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Generative-Modeling-rt-live.ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Generative Model Tutorial\n\nIn this lecture you'll learn:\n\n* How to build generative models that take into account knowledge we have about the data generation process\n* How can apply Bayes formula to reason backwards from observed data to unobservable hidden causes\n* How to model time-varying processes\n* How to iteratively improve a model\n\nThis notebooks explains the model powering https://rt.live with its nowcast of the effective reproduction number. It is based on [version 1.0.0](https://github.com/rtcovidlive/covid-model/commit/50bf8e4ace5b973b3d323f058ad613d4b02f4c2f) of the model.\n\n## What is Rt?\n$R_0$ (\"R-naught\") describes the reproduction factor of a disease -- i.e. how many other people does one infected person pass the disease to. If this quantity is larger than 1 we have an epidemic on our hands, as is the case for COVID-19. \n\n$R_0$ assumes, however, that there are no counter-measures being implemented to curb spread of the virus. Thus, the more critical measure to track is $R_e(t)$ -- the time-changing effective reproduction factor, i.e. on a given day $t$, how many people does one person infect. \n\nAs lockdowns and social distancing measures are put in place we expect this quantity to drop, ideally below the critical quantity of 1 because then, over time, the disease would just wimper out.\n\nUsually we'd extract $R_e(t)$ from something like an [SIR (susceptible-infected-recovered) model](https://en.wikipedia.org/wiki/Compartmental_models_in_epidemiology) or an SEIR (which adds an exposed category), which are classic epidemiological compartment models. \n\nAn SIR model is in fact what `rt.live` used in the beginning. However, SIR/SEIR models are also just approximations of the real thing and come with quite a few assumptions baked in. The current model is simpler and makes fewer assumptions. In addition, the SIR model is described as an ODE which causes various technical problems. Solving the ODE is quite time-intensive and while closed-form approximations exist and are faster, we found that they are quite unreliable.\n\nInstead, the current model uses a simple generative logic to explain how a initial pool of infected people spreads the disease at each time-point, according to the current reproduction factor.\n\n## The generative model\n\nWe need the package from the rtlive repo to download data and get our distributions."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "import warnings\n\nwarnings.simplefilter(action=\"ignore\", category=FutureWarning)\n\nimport arviz as az\nimport numpy as np\nimport pandas as pd\nimport pymc3 as pm\nimport seaborn as sns\nimport theano\nimport theano.tensor as tt\n\nsns.set_context(\"talk\")\nimport covid.data\nimport covid.patients\nimport load_covid_data\nfrom covid.data import get_and_process_covidtracking_data, summarize_inference_data\nfrom covid.models.generative import GenerativeModel\nfrom covid.patients import get_delay_distribution\nfrom matplotlib import pyplot as plt\nfrom scipy import stats\n\ncovid.data.np = np\n%config InlineBackend.figure_format = 'retina'\n\n# Monkey-patch get_delay_distribution\ndef _get_delay_distribution():\n import pathlib\n\n return pd.read_csv(pathlib.Path(\"..\") / \"data\" / \"p_delay.csv\", squeeze=True)\n\n\ncovid.patients.get_delay_distribution = _get_delay_distribution\nimport covid.models.generative\n\ncovid.models.generative.get_delay_distribution = _get_delay_distribution\n\n# There is a bug in the prior sampling of the GaussianRandomWalk,\n# this monkey-patches a fix. This should be fixed soon in PyMC3.\ndef _random(self, sigma, mu, size, sample_shape):\n \"\"\"Implement a Gaussian random walk as a cumulative sum of normals.\"\"\"\n if size[len(sample_shape)] == sample_shape:\n axis = len(sample_shape)\n else:\n axis = len(size) - 1\n rv = stats.norm(mu, sigma)\n data = rv.rvs(size).cumsum(axis=axis)\n data = np.array(data)\n if len(data.shape) > 1:\n for i in range(data.shape[0]):\n data[i] = data[i] - data[i][0]\n else:\n data = data - data[0]\n return data\n\n\npm.GaussianRandomWalk._random = _random\n\nsampler_kwargs = {\n \"chains\": 4,\n \"cores\": 4,\n \"return_inferencedata\": True,\n \"random_seed\": 42,\n}\nnp.random.seed(sampler_kwargs[\"random_seed\"])\n\ndf = load_covid_data.load_data(drop_states=True, filter_n_days_100=2)\ncountries = df.country.unique()\nn_countries = len(countries)\ndf = df.loc[lambda x: (x.days_since_100 >= 0)]\ndf[\"new_cases\"] = df.confirmed.diff()\ndf.head()",
"execution_count": 51,
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>country</th>\n <th>state</th>\n <th>type</th>\n <th>confirmed</th>\n <th>critical_estimate</th>\n <th>days_since_100</th>\n <th>deaths</th>\n <th>new_cases</th>\n </tr>\n <tr>\n <th>date</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2020-03-28</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>107</td>\n <td>5.35</td>\n <td>0.0</td>\n <td>4</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2020-03-29</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>118</td>\n <td>5.90</td>\n <td>1.0</td>\n <td>4</td>\n <td>11.0</td>\n </tr>\n <tr>\n <th>2020-03-30</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>146</td>\n <td>7.30</td>\n <td>2.0</td>\n <td>4</td>\n <td>28.0</td>\n </tr>\n <tr>\n <th>2020-03-31</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>175</td>\n <td>8.75</td>\n <td>3.0</td>\n <td>4</td>\n <td>29.0</td>\n </tr>\n <tr>\n <th>2020-04-01</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>197</td>\n <td>9.85</td>\n <td>4.0</td>\n <td>4</td>\n <td>22.0</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " country state type confirmed critical_estimate \\\ndate \n2020-03-28 Afghanistan NaN confirmed 107 5.35 \n2020-03-29 Afghanistan NaN confirmed 118 5.90 \n2020-03-30 Afghanistan NaN confirmed 146 7.30 \n2020-03-31 Afghanistan NaN confirmed 175 8.75 \n2020-04-01 Afghanistan NaN confirmed 197 9.85 \n\n days_since_100 deaths new_cases \ndate \n2020-03-28 0.0 4 NaN \n2020-03-29 1.0 4 11.0 \n2020-03-30 2.0 4 28.0 \n2020-03-31 3.0 4 29.0 \n2020-04-01 4.0 4 22.0 "
