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],
"text/plain": [
":Scatter [Droplet Diameter (um)] (Spindle Length (um))"
]
},
"execution_count": 3,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "1003"
}
},
"output_type": "execute_result"
}
],
"source": [
"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": [
"## Visualization with ArviZ\n",
"\n",
"[ArviZ](https://arviz-devs.github.io/arviz/index.html) has lots of handy visualization of MCMC results, and it is a very promising package to use to quickly get plots. It currently still has some drawbacks. First, some plots are not rendered properly with Bokeh. This problem will likely be fixed very soon with future releases. Second, some of the aesthetic choices in the plots would not be my first choice. There are other specific drawbacks to the ArviZ visualizations that I will point out as we go along.\n",
"\n",
"For each of the visualizations below, I show how to construct the visualization using ArviZ, but also using the bebi103 package."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The model and samples\n",
"\n",
"We will briefly repeat the sampling of the model as we did in [a previous lesson](../11/regression_with_stan.ipynb). As a reminder, the model is \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}\n",
"\n",
"We used the following Stan code to implement this model.\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"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's obtain some samples so we can start to look at visualizations. "
]
},
{
"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"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dd01f590d8bb4c6aa51509c871313f27",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"chain 1 | | 00:00 Status"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3d883b0067fc4fe6822dca772dcaa71a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"chain 2 | | 00:00 Status"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4aed02bf5d2d466390bbe1b934e64a68",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"chain 3 | | 00:00 Status"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dca4feed764541bb9f3690ad12b18028",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"chain 4 | | 00:00 Status"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" "
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:cmdstanpy:CmdStan done processing.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"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(posterior=samples)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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- arviz_version :
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- inference_library :
- cmdstanpy
- inference_library_version :
- 1.0.0
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<xarray.Dataset>\n",
"Dimensions: (chain: 4, draw: 1000)\n",
"Coordinates:\n",
" * chain (chain) int64 0 1 2 3\n",
" * draw (draw) int64 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999\n",
"Data variables:\n",
" lp (chain, draw) float64 -1.224e+03 -1.224e+03 ... -1.221e+03\n",
" accept_stat (chain, draw) float64 0.9681 0.9316 0.7394 ... 0.843 0.7769\n",
" stepsize (chain, draw) float64 0.4268 0.4268 0.4268 ... 0.3972 0.3972\n",
" treedepth (chain, draw) int64 3 3 4 2 3 1 3 2 2 3 ... 4 3 3 2 4 2 3 3 3 2\n",
" n_leapfrog (chain, draw) int64 7 7 15 3 7 1 7 5 7 ... 11 7 7 15 3 7 7 7 7\n",
" diverging (chain, draw) bool False False False ... False False False\n",
" energy (chain, draw) float64 1.229e+03 1.227e+03 ... 1.225e+03\n",
"Attributes:\n",
" created_at: 2022-01-26T17:57:31.467302\n",
" arviz_version: 0.11.4\n",
" inference_library: cmdstanpy\n",
" inference_library_version: 1.0.0
lp
(chain, draw)
float64
-1.224e+03 ... -1.221e+03
array([[-1224.01, -1223.54, -1222.94, ..., -1225.04, -1223.37, -1220.89],\n",
" [-1221.9 , -1222.73, -1222.11, ..., -1220.75, -1220.86, -1220.86],\n",
" [-1221.23, -1221.4 , -1223.11, ..., -1220.69, -1220.75, -1222.55],\n",
" [-1223.06, -1222.98, -1223.16, ..., -1220.99, -1221.82, -1221.4 ]])
accept_stat
(chain, draw)
float64
0.9681 0.9316 ... 0.843 0.7769
array([[0.968132, 0.931646, 0.739429, ..., 0.955433, 0.996946, 0.995599],\n",
" [0.990999, 0.985984, 1. , ..., 0.968832, 0.977852, 0.601503],\n",
" [0.993392, 0.888413, 0.712847, ..., 0.982011, 0.99834 , 0.835473],\n",
" [0.912357, 0.733236, 0.995575, ..., 0.977736, 0.843034, 0.776882]])
stepsize
(chain, draw)
float64
0.4268 0.4268 ... 0.3972 0.3972
array([[0.4268 , 0.4268 , 0.4268 , ..., 0.4268 , 0.4268 , 0.4268 ],\n",
" [0.368139, 0.368139, 0.368139, ..., 0.368139, 0.368139, 0.368139],\n",
" [0.398095, 0.398095, 0.398095, ..., 0.398095, 0.398095, 0.398095],\n",
" [0.397194, 0.397194, 0.397194, ..., 0.397194, 0.397194, 0.397194]])
treedepth
(chain, draw)
int64
3 3 4 2 3 1 3 2 ... 3 2 4 2 3 3 3 2
array([[3, 3, 4, ..., 3, 3, 4],\n",
" [3, 4, 2, ..., 2, 3, 2],\n",
" [2, 4, 2, ..., 2, 3, 2],\n",
" [3, 3, 3, ..., 3, 3, 2]])
n_leapfrog
(chain, draw)
int64
7 7 15 3 7 1 7 5 ... 7 15 3 7 7 7 7
array([[ 7, 7, 15, ..., 7, 15, 15],\n",
" [11, 15, 3, ..., 7, 7, 3],\n",
" [ 7, 15, 3, ..., 7, 7, 7],\n",
" [ 7, 15, 7, ..., 7, 7, 7]])
diverging
(chain, draw)
bool
False False False ... False False
array([[False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False],\n",
" [False, False, False, ..., False, False, False]])
energy
(chain, draw)
float64
1.229e+03 1.227e+03 ... 1.225e+03
array([[1228.69, 1226.82, 1226.54, ..., 1225.84, 1228.11, 1223.93],\n",
" [1224.07, 1224.13, 1222.79, ..., 1224.14, 1221.27, 1224.75],\n",
" [1223.97, 1223.82, 1223.71, ..., 1223.14, 1221.11, 1223.04],\n",
" [1223.91, 1227.15, 1223.29, ..., 1222.16, 1222.44, 1224.75]])
- created_at :
- 2022-01-26T17:57:31.467302
- arviz_version :
- 0.11.4
- inference_library :
- cmdstanpy
- inference_library_version :
- 1.0.0
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"text/plain": [
"Inference data with groups:\n",
"\t> posterior\n",
"\t> sample_stats"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"samples"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Examining traces\n",
"\n",
"The first type of visualization we will explore is useful for diagnosing potential problems with the sampler."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Trace plots\n",
"\n",
"**Trace plots** are a common way of visualizing the trajectory a sampler takes through parameter space. We plot the value of the parameter versus step number. You can make these plots using `bebi103.viz.trace_plot()`. By default, the traces are colored according to chain number. In our sampling we just did, we used Stan's default of four chains."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Trace plots with ArviZ\n",
"\n",
"To make plots with ArviZ, the basic syntax is `az.plot_***(samples, backend='bokeh')`, where `***` is the kind of plot you want. The `backend=\"bokeh\"` kwarg indicates that you want the plot rendered with Bokeh. Let's make a trace plot."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"phi\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"sigma\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"sigma\":{\"__ndarray__\":\"YoTwaOMIDkA1Bwjm6DEPQDIge737Iw9AVFInoIkwDkDyzTY3pqcOQHqlLEMc6w1A4uR+h6LADUDwbfqzH2kOQOQUHcnl/w1A6Ugu/yE9DkAQ6bevA+cNQPz7jAsHwg5AWfrQBfVtDkBTXFX2XZEOQGyyRj1EYw5A4UBIFjABDkCatn9lpckMQKc/+5Ei8g1AP8bctYR8DUB2cRsN4O0NQDGUE+0qJA9AijxJumYyDUDd71AU6BMOQEsC1NSydQ5AO420VN6ODUAOT6+UZcgPQGfV52ordg5Akx0bgXgdDUAmcOtunqoMQCoAxjNo6AxAp+hILv+hDUAeG4F4Xb8NQOiHEcKjTQ1A0ZFc/kO6DUBCsoAJ3PoNQHYyOEpeHQ5AFjWYhuFjDkApXI/C9egNQGH9n8N8eQ5AG0esxaeADUBUjPM3oRANQOZXc4BgTg5ATS1b64sEDkA1QdR9AJIOQH0iT5KuWQ5Ac9cS8kFPD0CkU1c+yzMPQHqNXaJ6qw5AkwA1tWwtD0ATJ/c7FMUOQJzhBnx+2A5A7+GS407pDEClaybfbPMNQEnXTL7ZJg1AKbNBJhl5DUCBsilXeJcOQM7Cnnb46w5ATIkkehnFDkBhGoaPiKkOQKxzDMherw5A/N6mP/tRDkCUpGsm3+wNQF+YTBWMygxAryXkg54NDkCrBIvDmd8NQDyDhv4J7g1AGJXUCWiiDkDZWl8ktKUNQHTS+8bXHg9AeSPzyB8MDUCxv+yePGwNQJ1LcVXZtw1AGcVyS6vhDUCS6GUUy20NQPsioS3nEg1A26fjMQNVDUANGvonuFgNQI3ROqqa4AxAAtnr3R9vDkCloNtLGuMOQIeiQJ/Ikw5ArWnecYrODkBXJvxSP68OQOIGfH4YoQ5ABP9byY4ND0DymIHK+LcOQO49XHLcSRBA7bYLzXXaDUAczvxqDtANQI4j1uJTwA1AHsTOFDqvDUA8iJ0pdF4OQL9lTpfFhA1AV+wvuydPDUBf7/54r5oMQKzijcwj/wxAiQyreCNzDkCDL0ymCsYNQLUV+8vuyQ5Aj9/b9Ge/DkDA54cRwmMOQKpla32REA9AEEBqEyc3DUCWsgxxrIsMQA9FgT6RZwxA8SkAxjMIEEAQQGoTJ3cPQItPATCeQQ5AvrwA++hUDUAb2CrB4jAOQJ30vvG1pw5Atf0rK03KDUBK7xtfe2YPQPCiryDNWA5A1GAaho+IDkDHYwYq498OQEPiHksfug5Ae/fHe9VKDkCrJoi6DwAOQATnjCjtjQ5AYHZPHhZqDUBWfa62Yv8OQBY1mIbhIw1AahMn9ztUDUDrrYGtEiwOQOutga0SLA5A4zYawFugDkBos+pztZUOQEc4LXjR1w5AFsH/VrJjDUAsDmd+NYcNQIl7LH3oAg5AWhKgppYtDkD+8V61MuENQJG4x9KHrg5AjnVxGw3gDkA6kst/SD8NQAzqW+Z0WQ9A9MMI4dHGDkBtyhXe5aINQLcLzXUaaQ1ARGlv8IUJDUDpJjEIrJwMQJIFTODW3QxA6/8c5suLDkBaKm9HOK0PQJCIKZFE7w9A2ZQrvMvFDkCgFRiyulUOQHzysFBrmg5AMSWS6GXUDkBxAz4/jNANQBlz1xLyAQ5AIAw89x4uDUAao3VUNUENQNIYraOqSQ5AhjjWxW20DUBuUWaDTPINQO317o/3Kg5Am6xRD9HoDkCvsUtUb40MQG0csRafgg1ArcCQ1a1eDkDcLjTXaSQOQDOny2Ji8w5AqWqCqPuADkAep+hILr8OQI0LB0KyQA1ABDkoYaZtDUCFd7mI7wQPQJCg+DHmbg9AYtaLoZyoDkBjf9k9eRgPQACuZMdGYA5AmYHK+PcZDkAU0ETY8DQOQGUZ4lgX9wxAoDL+fcaFDkBvu9BcpxEOQPzepj/7EQ5AjNZR1QRRDkANw0fElIgOQNi2KLNBpg5AshGI1/ULD0BJhbGFIEcPQB+6oL5lDg1AnFCIgEMoDkBpdAexMwUOQB1aZDvfDw9AecxAZfw7DkAT1VsDW+UOQA8LtaZ5Bw5AT5KumXwzDkC2vkhoyzkOQNWytb5IaA1AURToE3kSD0BvgQTFj7EOQP59xoUD4Q5AXTP5ZpvbDkCkqgmi7oMNQO+P96qVyQxA/vFetTIBEEC0WfW52soOQLHEA8qmHA9ALudSXFW2DkC5x9KHLqgNQJynOuRmuA1A/z7jwoGQDUDxY8xdS8gNQEq1T8djBg5AatlaXyT0D0Aychb2tIMNQPnaM0sC1A5AT0ATYcOTDUB5QNmUKzwOQFPovMYuEQ9AqrcGtkqwDkBsW5TZIJMNQDihEAGHkA1AJVgczvzqDUDd6jnpfQMQQN9sc2N6Ag5AJ71vfO3ZDkC5/If021cNQKzFpwAYzw1AVcGopE4ADkBLsDic+dUMQED7kSIyLA1Acr9DUaBPDkDZPXlYqLUOQD9XW7G/bA5AYoTwaOPIDUBRTrSrkDIOQA+5GW7AZw5AfnTqymc5DkDZQpCDEqYNQB75g4HnHg1A3LqbpzqkDkAP0egOYmcNQBqjdVQ1wQxAA0NWt3qODEDrrYGtEuwPQHbgnBGlvQ9AJ6CJsOFpDUDxaOOItTgNQLTIdr6f2g5AK9mxEYhXDkDZ690f75UOQM2SADW1rA1Af03WqIdoDkBOtKuQ8hMOQDbNO07R0Q1AJ6Wg20vaDUCgMv59xoUOQCIa3UHszA1AhV/q500lEEDJWdjTDh8QQBkEVg4tEhBAnBa86CvID0C94xQdyeUPQAqd19glqg5A48eYu5bQDUBuizIbZBIPQEgbR6zFZw5A3h/vVSuTDUBaEqCmlq0NQN5UpMLYwg1AcXK/Q1HgDUDzdoTTgtcNQIe/JmvUww1A6Gor9pedDUA26iEa3YEOQC7iOzHrRQ9AMo/8wcCzDUBCeLRxxNoOQFG9NbBVAg5Apdqn4zGDDUBybagY5y8NQC/APjp1JQ1A2IFzRpS2DUBF2PD0StkNQP/sR4rIcA1AMj1hiQfUDkCGIAclzHQOQOw00lJ5ew5Ap5GWytsRDkA57pQO1j8OQBzO/GoOUA5ATHFV2XdFDUBtxf6ye/IOQEUqjC0EOQ5AtMh2vp8aDkCrPldbsf8NQNj1C3bDtg1AMdP2r6x0D0ALJCh+jHkPQMJR8uocAw9Asp3vp8bLDkC4O2u3XWgNQJusUQ/RqA9AR3L5D+n3DkDyBwPPvQcPQPYjRWRYhQ5AI0p7gy+MDUDpQxfUt8wNQI1donprIA9A8piByvg3D0AlQE0tW2sPQEc9RKM7SA1AOgZkr3f/DUA/bypSYWwOQL0d4bTgxQ5Agez17o83DUDBbti2KDMNQESjO4idKQ5ARKM7iJ0pDkBH5pE/GPgNQPCFyVTBqA1AYRqGj4ipDkDxKQDGMygOQFj/5zBfng5A7dgIxOt6DkCyLm6jAfwOQI0LB0KyQA9A499nXDhQDkDVsrW+SCgNQOTaUDHO3w9AMnctIR/0D0CTNeohGt0PQLubpzrk5g9Aaw4QzNGjDEAN/RNcrKgMQPBt+rMfqQxAQ+IeSx/6DkBaL4Zyol0PQPIHA8+9hw9A7YFWYMiqDkDM0eP3Nj0PQApLPKBsCg9ASphp+1fWDkCgMv59xgUOQKVJKej2Eg5ASgwCK4cWDUBQGf8+4wINQDAqqRPQhAxAklz+Q/qtDEAz+WabG5MMQKnBNAwf0Q5Abmk1JO5xDkA2zTtO0dENQHhF8L+V7AxAzeSbbW6MDkCKWS+GcmINQGU2yCQjJw1A8WPMXUtIDkD3deCcESUOQLt+wW7Ydg9A7DTSUnl7DkAlkuhlFEsOQJy/CYUIOA5ANh/XhopxDkDY0w5/TdYPQFUTRN0HoA9ApBmLprMTD0AeigJ9Ig8PQD9SRIZVfA5A7ncoCvRJDUCfq63YX7YOQGh5HtydtQ1ABWnGoulsDkDB4nDmVzMOQMHicOZXMw5AXb9gN2wbD0D2XRH8byUOQAywj05d+Q1AveMUHcllDkB7ZkmAmpoOQHqqQ26GWw5AqrcGtkowDkBHVRNE3ccOQOi8xi5RvQ5APQ/uztptDUAMHxFTIokNQEsC1NSy9Q1An5PeN762DkBwQiECDqEPQKa4quy7og9Ayhr1EI1uDUAj2/l+ajwOQNO84xQdiQ1AZhTLLa0GDkADlfHvMy4OQBR5knTNpAxAQZqxaDr7DEA57pQO1j8OQBXGFoIc1A5A+GuyRj0ED0AmqrcGtgoPQCxIMxZNpw5AdjdPdcjNDUCaQuc1dokNQPLNNjemJw5AcOtunurQDUDVsrW+SOgNQFMFo5I6AQ5AFvvL7snDDkCs/3OYLy8NQGXCL/XzJg9Av9TPm4rUDED52jNLApQPQI1iuaXVkAxApriq7LviDEBClZo90AoPQJBmLJrOjg9AxXJLqyFxD0CqZWt9kRAOQHcQO1PofA1AJxQi4BBqDUCwPbMkQI0OQEc9RKM7CA5A4Nv0Zz8SDkAwZHWr56QNQL+CNGPRtAxA+FPjpZsEDUCWlSaloJsNQPbuj/eqVQ5ActwpHaw/DkDGv8+4cGAOQCmuKvuuSA5A2CrB4nDmDUAEIVnABO4MQOkOYmcKHQ1A5Pc2/dnPDEDdQexMobMMQLMkQE0tWw1AaD9SRIYVDUBpOjsZHOUOQN481SE3ww1AdY4B2esdDkC6SQwCK8cNQAtGJXUCmg5AgA7z5QUYDkCeDI6SV2cNQGzsEtVbww1A2v6VlSalDkDdXtIYrSMOQHOdRloqrw5AKsb5m1AID0AVdHtJYzQPQIaPiCmRBA9AfqmfNxUpDkB1sP7PYf4OQOcYkL3e/QxA8gwa+if4DEBCJhk5C/sMQJJc/kP67Q5AtvP91HipDEAQejarPlcPQJfFxObjmg1A3Esao3WUDUBTeTvCaUENQH4dOGdE6QxAQni0ccQaD0Cd9L7xtScOQL6HS447JQ5ADDz3Hi65DkBYObTIdn4OQPtXVpqUAg5AFsH/VrJjDkByv0NRoE8NQIQSZtr+VQ9AfPKwUGvaDkAWhzO/msMNQAsMWd3qeQ1Akx0bgXidDUDVeOkmMcgNQCtqMA3DRw1ARfC/leyYDUBWfa62Yv8OQH3ogvqWuQxAX5hMFYyKDEBnYU87/DUOQFsIclDCTA1AT6+UZYijDUBBfcucLssOQKDDfHkBtg1At5xLcVUZD0DulA7W/3kOQL0Yyol21Q1AX7Uy4Ze6DUAlXTP5ZhsOQHuIRncQ+w1A+BkXDoQkDkDxRuaRPxgOQFQdcjPcQA5AXfksz4N7DEArGJXUCegMQAt72uGviQ1AgbIpV3hXDkDLhF/q5w0OQLRZ9bnaig1AniRdM/mmDECp9ul4zIAMQINMMnIWtg5AfjUHCOZoDkByM9yAz08NQJpC5zV2yQ1ApU5AE2EDDUB4l4v4TowMQMKjjSPW4g5AXI/C9ShcDkDymIHK+DcOQJqxaDo7WQ5AZyeDo+QVDkCHUKVmD/QNQF97ZkmAmgxAh1ClZg+0D0CdY0D2encMQFFrmnec4g1AsTOFzmusDUCHp1fKMoQNQDSFzmvsEg5A/wQXK2rwDkDxS/28qYgPQL0Yyol2FQ1AhuY6jbTUDUDSNZNvtrkOQMQI4dHG0Q5AKLhYUYOpDECLNzKP/EEPQNMTlnhAGQ9Arg0V4/yNDUDCTNu/spIOQAjJAiZwKw5AKe0NvjAZDkAmHlA25UoNQCTW4lMADA5AeLRxxFo8DkBzhXe5iK8OQCECDqFKDQ5AZfz7jAtHDkBy4UBIFvANQLD+z2G+PA5Aieqtga2SDUDnqQ65Ge4OQKTk1TkGZA5AKld4l4v4DUCUh4Va0zwOQC0JUFPLVg1AIF7XL9jNDkB7a2CrBAsOQBYYsrrVcw1Aq7LviuA/DUBYVpqUgq4NQC7FVWXf1Q1AL4Zyol2FDEBIUPwYc5cMQLHEA8qm3AxAsBu2LcrsDEDUfQBSm7gMQCy3tBoS9w1AHvmDgefeDUA9fm/Tnz0OQKN1VDVBFA5A+MJkqmCUDUBubkxPWCIOQOscA7LXOw5Ao68gzVh0DkDy0k1iEFgOQLddaK7TyA5A+KV+3lQkDkD1udqK/eUMQALZ690f7wxAttYXCW05DUBkdavnpDcOQPUQje4gdg1AGVbxRuZRDkD+t5IdGwEOQOIeSx+6oA5Az72HS467DkBPQBNhw1MPQFVNEHUfQA9AvvbMkgB1DUBLqyFxjyUNQBCv6xfshg1AKzV7oBUYDkDNdRppqTwNQE60q5DyEw1Asacd/posDkBKDAIrh1YNQKOSOgFNhA1AYLAbti3KDkBuhhvw+eENQODzwwjh0Q1Au7iNBvAWDkC1VN6OcNoNQCFZwARu3Q5A1xcJbTnXDkAZVvFG5pEOQBsS91j6kA5AdcjNcAO+DEBwmdNlMTEMQO/hkuNOKQxAM/lmmxuTDUA9Sbpm8o0NQBbe5SK+0w1AIbByaJHtDUAvwD46dSUOQDNt/8pKEw5AZ5sb0xOWDkBangd3Z+0NQHfzVIfcjA5A6ZrJN9scD0D6RJ4kXfMOQKdc4V0uog5ARrHc0mpID0B0B7EzhY4MQLlTOlj/ZwxAr3yW58EdDUCx4emVsgwNQHAlOzYCcQ5ATHFV2XcFD0C0ccRafMoMQA3gLZCguA5AtKuQ8pNqDkB9kdCWc6kNQITwaOOINQ5ANdJSeTtCD0CduvJZnocOQDQRNjy9kgxACqLuA5DaDEA/UkSGVXwMQLh1N091yA1Agy9MpgrGDkDGbTSAt4AOQFw9J71vPA9AMGR1q+ekDUD8AKQ2cXINQASQ2sTJvQ1Ay9sRTgueDkDrxVBOtOsOQI1donproA5A3eo56X1jDUD6CtKMRVMOQAVp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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"phi\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"sigma\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]}},\"selected\":{\"id\":\"1710\"},\"selection_policy\":{\"id\":\"1709\"}},\"id\":\"1413\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.35,\"line_color\":\"#1f77b4\",\"line_width\":1.0714285714285714,\"x\":{\"field\":\"draw\"},\"y\":{\"field\":\"log10_phi\"}},\"id\":\"1415\",\"type\":\"Line\"},{\"attributes\":{\"children\":[[{\"id\":\"1125\"},0,0],[{\"id\":\"1161\"},0,1],[{\"id\":\"1197\"},1,0],[{\"id\":\"1233\"},1,1],[{\"id\":\"1268\"},2,0],[{\"id\":\"1304\"},2,1],[{\"id\":\"1339\"},3,0],[{\"id\":\"1375\"},3,1]]},\"id\":\"1822\",\"type\":\"GridBox\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":1.0714285714285714,\"x\":{\"field\":\"draw\"},\"y\":{\"field\":\"log10_phi\"}},\"id\":\"1416\",\"type\":\"Line\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_dash\":{\"value\":\"solid\"},\"radius\":{\"value\":0.3},\"x\":{\"field\":\"draw\"},\"y\":{\"field\":\"log10_phi\"}},\"id\":\"1421\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1410\"}},\"id\":\"1418\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1410\"},\"glyph\":{\"id\":\"1415\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1416\"},\"view\":{\"id\":\"1418\"}},\"id\":\"1417\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_colo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" var render_items = [{\"docid\":\"67a27bd6-d1d1-4b9d-87c8-b468a3bc7c7d\",\"root_ids\":[\"1825\"],\"roots\":{\"1825\":\"a42fd614-41de-4d5d-8d7b-ed305dd101f2\"}}];\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": "1825"
}
},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(samples, backend=\"bokeh\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"ArviZ generates two plots for each variable. The plots to the right show the **trace** of the sampler. In this plot, the x-axis is the iteration number of the steps of the walker and the y-axis is the values of the parameter for that step.\n",
"\n",
"ArviZ also plots a picture of the marginalized posterior distribution for each trace to the left. The issue I have these plots because they use [kernel density estimation](https://en.wikipedia.org/wiki/Kernel_density_estimation) for the posterior plot. KDE involves selecting a bandwidth, which leaves an adjustable parameter. I prefer simply to plot the ECDFs of the samples to visualize the marginal distributions, as I [show below](#Plots-of-marginalized-distributions)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Trace plots with bebi103\n",
"\n",
"To make trace plots with the bebi103 module, you can do the following."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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"source": [
"#### Interpetation of trace plots\n",
"\n",
"These trace plots look pretty good; the sampler is bounding around a central value. Trace plots are very commonly used, which is why I present them here, but are not particularly useful. This is not just my opinion. [Here](https://youtu.be/E8vdXoJId8M?t=669) is what Dan Simpson has to say about trace plots."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Parallel coordinate plots\n",
"\n",
"As Dan Simpson pointed out in his talk I linked to above, plots that visualize diagnostics effectively are better. We will talk more about diagnostics of MCMC in later lessons, but for now, I will display one of the diagnostic plots Dan showed in his talk. Here, we put the parameter names on the x-axis, and we plot the values of the parameters on the y-axis. Each line in the plot represents a single sample of the set of parameters."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Parallel coordinate plots with ArviZ"
]
},
{
"cell_type": "code",
"execution_count": 8,
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" var render_items = [{\"docid\":\"ba8f4fdf-918d-41eb-9b16-1bbe1f706138\",\"root_ids\":[\"3358\"],\"roots\":{\"3358\":\"06ce8d99-02bf-45fa-ad42-737f8223e8b1\"}}];\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": "3358"
}
},
"output_type": "display_data"
}
],
"source": [
"az.plot_parallel(samples, backend=\"bokeh\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To make sure we compare things of the same magnitude so we can better see the details of how the parameters vary with respect to each other, we scale the samples by the minimum and maximum values."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n",
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"(function(root) {\n",
" function embed_document(root) {\n",
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31\"}},\"id\":\"3626\",\"type\":\"LassoSelectTool\"},{\"attributes\":{},\"id\":\"3627\",\"type\":\"UndoTool\"},{\"attributes\":{},\"id\":\"3650\",\"type\":\"Title\"},{\"attributes\":{\"toolbar\":{\"id\":\"3663\"},\"toolbar_location\":\"above\"},\"id\":\"3664\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"3643\",\"type\":\"MultiLine\"},{\"attributes\":{},\"id\":\"3655\",\"type\":\"AllLabels\"},{\"attributes\":{\"bounds\":\"auto\",\"min_interval\":5},\"id\":\"3649\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3656\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_alpha\":{\"value\":0.05},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"3642\",\"type\":\"MultiLine\"}],\"root_ids\":[\"3665\"]},\"title\":\"Bokeh 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" var render_items = [{\"docid\":\"9b79548a-9980-4a10-a7c3-93c881c74d0c\",\"root_ids\":[\"3665\"],\"roots\":{\"3665\":\"8dad0214-9a86-4444-a82d-3d59913b22cd\"}}];\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": "3665"
}
},
"output_type": "display_data"
}
],
"source": [
"az.plot_parallel(\n",
" samples, var_names=[\"phi\", \"gamma_\", \"sigma\"], backend=\"bokeh\", norm_method=\"minmax\"\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Parallel coordinate plots with bebi103"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"(function(root) {\n",
" function embed_document(root) {\n",
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"bokeh.io.show(\n",
" bebi103.viz.parcoord(\n",
" samples,\n",
" transformation=\"minmax\",\n",
" parameters=[\"phi\", \"gamma_\", \"sigma\"],\n",
" )\n",
")"
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"#### Intepretation of parallel coordinate plots\n",
"\n",
"Normally, samples with problems are plotted in another color to help diagnose the problems. In this particular set of samples, there were no problems, so everything looks fine.\n",
"\n",
"Interestingly, the \"neck\" between `phi` and `gamma_` is indicative of anticorrelation. When φ is high, γ is low, and vice-versa."
]
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"## Plots of marginalized distributions\n",
"\n",
"While we cannot in general plot a multidimensional distribution, we can plot marginalized distributions, either of one parameter or of two."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting marginalized distributions of one parameter\n",
"\n",
"There are three main options for plotting marginalized distributions of a single parameter.\n",
"\n",
"1. A kernel density estimate of the marginalized posterior.\n",
"2. A histogram of the marginalized posterior.\n",
"3. An ECDF of the samples out of the posterior for a particular parameter. This approximates the CDF of the marginalized distribution.\n",
"\n",
"I prefer (3), though (2) is a good option as well. For continuous parameters, ArviZ offers only a KDE plot."
