From 901804d721938f3243c0c29a5a91277c2578ea70 Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Tue, 23 Sep 2025 11:41:52 +0000 Subject: [PATCH 01/15] update api documentation --- doc/api/data_class.rst | 3 +++ doc/api/datasets.rst | 35 +++++++++++++++++++---------------- 2 files changed, 22 insertions(+), 16 deletions(-) diff --git a/doc/api/data_class.rst b/doc/api/data_class.rst index 366bdf7f..e9530ad9 100644 --- a/doc/api/data_class.rst +++ b/doc/api/data_class.rst @@ -12,3 +12,6 @@ DoubleML Data Class DoubleMLData DoubleMLClusterData DoubleMLPanelData + DoubleMLSSMData + DoubleMLRDDData + DoubleMLDIDData diff --git a/doc/api/datasets.rst b/doc/api/datasets.rst index 38116c42..0b8b64a9 100644 --- a/doc/api/datasets.rst +++ b/doc/api/datasets.rst @@ -6,13 +6,13 @@ Datasets Dataset Loaders ~~~~~~~~~~~~~~~ -.. currentmodule:: doubleml +.. currentmodule:: doubleml.datasets .. autosummary:: :toctree: generated/ - datasets.fetch_401K - datasets.fetch_bonus + fetch_401K + fetch_bonus Dataset Generators ~~~~~~~~~~~~~~~~~~ @@ -22,18 +22,21 @@ Dataset Generators .. autosummary:: :toctree: generated/ - datasets.make_plr_CCDDHNR2018 - datasets.make_pliv_CHS2015 - datasets.make_irm_data - datasets.make_iivm_data - datasets.make_plr_turrell2018 - datasets.make_pliv_multiway_cluster_CKMS2021 - - datasets.make_ssm_data - datasets.make_confounded_plr_data - datasets.make_confounded_irm_data - datasets.make_heterogeneous_data - datasets.make_irm_data_discrete_treatments + irm.datasets.make_irm_data + irm.datasets.make_iivm_data + irm.datasets.make_heterogeneous_data + irm.datasets.make_irm_data_discrete_treatments + irm.datasets.make_confounded_irm_data + irm.datasets.make_ssm_data + + plm.datasets.make_plr_CCDDHNR2018 + plm.datasets.make_plr_turrell2018 + plm.datasets.make_pliv_CHS2015 + plm.datasets.make_pliv_multiway_cluster_CKMS2021 + plm.datasets.make_confounded_plr_data + did.datasets.make_did_SZ2020 did.datasets.make_did_CS2021 - rdd.datasets.make_simple_rdd_data \ No newline at end of file + did.datasets.make_did_cs_CS2021 + + rdd.datasets.make_simple_rdd_data From a39bc7ad44edd6b844faf55ead8092559e8e0cbf Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Tue, 23 Sep 2025 11:42:01 +0000 Subject: [PATCH 02/15] update image paths --- doc/conf.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/doc/conf.py b/doc/conf.py index ce2016e6..2a037f97 100644 --- a/doc/conf.py +++ b/doc/conf.py @@ -94,8 +94,8 @@ "navbar_align": "left", "logo": { "text": project, - "image_light": "img/logo.png", - "image_dark": "img/logo_dark.png", + "image_light": "../img/logo.png", + "image_dark": "../img/logo_dark.png", }, "header_links_before_dropdown": 6, "use_edit_page_button": True, @@ -133,6 +133,7 @@ html_favicon = "../img/favicon.ico" html_sidebars = { + "**": [ "logo.html", "search-field.html", From 5b83eb1ce27031b1ea676f9866e7dbaca9587d17 Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Tue, 23 Sep 2025 13:11:59 +0000 Subject: [PATCH 03/15] update imports --- doc/guide/algorithms.rst | 2 +- doc/guide/heterogeneity.rst | 22 +++++++++++----------- doc/guide/learners.rst | 6 +++--- doc/guide/models/did/did_binary.rst | 4 ++-- doc/guide/models/irm/irm_models.inc | 8 ++++---- doc/guide/models/plm/plm_models.inc | 4 ++-- doc/guide/models/ssm/ssm_models.inc | 8 ++++---- 7 files changed, 27 insertions(+), 27 deletions(-) diff --git a/doc/guide/algorithms.rst b/doc/guide/algorithms.rst index 6ffa56f0..b6171579 100644 --- a/doc/guide/algorithms.rst +++ b/doc/guide/algorithms.rst @@ -86,7 +86,7 @@ The default version of the :class:`DoubleML` class is based on the DML2 algorith :okwarning: import doubleml as dml - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor from sklearn.base import clone diff --git a/doc/guide/heterogeneity.rst b/doc/guide/heterogeneity.rst index 42332cf5..711fa8d3 100644 --- a/doc/guide/heterogeneity.rst +++ b/doc/guide/heterogeneity.rst @@ -34,7 +34,7 @@ GATEs for IRM models import numpy as np import pandas as pd import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier ml_g = RandomForestRegressor(n_estimators=100, max_features=5, max_depth=5, min_samples_leaf=2) @@ -72,7 +72,7 @@ GATEs for PLR models import numpy as np import pandas as pd import doubleml as dml - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor ml_g = RandomForestRegressor(n_estimators=100, max_features=20, max_depth=5, min_samples_leaf=2) @@ -121,7 +121,7 @@ CATEs for IRM models import patsy import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestRegressor ml_g = RandomForestRegressor(n_estimators=100, max_features=10, max_depth=5, min_samples_leaf=2) @@ -161,7 +161,7 @@ CATEs for PLR models import patsy import doubleml as dml - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier ml_g = RandomForestRegressor(n_estimators=100, max_features=20, max_depth=5, min_samples_leaf=2) @@ -255,7 +255,7 @@ In these cases the weights can be specified as an array via the ``weights`` argu import pandas as pd import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestRegressor ml_g = RandomForestRegressor(n_estimators=100, max_features=10, max_depth=5, min_samples_leaf=2) @@ -318,7 +318,7 @@ Potential quantiles (PQs) import numpy as np import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestClassifier np.random.seed(3141) ml_g = RandomForestClassifier(n_estimators=100, max_features=20, max_depth=10, min_samples_leaf=2) @@ -340,7 +340,7 @@ Estimation is conducted via its ``fit()`` method: import numpy as np import doubleml as dml - from doubleml.datasets import make_iivm_data + from doubleml.irm.datasets import make_iivm_data from sklearn.ensemble import RandomForestClassifier np.random.seed(3141) ml_g = RandomForestClassifier(n_estimators=100, max_features=20, max_depth=10, min_samples_leaf=2) @@ -367,7 +367,7 @@ Quantile treatment effects (QTEs) import numpy as np import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestClassifier np.random.seed(3141) ml_g = RandomForestClassifier(n_estimators=100, max_features=20, max_depth=10, min_samples_leaf=2) @@ -403,7 +403,7 @@ Estimation is conducted via its ``fit()`` method: import numpy as np import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor np.random.seed(3141) ml_g = RandomForestRegressor(n_estimators=100, max_features=20, max_depth=10, min_samples_leaf=2) @@ -431,7 +431,7 @@ Estimation is conducted via its ``fit()`` method: import numpy as np import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor np.random.seed(3141) ml_g = RandomForestRegressor(n_estimators=100, max_features=20, max_depth=10, min_samples_leaf=2) @@ -467,7 +467,7 @@ The ``depth`` parameter, which defaults to ``2``, can be used to adjust the maxi import numpy as np import pandas as pd import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier ml_g = RandomForestRegressor(n_estimators=100, max_features=10, max_depth=5, min_samples_leaf=2) diff --git a/doc/guide/learners.rst b/doc/guide/learners.rst index 700c48a1..bb34f239 100644 --- a/doc/guide/learners.rst +++ b/doc/guide/learners.rst @@ -52,7 +52,7 @@ for example :py:class:`sklearn.ensemble.RandomForestRegressor`. .. ipython:: python import doubleml as dml - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor np.random.seed(1234) @@ -205,7 +205,7 @@ To illustrate the parameter tuning, we work with the following example. .. ipython:: python import doubleml as dml - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor np.random.seed(1234) @@ -271,7 +271,7 @@ To illustrate the use of external predictions, we work with the following exampl import numpy as np import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier np.random.seed(3333) diff --git a/doc/guide/models/did/did_binary.rst b/doc/guide/models/did/did_binary.rst index 90fda78d..950ff949 100644 --- a/doc/guide/models/did/did_binary.rst +++ b/doc/guide/models/did/did_binary.rst @@ -51,7 +51,7 @@ Estimation is conducted via its ``fit()`` method: np.random.seed(42) data = make_did_SZ2020(n_obs=500, return_type='DataFrame') # y is already defined as the difference of observed outcomes - obj_dml_data = dml.DoubleMLData(data, 'y', 'd') + obj_dml_data = dml.DoubleMLDIDData(data, 'y', 'd') dml_did_obj = dml.DoubleMLDID(obj_dml_data, ml_g, ml_m) print(dml_did_obj.fit()) @@ -89,6 +89,6 @@ Estimation is conducted via its ``fit()`` method: ml_m = RandomForestClassifier(n_estimators=100, max_depth=5, min_samples_leaf=5) np.random.seed(42) data = make_did_SZ2020(n_obs=500, cross_sectional_data=True, return_type='DataFrame') - obj_dml_data = dml.DoubleMLData(data, 'y', 'd', t_col='t') + obj_dml_data = dml.DoubleMLDIDData(data, 'y', 'd', t_col='t') dml_did_obj = dml.DoubleMLDIDCS(obj_dml_data, ml_g, ml_m) print(dml_did_obj.fit()) diff --git a/doc/guide/models/irm/irm_models.inc b/doc/guide/models/irm/irm_models.inc index b61526a6..eab9fcfc 100644 --- a/doc/guide/models/irm/irm_models.inc +++ b/doc/guide/models/irm/irm_models.inc @@ -27,7 +27,7 @@ Estimation is conducted via its ``fit()`` method: import numpy as np import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier ml_g = RandomForestRegressor(n_estimators=100, max_features=10, max_depth=5, min_samples_leaf=2) @@ -76,7 +76,7 @@ Estimation is conducted via its ``fit()`` method: import numpy as np import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier ml_g = RandomForestRegressor(n_estimators=100, max_features=10, max_depth=5, min_samples_leaf=2) @@ -107,7 +107,7 @@ Estimation is conducted via its ``fit()`` method. The ``causal_contrast()`` meth import numpy as np import doubleml as dml - from doubleml.datasets import make_irm_data + from doubleml.irm.datasets import make_irm_data from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier ml_g = RandomForestRegressor(n_estimators=100, max_features=10, max_depth=5, min_samples_leaf=2) @@ -144,7 +144,7 @@ Estimation is conducted via its ``fit()`` method: import numpy as np import doubleml as dml - from doubleml.datasets import make_iivm_data + from doubleml.irm.datasets import make_iivm_data from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier ml_g = RandomForestRegressor(n_estimators=100, max_features=20, max_depth=5, min_samples_leaf=2) diff --git a/doc/guide/models/plm/plm_models.inc b/doc/guide/models/plm/plm_models.inc index 851944fe..5627ebfd 100644 --- a/doc/guide/models/plm/plm_models.inc +++ b/doc/guide/models/plm/plm_models.inc @@ -30,7 +30,7 @@ Partially linear regression model (PLR) import numpy as np import doubleml as dml - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor from sklearn.base import clone @@ -87,7 +87,7 @@ Estimation is conducted via its ``fit()`` method: import numpy as np import doubleml as dml - from doubleml.datasets import make_pliv_CHS2015 + from doubleml.plm.datasets import make_pliv_CHS2015 from sklearn.ensemble import RandomForestRegressor from sklearn.base import clone diff --git a/doc/guide/models/ssm/ssm_models.inc b/doc/guide/models/ssm/ssm_models.inc index d218c815..a0139d72 100644 --- a/doc/guide/models/ssm/ssm_models.inc +++ b/doc/guide/models/ssm/ssm_models.inc @@ -26,13 +26,13 @@ Estimation is conducted via its ``fit()`` method: import numpy as np from sklearn.linear_model import LassoCV, LogisticRegressionCV - from doubleml.datasets import make_ssm_data + from doubleml.irm.datasets import make_ssm_data import doubleml as dml np.random.seed(42) n_obs = 2000 df = make_ssm_data(n_obs=n_obs, mar=True, return_type='DataFrame') - dml_data = dml.DoubleMLData(df, 'y', 'd', s_col='s') + dml_data = dml.DoubleMLSSMData(df, 'y', 'd', s_col='s') ml_g = LassoCV() ml_m = LogisticRegressionCV(penalty='l1', solver='liblinear') @@ -115,13 +115,13 @@ Estimation is conducted via its ``fit()`` method: import numpy as np from sklearn.linear_model import LassoCV, LogisticRegressionCV - from doubleml.datasets import make_ssm_data + from doubleml.irm.datasets import make_ssm_data import doubleml as dml np.random.seed(42) n_obs = 2000 df = make_ssm_data(n_obs=n_obs, mar=False, return_type='DataFrame') - dml_data = dml.DoubleMLData(df, 'y', 'd', z_cols='z', s_col='s') + dml_data = dml.DoubleMLSSMData(df, 'y', 'd', z_cols='z', s_col='s') ml_g = LassoCV() ml_m = LogisticRegressionCV(penalty='l1', solver='liblinear') From 13958232eb5a6c4722bdce4f34021ed4e24a66d6 Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Mon, 29 Sep 2025 09:28:21 +0000 Subject: [PATCH 04/15] update further imports --- doc/guide/models/rdd/rdd_models.inc | 12 ++++++------ doc/guide/resampling.rst | 2 +- doc/guide/scores.rst | 2 +- doc/guide/se_confint.rst | 2 +- doc/guide/sensitivity/implementation.rst | 2 +- 5 files changed, 10 insertions(+), 10 deletions(-) diff --git a/doc/guide/models/rdd/rdd_models.inc b/doc/guide/models/rdd/rdd_models.inc index 6582e455..00ae085d 100644 --- a/doc/guide/models/rdd/rdd_models.inc +++ b/doc/guide/models/rdd/rdd_models.inc @@ -88,10 +88,10 @@ where: .. math:: \eta_0(x) = \frac{1}{2} \left( \mu_0^+(x) + \mu_0^-(x) \right), \quad \mu_0^\star(x) = \mathbb{E}[Y_i | S_i = 0^\star, X_i = x] \text{ for } \star \in \{+, -\}. -``RDFlex`` implements this regression discontinuity design with :math:`\eta_0` being estimated by user-specified ML methods. The indicator ``fuzzy=False`` indicates a sharp design. The ``DoubleMLData`` object has to be defined with the arguments: +``RDFlex`` implements this regression discontinuity design with :math:`\eta_0` being estimated by user-specified ML methods. The indicator ``fuzzy=False`` indicates a sharp design. The ``DoubleMLRDDData`` object has to be defined with the arguments: - ``y_col`` refers to the observed outcome, on which we want to estimate the effect at the cutoff - - ``s_col`` refers to the score + - ``score_col`` refers to the score - ``x_cols`` refers to the covariates to be adjusted for - ``d_cols`` is an indicator of whether an observation is treated or not. In the sharp design, this should be identical to an indicator of whether an observation is left or right of the cutoff (:math:`D_i = \mathbb{I}[S_i > c]`) @@ -117,7 +117,7 @@ Estimation is conducted via its ``fit()`` method: cov_names = ['x' + str(i) for i in range(data_dict['X'].shape[1])] df = pd.DataFrame(np.column_stack((data_dict['Y'], data_dict['D'], data_dict['score'], data_dict['X'])), columns=['y', 'd', 'score'] + cov_names) - dml_data = dml.DoubleMLData(df, y_col='y', d_cols='d', x_cols=cov_names, s_col='score') + dml_data = dml.DoubleMLRDDData(df, y_col='y', d_cols='d', x_cols=cov_names, score_col='score') ml_g = LassoCV() @@ -158,10 +158,10 @@ Under similar considerations as in the sharp case, an estimator using flexible c where :math:`\eta_Y` and :math:`\eta_D` are defined as in the sharp RDD setting, with the respective outcome. -``RDFlex`` implements this fuzzy RDD with flexible covariate adjustment. The indicator ``fuzzy=True`` indicates a fuzzy design. The ``DoubleMLData`` object has to be defined with the arguments: +``RDFlex`` implements this fuzzy RDD with flexible covariate adjustment. The indicator ``fuzzy=True`` indicates a fuzzy design. The ``DoubleMLRDDData`` object has to be defined with the arguments: - ``y_col`` refers to the observed outcome, on which we want to estimate the effect at the cutoff - - ``s_col`` refers to the score + - ``score_col`` refers to the score - ``x_cols`` refers to the covariates to be adjusted for - ``d_cols`` is an indicator of whether an observation is treated or not. In the fuzzy design, this should **not** be identical to an indicator of whether an observation is left or right of the cutoff (:math:`D_i \neq \mathbb{I}[S_i > c]`) @@ -187,7 +187,7 @@ Estimation is conducted via its ``fit()`` method: cov_names = ['x' + str(i) for i in range(data_dict['X'].shape[1])] df = pd.DataFrame(np.column_stack((data_dict['Y'], data_dict['D'], data_dict['score'], data_dict['X'])), columns=['y', 'd', 'score'] + cov_names) - dml_data = dml.DoubleMLData(df, y_col='y', d_cols='d', x_cols=cov_names, s_col='score') + dml_data = dml.DoubleMLRDDData(df, y_col='y', d_cols='d', x_cols=cov_names, score_col='score') ml_g = LassoCV() ml_m = LogisticRegressionCV() diff --git a/doc/guide/resampling.rst b/doc/guide/resampling.rst index 6eee60ac..3670c28c 100644 --- a/doc/guide/resampling.rst +++ b/doc/guide/resampling.rst @@ -26,7 +26,7 @@ implemented in ``DoubleMLPLR``. import doubleml as dml import numpy as np - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor from sklearn.base import clone diff --git a/doc/guide/scores.rst b/doc/guide/scores.rst index 8a2679ec..44cd582d 100644 --- a/doc/guide/scores.rst +++ b/doc/guide/scores.rst @@ -62,7 +62,7 @@ implemented in ``DoubleMLPLR``. .. ipython:: python import doubleml as dml - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor from sklearn.base import clone diff --git a/doc/guide/se_confint.rst b/doc/guide/se_confint.rst index 1112c6a5..89464195 100644 --- a/doc/guide/se_confint.rst +++ b/doc/guide/se_confint.rst @@ -56,7 +56,7 @@ implemented in ``DoubleMLPLR``. .. ipython:: python import doubleml as dml - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor from sklearn.base import clone diff --git a/doc/guide/sensitivity/implementation.rst b/doc/guide/sensitivity/implementation.rst index 459df56b..352185c7 100644 --- a/doc/guide/sensitivity/implementation.rst +++ b/doc/guide/sensitivity/implementation.rst @@ -9,7 +9,7 @@ The :ref:`plr-model` will be used as an example import numpy as np import doubleml as dml - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor from sklearn.base import clone From a2e1002f7bb2b5b8d194dbcb30246a0d4d43fec9 Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Mon, 29 Sep 2025 11:41:07 +0000 Subject: [PATCH 05/15] rerun basics example --- doc/examples/py_double_ml_basics.ipynb | 40 +- doc/guide/figures/py_all.svg | 402 ++++++------- doc/guide/figures/py_dml.svg | 688 +++++++++++----------- doc/guide/figures/py_dml_nosplit.svg | 742 ++++++++++++------------ doc/guide/figures/py_dml_po.svg | 232 ++++---- doc/guide/figures/py_dml_po_nosplit.svg | 238 ++++---- doc/guide/figures/py_non_orthogonal.svg | 714 +++++++++++------------ doc/guide/figures/py_po_all.svg | 444 +++++++------- 8 files changed, 1750 insertions(+), 1750 deletions(-) diff --git a/doc/examples/py_double_ml_basics.ipynb b/doc/examples/py_double_ml_basics.ipynb index b7b37b2e..e52eadb9 100644 --- a/doc/examples/py_double_ml_basics.ipynb +++ b/doc/examples/py_double_ml_basics.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -30,7 +30,7 @@ "\n", "from doubleml import DoubleMLData\n", "from doubleml import DoubleMLPLR\n", - "from doubleml.datasets import make_plr_CCDDHNR2018\n", + "from doubleml.plm.datasets import make_plr_CCDDHNR2018\n", "\n", "face_colors = sns.color_palette('pastel')\n", "edge_colors = sns.color_palette('dark')\n", @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -133,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -145,7 +145,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -257,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -269,7 +269,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -347,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -359,7 +359,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -444,7 +444,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -495,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -507,7 +507,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -571,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -583,7 +583,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -633,12 +633,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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style="fill: #8de5a1; fill-opacity: 0.75; stroke: #12711c; stroke-linejoin: miter"/> - +" clip-path="url(#p203d556268)" style="fill: #8de5a1; fill-opacity: 0.75; stroke: #12711c; stroke-linejoin: miter"/> - +" clip-path="url(#p203d556268)" style="fill: #8de5a1; fill-opacity: 0.75; stroke: #12711c; stroke-linejoin: miter"/> - +" clip-path="url(#p203d556268)" style="fill: #8de5a1; fill-opacity: 0.75; stroke: #12711c; stroke-linejoin: miter"/> - +" clip-path="url(#p203d556268)" style="fill: #8de5a1; fill-opacity: 0.75; stroke: #12711c; stroke-linejoin: miter"/> - +" clip-path="url(#p203d556268)" style="fill: #8de5a1; fill-opacity: 0.75; stroke: #12711c; stroke-linejoin: miter"/> - +" clip-path="url(#p203d556268)" style="fill: #8de5a1; fill-opacity: 0.75; stroke: #12711c; stroke-linejoin: miter"/> - +" clip-path="url(#p203d556268)" style="fill: #8de5a1; fill-opacity: 0.75; stroke: #12711c; stroke-linejoin: miter"/> - +" clip-path="url(#p203d556268)" style="fill: #8de5a1; fill-opacity: 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stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 0.75; stroke: #b1400d; stroke-linejoin: miter"/> - +" clip-path="url(#peffd803d7d)" style="fill: #ffb482; fill-opacity: 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stroke-linejoin: miter"/> +" clip-path="url(#pead6a8d011)" style="fill: #8de5a1; fill-opacity: 0.75; stroke: #12711c; stroke-width: 0.595276; stroke-linejoin: miter"/> - - + @@ -812,14 +812,14 @@ z " transform="scale(0.015625)"/> - + - + @@ -847,14 +847,14 @@ z " transform="scale(0.015625)"/> - + - + @@ -887,14 +887,14 @@ z " transform="scale(0.015625)"/> - + - + @@ -930,7 +930,7 @@ z - + @@ -943,7 +943,7 @@ z - + @@ -956,7 +956,7 @@ z - + @@ -1083,12 +1083,12 @@ z - - + @@ -1104,16 +1104,16 @@ z " transform="scale(0.015625)"/> - - - + + + - + @@ -1147,16 +1147,16 @@ z " transform="scale(0.015625)"/> - - - + + + - + @@ -1179,64 +1179,64 @@ z " transform="scale(0.015625)"/> - - - + + + - + - - - + + + - + - - - + + + - + - - - + + + - + @@ -1277,41 +1277,41 @@ z " transform="scale(0.015625)"/> - - - + + + - + - - - + + + - + - - - + + + @@ -1466,19 +1466,19 @@ z " transform="scale(0.015625)"/> - - - - - - + + + + + + +" clip-path="url(#pead6a8d011)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: square"/> +" clip-path="url(#pead6a8d011)" style="fill: none; stroke: #000000; stroke-width: 1.5; stroke-linecap: square"/> - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + @@ -2019,36 +2019,36 @@ z " transform="scale(0.015625)"/> - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -2123,40 +2123,40 @@ z " transform="scale(0.015625)"/> - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + - + From 48e5dbf9f56263dbbba2c58470fe04e2d5583767 Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Mon, 29 Sep 2025 15:49:10 +0000 Subject: [PATCH 06/15] update examples --- doc/examples/py_double_ml_apo.ipynb | 11957 +--------------- doc/examples/py_double_ml_basic_iv.ipynb | 4 +- doc/examples/py_double_ml_cate.ipynb | 9 +- doc/examples/py_double_ml_cate_plr.ipynb | 6 +- doc/examples/py_double_ml_cvar.ipynb | 111 +- doc/examples/py_double_ml_firststage.ipynb | 4 +- doc/examples/py_double_ml_gate.ipynb | 202 +- doc/examples/py_double_ml_gate_plr.ipynb | 12 +- .../py_double_ml_gate_sensitivity.ipynb | 6 +- doc/examples/py_double_ml_irm_vs_apo.ipynb | 4 +- doc/examples/py_double_ml_learner.ipynb | 72 +- doc/examples/py_double_ml_meets_flaml.ipynb | 378 +- 12 files changed, 367 insertions(+), 12398 deletions(-) diff --git a/doc/examples/py_double_ml_apo.ipynb b/doc/examples/py_double_ml_apo.ipynb index 27b21a25..57f3b8a6 100644 --- a/doc/examples/py_double_ml_apo.ipynb +++ b/doc/examples/py_double_ml_apo.ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -31,7 +31,7 @@ "from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n", "\n", "import doubleml as dml\n", - "from doubleml.datasets import make_irm_data_discrete_treatments" + "from doubleml.irm.datasets import make_irm_data_discrete_treatments" ] }, { @@ -55,24 +55,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average Individual effects in each group:\n", - "[ 0. 1.75 7.03 9.43 10.4 10.49]\n", - "\n", - "Average Potential Outcomes in each group:\n", - "[210.04 211.79 217.06 219.47 220.44 220.53]\n", - "\n", - "Levels and their counts:\n", - "(array([0., 1., 2., 3., 4., 5.]), array([615, 487, 465, 482, 480, 471]))\n" - ] - } - ], + "outputs": [], "source": [ "# Parameters\n", "n_obs = 3000\n", @@ -112,20 +97,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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treatment_levelapothetaci_lowerci_upper
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" - ], - "text/plain": [ - " treatment_level apo theta ci_lower ci_upper\n", - "0 0.0 210.036240 210.077702 208.768798 211.386831\n", - "1 1.0 211.785815 211.881937 210.545492 213.218383\n", - "2 2.0 217.063017 217.069443 215.750701 218.388185\n", - "3 3.0 219.468907 219.404300 218.096418 220.712095\n", - "4 4.0 220.439699 220.503700 219.186589 221.820963\n", - "5 5.0 220.525064 220.417834 219.095104 221.740505" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "np.random.seed(42)\n", "\n", @@ -395,20 +250,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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treatment_levelapothetaci_lowerci_upper
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" - ], - "text/plain": [ - " treatment_level apo theta ci_lower ci_upper\n", - "0 0.0 210.036240 210.077702 208.766940 211.384677\n", - "1 1.0 211.785815 211.881937 210.553004 213.225427\n", - "2 2.0 217.063017 217.069443 215.756200 218.393654\n", - "3 3.0 219.468907 219.404300 218.108259 220.723846\n", - "4 4.0 220.439699 220.503700 219.192952 221.828157\n", - "5 5.0 220.525064 220.417834 219.095785 221.741523" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dml_obj = dml.DoubleMLAPOS(\n", " dml_data,\n", @@ -575,20 +323,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ], - "text/plain": [ - " 2.5 % 97.5 %\n", - "0.0 208.642329 211.518478\n", - "1.0 210.419871 213.355065\n", - "2.0 215.622272 218.521233\n", - "3.0 217.975289 220.850038\n", - "4.0 219.058375 221.962364\n", - "5.0 218.968127 221.878746" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dml_obj.bootstrap(n_rep_boot=2000)\n", "ci_joint = dml_obj.confint(level=0.95, joint=True)\n", @@ -713,39 +375,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== Sensitivity Analysis ==================\n", - "\n", - "------------------ Scenario ------------------\n", - "Significance Level: level=0.95\n", - "Sensitivity parameters: cf_y=0.03; cf_d=0.03, rho=1.0\n", - "\n", - "------------------ Bounds with CI ------------------\n", - " CI lower theta lower theta theta upper CI upper\n", - "0 208.792396 209.890855 210.075809 210.260762 211.359229\n", - "1 210.543052 211.663177 211.889638 212.115901 213.238619\n", - "2 215.752696 216.858952 217.074927 217.290901 218.398166\n", - "3 218.114989 219.212811 219.416052 219.619294 220.716615\n", - "4 219.189739 220.296099 220.510555 220.725010 221.830273\n", - "5 219.072605 220.184224 220.418741 220.652324 221.761224\n", - "\n", - "------------------ Robustness Values ------------------\n", - " H_0 RV (%) RVa (%)\n", - "0 0.0 99.916359 99.909571\n", - "1 0.0 99.877903 99.861019\n", - "2 0.0 99.893461 99.882928\n", - "3 0.0 99.907879 99.899250\n", - "4 0.0 99.898183 99.888352\n", - "5 0.0 99.878895 99.864664\n" - ] - } - ], + "outputs": [], "source": [ "dml_obj.sensitivity_analysis()\n", "print(dml_obj.sensitivity_summary)" @@ -760,98 +392,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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cf_ycf_drhodelta_theta
0.00.00.0000000.00.000006
1.00.00.000000-1.0-0.004253
2.00.00.0000001.00.003220
3.00.00.000000-1.0-0.004526
4.00.00.0034151.00.003404
5.00.00.000000-1.0-0.006055
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" - ], - "text/plain": [ - " cf_y cf_d rho delta_theta\n", - "0.0 0.0 0.000000 0.0 0.000006\n", - "1.0 0.0 0.000000 -1.0 -0.004253\n", - "2.0 0.0 0.000000 1.0 0.003220\n", - "3.0 0.0 0.000000 -1.0 -0.004526\n", - "4.0 0.0 0.003415 1.0 0.003404\n", - "5.0 0.0 0.000000 -1.0 -0.006055" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dml_obj.sensitivity_benchmark(benchmarking_set=['x4'])" ] @@ -883,22 +426,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " coef std err t P>|t| 2.5 % 97.5 %\n", - "1.0 vs 0.0 1.810306 0.180143 10.049264 0.0 1.454406 2.165707\n", - "2.0 vs 0.0 6.994208 0.145027 48.226969 0.0 6.710059 7.278035\n", - "3.0 vs 0.0 9.335446 0.135344 68.975592 0.0 9.068934 9.600776\n", - "4.0 vs 0.0 10.431998 0.141460 73.745022 0.0 10.155160 10.708837\n", - "5.0 vs 0.0 10.342362 0.155174 66.650234 0.0 10.039141 10.645583\n" - ] - } - ], + "outputs": [], "source": [ "causal_contrast_model = dml_obj.causal_contrast(reference_levels=0)\n", "print(causal_contrast_model.summary)" @@ -913,20 +443,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ates = causal_contrast_model.thetas\n", "ci_ates = causal_contrast_model.confint(level=0.95)\n", @@ -965,37 +484,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== Sensitivity Analysis ==================\n", - "\n", - "------------------ Scenario ------------------\n", - "Significance Level: level=0.95\n", - "Sensitivity parameters: cf_y=0.03; cf_d=0.03, rho=1.0\n", - "\n", - "------------------ Bounds with CI ------------------\n", - " CI lower theta lower theta theta upper CI upper\n", - "1.0 vs 0.0 1.219585 1.518854 1.810306 2.101998 2.400905\n", - "2.0 vs 0.0 6.469676 6.708821 6.994208 7.279595 7.517798\n", - "3.0 vs 0.0 8.835344 9.060016 9.335446 9.610318 9.833065\n", - "4.0 vs 0.0 9.914598 10.148005 10.431998 10.716098 10.947855\n", - "5.0 vs 0.0 9.786986 10.040784 10.342362 10.643939 10.899654\n", - "\n", - "------------------ Robustness Values ------------------\n", - " H_0 RV (%) RVa (%)\n", - "1.0 vs 0.0 0.0 17.204893 14.534139\n", - "2.0 vs 0.0 0.0 51.844663 50.155423\n", - "3.0 vs 0.0 0.0 62.924443 61.490896\n", - "4.0 vs 0.0 0.0 65.700314 64.285001\n", - "5.0 vs 0.0 0.0 63.327958 61.784872\n" - ] - } - ], + "outputs": [], "source": [ "causal_contrast_model.sensitivity_analysis()\n", "print(causal_contrast_model.sensitivity_summary)" @@ -1010,11393 +501,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "contours": { - "coloring": "heatmap", - "labelfont": { - "color": "white", - "size": 12 - }, - "showlabels": true - }, - "hovertemplate": "cf_d: %{x:.3f}
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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "causal_contrast_model.sensitivity_plot(idx_treatment=0)" ] @@ -12411,7 +518,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": ".venv", "language": "python", "name": "python3" }, diff --git a/doc/examples/py_double_ml_basic_iv.ipynb b/doc/examples/py_double_ml_basic_iv.ipynb index 003dd0b1..e34a4c42 100644 --- a/doc/examples/py_double_ml_basic_iv.ipynb +++ b/doc/examples/py_double_ml_basic_iv.ipynb @@ -186,7 +186,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -200,7 +200,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_cate.ipynb b/doc/examples/py_double_ml_cate.ipynb index 0934980f..9750ce09 100644 --- a/doc/examples/py_double_ml_cate.ipynb +++ b/doc/examples/py_double_ml_cate.ipynb @@ -22,7 +22,7 @@ "import pandas as pd\n", "import doubleml as dml\n", "\n", - "from doubleml.datasets import make_heterogeneous_data" + "from doubleml.irm.datasets import make_heterogeneous_data" ] }, { @@ -395,7 +395,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.6 64-bit", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -410,11 +410,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" - }, - "vscode": { - "interpreter": { - "hash": "ac5e9af40c2048901fb5e070f7bbe2ca12417b0669992742e66f016e0e17b88e" - } } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_cate_plr.ipynb b/doc/examples/py_double_ml_cate_plr.ipynb index dfe7321e..c0d369cb 100644 --- a/doc/examples/py_double_ml_cate_plr.ipynb +++ b/doc/examples/py_double_ml_cate_plr.ipynb @@ -19,7 +19,7 @@ "import pandas as pd\n", "import doubleml as dml\n", "\n", - "from doubleml.datasets import make_heterogeneous_data" + "from doubleml.irm.datasets import make_heterogeneous_data" ] }, { @@ -388,7 +388,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_dev", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -402,7 +402,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_cvar.ipynb b/doc/examples/py_double_ml_cvar.ipynb index 6a4430b6..ae954b24 100644 --- a/doc/examples/py_double_ml_cvar.ipynb +++ b/doc/examples/py_double_ml_cvar.ipynb @@ -111,8 +111,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Conditional Value at Risk Y(0): [0.5467606094959261, 0.7559417564883749, 0.9567242535070148, 1.1530959776797396, 1.34769649731686, 1.5425843074324594, 1.7395359436844482, 1.940354721701296, 2.1469734445741286, 2.361518457569366, 2.586719493648897, 2.8259803249536914, 3.0841842065698133, 3.3684990272106954, 3.6903344145051182, 4.0701961897676835, 4.551586928482123]\n", - "Conditional Value at Risk Y(1): [1.110902411746278, 1.3453813031813522, 1.5700384030890744, 1.789671060840732, 2.007332393760465, 2.225459760731946, 2.4461928741399595, 2.6716717587835648, 2.9041560442482157, 3.146142808990006, 3.400855956463958, 3.6723684718264447, 3.9666592590622916, 4.292302995303554, 4.663081975281988, 5.103951906910721, 5.667614205604159]\n" + "Conditional Value at Risk Y(0): [np.float64(0.5473064979425033), np.float64(0.756585519864526), np.float64(0.9574793755564219), np.float64(1.1539831483813536), np.float64(1.3486970271639334), np.float64(1.5436876323961168), np.float64(1.7407627053044026), np.float64(1.9417090334740552), np.float64(2.1484554868601506), np.float64(2.3631031251500065), np.float64(2.5883964619856044), np.float64(2.827874854703913), np.float64(3.086401570476133), np.float64(3.3711317415516624), np.float64(3.6934117220290754), np.float64(4.0735183279373635), np.float64(4.554986206618521)]\n", + "Conditional Value at Risk Y(1): [np.float64(1.1121351274811793), np.float64(1.3466832975109777), np.float64(1.5714294154804167), np.float64(1.7910908091075142), np.float64(2.008825189994473), np.float64(2.227018245501943), np.float64(2.447863428811719), np.float64(2.6734628878523097), np.float64(2.906051023766621), np.float64(3.1482102407485826), np.float64(3.403113188429014), np.float64(3.675011328023803), np.float64(3.969702563412915), np.float64(4.295855642811191), np.float64(4.667285944503316), np.float64(5.108783087402629), np.float64(5.673581815999206)]\n" ] } ], @@ -205,8 +205,8 @@ } ], "source": [ - "ml_g = LGBMRegressor(n_estimators=300, learning_rate=0.05, num_leaves=10)\n", - "ml_m = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10)\n", + "ml_g = LGBMRegressor(n_estimators=300, learning_rate=0.05, num_leaves=10, verbose=-1, n_jobs=1)\n", + "ml_m = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10, verbose=-1, n_jobs=1)\n", "\n", "CVAR_0 = np.full((len(tau_vec)), np.nan)\n", "CVAR_1 = np.full((len(tau_vec)), np.nan)\n", @@ -259,23 +259,23 @@ "output_type": "stream", "text": [ " Quantile CVaR Y(0) CVaR Y(1) DML CVaR Y(0) DML CVaR Y(1) \\\n", - "0 0.10 0.546761 1.110902 0.360683 1.057962 \n", - "1 0.15 0.755942 1.345381 0.590911 1.273356 \n", - "2 0.20 0.956724 1.570038 0.829543 1.489699 \n", - "3 0.25 1.153096 1.789671 1.015038 1.697000 \n", - "4 0.30 1.347696 2.007332 1.203284 1.925736 \n", - "5 0.35 1.542584 2.225460 1.502494 2.144084 \n", - "6 0.40 1.739536 2.446193 1.678826 2.338775 \n", - "7 0.45 1.940355 2.671672 1.822482 2.559144 \n", - "8 0.50 2.146973 2.904156 2.153119 2.824701 \n", - "9 0.55 2.361518 3.146143 2.156969 3.041831 \n", - "10 0.60 2.586719 3.400856 2.495657 3.298120 \n", - "11 0.65 2.825980 3.672368 2.653846 3.582761 \n", - "12 0.70 3.084184 3.966659 2.847948 3.842405 \n", - "13 0.75 3.368499 4.292303 3.076347 4.163895 \n", - "14 0.80 3.690334 4.663082 3.523163 4.543075 \n", - "15 0.85 4.070196 5.103952 3.869020 4.913774 \n", - "16 0.90 4.551587 5.667614 4.372097 5.482038 \n", + "0 0.10 0.547306 1.112135 0.360683 1.057962 \n", + "1 0.15 0.756586 1.346683 0.590911 1.273356 \n", + "2 0.20 0.957479 1.571429 0.829543 1.489699 \n", + "3 0.25 1.153983 1.791091 1.015038 1.697000 \n", + "4 0.30 1.348697 2.008825 1.203284 1.925736 \n", + "5 0.35 1.543688 2.227018 1.502494 2.144084 \n", + "6 0.40 1.740763 2.447863 1.678826 2.338775 \n", + "7 0.45 1.941709 2.673463 1.822482 2.559144 \n", + "8 0.50 2.148455 