vi++yidOjZgAL/3T9RXAFTOAPE2GVyiGVyNOY4NckHpnl4Q+HCQUe/O1fSKbk5YMb5sd8mHXKVonpLDUYilnk13Rti1/kq/SjaQqAK42VWlmvwq+30AuKO8kybUSmfxIokB8KRuMhmQ7aIhivAzAmXokDspOOxQzgsbQwxoqB4+eTE1f8+/sDw0vjgxt7l891G+TR+jOQ4GdCssV5rxvDepDhWnejAXYkATdXVld2Jus3i9M2KAobBcafpH+0kNUN2RmhhAUkUMMBSeK03KYBAAmqW6IzUxgKSKGGAoutJIfVDdkXrgDKCCrtTOgNp7gErtpe7AXKHqjtQDZ0D1XerWBTQA1duBiD4+RKaikzt9a7GnW99uEwNQihhgKESmopM7fWuxp8QArCIGGAqRqejkTt9a7CkxAKuIAYZCZCo6udO3FntKDMAqYoChEJmKTu70rcWeEgOwihhgKESmopM7fWuxp8QArCIGGAqRqejkTt9a7CkxAKuIAYZCZCo6udO3FntKDMAqYoChEJmKTu70rcWeEgOwihhgKESmopM7fWuxp8QArCIGGAqRqejkTt9a7CkxAKuIAYZCZCo6udO3FntKDMAqYoChEJmKTu70rcWeEgOwihhgKESmopM7fWuxp8QArCIGGAqRqejkTt9a7CkxAKuIAYZCZCo6udO3FntKDMAqYoChEJmKTu70rcWeEgOwihhgKESmopM7fWuxp8QArCIGGAqRqejkTt9a7GmHAVTQlThm9Zbae4BK7aXu8FWhFpi1JWY0DkCqmhlQt/umoiuN1AfVHqmJAaSciAFGoiuN1AfVHqmJAaSciAFGoiuN1AfVHqmJAaSciAFGoiuN1AfVHqmJAaSciAFGoiuN1AfVHqmJAW5q+e6jqfl7u989hzYSA4zU3ZUW+oz5Yd+NIWFV7ZGaGOCm9p8dTM3fG24t+ReWL17flmFgLwOiwGMdwXEYaCBUybuJV1roMwa3UtUjA+QTdXOg0GfMC6I4jrlvwjHETTarm8ugI97/WSdln0dWB+2tvYqMgukllh1xDGowlh3bGyncC2oZjWSVYXLM4Jhg8MmilvDZiQFYtL6zPzG3OTS+ODJ5a3b5/sMnL+oGwOAYIIQ4ONqBDZQ4mUlhgGHw7J0B6YmiwOtxTKH1zWZ1dxkkWzzf96Ct2eca+vm6gp42YICfxtYxxhgLLgENOpWXmJf8De4FtzzGogUWL7DwZBbug2MAb8CW4DGJAfi0sL433Fo6cbY9Ov279Z0/i2MW+oz5WWgOPOYF2d/Z7UDSIAqyyiBqHgOk6At9J+EGPTAAuiEUTyJslwM7fA+aP5HmYMKO+VMk+0h3pnxbejgZVFHgSSMHk7M0V11eBunfWW+I/QJeAkKDHhgwpt6eq6H5EvOEBp2IDO4FthQOFY0wlkR5kAFAy4JjEgMarv1nB+s7+xevb5/74rZ/Yfn0+Rv+heUTZ9ut2X/oxOJQCPER85LILrIhChjzWJQ0CLuP+wNngPyNlf8raiBGPWmPMgZk94PikbMIUxZ/ABOVE8nhSKaBll/qKZRcUHIvC9oBV6MaTXR7GaRearoDGOCpWTcYk2UMEOMyD81SviW9K2csFLbq9sq3hAccci4IHHmkLbXHJAY0TbvfPV++++ji9e3R6dWh8cXh1tIHn69dvL69uvV4/9nB9t73w62lmZs7Yjj2GfPDJNb7KgzSNkHUqeeNMTAAiNpGDYSvuX4+IBcQhSgpM0BuqkYkgCxilT5flbSCskVGDFDMhO57i8/SWHV5GWQ9JW0XPnfPkz5j3UAu11uHZEB4EojdaSBOWxbspbRMhxqMZekd1YD0Tl/TEjgmMaAJ2tx92l57MDV/b3R69dRH10Ymb41duTNzc2d9Z//5Dy/Flus7+0Pjiwvre3Eci+E4Df2Bl8T3iImTW53bhEjalKaMGsyAQ9wACpLu9UpzQeA8YC7TINwZyjuAqRUJNlIoEuONENuVU5gyQEoZKYcCLMidpbHq6jIIlYwQ5CYw0aOBo9yyH+MAP5n15fE6uKTdK99SG+6h44MttcckBlSsg5c/ru/szy7fb81uvD+1cuJse3R6dWJu8+rK7vrOfsGO7bUHQ+OLQhshHPMMj5jnMcj5+L0OCAaj7hPBsVCXff1LGKCJtdCcMBBvC5zQTDxA4wDIGkMGCNlvTWvYusYPCLq5DJTHviDcga6DvFAqyxhQOh8Ah3tor3KcKJO6BpVFxyQGDFrPf3jJE/pjV+7whP7o9Op0O1pY39ve+97wIDM3d4ZbSwXPhnZu8DSTw2DJBg2NYoA+1QHE5+TPLKmfe0jEnAGhrxkHdCTNPxffSmseQMrNB0DTk4Wp/rxtUeCJCQ4T81DMDHRzGQjSDhCzwVxuYqbgKipngHgbLkT24FiSkBHD/SXmJY2BvcCWl5gnP/oZLrDwZBb0w5PC9G+upe7sxICB6OGTFzyh/8Hna0pC/+GTF10ccGr+3sjkLSUvpERk/rSPEtOlpACfEw7FtEcTc0FxLGYzNA9Y5huIt4DyV780F5Tu6gWBn48q4pHBR2yg3Ir+IVQxNQ2kq3NJHulsynNB4kY5BELmwY40WF1cBvLO+dyd0A6a/tVfRSYMEJ/0T0NzxoA0Hc8PD/0+QArouZbA9K/wyL9ym6+21J2dGNAXbe993157MN2OeELfv7CsS+h3ffyDlz/mquWILD4dVFHBIZuuNFJtMmEA0kIM6EI8oT8xt8kT+u9PrUzMbc4u3y9O6PdbUkRWfiVADEiF+kojNUW1R2piQI1SEvqnPrrGE/rttQfmCf0BSIrIPU/wEgNIJL1qj9TEgCr18MmL1a3HaUJ/aHyRJ/SX7z7qLqE/GFUc8YkBJIdVe6QeOAMYq77UvhpqWm58ffdy+3bryte/mfzqrY+v/c0ni/84/R8XvlwN/33j9t2odvPAUjcAGvTxUamr1B2YK1TtkdpKBtT4ga7v7F9d2Z2Y2xydXuUJ/dbsRuUJ/Z5U7zcQ0fcfkano5E7fWuzp1rfb9jOAJ/Rnbu6MXbkzMnmLJ/Sn5u+11x5s7j6tzIz+ihhgKESmopM7fWuxp3YyQEzoD7eWhsYXR6dXeUJfsx4LPhEDDIXIVHRyp28t9tQSBux+93xhfY+/Z42/WfPcF7cvXt9e39nff3bQxxM1R8QAQyEyFZ3c6VuLPcXKgM3dp1dXdvl71pSEPvRzKgtFDDAUIlPRyZ2+tdhTHAzg71mbubnTmt0YmbzF37M2NX/v6sou3oR+jyIGGAqRqejkTt9a7GlDGbD/7IAn9M99cXu4tcTfs3bx+vbC+h6OhEngfLsAAA0wSURBVH7pUqjQAqfAu2SANyF2jkcMMBQiU9HJnb612NOmMEBJ6A+3lnhCny+cUlfvdKuypVB1C5xK73kH3jkmviyMGGAoRKaikzt9a7GnKgMCxnzG0pvPQAjZwjK0LOwZAJt//F+UhVNasxv8PWvoE/plrz6HFziVGkLvndS/Fr96IfpKIDIVndzpW4s9BRiQhn7+mmGxnv8d9YaBhWN/ceJse/Td39ma0C9f6EqzwGny/np4FKC8MZgYYChEpqKTO31rsafwOCD9lzEWMRYz5slB35eHCH2fD0Ct0qVQY90Cp2l9SR4ojuu+KBF9JRCZik7u9K3FnpoyQLnxV5odtiz/xDv3l//T1uf3DRa8FZUGd2W1JGmn/FGIAYZCZCo6udO3Fntazzjg4R8eWf2T48pjPw14G3OfVLoUKtS4kBzAWnnEAEMhMhWd3Olbiz01ZUB+PiDqXy4oXWZdeYlbH5fiqlalS6FKLYUniHIrnAL/dUQMMBQiU9HJnb612FNTBsTCw0L9AUDhfMD23vfpo6LikrxoXvhTvBQqvMCpbjVT8PFSYoCpEJmKTu70rcWeNuX3AcUSV/JSfieM6G3P/RUxwFCITEUnd/rWYk9xMCCvzd2n4s8LXHhJnCJigKEQmYpO7vStxZ5iZYCi9GXRdk4yQyIGGAqRqejkTt9a7KklDFBk3SQzIGKAoRCZik7u9K3FntbJgK0KFz7lKwZf+HL1N5Nfnflf1/9qfOHv/s/ShS9Xv7y+vvTNZpWW9Ku89clGjWX/8X1EpfYPy9ZSd/iqUL615a1PNlgtn2W9F5AFk8zEAPNS92dFwq+6IzUxYOBCN8lMDCAGkKpT3ZGaGFC1mj/JTAwgBpCqU92RmhhQsxo4yUwMIAaQqlPdkZoY0DjV/ktmYgAxgFSd6o7UxICma3CTzKPTq7PLQBQjBhADSNWp7khNDMCnfk0yP3zyYmTy1sTcplJvMwNWPjyevDfp3ctQg8tvJ9tfP7/CKxfPH8/etsTe+SzHAGBpZt1iz92Jn0B8s1PZO2MPJ+Vo8GukbFJXi3IDO+kX5c69uEuoUM5qEk/PCOd+E2rwpmDwGcNK5nlReoTI8/KNeaXQLAqOCF4cDfWVxIAK1csk8/MfXn7w+dro9Ko48WAvAz57l7HjHy8msT6N8iIAksrLbzP29kzCABgYyjigdEGHbhX6zPOkN7wOlAG2q9tFufN1+f38MIYvBH0flzMg9NNA/KYvBfQsrCeVb/qM+aGu0g/9tPJM4CV/R57HjgQRcNIwOKIyIAchsJIYUJ+6mGSemNv0Lyw/fPKC/ytE5Pmfvspee+/T1zqI/9lPfyttSnT65ygYkIV1OLJ/8/Hr7PiH32TA4DzomgGhz7wg8JMbPzkKSIvAiTeJQKAIfeYFofieb/lYmt2Vu9Tcm2XTeJXdGAZRDK49pLoHn1Hz1tqGqbtFubUN8rXg+n49MCCL4HDAlSN4J8qDlfGZwMsOlfJAAINaImKADTKZZJ5dvn/6/A2+ArPCgDT0//wNxt74NKvv/L3xq1M/6yMGBscAOcQvnj+ejAlgSHz2bidfJOaC1KGD1NEAA5g23AiBQl3fAbox9YJI3CYeS7N7dgKhcXYzq0Z0hR3ZOtTwoYFqJKOJrhflFjcXLcodBR4ftkmIFKkp713GADmaK0E5D4nQ5/kisNKPw6OMMT8Uj3Mm8JjnpfkcIZkDMiCXMgIriQENlm6S+YPP1059dG1hfS83Dkj+fe80e3X0V59svPXb0VekoP/pa9IQAQUD7s+8k2PA4/sz72Th/jg4UMggYcQAIXxoGACOHnJBKbtD94JIPJZud4UShTemWgaoka3QYHBBouap+0W501p4qCY2k8ZLwDhDrDscA+LwaI4BncieGHxEDPdqZVafHlPMGp0JPGnKAUJOalXGGLiSGIBGfJKZ8+DUR9f++/j/L2HAe6flG3+5GQ4GQOMAqaTjgKJKqR+7Z4AiLQPSACMzANw92ym3jpyaxtEzQFqQFLijVQxONjU4E9T1otzyEeQ66Si5XBM44ZDt3/s4QCrZLT9UmW2NPK8T+nO5JuXGX3O64hMRA/Boc/fpxNwmn0lurz14/sNLW8cBpfMB+sZJWfnwuJwOkrqyewaU3D1L96qhz5gfSAyAdpcitS5tVM6AzjaxRbnBuknTZqirRbklFX/Q0lbd9LBQV8aA0vkAfWO1EsaJMDl8CAZIe8GVxIBG6+GTFxevbw+3lvwLy7PL99MJ4RiYE84xID8f0KlvNgPEu3j5sR/liU/xCaKZd7KgP/MOE7NJh2SAugK0mK4vvnGW8xVJdBcCOLB76AOxTclYaA4BhDRPnYIuNLjhMwNdLcodBR68Jnd+T2XmxAsiYR4mP59QygDx5joL8VFwRMndx9ITRGClSIgs7SMEevW5I4kB4dFsU3i0k00CK4kBTVd77cHQ+OLU/D3wh8cGDOD3/on6B4ABM0D8fYD8+D9ngPDrgSxNlP1iQAXAYRkgZZS1zwXBDytKdbw5/FyQ/FijvtILAl+6tZeySOr4RXUEOqN4vgYTII67W5RbN6kLTRHnf0qgWdE7jk0YIP4+QJ6J5QwQfj2QAQCslCYJ4MbJIEP97YPnReJvC+TphFwlMQC1+hXNm8iAfpe6PyutTGY+SY2QCQNwFmIAVhEDLGBAQYqa1CzVHamJASRVxAALGAD++IvURNUdqYkBJFXEACsYQEKiuiP1wBlABV0hBpiX2j8sW0vdgblC1R2pB86A6rvUrQtoAKq3AxF9fIhMRSd3+tZiT7e+3SYGoBQxwFCITEUnd/rWYk+JAVhFDDAUIlPRyZ2+tdhTYgBWEQMMhchUdHKnby32lBiAVcQAQyEyFZ3c6VuLPSUGYBUxwFCITEUnd/rWYk+JAVhFDDAUIlPRyZ2+tdhTYgBWEQMMhchUdHKnby32lBiAVcQAQyEyFZ3c6VuLPSUGYBUxwFCITEUnd/rWYk+JAVhFDDAUIlPRyZ2+tdhTYgBWEQMMhchUdHKnby32lBiAVcQAQyEyFZ3c6VuLPSUGYBUxwFCITEUnd/rWYk+JAVhFDDAUIlPRyZ2+tdhTYgBWEQMMhchUdHKnby32lBiAVcQAQyEyFZ3c6VuLPSUGYBUxwFCITEUnd/rWYk+JAVhFDDAUIlPRyZ2+tdjTDgOoUKFChYqbhcYBKFVvByL6+BCZik7u9K3FnhIDsIoYYChEpqKTO31rsafEAKwiBhgKkano5E7fWuwpMQCriAGGQmQqOrnTtxZ7SgzAKmKAoRCZik7u9K3FnhIDsIoYYKiBmhr6jPnh4I7fcCG6DHqUxZ4SA7CKGGCoxNTQZ3kVxe8o8Erju44Bpvt6QVTYxuQ4NQrRZWCuKPBY7pOx0lMuYgBWEQMMpZoaBV5p6E0bDpIBJiIGVCvO5TB/iVjnaSZiAFYRAwxlwAB+5yeODMSapLVQl4ZlMwbkj6/sy5unIxV+QsiGhgnRZXAYAZeIpZ7GMTEAr4gBhipjQBR4WWQW/5HjeOgnO4kHMGCA9vgKA9I4Lx6TxgF1iBhQ1YmrP6lNIgYYqoQBapQNffG+H4y/woZyBuiPnxsH5JsQA2oRMaCqE1d/UptEDDBUCQPUKK6N3lJqxpwB+uMTA5oqYkBVJ67+pDaJGGCo/owDNAkaGgfUbcIgRAyo6sTVn9QmEQMMdej5ACjvLwbs0C8fB6i5fuj4pgxo5nRwHMeoLoPDiBhQ1YmrP6lNIgYYyuC5IOGnAzk6pHXCUzuBr2VA2kq59weOb8IAxYamCdFlYCb1RyRpt1vnaSZiAFYRAwyFyFR0cqdvLfaUGIBVxABDITIVndzpW4s9JQZgFTHAUIhMRSd3+tZiT4kBWEUMMBQiU9HJnb612NMtWk+YChUqVFwuNA5AqXo7ENHHh8hUdHKnby32lBiAVcQAQyEyFZ3c6VuLPSUGYBUxwFCITEUnd/rWYk+JAVhFDDAUIlPRyZ2+tdhTYgBWEQMMhchUdHKnby32lBiAVcQAQ/XP1Ia/wK0GIboMepTFnhIDsIoYYCjRVPl1MIeN58QAVYgugx5lsafEAKwiBhhKYYD8NrZDhXRigCpEl0GPsthTYgBWEQMMpWOA8OLO0OcvA4XXE07DPrjqr9NCdBn0KIs9JQZgFTHAUFoGZC+R5mFdivXQCsDSqr+HH0ZYKESXQY+y2FNiAFYRAwylY0Dog6u4F6z8pWyQBxVOCtFl0KMs9pQYgFXEAENp54SzAC4zQLsCcJ4Brg8EEF0GPcpiT4kBWEUMMJR+PkCspnFAN0J0GfQoiz0lBmAVMcBQh2aAdgXg3HyA6wjAdBn0KIs9JQZgFTHAUIdnQKxZATgKPC8I0yeGHM8DxTGqy6BHWewpMQCriAGGQmQqOrnTtxZ7SgzAKmKAoRCZik7u9K3FnhIDsIoYYChEpqKTO31rsafEAKwiBhgKkano5E7fWuwpMQCriAGGQmQqOrnTtxZ7ukVrylOhQoWKy+U/AeaUhleziGYdAAAAAElFTkSuQmCC” />

