From e553f4701eac098acb2fb00b9ee8c995236c7a3a Mon Sep 17 00:00:00 2001 From: "Stijn de Boer (imec-OnePlanet)" Date: Tue, 15 Aug 2023 10:27:22 +0200 Subject: [PATCH 1/9] Updated fit and predict docstring --- pymc_experimental/model_builder.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pymc_experimental/model_builder.py b/pymc_experimental/model_builder.py index bd30b163..dc76aaa1 100644 --- a/pymc_experimental/model_builder.py +++ b/pymc_experimental/model_builder.py @@ -462,7 +462,7 @@ def fit( Parameters ---------- - X : array-like if sklearn is available, otherwise array, shape (n_obs, n_features) + X : pd.DataFrame (n_obs, n_features) The training input samples. y : array-like if sklearn is available, otherwise array, shape (n_obs,) The target values (real numbers). @@ -526,7 +526,7 @@ def predict( Parameters --------- - X_pred : array-like if sklearn is available, otherwise array, shape (n_pred, n_features) + X_pred : pd.DataFrame (n_pred, n_features) The input data used for prediction. extend_idata : Boolean determining whether the predictions should be added to inference data object. Defaults to True. From 1aa690b2e6e1ef164617aa2a1e2a3b379d9cbde1 Mon Sep 17 00:00:00 2001 From: "Stijn de Boer (imec-OnePlanet)" Date: Tue, 15 Aug 2023 15:12:51 +0200 Subject: [PATCH 2/9] Rework of modelbuilder save, load, fit, and predict - `generate_and_preprocess_data` is replaced by `preprocess_data` and `save_model_coords`. Both are called in `fit`, and `predict` calls only `preprocess_data`. - self.X and self.y are no longer used - fit data is not stored in idata, because this could lead to data sharing issues - 'model_coords' are now saved in `idata.attrs`. This enables reconstruction of the correct computation graph if correct test X is provided. --- notebooks/modelbuilder_example.ipynb | 11771 +++++++++++++++++++++++++ pymc_experimental/model_builder.py | 82 +- 2 files changed, 11817 insertions(+), 36 deletions(-) create mode 100644 notebooks/modelbuilder_example.ipynb diff --git a/notebooks/modelbuilder_example.ipynb b/notebooks/modelbuilder_example.ipynb new file mode 100644 index 00000000..47a3446a --- /dev/null +++ b/notebooks/modelbuilder_example.ipynb @@ -0,0 +1,11771 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" + ] + } + ], + "source": [ + "from typing import Dict\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "from pandas import DataFrame, Series\n", + "import plotly.express as px\n", + "import plotly.graph_objects as go\n", + "import pymc as pm\n", + "from pymc_experimental.model_builder import ModelBuilder" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "class HierarchicalModel(ModelBuilder):\n", + "\n", + " _model_type = \"HierarchicalModel\"\n", + " version = \"0.01\"\n", + " def _data_setter(self, X, y=None):\n", + " with self.model:\n", + " pm.set_data({\"x\": X[\"x\"].values})\n", + " try: # if y values in new data\n", + " pm.set_data({\"y\": y.values})\n", + " except: # dummies otherwise\n", + " pm.set_data({\"y\": np.zeros(len(X))})\n", + "\n", + " @property\n", + " def output_var(self):\n", + " return \"target\"\n", + "\n", + " @property\n", + " def default_model_config(self) -> Dict:\n", + " return {\"mu_mu_a\": 0, \"sigma_mu_a\": 10, \"sigma_a\": 10, \"mu_mu_b\": 0,\"sigma_mu_b\": 10, \"sigma_b\": 10, \"sigma_sigma\": 3}\n", + "\n", + " @property\n", + " def default_sampler_config(self):\n", + " return {\n", + " 'draws': 1_000,\n", + " 'tune': 1_000,\n", + " 'chains': 1,\n", + " 'cores': 1,\n", + " 'target_accept': 0.95,\n", + " }\n", + " \n", + " def save_model_coords(self, X, y):\n", + " groups = X['group'].unique().tolist()\n", + " self.model_coords = {'groups':groups}\n", + "\n", + "\n", + " def preprocess_model_data(self, X: DataFrame | Series, y: Series = None) -> None:\n", + " X_prep = X.copy()\n", + " X_prep['x'] = (X_prep['x'] - X_prep['x'].mean())/X_prep['x'].std()\n", + " y_prep = y\n", + " return X_prep, y_prep\n", + "\n", + " def build_model(self, X: DataFrame, y: Series, **kwargs) -> None:\n", + " with pm.Model(coords = self.model_coords) as self.model:\n", + " # Data\n", + " X_ = pm.MutableData(\"x\",X[\"x\"].values)\n", + " target_ = pm.MutableData('y',y)\n", + " group_indices = np.array([self.model_coords['groups'].index(item) for item in X[\"group\"]])\n", + "\n", + " # hyperparams\n", + " mu_mu_a = self.model_config['mu_mu_a']\n", + " sigma_mu_a = self.model_config['sigma_mu_a']\n", + " sigma_a = self.model_config['sigma_a']\n", + "\n", + " mu_mu_b = self.model_config['mu_mu_b']\n", + " sigma_mu_b = self.model_config['sigma_mu_b']\n", + " sigma_b = self.model_config['sigma_b']\n", + " sigma_sigma = self.model_config['sigma_sigma']\n", + "\n", + " # priors\n", + " mu_a = pm.Normal('mu_a', mu_mu_a, sigma_mu_a)\n", + " xi_a = pm.Normal('xi_a', 0,1,dims='groups')\n", + " a = pm.Deterministic('a', mu_a + sigma_a*xi_a)\n", + "\n", + " mu_b = pm.Normal('mu_b', mu_mu_b, sigma_mu_b)\n", + " xi_b = pm.Normal('xi_b', 0,1, dims = 'groups')\n", + " b = pm.Normal('b', mu_b + xi_b * sigma_b)\n", + "\n", + " sigma = pm.HalfNormal('sigma', sigma=sigma_sigma)\n", + "\n", + " # likelihood\n", + " pm.Normal('target', mu=a[group_indices]+b[group_indices]*X_, sigma=sigma, observed = target_)\n", + " \n", + " @property\n", + " def _serializable_model_config(self) -> Dict[str, int | float | Dict]:\n", + " return self.model_config\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_data(n_samples=100, n_groups=2, a = None, b = None):\n", + " if (a is None ) and (b is None):\n", + " a = np.random.randn(n_groups)\n", + " b = np.random.randn(n_groups)\n", + " groups = np.random.choice(n_groups, n_samples).astype(int)\n", + " x = np.linspace(start=-5, stop=5, num=n_samples)\n", + " y = a[groups] + b[groups] * x + np.random.randn(n_samples)\n", + " X = pd.DataFrame({'x':x,'group':groups})\n", + " y = pd.Series(y, name='y')\n", + " return X, y, a, b" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "color=1
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loaded_model.predict_proba(new_X)\n", + "\n", + "y_pred_mean = y_pred.mean(axis =(0,1))\n", + "y_pred_std = y_pred.std(axis = (0,1))\n", + "fig = go.Figure() \n", + "fig.add_scatter(x=X['x'], y=y, mode='markers',marker_color=X['group'])\n", + "fig.add_scatter(x=new_X['x'], y=new_y, mode='markers', name='new data')\n", + "fig.add_scatter(x=new_X['x'], y=y_pred_mean, mode='lines', line=dict(color='black', width=2), name='Posterior predictive mean')\n", + "fig.add_scatter(x=new_X['x'], y=y_pred_mean+1.96*y_pred_std, mode='lines', line=dict(color='black', width=1), name='95% HDI')\n", + "fig.add_scatter(x=new_X['x'], y=y_pred_mean-1.96*y_pred_std, mode='lines', line=dict(color='black', width=1), showlegend=False)\n", + "\n", + "fig.update_layout(width=700, height=500)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "38cddf6ddbdd5b2c272b3966d7ba771f190788ab997f447ea08a7b503dd704a6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/pymc_experimental/model_builder.py b/pymc_experimental/model_builder.py index dc76aaa1..9595c197 100644 --- a/pymc_experimental/model_builder.py +++ b/pymc_experimental/model_builder.py @@ -74,8 +74,8 @@ def __init__( sampler_config = self.default_sampler_config if sampler_config is None else sampler_config self.sampler_config = sampler_config model_config = self.default_model_config if model_config is None else model_config - self.model_config = model_config # parameters for priors etc. + self.model_coords = None self.model = None # Set by build_model self.idata: Optional[az.InferenceData] = None # idata is generated during fitting self.is_fitted_ = False @@ -172,7 +172,7 @@ def default_sampler_config(self) -> Dict: -------- >>> @classmethod >>> def default_sampler_config(self): - >>> Return { + >>> return { >>> 'draws': 1_000, >>> 'tune': 1_000, >>> 'chains': 1, @@ -187,13 +187,10 @@ def default_sampler_config(self) -> Dict: raise NotImplementedError @abstractmethod - def generate_and_preprocess_model_data( - self, X: Union[pd.DataFrame, pd.Series], y: pd.Series - ) -> None: + def preprocess_model_data(self, X: Union[pd.DataFrame, pd.Series], y: pd.Series = None) -> None: """ Applies preprocessing to the data before fitting the model. if validate is True, it will check if the data is valid for the model. - sets self.model_coords based on provided dataset Parameters: X : array, shape (n_obs, n_features) @@ -202,17 +199,16 @@ def generate_and_preprocess_model_data( Examples -------- >>> @classmethod - >>> def generate_and_preprocess_model_data(self, X, y): + >>> def preprocess_model_data(self, X, y): >>> x = np.linspace(start=1, stop=50, num=100) >>> y = 5 * x + 3 + np.random.normal(0, 1, len(x)) * np.random.rand(100)*10 + np.random.rand(100)*6.4 >>> X = pd.DataFrame(x, columns=['x']) >>> y = pd.Series(y, name='y') - >>> self.X = X - >>> self.y = y + >>> return X, y Returns ------- - None + pd.DataFrame, pd.Series """ raise NotImplementedError @@ -258,6 +254,23 @@ def build_model( """ raise NotImplementedError + def save_model_coords(self, X: Union[pd.DataFrame, pd.Series], y: pd.Series): + """Creates the model coords. + + Parameters: + X : array, shape (n_obs, n_features) + y : array, shape (n_obs,) + + Examples + -------- + def set_model_coords(self, X, y): + group_dim1 = X['group1'].unique() + group_dim2 = X['group2'].unique() + + self.model_coords = {'group1':group_dim1, 'group2':group_dim2} + """ + self.model_coords = None + def sample_model(self, **kwargs): """ Sample from the PyMC model. @@ -339,6 +352,7 @@ def set_idata_attrs(self, idata=None): idata.attrs["version"] = self.version idata.attrs["sampler_config"] = json.dumps(self.sampler_config) idata.attrs["model_config"] = json.dumps(self._serializable_model_config) + idata.attrs["model_coords"] = json.dumps(self.model_coords) # Only classes with non-dataset parameters will implement save_input_params if hasattr(self, "_save_input_params"): self._save_input_params(idata) @@ -432,18 +446,12 @@ def load(cls, fname: str): model_config=model_config, sampler_config=json.loads(idata.attrs["sampler_config"]), ) + model.model_coords = json.loads(idata.attrs["model_coords"]) model.idata = idata - dataset = idata.fit_data.to_dataframe() - X = dataset.drop(columns=[model.output_var]) - y = dataset[model.output_var] - model.build_model(X, y) - # All previously used data is in idata. - if model.id != idata.attrs["id"]: raise ValueError( f"The file '{fname}' does not contain an inference data of the same model or configuration as '{cls._model_type}'" ) - return model def fit( @@ -492,26 +500,15 @@ def fit( if y is None: y = np.zeros(X.shape[0]) y = pd.DataFrame({self.output_var: y}) - self.generate_and_preprocess_model_data(X, y.values.flatten()) - self.build_model(self.X, self.y) + X_prep, y_prep = self.preprocess_model_data(X, y.values.flatten()) + self.save_model_coords(X_prep, y_prep) + self.build_model(X_prep, y_prep) sampler_config = self.sampler_config.copy() sampler_config["progressbar"] = progressbar sampler_config["random_seed"] = random_seed sampler_config.update(**kwargs) self.idata = self.sample_model(**sampler_config) - - X_df = pd.DataFrame(X, columns=X.columns) - combined_data = pd.concat([X_df, y], axis=1) - assert all(combined_data.columns), "All columns must have non-empty names" - with warnings.catch_warnings(): - warnings.filterwarnings( - "ignore", - category=UserWarning, - message="The group fit_data is not defined in the InferenceData scheme", - ) - self.idata.add_groups(fit_data=combined_data.to_xarray()) # type: ignore - return self.idata # type: ignore def predict( @@ -545,9 +542,12 @@ def predict( >>> prediction_data = pd.DataFrame({'input':x_pred}) >>> pred_mean = model.predict(prediction_data) """ - + synth_y = pd.Series(np.zeros(len(X_pred))) + X_pred_prep, y_synth_prep = self.preprocess_model_data(X_pred, synth_y) + if self.model is None: + self.build_model(X_pred_prep, y_synth_prep) posterior_predictive_samples = self.sample_posterior_predictive( - X_pred, extend_idata, combined=False, **kwargs + X_pred_prep, extend_idata, combined=False, **kwargs ) if self.output_var not in posterior_predictive_samples: @@ -652,6 +652,7 @@ def get_params(self, deep=True): return { "model_config": self.model_config, "sampler_config": self.sampler_config, + "model_coords": self.model_coords, } def set_params(self, **params): @@ -660,6 +661,7 @@ def set_params(self, **params): """ self.model_config = params["model_config"] self.sampler_config = params["sampler_config"] + self.model_coords = params["model_coords"] @property @abstractmethod @@ -682,7 +684,11 @@ def predict_proba( **kwargs, ) -> xr.DataArray: """Alias for `predict_posterior`, for consistency with scikit-learn probabilistic estimators.""" - return self.predict_posterior(X_pred, extend_idata, combined, **kwargs) + synth_y = pd.Series(np.zeros(len(X_pred))) + X_pred_prep, y_synth_prep = self.preprocess_model_data(X_pred, synth_y) + if self.model is None: + self.build_model(X_pred_prep, y_synth_prep) + return self.predict_posterior(X_pred_prep, extend_idata, combined, **kwargs) def predict_posterior( self, @@ -710,9 +716,13 @@ def predict_posterior( Posterior predictive samples for each input X_pred """ - X_pred = self._validate_data(X_pred) + synth_y = pd.Series(np.zeros(len(X_pred))) + X_pred_prep, y_synth_prep = self.preprocess_model_data(X_pred, synth_y) + if self.model is None: + self.build_model(X_pred_prep, y_synth_prep) + posterior_predictive_samples = self.sample_posterior_predictive( - X_pred, extend_idata, combined, **kwargs + X_pred_prep, extend_idata, combined=False, **kwargs ) if self.output_var not in posterior_predictive_samples: From 57ccdb8fb54b8713c7b23a93e9c680bf7c67b3fb Mon Sep 17 00:00:00 2001 From: "Stijn de Boer (imec-OnePlanet)" Date: Tue, 15 Aug 2023 15:50:19 +0200 Subject: [PATCH 3/9] Updated the example notebook --- notebooks/modelbuilder_example.ipynb | 8759 +++++++++++++------------- 1 file changed, 4390 insertions(+), 4369 deletions(-) diff --git a/notebooks/modelbuilder_example.ipynb b/notebooks/modelbuilder_example.ipynb index 47a3446a..54067331 100644 --- a/notebooks/modelbuilder_example.ipynb +++ b/notebooks/modelbuilder_example.ipynb @@ -16,12 +16,15 @@ "source": [ "from typing import Dict\n", "\n", + "import matplotlib.pyplot as plt\n", + "import networkx as nx\n", "import numpy as np\n", "import pandas as pd\n", "from pandas import DataFrame, Series\n", "import plotly.express as px\n", "import plotly.graph_objects as go\n", "import pymc as pm\n", + "from pymc import model_to_networkx, model_to_graphviz\n", "from pymc_experimental.model_builder import ModelBuilder" ] }, @@ -96,7 +99,7 @@ "\n", " mu_b = pm.Normal('mu_b', mu_mu_b, sigma_mu_b)\n", " xi_b = pm.Normal('xi_b', 0,1, dims = 'groups')\n", - " b = pm.Normal('b', mu_b + xi_b * sigma_b)\n", + " b = pm.Deterministic('b', mu_b + xi_b * sigma_b)\n", "\n", " sigma = pm.HalfNormal('sigma', sigma=sigma_sigma)\n", "\n", @@ -105,9 +108,7 @@ " \n", " @property\n", " def _serializable_model_config(self) -> Dict[str, int | float | Dict]:\n", - " return self.model_config\n", - "\n", - " " + " return self.model_config " ] }, { @@ -141,14 +142,14 @@ }, "data": [ { - "hovertemplate": "color=1