]
},
{
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"metadata": {},
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"### Plotting marginalized distributions with ArviZ\n",
"\n",
"We already saw that ArviZ can give these plots along with trace plots. We can also directly plot them using the `az.plot_density()`. When using this function, the distributions are truncated at the bound of the **highest probability density region**, or **HPD**. If we're considering a 95% credible interval, the HPD interval is the shortest interval that contains 95% of the probability of the posterior. By default, `az.plot_density()` truncates the plot of the KDE of the PDF for a 94% HPD."
]
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[512]}},\"selected\":{\"id\":\"4482\"},\"selection_policy\":{\"id\":\"4481\"}},\"id\":\"4370\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"4244\",\"type\":\"PanTool\"},{\"attributes\":{\"source\":{\"id\":\"4370\"}},\"id\":\"4374\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"4511\",\"type\":\"AllLabels\"},{\"attributes\":{\"active_multi\":null,\"tools\":[{\"id\":\"4351\"},{\"id\":\"4352\"},{\"id\":\"4353\"},{\"id\":\"4354\"},{\"id\":\"4355\"},{\"id\":\"4356\"},{\"id\":\"4357\"},{\"id\":\"4358\"}]},\"id\":\"4361\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4382\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"4375\"},\"glyph\":{\"id\":\"4376\"},\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"4378\"},\"nonselection_glyph\":{\"id\":\"4377\"},\"view\":{\"id\":\"4380\"}},\"id\":\"4379\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4396\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"4481\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"size\":{\"value\":6.0},\"x\":{\"value\":1.582600475},\"y\":{\"value\":0}},\"id\":\"4388\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"4477\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4372\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4400\",\"type\":\"Line\"},{\"attributes\":{\"axis\":{\"id\":\"4343\"},\"ticker\":null},\"id\":\"4346\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"4513\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4378\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4383\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"4387\"}},\"id\":\"4391\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{},\"selected\":{\"id\":\"4488\"},\"selection_policy\":{\"id\":\"4487\"}},\"id\":\"4387\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"overlay\":{\"id\":\"4360\"}},\"id\":\"4355\",\"type\":\"LassoSelectTool\"},{\"attributes\":{},\"id\":\"4269\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":\"log10_phi\",\"text_font_size\":\"13pt\"},\"id\":\"4392\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"4375\"}},\"id\":\"4380\",\"type\":\"CDSView\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4448\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"4387\"},\"glyph\":{\"id\":\"4388\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"4389\"},\"view\":{\"id\":\"4391\"}},\"id\":\"4390\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"4324\"}},\"id\":\"4319\",\"type\":\"LassoSelectTool\"},{\"attributes\":{},\"id\":\"4475\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"4315\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"4356\",\"type\":\"UndoTool\"},{\"attributes\":{},\"id\":\"4312\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"4320\",\"type\":\"UndoTool\"},{\"attributes\":{},\"id\":\"4357\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"4316\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"4321\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"4359\"}},\"id\":\"4353\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"4318\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"4354\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"4335\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data\":{\"x\":[37.510371386718745,37.510371386718745],\"y\":[-0.0024483733763407977,0.24483733763407978]},\"selected\":{\"id\":\"4538\"},\"selection_policy\":{\"id\":\"4537\"}},\"id\":\"4447\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"4351\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"line_width\":1.5,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4384\",\"type\":\"Line\"},{\"attributes\":{\"overlay\":{\"id\":\"4323\"}},\"id\":\"4317\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"4352\",\"type\":\"PanTool\"},{\"attributes\":{\"axis\":{\"id\":\"4347\"},\"dimension\":1,\"ticker\":null},\"id\":\"4350\",\"type\":\"Grid\"},{\"attributes\":{\"axis\":{\"id\":\"4311\"},\"dimension\":1,\"ticker\":null},\"id\":\"4314\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"4534\"},\"major_label_policy\":{\"id\":\"4532\"},\"ticker\":{\"id\":\"4344\"}},\"id\":\"4343\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"4348\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"4227\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data_source\":{\"id\":\"4447\"},\"glyph\":{\"id\":\"4448\"},\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"4450\"},\"nonselection_glyph\":{\"id\":\"4449\"},\"view\":{\"id\":\"4452\"}},\"id\":\"4451\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"4337\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"4549\"]},\"title\":\"Bokeh 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" var render_items = [{\"docid\":\"b7eb5f40-d8f1-46cb-b47d-42f03cb3c35a\",\"root_ids\":[\"4549\"],\"roots\":{\"4549\":\"a6dcb9e3-61d6-4c35-a1d3-4f7eff6a32ac\"}}];\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": ""
},
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"source": [
"az.plot_density(\n",
" samples, backend=\"bokeh\", backend_kwargs=dict(frame_width=200, frame_height=150)\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plotting marginalized distributions with iqplot\n",
"\n",
"To get samples out of the marginalized posterior for a single parameter, we simply ignore the values of the parameters that are not the one of interest. We can then use `iqplot` to make plots of histograms or ECDFs.\n",
"\n",
"To do so, we need to convert the posterior samples to a tidy data frame."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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" log10_phi gamma_ sigma phi chain__ draw__ diverging__\n",
"0 1.58150 0.862005 4.04816 38.1501 0 0 False\n",
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]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Convert to data frame\n",
"df_mcmc = bebi103.stan.arviz_to_dataframe(samples)\n",
"\n",
"# Take a look\n",
"df_mcmc.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we can use `iqplot` to make histograms."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
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"})(window);"
],
"application/vnd.bokehjs_exec.v0+json": ""
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
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}
},
"output_type": "display_data"
}
],
"source": [
"hists = [\n",
" iqplot.histogram(\n",
" df_mcmc, q=param, density=True, rug=False, frame_height=150\n",
" )\n",
" for param in [\"phi\", \"gamma_\", \"sigma\"]\n",
"]\n",
"\n",
"bokeh.io.show(bokeh.layouts.gridplot(hists, ncols=1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A better option, in my opinion, is to make ECDFs of the samples."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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upoT+YbhKDwMqhP5huEoPAyqE/7FG4HoXroT/sUbgeheuhPz81XrpJDKI/PzVeukkMoj+TGARWDi2iP5MYBFYOLaI/5/up8dJNoj/n+6nx0k2iPzvfT42XbqI/O99PjZduoj+PwvUoXI+iP4/C9Shcj6I/46WbxCCwoj/jpZvEILCiPzeJQWDl0KI/N4lBYOXQoj+LbOf7qfGiP4ts5/up8aI/30+Nl24Soz/fT42XbhKjPzMzMzMzM6M/MzMzMzMzoz+HFtnO91OjP4cW2c73U6M/2/l+arx0oz/b+X5qvHSjPy/dJAaBlaM/L90kBoGVoz+DwMqhRbajP4PAyqFFtqM/16NwPQrXoz/Xo3A9CtejPyuHFtnO96M/K4cW2c73oz9/arx0kxikP39qvHSTGKQ/001iEFg5pD/TTWIQWDmkPycxCKwcWqQ/JzEIrBxapD97FK5H4XqkP3sUrkfheqQ/z/dT46WbpD/P91PjpZukPyPb+X5qvKQ/I9v5fmq8pD93vp8aL92kP3e+nxov3aQ/y6FFtvP9pD/LoUW28/2kPx+F61G4HqU/H4XrUbgepT9zaJHtfD+lP3Noke18P6U/x0s3iUFgpT/HSzeJQWClPxsv3SQGgaU/Gy/dJAaBpT9vEoPAyqGlP28Sg8DKoaU/w/UoXI/CpT/D9Shcj8KlPxfZzvdT46U/F9nO91PjpT9qvHSTGASmP2q8dJMYBKY/vp8aL90kpj++nxov3SSmPxKDwMqhRaY/EoPAyqFFpj9mZmZmZmamP2ZmZmZmZqY/ukkMAiuHpj+6SQwCK4emPw4tsp3vp6Y/Di2yne+npj9iEFg5tMimP2IQWDm0yKY/tvP91Hjppj+28/3UeOmmPwrXo3A9Cqc/CtejcD0Kpz9eukkMAiunP166SQwCK6c/sp3vp8ZLpz+yne+nxkunPwaBlUOLbKc/BoGVQ4tspz9aZDvfT42nP1pkO99Pjac/rkfhehSupz+uR+F6FK6nPwIrhxbZzqc/AiuHFtnOpz9WDi2yne+nP1YOLbKd76c/qvHSTWIQqD+q8dJNYhCoP/7UeOkmMag//tR46SYxqD9SuB6F61GoP1K4HoXrUag/ppvEILByqD+mm8QgsHKoP/p+arx0k6g/+n5qvHSTqD9OYhBYObSoP05iEFg5tKg/okW28/3UqD+iRbbz/dSoP/YoXI/C9ag/9ihcj8L1qD9KDAIrhxapP0oMAiuHFqk/nu+nxks3qT+e76fGSzepP/LSTWIQWKk/8tJNYhBYqT9GtvP91HipP0a28/3UeKk/mpmZmZmZqT+amZmZmZmpP+58PzVeuqk/7nw/NV66qT9CYOXQItupP0Jg5dAi26k/lkOLbOf7qT+WQ4ts5/upP+kmMQisHKo/6SYxCKwcqj89CtejcD2qPz0K16NwPao/ke18PzVeqj+R7Xw/NV6qP+XQItv5fqo/5dAi2/l+qj85tMh2vp+qPzm0yHa+n6o/jZduEoPAqj+Nl24Sg8CqP+F6FK5H4ao/4XoUrkfhqj81XrpJDAKrPzVeukkMAqs/iUFg5dAiqz+JQWDl0CKrP90kBoGVQ6s/3SQGgZVDqz8xCKwcWmSrPzEIrBxaZKs/hetRuB6Fqz+F61G4HoWrP9nO91Pjpas/2c73U+Olqz8tsp3vp8arPy2yne+nxqs/gZVDi2znqz+BlUOLbOerP9V46SYxCKw/1XjpJjEIrD8pXI/C9SisPylcj8L1KKw/fT81XrpJrD99PzVeukmsP9Ei2/l+aqw/0SLb+X5qrD8lBoGVQ4usPyUGgZVDi6w/eekmMQisrD956SYxCKysP83MzMzMzKw/zczMzMzMrD8hsHJoke2sPyGwcmiR7aw/dZMYBFYOrT91kxgEVg6tP8l2vp8aL60/yXa+nxovrT8dWmQ730+tPx1aZDvfT60/cT0K16NwrT9xPQrXo3CtP8UgsHJoka0/xSCwcmiRrT8ZBFYOLbKtPxkEVg4tsq0/bef7qfHSrT9t5/up8dKtP8HKoUW2860/wcqhRbbzrT8UrkfhehSuPxSuR+F6FK4/aJHtfD81rj9oke18PzWuP7x0kxgEVq4/vHSTGARWrj8QWDm0yHauPxBYObTIdq4/ZDvfT42Xrj9kO99PjZeuP7gehetRuK4/uB6F61G4rj8MAiuHFtmuPwwCK4cW2a4/YOXQItv5rj9g5dAi2/muP7TIdr6fGq8/tMh2vp8arz8IrBxaZDuvPwisHFpkO68/XI/C9Shcrz9cj8L1KFyvP7ByaJHtfK8/sHJoke18rz8EVg4tsp2vPwRWDi2yna8/WDm0yHa+rz9YObTIdr6vP6wcWmQ7368/rBxaZDvfrz8AAAAAAACwPwAAAAAAALA/qvHSTWIQsD+q8dJNYhCwP1TjpZvEILA/VOOlm8QgsD/+1HjpJjGwP/7UeOkmMbA/qMZLN4lBsD+oxks3iUGwP1K4HoXrUbA/UrgehetRsD/8qfHSTWKwP/yp8dJNYrA/ppvEILBysD+mm8QgsHKwP1CNl24Sg7A/UI2XbhKDsD/6fmq8dJOwP/p+arx0k7A/pHA9CtejsD+kcD0K16OwP05iEFg5tLA/TmIQWDm0sD/4U+Olm8SwP/hT46WbxLA/okW28/3UsD+iRbbz/dSwP0w3iUFg5bA/TDeJQWDlsD/2KFyPwvWwP/YoXI/C9bA/oBov3SQGsT+gGi/dJAaxP0oMAiuHFrE/SgwCK4cWsT/0/dR46SaxP/T91HjpJrE/nu+nxks3sT+e76fGSzexP0jhehSuR7E/SOF6FK5HsT/y0k1iEFixP/LSTWIQWLE/nMQgsHJosT+cxCCwcmixP0a28/3UeLE/Rrbz/dR4sT/wp8ZLN4mxP/Cnxks3ibE/mpmZmZmZsT+amZmZmZmxP0SLbOf7qbE/RIts5/upsT/ufD81XrqxP+58PzVeurE/mG4Sg8DKsT+YbhKDwMqxP0Jg5dAi27E/QmDl0CLbsT/sUbgeheuxP+xRuB6F67E/lkOLbOf7sT+WQ4ts5/uxPz81XrpJDLI/PzVeukkMsj/pJjEIrByyP+kmMQisHLI/kxgEVg4tsj+TGARWDi2yPz0K16NwPbI/PQrXo3A9sj/n+6nx0k2yP+f7qfHSTbI/ke18PzVesj+R7Xw/NV6yPzvfT42XbrI/O99PjZdusj/l0CLb+X6yP+XQItv5frI/j8L1KFyPsj+PwvUoXI+yPzm0yHa+n7I/ObTIdr6fsj/jpZvEILCyP+Olm8QgsLI/jZduEoPAsj+Nl24Sg8CyPzeJQWDl0LI/N4lBYOXQsj/hehSuR+GyP+F6FK5H4bI/i2zn+6nxsj+LbOf7qfGyPzVeukkMArM/NV66SQwCsz/fT42XbhKzP99PjZduErM/iUFg5dAisz+JQWDl0CKzPzMzMzMzM7M/MzMzMzMzsz/dJAaBlUOzP90kBoGVQ7M/hxbZzvdTsz+HFtnO91OzPzEIrBxaZLM/MQisHFpksz/b+X5qvHSzP9v5fmq8dLM/hetRuB6Fsz+F61G4HoWzPy/dJAaBlbM/L90kBoGVsz/ZzvdT46WzP9nO91PjpbM/g8DKoUW2sz+DwMqhRbazPy2yne+nxrM/LbKd76fGsz/Xo3A9CtezP9ejcD0K17M/gZVDi2znsz+BlUOLbOezPyuHFtnO97M/K4cW2c73sz/VeOkmMQi0P9V46SYxCLQ/f2q8dJMYtD9/arx0kxi0Pylcj8L1KLQ/KVyPwvUotD/TTWIQWDm0P9NNYhBYObQ/fT81XrpJtD99PzVeukm0PycxCKwcWrQ/JzEIrBxatD/RItv5fmq0P9Ei2/l+arQ/exSuR+F6tD97FK5H4Xq0PyUGgZVDi7Q/JQaBlUOLtD/P91PjpZu0P8/3U+Olm7Q/eekmMQistD956SYxCKy0PyPb+X5qvLQ/I9v5fmq8tD/NzMzMzMy0P83MzMzMzLQ/d76fGi/dtD93vp8aL920PyGwcmiR7bQ/IbByaJHttD/LoUW28/20P8uhRbbz/bQ/dZMYBFYOtT91kxgEVg61Px+F61G4HrU/H4XrUbgetT/Jdr6fGi+1P8l2vp8aL7U/c2iR7Xw/tT9zaJHtfD+1Px1aZDvfT7U/HVpkO99PtT/HSzeJQWC1P8dLN4lBYLU/cT0K16NwtT9xPQrXo3C1Pxsv3SQGgbU/Gy/dJAaBtT/FILByaJG1P8UgsHJokbU/bxKDwMqhtT9vEoPAyqG1PxkEVg4tsrU/GQRWDi2ytT/D9Shcj8K1P8P1KFyPwrU/bef7qfHStT9t5/up8dK1PxfZzvdT47U/F9nO91PjtT/ByqFFtvO1P8HKoUW287U/arx0kxgEtj9qvHSTGAS2PxSuR+F6FLY/FK5H4XoUtj++nxov3SS2P76fGi/dJLY/aJHtfD81tj9oke18PzW2PxKDwMqhRbY/EoPAyqFFtj+8dJMYBFa2P7x0kxgEVrY/ZmZmZmZmtj9mZmZmZma2PxBYObTIdrY/EFg5tMh2tj+6SQwCK4e2P7pJDAIrh7Y/ZDvfT42Xtj9kO99PjZe2Pw4tsp3vp7Y/Di2yne+ntj+4HoXrUbi2P7gehetRuLY/YhBYObTItj9iEFg5tMi2PwwCK4cW2bY/DAIrhxbZtj+28/3UeOm2P7bz/dR46bY/YOXQItv5tj9g5dAi2/m2PwrXo3A9Crc/CtejcD0Ktz+0yHa+nxq3P7TIdr6fGrc/XrpJDAIrtz9eukkMAiu3PwisHFpkO7c/CKwcWmQ7tz+yne+nxku3P7Kd76fGS7c/XI/C9Shctz9cj8L1KFy3PwaBlUOLbLc/BoGVQ4tstz+wcmiR7Xy3P7ByaJHtfLc/WmQ730+Ntz9aZDvfT423PwRWDi2ynbc/BFYOLbKdtz+uR+F6FK63P65H4XoUrrc/WDm0yHa+tz9YObTIdr63PwIrhxbZzrc/AiuHFtnOtz+sHFpkO9+3P6wcWmQ737c/Vg4tsp3vtz9WDi2yne+3PwAAAAAAALg/AAAAAAAAuD+q8dJNYhC4P6rx0k1iELg/VOOlm8QguD9U46WbxCC4P/7UeOkmMbg//tR46SYxuD+oxks3iUG4P6jGSzeJQbg/UrgehetRuD9SuB6F61G4P/yp8dJNYrg//Knx0k1iuD+mm8QgsHK4P6abxCCwcrg/UI2XbhKDuD9QjZduEoO4P/p+arx0k7g/+n5qvHSTuD+kcD0K16O4P6RwPQrXo7g/TmIQWDm0uD9OYhBYObS4P/hT46WbxLg/+FPjpZvEuD+iRbbz/dS4P6JFtvP91Lg/TDeJQWDluD9MN4lBYOW4P/YoXI/C9bg/9ihcj8L1uD+gGi/dJAa5P6AaL90kBrk/SgwCK4cWuT9KDAIrhxa5P/T91HjpJrk/9P3UeOkmuT+e76fGSze5P57vp8ZLN7k/SOF6FK5HuT9I4XoUrke5P/LSTWIQWLk/8tJNYhBYuT+cxCCwcmi5P5zEILByaLk/Rrbz/dR4uT9GtvP91Hi5P/Cnxks3ibk/8KfGSzeJuT+amZmZmZm5P5qZmZmZmbk/RIts5/upuT9Ei2zn+6m5P+58PzVeurk/7nw/NV66uT+YbhKDwMq5P5huEoPAyrk/QmDl0CLbuT9CYOXQItu5P+xRuB6F67k/7FG4HoXruT+WQ4ts5/u5P5ZDi2zn+7k/PzVeukkMuj8/NV66SQy6P+kmMQisHLo/6SYxCKwcuj+TGARWDi26P5MYBFYOLbo/PQrXo3A9uj89CtejcD26P+f7qfHSTbo/5/up8dJNuj+R7Xw/NV66P5HtfD81Xro/O99PjZduuj8730+Nl266P+XQItv5fro/5dAi2/l+uj+PwvUoXI+6P4/C9Shcj7o/ObTIdr6fuj85tMh2vp+6P+Olm8QgsLo/46WbxCCwuj+Nl24Sg8C6P42XbhKDwLo/N4lBYOXQuj83iUFg5dC6P+F6FK5H4bo/4XoUrkfhuj+LbOf7qfG6P4ts5/up8bo/NV66SQwCuz81XrpJDAK7P99PjZduErs/30+Nl24Suz+JQWDl0CK7P4lBYOXQIrs/MzMzMzMzuz8zMzMzMzO7P90kBoGVQ7s/3SQGgZVDuz+HFtnO91O7P4cW2c73U7s/MQisHFpkuz8xCKwcWmS7P9v5fmq8dLs/2/l+arx0uz+F61G4HoW7P4XrUbgehbs/L90kBoGVuz8v3SQGgZW7P9nO91Pjpbs/2c73U+Oluz+DwMqhRba7P4PAyqFFtrs/LbKd76fGuz8tsp3vp8a7P9ejcD0K17s/16NwPQrXuz+BlUOLbOe7P4GVQ4ts57s/K4cW2c73uz8rhxbZzve7P9V46SYxCLw/1XjpJjEIvD9/arx0kxi8P39qvHSTGLw/KVyPwvUovD8pXI/C9Si8P9NNYhBYObw/001iEFg5vD99PzVeukm8P30/NV66Sbw/JzEIrBxavD8nMQisHFq8P9