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "While before we looked at cumulative confirmed cases, it makes more sense to look at new daily cases. This also gets around the problem that our previous models all allowed cases to also go down over time, while the data generating process did not allow that."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "country = \"US\"\ndf_country = df.loc[lambda x: (x.country == country)].iloc[1:151]\n\nfig, ax = plt.subplots(figsize=(10, 8))\nnew_cases = df_country.new_cases\nnew_cases.plot(ax=ax)\nax.set(ylabel=\"New cases\", title=country)\nsns.despine()",
"execution_count": 2,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 720x576 with 1 Axes>"
},
"metadata": {
"image/png": {
"height": 537,
"width": 674
},
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Let's assume that for an idealized disease we start with a single infected patient (primary infection) on day $0$ that is infectous for a single day only and on that day goes on to infect 2 people (secondary infection) which become sick the next day. This disease thus has a reproduction factor $R_0$ of 2. We could write that on day $t$ the number of newly infected $y_t$ is:\n\n$$ y_t = y_{t-1} \\cdot R_0 $$\n\nQuite simple. This logic gives rise to the classic exponential growth pattern we see in epidemics:"
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "# Code optimized for readability, not speed\nn_days = 10\nts = np.arange(n_days)\nR0 = 2\ny = np.zeros(n_days)\n\ny[0] = 1 # starting with 1 infected\nfor t in ts[1:]:\n y[t] = y[t - 1] * R0",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(figsize=(12, 8))\nax.plot(ts, y)\nax.set(\n xlabel=\"time\",\n ylabel=\"newly infected\",\n title=\"Growth of idealized disease with $R_0 = 2$\",\n)\nsns.despine();",
"execution_count": 4,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 864x576 with 1 Axes>"
},
"metadata": {
"image/png": {
"height": 519,
"width": 748
},
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Building a model\n\nIn order to build this recursive nature into `PyMC3` we need to loop inside our model. Because PyMC3 compiles everything to `theano` we can't just use a Python loop. Fortunately, `theano` has its own looping logic in the form of `scan`. Unfortunately, the syntax is quite confusing. Do not worry about all the individual arguments too much, but see that our generative logic is implemented as a lambda function passed to `fn`. `scan` will then loop through `sequences` and update `y` in every iteration.\n\nHere we also make use of `Deterministic` for the first time. All that does is to save a variable of your model in the trace. If you have any expression consisting of other random variables it's often convenient to record them along with the parameter posteriors."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "len_observed = len(new_cases)\n\nwith pm.Model() as model_r0:\n # r0 can only be positive\n r0 = pm.Lognormal(\"r0\", np.log(0.2), 0.1)\n\n # Define a seed population\n seed = pm.Exponential(\"seed\", 0.01)\n y0 = tt.zeros(len_observed)\n y0 = tt.set_subtensor(y0[0], seed)\n # Apply the recursive algorithm from above\n outputs, _ = theano.scan(\n fn=lambda t, y, r0: tt.set_subtensor(y[t], tt.sum(r0 * y)),\n sequences=[tt.arange(1, len_observed)],\n outputs_info=y0,\n non_sequences=r0,\n n_steps=len_observed - 1,\n )\n infections = pm.Deterministic(\"infections\", outputs[-1])\n\n # Stop infections from taking on unreasonably large values that break\n # the NegativeBinomial\n infections = tt.clip(infections, 0, 10_000_000)\n\n # Likelihood\n pm.NegativeBinomial(\n \"obs\", infections, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=new_cases\n )",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_r0:\n prior_pred_r0 = pm.sample_prior_predictive()",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "plt.plot(prior_pred_r0[\"infections\"].T, color=\"0.5\", alpha=0.05)\nplt.plot(new_cases.values)\nplt.ylim(0, 100_000)\nplt.xlabel(\"Days\")\nplt.ylabel(\"New cases\");",
"execution_count": 7,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"image/png": {
"height": 288,
"width": 448
},
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_r0:\n trace = pm.sample(chains=1, cores=1)",
"execution_count": 8,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "Auto-assigning NUTS sampler...\nInitializing NUTS using jitter+adapt_diag...\nSequential sampling (1 chains in 1 job)\nNUTS: [alpha, seed, r0]\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n /* Turns off some styling */\n progress {\n /* gets rid of default border in Firefox and Opera. */\n border: none;\n /* Needs to be in here for Safari polyfill so background images work as expected. */\n background-size: auto;\n }\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [2000/2000 00:29<00:00 Sampling chain 0, 0 divergences]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": "Sampling 1 chain for 1_000 tune and 1_000 draw iterations (1_000 + 1_000 draws total) took 29 seconds.\nOnly one chain was sampled, this makes it impossible to run some convergence checks\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "az.plot_trace(trace, compact=True);",
"execution_count": 9,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 864x576 with 8 Axes>"
},
"metadata": {
"image/png": {
"height": 584,
"width": 872
},
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_r0:\n post_pred = pm.sample_posterior_predictive(trace)",
"execution_count": 10,
"outputs": [
{
"data": {
"text/html": "\n <div>\n <style>\n /* Turns off some styling */\n progress {\n /* gets rid of default border in Firefox and Opera. */\n border: none;\n /* Needs to be in here for Safari polyfill so background images work as expected. */\n background-size: auto;\n }\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='1000' class='' max='1000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [1000/1000 00:01<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Time-varying reproduction\n\nHowever, as we discussed we care more about the effective reproduction rate as a function of time $R_e(t)$. We can just switch that into our idealized generative model:\n\n$$ y_t = y_{t-1} \\cdot R_e(t) $$"
