{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bayesian geolift with CausalPy\n",
"\n",
"This notebook covers how to use `CausalPy`'s Bayesian {term}`synthetic control` functionality to assess 'geolift'. Our hypothetical scenario is:\n",
"\n",
"> We are a data scientist within a company that operates over Europe. We have been given a historical dataset of sales volumes, in units of 1000's. The data is broken down by country and was collected at weekly frequency. We have data for the past 4 years. \n",
"\n",
"> At the start of 2022, the marketing department decided to refurbish all the stores in Denmark. Now, at the end of 2022, the company wants you to assess whether this refurbishment programme increased sales. If you tell them that the store refurbishment scheme increased sales volumes then they will roll out the scheme to other countries. Nobody said this, but in the back of your mind you worry that if you tell them that refurbishments increase sales but that doesn't actually happen in the future, then the companies profits will drop, the value of your shares will decrease, and your job security may be at risk.\n",
"\n",
"> Your boss is pretty tuned in. She also has these concerns. She knows that while it might be easy to establish an _association_ between the store refurbishments and changes in sales volumes, we really want to know if the store refurbishments _caused_ an increase in sales.\n",
"\n",
"> We know that the best way to make causal claims is to run a randomized control trial (sometimes known as an [A/B test](https://en.wikipedia.org/wiki/A/B_testing)). If we have randomly assigned stores across Europe (or picked a country) at random, then perhaps an A/B test would do the job. But we did not pick Denmark at random - so we are worried about confounding variables.\n",
"\n",
"> But we heard about synthetic control methods and a thing called GeoLift. After some research, we decide this is exactly what we want to do. But we are particularly interested in how certain we are in the level of any uplift we detect, so we want to use Bayesian methods and get easy to interpret Bayesian credible intervals. You find a library called `CausalPy` that supports exactly that use case and are delighted.\n",
"\n",
"Let's go!"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import arviz as az\n",
"import matplotlib.dates as mdates\n",
"import pandas as pd\n",
"\n",
"import causalpy as cp"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"pd.set_option(\"display.precision\", 2)\n",
"seed = 42"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load the dataset\n",
"\n",
"`CausalPy` includes an example (simulated) dataset suitable to explore ideas around geographical lift testing. All we need to do is to load that, get our observation dates set up appropriately in a pandas dataframe, and define the treatment time."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Austria
\n",
"
Belgium
\n",
"
Bulgaria
\n",
"
Croatia
\n",
"
Cyprus
\n",
"
Czech_Republic
\n",
"
Denmark
\n",
"
\n",
"
\n",
"
time
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
2019-01-06
\n",
"
2.40
\n",
"
3.33
\n",
"
3.53
\n",
"
3.03
\n",
"
3.15
\n",
"
5.40
\n",
"
3.68
\n",
"
\n",
"
\n",
"
2019-01-13
\n",
"
2.41
\n",
"
3.22
\n",
"
3.50
\n",
"
2.96
\n",
"
3.14
\n",
"
5.19
\n",
"
3.40
\n",
"
\n",
"
\n",
"
2019-01-20
\n",
"
2.74
\n",
"
3.31
\n",
"
3.57
\n",
"
2.93
\n",
"
3.40
\n",
"
5.21
\n",
"
3.57
\n",
"
\n",
"
\n",
"
2019-01-27
\n",
"
2.70
\n",
"
3.36
\n",
"
3.43
\n",
"
2.94
\n",
"
3.43
\n",
"
5.10
\n",
"
3.64
\n",
"
\n",
"
\n",
"
2019-02-03
\n",
"
2.63
\n",
"
3.39
\n",
"
3.50
\n",
"
3.07
\n",
"
3.48
\n",
"
5.10
\n",
"
3.65
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Austria Belgium Bulgaria Croatia Cyprus Czech_Republic \\\n",
"time \n",
"2019-01-06 2.40 3.33 3.53 3.03 3.15 5.40 \n",
"2019-01-13 2.41 3.22 3.50 2.96 3.14 5.19 \n",
"2019-01-20 2.74 3.31 3.57 2.93 3.40 5.21 \n",
"2019-01-27 2.70 3.36 3.43 2.94 3.43 5.10 \n",
"2019-02-03 2.63 3.39 3.50 3.07 3.48 5.10 \n",
"\n",
" Denmark \n",
"time \n",
"2019-01-06 3.68 \n",
"2019-01-13 3.40 \n",
"2019-01-20 3.57 \n",
"2019-01-27 3.64 \n",
"2019-02-03 3.65 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = (\n",
" cp.load_data(\"geolift1\")\n",
" .assign(time=lambda x: pd.to_datetime(x[\"time\"]))\n",
" .set_index(\"time\")\n",
")\n",
"\n",
"treatment_time = pd.to_datetime(\"2022-01-01\")\n",
"df.head()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"In our dataset, columns represent the different European countries that we operate in. We also have an index which labels each row with the date - the observations are weekly in frequency. The values in the table represent the sales volumes and are in units of 1000's. So a value of 2.4 represents 2,400 units sold per week."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"So let's plot that."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"untreated = list(set(df.columns).difference({\"Denmark\"}))\n",
"ax = df[untreated].plot(color=[0.7, 0.7, 0.7])\n",
"df[\"Denmark\"].plot(color=\"r\", ax=ax)\n",
"ax.axvline(treatment_time, color=\"k\", linestyle=\"--\")\n",
"ax.set(title=\"Observed data\", ylabel=\"Sales volume (thousands)\");"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"This looks pretty nice, but also disappointing. It is not immediately obvious from a visual inspection that there is a clear change in sales data in Denmark after the stores were refurbished (shown by the dashed line). This is made worse by the presence of annual seasonality in the data (which is different in each country), and the inherent stochasticisty in the weekly sales data."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Was there a geolift in sales in Denmark?\n",
"\n",
"In order to calculate what (if any) causal effect there is from the store refurbishment we need to compare the _actual_ sales in Denmark after the intervention and the _counterfactual_ sales in Denmark if the intervention had not taken place. We can see why this is called the counterfactual - we _did_ refurbish the stores in Denmark, so this is a completely hypothetical scenario that runs _counter to the facts_. But if we could measure (or more realistically estimate) this, that would be our control group. \n",
"\n",
"In this case, we generate a synthetic control, which is the name of the technique we will be using to estimate our counterfactual sales data in Denmark if the refurbishment had not taken place. You can read more about the synthetic control method on the [synthetic control wikipedia page](https://en.wikipedia.org/wiki/Synthetic_control_method), but the basic idea is as follows. For those familiar with traditional (non-Bayesian) modelling methods, the basic synthetic control algorithm can be described like this:\n",
"\n",
"```python\n",
"import my_custom_scikit_learn_model as weighted_combination\n",
"\n",
"\n",
"# fit the model to pre-intervention (training) data\n",
"weighted_combination.fit(X_train, y_train)\n",
"# estimate the counterfactual given post-intervention (test) data\n",
"counterfactual = weighted_combination.predict(X_test)\n",
"# estimate the causal impact\n",
"causal_impact = y_test - counterfactual\n",
"# cumulative causal impact\n",