An important and interesting observation is that now in the posterior, P[True Positives] + P[False Positives]=1 and also P[False Negatives]+P[True Negatives]=1.

For symbolic representation at various stages, you may see: <a href=”http://home2.fvcc.edu/~dhicketh/Math117/notes/Chapter7/M117sec7_5problems.pdf”>http://home2.fvcc.edu/~dhicketh/Math117/notes/Chapter7/M117sec7_5problems.pdf</a>

For decision scientists to address the predictive power of models in complex business hypotheses or organizational hypotheses, these intriguing terminologies and methods will become handy.

Also, these are fundamental concepts that will help automation of scoring with latest information of a consumer as the company interacts with them.

The terminologies may be confusing looking complementary structures such as Prob[False Positive] not equal to (1-Prob[True Positive]); none the less, these are worth spending time with, because these are the foundations which help real time scoring of target offers and target selections.

For companies doing marketing as a product seller or as a publisher of other companies products, or an agency representing a vertical, or network servicing a collection of publishers, products, or agencies, this real time update can be very powerful.

Also, fraud, and health care triaging for treatment are all in the realm of real time applications.  We will call in these as we develop the architecture for all these applications.

At the same time, it is important that an analyst is watching over the convergence or divergence of segment level propensities so that the trends that are developing are meaningfully interpreted and incorporated in the business processes.

Next we will see how to extend this to a sequence of new evidence:  <a href=”http://predictive-models.blogspot.com/2012/08/real-time-analytics-bayesian-part-2.html”>http://predictive-models.blogspot.com/2012/08/real-time-analytics-bayesian-part-2.html</a>

Pictures and tabulations:  from Google
<div>From Data Monster &amp; Insight Monster</div>

What Triggers Analytical Success Path – Is Moneyball Success Due to Economics or Following Strategic Measurements With Business Acumen?

Economic Efficiency – tutor2u.net

Economists position, in the reviewed article below, that the run away success of Moneyball approach was the inefficiency in labor market, in terms of mis-pricing of talent.

While the analysts world would say, it is all about understanding what strategic metric to use in a given business based on strategic analysis for the given business conditions as the fundamental KPI in business.  If the organization follows that metric maniacally to improve business processes, it will lead to success (of course with a business acumen of understanding what is the carat and what is the stick)

You be the judge and write to me.

Here is the summary of economists version.

In the second part, I have notes as to how to get management support for significant strategy changes in moving your organization towards analytical competitiveness.

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