Ei2/l+arw/0SLb+X5qvD97FK5H4Xq8P3sUrkfherw/JQaBlUOLvD8lBoGVQ4u8P8/3U+Olm7w/z/dT46WbvD956SYxCKy8P3npJjEIrLw/I9v5fmq8vD8j2/l+ary8P83MzMzMzLw/zczMzMzMvD93vp8aL928P3e+nxov3bw/IbByaJHtvD8hsHJoke28P8uhRbbz/bw/y6FFtvP9vD91kxgEVg69P3WTGARWDr0/H4XrUbgevT8fhetRuB69P8l2vp8aL70/yXa+nxovvT9zaJHtfD+9P3Noke18P70/HVpkO99PvT8dWmQ730+9P8dLN4lBYL0/x0s3iUFgvT9xPQrXo3C9P3E9CtejcL0/Gy/dJAaBvT8bL90kBoG9P8UgsHJokb0/xSCwcmiRvT9vEoPAyqG9P28Sg8DKob0/GQRWDi2yvT8ZBFYOLbK9P8P1KFyPwr0/w/UoXI/CvT9t5/up8dK9P23n+6nx0r0/F9nO91PjvT8X2c73U+O9P8HKoUW2870/wcqhRbbzvT9qvHSTGAS+P2q8dJMYBL4/FK5H4XoUvj8UrkfhehS+P76fGi/dJL4/vp8aL90kvj9oke18PzW+P2iR7Xw/Nb4/EoPAyqFFvj8Sg8DKoUW+P7x0kxgEVr4/vHSTGARWvj9mZmZmZma+P2ZmZmZmZr4/EFg5tMh2vj8QWDm0yHa+P7pJDAIrh74/ukkMAiuHvj9kO99PjZe+P2Q730+Nl74/Di2yne+nvj8OLbKd76e+P7gehetRuL4/uB6F61G4vj9iEFg5tMi+P2IQWDm0yL4/DAIrhxbZvj8MAiuHFtm+P7bz/dR46b4/tvP91Hjpvj9g5dAi2/m+P2Dl0CLb+b4/CtejcD0Kvz8K16NwPQq/P7TIdr6fGr8/tMh2vp8avz9eukkMAiu/P166SQwCK78/CKwcWmQ7vz8IrBxaZDu/P7Kd76fGS78/sp3vp8ZLvz9cj8L1KFy/P1yPwvUoXL8/BoGVQ4tsvz8GgZVDi2y/P7ByaJHtfL8/sHJoke18vz9aZDvfT42/P1pkO99Pjb8/BFYOLbKdvz8EVg4tsp2/P65H4XoUrr8/rkfhehSuvz9YObTIdr6/P1g5tMh2vr8/AiuHFtnOvz8CK4cW2c6/P6wcWmQ7378/rBxaZDvfvz9WDi2yne+/P1YOLbKd778/AAAAAAAAwD8AAAAAAADAP9V46SYxCMA/1XjpJjEIwD+q8dJNYhDAP6rx0k1iEMA/f2q8dJMYwD9/arx0kxjAP1TjpZvEIMA/VOOlm8QgwD8pXI/C9SjAPylcj8L1KMA//tR46SYxwD/+1HjpJjHAP9NNYhBYOcA/001iEFg5wD+oxks3iUHAP6jGSzeJQcA/fT81XrpJwD99PzVeuknAP1K4HoXrUcA/UrgehetRwD8nMQisHFrAPycxCKwcWsA//Knx0k1iwD/8qfHSTWLAP9Ei2/l+asA/0SLb+X5qwD+mm8QgsHLAP6abxCCwcsA/exSuR+F6wD97FK5H4XrAP1CNl24Sg8A/UI2XbhKDwD8lBoGVQ4vAPyUGgZVDi8A/+n5qvHSTwD/6fmq8dJPAP8/3U+Olm8A/z/dT46WbwD+kcD0K16PAP6RwPQrXo8A/eekmMQiswD956SYxCKzAP05iEFg5tMA/TmIQWDm0wD8j2/l+arzAPyPb+X5qvMA/+FPjpZvEwD/4U+Olm8TAP83MzMzMzMA/zczMzMzMwD+iRbbz/dTAP6JFtvP91MA/d76fGi/dwD93vp8aL93AP0w3iUFg5cA/TDeJQWDlwD8hsHJoke3APyGwcmiR7cA/9ihcj8L1wD/2KFyPwvXAP8uhRbbz/cA/y6FFtvP9wD+gGi/dJAbBP6AaL90kBsE/dZMYBFYOwT91kxgEVg7BP0oMAiuHFsE/SgwCK4cWwT8fhetRuB7BPx+F61G4HsE/9P3UeOkmwT/0/dR46SbBP8l2vp8aL8E/yXa+nxovwT+e76fGSzfBP57vp8ZLN8E/c2iR7Xw/wT9zaJHtfD/BP0jhehSuR8E/SOF6FK5HwT8dWmQ730/BPx1aZDvfT8E/8tJNYhBYwT/y0k1iEFjBP8dLN4lBYME/x0s3iUFgwT+cxCCwcmjBP5zEILByaME/cT0K16NwwT9xPQrXo3DBP0a28/3UeME/Rrbz/dR4wT8bL90kBoHBPxsv3SQGgcE/8KfGSzeJwT/wp8ZLN4nBP8UgsHJokcE/xSCwcmiRwT+amZmZmZnBP5qZmZmZmcE/bxKDwMqhwT9vEoPAyqHBP0SLbOf7qcE/RIts5/upwT8ZBFYOLbLBPxkEVg4tssE/7nw/NV66wT/ufD81XrrBP8P1KFyPwsE/w/UoXI/CwT+YbhKDwMrBP5huEoPAysE/bef7qfHSwT9t5/up8dLBP0Jg5dAi28E/QmDl0CLbwT8X2c73U+PBPxfZzvdT48E/7FG4HoXrwT/sUbgehevBP8HKoUW288E/wcqhRbbzwT+WQ4ts5/vBP5ZDi2zn+8E/arx0kxgEwj9qvHSTGATCPz81XrpJDMI/PzVeukkMwj8UrkfhehTCPxSuR+F6FMI/6SYxCKwcwj/pJjEIrBzCP76fGi/dJMI/vp8aL90kwj+TGARWDi3CP5MYBFYOLcI/aJHtfD81wj9oke18PzXCPz0K16NwPcI/PQrXo3A9wj8Sg8DKoUXCPxKDwMqhRcI/5/up8dJNwj/n+6nx0k3CP7x0kxgEVsI/vHSTGARWwj+R7Xw/NV7CP5HtfD81XsI/ZmZmZmZmwj9mZmZmZmbCPzvfT42XbsI/O99PjZduwj8QWDm0yHbCPxBYObTIdsI/5dAi2/l+wj/l0CLb+X7CP7pJDAIrh8I/ukkMAiuHwj+PwvUoXI/CP4/C9Shcj8I/ZDvfT42Xwj9kO99PjZfCPzm0yHa+n8I/ObTIdr6fwj8OLbKd76fCPw4tsp3vp8I/46WbxCCwwj/jpZvEILDCP7gehetRuMI/uB6F61G4wj+Nl24Sg8DCP42XbhKDwMI/YhBYObTIwj9iEFg5tMjCPzeJQWDl0MI/N4lBYOXQwj8MAiuHFtnCPwwCK4cW2cI/4XoUrkfhwj/hehSuR+HCP7bz/dR46cI/tvP91Hjpwj+LbOf7qfHCP4ts5/up8cI/YOXQItv5wj9g5dAi2/nCPzVeukkMAsM/NV66SQwCwz8K16NwPQrDPwrXo3A9CsM/30+Nl24Swz/fT42XbhLDP7TIdr6fGsM/tMh2vp8awz+JQWDl0CLDP4lBYOXQIsM/XrpJDAIrwz9eukkMAivDPzMzMzMzM8M/MzMzMzMzwz8IrBxaZDvDPwisHFpkO8M/3SQGgZVDwz/dJAaBlUPDP7Kd76fGS8M/sp3vp8ZLwz+HFtnO91PDP4cW2c73U8M/XI/C9Shcwz9cj8L1KFzDPzEIrBxaZMM/MQisHFpkwz8GgZVDi2zDPwaBlUOLbMM/2/l+arx0wz/b+X5qvHTDP7ByaJHtfMM/sHJoke18wz+F61G4HoXDP4XrUbgehcM/WmQ730+Nwz9aZDvfT43DPy/dJAaBlcM/L90kBoGVwz8EVg4tsp3DPwRWDi2yncM/2c73U+Olwz/ZzvdT46XDP65H4XoUrsM/rkfhehSuwz+DwMqhRbbDP4PAyqFFtsM/WDm0yHa+wz9YObTIdr7DPy2yne+nxsM/LbKd76fGwz8CK4cW2c7DPwIrhxbZzsM/16NwPQrXwz/Xo3A9CtfDP6wcWmQ738M/rBxaZDvfwz+BlUOLbOfDP4GVQ4ts58M/Vg4tsp3vwz9WDi2yne/DPyuHFtnO98M/K4cW2c73wz8AAAAAAADEPwAAAAAAAMQ/1XjpJjEIxD/VeOkmMQjEP6rx0k1iEMQ/qvHSTWIQxD9/arx0kxjEP39qvHSTGMQ/VOOlm8QgxD9U46WbxCDEPylcj8L1KMQ/KVyPwvUoxD/+1HjpJjHEP/7UeOkmMcQ/001iEFg5xD/TTWIQWDnEP6jGSzeJQcQ/qMZLN4lBxD99PzVeuknEP30/NV66ScQ/UrgehetRxD9SuB6F61HEPycxCKwcWsQ/JzEIrBxaxD/8qfHSTWLEP/yp8dJNYsQ/0SLb+X5qxD/RItv5fmrEP6abxCCwcsQ/ppvEILByxD97FK5H4XrEP3sUrkfhesQ/UI2XbhKDxD9QjZduEoPEPyUGgZVDi8Q/JQaBlUOLxD/6fmq8dJPEP/p+arx0k8Q/z/dT46WbxD/P91PjpZvEP6RwPQrXo8Q/pHA9CtejxD956SYxCKzEP3npJjEIrMQ/TmIQWDm0xD9OYhBYObTEPyPb+X5qvMQ/I9v5fmq8xD/4U+Olm8TEP/hT46WbxMQ/zczMzMzMxD/NzMzMzMzEP6JFtvP91MQ/okW28/3UxD93vp8aL93EP3e+nxov3cQ/TDeJQWDlxD9MN4lBYOXEPyGwcmiR7cQ/IbByaJHtxD/2KFyPwvXEP/YoXI/C9cQ/y6FFtvP9xD/LoUW28/3EP6AaL90kBsU/oBov3SQGxT91kxgEVg7FP3WTGARWDsU/SgwCK4cWxT9KDAIrhxbFPx+F61G4HsU/H4XrUbgexT/0/dR46SbFP/T91HjpJsU/yXa+nxovxT/Jdr6fGi/FP57vp8ZLN8U/nu+nxks3xT9zaJHtfD/FP3Noke18P8U/SOF6FK5HxT9I4XoUrkfFPx1aZDvfT8U/HVpkO99PxT/y0k1iEFjFP/LSTWIQWMU/x0s3iUFgxT/HSzeJQWDFP5zEILByaMU/nMQgsHJoxT9xPQrXo3DFP3E9CtejcMU/Rrbz/dR4xT9GtvP91HjFPxsv3SQGgcU/Gy/dJAaBxT/wp8ZLN4nFP/Cnxks3icU/xSCwcmiRxT/FILByaJHFP5qZmZmZmcU/mpmZmZmZxT9vEoPAyqHFP28Sg8DKocU/RIts5/upxT9Ei2zn+6nFPxkEVg4tssU/GQRWDi2yxT/ufD81XrrFP+58PzVeusU/w/UoXI/CxT/D9Shcj8LFP5huEoPAysU/mG4Sg8DKxT9t5/up8dLFP23n+6nx0sU/QmDl0CLbxT9CYOXQItvFPxfZzvdT48U/F9nO91PjxT/sUbgehevFP+xRuB6F68U/wcqhRbbzxT/ByqFFtvPFP5ZDi2zn+8U/lkOLbOf7xT9qvHSTGATGP2q8dJMYBMY/PzVeukkMxj8/NV66SQzGPxSuR+F6FMY/FK5H4XoUxj/pJjEIrBzGP+kmMQisHMY/vp8aL90kxj++nxov3STGP5MYBFYOLcY/kxgEVg4txj9oke18PzXGP2iR7Xw/NcY/PQrXo3A9xj89CtejcD3GPxKDwMqhRcY/EoPAyqFFxj/n+6nx0k3GP+f7qfHSTcY/vHSTGARWxj+8dJMYBFbGP5HtfD81XsY/ke18PzVexj9mZmZmZmbGP2ZmZmZmZsY/O99PjZduxj8730+Nl27GPxBYObTIdsY/EFg5tMh2xj/l0CLb+X7GP+XQItv5fsY/ukkMAiuHxj+6SQwCK4fGP4/C9Shcj8Y/j8L1KFyPxj9kO99PjZfGP2Q730+Nl8Y/ObTIdr6fxj85tMh2vp/GPw4tsp3vp8Y/Di2yne+nxj/jpZvEILDGP+Olm8QgsMY/uB6F61G4xj+4HoXrUbjGP42XbhKDwMY/jZduEoPAxj9iEFg5tMjGP2IQWDm0yMY/N4lBYOXQxj83iUFg5dDGPwwCK4cW2cY/DAIrhxbZxj/hehSuR+HGP+F6FK5H4cY/tvP91Hjpxj+28/3UeOnGP4ts5/up8cY/i2zn+6nxxj9g5dAi2/nGP2Dl0CLb+cY/NV66SQwCxz81XrpJDALHPwrXo3A9Csc/CtejcD0Kxz/fT42XbhLHP99PjZduEsc/tMh2vp8axz+0yHa+nxrHP4lBYOXQIsc/iUFg5dAixz9eukkMAivHP166SQwCK8c/MzMzMzMzxz8zMzMzMzPHPwisHFpkO8c/CKwcWmQ7xz/dJAaBlUPHP90kBoGVQ8c/sp3vp8ZLxz+yne+nxkvHP4cW2c73U8c/hxbZzvdTxz9cj8L1KFzHP1yPwvUoXMc/MQisHFpkxz8xCKwcWmTHPwaBlUOLbMc/BoGVQ4tsxz/b+X5qvHTHP9v5fmq8dMc/sHJoke18xz+wcmiR7XzHP4XrUbgehcc/hetRuB6Fxz9aZDvfT43HP1pkO99Pjcc/L90kBoGVxz8v3SQGgZXHPwRWDi2yncc/BFYOLbKdxz/ZzvdT46XHP9nO91Pjpcc/rkfhehSuxz+uR+F6FK7HP4PAyqFFtsc/g8DKoUW2xz9YObTIdr7HP1g5tMh2vsc/LbKd76fGxz8tsp3vp8bHPwIrhxbZzsc/AiuHFtnOxz/Xo3A9CtfHP9ejcD0K18c/rBxaZDvfxz+sHFpkO9/HP4GVQ4ts58c/gZVDi2znxz9WDi2yne/HP1YOLbKd78c/K4cW2c73xz8rhxbZzvfHPwAAAAAAAMg/AAAAAAAAyD/VeOkmMQjIP9V46SYxCMg/qvHSTWIQyD+q8dJNYhDIP39qvHSTGMg/f2q8dJMYyD9U46WbxCDIP1TjpZvEIMg/KVyPwvUoyD8pXI/C9SjIP/7UeOkmMcg//tR46SYxyD/TTWIQWDnIP9NNYhBYOcg/qMZLN4lByD+oxks3iUHIP30/NV66Scg/fT81XrpJyD9SuB6F61HIP1K4HoXrUcg/JzEIrBxayD8nMQisHFrIP/yp8dJNYsg//Knx0k1iyD/RItv5fmrIP9Ei2/l+asg/ppvEILByyD+mm8QgsHLIP3sUrkfhesg/exSuR+F6yD9QjZduEoPIP1CNl24Sg8g/JQaBlUOLyD8lBoGVQ4vIP/p+arx0k8g/+n5qvHSTyD/P91PjpZvIP8/3U+Olm8g/pHA9CtejyD+kcD0K16PIP3npJjEIrMg/eekmMQisyD9OYhBYObTIP05iEFg5tMg/I9v5fmq8yD8j2/l+arzIP/hT46WbxMg/+FPjpZvEyD/NzMzMzMzIP83MzMzMzMg/okW28/3UyD+iRbbz/dTIP3e+nxov3cg/d76fGi/dyD9MN4lBYOXIP0w3iUFg5cg/IbByaJHtyD8hsHJoke3IP/YoXI/C9cg/9ihcj8L1yD/LoUW28/3IP8uhRbbz/cg/oBov3SQGyT+gGi/dJAbJP3WTGARWDsk/dZMYBFYOyT9KDAIrhxbJP0oMAiuHFsk/H4XrUbgeyT8fhetRuB7JP/T91HjpJsk/9P3UeOkmyT/Jdr6fGi/JP8l2vp8aL8k/nu+nxks3yT+e76fGSzfJP3Noke18P8k/c2iR7Xw/yT9I4XoUrkfJP0jhehSuR8k/HVpkO99PyT8dWmQ730/JP/LSTWIQWMk/8tJNYhBYyT/HSzeJQWDJP8dLN4lBYMk/nMQgsHJoyT+cxCCwcmjJP3E9CtejcMk/cT0K16NwyT9GtvP91HjJP0a28/3UeMk/Gy/dJAaByT8bL90kBoHJP/Cnxks3ick/8KfGSzeJyT/FILByaJHJP8UgsHJokck/mpmZmZmZyT+amZmZmZnJP28Sg8DKock/bxKDwMqhyT9Ei2zn+6nJP0SLbOf7qck/GQRWDi2yyT8ZBFYOLbLJP+58PzVeusk/7nw/NV66yT/D9Shcj8LJP8P1KFyPwsk/mG4Sg8DKyT+YbhKDwMrJP23n+6nx0sk/bef7qfHSyT9CYOXQItvJP0Jg5dAi28k/F9nO91PjyT8X2c73U+PJP+xRuB6F68k/7FG4HoXryT/ByqFFtvPJP8HKoUW288k/lkOLbOf7yT+WQ4ts5/vJP2q8dJMYBMo/arx0kxgEyj8/NV66SQzKPz81XrpJDMo/FK5H4XoUyj8UrkfhehTKP+kmMQisHMo/6SYxCKwcyj++nxov3STKP76fGi/dJMo/kxgEVg4tyj+TGARWDi3KP2iR7Xw/Nco/aJHtfD81yj89CtejcD3KPz0K16NwPco/EoPAyqFFyj8Sg8DKoUXKP+f7qfHSTco/5/up8dJNyj+8dJMYBFbKP7x0kxgEVso/ke18PzVeyj+R7Xw/NV7KP2ZmZmZmZso/ZmZmZmZmyj8730+Nl27KPzvfT42Xbso/EFg5tMh2yj8QWDm0yHbKP+XQItv5fso/5dAi2/l+yj+6SQwCK4fKP7pJDAIrh8o/j8L1KFyPyj+PwvUoXI/KP2Q730+Nl8o/ZDvfT42Xyj85tMh2vp/KPzm0yHa+n8o/Di2yne+nyj8OLbKd76fKP+Olm8QgsMo/46WbxCCwyj+4HoXrUbjKP7gehetRuMo/jZduEoPAyj+Nl24Sg8DKP2IQWDm0yMo/YhBYObTIyj83iUFg5dDKPzeJQWDl0Mo/DAIrhxbZyj8MAiuHFtnKP+F6FK5H4co/4XoUrkfhyj+28/3UeOnKP7bz/dR46co/i2zn+6nxyj+LbOf7qfHKP2Dl0CLb+co/YOXQItv5yj81XrpJDALLPzVeukkMAss/CtejcD0Kyz8K16NwPQrLP99PjZduEss/30+Nl24Syz+0yHa+nxrLP7TIdr6fGss/iUFg5dAiyz+JQWDl0CLLP166SQwCK8s/XrpJDAIryz8zMzMzMzPLPzMzMzMzM8s/CKwcWmQ7yz8IrBxaZDvLP90kBoGVQ8s/3SQGgZVDyz+yne+nxkvLP7Kd76fGS8s/hxbZzvdTyz+HFtnO91PLP1yPwvUoXMs/XI/C9Shcyz8xCKwcWmTLPzEIrBxaZMs/BoGVQ4tsyz8GgZVDi2zLP9v5fmq8dMs/2/l+arx0yz+wcmiR7XzLP7ByaJHtfMs/hetRuB6Fyz+F61G4HoXLP1pkO99Pjcs/WmQ730+Nyz8v3SQGgZXLPy/dJAaBlcs/BFYOLbKdyz8EVg4tsp3LP9nO91Pjpcs/2c73U+Olyz+uR+F6FK7LP65H4XoUrss/g8DKoUW2yz+DwMqhRbbLP1g5tMh2vss/WDm0yHa+yz8tsp3vp8bLPy2yne+nxss/AiuHFtnOyz8CK4cW2c7LP9ejcD0K18s/16NwPQrXyz+sHFpkO9/LP6wcWmQ738s/gZVDi2znyz+BlUOLbOfLP1YOLbKd78s/Vg4tsp3vyz8rhxbZzvfLPyuHFtnO98s/AAAAAAAAzD8AAAAAAADMP9V46SYxCMw/1XjpJjEIzD+q8dJNYhDMP6rx0k1iEMw/f2q8dJMYzD9/arx0kxjMP1TjpZvEIMw/VOOlm8QgzD8pXI/C9SjMPylcj8L1KMw//tR46SYxzD/+1HjpJjHMP9NNYhBYOcw/001iEFg5zD+oxks3iUHMP6jGSzeJQcw/fT81XrpJzD99PzVeuknMP1K4HoXrUcw/UrgehetRzD8nMQisHFrMPycxCKwcWsw//Knx0k1izD/8qfHSTWLMP9Ei2/l+asw/0SLb+X5qzD+mm8QgsHLMP6abxCCwcsw/exSuR+F6zD97FK5H4XrMP1CNl24Sg8w/UI2XbhKDzD8lBoGVQ4vMPyUGgZVDi8w/+n5qvHSTzD/6fmq8dJPMP8/3U+Olm8w/z/dT46WbzD+kcD0K16PMP6RwPQrXo8w/eekmMQiszD956SYxCKzMP05iEFg5tMw/TmIQWDm0zD8j2/l+arzMPyPb+X5qvMw/+FPjpZvEzD/4U+Olm8TMP83MzMzMzMw/zczMzMzMzD+iRbbz/dTMP6JFtvP91Mw/d76fGi/dzD93vp8aL93MP0w3iUFg5cw/TDeJQWDlzD8hsHJoke3MPyGwcmiR7cw/9ihcj8L1zD/2KFyPwvXMP8uhRbbz/cw/y6FFtvP9zD+gGi/dJAbNP6AaL90kBs0/dZMYBFYOzT91kxgEVg7NP0oMAiuHFs0/SgwCK4cWzT8fhetRuB7NPx+F61G4Hs0/9P3UeOkmzT/0/dR46SbNP8l2vp8aL80/yXa+nxovzT+e76fGSzfNP57vp8ZLN80/c2iR7Xw/zT9zaJHtfD/NP0jhehSuR80/SOF6FK5HzT8dWmQ730/NPx1aZDvfT80/8tJNYhBYzT/y0k1iEFjNP8dLN4lBYM0/x0s3iUFgzT+cxCCwcmjNP5zEILByaM0/cT0K16NwzT9xPQrXo3DNP0a28/3UeM0/Rrbz/dR4zT8bL90kBoHNPxsv3SQGgc0/8KfGSzeJzT/wp8ZLN4nNP8UgsHJokc0/xSCwcmiRzT+amZmZmZnNP5qZmZmZmc0/bxKDwMqhzT9vEoPAyqHNP0SLbOf7qc0/RIts5/upzT8ZBFYOLbLNPxkEVg4tss0/7nw/NV66zT/ufD81XrrNP8P1KFyPws0/w/UoXI/CzT+YbhKDwMrNP5huEoPAys0/bef7qfHSzT9t5/up8dLNP0Jg5dAi280/QmDl0CLbzT8X2c73U+PNPxfZzvdT480/7FG4HoXrzT/sUbgehevNP8HKoUW2880/wcqhRbbzzT+WQ4ts5/vNP5ZDi2zn+80/arx0kxgEzj9qvHSTGATOPz81XrpJDM4/PzVeukkMzj8UrkfhehTOPxSuR+F6FM4/6SYxCKwczj/pJjEIrBzOP76fGi/dJM4/vp8aL90kzj+TGARWDi3OP5MYBFYOLc4/aJHtfD81zj9oke18PzXOPz0K16NwPc4/PQrXo3A9zj8Sg8DKoUXOPxKDwMqhRc4/5/up8dJNzj/n+6nx0k3OP7x0kxgEVs4/vHSTGARWzj+R7Xw/NV7OP5HtfD81Xs4/ZmZmZmZmzj9mZmZmZmbOPzvfT42Xbs4/O99PjZduzj8QWDm0yHbOPxBYObTIds4/5dAi2/l+zj/l0CLb+X7OP7pJDAIrh84/ukkMAiuHzj+PwvUoXI/OP4/C9Shcj84/ZDvfT42Xzj9kO99PjZfOPzm0yHa+n84/ObTIdr6fzj8OLbKd76fOPw4tsp3vp84/46WbxCCwzj/jpZvEILDOP7gehetRuM4/uB6F61G4zj+Nl24Sg8DOP42XbhKDwM4/YhBYObTIzj9iEFg5tMjOPzeJQWDl0M4/N4lBYOXQzj8MAiuHFtnOPwwCK4cW2c4/4XoUrkfhzj/hehSuR+HOP7bz/dR46c4/tvP91Hjpzj+LbOf7qfHOP4ts5/up8c4/YOXQItv5zj9g5dAi2/nOPzVeukkMAs8/NV66SQwCzz8K16NwPQrPPwrXo3A9Cs8/30+Nl24Szz/fT42XbhLPP7TIdr6fGs8/tMh2vp8azz+JQWDl0CLPP4lBYOXQIs8/XrpJDAIrzz9eukkMAivPPzMzMzMzM88/MzMzMzMzzz8IrBxaZDvPPwisHFpkO88/3SQGgZVDzz/dJAaBlUPPP7Kd76fGS88/sp3vp8ZLzz+HFtnO91PPP4cW2c73U88/XI/C9Shczz9cj8L1KFzPPzEIrBxaZM8/MQisHFpkzz8GgZVDi2zPPwaBlUOLbM8/2/l+arx0zz/b+X5qvHTPP7ByaJHtfM8/sHJoke18zz+F61G4HoXPP4XrUbgehc8/WmQ730+Nzz9aZDvfT43PPy/dJAaBlc8/L90kBoGVzz8EVg4tsp3PPwRWDi2ync8/2c73U+Olzz/ZzvdT46XPP65H4XoUrs8/rkfhehSuzz+DwMqhRbbPP4PAyqFFts8/WDm0yHa+zz9YObTIdr7PPy2yne+nxs8/LbKd76fGzz8CK4cW2c7PPwIrhxbZzs8/16NwPQrXzz/Xo3A9CtfPP6wcWmQ7388/rBxaZDvfzz+BlUOLbOfPP4GVQ4ts588/Vg4tsp3vzz9WDi2yne/PPyuHFtnO988/K4cW2c73zz8AAAAAAADQPwAAAAAAANA/arx0kxgE0D9qvHSTGATQP9V46SYxCNA/1XjpJjEI0D8/NV66SQzQPz81XrpJDNA/qvHSTWIQ0D+q8dJNYhDQPxSuR+F6FNA/FK5H4XoU0D9/arx0kxjQP39qvHSTGNA/6SYxCKwc0D/pJjEIrBzQP1TjpZvEINA/VOOlm8Qg0D++nxov3STQP76fGi/dJNA/KVyPwvUo0D8pXI/C9SjQP5MYBFYOLdA/kxgEVg4t0D/+1HjpJjHQP/7UeOkmMdA/aJHtfD810D9oke18PzXQP9NNYhBYOdA/001iEFg50D89CtejcD3QPz0K16NwPdA/qMZLN4lB0D+oxks3iUHQPxKDwMqhRdA/EoPAyqFF0D99PzVeuknQP30/NV66SdA/5/up8dJN0D/n+6nx0k3QP1K4HoXrUdA/UrgehetR0D+8dJMYBFbQP7x0kxgEVtA/JzEIrBxa0D8nMQisHFrQP5HtfD81XtA/ke18PzVe0D/8qfHSTWLQP/yp8dJNYtA/ZmZmZmZm0D9mZmZmZmbQP9Ei2/l+atA/0SLb+X5q0D8730+Nl27QPzvfT42XbtA/ppvEILBy0D+mm8QgsHLQPxBYObTIdtA/EFg5tMh20D97FK5H4XrQP3sUrkfhetA/5dAi2/l+0D/l0CLb+X7QP1CNl24Sg9A/UI2XbhKD0D+6SQwCK4fQP7pJDAIrh9A/JQaBlUOL0D8lBoGVQ4vQP4/C9Shcj9A/j8L1KFyP0D/6fmq8dJPQP/p+arx0k9A/ZDvfT42X0D9kO99PjZfQP8/3U+Olm9A/z/dT46Wb0D85tMh2vp/QPzm0yHa+n9A/pHA9Ctej0D+kcD0K16PQPw4tsp3vp9A/Di2yne+n0D956SYxCKzQP3npJjEIrNA/46WbxCCw0D/jpZvEILDQP05iEFg5tNA/TmIQWDm00D+4HoXrUbjQP7gehetRuNA/I9v5fmq80D8j2/l+arzQP42XbhKDwNA/jZduEoPA0D/4U+Olm8TQP/hT46WbxNA/YhBYObTI0D9iEFg5tMjQP83MzMzMzNA/zczMzMzM0D83iUFg5dDQPzeJQWDl0NA/okW28/3U0D+iRbbz/dTQPwwCK4cW2dA/DAIrhxbZ0D93vp8aL93QP3e+nxov3dA/4XoUrkfh0D/hehSuR+HQP0w3iUFg5dA/TDeJQWDl0D+28/3UeOnQP7bz/dR46dA/IbByaJHt0D8hsHJoke3QP4ts5/up8dA/i2zn+6nx0D/2KFyPwvXQP/YoXI/C9dA/YOXQItv50D9g5dAi2/nQP8uhRbbz/dA/y6FFtvP90D81XrpJDALRPzVeukkMAtE/oBov3SQG0T+gGi/dJAbRPwrXo3A9CtE/CtejcD0K0T91kxgEVg7RP3WTGARWDtE/30+Nl24S0T/fT42XbhLRP0oMAiuHFtE/SgwCK4cW0T+0yHa+nxrRP7TIdr6fGtE/H4XrUbge0T8fhetRuB7RP4lBYOXQItE/iUFg5dAi0T/0/dR46SbRP/T91HjpJtE/XrpJDAIr0T9eukkMAivRP8l2vp8aL9E/yXa+nxov0T8zMzMzMzPRPzMzMzMzM9E/nu+nxk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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[8000]},\"y\":{\"__ndarray__\":\"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"source": [
"ecdfs = [\n",
" iqplot.ecdf(\n",
" df_mcmc, q=param, style=\"staircase\", frame_height=150\n",
" )\n",
" for param in [\"phi\", \"gamma_\", \"sigma\"]\n",
"]\n",
"\n",
"bokeh.io.show(bokeh.layouts.gridplot(ecdfs, ncols=1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Marginal posteriors of two parameters and corner plots\n",
"\n",
"\n",