2.906051 2.153119 2.824701 \n", + "9 0.55 2.363103 3.148210 2.156969 3.041831 \n", + "10 0.60 2.588396 3.403113 2.495657 3.298120 \n", + "11 0.65 2.827875 3.675011 2.653846 3.582761 \n", + "12 0.70 3.086402 3.969703 2.847948 3.842405 \n", + "13 0.75 3.371132 4.295856 3.076347 4.163895 \n", + "14 0.80 3.693412 4.667286 3.523163 4.543075 \n", + "15 0.85 4.073518 5.108783 3.869020 4.913774 \n", + "16 0.90 4.554986 5.673582 4.372097 5.482038 \n", "\n", " DML CVaR Y(0) lower DML CVaR Y(0) upper DML CVaR Y(1) lower \\\n", "0 0.162710 0.558655 0.957745 \n", @@ -335,7 +335,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -388,24 +388,30 @@ "name": "stdout", "output_type": "stream", "text": [ - "Number of Cores used: 5\n", + "Number of Cores used: 5\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "================== DoubleMLQTE Object ==================\n", "\n", "------------------ Fit summary ------------------\n", " coef std err t P>|t| 2.5 % 97.5 %\n", "0.10 0.627564 0.103806 6.045553 1.488982e-09 0.424108 0.831019\n", - "0.15 0.677980 0.102616 6.606954 3.923074e-11 0.476856 0.879103\n", - "0.20 0.706645 0.100356 7.041387 1.903351e-12 0.509951 0.903339\n", - "0.25 0.716793 0.102775 6.974414 3.071488e-12 0.515358 0.918227\n", - "0.30 0.716762 0.107073 6.694154 2.169230e-11 0.506903 0.926621\n", - "0.35 0.740869 0.112216 6.602168 4.051867e-11 0.520930 0.960808\n", - "0.40 0.756969 0.114647 6.602628 4.039310e-11 0.532266 0.981672\n", + "0.15 0.677980 0.102616 6.606954 3.923084e-11 0.476856 0.879103\n", + "0.20 0.706645 0.100356 7.041387 1.903366e-12 0.509951 0.903339\n", + "0.25 0.716793 0.102775 6.974414 3.071543e-12 0.515358 0.918227\n", + "0.30 0.716762 0.107073 6.694154 2.169220e-11 0.506903 0.926621\n", + "0.35 0.740869 0.112216 6.602168 4.051870e-11 0.520930 0.960808\n", + "0.40 0.756969 0.114647 6.602628 4.039302e-11 0.532266 0.981672\n", "0.45 0.751710 0.117710 6.386102 1.701672e-10 0.521002 0.982417\n", "0.50 0.779682 0.122408 6.369556 1.895768e-10 0.539767 1.019596\n", "0.55 0.786744 0.130370 6.034690 1.592681e-09 0.531223 1.042265\n", "0.60 0.814351 0.138378 5.884996 3.980643e-09 0.543136 1.085566\n", "0.65 0.848868 0.144800 5.862359 4.563374e-09 0.565066 1.132671\n", - "0.70 0.946968 0.154828 6.116274 9.578846e-10 0.643512 1.250425\n", + "0.70 0.946968 0.154828 6.116274 9.578847e-10 0.643512 1.250425\n", "0.75 0.997621 0.164805 6.053331 1.418806e-09 0.674609 1.320633\n", "0.80 1.073520 0.190915 5.623024 1.876431e-08 0.699333 1.447706\n", "0.85 1.053558 0.236008 4.464076 8.041491e-06 0.590991 1.516125\n", @@ -492,23 +498,23 @@ "output_type": "stream", "text": [ " Quantile CVaR DML CVaR DML CVaR pointwise lower \\\n", - "0.10 0.10 0.564142 0.627564 0.424108 \n", - "0.15 0.15 0.589440 0.677980 0.476856 \n", - "0.20 0.20 0.613314 0.706645 0.509951 \n", - "0.25 0.25 0.636575 0.716793 0.515358 \n", - "0.30 0.30 0.659636 0.716762 0.506903 \n", - "0.35 0.35 0.682875 0.740869 0.520930 \n", - "0.40 0.40 0.706657 0.756969 0.532266 \n", - "0.45 0.45 0.731317 0.751710 0.521002 \n", - "0.50 0.50 0.757183 0.779682 0.539767 \n", - "0.55 0.55 0.784624 0.786744 0.531223 \n", - "0.60 0.60 0.814136 0.814351 0.543136 \n", - "0.65 0.65 0.846388 0.848868 0.565066 \n", - "0.70 0.70 0.882475 0.946968 0.643512 \n", - "0.75 0.75 0.923804 0.997621 0.674609 \n", - "0.80 0.80 0.972748 1.073520 0.699333 \n", - "0.85 0.85 1.033756 1.053558 0.590991 \n", - "0.90 0.90 1.116027 1.097468 0.433221 \n", + "0.10 0.10 0.564829 0.627564 0.424108 \n", + "0.15 0.15 0.590098 0.677980 0.476856 \n", + "0.20 0.20 0.613950 0.706645 0.509951 \n", + "0.25 0.25 0.637108 0.716793 0.515358 \n", + "0.30 0.30 0.660128 0.716762 0.506903 \n", + "0.35 0.35 0.683331 0.740869 0.520930 \n", + "0.40 0.40 0.707101 0.756969 0.532266 \n", + "0.45 0.45 0.731754 0.751710 0.521002 \n", + "0.50 0.50 0.757596 0.779682 0.539767 \n", + "0.55 0.55 0.785107 0.786744 0.531223 \n", + "0.60 0.60 0.814717 0.814351 0.543136 \n", + "0.65 0.65 0.847136 0.848868 0.565066 \n", + "0.70 0.70 0.883301 0.946968 0.643512 \n", + "0.75 0.75 0.924724 0.997621 0.674609 \n", + "0.80 0.80 0.973874 1.073520 0.699333 \n", + "0.85 0.85 1.035265 1.053558 0.590991 \n", + "0.90 0.90 1.118596 1.097468 0.433221 \n", "\n", " DML CVaR pointwise upper DML CVaR joint lower DML CVaR joint upper \n", "0.10 0.831019 0.367571 0.887556 \n", @@ -547,7 +553,7 @@ "outputs": [ { "data": { - "image/png": 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mcnIyFi9ejLlz5+Kpp57CoEGD4OfnZ/WcHj164Omnn0bfvn3xxBNPIDU1Fc8//3yxXhcRuYfS+7EpEZV6tWrVwvDhwwEA06ZNK3CvKECdPmhZ11OtWjVt6lten2QLIbT7LftJ3Y9OnTpBkiT8+uuvOHPmTK7HT548WegpgZY38JZ1Qbby8PDQCgLk9ym+pehDcVy75ftSpUqVXMEKQL6jDffL398fw4YNA6Bej+WaRowYAW9v7zzbmNdoUEJCAnbv3l2oc1tCaV7fa+DO2qq79e7dG8CdQFQcCrq2H374ATdu3MjzeUX9+bKFt7c3Fi5cCED9GTx//nyRXyswMBBz5sxBcHAw0tPT892frlOnToiKikKZMmXwwgsv4K233iryOYnIfTFcEVGp9v7776N27dqIiYnBQw89hAMHDuQ6Jjs7G6tWrUKLFi1w+vRp7f7p06cDAN58802cPHlSu18IgXnz5uHEiRMIDg7GxIkT77ud1atXx6BBg6AoCp555hmr9S23b9/Gs88+W+hpWdWqVQOgjjwUtE4oL9OmTQMAfPzxx4iKirJ6zDJ9y2Aw4IUXXijU6+albt260Ov1+OOPPxAdHW312Pfff4/33nvvvs+RH8v0vw0bNmhrju6eEgio080A4NNPP0V2drZ2f1JSEsaMGYOkpKRCnbdNmzYIDAzEqVOn8Pnnn1s99vXXX2PZsmV5Pu/JJ59EjRo18PXXX+Pll1/Oc+QrLi4u3wqWebFcm6Uqo8XZs2fx9NNP5/s8y89XQevk7segQYPQtm1byLKcZ8GLu6Wnp2Px4sV5rjX76aefkJiYCL1er7U7Lw888ACio6MREhKCV199tdAFNYjI/TFcEVGpVqZMGfz888+IiIjA6dOn0bFjR9SsWRMDBw7EiBEj8PDDD6NcuXKYMGECUlNTUaVKFe25Tz31FEaNGoUbN26gdevW6NatG0aMGIEGDRrg9ddfh4+PD9atW6cVzrhfH374IWrVqoXo6GiEh4fjsccew6OPPoqaNWsiPj6+0BshV69eHa1bt0ZCQgKaNGmC//znP3jiiSdsesPYu3dvvPbaa8jMzET37t3RsWNHjBw5Eq1atcK4ceOg1+uxfPnyQm1snJ/y5ctj8uTJkGUZDz/8MCIiIjBixAi0atUK/fv3x0svvXTf58jPgw8+iIYNGyI1NRWZmZlo3rw5WrZsmeu4KVOmIDg4GNu3b0fNmjXx+OOPY8CAAahRowZOnjyZ72bK+fHx8dECw+jRo9G+fXsMHjwYjRs3xtChQ/P9Hvn5+WHbtm0ICwvDokWLUL16dXTu3BkjR47EoEGD0KhRI1SpUgWzZs2yuS2zZ8+GJEmYNWsWmjZtiuHDh+Phhx9GkyZNULNmTbRv3z7P5w0cOBA6nQ7Lli1D9+7dMX78eDzxxBP47rvvCtUXBVmwYAEA4P/+7//uWS0yOzsb06ZNQ0hICJo3b47BgwdjxIgRaN++PTp37gwAePXVV+/577VJkyb46aefUL16dSxcuBCTJk2y23ozInI9DFdEVOpVrFgRe/fuxY4dOzB69Gjo9XpERUVh48aNOHXqFNq1a4clS5YgJiYGbdq00Z4nSRLWrl2LdevW4aGHHsLx48exceNGpKenY+zYsfjtt9+0aVrFISQkBIcPH8Zzzz0HX19fbN26FUePHsWwYcPwyy+/5LnH0r1s2rQJI0aMQHJyMr766iusXLkS69evt+m5b775Jnbs2IHevXvj9OnT2LBhA65du4bBgwfj4MGDhQ4UBXnvvfewcuVKtGjRAsePH8f27dvh6+uL9evX48033yy28+Ql50hVftcUHh6O3377DSNHjoRer8fWrVtx8uRJDB8+HL/99htCQ0MLfd4pU6ZgzZo1aNmyJX777Tfs2rULlSpVwq5duwrs20aNGuH333/HokWL0KBBA/z+++/4+uuvcfjwYfj5+WH69On3rPyX06OPPop9+/bh4YcfRmxsLL777jskJCRgzpw52LFjBwwGQ57Pa9q0KTZt2oR27drh8OHDiIyMxMqVK/Hrr78Wui/y06VLF21vtDlz5hR4rL+/P5YvX46hQ4ciKysLu3fvxpYtW5CQkIBHH30UUVFRNo2AAUDt2rVx4MAB1K1bFx999BHGjh3rkKI4ROR8JMGPW4iIiIiIiO4bR66IiIiIiIiKAcMVERERERFRMWC4IiIiIiIiKgYMV0RERERERMWA4YqIiIiIiKgYMFwREREREREVAw9HN8AZKYqCa9euISAgAJIkObo5RERERETkIEIIpKSkoEqVKtDpCh6bYrjKw7Vr14q04SMREREREbmny5cvo1q1agUew3CVh4CAAABqBwYGBjq0LUajEbt27UKPHj1gMBgc2hZ3xP61L/avfbF/7Y99bF/sX/ti/9oX+9e+nKl/k5OTERoaqmWEgjBc5cEyFTAwMNApwpWvry8CAwMd/oPljti/9sX+tS/2r/2xj+2L/Wtf7F/7Yv/alzP2ry3LhVjQgoiIiIiIqBgwXBERERERERUDh4arBQsW4IEHHkBAQAAqVqyIgQMH4uzZs/d83tdff4369evD29sbTZo0wfbt260eF0Lg9ddfR+XKleHj44Nu3brh3Llz9roMIiIiIiIix6652rdvHyZNmoQHHngAJpMJ//3vf9GjRw+cOnUKfn5+eT7n4MGDGD58OBYsWIC+ffti3bp1GDhwIH799Vc0btwYALBo0SIsW7YMa9asQXh4OGbNmoWePXvi1KlT8Pb2LslLJCIiIhekKAqys7Md3Yz7YjQa4eHhgczMTMiy7OjmuB32r32VZP8aDAbo9fpieS2HhqudO3dafR0ZGYmKFSvi+PHj6NSpU57PWbp0KXr16oWXXnoJAPDmm29i9+7d+OCDD7B8+XIIIbBkyRK89tprGDBgAABg7dq1qFSpErZs2YJhw4bZ96KIiIjIpWVnZyMmJgaKoji6KfdFCIGQkBBcvnyZ+3baAfvXvkq6f4ODgxESEnLf53KqaoFJSUkAgLJly+Z7zKFDhzB16lSr+3r27IktW7YAAGJiYhAXF4du3bppjwcFBaFt27Y4dOgQwxURERHlSwiB2NhY6PV6hIaG3nPDUGemKApSU1Ph7+/v0tfhrNi/9lVS/SuEQHp6OhISEgAAlStXvq/Xc5pwpSgKpkyZgg4dOmjT+/ISFxeHSpUqWd1XqVIlxMXFaY9b7svvmLtlZWUhKytL+zo5ORmAOhxpNBoLfzHFyHJ+R7fDXbF/7Yv9a1/sX/tjH9uXM/avyWRCWloaqlSp4vJLCYQQyM7OhpeXF0dW7ID9a18l2b9eXl5QFAXXr19HmTJlck0RLMzvKKcJV5MmTcKff/6JAwcOlPi5FyxYgLlz5+a6f9euXfD19S3x9uRl9+7djm6CW2P/2hf7177Yv/bHPrYvZ+pfDw8PhISEIDs7W/uw1dWlpKQ4uglujf1rXyXVv4qiICMjA1FRUTCZTFaPpaen2/w6ThGuJk+ejK1bt2L//v2oVq1agceGhIQgPj7e6r74+HiEhIRoj1vuyzmsFx8fj+bNm+f5mjNnzrSaamjZhblHjx5OsYnw7t270b17d6fZQM2dsH/ti/1rX+xf+2Mf25cz9m9mZiYuX74Mf39/txi5SklJQUBAAEdW7ID9a18l3b+ZmZnw8fFBp06dcv3bL8wHLQ4NV0IIPPfcc9i8eTOio6MRHh5+z+e0a9cOUVFRmDJlinbf7t270a5dOwBAeHg4QkJCEBUVpYWp5ORkHD58GM8880yer+nl5QUvL69c9xsMBqf5Ze9MbXFH7F/7Yv/aF/vX/tjH9uVM/SvLMiRJgk6nc/l1NJaCHJbroeLF/rWvku5fnU4HSZLy/H1UmN9PDv1JmDRpEr744gusW7cOAQEBiIuLQ1xcHDIyMrRjRo8ejZkzZ2pfv/DCC9i5cyfeffddnDlzBnPmzMGxY8cwefJkAOo3YMqUKZg3bx6+++47/PHHHxg9ejSqVKmCgQMHlvQlEhEREbmkyMhIBAcHO7oZheKKbSb34tBw9fHHHyMpKQkRERGoXLmydvvqq6+0Yy5duoTY2Fjt6/bt22PdunX49NNP0axZM2zcuBFbtmyxKoIxY8YMPPfcc3jyySfxwAMPIDU1FTt37nT54X0iIiKivIwdOxaSJFnd9Ho9Hn/8cZueHxYWhiVLlljdN3ToUPz99992aK01RwSivXv3ok+fPihXrhx8fX3RsGFDTJs2DVevXsWmTZug1+tx9erVPJ9bp06dXJWr8xIdHW31/ahQoQL69OmDP/74o7gvh5yIw6cF3kt0dHSu+wYPHozBgwfn+xxJkvDGG2/gjTfeuJ/mEREREbmMXr16YfXq1drX97sRso+PD3x8fIqjaU7lk08+wbPPPosxY8Zg06ZNCAsLw6VLl7B27Vq8++67WLhwIcqVK4c1a9bgv//9r9Vz9+/fj/Pnz2PChAk2n+/s2bMIDAzEtWvX8NJLL+GRRx7B+fPn4enpWdyXRk6AE0SJiIiI3ICXlxdCQkKsbpYRISEE5syZg+rVq8PLywtVqlTB888/DwCIiIjAv//+ixdffFEbZQFyjyjNmTMHzZs3x6pVq1C9enX4+/vj2WefhSzLWLRoEUJCQlCxYkXMnz/fql2LFy9GkyZN4Ofnh9DQUDz77LNITU0FoH6IPm7cOCQlJWnnnjNnDgB1q5zp06ejatWq8PPzQ9u2bXN96B4ZGYnq1avD19cXgwYNws2bNwvsoytXruD555/H888/j1WrViEiIgJhYWHo1KkTVqxYgddffx0GgwGjRo1CZGRkruevWrUKbdu2RaNGjfDee++hffv2CAgIyHVdOVWsWBEhISFo2bIlpkyZgsuXL+PMmTMFtpNcF8MVERERUT6EEBDZDrrZMMPHVps2bcJ7772HTz75BOfOncOWLVvQpEkTAMA333yDatWq4Y033kBsbKzVcoy7XbhwATt27MDOnTvxf//3f1i5ciUeeeQRXLlyBfv27cPChQvx2muv4fDhw9pzdDodli1bhr/++gtr1qzBjz/+iBkzZgBQl3ssWbIEgYGB2rmnT58OQK0mfejQIaxfvx6///47Bg8ejF69euHcuXMAgMOHD2PChAmYPHkyTpw4gS5dumDevHkF9sPXX3+N7Oxs7fx3s4TJCRMm4Ny5c9i/f7/2WGpqKjZu3KiNWul0OixcuBB//PFHruvKS1JSEtavXw8AHLVyY05Rip2IiIjIKRmBxIWJDjl18MvBQCHeg2/duhX+/v5W97344ouYO3cuLl26hJCQEHTr1g0GgwHVq1dHmzZtAABly5aFXq9HQECAtqVNfhRFwapVqxAQEICGDRuiS5cuOHv2LLZv3w6dTod69eph4cKF2Lt3L9q2bQsAVhWew8LCMG/ePDz99NP46KOP4OnpiaCgIEiSZHXuS5cuYfXq1bh06RKqVKkCAJg+fTp27tyJ1atX46233sLSpUvRq1cvLdDUrVsXBw8exM6dO/Nt/7lz5xAYGGi1XU9eGjZsiAcffBCrVq1Cp06dAAAbNmyAEALDhg0DoBZZS05ORmBgIGrWrGl1XTlZthlKS0sDAPTv3x/169cv8PzkuhiuiIiIiNxAly5d8PHHH2tfK4qilZAePHgwlixZgpo1a6JXr17o06cP+vXrBw+Pwr0VDAsLQ0BAgPZ1pUqVoNfrrUplV6pUCQkJCdrXe/bswYIFC3DmzBkkJyfDZDIhMzMT6enp8PX1zfM8f/zxB2RZRt26da3uz8rKQrly5QAAp0+fxqBBg6web9euXYHhSghh855J48ePx4svvoj3338fAQEBWLVqFQYPHqxd/549ezB//nycP3++wOv66aef4Ovri19++QVvvfUWli9fbtP5yTUxXBERERHlx2AeQXLQuQvDz88PtWvX1r5WFEXb/DQ0NBRnz57Fnj17sHv3bjz77LN4++23sW/fvkLt4XP3sZZ9ge6+z7JH0cWLF9G3b18888wzmD9/PsqWLYsDBw5gwoQJyM7OzjdcpaamQq/X4/jx49Dr9VaP3T06Vxh169ZFUlISYmNj7zl6NWzYMLz44ovYsGEDOnXqhJ9//hkLFizQrqt///4YP348FixYgPLly+d7XeHh4QgODka9evWQkJCAoUOHWk03JPfCNVdERERE+ZAkCZKng242jrDYysfHB/369cOyZcsQHR2NQ4cOaWXBPT09IctysZ4PAI4fPw5FUfDuu+/iwQcfRN26dXHt2jWrY/I6d4sWLSDLMhISElC7dm2rm2X6YIMGDazWdgHAL7/8UmB7Hn/8cXh6emLRokV5Pp6YmKj9PSAgAIMHD8aqVauwevVq1K1bFx07drS6rnnz5uV7XXmZNGkS/vzzT2zevPmex5Jr4sgVERERkRvIyspCXFyc9rWiKMjIyEBgYCAiIyMhyzLatm0LX19ffPHFF/Dx8UGNGjUAqNP99u/fj2HDhsHLywvly5cvljbVrl0bRqMR77//Pvr164eff/4517S4sLAwpKamIioqCs2aNYOvry/q1q2LkSNHYvTo0Xj33XfRokULXL9+HVFRUWjatCkeeeQRPP/88+jQoQPeeecdDBgwAD/88EOBUwIBdQTvvffew+TJk5GcnIzRo0cjLCwMV65cwdq1a+Hv7493331XO37ChAno2LEjTp8+jZdffjnXdX366ad4/PHHcejQIZum+/n6+mLixImYPXs2Bg4cWOwBmhyPI1dEREREbmDnzp2oXLmydqtatSp69+4NQK2C99lnn6FDhw5o2rQp9uzZg++//15bv/TGG2/g4sWLqFWrFipUqFBsbWrWrBkWL16MhQsXonHjxvjyyy+1qXUW7du3x9NPP42hQ4eiQoUK2qjS6tWrMXr0aEybNg316tXDwIEDcfToUVSvXh0A8OCDD+Kzzz7D0qVL0axZM+zatQuvvfbaPdv07LPPYteuXbh69SoGDRqE+vXr44knnkBgYKBWqdDioYceQr169bQglvO63n33XSxduhRNmzbN87ryM3nyZJw+fRpff/21TceTa5FEcdb5dBPJyckICgpCUlISAgMDHdoWo9GI7du3o0+fPoWaE022Yf/aF/vXvti/9sc+ti9n7N/MzEzExMQgPDwc3t7ejm7OfbGsuQoMDLQqOEHFg/1rXyXdvwX92y9MNuBPAhERERERUTFguCIiIiIiIufionPrGK6IiIiIiMi5KI5uQNEwXBERERERkdMQioCQXXPoiuGKiIiIiIichwKOXBEREREREd0PIVx31ApguCIiIiIiImchQx21ctGU4qLNJiIiIiIid6KNWkmObknRMVwREREREZHjWdZauXBCceGmExERERGROxBCQJjUUSvJhYeuGK6IiIiIXJgkSXne9Ho9ypQpg7lz55Zoe86fP49x48ahWrVq8PLyQnh4OIYPH45jx44hPj4eBoMB69evz/O5EyZMQMuWLW06T85rDQwMxAMPPIBvv/22OC+FSpIbjFoBLt98IiIiotItNjZWuy1ZsgSBgYGIjY3F1atXcebMGUybNk07VggBk8lkt7YcO3YMrVq1wt9//41PPvkEp06dwubNm1G/fn1MmzYNlSpVwiOPPIJVq1blem5aWho2bNiACRMm2Hy+1atXIzY2FseOHUOHDh3w+OOP448//ijOS6ISIIRQC1m4+KgVwHBFRERE5NJCQkK0W1BQECRJ0r4+d+4cgoKCsGPHDrRq1QpeXl44cOAAxo4di4EDB1q9zpQpUxAREaF9rSgKFixYgPDwcPj4+KBZs2bYuHFjvu0QQmDs2LGoU6cOfvrpJzzyyCOoVasWmjdvjtmzZ2ujShMmTEBUVBQuXbpk9fyvv/4aJpMJI0eOxM6dO/HQQw8hODgY5cqVQ9++fXHhwoVc5wwODkZISAjq1q2LN998EyaTCXv37i16Z5JjKOrGwe6QTDwc3QAiIiIiZyWEQLox3SHn9jX4QpKK51P8V155Be+88w5q1qyJMmXK2PScBQsW4IsvvsDy5ctRp04d7N+/H//5z39QoUIFdO7cOdfxJ06cwF9//YV169ZBp8v9Ljk4OBgA0KdPH1SqVAmRkZF4/fXXtcdXr16NRx99FMHBwUhLS8PUqVPRtGlTpKam4vXXX8egQYNw4sSJPF/bZDJh5cqVAABPT0+bro+cgzZqBdcftQIYroiIiIjylW5Mh/8Cf4ecO3VmKvw8/Yrltd544w10797d5uOzsrLw1ltvYc+ePWjXrh0AoGbNmjhw4AA++eSTPMPVuXPnAAD169cv8LX1ej3GjBmDyMhIzJo1C5Ik4cKFC/jpp5+we/duAMBjjz1m9ZxVq1ahQoUKOHXqFBo3bqzdP3z4cOj1emRkZEBRFISFhWHIkCE2Xyc5ATcatQLc5jKIiIiIKD+tW7cu1PHnz59Heno6unfvDn9/f+22du3aPKfnAeYRCBuNHz8eMTEx2hS+1atXIywsDF27dgWgBrXhw4ejZs2aCAwMRFhYGADkmkr43nvv4cSJE9ixYwcaNmyIFStWoGzZsoW6VnIcdxu1AjhyRURERJQvX4MvUmemOuzcxcXPz3oETKfT5QpDRqNR+3tqqnrN27ZtQ9WqVa2O8/LyyvMcdevWBQCcOXMGLVq0KLA9derUQceOHbF69WpERERg7dq1mDhxojYNsl+/fqhRowY+++wzVKlSBYqioHHjxsjOzrZ6nZCQENSuXRu1a9fG6tWr0adPH5w6dQoVK1Ys8PzkJIR51Mo9chUAhisiIiKifEmSVGxT85xJhQoV8Oeff1rdd+LECRgMBgBAw4YN4eXlhUuXLuU5BTAvzZs3R8OGDfHuu+9i6NChudZGJSYmauuuALWwxTPPPIP+/fvj6tWrGDt2LADg5s2bOHv2LD777DN07NgRAHDgwIF7nr9NmzZo1aoV5s+fj6VLl9rUZnIwGYAAJJ37pCtOCyQiIiIqZbp27Ypjx45h7dq1OHfuHGbPnm0VtgICAjB9+nS8+OKLWLNmDS5cuIBff/0V77//PtasWZPna0qShNWrV+Pvv/9Gx44dsX37dvzzzz/4/fffMX/+fAwYMMDq+MGDB8NgMOCpp55Cjx49EBoaCgAoU6YMypUrh08//RTnz5/Hjz/+iKlTp9p0XVOmTMEnn3yCq1evFrFnqKQIRUDI7rPWysLNLoeIiIiI7qVnz56YNWsWZsyYgQceeAApKSkYPXq01TFvvvkmZs2ahQULFqBBgwbo1asXtm3bhvDw8Hxft02bNjh27Bhq166NiRMnokGDBujfvz/++usvLFmyxOpYX19fDBs2DLdv38b48eO1+3U6HdavX4/jx4+jcePGePHFF/H222/bdF29evVCeHg45s+fb3tnkGNYRq2KqSKms+C0QCIiIiI3MXbsWG16HQA89NBDkGU5z/Llc+fOxdy5c/N9LUmS8MILL+CFF14oVBvq1q2b7+jW3T755BN88sknue7v1q0bTp06ZXXf3WvE8iqgIUkSTp8+XYjWkiO466gV4JaXRERERERETkuBW45aAQxXRERERERUQtx51Apw28siIiIiIiKno5hv7jdoBYDhioiIiIiISoAQd0at3GXT4LsxXBERERERkf3JcOtRK4DhioiIiIiI7EwbtZLcd9QKYLgiIiIiIiJ7s6y1cvP04eaXR0REREREjlRaRq0AhisiIiIiIrKnUjJqBZSKSyQiIiK6P8IoIDJL8GYUJXp9kZGRCA4OLtFzAkBYWBiWLFlS4ue1h7i4OHTv3h1+fn5aX0qShC1btuT7nIsXL0KSJJw4caJE2ugIQgi1kAUcO2pVUn3tYddXJyIiInJxwiiQfTYbIrPkAo/kLcGznickg21vRseOHYs1a9YAAAwGA6pXr45Ro0Zh0qRJNj1/6NCh6NOnT6HaGBERgebNm99XODp69Cj8/PyK/Hxb/Pbbb3jrrbewf/9+JCUlITQ0FBEREXjppZdQt27dYjvPe++9h9jYWJw4cQJBQUEAgNjYWJQpU6bYzuEokZGRmDJlChITE21+juXn471334NQ3HfT4LuVksskIiIiKiIZarDyUEOPvW/wMJ9PLlwze/XqhdjYWJw7dw7Tpk3D3LlzsWzZMpue6+Pjg4oVKxahc+5PhQoV4Ovra7fX37p1Kx588EFkZWXhyy+/xOnTp/HFF18gKCgIs2bNKtZzXbhwAa1atUKdOnW0vgwJCYGXl1exnseVFMeoVXZ2djG2yP4YroiIiIhsIHlIkDxL4OZRtDehXl5eCAkJQY0aNfDMM8/g4Ycfxs6dOwEAt2/fxujRo1GmTBn4+vqid+/eOHfunPbcu6cFzpkzB82bN8fnn3+OsLAwBAUFYdiwYUhJSQGgjpTt27cPS5cuhSRJkCQJFy9eROvWrfHOO+9orzNw4EAYDAakpqYCAK5cuQJJknD+/HkA1tMChRCYM2cOqlevDi8vL1SpUgXPP/+89lpZWVmYPn06qlatCj8/P7Rt2xbR0dH59kd6ejrGjRuHPn364LvvvkO3bt0QHh6Otm3b4p133sEnn3yiHbtv3z60adMGXl5eqFy5Ml555RWYTCbt8YiICDz//POYMWMGypYti5CQEMydO1d7PCwsDJs2bcLatWshSRLGjh0LIPe0wCNHjqBFixbw9vZG69at8dtvv+Vq959//onevXvD398flSpVwqhRo3Djxo0C2zJnzhyr10hMTMRTTz2FSpUqwdvbG40bN8bWrVu1xw8cOICOHTvCx8cHoaGheP7555GWlpZvX97N1p+PZcuWQeelg95Hj4sXL6rX99ef6NOvDwLKBiAkNASjx422ur4u3btg8guTMXX6VNSqVQu9e/fGiBEjMHToUKs2GI1GlC9fHmvXrgUA7Ny5Ew899BCCg4NRrlw59O3bFxcuXLD5mooLwxURERGRG/Lx8dE+9R87diyOHTuG7777DocOHYIQAn369IHRaMz3+RcuXMCWLVuwdetWbN26Ffv27cP//vc/AMDSpUvRrl07TJw4EbGxsYiNjUVoaCg6d+6sBR4hBH766ScEBwfjwIEDANQQU7VqVdSuXTvX+TZt2oT33nsPn3zyCc6dO4ctW7agSZMm2uOTJ0/GoUOHsH79evz+++8YPHgwevXqZRUSc/rhhx9w48YNzJgxI8/HLWHy6tWr6NOnDx544AGcPHkSH3/8MVauXIl58+ZZHb9mzRr4+fnh8OHDWLRoEd58803s3bsXgDq9sVevXhgyZAhiY2OxdOnSXOdLTU1F37590bBhQxw/fhxz5szB9OnTrY5JTExE165d0aJFCxw7dgw7d+5EfHw8hgwZUmBb3njjDezevRsAoCgKevfujZ9//hlffPEFTp06hf/973/Q6/UA1O9rr1698Nhjj+H333/HV199hQMHDmDy5Ml59lN+bPn5eGLCE7j6z1Vc+/caQkNDkZiYiId7PozmzZvj6MGj2PH9DsTHx2PoSOvgtPaLtTB4GrBz50589NFHGDlyJL7//nstpAPq9zc9PR2DBg0CAKSlpWHq1Kk4duwYoqKioNPpMGjQICiKUqjrul9cc0VERETkRoQQiIqKwq5duzBx4kScO3cO3333HX7++We0b98eAPDll18iNDQUW7ZsweDBg/N8HUVREBkZiYCAAADAqFGjEBUVhfnz5yMoKAienp7w9fVFSEiI9pyIiAisXLkSsizjzz//hKenJ4YOHYro6Gj06tUL0dHR6Ny5c57nu3TpEkJCQtCtWzdt3VibNm20x1avXo1Lly6hSpUqAIDp06dj586dWL16Nd56661cr2cJXfXr1y+wvz766COEhobigw8+gCRJqF+/Pq5du4aXX34Zr7/+OnQ6dSyiadOmmD17NgCgTp06+OCDD7Bv3z4MGDAAFSpUgJeXF3x8fKz6I6d169ZBURSsXLkS3t7eaNSoEa5cuYJnnnlGO+aDDz5AixYtrK5n1apVCA0Nxd9//62tEcurLVFRUejevTv27NmDI0eO4PTp09rxNWvW1F5vwYIFGDlyJKZMmaI9f9myZejcuTM+/vhjeHt7F9hfFjb9fHj7IqRKCCRJHY394OMP0KJZC7z15p3rW/npSlSvVd3q+urUroOFby1ESmYKAgMDUadOHfj5+WHz5s0YNWqU1p/9+/fXzv/YY49ZtW/VqlWoUKECTp06hcaNG9t0TcWBI1dEREREbmDr1q3w9/eHt7c3evfujSFDhuCVV17B6dOn4eHhgbZt22rHlitXDvXq1cPp06fzfb2wsDDtjSsAVK5cGQkJCQW2oWPHjkhJScFvv/2Gffv2oXPnzoiIiNBGs/bt24eIiIg8nzt48GBkZGSgZs2amDhxIjZv3qxNzfvjjz8gyzLq1q0Lf39/7bZv3758p34JYVsBktOnT6Ndu3ZaAACADh06IDU1FVeuXNHua9q0qdXzQkJCrKaz2XKepk2bWoWXdu3aWR1z8uRJ7N271+oaLeEw53Xe3Zac35sTJ06gWrVq+RbrOHnyJCIjI63O0bNnTyiKgpiYGJuv554/H+buz9mvv//+O/bu24uAsgHarUHTBur1/XPn+lq2bGl1Lg8PDwwZMgRffvklAHWU6ttvv8XIkSO1Y86dO4fhw4ejZs2aCAwMRFhYGAA1mJckjlwRERERuYEuXbrg448/hqenJ6pUqQKdTofk5OQiv57BYLD6WpKke06xCg4ORrNmzRAdHY1Dhw6he/fu6NSpE4YOHYq///4b586dy3fkKjQ0FGfPnsWePXuwe/duPPvss3j77bexb98+pKamQq/X4/jx49r0Ngt/f/88X88SLs6cOZMrxBRFUfqjsFJTU9GvXz8sXLgw12OVK1e2qS0+Pj73PMdTTz1ltZ7Nonr16ja3taA2CEWo4equ5YOpqano90g//G/+/3K9Xs7r8/PNXUFy5MiR6Ny5MxISErB79274+PigV69e2uP9+vVDjRo18Nlnn6FKlSpQFAWNGzcu8YIYDFdEREREbsDPz89qLZPljW6DBg1gMplw+PBhbVrgzZs3cfbsWTRs2LDI5/P09IQs5y5p2LlzZ+zduxdHjhzB/PnzUbZsWTRo0ADz589H5cqVCyx/7uPjg379+qFfv36YNGkS6tevjz/++AMtWrSALMtISEhAx44dbWpfjx49UL58eSxatAibN2/O9XhiYiKCg4PRoEEDbNq0CUIIbZTl559/RkBAAKpVq2Zjb9xbgwYN8PnnnyMzM1Mbvfrll1+sjmnZsiU2bdqEsLAweHgU7W1606ZNceXKFatpdnef49SpU3mueys2CmDwNOT6+WjRogW+2fxNka6vffv2CA0NxVdffYUdO3Zg8ODBWsCz/Dx/9tln2s+HZZ1fSeO0QCIiIiI3VqdOHQwYMAATJ07EgQMHcPLkSfznP/9B1apVMWDAgCK/blhYGA4fPoyLFy/ixo0bWpiLiIjADz/8AA8PD21KW0REBL788st8R60AtWLhypUr8eeff+Kff/7BF198AR8fH9SoUQN169bFyJEjMXr0aHzzzTeIiYnBkSNHsGDBAmzbti3P1/Pz88OKFSuwbds29O/fH3v27MHFixdx7NgxzJgxA08//TQA4Nlnn8Xly5fx3HPP4cyZM/j2228xe/ZsTJ06VVtvVRxGjBgBSZIwceJEnDp1Ctu3b7eqrAgAkyZNwq1btzB8+HAcPXoUFy5cwA8//IBx48blGWTz0rlzZ3Tq1AmPPfYYdu/ejZiYGOzYsUOrHPnyyy/j4MGDmDx5Mk6cOIFz587h22+/LXRBi/wIRUDIAmE1wnDk6BGrn49JT0/Crdu3MGLUCBw9Zr6+XT9g/MTxNl3fiBEjsHz5cuzevdtqSmCZMmVQrlw5fPrppzh//jx+/PFHTJ06tViup7AYroiIiIhsIEwCIrsEbqbi36x49erVaNWqFfr27Yt27dpBCIHt27fnmtpVGNOnT4der0fDhg1RoUIFbW1Lx44doSiKVZCKiIiALMv5rrcC1CmFn332GTp06ICmTZtiz549+P7771GuXDntGkaPHo1p06ahXr16GDhwII4ePVrgVLYBAwbg4MGDMBgMGDFiBOrXr4/hw4cjKSlJqwZYtWpVbN++HUeOHEGzZs3w9NNPY8KECXjttdeK3Dd58ff3x/fff6+NxL366qu5pv9VqVIFP//8M2RZRo8ePdCkSRNMmTIFwcHBhQp6mzZtwgMPPIDhw4ejYcOGmDFjhhZemjZtin379uHvv/9Gx44d0aJFC7z++utaoZD7pqi3aS9Og16vR6PmjVCxakWtGMmBvQcgyzJ6PtITTVs1xYvTX0RQUJBN1zdy5EicOnUKVatWRYcOHbT7dTod1q9fj+PHj6Nx48Z48cUX8fbbbxfP9RSSJGxd7VeKJCcnIygoCElJSQgMDHRoW4xGI7Zv344+ffrc1y9Ayhv7177Yv/bF/rU/9rF9OWP/ZmZmIiYmBuHh4drULWEUyD6brW7sW0Ikbwme9TwhGYq25xWgTgtMTk5GYGBgsY7AkIr9m5sQ6gcEgHUhi6JQFEWrFlgS/ZvXv32LwmQDrrkiIiIiKoBkUIMObJuVVTz0uK9gReQQMtSRK/29DnRfDFdERERE9yAZJMA5BteInJIQ6lorSIB0d5nAUoRjmEREREREdH/Ma61Ke7oo5ZdPRERERET3QwhzIZZSPmoFMFwREREREdH94KiVhl1ARERERERFIoRQC1lw1AoAwxURERERERWVom4czFShYjcQEREREVGhaaNW4KiVBcMVEREREREVHketcmFXEBEREd2DkAWEsQRvsrDbtURHR0OSJCQmJtrtHCVBCIEnn3wSZcuWhSRJOHHiBCIiIjBlypQCnxcWFoYlS5aUSBvdmRBCLWKB/EetwuuGY8myJSXXKCfATYSJiIiICiBkAdNVE5Bdgif1BDyqekDS2zbVauzYsUhMTMSWLVvueWz79u0RGxuLoKAgm5tTmNePi4vD/PnzsW3bNly9ehUVK1ZE8+bNMWXKFDz88MM2n/Nedu7cicjISERHR6NmzZooX748vvnmGxgMrr/b88WLFxEeHo7ffvsNzZs3t+k5c+bMwZYtW3DixAm7tk0joG0aTHcwXBEREREVRIEarPQomXdOJvP5FPM5i5mnpydCQkKK/4WhhoIOHTogODgYb7/9Npo0aQKj0YgffvgBkyZNwpkzZ4rtXBcuXEDlypXRvn177b6yZcsW2+uXVtnZ2fD09Lz3gTIAAUg6pqucOC2QiIiIyBYegOQh2f12vwEuKysLzz//PEJCQhASEoJOnTrh6NGj2uN3TwuMjIxEcHAwfvjhBzRo0AD+/v7o1asXYmNjAagjImvWrMG3334LSZIgSRKio6PzPPezzz4LSZJw5MgRPPbYY6hbty4aNWqEqVOn4pdfftGOu3TpEgYMGAB/f38EBgZiyJAhiI+P1x6fM2cOmjdvjs8//xxhYWEICgrCsGHDkJKSAkAdSXvuuedw6dIlSJKEsLAwAMg1LTAhIQH9+vWDj48PwsPD8eWXX+Zqc2JiIp544glUqFABgYGB6Nq1K06ePGlzWwBAURQsWrQItWvXhpeXF6pXr4758+drj1++fBlDhgxBcHAwypYtiwEDBuDixYsFfyNzsHzPoqKi0Lp1a/j6+qJ9+/Y4e/YsAPV7OHfuXJw8eVL7HkVGRhbq+lasWIHw8HB4e3vj008/RZUqVaAoilU7BgwYgPHjx0MoAufPncfAIQMREhqCgLIBaNO+DfZE7bH5mtwVwxURERGRG5kxYwY2bdqE1atXIzo6GrVq1ULPnj1x69atfJ+Tnp6Od955B59//jn279+PS5cuYfr06QCA6dOnY8iQIVrgio2NtRotsrh16xZ27tyJSZMmwc/PL9fjwcHBANQgMmDAANy6dQv79u3D7t278c8//2Do0KFWx1+4cAFbtmzB1q1bsXXrVuzbtw//+9//AABLly7FG2+8gWrVqiE2NtYqPOY0duxYXL58GXv37sXGjRvx0UcfISEhweqYwYMHIyEhATt27MDx48fRsmVLPPzww1b9lVdbFi5cqD0+c+ZM/O9//8OsWbNw6tQprFu3DpUqVQIAGI1G9OzZEwEBAfjpp5/w888/awE2O7twc01fffVVvPvuuzh27Bg8PDwwfvx4AMDQoUMxbdo0NGrUSPseWfrTlus7f/48Nm3ahG+++QYnTpzA4MGDcfPmTezdu1c7xvL9HTlyJCADqSmp6NOrD/bs3INfD/+Knj16ov+j/XHp0qVCXZO74bRAIiIiIjeRlpaGjz/+GJGRkejduzeSk5Px6aefombNmli5ciVeeumlPJ9nNBqxfPly1KpVCwAwefJkvPHGGwAAf39/+Pj4ICsrq8DphOfPn4cQAvXr1y+wjVFRUfjjjz8QExOD0NBQAMDatWvRqFEjHD16FA888AAANYRFRkYiICAAADBq1ChERUVh/vz5CAoKQkBAAPR6fb5t+vvvv7Fjxw4cOXJEe82VK1eiQYMG2jEHDhzAkSNHkJCQAC8vLwDAO++8gy1btmDjxo148skn823Ljz/+iBkzZiAlJQVLly7FBx98gDFjxgAAatWqhYceeggA8NVXX0FRFKxYsQKSpE6hW716NYKDgxEdHY0ePXoU2F85zZ8/H507dwYAvPLKK3jkkUeQmZkJHx8f+Pv7w8PDw6o/bL2+7OxsrF27FhUqVNCe27t3b6xbt05bJ7dx40aUL18eEZ0jIEwCzZo3Q/MWzbXj35zzJrZ8uwXfbf0Ok5+dbPM1uRuOXBERERG5iQsXLsBoNKJDhw7afQaDAW3atMHp06fzfZ6vr68WrACgcuXKuUZ47kUI2yocnj59GqGhoVqwAoCGDRsiODjYqo1hYWFamClKm06fPg0PDw+0atVKu69+/fraCBoAnDx5EqmpqShXrhz8/f21W0xMDC5cuGBTW06fPo2srKx8i3WcPHkS58+fR0BAgPb6ZcuWRWZmptU5bNG0aVOrNgAosE9svb4aNWpYBSsAGDlyJDZt2oSsrCwAwJdffolhw4ZBBx0ggNS0VEx/eToaNm2IMhXLIKBsAE6fOY1Llzly5TD79+/H22+/jePHjyM2NhabN2/GwIED8z1+7NixWLNmTa77GzZsiL/++guAOm907ty5Vo/Xq1evWBdQEhEREbmTuyvsSZJkc1iyqFOnDiRJKrb3XHm16e41QPcrNTUVlStXznMNWc4QVlBbfHx87nmOVq1a5bne6+5Acy8522EZBSuoT2y9vrymcfbr1w9CCGzbtg0PPPAAfvrpJyxevFitEKgDXnr5JeyJ2oO3F76N2rVqw8fbB4OHDy70VMd82W83Arty6MhVWloamjVrhg8//NCm45cuXarNI42NjcXly5dRtmxZDB482Oq4nPNNY2NjceDAAXs0n4iIiMip1KpVC56envj555+1+4xGI44ePYqGDRsW+XU9PT0hy3KBx5QtWxY9e/bEhx9+iLS0tFyPWwpoNGjQAJcvX8bly5e1x06dOoXExMT7auPd6tevD5PJhOPHj2v3nT171mp/r5YtWyIuLg4eHh6oXbu21a18+fI2nadOnTrw8fFBVFRUno+3bNkS586dQ8WKFXOdozDl8O8lr+/R/Vyft7c3Hn30UXz55Zf4v//7P9SrVw8tm7VUq1hKwMFDBzFm9BgMGjAITRo3QUhICC7+e7HYrgcF/7g5LYeGq969e2PevHkYNGiQTccHBQVplW9CQkJw7Ngx3L59G+PGjbM6zjLf1HKz9R8HERERkSvz8/PDM888g5deegk7d+7EmTNn8OSTTyI9PR0TJkwo8uuGhYXh999/x9mzZ3Hjxg0YjcY8j/vwww8hyzLatGmDTZs24dy5czh9+jSWLVuGdu3aAQC6deuGJk2aYOTIkfj1119x5MgRjB49Gp07d0br1q2L3Ma71atXD7169cJTTz2Fw4cP4/jx43jiiSesRpq6deuGdu3aYeDAgdi1axcuXryIgwcP4tVXX8WxY8dsOo+3tzdefvllzJgxA2vXrsWFCxfwyy+/YOXKlQDU6XXly5fHgAED8NNPPyEmJgbR0dF4/vnnceXKlWK73rCwMMTExODEiRO4ceMGsrKy7vv6Ro4ciW3btmHVqlUYMWKENmolQUKd2nWwectmnDh5Aid/P4mRo0cW28iiUOy7kbY9uXRBi5UrV6Jbt26oUaOG1f3nzp1DlSpV4O3tjXbt2mHBggWoXr16vq+TlZWlzScFgOTkZADqJz35/fIoKZbzO7od7or9a1/sX/ti/9of+9i+nLF/jUYjhBBQFEV7oygUAUUokIwShFICb/hkaG2QFNv2EJJlGXq9Hoqi4K233oIsyxgzZgxSUlLQqlUr7NixA0FBQVbXZfl7zq8t7r5vwoQJ2Lt3L1q3bo3U1FRERUUhIiIiVzvCwsJw7NgxvPXWW5g2bRpiY2NRoUIFtGzZEh9++KH2eps3b8bzzz+PTp06QafToWfPnli2bNmdPjdPSczZprvvy+sYy/2W+1auXImJEyeic+fOqFSpEt544w1cvnzZ6pitW7fitddew7hx43D9+nWEhISgY8eOqFChAhRFKbAtlr+/+uqr0Ov1eP3113Ht2jVUrlwZTz31FBRFgbe3N6Kjo/HKK6/g0UcfRUpKCqpWrYquXbvC398/z0BS0Pfo7u+N5b5BgwZh06ZN6NKlCxITE7Fy5UqMHTu2SNdnERERgbJly+Ls2bMYPnS4+vNv3nvtnUXv4ImnnkCHzh1Qvnx5zJg2A8kp6ntocdecvru/LogQAjCp/+4gWX8/7cnSF0ajEXq99QZzhfkdJYnCTqi1E0mS7rnmKqdr166hevXqWLduHYYMGaLdv2PHDqSmpqJevXqIjY3F3LlzcfXqVfz5559WCxFzymudFgCsW7cOvr6+RboeIiIicj2W2S+hoaHaRqpCFkA81I19S4ongEqApLctXD3++OMIDw/H22+/bd92Ebmp7OxsXL58GXFxcTCZTFaPpaenY8SIEUhKSkJgYGCBr+Oy4WrBggV49913ce3atQJ3kU5MTESNGjWwePHifIfD8xq5Cg0NxY0bN+7ZgfZmNBqxe/dudO/ePddiSrp/7F/7Yv/aF/vX/tjH9uWM/ZuZmYnLly8jLCwM3t7e2v1CFupak5Kisy1Y3b59Gz///DOGDBmCdevWWb2PEkIgJSUFAQEBWvEDKj6lqn8VQBjNUwLteK1CCPVDDKH+PVWkllj/ZmZm4uLFiwgNDbX6tw+o2aB8+fI2hSuXnBYohMCqVaswatSoAoMVoFZCqVu3Ls6fP5/vMV5eXlrt/5wMBoPT/LJ3pra4I/avfbF/7Yv9a3/sY/typv6VZRmSJEGn00Gny7E03Uk3r3niiSdw9OhRTJs2DYMGDbJ6E2qZSmW5HipepaV/hRAQioAkSfYPObI6HVDSS9qaq5LqX51OB0mS8vx9VJjfTy4Zrvbt24fz58/btDAzNTUVFy5cwKhRo0qgZUREREQlZ/PmzY5uArk7xXyzc74RQkCYhNN+kGErhzY/NTUVJ06cwIkTJwBAq3By6ZK6+djMmTMxevToXM9buXIl2rZti8aNG+d6bPr06di3b59WDWXQoEHQ6/UYPny4Xa+FiIiIiMidCCG0kugS7DgdEGoRCwj7TjssCQ4duTp27Bi6dOmifT116lQAwJgxYxAZGYnY2FgtaFkkJSVh06ZNWLp0aZ6veeXKFQwfPhw3b95EhQoV8NBDD+GXX34p9CZtREREVHo5yZJ0IsdSzFX77D0co6jrGiWd44JVcf2bd2i4ioiIKPBCIiMjc90XFBSE9PT0fJ+zfv364mgaERERlUKWEszZ2dlW+yERlTYlPmqlnshhLPniftd/uuSaKyIiIiJ78PDwgK+vL65fvw6DweDShQoURUF2djYyMzNd+jqclbv3r1CEWiFQsnO4Mp/n7lErRVGQLezfv0IIpKenIyEhAcHBwbn2uCoshisiIiIiM0mSULlyZcTExODff/91dHPuixACGRkZ8PHxcfl1LM7I3ftX237AnrlRQN0wGCJXHwpFIFNkllj/BgcHIyQk5L5fh+GKiIiIKAdPT0/UqVMH2dkluWtw8TMajdi/fz86derkNKXu3Yk796/IEjDFmgADIBnsF2zkGzLkmzJ0/rpcUwKNqUYcyTpSIv1rMBjue8TKguGKiIiI6C46nS7XRqKuRq/Xw2Qywdvb2+3e/DsDd+5fU4oJOuig9y2ewJEXkS5gTDTC4GnIc2RKkiWX7F/3myBKRERERERFIrIFRLKAzse+65xMN0yAEZC83GtKJcMVEREREREBAOQUGYpRgeRpxyIWyWqAk/zcK1gBDFdERERERARAGAVEkoDOy46jViYB+Ya5xrsbLlBiuCIiIiIiIsgpMkSWALzseI5EGUqqAsnf/UatAIYrIiIiIqJST5jUUSt4wW6lz0WWgLgh1HVW7pmtGK6IiIiIiEo7JVWByBSQvO0UrISAfFMdGbPXOZwBwxURERERUSkmZAElSQE87TdqhTRAuaWoRSzcN1sxXBERERERlWYiTUBk2HHUSjGXXgcA19myqkgYroiIiIiISimhCMhJMuABSDo7hatkAZEiIPm68ZCVGcMVEREREVEpJdIERJqA5GOnYGUSkK/LgB7qzc0xXBERERERlUJCmNda6e03aiXfkqGkK6Vi1ApguCIiIiIiKpVEuoCSpthv1CpTQLmpqGu5Ske2YrgiIiIiIipttFErCZD0xZ98hDAXsTDCrUuv343hioiIiIiolBEZAkqqHUetUgVEYukoYpETwxURERERUSmjJCuAACQPO4xayQLyDRkCwu1Lr9+N4YqIiIiIqBRRMhW1NLq9Rq0S1dLrOr/SFzVK3xUTEREREZViSrICIQtIBjuMWmWro1bwRKlMGqXwkomIiIiISieRJSCS7TdqJd+SoWQqpaqIRU4MV0REREREpYScIkMxKpA87TBqlS6g3FKg89WVmtLrd2O4IiIiIiIqBUS2Omql8yn+CKCVXpehTgkspRiuiIiIiIhKATlFhsgSdgk/IklAJJW+0ut3Y7giIiIiInJzwqiOWsEbkKTiDUDCZC5ioQPgUawv7XIYroiIiIiI3JiSpsAUa1ILTXgV/8iSnChDSVMg+ZXuUSug1GdLIiIiIiL3JEwC8m0Zym0FkABdoK74R60yBZQb5tDGbMVwRURERETkToQQEGkC8k0ZIl1A8pPss6eVUM+BbEAKZLICGK6IiIiIiNyGMOYYrdIDUpBU7KNVmjRAua2oRSyYrQAwXBERERERuTwhBESqOpKkZCjQ+ensMlqlnU9RS68LIex6HlfDcEVERERE5MJEtoB8S4aSpAAegC6o+NdW5TpnknnPLH/Wx8uJ4YqIiIiIyAUJISBSzKNVWebRKg/7jyIJo7n0ugGA3u6ncykMV0RERERELkZk5RitMtinEmB+5FsylHQFuiCOWt2N4YqIiIiIyEUI5c5olcgSkAIkSPqSW/MkMgSUWwokHxaxyAvDFRERERGRCxCZOUarvABdcMmOHAkhYLppAoxQKwRSLgxXREREREROTCgCcpIMcUtAGEt+tEprR4qASFT3zaK8MVwRERERETkpJUOBclOBkqpA8pIcts5JyOYiFgATRAHYNURERERETkbIAnKiDHFbQMjm0Sqd40aMlEQFIlVtB+WP4YqIiIiIyIko6QrkWzJEioDkI0Hn59iqfCJbQLmhAJ4AWCCwQAxXREREREROQButuiUghIAU6NjRKgv5lgwlk6XXbcFwRURERETkYEqaebQqVUDylaDzdI4gI9IElJsKdL46ll63AcMVEREREZGDCFOOtVVONFoFqFUKTTdMgAJ1SiDdE8MVEREREVEJE0JApKn7Vok05xqtshDJAiKZpdcLg+GKiIiIiKgECaOAfFuGkqgAOkAKkiBJzhVghMlcel0P9UY2YbgiIiIiIioBQgiIVHW0SklXoPPTQTI4V6iykG/LUNJYxKKwGK6IiIiIiOxMGM2hKlEB9IAuSOd0o1UWIlMtYiF5SyxiUUgMV0REREREdiKEgEgxB6sMBTp/HSQP500sQgjIN2UgS52uSIXDcEVEREREZAci2xyqkhTAw7lHqzRpgHJbUYtYOHlTnRHDFRERERFRMRJCrbIn35KhZJnXVjnxaJWFkNXS6wLCadeCOTuGKyIiIiKiYiKy1Gl1SrICeAK6QBcYrTITSWoo1AWwiEVRMVwREREREd0noQgoyQqUWwpEtoDkL0HSu0aoAswFN27IgAEAs1WRMVwREREREd0HJVMNVUqyAnjBJcuXawU3XLDtzoThioiIiIioiEy3TUCyuumuq41WWYgMAeWWAsmHRSzuF6MpEREREVEhiWwBAFAScuxb5YrBSqhFLGAEJC/Xa7+z4cgVEREREVEhiEwBU7wJACAFSi5dWU8kC4gkoZZep/vGkSsiIiIiIhtZgpXIVEeuJJ3rhhJhMhexADjkUkwYroiIiIiIbJAzWEkBrhuqLJREBUqqAsnf9a/FWTCjEhERERHdg5KpQI6XtWAlKa4dSESWgHJDUddZufalOBWOXBERERERFSBXsHKRTYELIt+SoWQpkLxd/1qcCUeuiIiIiIjyoWQqkONkiCz3CVYiVS29rvPTcdSqmDFcERERERHlQckwj1i5U7BSzKXXFQAGR7fG/XBaIBERERHRXbRgle0+wQowl15PYel1e2G4IiIiIiLKwSpY+btRsLKUXtdDvVGxY7giIiIiIjJz12AFmItYpCmQfN3nmpwN11wREREREcEcrOJkCKN7BSsh1KmAyi1zdUD3uCyn5NCRq/3796Nfv36oUqUKJEnCli1bCjw+OjoakiTlusXFxVkd9+GHHyIsLAze3t5o27Ytjhw5YserICIiIiJX547BSigCSrIC078mmP41QZiEuq8V2Y1Dw1VaWhqaNWuGDz/8sFDPO3v2LGJjY7VbxYoVtce++uorTJ06FbNnz8avv/6KZs2aoWfPnkhISCju5hMRERGRG1DS3StYCVlASVRguqSGKiVVnQqoC2DpdXtz6LTA3r17o3fv3oV+XsWKFREcHJznY4sXL8bEiRMxbtw4AMDy5cuxbds2rFq1Cq+88sr9NJeIiIiI3IySbl5jZRRq+HBhQlan/8k3ZYh0AUiA5CdB0jNRlRSXXHPVvHlzZGVloXHjxpgzZw46dOgAAMjOzsbx48cxc+ZM7VidTodu3brh0KFD+b5eVlYWsrKytK+Tk5MBAEajEUaj0U5XYRvL+R3dDnfF/rUv9q99sX/tj31sX+xf+2L/3puSoUBOuBOsZFm2+bkm2WT1pyMJk3lN1W1FDVV6qEUrLFlRcWjzisQk1H51hp/fwrRBEkIIO7bFZpIkYfPmzRg4cGC+x5w9exbR0dFo3bo1srKysGLFCnz++ec4fPgwWrZsiWvXrqFq1ao4ePAg2rVrpz1vxowZ2LdvHw4fPpzn686ZMwdz587Ndf+6devg6+t739dGRERERESuKT09HSNGjEBSUhICAwMLPNalRq7q1auHevXqaV+3b98eFy5cwHvvvYfPP/+8yK87c+ZMTJ06Vfs6OTkZoaGh6NGjxz070N6MRiN2796N7t27w2DgNtrFjf1rX+xf+2L/2h/72L7Yv/bF/s2fNmJlEtD5F20qoEk24ccTP6Jr867w0JfsW2qRrRaqELcFlCwFkkFyuyqA2cnZOJB1wCl+fi2z2mzhUuEqL23atMGBAwcAAOXLl4der0d8fLzVMfHx8QgJCcn3Nby8vODl5ZXrfoPB4PBvpoUztcUdsX/ti/1rX+xf+2Mf2xf7177Yv9aUdAW4AUhCgi7o/tdYeeg9YNCXTP+KLAE5SQZuAVKWBJ2XDh5BHm4VqiwUSZ3L6Aw/v4U5v2uv2gNw4sQJVK5cGQDg6emJVq1aISoqSntcURRERUVZTRMkIiIiotJHSTNXBZSLPmLlCCJTwBRvgjHGCDlWhoCALkgHyce9RqvcgUNHrlJTU3H+/Hnt65iYGJw4cQJly5ZF9erVMXPmTFy9ehVr164FACxZsgTh4eFo1KgRMjMzsWLFCvz444/YtWuX9hpTp07FmDFj0Lp1a7Rp0wZLlixBWlqaVj2QiIiIiEofJc1cFdCFgpXIEJATZSiJCkS2gORtHm1joHJaDg1Xx44dQ5cuXbSvLeuexowZg8jISMTGxuLSpUva49nZ2Zg2bRquXr0KX19fNG3aFHv27LF6jaFDh+L69et4/fXXERcXh+bNm2Pnzp2oVKlSyV0YERERETkNVwpWQgggA5Bvy1CSFMAIwAcMVS7CoeEqIiICBRUrjIyMtPp6xowZmDFjxj1fd/LkyZg8efL9No+IiIiIXJwWrBTnDlZCCCANMCWaIJIEIEOd9ufn6JZRYbh8QQsiIiIiorxoa6yEgM7POYOVFqpumSCSBSDMoYo1SFwSwxURERERuR0l1Txi5aTBSigCIlVAviVDpKozuSRvhipXx3BFRERERG7FmYOVUAREslqoQqQKtfKfj47vyt0Ev41ERERE5DacNVgJWUCkmEeq0gQgAZKvBEnPKhXuhOGKiIiIiNyCMwYrYTKHqpsyRLoA9IDkL7nBbrOUF4YrIiIiInJ5Sqq5eAWcI1gJk4BIMo9UpQvAAEgBDFXujuGKiIiIiFyaMwUrYRSQk2SIWwJKhgLJU4IUJHGPqlKC4YqIiIiIXJaSYp4KKAnofB0XrES2uUjFLQElS4HkJXHj31KI4YqIiIiIXJIzBCuRKWBKNUG5rUBkCYaqUo7hioiIiIhcjqODlchW96Yy/WuC3qiH5M1QRQxXRERERORiHB6sMgXkK7L6hR5qGxiqCAxXRERERORClBRz8Qqdg4JVmoDpmkmtAAhA8mSxCrqD4YqIiIiIXIKjg5WSrKjByiTUsupZJd4EcnIMV0RERETk9JRk81RABwQrIQTEbQFTnAkAoAvQQVGUEm0DuQaGKyIiIiJyao4OVvINGUq8AngAkg/nAFL+GK6IiIiIyGlpwUovoPMp4WAlC8jXZSjXFcALkLwYrKhgDFdERERE5JQcGqxMAnKcDPmWrI6WGUr09OSiGK6IiIiIyOk4NFgZ1YqASqICnb+O75jJZvxRISIiIiKnoiQpkBMcFKwyBUyxJijJCnSBOqDkixKSC2O4IiIiIiKn4dBglX5nDytdEDcGpsJjuCIiIiIip6AFKw8BnXfJBislRYF8TYaSbR6xYrCiImC4IiIiIiKHEkYBOVmGclMBDCj5YJWowBRrAhR1DysGKyoqhisiIiIicghhUkOVSBJQMhXofHWQPEsu2QghIN+UocSZ97DyZ6qi+8NwRUREREQlSsgCIlVAvi1DZAjAG9AF6SBJJRisFAE5wbyHlScgeTNY0f1juCIiIiKiEiEUc6hKlCHShBpqgqQSDVWAecQsXp2GKPlK3MOKig3DFRERERHZlRACIs08UpUm1Cl4gRIkXcmPFgmjudT6be5hRcWPP05EREREZBdCCIh0ASVJgZKiADpACnBMqAIAkWUOVkmKWrhC75BmkBtjuCIiIiKiYqdkKFASzaEKgOQnQdI7bl2TyBAwXTXvYcXNgclOGK6IiIiIqNiILAE5Sa0AKGShhioPxxaLEKnmYJUtIAVKLLVOdsNwRURERET3TWSby6onCgiTgOQrQWdw/PCQtoeVrE5JZLAie2K4IiIiIqIis2wALJIElCx1ryqdn+NDlRACyi0FcqwM6M3BisjOGK6IiIiIqNCELKCkKFBuKxCZApK3BH2wc1SIEIqAfEOGkqAABu5hRSWH4YqIiIiIbCYUAZFi3qsqw3F7VeVHyOY9rG4okHwkwNPRLaLShOGKiIiIiO5JKOa9qiwbABvMe1U5SagC1M2BTXEmKDcVdWoiNwemEsZwRURERET50vaquq1ASVXUDYAduFdVfkS2gOka97Aix2K4IiIiIqJchBAQGeLOXlUSIPk7dq+q/IhMc6n1VO5hRY7FcEVEREREVpRMdQNgkSIgFLWsuqP3qsqPSBUwxZrUohpBLLVOjsVwRUREREQA8t4AWOfhvMNASpK6h5UwCXUqIIMVORjDFREREVEpp+1VlSigGBXofHTQeTpvqBJCQNxWi1cAUIMVkRNguCIiIiIqpYQpxwbAmWqo0vs6dyUIIcx7WMWbi2v4cLiKnAfDFREREVEpI2QBkSog3zbvVeUN6IJ0TlVWPS9CFpCvmzcH9gYkL+duL5U+DFdEREREpYRQzKHKsleVk20AXBDuYUWugOGKiIiIyM0JYd4A+LY5VHmYNwB2sr2q8mO1h5W/ju9gyWnxR5OIiIjIjSnpCuQ0Wd2rSuecGwAXRGSaS60ncw8rcn4MV0RERERuSGQLAIDpmgmSXoLk55wbABdEpJmDVTr3sCLXwHBFRERE5GaUdEUrUy75SNB5ud5wj5KsQL4mq6XhA7mHFbkGhisiIiIiN6IkK5CvyxBGdeRK8nCtVCKEgEg072GlgJsDk0thuCIiIiJyA0KoBSuUGwqgh1r4wcUIISDflKHEmfew8meqItfCcEVERETk4oRiDiU3FUjeEiQvCbIsO7pZhaLtYXVdUUvEezNYkethuCIiIiJyYcJkDiWJilq0wuBaoUTIAiLFXCY+WUDyk7iHFbkshisiIiIiFyWyBeQEGXKKDF2AzqWqAWqh6pZ57y1J3XuLpdbJlTFcEREREbkgJUOBnCBDZKj7P7nK3lVaqLppDlV689oqhipyAwxXRERERC5GSTUHK5OAFChBkpw/WOUZqgIYqsi9MFwRERERuQghBJQkBcp1BUISaplyJydMOUJVulCrADJUkZtiuCIiIiJyAUK5U2pd8pSg83budCJMAiLZvKaKoYpKCYYrIiIiIicnZAH5hgzltgLJR4Lk6bzTAPMMVYESNwKmUoHhioiIiMiJCaO51HqSAslfguThnClFmAREkhqqlAwFkkFiqKJSh+GKiIiIyEmJTAHTdROUVMVpKwIKk3kd2C0FSrp5ymKgjqGKSiWGKyIiIiInpKSZKwJmC+iCdE5XEVCYBJREc6jKMIeqIIYqKt0YroiIiIicjJJsDlZCQApwrlLrwiggJ8kQt4QaqrwYqogsGK6IiIiInIQQdyoCwgPQ+ThPaT0tVN0UUDIZqojywnBFRERE5ASEYq4IeEuB5C1B8nKO1CKyc4xUMVQRFYjhioiIiMjBhMlcETDReSoCaqHqpoCSxVBFZAubw9Xvv/9u03FNmzYtcmOIiIiIShuRZa4ImKJAF6CDpHdsehHZAnKieaSKoYqoUGwOV82bN4ckSRBC5HrMcr8kSZBluVgbSEREROSulAxz4YoM4fBS6yJLHalSbikQWQKSN0MVUWHZHK5iYmLs2Q4iIiKiUkVJUSBflyFMAlKg4yoCikxzqLrNUEV0v2wuQVOjRg2bboWxf/9+9OvXD1WqVIEkSdiyZUuBx3/zzTfo3r07KlSogMDAQLRr1w4//PCD1TFz5syBJElWt/r16xeqXURERET2IoQ67U6OU0ut6wIcs4eVyBQwxZlgvGiEHCcDEtT9tLwlBiuiIrI5XJ07dw7Dhw9HcnJyrseSkpIwYsQI/PPPP4U6eVpaGpo1a4YPP/zQpuP379+P7t27Y/v27Th+/Di6dOmCfv364bfffrM6rlGjRoiNjdVuBw4cKFS7iIiIiOxBKALyTRlyvKyWWvct+VLrWqiKMart0DFUERUXm6cFvv322wgNDUVgYGCux4KCghAaGoq3334bH3/8sc0n7927N3r37m3z8UuWLLH6+q233sK3336L77//Hi1atNDu9/DwQEhIiM2vS0RERGRvQjZXBLytQPKVIHmWbJIRmeqImXJbAbIB+IDT/4iKmc0fl+zbtw+DBw/O9/EhQ4bgxx9/LJZG2UpRFKSkpKBs2bJW9587dw5VqlRBzZo1MXLkSFy6dKlE20VERESUkzAKyPHmYOVfssFKZAiYYtWRKiVBAfSAFGTeR4vBiqhY2TxydenSJVSsWDHfx8uXL4/Lly8XS6Ns9c477yA1NRVDhgzR7mvbti0iIyNRr149xMbGYu7cuejYsSP+/PNPBAQE5Pk6WVlZyMrK0r62TH00Go0wGo32vYh7sJzf0e1wV+xf+2L/2hf71/7Yx/ZVWvpXyTIXrkgXkALMhStKoLiyMV3t18x/M+Fh9IDkKwHe5geF+UZFZlJMVn9S8TIJtV+d4fdDYdogibxqq+chJCQE69atQ9euXfN8PCoqCiNHjkRcXJzNJ7dqiCRh8+bNGDhwoE3Hr1u3DhMnTsS3336Lbt265XtcYmIiatSogcWLF2PChAl5HjNnzhzMnTs3z3P4+vra1B4iIiIiInI/6enpGDFiBJKSkvJcIpWTzSNXnTp1wvvvv59vuFq2bBk6duxYuJYW0fr16/HEE0/g66+/LjBYAUBwcDDq1q2L8+fP53vMzJkzMXXqVO3r5ORkhIaGokePHvfsQHszGo3YvXs3unfvDoPB4NC2uCP2r32xf+2L/Wt/7GP7cuf+FUJApAjIN2QICOj8SqZwhRACIlFATpBhNBlxIPMAOpXrBA+dzW/5yEYmxYT9N/ezf+0kOzkbB7IOOMXvh7wK+uXH5p+EmTNnol27dnj88ccxY8YM1KtXDwBw5swZLFq0CD/88AMOHjxY+NYW0v/93/9h/PjxWL9+PR555JF7Hp+amooLFy5g1KhR+R7j5eUFLy+vXPcbDAaHfzMtnKkt7oj9a1/sX/ti/9of+9i+3K1/hRCQb8lQbijwMHhA51NCwUpRw5xyXYGHhwekAAnIBDx0Hnzzb0fsX/tQJAWAc/x+KMz5bf5JaNGiBTZu3Ijx48dj8+bNVo+VK1cOGzZsQMuWLW1vJdTgk3NEKSYmBidOnEDZsmVRvXp1zJw5E1evXsXatWsBqNP0xowZg6VLl6Jt27baFEQfHx8EBQUBAKZPn45+/fqhRo0auHbtGmbPng29Xo/hw4cXqm1EREREhSVktdS6crNkKwIKk1peXdwU6toqTwBKiZyaiHIoVMzu27cv/v33X+zcuRPnz5+HEAJ169ZFjx49irQ26dixY+jSpYv2tWVq3pgxYxAZGYnY2FirSn+ffvopTCYTJk2ahEmTJmn3W44HgCtXrmD48OG4efMmKlSogIceegi//PILKlSoUOj2EREREdlKGM2l1pPMFQE9SihYmfetUpIU6Px1hXx3R0TFqdD//Hx8fDBo0CAAapCpUqUKdLqiDXdHRESgoHoalsBkER0dfc/XXL9+fZHaQkRERFRUIkvAlGCCkqpAF6CDpC+hYJUqYLpmgsgU3LOKyAnc1yTghg0b4uLFi8XUFCIiIiLXo6QrMMWaINIEdIElE6yEEFBuKTBeNkJkC0iB3LOKyBnc18CxjVXciYiIiNySkqJATpAhZDXgSFIJBCvZPP3whgJ4QC1cQUROgbNyiYiIiApJCAH5tgxxU0DoBHQBJVQR0GheX3VLUcu7u0+RRSK3cF/h6r///S/Kli1bXG0hIiIicnpCMZdav6lA8pKg8yqhYJUhYIo1QUlR13VBXyKnJaJCuK/fBjNnzoTBYCjUxlpERERErkqY1A16lesKJB8JklfJTMlTkhWYLpnXdQUxWBE5qyKHq1OnTqF169YICAhAmTJl0KRJExw/frw420ZERETkFIQQUDIUyHEylNsKpAAJkqFkClfIN2SYLpsgTEJdX8UlVkROq8jh6qmnnsLkyZORmpqKmzdv4tFHH8Xo0aOLs21EREREDiWyBOREGaYrJshXZCipilq4oiQqAsoCcpwMOVZWC1f4M1gROTubw9WAAQNw9epV7evr16+jf//+8PX1RXBwMPr06YP4+Hi7NJKIiIiopAijUKfhXTPBdNkEOU6GyBKAN6AL0kHSlUCwyhYwXTVBTpDV6YfeTFVErsDmghb/+c9/0LVrV0yaNAnPPfccJk+ejEaNGqFz584wGo348ccfMW3aNHu2lYiIiMguhElAZAgoaQpEmoDIFupokZekVuUrybakq4UrRKpg4QoiF2Pzb4vBgwfjyJEjOHXqFB588EF06NABu3btQocOHdCxY0fs2rULr732mj3bSkRERFRshKKGKdN1dYTKdNUEJdm8d1SQBJ2/rkTWVeWkJJoLV2QISEESgxWRiylUKfagoCAsX74cBw4cwJgxY9C9e3e8+eab8PX1tVf7iIiIiIqNEAIiU0BJVyBS1b9DqCNUJbUJcJ7tUgTkmzKUeAXQcX0Vkasq1Dj3rVu3cPz4ca0yYGBgIFq0aIHt27fbq31ERERE90UIoRamuK1W3TNdNkG+LkPIApK/pK6j8nZgsDIJyLEylFgF8AQkPwYrIldlc7hat24dqlWrhkceeQQ1atTAjh07MHv2bHz77bdYtGgRhgwZwoIWRERE5DREtoCSpEC+KsN0yVyYwigg+UrQB+mh8ymZ4hQFtjFLqJUIb8iQfEtu3ywisg+bw9XMmTOxatUqxMXFISoqCrNmzQIA1K9fH9HR0ejevTvatWtnt4YSERER3YswCSgpCkyx5nVUsSYomYpa6S9YB52vrkTKqNtCpAl1/6okAV2gDjA4ukVEdL9sXnOVmpqKevXqAQBq1aqF9PR0q8cnTpyIAQMGFG/riIiIiO5ByOZ1VGnmdVTZQl235CWpZcwdNN0vP0IIiCQBU5wJwiigC9JxGiCRm7A5XI0ZMwaPPPIIIiIicOzYMYwaNSrXMRUrVizWxhERERHlRSjmQJWhQCSbAxUcX5jiXoQiIN+QoSQogB7qiBURuQ2bw9XixYvRpUsXnDlzBmPHjkWPHj3s2S4iIiIiK5bCFFaV/hQAXmp1PUevn7oXYRKQ42Qot9RpilxfReR+ClWKvV+/fujXr5+92kJERESUi8g2b/Cboqh/ygokg6QWgHCS9VP3IjLVaYBKkgKdv66Q78CIyFUU+Z92WloaNmzYgPPnz6Ny5coYPnw4ypUrV5xtIyIiolJKGM2BKlWBSBcQRgEYAMlbgt7DtXbWFakCplh1Y2BdoK6QG+EQkSuxOVw1bNgQBw4cQNmyZXH58mV06tQJt2/fRt26dXHhwgW8+eab+OWXXxAeHm7P9hIREZGbErI5UKUpEGk5ClN4S9D5uV4iEUJAJJoLV8jmYOUaA21EVEQ2/6Y6c+YMTCYTALUse5UqVfDvv//iyJEj+Pfff9G0aVO8+uqrdmsoERERuSclQ4HphgmmSyaYrpigJCpqqAqUoAvQQTK4XiIRsoCcIMN01QRIgC6AwYqoNCjStMBDhw5h+fLlCAoKAgD4+/tj7ty5GDZsWLE2joiIiNyPUNTCFKZk9UNb0xUTJJ26ga4U4PyFKe5FGAVM8SYotxTofHSAp6NbREQlpVDhylLWNDMzE5UrV7Z6rGrVqrh+/XrxtYyIiIjchiVQaZX+sgQUowJArfSnM7jetL+8iEx1fZWSzMIVRKVRof7JP/zww/Dw8EBycjLOnj2Lxo0ba4/9+++/LGhBREREmrwClVCEVulPZ16d4OojVRZKigI5VobI5MbARKWVzeFq9uzZVl/7+/tbff3999+jY8eOxdMqIiIicklCmDf3TTcXpci8K1Dpc4xQyY5rZ3ESQkDcUqcCQqhrxRisiEqnIoeru7399tv33RgiIiJyPYUKVG5GyALydRnKdUUtFe/DVEVUmnEmMBERERWaFqgyzFP+MgWELCB5un+gshBG8/qq24paKt7g6BYRkaMV6jffyZMnMXr0aNSsWRM+Pj7w8/NDkyZNMGvWLCQnJ9urjUREROQEhFDDlOmWCabL6k2OlyGMApKvBH2wHjpfHSS9+4/eiAwB0yVzsApgsCIilc3h6ocffkC7du2Qnp6ODh06QKfTYfz48XjkkUewfv16tGzZEnFxcfZsKxEREZWwuwOVfEUutYHKQklSYPrXBJFuLlyhd3SLiMhZ2ByuXnnlFSxevBgbN27E559/ji1btmDPnj343//+h1OnTiEsLAwzZ860Z1uJiIioBBQUqOCDUhmoALVfTDfUPhGKgBTAwhVEZM3mNVdnzpxBr169tK+7deuGCxcuIDY2FpUrV8bs2bPx2GOP2aWRREREZF9CmEulZwgoKQqQBSiyohal8JGg15fO4RkhBJAJKGkKlBR1fRk8AcmbqYqIcrM5XFWtWhVnz55FWFgYAODChQtQFEXb26patWpITU21SyOJiIio+DFQ5c0qUCUrEBnmYh0earEOlgMjovzY/Oth9OjReOKJJ/Dqq6/Cy8sLixcvRv/+/eHp6QkAOHHiBMLDw+3WUCIiIrp/BQYqbwl6j1IcqDIAJd0cqNLNgcrcL5IHR6qI6N5sDlf//e9/kZaWhjfffBNZWVno2bMnli5dqj1etWpVfPzxx3ZpJBERERWdVaBKVdRRGQaqggOVDwMVkSMpQkGWkuXoZhSazeHKw8MDCxcuxMKFC/N8vE2bNsXWKCIiIro/Qgh1VCpDYaDKwRKo5DQZIlncmfLHQEXkNH65/Qum/jUVVXyqYBAGObo5hcJZw0RERG5CC1SZavEFBiqVUNQ1VFaBSmGgInI2VzKvYNbfs/BV7FcAgPOZ55GUmYTyhvIObpntGK6IiIhckFAEYASEUai3LAGRab7PdKeiXakOVBmAnC5DJJn7RobaLwxURE4lQ87AkotL8G7Mu0iX0yFBwqiKo9C1QlcEeQc5unmFwnBFRETk5ISsBigYASVbHZES2QIwmR+DUPec8lADlc7D5m0s3cq9AhXf9RA5FyEENsdvxsyzM3E58zIAoH1we7zd4G00Eo0QnRnt2AYWAX/NEBEROQkhzIHJqP6pZKtlwLXRKBnqprUeUMOUt/qnTiqdYQrIEagsU/4yBaAAMEAtm146B+6InN6J5BN46cxL+Pn2zwCAat7V8Fbdt/BYyGOQJAnZSdkObmHRMFwRERE5gBB3TevLVtcCwWQOUgJ3gpSHBMlLgqTjVDbAHKjSzSNUDFRELiUhKwFzz89F5JVICAj46HwwNXwqXgx/Eb56X+04IQt4Z3k7sKVFY1O4WrZsmc0v+Pzzzxe5MURERO4o1/qozDtT1oQsIIRQg5MH7uyrxCBlJc9AJQPwYqAicgXZSjaWX1qOty68hWRTMgBgcMhgzKs7D6E+oQAAkSkgX5ehXFcgbgnU9a3ryCYXiU3h6r333rP6+vr160hPT0dwcDAAIDExEb6+vqhYsSLDFRERlWrCJKym9d29PgqAGgQ8oI5GlfJpfQURco41VDlHqDwZqIhcyc7rO/HymZdxLv0cAKB5YHO8U/8dtAtuB5EqYPrHBDlBhkgRVs8zyAb194DBEa0uGpvCVUxMjPb3devW4aOPPsLKlStRr149AMDZs2cxceJEPPXUU/ZpJRERkZOxWh9lLjRhVa1PMR9ontYHH0CnZ4i6Fy1Q5VxDJcBAReSCzqaexctnX8auG7sAABU9K2JO7TkY4TsCUoKE7D+z1X/jOUhBEvQV9ZC9ZRyXjqOPvo8jml5khV5zNWvWLGzcuFELVgBQr149vPfee3j88ccxcuTIYm0gERGRownFvCYqr7LnMtdH3S8hq+vN8gxUfgxURK4m0ZiIBRcW4ONLH8MkTDBIBjxb4VlM002D/3l/KCblzsE6QFdWB11FHfTl9ZC81N+dSpI68u9qCh2uYmNjYTKZct0vyzLi4+OLpVFERESOJBQ1QMmpMgDAdNkESUh31kdZyp57qvslSRKDVGEJk4BIUz+xli/KQBbuBCp/CeAgH5HLkYWMyCuRmHtuLm4YbwAAenn2wpumN1HrRq07BxoAfQU9dBV00JXTqb9T3UShw9XDDz+Mp556CitWrEDLli0BAMePH8czzzyDbt26FXsDiYiI7E2r3JcpoGQqEGnqSJVslO8cxLLn901kC4h0ASVNUddZZKkf1gpZMFARubj9N/fjpdMv4Y+0PwAAdVEX86X5eNj0MAB1rzldRR30FfSQgt33Q6lCh6tVq1ZhzJgxaN26NQwGdXWZyWRCz549sWLFimJvIBERkT0Ikzo6pWQqEOlCLTxhEoDeXLHPX4JOqO/2JW/JrT5ZLSlCmPs1Q0BOkdV+NgJCEuqon58EZKr9y2BF5HqEInAx/iL+e/6/+Db9WwBAEILwivQKxmM8PIM9tREqyc99A1VOhQ5XFSpUwPbt2/H333/jzJkzAID69eujbl3XK5VIRESlhxACyIIaqDLUQCWM5rU9BvUNvs7jrnf4cp4vRQXQClJk3Fk/JWS11LzkpRb20N5gKQW/FpGzUlIVyJdl1MqoBSVTgewnQ/KR1Jubr7cUJgHlpoLk+GQsTliMD+QPkIUs6KDDWGksXi33KipUqqCOUHm5d1/kpcibCNetW5eBioiInJql+IRlqh+yzaNTHndGp9z9jVBJEEa1IIWSrqiBKss6tEoe7GNyDyLDXDb8mvrJS1VUhXJTgZLjkwItZPmabz45/nTREXCRdWf/KfmmjI3KRswRcxCLWABAR8+OWBS+CE2rNS31/94LHa5kWUZkZCSioqKQkJAARbH+2OnHH38stsYREREVhqUQhchSiyWITPPoFKAWSshrdIoKTRsFtFT4S1Wn+wFQAxXXT5GbEdkCphgT5CuyNuIqVZBwCZdQHdWBDKjTXhX134XIEMCtPF7IG9D56KxDl+XvThRKhFB/hyrXFcjXZYgk9ffor+JXzBQzcRRHAQA1PGtgQf0FGBAyoFRM+bNFocPVCy+8gMjISDzyyCNo3LgxO5KIiBxGK0RhmeqXZi6Vrgi1ip/B/KaF/1fdN6Go66eUdAVKiqK+gTSa16h5SpACJLUcPZEbESYB+ZIM078mwFwsW1dGB4/aHlACFcRcj0F4hXB46DzU30fZashS0s3/RtLNtwx1XzxkAkqmAtzO42Tmvdx0vjrr0S5f9XeZ3a9VCIjEOyNUIv3O/lNxIg7zDPOwLnsdAMBP74cZNWfguRrPwVvvbfe2uZJCh6v169djw4YN6NPHtTb0IiIi9yDkO6NTSqqijqCYhPrG3vLmhJv1FgthyjHdLyXH+imDpAYqXwYqck9CEZCvyjD9YwKy1fukAAketT3U0uGSlGv2liRJgBcgeUnQlbH+HaR9EJSe49+U+e+WQi/IVkfI5MQ8FnsaYBW2cgYwGFDkD5CErK6fsoxQaSPQACAB2WWysVy3HO/cfAep2akAgJFVRmJunbmo4l2lSOd0d4UOV56enqhdu7Y92kJERJSL9mlwVo5Pg7PN+0153HmTz9Gp4mFVLj0lR9EPc3B11TUjRLYQQkCJU2C6YFJHm6CuofKo7QFdJV2Rf89IkqT+G/KUgGBAf9fO2JZ1izlHuiwBDNlQg1mS0KbnyTmr7Xgg1xRDS/iCV+7gJbLNo1MJCpRbinVhGQ9AV14HXQUdtovtmHluJmIyYgAArYNa453676BNcJsi9UFpUehwNW3aNCxduhQffPAB/yMjIiK7sCqTnmZe3yMLQGeeguYvQafj6FRxuGe5dE73o1JACAHlhgLTeZO6hhAAPAGPmh7QV9XbvfCNZDBP/QvMo22mHMErRwBTMhQgE4AJ6gchKSL3k3W4E7q8JShJihbQNN7mDX0r6qAL1uFU2inMODMDe2/tBQCEeIVgXt15GFZ5GPf5s0Ghw9WBAwewd+9e7NixA40aNdL2urL45ptviq1xRERUOghFHY1CFtQRk0xx7zLpVGR5lks3CUj6PMqlE7k5JVGB8ZwRItEcOjwAjzAP6KvrnWKkVvIwf8gRkPsxIQutgEbOUS9tnZcCiFRxJzBaXjNAgr6ief8pf3Xk/2b2Tcw7Mw+fXf4MChR46bzwfNjzeCn8Jfh7+JfQ1bq+Qoer4OBgDBo0yB5tISKiUkQrk55xZ+qLkHMUSPDmVL/iJIx3Pu1muXQida8q03kTlOvmeXE6QB+qh0eYhzp9zwVIenUkH3lkH6HcFbwyBCRfSd1/yvvO9ZkUEz679BnmnZ+H2ya10saAigPwVr23EO4bXlKX4jYKHa5Wr15tj3YQEZEDCWH+VNPy4WbODznvvi+fxwSETc8XRnOZ9CzzaJUO6ht8HxaiKE5W5dJTZW2fL0hguXQq1e7eqwoA9FX08KjlYRU6XJ2kkyD5SYBf/sf8ePNHzDgzA6dSTwEAGvs3xqL6ixBRLqJkGumGiryJMBERlTwh1HK+wqSuRwIA003TnakrloXJAndCTc77LK8h7jomj6n6NgWtnO26xzGQ1PuEENr6ApZJL15CNpdLz8inXHog109R6aXtVXVZ1n4/6Srq4FHLAzr/0vVJw4W0C5j590xsTdgKAChnKIdZtWdhfLXx8NAxHtyPIvXexo0bsWHDBly6dAnZ2dlWj/3666/F0jAiotJMyHdCFEyAYlIXLotsAcjq4yaTuumKckuB4pGj3JN0159335/HMdKdvxT83LxeA3etz8nvfioWQqg/AzCaRwGN5uqJmeaplTn3+WK5dKI7e1VdNMFSZE9XRgePOh7QBZWuUJViSsGifxbh/YvvI1tkQy/p8VToU/hvrf+irGdZRzfPLRQ6XC1btgyvvvoqxo4di2+//Rbjxo3DhQsXcPToUUyaNMkebSQicks5R6Esf4ps81Q5E9T7FPMokwR19EFvLuerl6AT6psCXaCO0+nckGVfHC1EmcyFJ8zFJ2CCNiopJDVMQc9y6UQWQhGQr8gwxdy1V1UdD+jKFr2suivKVrLxf9f+D3POzUF8djwAoFu5blhYfyEa+DdwcOvcS6HD1UcffYRPP/0Uw4cPR2RkJGbMmIGaNWvi9ddfx61bt+zRRiIilyaUu0ahjIq2b5NlFEqbuqeD+gbZw1yxTVfAtLk89pkk1yMU6xClGNVqidrmyDLuhCideUTKHLKhAyDlGHkkIrvtVeWK4rPiserKKnx2+TPEZcUBAGr51sLCegvRu0LvUtUXJaXQ4erSpUto3749AMDHxwcpKSkAgFGjRuHBBx/EBx98ULwtJCJyAdpULcsIlMm81iVLfcMMkzlEWXhADVEGc1U8O++hQo6njVAa1TClZOcIUbI5aAuhBiUd1I1BDRLgDa3wBEMUUf4cvVeVMzmWdAzLLy3HxtiNyBbqsF0lz0p4IewFPFPjGXjpvBzcQvdV6HAVEhKCW7duoUaNGqhevTp++eUXNGvWDDExMdYLmomI3NDdo1CWzW4tU/kso1ACQv2P3DKVz9tcMpefEro1y1TPfNdDWUKUeTW9NpXPU1LDFH8+iIrE2feqKgnZSja2xG/BR/9+hCNJR7T72wS1wbM1nsXASgPhqfN0YAtLh0KHq65du+K7775DixYtMG7cOLz44ovYuHEjjh07hkcffdQebSQiKnG5CkoYFXWEIUdBCa0anh7aVD7Ji+tdSgNLyEZ2jpHK/NZD6dTNeS0jldAzRBEVl3z3qgr3UP+9lQLxWfFYeXklVlxZoU39M0gGDK48GE9Xfxqtg1o7uIWlS6HD1aeffgpFUX+AJ02ahHLlyuHgwYPo378/nnrqqWJvIBGRvQkhtDVQSqZ5qpYJd0IUYF1Qwsu8FqoUTTEprYSifv9FqoCiKLmn8pnymMpnWQ+lV1+DU/mIip/IEDBeMEKJvVMpVV9VD4+a7rVXVUHym/o3MXQixoeOR4hXiINbWDoVOlzpdDrodHeqUg0bNgzDhg0r1kYREdmTpQqbyBJQshRtc1VhEnfeIHuYq/IVVFCC3I628W6mgJKuQE5Vq4aY/jWpUz0l6U7REYO56Ah/PohKTL57VdX2gM7P/aumcuqf8+MuYURUKgijuBOm0nNUYgMAAyB5S9B5uP9/zGRNG7XMFFAyFIhU8xopkwAkQHiY10b5Syx3T+RAwiQg/yvD9G+OvarKmkNVKdiryjL177PLn2ml1Dn1zzk59Kdx//796NevH6pUqQJJkrBly5Z7Pic6OhotW7aEl5cXateujcjIyFzHfPjhhwgLC4O3tzfatm2LI0eO5H4hInJrwiSgpCmQb8swXTHBdMkE0xV1Xr7IFuqoVKAEXZAOOl+dOlJFpYIwCigpCkwJJphiTDD+Y4TpX/PPhklA8pTUvcMCdXemF/HHg8ghhCJgumRC1oEsmP5Rg5UUIMHQ0gBDS4PbB6tjSccw4fcJqLevHuZdmIf47HiEeIXgtVqv4Wzns1jRZAWDlZNx6MhVWloamjVrhvHjx9tUDCMmJgaPPPIInn76aXz55ZeIiorCE088gcqVK6Nnz54AgK+++gpTp07F8uXL0bZtWyxZsgQ9e/bE2bNnUbFiRXtfEhE5iJDvVO0T6ebCAkahrofxkNSS5z6c4lcaCZMAMgElU4GSal4zZYQ6pchwZ3ofAxSR89D2qjpvUv/NovTsVcWpf67NoeGqd+/e6N27t83HL1++HOHh4Xj33XcBAA0aNMCBAwfw3nvvaeFq8eLFmDhxIsaNG6c9Z9u2bVi1ahVeeeWV4r8IInIIoZjLn2dBnc6VYQ5WQq3MJnmqlftyrhGl0kHIOcJUmgKkm/eWErhT9twbDFNETijfvapqeUBfxb33quLUP/dgc7hKSEgocOTHZDLh119/RZs2bYqlYXk5dOgQunXrZnVfz549MWXKFABAdnY2jh8/jpkzZ2qP63Q6dOvWDYcOHcr3dbOyspCVlaV9nZycDAAwGo0wGo3FeAWFZzm/o9vhrti/9lWc/WtVhCJTXTcljOqeUtCZ3zD7wPo/XgFtbr47Mskmqz9LK6HcKUIh0oX2syEU815jnoDkK1lPhBe4U0q/ACbFZPUnFS/2r325Uv8KIYAkQD4vA0nmOz0AXQ0dpFB1CwMZsrbFgTMorv49nnQcyy8vxzdx38Ao1P8vQzxDMCF0AsZVHYeKXhWL5TyuxiTU63WG92iFaYPN4apy5cqIjY3VAlaTJk2wfft2hIaGAgBu3ryJdu3aQZbt904mLi4OlSpVsrqvUqVKSE5ORkZGBm7fvg1ZlvM85syZM/m+7oIFCzB37txc9+/atQu+vr7F0/j7tHv3bkc3wa2xf+2L/WtfP5740dFNcG4Z9/8S+2/uv/8XoXyxf+3LmfvXK9sLFRMrouLtivDL8gMAyJKMa+Wv4XKFyzB5mIBbDm7kPRSlf42KEQeTDmL79e04m35Wu7+ebz08UuERtAtqB4POgD+T/yzOprokZ3gPkZ6ebvOxNocrIaw/4rt48WKuFHf3Ma5i5syZmDp1qvZ1cnIyQkND0aNHDwQGBjqwZWpS3r17N7p37w6DweDQtrgj9q99FaZ/hTDvGZR9V0U/Wa3aZlkbw8ITd5hkE3488SO6Nu8KD737Fn/NWdFPZAqINPOUUBMgJHHn58IOXWBSTNh/cz86lesED5379rGjsH/ty1n7V2QLiAR1TZU2SgWosxBCJHiGeyLcOxzhCHdYG21RlP5NyErAqiursPLKSm3qn6fkiUdDHsVToU+hVVArezbZpWQnZ+NA1gGneI9mmdVmi2L9l2bvxYUhISGIj4+3ui8+Ph6BgYHw8fGBXq+HXq/P85iQkPw3UvPy8oKXl1eu+w0Gg8O/mRbO1BZ3xP61r/z6V5iENs0P6QCyAJgAPfRqmPJTp4K488Ll4uCh94BB714/v8IotPLoSFWng0pGSd2Q1xOQvCTADyW2bspD5+FUb07dDfvXvpyhf4UsoFxXIMfKUG4qVtNydWV10IXooK+oVwvMuBhb+vdY0jF8/O/H2Bi38c7UP68QdcPfauNRyatSgc8vjRRJnQPqDO/RCnN+l/pN1q5dO2zfvt3qvt27d6Ndu3YAAE9PT7Rq1QpRUVEYOHAgAEBRFERFRWHy5Mkl3VwiuotW0S8rR0U/k7hTtc1TguTLin6lUZ4V/bLND3rcWVPHIhRErkMoAsotBXKcDCVBsVoDKwVI0IfooQ/R39nywM1kK9nYHLcZH136CEeTjmr3tw1ui2erP4sBlQaw6p8bsjlcSZKElJQUeHt7q9W4JAmpqanaMFlhhsssUlNTcf78ee3rmJgYnDhxAmXLlkX16tUxc+ZMXL16FWvXrgUAPP300/jggw8wY8YMjB8/Hj/++CM2bNiAbdu2aa8xdepUjBkzBq1bt0abNm2wZMkSpKWladUDich+hDAXmDDfFKP6qZOcJEMySmpFP0uhAQPLo5dmlop+IlNATpeBNNwpUGIJU4FgmCJyMUIIiGQBOVaGHC/f+ZAEail1XYgO+hA9dP7uW8k1LisOKy+vxIrLK6ym/j1e+XFW/SsFCrXmqm7dulZft2jRwurrwr5BOnbsGLp06aJ9bVn3NGbMGERGRiI2NhaXLl3SHg8PD8e2bdvw4osvYunSpahWrRpWrFihlWEHgKFDh+L69et4/fXXERcXh+bNm2Pnzp25ilwQUcHuDkpCyf21UNR1L5DNIw8K1FEo8zEmk1rpR46TofPSqWHKn+XRi4NlFBAAlGQFij6PElp3L4MtzLJYW58rLH+Igo/L+RTLuqm7K/r5Sw7e2p6IikpJM49QxZnXzFoYAH0lPfSV9ZCC3PvDNE79I6AQ4Wrv3r3FfvKIiIgCi2BERkbm+ZzffvutwNedPHkypwES5ZArGOURnIScIyjJQp2+YQlKwvwaln+ukvkxyXzTqX9KOvObY735a6H+J6oL1kGn57vmwtLCq9G8Bslk3ssrS50yp4XXS3Kh3rCIQqWsvEn3MaQkdOaRS18Jkt5932gRuTuRJSDHy5BjZYjknIuoAF1F8whVOZ1b701lVIzYELsBn1z+hFP/CEAhwtW///6LoUOH5ln4gYhKTs6glNdoEhTkDko5R5TuDkoWOUISdOYiEnoABvU+SZIK/R+kJLvvf6jFxVIl0SpAmYs5IDtH0DUPTAmdukmytrdXGiAFFu57cz/BqDg4+vxEVHTCJKAkmEepbilWH7rpyuqgr6yHroLO7Su7Xki7gC+vfYlPLn2C26bbADj1j1Q2h6tx48ahV69eBW4kTET3RwjzG+kco0dCNo8qZZvXpFjeaOccgbI8XxLqaFGOkGQ1omS487U7T81wNtr31RygYAKUbEUbgRKmuwKUZA5QerX8PLyhTZezCiZOtJkmEbkvoQgoN82V/q4rVr97pEAJ+sp66Cvp1SqebuxKxhVsit+EDbEb8FvynVlUIZ4hmFidU/9IVeR9roiocHIFJ0X9u2JSrN50a8FJVv/NCZjXM+qgjlboJauQZBlVIscTJvPeS5YAZbxT9c7yGJQ70/JsClBERA4ghIBIylGYIsfWppKvWulPF6KDzs+9p3zHZ8Vjc/xmbIzdiIOJB7X79ZIenct2RnP/5vhv7f/C18PXga0kZ1KoUux8A0eUN20EKed6JcuokzHHG27LMXdPy9NDDU46c3DScXTJWQlZqG8yTLgzhS8rR1n5HAFKktTwCw9zkPLEnSmXREROSEk1T/mLNX84ZOGJO6XTA937/6db2bfwXcJ32Bi3EdE3o6GYh+okSOhQpgMeD3kcAysNRFlDWfx4/UeuqSIrhQpXDz/8MDw8Cn7Kr7/+el8NInJGQhF5ByfTXdO65NxT9bQCDzlGnSS9e//H5Oq0NWtGc4Ay3dmfC9k5fh6EUEeZdLgToAzgxsdE5FJEpoAcJ0OOkyFScgQqvbkwRWU9dGXcuzBFiikFWxO24uu4rxF1I0qr9gcArYNaY3DIYAwKGYRq3tW0+02KyRFNJSdXqHDVs2dP+Pv726stRA4jjOLO2ibzyJIwqSMUIvuuEae7g9Nd0/UkXeELP5BjWQpIiCwBJVUBsu5U6rMEKK2QhGUaHwMUEbkwYRSQE9TS6cqtnIuoAF25HIUp3LiiZ4acgZ3Xd+LruK+x8/pOZCqZ2mNNAppgcMhgPBbyGMJ9w/+/vTuPjqu68wT+ve/VJqm0WrIkL3jHkjcMdrDNmtAG08wkYSbQYaAJYabJmQamO/HJRggQlgQmzQBZoGFoCHSfdMyEkHQPZGzAxNCAF9rYBkvesQ0YS14llfZ67/3mj/vqqUoq2ZJcpVr0/fjUkVT1Sr51VVK9b917fzeDraRcM6xw9Z3vfIcFLShniSPeSAQsvdbJ6tDvOlmfWlBKeeucAOjpXPHT9YIMTvlAxB196hE43Y7eb6nHneon0D9znxugCvoCFNdBEVGuE0fgHHMLUxzrV5iiTK+jMqtNXYk0T/U6vXj92Ot4selFvHzkZbTb7d5tswpn4Zraa3BtzbWoC9dlsJWUy4YcrvgOLeWK2JQubz1MVPRIRGztU2y9k4I3jxp+9I068bmeV0Tcn393XJjqlb7F2b64ghL80RNRvhHAOekg2hzVhSniZrKpIl3pz6gxYBTkb2EKy7Hw1sm38NvDv8W/Nv+rVzodACaHJuPammtxTe01OKf4HJ4D0BljtUDKSbHKe151tvjNVaPoWxMF0SNNpjttL5S43smw9YuJ8nMz03whjhumegROV1yYstBXXMIdlWKYIqJ8JVGBvd/Gks+WwInGDVEF3cIUtSZUOH/fUHTEwYaWDfjt4d/i982/x5HeI95t1YFqfKXmK7i29lqcX3p+3vYBZcaQw9X+/ftRWVnpfX3s2DEEAgGUlJSkpWFEQN8GqwkhKlZYIBauYpXZYiHKp6uyKUPBUPn7ThxpYgvQ7YapTgfS6QZtR3SZer/SU1wKwTBFRGOCfdxGtCEK9ABBBAEfYI43YdQaujBFnoYJEcH7be/jxaYX8WLTizjUfci7bZx/HK6uvhrX1l6LC8svhKnMDLaU8tmQw9WUKVPQ0tKCO++8Ey+88AJOntRDqlVVVbj55ptx1113obCQNf5pZET6rYeKOt66mIR9oQC9JsYdiVJBroEaa8TSYcrpceB0OkCnW5DCEb0+zqegCpQO2UREY4jYAmuPBfsTW19RADSOb8T8afPh9/sz27g0aog04LdNv8WLh1/ER10fedcXm8X4UvWXcG3NtfjCuC/Ab+RvH1D2GHK4OnHiBJYtW4ZDhw7hhhtuQH19PQCgsbERv/jFL/Daa6/h7bffxgcffIANGzbgb/7mb9LWaMpdXgU2txKfYzl61KE3LkTFZqDGFRZQIYaosap/JT/pdoO4iLcvmCrktE4iGtucVgfR7VFIp34RNSebwAzg2Iljefn3cW/HXm+EqrG90bu+wCjAVeOvwjU112BF5QqEzFAGW0lj0ZDD1X333YdAIIB9+/ahurp6wG1XXHEFbrzxRrz66qv4+c9/nvKGUm6JLyrhjUR1xxWViFXlcyvyxTZYVSZD1Fg2pEp+fuh1AnyeEBFBHIH1kQX7gK3/TgYB/1w/zHFm3u3D9EnXJ/hd0+/w26bfYkvbFu/6gArgiqorcE3NNbiq6iqEfdw2iDJnyOHqD3/4A5566qkBwQoAampq8NOf/hRXXXUV7rnnHtx0000pbSRlP++kuNsdXehNEqJ8yYtK0NjFSn5ERCPntLujVe7Gv0aNAX+dX//dzBPNPc14qeklvNj0Ita3rPeuN5WJL1R8AdfWXosvjv8iyvxlmWskUZwhh6vDhw9j7ty5g94+b948GIaBe+65JyUNo+yXEKgiDqTL3XjX7xaVKGBpc0rESn5ERGdORGB/bMPaa+n1yH7AX+eHWZMfRRpO9J7Avxz5F7x4+EW8eeJNb9sUBYWLyi/CNbXX4Orqq1EVqMpwS4kGGnK4qqysxIEDBzBp0qSkt+/fv58bDI8BpwxUQQUjzOp8Y5WIW3REANj6o0T1u6nOSQdWj+WFKVbyIyIaGekSRBuicE7qwGGMM+Cf44cK5fYf0eO9x7Hm2Bq82PQiXj/2Oizpm9L4udLP4dqaa/Gfav4TJoYmZrCVRKc35HC1YsUK3HnnnXjttdcQCAQSbuvp6cFdd92FK6+8MuUNpMxjoMp/yYIRHH0Rp++22DRPrwS++xFW3PEQ7/vEXhytQ5ZXJp+V/IiIhk9EYB+2Ye209N9pA/DN9sGcaObkDBERwbbINqw+uhprjq3Bey3veSNUADC/eD6urbkWX6n5CqYVTstgS4mGZ1gFLRYvXoxZs2bhtttuQ11dHUQEO3bswBNPPIGenh784z/+YzrbSqOIgSp3JAQjJ/FyJsFIH+ze1y3hqNzhJVHuyJNSgAE96qSgS6HHCk0EASUK6AKMEgOGwecMEdFISK8g2hiFc9SdHleq4J/nh1GYW39X26w2vHH8Daw+uhqvHnsVTT1NCbfPC8/DF6u/iGtrrkVduC5DrSQ6M0MOV5MmTcL69etx66234o477tAndNAnV5dffjl++ctf4qyzzkpbQyn9GKiyh4guTQ8LfYVBbB2WpFdSF4zcQJQsGHmBSfXdN6b/14NyTn8IERENzj5iI9oY1YV+FOCb4YM5NTdGq0QEuzp2Yc2xNVh9dDXeOflOwnS/IrMIXxj3BayoXIEVlSswqSD50hOiXDLkcAUA06ZNw//7f/8PJ0+exJ49ewAAM2fOREVFRVoaR+nHQDW6vNDkXrzQZIn+PIq+SouOe2xs5AkCBQUxJDEYQX/0rktVMCIioowRS2DtsmB/pt8xU2F3tKo4u1+XO+1OvHXiLaw5ugarj63Gwa6DCbfPLJyJK6uuxIrKFbio4iIEjWCGWkqUHsMKVzHl5eU4//zzU90WGiUMVOnhhSF3xMkLTrbojXBjVfGsuJDlxIUmuJvimtBhydQb5MJEQkhiOCIiym/2CRvRhijQrb82p5rwzfBl7f5+BzoPYPWx1VhzdA3ePPEmup1u77aACuCSiktwZdWVuKLyCswsmpnBlhKl34jCFeUeBqqRO+Vok6WDE3rhTduDhYQped5ok+GuT4pNv3P3bopN7WBoIiIa28QWWHst2B+7o1UFCv65fhjl2fUa3ev04t2T73rT/XZ17Eq4fVJokjc69fmKz6PIV5ShlhKNPoarPMZAdXqxtYPSJRC4/RO/tinqTtWzJbFQRCw0KXeKXmy0yaeAALx1TBxtIiKioXDa3A2BO/TrkjnRhO9sX9ZUV/2s+zO8euxVrDm6Bm8cfwMRO+LdZioTy8qWeYFqTnhOTqwJI0oHhqs8w0CVnDf61Kv3XpKoQLoFdpd+d9Da7y6wFfcOShd+iI02KVPp35bYFD2ONhERUQqII7AP2LA+svRrUADwz/HDrMrshsC22Hiv5T1vut+2yLaE28cHxuOKyitwZdWVuGzcZSjzl2WmoURZhuEqD8QCldPlQNplzAcqsdzRJnedk/TE9Umsuh4AMQRiupX0YnsvxWUlBiciIkonp8NBtCEKadWvRcZ4A/56v95cPQOO9R7D68dex5pja/DasddwInrCu01BYVHpIlxZeSVWVK3AuSXnwlBj6/yCaCgYrnLUKQNVSMHw5f8fvPjqel6Q6oorHBEXopRP6dGnAPToE/QLheM4QATeiBQREVG6iQjsT21Yuy39WuUD/HV+GDXGqE6nExFsjWzFmqNrsObYGmxq2eRt3wEAZb4yLK9cjiurrsTyccsxPjh+1NpGlKsYrnLIWA1UXohy1z85vXq6I3ri1kKJO43Pp9c/qUI1YN0TERFRpkm3INoQhXNCvwNoVBjwz/VDhUbntarNasMbx97A6mPJN/KdH56PFVUrcGXVlTi/9Hz4DJ4qEg0Hf2NyhN1qQ3WrvA5U4ujwFBuNcnodSHdciLLcDXFV3xoo5VcDSpUTERFlGxGB0+QgujOqZ1cYgG+WD+bk9G4ILCLY2b4Trx/X0/1OuZFv1QpMCnEjX6IzwXCVI+wmG0bIyItAlRCiov1CVKxan1vFzxuJCiqgEKw+REREOUd6BdGdUTjNerRKlbgbAhel5/X8WO8xvH3ibaw9vhb/98j/xZHeIwm3zyqc5Y1OXVh+ITfyJUohhqtcEUDa/gini8hpQpS7ma5S7hQ+H/QiXh9DFBER5Qf7qI1oY1Tvh6gA3zQfzGlmSjcEPhk9iX878W9468RbeOvEW9jevj3h9qARxMXlF3ul0mcUzUjZ/01EiRiuKGVEBOgCnE4HTpcDdPcLUXCn8JnudL4ChigiIspPYgms3RbsQ+6GwEXuhsClZ/5GaWu0Fe+cfAdvnXgLb554Ex9EPkgoRAEAc8JzcFH5Raj0VeJ/TPsfKPWXnvH/S0Snx3BFZ0REgG5dTtZpcyCdAnHc/aFia6JCSOk7dERERNnMaXE3BO5yNwQ+y4Rvpk+vFx6BiBXBuyff9UamtrRtgRMries6u+hsXFJxCS6tuBQXl1+M8cHxsBwLbxx9A0Vm0Rk/JiIaGoYrGrakgcoWKL/q2y+KiIhojBFHYO2zYB/Qo1UIAf65fpgVw9sQuNPuxPqT6/HmiTfx1om3sLltM2yxE46ZUTjDC1MXlV+ECaEJqXoYRHQGGK5oSET0WqmEQGUxUBEREQGAE3FHq9rdDYFrDfhn+/UMjtPosruwsWWjNzL1Xut7iEo04ZgpBVO8MHVJ+SWYVMCqfkTZiOGKBhULVNIhsNvsxEAVVFBhBioiIhrbRAT2QRvWXgsQAH7AX++HWT34aFWP04P3Wt7zRqY2tW5Cj9OTcMyk0CQ9xa/iYlxacSmmFExJ8yMholRguKIEXqDqjAtUUb05LwMVERFRH6fTQbQhCmlxR6sqDfjn+PX2IXF6nV5sbt3shakNLRvQ7XQnHFMTrNGjUu7o1LSCaSz6RJSDGK4IgN4xftBAVajA/XmJiIg0EYF9yIa12wJsACbgm+2DOUFvCGw5Ft5ve9+b5vduy7votDsTvsf4wHhcUnGJNzI1q3AWwxRRHmC4GsOkp1+g6hUoU0GFGKiIiIiSkR5BtDEK55i7IXCZgjHXwLboNrx1wA1TJ99FxI4k3G+cfxwurrjYG5mqK6pjmCLKQwxXY8wpA1UBAxUREVEyIgKn2UF0ZxROr4MG1YB3xr2Dt/E23ln/Dlqt1oTjy3xluKjiIm+q39zwXBjqzPe4IqLsxnA1BkhvXKDqYKAiIiI6HXEE0iZwTjroPdmLD09+iA32Brwj7+Ad9Q5OOieBo33Hl/hKcGH5hV6Yml88H6YaXgl2Isp9DFd5ygtUERvSrtdQwQCMoMFARURE1I/YAqfVgZwUHD9xHJtaNmGTswmbsAmbsRmdiFszJUCRWYQLyi/wwtTC4oXwGTytIhrr+Fcgj0hUdNn0dh2o0AuIIQxURERE/YglcFocWCcs7D6+GxsjG7FJdJjajd0Dji81S/G5ss95BSjOLTkXfsOfgZYTUTZjuMpxsUDltDtw2p2EQIUScLEsERER9IwOp8VB5HgEm49vxsZOHabew3s4iZMDjp8VmoUlFUuwtGwplpYvRV1RHddMEdFpMVzlILHiAlXEDVRKdNn0EsVARUREY550C+yTNj4+9jE2nNiATd16VOpDfAgbdsKxIRXCouJFWDpuKZaWLcX5ZeejKlCVoZYTUS5juMoVNuC06tEpieiiFAxUREREupKfdAm6T3Rj25Ft2NC6ARt7N+I9vIfDODzg+An+CVhWtgxLxy3FkrIlWFC8AAEjkIGWE1G+YbjKEfZBG0opBioiIhrzRPQMjuajzdhwdINeL2VtwlZsRTe6E441YeKcwnOwpGIJllUsw9KypZhUMClDLSeifMdwlSMcy4Eax0BFRERjj4jAarPQ2NyIDcc3YGP7RmxyNuEjfDTg2AqjAkuKl2DpuKVYNm4Zzis9D4VmYQZaTURjEcNVjlA+VvsjIqKxQRxB64lWbGrahA0tG7CxcyP+Xf4dEUQGHFsfqMeS0iVYWrUUyyqWYWbhTL4RSUQZw3BFREREGeVYDvYc24MNzRuwsW0jNnZvRCMaIZCE44pUET5X8DksKV+CpeOX4vzy81HuL89Qq4mIBmK4IiIiolEjImiLtGHLkS1478R7eKftHdxi34KjODrg2CnmFCwp0lP8llYvxbziedyol4iyGv9CERERUVqICLoj3fjg6AfYfGIzNndsxvu972O37B4wKhVAAAv9C/V6qfFLsaR6CSaEJmSo5UREI8NwRURERGdMHIEVsdB4rFEHqfbN2NK7BQ1oQBTRAcdPVBNxXug8TAlOwZfO+hIWVS1Cga8gAy0nIkodhisiIiIaFrEFTpuDvSf24v0T72Nzux6R+gAfoBOdA44fp8bhvOB5OK/4PCwetxiLxi9CTUENLMfCG0ffwNKqpZzuR0R5gX/JiIiIaFASFTgRB5+d+Az/fuLf8X7H+3i/931swRa0oGXA8WEVxrnBc3Fe8XlYNG4RFlctxpSCKazgR0RjAsMVERERAQCkRwep4y3HvRGpLdEt2IItOIzDA44PIID5wflYVLwIiyoWYVHlIswOz4apzAy0nogo8xiuiIiIxhgRAboBJ+Ig0hLBtpPb8O/t/44tlg5S+7F/wH0MGKgP1OupfRWLsWjcIswrnoeAEcjAIyAiyk4MV0RERHlMRCCdAokIulu70dDSoNdIWXpq307shANnwP2m+6d7I1KLKxbjnOJzUOQrysAjICLKHQxXREREeUIcgXToqX1Wq4Vdrbvwfvv72GJvwft4Hw1oQA96Btyv1lerg1S5vpxXch4qAhUZeARERLmN4YqIiChDRARwANiAWALYACxdjc/7OITrbMvGAesAtlnbsEX01L5t2IZ2tA/4P8vMMiwKu2ukyhZhUcki7idFRJQiDFdERERDJOIGm/gwFPf5gIB0uuNsoN9euqdliYXd2I0P8AG2yTZ86P6LIDLg2EJViHOKz8GiskX4XNnnsKh0EaYVTGPlPiKiNGG4IiIicomt1yY5EQfSJrDbbSzuXgxrpwXLtnQYShdTX5Sp9KuzCXSb3Wh0GrHN2YYPoh/gg+gHaOhtQI8MnNoXVEHMDc/FeaXnYVHpIiwqXYS6ojruH0VENIr4F5eIiMYksfqClNOmw5R0DBxGKkRh8m9gAvC5YcgElE8lXucGpNjnp7uu1WrFB5EPsK1tG7ZFtmFr21bs6tgFWwYmumKzGAtKFmBh8UKcU3IOzik5B3VFdfAb/hT2EBERDRfDFRER5b3YRrjS1vdROgeZjxcAjBIDqlhBwoItHVtwXuV5MH2mDlA+AAbOaGpdU08TtrXpALUtsg3b2rZhf9fA8ucAUBWowjnF52BhiQ5SC4sXYlrhNBjKGPH/T0RE6cFwRUREeUV644JUmwOJCKRrkCAV1EHKKDagSpT+GOoLTZZjofVoK1SxgmEMP8yICA52HcTWtq3YGtnqBarm3uakx58VOkuPRMWFqQnBCVwjRUSUIxiuiIgoZ0lPX4By2hw4EQfoTn6sKlA6JLmjUkaJARVIXWixHAu7O3fraX1uiPog8gFarJaBbYHC2UVnJ4SoBcULMC4wLmXtISKi0cdwRUREWU9EgB7oABUXptCb/HhVGBekYiNS/tQFqW67Gw3tDQnT+rZHtqPL6RpwrF/5MSc8xwtR55aci3nhedyQl4goD2VFuHr88cfxd3/3d2hqasI555yDX/ziFzj//POTHvv5z38eb7755oDrr7rqKrzyyisAgK9//et4/vnnE25fsWIFVq9enfrGExFRSonoaXyxAOUFqWjy41WR8gJUbFRK+VIXpDrtTrxz8h1sb9/ujUjt7NgJS6wBxxaZRVhQvCBhal99uB4BI5Cy9hARUfbKeLh64YUXsHLlSjz55JNYsmQJHnvsMaxYsQK7du3C+PHjBxz/0ksvobe3763K48eP45xzzsG1116bcNyVV16JX/3qV97XwWAwfQ+CiCiNYqM20i19lx6B0+XgnI5zYH9iwzEdXanOcCvQGeirShf73FDeMf2/jlW8g4EzLtYw3McmndJXaCIWpAbmFkDpIJUwGlWsdNtT1JaPuz/GB5EPsD2yHR9GPsQHbR/go66Pkh4/zj/OKzARq9g3o3AGTGWmpD1ERJR7Mh6uHnnkEdxyyy24+eabAQBPPvkkXnnlFTz77LP4/ve/P+D4ioqKhK9XrVqFwsLCAeEqGAyipqYmfQ0nIkoBEQF64QWmhADlXoceDLrRbClKdTgZ7k60p+MGsFOFtQG3DRbW4m8DEsufRyT53lEKelpffKGJcOqCVIfVgYb2BnwY+RAfRj7E9sh2bG/fjjarLenxE4MTdZCKq9g3KTSJhSaIiChBRsNVb28vNm/ejDvuuMO7zjAMLF++HOvXrx/S93jmmWdw3XXXoagoce76unXrMH78eJSXl+Oyyy7DAw88gHHjki8U7unpQU9P34aMbW36xTUajSIaHWQeyiiJ/f+WWDAclt1NNcuxEj5Sao31/hURPQLTrQsvoFuHqNgoFHr0bUPKRQpAAEAIUEEFhAAJChp7GjEnPEf/fXAA2IA44n3e/6M4kvR6OP3a4bgXICG4pTzEATqAhQFVotdJqWIFFLmBzGuO09euYRARHOw+iIaIDlKxQLW/a3/Sx+JXftQV1WFu8VzMD89HXVEd2q12fLH6iwM247XFHtrPjgY11v9GpBv7N73Yv+kVm3qd6XPx4bZBiUjGXho+++wzTJw4Ee+++y6WLVvmXf/d734Xb775JjZu3HjK+2/atAlLlizBxo0bE9ZoxUazpk2bhn379uEHP/gBwuEw1q9fD9McOF3jRz/6Ee69994B1//zP/8zCgsH2TySiMY80zYRjAb1pTfY93nc16acfoqYQNDr60WPvwc9gR79Mf4S6EGvr1cHrDRSomA4hr6IAdMxB37uGDDFTDjOcNzb+x3X/zbDMaBEoSvUhUhBBO0F7WgvaEdnsDMlj63b7sbB7oM40HUAB7oP4EDXARzsOohOpzPp8eW+ckwpmIKpBVMxNTQVUwumYmJwIjfiJSKiBJ2dnbj++uvR2tqKkpKSUx6b8WmBZ+KZZ57B/PnzBxS/uO6667zP58+fjwULFmDGjBlYt24d/uzP/mzA97njjjuwcuVK7+u2tjZMnjwZV1xxxWk7MN2i0Shee+01XBS4CIFSLohONcux8Nbxt3DJuEsGvCtNZy6X+1fsuBGmbiSMNnnXJZvOlowfCSNO/T8iCPgNP4owvOpxudq/hSjEOIy85PhIR6PmFc/DvPA8/bF4HqoCVaf9v3K1j3MF+ze92L/pxf5Nr962Xrzd8zYuv/xy+P2ZfdMrNqttKDL6TKisrIRpmmhuTtxMsbm5+bTrpTo6OrBq1Srcd999p/1/pk+fjsrKSuzduzdpuAoGg0kLXvj9/oz/MGN8ysdf3DTyGezfdMrW/vWKKXQIpF3gtDv6624ZtDLdAD5AhZS+BJX3OULouy5F64QGbUKW9m8qtFvtaGxvTCgysT2yHRE7kvT46kA15hfP9y7ziudhdtHsMx6Nyuc+zgbs3/Ri/6YX+zc9HKXngWfD+fhw/v+MPhMCgQAWLVqEtWvX4uqrrwYAOI6DtWvX4vbbbz/lfX/729+ip6cHf/mXf3na/+fTTz/F8ePHUVtbm4pmE1GOEXGLQ7S7IarD0Z93yKnX8JgDg1NCaAqltuT3WCYiONh1MDFEtW/HR50fJR2NCqgA6sJ1CSFqXngexgcHVpklIiIaLRmP2StXrsRNN92ExYsX4/zzz8djjz2Gjo4Or3rg1772NUycOBEPPvhgwv2eeeYZXH311QOKVLS3t+Pee+/FV77yFdTU1GDfvn347ne/i5kzZ2LFihWj9riIaPR5G82294Unp93RIWqwKXyGu09SWMEIG/rz2OiTb/RKko8l7Vb7wEp9pxiNqgnWYF54HhYUL8C84nmYXzwfZxedzbVRRESUdTIerr761a/i6NGjuPvuu9HU1ISFCxdi9erVqK6uBgB8/PHHMIzEKnm7du3C22+/jVdffXXA9zNNEx988AGef/55tLS0YMKECbjiiitw//33c68rojwRK1+eNEQNVrRJJQlRYQVVoBig0iTqRLG3cy8a2xvREGlAQ3sDGtsbTzsaFR+ihro2ioiIKBtkPFwBwO233z7oNMB169YNuG727NkYrMhhQUEB1qxZk8rmEVEGSW9fcPLWRbWfJkQVuiGqyN0bKRaiDIaodIhtvtsQ0eGpob0BjZFG7OrYhV7pTXqfmmCNntIX7pvWx9EoIiLKdVkRroiIJNpvPZT7OZKfmwPoC1GqyB2NCit9HUNU2hzpOYLG9kY0tjdie2Q7GtsbsaN9x6BT+sJmGHPCczAnPAdzi+diTngOR6OIiChvMVwR0agSa5AQ1TP4fVSBSpzSFwtRaa7CN5ZFrAh2tO9AQ3uDNyLV2N6II71Hkh4fK3c+p9gNUuG5mFs8F5NDk2EoboBORERjA8MVURYTR09/k6guDS7RU0yHG4pRziKOOKhuqYbdYsPpcHSI6j7FHULwpvIlrItiiEqbHqcHuzt2ozGip/PF1kUd7DqY9HgFhemF073RqHnF8zAnPAczC2dySh8REY15DFdEoyBpSHI/xgJTstvOKEhlidmYDXH/eYJIWA/lfc6y5mlji40DnQcSAlRjpBF7OvfAkuRPtNpgrTcCFQtT9eF6FJqFo9x6IiKi3MBwRTQMQwpJvSkebQJ0SXCfAvzux3RkkOQ1Ys7wWwqOR49jXNk4mMVmX4jyM0Sli4jgcM9hr7BEbErfjvYd6HK6kt6nzFeWsCZqblh/rAhUjHLriYiIchvDFY1pEhUUdxTDUQ5sy+4LSXGhKOUhya/6PvoTPya7Dj7kbIEGy7Gw/eh2XFZ1GXevT4OT0ZO6tHn3R9jZsdNbF3UieiLp8SEjhLpwHeaF5yUUmZgQnMBy9ERERCnAsx0aMyQqcNocSMT92CaQLsG5OBeO+2/I+ocjX36HJMqsk9GT2NG+I+HS2N6I5t7mpMebysSswllegJpTPAfzwvMwrXAaTGWOcuuJiIjGDoYryksSFTgRHaDig1Qy3f5uhEIhGAFjQFhiSKLRdDJ6Ejvbd3rT+GKjUU09TYPep8pfhfNKz/MKS8wNz8XZRWcjZIZGseVEREQEMFxRHhCrL0DFRqakM3mQUgUKqkTBKDGgihWcsINNLZs4bY1GVUu0xRt92tm+Ezs6dpw2RE0OTUZ9uB5zwnNQF65DfVE9ZhbOxHsn3+Pzl4goE9KwVplyH1+NKaeIJd60Pm9EarAgFYoLUrGP/QopiMO/jJQ+LdGWhJGoHR16St/hnsOD3mdyaDLqwnVeZb76onrUhetQ7CsecKzl5EE5SSKiXGDri1gCsQRKFET0OYT0CsDJAuRiuKKslRCk3Cl+0jFIGAoBRonRF6SKDagAp+7R6GiNtvaNRHXs9D4/VYiaFJrkhaf6sL7UhetQ4isZxZYTEVECB16IguV+DQAG9LKAgIJRqs8xxBRgD4BefbwqSlM1X8opDFeUFcROMiI1WJAK9gtSJQxSNDpao63eOqj44hKf9Xw26H0mhiaivqi+bySKIYqIKPMEuiKwJX2jUhBdOTW27jqs9CyY2BrsABL2Y3RsnbzMSSbUUQVpE6iwAlg3aExjuKJRN+IgVewGqSCDFKVXfIja2d43EjWUEBULULG1UQxRREQZJNDByZa+MAX0hShTAYV6KYERMLwCVvBjyFtUGCUGfAU+WM0WnBYHRqEBBNL3kCi7MVxRWoktkPZ+BSc6JPki0ECSESkGKUqjE70nvGl8uzp2ecUlDnUfGvQ+E4ITEkah6sP1qCuqQ6m/dBRbTkREAyRZFwUFwHBHnAoBI2ToEBWIC1EpqACsQgq+ST7YIRvOUQeIAqqQ0wTHIoYrSimn04FzfOhBKhaijGIDKsS/QJR6IoIjvUe84LSzfSd2dezCjvYdONJ7ZND7TQhOSAhQc8JzMLtoNsr8ZaPXeCIiGihuXZRYAuW45w/910UFFVQgblsVM73nGcpUMMebMIIG7GZbTxMsVrpdNGYwXNEZk16B3WTDbrIhrUmSlL9fkCoxgODQh9uJhkJEcKj7EHZ27BwQpE5ETwx6v1h1vlhVvrqiOtSF6xiiiIgybbB1UYZe16T8CkbY6FsX5Y5Gxa+LGm1KKagyvVbLarLgtDowivQ+mjQ2MFzRiIglcI44sJtsOCechNEpo9yAKmOQovRwxMHBroPeVL7YZru72nchYkeS3kdBYXrhdMwumu1N46sL12F20WyEfeFRfgRERDSAA0h0GOuiAtC3Zen5RcI0wWPuNMECThMcCxiuaMjEETjHHdiH3fnETt9tqkTBrDFh1phcJ0UpYTkWPur6SIen9p3eiNTujt3ocrqS3senfJhZODNhBKquqA6zimahwCwY5UdARERJxY1ISVQvH1CGSlwXFexXXCIF66JGm/IpmNUmjJABq8mCRNxpgrn3UGgYGK7olEQE0uJO+2u2gWjfbapAwag1YNaYesibaAR6nB7s7djrFZaIBak9HXsQlWjS+wSNIM4uPFuHJ3dK3+zwbMwonIGAwRJNRERZxXZHpaLoe2PW707rKzVghNwCE8HMTulLh9g0QX/Qz2mCYwTDFSXlRBxvHRW6424IoG+EqkRl7XA8ZZ9OuxO7OnZhV/subz3Uzvad+KjrI9hiJ71PkVmE2UWzE0ai6ovqMbVwKkzFjUSIiLJObFQqNsVP9Bop5VdACWAU9hWaQCB7p/WlmipQ8E32wT5iwznuAJY7TZDyDsMVeaQrrjBFe9wiKhMwxhswa029nioHh+Zp9LRGW3VZ846daIw04t2T7+Kbu76Jg10HIUlLRwKlvtIBU/nqw/WYFJoEQ3FUlIgoK8X2kIrqqn1w4tZJBRVUudKjUkE3SKW5Wl+2Uz6lz6VCht4Tq82BUWxwmmCeYbga46RXYDe7gaol7sRXAUalG6gqjTH/B5ESiQiO9h71CkrE9oja2bETh3sOD3q/Sn9lwlS+WFGJ2mDtmHn3kogoZzlIGJUC0Fe1r8zQywWCupBVNhebyCSlFFRFv2mCYYNn5HmEP8oxSGyBc9QtTHE8sdKfKncLU1SbegifxrT+5c1jH3d17MLx6PFB71cbrEV9uB6zCmcBAlxdczXmFM9BVaBqFFtPREQjlqzohHJLnRcoqCIdpLxRKc5qGRZVpOA7ywe72a26HAT3+8wTDFdjhDgC54RbOv2Io/eLcKmwHqY2a0z+Yo9Rttg40HkgITztaN+B3R27T1nefGrBVMwOz/YKStQV6ZGoUn8pAF3x742jb+DC8gvhM/jnhogoa7mb8iKKvnOE2Ia8JXFFJ0L5V3QiU5RfwZygz73sozaciDuKxe7NaTzbyWMiAmmNq/TX23ebCsVV+gtzTctY0ev0Ym/nXq+YRGx/qN2du9Hj9CS9T6y8ef/CErOKZqHQLBzlR0BERGfsVKXQw4BRpIOUV8GP0/vSRhkKZmVcufZWgQornqHnMP7o8pDT4U75a3IgXXFz/vyAWW3CrDWhSlnpL591WB3Y3bl7wFS+fZ37Bq3MFzJCOLvobNSH63WQckPUjMIZ8BusGUtElLNsvcbaK4WuoEel3LVSCdP7OCqVESqspwlaRyzICdEjhNw3NCcxXOUJ6XYLUxy2IZG4QGW4lf5qTBjjWOkv37REWxKKSsQ+Huw6OOh9SnwlA0ah6orqcFbBWSxvTkSULxx4lX+lS/QoVClgFLil0IPu+im+0Zo1VEDBN8EHO6iXcEivO4rFH1FOYbjKYRIVvV9Ck6MXQ8YowBjnBqrxrPSX62KV+eI32Y0Fqebe5kHvVxWoGhCiZhfNxoTgBL6YEhHlK9FhClF3H6UuwDfNB1+Bj+cDOUAZCr4qH5yQXicvrQJVrAC+95kzGK5yjNgC55hbmOKY07fTOQBV6hamqDb1O1SUU0QEn/V85k3liw9Sp6rMNzE0UReUiAUpN0RVBipHsfVERJRRAkiPQLoFRoEBs9oEwgBOutX9GKxyilGs171ZzRacFgdGgQEEMt0qGgqGq1wggLQJooeisI/YfXtLQJfyNGtNGDWG/sWjrOeIg4+7PvbWQu3o6AtRbVZb0vsoKEwrmDZgFGp2eDZKfCWj/AiIiCir9ALSKUAQ+k3Wcr2dirIZqHKZCir4Jvpgh9xKz1FAFXKaYLZjuMpi4gh63ujBkh1LIJbAjtVGDULvRVVrQoVZmCJbWY6F/V37+/aIcoPU7o7d6LQ7k97HVCZmFs5MWAtVF67D2UVno8AsGOVHQEREWc0CpEMAn7u+upxbquQbZSr4xvvgBN1pgm3uNEG+n561GK6ymDIU7E9tBK0gYLqBqsaEKmegyibJypvvbN+J3R270Su9Se8TUAGcXXS2F6Dqw3qfqJmFMxEwOO5PRESn4OjKwEoUVJmCb5wPqojnBfnMKNWFSKwmC06rA6PIAFjINysxXGW5wEUBbN64GfMq58Ffwd+iTOqyu7C7Y7c3ArWrfRd2duzE3s69g5Y3LzQLdXnzonpvPVR9UT2mFkzlprpERDQ84k7/swCjxIBZYUIV8w3XsUKFFHyT3GmCx5y+oiX88WcVnt1lOd90H47vPM4S6qMoYkWwq2NXwlS+Xe27sL9rPwSS9D7x5c1jQao+XI/JockwFMfuiYjoDIjeckV6BEaRAXOCG6pYpGLMUT4Fs1pvOsxpgtmJ4YrGrNZoK7ZHtuO146/htROv6UDVsROfdn866H0q/BXeJrv14XpvTRTLmxMRUTpIj0C6BEbQgDHRgFlmcqPfMU4pPR1UBd1qgpwmmFUYrijvtVlt2Nm+E43tjdjRvgM72negsb0Rn/V8Nuh9qgPVXoiKjULVFdWhKlDFEEVEROkXdacA+gGz2tRTALnNCsVRBe40waA7TdBypwlSRjFcUd6IWBEvPMUC1I6OHTjUfWjQ+0wMTkRVoAoXll+I+nC9F6gqAhWj2HIiIiKX7RarUApGhQFznMkTZhqU8imYNXqaoNVs9U0T5FMmYxiuKOe0W+3eJrteiGrfgU+6Pxn0PrXBWswJz/EC1JzwHNQV1aHILMIbR9/AZVWXscAEERFljuOOVDl6A1lfpQ8oAmdL0GkppaDKFfxBP6sJZgGeTVLW6rA6sKtjV1+I6tAh6mDXwUHvUx2oHhiiwnUo95cnPd5yrKTXExERjYpYsYpet1jFOBOqRLGQFQ2bKlTwneWD3WzDOcFpgpnCcEUZ12V3JR2JOth1cNDqfOMD45OORHE6HxER5QRxi1V0C4wCA76JPqhSxWIVdEaUT8Gc4E4TPGLBaXNgFBucJjiKGK5o1HTb3d5IVHxxiVOVOK8KVKG+qD4hRNWH6zEuMG6UW09ERJQiUUA6BAgCZq0Js9yE8vPsl1JDKQU1rt80wbDBs/5Rwm6mlOu2u7G7Y7cOTx19BSY+6vwIDpyk96n0V3oBqi5c54WoqkDVKLeeiIgoTSx3XZUBGJXuFMAQQ1W2EBFAADhI+ChOv+vd94MdW5/TiC2AmYkWn5oKK/im+HShixM6zPP5ln4MVzRijjj4uOtjfNj+IRoiDWhob8D2yHbs7dwLW+yk94ntE1Ufrkd9Ud9I1Pjg+FFuPRER0Shx3JEqAKpUwTfOB1XEk9x08gJRLBQ5ycOTKIGSuJ+F4RYRMfTnUIAKuBs2mwB8gDL0mjhxBNgLSEQgpZKVUzqVX8E3wQc7ZMM54kAiAhVmNcF0YriiITkZPYmGSAO2t2/H9sh2NLQ3oCHSgHa7PenxZb6yAVP56sP1qA5Us/IRERGNDQJIlwBRQBUrPVJVrPg6OAxJA5HIgNElCHRgiK0yUDoEQaEvJJnumjYTgKm/huEeFwtT8V+79x3s52VEDf2x3IC0ia7umIXTO5Wh4Kv0wQk6sA/ZkA43YFFaMFxRgl6nF7s7dicEqe3t2wfdKyqgAqgL12Fe8TzMC8/D3OK5mBuei9pgLV88iIhobIpVAOwRGIUGzBq3AqDJ18X+xBHABsTSH2EDAtHnELGg1G80SSkFBHTxBhhIGE1KGpLi75cGZqUJw2/AOe4AhcjazZ6NYgOYCFifWpBOgSrMznbmOoarMUpEcKjnkB6FcoNUQ6QBuzp2ISrRpPc5K3QW5hXrADU/PB9zi+diZuFM+A1upEBERAQA6AWcTgcqqKu2meVmVk4XywSxRa87iwUpd7RJmQrKr6AKlQ4m/YJR/5AElV37fylDwawyARNwjul1WNkcsHy1Ph2wuoVrsNKA4WoMiFgRNLY36lEod0rf9sh2tFgtSY8v8ZV4o1CxEak54Tko9ZeObsOJiIhyRdQtVuEDzGo3VAXH5olrwmiUpb9WcEfufIARMoACwPDrCnbKr6/PpsA0XEopmBW6qoVzzAGc7C0eYZQZMC0TdpOtw2og0y3KLwxXecRyLOzr3JewLmp7ZDsOdB1IerypTMwumo25YR2i5obnYn7xfEwKTcrpP3BERESjxgacDkeXv65Q8FX4xsx0K5G4qXxukAKgR5Z8en2TKlJQQffzWIjK0+mRsYClTAX7iA0RvYdZNjLGGRBH4DTp5y44CSllGK5yVHNPc0KA2t6+HTvad6DH6Ul6fG2w1huFigWp2eHZCBrBUW45ERFRHhC3AqCjp1qZ40yocP4WqxDHHYWyBxmNKjCAkDsa5XfXQ+X4aNRIKKVglplQhoLdbMPpdGAUZl/AUkrBrDQBG7CP2NwHK4XYjVmuM9qJvZ178Wnbp9jZtNNbH3W092jS4wvNQswNz/VGoWIFJrjpLhERUQrEF6soMmBWusUqjPwIEd5oVFyQAqDXPsXWRoX12ijld6vv+ZE3jz9VjBIDUDq4OB0OjKIsDFiGgjnehNgC57ij25x9zcw5DFdZ7tynz8X+lv0DrldQmFk4U6+LctdHzS+ej6kFU2Eo/mYQERGlhEBPe7PddUS9AiNkwJxowigzcrpYhTca5RaYEEdX6VNGv9GoQNzaKHPsjUaNlFGsw4rdbMOJOFk5sqlMBV+ND5ZlwWl1YJQa3APrDDFcZbn6ynocjxzHwqKFWFC+wFsfVR+uR6FZmOnmERER5QcHiWuHnLiS4LE9kUJ6rYpZZmZtNbhkRKSvuET/0Sh3LZQqjhuNiq2N4mjUGTOKDKBWByyJCFCcfeFU+fRGw5ZYkDaBKuEmw2eC4SrL/eY//QZvvPoGvhD6AgJlLOdCREQ0Yv1HoSyBEvcsMrZfkk/pzWCDCobf8IIG/LlViEEcgdOhy4JLRHRFOFOf7KugG6D8fYUnKH2MAgOocQNWmwAlWRiwAkqXaLctSLu7yXB2NTFnMFxluQJ/Qdb9AhIREWW1oYxCBQGj1EgcrfEj54swiCOQbgGi8ErB+yb54Av5dJjK4ceWy4yQAVWjYB2x4LQ5MIqNrBsZVCF3BOsTN2AVZ1f7cgXDFREREeWeoY5CFeqTxlwehRoKEYF0CdALqEK3ElwQwAd65ET58+vx5iIVVPBV+2AfsWG32TBKsjBgFSr4JvoQ/TQK6ZQxs61AKjFcERERUfYaw6NQQyHijlT1AqpAhyoV1iXSVTS/H3suUgEFs8YEDMBpdfQarCwL+irsFrk4ZEG6BKogu9qX7RiuiIiIKLMEfcUWBhuFMsfOKNRQeKGqx+2TGgNGOLerF44VyqdLoEMBTosDhJF1PzejzIDP9sE6bEF6xJtiSqfHcEVERESpJ+7F0R/F0Rvuxi4ioq8DIO0C8YmeIjWGR6GGQkTvsYVuHapUtYJZYmbdyTmdmhewDMA54egiKlk2dVNVKBi2AafJ0W9y+DPdotzAcEVERAR4a3jg9I2gOJautuZEHDiGo0/uDegqWu7FWzNhoG8Dzuw6R0qNwcJSbO2T6NEmgUAhrk8U+vZG8qFvLZTPvf0A4Jvigz/oH7OjUEMhokeppFv6QlWxmXUn5DR0ylQwq9wRrOOOHpnNohL/Srntc/RmyEaRweQwBOwiIiIaG2LhIL4IgiNQjupbw2NABwG3EILpN4FPALPShCmmd79YCIPTb0Qm7v8R6FEZBf39oTB4OIt9HX/baPXHEMJS7HF47TPgbTQbH5aUz92ANtaPZt/nMAYGJ7EFOABvjRAlJz0Cp8uBETRgjDf0SBVDVV5QhhtgTMA5pv+IZGXAsgD7uK03RjYz3arsxnBFRJQr+p8M2+6Uqm6BmNJ3kj6aJ+jZJj48OdAFEMQNCuh30l8IGAF3+llsrx83LHgjLTZ0uKo24TMTXzJFEqe5eSNf/abAiSN9P6+4dUVeoQZbEn6u3gVIGAUSiA4osccRGyUz3LbGfvaCkYWl2MiSib5NZIcZlii1vFAVMGCON/VIVRadeFNqKKVgVujE4hxzAEdP+cwWytRFOMQROCcdGKXG2Hx9GSKGKyKiTImdUMePHLjXxU6MY6MeA6ZZxU6yod/5VI7qCxSx74u+k3PvxNzoO6FOCGOx75vtYo8tLkCJHVf8IDYFzXA3SA0rIAAYPj2dxSuCEDvmDMSq1SV7F1cNsTP7r0OKD0L9v/ZG2+JHz+LDXNzP3QtLJrzAaPiNgWHJiHsMRtz9KKOkV+B0uqGqytQjVQxVeS0WsJSpYB+xISJ68+EsoXzuJsOOBWkTqBJuMjwYhisiolQY4hQrfagblmKjSyb6wk7sRDgWBkzlnQB7owaxkQMBsBUwZ5jwKZ8XOrwRE0u8oOaNmsTKWcePmNh97U8YKVF95a4TpoKle3QsWXhy4kJmfPW4AsAIGt7Ik/LFFT/IgVEVL+j0v36o4Uz6BepYuGJYyknSq/eqUj5dUt0sMVmlbQxRSsEsM6EMBbvZ1gG7MIsClt8NWJYFibibDPPpOQDDFRFRMsMdVYpfM9NvilXCqEEsrBhJRg3M4Z0IK9sduVLuehUTCdWcTnWCLpI4NS22/sgLNiJeEEsIZJYkjrLEBTJvdCx+XVGyQAYMKBwhdr/RudioStCduhdyH2N8MQRWj+t7PlFOk6joDVtNBaPCgFnKUDWWGSV62p19xIbT4ehCEllCBfUmw9YnFpx2R6/BogQMV0Q0dsQXNOhfFtqR5GEpflTJHRExfIY3khQbTRowqpTl61G88Bd/3WneghQnSTGHuNEliHuSGAtjVuIxXmCNBa24whFGwIDhNwaGpyzuQ6IzlRCqyg0YpQaMEE9WCTq0GNAjWBFHF33JkjeTVIGCb4IP0U+jkA6BKsqOdmULhiuibCZxH+Mv/SuLjXVxo0wDCgnEjzDFFv2bce/4h+BNJVOmO60sfi1KXGDKlhe2TPGmsI1kdCw2IuZIQklu9iuNRWKJPik1FYwyN1Rl0foayg5GkQHU6BEsiQhQnD1/L1XYnSJ4yNJTWQuyo13ZICt+kx9//HFMnToVoVAIS5YswaZNmwY99rnnntNTYOIuoVAo4RgRwd13343a2loUFBRg+fLl2LNnT7ofBo0l8etrbOh36KPupVdXeJJuPXdeuvQ7k9IheqPMiOg9c9ocOK0OpFW8i9Pa77qIe+lwv0e36Dn5Pe7XkcT7JnyfiNN331g7egToddvpjip4AS4bxdYDRd0+7dKPx4k4iY854vZHVK/NUT4FVahglpvw1fpgTjThP8sP/zQ//NP1xTfTB99MH/xT/fBN8sFX7YNZaeoTnWIDqkjpqWixSnJZ8oKWS5Ry+y7g9mWR0n0bdr9mv9IYI5bAaXMgXQKj1IA5yYRZbTJY0aCMQgNmjQkVUpA20W9aZQmj1ICvxqenj/dkT7syLeMjVy+88AJWrlyJJ598EkuWLMFjjz2GFStWYNeuXRg/fnzS+5SUlGDXrl3e1/1fnH/605/i5z//OZ5//nlMmzYNd911F1asWIHGxsYBQYzGMIEOGIAOIO6/WHBKKH/s8qaL9V2hxY8gqYEljuMv3rv/sWljsSJn8XvduJeEzUnjb4sLd8kKJ8SXevbWyMRKUsdXFTvTss8jLWwQX7I6rqiCOP02IY2bmucVe/C765f8cVPyfHFrl2JT8njSTkRZQiz95hCgp3sZZQZUAd9coKExQgZUjYJ1xILTptc5nWm101RR5QqGbcBpcgbMbBirMh6uHnnkEdxyyy24+eabAQBPPvkkXnnlFTz77LP4/ve/n/Q+SinU1NQkvU1E8Nhjj+GHP/whvvzlLwMA/vEf/xHV1dX4wx/+gOuuuy49D4Syn6PntyMKfWIPQHzufi/FyltHk1CiGv2qecUW6PcPF8DAADRKJ/jDqioWX6QhWdnn2HS64ZR9PkVAc0SXLnMijhdeBw1NhXGhKb46Xlxo4vobIsolYutRdYgbqkoNqEKGKho+FVTwVftgH7Fht9kwSrIjYCmlK1vCBpxmvTYs8+kiszL68Ht7e7F582bccccd3nWGYWD58uVYv379oPdrb2/HlClT4DgOzjvvPPzkJz/B3LlzAQD79+9HU1MTli9f7h1fWlqKJUuWYP369QxXY4kVt7je0SfxyqeAsJ7HrILuH4APoaeFmfn91yBhk9H+t51J2ee4QNY/fDlRR2/AWmnCDJiJxR9ilfRSsN8QEVE2EdsdqXIAI+yOVDFU0RlSAQWz2gQMwGl19BqsLHjTUSkFc7wOWPYxWxfjGMNVTDN6Nnns2DHYto3q6uqE66urq7Fz586k95k9ezaeffZZLFiwAK2trXj44YdxwQUXoKGhAZMmTUJTU5P3Pfp/z9ht/fX09KCnp8f7uq2tDQAQjUYRjUZH/PhSIfb/W2LBcDgne1CxERhLr0kC3DAVUFAlev0NAoAE9f4hjrsZjG3rISzLtjLV8twUq6J3mj+eYgvwCSCVAsd0BjkI3kgiDU/secvnb/qwj9Mr3/pXHHekytFv4hmlBpxCB6LEm4Y+mmLnEJk+l8lXmepfKRfYjg2nxa0i6Mt8wALc1/qoA6vF8qodnglL9C9NNjx/h9OGnHurftmyZVi2bJn39QUXXID6+no89dRTuP/++0f0PR988EHce++9A65/9dVXUVhYOOK2ptLbvW8DRzPdihzUBaD19Ie9sfWNtDdlLGP/phf7N/3Yx+nF/k2v1157LdNNyGvs3ySOp+5bZUP/dnZ2DvnYjIaryspKmKaJ5ubmhOubm5sHXVPVn9/vx7nnnou9e/cCgHe/5uZm1NbWJnzPhQsXJv0ed9xxB1auXOl93dbWhsmTJ+OKK65ASUnJcB5SykWjUbz22mu4KHARAqWBjLYlo2Kbl0bjSjn79RxkVeSOUAX16NRwpl1YtoU3tr6ByxZelvfTAjOB/Zte7N/0Yx+nV673rzju9D8LUEVKb/5bqLJmqnPsHOLyyy+H389KA6mW6f4VR2Aft+GccPTzLpAdzzvpEdiHbL2HW3G/QmDD0NvWi7d73s6K529sVttQZPQvWSAQwKJFi7B27VpcffXVAADHcbB27VrcfvvtQ/oetm3jww8/xFVXXQUAmDZtGmpqarB27VovTLW1tWHjxo3467/+66TfIxgMIhgMDrje7/dn/IcZ41M++Izce+EZEbeKn1i6tDbEneLnV0CZLktqBI2+/YlSwGf64Dez42edj9i/6cX+TT/2cXrlWv+Ko7fGQBR624cyU0/PypJQ1V82nc/ko0z2r9QK7KAN55ij92rMhoBVCMgkgfWpBafTgRE2RhSwHKWXE2TD83c4/3/Gz9ZXrlyJm266CYsXL8b555+Pxx57DB0dHV71wK997WuYOHEiHnzwQQDAfffdh6VLl2LmzJloaWnB3/3d3+HgwYP4q7/6KwB61OKb3/wmHnjgAcyaNcsrxT5hwgQvwFGWEegRqWjcnHSfXrgZ261eBRUQzI6Fm0RENPbECvrE9gtUhbpKmgorvjZRxiilYFboBdDOMUcX8Apl/vmoCtxNhj+19IbZ4cy3abRkPFx99atfxdGjR3H33XejqakJCxcuxOrVq72CFB9//DEMo29F3MmTJ3HLLbegqakJ5eXlWLRoEd59913MmTPHO+a73/0uOjo68I1vfAMtLS246KKLsHr1au5xlS3suJLoDvS7GX79i6iKFIxgXJhiZSUiIhol4sTtERi3XyAAb5sOFWCoouwSC1jKVLCP2BCRrNiYWoUVzAkmrEMWpEugCsbG70vGwxUA3H777YNOA1y3bl3C148++igeffTRU34/pRTuu+8+3HfffalqIo1UrIpfNMkUvxJ3il/I0EHKPzZ+6YiIKDO8LSPsxCDl7RUf2+jd1LMnVEC/XsU2Klemu96XoYqyjFLu9FRDwW629XS8wswHLKPEgM/26YDVLVkxqpZuWRGuKM9E40amAO9FyigxYBQYfYUnsqR0KBER5QdvL7748ORulB7bwDy2cbnyKf1OegB9m8ib6AtSWbp+iuhUjBK9vsk+YsPpcGAUZUHAKjdg2Aacw44uz57n9dkYrig1bEC69eiU8iuokIKqcKf4hdwwxRcqIsox4ughDRE5zZE0WhJCk9Nv6h7cUSU3HKkCd4q5T3mbl3u3c/SJ8lRsjym72YYTcffCyvAyC3Oc3mTYaXa8is/5iuGKRk50oEIv9FSKAr1DtxE2uF6KaBTETvjFkdNu6EwDieOOcsTW17ifx5+oe33c1m8jbAN6vWhsGpmBvovi378z4f1c7LifS/xG44YbjAzoyrEBPa28f3iCyZ8DjV1GkQHU6BEsiQhQnNnfB6UUzCodsOyjtg6Aefq6xXBFw+NW9nO6HSjRe0up8Qpm2AQKOTpFNBLeVCaB9zHZdeg3eOKNqnQIHMPR94M7/Sn+RL/fyf9Y+D311tbEwlOSEQ6vb9xRjPgpy7ETdBEBdgO+ye52GO5oiVjibRkRG0VBFPpnYAsk/ocVF8QSwlgsnOVxABCRvudu7LkM/VFE4Fj6CqfNgW3Y3nPX+7n4Vd/ap/7hyZfffUd0poxCN2A125A2AUoyHLAMBbPahDgC57ijpzBmftZiyjFc0dBYuvysREWvnyo3YBabegNfrp0iAuCewMefREry6yDQJ9ax8+/YSb5C4gl3bG2iAX0iaaiEoCS2AHvcE3/lSxiFEds9+Y/Gnfz36hNa74Q3JseCmBc849fWxD5Hv7U1JvpGOPxxIxyxkQ2z75hkJx1GVL/yGwUGDH/ys4BTtsdxfxZR9G2GfqogFhfCvP6PD2ajcGI0IBDFPX8Fkvg8jr8k4z6nlUp8fgNuoHWfX8Y4A/6QP/Hn4svO5x9RLjFCBlSNgnXEgtPmwCg2Mvp7pUwFX40PlmVB2gSqZOSbDGcrhisaXNx+HjD07vO+Gp8OVME8+00gciWcWMaNHHnXx18XO5EHvBeHhJNh5Z5Axp3Me6MkKkmIiT+xHsLUMu/EPzj4ib/3mGLlpeNHcLI0iA0ohx1rq/T1d2xaGAx4Fd3gdwsTGEgMTmmeHqZU3M/Xj77nRLLHNpIgFgvqQw1iseDuXhJGQYHEcJT0AWFgIIq/LhD3s4/vX6PvY0KQUsmvV0rpx7oN8FX4TvkcJqKRU0EFX7UP9hEbdpsNo9TI7AiWT8E3wQfLyc+AxXBFiQSQXgF69JcqpKBq3Gl/BZyCES/hpDPZxySfC2TgbcmOR7/7YOAJW7LpX94JyzBP0vOZN3IUH4r6X9f/JLN/P8ZCkq/fiEeyKV6GGhhAMkwp5f21P9WJPzBKQQxIDBbx65xU3PGxaWF+94Q+LqgmjDhlQR8PVUqCWL+fhTc9MX5tUv9A5EdCIPWq4SV5rif8LUl2HRHlHBVwp+TZAukUqKLM/i6rgBuwPrXgRPSIWr4ELIYr0qLQ1f5sgQoqGBWGHjouyt9NEsURPTIHwIk43poV73aIPpE41bu77seEE474d3rjj0PciZUa/IQm4YQ8/uQo/ntL34lW/JoPsdyT29jJsXtyFgtoogRKEsNAwpS0LF8HMmAdkpPkuv4/rySPL37fmtgajgGjMP1HlrKwP9JhNIIYFE65zilhxCmHglOqjTiICRL+rozlPiSiPsqvYI5zN/V1qztntD0hBV+tDljSLlDF+fG3iuFqLHPQVz7dVFBhBV+pO+0vkB9P8Hix6TYSdU9C4t5FN8r1tKqEaTDAgK+TBqdk4af/8eh3XJokTF1zMGBkwAtksXe846txOehbB+JIX5W0+BGyZO9qjzCQJZ1mlyw89Zt6l3TaXfA0QSlZcKIzNtIgBoClsFMsIYgREQ1CFel18/bxzE8PjLXHnGDqgNUpUIW5/7rAcDXWiLuOqgf6JDOkYFQaetpfKL9OOsXSwREWAAfeAunYZsYIQJ+kNwC+cT74/Ln/65AwGobTn/DGDBbC4qfRJQSy+ClISQJZjOO4lcCSjAwCGBDSlBoYlPqHo1wouEADxQcxIiLKDKUUzHIT0pUd0wMBwCg2+kawukXvj5rD+FI3VsTKpztuSdsqBbPYXUeVB+8ex94Vl143AIg7ghHQI3JGyNCjcf02M1bR3H/sqeAFltjXQwhlCdOQBhkls3ttYA9glBp6Q+nTjSqNwugeERHRWJZt0wMBwCgzYNom7MO2Ph8IZLpFI8dwlc/suGl/fgWjxIBZ4pZPz4JfpDMhEreWI6qvUz43TJUqfSIfC1M8WU+L/tOQkgUyX1T/ifFV5cfIIBERUT7ItumBAGBUGBBb4DQ5WdGekeLZTr4RHai88ukFCuZ4E0bYAIK5GzTEiQtTlr7O21yyLC5M+XP3MRIRERGNhmycHqiUgllpAjZgH7ETN33PIQxX+UDQN+1P9JoVNd4tn16Ym2tSxHGLT1gCsXTVPuXT0/tQgL5pfj6GKSIiIqLhysbpgcrQgwJiC+Szwco1ZzeGq1xm6eIUEhWogB7eNYvdaX++zP+CDIc4erTNKyvulss2Cg2oAjcwBnLvcRERERFlq2ycHqhMBV+ND9HOKNCS6dYMH8NVrnHcan+xaX9FetdtFXarrOWIZGXRlV/BCLthKuAGqjwotkFERESUjbJxeiCg19Gb402GK0ofsQTSpodHVUhB1SiYRe60vyx4l+F0vLLobtluryx6qaGn+gWgAxXDFBEREdGoUX4Fs8KE9Vn2TA8EAPgz3YCRYbjKEcqnYFQYMIoNPe0vi0NIQiW/YZRFJyIiIqLRp8LZNz0wVzFc5QjfZB98Fdn94xJLdKVCm2XRiYiIiHJFtk4PzEXZfbZOfbJ0aFQc8fbSMkwDRpGh102FWBadiIiIKFdk7fTAHMNwRcMm4lb26xZd1S/kViosMjk6RURERJSjOD3wzDFc0ZAlTPsLuGvAitzqflw7RURERJTTOD3wzDFc0SkNOu2vkHtOEREREeWbhOmBlvB8b5gYrmgATvsjIiIiGru86YEnbBglnB44HAxX5OG0PyIiIiLi9MCRY7ga4zjtj4iIiIj64/TAkWG4GoM47Y+IiIiITofTA4eP4WoM4bQ/IiIiIhoqTg8cPoarPMdpf0REREQ0UpweODwMV3mI0/6IiIiIKFU4PXDoGK7yiEQF0sNpf0RERESUOpweOHQMVznOm/bXKzB8nPZHRERERKnH6YFDw3CVgzjtj4iIiIhGmzc98LgNo5TTA5NhuMohnPZHRERERJnC6YGnx3CVK3oAKHDaHxERERFlDKcHnhrDVY4wqg34Sn2c9kdEREREGcXpgYMzMt0AGhpfuQ8qqPjkJSIiIqKMik0PNAoNSKdkujlZheGKiIiIiIiGJTY9EDYgFgNWDMMVERERERENW2x6oNPu6GrWxHBFRERERETD500PLOD0wBiGKyIiIiIiGhHlVzDHcXpgDMMVERERERGNGKcH9mG4IiIiIiKiEeP0wD4MV0REREREdEY4PVBjuCIiIiIiojOmwgpG2dieHshwRUREREREZ0wpvffVWJ4eyHBFREREREQpMdanBzJcERERERFRyozl6YEMV0RERERElDJjeXogwxUREREREaXUWJ0eyHBFREREREQpNxanBzJcERERERFRyo3F6YEMV0RERERElBZjbXogwxUREREREaXNWJoeyHBFRERERERpkzA9sIvhioiIiIiIaMS86YFWfk8PZLgiIiIiIqK0GwvTAxmuiIiIiIgo7cbC9ECGKyIiIiIiGhX5Pj2Q4YqIiIiIiEZNPk8PZLgiIiIiIqJRk8/TAxmuiIiIiIhoVOXr9ECGKyIiIiIiGnX5OD2Q4YqIiIiIiEZdPk4PZLgiIiIiIqKMyLfpgQxXRERERESUMfk0PZDhioiIiIiIMiafpgdmRbh6/PHHMXXqVIRCISxZsgSbNm0a9Ninn34aF198McrLy1FeXo7ly5cPOP7rX/86lFIJlyuvvDLdD4OIiIiIiEYgX6YHZjxcvfDCC1i5ciXuuecevP/++zjnnHOwYsUKHDlyJOnx69atw3/5L/8Ff/rTn7B+/XpMnjwZV1xxBQ4dOpRw3JVXXonDhw97l9/85jej8XCIiIiIiGgEVFjBKNXTA5Gj+Srj4eqRRx7BLbfcgptvvhlz5szBk08+icLCQjz77LNJj//1r3+NW2+9FQsXLkRdXR3+4R/+AY7jYO3atQnHBYNB1NTUeJfy8vLReDhERERERDQCSunRK6PAALoz3ZqR8WXyP+/t7cXmzZtxxx13eNcZhoHly5dj/fr1Q/oenZ2diEajqKioSLh+3bp1GD9+PMrLy3HZZZfhgQcewLhx45J+j56eHvT09Hhft7W1AQCi0Sii0ehwH1ZKxf7/TLcjX7F/04v9m17s3/RjH6cX+ze92L/pxf5NH6fUgRWxAGRH/w6nDUoyWJLjs88+w8SJE/Huu+9i2bJl3vXf/e538eabb2Ljxo2n/R633nor1qxZg4aGBoRCIQDAqlWrUFhYiGnTpmHfvn34wQ9+gHA4jPXr18M0zQHf40c/+hHuvffeAdf/8z//MwoLC8/gERIRERERUS7r7OzE9ddfj9bWVpSUlJzy2IyOXJ2phx56CKtWrcK6deu8YAUA1113nff5/PnzsWDBAsyYMQPr1q3Dn/3Znw34PnfccQdWrlzpfd3W1uat5TpdB6ZbNBrFa6+9hssvvxx+vz+jbclH7N/0Yv+mF/s3/djH6cX+TS/2b3qxf9Ort6sXr//p9azo39istqHIaLiqrKyEaZpobm5OuL65uRk1NTWnvO/DDz+Mhx56CK+//joWLFhwymOnT5+OyspK7N27N2m4CgaDCAaDA673+/0Z/2HGZFNb8hH7N73Yv+nF/k0/9nF6sX/Ti/2bXuzf9MqG/h3O/5/RghaBQACLFi1KKEYRK04RP02wv5/+9Ke4//77sXr1aixevPi0/8+nn36K48ePo7a2NiXtJiIiIiIi6i/j1QJXrlyJp59+Gs8//zx27NiBv/7rv0ZHRwduvvlmAMDXvva1hIIX//N//k/cddddePbZZzF16lQ0NTWhqakJ7e3tAID29nZ85zvfwYYNG3DgwAGsXbsWX/7ylzFz5kysWLEiI4+RiIiIiIjyX8bXXH31q1/F0aNHcffdd6OpqQkLFy7E6tWrUV1dDQD4+OOPYRh9GfDv//7v0dvbi2uuuSbh+9xzzz340Y9+BNM08cEHH+D5559HS0sLJkyYgCuuuAL3339/0ql/REREREREqZDxcAUAt99+O26//fakt61bty7h6wMHDpzyexUUFGDNmjUpahkREREREdHQZHxaIBERERERUT5guCIiIiIiIkoBhisiIiIiIqIUYLgiIiIiIiJKAYYrIiIiIiKiFGC4IiIiIiIiSgGGKyIiIiIiohRguCIiIiIiIkoBhisiIiIiIqIUYLgiIiIiIiJKAYYrIiIiIiKiFGC4IiIiIiIiSgGGKyIiIiIiohRguCIiIiIiIkoBhisiIiIiIqIUYLgiIiIiIiJKAYYrIiIiIiKiFGC4IiIiIiIiSgGGKyIiIiIiohTwZboB2UhEAABtbW0ZbgkQjUbR2dmJtrY2+P3+TDcn77B/04v9m17s3/RjH6cX+ze92L/pxf5Nr2zq31gmiGWEU2G4SiISiQAAJk+enOGWEBERERFRNohEIigtLT3lMUqGEsHGGMdx8Nlnn6G4uBhKqYy2pa2tDZMnT8Ynn3yCkpKSjLYlH7F/04v9m17s3/RjH6cX+ze92L/pxf5Nr2zqXxFBJBLBhAkTYBinXlXFkaskDMPApEmTMt2MBCUlJRl/YuUz9m96sX/Ti/2bfuzj9GL/phf7N73Yv+mVLf17uhGrGBa0ICIiIiIiSgGGKyIiIiIiohRguMpywWAQ99xzD4LBYKabkpfYv+nF/k0v9m/6sY/Ti/2bXuzf9GL/pleu9i8LWhAREREREaUAR66IiIiIiIhSgOGKiIiIiIgoBRiuiIiIiIiIUoDhioiIiIiIKAUYrrLA448/jqlTpyIUCmHJkiXYtGnToMc2NDTgK1/5CqZOnQqlFB577LHRa2iOGk7/Pv3007j44otRXl6O8vJyLF++/JTH0/D696WXXsLixYtRVlaGoqIiLFy4EP/0T/80iq3NPcPp33irVq2CUgpXX311ehuY44bTv8899xyUUgmXUCg0iq3NPcN9/ra0tOC2225DbW0tgsEgzj77bPzxj38cpdbmpuH08ec///kBz2GlFP7Df/gPo9ji3DLc5/Bjjz2G2bNno6CgAJMnT8a3vvUtdHd3j1Jrc89w+jcajeK+++7DjBkzEAqFcM4552D16tWj2NohEsqoVatWSSAQkGeffVYaGhrklltukbKyMmlubk56/KZNm+Tb3/62/OY3v5Gamhp59NFHR7fBOWa4/Xv99dfL448/Llu2bJEdO3bI17/+dSktLZVPP/10lFueG4bbv3/605/kpZdeksbGRtm7d6889thjYpqmrF69epRbnhuG278x+/fvl4kTJ8rFF18sX/7yl0ensTlouP37q1/9SkpKSuTw4cPepampaZRbnTuG2789PT2yePFiueqqq+Ttt9+W/fv3y7p162Tr1q2j3PLcMdw+Pn78eMLzd/v27WKapvzqV78a3YbniOH2769//WsJBoPy61//Wvbv3y9r1qyR2tpa+da3vjXKLc8Nw+3f7373uzJhwgR55ZVXZN++ffLEE09IKBSS999/f5RbfmoMVxl2/vnny2233eZ9bdu2TJgwQR588MHT3nfKlCkMV6dxJv0rImJZlhQXF8vzzz+fribmtDPtXxGRc889V374wx+mo3k5byT9a1mWXHDBBfIP//APctNNNzFcncJw+/dXv/qVlJaWjlLrct9w+/fv//7vZfr06dLb2ztaTcx5Z/o3+NFHH5Xi4mJpb29PVxNz2nD797bbbpPLLrss4bqVK1fKhRdemNZ25qrh9m9tba388pe/TLjuP//n/yw33HBDWts5XJwWmEG9vb3YvHkzli9f7l1nGAaWL1+O9evXZ7Bl+SEV/dvZ2YloNIqKiop0NTNnnWn/igjWrl2LXbt24ZJLLklnU3PSSPv3vvvuw/jx4/Hf/tt/G41m5qyR9m97ezumTJmCyZMn48tf/jIaGhpGo7k5ZyT9+6//+q9YtmwZbrvtNlRXV2PevHn4yU9+Atu2R6vZOSUVr3HPPPMMrrvuOhQVFaWrmTlrJP17wQUXYPPmzd7Uto8++gh//OMfcdVVV41Km3PJSPq3p6dnwFTsgoICvP3222lt63D5Mt2AsezYsWOwbRvV1dUJ11dXV2Pnzp0ZalX+SEX/fu9738OECRMSfvlJG2n/tra2YuLEiejp6YFpmnjiiSdw+eWXp7u5OWck/fv222/jmWeewdatW0ehhbltJP07e/ZsPPvss1iwYAFaW1vx8MMP44ILLkBDQwMmTZo0Gs3OGSPp348++ghvvPEGbrjhBvzxj3/E3r17ceuttyIajeKee+4ZjWbnlDN9jdu0aRO2b9+OZ555Jl1NzGkj6d/rr78ex44dw0UXXQQRgWVZ+O///b/jBz/4wWg0OaeMpH9XrFiBRx55BJdccglmzJiBtWvX4qWXXsq6N2A4ckU0iIceegirVq3C73//ey5aT6Hi4mJs3boV7733Hn784x9j5cqVWLduXaablfMikQhuvPFGPP3006isrMx0c/LSsmXL8LWvfQ0LFy7EpZdeipdeeglVVVV46qmnMt20vOA4DsaPH4///b//NxYtWoSvfvWruPPOO/Hkk09muml56ZlnnsH8+fNx/vnnZ7opeWPdunX4yU9+gieeeALvv/8+XnrpJbzyyiu4//77M920vPCzn/0Ms2bNQl1dHQKBAG6//XbcfPPNMIzsijMcucqgyspKmKaJ5ubmhOubm5tRU1OToVbljzPp34cffhgPPfQQXn/9dSxYsCCdzcxZI+1fwzAwc+ZMAMDChQuxY8cOPPjgg/j85z+fzubmnOH27759+3DgwAF88Ytf9K5zHAcA4PP5sGvXLsyYMSO9jc4hqfj76/f7ce6552Lv3r3paGJOG0n/1tbWwu/3wzRN77r6+no0NTWht7cXgUAgrW3ONWfyHO7o6MCqVatw3333pbOJOW0k/XvXXXfhxhtvxF/91V8BAObPn4+Ojg584xvfwJ133pl1ISCTRtK/VVVV+MMf/oDu7m4cP34cEyZMwPe//31Mnz59NJo8ZPwpZ1AgEMCiRYuwdu1a7zrHcbB27VosW7Ysgy3LDyPt35/+9Ke4//77sXr1aixevHg0mpqTUvX8dRwHPT096WhiThtu/9bV1eHDDz/E1q1bvcuXvvQlfOELX8DWrVsxefLk0Wx+1kvF89e2bXz44Yeora1NVzNz1kj698ILL8TevXu9NwUAYPfu3aitrWWwSuJMnsO//e1v0dPTg7/8y79MdzNz1kj6t7Ozc0CAir1ZICLpa2wOOpPnbygUwsSJE2FZFn73u9/hy1/+crqbOzwZLqgx5q1atUqCwaA899xz0tjYKN/4xjekrKzMK+974403yve//33v+J6eHtmyZYts2bJFamtr5dvf/rZs2bJF9uzZk6mHkNWG278PPfSQBAIBefHFFxPK1UYikUw9hKw23P79yU9+Iq+++qrs27dPGhsb5eGHHxafzydPP/10ph5CVhtu//bHaoGnNtz+vffee2XNmjWyb98+2bx5s1x33XUSCoWkoaEhUw8hqw23fz/++GMpLi6W22+/XXbt2iUvv/yyjB8/Xh544IFMPYSsN9K/ERdddJF89atfHe3m5pzh9u8999wjxcXF8pvf/EY++ugjefXVV2XGjBnyF3/xF5l6CFltuP27YcMG+d3vfif79u2Tt956Sy677DKZNm2anDx5MkOPIDmGqyzwi1/8Qs466ywJBAJy/vnny4YNG7zbLr30Urnpppu8r/fv3y8ABlwuvfTS0W94jhhO/06ZMiVp/95zzz2j3/AcMZz+vfPOO2XmzJkSCoWkvLxcli1bJqtWrcpAq3PHcPq3P4ar0xtO/37zm9/0jq2urparrroq6/ZXyTbDff6+++67smTJEgkGgzJ9+nT58Y9/LJZljXKrc8tw+3jnzp0CQF599dVRbmluGk7/RqNR+dGPfiQzZsyQUCgkkydPlltvvTXrTv6zyXD6d926dVJfXy/BYFDGjRsnN954oxw6dCgDrT41JcJxSiIiIiIiojPFNVdEREREREQpwHBFRERERESUAgxXREREREREKcBwRURERERElAIMV0RERERERCnAcEVERERERJQCDFdEREREREQpwHBFRERERESUAgxXREREKbZu3ToopdDS0gIAeO6551BWVpbRNhERUfoxXBERUc755JNP8F//63/FhAkTEAgEMGXKFPzt3/4tjh8/Pupt+fznP49vfvObCdddcMEFOHz4MEpLS0e9PURElDkMV0RElFM++ugjLF68GHv27MFvfvMb7N27F08++STWrl2LZcuW4cSJE5luIgKBAGpqaqCUynRTiIhoFDFcERFRTrntttsQCATw6quv4tJLL8VZZ52FP//zP8frr7+OQ4cO4c477wQAKKXwhz/8IeG+ZWVleO6557yvv/e97+Hss89GYWEhpk+fjrvuugvRaNS7/Uc/+hEWLlyIf/qnf8LUqVNRWlqK6667DpFIBADw9a9/HW+++SZ+9rOfQSkFpRQOHDgwYFpgMv/yL/+C8847D6FQCNOnT8e9994Ly7JS1k9ERDT6GK6IiChnnDhxAmvWrMGtt96KgoKChNtqampwww034IUXXoCIDOn7FRcX47nnnkNjYyN+9rOf4emnn8ajjz6acMy+ffvwhz/8AS+//DJefvllvPnmm3jooYcAAD/72c+wbNky3HLLLTh8+DAOHz6MyZMnn/b//bd/+zd87Wtfw9/+7d+isbERTz31FJ577jn8+Mc/HmJPEBFRNmK4IiKinLFnzx6ICOrr65PeXl9fj5MnT+Lo0aND+n4//OEPccEFF2Dq1Kn44he/iG9/+9v4P//n/yQc4zgOnnvuOcybNw8XX3wxbrzxRqxduxYAUFpaikAggMLCQtTU1KCmpgamaZ72/7333nvx/e9/HzfddBOmT5+Oyy+/HPfffz+eeuqpIbWbiIiyky/TDSAiIhqu041MBQKBIX2fF154AT//+c+xb98+tLe3w7IslJSUJBwzdepUFBcXe1/X1tbiyJEjw290nG3btuGdd95JGKmybRvd3d3o7OxEYWHhGX1/IiLKDI5cERFRzpg5cyaUUtixY0fS23fs2IGqqiqUlZVBKTUghMWvp1q/fj1uuOEGXHXVVXj55ZexZcsW3Hnnnejt7U24j9/vT/haKQXHcc7ocbS3t+Pee+/F1q1bvcuHH36IPXv2IBQKndH3JiKizOHIFRER5Yxx48bh8ssvxxNPPIFvfetbCeuumpqa8Otf/xq33XYbAKCqqgqHDx/2bt+zZw86Ozu9r999911MmTLFK4ABAAcPHhx2mwKBAGzbHtZ9zjvvPOzatQszZ84c9v9HRETZi+GKiIhyyi9/+UtccMEFWLFiBR544AFMmzYNDQ0N+M53voOzzz4bd999NwDgsssuwy9/+UssW7YMtm3je9/7XsIo1KxZs/Dxxx9j1apV+NznPodXXnkFv//974fdnqlTp2Ljxo04cOAAwuEwKioqTnufu+++G//xP/5HnHXWWbjmmmtgGAa2bduG7du344EHHhh2G4iIKDtwWiAREeWUWbNm4b333sP06dPxF3/xF5gyZQr+/M//HGeffTbeeecdhMNhAMD/+l//C5MnT8bFF1+M66+/Ht/+9rcT1jJ96Utfwre+9S3cfvvtWLhwId59913cddddw27Pt7/9bZimiTlz5qCqqgoff/zxae+zYsUKvPzyy3j11Vfxuc99DkuXLsWjjz6KKVOmDPv/JyKi7KFkqPVqiYiIstQ999yDRx55BK+99hqWLl2a6eYQEdEYxXBFRER54Ve/+hVaW1vxN3/zNzAMTswgIqLRx3BFRERERESUAnxrj4iIiIiIKAUYroiIiIiIiFKA4YqIiIiIiCgFGK6IiIiIiIhSgOGKiIiIiIgoBRiuiIiIiIiIUoDhioiIiIiIKAUYroiIiIiIiFKA4YqIiIiIiCgF/j+yMwXClgdDoQAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -575,7 +581,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_base", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -589,12 +595,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" - }, - "vscode": { - "interpreter": { - "hash": "04413e1efd13b5e2aaedccc5facec5686292d28983ef24fa021a12c73bd6369e" - } + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_firststage.ipynb b/doc/examples/py_double_ml_firststage.ipynb index 5d6c0797..0bb336c7 100644 --- a/doc/examples/py_double_ml_firststage.ipynb +++ b/doc/examples/py_double_ml_firststage.ipynb @@ -216,7 +216,7 @@ ], "metadata": { "kernelspec": { - "display_name": "doubleml", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -230,7 +230,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.12.3" }, "orig_nbformat": 4 }, diff --git a/doc/examples/py_double_ml_gate.ipynb b/doc/examples/py_double_ml_gate.ipynb index 85853443..49a7619e 100644 --- a/doc/examples/py_double_ml_gate.ipynb +++ b/doc/examples/py_double_ml_gate.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ "import pandas as pd\n", "import doubleml as dml\n", "\n", - "from doubleml.datasets import make_heterogeneous_data" + "from doubleml.irm.datasets import make_heterogeneous_data" ] }, { @@ -42,29 +42,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " y d X_0 X_1 X_2 X_3 X_4 X_5 \\\n", - "0 6.114530 1.0 0.925248 0.180575 0.567945 0.915488 0.033946 0.697420 \n", - "1 5.580922 1.0 0.474214 0.862043 0.844549 0.319100 0.828915 0.037008 \n", - "2 1.278434 0.0 0.696289 0.339875 0.724767 0.065356 0.315290 0.539491 \n", - "3 1.794805 0.0 0.615863 0.232959 0.024401 0.870099 0.021269 0.874702 \n", - "4 6.178169 1.0 0.350712 0.767188 0.401931 0.479876 0.627505 0.873677 \n", - "\n", - " X_6 X_7 X_8 X_9 \n", - "0 0.297349 0.924396 0.971058 0.944266 \n", - "1 0.596270 0.230009 0.120567 0.076953 \n", - "2 0.790723 0.318753 0.625891 0.885978 \n", - "3 0.528937 0.939068 0.798783 0.997934 \n", - "4 0.984083 0.768273 0.417767 0.421357 \n" - ] - } - ], + "outputs": [], "source": [ "np.random.seed(42)\n", "data_dict = make_heterogeneous_data(\n", @@ -87,17 +67,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[4.770944 5.4235839 5.07202564 5.30917769 4.97441062]\n" - ] - } - ], + "outputs": [], "source": [ "ite = data_dict['effects']\n", "print(ite[:5])" @@ -112,22 +84,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Group 1 Group 2 Group 3\n", - "0 False False True\n", - "1 False True False\n", - "2 False True False\n", - "3 False True False\n", - "4 False True False\n" - ] - } - ], + "outputs": [], "source": [ "groups = pd.DataFrame(\n", " np.column_stack((data['X_0'] <= 0.3,\n", @@ -146,17 +105,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2.906716732639898, 5.223485956098176, 4.827938162750831]\n" - ] - } - ], + "outputs": [], "source": [ "true_effects = [ite[groups[group]].mean() for group in groups.columns]\n", "print(true_effects)" @@ -172,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -185,19 +136,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Training IRM Model\n", - " coef std err t P>|t| 2.5 % 97.5 %\n", - "d 4.482012 0.086889 51.583034 0.0 4.311712 4.652312\n" - ] - } - ], + "outputs": [], "source": [ "# First stage estimation\n", "from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n", @@ -226,20 +167,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 2.5 % effect 97.5 %\n", - "Group 1 2.701265 3.016315 3.331365\n", - "Group 2 5.096550 5.314651 5.532751\n", - "Group 3 4.412004 4.668981 4.925957\n" - ] - } - ], + "outputs": [], "source": [ "gate = dml_irm.gate(groups=groups)\n", "print(gate.confint(level=0.95))" @@ -254,20 +184,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 2.5 % effect 97.5 %\n", - "Group 1 2.441219 3.016315 3.591411\n", - "Group 2 4.916528 5.314651 5.712774\n", - "Group 3 4.199893 4.668981 5.138068\n" - ] - } - ], + "outputs": [], "source": [ "ci = gate.confint(level=0.95, joint=True, n_rep_boot=1000)\n", "print(ci)" @@ -282,20 +201,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "plt.rcParams['figure.figsize'] = 10., 7.5\n", @@ -325,31 +233,18 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Group\n", - "0 3\n", - "1 2\n", - "2 2\n", - "3 2\n", - "4 2\n" - ] - } - ], + "outputs": [], "source": [ "groups = pd.DataFrame(columns=['Group'], index=range(data['X_0'].shape[0]), dtype=str)\n", "for i, x_i in enumerate(data['X_0']):\n", " if x_i <= 0.3:\n", - " groups['Group'][i] = '1'\n", + " groups.loc[i, 'Group'] = '1'\n", " elif (x_i > 0.3) & (x_i <= 0.7):\n", - " groups['Group'][i] = '2'\n", + " groups.loc[i, 'Group'] = '2'\n", " else:\n", - " groups['Group'][i] = '3'\n", + " groups.loc[i, 'Group'] = '3'\n", "\n", "print(groups.head())" ] @@ -363,20 +258,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 2.5 % effect 97.5 %\n", - "Group_1 2.701265 3.016315 3.331365\n", - "Group_2 5.096550 5.314651 5.532751\n", - "Group_3 4.412004 4.668981 4.925957\n" - ] - } - ], + "outputs": [], "source": [ "gate = dml_irm.gate(groups=groups)\n", "ci = gate.confint()\n", @@ -392,20 +276,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " coef std err t P>|t| [0.025 0.975]\n", - "Group_1 3.016315 0.144241 20.911662 3.948154e-70 2.732918 3.299712\n", - "Group_2 5.314651 0.117072 45.396300 6.151047e-179 5.084633 5.544669\n", - "Group_3 4.668981 0.138851 33.625766 3.991444e-130 4.396173 4.941788\n" - ] - } - ], + "outputs": [], "source": [ "print(gate.summary)" ] @@ -419,20 +292,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "errors = np.full((2, ci.shape[0]), np.nan)\n", "errors[0, :] = ci['effect'] - ci['2.5 %']\n", @@ -451,7 +313,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -465,7 +327,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_gate_plr.ipynb b/doc/examples/py_double_ml_gate_plr.ipynb index de784fc6..6588da28 100644 --- a/doc/examples/py_double_ml_gate_plr.ipynb +++ b/doc/examples/py_double_ml_gate_plr.ipynb @@ -19,7 +19,7 @@ "import pandas as pd\n", "import doubleml as dml\n", "\n", - "from doubleml.datasets import make_heterogeneous_data" + "from doubleml.irm.datasets import make_heterogeneous_data" ] }, { @@ -236,11 +236,11 @@ "groups = pd.DataFrame(columns=['Group'], index=range(data['X_0'].shape[0]), dtype=str)\n", "for i, x_i in enumerate(data['X_0']):\n", " if x_i <= 0.3:\n", - " groups['Group'][i] = '1'\n", + " groups.loc[i, 'Group'] = '1'\n", " elif (x_i > 0.3) & (x_i <= 0.7):\n", - " groups['Group'][i] = '2'\n", + " groups.loc[i, 'Group'] = '2'\n", " else:\n", - " groups['Group'][i] = '3'\n", + " groups.loc[i, 'Group'] = '3'\n", "\n", "print(groups.head())" ] @@ -309,7 +309,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_dev", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -323,7 +323,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_gate_sensitivity.ipynb b/doc/examples/py_double_ml_gate_sensitivity.ipynb index 7810ad26..673bb9e6 100644 --- a/doc/examples/py_double_ml_gate_sensitivity.ipynb +++ b/doc/examples/py_double_ml_gate_sensitivity.ipynb @@ -27,7 +27,7 @@ "import numpy as np\n", "import doubleml as dml\n", "\n", - "from doubleml.datasets import make_heterogeneous_data\n", + "from doubleml.irm.datasets import make_heterogeneous_data\n", "from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier" ] }, @@ -380,7 +380,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_dev", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -394,7 +394,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_irm_vs_apo.ipynb b/doc/examples/py_double_ml_irm_vs_apo.ipynb index 4d97251c..e9be82b1 100644 --- a/doc/examples/py_double_ml_irm_vs_apo.ipynb +++ b/doc/examples/py_double_ml_irm_vs_apo.ipynb @@ -26,7 +26,7 @@ "\n", "from matplotlib import pyplot as plt\n", "\n", - "from doubleml.datasets import make_irm_data" + "from doubleml.irm.datasets import make_irm_data" ] }, { @@ -505,7 +505,7 @@ ], "metadata": { "kernelspec": { - "display_name": "venv", + "display_name": ".venv", "language": "python", "name": "python3" }, diff --git a/doc/examples/py_double_ml_learner.ipynb b/doc/examples/py_double_ml_learner.ipynb index 094baa77..a63b468a 100644 --- a/doc/examples/py_double_ml_learner.ipynb +++ b/doc/examples/py_double_ml_learner.ipynb @@ -17,14 +17,18 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import doubleml as dml\n", "\n", - "from doubleml.datasets import make_irm_data\n", + "from doubleml.irm.datasets import make_irm_data\n", + "\n", + "import warnings\n", + "\n", + "warnings.filterwarnings(\"ignore\", message=\"The estimated nu2 for d is not positive\")\n", "\n", "theta = 0\n", "n_obs = 500\n", @@ -50,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -89,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -97,7 +101,7 @@ "output_type": "stream", "text": [ "Processing: 100.0 %\n", - "Coverage: [0.935 0.66 0.975 0.95 ]\n" + "Coverage: [0.935 0.65 0.975 0.94 ]\n" ] } ], @@ -147,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -163,12 +167,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -217,16 +221,16 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([0, 2], dtype=int64), array([194, 6], dtype=int64))" + "(array([0, 2]), array([194, 6]))" ] }, - "execution_count": 28, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -247,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -259,7 +263,7 @@ }, { "data": { - "image/png": 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iYoqLi7n77ru76u00qVsfgSUmJqLVaiktLW10vLS0tMlps0OHDpGfn88ll1wSPhYMBgHQ6XTs27cvfF9paSlpaWmN2szKympyHEajEaPx1GsChBC9W15FKLNzclTLP+tGiw6bouH7Whf+QBCdtlf9rSg64MMPPyQqKgoIBTtpaWl8+OGHaDShfwN///vfcbvdvPrqq1itoWzizz33HJdccgmPP/44KSkpLF++nPvuuy+85OLxxx/nyy+/ZMWKFTz//PMUFBQwYsQIzj77bBRFYciQIeH+k5KSAIiNje3Wx0ctvYe///3vKIrCypUrMZlMjB07lmPHjnHLLbc02Z7BYCAmJgZFUXrMY7Fu/ak2GAxMmTKF7Ozs8LFgMEh2djZnnnnmSdePHj2a3bt3k5ubG35deumlzJw5k9zcXNLT08nMzCQ1NbVRm7W1tWzZsqXJNoUQ/cPBY7VoVEiMbXknqIJColFPQIUjVfVdMDrRUzT8PsnNzWXr1q3Mnj2bCy+8kCNHjgCwd+9eJk6cGA5+AGbMmEEwGGTfvn3U1tZSVFTEjBkzGrU7Y8YM9u7dC4QWW+fm5jJq1Chuv/12Pv3003aNddy4cURFRREVFcW4ceMAwl9HRUVx4YUXtqvd1ryHffv2MWHChEY7q08//fR29dddun0X2KJFi7jxxhuZOnUqp59+OitWrMDpdIZ3hd1www0MHDiQZcuWYTKZOO200xrd37C17sTjd955J48++igjRowIb4MfMGBAp6+oF0L0XPuP1RKlgrWZDNA/lxJlhFoXB8scDEuK6uTRiZ7CarUyfPjw8NcvvfQSMTExrFy5kkcffTQifUyePJm8vDw+/vhjPv/8c6666ipmzZrFP//5zza1s27dOnw+HwDHjh3j/PPPD6+/ATCbm893JXpAADRv3jzKy8tZsmQJJSUl4YVWDYuYCwoKwlOPrXXvvffidDr57W9/i91u5+yzz2b9+vWSA0iIfiyv3IklqGC0trwGCCA+2oC+Bg6W1TF7XM+YshddT1EUNBoNLldo+/6YMWNYvXo1TqczPAu0adMmNBoNo0aNwmazMWDAADZt2sR5550XbmfTpk2NZkhsNhvz5s1j3rx5XHnllcyZM4eqqiri4+PR6/UEAoEWx3biozOdLvTr/MTgrb1a8x5GjRrF66+/jsfjCS8haWm9ksFgaNX76irdHgABLFy4sNECshPl5OSc8t7Vq1efdExRFB5++GEefvjhCIxOCNEXFNa6sGk0Le4Aa2CONhAdVPjxqKTF6E88Hk94x3B1dTXPPfccDocjvPb0uuuuY+nSpdx44408+OCDlJeX84c//IHrr78+/If7Pffcw9KlSxk2bBhZWVmsWrWK3Nxc3njjDSCU/y4tLY1Jkyah0Wh45513SE1NDT/RyMjIIDs7mxkzZmA0GomLi+u095uXl9do1ghgxIgRLb6Ha6+9lgceeIDf/va33H///RQUFLB8+XIg9Du4KRkZGTgcDrKzs5k4cSIWiwWLpfvybPWIAEgIITqTPxCk3O1jsKH1s8CmKD1RQYX9shMssmqP9eh+1q9fH95AEx0dzejRo3nnnXc4//zzAbBYLHzyySfccccdTJs2DYvFwhVXXMFTTz0VbuP222+npqaGu+66i7KyMsaOHcvatWsZMWJEuN0nnniCAwcOoNVqmTZtGuvWrQs/7XjyySdZtGgRK1euZODAgeTn57f/+9CCRYsWnXTsq6++avE92Gw2PvjgA2699VaysrIYP348S5Ys4dprr232actZZ53F73//e+bNm0dlZSVLly7t1q3witqTsib1ELW1tcTExFBTU4PNZuvu4QghOqiwqp5znviSX0dHM2NSWss3EMoq/2b2YQ6ZVfY8OqfZv2pFY263m7y8PDIzMxv/IuwFmaBFx7zxxhvhXD+duf6o2X9jtO33t8wACSH6vLzyUJK6xFYugIbQNH6cUYcr4KHC4SWphfIZogWx6aFgRGqB9RmvvvoqQ4cOZeDAgezcuZP77ruPq666qtcsvpYASAjR5x0uqkNRIdHWto0QiWYD1HvIq3BKABQJsekSkPQhJSUl4Q1MaWlp/Md//Ad/+ctfuntYrSYBkBCizztUXIdZBWsrd4A1SLIZwVlHXoWD0zPjO2l0QvRO9957L/fee293D6PdJL2pEKLPK6isx6IqGCxtC4CirAasKhwskYXQQvQ1EgAJIfq8ohoXUUrrt8A3MFp1WIMK+4skABKir5EASAjR55W6fNh02jbfZ7KGtsI31BETQvQdEgAJIfo0ty9AbSBArLFtj78AdHotNo2GIoeHQFAyhgjRl0gAJITo04rsobwzceb27fmIM+jxqyrFNV2Yv0YI0ekkABJC9GlHykOPrxKsrc8BdKLE4wun8yukKrwQfYlsgxdC9GkHj9aiqJDQxhxADRKijSh1kF/p5OwRiREeXf9S7Cim2lPdZf3FGeNIi2pd5u/WUBSF9957j7lz50asTdF9JAASQvRpR0odmFWwtHELfANrVGgr/GHZCt8hxY5iLl1zKe6Au8v6NGlNrJ27ttVB0Pz587Hb7axZs6bJ88XFxZ1amLS7nVjuRavVMmDAAK688kqWLVsWrvje2VavXs2dd96J3W7v9L4kABJC9GnHql2YVQW9qe27wACM5tBW+AMSAHVItacad8DNDWNvINWa2un9lThLeHXPq1R7qiM2C5Sa2vnjbomqqgQCAXS6U//6zs/PJzMzk7aW+1y1ahVz5szB5/Oxc+dOFixYgNVq5ZFHHunIsHskWQMkhOjTSurcWDWadhczbcgFlF8pa4AiIdWaSnp0eqe/OiPIUhQlPDuUn5+Poii8++67zJw5E4vFwsSJE9m8eXOjezZu3Mg555yD2WwmPT2d22+/Hafzp7QKr732GlOnTiU6OprU1FSuvfZaysrKwudzcnJQFIWPP/6YKVOmYDQa2bhxY8TfW4PY2FhSU1NJT0/n4osv5rLLLmPHjh2NrnnhhRcYNmwYBoOBUaNG8dprrzU6X1BQwGWXXUZUVBQ2m42rrrqK0tLS8PmdO3cyc+ZMoqOjsdlsTJkyhW+//ZacnJxwMVVFUVAUpVOrxUsAJITo08pdPqJ17f+oa9gKX+zwEJSt8OJnHnjgAe6++25yc3MZOXIk11xzDX6/H4BDhw4xZ84crrjiCnbt2sVbb73Fxo0bWbhwYfh+n8/HI488ws6dO1mzZg35+fnMnz//pH7uv/9+HnvsMfbu3cuECRO65L3t37+fL774gunTp4ePvffee9xxxx3cddddfP/99/zud79jwYIFfPnllwAEg0Euu+wyqqqq2LBhA5999hmHDx9m3rx54Tauu+46Bg0axLZt29i+fTv3338/er2es846ixUrVmCz2SguLqa4uJi77767096fPAITQvRZwaBKtd/PCLOlQ+3EGfT4g36KalwMiutYW6Jvufvuu7nooosAeOihhxg3bhwHDx5k9OjRLFu2jOuuu44777wTgBEjRvDMM89w3nnn8cILL2AymfjP//zPcFtDhw7lmWeeYdq0aTgcDqKiosLnHn74YS644IJOfz/XXHMNWq0Wv9+Px+Ph4osvZvHixeHzy5cvZ/78+dx2220ALFq0iG+++Ybly5czc+ZMsrOz2b17N3l5eaSnhwrfvvrqq4wbN45t27Yxbdo0CgoKuOeeexg9enT4+9IgJiYGRVG65HGjzAAJIfqsSqeXABBr7Njfegnm0ALqAnkMJn7mxNmYtLTQWqOGR1g7d+5k9erVREVFhV+zZ88mGAySl5cHwPbt27nkkksYPHgw0dHRnHfeeUDoMdKJpk6d2uJYxo0bF+5n3LhxAI36vvDCC1ts429/+xu5ubns3LmTDz/8kP3793P99deHz+/du5cZM2Y0umfGjBns3bs3fD49PT0c/ACMHTuW2NjY8DWLFi3i5ptvZtasWTz22GMcOnSoxXF1BpkBEkL0WUerQgFLnKV9OYAaJEQbUByQX1nPWcMjMTLRV+j1P+0ubFhnFgwGAXA4HPzud7/j9ttvP+m+wYMH43Q6mT17NrNnz+aNN94gKSmJgoICZs+ejdfrbXS91WptcSzr1q3D5/MBcOzYMc4//3xyc3PD581mc4ttpKamMnx46B/5qFGjqKur45prruHRRx8NH++oBx98kGuvvZaPPvqIjz/+mKVLl/Lmm29y+eWXR6T91pIASAjRZ+UdqwUgvp1JEBtYLAYsKhwuc0RiWKKfmDx5Mnv27Gk2cNi9ezeVlZU89thj4RmTb7/9tt39DRkyJPy/G3aJdTRo0WpDuyddrlAm9DFjxrBp0yZuvPHG8DWbNm1i7Nix4fOFhYUUFhaG39OePXuw2+3hawBGjhzJyJEj+a//+i+uueYaVq1axeWXX47BYCAQCHRozK0lAZAQos86UupAq0JsVPtyADVo2Al2qLg2QiMTPVVNTU2jWROAhISERo90Wuu+++7jjDPOYOHChdx8881YrVb27NnDZ599xnPPPcfgwYMxGAw8++yz/P73v+f777/v9u3mdrudkpISgsEgBw4c4OGHH2bkyJGMGTMGgHvuuYerrrqKSZMmMWvWLD744APeffddPv/8cwBmzZrF+PHjue6661ixYgV+v5/bbruN8847j6lTp+Jyubjnnnu48soryczM5OjRo2zbto0rrrgCgIyMDBwOB9nZ2UycOBGLxYLF0jnr7iQAEkL0WUcrXZhVMHTwEZjJosOqylb4SChxlvTofnJycpg0aVKjYzfddBMvvfRSm9uaMGECGzZs4IEHHuCcc85BVVWGDRsW3hGVlJTE6tWr+eMf/8gzzzzD5MmTWb58OZdeemm7xh4JCxYsAAgvRD733HP57//+7/CM0ty5c3n66adZvnw5d9xxB5mZmaxatYrzzz8/fN/777/PH/7wB84991w0Gg1z5szh2WefBUIzSpWVldxwww2UlpaSmJjIb37zGx566CEAzjrrLH7/+98zb948KisrWbp0aadthVfUtmZJ6gdqa2uJiYmhpqYGm83W3cMRQrTTtU9+xcFSB3ec37HHACoqb2UfZp8xyL6/XNjunEL9gdvtJi8vj8zMTEymn8qP9IZM0KJ3aO7fGLTt97fMAAkh+qwypxeLpuObXRUU4gw6vEEP5XUekttZV6w/S4tKY+3ctb26FpjoWyQAEkL0WZUeH4P0kfmYSzAZwOUhr8IpAVA7pUWlSUAiegzJAySE6JOCQZXaQIBofftqgP1cQlRoHdGRKlkHJERfIAGQEKJPqqo/ngTR1LEdYA2sVgOWIOSXO1u+WAjR40kAJITok44e37EVa45MAGS0hLbCHyyWqvBC9AUSAAkh+qSColCgEtfBJIgNTBYdFlUhv0JmgIToCyQAEkL0SQVlThQVYqMiEwDpzTqiVIWjtS4ke4gQvZ8EQEKIPqmosh6TCqYIPQLTKApxei31/iDV9b6ItCmE6D49IgB6/vnnycjIwGQyMX36dLZu3drste+++y5Tp04lNjYWq9VKVlYWr732WqNr5s+fj6IojV5z5szp7LchhOhBimvdWFDQaCOXtDDu+ILq/Ep5DCZEb9fteYDeeustFi1axIsvvsj06dNZsWIFs2fPZt++fSQnJ590fXx8PA888ACjR4/GYDDw4YcfsmDBApKTk5k9e3b4ujlz5rBq1arw10ajsUvejxCiZyhzeCKSBPFEiVYjeJzkVziZPDguom33B76iIvzVXZcIURcXh37AgC7rT/Qu3R4APfXUU9xyyy3h+iMvvvgiH330ES+//DL333//Sdc31BtpcMcdd/DKK6+wcePGRgGQ0WgkNTW1U8cuhOi5Kt0+4nSRyQHUIMqqx1SJLIRuB19REYd+fRGqu+tKYSgmE8PWfdTqIGj+/Pm88sor4a/j4+OZNm0aTzzxBBMmTOisYZ5EURTee+895s6d2+n9NNBqtQwYMIArr7ySZcuWddmkwerVq7nzzjux2+1d0t+JujUA8nq9bN++ncWLF4ePaTQaZs2axebNm1u8X1VVvvjiC/bt28fjjz/e6FxOTg7JycnExcXxi1/8gkcffZSEhIQm2/F4PHg8nvDXtbVS8VmI3s7uD5AeofU/DUwWHVFBhUMljoi22x/4q6tR3W7i589H1wV/nPpLSqhavRp/dXWbZoFOfHpQUlLCn/70Jy6++GIKCgo6a6gRkZ+fT2ZmZpsX6K9atYo5c+bg8/nYuXMnCxYswGq1dntV+q7QrWuAKioqCAQCpKSkNDqekpJCSUnzlXxramqIiorCYDBw0UUX8eyzz3LBBReEz8+ZM4dXX32V7OxsHn/8cTZs2MCFF15IIBBosr1ly5YRExMTfqWnp0fmDQohuoXbF8CNis0Q2b/xjBY9lqDCoTLJBdReutRUDIMHd/qrvUFWw9OD1NRUsrKyuP/++yksLKS8vDx8ze7du/nFL36B2WwmISGB3/72tzgcPwXFwWCQhx9+mEGDBmE0GsnKymL9+vXh816vl4ULF5KWlobJZGLIkCEsW7YMgIyMDAAuv/xyFEUJf91ZYmNjSU1NJT09nYsvvpjLLruMHTt2NLrmhRdeYNiwYRgMBkaNGnXSutuCggIuu+wyoqKisNlsXHXVVZSWlobP79y5k5kzZxIdHY3NZmPKlCl8++235OTksGDBAmpqasLrdTur8ntTesQi6LaKjo4mNzeXbdu28Ze//IVFixaRk5MTPn/11Vdz6aWXMn78eObOncuHH37Itm3bGl1zosWLF1NTUxN+FRYWds0bEUJ0imK7C4CYCM8AGS16ooIKhXa3bIXvBxwOB6+//jrDhw8PP0FwOp3Mnj2buLg4tm3bxjvvvMPnn3/OwoULw/c9/fTTPPnkkyxfvpxdu3Yxe/ZsLr30Ug4cOADAM888w9q1a3n77bfZt28fb7zxRjjQ2bZtGxCamSkuLg5/3RX279/PF198wfTp08PH3nvvPe644w7uuusuvv/+e373u9+xYMECvvzySyAU7F122WVUVVWxYcMGPvvsMw4fPsy8efPCbVx33XUMGjSIbdu2sX37du6//370ej1nnXUWK1aswGazUVxcTHFxMXfffXeXvd9ufQSWmJiIVqttFCkClJaWnnL9jkajYfjw4QBkZWWxd+9eli1bdtL6oAZDhw4lMTGRgwcP8stf/vKk80ajURZJC9GHFBSH/hqPtUQ2ANJoFWJ1Wvb4vdjrfRFLsih6jg8//JCoqCggFOykpaXx4Ycfojm+oP7vf/87brebV199FavVCsBzzz3HJZdcwuOPP05KSgrLly/nvvvu4+qrrwbg8ccf58svv2TFihU8//zzFBQUMGLECM4++2wURWHIkCHh/pOSkoCfZmY62zXXXINWq8Xv9+PxeLj44osbLUtZvnw58+fP57bbbgNg0aJFfPPNNyxfvpyZM2eSnZ3N7t27ycvLCz89efXVVxk3bhzbtm1j2rRpFBQUcM899zB69GgARowYEW4/JiYGRVG6Zc1ut84AGQwGpkyZQnZ2dvhYMBgkOzubM888s9XtBIPBRmt4fu7o0aNUVlaSliZViIXoDwpLQwFQnCXyAUq8MfR3Y55she+TZs6cSW5uLrm5uWzdupXZs2dz4YUXcuTIEQD27t3LxIkTw8EPwIwZMwgGg+zbt4/a2lqKioqYMWNGo3ZnzJjB3r17gdBi69zcXEaNGsXtt9/Op59+2q6xjhs3jqioKKKiohg3bhxA+OuoqCguvPDCFtv429/+Rm5uLjt37uTDDz9k//79XH/99eHze/fuPeV72bt3L+np6Y2WjowdO5bY2NjwNYsWLeLmm29m1qxZPPbYYxw6dKhd7zfSuv0R2KJFi1i5ciWvvPIKe/fu5dZbb8XpdIZ3hd1www2NotFly5aFp9j27t3Lk08+yWuvvcb/8//8P0BoyvKee+7hm2++IT8/n+zsbC677DKGDx/eaJeYEKLvKqqsR6tCdFRkZ4Dg+FZ44IgEQH2S1Wpl+PDhDB8+nGnTpvHSSy/hdDpZuXJlxPqYPHkyeXl5PPLII7hcLq666iquvPLKNrezbt26cLC2bt06gPDXubm5vPTSSy22kZqayvDhwxk1ahQXXXQRDz30EG+99RYHDx5s83ia8+CDD/LDDz9w0UUX8cUXXzB27Fjee++9iLXfXt2+DX7evHmUl5ezZMkSSkpKwovFGhZGFxQUhKceITQledttt3H06FHMZjOjR4/m9ddfDz9v1Gq17Nq1i1deeQW73c6AAQP41a9+xSOPPCKPuYToJ0rsbsyqgs4Q2W3wAFFRBsx2yKuoj3jboudRFAWNRoPLFVpXNmbMGFavXo3T6QzPAm3atAmNRsOoUaOw2WwMGDCATZs2cd5554Xb2bRpE6effnr4a5vNxrx585g3bx5XXnklc+bMoaqqivj4ePR6fbObdk504qMznS7067xheUh7abWhn5kT3++mTZu48cYbG72XsWPHhs8XFhZSWFgYngXas2cPdrs9fA3AyJEjGTlyJP/1X//FNddcw6pVq7j88ssxGAyteq+dodsDIICFCxc2WkB2op8vXH700Ud59NFHm23LbDbzySefRHJ4QohepqzOg0VRUIhcFugGDVXhD5XITrC+yOPxhHchV1dX89xzz+FwOLjkkkuA0ILepUuXcuONN/Lggw9SXl7OH/7wB66//vrwH+733HMPS5cuZdiwYWRlZbFq1Spyc3N54403gFD+u7S0NCZNmoRGo+Gdd94hNTWV2NhYILQTLDs7mxkzZmA0GomL67ykm3a7nZKSEoLBIAcOHODhhx9m5MiRjBkzJvxerrrqKiZNmsSsWbP44IMPePfdd/n8888BmDVrFuPHj+e6665jxYoV+P1+brvtNs477zymTp2Ky+Xinnvu4corryQzM5OjR4+ybds2rrjiivB7dTgcZGdnM3HiRCwWCxaLpdPe74l6RAAkhBCRVF7vxaLtnCf8RuvxAKhUcgG1h/8UKU56Qj/r168PrxeNjo5m9OjRvPPOO+FNNhaLhU8++YQ77riDadOmYbFYuOKKK3jqqafCbdx+++3U1NRw1113UVZWxtixY1m7dm148W90dDRPPPEEBw4cQKvVMm3aNNatWxd+2vHkk0+Gl4cMHDiQ/Pz89n8jWtCw3KRhIfK5557Lf//3f4dnlObOncvTTz/N8uXLueOOO8jMzGTVqlXh74eiKLz//vv84Q9/4Nxzz0Wj0TBnzhyeffZZIDSjVFlZyQ033EBpaSmJiYn85je/4aGHHgLgrLPO4ve//z3z5s2jsrKSpUuXdtlWeEWVvZwnqa2tJSYmhpqaGmw2W3cPRwjRRtMeWE+yRse1Zw5p+eI28vuCvJWTR75V5YdH5jTKpivA7XaTl5dHZmYmJpMpfLw3ZIIWvUNz/8agbb+/ZQZICNHn1AYCDDN1zpo/nV5DjFZLvd9LpdNLYpSsLWwN/YABDFv3kdQCEz2GBEBCiD7F5Q3gAWzGzvt4SzDpwO8lv8IpAVAb6AcMkIBE9Bjdvg1eCCEi6djxQqU2U+S3wDdIPJ5fKE+KogrRa0kAJIToUwqPFyqNNXdelmar1YBFVciXXEBC9FoSAAkh+pSj5aGgJNbaeY/ATFE6rAE4KDvBhOi1JAASQvQpRVUuNCpEd2KdLqNFj1VVOFQiAZAQvZUEQEKIPqW0IQu0PvJZoBuEq8LXuAgGJZOIEL2RBEBCiD6l3OHBrOnc3DwNW+E9gSCldV2X10YIETkSAAkh+pTKei8WpfM/2hKP7zKTnWBC9E6SB0gI0adUef3E6Trv8VeDBKsBpcZJXoWTs4Yldnp/fUFdlRu3w9dl/Zmi9ETHm1q+MIIefPBB1qxZQ25ubpf22xo9eWzdQQIgIUSfUhsIkG7svAXQDSxWPVF2hbxymQFqjboqN39f+g1+X7DL+tTpNVz70BltCoLKy8tZsmQJH330EaWlpcTFxTFx4kSWLFnCjBkzOnG0TZOgpfNIACSE6DN8gSD1qER3YhboBkarPrQVXqrCt4rb4cPvCzJxVjpRcZ2fPdtR7WHn54W4Hb42BUBXXHEFXq+XV155haFDh1JaWkp2djaVlZWdOFrRHWQNkBCizyiuqAfAZur8AMhk1WMNKhwsk63wbREVZyQmydLpr/YEWXa7na+++orHH3+cmTNnMmTIEE4//XQWL17MpZdeGr7m5ptvJikpCZvNxi9+8Qt27tx5ynZfeuklxowZg8lkYvTo0fzP//xPo/NHjx7lmmuuIT4+HqvVytSpU9myZQurV6/moYceYufOnSiKgqIorF69utXjeOyxx0hJSSE6OpqbbroJdxcWou0NZAZICNFndEUW6AZGq47ooEJ+nRtfIIheK39P9nZRUVFERUWxZs0azjjjDIzGk4Oo//iP/8BsNvPxxx8TExPD//7v//LLX/6S/fv3Ex8ff9L1b7zxBkuWLOG5555j0qRJfPfdd9xyyy1YrVZuvPFGHA4H5513HgMHDmTt2rWkpqayY8cOgsEg8+bN4/vvv2f9+vV8/vnnAMTExLRqHG+//TYPPvggzz//PGeffTavvfYazzzzDEOHDu3cb2IvIgGQEKLPONaQBdrS+R9tWq2GWL2WgBrgaLWLzERrp/cpOpdOp2P16tXccsstvPjii0yePJnzzjuPq6++mgkTJrBx40a2bt1KWVlZODhavnw5a9as4Z///Ce//e1vT2pz6dKlPPnkk/zmN78BIDMzkz179vC///u/3Hjjjfz973+nvLycbdu2hQOo4cOHh++PiopCp9ORmpoaPtaacaxYsYKbbrqJm266CYBHH32Uzz//XGaBTiB/sggh+oziaheoYOuiCu0Jx2eaDpfLY7C+4oorrqCoqIi1a9cyZ84ccnJymDx5MqtXr2bnzp04HA4SEhLCs0VRUVHk5eVx6NChk9pyOp0cOnSIm266qdH1jz76aPj63NxcJk2a1OTsUXNaM469e/cyffr0RvedeeaZHfjO9D0yAySE6DPK7G5MgMHQNX/bxVn16LySC6ivMZlMXHDBBVxwwQX8+c9/5uabb2bp0qXcdtttpKWlkZOTc9I9sbGxJx1zOEKB8cqVK08KRrTaUKoGs9nc5vE5HI42jUM0TQIgIUSfUVbnwYwGhc7NBN3AHGUgqlKRGaA+buzYsaxZs4bJkydTUlKCTqcjIyOjxftSUlIYMGAAhw8f5rrrrmvymgkTJvDSSy9RVVXV5CyQwWAgEAg0OtaacYwZM4YtW7Zwww03hI998803LY65P5FHYEKIPqOq3oupk8tgnMhk1WMNKOwvlq3wfUFlZSW/+MUveP3119m1axd5eXm88847PPHEE1x22WXMmjWLM888k7lz5/Lpp5+Sn5/P119/zQMPPMC3337bZJsPPfQQy5Yt45lnnmH//v3s3r2bVatW8dRTTwFwzTXXkJqayty5c9m0aROHDx/mX//6F5s3bwYgIyODvLw8cnNzqaiowOPxtGocd9xxBy+//DKrVq1i//79LF26lB9++KFrvpG9hMwACSH6jCqPD2sX7sYyWfVEqfIIrC0c1Z4e209UVBTTp0/nb3/7G4cOHcLn85Gens4tt9zCH//4RxRFYd26dTzwwAMsWLCA8vJyUlNTOffcc0lJSWmyzZtvvhmLxcJf//pX7rnnHqxWK+PHj+fOO+8EQjM8n376KXfddRe//vWv8fv9jB07lueffx4IrUl69913mTlzJna7nVWrVjF//vwWxzFv3jwOHTrEvffei9vt5oorruDWW2/lk08+ad83tA9SVFWVUsY/U1tbS0xMDDU1Ndhstu4ejhCilSYt/pjBJgNXTRvcJf0FgyrvZx/mW2OA7x+aTVQXJGDs6dxuN3l5eWRmZmIy/ZSAsLdkghY9X3P/xqBtv7/lp1UI0Wc4gkGiDV33sabRKMQZ9UCA/Aonpw2M6bK+e5voeBPXPnRGn68FJnoPCYCEEH1CjcOLT6FLymCcKMmsB5ebPAmAWhQdb5KARPQYsghaCNEnNGSBtpn0XdqvLcqICVkHJERvIwGQEKJPOHq8JlespWsDoIadYIelJpgQvYoEQEKIPqG40gVArLXz64CdqKEo6gGpCi9EryIBkBCiTyipdqFRIcrctWuATFE6ooIK+VX1yKban8j3QnSWSP3bkgBICNEnlNe6MaGg0XTtx5rOqCVGo+D0Bahyeru0755Irw89gqyvr+/mkYi+quHfVsO/tfbqEbvAnn/+ef76179SUlLCxIkTefbZZzn99NObvPbdd9/lv//7vzl48CA+n48RI0Zw1113cf3114evUVWVpUuXsnLlSux2OzNmzOCFF15gxIgRXfWWhBBdrMLpxax0XRboBgoK8SY9BPwcrnCS0EWFWHsqrVZLbGwsZWVlAFgsFpRu+P9F9D2qqlJfX09ZWRmxsbHhemrt1e0B0FtvvcWiRYt48cUXmT59OitWrGD27Nns27eP5OTkk66Pj4/ngQceYPTo0RgMBj788EMWLFhAcnIys2fPBuCJJ57gmWee4ZVXXiEzM5M///nPzJ49mz179pyUNEkI0TdUuXyYu3j2p0GixQh1LvIqnEzLaH1V774qNTUVIBwECRFJsbGx4X9jHdHtmaCnT5/OtGnTeO655wAIBoOkp6fzhz/8gfvvv79VbUyePJmLLrqIRx55BFVVGTBgAHfddRd33303ADU1NaSkpLB69WquvvrqFtuTTNBC9D5n//ETrDotN5wxpMv7LjpoZ9WxcubPHMq9c0Z3ef89VSAQwOfrusSHou/T6/WnnPnpNZmgvV4v27dvZ/HixeFjGo2GWbNmhQvBnYqqqnzxxRfs27ePxx9/HIC8vDxKSkqYNWtW+LqYmBimT5/O5s2bmwyAPB4PHs9PdWNqa2s78raEEN2gNhggRd+1O8AahLbCw0HZCdaIVqvt8GMKITpLty6CrqioIBAInFRELiUlhZKSkmbvq6mpISoqCoPBwEUXXcSzzz7LBRdcABC+ry1tLlu2jJiYmPArPT29I29LCNHFgsEgDlUl2tA9v2xDRVEVDpZKLiAheoteuQssOjqa3Nxctm3bxl/+8hcWLVpETk5Ou9tbvHgxNTU14VdhYWHkBiuE6HTlVW6CCkR1cRboBiarnqigwrFaF8GgbP8Wojfo1kdgiYmJaLVaSktLGx0vLS095QInjUbD8OHDAcjKymLv3r0sW7aM888/P3xfaWkpaWlpjdrMyspqsj2j0YjR2L93bgjRmzWUwYjp4hxADTRahVidFk8gQGmdm7QYc7eMQwjRet06A2QwGJgyZQrZ2dnhY8FgkOzsbM4888xWtxMMBsNreDIzM0lNTW3UZm1tLVu2bGlTm0KI3qOoPFSHK9bSPWuAABKOl+DIK5eaYEL0Bt2+DX7RokXceOONTJ06ldNPP50VK1bgdDpZsGABADfccAMDBw5k2bJlQGi9ztSpUxk2bBgej4d169bx2muv8cILLwCgKAp33nknjz76KCNGjAhvgx8wYABz587trrcphOhExVWhMhgxXVwG40SJUUYUj5P8ynrOGt5twxBCtFK3B0Dz5s2jvLycJUuWUFJSQlZWFuvXrw8vYi4oKGiU2dXpdHLbbbdx9OhRzGYzo0eP5vXXX2fevHnha+69916cTie//e1vsdvtnH322axfv15yAAnRR5Xa3WhVsHTTImgAq9WApRzypSq8EL1Ct+cB6okkD5AQvcvtT28mu7iaP57bfdnea8pdrN59lNNGJ/DyzdO7bRxC9Gdt+f3dK3eBCSHEiSrru6cMxonMUaGq8LIGSIjeQQIgIUSvV+3yYemmMhgN9GYt0Sgcq3NLJXQhegEJgIQQvZ7d58ei696MwwoKsUYd3qBKaa2n5RuEEN1KAiAhRK9XFwwSZej2PR0kmkO70PIr5TGYED2dBEBCiF7N7w/gRCWqG3eANUiKOh4AyU4wIXo8CYCEEL1aWbmLoAI2U/fPAFmiDFiCkFcmNcGE6OkkABJC9GrHjhcgjTZ3Tx2wE5mO7wQ7XCIBkBA9nQRAQoheraiiHoBYSw8IgKx6LKpCnjwCE6LHkwBICNGrlVQfL4PRjXXAGuj0WqIVDUV17u4eihCiBRIACSF6tTK7G40KFn33L4IGiDPoqA8Esdd7u3soQohTkABICNGrlTu8mBQFpZszQTdoqAp/pLK+m0cihDgVCYCEEL1aVb0Xi9JzPsoSoowAFFRJACRET9ZzPjWEEKId7G4fZm3PmP0BiI02YlDhcElddw9FCHEKEgAJIXq1nlAG40RGiw5rUOFgsQRAQvRkEgAJIXq1umAQaw9ZAA1gtOqxBBUKZCu8ED2aBEBCiF7L5w3gVFSie0AdsAY6nYYojYZjdVIQVYieTAIgIUSvVVnhwt9DymCcKNagpcrjwx8IdvdQhBDNkABICNFrHSsLPWay9YAyGCeKMxkIAsU1khBRiJ5KAiAhRK9VVB4KgGJ6QBmMEyVaQ+MplK3wQvRYEgAJIXqthjIYth4WACVEm0C2wgvRo0kAJITotcpr3CgqWPU9aw2QNUqPWYWDRRIACdFTSQAkhOi1yus8GBUFTQ8pg9HAaNFhVRWOlMtWeCF6qp71Z5MQQrRBlcuHpYcFPxCqCm9VFI7aXeBzwfbVsOstqCkEnRmGz4JpN0Pqad09VCH6LZkBEkL0WtVuH2Ztz/wYs2l1lNW74P+bCZ/+CTR6GPoLSDkNfvwQ/vdc+GwpBPzdPVQh+iWZARJC9Fp2nx9LD8sB1CDJUM9ujw63x41p9n9D7OCfTmZdBz9+AF8/CxX74cqXQW/uvsEK0Q/1zD+dhBCiBaqqUhcMEtWDymA00PhqGB/8GICi6X9qHPwAaHUw7nI45y44mA3vzIdgoOsHKkQ/JgGQEKJX8roD1KMS1YPKYISo2A6+QhLVABTWn2JmZ+BkOPtOOPApfPJA1wxPCAFIACSE6KVqq914NBBt7FkBkLn0K4z279HGT0ZRVQ5XtLDGZ8AkmHwjbHkBfljTJWMUQkgAJITopYrKHADYzD0nAFL8TqIK3sUTMxolNoMoAuTbW1EPbMSvIP0MWPsHqDna+QMVQkgAJITonYoqQlmgYyyGbh7JT6xH16EEfbiTzkSr1xCl+jlaq7Z8o6KEtsVr9fDBnaC24h4hRIdIACSE6JVKjtfZiu4hM0BaTwWWkmzc8ZMJ6iygKNg0AYpcrcxTZIyCKfPh4Gewd22njlUI0UMCoOeff56MjAxMJhPTp09n69atzV67cuVKzjnnHOLi4oiLi2PWrFknXT9//nwURWn0mjNnTme/DSFEFyqr8QAQ3UMWQVuOfYKqMeKJnxg+FqsNUuJtw8fsoGkwcCp8fB94JYu0EJ2p2wOgt956i0WLFrF06VJ27NjBxIkTmT17NmVlZU1en5OTwzXXXMOXX37J5s2bSU9P51e/+hXHjh1rdN2cOXMoLi4Ov/7xj390xdsRQnSRCocHA6DTdPvHGBpfDeayTXjiJqBqfirMGmdQsQe1+IJteKQ1+QZwVsDm5zthpEKIBt3+yfHUU09xyy23sGDBAsaOHcuLL76IxWLh5ZdfbvL6N954g9tuu42srCxGjx7NSy+9RDAYJDs7u9F1RqOR1NTU8CsuLq4r3o4QootUOr2YlW7/CAPAUpwNigZP3PhGx+MMoKJQXNeGACgqObQoeuMKcDT9h6AQouO69dPD6/Wyfft2Zs2aFT6m0WiYNWsWmzdvblUb9fX1+Hw+4uPjGx3PyckhOTmZUaNGceutt1JZWdlsGx6Ph9ra2kYvIUTPZnf7sPSAMhhK0Iu5dAOe2LGoWmOjcwnmUOCTX9XGJIfjLg8tjP738kgNUwjxM+369Dh8+HBEOq+oqCAQCJCSktLoeEpKCiUlJa1q47777mPAgAGNgqg5c+bw6quvkp2dzeOPP86GDRu48MILCQSa/hBatmwZMTEx4Vd6enr735QQokvY/X7Muu4PgIwV21D8LjyxJxc2TTCHxpdf2cYAyBgFo34N21dBbXEkhimE+Jl2fXoMHz6cmTNn8vrrr+N2uyM9plZ77LHHePPNN3nvvfcwmUzh41dffTWXXnop48ePZ+7cuXz44Yds27aNnJycJttZvHgxNTU14VdhYWEXvQMhRHuoQZW6QJAofXcvgFaxlGTjs2YQNMScdNZq1mJWAxS0JhfQz42cA1oDbFrR8WEKIU7SrgBox44dTJgwgUWLFpGamsrvfve7U+7cak5iYiJarZbS0tJGx0tLS0lNTT3lvcuXL+exxx7j008/ZcKECae8dujQoSQmJnLw4MEmzxuNRmw2W6OXEKLn8tT7cSoqUYburQOmc+Sjdx7FE3fy7A+AolWIxs8xRzvy+hgsMOrC0CyQo7yDIxVC/Fy7AqCsrCyefvppioqKePnllykuLubss8/mtNNO46mnnqK8vHU/rAaDgSlTpjRawNywoPnMM89s9r4nnniCRx55hPXr1zN16tQW+zl69CiVlZWkpaW1alxCiJ6trsaNS+n+Mhjmsk0EdVH4rYObvSZaE6SktbmAfm7ErwAFtr3UvvuFEM3q0AN0nU7Hb37zG9555x0ef/xxDh48yN133016ejo33HADxcUtP7tetGgRK1eu5JVXXmHv3r3ceuutOJ1OFixYAMANN9zA4sWLw9c//vjj/PnPf+bll18mIyODkpISSkpKcDhCafEdDgf33HMP33zzDfn5+WRnZ3PZZZcxfPhwZs+e3ZG3K4ToIUrL61EVsJn1LV/cSZSgF3PFVrwxo0ILlpsR09ZcQCcyRsPQ82Hr/4K3vn1tCCGa1KEA6Ntvv+W2224jLS2Np556irvvvptDhw7x2WefUVRUxGWXXdZiG/PmzWP58uUsWbKErKwscnNzWb9+fXhhdEFBQaNA6oUXXsDr9XLllVeSlpYWfi1fHtotodVq2bVrF5deeikjR47kpptuYsqUKXz11VcYjcYmxyCE6F2KK0LBgM3SfQGQseo7lIAbT8yYU14Xq1epDOpQ21veYtSvwV0DOyWXmRCRpKjt+Kl86qmnWLVqFfv27ePXv/41N998M7/+9a/RnJCQ7OjRo2RkZOD3t1AJuQeqra0lJiaGmpoaWQ8kRA/02tt7+POOPBZNyyDB3D21wGL3/A2tz07d4N+c8rothX7+aY9m2zxIsrTzb86vngSvA27dfMrZJiH6u7b8/m7XT+MLL7zAtddey5EjR1izZg0XX3xxo+AHIDk5mf/7v/9rT/NCCHFKZTWh3adWffcsgtb4ajDU/IjHNqrFa+NMoYDlSHkH/hgcfgGU7YWC1uVHE0K0rF0rCD/77DMGDx58UtCjqiqFhYUMHjwYg8HAjTfeGJFBCiHEicrrPGgBYzclQjRVbANFwRc1rMVrE83HA6BKP1OHtHO2KvU0iB4AW1fCkLPa14YQopF2fXoMGzaMioqKk45XVVWRmZnZ4UEJIcSpVNWHymAo3fQ4yFS+BZ91CKrO1OK1MWYFjapSUNOOXEANFA0M/yXs/QCczWe1F0K0XrsCoOaWDTkcjkYJCYUQojNUu7qvDIbWXYbeeQSfbUTrrj+eC6ioLfXAmpJxDqDC7rc71o4QAmjjI7BFixYBoCgKS5YswWKxhM8FAgG2bNlCVlZWRAcohBA/V+MPYDZ1TwBkrNyOqujwRWW0+p4O5QJqYLLBwCmw41WY/ntZDC1EB7UpAPruu++A0AzQ7t27MRh+ep5tMBiYOHEid999d2RHKIQQJwgGVeoCAeL13bMF3lS5DV9UBqqm9f3bNEFKPBEI2IaeDxseh+KdMCCr4+0J0Y+1KQD68ssvAViwYAFPP/20bBEXQnQ5V50XpwKDDV2fBTr0+OsojoFz2nRfjD7Ij+4IbNdPnQDmONj1lgRAQnRQu/4kWbVqlQQ/QohuUV/rpV6jdksZjPDjr1OUvmhKnAFqVB1eXwcWQgNotJB+Buz+JwTbWGFeCNFIqz9BfvOb37B69WpsNhu/+c2pE3+9++67HR6YEEI0paLShb+bymCYKreH1v604fEXQJwRgopCQYWP4WkdzEifMQP2fwz5X4UeiQkh2qXVAVBMTEx4y2lMTEynDUgIIU6lqLx7ymBoPRXonQU4B7S9pmD88VxA+ZX+jgdA8cMgOhV2vSMBkBAd0OoAaNWqVU3+byGE6EqlVaEAqKsfgRmrvkNVtPiihrT53oTjG2aP2jv4CAxCu78Gnwl734eL/wa67ikFIkRv1641QC6Xi/r6nyoTHzlyhBUrVvDpp59GbGBCCNGUshoPAFFdXAbDWLkdnzW9Tbu/Glh0Cno1yLHaCARAEFoH5KmDvH9Hpj0h+qF2BUCXXXYZr776KgB2u53TTz+dJ598kssuu4wXXnghogMUQogTlde5UQBLFwZAGl8N+rrD+KJbLn3RFEWBaCVASX3L17ZK7GCITgvNAgkh2qVdAdCOHTs455xzAPjnP/9JamoqR44c4dVXX+WZZ56J6ACFEOJEVU4vJkVB04WJAI1VOwEFnzWj3W1Ea4KUuiOUvFFRYNC0UGmMQAeKrArRj7Xrp7G+vp7o6GgAPv30U37zm9+g0Wg444wzOHLkSEQHKIQQJ6py+7BoujYLtLEqF79lQKtqfzUnRhekzBfBcadPB1c1HNkUuTaF6Efa9dM4fPhw1qxZQ2FhIZ988gm/+tWvACgrK5P8QEKITlXjC2DRdd3jLyXgxlCzF19Uxwo9x+ihStURDHawJliD+KFgSYR9H0emPSH6mXYFQEuWLOHuu+8mIyOD6dOnc+aZZwKh2aBJkyZFdIBCCNHA7wvgUANY9V03A2Swf4+iBjocAMUZVerQUVvni8zAFCWUDXrfOmimQLUQonnt+hS58sorKSgo4Ntvv2X9+vXh47/85S/529/+FrHBCSHEieprQ2UworqwDIapKhe/KZGgoWOz2/FGUBWFoxURXLMzcArYj0D5vsi1KUQ/0e5PkdTUVFJTUxsdO/300zs8ICGEaE6Xl8FQ/Rjsu/HGntbhphIsoUXbR6r8nNa+zWQnSxkHOlMoM3Ty6Ag1KkT/0K5PEafTyWOPPUZ2djZlZWUEg41zWxw+fDgigxNCiBPVVLnxdLAMRrm3lMOug5R6S9CgIVYfxwjzKJKNqSg03lmmrzuIxu/CG5XRwZFD7PEE0EdrIpQLCEBrgNTxoXVAZ/9X5NoVoh9oVwB08803s2HDBq6//nrS0tLCJTKEEKIzFVccL4PRjgCoyldJdtV69jn3oFE0xOriAPjemUtO1WekGQcyK+FChph+WutjrNpJUGclYEzq8NhNWjASpNgR4fU6aVnw7f+FdoSZ4yLbthB9WLsCoI8//piPPvqIGTNmRHo8QgjRrJJqFwDRbVwDdLB+H/8qexO9omdazJkMNmWiVUJLIINqkBJvET84dvFa0UtMizmTX8bPQadoMVblhhY/R+iPvGglQKkrwn8wpk0ENQiHN8C4uZFtW4g+rF0BUFxcHPHx8ZEeixBCnFKp3Q1AlKH12+B31e1gbfm/SDMO5IyYc9BrGn/saRQNA4yDSDMM5GD9frbXbKHIfZTrY2ah81TiSjozYuOP1gYp80Z4B5s1EWLS4eDnEgAJ0Qbt+kl85JFHWLJkSaN6YEII0dkq6kIBkFXfur/dDtbv54Pyd8k0D+fs2PNPCn5OpCgKI6yjmBn/Kyp85fxYsBpV0eG3DIrI2AFidCrlfi1qpLetp06Ag5/Jdngh2qBdM0BPPvkkhw4dIiUlhYyMDPT6xs/jd+zYEZHBCSHEiSqdPoyKgk7T8mOkCl8Z/yz7O2nGgUy1nd7qtYoJhkR+Ef8rhle+xlG9Dr3qw0hkEi/G6lUOKTq87gBGcwR3sqVNhH0fQdme0M4wIUSL2vUTOHfu3AgPQwghWlbl9mHRtjxx7Vf9vFv6JhaNhTNizkZR2jbZHY+OwV4vG61RFFdnc378r9C3owr8z8UawYGO2hoPSZEMgJJHh3aEHfpSAiAhWqldP4FLly6N9DiEEOKUVFWl1ufHamw5mPmy6hMqfOXMir8Q3SkeezUnvjYfAGtMFrWuPXxj/4qz42Z2eMdrvFlBVRQKK30kpbZ8fatpDZA0Cg7nwFkLI9iwEH1Xu1fj2e12XnrpJRYvXkxVVRUQevR17NixiA1OCCEaeF1+HKhYWlj/U+w5xpaarxkfNYlYffu2hcfXHsZljMNoiGe0ZSzF3mPsrNverrYatWsMrdEprI5gLqAGKaeFCqMGIlRqQ4g+rl0B0K5duxg5ciSPP/44y5cvx263A/Duu++yePHiSI5PCCGA42UwNCrRp9gBFiTIuor3idXFMdIyql39aIJBYuvycZhTAIjTxzPUPIL99XvJrz/UrjYbxBhC/z1a20kBkK8ejn4b+baF6IPaFQAtWrSI+fPnc+DAAUwmU/j4r3/9a/79739HbHBCCNGgvsaLU1GJNjU/A5Rb+y3FnmNMtp3e5nU/DWzOo+iCPuosPz2jGmAcSIohjW9rt1Dtq2xXu3BCMkRnu5toXlwmGKIgb0MnNC5E39OuT4ht27bxu9/97qTjAwcOpKSkpMODEkKIn6u1u3GfogyGN+hlQ/XnDDFnkmhof+bm+NrDeHVm3D8rfjrMMgKL1som+wZ8QW+727dpApS6OyF7vkYDyWNDC6GFEC1qVwBkNBqpra096fj+/ftJSmr7B8/zzz9PRkYGJpOJ6dOns3Xr1mavXblyJeeccw5xcXHExcUxa9ask65XVZUlS5aQlpaG2Wxm1qxZHDhwoM3jEkL0HCUV9aCAzdR0ALS19mtcARenWbPa34kKCbWHwo+/TqRBwxjrWLxBD1vsm9qdcydaq1Lhi3AyxAYpY6FoO3glR5sQLWnXT+Gll17Kww8/jM8XWmynKAoFBQXcd999XHHFFW1q66233mLRokUsXbqUHTt2MHHiRGbPnk1ZWVmT1+fk5HDNNdfw5ZdfsnnzZtLT0/nVr37VaPH1E088wTPPPMOLL77Ili1bsFqtzJ49G7fb3Z63K4ToAUqqQmUwovQnrwFyBev52v5vhllGYNVZ292H2VONyVvbZAAEYNSYGGkZQ5H3KPvq97arjxi9SoWqx+cNtHuczUoeG1oEfXRb5NsWoo9pVwD05JNP4nA4SEpKwuVycd555zF8+HCio6P5y1/+0qa2nnrqKW655RYWLFjA2LFjefHFF7FYLLz88stNXv/GG29w2223kZWVxejRo3nppZcIBoNkZ2cDodmfFStW8Kc//YnLLruMCRMm8Oqrr1JUVMSaNWva83aFED1AWU1DGYyT1wBtrfmagOpnTNT4DvURX3uYoKLBaU5s/hp9AoOMg9lV9x2V3oo29xFnUKlW9Lgc7X+M1qyYQWC0Qf7GyLctRB/TrjxAMTExfPbZZ2zatImdO3ficDiYPHkys2bNalM7Xq+X7du3N9o5ptFomDVrFps3b25VG/X19fh8vnBtsry8PEpKShqNJSYmhunTp7N582auvvrqk9rweDx4PJ7w10093hNCdK+yutDP6M/rgHmCbrbWfM1Q8whMGlNTt7ZafO1hnKYkgsqpMz8PMWdS67ez2f5vZidejF5jaHUfcSZwKDrqajzYIl1SUdFA0mjI/yrCDQvR97R5BigYDPLyyy9z8cUX87vf/Y4XXniBjRs3UlRU1Ob6NhUVFQQCAVJSGk83p6SktHox9X333ceAAQPCAU/DfW1pc9myZcTExIRf6enpbXofQojOV+n0YlQU9JrGH1vf1m7Bp/oYZR3bofZ1AQ8x9cdwmJNbvFZBYZR1LF7Vw9aar9u0HijOGPpvYbW/vUM9tZSxcOxbWQckRAvaFACpqsqll17KzTffzLFjxxg/fjzjxo3jyJEjzJ8/n8svv7yzxtmkxx57jDfffJP33nuv0Xb8tlq8eDE1NTXhV2FhYQRHKYSIhGrPyWUw/KqfLTWbyDANw6K1dKj92LoCFFWlztL0+p+fM2pMjLCM5pinkIP1+1rfz/HJosLqTlgDBJA0RtYBCdEKbXoEtnr1av7973+TnZ3NzJkzG5374osvmDt3Lq+++io33HBDq9pLTExEq9VSWlra6HhpaSmpqafOE798+XIee+wxPv/8cyZMmBA+3nBfaWkpaWlpjdrMyspqsi2j0YjRaGzVmIUQXS/gD1IbCGLRNX409b0jl/qAk1HWMR3uI77uMG5DND5d6wOpBH0iaYaB5NZtJ9GQ0qrM07H60GxRkaOTKrfHpofyARV8A0PP65w+hOgD2jQD9I9//IM//vGPJwU/AL/4xS+4//77eeONN1rdnsFgYMqUKeEFzEB4QfOZZ57Z7H1PPPEEjzzyCOvXr2fq1KmNzmVmZpKamtqozdraWrZs2XLKNoUQPVd9rZd6RW20A0xF5ZuajQwwDiJaZzvF3a2gqsTV5rXq8dfPZVqGYdZa+dr+b/zBlh9rGbVg6qxkiBBaB5Q4MlQWQwjRrDYFQLt27WLOnDnNnr/wwgvZuXNnmwawaNEiVq5cySuvvMLevXu59dZbcTqdLFiwAIAbbrih0SLpxx9/nD//+c+8/PLLZGRkUFJSQklJCQ6HAwhtyb/zzjt59NFHWbt2Lbt37+aGG25gwIABUsVeiF6qvsaLQ6MSbfxp0jrPdYgKbzkjIzD7E+Uqw+B3Nbv9/VQ0aBhtGUt9wMn22i2tusemDVLq6aRcQBAqjHp0GwQ6aZ2REH1Amx6BVVVVnbS4+EQpKSlUV1e3aQDz5s2jvLycJUuWUFJSQlZWFuvXrw/3U1BQgOaERY8vvPACXq+XK6+8slE7S5cu5cEHHwTg3nvvxel08tvf/ha73c7ZZ5/N+vXrO7ROSAjRfeprPdT/rAzG1ppNxOriSdK3PWj5ufi6fAKKjnpT+7ZlmbVmhltGsr9+Lyn1qWRYhp3yeps2SIVXSyAQRKvthEAoaTT4/gElu2Dg5Mi3L0Qf0KYAKBAIoNM1f4tWq8Xvb/tfHAsXLmThwoVNnsvJyWn0dX5+fovtKYrCww8/zMMPP9zmsQghep7aag8uBWKOl8Go9lVxsH4/02xnoESgqkRc7WEcliTU9qVGAyDZkEKNv5rtdVtJMCQSrYtp9toYg0qpW4/b4cca0/ot9K0WPwy0BijYLAGQEM1oUwCkqirz589vdsHwibl0hBAiUkoqnaD8lARxe+0WDBojg00ZHW5b53cRXV9CUWJWh9saZhlBbW0tm+1fMSv+QjSapvMJxRnhx+PJEDslANLqIGE4HPkazvx/I9++EH1AmwKgG2+8scVrWrsDTAghWqukOpQFOtqgw6f6yK3bTqZ5KFpNu3K5NhJXdwQFcLZjAfTPadAyyjqWnXU72OnYziTb6U1eF28Cp6LDbneQOLDD3TYtaVQoI7SqEpFpMiH6mDZ9eqxataqzxiGEEM0qtR8vg6HXssexG3fQxTDzyIi0HV+Xj8sQg08bmTWCUdooMs3DOFC/jxTDAAaYBp10TVw4F1CQ4RHptQmJI+GH96A6D+KHdlYvQvRanbgNQQghIqPCEXq8bjVo2VG3lRRDGlG66I43rKrE1bVv+/upDDAOJF6fwNbar3EHXCedjzmeC+hoTSclQwRIGBH6b+HWzutDiF5MAiAhRI9X6fJhUhTs/nKOuQsZZh4RkXaj60vR+904LJENgABGWELb87fUbDqpTFA4GWJn5QICMEZBTHooIaIQ4iQSAAkhejQ1qGL3+rHqtOyo24ZRY2rysVJ7xNXl49foqDdGuiop6BUdI8yjKPUWc6D+x8bnNGBRgpScPDkUWYkjoFACICGaIgGQEKJHczl8OBUVi17DrrrvyDQPQ6NE5qMrri4PpzkJ6JxFwnH6eAYYBrGrbge1PnujczHaIOU+LWqwk0piQGgdUNmP4LK3eKkQ/Y0EQEKIHq2+1oNDE0TVOvEE3WSaT51ksLV0fjfR9SU4TJF//HWiDMtQTBoz39RsQlWD4eM2nUoVetz1nZitOXEkoIaqwwshGpEASAjRozlrvDgVcGpKSTIkd7zu13GxjoKIbX8/FQ0aRlpHU+OvZo9jd/h4nEGlStHjqvN2XufRaWCMhqMSAAnxcxIACSF6tPqa0AxQHSVkRGj2B0Lrf9wGGz6dOWJtNidKG026aQh7nLux+0LlguJNUN3ZAZCihBIiyk4wIU4iAZAQokerqnLjUxR0Wi/pxiGRaVSF+Np8HKbEyLTXCummIVi0FrbWfI2qqsQZwaNoKbf7OrfjhBFwdCsEgy1fK0Q/IgGQEKJHK6oM7RVPNtnQRSDzM4DVXYHB78TZjurv7aWgMMIyGru/in3OH8Jb4QvsnRyYJI4ATx1U7O/cfoToZSQAEkL0aDtq9wIwxJoasTZj6/IJKhqcpoSItdkaUdpoBhrT+d6xC6PGAcCx2k7cBQaQMAxQ4Oi2zu1HiF5GAiAhRI+W6/0BgDRzXMTajKs7gtOUiNrcdnqvB7XeiVpXg1rvBF/kHlMNMWeg1+g5UP8NGlSK6iPWdNP0FogdHHoMJoQIi8x8shBCdAKnz8kRpQRQMekj06Ym6CfGeZTSuLHhY2p9PVSVodqrwOmAQOOt6SqATg+2WJTYeJTEFNC17+NTg5ah5uHsdX5PlMZLmVeDGlRRNJ1YsFQWQgtxEgmAhBA91qf5n+IPWDBpgxEraB7jOIpGDeIwJqGWl6IWFYCzDrRasEZBfBKYTKDVomi0qMEA+PzgrYf6etT8A6j5ByAhBSU9A8XU9l1kCfpE4nTxKFo7FV49HpcfkzVCEV6THQ6HQ1+E1gIZI1BDTYg+QAIgIUSP9d7+NRjcY9FH8JMqri4fr2LA/f1u8LjBGg2DMlCs0dDEIzEFwAQQAwlAwIdaUw3VlagVpaipA9GkZ7Z5RmioeQTbNbUU62Oor/V2bgCUOIJQQsQdMPS8zutHiF5E1gAJIXqkY45jfFexA70nGXOEAiC1rpbY0h9wOINgMKBkjkRJH4oSFdNk8NMkrR4lPhll6ChITIGyIoI7t6DW2ts0FrPWTLxeoUpjoMxe2fY30xa2AaG1QLIQWogwCYCEED3SB4c+wKAYCPptWIwde/6lqhA8vB9tzhqsWi8O6wCUgZlg7EASREWDkpCMkjkStDrUH3agHs1vUxMDzRY8gWhyyr9o/zhaQ9GEdoNJSQwhwiQAEkL0OKqqsvbQWkaaxuJBh8XQgbb8foLf5BD8bjMJyWZUwBkVuS316Awog4dBYgpqwWGCB/aGIq5WiNMHUdHyrTuPUmdp5MbUlIThULit1WMToq+TAEgI0ePsLN9JYV0hwzkND9p2B0BqvZNgzseopcdQRp5GfIyCSxtFQIn0ehsFJSEVBgyGylKCe3e2KvOyTR/aXu/zpvLBoQ8iPKafSRgB9RVgP9K5/QjRS0gAJITocT449AHxpnis9YNQUTDr2z5rodbYCXzxEarbhea0yWjik4n1luLUxkZ+wMcptjgYlAG1NQR/3NViEBStC223N7pGkVuRS2FdYaeNjYThof9KYVQhAAmAhBA9jDfgZV3eOqakTKG6LhRAmNs4YaNWVRDYsB60WjTjp6BYookK2DGoXup0sZEf9AkUS/TxIMhOcN9uCDYfvOk1KmaND48zjVhDLOsOr+u8gZlsEJUKx7Z3Xh9C9CISAAkhepQNRzfg8Dk4PfV07I5Q8NCWR2BqVQWBrz5FMZnQnDYZRW8EINZbShANLm3n58FRLFGhIKimmuChH095rU3nowYL4+MmsrtyN0fqCjpvYAlDZSeYEMdJACSE6FHWHlzLENsQUq2p1LhCAZCpldvg1Ro7gY2foZgtKGOyULQ/TR3FeUtx6mzNl7+IMMUSDamDoLz4lLvDonV+7KqZAZrBxBrj+LgzZ4EShkPxTvB7O68PIXoJCYCEED1Gtbuar459xbSUaQSDKg6fglETRNuKTyrV6SDw1adgMKKMmYii/Slq0qh+YnwVODr58dfPKbY4SEpFLTiMWtn0Lq8Ygx87ZvyuIFlJWXxf+T3HHMc6Z0AJIyDghdLvO6d9IXoRCYCEED3Gx3kfAzA5ZTJelx+XqmvV7I/q9RLc+BloFDRjJjaa+QGI8VWiIYijExdAN0dJSAZbLOqBH0OFVX/GpvdTi5n6eh8jYocTrY/msyOfdc5g4oaARifrgIRAAiAhRA+y9tBaxiaMJdoQjdvpw422xR1gajBI8JsvQ7u9Rk8Mr/k5Uay3FJ+ix6OxdNbQT0FBSRsEBgPqvt0QCDQ6a9P5CKKh3KGg0WiYmDSRHaU7KK+viPxQtAaIy5CdYEIgAZAQooc4XHOYHyp/YFrqNAA8Th8udFgNp84CHczdilpRhjJyPIqp6QAn1leKUxdLxCqqtpWiRRkwGLwegof2NjrVkAuoxBFa6T0qfhRGnYkvCzspO3T8MFkILQQSAAkheogPD32IRWfhtITTAHA7fbjQYjl5QicsmH8QNW8fytCRaGLimrxGF/QQ5bd3y+OvRgym0KLoijLUsuLw4ZjjAVCZOxQA6TQ6xsaP4Zvib3D6Tn5k1mEJw6HqELiqI9+2EL1ItwdAzz//PBkZGZhMJqZPn87WrVubvfaHH37giiuuICMjA0VRWLFixUnXPPjggyiK0ug1evToTnwHQoiOCqpB1h5ay6TkSeiPr99xOfy4T1EGQ7VXEfzuG5TkAWiSBzbbdqy3FAW6fAF0U5ToWIiNR83bj+p2AaFcQBaNj0q/Gb8vlPdoXMI4gmqQjcc2Rn4QiccTIso6INHPdWsA9NZbb7Fo0SKWLl3Kjh07mDhxIrNnz6asrKzJ6+vr6xk6dCiPPfYYqanN1/IZN24cxcXF4dfGjZ3wISKEiJhvS76ltL6U09NODx+rrvWjomBpYg2Q6vMR2PwlWKwoQ0eesu04XxlujRm/pgMFxSJISRkAOh3q/h/CdblsOh92zHjqQ5mhzXozI+JGkFO4AX/QH9kBRKWCMRqOSgAk+rduDYCeeuopbrnlFhYsWMDYsWN58cUXsVgsvPzyy01eP23aNP76179y9dVXYzQ2Py+u0+lITU0NvxITEzvrLQghImDtobUkmZPItGWGj1WdIgt0MHcLeNxoRoxDUbTNN6yqxHlLQut/egpFC2np4KxDPRaqy2XT+6lWLXicvvBlpyWOp85Xy46y7yLcvxJaBySV4UU/120BkNfrZfv27cyaNeunwWg0zJo1i82bN3eo7QMHDjBgwACGDh3KddddR0HBqTOrejweamtrG72EEF2j3lfPp0c+ZVrqNJQTFik3lwVaPXIIteAQSubIZhc9NzAFnZiCru5f//MziskK8UmoR/NR653EGnzYseBx/TTbE2+KY1DUIDYczYn8ABKGhXaCSWV40Y91WwBUUVFBIBAgJSWl0fGUlBRKSkra3e706dNZvXo169ev54UXXiAvL49zzjmHurq6Zu9ZtmwZMTEx4Vd6enq7+xdCtE12QTYuvyu8+6tBjRtAbTQDpDodBHK3oCSloklKa7HtWG8pKuDU2SI65khQElPBYEQ9sAebzkctJpyOxo+7xiWexpHaI+TX5Ee284Th4KqC6rzItitEL9Lti6Aj7cILL+Q//uM/mDBhArNnz2bdunXY7XbefvvtZu9ZvHgxNTU14VdhYSdWZBZCNLL20FqGxw4n0fzTo2q/L4jTr8GkVdEcnxRSgyrB7ZtAq0PJHNWqtuO8ZdRrowkqrayl0ZUUBSV1ENQ7sNUcBRRKHI3HOTh6MDaDjQ1H/x3ZvsOV4WUdkOi/ui0ASkxMRKvVUlraOD18aWnpKRc4t1VsbCwjR47k4MGDzV5jNBqx2WyNXkKIzlfiLGFL8RZOTz290XHP8S3w5hPiAfXwftTyEpRhoxuVuWiWGgzl/+lhj78aMVkgPglb6QEASpyNFzxpFIUx8WP5rmwHdd7mZ7HbzBgN0WmyDkj0a90WABkMBqZMmUJ2dnb4WDAYJDs7mzPPPDNi/TgcDg4dOkRaWsvT5UKIrvXh4Q/Ra/RkJWc1Ou46ngSxYf2P6qgj+P23KKmD0MTEt6rtqIAdverDoY+J8KgjS0lMIVrrQaMGKfeaCAYar8sZFRea7fqm+JvIdiwJEUU/162PwBYtWsTKlSt55ZVX2Lt3L7feeitOp5MFCxYAcMMNN7B48eLw9V6vl9zcXHJzc/F6vRw7dozc3NxGszt33303GzZsID8/n6+//prLL78crVbLNddc0+XvTwjRPFVVWXtoLROSJmDWmRud8zi8x7NAh9bpBndsBp0eZfCwVrcf6y0loGhwaXr4jK6iQZMyEFugFoc3gKfe1+i0WW8iMyaTjcc2ElSDkes3cTiU7AK/J3JtCtGLdOuD8Xnz5lFeXs6SJUsoKSkhKyuL9evXhxdGFxQUoNH8FKMVFRUxadKk8NfLly9n+fLlnHfeeeTk5ABw9OhRrrnmGiorK0lKSuLss8/mm2++ISkpqUvfmxDi1L6v+J68mjwuzLjwpHMupx8XJixGUI8cRC0vRhmT1bpHX8fFeUup18agdlf5izZQLFHEOF3UerS4KqswRzdO3TE2YSzvH3qfH6v2MTZhTGQ6TRgBAR+U7IZBUyPTphC9SLevDFy4cCELFy5s8lxDUNMgIyMDtYVtm2+++WakhiaE6ETvH3qfOGMco+JPXtDsrPXhwYpFcRPctS206ys2odVta1Q/Mb5KSk2DIznkThVjVikLJOLf8TFkXNToXIolhQRTApuObYxcABQ7BLT60HZ4CYBEP9TndoEJIXo+T8DDR4c/YmrqVDTKyR9DlbWhiunmgh9BVVGGDG9T+zG+SjQEe1z+n1OJ1Xop1yWilBTgzT/S6JyiKIyOH83uiu+p9UYoT5lWB3FDZR2Q6LckABJCdLmcwhwcPgfTU6c3eb6qLjTTay49jDJkOIr+FBVRmxDrLcWn6PFoTp0osSeJ0brxKXoqrOk4/v1vgr7Ga4FGxI5Aoyh8UxTBxdAJw+Bo8/UXhejLJAASQnS5NQfXkGHLIMWa0uR5uzM0A2Qx61CS254WI853vPxFL1j/0yBW4wagIHoMwfp6XN82ztFj1BkZGjOUr4u+jtxi6MQRYC8AR9P1F4XoyyQAEkJ0qVJnKV8f+5rpaU3P/gQDQQL2UvRBL8bMoSht/JjSB91E+Wt61eMvgBhtaDdWMfEYhg3DtXMn/srKRteMjh9DhbuCg9XN5zVrk4QRof8elXxAov+RAEgI0aU+OPwBWo2WKSlTmjxfX1SB6q7FghfFEt3m9mO9odkMR08qgNoKOiVItOKmUrFB6mA0FguODRtQgz9t/Ei1phBrjGNzccfqJYZZEsAcL+uARL8kAZAQosuoqsqag2uYmDTxpNw/DWrfX0OtPhazoX2Pr2J9pbg1ZvwaQ8sX9zBxWhflig2fN4hp3Dj8JaW4f9wbPq8oCqPiRvJdeS71/vqOd6goobIYhbIOSPQ/EgAJIbrMzvKdHKk90uzjL8+BAwR+yKXSlIJF3451LqpKvLe0183+NIjTeqjQxOD1BNAlxKMbNIj6r78hWP9TsDMibiTBYIDtpTsi02niCCjaAQF/y9cK0YdIACSE6DJrDq4h3hTPyLiRJ51TAwGq33oLNSaBOl00Vm3bAyBz0IEx6AotgO6FYrUuKhUbHldoEbhp1ChAxfn11+FrrHoLg22D+frY18200kYJw8FXD2V7ItOeEL2EBEBCiC5R76tnXd46pqdObzL3j3PT1/iOFeHKnIRLMWLRtn1GIs5bgoqCQ9uz6381J07rxo+WUndo27/GaMA4ejSe/QfwFhaGrxsZN5JCRwFFjqKOdxo/DBStbIcX/Y4EQEKILvFJ/ie4/W7OSDvjpHNBl4uatWsxjhxJhS4RVVGwtisAKsWps6Eq2kgMucvFaV0AFHutNCS91w8ciDYhAceGfxP0hb4ng6MHY9aa+aZ4S8c71RkgPhMKZSG06F8kABJCdIn3Dr7HqPhRxJtPruZeu+5jVK8X6xnTqXaHgherNtCm9hU1SKyvrNdtfz9RtMaDhiAVqg2/N/T+FQVM48YRdDhwbQ/lBtJqtAyPHc7W4i34gxFYu5MwHAojXG1eiB5OAiAhRKfLq8nju7Lvmpz98ZeVUffll5izstBYrVT79ABtngGK9lWgVQO9dgE0gEaBOI2LMk0sHvdPAaA2yopx+DBcubnh3EAj40fh8DvYUxmBtTuJI6E6HxzlHW9LiF5CAiAhRKd798C7WPVWJiRNOOmc/b330FjMmLMmEgyq1AYM6Alg0Jy68PHPxftK8Ss63BprpIbdLeJ0bsqUGHyuxgGgIXMYGqsVx5dfogZVEs0JJJqS2BKJx2CJxxelSz4g0Y9IACSE6FS+gI/3D77PtNRp6DX6Ruc8Bw7gyt2Jdfp0FJ0OnzuAU2PComnfAmiHLq5Xlb9oSrw2NAPkdTd+BKhoFUynnYa/vBz3zl0AjIwbwfeV3+PwOjvWqSUh9CqMQDAlRC8hAZAQolPlHM2h2lPNmWlnNjquBoPY3/knupRkDMNC1d69Lj8OxYSljet/9EEX0X47db14/U+DeG09dVioqT85kNPFxWIYkoFz6xYC9hqGxw5HVWF7aQdLWShKqCxGgawDEv2HBEBCiE71z/3/JMOWwYCoAY2O12/bhrewEOuZZ6FoQr/sPW4/Do0Jq75tM0Bx3lIAHPrYiIy5O8Uf3wl21BNFUw8BDSNHopiM1OV8iUlrYrAtPTK7wZJGhhIi+j0db0uIXkACICFEpznmOMbmos2cNeCsRseDXi81a97HOGwY+rSfqr176/04NSai2pgEMd5bQr3WSkDpfeUvfi5e6wZUStQY/J6Tvw8anTb0KKyoGPf335+QE6i4Yx0njoKAF4p3dqwdIXoJCYCEEJ3m3QPvYtQamZwyudFxR3Y2gdpaLNMbl8Rw1gfwKPq27QBTg6H1P9q4SAy52+mUIDEaN+VKDF53098HfUIC+iFDcH7zDQMDMZi1ZraWdHAWKG4I6EzyGEz0GxIACSE6hT/o570D7zE1dSpGrTF8PFBTQ+36TzCPPw1tjK3RPRUuHdC2LfDR/mr0qg+Hvm8EQBB6DFaiicPrav77YBw1Co3RSP2XOQyNGcrWkq0Egm1bO9WIRgcJw6AgQpXmhejhJAASQnSKr45+Rbmr/KTHXzUffoSiUTBPmXLSPVWe0C6xqDYEQPHeYvyKjnpNdMcG3IMkaF2UthAAaXRaTOPH4y8rZXCpSq23ln3V+zrWceLI0AyQ2rYUBEL0RhIACSE6xTv732GIbQjp0enhY95jx3Bu2oR5yhQ0RmOj61XA7tOjoLZpF1i8tzhU/LSXb38/UaKunhqsVNefuqSHLj4Ow9BhmLftIU5n63hOoKTR4KqCyoMda0eIXkACICFExB1zHGPjsY3MGDCj0fGaf72L1mbDNO60k+4JeAPUYsKi+NG0MpZp2P5e20fW/zRI1NYDUOiNanEyxjhiBFpbNOmFHnaW76Le7+pAxyNA0cCRCFWaF6IHkwBICBFx/9r/L0w6U6PFz64f9uDeuxfLGWegaE/+6PG4jm+Bb9PjrxJU6FPrfyBUFFVDkBI1Fq/n1N8PRaNgnpDFoCIvgaCP3NLv2t+x3gJxGRIAiX5BAiAhRET5gj7+deBfTEudFl78rAaD2P/1L/QD0jBkZjZ5n7chANK1IQDyFOPSRhFQ9C1f3ItoFZW4hoXQ9S1/P7RRFuJGjCPZDl8f+KxjnSeOgiObOtaGEL2ABEBCiIj6ouALqtxVjR5/Ob/+Gn9xMdYzzmx2qY6nPkCdYiZK17r1P4oaIM5XQp3u5OryfUGC1kWxJr5VARCAYdBAMv1x5AfLKc7/of0dJ4+BmkKoOdr+NoToBSQAEkJE1Js/vsnw2OHhzM9Bl4uatWsxjhyBLiW52fvq6wO4NEaiWjkDFOsrR6cGqO2jAVCSzkmxEo+rlQEQwLAhWej9sCHnFQJudzs7HhX67xHZDi/6NgmAhBARc9h+mG9Lv200+1P7yaeoLjeW06ef4k6oqA99HEW1cgdYvOcYXsWIR2Np/4B7sGStEy96ilzmVt9j0BkYokthV2I9Va++gtqe7eymGLANgiMb236vEL2IBEBCiIh5a99b2Aw2JiZPBMBfUYkjOxvTxIloo6NOeW+lO5QEsVU5gFSVRG8Rtfr4PrX9/URJulCF98JAHAFf60uDjLQModYC+4/upO7TT9vXefJoyPuqffcK0UtIACSEiIh6Xz3vH3qf6WnT0WtCi5Lta9agGI2Ys7JOea8KVPmMKKit2gUWFbBjDLr77PofAIvGT5TioUhJwHOKhIg/l6yNxaaxsndyIjXvv0/9rl1t7zx5LFQdgrrStt8rRC8hAZAQIiI+PPwh9b56zh54NgCegwdxbd+O5fTT0RhOvUsr4A1SgwmrxteqHEAJnmOh7M/amEgMvcdK0jk5ponH7fS1+h5FURiuT2OPrQ516GCqXl6F99ixtnWcPCb0X3kMJvowCYCEEB2mqir/+PEfjE8cT7wpPrTt/e130CUnYRw5ssX7PS5faAdYK3MAJXqOUqeLQ+2jj78aJOvqKdIk4na2oTgsMEw3AB8+8mZkoomOouJ//odAXV3rGzDHgW0g5EsAJPqubg+Ann/+eTIyMjCZTEyfPp2tW7c2e+0PP/zAFVdcQUZGBoqisGLFig63KYTouB1lOzhoP8g5g84BoP6bLXgLC7GeNQOlFVM6nno/tRpzq3aAmQN1WAN11OoSOjzuni5Z58CJiRKXoU33RWnNpGkT+NZ3ENucCwl6PJQ//zxBr7cNnY+RdUCiT+vWAOitt95i0aJFLF26lB07djBx4kRmz55NWVlZk9fX19czdOhQHnvsMVJTUyPSphCi49788U1SLCmMjBtJ0OXCvmYNxuHD0ac1/XP6c+56P3UaM9GtCIASPMcIosGh61vZn5uSqnMAkO+LJ+Bv246u4fqB5PmLqbYEsV14If6iYir/72XUYCsXVCePhcoDUFfS1mEL0St0awD01FNPccstt7BgwQLGjh3Liy++iMVi4eWXX27y+mnTpvHXv/6Vq6++GuPPCim2t00hRMeU1Zfx2ZHPOGfgOWgUDbUff4zqcmE544xWt1HjBJ+iw9aKJIhJnkLqdLGoSrdPYHc6q8ZHtOKmUEnCU9/6dUAAg/XJGNDzrXs/uqQkoi64APfu3VS/9VbrtsenjAv9V2aBRB/VbZ8gXq+X7du3M2vWrJ8Go9Ewa9YsNm9uXwKu9rbp8Xiora1t9BJCtM7b+95Gr9Fzetrp+EpKqfviS8yTJ7W47f1EZc5Q1fOW1gAZA45Q8VN9UofG3Juk6J0UahJxO9oWAOkVLZn6FLZ79hNUVQxDBhN13rk4//0VtR+ta7kBUwzEDoG8nPYNXIgertsCoIqKCgKBACkpKY2Op6SkUFLSvinX9ra5bNkyYmJiwq/09PR29S9Ef+MNeHl739tMS52GSWvC/s930ERZMU/MalM7Fd7QLrFo3al/ySd5jhJEQ20/ePzVIEXn4JgmkXpH6xJEnmi4fiD2oIODvtAuMOOYMVimn07tRx9Rt2FDyw0kj4XDObRYkl6IXqjvzyG3wuLFi6mpqQm/CgsLu3tIQvQKn+R/QrWnmnMHnYt7927cP+wJ1fvSaVvdhhpUqfIZMeLHoDn1L9rQ4684VKX17fd2qToHXvQcqTfT1jAkSRtDnCaKre594WPmSZMxTZiA/a23cG7b1kLnp4VqglXntX3gQvRw3RYAJSYmotVqKS1tnGirtLS02QXOndWm0WjEZrM1egkhTk1VVV7f+zpj4seQrI/H/tbbGAYPbrbae3O87gA1GgvR2lPP/pgCdccffyV2ZNi9TqrOgUKQvGAyfk/bZoFCOYEG8oM3n/qg5/hBsJ55JsaRo6ha/Qr1u3c330DyGFA0cLgVs0VC9DLdFgAZDAamTJlCdnZ2+FgwGCQ7O5szzzyzx7QphGjaropd7Kncw7mDzqXuk0/x19RgmTGjzZUpPPU+ajQWbC3sAEv2FBJQ+tfjLwC9EiRZ6+SIJrlNCREbDNMPQEVlh+fATwc1ClHnn4d+yGCq/r+VuPftb6ZzCySMgMNftnP0QvRc3foIbNGiRaxcuZJXXnmFvXv3cuutt+J0OlmwYAEAN9xwA4sXLw5f7/V6yc3NJTc3F6/Xy7Fjx8jNzeXgwYOtblMIERlv7HmDZHMyI4PJ1H36KeaJE9HFtj0zcygHkAWb4RQBkKqS7D5CnS6hXz3+apCmd4QCoDYuhAYwawwM1iWxxbWXRs/QNBpssy5Al5pKxQsv4MnPb7qB1NPg0JcQbPsaJCF6sm4NgObNm8fy5ctZsmQJWVlZ5Obmsn79+vAi5oKCAoqLi8PXFxUVMWnSJCZNmkRxcTHLly9n0qRJ3Hzzza1uUwjRcaXOUj498ilnDzybmrfeRjGbMU+Z3K62qh0qXkVPzClmgKyBGiwBBzX97PFXgzRdHZWKjbK69gV/I/SDKA1WU+D/WW0vnZbo2bPRxsVS/uyzTZfMSJsInloo+q5dfQvRU+m6ewALFy5k4cKFTZ7Lyclp9HVGRkar8lecqk0hRMe9ue9NDFoDWeUWHHv2EH3hHDS69n2cFDtC951qB1iy+wh+RYdD278efzUYoAuVsdjvSWBMoB6Ntm3PGQfoEohWLGxx72OwvvEfg4pBj+3Xv6Zm7VrKn3mW5HvuRp94QqAZPwwMVjj0BQya2uH3IkRPIbvAhBBt4vK7eHvf20xPmorrnfcwZGZizMhod3vl7uNb4JvLAaQGSXEfoUaf1OdrfzUnWuslRuPisJKKu40JEQE0isJwwwByPQfxBE8uh6EYjdguuhhFUSh/+mn8dvsJN2sheRwc/LwD70CInkcCICFEm3x4+EPqvHVM2uMmWO/COmNGu9tSVajwmTArPvTNbIGP85VhUD1U96Pkh00ZpK/lsDYVd13bAyCA4bqB+AmQ6znU5HmNxYztkotR3R7Kn32WQH39TyfTJsDRb8Flb1ffQvREEgAJIVotqAZ5bc9rnGYdjj57C5apU9qU8fnnvG4/1YoFm7b5Ip0p7nzcGjNuTfv76QsG6mspUeKoaENR9xNFaU0M0iWx2b2H5hIKaaKjsV10EYGqKir+54WfiqemZYEakN1gok+RAEgI0Wqbjm0iryaPSVsq0SUkYJowoUPteZw+7BorMfqmH39pVS+JnmPY9cm0eX99HzNIVwso7KlPIBhsX2bm0fp0igKVFPibLw6tjY/DduGv8RUUUPnS/4WKp1oTIXYwHPisnaMXoueRAEgI0Wqv/PAKg9RYUn6sIOq881A0HfsIcTgD1GksxBmafqyT5C5EIRgKgPo52/F1QAeVNLz1p86Z1JyGxdDfuPee8jpdakqoeOr332N/++3Q5pO0iXDgU2htNXkhejgJgIQQrbKvah9bSrYw6dsaLKedhi6542tyims1qIpCbDNb4NPceTh0cfg1hg731Rek62s4qBlAfTvyAUFoMfQIw0ByPQdxNWSGboZhyGCs556LY8O/qfv8cxgwCZzlULKzXX0L0dNIACSEaJVXf3iVGK+O0VUmzKefHpE2S5yhwCamiS3wFr+daH81VXrJ4dVgiL6GciWWotr2J4McoR9IEJVtnn0tXmsaOwbz5MnUvPse9YX1oczQ+z9pd99C9CQSAAkhWlTqLGXd4Q+ZtNdLzDnnoTHoI9OuO1QE1aQ9+bFKmisPn6LHoYuPSF99wSB9LaCy25nU7nVAFo2RDF0qX7v2tCqvmuX00zEMH07VK68RiBkBP37Urn6F6GkkABJCtOj17S+h9QU5XTccw+D0iLQZDKhUBM3YNCfvANOoflI8+dj1yf02909TzBo/KVoH+5WB7aoL1mC0IZ2qYC37fUdbvliB6Jnno42Lo3b7MSjZBTVNZIwWopeRAEgIcUoOr4N3DrzDxAIt8dPPjli7bqePKk0UMfqTf5EneY6iU/1UG1Ij1l9fkWGws18zEEdt+xZCAyRrY0jQ2Pja9UPrbtDpiJ4zB5fdhKoqBPd82O6+hegpJAASQpzS399/BJfGz7nJZ6IxGSPWbl1tqAhqgvHkACjNdYg6XSxejSli/fUVQ/R23IqRH2ui292GoiiMMQzmR18hlf7aVt2jsVqI+uUcPDU6vOufb3ffQvQUEgAJIZrlKivhjbKPOa06muTMMRFtu6BWh6ooJPxsC7zVb8fmr6JaFj83KVXnwISP3d5UAv72rQMCyNSnYkLPJvf3rb5Hl5JMMG4MRvUI1f9Y3e6+hegJJAASQjRJVVXeem4hVVEqvxh0fsTbP1ZnANSTdoANcB3Eqxio0yVEvM++QKPAYL2dvUo6rtpTb2U/FZ2iZYRhENvc+5qsD9YcZcS5KBpwvf4I7j172t2/EN1NAiAhRJPsH6zlLduPjPQlMMCaFvH2iz0movA2qgGmVb0ke45gN6TI4udTGGaspliTQGG1rkPtjNan4yPQqi3xDVS9jYBpALahAY7ecSeBunbW5hCim0kAJIQ4ia+0jHWvPczRJIVfJp4Z8faDQZWyoIWYn9UAS3EfQaMGqdLL4udTGaK3oyHIdkdKc2W9WsWqNZGhS+Ur126CauszPAdiRmNNdBCwl1P8wAOt2k4vRE8jAZAQohFVVSn685/411Q/QzRJZOgiH4zU1/mo1EQTbzghAFJVBroOUKtPkMzPLTBpAgzQ1vA96e0ui9HgNOMQqoMOvvfmtfqegG0Uiuoj9cop1H36Gfa33u7QGIToDhIACSEasf/zn3yb9xUHUoPMjJqE0gmPoo5WafApOpJNPwVAcb4SzAEnlYYBEe+vLxpurOaQkkp5VcdqcyVobaRpE9hQv6vZKvE/pxriCJrSsFiOYj3nHEr/+7/xHDjQoXEI0dUkABJChHmPHqV02WOs+XU8adp4xugHd0o/+fZQJulE40+zFwNcB3FprdRr2r+9uz8ZZqgmqGjZVtPxmmzjDEMoDJRz2Ffc6nv8MWPQVX1LzGUXok1M5Oiiuwh62r8oW4iuJgGQEAIANRCg6P77OTRYT258Lb+wZHXK7A9AgcuEFQ9GTWj2whSoI8FbQqU+DWTxc6tEa72kaGrJ9Q3C7+vYLNBAXSLxmmhyXK0vdBqwjUFRfRjqcklYsABvfj7lT/2tQ+MQoitJACSEAKBq9Su4tu/g/UuTSNbGMt6Q2Wl9FfmsxGl+mi0YWH8Av6KjRt/x2Yz+ZLixmh81g6iu6tg6II2icJohgx99BRT7q1p1j2qIIWBJR1/2b/QDBxJz6aVUvfIKzm++6dBYhOgqEgAJIXDv20/5ihWUXTydzdp8zjdPRKN0zseDyxWgQokiwRAKgLSql1RPPlX6NNRO6rOvGmGsxK/o2Fqd2OG2MvRpRCsWvqz/rtX3BGxj0Np3onjtRM2ciXHUKIruv59AbeuySwvRneTTRoh+Luj1UnTPPeiSk3lnipsEjY1JxuGd1t/BMi0BRUuqObQAOs2Vh0YNUmmUre9tFav1kKTUsc09iECgY1vRtYrCOMMQdnkPU+GvadU9/pixAOjKN6JoNMRdfz2B2jpKHv1Lh8YiRFeQAEiIfq786afxHDpE5Q0XssHzPb+wZKHtxJmY/dUGtGqQRJMP1CADXAew6xMJKLL1vT1GGCvZq0mnqrpjj8EARhgGYlKMfOnKbd0NOguBqOHoS78IfRkfT+yVV1K7di11X3zR4fEI0ZkkABKiH3N+s4Wql1cRc+mlvGbeQYLGxmTjiE7tM89pIVapR6soJHqOYgq6qDQM7NQ++7JRpir8io4tVR1fP6VTtIwzZLDdc4CqQOsyPAdiT0PrOIzGWQiAZfp0TBPGU/znJfirqzs8JiE6iwRAQvRTgZoaiu67D+PIkRSdM4oNrl2dPvsTVOFowEai1g2qyiDXfhy6GNxaa6f12dfFaD2kKDV840onGOx4RuZRhkEY0fNlfW6rrg9EDUPVWtCXZgOhSvNx11yL6nZT8vAjHR6PEJ1FAiAh+iFVVSl+8CECdXXEXX89K+vWkaSN7fTZn4JqDR5FT4rRg81fic1fLYkPI2CkqZJ9ykDKqzseAOkVLacZM9jm2UdVoBWLmTU6/DHj0JV8AcFQYVttTAyxV11F3ccfU/vZZx0ekxCdQQIgIfqhmjXvU/fxx8Rdcw17rTV87d7DBZbJnTr7A7C7xIhGDZIW5WNQ/T7cGjN12rhO7bM/GG2qQkXDxoqUiLQ3ypCOSdHzWf2OVl3vj8tC469FV7ktfMw8dSqmiRMpefAheRQmeiQJgIToZ7xHjlDyyCNYzjgD8+TJvGBfS5o2ngmGoZ3e9481FuJVJzGKgwRvUWj2RxIfdphV42OgpprN7sEEO7gbDEKzQOMNmXznOUCZ397i9aopiYB5EPriT8LHFEUh7uqrUd1uSv8iu8JEzyMBkBD9iOrzceyee9BarcRedRXfuPeS6z3EHOs0NJ0ciPiCCkf80STr6hlUv5+AoseuT+7UPvuT0aYK8jSpFFZF5mN9lCEdi2Lmk/ptLV9MaBZIZ9+J4ioKH9PGxBBzxRXUfvgRdV98GZFxCREpEgAJ0Y+UP/sc7h/2EDd/PhgN/E/N+wzVpTFan97pff9YZSSAliHGWlLd+VQaJPFhJI0w2dESIKcyMmuqtIqGLONQdnvzKPCVtXh9IGYMqtaMoWh9o+OW6dMxnXYaxUuWSIJE0aP0iE+f559/noyMDEwmE9OnT2fr1q2nvP6dd95h9OjRmEwmxo8fz7p16xqdnz9/PoqiNHrNmTOnM9+CED2e85tvqFy5EtvFF2PMzOST+m855CvmQuu0Tqv5daJvi8yYgx4maX9EVaDKkNbpffYnRk2ATE0l33gy8Ps7/hgMYJh+APGaaNY5t7ZcKV6jxx87EX3J5xD4qcyJoijEXnMNQaeT0scei8i4hIiEbg+A3nrrLRYtWsTSpUvZsWMHEydOZPbs2ZSVNf0Xx9dff80111zDTTfdxHfffcfcuXOZO3cu33//faPr5syZQ3Fxcfj1j3/8oyvejhA9kr+qimN334Nx1CiiL7gAV9DDC/YPmGAYyhB9ZBbOnkpQhe9ro0lT7Qz2HqJan0JA0XV6v/3NOHM5ZZpY9pSbI9KeRlGYbBzBYX8Re31HWrzeHz8ZAi70pTmNjuvi4oj9zW+oefc9HF99FZGxCdFR3R4APfXUU9xyyy0sWLCAsWPH8uKLL2KxWHj55ZebvP7pp59mzpw53HPPPYwZM4ZHHnmEyZMn89xzzzW6zmg0kpqaGn7FxclOE9E/qcEgRffeh+rxEH/DDSgaDX+v+wJ70MGF1mldMoZDtSbqVT3TDAfRqn5JfNhJhhhrMeMhpzpy399BukQGaBP4wPENAfXUVedVQyyB6FEYjq2Bn11rOessjGNGU/ynPxNwOCI2PiHaq1sDIK/Xy/bt25k1a1b4mEajYdasWWzevLnJezZv3tzoeoDZs2efdH1OTg7JycmMGjWKW2+9lcrKysi/ASF6gapVq3Bu3Ej8jTeijY2l1F/N63WfM8M8jgStrUvGsLnIiinoYYZmB3Z9Mj6NsUv67W80CozUlbPNn4HLG5nHYIqiMM00ispgLZvde1q83p94OhpXMdqqb09qJ+7a6wjY7ZQ98deIjE2IjujWAKiiooJAIEBKSuMp+JSUFEpKSpq8p6SkpMXr58yZw6uvvkp2djaPP/44GzZs4MILLyQQCDTZpsfjoba2ttFLiL6g/rvvKHvqb0T/6leYxoYKVz5nX4MBPb80T+qSMXgCCtsroxnLEcx4qJDZn041zlJBvWJic0nkZr3jtdGM1A/kM+e3OIOuU14btAwiYB6EoXDNSed0CQnEXH459rffxvn11xEbnxDt0e2PwDrD1VdfzaWXXsr48eOZO3cuH374Idu2bSMnJ6fJ65ctW0ZMTEz4lZ7e+TtihOhs/upqjt35XxgyMrBdcgkA2937yXZ9x6+t0zBpuqb46I6KKLyqlov131Cri8ejtXRJv/1Vst5FIrVsqIns59hk4wiCqHzsbHlbvD9xOrraPWhrTp4xsp59NsZRoyj64wPyKEz8/+3deXwUVb7w/09VdfWWpLOvQCBA2JFAFAw64g7qjDL6OMo4io6KMugVF2bUZ5TxLj9Gx7k6o15xuS7zXLeL1+XqOCgiuCAgu+wKZAGyL72k9646vz8CkZgEEkgnLOf9evUrWnWq+3uoru5vnzpLn+rTBCgjIwNN06ipqWmzvaamhpycnA6PycnJ6VZ5gMGDB5ORkcGuXbs63P/AAw/g8XhaH3v37u1mTSTp+CJMk8p58zADAdJ+/WsUTSMqYvy5aREDLdmMj/OSF61xCPh0r4v+Zh35ai11NvnjojeMsNaxTfSn1ttzH/F21cp4WyFrwjvYG607bFkjaRimLRNrxaJ2+xRVJfW6A7fCHn2sx+KTpO7q0wTIarVSXFzM0qVLW7eZpsnSpUspKSnp8JiSkpI25QGWLFnSaXmAffv20dDQQG5ux8NubTYbLperzUOSTmT1CxfiX/E1aTNnYjkwAOB132dUxGq5MvGsuE96eNB2t4PKoJ2faV/jtaQQ0hJ75XVPdaMSWvo8flbb+Q/DozHc2p801cX/NH+BebgO0YpCNHMylqYNqL72PzwtGRktt8IWLaL5y696NEZJ6qo+vwV2zz338MILL/Dqq6+yfft2Zs+ejd/v56abbgLghhtu4IEHHmgtf9ddd7F48WL+/Oc/s2PHDv7whz+wdu1a7rjjDgCam5uZN28eq1atoqysjKVLl3LFFVcwdOhQpk6d2id1lKTe1PzFF9Q/9TRJl1zS2u9nX6yOlz2L+YljLLmW9F6JQwj4sDyVTDxM0L6nzpbfK68rgVM1GKjW82VgEObhB251i6oolNhHUWU0sCK09bBlDddITFsGtrLXO9yfcPbZ2EaOpOrBBzHc7p4LUpK6qM8ToGuuuYbHH3+chx9+mKKiIjZu3MjixYtbOzpXVFRQVVXVWn7y5Mm8/vrrPP/884wbN463336b9957jzFjxgCgaRrffvstl19+OcOGDePmm2+muLiYL7/8EptNjjyRTm6RvXvZf9887KNH47r0UgBMYfLHxjdJVB1c5JzQa7Gsr0+g1OfgKuVzvFoKQS2p115bgjH2OqqVVLbW92yfq0xLMiP0fD72r6XJOEwfHkUlmnk2lqb1aJ7t7XcrCqm/+hWm30/VP/9Lj8YoSV2hCCF6ZqzkScTr9ZKcnIzH45G3w6QThhkIUDbjlxiNjWT97neozpYvvnebv+JPTf/Nra5LKeylEVjBmMq/rOtPcszN77VX2Z1wmkyAepkpBP/ZMIHx+l7uHvldjz53xIzxvv9rcrV0bk2+FDq7oyoE9j0vYVrTCI77/zpc+DawZg2NL79M3uOPk/zTy3o0TunU053v7z5vAZIk6dgJ06Ty/vuJlJWRPmtWa/JTGWvgafd7TLSN6LXkB2DR7nSaoxrX8w/cimz96QuqojDcUsOa6EACkZ7t82VVLZTYR/F9bB9rQjs7L6goRLLOxeLdjqVhdYdFnGecgaO4mOpHHiFaWdlhGUmKB5kASdJJoP7ZZ/F9soS0mTPR+7UkOoYweaThbzgUGz9NmNRrsXxVlcTKWhdT1K3kq7XUOwf22mtLbY1NrCesWFlWmdHjz91fz2CopR//6/8a92FuhZlJQzASB2Pb8yqY0Q7LpM6YgaLr7J83D9HJfG2S1NNkAiRJJzjvRx9R/9TTuH76UxxFRa3bX/N9ypZIKdckTem1OX+2NDp5c3cmwxxurmAZTWq6HPnVh1ItEfJoZJkvPknoRPtwLIqFt3zLOVxvikj2+SihavT9f+9wv+p0knbjjQQ3bKR+4cK4xCpJPyYTIEk6gQXWr6fy/gdwTpxI0iWXtG7fHN7D856PONdRRIHeO6uub2ty8Ny2bPo7Q0wLLsOmRKlLGNQrry11boytllKy2dPU84NAbKrO2fbR7I5V8mVoc6flhD2LWFoxtvI3UML1HT/X0KG4LrmE+mf+g8CaI0+2KEnHSiZAknSCipSVsXf2b7AOHEjqddehHOhg6jX8PNTwCvmWTC52FvdKLGtqE/mPrbnkOSOMb97GKEsp9bZcoqq9V15f6tywhCbsIsLi2v5xef48PZ3R+iD+4V/D/ljHyQ1ANOscUHVsu17stEzStGnYhg5l39y7idUdfrJFSTpWMgGSpBNQtKaWil/fjOp0kD5rFoquAy1D3h9p/H80m0FmJJ2PpsT3EhcCPtmXwks7sylICDDKu4ux6naEqlIvZ30+LlgUGG6p4etwAcFofCbALLYXkqIm8Jr3U8JmrONCmp1IzoXoDauw1HW8DpiiaaTddBMiFmP/vfchYp08lyT1AJkASdIJxvB4qLj5ZsxQkIw5d6AmJLTue8m7mFWhbcxIOo/UOPe9MQW8uTuDd0vTGZPgpqBhN5k0MNBSTY1tEKZiievrS103zllHULHxeVXPd4YG0BSVKY7T8JgB/qf5C+ikO5DhGkksaTi2XQtRoh0vOq0lJ5P+618TWLuWuiefjEu8kgQyAZKkE4rR3EzFrbcSq64iY84dWNLSWvd9HtjES97FTHWeznBrfFtfoqbC89uy+bLKRZFWRU5dOQlOldMTduDXknDrWXF9fal70qxhcmliiWdQ3F4jWUtgsmM0GyO7WBVqP/Eh0DIsPncqihnD9t3TLU2IHbAVFpL885/T8OJ/4vngg7jFLJ3aZAIkSScIo9nP3ltuJbxrNxl33Il+yNp2OyN7+UPj3zjNOphzHUVxjSNsKDy9JYctjU6KomVkB+tIzXUyNrEcp+Gjyj6kwwnvpL51mr2aMrL4rtERt9cYrOcwUs/nff/XVERrOi6kJxLJuwS94Rv0qk86fa7E88/HeeaZVP3f3xPc3HkHa0k6WjIBkqQTgOHzsXfWLEI7d5J5xx1Y839YV6s61sh9dc+RpaXwi6QpcV3oNGQoPLU5lz0eG0WhPQywB8nMTyLDFiA/sIM6a39CWsKRn0jqdcOcbpwixEc18W0dPMM+nHTVxaveJXjNQIdlDNdwoqnjse1+AdW3u8MyiqKQOmMGev/+7L19NtH9++MZtnQKkgmQJB3nYo2NlN8wk/COHWTccQfWQYNa93kNP3fXPYtAMNN1MdY49ruJGArPbM6m3GdlfGQPBZkmKdkJWBSTEd5VhFUHdbLj83FLU2CkpZpV0UH4wlocX0flPOc4TExe9X5CrJNO0dGcizBtmTi2/bHT/kCKrpN+220oqkrFLbfKRVOlHiUTIEk6jkX27af8ul8RrawkY+5cbAUFrfsCZph76xfSYHi4OXkaLrVnF708VMyEZzdnUeq1MyFWxtA8FWdSy7wyBc2bcBh+9jqGIeI86kw6NkVJdRhoLN6fHdfXcao2znMUURVr4K3mzzvuFK1aiAy4EiUWwL51QaezRGtJSaTPmUOsvp69s3+DGQzGNXbp1CE/rSTpOBX89lvKrrkGs7mZzLvvxtr/h3lcwmaE39Y/z+5oFTe5ppGppcQtDlPAi5sz+M7rZIKooLCfim5taWnKCpXRL7SHKvsgwvLW13EvSYtRoNbxSfNQDCO+62BnWpI52zGGTZHdLA50PLGhsCYTzr8Kzfc99p1/AdHxMhh6Vhbpt99OaNs29s6ZgxkOxzN06RQhEyBJOg55P/qI8utvQEtJJvO++9CzfhhVFTIjzKt/ni3hUm5yTWWAnhm3OISA/9qayiaPi3HsY3g/0LSWj43EaCPDfOtotGbRpOfELQapZ413VNGoJPF1TdqRCx+jAj2HM2zD+Sy4ga+D2zosYzr7E+l/OZa6Fdh2vdD5yLCCAjJmzya4dh377vwnzEgknqFLpwCZAEnScUREo9QsWMD+e+7FMe40Mv/pLrSkH1ZS95sh7qt/js2RUm5KnkZBnBOP/9mRxMqmNMYqlYzOM1AP3OJyGD7Ger4kqCVQZZOjvk4k/R1BsnDzQePgXnm90daBjNIH8r5/BZvCHXd4NlwjiORdirVqMbZdz4MwOyxnGzaM9Ntuw79yJft+8xvMQMedrCWpK2QCJEnHiUhFBeW/up7G/3qNlF/8gtSZN7bO8AzgMfzcWfs02yLl/No1jSFxXuPrg51OltZnMYJqxuVGWpMfu+FjrPtzDEWjwjlK9vs5AY23VbFb5LCtIX79xg5SFIUz7MMZbMnlDd8ydkQqOixnpI4jnHcpetVi7Dufgk46T9tHjiRj9mwCa9ZScfMtGN6OO1BL0pHITy5J6mNCCNxvv82e6T8nWllJ5t13k3juua1rewFUxhq4rfYJ9sXquC35sri3/Hy008FHtbkMpZ7Tc4OtyU9CzE1R0zIAypxjMORszyek4QlNJIkA71b3TiuQqiic5RhDf0smf/MuYWdkX4fljNQiIv0ux1L3BY4t/wKx5g7L2UeMIOOf/onwd99RNuOXRPbJIfJS98kESJL6UKS8nIobb6Lq9w/hGDeOrAcewDa47ZfSlnApt9T8mYAIMzvlZ/SzxGc5g4M+3G7ng9o8BtPApBxfa/KTHt5PkfszDNVCacIYYqo1rnFI8aMqCkXW/WwwBlDu7flV4juiKQrnOk4jV0vjVe/H7Izs7bCckTKacP41aL6dJGyYhxrouJytoIDMe+7B9Hopu/pqAuvXxzN86SQkEyBJ6gOm30/tk0+y52eXE969m4w77iDt+utR7W1XT/+7fzW/qf0rKWoCc5IvJ1NLjltMQsBbm5z8vb4fQ5R6Juf40FQVTUQZ6lvHaO/XNGsp7HGOxVBk8nOiOy2pHgcR3t5fcOTCPaRljqAici3pvOL9hG/DezosZyYOIlRwI5gxnOvvxVK9tMPO0XpuLpnz5mHJyKD8hpk0vvoqopNO1JL0Y4qQ75Z2vF4vycnJeDweXC5XX4cjnUREJIL7nXepe+opDK+XpPPPJ2naNFRb21/hYRHlL03v8J5/BRNtw5meeBYWJX6T10VjghfWJbM5kslIrZbirAAqgpxwGYOat2ARUarsg1pGe8kOzyeN1Z4sVkcLeKLgM/on9d7QckMIvgpupixWzc8TzmaSY2THBc0I1qolWNybiKZPIlw4G2FNaVdMxGJ43n+f5qVLSbzgAnL/9V+wpKbGtxLScak7398yAeqATICknmZGInjef5+GZxcSrarCUVxM8hVXYElPb1e2LFrD/IZXKI1Wc3liCZNsI9r0B+pptT6FZzdmUCsSmWCroSjVTXa4nNzgbuxmEI+eQbVtEFG1d26VSL0nYiq83Diecfp+5o3sZAHTODGF4JvQDrZHKzjPUcQ05xmdvs817w6slYtBUQkNvolY9vkdJuLBTZtoeu2/UKw2ch75A66LLop3NaTjjEyAjpFMgKSeEmtqwr3obRpffRWjsRFHURGuyy5Dz8trV9YUJv/T/CX/4flfktUEZiSdF/f+Pit2abxdmYeGwdWONYxTviMp5sZExaOn02DtJ9f2Osl9481kZWQwj+UvY3BKqFdfWwjB1kg5a8M7GaUP5Nqk87GpeseFY36s1UuxeLYQc40gPHQWZmL7TtyGx0PTm28S2rSJxIsuJPt392Pt3y/ONZGOFzIBOkYyAZKOhRCC4Lp1NC16G98//oEQgoSJE0m88EL07I6XICiL1vDHxjf4NrKHEvsoLkuY1GPreqlGhIRwI45wI86wG3vETcAf5q+N5/KxeTrjle+YqX2CTTUIaMl4Lan49DRMOcLrlBAT8GrDOAZqDTwy+ts+iaEiWsuXwS24VCc3uC4ix9L5JI2qvwxr1Sco4QaiORcSGXRdu9tiB69BzzvvYAYCpN9yM2k33dRmTi3p5CQToGMkEyDpaETKy/H8/e943nufaEUFWmYGiWedjXPyZLTExA6P8Zsh/p93Ca/7PiNFTeDKxJ8w1Nq+dairVDNKSvNeUpsrSPbvxxWowhHx/BAjFl4zLubfo1dioDLVspHRznpCWiIxxSr795yitjansiQ8gvuzvuSM7L6ZV8dt+Pk8+C1e089PE86kxD6q81u/wsDSuB697isQgkj+VUT6XQ5a29u0ZiiEb/FimpctQ3E6SL/lFlJnzOj0epROfDIBOkYyAZK6Klxaiu+TJfg+/pjQtm0odjuOcafhPLMEW2EhitrxQMuYMPjQv4oXPR/hMwNMcYzjPOc49KNodbFFvGQ3bSPLvYM0XxmaMIipVvz2dIK2FILWFMJ6Et/4+vF8zQT2kc4wpYopyXtJ0Dpee0k6tQgheLNxFAJ4cuQKbH3U+BcTBmtC37EjWsFQSz+uSvoJ6dphPoNjQfT6FVga1yF0F5GBvySacz78aMCA4Xbj/egj/CtXotrtpP5yBqkzZnR4K1o6sckE6BjJBEjqjBkOE1y3juYvvsS3bBnR8nIUmw376FE4xk/APnYsqrXzIeIxYbDYv4ZXvB9TaTQw3jaUac4zSNW694vUEguR07SFfvUbSWsux0Sl2ZGFJyEPnzOHoDWltTWnJqDzclkha4wCMvAyxVnKAIdcQkBqqzpi4y1vEZc7t3LD0I5na+4t+6P1fB3aRkhEuMAxnnMcp6GrnWdlSqQJveZzLN5tGM4BhAtuwEg7vV2LZqypieZly/Cv+AoRjpDwk5+QctWVJE6Z0m4kpnRikgnQMZIJkHSQiMUIbd9OYPVq/KtWEVizFhEOo6WkYB89GvvYsdhHjEA5TNID0GwG+cC/krd8y6k13Iy2DuIi5wTyLO1HgXUejEmar4z+devIadqGKgy8zhwakwbhSeiH8aPm/4gB75T35/3mUaiYnGkt57SkelR5m0vqxOfufmyK9ePf+n/BsLS+TZKjIsam8B62RspJVBxc5JxAsX3YYaeDUINV6DWfofnLiblGEh48E9M1ol05MxQisHYt/hUriJaXoyYmknTRRSRdeAEJkyejOhzxrJoURzIBOkYyATp1xerrCW7ZQnDTJoIbNhLctAkRDKLYbFiHDME+fDi2kSPR+/U74tB0IQTbIxX8r38lnwTWEhUxxtmGMMVxGrmH6eT5Y45wE/3qN9KvfgPOSBMh3UW9azCNrgKilo7XctpQl8SL1WOpESmM0vZztms/Dq3jBSYl6aCYgNcbx6Bj8KcRK0nQ+/494zUCbAjvojRWhUtNYLJ9NGfaR+LobFoGIVCb92CtXY4aqiGaPpHIoF9hJuR3WDxaVUVg7VqCGzcSq6pCsVpxFE8g8ayzcJ5+OvZRo474A0c6fsgE6BjJBOjkZ3i9REpLCZeWEtm1i9DO7wjt2IFRVweA6nJhHTgQ25AhWIcOxZqfj2LpWseIqlgDSwLrWexfQ1msmhQ1kTPsw5lkH4FL7drikwf79eQ2biatuQJDsdCUmE998hD89sxOOyu7QxovlhayMjaELDycl7iHXFvvDm2WTmx1ERtveU/jNG0fD4zcSifd2Hpdk9HMlnAZpbFqFGC0dRAT7EMp1Pt33CokBJpnK3rtlyhRN7GscwgPvBbh6HwR4WhNDaEtWwjv2EF41y5EOIxitWIfNQr7mDHYR47ENqwQ25AhqM74LyQrdZ9MgI6RTIB6nhAColHMSAQRjYJhIIxDfl0qtHQY1rQDfy0oFq11G6raYYuLEAIRjSIiEUQohBkMYvr9GF4vptdLrKkJo6GRWF0d0ZpqopVVRPftxfT6Wp9Dy8hAz81Bz+uHnp+PdcAAtPT0Lk8+KISgPFbLl8FvWRbYyI7oXnQsjLYOpNheSKHer3U9rc5YjBApzftI8+4hw7uL5EAVJiq+A7e43In9MTubHwUwTPjH3mze8owhhsYkaxkTkuriOoGidPLa1pzCJ+GRTLNt45ZhpRxP76KgGWF3tJLd0UoaTR9WdAr1fhRa+zNYzyFbS237vjcNLO6NWOq+Ron5iWVNIZz/fxDOw88NJAyD6N69hHfvJlJeTnTvXmI1Na37LVlZWAcORB8wAD0vDz03B0tWNpasLCyZGWgpKZ0OgpDiRyZAx0gmQEcmTBOjoYFoVRXRqmpitbUtj8YGYg2NmG43htuN0dyMGQgggsEO1/LpFkWhzc9RowsjmBQFNTERzZWEmpKCJSUVLT0dS0ZGywdVVla79be6ImiG2RDexerQDlYEt1BpNGDFwjBrf06zDWaEPgD7jxcLFSbWmB9H2I0z3ERCqIHEYC1JgSoSwg0oQESz43Pm4HHm4U3Ia9evpyNbGxL4z8rRlJPJUKWac5P3kqjFul0nSTrUKk82q2KDucy+hRuHlqP2chbUELTwvTeRqpADX0xHCAWnFiXTFmZwkp/+iSE8ZjMVsVoqow3Umm5MTGzo9LNkkmdJI1tLI1NLJk1LwoWO1f0tlvpVKLFmYulnEhlwBWbS8C5P/2CGw8Sqq4lWVbV+5hlNTcQaGjC9P5o+QNPQkpPR0tKwpKaipaaipaS0PA7+d2pKy760NLTUNNQEp/zRcoxOuATomWee4U9/+hPV1dWMGzeOp556iokTJ3ZaftGiRTz00EOUlZVRWFjIo48+yqWXXtq6XwjB/PnzeeGFF3C73Zx11lk8++yzFBYWdikemQC1ELEY0f37iZSXEykrJ1JRceCXUAXRyipEJPJDYV1vudiTklATE1ATElGdTlSHA8VuR7FaUXQdxWJpuZWkqi0fOgcvdiFaHqaJME048BCH/j1Y5qCDrUIHnlPRdRSbDdVmQ3E4Wl7f6UTRjn0NraAZZmuknI3hXawNfce2SDkxDFLVJIZb+zPCOoCRSjrJES+OcBOOiAdbxIs96sER9mCPerFFfajih1avqGYnaE0mZE0mYEuj2ZFBWHd1+cO43GvntX1DWGcMIk34mOIsZaDTf8x1laSDvvZk801sMJO0PdxZuAOHHr+vi4gBG+qT+cadxeZIDg20fPaqwsRGFAVBGB3jwO2uBBFipKWa0101lGQ1YtMj1MU81JkeGgwvHtOPx/QjaIlZRSVRsZOiODgjGGR8cx0psSA1jnS2Z5zG/tRRqJZErIqORdHQFQsWNHRFQ0PFomhYFAtWLOiKBZui41Cs2FUrVkVHRKMYXi+G243p87W0Qjc3YzY3H/gh6Mf0BzD9fkyfDxFuv/aaYrW2JEwZGViyMrFkZmHJzMSSnYWenY0lOwc9JxvV5ZKJUidOqATorbfe4oYbbmDhwoVMmjSJJ598kkWLFrFz506ysrLalf/6668555xzWLBgAT/96U95/fXXefTRR1m/fj1jxowB4NFHH2XBggW8+uqrFBQU8NBDD7F582a2bduGvQu/9k+lBEiYJrHq6pbkpqycSFlZS8JTuofIvv0QO9CSoOvomZktrScH/6alHfjlkoqakHDSXJCGMKmI1bAjspftkQq2hEv5ProfA5NErEwklTMMOyNjkB1uJiFUR0KoAasR/OE5FI2IJYGoxUHU4iTS+tdJRE8gbEnE1LrfsdIUsLUhkQ9qB7I+lo+TCGdYK+ToLiluNvvSWB4eSrri45bsbynO8h35oC6KGLChLpkVTTmsjw4gqNhIFEEGaI0M0L3kWP2k6JHW97YQAr+pUx12sC/sYq+ZQgMuNGEwSqukxFXF5OxGkqwtrcOGMPGZQZoPPAIiTNAMEyJC2IhQEPZRHPAwPBwioih87rDzSWICKxx2/N24fWVBI1F14FKdpKgJpGpJpKlJpGsusrQUMi0pZGupZGuprZ23RTTacrv+QJJkNjdj+HyYXu+Bvx4Mrw/D42lpXTrkq1pxONCzs9H75bXcfsvLw5Kbi56bh56Xi56dfcp23D6hEqBJkyZxxhln8PTTTwNgmiYDBgzgzjvv5P77729X/pprrsHv9/Phhx+2bjvzzDMpKipi4cKFCCHIy8vj3nvv5b777gPA4/GQnZ3NK6+8wrXXXnvEmE6mBMgMh4nV1RGrqSFaVU20qpJoZSXRfftbWnL2V7b0yQFQ1ZZfG4fcHjr40FJTT7r72WEzQqXRwL5YPRXRWspi1eyOVFIaq0Y3wuRHY4wxdMYYFoZEDfqHAySH3WiiJSmMqToh3UXY6iKkJxG2JhHWE4lYEolpth6bVdk0YZfHyeqGDFYF+1NNKkkiwDjrfsYlNqCrfd6IK53k6iI2lviGUEsyw5QqpqaWUZLVhO0oWoSqm3U2NqWywZfJllguIcVGkggwRKtnmLOBXGuwWz+m3FGdnYFUdsUyqCMZTRgUqjWMT6hhfGoTg1xBtCN8dOnRAGm+UlKby0kIN2Gi0piQR01SPrUJudQ5s/Bb7BiYGMIkikFMxIiIGGERJSyihESYgBnGL0I0myH8IoTX8OMTwTav5VKdZGtp5FnSyNHSyDnwN9uSQpaWQoqa2K7PoDAMDI+npVtBU1PrI9bY2LKtsRHT1zYx1dLT0XNy0PNyW/omZWcfaFXKxJKRiSUjvaWfUg+0kB9PTpgEKBKJ4HQ6efvtt5k+fXrr9pkzZ+J2u3n//ffbHZOfn88999zD3LlzW7fNnz+f9957j02bNrFnzx6GDBnChg0bKCoqai0zZcoUioqK+Mtf/tLuOcPhMOFDmiM9Hg/5+fns3bu31xIgIURLx2DThFgMcfBxsINvJIIZjiDCIcxgCDMYaO3wK5r9GD4fhs/bcpEcvEAam9pdFIrT2XL/OTUVS1oalvR0tIx0tIxMLKmpXR7p1NeEEMQwMIRBFJOoiBEVUUIiQkhECZohAiJE0GgmEPPjN3wEYz4CMQ+hmIdIzIsWC5BsmqSYBlkG5BmQYxikRyM4xA99aKKq7UCik0RIdxGyugjZXEQ1Bxxj91ATiBkQNjQCUQVfVKcxYqUxbKUqksD+aBIVRhpBxY5FxOivNjLCVs8gh0+2+Ei9SgjBzkAKm8I5NJCMLmIMVOsZYPWQYw2Qqkdw6jF0RWAKiJgazTEL7ohOXcxJVTSRSiMFn9IyeioNL/mamwJ7EznWUI+0IHuiFnYFUymPpVArkjEVFZsI019top/uI1v3k2GLkGYLk6THSLCYOCwGukVwMOWwxppx+atJDNaQGKpHN1u+GyKag2Z7OkFrGiGbi4ieRNjiJKY5iFrsGKqNmGbBVHRMVUMoGigqMWHgNQN4TT9uw4/bbD7w149XNNNkNBPjh/6MFjRStUTSlCRSNRepWgIuNYEk1UmS6iBRdeBQbDhVGzas2BW95badYaK6/SgeH4rbC01uTI+XmNuN6fViut2YgR/N7aSqaC4Xakrygf5JqWhJSWhJiS3dGBITUZwOVIcT1elAtdtRbHYUmxXVav2ha4OutyRSFr1l8Iqm/TCgpZd5vV4GDBiA2+0mOTn5sGX79Nuuvr4ewzDI/tECkdnZ2ezYsaPDY6qrqzssX11d3br/4LbOyvzYggULeOSRR9ptHzBgQNcqIp3kfEB9XwcBQCnwZV8HIUkH7DmGY/cCm3oqkCPY1SPP4gNqe+SZpPjz+XzHdwJ0vHjggQe45557Wv/fNE0aGxtJ78ZQ6KNxMFPtzZam3ibreHI42et4stcPZB1PFid7HY+1fkIIfD4feV1Y561PE6CMjAw0TaPmkLkVAGpqasjJyenwmJycnMOWP/i3pqaG3NzcNmUOvSV2KJvNhu1H68CkpKR0pyrHxOVynZRv5EPJOp4cTvY6nuz1A1nHk8XJXsdjqd+RWn4O6tNerVarleLiYpYuXdq6zTRNli5dSklJSYfHlJSUtCkPsGTJktbyBQUF5OTktCnj9XpZvXp1p88pSZIkSdKppc9vgd1zzz3MnDmT008/nYkTJ/Lkk0/i9/u56aabALjhhhvo168fCxYsAOCuu+5iypQp/PnPf+ayyy7jzTffZO3atTz//PMAKIrC3Llz+dd//VcKCwtbh8Hn5eW16WgtSZIkSdKpq88ToGuuuYa6ujoefvhhqqurKSoqYvHixa2dmCsqKlAP6Uk+efJkXn/9dX7/+9/z4IMPUlhYyHvvvdc6BxDAb3/7W/x+P7NmzcLtdnP22WezePHiLs0B1JtsNhvz589vd/vtZCLreHI42et4stcPZB1PFid7HXuzfn0+D5AkSZIkSVJvO7lmtpMkSZIkSeoCmQBJkiRJknTKkQmQJEmSJEmnHJkASZIkSZJ0ypEJUC8qKyvj5ptvpqCgAIfDwZAhQ5g/fz6RSOSwx4VCIebMmUN6ejqJiYlcddVV7SaDPJ7827/9G5MnT8bpdHZ5Qskbb7wRRVHaPKZNmxbfQI/S0dRPCMHDDz9Mbm4uDoeDCy+8kO+//z6+gR6DxsZGrrvuOlwuFykpKdx88800Nzcf9phzzz233Tm8/fbbeyniI3vmmWcYNGgQdrudSZMm8c033xy2/KJFixgxYgR2u52xY8fy0Ucf9VKkR687dXzllVfana/jbaTsob744gt+9rOfkZeXh6IovPfee0c8Zvny5UyYMAGbzcbQoUN55ZVX4h7nsehuHZcvX97uHCqK0umyT31twYIFnHHGGSQlJZGVlcX06dPZuXPnEY+L17UoE6BetGPHDkzT5LnnnmPr1q088cQTLFy4kAcffPCwx91999188MEHLFq0iM8//5zKykquvPLKXoq6+yKRCFdffTWzZ8/u1nHTpk2jqqqq9fHGG2/EKcJjczT1e+yxx/jrX//KwoULWb16NQkJCUydOpVQKBTHSI/eddddx9atW1myZAkffvghX3zxBbNmzTricbfeemubc/jYY4/1QrRH9tZbb3HPPfcwf/581q9fz7hx45g6dSq1tR2v7fT1118zY8YMbr75ZjZs2MD06dOZPn06W7Zs6eXIu667dYSW2XYPPV/l5eW9GHH3+P1+xo0bxzPPPNOl8qWlpVx22WWcd955bNy4kblz53LLLbfw8ccfxznSo9fdOh60c+fONucxKysrThEem88//5w5c+awatUqlixZQjQa5eKLL8bv93d6TFyvRSH1qccee0wUFBR0ut/tdgtd18WiRYtat23fvl0AYuXKlb0R4lF7+eWXRXJycpfKzpw5U1xxxRVxjaendbV+pmmKnJwc8ac//al1m9vtFjabTbzxxhtxjPDobNu2TQBizZo1rdv+8Y9/CEVRxP79+zs9bsqUKeKuu+7qhQi7b+LEiWLOnDmt/28YhsjLyxMLFizosPwvfvELcdlll7XZNmnSJHHbbbfFNc5j0d06duf6PN4A4t133z1smd/+9rdi9OjRbbZdc801YurUqXGMrOd0pY7Lli0TgGhqauqVmHpabW2tAMTnn3/eaZl4XouyBaiPeTwe0tLSOt2/bt06otEoF154Yeu2ESNGkJ+fz8qVK3sjxF6zfPlysrKyGD58OLNnz6ahoaGvQ+oRpaWlVFdXtzmHycnJTJo06bg8hytXriQlJYXTTz+9dduFF16IqqqsXr36sMe+9tprZGRkMGbMGB544AECgUC8wz2iSCTCunXr2vz7q6rKhRde2Om//8qVK9uUB5g6depxeb7g6OoI0NzczMCBAxkwYABXXHEFW7du7Y1we8WJdg6PRVFREbm5uVx00UWsWLGir8PpMo/HA3DY78B4nsc+nwn6VLZr1y6eeuopHn/88U7LVFdXY7Va2/U1yc7OPm7v8x6NadOmceWVV1JQUMDu3bt58MEHueSSS1i5ciWapvV1eMfk4Hk6OLv5QcfrOayurm7XhG6xWEhLSztsvL/85S8ZOHAgeXl5fPvtt/zud79j586dvPPOO/EO+bDq6+sxDKPDf/8dO3Z0eEx1dfUJc77g6Oo4fPhwXnrpJU477TQ8Hg+PP/44kydPZuvWrfTv3783wo6rzs6h1+slGAzicDj6KLKek5uby8KFCzn99NMJh8O8+OKLnHvuuaxevZoJEyb0dXiHZZomc+fO5ayzzmqzksOPxfNalC1APeD+++/vsCPaoY8ffwjt37+fadOmcfXVV3Prrbf2UeRddzR17I5rr72Wyy+/nLFjxzJ9+nQ+/PBD1qxZw/Lly3uuEocR7/odD+Jdx1mzZjF16lTGjh3Lddddx9/+9jfeffdddu/e3YO1kHpKSUkJN9xwA0VFRUyZMoV33nmHzMxMnnvuub4OTeqi4cOHc9ttt1FcXMzkyZN56aWXmDx5Mk888URfh3ZEc+bMYcuWLbz55pt9FoNsAeoB9957LzfeeONhywwePLj1vysrKznvvPOYPHly6yKuncnJySESieB2u9u0AtXU1JCTk3MsYXdLd+t4rAYPHkxGRga7du3iggsu6LHn7Uw863fwPNXU1JCbm9u6vaamhqKioqN6zqPR1Trm5OS06zgbi8VobGzs1ntu0qRJQEtL55AhQ7odb0/JyMhA07R2IycPdw3l5OR0q3xfO5o6/piu64wfP55du3bFI8Re19k5dLlcJ0XrT2cmTpzIV1991ddhHNYdd9zROrjiSK2N8bwWZQLUAzIzM8nMzOxS2f3793PeeedRXFzMyy+/3Gah144UFxej6zpLly7lqquuAlp6/FdUVFBSUnLMsXdVd+rYE/bt20dDQ0ObhCGe4lm/goICcnJyWLp0aWvC4/V6Wb16dbdHyh2LrtaxpKQEt9vNunXrKC4uBuCzzz7DNM3WpKYrNm7cCNBr57AzVquV4uJili5dyvTp04GW5velS5dyxx13dHhMSUkJS5cuZe7cua3blixZ0qvXXHccTR1/zDAMNm/ezKWXXhrHSHtPSUlJu+HSx/M57CkbN27s82uuM0II7rzzTt59912WL19OQUHBEY+J67V4zN2opS7bt2+fGDp0qLjgggvEvn37RFVVVevj0DLDhw8Xq1evbt12++23i/z8fPHZZ5+JtWvXipKSElFSUtIXVeiS8vJysWHDBvHII4+IxMREsWHDBrFhwwbh8/laywwfPly88847QgghfD6fuO+++8TKlStFaWmp+PTTT8WECRNEYWGhCIVCfVWNTnW3fkII8cc//lGkpKSI999/X3z77bfiiiuuEAUFBSIYDPZFFY5o2rRpYvz48WL16tXiq6++EoWFhWLGjBmt+3/8Pt21a5f453/+Z7F27VpRWloq3n//fTF48GBxzjnn9FUV2njzzTeFzWYTr7zyiti2bZuYNWuWSElJEdXV1UIIIa6//npx//33t5ZfsWKFsFgs4vHHHxfbt28X8+fPF7qui82bN/dVFY6ou3V85JFHxMcffyx2794t1q1bJ6699lpht9vF1q1b+6oKh+Xz+VqvNUD8+7//u9iwYYMoLy8XQghx//33i+uvv761/J49e4TT6RTz5s0T27dvF88884zQNE0sXry4r6pwRN2t4xNPPCHee+898f3334vNmzeLu+66S6iqKj799NO+qsJhzZ49WyQnJ4vly5e3+f4LBAKtZXrzWpQJUC96+eWXBdDh46DS0lIBiGXLlrVuCwaD4je/+Y1ITU0VTqdT/PznP2+TNB1vZs6c2WEdD60TIF5++WUhhBCBQEBcfPHFIjMzU+i6LgYOHChuvfXW1g/u40136ydEy1D4hx56SGRnZwubzSYuuOACsXPnzt4PvosaGhrEjBkzRGJionC5XOKmm25qk+D9+H1aUVEhzjnnHJGWliZsNpsYOnSomDdvnvB4PH1Ug/aeeuopkZ+fL6xWq5g4caJYtWpV674pU6aImTNntin/3//932LYsGHCarWK0aNHi7///e+9HHH3daeOc+fObS2bnZ0tLr30UrF+/fo+iLprDg75/vHjYJ1mzpwppkyZ0u6YoqIiYbVaxeDBg9tck8ej7tbx0UcfFUOGDBF2u12kpaWJc889V3z22Wd9E3wXdPb9d+h56c1rUTkQlCRJkiRJ0ilDjgKTJEmSJOmUIxMgSZIkSZJOOTIBkiRJkiTplCMTIEmSJEmSTjkyAZIkSZIk6ZQjEyBJkiRJkk45MgGSJEmSJOmUIxMgSZIkSZJOOTIBkiRJkiTplCMTIEmSJEmSTjkyAZIkSZIk6ZQjEyBJkiRJkk45/z/qCYB0bICbfgAAAABJRU5ErkJggg==", + "image/png": 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", "text/plain": [ "