x=%{x}
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color=X['group'].astype(str), width=500, height=400)" + "fig = px.scatter(x=X['x'],y=y, color=X['group'].astype(str), width=500, height=400)\n", + "fig.show()" ] }, { @@ -3051,7 +3053,7 @@ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Sequential sampling (1 chains in 1 job)\n", - "NUTS: [mu_a, xi_a, mu_b, xi_b, b, sigma]\n" + "NUTS: [mu_a, xi_a, mu_b, xi_b, sigma]\n" ] }, { @@ -3087,7 +3089,7 @@ "\n", "
\n", " \n", - " 100.00% [2000/2000 03:04<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [2000/2000 01:44<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -3102,9 +3104,9 @@ "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 184 seconds.\n", + "Sampling 1 chain for 1_000 tune and 1_000 draw iterations (1_000 + 1_000 draws total) took 104 seconds.\n", "Only one chain was sampled, this makes it impossible to run some convergence checks\n", - "Sampling: [b, mu_a, mu_b, sigma, target, xi_a, xi_b]\n", + "Sampling: [mu_a, mu_b, sigma, target, xi_a, xi_b]\n", "Sampling: [target]\n" ] }, @@ -3265,49 +3267,55 @@ { "marker": { "color": [ + 0, + 0, + 0, 1, 1, + 0, 1, 0, + 0, + 0, + 0, 1, 1, 1, - 0, 1, 0, 0, 1, 1, - 1, - 1, 0, 1, 0, 0, - 1, 0, - 1, 0, 1, + 1, + 1, + 0, 0, 0, - 1, 1, 0, 0, 1, 1, + 0, + 1, 1, 1, + 0, 1, 1, 1, 1, 1, 0, - 0, 1, - 0, + 1, 0, 0, 1, @@ -3315,18 +3323,26 @@ 1, 1, 1, - 0, 1, 0, 0, 1, + 1, + 0, + 1, 0, 0, + 1, + 1, + 1, + 1, 0, 0, 1, 0, + 0, 1, + 0, 1, 1, 1, @@ -3335,22 +3351,40 @@ 1, 1, 0, + 0, + 0, + 1, + 1, + 1, + 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(2)\n\n\n\ny\n\ny\n~\nMutableData\n\n\n\ntarget\n\ntarget\n~\nNormal\n\n\n\ntarget->y\n\n\n\n\n\nx\n\nx\n~\nMutableData\n\n\n\nx->target\n\n\n\n\n\nsigma\n\nsigma\n~\nHalfNormal\n\n\n\nsigma->target\n\n\n\n\n\nmu_b\n\nmu_b\n~\nNormal\n\n\n\nb\n\nb\n~\nDeterministic\n\n\n\nmu_b->b\n\n\n\n\n\nmu_a\n\nmu_a\n~\nNormal\n\n\n\na\n\na\n~\nDeterministic\n\n\n\nmu_a->a\n\n\n\n\n\nxi_b\n\nxi_b\n~\nNormal\n\n\n\nxi_b->b\n\n\n\n\n\nxi_a\n\nxi_a\n~\nNormal\n\n\n\nxi_a->a\n\n\n\n\n\na->target\n\n\n\n\n\nb->target\n\n\n\n\n\n", + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_to_graphviz(loaded_model.model)\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From c89022be1d3938143e4b2c9962e9c6e46d3a0c2e Mon Sep 17 00:00:00 2001 From: "Stijn de Boer (imec-OnePlanet)" Date: Tue, 15 Aug 2023 15:51:44 +0200 Subject: [PATCH 4/9] Update modelbuilder_example.ipynb --- notebooks/modelbuilder_example.ipynb | 44 ++++++++++++++-------------- 1 file changed, 22 insertions(+), 22 deletions(-) diff --git a/notebooks/modelbuilder_example.ipynb b/notebooks/modelbuilder_example.ipynb index 54067331..76679689 100644 --- a/notebooks/modelbuilder_example.ipynb +++ b/notebooks/modelbuilder_example.ipynb @@ -3157,7 +3157,28 @@ ], "source": [ "model = HierarchicalModel()\n", - "idata = model.fit(X, y)" + "idata = model.fit(X, y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n\n\ncluster1000\n\n1000\n\n\ncluster2\n\n2\n\n\nclustergroups (2)\n\ngroups (2)\n\n\n\ny\n\ny\n~\nMutableData\n\n\n\ntarget\n\ntarget\n~\nNormal\n\n\n\ntarget->y\n\n\n\n\n\nx\n\nx\n~\nMutableData\n\n\n\nx->target\n\n\n\n\n\nsigma\n\nsigma\n~\nHalfNormal\n\n\n\nsigma->target\n\n\n\n\n\nmu_b\n\nmu_b\n~\nNormal\n\n\n\nb\n\nb\n~\nDeterministic\n\n\n\nmu_b->b\n\n\n\n\n\nmu_a\n\nmu_a\n~\nNormal\n\n\n\na\n\na\n~\nDeterministic\n\n\n\nmu_a->a\n\n\n\n\n\nxi_b\n\nxi_b\n~\nNormal\n\n\n\nxi_b->b\n\n\n\n\n\nxi_a\n\nxi_a\n~\nNormal\n\n\n\nxi_a->a\n\n\n\n\n\na->target\n\n\n\n\n\nb->target\n\n\n\n\n\n", + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_to_graphviz(model.model)" ] }, { @@ -11733,27 +11754,6 @@ "fig.show()" ] }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/svg+xml": "\n\n\n\n\n\n\n\ncluster2\n\n2\n\n\ncluster53\n\n53\n\n\nclustergroups (2)\n\ngroups (2)\n\n\n\ny\n\ny\n~\nMutableData\n\n\n\ntarget\n\ntarget\n~\nNormal\n\n\n\ntarget->y\n\n\n\n\n\nx\n\nx\n~\nMutableData\n\n\n\nx->target\n\n\n\n\n\nsigma\n\nsigma\n~\nHalfNormal\n\n\n\nsigma->target\n\n\n\n\n\nmu_b\n\nmu_b\n~\nNormal\n\n\n\nb\n\nb\n~\nDeterministic\n\n\n\nmu_b->b\n\n\n\n\n\nmu_a\n\nmu_a\n~\nNormal\n\n\n\na\n\na\n~\nDeterministic\n\n\n\nmu_a->a\n\n\n\n\n\nxi_b\n\nxi_b\n~\nNormal\n\n\n\nxi_b->b\n\n\n\n\n\nxi_a\n\nxi_a\n~\nNormal\n\n\n\nxi_a->a\n\n\n\n\n\na->target\n\n\n\n\n\nb->target\n\n\n\n\n\n", - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model_to_graphviz(loaded_model.model)\n" - ] - }, { "cell_type": "code", "execution_count": null, From f6cdcca7ffcf94f8e3d7f4f1f50118ada1721cea Mon Sep 17 00:00:00 2001 From: "Stijn de Boer (imec-OnePlanet)" Date: Tue, 15 Aug 2023 16:02:35 +0200 Subject: [PATCH 5/9] Update modelbuilder_example.ipynb --- notebooks/modelbuilder_example.ipynb | 11373 +------------------------ 1 file changed, 61 insertions(+), 11312 deletions(-) diff --git a/notebooks/modelbuilder_example.ipynb b/notebooks/modelbuilder_example.ipynb index 76679689..1d097a1c 100644 --- a/notebooks/modelbuilder_example.ipynb +++ b/notebooks/modelbuilder_example.ipynb @@ -21,8 +21,6 @@ "import numpy as np\n", "import pandas as pd\n", "from pandas import DataFrame, Series\n", - "import plotly.express as px\n", - "import plotly.graph_objects as go\n", "import pymc as pm\n", "from pymc import model_to_networkx, model_to_graphviz\n", "from pymc_experimental.model_builder import ModelBuilder" @@ -136,2900 +134,20 @@ "outputs": [ { "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "hovertemplate": "color=0
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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -3037,8 +155,12 @@ ], "source": [ "X, y, a ,b = generate_data(1000, 2)\n", - "fig = px.scatter(x=X['x'],y=y, color=X['group'].astype(str), width=500, height=400)\n", - "fig.show()" + "fig = plt.figure()\n", + "for group in X['group'].unique():\n", + " idx = X['group'] == group\n", + " subset = X.loc[idx]\n", + " plt.scatter(subset['x'], y[idx], label = group)\n", + "plt.legend(title='group')\n" ] }, { @@ -3089,7 +211,7 @@ "\n", "
\n", " \n", - " 100.00% [2000/2000 01:44<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [2000/2000 01:41<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -3104,7 +226,7 @@ "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 104 seconds.\n", + "Sampling 1 chain for 1_000 tune and 1_000 draw iterations (1_000 + 1_000 draws total) took 102 seconds.\n", "Only one chain was sampled, this makes it impossible to run some convergence checks\n", "Sampling: [mu_a, mu_b, sigma, target, xi_a, xi_b]\n", "Sampling: [target]\n" @@ -3162,17 +284,17 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/svg+xml": "\n\n\n\n\n\n\n\ncluster1000\n\n1000\n\n\ncluster2\n\n2\n\n\nclustergroups (2)\n\ngroups (2)\n\n\n\ny\n\ny\n~\nMutableData\n\n\n\ntarget\n\ntarget\n~\nNormal\n\n\n\ntarget->y\n\n\n\n\n\nx\n\nx\n~\nMutableData\n\n\n\nx->target\n\n\n\n\n\nsigma\n\nsigma\n~\nHalfNormal\n\n\n\nsigma->target\n\n\n\n\n\nmu_b\n\nmu_b\n~\nNormal\n\n\n\nb\n\nb\n~\nDeterministic\n\n\n\nmu_b->b\n\n\n\n\n\nmu_a\n\nmu_a\n~\nNormal\n\n\n\na\n\na\n~\nDeterministic\n\n\n\nmu_a->a\n\n\n\n\n\nxi_b\n\nxi_b\n~\nNormal\n\n\n\nxi_b->b\n\n\n\n\n\nxi_a\n\nxi_a\n~\nNormal\n\n\n\nxi_a->a\n\n\n\n\n\na->target\n\n\n\n\n\nb->target\n\n\n\n\n\n", + "image/svg+xml": "\n\n\n\n\n\n\n\ncluster2\n\n2\n\n\ncluster1000\n\n1000\n\n\nclustergroups (2)\n\ngroups (2)\n\n\n\ntarget\n\ntarget\n~\nNormal\n\n\n\ny\n\ny\n~\nMutableData\n\n\n\ntarget->y\n\n\n\n\n\nx\n\nx\n~\nMutableData\n\n\n\nx->target\n\n\n\n\n\nmu_b\n\nmu_b\n~\nNormal\n\n\n\nb\n\nb\n~\nDeterministic\n\n\n\nmu_b->b\n\n\n\n\n\nmu_a\n\nmu_a\n~\nNormal\n\n\n\na\n\na\n~\nDeterministic\n\n\n\nmu_a->a\n\n\n\n\n\nsigma\n\nsigma\n~\nHalfNormal\n\n\n\nsigma->target\n\n\n\n\n\nxi_a\n\nxi_a\n~\nNormal\n\n\n\nxi_a->a\n\n\n\n\n\nxi_b\n\nxi_b\n~\nNormal\n\n\n\nxi_b->b\n\n\n\n\n\na->target\n\n\n\n\n\nb->target\n\n\n\n\n\n", "text/plain": [ - "" + "" ] }, - "execution_count": 15, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -3183,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -3192,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -3205,7 +327,7 @@ }, { "cell_type": "code", - "execution_count": 8, + 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+ "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ - "fig = go.Figure() \n", - "fig.add_scatter(x=X['x'], y=y, mode='markers',marker_color=X['group'])\n", - "fig.add_scatter(x=new_X['x'], y=new_y, mode='markers', name='new data')\n", - "fig.add_scatter(x=new_X['x'], y=y_pred, mode='markers', name='prediction')\n", - "fig.update_layout(width=700, height=500)\n", - "fig.show()\n", - "\n" + "fig = plt.figure()\n", + "for group in X['group'].unique():\n", + " idx = X['group'] == group\n", + " subset = X.loc[idx]\n", + " plt.scatter(subset['x'], y[idx], label = group)\n", + "plt.scatter(x=new_X['x'], y=new_y, label='new data')\n", + "plt.scatter(x=new_X['x'], y=y_pred, label='prediction')\n", + "plt.legend()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -7422,4317 +481,10 @@ }, { "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - 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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -11743,23 +495,20 @@ "\n", "y_pred_mean = y_pred.mean(axis =(0,1))\n", "y_pred_std = y_pred.std(axis = (0,1))\n", - "fig = go.Figure() \n", - "fig.add_scatter(x=X['x'], y=y, mode='markers',marker_color=X['group'])\n", - "fig.add_scatter(x=new_X['x'], y=new_y, mode='markers', name='new data')\n", - "fig.add_scatter(x=new_X['x'], y=y_pred_mean, mode='lines', line=dict(color='black', width=2), name='Posterior predictive mean')\n", - "fig.add_scatter(x=new_X['x'], y=y_pred_mean+1.96*y_pred_std, mode='lines', line=dict(color='black', width=1), name='95% HDI')\n", - "fig.add_scatter(x=new_X['x'], y=y_pred_mean-1.96*y_pred_std, mode='lines', line=dict(color='black', width=1), showlegend=False)\n", "\n", - "fig.update_layout(width=700, height=500)\n", - "fig.show()" + "\n", + "fig = plt.figure()\n", + "for group in X['group'].unique():\n", + " idx = X['group'] == group\n", + " subset = X.loc[idx]\n", + " plt.scatter(subset['x'], y[idx], label = group)\n", + "plt.scatter(x=new_X['x'], y=new_y, label='new data')\n", + "plt.plot(new_X['x'], y_pred_mean, label='predictive mean', color='black', linewidth=2)\n", + "plt.plot(new_X['x'], y_pred_mean+1.96*y_pred_std, label='95% HDI', color='black', linewidth=1)\n", + "plt.plot(new_X['x'], y_pred_mean-1.96*y_pred_std, color='black', linewidth=1)\n", + "plt.legend()\n", + "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 0a6f1dcd6d3d2e9db7cc904026f45f24fd153106 Mon Sep 17 00:00:00 2001 From: "Stijn de Boer (imec-OnePlanet)" Date: Tue, 15 Aug 2023 16:08:41 +0200 Subject: [PATCH 6/9] Update modelbuilder_example.ipynb --- notebooks/modelbuilder_example.ipynb | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/notebooks/modelbuilder_example.ipynb b/notebooks/modelbuilder_example.ipynb index 1d097a1c..eadbba23 100644 --- a/notebooks/modelbuilder_example.ipynb +++ b/notebooks/modelbuilder_example.ipynb @@ -63,8 +63,8 @@ " }\n", " \n", " def save_model_coords(self, X, y):\n", - " groups = X['group'].unique().tolist()\n", - " self.model_coords = {'groups':groups}\n", + " group = X['group'].unique().tolist()\n", + " self.model_coords = {'group':group}\n", "\n", "\n", " def preprocess_model_data(self, X: DataFrame | Series, y: Series = None) -> None:\n", @@ -78,7 +78,7 @@ " # Data\n", " X_ = pm.MutableData(\"x\",X[\"x\"].values)\n", " target_ = pm.MutableData('y',y)\n", - " group_indices = np.array([self.model_coords['groups'].index(item) for item in X[\"group\"]])\n", + " group_indices = np.array([self.model_coords['group'].index(item) for item in X[\"group\"]])\n", "\n", " # hyperparams\n", " mu_mu_a = self.model_config['mu_mu_a']\n", @@ -92,11 +92,11 @@ "\n", " # priors\n", " mu_a = pm.Normal('mu_a', mu_mu_a, sigma_mu_a)\n", - " xi_a = pm.Normal('xi_a', 0,1,dims='groups')\n", + " xi_a = pm.Normal('xi_a', 0,1,dims='group')\n", " a = pm.Deterministic('a', mu_a + sigma_a*xi_a)\n", "\n", " mu_b = pm.Normal('mu_b', mu_mu_b, sigma_mu_b)\n", - " xi_b = pm.Normal('xi_b', 0,1, dims = 'groups')\n", + " xi_b = pm.Normal('xi_b', 0,1, dims = 'group')\n", " b = pm.Deterministic('b', mu_b + xi_b * sigma_b)\n", "\n", " sigma = pm.HalfNormal('sigma', sigma=sigma_sigma)\n", @@ -119,10 +119,10 @@ " if (a is None ) and (b is None):\n", " a = np.random.randn(n_groups)\n", " b = np.random.randn(n_groups)\n", - " groups = np.random.choice(n_groups, n_samples).astype(int)\n", + " group = np.random.choice(n_groups, n_samples).astype(int)\n", " x = np.linspace(start=-5, stop=5, num=n_samples)\n", - " y = a[groups] + b[groups] * x + np.random.randn(n_samples)\n", - " X = pd.DataFrame({'x':x,'group':groups})\n", + " y = a[group] + b[group] * x + np.random.randn(n_samples)\n", + " X = pd.DataFrame({'x':x,'group':group})\n", " y = pd.Series(y, name='y')\n", " return X, y, a, b" ] From 37c4161a5cf2e1afc227477476584c2734a67cd3 Mon Sep 17 00:00:00 2001 From: "Stijn de Boer (imec-OnePlanet)" Date: Tue, 15 Aug 2023 16:14:34 +0200 Subject: [PATCH 7/9] Rework of modelbuilder save, load, fit and predict - `generate_and_preprocess_data` is replaced by `preprocess_data` and `save_model_coords`. Both are called in `fit`, and `predict` calls only `preprocess_data`. - self.X and self.y are no longer used - fit data is not stored in idata, because this could lead to data sharing issues - 'model_coords' are now saved in `idata.attrs`. This enables reconstruction of the correct computation graph if correct test X is provided. --- notebooks/modelbuilder_example.ipynb | 541 +++++++++++++++++++++++++++ pymc_experimental/model_builder.py | 86 +++-- 2 files changed, 589 insertions(+), 38 deletions(-) create mode 100644 notebooks/modelbuilder_example.ipynb diff --git a/notebooks/modelbuilder_example.ipynb b/notebooks/modelbuilder_example.ipynb new file mode 100644 index 00000000..eadbba23 --- /dev/null +++ b/notebooks/modelbuilder_example.ipynb @@ -0,0 +1,541 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" + ] + } + ], + "source": [ + "from typing import Dict\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import networkx as nx\n", + "import numpy as np\n", + "import pandas as pd\n", + "from pandas import DataFrame, Series\n", + "import pymc as pm\n", + "from pymc import model_to_networkx, model_to_graphviz\n", + "from pymc_experimental.model_builder import ModelBuilder" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "class HierarchicalModel(ModelBuilder):\n", + "\n", + " _model_type = \"HierarchicalModel\"\n", + " version = \"0.01\"\n", + " def _data_setter(self, X, y=None):\n", + " with self.model:\n", + " pm.set_data({\"x\": X[\"x\"].values})\n", + " try: # if y values in new data\n", + " pm.set_data({\"y\": y.values})\n", + " except: # dummies otherwise\n", + " pm.set_data({\"y\": np.zeros(len(X))})\n", + "\n", + " @property\n", + " def output_var(self):\n", + " return \"target\"\n", + "\n", + " @property\n", + " def default_model_config(self) -> Dict:\n", + " return {\"mu_mu_a\": 0, \"sigma_mu_a\": 10, \"sigma_a\": 10, \"mu_mu_b\": 0,\"sigma_mu_b\": 10, \"sigma_b\": 10, \"sigma_sigma\": 3}\n", + "\n", + " @property\n", + " def default_sampler_config(self):\n", + " return {\n", + " 'draws': 1_000,\n", + " 'tune': 1_000,\n", + " 'chains': 1,\n", + " 'cores': 1,\n", + " 'target_accept': 0.95,\n", + " }\n", + " \n", + " def save_model_coords(self, X, y):\n", + " group = X['group'].unique().tolist()\n", + " self.model_coords = {'group':group}\n", + "\n", + "\n", + " def preprocess_model_data(self, X: DataFrame | Series, y: Series = None) -> None:\n", + " X_prep = X.copy()\n", + " X_prep['x'] = (X_prep['x'] - X_prep['x'].mean())/X_prep['x'].std()\n", + " y_prep = y\n", + " return X_prep, y_prep\n", + "\n", + " def build_model(self, X: DataFrame, y: Series, **kwargs) -> None:\n", + " with pm.Model(coords = self.model_coords) as self.model:\n", + " # Data\n", + " X_ = pm.MutableData(\"x\",X[\"x\"].values)\n", + " target_ = pm.MutableData('y',y)\n", + " group_indices = np.array([self.model_coords['group'].index(item) for item in X[\"group\"]])\n", + "\n", + " # hyperparams\n", + " mu_mu_a = self.model_config['mu_mu_a']\n", + " sigma_mu_a = self.model_config['sigma_mu_a']\n", + " sigma_a = self.model_config['sigma_a']\n", + "\n", + " mu_mu_b = self.model_config['mu_mu_b']\n", + " sigma_mu_b = self.model_config['sigma_mu_b']\n", + " sigma_b = self.model_config['sigma_b']\n", + " sigma_sigma = self.model_config['sigma_sigma']\n", + "\n", + " # priors\n", + " mu_a = pm.Normal('mu_a', mu_mu_a, sigma_mu_a)\n", + " xi_a = pm.Normal('xi_a', 0,1,dims='group')\n", + " a = pm.Deterministic('a', mu_a + sigma_a*xi_a)\n", + "\n", + " mu_b = pm.Normal('mu_b', mu_mu_b, sigma_mu_b)\n", + " xi_b = pm.Normal('xi_b', 0,1, dims = 'group')\n", + " b = pm.Deterministic('b', mu_b + xi_b * sigma_b)\n", + "\n", + " sigma = pm.HalfNormal('sigma', sigma=sigma_sigma)\n", + "\n", + " # likelihood\n", + " pm.Normal('target', mu=a[group_indices]+b[group_indices]*X_, sigma=sigma, observed = target_)\n", + " \n", + " @property\n", + " def _serializable_model_config(self) -> Dict[str, int | float | Dict]:\n", + " return self.model_config " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_data(n_samples=100, n_groups=2, a = None, b = None):\n", + " if (a is None ) and (b is None):\n", + " a = np.random.randn(n_groups)\n", + " b = np.random.randn(n_groups)\n", + " group = np.random.choice(n_groups, n_samples).astype(int)\n", + " x = np.linspace(start=-5, stop=5, num=n_samples)\n", + " y = a[group] + b[group] * x + np.random.randn(n_samples)\n", + " X = pd.DataFrame({'x':x,'group':group})\n", + " y = pd.Series(y, name='y')\n", + " return X, y, a, b" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y_pred = loaded_model.predict_proba(new_X)\n", + "\n", + "y_pred_mean = y_pred.mean(axis =(0,1))\n", + "y_pred_std = y_pred.std(axis = (0,1))\n", + "\n", + "\n", + "fig = plt.figure()\n", + "for group in X['group'].unique():\n", + " idx = X['group'] == group\n", + " subset = X.loc[idx]\n", + " plt.scatter(subset['x'], y[idx], label = group)\n", + "plt.scatter(x=new_X['x'], y=new_y, label='new data')\n", + "plt.plot(new_X['x'], y_pred_mean, label='predictive mean', color='black', linewidth=2)\n", + "plt.plot(new_X['x'], y_pred_mean+1.96*y_pred_std, label='95% HDI', color='black', linewidth=1)\n", + "plt.plot(new_X['x'], y_pred_mean-1.96*y_pred_std, color='black', linewidth=1)\n", + "plt.legend()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "38cddf6ddbdd5b2c272b3966d7ba771f190788ab997f447ea08a7b503dd704a6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/pymc_experimental/model_builder.py b/pymc_experimental/model_builder.py index bd30b163..9595c197 100644 --- a/pymc_experimental/model_builder.py +++ b/pymc_experimental/model_builder.py @@ -74,8 +74,8 @@ def __init__( sampler_config = self.default_sampler_config if sampler_config is None else sampler_config self.sampler_config = sampler_config model_config = self.default_model_config if model_config is None else model_config - self.model_config = model_config # parameters for priors etc. + self.model_coords = None self.model = None # Set by build_model self.idata: Optional[az.InferenceData] = None # idata is generated during fitting self.is_fitted_ = False @@ -172,7 +172,7 @@ def default_sampler_config(self) -> Dict: -------- >>> @classmethod >>> def default_sampler_config(self): - >>> Return { + >>> return { >>> 'draws': 1_000, >>> 'tune': 1_000, >>> 'chains': 1, @@ -187,13 +187,10 @@ def default_sampler_config(self) -> Dict: raise NotImplementedError @abstractmethod - def generate_and_preprocess_model_data( - self, X: Union[pd.DataFrame, pd.Series], y: pd.Series - ) -> None: + def preprocess_model_data(self, X: Union[pd.DataFrame, pd.Series], y: pd.Series = None) -> None: """ Applies preprocessing to the data before fitting the model. if validate is True, it will check if the data is valid for the model. - sets self.model_coords based on provided dataset Parameters: X : array, shape (n_obs, n_features) @@ -202,17 +199,16 @@ def generate_and_preprocess_model_data( Examples -------- >>> @classmethod - >>> def generate_and_preprocess_model_data(self, X, y): + >>> def preprocess_model_data(self, X, y): >>> x = np.linspace(start=1, stop=50, num=100) >>> y = 5 * x + 3 + np.random.normal(0, 1, len(x)) * np.random.rand(100)*10 + np.random.rand(100)*6.4 >>> X = pd.DataFrame(x, columns=['x']) >>> y = pd.Series(y, name='y') - >>> self.X = X - >>> self.y = y + >>> return X, y Returns ------- - None + pd.DataFrame, pd.Series """ raise NotImplementedError @@ -258,6 +254,23 @@ def build_model( """ raise NotImplementedError + def save_model_coords(self, X: Union[pd.DataFrame, pd.Series], y: pd.Series): + """Creates the model coords. + + Parameters: + X : array, shape (n_obs, n_features) + y : array, shape (n_obs,) + + Examples + -------- + def set_model_coords(self, X, y): + group_dim1 = X['group1'].unique() + group_dim2 = X['group2'].unique() + + self.model_coords = {'group1':group_dim1, 'group2':group_dim2} + """ + self.model_coords = None + def sample_model(self, **kwargs): """ Sample from the PyMC model. @@ -339,6 +352,7 @@ def set_idata_attrs(self, idata=None): idata.attrs["version"] = self.version idata.attrs["sampler_config"] = json.dumps(self.sampler_config) idata.attrs["model_config"] = json.dumps(self._serializable_model_config) + idata.attrs["model_coords"] = json.dumps(self.model_coords) # Only classes with non-dataset parameters will implement save_input_params if hasattr(self, "_save_input_params"): self._save_input_params(idata) @@ -432,18 +446,12 @@ def load(cls, fname: str): model_config=model_config, sampler_config=json.loads(idata.attrs["sampler_config"]), ) + model.model_coords = json.loads(idata.attrs["model_coords"]) model.idata = idata - dataset = idata.fit_data.to_dataframe() - X = dataset.drop(columns=[model.output_var]) - y = dataset[model.output_var] - model.build_model(X, y) - # All previously used data is in idata. - if model.id != idata.attrs["id"]: raise ValueError( f"The file '{fname}' does not contain an inference data of the same model or configuration as '{cls._model_type}'" ) - return model def fit( @@ -462,7 +470,7 @@ def fit( Parameters ---------- - X : array-like if sklearn is available, otherwise array, shape (n_obs, n_features) + X : pd.DataFrame (n_obs, n_features) The training input samples. y : array-like if sklearn is available, otherwise array, shape (n_obs,) The target values (real numbers). @@ -492,26 +500,15 @@ def fit( if y is None: y = np.zeros(X.shape[0]) y = pd.DataFrame({self.output_var: y}) - self.generate_and_preprocess_model_data(X, y.values.flatten()) - self.build_model(self.X, self.y) + X_prep, y_prep = self.preprocess_model_data(X, y.values.flatten()) + self.save_model_coords(X_prep, y_prep) + self.build_model(X_prep, y_prep) sampler_config = self.sampler_config.copy() sampler_config["progressbar"] = progressbar sampler_config["random_seed"] = random_seed sampler_config.update(**kwargs) self.idata = self.sample_model(**sampler_config) - - X_df = pd.DataFrame(X, columns=X.columns) - combined_data = pd.concat([X_df, y], axis=1) - assert all(combined_data.columns), "All columns must have non-empty names" - with warnings.catch_warnings(): - warnings.filterwarnings( - "ignore", - category=UserWarning, - message="The group fit_data is not defined in the InferenceData scheme", - ) - self.idata.add_groups(fit_data=combined_data.to_xarray()) # type: ignore - return self.idata # type: ignore def predict( @@ -526,7 +523,7 @@ def predict( Parameters --------- - X_pred : array-like if sklearn is available, otherwise array, shape (n_pred, n_features) + X_pred : pd.DataFrame (n_pred, n_features) The input data used for prediction. extend_idata : Boolean determining whether the predictions should be added to inference data object. Defaults to True. @@ -545,9 +542,12 @@ def predict( >>> prediction_data = pd.DataFrame({'input':x_pred}) >>> pred_mean = model.predict(prediction_data) """ - + synth_y = pd.Series(np.zeros(len(X_pred))) + X_pred_prep, y_synth_prep = self.preprocess_model_data(X_pred, synth_y) + if self.model is None: + self.build_model(X_pred_prep, y_synth_prep) posterior_predictive_samples = self.sample_posterior_predictive( - X_pred, extend_idata, combined=False, **kwargs + X_pred_prep, extend_idata, combined=False, **kwargs ) if self.output_var not in posterior_predictive_samples: @@ -652,6 +652,7 @@ def get_params(self, deep=True): return { "model_config": self.model_config, "sampler_config": self.sampler_config, + "model_coords": self.model_coords, } def set_params(self, **params): @@ -660,6 +661,7 @@ def set_params(self, **params): """ self.model_config = params["model_config"] self.sampler_config = params["sampler_config"] + self.model_coords = params["model_coords"] @property @abstractmethod @@ -682,7 +684,11 @@ def predict_proba( **kwargs, ) -> xr.DataArray: """Alias for `predict_posterior`, for consistency with scikit-learn probabilistic estimators.""" - return self.predict_posterior(X_pred, extend_idata, combined, **kwargs) + synth_y = pd.Series(np.zeros(len(X_pred))) + X_pred_prep, y_synth_prep = self.preprocess_model_data(X_pred, synth_y) + if self.model is None: + self.build_model(X_pred_prep, y_synth_prep) + return self.predict_posterior(X_pred_prep, extend_idata, combined, **kwargs) def predict_posterior( self, @@ -710,9 +716,13 @@ def predict_posterior( Posterior predictive samples for each input X_pred """ - X_pred = self._validate_data(X_pred) + synth_y = pd.Series(np.zeros(len(X_pred))) + X_pred_prep, y_synth_prep = self.preprocess_model_data(X_pred, synth_y) + if self.model is None: + self.build_model(X_pred_prep, y_synth_prep) + posterior_predictive_samples = self.sample_posterior_predictive( - X_pred, extend_idata, combined, **kwargs + X_pred_prep, extend_idata, combined=False, **kwargs ) if self.output_var not in posterior_predictive_samples: From 1198415a9c9164cb41480d90b98850851f81c4b9 Mon Sep 17 00:00:00 2001 From: "Stijn de Boer (imec-OnePlanet)" Date: Wed, 16 Aug 2023 17:14:00 +0200 Subject: [PATCH 8/9] Revised modelbuilder Revised version addressing all (or at least most) of the feedback. Comments: * I decided to split the `extract_model_coords` into `set_model_coords_from_data` and `set_model_coords_from_idata`. The former is abstract, the latter has a sensible default implementation. Both are now setters, but could also return the dict. It made no sense to combine them in the end. * The `set_model_coords_from_idata` is called in `load`, and not in `predict`. * Wrote a little `is_fitted` property --- notebooks/modelbuilder_example.ipynb | 63 +++++++++++++++------------- pymc_experimental/model_builder.py | 60 ++++++++++++++++---------- 2 files changed, 72 insertions(+), 51 deletions(-) diff --git a/notebooks/modelbuilder_example.ipynb b/notebooks/modelbuilder_example.ipynb index eadbba23..2930ec17 100644 --- a/notebooks/modelbuilder_example.ipynb +++ b/notebooks/modelbuilder_example.ipynb @@ -62,16 +62,18 @@ " 'target_accept': 0.95,\n", " }\n", " \n", - " def save_model_coords(self, X, y):\n", + " def set_model_coords_from_data(self, X):\n", " group = X['group'].unique().tolist()\n", " self.model_coords = {'group':group}\n", - "\n", - "\n", - " def preprocess_model_data(self, X: DataFrame | Series, y: Series = None) -> None:\n", + " \n", + " @classmethod\n", + " def preprocess_model_data(self, X: DataFrame | Series, y: Series = None):\n", " X_prep = X.copy()\n", " X_prep['x'] = (X_prep['x'] - X_prep['x'].mean())/X_prep['x'].std()\n", - " y_prep = y\n", - " return X_prep, y_prep\n", + " if y is None:\n", + " return X_prep\n", + " return X_prep, y.copy()\n", + "\n", "\n", " def build_model(self, X: DataFrame, y: Series, **kwargs) -> None:\n", " with pm.Model(coords = self.model_coords) as self.model:\n", @@ -93,11 +95,11 @@ " # priors\n", " mu_a = pm.Normal('mu_a', mu_mu_a, sigma_mu_a)\n", " xi_a = pm.Normal('xi_a', 0,1,dims='group')\n", - " a = pm.Deterministic('a', mu_a + sigma_a*xi_a)\n", + " a = pm.Deterministic('a', mu_a + sigma_a*xi_a, dims='group')\n", "\n", " mu_b = pm.Normal('mu_b', mu_mu_b, sigma_mu_b)\n", " xi_b = pm.Normal('xi_b', 0,1, dims = 'group')\n", - " b = pm.Deterministic('b', mu_b + xi_b * sigma_b)\n", + " b = pm.Deterministic('b', mu_b + xi_b * sigma_b, dims='group')\n", "\n", " sigma = pm.HalfNormal('sigma', sigma=sigma_sigma)\n", "\n", @@ -135,7 +137,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -144,7 +146,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -211,7 +213,7 @@ "\n", "
