Repository: bancaditalia/black-it (language: python)

Issue:
Compatibility with python 3.11 is blocked by GPy 1.10.0
Black-it cannot be made compatible with python 3.11 because [GPy](https://github.com/SheffieldML/GPy) does not build with python 3.11.

This is the issue, with no solution for now: https://github.com/SheffieldML/GPy/issues/998



Discussion / hints:
I suggest using the extra-dependencies mechanism of `setuptools` to overcome limitations of this kind.

We could have the following extras:

- `[all]`: install all dependencies from all extras
- `[X-sampler]`: install all dependencies to make `X` sampler to work
- `[X-loss]`: install all dependencies to make `X` loss function to work.

I'd avoid the last item for the moment; but for "forward-compatibility" of the nomenclature, I'd leave the `-sampler` suffix.

E.g. for GPy, we could have the extra called `gp-sampler`, that installs GPy on-demand, and not installed if not needed by the user.

What do you think? I'll try to draft a PR on this idea.

Fix patch:
diff --git a/black_it/samplers/gaussian_process.py b/black_it/samplers/gaussian_process.py
index 16d3dd46..dfac04c6 100644
--- a/black_it/samplers/gaussian_process.py
+++ b/black_it/samplers/gaussian_process.py
@@ -15,16 +15,15 @@
 # along with this program. If not, see <http://www.gnu.org/licenses/>.
 
 """This module contains the implementation of the Gaussian process-based sampling."""
-import random
+
 import warnings
 from enum import Enum
-from typing import Optional, Tuple, cast
+from typing import Optional, Tuple, Union, cast
 
-import GPy
 import numpy as np
-from GPy.models import GPRegression
 from numpy.typing import NDArray
 from scipy.special import erfc  # pylint: disable=no-name-in-module
+from sklearn.gaussian_process import GaussianProcessRegressor, kernels
 
 from black_it.samplers.surrogate import MLSurrogateSampler
 
@@ -46,7 +45,7 @@ class GaussianProcessSampler(MLSurrogateSampler):
 
     In particular, the sampling is based on a Gaussian Process interpolation of the loss function.
 
-    Note: this class is a wrapper of the GPRegression model of the GPy package.
+    Note: this class is a wrapper of the GaussianProcessRegressor model of the scikit-learn package.
     """
 
     def __init__(  # pylint: disable=too-many-arguments
@@ -55,9 +54,9 @@ def __init__(  # pylint: disable=too-many-arguments
         random_state: Optional[int] = None,
         max_deduplication_passes: int = 5,
         candidate_pool_size: Optional[int] = None,
-        max_iters: int = 1000,
         optimize_restarts: int = 5,
         acquisition: str = "expected_improvement",
+        jitter: float = 0.1,
     ):
         """
         Initialize the sampler.
@@ -67,19 +66,20 @@ def __init__(  # pylint: disable=too-many-arguments
             random_state: the random state of the sampler, fixing this number the sampler behaves deterministically
             max_deduplication_passes: the maximum number of deduplication passes that are made
             candidate_pool_size: number of randomly sampled points on which the random forest predictions are evaluated
-            max_iters: maximum number of iteration in the optimization of the GP hyperparameters
             optimize_restarts: number of independent random trials of the optimization of the GP hyperparameters
             acquisition: type of acquisition function, it can be 'expected_improvement' of simply 'mean'
+            jitter: positive value to make the "expected_improvement" acquisition more explorative.
         """
         self._validate_acquisition(acquisition)
 
         super().__init__(
             batch_size, random_state, max_deduplication_passes, candidate_pool_size
         )
-        self.max_iters = max_iters
         self.optimize_restarts = optimize_restarts
         self.acquisition = acquisition
-        self._gpmodel: Optional[GPRegression] = None
+        self.jitter = jitter
+        self._gpmodel: Optional[GaussianProcessRegressor] = None
+        self._fmin: Optional[Union[np.double, float]] = None
 
     @staticmethod
     def _validate_acquisition(acquisition: str) -> None:
@@ -111,49 +111,34 @@ def fit(self, X: NDArray[np.float64], y: NDArray[np.float64]) -> None:
                 RuntimeWarning,
             )
 
-        # initialize GP class from GPy with a Matern kernel by default
-        dims = X.shape[1]
-        kern = GPy.kern.Matern52(dims, variance=1.0, ARD=False)
+        # initialize GP class from scikit-learn with a Matern kernel
+        kernel = kernels.Matern(length_scale=1, length_scale_bounds=(1e-5, 1e5), nu=2.5)
+
         noise_var = y.var() * 0.01
 
-        self._gpmodel = GPRegression(
-            X, y, kernel=kern, noise_var=noise_var, mean_function=None
+        self._gpmodel = GaussianProcessRegressor(
+            kernel=kernel,
+            alpha=noise_var,
+            n_restarts_optimizer=self.optimize_restarts,
+            optimizer="fmin_l_bfgs_b",
+            random_state=self._get_random_seed(),
         )
 
-        # Make sure we do not get ridiculously small residual noise variance
-        self._gpmodel.Gaussian_noise.constrain_bounded(
-            1e-9, 1e6, warning=False
-        )  # constrain_positive(warning=False)
-
-        # we need to set the seed globally for GPy optimisations
-        # to give reproducible results
-        np.random.seed(self._get_random_seed())
-        random.seed(self._get_random_seed())
-        if self.max_iters > 0:
-            # --- update the model maximizing the marginal likelihood.
-            if self.optimize_restarts == 1:
-                self._gpmodel.optimize(
-                    optimizer="bfgs",
-                    max_iters=self.max_iters,
-                    messages=False,
-                    ipython_notebook=False,
-                )
-            else:
-                self._gpmodel.optimize_restarts(
-                    num_restarts=self.optimize_restarts,
-                    optimizer="bfgs",
-                    max_iters=self.max_iters,
-                    verbose=False,
-                )
+        self._gpmodel.fit(X, y)
+
+        # store minimum
+        if self.acquisition == "expected_improvement":
+            m, _ = self._predict_mean_std(X)
+            self._fmin = np.min(m)
 
     def predict(self, X: NDArray[np.float64]) -> NDArray[np.float64]:
         """Predict using a gaussian process surrogate model."""
         # predict mean or expected improvement on the full sample set
         if self.acquisition == _AcquisitionTypes.EI.value:
             # minus sign needed for subsequent sorting
-            candidates_score = -self._predict_EI(X)[:, 0]
+            candidates_score = -self._predict_EI(X, self.jitter)
         else:  # acquisition is "mean"
-            candidates_score = self._predict_mean_std(X)[0][:, 0]
+            candidates_score = self._predict_mean_std(X)[0]
 
         return candidates_score
 
@@ -169,20 +154,13 @@ def _predict_mean_std(
         Returns:
             The pair (mean, std).
         """
-        gpmodel = cast(GPRegression, self._gpmodel)
+        gpmodel = cast(GaussianProcessRegressor, self._gpmodel)
         X = X[None, :] if X.ndim == 1 else X
-        m, v = gpmodel.predict(X, full_cov=False, include_likelihood=True)
-        v = np.clip(v, 1e-10, np.inf)
-        return m, np.sqrt(v)
-
-    def _get_fmin(self) -> float:
-        """Return the location where the posterior mean is takes its minimal value."""
-        gpmodel = cast(GPRegression, self._gpmodel)
-        return gpmodel.predict(gpmodel.X)[0].min()
-
-    def _predict_EI(
-        self, X: NDArray[np.float64], jitter: float = 0.1
-    ) -> NDArray[np.float64]:
+        m, s = gpmodel.predict(X, return_std=True, return_cov=False)
+        s = np.clip(s, 1e-5, np.inf)
+        return m, s
+
+    def _predict_EI(self, X: NDArray[np.float64], jitter: float) -> NDArray[np.float64]:
         """
         Compute the Expected Improvement per unit of cost.
 
@@ -195,7 +173,7 @@ def _predict_EI(
         """
         m, s = self._predict_mean_std(X)
 
-        fmin = self._get_fmin()
+        fmin = cast(float, self._fmin)
 
         phi, Phi, u = self.get_quantiles(jitter, fmin, m, s)
 
@@ -223,7 +201,7 @@ def get_quantiles(
             the quantiles.
         """
         # remove values of variance that are too small
-        s[s < 1e-10] = 1e-10
+        s[s < 1e-5] = 1e-5
 
         u: NDArray[np.float64] = (fmin - m - acquisition_par) / s
         phi: NDArray[np.float64] = np.exp(-0.5 * u**2) / np.sqrt(2 * np.pi)
diff --git a/examples/overview_of_the_different_samplers.ipynb b/examples/overview_of_the_different_samplers.ipynb
index 05f3d9d4..c65f9fb4 100644
--- a/examples/overview_of_the_different_samplers.ipynb
+++ b/examples/overview_of_the_different_samplers.ipynb
@@ -92,7 +92,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcsAAAHACAYAAADNxUOEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAABfdklEQVR4nO3de1jUZd4/8PfMICDIQVeYASQhoszwBAhpumqScOXatts+sR3UdevJx9XSqN8CnkhtBcs1OpiW1VrbyWqttXLJoCxdXVGB0lBDRC1iBtyCEVCQmfv3x8jkMMMwM8x53q/rmkvnnnvm++Er8PE+S4QQAkRERNQrqasDICIicndMlkRERH1gsiQiIuoDkyUREVEfmCyJiIj6wGRJRETUByZLIiKiPjBZEhER9cHP1QE4m1arxQ8//ICQkBBIJBJXh0NERC4ihMD58+cRHR0NqdR829HnkuUPP/yA2NhYV4dBRERu4rvvvsOwYcPM1vG5ZBkSEgJAd3NCQ0NdHA0REbmKWq1GbGysPi+Y43PJsrvrNTQ0lMmSiIgsGpLjBB8iIqI+MFkSERH1gcmSiIioD0yWREREfWCyJCIi6gOTJRERUR+YLImIiPrAZElERNQHJksiIqI++NwOPuQdNFqB8rof0Xj+IiJDApEWPwQyKTfGJyLHcGnL8ssvv8SsWbMQHR0NiUSCDz74oM/37N69G8nJyQgICMA111yDrVu3OjxOci8lRxswad1nuGvLf7D47SrcteU/mLTuM5QcbXB1aETkpVyaLNva2jBmzBhs3LjRovp1dXWYOXMmpk2bhqqqKixZsgT3338/PvnkEwdHSu6i5GgDFrxegYaWiwblypaLWPB6BRMmETmERAghXB0EoNvI9v3338ftt9/ea53c3Fx8/PHHOHr0qL7s97//PZqbm1FSUmLRddRqNcLCwtDS0sKN1D2MRiswad1nRomymwSAIiwQe3NvZpcsEfXJmnzgURN89u/fj4yMDIOyzMxM7N+/v9f3dHR0QK1WGzxcRaMV2F/7X/yzqh77a/8LjdYt/p/iMcrrfuw1UQKAANDQchHldT86Lygi8gkeNcFHqVRCLpcblMnlcqjValy4cAEDBw40ek9hYSFWrVrlrBB7VXK0Aas+rDb4ZR8VFoiCWSORlRTlwsg8R+P53hOlLfWIiCzlUS1LW+Tn56OlpUX/+O6775weA8fZ7CMyJNCu9YiILOVRyVKhUEClUhmUqVQqhIaGmmxVAkBAQID+oGdXHPis0Qqs+rAapjpcu8tWfVjNLlkLpMUPQVRYIHobjZRA11pPix/izLCIyAd4VLKcMGECysrKDMo+/fRTTJgwwUUR9Y3jbPYjk0pQMGskABglzO7nBbNGcnIPEdmdS5Nla2srqqqqUFVVBUC3NKSqqgpnz54FoOtCnTNnjr7+//3f/+HUqVP485//jOPHj+P555/HO++8g4cfftgV4VuE42z2lZUUhU33JkMRZtjVqggLxKZ7kzn+S0QO4dIJPocOHcK0adP0z3NycgAAc+fOxdatW9HQ0KBPnAAQHx+Pjz/+GA8//DCefvppDBs2DC+99BIyMzOdHrulOM5mf1lJUbhlpII7+BCR07jNOktncfY6y+61gcqWiybHLbk2kIjINbx2naUn4jgbEZHnY7J0Ao6zERF5No/alMCTcZyNiMhzMVk6kUwqwYSEX7g6DCIishK7YYmIiPrAZElERNQHdsOSRTRawfFWIvJZTJbUJ56YQkS+jt2wZBZPTCEiYrIkM3hiChGRDpOlg2m0GhxUHsTOUztxUHkQGq3G1SFZjCemEBHpcMzSgUrPlKKovAiq9p/P4JQHyZGXloeM4RkujMwyPDGFiEiHLUsHKT1TipzdOQaJEgAa2xuRszsHpWdKXRSZ5XhiChGRDpOlA2i0GhSVF0GYGO3rLltXvs7tu2TT4ocgKizQaAP4bhLoZsWmxQ9xZlhERE7HZOkAFY0VRi3KKwkIKNuVqGiscGJU1uOJKUREOkyWDtDU3mTXeq7EE1OIiDjBxyEigiLsWs/VeGIKEfk6JksHSI5MhjxIjsb2RpPjlhJIIA+SIzky2QXR2YYnphCRL2M3rAPIpDLkpeUB0CXGK3U/z03LhUwqc3psRERkPSZLB8kYnoENUzcgMijSoFweJMeGqRs8Yp0lERHpsBvWgTKGZ2Ba7DRUNFagqb0JEUERSI5MZouSiMjDMFk6mEwqw3jFeFeHQURE/cBuWCIioj4wWRIREfWByZKIiKgPTJZERER9YLIkIiLqA5MlERFRH7h0xM60WoGGmma0qTsQHBqAqMRwSLmHKhG5MY1Ww/XgfWCytKPaykbs2VaDtuYOfVlweAAmZyciYVykmXcSEblG6ZlSFJUXGRwrKA+SIy8tjzuNXYHdsHZSW9mIkheOGiRKAGhr7kDJC0dRW9noosiIiEwrPVOKnN05RufvNrY3Imd3DkrPlLooMvfDZGkHWq3Anm01ZuvsfacGWq3xCSRERK6g0WpQVF5k8mSk7rJ15eug0WqcHZpbYrK0g4aaZqMWZU+tP3WgoabZOQEREfWhorHCqEV5JQEBZbsSFY0VTozKAloNULcHOPKe7k8nJXOOWdpBm9p8orS2HhGRozW1N9m1nlNU7wBKcgH1Dz+XhUYDWeuAkbc59NJsWdpBcGiAXesRETlaRFCEXes5XPUO4J05hokSANQNuvLqHQ69PJOlHUQlhiM43HwiHDRYt4yEiMgdJEcmQx4kNzqgvpsEEiiCFEiOTHZyZCZoNboWpYnxVX1ZSZ5Du2SZLO1AKpVgcnai2TqT7kzkeksichsyqQx5aXkAYJQwu5/npuW6x3rLM/uMW5QGBKCu19VzECZLO0kYF4ms+UlGLcxBgwOQNT+J6yyJyO1kDM/AhqkbEBlk+PtJHiTHhqkb3GedZWvvE5FsqmcDTvCxo4RxkYgfE8EdfIjIY2QMz8C02GnuvYPPILl969mAydLOpFIJYq4b7OowiIgsJpPKMF4x3tVh9G74RN2sV3UDTI9bSnSvD5/osBDYDUtERO5NKtMtDwEAowlJl59nFenqOSoEh30yERGRvYy8DbjzNSA0yrA8NFpX7uB1luyGJSIizzDyNmDETN2s11aVboxy+ESHtii7MVkSkf1pNS75hUY+QCoD4ic7/bJMlkRkXy7ckozIUThmSUT24+ItyYgchcmSiOzDDbYkI3IUdsMSkX1YsyWZjWNOWq2wfNMPjpuSHTFZEpF9OHhLstrKRuzZVmNwdmxweAAmZycabyfJcVOyM3bDEpF9OHBLstrKRpS8cNTokPW25g6UvHAUtZWNPxdy3JQcgMmSiOyje0uyXo580m1JFmP1lmRarcCebTVm6+x9pwZareC4KTkMkyUR2YeDtiRrqGk2alH21PpTBxpqmt3iKCfyTkyWRGQ/DtiSrE1tPlEa1HODo5zIO3GCDxHZl523JAsODei7Unc9f9cf5UTeicmSiOzPjluSRSWGIzg8wGxX7KDBumUkgOuPciLvxG5YInJrUqkEk7MTzdaZdGeibr2lGxzlRN6JyZKI3F7CuEhkzU9CcLhhl+ygwQHImp9kuM7SxUc5kXeSCCFM9VV4LbVajbCwMLS0tCA0NNTV4ZCTabQC5XU/ovH8RUSGBCItfghkve0AQ26HO/iQPVmTDzhmST6j5GgDVn1YjYaWi/qyqLBAFMwaiaykKDPvJHchlUoQc91gCyu75ign8k7shiWfUHK0AQterzBIlACgbLmIBa9XoORog4siIyJPwGRJXk+jFVj1YbW5PV2w6sNqaLQ+NSJBRFZgsiSvV173o1GL8koCQEPLRZTX/ei8oIjIo7g8WW7cuBFxcXEIDAxEeno6ysvLzdYvLi7Gddddh4EDByI2NhYPP/wwLl7s/RchUeN5y74/LK1HRL7Hpcly27ZtyMnJQUFBASoqKjBmzBhkZmaisbHRZP0333wTeXl5KCgowLFjx/Dyyy9j27ZtWLp0qZMjJ08SGRJo13pE5Htcmiw3bNiA//3f/8W8efMwcuRIbN68GUFBQXjllVdM1t+3bx9uuukm3H333YiLi8OMGTNw11139dkaJd+WFj8EUWGB5s7CQFSYbhkJEZEpLkuWnZ2dOHz4MDIyMn4ORipFRkYG9u/fb/I9EydOxOHDh/XJ8dSpU9i5cyduvfXWXq/T0dEBtVpt8CDfIpNKUDBrJIBe93RBwayRXG9JRL1yWbI8d+4cNBoN5HLDDY3lcjmUSqXJ99x9991YvXo1Jk2ahAEDBiAhIQFTp0412w1bWFiIsLAw/SM2NtauXwd5hqykKGy6NxmKMMOuVkVYIDbdm8x1lkRklkdtSrB7926sXbsWzz//PNLT03Hy5EksXrwYa9aswYoVK0y+Jz8/Hzk5OfrnarWaCdNHZSVF4ZaRCu7gQ0RWc1myHDp0KGQyGVQqw3PlVCoVFAqFyfesWLECs2fPxv333w8AGDVqFNra2vDAAw9g2bJlkEqNG8oBAQEICLDsiB/yfjKpBBMSfuHqMIjIw7isG9bf3x8pKSkoKyvTl2m1WpSVlWHChAkm39Pe3m6UEGUy3V6PPrbFLREROZFLu2FzcnIwd+5cpKamIi0tDcXFxWhra8O8efMAAHPmzEFMTAwKCwsBALNmzcKGDRswbtw4fTfsihUrMGvWLH3SJCIisjeXJsvs7Gw0NTVh5cqVUCqVGDt2LEpKSvSTfs6ePWvQkly+fDkkEgmWL1+O+vp6REREYNasWfjLX/7iqi+BiIh8AI/oIiLyMTyqTodHdBERkUk8qs42Lt8bloiInINH1dmOyZKIyAfwqLr+YbIk8nJCo0HbgXK0fPQx2g6UQ2g0rg6JXIBH1fUPxyyJvJh61y6o1hai64otJP0UCsiX5iN0xgwXRkbOxqPq+octSyIvpd61C/WLlxgkSgDoUqlQv3gJ1Lt2uSgycgUeVdc/TJZEXkhoNFCtLQRMrQy7XKZaW8guWR/Co+r6h8mSyAu1Hzps1KI0IAS6lEq0HzrsvKDIpXhUXf8wWRJ5oa6mJrvWI+/Ao+psxwk+RF7ILyLCrvXIe/CoOtswWRJ5oaDUFPgpFOhSqUyPW0ok8JPLEZSa4vzgyOV4VJ312A1L5IUkMhnkS/MvP+nRYrj8XL40HxKe1kNkESZLIi8VOmMGYp4uht/lU3y6+cnliHm6mOssiazAblgiLxY6YwZCpk/XzY5taoJfRASCUlPYoiSyEpMlkZeTyGQITk9zdRhEHo3dsERERH1gsiQiIuoDu2FtoNUKNNQ0o03dgeDQAEQlhkN6eY2S0Gg4PkQGNFoNKhor0NTehIigCCRHJkMm9YLvCa0GOLMPaFUBg+TA8ImAN3xdRCYwWVqptrIRe7bVoK25Q18WHB6AydmJiGiq4gkPZKD0TCmKyougalfpy+RBcuSl5SFjeIYLI+un6h1ASS6g/uHnstBoIGsdMPI218VF5CASIUytWPZearUaYWFhaGlpQWhoqFXvra1sRMkLR3t5VSDpm5cQ2VRlWHx5TRun6vue0jOlyNmdA9HjuF3J5Z04N0zd4JkJs3oH8M4cwOgY4cvrOe98jQmTPII1+YBjlhbSagX2bKvpvYIAahLugOi5RTFPePBJGq0GReVFRokSgL5sXfk6aLQe9j2h1ehalCa+Ln1ZSZ6uHpEXYbK0UENNs0HXqxGJBB2BQ9Acfo3xazzhwedUNFYYdL32JCCgbFeiorHCiVH1QqsB6vYAR97T/Wku0Z3ZZ9j1akQA6npdPSIvwjFLC7WpzSTKK3T4996U5wkPvqOp3bJ/a0vrOYy1Y4+tvf8HwKZ6RB6CLUsLBYcGWFQvoFPd62s84cF3RARZ9m9taT2H6B577NlSVDfoyqt3GL9nkNy4zBRL6xF5CCZLC0UlhiM43EzCFAIBF39EePNJ49ckEvgpFDzhwYckRyZDHiTXT+bpSQIJFEEKJEcmOzmyy2wdexw+Udfy7OXrAiRAaIyuHpEXYbK0kFQqweTsxN4rSIDE2n8YHfDAEx58k0wqQ15aHgAYJczu57lpua5bb2nr2KNUpuuiBWCcMC8/zyriekvyOkyWVkgYF4ms+UlGLcxBgwOQNX8Uxq2YxxMeSC9jeAY2TN2AyKBIg3J5kNz1y0b6M/Y48jbd8pDQKMPy0GguGyGvxXWWNuAOPmQNt9zBp24P8Oqv+q439yMgfrLp17iDD3k4a/IBZ8PaQCqVIOa6wQAAjVbgQN2PaDx/EZEhgUiLH8ITHsiATCrDeMV4V4dhqHvsUd0A0+OWEt3r5sYepbLeEykR4FX/oWKy7IeSow1Y9WE1Glou6suiwgJRMGskspKizLyTyMW6xx7fmQPdWOOVCZNjj2QHXrYlIscsbVRytAELXq8wSJQAoGy5iAWvV6DkaIOLIiOyEMceyVFsWZbk5jhmaQONVmDSus+MEmU3CQBFWCD25t4MmbS3KfZEbsKLusrIDWg1QHGSmdnWl7v4lxxx+fcZxywdrLzux14TJaDr0GpouYjyuh8xIeEXzguMyBYceyR7smZZkgd937Eb1gaN53tPlLbUIyLyGl66JSKTpQ0iQwLtWo+IyGt46ZaITJY2SIsfgqiwQHMbfiEqTLeMhIjIp3jplohMljaQSSUomDUSQK8bfqFg1khO7iEityQ0GrQdKEfLRx+j7UC5fc/a9dItETkbth+4zpKIPI161y6o1haiS6nUl/kpFJAvzbfvtpwm11nG6BKlmyxLsiYfMFn2k0YrUN5jBx+2KInIHal37UL94iVAz1/7lw98sPs+1m6+LInJ0gx7J0siIk8gNBqcnJ5h0KI0IJHATy7HNWWlPrOftTX5gGOWREQ+oP3Q4d4TJQAIgS6lEu2HDjsvKA/CZElE5AO6mprsWs/XMFkSEfkAv4gIu9bzNdzujojIS5ibcBiUmgI/hQJdKpXxBB9AP2YZlJri5Kg9A5MlEZEX6Gspm0Qmg3xpvm42rERimDAvz4aVL833mck91mI3LBGRh7P0yMDQGTMQ83Qx/OSGW835yeX2XzbiZdiyJCLyYBqtwKoPq2FqDaCAbs+cVR9W45aRCsikEoTOmIGQ6dN1s2ObmuAXEYGg1BS2KPvAZElE5MFsOTJQIpMhOD3NSRF6B3bDEhF5MB4Z6BxMlkREHoxHBjoHkyURkQfjkYHOwWRJROTBeGSgczBZEhF5uKykKGy6NxmKMMOuVkVYIDbdm8wjA+2As2GJiLxAVlIUbhmp4JGBDsJkSUQ+R6sVaKhpRpu6A8GhAYhKDIfUC5KKTCrRLw8h+2KyJCKfUlvZiD3batDW3KEvCw4PwOTsRCSMi3RhZOTOOGZJRD6jtrIRJS8cNUiUANDW3IGSF46itrLRRZGRu2OyJCKfoNUK7NlWY7bO3ndqoNWa2jiOfB2TJRH5hIaaZqMWZU+tP3WgoabZOQGRR2GyJCKf0KY2nyitrUe+hcmSiHxCcGiAXeuRb+FsWCKyidBoPOqYp6jEcASHB5jtih00WLeMhKgnl7csN27ciLi4OAQGBiI9PR3l5eVm6zc3N2PhwoWIiopCQEAArr32WuzcudNJ0RIRAKh37cLJ6Rk4O3cufnj0UZydOxcnp2dAvWuXq0PrlVQqweTsRLN1Jt2Z6BXrLcn+XJost23bhpycHBQUFKCiogJjxoxBZmYmGhtNT9/u7OzELbfcgtOnT+O9997DiRMnsGXLFsTExDg5ciLfpd61C/WLl6BLqTQo71KpUL94iVsnzIRxkcian4TgcMOu1kGDA5A1P4nrLKlXEiGEy+ZJp6enY/z48XjuuecAAFqtFrGxsXjwwQeRl5dnVH/z5s148skncfz4cQwYMMCma6rVaoSFhaGlpQWhoaH9ip/I1wiNBienZxglSj2JBH5yOa4pK3XrLllv3cGHrGNNPnBZy7KzsxOHDx9GRkbGz8FIpcjIyMD+/ftNvmfHjh2YMGECFi5cCLlcjqSkJKxduxYajabX63R0dECtVhs8iMg27YcO954oAUAIdCmVaD902HlB2UAqlSDmusG4drwCMdcNZqKkPlmVLBsaGvD6669j586d6OzsNHitra0Nq1evtvizzp07B41GA7lcblAul8uh7OWH8dSpU3jvvfeg0Wiwc+dOrFixAn/961/x+OOP93qdwsJChIWF6R+xsbEWx0hEhrqamuxaj8hTWJwsDx48iJEjR2LhwoX43e9+hxtuuAHffPON/vXW1lasWrXKIUF202q1iIyMxIsvvoiUlBRkZ2dj2bJl2Lx5c6/vyc/PR0tLi/7x3XffOTRGIm/mFxFh13pEnsLiZLl06VL85je/wU8//QSVSoVbbrkFU6ZMQWVlpU0XHjp0KGQyGVQqlUG5SqWCQqEw+Z6oqChce+21kF0xFnL99ddDqVQatXS7BQQEIDQ01OBBRLYJSk2Bn0IBSHrptpRI4KdQICg1xfHBaDVA3R7gyHu6P7W9D8cQ9ZfFyfLw4cPIy8uDVCpFSEgInn/+eTz66KOYPn06Dh48aPWF/f39kZKSgrKyMn2ZVqtFWVkZJkyYYPI9N910E06ePAmtVqsv+/bbbxEVFQV/f3+rYyAi60hkMsiX5l9+0iNhXn4uX5rv+Mk91TuA4iTg1V8B/7hP92dxkq6cyAGsGrO8ePGiwfO8vDwsXboUM2bMwL59+6y+eE5ODrZs2YJXX30Vx44dw4IFC9DW1oZ58+YBAObMmYP8/Hx9/QULFuDHH3/E4sWL8e233+Ljjz/G2rVrsXDhQquvTUS2CZ0xAzFPF8Ovx3wDP7kcMU8XI3TGDMcGUL0DeGcOoP7BsFzdoCtnwiQHsHgHn6SkJOzbtw+jR482KH/00Ueh1Wpx1113WX3x7OxsNDU1YeXKlVAqlRg7dixKSkr0k37Onj0LqfTnfB4bG4tPPvkEDz/8MEaPHo2YmBgsXrwYubm5Vl+biGwXOmMGQqZPd/4OPloNUJILwNSKNwFAApTkASNmAlL3XbpCnsfidZYvvfQSvvjiC/z97383+fq6deuwefNm1NXV2TVAe+M6S9t42tZm5KXq9ui6XPsy9yMgfrLj4yGPZk0+cOmmBK7AZGk99a5dUK0tNFhf56dQQL403/FdbkRXOvKeboyyL3e8DIz6nePjIY/mEZsSkGfw5K3NyAsNkvddx5p6RBZisqReCY0GqrWFgKnOh8tlqrWFEGZ2UCKyq+ETgdBoAL3tuCMBQmN09YjsiMmSeuUtW5uRF5HKgKx1l5/0TJiXn2cVcXIP2R2TJfWKW5uRWxp5G3Dna0BolGF5aLSufORtromLvBoPf6ZecWszclsjb9MtDzmzD2hV6cYoh09ki5Icxm7J8tChQ2hvb8cvf/lLe30kuVj31mZdKpXpccvLxzE5ZWszop6kMi4PIaexWzfs7NmzMW3aNHt9HLkBt9najIjIxeyWLMvKynDq1Cl7fRy5CZdvbUZE5Aa4KQFZhDv4EJG3sSYf2Dxm2djYiMbGRoMTQAAY7R1L3kEikyE4Pc3VYRARuYTVyfLw4cOYO3cujh07hu5GqUQigRACEokEGi5QJyIiL2N1svzjH/+Ia6+9Fi+//DLkcjkkvR0CS0RE5CWsTpanTp3CP/7xD1xzzTWOiIeIiMjtWJ0sp0+fjq+++orJkojITjRaDSoaK9DU3oSIoAgkRyZD5u0bLGg1HrWphNXJ8qWXXsLcuXNx9OhRJCUlYcCAAQav33Ybt5oiIrJU6ZlSFJUXQdWu0pfJg+TIS8tDxvAMF0bmQNU7dId4q3/4uSw0Wrfvr5tuV2j10pEPP/wQs2fPhlqtNv4wD5jgw6UjROQuSs+UImd3DgQMfw1LLm8Kv2HqBu9LmNU7gHfmAOiZei7Pf3Hi/r4OPc/ywQcfxL333ouGhgZotVqDh7snSiIid6HRalBUXmSUKAHoy9aVr4NG60W/V7UaXYvSxNesLyvJ09VzM1Yny//+9794+OGHIZfzcFUiIltVNFYYdL32JCCgbFeiorHCiVE52Jl9hl2vRgSgrtfVczNWJ8vf/va3+Pzzzx0RCxGRz2hqt+xoO0vreYTW3v9zYFM9J7J6gs+1116L/Px87N27F6NGjTKa4PPQQw/ZLTgiIm8VEWTZ0XaW1vMIgyzskbS0nhNZPcEnPj6+9w+TSNx+M3VO8CEid6DRapD5j0w0tjeaHLeUQAJ5kBwld5R4zzISrQYoTgLUDTA9binRzYpdcsQpy0gcujdsXV2dzYEREZGOTCpDXloecnbnQAKJQcLsng2bm5brPYkS0CXArHWXZ8NKYJgwL8+GzSpyy/WWdjuii4iIrJMxPAMbpm5AZFCkQbk8SO6dy0YA3bKQO18DQqMMy0OjnbpsxFo2HdH1/fffY8eOHTh79iw6OzsNXtuwYYPdgnMEdsMSkbvhDj6u2cHHod2wZWVluO2223D11Vfj+PHjSEpKwunTpyGEQHJyss1Bk3k8T5LIe8mkMoxXjHd1GM4llQHxk10dhcWsTpb5+fl49NFHsWrVKoSEhOAf//gHIiMjcc899yArK8sRMfo89a5dUK0tRJdSqS/zUyggX5qP0BkzXBgZEZFvsHrM8tixY5gzZw4AwM/PDxcuXMCgQYOwevVqrFu3zu4B+jr1rl2oX7zEIFECQJdKhfrFS6DetctFkRER+Q6rk2VwcLB+nDIqKgq1tbX6186dO2e/yNyYRqvBQeVB7Dy1EweVBx22HZXQaKBaWwiYGla+XKZaWwjBbQaJiBzK6m7YG2+8EXv37sX111+PW2+9FY888giOHDmC7du348Ybb3REjG7FmScEtB86bNSiNCAEupRKtB86jOD0NLtem4iIfmZ1y3LDhg1IT08HAKxatQrTp0/Htm3bEBcXh5dfftnuAbqT7hMCeu7n2NjeiJzdOSg9U2rX63U1WbbNlaX1iIjINla1LDUaDb7//nuMHj0agK5LdvPmzQ4JzN30dUKABBKsK1+HabHT7Dbl2y/Csm2uLK1HRES2saplKZPJMGPGDPz000+OisdtueKEgKDUFPgpFIBEYrqCRAI/hQJBqSl2uyYRERmzuhs2KSnJ7fd/dQRXnBAgkckgX5p/+UmPhHn5uXxpPtdbEhE5mNXJ8vHHH8ejjz6Kjz76CA0NDVCr1QYPb+WqEwJCZ8xAzNPF8OtxfqifXI6Yp4u5zpKIyAms3u5OKv05v0quaO0IISCRSKBx82UMtm535+oTAriDDxGRfTl0uztfPfjZ1ScESGQyLg8hInIRmzZS92T93Ujd1DpLRZACuWm53nlCABGRl3Joy7Jbe3u7yVNHupeVeKuM4RmYFjvN904IICLyYVYny6amJsybNw//+te/TL7u7mOW9uCTJwSQT9BoBcrrfkTj+YuIDAlEWvwQyKS9LF0i8iFWJ8slS5agubkZBw4cwNSpU/H+++9DpVLh8ccfx1//+ldHxEhETlBytAGrPqxGQ8tFfVlUWCAKZo1EVlKUmXcSeT+rk+Vnn32Gf/7zn0hNTYVUKsXw4cNxyy23IDQ0FIWFhZg5c6Yj4iQiByo52oAFr1cYzfNWtlzEgtcrsOneZCZM8mlWr7Nsa2tDZGQkAGDw4MFourwv6ahRo1BRYb/da4jIOTRagVUfVptYEAV92aoPq6HR+tRcQCIDVifL6667DidOnAAAjBkzBi+88ALq6+uxefNmREXxf55Enqa87keDrteeBICGlosor/vReUERuRmru2EXL16MhoYGAEBBQQGysrLwxhtvwN/fH1u3brV3fETkYI3ne0+UttQj8kZWJ8t7771X//eUlBScOXMGx48fx1VXXYWhQ4faNTgicrzIkEC71iPyRjavswR0W9wNHDgQycnJ9oqHiJwsLX4IosICoWy5aHLcUgJAEaZbRkLkq6weswSAl19+GUlJSQgMDERgYCCSkpLw0ksv2Ts2InICmVSCglkjAQA9V1R2Py+YNZLrLcmnWZ0sV65cicWLF2PWrFl499138e6772LWrFl4+OGHsXLlSkfESEQOlpUUhU33JkMRZtjVqggL5LIRItiwN2xERASeeeYZ3HXXXQblb731Fh588EGcO3fOrgHaW3/3hiXyZtzBh3yJQ/eGvXTpElJTU43KU1JS0NXVZe3HEZEbkUklmJDwC1eHQeR2rO6GnT17NjZt2mRU/uKLL+Kee+6xS1BERETuxKbZsC+//DJ27dqFG2+8EQBw4MABnD17FnPmzEFOTo6+3oYNG+wTJRERkQtZnSyPHj2qXypSW1sLABg6dCiGDh2Ko0eP6utJJBznICIi72B1svz8888dEQcRkdNotBqeSUtW6demBEREnqb0TCmKyougalfpy+RBcuSl5SFjeIYLIyN3ZtOmBEREnqj0TClyducYJEoAaGxvRM7uHJSeKXVRZOTumCyJyCdotBoUlRdBmNjUr7tsXfk6aLQaZ4dGHoDJkoh8QkVjhVGL8koCAsp2JSoaeS4vGWOyJCKf0NTeZNd65FuYLInIJ0QERdi1HvkWJksi8gnJkcmQB8khMTpbRUcCCRRBCiRH8shBMuYWyXLjxo2Ii4tDYGAg0tPTUV5ebtH73n77bUgkEtx+++2ODZCIPJ5MKkNeWh4AGCXM7ue5ablcb0kmuTxZbtu2DTk5OSgoKEBFRQXGjBmDzMxMNDY2mn3f6dOn8eijj2Ly5MlOipSIPF3G8AxsmLoBkUGRBuXyIDk2TN3AdZbUK6uP6LK39PR0jB8/Hs899xwAQKvVIjY2Fg8++CDy8vJMvkej0eCXv/wl/vjHP2LPnj1obm7GBx98YNH1eEQXEXEHHwIcfESXPXV2duLw4cPIz8/Xl0mlUmRkZGD//v29vm/16tWIjIzEfffdhz179pi9RkdHBzo6OvTP1Wp1/wMnchCh0aD90GF0NTXBLyICQakpkMh8+Je4VgOc2Qe0qoBBcmD4RMAOSU0mlWG8YrwdAiRf4dJkee7cOWg0GsjlcoNyuVyO48ePm3zP3r178fLLL6OqqsqiaxQWFmLVqlX9DZXI4dS7dkG1thBdSqW+zE+hgHxpPkJnzHBhZC5SvQMoyQXUP/xcFhoNZK0DRt7murjIJ7l8zNIa58+fx+zZs7FlyxYMHTrUovfk5+ejpaVF//juu+8cHCWR9dS7dqF+8RKDRAkAXSoV6hcvgXrXLhdF5iLVO4B35hgmSgBQN+jKq3e4Ji7yWS5tWQ4dOhQymQwqleGuGiqVCgqFwqh+bW0tTp8+jVmzZunLtFotAMDPzw8nTpxAQkKCwXsCAgIQEBDggOgdS6MVKK/7EY3nLyIyJBBp8UMgk/rWsWdarUBDTTPa1B0IDg1AVGI4pF54D4RGA9XaQsDU9AEhAIkEqrWFCJk+3Te6ZLUaXYvSxLZ0ujIJUJIHjJhp0CXLnxlyJJcmS39/f6SkpKCsrEy//EOr1aKsrAyLFi0yqj9ixAgcOXLEoGz58uU4f/48nn76acTGxjojbIcrOdqAVR9Wo6Hlor4sKiwQBbNGIispyoWROU9tZSP2bKtBW/PP483B4QGYnJ2IhHGRZt7pedoPHTZqURoQAl1KJdoPHUZweprzAnOVM/uMW5QGBKCu19WL182G588MOZrLu2FzcnKwZcsWvPrqqzh27BgWLFiAtrY2zJs3DwAwZ84c/QSgwMBAJCUlGTzCw8MREhKCpKQk+Pv7u/JLsYuSow1Y8HqFwQ89AChbLmLB6xUoOdrgosicp7ayESUvHDVIlADQ1tyBkheOorbS/LIiT9PVZNn2apbW83itve/faqoef2bIGVx+nmV2djaampqwcuVKKJVKjB07FiUlJfpJP2fPnoVU6vKc7hQarcCqD6vNdT5h1YfVuGWkwmu7l7RagT3baszW2ftODeLHRHhNl6xfhGXbq1laz+MNkvdd53I9/syQs7g8WQLAokWLTHa7AsDu3bvNvnfr1q32D8hFyut+NPrf8ZUEgIaWiyiv+xETEn7hvMCcqKGm2ahF2VPrTx1oqGlGzHWD9WWevG4uKDUFfgoFulQq0+OWEgn85HIEpaY4PzhXGD5RN+tV3QDT45YS3evDJ/JnhpzGLZIl6TSe7/2H3pZ6nqhNbT5RmqpXesazT76XyGSQL81H/eIlgERimDAlutaQfGm+b0zuAXSTdrLW6Wa9QgLDhHm5dZhVBEhl/Jkhp/GN/k0PERkSaNd6nig41LKZy931Ss94x8n3oTNmIObpYvj1WHPsJ5cj5uli31tnOfI24M7XgNAek3NCo3Xll9dZ8meGnIUtSzeSFj8EUWGBULZc7K3zCYow3ZR4bxWVGI7g8ACzXbGDBuuWkWi05k++l0CCdeXrMC12mkd0yYbOmIGQ6dO5g0+3kbfploeY2cGHPzPkLGxZuhGZVIKCWSMBwOgQoe7nBbNGevVEBalUgsnZiWbrTLozEVKpBBWN3nfyvUQmQ3B6GsJ+NRPB6Wm+myi7SWW65SGjfqf7s8d/etzpZ0aj1eCg8iB2ntqJg8qD0Gg1Dr8mOQ+TpZvJSorCpnuToQgz7DZShAVi073JPrFmLGFcJLLmJyE43LBLdtDgAGTNT9Kvs7T0RHtL65FncoefmdIzpcj8Ryb++MkfkbsnF3/85I/I/EemxwwDUN9cfuqIs3nKqSPcjaTvHXwOKg/ij5/8sc/PeSXzFW6a7QNc9TPTPW7eczig+4xMHv3lvjzm1BHqnUwq8fmp7lKpxGB5SE/JkbqT7xvbG02OW0oggTxIjuTIZEeGSW7CFT8z3jZuTr1jNyx5LJmUJ9+Ta3njuDmZxmRJHi1jOE++J9fhuLnvYDcsebyM4RmYFjvNY3fwIc8VEWTZFoSW1iP3xWRJXkEm7f3ke6HRcO0iOQTHzX0HkyV5NfWuXVCtLTQ4AstPoYB8ab7v7YpDdtc9bp6zOwcSSAwSJsfNvQvHLMlrqXftQv3iJUZnRXapVKhfvATqXbtcFBl5E46b+wausySvJDQanJye0fuhypdP8rimrNTpXbJ9rR8lz+TJJ9/4Kq6zJJ/Xfuhw74kSAIRAl1KJ9kOHEZye5rS4aisbsWdbjcHet8HhAZicnajfmYg8k7lxc/J87IYlr9TVZNlUfUvr2UNtZSNKXjhqtEl8W3MHSl44itrKRqfFQkTWYbIkr+QXYdlUfUvr9ZdWK7BnW43ZOnvfqYFW61OjIkQeg8mSvFJQagr8FAr94clGJBL4KRQISk1xSjwNNc1mjx0DgNafOtBQ0+yUeIjMERoN2g6Uo+Wjj9F2oBxCwxNUOGZJXkkik0G+NB/1i5foEuaV89guJ1D50nynTe5pU5tPlNbWI3IULrcyjS1L8lqhM2Yg5uli+MnlBuV+cjlini526g9+cGhA35WsqEfkCFxu1Tu2LMmrhc6YgZDp012+g09UYjiCwwPMdsUOGqxbRkLkCkKjgWptoWEvjP5FAUgkUK0tRMj06T65AxaTJXk9iUzm1OUhpkilEkzOTkTJC0d7rTPpzkSut6R+6c9aT3ddbuUumCyJnCRhXCSy5icZrbMcNDgAk+7kOkvqn9IzpSgqLzI4MkweJEdeWp5Fuwi543Ird8JkSeRECeMiET8mgjv4kF2VnilFzu4co83cG9sbkbM7x6Jt99xtuZW74QQfIieTSiWIuW4wrh2vQMx1g5koqV80Wg2KyotMnnrSXbaufB00WvPLP9xtuZW7YcuSiLyeRqPBpUuXXB2GQxxpOgJplxRR/lG9V+oCKuorMCpilNnPGrx8mW6SD2ByudXgpfnouHQJ8JB7OWDAAMjsNBmJG6kTkdcSQkCpVKK5udnVoTjMha4L+OniT33WGxw4GAP9BvZZT3vhAjQtauDKlqhUBllYKKQD+36/uwkPD4dCoYDERIuZG6kTEQH6RBkZGYmgoCCTvzA9XfuldgxoHdBnvZhBMQgaEGTRZwohoG2/AKHpgkTmB2nQQI+7d0IItLe3o7FRt+dyVJSZlrcFmCyJyCtpNBp9ovzFL37h6nAcJiAgAE2XmtCl7eq1zgDpAAweNNi6hOeBrcieBl7+GhobGxEZGdmvLllO8CEir9Q9RhkUZFlrylNJJBJEBZtvNSmCTXdD+oLuf//+jlkzWRKRV/OFJBEaEIrYkFj4SQ07CwdIByA2JBahAb47P8Ne//7shiUi8gKhAaEI8Q9Be1c7urRd8JP6IcjPO8dpXYEtSyIiNzJ16lQsWbLEpvdKJBIEDwhGWEAYggcEM1HaEZMlEZEb2b59O9asWaN/HhcXh+LiYqdd/91338WIESMQGBiIUaNGYefOnXb53IceeggpKSkICAjA2LFjTdb5+uuvMXnyZAQGBiI2NhZPPPGEXa5tD0yWRERmaLQC+2v/i39W1WN/7X+h0Tp2afqQIUMQEhJi98/t7Ozss86+fftw11134b777kNlZSVuv/123H777Th6tPcDAKzxxz/+EdnZ2SZfU6vVmDFjBoYPH47Dhw/jySefxGOPPYYXX3zRLtfuN+FjWlpaBADR0tLi6lCIyIEuXLggqqurxYULF2z+jH8d+UHcuLZUDM/9SP+4cW2p+NeRH+wYqaEpU6aIxYsX6/8OwODRbc+ePWLSpEkiMDBQDBs2TDz44IOitbVV//rw4cPF6tWrxezZs0VISIiYO3dun9e+8847xcyZMw3K0tPTxfz58+3ytQkhREFBgRgzZoxR+fPPPy8GDx4sOjo69GW5ubniuuuu69f1zH0fWJMP2LIkIjKh5GgDFrxegYaWiwblypaLWPB6BUqONjg8hu3bt2PYsGFYvXo1Ghoa0NCgu2ZtbS2ysrJwxx134Ouvv8a2bduwd+9eLFq0yOD969evx5gxY1BZWYkVK1b0eb39+/cjI8Nww/XMzEzs37/ffl+UmWv/8pe/hL+/v8G1T5w4gZ9+6nuHIkfjbFgioh40WoFVH1ab2Jpc17yTAFj1YTVuGamAzIEb4Q8ZMgQymQwhISFQKBT68sLCQtxzzz36iUCJiYl45plnMGXKFGzatAmBgYEAgJtvvhmPPPKIxddTKpWQy+UGZXK5HEpz51zaiVKpRHx8vNG1u18bPHiww2Mwhy1LIqIeyut+NGpRXkkAaGi5iPK6H50X1BW++uorbN26FYMGDdI/MjMzodVqUVdXp6+Xmprq0DjOnj1rEMPatWsdej1XYsvSBlqt4HmERF6s8XzvidKWevbW2tqK+fPn46GHHjJ67aqrrtL/PTg42KrPVSgUUKlUBmUqlcqgVXul6OhoVFVV6Z8PGTLEqutZcu3u11yNydJKtZWNRifdB4cHYHI2T7on8haRIYF2rdcf/v7+0GgMz6JMTk5GdXU1rrnmGrtea8KECSgrKzNY5/npp59iwoQJJuv7+fnZLYYJEyZg2bJluHTpEgYMGKC/9nXXXefyLliA3bBWqa1sRMkLRw0SJQC0NXeg5IWjqK1sdFFkRGRPafFDEBUWiN76iyQAosICkRZve0vKUnFxcfjyyy9RX1+Pc+fOAQByc3Oxb98+LFq0CFVVVaipqcE///lPowk+V6qvr8eIESNQXl7ea53FixejpKQEf/3rX3H8+HE89thjOHTokNnPtdTJkydRVVUFpVKJCxcuoKqqClVVVfolLXfffTf8/f1x33334ZtvvsG2bdvw9NNPIycnp9/XtgcmSwtptQJ7ttWYrbP3nRpoHbwGi4gcTyaVoGDWSAAwSpjdzwtmjXTo5J5uq1evxunTp5GQkICIiAgAwOjRo/HFF1/g22+/xeTJkzFu3DisXLkS0dHRvX7OpUuXcOLECbS3t/daZ+LEiXjzzTfx4osvYsyYMXjvvffwwQcfICkpqd9fx/33349x48bhhRdewLfffotx48Zh3Lhx+OGHHwAAYWFh2LVrF+rq6pCSkoJHHnkEK1euxAMPPNDva9sDD3+2UP2Jn/DBU5V91rv94XGIuc6xXQZCo0H7ocPoamqCX0QEglJTILHTaeBE3uLixYuoq6tDfHy8fnaotUqONmDVh9UGk32iwgJRMGskspL6dz4iOYe57wMe/uwAbeqOvitZUc9W6l27oFpbiK4rpnL7KRSQL81H6IwZDr02ka/JSorCLSMVKK/7EY3nLyIyRNf16owWJbkXJksLBYcG2LWeLdS7dqF+8RKgR2dAl0qlK3+6mAmTyM5kUgkmJHjv4dFkGY5ZWigqMRzB4eYT4aDBumUkjiA0GqjWFholSt2LujLV2kKIHrPmiIio/5gsLSSVSjA5O9FsnUl3JjpsvWX7ocMGXa9GhECXUon2Q4cdcn0iIl/GZGmFhHGRyJqfZNTCHDQ4AFnzkxy6zrKrqcmu9YiIyHIcs7RSwrhIxI+JcPoOPn6Xp4zbqx4REVmOydIGUqnE4ctDegpKTYGfQoEulcr0uKVEAj+5HEGpKU6Ni4jIF7Ab1kNIZDLIl+ZfftKjFXv5uXxpPtdbEhE5AJOlBwmdMQMxTxfDr8cROn5yOWK4bISIyGHYDethQmfMQMj06dzBh8hLTZ06FWPHjkVxcbGrQ6ErsGXpgSQyGYLT0xD2q5kITk8zmyi1WoH6Ez/h24NK1J/4iXvXErm57du3Y82aNfrncXFxTkuc33zzDe644w7ExcVBIpH0et2NGzciLi4OgYGBSE9PN7s5u6V2796NX//614iKikJwcDDGjh2LN954w6jeu+++ixEjRiAwMBCjRo3Czp07+31tS7Bl6cV4nBiRHWg1wJl9QKsKGCQHhk8EpI7ryenPmZDmdHZ2wt/f32yd9vZ2XH311fif//kfPPzwwybrbNu2DTk5Odi8eTPS09NRXFyMzMxMnDhxApGRtv9e2bdvH0aPHo3c3FzI5XJ89NFHmDNnDsLCwvCrX/1KX+euu+5CYWEhfvWrX+HNN9/E7bffjoqKCrts9m4ON1L3Ut3HifXG0etCiVzNHhupo3oHUJILqH/4uSw0GshaB4y8zT6B9nBlN+zUqVPxxRdfGLze/St77969yM/Px6FDhzB06FD85je/QWFhof7A57i4ONx3332oqanBBx98gN/+9rfYunWrxXHExcVhyZIlBmdbAkB6ejrGjx+P5557DgCg1WoRGxuLBx98EHl5ebZ/4SbMnDkTcrkcr7zyCgAgOzsbbW1t+Oijj/R1brzxRowdOxabN282+Rn22kid3bBeiMeJEdlB9Q7gnTmGiRIA1A268uodDg9h+/btGDZsGFavXo2GhgY0NDQAAGpra5GVlYU77rgDX3/9NbZt24a9e/canTu5fv16jBkzBpWVlVixYkW/4+ns7MThw4eRkZGhL5NKpcjIyMD+/fv7/fk9tbS0GLS09+/fb3BtAMjMzHTItXtisvRCDTXNRgdU99T6UwcaapqdExCRp9FqdC1KmPoP5eWykjxdPQcaMmQIZDIZQkJCoFAooFAoAACFhYW45557sGTJEiQmJmLixIl45pln8Nprr+HixZ+PE7v55pvxyCOPICEhAQkJCf2O59y5c9BoNJD3mJEvl8uhNLcdpw3eeecdHDx4EPPmzdOXKZVKp1zbFCZLL+Qux4kReawz+4xblAYEoK7X1XOBr776Clu3bsWgQYP0j8zMTGi1WtTV1enrpaamuiS+K+3Zs8cgTlOTdnr6/PPPMW/ePGzZsgU33HCDE6LsGyf4eCF3OE6MyKO1quxbz85aW1sxf/58PPTQQ0avXXXVVfq/d49f2svQoUMhk8mgUhl+3SqVSt/q7Sk1NRVVVVX65z1bhj198cUXmDVrFp566inMmTPH4DWFQmHVte2JLUsv5OrjxIg83iDzv9CtrtcP/v7+0PQ4ei85ORnV1dW45pprjB59zXjtbywpKSkoKyvTl2m1WpSVlWHChAkm3zNw4ECD+EJCQnr9/N27d2PmzJlYt24dHnjgAaPXJ0yYYHBtAPj00097vbY9uUWytGbNzpYtWzB58mQMHjwYgwcPRkZGhl3W+HgTVx8nRuTxhk/UzXpFbz8jEiA0RlfPweLi4vDll1+ivr4e586dAwDk5uZi3759WLRoEaqqqlBTU4N//vOfRhN8rlRfX48RI0aY/X3Z2dmJqqoqVFVVobOzE/X19aiqqsLJkyf1dXJycrBlyxa8+uqrOHbsGBYsWIC2tjaDsUVbfP7555g5cyYeeugh3HHHHVAqlVAqlfjxxx/1dRYvXoySkhL89a9/xfHjx/HYY4/h0KFDZr9ue3F5suxes1NQUICKigqMGTMGmZmZaGxsNFl/9+7duOuuu/D5559j//79iI2NxYwZM1BfX+/kyN2bK48TI/J4UplueQgA44R5+XlWkUPXW3ZbvXo1Tp8+jYSEBERcPlVo9OjR+OKLL/Dtt99i8uTJGDduHFauXIno6OheP+fSpUs4ceIE2tvbe63zww8/YNy4cRg3bhwaGhqwfv16jBs3Dvfff7++TnZ2NtavX4+VK1di7NixqKqqQklJSZ/dq3159dVX0d7ejsLCQkRFRekfv/3tb/V1Jk6ciDfffBMvvvgixowZg/feew8ffPCBw9dYAm6wzrK/a3Y0Gg0GDx6M5557zqh/2xRfWWfZTasVTj9OjMgdOG6dZYwuUTponSXZl73WWbp0gk/3mp38/Hx9mbVrdtrb23Hp0qVed73o6OhAR8fPsz7VanX/gvYwrjhOjMhrjLwNGDHTqTv4kHtyabI0t2bn+PHjFn1Gbm4uoqOjjRaqdissLMSqVav6HSsR+SipDIif7OooyMVcPmbZH0VFRXj77bfx/vvv99rNkp+fj5aWFv3ju+++c3KURETk6VzasrRlzU639evXo6ioCKWlpRg9enSv9QICAhAQwPWERERkO5e2LG1ZswMATzzxBNasWYOSkhK32KGCiIi8m8t38MnJycHcuXORmpqKtLQ0FBcXG6zZmTNnDmJiYlBYWAgAWLduHVauXIk333wTcXFx+j0Bu7dSIiIisjeXJ8vs7Gw0NTVh5cqVUCqVGDt2rMGanbNnz0Iq/bkBvGnTJnR2duJ3v/udwecUFBTgsccec2boRETkI1y+ztLZfG2dJZGvsss6S/J4PM+SiIjISZgsiYjcyNSpU7FkyRJXh0E9MFkSEbmR7du3Y82aNfrncXFxKC4udsq1LTmoQgiBlStXIioqCgMHDkRGRgZqamr6fe29e/fipptuwi9+8QsMHDgQI0aMwFNPPWVUz5qDN+yJyZKIyAyNVoODyoPYeWonDioPQqPV9P2mfhgyZIjZY6xs1dnZ2WcdSw6qeOKJJ/DMM89g8+bNOHDgAIKDg5GZmYmLFy/2K77g4GAsWrQIX375JY4dO4bly5dj+fLlePHFF/V1rD14w66Ej2lpaREAREtLi6tDISIHunDhgqiurhYXLlyw+TM+Pf2pmP7OdJG0NUn/mP7OdPHp6U/tGKmhKVOmiMWLF+v/DsDg0W3Pnj1i0qRJIjAwUAwbNkw8+OCDorW1Vf/68OHDxerVq8Xs2bNFSEiImDt3rtWxdHV1iZCQEPHqq68KIYTQarVCoVCIJ598Ul+nublZBAQEiLfeesu2L9iM3/zmN+Lee+/VP09LSxMLFy7UP9doNCI6OloUFhb2+hnmvg+syQdsWRIRmVB6phQ5u3OgajfcYayxvRE5u3NQeqbU4TFs374dw4YNw+rVq9HQ0ICGhgYAQG1tLbKysnDHHXfg66+/xrZt27B3716jcx3Xr1+PMWPGoLKyEitWrLD6+j0Pqqirq4NSqTTYizssLAzp6ekWH35hqcrKSuzbtw9TpkwB8PPBG1de29qDN/rD5essiYjcjUarQVF5EQSMV9YJCEggwbrydZgWOw0yB55AMmTIEMhkMoSEhBhsAVpYWIh77rlHPxEoMTERzzzzDKZMmYJNmzbpl0jcfPPNeOSRR2y+fs+DKro3gTF1+EX3a/01bNgwNDU1oaurC4899pj+LE17HLzRH2xZEhH1UNFYYdSivJKAgLJdiYrGCidG9bOvvvoKW7du1e9cNmjQIGRmZkKr1aKurk5frz/bgVpyUIUl3njjDYM49+zZY7b+nj17cOjQIWzevBnFxcV46623bL62PbFlSUTUQ1N7k13r2Vtrayvmz5+Phx56yOi1q666Sv/34OBgmz6/t4Mqulu3KpUKUVFR+nKVSoWxY8ea/KzbbrsN6enp+ucxMTFmrx0fHw8AGDVqFFQqFR577DHcdddd/Tp4wx6YLImIeogIirBrvf7w9/eHRmM4Azc5ORnV1dW45ppr7H69J554An/5y1/wySefGLVM4+PjoVAoUFZWpk+OarUaBw4cwIIFC0x+XkhIiM2ze7VaLTo6OgAYHrxx++23618vKyszGqt1BHbDEhH1kByZDHmQHBJITL4ugQSKIAWSI5MdHktcXBy+/PJL1NfX49y5cwB0Y4n79u3DokWLUFVVhZqaGvzzn/80mzTq6+sxYsQIs+sS161bhxUrVuCVV17RH1ShVCrR2toKAJBIJFiyZAkef/xx7NixA0eOHMGcOXMQHR2tT2C22rhxIz788EPU1NSgpqYGL7/8MtavX497771XXycnJwdbtmzBq6++imPHjmHBggUGB284EluWREQ9yKQy5KXlIWd3DiSQGEz06U6guWm5Dp3c02316tWYP38+EhIS0NHRASEERo8ejS+++ALLli3D5MmTIYRAQkICsrOze/2cS5cu4cSJE2hvb++1jiUHVfz5z39GW1sbHnjgATQ3N2PSpEkoKSnp9/67Wq0W+fn5qKurg5+fHxISErBu3TrMnz9fX6evgzcciRupE5FXssdG6qVnSlFUXmQw2UcRpEBuWi4yhmeYeSe5C3ttpM6WJRFRLzKGZ2Ba7DRUNFagqb0JEUERSI5MNt2iFALobAU0lwDZAMB/ECAx3Y1LnofJkojIDJlUhvGK8eYrXWgGWr4HtJd+LpMOAMKGAQPDHRkeOQkn+BAR9ceFZuCnOsNECeie/1Sne508HpMlEZGthNC1KM1p+V5XjzwakyURka06W41blD1pL+nqkUdjsiQispWmj0RpbT1yW0yWRES2kg2wbz1yW0yWRES28h+km/VqjvTyMhLyaEyWRES2kkh0y0PMCRvG9ZZegMmSiKg/BoYDg+ONW5jSAbpyK9dZTp06VX9OJbkPJksiov4aGA7IbwB+cQ0QPlz3p/wGmzYk2L59O9asWaN/HhcXh+LiYruF2te1U1NTER4ejuDgYIwdOxZ///vfDeoIIbBy5UpERUVh4MCByMjIQE1NjV3j+Pe//w0/Pz+Tx35t3LgRcXFxCAwMRHp6utmN4e2JyZKIyAyh0aDtQDlaPvoYbQfKIXocl6UnkQABIUDQEN2fNna9DhkyxOYjrczp7Oy06NrLli3D/v378fXXX2PevHmYN28ePvnkE32dJ554As888ww2b96MAwcOIDg4GJmZmbh48aJd4mxubsacOXMwffp0o9e2bduGnJwcFBQUoKKiAmPGjEFmZiYaGxvtcm2zhI9paWkRAERLS4urQyEiB7pw4YKorq4WFy5csPkzWj75RHw7Zaqovm6E/vHtlKmi5ZNP7BipoSlTpojFixfr/w7A4NFtz549YtKkSSIwMFAMGzZMPPjgg6K1tVX/+vDhw8Xq1avF7NmzRUhIiJg7d65N8YwbN04sX75cCCGEVqsVCoVCPPnkk/rXm5ubRUBAgHjrrbds+vyesrOzxfLly0VBQYEYM2aMwWtpaWli4cKF+ucajUZER0eLwsLCXj/P3PeBNfmALUsiIhPUu3ahfvESdCmVBuVdKhXqFy+Betcuh8ewfft2DBs2DKtXr0ZDQwMaGhoAALW1tcjKysIdd9yBr7/+Gtu2bcPevXuNzrNcv349xowZg8rKSqxYscKqawshUFZWhhMnTuCXv/wlAKCurg5KpRIZGT+fuBIWFob09HTs37+/n18t8Le//Q2nTp1CQUGB0WudnZ04fPiwwbWlUikyMjLscu2+cCN1IqIehEYD1dpC09vUCQFIJFCtLUTI9OmQyBx3puWQIUMgk8kQEhIChUKhLy8sLMQ999yjnwiUmJiIZ555BlOmTMGmTZv0R1HdfPPNeOSRR6y6ZktLC2JiYtDR0QGZTIbnn38et9xyCwBAefk/Dj3Pj5TL5frXbFVTU4O8vDzs2bMHfn7GqencuXPQaDQmr338+PF+XdsSbFkSEfXQfuiwUYvSgBDoUirRfuiw84K6wldffYWtW7di0KBB+kdmZia0Wi3q6ur09VJTU63+7JCQEFRVVeHgwYP4y1/+gpycHOzevdvmWN944w2DOPfs2WNUR6PR4O6778aqVatw7bXX2nwtR2LLkoioh66mJrvWs7fW1lbMnz8fDz30kNFrV111lf7vwcHBVn+2VCrFNddcAwAYO3Ysjh07hsLCQkydOlXfulWpVIiKitK/R6VSmZy5CgC33XYb0tPT9c9jYmKM6pw/fx6HDh1CZWWlvitZq9VCCAE/Pz/s2rULkyZNgkwmg0qlMnivSqUyaHU7CpMlEVEPfhERdq3XH/7+/tD0mIGbnJyM6upqfVJzJK1Wi46ODgBAfHw8FAoFysrK9MlRrVbjwIEDWLBggcn3h4SE9Dm7NzQ0FEeOHDEoe/755/HZZ5/hvffeQ3x8PPz9/ZGSkoKysjLcfvvt+tjKysqMxmodgcmSiKiHoNQU+CkU6FKpTI9bSiTwk8sRlJri8Fji4uLw5Zdf4ve//z0CAgIwdOhQ5Obm4sYbb8SiRYtw//33Izg4GNXV1fj000/x3HPPmfyc+vp6TJ8+Ha+99hrS0tJM1iksLERqaioSEhLQ0dGBnTt34u9//zs2bdoEAJBIJFiyZAkef/xxJCYmIj4+HitWrEB0dLQ+gdlCKpUiKSnJoCwyMhKBgYEG5Tk5OZg7dy5SU1ORlpaG4uJitLW1Yd68eTZf21JMlkTklbRaga5LWnS0X4IUfhgQIIPEwrWPEpkM8qX5qF+8RLde8sqEefkz5EvzHTq5p9vq1asxf/58fQITQmD06NH44osvsGzZMkyePBlCCCQkJCA7O7vXz7l06RJOnDiB9vb2Xuu0tbXhT3/6E77//nsMHDgQI0aMwOuvv27wuX/+85/R1taGBx54AM3NzZg0aRJKSkr0k4ocKTs7G01NTVi5ciWUSiXGjh2LkpISo0k/jiARwrdOJVWr1QgLC0NLSwtCQ0NdHQ4ROUBtZSPKd55EwpSBiImKxQA/f0hlUgwaEoDAIMtPAFHv2gXV2kKDyT5+CgXkS/MROmOGI0InO7t48SLq6uoQHx9vlNCtyQdsWRKRV6mtbETJC0cRGCYFMFBfrtVooW66AETA4oQZOmMGQqZP182ObWqCX0QEglJTnNKiJPfCZElEdqHRalDRWIGm9iZEBEUgOTIZMqlzk4pWK7Bnm/l9Slt/7EDAQD+rumSD002P8ZHvYLIkon4rPVOKovIiqNp/ntYvD5IjLy0PGcMzzLzTvhpqmtHW3GG2jlajxaUODfwD+euPLMdNCYioX0rPlCJnd45BogSAxvZG5OzOQemZUqfF0qY2nyi7aTU+NVWD7IDJkohsptFqUFReBAHj5NNdtq58HTTaXk7qsLPg0ACL6kllPIyZrMNkSUQ2q2isMGpRXklAQNmuREVjhVPiiUoMR3C4+YQplUkxIIATdMg6TJZEZLOmdsu2e7O0Xn9JpRJMzk40W2fQkACLJ/cQdWOyJCKbRQRZtt2bpfXsIWFcJLLmJyEo1N+gXCqTIjRioFXrLIm6cToYEdksOTIZ8iA5GtsbTY5bSiCBPEiO5Mhkp8aVMC4SUdeFoPbkKQwaHICBQQOt2sGHqCe2LInIZjKpDHlpeQB0ifFK3c9z03Kdvt4S0HXJ+g2QIiBoAPwDLV9X6WpTp07Vn1NJ7oPJkoj6JWN4BjZM3YDIoEiDcnmQHBumbnDqOktvsH37dqxZs0b/PC4uDsXFxU6P4+2334ZEIjHaIF0IgZUrVyIqKgoDBw5ERkYGamrMbwRhid27d0MikRg9eh4qvXHjRsTFxSEwMBDp6ekoLy/v97UtwW5YIuq3jOEZmBY7zeU7+DiCVit0mx2oOxAcGoCoxHBIpY5rpQ4ZMsQhn9vZ2Ql/f/++KwI4ffo0Hn30UUyePNnotSeeeALPPPMMXn31Vf2pI5mZmaiurrbLZuonTpww2Kc1MvLn/4Rt27YNOTk52Lx5M9LT01FcXIzMzEycOHHCoJ5DCB/T0tIiAIiWlhZXh0LkUTQarfj++I/iRHmD+P74j0Kj0bo6JLMuXLggqqurxYULF2z+jJMVKvG33L3iufll+sffcveKkxUqO0ZqaMqUKWLx4sX6vwMweHTbs2ePmDRpkggMDBTDhg0TDz74oGhtbdW/Pnz4cLF69Woxe/ZsERISIubOnWvR9bu6usTEiRPFSy+9JObOnSt+/etf61/TarVCoVCIJ598Ul/W3NwsAgICxFtvvdWvr/vzzz8XAMRPP/3Ua520tDSxcOFC/XONRiOio6NFYWFhr+8x931gTT5gNywR9am2shGvLd2HD56qxKcvV+ODpyrx2tJ9qK1sdHVoDtO9IXvP7fPamjtQ8sJRp3zt27dvx7Bhw7B69Wo0NDSgoaFBF1ttLbKysnDHHXfg66+/xrZt27B3716jQ5DXr1+PMWPGoLKyEitWrLDomqtXr0ZkZCTuu+8+o9fq6uqgVCqRkfFz13pYWBjS09Oxf//+fnylPxs7diyioqJwyy234N///re+vLOzE4cPHza4tlQqRUZGht2ubQ67YYnIrO6k0VN30sian4SEcQ7uAnMySzZk3/tODeLHRDi8S1YmkyEkJAQKhUJfXlhYiHvuuUc/ESgxMRHPPPMMpkyZgk2bNum7Q2+++WY88sgjFl9v7969ePnll1FVVWXy9e7xw57nR8rlcqOxRWtFRUVh8+bNSE1NRUdHB1566SVMnToVBw4cQHJyMs6dOweNRmPy2sePH+/XtS3BliUR9crSpKHVetdeq5ZsyN76UwcaapqdE1APX331FbZu3YpBgwbpH5mZmdBqtairq9PXS01Ntfgzz58/j9mzZ2PLli0YOnSo3WJ94403DOLcs2ePyXrXXXcd5s+fj5SUFEycOBGvvPIKJk6ciKeeespusfQHW5ZE1CtrkkbMdYOdFJXjWbohu6X17K21tRXz58/HQw89ZPTaVVddpf97cHCwxZ9ZW1uL06dPY9asWfoyrVYLAPDz88OJEyf0rVuVSoWoqCh9PZVKhbFjx5r83Ntuuw3p6en65zExMRbHlJaWhr179wIAhg4dCplMBpXKcHtFlUpl0Op2FCZLIuqVuycNR7F0Q3ZL6/WHv78/NBrDjeiTk5NRXV2Na665xm7XGTFiBI4cOWJQtnz5cpw/fx5PP/00YmNjMWDAACgUCpSVlemTo1qtxoEDB7BgwQKTnxsSEoKQkBCbYqqqqtInZX9/f6SkpKCsrEy/nEWr1aKsrMxorNYRmCyJqFfulDScqXtDdnOt6kGDdctIHC0uLg5ffvklfv/73yMgIABDhw5Fbm4ubrzxRixatAj3338/goODUV1djU8//RTPPfecyc+pr6/H9OnT8dprryEtzfgw68DAQCQlJRmUhYeHA4BB+ZIlS/D4448jMTFRv3QkOjraaD2mtYqLixEfH48bbrgBFy9exEsvvYTPPvsMu3bt0tfJycnB3LlzkZqairS0NBQXF6OtrQ3z5s3r17UtwWRJRL1yp6ThTN0bspua2NRt0p2JDp3c02316tWYP38+EhIS0NHRASEERo8ejS+++ALLli3D5MmTIYRAQkICsrOze/2cS5cu4cSJE2hvb+9XPH/+85/R1taGBx54AM3NzZg0aRJKSkr6vcays7MTjzzyCOrr6xEUFITRo0ejtLQU06ZN09fJzs5GU1MTVq5cCaVSibFjx6KkpMRo0o8jSIQQ3jUy3we1Wo2wsDC0tLQYLHwlItN6mw3bzV1nw168eBF1dXWIj4+3+Rd5bWUj9myrMfjPwqDBAZh0Z6Jbfs1kzNz3gTX5gC1LIjKr+xQPX0waCeMiET8mwqk7+JB7YrIkoj75ctKQSiVeNdOXbMNkSUQWYdIgX8ZNCYiIiPrAZElEXs3H5jBSD/b692eyJCKvNGDAAADo91IJ8mzd//7d3w+24pglEXklmUyG8PBwNDbqTgcJCgqCROL9E5JIRwiB9vZ2NDY2Ijw8HDJZ/85WdYtkuXHjRjz55JNQKpUYM2YMnn32WZM7THR79913sWLFCpw+fRqJiYlYt24dbr31VidGTESeoHvP0O6ESb4nPDzcLnvHujxZWnvy9b59+3DXXXehsLAQv/rVr/Dmm2/i9ttvR0VFhdFWTUTk2yQSCaKiohAZGYlLly65OhxysgEDBvS7RdnN5Tv4pKenY/z48fr9DLVaLWJjY/Hggw8iLy/PqH52djba2trw0Ucf6ctuvPFGjB07Fps3b+7zetzBh4iIAOvygUsn+Nhy8vX+/fsN6gNAZmZmr/U7OjqgVqsNHkRERNZwabI0d/J1b6duK5VKq+oXFhYiLCxM/4iNjbVP8ERE5DO8fulIfn4+Wlpa9I/vvvvO1SEREZGHcekEH1tOvlYoFFbVDwgIQEDAz2ftdQ/RsjuWiMi3decBS6buuDRZ2nLy9YQJE1BWVoYlS5boyz799FNMmDDBomueP38eANgdS0REAHR5ISwszGwdly8d6evk6zlz5iAmJgaFhYUAgMWLF2PKlCn461//ipkzZ+Ltt9/GoUOH8OKLL1p0vejoaHz33XcICQnp1wJltVqN2NhYfPfdd5xVawLvj3m8P+bx/vSO98Y8a+6PEALnz59HdHR0n5/r8mTZ18nXZ8+ehVT689DqxIkT8eabb2L58uVYunQpEhMT8cEHH1i8xlIqlWLYsGF2iz80NJTfsGbw/pjH+2Me70/veG/Ms/T+9NWi7ObydZaeius1zeP9MY/3xzzen97x3pjnqPvj9bNhiYiI+ovJ0kYBAQEoKCgwmGlLP+P9MY/3xzzen97x3pjnqPvDblgiIqI+sGVJRETUByZLIiKiPjBZEhER9YHJkoiIqA9MlmZs3LgRcXFxCAwMRHp6OsrLy83Wf/fddzFixAgEBgZi1KhR2Llzp5MidQ1r7s+WLVswefJkDB