" ] @@ -298,15 +302,15 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'ml_g0': array([[1.02528067]]), 'ml_g1': array([[1.060581]]), 'ml_m': array([[0.34943627]])}\n", - "{'ml_g0': array([[1.02528067]]), 'ml_g1': array([[1.060581]]), 'ml_m': array([[0.39236801]])}\n" + "{'ml_g0': array([[1.02699695]]), 'ml_g1': array([[1.06270135]]), 'ml_m': array([[0.34980811]])}\n", + "{'ml_g0': array([[1.02699695]]), 'ml_g1': array([[1.06270135]]), 'ml_m': array([[0.39186467]])}\n" ] } ], @@ -336,18 +340,18 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'ml_g0': array([[0.8173602]]),\n", - " 'ml_g1': array([[0.85265193]]),\n", - " 'ml_m': array([[0.20073763]])}" + "{'ml_g0': array([[0.82329138]]),\n", + " 'ml_g1': array([[0.85402594]]),\n", + " 'ml_m': array([[0.20167273]])}" ] }, - "execution_count": 31, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -372,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -413,16 +417,16 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Time without parallelization of crossfitting: 4.7799 seconds\n", - "Time with parallelization of crossfitting: 0.9944 seconds\n", - "Speedup of factor 4.81\n" + "Time without parallelization of crossfitting: 4.3593 seconds\n", + "Time with parallelization of crossfitting: 0.8996 seconds\n", + "Speedup of factor 4.85\n" ] } ], @@ -469,18 +473,18 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Time without RandomForest (Scikit-Learn): 9.6598 seconds\n", - "Time with XGBoost: 1.5964 seconds\n", - "Speedup of factor 6.05\n", - "Time with LightGBM: 0.5232 seconds\n", - "Speedup of factor 18.46\n" + "Time without RandomForest (Scikit-Learn): 8.8445 seconds\n", + "Time with XGBoost: 1.8681 seconds\n", + "Speedup of factor 4.73\n", + "Time with LightGBM: 0.4814 seconds\n", + "Speedup of factor 18.37\n" ] } ], @@ -543,7 +547,7 @@ ], "metadata": { "kernelspec": { - "display_name": "doubleml", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -557,7 +561,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.12.3" }, "orig_nbformat": 4 }, diff --git a/doc/examples/py_double_ml_meets_flaml.ipynb b/doc/examples/py_double_ml_meets_flaml.ipynb index 041b1181..d846f003 100644 --- a/doc/examples/py_double_ml_meets_flaml.ipynb +++ b/doc/examples/py_double_ml_meets_flaml.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -79,123 +79,123 @@ " \n", " \n", " 0\n", - " 1.065368\n", - " 1.162593\n", - " 1.089964\n", - " 0.824657\n", - " 0.157733\n", - " -1.228404\n", - " -0.675775\n", - " -0.223928\n", - " 0.166238\n", - " 0.124480\n", + " -0.262083\n", + " -1.119409\n", + " -0.509651\n", + " 0.041262\n", + " -0.669130\n", + " -0.901998\n", + " -0.721118\n", + " 0.137230\n", + " 0.394757\n", + " 0.785979\n", " ...\n", - " -2.021823\n", - " -1.662975\n", - " -2.100385\n", - " -1.225670\n", - " -1.223158\n", - " 0.397536\n", - " -0.450031\n", - " 0.511257\n", - " 0.845534\n", - " -0.784792\n", + " 1.493792\n", + " 0.671420\n", + " 0.162752\n", + " 0.390155\n", + " -0.654964\n", + " 0.218223\n", + " 0.730629\n", + " 0.196835\n", + " 1.298150\n", + " 0.156328\n", " \n", " \n", " 1\n", - " 0.214458\n", - " 1.699616\n", - " 3.222882\n", - " 3.550242\n", - " 2.692460\n", - " 1.821970\n", - " 1.223617\n", - " -0.100154\n", - " -0.234431\n", - " 0.375844\n", + " -1.025407\n", + " -0.557741\n", + " 0.299755\n", + " 0.581880\n", + " 0.833563\n", + " 1.164943\n", + " 0.790142\n", + " -0.272505\n", + " 1.518978\n", + " 1.865442\n", " ...\n", - " -0.695711\n", - " -0.819507\n", - " -1.465424\n", - " -0.341472\n", - " -0.023537\n", - " 0.436016\n", - " -0.503374\n", - " -1.342632\n", - " 1.987307\n", - " 0.835035\n", + " -0.158682\n", + " 0.261686\n", + " -1.087566\n", + " -1.289983\n", + " -2.077090\n", + " -2.248487\n", + " -1.363576\n", + " -0.169858\n", + " -2.225764\n", + " -1.225917\n", " \n", " \n", " 2\n", - " 0.725820\n", - " -0.310145\n", - " -0.586921\n", - " -0.879058\n", - " 0.239267\n", - " 0.638461\n", - " 0.131024\n", - " 0.459436\n", - " -1.140081\n", - " -0.583692\n", + " 1.685143\n", + " 0.375995\n", + " 0.088836\n", + " 0.731928\n", + " 1.267164\n", + " 0.227086\n", + " 0.665974\n", + " 2.038831\n", + " 2.151447\n", + " 1.858635\n", " ...\n", - " -0.002388\n", - " 0.716801\n", - " 0.075942\n", - " 1.439958\n", - " 0.674747\n", - " -0.268343\n", - " 0.682122\n", - " 0.978303\n", - " 0.154890\n", - " -0.168089\n", + " -0.250529\n", + " 0.311740\n", + " 1.307444\n", + " 0.364276\n", + " -0.903731\n", + " 0.250838\n", + " -0.110742\n", + " -1.305142\n", + " 1.482508\n", + " 2.249306\n", " \n", " \n", " 3\n", - " 0.265744\n", - " 0.479655\n", - " 0.013313\n", - " 1.417736\n", - " 0.908767\n", - " 1.786090\n", - " 0.996892\n", - " -0.026822\n", - " -0.867201\n", - " 0.433753\n", + " 0.424573\n", + " 0.416737\n", + " -0.277987\n", + " -0.054064\n", + " -0.924540\n", + " -0.461396\n", + " -0.520096\n", + " 0.088082\n", + " -0.501203\n", + " 0.042060\n", " ...\n", - " -0.482616\n", - " -0.172628\n", - " -0.309539\n", - " -0.609522\n", - " -0.830263\n", - " -0.883953\n", - " -1.249986\n", - " -2.688641\n", - " 1.254035\n", - " 0.161288\n", + " 1.401009\n", + " 0.546260\n", + " -0.010045\n", + " 1.069144\n", + " 0.222306\n", + " 0.033779\n", + " 0.788267\n", + " -0.028146\n", + " -0.524817\n", + " -0.033661\n", " \n", " \n", " 4\n", - " 1.581827\n", - " 0.926901\n", - " 2.302382\n", - " 0.803112\n", - " -0.152896\n", - " -0.389164\n", - " -0.569590\n", - " -0.124306\n", - " 0.055439\n", - " -0.383531\n", + " -0.771529\n", + " -0.110557\n", + " 0.384208\n", + " 0.444805\n", + " -0.396272\n", + " 0.713582\n", + " -0.264426\n", + " -1.066478\n", + " 0.622502\n", + " 1.088792\n", " ...\n", - " 0.048220\n", - " -0.698751\n", - " -0.754678\n", - " -0.689600\n", - " 0.726658\n", - " 0.780068\n", - " 1.475517\n", - " 0.777718\n", - " 1.773769\n", - " 1.786563\n", + " -0.067436\n", + " -0.114026\n", + " 1.384189\n", + " 1.627319\n", + " 0.430345\n", + " -0.331215\n", + " -0.748284\n", + " 0.878122\n", + " -0.695582\n", + " -0.186864\n", " \n", " \n", "\n", @@ -204,30 +204,30 @@ ], "text/plain": [ " X1 X2 X3 X4 X5 X6 X7 \\\n", - "0 1.065368 1.162593 1.089964 0.824657 0.157733 -1.228404 -0.675775 \n", - "1 0.214458 1.699616 3.222882 3.550242 2.692460 1.821970 1.223617 \n", - "2 0.725820 -0.310145 -0.586921 -0.879058 0.239267 0.638461 0.131024 \n", - "3 0.265744 0.479655 0.013313 1.417736 0.908767 1.786090 0.996892 \n", - "4 1.581827 0.926901 2.302382 0.803112 -0.152896 -0.389164 -0.569590 \n", + "0 -0.262083 -1.119409 -0.509651 0.041262 -0.669130 -0.901998 -0.721118 \n", + "1 -1.025407 -0.557741 0.299755 0.581880 0.833563 1.164943 0.790142 \n", + "2 1.685143 0.375995 0.088836 0.731928 1.267164 0.227086 0.665974 \n", + "3 0.424573 0.416737 -0.277987 -0.054064 -0.924540 -0.461396 -0.520096 \n", + "4 -0.771529 -0.110557 0.384208 0.444805 -0.396272 0.713582 -0.264426 \n", "\n", " X8 X9 X10 ... X43 X44 X45 X46 \\\n", - "0 -0.223928 0.166238 0.124480 ... -2.021823 -1.662975 -2.100385 -1.225670 \n", - "1 -0.100154 -0.234431 0.375844 ... -0.695711 -0.819507 -1.465424 -0.341472 \n", - "2 0.459436 -1.140081 -0.583692 ... -0.002388 0.716801 0.075942 1.439958 \n", - "3 -0.026822 -0.867201 0.433753 ... -0.482616 -0.172628 -0.309539 -0.609522 \n", - "4 -0.124306 0.055439 -0.383531 ... 0.048220 -0.698751 -0.754678 -0.689600 \n", + "0 0.137230 0.394757 0.785979 ... 1.493792 0.671420 0.162752 0.390155 \n", + "1 -0.272505 1.518978 1.865442 ... -0.158682 0.261686 -1.087566 -1.289983 \n", + "2 2.038831 2.151447 1.858635 ... -0.250529 0.311740 1.307444 0.364276 \n", + "3 0.088082 -0.501203 0.042060 ... 1.401009 0.546260 -0.010045 1.069144 \n", + "4 -1.066478 0.622502 1.088792 ... -0.067436 -0.114026 1.384189 1.627319 \n", "\n", " X47 X48 X49 X50 y d \n", - "0 -1.223158 0.397536 -0.450031 0.511257 0.845534 -0.784792 \n", - "1 -0.023537 0.436016 -0.503374 -1.342632 1.987307 0.835035 \n", - "2 0.674747 -0.268343 0.682122 0.978303 0.154890 -0.168089 \n", - "3 -0.830263 -0.883953 -1.249986 -2.688641 1.254035 0.161288 \n", - "4 0.726658 0.780068 1.475517 0.777718 1.773769 1.786563 \n", + "0 -0.654964 0.218223 0.730629 0.196835 1.298150 0.156328 \n", + "1 -2.077090 -2.248487 -1.363576 -0.169858 -2.225764 -1.225917 \n", + "2 -0.903731 0.250838 -0.110742 -1.305142 1.482508 2.249306 \n", + "3 0.222306 0.033779 0.788267 -0.028146 -0.524817 -0.033661 \n", + "4 0.430345 -0.331215 -0.748284 0.878122 -0.695582 -0.186864 \n", "\n", "[5 rows x 52 columns]" ] }, - "execution_count": 1, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -237,7 +237,7 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "from doubleml.datasets import make_plr_CCDDHNR2018\n", + "from doubleml.plm.datasets import make_plr_CCDDHNR2018\n", "import doubleml as dml\n", "from flaml import AutoML\n", "from xgboost import XGBRegressor\n", @@ -261,19 +261,19 @@ "\n", "#### Step 1: Initialize and Train the AutoML Models:\n", "\n", - "*Note: This cell will optimize the nuisance models for 4 minutes in total.*" + "*Note: This cell will optimize the nuisance models for 8 minutes in total.*" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Initialize AutoML for outcome model (ml_l): Predict Y based on X\n", "automl_l = AutoML()\n", "settings_l = {\n", - " \"time_budget\": 120,\n", + " \"time_budget\": 240,\n", " \"metric\": 'rmse',\n", " \"estimator_list\": ['xgboost'],\n", " \"task\": 'regression',\n", @@ -283,7 +283,7 @@ "# Initialize AutoML for treatment model (ml_m): Predict D based on X\n", "automl_m = AutoML()\n", "settings_m = {\n", - " \"time_budget\": 120,\n", + " \"time_budget\": 240,\n", " \"metric\": 'rmse',\n", " \"estimator_list\": ['xgboost'],\n", " \"task\": 'regression',\n", @@ -302,15 +302,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Best RMSE during tuning (ml_m): 1.0078540263583833\n", - "Best RMSE during tuning (ml_l): 1.1155142425200442\n" + "Best RMSE during tuning (ml_m): 1.002037900301454\n", + "Best RMSE during tuning (ml_l): 1.0929369228758206\n" ] } ], @@ -332,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -340,7 +340,7 @@ "output_type": "stream", "text": [ " coef std err t P>|t| 2.5 % 97.5 %\n", - "d 0.498286 0.032738 15.220407 2.589147e-52 0.434121 0.562452\n" + "d 0.490689 0.031323 15.665602 2.599586e-55 0.429298 0.552081\n" ] } ], @@ -362,15 +362,15 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "RMSE evaluated by DoubleML (ml_m): 1.0156853566737638\n", - "RMSE evaluated by DoubleML (ml_l): 1.1309844442144665\n" + "RMSE evaluated by DoubleML (ml_m): 1.0124105481660435\n", + "RMSE evaluated by DoubleML (ml_l): 1.103179163001313\n" ] } ], @@ -404,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -481,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -489,7 +489,7 @@ "output_type": "stream", "text": [ " coef std err t P>|t| 2.5 % 97.5 %\n", - "d 0.502016 0.033265 15.091263 1.848688e-51 0.436817 0.567215\n" + "d 0.488455 0.031491 15.510971 2.924232e-54 0.426734 0.550176\n" ] } ], @@ -507,17 +507,17 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Best RMSE during tuning (ml_m): 1.0068101213851626\n", - "Best RMSE during tuning (ml_l): 1.1151610541568202\n", - "RMSE evaluated by DoubleML (ml_m): 1.0084871742256079\n", - "RMSE evaluated by DoubleML (ml_l): 1.1272404618426184\n" + "Best RMSE during tuning (ml_m): 1.0060715124549546\n", + "Best RMSE during tuning (ml_l): 1.1030891095588866\n", + "RMSE evaluated by DoubleML (ml_m): 1.0187512020118494\n", + "RMSE evaluated by DoubleML (ml_l): 1.1016338581630878\n" ] } ], @@ -556,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -583,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -591,7 +591,7 @@ "output_type": "stream", "text": [ " coef std err t P>|t| 2.5 % 97.5 %\n", - "d 0.436394 0.031007 14.073929 5.493102e-45 0.375621 0.497168\n" + "d 0.461493 0.031075 14.851012 6.852592e-50 0.400587 0.522398\n" ] } ], @@ -611,17 +611,17 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Best RMSE during tuning (ml_m): 0.9158080176561963\n", - "Best RMSE during tuning (ml_l): 1.2197237644227434\n", - "RMSE evaluated by DoubleML (ml_m): 1.0739130271918385\n", - "RMSE evaluated by DoubleML (ml_l): 1.1362430723104844\n" + "Best RMSE during tuning (ml_m): 0.9386744462704798\n", + "Best RMSE during tuning (ml_l): 1.0520233166790431\n", + "RMSE evaluated by DoubleML (ml_m): 1.0603268864456956\n", + "RMSE evaluated by DoubleML (ml_l): 1.111352344760325\n" ] } ], @@ -654,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -663,15 +663,15 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " coef std err t P>|t| 2.5 % 97.5 %\n", - "d 0.431253 0.03258 13.236884 5.373218e-40 0.367398 0.495108\n" + " coef std err t P>|t| 2.5 % 97.5 %\n", + "d 0.429133 0.031692 13.540578 9.007789e-42 0.367017 0.491249\n" ] } ], @@ -695,7 +695,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -742,42 +742,42 @@ " \n", " Full Sample\n", " d\n", - " 0.498286\n", - " 0.032738\n", - " 15.220407\n", - " 2.589147e-52\n", - " 0.434121\n", - " 0.562452\n", + " 0.490689\n", + " 0.031323\n", + " 15.665602\n", + " 2.599586e-55\n", + " 0.429298\n", + " 0.552081\n", " \n", " \n", " On the folds\n", " d\n", - " 0.502016\n", - " 0.033265\n", - " 15.091263\n", - " 1.848688e-51\n", - " 0.436817\n", - " 0.567215\n", + " 0.488455\n", + " 0.031491\n", + " 15.510971\n", + " 2.924232e-54\n", + " 0.426734\n", + " 0.550176\n", " \n", " \n", " Default\n", " d\n", - " 0.431253\n", - " 0.032580\n", - " 13.236884\n", - " 5.373218e-40\n", - " 0.367398\n", - " 0.495108\n", + " 0.429133\n", + " 0.031692\n", + " 13.540578\n", + " 9.007789e-42\n", + " 0.367017\n", + " 0.491249\n", " \n", " \n", " Less time\n", " d\n", - " 0.436394\n", - " 0.031007\n", - " 14.073929\n", - " 5.493102e-45\n", - " 0.375621\n", - " 0.497168\n", + " 0.461493\n", + " 0.031075\n", + " 14.851012\n", + " 6.852592e-50\n", + " 0.400587\n", + " 0.522398\n", " \n", " \n", "\n", @@ -786,20 +786,20 @@ "text/plain": [ " coef std err t P>|t| 2.5 % \\\n", "Model Type Metric \n", - "Full Sample d 0.498286 0.032738 15.220407 2.589147e-52 0.434121 \n", - "On the folds d 0.502016 0.033265 15.091263 1.848688e-51 0.436817 \n", - "Default d 0.431253 0.032580 13.236884 5.373218e-40 0.367398 \n", - "Less time d 0.436394 0.031007 14.073929 5.493102e-45 0.375621 \n", + "Full Sample d 0.490689 0.031323 15.665602 2.599586e-55 0.429298 \n", + "On the folds d 0.488455 0.031491 15.510971 2.924232e-54 0.426734 \n", + "Default d 0.429133 0.031692 13.540578 9.007789e-42 0.367017 \n", + "Less time d 0.461493 0.031075 14.851012 6.852592e-50 0.400587 \n", "\n", " 97.5 % \n", "Model Type Metric \n", - "Full Sample d 0.562452 \n", - "On the folds d 0.567215 \n", - "Default d 0.495108 \n", - "Less time d 0.497168 " + "Full Sample d 0.552081 \n", + "On the folds d 0.550176 \n", + "Default d 0.491249 \n", + "Less time d 0.522398 " ] }, - "execution_count": 24, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -823,12 +823,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -875,7 +875,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -926,7 +926,7 @@ ], "metadata": { "kernelspec": { - "display_name": "flaml", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -940,7 +940,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" + "version": "3.12.3" } }, "nbformat": 4, From c081315635bee0789b5251b5e0e720c46874dd00 Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Wed, 1 Oct 2025 10:27:22 +0000 Subject: [PATCH 07/15] update cluster example --- .../py_double_ml_multiway_cluster.ipynb | 443 +++--------------- 1 file changed, 63 insertions(+), 380 deletions(-) diff --git a/doc/examples/py_double_ml_multiway_cluster.ipynb b/doc/examples/py_double_ml_multiway_cluster.ipynb index 3ec7a89e..8feb05dc 100644 --- a/doc/examples/py_double_ml_multiway_cluster.ipynb +++ b/doc/examples/py_double_ml_multiway_cluster.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "id": "r1nf2-YD1_Z2" }, @@ -49,9 +49,9 @@ "\n", "from sklearn.linear_model import LassoCV\n", "\n", - "from doubleml import DoubleMLClusterData, DoubleMLData, DoubleMLPLIV\n", + "from doubleml import DoubleMLData, DoubleMLPLIV\n", "\n", - "from doubleml.datasets import make_pliv_multiway_cluster_CKMS2021" + "from doubleml.plm.datasets import make_pliv_multiway_cluster_CKMS2021" ] }, { @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "id": "9hepXKz91_aM" }, @@ -150,40 +150,16 @@ }, "source": [ "### Data-Backend for Cluster Data\n", - "The implementation of cluster robust double machine learning is based on a special data-backend called [DoubleMLClusterData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLClusterData.html). As compared to the standard data-backend [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLData.html), users can specify the clustering variables during instantiation of a [DoubleMLClusterData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLClusterData.html) object. The estimation framework will subsequently account for the provided clustering options." + "The implementation of cluster robust double machine learning on the standard data-backend [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLData.html). Users can specify the clustering variables during instantiation of a [DoubleMLData](https://docs.doubleml.org/stable/api/generated/doubleml.data.DoubleMLData.html) object via the `cluster_cols` argument. The estimation framework will subsequently account for the provided clustering options." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "id": "N9DBwEFT1_aS" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== DoubleMLClusterData Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", - "Outcome variable: Y\n", - "Treatment variable(s): ['D']\n", - "Cluster variable(s): ['cluster_var_i', 'cluster_var_j']\n", - "Covariates: ['X1', 'X2', 'X3', 'X4', 'X5', 'X6', 'X7', 'X8', 'X9', 'X10', 'X11', 'X12', 'X13', 'X14', 'X15', 'X16', 'X17', 'X18', 'X19', 'X20', 'X21', 'X22', 'X23', 'X24', 'X25', 'X26', 'X27', 'X28', 'X29', 'X30', 'X31', 'X32', 'X33', 'X34', 'X35', 'X36', 'X37', 'X38', 'X39', 'X40', 'X41', 'X42', 'X43', 'X44', 'X45', 'X46', 'X47', 'X48', 'X49', 'X50', 'X51', 'X52', 'X53', 'X54', 'X55', 'X56', 'X57', 'X58', 'X59', 'X60', 'X61', 'X62', 'X63', 'X64', 'X65', 'X66', 'X67', 'X68', 'X69', 'X70', 'X71', 'X72', 'X73', 'X74', 'X75', 'X76', 'X77', 'X78', 'X79', 'X80', 'X81', 'X82', 'X83', 'X84', 'X85', 'X86', 'X87', 'X88', 'X89', 'X90', 'X91', 'X92', 'X93', 'X94', 'X95', 'X96', 'X97', 'X98', 'X99', 'X100']\n", - "Instrument variable(s): ['Z']\n", - "No. Observations: 625\n", - "\n", - "------------------ DataFrame info ------------------\n", - "\n", - "RangeIndex: 625 entries, 0 to 624\n", - "Columns: 105 entries, cluster_var_i to Z\n", - "dtypes: float64(103), int64(2)\n", - "memory usage: 512.8 KB\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "# The simulated data is of type DoubleMLClusterData\n", "print(obj_dml_data)" @@ -191,40 +167,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "id": "yMU5Y0n81_aW" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " cluster_var_i cluster_var_j X1 X2 X3 X4 \\\n", - "0 0 0 -0.261903 -0.195564 -0.118952 0.508459 \n", - "1 0 1 -1.082973 -0.303835 0.760778 -0.542671 \n", - "2 0 2 -0.110359 -0.679539 0.491245 -0.309772 \n", - "3 0 3 -0.010940 1.003427 0.412653 0.784238 \n", - "4 0 4 -0.073207 -0.370736 -0.005857 -0.833907 \n", - "\n", - " X5 X6 X7 X8 ... X94 X95 X96 \\\n", - "0 0.226598 -0.544555 0.183888 1.694919 ... -0.205938 -0.996934 -1.136836 \n", - "1 -0.601598 -0.201768 0.234910 0.212844 ... 0.427573 0.303324 0.247826 \n", - "2 -0.552727 0.036729 -0.673302 -1.024604 ... 0.094381 -0.922996 -2.054068 \n", - "3 0.014637 0.611269 0.323679 -0.557999 ... 0.698694 1.342992 -1.136089 \n", - "4 -0.096337 -0.714240 0.094026 0.435401 ... -0.149714 -0.164864 -0.756805 \n", - "\n", - " X97 X98 X99 X100 Y D Z \n", - "0 0.010269 -0.396985 -0.161141 -0.614188 0.256567 -0.113780 0.104787 \n", - "1 0.109273 -0.410795 -0.128408 0.633433 -1.816318 -1.002983 -0.942661 \n", - "2 -0.477474 -0.543380 -0.720664 -0.332996 -0.851366 -0.302648 0.628069 \n", - "3 -0.632058 -0.509958 -0.456370 -0.557595 1.081488 0.438960 0.054162 \n", - "4 0.518175 0.510385 -0.681176 -1.020271 -1.708190 -1.805007 -0.850321 \n", - "\n", - "[5 rows x 105 columns]\n" - ] - } - ], + "outputs": [], "source": [ "# The cluster variables are part of the DataFrame\n", "print(obj_dml_data.data.head())" @@ -242,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "id": "DvjBpafF1_ae" }, @@ -262,54 +209,18 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "id": "rh3-MK2Q1_ah" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== DoubleMLPLIV Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", - "Outcome variable: Y\n", - "Treatment variable(s): ['D']\n", - "Cluster variable(s): ['cluster_var_i', 'cluster_var_j']\n", - "Covariates: ['X1', 'X2', 'X3', 'X4', 'X5', 'X6', 'X7', 'X8', 'X9', 'X10', 'X11', 'X12', 'X13', 'X14', 'X15', 'X16', 'X17', 'X18', 'X19', 'X20', 'X21', 'X22', 'X23', 'X24', 'X25', 'X26', 'X27', 'X28', 'X29', 'X30', 'X31', 'X32', 'X33', 'X34', 'X35', 'X36', 'X37', 'X38', 'X39', 'X40', 'X41', 'X42', 'X43', 'X44', 'X45', 'X46', 'X47', 'X48', 'X49', 'X50', 'X51', 'X52', 'X53', 'X54', 'X55', 'X56', 'X57', 'X58', 'X59', 'X60', 'X61', 'X62', 'X63', 'X64', 'X65', 'X66', 'X67', 'X68', 'X69', 'X70', 'X71', 'X72', 'X73', 'X74', 'X75', 'X76', 'X77', 'X78', 'X79', 'X80', 'X81', 'X82', 'X83', 'X84', 'X85', 'X86', 'X87', 'X88', 'X89', 'X90', 'X91', 'X92', 'X93', 'X94', 'X95', 'X96', 'X97', 'X98', 'X99', 'X100']\n", - "Instrument variable(s): ['Z']\n", - "No. Observations: 625\n", - "\n", - "------------------ Score & algorithm ------------------\n", - "Score function: partialling out\n", - "DML algorithm: dml2\n", - "\n", - "------------------ Machine learner ------------------\n", - "Learner ml_l: LassoCV()\n", - "Learner ml_m: LassoCV()\n", - "Learner ml_r: LassoCV()\n", - "\n", - "------------------ Resampling ------------------\n", - "No. folds per cluster: 3\n", - "No. folds: 9\n", - "No. repeated sample splits: 1\n", - "Apply cross-fitting: True\n", - "\n", - "------------------ Fit summary ------------------\n", - "Empty DataFrame\n", - "Columns: [coef, std err, t, P>|t|]\n", - "Index: []\n" - ] - } - ], + "outputs": [], "source": [ "print(dml_pliv_obj)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "nbsphinx": "hidden" }, @@ -412,22 +323,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "id": "2eU-ukl81_ar" }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# The function plt_smpls is defined at the end of the Notebook\n", "plt_smpls(dml_pliv_obj.smpls[0], dml_pliv_obj._n_folds_per_cluster)" @@ -456,25 +356,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "id": "KfI-DvHV1_a1", "tags": [ "nbsphinx-thumbnail" ] }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# The function plt_smpls_cluster is defined at the end of the Notebook\n", "plt_smpls_cluster(dml_pliv_obj.smpls_cluster[0], dml_pliv_obj._n_folds_per_cluster)" @@ -530,20 +419,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "id": "ZcNPzPnC1_a9" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " coef std err t P>|t| 2.5 % 97.5 %\n", - "D 1.135871 0.118601 9.577271 9.964261e-22 0.903418 1.368324\n" - ] - } - ], + "outputs": [], "source": [ "# Estimate the PLIV model with cluster robust double machine learning\n", "dml_pliv_obj.fit()\n", @@ -569,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "id": "EvJ-wHSV1_bD" }, @@ -584,35 +464,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "id": "UIMLXmD51_bF" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== DoubleMLClusterData Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", - "Outcome variable: Y\n", - "Treatment variable(s): ['D']\n", - "Cluster variable(s): ['cluster_var_i']\n", - "Covariates: ['X1', 'X2', 'X3', 'X4', 'X5', 'X6', 'X7', 'X8', 'X9', 'X10', 'X11', 'X12', 'X13', 'X14', 'X15', 'X16', 'X17', 'X18', 'X19', 'X20', 'X21', 'X22', 'X23', 'X24', 'X25', 'X26', 'X27', 'X28', 'X29', 'X30', 'X31', 'X32', 'X33', 'X34', 'X35', 'X36', 'X37', 'X38', 'X39', 'X40', 'X41', 'X42', 'X43', 'X44', 'X45', 'X46', 'X47', 'X48', 'X49', 'X50', 'X51', 'X52', 'X53', 'X54', 'X55', 'X56', 'X57', 'X58', 'X59', 'X60', 'X61', 'X62', 'X63', 'X64', 'X65', 'X66', 'X67', 'X68', 'X69', 'X70', 'X71', 'X72', 'X73', 'X74', 'X75', 'X76', 'X77', 'X78', 'X79', 'X80', 'X81', 'X82', 'X83', 'X84', 'X85', 'X86', 'X87', 'X88', 'X89', 'X90', 'X91', 'X92', 'X93', 'X94', 'X95', 'X96', 'X97', 'X98', 'X99', 'X100']\n", - "Instrument variable(s): ['Z']\n", - "No. Observations: 625\n", - "\n", - "------------------ DataFrame info ------------------\n", - "\n", - "RangeIndex: 625 entries, 0 to 624\n", - "Columns: 105 entries, cluster_var_i to Z\n", - "dtypes: float64(103), int64(2)\n", - "memory usage: 512.8 KB\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "obj_dml_data.cluster_cols = 'cluster_var_i'\n", "print(obj_dml_data)" @@ -620,7 +476,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "id": "Jb0zciH41_bJ" }, @@ -640,20 +496,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "id": "DcQHiCFG1_bN" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " coef std err t P>|t| 2.5 % 97.5 %\n", - "D 0.951532 0.047954 19.842625 1.276189e-87 0.857544 1.04552\n" - ] - } - ], + "outputs": [], "source": [ "dml_pliv_obj.fit()\n", "print(dml_pliv_obj.summary)" @@ -683,7 +530,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "id": "SM30YzZo1_bh" }, @@ -696,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "id": "kWO-X1aZ1_bj" }, @@ -709,45 +556,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "id": "Kzu6GG2i1_bo" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " model.name model.id firm.id cdid id price mpd air \\\n", - "1 AMGREM 23.0 15.0 1.0 129.0 -6.825617 1.888146 0.0 \n", - "2 AMHORN 24.0 15.0 1.0 130.0 -6.245370 1.935989 0.0 \n", - "3 AMJAVL 25.0 15.0 1.0 132.0 -4.652778 1.716799 0.0 \n", - "4 AMMATA 26.0 15.0 1.0 134.0 -4.921913 1.687871 0.0 \n", - "5 AMAMBS 18.0 15.0 1.0 136.0 -2.833024 1.504286 0.0 \n", - "... ... ... ... ... ... ... ... ... \n", - "2213 VV740 526.0 6.0 20.0 5584.0 4.378596 2.639135 1.0 \n", - "2214 VV760G 529.0 6.0 20.0 5585.0 14.225574 2.136442 1.0 \n", - "2215 YGGVPL 555.0 23.0 20.0 5589.0 -8.368152 3.518846 0.0 \n", - "2216 PS911C 425.0 12.0 20.0 5590.0 32.997571 3.016154 1.0 \n", - "2217 PS944 438.0 12.0 20.0 5592.0 20.296729 3.267500 1.0 \n", - "\n", - " mpg space hpwt trend share outshr y \n", - "1 1.697 1.150200 0.528997 0.0 0.001051 0.880106 0.820366 \n", - "2 1.740 1.278000 0.494324 0.0 0.000670 0.880106 0.369981 \n", - "3 1.543 1.459200 0.467613 0.0 0.000341 0.880106 -0.306915 \n", - "4 1.517 1.606800 0.426540 0.0 0.000522 0.880106 0.120721 \n", - "5 1.352 1.645800 0.452489 0.0 0.000442 0.880106 -0.045144 \n", - "... ... ... ... ... ... ... ... \n", - "2213 2.100 1.305612 0.385917 19.0 0.000488 0.907801 0.022915 \n", - "2214 1.700 1.305612 0.435967 19.0 0.000091 0.907801 -1.652350 \n", - "2215 2.800 0.843730 0.358289 19.0 0.000067 0.907801 -1.957375 \n", - "2216 2.400 1.093950 0.814913 19.0 0.000039 0.907801 -2.512519 \n", - "2217 2.600 1.153587 0.693796 19.0 0.000025 0.907801 -2.953683 \n", - "\n", - "[2217 rows x 15 columns]\n" - ] - } - ], + "outputs": [], "source": [ "x_cols = ['hpwt', 'air', 'mpd', 'space']\n", "print(blp_data)" @@ -755,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "id": "5WIE4GPS1_bq" }, @@ -787,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "id": "2iTzEmsT1_br" }, @@ -798,7 +611,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "id": "vjJEPgd61_bs" }, @@ -813,52 +626,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": { "id": "VzG84J7K1_b3", "scrolled": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "['air',\n", - " 'air mpd',\n", - " 'air mpd^2',\n", - " 'air space',\n", - " 'air space^2',\n", - " 'air^2',\n", - " 'air^2 mpd',\n", - " 'air^2 space',\n", - " 'air^3',\n", - " 'hpwt',\n", - " 'hpwt air',\n", - " 'hpwt air^2',\n", - " 'hpwt mpd',\n", - " 'hpwt mpd^2',\n", - " 'hpwt space',\n", - " 'hpwt space^2',\n", - " 'hpwt^2',\n", - " 'hpwt^2 air',\n", - " 'hpwt^2 mpd',\n", - " 'hpwt^2 space',\n", - " 'hpwt^3',\n", - " 'mpd',\n", - " 'mpd space',\n", - " 'mpd space^2',\n", - " 'mpd^2',\n", - " 'mpd^2 space',\n", - " 'mpd^3',\n", - " 'space',\n", - " 'space^2',\n", - " 'space^3']" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sel_cols_chiang = list(np.setdiff1d(data_transf.columns,\n", " ['hpwt air mpd', 'hpwt air space',\n", @@ -868,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "id": "M8IeK-0A1_b6" }, @@ -885,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "id": "7eVrppKH1_b7" }, @@ -899,22 +672,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "id": "ezGVW5Gl1_b8" }, - "outputs": [ - { - "data": { - "text/plain": [ - "(2217, 37)" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dml_df.shape" ] @@ -926,63 +688,39 @@ "id": "05nt4NKc1_b9" }, "source": [ - "### Initialize `DoubleMLClusterData` object" + "### Initialize `DoubleMLData` object with clusters" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "id": "ik3fUxCn1_cH" }, "outputs": [], "source": [ - "dml_data = DoubleMLClusterData(dml_df,\n", - " y_col=y_col,\n", - " d_cols=d_col,\n", - " z_cols=z_col,\n", - " cluster_cols=cluster_cols,\n", - " x_cols=sel_cols_chiang)" + "dml_data = DoubleMLData(dml_df,\n", + " y_col=y_col,\n", + " d_cols=d_col,\n", + " z_cols=z_col,\n", + " cluster_cols=cluster_cols,\n", + " x_cols=sel_cols_chiang)" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "id": "7Y4wQOsC1_cJ" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== DoubleMLClusterData Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", - "Outcome variable: y\n", - "Treatment variable(s): ['log_p']\n", - "Cluster variable(s): ['model.id', 'cdid']\n", - "Covariates: ['air', 'air mpd', 'air mpd^2', 'air space', 'air space^2', 'air^2', 'air^2 mpd', 'air^2 space', 'air^3', 'hpwt', 'hpwt air', 'hpwt air^2', 'hpwt mpd', 'hpwt mpd^2', 'hpwt space', 'hpwt space^2', 'hpwt^2', 'hpwt^2 air', 'hpwt^2 mpd', 'hpwt^2 space', 'hpwt^3', 'mpd', 'mpd space', 'mpd space^2', 'mpd^2', 'mpd^2 space', 'mpd^3', 'space', 'space^2', 'space^3']\n", - "Instrument variable(s): ['sum.other.hpwt']\n", - "No. Observations: 2217\n", - "\n", - "------------------ DataFrame info ------------------\n", - "\n", - "Index: 2217 entries, 1 to 2217\n", - "Columns: 37 entries, y to sum.other.space\n", - "dtypes: float64(34), object(3)\n", - "memory usage: 658.2+ KB\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "print(dml_data)" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "id": "LGgk1Yfy1_cK" }, @@ -993,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "id": "GssTYt2i1_cM" }, @@ -1015,20 +753,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "id": "Dd2InB0w1_cO" }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\svenk\\.conda\\envs\\dml_base\\lib\\site-packages\\sklearn\\linear_model\\_coordinate_descent.py:617: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.5154789948092002, tolerance: 1.1187339840850312\n", - " model = cd_fast.enet_coordinate_descent_gram(\n" - ] - } - ], + "outputs": [], "source": [ "dml_data.z_cols = z_col\n", "dml_data.cluster_cols = ['model.id', 'cdid']\n", @@ -1054,7 +783,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "id": "dqJxk4S61_cV" }, @@ -1084,7 +813,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "id": "dl2CTDBu1_cY" }, @@ -1114,7 +843,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "id": "wkKU9Fxx1_cc" }, @@ -1129,41 +858,18 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "id": "xxCoX1CP1_cd" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== DoubleMLData Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", - "Outcome variable: y\n", - "Treatment variable(s): ['log_p']\n", - "Covariates: ['air', 'air mpd', 'air mpd^2', 'air space', 'air space^2', 'air^2', 'air^2 mpd', 'air^2 space', 'air^3', 'hpwt', 'hpwt air', 'hpwt air^2', 'hpwt mpd', 'hpwt mpd^2', 'hpwt space', 'hpwt space^2', 'hpwt^2', 'hpwt^2 air', 'hpwt^2 mpd', 'hpwt^2 space', 'hpwt^3', 'mpd', 'mpd space', 'mpd space^2', 'mpd^2', 'mpd^2 space', 'mpd^3', 'space', 'space^2', 'space^3']\n", - "Instrument variable(s): ['sum.other.hpwt']\n", - "No. Observations: 2217\n", - "\n", - "------------------ DataFrame info ------------------\n", - "\n", - "Index: 2217 entries, 1 to 2217\n", - "Columns: 37 entries, y to sum.other.space\n", - "dtypes: float64(34), object(3)\n", - "memory usage: 658.2+ KB\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "print(dml_data)" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "id": "WY3iQ5aO1_cq" }, @@ -1192,29 +898,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "id": "PO-RMWTe1_cs" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " coef std err t P>|t| 2.5 % 97.5 % \\\n", - "0 -5.450152 1.262621 -4.316540 1.584942e-05 -7.924843 -2.975461 \n", - "1 -5.757819 0.928947 -6.198218 5.710586e-10 -7.578523 -3.937116 \n", - "2 -5.811825 0.784483 -7.408479 1.277561e-13 -7.349383 -4.274267 \n", - "3 -5.754870 0.464284 -12.395136 2.776728e-35 -6.664850 -4.844889 \n", - "\n", - " z_col clustering \n", - "0 sum.other.hpwt two-way \n", - "1 sum.other.hpwt one-way-product \n", - "2 sum.other.hpwt one-way-market \n", - "3 sum.other.hpwt zero-way \n" - ] - } - ], + "outputs": [], "source": [ "print(res_df)" ] @@ -1247,7 +935,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1320,7 +1008,7 @@ "provenance": [] }, "kernelspec": { - "display_name": "dml_base", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -1334,12 +1022,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" - }, - "vscode": { - "interpreter": { - "hash": "04413e1efd13b5e2aaedccc5facec5686292d28983ef24fa021a12c73bd6369e" - } + "version": "3.12.3" } }, "nbformat": 4, From 7feeb745104b98c7037e9abdf396889d50df328e Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Wed, 1 Oct 2025 12:42:04 +0000 Subject: [PATCH 08/15] fix import in basics --- doc/guide/basics.