"We can also plot the two-dimensional distribution (of most interest here are the parameters $\\phi$ and $\\gamma$). The simplest way to plot these is simple to plot each point, possibly with some transparency."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"\n",
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"text/plain": [
":Points [phi,gamma_] (log10_phi,sigma,chain__,draw__,diverging__)"
]
},
"execution_count": 15,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "6635"
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],
"source": [
"hv.Points(df_mcmc, kdims=[(\"phi\", \"ϕ [µm]\"), (\"gamma_\", \"γ\")],).opts(\n",
" alpha=0.1,\n",
" size=2,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Pair plots with ArviZ\n",
"\n",
"We might like to do this for all pairs of plots. ArviZ enables this to be done conveniently."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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"\n",
" }\n",
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" embed_document(root);\n",
" } else {\n",
" var attempts = 0;\n",
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"source": [
"az.plot_pair(\n",
" samples,\n",
" var_names=[\"phi\", \"gamma_\", \"sigma\"],\n",
" scatter_kwargs=dict(fill_alpha=0.1),\n",
" backend=\"bokeh\",\n",
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");"
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},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By adding the `marginals=True` kwarg, the pair plots now also include representation of the univariate marginal distributions."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" var render_items = [{\"docid\":\"ad0d5405-5de3-4f29-88c3-ccd84ef5d553\",\"root_ids\":[\"7809\"],\"roots\":{\"7809\":\"922fe5bd-5ad5-4cb2-837f-4d2c1d59340c\"}}];\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": "7809"
}
},
"output_type": "display_data"
}
],
"source": [
"az.plot_pair(\n",
" samples,\n",
" var_names=[\"phi\", \"gamma_\", \"sigma\"],\n",
" marginals=True,\n",
" backend=\"bokeh\",\n",
" backend_kwargs=dict(frame_width=200, frame_height=200),\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A plot like this is often called a **corner plot**. It shows all bi- and uni-variate marginal distributions.\n",
"\n",
"ArviZ also offers pair two-dimensional binning in the form of a hex plot. (This does not work properly with a Bokeh backend, so we use a Matplotlib backend.)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"az.plot_pair(\n",
" samples,\n",
" var_names=[\"phi\", \"gamma_\", \"sigma\"],\n",
" kind=\"hexbin\",\n",
" marginals=True,\n",
" backend=\"matplotlib\",\n",
" figsize=(7, 7),\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Corner plots with bebi103\n",
"\n",
"Corner plots are also implemented in the bebi103 package."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"(function(root) {\n",
" function embed_document(root) {\n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"sigma\":{\"__ndarray__\":\"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"source": [
"bokeh.io.show(\n",
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")"
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},
{
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"metadata": {},
"source": [
"This is a nice way to summarize the posterior and is useful for visualizing how various parameters covary. We can also do a corner plot with the one-parameter marginalized posteriors represented as CDFs."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
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qvHSTWD9aZDvfT42HPxsv3SQGgXU/IbByaJHtrD/TTWIQWDnAP1K4HoXrUbA/hetRuB6F0z8IrBxaZDuPP3npJjEIrIw/ppvEILBy6j9mZmZmZmblP5huEoPAysk/gZVDi2zn3T81XrpJDALbP9NNYhBYOdo/0SLb+X5qnD/jpZvEILDmPx+F61G4HuA/JzEIrBxa3j99PzVeuknMP1yPwvUoXMs/bef7qfHS7D+q8dJNYhDjP2IQWDm0yJY/JzEIrBxa5j9vEoPAyqHZP5huEoPAysU/nu+nxks37T/HSzeJQWDlP90kBoGVQ9c/ObTIdr6f1D9KDAIrhxbsPylcj8L1KOY/7FG4HoXr6T/ZzvdT46XTPxSuR+F6FOo/RIts5/up4T85tMh2vp+yP8UgsHJokdE/EoPAyqFFzj9U46WbxCDeP+Olm8QgsNA/ZmZmZmZmyj/RItv5fmrhP1K4HoXrUd4/JQaBlUOL6z/ZzvdT46XqPz0K16NwPek/bef7qfHS5D8730+Nl27tPzvfT42Xbs4/sHJoke180z+iRbbz/dTaPylcj8L1KNw/Di2yne+nxj+wcmiR7XztP90kBoGVQ+Q/XrpJDAIr7j8EVg4tsp3ZP8P1KFyPwu0/hetRuB6Fwz8lBoGVQ4vSP5huEoPAyuw/CKwcWmQ76D/ByqFFtvPgP5huEoPAyuU/7FG4HoXr7z/hehSuR+HvP42XbhKDwNI/IbByaJHtwD9aZDvfT43PP5zEILByaOM/sp3vp8ZL6j/TTWIQWDnhP30/NV66SeI/bef7qfHS0z9U46WbxCDiP5qZmZmZmeU/wcqhRbbz7j93vp8aL93mP99PjZduEsM/XI/C9Shc5T8pXI/C9SjQPw4tsp3vp+g/Vg4tsp3vyz9kO99PjZfuP+58PzVeuu4/VOOlm8Qg4D/VeOkmMQjnP0a28/3UeN0/1XjpJjEI7D+q8dJNYhDEP3Noke18P8k/8KfGSzeJ5D+0yHa+nxriP3Noke18P9c/46WbxCCw6z8IrBxaZDvpP9v5fmq8dO4/x0s3iUFg7D9cj8L1KFzmPxKDwMqhRdA/XI/C9Shc2T++nxov3STgP0Jg5dAi28U/1XjpJjEIwD9cj8L1KFzDP8HKoUW28+M/PzVeukkM5z/NzMzMzMzAP76fGi/dJNI/vp8aL90k7z93vp8aL93aP7ByaJHtfJ8/EFg5tMh23j+yne+nxkvTP+F6FK5H4d4/ObTIdr6f7D+kcD0K16PsP0Jg5dAi29s/UrgehetR1j9iEFg5tMjtP/LSTWIQWNM/d76fGi/d1D/FILByaJHTP7x0kxgEVuA/L90kBoGV6j956SYxCKysPx+F61G4Hts/7FG4HoXrwT/0/dR46Sa5P3Noke18P9M/Rrbz/dR45j/b+X5qvHTLP+Olm8QgsN4/ke18PzVe4j9cj8L1KFzRP9nO91PjpbM/i2zn+6nxgj8tsp3vp8a7Px1aZDvfT9k/i2zn+6nx4D/ZzvdT46XRPwisHFpkO+M/cT0K16Nw1z++nxov3STKP+F6FK5H4bI/YOXQItv57T8X2c73U+PlPycxCKwcWug/4XoUrkfh2D8Sg8DKoUXqP0w3iUFg5cA/Di2yne+nyj+mm8QgsHLgP9V46SYxCNI/JzEIrBxa7z8/NV66SQzuP/T91HjpJu4/dZMYBFYO5D/Xo3A9CtfXP9Ei2/l+au0/x0s3iUFg5z/wp8ZLN4nqP2Dl0CLb+Z4/16NwPQrX0T/pJjEIrBzuPzEIrBxaZOQ/F9nO91Pj6j9cj8L1KFzkP8l2vp8aL9c/PQrXo3A9wj/pJjEIrBzoP/T91HjpJuE/N4lBYOXQ3D/Jdr6fGi/TP6AaL90kBrk/bxKDwMqhtT/sUbgehevNP/hT46WbxOk/QmDl0CLb6T9MN4lBYOXvPz81XrpJDO8/XI/C9Shc7z/D9Shcj8K1P28Sg8DKob0/XrpJDAIr6D/l0CLb+X7oP3sUrkfheuc/UrgehetRyD93vp8aL93WPxSuR+F6FOY/JQaBlUOL7D9GtvP91HjsP0Jg5dAi29U/g8DKoUW24z/FILByaJHmP0w3iUFg5eM/y6FFtvP91j+WQ4ts5/vdPxSuR+F6FMo/vHSTGARWyj/Xo3A9Cte7PxSuR+F6FL4/mpmZmZmZ5z+PwvUoXI/oP+58PzVeuuM/1XjpJjEI2D8lBoGVQ4u8Px1aZDvfT60/YOXQItv56j/Jdr6fGi+dP9NNYhBYObw/VOOlm8QgsD9/arx0kxjkP7gehetRuOI/GQRWDi2y0T/y0k1iEFjlP2Dl0CLb+eE/j8L1KFyP4T+BlUOLbOflP7Kd76fGS9c/d76fGi/d6z9t5/up8dLJPx+F61G4Hug/DAIrhxbZ7T8v3SQGgZWjP05iEFg5tOQ/Gy/dJAaB7j+WQ4ts5/vtP57vp8ZLN+s/Gy/dJAaB1z9t5/up8dLFPzeJQWDl0Mo/rBxaZDvfzz8CK4cW2c6XP42XbhKDwLI/hetRuB6Fqz+F61G4HoXvP4cW2c73U7s/QmDl0CLbmT81XrpJDALfP0oMAiuHFtc/mG4Sg8DK1T/0/dR46SbZP4PAyqFFtuE/qMZLN4lB7T/LoUW28/3qP2Dl0CLb+e8/g8DKoUW27z8X2c73U+PvP/Cnxks3ieY/exSuR+F6hD+uR+F6FK7fPzVeukkMAsM/qMZLN4lByD9mZmZmZma2P5qZmZmZmYk/FK5H4XoU1D+e76fGSze5P99PjZduErs/gZVDi2znsz8dWmQ730/JP+XQItv5fuM/Gy/dJAaBxT/RItv5fmrMPzeJQWDl0Ng/9P3UeOkm2z/Xo3A9CtfkPwwCK4cW2eQ/fT81XrpJ6D+yne+nxkvoP5huEoPAyuc/MQisHFpk4j+HFtnO91PRPxBYObTIdus/1XjpJjEI4z81XrpJDALoPzeJQWDl0OI/TDeJQWDl7j8zMzMzMzPuP8P1KFyPwr0/gZVDi2znmz/NzMzMzMzSP42XbhKDwOg/nu+nxks33z/wp8ZLN4nsP8HKoUW28+0/nMQgsHJosT9/arx0kxjEP1CNl24Sg8A/vp8aL90k1j+DwMqhRbbTPy/dJAaBldM/pHA9Ctej0j9mZmZmZmbOPwaBlUOLbNk/rkfhehSuwz8CK4cW2c7kPzm0yHa+n9g/N4lBYOXQwj+JQWDl0CKLP99PjZduErM/okW28/3U7z+TGARWDi3vP/YoXI/C9e4/KVyPwvUo7j/Jdr6fGi/vP2Q730+Nl+o/vp8aL90kzj/+1HjpJjHhP5zEILByaNc/vp8aL90k5z+TGARWDi3nP8UgsHJokd0/16NwPQrX6j+BlUOLbOfLP7ByaJHtfNk/FK5H4XoU4T91kxgEVg7XP2q8dJMYBOc/qMZLN4lB7z97FK5H4XrWPwaBlUOLbNU/+n5qvHST1D956SYxCKx8P7Kd76fGS+8/7FG4HoXr7T8pXI/C9SjaP6RwPQrXo+M/y6FFtvP95z/dJAaBlUPlP9NNYhBYOe0/0SLb+X5qwD9QjZduEoOgP9v5fmq8dNE/g8DKoUW25D8j2/l+arzYPzeJQWDl0Ok/O99PjZduyj8nMQisHFrcPylcj8L1KMw/AiuHFtnO6D+q8dJNYhDcP+58PzVeuuo/2c73U+Olwz8v3SQGgZXtPwwCK4cW2ek/ukkMAiuH7D93vp8aL93jP0jhehSuR8k/z/dT46WbyD/fT42XbhLbP2ZmZmZmZsY/H4XrUbge6j/0/dR46SbkP30/NV66SeA/c2iR7Xw/4T+Nl24Sg8DtPwaBlUOLbO0/qMZLN4lB4j9KDAIrhxaJP3e+nxov3dI/001iEFg54D9GtvP91HipP/Cnxks3ie4/4XoUrkfh7D/pJjEIrBzSPy2yne+nxtE/exSuR+F60j+wcmiR7XzfP9v5fmq8dMc/rkfhehSu1z9/arx0kxjcP8uhRbbz/eg/wcqhRbbznT/6fmq8dJN4P2iR7Xw/Nc4/c2iR7Xw/tT97FK5H4Xq0P4ts5/up8ZI/8tJNYhBY4z+8dJMYBFbuPylcj8L1KLQ/3SQGgZVDzz+Nl24Sg8DeP7pJDAIrh9o/I9v5fmq87j89CtejcD2qPx+F61G4Hus/IbByaJHt4D9vEoPAyqHJP7x0kxgEVuw/d76fGi/d3j8fhetRuB7mP8dLN4lBYOM/BFYOLbKd3z/TTWIQWDnvP1pkO99Pjes/ObTIdr6f5z8ZBFYOLbLoP4XrUbgehds/dZMYBFYOtT+0yHa+nxrsP7TIdr6fGuM/H4XrUbge6T/y0k1iEFjRP90kBoGVQ6s/Gy/dJAaBzT8dWmQ730/NP3WTGARWDuA/SgwCK4cWxT/ufD81XrrrPwRWDi2ynec/H4XrUbge5z/ZzvdT46W7P/Cnxks3ibk/qvHSTWIQ0D+28/3UeOnCPylcj8L1KJw/NV66SQwC0z+DwMqhRbbHP7gehetRuLY/YhBYObTItj/wp8ZLN4ngP6jGSzeJQes/x0s3iUFg6j8K16NwPQrpP/T91HjpJrE/c2iR7Xw/lT9zaJHtfD/rP+kmMQisHIo/H4XrUbgevT8CK4cW2c7fP5MYBFYOLe0/exSuR+F67j/NzMzMzMy0P/LSTWIQWJk/7nw/NV663T9YObTIdr7dPy/dJAaBleY/Di2yne+n5D+28/3UeOnSP28Sg8DKodE/cT0K16Nw7j9YObTIdr7rP9V46SYxCO4/JQaBlUOL5j8xCKwcWmTmP7Kd76fGS+Q/QmDl0CLb4j/6fmq8dJPMP/p+arx0k8Q/L90kBoGV4D+amZmZmZnXPzMzMzMzM8s/GQRWDi2yvT8730+Nl26CP3sUrkfheqQ/2/l+arx0kz+kcD0K16PnP3sUrkfheuk/XrpJDAIrvz9g5dAi2/nGP5HtfD81Xpo/TmIQWDm03D+kcD0K16PmP3sUrkfheuA/ppvEILBy4j9xPQrXo3DpP05iEFg5tO4/I9v5fmq86D9Ei2zn+6nJP65H4XoUrqc/F9nO91PjvT+6SQwCK4frP0Jg5dAi26k/i2zn+6nx7T+e76fGSzfZP/T91HjpJuc/YhBYObTI3j9KDAIrhxbkPxfZzvdT4+Q/TmIQWDm01j8X2c73U+PpP0w3iUFg5dA/O99PjZdu7D+6SQwCK4flP8/3U+Olm+U/BFYOLbKd5T9KDAIrhxbjP/Cnxks3ie0/tMh2vp8a7j99PzVeuknuP6wcWmQ73+U/+n5qvHST1j/l0CLb+X7cP/YoXI/C9eY/WDm0yHa+4z8QWDm0yHbOP7pJDAIrh6Y/sHJoke18yz+6SQwCK4fQP8dLN4lBYLU/cT0K16Nw6j8EVg4tsp3rP7ByaJHtfO4/H4XrUbge7D/n+6nx0k2yPxKDwMqhReQ/cT0K16Nw4j8IrBxaZDvmPz81XrpJDNI/QmDl0CLb3z+8dJMYBFbmP0w3iUFg5eU/hxbZzvdT3T+cxCCwcmi5PxSuR+F6FMI/ukkMAiuH4T+cxCCwcmjlP+XQItv5ftQ/nu+nxks30T/RItv5fmrWP+58PzVeuug/VOOlm8Qg7D+DwMqhRbbtP5ZDi2zn++w/5/up8dJN7z9YObTIdr7fP4XrUbgehd0/w/UoXI/C5j/2KFyPwvXjP90kBoGVQ90/wcqhRbbzxT/ByqFFtvO1P4cW2c73U7M/uB6F61G43j+6SQwCK4fqP4lBYOXQItE/c2iR7Xw/5D++nxov3STYPylcj8L1KOc/RIts5/up3z+q8dJNYhDlP99PjZduEtU/iUFg5dAi6z8bL90kBoHBP/p+arx0k7A/F9nO91Pj4j99PzVeuknIPyuHFtnO99s/+n5qvHST3j+8dJMYBFbtP2iR7Xw/NeQ/6SYxCKwcuj8Sg8DKoUXCP8UgsHJokeg/Vg4tsp3v5D/D9Shcj8LjP0jhehSuR+M/ke18PzVe1D+BlUOLbOfVP3WTGARWDtE/PzVeukkM3D9mZmZmZmbhP/LSTWIQWMU/O99PjZdu0j+uR+F6FK7hP8UgsHJokeA/AiuHFtnO1z+sHFpkO9+/P+F6FK5H4dw/xSCwcmiRwT9qvHSTGATCP/LSTWIQWOo/7FG4HoXr5D9eukkMAivsP8l2vp8aL+k/sHJoke186z8tsp3vp8bXP4lBYOXQIuI/CtejcD0Kzz/HSzeJQWDBP+kmMQisHNw//tR46SYx1j9g5dAi2/nSPzm0yHa+n8Y/i2zn+6nxuj/RItv5fmqsP39qvHSTGOY/i2zn+6nx4z9OYhBYObS4P/Cnxks3icU/EFg5tMh23D/y0k1iEFjnP6JFtvP91Jg/okW28/3U5z/n+6nx0k3sP1pkO99Pje0/sHJoke186D+wcmiR7XzkPxBYObTIdtI/16NwPQrX5T/y0k1iEFjfPwIrhxbZzrc/rBxaZDvfrz/dJAaBlUO7P/7UeOkmMcg/001iEFg56T/0/dR46SbJPz81XrpJDNg/Di2yne+n4T/n+6nx0k3iP7bz/dR46ek/mG4Sg8DK6D8zMzMzMzPkPzm0yHa+n5o/PzVeukkMyj+28/3UeOnqP5ZDi2zn++g/qMZLN4lB5z/NzMzMzMzgPx+F61G4Hu4/MQisHFpkuz+sHFpkO9+3P3npJjEIrOE/YhBYObTI2D/b+X5qvHTqP6rx0k1iENg/3SQGgZVDxz8tsp3vp8bnP/Cnxks3idE/QmDl0CLbuT8UrkfhehTpP1TjpZvEINI/c2iR7Xw/zT+iRbbz/dS4P2IQWDm0yKY/sp3vp8ZL5j/dJAaBlUPoP+f7qfHSTes/XI/C9Shc7T9t5/up8dLtP0Jg5dAi2+Q/y6FFtvP9vD9g5dAi2/nCP6JFtvP91O0/pHA9CtejzD9KDAIrhxbfP4XrUbgehec/Vg4tsp3v6D/pJjEIrBzCP30/NV66Sdo/tvP91Hjp5j+iRbbz/dThP7pJDAIrh+0/EoPAyqFF5z9xPQrXo3DrP7gehetRuOM/f2q8dJMY4T8pXI/C9SjpPxsv3SQGgdM/9ihcj8L16j8GgZVDi2zjP2ZmZmZmZuA/bxKDwMqhzT9QjZduEoPrP/7UeOkmMek/46WbxCCwzj+LbOf7qfGiP/Cnxks3ic0/5/up8dJN5z8EVg4tsp23PyuHFtnO988/9ihcj8L11j8IrBxaZDvdP/LSTWIQWOA/9P3UeOkm4j8pXI/C9SjiP8/3U+Olm+Y/y6FFtvP94D+YbhKDwMrkP1g5tMh2vug/z/dT46WbxD/8qfHSTWLoPxsv3SQGgeM/mG4Sg8DK7z/8qfHSTWJwP42XbhKDwMo/ZDvfT42X6D8AAAAAAADnP166SQwCK+Y/lkOLbOf75D+Nl24Sg8DiP7x0kxgEVuc/gZVDi2zn5j/dJAaBlUPpP2ZmZmZmZug/mpmZmZmZsT9aZDvfT42XP6abxCCwctg/g8DKoUW25z89CtejcD3eP65H4XoUrtM/xSCwcmiR4z9SuB6F61HQP+XQItv5fsY/HVpkO99PtT8UrkfhehSuP/YoXI/C9ag/bxKDwMqh6D8pXI/C9SjoP5zEILByaME/8KfGSzeJ2T8ZBFYOLbLgPwRWDi2yncc/VOOlm8Qg4T9CYOXQItvmPzm0yHa+n+U/H4XrUbge1T/FILByaJHiP8P1KFyPwuQ/fT81XrpJ1D/ByqFFtvPXP7ByaJHtfOw/9P3UeOkm6T/8qfHSTWLvP5HtfD81Xu8/KVyPwvUo6j8v3SQGgZXrP6rx0k1iEOc/qMZLN4lB1j8OLbKd76fpP166SQwCK+o/kxgEVg4t6j8ZBFYOLbLhP7bz/dR46eQ/QmDl0CLb7T+kcD0K16PtPyuHFtnO99E/XI/C9Shc3z8bL90kBoHJP9ejcD0K1+I/O99PjZdu5D+28/3UeOnvP3sUrkfhelQ/O99PjZduuj8rhxbZzvfvPwwCK4cW2e4/z/dT46Wb7j/FILByaJHvPwrXo3A9CuM/FK5H4XoU3D+Nl24Sg8DUP4lBYOXQIqs/tvP91Hjp1j+WQ4ts5/upP8P1KFyPwu4/z/dT46Wb3D+0yHa+nxrnP9V46SYxCOs/z/dT46Wb7T8/NV66SQyiP6jGSzeJQcA/2c73U+Ol7D8bL90kBoHhP6JFtvP91OQ/WDm0yHa+5z9I4XoUrkfmP2Q730+Nl94/mG4Sg8DK4D+WQ4ts5/vqPx+F61G4Hs0/Vg4tsp3v7T9MN4lBYOXpP+XQItv5fu0/JzEIrBxa7D/6fmq8dJPtP/p+arx0k+g/+FPjpZvE7j8hsHJoke3uPw4tsp3vp7Y/AAAAAAAAzD8nMQisHFrgPy2yne+nxuI/9ihcj8L12D/n+6nx0k3lPw4tsp3vp94/BoGVQ4ts0T8OLbKd76ftP4XrUbgeheo/i2zn+6nx5T8pXI/C9SjSPy/dJAaBldc/rBxaZDvf0T99PzVeuknnP/YoXI/C9eg/xSCwcmiR5D9WDi2yne/sP2Q730+Nl+c/HVpkO99P4D8QWDm0yHbhPyPb+X5qvOU/8KfGSzeJ6D/fT42XbhLlP8uhRbbz/eQ/001iEFg55z9xPQrXo3DlP1CNl24Sg+U/YhBYObTI5T/dJAaBlUPmPzVeukkMAu4/YOXQItv57D8lBoGVQ4vvP+f7qfHSTe4/CtejcD0Khz8IrBxaZDufPwAAAAAAAKA/sp3vp8ZLtz8rhxbZzvezP+xRuB6F66E/qMZLN4lB6j+wcmiR7XzbP166SQwCK+c//tR46SYx3j9zaJHtfD/dP/Cnxks3ieI/qMZLN4lB4T9WDi2yne/dPwIrhxbZzuI/sp3vp8ZL4T8bL90kBoHVP/p+arx0k8g/2/l+arx03z+kcD0K16O4P/T91HjpJuw/x0s3iUFg1z9qvHSTGATGP1g5tMh2vuA/Rrbz/dR4sT8fhetRuB61P0jhehSuR9s/TDeJQWDl2j9KDAIrhxbZP5HtfD81XtA/vHSTGARW2D+cxCCwcmjmP9v5fmq8dOY/bef7qfHS6T+sHFpkO9/oPyUGgZVDi9Y/LbKd76fG7D/TTWIQWDnlP1YOLbKd79c/YOXQItv54z+mm8QgsHLAPy/dJAaBleU/exSuR+F62j/4U+Olm8TvP+58PzVeuu0/ZDvfT42X1j8730+Nl27qP7pJDAIrh9w/6SYxCKwc6z/TTWIQWDnSP5MYBFYOLdQ/c2iR7Xw/6j+8dJMYBFbpPz0K16NwPdI/ZDvfT42X0j9Ei2zn+6nbP6AaL90kBsU/oBov3SQG7T/8qfHSTWLlP/yp8dJNYuE/UrgehetR4T/P91PjpZvnP2ZmZmZmZtA/MQisHFpk7z/Xo3A9CtezP7pJDAIrh+4/Vg4tsp3v2T8Sg8DKoUW+P1pkO99PjeA/zczMzMzM3j9WDi2yne+3PxKDwMqhRbY/AAAAAAAA6T8xCKwcWmTsP5qZmZmZme4/PzVeukkM6T++nxov3STQPwwCK4cW2co/xSCwcmiRzT9YObTIdr7DPyPb+X5qvOI/AiuHFtnO5j9zaJHtfD/ZP4GVQ4ts59M/arx0kxgE4j/8qfHSTWLpP2q8dJMYBOA/EFg5tMh20D8ZBFYOLbLfP+F6FK5H4dI/UrgehetRuD9MN4lBYOXSP4PAyqFFtqM/LbKd76fGsz8GgZVDi2znPwrXo3A9CuI/j8L1KFyP4z+DwMqhRbbbPyPb+X5qvMQ/gZVDi2zn6T/P91PjpZvWP+f7qfHSTeo/bef7qfHSzT/NzMzMzMy8P/T91HjpJuU/CKwcWmQ71z9KDAIrhxbTP3sUrkfheuQ/HVpkO99P3z/sUbgehevfP3npJjEIrNA/+FPjpZvE2D+6SQwCK4e2P9v5fmq8dNM/JzEIrBxayD9OYhBYObSwP83MzMzMzNA//tR46SYxzD8v3SQGgZXbP7ByaJHtfOA/7nw/NV662z8X2c73U+PhP8P1KFyPwuI/DAIrhxbZ2j/sUbgehevjPxKDwMqhRdg/+n5qvHST5j8MAiuHFtnmPy2yne+nxug/ZmZmZmZm6T8Sg8DKoUXKP65H4XoUruY/hetRuB6F4j/2KFyPwvXpPy/dJAaBlcc//Knx0k1iuD/TTWIQWDnIPy2yne+nxt8/2c73U+Ol5D9Ei2zn+6nTPwRWDi2yndE/Rrbz/dR47T83iUFg5dDsP4cW2c73U8c/XrpJDAIrzz/LoUW28/3QP7x0kxgEVsY/j8L1KFyP0j+oxks3iUHaP4lBYOXQIuM/+FPjpZvE4T+4HoXrUbjvP42XbhKDwO8/8tJNYhBY7z8pXI/C9SjePzEIrBxaZLM/rBxaZDvf2z+YbhKDwMrRPylcj8L1KOs/sHJoke185z8/NV66SQzqP05iEFg5tNQ/Di2yne+n2D/sUbgehevRP166SQwCK+E/HVpkO99P6D+oxks3iUHoP8UgsHJoke4/YOXQItv56D85tMh2vp/rP42XbhKDwMY/z/dT46WbpD+amZmZmZmZP5MYBFYOLbI/AAAAAAAA6j/sUbgehevqP5qZmZmZme8/UrgehetR1D8CK4cW2c7vP9v5fmq8dOs/MzMzMzMz6D8QWDm0yHa+P+XQItv5fsI/CtejcD0K0z8QWDm0yHbtP1CNl24Sg+4/GQRWDi2y7j9U46WbxCDtP1g5tMh2vq8/DAIrhxbZ4T8lBoGVQ4usPz0K16NwPew/WmQ730+Nwz9vEoPAyqHjP0jhehSuR+A/gZVDi2znuz8K16NwPQrRPz0K16NwPdA/MzMzMzMz0T+WQ4ts5/vFP3sUrkfherw/jZduEoPA0D91kxgEVg7FP3e+nxov3cQ/6SYxCKwc0D9Ei2zn+6mhP5zEILByaHE/WDm0yHa+nz9MN4lBYOXsP1CNl24Sg94/oBov3SQG4j+mm8QgsHLeP/Cnxks3id0/K4cW2c731z+TGARWDi3KP4ts5/up8cI//tR46SYxwD/hehSuR+HmP+xRuB6F69U/ZDvfT42X7D9KDAIrhxbnP4lBYOXQIuo/MQisHFpk6z/LoUW28/3rPyGwcmiR7ec/5dAi2/l+4j+PwvUoXI/lP/T91HjpJu8/iUFg5dAi1z91kxgEVg7dP/7UeOkmMeQ/CKwcWmQ77j+Nl24Sg8DcP65H4XoUrts/ObTIdr6f7T/HSzeJQWDpP8l2vp8aL+g/0SLb+X5q3D8ZBFYOLbLiP7gehetRuMY/nu+nxks3wT956SYxCKzsP3E9CtejcMk/H4XrUbge0T93vp8aL92kP3E9CtejcK0//Knx0k1igD+TGARWDi26P5ZDi2zn+98/lkOLbOf70z/TTWIQWDnoP83MzMzMzOk/gZVDi2znqz+sHFpkO9/fPzMzMzMzM+k/z/dT46Wb4T+q8dJNYhDgP05iEFg5tMQ/ke18PzVe4T+F61G4HoXPP4/C9Shcj8I/j8L1KFyP4D93vp8aL920P1yPwvUoXL8/4XoUrkfhzj+iRbbz/dTuPzeJQWDl0OY/mpmZmZmZ1T8OLbKd76faP6abxCCwcu4/Gy/dJAaBvT/ZzvdT46XlPyPb+X5qvOE/WmQ730+N3z8pXI/C9SjtP1YOLbKd7+c/oBov3SQG1z/Xo3A9CtfTP4ts5/up8do/DAIrhxbZ4j8ZBFYOLbLlPwisHFpkO8s/sp3vp8ZL5z/y0k1iEFjXP6abxCCwcuM/8tJNYhBY7j/HSzeJQWDtP8HKoUW28+8/FK5H4XoU3j99PzVeuknqP5ZDi2zn++c/1XjpJjEI7z/b+X5qvHTZP8l2vp8aL9U/z/dT46Wb2D+F61G4HoXkP166SQwCK+I/rkfhehSu7T93vp8aL93IPzm0yHa+n84/rBxaZDvf6z956SYxCKzaP4ts5/up8es/ZDvfT42X5j93vp8aL93QP/T91HjpJuY/lkOLbOf72z+F61G4HoXHP7TIdr6fGrc/AAAAAAAAsD9GtvP91HjRP23n+6nx0sE/LbKd76fG6T956SYxCKzYP3Noke18P70/F9nO91PjzT+q8dJNYhCIP9NNYhBYOeo/hxbZzvdT7D9SuB6F61HvP2iR7Xw/NeU/exSuR+F66z9oke18PzWuP8/3U+Olm7Q/ppvEILBysD8bL90kBoGFP5huEoPAyqE/O99PjZdu7j8hsHJoke3rP9Ei2/l+asQ/JzEIrBxa7T9YObTIdr7HP/yp8dJNYtA/N4lBYOXQsj8CK4cW2c7VP/hT46WbxOs/BoGVQ4ts3z8nMQisHFrjP2q8dJMYBNY/nu+nxks34T9aZDvfT43nP166SQwCK+M/QmDl0CLb5z/Jdr6fGi/kP/YoXI/C9dA/YOXQItv50D97FK5H4XrYP6AaL90kBug/bxKDwMqhwT8Sg8DKoUXSPx1aZDvfT70/arx0kxgEhj9Ei2zn+6m5P5HtfD81XsY/hxbZzvdToz/LoUW28/3sPz0K16NwPeQ/x0s3iUFg3z9WDi2yne/TPzMzMzMzM8c/PzVeukkMxj9g5dAi2/nmP9V46SYxCOE/f2q8dJMY6z8AAAAAAADcP6rx0k1iEOI/arx0kxgE4z+LbOf7qfHGP6jGSzeJQd4/PzVeukkM5D/ByqFFtvPrP65H4XoUrus/I9v5fmq87D/y0k1iEFjtP9Ei2/l+aus/MzMzMzMz1z9oke18PzXnP9V46SYxCOg/wcqhRbbz4j/4U+Olm8TtP7TIdr6fGuo/46WbxCCw7T8dWmQ730/lPwisHFpkO9k/5/up8dJN2j8nMQisHFrqP1K4HoXrUe0/BoGVQ4tswz8zMzMzMzPZP05iEFg5tMg/16NwPQrXwz/VeOkmMQjmP5HtfD81Xuk/LbKd76fG7T9aZDvfT43pP1CNl24Sg+o/yXa+nxov7D+PwvUoXI/vP65H4XoUrt0/lkOLbOf76T+28/3UeOngPzMzMzMzM+M/EoPAyqFF4j9qvHSTGAThP6jGSzeJQdQ/Gy/dJAaB6T+F61G4HoXfPxBYObTIdu8/aJHtfD813D+4HoXrUbhuP7ByaJHtfLc/AiuHFtnO3T8nMQisHFrMP/yp8dJNYsg/wcqhRbbz6T/D9Shcj8LpP2q8dJMYBOQ//Knx0k1i1j/ByqFFtvOtPylcj8L1KNg/nu+nxks36D+kcD0K16PEP1YOLbKd7+Y/5dAi2/l+7D+e76fGSzfuP8P1KFyPwpU/WmQ730+Nvz8UrkfhehS2PzeJQWDl0Lo/NV66SQwCuz8Sg8DKoUXaP9ejcD0K1+M/gZVDi2zn5z/l0CLb+X7mP4cW2c73U9s/aJHtfD812j/4U+Olm8TAP42XbhKDwNg/6SYxCKwc5j/jpZvEILDYPwIrhxbZzuc/ZmZmZmZm7D8EVg4tsp3sP9Ei2/l+auU/SOF6FK5H5T8Sg8DKoUXjP99PjZduEuk/TmIQWDm00D8X2c73U+PrP9Ei2/l+auo/bxKDwMqh5D9g5dAi2/npPyuHFtnO98M/O99PjZduoj8EVg4tsp3VP6jGSzeJQdA//tR46SYx1D/2KFyPwvXMP7ByaJHtfM8/rBxaZDvf5j+0yHa+nxroP+f7qfHSTdI/IbByaJHt7D9iEFg5tMjuP8l2vp8aL7U/j8L1KFyPuj8AAAAAAADAP6AaL90kBuM/UrgehetRxD/8qfHSTWKgP28Sg8DKod8/vp8aL90k6T/2KFyPwvW4Pzm0yHa+n+Q/30+Nl24S5D956SYxCKzUPyPb+X5qvOQ/rkfhehSu2T+yne+nxkvrPzVeukkMAuU/WDm0yHa+0T++nxov3STlPwisHFpkO8M/bxKDwMqh1T9CYOXQItvlPwaBlUOLbOI/16NwPQrX5j8rhxbZzvffP5MYBFYOLd4/rBxaZDvf4T+8dJMYBFbcPwRWDi2yneE/tvP91Hjp4T9cj8L1KFziP1YOLbKd79E/iUFg5dAiwz9mZmZmZma+PzEIrBxaZOU/ZmZmZmZm6z/6fmq8dJPpP6AaL90kBts/Vg4tsp3v4T9eukkMAiunP+XQItv5fuA/sp3vp8ZL2z+JQWDl0CLuP8dLN4lBYNk/zczMzMzM4T+e76fGSzfbP+f7qfHSTeQ/bef7qfHS2T8/NV66SQzQP57vp8ZLN+8/UrgehetRwD9qvHSTGATsP8P1KFyPwt0/x0s3iUFg5j/ByqFFtvPlP2ZmZmZmZt4/yXa+nxovyT+e76fGSzfFP76fGi/dJOs/nu+nxks3qT9aZDvfT43vP1CNl24Sg+8/f2q8dJMY7z8zMzMzMzPrP6jGSzeJQcw/7nw/NV66xT/4U+Olm8TEP6RwPQrXo8g/BoGVQ4ts2z+0yHa+nxrkPxBYObTIduU/nMQgsHJo6D8xCKwcWmTTPwrXo3A9Cr8/GQRWDi2y5D9/arx0kxjgPwRWDi2yncM/Gy/dJAaB3z8ZBFYOLbLjPwrXo3A9Cu4/RIts5/up6T+q8dJNYhDrPy2yne+nxs8/KVyPwvUo1j+TGARWDi3WP7Kd76fGS+A/qvHSTWIQ0j8GgZVDi2zhP1TjpZvEIMw/GQRWDi2ynT+wcmiR7XzRPwwCK4cW2cI/ZDvfT42Xxj/6fmq8dJOoPwaBlUOLbOU/x0s3iUFg6D9/arx0kxjaP90kBoGVQ+c/EFg5tMh2wj/hehSuR+HiP28Sg8DKoeo/rkfhehSu4D8/NV66SQziP4lBYOXQIuA//Knx0k1i1D+mm8QgsHLtPz0K16NwPe8/8KfGSzeJ6z+28/3UeOnuP8HKoUW2870/i2zn+6nx3D/4U+Olm8TjPzm0yHa+n8o/fT81XrpJ7D/NzMzMzMzIPxsv3SQGgbU/YOXQItv5yj+LbOf7qfHnP0SLbOf7qc0/TDeJQWDlxD/ZzvdT46XgPyPb+X5qvMg/x0s3iUFgxT8/NV66SQzWPwIrhxbZzu0/CtejcD0Ktz8j2/l+ary8P/hT46WbxOo/Di2yne+n3D8ZBFYOLbLvPxsv3SQGge8/z/dT46Wb6j+JQWDl0CLoPy/dJAaBleE/bxKDwMqh3T8UrkfhehToPy/dJAaBleg/ukkMAiuHhj/jpZvEILCSP5zEILByaJE/xSCwcmiR1z/y0k1iEFjbP7Kd76fGS78/DAIrhxbZvj8CK4cW2c7PP0a28/3UeN8/TmIQWDm04T8UrkfhehTSP1TjpZvEIOg/2/l+arx06D+kcD0K16PqP7ByaJHtfOM/hetRuB6Fsz8IrBxaZDvkP5MYBFYOLeY/qvHSTWIQ6T+LbOf7qfHkP5huEoPAytM/MzMzMzMz5z85tMh2vp/pP8HKoUW28+E/UI2XbhKD1j+yne+nxkvDP0a28/3UeOI/arx0kxgE2j+amZmZmZnqPzeJQWDl0Os/vp8aL90k7T8MAiuHFtnePwRWDi2yneA/x0s3iUFg4j/pJjEIrBznP6JFtvP91Nw/F9nO91PjtT/fT42XbhLHP5MYBFYOLdw/aJHtfD81wj/0/dR46SbfP/YoXI/C9dw/TmIQWDm02D8pXI/C9SjkP1yPwvUoXOM/iUFg5dAi6T9t5/up8dLjP90kBoGVQ+w/2c73U+Ol4z+e76fGSzfjP6abxCCwcuQ/CtejcD0K1z+oxks3iUHgP3WTGARWDtU/Gy/dJAaB7T9SuB6F61GoP1g5tMh2vs8/UI2XbhKDxD97FK5H4XrAP8dLN4lBYO4/7FG4HoXrsT9xPQrXo3DBPw4tsp3vp+s/bxKDwMqh7z/Xo3A9CtfvP0w3iUFg5cg/EFg5tMh25z+kcD0K16PQPz81XrpJDOY/AiuHFtnO4z/hehSuR+HtPwaBlUOLbOw/UrgehetR4z/n+6nx0k3UPyuHFtnO95M/RIts5/upkT+0yHa+nxrDPxSuR+F6FNA/hetRuB6F5j8AAAAAAADUP+Olm8QgsNo/6SYxCKwc5D9oke18PzXiP5HtfD81XtI/F9nO91Pj1T8CK4cW2c7DP5zEILByaNk/I9v5fmq8wD9t5/up8dLlP5ZDi2zn++I/xSCwcmiR5T9QjZduEoPcP1pkO99Pjdk/hxbZzvdT7T9OYhBYObSoP9nO91Pjpcc/c2iR7Xw/xT93vp8aL93uP9v5fmq8dKM/j8L1KFyP6j9aZDvfT43lP99PjZduEtM/dZMYBFYO5z8v3SQGgZXfP9Ei2/l+auQ/WDm0yHa+fz8rhxbZzvfrP5qZmZmZmcE/3SQGgZVD2T9zaJHtfD/mP1CNl24Sg+M/hetRuB6F4z8EVg4tsp3dP+kmMQisHOk/CKwcWmQ74j+R7Xw/NV6yP7gehetRuOk//Knx0k1i5z8OLbKd76fuP39qvHSTGMw/MQisHFpk7j+0yHa+nxq/P9v5fmq8dHM/exSuR+F6dD9oke18PzWOPzVeukkMAsc/c2iR7Xw/wT8EVg4tsp3pP9ejcD0K1+w/x0s3iUFg3T8lBoGVQ4vePzvfT42XbuY/UI2XbhKD1D9eukkMAivpP0SLbOf7qeI/VOOlm8Qg7j9MN4lBYOXhP+kmMQisHOE/IbByaJHt1D+DwMqhRbbiP6AaL90kBuU/tMh2vp8ayz85tMh2vp9qP/yp8dJNYlA//Knx0k1iMD/8qfHSTWJAP8P1KFyPwqU/DAIrhxbZ7z+0yHa+nxqvP30/NV66ScQ/mG4Sg8DKsT85tMh2vp/WP1TjpZvEIOU/zczMzMzM5j/y0k1iEFjkP3npJjEIrOM/Gy/dJAaB5T9mZmZmZmbiPx1aZDvfT+Y/rkfhehSu4j9I4XoUrkftP3npJjEIrOk/okW28/3U6j+DwMqhRbbmP8HKoUW28+Y/ppvEILByzD8MAiuHFtnWP8/3U+Olm+M/g8DKoUW2wz/P91PjpZveP+F6FK5H4dQ/yXa+nxov6j+JQWDl0CLtP/LSTWIQWLk/PQrXo3A9uj/y0k1iEFjNPy2yne+nxuU/aJHtfD814z/Xo3A9CtfHP7TIdr6fGtk/iUFg5dAi4T99PzVeuknAP/hT46WbxKA/ZmZmZmZm7T/+1HjpJjGoP65H4XoUrtU/001iEFg51D8ZBFYOLbLTPwaBlUOLbLc/gZVDi2zn4T+yne+nxkvfP1YOLbKd798/FK5H4XoU2D9xPQrXo3DgP3E9CtejcNk/30+Nl24S0T8nMQisHFrlP7ByaJHtfL8/FK5H4XoU7T+PwvUoXI+yP9ejcD0K1+c/TmIQWDm04D8dWmQ730/tP23n+6nx0rU/4XoUrkfhmj/LoUW28/2UP4/C9Shcj+Q/HVpkO99P0z9qvHSTGATrP3WTGARWDuY/N4lBYOXQ6j+PwvUoXI/OPy/dJAaBlcs/I9v5fmq85j83iUFg5dDUP+XQItv5fqo/okW28/3U7D/8qfHSTWLmPyUGgZVDi8Q/ppvEILBy1j+amZmZmZnmP7gehetRuMo/9ihcj8L14D/Jdr6fGi/NP0SLbOf7qeg/vp8aL90k6D8OLbKd76fqPxSuR+F6FOw/FK5H4XoU4z9GtvP91HjVPzEIrBxaZOk/UrgehetR6D9I4XoUrkfiPwwCK4cW2dQ/oBov3SQG5z/LoUW28/3UPzVeukkMAtU/PzVeukkM4T8IrBxaZDvVP7Kd76fGS9k/ZDvfT42X4D/2KFyPwvXhP1K4HoXrUdo/7nw/NV660T8hsHJoke3oP5MYBFYOLew/GQRWDi2y6j956SYxCKzcP8/3U+Olm+Q/8KfGSzeJ0z/ZzvdT46WrP0oMAiuHFqk/+FPjpZvE6D/pJjEIrBzlPwIrhxbZzuA/MQisHFpkwz+YbhKDwMrtPzEIrBxaZKs/nMQgsHJo7z/wp8ZLN4nlP0Jg5dAi2+o/O99PjZdu6z+gGi/dJAbRP05iEFg5tNo/GQRWDi2ytT+mm8QgsHLQP9NNYhBYOcw/bef7qfHS4j9mZmZmZmbCPwAAAAAAAOY/QmDl0CLb3T+0yHa+nxrgP3e+nxov3eQ/0SLb+X5q4j8zMzMzMzPqPzvfT42XbsY/JQaBlUOL5T/FILByaJG9PwIrhxbZztk/hetRuB6Fuz+e76fGSzfXP+Olm8QgsKI/vHSTGARWrj8QWDm0yHauP9Ei2/l+au4/wcqhRbbz7D+TGARWDi3aP7bz/dR46es/mG4Sg8DK6j9cj8L1KFzpPwAAAAAAAOg/9ihcj8L17T+gGi/dJAbTP8HKoUW289M/UI2XbhKD6D9eukkMAivkP4lBYOXQItM/yXa+nxovrT+TGARWDi2iP/p+arx0k2g/qvHSTWIQmD/6fmq8dJO4P0w3iUFg5bg/MzMzMzMz4T+Nl24Sg8DgP28Sg8DKoeA/hxbZzvdT6z9t5/up8dLhP3WTGARWDus/001iEFg50D+4HoXrUbjaP/LSTWIQWOk/pHA9CtejsD/2KFyPwvXEP5qZmZmZmXk/I9v5fmq8tD+gGi/dJAbJP65H4XoUrs8/zczMzMzM5T+YbhKDwMrXP3sUrkfhepQ/qvHSTWIQ4T/Jdr6fGi/nP+F6FK5H4es/bxKDwMqh5z/pJjEIrBzjP/YoXI/C9e8/IbByaJHt7z9cj8L1KFzqPxKDwMqhRaY/8KfGSzeJsT9cj8L1KFyvP7x0kxgEVuo/d76fGi/dvD9qvHSTGATOP76fGi/dJNo/8KfGSzeJ4T9t5/up8dLrP+F6FK5H4eM/c2iR7Xw/5T+LbOf7qfHmPwisHFpkO9M/16NwPQrX6z+cxCCwcmjhPyGwcmiR7dY/2/l+arx01z+0yHa+nxrPPy2yne+nxuE/ke18PzVe5D8fhetRuB7iP1pkO99PjeY/BFYOLbKd5D956SYxCKzWP4PAyqFFttU/nu+nxks35j9xPQrXo3DbP5ZDi2zn+9c/iUFg5dAi7D9xPQrXo3DjP6JFtvP91Ng/30+Nl24S6D8CK4cW2c7uP5MYBFYOLes/yXa+nxov6z/+1HjpJjHlP42XbhKDwOo/GQRWDi2y2T/b+X5qvHTlP6wcWmQ738M/DAIrhxbZ5z+28/3UeOnlP9nO91Pjpec/vp8aL90kxj+oxks3iUHmP2q8dJMYBNg/Vg4tsp3v4j9I4XoUrkfrP9NNYhBYOes/oBov3SQG6z9I4XoUrkffP/p+arx0k+M/+FPjpZvE0j/sUbgehevmP3WTGARWDug//Knx0k1i6z9/arx0kxjtP0SLbOf7qe4//Knx0k1i6j/TTWIQWDncPw4tsp3vp74/QmDl0CLb0T/sUbgehevJP166SQwCK9M/lkOLbOf74T/+1HjpJjHYP/7UeOkmMec/ke18PzVe5T/FILByaJGtP90kBoGVQ+E/i2zn+6nx1j+6SQwCK4fWP8HKoUW288k/vp8aL90k4z/ByqFFtvPdPyGwcmiR7eQ/WDm0yHa+4T+4HoXrUbjmP23n+6nx0t0/Gy/dJAaB6z/HSzeJQWDVP3WTGARWDts/lkOLbOf74z9aZDvfT43TP6AaL90kBuE/arx0kxgE6T/dJAaBlUPRP4XrUbgehe4/qvHSTWIQyD+DwMqhRbbdPycxCKwcWuI/uB6F61G45z+F61G4HoXrP7bz/dR46eI/uB6F61G4vj8xCKwcWmTgP+F6FK5H4eE/CtejcD0K2z/l0CLb+X7lP3Noke18P98/IbByaJHtyD8OLbKd76fSP8P1KFyPwuA/zczMzMzM5z99PzVeukmsP9V46SYxCNo/JQaBlUOL4j9t5/up8dLqPzMzMzMzM98/+n5qvHST5z9kO99PjZfpPx+F61G4Hu0/w/UoXI/C1T/8qfHSTWLgP7gehetRuOE/F9nO91Pj3T/jpZvEILDgP1TjpZvEIMQ/EoPAyqFF7j9SuB6F61GYPzm0yHa+n94/g8DKoUW2uz9kO99PjZe+P9Ei2/l+atI/8KfGSzeJ3z8dWmQ730/VPy2yne+nxsc/Rrbz/dR4yT9oke18PzW2P28Sg8DKoew/nMQgsHJo6j9MN4lBYOXeP3sUrkfheuE/46WbxCCw7D+cxCCwcmjsPzvfT42XbrI/I9v5fmq82j+oxks3iUHkP5HtfD81Xuo/7FG4HoXr4j+4HoXrUbjYP57vp8ZLN+c/CtejcD0K5D9zaJHtfD/sP9ejcD0K188/JQaBlUOLtD/VeOkmMQi8Pz81XrpJDN4/HVpkO99P6T9/arx0kxikPz81XrpJDOw/MzMzMzMz0z8bL90kBoHiP3Noke18P9s/9P3UeOkm1z89CtejcD2yP9nO91PjpZs/f2q8dJMY6j9cj8L1KFy3P2Q730+Nl7Y/g8DKoUW26T/hehSuR+HuP3e+nxov3dw/XrpJDAIr3T/y0k1iEFjBPylcj8L1KLw/ZDvfT42X6z8rhxbZzvfVP3WTGARWDuM/cT0K16NwnT/hehSuR+HgP9v5fmq8dNs/qMZLN4lB2D8IrBxaZDvHP7bz/dR46dw/pHA9CtejwD+PwvUoXI/nP4ts5/up8eI/vp8aL90k4j+6SQwCK4e+P+kmMQisHNQ/NV66SQwC1z/jpZvEILDCP3sUrkfheuI/cT0K16Nw1T8GgZVDi2zkP3sUrkfheuU/fT81XrpJ3j8xCKwcWmTbP/p+arx0k+I/nMQgsHJo3T8j2/l+arzjP5ZDi2zn+9E/SgwCK4cWuT+HFtnO91PDP+58PzVeuu8/7FG4HoXr7j8730+Nl27vP2IQWDm0yOs/EFg5tMh27D/6fmq8dJPhP5qZmZmZmc0/ObTIdr6fwj9zaJHtfD/iP166SQwCK+s/tMh2vp8a1z/6fmq8dJPuP05iEFg5tOw/MzMzMzMz7D/D9Shcj8LJP0jhehSuR8U/I9v5fmq80j8pXI/C9SisP8HKoUW288E/pHA9Ctej7j+amZmZmZniP6wcWmQ73+M/WDm0yHa+1z9g5dAi2/nkPyuHFtnO98s/HVpkO99P1z9iEFg5tMjkP4lBYOXQIss/vp8aL90k1D/+1HjpJjHjP6wcWmQ738c/2/l+arx04D+kcD0K16PYP0jhehSuR9M/qvHSTWIQwD/D9Shcj8LTPy2yne+nxtM/mG4Sg8DK6T/jpZvEILDqP/Cnxks3icE/ke18PzVewj9aZDvfT423PwrXo3A9Cqc/z/dT46WbwD/P91PjpZvMP2Dl0CLb+es/Rrbz/dR44T9YObTIdr7VP2iR7Xw/Nb4/qvHSTWIQ3j8EVg4tsp3oP7TIdr6fGt8/sHJoke181z9kO99PjZfUP5MYBFYOLeQ/EFg5tMh25D/LoUW28/3cP0oMAiuHFuA/YOXQItv54D9I4XoUrkfpP1g5tMh2vuQ/oBov3SQG2T+e76fGSzfVP+F6FK5H4eg/AiuHFtnO4T9qvHSTGATvP/p+arx0k+o/+n5qvHSTSD/sUbgeheu5P4cW2c73U+8/46WbxCCw6T/VeOkmMQjMP0SLbOf7qeo/ppvEILBy0j+R7Xw/NV7jP65H4XoUruU/F9nO91Pj2z9QjZduEoPkP5zEILByaOs/nMQgsHJo7j9kO99PjZeuPxfZzvdT4+w/001iEFg5pD9U46WbxCCQP3sUrkfhemQ/SgwCK4cWmT9xPQrXo3DRP0jhehSuR+Q/Vg4tsp3vvz8730+Nl26SPyuHFtnO98c/Gy/dJAaBlT+mm8QgsHLEP2q8dJMYBLY/UI2XbhKDzD/wp8ZLN4nJPwRWDi2yne0/VOOlm8Qg5j+oxks3iUHuPwIrhxbZzuk/ke18PzVeuj8730+Nl27WP8dLN4lBYOE/CKwcWmQ75z/Xo3A9CtfLP4PAyqFFtuA/0SLb+X5q6D/b+X5qvHTDP7TIdr6fGt0/hxbZzvdT4T/ZzvdT46XdP30/NV66SeM/hxbZzvdT5z8nMQisHFrAPwAAAAAAAMQ/+n5qvHSTwD8/NV66SQzCPzVeukkMAus/Rrbz/dR44z/0/dR46SbgPxBYObTIdso/Di2yne+n5z8730+Nl27lP9V46SYxCOA/0SLb+X5q0D+28/3UeOnOP6AaL90kBu4/ukkMAiuHlj/pJjEIrByqP2iR7Xw/Nek/VOOlm8Qg5z8EVg4tsp3bP+Olm8QgsNw/GQRWDi2y1z+sHFpkO9/iPxsv3SQGgdk/+FPjpZvEsD+PwvUoXI/KP1yPwvUoXOA//Knx0k1i0j8fhetRuB7kP99PjZduEuA/ukkMAiuH5D9Ei2zn+6ndPxSuR+F6FOU/sp3vp8ZLxz8MAiuHFtnGP65H4XoUrsc/j8L1KFyP6T/LoUW28/3pP1CNl24Sg+E/AiuHFtnO6z/b+X5qvHTpP8l2vp8aL98/Rrbz/dR42z9cj8L1KFzXP1K4HoXrUeU/PQrXo3A94D/NzMzMzMzjPyPb+X5qvNA/kxgEVg4t4j8EVg4tsp3LPyGwcmiR7Zw/0SLb+X5qyD+4HoXrUbjtP76fGi/dJLY/ke18PzVeyj+8dJMYBFbkP9Ei2/l+au8/ppvEILBy5z/NzMzMzMzvP1CNl24Sg+w/2/l+arx0uz9eukkMAivgP2ZmZmZmZuQ/d76fGi/d4T8X2c73U+PRP3npJjEIrLQ/DAIrhxbZ4z+yne+nxkvPPy/dJAaBldU/+FPjpZvEzD8MAiuHFtnsP30/NV66Se0/LbKd76fG7j/8qfHSTWLMP0SLbOf7qeY/PQrXo3A95j81XrpJDALnP+58PzVeurk/f2q8dJMYyD8bL90kBoHsPwRWDi2ynb8/iUFg5dAixz++nxov3STqP6wcWmQ739U/XI/C9Shc4T/fT42XbhLZP7TIdr6fGuU/ukkMAiuH0j9QjZduEoOwP2iR7Xw/NZ4/MzMzMzMzoz/jpZvEILC6PyGwcmiR7cQ/SgwCK4cW4T83iUFg5dDoP6rx0k1iEMw/mpmZmZmZ7T/pJjEIrBztP42XbhKDwOk/TDeJQWDl1j/ZzvdT46XbP3npJjEIrNI/QmDl0CLb2T+wcmiR7XzDPy/dJAaBlcM/UrgehetR4D/fT42XbhLnPxkEVg4tsq0/1XjpJjEI5D+uR+F6FK7vPz0K16NwPe0/dZMYBFYO7z/pJjEIrBzvP2Q730+Nl8I/O99PjZdu0D8dWmQ730/sP1YOLbKd78M/EFg5tMh2nj9SuB6F61HSP7bz/dR46b4/x0s3iUFg0T8/NV66SQzUP99PjZduEuE/bef7qfHS6D+BlUOLbOfjP+58PzVeusE/jZduEoPA1j8OLbKd76emP+xRuB6F65E/+n5qvHSTiD8OLbKd76fvP1YOLbKd7+A/CtejcD0Kwz+JQWDl0CLnP8/3U+Olm+g/cT0K16Nw5j8Sg8DKoUXrP9v5fmq8dOw/FK5H4XoU7z8v3SQGgZXuP5qZmZmZmck/vHSTGARW0j+0yHa+nxrhP7bz/dR46eM/TDeJQWDl5j97FK5H4XrMPxSuR+F6FOs/CtejcD0K7z9xPQrXo3DvP1g5tMh2vuw/uB6F61G47j8GgZVDi2zuP99PjZduEqM/8KfGSzeJ2z/LoUW28/3AP7TIdr6fGtE/cT0K16Nw4T9aZDvfT43jPxfZzvdT4+0/vp8aL90kvj8hsHJoke3lP30/NV66SeY/TDeJQWDl2D9/arx0kxjpP1pkO99Pjcc/y6FFtvP92j89CtejcD3aP4lBYOXQIs8/NV66SQwC6j9U46WbxCDkPzEIrBxaZNU/wcqhRbbz3z+uR+F6FK7sP4ts5/up8c4/qMZLN4lBuD/8qfHSTWLjP4/C9Shcj+4/NV66SQwC6T/fT42XbhLsP/7UeOkmMeI/I9v5fmq83j8730+Nl27UP0Jg5dAi280/1XjpJjEI4j/2KFyPwvWwP7gehetRuNQ/lkOLbOf7zT9aZDvfT43sP42XbhKDwOQ/Gy/dJAaB6D/fT42XbhLqPxKDwMqhReY/lkOLbOf7sT+iRbbz/dTmP+XQItv5ftg/x0s3iUFg5D9vEoPAyqHmP2Q730+Nl+I/rBxaZDvf2T/4U+Olm8TWPyUGgZVDi9o/c2iR7Xw/0T8fhetRuB7TP2Dl0CLb+bY/sHJoke181T9oke18PzXKP5qZmZmZmeQ/F9nO91Pj7j81XrpJDALtP3sUrkfhetA/f2q8dJMY1D+q8dJNYhDoP0SLbOf7qec//Knx0k1i3D+cxCCwcmjNP0Jg5dAi28E/F9nO91Pj5z8xCKwcWmThP7pJDAIrh+g/j8L1KFyP5j/l0CLb+X7ePyUGgZVDi9g/LbKd76fG6j+PwvUoXI+iP7gehetRuOU/F9nO91Pj4D/8qfHSTWJgPy2yne+nxsM/TDeJQWDl1D+yne+nxkvjP3e+nxov3eo/TDeJQWDl6z8bL90kBoHgP4PAyqFFttk/7FG4HoXr3T/+1HjpJjHQPwRWDi2yna8/iUFg5dAi2z8bL90kBoHdP/YoXI/C9ec/3SQGgZVD6z+Nl24Sg8DrPwaBlUOLbM8/+FPjpZvE5T8X2c73U+PmP3sUrkfheuw/AAAAAAAA8D9iEFg5tMjvP3Noke18P+0/6SYxCKwczj/fT42XbhLmP57vp8ZLN+Q/w/UoXI/C1z9U46WbxCDrPwAAAAAAAOQ/NV66SQwC5D8lBoGVQ4vgP2iR7Xw/NeE/16NwPQrX4T/VeOkmMQjpPwrXo3A9CuY/vHSTGARW6z+mm8QgsHLIP/LSTWIQWKk/H4XrUbgewT8CK4cW2c7lP7TIdr6fGuY/nu+nxks3zT/Jdr6fGi+9PwwCK4cW2a4/fT81XrpJvD/ZzvdT46XLP3Noke18P+g/ke18PzVe1j83iUFg5dDOP8P1KFyPws0/JzEIrBxatD8pXI/C9SjUP/YoXI/C9dQ/IbByaJHt3j+Nl24Sg8DhP9v5fmq8dOE/Vg4tsp3vxz9iEFg5tMi+PzEIrBxaZO0/vp8aL90k3D8hsHJoke3SP/7UeOkmMeY/EFg5tMh22D+kcD0K16PcP3sUrkfhesg/XrpJDAIrtz/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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"sigma\":{\"__ndarray__\":\"xebj2lAxEEBangd3Zy0PQGtI3GPpww9AqwSLw5kfD0A1e6AVGHIMQBIxJZLoZQxA4KEo0CeyDUBqEyf3OxQOQBghPNo4Yg1AARO4dTfPDkBR2ht8YbINQDSAt0CCog1A1XjpJjGIDUC/Q1GgT+QNQDblCu9yEQ1A6DBfXoD9DUBJumbyzbYNQB4Wak3zTg9AqfbpeMxAD0AN4C2QoHgMQLqgvmVOlwxATmIQWDk0DUASg8DKoYUNQBAjhEcbBw5AjNtoAG+BDkA50a5Cyk8OQG2tLxLa8g1AzQGCOXo8D0B5I/PIHwwPQBQ/xty1RA5ALc+Du7P2DUC9NbBVggUOQIl7LH3ogg9A3/jaM0vCDkBnJ4Oj5BUOQAltOZfiqg1A46WbxCDwDUBZ+tAF9S0OQGHD0ytlWQ1A4V0u4juxDkAai6azkwEPQDZ2ieqtgQ5Ah/nyAuzjDUDc9Gc/UsQMQEMc6+I22g1A9Wc/UkTGDUAId2fttksOQEMc6+I22gxAs3vysFDrDECzJEBNLVsMQH2R0JZz6QxA7C+7Jw/LDUDSUnk7wmkNQF9BmrFo+gxAPL1SliEODkAQXVDfMucNQNS3zOmy2A5Ad0oH6/+cDUA0aOif4OIOQGFUUiegiQ1Ap3Sw/s/hDkC6oL5lTtcOQG7dzVMd8g5A2ht8YTKVDkAJbTmX4ioOQCEHJcy0/Q1Ac9cS8kHPDUAMWd3qOekOQLK61XPS+w5ABcWPMXetDkC1w1+TNWoNQLdif9k9uQ1ApkQSvYyiDUBkBirj32cOQALxun7B7g1AybCKNzIPDkBXJvxSPy8NQDAvwD46dQ1AfSJPkq7ZDUCCrRIsDmcPQF5ortNISwxAiJ0pdF4jDECk5NU5BqQMQA4QzNHjNw9AXTP5ZptbD0CXi/hOzDoOQFvOpbiqrA1Azse1oWLcDkAzp8tiYnMOQJ9ZEqCmlg5A4lgXt9GADkB+AFKbOPkNQCuk/KTapw5AB3x+GCF8DkDvycNCrakOQDaTb7a5sQ5AKSLDKt7IDkDswDkjSjsOQObLC7CPDg1AKSLDKt5IDkBJopdRLHcOQG5pNSTucQ5AXKyowTQMDkDcY+lDF9QNQMuhRbbzPQ9ASOF6FK7HDECQTl35LI8NQA/uztptVw1AGoums5MBDkDmywuwjw4OQPXWwFYJlg1AH9eGinH+DkBXCRaHM38PQICfceFAyAxA38Mlx53SDkCnkZbK21EPQOIeSx+6IA1AwcWKGkwDDUCo4zEDlTENQDjzqzlAMA1A9+l4zEAlD0AkC5jArTsPQFFrmnecIg9AkSdJ10x+DkDYtiizQaYOQHfzVIfcDBBAGsBbIEGxDUAFxY8xd60NQAVR9wFIrQ5A48KBkCygDEArE36pn7cOQPCnxks3SQ9AQj7o2az6DEDVyoRf6icNQNNNYhBY+Q1Auw9AahMnDkC7D0BqEycOQK8l5IOeTQ5ACacFL/oKDkD68gLsoxMPQGsOEMzR4w5AfQVpxqLpDUB9BWnGoukNQDo7GRwlbw1AkZvhBny+DkDnUlxV9h0OQELsTKHzmg5AZF3cRgM4DkCg/UgRGdYNQNxoAG+BxA1ABcWPMXftDkAP0egOYucNQIqO5PIfUg9AQfFjzF1LD0Bxcr9DUWAOQGMLQQ5K2A5A0CfyJOkaDkCjQJ/IkyQPQAcI5ujxew5Ayjfb3JjeDkAFwHgGDf0MQD7t8NdkjQ5AZ341BwimDkBzEd+JWW8OQP3BwHPvoQ5AEJIFTOCWDkD7y+7Jw4INQN2YnrDEww1AEK/rF+xGDkBLPKBsyhUPQDemJyzxwA9AeqUsQxzrDkBoeR7cnbUNQM07TtGRnA1Aq5UJv9SPDUB6/N6mP/sNQGpq2VpfZA5ABBxClZp9DkB4eqUsQxwOQNklqrcGtg5ATFRvDWwVDUB/9iNFZFgNQBSWeEDZFA5AhzO/mgNEDkCafLPNjakNQGOcvwmFCA5AeLmI78QsDkCmYfiImJINQGtI3GPpww1A10y+2eaGDUDrc7UV+4sNQOtztRX7iw1AyAxUxr9PDUDVeOkmMQgPQLnCu1zEdw1AqaROQBOhDUBzLsVVZR8OQG+70FynUQ9A7KNTVz5LD0Da4a/JGjUPQFx381SHnA5AeqpDbobbDUBmoDL+fcYOQGFxOPOreQ5A5NpQMc7fDUBZox6i0Z0OQGZrfZHQlgxA8gwa+id4DUATRN0HIHUOQCHNWDSdnQ5AChFwCFWqDUAQQGoTJ7cOQD3yBwPPvQ1AZyyazk5GDUD1Zz9SRAYNQBSzXgzlRA1A9Bq7RPWWDkBaZDvfT40OQO58PzVeeg1ApIgMq3ijDUBdbcX+srsOQMhBCTNt/w5AFTqvsUtUD0AoYabtX1kNQJY+dEF9Sw1ASG3i5H6HDUAGEhQ/xpwNQLaEfNCz2Q1A6Nms+lytDUCFmbZ/ZSUPQDkLe9rhbw1A9kArMGT1DkDwxKwXQ/kNQG3KFd7lIg5AjSjtDb7wDUBnYU87/DUNQFAZ/z7jAg9AZJKRs7CnD0Cz6nO1FbsPQHTS+8bXng1AGGAfnbpyDkBkIxCv69cNQPrVHCCYYw5A/WoOEMyRDUAJ+aBns6oOQHiXi/hOTA5AJgFqatnaDUAtQxzr4rYNQGyyRj1E4w5AIVnABG4dD0C4WFGDaVgNQAWoqWVrvQ1Ayjfb3JheDkA3bFuU2WAPQDblCu9ykQ9A1LfM6bIYD0AlkuhlFAsPQCR/MPDc+w5AN2xblNngDkBOl8XE5iMNQDblCu9yEQ1A+kSeJF3zDUAnoImw4SkNQJz51Rwg2A1AHJlH/mAgDkCloNtLGiMNQKjGSzeJgQ5AR3cQO1OoDUC4dTdPdQgOQO49XHLcKQ5AkL3e/fHeDkDOx7WhYlwOQJ8fRgiP9g5AkxgEVg7tDkD7XG3F/nINQGkdVU0QtQ1ADFnd6jlpDkBiFW9kHjkOQNr+lZUmBRBA5bhTOlj/DUBau+1Cc10OQPNxbagYJw5AnYAmwoanDUDNHmgFhiwNQHB31m67kA5A5E7pYP0fDkCoV8oyxPENQCTW4lMAjA5A9+l4zEClDkAAV7JjI1APQG5pNSTucQ9A7uvAOSOKDkDt8NdkjfoOQE+vlGWIIw5AlltaDYl7DkBZi08BMF4OQJFEL6NYrg1A5+PaUDFODkDulA7W/7kNQCEHJcy0fQ1AaLPqc7XVDEAk1uJTAEwNQBEBh1ClJg5AJsed0sG6D0Avi4nNxxUQQK+xS1RvzQxADJOpglEJDUDwhclUwagOQCPzyB8MPA5AWOcYkL1eDkCjdVQ1QdQOQL1vfO2ZpQ5A2lVI+Uk1DUCwIM1YNB0PQDAS2nIuxQ5AE7h1N0+1DUCppE5AE6EMQF8ktOVcSg1Ax9eeWRJgDUC3Yn/ZPTkNQHrHKTqSiw1ADjLJyFmYDUBM/bypSEUOQPZFQlvOpQ9ANzemJyxxD0DytWeWBGgOQJ92+GuyBg5ADOVEuwqpDkAM5US7CqkOQC0hH/Rslg5AKxN+qZ+3DUAhH/RsVr0NQItUGFsI8g1AbTmX4qqyDkCbG9MTlrgNQPSmIhXG1g5AP4wQHm0cDUBWmpSCbq8NQOz6BbthGw9A0ZFc/kM6D0DHuriNBrANQHP0+L1Nvw5AKh2s/3OYDkAwEtpyLoUOQDfg88MI4Q1A626e6pDbDECOHr+36Q8PQB0Dste7Pw1AiC6ob5lTDkCDwMqhRXYNQBoXDoRkAQ9ANSkF3V6SDkD9ag4QzBEOQCPzyB8M/A5ADXGsi9toDkD4U+Olm0QPQDFfXoB9NA9AeqpDboYbD0CGONbFbfQOQCx96IL6Fg9A9MMI4dEGDkA9uDtrtx0OQPkP6bevgw9AE9VbA1tlDUDejnBa8GIOQK6BrRIsjg5AOIQqNXugDUCtLxLacm4OQMJR8uocgw5AYVRSJ6BJDkBmZmZmZuYOQHYyOEpeHQ5AV89J7xufDkDtgVZgyCoPQD0nvW98LQ9Amggbnl7pDkCKzce1oSIPQKbtX1lpEg1Ae/fHe9WKDkD/lZUmpWAPQGCTNeoh2g1AlUiil1FsDkCMuWsJ+SAOQFhzgGCOHg5ASG3i5H5HDkClZg+0AkMOQIRkARO49Q1A8iTpmsk3DkB3FVJ+Ui0OQJGb4QZ8vg5ACacFL/rKDUC9jGK5pVUNQJhRLLe0mg9AY3/ZPXlYDUCoUrMHWkENQMb5m1CIQA1AJ8KGp1dKDkBos+pztVUOQD9SRIZVfA5Aw552+GtyDUCjQJ/Ik+QOQMbctYR8UA5AXf5D+u0rDkCyne+nxksNQOjZrPpcLQ1Axm00gLcADUATYcPTKyUOQFGgT+RJUg9Anx9GCI82D0AVqTC2EKQOQAMmcOtuXg5AgSGrWz2nDUDdJAaBlcMOQHR7SWO0jg1ATdu/stJkDkBx5ldzgKANQLHh6ZWyTA5A/89hvrwADkBsJt9sc+MNQEt2bATitQ5APnlYqDWNDkCbOLnfoWgOQOoENBE2vA1AQj7o2az6DUDTwfo/h7kNQLG/7J48LA1AEF1Q3zKnDUD3AUht4mQNQCrj32dcOA5AqU2c3O9QDkCcUIiAQygOQChJ10y+2Q1AsHJoke18DkATJ/c7FAUPQC0hH/Rs1g1A5BQdyeW/DUBOC170FaQNQJM16iEaXQ9ARzgteNGXD0A0SwLU1LIPQLWmeccpOg9AYtaLoZzoDkCJ78SsFwMOQFkXt9EAXg5AJemayTfbDUCPpQ9dUF8NQBsN4C2QIA5AOKEQAYcQDkBcj8L1KJwOQKTk1TkG5A1AutqK/WV3DUCbVZ+rrVgOQBK9jGK55Q5ANL+aAwRzD0DnGJC93v0NQJD3qpUJfw5A9GxWfa52DkA8g4b+Ce4NQPSmIhXG1g1AAK5kx0agDUAjhEcbRywOQC8012mk5Q1AMPDce7hkDkBqpKXydoQOQHFV2XdFsA5AiV5GsdySDkCb/uxHikgNQLaEfNCzWQ1A2PD0SllGDkDXNO84RccPQBmto6oJ4g9AwRw9fm/TD0CyEYjX9csPQHehuU4jDRBAHZQw0/bvDkAn9zsUBToOQF/v/nivmg9Az2vsEtUbD0CYTBWMSuoNQDAS2nIuBQ5ADi2yne8nDkCTxmgdVU0NQLyuX7AbNg1A14aKcf5mD0CGONbFbXQNQOVEuwopPw5A9ihcj8K1DkCkcD0K12MOQGpN845TdA5AGoums5OBDkBm9+RhoRYOQO22C8112g1A0gDeAgkKDkCIhVrTvOMNQKLuA5DaRA5A/TBCeLTxDUBc5nRZTKwOQPLSTWIQmA5AjPM3oRBBDUCEns2qz5UOQG6GG/D5IQ1ATRWMSurEDkC8eapDbgYPQE8eFmpNcw5AmFEst7RaD0BSRIZVvBEPQKCmlq31xQ1ADk+vlGXIDUDEQq1p3rEOQO/mqQ65mQ9A8L+V7NjID0BF9dbAVokPQDc3pics8Q5AgA7z5QUYD0D1SlmGOFYNQEvIBz2blQ1AO8JpwYt+DUAwuycPC3UNQH15AfbR6Q5A1v85zJeXDUCKWS+GcmINQBKI1/UL9g1A14aKcf5mDUBeukkMAusOQJC93v3xng9AsOYAwRz9D0BDyk+qfboPQOqVsgxxbA9AMjhKXp2jDkB40VeQZuwNQL0d4bTgxQ1A9Wc/UkTGDkCtwJDVrV4OQJqUgm4vKQ5AjQsHQrIADUApP6n26TgNQE8jLZW3Iw1AF0hQ/BjzDkAwnkFD/0QOQKfoSC7/IQ1ADJOpglFJDkCU+x2KAj0OQAk4hCo1+w1AOlj/5zAfD0A1RuuoasINQCKOdXEbjQ1A1bK1vkjoDUBGmQ0yyYgNQMNHxJRIYg5AoKaWrfUFDkB4KAr0ifwNQEAwR4/fGw5AGa2jqgmiDUCyRj1Eo/sOQITYmULn9QxAp8tiYvOxDUCk/KTap6MMQOrnTUUqjA9AJNHLKJbbDkALRiV1AhoPQFMFo5I6AQ9AFjCBW3ezDkD9vKlIhfENQJOMnIU9bQ5ACKwcWmS7DEAai6azk8EOQEax3NJqSA1ANEsC1NSyDEBbJVgczrwMQC/6CtKMxQxAqoJRSZ0AD0Dpmsk32xwPQImYEkn0Mg9AI0p7gy+MD0CskPKTap8OQKyQ8pNqnw5A61bPSe9bDUA5nPnVHGANQG8Sg8DKYQ1A2lVI+Ul1DUDeVKTC2AINQBsv3SQGwQ1A7KNTVz5LDUAErcCQ1W0NQGyyRj1Eow5ApKXydoQTD0Bz1xLyQY8OQFPovMYukQ5AzojS3uCLDEChhJm2f+UMQKGEmbZ/5QxAliGOdXEbDkBxyXGndLANQMbctYR8UA1AryXkg57NDUDXhopx/mYOQC9pjNZRVQ1A1cqEX+pnDUA8vVKWIU4OQNatnpPetw5ABYasbvWcDUDy6hwDstcOQNOHLqhv2QxAMbYQ5KCEDEAteNFXkKYMQOChKNAn8g9AdNL7xtfeD0CIug9AatMNQAKCOXr8Hg9AqmVrfZEQD0DK/Q5FgT4NQALU1LK1fg5A5iK+E7MeDUDZmULnNbYNQLnCu1zENwxAmrFoOjvZDkCu2F92Tx4PQHl1jgHZ6w1A/Yf029dBDkBFR3L5DykOQLpm8s02tw1AkuhlFMstDkB+HThnRGkOQDawVYLF4Q5AQGoTJ/c7DkBZUYNpGD4OQBRcrKjB9A1AQiYZOQv7DUByxFp8CgAOQB5tHLEWnw5AOZfiqrIvDkBfmEwVjMoNQCHqPgCpjQ5AmEwVjEpqD0Az3IDPD2MPQMr9DkWBPg5AcayL22hADkDpDmJnCl0OQHjuPVxynA1ALxfxnZj1DUB9s82N6QkOQP8h/fZ1YA1AGcqJdhWSDkBTBaOSOsENQLeXNEbr6A1AaVIKur1kDUBK7xtfeyYOQPmDgefegw5AxXJLqyGxDkBzaJHtfH8OQHWr56T3zQ5AbLJGPURjDkBsskY9RGMOQM11GmmpvA5A2UKQgxKmDkAUlnhA2ZQNQGE3bFuUmQ1A7rH0oQuqDUA+0AoMWZ0NQEW7Cik/aQ1A30+Nl26SDkAczvxqDpAOQPUQje4gtg1ARRK9jGJ5DUDxKQDGM2gNQKz/c5gvrw5AFW9kHvlDD0Drbp7qkNsOQBuBeF2/IA5A9bnaiv3lDUA2sFWCxWENQHpwd9ZuOw5AwsBz7+ESD0CreCPzyN8OQFaCxeHMLw9AvHSTGAQWDkBAwcWKGswOQB+F61G43gxA24XmOo30DUBuF5rrNBIOQMPwETElkg5A9ihcj8K1DEAqdF5jl2gMQEuwOJz5FQxAXeFdLuJ7D0BpHVVNEPUMQHDrbp7qEA5AhgMhWcBEDkCh+DHmriUOQPGAsilX+A1AFhiyutUzDkA+syRATS0OQFDkSdI10w9ANgLxun5hEEBMT1jiAWUMQA74/DBCOA9AgGWlSSkoDkAAAAAAAMAOQN1e0hitIw5AzJcXYB+dDUCu9UVCWw4NQGSvd3+8lw9AZw+0AkOWDkDJPPIHA48OQOrnTUUqjA9Aq7LviuC/DUCtad5xis4MQNF0djI4yg5A1y/YDdsWDkCbAwRz9DgOQLq9pDFaRw5AHtydtdsuD0DopPeNr70PQOG04EVfAQ5ADYl7LH1oD0AB++jUlQ8PQPPlBdhH5w5AqWqCqPuADkCdS3FV2bcNQJfiqrLvSg5AB7ZKsDhcDUBLyAc9m1UOQI2XbhKDgA5Asp3vp8bLDECoV8oyxHEOQH5XBP9bCQ9AUdobfGHyDUCrJoi6D0AOQEDeq1YmvA5AKm9HOC14DkASpb3BFyYOQIGVQ4tspwtAzo3pCUu8DEDwv5Xs2AgNQLgjnBa8aA5A1bK1vkjoDUCdRloqb4cNQPAzLhwICQ5AaTUk7rE0DkDlJ9U+HU8OQDiEKjV7oA5A86s5QDDHDkAEIVnABC4OQCPb+X5q/A9ArmTHRiBeD0Bcj8L1KJwOQCKmRBK9jA1Apdqn4zEDDkBlNsgkI+cOQIkHlE25gg5AvJaQD3q2DkDJHww8954OQGRYxRuZhw5AL90kBoFVDUA7/DVZo94NQGaIY13cRg1AswdagSFrDUCE8GjjiHUOQN1e0hitIw5AqvHSTWLQDUCt+lxtxf4NQAVpxqLpLA5A6MHdWbutDkALmMCtu7kNQBAjhEcbxw1AR8mrcwwID0AXZTbIJCMOQCMVxhaCHA5AGoums5MBD0DiAWVTrjANQKxzDMheLw9AsI9OXfksDkDVWwNbJRgOQKG5TiMtlQ5Acv4mFCLgDUAtYAK37iYOQOdvQiECTg1AaeOItfgUDkAFo5I6AY0NQFH3AUhtYg1ApWsm32yzDkADCYofYy4OQEI+6Nmseg5ANPRPcLHiDkAGu2HboswOQEbT2cngKA5A0VynkZYKDkBmoDL+fYYPQH0Facai6QxAgCvZsRHIDkDIXu/+eG8OQPj8MEJ4tA5AJnDrbp4qDUBNhA1PrxQNQGACt+7m6Q1AAfbRqSufDUAR5KCEmTYNQFrwoq8gzQxA6SYxCKzcDEAtz4O7s/YOQIL/rWTHxg5AdxVSflItDkACDqFKzV4MQAgDz72HywxAYM0Bgjl6DUDChqdXyvINQJHyk2qfTg5A8uocA7IXDkCCkCxgArcNQH2W58HdGQ1A8WPMXUvIDkBLsDic+dUOQJEPejarPg5A9pfdk4cFDkDdtYR80DMOQK9fsBu2LQ5A1xcJbTkXDkBv8IXJVMENQML6P4f5cg1AVDVB1H3ADUAzMzMzMzMOQGYUyy2tBg5A0CfyJOlaD0AyIHu9++MNQK8l5IOezQ1Ah+EjYkrkDUBsskY9RCMOQNTUsrW+CA1A3IDPDyMEDkCH3Aw34LMNQE3zjlN05AxAURToE3lSD0CCixU1mEYPQAtjC0EOig1ASaKXUSz3DEBnCp3X2CUNQN/42jNLQgxAJt9sc2N6DkCvlGWIY10PQPkUAOMZtA1ApN++DpzzDkCZnrDEAwoNQPsFu2HbIg1Abef7qfFSD0BNhA1Pr5QOQHv3x3vVyg5AMlUwKqkTDUCyutVz0nsOQCI3ww34/A1AAFeyYyMQDkCQiCmRRK8NQHmSdM3kmw1AkGYsms6ODUDP91PjpZsPQPKYgcr4Nw9AHPD5YYQwDkBGlPYGX1gNQJpC5zV2SQ1AdOrKZ3neDkBCW86luOoMQKqaIOo+AA9ApU5AE2FDDkD3r6w0KcUNQIWZtn9lJQ9AhBJm2v5VD0C9NbBVgoUPQKH4MeauJQ9AM+GX+nmTDUAzMzMzM7MNQDj4wmSqoA1AL4Zyol3FDUBkWMUbmUcNQFOWIY518QxA9iNFZFgFDUDWkLjH0gcPQA39E1ys6A1Ar+sX7IbtDUAZ4lgXt9ENQKbQeY1dYg1AHVVNEHUfDUBT0O0ljdEMQNY5BmSvNw5A+3lTkQqjDkBNEHUfgNQOQLJoOjsZnA5AMEymCkalDkAFbt3NUx0OQC6QoPgxJg9A845TdCQXD0D27o/3qpUNQCs1e6AV2A5Aou4DkNrEDkBK0jWTb/YOQOaWVkPing5AB84ZUdpbDkDm6PF7mz4OQLFtUWaDjA5AnOEGfH6YDkCFfNCzWTUOQJsg6j4A6Q1AaHke3J01DkCqYFRSJyAOQLKd76fGSw5A5ldzgGAODkA2sFWCxaEOQDawVYLFoQ5AoblOIy2VDkChuU4jLZUOQFBTy9b6og1ArFYm/FJ/DkCkpfJ2hFMOQJeQD3o2qw5AlKRrJt9sDUCLprOTwZENQDNQGf8+ow5AJ4i6D0DqDkD6RJ4kXbMOQH7GhQMhmQ5AKqkT0ESYDkBLWYY41sUPQJTBUfLqXA5Auw9AahMnDkDY2CWqt0YNQFoSoKaWLQ5ASgfr/xymDkAh6j4Aqc0OQEhQ/Bhz1w5AXeFdLuJ7DkAKSzygbAoOQAYN/RNc7A1AFhObj2sDDkC4HoXrUTgPQBiyutVz0g9AqaROQBOhD0COzCN/MLANQLx0kxgE1g1AQ3OdRloqDkCfzarP1ZYNQLbbLjTXqQ1Ais3HtaGiDkD6uDZUjDMOQOV+h6JAnw5Agq0SLA5nDkDPg7uzdpsOQNgN2xZldg5AlKRrJt/sDUC8XMR3YhYNQCe9b3zt2Q5Afoy5awm5DEAU0ETY8LQMQFN5O8JpgQ9ASL99HTgnDkDrc7UV+0sNQByZR/5goA1AVaTC2ELQDUCx+bg2VMwNQPbuj/eqFQ9AJXUCmggbDkCyRj1Eo7sNQLbWFwlteQ1A+z+H+fJCDUAdVU0QdR8OQFjiAWVTbg5AUORJ0jVTDkCJJHoZxXIPQK2GxD2WPg5ARGlv8IVJDkBw626e6lAOQItUGFsIcg5A4jsx68UQDkCADvPlBZgOQMed0sH6vw1A0AoMWd1qD0DrxVBOtCsMQHxhMlUwKg1AQ+c1dolqDUCiXYWUn5QOQEOtad5xyg5AHy457pTODkC8IvjfSrYOQL9IaMu51A1AKuPfZ1z4DkCE04IXfYUOQCb8Uj9vqg9Afoy5awl5DkACnx9GCM8OQDv8NVmjng1AA2A8g4b+DEB00vvG194MQCyazk4Gxw1AQfFjzF3LDkAz3IDPD2MNQDTXaaSlsg1Am1q21heJDkDbFmU2yKQOQHJtqBjnbw5Alj50QX1LDkAUrkfhepQMQOauJeSDng9AWYY41sWtDkBihPBo4wgOQDUHCOboMQ9AMiB7vfsjD0BUUiegiTAOQPLNNjempw5AeqUsQxzrDUDi5H6HosANQPBt+rMfaQ5A5BQdyeX/DUDpSC7/IT0OQBDpt68D5w1A/PuMCwfCDkBZ+tAF9W0OQFNcVfZdkQ5AbLJGPURjDkDhQEgWMAEOQJq2f2WlyQxApz/7kSLyDUA/xty1hHwNQHZxGw3g7Q1AMZQT7SokD0CKPEm6ZjINQN3vUBToEw5ASwLU1LJ1DkA7jbRU3o4NQA5Pr5RlyA9AZ9Xnait2DkCTHRuBeB0NQCZw626eqgxAKgDGM2joDECn6Egu/6ENQB4bgXhdvw1A6IcRwqNNDUDRkVz+Q7oNQEKygAnc+g1AdjI4Sl4dDkAWNZiG4WMOQClcj8L16A1AYf2fw3x5DkAbR6zFp4ANQFSM8zehEA1A5ldzgGBODkBNLVvriwQOQDVB1H0Akg5AfSJPkq5ZDkBz1xLyQU8PQKRTVz7LMw9Aeo1donqrDkCTADW1bC0PQBMn9zsUxQ5AnOEGfH7YDkDv4ZLjTukMQKVrJt9s8w1ASddMvtkmDUAps0EmGXkNQIGyKVd4lw5AzsKedvjrDkBMiSR6GcUOQGEaho+IqQ5ArHMMyF6vDkD83qY/+1EOQJSkaybf7A1AX5hMFYzKDECvJeSDng0OQKsEi8OZ3w1APIOG/gnuDUAYldQJaKIOQNlaXyS0pQ1AdNL7xtceD0B5I/PIHwwNQLG/7J48bA1AnUtxVdm3DUAZxXJLq+ENQJLoZRTLbQ1A+yKhLecSDUDbp+MxA1UNQA0a+ie4WA1AjdE6qprgDEAC2evdH28OQKWg20sa4w5Ah6JAn8iTDkCtad5xis4OQFcm/FI/rw5A4gZ8fhihDkAE/1vJjg0PQPKYgcr4tw5A7j1cctxJEEDttgvNddoNQBzO/GoO0A1AjiPW4lPADUAexM4UOq8NQDyInSl0Xg5Av2VOl8WEDUBX7C+7J08NQF/v/nivmgxArOKNzCP/DECJDKt4I3MOQIMvTKYKxg1AtRX7y+7JDkCP39v0Z78OQMDnhxHCYw5AqmVrfZEQD0AQQGoTJzcNQJayDHGsiwxAD0WBPpFnDEDxKQDGMwgQQBBAahMndw9Ai08BMJ5BDkC+vAD76FQNQBvYKsHiMA5AnfS+8bWnDkC1/SsrTcoNQErvG197Zg9A8KKvIM1YDkDUYBqGj4gOQMdjBirj3w5AQ+IeSx+6DkB798d71UoOQKsmiLoPAA5ABOeMKO2NDkBgdk8eFmoNQFZ9rrZi/w5AFjWYhuEjDUBqEyf3O1QNQOutga0SLA5A662BrRIsDkDjNhrAW6AOQGiz6nO1lQ5ARzgteNHXDkAWwf9WsmMNQCwOZ341hw1AiXssfegCDkBaEqCmli0OQP7xXrUy4Q1AkbjH0oeuDkCOdXEbDeAOQDqSy39IPw1ADOpb5nRZD0D0wwjh0cYOQG3KFd7log1AtwvNdRppDUBEaW/whQkNQOkmMQisnAxAkgVM4NbdDEDr/xzmy4sOQFoqb0c4rQ9AkIgpkUTvD0DZlCu8y8UOQKAVGLK6VQ5AfPKwUGuaDkAxJZLoZdQOQHEDPj+M0A1AGXPXEvIBDkAgDDz3Hi4NQBqjdVQ1QQ1A0hito6pJDkCGONbFbbQNQG5RZoNM8g1A7fXuj/cqDkCbrFEP0egOQK+xS1RvjQxAbRyxFp+CDUCtwJDVrV4OQNwuNNdpJA5AM6fLYmLzDkCpaoKo+4AOQB6n6Eguvw5AjQsHQrJADUAEOShhpm0NQIV3uYjvBA9AkKD4MeZuD0Bi1ouhnKgOQGN/2T15GA9AAK5kx0ZgDkCZgcr49xkOQBTQRNjwNA5AZRniWBf3DECgMv59xoUOQG+70FynEQ5A/N6mP/sRDkCM1lHVBFEOQA3DR8SUiA5A2LYos0GmDkCyEYjX9QsPQEmFsYUgRw9AH7qgvmUODUCcUIiAQygOQGl0B7EzBQ5AHVpkO98PD0B5zEBl/DsOQBPVWwNb5Q5ADwu1pnkHDkBPkq6ZfDMOQLa+SGjLOQ5A1bK1vkhoDUBRFOgTeRIPQG+BBMWPsQ5A/n3GhQPhDkBdM/lmm9sOQKSqCaLugw1A74/3qpXJDED+8V61MgEQQLRZ9bnayg5AscQDyqYcD0Au51JcVbYOQLnH0ocuqA1AnKc65Ga4DUD/PuPCgZANQPFjzF1LyA1ASrVPx2MGDkBq2VpfJPQPQDJyFva0gw1A+dozSwLUDkBPQBNhw5MNQHlA2ZQrPA5AU+i8xi4RD0Cqtwa2SrAOQGxblNkgkw1AOKEQAYeQDUAlWBzO/OoNQN3qOel9AxBA32xzY3oCDkAnvW987dkOQLn8h/TbVw1ArMWnABjPDUBVwaikTgAOQEuwOJz51QxAQPuRIjIsDUByv0NRoE8OQNk9eViotQ5AP1dbsb9sDkBihPBo48gNQFFOtKuQMg5AD7kZbsBnDkB+dOrKZzkOQNlCkIMSpg1AHvmDgeceDUDcupunOqQOQA/R6A5iZw1AGqN1VDXBDEADQ1a3eo4MQOutga0S7A9AduCcEaW9D0AnoImw4WkNQPFo44i1OA1AtMh2vp/aDkAr2bERiFcOQNnr3R/vlQ5AzZIANbWsDUB/Tdaoh2gOQE60q5DyEw5ANs07TtHRDUAnpaDbS9oNQKAy/n3GhQ5AIhrdQezMDUCFX+rnTSUQQMlZ2NMOHxBAGQRWDi0SEECcFrzoK8gPQL3jFB3J5Q9ACp3X2CWqDkDjx5i7ltANQG6LMhtkEg9ASBtHrMVnDkDeH+9VK5MNQFoSoKaWrQ1A3lSkwtjCDUBxcr9DUeANQPN2hNOC1w1Ah78ma9TDDUDoaiv2l50NQDbqIRrdgQ5ALuI7MetFD0Ayj/zBwLMNQEJ4tHHE2g5AUb01sFUCDkCl2qfjMYMNQHJtqBjnLw1AL8A+OnUlDUDYgXNGlLYNQEXY8PRK2Q1A/+xHishwDUAyPWGJB9QOQIYgByXMdA5A7DTSUnl7DkCnkZbK2xEOQDnulA7WPw5AHM78ag5QDkBMcVXZd0UNQG3F/rJ78g5ARSqMLQQ5DkC0yHa+nxoOQKs+V1ux/w1A2PULdsO2DUAx0/avrHQPQAskKH6MeQ9AwlHy6hwDD0Cyne+nxssOQLg7a7ddaA1Am6xRD9GoD0BHcvkP6fcOQPIHA8+9Bw9A9iNFZFiFDkAjSnuDL4wNQOlDF9S3zA1AjV2iemsgD0DymIHK+DcPQCVATS1baw9ARz1EoztIDUA6BmSvd/8NQD9vKlJhbA5AvR3htODFDkCB7PXujzcNQMFu2LYoMw1ARKM7iJ0pDkBEozuInSkOQEfmkT8Y+A1A8IXJVMGoDUBhGoaPiKkOQPEpAMYzKA5AWP/nMF+eDkDt2AjE63oOQLIubqMB/A5AjQsHQrJAD0Dj32dcOFAOQNWytb5IKA1A5NpQMc7fD0Aydy0hH/QPQJM16iEa3Q9Au5unOuTmD0BrDhDM0aMMQA39E1ysqAxA8G36sx+pDEBD4h5LH/oOQFovhnKiXQ9A8gcDz72HD0DtgVZgyKoOQMzR4/c2PQ9ACks8oGwKD0BKmGn7V9YOQKAy/n3GBQ5ApUkp6PYSDkBKDAIrhxYNQFAZ/z7jAg1AMCqpE9CEDECSXP5D+q0MQDP5ZpsbkwxAqcE0DB/RDkBuaTUk7nEOQDbNO07R0Q1AeEXwv5XsDEDN5JttbowOQIpZL4ZyYg1AZTbIJCMnDUDxY8xdS0gOQPd14JwRJQ5Au37Bbth2D0DsNNJSeXsOQCWS6GUUSw5AnL8JhQg4DkA2H9eGinEOQNjTDn9N1g9AVRNE3QegD0CkGYumsxMPQB6KAn0iDw9AP1JEhlV8DkDudygK9EkNQJ+rrdhftg5AaHke3J21DUAFacai6WwOQMHicOZXMw5AweJw5lczDkBdv2A3bBsPQPZdEfxvJQ5ADLCPTl35DUC94xQdyWUOQHtmSYCamg5AeqpDboZbDkCqtwa2SjAOQEdVE0Tdxw5A6LzGLlG9DkA9D+7O2m0NQAwfEVMiiQ1ASwLU1LL1DUCfk943vrYOQHBCIQIOoQ9Apriq7LuiD0DKGvUQjW4NQCPb+X5qPA5A07zjFB2JDUBmFMstrQYOQAOV8e8zLg5AFHmSdM2kDEBBmrFoOvsMQDnulA7WPw5AFcYWghzUDkD4a7JGPQQPQCaqtwa2Cg9ALEgzFk2nDkB2N091yM0NQJpC5zV2iQ1A8s02N6YnDkBw626e6tANQNWytb5I6A1AUwWjkjoBDkAW+8vuycMOQKz/c5gvLw1AZcIv9fMmD0C/1M+bitQMQPnaM0sClA9AjWK5pdWQDECmuKrsu+IMQEKVmj3QCg9AkGYsms6OD0DFckurIXEPQKpla32REA5AdxA7U+h8DUAnFCLgEGoNQLA9syRAjQ5ARz1EozsIDkDg2/RnPxIOQDBkdavnpA1Av4I0Y9G0DED4U+OlmwQNQJaVJqWgmw1A9u6P96pVDkBy3CkdrD8OQMa/z7hwYA5AKa4q+65IDkDYKsHicOYNQAQhWcAE7gxA6Q5iZwodDUDk9zb92c8MQN1B7EyhswxAsyRATS1bDUBoP1JEhhUNQGk6Oxkc5Q5A3jzVITfDDUB1jgHZ6x0OQLpJDAIrxw1AC0YldQKaDkCADvPlBRgOQJ4MjpJXZw1AbOwS1VvDDUDa/pWVJqUOQN1e0hitIw5Ac51GWiqvDkAqxvmbUAgPQBV0e0ljNA9Aho+IKZEED0B+qZ83FSkOQHWw/s9h/g5A5xiQvd79DEDyDBr6J/gMQEImGTkL+wxAklz+Q/rtDkC28/3UeKkMQBB6Nqs+Vw9Al8XE5uOaDUDcSxqjdZQNQFN5O8JpQQ1Afh04Z0TpDEBCeLRxxBoPQJ30vvG1Jw5AvodLjjslDkAMPPceLrkOQFg5tMh2fg5A+1dWmpQCDkAWwf9WsmMOQHK/Q1GgTw1AhBJm2v5VD0B88rBQa9oOQBaHM7+aww1ACwxZ3ep5DUCTHRuBeJ0NQNV46SYxyA1AK2owDcNHDUBF8L+V7JgNQFZ9rrZi/w5AfeiC+pa5DEBfmEwVjIoMQGdhTzv8NQ5AWwhyUMJMDUBPr5RliKMNQEF9y5wuyw5AoMN8eQG2DUC3nEtxVRkPQO6UDtb/eQ5AvRjKiXbVDUBftTLhl7oNQCVdM/lmGw5Ae4hGdxD7DUD4GRcOhCQOQPFG5pE/GA5AVB1yM9xADkBd+SzPg3sMQCsYldQJ6AxAC3va4a+JDUCBsilXeFcOQMuEX+rnDQ5AtFn1udqKDUCeJF0z+aYMQKn26XjMgAxAg0wycha2DkB+NQcI5mgOQHIz3IDPTw1AmkLnNXbJDUClTkATYQMNQHiXi/hOjAxAwqONI9biDkBcj8L1KFwOQPKYgcr4Nw5AmrFoOjtZDkBnJ4Oj5BUOQIdQpWYP9A1AX3tmSYCaDECHUKVmD7QPQJ1jQPZ6dwxAUWuad5ziDUCxM4XOa6wNQIenV8oyhA1ANIXOa+wSDkD/BBcravAOQPFL/bypiA9AvRjKiXYVDUCG5jqNtNQNQNI1k2+2uQ5AxAjh0cbRDkAouFhRg6kMQIs3Mo/8QQ9A0xOWeEAZD0CuDRXj/I0NQMJM27+ykg5ACMkCJnArDkAp7Q2+MBkOQCYeUDblSg1AJNbiUwAMDkB4tHHEWjwOQHOFd7mIrw5AIQIOoUoNDkBl/PuMC0cOQHLhQEgW8A1AsP7PYb48DkCJ6q2BrZINQOepDrkZ7g5ApOTVOQZkDkAqV3iXi/gNQJSHhVrTPA5ALQlQU8tWDUAgXtcv2M0OQHtrYKsECw5AFhiyutVzDUCrsu+K4D8NQFhWmpSCrg1ALsVVZd/VDUAvhnKiXYUMQEhQ/BhzlwxAscQDyqbcDECwG7YtyuwMQNR9AFKbuAxALLe0GhL3DUAe+YOB594NQD1+b9OfPQ5Ao3VUNUEUDkD4wmSqYJQNQG5uTE9YIg5A6xwDstc7DkCjryDNWHQOQPLSTWIQWA5At11ortPIDkD4pX7eVCQOQPW52or95QxAAtnr3R/vDEC21hcJbTkNQGR1q+ekNw5A9RCN7iB2DUAZVvFG5lEOQP63kh0bAQ5A4h5LH7qgDkDPvYdLjrsOQE9AE2HDUw9AVU0QdR9AD0C+9sySAHUNQEurIXGPJQ1AEK/rF+yGDUArNXugFRgOQM11GmmpPA1ATrSrkPITDUCxpx3+miwOQEoMAiuHVg1Ao5I6AU2EDUBgsBu2LcoOQG6GG/D54Q1A4PPDCOHRDUC7uI0G8BYOQLVU3o5w2g1AIVnABG7dDkDXFwltOdcOQBlW8UbmkQ5AGxL3WPqQDkB1yM1wA74MQHCZ02UxMQxA7+GS404pDEAz+WabG5MNQD1JumbyjQ1AFt7lIr7TDUAhsHJoke0NQC/APjp1JQ5AM23/ykoTDkBnmxvTE5YOQFqeB3dn7Q1Ad/NUh9yMDkDpmsk32xwPQPpEniRd8w5Ap1zhXS6iDkBGsdzSakgPQHQHsTOFjgxAuVM6WP9nDECvfJbnwR0NQLHh6ZWyDA1AcCU7NgJxDkBMcVXZdwUPQLRxxFp8ygxADeAtkKC4DkC0q5Dyk2oOQH2R0JZzqQ1AhPBo44g1DkA10lJ5O0IPQJ268lmehw5ANBE2PL2SDEAKou4DkNoMQD9SRIZVfAxAuHU3T3XIDUCDL0ymCsYOQMZtNIC3gA5AXD0nvW88D0AwZHWr56QNQPwApDZxcg1ABJDaxMm9DUDL2xFOC54OQOvFUE606w5AjV2iemugDkDd6jnpfWMNQPoK0oxFUw5ABWnGoulsDkBrn47HDBQOQAX6RJ4knQ1A5A8GnnvPDUAaUdobfCENQEj5SbVPhwxAqmBUUicgDEBO0ZFc/oMNQFLVBFH3QQ1AkWEVb2TeDUAplltaDYkOQMy0/SsrjQ5ACRaHM7/aDkD7y+7JwwIOQGHD0ytlWQ5AK2owDcPHDEDuPVxy3OkOQMoa9RCNbg1AyZOkaybfDEDEQq1p3nENQFXBqKROgA1A0LhwICRLDkCm8naE04IOQJ/leXB3lg9An5PeN752D0BTIoleRnEOQAyTqYJRyQ1A/wQXK2pwDUCMLQQ5KGENQN3vUBToUw1ACwxZ3eq5DUCwPbMkQM0OQETdByC1iQ1AOdbFbTSADUDWVuwvu6cNQCy8y0V8pw1ACfmgZ7MqDkAIA8+9hwsNQE2+2ebG9AxAQdR9AFJbDkBhiQeUTbkOQOm3rwPnzA5AhbacS3FVDkCCrRIsDmcOQKs+V1uxPw5Ab/CFyVTBDEAEVg4tst0MQMgMVMa/Dw9AkZvhBnx+DkDfpj/7kWIOQE5iEFg59A5Aj6UPXVCfDkD6uDZUjHMOQJs90AoMmQ1AWd3qOek9DkAE/1vJjg0OQMNHxJRIIg5AKnReY5doDkAUyy2thkQOQMnlP6Tf/g1A9MMI4dGGDkDRV5BmLBoNQDI4Sl6dow1ACvSJPEn6DUCxbVFmg0wNQFluaTUkbg1ANSTusfRhDUDn49pQMY4NQFG9NbBVAg5AopxoVyElDUA+6Nms+twOQOOlm8Qg8A5A8ddkjXpID0Am5IOezSoPQF9GsdzSKg9AqFKzB1qBDkB06spned4MQAzIXu/+OA1AZd8Vwf8WD0DA54cRwuMOQLyWkA96Ng9AvCL430q2DEBOet/42jMOQL5Nf/YjBQ5AZOlDF9R3DkD186YiFUYPQEDBxYoajAxAQZ/Ik6TrD0Ce76fGSxcQQI1iuaXVUBBAwXPv4ZLjD0CKAn0iT9INQEd3EDtTaA5Atr5IaMv5DUA91SE3w00OQKzKviuCvw1AE0n0MorlDkBwCFVq9gANQM0Bgjl6fA1AZeQs7GmHDUC9GMqJdlUNQK2jqgmiLg1AYYkHlE05DUB/pIgMq3gMQDp6/N6m/w5AAK5kx0bgDkC+vAD76BQPQKCJsOHpVQ1ArfpcbcU+DECMFTWYhmENQIJWYMjq1g1AmBdgH526DkA+BcB4Bs0NQFysqME0zA1ARS+jWG5pDUD4qpUJv1QPQD8AqU2cHA5A4umVsgyxDkD99nXgnJEOQCDSb18Hjg5ANsgkI2ehDUAf9GxWfS4NQKiMf59xYQ1AZmZmZmYmDkCC/61kx8YNQJ30vvG1Zw5A/kP67etADkCJeyx96AIOQFLy6hwDMg9ALv8h/fZ1DUCRYRVvZN4OQNMTlnhA2Q1A5WGh1jRvDUB2w7ZFmc0NQPRPcLGiRg5ADRr6J7iYDkARUyKJXsYOQJVliGNdXA5AQX3LnC7LDkCY3ZOHhVoNQESGVbyROQ1AOBWpMLbQDUB/EwoRcMgOQNaLoZxoFw5ADAIrhxYZDkDxun7BbhgOQHkj88gfzA1Aox6i0R0EDkAKgPEMGvoNQJ4Hd2fttg1Amzi536HoDUDPTgZHyesNQA5nfjUHSA5ADmd+NQdIDkBNEHUfgBQOQLq9pDFaBw5AZ2FPO/x1DkB/2T15WKgNQAh3Z+22Cw9Ag4b+CS4WDkAZ529CIQIPQGNFDaZh+A5AmBdgH516DkBi1ouhnKgOQECk374O3A5AwhcmUwVjDkBCz2bV56oOQP0TXKyogQ1AgPEMGvpnDkAIclDCTNsNQAHBHD1+rw1AdnEbDeDtC0BQjZduEgMNQJZDi2znOw1A3lm77UJzDkC9qUiFsYUNQHXlszwPLg1Ac0urIXFPDUBBDkqYafsMQNPZyeAoOQ1Ap3nHKTqSDEAHCObo8bsNQMaFAyFZgA1AlUiil1GsDkDVJk7ud2gNQLL0oQvqWw1A30+Nl24SDkBEboYb8HkOQDY8vVKWoQ5AsTOFzmusDkBkIxCv61cMQIqO5PIf0gtAUu3T8ZgBEEAp0CfyJGkNQGUZ4lgXtw1Ao0CfyJOkDkBg6udNReoOQCb8Uj9vKg9Aa5+OxwxUD0Ac8PlhhHAOQAmKH2PuWg1AGCZTBaMSDkABwRw9fu8MQBx8YTJVcA1Au+1Cc53GDEAiiV5GsZwNQPz7jAsHgg5AUWuad5wiDkBV2XdF8P8MQEp7gy9MJg1AdxVSflLtDkBnYU87/DUOQPwApDZxcg5AAHSYLy9ADUAlXTP5ZpsOQLJoOjsZXA5AGXPXEvKBD0AUP8bctcQPQDwx68VQTg1AEr2MYrllDECX4qqy70oMQGtI3GPpQwxAo1huaTVkEEAXDoRkAXMQQKNYbmk1hBBAFZFhFW9kEECNf59x4QAPQDYC8bp+QQ1Aou4DkNqEDkCUE+0qpDwOQNxj6UMX1A1AMjhKXp2jDUBI3GPpQxcOQN21hHzQcw5AdAexM4UODkBvEoPAyqEOQHi5iO/ELA5AA1slWByODUBhTzv8NZkOQNOHLqhvmQ1AHVVNEHXfDUAsZRniWNcNQDblCu9ykQ1AICkiwyqeDkAfLjnulA4PQNZuu9Bc5w1ACp3X2CVqDkCkU1c+y7MOQFlRg2kY/g1AbVZ9rraiDkApyxDHungOQNxLGqN11AxAV3iXi/jODEC+MJkqGJUNQAjJAiZwqw1AdsO2RZkNEEBHA3gLJCgNQAHBHD1+Lw1AEVMiiV4GD0CL/WX35GENQDaTb7a5MQ5A6lvmdFnMDUD4iJgSSXQOQNejcD0KFw9AeCgK9In8DkCO6QlLPKAOQBRcrKjBNA5AraOqCaKuDUAdPX5v0x8OQExUbw1slQ1AdVlMbD6uD0AZVvFG5tEOQL06x4Ds9Q1A4e6s3XbhDUCK5ZZWQ6IOQAHeAgmKHw5AmrFoOjvZDUAVqTC2EOQNQKlNnNzvkA1AZDvfT41XDkBfB84ZUZoMQIe/JmvUww5AUb01sFXCD0CDwMqhRfYMQC7FVWXfFQ5Ao68gzVj0DUD0/dR46aYNQOmayTfbHA5Aob5lTpdFDUBrK/aX3VMNQPjfSnZsRA5Aqiuf5XnwDUAQzNHj93YOQG2QSUbOgg5AAp8fRgiPD0A66X3ja48PQIkpkUQvYw9A529CIQIOD0CbG9MTlvgNQCS5/If02w1AopdRLLd0DkByp3Sw/o8OQIsyG2SSUQ5ASIrIsIq3D0DqspjYfJwPQDvkZrgBXw1AyEEJM21/DkD4qpUJv1QOQFG9NbBVgg5ANSTusfRhDkC5GW7A5wcPQCHqPgCpjQtA3lSkwtiCC0AJih9j7toMQCOERxtHLA1A9S1zuizmDkCH+fIC7OMOQLHEA8qmHA9AGJXUCWgiD0C0ccRafIoPQH/ZPXlYKA5AtAJDVrf6DUBpAG+BBIUNQH0iT5KumQxAc51GWirvDEA2yCQjZ2ENQL6HS447pQ5AI0p7gy+MDUBMbD6uDdUNQNaQuMfSxw5AmfViKCeaDUA+eVioNc0NQJeQD3o2Kw5A7xtfe2bJDUDdJAaBlYMOQEImGTkLOw9AoijQJ/IkD0ANw0fElMgNQMR8eQH20Q1AAMYzaOifDUDQCgxZ3aoNQHicoiO5/A1AWvW52or9DkCBPpEnSRcNQPOOU3QklwxAXANbJVicDUCuR+F6FC4OQBnFckurYQ1A7zhFR3L5DUA0LhwIycINQDHO34RCxA5AcJS8OscAD0DwUBToEzkOQK1p3nGKzg1AnPnVHCCYDUCc+dUcIJgNQI+qJoi6jw1AOe6UDtb/DkC/SGjLudQOQC457pQOFg5AEjElkuglDkCIug9AahMOQM0eaAWGrA1A4BCq1OwBD0ADPj+MEJ4NQPZiKCfalQ1AfjUHCOYoDUCemPViKKcNQOlDF9S3zA5ADXGsi9soDUAb9RCN7uAMQNTUsrW+SA5AHjNQGf8+DkCVZYhjXdwOQLL0oQvqGw5AkIMSZto+DkA75Ga4AR8OQFjKMsSxrg5A02pI3GOpDUBE+u3rwLkNQAa7YduizA5ATdaoh2g0DUBCz2bV56oOQEPKT6p9ug5ABthHp648DUBpdAexM8UNQNOkFHR7yQ1ARtPZyeAoDkASpb3BFyYOQAwfEVMiiQ5AL4Zyol3FDkDH155ZEqANQH5XBP9byQ1AGy/dJAbBDUDZCMTr+oUNQJ2FPe3w1w5AucK7XMT3DUCR8pNqn44OQHxETIkkug1Ax0s3iUHgDkDnb0IhAg4OQMJpwYu+gg1AwcWKGkyDD0AgDDz3Hm4OQJ9ZEqCmFg5AEDtT6LwGDkDiAWVTrjAOQKsmiLoPwA5AjSjtDb4wD0DyDBr6J3gPQD4FwHgGjQ9AB84ZUdpbEEAZVvFG5nEQQAjJAiZwKw9AGa2jqgkiDUDThy6obxkNQNcS8kHPJg1A2uGvyRq1DUD9ag4QzJENQL8OnDOidA9A/wkuVtRgD0Ar+64I/jcPQKOSOgFNBA5As3vysFArDkAOZ341B0gMQLecS3FVmQ1Ajjulg/W/DkBT6LzGLpENQEaZDTLJyA5AEOm3rwPnDkAnTu53KEoNQFvri4S2nA1ATn/2I0VkDkBLdmwE4vUOQKLuA5DahA9ALZW3I5zWDkAIILWJkzsOQOBnXDgQEg5A44i1+BSADkBwsaIG07ANQAn+t5Id2w1AU8vW+iIhDkA/dEF9y1wOQAh3Z+22Cw5A+3lTkQrjDUB5r1qZ8AsOQFt8CoDxjA5AvK5fsBs2DkCqglFJnYAOQI3ROqqaYA1AHAjJAiZwDUCJXkax3FIOQANDVrd6Dg1Ak6mCUUldDUC9GMqJdpUNQIS7s3bbBQ1AmrZ/ZaWJDUBA2ZQrvAsOQHqNXaJ6aw5AdhppqbydDUB8J2a9GIoOQOi8xi5RfQ1AkX77OnBODkDmriXkg54OQL9lTpfFRA1AQBNhw9OrDUDfN772zNIOQL0A++jUlQ1AAp8fRggPDkCbcoV3uQgPQDoeM1AZfw1AUwWjkjqBDkA5KGGm7V8OQPZdEfxv5Q1AWi+GcqJdDkCwrDQpBR0NQDHO34RCxA5A9gt2w7aFDkCYwK27eWoPQGk1JO6xNA5AX9IYraMqD0CFzmvsEtUOQM4ZUdob/A5ACTNt/8oKD0APf03WqEcOQPZ/DvPlRQ5Arg0V4/xNDkBcOBCSBQwNQEUqjC0EOQ9AyO9t+rNfD0B3hNOCFz0PQKWD9X8O8w1AhbGFIAclD0ChLedSXBUPQFPL1voi4Q5APE7RkVw+DkB9eQH20WkOQMFu2LYosw5A1uJTAIznDUCaJQFqalkOQDC7Jw8L9Q5AWoEhq1s9DkCSXP5D+u0NQERRoE/kiQ1A8WjjiLV4DUC+E7NeDGUOQLTIdr6fWg5AmYHK+PeZDUDEJced0sENQKJFtvP91A1A8l61MuEXDkBXCRaHM38OQFCNl24SwwxA8gcDz71HDkAfEVMiid4NQOIeSx+6YA1Agez17o+3DUBnJ4Oj5JUNQGWlSSnodg9AZaVJKeh2D0Boke18P/UMQG/Tn/1IEQ9AoP1IERlWD0A8oGzKFZ4OQLA4nPnVXA5AgIKLFTWYDUDarPpcbYUOQPlmmxvT0w1AQE0tW+tLDkAaNPRPcLEOQBbB/1ayIw5AFsH/VrIjDkCcM6K0NzgOQIZyol2FFA5AGOyGbYvyDkCoxks3iUEOQKuVCb/UDw5A3SQGgZUDD0CHp1fKMsQNQBiyutVz0g1ADtsWZTZIDkCTOgFNhI0NQMaKGkzDsA1ApaDbSxojDkCgw3x5AXYNQDdsW5TZoA1A9pfdk4dFDUAAkX77OrANQArcupun+gxAYB+duvJZD0BDyk+qfXoOQA6EZAETOA5A8s02N6ZnDkBaR1UTRN0NQMa/z7hwYA9ARgiPNo4YDUALmMCtu7kOQMAJhQg4hA5AKT+p9un4DUD5vU1/9iMOQJolAWpqORBAUAEwnkEDEECASL99HfgOQL9gN2xb1A5AkzoBTYTNDkCV1AloIqwOQE5/9iNFZA5A4XoUrkchDkDcSxqjdVQOQJwzorQ3+A5AEyf3OxTFDUCAmlq21pcNQLPviuB/Kw5AFQDjGTQ0DkBFR3L5D2kOQAYq499nXA5AmIbhI2LKDkBjnL8JhcgNQHLEWnwKgA1AX7Uy4Zc6DkDDgZAsYMIOQFA25Qrv8gxAkdWtnpOeDECIRncQO1MPQBNm2v6VVQ1AIJijx+8tDUC2+BQA4xkPQOEoeXWOQQ5ANWPRdHYyDkA7cM6I0h4OQJ7vp8ZLdw5AGFsIclCCDUCyaDo7GZwOQDoeM1AZvw1AwyreyDyyDUBh/Z/DfHkNQDeOWItPAQ5Abef7qfGSDEDSOqqaIOoPQJkqGJXUSQ5AhNiZQuf1DUDtDb4wmaoNQEsfuqC+5Q1AUYiAQ6jSDUB5Bg39E5wOQNAPI4RH2w5AXf5D+u3rDECuDRXj/A0PQM9m1edq6w1Ayol2FVK+DUBM/bypSMUNQJF++zpwDg5AvqQxWkcVDUBHcvkP6TcNQDylg/V/Dg1Azt+EQgQcD0AAqU2c3K8NQKRwPQrX4w1AQN6rViY8DkAkfzDw3PsNQHmSdM3k2w1AUTHO34TCDEAGDf0TXGwOQBbB/1ayIw9ApRR0e0kjDkCH/gkuVpQNQLbWFwltuQ1AN4lBYOUQDkB2VDVB1H0NQNk9eViotQ5AT135LM+DDUCp3hrYKsENQMmrcwzIHg1AVKnZA63ADkDvIHam0PkNQFUYWwhyUA5AAAAAAADADUC9GMqJdhUOQL+aAwRztA9AzVg0nZ2MD0AZc9cS8sEOQAqFCDiEqg5A3zKny2JiDkAFo5I6AQ0OQKrU7IFWYA9AroGtEiyODkDxY8xdS4gNQKK0N/jC5A1AwLLSpBS0DkAe4bTgRR8OQAVR9wFILQ5Arp6T3jf+DkCdgCbChicOQIo8Sbpmsg5AYVRSJ6DJDkBz9Pi9Tf8MQL7Z5sb0BA1A9aEL6ltmDEC4I5wWvGgPQJLLf0i/PQ9AHF97ZkmADkDWOQZkr7cOQJCg+DHmrg5AzF1LyAc9DkDRItv5fmoOQHgLJCh+TA5Au37Bbtj2DUDhtOBFXwEQQM2v5gDB3A1AcXK/Q1FgDkBD4h5LH3oNQN4f71Urkw9A4X8r2bGRDkD0piIVxpYNQMGtu3mqgw1AEqCmlq21DEBcIEHxYwwNQP3BwHPvIQ1AzemymNh8DUDFjzF3LeEMQHgoCvSJPA5AZeQs7GnHDECS6GUUy60PQDcawFsggQ5AavtXVppUDkA3jliLT0ENQHaJ6q2BbQ1AqKlla32RDkCjryDNWHQNQIzWUdUEEQ5ArW71nPT+DUCtbvWc9P4NQP0wQni0MQ1Au/JZngf3DECkwthCkMMNQIQNT6+U5Q1AdlQ1QdS9DUB5Bg39E5wNQLH5uDZUjA5APPceLjmuDUDDnnb4a3IOQM8UOq+xSw5AUg/R6A7iD0AMzXUaaekNQJHtfD81ngxA/8pKk1JQD0Dkg57Nqg8PQF3Ed2LWiw9AwOeHEcLjD0CnP/uRIrINQGiz6nO11Q1AIoleRrGcDUDL8+DurJ0NQHjuPVxy3A1ARfC/lexYDkD6uDZUjLMNQHUfgNQmTg5Akx0bgXjdDEA1JO6x9CEOQEeP39v0Jw1Ap658ludBD0AMHxFTIgkPQMjShy6oLw9AOzYC8bq+DUA5C3va4W8PQD0s1Jrm3Q5A/bypSIXxDUC1T8djBuoMQEsC1NSydQ1AiqvKvivCDUCns5PBUTIOQOMZNPRPMA1A6lvmdFkMEECwA+eMKC0PQGdhTzv8NQ5ATpfFxOZjDkB7a2CrBMsNQFt8CoDxzA5Ap1zhXS4iD0D1hCUeUPYNQMJM27+yUg5Ac9cS8kEvEEBrt11ortMPQKM7iJ0pNAxA1zTvOEUHDkAVqTC2EGQNQONw5ldzgAxAMj1hiQeUDECOQLyuX7ANQGxblNkgkw5AY2LzcW3oDUAH6/8c5gsNQFq77UJzHQ1AEDtT6LwGD0CcFrzoK8gNQGcng6PklQ5Aj8L1KFyPDkBrZcIv9TMOQGh5HtydNQ5A6+I2GsCbDUC1w1+TNSoOQN/DJced0g1A3NeBc0aUDkBC7Eyh89oNQGEyVTAqqQ1Az2vsEtVbDUClaybfbLMNQKSqCaLugw5AEsKjjSMWDkB90LNZ9fkNQJfK2xFOiw5Al8rbEU6LDkA5Yi0+BQANQDgQkgVMIA1AU9DtJY0RDkDqeMxAZfwNQF2Kq8q+6w5AbTmX4qoyDkCJQWDl0CIOQHReY5eoXg5A7IZtizJbDkCHFtnO9xMOQGGm7V9ZKQ5ASWO0jqpmDkAL0oxF05kOQMcRa/EpQA1ASFD8GHOXDUAicY+lD90OQGXCL/XzJg1AR3L5D+l3DkCoHf6arFEOQKVJKej2Ug1ANSTusfQhDEBgkzXqIToQQNPB+j+H+Q1ANPRPcLHiDkBG66hqgmgNQNgN2xZlNg5AMbH5uDZUDUAIPZtVn2sNQAHeAgmKXw5AZ/LNNjfmDEBDrWnecUoNQIUIOIQqdQ5AG9gqweLwDkB5dY4B2WsOQOONzCN/sA1AQlvOpbgqDkA6I0p7g28OQFvTvOMUXQ5A2jhiLT6FD0Ar3sg88kcPQNmUK7zLRQ9ATTJyFvb0DkAIlE25wnsNQNi2KLNBZg1ABi/6CtLMDkDQRNjw9AoQQKNAn8iTJA1Angd3Z+22DUDhXS7iOzENQEZCW86lOA9ANV66SQzCDkAcX3tmScANQG6jAbwFkg1AT3XIzXCDDkBKDAIrh1YOQOJYF7fRAA5AlZo90AqMDUAw9fOmIhUNQC2VtyOclg9AqtTsgVagDkAkufyH9FsOQPfMkgA1dQ1ALq2GxD3WDkAydy0hH/QNQNj1C3bDdg1A2ZQrvMtFDUBlqmBUUicOQMTOFDqvsQ5ADMhe7/64DkCkqgmi7gMNQL6fGi/dpA9A9E9wsaLGD0C71XPS+wYNQHam0HmNXQ5AnrXbLjTXDkCe6pCb4YYOQIBgjh6/tw5AY3rCEg+oDUDpZRTLLa0NQC7FVWXflQ5AlNkgk4zcDkA6QDBHj58PQKHzGrtEdQ5A1ZXP8jy4DUDdXtIYrWMNQLTlXIqrygxA9Pi9TX92DkAyPWGJB9QLQAx2w7ZFmQxA58b0hCXeDEAFhqxu9RwNQFYrE36pXw5AoijQJ/JkDkAKv9TPm8oOQOyjU1c+yw1AKEnXTL4ZDkDLSpNS0O0NQAWjkjoBjQ5AGJXUCWjiDUCp3hrYKoENQP+ye/KwUA5AskY9RKP7DUBlcJS8OscNQH/eVKTC2A5AmQ0yycjZDkAiT5KumTwOQP2k2qfj8Q1A1A5/TdYoDkCC/61kx8YNQNKMRdPZiQ1Apg9dUN8yDUAXK2owDUMPQKgAGM+gYQ9AVFInoIkwDUBvKlJhbOEOQE4LXvQVJA1Ay5wui4mNDUCP/MHAc68NQDANw0fEVA5Aq+y7IvhfDkBnYU87/DUOQOpb5nRZjA5Al8rbEU6LDUBEwCFUqVkPQDAS2nIuxQ5Awa27eaoDDkAK9Ik8SboOQOscA7LX+w1APIidKXSeDUAvaYzWUVUPQPcBSG3iZA9AY7ml1ZA4D0DGFoIclDAPQNOHLqhv2Q5A845TdCQXD0A+P4wQHm0MQCkiwyreiAxADhXj/E1oDEAN4C2QoPgMQHWw/s9hPg1AzZIANbUsD0Af14aKcf4MQL1SliGO9Q1AARO4dTfPDUDzjlN0JNcNQIAO8+UFGA5AfT81XrqJDkCy9KEL6hsPQOtunuqQWw1AW+uLhLYcDUDVeOkmMQgPQKCJsOHpFQ9AtvP91HjpDkDLuRRXlX0OQBjPoKF/Qg5A56kOuRnuDUDmllZD4t4NQJLLf0i/fQ1AoGzKFd7lDUDQCgxZ3WoPQPPlBdhHJw1Ak4ychT1tDUDhQEgWMEENQGnGounsJA9ALhwIyQLmDkAai6azk4EPQBEebRyx1g5ABi/6CtIMDkBIG0esxWcOQKK0N/jC5A1AoS3nUlzVDUCYbhKDwMoLQITTghd9hQxAfSJPkq6ZDED8AKQ2cbIPQGlSCrq9pA5AsaIG0zC8DkAjhEcbR6wNQDblCu9y0Q1AER5tHLHWDEC/mgMEc3QNQIJzRpT2hg1AfeiC+pb5DkDW/znMl1cNQKshcY+lDw5AzhlR2hs8DkDuCKcFL/oMQKwcWmQ7Hw5AuiwmNh9XDkBdp5GWypsOQDo7GRwl7w1Aa2CrBIsDDkCAZaVJKSgOQKTC2EKQAw1A7Eyh8xr7DEC/Q1GgT2QNQL9DUaBPZA1ARrHc0mpIDUBmoDL+fcYOQKneGtgqwQ5AvfvjvWolD0DRBfUtc7oNQLvyWZ4Hdw5AzNHj9za9DUCMEB5tHHEOQMqmXOFdrg5AT0ATYcNTDkD8AKQ2cTIOQI2XbhKDwA1A845TdCSXDUDy0k1iEBgOQLg7a7ddqA1A1EhL5e0IDUBznUZaKu8NQI8ZqIx/Hw9A0vvG155ZD0DY8PRKWYYOQJy/CYUIeA5Ae9rhr8laDkCZEkn0MkoOQOcdp+hI7g1AkpbK2xFODkCC4seYu9YNQPphhPBo4w1AbjSAt0ACDkDnNXaJ6u0OQKMjufyH9A5AW+uLhLYcD0Ast7QaEncPQNOf/UgRmQxAkBSRYRXvD0CJ6q2BrRIOQM8UOq+xSw1Av/G1Z5aED0DIQQkzbb8OQMAJhQg4RA5Als/yPLj7DUCSrpl8sw0OQM9J7xtf+w1AJCh+jLkrDkA3pics8YANQH2W58HdWQ5A8gwa+ie4DUA6evzepr8NQNaLoZxo1w5AuoPYmUJnD0DGounsZPANQIOj5NU5Bg5AyZOkayafD0BeaK7TSIsPQAA6zJcXIA9ArVEP0ejODUD36XjMQOUNQKn26XjMwA5AMSWS6GUUDkBSuB6F69ENQCDvVSsT/g5AgGCOHr93DUBApN++DhwNQG05l+KqMg9A/wkuVtQgD0B4uYjvxKwOQCF2ptB5DQ5AKH6MuWvJDkBJLv8h/bYNQCEHJcy0fQ1AJJwWvOgrDkBhjh6/t2kOQMXJ/Q5FQQ5AGcqJdhUSDkAt7GmHv2YNQAbYR6euPA9AqoJRSZ0gEEAsK01KQXcNQOxMofMaGxBAPSzUmuZdDkCWBKipZWsNQIxn0NA/gQ5Azo3pCUu8DkC7uI0G8JYOQPphhPBoow5A5ssLsI8ODkBEozuInSkNQMk88gcDjw5A4UVfQZoxDkAiiV5GsZwOQJ6Y9WIoJw5Ay/j3GRdODkAAb4EExY8OQB7cnbXb7gxA7DTSUnm7DEDkg57Nqs8PQPj8MEJ4dAxAbqMBvAUSDUDiAWVTrvAMQL1SliGO9Q1At11ortNIDUAtsp3vp4YNQJ9x4UBIlg5Ay/j3GRfODUAGTODW3fwNQKn7AKQ2cQ1Ag1FJnYDmDkBrZcIv9XMOQGx4eqUsQw1AtMh2vp8aD0DAPjp15XMNQIy+gjRjEQ1A499nXDgQDUBXBP9byU4NQFcJFocz/w5ALJ/leXA3DkDC3Vm77UIPQFYrE36p3w1A46qy74ogDkDwv5Xs2EgOQOeMKO0Nvg1AvTWwVYIFDkC7D0BqEycOQPbuj/eqFQ5AF7fRAN5CD0DThy6obxkNQNwpHaz/8w1A3Esao3UUDkDeAgmKHyMOQFMFo5I6AQ5AiV5GsdwSDUBF2PD0SlkOQBtkkpGzcA5AJJf/kH57DUBDrWnecUoPQK8l5IOeDQ5AfLjkuFM6DUAMHxFTIokNQChEwCFUqQ1AsaIG0zD8DEAps0EmGTkNQGDNAYI5eg5AfO2ZJQFqDkCAt0CC4kcOQJmesMQDCg5ARUdy+Q8pDkA34PPDCGENQGe4AZ8fRg1ACyk/qfYpDUDTTWIQWPkNQE60q5DyEw5A+WabG9OTDUAZyol2FdINQA5Pr5RlSA9A7KNTVz7LDkD7V1aalMIOQGiR7Xw/9Q1Ax4Ds9e6PDUAEkNrEyf0MQLHc0mpIHA9AJNHLKJZbD0DLEMe6uE0OQAMJih9jbg5Aqz5XW7E/DUCKWS+GcmIPQHrCEg8omwxATpzc71BUDEDdzVMdcnMMQPevrDQphQxALVvri4S2D0B15bM8D+4MQKn7AKQ2MQ9AuhRXlX0XD0CwPbMkQA0PQN1e0hitYw1An3HhQEgWDUBIFjCBWzcMQGdhTzv8dQ1A5L1qZcLvDkAYQznRroIOQPFjzF1LCA5ALlbUYBpGDUAD7KNTV74NQILK+PcZVw5AGLK61XNSDUB00vvG114NQAgDz72HSw1ABOJ1/YIdDUCSs7CnHT4NQKTH7236sw5AiGh0B7EzDkCWBKipZWsOQFlMbD6ujQ5A7lpCPuiZDUCvd3+8Vy0PQCFZwARu3Q5AiUFg5dBiDkCaJQFqapkOQN8a2CrBIg9AXb9gN2ybD0ARcAhVanYPQKVJKej20g1A4V0u4juxDUCKAn0iT9INQBWRYRVvpA1AaTo7GRxlDkClaybfbPMNQKZ+3lSkwg9A4BCq1OzBDkA9uDtrt50OQABXsmMj0A1Ajh6/t+lPDUDmV3OAYE4PQIMvTKYKxgxAste7P97rDUBGtvP91LgNQODW3TzV4Q1ALspskEnGDUBpNSTusfQOQJ268lmehwxAK9mxEYjXD0CKzce1oSIPQCHIQQkzbQ1AFVeVfVdEDUCTUtDtJc0OQL7e/fFetQ1AgEi/fR14DkC6g9iZQqcOQGgFhqxu9QxARDS6g9jZDEAnZr0YyskMQIiAQ6hSswxAo3VUNUEUDUAqxvmbUEgNQKnZA63A0AxAR6zFpwDYD0C3KLNBJpkNQFiQZiyajg1AweJw5lezDUCTGARWDi0OQAsMWd3qOQ1AGQRWDi3yDED7dDxmoDIPQIz4Tsx6cQ5AhiAHJcx0DUB5AfbRqSsOQIXrUbgexQ1At2J/2T05DUBFgT6RJ4kNQHuIRncQewtAH4XrUbjeC0Az3IDPD+MPQCB7vfvjfQ1Ar3d/vFctDUBCW86luCoNQGCrBIvD2Q1AcXK/Q1GgDUDGihpMwzANQP94r1qZsAxAt2J/2T15DkAS2nIuxZUNQGgFhqxudQ1A2nIuxVUlDUAJM23/ygoPQPRsVn2utg5ASPlJtU8HD0DLLa2GxH0NQOtunuqQmw1Adk8eFmqNDUDc14FzRlQPQBWpMLYQpA9ABYasbvU8EED7ljldFlMQQJjArbt5Kg5AsW1RZoMMDkBzaJHtfP8MQIKLFTWYhg1AxRuZR/6gDUCQvd798d4NQN+JWS+G8g1AQmDl0CJbDUC1w1+TNWoNQPJBz2bVZw1AsP7PYb68DkC0yHa+n9oOQMYzaOifYA1A/cHAc+9hDUBt/8pKk5IOQFYOLbKdbw5A+dozSwKUDkDm6PF7m74OQO6x9KEL6g5A3Esao3VUDkCQTl35LI8OQLPqc7UV+w1Ac4V3uYgvDkA91SE3w00OQIJWYMjqlg1AHxFTIoleDkB8uOS4U7oNQJ+rrdhfNg5AbsDnhxGCDkBcrKjBNIwOQCx96IL6Fg1AHjNQGf9+DkB7vfvjveoNQMA+OnXlMw9ALA5nfjUHDUAsvMtFfKcNQN4CCYofIw5AjZduEoPADUB+HThnRGkMQGN6whIPaA5AjQsHQrJADUCUap+Ox0wNQMxdS8gH/Q1ALWACt+5mDUBNFYxK6gQOQJYJv9TPmw5AUmFsIcgBD0AlXTP5ZhsPQN/gC5Opwg9A/MbXnlkSD0CBCdy6m6cOQJoIG55eaQ9AnfS+8bWnDkB5zEBl/PsNQBSzXgzlhA1AkE5d+SyPD0BkQPZ698cMQAXAeAYNfQxABcB4Bg19DEBuwOeHEUIMQBVvZB75QwxAWBzO/GqODEDlszwP7o4NQBPVWwNbpQ5AWJBmLJrODkC9jGK5pRUNQKMeotEdBA5A/z7jwoHQDkDRrkLKT+oNQC7FVWXf1Q1AhnKiXYWUDkCS6GUUy20PQH0iT5KuWQ9A1QRR9wEIDkCLGkzD8BEOQCXMtP0rKw5A0VeQZixaDUCJDKt4I3MNQNLGEWvxqQxA63O1FftLDEBCsoAJ3LoMQOQPBp57zwxAaJHtfD/1DUBdiqvKvisOQP8h/fZ1oA5Agy9MpgpGD0CzB1qBISsPQH1cGyrGOQ5AUyKJXkZxDkD8HYoCfWIOQJqxaDo7WQ5A7yB2ptC5DkDChqdXynIPQPH0SlmGOA1AFVeVfVeEDUB1yM1wA34NQM07TtGR3A1ADhDM0eP3DUCUap+Ox4wPQIUIOIQq9Q5AQZ/Ik6QrD0CmYfiImBIPQANgPIOGfg5AkPeqlQk/DkBZTGw+rg0OQFr1udqK/Q5A2lVI+Ul1DkCl942vPXMOQKZh+IiYEg5AG4F4Xb9gDUDGhQMhWcAMQOqymNh83A5AvTrHgOz1DUBegH106ooOQPxSP28q0g5AzEV8J2b9DUA3cXK/Q9EPQFdbsb/s3g9ALGUZ4liXD0BDrWnecUoPQIKtEiwOJw9AjNZR1QRRD0AdrP9zmO8MQMFWCRaHswxA0jqqmiDqDUCjI7n8h7QNQOFdLuI78Q5AWcAEbt0NDkDNHmgFhmwNQGDq501Fag5As14M5US7DUAPf03WqMcOQK/OMSB7vQ1AdbD+z2E+DUBo0NA/wUUPQCxIMxZNpw1AvHmqQ27GDEByFva0w18MQJ7qkJvhBhBAjIS2nEsREECzJEBNLdsNQMSUSKKXUQ1A4XoUrkfhDUBT6LzGLlEOQGfyzTY35g5ADY6SV+dYDkB0DMhe7z4OQA+cM6K0Nw1AhiAHJcz0DkCt3XahuY4MQHUCmggbHg1ALxfxnZi1DkBhMlUwKikNQOIjYkokkQ1AodtLGqM1DkBGJXUCmkgNQCHlJ9U+XQ5AWaMeotEdDkAWTWcng2MNQE5/9iNFpA5AI2dhTzt8DkDvchHfiRkNQH3ogvqW+QxACHdn7bbLC0AzxLEubmMNQO1kcJS8ug5AgGWlSSloD0BAwcWKGswOQJW3I5wWvA5AilkvhnLiD0B4nKIjuXwOQE9d+SzPQw5Angd3Z+12DkCnP/uRIvINQIfcDDfgMw5Azt+EQgQcDkCsxacAGE8OQE4LXvQV5A1Ab9i2KLMBDkC3Yn/ZPbkNQGHD0ytl2Q1AN6YnLPHADUDO34RCBFwNQONw5ldzgA5A/8pKk1LQDkCny2Ji87EOQMU4fxMKEQ1Anil0XmMXDUC7Jw8LtWYPQKwcWmQ7Xw9AhEcbR6zFDEBcj8L1KJwOQCS5/If02w1AmBdgH506DkDl8h/Sb18NQOKvyRr1kA1Axm00gLfADUB+AFKbOPkOQNGuQspPag9AnBa86CvIDkCwPbMkQM0MQFnABG7djQ5AiQeUTbkCDkDso1NXPksOQDY8vVKWYQ5Aw2SqYFQSDUCK5ZZWQ2INQDpdFhObzw1AKCzxgLIpDkBAh/nyAiwOQOJ1/YLd8A5A0m9fB86ZD0A+XHLcKZ0OQJijx+9tOg5AYkok0csoDkCSrpl8s00OQFpkO99PDQ5Ax0YgXtdvD0DUZTGx+TgNQDi+9sySQA1ARUdy+Q+pDUBwCFVq9oAOQFPovMYukQ1AinYVUn7SDUCtLxLacq4NQHwPlxx3ig1Ati3KbJBJD0B2bATidf0PQHRGlPYG3w9AYDyDhv4JD0AuymyQSUYPQKlNnNzvkA9AGsBbIEGxDkCQFJFhFW8NQGpq2VpfZA1AcM6I0t5gDkCvsUtUb40OQJHVrZ6Tng5A+dozSwKUDkDmeXB31i4PQHva4a/J2g9AdlQ1QdQ9DkDVBFH3AYgPQB+/t+nPPg1AfsaFAyGZDUDVPh2PGagNQIv9ZffkoQ1AorQ3+MLkDUAurYbEPVYLQHmvWpnwCw5AO8JpwYs+DkA1DB8RUyIOQHzysFBr2g1AXMmOjUB8DkBXW7G/7J4NQFk0nZ0MThBAsmMjEK+rDUCHp1fKMkQPQDVj0XR2cg9Ai6azk8GRD0A429yYnjANQOG04EVfAQ9AJ9pVSPkJD0AQBp57D9cNQJT7HYoCvQ5Apu1fWWmSDkC6LCY2HxcNQFzmdFlMLA9AYHZPHhaqDEAPYmcKndcMQPzepj/7kQ1AbXNjesISDkDusfShC6oNQDnulA7Wvw5A3xrYKsEiD0BUAIxn0BAOQB6n6Egufw5Ae4MvTKZKDkDTwfo/h/kOQKDDfHkBNg5AXwfOGVGaDkBd4V0u4rsNQDdsW5TZYA5AnNzvUBQoDUB8m/7sR0oOQBe86CtIsw5A66hqgqh7DkD+YOC593AOQHiXi/hOjA5AidLe4AvTDkASvYxiuWUPQLXgRV9B2gxAvOgrSDNWDkAF3V7SGC0NQE7udygKNA1AA0NWt3qODUCL/WX35CEOQHwKgPEMmg1AUHCxogYTDkAcQpWaPdAOQKq3BrZKcA5Au5unOuQmDkCnrnyW5wEOQJ7Swfo/xw1A0zB8REwJDkDZlCu8ywUOQOkOYmcKXQ5ACRueXilLDUBpHVVNELUMQA034PPDyA9ANQcI5ugxDkDcupunOiQOQDs2AvG6Pg9AOzYC8bo+D0DSb18HzhkOQDVj0XR2sg5A2Ls/3qsWD0ATLA5nfrUOQIXOa+wS1Q5AECOERxsHD0DnAMEcPb4NQBefAmA8ww1AqBjnb0LhDUCSBUzg1p0NQBv1EI3uoA5ANQcI5ujxDUBGCI82jlgPQE8eFmpN8w1AXCBB8WMMDkDpK0gzFo0NQDAS2nIuxQ5Ah/4JLlYUD0CCHJQw0zYNQM6I0t7gCw1AmRJJ9DKKDEDcKR2s/zMNQOwvuycPiw1A8SkAxjPoDUDDZKpgVNIOQKZ+3lSkgg9ARZ4kXTO5D0ANiXssfWgMQGTMXUvIxwxAhEcbR6xFDkDpmsk329wNQMKjjSPWog1AVg4tsp0vDkDHSzeJQWAOQJHyk2qfjg5AQIf58gJsDUD6J7hYUcMOQN6rVib8Eg9ACqLuA5AaDkBKXp1jQPYOQB6n6Egufw9ADB8RUyLJDUCr56T3je8NQOzdH+9Vqw1ABARz9Pg9DUAEyqZc4V0NQDUk7rH0IQ5ASUvl7QjnDUDMYmLzcW0NQHPXEvJBjwxAzTtO0ZGcDEAd5ssLsE8OQFUTRN0HIA5APUSjO4jdDkAlkuhlFEsOQLgGtkqw+A5AXqJ6a2CrDUDdQexMoXMOQK+UZYhjHQ5ASrVPx2NGDkC2SrA4nDkOQOC593DJcQ5Aaoe/JmvUDkCqDrkZbgAPQLyReeQPRg5AlNkgk4zcDUDGpwAYz6AOQD8AqU2cXA5ARfC/lewYDkBk6UMX1PcNQJMANbVs7Q1AfZbnwd3ZDUDrc7UV+0sOQJ1oVyHlJw5AgZVDi2znDUAtQxzr4jYPQNTxmIHKuAtATDeJQWAlDkA3/dmPFBEPQPiqlQm/1A5Ay4Rf6ueNDUCEEmba/lUNQNrmxvSEJQ1A42vPLAlQDkCt+lxtxX4OQEtZhjjWBQ5Aj+TyH9LvDUARx7q4jQYOQC8012mk5Q1A+tUcIJijDEBAE2HD02sOQGqkpfJ2xA5Aw552+GsyD0D7XG3F/nIOQOw00lJ5Ow5AXoB9dOpKDkAMPPceLnkOQFLVBFH3gQ1A85Nqn44HDkDeyDzyB4MOQC+ob5nTJQ9AvHmqQ25GD0DYuz/eq1YPQJZbWg2JewxANlmjHqIRDUDsaYe/JmsNQG7A54cRAg5AMbYQ5KAEDkCLprOTwdENQGwE4nX9Ag5AQlvOpbgqDUA3T3XIzbANQGh5Htyd9Q1A71UrE35pDUAQzNHj93YOQGkdVU0Q9Q1ApHA9CtejDUCw/s9hvrwOQD+MEB5tnA5AJO6x9KELEEDpDmJnCp0MQF3cRgN4iw1Au9Vz0vvGDUBK0jWTb/YNQPj8MEJ4tA1AEF1Q3zJnDUA17zhFR7IOQD4ipkQSfQ5AnwJgPINGDkDmriXkg54NQHZPHhZqTQ1AAz4/jBBeDUC1bK0vEloNQFQdcjPcwA5AFAX6RJ5kDkDJk6RrJl8NQMEcPX5vEw1AxuHMr+ZADkDiWBe30QAOQDawVYLFIQ5AHOviNhoADkD129eBc4YNQP5g4Ln38A1ASiTRyyhWDUCdY0D2ercNQOP8TShEwA1AzTtO0ZEcDkCFtpxLcZUNQN+JWS+G8g1ALWACt+6mDUCJQWDl0KINQCuHFtnO9w1AcRsN4C0QDkBHdxA7UygNQBRcrKjBNAxAn8iTpGvmDUAai6azk0ENQCHqPgCpDQ1Auk4jLZX3DkAp0CfyJGkNQJfiqrLvCg1AajANw0dEDkDePNUhN8MNQNqPFJFh1Q5AmC8vwD76DkCloNtLGiMOQDxO0ZFcfg5A34lZL4ZyDkAps0EmGTkOQHVZTGw+bg5AMA3DR8SUD0AbL90kBkENQCC1iZP7HQ5AfA+XHHdKDkCRm+EGfD4OQLQfKSLDqgxA8WPMXUsID0Dl8h/Sbx8PQKg1zTtOUQ1ANgLxun5BD0DKw0KtaV4OQG2oGOdvAg5Adv2C3bDtDEAbDeAtkCAOQEop6PaShg1AlX1XBP/bDkBHrMWnAJgOQGgibHh65Q1AtRoS91j6DkBUqdkDrYANQANDVrd6Dg1Aa7ddaK7TDkD+SBEZVvENQJtyhXe5CA5Ayjfb3JgeDkDV7IFWYMgNQMNHxJRIog5AK01KQbfXDUDw+WGE8OgNQBWRYRVvJA5Arwj+t5KdDkBubkxPWEIQQNAKDFndChBAiJ0pdF4DEEBpb/CFyVQPQG3i5H6HYg9AfH4YITxaDkDf4AuTqUIOQH1cGyrGOQ9Am/7sR4pIDUAGDf0TXOwNQNWytb5IKA1AH6LRHcQODkC62or9ZfcNQMb5m1CIwA1AwlHy6hxDDkAQQGoTJzcOQBQ/xty1BA9AsmMjEK9rDkDXaaSl8rYNQI5Yi08BsA1A5SfVPh0PD0BzhXe5iG8NQOIGfH4YIQ1AGqiMf5+xDkAIPZtVn6sOQKIL6lvmtA1AgZVDi2znDkAhsHJoke0OQCkF3V7SGA1AM8SxLm4jDkDXaaSl8rYOQLa+SGjLeQ1A+ie4WFHDDEBihPBo48gMQCsYldQJKA1AyAc9m1UfDUAYQznRrsINQF0z+Wabmw5AhslUwaikD0CxogbTMLwMQKciFcYWQg5AYi0+BcA4DkCOzCN/MDANQC7iOzHrRQ5AmZ6wxAMKDkBlpUkp6DYNQLUaEvdYug9Aou4DkNoEDUBU46WbxGAQQEok0csolgxARKhSswcaD0Aw2A3bFiUPQL5qZcIvdQ5AxqcAGM/gDkC/8bVnloQPQJwWvOgryAxABARz9Pg9DkAkC5jArXsOQOtWz0nvWw5A0h3EzhR6DUAUyy2thsQNQBXj/E0ohA1AKT+p9um4DUCfjscMVEYNQGg/UkSGVQ1Akx0bgXgdDUCnlq31RUINQH2R0JZz6Q5AyNKHLqgvD0CzDHGsi5sOQO9yEd+J2Q9A5WGh1jTvD0DYZI16iAYPQLG/7J487A5AuiwmNh9XDkD8GHPXEnINQG+BBMWPcQ1AqZ83FamwDkDaG3xhMpUOQEs8oGzKlQ1AsP7PYb78DUBDyk+qfXoOQLfRAN4CyQ1AKsb5m1DIDkAUeZJ0zSQPQPAzLhwISQ1AYhBYObTIDUB2bATidb0NQFQ6WP/n8A5ABRcrajBNDkC7YduizIYOQFXejnBa8A1ANdJSeTuCDUCZgcr495kOQETAIVSpGQ5AKXl1jgHZDkDe5SK+E/MOQFRSJ6CJsA1ACObo8XvbD0Dmywuwjw4OQNi2KLNBJg5AGqiMf5+xDUBrfZHQlrMOQHsxlBPtag5A5ZttbkxPDkCY+nlTkcoNQDcawFsgAQ5Avk1/9iPFDUCbWrbWF0kPQOscA7LX+w5AKQXdXtJYDUBmg0wyclYOQPMC7KNTlw5A1nPS+8bXDkCg/UgRGZYOQIv9ZffkYQ5Akst/SL99DUCYLy/APvoNQJNvtrkxfQ5A2UKQgxKmDkCiXYWUn5QOQCuHFtnONw9AV89J7xsfDkBx5ldzgKAOQJD3qpUJvw1A24XmOo30DkCvCP63kh0NQKshcY+lzw1A3xXB/1YSEEDye5v+7EcOQFvri4S2XA5A64uEtpxLDkDjwoGQLCAPQIEExY8x9w5AjBU1mIYhDkCHp1fKMoQNQBXj/E0oBA9A06QUdHtJDUC0WfW52goNQOFiRQ2moQ1AS1mGONaFDkBG66hqgmgOQCdmvRjKSQ5AtHbbheY6D0AlehnFcksPQOyjU1c+Cw1ATwZHyaszD0DDtkWZDXIOQAzqW+Z02Q1A8Z2Y9WLoDkAkKH6MuWsOQMCV7NgIhA1A8rVnlgQoDkDYDdsWZXYNQE2+2ebG9A5AnWNA9no3DkCZKhiV1IkNQIAr2bERSA1AwcWKGkwDD0C7m6c65CYOQBsN4C2QoA1AkdCWcyluDUBnmxvTE1YNQGgibHh65Q5AMdP2r6z0DUAIA8+9h4sPQN83vvbM0g5Aa2CrBIsDDkCLTwEwnkEPQA4yychZWA5ALCtNSkH3DkAXghyUMJMOQNl3RfC/1Q5A6bevA+fMDkCy17s/3qsNQD4/jBAe7Q1AgT6RJ0mXDkBPBkfJq3MOQB04Z0Rpbw5AtoR80LMZDUAIrBxaZPsNQN2YnrDEQw9AvHmqQ26GD0DIzXADPn8PQM+9h0uOew9AjL6CNGPRDEBlpUkp6HYNQF/v/nivWg1AI/PIHwx8D0Da5sb0hCUNQN1B7Eyhsw1APlxy3CmdDUBehZSfVHsNQE7udygK9A5AjL6CNGPRDUBXBP9byU4NQCaqtwa2igxARBfUt8xpDEDSAN4CCYoNQL2pSIWxRQ1AhNiZQuc1DkCD+pY5XRYOQMgHPZtVXw5Auw9AahNnDUDso1NXPosNQOyjU1c+iw1ATpzc71CUDUB+dOrKZ7kNQGlXIeUnFQ5A0a5Cyk/qDUChuU4jLRUOQESGVbyR+Q1AyEEJM20/DkDIzXADPv8NQGcPtAJDlg1APbg7a7edDUCOdXEbDSAOQKezk8FR8g1AfsaFAyFZDUDS+8bXntkOQGGOHr+3aQ5A6J/gYkWND0DQfqSIDOsOQK93f7xXbQ5A1eyBVmBIDUAqxvmbUAgPQHbgnBGlvQ5Agv+tZMdGDkAXK2owDYMMQDUk7rH0oQxA2o8UkWEVDkAxQni0cUQOQII5evzeJg9AQ/8EFytqDkDL2xFOCx4OQB7cnbXbrg1Au+1Cc50GD0DeVKTC2AIPQMDnhxHCIw1AAvG6fsEuDkCXqN4a2KoOQD8AqU2c3A5AinYVUn6SDkBfmEwVjEoNQNMTlnhAGQ1AdhppqbydDkDbM0sC1BQNQL4wmSoYlQ1AVg4tsp3vDUDy6hwDspcNQMnlP6Tf/g5A5zqNtFQeD0C5pdWQuMcOQBMKEXAIlQ1AObTIdr5fDUD5MeauJSQNQE8eFmpN8w1AXfksz4P7DUCcxCCwcmgOQCi4WFGD6Q5AtLCnHf7aDUCNXaJ6a2ANQIGVQ4tspw5ANrBVgsXhDUA1Y9F0drINQLMpV3iXyw1AKCzxgLJpDkCxxAPKptwOQAeZZOQsLA1AuCOcFrzoDUBXPsvz4K4NQNHoDmJnCg1AnUtxVdl3DkCF61G4HgUPQKMjufyHdA5AhLuzdtuFDkAYJlMFoxIPQAWLw5lfDQ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yph\":{\"id\":\"10089\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"10090\"},\"view\":{\"id\":\"10092\"}},\"id\":\"10091\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"10160\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"9834\"}},\"id\":\"10092\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"9860\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"9859\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"10095\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"10172\",\"type\":\"AllLabels\"},{\"attributes\":{\"toolbar\":{\"id\":\"10184\"},\"toolbar_location\":\"left\"},\"id\":\"10185\",\"type\":\"ToolbarBox\"},{\"attributes\":{},\"id\":\"10174\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"source\":{\"id\":\"9834\"}},\"id\":\"9879\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"9833\"},\"glyph\":{\"id\":\"9871\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"9872\"},\"view\":{\"id\":\"9874\"}},\"id\":\"9873\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"10186\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.3\"}};\n",
" var render_items = [{\"docid\":\"4e045853-0415-4684-9163-29c1a2df9aee\",\"root_ids\":[\"10186\"],\"roots\":{\"10186\":\"a5193d5a-0c07-4421-ae15-c0110b9e9895\"}}];\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": "10186"
}
},
"output_type": "display_data"
}
],
"source": [
"bokeh.io.show(\n",
" bebi103.viz.corner(\n",
" samples,\n",
" parameters=[(\"phi\", \"ϕ [µm]\"), (\"gamma_\", \"γ\"), (\"sigma\", \"σ [µm]\")],\n",
" plot_ecdf=True,\n",
" xtick_label_orientation=np.pi / 4,\n",
" )\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Corner plots are my preferred method of displaying results. All possible display-able marginal posteriors are plotted and laid out in a logical way."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"bebi103.stan.clean_cmdstan()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Computing environment"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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",
"holoviews : 1.14.6\n",
"iqplot : 0.2.4\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,holoviews,iqplot,bebi103,jupyterlab\n",
"print(\"cmdstan :\", bebi103.stan.cmdstan_version())"
]
}
],
"metadata": {
"anaconda-cloud": {},
"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
}