48GIMHD0ZGRkaf99PTWfv90+3tt9+GRCLRbwHpjay9N83NzVi4cCGioqIQEBCAa6+91qt/vqy9P8XFxbjuuuswcOBAxMbG4uGHH8bFixedFK1zffnll5g1axaio6MhkUjwwQcf9Pme3bt3Izk5GQEBAbjmmmuwdetW6y8syKS3335b+Pv7i1deeUV888034n//939FeHi4UKlUJuv/+9//FjKZTDzxxBOiurpaLF++XAwYMEAcOXLEyZE7h7X35+677xYbN24UlZWV4tixY+IPf/iDCAsLE99//72TI3cOa+9Pt7q6OhETEyMmT54sfv3rXzsnWCez9t50dHSI1NRUceutt4q9e/eKuro6sXv3blFVVeXkyJ3D2vvzxhtviICAAPHGG2+Iuro68cknn4ioqCjx8MMPOzly59i5c6dYtmyZ2L59uwAg3n//fbP1T506JYKCgkROTo6orq4Wzz77rJDJZKKkpMSq6zJZ9iItLU0sXLhQ/1yj0Yjo6GhRWFhosv6dd94pZs6caVCWnp4u5s+f79A4XcXa+9NTV1eXCAkJEa+++qqjQnQpW+5PV1eXmDhxonjppZfE3LlzvTZZWntvNm3aJK6++mrR2dnprBBdytr7s3DhQnHzzTcblOXk5IibbrrJoXG6A0uS5Z///Gdxww03GJRlZ2eLzMxMq67FblgTOjs7cfjwYWRkZOjLpFIpMjIysH//fpPv2b9/v0F9AMjMzOy1viez5f701N7ejkuXLmHIkCGOCtNlbL0/q1evRmRkJO677z5nhOkSttybHTt2YMKECVi4cCHkcjmSkpKwdu1aaDQaZ4XtNLbcn4kTJ+Lw4cP6rtpTp05h586duPXWW50Ss7uz1+9ml2+k7o7OnTsHjUaj38y9m1wux/Hjx02+R6lUmqyvVCodFqer2HJ/esrNzUV0dLTRN7E3sOX+7N27Fy+//DKqqqqcEKHr2HJvTp06hc8++wz33HMPdu7ciZMnT+JPf/oTLl26hIKCAmeE7TS23J+7774b586dw6RJkyCEQFdXF/7v//4PS5cudUbIbq+3381qtRoXLlzAwIEDLfoctizJ6YqKivD222/j/fffR2BgoKvDcbnz589j9uzZ2LJlC4YOHerqcNyOVqtFZGQkXnzxRaSkpCA7OxvLli3D5s2bXR2aW9i9ezfWrl2L559/HhUVFdi+fTs+/vhjrFmzxtWheRW2LE0YOnQoZDIZVCqVQblKpYJCoTD5HoVCYVV9T2bL/em2fv16FBUVobS0FKNHj3ZkmC5j7f2pra3F6dOnMWvWLH2ZVqsFAPj5+eHEiRNISEhwbNBOYsv3TlRUFAYMGACZTKYvu/7666FUKtHZ2Ql/f3+HxuxMttyfFStWYPbs2bj//vsBAKNGjUJbWxseeOABLFu2zOCIQ1/U2+/m0NBQi1uVAFuWJvn7+yMlJQVlZWX6Mq1Wi7KyMkyYMMHkeyZMmGBQHwA+/fTTXut7MlvuDwA88cQTWLNmDUpKSpCamuqMUF3C2vszYsQIHDlyBFVVVfrHbbfdhmnTpqGqqgqxsbHODN+hbPneuemmm3Dy5En9fyAA4Ntvv0VUVJRXJUrAtvvT3t5ulBC7/2MhuPW3/X43Wzf3yHe8/fbbIiAgQGzdulVUV1eLBx54QISHhwulUimEEGL27NkiLy9PX//f//638PPzE+vXrxfHjh0TBQUFXr90xJr7U1RUJPz9/cV7770nGhoa9I/z58+76ktwKGvvT0/ePBvW2ntz9uxZERISIhYtWiROnDghPvroIxEZGSkef/xxV30JDmXt/SkoKBAhISHirbfeEqdOnRK7du0SCQkJ4s4773TVl+BQ58+fF5WVlaKyslIAEBs2bBCVlZXizJkzQggh8vLyxOzZs/X1u5eO/L//9//EsWPHxMaNG7l0xN6effZZcdVVVwl/f3+RlpYm/vOf/+hfmzJlipg7d65B/XfeeUdce+21wt/fX9xwww3i448/dnLEzmXN/Rk+fLgAYPQoKChwfuBOYu33z5W8OVkKYf292bdvn0hPTxcBAQHi6quvFn/5y19EV1eXk6N2Hmvuz6VLl8Rjjz0mEhISRGBgoIiNjRV/+tOfxE8//eT8wJ3g888/N/m7pPuezJ07V0yZMsXoPWPHjhX+/v7i6quvFn/729+svi6P6CIiIuoDxyyJiIj6wGRJRETUByZLIiKiPjBZEhER9YHJkoiIqA9MlkRERH1gsiQiIuoDkyUREVEfmCyJyCG++eYb3HHHHYiLi4NEIkFxcbGrQyKyGZMlkRcSl881dKX29nZcffXVKCoq8srTd8i3MFkSudjUqVOxaNEiLFq0CGFhYRg6dChWrFhhcGLE3//+d6SmpiIkJAQKhQJ33303Ghsb9a/v3r0bEokE//rXv5CSkoKAgADs3bsXtbW1+PWvfw25XI5BgwZh/PjxKC0tNbh+XFwcHn/8ccyZMweDBg3C8OHDsWPHDjQ1NeHXv/41Bg0ahNGjR+PQoUNWfV3jx4/Hk08+id///vcICAjo300icjEmSyI38Oqrr8LPzw/l5eV4+umnsWHDBrz00kv61y9duoQ1a9bgq6++wgcffIDTp0/jD3/4g9Hn5OXloaioCMeOHcPo0aPR2tqKW2+9FWVlZaisrERWVhZmzZqFs2fPGrzvqaeewk033YTKykrMnDkTs2fPxpw5c3DvvfeioqICCQkJmDNnDo98It/Vr+3fiajfpkyZIq6//nqh1Wr1Zbm5ueL666/v9T0HDx4UAPRHnHWfxPDBBx/0eb0bbrhBPPvss/rnw4cPF/fee6/+eUNDgwAgVqxYoS/bv3+/ACAaGhqs+tquvMZTTz1l03uJ3AFblkRu4MYbb4REItE/nzBhAmpqaqDRaAAAhw8fxqxZs3DVVVchJCQEU6ZMAQCjFmLPQ7VbW1vx6KOP4vrrr0d4eDgGDRqEY8eOGb1v9OjR+r/L5XIAwKhRo4zKruz6JfIlTJZEbq6trQ2ZmZkIDQ3FG2+8gYMHD+L9998HAHR2dhrUDQ4ONnj+6KOP4v3338fatWuxZ88eVFVVYdSoUUbvGzBggP7v3UnbVJlWq7XfF0bkQfxcHQARAQcOHDB4/p///AeJiYmQyWQ4fvw4/vvf/6KoqAixsbEAYPFkm3//+9/4wx/+gN/85jcAdC3N06dP2zV2Il/AliWRGzh79ixycnJw4sQJvPXWW3j22WexePFiAMBVV10Ff39/PPvsszh16hR27NiBNWvWWPS5iYmJ2L59O6qqqvDVV1/h7rvvtkvrsL6+HiNGjEB5eXmvdTo7O1FVVYWqqip0dnaivr4eVVVVOHnyZL+vT+RsTJZEbmDOnDm4cOEC0tLSsHDhQixevBgPPPAAACAiIgJbt27Fu+++i5EjR6KoqAjr16+36HM3bNiAwYMHY+LEiZg1axYyMzORnJzc73gvXbqEEydOoL29vdc6P/zwA8aNG4dx48ahoaEB69evx7hx43D//ff3+/pEziYRgnPBiVxp6tSpGDt2LHe4IXJjbFkSERH1gcmSiIioD+yGJSIi6gNblkRERH1gsiQiIuoDkyUREVEfmCyJiIj6wGRJRETUByZLIiKiPjBZEhER9YHJkoiIqA9MlkRERH34/ygnzrnUVC3AAAAAAElFTkSuQmCC\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 500x500 with 1 Axes>"
       ]
@@ -160,7 +160,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 500x500 with 1 Axes>"
       ]
@@ -210,7 +210,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 500x500 with 1 Axes>"
       ]
@@ -251,7 +251,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 68,
    "id": "2bb09e7f",
    "metadata": {},
    "outputs": [],
@@ -282,7 +282,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 69,
    "id": "db83cf9c",
    "metadata": {
     "scrolled": false
@@ -290,7 +290,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -317,7 +317,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 70,
    "id": "b96d77f1",
    "metadata": {},
    "outputs": [],
@@ -328,13 +328,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 71,
    "id": "af8da581",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 500x500 with 1 Axes>"
       ]
@@ -365,7 +365,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 72,
    "id": "5d378499",
    "metadata": {},
    "outputs": [],
@@ -381,13 +381,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 73,
    "id": "4ee6fcc9",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 500x500 with 1 Axes>"
       ]
@@ -418,34 +418,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 74,
    "id": "0ee170a4",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      " /Users/aldoglielmo/miniconda3/envs/black-it/lib/python3.9/site-packages/GPy/kern/src/stationary.py:581: RuntimeWarning:overflow encountered in square\n",
-      " /Users/aldoglielmo/miniconda3/envs/black-it/lib/python3.9/site-packages/GPy/kern/src/stationary.py:581: RuntimeWarning:invalid value encountered in multiply\n",
-      " /Users/aldoglielmo/miniconda3/envs/black-it/lib/python3.9/site-packages/GPy/kern/src/stationary.py:584: RuntimeWarning:overflow encountered in square\n",
-      " /Users/aldoglielmo/miniconda3/envs/black-it/lib/python3.9/site-packages/GPy/kern/src/stationary.py:584: RuntimeWarning:invalid value encountered in multiply\n",
-      " /Users/aldoglielmo/miniconda3/envs/black-it/lib/python3.9/site-packages/GPy/kern/src/stationary.py:168: RuntimeWarning:overflow encountered in divide\n",
-      " /Users/aldoglielmo/miniconda3/envs/black-it/lib/python3.9/site-packages/GPy/kern/src/stationary.py:581: RuntimeWarning:overflow encountered in multiply\n",
-      " /Users/aldoglielmo/miniconda3/envs/black-it/lib/python3.9/site-packages/GPy/kern/src/stationary.py:584: RuntimeWarning:overflow encountered in multiply\n",
-      " /Users/aldoglielmo/miniconda3/envs/black-it/lib/python3.9/site-packages/GPy/kern/src/stationary.py:584: RuntimeWarning:invalid value encountered in subtract\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Warning: Repeated samples still found after 5 duplication passes. This is probably due to a small search space.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "sampler = GaussianProcessSampler(batch_size=8, random_state=0, acquisition=\"mean\")\n",
     "new_params_mean_acquisition = sampler.sample(param_grid, xys, losses)\n"
@@ -453,36 +431,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 87,
    "id": "9844bf84",
    "metadata": {},
    "outputs": [],
    "source": [
     "sampler = GaussianProcessSampler(\n",
-    "    batch_size=8, random_state=0, acquisition=\"expected_improvement\"\n",
+    "    batch_size=8, random_state=0, acquisition=\"expected_improvement\", jitter=8.0\n",
     ")\n",
     "new_params_EI_acquisition = sampler.sample(param_grid, xys, losses)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 89,
    "id": "1828a527",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fd90b891e80>"
+       "<matplotlib.legend.Legend at 0x16b385520>"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 89,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 500x500 with 1 Axes>"
       ]
@@ -504,6 +482,7 @@
     "    new_params_mean_acquisition[:, 1],\n",
     "    label=\"mean acq. func.\",\n",
     ")\n",
+    "\n",
     "plt.scatter(\n",
     "    new_params_EI_acquisition[:, 0],\n",
     "    new_params_EI_acquisition[:, 1],\n",
@@ -525,7 +504,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 77,
    "id": "a4807089",
    "metadata": {},
    "outputs": [],
@@ -536,23 +515,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 90,
    "id": "49623e68",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fd910d287f0>"
+       "<matplotlib.legend.Legend at 0x16b422e50>"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 90,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 500x500 with 1 Axes>"
       ]
@@ -583,7 +562,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 91,
    "id": "6dd90911",
    "metadata": {},
    "outputs": [],
@@ -619,13 +598,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 92,
    "id": "793097f0",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -693,7 +672,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.9.18"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/poetry.lock b/poetry.lock
index 96925d0f..e0af0390 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "anyio"
@@ -1332,34 +1332,6 @@ files = [
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
-[[package]]
-name = "GPy"
-version = "1.10.0"
-description = "The Gaussian Process Toolbox"
-optional = false
-python-versions = "*"
-files = []
-develop = false
-
-[package.dependencies]
-cython = ">=0.29"
-numpy = ">=1.7"
-paramz = ">=0.9.0"
-scipy = ">=1.3.0"
-six = "*"
-
-[package.extras]
-docs = ["sphinx"]
-notebook = ["ipykernel (>=4.1.0)", "ipywidgets (>=4.0.3)", "jupyter_client (>=4.0.6)", "notebook (>=4.0.5)"]
-optional = ["ipython (>=4.0.0)", "mpi4py"]
-plotting = ["matplotlib (==3.3.4)", "plotly (>=1.8.6)"]
-
-[package.source]
-type = "git"
-url = "https://github.com/SheffieldML/GPy.git"
-reference = "f63ed48"
-resolved_reference = "f63ed48b0d4bf043868a0a1729d28003c13fe263"
-
 [[package]]
 name = "gymnasium"
 version = "0.27.1"
@@ -3442,27 +3414,6 @@ files = [
     {file = "pandocfilters-1.5.0.tar.gz", hash = "sha256:0b679503337d233b4339a817bfc8c50064e2eff681314376a47cb582305a7a38"},
 ]
 
-[[package]]
-name = "paramz"
-version = "0.9.5"
-description = "The Parameterization Framework"
-optional = false
-python-versions = "*"
-files = [
-    {file = "paramz-0.9.5.tar.gz", hash = "sha256:0917211c0f083f344e7f1bc997e0d713dbc147b6380bc19f606119394f820b9a"},
-]
-
-[package.dependencies]
-decorator = ">=4.0.10"
-numpy = ">=1.7"
-scipy = "*"
-six = "*"
-
-[package.extras]
-docs = ["sphinx"]
-notebook = ["ipykernel (>=4.1.0)", "ipywidgets (>=4.0.3)", "jupyter_client (>=4.0.6)", "notebook (>=4.0.5)"]
-optimization = ["climin"]
-
 [[package]]
 name = "parso"
 version = "0.8.3"
@@ -5125,52 +5076,6 @@ build = ["cython (>=0.29.26)"]
 develop = ["cython (>=0.29.26)"]
 docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
 
-[[package]]
-name = "statsmodels"
-version = "0.13.3"
-description = "Statistical computations and models for Python"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "statsmodels-0.13.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b71bb64c6d4087dd6192eadfad390fbeb4074f676ef34c7e56579cead8c478e7"},
-    {file = "statsmodels-0.13.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:658b634c273c2f287a0086e56a5d6b95ec3ddac991cbb020b34f731e932de0bd"},
-    {file = "statsmodels-0.13.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ab9f63f432889b179967ab645aea7480e28731823a3b99850d7f7a561b624f93"},
-    {file = "statsmodels-0.13.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1f432fb7f54ce5edccc83aa36566653cd04ee35bbbefdf0a2b7bd9c97c5da443"},
-    {file = "statsmodels-0.13.3-cp310-cp310-win_amd64.whl", hash = "sha256:4cd64076c3ad366b10fd4e6f8ca6aeb1e398ec5480bddb65fba8889dd9eb550d"},
-    {file = "statsmodels-0.13.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:33f9caff2dbdfef22505678407d2f549b32a4a2729eb8675b60eb2932fc0e883"},
-    {file = "statsmodels-0.13.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:393f6a7ec85f65be9ac1a13be152dd14c65084436c48bcdf94cb21ef0b6cb79c"},
-    {file = "statsmodels-0.13.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:12b56d13d9a2af7a1aadc3fe9f3d3c18a5727a651323d94e7c2047177adfb9ce"},
-    {file = "statsmodels-0.13.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a61e0652f62b01981d8e857aa77550b42cf316c9d8e569b559869c248e3de834"},
-    {file = "statsmodels-0.13.3-cp311-cp311-win_amd64.whl", hash = "sha256:5368bccd471bb8cef0a8957ba5f2a3e5b5ecc433b0783d9f602039df45c780d3"},
-    {file = "statsmodels-0.13.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:1ecfb191958de187ba44b93316f4953b8b6588b5f68dcab218f76498a862dd7c"},
-    {file = "statsmodels-0.13.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2ea2b481b15e9e501904a1c36efc5f9a202f87529e600a99c364fd7e4598ae88"},
-    {file = "statsmodels-0.13.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d270a11aac6720a8024e1136ab44036d0878f62995617bb5b9fc5c77ea3d3b8"},
-    {file = "statsmodels-0.13.3-cp37-cp37m-win_amd64.whl", hash = "sha256:2185ed356823cd1c258c09b790f0c21d2fd49321e82c79f8f6dc546f1c671d7a"},
-    {file = "statsmodels-0.13.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9da39a36d114abcdcf8ebd351ed69229e23cb12b8a607996cb6511fa88e78b4d"},
-    {file = "statsmodels-0.13.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:3b3a9942d0b462af4c68c3895095d304869cbec9d97f3c268f19a6ba7ba294dc"},
-    {file = "statsmodels-0.13.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7fff0316420bc4f6fbd80dd77eb74f3834fcd0e4ca98ba9611b8a6d41ebbb979"},
-    {file = "statsmodels-0.13.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:352041bc04eaf90232e54a86861a460365ef45f34f58529578487e6f640dadf3"},
-    {file = "statsmodels-0.13.3-cp38-cp38-win_amd64.whl", hash = "sha256:61a0f39848ebacf5560e1539ca0037b8fc25cc9d1d7444bbef5bdc0a3c56087b"},
-    {file = "statsmodels-0.13.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:78cd12b0ee543fa955d2bace18518fc7d2b57f13c65929b54445bf3e54955b08"},
-    {file = "statsmodels-0.13.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:afccb80e3ddc969bfb5285f846ac2622861ffe192423087214d60e4c6e40e384"},
-    {file = "statsmodels-0.13.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d3609824e1ced44722bd905564d8ce94df29d24e32a6dd67cc9255932aedcd7b"},
-    {file = "statsmodels-0.13.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:81f8e71963a7bd169338fbb1472e34ec85ae4447414ac37bdae5cf6d1ac223bb"},
-    {file = "statsmodels-0.13.3-cp39-cp39-win_amd64.whl", hash = "sha256:000c7a1ce6780834f5fbb63f9ae07a00863a00f602c7c470c942153692f5bbc3"},
-    {file = "statsmodels-0.13.3.tar.gz", hash = "sha256:ed71df887334b1d332e71d33215122bdd54494dcb2248606b30bcfa6112e860a"},
-]
-
-[package.dependencies]
-numpy = {version = ">=1.17", markers = "python_version != \"3.10\" or platform_system != \"Windows\" or platform_python_implementation == \"PyPy\""}
-packaging = ">=21.3"
-pandas = ">=0.25"
-patsy = ">=0.5.2"
-scipy = {version = ">=1.3", markers = "(python_version > \"3.7\" or platform_system != \"Windows\" or platform_machine != \"x86\") and python_version < \"3.12\""}
-
-[package.extras]
-build = ["cython (>=0.29.32)"]
-develop = ["Jinja2", "colorama", "cython (>=0.29.32)", "cython (>=0.29.32,<3.0.0)", "flake8", "isort", "joblib", "matplotlib (>=3)", "oldest-supported-numpy (>=2022.4.18)", "pytest (>=7.0.1,<7.1.0)", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools-scm[toml] (>=7.0.0,<7.1.0)"]
-docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
-
 [[package]]
 name = "statsmodels"
 version = "0.13.5"
@@ -5213,7 +5118,7 @@ numpy = [
 packaging = ">=21.3"
 pandas = ">=0.25"
 patsy = ">=0.5.2"
-scipy = {version = ">=1.3", markers = "(python_version > \"3.9\" or platform_system != \"Windows\" or platform_machine != \"x86\") and python_version < \"3.12\""}
+scipy = {version = ">=1.3", markers = "python_version > \"3.9\" and python_version < \"3.12\" or platform_system != \"Windows\" and python_version < \"3.12\" or platform_machine != \"x86\" and python_version < \"3.12\""}
 