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/guide/basics.rst b/doc/guide/basics.rst index f474a49a..e26cf048 100644 --- a/doc/guide/basics.rst +++ b/doc/guide/basics.rst @@ -50,7 +50,7 @@ The nuisance functions are given by .. code-block:: python import numpy as np - from doubleml.datasets import make_plr_CCDDHNR2018 + from doubleml.plm.datasets import make_plr_CCDDHNR2018 np.random.seed(1234) n_rep = 1000 From efa92ece2b17fd156b54f611d2eae8427317f71c Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Wed, 1 Oct 2025 13:18:08 +0000 Subject: [PATCH 09/15] update qte and pension nb --- .../py_double_ml_multiway_cluster.ipynb | 2 +- doc/examples/py_double_ml_pension.ipynb | 9 +- doc/examples/py_double_ml_pension_qte.ipynb | 440 ++++-------------- 3 files changed, 98 insertions(+), 353 deletions(-) diff --git a/doc/examples/py_double_ml_multiway_cluster.ipynb b/doc/examples/py_double_ml_multiway_cluster.ipynb index 8feb05dc..b79abfd8 100644 --- a/doc/examples/py_double_ml_multiway_cluster.ipynb +++ b/doc/examples/py_double_ml_multiway_cluster.ipynb @@ -161,7 +161,7 @@ }, "outputs": [], "source": [ - "# The simulated data is of type DoubleMLClusterData\n", + "# The simulated data is of type DoubleMLData\n", "print(obj_dml_data)" ] }, diff --git a/doc/examples/py_double_ml_pension.ipynb b/doc/examples/py_double_ml_pension.ipynb index 8dce90f4..136818b2 100644 --- a/doc/examples/py_double_ml_pension.ipynb +++ b/doc/examples/py_double_ml_pension.ipynb @@ -1148,7 +1148,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_base", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -1162,12 +1162,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" - }, - "vscode": { - "interpreter": { - "hash": "04413e1efd13b5e2aaedccc5facec5686292d28983ef24fa021a12c73bd6369e" - } + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_pension_qte.ipynb b/doc/examples/py_double_ml_pension_qte.ipynb index d177fd97..d8b36f4d 100644 --- a/doc/examples/py_double_ml_pension_qte.ipynb +++ b/doc/examples/py_double_ml_pension_qte.ipynb @@ -105,8 +105,8 @@ "text": [ " nifa net_tfa tw age inc \\\n", "count 9.915000e+03 9.915000e+03 9.915000e+03 9915.000000 9915.000000 \n", - "mean 1.392864e+04 1.805153e+04 6.381685e+04 41.060212 37200.621094 \n", - "std 5.490504e+04 6.352259e+04 1.115296e+05 10.344505 24774.251953 \n", + "mean 1.392864e+04 1.805153e+04 6.381684e+04 41.060212 37200.621094 \n", + "std 5.490488e+04 6.352250e+04 1.115297e+05 10.344505 24774.289062 \n", "min 0.000000e+00 -5.023020e+05 -5.023020e+05 25.000000 -2652.000000 \n", "25% 2.000000e+02 -5.000000e+02 3.291500e+03 32.000000 19413.000000 \n", "50% 1.635000e+03 1.499000e+03 2.510000e+04 40.000000 31476.000000 \n", @@ -204,8 +204,8 @@ "n_folds = 5\n", "\n", "# Learners\n", - "class_learner = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10)\n", - "reg_learner = LGBMRegressor(n_estimators=300, learning_rate=0.05, num_leaves=10)" + "class_learner = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10, verbose=-1, n_jobs=1)\n", + "reg_learner = LGBMRegressor(n_estimators=300, learning_rate=0.05, num_leaves=10, verbose=-1, n_jobs=1)" ] }, { @@ -281,8 +281,8 @@ " dml_PQ_0.fit()\n", " dml_PQ_1.fit()\n", "\n", - " PQ_0[idx_tau] = dml_PQ_0.coef\n", - " PQ_1[idx_tau] = dml_PQ_1.coef\n", + " PQ_0[idx_tau] = dml_PQ_0.coef[0]\n", + " PQ_1[idx_tau] = dml_PQ_1.coef[0]\n", "\n", " ci_PQ_0[idx_tau, :] = dml_PQ_0.confint(level=0.95).to_numpy()\n", " ci_PQ_1[idx_tau, :] = dml_PQ_1.confint(level=0.95).to_numpy()" @@ -309,35 +309,37 @@ "text": [ "================== DoubleMLPQ Object ==================\n", "\n", - "------------------ Data summary ------------------\n", + "------------------ Data Summary ------------------\n", "Outcome variable: net_tfa\n", "Treatment variable(s): ['e401']\n", "Covariates: ['age', 'inc', 'educ', 'fsize', 'marr', 'twoearn', 'db', 'pira', 'hown']\n", "Instrument variable(s): None\n", "No. Observations: 9915\n", "\n", - "------------------ Score & algorithm ------------------\n", + "\n", + "------------------ Score & Algorithm ------------------\n", "Score function: PQ\n", - "DML algorithm: dml2\n", "\n", - "------------------ Machine learner ------------------\n", - "Learner ml_g: LGBMClassifier(learning_rate=0.05, n_estimators=300, num_leaves=10)\n", - "Learner ml_m: LGBMClassifier(learning_rate=0.05, n_estimators=300, num_leaves=10)\n", + "------------------ Machine Learner ------------------\n", + "Learner ml_g: LGBMClassifier(learning_rate=0.05, n_estimators=300, n_jobs=1, num_leaves=10,\n", + " verbose=-1)\n", + "Learner ml_m: LGBMClassifier(learning_rate=0.05, n_estimators=300, n_jobs=1, num_leaves=10,\n", + " verbose=-1)\n", "Out-of-sample Performance:\n", - "Learner ml_g RMSE: [[0.31337878]]\n", - "Learner ml_m RMSE: [[0.4449272]]\n", + "Classification:\n", + "Learner ml_g Log Loss: [[0.34109991]]\n", + "Learner ml_m Log Loss: [[0.57744597]]\n", "\n", "------------------ Resampling ------------------\n", "No. folds: 5\n", "No. repeated sample splits: 1\n", - "Apply cross-fitting: True\n", "\n", - "------------------ Fit summary ------------------\n", + "------------------ Fit Summary ------------------\n", " coef std err t P>|t| 2.5 % \\\n", - "e401 63499.0 1855.668337 34.218938 1.264274e-256 59861.956892 \n", + "e401 63249.0 1826.255169 34.633167 8.007040e-263 59669.605642 \n", "\n", " 97.5 % \n", - "e401 67136.043108 \n" + "e401 66828.394358 \n" ] } ], @@ -365,43 +367,43 @@ "name": "stdout", "output_type": "stream", "text": [ - " Quantile DML Y(0) DML Y(1) DML Y(0) lower DML Y(0) upper \\\n", - "0 0.10 -5.150000e+03 -4200.0 -5518.552508 -4781.447492 \n", - "1 0.15 -3.197000e+03 -2000.0 -3420.763691 -2973.236309 \n", - "2 0.20 -1.900000e+03 -733.0 -2061.872222 -1738.127778 \n", - "3 0.25 -9.910000e+02 -6.0 -1129.758391 -852.241609 \n", - "4 0.30 -3.310000e+02 201.0 -467.454081 -194.545919 \n", - "5 0.35 -9.880808e-13 1000.0 -140.411447 140.411447 \n", - "6 0.40 8.262423e-13 1586.0 -141.518446 141.518446 \n", - "7 0.45 1.490000e+02 2927.0 6.781233 291.218767 \n", - "8 0.50 5.000000e+02 5250.0 354.965774 645.034226 \n", - "9 0.55 1.200000e+03 6530.0 1038.506687 1361.493313 \n", - "10 0.60 2.318000e+03 10000.0 2103.647002 2532.352998 \n", - "11 0.65 4.100000e+03 13300.0 3710.041459 4489.958541 \n", - "12 0.70 6.750000e+03 18500.0 6029.711024 7470.288976 \n", - "13 0.75 1.052000e+04 24199.0 9551.134146 11488.865854 \n", - "14 0.80 1.650000e+04 33500.0 14984.664147 18015.335853 \n", - "15 0.85 2.600000e+04 45500.0 23748.752283 28251.247717 \n", - "16 0.90 4.144500e+04 63499.0 37939.488460 44950.511540 \n", + " Quantile DML Y(0) DML Y(1) DML Y(0) lower DML Y(0) upper \\\n", + "0 0.10 -5.310000e+03 -3.800000e+03 -5690.804535 -4929.195465 \n", + "1 0.15 -3.200000e+03 -2.000000e+03 -3423.776196 -2976.223804 \n", + "2 0.20 -1.925000e+03 -7.270000e+02 -2088.109236 -1761.890764 \n", + "3 0.25 -1.000000e+03 -7.020082e-14 -1142.345875 -857.654125 \n", + "4 0.30 -3.350000e+02 2.400000e+02 -470.435431 -199.564569 \n", + "5 0.35 -9.975120e-13 1.000000e+03 -137.119450 137.119450 \n", + "6 0.40 1.152507e-13 2.006000e+03 -145.817596 145.817596 \n", + "7 0.45 1.000000e+02 3.000000e+03 -46.636837 246.636837 \n", + "8 0.50 4.990000e+02 5.000000e+03 353.353834 644.646166 \n", + "9 0.55 1.200000e+03 7.000000e+03 1039.974846 1360.025154 \n", + "10 0.60 2.325000e+03 9.549000e+03 2109.287665 2540.712335 \n", + "11 0.65 4.150000e+03 1.330000e+04 3759.463857 4540.536143 \n", + "12 0.70 6.672000e+03 1.800000e+04 5956.368507 7387.631493 \n", + "13 0.75 1.070000e+04 2.400000e+04 9715.180017 11684.819983 \n", + "14 0.80 1.599900e+04 3.300000e+04 14534.519993 17463.480007 \n", + "15 0.85 2.545000e+04 4.615000e+04 23268.032374 27631.967626 \n", + "16 0.90 4.169900e+04 6.324900e+04 38078.548004 45319.451996 \n", "\n", " DML Y(1) lower DML Y(1) upper \n", - "0 -4835.847966 -3564.152034 \n", - "1 -2439.318552 -1560.681448 \n", - "2 -1238.098317 -227.901683 \n", - "3 -472.478032 460.478032 \n", - "4 -343.083750 745.083750 \n", - "5 552.392400 1447.607600 \n", - "6 1107.286593 2064.713407 \n", - "7 2036.542333 3817.457667 \n", - "8 4389.402902 6110.597098 \n", - "9 5702.335176 7357.664824 \n", - "10 8440.555150 11559.444850 \n", - "11 11932.311253 14667.688747 \n", - "12 16725.272296 20274.727704 \n", - "13 22222.986383 26175.013617 \n", - "14 30383.148802 36616.851198 \n", - "15 42338.762748 48661.237252 \n", - "16 59861.956892 67136.043108 \n" + "0 -4389.867243 -3210.132757 \n", + "1 -2469.765958 -1530.234042 \n", + "2 -1172.197253 -281.802747 \n", + "3 -421.272410 421.272410 \n", + "4 -258.385405 738.385405 \n", + "5 512.674302 1487.325698 \n", + "6 1424.946530 2587.053470 \n", + "7 2320.551238 3679.448762 \n", + "8 4226.353601 5773.646399 \n", + "9 5982.311698 8017.688302 \n", + "10 8412.552595 10685.447405 \n", + "11 11862.706305 14737.293695 \n", + "12 16300.962596 19699.037404 \n", + "13 21844.121686 26155.878314 \n", + "14 29808.546993 36191.453007 \n", + "15 41692.376790 50607.623210 \n", + "16 59669.605642 66828.394358 \n" ] } ], @@ -423,7 +425,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -472,47 +474,25 @@ "name": "stdout", "output_type": "stream", "text": [ - "Number of Cores used: 5\n", - "================== DoubleMLQTE Object ==================\n", - "\n", - "------------------ Fit summary ------------------\n", - " coef std err t P>|t| 2.5 % \\\n", - "0.10 1210.0 486.438569 2.487467 1.286563e-02 256.597923 \n", - "0.15 1230.0 263.748513 4.663533 3.108257e-06 713.062414 \n", - "0.20 1211.0 251.948868 4.806531 1.535718e-06 717.189293 \n", - "0.25 1000.0 244.841847 4.084269 4.421576e-05 520.118799 \n", - "0.30 622.0 255.252133 2.436806 1.481761e-02 121.715013 \n", - "0.35 1031.0 274.813682 3.751633 1.756867e-04 492.375081 \n", - "0.40 2006.0 320.163566 6.265547 3.715180e-10 1378.490941 \n", - "0.45 3329.0 427.336461 7.790115 6.694845e-15 2491.435927 \n", - "0.50 4601.0 448.109454 10.267581 9.864741e-25 3722.721609 \n", - "0.55 6000.0 588.816752 10.189927 2.199282e-24 4845.940373 \n", - "0.60 7040.0 605.739720 11.622153 3.180176e-31 5852.771965 \n", - "0.65 9223.0 804.541821 11.463668 2.008266e-30 7646.127006 \n", - "0.70 10928.0 859.705581 12.711328 5.115792e-37 9243.008023 \n", - "0.75 12410.0 1018.114834 12.189195 3.549109e-34 10414.531594 \n", - "0.80 16590.0 1589.396531 10.437924 1.664103e-25 13474.840041 \n", - "0.85 19382.0 1622.701413 11.944280 6.955005e-33 16201.563673 \n", - "0.90 21550.0 2279.055439 9.455672 3.209546e-21 17083.133421 \n", - "\n", - " 97.5 % \n", - "0.10 2163.402077 \n", - "0.15 1746.937586 \n", - "0.20 1704.810707 \n", - "0.25 1479.881201 \n", - "0.30 1122.284987 \n", - "0.35 1569.624919 \n", - "0.40 2633.509059 \n", - "0.45 4166.564073 \n", - "0.50 5479.278391 \n", - "0.55 7154.059627 \n", - "0.60 8227.228035 \n", - "0.65 10799.872994 \n", - "0.70 12612.991977 \n", - "0.75 14405.468406 \n", - "0.80 19705.159959 \n", - "0.85 22562.436327 \n", - "0.90 26016.866579 \n" + "Number of Cores used: 5\n" + ] + }, + { + "ename": "TerminatedWorkerError", + "evalue": "A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n\nThe exit codes of the workers are {SIGKILL(-9)}\nDetailed tracebacks of the workers should have been printed to stderr in the executor process if faulthandler was not disabled.", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mTerminatedWorkerError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[12]\u001b[39m\u001b[32m, line 15\u001b[39m\n\u001b[32m 5\u001b[39m np.random.seed(\u001b[32m42\u001b[39m)\n\u001b[32m 6\u001b[39m dml_QTE = dml.DoubleMLQTE(data_dml_base,\n\u001b[32m 7\u001b[39m ml_g=clone(class_learner),\n\u001b[32m 8\u001b[39m ml_m=clone(class_learner),\n\u001b[32m (...)\u001b[39m\u001b[32m 13\u001b[39m trimming_rule=\u001b[33m\"\u001b[39m\u001b[33mtruncate\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 14\u001b[39m trimming_threshold=\u001b[32m1e-2\u001b[39m)\n\u001b[32m---> \u001b[39m\u001b[32m15\u001b[39m \u001b[43mdml_QTE\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn_jobs_models\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcores_used\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 16\u001b[39m \u001b[38;5;28mprint\u001b[39m(dml_QTE)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/doubleml/irm/qte.py:399\u001b[39m, in \u001b[36mDoubleMLQTE.fit\u001b[39m\u001b[34m(self, n_jobs_models, n_jobs_cv, store_predictions, store_models, external_predictions)\u001b[39m\n\u001b[32m 397\u001b[39m \u001b[38;5;66;03m# parallel estimation of the quantiles\u001b[39;00m\n\u001b[32m 398\u001b[39m parallel = Parallel(n_jobs=n_jobs_models, verbose=\u001b[32m0\u001b[39m, pre_dispatch=\u001b[33m\"\u001b[39m\u001b[33m2*n_jobs\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m399\u001b[39m fitted_models = \u001b[43mparallel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 400\u001b[39m \u001b[43m \u001b[49m\u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_fit_quantile\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[43mi_quant\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_jobs_cv\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstore_predictions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstore_models\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 401\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mi_quant\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mrange\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mn_quantiles\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 402\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 404\u001b[39m \u001b[38;5;66;03m# combine the estimates and scores\u001b[39;00m\n\u001b[32m 405\u001b[39m framework_list = [\u001b[38;5;28;01mNone\u001b[39;00m] * \u001b[38;5;28mself\u001b[39m.n_quantiles\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:2072\u001b[39m, in \u001b[36mParallel.__call__\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 2066\u001b[39m \u001b[38;5;66;03m# The first item from the output is blank, but it makes the interpreter\u001b[39;00m\n\u001b[32m 2067\u001b[39m \u001b[38;5;66;03m# progress until it enters the Try/Except block of the generator and\u001b[39;00m\n\u001b[32m 2068\u001b[39m \u001b[38;5;66;03m# reaches the first `yield` statement. This starts the asynchronous\u001b[39;00m\n\u001b[32m 2069\u001b[39m \u001b[38;5;66;03m# dispatch of the tasks to the workers.\u001b[39;00m\n\u001b[32m 2070\u001b[39m \u001b[38;5;28mnext\u001b[39m(output)\n\u001b[32m-> \u001b[39m\u001b[32m2072\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m output \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.return_generator \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:1682\u001b[39m, in \u001b[36mParallel._get_outputs\u001b[39m\u001b[34m(self, iterator, pre_dispatch)\u001b[39m\n\u001b[32m 1679\u001b[39m \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[32m 1681\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m._backend.retrieval_context():\n\u001b[32m-> \u001b[39m\u001b[32m1682\u001b[39m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m._retrieve()\n\u001b[32m 1684\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mGeneratorExit\u001b[39;00m:\n\u001b[32m 1685\u001b[39m \u001b[38;5;66;03m# The generator has been garbage collected before being fully\u001b[39;00m\n\u001b[32m 1686\u001b[39m \u001b[38;5;66;03m# consumed. This aborts the remaining tasks if possible and warn\u001b[39;00m\n\u001b[32m 1687\u001b[39m \u001b[38;5;66;03m# the user if necessary.\u001b[39;00m\n\u001b[32m 1688\u001b[39m \u001b[38;5;28mself\u001b[39m._exception = \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:1784\u001b[39m, in \u001b[36mParallel._retrieve\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1778\u001b[39m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28mself\u001b[39m._wait_retrieval():\n\u001b[32m 1779\u001b[39m \u001b[38;5;66;03m# If the callback thread of a worker has signaled that its task\u001b[39;00m\n\u001b[32m 1780\u001b[39m \u001b[38;5;66;03m# triggered an exception, or if the retrieval loop has raised an\u001b[39;00m\n\u001b[32m 1781\u001b[39m \u001b[38;5;66;03m# exception (e.g. `GeneratorExit`), exit the loop and surface the\u001b[39;00m\n\u001b[32m 1782\u001b[39m \u001b[38;5;66;03m# worker traceback.\u001b[39;00m\n\u001b[32m 1783\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._aborting:\n\u001b[32m-> \u001b[39m\u001b[32m1784\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_raise_error_fast\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1785\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1787\u001b[39m nb_jobs = \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m._jobs)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:1859\u001b[39m, in \u001b[36mParallel._raise_error_fast\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1855\u001b[39m \u001b[38;5;66;03m# If this error job exists, immediately raise the error by\u001b[39;00m\n\u001b[32m 1856\u001b[39m \u001b[38;5;66;03m# calling get_result. This job might not exists if abort has been\u001b[39;00m\n\u001b[32m 1857\u001b[39m \u001b[38;5;66;03m# called directly or if the generator is gc'ed.\u001b[39;00m\n\u001b[32m 1858\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m error_job \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1859\u001b[39m \u001b[43merror_job\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_result\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:758\u001b[39m, in \u001b[36mBatchCompletionCallBack.get_result\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 752\u001b[39m backend = \u001b[38;5;28mself\u001b[39m.parallel._backend\n\u001b[32m 754\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m backend.supports_retrieve_callback:\n\u001b[32m 755\u001b[39m \u001b[38;5;66;03m# We assume that the result has already been retrieved by the\u001b[39;00m\n\u001b[32m 756\u001b[39m \u001b[38;5;66;03m# callback thread, and is stored internally. It's just waiting to\u001b[39;00m\n\u001b[32m 757\u001b[39m \u001b[38;5;66;03m# be returned.\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m758\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_return_or_raise\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 760\u001b[39m \u001b[38;5;66;03m# For other backends, the main thread needs to run the retrieval step.\u001b[39;00m\n\u001b[32m 761\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:773\u001b[39m, in \u001b[36mBatchCompletionCallBack._return_or_raise\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 771\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 772\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.status == TASK_ERROR:\n\u001b[32m--> \u001b[39m\u001b[32m773\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._result\n\u001b[32m 774\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._result\n\u001b[32m 775\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n", + "\u001b[31mTerminatedWorkerError\u001b[39m: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n\nThe exit codes of the workers are {SIGKILL(-9)}\nDetailed tracebacks of the workers should have been printed to stderr in the executor process if faulthandler was not disabled." ] } ], @@ -547,36 +527,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Quantile DML QTE DML QTE lower DML QTE upper\n", - "0.10 0.10 1210.0 -163.857765 2583.857765\n", - "0.15 0.15 1230.0 485.090025 1974.909975\n", - "0.20 0.20 1211.0 499.415988 1922.584012\n", - "0.25 0.25 1000.0 308.488485 1691.511515\n", - "0.30 0.30 622.0 -98.913485 1342.913485\n", - "0.35 0.35 1031.0 254.838457 1807.161543\n", - "0.40 0.40 2006.0 1101.755910 2910.244090\n", - "0.45 0.45 3329.0 2122.065451 4535.934549\n", - "0.50 0.50 4601.0 3335.395889 5866.604111\n", - "0.55 0.55 6000.0 4336.993575 7663.006425\n", - "0.60 0.60 7040.0 5329.197711 8750.802289\n", - "0.65 0.65 9223.0 6950.717130 11495.282870\n", - "0.70 0.70 10928.0 8499.917066 13356.082934\n", - "0.75 0.75 12410.0 9534.518782 15285.481218\n", - "0.80 0.80 16590.0 12101.036945 21078.963055\n", - "0.85 0.85 19382.0 14798.973331 23965.026669\n", - "0.90 0.90 21550.0 15113.220088 27986.779912\n" - ] - } - ], + "outputs": [], "source": [ "dml_QTE.bootstrap(n_rep_boot=2000)\n", "ci_QTE = dml_QTE.confint(level=0.95, joint=True)\n", @@ -589,22 +544,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = 10., 7.5\n", "fig, ax = plt.subplots()\n", @@ -636,57 +580,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "2147887e", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== DoubleMLQTE Object ==================\n", - "\n", - "------------------ Fit summary ------------------\n", - " coef std err t P>|t| 2.5 % \\\n", - "0.10 9073.195547 1298.264884 6.988709 2.774271e-12 6528.643133 \n", - "0.15 10126.150334 1371.682269 7.382286 1.555949e-13 7437.702489 \n", - "0.20 14587.388871 1485.887345 9.817291 9.485812e-23 11675.103189 \n", - "0.25 16910.113415 1582.022969 10.688918 1.147015e-26 13809.405374 \n", - "0.30 14744.693690 1676.606759 8.794366 1.438578e-18 11458.604825 \n", - "0.35 16241.221419 1812.325090 8.961539 3.201788e-19 12689.129514 \n", - "0.40 18666.064161 1970.604016 9.472255 2.738659e-21 14803.751261 \n", - "0.45 12861.546294 2086.920645 6.162930 7.141098e-10 8771.256992 \n", - "0.50 13642.272662 2295.693316 5.942550 2.806218e-09 9142.796444 \n", - "0.55 14772.077161 2543.121399 5.808640 6.298228e-09 9787.650810 \n", - "0.60 15556.468919 2849.994851 5.458420 4.803902e-08 9970.581655 \n", - "0.65 16597.988780 3234.712082 5.131211 2.878847e-07 10258.069600 \n", - "0.70 17576.743247 3745.384777 4.692907 2.693497e-06 10235.923977 \n", - "0.75 18789.942489 4437.655422 4.234205 2.293617e-05 10092.297687 \n", - "0.80 19794.747646 5476.213026 3.614678 3.007210e-04 9061.567343 \n", - "0.85 19824.888804 7155.563528 2.770556 5.596069e-03 5800.242000 \n", - "0.90 20055.810363 10406.538013 1.927232 5.395076e-02 -340.629346 \n", - "\n", - " 97.5 % \n", - "0.10 11617.747961 \n", - "0.15 12814.598178 \n", - "0.20 17499.674552 \n", - "0.25 20010.821457 \n", - "0.30 18030.782555 \n", - "0.35 19793.313324 \n", - "0.40 22528.377060 \n", - "0.45 16951.835596 \n", - "0.50 18141.748880 \n", - "0.55 19756.503511 \n", - "0.60 21142.356183 \n", - "0.65 22937.907961 \n", - "0.70 24917.562518 \n", - "0.75 27487.587292 \n", - "0.80 30527.927950 \n", - "0.85 33849.535609 \n", - "0.90 40452.250073 \n" - ] - } - ], + "outputs": [], "source": [ "\n", "np.random.seed(42)\n", @@ -714,35 +611,10 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "e50b4b99", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Quantile DML CVAR DML CVAR lower DML CVAR upper\n", - "0.10 0.10 9073.195547 6266.876549 11879.514545\n", - "0.15 0.15 10126.150334 7161.132903 13091.167765\n", - "0.20 0.20 14587.388871 11375.506659 17799.271083\n", - "0.25 0.25 16910.113415 13490.425208 20329.801623\n", - "0.30 0.30 14744.693690 11120.553916 18368.833464\n", - "0.35 0.35 16241.221419 12323.713986 20158.728852\n", - "0.40 0.40 18666.064161 14406.422266 22925.706056\n", - "0.45 0.45 12861.546294 8350.475304 17372.617283\n", - "0.50 0.50 13642.272662 8679.920335 18604.624988\n", - "0.55 0.55 14772.077161 9274.886266 20269.268055\n", - "0.60 0.60 15556.468919 9395.942823 21716.995015\n", - "0.65 0.65 16597.988780 9605.860992 23590.116569\n", - "0.70 0.70 17576.743247 9480.749443 25672.737052\n", - "0.75 0.75 18789.942489 9197.541990 28382.342989\n", - "0.80 0.80 19794.747646 7957.409328 31632.085965\n", - "0.85 0.85 19824.888804 4357.479860 35292.297749\n", - "0.90 0.90 20055.810363 -2438.879049 42550.499776\n" - ] - } - ], + "outputs": [], "source": [ "dml_CVAR.bootstrap(n_rep_boot=2000)\n", "ci_CVAR = dml_CVAR.confint(level=0.95, joint=True)\n", @@ -764,21 +636,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "5b3d590a", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = 10., 7.5\n", "fig, ax = plt.subplots()\n", @@ -807,33 +668,10 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "3d0d5a8c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== DoubleMLData Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", - "Outcome variable: net_tfa\n", - "Treatment variable(s): ['p401']\n", - "Covariates: ['age', 'inc', 'educ', 'fsize', 'marr', 'twoearn', 'db', 'pira', 'hown']\n", - "Instrument variable(s): ['e401']\n", - "No. Observations: 9915\n", - "\n", - "------------------ DataFrame info ------------------\n", - "\n", - "RangeIndex: 9915 entries, 0 to 9914\n", - "Columns: 14 entries, nifa to hown\n", - "dtypes: float32(4), int8(10)\n", - "memory usage: 251.9 KB\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "# Initialize DoubleMLData with an instrument\n", "\n", @@ -858,57 +696,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "bf543cbb", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================== DoubleMLQTE Object ==================\n", - "\n", - "------------------ Fit summary ------------------\n", - " coef std err t P>|t| 2.5 % \\\n", - "0.10 2610.0 487.701966 5.351629 8.716595e-08 1654.121711 \n", - "0.15 1773.0 357.148790 4.964318 6.894307e-07 1073.001234 \n", - "0.20 1398.0 386.526532 3.616828 2.982353e-04 640.421919 \n", - "0.25 1435.0 384.956574 3.727693 1.932404e-04 680.498979 \n", - "0.30 1400.0 436.977295 3.203828 1.356136e-03 543.540240 \n", - "0.35 2500.0 486.877153 5.134765 2.824961e-07 1545.738315 \n", - "0.40 3985.0 596.725087 6.678117 2.420316e-11 2815.440320 \n", - "0.45 5175.0 739.897240 6.994214 2.667492e-12 3724.828058 \n", - "0.50 7239.0 775.751013 9.331602 1.042822e-20 5718.555954 \n", - "0.55 9500.0 1109.023955 8.566091 1.070574e-17 7326.352990 \n", - "0.60 11750.0 1295.711518 9.068377 1.208034e-19 9210.452091 \n", - "0.65 14625.0 1443.080854 10.134567 3.880880e-24 11796.613498 \n", - "0.70 16984.0 1576.564577 10.772791 4.627588e-27 13893.990210 \n", - "0.75 19758.0 2865.426736 6.895308 5.374821e-12 14141.866798 \n", - "0.80 23856.0 2281.099670 10.458114 1.345065e-25 19385.126802 \n", - "0.85 27751.0 3151.771741 8.804889 1.309823e-18 21573.640900 \n", - "0.90 30645.0 4634.200110 6.612792 3.771390e-11 21562.134687 \n", - "\n", - " 97.5 % \n", - "0.10 3565.878289 \n", - "0.15 2472.998766 \n", - "0.20 2155.578081 \n", - "0.25 2189.501021 \n", - "0.30 2256.459760 \n", - "0.35 3454.261685 \n", - "0.40 5154.559680 \n", - "0.45 6625.171942 \n", - "0.50 8759.444046 \n", - "0.55 11673.647010 \n", - "0.60 14289.547909 \n", - "0.65 17453.386502 \n", - "0.70 20074.009790 \n", - "0.75 25374.133202 \n", - "0.80 28326.873198 \n", - "0.85 33928.359100 \n", - "0.90 39727.865313 \n" - ] - } - ], + "outputs": [], "source": [ "np.random.seed(42)\n", "dml_LQTE = dml.DoubleMLQTE(data_dml_base_iv,\n", @@ -935,35 +726,10 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "f92451b9", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Quantile DML LQTE DML LQTE lower DML LQTE upper\n", - "0.10 0.10 2610.0 1255.980026 3964.019974\n", - "0.15 0.15 1773.0 781.438289 2764.561711\n", - "0.20 0.20 1398.0 324.876083 2471.123917\n", - "0.25 0.25 1435.0 366.234798 2503.765202\n", - "0.30 0.30 1400.0 186.808284 2613.191716\n", - "0.35 0.35 2500.0 1148.269977 3851.730023\n", - "0.40 0.40 3985.0 2328.296228 5641.703772\n", - "0.45 0.45 5175.0 3120.803563 7229.196437\n", - "0.50 0.50 7239.0 5085.261777 9392.738223\n", - "0.55 0.55 9500.0 6420.987220 12579.012780\n", - "0.60 0.60 11750.0 8152.681562 15347.318438\n", - "0.65 0.65 14625.0 10618.536143 18631.463857\n", - "0.70 0.70 16984.0 12606.941724 21361.058276\n", - "0.75 0.75 19758.0 11802.639345 27713.360655\n", - "0.80 0.80 23856.0 17522.922160 30189.077840\n", - "0.85 0.85 27751.0 19000.652071 36501.347929\n", - "0.90 0.90 30645.0 17778.946658 43511.053342\n" - ] - } - ], + "outputs": [], "source": [ "dml_LQTE.bootstrap(n_rep_boot=2000)\n", "ci_LQTE = dml_LQTE.confint(level=0.95, joint=True)\n", @@ -985,21 +751,10 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "727c5bf0", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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v0/MvWLCA0qVLh3a3nDVrFps3b6ZkyZIZRnZONY308OHDGf4eXDeWmpqaYTfVoBUrVuTpNYVLpUqV2LZtG3fddVemUJKfgp+fc889l3vuuee052/ZsiWin6HcKFOmDNHR0QQCAZ599tnQlyXFSU4/X6dbuztr1iz27NlDmzZtspyKLiKFnzaVEREpoFq3bg3Ab7/9luXjv/zyC/DP1LjGjRsTExPDsmXLspyqOW7cOB577DFmzZrFkiVLsG2btm3bZvpBHgjV68vtNDmn08mQIUMAGDZsWKbwNmLECHr27MngwYNZtWoVTz75JACDBg0iLi4udF58fDxAlhtanDj6uGfPHrZs2UKpUqUyhcHjX9PxdQ5zI68jScH3Nbim8UT33Xcf//d//8cff/yRp/vkVLBdf/31V5Z9NGnSJC6++GKeeOIJgIh/hnIjJiaGc845B9u2+euvvzI9boyhX79+9OrViyVLluT6PgV5NDGnn6/gxklZ1SkFePXVV7n//vszTb0WkaJDgVBEpIC67rrriI+P57vvvgsVgw4aN24c48ePJz4+PrRWqESJElx11VX4/X4effTRDAXVly5dytixY4mNjaVHjx6hnRQXL16cITz6/X5ee+210A/TXq831+3v06cP559/PuvWraN3796hKaEATzzxBH369GHatGlcfvnlbNiwgfPOO4+bbropw3MEp7WNGTMmQ7D46KOPWLZsWYZzS5YsGarPdmIR9YkTJzJq1Cgg7xvluN1uIH2zmtzo168fLpeL119/nVmzZmV47PPPP+enn35izZo12arfGE5t27alUaNGLF++nBdffDFDP23atImnn36a9evXU7duXYBcf4aC/XfilwThMmDAAACeeuqpDKPCtm3z2muvMWfOHLZu3ZqnKbnBkcfcfgYiKaefr3bt2lGvXj3+/vtvRo4cmeHf2WeffcbixYtJTEykUaNGwD+vPVLvn4iceZoyKiJyhi1cuJBzzz33pI9fd9113HXXXVSuXJkXXniBe++9l4cffpiPPvqIunXrsmHDBlauXElcXBwvvvhihk1nHnzwQZYtW8aff/5Jt27daNWqFQcPHmTevHlYlsULL7xA1apVqVSpEmeffTYrVqygR48eoRGeJUuWsHfvXho0aMCaNWvYs2dPnl7rG2+8wYsvvsjHH39M7969qVOnDvXr1wfSSzkcPxXUsiy2bt2aYf1a//79+fXXX/ntt9+46KKLSEpKYs2aNWzYsIErrriC8ePHh86NjY2lV69efPLJJ/Tv35/WrVtTqlSp0PnVq1dn//79HD58GI/HEypfkFPBaXh//vknt956K82bN2fw4MHZvj45OZlHH32Up59+mgEDBnD22WdTo0YNNmzYwJo1a3C5XLz00ktUqFAhV+3LLYfDwauvvsoNN9zAhx9+yM8//0zjxo3xeDzMmzcPv99Pjx49Qru4tmnTJlefodq1a7N69Wr69+9PnTp1eOGFF0IjweHQvXt3brzxRj744AOuvfZaGjduTKVKlVi5ciVbtmwhLi6ON954I0/TSYOf0a+//pqdO3fSpUuXU65PPd79999/2nPq1asXGmHPqZx+vpxOJ6+88goDBgzgzTff5KeffiIxMZHNmzfz999/U6JECV599dXQ8wdf+6hRo1i4cCFXXHEF3bt3z1VbRaRg0AihiMgZ5vf72bNnz0l/HT/qcOGFF/LNN99w6aWXsnfvXn7//XcOHTrENddcw7hx47jgggsyPHdCQgKffvopd999N+XLl+fPP/9k6dKltGnThvfff58rr7wSSK/L99FHHzFgwADKlSvH9OnTmTdvHjVr1uTJJ5/ku+++o1SpUixZsiRPoTAqKopHH32Ur7/+mmuuuQZjDFOnTmXWrFlERUVxzTXXMGbMGO655x7mz5/PJZdcwlNPPRW6vkmTJowdO5aOHTuyZ88e/vrrLypUqMCHH34YqnN3vEceeYRhw4ZRv359lixZwrRp03C5XAwePJjvv/+etm3bYtv2SafTZUfjxo257777qFixIjNmzGDmzJk5fo7rr7+eTz/9lAsuuICdO3cyZcoUUlNT6dmzJ998881pN0SJlLp16/L9999z0003ER8fz4wZM1i5ciXJyck899xzvPLKK7hcLiD3n6FnnnmGxo0bs3HjRubMmRNaCxtODz30EKNHj6Zdu3Zs3LiRqVOn4nQ6ueaaaxg/fnxommRude/enQEDBhAfH8+0adNCJTay48cffzztr9x8po6X089Xw4YN+e677+jVqxder5fJkyeza9cuLr30UsaNGxf6Egegd+/eof9Hpk2blmmkXkQKH4c5k5P7RURETmLjxo3897//pVq1atx+++353RwREZFiQYFQRERERESkmNKUURERERERkWJKgVBERERERKSYUiAUEREREREpphQIRUREREREiikFQhERERERkWJKgVBERERERKSYUiCUiPB6vcyfPx+v15vfTSmS1L+Rpf6NLPVvZKl/I0v9G1nq38hS/0ZWYe1fBUKJCMuyMvwu4aX+jSz1b2SpfyNL/RtZ6t/IUv9Glvo3sgpr/yoQioiIiIiIFFMKhCIiIiIiIsWUAqGIiIiIiEgxpUAoIiIiIiJSTCkQioiIiIiIFFMKhCIiIiIiIsWUAqGIiIiIiEgxpUAoIiIiIiJSTEXldwNEREREiipjDH6/H9u287sphYLX6w397nRq3CLc1L+RFYn+dTqdREdH43A4wvJ8WVEgFBEREQkzy7LYs2cPhw8fxu/353dzCg3btomKimL79u0KLBGg/o2sSPVvdHQ0JUuWpEKFCrhcrrA9b5ACoYiIiEgYWZbFli1b8Hq9lC5dmoSEBFwuV0S/4S8qLMvC6/Xidrsj8oNvcaf+jaxw968xBsuyOHLkCAcOHCAtLY2aNWuG/b1TIBQREREJoz179uD1eqlVqxZxcXH53ZxCxbIsAGJjYxVYIkD9G1mR6t+EhARKly7N5s2b2bNnD5UrVw7bc4M2lREREREJG2MMhw8fpnTp0gqDIhI2cXFxlCpVisOHD2OMCetzKxCKiIiIhInf78fv95OQkJDfTRGRIqZkyZKh/2PCSYFQREREJEyCu4lqOp6IhFvw/5Vw71qsQCgiIiISZtpARkTCLVL/rygQioiIiIiIFFMKhCIiIiIiIsWUAqGIiIiIFAvh3p0xkgpTW6VwUx1CERERETnjZs+eTf/+/bN9fv/+/Xnsscdyda+0tDT++9//EhcXxy233BI6/uabbzJy5Mg8PXckTJ06lTFjxvD+++9H9D7dunVj27ZtfP/99zRq1OiU527dupXzzz8fgFWrVuX4XpZlMW3aNL777jtWr17Nzp07AahRowbt2rXjX//6Fw0aNMh0Xb9+/ZgzZ06O7jVmzBjatm0ben+z66233qJ79+45uldRoEAoIiIiIvkmPj4+FDSMMViWhcvlyrSBRnJycq7v8frrr/Phhx9y++2356mtZ8KqVau45ZZbqF69en43JWy2bt3K3XffzdKlS3E4HJx99tl06tSJI0eOsHr1aj755BPGjh3L4MGDufPOO3E6/5nE2KFDh0yF2Ldu3crChQspX748HTp0yHS/ChUqZPh7zZo1Oeecc07bzipVquTuBRZyCoQiIiIikm/Kli3LiBEjgPRRJI/HQ2xsbFhLd1iWleXxvn370rNnT8qUKRO2e+VVuEsK5LcdO3bwf//3fxw4cIBu3brx6KOPUrNmzdDjlmXx22+/8eSTTzJ69Gg2btzIa6+9Fnp8yJAhmZ7z22+/ZeHChdSrVy/02TmVVq1a8fzzz4fl9RRFWkMoIiIiIsVSuXLlqFevHuXLl8/vphRJxhgeeOABDhw4wJVXXsmoUaMyhEFIr63Xs2dPvv76a0qWLMkvv/zCl19+mU8tLp4UCEVERESk0Nm0aRMPP/wwPXr0oGnTprRp04Z+/foxbty4DBuyJCUlMWbMGABGjhxJUlISb775JpC+hjApKYlnnnkmdP63335LUlIS//3vf1mxYgWDBw+mdevWtGjRgn79+rFo0SIAVq5cGXoseO+FCxdm2dapU6dy++2306lTJ5KTk2nevDmXXHIJL730EgcPHgyd9/DDD3PllVcCsG3bNpKSkujWrVuG59q3bx8vvvgiPXr0oEmTJrRu3Zobb7yRqVOnnrSvfvjhB3r16kXr1q3p2rUrDz74IDt27Mh+Z+fS//73P+bOnUuZMmV4/PHHT1lHr1atWtx7770AjBo1qsiNlBZkmjIqIiIicgYZY8Cf363IpejIFcfOiQ0bNnDttddy+PBhEhMT6dKlC4cOHWLu3LnMmTOH5cuXM2zYMAAuu+wyli9fzvr160lMTCQpKYmkpKTT3mP27Nm88cYbVKpUibZt27J69WrmzJlD//79eeKJJ3jiiSeoWLEibdq0Ye3atcyZM4d+/frxzTff0LBhw9DzjBgxgnfffZeoqChatGhB8+bN2b17N4sWLWLt2rX89ddfjBs3jujoaJo3b86+ffuYOnVqaG1luXLlQs+1du1abrzxRnbt2kWVKlU477zzOHr0KHPmzGHGjBkMGTKEu+++O8PrGD58OJ9++ikxMTG0adMGp9PJ5MmTmTNnDl6vNzxvyEl8//33APTs2ZP4+PjTnn/55Zfz/PPPs3PnTmbPnk379u0j2r5IcAacYAHhm/EccQqEIiIiImeIMYbDHx3G2pr1mraCzlXTRckbSuZ7KHz//fc5fPgwt956a2hUCeDvv/+mV69efP755wwePJhKlSoxYsQInnnmGdavX8+FF17IHXfcka17TJ8+neuuu44nnngCl8uFz+ejd+/eLFu2jEceeYQ+ffowdOhQXC4XlmVxyy23MH36dL755huGDh0KpI8ivvfee5QqVYovvviCevXqhZ5/3bp1XHfddaxatYqZM2fSuXNn/vWvf9G0aVOmTp2aYW0lQCAQ4I477mDXrl3ceuut3HnnnURFpf8ov2bNGm666SZGjx5N06ZNQ6OKU6dO5dNPP6VixYp8/PHH1KlTB4/Hw+HDh7nllltytVtoTixbtgyAZs2aZev8hIQEGjduzIIFC1i+fHnhC4QWOOz8/8IkpxQIRURERM6kwvfzYkQFp0aezvHhZdeuXQCZ1qM1atSIZ599Ftu2iYmJyVO74uLiePTRR0Ob28TExHDRRRexbNkyypQpw0MPPRR6zOVycfHFFzN9+nQ2bNgQeo4DBw7Qo0cPmjdvniEMAtSrV4927drx+++/s23bttO2Z9KkSaxfv54WLVpkCMEADRo04OGHH+aee+7h3XffDQXCsWPHAnD//fdTr1690OY6FStW5LnnnuPqq6/OZe9kT3Ba6vGjnKdTsWJFgFBZinD47rvv+O677055Tps2bfjkk09yfY/QyH8hLB+pQCgiIiJyhjgcDkreUFJTRo+T3bITx2vbti3Tpk1j+PDhLFiwgM6dO9O+fXtKly7NJZdcEpZ2JSUlERcXl+FYMNicddZZxMbGZnisdOnSAPh8vtCxdu3a0a5duwznWZbFtm3bWLFiBVu3bgXA7z/9B2LWrFkAJx0169y5M06nk8WLF5OWlkZsbCyzZ88OPXaixo0bU7169WyF0TMp+L6fbGfY3MhO2YkTA3uOBYBCuuxRgVBERETkDHI4HJC3wasiJTdlJwYMGMC6dev49ttvQ7+cTifNmjXjwgsv5LrrriMhISFP7QoGvOMFw0rZsmVP+tiJfD4fP//8M7/99hvr1q1j+/btBAKBDNccvwnOyQRH29566y3eeuutU56bkpJCyZIl8Xq9xMbGZtleSA9KkQyEVapUYd26dezZsyfb1wTPDefOr5EuO2Fsg/GbQjv6r0AoIiIiIoVKVFQUzz33HEOGDGHSpEnMnDmTBQsWsHDhQhYuXMhHH33E559/nqfi7sH1eXmxd+9e+vXrx7p163C73SQnJ9O+fXvq1atH8+bNGTt2LOPHj8/WcwV33WzduvVpC6hHR0eH/nyqsBmO13gqjRs3Zt26dSxatChb01N9Pl9o3WF2CskXGBbpo4OFtH6DAqGIiIiIFEq1atXipptu4qabbsLv9zNnzhyeffZZ1q5dy3//+1+efPLJfG3fK6+8wrp162jfvj2vv/56plHHQ4cOZfu5KlWqBKTvxHnddded9nxjDG63G6/Xy549e6hQoUKmc4JrMSPlyiuv5IcffmDChAk8+OCDmUZtp06dSlJSUijgjh8/Ho/HQ9myZWnTpk1E2xYuhX10EAptjhURERGR4uqWW26hbdu2GTYeiY6O5txzz+Wmm24CyFBnL792RV2wYAGQPsX1xDB45MiRUN3C40fxTtbWYED6448/snx86dKlXHDBBQwePJhAIIDD4aBDhw4A/Pbbb5nO37x5M2vXrs3hK8qZ9u3b07p1aw4fPsywYcMy1Bb0+/08+OCDdO3alaFDh7J8+XJeeeUVAG677bY8bwp0ppiAKdSjg1Comy4iIiIixVH58uU5cOAAzz//fIZNXHw+H7/88gsATZs2DR0PbgBzfBH4MyG4du+PP/7IEPr27dvHXXfdxYEDBwAy1AN0u91AemA8PkD17NmTqlWr8ueff/Laa69l2IgmJSWFRx99lM2bN1OpUqXQVNCBAwficDh47bXXWLx4cej8gwcP8uCDD2Zr7WJeOJ1ORowYQfny5fn5558ZMmQIW7ZsAdKnq7711ltccMEFfP3111x99dXs27ePCy+8kOuvvz6i7QoXY5v0zWScFOoRQk0ZFREREZF8s3//fu6//37g9LuMBjefuffee5k1axa//PIL8+bNIzk5GUive7d7924SExO54YYbQtedddZZAHz11Vfs2LGDzp07Z2vaZV7deOONLFiwgK+++op58+bRoEEDDhw4wMKFC/H5fDRo0IA1a9Zk2HSlatWqxMXFcfDgQXr16kWtWrUYMWIEbrebN954g0GDBjF69GjGjRvH2WefTSAQYO7cuXi9Xpo1a8aDDz4Yeq62bdty55138vrrr9O7d29atWpFfHw88+fPx+l0Urdu3QxlMrLr3HPPPeXj33zzDVWrVgXSN5b59ttvufvuu/nzzz+ZOnUqZ599NjVq1MiwZjDI5/Oxbdu2TCVF8mLevHmhz9ip1KtXjyFDhmT7eUOjg4U8URXy5ouIiIhIYZaamsqPP/6YrXODgbBixYp8+eWXvP3220yfPp3p06cTFRVFrVq16N27NwMHDiQ+Pj503aWXXsqSJUv4+eefmTZtGiVKlDgjgbB79+58/PHHjB49mtWrVzN58mTKlClDx44d6d+/P6VLl+bKK6/k999/59FHH8XpdBIbG8uIESMYMWIEK1asYMuWLezfv5+yZcvStGlTfvjhB95//32mTp3KzJkziY+PJzExMbS28MRyGLfddhuNGzfm/fffZ8WKFRhjaN26NQ888ABPPfVUrgLh6XYNPbFkRJUqVfjss8/49ddf+emnn1i6dCmrVq0iISGBqlWrcumll3LRRRfx66+/MmbMGC6++GJ69erF0KFDc9y2rGzZsiU0Mnkqbdq0yXYgzDA6WMg5TKTHiqVYSk1N5e+//6ZRo0YZ/kOW8FD/Rpb6N7LUv5Gl/o2s0/Wvx+Nhw4YN1K1bN9MP5nJ62S07IblTGPp31apVvP/++9SuXZt///vf+d2ck7J9NvjIMLxmbIPf4yc6IRpXTPj7N1L/v2iEUERERERECoSkpCRefPHF/G7GKRnbgJ8iMToIReZliIiIiIiIRJ7xGzAUmSRVRF6GiIiIiIhIZBmr6KwdDCpCL0VERERERCRyTKBojQ5CkXopIiIiIiIikVEURwehyL0cERERERGR8DLGFMnRQShyL0dERERERCTMbNJHBwtmtY48USAUERERERE5CWPMPzuLOvK7NeGnQCgiIiIiInIy1rFfRXB0EBQIRUREREREspRh7WARHB0EBUIREREREZGsWRTZtYNBCoQiIiIiIiInCI0OQpEdHQQFQhERERERkcyKweggQFR+N0BERESkuDF+k/7DZmHjAkd0ER4qkULDGIPDEbnPYmhnUQdFenQQFAhFREREzijjN/hW+TAek99NyTFHrIOYpJiwh0LLspg+fTrff/89K1asYNeuXQBUr16dDh060K9fP2rVqhXWe+bErl27ePbZZ/nf//7H0aNHKVeuHF9++SVdunQBYO7cuZQqVeq0z/Ptt9/yyCOPcP755zNq1KgIt7rgePPNNxk5ciRXXXUVzz//fJ6ea8eOHbz44ov07t2bNm3ahKmFWTgDO4smJSUB2f/8RIoCoYiIiMiZZJEeBqPAEVV4hh5MwKS32wKiw/e8W7Zs4f7772fRokU4nU4aNGhAhw4dSEtLY9WqVYwZM4bPP/+cF154gUsuuSR8N86BBx54gNmzZ1OxYkW6deuGZVlUrlw5X9pS3P373/9m+fLl9OrVK2L3KE6jg6BAKCIiIpIvHFEOHDGF66fN0AYbYbJz506uvfZa9u/fz/nnn899991HlSpViI2NxeVy4fP5GDNmDCNGjOCBBx7A7XbTvXv3sLYhOxYuXAjAe++9R8OGDUPHJ0yYAEBCQsIZb1NxZVlnYK51gCJdd/BE2lRGRERERPLF/fffz/79++nRowcjR46kTp06GR6PiYnh5ptvZsiQIViWxQsvvEAgEDjj7fT5fABUq1Ytw/F69epRr149nE79SF1UhHYWLSajg6BAKCIiIiL5YPHixcydOxe3281jjz12ylB10003cfbZZ9OiRQt2796d4bE9e/bwwgsv0KNHD5o0aUKrVq24/vrr+f777zEm44jm7NmzSUpK4rHHHmPHjh08/PDDnHfeeSQnJ3PhhRfy2muvkZqaGjq/X79+oXVeAK1btyYpKYlvv/0WSF8DlpSUxKFDhzLcZ8eOHQwbNoyuXbvStGlTLr/8csaNG3fK/ti3bx8vvvhi6HW0bt2aG2+8kalTp2Y699tvvyUpKYlRo0axZs0a7rzzTtq1a0eTJk247LLLeP/9908anH/99VcGDhxIu3btaNGiBVdccQXvvfceaWlpmc7dtm0bjz/+ON26dSM5OZl27dpx2223hUZM86pbt26cffbZBAIBPvjgAy699FKaNm1K27ZtufPOO1m5cmXo3OB7FzzWv39/kpKSmD17dugcYwzff/89119/PS1btqRp06ZceumlvPXWWxne16CkpCQuuOACli1bxpVXXklycjJdu3RlxvQZNGrRiMuuvuykbb/imito1KwR8xfMDx3bt28fI98ZyTXXXUOrVq1o3Lgx7du3Z9CgQUybNi0cXRYRmjIqIiIiImfcjz/+CKSHrNOtx0tISOC7777LdHzlypUMGDCA/fv3U6lSJbp06cKRI0eYN28ec+fO5Y8//uDVV18lKirjj7ybN2/mqquuwrIsmjVrhjGG2bNnM3r0aJYsWcIHH3wAQIcOHahcuXKorRdffDFRUVGn3OBmzZo1DBgwgD179lCnTh26du3Kxo0befTRR2nQoEGW16xdu5Ybb7yRXbt2UaVKFc477zyOHj3KnDlzmDFjBkOGDOHuu+/OdN3ixYt55513SEhI4Jxzzgm99hdffJENGzbw9NNPh841xnD//fczYcIEoqOjadWqFfHx8cyfP5+XXnqJKVOm8OGHHxITEwOkb3QyZMgQDh8+TO3atenSpQt79uxh8uTJTJkyhSeeeIJ//etfp3zfsuvuu+/m999/p2nTpnTu3JmFCxfy22+/8ddffzFu3DjOOussKlSowGWXXca0adM4ePAgHTp0oHz58lSoUAFIn0p6zz338NtvvxEXF0eTJk0oXbo0CxYs4I033mDixIl89NFHlC1bNsO9Dx06