"np.cumsum(causal_impact)\n",
"```\n",
"\n",
"So there is no magic involved - we simply estimate a synthetic Denmark as a weighted sum of the untreated units. We do this based on the 'training' data observed before the intervention. We then use that weighted sum model to predict our synthetic Denmark based on 'test' data of untreated countries observed after the intervention. We can then simply compare this counterfactual estimate with the observed sales data in Denmark and obtain our estimate of the causal impact. We can then (optionally) calculate the cumulative causal impact to answer the question \"How many more sales were caused by the store refurbishment over 2022?\"\n",
"\n",
"We can use `CausalPy`'s API to run this procedure, but using Bayesian inference methods as follows:\n",
"\n",
":::{note}\n",
"The `random_seed` keyword argument for the PyMC sampler is not neccessary. We use it here so that the results are reproducible.\n",
":::"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [beta, sigma]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "952f246261704640be8d81820fd1819e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"
\n",
"
\n"
],
"text/plain": [
"\n"
]
},
"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 17 seconds.\n",
"Sampling: [beta, sigma, y_hat]\n",
"Sampling: [y_hat]\n",
"Sampling: [y_hat]\n",
"Sampling: [y_hat]\n",
"Sampling: [y_hat]\n"
]
}
],
"source": [
"formula = \"\"\"\n",
" Denmark ~ 0 + Austria + Belgium + Bulgaria + Croatia + Cyprus + Czech_Republic\n",
"\"\"\"\n",
"\n",
"result = cp.SyntheticControl(\n",
" df,\n",
" treatment_time,\n",
" formula=formula,\n",
" model=cp.pymc_models.WeightedSumFitter(\n",
" sample_kwargs={\"target_accept\": 0.95, \"random_seed\": seed}\n",
" ),\n",
")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that our sampling went well. PyMC returns no sampling warnings, and we have no divergences. If we wanted to take a closer look to diagnose the sampling process we could do the following:\n",
"\n",
"```python\n",
"az.summary(result.idata, round_to=2)\n",
"az.plot_trace(result.idata, var_names=[\"~mu\"], compact=False);\n",
"```"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results\n",
"\n",
"Let's use Arviz examine the posterior parameter estimates for each of the beta weightings for each country, along with the estimate of the measurement standard deviation, `sigma`."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_forest(result.idata, var_names=[\"~mu\"], figsize=(8, 3), combined=True);"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"If you are new to Bayesian methods, then I would recommend checking out these resources:\n",
"\n",
"* The PyMC website [pymc.io](https://www.pymc.io), especially the examples page.\n",
"* There are also a whole bunch of video resources including:\n",
" * [Chris Fonnesbeck - Probabilistic Python: An Introduction to Bayesian Modeling with PyMC](https://www.youtube.com/watch?v=911d4A1U0BE)\n",
" * [Intro to Probabilistic Programming with PyMC (Austin Rochford)](https://www.youtube.com/watch?v=Qu6-_AnRCs8)\n",
" * [The Bayesian Zig Zag: Developing and Testing PyMC Models (Allen Downey)](https://www.youtube.com/watch?v=EYS3oDhLsP0)\n",
" * The [pymc-devs](https://www.youtube.com/@pymc-devs) YouTube channel."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now use the `plot` method of the `result` object that we get back from `CausalPy`. This will give us a pretty detailed visual output."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = result.plot(plot_predictors=False)\n",
"\n",
"# formatting\n",
"ax[2].tick_params(axis=\"x\", labelrotation=-90)\n",
"ax[2].xaxis.set_major_formatter(mdates.DateFormatter(\"%Y\"))\n",
"ax[2].xaxis.set_major_locator(mdates.YearLocator())\n",
"for i in [0, 1, 2]:\n",
" ax[i].set(ylabel=\"Sales (thousands)\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice! By creating a simple model formula and one call to `CausalPy`, we have been able to evaluate the lift generated in the treated unit.\n",
"\n",
"In this example, there is quite a lot of measurement noise, but because we are using Bayesian inference methods here, we have a precise and principled quantification in our uncertainty.\n",
"\n",
"We can see that the Bayesian $R^2$ value for the pre-treatment data is about 0.5. This is not excellent, but pretty good for real-world data. It shows that the linear weighted combination model (the core of synthetic control) is doing a reasonable job at constructing a faux (i.e. synthetic) Denmark up until the treatment period.\n",
"\n",
"This synthetic control Denmark is our estimated counterfactual - what the sales would have been if the store renovation project had not been carried out. By looking at the difference we can estimate the causal impact, or we could also call it 'geographical lift'.\n",
"\n",
"Over the year since implementation, we can see that the cumulative causal impact of sales in Denmark was close to 10,000 units. Let's examine that in more detail. Below we look at the posterior distribution of the cumulative causal impact at the end of our time series, after the scheme had been in place for 1 year."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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aMmXKmEuXLsVYngcNHTrU+Pj4mIoVK5p169ZFWnfx4sUoz9XBgwfNmjVrIr1+jTHm9OnTplWrVsbHx8f89NNPkdadOXPG/hqOSXTvn7geT55mPT4optd8xGMtWrSoKVeunNm4caN93T///GOeffZZ4+PjY7p27RrlPbF582b7+/LIkSOR9hvx2i1atKhp1KhRpNfT1q1bTbly5YyPj4+ZM2dOvDwnM2fOND4+PqZUqVJm8eLFkV6nN27cMNOnTzfXrl2zL3vUMeJRxo8fb3x8fMygQYNi3GbZsmXm0KFDkZaFh4ebP/74w5QuXdqULVvW3LlzJ9L62HzGPMzBgwdN8eLFTYkSJcwPP/wQ6XlYtWqVKVu2rClSpIg5ePBgpNtFvO+LFStmJk+ebP88CQ4ONu+//77x8fExr776apT769atm/Hx8TFNmjQx58+fty/fuHGjKVOmjP31EdOxLzqzZ882Pj4+pkyZMmb9+vX25ZcvXzavv/56jGV5nPfFo4SHh5vGjRtHW9cbNmywH/PDw8OjvX3EZ3fLli1jfZ8Rx7hGjRrFqawR74EKFSqYkJCQaLe5dOmS/X3y4DmDJB7qBpYEPNjF5cGf27dv27eNaNZt165dlGknCxQoEOtvQuIiNDSUESNGROqr2rBhQ8qUKUNgYCDbt29n5MiRkWYt69SpE1mzZuXKlSv8888/kfZXvnx5KlWqhKura6TlhQsXpn///gD89ttvcS7njBkzuHnzJm+88QZdunSJNB1i2bJl7a01M2fOtC/39/fnhx9+AGDAgAEUKlQoSnkep2vA+PHjCQkJoVmzZnzwwQekTp3avs7d3Z2GDRtSvnz5OO83JiEhIfTv3z/SjFnPPvss9evXxxjDmjVrotThiy++SOnSpQkODmbr1q3xVpbopE2bliZNmkTpEpAuXTr69+9PtmzZWLZsWbTdbB5H6dKlyZUrF5cuXYr2G7mIb0AfbFUZO3YsxhiGDh0apfXk1VdfpW3btty9e5eFCxfGqhyXLl1i3rx5gG02u4i+5BGyZs0aZXa7woULU7NmzSjTeebKlcvep/xx3h/RievxJKHr8WFCQ0Pp3r07lStXti/z8fGxl3nlypVR3hMVK1a01+v69etj3O/w4cPJmTOnfVmFChV49913AVuff3Pft++P85wEBgbyzTffAPDZZ5/x8ssvR2qtyZAhA2+++eZDZ4mMq/PnzwMPb/F4/vnno3QVtCyLunXr8sYbb+Dv78+aNWvirUwAX3/9NcHBwfTu3ZvXXnst0vNQu3ZtevXqRVhYGLNmzYr29lWrVqVz5872zxN3d3c+/vhjUqRIwZ49e7h165Z921OnTrFy5UoARowYEamFtnLlyrzzzjtxPt4bY5g6dSoA77zzjr1rE9ie67Fjx+Lu7s6ePXse2jUtvixYsIADBw7g7u7OG2+8EWldxHORLl26GKcCTpcuHUCk846HOXz4sP0Y16FDh1iX8/Lly/b3wBtvvBFjt7bMmTPj4uJCQEBAtONaJHFQN7Ak4FFTF99/Uh9xcF2xYgW+vr4JMvd40aJFKVq0aJTlhQsXZteuXVSvXp2sWbNGWufq6oqvry+XLl3izJkzUW7v7+/P0qVL2bFjB1euXCEwMBBjjL2P9qFDh+Jczt9//x2wnVRGp1q1ari7u7Nr1y5CQ0Nxc3Njx44dBAQEkCNHjignkgB16tQha9asXLp0KdblCAwMZOPGjQB07Ngxzo/jcWTIkCHa6UwLFy6Mn59fjHVYpEgRdu/ezZkzZxKimGzatIk1a9Zw8uRJ7t69ax+MeefOHQICAjh16hQFChSIl/tq2LAhkyZNws/Pj2effda+PDQ0lBUrVgDQqFEj+/Jz586xf/9+MmXKRJ06daLdZ+3atZk+fTrbtm2LVRn+/PNPQkJCKF26dJzCaXBwMCtWrGDLli1cuHCBgICASCfIj/P+iM7jHk8Ssh4f5pVXXomyrHDhwkDM74