 [package.extras]
 build = ["cython (>=0.29.32)"]
@@ -5910,4 +5815,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<3.11"
-content-hash = "f3555f8c18f451ed3565d1824ad56591ce132431d572e18304a4eca3424d159b"
+content-hash = "d2bfd21bed2cd4ed3aefe9fedd6af6543f9ddcc616316230d441e581dba7f3ae"
diff --git a/pyproject.toml b/pyproject.toml
index 668329e7..82ad12b6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,7 +39,6 @@ classifiers = [
 
 [tool.poetry.dependencies]
 python = ">=3.8,<3.11"
-GPy = {git = "https://github.com/SheffieldML/GPy.git", rev = "f63ed48"}
 ipywidgets = ">=8.0.0,<8.0.5"
 matplotlib = "^3.7.1"
 numpy = ">=1.23.3,<1.24.0"
diff --git a/scripts/whitelists/package_whitelist.py b/scripts/whitelists/package_whitelist.py
index d8e57b8e..1a82b9e6 100644
--- a/scripts/whitelists/package_whitelist.py
+++ b/scripts/whitelists/package_whitelist.py
@@ -37,6 +37,7 @@
 batch_id  # unused variable (black_it/schedulers/base.py:77)
 batch_id  # unused variable (black_it/schedulers/round_robin.py:47)
 MABEpsilonGreedy  # unused class (black_it/schedulers/rl/agents/epsilon_greedy.py:26)
+seed  # unused variable (black_it/schedulers/rl/envs/base.py:59)
 _.render  # unused method (black_it/schedulers/rl/envs/base.py:80)
 MABCalibrationEnv  # unused class (black_it/schedulers/rl/envs/mab.py:24)
 RLScheduler  # unused class (black_it/schedulers/rl/rl_scheduler.py:32)
diff --git a/setup.cfg b/setup.cfg
index 610979ed..186c8678 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -45,7 +45,7 @@ python_version = 3.8
 strict_optional = True
 plugins = numpy.typing.mypy_plugin
 exclude = examples/models.*
-disallow_untyped_defs=true
+disallow_untyped_defs = true
 