},
{
"metadata": {
"code_folding": [],
"trusted": false
},
"cell_type": "code",
"source": "n_days = 10\nts = np.arange(n_days)\nRt = np.linspace(2, 1, n_days) # Assuming Re(t) goes from 2 to 1\ny = np.zeros(n_days)\n\ny[0] = 1 # starting with 1 infected\nfor t in ts[1:]:\n y[t] = y[t - 1] * Rt[t]",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(figsize=(12, 8))\nax.plot(ts, y)\nax.set(\n xlabel=\"time\",\n ylabel=\"newly infected\",\n title=\"Growth of idealized disease with $R_e(t)$ going from 2 to 1\",\n)\nsns.despine();",
"execution_count": 12,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 864x576 with 1 Axes>"
},
"metadata": {
"image/png": {
"height": 519,
"width": 738
},
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "You can see that on the last day, where $R_e(t)$ is 1 we get the same number of newly infected as on the previous day, because every infected infects just one more person.\n\nThe implicit assumption in the generative process above is that an infected person is only infectious for a single day and that it then takes just one day to infect other people.\n\n### Building a model\n\nWhat type of prior would set for this time-varying reproduction factor $R_e(t)$? The prior information we do have is that it won't change dramatically from one day to the next. We encode this information with a *random-walk prior*:\n\n$$ R_e(t) \\sim \\mathcal{N}(R_e(t-1), \\sigma) $$\n\nwhere $\\sigma$ controls the step-width of the random-walk. Fortunately we already have this distribution included in PyMC3. As we know that the reproduction-factor can only be positive, we take the `exp` of the unconstrained random-walk (which will then be in log-space) to make it positive.\n\nThe model thus becomes:"
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "# Generative process in log-space\nN = 50\nr_log = np.zeros(N)\nsigma = 0.035\nfor i in range(1, N):\n r_log[i] = stats.norm(r_log[i - 1], sigma).rvs()\n\nr = np.exp(r_log)\nplt.plot(r)\nplt.ylabel(\"$R_e(t)$\")\nplt.xlabel(\"t\");",
"execution_count": 13,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"image/png": {
"height": 287,
"width": 411
},
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with pm.Model() as model_r_t:\n log_r_t = pm.GaussianRandomWalk(\"log_r_t\", sigma=0.035, shape=len_observed)\n r_t = pm.Deterministic(\"r_t\", pm.math.exp(log_r_t))\n\n seed = pm.Exponential(\"seed\", 0.01)\n y0 = tt.zeros(len_observed)\n y0 = tt.set_subtensor(y0[0], seed)\n outputs, _ = theano.scan(\n fn=lambda t, y, r_t: tt.set_subtensor(y[t], tt.sum(r_t * y)),\n sequences=[tt.arange(1, len_observed)],\n outputs_info=y0,\n non_sequences=r_t,\n n_steps=len_observed - 1,\n )\n infections = pm.Deterministic(\"infections\", outputs[-1])\n\n infections = tt.clip(infections, 0, 10_000_000)\n\n # Likelihood\n pm.NegativeBinomial(\n \"obs\", infections, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=new_cases\n )",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_r_t:\n prior_pred = pm.sample_prior_predictive()\n\nplt.plot(prior_pred[\"infections\"].T, color=\"0.5\", alpha=0.05)\nplt.plot(new_cases.values)\nplt.ylim(0, 100_000)",
"execution_count": 15,
"outputs": [
{
"data": {
"text/plain": "(0.0, 100000.0)"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"image/png": {
"height": 267,
"width": 427
},
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_r_t:\n trace = pm.sample(**sampler_kwargs)",
"execution_count": 16,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "Auto-assigning NUTS sampler...\nInitializing NUTS using jitter+adapt_diag...\nMultiprocess sampling (4 chains in 4 jobs)\nNUTS: [alpha, seed, log_r_t]\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n /* Turns off some styling */\n progress {\n /* gets rid of default border in Firefox and Opera. */\n border: none;\n /* Needs to be in here for Safari polyfill so background images work as expected. */\n background-size: auto;\n }\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [8000/8000 39:25<00:00 Sampling 4 chains, 0 divergences]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2366 seconds.\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "az.plot_energy(trace);",
"execution_count": 17,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"image/png": {
"height": 296,
"width": 440
}
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "post_rt = trace.posterior[\"r_t\"].sel(chain=0).to_dataframe()[\"r_t\"].unstack().T\n\nplt.plot(post_rt, color=\"0.5\", alpha=0.1);",
"execution_count": 18,
"outputs": [
{
"data": {
"image/png": 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SZGbfIukzkp7a9taTm1/fJulTZvZx59xLZbe/7VoWJP3ULNs4yuI4VhiGec/B9kJmHxik+4ux+WFHjUZDzjllWaZKpZL3MPiZler1+pa2CAwAAADzqdQeBjP7Bkm/ofthIZb0WUk/J+nzkvxT5ddL+pyZXSmz/R38p9oIKSdSHMdaXV3VYDDIhyX5GZOSJJG0MVuSf9gv9hzU63UFQZCv4eB7KXygSNN0S0ighgEAAGA+lRYYzKwu6VckdTZf+qKkdznnPuac+4vOuf9A0vskvbr5/hPa6ImYCTP7Y5J+cPPb/3ZW7RxlQRBoPB7nvQu+h8DXMviiZz8sydv+ved7F9bW1nT37l3dvXs3Dx4SvQwAAADzqMwehh+QdHVz+56kjznn3iru4Jx7UdJ3SPLVtB8ys4+WeA2SJDOrSfr72vj5XpP0Y2W3cRw457S+vq719fW8HsGv2rx98TXPBwj/vp9itbhStF8ALkkSDQaD/FgCAwAAwPwpMzD8YGH7J5xzt3faaTM0/PyU48ryf9FGb4Yk/WVJ4xm0ceSNx2MNh8O8l8EPJfLDk/w0qtXqRimLX0/BT53qeyD8zEq+8Lk4vao/h0RgAAAAmEelBAYze0bSewov/cIuhxTf/1Yz65ZxHZvX8m5J/8nmt7/snPtsWec+blqtVl7w7IcjFesQkiRRpVLJexOKU6wWF23zNQy+CNof6wNGcfYkAAAAzJeyehg+Uth+2Tl3c5f9vyBpuLndlPTNJV2HJP3M5jl7kj5V4nmPneIDvH/Y96/5HoJiT4Lfz9c8+J4F38vgX5c2Vnz25/KBgR4GAACA+VNWYHiusP2l3XZ2zqWSXphy/GMzs+/X/fDyHzvnrpdx3uOq3+/nQaH4UO9nPvJTpfqZk/z7SZIojuO88Nnv44+TtGVoki989iEEAAAA86OsdRieKWy/scdj3pT0TZvbz+73AszsvKSf2Pz2f5H00/s957bzv77PU8x6CtkHVKtVRVG0ZSYjr9j74ANFEASq1+vKskzj8VjtdlthGOZF0HEcq16v52sw+NWjt/dk+N4KAAAAHH9lBYYzhe1bezymOGzpdAnX8JOSTknKJP2Ac67s8TFPl3y+mbt7966iKHrgdV+jkGWZGo2NRbd9D4MPDnEc50HC1y845zQajfK1G5xzarfbWwJJlmU7TskKAACA46msJ7ti0fJeZyQq7revomcz+5ikP7f57d91zu06LOokmEwmiuP4gdf99KrF3oFiz8BkMlEURYrjOO+h8IEiDMMtxc7D4TAf9uSPBQAAwPwoq4ehWdh+8Al1Z8WPvluP27CZdXR/+NHbkn70cc+1i2v7PP6KpJ0XP5iRnXoXpK1BotgbUJztKAgCjUajLQu+VSqVPEBUKhU55xSGoeI4zl8jMAAAAMyXsgJDWNiu7/GYRmF7P+sk/N91f7jQDzvn+vs411TOuav7OX6zBuJAhzVdvHhRtVpNYRju+L4PDpVKJZ8RyX8lSaJ+v69m834WbDQaiqJIURSp1drIeH715/F4rGazSWAAAACYM2UNSRoUtvfaW1DcbzB1r4cwsw9I+g83v/3nzrlfeZzzzKt6va52u71jTUFxkTZf1Fyc5ShJEo1GI2VZtmWGpCAItgxR8ucoLg7HTEkAAADzo6zAsFLYvrDHY4r7rUzd6+H+vjaG+Yx0PzhgU6VSUbPZzBdm284XP08mk7yQuTjNapqm+TAl3+uwfQE3P1zJLxDnzwkAAID5UNaQpJclffvm9lN7PKa438uP2e6/s/lnLOmXHjKdZ2Pb9//MzPwA/19yzv2dx2z/SFtYWNCpU6d069atHadWlTZ6EpIkyQODmeWhIIqifL0FX7NQ7JnwvQl+2w9xmkwmU0MKAAAAjpeyAsNLhe3377azmVUkvW/K8Y9jWdIfe4T9/2hh+/f22faRlSSJBoNB3kswjZ/hyPcs+Id9v+pzFEVaWFjIhyf50GBmee+CnzUpCAKlaaparTbznw8AAACzV9aQpM8Xtp81s92GJX2jpM7mdiTpd0u6DhSsrKzk054+jB9e5MNAUXHqVTPbsvpzcQVofx5JU3szAAAAcPyUEhicc69I+vLmtybpe3c55BOF7d9yzj1W0bNzzvbyJekd2w59R+H9Tz1O28fB7du31ev1tqzEvBM/rMjPlFTc39cjRFGkSqWSD03y7/niaN/DIGnXHg0AAAAcH2UuyfvThe0fMbOzO+1kZu+R9MnCSz9V4jWgoNVq7akA2dcpFGtAigXNZpavtRAEQT50yZ87jmONRiONx+MtBdEAAAA4/soMDD8j6fXN7XOSft3MLhd3MLPnJP2a7i/09rxz7rM7nczMPm1mbvPr9Z32wcN1Op0dp1TdzvcO+CJmX5/gaxSyLMsXaHPOqdFo5L0S0v1hS77eofgeAAAAjreyip7lnIvN7LskPS+pLekDkr5mZp+TdEPSVUkf0f2QclPS95TVPh5Ur9f3FBgk5TMh+W1fvOx7F6rVqsIwVL1eV61W2zLFahAEiqJI9XpdURSp0WgoyzJVq6X98wIAAMAhKfWJzjn3JTP7dkm/qI1pUxuSPrbDri9I+rhz7s0y28dWURTtvtOm4oJrftv3MMRxnG8nSZLPgFQ8Jo7jfCiSnzmp0dg+my0AAACOmzKHJEmSnHPPa2PK1B+W9Dva6EmIJb0t6V9I+n5JH3DOvVh229hqOBzuecai4loKfsG24ve+ENoPS/ILufmhR1mW5fULPjAAAADg+JvJmBHnXE/ST25+Pe45Pi3p0yVdz+vamL3pRPH1BHtRrGPwIcHXMcRxnA9X8kORgiBQkiSKokjNZjNf6M0XWvu1GR6ymB4AAACOgdJ7GHB0+ADwKPv7h3xfuOzP4YcjZVmWD3XyoUFS3uPg93nUtgEAAHA0ERjmWLPZ3HUNhu38cCM/tKgYIHwvhK9pCIIgr2Pww5b8MCUfHAAAAHC8ERjm2Llz59RqtfZ1Dt/TYGaqVqt5gPCvFbfTNNV4PN7SMwEAAIDjjcAwx/r9/r6O9/UHvtegWOxcXK/B90T4OobisCQAAAAcbwSGORZF0b6GBfmCaT+1ahiGmkwmW4qp/XoNvidiMpnkKz4/yrSuAAAAOJoIDHOs0WiUNiyouL5Ccc2FYuGz74kYj8eSNqZgZVgSAADA8cZSvHOszKJjvxK0Dwq+96Ber+fDkfx+YRhumVVpr6tNAwAA4OjhSW6OVavV0kKDDwrFGZCSJFEYhvlsSUEQ5DMsjcfjLQu+AQAA4HgiMMyx8Xhc2gO770UoFj/7YUo+SARBkBdK+3qHOI5LaR8AAACHg8Awx772ta+Vej4fFnzPgl+rwU+hWgwSvn6BwmcAAIDjjcAwxxqNRqnnK/Yo+BmYtocFvy5DmqZK03TLjEoAAAA4fih6nmO1Wq3U820f3hTHcb6Ymw8N1Wo1DxZ+NqUsy1St8k8NAADgOKKHYY7NouC4OPuRDwZ+4bYkSWRmeeGzX8SNqVUBAACOLwLDHLt8+fLMzl0cdrR9BiXnnMIw1HA4VBiGrPgMAABwjDFOZI75BdRmwQcESXlwkKRKpSLnnBqNhrIs03A4zBd2AwAAwPFDD8McGwwGM2+jODRJUl7k7Icl+TUZAAAAcDwRGObYQSya5pzLi5v998XAkKapwjCc+XUAAABgNhiSNMeC4GDyoB+SlCRJ3qafPSnLMo1Go3zKVQAAABwv9DDMsYPoYZCUL9QWx/GWHgY/1SprMQAAABxfBIY5dlBrHzjnlKbpltDgp1r1NQzMlAQAAHA8ERjm2Dve8Y4Da8sPSfLTqvqCZ18UPRqNDuxaAAAAUB4CwxxbXV09sLZ8MEjTNO9xKC7sdhAzNgEAAKB8BIY51uv1DrS9YkDwQ5R8LQM9DAAAAMcTgWGOVSqVA23PL+YWRVFeCO2HKFHHAAAAcDwRGObYvXv3DrQ9PyzJr+ycpmne4+ALogEAAHC8EBjm2GFMZeqHJfk6Bl8MnaapxuMx06sCAAAcMwSGOXZQC7cVFXsZ/LAkHxLCMDywtSEAAABQDgLDHPNDgw6a72WI41hRFG0pgj6sawIAAMDjOZiVvXAoDqOHQdoIKpVKRZVKZcuQJP+nc05mdijXBgAAgEdDD8McO6iVnnfihySNx2ONx+Mtw5Qmk8mhXRcAAAAeDT0Mc+wwH8z97EjOOYVhuKUAOsuyA5/yFQAAAI+HwDDHDvuh3AeG0WikOI7z0EAPAwAAwPHBkKQ5dtgFxj4YZFmm4XCYFz0TGAAAAI4PAsMcG4/Hh9q+c06TyURpmmo0Gml9fV1xHBMYAAAAjhGGJM2xdrt92JeQT6maJIl6vZ4Gg4E6nY6yLFMQBGo2m6rVaod9mQAAAJiCHoY5dpizJBWlaarhcKh+v6+3335bYRjmvQxhGLL6MwAAwBFGYJhj/X7/sC9BkvIpVaMo0srKigaDwZZhSaz+DAAAcHQRGObY4uLiYV9CbjKZyDmnOI61urqqOI63vAcAAICjicAwxw57lqSiJEnyGZKGw6FGo1F+fQxJAgAAOLoIDHPsKA31KS7gFkWR0jRVGIbMmgQAAHDEERjmmJkd9iVskSTJlqDghyilaXrYlwYAAIApCAw4MH5NhvF4rPF4nPcsEBgAAACOLgIDDpSvZQjDMB8ylWUZdQwAAABHFIFhjtXr9cO+hAf4KVaHw2HeszCZTKhjAAAAOKIIDHNsPB4f9iU8wPcwjEYjRVEkaaMgmsAAAABwNBEY5liz2TzsS3hAlmX5TEm+8JkeBgAAgKOLwDDHioujHSVpmmo4HGo8Hud1DBQ+AwAAHE0Ehjm2sLBw2JewIz9b0mAwyBdvi+P4SK0bAQAAgA3Vw74AzE4QHM08mCSJoijSYDBQHMcyMyVJomq1qmq1qlarddiXCAAAgE1H84kSpTiqn9g755Qkifr9vvr9vrIs2zI0ieFJAAAARweBYY7dvn37sC9hqizLNB6PtbKykhc+F9dlAAAAwNHAkCQciizLFMexer2eRqORzEz1el3tdltBEKjRaBz2JQIAAED0MMy1ozxVaZqmiuNY/X5f6+vrW15LkoSVnwEAAI4IAgMOTZIkyrJMw+FQ0v2AQx0DAADA0UFgmGPtdvuwL+Gh/AJuYRjmU61K2lIEDQAAgMNFYJhjR31Yj3NOcRxrPB5vKXqeTCZHdtE5AACAk4bAMMcGg8FhX8JD+cAQhuEDC7clSXKkazAAAABOipnMkmRmi5I+IenPSnq3pNOSbkt6SdIvSfonzrmopLZqkr5e0gc2v56TdG7zqy1pXdKrkn5X0j92zn2xjHaPg+OwAJoPDKPRSO12W1mWqVKpKMsypWmqer1+2JcIAABwopUeGMzsWyR9RtJT2956cvPr2yR9ysw+7px7qYQm/7SkX37I+2c3vz4o6YfN7Fck/YBz7l4JbR9pzWbzsC9hV76XYX19XQsLC0rTlMAAAABwhJQaGMzsGyT9hqTO5kuxpM9Jui7pnZI+rI1hUF8v6XNm9kHn3FslXkIk6UVJX5O0utnWZUnfLGlpc5/vkvSsmX2Lc269xLaPnNFodNiXsCd+etU4jjUajVSv12VmiqJIrVZLZnbYlwgAAHBilRYYzKwu6Vd0Pyx8UdJ3FgOBmb1X0q9qIzw8oY2eiA/vs+kbkn5M0mclfdE590C1rJk1JP2fJf1nkiqS/leS/lNJf3mfbR9pR32WJM/PljQcDtXpdJRlmarVal7HUKlUDvsSAQAATqwyi55/QNLVze17kj62vffAOfeipO/QRk+AJH3IzD66n0adc/8/59xfd8797k5hYXOfyDn3E5I+XXj5e83s6I/Z2YeFhYXDvoQ9SZJEYRhqOBzKOZfP7pRlmZIkOeSrAwAAONnKDAw/WNj+Cefc7Z122gwNPz/luFn7h4XtrqSvO8C2D9xxWvwsTVONx+N8TQaP6VUBAAAOVymBwcyekfSewku/sMshxfe/1cy6ZVzHHtzd9v3x+Aj+MR2nsf9JkiiKIg0Ggy0hIYqiI7+eBAAAwDwrq4fhI4Xtl51zN3fZ/wuShpvbTW0UJR+E57Z9f+2A2j0Ux2mGoTRNNRgMNBqNtgxDYtVnAACAw1VWYCg+iH9pt52dc6mkF6YcPxOb6zX8eOGl33POXZ91u4cpikpZ6uJA+GlU/WxJvlfBT7sKAACAw1FWYHimsP3GHo95s7D9bEnXsYWZ1czsSTP7P0j6PUl/YvOtoaQfmkWbR8lxetCeTCb5sKTV1dUtw5CO088BAAAwb8qaVvVMYfvWHo8pDls6XdJ1yMze0sbaC9O8Kum7nHN/8IjnfX0flyVJV/Z5/CM7Dis9FznnFIah1tfX8zUYpONVvA0AADBvygoMxaLl8R6PKe53EEXPTtLfkfR/nTb96i6eLvdyZm95efmwL+GR+F6GwWCg9fV1NRoNBUGQ1zGwHgMAAMDBKyswFNcz2OvDeHGAfZkfhf9DSac2t9vaeND/ps3tvyLpT5vZDzrnfrPENo+kIChz1tzZ8+su+NCwtLSkZrOpyWRCYAAAADgkZQWGsLC916l5GoXtvfZK7Mo596PbXzOzRUk/Iun/po1Vpn/dzD7unPvlRzj1fmdUuqKNVaYPzJ07dw6yuX3zPQnj8Vjr6+s6f/68zEzNZlNJkhyrWZ8AAADmRVmBYVDY3mtvQXG/wdS9SuCc60n6UTO7Jem/0kax9983s88757avzTDtHFf3cw2bNRAHOqzpOK5fUByWFEWRKpUKKz4DAAAcorLGrKwUti/s8ZjifitT9yrXT0l6ZXN7SdKfP6B2D8Xi4uJhX8Ij89OoDgYDjcfjvNchTdNjGYAAAACOu7ICw8uF7af2eExxv5en7lUit/HE+bnCSwe1YNyh6HQ6x27cvw8GYRhqZWVFYRjKOZfXMQAAAOBglRUYXipsv3+3nc2sIul9U46ftbXC9qlpO82DNE2PXeGztDEsKY5jra+vazweK45jTSYTTSaTw740AACAE6esp8nPF7afNbPdhiV9o6TO5nYk6XdLuo69uFjYPqihUIeiUqnIzA77Mh6Z70kYDoeKokhRFMk5Rx0DAADAISglMDjnXpH05c1vTdL37nLIJwrbv+Wcm2nRs2dmNUnfVnjpIHs2Dpxfx+C4ybIs72Xo9/v59wQGAACAg1fm0+RPF7Z/xMzO7rSTmb1H0icLL/3U4zZoZtXNKVP36m9o6yrQ/+xx2z4OxuPxsexhkKQkSZSm6ZYhSWmaMiwJAADggJUZGH5G0uub2+e0sdZB8eFcZvacpF/T/YXennfOfXank5nZp83MbX69vtM+2lgh+lUz++tm9q5pF2ZmT5rZz0n6jwsv/7fOuX+z2w91nNXr9WPZwyApL3QejUaKoiivYaDwGQAA4GCVtQ6DnHOxmX2XpOe1saryByR9zcw+J+mGpKuSPqL7IeWmpO8poekzkv6mpL9pZm9IekHSHW3URixJek4bBdbFJ+ffl/SXSmj7SLtw4YJqtdphX8Zj8VOpRlGkfr+vJEnyVZ8BAABwcEoLDJLknPuSmX27pF/UxrSpDUkf22HXFyR93Dn35j6bnEhKdf/neEoPn9Y11cbCbT/qnBvus+0jL0mSY/uA7XsTJpOJhsNh/rOkaapGo7H7CQAAAFCKUgODJDnnnjez90n6PknfLenrJJ3Wxqf+L0r6JUmfcc5FJbTV26yV+N9I+ne1MaXru7TR61DXxgrSdyX9G230fPwT59yt/bZ7XKysrBzbwCBt9DJEUaQwDBWGoaSNEOScO7a1GQAAAMdN6YFB2niQl/STm1+Pe45PS/r0HvZbl/RPN79QkGXZsV4d2fcy+JWfi70Ox21BOgAAgOPqeFbE4kTwsyKlaap+v59/T+EzAADAwSEwzLF2u61arXash++kaao4jjUejxWGYT57EgAAAA4GgWGOLS4uqtFoHPvAkGWZkiTRYDDIhyQBAADgYBAY5liSJDIzVaszKVU5EFmW5XUMw+FQaZoqTdPDviwAAIATg8Awx/zD9nEufJbu9zL4YUlpmh77nwkAAOC4IDDMMd/DcNyH8PghSXEcazQa5as+AwAAYPYIDHOs0+loYWFBQfDgf2Yze6C24ajWOiRJoiiK8tAwHo+ZKQkAAOCAEBjm2MLCgpaWlnZcs8A5pyAI8uDgax12ChdHgZ8tKU1TRVFEDwMAAMABOb7VsNhVvV5XGIY7Plz7sFCr1bYM8alUKnlPQxAESpLkQK95mjRNlSSJwjBUkiQUPgMAABwQAsMcu379uvr9/gO9Bn7WpOIQpCAINJlMFARB3tNQqVSOTIFxlmUKw1BxHOc9DQAAAJi9ozn+BKWoVCoaj8cKgmBLaDCzfJhScUiSJE0mky1TsdZqtYO/8B34oUi+xySO4yMRZAAAAOYdgWGORVGUDzEq9iY45+ScU61Wy6dd9Q/fvnfBh4Zqtap6vX5YP0LOL9jmhyQlSUIdAwAAwAEgMMyxIAjUarUeGJJkZnLO5b0J/isIAmVZtqW3oVKpPNBDcVj8DEk+MDBTEgAAwOxRwzDHLl26pIsXL+ZTkvqgUOxx8EHAv+5fq1arMjOlaZr3RBz2J/o+KIxGo7yO4Sj0fgAAAMwzAsMca7fbMjPV63U1m02FYZj3IPgeBUkP9C74HoUsyxQEwZYwcZiSJNmy2vNRmcEJAABgnh3+OBPMjH+4ljamWC0OP/LFzI1GQ81mMw8JxbUYKpWKqtWqGo2GKpXKoRdAO+eUJIkGg0G+mBsAAABmix6GOba+vr6l9qBWq6larW6pS/DFzcXeBWmjyLher6tSqSjLMjUaDUk69E/10zTVaDTSZDLJp3w9Cr0fAAAA84rAMMcuXryot99+W2tra/lsR0EQ5D0FvvdB0pZCZz9j0k6hwgeIwzKZTDQcDvPZknxhNgAAAGaDwDDHzEwLCwtaWlrKV3SO41iVSiUfZhRFkdI0zQui/VcQBIqiKA8X/k8fIA5r4bQ0TZWmqYbDobIsU5qmBAYAAIAZIjDMsclkoiRJtLS0pGazmU9F6ofyNJtNxXEs6f7MSL4XQdoYlhTHsVqtVj5kyc+eJOlQQsNkMlGWZRoMBvn1+eFSAAAAKB+BYY6NRiNVq1V1u10FQZAv4lapVLS2tiYz03A4zNdjCIJAYRjmvQ1+UbfilKw+MBT3OWg+MCRJkgceAAAAzAaBYY5Vq1WlaaooivLi4Gq1mtcpOOe2zJ7kp1JN0zT/JL9WqykIAk0mk7ymYTKZqNPpKMuyQwkMURTlM0ARGAAAAGaLaVXnWLvd1tmzZ/MhOz4wSBtTpvphSd1uV2fPns3rHfw0q5VKJf/y30sbQcT3NvjzHbTxeJwv4OaLtAEAAFA+ehjmnHNOnU5Hk8kkX7fAL+aWJIlqtVre+1CpVNRut/MZlcbjcd7z4P+M41i1Wm1LmDiMWoY0TbWysqKLFy8qy7JDCy4AAADzjqesOZYkSV63UK1WFYahgiDIexz8WgtxHCtJEtXr9bznIAgCNZtNjcdjScrDhj+f3/bF0gcdGsIw1Nramu7evauLFy+q2+0eaPsAAAAnBYFhjvk6BUl5D4IPEX440mg0Ur1el7QRAMIwzGsbqtWqWq1WPhWrc05xHG9ZLdoHhYMugE6SRKPRSGtra7p165ba7faWReoAAABQDgLDnGu320rTNJ8e1a+70Ol05JzTaDTKi5v9w3+tVlOz2cyHJt2+fTsfjuSHIPkCaD+Dkp9h6SBDgy98Xl9f13A4VLPZzNeLAAAAQDkIDHOs0WhoZWUlnx5VUr4om5nlQcE/6GdZpiAI1O128zUa4jjW4uKiRqNRPkOSn5mo2Wzmaz34GZYOMjDEcazhcKjRaKQkSSRt1Da0Wq0DuwYAAIB5R2CYY374kV+ozRc7+wDhexT8kCS/+rOZaTKZqFqt5kGh0Wjki7p1Op38Ad3M1O/388AQx7Emk8mB/HxhGCoMQ41GI43H47yXJIoiFnMDAAAoCYFhjm2fBtV/+u6HEvmegWazKeecarWaGo2GwjDMw4SvY/DrMIRhqE6noyiKFMdx3sswGAxUr9fzXoiDMh6P8y+/QF2SJAQGAACAkhAY5pif9rRWq8nM1Gg08lWdJWkymajRaKjVaqlWq2lhYUFmltcG+AfvIAjyXgrPF0MHQaDFxcV8FqVGo3GgMyb53gW/iJsPP2maMtUqAABACZhWZo75T/r9g3Oj0cjXXRiPx0rTNF/Jud1uq9PpaHl5WZcvX9apU6e0sLCwZQ2GarWqpaWl/BzNZlPtdjsvknbOqd1u5z0bByFJEsVxrNFotCXU+CFTAAAA2B8+gp1jvg4hyzK12+28hmEwGChNUzUajS1rKiwsLOQLvDUajXyq1Mlkkk+rOhwO89mTWq1WPnzJ1z9IG7MsHVTxc5qmGo1GeeG2X0+iWLcBAACAx0cPwxxL03TL8KAkSbbUFxR7DnwAaDab+VSpPlD4FaB9jYMPIX66Vj+cyR+/uLh4oL0Mw+FQURTldRnFnx8AAAD7Q2CYY9VqNR825IcljcdjxXGcD92p1WqqVCr5kKIwDPOC4SAIVKvV8pWffVGxn0UpSRJlWabBYKAgCFSpVDSZTNRsNvMC6IPghyT5n8sHBYYlAQAA7B+BYY7V6/W8iNkPLUrTNJ8e1X81m00FQaB+v5+v0yDdL4peXFzMC599KPALt1WrVU0mE00mE7XbbU0mk7ymQdKBDAnygSEMQ0n3g4L/mQEAAPD4qGGYc75HoN/vazwey8zknMt7HGq1mur1+pbhPD4AhGGobrerarWqWq2myWSSL842Go0kKa9z8G35WZKazaaGw+EDsyvNymAwUBiGcs5taY8pVgEAAPaHwDDH/IN/cfG24lAkX5/g9y3yQ5Amk4lGo5Hq9Xq+JoMf9lPsifCrRvsVpKvV6pbeh1nzgcHXX/iCZ1+QDQAAgMfDkKQ55kNCFEV5T4NXr9fV6XTy4UnbNRoNtdttBUGQn8P3UPgiaL+P72WoVCr5InHF8x5EAXQURer3+1t6PqT7YQYAAACPh8Awx/ywIx8Y6vV6/rpfkK1arT5QZ1Cv11Wr1SRJzWZzy0JvSZKoWq1qcXExH67kz+t7Jfwxvlh6e1iZhSiKNBgM1O/382Jsj+JnAACAx8eQpDlmZorjWK1WK58GVVLeExDHsZaWlrZMP+p7HvyxflE3X+hsZoqiSGmaKgxD1Wo1dbtdxXGcLwTnj/c9E8VZmWbJ9zBsHwZFDwMAAMDjIzDMsdFolH+67mdE6na7WlhYUBRF+YxIfjYh33Pg1Wo1xXGsJEm2DCuqVCr5a1mWqdFoqNPpqN/vb5klyc+qdFCLp43HYw2HwwfWm5hMJiziBgAA8JgYkjTHnHMP1A90u928ONkXLVcqlbxnoCgIgnwdh+LDtj+nH/LkF3nrdDr54m21Wi1fm8H3aMyaX2PC9zIU0csAAADweAgMc6zb7arRaOS1B/4BPoqiB/b1C7ht52dE8kOU/PAiHwJ8rUKr1crDSKfTyduuVquqVCp5LcMshWGo0Wik9fX1B6ZzJTAAAAA8HoYkzTk/DCmKItVqNY1GI0VRlNck1Go11Wq1qVOPhmGY1zj4IUp+qJNzTvV6PQ8hfliTn4Z1YWFBvV5PWZblNQ2znmK13+9rOBzmbfkQRGAAAAB4PASGOebXXQiCQK1WS5LyVZ8l5YuwSRurJfthRJ4vbvb80CPfaxBFUd6D4Xsv6vV6Hkra7XY+dau0Mc3rrKc5HY1G+YJxBAYAAID9Y0jSHNv+af5OD+t+atU4jjUcDvNiaD/8aCeVSkWtVku1Wk1ZluW9DH4F6eIq0mfOnFGn08nXbZj1mgzj8Tj/oo4BAABg/+hhmGNmplqtlgeFYm+Bt30o0sOCwnZ+BenJZKJWq6XxeJyvAF2tVpVlmbrdrobDYb7qs5/BaKdrKUOapg8NDAexiBwAAMA8ITDMMT/Lkdfv9xUEQf4g7RdW2wvfqzCZTDQej/PC5zRNlaapOp2OGo2G4jjOp1L1Q5XOnj2r0WikarWa1z7MKjBIG8OSfO1E0azrJwAAAOYRgeGEKIYEzwcG/xA/jZmp1WrJzPIpWOM4VrVazYcwpWma9zL4WZH8Qm6+ALlWq+UrMfsi6VnwdQxZlm1Zf4EhSQAAAI+OGoYTYqdP9P3sSJ1OR/V6fcfjzOyBdRhqtVr+nu+hSJJE1WpV7XY7n3LVT9XqH9wbjUZe++DPMQtpmuY9DDst4AYAAIC9IzCcEDsFBj+e389+1O12twQH37OwfdiSnxGpeA4/dWq1WlWn01Gn08l7IHzYMDMtLCzkazTMqp7AOad+v684jh/oVaCXAQAA4NEQGE6AnWZH8ouuFRWDg58SddpDvQ8W9Xo9P48fgnT69GktLCzIzPJF36SNh/VGo6FGo5H3RMzKYDDQYDBgpiQAAIB9IjCcANOGI03jaxW2B4oi/74fstRoNPJVniuVitrttur1uiaTSb4eQpIkqtfrqtfrqtVqWwqyyxbHsVZWVggMAAAA+0RgOAEeNhzpcfkpW4vbQRDkNQI+GNTrdWVZpmq1KuecWq2Wzpw5o8XFRbXb7S1F2GWK41i3b99WkiRbXicwAAAAPBoCw5xzzu1pONLj2KmXYjKZyMyUZZmazWY+Y5JzTvV6XXEcq9lsanl5Oa9lmJXV1VUNh0N6GQAAAPaBwDDndupdKOtTfb9AW5EPKH74kZ+6NU1TNRoNJUmST+NaqVTyQDELvV5Pd+7coZcBAABgH2bypGZmi2b2Q2b222Z23cxCM3vDzH7TzD5pZqV+rGxmp8zsf29m/42Z/Z6Z3TGz2MzWzewVM/tFM/szZnbilvmdZWCQtON0rEEQ5FOu+ilZfXG0Dw+S8lmVZjUsKUkSra6uqt/vb3mdwAAAALB3pT+pmdm3SPqMpKe2vfXk5te3SfqUmX3cOffSPtvqSvqlzXPuVMVbk7Qo6d2SvkfSi2b2551z/2o/7R4XO62oXNZwJK9SqajRaCiKoi2vNxoNjUYjdTodDQYDVavVB2ZM8sOUfAF12WskTCYT3bp1S0899ZTOnDmTt82KzwAAAHtXag+DmX2DpN/Q/bAQS/qspJ+T9HlJ/knt6yV9zsyu7LPJrqQ/qa1h4bqkX5X0s5J+UdLLhffeK+l5M/umfbZ7LMy6d8Gr1+sP1CIEQZAPSTp9+vQDi7X5Rd1qtVpeHD0L6+vrWl1d3fJ3wQJuAAAAe1fa06OZ1SX9iqTO5ktflPSdzrm3Cvu8VxsP8++U9IQ2eiI+XELzK5J+XtI/dM792x2u7WOb75/bvL7/3sze45wbldD2keWnRy0OwZnV8J96vS7nnOI4zl+r1WpK01TLy8tqNpsKw1DValW3b9/OZ1aqVqt5WEiSpPRP/weDgVZWVhRF0ZbA4qd6BQAAwMOV2cPwA5Kubm7fk/SxYliQJOfci5K+Q5Ifv/IhM/voPtqMJf0tSe9wzv21ncLCZru/LumjkvzHzE9K+sQ+2j0WqtWq2u22ut2ums3mlkXWZsGvxeD5heCq1aparZaazaY6nY663W5e39DpdNRqtfK1HGZhZWVFvV5vy2vUMQAAAOxNmYHhBwvbP+Gcu73TTpuh4eenHPdInHMrzrm/4Zzr7WHfL2qjB8TbT1A5Vvyn+bOcwtQrBpMgCLSwsJCHhmq1qkajoVOnTqnZbOYhwgeNVqs1