kiRYqwZMmSGF/zZcqUoVixYlGWN2vWjJEjR3Lu3DmOHz8e5fHF5TnZuXMnN2/eJEuWLLz00ktxe9CPKeJE72FjD8AWavz8/Ni/fz83btywn7xHjEU4dOhQpK5gTyI4OJh169bh6uoaY5fY2rVrM3jw4Bjfc9Ed7zNmzEiOHDk4ceIEZ86csT/m9evXY4yhQoUKkb6YivDKK68watSoOAWWY8eOceHCBTw8PHjttdeirM+aNSv169fHz8+PDRs2RArX8W3//v0MHToUgJ49e5I7d+5I6yO6XT1smveIL0kCAwMfeX+3b9+mR48ehISEUKNGDRo3bhyrcgYHB9OzZ09u3rxJkSJF6NSpU4zburi4kDZtWvt4mITqYirxS2ElCYjL1MWtWrVi8eLFfPPNN/zyyy9UrVqV8uXLU7FixSiBIb48OPtHhIiA9aj19+7di7T8wIEDdOnSJdIA8wfd/21YbNy9e9d+gc2I1pmYBAUFcfPmTTJnzsyJEycAyJcvX7Qnai4uLuTNmzdOYeXUqVOEhISQLl068ufPH4dH8fjiu47iW3BwML169bJ/qxmTBweiPokXX3yRSZMmsWLFCvr372//gN6wYYP9Q/L+E87Dhw8DttdHixYtot1nxId9bF8Px44dA6BUqVKxLvf58+dp3769/bUZnbi+P2IS1+OJI+oxJhkzZox2+t0nfc3H9J5NnTo12bJl4+TJk5w8edL+2nmc5yTidVGyZMl4GXsUGxFfBEV3Ab4IP//8MwMGDIg0luBB8fXaA1vLXlBQEO7u7jGesEaE9Jjecw+ekEfIlCkTJ06ciFTPES2JMdVxmjRpyJo1a5RJWx4mYp/ZsmWL1IJ+v4IFC0ba9mk4c+YMXbp0ISgoiEaNGkXbyhExLuRhYSzidfKosSfBwcF069aNkydPUqhQIUaOHBmrchpj6Nu3Lzt27MDb25sJEyY89DV5f7ljE6DEOSmsJDNFihRhzpw5jB8/ns2bN/PDDz/www8/YFkWVapU4eOPP473bzTvvzjU/SJO7h+1/v5vhMPCwujZsyeXL1+mRo0adOrUiYIFC5IuXTpcXV05deoU//vf/+LcjSRi9h8g2llrHhRx0Iv4IHtYy1Zcv8mJKMujrkIcn+Kzjp6GKVOmsHLlSry9venduzcVKlTA29vb/iHVokULdu7cGa/dhwoWLEjhwoU5dOgQGzdupEaNGsB/XcDub1UB2zfgYKu/R72GHnYyd7+I10JE14rY+Oijjzhx4gSlSpWiR48eFClShPTp0+Pu7k5oaCjFihWLt+cprscTR9RjTJ7Wa/5hF+HNlCmTveUkwuM8J4/zunhSEa0LEa/zB50+fdre7bV9+/a89NJL5MqVC09PTyzLYuHChfTr1y9e6zaiLCEhIY/9noupniNC4P31HNvjfVzCSsRr4WGvm4jPkCedXTImV65coX379ly5coWaNWsyfPjwaL98i3gN3L59G2NMtNtEdP962GszNDSUnj17snXrVnLkyMG0adMe2WIXYfDgwfj5+ZEhQwamT58eqbtlTCICsrNfuFpiprCSDJUuXZpp06Zx9+5ddu7cyZYtW/Dz82P9+vW8+eab+Pn5JeiHYFzs3buXU6dOkSNHjmi/Ublw4cJj7ff+b7T+/vvvWF/NPOJ2D5te9Nq1a3EqS0Tf/5hOCqLzqBOogICAOJUhvsRUnri2xESMsRg2bBjVqlWLsj7iCsfxrWHDhhw6dAg/Pz9q1KhBYGAgq1atwrKsKONVIl4LZcuW5fvvv4+X+494LcS2//elS5fYsmULqVKlYsqUKVHGQcT0/njU6+dh9RWX44mj6jEhxeZYcP/4nsd5TuL6uogPESfoMbV6LVu2jJCQEBo2bBhlxkR4/GPzw0Q8D1mzZuXPP/+M9/0/6Gke7x92u4hrljw4Liw+3Lx5k/bt23P69GmeffZZvvrqqxg//yJmkQsODuby5cvRtp5GdI+8f8a5+0W0jKxatQpvb29mzpwZ614dX375JXPnziV16tR8++23sZr5LCgoyB5U43MMlyQsDbBPxjw9PalWrRq9e/dm2bJl5M6dm0uXLkU66CfEmJa4iOiqVaxYsWibfh+3L37atGnJkiULAEePHo317fLlywfAiRMnoj3RCw8Pf2h3nOjkzZsXd3d3bt++HesLWUV8OxjTh+ipU6fiVIYn9agP9ZjmxI9JRL2XKVMmyrobN27E2MXjSV+/jRo1wrIsVq5cSWBgIKtXr+bu3buUK1cuyvTHEV01jh8/HuXCZo8rYp979uyJ1fYRg6Dz588f7fUJHpysIsKjXj+xqa/YHE8etx4Tk4guWg8KCAiwn7DfP5354zwnEeMl9u3bF+vX2pO+FyImGojpmPSwxwExH5ufpFx58uTB3d2dK1euJEjXwYh6i+mYfvfu3TgH7oh9XrhwIcaWk4jPpMedBj8md+/epXPnzhw+fJgSJUowceLEh3bfyp49u32ChR07dkS7TUQLV0xdVwcNGsSvv/5KhgwZ7NOGx8bUqVOZNGkSHh4eTJo0yT4l8aMcOXIEsD13TyPsScJQWBHAdrIS8S3F/WNBIg5cztLXM6I8918dN0JISEiMM77cf9uYHkvELD/fffddrMtTrlw5UqVKxblz5/jrr7+irF+9enWcT8BSpkxpv0jW9OnTY3WbiP71Bw8ejNLNIjw8PNYXX4wvEeWJ7qKK+/bti3OojKi76L59nDFjBmFhYdHe7kn7KmfPnp2yZcty7949Vq9ebb/IYXRX8M6bN6/9uhHRXZz0cdSoUQN3d3d2794d48nB/e5/nqILzxGzDj3Iy8uLtGnTEhgYaP9wv19sZy+L8KjjSVzrMTHZtWsXBw8ejLJ80aJFBAUFkSNHjkhjHh7nOSlbtixeXl5cunTJ3i3xUZ70vRBxXY2///77ofuP7th87NixGGcBe5LPmFSpUlG1alXCw8MjXWT4aYk4Lm/bti3aL7UWLlwY59nAIq7hExQUFO377NKlS/YJPSLuPz4EBwfTtWtX9uzZQ6FChZg6dWq0Y7juFzGzG9hezw/auXMnx48fx93dPdqLen755ZfMmzcPT09Ppk6dGu0kBdH54YcfGDlyJO7u7nz11VdRrn3zMHv37gVivi6MJA4KK8nMgAEDWLp0aZRuQdu2bbNPi3j/rE8R/UGPHj0ar1eXflylSpXCzc2NnTt3RjohvHPnDr179472gzJCxAl0TNPsdurUiQwZMvDzzz8zbNiwKF0sbt68yY8//mifLhFsAyojZpMZOHBgpG9VDx06xJAhQ2Ldpex+3bp1w93dnYULFzJmzJhI9RUSEsLSpUsjTalbuHBhsmTJwpUrVxg/frz9RDUoKIjPP/88xm97n5aI7iwLFy60f1iAbYDoRx999NCrJ0cn4oNm+PDh9m8fjTEsXryY6dOnx3hBsIg63759+2OPq4kYmzJ//nz+/PNP3NzceP7556Pdtnfv3liWxaBBg1i4cGGU4HjmzBkmTpxon3nuUbJkyUKrVq0A6NGjR5Tpci9dusSECRPs/xcsWJD06dNz8eJFJk6cGOl1MGTIEA4cOBDt/ViWZT8Ruv85Btug6ehOTCDux5PHrcfExM3NjY8++sje0gC219+4ceMAaN++faTWhMd5Tjw8POjatStgqwM/P79Ir+9bt24xc+bMSMfs+79AeJxuoXnz5iVnzpycO3cu2taDiMfx/fffRwprJ06coGfPnjEeB5/0M+bdd98lRYoUTJw4kSlTpkQJPZcvX+a7776Ll66ZefLkoU6dOhhj+PDDDyM9D1u2bGHChAlxPt5blmUfzD5+/PhI0xNfvXqV9957zz4jYKVKlZ74MYBt7GevXr3YvHkzuXPnZvr06Q+9Uvz9OnTogLu7O+vXr2fq1Kn21925c+f4+OOPAdusaA9OcT1jxgwmTZpEypQpmTx5crQX243OsmXL+Oyzz3BxcWHEiBHUqlUr9g+U/1p64jPoScLTmJUkYPLkyQ/95rNBgwa0bdsWsF2FeP78+bi5uZEnTx48PT25du2a/YP1pZdeinRAzJgxI5UqVWLz5s3UrVuXggUL4uHhQebMmfnyyy+f7gOLhre3N23btmX69Ol8+OGHfPXVV3h5eXHs2DHCwsL45JNP+Oyzz6K9bYMGDThy5AhvvfUWvr6+9m+RxowZg7e3N8888wzffPMN3bp1Y+bMmcydO5d8+fKRKlUqrl+/ztmzZzHG8MILL0Tab8+ePdmxYwf79++nYcOG9m+Ljhw5QtGiRSlbtqz9G/nYKlGiBEOHDuWTTz5h8uTJzJo1i/z58xMYGMjZs2cJCgpi2LBh9ulsXV1d6d27N3369GHSpEksWLDAfsXt8PBw3nvvvRivuP00VK9eneeee46NGzfSvHlze3eNo0ePUq5cOfuUyLHVo0cPNm7cyOrVq6levTp58uThypUrXL58mZdffpkLFy5EG0Lr1avHl19+yZIlS9i9ezfZsmXDxcWFJk2axHoGveeff56hQ4eyZcsW+2OLqe9zjRo16N+/P0OHDqVfv34MGzaMvHnzYlkWFy9etIfpmF6j0Xn//fc5c+YMq1atokOHDmTJksV+DaJLly5hjKF79+6AbUrRd999l0GDBvHVV18xb948smbNah/UPXjwYPr16xft/fTo0YN169axfv16qlatSr58+bh8+TJXrlzhs88+i7bMcT2ePG49JibNmzdn9erV/O9//6NQoUIEBgbauw3VqlWLli1bRtr+cZ+TNm3acPz4cb7//nvef/99hgwZQs6cObl+/ToXL14kLCyMunXr2l+rxYoVI2/evJw8eZKaNWuSL18+3N3dKVy4MJ988kmsHluzZs346quvWLp0Ke3bt4+0rm7dupQuXZrdu3fTrFkz8ubNi6urK0eOHCFz5sy8/fbbjB07Nso+n/QzpkiRIowZM4YPPviA0aNHM2HCBPLnz2/vHhbR9e5h09vGxYABAzh06BB///03devWpVChQty7d8/+vN69ezfWU5NHaNWqFbt27cLPz4927dqRJ08e0qRJw+HDhwkJCSF79uyMGjUqXsoPtgAQMfuci4uL/RpAD/L29raH7Ai5cuViyJAh9O3bl5EjRzJr1iwyZcrEkSNHCAkJoVixYvTp0yfSbS5dumT//PH09GTMmDExlm3cuHGRgs4HH3xAeHg4adKkYc6cOcyZMyfa2/Xv3z/K9PpBQUGsXr06xmnIJfFQWEkCIqbCjEnx4sXtf0cMbNuxYwcXLlzg9OnTZMmShapVq9KqVatov7UYPXo0o0ePZsOGDezfv5/Q0FBy5MjxNB5KrPTp04dnnnmG+fPnc+bMGQICAqhcuTJvv/32Q2dU6dy5M+Hh4SxZsoSjR4/ap1i8f5aYcuXKsXTpUr777jvWrl3L6dOnCQ8PJ2vWrFSrVo1atWpFudifp6cns2fPZuLEiSxdupQTJ06QJUsW2rVrR48ePRg8ePBjPc6XX36ZYsWKMW3aNDZv3szhw4dJkyYNBQsWpHbt2lEG47788sukSJGCb7/9lqNHj3L27FkqV65Mz5494zzo80lZlsWECRMYP348y5Yt4+zZs2TNmpXOnTvTrVs3Pv300zjtr3jx4sydO5exY8eya9cuTpw4QZ48eejcuTOtW7e2h/EH5c6dm0mTJjF58mQOHDjA+fPnMcZEum7Ko2TMmJEqVaqwbt06IOosYA9q1aoVFSpUYNasWWzevJmjR4+SIkUKnnnmGSpVqkS9evXsM4vFRooUKfj666/x8/Nj0aJFHDx4kEOHDuHt7U2NGjVo0KBBlPtPmzYt06dP5+jRowQFBVG8eHE6dOhA9erVYwwrBQoUYO7cuYwZM4adO3dy4sQJfH19GTx4MLVq1Yo2rMT1ePK49ZiYeHl5sXDhQr788kv+/PNPbt68Sb58+WjWrBlvvvlmlKmGH/c5sSyLzz77jFq1avH999+zZ88eDh06RMaMGalQoQL169e3j8MD20np5MmTGTNmDNu3b2fv3r1x7nbXrFkzvv76a3777bcoYcXNzY1p06YxduxYVqxYwenTp8mUKROvvPIK77zzTowX0YQn/4ypV68eS5YsYebMmaxfv54TJ07g4uJC1qxZqVevHnXr1o22W9LjyJo1Kz/++CNfffUVq1at4ujRo2TPnp133nmHzp07R3leYsOyLEaNGkW1atVYuHAhhw4d4sKFC+TIkYM6derQqVOneJ3JKuKzDx5+/hBTHTRu3JjcuXMzZcoUdu3axdGjR8mZMyeNGjWiU6dOUVoDQ0JC7C0w165de+jn0YOztkV0q3vULIvRTUizZs0a7t69S9u2bR85vbE4N8s87TlHRUREkrjx48czYcIEunfvTo8ePRxdnKemf//+LFiwgLlz58bpQqUiCa1169bs3buXFStWRJkQRRIXjVkRERGRWOnRowepUqWKNHZPxNls27aNbdu20bp1awWVJEDdwERERCRWsmTJwogRIzhy5Ah3797VdLDilG7fvk337t2TRNdSUVgRERGROKhfvz7169d3dDFEYlSnTh3q1Knj6GJIPFE3MBERERERcUoaYC8iIiIiIk5JLSsiIiIiIuKUFFZERERERMQpxXqA/Y0bN55mOZK09OnTc+vWLUcXQ56A6jDxUx0mDarHxE91mPipDhM/Z6nD2FzwVC0rCeDBKxZL4qM6TPxUh0mD6jHxUx0mfqrDxC8x1WHiKamIiIiIiCQrCisiIiIiIuKUFFZERERERMQpKayIiIiIiIhTUlgRERERERGnpLAiIiIiIiJOSWFFREREREScksKKiIiIiIg4JYUVERERERFxSgorIiIiIiLilNwcXQARERFnYYzh5i24c8f2fwp38PCAdOnA1dVybOFERJIhhRUREUmW7t41HDgIf++Hg4cM587BhYsQHBx1W1dXyOJtyJYNihSGUiUtShSHtGkVYEREniaFFRERSTZu3zH8tR7WrDVs2w5hYVG3SeMJadOBiwUhIRAQaGtpuXDR9rNzF8z93uDqAuXLG+rWsaheFTw9FVxEROKbwoqIiCRp4eGGjZth8S+RA4qLi62VpHgxKFbUIk8eyPYMpEkTNXQEBRkuXYLTZ2HvPsPevXDwIGzZClu2GsakgiYvG5q/apEpk0KLiEh8UVgREZEkKSTEsGQpzF9oOHvWtszFBcqVhVo1LWpUAy+v2AULDw+L3Lkhd26o+pztNjduGtaugz9WGvbug3nz4cdFhsYvGzq8aamlRUQkHiisiIhIkmKMYd2fMHGy4dx527IsWeCVphYN6sc+oDyKVwaLJi9Dk5ctDhw0zJ5r62K24EdYtcbwTneoXRMsS6FFRORxKayIiEiS8fd+w9cTDfv+tv2fOxe0b2dRswa4uT290FC0iMWwIRb/HDaM+tJw8CAMGGhYtRo+/jD6rmUiIvJoCisiIpLo3btnmDDR8Otvtv8zpIf2b1q81OjphpQH+fpYTJoAv/nBxCmGP/+C48cNQwZBwQIKLCIicaWLQoqISKK2a7fhjfa2oOLmBq1bwvy5Fk0bWwkaVCK4ulo0ftli2mSLAgXg7Dno0tWwdp1J8LKIiCR2CisiIpIoBQUZxn8dzju9DBcuQqGCMG2KxVudXZyi21XOnBaTv7aNkwkKgk8HGpYsU2AREYkLdQMTEZFE5+xZwycDDMeOgasLtGkDb7SxcHd3fEi5X8qUFh9/BNmywfSZhmEjDHfvwmuvOFc5RUSclcKKiIgkKus3GoYMNfjfhZw54NN+FkWLOO/Jv2VZtG8Hnp4w/mvDuAmG8HB4/TXnLbOIiLNQWBERkUQhLMzw1YR7TPnW1pWqWhX4pK/lFF2+YqP5qxapUsEXowwTvjGk8YRGDRNH2UVEHEVhRUREnJ6/v+HTgYat2wJwcYFOHSxatQAXl8R1sv9SI4ugIPhqvGHkGEPOnFC6VOJ6DCIiCUkD7EVExKlduGB4u7th6zbIkMFi9BcWbVpZiS6oRHi1mUXzVyEsDPoNMFy8qEH3IiIxUVgRERGndeCgoXNXw4mTkCc3zJ+bngrlE2dIud/bXSzKl4ObN6FvP0NgoAKLiEh0FFZERMQp7dxleLeX4cYNKFcWJn1tkSunq6OLFS/c3CwGDbDInh2OHIVRXyqsiIhER2FFRESczqYtht4fGgICoV5dGP2FRdq0ib9F5X7p0lkMH2Lh4QHLV8DvKxVYREQepLAiIiJOZe06Q99PDMHB8GIj6NfXMVeiTwj581v06GZ7bKPGGM6dV2AREbmfwoqIiDiN5b/bZv0KDYXXXoE+71u4uibNoBLh5RehRnW4dw8+G2wIDVVgERGJoLAiIiJOYfGvhqHDbBdMfKMN9OhmYVlJO6iA7aKRH/a2yOINBw/CnHmOLpGIiPNQWBEREYebv8AwaozBGHirs0WnDi7JIqhESJfO4pO+tsc7a7bh9Bm1roiIgMKKiIg4kDGGGd/ZrugO0Osdi9Ytk09IuV+5shYN6kNwCP8GNwUWERGFFRERcQhjDBMnG6bNMLi4QN8PLZo1TZ5BJUK3ty3Sp4Odu2DZckeXRkTE8RRWREQkwYWHG8Z8ZZg3H1xdYUA/i4YNkndQAciQwaL7v7ODTZhouHlTrSsikrwprIiISIIKDTUMG2H4eTG4u8PQwRZ1aiuoRHj+f1C2DNy+DdNmKqyISPKmsCIiIgkmJMQwcIhh2QpImRK+GGZR9TkFlftZlsW7PSxcXOCXX+H4cQUWEUm+FFZERCRBBAUZPulvWLMWPD1tV6WvUF5BJToF8lu81AjCw2H8NxpsLyLJl8KKiIg8dffuGfr0NWzcDOnSwVdjLEqVVFB5mA7tLdJ4wrbtsGmzo0sjIuIYCisiIvJU3bljeL+PYcdOyOgFE8ZaFPZVUHkUrwwW7d6wPU/jv9GV7UUkeVJYERGRp+bmTcO77xn2/Q1ZssDX4y3y51dQia1mTSBnDjhzBpYsc3RpREQSnsKKiIg8FVevGbr3NBw+AjmywzfjLHLlVFCJC3d3i04dbM/Z9JmGwEC1rohI8qKwIiIi8e7iRUO3HoaTJyFvXluLyjPPKKg8jlo1wacQXLsGP/7k6NKIiCQshRUREYlXZ84aur5jOHfedpI9YaxF5kwKKo/LxcXirc6252/OPMPtO2pdEZHkw83RBRARkaTj+HFDz/cN129A8WIwcrhF2rTJK6iEhobyww8/sHz5ck6fPo2rqysFChSgadOmNGjQINb7uXXrFuvWrWPjxo0cO3aM8ODL3LzqSssWeWnTpj7NmjXDzU0f4yKStKllRURE4sWhf2xjVK7fgHJlYczI5BdUQkJC6NmzJ+PHj8ff35+GDRvy/PPPc+XKFQYOHMjYsWNjva9Vq1bx+eefs2fPHnx9fXn++dewXOty7doFvvzyS7p27UpQUNDTezAiIk5AX8mIiMgT27vP8MFHhrt34blKMHighYdH8goqAIsWLWL79u2UKFGCcePGkSpVKgACAgLo1q0b8+fPp1q1apQrV+6R+8qdOzfDhw+natWq9hYU/3vhbNjUg3SeXdm7dy8//vgjrVq1eqqPSUTEkRRWREQkVs6fP0/Tpk154YUXaN++PV9//TU7duwgKCiU0LBi4PIOtWsXoEfXG4waNYmNGzdy584dChQoQPfu3aOcoIeGhrJ48WKWLVvGiRMnCAsLI0+ePLz44os0a9YMF5fIjf9+fn5s3bqVv//+m2vXrj2ye9Xbb7/Nrl27WL9+PXPmzMHPz49Lly7h5eXF//73P7p06YK7u3u8Pkdr164FoF27dvagApAqVSrat29P7969WbhwYazCSvny5aMsa/eGxcbNngQEtgQGsnPnToUVEUnS1A1MRETi5MKFC3To0IHr169TukxDQsOeJSx0Oy50p/0bZ3nrrU78888/1K1blzp16nDkyBF69erFxYsX7fsIDQ2ld+/ejBo1Cn9/f+rXr0/jxo0JDw9n9OjRDBo0KMr9jhw5knPnzlG6dGmaN29OvXr1uHjxIgMHDmTy5MkxlnfAgAEsXLiQ0qVL07RpUzw8PJgzZw7Dhw+P9+fm2rVrAGTPnj3Kuhw5cgCwffv2x95/0SIWFZ+F4BBbyNKYFRFJ6nSUExGRONm1axddunQhd552DBpqsNygWOEZ7P/7Wzp37kDdunX54IMP7C0jzz77LAMHDmT+/Pn07NkTgBkzZrB582ZeeeUVevXqhaurKwBhYWEMHz6c3377jdq1a1O9enX7/c6dO5cSJUpw48YN+7KQkBB69erFrFmzaNKkCVmyZIlS3rNnzzJv3jzSp08PwFtvvUWbNm1YtmwZXbt2JVOmTPZt/fz8uHDhQqyfi2zZstGoUSP7/xkyZODMmTNcuHCBfPnyRdr23LlzAPj7+3Pt2rVI9xsXb75hsXG9HwClSlV8rH2IiCQWCisiIhIn2bJlI3OWNgwcYggPh5avQ5OXX6BJk28JCQmhe/fukbpw/e9//2PIkCEcPnwYgPDwcH788Ue8vLzo2bOnPagAuLq68s477+Dn58eKFSsihZWcOXNGKYu7uzvNmjVj+/btbN++nRdeeCHKNt27d7cHFbB1yapfvz7Tpk3j4MGDVK1a1b5uyZIl7Nq1K9bPRZkyZSKFlSpVqrBv3z5mzpxJ2bJlSZkyJQCBgYHMnDnTvt3t27cfO6zs/3sBJnwzWD7cudvo0TcQEUnEFFZERCROPNMUYsRIWxjp2N7ijTYQFuYN2AaFe3p6Rtre1dWVjBkzcvnyZQBOnz7NrVu3yJkzJzNmzIj2Pjw8PDh58mSkZRcvXmTcuHFs2LCBixcvRpkJ68qVK9Huq0iRIlGWRbTA3LlzJ9LyiRMnRruP2GrevDlr1qxh7969tGzZkueeew5jDBs3buTevXt4e3tz5cqVSAEtLpYvX85XX31Fhgze3Lk3jJ8Wu9HidUO6ZDbrmogkHworIiISJ8eOpcE1BXTvavH6a7aT5IixEw8GlQiurq6EhoYCtuuHgK171rRp02K8n3v37tn/PnfuHO3bt+fOnTuUKlWKZ599ljRp0uDi4sKFCxdYunQpwcHB0e4nTZo00ZYHbN3O4lOqVKmYNGkSs2bNYvXq1fzyyy+kSpWK8uXL8/bbb/PWW28Btu5iceXn58fnn3+Ot7c3EyZMYNSX2dixExb+aOjwpsKKiCRNCisiIvJIxhh+XPTvPxb0fs+i8UuPd4IcER7Kly/PhAkTYnWb77//nlu3bvH5559Tu3btSOt+//13li5d+lhledCTjlkBW2Dp0qULXbp0ibT8/PnzXLt2jZw5c5IuXbo4lWvRokWMGjWKbNmyMWHCBLJnz067toYdOw0Lf4TmrxrSpFFgEZGkR2FFREQeyhjDlGmGHxYaAEqW4LGDCkCePHlImzYtR44cITAw0D6u42HOnj0LQP369QkJCYm0Li5jTB7lScesPMwvv/wC2B5DXMybN49x48aRK1cuvv76a3sXtjKlLUqXMuzeAz//Am00g7GIJEEKKyIiEiNjDBMmGn5YAK4uEAbkiDorb5y4ubnx6quvMn36dL744gv69OkTJbBcvXqVO3fu2GfUypYtGwBbt26lTJky9u02b97Mr7/++mQFus+TjlkBuHv3bpTucBs3bmTevHl4e3vTvHnzSOsCAwO5ePEibm5uUSYR+O6775g4cSL58uVjwoQJUQblt21tsXuPLUi+2gxSplTriogkLQorIiISrfBww1fjDYt+BldXeLe7xRcj4mff7du358iRIyxdupRt27ZRvnx5vL29uXHjBmfOnGHv3r289dZb9rDStGlT/Pz8ePfdd6lZsybe3t4cP36czZs3U6dOHVauXBk/BYsHzZs3p2DBguTJkwd3d3cOHTrE9u3b8fLyYtSoUVG6gO3fv59u3brxzDPPsHjxYvvyJUuWMHHiRCzLoly5cvz0009R7itbtmwU9n2BQ//Ab0vg1WZP+9GJiCQshRUREYkiPNwwcozhNz9wd4fBAy3y542//bu5ufHFF1+wfPlylixZwoYNG7h37x5eXl5ky5aNzp07R+ouVahQIb7++mumTZvGpk2bCAsLo2DBggwfPpw0adI4VVipX78+mzdvZu/evYSFhZE1a1ZatmxJmzZt8PLyivV+zp8/D/w7XujHH6PdpkyZMrRp3ZBP+hu+n29o/BK4u6t1RUSSDssYY2Kz4f0X4ZK48fLy0vOXyKkOEz/VYeyFhRmGf2FYtgJSpIBhQywqPuscJ8Cqx6jCww1vtDecOAkf9rZ4sZFz1FVMVIeJn+ow8XOWOozNFzguj9xCRESSjdBQw+DPbUElZUoYOdx5gopEz8XFok0rWx3NmWcIDY3Vd5AiIomCwoqIiAAQEmL4bJBh5SpIlQpGf2FRrqyCSmJQuxZkzw7nzsOadY4ujYhI/FFYERERwsIMQz43rP0TPD3hy1EWpUoqqCQWbm4WrVrY6mv2HEN4uFpXRCRpUFgREUnmjDGMGmNYtQZSp7YFleLFFFQSmwb1IXNmOH4CNm5ydGlEROKHwoqISDJmjOHriYbfltgG04/43KJoEQWVxChFCosWzW11990cQyznzxERcWoKKyIiydgPC2H+Att1VIYOsihTWkElMXupEWRIDwcPwvYdji6NiMiTU1gREUmmVq81TPjG9u37J30tKldSUEnsUqWyePWVf8euzFXLiogkfgorIiLJ0N59hiFDbSezXTpZ/K+ugkpS0bSxbZKEnbvg7/0KLCKSuCmsiIgkM+cvGPp+YggOgZdfhNYtHV0iiU9p01o0bWz7e9ZshRURSdwUVkREkpF792xB5dZtqPgs9HrXwrLUqpLUvPaKhYcHbNwMR44osIhI4qWwIiKSTISHG4YMMxw7DrlzwWf9LdzcFFSSIi8vixcb2f6ePU9hRUQSL4UVEZFkYuYs+PMvSOMJw4dapE2roJKUtWxu4eYGa9bC6dMKLCKSOCmsiIgkA9u2G2Z8Z7AsGPCpRe7cCipJXZYsFg3qgzEwR60rIpJIKayIiCRx164ZBg81GAPt2kLligoqyUWrFhYuLrDiD7h4UYFFRBIfhRURkSQsLMwwaKjh+g0oUxratVVQSU5y5rSoXQvCwmDefIUVEUl8FFZERJKwud/Djp22q5oP6Gfh6qqwkty0bWWrc78ltlY2EZHERGFFRCSJOnLEMG3Gv1eo/9gic2YFleQof36LalUgOAR++FFhRUQSF4UVEZEkKDjYNk1xWBg0flnjVJK7Nq1t9f/zYrh9W4FFRBIPhRURkSRo+kzb9VRyZIeuXRRUkruiRSzKl4OAAPjxJ0eXRkQk9hRWRESSmP0HDPPmg2XBxx9ZpE6tsCLQ9t/WlYWLDPfuqXVFRBIHhRURkSQkNNTwxShDeDi8/hqUKqmgIjZlSkPxYnDnDiz+1dGlERGJHYUVEZEk5IeFcOw4ZMsGHd5UUJH/WJZlb12ZN1+tKyKSOCisiIgkERcuGKbPtJ2Avt/TImVKhRWJrHIlW+vKzZvw/Q8KKyLi/BRWRESSAGMMY74yBAVB7VpQSbN/STQsy+KtzrbXxvwFcOOGAouIODeFFRGRJODP9bBpM3h6wjvdFVQkZqVLWVSuZJsZ7Ls5Cisi4twUVkREErmgIMOEb2wnnZ06WGTOpLAiD9elk4VlweJf4PwFBRYRcV4KKyIiidz8BXDhAuTLC41fcnRpJDEoWMCiXh0IDYVp0xVWRMR5KayIiCRiV64YZs+1nWy+28PCzU2tKhI7HTtYuLnB7yvh6DEFFhFxTgorIiKJ2MTJhsBAqFYVypdTUJHYy57NovFLYAxM/lZhRUSck8KKiEgite9vw+8rIYU7dO+qoCJx90Ybi1SpbJMzbNmqwCIizkdhRUQkEQoPN4wdZzu5bN4ccmRXWJG48/KyaNfW9tr5arwhJESBRUSci8KKiEgitGwF/HMYMmeGNi0VVOTxvdoMcuaA02dg0c+OLo2ISGQKKyIiiUxQkLHP4NSlk0Xq1Aor8vhSpLDs1+aZ8Z3h+nW1roiI81BYERFJZBb9DJevQIEC8L+6ji6NJAXPVbZdKPLuXZg0RWFFRJyHwoqISCJy585/UxW/1cnC1VWtKhI/enSzcHeHpcth5y4FFhFxDgorIiKJyLz5hjt3oHQpqFTR0aWRpCR3Los2rWzhd+QYQ1CQAouIOJ7CiohIInH1qmHBj7a/3+psYVlqVZH41bol5MkNZ87AnHkKKyLieAorIiKJxIzvDEFBtgtAFi+moCLxL0UKiw/et722Zs+FEycVWETEsRRWREQSgdNnDH5LwMXFNgOYyNNSupTFiw0hNBQ+H2EIDVVgERHHUVgREUkEpk43hIVDg+chbx6FFXm6ur5l4Z0ZDh6EOfMcXRoRSc4UVkREnNyx44bVa8DdHdq3U1CRpy9tWouPP/rv2iuHj6h1RUQcQ2FFRMTJTZ9pO1F8qRFkzaKwIgmjQnmLpo0hLAwGD9XsYCLiGAorIiJO7PARw7o/IUUK7NPKiiSUt7tY5MwJJ07C1xMVVkQk4SmsiIg4sWkzbCeITV6GzJkVViRhpUplMaCfhZsb/LQYVq1WYBGRhKWwIiLipA4eMmzYCB4e0KqFgoo4RpHCFj262l5/w0caTp9WYBGRhKOwIiLipCJaVZo1gYwZFVbEcZo2gVo1ISAA+g0wBAYqsIhIwlBYERFxQn/vN2zeAqlSQovXFVTEsSzL4qMPbONXjp+AMV8prIhIwlBYERFxQhGtKq80A68MCivieJ6eFoM/s0iRApYuA78lCiwi8vQprIiIOJk9ew3btkPq1PD6awoq4jwKFbR4713ba3LUl4Y9exVYROTpUlgREXEyEa0qr70C6dMrrIhzadTQolkTCA2Fj/sZzp1XYBGRp0dhRUTEiezcZdi5C9J4wmuvKqiIc+rRzeLZCnDrNnz4scHfX4FFRJ4OhRURESdhjLG3qjR/zSJdWoUVcU5ubhaDBljkzQMnT8KAQYbQUAUWEYl/CisiIk5i+w7YsxfSpoVXmzm6NCIPlyaNxYjPLdKngy1bYcI3BmMUWEQkfimsiIg4gftbVVo0t0iTRq0q4vxy5LD4fIjtCvc//gTz5ju6RCKS1CisiIg4gS1b4e/9kD4dvNLU0aURib1SJS369bWF64mTDctWqHVFROKPwoqIiIPd36rSsoVF6tRqVZHEpW4di3e62V63w0cYNm1RYBGR+KGwIiLiYBs2wsFD4OUFTRs7ujQij+e1Vy1atoCwcOg/wHDgoAKLiDw5hRUREQcKDzd8O912UtempUWqVGpVkcTrrU4W9f8HgYHQ5yPD6TMKLCLyZBRWREQcaPUaOHYMsnjDyy85ujQiT8bFxaJvH4uKz8LNW/Beb8PVqwosIvL4FFZERBwkNNQwbabtRO6NthYeHmpVkcTPzc1i8GcWRQrDxUvw/oe6aKSIPD6FFRERB1n+O5w5A9mzQ8MGji6NSPxJndrii+EWOXPaWg4/+sQQFKTAIiJxp7AiIuIAwcGGGd/ZTt7at7Nwc1OriiQtXhksxoy0yJQRdu+BwUMNYWEKLCISNworIiIO8JsfXLoEefNCvTqOLo3I05E9m8WoLyw8PWHtnzB2vK5yLyJxo7AiIpLAAgMNs+bYTtg6vmnh6qpWFUm6ChW0GDbEwt0dfl4Mk6YEOLpIIpKIKKyIiCSwRT/Dtevg4wM1qju6NCJPX9kyFp9+YmFZMOGbAH71U+uKiMSOwoqISALy9zfM/d52otapg4VlqVVFkodaNS3e62l7vY8aY/hrvQKLiDyawoqISAL6YaHh9m0oURwqPevo0ogkrCYvW7zVORXh4TBgkGHPXgUWEXk4hRURkQRy/bph/gLb3507qlVFkqfuXVPxYiMIDoYPPzYcP67AIiIxU1gREUkgM2YZAgKgciUoU1pBRZIny7J4v6dFtSrg7w/v9zFcvKTAIiLRU1gREUkAp08bfv0VXFzg7c4KKpK8ublZfPapRckScOUqvP+B4dYtBRYRiUphRUQkAUz61hAWDi88D/nzK6yIeHhYDP/cIl9eOHUa+vQ1BAQosIhIZAorIiJP2d59hj//Ag8P6PCmgopIhHRpLUZ/YZElC+w/AAMGGkJDFVhE5D8KKyIiT5Exhm8m2U6+Xn8NvL0VVkTulyWLxZiRFunSwcbN8MUoXeVeRP6jsCIi8hSt+xP+3g8ZMkDL1xVURKKTN4/FF8MsPDxg6XKYM8/RJRIRZ6GwIiLylISEGCZNsX1D/OYbFp6eCisiMSlezGJAP9t7ZMpUw/qNal0REYUVEZGnZsGPcPYc5MoFL7/o6NKIOL/q1Sw6trcwBgYNMZw4qcAiktwprIiIPAVXrxpmzrKdaL3b3cLNTa0qIrHxRhuoVRPu3YO+nxhu31FgEUnOFFZERJ6CbybZLgBZtQpUqqigIhJblmXx8YcWhQraWiY1Q5hI8qawIiISz/bsNfy+ElK4Q49uCioicZUqlcWwIRYZMsC27TBlmsKKSHKlsCIiEo/CwgxffmU7sWrZAnJkV1gReRzPPGMxZKCFiwvM+x42aMC9SLKksCIiEo9++Q2OHoOsWaF1SwUVkSdRupRFpw6299GQYYaLFxVYRJIbhRURkXhy86bh23+7q3R/2yJlSoUVkSfVqgVUrgR37sCnAw0hIQosIsmJwoqISDz5eqLhzh0oVxZq1nB0aUSSBhcXi359LbJkgQMHYeJkhRWR5ERhRUQkHmzfYVi2wjao/v1eFpalVhWR+JI+vcWgARaurrbrF637U4FFJLlQWBEReUJBQYZRY2wnT23bWOTOpaAiEt+KF7N4u4vtvTV8pOHyZQUWkeRAYUVE5Al9N9tw9hzkzWvrXy8iT0fzV6His7bxK0OGGcLCFFhEkjqFFRGRJ3D8uGHu97a/P3jPwt1drSoiT4tlWXzyke36Kzt3wfwFji6RiDxtCisiIo8pPNzwxWhDWBi89CKUKqmgIvK0Zcxou8I9wJSphkP/qHVFJClTWBEReUw/L4a/90OmjPB2ZwUVkYTyXGWLpo0hLAwGDjEEBCiwiCRVCisiIo/h9BnDN/9OodrzHYu0aRVWRBJSt7ct8uaFM2dg/DcKKyJJlcKKiEgchYYahnxuCAqCenWhVk0FFZGE5uFh8Vl/C3d3+PU32LxFgUUkKVJYERGJo7nf2y5Olzkz9HpXQUXEUQoWsGjfzvYeHDHScOeOAotIUqOwIiISB4ePGKbPtJ0QffyhRTp1/xJxqBbNoWgRuHIVxn+tsCKS1CisiIjEUlCQYfBQ2+xfTRvDsxUUVEQczc3NNp1xCndYuhw2bFRgEUlKFFZERGJp6nTDiZOQMyf2K2mLiOPlyWPRqaPtPfnFaMPt2wosIkmFwoqISCzs3mOYvwBcXKBfX4tUqRRWRJzJa69AieJw7RqMHaewIpJUKKyIiDzCvXuGocMMxkDrllC8mIKKiLNxdbXo+6GFhwf8vhI2blJgEUkKFFZERB5h/NeGCxehUEF48w0FFRFnlTuXRcf2tvfoqC8N9+4psIgkdgorIiIPsWGj4bcl4O4O/T+2cHdXWBFxZq82A18fuHwZpkxVWBFJ7BRWRERicPOmYcRI28lOpw4W+fMrqIg4Ozc3iw8/sHB1gUU/w9/7FVhEEjOFFRGRaBhjGDXGcP0GlCoJzV91dIlEJLZ8Clk0bw7G2C4WGRKiwCKSWCmsiIhE4/c/YO2fkCoVfNLXwtVVrSoiiUn7NyxyZIcTJ2Hu944ujYg8LoUVEZEHXLps+PIr2zex73a3yJ5NQUUksUmZ0uKD923v3e9mG06dUuuKSGKksCIicp/wcMPnww3+d+G5ytDwBUeXSEQeV/lyFi80gJAQ28Uiw8MVWEQSG4UVEZH7/LwYduyE9Ongw94WlqVWFZHErPvbFl5esGcv/LbE0aURkbhSWBER+dfp04ZvJtu+ef3gfYtMmRRURBK7dOksevawvZe/mWS4elWtKyKJicKKiAgQGmoYPMwQFAT160HNGgoqIklF7VrwXCW4exfGfKWwIpKYKKyIiABz5sHBg+CdGXq+o6AikpRYlsV7vSxSpYI//4I//1JgEUksFFZEJNn757Bhxne2k5ePP7JIm1ZhRSSpeSarReeOtvf2l18Z7t5VYBFJDBRWRCRZCwoyDP7cEBYGrzSFCuUVVESSqqaNoUhhuHIVpkxVWBFJDBRWRCRZ+3aa4eRJyJUL3uqsoCKSlLm6WvTpbeHqAj8thv0HFFhEnJ3CiogkW7v3GH5YCK4u0K+vRcqUCisiSV2hghbNm4Mx8MUoQ2ioAouIM1NYEZFk6d49w9DhBmOgdSsoVlRBRSS5aP+GRbZscOw4fP+Do0sjIg+jsCIiydLXEw0XLkChgtCurYKKSHKSMqVF71629/2M7wznzql1RcRZKayISLKzeYvhl9/AzQ36fWzh7q6wIpLcVHzWol5dCA6GkWMMxiiwiDgjhRURSVZu3zEMH2k7KenwpkWB/AoqIsnVO90s0qaF7Tvg9z8cXRoRiY7CiogkK1+NM1y9CsWKQovmji6NiDiSl5dF9662LyzGf224eVOtKyLORmFFRJKNdX8aVvwBHh7wSV8LNze1qogkdy88D2VKw81btrFsIuJcFFZEJFm4di2ckaNtJyJvd7HInUtBRUTAsiw+eN8ihTssWwE7diqwiDgThRURSfKMMQwc7M/NW1CurO0q1iIiEXLnsmjbxvYFxsjRhqAgBRYRZ6GwIiJJ3oo/YNWaEFKnhr59LFxc1KoiIpG1agF588LZczBztsKKiLNQWBGRJO3yZcPYr2wnHu90t3jmGQUVEYnK3d3ig/dsx4d538Px4wosIs5AYUVEkixjbNMU+9+FGtXdadjA0SUSEWdWqqTFyy9CWBh8MdoQHq7AIuJoCisikmT98its3Qbp0sHAT9NgWWpVEZGHe6uzRaaM8Pd++OU3R5dGRBRWRCRJOnfO2Kchfb+Xhbe3Dnci8mhp01q8+47ti41JUwxXrqh1RcSR9OktIklOWJhh6HBDQCDUqQV1aqlFRURir1YNeK4y3L0LI8cYjFFgEXEUhRURSXIW/Ah790GmjPBeTwUVEYkby7Lo3cvC0xM2boLlvzu6RCLJl8KKiCQpx08Yvp1q+xa0T2+L9OkVVkQk7rJksXinu+348dV4w9Wral0RcQSFFRFJMkJDDUOHGYJDoOELUOU5BRUReXwvPA+VK4G/P3wxSt3BRBxBYUVEkoxZc+Cfw5A1K7zTTUFFRJ6MZVn0ed8ijSds3AzLVzi6RCLJj8KKiCQJh/4xfPfvVac//tDC01NhRUSenLe3xbs9/usOptnBRBKWwoqIJHpBQbbuX2Fh8EpTKFdWQUVE4s/z9eG5SuB/F0aoO5hIglJYEZFEb9oMw4mTkDOn7YJuIiLxybIs+vS2SJMGNm+BpcsdXSKR5ENhRUQStb37DN//AC4u0K+vRcqUCisiEv8yZ/6vO9i4CYaLF9W6IpIQ3BxdABGRx3Xvnq37lzHQqgUUL6ag4uyMMfj5+bF48WJOnDhBWFgYefLkoWHDhrzyyiu4uro+ch9Dhw7lt99+A2D+/PnkzZs30vpr164xduxYtm/fDkCFChV49913yZQpU5R9TZw4kUWLFjFv3jyyZMkSp8dSqVIlMmbMyNKlS2PcpnPnzuzdu5effvqJ7Nmz25c3btyYixcv2v93dXXF09MTb29vChUqRLVq1ahevTru7u5R9vntt98ybdo0+vTpQ9OmTeNUZnkyz/8P/vwT/toAgz83jPsSXF113BF5mhRWRCTR+may4dx5KJAf2rfTCUNiMGjQIJYtW4aXlxd16tQhVapUbNu2jS+//JLdu3fz+eefY1kx1+Xq1av57bffSJ06Nffu3YuyPjw8nN69e3PixAleeOEFAgMDWbFiBWfPnmXq1Km4uPzXoeCff/5hzpw5fPjhh3EOKvGlXbt2uLq6YozB39+fkydPsnbtWpYvX06uXLkYMGAAxYsXd0jZJCrLsujzARw4aNizF+bNhzatHF0qkaRNYUVEEqVNmw2LfwE3N1v3rxQpFFac3bp161i2bBnZs2dn+vTpZMiQAYDQ0FA++eQT1qxZw5IlS2jUqFG0t79x4wb9+/enbt26XLt2jV27dkXZ5sCBAxw8eJABAwbQoEEDALJnz87UqVM5ePAgxYoVs9/n0KFDKVeuHC+99NLTecCx8Oabb+Lh4RFp2Z07d5g4cSI//fQTPXv2ZOrUqVFaj8RxvDJY9P0Qen9omDrdUKEcFC6s44/I06IxKyKS6Ny4aRg2wtZfvGN7i0KFdKKQGKxduxaAli1b2oMKgJubG507dwZg4cKFMd5++PDhAHzwwQcxbhPRtapIkSL2ZUWLFo20DmDWrFmcPXuWvn37xu1BJIC0adPSp08fnn/+efz9/fnmm28cXSR5QKWKFq80g7Aw+GyIISBA41dEnhaFFRFJVIwxjBhpuH4DSpeCFs0dXSKJrWvXrgFEGrsRIUeOHICta9adO3eirPfz82PdunUMHDiQ9OnTx3gfzzzzDACHDh2yL4v4O2Ld8ePHmTFjBl27diVbtmyP+Wievo4dOwKwYcMG7t696+DSyIPe7myRLy+cPQvjvlZYEXla1A1MRBKV35bA+g3g6Wnr/qXBrYlHRGvK+fPno6w7d+6c/e9Tp05FGqdx4cIFvvzyS55//nnq1q3LjRs3YryPIkWK4Ovry4gRI9i3bx+BgYEsX76cokWLUqRIEcLCwhgyZAjFixenWbNmT/yYAgIC+Pbbb2Ncf+nSpcfed86cOcmSJQuXL1/m0KFDlCtX7rH3JfHPw8NiQH/o9JbhNz+oXNFQvZqORyLxTWFFRBKNM2cN4ybYvsF8v6fFM8/oxCAxqVKlCr///jvz58+nXr169haS0NDQSCf8t2/ftv8dHh7OoEGDSJ06Ne+9994j78PV1ZVRo0YxduxYVq1ahWVZ1K5dm549e+Li4sKcOXM4duwYs2fP5s6dO4wePZq//vqL0NBQnn32Wfr06ROnwfYBAQFMmzYtDs9C3Hh7e3P58uWHBjRxnIIFLN7qDOO/trX4Fi0KmTPpuCQSnxRWRCRRCA01DBpqCAyEOrWhXl1Hl0jiql69eixfvpxNmzbRokULqlWrRsqUKdm2bRvnzp0jV65cnDlzJtL0xd9//z27du1izJgxpEuXLlb34+3tzdChQ6MsP336NN9++y2dO3cmd+7c9OnTh507d9K7d288PT0ZNWoUH330EdOmTXvojGT3i+3UxY8r4krpsS2PJLxXm9kuFLltOwweahgzUtMZi8QnjVkRkURh5izDwYOQJQu838vSyVsi5OLiwsiRI+nRoweZMmVi+fLl/Pbbb2TJkoXJkyfbW1q8vLwAW7iYPHkyjRo14rnnnnui+zbG8Pnnn1OwYEFatGjB6dOn+fPPP2nZsiUvvPACNWrUoGvXrhw4cIAdO3Y88WONL1evXgWINCGBOBcXF4tPPrLIkAF27LQdq0Qk/qhlRUSc3r6/DbPmgGXZxqmkS6ugkli5ubnRqlUrWrWKfHGKwMBAjhw5goeHB/nz5wfgxIkTBAcH4+fnh5+fX7T7e/311wEYMWIENWrUiPF+Fy5cyP79+5k1axYuLi6cPHkSgMKFC9u3ifj7+PHjlC9f/rEfY3w5ffo0ly9fxtXVNVI5xflkzmwxoB+894Fh5iwoWcJQobyOUyLxQWFFRJzavXu27l/h4dDydShbRicASdHy5csJCgrihRdewM3N9tGULVs2XnzxxUjbeXh4EBQUxMaNG7l27Rq1a9fG09