\n", " \n", - " 100.00% [2000/2000 01:41<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [2000/2000 02:04<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -226,7 +228,7 @@ "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 102 seconds.\n", + "Sampling 1 chain for 1_000 tune and 1_000 draw iterations (1_000 + 1_000 draws total) took 124 seconds.\n", "Only one chain was sampled, this makes it impossible to run some convergence checks\n", "Sampling: [mu_a, mu_b, sigma, target, xi_a, xi_b]\n", "Sampling: [target]\n" @@ -289,9 +291,9 @@ "outputs": [ { "data": { - "image/svg+xml": "\n\n\n\n\n\n\n\ncluster2\n\n2\n\n\ncluster1000\n\n1000\n\n\nclustergroups (2)\n\ngroups (2)\n\n\n\ntarget\n\ntarget\n~\nNormal\n\n\n\ny\n\ny\n~\nMutableData\n\n\n\ntarget->y\n\n\n\n\n\nx\n\nx\n~\nMutableData\n\n\n\nx->target\n\n\n\n\n\nmu_b\n\nmu_b\n~\nNormal\n\n\n\nb\n\nb\n~\nDeterministic\n\n\n\nmu_b->b\n\n\n\n\n\nmu_a\n\nmu_a\n~\nNormal\n\n\n\na\n\na\n~\nDeterministic\n\n\n\nmu_a->a\n\n\n\n\n\nsigma\n\nsigma\n~\nHalfNormal\n\n\n\nsigma->target\n\n\n\n\n\nxi_a\n\nxi_a\n~\nNormal\n\n\n\nxi_a->a\n\n\n\n\n\nxi_b\n\nxi_b\n~\nNormal\n\n\n\nxi_b->b\n\n\n\n\n\na->target\n\n\n\n\n\nb->target\n\n\n\n\n\n", + "image/svg+xml": "\n\n\n\n\n\n\n\nclustergroup (2)\n\ngroup (2)\n\n\ncluster1000\n\n1000\n\n\n\ntarget\n\ntarget\n~\nNormal\n\n\n\ny\n\ny\n~\nMutableData\n\n\n\ntarget->y\n\n\n\n\n\nx\n\nx\n~\nMutableData\n\n\n\nx->target\n\n\n\n\n\nmu_a\n\nmu_a\n~\nNormal\n\n\n\na\n\na\n~\nDeterministic\n\n\n\nmu_a->a\n\n\n\n\n\nsigma\n\nsigma\n~\nHalfNormal\n\n\n\nsigma->target\n\n\n\n\n\nmu_b\n\nmu_b\n~\nNormal\n\n\n\nb\n\nb\n~\nDeterministic\n\n\n\nmu_b->b\n\n\n\n\n\nxi_a\n\nxi_a\n~\nNormal\n\n\n\nxi_a->a\n\n\n\n\n\na->target\n\n\n\n\n\nb->target\n\n\n\n\n\nxi_b\n\nxi_b\n~\nNormal\n\n\n\nxi_b->b\n\n\n\n\n\n", "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -309,6 +311,13 @@ "metadata": {}, "outputs": [], "source": [ + "# zero-out all data\n", + "for i in model.idata.constant_data.data_vars:\n", + " model.idata.constant_data[i] *= 0\n", + "for i in model.idata.observed_data.data_vars:\n", + " model.idata.observed_data[i] *= 0\n", + "\n", + "\n", "model.save('temp_model.nc')" ] }, @@ -389,20 +398,10 @@ }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "y_pred = loaded_model.predict(new_X)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": 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Pnj0YMWKE7P1ffvll7NmzBxs2bMD27duxe/dupKam2hxTV1eHRYsW4cSJE1i/fj0uXrxoESjt2rXDTz/9BAA4d+4csrOz8f77fLV7RUUFZs2ahaNHj2Lnzp3Q6XS44447wLIqn0goFApFQItpXEOgKqY44I81ZNfK2KltDIFUzY/w2Na5/EBGV2pd3FEw7AI0baQBE2vCkpQl4CR+EDlwYMBgacpSjGo3yiMppN69e2P+/PkAgK5du2LFihXYuXMnRo8ejX379iElJQV5eXnw9fUFACxbtgzr16/HunXr8MQTT2DkyJHYvXs3XnrpJezevRujR4/G2bNnsW/fPiQlJWH37t145ZVXJO9dXl6Ozz//HGvWrMGtt94KgBdT1113nc1xjz76qOX/O3XqhA8++AADBw5EeXk52rRpg7Aw3lcgKirKpublrrvusrnOF198gcjISKSnpyM+Pt61N45CobQO3GUa5y5I2qBrSsmudXytzBPm/ejX2XzdjU4vnabyDwXAaJ8YLUdQLC9cPJGCI4CKFw2k5qU6RFzEcOCQU5mD1LxUDDQOdPv9e/fubfN1TEyMJSVz4sQJlJeXIzw83OaYqqoqS/plxIgR+Pzzz2EymbBnzx6MGTMGRqMRu3fvRu/evXH+/HmMHDlS8t4ZGRmora3FoEGDLI+FhYWhW7duNscdO3YMCxYswIkTJ1BcXGyJnFy6dAlxcXGyr+2vv/7C66+/jsOHD6OgoMDmPCpeKBQKEe4wjXMnDVnIWnYV+H0ZENVDuubH5SGMABIXAcGx7isYdgEqXjSQX5nv1uO04u3tbfM1wzCWTb68vBwxMTGWtJAYIcJx8803o6ysDKmpqfj999/x1ltvwWg0YsmSJejTpw9iY2PRtWtXp9dXUVGBsWPHYuzYsfjmm28QGRmJS5cuYezYsaitrVU8d8KECWjfvj0+++wzxMbGgmVZxMfHq55HoVAoFgTTuNJsSKdqGP75hqrRaOhC1t1vmV1z3TG4SIKaUqDXc565tkaoeNFApCHSrce5k/79+yMnJwdeXl7o0KGD5DEhISHo3bs3VqxYAW9vb3Tv3h1RUVG47777sHnzZsV6l86dO8Pb2xuHDx/G9ddfDwAoLi7Gn3/+aTnv7NmzKCwsxJIlSyyFv0KBsICPjw8AwGSyFswVFhbi3Llz+OyzzzB8OF+tv2+fGyaeUiiU1oVgGvfDFPA1GeJNvBFqNFTFlAdwV1pICjkj4UaAFuxqoH9Uf0QbosHIfAcZMDAajOgf1b+BVwYkJiZiyJAhmDx5MrZv346LFy/iwIED+Ne//mUjIEaOHIlvvvnGIjjCwsLQo0cPfP/994ripU2bNnjsscfw8ssv47fffkNaWhqmTZsGnc76I3T99dfDx8cHH374IS5cuICNGzdi0aJFNtdp3749GIbB5s2bkZ+fj/LycoSGhiI8PBz/+c9/cP78efz222+YNWuWm98hCoXSKnDVNM7d9J+GBhMunqb9sMZegQUqXjSg1+kxJ2EOADgIGOHr2QmzG8XvhWEY/PLLL7j55pvxyCOP4IYbbsD999+PrKwsREdbQ5cjRoyAyWSyqW0ZOXKkw2NSvP322xg+fDgmTJiAxMREDBs2DAMGDLA8HxkZiVWrVuHHH39EXFwclixZgmXLltlco23btli4cCHmzJmD6OhozJgxAzqdDt999x2OHTuG+Ph4vPDCC3j7bTdMO6VQKK2TuIm8qdvUzcBdn/N/zzzlPuFC4t4rtDXvfss992xs/MPIJ1Y3AAzHcS1EEvKUlpYiODgYJSUlCAoKsnmuuroamZmZ6NixI/z8/Jy+R3JWMpakLLEp3jUajJidMBuJ7ROdvi7FNdz1/aVQKBRZR9zT64EtLwKVBdZj7d175YzyBHwDgZpy+ecZHcBx8s83Bvd+7fGoldL+bQ+teXGCxPaJGNVuFHXYpVAolJaInCNuTF9pU7nSq1b33u7j1S33Ocg8b47oD34WOPih08vXTI9JQMJ0fkL01jlAWbb1ucBY4DYPjVVwASpenESv03ukHZpCoVAojYjseIGr6gZ4W+cAfsHq3i61ZdKPG8KB6wYAJ76Vfj6oLRB/F3DgA+Xra8E/DLjnS2sRc48JyjOamghUvFAoFAqFArg+qLD0CnBhj3Pn+gbyqag/t8kfM+YtIG4C78pL2lXkEwDUVsCx+8rMhPdtxYnSjKYmBC3YpVAoFErrQK3QlsQRV42UT507r0YmGmOBAbbP44cpammHrq0ARs6T6L5q2yB1LJ6CRl4oFAqF0vJRmuwsbODucMStLXf9GpKY5zJl7tV+anhnvvvKPh0E8Ndr4ikiKTwaeenQoQMYhnH48+yzz0oev2rVKodjadcIhUKhUFxCbbKzMNTQ7Y64HnB1c+aSbaKt6aBed/N/n93ivgnVjYBHxcuRI0eQnZ1t+SNMQL7nnntkzwkKCrI5Jysry5NLpFAoFEpLRnWyM/hCW9ZkdcR1l+gwhKsfo5X2wzSskeHTQ/bjEEjFXBPGo+IlMjISRqPR8mfz5s3o3LmzopMrwzA254gN1igUCoVC0YRqHYs5HZN1wDpeAIBbBMyAqUDv+1y/DgCLEOk4nHCNMuMQtIi5JkyDFezW1tZizZo1ePTRR8Ew8m94eXk52rdvj3bt2mHSpEk4ffq04nVrampQWlpq84dCoVAorQS1IlzSOhbhuO7jgZFzAf8Q19e29x3g5PeuX8deiMiNQBDTxgj0+QdwcS9w8COg3jzkVouYa8I0WMHu+vXrce3aNUybNk32mG7duuGLL75A7969UVJSgmXLlmHo0KE4ffo0rrvuOslzFi9ejIULF3po1a2TDh06YObMmZg5cyYAPhr2888/Y/LkyU5f0x3XoFAoFBukinAN4cC4d4H4yfzXhRlk12oTLe2e6xcMcCxBN5AHCYrlhYu4MyhuIi+0hCJcQwTAMEBFPl/Pkr4eOPGN9fjtrwJDZgAxfcju6Y7iZQ/SYOLl888/x2233YbY2FjZY4YMGYIhQ4ZYvh46dCh69OiBTz/91GHAn8DcuXNthviVlpZaJhpT3EN2djZCQ0OJjl2wYAHWr1+P48ePO30NCoVCUUXOTK6yEFg3Fbj6HJC4ADj2pfq1gtry/ipSrrbVJe5YrXYMEUDve4Fu4+S7gKQ8Wba/Bpz+n+OxHMub2/W8k+z+bi9edi8NIl6ysrKQnJyM//1P4g1VwNvbG/369cP58+dlj/H19YWvr6+rS9QMZzKh8ugx1OfnwysyEoYbB4DRN50Ws9raWvj4+LjlWkajsUlcg0KhUACQmckd+ADwNtha3cvRdqC6Hb9PoLwzricY9441ekRKfS1wcIXyMafX85b/ZdmQHVEQFOtY5NvEaJCaly+//BJRUVEYP368pvNMJhNOnTqFmBiFvF4jULp9O87fmohLU6fi6ksv4dLUqTh/ayJKt2/32D1HjhyJGTNmYMaMGQgODkZERARee+01CHM1O3TogEWLFmHKlCkICgrCE088AQDYt28fhg8fDn9/f7Rr1w7PPfccKioqLNfNy8vDhAkT4O/vj44dO+Kbb75xuDfDMFi/fr3l67///hsPPPAAwsLCEBAQgBtvvBGHDx/GqlWrsHDhQpw4ccLS6r5q1SrJa5w6dQq33HIL/P39ER4ejieeeALl5VZ/hGnTpmHy5MlYtmwZYmJiEB4ejmeffRZ1dXVufFcpFEqTRq6ehdRMbt9ysvucWa9+TG2ZeveQTyDZ/VQxG9JpLZo98hkfYVGEBTqPtN7H/r6AY5FvE8Tj4oVlWXz55ZeYOnUqvLxsAz1TpkzB3LlzLV+/8cYb2L59Oy5cuIDU1FQ89NBDyMrKwuOPP+7pZRJTun07rjw/E/U5OTaP1+fm4srzMz0qYFavXg0vLy+kpKTg/fffx7vvvov//ve/lueXLVuGPn364I8//sBrr72GjIwMJCUl4a677sLJkyfx/fffY9++fZgxY4blnGnTpuHy5cvYtWsX1q1bh48//hh5eXmyaygvL8eIESNw5coVbNy4ESdOnMArr7wClmVx33334cUXX0TPnj0tre733edYaV9RUYGxY8ciNDQUR44cwY8//ojk5GSbdQHArl27kJGRgV27dmH16tVYtWqVRQxRKJQWTvpGeR8S0noMU7V719T7PvAbvNSmzwBD/0l2nfh7VQ5wsmi2+CLZcdWlwD2rJFx3Y/lC4GbguuvxtFFycjIuXbqERx991OG5S5cuQaez6qfi4mJMnz4dOTk5CA0NxYABA3DgwAHExcV5eplEcCYTct9abB5Vbv8kBzAMct9ajMBbb/VICqldu3Z47733wDAMunXrhlOnTuG9997D9OnTAQC33HILXnzxRcvxjz/+OB588EFL4W3Xrl3xwQcfYMSIEVi5ciUuXbqEX3/9FSkpKRg4kB8y+fnnn6NHjx6ya1i7di3y8/Nx5MgRhIWFAQC6dOlieb5Nmzbw8vJSTBOtXbsW1dXV+OqrrxAQEAAAWLFiBSZMmIClS5da2uNDQ0OxYsUK6PV6dO/eHePHj8fOnTstr5dCobRQZIcjmn1IRs6VPE0SLz+g3k0ipts44PohMk69S/gC2tRV/DqVUjIBYWT3UxNprMnWNTekPdl1z24GrqYCYxYDAeHN0mHX4+JlzJgxltSGPbt377b5+r333sN7773n6SU5TeXRYw4RFxs4DvU5Oag8egwBgxLcfv/BgwfbtJkPGTIE77zzDkwmPrR444032hx/4sQJnDx50iYVxHEcWJZFZmYm/vzzT3h5eWHAgAGW57t3746QkBDZNRw/fhz9+vWzCBdnOHPmDPr06WMRLgBw0003gWVZnDt3ziJeevbsCb1IBMbExODUqVNO35dCoTQDVH1IGODYKsCnDZkVf1RP4Oox19dliLBu7uIuH/tNP2mpWXjZD0I0/+7WMhXavmhWLFYKM8xCSSSi2hgl7itDaTawbhofael1N9l6mhB0tpEG6vPz3XqcuxGLAYBP8Tz55JN47rnnHI69/vrr8eeff2q+h7+/v9Pr04q3t7fN1wzDgGXV8rkUCqVZQ+JDUnYV6PMAcOJb9evF3+ke8TL+HatAEbp8BDFx+mdeaLQbBPiHAoOfBk7+YNtyHRTLT4XeThI1kiialWoLt6c8F+QTsc1CcOscXow1k4iLABUvGvCKjHTrcVo5fPiwzdeHDh1C165dbaITYvr374/09HSbtI6Y7t27o76+HseOHbOkjc6dO4dr167JrqF3797473//i6KiIsnoi4+PjyUSJEePHj2watUqVFRUWATX/v37odPp0K1bN8VzKRRKC4e0nqXzLcCZTcrRF/8wIOEJ4NBHCqkcAnzaAD0m2D4mJSYYnW3BrCGcr5MR2p2Jp1ZztkWzcmk0qfPAAD4BQF0lQfGuqLbGvuW6idNgDrstAcONA+BlNPJGQFIwDLyMRhhuHCD9vItcunQJs2bNwrlz5/Dtt9/iww8/xPPPPy97/OzZs3HgwAHMmDEDx48fx19//YUNGzZYCmO7deuGpKQkPPnkkzh8+DCOHTuGxx9/XDG68sADD8BoNGLy5MnYv38/Lly4gJ9++gkHDx4EwHc9ZWZm4vjx4ygoKEBNTY3DNR588EH4+flh6tSpSEtLw65du/DPf/4TDz/8MB0HQaG0dkj9RQJjgMkrlY+Z8D7g5eO65X9tuW3xrNxsIHuxUFkEHFoJVBXzQoRUmA1+xlo0S9IWbrsIfr3/WEc+mqCJG9JJQcWLBhi9HtHzzCE/ewFj/jp63lyP+b1MmTIFVVVVSEhIwLPPPovnn3/e0hItRe/evbFnzx78+eefGD58OPr164fXX3/dxijwyy+/RGxsLEaMGIE777wTTzzxBKKiomSv6ePjg+3btyMqKgrjxo1Dr169sGTJEkv056677kJSUhJGjRqFyMhIfPutY1jXYDBg27ZtKCoqwsCBA3H33Xfj1ltvxYoVKv4EFAql5aM6HFE0bDBuInDv1+bjRQS15R8XBICcnb6/hto9YYPXJCbsZgWRCrNu46z/TxytsaO6GOj3MNmxTdyQTgqGk6umbaaUlpYiODgYJSUlCAoKsnmuuroamZmZ6NixI/z8/Jy/x/btyH1rsU3xrpfRiOh5cxE0ZozT11Vi5MiR6Nu3L5YvX+6R67cE3PX9pVAojYwlTQJIFr3at/Pad93Idc1IHffT49KOtPZM3cynVjL38m3bWpm6mb/f8nj1bqSZp6zrP7WObxVvqPs1Ikr7tz205sUJgsaMQeCttzZph10KhUJptgiRErmWZHsfEimbfCnsj2NNwKWD6ucJkR7A+RRLea51arVSN5K9QZzmqIio2NeZ+zUTqHhxEkav90g7NIVCoVDAC5QbknjX2OKLQGgHYOB0vobFVYQITOYesvEB/adaN3hnUyyGCD5qY6rlfWrs25zFXjGZe63RoXaD+OeICo4lBIlWIdhMoOKlmWDviUOhUCgtGqlunoMr+EiC2oarlEYiaTm2J7yz9f+Fmhwt3Ut+ocCGp23vGRgDjJzHX1tY49kt5jSPnciIvxs48CFUPVzkBIn9BOpmZkgnBRUvFAqFQmlaqDnsKlnYS4mToFhrxxFRy7Ed4miLYipGhupi/o+Yshxg92L+tXQcrvyaD3zIjx5IW2cngGKBAdNsBZCcICFNrTUTqHihUCgUStNB1WEX8sZqiqLnYXN3kRbhIjNhWS4VQypmANiYxN2QpO4qnPYT8NwJ4PLhFhM9cYVWKV5aWIMVxQz9vlIoHoa0q8cVSFqDpYzVSERPVZH29SgVtNr/zmEY6dl3sphN4o58pu4qXHqFFy4tKHriCq1KvAh285WVlQ1qc09pGCorKwE4jhWgUChuQCkd486iT9JunnO/2G7kzvqhKDFyrvRrk4vwqDraykA6DboZmsl5ilYlXvR6PUJCQpCXlweAN0tj5NxyKc0GjuNQWVmJvLw8hISEyI5LoFAoTuJKDYoAadSGtJvn6JdAlzFAp5u1uddqobKA7/wRr1Wz4y0BoR3IjmuGZnKeolWJFwAwGo0AYBEwlJZDSEiI5ftLoVDcBEk6ZtNzgF8w0GGYtCDRErVpP5SfCVRZqLyu+ipgzWTAJxCYuMIzG3vKf/g/4rW6NcJjrqkZOJ3vpFIzk7OvvWnFtDrxwjAMYmJiEBUVhbq6usZeDsVNeHt704gLheIJSDbrqmLgq4nSgkQtanP3KiAg3DYi0+se4PAnZOurLQPWTQVuuE39WP8wfq1aoybiCJOpVtu5sog8WYT5Sy3QTM5TtKrxABQKhULRiCZ7ejv7ftbk6FvicIrdJGb/UMBUz4sSd3PPav5+Wn1eBPxCgJtfBrb/y/W1BLV19GSRjFBJHNdCoeMBKBQKheIaQo1K/lkNJ4nafwVTNDWRYF/kWlUsfZw7KL3CR3cmreQ7gw59BPy1g7zQtvoaL1zsBZcaQW2BMW85RpjsIykt0EzOU1DxQqFQKBRbnHGhtcBZW5mbWnfMtnnW//cPdV4okQqXwc/wE6K1CJAWZibnKXSNvQAKhUKhNCGEGhVXi1KFyEFTxZMRHgAAA6RvoJETD0HFC4VCoVB43NkG3CYaqFDpGGrRmCNQmXtdvxRr4q9zah3/N2ty/ZrNHJo2olAoFAoPaRuwTxugtlzmSXNbb7tBwDvd3Lq8Zsm6acCED5wvuG0oc8BmBo28UCgUCoWHtEalv9DSa2/yKWrrvXTQOTv+lkZVMZ+GS9+o/Vy5FJ7Quu3MNVsIVLxQKBQKhYe0RqXbOL4dOijG9vGgWGubtDvSJU0dRgdHASfD1jna0j2kAypbaQqJpo0oFAqFwtN+KC9ASJxedXrltl53Tl4JaguMfhP49WXesr+pMPhZ3hlXFU56mKQSqik8J67ZgqCRFwqFQqHw6PR8LQUAafXBAXGT+A2TNVnbenvdzf8t7qppP8w9axr7FjDzFNAmsuGEi38YMOSfyscMfQ4Y+yYfafIPIbuultZx0mObWjt6A0HFC4VCoVCsxE2UTgkx5u3i0MfA6tt551ylmouOw/nCXlcwRACDnnJt8GJQW15oBMWSn1NVBNwwlnfkNUQ4runu1cCYRfzXcROBe74iu25hBvkaSFN4Tbkd3YPQtBGFQqE0JKTTlRsTsdPruV94wWJvzKY2UfrsFoWOJELa3wSc/pl/nwIiyc8zRABJi4HAGOv7m7iAfz1nNvLDFtUoz+UjSj0m8OeVZQMV+fw6AsKtkSeAH0gZGMMfo0TqauDml8i+31pSeK0QKl4oFAqloWistldnBJNOzx/38xMyB9iNAhBfz1Js6iJnNvB/AF4cEA1WZIDb33N8P8XOtSTiRYi46PT8PZPny3/fdHpgwCPA7reUr6mlRkVI4dFhjZLQtBGFQqE0BI3V9pq+kU/xrL6dH7BIkvIR0FI0KubiPtcdeu0pyza3XptFkxT+YfKRIAEhoqFWUbzhaf49Iv2+hXcmex1a0l9yKTxxV1crhUZeKBQKxdOotr3KRDBcRdh47e+rlvIRcKZoNH0jsEml2NVV/ENs7f39Q4FBT5OlZBQjGiJKs4EfHuYFEcn3zVM1KnRYoyRUvFAoFIqnaYy2VxKfkM0vAPXVtrUhYrRuyHJiyd1UFQM977SKBq2buRDR+PUVhToV82tQNNoTfd88WaNChzU6QNNGFAqF4mnc3fZKMuuGxOq/sgD433T5VJJqioXhu3naD+XXsOl5eFy4CJz+H6DzcmzRJiVuInDHp+5ZS3muSps5rVFxN1S8UCgUiqdxR0pBECxb5wLLblCvYdHaWixVe6NlQ/59WcOPA9jyomsOsxX57lmH8H2jNSoNhkfFy4IFC8AwjM2f7t27K57z448/onv37vDz80OvXr3wyy+/eHKJFAqF4nm0RDCkEBfdHvrY0axNSnho9v+QsJxnTXw9yeCnAUO47eHiDZk1Afvf13g/N1BZ4FgsbI9SlMpljxSJ71vcRGBmGjB1M3DX5/zfM09R4eJmPF7z0rNnTyQnJ1tv6CV/ywMHDuCBBx7A4sWLcfvtt2Pt2rWYPHkyUlNTER8f7+mlUigUimdwpe2VqI5EouhXtQZD5jpCDUdVsWNbtyEc6H0fP9tIXGfy+zKgroLwHm5GKcKk1ppOUqfiHyoqDib8vtEaFY/j8bSRl5cXjEaj5U9ERITsse+//z6SkpLw8ssvo0ePHli0aBH69++PFStIZkdQKBRKE8aZlIJi0a09dm3Lqlb/Cpz7Rbo9uLKIj/xkHeDN4zL3AvW1jRN1EZCLnpC0OJOkxSa8T1NBTRCPR17++usvxMbGws/PD0OGDMHixYtx/fXXSx578OBBzJo1y+axsWPHYv369bLXr6mpQU1NjeXr0tJSt6ybQqFQ3I7WtleSolt7xJEIQTDZRx/UOPkDFLuUxGZsPm0aL+oil2rT0pou9x4FxfJRFUGc0HblJoVHxcugQYOwatUqdOvWDdnZ2Vi4cCGGDx+OtLQ0BAYGOhyfk5OD6GhbFR0dHY2cnBzZeyxevBgLFy50+9opFArFI2hJKTgzz8cQ4eio+9wJ4PJh4MwmIEWlw8YQoW0AopYRAEFtgfi7gAMfmh9wpTOJkU+1aW1NJxGVNBXUpPCoeLntttss/9+7d28MGjQI7du3xw8//IDHHnvMLfeYO3euTbSmtLQU7dq1c8u1KRQKpVFxpqB03TQAjG3nT1As74ty5DP183vdDRz+RPt91ejzIDDpQ14EXDdQezRITFBb26iIvVhTmzEkIBaHVJw0KxrUpC4kJAQ33HADzp8/L/m80WhEbq7tJ43c3FwYjUbZa/r6+sLX19et66RQKJQmgTNFt2LnWYHSq8BBwtrBEOm0vkt4+QETllsjGeJIR+Ye4Pe31a/R50Ggyy2OURGpolz/MLJ1lWbbDlikNBsa1OelvLwcGRkZiImJkXx+yJAh2Llzp81jO3bswJAhQxpieRQKhdK0cKXo1lkCIslm/2ihvhr4oI+jh0zH4cDIuer38w/joza97rY1pZMryiX1m9nxKvmcJ0qTwqPi5aWXXsKePXtw8eJFHDhwAHfccQf0ej0eeOABAMCUKVMwd+5cy/HPP/88tm7dinfeeQdnz57FggULcPToUcyYMcOTy6RQKE0dEkfZlopcl5KnCIgC+k+D251y5QZQ6vRA/N3K95vwvmN0RFMnlhProjRpPJo2+vvvv/HAAw+gsLAQkZGRGDZsGA4dOoTIyEgAwKVLl6DTWfXT0KFDsXbtWrz66quYN28eunbtivXr11OPFwqlNaPm1dEasC8ozTsL7CVItWjFP4yfpuzuidAAZAdQpm8UFfBKIMwwsseZTiwt66I0aRiO4xpoEEXDUFpaiuDgYJSUlCAoKKixl0OhUFxB1qDNnGJorT4bmXt5t92GpOedvLcLAEezNo4XPqTpmqmb+fQPa+LTNmoiREqsnlrHj0dwJ8K6KI2Clv2bzjaiUChNE5KpyGIr+9aE6rgBreh4J1lZGL7V+p5VMmZtXwMvnweGv0x2O6HLhzR6UnrVDeMPNKyL0uRp0G4jCoVCIUarV0dLQ9z+a4gAGIYfJCh028iOG3CCm18Bfl+icID5vTaE83N75PxQOo0gS2cJwkOrWNA0/sBs7e/tR55e8oQgongEKl4oFErThHRja4mflqXqfMQIaRQpZ1ifQKC2jPxe/mFARGeyY8uylf1QKgrVryF2xdUkFuzEKsm8qAnvAxwLbJ4FVCmtjeHfU7nBmJQmBxUvFAqlaUK6sTXWp2V7YzR32cWTDGIUOmTu/coxElKRz9eCcCzZ/aqK+HNI2DqX92yRm8O0fa7j4/b0e5ivnWkTDbQbpN3HhmT8gWDtDwA/TlO5tspgTEqThIoXCoXSNCFJCzTWp2VJY7QQYNAzwM0vOb8JErf/2nXICJGQ9I3AukcJzrfj0iGy4yoLgB8eBu5eDcRPtn2OtH5ljyg9FRTLt0krdRvZYy9W5az9Ab4YWO29sJ9hRGkW0IJdCoXSNCGZ+NsYn5ZljdGu8QML3+7ivGeIpvZfuynSrvienNG43p8eAU6vt/XfubBH+31Ls3nhMvSfQKCajw0jP4hRSGWJTexI38tJH1Ph0gyhkRcKhdJ0IZ3421CQCISqImtKR+v6nKnf0dq54w44Fvhxqrb2aOkLAWCAtJ+A508C+96znVhtwQmxSvpeahlCSWkyUPFCoVCaNiQTfxsKYoHASZueqdXJOFO/U5jB/90YhcsuCRcBcwTp8mFg5Gwgqod7xGpTr5miuAQVLxQKpenTVCb+ahEIpVf46cyDnuLXT+IU7Mwgxt2L+Q2/uW/CwnvrLrHalGumKC5Da14oFAqFFK0CYds8vmh0+2vSdTL2c3WcHcT462zAVKdiNAe+jbqpIn5vpWpYtNJUa6YoboGKFwqF0vpwdtCjxdlWA6VXgQMfgNgpWPMgRg4ouwqsuQOoKpY5huH/DP2npqW7xM0vA3d9Djy8gWxqtCciIHLvZVBs6x0t0UKgs40oFErrQip9YwgHet8HdBunnqJI38i3C7ub4S/zDrXC/YX6mDMbgZT/uHZt7zbAkBm8Gd3WuUBlIdw+Ndoe8Zwgkvfs3q89JyY85clDcSta9m8qXigUSuuBxACOZGJ1+kZg03MKkQ4XsL9/Qw9h7DEJiLiBFx6VhcC6RzRewFxLMvOUVSCwJr6FXLbAV+IcSquDDmb0ICaWw8GMQmw4fgUHMwphYluU9qNQWi6kPiil2XyUYPdS+bRS3ETg5Qxg5Dz1OhOt2NfBuH0IowyMeTs4s4GfT7T+KUDnBdz9pfU59Yvwf9nXkmQdUOlMsvOsoVBUoN1GGtialo2Fm9KRXVJteSwm2A/zJ8QhKZ40P02hUBoFLW3OgK3fiDgaIk5BtB8KDHsBOPIZX5zrFuzccxVn+LgR+3ECgojzCSQfNSDX0tya51RRPAIVL4RsTcvG02tSHX5t5JRU4+k1qVj5UH8qYCiUpowrG6MQDRn6TyBtnWO785jF2lucFTFHIn77P6DzKF7ESJn1eRTz6yAd8njzy8DIudJpH+q5QnEzNG1EgInlsHBTulKvABZuSqcpJAqlKePSxsjxfw58IN3uvG4aP6PH3ex7h693WR7Pfz0zjS+Evfll99/LVTqOkK9XUU19KVj/UygSUPFCQEpmkU2qyB4OQHZJNVIy3eE2SaG0MJxtS3Y3HqsdMX9oSfsJuGcVwYweJyi9ykd+zm7hC2kju7v/Hk5DIDyo5wrFzVDxQkBembxwEZNTUuXhlVAozYz0jXzUYPXtwE+PWaMIzg4udAWbDdTdmNM8hnDghdN8Ia8nEPxgmlp6hUR4UM8VihuhNS8ERAX6ER23aMsZ+Pvoae0LhQLItyUL9SONsWHJDXp0F+W5/CYuN6PHJUQdORbr+4aqf5GB0fH+MaTfx6Y0p4rSrKE+LwSYWA7Dlv6GnJJqxVI8IRhKi3cprR7WxEdYZDfXRvb1EDqGzv0CnPzBfZOFxcZs4vsIG3VlIbBtrt37orGD6K7Pedt8T5nlaYahkROKW6AmdR4wqZPrNrKHAWAM9sO+2bdAr2NgYjmkZBYhr6waUYF+SOgYBr3Ow34NFEpjQ2qsZr/ZewI1d1WxkDn0sZM30SDG7NdjqgfWTCa/1di3rMMet87VvmZGR976THZBajBHcQta9m+aNiIkKT4GKx/qj3k/n0JRRZ3sceLi3ZKqWuoLQ2mdNBVfD5JJzjo9L2h+fkL5Wl5+QL1U/Zv5w8iYt3jRlrWP/0XQcTjQYZjjhm4/IZs1aUsBbZsH/P5vYNAzwA1J2sWLIFyuvwm4tF/budIXtKazmsLkb0qrgIoXDSTFx6CqjsUL3x9XPXZHeg6+3H+R+sJQWidNwddDS80NiYGdpHABLzzi7wK2zLQdF7D3bX7g4IT3lVMqNiZ0hIHwqmu8iZ5fKP+nWuuYAgbIO63xHBWowRylAaHdRhoxBpEV764/fpX6wlBaL43t66E4CkBikrOzG+/IeXwa58AH0nOOqor4uhS17ipLJ47GidXVxU4IFwDggOprTpynQFPrgKK0aKh40UhCxzDEBPsp/UpGWIA3iipqZa9BfWEoLZ7G9vVQjaTYzdJxduM9/Cnw6xz148RCSY64icDYxc6tw1ncMpeJGsxRGh4qXjSi1zGYPyEOgOyvZNzRty3RtXak57hvYXbQAZKURqcxfT201tw4a2BXVQiUZ6sfRzJ0kDXxnUgNSadRUH/NjMz/i76mBnOUBobWvDiBULxrX4xrNBfjBvv74PP9F1Wv88X+i0joGOb22hc6QJLSZGgsXw/SSIohgv+7IYYfnhFNiZZ6/cSDI93I5cO8K7BD+7YIYdgiIFP8LDGIkULxMLRV2gXk2qAFXxilkQKAY1u1O5Br6aYeNJRWhcVnRmVQon3nkVR3kruxv6fAqXW8C7FLOCG8pm7mBZUgMA0RAMMAFfmOYlOt7ZxCcQHaKt1A6HUMhnQOl3x8/oQ4PLUmVfF8ce2L1HW0ojZAkgFfKDw6zki9ZigtG52eH5R44APl44SZQUIaq/t4wDeIb3dmWSB1FVBZBLdGYuQchl0pePUPBzrcBGT8BtSWaztXcAUmaXMmPY5C8TBUvLgBqQhMUnwMHrupA1H6iHR2khpaBki6QyxRKE2W9I3qwkXM1jm8/4l9+sQ/FO5PIZk/Smydw/u0XD5sjXgExapHi6SoKrSmpQDAOwCImwyc+Eb9XNolRGmGUPHiJIJg2ZGeg/XHr9p0Fwn1JYlxRiLxQjo7SQ1SEZRXVk2dfyktF0ubNCnmzqMfpzo+VXXNXauSvue7PWxHE7hLLNVV8MLFP8zcwi11TbMzLu0SojRDqHhxAqmCWDGCEd1H/+iHmGA/2ZlIDIDoIF+wHIcNx6+4LCJIRdDFgkqHmhylgl4qdCjNCrcWvnq4JNB+ppKUV4wcPoFAbRnhwfa1MLRLiNK88WjB7uLFi/G///0PZ8+ehb+/P4YOHYqlS5eiW7dusuesWrUKjzzyiM1jvr6+qK4miyp4umBX64yj18bH4dm1fO2L/a8ODkCIwRvXKq3jBlzpClIbIMkACDZ4o6Syjrigtyl0LplYE1LzUpFfmY9IQyT6R/WHnv7Cbb2oFY26pfC1BTFyHl+7Y9Ml1JZ2CVGaHE2mYHfPnj149tlnMXDgQNTX12PevHkYM2YM0tPTERAQIHteUFAQzp07Z/maYZrGp3ylglh7hPqS0AAfybbqYLNoEQsXmM95ak0qXkjsihm3dJWNcMht6PMnxOHpNamSn7OEr0kLeuWEWkOOOEjOSsaSlCXIrbT6dkQbojEnYQ4S2yd69N6UBkBr90r6RuDXV4AykbdKYAxw27+tGzGt4bAlvDMwM412CVFaFB4VL1u3brX5etWqVYiKisKxY8dw8803y57HMAyMRqMnl+YUagWxUuSVVWNS37YYHWe0pF4iAnzx4o8nAMgPeHwv+S98m3IZCybyEQ5x6ubvmhT8fOkjyQ09KT5R1oPm/oHt8F7yX7L3FBf0JnQMa/TOpeSsZMzaPQuc3SryKvMwa/csvDvyXSpgmjMkQxPtj//hYcfHy7L5x+/9mj9PMJxzpvC1ueAbBNSUkh3bJpp2CVFaHA1a81JSUgIACAsLUzyuvLwc7du3B8uy6N+/P9566y307NlT8tiamhrU1NRYvi4tJfwH7QTOdAUJdSjituqDGYXIKVW/Vk4pH+F44uaO2HgiG9kl1fAKTINf2zV8mkekGcQbelJ8oo1YEupUNp8kqwPIK6tu9M4lE2vCkpQlDsKFvzcHBgyWpizFqHajaAqpOSI7NPEqL0QGPwN0G2eNELAmYNNzytfc9Dzf6mwxnJMQOp7GPwww1Sq3K2uqVZHh9veAX17hu4yUoLb9lBZKg40HYFkWM2fOxE033YT4+HjZ47p164YvvvgCGzZswJo1a8CyLIYOHYq///5b8vjFixcjODjY8qddu3aeegmau4JignnRYE+yhrEAHIBPf880CwkWvtGb+CcY++P4TWBpylKYWBP0OgYJHUMQa7yKYuYwUvOOIqKNN9E9IwJ8sf98gfqBAHJKqjwyhiA1L9UmsmQPBw45lTlIzVP20qE0MKwJyNzL151k7pWe56M4NNHMoY+B1bfzRnPpG/lrqRWzVhUBGbv5Y+urAd9AV14JGYGxfE3JXZ/zZm8vngP8VGrtdN78eVpHEQh0GwfseE1duAC0IJfSYmmwyMuzzz6LtLQ07Nu3T/G4IUOGYMiQIZavhw4dih49euDTTz/FokWLHI6fO3cuZs2aZfm6tLTUIwLGxHJgWQ4BPnpU1MoNWGOhN2SC8SoDVx+I126/0yGlYmI5/Hz8ilNr0BsyofMukX1evKGX1JRI1opERo9DQW43xYLeF388QRQZAoBFW85ItomT1sLIdTLlV+YTnU96HKUBIE0DaekGEgzdehAWlv44RbtJm4BPIKD3Iu/48WkDPH8C8PKxPpa5V/21VRcBbCCsCViJLqCh/wTS1tleyycQ6JIIpK+HajrMPwyY8D4tyKW0WBpEvMyYMQObN2/G77//juuuu07Tud7e3ujXrx/Onz8v+byvry98fX3dsUxZ1FqjAcArMA2+0ZtsxMW7ZzfCJ8i2sDQlswhFFfK1LkowXmSh5l2XdmHNmTWStSJc2JfQVz4EU1m8ZEEvX0BMvj776dlainmVOpkiIyKJ7h9pIDuO4mFk00ASbrKkQxMBWDb4jN/IDndWuADaUzm15bzBnLiWhPS1CffyD+UjRgLiWUGJC4DflwGHV/KCqrYMSP9Z+bo+gXztT6ebacSF0qLxaNqI4zjMmDEDP//8M3777Td07NhR8zVMJhNOnTqFmJjGmccjdNyoCRe/tmvAeNlGRYQ6lOSsZOtjLrjpcvVkYfDNFzYr1orEdNyG6GAfm+eig3wRYiBLKymu0fz3wk3piikkufdVED/5+TGINkSDkQmtM2BgNBjRP6q/y2umuIhiGsj82NY51hSS5m4gzvUaEU9hL1Y0vTYG8PIDpmy0pp1mnrKKvLNbgN2LtXm/1Jbx0SMqXCgtHI+Kl2effRZr1qzB2rVrERgYiJycHOTk5KCqqspyzJQpUzB3rnUM/BtvvIHt27fjwoULSE1NxUMPPYSsrCw8/vjjnlyqJGSt0dY6FPuObvs6FMA1N11TZUewdcGQc+ZhwCDUNxTFNfK/7DhwuFaXj+VTg/Ht9MF4//6++Hb6YLxzb1+Htm05wgKURY64mFfydajMYAKARZvP4ZWBvEuqvYARvp6dMJsW6zYFVNNAZjfZrAP8l0I3kNaaDx95ewWnYVz8FWgvVjS9Ng4ouwrkpjk+RVIXJIemyBaF0jzxqHhZuXIlSkpKMHLkSMTExFj+fP/995ZjLl26hOxsq2dDcXExpk+fjh49emDcuHEoLS3FgQMHEBcX58mlSmLbccNCb8iAV9Bx6A0ZAFgA1joUOSsaoQ5l7dm1MLEmFLo0x0iHmtwJ/HVlfqfd3ul2oisVVRdgSOdwTOrbFkM6h6OgvEb9JAAzRnXGa7dLd37ZIxdlIu1kCjT1x7sj30WUIcrm+WhDNG2TbkqQbpbCcUI3EABNAmbo85qWRQTHOn9umxj+fHFxss1rI2TbPN5UT1yg7IpLMPW5obQCPFrzQmLeu3v3bpuv33vvPbz33nseWpE2hM1Xqp6FrQvmhQRTT3Stfx/5N1afXo2CrCQAPZxeU31ZPKqvPATf6E1gROvh6kIwIvJxROjbAvha9Tr2tSKkEaGbupDXmMhdU8sMpkl9EzGq3SjqsNuUId0sxcfFTeTrYOwLfCUxz+C5+SUgqgfhOQ1AeQ7wlaggVlycfO9XwOaZQCVBR5AYoUZo8NNOLIjOKqK0HuhsIwWiAv0s9Sz2MF4l8Gu7BrUF5J/+cytzwUWshlfNQ6gvk28XV6O+LB71ZXE2nU2myo7YfF6HzahCYNdgwEu+K0mqViShY5jqHCajqPVb6Vjhefs2caGz6K9csvoFq0eOHgONA4nOoTQCqqZwMptq3ETelyVzL3DsCyB9g/S5gLXlVzgn6wA/RTnlP25+MVpQKU6+Iclx8CLRNRng5A8a10JnFVFaFw3m89IcGdA+GIaYzQAc61mEr71DUsDWBcmmcaTga2RcCFcDAHQwVXZGfWlfmCo7w/qt1KEqZwI4zjG1JDw2xviEQ+RCr2MwfwKfmrMP5Atfz58QB72OsTlWjol9YmzaxLemZWPY0t/wwGeHsGJXhuK5DOQ9cihNEMU0kMqmenYLsOFpGeECXvSIO5WE+3UcTt4+3WDYFSd7+fBmcmCgrb6H4wWPIYL8PKn3iUJpwVDxosCJgj/A6a/J1rMwDKDzLkVdcQIA+ToUx3NKoDdkunGltgipJa4+2OZxrj4Y1Vcewv/2hUl2AiXFx2DlQ/1hDLZN9xiD/Rxan5PiY/DEzfLdY5/+nolFm07jYEYhfjmp3rElYC+UKM0EIVUSZNcVqLSpCu3VcimgkfNsu28AWxM81uRc4a9HsStOlntfSOh9r/l/CF7fmLeocKG0KmjaSAFSAzS2LkKyDkUJUs8WZ5FLLQE6ZEPe1j8pPkZytICU2d7GE9kO54v5fP9FfL7/InQMec+EsYEnVlPciDilozYAULWbhgFSV/N1LgJSJnj+oZA2e2tkxEXMwvuyazGw923ya3QbB1w/xHEQpQMMsH0eEDeBpoworQYqXhQgNUDjhUFn1JfFwTt0P/yMW4jO8Tw6c0rJEaWiWfEcJjm0DKkkmRgwY1QX3NQlQlIoUZoROj0vWAQBk7mXDzdW5NuKGS3t1R2Hy5vgCR4o9mZvjY19EbNOD3QaQS5ehJlEOj3gF2xbGOyA3XvlKbROAKdQPAgVLwr0j+qPaEM070wrZfrG8akYPqIBADrUFd8En/B9YLyk26cdz2kcIgJccyV2xWxPiq7RbTwy4JFipqE2HqnoiBihI8dUK/28PeW5hJ4nDDD8Jf4fWOoqoLJI5XhPodDxQzztmrGtEaogHIHhSX8XrRPAKRQPQ2teFNDr9JiTMAcAoGOBuCwWN51mEZfFgjHxv3x43xXx2yjvxcKY7dUcz5FGcLz1RBzixR9PYGuactpHCVfM9hriehQR6Rt5/5DVtzv6iWhFafCiWg0LYO3IKVQu2rbQJprM86SqENi7DNj3jtm7pZGECyBfnEzib+Mf5lgj5EwrujuR+74K30tnfo4oFBeh4kWFxPaJ+NhrClauZLFgLYvnN/J/f/Qxh34Hh0u2PMsVzEYbojGl8+tEbdJhAd5ImZeITyQKaGOC/fCkQrEsCTmlvA0/qYAxsSYcyTmCXy78giM5RzCgfTBigv1cFla0s8jDuHPjURJBrAnY9DzURYP5+WOrVIptGWvqRLHeQ4Kqa9qOdxZ7d16Sjh+5Al7/UL5A+eXzjueTuPZ6B/CiTWqKtytoHf1AoTQQNG2kQun27Qh/8wuHMEpYOYu5e3bBlHA9DsT2cjhPXDA7dXgYbuvRzWKu5lPzJ95L/kvxvkUVdfhg51+4qUsE9rw8Cseyih0KaPtcF4Jn1/7h0mfMhZvSMTrOqFhnkpyVLDmh+s5hT+LjLQaXSiU50M4ij6G68TD8xtN9vHoKSW3wYs87NNScmG3xR87jZ/fITVYWIhikaRPx9T1BYCwwYBoQ3pmPcrQbxA9m1JqK01LYDFgjNj88LH/Nugq+LsbdqRyttUkUSgNBxYsCnMmE3LcWS/ZA68A7tTx5agMOxfQEy+ig41j0LLiAsJoyFPkG4kx4B/TI4jCurRd6GDjozPW/HSLIZrSs2HUeK3adt0xantS3rc3zf+WVu/RrWjyDSK7eJDkrGbN2z5KcUP31hUV4Zvxr+N++MOLiXS0IpnZKXU8UBdy18ZB8+j6tMu1YivDO0i674snKABDQBCaHj5zHdz7ZCwxnN2zBq4aU7uP5lJKaQJSa4u0KWkc/UCgNBBUvClQePYb6nBzZ53UAoqquoWfBBQTWVeGpk+sRWW1tlTaBgR4csB+4BMDLaET0vLmI6jxA0zqEScuC14qJ5XAooxCf7rng5CuzRa741sSasCRlieKE6u05/8Gel3/FsawS7EjPwRf7L2qOxEhFf7amZWPhpnQbURQj00YtFjkRAb4AAxSU11DB466Nh2jOjhMyuk00v4GrRSECG7lt3j9MWrg0JFkHCCNbGiNqajR2vQ2FIgMVLwrU55OFqwfnnMYdGXsdHtfZ/UKvz83Flednosfy5ar2+mIEF4uFm9LBssCiLelujXSIi2XFQqDYdMYmVeS4Ln7o5ImCPzCk80AM6RyOhI5hDqJDDfvoz9Y03tTO/r2xF3HCsUr3kxM8rQJ3bTxu/1Rt15GjFoWwdOk00jyjqqLGT4to+h64MZXj7OgHCsXD0IJdBbwiycLVt1xOBSBvq2/B7M+fu2ABlgZfQa/889ATTrUVUjzPrCVzqiXFGORrKZYVW/g//91xvLntMNE1xGZ+SfEx2Df7Fnw7fTBmjJL2mJHil1NXcTCjELX1LBZuSldKUGDhpnSYWM4icpTeD0HwuNJZ1WxRLfQUFcUq4dZP1U7M4HFmUrO7aey0iDPfA3es2ZXRDxSKB6HiRQHDjQPgZTQ6DjYywwIo9glASG2Fpq4btrgYkR8sxtL9n+CrHW9h6NVTblmvM1TXs9iRniMpBEiN9OzN/ASTu67R5EZ8Xx+6hAc+O4TBi5MVxYgg4g5lFMqKHPvjAavgaVW4a+Mh6XYhxdkZPHETgRFzXL+/gA9Z3ZkFe/Gg1DLuCZz5HrhLdDoz+oFC8TA0baQAo9cjet5cXHl+Ji9gRIW7LPhfI7va9cedEikjUsKqSvBqymr8edv9+DlfjyLfQJyO6ATWvg3TQ5RU1uGpNakIMXg7CAFTZUewdcGyhnsMGEQboh0mVAs4491SVFFHdNzBCwXEESiSwuQWi7DxqBXFKmHpdpkCp234Bz/D292L61m0GOelbwRSPtF+XznuW8vfqywb2DoXqCwEcVqkMQzbbL4HangglaO1Q4pC8TBUvKgQNGYM8P5y5L612KZ4t8A/BJ/2moQyb3+XxAs4DgyAbr9+B+FzZb5fMD7pPVmyBVsZVnKWkeLtzX9fq5QSDbzhnl/bNeA4xwAUBw6j249Gal6qpQ1cTELHMMQE+3mkE8mZKIC7XYGbDe7YeAQRpDpnx46gttIiSYsAkGvTdpagtnwtiPD6vfxkhJlEdEqtZdyTkQg5IWqDB1M5WjukKBQPwnAcySzk5kNpaSmCg4NRUlKCoKAgt12XM5mw64ftWL3lmE10RMexWLXt/xBeXeK2HJwQ1XkzYSqxgPEKTINv9CboRIMh2bpg1OROIDLF03ptHaMDK6rXCfWJxKtD5mJMh9E258oV3zoLA35447J7+uDB/5LV5Ah8O31w64i8eHIUwK7FwJ4l6scNf5mf5SN1b0UxwtgKANbEG+G5rViXkRYYp9cDW14EKgusj9kLL9W1mCMeM095NiIhfH/P/QKc/EF5zRRKM0LL/k3FCyG/nLyKGd/+ITlkcOjVU3g1ZTU42MY5hC4hZ2DBR3ceGTNPNYXkFZgGv7ZroGM59PibQ2g5UNwGOHMdA1bHoPrKQy4LGIDFgnv8kWdKxddnvnZ4luP41zql8+t4efg9Ns+pdQSRIryXKx/qj9FxRgxb+htRx5YgePbNvqXlt017MqWRvlHZKE3MXZ8Dve52fLy+Fni3h+2Ga09QW6sAyNzLO/k6g08boLbc9rqkUSBDODDuXSB+svUx0rVM3dxwEQo6LJHSgtCyf9O0EQFb07LxzNo/ZJ8/ENsLbyZMdfB5YQWfFycQe8iciuzi+LzFEK8EVZ22IOgsi6k7WUSUWY8pCAS+TNThcOdNqC+Lg7P12fzmb8A/+ozALT/8n6QqE0qCVp17Hz1DhmBcr+ssbdc19SyW3d0H6dml+L9fzhDfNyzAB0UV1gF+Rru25/kT4vD0mlTFKgxhmXIuvi3KCM+TKQ2LUR0hUsWi6RuBzTPN9SUKiNt8XemYue8bfiNX2tjl3rPKImDdNEAnes+aomEbTeVQWilUvKhgYjks3JSuetyB2F44FNPT0WG38CLCq0vw5KmNCKqt0CwfwmrKHB4bevWUrVA6Kr15h5UBL/3M4p07i7HbkAlTpXzrchtfPcprHDsmxJv/Z0eSUVJXIBtOYhiA8S7B/O2bAW6Sgx+NMcgXIQZvmfoaMSxCwi5j4oAgwBSIXhH9EBsc4CAskuJjsPKh/opRHXvBI0aLEV6Tx52jAKQgMqoz4x/mWCyqtW5FqKtxyl3XnL4R17VIofU9o4ZtFEqTgYoXFVIyi4jTHSyjc4iSCF/X6n3waspqsNAW/yjytW03FlJUUthrCmGEwRO/sCge9ieOB3SUTUFJCRfAuvmPjjPi1Q++BkLV11xcU4hn1qY6PJ5bWqO6dQn1NSbvEvz0N//YT5eD8XDX5zCk870OxyfFx2B0nFGzw64WI7xmgadn0LgSTVAUCTJU5POC59dXnLsnScGq1veMGrZRKE0G6vOiQk6pezpUhNRSoZ/tpGm5X+csgDz/EJyO6GR5TMexeOrkegAEhnjCOQCCqoH/S96JVdv+T5OnzAuJXbFv9i1Iio9BSmYRikvJWp/l/GGEbFOIwRsh/t4Ozwu1O4xXie15+hJ8dWERnvn5S8nr6nUMEjqGISLAFwcvFOBgRiEi2vjKChchmkZihNds8HRKQ0s0QXCkFdAStRG4dpmP1GidKM3ogXtWkaXHtL5n1LCNQmky0MiLCkXlNW67ln1qKbY8Hw+f3e4QjRG6jT7tNckmUtKz4IJNTY1Wwqt5T5k3E6bidKd+0Ot1NjUlYhgA3x25jBm3dAXAtxmr+b5wHMDVB5tbtKXhwLdlhwX42D3Dwjd6E39vmXqaPYWfY/OJ0bi9z3U2z29Ny8acn07iWlW95bEVu84jxOCNJXf2coigqEXTmqUvjDMpDS3Fnlot+sXCwBnBdOpHONUazZn4YlsSnHnP3OGbQ6FQXIaKFxUcN1nXYBkgvT0DxosBV98ZWUEP46mTG21EieAhY98mLVX/ogXxJOxHzJOw5bDfwCPa+ELJ90XoWavJnQCSgJ69aNIbMm1ase0R6mle27YJt/V6yhJR2ZqWjafWOKaoAF4kPbUmFZ/YpYCS0+WHbYppcr4wSmJDa0pDsjXYrivJ/n5jFwM/TiVbqyHCen7+WW2v0xCh3I2kBqlYcjYNRA3bKJRGh4oXFYzB/m67lpRfyonYYDzedRK6XTRYCn3lHHbt61+cQa2LyZ68smpsTcvGgo2nAQD1ZfGovvIQfKM3gRG9Dq7eNU8ZxotMmJXVF1kElYnlMPunkwpH86Z9ryafRkjYSAw0DsCO9Dx8vv8i0b2ccQj2GGpiQ6dXERecNaWx/TXgwAeOh5Re5VuhBz8D+IUAqatsowuBMUDcHUD6eqhGRdZNA8AQTkIWMKvh3vcChz7WcJ4dpBEVRedglTQQ7fKhUBoVKl5UIHGJDQvwxqS+bbHh+FWbiEKIvzeGdY3A5pPZlnoOexivEvi0W4szuodQX9ZPcS2nIzoh3y9Y1hBPi68MaRTnYkEllif/afNrvb4sHvVlcbJuvmEBPiiuqJX7LIvQAG+HMQCkc5S4+kDsP5+PhI5hOJRRiBJRqkiMWCjWAJi+42tEGaJR+vc4AN0U7yH4wggDKxsdRbFhboEGgG1z5a/hb34taeulryVGTjiUZQPpP6suFwBQVUx2nBgh9eIf6qR4caJglqaBKJRmCTWpI0DJJZYBLJ0pcp4h7+04g/9mTVetFak4PxtqKRc5QzyhToZUvCy69VlcaNsDuaXSJm8MgOggXwAMckqrRb4yytEhQch9uf+i3GdZfPSPfpi3Ps2uZZpFQJelxO9RTLAf+rULxi9pjikCsVC0uRbHr4fEtM8+1aSEieVwKKMQBy8UAOCHUg7uFO4ev5i09cC6qcrC1D/MLBaU/imbvxs+gUCta+lHt2KI4CMt4rlHFidbuXSOFOZ3x1kvG2r2RqE0OtRh1wMOu854gghi5uCVw/gyU93gqzJruqIXi4CDzwv4zqT/xE9Ambc//nVkDQLrKiU3O7Fzb1CAL65V1smavI2Lj8YvabmS98v3DcKvHYfgapsIWTGjY2DjSCy8XwAk61TkRIfwEyoWHfLGdNpEkBRJPSPRrWMBdF7lGNiuPbiqjigor5Nsvd6alo05/zvl4F0jVyysCdYELOuqburWHFEaHwAo+MKYv/P+YbYpKWqLT6E0e6h48YB4AbS5sYrFjlfQcfi3/U71+lVX7kd9aV+itdhHQtIjOsFkFg9q0RlhZpIgAOyN48SiQ+wrYxfEsPlaaZjkbfFGPDS4PQZ34rtAhi39TTYN5+qMJr0hA4b2n6keJycU1e4vFqxKxcICWiI4Drhijd/UkRsfILD9NeDAh3AQLz5tgMkrrQWzZdm8J0xAJF+TQyMmFEqzhY4H8BB6HUPUOmufZtJSz0GK2BBv5q1dUXD0skUQHIjtheXDH8WTJzfAUGL91G7fxSQIED8vHb55fBB2nsnFF/svWoSLFl8ZcRu2vYD5NS0Hf1y6hgUT4xDs76NYP6RWT6MGaeGv1HFKdUl+bdeg+spDyCmJx9NrUvHRP/rhjc3qzssLN6VjdJzRqRQSW5bTco2YJIpqhQ8HEQffRJfzXwCQSJXVlgN/H+EjLFXFQPJ8z8xxolAoTRoqXtyMlAGamj8KwH+6V/JHUeK7I5fx+u09EBrgix3pOVh//Cq2Iw7JI7ur1qlwAHJKawCOFxlitPjKiNuwD0m0YeeUVuOpNal4ZGh7oquRpM+kcF4oqvvM+EZvQkVZHBjo8OqGNIeiYylc8Ys5U2ZAT81nNXWki2qFSGV+STnO+fJmhHL/VnDwIyC2H7DuUXhkjhOFQmnytNgPdo2FtAGazux/Yq3fEGDM/xnK7gTj5Lcjt7Qaz679A7vP5eLL/RctHU9CdGbPdf1wKrKLoq/LwQsFDuvW6isjbsMG+MhNr/zzGPH3H+iVfx46jsWXB7K0vTiNCEJRLhnKcbxQDGJsO44Enxm5DZNhAJ13CfSGTHAAkXARcNYv5ryhF65yYZKTzAFz/Q6nxcqNMXcdNebgSQ6Im8SnfFh+JIUQqcwuqcYU/XboGU5euAC8Ed2m5yE/kwj8TCJWeuQFhUJp/jSIePnoo4/QoUMH+Pn5YdCgQUhJSVE8/scff0T37t3h5+eHXr164ZdffmmIZboFuY1K8Efh6m3HA0QbovHuyHexaPQDAOTTM8H+8kEyzvzns72ZTs6wlrqz874yYTVlGHr1FFZt+z/8e/8nmHP0G/x7/yeaxxM4h7xQFL42lN2Jw3NH49vpg/HoTR0Q4Kt3Kd2khlN+MawJXSpP4Zf6QWAASQHDMOY/xBflgAnv81GJoFj7Z1z42ZHB/udHEM+HPuZreZZ1BfvrHGzc8AP0qMdgXTpG6E6QXbumVOFJ0UwiCoXSIvF42uj777/HrFmz8Mknn2DQoEFYvnw5xo4di3PnziEqKsrh+AMHDuCBBx7A4sWLcfvtt2Pt2rWYPHkyUlNTER/vnAFaQ6K0UYnrOZ4bY8TQDh3RP6o/9OYCQ6kJydFBvngg4XrU1rP4aHeG4r2dGcUjeJoM6RyOFbvO2zyn5isjhzD2wB6luhh3omakt2zSA/Dx0qGkqhZf7r8IDoBerz3dFGrwRrHKhOwYZ/xi0jcCW2ejZ+lV9DSPgGI5+f4qYnwC+L9FDrEnzpzFp39UAhX5WOS9CuGMm9qo/cOBF04DV44C537hBQvH2h5TWQjd4ZX4GIDJl4GecbN8cmWYJIVCadJ4vNto0KBBGDhwIFasWAEAYFkW7dq1wz//+U/MmTPH4fj77rsPFRUV2Lx5s+WxwYMHo2/fvvjkk09U7+fJbiMSTCyHYUt/Q06JvH+KMdgP+2bfIjs0UOhoulhQiW9TLrltOKTUWgBeNI2OM0quW65zSQoWQIFfMBgAEdUlqq3aSmksEgJ89KisNSls6axN4S9X1RHTh3fG3HFxlu+TVShq95m5vXcMPtubKXt3HVh8N8aEhMh6cu8QmRZhlrN+vxRTKqowlnoQIV0zRpeC+d5fIZbR4oZLYIoYFAuMWQxsn6s6E0lq3IRrrxPA1M3UBZdCaUZo2b89mjaqra3FsWPHkJiYaL2hTofExEQcPHhQ8pyDBw/aHA8AY8eOlT2+qaHXMRYvE7kU0PwJcbLdJ0JHk6+XDsuT//SYcAF4ESUY7InXLUZuGrY9wka2tcNgRMoIF8CxLsYVvL34H1/5PY4v/K0v7QtTZWdwnA7/+T0TW9OyJWqT1NNN4rlN8W2D8F8F4TLJ9yhOh76EhN+nAj89xqdJlsfz4kQO1sQ7vUrIMR1jTRO5zNY5MNXXY+GmdIzRpWCl93IYoU24AATpqtJsYN1UomGOckXSTmOI0Oa0S6FQmhUeTRsVFBTAZDIhOtq2LTI6Ohpnz0oPa8vJyZE8PidHepheTU0Namqsk59LS5Vy4Q1DUnyMZArIqGJqJyDVsUSCjpEv4BQcc9+5ty8KymskfWqS4mPwxM0d8envtpuyMA07vuACXhoYjh6mUlz74QfU51rD8t5GI4ofnYGr288QrVWpGJjUzfdaZR1eSLwB3x25ZPM+25vjCQgCa+GmdLyS1N3heS1zm347k4NBurOIwjXkIQQpbHewZmEzVpeC5cxyoMruBhKdMCbWhNS8VORX5iOyJBv9S6/Csy4lfD3I2cPbkFvCYr4vP1qAtJNbm5Oza0FdB6HG6IEuicBf29RP7n0v9XuhUFowzb5VevHixVi4cGFjL8OBpPgYjI4zEpvaiZHuWJJHuOL04R3xn98zZW35F0zsiZu6RMhex8Ry2HgiW/I5oXNpdrEf9s1+EBFPPYnKo8dQn58Pr8hIGG4cgI2nclC052+iNcsVA2t1860zmfDK2G4oqqhFWBtfFJXXYNEWeQElTMsuKq+RfJ7EZ2asRJrlKheGhXVTsIO9EfO9vwLHSQkCs3zaOgfoPh7Jl3ZiycFFyK29Zjkiul0s5hQWI7HSXvloxwQg1c8X+Xo9Ik0m9K+usQijquIrSNCVaEoVCeKvoXuV8qNuQmS/8cDA6cDlw2Tipds4zy+MQqE0Gh4VLxEREdDr9cjNtS2cy83NhdFolDzHaDRqOn7u3LmYNWuW5evS0lK0a9fOxZW7B1JTO3u0ttaKIzr9rg+VLfqtqWdxMKNQVkSpiSZh4xd8SwIGJdg8HxXop1rkK9S8nI7o5PCc2M1XTERNKaactW5YYjffFbusRcwxwX4YFy/9c2JPZmEF2vh6obxGarCjvc8MC70hA4xXGW40XcGK+m8coiNGFGGl93K8V3+XiiDgIx/JW5/DrLw9vMgUhRjy9HrMiorAu3kFmgSMkGIRLpVs8MeS8FDkeln/iUfX11uEkX9oW0SBrG3dIoIMIYisvGYjghqCyNvmWmtX2g/la2mU5h4FtaUpIwqlheNR8eLj44MBAwZg586dmDx5MgC+YHfnzp2YMWOG5DlDhgzBzp07MXPmTMtjO3bswJAhQySP9/X1ha+vr7uX3qiQttbOGNUFN3WJsBEj9hEfoej3veS/LOfJzWQiFU1yxyV0DEN0iAGf9p6Mf6WsBgvp8QSf9prkOAfJDW6+OSXV+Hz/RaLXsObQJaLj7McFnAZwW71jdERIVT3qpR4VMAFYkv0bOL3eITfCMQwYjsPS8FCMqqyyEQkWx2a7qI6QIhNaqn8L8MesqAiHrd0ijMpZjBo0Fj2S16tmdpIN/vg/YzsUcObveXC0jQjyJBwYMPaGdjo976D7wxQ4TrgyvylJS1plykjL+BIKpbnjcZ+XWbNm4bPPPsPq1atx5swZPP3006ioqMAjjzwCAJgyZQrmzp1rOf7555/H1q1b8c477+Ds2bNYsGABjh49Kit2WiIJHcMQE+wnG55nwAuQF0bfgCGdHacXqxX95pRU4+k1qdiaZpsiIhVNcscJRb8HYnth8YhRKGpj++NVFKjD4hGjJNukBTdfkl+1OvBb1pOnNkAnar8VtjGdJu8TeYRxAYyXrcuwIAKSDf6262KAUKZc9bqpfr58RESm+pZjGOR4eSHVzyrKBYFyrO3DyIFt63UOwvF03Uw8VTcTVxCGJeGhDhEd4boAsCg4BOd+/xZPcT8oFsVu9/fHC1ERVuFiRu71S8PwkZB7Vjt4y6idxwDSQiRuotmrxq52LCi21Trrbk3LxrClv+GBzw7h+e+O44HPDmHY0t8c/o1TKC0Fj9e83HfffcjPz8frr7+OnJwc9O3bF1u3brUU5V66dAk6nXWTGzp0KNauXYtXX30V8+bNQ9euXbF+/fpm4fHiLgQR8PSaVNn6FaWOJUC56FdcuCqeuyOIJrU2byXfkqT4GDwzvhJfZezFs4MY9Phbh9ByoLgNcOY6BqxuL7yutHcYsuiKm68w40lA2Oj1HIs4gsJfaeTHBShFRwCgmGuDEKYCjExYI19PFhUQH3cNbTCv9nFszUhAmP943FCTJlks/Js+DH5e/5W9JscwKGLLcPXwa+gh8doE6jng3xGhkgeovX4rokhI3ESgxwTeOO7cL8DJH4DKAtGhOlsfmKBY5SnRIq8alOeSt6K3QOxnqQkIH1JWujIclEJpojRIwe6MGTNkIye7d+92eOyee+7BPffc4+FVNW1c7VjSWr8CuEs0mbAt51OAATg9g/T29js/PyOoviwO4sCfK26+UrwWlIPu6/6LsMprlsfy/YLxaa+JKPUJUBU0wrgAOcTRkYHVtsW/BT0fQWj6CkinNThEmshs64XjWA4IQTkAFoN16eiAMlxEILawg2Eyv4c6sEjQnQXnnQb1cZFArVcNGOmaZQDAH/6+NvUy9ii9fgtBscCYtwD/UODUOqvA6DgcGPOmrfBoN4gvxtUiRHT6Vu/j4syHFAqlJdDsu41aMq50LDlbv+KqaErNS0VupbyzKcMAjHlGkLgo1lk3XynRM/TqKQxdvxr2NmqR1dfwryNf26SUxMW/NuskHAMgjo6wAJigtuh690LgbALv2SL2OPEOAOrK0b+6BtH19cjT6y2pHJt7cxyizd1BgLWe5iPvFdAzLP+yfPh00fzah6EDhze9v0A4U4YjjC8ehePEZnvUBJTm6FBQW16oBIRbBUhlIbBtrvzUZ3vh0cqFiDM48yGFQmkJUPHSxHG2Y8mV+hVXRFN+ZT7Rfe3FAcvo8EnvyXhVotBXCrmuJT3HYlbaj5D2f2XMqRzr43LFv6TTqcXREYZhwAg1GnET+TTIlhet6ZE6vh5GD2BOYTFmRUWA4TgbAcOYi1BmFxbbpGP4t97WXj+KK8RK7+V8+7L5ElqFkdrrInr9fR4EJn1oGylJ3wj8OA32FcGc2evmzxEfocuIf8j+TNHiUzJcLbKnUJorVLy0UFytXxGLJi0bSaQhkmh9UuJAcPO193mxlyFC19J/7LqWGADxBRkIqKyEo3ARH2VFZ77ek6c24FBMT7CMDjqORVwWi5gSP1wLqsTZ6xlw9q+X42AUiYAchCO911wkCjUaMpu3QGJlFd7NK3BsZzaZMJuwk0cwJRTjjDCSQpMIOvEN0C3JWp+i4BTMgAPLAYG7X8PNByPx2sReDtG8rWnZDpE/uQ45d9IcBZOrRfYUSnOFihc30dR+8bmjfgXQvpH0j+qPaEM08irzwElsXsKMIFNlR4QFeKOownawoeDmKzjsxpbn47aLh23ETIF/CK4++BQu1F0HiNYVbPDGcPYvaEUo/l3ZS4ef9pzBQ0fW2d6vDbCzH4OcUEZUeMzAO/dWvFAbbCmafcirIxIBxc1bTGJlFUZVVskayZEgVXDrDmGkWQRtfgG4IQnw8uFrWRRGAugYIBaFaFd+Ak+vqbMpKG2s4tPGEkyu4o4iewqlOeLxwYwNTWMMZmzKv/h+OZmNVzekoaii1vIY6drkNhJhG5PbSJKzkjFrN28cKBYwfNKGwwPtX8WodokY0D4UI97eJfuLV0A8LqDYNxAFneKwdy4//yolIx+mi/tRVvA3Vp+qRr/8c5i4d7/i65Lj4qiJaL9ro81r5F+D7dcFbXT4z4AR2Bs63ub818b3wGPDOwGZe/lZRo2M2GE3ot6EATXazeWkzO6M9fXSIsgQAdz+HmCq5ec5qfBc7QxsYgcjIvIK5k9uhwj/SMxcXYKcklrJ44WNWG6oqbM4+3PeVBDWD0h/SGnq66dQBLTs31S8uEhT/sUnJarCArzx5qR4jOtt67lhHzkShIVcMaDaRpKclYwlKUtsineNBiNmJ8xGYvtEy/12pOfgi/0XHaJDcvcERO9p+kaHoth8UyCubTagvkoH+dSRNNd8AhBcW6F6lpC2EtfJ6Bjg7KLb4OOl4ztrCDbvhsbehZcUpTEDkvSYBJzZoHrdcT4PIyvquE1XF1vnOEfKnm+nD3Zb8anjdHFbPCWY3E1T/gBFoZCiZf+maSMXcFebos1wPkMk+kf1h95Fvwo5UVVcUYdn1/6BlTrGJlQvJXLsUzpi1LoYEtsnYlS7UZKvS+p+9lOEQwzeAPjhiwI2HU/pG80uq7avMFxXBt/+dbiyPxSOMROpIl5ejJT4BCC0tkL29YqRqpOZPrwjL1wApOR7IUHxCtowcTrowLo8UdrZ8/WAfDu0FCrCheWAdYYoXIre41hS7VUCv7ZrUH3lIVkB487i05bSreNKkT2F0hyh4sUF3PGLTypCEW2IxpyEOUhsn+jUurSIqh3pOZIiR0m4iFHaSPQ6PQYaB9o8JieqBGO5x27qgMQ4oyVHL/nLWKGmRMcAba6rRtubipGbGoz6KnsRaCtghCjKrnb9cWfGXqLXDNia5Jn69MPIbtEwsRx2pOfg2e167PUNgxFFxNOaxWyt748UrgcKuWDkIgyhKMNH3u87jAVwNpJij7uuI3lt2BVbc3wkZ2l4KBhUOWhJxhyCk/ICEnBn8WlL6tZxtjORQmmOUPHiAq7+4hNqQ+wLW/Mq8zBr9yy8O/JdpwQMqag6lFEoK3JI0bKRKIkqgN/HfknLwbzx1kJiyV/GBAWhQe2qURvrDf+CGtRX6+HlZ0J+dTDyjgchsMpaq1HgH4JPe01Cmbe/JvEiEFZThj1Xy/DAZ4dgDPJFdT0LE3RYWDcFK72Xg5WcLq1MklcqkpBqmVT9KzsIT9fN5CdZwzr0sRhtEIpyp+4hRhAtatdxh8jJQThmeSWh1lvhvWYAnYQXEMCvb0D7UOcXYIenunWaWgE/hdLSoOLFBVz5xWdiTViSskS6I4cfSYelKUsxqt0ozSkkUlF18EKBoshRwpkuBreF6MvlTfDELDI9jNzQMBsbfYyBpfhX7LCr41iXTfJySmugA4vBurPwRT3eq78b//D6DTEiwaGFGPOk6qfrZmIbm4AdNTciQXcWUbiGfPD54FuZP/Cg4RD864qduoeYErMYkkKIjJXDD0Eg/5kRtusP6ifjABuPFLY79L4nQPIvR+dVCnu3GZYDjmUVuy3C4IluHVp/QqF4HipeXMCVX3xqTrQcOORU5iA1L9Uh9aIG+adE5z4Jamm1FuO2EH0bdQdZAMhFGA6xcbYPMnCYhQS4xyRvrC6Fj44wVrFylQtBFecDP9RKRiw4FqjM97FEhwyRtRCsa4Q6oPneX2NHzY1gocMhNg5jdSl4x/sT633qABjCgetuBP5Un2otxzN1z4GDDonMMdzhtQ/hjNVIMAfhWFj3MHay/XHY91mEoUxTBGb4kGH49mQnsCXV6GkqxkWCc7qbinFK4nF3pnDcZSkgQOcMUSgNg8enSrdkhF98gJSXK4/cLz5SJ1rS48SQTqUm/fQaFuBj87Ux2M+pX8JuC9G3H2qeUCz9ClkOuMqF85EWDQgmeYV+wTaPO9TnmO/8qcgkb6wuBSu9l8NoF2Ux4hr8GWnhUnrZD+c3RePSrghcPRiKS7sicH5TNEovW1+/jgFimUIk6M4q3geVRcCf24Ghz/GzhDRSwAXhMBuHQ2wc3jQ9jIE1K3F/7at4rnYG7q99FcNq3sc2NgH18MK8usfAwRqNIeGz45V4bXwPfDt9MF7r2xXR9fUWvxh7GI6Dsb4eE6r/lnxe7ufDxHI4mFGIDcev4GBGIUwqCxSOr6lnMTPxBkQH2V5X68+5Wq0ZwNeaqa2LQqGoQyMvLuLsLCBSJ1rS48SQfpoc3CmcKHK05+VROJZV7HL+3m0hep2en4/zwxTYDz/kzF8vrHvYMmnZ4XSwuNVwHre1B9gAI1452sZy7IHYXkiJ6YG7ivagbXUB9OX16JV5wcEk79Nek6xt0mAx3/sr/v/t3ha5t6n0sp+5I8qW+iod//hNxQhqZ/15isI1xftYSmPTfoLphXN4bulH6FZ9Ajfo/kaS/qj0IkQcNnXH7bpDNlOqHaJWZraxCZI1OFKwHB+12VbWCb+u/cMsBnpizo/qBnh9vQ5giekhy/dG6edDiy2A3PHGIF+8kNgVHSICnPo5bymdSxRKc4CKFzfgTJuimhMtAwbRhmj0j+rv9JpIRBWJyPHx0rnll61bQ/RxE4F7v3LweclFGObXPYxtrHSz8p1+x7DY8A18K3OATP6x8aFGvFByP7ayCdbUT1vrpnwlPgxf5CThfFVbjBjcHW9e9rUZS5CgO2uTKlKDY4HcVCG6IxWz45D7RxAC21ZbUkh5CCG4DweUXsHZI8nYUtENW9ANg7l0IvEy3isF45ECAJZCYbn3EIBNDU4icwyPef0KDraiSggwLKx7GCborF1uL49AIgzqLsBMFRJ0Zy0iioP0z4dcqqaoog7PrP0DT/59DXPHxaken1tag+XJf2HlQ/2d+nl3Ni1Ki3spFO1Q8eImtLYp6nV6zEmYg1m7Z1mcZwUY84Y2O2G2S34vJKLK1SnSzqzJbfeLmwh0H893H5Xn4nSpPyZsYmUjLmN1KVjGLQdTafu4f1UuVvosx6d1t+MJr80O58XoivCv2LX4lR0InSkbg/TX4zAbZ7lPFK6RrxnmGheHFm4xDOorvVCZ74OA6FoUcEFIYfnIiIBSrUxV8RUAbQEAKWx3XOXk27alOoiMokLhw7434VqVtW0+xOBt8d4RojOHEIcjXDeHSIxQJyOIIEvkIasEQ3rfh8RDH6uORxC/twE+eoyOM9qsX62DDQA+/T0Tfa4LxbjeMcSpHTVvJimcSYvS4l4KxTmoeGlEEtsn4t2R70r6vAhOtK5CIqoa2uDKrffT6YGOwwEA549fAYvj0oeZUy4mAMcdNkt+25ruvQUM59gKLCxrvP4IUHwEt/kARVwbzK17HNvYBOQhRNOS66vJBKlw3Pr6m8BCh/ZMNgA+5WTvYePlb0J0/xIEtauGb4g1TcIqtG3LtT7rGD5qMt/7a2Te/wyg0+PghQIA/M/SkcwiLN9pO0PKvhtKnH6yJ6+sGug2Djj0saoBnvi9rag14dCFQtzUJcLymFqqRuC1DWkYG28kOt7Z1I7WtCgt7qVQnIeKl0ZGyYm2IWlogytP3E/pk2+C7izSA6qwJDzWNk1RX4855jSFHhxxA1YoyvGJ93I8VTcTO9gbkc2FIZrQlM7Lz74BWPm4ZG4AdGDxgNdvKL3sh7/3h8Ian+Opq9Lj7/2huG40g9KogQCsqSK5GhWlbiFheOKlvw/ihZRAy4a/Ytd5GIN8bSIwAkp1MmKiAv2sRdel2ZAyGxRqZeyLrg9m2IoX0lRNYUWtRSyTsCM9x+HnUy29oyUt6i53bgqltULFSxNAyom20WFNlnQM2kTzm00DCyqtKH3yZdqkY1ZUhMPjeXo9ZkVF4N28AqJpy5brWdqYv4KujoMvaomN4gyRtfDyNynMX+LgZTDBL6IWZT7RuOIdj2mVmxHDFSPtDyP0dsIF5quwYJB1xBcF5Y6RDHFkJBpFuFl3And5qQ+wXLvzCLLZoTaP5ZbWWN5HkplU4jVaIg86RrboWlwr4xi5sb2bFvM4QXSQsOH4VfxLZJZImt4hTYvS4l4KxTWoeKE4IjHwEEGx/GYTN7Hx1mWPncDStx8q88mXxdko86dcu3ADxzBgOA5Lw0MxqrJK09RlhgFiUYSPvd/X5FLM6IDo/iUK85eA6H6l0OkBw4B78fvpWWDqrqIs1wdelfLuBjoAums1MF48w38tmsYtGPIFoxyzvb8jLjCWSokJr9Xgo4eft95mYrkQkSEqyJYpuravlREzpFOEzdcJHcNU53AJCNESkuOFSM2QzuGa0zskadGWNJaAQmkMqHih2CIz8BCl2fzj937VNASMjMBKSlqKlQ8NtPnkqzdkot67EnI5IY5hkOPlhVQ/X20DCEVojewHtasGJOYveRlMiO5XisDrqpEbcyuMB1dA+F6cN/kSOdN6ZW3E+GudcN+hH21avMv8/dGt/xUEXqe+IXJgkM2FKXrlVNaaUFlrQliAN+7o29Yyk2pHeg4WbDyNnFLrexkd5IsFE3s61nCYi65NF/fjX18n42JNoGytTIjBG4PtohB6HYM3J8XjmbV/KL4eY5CvRUDc0bctPt9/UfU9yCurdjq9o5YW9dRYAgqltUDFC8VKfS2w+QVIJwLMv6q3zuE7fBozhXR6PfDjVMfHzQIr6d6vMHr2BMsn34vVFfjvOfXL5uude03OzvoJaleNwLbVkl1DHABjzi6IvxfFbRiQlG/W/PEbnk35zeHxwKpKXN0firZ2HjL2kHjliCmuqMMX+y9ioE10Qc62kcexfmQ4Rt7VFU+tSZW9z5I7e0nWf4zrHYsn/76GT3/PlD23up7FjvQcJMXHIDHOSCReogL93JreEb/miABfGIP8kFvqvrEEFEprgooXCk/6RmDzTKCyUOEg3kcEWQcsHT4NTtp64KdHZJ60Cix99/GWzeRITkci8RJpIiuktdxNojNJK4wOCIiudXwc4PuhRQRG1KAgsA3CyqStsVkARW2AsDQTGMkEmLSHjD3ZXJhs2kYKcQSCZYFn10p5qFhTLDAfK1U/8slD/R2iNka5qI2IfteHwmLcI8G1yjrL/UfHGYm7gjaflB8AKiantAJHci7IFt1L1cyEGLwt752rYwm0Qr1lKM0dKl4o8qkiOQgHI7qd9I3AOomIiw2OAkvVEJDjEG1umyaFr58hX7o76F9bg1duAR7bAIf5S8LIgsN9gPH7yT1k7PmgbjKWm+4GAAzWpau2PQsIEYhXN6QpeqjM+ekkSqrqFetH9s+5VdPGamI5zPmf1BQkR4QUD2lXEEnaxiswDe+dfQfFJ62jPKIN0ZiTMAeJ7RNla2ZKzN1awXadW57yWBKg3jKUlgCdbdTaYU187YiWklPCwYhuxbJOQjL38OcA0AOY02EihISIGLEdvaZiXZ82YPyUZwixHGDi3PdPTA/gtvBivHuHDkWBts8VBQLv3qHDEC/pqdD2yHnNHODiMVp3FPt8n8N3Pm/iA58V+M7nTezzfQ5jdSmq1xUX70pxTUK4ALYGcQBfiBsV6Ie8Mj4lozQPaMVvfzm0bUshTvEIXUHGYOV5RmpzwrwC0+Dfdg2Ka21nkOVV5mHW7lnYfnGHas2Mn5cO3zw+CO/f3xffTh+MfbNv8ahweXpNqkMqTBCPW9OyPXJfCsXd0MhLayfrgG3RqyIM33XUfqj6oe5G0zoB/P42cPwbIP5uIG0dEkuv4l2Dv7IdvT2MzjZ149MG6HwrTJE9oPt9KaTEkICw1z5bNwPXECRroS+XerLvQRJIrKwCQgvxxhOhCMvWIbQcKG4DFMeweKW4EH2vmXAJbZTfGzh6zQi+KqEow0fe79uuhQWC8suxtOpTXOedhy/DxtmMR3AXgrhY8dt5fHfkksPcoQcSrneYO2RiOXxJUL8iRujgIekKUvZuYeEbvUnyG8WBAwMGbx5cguySmZD7nMgByCmtgY5hMKlvW02vQyvUW4bSkqDipbWjNQWUtES5WNcT/jCsCbiwR/t5pVeBAx9YvkysrFK1o7dgiABmpgFXjtq8lq2ns9Hvp5sRyXGKHUY6hnfh5ews9Bd7/xdhsEZHBL8YsYBhzV8rCRjL64g0v44r/OvgIkHkIWOItEZIBKH1Rt2DeN37a8v6AUc337uxGyP8/sAnvSdbBlPCfKdQwpZlNd5L/tPhsZzSGryXbHX1FdIcwf4+NuMLSBCngkgdqKW8WyIir6Dau0T2PA4cimvzoDdkwlTZWfEeDdESTb1lKC0JKl5aO6QpIEMEcPt7ym3SnvCHkbqmC6jZ0VuoLOCFi6gweWtaNlZ9+y2SfAqJ6l1CUG6ZESQUv4agXLXQtwJ+CITyZib3OpQ8ZHiNwsCnH2tTrCv4qpSgjY3/i9zk64jqEryashpvJkzFgdheYMB7yizrUo+Nv6Uhg/XD6YhOHonO8LDIrzuNf248hKTuXQH4gyQDTtLBY2JNkm7XUlGaQgBz96mvlvEqUz1GEFSeLKSl3jKUlgQVL60dFZt2ALxwmXUG8PKRv44z/jBqURqthcTuRhSVEkLuAzUMYRTPCNpZ0x/zvb8C4ChcGEaIfjDQMRwCGbLNQ04EyXnIFBlC8HH8JByK7ImEWscZRBN1B6zXVph8zbv5Ak+e2oBDMT1xW8mfeOrUenhtKMCT5mPy/YIdojPuwCswDb7Rm6AzRzx2lwEBXYJRkzsB9WXxqucrdfAkZyVLzhkTCm/FURoTy+HrP3yJ1hzqG44CSP8UiwWVpwtpqbcMpSVBxUtrR6eXtWm3bFq3v6csXBSLfmX8YdSiNM4UErsbg+MAwDxdiKZLCDOCpui3K7ra8vupttdq8gmEV530p3obD5mEOfgzpDemHKq2REOkZhCJ3XTVJl/rAERVXcO6Nufgt+Fzh+fD7aIz5LDQGzLBeJWBqw+EqbIjhKiKV2Aa/NqucVyLVwn82q5B9ZWHZAWMmghIzkrGrN2zHLrRhMLbd0e+axmUahUZVQjoEgzGq0RSRDJgEG2Ixgtjbsez35yQeJ5n/oQ47EjP8fiQRq2DIymUpgztNqJYbdqD7H45BsWSOeqqFtOK2pcBa0TF/pzSq8APD/NeLloLdD3Bhqf5tcIaSk9hu6OYC9B8qfaM+9vLzw3/EDU+obKSh9ExMHSNRPqwh7FJF6Oaxklhu+MqFwaWI5987bPxW/5edo/rwEuxp9J+hM5c9KzjWPTKP48Rf/+BXvnnLY8LeAWmIaDLUhjafwb/tt/B0P4zBHRZCq/ANEAojoVEtMn8Nf88C3teSOyq2MFjYk1YkrJEso1eeGxpylKYWJNdt44ONbkT+OPsThWmT81OmA0do0ewwdvh2iEGb4vvjFIhLcAX0ip1XJEgFB/z67NfL48nvWUoFHdCIy8UHrNNu1PFtqRFv+W5ZBGVnx4BEp4gu6bLKIwWFKW8ItrwHVYsdPiiPgkvev+k6S6T9QTFERo5uO17xHjVwVdir+GLfjnMrXwQ331+hOh6LHRYWDcFK72XQ084+VpfVin7nA5AZGUlehZkILCuGk+dXG8zrkCcWhKiKg6bqjmqUluQaEkVScEwAONdYlMcS5pySc1LtUkV2cOBQ05lDg5nH8W8n0ttflrqy+JRfeUh+EZvAiNaX7QhGrMTZqO+rKdkRAUAis3t3Q1ZSEs6OJJCaeowHGf/maF5U1paiuDgYJSUlCAoKKixl9M6yNwLrL5d/bipm/m/SY5tMNTmIjOo8o/GrfUf4GpZPQBABxZHfZ9CKMqJHXZZzvrp1lVXXgGOg0PrtUAp54dX6p7AVnaw5uuO1aXgdf1XqNzsLd+1xDBgAw3QlVaoXu/nbr0x+dxJ/jTR44Kx3tfdR6Ow80FcC6rEueuA7ldgaQE/044ByzDgTP7QealP/X6822vo4HeTpmLXXy78gtl71T2E9AUP4lq+XArMmu56dewgPNxvFAAdhi39TVaYCGmaV5K644Xvj6ve//37+7qtnZo67FKaIlr2bxp5obiOatGvyB/m9M/k12V05ni8k/raEAH0/QeQtk4hBaV2bQ7+VTm4vvYkroIPubPQYW7d41jpvRwcRzaUUSjeZcD/7co+wXIABx0YsLLXCWKqMd97Dbg6HbHNv8A2NgE72BsxpfdW3HuYn5Fkcxuz+ro2cRjC1mxTvd6oi+ccrwFramnK2R3AWf4xEwPoRd+SgkBg1WgdUrqpCxcAGNqhIwYatW3wkYZIouPKKgwKz+osEZ9LV2OgH6DHwYxCoohKahbZhG93FtIKxceCiNl88ioVMZRmhUdqXi5evIjHHnsMHTt2hL+/Pzp37oz58+ejtlbZfXPkyJFgGMbmz1NPPeWJJVLciVD0C0A2my74wxRmkF+XY+FSwW7SYmDMImDM/zl/DTNRdl1G29gEPF03EzkgL27UMfy+Xwxbe1wTp3OomZBDKHvQM/LCRSAaRVjpvZzIGdfhPtBhVcw4vJkwFQV+wTbPeUVHo+37y+HzyAMoCJSqMhGuAZT4AyE1NbKd5Q6Cxu59CCsDXvwfi4RzLNh6f9n3ieMApj4E+fna0x7C+AhGbpUcwNYFm4uH1fli/0VsTctGcnoO0fFfH7qk+L1kwKfA7AtpTSyHgxmF2HD8Cg5mFGquidmalo1hS3/DA58dwvPfHccDnx3CsKW/UZddSrPAI5GXs2fPgmVZfPrpp+jSpQvS0tIwffp0VFRUYNmyZYrnTp8+HW+88Ybla4NB6dMOpckgFP1KdRCNeQvwDwW2zgUOfaztuj4BQK16akKSwBi+xuaXl5w7X4S4E0dgG5uAHTU3YsPtDHoFVwO56cC+d1Sv9Q4zDRdqgy2tyoKrLUkUJwfh+MU0EI97bVW9j7hVe0fNjUQTou05ENsLh2J6omfBBbzQPwyDbuwGw40DwOj16M+aMDMpBE//eE121tLvPXwxIZV8ZpRUdIYFMG0Hi/3BQ+EVvdOhRVwQNJU5fFfPyof0mmo39Do95iTMwazds8CAcSjc5QBzYS7Z+8cAWLDxNGrq5WSdI3K6Q66Q1tW2arl5S+7sbqJQPIlHxEtSUhKSkpIsX3fq1Annzp3DypUrVcWLwWCA0Wj0xLIonkaq6LeyENg21/nOIaeEiyhNlXVAZVK2MoJtfgrbXfp56HDe0AflBn+YOD2GEVzztpsG4OGdtq3nT9fNxHzvrxALxxRCmS4E39cORjJ7I1LY7kjQncXjUBcvgLVVO0F3VrI9mgSW0eFUZBf4Jw1GgE3BqA6Hwu5BxR2f45FkFhGiru2iQODLRB2KykdiAtRTS4qvAUBEGdD1zw44U/8Q/CM3Ii7nmqUuJt0Ygqr8iagvi3fa4n5Uu1vxZPeFWJvxAUrrCiyPB3tHIidzrF0Ltnw7N2C1/HcHIQZvLL6zl42Q0Co87OtbBrQPdeuYAFo/Q2kMGqzmpaSkBGFh6iH2b775BmvWrIHRaMSECRPw2muvKUZfampqUFNj/UVRWlrqlvVSnESnt7rSpm8EfpwG51I/DOAfAlQVaz8PsKapXJiAzZmLeRfWPawYtVi05QyKKmqhgxf2+YbByBTJHM0AgTEI8/fCRN0BG4M4IYqToDuLaBQhnClFjU8YMmqCHCY6Cy3NRhQR187Yp70EZozqgiGdwvHijyeQWyrv/xEd5AuW47Dh+BXLBpWSWYT83G74PXAKjkyXFhQsG4d8v0MIry5xOUcdVlOOhHNeeOpHEyKrrVGNfD8TPunN4UCsc5051iiGD4BZ0BsyERpUjUcG9UbfyP548KS1W8veJA/gU0qkJnla8fXSYXSc9cOc1vlEUhGaMMsYB2kRpuU9pBOqKY1Fg4iX8+fP48MPP1SNuvzjH/9A+/btERsbi5MnT2L27Nk4d+4c/ve//8mes3jxYixcuNDdS249eGIWkXBdp03mzDvyoKeB3W9pOzUolhcugjeNKxOwg2Ixr/JBbK/pq3iYMElZ3GrMwj4FZO5qqq9Gz+SH8IE58HKVC8PCuinYxiaANc9BsiBTo2pzH8LiX6m0V0ywH14YfQP0OgYLJsoNH+S/rq5n8eB/D9ucOy6e31Try+JRVhaHo4ZMMCHmjfCCORrBAJ/0noxXU1bLzmoiJbY8Hw+f3e7wuJQhHqnFvWMUgy+8LawElm0w4aN/1FuM3fQyJnkMgUmes+SU1uBQRiFu6sobJmppqy6pqpWM0BRV1BGJMLX3kKaeKI2Jpg9Dc+bMcSiotf9z9uxZm3OuXLmCpKQk3HPPPZg+fbri9Z944gmMHTsWvXr1woMPPoivvvoKP//8MzIy5Is8586di5KSEsufy5cva3lJrZv0jcDyeL51+afH+L+Xx1uM2VzCFZM5/xBg5Fxg2Au8GFEq9wyMBaZsBO76nG/FnnnK6tCbuRcoy7ZxyiVm9JtgZp7CyMmPCnciQraQ1988I6jKNi1k1FhUqwOLwbp0+KIe79XfjXxGOZrJcsBVzjHtxcC2jkLw/zAG23a0COZq1ypthx/mlFTjc5tpzvymX1/a19x1Y/3VciC2FxaPGIXiINtfN6SylgWQ5xeM2y4etqxdjNC19OSpDRbjO5LOHLUoBsBH1V4bHwclkzzha8EkjwE/BdsY5OeSWBN4dm2qpYiWVJTllFTJvjaLp46XrW+OIMJ4U0Dl95DkvXOHsR6FIoemyMuLL76IadOmKR7TqVMny/9fvXoVo0aNwtChQ/Gf//xH8+IGDRoEgI/cdO4sPZXV19cXvr5kM0YoIpyZRaQFp9I15s/5VcV8xCV1FRB/N3DgQ+tzNscCuG0p0GmE7WXcMcxxzxKg7CqSuo3Dygf7YOHmczKhd0fEKaA3bonADR078m69EpEU+6LakABf2euO1aXwdTGiMQNcYAxw/Z3AacfopJBYsU97yYX17YcPRgT44sUfTwBwXI/wnRDWr4RXYBr+6L4XTw9m0OOyDqHlgLGYw717OYdCX/vojFD4u7XDYEw5K187I4wriC+4gPwu8SrDF/kajf3n84miGMH+3nhpkjc++VPdJM/LbJK3YGJPAMDTa1JlzyHlWlWdJZJB2i5dVFEr89qURRjH8SIsQtdf8T2kE6opjY0m8RIZGYnISDJPhCtXrmDUqFEYMGAAvvzyS+h02jPex48fBwDExNDQo1txZhaRVpxK10gIqQMfAkP/6ejVEhgDDJgGmGr5CIuQ7nLXMMfacr4z6tDHSAqKxeiJS5DiN8xSlJhTWu1gLKYDiwSd7cDDMxH9cYPugqKQEopqN03Q4U9DT0nDsrG6FKz0Xu7wOFOWw3vnDH3O4T3K4fhp0fY+L6+N7yEbzhcPHzyYUYicUuVP+uofrK2bJadjkN7eumNejmQxbYdtoS8LBnrR967APwSf9poEb7Ze7UYAgLCaMjyjYHEvVaOhxrNrU3HfKDIvlpCgarx5J58u2ZqWjWCDt0PUylkWbkrHnpdHEc0nCmsj/YFOb8gkcip+eKRJseiWTqimNDYeqXm5cuUKRo4cifbt22PZsmXIz8+3PCd0El25cgW33norvvrqKyQkJCAjIwNr167FuHHjEB4ejpMnT+KFF17AzTffjN69e3tima0XLbOIhOJbrZBMqxZgdGZPF4l1gAHSfgKeOwFcPsxHdAoz+KiMuB4mKBYYsxjYPlf9flopzYb+x6kYcu9XQF8+GnUww7aDSSoqcpULQ1nxm4CeLDLYM6gKpQbHT9Y6sJaJ1I77ie17ZLp0CAvX/oY/KwMcCn3BH4lFW85gbHyMakcI6cbz6E0d8L8/rkhu0kqbZUo3HY50ZdDjMgfDxVtQwHTBmfAO6FF4EWE1ZSjyDcTpiE5gGR165Z8nWsvU2wdglIwwk6vRUONaVR0+310A//bqx/5jQDyC/X3wy8lsPLtW/l4hGkWNEMk4llWM+RPk65MAPh0Y7C89SJXxkh7kaU/HaOU2bzqhmtLYeES87NixA+fPn8f58+dx3XXX2TwnTCOoq6vDuXPnUFnJz0bx8fFBcnIyli9fjoqKCrRr1w533XUXXn31VU8ssXWjZRaRsyhOqxbhGwTUKHWImYXU5cO8kErfCOxe7Hi90mxg3VTn16uIYzRKPKF3jExUxMgUIWbPszjT/Vn0ILlNm2gktHec/JugO6s4kVr8HqVwPfFVufwGpSWcf7GArE19dJwR/xofhxW/nceX+zNxrcq6KattlkI0psrLiPrSLgCAU5FdbI5p4+uF0xGdkO8XLNu1xAHwNhox8p4xkvdRqtEQo+NY9Cy44CCe6is7gq2TnyANDmDrg/HBFhM+wCHoGHkJzQDw89Lhm8cHoaC8BhcLKvHF/kyUVKmLmbyyakzq21Z1PpGJ5SQjNFx9oONFpe5T7GOpV5Fqg6YTqimNjUfEy7Rp01RrYzp06ADxWKV27dphz549nlgOxR7SlI4rnTqAvHGdGEXhIkJ1qKOnCwNto1HChN5n1xyVjYroALAch+Aza5GNMEQrtVCbfWmE64o/Wcu1OTtQnos8Uyf146AeVTGxHL5NuaR6HcH5Va9j8HxiV8y4pYulnmTFrgzizTJAHwr7+EyowRvThnbAe8l/AYzO0rUkZ4gXPW8uGL10mlOtRgMAhl49pTg8siZ3AvzarpE1yRMb2Sml0wQfGB3DWGYV3dgh1KabSw4hkmFfn2TvryL1cwQAJhURxnEAVx+MBT9WYfmWHQBsi7XDArzx5qR4jOsdSxQBon4vFE/hkfEAlCaOkNJR6uIJassf5ypxE/mUjzMdP2LaRLvWweQuRNGopPgYfDvGhFhG3m9FxwCxTBHW1t/Cfzp32NTsfGng2Pkj1eYsSZtot4XzUzKLiIzW7h94vc0GJdTMdI3mRYuwWSqNPzAajDjy4hP45rFBmDGqM2aM6oJvHh+Eo6+ORoeIAMtxB2J74c2EqSi0G1dQ4B+C7FnzETRGOuoCQLV2Z+jVU3g1ZTUiqm0llNCG/cDZHbjpTB26HLsVTK3twDiuPtipNmmxgBzcKRwxwfLdSVIjAoT3elLfthjSOdxBKEh3kOlgKLuTr22xu5u9CLtWWeeQ2iqqqMMza//A4l/SZTvUjMF+tE2a4nHoYMbWiGJKx3EzdZnLh4HKAvXj5DBE8C3P+X+6Zz021w7X5sBrF41KiCQrJA1GhaSLLhcUiz/7/QtnawcgKqPQ8unZ5pN1aS/U7PgvfCpzwagMvkyAzi3hfNJ6lw4R0gaSVnGkU4xYMAwwO2E2fLy8cFPXCIufiYB96ko8rkCc2vnmVnmhvTUtG4s2n5Z9XsexeOrkegBKwyOtnU75vwdh6w39kBPigyKfcJxsMxQso/1XqVhAykVKxGtyJpIhHaEZh12Xe2NJyhLkVlrFOFdPbrb36e+Z6HNdKMb1Vo4AUSiegoqX1orSLCKxyZs7cKV2BuCFz/+UPYK0w/DeK5KFwjLHCyMHxBCm1h7z+hVH6rphWM0Hlhbqa7pQvHDIgCvb6gAcB2Dbxmzt/AkHfN8mEpt6wC2boKsRHHFNRH1ZPKqvPATf6E1gRMW7OlMIlt36OhLbJ0peY2taNp8yskMYVwCoizGSIt2eBRdsUkX22L9TETWlePiU1XU332+PJbVEgtyahUiGUi2LM4g7yAQS2ydiVLtR+PqPXXhz22HJMQdqvLr+FIIN3igor0FUoB9u7x1LRQulwaDipTUjNYtIyWHXWTde0toZQ4RrERpiBD8ZsvZXxWiUpatKOZ3FAZjv/RVK6wyIRCkO5hnxxkk9THA0f5N0J9UgNt2xCbpakGkfSagvi0d9WRzffWS2o//gjjsxpsN1kucLBbYkyIkx0iLdsBqyDhwB+zsJqaWvu4/F1TYRNoW+cufKrVmtlsWd6HV6hOp7oN7JOUxFlXUOrst0LACloWA4Tikb3fwoLS1FcHAwSkpKEBQUpH4ChQwp47egWD79pBalYU28c69s27Q5qvHccT7FVJbNT6D2lJAJjAXqq8nFS1Bb5WhU+kbgh4c1L0M8GkCMIAz2zb7FcdPSICBdHZgnRC0A6QgOSV2D3GwdoehTjoMZhXjgs0Oqa3wh8QY8n9jVpWv0yj+Pf+//RPU4JezN9cSFvmLkNnh3DjfUci3S94gELT8XTQE6ULLpoWX/ppGXloCn5hMJ1/59mfSMIVI3XtIaGy8fvh06c6+LwkWmNXvwM0C3cXyq6CuCtNjwl3n3XrX3M24if+1DH2tapTAa4Om6mTYCRrGdWTz4UgWpdIEWSCM4SptAUnwMWBZ4dUOaZQZUUUUdFm05A525tkeMcK1fzXb4agg1N1JrIK3bUWvDJkEuGiOetwQA/76zN7y8dDYDLnek57htuKHWQYkD2ociLMDH8r1xBeFf3IKNpzVP9W5o6EDJ5g+NvDR3XImIkFz711f4SIgs5qjJzFPqgklyrRJRjVPr+FlLmjHXsXj7Kd+D9Pp3fQ70upvs1pl7+dlQGmE5IAfhGFbzvoOh3JQh7XFbfEyjfyJUEidqm4BczYnUp3Rn3G+/nT4YJVW1ktGdwR3D8EsaWb2V0G3EwX0tmCz4TqhHxsyzpJAMPnpU1posx4T66XHd5XMOvjICH/+jH0IDfImiA1rea+F4re83KUoRMVdwR7RE6/tEaTi07N9UvDRnZK3wzf8M7SMiWiI0Wm32p24miwiQrMFJIWDh4Q38NeXuQXp9+9ektHbV1Jgy99e+ajtRWkRT/USotgl89I9+WLTljOLmGBbgjUNzE/Hb2VxN7rdCau218XGKTrZakPJ5cXUSNgC8ctNTDsZ7cvezTzcJ84YElNJOw5b+Jvte26ciSQqZ7YWWVj5xswhwR7RE6/ukBZqGch2aNmoNaJ1PRBqhEaYxb3pO5toynN3M/60mjEjSHlpGC0hRWaAcMakgaI0Oagu0G8S/F+KRBHLvH6mjsAxKRnSyRbwacPcvVrWpwgyEVJGya2xRRR0GvZUMDtreMQ7Av27rjkVb1AtySRHasPsVX0SbyhLElufj4bPbHUzxtCJVECxEeuyxTzfZf7SU+1nQMigxoWOYaiGzICqT03NtUn5aWLgpXTJ95MzPopzY0vpvw1MDJWkaquGh4qW5omU+UVUx2QRpV6YxH/6E/yNgL4yEqEVZNlCRDwRE8sMV7UWOcFzcZHMNiXYhYNPdZB8taTfIPP9IhZ53Ah/0UX4vSq/avn8kjsIyKBnRCWJAbjNQwxO/WEk2ATXhIlDs5ODC1zedJr4HKSyjw833JuG9ZN5TKCsoxuVoTJGvrcuwmq8MC+DJUxtwKKanQ8eS3M+ClkGJJG7DRRV1OJZVjHG9YzA23nHSuJrpHyAtApz5WSQRyqT/NjwxUNJdwoqiDSpemiuk3ill2UDyfKhGaDgW+HGazHFOIBZGgPyGLhY5UuLJPm6uiJ0Xi9T1SE3pDn5IeE/ONsJl335uiAA2PC0bRWLBT39OYbur3cXpT4Se+MXaFKYFOyNc/Lx1qK6T9vYRUgYzbumCbsY2WLAxHQdgNcXrrKvGvTFA5J5fUZ+r/u9PqHk5HWE7skHNV0YHIKrqGnoWXJBMN0n9LGjx5SERHoD1e2xf+L1gYhyeMnehkV4D0P6zKERo9p/Pd1u0xN0DJd0prCjaoOKluULqnVKRTxah2fIi3DsfyPxPd9PzfORH7tpC9GLoP4EDHzoep8VEDrB6scjV7Ghx0yXFfgK3fWpModOKAVA2chEeKu2Irw5mqd5Ki2hw9hcrSVif9Jd7WIAPiitqPT55ihQ54QLw78n9A9sBkPJbGWp5HzjTS6g8egz1+fmozcpC/ocfOhT6CvOWPu01ySF6Quoro3ac+GdhQPtgREZexrWaQrAShnOCMCuuqFV0GxYj9z1Oio/BC4ldJQ0E7fkrtxwHMwoxoH2o4s8iAMz7+RRu6R4NHy+dU8XEJP823D1Q0lNpKIo6VLw0V1TN0cxRiIBIsut5xFOF1AiOAw6ugEviyRAO3P4eH/lQrAfyEEodWQoGc0zSEnSLm4jbMgqJxAupaACc+8VKGtYn3QSEgtrmwnvJf+G7I5ctr1dqw2H0egQM4lvbfzl5FWsPl+IJu9RSgX8IPu01SdJ11z6NJIfaccLPQnJWMpYeWoxOFTkILQeK2wDpnUJQlT8R9WXxltTUxD4xxMXNAb56DGgfKvv8jFu64tuUy6pRnBW7zmPFrvMIC/Amqn8avHgn7hnQFv/5PVPzv16SfxvuHsPgiTQUhQwqXporZ7cAdVUyT4qiEP7yv4CaFMQRFhmSFlvraxpjgGNFvvLzKm7G7v5ECGj/xaolrE+6CSTFx2Clrj/m/XzK7fUprtLGV4/yGsduGvvXKxeJ2pqWjWfW/gHE9sIBiXlLUg67gLqvjFy6SUyIwRsJHcOQnJWM7z6didd3mBAhCtQUBBbhy8Sv8HvgFASa+uH/Jsdj0ZYzxIKgosaEhLeSseTOXpJpRb2OwYKJcZImhlKQfu+LKmrx6e+ZhKvk0fpvw51jGNydhqKQQ8VLc0Stjdk/FJjwvjUK4UrnTnMhIMr6/67OUnLq/gQRLoVOK08M5tPyi9WZFBPpJpAUH4Nbukdj8OKdbjFDk8IZozUp4QLYvl6WBRZtcYxEvTa+BxZtOWN5TDxvSQ2W0eGT3pPxaspqh04mpXSTmEeGdgTA4tcv52PW/xxfR1gZ8NLPLDBxHX7TxeGvvHLNfi7XKusU66Lkvv8NibP/Ntw1hsETHzooZFCfl+aGxU9EIbIQGAu8kGbt4tHq2dIcERf+uuoTY4gw18ZoeL9IfW5UcGdnkOBpofaLdd/sW5CSWURkE//t9MEOqRTS1le5cQOuEhPshz0vj8KxrGLsSM/B+uNXPSaSAKf63ySR8nnJU0g3CYQYvHHs1dFIzU5B9eRpCC+T7n5iARQFAo+NfxIGJg7XqpyLfMWo+J6IC2tX7Mpw6h7O0hTakbWM0aBeMMpQn5eWDElKpOyqbQEpAPiHmAtnmyiMztxVpLQtKGwb4u6m7uOdjzYFtQXGvmXuvCLcpoLaOk6bdhJ3DubTEs1xJXdPMobAxHII9vfBIzd1cLu4mD8hDj5eOgzpHI4hncPxr/FxWLU/0yYy4k7c7Ssjl26S++lbcmcv6HUMyo4cRoxCTa8OQEQZEFeUgeMG591u1QpOhe9/Q9Z1zBjVBTd1iVD9t9EQYoE0Akm9YNwLFS/NDdKUiHBcs4i6MMCQGeZuI5ltdug/gVM/KhTG2hnzaTaME9UJxU0EGBK/FrsOJzfh6kwiMaS/WD2Zu5cbznhH37YI8vfBcrOnitafUB0DrHhAOqXR3RiEEH9vp6MNDYVcumnEDZH4M7dMcaMLrSC7R2g5AAMQ4u+Nkqo6y/us41gH4QRAUkyRCJOGqOsQooUvjL6ByNiuocSC2ocO6gXjfqh4aW6QtkiX5wL1tc533fgEALWEvx1dQTx36LqBMi7A5ue7JKoMVBQZ88l2+LQF4u8C0tbJ3wdwLLCVddhVmDbdRCCJ5ngqdy/3S7u4og5f7L+IlQ/1lxRXMcF+mNgnBv8xF29KrWnFA/0wrrftL3ySFltBzoYYvFFSWdckZf3NXSPwxbSBSMksQk5JFYoqahHWxhfB/j4wsRz0OgbF+s4g2e4KmM4AgGFdI7DlZDYYAEMkUlYl3gaAAYJrKy2PCeMKogIHq95H7WfIVbTUtzSGWJD70EG9YDwDrXlpbmiZoUNqyCbFyHnA7sXmL9z8I9LnQaDzSGWHXakxA84MVJS7njOTuD05vbsJoCV3T4KWOTIAZDt6lD49i9MCFwsqsTz5T9WfVuF8ALKvtzF/KeoY4Oyi22T9TgRh9989GfhyxwKEV1bKdi0VGgyYNnoBWEZnLjSOw5aP1+LZ3f8FYFsrI7xmxu4aDIDY999HyNgxqmsnmZnkLKRRE0/OL3KGgxmFTteTtTZozUtLRssMHWeFS1Bb4OaXgKge/IwjyVoZF37FZ+4GJn2offZRIWExoDg6JXc9khlL7jinGeHOFlJAu8+M1C9upaiRViOzEH9vfPRgfwzuFG7ZtORe72vjexDNZtJKWIA37uh3HT7fJ98O/NiwDpbi4y/2X3R4Prukmm8nZnT4JP4exa6lT+LvsdTQZJdUI9RPj5lnNqEOjkW+Utu4Dvz3KX/xYgQn3gpGryzWhZ8hd7fGv5DYFTNu6UokNhraOE6trqYhvGBaYyEwFS/NERdm6BAhruGQLfJ14bOVvSMtCekbgd1vqRxkNx5AihYePXEVdxYMu+uXtlQ43plP+Neq6qBjGJvXovR6j2UV43MJ8eAKRRV1SOwRDS8d8NneTLCiF8AAGNA+BD8evYLP9pLd90BsL7yZMNUhBVTgH4xPe0126FoqO3IEIbm5mmYzMQDqc3JQefQYAgYloL6uHn9s3oWyqzkIjDWi3+2j4OVt3UqS4mNQVcfihe+Pa7qH3PeSAfDdkcuYcQtZ0XFDGseR1NW4s55MSqTsSM9plYXAVLw0V4SajMOfANvmue+6I+dZ/WF+fcV917VHixeLxTGXAKXiWdLJ2q0cdxUMe6oIWKmGQA0t3VKJcUa3ixdhDXPHxeHFMd3x9cGLyCqqRGVNPZLP5OFo1jXN11PrWhITVk02mkCK+vx87Pnv9/D6eDnCKq+hjfnxw4tCUP/MTIx4/D7LscYgbd9Tpe+l1khJQxnHkdbVuKueTEoohRi8cU1isGlrKAR2ZdI7pbHR6ckLeEkIjOXTRYB1ArSnUFs3a+L9Wk6t4wUaSYSpzz8AUy2QsRu4sIc/N3Mvfy2h68r+OkKLdfpGp18KRRrhl7bcp3wG/CdErUXAJFOR5dCyYamt31mENfh46fDY8E4Y2jkc61KvuNQZJXQt7bmuH05FdpEWLgHe6Nqjg9P3OJ2ShshlCxBaec3m8ZDKa4hctgB7/vu95bHiihqQBOtC/L1xW7yR6P6kkRJP/dyJUSvCBfgiXKG4WqixkkvVqRUhC0LJ/udeSrhIraElQiMvTRXS9IY7xUuvu633OPeL+65rA0FqRypCQsKJb/g/9gTGAPU1UJ2sLUyGprgFT7gGA86F+53plrKu/yi8DJmAVxk489BDBjpLx5J4A9ExgNxeIbUGYRNsCIoq6nDbrjJ8Gh4Jr6IC4mntHAB9dDS4zesBOG7AOvA1NvqPl6N+6l1IPpePf35zjCgSdK2qDr+m5RCtg1R4eurnTgxpXc2hjELodAxq6lnMTLwB36ZcspkHpVRPJqSIckqqNI12sF9DSx0KScVLU0RLesMyoNEN9v9/rAESF/Bzkw597Nq1JCHwRfGEL41qBIlzrg6Hooq7i4AB7eF+VzYsr8DTaNv7XZTUWQeXsnXBMJTdiUWjH3ColymuqLUMoiTZNF2JIjlDdlktlnQeh38VrrZZF6DcbfR9VH/ck/ur7HV1AMIrr+HYpl3YtP0kvjz0o00NjtByreQcLIczwtOdP3dSdSakAvrZtak2ETVjkC9eSOyKDhEBqm7U7hq70FKHQlLx0tSQ27zFDrJiAaOl+0iNqiJgz7+BP75y/hoCfqGAj782X5TGmAYtpjFmIrUC3FkEDGj3E3FWKCVnJWPW7lng7O6i8y5BTdgqeAX2hl7nOHl6pY580/TUxiI3dJIDsD+2F5YPfxQv/bkFplzrz3ypjw8YXR2Cqq2vtyhQh//0HwFdBZlwKNi2A8/u2eTweHh1CV5NWY03E6ZqEjCuCE93/NzJFeTeP7Ad0fn2qcDc0hosT/4LKx/qLxsNcXe7eUsdCkl9XpoSqnOLzCmXmaccIxfOplrs8QkEap0v6rPh4Q3831n7+N+aHYcDHYbJR11cnUnkKm6aT0TxPEqeNBxA9OlWCRNrwtifxiK3UlrQMmAQbYjG1ru2Qi/x80zaukrqAeIJwv29sKwbi74BJvwn4zi+CfoOANDjbw6h5UBxG+DMdQxYHYMux27F4h3bVK9Z0yYIPuWlsrOWCvxD8MiYeWAZHZHDb2GnOLw+Kd5jRafi1IxgBGgMsnbxSIkIV00OlXxm1Dxq3HWfpgr1eWmuqM4tUkhv2DvC5p0F9r6tfQ3uEi4A8Nc2IH299TXtfVu5u6cxIx9unE9E8TyeSEeJSc1LlRUuAMCBQ05lDlLzUjHQONDhebWOLfGmGRbgg+KKWrd90iYdi1BYVY9HjwMfPtAH3+QvBatjwDBAenu7jY4DMnodQf7eYIRXl8ga4pX5BiC4vFT2fjoAUVXX0LPgAgLrqogcfr3ORyN64DxA9P1UEhyuRlUEgv28YOIUq+QsaI13K9WiuCuNKBexakl+MFS8NCW0zi2yR2yilrnXOfHiTqTqZuTSX4B7i4+1MvYtWqzbzHB3OkpMfmW+W48TY7tpstAbMqEPshYD2zeBhhq8cWe/tsRt24/c1AHvJf9FdCwH4NVtm8BFX5PvzmEA+JbiPwNvxby922QN8fIHjULw75tV7zk45zTuyNjr8HhQXaXDY3W5ubjy/Ezg/eUIGjNGUXBo8TZRS82UVNcrns+B7/R5IfEGfHfkkm37MqF4lEoZOptGtC8clxLxLW0wJBUvTQnSzZvkOEshrwdM7EhgdADHSjyh0N3jzuJjrRhaXjV+a8CdQyzFRBoi3XqcgHjT9ApMg2/0Jui8rdEHti4YNbkTUF8WjxB/bzxyUwfMuKUrUjKLiMTLC4k3YMYtXfDdkcvENUHl9cXwJzjuUMdIvFkjZYgXgk97TUKZyR//JrjOLZf5dB+Jwy8DgOM45L61GAei4/D0tydkX1M2obeJKz5B9nSIMGDf7FtsBDTLcXjwv4dVz5WqRdFanxJi8MaSO3upiviWOBiSihetSLUwA+5xbVXdvCXajMXrMUTwH5Mq8vl1jF0M/DjVmVfpAuYgqqRwEZBJf7mz+FgrtFiXIqJ/VH9EG6KRV5nnULALWGte+kf1J76meNP0CkyDX9s1DsfovErgf90aPNX9DTw1cJxlAyIpUjYG+WLGLV1sWoVJ4OoDiY87ENtZ1hBPx7HI91NOLZX4BCBU48BXweH3uy82gfO/XrJWRtyGrTbk0PXUDB8tY7zKUGzyBWC0EdAmlnPalE74PpOu78GE6xHs7wMAsiK+pQ6GpOJFC1JFsf6hABi+U0cgKBYYsxgICJcWNEoeLv2nydjgS7QZqxXpBsUCQ58D/vhaweZfA/7mf2zi12ofYQmKBeImkbVaSwkGZ0cf+Ie69hobM2XVimguOXe9To85CXMwa/csMGBsBAxj/rc4O2G2ZLGuHNZNk4VvNN+Rw8iEH9Zf+hhPDZwIQG9ej7p3yYKJPS3vpZYZQ6bKjmDrgsF4lTiuB7wdDFcfbE5pWQ3x7GEZHT7pPVlx1tKudv1xp0TKiASusBBDdSUOkZ98v2B82msiSn0CeEGTH4hVe6/HtOFdJH+2XOnwso+WvZP2HdZciMachDlIbJ8IQPl7BfPXr43vIbk24dynCIXnR7sz8NHuDBiDfLFgYk+HYaVCJKghZz01FB7rNurQoQOysrJsHlu8eDHmzJkje051dTVefPFFfPfdd6ipqcHYsWPx8ccfIzqafGPxWLeRq/4jQqEqIO3hEn83kLZOQYi0tW0zJlqP+R/H3auAgnPA4ZXOb/Bj3wIGPQWc2QRseRGotPpewBAO9L4P6DaOF2JZB8i6hpS6e8QCrzDDPOFa5rUOfY73p5GKQBkigA1Pq0ezpDq4KG6lOebck7OSsSRliU3xrtFgxOyE2ZbNCiATZRuOX8Hz3x2H3pABQ/vPVO/9xdgvHIqBtb6HtfUsBry5A2UqNRziSJBYwAi7Q/WVh1BfFq+6ZgAYevWUg8DIE1JL3v749/5PiK5jz1fdx+Dhs9v5NYoeF4SR+LF8v2B8P/geTJjxD4f3xdkOL7n3SOCdEe9iTIfRlq9dqc/ZmpaNOf87JeugK8eTN3fExhPZTtXgvH9/X0zq21bT/dyNlv3bo+Llsccew/Tp0y2PBQYGIiAgQPacp59+Glu2bMGqVasQHByMGTNmQKfTYf/+/cT39Yh4UW1hJsGFNMjIebxtvzhyQ7we0eYMWDf488nAiW/J13Dzy0B0PPDjNDi+DvO/5Hu/4utYMvcC66YpCCUnBINUlMkQAYx7B4ifrH7uD1PMX0h8ZpUqHqa4Fbmcu7AHNOWcu4k1ITUvFfmV+Yg0RKJ/VH+biAupoBA2Ta+g4/Bv+53qfZcOX4pxncZJrEdb9GrRptNE9TJjBubh0LXPwXlJ1+BoQS61o+NYrNr2f7KpJSlYAHUh4SitrkdEdYlkbYx9B5AgaP4vYSoefmWqTURCcKwtqqjV8IpYBHRZqhid0plCsCThW4zrdZ3l8V9OZuOZtY5RFJKfexPLYcVv5/Hl/kyXRkeQ8u30wY0eeWky4mXmzJmYOXMm0fElJSWIjIzE2rVrcffddwMAzp49ix49euDgwYMYPHgw0XU8Il4a1X9EYqN3Zj3iKEf6RuCHh51YilwRrnmd/qGAt5+KqHJBMLgyEVrStbitsmkexS2oeVc0Rz8KAS2iTHgf8utOw9/JyIszkEYaXki8AU+P7IjXtm3CTyfSZbufXGV48RbM3bMLnN2VlRx+z04YhR6bdmm6j+ArM2vyfCyY3Btv/XLG6VqXkLAsmKJXqh5XmTUdzw1NskzAdsfPvSC69v6Vh493X3Bq/Uo0pX9/WvZvjw5mXLJkCcLDw9GvXz+8/fbbqK+XD10eO3YMdXV1SEy0hmK7d++O66+/HgcPHpQ9r6amBqWlpTZ/3E6jFnOKilsFnFmPcI6WCc0OS1Epwq0qUo8GBcU6H+kQWsF73c3/rSXNEzcRmJnGi7i7Puf/nnmKCpcGgHQOTEpmkewxTREtw/kAaz2DUGMi97GRAQOjwaipGFgJ0gGTy5P/xG9n87F0/B1YMfFRRHn3hHiLiAn2w63dtXVXOcIideBJLLtDhyK7OuEyP6Dcru2pKBBYdocOW9kjmu8k+MrEXjqHf377h1PCRUhH3Tc4hOx4rzK8l/wXblryG1b89hfx/KODGYXYcPwKDmYUOgxSFDrqdFIhHwB8AXEGvIL4lCQv28hw16ynxsBjBbvPPfcc+vfvj7CwMBw4cABz585FdnY23n33Xcnjc3Jy4OPjg5CQEJvHo6OjkZMjP7hr8eLFWLhwoTuX7khhxv+3d+/xTdV3H8A/56Rt2pS0rBfSFkpbKlLKxY5Ly0V5WqmgMLyM6XwenaCOwQY8Qp1SmAycPkM2J2zAFDdFJkPdUAQUUSqCTopFKsq1CpSCpVcKbWmgl+Q8f6QnzeVck5OkKd/368Vra3Ka/JIi+fb3+158+/hKOAYsniSX8t8j2wjPxyb9PnABg2MfHOI3ShMkg20Gi5qgbGx6LCxWDtERYXh4/AC8U3YPOuJeA8c55094mgwsRU0SKF914tpDJy5SDzBA8el6fHxSfW8b+1oM5WBDG3Ewg8WXNzIYfN6hm2+y7bW73saxDDIr3HvAKBXTKt14MyYyFL+Zkoni0/XYfaIWjVfd+6XExn2PzeXyz8VXblU3XVPca+dXm0udnlM8H8Y9uJArt3flmv+iVVPHQFAVvBQWFmLlypWS15w4cQIZGRkoKCiw3zZ8+HCEhYVh9uzZWLFiBfR6vWerFbB48WKn52pqakJysrK5E4oc3y5S/eNnjgGLqn4oLuXVskMKfeyjJUDmNEqOvY4o7V0RbDNY1ARl7nkxGeiNGQjrswNXua4dJ5PB5JYMzFOb6+J6/YKJA7H6Y/EPVNdgi/+Nf9fRKvx6y9ce7VwYw0Nw5VpH15FQSFcgwbGMezdfCHT4hS2IqTMYEGs2qz4uaNBLl4I3tLQjqXcEnr8vS/Q9tlj7wGQwiXZddq3IUqPRJZ9FrPfK2PRYrP3klP1rsXJ7JqQR4X03CSZZr/ufEWBZpttX+ymhKnh5/PHHMXPmTMlrBgwYIHh7Tk4OOjo6cPbsWQwaNMjt/oSEBLS1teHy5ctOuy81NTVISEgQfT69Xq9pMOTEmyMWzTgEH445HyNmdlbgSCUCu5RXH99uaw4XSGqnN3uT50K6BbkeJVJ9L7ozpcHW2XozVhd96/baG+sHA/WD8Ou7QpFmsgomA/PUVhkJXd87IlTReh2DMk+HBPI/06VTMzF3c1fJsNKeMq44lsHLI28R7PDrmqzLs8I2WPJYXKrs439+qs7+QS6UtMqXzi/cu9Btt4w//mutmQYtMjHEeq+MGRDr0ElXvNyeYWxr0pt2oKM5EwBr/3mM6QxKAelgOBhaGqgKXuLj4xEf79mZ5+HDh8GyLPr06SN4/8iRIxEaGoqPP/4Y06dPBwCUlZXh3LlzGDt2rEfP6TWlRyx6IyCzNek5zhZ8nHxfWY8ZR45TnL0t9daS0t0fwSRbidlIpFtS0qMkGM/clQRlpig93ig5J9EgjMWmvaGSyZJqu6OKXa+0YoUPyrzpRMsBuH90MiYPTXCaQcXn+7AhjcIRh9Bjde5q/Cd2Ip7NTnArw+afTyjR97XbACa8AjCnSz7H2k9O4+3SSskjlPyUfPwsbSk2fvsXMA7HNFyHZxVZUoR6r+hYBs/9eBjmbCq1H7+JYRiACW2EzlAOizkdHJz/GxMLbh8en4qBfYx45v3u39LAJ9VGxcXF+OKLL5CXlwej0Yji4mIsXLgQd9xxBzZu3AgAqKysxMSJE/GPf/wD2dnZAGyl0jt37sRrr72GqKgozJ8/HwCwf/9+0edypWm10ZEtwNuPyl/3478BxsSu3QHzReDDxdrklkTEAD9aJVGizNlKqWPT3Tvs8rsUmpR6a8gQZ3tNUgGIaLBF5c3BKhj7vMiRmm4NAAvyByrKfRArU1VbqeXNVGLXx1JapdRLr8OVVovgffzP1zF/5vvWEqw/uQwAnLsXdw5CFOszY70yFFauqww7nj2CluRiGM3AjI+tiHP4/bHeCLx2G4uSQSyuVt6PjqYsxe+BWPnyrqNVmLOpFCzXgeFX9iOm7SIawmLxTa9xsDK+SR+dl5eOhbcNcmv1/9Tu19Ea87rs9/Ov/ZHxqfjttCH271e7m+avlgYBnyqt1+vx5ptvYvny5WhtbUVaWhoWLlzolJvS3t6OsrIymM1diVirVq0Cy7KYPn26U5O6gFGaGGtMFD4G0aI1/9UGW1M4qZqGkpeBghNASJjwYwQ6SdeV+aL4cEbA4bhOoqG10Gwk0q35cpBioMhNt27tUFb5IZY/ozYp2NPW90I7YEpzep65ayjONVzFqqJv3e4T3h26B4MSjG7N/wwhUbjS2gEmpOszwXFXwxCmg7nNYu/wqzMwMKTYZgiVDHJP/uU6X4faoyqhVvltHVYs2XpUsAFfnX4vPkgbiwu94gTHFXjDcUeI/2+ntcOKX90yAquOyQcv/Gu/LTPB6XWo3bHojmMEfBK8jBgxAgcOSEfsqampcN30CQ8Px7p167Bu3TpfLEs9T2YNAbYP3w8Xa7cOx262Yve/MFh8N6Pbze2RCUBkgy2R2Uik2/PVIMVAkgrKik9fVPQYYvkzaiu1lF6vpOpETaL1Hz4sE7xP7EMvPyUfecl5bs3/PjxWhWUfvYdLrRftfWZ6G/S4jHaY25x3dxzHGkAg+deTJFqh45pdR6uwZOsRZHxXiqdKNrp9T1xrEx46+aH967rwaLw0/G7sTxqm+HmlVDdew5xNpS6To62IGhjt1FDQ6XV0vnarOQ2J0eHISo7Cove34r1jJ3GNiwSgvn+PvbT7TB3CelWINm30F5ptJEVyUKBLMqwjpTsdo38OHPy7Nms114vvZmg2t8eLLsFuJAIQpcFWtwvKyPVKLCjzNllZbaWW0uuVVJ0oXTsYeDQ7R8fq3JrwTR7SF9HhP0HxmXoADHLSYvDElm8ACOXrsGitmYbwvps0T6Llg0D+iIXhrJjzzbsA5Kdhx15rxFMlG/Fs9gxNAhj+vXceFcDCXD1NcqQD/9p/mHEO2a/nASGNYE2AAZ53Tg4xHsWTJc+jqb3rF2qTwXm2k7/4tEldj8APCoxyOeeTaram5kPVEAfxzDWm834VdhXadn4c8TtISjPkhNYREeP+HmhB6L1SGmzRMEXSzfHJyoD4h55UsrJcgzkGtrwSPvhRev2Y9FiMTY/FXVl97WXRnq69/kqryLM5k9sV2nW0Cjev3IMHXvkCaz85jbWfnMJjb32F6ibx7+toHoprlQ+C64h2up3riFY1j8lVH2O4U8LykPoziBcZTeCKhS3gmH1kG1jJxp7ekXvt8ewo3JFTi08bXwCnc96h4cupQ4xHFT8fX5rtGLgAQK25FgV7C1BUUeT5i/EA7bwokXmn7XhDacmu0g9VyV2Xzv9MpvwJ+Gixwp4uIrsZTjtInujsnvuTbbbHKtupbGq0EkLvlafHdYR0Q3J5MVIJkGortbSq7OJLZVs7rFiQfyPeKDnnFEQ4rt3bozFAPIlUbiI2YPsQ72jOhM5QDiak2euxBr0NochOi3HKH5JrdOeK7+47pP6MfQK32Lwnbwi99l7cjXj5gVEY0T8aOZtuBVhl5dTSukqzXXHgwIDBypKVyEvO89sREgUvSqnpzqqqiZwIxzJnllUXeAjtZvA7SK6lx2qY64Eh9wBbf+HZ9zuRyBeq2A9k3t0ZIKk4riOkm/ImWVlt8ONNsAQIV4UlROmxMH8gUuMi3dbu7dGYNyXZXVhYZMqhlXp4XBp0nUdqPLlGd2L4oEcw0Vez3Bjn194IC1iGwVtH9oHTXRbfhXMpp5YiV5rNgUO1uRqltaWazONSgoIXX5DMlVHAEOvcRp8PPN5bYKvUkdPLJNzczXEHqWwnUPo60KbiN4peJg8rlxQGIEJ9XfhfEXiOQR0hQcSbZGW1wY+nwZLYDkhNUytWF32HFx8c4fYadCyDpVMzJacnS+32eFoh5Qu9DaGYd6ttp8Rxp+hY3ADUhUermoYN2IKecReOCCb6ap0b46i2+RrONYmP1XHk2PXYm2sAoM7s+egItSh40YJQoJAxFchdDHzxInD1krrHMzcAW2YC7D+cA5gbb7dVFYlWH3XuZpgvuvd1cWzulnaL7c+kZ20Tqs9+CnyxHmi7Iv24KeOAY1tVvBAGGDcfOLpFYC0uAYhYXxf+zHjMr4BBU6jDLrluqQ1+1F4vN2iSrxq6NSMeX9d/Za82qatLxJJ3jws+Zm9DKFb8eJjkbk93mmn13I+HCe4oWRkWLw2/G0+VbHTr8CuEn2h9IjYVr360AoB73hDbed3sI9twIHGIZuXVgC3w6m8R70zvyLWUPCYy1O24Tmm5ebzB28GdylHw4i2h3QK5zreyREqJQ8Js5dD2IySB3Yyh04Ub2jVVuVcjsTogPdf2JzFL+nH5XRKl+TyOjejyl0vnC0n2delcw/FttmCLAhdCfEJJT5k665fI//f/4VJb12/Y1vZotOqmAXBPjr1kFs9Z4fNqdh1V1nE7JjIMDS1t9q8To8OxdOpgGPWh+OXmQ6KN8pQQapbomj+0P2kYns2e4Xb8I9bdd/2wuzD44lm3bsCOhHJjXDmXSMuLjQxDdloMRlpz8afD0eB0jW45L4BzKXmkXof7RyUjPzMB1U3XsPCtw07XOpalCz0WAwYmg0mzSehKUPDiDbHdArU7LYI6k2/LP7MFFzyx3JWoJNtR00eL3dfDP55UbxWpx3XcJVGSz2OIc26aJ5cvRH1dCAk4uR0QvtrkUpvz7VKDAAHhxmZCeTVi+JyZfU/k4VDFJcFjsOfvvcmjGUwAsHTqYMwcnyZ4rOWaP7Q/aRgOJA7BhGvf45HBRgy2NKH6n28gpKFrN7w+ojfWD7sL+5OG4b++/0rRGqQSgtf99wg0t7Zj+fZjqG6Sr+x65q6hna9FB7bhbljiN8qWkre0WvDq52cxOi0GCVFCidXiZem+mISuBAUvnpLdLdDIlpnAtL84H7GIVT95GwQoqapS0vvmR6vEu/0Kob4uhAScdI8Y8WoT4coVq70CprbdiANnhmH8Dba5dp60p182LRNhIazoMRgfZBS+fUTxDCdenFEvmQsklz8UN2c2rhz8Ejv3HsGm71qcqoiUJvpKXVd8ph4DTUb86d4sHDzb4DYZ3LGK6ebsG3HHENv7XFLegMaLgxHS9iD0ph2y85g42ALNfU/kCSZg86XZro8lNQndlyh48ZS/Wu5fvQT862fAfa87BzBCuxlaBAFKqqqU7tIoRX1dCAk4qaohNYMAGd1V6E07nK5/smQrng79DfKSJ6quLFqQf6OieTq3D02EMTwUD/z9CxWPDnxXcwXFpy+6JTQrnazM6HQwjsnBT8fkoLroWxxxmGUll+jL58Ycixsgur61n5y2//+YyFDMuiUN731TharGa+5VTF8Cp955EaYli1HU2heAulLyqsZrOFRxSbTcnn+s6B+cx/1jeyP/xoHUYTfo+HsXYMdjtl0RQHxnxJ9BgNreN1KorwshASfVI4ZVWG2i63UcYTGfu93e1F6Pgr0FmJ3xNKoaVezKAkiNMyi+dsyAWMmybSFrPzmFtZ+ccsp78XSI6LxbB+KNkvP2njhSib6OuTFKk3UbWtrxt8/KMeuWVEy+WAbDu+5VTB01Nfj+fx/DiewZgL2KSXkp+YVLZkwflWzbyXrniEC+DYumSyl4eSfww5h+0CUEJg+ROux6yt+7AFcbgFcmA8/fCGz8kW3a9cYf2aqKjm+3XSPbSZcBovpqFwTwuzTDfmL7X0+jb/4oil+jE+rrQoi/8McvCdHOR0i99cqqlkKjDwNwb4rGe+P0Gtg+tpVTOvIAkO4KLIcfIrli53H8clOpWz4Of79UgrGOZbD8zkwwDs/PJ/peDHfuhFsf0dvjMulXPj0D/frVTs9jx3Fedfhd/t5x7DpahdsyExAeIvxvLh8YPr3jOCxWH6dOiGA41+mIQU7NSG2vWC2d5cheNKLTROdfXb6KyJ5EDAjmo4iNNOgOhCq3ovpSXxdC/Mz1yGRkSjSmbL0dteZacAL/3nEcwFkiwYa0yD62uWKWol0APlH3P4tuVT3FWE1CsCuWAaQ+jxMVrGnX0Sq3XQstO+wOqzuFP3z+kux1T46fgyPxN6h+bgbAgvyBWFX0neg1vDdmjdFs2Kqaz286NvIUqwOG/gTY/5cAL8SlikjrfBR/0vIoihDiMaEeMYXZhSjYWwAGjFsAwwBob8xCWKz7kZGrSIMZzWbpX/nUjDIQ4ppkGxepBxig+HS9Uw6JELmNBKEhk65uy0zA8u3H4ThQ0sqwouXQaikdVxDT2uxxd98Nn59V9ByB6tNDwYunjm8H9q8J9Co6uZRVB3MQoGYMAyE9iNIE0UDJT8nHC7kv4LmS51Bj7sr5SzAk4InRT+L7egarjskHLy1mg703ilicoHSUgRShAEzpEEk5u49XSwYvJeUNkgMlvaW0iinpSh1+dvIjt9vFuvu67tA0KdgdUnOspyUKXjzhrzJptRzLqikIICRoeJog6m/5KfnIS85DaW2pvcMuX21i6W/B5nKT9NFSRzSs5jT0NoQiPETn9AEfExmKe7L6Ij8zwWeBm1YftNsOX8BvporvCvl6N4KvYooTmXRtBVAfHo07ztoqr5R09xXcodFH4YO0sbjQK87tuEluZpWvUfDiCX+VSat19ZJ7F11CSLcm1veETxB98cER3SqA0bE6weF7OlaHwuxCLNy7ULIpGgcWl83t+OejI8B2DkD0106T3BBJQNk0uostbZJHR77ejVBSxbQrdQweOvmh6GM4dvc1tl8VnL8U19rk9Bj8cVNx526Np8d6WqBqI09092Zpuwptu0OEkG5Nbp4QENiKDqUsVg7Fpy+i5dJg5Pb+NbgO58oariParQNvfUsrxqbH4q6svhibHqvJhyC/jm2HK1F8+qLb+yZVjcRX7gzpq6zQ48Nj4lVHfJDkS3JVTBd6xSl6nNhrjZjzzbsARGs9na59qmQjZpXvwcbUS7il5Tw4S2A+a2jnxRM+K5PujPkjYrybi0St9AkJCkrmCSlJEA0k9yOvOACLZJuiab07ofTozbXlPy8hOhx33pSI9Z+WK3q+fxRXIDs1FlOGu++K8UHSnE3uk7a1xI8rGFp/Bv2sZpxnDfajnWF1pxQ9RnTrFcn5S45Y2P5O3vP1TuDrnTgHICQhAaYlixE1aZLHr8MTFLx4Qsl8HzlhvQBdmHOQwlcE8cm2ZTuBA3+Fso1MF919d4gQojg3ojtNXga6kot3H6/Gq4JVKeJN0XyRK6H26E2o5f/IlB/gv/74ieLntHLArzaX4q/4IaYMT3K7//ahiXh0fCpeUVi14ykrw+Kb+BvwjcvtSrv7Nul7qXo+192YjpoaVD62APjzar8GMBS8eEJyvo+MfqOBW5cCqTfbvharCEq7xfan/1j3smclqJU+Id2e0t2HQFV0CPGmh4q3JdBC5I7eGAgPh3StRio+fdGj1zTvja+wFozgDkx+ZoLPgxdHkXodWjqnayvt7tscGuHdk3YmONX8fgWMEyeC0fmnqpWCF0+J9VNhWECqq2HTBVvg4hikyD2PY9mzIQ7Y9ktqpU9IDyCXQBroig5XngxVdKRFCbQrrY7eio5Xe/T8Vs6K+e/+G19fjkPeDTfAYk5F/ZV2+26OknEFHuytC+IDFx6fF+NaReQ4+ZrlrJI7NIpwHDqqq2H+8hAic7I9fwEqUPDiDdfA4koN8OES6e9pqgT2/B+Qnqe894pr2bPcVGdqpU9IUJCaJ+SLXQpvSO1wSJmXl46BJqPPKoq0OHqzWDlsPVyp+rlDjEftQyg3lwObywFre9fE5sTOPJqXPy0X/fn+YkIatn9d5dGujxJ8XoxYh12pHRq1OurqNFmzElRt5C3H+T5Kj2r+8yf3uURq8Ls+US6/vUQlUZk0IUFGbJ5QQnR4tyqTltvhEDP+hniNK4osOFh9EDvP7MTB6oOI6xWq6Pukjt5KyhvQ0OI6gFBaiPEowvtuAhPinOzKhDQivO8mhBiPorrxGl7+tBy/mJAm+vNdPCUT/1l0K96YNQaPjE9VtQaloiP1eGTeTzBh9v/gSPwNbo3nxCqX1AaqIfHxXq5UxXP57ZmuB2rzTJoueNaXxWoBIn4A5D8NtNQBkfGAMTF4uugSQpwIJZB2tw67apOGfXHkVVRR5Nbh12QwId40BfU1gzw+elOfEG2F3rTD9vguPyKGsaWB6E070NKcCQYstn9dhX1P5OFQxSXBn6+OZZCdFoOCfx1WuQ5lLpnbkRAVDqm/Tq47NElX6nDH2S+UVSIxDEJMJhhGjdRu0TIoeNGSp1VI/FwiJYGH4PDCJNtREgUuhAQtoXb23YmapGFfHHkVVRShYG+BW/feWnMtuJgN0JkfhKV5qEdHb2oTonWGcrCh4h/qDAMwoY3QGcphMaejqvEaDlVckh0p4KujIwD2oEmK6/yltwblY8K17/HIYCMGW5pQv3at7Q7Hec6d0ZtpyWK/JesCFLxoy6kKSSmJvixWi3M1kvki8O+ZcAuMmqqosy4hxKeUdKflaZ2Ya7Fa8FzJc8JjB8CBAYPEtA/RXjEC1Y1tqteh5rUBABOibDCi43Vyuzu+Lofnd3vkEsRNUXr86b4s1F9pddsh0g+8ATW/X4GO6q7k5hCTifq89Ah8PsqO+cDVy8q/z7Uvi9AOC8O3CHLVeZuaHRxCCFFBKrmY9+j4VJ/MJiqtLXU6KnLFgcPl9jr8bUY0uKvpqo/elCROTxzcB0Unam3P16FsMKLjdXG9QnGw+qDbTCier8rhHY/N5H6GHIDldw7B+BuEu/NGTZoE48SJMH95CB11dQiJj4dh1Ei/7rjwKHjREr9TYmkDbv41sPsp5d/rmC9zfHvn7o3LXy2pEmyAOusSQnxKrDutr4dI1pmVVbE0XKvHlHTPSnXlOu++7NB512JOg7U9GkxIo1vOC9A1hNJiTgMDIM5UhmVfrXLL1SnMLkR+Sj4A9bs/SnEApgy15VNlp8XYX2fhO0dw2eycpNzb0JX8LDblnNHp/FYOLYXhOE7L9yngmpqaEB0djcbGRkRFKZtRoQmxnRK5gIPvy7LgiG3HxGqxVSF5OvhxzK+A21d49r2EEKKA2AebrxysPohHPnxE9rpXJ78qODRSDdfXxnfedc1H4auNAOEhlNcqbTk4OuNRRPTb5PY8TOeezgu5L9gDGL6PDiCdNam0LwzL2DoB8xKjw7F06mB8V9uCVUXfCjyuFTpDOSYOjUBpuQV1dX3BFyX7Y8q5ms9vCl60ILZTogjjnKtS/pmtjNpThjjg19/S0REhpMewWC2Y/PZkW3KuwL+zDBiYDCbsmr7L6ShGC8WnL+K//3ZA8D7HPi88xz4vCdFhCEn5PRrb6wW/X2jdQh2MXYOQhCg9rnVY3XZOvCH3Wvj4zJfl+2o+v+nYyFtWi23HRSpwEduBieprayjnmGTr7Uwicz0dHRFCehQdq0NhdiEK9haAAeMUwPA7GIuyF2keuADSibQdzUPR0ZwJnaEcM26JwaRBNzp12GUiTmPWbuHABbDl6lSbq1FaW2rfMRKbu+RYZm3lODzw9y80e42Ou0iO+J41/ERwsVELgUDBi7cq9ssf8XBWYPLvbf1Y5PqyaDGTiIYyEkJ6mPyUfLyQ+4Jgn5dF2YvsRy9ak0+ktQ2hvK3/GIxJci6F3nlGWYDxwYkydLQMsB+/CZXNO369zYNuwOKU9azpaM4EB7bbTDn3SfCyd+9e5OXlCd5XUlKC0aOFzyRzc3Oxb98+p9tmz56Nl156SfM1akZpoNDLZOvCK0eLidU0lJEQ0gPlp+QjLzkPpbWlolU7WvNm/lS8QVnH2Y2fNeBV8wHFeSVaViap7VkDdI8p5z4JXsaNG4eqqiqn25YuXYqPP/4Yo0aNkvzeWbNm4Xe/+539a4PB4Isles6190qkwnbISgMKbyZW01BGQkgPp2N1gkm5vkoi9mb+1Ig+I2AymERzdRyrkgCguvEafrmpVDavJDstBr0jQnH5qvc5L570rOkOU859EryEhYUhISHB/nV7ezu2bduG+fPngxGqK3NgMBicvrdbEaooMiYCETHA1UsQDTQiYtQFFGITq6P6AkOnA/vXdN5AQxkJIUQoyVXL6hipMmqp55DK1eFLZVprpoGv6OEARXklOpbBw+NTsaroO69fm9KeNYyuGQysSIg2dIsp536pNnr77bdx3333oaKiAv369RO9Ljc3F8eOHQPHcUhISMC0adOwdOlSyd2X1tZWtLa22r9uampCcnKy9tVGohVFCndH7ntdffdb110ePkdGcESAQPIvIYT0cHx5sdC/zIC21TGe7u4IzWRyrOQR8sasMZJ5JRYrh5HP7tag4siKyBtWivascbqyPRozBz2GJ26518vnFNbtSqWnTJkCANi5c6fkdS+//DJSUlKQlJSEb775BosWLUJ2djbeeecd0e9Zvnw5nn76abfbNQ1eFPVekQpiXHq5aLUmocCGEEKuExYrh5tX7hGdCcTno/xn0a0Br46xWC0orS3FByfKsPGzhs6jIlb0+j/fn4W7svpKPqZU4MbB1nROSXAT0tmLRmh3yC2JF4xTbxot+Sx4KSwsxMqVKyWvOXHiBDIyMuxff//990hJScG//vUvTJ8+XelTAQD27NmDiRMn4tSpU0hPTxe8xi87L972XuHNeI9KmAkhRCNSPVgcye1i+JPWa5Y6MnMtub7U0oZn3he+NsR4zG13SIgve+r4rM/L448/jpkzZ0peM2DAAKevN2zYgNjYWNx5p/rjjJycHACQDF70ej30er3qx1ZFq9JjKmEmhBDNKK166Q7VMbxLLa2y1ySKVC8JEeoL43ic5RoATR4qdm0i8pLzsPnkZvzh4B9En0+oN00gqApe4uPjER+vsLoGAMdx2LBhAx566CGEhobKf4OLw4cPAwASE33XjlgRrUqPqYSZEEI0o7TqpTtUxwC2Y65n3j8he93SqcLVS2KE+sJ4cq2O1SE2XNnjKJ035SviB24a2LNnD8rLy/Hzn//c7b7KykpkZGSgpKQEAHD69Gk888wzOHToEM6ePYvt27fjoYcewoQJEzB8+HBfLlMe33sFEn+ZGFbifsaWUEslzIQQohm+B4vEv7yqdjF8raS8QTQ/x9EPIsP8sBphSnvTKL3OV3wavLzyyisYN26cUw4Mr729HWVlZTCbzQBs5dVFRUWYNGkSMjIy8Pjjj2P69OnYsWOHL5eoDN97BYB7gMLY/oydJ3E/qISZEEI0xvdgAUT/5RXtwRIIwXDMxfemYcRCQg7oHWprDhhINJhRDbkSZSphJoQQv/N1nxetBEuCcVFFERbuXehWbeQ4MXvtXQ9p/t52u1Jpf/L5VGm5EmUqYSaEEL/zVYddLfGl3XKjBrwp7dbifbBYOYz58yqYje8ITpm2NA/1SQk6TZX2JVYnXe4sdz8hhBDNqUlaDRRvRg0oodUOVEl5A+pqBgE1i6AzlIMJaQbXYXTqTVPVeA2vfV6OmePTAhIk+jTnhRBCCCFd+FEDCdHOFVAJ0eFedQPmG9a5JgTz85J2Ha0S+U53XTk3tonZHU1ZnUMZnUOGZ94/gZtX7lH12FqhnRdCCCHEj+R6s6hlsXJ4esdxwaMopfOSHKkpLVc6TFJrtPNCCCGE+Bl/zHVXVl+MTY/16uhFrgSbg+2Yp6S8QdHj8SXoSvAB09M7jsNi9V8KLQUvhBBCSBDTugRbxzJYOnWw4udXGxxpgYIXQgghJIj5otPwDyLVj93xZ38aCl4IIYSQIOaLTsOeBCL+HMNAwQshhBASxHzRaVhNIBKIMQwUvBBCCCFBTusSbLndHF6gxjBQh11CCCGkh9Cy0zDfOwaAYBk2oO0YBhoPQMELIYQQ4jWhrr0xkaG4J6sv8jMTNB3DQOMBCCGEEOI1rRvqaYWCF0IIIYSI6o5zoyhhlxBCCCFBhYIXQgghhAQVCl4IIYQQElQoeCGEEEJIUKHghRBCCCFBhYIXQgghhAQVCl4IIYQQElQoeCGEEEJIUKHghRBCCCFBpcd12OVHNTU1NQV4JYQQQghRiv/cVjJysccFL83NzQCA5OTkAK+EEEIIIWo1NzcjOjpa8poeN1XaarXiwoULMBqNYJjADo7qDpqampCcnIzz58/TlG0fovfZP+h99g96n/2H3usuHMehubkZSUlJYFnprJYet/PCsiz69esX6GV0O1FRUdf9fxj+QO+zf9D77B/0PvsPvdc2cjsuPErYJYQQQkhQoeCFEEIIIUGFgpceTq/XY9myZdDr9YFeSo9G77N/0PvsH/Q++w+9157pcQm7hBBCCOnZaOeFEEIIIUGFghdCCCGEBBUKXgghhBASVCh4IYQQQkhQoeDlOtTa2oqsrCwwDIPDhw8Hejk9ytmzZ/Hoo48iLS0NERERSE9Px7Jly9DW1hbopfUI69atQ2pqKsLDw5GTk4OSkpJAL6lHWbFiBUaPHg2j0Yg+ffrg7rvvRllZWaCX1eM999xzYBgGCxYsCPRSggYFL9ehJ598EklJSYFeRo908uRJWK1WrF+/HseOHcOqVavw0ksvYcmSJYFeWtB76623UFBQgGXLlqG0tBQ33XQTJk+ejNra2kAvrcfYt28f5s6diwMHDmD37t1ob2/HpEmT0NLSEuil9VgHDx7E+vXrMXz48EAvJahQqfR15oMPPkBBQQHefvttDBkyBF999RWysrICvawe7Y9//CNefPFFnDlzJtBLCWo5OTkYPXo01q5dC8A2xyw5ORnz589HYWFhgFfXM9XV1aFPnz7Yt28fJkyYEOjl9DhXrlzBiBEj8Ne//hXPPvsssrKysHr16kAvKyjQzst1pKamBrNmzcLrr78Og8EQ6OVcNxobGxETExPoZQS1trY2HDp0CPn5+fbbWJZFfn4+iouLA7iynq2xsREA6O+vj8ydOxdTp051+ntNlOlxgxmJMI7jMHPmTMyZMwejRo3C2bNnA72k68KpU6ewZs0aPP/884FeSlCrr6+HxWKByWRyut1kMuHkyZMBWlXPZrVasWDBAowfPx5Dhw4N9HJ6nDfffBOlpaU4ePBgoJcSlGjnJcgVFhaCYRjJPydPnsSaNWvQ3NyMxYsXB3rJQUnp++yosrISt99+O+69917MmjUrQCsnxDNz587F0aNH8eabbwZ6KT3O+fPn8dhjj+Gf//wnwsPDA72coEQ5L0Gurq4OFy9elLxmwIABuO+++7Bjxw4wDGO/3WKxQKfT4YEHHsDGjRt9vdSgpvR9DgsLAwBcuHABubm5GDNmDF577TWwLP2e4I22tjYYDAZs2bIFd999t/32GTNm4PLly9i2bVvgFtcDzZs3D9u2bcOnn36KtLS0QC+nx3n33Xdxzz33QKfT2W+zWCxgGAYsy6K1tdXpPuKOgpfrxLlz59DU1GT/+sKFC5g8eTK2bNmCnJwc9OvXL4Cr61kqKyuRl5eHkSNHYtOmTfSPkEZycnKQnZ2NNWvWALAda/Tv3x/z5s2jhF2NcByH+fPnY+vWrdi7dy8GDhwY6CX1SM3NzaioqHC67eGHH0ZGRgYWLVpEx3QKUM7LdaJ///5OX/fq1QsAkJ6eToGLhiorK5Gbm4uUlBQ8//zzqKurs9+XkJAQwJUFv4KCAsyYMQOjRo1CdnY2Vq9ejZaWFjz88MOBXlqPMXfuXGzevBnbtm2D0WhEdXU1ACA6OhoREREBXl3PYTQa3QKUyMhIxMbGUuCiEAUvhGho9+7dOHXqFE6dOuUWFNImp3d++tOfoq6uDr/97W9RXV2NrKws7Nq1yy2Jl3juxRdfBADk5uY63b5hwwbMnDnT/wsiRAQdGxFCCCEkqFAWISGEEEKCCgUvhBBCCAkqFLwQQgghJKhQ8EIIIYSQoELBCyGEEEKCCgUvhBBCCAkqFLwQQgghJKhQ8EIIIYSQoELBCyGEEEKCCgUvhBBCCAkqFLwQQgghJKhQ8EIIIYSQoPL/rQQmwdNiBhcAAAAASUVORK5CYII=", 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", 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" ] @@ -412,6 +411,7 @@ } ], "source": [ + "y_pred = loaded_model.predict(new_X)\n", "fig = plt.figure()\n", "for group in X['group'].unique():\n", " idx = X['group'] == group\n", @@ -425,7 +425,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -481,7 +481,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -509,6 +509,13 @@ "plt.legend()\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/pymc_experimental/model_builder.py b/pymc_experimental/model_builder.py index 9595c197..14ac7061 100644 --- a/pymc_experimental/model_builder.py +++ b/pymc_experimental/model_builder.py @@ -18,7 +18,7 @@ import warnings from abc import abstractmethod from pathlib import Path -from typing import Any, Dict, List, Optional, Union +from typing import Any, Dict, List, Optional, Union, Tuple import arviz as az import numpy as np @@ -187,7 +187,9 @@ def default_sampler_config(self) -> Dict: raise NotImplementedError @abstractmethod - def preprocess_model_data(self, X: Union[pd.DataFrame, pd.Series], y: pd.Series = None) -> None: + def preprocess_model_data( + self, X: Union[pd.DataFrame, pd.Series], y: Optional[pd.Series] = None + ) -> Union[pd.DataFrame, Tuple[pd.DataFrame, pd.Series]]: """ Applies preprocessing to the data before fitting the model. if validate is True, it will check if the data is valid for the model. @@ -198,17 +200,16 @@ def preprocess_model_data(self, X: Union[pd.DataFrame, pd.Series], y: pd.Series Examples -------- - >>> @classmethod - >>> def preprocess_model_data(self, X, y): - >>> x = np.linspace(start=1, stop=50, num=100) - >>> y = 5 * x + 3 + np.random.normal(0, 1, len(x)) * np.random.rand(100)*10 + np.random.rand(100)*6.4 - >>> X = pd.DataFrame(x, columns=['x']) - >>> y = pd.Series(y, name='y') - >>> return X, y + >>> def preprocess_model_data(self, X: DataFrame | Series, y: Series = None): + >>> X_prep = X.copy() + >>> X_prep['x'] = (X_prep['x'] - X_prep['x'].mean())/X_prep['x'].std() + >>> if y is None: + >>> return X_prep + >>> return X_prep, y.copy() Returns ------- - pd.DataFrame, pd.Series + Union[pd.DataFrame, Tuple[pd.DataFrame, pd.Series]] """ raise NotImplementedError @@ -254,7 +255,10 @@ def build_model( """ raise NotImplementedError - def save_model_coords(self, X: Union[pd.DataFrame, pd.Series], y: pd.Series): + @abstractmethod + def set_model_coords_from_data( + self, X: Union[pd.DataFrame, pd.Series], y: Optional[pd.Series] = None + ) -> None: """Creates the model coords. Parameters: @@ -263,13 +267,15 @@ def save_model_coords(self, X: Union[pd.DataFrame, pd.Series], y: pd.Series): Examples -------- - def set_model_coords(self, X, y): + def extract_model_coords_from_data(self, X): group_dim1 = X['group1'].unique() group_dim2 = X['group2'].unique() - self.model_coords = {'group1':group_dim1, 'group2':group_dim2} + + Returns + ------- + Dict[str, List[Union[str, int]] """ - self.model_coords = None def sample_model(self, **kwargs): """ @@ -352,7 +358,6 @@ def set_idata_attrs(self, idata=None): idata.attrs["version"] = self.version idata.attrs["sampler_config"] = json.dumps(self.sampler_config) idata.attrs["model_config"] = json.dumps(self._serializable_model_config) - idata.attrs["model_coords"] = json.dumps(self.model_coords) # Only classes with non-dataset parameters will implement save_input_params if hasattr(self, "_save_input_params"): self._save_input_params(idata) @@ -388,7 +393,7 @@ def save(self, fname: str) -> None: >>> model.fit(data) >>> model.save('model_results.nc') # This will call the overridden method in MyModel """ - if self.idata is not None and "posterior" in self.idata: + if self.is_fitted: file = Path(str(fname)) self.idata.to_netcdf(str(file)) else: @@ -446,8 +451,8 @@ def load(cls, fname: str): model_config=model_config, sampler_config=json.loads(idata.attrs["sampler_config"]), ) - model.model_coords = json.loads(idata.attrs["model_coords"]) model.idata = idata + model.set_model_coords_from_idata() if model.id != idata.attrs["id"]: raise ValueError( f"The file '{fname}' does not contain an inference data of the same model or configuration as '{cls._model_type}'" @@ -501,7 +506,7 @@ def fit( y = np.zeros(X.shape[0]) y = pd.DataFrame({self.output_var: y}) X_prep, y_prep = self.preprocess_model_data(X, y.values.flatten()) - self.save_model_coords(X_prep, y_prep) + self.set_model_coords_from_data(X) self.build_model(X_prep, y_prep) sampler_config = self.sampler_config.copy() @@ -542,10 +547,11 @@ def predict( >>> prediction_data = pd.DataFrame({'input':x_pred}) >>> pred_mean = model.predict(prediction_data) """ - synth_y = pd.Series(np.zeros(len(X_pred))) - X_pred_prep, y_synth_prep = self.preprocess_model_data(X_pred, synth_y) + X_pred_prep = self.preprocess_model_data(X_pred) if self.model is None: - self.build_model(X_pred_prep, y_synth_prep) + synth_y = pd.Series(np.zeros(len(X_pred))) + self.build_model(X_pred_prep, synth_y) + posterior_predictive_samples = self.sample_posterior_predictive( X_pred_prep, extend_idata, combined=False, **kwargs ) @@ -652,7 +658,6 @@ def get_params(self, deep=True): return { "model_config": self.model_config, "sampler_config": self.sampler_config, - "model_coords": self.model_coords, } def set_params(self, **params): @@ -661,7 +666,6 @@ def set_params(self, **params): """ self.model_config = params["model_config"] self.sampler_config = params["sampler_config"] - self.model_coords = params["model_coords"] @property @abstractmethod @@ -756,3 +760,13 @@ def id(self) -> str: hasher.update(self.version.encode()) hasher.update(self._model_type.encode()) return hasher.hexdigest()[:16] + + @property + def is_fitted(self): + return self.idata is not None and "posterior" in self.idata + + def set_model_coords_from_idata(self): + az_coords = self.idata.posterior.coords.variables + self.model_coords = { + k: list(az_coords[k].to_numpy()) for k in az_coords if not k in ["chain", "draw"] + } From 4370eca8757f62b1c477a14279737eee2e941aa8 Mon Sep 17 00:00:00 2001 From: stijn Date: Wed, 11 Oct 2023 11:44:55 +0200 Subject: [PATCH 9/9] Added my name to the top of the file --- notebooks/modelbuilder_example.ipynb | 2 +- pymc_experimental/model_builder.py | 2 ++ 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/notebooks/modelbuilder_example.ipynb b/notebooks/modelbuilder_example.ipynb index 2930ec17..99bf13af 100644 --- a/notebooks/modelbuilder_example.ipynb +++ b/notebooks/modelbuilder_example.ipynb @@ -534,7 +534,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.10.12 | packaged by conda-forge | (main, Jun 23 2023, 22:34:57) [MSC v.1936 64 bit (AMD64)]" }, "orig_nbformat": 4, "vscode": { diff --git a/pymc_experimental/model_builder.py b/pymc_experimental/model_builder.py index 14ac7061..0d3b2870 100644 --- a/pymc_experimental/model_builder.py +++ b/pymc_experimental/model_builder.py @@ -13,6 +13,8 @@ # limitations under the License. +# Modified by Stijn de Boer + import hashlib import json import warnings