 [darglint]
 docstring_style=google
@@ -94,6 +94,9 @@ ignore_missing_imports = True
 [mypy-sklearn.ensemble]
 ignore_missing_imports = True
 
+[mypy-sklearn.gaussian_process]
+ignore_missing_imports = True
+
 [mypy-seaborn.*]
 ignore_missing_imports = True
 


Test patch:
diff --git a/tests/test_calibrator.py b/tests/test_calibrator.py
index ebb0705f..a02556f3 100644
--- a/tests/test_calibrator.py
+++ b/tests/test_calibrator.py
@@ -50,16 +50,16 @@ class TestCalibrate:  # pylint: disable=too-many-instance-attributes,attribute-d
             [0.63, 0.41],
             [0.18, 0.39],
             [0.56, 0.37],
-            [0.83, 0.35],
+            [0.61, 0.53],
             [0.54, 0.32],
             [0.74, 0.32],
             [0.53, 0.46],
-            [0.57, 0.39],
-            [0.94, 0.42],
+            [0.55, 0.62],
+            [0.71, 0.35],
             [0.32, 0.93],
             [0.8, 0.06],
-            [0.01, 0.02],
-            [0.04, 0.99],
+            [0.99, 1.0],
+            [0.06, 0.98],
         ]
     )
 
@@ -68,52 +68,16 @@ class TestCalibrate:  # pylint: disable=too-many-instance-attributes,attribute-d
         0.55274918,
         0.55798021,
         0.61712034,
-        0.91962075,
-        1.31118518,
-        1.51682355,
-        1.55503666,
-        1.65968375,
-        1.78845827,
-        1.79905545,
-        2.07605975,
-        2.28484134,
-        3.01432484,
-    ]
-
-    win32_expected_params = np.array(
-        [
-            [0.59, 0.36],
-            [0.63, 0.41],
-            [0.18, 0.39],
-            [0.56, 0.37],
-            [0.83, 0.35],
-            [0.54, 0.32],
-            [0.74, 0.32],
-            [0.53, 0.46],
-            [0.57, 0.39],
-            [0.32, 0.93],
-            [0.8, 0.06],
-            [0.01, 0.02],
-            [1.0, 0.99],
-            [0.04, 0.99],
-        ]
-    )
-
-    win32_expected_losses = [
-        0.33400294,
-        0.55274918,
-        0.55798021,
-        0.61712034,
-        0.91962075,
+        0.78963342,
         1.31118518,
         1.51682355,
         1.55503666,
-        1.65968375,
+        1.68181078,
+        1.70075834,
         1.79905545,
         2.07605975,
-        2.28484134,
-        2.60093616,
-        3.01432484,
+        2.25201126,
+        2.97360386,
     ]
 
     darwin_expected_params = np.array(
@@ -122,16 +86,16 @@ class TestCalibrate:  # pylint: disable=too-many-instance-attributes,attribute-d
             [0.63, 0.41],
             [0.18, 0.39],
             [0.56, 0.37],
-            [0.83, 0.35],
+            [0.63, 0.31],
             [0.54, 0.32],
+            [0.37, 0.59],
             [0.74, 0.32],
             [0.53, 0.46],
             [0.57, 0.39],
-            [0.92, 0.39],
             [0.32, 0.93],
+            [0.03, 0.36],
             [0.8, 0.06],
-            [0.01, 0.02],
-            [0.04, 0.99],
+            [0.06, 0.98],
         ]
     )
 
@@ -140,16 +104,16 @@ class TestCalibrate:  # pylint: disable=too-many-instance-attributes,attribute-d
         0.55274918,
         0.55798021,
         0.61712034,
-        0.91962075,
+        0.89679611,
         1.31118518,
+        1.3961825,
         1.51682355,
         1.55503666,
         1.65968375,
-        1.78808894,
         1.79905545,
+        1.92174866,
         2.07605975,
-        2.28484134,
-        3.01432484,
+        2.97360386,
     ]
 
     def setup(self) -> None:
@@ -210,10 +174,9 @@ def test_calibrator_calibrate(self, n_jobs: int) -> None:
 
         # TODO: this is a temporary workaround to make tests to run also on Windows.  # pylint: disable=fixme
         #       See: https://github.com/bancaditalia/black-it/issues/49
-        if sys.platform == "win32":
-            assert np.allclose(params, self.win32_expected_params)
-            assert np.allclose(losses, self.win32_expected_losses)
-        elif sys.platform == "darwin":
+        print(params.tolist())
+        print(losses.tolist())
+        if sys.platform == "darwin":
             assert np.allclose(params, self.darwin_expected_params)
             assert np.allclose(losses, self.darwin_expected_losses)
         else:
diff --git a/tests/test_samplers/test_gaussian_process.py b/tests/test_samplers/test_gaussian_process.py
index bf3f443d..5965bec6 100644
--- a/tests/test_samplers/test_gaussian_process.py
+++ b/tests/test_samplers/test_gaussian_process.py
@@ -33,7 +33,7 @@ def setup(self) -> None:
 
     @classmethod
     def _construct_fake_grid(
-        cls, n: int = 6
+        cls, n: int = 3
     ) -> Tuple[NDArray[np.float64], NDArray[np.float64]]:
         """Construct a fake grid of evaluated losses."""
         xs = np.linspace(0, 1, n)
@@ -51,29 +51,28 @@ def _construct_fake_grid(
 
         return np.asarray(xys_list), np.asarray(losses_list)
 
-    @pytest.mark.skip
     @pytest.mark.parametrize(
         "acquisition,optimize_restarts,expected_params",
         [
             [
                 "mean",
                 1,
-                np.array([[0.0, 0.01], [0.01, 0.01], [0.0, 0.02], [0.01, 0.02]]),
+                np.array([[0.0, 0.01], [0.01, 0.01], [0.0, 0.02], [0.01, 0.0]]),
             ],
             [
                 "mean",
                 3,
-                np.array([[0.0, 0.01], [0.01, 0.01], [0.0, 0.02], [0.01, 0.02]]),
+                np.array([[0.0, 0.01], [0.01, 0.01], [0.0, 0.02], [0.01, 0.0]]),
             ],
             [
                 "expected_improvement",
                 1,
-                np.array([[0.09, 0.64], [0.81, 0.5], [0.87, 0.8], [0.72, 0.48]]),
+                np.array([[0.0, 0.01], [0.0, 0.02], [0.01, 0.01], [0.01, 0.0]]),
             ],
             [
                 "expected_improvement",
                 3,
-                np.array([[0.09, 0.64], [0.81, 0.5], [0.87, 0.8], [0.72, 0.48]]),
+                np.array([[0.0, 0.01], [0.0, 0.02], [0.01, 0.01], [0.01, 0.0]]),
             ],
         ],
     )