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"text/plain": [
":Scatter [Droplet Diameter (um)] (Spindle Length (um))"
]
},
"execution_count": 3,
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"source": [
"# Load in Data Frame\n",
"df = pd.read_csv(os.path.join(data_path, 'good_invitro_droplet_data.csv'), comment='#')\n",
"\n",
"hv.Scatter(\n",
" data=df,\n",
" kdims='Droplet Diameter (um)',\n",
" vdims='Spindle Length (um)',\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Updated generative model\n",
"\n",
"We will estimate parameters for the conserved tubulin model. In this model, the spindle length $l$ is a function of droplet diameter $d$ according to\n",
"\n",
"\\begin{align}\n",
"l(d;\\gamma, \\phi) = \\frac{\\gamma d}{\\left(1+(\\gamma d/\\phi)^3\\right)^{\\frac{1}{3}}}.\n",
"\\end{align}\n",
"\n",
"We will model the variation off of this curve as Normally distributed (assuming homoscedasticity), such that our likelihood is defined as \n",
"\n",
"\\begin{align}\n",
"l_i \\mid d_i, \\gamma, \\phi, \\sigma \\sim \\text{Norm}(l(d_i;\\gamma, \\phi), \\sigma) \\;\\forall i.\n",
"\\end{align}\n",
"\n",
"We will choose weakly informative priors. This is a departure from our approach the previous time we studied this data set in which we used Jeffreys priors. The Jeffreys priors allowed for an analytical treatment, though they did not codify our prior knowledge. If we wish to properly encode our prior knowledge in the prior, we usually have to sacrifice analytical tractability. But that's ok, since we have MCMC! \n",
"\n",
"We will build the prior for the three parameters $\\phi$, $\\gamma$, and $\\sigma$, taking each to be independent of the others. Let's start with $\\sigma$. It is possible that the spindle size is very carefully controlled. It is also possible that it could be highly variable. So, we can choose a Half Normal prior for $\\sigma$ with a large scale parameter of 10 µm; $\\sigma \\sim \\text{HalfNorm}(10)$. For $\\gamma$, we know the physically is must be between zero and one (as we have worked out in previous lessons), so we will assume a prior on is close to uniform that domain, but with probability density dropping right at zero and one; $\\gamma \\sim \\text{Beta}(1.1, 1.1)$. For $\\phi$, the typical largest spindle size, we assume a smallest spindle of about a micron (right where I would start to feel uncomfortable betting the farm) and the largest spindle to be about a millimeter (the size of a very large cell, like a *Xenopus* egg). We therefore take $\\log_{10}\\phi \\sim \\text{Norm}(1.5, 0.75)$, where $\\phi$ is in units of microns.\n",
"\n",
"We thus have our complete generative model.\n",
"\n",
"\\begin{align}\n",
"&\\log_{10} \\phi \\sim \\text{Norm}(1.5, 0.75),\\\\[1em]\n",
"&\\gamma \\sim \\text{Beta}(1.1, 1.1), \\\\[1em]\n",
"&\\sigma \\sim \\text{HalfNorm}(10),\\\\[1em]\n",
"&\\mu_i = \\frac{\\gamma d_i}{\\left(1+(\\gamma d_i/\\phi)^3\\right)^{\\frac{1}{3}}}, \\\\[1em]\n",
"&l_i \\mid d_i, \\gamma, \\phi, \\sigma \\sim \\text{Norm}(\\mu_i, \\sigma) \\;\\forall i.\n",
"\\end{align}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using Stan to sample\n",
"\n",
"The Stan code we will use is below.\n",
"\n",
"```stan\n",
"functions {\n",
" real ell_theor(real d, real phi, real gamma_) {\n",
" real denom_ratio = (gamma_ * d / phi)^3;\n",
" return gamma_ * d / (1 + denom_ratio)^(1.0 / 3.0); \n",
" }\n",
"}\n",
"\n",
"\n",
"data {\n",
" int N;\n",
" real d[N];\n",
" real ell[N];\n",
"}\n",
"\n",
"\n",
"parameters {\n",
" real log10_phi;\n",
" real gamma_;\n",
" real sigma;\n",
"}\n",
"\n",
"\n",
"transformed parameters {\n",
" real phi = 10^log10_phi;\n",
"}\n",
"\n",
"\n",
"model {\n",
" log10_phi ~ normal(1.5, 0.75);\n",
" gamma_ ~ beta(1.1, 1.1);\n",
" sigma ~ normal(0.0, 10.0);\n",
" \n",
" for (i in 1:N) {\n",
" ell[i] ~ normal(ell_theor(d[i], phi, gamma_), sigma);\n",
" }\n",
"}\n",
"```\n",
"\n",
"\n",
"I pause to point out a few syntactical elements.\n",
"\n",
"1. Note how I used `gamma_` as the variable name for `gamma`. This is because `gamma` is used as a distribution name in Stan.\n",
"2. I have used the `functions` block in this Stan program. The definition of the function is `real ell_theor(real d, real phi, real gamma_) { }`, where the code to be executed in the function is between the braces. This is how you declare a function in Stan. The first word, `real` specifies what data type is expected to be returned. Then comes the name of the function, followed by its arguments in parentheses preceded by their data type.\n",
"3. Within the function, I had to declare `denom_ratio` to be `real`. Remember, Stan is statically typed, so every variable needs a declaration of its type.\n",
"4. Also within the function, note again that the raise-to-power operator is `^`, not `**` as in Python.\n",
"5. The `return` statement is like Python; `return` followed by a space and then an expression for the value to be returned.\n",
"6. There is no Half-Normal distribution in Stan. It is implemented by putting a bound on the variable (in this case `real sigma;`) and then model `sigma` as being Normally distributed with location parameter zero.\n",
"7. I use the `transformed parameters` block to conveniently handle the fact that I wanted to give my prior for $\\phi$ in terms of its base-ten logarithm.\n",
"\n",
"All right! Let's do some sampling!"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:cmdstanpy:found newer exe file, not recompiling\n",
"INFO:cmdstanpy:CmdStan start procesing\n"
]
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"text/plain": [
"chain 1 | | 00:00 Status"
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"chain 2 | | 00:00 Status"
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"chain 3 | | 00:00 Status"
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"text/plain": [
"chain 4 | | 00:00 Status"
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"text": [
" "
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"text": [