PzobN6nT9/nkmTJtG+fXvy5csXaV1wcLD976CgoHh8RE8uYixM1apV8fT0dHBp5FEqlLdo19Yw4zsYOMQwc6otxIjIk1FYERGnNnac4cIFKFjAdk0VSdzu3r0b5cT7wIEDfPPNN6ROnZoOHTrYl/v4+PDJJ59E2tbLy4sbN27w9ttvc+3aNTp37vzICyYOGzaMnDlz0qZNG/uyiNCyfv16atasaf8bsLfsOErERSFXrFhB2rRp6datm0PLI7HXrq3F3n2GHTthwCDDV2PAzU3HLZEnobAiIk5rxe+GpcshhTt82k9XqU8KevTogYeHBwUKFCB16tQcP36cTZs24e7uzvDhw+3XW4kvixcvZufOncyYMcPeYgOQK1cuatSogZ+fHwEBAaROnZqlS5dStGjRBJ0ieMaMGbi6umKM4e7du5w6dYrdu3cTGBhI7ty5+eyzz8idO3eClUeejKurrTvYmx0Ne/bC1OmGtzrruCXyJBRWRMQpnTplGDXGNlD1nR4W+fPpAz8pqFOnDn/88Ye921fmzJl56aWXaNOmTbQXi3wSly9fZsKECbRt2xYfH58o6/v164enpyd//vknoaGhVKlShd69eyfo5A0zZ84EbFMue3p64u3tTc2aNalevTrVqlXD3d09wcoi8SNjRovPPoV33zPMmWcbv/JcZR2/RB6XZSLmRXwEzfH++CK6LUjipTpMWEFBhs5vG44dhzq14LNPn3z2L9Vh0qB6TPySSx3OnmuY/K0hbVqYPsUiW7akE1iSSx0mZc5ShxGzPz6Mpi4WEafz1QRbUMmZA/r01jTFIpL4tGoBlSrCnTvwcX9DYKCmNBZ5HAorIuJUVq4y/PobuLvDoM8sPD0VVEQk8XFxsfj0E4vs2eHIURgxyhDLziwich+FFRFxGmfOGkaMsn2Y9+hm4VNIQUVEEq906SyGDbFIlRL+WAk/LHR0iUQSH4UVEXEKQUGGTz8zBARAzRrQ5GVHl0hE5MkVyG/x8Ue2L16+mWTYvkOtKyJxobAiIk5h3ATDkaOQPTt89IHGqYhI0lGrpkWbVhAeDgMGGs5fUGARiS2FFRFxOL+lhl9+s11PZdCnFmnSKKiISNLSsb1FpYpw6zZ83E8D7kViS2FFRBzq0CHDmC9tH9rv9bQoXFhBRUSSHldXi0/7WeTMAUePwbARGnAvEhsKKyLiMDdvGj4ZYAgOgZdehEYNFVREJOlKl9bi8yEWqVLBqjUwfabCisijKKyIiEOEhhoGDDJcugRFikDPHgoqIpL05c9nMfBTCxcXmPEdrPhdgUXkYRRWRMQhvp1m2LETMmSAIQMtUqRQWBGR5OG5yhbvdLcd84aPNOzZq8AiEhOFFRFJcGvXGeZ+Dy4uMGiARdYsCioikry80tSiWRMICYG+/QxnziqwiERHYUVEEtTx44ahw20fym93sShbRkFFRJKnHt0sKleC27fhg48MN28qsIg8SGFFRBLMjRuGPn1tF36sUwtef83RJRIRcRw3N9v4lQIF4OxZW2C5d0+BReR+CisikiCCgw0f9zdcvASFfaHvh7rwo4hI6tQWo0dYZHsGDh6CfgMMISEKLCIRFFZE5KkzxjBilGHf3+CdGYZ/bpEypYKKiAhA5swWo0daZEgPW7fB0OGG8HAFFhFQWBGRBDBnHqz4HVKmhBHDLDJnUlAREblf7lwWo0bYrsGychWM+1oXjRQBhRURecrWrjNM/tb2gdv/YwufQgoqIiLRKVzY4vPBFm5u8OMimD3X0SUScTyFFRF5avbsNQwaYgsqXTpZ1KiuoCIi8jAVylv0/8TCsmDKVMOvfmpdkeRNYUVEnooTJw0ffmwIDoHGL0Hrlo4ukYhI4lCnlkWvd21f7owcbXSVe0nWFFZEJN5duWJ4v4/B3x+qVoFe72rmLxGRuGja2KJLJwtjbAPuV69VYJHkSWFFROKVv7+h90eGy5ehWFH4rL+Fq6uCiohIXLVpZdGuLYSHw8DBhr/WK7BI8qOwIiLxJiTE8MmnhmPHIGdOGKEpikVEnkiHNy1avg5hYdD/M8OmLQoskrworIhIvAgPN3w+wrBjJ2T0gtFfWGTIoKAiIvIkLMvi7S4WrzSF0FD4uJ9h/UYFFkk+FFZE5IkZYxjzleGPlZAqJXwx3CJHdgUVEZH4YFkW7/awaNIYQkLgk/6GlasUWCR5UFgRkSdijGHiFMPiX8DdHYYNtSjsq6AiIhKfLMvivXf/6xI2cIjBb4kCiyR9Cisi8kRmz4V534OrCwz+zKJ8OQUVEZGnIaJLWMf2tlnCho80LPhRgUWSNoUVEXlsCxcZpkw1WBZ88rFF1SoKKiIiT5NlWbRra/FON9vxdtwEw3ezDcYotEjSpLAiIo/lp8WGr8bbPhx7v2fxv7oKKiIiCeW1Vy0+7G270v230wwTJhrCwxVYJOlRWBGROPthoWHMWNuHYo9uFi+/qKAiIpLQXmxk8Wk/C1dX+GGBbWrjwEAFFklaFFZEJE5mzzWM/9r2YdjrXYvmryqoiIg4Sr06FqO/sPD0hHV/Qo9ehuvXFVgk6VBYEZFYMcYwbUY4k7+1jVHp09uiWRMFFRERRytfzmLiBIusWeHgQejS1XDylAKLJA0KKyLySMYYJn9rmPEduLjAxx9ZvNRIQUVExFnkz2cx5RuLwr5w4SK81c2wc5cCiyR+Cisi8lDh4YavJhjmzLNNTzygn0WD+goqIiLOJlMmi/FjLapVAX9/eO8Dw69+CiySuCmsiEiMgoIMAwYZflwEbm4waKBFndoKKiIizipVKoshgyxeewVCQ+GLUYZRX4YTEqLQIomTwoqIROv2HcP7fQxr1kLq1DByuEWNagoqIiLOztXV4p3uLvT90MLdHRb/Aj3f18B7SZwUVkQkiosXDV27G3bvgcyZ4etxFhXKK6iIiCQmDRvYuoVlygR79kLHLoZD/yiwSOKisCIikew/YOjSzXDyFOTNC5O+tihUUEFFRCQxKl7MYtpki2JF4fIV6NrDsOJ3BRZJPBRWRMRuyTJD93cN165B6VLwzXiLZ7IqqIiIJGaZM9taWBq+AMHBMPhzw5ix4QQHK7SI81NYERFCQw1jx4UzbIQhJAQavwxfjrJIl1ZBRUQkKUiRwuKjDyze72Xh5gY/LYbu7xouXVZgEeemsCKSzF2/bnjvA8OPP9lm/OrT26J3Lxfc3RVURESSEsuyaPKyxdfjLLJ4w4GD0KGTYdt2BRZxXgorIsnYtu2Gdh0MO3dBRi8Y96Uu9igiktQVK2ox7VuLCuXh5i3b9VimzQgnLEyhRZyPwopIMhQaapj8bTjvfWC4fsM2PmXaFIuSJRRURESSA68MFqNGWLRra/t/xne26Y2vXlNgEeeisCKSzJy/YOjR0zB7LlgWtG9n8dUYC29vBRURkeTE1dWiY3sXxoy08PKCXbvhzY7qFibORWFFJJkwxrD4V8Mb7Q37/gbvzPDVGIv27SxcXRVURESSqwrlLWZMtShbBm7csHULmzI1nNBQhRZxPIUVkWTg4iVDr96GUWMMAQFQszrMmGpRprRCioiIQOZMFl+OsnjzDdv/s+bAu+8ZrlxRYBHHUlgRScLCw22tKW3fNGzfAenSwcBPLQYPtMiQQUFFRET+4+pq0eFNF8aOtsiU0XbV+zc7GjZvUWARx1FYEUmi/jlsuxL9qDGGe/egWhWYPcOiTm0Ly1JQERGR6JUra+sWVr6cbbaw3h8avp4YTkiIQoskPDdHF0BE4pe/v2HqdMNPiyE8HDJlgh5dLerURiFFRERiJWNGi9FfwOy5MH2m4fsfYMdOw4B+4OXl6NJJcqKWFZEkIjTU8MtvhhZtbBd4BHjtFZg3y6JuHbWmiIhI3Li6WrRrazHhK4tsz8DhI9C+s2HBwkCMUSuLJAyFFZEkYOs2Q/tOhpGjDTduQPFiMG2yxTvdXfD0VEgREZHHV7KErVtY/XoQFAQDh9zl436GmzcVWOTpUzcwkUTsxEnD1xMNm7fY/n8mK7zdxaJ2LXX5EhGR+JMmjUX/TywqVjSMGQt/bTAcOGTo19c29bHI06KwIpIIXbpsmDnLsHQphIVD6tTQtrXFq83Aw0MfGiIi8nT8r65F1efS8X6fm+z7G3r1NrzS1NC5o0Xq1Pr8kfinsCKSiFy/bpg917D4VwgJARcXePlF6NjewstLHxIiIvL05cjhyvixFnPmwYyZtnGSGzYa+vRWK4vEP4UVEQfy8/NjyJAhD93GxcWF5Ss28P18w8JFEBhoW16rJnR80yJPnv8+GN5++2127doV477WrVuHh4dHPJRcRESSq2PHjrFo0SIOHz6MZ8rDXL9+iTMnoef7a3ixoQfd3rZImzZyaNmyZQubN2/myJEjHD58mNu3b1OsWDGmTZvmmAchiYbCiogD+fj40KFDh2jX7dmzh+3bt5MrVyVee93gf9e2/LlK0LGDhU+hmL+9immfrq6uT1xmERFJ3v766y+mTZuGq6srOXPmxN8/BcHBwbi7g99S2LzV0LsXVK3y3+fUokWL+PPPP/Hw8CBnzpzcvn3bgY9AEhOFFREH8vHxwcfHJ8ryoCDD6693AuDM+ZdxcYUypaFzR4sSxR/dxN6pU6f4LqqIiAgA1atXp0CBAhQsWJCUKVPSuHFjLl68yORvLEZ/CQcOwkefGKpVMbzT3SJbNos2bdrw1ltvkSdPHi5dukTTpk0d/TAkkVBYEXEiwcEGv6UwY8ZRrlz6G/CmaLHn6NLRdiVhzfAlIiKOlj9/fryiuTJk3jwWEydY/PgTTJ1u+GsDbNlmaNsaWjQvrglg5LEorIg4gaAgg98SmDPPcOUqhIX8AkC9ei8yaJBbnEPK77//zvnz50mRIgV58+alfPnypEiR4mkUXURExM7V1aL5q1C7JkyYaFi12hZclq+Arm9BtaqOLqEkNgorIg4UFGT41Q/mfm+4etW2LG+eIM6eWkGwcaF795cfqzXl008/jfS/l5cXH3zwAbVr146PYouIiDyUt7fFwE8tXmpkGDPWcOo0fNzfUKI4NH/V0aWTxERhRcQBAgMNv/wG8743XLtuW1agALzZ1sL/ziqGDLlDlSpVyJo1a5z2W716dVq1aoWPjw/p06fn4sWLLF26lHnz5tGvXz9GjRrFc8899xQekYiISFTlylrMnAY//wLfzTLs+xv27jUABAU5uHCSKCisiCSggADbNVK+n2+4fsO2rFBBaPeGRbUq4OJi0amTrQtY48aN47z/Fi1aRPo/T548vP3222TOnJnRo0czadIkhRUREUlQ7u4Wr70CLzwPc+cb5v8AAcFw7Bj0/yycN9pYFCyg8SwSPYUVkQRw547h519gwY+Gmzdty3x8bC0pVav8N3D+xIkT7Nu3jyxZssRrqHjppZcYO3Yshw8f5u7du3h6esbbvkVERGIjTRqLLh0tqlSy6NgRsGDNWliz1jZzWJvWFkWLKLRIZAorIk/RlSuGBT/aWlMCAmzLCvvCm29YPFc56uxeP//8MwAvvvhivF4TxcPDA09PT27fvk1gYKDCioiIOEzGjLbfhQpC2fLwqx/8tQH+2mAoXszwajOLGtXBzU3BRRRWRJ6K06cN8+Yblv8OoaG2ZeXKQqsWFhXKRz8FcVBQEMuXL8fFxYWXXnopXstz6tQpbt++TerUqUmfPn287ltERORxuLtDz3dcaNPK8MNCw6+/wd/74e/9hize0PhlW9exzJkVWpIzhRWReHTgoGHu94Y//wJjwLKgZnVo1dKiSOGHH2xXr17N7du3HzmwPjQ0lLNnzwKQN29e+/Jz587h7u5OlixZIm1/8+ZNhgwZAkC9evVwc9PbXkREnEemTBZd37Jo19b2Jd/CRYYzZ2DKVMPU6VDpWUPDhhbPVbKNf5HkRWctIk8oLMywfoPt4Lp7j22Zuzs8/z9o0dwid+7YHVgXL14MPHpg/eXLl3n99dcB2Lx5s335rl27GDZsGGXKlCFHjhykS5eOS5cusXHjRvz9/SlSpAjdu3eP8+MTERG53/Xr1xk8eLD9/1u3bgEwbNgwXFxcAGjbtm2kL9R2797Nr7/+CkDAv/2iz507x6BBg+zbfPrppzRtDI1fgi3b4Dc/w4aNsHEzbNxsyJAeatUy1K1tUaK4bVIaSfoUVkQe0+07tgs5/vSz4eIl27LUqW0H2ddeseLUbH3ixAn27NnzRAPrCxcuTP369fnnn38iDaQvUKAAderUoUmTJri7uz/WvkVERCLcu3ePpUuXRlm+fPly+98NGzaMFFbOnj0b5TY3b96MtCziGmEuLhaVK0LlihY3bhhW/AF+Sw0nT8LPi+HnxYYsWaBOLUOd2ha+PtF3r5akwTLGmNhseOPGjaddliTLy8tLz18id38dHj1mWPyLrak6MNC2Pkd2aNbU4oXnbbOdiPPR+zBpUD0mfqrDxM8RdWiM4fARWLnKsGo1XL7y37qcOaFubahdyyJ/Pn0Gx4azvA+9vLweuY3CSgJwlheEPL4UKTKwcNEN/JYYDh76b3m5svDqK7ZvgFxddYB0ZnofJg2qx8RPdZj4OboOw8NtF5dcudqwZi32SwIA5MtrCy21a0KePPpcjomj6/D+cjyKwkoCcJYXhMSNMYa/99uanlev+W/q4TSeUK8eNHlZ3+AkJnofJg2qx8RPdZj4OVMdhoYadu6yBZc//wJ////WFcgPtWpa1K4FuXPp8/p+zlKHCitOwlleEBI7x48b/lhlWLkKLlz8b3npUtCooUXN6pAypQ56iY3eh0mD6jHxUx0mfs5ahyEhhu07Yc2af4PL3f/WFSzwX4tLzpz6DHeWOlRYcRLO8oKQmJ05a1i7ztYX9tjx/5Znzgz16kCrlhnIkP624wooT0zvw6RB9Zj4qQ4Tv8RQh8HBhu07YPVaw1/r4e59wcWn0L8tLjUhR47kGVycpQ5jE1Y0G5gkS2Fhti5eGzYZNmyAU6f/W5c2LdSsAfXqWJQqaRuL4uXlihO8p0VERCQWUqSweK4yPFfZIjjYsHUbrF5j+GsDHD4Ch48YJn8Lvj7G3uKSLVvyDC7OTmFFko0bNwzbdsDWbYbNm+Hmrf/WpfGESpWgbh2LihV00SkREZGkIkUKi6pVoGoVi6Agw5atthaXDRvgn8Pwz2HDxMlQtIjtGi61aoK3t84DnIXCiiRZt2/bZgvZvcewbTscPRZ5ffbsUPU528GrZAlwc9OBSUREJCnz8LCoXg2qV7MFl81bYNUaw8ZNcOAgHDhoGP8NlCppa3GpVQO8vHR+4EgKK5IkGGO4eBH27oO9+wx798GJk5G3SZECSpWECuUtKleCvHl0ESkREZHkysPDokZ1qFHdIiDAFlhWrbH1vti9x/Zl59hxULaMrcWlejVIl07nDQlNYUUSHWMMly7Z+pweOWo4ehQO/gNXr0bezt0dihSGkiWgXFlb64mHhw4yIiIiElmqVBZ1akOd2hZ379rGtqxabRvrsn0HbN9hGPUlPFveUKuWxXOVIH16nVMkBIUVcWqhoYZTp+HIUThyxNh+H4U7d6JumzYtlCgOJUvYgomvj8KJiIiIxI2np8Xz/4Pn/2dx65ZtGuRVa2zXc9m4GTZuNri4QMkShucq28bD6DouT4/CijiF0FDD+Qtw+jScPAWnT9umED5xAoJDom6fPh0UKgSFCkKhQhY+hSB3LnBx0cEiPsRyRvNExRiTJB9XcqN6TPxUh85PXaT/kz69xYuN4MVGFtevG9asgz//Mv92E7N1FftmEuTKZaj0LJQtY1GqFKRLq+cwvug6KwnAWeaydrTwcMOVq3DuHJw/D+fOG86cgZOn4exZCA2N/nbZstlCiU8hi4IFwacgeHsn7ME0udVhxowZHV0EERFxkOvXrz90fXL7TIyOv79tVrENGw2btkTu8WFZtvOWMmWgTGmLooUhY0bnCi/OUoe6zookuMBAw8VLcOECnDsP584Zzp23hZPz56NvJYmQxRvy5IE8uSFPHou8eWxXnE2rbydERETEiaRJ898Yl9BQ27Xbduy0dRXbfyDiWi7wwwJbm4B3ZoOvL/j6WOTPB7lzQ84culRCbCisSKwZY7jjD5cuwsVLET+2WbguXoRLlyJfuyQ6GTJAjuz//uSwXTk2b27bmzZ1ar1hRUREJHFxc7MoXQpKl7Lo8Kbti9t9f8PO3YY9e+DIEbhy1fazfsN/HZpcXSBbNkP27LYvbL29IYu39e9vSJfONh43RYrk3TVPYUUA2xXdb9ywzagV8Ya6etVw9SpcvQZXrsCly3Dv3sP34+YGWbJAtmds1zHJkd36L5hktw1aExEREUmqUqa0qFDedqkEsJ1jnTkL//wDh4/YJg46ddr2Re/Zc7af/0QdneHuDmnSGNKkAc/Utv8jflK4g3uKf/93s/3t6gJY4GLZuqRF/Li7Q8MGFjlyJK5zMYWVJMoYQ0AA3LgBN27aWjxu3rT9f/OW4ebNf/+/CTeuw/XrEBb+6P2mTAnPZIWsWW2BJGtWi2eesS17JitkzAiuronrTSBRXbt2zdFFiHfO0j9XnozqMfFTHUpy4+pq69qeNw/U/99/50hBQYaz52yh5coVuHzF/Pvb9uXx7Tu2sTAhIf+ez8XD2+aOv+H9nonrPE1hxYkYYwgNhaAgCAyy/Q4KhHsBcPcu+N/997e/bWDXg8vu//+uf+zCx/0ypIfMmW0/3pkj/rbw/vd/b29Inz55N0UmF0mxji3LSpKPK7lRPSZ+qkMRGw8PiwL5oUD+iCVR3xfGGIKDbaHljr+th0tISOSf4BAICYaQUNv/4eFgjO0n/N9zwfBwcHWFOrUS7OHFm0QZVkaODmfbjn+bt1yi/+3iYvuxrIf/jvV2D7mviN9hYbaf0NB/f//7t4vLbQICwiOtCw7+N4w8EEziGjAexsPDNkYkQ3rbby+viL8t2/8Z/lueOROkSKEPDxERERFnYVkWHh62c7rMmR1dGsdIdGHFGMOefbaZpRKPh0yB9QAXF9sLMmVK8Ehh+50yJXh6Yuur6AlpPCP+t/D0hLT3L0/z33qFDxERERFJzBJdWLEsi+lT4PJlCDdgwqP+Dgv/r+nrwd/3N42FhT1kuxj2/bDfLi62Aeaurvf9doX06dMQGOgfaXmKFJDy36TscV8wcXNLml1wRERERETiKtGFFbC1GOTM6ehSxJ6XVwpu3FAAERERERGJCxdHF0BERERERCQ6CisiIiIiIuKUFFZERERERMQpKayIiIiIiIhTUlgRERERERGnpLAiIiIiIiJOSWFFREREREScksKKiIiIiIg4JYUVERERERFxSgorIiIiIiLilBRWRERERETEKSmsiIiIiIiIU7KMMcbRhUjK7ty5w44dOyhXrhxp06Z1dHHkMagOEz/VYdKgekz8VIeJn+ow8UtsdaiWlafM39+fdevW4e/v7+iiyGNSHSZ+qsOkQfWY+KkOEz/VYeKX2OpQYUVERERERJySwoqIiIiIiDglhZWnLE2aNNSoUYM0adI4uijymFSHiZ/qMGlQPSZ+qsPET3WY+CW2OtQAexERERERcUpqWREREREREaeksCIiIiIiIk5JYUVERERERJySwoqIiIiIiDglhRUREREREXFKbo4uQFIVHBzMrFmz+O233zh16hTu7u7kyZOHJk2a0KpVK0cXTx5h/PjxTJgw4aHbzJ07l/LlyydQieRxBAcHM2/ePBYvXsyZM2dwc3MjV65cvPrqqzRr1gw3Nx0Cnd3du3eZOHEiK1as4MKFC6RPn57q1avTq1cvsmTJ4ujiyX1mzZrFvn372LdvHydPnsQYw/79+x/6PluxYgVTp07l8OHDpEyZkkqVKtG7d29y5cqVgCWXCHGpw4CAAObNm8fevXvZt28f586dI2vWrPz5558OKLlEiEsdnjhxgmXLlvHXX39x6tQpbt++zTPPPEPNmjXp2rUrGTNmdMAjiEpTFz8F/v7+dOzYkV27dlGpUiWKFy9OUFAQx48fx83NjSlTpji6iPIIW7ZsYevWrVGWBwUF8e2335I2bVo2bNiAh4eHA0onsWGMoUOHDmzYsIGiRYtSsWJFQkNDWbNmDWfPnqVhw4aMGTPG0cWUhwgICKBVq1bs37+f4sWLU6FCBS5evMjvv/9OlixZWLhwId7e3o4upvzL19cXgBw5cnDnzh1u37790LDy/fff89lnn5E1a1YaNGjAnTt3WLJkCalSpWLhwoUKLA4Qlzo8e/YsderUwbIs8uTJw4ULF8iQIYPCioPFpQ579erF0qVLKVasGGXKlCFFihRs376dvXv3ki1bNn744QeyZs2a0A8hKiPx7qOPPjKFCxc2v//+e5R1ISEhDiiRxJclS5YYHx8f069fP0cXRR5h27ZtxsfHx3Tu3NmEh4fblwcGBppGjRoZHx8fc/r0aQeWUB5l0qRJxsfHx7z//vsmLCzMvnzt2rXGx8fH9OnTx4GlkwetXbvWXLt2zRhjTOvWrY2Pj0+Mn3nXrl0zpUuXNlWqVDFXr161L9+8ebPx9fU13bt3T5AyS2RxqUN/f3+zceNGc/v2bWOMMbVq1TLVqlVLsLJK9OJShz/99JM5fPhwlOWDBw82Pj4+pn///k+1rLGlMSvx7MyZM/z88880btyYevXqRVmvbieJ288//wxAkyZNHFwSeZRz584BUK1aNSzLsi/38PCgYsWKANy8edMRRZNYWrNmDQBvv/02Li7/fVzVqFGDkiVLsnTpUvz9/R1VPHlAjRo1Yt1tZNmyZdy7d4+2bduSKVMm+/KKFSvy3HPPsXr1am7cuPG0iioxiEsdenp6UrlyZdKmTfuUSyVxEZc6bNKkCYUKFYqyvEuXLgDs3LkzXsv2uBRW4tkff/yBMYb//e9/XL16lR9++IEpU6awfPlyAgICHF08eQJXrlxhw4YN5M2bl7Jlyzq6OPIIBQsWBOCvv/6KtDwoKIgtW7aQMWNG+zbinK5fvw7YujM8KEeOHAQHB7Nnz56ELpbEg+3btwNQqVKlKOsqV65MaGio6lbEQSK+WHd1dXVwSWz0NX88O3DgAADHjx/nvffe4969e/Z1zzzzDN988w3FihVzVPHkCfz666+EhYXRuHFjRxdFYqFYsWI0a9aMRYsW0aRJE/uYlbVr1xIcHMy4ceNIlSqVo4spD5EhQwZOnTrFuXPnKFCgQKR1ES1nJ0+epEqVKo4onjyBU6dOAZA7d+4o6yKWnT59OkHLJCI2v/zyCwDPPfecg0tio5aVeBbRbD169GiaNGnC2rVr2bRpE++99x6XL1/m7bffVgtLIrV48WJcXFx4+eWXHV0UiaWhQ4fy1ltvcfDgQWbMmMHs2bO5cOECL7/8MsWLF3d08eQRqlatCsDkyZMx980F89dff7F3714AdQNLpO7evQtAmjRpoqyLWHbnzp0ELZOIwLFjxxg3bhwZMmSgY8eOji4OoJaVeBceHg5AiRIl+PTTT+3Lu3TpwpEjR/jtt99YsWKFvp1PZPbv38/hw4epXLky2bNnd3RxJBbCwsLo06cP69atY8SIEdSsWZOQkBCWLl3KF198wa5du5g9e3ak8SziXNq1a4efnx+//PILx48fjzQbmI+PD4cPH1b9JVJGE5GKOJ0rV67w1ltvERwczNixYyONJ3MktazEs4iBZtWrV4+yrkaNGoDtxFcSl4iB9QqZicfChQvx8/OjV69evPzyy6RPn57MmTPTtm1b2rZty7Zt2zTFppNLly4d8+fP5/XXX+fy5cvMnj2bAwcO8PHHH9snuXCW6wBI3ES0nkTXMhaxTAO3RRLOjRs3aN++PefOneOLL76I9jzWURRW4lmePHmA6A+y6dKlA2wDfCXxCAkJYcmSJaROnZr69es7ujgSS+vXrwegQoUKUdZFXMzzn3/+SdAySdxlzJiRgQMH8ueff/L333+zYsUKWrVqxdGjRwEoWrSog0sojyPiszK6cSkRy6IbzyIi8e/27du0b9+eI0eOMGTIEF544QVHFykShZV4FnFidPz48Sjrjh07BkC2bNkStEzyZNatW8f169d5/vnnNSA7EQkJCQGin544Ypm7u3sClkjiS0BAAGvWrCFPnjwUKVLE0cWRxxDxhcHmzZujrNu0aRNubm6UKlUqoYslkuz4+/vToUMHDhw4wIABA2jatKmjixSFwko8q1y5Mjly5OCXX36xz3YCtik458yZg2VZ0V5/RZzX4sWLAZzyDSwxK126NABTp061BxeAe/fu8d133wH/nTCJ83qwm1BoaCiDBg3i+vXr9OjRQ2NWEqkGDRqQOnVqZs2axbVr1+zLt27dysaNG6lduzZeXl4OLKFI0hcQEMBbb73F3r176du3Ly1atHB0kaJlGY1yi3cbN26kU6dOpEqVivr165MiRQpWrVrFpUuX6NKlC++9956jiyixdOPGDapVq8YzzzzDH3/8oROjROTWrVs0a9aMM2fOkD9/fqpUqWKfuvjChQu8+OKLjBo1ytHFlEcoW7YslStXJnfu3ISEhPDXX39x8uRJ2rZtyyeffOLo4sl9pkyZYu9V8Ndff3H16lUaN25sP2726dMn0hijefPmMXDgQLJmzUqDBg3w9/fHz8+PVKlSsXDhQnLlyuWQx5GcxbUOR4wYYZ8FdcWKFRhjeP755+3rhw8fnoClF4hbHX744YcsXryYPHny8OKLL0bZV9q0aWnXrl2ClT0mCitPye7duxk/fjy7d+8mJCSEggUL0rp1a307n8jMmTOHwYMH06NHD7p37+7o4kgcXb9+nW+++Ya1a9dy8eJFXF1dyZ8/P40bN6Z169ZOc8Eridmnn37Kli1buHjxIm5ubhQtWpTWrVtr/JgTatOmDVu3bo1x/apVq8iZM2ekZcuXL2fq1KkcOXIEDw8PKlWqRO/evTVexUHiWoe1a9e2X/MoOhoXmPDiUoeP2jZHjhysXr063ssYVworIiIiIiLilDRmRUREREREnJLCioiIiIiIOCWFFRERERERcUoKKyIiIiIi4pQUVkRERERExCkprIiIiIiIiFNSWBEREREREaeksCIiIiIiIk5JYUVERERERJySwoqIJBsbNmyga9euVKlSheLFi1OxYkVeeOEF3n//fRYsWEBwcPAT7f/s2bP4+vrSpk2beCpx/JkwYQJFihTh6NGjcbpd7dq18fX1fUqlSl4++ugjfH192bJly2Pd/vLly5QsWZKBAwfGc8lERJyXwoqIJAvjxo2jffv2rFq1iowZM1KrVi0qVaqEm5sbS5YsoX///ty6dcvRxXwqrl69yrRp03j++ecpWLBgpHW+vr7Url3bQSWTuMiSJQuvvfYaCxYs4Pjx444ujohIgnBzdAFERJ62ffv28fXXX+Pu7s7XX39NjRo1Iq2/dOkSCxYsIEWKFA4q4dM1adIk7t27R5cuXRxdFHlCnTp1Yu7cuYwbN46xY8c6ujgiIk+dWlZEJMlbuXIlAA0aNIgSVACyZs1Kjx49SJ8+fUIX7akLCAhg8eLF+Pr6UrhwYUcXR55Q1qxZqVixIitXruTq1auOLo6IyFOnlhURSfKuX78OQMaMGeN0u+3bt7N06VK2bdvGxYsXCQoKInv27NStW5fOnTuTLl26OO9vxowZ7Ny5kzt37pAlSxZq165N165do5QtJCSERYsW8eOPP3LmzBkCAwPJlCkThQoV4qWXXqJhw4axus/ly5dz584dXnzxxUjLf/rpJ/r27QvAuXPnIo1LefbZZ5k9e3aUfS1cuJBZs2Zx6tQp0qZNS506dejdu3e0z8ONGzeYMmUKq1at4sKFC6RKlYoSJUrw5ptvUrVq1Ujbnj17ljp16sR4v+PHj2fChAkMGzaMpk2bRrqPGTNmsGrVKs6fP4+LiwuZM2emVKlStG7dmpIlS9q3jWtdbtmyhbZt29KkSRM++ugjvvzyS1atWsXNmzfJmzcv7dq145VXXon2OV+xYgXffvsthw8fJk2aNFStWpX3338/2m0BLly4wJQpU9i4cSMXL17Ew8MDb29vypUrR7t27cifP3+k7Rs1asSmTZv46aef6Ny5c4z7FRFJChRWRCTJy5o1KwC///47Xbp0iXVo+eKLLzh48CCFChWiUqVKBAcHs3//fr799lvWrl3LDz/8gKenZ6z2NWvWLD7//HNcXFwoWbIkWbJk4ciRI8yePZs1a9bw/fffkyVLFvv2ffr0YenSpXh5eVGmTBlSpUrFpUuX2L59O/fu3Yt1WFmzZg0AFStWjLQ8d+7cNGnShJ9//pnUqVNTv359+7oHT44jnotZs2ZRokQJqlWrxq5du/jhhx84duwYc+bMwbIs+7aXLl2iVatWnDlzxh4Irl+/zqZNm1i/fj19+/alXbt2sSp/TO7evUvz5s05deoUefPmtQeg8+fPs2TJEnLlyhUprDxuXd6+fZvmzZvj7+9PiRIluHfvHtu3b+eTTz7BGMOrr74aafs5c+YwePBgXF1dqVChAl5eXmzcuJGtW7dG27J18eJFmjRpwo0bN/D19aVWrVoEBQVx/vx5FixYQOnSpaPUR0Rdrlu3TmFFRJI+IyKSxJ06dcqUKFHC+Pj4mLJly5o+ffqYBQsWmMOHD5vw8PAYb7d27Vpz8+bNSMuCgoJM//79jY+Pjxk/fnykdWfOnDE+Pj6mdevWkZbv2rXLFC5c2NSqVcscPHjQvjw8PNxMmDDB+Pj4mB49ekTZT7NmzUxgYGCkfQUEBJidO3fG+rFXqVLFFCtWzAQFBUW73sfHx9SqVSvG29eqVcv4+PiYKlWqmAMHDtiXX7t2zdSrV8/4+PiYjRs3RrpNly5djI+Pj/nggw9McHCwffm2bdtMqVKlTJEiRSI9DzE9bxHGjRtnfHx8zKJFi+zLFi1aZHx8fMzgwYOjbH/16lXzzz//RFoW17rcvHmz8fHxsdfN3bt37ev++OMP4+PjY2rWrBnpNmfOnDHFixc3xYsXN5s3b7Yvv3fvnnnzzTft+7t/XcRjmz59epTHcfbsWXPq1Klon5OKFSua4sWLx1ivIiJJhcasiEiSlzt3br755huyZMmCv78/ixcvpl+/fjRq1IgqVarwxRdfcPv27Si3q1GjRpRxLClSpODjjz/Gzc2N1atXx+r+p0yZQnh4OIMGDYr07bplWXTt2pWiRYvyxx9/2LurRfwuU6YMHh4ekfaVMmVKypQpE6v7vXbtGleuXCFHjhxPPHnAu+++S5EiRez/Z8yYkRYtWgC2LlYRzpw5w5o1a0iTJg39+vXD3d3dvq58+fK8/vrrhIWFMW/evCcqz7Vr1wCoVKlSlHWZMmXCx8cn0rLHrcs0adIwaNAgUqdObV9Wt25dfHx8OH/+PGfPnrUvX7RoEcHBwTRu3DhSS1aqVKno169fpNan2DyOHDlykDt37mjLlS9fPoKDgzUrmIgkeeoGJiLJQtWqVVm1ahWrVq1i48aN7NmzhyNHjnDt2jWmTZvGypUrmT9/fpQuYpcuXWL16tUcP34cf39/jDEAuLu7c/LkyUfeb3h4OJs2bcLT05PKlStHWW9ZFmXLluXAgQPs37+fatWqkT9/flKnTs1PP/1EoUKFqFevHl5eXnF+zBEnwnEdWxOdB8eZAOTNmxeAK1eu2Jft2LEDsIWD6O735ZdfZsaMGfbtHlfx4sUBGDNmDK6urjz33HNRgt2DHqcuixcvToYMGaIsz5cvH4cPH+bKlSvkzJkT+O+xN2jQIMr2+fPnp2jRouzfvz/S8mLFigEwcOBAevbsSfny5XFze/RHc0TwunHjxiO3FRFJzBRWRCTZSJEiBQ0aNLCfTF6/fp2ffvqJCRMmcOrUKcaMGcOQIUPs28+YMYPRo0cTEhLy2Pd58+ZN7t27B0DRokUfum3EiWeaNGkYPHgw/fv3p3///nz66afky5ePihUr0rhxY0qXLh2r+75z5w5ArMfVPMwzzzwTZVlEa8P9F9O8fPkyYGsViE7E8ojtHlflypVp164d3333HW+99Rbu7u4UKVKEKlWq8Morr9gDRITHrcvoHjc8/LFny5Yt2ttky5YtSlhp2rQpGzZsYNmyZbzxxhukSpWK4sWLU716dZo1a0amTJmi3VeaNGmA/+pYRCSpUlgRkWQrY8aMdOzYkZQpUzJ48GDWrl1rX7d7926GDx9O2rRpGTx4MM8++yze3t727lRVq1aN1KLw//buLaTJN44D+HfOaWhemCcIjDTI0MxIHOSFaGUHsgsXUqhUakdKM4ksAi8CtUXELqIoNGkhio0wEBxb2hFqvmbL0iAszZgnWGhprTz9L2Iv7r/Xs/xb/r+fK30O7/O8Pjf+3uc0mdHRUQC/A4atW7dOWXb58uXiz0lJSYiNjUVdXR2ePXsGQRBQUVGBiooKZGVl4cyZM9O27ePjAwAYHByctux0pJYwzaW8PX02zxsbG5NMP3fuHPbs2YO6ujq8ePECTU1NaG5uRklJCTQaDbZs2QJgfmM5m37aZ2pmU0cul0Oj0eDw4cOoq6uDyWSC2WyGIAi4ceMGSktLJYNT+5jax5iIaLFisEJE/3tKpRLA71kQO6PRCADIzc1FcnKyQ3mbzTbjOy58fX3h4eEBhUKBixcvzqpfy5YtQ0pKClJSUjA+Po6nT5/i1KlTKC0thUqlcrqN/t/sX+UHBgZm1e582E80m7iXYyKLxQIACAgIENPs+1qGhoYk6/T09EzaXmhoKEJDQ3Ho0CH8/PkT5eXlUKvVKCgoEIOVhRrL6QQGBqKjowNdXV3iErmJuru7J60bHh6O8PBwZGdnY3BwEFevXkVZWRkKCwtx9+5dp/L2MZ3L8kAior8JN9gT0aJn/+I9mc7OTgBwODrYvuFeahmQXq+f9pl27u7uUCqV6O/vhyAIM+2yE5lMhri4OMTHxwMA3r9/P20dPz8/BAQEoKurCzabTbKMQqHAyMjInPv1b9HR0QCAR48eSR5acP/+fYdywO9/uBUKBSwWi1Nffv36hYaGhhm17enpiczMTAQEBMBqtYp7dhZqLKdjfye9Xu+U197ejnfv3s3oOUuXLkVeXh5kMtmk4/zx40d4enpKHjNNRLSYMFghokVPo9Hg0qVL+Pz5s1NeR0cH1Go1ACAxMVFMt38Z1+l0Dvsc2tracPny5Vm1f/ToUbi5uSE/P9/h5Cy73t5elJeXi7+3trbCYDA47a8YGBjA69evATguGZtKdHQ0RkZG0NraKpkfGBgIq9UqGVjMRXBwMOLj4zE0NITCwkKHd3j16hUqKyshl8uRmpoqpnt4eCAqKgr9/f0Of4fh4WEUFxdLztI8ePAAZrPZKb21tRVWqxXe3t7iBv+FHMup7N69GwqFAtXV1Q7jbLPZUFhYKLmcrbq6WjIgefLkCcbHxyX3v3R2dqK/vx/r1q2b9ylvRESujsvAiGjR+/79O7RaLW7duoWQkBCsWrUK7u7u6O7uRnNzM8bGxhAREYETJ06IdVQqFcrKyvDw4UNs374dkZGRGBgYgCAI2Lx5M968eSMuaZpOTEwMzp8/j6KiIqSlpSEsLAwrV64UL//78OEDvLy8kJaWBuD3xYbZ2dnw8fHB2rVr4e/vj2/fvqGxsRGDg4NITEyc8Sb7+Ph46PV6mEwmbNiwwSl/06ZNuHPnDpKTk8WjkkNCQnDw4MEZPV/KhQsXkJqaiurqagiCgPXr1+PLly9oaGjA6Ogozp4963RB4vHjx5GVlYWioiLU1tbC398fLS0t+PHjh3h55UQmkwlarRZBQUEIDw+Ht7c3+vr60NTUhLGxMZw8eVJcXraQYzmV4OBgnD59GsXFxdi3bx+USiV8fX3R2NgINzc3JCQkiJd02hkMBuTn52PFihVYvXo1lixZAovFArPZDLlcjry8PKd2TCYTACAuLm7efSYicnWcWSGiRe/YsWNQq9VISkqCu7s7BEGA0WjEp0+fEBMTg4KCAlRWVjpsVvb19YVOp0NSUhKGh4dRX1+P3t5e5OTk4MqVK7PuQ3p6OqqqqrBr1y58/foV9fX1MJvNkMlk2Lt3L65duyaWjYqKQm5uLiIiItDe3g69Xo+3b98iLCwMarUaGo1mxu3u2LEDPj4+qKmpkczPy8tDeno6RkdHUVtbC51Oh8ePH8/6/SYKCgqCTqdDZmYm5HI5DAYDWlpasHHjRpSWliIjI8OpTmxsLK5fv47IyEi0tLRAEARERUVBp9NJniymUqmQmZmJwMBANDc3w2AwwGKxIC4uDlqtFvv37xfLLvRYTuXAgQPQaDRYs2YNXr58iefPn0OpVKKqqkryCOSMjAykpaXB29sbjY2NMBqNsFqt2LlzJ3Q6neShDDU1NVAoFFCpVAvadyIiVyQbX6jFukRE5JKKiopw+/Zt3Lt3T7zXg/5OPT09SEhIwLZt22YVtBIR/a04s0JEtMgdOXIEXl5euHnz5p/uCs1TSUkJ3NzckJOT86e7QkT0n2CwQkS0yPn5+SErKwsGgwFtbW1/ujs0R319faiqqkJKSgpPASOi/w0uAyMiIiIiIpfEmRUiIiIiInJJDFaIiIiIiMglMVghIiIiIiKXxGCFiIiIiIhcEoMVIiIiIiJySQxWiIiIiIjIJTFYISIiIiIil8RghYiIiIiIXBKDFSIiIiIickn/APuzVowzk3cdAAAAAElFTkSuQmCC",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# get index of the final time point\n",
"index = result.post_impact_cumulative.obs_ind.max()\n",
"# grab the posterior distribution of the cumulative impact at this final time point\n",
"last_cumulative_estimate = result.post_impact_cumulative.sel({\"obs_ind\": index})\n",
"# get summary stats\n",
"ax = az.plot_posterior(last_cumulative_estimate, figsize=(8, 4))\n",
"ax.set(\n",
" title=\"Estimated cumulative causal impact (at end of 2022)\",\n",
" xlabel=\"Sales (thousands)\",\n",
");"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"If we want, we can also extract these statistics out numerically:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
mean
\n",
"
sd
\n",
"
hdi_3%
\n",
"
hdi_97%
\n",
"
\n",
" \n",
" \n",
"
\n",
"
x
\n",
"
9.16
\n",
"
0.9
\n",
"
7.52
\n",
"
10.93
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97%\n",
"x 9.16 0.9 7.52 10.93"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(last_cumulative_estimate, kind=\"stats\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"So at the end of our causal modelling endeavours we can report to our boss something along the lines of: \"We believe that the store refurbishment scheme was causally responsible for driving a total of about 9150 additional sales. But we have uncertainty in the exact number of additional sales - our 94% credible regions span 7,420 to 10,790\".\n",
"\n",
"There are of course caveats worth bearing in mind. The analysis we've conducted has assumed that the only major event that might selectively influence sales in Denmark was the store renovation project. If this is a reasonable assumption then we may be on relatively stable ground in making causal claims. But if there were other events which selectively effected some units (countries) and not others, then we may need to be much more cautious in our claims and resort to more in-depth modelling approaches.\n",
"\n",
"But our estimated cumulative causal impact of $9150^{7420}_{10790}$ is exactly the information needed by others in the company. They can use this figure (and even the uncertainty associated with it) and estimate how long it would take for the cost of renovating other stores to result in a net profit.\n",
"\n",
"Your boss is very happy. You get a big end-of-year bonus."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Beyond GeoLift\n",
"This example used geographical regions as the treatment units, but there is no _requirement_ for units to be geographical regions. For example, your units could be products. Maybe your company sells many different products and one (or a few of these) are chosen to be discounted. Did this intervention of discounting the price causally increase sales volumes? Synthetic control methods can answer this (and similar questions) just as easily."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "CausalPy",
"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": "3.11.9"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "02f5385db19eab57520277c5168790c7855381ee953bdbb5c89c321e1f17586e"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}