k2saDodaXV3d0ntBHQMAAMDelBIYzOwZSe8pvPQLuxxSfP9bN4uXD8L/XNi+ekBtnjiNRkPdbjdf9bnRaKjRaORDj3xI8AXYxcDwsBWoH9dgMFCv19syvSo9DAAAAHtTVg/DRwrbLzvnbu6y/xckDTe3m5K+uaTr2E2x0pUB7AeoXq/nKztXKhU1m828fsEXTRfrGcqUpqnW19cVhmH+GoXPAAAAe1NWYHiusP2l3XZ2zqWSXphy/Cy9r7D95gG1iU31el2Li4uStCUg+B6IWQUGaWO2pO11DAxLAgAA2F1ZgeGZwvYbezym+MD+bEnXMZWZdST92cJLvzXrNvGgRqOh5eVldTodNRoNtdtt1ev1vMaiOHSpTMPhUCsrK1uGIhEYAAAAdlfWHJtnCtu39nhMcdjS6ZKu42H+hqRTm9tDSf/oUQ42s9f32f5+15yYG61WS5VKRUmSyMw0Go3UbDaVZVlez1CcnrUMo9FI/X5fYRiq09mY+TfLspnUTAAAAMyTsgJDsWh5vMdjivvNtOjZzD4k6a8UXvrxabM4PcTTJV7SiVev17WwsKAwDFWv1/M/FxYWNBgMFEXRjgvPPa44jjUcDjUcDvPAQA8DAADA7soaktQsbO/1o+GosD2b+TQlmdllSf+97oej35X047NqD3vX6XTy6VX9VKzdbndmazKsr69rfX09L3ZmpiQAAIDdldXDEBa29zoAvfhEuNdeiUdiZkuSfl3Shc2Xbkj6+GbR9aO6ts/LuSJmZtqiUqnkPQphGKrRaCiOYy0uLiqOY43H41J7Afr9vnq9nqIoUrO5kXEnk4mCoMzlSAAAAOZLWYFhUNjea29Bcb/B1L0ek5m1JP2qpK/ffGld0kedc3styt7COXd1n9fzuhjWtIWZqV6va2lpSb1eT7VaTVmWqdvtKo7jB6ZC3a/xeKxer6cwDAkMAAAAe1TWk9JKYfvC1L22Ku63MnWvx2BmNUm/LOnf23xpLOl/65z712W2g/2rVCpqt9tqNpv56tDtdludTkfdbrmlLT6ErK2t5a8xLAkAAODhygoMLxe2n9rjMcX9Xp661yMys0DSP5b0JzdfSiR9l3Pud8pqA+WpVqsKgkBLS0uqVCoKgkBmpna7reXl5dJrGQaDgdbX1/OgQOEzAADAw5UVGF4qbL9/t53NrKKti6i9NG3fR2FmJunvSfpzmy9NJH2Pc+6zZZwf5QuCQNVqVa1WS81mU0EQaDKZqFqt5ms1lKnX62l1dTWftpUeBgAAgIcrKzB8vrD9rJntNizpGyV1NrcjbcxcVIb/QtL3b247Sf9H59wvl3RuzIhfuM2v+ixJzjk1m818BeiyhGGYz5bk2/GzJgEAAOBBpQQG59wrkr68+a1J+t5dDvlEYfu3nHP7Lno2sx+T9MOFl/6Kc+4f7Pe8mL1KpaJms6lms6l6va5KpSIzU6VSUbfbLTUwSBuzJd29ezcfjkQvAwAAwHRlTg/z04XtHzGzszvtZGbvkfTJwks/td+GzeyvSfpPCi/9defcf7nf8+LgNBqNfJXnRqORD01qt9ulB4Zer6d+v68o2lgKhDoGAACA6coMDD8j6fXN7XOSfn1z0bScmT0n6dd0f6G356fVF5jZp83MbX69vtM+m/v9RUl/u/DS33bO/djj/Qg4LEEQqNVq5UOTarWagiBQrVZTs9ksNTTEcax+v6+1tTVlWUYPAwAAwEOU9hTmnIvN7LskPS+pLekDkr5mZp/TxoJpVyV9RPdDyk1J37OfNs3sfdoIKl5PUsvM/u4er/k/3E/7KJcfkpQkiZIkURRFqlararfbGo/HStPHWW/vQZPJRGtraxoMBlpaWlKtVivlvAAAAPOo1LEezrkvmdm3S/pFbUyb2pD0sR12fUEbKy6/uc8mz2hrL8mipL/8CMcTGI6QWq2mVqulOI7V7XbzoUILCwuK41jD4bC0tvr9vsbjsZIkURiGarfb2phkCwAAAEXlDg6X5Jx7fvOT/++T9N2Svk7SaUl3JL0o6ZckfcY5F5XdNo63IAjUbDbz1Z273a6yLFOr1VK9Xler1dJ4PC6lrfF4rNXVVS0tLSkIAmVZVnqtBAAAwDyYyROSc64n6Sc3vx73HJ+W9Old9vn/amNWJsyJarWqhYUFVatVVatVRVGk06dPq9/vq9lslhYYfB3DcDhUp9PJhz8BAABgqzKLnoF9q1Qq+XSqZ86c0fnz59XpdLS0tKRWq6VKpVJaW362pDRN814NAAAAbEVgwJESBFv/STabTS0vL6vb7ardbqvVapXW1ng8VhRFGo/HGo/HTK8KAACwAwIDjpTtPQiVSkWNRkOLi4tqtVr5StBlGAwGStNUw+FQWZYpSZLSzg0AADAvCAw4UvwKz16lUtFkMtHZs2e1sLCgZrNZ2jSoWZap1+tpOBwqTdN8ITcAAADcR2DAkbO9+LhSqeRDkxYWFkpdN6HX6ylJEo3HY4VhKOdcaecGAACYBwQGHDnbA0GtVtNkMtHi4mI+NKmsGY2Gw6FGo1Fez8CqzwAAAFsRGHDk7DQsKcsyLS0tqV6va3l5ubTZksbjsYbDocIwVJZlDEsCAADYhsCAI6nYg+ADRK1WU6fTUafT0fLycmltjUYjDYdDxXGsOI4ZlgQAAFBAYMCRtH3IUbVa1WQy0alTp9RoNNRut9VsNktpazAY5FOrJknCsCQAAIACAgOOpCAIdhyW1O121Wq1VK/X1W63S2nL9zD4OgamVwUAALiPwIAj62HDkmq1WmnFz845DYfDfFhSkiQMSwIAANhEYMCRtdOwJDPT0tKSOp2O6vW66vV6KW0Nh0P1er18piRWfQYAANhAYMCRtX1Ykq9jWF5e1pkzZ/LAEAT7/2c8Ho81GAw0HA6pYwAAACggMOBI297LEASBarWaLl68qKWlpdKGJaVpquFwqH6/r9FopDRN931OAACAeUBgwJG2PQzUajWlaapWq6XTp0/nQ5PMbN9tjUYjra+vazAYKE1T6hgAAABEYMARt9NsSZPJRJVKRYuLi1pYWFC9Xn9gdejHEUWRVlZW1Ov1FMcxdQwAAAAiMOAY2F7YXKvVlCRJHhiazWYpw5LiONZwONTq6qrW1tYYlgQAACACA46BarW6pbC5VqtpMpmo1Wqp2WxqcXFRtVqtlOLnKIq0urqqwWCg0Wi07/MBAAAcdwQGHAvFXgYzU7VazRdyKw5N2q/RaKTBYJDXMjBbEgAAOOkIDDgWtvcg1Ot1pWmqbrerRqORD00qw9ramtbX1xVFkYbDYSnnBAAAOK4IDDg2tvcy1Go1NRoNNRoNVavV0qZYjeNYa2tr6vf7Go/HiuN43+cEAAA4rggMODb8Ss9evV6Xc04LCwtqNBpqNptqNBr7bsc5p7W1NQ0GgzwwMMUqAAA4qQgMODbM7IFehnq9rna7raWlpdICgyQNh0Otra1pNBqx8jMAADjRCAw4Vmq12gO9DNVqVWfPnlW73Var1dqybsPjiuNYq6urGo1GiqKIKVYBAMCJRWDAsWJmW3oRgiBQs9lUpVLR8vKyOp1Oab0MvV5Pg8FA/X5fSZKUck4AAIDjhsCAY6dWq20pbm6326pWq2o2m2q1Wmq1Wlt6IR7XcDjU+vq6hsOh0jRlWBIAADiRCAw4lprNZh4KzCzvWeh0OqrX66WsyRCGoVZXV9Xv9xWGIcOSAADAiURgwLFkZmq1Wvn3zWZT7XZbzWYzH6JUhvX1dY1GI/V6PQIDAAA4kQgMOLYqlUper+B7GVqtlrrdbmmLuI1Go3xNhjRNNZlMSjkvAADAcUFgwLFWr9fz3oRGo6F2u50PTypjWJJfxM2v/EwvAwAAOGkIDDj2Wq2WgiBQtVpVu93W4uKiFhYWSln1WZL6/b6GwyHDkgAAwIlEYMCx5+sZ/JSrPjS02+1Szu9rGNbX15WmKas+AwCAE4XAgLkQBIHa7bYajYYajYYWFhbU6XRKKX52zml1dZVhSQAA4EQiMGBuBEGgbrebFz4vLS2VVvw8HA61urrKsCQAAHDiEBgwV+r1et674AugyxBFkdbW1rSysqIkSRiWBAAATgwCA+ZOs9nMhyUtLS2VsuqzJA0GA929e1fj8ZhVnwEAwIlBYMDcqdfrarfbWlhYUKvVKq2XIQxDraysaG1tjWFJAADgxCAwYO5Uq1WdPn1anU4nn2K1DGEYajQa6datW4qiqJRzAgAAHHUEBsylarWqM2fO6PTp06UWP49GI927d0+9Xo9hSQAA4EQgMGBu+aLn5eVlLS4ulnLOKIo0HA517949JUlSyjkBAACOMgID5latVlO321Wn01G321UQ7P+f+3g81nA41J07d9Tv90u4SgAAgKONwIC5durUKTUaDXW73VJrGfxCbhQ/AwCAeUdgwFxrNBpaWlpSt9tVu90u5ZyDwUD9fl93797V6uoqazIAAIC5RmDAXAuCQGfOnNHCwoK63a6q1eq+z5mmqcIw1L1797SysqLBYFDClQIAABxNBAbMvaWlJZ07d04LCwul9TIMh0Otr69rOByq1+sxNAkAAMwtAgPmXrVa1fnz53Xq1KnS6hh88XOv11McxwrDsJTzAgAAHDUEBpwI3W5Xly5d0uLioiqVSinnHAwG6vV6GgwGiuO4lHMCAAAcNQQGnAhmpsuXL+vcuXOlFj+vrKxofX1do9GI4mcAADCXCAw4MRqNhi5fvqzl5eVSzjeZTLSysqJbt25pbW1N4/G4lPMCAAAcJQQGnChPPPGELl26pE6nU8r5wjDUYDDQ2tqa1tbWlGVZKecFAAA4KggMOFE6nY4uXryoc+fOlXK+JEk0Go20srKi4XCo0WjEjEkAAGCuEBhwogRBoEuXLunKlSvqdrulnLPf76vX66nX6ynLMoVhSD0DAACYGwQGnDiLi4u6evWqLly4UMr5xuOxRqORbt++rfF4LOeckiQp5dwAAACHjcCAE6der+vUqVN65zvfWdq6DKPRSOvr67p3754kMSwJAADMDQIDTpwgCLS4uKhLly7p/PnzpZxzfX1dvV5Pb7zxhobDobIsY1gSAACYCwQGnEjValVnz57VlStX1Gw2SzlnkiTq9Xq6e/euxuMxMyYBAIC5QGDAieVXfz5z5ozMbN/n6/f7Go/HunPnjsIw1HA4LOEqAQAADheBASfapUuX9MQTT5TSyxBFkUajkVZXVzUejzUejxWGYQlXCQAAcHhmEhjMbNHMfsjMftvMrptZaGZvmNlvmtknzawxgzavmtmfM7P/3Mx+x8xGZuY2v14vuz3Mh1arpSeffFJnzpxRpVLZ9/l6vZ7W19e1tramNE0VhqGiKCrhSgEAAA5HtewTmtm3SPqMpKe2vfXk5te3SfqUmX3cOfdSCe11Jb0qqZyVuHCiBEGg8+fP68KFC1pZWdFoNNrX+eI4Vr/f140bN3T27Fm1Wi3FcaxqtVpKIAEAADhopfYwmNk3SPoN3Q8LsaTPSvo5SZ+XNNl8/eslfc7MrpTQbFWEBTwmM9PCwoLe+c536tSpU6WcczQa6d69e7pz547iOJYk1mUAAADHVmk9DGZWl/QrkjqbL31R0nc6594q7PNeSb8q6Z2SntBGT8SHS7qEwWabv7/59W5JP17SuTHHarWazp49qyeffFKrq6v77mWIokjj8Vi3bt3S0tKS2u026zIAAIBjq8wehh+QdHVz+56kjxXDgiQ5516U9B2S/KDuD5nZR/fZ7kAbPRZLzrl/3zn3Hznn/gdJt/Z5XpwQtVpNrVZLTz/9tE6fPl3KOYfDofr9vtbW1tTv9+WcY5pVAABwLJUZGH6wsP0TzrnbO+20GRp+fspxj8w5lzrnXnDOTXbfG3iQmanRaOjUqVO6dOlSKTMmhWGo8Xise/fuqdfrKUkSAgMAADiWSgkMZvaMpPcUXvqFXQ4pvv+tm4XLwKGp1WpqNpu6fPlyab0Ma2trGgwGWllZURiG1DEAAIBjqaweho8Utl92zt3cZf8vSPKrWjUlfXNJ1wE8FjNTu93WmTNn8tmN9ms0Gmk4HOZTrUZRJOdcCVcLAABwcMoKDM8Vtr+0287OuVTSC1OOBw5FrVZTp9PR5cuXS5sxqdfrbQkM9DIAAIDjpqxZkp4pbL+xx2PelPRNm9vPlnQdM1PC4m9lTCGLGet0Ojp37pwuXLigtbW1fc+Y1Ov11Gq1tLKyogsXLigMQ9Xr9ZKuFgAAYPbKCgxnCtt7nZ2oOGypnEHjs/X0YV8AZq9Wq2l5eVnnzp3T3bt39x0YJGl1dVXdblf37t1Ts9lUt9tVEMxkkXUAAIDSlfXUUixaHu/xmOJ+FD3jyFhYWNC5c+d09uzZUmZMiuNYa2tr+RoPYRiWcJUAAAAHo6wehuJTVbzHY6LC9v4rTGfv2j6PvyKpUsaFYLaq1arOnz+ve/fu6ebNm7px48a+z9nr9XTv3j2dO3dOnU5HrVZLZlbC1QIAAMxWWYGh+JHpXgdoNwrbe+2VODTOuav7OX6zBoJhTcfEwsKCLly4oMuXL2tlZUVRFO1+0EMkSaLV1VWtr6+r0WhoeXm5lN4LAACAWStrSNKgsL3X3oLifoOpewGHwMx0+vRpnT9/vrR1GVZXV3X79m3Fcaz19XWmWAUAAMdCWYFhpbB9YY/HFPdbmboXcEja7XaptQxJkuju3bsaDodaW1vbd68FAADAQSgrMLxc2H5qj8cU93t56l7AIalUKlpcXNSFCxd05syZUmoOVlZW9PbbbyuKIq2srNDLAAAAjryyAsNLhe3377azmVUkvW/K8cCRYGZqNps6f/68zp07V8pibmma6q233tK9e/e0vr5eyrStAAAAs1RWYPh8YftZM9ttWNI3SupsbkeSfrek6wBKVavVtLS0pPPnz+vMmTOqVvc/T0Cv19O1a9e0vr6u69evazw+8jX/AADgBCslMDjnXpH05c1vTdL37nLIJwrbv+Wco+gZR1K1WlWj0dCFCxd09uxZnT9/vpTz3rp1S/1+X6PRSHfv3lUc73U2YgAAgINV5nKzP13Y/hEzO7vTTmb2HkmfLLz0UyVeA1AqM1O9XtepU6f01FNP6fz586pU9r+cRhiGeuONNxSGoUajkfr9vrIsK+GKAQAAylVmYPgZSa9vbp+T9Otmdrm4g5k9J+nXdH+ht+edc5/d6WRm9mkzc5tfr++0D3AQqtWqqtWqzpw5o6tXr+rChb1OBPZwN2/e1MrKSh4awjCkCBoAABw5ZS3cJudcbGbfJel5SW1JH5D0NTP7nKQbkq5K+ojuh5Sbkr6njLbN7G9J+lPbXi5Onn/JzP5gh0P/onPufynjGjC/qtWqzEzValVnz57V1atX8wf9/UjTVK+++qoWFhbUbDbVarUUBIFareOw8DkAADgpSgsMkuSc+5KZfbukX9TGtKkNSR/bYdcXJH3cOfdmSU0/Jenfecj7tSnvd0tqH3PMD0tyzqlSqejJJ5/UnTt39JWvfGXf5757965eeeUVtdtt1et11et1VatV1Wq1Eq4cAABg/8ockiRJcs49r40pU39Y0u9ooychlvS2pH8h6fslfcA592LZbQOzUqvVFASBqtWqFhcX9fTTT2t5ebmUc1+/fl1f+9rXNBgM8qFJURQxPAkAABwJxkPJwdisw3hakp5++mm9/vrrh3o9eHRpmmowGGg8HisMQ7300kv6whe+UMq52+223vve9+rq1au6ePGi6vW6JKler+dhBQAAYDdXr17VtWvX/LfXnHNX93tOnkKAPapWq6rX6wqCQM1mU1evXtUTTzxRyrlHo5Fee+01vfbaa3rzzTfzaVbjONZoNGIGJQAAcGgIDMAjaDQa+eJt3W5X73//+2VmpZz73r17unHjhm7fvq3r16/nQ5KccxqPx5pMJqW0AwAA8CgIDMAjqFQqajY3ZgWuVqtaWlrSO97xjtLOf+PGDV2/fl1ra2u6fft2/roPDQwhBAAAB43AADyiVqulRqMhM1Oj0dB73/vevOZgv5xzunXrlt5+++18NWhvMpkoiqJS2gEAANgrAgPwiIIgULfbzYPD4uKi3ve+95V2/jAMdfPmTd29e1fXrl3TeDzO30uSREmSlNYWAADAbkpdhwE4Ker1urIsU6VS0WQy0bvf/W6tr6/rq1/9ainnX19f182bN/O6ha/7uq/Lh0KFYaggCFSpVEppCwAA4GHoYQAeU7PZVBAEarfb6na7eu9736sLFy6Udv47d+6o1+vp1q1beu2117bMlMTQJAAAcFDoYQAek5mp1WrJOadGo6Hz58/r2Wef1fr6usIw3Pf5syzTjRs38hWmu92uLl26pEqloizL8h4OAACAWSIwAPvg12Rwzqlarerpp5/W3bt39eKL5SxkHkWRrl+/LmljcbdGo6EzZ86oUqkoSRICAwAAmDkCA7BP1WpVjUZDURTp1KlTeuc736ler6e33nqrlPMnSaI7d+6o2Wyq2+2qWq2q1WopTdN8ITkAAIBZITAAJajX63mB8rlz5/Tkk0/mQ4rKMBqNdPPmTTWbTTUaDQVBoCzL5JxTp9NRvV4vbQE5AACAIgIDUBI/NKnT6ejy5cuKokjj8Vhra2ulnH99fV1vvvmmgiCQmWl5eVmSVKvVlGWZWq0WoQEAAJSOwACUqNlsKssyLS0t6dKlS0qSRP1+f8sMR/uxurqqRqOharWqyWSihYUF1Wq1fEiUn3oVAACgLAQGoERmpk6noyzLNJlMNBqN9NRTT+m1114r5fx+JeggCBQEgdI01WQy0dmzZyVtFGGXteo0AACARGAASmdmWlhYkJkpyzLFcazhcKjbt2+Xcv7JZKI7d+7IOac0TZVlmarVqs6cOaMoilSpVJg9CQAAlIbAAMxAEATqdrtKkkRPPPGERqOR4jgurZ4hjmPdu3dP0sbKz2amer2upaUljcdjtdttZk8CAAClIDAAMxIEgZaXlzUej3X58mXFcawwDEtZ1E3aWKNhfX1dZpYv7hYEgRYWFvLQQBE0AADYLwIDMEOVSkVnzpxRHMd64okn5JzTH/7hH5Z2/uFwmLdz8+ZNmZkqlYra7bbiOFaj0SitLQAAcDIRGIAZa7VaOn36tCaTicIw1FNPPaU33nijtPP70BAEgWq1moIg0KVLlyRtBIlqldscAAA8Pp4kgAOwuLiYP7ybmdbW1tTr9Uo7/3A4zIufpY3wcPHiRUlSt9tlaBIAAHhsBAbgAARBoHa7Leec4jhWlmX6V//qX2k0GpXWRhiGeu211/KZk5xzOnv2rNI01dLSEkXQAADgsRAYgANSqVTUbDZ1+vRppWmqNE31pS99SUmSlNZGlmV6/fXXFcexqtWqGo1GHlBOnTrFdKsAAOCR8ZEjcIDq9bra7baWlpb0xBNP6LnnnptJO9evX9drr72mt99+W1mWaX19Xffu3VOapjNpDwAAzC96GIAD1mq1FEWRlpeX9eSTT2p9fV3Xrl0rvZ2bN29qPB7LzHTlyhUNBgNlWabTp08zexIAANgzAgNwwMxMy8vLcs4pyzI9/fTT6vV6Wl1dLb2t9fV1/ct/+S81Ho/17ne/W0EQaGVlRd1ul2JoAACwJwQG4BD40BAEgZIkUa/X02Qy0fr6eultxXGsP/iDP1Cv19O73/1uLSwsaDKZKI5jLS0tMe0qAAB4KJ4UgEPiV2X2PQ2S9Oqrr5Y63aqXZZm+8pWvaGVlRVevXtXFixd1/vx5pWmqhYUFtVotehsAAMCOCAzAIapUKlpYWFCapppMJjIzffWrX1W/359Je/fu3VO/39fKyop6vZ4uXbqkKIq0tLSkxcVFQgMAAHgAgQE4ZNVqVcvLyzIzTSaTvDdgPB7PpL04jvXaa69pNBqp3+/r4sWLGo/HyrIsHyYFAADgERiAI6BWq2lpaUm1Wk1BECgMQ7399tsaDocza/PWrVsaDAYaj8c6d+6cxuOx4jjW2bNnqWsAAAA5ngqAI6JWq6ndbuvy5ctK01RBEOj27dtaWVmZWZvD4VCvvPKK1tbWNBqNFIaher2erly5ona7PbN2AQDA8UFgAI6QWq2mhYUFXblyRUEQqNvtqlar6datWzNr0zmnW7duqdfraW1tTRcvXlQURbp48aLOnj1LXQMAACccgQE4YnxNQ6VSUbfb1ZkzZ/SHf/iHun79uiaTyczaHY/HevXVV3Xjxg09+eSTGgwGGo1GOn/+vJrNJsEBAIATisAAHEE+NHQ6HTWbTXU6Hb3wwgu6ceOGBoPBTNsej8d65ZVXdO/ePd28eVPPPPOMLly4oOXlZWobAAA4gfjtDxxRZqZ6va4LFy6oWq2q0Wjoy1/+st58803dvXt35u3fu3dP9+7d0xtvvKErV67omWee0dmzZ7W8vKxGo8FsSgAAnBAEBuCIq1QqOn36tCTpPe95jxqNRl7XMMshSt7a2prW1tZ0/fp1Xb58WefPn9eZM2d0/vx5tdttwgMAAHOOwAAcA9VqVefOnVO321W9Xlej0VCz2dSNGzcUhuGBXMPKyopWVlZ0+vRpXbhwQU888YQuXLigTqeTD52qVqsKgoAAAQDAHCEwAMeEmandbuvJJ59Up9PR4uKiFhcXde3aNa2trR3YdfjgcOPGDZ0/f16nTp3S+fPn8/BQqVQUBIEajQY1DwAAzAF+mwPHTKVS0alTp/JZlDqdjl599VXduXNHWZYd2HX4oUqtVkunTp3SmTNn9I53vEPnz5/XwsKCxuNxXntBjwMAAMcXgQE4hqrVqpaWllSv1/NZlF599VXdvHlzpqtD72Q8Hms8HuvOnTu6ffu2zp07pyeeeEJnz57V4uKiKpWKms2m6vV63vtAgAAA4PggMADHlO9haLVa6nQ6arVaWlpa0ttvv62VlRUlSXKg15MkiW7duqVbt27pK1/5is6dO6fTp09rYWFBZ86c0alTp7YEB/+nDxGs8wAAwNFEYACOuUqlojNnzmhhYUGXLl3SjRs39JWvfEXXr1/X+vq6nHMHfk1RFOmtt97SW2+9JUlaXFzU+fPndf78eS0uLqrb7ebTs/rQYGb5lw8U9EQAAHD4CAzAnKjX6zp//ryWlpZ04cIFffnLX9a1a9e0srKifr9/qNfW6/XU6/X01a9+VadOndLS0pIWFha0vLysxcVFNZtNLS4u5oXSQRAojuO8RwIAABweAgMwR8xMzWZTFy5c0MLCgq5evapXX31Vr732mm7evHmgRdHTrK6uanV1VZLyKVkXFhbyqVmbzWbeA+Ff73Q69DYAAHBICAzAHAqCQN1uV+12W5cuXdK73/1uvfDCC7p27ZrW19cVx/FhX6IkaTgcajgc6vbt26rVamo2m/licK1WS+12W+12W4uLi7p48WI+jMnM8qFWzjmZmarVqiqVyiH/RAAA3Oecy39fHecPvggMwBzz6yE89dRTunz5st5880299tpreuutt3T79m0NBoPDvsRckiRKkiQfPuV7S5rNphqNhjqdjpaXl3XhwgWdPXtWCwsL+fAlM1McxwqCQLVaLX8dAIBZm0wmyrIs/yp+oFV0nHvLCQzACVGpVHT16lWdP39eV65c0c2bN3X9+nXduXNH9+7dO+zLe4BzLp+y1Ws0GvrqV7+qbrerhYUFLS0t5UOW2u12PvNSrVZTo9HIC6d9D0StVmM2JgDAnvjeAT8hR/H1LMuUpqmyLNNkMjnEqzwYBAbghGm327p69apOnTqlCxcuaDgc6tatW3r99dd169atw768h4qiSFEUaX19XdJGD0qr1crrHlqtVl447QOFDxXNZlNxHKterxMcAOAI8w/kk8lky5CenWb9Kw5J3cv/130AmGYymeRBIE3TLe/5D6Aetx7wMGYtLAuBATiBarWaTp06pU6noyzL9K53vUvvf//79cYbb+iVV17RzZs3j9RwpWkmk0leB+F7ScwsDwWdTke1Wk2tViuv6ajX62q1WlpcXNTi4qIWFhbykEGIAICD45zTZDLJv4pB4VH4dYf8NN3+3P5P307xgX37+j/b39/JfnsSCAwAjp1KpaJWq5V/3+12debMGf2RP/JHdO3aNb344ou6ceOGhsOhwjA8xCt9NM65vCeiGHrMLC+sbjQaajQa+dClYnG176XwRde+HqJWq6lWqx3b8acAcBi2h4JiOCj7AdrXEOzFrIYRBUGQh5HiUCYzO9a/PwgMACTd/59ctVrVc889p3e+8526du2a3n77bd29e1crKytaXV1VFEWHfamPxTmnOI53nCGqUqnkQaLVamlhYUGtVisf7uTDRbVazXsvms1mvsJ2EAR77g4HgHngC30lbfkEf/sn+8f5U/W98L83i4uQ7mS3oVBHHYEBwI4ajYbe/e5368qVK1pdXdXt27fzNRTW1tZ069atvBv4uMuyLB/atJ3vmfCF1c1mU7VaLe+V8LUT3W43X1PC90Rs7/L2/C/Q4/zLA8DDPe4D4m5j9h/2uv9Ee6dPsosP8Nsf5qcN3/E/w/YhQ2maPjC8x3/tdL7il7++4p/b399pmuziJ/Xb29ir4r47nWd76KlUKgqCIH+vOFyq+PfsPzTy+xfPm2WZkiTRZDLR2bNn93ytRw2BAcBUZpY/JC8sLGg4HGo0Gqnf72ttbU23b99Wr9fTysrKltmM5kmxZ8IvOLddpVLJayN8j8Ti4mJecF2v1/PeCf9LpVqt5tPG1mo1Sfc/sfO/jGu1Wv4LqPg1D3N6A0dV8YFx++w4xQfK4sOnf6AuTq3pjy9+eOCPK0696fcrbj/u8BXnnNI0VZqmD1zrbp/2FwOOv4ZpY/+LQ26cc/kDcfHh2z9cFz+B9z9TsWdi+5AlHxh2Ggpa/DuZTCaK4zhvJ47j/EOs4vVtP863H8dx/ndlZluur/izb58m1QcGf63Fvzv/2vb/zmmaKggCfeADH1Cj0Xjk/65HAYEBwK6CINDi4mJeJO1/QSRJojiONRwOtbKyojfeeEM3btzQvXv35r4buijLsgemgN1Jsdvaf/mwUK/X86lg/S9LX7Rdq9VUr9fzwCFt/ELz9Rb+PR8wig8pxV+ARcWHA/9L8LiPscV88A+exQUapQeLVLc/bG5f0HH7Pv7f9/YH5+0Ph9PG108bh59l2QNtb3/I9q8Vfwb/fVHxk/fitr+u4kOyb9fP+hYEgZIkyR+CwzB8ICgU//6KD+H++v2Ds78+f0wQBPn3/gMPP1GE/5DDt7nTegTFYZv+Adrv48NN8e/d//cq1iP4bb+fv6btH6ZsDz5+v+L5fDjwocK/7oNP8d/UToGh+G9mpxC5vT7CH3Pu3Dk9++yzOo4IDAD2rDgDRaPRyKefW1pa0sWLF/XMM88ojmOFYag7d+7ojTfe0K1bt7S6unqsCqdnxf9SfVy+jsJ/+QeFarWqyWSS91b49/wne/5PHyh8cPFDq3yvSHFfv/2woQX+l/b2T1CLv0CLv8i3BxnCyfwpPnRvf6h+2Ce2xdf38qn49vf8w7P/Kp5zp+JW/7Dr3ysGFP/n9k+uiz9P8ZzFh8Ri6C4Gg2l/L/4e2f7Jtd/e/jC9/e/A/+nvp+377vSJv/+5iyGiGA62f7hQfHj23xfvaf//NP/9Tud/WACb9vdZbG+vdvpg5Ch59dVXCQwATp4gCFSv17e85n8xnjlzRu9617s0Ho81Go3U6/V09+5dvfHGG7p9+zYB4jH4Xp392N71Xvy0sN1u58MA/AOID4jFHhH//k5/+n2K598+Xrm4Xewx8cOwiuOXi/OrT6sJOUzbP0We9l7x+1n/LNsfEv0D5fZhL8U/tz+gbx9WMZlM8k+v/SfckvJexiRJHljIavsY8Z0Ux3sXHzSLX/5n8G0WH6KzLFMURflDazF0eNsLc4shYfuDdbG3wG/vNPRke0jY3ttRvN7tn0pjbx7n7+qo//3+23/7b/XRj370sC/jsRAYAJTKP2j69Q86nY6SJNG5c+d09epVvf/971eaplpfX9ebb76pN998U6urqxqNRnNTRH2U+eEAO5lWo7FfxZ4N/+Dlt51zOy66tH1KQv/QKykPJdVqVa1WS9VqNe8hKQYa/0moH8rlA4l/35+/Wq3mbRSHScRxvGUYSfEh0j8UZ1m25donk8kD466LvUGTyWTLUI5ir4wPhNsfQos/e/EhOo5jRVG040NuFEVyzuXjtCVtuWb/ybAfv+3/3OmBe/vD/Pbx58UhINuHlBQ/ad7tU/95d9QfZjF7o9HosC/hsc0kMJjZoqRPSPqzkt4t6bSk25JekvRLkv6Jc24mczOa2Z/YbPsDki5LGkl6Q9I/l/RzzrnXZ9EugJ0VhzEVP33sdrt64okn9IEPfEBpmuY9ELdv39ZgMNBoNNL6+rqGw+GOU6Hi+CijZwQAcHhKDwxm9i2SPiPpqW1vPbn59W2SPmVmH3fOvVRiu8uSfk7Sn9n2VkvSGUnvl/RXzexTzrm/X1a7APbOD30p8p9ILi4u6vLly/kUdGEYqtfr5TMzRVGkMAw1HA7V7/c1HA7V6/UY2gQAwIyVGhjM7Bsk/YakzuZLsaTPSbou6Z2SPiwpkPT1kj5nZh90zr1VQrt1Sf+jpA8VXv7Xkv5g81o+oo3Q0Jb098xs4pz7uf22C2D/thfZ+eEl3W53y5zVzm3MzBRFUT5e2o+fHgwGWl1d1d27d3X37l0NBgONx2M+1QYAoASlBYbNh/Zf0f2w8EVJ31kMBGb2Xkm/qo3w8IQ2eiI+XELzn9b9sDCS9Becc/9Dod22pL8r6ZObL/3XZvY7zrmXS2gbwAEws3z60J34ngo/LjtNU43HY62trWl9fV39fl+9Xk+9Xk+DwUD9fv/YrloNAMBBKrOH4QckXd3cvifpY86528UdnHMvmtl3SPqSpIakD5nZR51zn33cRs3sgqQfLrz0Q8WwsNnuyMy+X9K7tBEsapL+lqQ/97jtAjhafE9FMVQsLi7qwoULku7PVFIs/EzTVIPBIB/2NBwOtb6+noeKeV6QDgCAvSozMPxgYfsntocFbzM0/Lw2AoY/7rEDg6Tv08ZQI0l6yTn3D6a068zsP5L0u5sv/VkzOz/tOgHMFz+Fpy/A9paWlnbcv9hb4WeuieM4Dxaj0Ujj8VjD4VB3795VGIYajUYKw5C6CgDAXCklMJjZM5LeU3jpF3Y55Bd0PzB8q5l1nXODx2z+T++1Xefc75nZy5Ke1UYtxZ+S9LOP2S6AOeZXUPXTw+5k+3zxxWkjiyth+3nifQjxdRi+uDsMQ0VRpDiO83Ur/IxSPrAUVzwFAOAgldXD8JHC9svOuZu77P8FSUNt1Ds0JX2zpH/xqI2aWUvSHyu89Nt7OOy3tREYpI3rJjAAeCw7rYpaBr+CdnFNgOK89f51v9ZAFEV5D0gYhvksUpPJJA8k4/E4Py6O4y2r1+5n9WkAwPwrKzA8V9j+0m47O+dSM3tB0jcVjn/kwKD7PQWS5LQxK9Juitf33NS9AOCQ7LSC9uPYvoqtpB0DTnExru3f+1BUXPHXBw/fqyJpy/7FFYH9omCS8vU0/GJexVoSSXnIKfa2+B4W3ytTXOSMXhcAOBhlBYZnCttv7PGYN3U/MDz7sB332O5t59xeBg6/Wdh+3HYB4Mjz4WC3XhAzy1cSPiiPuurt9p9h+2rE0/Yt7vewgOFXJS6uxLz978WfpxiiiooLE0rK/yyuAl3804eundoori7t+evbfh2StqyWXRwm50OW38/3VvkgV1z5OwiCPOz5mp8gCLYcU2zfX3+SJAqCIF9Nu7g6tT/G/2zF7eI1+e+3D/MrDvcrBuDivjv9N/d/X8XXiz+3/zsv9uJt/3dQXIW7uO2Drv8ZdwrcO/3b9OcptuGP9+cv/tva6ecsKv7sxXP79/zPWPw7d87ldVzF1caL/zaLf++ev44gCPJ/4/7vIwiCqT9HsW3/33n7z1DsPS3+nW5fbbz45/aVz3f6e9m+vdP3B+2DH/zgoba/H2UFhjOF7Vt7PKY4bOn0IbXbNrPGXladNrPXH+XCdnBln8cDwNzY71CuvQ4HK+6zveD9cdp82Pe+5gW726n3a6fXdjtu2oOkdP/fSPHhcqc2pwWP4nke9v2jPITutu/2f9fbQ9NOP0cxWO60n9+edt6dfr5iANjepg9HPjQVg4F/r/jg74Pj9vBWvI6drmF7YNkeLLbvX/w5dwqpXrE31H844K/DB6jitRX/Tflg6QNfsY1iECxeU/Hf4Dve8Q4dV2UFhm5he69zEBb3607da7bt+nPsZTL2p/d4fgAA8BB77f0CZm2vge+k/1stKzA0C9vxHo8pPqTvPAXJ7NvdT9sAAAA4xk56ENirsgJDsXZgr5V6jcL2466MtN92H6Xta3vcb5orkvb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"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"image/png": {
"height": 266,
"width": 390
},
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_r_t:\n post_pred_r_t = pm.sample_posterior_predictive(trace.posterior, samples=100)\n\nfig, ax = plt.subplots(figsize=(12, 8))\nax.plot(post_pred_r_t[\"obs\"].T, color=\"0.5\", alpha=0.05)\nax.plot(new_cases.values, color=\"r\");",
"execution_count": 19,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/home/lpaz/anaconda3/envs/workshop-materials/lib/python3.9/site-packages/pymc3/sampling.py:1689: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n warnings.warn(\n"
},
{
"data": {
"text/html": "\n <div>\n <style>\n /* Turns off some styling */\n progress {\n /* gets rid of default border in Firefox and Opera. */\n border: none;\n /* Needs to be in here for Safari polyfill so background images work as expected. */\n background-size: auto;\n }\n .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n background: #F44336;\n }\n </style>\n <progress value='100' class='' max='100' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [100/100 00:00<00:00]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
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tvladeck commented Jun 26, 2020

The implicit assumption in the generative process above is that people get sick and infectuous instantly, as they infect another person on the very next day.

In reality, it takes a while for a person to (i) become infectuous and (ii) pass the disease on. This delay is officially known as the "serial interval" and we will model it with a probability distribution which we get from this study30119-3/pdf).

the "serial interval" is the time between symptoms in the primary infection and symptoms in the secondary infection. the distribution that we care about is the "generation time" which is the interval between primary infection and secondary infection. we are using the serial interval as a proxy for the generation time, with the assumption that it is just shifted back in time

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