"INFO:cmdstanpy:CmdStan done processing.\n"
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"name": "stdout",
"output_type": "stream",
"text": [
"\n"
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"source": [
"sm = cmdstanpy.CmdStanModel(stan_file='spindle.stan')\n",
"\n",
"data = dict(\n",
" N=len(df),\n",
" d=df[\"Droplet Diameter (um)\"].values,\n",
" ell=df[\"Spindle Length (um)\"].values,\n",
")\n",
"\n",
"samples = sm.sample(\n",
" data=data,\n",
" chains=4,\n",
" iter_sampling=1000\n",
")\n",
"\n",
"samples = az.from_cmdstanpy(samples)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With samples in hand, let's make a plot of the posterior samples. Remember that when we plotted the posterior by brute force, we had to analytically marginalize out $\\sigma$ (which we could do because we used a Jeffreys prior). Here, we can just plot our samples of $\\phi$ and $\\gamma$ and *ignore* the $\\sigma$ samples. So, we can look at a corner plot and check out the $\\phi$-$\\gamma$ plane."
]
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{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"sigma\":{\"__ndarray__\":\"yXa+nxqvDUBW1GAahk8OQB75g4HnHg5Ag8DKoUU2DkCyYyMQr6sNQJaVJqWgmw1Afoy5awn5DkBjf9k9eRgOQOqymNh83A1AUkSGVbxRDkCEgefewyUOQJCDEmbavg5ASWjLuRSXD0DBOSNKeyMQQABvgQTFzw9AFK5H4XpUDEChEAGHUCUMQIEhq1s9Jw5AKzV7oBXYDUC4I5wWvOgNQLlwICQLGA5AbvqzHykiDkAz/n3GhQMPQGNi83FtaA5ABARz9Ph9DkB6cHfWbnsOQCfChqdXSg5Ams5OBkdJDkCuu3mqQ24OQCHqPgCpjQ5A7ginBS96DUBLqyFxjyUOQDeOWItPAQ5AwXPv4ZJjDUDDtkWZDfIMQGXHRiBelw5AfGEyVTBqDkDoTUUqjO0NQGwhyEEJsw1AvR3htODFDkCWz/I8uHsPQI3uIHamEA9AkZvhBnz+DkCxxAPKppwOQJWfVPt0fA5AnPnVHCAYD0DgEKrU7AENQFpHVRNE3QxA5nRZTGy+DkAdOGdEae8OQB5tHLEWHw9AgA7z5QVYDkCsxacAGA8OQC+GcqJdhQ5A/TBCeLQxDkCWIY51cdsPQGnGounsJA1AokW28/3UDUCZZOQs7GkNQJ+T3je+tg5AMbYQ5KDEDkDECOHRxlEOQOm3rwPnDA5ADXGsi9soDkD8HYoCfSIOQI82jliLDw1A/bypSIWxDkBqatlaX+QNQKN1VDVBVA5ARrbz/dQ4DkCu00hL5a0PQFORCmMLQQ5AkfKTap8ODkBzY3rCEk8MQGvUQzS6ww5Ag0wychZ2DUAuOe6UDhYOQKAVGLK6VQ5Agsr49xmXDUCqfToeM5AOQBwIyQImcA5A3e9QFOjTDEA8ZqAy/j0OQJbnwd1Z+w1AGH0FacYiDUA2k2+2uXENQNZW7C+75w1AhetRuB7FDUAj2/l+anwNQNdR1QRRdw1AN1SM8zdhDUBJnYAmwoYNQDPhl/p5Ew9Avw6cM6L0DkCbAwRz9LgNQHGsi9towA5Ad2fttgtNDkDdByC1idMNQOYivhOz3g1ATWcng6MkDkDj/E0oREAOQONw5ldzQA5AT3XIzXDDDUDI6lbPSS8OQOpb5nRZDA9A3xrYKsEiD0Cb5h2n6AgOQBlW8UbmUQ9AmYHK+PeZDkAn2lVI+YkOQA034PPDyA1AVB1yM9yADkCxv+yePCwOQF8HzhlRmg9ATGw+rg0VDkDL8+DurJ0OQMuhRbbz/Q5AxY8xdy1hDkATChFwCBUOQOw00lJ5+w1ALsVVZd9VDkAj2/l+ajwOQGyVYHE48w1A8Nx7uOR4DUBrt11orlMOQNIYraOqyQ1A3/jaM0uCD0D2C3bDtoUOQNb/OcyXVwxAkE5d+SzPDEA8iJ0pdF4OQOwvuycPCw5A+vIC7KNTDUAVb2Qe+QMNQDSAt0CC4gxA61bPSe8bDkATuHU3T/UNQE6c3O9QVA5A4dHGEWsxDUDkLOxph/8OQNFcp5GWSg1AknnkDwbeDEClTkATYYMPQGoYPiKmRA9Angd3Z+12DkBWZd8Vwb8NQNcv2A3bVg5AA7LXuz+eDkD+t5IdG8EOQIB9dOrKJw5AI4RHG0esDkD+KytNSkEPQGACt+7mKQ1AFO0qpPzkDUCc4QZ8fpgOQBIUP8bcNQ9AisiwijeyDUDg88MI4dENQBWRYRVv5A1AGAltOZfiDUAYCW05l+INQHTqymd5Xg5AXwzlRLtKDkA/V1uxv2wOQILn3sMlRw9A4uR+h6IADkByM9yAz48NQHY3T3XIDQ5AXoB9dOpKDkDF/rJ78jAOQKXap+Mxgw1AKowtBDloDkDrqGqCqPsNQKCJsOHplQ5A2V92Tx5WDkCC/61kxwYPQExUbw1s1Q5ANSTusfShDkDPFDqvsQsPQO6UDtb/+Q9A3sg88geDDkB4KAr0ibwNQCyf5Xlwtw1AGa2jqgniDUAX2c73U+MNQHE486s5AA5AmnyzzY3pDUArajANw4cOQAOy17s/ng5ACacFL/rKDEAXDoRkAZMOQJYhjnVx2w5A6WUUyy3tDkDc14FzRtQNQFkXt9EAHg5A+ie4WFGDDkAxsfm4NhQOQFqeB3dnbQ5AmfViKCfaDkDj32dcONAOQPNUh9wMNw1AjiPW4lOADUAR5KCEmXYPQFr1udqK/QxABmSvd388D0AXvOgrSDMOQPEuF/GdWA9AfuNrzyzJD0BbCHJQwswMQFSM8zehUA9ASWjLuRSXDUAoYabtX1kNQD1JumbyjQ5AybCKNzJPDkCTADW1bC0PQDMzMzMz8w1A+vIC7KOTDUA3GsBbIIEOQElL5e0I5w5AdNL7xteeDUDZX3ZPHlYOQPonuFhRQw9AdeWzPA/uDkAh5SfVPp0MQE5FKowtxAxArKjBNAyfDUC6ZvLNNrcNQNvEyf0OxQ1A3zKny2JiDkB2cRsN4G0OQORO6WD9Hw1APKBsyhWeDkBIUPwYcxcOQDfg88MIoQ5AgLdAguLHDkCOrz2zJMAOQI6vPbMkwA5AoKaWrfUlEEAPf03WqEcPQFrwoq8gjQ5AeNFXkGYsDkBBDkqYafsNQN21hHzQMw5A2ZlC5zV2DkAbR6zFp4AOQGOXqN4amAxAxqLp7GRwDECPxwxUxv8NQKcFL/oKUg5AzVg0nZ2MDUDogvqWOV0MQJfFxObjmgxA3C4012lkDUAT1VsDWyUPQMlxp3Sw/g5ANV66SQxCD0CXcymuKhsQQMAhVKnZAxBAD9b/OczXDUC9GMqJdpUNQE3bv7LSpA1AOgZkr3c/DkBP6WD9nwMOQBh47j1cMg5A/MbXnlnSDUBeEfxvJbsPQEPKT6p9eg1Afoy5awn5DUB+jLlrCfkNQKZ+3lSkwg1Ah22LMhvkDUDayeAoeTUNQPeSxmgdVQ5A4GdcOBDSDUDpYP2fw/wNQFgczvxqjg1APIOG/gluDkBIp658lucNQEinrnyW5w1AQxzr4jZaDkAJUFPL1noOQFlRg2kYfg5Ay/Pg7qwdDkAMdsO2RRkOQCrG+ZtQCA1AqDXNO06RDEBRoE/kSVIMQFFrmnecIg1AsP7PYb58DkDdQexMoXMPQAMmcOtung9A/bypSIWxD0DiHksfuiAOQNdMvtnmBhBA4WJFDaZBEEB4eqUsQxwQQN52oblOow9AqwSLw5nfDECns5PBUbIPQDbqIRrdgQ9AHuG04EXfDkCzQSYZOUsOQCVdM/lmGw5AwD46deUzDkCW7NgIxGsNQEWeJF0zuQxAQ5CDEmYaD0B8J2a9GIoOQK1u9Zz0/g5Axyk6ksv/DkDYR6eufJYNQFM/bypSYQ5AUdobfGEyDkBBguLHmPsOQBnFckuroQ5AQ1a3ek66DUD1nPS+8XUNQEYIjzaO2A1AKld4l4v4DUCjHqLRHYQOQPkUAOMZNA5A73IR34kZDUDbiv1l9+QOQH506spnOQ9AlN43vvZMDUCIY13cRsMNQCntDb4wGQ5AOnXlszyPDUD129eBc8YNQAfTMHxETA5AtFn1udoKDkDysFBrmncOQLn8h/TbVw1AdNL7xtfeDUBGX0GasagNQKVmD7QCgw5A5bhTOli/DkBHPUSjO8gOQJJc/kP6rQ1AiPTb14GzDUDwp8ZLN0kNQGBZaVIK+gxAwZDVrZ4TDUBaKm9HOC0NQNk9eViodQ5ABd1e0hhtDUBn1edqKzYPQMSUSKKXEQ5AS7A4nPnVDUD8HYoCfWINQE5FKowtBA5AXW3F/rK7DkAZkL3e/bENQLZnlgSoqQ1AK9mxEYgXDkCg/UgRGdYNQN+mP/uRog1Asi5uowF8DkBDBBxClZoOQN+JWS+Gsg1Abhea6zTSDUB4eqUsQ9wOQHOFd7mILw5A0AoMWd1qDkBj0XR2MjgOQHx+GCE8Gg5AyHvVyoRfDkA/48KBkGwOQE2h8xq7xA1AsYo3Mo+8DUBA2ZQrvIsNQKsJou4DEA1A8iTpmsl3DkBn8s02N2YOQL3jFB3JpQ5Ac9cS8kEPDkDQs1n1uRoOQEloy7kUlw1AA2A8g4b+DUCemPViKKcOQE5iEFg5NA1AEsKjjSMWDkDvOEVHcvkNQJxtbkxP2A1AJO6x9KHLDUCE8GjjiHUPQHWr56T3TQ9Am3KFd7lIDkD2KFyPwjUOQG/whclUQQ5AInGPpQ9dDkC8BRIUP0YOQFD8GHPX0g5AMEymCkYlDkCKk/sdikIOQBpR2ht8YQ5A0qkrn+W5DkBbsb/snjwNQDS/mgMEMw1AxuHMr+bADUCNeohGd1AOQNydtdsu9A1AIqZEEr3MDUC9++O9aqUNQCkiwyreyA5Als/yPLi7DUCBW3fzVAcOQFFrmnecYg1Au0T11sAWDUA17zhFR3IOQC7iOzHrxQ5AeJeL+E4sEEDVJk7ud+gNQJKzsKcdfg9AAB3mywswD0DJcad0sD4NQB0gmKPHrw1AkSdJ10y+DUCBlUOLbGcNQGQe+YOBpw1AyJi7lpDPDEAuVtRgGsYMQG6jAbwF0gxA7MA5I0p7DkA/xty1hHwMQPc7FAX6JBBA+KqVCb9UD0Ap7Q2+MBkPQLPqc7UVuw9AC+9yEd+JD0B4RfC/lewNQOAtkKD4sQ5Ae4MvTKbKDkDZWl8ktKUNQF1txf6y+w1AIEHxY8wdDkA6HjNQGb8NQJg0Ruuo6gxAVU0QdR+ADUBGfCdmvZgLQOChKNAncg1AskY9RKN7DUC8rl+wG3YOQPksz4O7Mw1A6Gor9pfdDUBzY3rCEs8NQCYeUDblSg5AXANbJVgcD0CsOUAwR88OQHx+GCE82g1Achb2tMOfDkBY4gFlU24OQLnCu1zE9w1ApU5AE2GDDkDy0k1iEFgOQOxMofMaew1AHLEWnwKgDUD7V1aalEIPQN52oblOYwxAP+PCgZDsC0BTswdagWEQQCScFrzoKw5AEd+JWS+GDkCjAbwFEtQPQG/Tn/1I0Q5AhetRuB7FDkCM22gAb4EPQGE3bFuUmQ5A+HDJcaf0DUD8GHPXEnINQCDvVSsTvg5A626e6pAbD0C6ZvLNNvcMQM8xIHu9Ow9AWYtPATCeDkBqTfOOUzQNQC+Lic3H9QxApmH4iJiSD0A3ww34/HAPQDS6g9iZQg9Am+Ydp+iIDkD0bFZ9rnYOQCR/MPDcew5ArtNIS+VtD0AtQxzr4nYMQChhpu1fWQxAE0TdByB1DkBq+1dWmlQMQGO5pdWQuA1AcF8HzhmRDkDOx7WhYhwOQDSitDf4Ag5AoE/kSdI1DUCQvd798Z4OQL0d4bTgxQ1AtMh2vp/aDUBGJXUCmogOQFjKMsSxrg5AaNDQP8HFDkBv05/9SBEPQAB0mC8vgA9Ap+hILv/hDUD61RwgmOMNQE0VjErqBA5AJLn8h/SbDkCiRbbz/ZQNQHSYLy/AfgxALuI7MeuFDUD92Y8UkeEMQLjM6bKYWA1AZaVJKeg2DkAoRMAhVKkOQMy0/SsrjQ5AlPsdigI9DkBaDYl7LD0OQH7GhQMh2Q5AmQ0yycjZDkDn49pQMc4MQP4rK01KgQxAMEeP39v0DUBjf9k9eZgNQNO84xQdSQ5A6njMQGV8DUDH9IQlHtANQLSwpx3+Wg5AqMZLN4mBDkAfotEdxE4OQNi7P96r1g5APKWD9X/ODkDZCMTr+sUOQDD186Yi1Q1AezGUE+3qDUAkC5jArfsNQONTAIxnkA1A0ZZzKa4qDUCJmBJJ9PIMQCJseHqlrA5AumbyzTZ3DUD8xteeWZINQKFns+pzdQ5A0egOYmdKDkAg0m9fB84OQBBdUN8y5w1AKa4q+64IDkAOvjCZKlgOQJg0Ruuoag5AVU0QdR8AD0BXPsvz4A4QQP/nMF9eAAxAqd4a2CoBDEDzjlN0JFcPQJkNMsnI2QxA3nahuU4jDkCNRdPZyWANQIi6D0BqEw1AkgVM4NYdDkAaNPRPcPENQHEbDeAtEA9A8FAU6BP5DUBdxHdi1osOQJBOXfksDw9ABCFZwAQuD0CLw5lfzcEOQDPEsS5uYwxA+3Q8ZqCyD0Dh7qzddmENQD2bVZ+rbQ1Aj+TyH9KvDkAep+hILn8OQOUK73IRnw9AOUVHcvmPDUD4wmSqYJQNQED7kSIyrA1AwqONI9aiDkCTxmgdVY0NQJFhFW9kXg1AaXQHsTNFD0BvL2mM1lEOQGyyRj1Eow1AJzEIrByaDUA+y/Pg7qwNQG2oGOdvgg1AsaIG0zB8DUBihPBo4wgOQJPjTulg/Q1AhgMhWcAEDkCzDHGsi9sNQBo09E9w8Q1Ahj3t8NekDUCsHFpkO18OQKM7iJ0ptA1AFsH/VrIjDUCsVib8Uj8NQDfDDfj8MA1AJsed0sH6DEAyWkdVE8QNQKMeotEdxA5AdavnpPeND0DaG3xhMpUPQM9J7xtf+w5AqtTsgVYgD0CRYRVvZJ4OQKwcWmQ7nw1Ag24vaYzWDUCVK7zLRfwNQLvQXKeR1g1AuYjvxKzXDUDTpBR0e8kOQHdn7bYLjQ5AWYtPATDeDkCeKXReY1cOQNRlMbH5OA5AxLEubqOBDkDG4cyv5sANQHtJY7SOag5AdsO2RZmNDECLcf4mFGIMQOxph78mqw1AKe0NvjBZDkA2yCQjZ6EOQB09fm/T3w1AvyuC/60kDkDYDdsWZTYOQL0A++jUVQ9AFk1nJ4OjDUD0piIVxpYNQPiqlQm/1A9AO3DOiNLeD0D/eK9ambAPQGgibHh6pQ9ALZW3I5yWD0CIRncQO1MNQJ/leXB3Vg1AP5EnSddMDUCmD11Q37IMQEPnNXaJ6gxAQUgWMIHbDUBQx2MGKiMOQGFPO/w1GQ5ApRR0e0njDkD8GHPXEjIPQLL0oQvqGw1ABhIUP8ZcDkD3WPrQBfUOQLOY2Hxc2w1AuK8D54yoDEC0AkNWt7oPQOgwX16A/Q5A7kJznUZaDkC0yHa+n9oOQFt8CoDxjA5Aw7tcxHfiDkCtUQ/R6M4OQJZDi2zn+wtAlkOLbOf7C0BbQj7o2SwMQChEwCFUaQxAU67wLhexDECNeohGd1ANQBPyQc9mlQxAt3pOet84DUDrxVBOtGsOQDj4wmSqIA5AJ71vfO3ZDUB40VeQZiwOQGItPgXAuA1AaTo7GRwFEECKq8q+K8IPQPMC7KNT1w5AGqiMf59xDUDFOH8TChENQACRfvs6cA1A2XxcGyoGD0BB8WPMXUsOQCgPC7WmOQ1AhiAHJcx0DECOAdnr3V8NQHNLqyFxTw5Av0NRoE/kDUCeew+XHPcMQPyMCwdC8g1AgNQmTu43D0B1PGagMr4PQMH/VrJjIw5AGEM50a7CDUAniLoPQGoOQJhp+1dWmg9Ao+nsZHDUDkAWwf9WsmMOQODW3TzVYQ5AIy2VtyNcDkDTn/1IEdkOQMb5m1CIAA5AhV/q503FDkB1kxgEVg4NQIUIOIQqdQ9AfZHQlnMpDUDXTL7Z5sYOQMpskElGTg5AWrvtQnOdDUCz6nO1FXsPQLXDX5M16g5ACJRNucJ7DUDQ7SWN0boNQNDtJY3Rug1AHvmDgefeDUDLEMe6uI0OQElL5e0Ipw5AD7QCQ1Y3DkAlOzYC8ToOQN5UpMLYAg5A9fOmIhWGDUDB4nDmV3MOQKorn+V5MA5Al6jeGtiqDUDsTKHzGnsOQEBqEyf3ew9A81SH3Ax3DkA9Sbpm8s0OQAK8BRIUPw5AKgDGM2joD0CQa0PFOF8QQHMuxVVl3w5AERlW8UZmDUCYo8fvbfoOQJSkaybfLA5Am+Ydp+gIDUCtLxLacq4OQA/uztptVw5A5dAi2/l+DkBPIy2Vt2MNQFaCxeHMbw5AZcdGIF6XDkBlx0YgXpcOQJYhjnVxmw5AOe6UDta/DkB8m/7sR4oNQMyXF2AfnQ1A7DTSUnl7DEAId2fttgsOQJnTZTGxuQ5AwsBz7+ESDkBF9dbAVkkOQPFo44i1uA1AGGAfnboyDkA4oRABh9AOQNOHLqhvmQ5AzGJi83GtDUBzgGCOHj8PQHZUNUHUvQ5Axty1hHzQDkC6LCY2H9cPQHoZxXJLKw9AXkvIBz2bDkAPf03WqEcNQKUsQxzr4gxAzLT9KytNDECIug9AahMNQAQcQpWafQ9AychZ2NPODkCif4KLFfUOQC457pQO1gxA06QUdHsJDUCFzmvsElUNQKmkTkAT4Q1Ar0LKT6q9DUDpDmJnCl0NQGZmZmZmZg1AlYJuL2nMDkDYtiizQWYNQNmUK7zLBQ1AwmnBi75CDUATZtr+lZUOQGyyRj1E4wxANSkF3V6SDkBfJLTlXMoOQJPGaB1VDQ9AQdR9AFKbDkB5Bg39E5wOQBhDOdGugg5AoijQJ/KkDkAbKsb5mxAOQCpvRzgt+A1AkdWtnpMeDkD+mqxRDxEOQGfV52ordg1AH7qgvmXODkD7dDxmoPIMQBObj2tDhQ9A0QX1LXP6DUDSHcTOFPoNQB7cnbXbrg9A4C2QoPjxD0BLzR5oBcYMQPVKWYY4lg9A8rVnlgQoEEBWn6ut2F8MQEI+6NmsegxAescpOpKLD0AVdHtJYzQPQLCsNCkFHQ9ANEsC1NSyD0CuKvuuCD4PQCEHJcy0/QxAb/Wc9L4xDkDD9Shcj4INQG76sx8pog5AXFoNiXvsDUAfSx+6oP4OQEc4LXjRlw5AKej2ksYoDUDLoUW2830NQNPZyeAoOQ5AIqZEEr2MDkBTXFX2XdEOQNNqSNxjqQ5Aw0fElEgiDkBegH106koOQHQprir7bg1AmrFoOjuZDUA6deWzPE8MQCQofoy5aw9AKuPfZ1x4DkAmNh/XhkoNQOtWz0nvmw1AFt7lIr4TDkAHX5hMFQwOQOrPfqSIDA5AVTAqqRPQDUALmMCtuzkNQGFsIchBCQ5AjL6CNGPRDkBbzqW4qmwOQJ268lmehwxAthDkoISZDEBgqwSLw1kOQNO84xQdSQ5AFt7lIr4TDkC6LCY2H1cOQAzqW+Z0mQ5AkzoBTYTNDkCHxD2WPrQNQOkrSDMWzQ1A001iEFh5DkCQSUbOwt4OQEcgXtcvmA5AZapgVFLnDUCEu7N22wUOQBqjdVQ1QQ5ATKYKRiX1DUDohxHCo80NQBQi4BCqVA5AO/w1WaMeDkAl6ZrJN5sOQGGm7V9ZqQ1AJxQi4BDqDUAVV5V9V4QPQIHPDyOExw9AZyyazk7GD0DxnZj1YmgPQGDNAYI5Og1AT3XIzXBDDUDaVUj5SXUNQAskKH6MeQ5ANL+aAwTzDUAeM1AZ/z4OQKezk8FR8g5AMqzijcwjDUDXUdUEUfcPQJBmLJrOTg5Ahc5r7BIVDkDPa+wS1ZsOQDBMpgpGJQ5AGhcOhGTBDUDgEKrU7MEPQJ0Rpb3BVw5An3b4a7JGDkBEUaBP5AkPQCnLEMe6+A1AG0esxaeADkA7/DVZo54OQC0mNh/XBg5AMiB7vfujDkDDtkWZDbIOQAJlU67wbg5AA0NWt3qODkC/1M+bihQPQDkLe9rhbw1AG7tE9dbADUBdbcX+snsNQMFu2LYoMw5AtrkxPWGJD0AsDmd+NUcPQDMzMzMzExBAgT6RJ0nXDUBEqFKzB9oNQKwcWmQ7nw5A0zB8REyJDkCy17s/3qsOQE6c3O9QlA5ABcB4Bg19DkB1ApoIGx4PQKSNI9biEw5ArBxaZDsfDkB6whIPKNsMQHam0HmNXQ5AcVXZd0XwDUCKH2PuWkIOQOWzPA/uzg1Ab4EExY9xDUDBVgkWh3MOQK2GxD2WPg5AVrd6TnrfDUBxGw3gLZANQHEbDeAtkA1Aarx0kxiEDECMoZxoV+EMQL37471q5Q1AAp8fRggPDkBt4uR+h2INQNuF5jqNNA1AU9DtJY1RDkDGounsZLANQMU4fxMKkQ1ANuohGt0BD0C2vkhoy/kOQJijx+9tOg9AGH0FacYiD0Dd71AU6BMPQKn26XjMAA9AnDOitDd4DUD59xkXDkQOQNAn8iTp2g1Ax0YgXtcvD0CjdVQ1QVQOQLt+wW7Ydg5A6N7DJcedDUBnLJrOTiYQQC9RvTWw1Q5AkIgpkUSvDEC9qUiFsQUOQKZEEr2MYg5AfSJPkq6ZDUCIug9AapMOQGA8g4b+iQ9AZjGx+bg2DkACvAUSFP8NQEM50a5Cig1AnZ0MjpJXDkBtyhXe5SIOQKG+ZU6XBQ5ABWnGoumsDUDidf2C3fANQPQau0T11g5AUMdjBiqjD0BgyOpWz4kPQJKzsKcd/g9AeEXwv5XsD0AS91j60MUPQBtMw/ARMQ9AU+i8xi4RD0AGu2HbokwOQDVG66hqwg5A4pLjTungDkDg2/RnP9IOQJg0Ruuoqg5AVn2utmI/D0AWE5uPa8MOQNSCF30FKQ1AO8eA7PWuDUCWIY51cdsOQI/f2/Rnfw1AXBsqxvkbD0AFo5I6AY0OQNgqweJwJg1AP3RBfcucDkBjesISDygOQPrt68A54w1A/+cwX15ADkBv9Zz0vnEOQNl8XBsqxg5ArvAuF/GdDkBR9wFIbaINQLq9pDFahw5AbkxPWOJBDkAwDcNHxNQNQDANw0fE1A1A9Wc/UkSGDkApBd1e0lgOQKUxWkdVUw1Ak8ZoHVUNDUDEfHkB9pENQGq8dJMYBA5Arg0V4/wNDkA/NV66ScwOQGiWBKippQ5AbeLkfofiDUDL+PcZF84NQOp4zEBl/A5APX5v0599DkC7uI0G8FYNQBqojH+fsQ1AbsDnhxECDkBaDYl7LD0OQCeIug9Aqg5AT135LM8DDkDu68A5I0oOQM8sCVBTSw1AEY3uIHZmDkALJCh+jPkOQGcKndfYpQ5AP8bctYQ8DUByp3Sw/k8OQFovhnKiXQ1A5q4l5IOeDUDeyDzyB4MNQJj6eVORCg1AChFwCFXqDEC1FfvL7kkNQCGTjJyFfQ1AychZ2NPODUAJUFPL1voNQPVKWYY4Fg5AaNDQP8HFDUCKPEm6ZrINQBzTE5Z4gA1AM1AZ/z6jDkB0tRX7y64MQJdzKa4qOw5AAMYzaOifDUC1/SsrTUoNQFK4HoXrMRBAvFzEd2KWDkAUs14M5UQPQCKmRBK9DA9AtI6qJog6DkAdOGdEaW8NQNi2KLNBZg1ALNSa5h1nD0DuJY3ROioPQCO+E7NejA5ATGw+rg1VDkB324XmOg0PQK1RD9HozgxAH2gFhqwuDkB2MjhKXt0OQBMn9zsURQ5AoRABh1BlDkCtLxLacm4OQCPb+X5q/A1Am3KFd7nIDUBWgsXhzK8OQAfOGVHamw1AWfrQBfXtDUD8AKQ2cfIOQLUV+8vuiQ5Avk1/9iMFDkAnpaDbSxoOQK8I/reS3Q1A5+PaUDHODkB6GcVyS+sOQCtqMA3Dhw9AIO9VKxP+DUCJKZFEL6MOQP5l9+RhoQ5A8FAU6BM5DkAXSFD8GLMOQIRHG0esRQ5AM+GX+nmTDkBQ5EnSNVMOQBb7y+7JQw5Am/7sR4rIDUDjiLX4FAAOQIHPDyOERw5AOdbFbTSADUDhC5OpgpENQIeKcf4mFA9ACTiEKjU7DkBsQ8U4f1MNQFD8GHPXkgxAh8Q9lj60DUCUvDrHgGwOQOEoeXWOQQ5AKCzxgLLpDUA7jbRU3g4OQBLCo40j1g1ADAdCsoCJDUBWZd8VwT8OQPNxbagYpw5AOZfiqrIvDkC6FFeVfRcOQGkdVU0Q9Q1ACvSJPEk6DUDNdRppqfwOQIzzN6EQwQ1AS6shcY9lDUBh/Z/DfHkNQCrG+ZtQCA5AINJvXwfODUBuNIC3QEIOQLzoK0gzlg1APfIHA8/9DUBzhXe5iC8OQNHoDmJnCg9AMLsnDwt1DkBdxHdi1gsOQLn8h/TbVw1AC3va4a9JDUAqxvmbUAgPQAETuHU3jw9Am1q21hcJD0AV4/xNKMQOQGYxsfm4dg9ANL+aAwTzDUBSRIZVvBENQEyJJHoZRQ1AG0esxadADUC5iO/ErBcPQOqymNh8HA1Af95UpMIYDUAHX5hMFUwLQAspP6n2KQtArg0V4/zNDECmYfiImFINQKIL6lvmdA9AdXYyOEoeDkAUs14M5QQOQK8l5IOezQ1AOnr83qb/DUBgyOpWz4kOQOwS1VsDWw5Av0NRoE+kDkACnx9GCE8OQCpSYWwhSA5AZmZmZmYGEECVmj3QCkwMQPkUAOMZdAxADr4wmSoYDkAC8bp+we4NQJhRLLe0Wg1Ae2ZJgJqaDUDvchHfidkMQJJc/kP6rQ1AYTJVMCppDUCvWpnwS70NQPrQBfUt8w5AeGLWi6FcDkDaG3xhMhUNQK4SLA5nvg5AF5rrNNJSDkCsi9toAK8OQOv/HObLSw9A/pqsUQ8xEEDlfoeiQB8QQBQi4BCqFA9As+pztRV7DkB5I/PIH4wMQKSIDKt44wxAqwSLw5kfDUDZfFwbKkYPQNWytb5I6A1AeNFXkGYsDkDnUlxV9l0NQHoZxXJLaw1A5lyKq8q+DUCUMNP2r6wNQNuF5jqN9A1AHEKVmj0QDkDs3R/vVesNQOv/HObLSw1Ar5l8s83NDED1udqK/aUNQEGC4seY+w1A4syv5gABDkAwKqkT0EQOQKN1VDVBFA5ARG6GG/B5DUBZTGw+rk0OQDm0yHa+Hw5AXcR3YtbLDUBpOjsZHOUOQIRkARO4tQ5AFR3J5T/kDECZnrDEA0oNQKhSswdagQ1AylTBqKROD0AwuycPC/UOQPphhPBoow5ACr/Uz5uKDUAtJjYf14YNQO9VKxN+6QxA6J/gYkVNDkD0piIVxhYOQLMHWoEhKw1ALexph78mDUAc6+I2GkANQBGq1OyBFg5AaK7TSEvlDUB5WKg1zbsMQDtwzojSngxA8s02N6bnDkA4FakwtlAOQD0P7s7arQ5AfNXKhF9qDkAkRWRYxZsOQK5kx0Yg3g1ATwZHyauzDUBmMbH5uLYOQAcI5ujxuw1AnWNA9nr3DUBwtrkxPeENQCvZsRGIFw1AUORJ0jUTDUAfotEdxA4PQHr83qY/+w9Aw552+GsSEEDmywuwj44PQBLaci7FVQ5AryXkg55NDkBsBOJ1/QIOQAiUTbnC+w5AAfbRqSufDUBUbw1slaANQNo4Yi0+BRBA41MAjGfQD0CsVib8Uh8QQDJyFva0AxBAKQXdXtLYDEA57pQO1j8PQCyazk4GRw5AumbyzTY3DkD+DkWBPpEOQMGopE5AEw5AmfBL/bypDkDjcOZXcwAOQOTaUDHOXw5AbcoV3uViDkByv0NRoI8NQCuHFtnOtw1AmxvTE5Z4DUAtlbcjnJYOQPnaM0sClA1AcJS8OscADUBSJ6CJsGENQC457pQO1g5AMXxETInkDUDSAN4CCcoOQC7FVWXflQ5A9P3UeOmmDUAV4/xNKAQPQGYxsfm4Ng5AAwmKH2OuDkD+YOC597AOQCYeUDblCg1AvcYuUb01DkAx68VQTjQOQPM8uDtr9w1A9x4uOe4UDkBegH106goOQITTghd9hQ5AjKGcaFchDkCHM7+aA8QNQN/DJcedEg1ApFNXPsuzDkCPNo5Yi48NQCsYldQJaA5AeZJ0zeRbDUALe9rhr8kOQL68APvoFA9AKzBkdavnDkBihPBo4wgPQD8djxmoTA9ASrVPx2OGD0DXNO84RUcPQIY97fDXJA9AfXkB9tGpDkCFmbZ/ZaUOQK1u9Zz0fg5AJNbiUwDMDUCoOuRmuMENQKJdhZSf1A1Ar5RliGOdDkBFEr2MYrkNQItUGFsI8g1AwsBz7+GSD0DVBFH3AcgPQIAO8+UFGA9Af/s6cM4IDUAtQxzr4jYOQPMC7KNT1w5AniRdM/lmDUBVpMLYQtANQObo8XubPg5A66hqgqh7DUBbsb/snvwNQK1u9Zz0/g5AEEBqEyf3DEBxGw3gLdANQO/hkuNOKQ5AgIKLFTUYDUDLuRRXlX0NQNhkjXqIBg1A3bWEfNAzDUD/CS5W1GANQFJ+Uu3TMQ1ACD2bVZ+rDUBrYKsEi8MOQEoMAiuH1g1ADRr6J7iYDUCAYI4ev3cOQGcsms5ORg5AkzoBTYRNDUD36XjMQGUNQKG+ZU6XhQ5A1sVtNIB3DUB+Uu3T8ZgOQKxzDMhebw5A9+Rhoda0DUBSflLt0zEOQEVHcvkPKQ5Ai/1l9+RhDkBPdcjNcEMNQM7Cnnb4Kw9AfLjkuFMaEED0iTxJuiYQQPYjRWRYRQ5AdF5jl6ieDUCiRbbz/VQOQL+aAwRztA5ALpCg+DFmDUAWNZiG4aMNQLvyWZ4H9wxAuarsuyJ4D0AcJa/OMeAOQH+HokCfiA1AOjsZHCWvDkCLNzKP/MEOQF2nkZbKmw1Am49rQ8W4DkCd19glqjcPQArXo3A9ig5A8YCyKVd4DkAe3J21224OQNxj6UMXVA1A3EYDeAtkDUCbG9MTlrgNQM42N6YnrA1ADOVEuwopDkBdxHdi1ssOQGjon+BiBQ9AcAhVavaADUCbIOo+AOkNQHE486s5QA9AHSCYo8dvD0DqBDQRNvwMQCMQr+sXbA1As+pztRU7DUBmTpfFxOYMQFt8CoDxjA1ABirj32ccDkAtQxzr4vYOQHLEWnwKQA5A1y/YDdvWDUBR9wFIbaIOQAJIbeLkPg5Aba0vEtoyDEC4rwPnjGgMQI20VN6O8AtAfQVpxqIpDUDrbp7qkJsOQEG8rl+wWw5AA7LXuz8eDUAydy0hH7QNQMYzaOif4A1AGf8+48KBDUDxgLIpVzgNQE5FKowtxAxAyjfb3JieDUDp1JXP8rwOQBDM0eP3tg5ASkG3lzRGDUDOjekJS7wNQE1KQbeX9A5AFvvL7skDD0CBJsKGp9cOQOXtCKcFLw5Acm2oGOevDkDsF+yGbcsNQGjQ0D/BxQ1ADB8RUyKJDEAknBa86CsNQOrnTUUqzA5AuiwmNh9XDkDyJOmayTcOQFu21hcJrQ1AswdagSELEEDKiXYVUn4MQOXtCKcF7wxA0hito6rJDUCGG/D5YcQNQPevrDQpxQ1AHvmDgedeDUDn+6nx0g0NQNv5fmq8dA5Amggbnl5pDkCyEYjX9UsOQNk9eVio9Q5AJh5QNuWKDUCHinH+JpQNQGq8dJMYBA5A36Y/+5FiDUBnmxvTE9YMQFUTRN0HIA1Ab9i2KLMBDUBIG0esxScOQGXCL/Xz5g1Az9ptF5orDkBYObTIdn4OQJzc71AUqA1AtKuQ8pMqDkAbEvdY+pAOQP8EFytqcA5Asfm4NlQMDkA9fm/Tn70NQDpY/+cw3w1ACoUIOIRqDUB1jgHZ690OQHrHKTqSCw5AejarPlfbDUAu/yH99nUOQGWNeohGtw5AEr2MYrllDUDqIRrdQewOQDi+9sySgA5AByXMtP3rDUCcpzrkZvgNQHL5D+m3rw1Ay5wui4mNDkCsqME0DN8OQLyzdtuFJg9AhgMhWcDED0CzB1qBISsOQGJnCp3XGA5ALq2GxD3WDkAGu2HbogwOQOQs7GmHvw1A2UKQgxKmDUBDOdGuQkoOQAXAeAYNvQ5ACI82jliLDkBszywJUNMNQBTLLa2GhA9AH0sfuqD+DUCO6QlLPOANQGoYPiKmxA5A9kVCW85lDkAdd0oH638OQE1nJ4OjZAxAqBjnb0KhDkCtNCkF3Z4OQAk4hCo1ew5AXi7iOzGrDkBwzojS3iANQD86deWzPA5AQSswZHVrDkC5x9KHLigNQPERMSWSKA1AvR3htODFDkB0JJf/kD4NQIKQLGAC9w1AaK7TSEulDUDgSnZsBGINQJOpglFJnQ1Ak6mCUUmdDUApyxDHurgNQFxV9l0R/A1AisiwijdyDUCVtyOcFnwNQDOK5ZZWgw1AkElGzsKeDUB324XmOo0NQO53KAr0yQ5Aeo1donqrDkCCqPsApPYNQOutga0SbA5AN091yM2wDkB4KAr0ibwMQFwDWyVY3AxALCtNSkF3DEC8BRIUP8YNQOKS407p4A1AwTkjSntDD0AT8kHPZhUPQKDDfHkBNg5AtvP91HgpDkAkYkok0UsNQKn26XjMQA5AhzO/mgOEDUA2sFWCxaEOQGe4AZ8fBg9AMc7fhEJEDUDxS/28qcgOQMPYQpCD0g1A9u6P96pVDUBg5dAi23kNQBMKEXAIlQxADvj8MEJ4DEB2cRsN4K0MQFhWmpSCbgxAea9amfDLDkB8D5ccd8oNQMvz4O6sHQ5AmkLnNXZJDkB/2T15WOgNQGWqYFRSpw1ATUpBt5d0DkCyutVz0rsNQOw00lJ5GxBA0LNZ9bnaDUBq9kArMCQOQLn8h/TbVw5AQZ/Ik6SrDUBRZoNMMrIOQCyazk4Ghw5A42vPLAmQDUD7Bbth2+IOQIDUJk7utw5AGJXUCWhiDkBe1y/YDRsPQGWNeohGtw5ArW71nPQ+D0AfLjnulA4OQL06x4DsNQ5AlialoNsLDkB8LH3ogroNQIOj5NU5Rg5A56kOuRluDUBtxf6ye/INQBYTm49rww9Ar0LKT6p9DkAjZ2FPO3wOQL0d4bTgBQ9ALUMc6+K2DUA2donqrcENQOs56X3jKw9AFXR7SWP0DUDDZKpgVFIOQGcKndfYJQ5ArhIsDme+DUCnBS/6CnIQQDoGZK93Pw5ANsgkI2dhDkB+42vPLMkOQCKJXkax3A5AQ61p3nEKD0AFacai6SwNQCECDqFKDRBAaD9SRIZVD0CYNEbrqCoPQJGb4QZ8Pg9AJXoZxXILDUAuVtRgGsYOQCVATS1bqwxAGM+goX/CDEBrgqj7AOQOQGH9n8N8uQ9AL/oK0ozFDEAv+grSjMUMQErSNZNvNg1AsCDNWDRdDUAZ529CIQIPQCpvRzgtGBBAQIf58gJsD0B/+zpwzsgOQHmSdM3k2w5AbCbfbHNjDkAwTKYKRuUOQLqgvmVO1wxArIvbaACvDUBZox6i0Z0NQCMVxhaC3A1ASYWxhSAHEEBjesISDygPQCBGCI82jg9A32xzY3pCD0Dg88MI4REPQHKKjuTyHxBAeEXwv5VsD0BQx2MGKqMNQGB2Tx4W6g1Au7iNBvCWDkD5Tsx6MVQNQL9DUaBPpA1AY5eo3hqYDkAuVtRgGgYOQBqjdVQ1QQ1AdXYyOEpeDUAr+64I/jcNQJqUgm4vKQ1ABvUtc7rsDEBFL6NYbikNQM9J7xtf+w1ANUbrqGrCDUBK7xtfe6YOQIz4Tsx6sQ5AlltaDYl7DUACgjl6/J4OQH46HjNQmQ9AEmvxKQBGDkAmx53SwboNQF97ZkmAmg1AlfHvMy6cDUDCFyZTBaMOQEDBxYoajA9ANuUK73KRDkCjBtMwfAQOQIRHG0esBQ5AweJw5lezDUAB3gIJip8NQCwOZ341hwxAUYiAQ6iSDEAo1T4djxkOQFfsL7snTw5A0PI8uDvrDUB90LNZ9TkOQCkiwyreyA5AzTtO0ZGcDkDzVIfcDLcNQPw1WaMeog5AGw3gLZDgDUD4iJgSSfQOQK8I/reS3Q5AoYSZtn9lDUDrqGqCqDsNQC9uowG8RQxA7KNTVz7LDECJXkax3NIOQHXN5Jttbg5A+1xtxf4yDkAm5IOezaoOQEj5SbVPxw1AQfFjzF0LDkCPxwxUxr8OQET67evA+Q5Ae4hGdxA7DUDJsIo3Mk8NQAqFCDiEKg9AUiegibChDEDhKHl1jkEQQGfyzTY3RhBAWP/nMF9eD0B9Ik+SrhkPQKWD9X8Ocw9AFYxK6gR0D0CMoZxoV2EPQPN2hNOCVw9AK/uuCP53DUCm8naE04INQDblCu9ykQ1AARO4dTdPDUA0v5oDBPMMQMXm49pQ8Q1ANpNvtrlxD0C37uapDrkPQKgY529C4Q5AY0UNpmF4DkBQqn06HjMOQIE+kSdJlw5AR3L5D+l3D0Bb07zjFB0OQHIz3IDPDw5AgVt381RHDUBxAz4/jFANQLZKsDiceQ5A2XxcGyqGDkAnZr0YykkOQCRFZFjFWxBAvalIhbElEEC0yHa+nxoNQA39E1ys6AxAKuPfZ1y4DEDVWwNbJVgNQI2chT3tMA5AEMzR4/c2DkBcWg2JeywOQL+36c9+JA5A95LGaB2VDkAnvW987RkOQBhDOdGugg1AS5NS0O3lDUD67evAOWMNQBRcrKjB9A1AOBCSBUxgDkALQQ5KmOkMQAe2SrA4nAxAGeJYF7eRDEAGu2HboowMQC+GcqJdhQ1A58b0hCVeDUBpUgq6vSQOQM2v5gDB3A1AUBn/PuMCD0D2KFyPwjUPQBBdUN8yZw1AP4wQHm0cDkDboswGmSQOQLWmeccpeg1AhZm2f2VlDUDzk2qfjkcOQIHPDyOEBw5Ah8Q9lj40DUAKEXAIVeoNQOC+Dpwzog5AAAAAAACADUCVDtb/OcwNQEaZDTLJCA5AqU2c3O9QDUCLMhtkkpENQIPdsG1RZg1AHy457pQOD0C2Z5YEqGkNQDV7oBUYMg1AVKnZA62ADUCCyvj3GZcNQOrKZ3keXA1A/WoOEMxRDUCLTwEwnoEOQH41BwjmKA1A+PwwQni0DECzB1qBIasPQHOiXYWUHw5AaCJseHolDkBO7ncoCrQNQEFIFjCBmwxATRWMSurEDkAijnVxG40NQNaLoZxolw1AgSGrWz1nDkDCNAwfEVMOQKJ/gosVNQ5AC3va4a9JDkA8TtGRXH4NQGrZWl8k9A1AdCmuKvtuDkAA4xk09A8PQH15AfbR6Q5AbsDnhxECDkBBguLHmLsNQBH8byU79gxARN0HILXJDEDkSdI1k28NQJC93v3x3g5AQWX8+4xLDkCif4KLFfUNQP+ye/KwkA5AkPeqlQk/DkB2ptB5jR0OQPilft5U5A1ALEgzFk3nDUBVMCqpE1AOQLEWnwJgPA9AesISDygbD0B3LSEf9CwPQNszSwLU1A9AcEIhAg4hD0Dl7QinBS8NQMjvbfqznw5AJt9sc2N6DkDL2xFOC14NQPT4vU1/tg1Apdqn4zHDDUDRP8HFitoNQANgPIOGvgxAAyZw627eDUC9UpYhjjUNQKMjufyHNA5AMqzijczjDUCns5PBUbINQLKd76fGiw9AWkdVE0SdDkAYPiKmRNIOQOgwX16AvQ5AhgMhWcBEDUAOZ341B8gNQOAtkKD4MQ5AZapgVFJnDUDePNUhN8MNQPuRIjKsYg1AsMka9RDNDkCI9NvXgTMOQH2utmJ/mQ9AqaROQBNhDEBgH5268hkPQNYcIJijRw9Az6Chf4JLDUAqdF5jl2gNQORJ0jWTLw1AelORCmOLDUDnGJC93j0OQOUK73IRXwxAqfbpeMzADkBIxJRIotcOQH8TChFwyAxADhDM0eO3D0A730+Nl64OQCOhLedSXA9AniRdM/kmD0DKN9vcmJ4OQJ7qkJvhBg9AR3cQO1OoDkCpE9BE2HAOQDxrt11oLg5ALnO6LCZ2DUAGTODW3XwNQHOdRloq7w9ACacFL/oKD0Dq7GRwlLwOQOXVOQZk7w5AwZDVrZ7TD0B3LSEf9KwOQBNJ9DKKpQ5A1ZXP8jz4DEATDyibcgUOQI4G8BZIEA5ASYWxhSAHD0DFPZY+dIEOQAqA8Qwaeg1AB/AWSFC8DUARHm0csdYNQDwx68VQDg1AUI2XbhIDD0CJtfgUAGMOQHxETIkkug1AU8vW+iKhDkByp3Sw/k8OQH2W58HdmQ1AH7qgvmWODkCWeEDZlGsPQNdR1QRRtw5AuaXVkLgHDkBY4gFlUy4OQKAVGLK6VQ9AV0PiHktfDkAQI4RHG0cOQLXgRV9Bmg1AtHHEWnzKDUAl6ZrJN1sOQEBNLVvrSw5Af9k9eVgoDkCAt0CC4scNQNrhr8kadQ1AfO2ZJQFqDUApXI/C9egNQGQjEK/r1w1ApBmLprNTDUDP2m0XmisPQL5Nf/YjxQ5A7IZtizLbDkAwnkFD/0QOQP4rK01KQQ5A/PuMCwcCDkCfH0YIjzYNQAYq499n3AxAUwWjkjpBDkDQJ/Ik6doNQHmSdM3kmw1AqYdodAexDUCrJoi6D8ANQERMiSR6GQ5AFhObj2vDDUAz3IDPD+MNQJeQD3o2qw5A4WJFDabhD0BqGD4ipoQOQBcOhGQBkw5ADqFKzR7oDECxijcyjzwOQDsBTYQNzwxAzCiWW1pNDUAf14aKcX4NQAzIXu/+eA5AvJF55A8GDUDUZTGx+fgMQJgXYB+deg1A3e9QFOgTDUAdrP9zmC8NQDLmriXkgw1AtKuQ8pNqDkDxLhfxnVgOQLwFEhQ/hg5ALlbUYBrGDkBxOPOrOQAPQKDgYkUNpg5Axm00gLfADkD430p2bMQOQML6P4f58g1AiSR6GcWyDUCwj05d+WwOQNpVSPlJtQ1ATGw+rg2VDkAUXKyowbQNQEku/yH99g1AmdNlMbG5DUB06spned4NQJTZIJOM3A1AVfZdEfwvDkDVyoRf6mcOQNPZyeAoOQ5AqTC2EOSgDkCJDKt4I/MMQOV+h6JAXwxAEojX9Qu2DEAUs14M5QQPQCmuKvuuyA1ACfmgZ7MqDkABNbVsrW8OQIdtizIb5A1AXb9gN2wbDUAVAOMZNDQNQLgBnx9GSA9A6BN5knTNDUDZlCu8y8UOQE6XxcTmow1A/z7jwoGQDkDBHD1+b5MOQJDaxMn9Dg1AyNKHLqjvDEBangd3Z20MQKp9Oh4zUA5AuECC4seYDUAHsTOFzusOQGjQ0D/BBQ5Aak3zjlN0DkCUwVHy6hwNQFVq9kAr8A1ASiTRyyiWDUAhyEEJMy0NQGMLQQ5K2A5AgufewyUHDUDnb0IhAo4NQP8JLlbUoA5AyeU/pN9+DUBH5pE/GHgOQFPovMYuEQ9APWGJB5TNDUDYR6eufJYNQCtNSkG3lw5AD9HoDmJnDkB56SYxCKwNQLVsrS8SWg1A4xk09E+wDkDmBdhHp24OQBMn9zsUBQ1ALsVVZd8VDkDYnlkSoOYOQFLt0/GYQQ1AETY8vVKWDUAdWmQ7348OQHVZTGw+rg1AaR1VTRD1DUBHVRNE3ccNQHlYqDXNuw5Ai/1l9+RhDUBPkq6ZfPMNQCtqMA3DBw9AsDic+dUcD0AFqKllaz0NQIczv5oDRA1ANC4cCMmCDUBwd9Zuu9AOQImYEkn08g5A7wOQ2sRJDECFlJ9U+/QMQMSZX80Bwg5AZeQs7GkHDkAcfGEyVTAOQCy3tBoS9w1AogvqW+Y0DUDKbJBJRo4NQCKOdXEbjQ1AVRNE3QegDUCcM6K0N3gOQKp9Oh4z0A1AsKw0KQXdDUBfKcsQx3oOQNDVVuwvOw5Afoy5awl5DkCYbhKDwIoNQNTxmIHKOA1AVIzzN6FQDUCJKZFEL6MOQNEF9S1zeg1AOjsZHCUvDUCRm+EGfD4NQH5v05/9yAxATihEwCEUDUAj88gfDHwOQBdlNsgk4w5A96+sNClFDkD/z2G+vEAOQEATYcPTaw9AWYY41sXtDkA9YYkHlA0OQPiImBJJNA5AWTSdnQzODUAmqrcGtgoOQI/k8h/Sbw5A91j60AV1DkB2cRsN4C0OQFFOtKuQMg1A9+Rhoda0DkCRCmMLQY4MQEJbzqW4Kg5AHAjJAiZwDkCBW3fzVAcOQCS05VyKKw5AXwzlRLtKD0Ad5ssLsA8OQKezk8FRcg5A/B2KAn0iDkAyj/zBwPMNQLprCfmgJw5AfQVpxqLpDUB9BWnGoukNQG6GG/D5YQ5A1q2ek943D0C0WfW52goPQIJWYMjqFg1AMEeP39u0DEBhVFInoMkPQDSAt0CCYg5A28TJ/Q6FDUA4FakwttAOQB7+mqxRzw5AlialoNuLDUCjBtMwfEQNQGXfFcH/Fg5ASzygbMrVDkBXlX1XBP8NQFX7dDxmIA5AvtnmxvTEDkDTn/1IEVkNQGkAb4EEhQ5AecxAZfx7DkCSeeQPBt4NQBfZzvdTow5AYvNxbaiYDkCAZaVJKSgOQOxRuB6F6w1ANuohGt2BDkCz74rgf+sNQITYmULnNQ5Aklz+Q/rtDkCpTZzc79ANQPTDCOHRRg5Aa9RDNLoDDkCk/KTapyMOQIRHG0eshQ5AQX3LnC5LDkC70FynkVYQQNGuQspPqg9A08H6P4d5DkDmkT8YeK4OQHsUrkfh+g5A1/oioS1nDUBRpWYPtMIOQImYEkn0cg9AMiB7vftjD0CNXaJ6a6ANQGDNAYI5ug1A3+ALk6nCDkAtIR/0bNYOQB7+mqxRjw5AcVXZd0XwDkBxVdl3RfAOQCi4WFGDaQ1AKLhYUYNpDUCOAdnr3Z8NQEmFsYUgxw1AX0ax3NIqDUAoRMAhVGkPQFFOtKuQsg5AfLjkuFN6DkDJq3MMyB4NQPUtc7ospg1A+n5qvHRTDUA25QrvchEPQGACt+7mqQ5AnnsPlxy3DkArMGR1q+cOQNnr3R/v1Q5ADqFKzR5oD0BvZB75gwENQJsDBHP0eA9AWW5pNSRuDUDTn/1IEdkNQEvIBz2bFQ9A7fXuj/eqD0DW4lMAjKcPQJCDEmbavg5A2qz6XG2FDkBenWNA9voOQJ4Hd2ftNg5Afh04Z0SpDkCojH+fcaEOQOKS407poA5AUaVmD7RCDUBqatlaX2QOQKWD9X8OswxA+I2vPbPkDEC7Jw8LtWYOQNTUsrW+iA1A3pOHhVrTDkCwVYLF4UwOQC0JUFPLVg1AEk4LXvQVDUCfyJOkayYNQDIDlfHvsw5A5BQdyeU/DUCxpx3+mqwNQF/v/nivmg1AVkj5SbWPDUBbzqW4qqwNQLN78rBQKw5A5bhTOli/DUCoxks3iUEOQLprCfmgZw5ATx4Wak3zDECd9L7xtecNQHWTGARWLhBAy74rgv8tD0AcmUf+YCAPQFK4HoXrEQ1AnDOitDe4DUDJ5T+k3/4NQJ1GWipvBw5A07zjFB1JDUAofoy5awkPQFYrE36pXw1A0GG+vAA7D0B5AfbRqSsNQCv7rgj+tw1AfNXKhF9qDkDa/pWVJuUOQAzNdRppqQ1Al6jeGtiqDUDv/nivWhkOQNI1k2+2OQ5AYFlpUgp6DkCJtfgUAOMNQJKzsKcdPg5Ahj3t8NdkDkAKou4DkJoOQHwsfeiC+gxAxxFr8SnADEA/AKlNnNwOQBhDOdGuQg1Aww34/DDCDUDRlnMprqoNQHgoCvSJ/AxALc+Du7P2DEDyDBr6J7gNQG2oGOdvwg1AhbacS3GVD0CoUrMHWsEPQFKbOLnfIQ5AmiUBamrZDUASTgte9NUNQCwrTUpB9w1Ac6JdhZTfDUBmTpfFxCYPQKJ6a2CrhA9AtTLhl/q5DkDon+BiRc0OQE9d+SzPww5ACyk/qfYpDkAwgVt381QOQCXMtP0rqw5Ap3nHKTpSDUBi1ouhnOgNQKwcWmQ7Xw1ADRr6J7iYDkAAUps4ud8OQCy3tBoStwxAUU60q5CyDkCTADW1bG0OQBWMSuoE9A1AA3gLJCj+DkCTHRuBeN0NQJvmHafoCA5ABkfJq3NMDkANpmH4iJgNQNjYJaq3xg1AIEHxY8ydDkDJHww89x4OQJ1jQPZ6tw1AcQM+P4xQD0A1JO6x9KEOQHugFRiyeg5AOQt72uFvDUCOdXEbDeAOQEc9RKM7yA1ALgQ5KGFmEEAKhQg4hGoOQHZsBOJ1fQ5AeSPzyB9MDkCZDTLJyFkOQDmc+dUcoA1A5xiQvd69DUCeXinLEEcOQCrG+ZtQCA5Ajh6/t+nPDUDKN9vcmF4NQMGQ1a2e0w1ARWRYxRtZDkC71XPS+0YNQNpyLsVVpQ1AG0esxacAD0CjdVQ1QZQNQBEebRyxVg1AD9b/OczXDEDayeAoeXUNQORO6WD9nw1AEF1Q3zLnC0A0nZ0MjhINQBB6Nqs+Fw1ARIts5/vpDkDAJmvUQ7QOQBhgH526Mg1AQ8U4fxMKDUDO/GoOEEwPQLd/ZaVJaQ1A3lSkwtiCDkBPHhZqTXMOQBk5C3va4Q1AceZXc4BgDUAFqKllaz0MQLHc0mpIXAxAJXoZxXLLDEBYHM78as4NQDW1bK0v0g1ANbVsrS/SDUA1tWytL9INQMQI4dHGEQ5ANBE2PL0SDkD52jNLAlQOQG9HOC14UQ5AVd6OcFrwDkC4zOmymJgOQDP+fcaFAw5AIO9VKxP+DkA7x4Ds9W4OQJf/kH77eg1AQxzr4jaaDkAOT6+UZYgPQKOSOgFNJBBA+zpwzoiSD0D7V1aalAIOQJYhjnVx2w1A2CrB4nCmDkAYldQJaGIPQLvVc9L7hg9A7iWN0ToqDkCQa0PFOD8PQNb/OcyXVw1AwmnBi74CD0Db+X5qvPQOQO7O2m0XWg1Ay9sRTgueDUA3ww34/HAOQGHgufdwiQ1AB7Ezhc6rDED11sBWCVYNQEUSvYxiOQ5ATTJyFvY0DkB0XmOXqB4OQHWw/s9hPg1Ah9wMN+CzDEBhTzv8NZkMQE65wrtcRA5AmrFoOjtZDkAI5ujxexsOQOeMKO0NPg5A7lpCPug5EEAwEtpyLgUNQHhi1ouhHA5AlDDT9q9sDUADPj+MEJ4OQKVOQBNhgw1A7PoFu2HbDUBo0NA/wcUNQGiu00hL5Q1AJgFqatkaDkBv05/9SJEMQC8X8Z2Y9QxApfeNrz2zD0DUghd9BekMQNPe4AuTaQ5A3QcgtYmTDUCu2F92Tx4PQK+xS1RvTQ9AjiPW4lPAD0CSPxh47r0NQEiKyLCKtw1AhbacS3HVDUB15bM8D24NQJ1GWipvhw5Aq3gj88hfDkCreCPzyF8OQJJ0zeSbrQ1AGsBbIEHxDUDe5SK+EzMOQIpZL4ZyIg9AYHZPHhbqDEARHm0csdYPQLkZbsDnBw1AYTdsW5QZDkA6BmSvd78OQJTeN772TA1Algm/1M9bDUDZd0Xwv1UNQP0wQni0sQ5AZ0Rpb/AFD0AjLZW3IxwNQFluaTUkLg9AjkC8rl+wD0DZsRGI13UPQJ/Ik6Rrpg5Aho+IKZGEDkD59xkXDkQNQHXIzXADvgxAbAn5oGfzDEDx12SNeggNQKrU7IFWIA1AR3L5D+n3DkCqK5/lefAOQL3jFB3JZQ1Ay74rgv8tDUBEUaBP5AkNQGcng6PkVQ1ADyibcoX3DED7eVORCiMNQB75g4HnHg1A6Nms+lytDUBI3GPpQ9cNQA+0AkNWNw5Al6jeGtjqDUC5/If021cOQFTjpZvEIA5ApI0j1uKTDkAdPX5v018OQNI6qpogag5AKH6MuWtJDkASFD/G3DUOQBWRYRVv5A1AroGtEiwODkBsBOJ1/UINQFnABG7dzQ5AkzoBTYQND0AW9rTDXxMPQLKd76fGSw9AopdRLLc0D0Cy17s/3usOQB7EzhQ6bw5Aur2kMVpHDkBN27+y0qQOQO9VKxN+aQ9ArMq+K4I/D0D/W8mOjUANQBvYKsHi8AtAhxbZzveTDkCdnQyOkpcOQNHLKJZbmg1Ax9eeWRJgDUBxGw3gLdAOQFM/bypSYQ5A7fXuj/cqDkBSuB6F61EOQK67eapDbg1Adk8eFmpNDkCW7NgIxCsNQDwx68VQzg1A+SzPg7tzDED7rgj+txIPQP9byY6NAA9AzhlR2hs8DkCo4zEDlTENQF2nkZbK2wxAq5UJv9SPD0ARUyKJXgYQQIV80LNZtQxAYYkHlE25DUD8AKQ2cbINQFa8kXnkDxBACrq9pDFaDED5vU1/9mMNQPWhC+pbpg5A0ZFc/kN6DkDZPXlYqPUOQGa9GMqJdg5AoE/kSdJ1DUBI3GPpQxcNQK1u9Zz0fg5AqFfKMsRxDkC8rl+wG7YMQIrNx7WhogxA/bypSIWxDEAoSddMvtkNQLhAguLHWA5Aol2FlJ9UDUBFDaZh+MgOQCYZOQt7Gg9ARwN4CySoDkAmx53SwXoOQEDeq1YmvA1AVkj5SbWPDkCHUKVmDzQNQC9uowG8BQ5Av0hoy7kUDUCxogbTMPwOQNcS8kHPJg1AtDwP7s7aDUCqK5/leTAOQIkpkUQvYw5AAKlNnNzvDkC8lpAPevYOQBK9jGK5ZQ1A4nX9gt3wDUABGM+gob8NQBu7RPXWAA1A+WabG9NTDEAh6j4AqU0OQBYYsrrVMw5Asb/snjxsDkDIQQkzbb8OQBUA4xk0dA1AEXAIVWq2DkBJhbGFIEcNQEMc6+I2mg5A0SLb+X7qDUBS1QRR90EOQJZDi2znew5AGJXUCWhiDUC4QILixxgNQCxIMxZNZw5AARO4dTfPDECasWg6O9kNQIvgfyvZMQ9AK4cW2c53D0CcM6K0N/gMQEfmkT8Y+A5A2jhiLT5FDkAhAg6hSk0OQHeE04IXfQ1AVyHlJ9U+DUC71XPS+8YOQJ8CYDyDRg9A7rH0oQsqDkC9APvo1NUNQBr6J7hYEQ5ARnwnZr0YDkAKEXAIVSoOQAoRcAhVKg5A74/3qpXJDkDZ690f79UNQHP0+L1NPw5AIXam0HnNDUBtOZfiqrINQOFASBYwQQ5A05/9SBFZDUDUQzS6g9gOQJIiMqzijQ9AGlHaG3xhD0AaUdobfGEPQD4FwHgGjQxARRK9jGL5DECdhT3t8FcNQC7FVWXf1Q5AQNmUK7yLDkDOiNLe4MsOQDKs4o3MIw5AbcX+snvyDEBIp658lucMQIV80LNZNQ9AAg6hSs1eD0C5NlSM8zcPQHnMQGX8ew1AoDcVqTA2DUADeAskKP4OQNlaXyS05Q9AJCh+jLmrDkCMFTWYhuENQN1B7EyhMw5AvFetTPhlDUAVqTC2ECQOQL7Z5sb0xA1ALLzLRXznDEA0gLdAgiINQBB1H4DU5gxAEHUfgNTmDEDKVMGopI4NQM+Du7N2Ww5A18BWCRaHD0DlRLsKKf8OQGWqYFRSpw1AzeSbbW4MDUCyaDo7GVwOQDpAMEePnw1Al631RULbDUBcOBCSBcwNQDKP/MHAsw1Am3KFd7lIDkCNf59x4YANQIQSZtr+1QxAmggbnl5pDkDzcW2oGGcOQDDYDdsWpQ5AGXPXEvIBDkBQ/Bhz1xIPQFGlZg+0Ag1A5zV2ieptDUCzB1qBIesPQM+9h0uOGxBAwt1Zu+1CD0C/DpwzovQOQDQuHAjJQg5AyTzyBwMPD0Ay5q4l5EMOQOoJSzyg7A5A8gwa+ie4DkDPZtXnamsNQED7kSIyLA1Ap5GWytsRDUBDrWnecQoOQGcsms5Ohg5AodtLGqN1DkBwfO2ZJcENQPSmIhXGFg5AH6LRHcTODUAfotEdxM4NQAlQU8vWOg5A2GSNeoiGDUAxQni0cUQOQBrdQexMYQ5AWUxsPq5NDkCad5yiI7kOQJ1oVyHlpw5AXCBB8WPMDkCeKXReY5cOQN17uOS4kw5AwM+4cCBkDUB0Ka4q+y4NQK62Yn/Z/Q5A/RNcrKgBD0DJdr6fGu8OQIOj5NU5xgxAUI2XbhKDDEBiodY07/gLQC/6CtKMRQxAyAc9m1WfDEAzMzMzM/MMQEFIFjCB2wxAOIQqNXvgDEDAJmvUQ3QNQGWNeohGtw1AfsaFAyEZDUDl7QinBW8NQG8Sg8DKoQ1AGXPXEvJBDkDQ1VbsLzsOQM+Du7N2Gw5A5X6HokAfDkCYTBWMSuoNQFlMbD6uDQ5AidLe4AsTDUCsOUAwR88OQNc07zhFhw1ALIL/rWQHD0BxVdl3RTAOQCFZwARu3Q5AG7tE9daADUAYldQJaCIOQEmdgCbCxgxAigJ9Ik+SDED83qY/+9EMQMfXnlkSoAxAx9eeWRKgDEDxLhfxndgNQDj4wmSq4A5AYhVvZB45DkCvfJbnwZ0NQHnpJjEIbA1ALIL/rWRHD0Brn47HDJQPQJjdk4eFmg5AHNMTlnjAD0BdxHdi1ssPQNjYJaq3JhBAB84ZUdobDUBtkElGzgIOQIrNx7Whog5AMjhKXp0jD0Ak0csolhsPQKz/c5gv7w1A7iWN0TpqDkAN4C2QoLgNQEn0Morl1gxAHM78ag5QD0DBkNWtnpMOQALxun7Bbg9ApyIVxhYCD0ANq3gj8wgOQF9GsdzSKg5AGoaPiCnRDUAvi4nNxzUOQH+kiAyrOA9AboYb8PkhD0CLic3HtSEOQKAaL90khg5A5nRZTGy+DkAVb2Qe+YMNQOzAOSNKuw5AZAYq49/nDUC9b3ztmWUOQKX3ja89cw5AUI2XbhKDDkDO/GoOEIwOQH46HjNQWQ5AorQ3+MIkDkAO8+UF2IcOQB9oBYas7gxAhBJm2v6VDkBu3c1THXIOQG7dzVMdcg5At3pOet+4DUAWwf9WsiMOQMx6MZQT7Q5At9EA3gLJDkAOoUrNHqgOQGQe+YOBZw5AKNU+HY+ZDkCmft5UpEIOQF1txf6yew5Ay5wui4kNDkAGTODW3TwOQKshcY+lTw5AjdE6qppgDkATDyibcgUOQBWpMLYQ5A1A09nJ4Ch5DkAhH/RsVr0OQPg2/dmP1A1AzxQ6r7FLDkB4l4v4TswNQPevrDQpRQ5AnUtxVdl3DUAYeO49XDIOQOkOYmcKHQ5Ag/qWOV2WDkAdVU0QdR8NQIo8Sbpm8gxAA5Xx7zPuDkBUVz7L8yAQQNxoAG+BxA5AufyH9NtXDkDaIJOMnIUNQA2reCPziA1AtcNfkzXqDUBNMnIW9rQOQJolAWpq2Q5AFYxK6gR0DUCsxacAGE8PQPLNNjemJw5A7GmHvyarDUBbzqW4qmwNQE+Srpl88w5AOiNKe4PvDkB88rBQa1oPQF3Ed2LWSw9AyZOkayZfDUBP6WD9nwMOQCOERxtHbA5AN4lBYOVQDkC9NbBVgsUOQPz7jAsHgg1A3bWEfNBzDkAoDwu1pjkNQHGPpQ9d0AxAkX77OnBOD0CW58HdWXsOQOoENBE2vA1AHy457pRODUCazk4GR4kNQD1JumbyjQ5A8ddkjXoID0C28/3UeKkNQKZ+3lSkgg1ALlbUYBrGDkCSdM3km60NQB2s/3OYrw1AzTtO0ZFcDUAjZ2FPOzwNQCpSYWwhCA1APj+MEB7tDEAfv7fpzz4NQHHJcad0sA1AYWwhyEFJDUA57pQO1v8OQDV7oBUYMg1ALJrOTgbHDkBHPUSjO4gOQHlYqDXNuw1A1xLyQc+mDUAlXTP5ZpsNQP1NKETAIQ9ArIvbaABvD0C+E7NeDCUOQN1e0hitow1AjPhOzHqxDUARcAhVarYNQNxGA3gLZA5A/kP67etAD0AyWkdVE8QMQOiHEcKjDQ5AQkP/BBfrDUBkdavnpLcOQI+NQLyunw5ATDeJQWAlDkBDBBxCldoNQNqPFJFhVQ1AbD6uDRXjDkBUUiegibAPQNGWcymuag1A8kHPZtXnDUC0WfW52goOQFnd6jnpvQ1Am3KFd7mIDUCbcoV3uYgNQKgY529CoQ1ApRR0e0mjDUDTTWIQWLkNQA5nfjUHCA5A9S1zuizmDECRCmMLQc4NQNDtJY3Reg5AclDCTNt/DUBWKxN+qV8NQIJWYMjqlg1AVB1yM9yADUCTOgFNhA0PQNvcmJ6wBA5Ag92wbVEmDkCa6zTSUrkNQPK1Z5YEaA5AH/RsVn3uDEBUNUHUfQAPQOS9amXCbw5AR+aRPxi4DUCOklfnGNANQHDrbp7q0A1AKZZbWg0JDkAdVU0QdR8OQA/R6A5iJw5AxJlfzQGCDkCFQgQcQtUOQDihEAGHkA5AUMdjBipjDUB+qZ83FekMQLXgRV9BWg1AEMzR4/e2DUCkU1c+y7MOQJ7Swfo/xw1Ap8tiYvOxDkDdByC1idMNQG7A54cRwg5AzhlR2hv8DkBIbeLkfkcPQAzlRLsKqQ5AHxFTIoneDUBsskY9RGMOQCC1iZP73Q5A7nw/NV56D0D7P4f58sINQPCK4H8rWQ5A51JcVfadDkBxcr9DUSAOQP4ORYE+0Q1A529CIQLODUDHuriNBjAOQManABjPIA5AhxbZzvdTDUBrZcIv9bMOQO0qpPykmg5AEd+JWS9GDkCLprOTwZEOQLq9pDFaRw1ApN++DpzzDUC/YDdsWxQPQFtCPujZLA9AsCDNWDSdDkDWkLjH0ocNQMA+OnXlsw5AIbByaJFtDkCzJEBNLRsPQFUYWwhyUA5AwZDVrZ4TDkBwsaIG07ANQGKE8GjjCA5ASbpm8s32DUDh0cYRa7EPQFk0nZ0MzgxAKETAIVSpDUBkkpGzsKcNQJBmLJrODg9A7s7abRfaDUB87ZklASoOQPQVpBmLJg5AwCZr1EO0DUBWZd8Vwf8NQGk6OxkcpQ5AGy/dJAaBDkBL6gQ0EbYOQGH9n8N8eQ9Ahj3t8NdkDUDLviuC/20NQN52oblOIw1AkSdJ10w+DkA/UkSGVTwOQHva4a/JGg1A+z+H+fKCDUDlfoeiQN8NQE91yM1wQw5AbD6uDRWjDkBGCI82jhgOQFvTvOMU3Q1A4Zf6eVPRDUCW7NgIxKsMQFX7dDxm4A1AdCSX/5D+D0BiSiTRy6gPQN0HILWJkw5Acr9DUaDPD0CzKVd4l4sLQHgLJCh+DAxAsoAJ3LrbC0CCHJQw0/YNQPQyiuWWVg5AEwoRcAjVDUBm9+RhoRYOQMKjjSPWIgxALSEf9GxWDUAoRMAhVKkOQM0eaAWGrA5AxSCwcmiRD0BwlLw6x8APQIZa07zjVA5AGAltOZciDUCxM4XOa+wOQFjFG5lH/g9A+fcZFw5EDkBSSZ2AJoIOQDSdnQyO0g1ARRK9jGK5D0D3AUht4qQPQBv1EI3uYA9AUI2XbhJDDEDMf0i/fd0PQLPqc7UV+w1ALgQ5KGEmDkB9eQH20akMQCbHndLB+g1A/8pKk1LQDUCCrRIsDicOQKsJou4DUA1AECOERxvHDUDmBdhHp24OQMvW+iKhLQ5A32xzY3oCD0DqIRrdQSwOQIHs9e6PNw5A6dSVz/I8DkDbM0sC1BQOQF1Q3zKnCw5AEF1Q3zInD0B81cqEX2oNQPMf0m9fRw1At5xLcVXZDUDlm21uTI8PQCGTjJyFfQ9AHNMTlngADUAFwHgGDb0OQKpIhbGFYA1A+wW7YdtiD0BRa5p3nGIOQLpOIy2VNw5AjdE6qpqgDkDUYBqGj4gOQCeloNtLGg9APQrXo3A9DUAc0xOWeAAPQI20VN6OcA5AGoaPiCnRDUD2RUJbziUOQJ8fRgiPdg1A6bevA+dMDUD+DkWBPhEPQE6c3O9Q1A5AfA+XHHeKD0CGG/D5YcQMQBIxJZLoJQ1AQDBHj99bD0BTXFX2XREPQO9yEd+J2Q9A499nXDjQDEDnUlxV9p0NQGK+vAD7qA1AzQaZZOSsDkAxsfm4NtQOQDtT6LzGrg5A5SfVPh2PDUAhzVg0nV0OQOcdp+hI7g1AZhTLLa3GDUASa/EpAIYPQEHxY8xdCw9A30+Nl27SDUDrc7UV+8sNQB5tHLEWnw1AW+uLhLYcDkD9pNqn43ENQNmUK7zLBQ5AbZBJRs6CDkDSUnk7wikNQMNHxJRIIg1A4xk09E8wDUBW8UbmkT8OQD7L8+DurA1Ab57qkJuhDkAk0csolhsOQJWfVPt0/A1AqIx/n3EhDkAgJAuYwO0NQJFEL6NYrg1ADAIrhxbZDUCnkZbK2xEOQEkRGVbxBg5Awf9WsmMjDkAk0csollsOQIM0Y9F0tg5AWkdVE0SdDUDo9pLGaF0OQNLGEWvxqQ5ABP9byY5NDEDXTL7Z5gYMQC5zuiwmdg9A1SZO7neoDkBJhbGFIAcOQKPp7GRwlA5AtmeWBKipDkAurYbEPZYNQCKmRBK9jA1AFsH/VrLjDECMEB5tHHEPQGpq2VpfZA5A7kJznUYaDkAz3IDPDyMPQMMN+PwwQg5Ah22LMhskDkB8uOS4U3oNQLL0oQvqGw5AvRjKiXbVDUC9GMqJdtUNQMxiYvNxrQ1AkSxgArfuDUDnjCjtDb4NQD1+b9Of/Q1AkzXqIRodDUC8XMR3YtYMQB0gmKPHbwxAhBJm2v6VDUAvF/GdmHUNQGO0jqomCA5AY7SOqiYIDkDY0w5/TRYOQBPyQc9mlQ5AZapgVFKnDkD4pX7eVKQOQOOItfgUQA1AflLt0/GYDEDF/rJ78rAMQMBbIEHxYw1AttYXCW25DkA6I0p7g28OQEGfyJOkqw1AAiuHFtkODkA3iUFg5dANQLd6TnrfOA5A0sYRa/HpDkDFckurIbEOQDblCu9y0Q9A3sg88gcDDkDiI2JKJJEPQLraiv1l9wtApaDbSxrjC0AqdF5jlwgQQLsPQGoTZw5AdnEbDeBtDkCXrfVFQpsNQJvmHafoCBBA5/up8dKND0AdVU0QdR8OQMUbmUf+oA1An3b4a7JGDUDkg57Nqg8NQAlQU8vWOg5AMUJ4tHFEDUCXOV0WE9sNQDlFR3L5Dw9Ao5I6AU2EDkAczvxqDtANQH3LnC6LiQ1AcTjzqznADUC46c9+pEgPQJsb0xOWeA1AIQIOoUoNDkCR1a2ek14OQB/0bFZ9bg5ArRdDOdGuDkD2fw7z5YUOQAzNdRppKQ9ANpNvtrkxDkBMbD6uDdUNQEmdgCbCxg1A/5WVJqXgDEBAwcWKGswPQIV3uYjvhA9AuMzpsphYDECqQ26GGxAQQGl0B7EzhQ9A14aKcf5mDkDqIRrdQWwOQAb1LXO6bAxA78nDQq0JEEDrqGqCqHsOQEZfQZqxqA9AdXYyOEoeDkC/gjRj0XQOQJ/Nqs/V1g9AdhppqbydD0AZkL3e/XEPQMWPMXctoQ5A7pQO1v85DkD7XG3F/rINQIF4Xb9gNw1ARZ4kXTM5D0BTIoleRrEOQG/Tn/1IkQ9A3rBtUWbDDkAPYmcKnRcOQN17uOS4kw5AOlj/5zCfDUA91SE3w40NQHTqymd53g1A9iNFZFiFDkDW/znMlxcOQMWsF0M50Q1ACr/Uz5vKDUBKe4MvTCYOQHCxogbTsA1ADjLJyFlYDkDo9pLGaJ0PQLMpV3iXiw1AMLsnDwu1D0BjuaXVkPgOQEfJq3MMiAxAGsBbIEHxD0AVOq+xS9QPQODW3TzVoQxA02pI3GMpDUDbv7LSpBQNQHcQO1PovAxALexph7+mDEBHIF7XL9gMQB7htOBFXw5A48KBkCwgDkBI3GPpQxcOQNPZyeAo+Q1AFmpN846TDUDoE3mSdE0OQH41Bwjm6A1A6LzGLlF9DkBdFhObj+sNQKHbSxqj9Q1AeO49XHLcDUCXrfVFQtsNQH4dOGdE6Q1AHY8ZqIx/DUDEmV/NAUIOQMuEX+rnDQ5A1jkGZK93DUCFtpxLcVUOQITYmULnNQ9AoKaWrfWFDkAWTWcng6MOQACpTZzc7w1A2lVI+Ul1DUDDtkWZDXINQJwWvOgriA9A64uEtpyLDkDg2/RnP5INQD8djxmozA1AniRdM/nmDUD2Yign2pUOQCHqPgCpDQ5Af/YjRWRYDUAQdR+A1GYOQEQX1LfM6Q5A2v6VlSYlD0CvX7Abtu0OQCZTBaOSug5ASaKXUSz3DUA1e6AVGHIOQNklqrcGtg5AsRafAmC8DUCuKvuuCD4NQDJVMCqpUw9AYqHWNO94D0AYJlMFo9INQOiHEcKjDQ1ApBmLprPTDEA+y/Pg7iwPQE8GR8mr8w5ARGlv8IWJDUDmP6Tfvo4NQOz6Bbth2w1An47HDFQGDkCcUIiAQ2gOQGMLQQ5KGA1AqTC2EOTgDEBlqmBUUucMQEJ4tHHEWg9Ae0ljtI7qDEDiI2JKJBEOQMhBCTNtfw5AsRafAmB8D0DrkJvhBrwPQIl7LH3oAhBAd/NUh9zMDEApXI/C9WgPQIhGdxA7Uw1A3/3xXrXyDEC9UpYhjrUMQPwApDZxsg1ASx+6oL6lDUBlU67wLpcOQK93f7xX7Q5AfjUHCOZoDUAZBFYOLfIOQFRSJ6CJcA5AnS6Lic0HD0Di6ZWyDPENQMmrcwzIXg1ApN++DpwzDkBGsdzSaogOQBZNZyeDow5AnRGlvcHXDUB9lufB3RkNQDkLe9rh7wxAPx2PGaiMDUBNofMauwQNQAspP6n2aQxAb2Qe+YPBDECkGYums1MOQAYq499nHA5A/N6mP/uRDUBgWWlSCnoMQE1nJ4OjpA1Ayy2thsR9DUByio7k8l8NQDgyj/zBQA1A10y+2eYGD0DnAMEcPb4OQMXm49pQsQ9AzczMzMyMD0BD4h5LH7oNQIkHlE25Ag5AsBu2LcqsDUBUOlj/5/ANQNmxEYjXNQ5AAU2EDU/vDUBbfAqA8UwOQIUlHlA2JQ1A0uP3Nv1ZDUBE+u3rwHkNQAtjC0EOig5A++jUlc+yDUATuHU3TzUMQJ7qkJvhRg1AgCvZsRGIDUDS4/c2/dkNQAw89x4uOQ5AqaROQBMhDkCe76fGS7cNQK1p3nGKTg5ArWnecYpODkBvL2mM1lEOQF2Kq8q+6w1AlnhA2ZQrDkDnGJC93n0OQJaVJqWgWw5Ams5OBkeJDkB6qkNuhpsNQIVf6udNxQ5A0ZZzKa4qDkA5C3va4W8OQDkLe9rhbw5AufyH9NtXDkAtsp3vp0YNQB/Xhopxvg1AzzEge737DUDPMSB7vfsNQGba/pWVpg1AgzRj0XR2DUD5oGez6nMNQNbFbTSANw1Av2VOl8WEDkDnUlxV9p0OQJVIopdRrA5At11ortOIDkAJOIQqNTsOQLGKNzKPfA5ATHFV2XeFDUBr8SkAxjMOQK8I/reS3Q1AVU0QdR9ADUDN6bKY2DwOQGwJ+aBnMw5ACMkCJnBrD0BQGf8+48IOQIeiQJ/Ikw1ARSqMLQS5DkBDrWneccoNQOc6jbRUXg5A0xOWeEAZD0DP91PjpZsNQJY+dEF9iw5AW0I+6NlsDUCJB5RNucINQM8UOq+xCw5AsktUbw0sDkAfv7fpz74OQHsUrkfhOg1Ae0ljtI6qDUBBSBYwgdsNQC2VtyOcFg5AKPIk6ZqJDkDOqs/VVowQQBe30QDegg9AQiECDqHKDEA0SwLU1DINQML6P4f58g5AuHU3T3XIDECRuMfSh64NQHtJY7SO6g1AH2gFhqwuDkDxaOOItXgOQG3/ykqTEg9AXf5D+u0rD0AId2fttssNQOP8TShEgA5AGVbxRuYRDkBg6udNRSoOQDSitDf4wg5Apb3BFyaTDUBUOlj/5/ANQC6thsQ91g1AyAxUxr/PDUD0wwjh0UYOQI7pCUs8oA5AeV2/YDcsDUCfsMQDymYNQO8gdqbQ+Q1AenB31m77DUBT0O0ljdENQEUqjC0E+Q1AeuQPBp77DUDVyoRf6qcOQJQT7SqkPA9AcJS8OscADkCWeEDZlOsNQEt2bATidQ5AgQTFjzG3DkATfqmfNxUOQJWCbi9pTA9AAFeyYyMQDUCADvPlBRgOQHrCEg8oGw5A0ZFc/kN6DUCtNCkF3Z4OQF0WE5uPqw1AhetRuB5FD0BEi2zn+6kPQM7HtaFiHA9AC7WmecfpDkCKdhVSftINQMjvbfqznw5ATtGRXP6DDkACZVOu8K4OQIaPiCmRxA5A/Knx0k1CEEA2yCQjZwEQQKshcY+lTwxABvUtc7qsDEDeWbvtQvMMQI/8wcBzLw5A3IDPDyPEDUBHWipvRzgNQHcVUn5SbQ5AFYxK6gQ0D0BZi08BMN4OQNxLGqN1VA1Aw4GQLGDCDUDqeMxAZbwNQNTxmIHKOA5AyQImcOuuDkDCUfLqHAMOQOp4zEBlPA9AWp4Hd2ctDUC0WfW52soNQNttF5rrdA5AD0WBPpEnDkDiAWVTrrAMQGN6whIP6AxABW7dzVNdDUB9PzVeukkOQIEhq1s9Zw5AmFEst7QaDkD0iTxJumYNQBJOC170VQ5A/mDgufdwDkAOEMzR4zcOQKqCUUmdwA1AFhiyutVzD0D/W8mOjQANQOKS407pIA1A9ODurN12DkDABG7dzRMNQOxMofMa+wxAt+7mqQ75DUDhl/p5U5ENQB7+mqxRjw1AFLNeDOVEDkD8qfHSTeIOQLPviuB/aw5Ay6FFtvM9DUC1T8djBuoNQD86deWzPA5Ab/Wc9L5xDkCojH+fceEOQBh47j1csg5A/IwLB0IyDkAgXtcv2M0NQH5XBP9byQ5AehnFckurDkCOI9biU4APQEErMGR1Kw1AvR3htODFDUC+nxov3aQOQP8JLlbU4A1AfeiC+pY5DkBMpgpGJfULQA/uztptVw5AcTjzqzmADUCazk4GRwkNQOvFUE606w5ABTQRNjw9DkDa/pWVJmUOQJhuEoPACg9APIidKXQeD0CMLQQ5KKEMQB8RUyKJ3g1A2PULdsO2DkDb+X5qvLQOQGGOHr+3KQ5AeEXwv5WsDEDp1JXP8rwNQBk5C3vaYQ5Aww34/DCCD0BBn8iTpKsPQAQEc/T4PQxABaOSOgFNDEAQkgVM4JYPQJq2f2WlyQ9A+Q/pt69DDkCp+wCkNvEOQM9r7BLVGw5AgosVNZhGDkCC/61kx4YOQN4CCYofIw1AIAw89x6uDkATChFwCDUQQAKCOXr8ng9A44i1+BTADkDkFB3J5b8PQCOERxtH7A9A7Q2+MJkqDkCrCaLuAxAOQJm7lpAPOg9AYWwhyEEJDUCz6nO1FbsMQH8TChFwyAxALlbUYBpGD0B+GCE82rgOQOOlm8QgsA5A09nJ4Ci5DkDOx7WhYlwOQIWxhSAH5Q1AwhIPKJuyDUCgbMoV3iUPQJVliGNd3A1ARiV1AprIDEA/AKlNnNwMQHLEWnwKwA5Axf6ye/KwDECuDRXj/M0OQEWBPpEnCQ5A1hwgmKMHDUDc14FzRhQPQNzXgXNGFA9AgQTFjzG3DUAsDmd+NUcOQNP2r6w0qQ1AOKEQAYfQDkBzEd+JWW8NQH6MuWsJ+Q1A5SfVPh3PDUCYwK27eeoOQN5UpMLYQg1ASS7/If22DkAXnwJgPMMOQCcUIuAQag1A0hito6rJDUDAPjp15XMNQM3km21uDA1AYWwhyEHJDUDaG3xhMlUOQPFo44i1eA1AqMZLN4nBDUB0RpT2Bt8NQPtcbcX+cg1AGD4ipkTSDUCoxks3iQEOQEeP39v0Jw5AQ3OdRlrqDUBcGyrG+RsOQAvvchHfCQ9A8G36sx9pD0C0PA/uzpoOQE563/jasw1AhzO/mgNEDUDaOGItPkUOQEqYaftX1g5AhNiZQuc1DkBi26LMBtkOQPksz4O78wxAZeQs7GkHD0BeaK7TSEsPQOgwX16APQ9AwZDVrZ5TD0BzuiwmNh8PQKHzGrtE9QxAkfKTap9ODUDCwHPv4RINQOaWVkPing1AK/uuCP53DkAnvW987RkOQFVNEHUfwA1AgGWlSSmoDUA/kSdJ1wwOQKbVkLjHEg5AMlUwKqkTD0AKou4DkBoPQKq3BrZKcA1AOBCSBUxgDkCBW3fzVEcOQPD5YYTw6A5Axebj2lAxDkBKRs7CnjYOQAEwnkFDPw5AjGfQ0D8BDUBcIEHxYwwNQM8UOq+xSw5AlltaDYk7DkDsNNJSeXsOQI4G8BZIkA5AS5NS0O0lD0Ds3R/vVSsPQKxWJvxSvw5AVFc+y/PgDUC+amXCLzUOQFj/5zBfHg5AyTzyBwOPDUCndLD+z6EOQCqpE9BEWA5AJzEIrByaDUAjhEcbR2wPQKa4quy7Ig5A2A3bFmV2DkAtlbcjnBYNQM2SADW17A1AvfvjvWqlDUCzDHGsi5sNQGBZaVIK+g1AWcAEbt1NDkCil1Est/QNQHOFd7mILw5AgCvZsREIDkA2sFWCxWENQGWqYFRSZw5AQznRrkIKDkCHvyZr1MMNQE3bv7LSpA1AnBa86CsID0AHmWTkLEwQQOif4GJFDQxAxoUDIVmADEAEBHP0+D0NQI/k8h/Sbw1APPceLjkuDUCil1Est7QNQH+kiAyrOA1AHhZqTfPODUAWwf9WsuMOQJKzsKcd/g1AkrOwpx3+DUBgWWlSCjoPQJVIopdRrA9Azt+EQgTcDkBwd9ZuuxAOQNEF9S1zug1APZtVn6vtDEB5WKg1zfsNQNrmxvSEZQ5AlbcjnBb8DUDWxW00gLcNQBzr4jYawA5AcOtunuqQDECJQWDl0GINQDZZox6iEQ9AmMCtu3lqD0BXlX1XBL8PQLGnHf6arA9Aa9RDNLqDDUBehZSfVDsOQK1p3nGKjg5A38Mlx50SDkD4U+Olm8QNQMCV7NgIRA1AQKTfvg5cDUB+42vPLMkNQIHPDyOExw1AWi+GcqIdDkBUxr/PuHANQGXCL/XzZg1AJH8w8Nx7DUDA7J48LFQOQEUvo1huaQ5A11HVBFE3DkDa/pWVJmUPQKIo0CfypAxAuYjvxKwXDUAjoS3nUhwNQDeJQWDlUA1AhetRuB7FDkD6m1CIgIMNQKG5TiMtFQ9AHhuBeF1/DUBWn6ut2F8NQNo4Yi0+xQ1A9rTDX5N1DUAbEvdY+tAOQA4tsp3v5w5AfbPNjekJDkCkpfJ2hJMOQA/uztptVw1ANuohGt2BDkDcupunOqQNQK/OMSB7PQ1A6udNRSrMDUDePNUhN4MNQHdn7bYLTQ9AKld4l4v4DkDjx5i7ltAMQNFcp5GWCg1AKgDGM2ioDUDWrZ6T3ncNQNPB+j+H+Q1AzywJUFMLDkD+fcaFA+EMQDsBTYQNDw9AsFWCxeHMDUCEZAETuDUNQLPqc7UVuw5A7ginBS96DUBuF5rrNNINQKrU7IFWIA5AqvHSTWJQDEC5quy7IvgNQE7RkVz+gw1AYFlpUgp6DkAS2nIuxRUPQIAr2bERyA5ArYbEPZa+DkCI9NvXgXMQQHMuxVVlHxBA8bp+wW5YD0CG5jqNtBQPQAfTMHxETA9AB+v/HOYLDkDECOHRxpEMQIVf6udNxQxA3gIJih8jDUBOucK7XEQPQAclzLT9Kw1A48KBkCzgDUDnOo20VN4OQFRSJ6CJMA5ApDZxcr/DDEAbDeAtkGAPQJjArbt5Kg9ArJDyk2rfDUAWTWcng+MNQJ5eKcsQRw1Ab4EExY+xDUDtuyL43woOQH7ja88syQ1A09nJ4Ch5DkCtad5xis4OQMvW+iKhLQ5AjzaOWItPDkCkwthCkEMOQPWc9L7xdQ1AQmDl0CIbDUAhAg6hSg0NQBN+qZ83lQ1ANs07TtGRDkCsVi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" var render_items = [{\"docid\":\"1be95473-1647-4968-81f8-fa2a041517d5\",\"root_ids\":[\"1478\"],\"roots\":{\"1478\":\"46670717-7a63-4d7a-a6b9-a85e09cd633f\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
" if (root.Bokeh !== undefined) {\n",
" embed_document(root);\n",
" } else {\n",
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (root.Bokeh !== undefined) {\n",
" clearInterval(timer);\n",
" embed_document(root);\n",
" } else {\n",
" attempts++;\n",
" if (attempts > 100) {\n",
" clearInterval(timer);\n",
" console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
" }\n",
" }\n",
" }, 10, root)\n",
" }\n",
"})(window);"
],
"application/vnd.bokehjs_exec.v0+json": ""
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
"id": "1478"
}
},
"output_type": "display_data"
}
],
"source": [
"bokeh.io.show(\n",
" bebi103.viz.corner(\n",
" samples,\n",
" parameters=[(\"phi\", \"ϕ\"), (\"gamma_\", \"γ\"), (\"sigma\", \"σ\")],\n",
" plot_ecdf=True,\n",
" )\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The ECDFs of the samples depicted in the corner plot enable quick reference to the marginalized credible intervals.\n",
"\n",
"We now have a complete picture of the posterior, computed directly from our samples. We will eschew plotting regression lines because this is not a preferred method of visualization and defer that to when we do **posterior predictive checks**."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"bebi103.stan.clean_cmdstan()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Computing environment"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python implementation: CPython\n",
"Python version : 3.9.7\n",
"IPython version : 7.29.0\n",
"\n",
"numpy : 1.20.3\n",
"pandas : 1.3.5\n",
"cmdstanpy : 1.0.0\n",
"arviz : 0.11.4\n",
"bokeh : 2.3.3\n",
"iqplot : 0.2.4\n",
"holoviews : 1.14.6\n",
"bebi103 : 0.1.10\n",
"jupyterlab: 3.2.1\n",
"\n",
"cmdstan : 2.28.2\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -v -p numpy,pandas,cmdstanpy,arviz,bokeh,iqplot,holoviews,bebi103,jupyterlab\n",
"print(\"cmdstan :\", bebi103.stan.cmdstan_version())"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}