xM0330zp0qXp3Kkzy5Yt4+yzz6ZqlaqsXbeWlatW0jCpYYZrVq5ayeo1q6lVqxYtW7QEYPOWzfQb2I+U3SlUr16d1q1bY4xh5cqVTJs2jWnTpvHKK6/k2zrYU1EgFBEREZEzbv369QA0b948V9f7fD5uu+029u/fT58+fXjkkUdCYWbLli3cfPPNTJw4kZEjR2YKU3PmzKFTp0689NJLlClTBoAlS5bQp08fZsyYweLFi2nWrBlDhgwB/gmvw4cPP+VukMYYHnvsMfbs2cONN97IAw88EBr5/PTTTxk+fHimawKBAHfccQe7du3i1ltv5c477wwF2DVr1nDTTTcxevRomjZtSrdu3TJc++eff3L11VczbNgw4uLiAJg0aRK3334733zzDXfddRcVK1YM3X/ChAlUr16dd999l3r16gFw+PBhbrzxRubNm8fHH3/MoEGDOHjwIHfeeSeHDx9m2LBh9OnTJ1TiYe7cuQwePJjhw4fTpEkTzj777Oy9YSdhWRZz5szhs88+o0WLFgCkpaUxcOBAFi5cyMcff8yTTz5JvXr1GDFiBFdccQUHDx5k8ODBtG3bNvQ877zzDr/99huNGzdm5MiRoem9Ho+Hxx57jJ9++olhw4bx5ptvZrj/gQMHaNWqFR999BFRRGGlWTijnVx+2eW88+47/Djhx0yB8Mef0z8PV152ZejYiFdHkLI7heuuvo7Hn3icKHf6exgIBHjmmWf47LPP+OijjwpkINSUURERERE544KlJYIjPDn1yy+/sG3bNho2bMh//vOfUBgEqFmzJi+//DIAH3/8MR6PJ9P1w4cPD4VBgKZNm4YCyerVq3PVpqVLl7J48WJq167N/fffn2EabN++fenatWumayZNmsT69etp0aIF9957b4bRzAYNGvDwww8D8O6772a6tkSJEjz++OOhMAhwwQUXUKNGDYwxrF27NnR87NixADz66KMZ1mqWLFmShx9+mNq1a4em43799dfs27ePSy+9lL59+2ao99e6dWsGDx4cmuYZDgMGDAj1PUBcXFxoF9E1a9ac9nqfz8dHH30EwMsvv5xhrWdsbCxPPfUU5cqVY9KkSWzcuDHT9X379iXKFYXxG5wuJzjgqsuvAmDCLxMyTD22bZuff/kZh8PBFZddETpeuVJlzutwHnfcekeG/oqKigqNpG7bti0bvXHmKRCKiIiIyBkXDD653SRmzpw5APTs2TPL9YfJycnUrVuX1NRUli5dmuGxqlWrUrVq1UzXVKpUCSDL9XTZMWvWLAA6duyIy5V5i8oePXqc9Jr27dtn+ZydO3fG6XSyePHiTO1q1KgRsbGxma4Jvo7gurmUlBQ2bNhAfHx8hlG1oJYtWzJx4kQeffTRDG3q0KFDlm0KBtv//e9/WT6eU1mNEufkvVixYgUHDx6kWrVq1K1bN9Pj8fHxtGnTJjQ1+ERnn312+kYyNqF0VLtWbVqc04Kdu3Yyd/7c0Lmz585mV8ou2rZuS7Wq/wTPxx5+jP++9d8MI8iHDx9mwYIF/PbbbwD4/f7Tvpb8UGinjN5555389ttvPPfcc1x99dWZHp85cybvvvsuK1euxOPxcNZZZ9GrVy+uueaaDKk9KBAIMG7cOL788ks2btxIVFQUTZo0YdCgQbRr1y7LNhw8eJD33nuPSZMmsX37dkqVKsV5553Hv//9b2rWrJnlNRs2bOCtt95i/vz57N27lypVqnDxxRdzyy23UKJEibx1ioiIiEghUbFiRVauXMnevXtzdX1KSgrASX/mCj62YcOG0LlBJ5v2GQyptm3nqk3BUc8qVaqctD0n2rFjBwBvvfUWb7311imfPyUlhdq1a4f+frrXERzZCr7+KlWqZGtH1GCbHn300VBIzMru3bvx+/1ER+etMGXp0qUzHQsG6uy8F9u3bw/9fvwmQKc6N8P9S5VOLzXhJMPOoldecSULFi3gpwk/0aZVGwB++OmH9McuvzLT82zYuIHPPv+MpSuXsnnzZg4cOAAQyh4nbnJUUBTKQPj111+HknZWgnO0o6Ojadu2LdHR0fzvf/9j6NChzJs3jxdeeCHD+bZt8+CDD/Lzzz9TunRpOnTowIEDB5g5cyYzZszgqaee4tprr81wzf79++nbty/r1q2jVq1adOnShQ0bNvDdd98xadIkxo4dS6NGjTJcs2TJEm644QZSU1Np1qwZTZo0YcGCBbz99ttMnjyZzz77jJIlS4avo0REREQKqCZNmvDXX39le8fKL774AofDwXnnnUf16tWz9cN1MEwcP50UyHJwIJxO1rasRg2DbWzduvVJg2TQicEru68jp6OwwTZ16tQpy7B24nPnNRDm9f0I9nflypVp06bNKc8966yzMt/fdqSPDp6QjC6+8GKee+E5Jk6ayNBHhmJbNpP+mER8fDwXnH9BhnM/+fQTnnvpOYwxVK9enbZt21K3bl0aNWpEtWrVMmWJgqTQBcINGzbw7LPPnvTx9evX8/TTT1OqVCk++eSTUPHQ7du3c8MNN/D999/TuXNnevbsGbpm3Lhx/PzzzzRu3JgPP/ww9MGfNWsWt956K0899RTnnntuhvnIzzzzDOvWrePaa6/lySefDP0Df/vtt3n11Vd58MEHGT9+fOhbGL/fz913301qairPP/88V12VPi/Z4/Fwzz33MHnyZF5++WWeeOKJsPaXiIiISEF04YUXMmrUKObPn09KSkpoimBW0tLSeOmllzhy5AhPPvkkvXr1Cp2/ZcuWk163efNmAMqXLx/exp9EMNCdbK1YcATxeMHXcfnll3PddddFpF3BjWV27dp10rD62WefUblyZbp06ULFihXZsGEDAwYM4Nxzz41Im8Ip+PqqVavGiBEjcv4EFlkupEtISKB7t+78OOFHZsycQVpaGkePHuXqK64mPj4+dN627dt44eUXcLlcvPDUC1x86cW4Yv4J/8uXL895m86gQrWG0Ofzcd999+F0Ok+6o9G7776LbdvcdNNNoTAI6R+QYcOGAWRaAPvOO+8AMHTo0AzfgrRv354bbrgBr9cbWogL6f/xBEcTH3nkkQzf9gwePJhzzjmH1atX89dff4WO//zzz2zbto1zzz03FAYhfaHrs88+S3x8PN98802mOjYiIiIiRVGjRo0477zz8Pl8PPvss6cc8Xvttdc4cuQI5cqV49JLLwUIjQRNmDAhy2mFS5YsYfPmzZQsWZLk5OTIvIgTBMPTn3/+GSpmf7zJkydnOhZ8HX/88UeWz7l06VIuuOCC0EYuuVG9enWqVq3K0aNHmT9/fqbHV65cyZNPPskTTzyBy+UKrTM8WZsmTpzIRRddxCOPPJKr9uRFVqOJTZo0IS4ujmXLlmUZuo0x9OvXj+uuuy609jSD49YOnujKK64E4PfJvzPh1wkZjgUtXrIYy7JomNiQ7l26Z3qOYA3C3E5FjrRCFQhfffVVli9fzrBhw7JcCAzp/wAh/VunE3Xo0IFSpUqxdOlS9uzZA6TXfdmyZQsVK1bMsLtR0EUXXQTAlClTQsemTZuGbducd955Wa77C15z/D/64PVZtats2bK0bdsWv9/P9OnTs3xdIiIiIkXNE088QcmSJfnll1+44447Mo2seTweXn311dAOkv/5z39ISEgA0jeTqVatGitXruTZZ5/NsGHHli1bePDBBwH417/+lWnKaKQ0btyYtm3bsnPnToYNG5YhFP7000/88MMPma7p2bMnVatW5c8//+S1117L8DpSUlJ49NFH2bx5M5UqVcpUTzEn+vXrB8Czzz4bWiMI6XX4gjPUgiOU1113HSVKlOCLL77g008/zRDW161bx9NPP82GDRsy7FZ6pgQ30Tl+ECUuLo7evXvj9/u54447MowaW5bFSy+9xJw5c9i0aVPWXw6cIhG1a9OOqlWqMvnPycycNZOaNWrSqkWrDOcEaxuuW7+OjZs3ZnhswoQJjB49GiDLLwkKgkIzZXTmzJl8+OGHXHLJJVxxxRVZriHcs2cP+/btw+12Z7nDkMvl4qyzzmLRokWsWrWKChUqhLYVPtkC1Pr16+NwONi0aRNerxe3252tawBWrVoVOna6axo0aMCUKVNYtWpVhumsIiIiIkVVzZo1+fzzz7n11luZNGkSf/zxBw0bNqRGjRqkpaWxePFiDh06RGxsLMOGDcvwM1JMTAxvvvkmgwYN4pNPPmHixImh4uxz587F5/PRrVu3LAu6R9Jzzz3HgAED+O6775g1axbNmjVjx44dLFmyhBYtWrBgwYIM57vdbt544w0GDRrE6NGjGTduHGeffTaBQIC5c+fi9Xpp1qxZKODm1oABA5g/fz5//PEHl1xyCW3atMHlcrFw4cJQLb5bbrkFSJ/G+sorr3DXXXcxfPhwPvjgA5KSkjh8+DDz58/Hsiy6devGjTfemKc25UbdunVZuHAhTz75JD/++CMDBw6kefPm3HPPPaxatYoZM2ZwySWXkJycTLly5Vi+fDnbt28nNjaWN954I8NUz5BTLGF0Ov+pSQhwxWVXZBqlbNOqDU0aN2Hp8qVc1+86WrduTVx8HKtWrWLz5s1Ur16d/fv3k5qayoEDBzKUOykICsUI4b59+3jwwQepUqXKKdfYBYeIK1aseNLFqcE5xsE6K8FrTjZv3e12U6pUKSzLCu2CFbymcuXK2bpHTq45cRcsERERKZpMwGB8hehXIDI7JDZo0IAffviBRx55hNatW7Njxw4mT57MvHnzqFKlCjfeeCMTJkzg//7v/zJdm5yczPjx47nhhhuIjY1l8uTJLF++nBYtWjBixAhGjx6d5w1Pcqp69ep89dVX3HjjjURHRzNlyhQOHTrEQw89xL333pvlNU2bNuWHH37ghhtuID4+npkzZ7Js2TISExN57LHHGDNmTGhkNLdcLhevv/46w4YNo2HDhsybN4/p06dTsWJF7rvvPj788EPcbnfo/C5duvD9999z7bXXYoxh2rRprFu3jnPOOYfnn3+eN99884z3LcA999xDp06dOHr0KH/99RcrV64E0r8gePfdd3nqqadITk5m1apVTJs2jZiYGK677jrGjx+foeSGsbL/eQ7WJHQ4HBmK0Qe5XC4++O8HDLpxEFWrVGXuvLnMmDGDuLg4br/9dn744YdQWZGJEyfm4dVHhsMU1P1PjzN48GCmTp3Kxx9/HJpnfdttt/HHH39kKDsxb948+vbtS4MGDfjpp5+yfK777ruPn376iWHDhtG3b1/eeust3njjDfr27RtaY3iijh07kpKSws8//0z9+vW54YYb+N///sfrr78emh56vI0bN9KjRw/KlSsXquPSqFEjbNtm1qxZlCtXLtM1X331Ff/5z3+46KKLeP3113PVTwBerxfLsnJ9fbikpaWxceNG6tSpk6FYqoSH+jey1L+Rpf6NLPVvZJ2uf71eL9u3b6dOnTpZ1ocDMH6Df7Uf4ynwP4Jl4oh1EJ0YjSM6Mrt0GmNCM7IivRNocaT+PY6P9FITmTd+zTVjDAFvgKgSUTiiwt+/Ho+HjRs3Uq1atQzh/VSyHBE9QYGfMvrpp58yZcoUBg0adNptZLNTVyUomIOz2v73ZIILQbN7zfELR10uV7YWkuY1ny9btixP14fbxo0b87sJRZr6N7LUv5Gl/o0s9W9knap/o6Ki8Hq9p7ze1DpWBLuwcYJt2em7MkbQ6fpP8qa496/DOHD6nRhH+P8dOnDg8/kiMqLu9XoJBAKsX78+29e0bNnytOcU6EC4Zs0aXnjhBRo3bsxdd9112vODG7x4PJ6TnhP8BxBMy5G4Jnj8+A1nSpQowYEDB076DzB4TXZS/KkkJydrhLAYUP9Glvo3stS/kaX+jazsjhC63e6TjhACcIqHijONYEWW+vcYH2AI6+ggHBshtALExMREZIQQ0r9wqlWrVrZHCLP1nGF7pggYMWIEXq+X2NjYTNvaBut5fPXVV8ycOZPWrVvTo0cPgNAOolkJrtELrhkMruk7fr3f8TweDwcPHsTpdIbW+Z3umhPvEfzzgQMH2L17d5Y7pGZ1TW6E88MRDnFxcXkOuXJy6t/IUv9Glvo3stS/kXWy/nU6nTidTlwuV45mIUm64JfaDodD/RcB6t/0tYPGNulhMNy7qRwbbYxU/7pcLpxOJ3Fxcaf+wimHCnQgTE1NBWD+/PlZ1kwBWLhwIQsXLiQqKop//etfVK5cmV27drFlyxZq1qyZ4VzLskJDrImJicA/u36uXbs2y+cPHq9du3YobGX3muA9gtesXr2aNWvW0LRp05Nec7JdSEVEREREJPeMMRi/icjoYGFWoHcZ/eSTT1i1alWWv84//3wgfWvfVatW8fzzzwPpOyJB1jv4zJgxg8OHD9O4cePQSFzt2rWpW7cu27dvZ+nSpZmu+fXXXwHo2rVr6FinTp1wOp1MmzYty2mjwZIYx19zqnbt37+f2bNn43a7QzsQiYiIiIhIGFnHfikMZlCgA2Fu9OnTh6ioKEaPHs2SJUtCx7dv385TTz0FpO9aerz+/fsDMHTo0FBpCYBZs2YxZswYYmJiGDBgQOh45cqV6dGjB/v27ePxxx/PUED0nXfeYdGiRSQlJYVCIED37t2pXr06f/75J1988UXouMfj4bHHHiM1NZXrrrsuyx1IRUREREQk94w5VjrFcMq6g8VRgZ4ymhsNGzbknnvu4aWXXqJ37960adMGt9vN7NmzSU1NpVevXlx44YUZrunVqxfTpk1jypQpXHjhhbRt25bDhw8zb948jDG89NJLmeoHPvbYYyxbtozvv/+euXPnkpyczIYNG1i9ejVlypThlVdeybBYNzY2lhdeeIGbb76Zxx9/nK+++ooaNWqwcOFCUlJSSE5O5p577jkjfSQiIiIiUqxYhL3MRFFR5AIhwM0330zdunX56KOPWLx4MQ6Hg3r16tG3b1+uuOKKTOc7nU7efPNNxo4dy7fffsv06dNJSEjg3HPPZfDgwbRq1SrTNRUrVuSrr75i1KhRTJ48mcmTJ1OpUiWuvvpqbrvttkzrFwFat27N119/zciRI5kzZw5r166lRo0aXHfddQwcODDDrqQiIiIiIpJ3odFB0OhgFgpFYXopfFJTU/n7779p1KiRdrmLAPVvZKl/I0v9G1nq38g6Xf96PB42bNigsh+5ZFkWHo+H2NjYYrsLZiQV1/41AYPxHNtZNIKB0NgGv8dPdEI0rpjw92+w7E3dunXDustokVtDKCIiIpJfoqLSJ18V98LfIgVFaGdRB4V+dDD4/0rw/5lwUSAUERERCZOoqChKlCjBvn37QjXfRCQfBXcWLeSpx7Is9u3bR4kSJcIeCIvkGkIRERGR/FKhQgW2bNnChg0bKF26NHFxcbhcrgybzUnWLMsKjYIUpymNZ0px619jDMZr0gvGn4GXa2xDwBfA8li47Lzf0BiDZVmkpaVx8OBBbNumatWqYWhpRgqEIiIiImEUHx9P3bp1SUlJYf/+/ezZsye/m1Ro2LZNIBAgKioKp7OQD+kUQMWtf41l0ncWPUMv1RiD5bdwuV04o8J3U5fLRXx8PJUqVSImJiZszxukQCgiIiISZjExMdSoUQNjDH6/H9u287tJhUJaWhrr16+nVq1a2pQnAopT/5qAwb/ejwkYHCXOzOi83+9n99bdVGpeifjK4dnUy+l0Eh0dHdEZBgqEIiIiIhHicDgi8o1+URUMzm63O6y7KEq64tS/VoqF46gDR1kHDueZCYSOgAOX34U7qnD1b9EfKxYRERERkWLD+A2BnQGI4YyFwcJMgVBERERERIoMa5+FfcQ+Y1NFCzsFQhERERERKRKMz2DttHDEnrmpooWdAqGIiIiIiBQJgb0B7KM2jniFwexSIBQRERERkULPeA32LhtHnEYHc0KBUERERERECr3AngB2qkYHc0qBUERERERECjXjMemlJuIdEa3ZVxQpEIqIiIiISKEW2BPApBkccQqDOaVAKCIiIiIihZadZqePDpbQ6GBuKBCKiIiIiEihZe22wAOOWIXB3FAgFBERERGRQsk+aqcHwhJodDCXFAhFRERERKRQsnZb4AVnnGJNbqnnRERERESk0LGP2Fh7LBwJGhnMCwVCEREREREpVIxJLzOBX2sH80qBUEREREREChVzxGh0MEwUCEVEREREpNAwxhBICYANDrcCYV4pEIqIiIiISKFhDhnsvbZGB8NEgVBERERERAqF0OigAUeMAmE4KBCKiIiIiEihYB+0sfdpdDCcFAhFRERERKTAM7bB2mVhMDiiFQjDRYFQREREREQKPPuAjX3AxllSESac1JsiIiIiIlKgGTu97qDB4IjS6GA4KRCKiIiIiEiBZu/X6GCkqEdFRERERKTAMpYhsCsALjQ6GAEKhCIiIiIiUmDZ+23MQaOdRSNEgVBERERERAokEzAEdgYgGhwuBcJIUCAUEREREZECyd5nYw5pdDCSFAhFRERERKTAMf5jo4NucDgVCCNFgVBERERERAqcQEoA+4iNo4TCYCQpEIqIiIiISIFip9pYOy0c8Q6NDkaYAqGIiIiIiBQYxhisnRb4wBmvuBJp6mERERERESkw7IM21h4LR0mNDJ4JCoQiIiIiIlIgGCt9dNAYgyNGgfBMUCAUEREREZECwd5rY++3cZZSTDlT1NMiIiIiIpLvjM8Q2BGAGBWhP5MUCEVEREREJN8FUgLYR20VoT/DFAhFRERERCRf2UdtrF0WjhIOHA4FwjNJgVBERERERPKNMYbAzkB6mYk4xZMzTT0uIiIiIiL5xj5gY++2cZTSyGB+UCAUEREREZF8Yaxjo4NOcEQrEOYHBUIREREREckX9h4bs9+oCH0+UiAUEREREZEzzniPlZmIVZmJ/KRAKCIiIiIiZ1xgVwA71cZRQmEwPykQioiIiIjIGWUfsbFSLJwJTpWZyGcKhCIiIiIicsYYc2yqqB8csQqD+U2BUEREREREzhh7v429T2UmCgoFQhEREREROSNM4NjooENlJgoKBUIRERERETkjrD0W9kGNDhYkCoQiIiIiIhJxxmOwdlg44hw4nAqEBYUCoYiIiIiIRFxgVwA7zcYRrzBYkCgQioiIiIhIRNmHVWaioFIgFBERERGRiDH2sY1kLJWZKIgUCEVEREREJGJUZqJgUyAUEREREZGIMAFDYHsAXOCIUiAsiBQIRUREREQkIgIpAezDNo6SCoMFlQKhiIiIiIiEnZ1mY+1SmYmCToFQRERERETCyhiDtdMCDyozUcApEIqIiIiISFiZwwZrt4UjwaEyEwWcAqGIiIiIiIRNsMyEsQ0Ot8JgQadAKCIiIiIiYWPvSy8z4SylqFEY6F0SEREREZGwMP5jZSaiVWaisFAgFBERERGRsAikBLCP2DgSFAYLCwVCERERERHJMzv1WJmJeJWZKEwUCEVEREREJE9CZSa84IxXxChM9G6JiIiIiEie2AdtrD0WjpIaGSxsFAhFRERERCTXjJU+OmiMwRGjQFjYKBCKiIiIiEiu2Xtt7P0qM1FY6V0TEREREZFcMb70IvTEgMOl0cHCSIFQRERERERyJZASwD5q4yihMFhYKRCKiIiIiEiO2UePlZkooTIThZkCoYiIiIiI5IgxhsDOAPjAGadIUZjp3RMRERERkRyxD9jYe2wcpTQyWNgpEIqIiIiISLYZK3100GBwRCsQFnYKhCIiIiIikm32Hhuz36jMRBGhd1FERERERLLFeI+VmYhVmYmiQoFQRERERESyJZASwE5VmYmiRIFQREREREROyz6SXmbCmeDE4VAgLCoUCEVERERE5JSMOTZV1A+OWIXBokSBUERERERETsneb2PvU5mJokiBUERERERETsoEjo0OOlCZiSJIgVBERERERE7K2mNhH9ToYFGlQCgiIiIiIlkyHoO1w8IR58DhVCAsihQIRUREREQkS4FdAew0G0e8wmBRpUAoIiIiIiKZ2IdtrBSVmSjqFAhFRERERCQDYx/bSMZSmYmiToFQREREREQyUJmJ4kOBUEREREREQkJlJlzgiFIgLOoUCEVEREREJCSwO4B9yMZRUmGwOFAgFBERERERAOw0G2unykwUJwqEIiIiIiKCMQZrpwUeVGaiGFEgFBERERERzGGDtdvCkeBQmYliRIFQRERERKSYC5aZMLbB4VYYLE4UCEVEREREijl7n42938ZZSvGguNE7LiIiIiJSjBm/IbA9AFEqM1EcKRCKiIiIiBRjgZQA9hEbR4LCYHGkQCgiIiIiUkzZqTbWLgtHvMpMFFcKhCIiIiIixVCozIQXHHEKg3lljAE7v1uRcwqEIiIiIiLFkDlksPZYOEqqzERe2ak21l8W5deUxxw0+d2cHInK7wZkl23bfPnll3zzzTesW7cOh8NBvXr1uPLKK+nVqxdRUZlfyoQJExgzZgzr16/HsiwaNmxI//796dGjR5b38Hg8jBkzhh9//JEtW7YQFxdH69atGTJkCI0aNcryml27djFq1ChmzpzJzp07qVChAt26dePf//435cqVy/KapUuXMmrUKJYtW8ahQ4eoWbMmV1xxBQMGDCA6Ojr3nSQiIiIikg3GOlZmwhicMRojygtrt4Vnhge8YJwGCtmP84Xm3X/44Yd54oknWLt2Lc2bN6d169Zs3LiRp556ioEDB+Lz+TKc/+KLL3LPPfewatUqWrRoQbNmzVi8eDF33nknr7/+eqbn93g83Hzzzbz88sscOHCATp06UaNGDX777TeuvfZa/vrrr0zXbN68mf/7v//jiy++IDY2lq5du+JyuRg7dixXXnklO3bsyHTNH3/8Qa9evfjzzz+pU6cO5513HikpKYwYMYJBgwbh9/vD12kiIiIiIllQmYm8M8bgX+PHMyU9DFIKDtQ5gCO+cI22FooRwvHjxzN+/HiqV6/O2LFjqVatGgD79+9n4MCBzJkzhzFjxnDzzTcDMHPmTN5///1M569cuZIBAwYwatQounTpQrNmzUL3GD16NHPnzqVTp068+eabxMbGhu790EMP8dBDDzFx4kQSEhJC1zz00EPs3r2bO+64g9tvvx0Ay7IYPnw4X3zxBcOGDePdd98NnX/gwAEeeOABHA4H77//Ph06dAgdv+WWW5g1axYfffQRgwYNimBvioiIiEhxZvzpo4PEgMNVuMJLQWECBt98H4GNAQBctVzQFOy1hW8RYaH4SuC7774D4J577gmFO4CyZctyyy23ADBt2rTQ8bfffjvL8xs2bMjdd98NwAcffBA6fvToUT755BNcLhfDhw8PhUGAK664gp49e7J3717Gjx8fOj537lwWLFjAWWedxW233RY67nK5GDp0KNWqVWPatGmsXbs29NjYsWM5evQoV111VSgMApQpU4bnnnsOgI8//hjbLnwfJBEREREpHOzddnqZiRIKg7lhH7XxTPakh0EHxDSLwd3OXWhrOBaKQPjf//6XH3/8ke7du2d6LBiegmvvjhw5wrx584iOjqZbt26Zzr/wwgtxOBxMmzYtdO28efM4evQoTZo0oWrVqpmuueiiiwCYMmVK6Fjwz927d8fpzNiN0dHRnH/++QBMnjw5dPzPP/8MteFE9erVIzExkd27d7N06dKT9ISIiIiISO45vU7MboOjhMpM5Ia1yyJtUhr2fhtiILZzLNENowv1pjyFIhDGxMSQmJhIXFxchuPr1q3jzTffBODqq68OHbMsi+rVq1OiRIlMz1WuXDkqVKhAamoqmzdvBmDVqlUAJCUlZXn/+vXrZzgPYPXq1Tm+Zs2aNae8pkGDBpmuEREREREJB+M3uA+6wQ/OuEIRAwoMYwz+VX48U9PXCzrLOIm7MA5XZVd+Ny3PCsUawhM99NBDrFu3jmXLlhEXF8cjjzzCJZdcAqTv+glQuXLlk15fsWJFdu/eze7du6lTpw4pKSkAVKpUKcvzg8f37NkTOna6+1SsWBGA3bt3A+nrBD0eD06n86T3CV4TbI+IiIiISDhYByzsdTYxh2OgSn63pnAxAYN3rhdrswWAq7YLd6vCO0X0RNkKhN9//31YbnbllVfm+TmOHDmSoT0Oh4PNmzdz9OhRSpQoQWpqKkCm0cTjud1ugNC5p7smeL5t26SlpREXF0daWhpAhvWGxwseDz736c7P6prc8Hq9WJaV6+vDJfh6g79LeKl/I0v9G1nq38hS/0aW+jey1L/hZwIGe5eNSTH4fX78Jfz4bT8Ob9EIM5FmjhqsORYcBBzgTHbCWeCzfHDCj9zBqgcerwdHasHo3/j4+NOek61A+PDDD+d5XqzD4QhLIIyJiWH69OnEx8ezdOlSnn/+eT799FNWrVrF2LFjcbmyP2wbXEMYyWuC55+4zvBUjMl9Mctly5bl+tpI2LhxY343oUhT/0aW+jey1L+Rpf6NLPVvZKl/w8OV5iL2QCxRqVEE3AFMtAEHpOzSbLTsiDkUQ5n1ZXBaTqwoiwNnHcAf44etJ78miii2bt1KYH/gzDX0FFq2bHnac7I9ZTQvISUc1wfFxMSEpla2a9eODz/8kMsuu4x58+YxderU0LpBj8dz0ufwer3AP4n5dNcEz3c6naFRxOA1wcdOFHyu4HmnO//4a7KT5E8mOTm5wIwQbty4kTp16pxytFZyR/0bWerfyFL/Rpb6N7LUv5Gl/g0PEzDYu22M10BpoCY4nA58Ph8pu1KoVLkSMTEx+d3MAssYg1lrsNcc2/m/DMS0iaFy/MmXpEH6COG+9fuoUaMGcVUKz+c3W4Fw5cqVkW5HrpUtW5bOnTvzzTffsGzZMrp27Qr8s3YvKyeuGQyuAzzZNcH1guXLlw+N9FWqVInly5efdL3fifdISEggISGBI0eOsHfvXsqXL3/aa3IjOL21oIiLi8tTwJVTU/9Glvo3stS/kaX+jSz1b2Spf3PPPmwT2B7A2mfhKOHIcvOYmJiYAvczY0FhAgbvHC/2lvQwGFU3ipiWMTmq1xjrji1Un98Cv72Qz+fj2Wef5c477zzp6FrwG45AIED9+vWJiopiy5YtWZ6/b98+9u7dS1xcHLVq1QL+2fXz+JqBxwseP3530Nxck5iYCPyz22h2rhEREREROR1jGfw7/PhW+7AP2DjLOrWTaA7ZR2zSfk/D2mKl1xdsEUNM65yFwcKowH9KYmJi+PXXX/ntt98y1AEM8vl8zJw5E4AmTZrgdrtp164dPp8vy/N/++03jDF06tQptA6wZcuWJCQksGjRotBo4PF+/fVXgNDoI0CXLl0AmDRpUqbpsH6/nz/++CPDecf/eeLEiZnusW7dOlavXk2FChVITk4+WXeIiIiIiGRgH7Xxr/WnF0p3gbOcs8iHmHAL7AiQNjENc9DgiHUQ2zWW6AaFu75gduUqEAbr953Ml19+GdZppn369AHg2WefZdOmTaHjqampDB06lI0bN5KYmBgKXP379wfg+eefz3D+ypUref311wG45ZZbQsfdbje9evXC7/fzyCOPcPTo0dBjP/zwA7/++ivly5fnmmuuCR1v3rw5TZs2ZfXq1bz22muhUGhZFs888ww7duyga9euoVFBSK+VmJCQwFdffZUhrB44cIBHH30UgJtvvpmoqEJZDUREREREziBjGwK7AvhW+bD32TjLOHHGF/jxngLFGINvhQ/vNG96fcbyTmIviMVVsfDXF8yuHCWPXbt28eSTTzJlyhR+/fVXateunekcn8/HM888g9/vp1u3bgwfPjzL9XI5cdNNN7Fo0SKmTJnCJZdcQsuWLXG73SxdupR9+/ZRs2ZNRo0aFRrx69y5M3369OGzzz7jsssuo127dliWxezZs/H7/dx3332ZRuFuv/12Zs+ezYwZM7jgggto1aoVO3fuZPHixbjdbl599dVMJSOef/55+vbty9tvv83EiRNp0KABf//9N5s3b6ZGjRoMHz48w/kVK1Zk+PDh3H///QwZMoQWLVpQrlw55s6dy4EDB+jatSv9+vXLU1+JiIiISNFnp9oEtgWw99gQmx5kJGeMP329oLU1fUPGqLOiiGlR9KeInijbgXDz5s1cf/317N69G2MM8+fPzzIQbtq0iaioKHw+H5MnT2b58uV89tlnVKtWLdeNjI6OZtSoUXz11VeMGzeOxYsXY9s2tWrVonfv3gwcOJCSJUtmuGbYsGEkJyfz+eefM2fOHNxuN+eccw4DBw7k/PPPz3SPuLg4xowZw7vvvsuECROYMmUKZcuWpUePHtx22200bNgw0zX16tVj3LhxjBw5kr/++ospU6ZQtWpV+vfvz+DBg7MMwpdccgmVK1fmnXfeYdGiRQQCAWrWrMmQIUPo06ePRgdFRERE5KSMbbD3pIdB4zE4SjuKTIH0M8k+bOOZ7sEcMuBMXy8YXS86v5uVLxwmG/UgbNvmqquuYtWqVZQvX5477riDyy+//KS75/h8PsaPH8/LL7/MgQMHSE5O5uuvvy4Wc3AlXWpqKn///TeNGjUqVLssFRbq38hS/0aW+jey1L+Rpf6NLPXvqdmeY6OCu22IAUcJR45+vvZ6vWzdspUaNWsU611GA9sDeP+XPkXUEefA3cGNq0Lep4h6vV52rtxJtQ7VKFG9RBhaemZka2z5xx9/ZNWqVdSuXZvvv/+eXr16nfIfaUxMDNdeey1ff/01FSpUYPny5fzyyy9ha7SIiIiISHFhjMHaY+Ff6cfeZeMo6cCZ4NRgSw4ZY/At9+H969h6wQrH1guGIQwWZtkKhL/88gsOh4MHHnggVBQ+O2rWrMkjjzyCMYaffvop140UERERESmOjNcQ2BjAv86PsQyO8g4c0QqCOWV8Bu90L/5lfgCi6kcR2yVWpTnIZiBcvnw5CQkJdO/ePcc3uOiiiyhRogTLly/P8bUiIiIiIsWRMQZrn4VvlY/AjkB6kfmSGhXMDfvQsfqC26309YKtY3C3dBe7zWNOJls7mOzfvz9D+YSccLlc1KlTh9WrV+fqehERERGR4sT4DIEdAaydVnpdwfIKgrkV2BrAO9sLgWPrBc914ypfvKeInihbgTA6OjpDbb6c8ng8oZIQIiIiIiKSmTEG+6BNYGsA+5CdPiLoVhDMDWMM/mV+/CvSp4g6KzqJ7RCLI1b9eaJsBcIaNWqwceNG/H4/0dE5247V5/OxdetWKlSokKsGioiIiIgUdcZvCOwMYO1Ir4nnLOfE4VR4yQ3jM3j/5w31ZVSDKGLOiVF/nkS21hC2aNGCQCDAd999l+Mb/Pjjj3i9Xho3bpzja0VEREREijr7oI1vtY/AlgCOWAfOMgqDuWUfsEmblJYeBl3gbuvG3cKt/jyFbAXCq666CmMMI0eOZPv27dl+8u3bt/Pqq6/icDi44IILct1IEREREZGixgQM/m1+fKt92Efs9FFBTWnMtcCWAGl/pGGOGBzxDmK7xRJVJ1sTIou1bAXCc845h4svvpiUlBT69+/PjBkzTnvNjBkzGDBgAHv27CEpKYlLLrkkz40VERERESkK7MM2/jV+ApsCEAOusi6NYuWSsQ2+JT68M9M3j3FWdhJ3YRyuctrDJDuyHZmfeuopli5dytatW7n55ptp2LAhHTp0oGHDhpQrV45AIMD+/ftZvXo1M2fOZNWqVRhjqFKlCu+88w5Op2p8iIiIiEjxZixDYNextYIBcJZ1qvxBHhjvsfWCO9PXC0YnRRPdNFrhOgeyHQgTEhL46quvePDBB5k+fTp///03K1euzPJcYwwAHTt25PHHH6dy5crhaa2IiIiISCFlH03fQdTaZ+GIS68rKLln7bfwzvBijpr09YJt3ETV0hTRnMpRj5UrV4733nuPCRMm8NVXXzFv3jwCgUCGc0qXLk3Xrl255JJL6NixY1gbKyIiIiJS2BjbYKVYBLYHwEf6pjEaFcyTwKYA3rlesMBR4lh9wbKaIpobuYrQPXv2pGfPnvj9fjZv3szBgweJj4+nYsWKlCtXToUzRUREREQAO9UmsC2AvceG2PRyEpJ7wfWCgVXpg1KuKi7c7dyq15gHeRpTjY6Opl69euFqi4iIiIhIkWBsg73Hxr/NDx5wlHbgiFJoyQvjNXhmerBTbACiG0UTnaz1gnkV9q8onn76aW644YZwP62IiIiISKFge2z8G/z41/nBgKOcwmBeWfss0iampYfBKHB3cBPTVMXmwyHsqy5XrFjBwoULw/20IiIiIiIFmjEGe2/6xjEm1aSPCkYrsOSVf6Mf3zxf+nrBBAex58biLKOpt+GibXhERERERPLIeA2BbQGsFAuiwVHeoX018sjYBt8iH4E1x9YLVj22XjBG/RpOCoQiIiIiIrlkjMHef2xU8IhGBcPFWAbvDG96vUYg+uxj6wUVssNOgVBEREREJBeMMQQ2BbB2WeDSqGC4GNvgnX0sDLrA3c5NVA3FlkhRz4qIiIiI5IK938baZeGId6jsQZgYY/DN82FtscAJsefF4qqi+oKRFPbVmMYYjDHhfloRERERkQLDBAyBHQFwoDAYJsYY/Iv9BDak96u7nVth8AwI+wjh559/Hu6nFBEREREpUKw9FvYhW7tdhpH/bz/+VX4AYlrFEFVTkxnPBH2CRURERERywHgN1g4Lh9uBw6XRwXDwr/XjX3osDJ4TQ/RZ0fncouIjrLH70KFDjBs3jkWLFnHkyBHKlClDu3btuOKKK4iJiQnnrURERERE8kVgVwA7zcZZXmMr4RDYFMA33wcc2000SWHwTApbIFy/fj0DBgxg9+7dGdYQTpgwgbFjx/Lxxx9TpkyZcN1OREREROSMs4/YWCkWzgSndhQNg8D2AN7ZXgCi6kcRnawweKaF7WuNxx57jMOHD/PQQw8xbtw4Jk6cyNixY+nRowerVq3ixRdfDNetRERERETOOGOObSQTAEeswmBeWSkW3pleMOCq7SKmRYxCdj4IywjhwYMHWbhwIffeey8DBgwIHa9VqxYtWrRg4cKF/PHHH+G4lYiIiIhIvrD329j7bBwlFVryytpn4fnLAxa4qrlwt3ErDOaTbI0Q3nPPPWzZsuWkj3u96cO8JUqUyHwDpxO3243P58tlE0VERERE8leGMhPRCi55YR+y8UzzQACcFZ2427txONWn+SVbgXDixIn07NmTp59+mn379mV6vFKlSlSrVo3Ro0czffp0UlNTsSyLbdu28eyzz7J582batGkT9saLiIiIiJwJwTITGh3MG/uojedPD3jBWdZJbMdYHFHq0/yUrSmjP/30Ey+//DJjx47lu+++4+abb2bgwIHExsaGznn88ce54447GDRoUIZrjTGULVuWhx9+OLwtFxERERE5A1RmIjyMx+D504NJMzhKOojtHKvR1gIgWyOEdevWZeTIkXz22Wc0aNCA119/nQsuuICvvvoK27YB6Ny5M7/99hvXX389LVq0oFatWjRr1oybb76Z8ePHU7du3Yi+EBERERGRSAiWmXCUUHjJLeMzeKZ6MEcMjngHsV1icbjVnwVBjjaVadGiBV988QWTJk3i5ZdfZtiwYXz00Ufce++9dO/enapVq/LYY49Fqq0iIiIiImeUfVhlJvLKBAyevzzYB2wcselh0BmvGo4FRa7eiQsuuICff/6ZYcOGcejQIe644w569+7NggULwt0+EREREZF8YYwhsFNlJvLCWAbvDC/2Hhuiwd3JjbOkwmBBkut3w+Vy0adPHyZOnMhtt93GqlWr6Nu3L//+979Zv359ONsoIiIiInLGqcxE3hjb4J3txdppgQtiO8XiKuvK72bJCXIcCD0eDykpKXg8HgDi4+O54447mDRpEtdeey1Tp07l8ssvZ9iwYaSkpIS9wSIiIiIikaYyE3ljjME334e1xQInuM9146qgMFgQZTsQ/vXXX1xzzTW0aNGCzp0706JFC6677jpmzZoFQPny5Rk+fDg//PADnTp14quvvqJHjx689tprHDlyJGIvQEREREQk3Kw9FvZBG0cphcHc8C/xE1ifHqjd7dxEVc3R1iVyBmUrEE6fPp1bb72VZcuWUaNGDZo1a0a1atVYsmQJgwYNCoVCgLPOOotRo0bx6aefkpSUxNtvv80FF1zAmDFjIvYiRERERETCxXiOlZmIdahgei74/vbhX+kHIKZlDFE1FQYLsmwFwjfeeAOHw8Hbb7/NxIkT+eKLL/j999955513MMbw+uuvZ7qmZcuWfPHFF7z++uuUKlWK5557LuyNFxEREREJt0CKykzkln+tH/+SY2GwWQzR9aLzuUVyOtmK6ytXrqR+/fp06dIlw/HOnTtTv359VqxYcdJre/ToQffu3fnyyy/z1FARERERkUhTmYncC2wK4JvvAyC6UTTRDRUGC4NsjRCWLFmSHTt2ZFoLePjwYXbs2EHp0qVPeX1wR1IRERERkYJKZSZyL7A9gHe2F4Co+lFEN1EYLCyyNUJ48cUXM3bsWPr06cNll11G2bJl2bdvH99//z2HDx/m2muvjXQ7RUREREQiyt5vY+9VmYmcsnZbeGd6wYCrlouYFjEaXS1EshUI77//fg4cOMDPP//Myy+/jMPhwBgDwIUXXsjdd98dyTaKiIiIiERUqMyES2UmcsLaZ+H5ywMWuKq6cLd1KwwWMtkKhLGxsYwYMYJ///vfLFy4kN27d1OqVClatmxJYmJipNsoIiIiIhJRwTITznI5LtNdbNmHbDzTPOAHZ0Un7g5u7cpaCOVoD9i6detSt27dSLVFREREROSMC5WZiFOZieyyj9p4pnrAC86yTmI7xuKIUt8VRvoKRERERESKtcCuY2Um4hVossN4DJ6pHkyqwVHSQWynWE2zLcSyXXaiRIkS1KxZM8vHDx48yHvvvcekSZPYtm0bUVFR1KtXj0svvZTevXvjdrvD2mgRERERkXBQmYmcMb5jYfCwwRHvILZLrHZkLeSyFQivvPJKWrVqxdixYzM9tn79em6++WZ27NgR2mjG7/ezbNkyli9fzldffcV7771HtWrVwttyEREREZE8CJWZsFRmIjtMwOD5y4N9wAY3xHaJxRmvCYeFXbbXEAbD3vF8Ph9Dhgxh+/btVKxYkeuvv55GjRphjGH58uV8+eWXrF+/noEDB/LDDz9opFBERERECgx7n8pMZJexDN6ZXuw9NkRDbOdYnCUVBouCHG0qc6IffviBTZs2UbduXT799FPKlSsXeqxz587069ePQYMGsXjxYj7++GNuueWWPDdYRERERCSvVGYi+4xt8M72Yu2wwAWxHWNxlXXld7MkTPIU62fOnInD4eDBBx/MEAaDSpYsyUsvvYTD4eDXX3/Ny61ERERERMImsDuAfUijg6djjME334e1xQInuM9146qoMFiU5CkQ7t27F4C2bdue9JyaNWtSv359Nm3alJdbiYiIiIiEhfEY7J22ykxkg3+Jn8D6AADutm6iquZpgqEUQHkKhMFRwdPtyBQIBAgEAnm5lYiIiIhIWKjMRPb4/vbhX+kHIKZVDFG1FAaLomwHQsuyMh1r164dAAsWLDjpdZs3b2bTpk3aZVRERERE8p3KTGSPf50f/5L0MBjdLJroetH53CKJlGzH/MWLF9O8eXMaNGhAgwYNSExMpEaNGsTHx/Pyyy/TqlWrTLuI7tq1i/vuuw/btunSpUu42y4iIiIikm3GVpmJ7AhsDuCb5wMgulE0MQ1j8rlFEknZCoStW7dm9erVHDx4kCVLlrBkyZIM36j8/fffPP300zz11FNAejmKu+++m1mzZpGWlkbp0qUZOHBgZF6BiIiIiEg22PuPlZkopTB4MoEdAbz/8wIQVS+K6CYaGSzqshUIP/nkEwB27NjBypUrM/zasmULtm2TkJAQOj8mJoZp06YRCAQoW7YsI0eOpFKlSpF5BSIiIiIip5GhzESUAmFWrN0W3hleMOCq5SKmRYym1RYDOVoZWrVqVapWrUrXrl1Dx9LS0li9enWGQAhw8cUXk5SUxLXXXkvp0qXD01oRERERkVwIlplwllMx9axY+y08f3nAAldVF+62bu3AWkzkeauguLg4mjVrlun4Sy+9lNenFhERERHJM9tjq8zEKdiHbDxTPeAHZ0Un7g4Kg8WJviIRERERkSLN2mWpzMRJ2KnHwqAXnGWdxJ4Xqym1xUyORwhXrlzJ+PHjWbRoEdu2bePQoUP4/X6ioqJISEigcuXKJCYm0q5dO3r27ElMjHYlEhEREZH8oTITJ2c8Bs+fHkyqwVHSQWynWBwx6qPiJtuB0O/388wzz/D1119j2zbGmAyPW5aF1+tl7969rFixgvHjx/Pqq69y55138n//939hb7iIiIiIyKkY+9hGMiozkYnxGTxTPZjDBke8g9jOseqjYirbgfChhx5iwoQJuFwuzjvvPOrWrUsgEGDNmjXMnTuXcuXK8cgjj2BZFsuWLWPKlCls27aNoUOHsmvXLm677bZIvg4RERERkQzs/Tb2PpWZOJEJGDyzPdgHbHBDbJdYnCW0kqy4ylYg/P3335kwYQJJSUm8/PLL1K9fP8Pj8+fP56677uLLL79k7NixXHnllQwdOpTvv/+eJ598kjfffJPmzZvTvn37iLwIEREREZHjqczESdhgz7Uxuw1EQ2znWJwlFQaLs2y9+59++ilRUVGMHDkyUxgEaNmyJY899hjz589n4sSJoeNXXnklzzzzDMYYxowZE75Wi4iIiIicQrDMhKOkwmCQMYbSG0tjdhlwQWzHWFxlXfndLMln2QqEq1evpkGDBtSsWfOk53Tu3BljDL///nuG4z179qRSpUosXLgwby0VEREREckGlZnIzBiDvcQmbn8cOMB9rhtXRYVByWYgPHr0KGlpaac8x7ZtAHbv3p3psQoVKnDkyJFcNE9EREREJGesXRYmzajMxHH8f/sxGwwGg7Olk6iqeS5HLkVEtgJhrVq12LRpEwsWLDjpOZMmTQKgfPnyGY4fPXqUTZs2ZTouIiIiIhJu9qH0MhOOkg6VmTjGv8GPf6kfgMM1D+OsoTWD8o9sfRp69OiBMYY777yTxYsXZ3p84cKFPPfcczgcDrp16xY6fuTIER5++GFSU1Pp0KFD+FotIiIiInICYxsCO4+VmXArDAIEdgbwzfUB4KjvILVSaj63SAqabI0VDxw4kB9//JGNGzfSq1cvWrZsSePGjYmKimLlypXMmjUL27Zp2bIlPXv2BOCbb77hmWeewePxEB8fr7ITIiIiIhJRKjORkbXfwjvDCwZctVzQGNia362SgiZbgTA+Pp4PP/yQ22+/neXLlzNv3jzmz58PECpQ3759e1599dXQNV6vl7S0NGrXrs2LL754yg1pRERERETyQmUmMrKP2nineSEAzkpO3G3c+AK+/G6WFEDZXk1atWpVvvnmG6ZMmcLUqVPZvn07DoeDmjVr0q1bN84999wM53fs2JGxY8fSsmVLzd8WERERkYgKlplwltP6OOM1eKZ6MB6Do7SD2HNjcbgcEMjvlklBlKPthYJrBI9fJ3gytWrVolatWrlumIiIiIhIdtgeG2unpTITpI+UeqZ7MIcNjjgHsZ1iccQU7z6RU9NXKCIiIiJSqFm7LEij2JeZMLbBO9uLvceGaIjtHIszXj/uy6npEyIiIiIihZbKTKQzxuBb5MPaaoETYs+LxVlaP+rL6elTIiIiIiKFkspM/MO/yk9gTfoiQXdbN65KrnxukRQWCoQiIiIiUiipzES6wKYA/sXphedjzokhqlaOtgmRYk6BUEREREQKHZWZSGftsvDO8QIQlRhFdFJ0PrdIChsFQhEREREpdIJlJhwli28YtA/YeGZ4wAZXTRcx58Tkd5OkEFIgFBEREZFCxU5TmQk71cYzzQN+cFZ04m7rLtab6kjuKRCKiIiISKFS3MtMGN+xwvNpBkcpB7HnHSs8L5IL2Vpx+s0334TlZtdcc01YnkdEREREiqfiXmbCWMcKzx9S4XkJj2wFwqFDh4blH5wCoYiIiIjklrGPbSRjF88yE8YcKzy/24YocHd04yyhCX+SN9kKhNWqVcvyuMfjYd++fQCULFmS+vXrU7p0aTweD2vXrmXPnj04HA4aNmxImTJlwtZoERERESl+7P029v7iW2bCt8iHteWfwvOusqo1KHmXrUA4efLkTMeOHDlC79698fl8DB06lEsvvZSoqKhM1w0dOpQjR47w/vvvh6fFIiIiIlLsmIAhsD0AUcWzzIR/lZ/A6mOF51u7cVVWGJTwyPUY81tvvcXatWt59dVXufLKKzOFQYBu3brxxhtvsGXLFl599dU8NVREREREiq/A7gD2YRtHQvELg4EtAXyLfABEN40mqo4Kz0v45DoQ/vrrr9SoUYOOHTue8rxWrVpRp04dpkyZkttbiYiIiEgxVpzLTFgpFt7/HSs8Xz+K6IYqPC/hletAuG/fPkqVKpWtc+Pi4jh69GhubyUiIiIixVhxLTNhH7TxTD9WeL66i5jmMcVyZ1WJrFwHwipVqrBmzZrQpjIns2XLFlavXk2NGjVyeysRERERKaaKa5mJDIXnyztxt3MXu9FROTNyHQi7deuGz+fj/vvv5/Dhw1mek5KSwl133YVt2/Ts2TPXjRQRERGR4idUZsIUrzITxmfwTvNiUg2Okg5iO8YWy4105MzI9YrUG2+8kR9//JFZs2bRvXt3zj//fBITE4mPj+fIkSOsWLGCyZMnk5qaSv369enXr1842y0iIiIiRZy9r/iVmTCWwTPTg33QxhF7rPB8MQrDcublOhBWrFiR9957j/vuu49169bx3XffZXjcGANAixYtePnll0lISMhbS0VERESk2DD+Y6ODxajMhDEG71wv9q7jCs8nqPC8RFae9qxt2LAhP/zwAxMnTuTPP/9kw4YNHDx4kLJly1K3bl0uvPBCunTpUqzme4uIiIhI3gXLTDjLFZ9A5F/ix9pkgQPcHdy4yqnWoERenouYuFwuLr74Yi6++OJwtEdEREREijnjMVi7ileZCf8aP/6VfgBiWscQVVW1BuXMKD5fuYiIiIhIwWfATrGLVZmJwNYAvgXHCs8nRxNdV7UG5czJ81cPK1euZMGCBRw+fJhAIBBaO5iV22+/Pa+3ExEREZEizOVxYbwGR6niUWbC2nNc4fmzoog+W2FQzqxcB8JAIMBDDz3EhAkTsn2NAqGIiIiInIzxGWIOxUDJ4lFmwj5k4/nLAxa4qrmIaanC83Lm5ToQjh07lp9//hmA0qVLU7t2bdxud9gaJiIiIiLFh33Ixl5vE3MkBqrld2siz047VnjeB85yTtztVXhe8keuA+H48eNxOBzccsst3HXXXTidWo4oIiIiIjljbIOVYhHYFsCkGvwl/DhcRTsYGf+xwvNHDY4EFZ6X/JXrQLhhwwbKly/P3XffraFtEREREckx4zMEtgawdlkQC44yDjic362KLGMbvDO92AdscENs51gcsfpZWvJPrgNhdHQ0lSpVUhgUERERkRyzD9n4N/uxD9k4SztxRDvAm9+tiixjDL65PqydFrggtmOsCs9Lvsv1J7Bhw4Zs3LgRn88XzvaIiIiISBFmbENgZwDfGh/2kfTC847o4jHA4F/mJ7Ax8E/h+fIqPC/5L9eBsH///qSmpjJq1KhwtkdEREREiijjMwQ2BghsCIATXOVcxWYjFf9aP/4VxwrPt4ohqpoKz0vBkOtPYufOnbnxxht55513WLNmDV26dKFy5cpER5+8dkr79u1zezsRERERKcTsQzb+LX7sg8dNES0mAtuOKzzfOJros1RrUAqOXAfCZs2ahf48efJkJk+efMrzHQ4HK1asyO3tRERERKQQMrbB2m0R2BrA+E36FNFiMioIYO218M7ygoGoulFEN1YYlIIl14HQGBPR8080fvx4vvnmG1auXElaWhrly5enffv23HLLLZx11lmZzp8wYQJjxoxh/fr1WJZFw4YN6d+/Pz169Mjy+T0eD2PGjOHHH39ky5YtxMXF0bp1a4YMGUKjRo2yvGbXrl2MGjWKmTNnsnPnTipUqEC3bt3497//Tbly5bK8ZunSpYwaNYply5Zx6NAhatasyRVXXMGAAQNOOboqIiIiUticuIuoq1zxWjNnHz6u8HxVFzGtVHheCp5cB8KVK1eGsx0nZYzh/vvv56effiI6Oprk5GTKlSvHypUr+e677/j1118ZPXp0humoL774Iu+//z7x8fG0bdsWn8/HnDlzuPPOO7ntttu46667MtzD4/Fw8803M3fuXCpVqkSnTp3YsWMHv/32G5MnT2b06NF07NgxwzWbN2+mT58+7N69m8TERLp27cqKFSsYO3YskyZN4ssvv6Rq1aoZrvnjjz+48847sW2bVq1aUapUKebOncuIESOYMWMG7777rkKhiIiIFAnFeYoogPEYPFM94AVnWRWel4KrwK9m/eGHH/jpp5+oVKkS77//PomJiQBYlsUbb7zB22+/zf3338+kSZOIj49n5syZvP/++1SvXp2xY8dSrVo1ID3ADhgwgFGjRtGlS5cMU15Hjx7N3Llz6dSpE2+++SaxsbFA+qjkQw89xEMPPcTEiRNJSEgIXfPQQw+xe/du7rjjDm6//fZQm4YPH84XX3zBsGHDePfdd0PnHzhwgAceeACHw8H7779Phw4dQsdvueUWZs2axUcffcSgQYMi26EiIiIiEWTMsULzxXSKKKQXnvdM86QXni/hILZTbLELxFJ4nLHCJzt37szVdd988w0A9913XygMArhcLu6++24aNGjAnj17mDlzJgBvv/02APfcc08oDEJ6mYy7774bgA8++CB0/OjRo3zyySe4XC6GDx8eCoMAV1xxBT179mTv3r2MHz8+dHzu3LksWLCAs846i9tuuy1Dm4YOHUq1atWYNm0aa9euDT02duxYjh49ylVXXRUKgwBlypThueeeA+Djjz/Gtu1c9ZOIiIhIfjM+Q2BD8dxFNMjYBu8sL/Z+G2JUeF4KvjyNEKalpfHdd9+xevVqPB5PpjBjWRZpaWns3LmT1atXs2zZshzfo1SpUtSrV4+WLVtmeszhcFC3bl3WrFlDSkoKR44cYd68eURHR9OtW7dM51944YU88cQTTJs2Ddu2cTqdzJs3j6NHj3LOOedkmuIJcNFFF/Hzzz8zZcoU+vbtC8CUKVMA6N69O05nxkwdHR3N+eefzyeffMLkyZOpX78+AH/++WeoDSeqV68eiYmJrF69mqVLl2YYvRQREREpDOzDxwrNF9MponCs8Pw8H9aO4wrPl1TheSnYch0IDx06RK9evdiwYUOmx4wxGRbM5mVDmbfeeuukj1mWxfLlywGoWrUq69atw7IsatasSYkSJTKdX65cOSpUqMDu3bvZvHkzderUYdWqVQAkJSVleY9goAueB7B69eocX7NmzZpTXtOgQQNWr17NqlWrFAhFRESk0DDGYKfY+Lf6i+0U0SD/cn/66KgD3O3duCoUr010pHDK9VcWwR08HQ4Hbdu25fzzz8cYQ8OGDbn00ktp1aoVLlf6P4K2bdvy+++/h63RQZ999hnbtm2jbNmytGvXjl27dgFQuXLlk15TsWJFAHbv3g1ASkoKAJUqVcry/ODxPXv2hI6d7j4n3uPAgQN4PB6cTudJ7xO8JtgeERERkYIuOEXUv8FfbKeIBvnX+/EvP1Z4vkUMUdUL/FYdIkAeRggnT56Mw+Hg+eef5/LLL8eyLFq3bk2lSpUYMWIEAGvXruXmm29mwYIFeDyesDUaYNasWbz44otA+vrCuLg4UlNTAYiLizvpdW63GyB07umuCZ5v2zZpaWnExcWRlpYGkGG94fGCx4PPfbrzs7omt7xeL5Zl5ek5wiH4moO/S3ipfyNL/RtZ6t/IUv9Glvr3H+aIwd5qYw4ZKAWOKAd48/acPp8vw++Fhb3Txp6XvnTKkejArmnj9eaxMyKgsPZvYRHsV4/XgyO1YHwxEh8ff9pzch0It2zZQpkyZbj88suB9A1VGjVqxIIFC0Ln1K9fn+HDh3PLLbfw8ccf89RTT+X2dhlMmTKFu+++G5/PR58+fbj22mtDbciu4HrHSF4TPP/EdYanktd6jblZpxlJGzduzO8mFGnq38hS/0aW+jey1L+RVaz710D04Whi98fisBwE4gOQt++zM0nZVXhmTEUdjaLc6nI4jZO0cmkcTDgIW/K7VadWmPq3sIkiiq1btxLYH8jvpgBkuQ/LiXIdCNPS0jKth6tXrx4LFixg27ZtVK9eHYBOnTpRvnx55syZk9tbZfDJJ5/w3HPPYVkW/fr147HHHgs9Flw3eKrRyOC3NcG0fLprguc7nc7QKGLwmpN98xN8ruB5pzv/+Guyk+JPJTk5ucCMEG7cuJE6deqccsRWckf9G1nq38hS/0aW+jeyinv/Gr/B3m5jUg1UB0d8eEdBfD4fKbtSqFS5EjExMWF97kgwRw3WMgtscFR0kNA+gZLOkvndrJMqbP1b2Ph8Pvat30eNGjWIq1J4/n/IdSBMSEjIFKJq1KgBwPr160OBENI3fDm+BENuBAIBhg8fzpdffonD4eC+++7jlltuyXBOcE1fcO1eVk5cM3i6a4LrBcuXLx8a6atUqRLLly8/6Xq/E++RkJBAQkICR44cYe/evZQvX/601+RWcIprQREXF5fnkCsnp/6NLPVvZKl/I0v9G1nFsX/tw+kbx9gH7fSNY2IiNyUuJiamwP1McyJrj4V3pje98HwZJ7EdC0+twcLQv4VZrDu2UP3/kOtNZerXr8+mTZvYu3dv6Fjt2rUxxvD3339nOHffvn0Zdh3NKY/Hw6233sqXX35JbGwsr732WqYwGGxTVFQUW7ZsyXI0bt++fezdu5e4uDhq1aoF/LPr58kCa/D48aOhubkmWEMxuNtodq4RERERyW/GGKxdFr7VPuzDkQ+DBZ0xBv8qP57JHkyawVHSgbuTu9CEQZET5ToQdurUiUAgwO233866desAaNKkCQBffPEFBw8eBGDixIls3749NHqYU5Zl8e9//5vp06dTrlw5PvnkEy666KIsz3W73bRr1w6fzxeqFXi83377DWMMnTp1Cq0DbNmyJQkJCSxatCg0Gni8X3/9FYCuXbuGjnXp0gWASZMmZVrz5/f7+eOPPzKcd/yfJ06cmOke69atY/Xq1VSoUIHk5OST9ISIiIjImWV8hsBG7SIaZHwG70wvvkU+MOCq6SLugjiccao1KIVXrj+9vXv3pkqVKixcuJDLLrsMn89HtWrVaN26NTt27KBHjx5cffXV3HPPPTgcjiwLxWfH6NGjmT59OvHx8YwZM4amTZue8vz+/fsD8Pzzz7Np06bQ8ZUrV/L6668DZBhddLvd9OrVC7/fzyOPPMLRo0dDj/3www/8+uuvlC9fnmuuuSZ0vHnz5jRt2pTVq1fz2muvhUKhZVk888wz7Nixg65du4ZGBQGuvvpqEhIS+OqrrzKE1QMHDvDoo48CcPPNNxMVpS2KRUREJP/Zh218a3wEdgRwJDhwlijeocfab5E2KQ1rqwXO9NIS7vYaGZTCL9fpo2TJknz88ccMHTqUtWvXhhamDh8+nL59+7Jv3z4OHDgApE8lHTRoUI7vcfDgQd5//30gfW3dO++8c9Jzr7jiCjp27Ejnzp3p06cPn332GZdddhnt2rXDsixmz56N3+/nvvvuyzQKd/vttzN79mxmzJjBBRdcQKtWrdi5cyeLFy/G7Xbz6quvZioZ8fzzz9O3b1/efvttJk6cSIMGDfj777/ZvHkzNWrUYPjw4RnOr1ixIsOHD+f+++9nyJAhtGjRgnLlyjF37lwOHDhA165d6devX477SERERCScjDHYu238W1RoHtL7I7AhgG+BD6z0jXTcHdy4yqvovBQNeRqOql27Np988kmGdYR169blp59+4ptvvmHr1q2cddZZXHPNNSQkJOT4+efMmROqy7dx48ZTbvGcnJxMx44dARg2bBjJycl8/vnnzJkzB7fbzTnnnMPAgQM5//zzM10bFxfHmDFjePfdd5kwYQJTpkyhbNmy9OjRg9tuu42GDRtmuqZevXqMGzeOkSNH8tdffzFlyhSqVq1K//79GTx4cJYbx1xyySVUrlyZd955h0WLFhEIBKhZsyZDhgyhT58+Gh0UERGRfGX8hsDWANYuC9zpU0SLMxMw+Ob7CGxMLyHgqurC3daNw118A7IUPQ6T18J3IllITU3l77//plGjRoVql6XCQv0bWerfyFL/Rpb6N7KKcv/ah238m4/tIloqfzaO8Xq9bN2ylRo1a+T7Lpj2YRvPDA/moAEHRCdHE90oOk8bJea3gtS/RZHX62Xnyp1U61CNEtVL5Hdzsk1DUiIiIiLF2PFTRAlQ7KeIAgQ2B/DO9UIAHLEO3O3duCoV79FSKboUCEVERESKqROniDrLFu+NY4xl8C32EViTPkXUWdGJu71bu4hKkaZAKCIiIlIM2UeOTRE9kH9TRAsS+6iNd6YXe58NQHSjaKKTo4v9aGl+M5YBJ4V6qm5Bp0AoIiIiUoyEpohu9YNfU0QBAjsCeP/nBR8QA+62bqKq6cfk/GKMwXgMpAIOwIDttNNHat0Kh+GmT7qIiIhIMZFhimiMpoga2+Bf7se/wg+k94f7XHexr7mYX0zAYFINxmdwxDpwVXXhKuvC+A3WQQv7oA1HFQ7DTYFQREREpBiwj6RvHGPv1xRRAOMxeGZ5sFPSp4hG1Y8i5pwYHK7i3S9nmjEGvGBS0wsfOEo6iK4ZjbOMM0N5D1cFF8ZrsA/bWPst7EM25mj6dFKFw7xRIBQREREpwjRFNDMrxcI7y5s+LTEK3K3dRNXSj8VnkrGOjQZ6DQ63A1dlF65yLhwlHSf9fDrcDlxuV9bh8IgBl8JhbpyRT/7evXvxer1Uq1btTNxOREREREifghfYoimiQcYY/Cv9+Jf6wYCjlIPYc2Nxlire/XKmGGPAl76BjwMHjhIOoqpH4SzjxBmbs/cgQzj0HAuHB/4Jh44oB444B8QoHJ5OtgLh7bffTv369bn77rtzdZM77riDRYsWsWLFilxdLyIiIiI5Y3wG/yY/1m5LU0RJ7w/vbC/WdgsAV20X7lZuHFHFu1/OBGMZTFr6RjEOtwNXxfTRQGcpZ1im6DpiHbhiXbgqHhcO91vYh4+FQ5fC4alkKxD+/vvv7N+//6SPN2rUiJYtWzJ27NiTnmOMyXnrRERERCTHjMfg3+jH2melr8Uq5qHH2mfhnekNrTmLaRFD1FlRCgcRZrwGO9XGYRw44h246qRvEhPJuo7Hh0PbY2MOG4XD0wjLlFFjjAKfiIiISAFgH7Xxb/RjDhmcZcMzAlNYGWMIrAvgW+gDGxwlHLg7uHGVc+V304osY6ePBpIGxICrnAtXeRfO0mf+s+iMdUIs6eEw7bhweCT9z5pWmk6rZ0VERESKCPvQsTCYanCUPfnmHMWB8Ru887xYm49NEa3uwt3GXeynzkaK8Zn0tYF2+migs7YTVxkXjnhHgQhbzjgnxIGzohPjMRlHDg8bHNHHwmF08QuHCoQiIiIiRYC130oPg75jI4PF7Ifa49kHbTwzPZhDBhwQ0zSGqCRNEQ23DKOBUeAqk77Ji7N0wZ2m7HAcC34nhsN9x0YOD/0TDovLlwcKhCIiIiKFnLXbwr8pvbi6q2zxng4Z2BjAO88LFjjiHLjbu3FVLN59Em7Gb9LXY1rpa/actY6NBpYoGKOB2ZUpHKaZDNNK7UN2sQiHCoQiIiIihZQxhsDOANYWC6LAmVB8yycYy+Bb6COwLgCAs7KT2HaxOGKL7g/yZ5Ixx40GusBZyvnPaGB04e9jhyN9qivx4Kx0XDjcd1w4jHHgiC164VCBUERERKQQMrYhsD2AtdWCWHDGF98waB+x8c70Yu+3AYg+O5roxtHFeg1luJjAsQLyPoMjzoGrevpOoY6EwjUamBNZhUP7sI21z8IcSf9zaOSwCIRhBUIRERGRQsZYxwrO77DSp+kV41GwwLYA3tle8AMx4G7nJqqqfsTNC2PSawaSCjjBUdJBdK3o9BImRWx07HSC4dAZ78RVyYVJ/afOoTlisP3HRg7jCm+/6F+LiIiISCFi/Ab/Zj/WruJdcN7YBv9SP/6V6WsnneWduP+/vTsPk6o68wf+PefequqN3liaVVYbVFQUxT2uPzMaM5pFB3Xc4hJjNImZJKMxRo2J0RiTiYm4JNHRaEzELW6jcYEYlCgCgoiCLA3N3jQN9FZV997z/v64t4pu6Iamqeravp/n4QFq6T51uijqW+ec9z02UtArpftKPP9soMTF7+c3JFgN7FfYFWsTlFJQpQq6VMOq6RAOg5VDaRcgBzvx9TgQxuNxrFu3rlfXx+PxvR8ZEREREXUisaDhfGNhN5w37Qax2TGYBn+LqF1rI3xIuKB7LvaWiAAxQNr8iqyqTMEeYftFYiKcz+50FQ7dBhduiwuEMj26vdPjQLho0SKceuqpXV6nlNrt9URERES0b0xb0GNwa2E3nPc2eojOjgIxADYQmRKBPYKb3vaWeMHZwJhARRSsQRZ0tfZXnbkauFeS4VBptDW2QZXl1vz1+F+PyL6tf+broVMiIiKidDMtBs5KB9IiUNWFuX1PROAsduB87AAC6AqNyHER6H7cIro3lKsgWwUSEqhSBXuYDV2h/cbtVJB6FAgfe+yxdI+DiIiIiLrgbfXg1rkwUQNdXZgN5yUmiL0Xg7feAwDYo22EDw8X7JbZ3hJHYMdsqGqF0NCQvxpYoCvNtEOPAuGUKVPSPQ4iIiIi2onX6MGpcwAP/jbRAgyD3mYPsdkx/4ybBYQPDyM0JscOaWUBEQGagVi/GPQoDavUyvSQKEv0KBDOmTMH/fr1w4QJE9I9HiIiIqKCJyLwNnlwV7l+E/DKwtvOJyJwP3MRXxAHjF/spOi4ooKci1SQVr9yaDwSL8gPFqh7PfoXddFFF+GnP/1pusdCREREVPBE/Ibzbp1frbAQz8iJI4jNjiE+3w+D1nALxacXMwz2krh+JVE1RMGETKaHQ1mmz4rKEBEREdHuiSdw17rw1hZuw3m7zYY30wNaASggPCkMe3+bq1r7QLaLf/60WgENmR4NZRvW6CUiIiLKAuIK3NUu3A1uQTacFxGYOoP+n/YHBFAlCpFjIrAG8KzbvjBtBggB9jAbrnYzPRzKQgyERERERBkmcYGzyoHX4EFXaKhQYYVB02IQ+yAGs9FAQUENUig+tpiN0fdRotegPcqGLtNAW6ZHRNmIgZCIiIgog0y7gbvKhbfFK7iG82IE7jIX8YVxwAOgge1DtqPqiCqGwRQw2w10lYY9iG/5qXs9fnY0Njbi+eef36dvds455+zT/YmIiIjyiWkNGs43B2e8CqjhvNlmEJsTg2n0i5zogRrqUIW2pjZUq+oMjy73SUyglN9vkP0aaXd6HAhXrVqFG2+8sdffSCnFQEhEREQUMNuDMNguUFWqYMKgGIHziQNnsQMYADYQPjQMe6yNeDwONGV6hLlPjMA0G9jDbajywnheUe/1WZVRViklIiIi8nlb/Ibz4khBNZz3tniIvx+H2eavClpDLISPCEOXsJ1EKkmLQJdp2INZnZX2rMeBcPLkyXjiiSfSORYiIiKivCYiMA0GzmoHAGBVFUYFTXEFzscOnCUOIADCQOTwCKz9LAaWFBNHAM+vKlpolWqpd3jClIiIiKgPiAjc9S68eg8IA7q0MFbFvE0eYnNikBZ/t5i1n4XIYZGC7LGYbiIC2SbQNRq6ujCeX7TvGAiJiIiI0kzMjobzKAZ0cf6/WRdHEF8Qh7vc732nihXCk8Owh/HtZ7pIq0AVK9hDuVWUeo7/IomIiIjSSFyBW+/C2+BBlamCaKfgrnMR/yAOafdXBe0xNsKHhrmFMY3EFSDmz3UhfOBAqcNASERERJQm4gicusJpOC8xQWx+DN4qDwCgyhQiR0Rg1RTGWclMku1+6xI9gGGQ9k6PAuHQoUMxcODAdI+FiIiIKG9ITOCsdPyG85U6r3vBiQi8eg+xeTEgBkABdq2N8MRwXj/ubGHaDRAKCslYnG/aOz0KhG+99Va6x0FERESUN0xb0GNwW9BWIo/fpJs2g/jcOLx1wapghULkyAis/lwV7AtiBNIqsEfa0GVcHaS9t89bRuvr69HU1AStNaqrqzF48GBoveuT8c0338S4ceMwcuTIff2WRERERFnLNAdhsFWgqvO34byIwF3hIr4gDjgANBA6MITQhFBeB+BsY7YZ6AoNu4Ynwah3evXM+eCDD/D4449j1qxZaG1t7XRdWVkZjjnmGFxwwQU4+uijAQBtbW344Q9/iLKyMrz55pv7PmoiIiKiLOQ1eXDrXJiYga7O34bzptkg9kEMZpPfYF5Xa0SmRKAruELVlyQmUEr5W0W5NZd6aa8CYTQaxc9//nM89dRTAPxPhnbW3NyM119/Ha+//jpOOukk3H333fj973+Pbdu24fLLL0/NqImIiIiyjLfZg7PKAQz8baJ5GAbFCNylLuKL4oAHwALCB4dh72/n7UpothIRmGYDe5jNIE77pMeB0HVdfO1rX8P8+fMhIhgyZAhOPfVUHHDAARgwYAAAYOvWrVi8eDFmzpyJVatWYebMmTjvvPOwZs0aDBo0CBdeeGHaHggRERFRJogIvI0e3NUuYCNv35ybrQaxOTGYLcGq4CCNyJERnlvLEGkW6DINezB7DtK+6XEgvPPOOzFv3jyUlpbiu9/9Li644IIun3xnn302brjhBrzwwgv4yU9+ghUrVkAphZtuugmlpaUpHTwRERFRJokRuOuChvMRQJfkXzgST+B84sD5xF/9RAgITwrDHs0gkiniCOAC9ii7IPpaUnr1KBAuW7YMTzzxBMLhMB588EEcccQRu729Ugpnn3021q5di3vvvReA37qCiIiIKF+IJ3DXuPDWeVClCqoo/96Ye40eYu/HINv9Y0LWMAvhyWE2Ps8gEfF7Dg7S0P35c6B916Nn0fTp0yEiuOqqq/YYBhM2bdqERx55JPn3l19+uXcjJCIiIsoyiYbz7loXql/+hUFx/Qbz0TeifhiMAJFjIogcF2EYzDBpE6AIsIdyhZZSo0f/ot977z3Ytr1XZwD/8pe/oKWlBVdffTW01pgzZ06vB0lERESULZSrYFYbeBs96AoNFc6vN+XeRg/tr7bDXeoCAOyRNkrOKIG9HwNIpoknQNQPgwzmlCo92jK6evVqDB48GFVVVT3+wosWLUJJSQmuueYa/P3vf8fGjRt7PUgiIiKibCBtgpKGEkg/f8tePvXbk7ggviAOd4UfBFWJQviIMOwh7G+XLWSbQFdrWAOsTA+F8kiP/oXH4/G9CoMA8NBDD6GxsRHhcBilpaVYvXp1rwZIRERElGkiAtNoYJYbWO0WMAJ5FQbdtS7iH8QhUf+soD3ORviQMFQofx5jrjPtBrCDraJ59NyjzOtRIKyoqOjVCl///v0BABs3bkR5efle35+IiIgo08QNKomu9/yqoiVu3vTck6ggNi8Gr94DAKgyhciREViDuAKVTcQIpFVgj7Sh+3GrKKVWj55RtbW1aGhowGeffbbX32Dp0qXYtGkTamtr9/q+RERERJlk2gycZQ7cNS5UiYIqU0AeZEERgVvnou3/2vwwqIDQASEUf76YYTALyXaBrtCwa7h9l1KvR4HwpJNOgojgt7/97V5/g3vvvRdKKZx88sl7fV8iIiKiTBAReI0enKUOTJOBrtJ50+/NtBrE/hlD7L0YEAd0pUbRaUX+FlE7Px5jPpFYsI13qM2fD6VFjwLhV77yFZSXl+P111/Hfffd1+Mv/tvf/hZvvPEGysvL8ZWvfKXXgyQiIiLqK+IJ3LUunOUOxBWoapUXZ7ZEBM5nDtpfbYe33gM0EDo4hKL/VwSrmquC2UhEYJoNrEEWdCW3ilJ69OiZVVZWhjvvvBMA8Lvf/Q7XXHMNFi1a1O3tP/zwQ1x55ZWYNm0atNa46667UFZWlpoRExEREaWJiRo4Kxy4q12oIgVdrvOi1YJpNojOiCI+Lw64gO6vUfz5YoQPDOfNech8JM0CXaphD2HLD0qfHm9EPuWUU/C9730Pv/rVrzBjxgzMmDED/fv3x/jx41FZWQkA2Lp1Kz799FNs2bIFAKC1xve//32cdNJJ6Rg7ERERUcp4TR7cehfSKtCVOi+254kROEscOIscwACwgfDBYdj7M2BkO3EEcAF7lJ0325UpO+3VydTLL78ckyZNwg9/+EOsWrUKmzdvRmNjY6fbiPj7nEeOHImf//znOPzww1M3WiIiIqIUEyNwN7jw1nqAwN8imgdhybQZxN6JwWwxAABrsIXwEWHoUm49zHYi4heSGaih+/PnRem116WKJk+ejFdffRWzZs3CzJkz8emnnyZDYXV1NSZMmIATTzwRJ5xwArTmE5iIiIiyl8QETr0D02CAEkAX58d7F2+Th+i7USAGIASEDwv7K015EHQLgbQJUBQUkuHPjNKsV7VrlVI44YQTcMIJJ6R6PERERER9wmwzcFY7kGaBqlT5sUVUBO5SF/EFcUD8CqKR4yLQZfkRdAuBeAK0A/YYG7qEPzdKvz5pZtLS0gIALCxDREREGSdG4G3y4K5xIZ5AV+u8KKwiriA2JwZvtd9k3hppIXJEJC+CbiGR7f5z0hrIyq/UN9IeCJuamnDMMcdAa43Fixen+9sRERERdUviAneNC2+jBxQDVnl+vOk2LQbRWVHINgEUEJ7EwjG5yLQbwALsYXZetDqh3NAnK4TAjmIzRERERJlgmv0tomabga7QUKH8eMPtrncRmx0DHEAVKUSOjXB1KQeJEUirwN7Phu7HraLUd/osEBIRERFlgojANBg49Q7EyaMtoiJwFgctJeD3FowcG+G5sxwl2wW6XMOu4dtz6lt8xhEREVHeEkfgrnXhbfCAMGBV58fKmcQFsfdi8Nb55wXtsTbCh4W5zTBHSUwACbaK5snKNeUOBkIiIiLKS6bVwF3twmvyoMs1VDg/3mibbQbRd6KQZgE0EJ4cRmhMKNPDol4SEZhmA3uIDV3J1V3qewyERERElFdEBKbR3yKKGPJmiygAuPUuYu/HABdQJcF5wf75sepZqKRFoEs1ew5SxjAQEhERUd4QV+Cuc+Gt9wAbUFUqL95kixE4HzlwPg3OCw7SKDqmCKoo9x9bIRNHAAew97OhIvxZUmYwEBIREVFeMG3BFtEtHnQ/nTdvsCUmiM6Owmw0AIDQ+BBCh4TyZtWzUImIX0hmgIbuz62ilDk9CoRz5szp9Tdobm7u9X2JiIiI9kREYLYYuPUupF2gq3TeFFfxtniIvRODtAlgAZEpEdj78fP8fCBtAkSCQjIM95RBPXpFueiii/JiuwURERHlF/EE7nrXr7apAVWdH1tEAcBZ6SA+Nw54gCpTKDquiEVH8oR4AokK7FE224RQxvX4IyY2liciIqJsYqL+qqDX4EGX6bw5TyeeIP5hHO4yFwBgDbEQOTqSN1VSya8Ua1VZsAdxtZcyr0fPwjfffDPd4yAiIiLqMa/J87eItgp0pYay8yMsmXaD2LsxmM3BecGDQggdFMqbVU8CJCpQtvKriubJ1mbKbT0KhMOGDUv3OIiIiIj2SIzA3eDCW+s3ZM+nLaLe5uC8YFSAEBA5KgJ7GFeQ8okYgWkxsPezocu5VZSyA19liIiIKCdITODUOzANBigBdHF+vKEWEbjLXcTnxwEDqHKFouOLoPvlx+OjHWS7QJdr2DV8C07Zg89GIiIiynpmm4Gz2oE0C1SlypstouIK4nPjcOuC84IjLESOjECF8uPx0Q4SF0CCqqL8+VIWYSAkIiKirCVG4G70t4iKJ9DVOm9K9JtWg9g7MZgmAyggdEgIofE8L5iPEj0HrSEWK8VS1mEgJCIioqwkcYG7xoW30QOKAavcyvSQUsbb6CE6OwrEAISBomOKYA3On8dHnUmLQJUo2ENsBn7KOgyERERElHVMs79F1Gwz0BU6b7bYiQicJQ6chQ4ggK7SiBwXgS7lqlG+ElcAB7D3s/OmNQrlFwZCIiIiyhoiAtNg4NQ7ECe/toiKI4jNicGr9yuk2qNshCeH8+Y8JHVNtgn0AA3dn6GfshMDIREREWUFcTpsEY0AVnX+bKE0zQbRWVHIdgEUED4sDHsctw/mO9NqgAj8noN58sEG5R8GQiIiIso402rgrnbhNXnQ5RoqnD9vnt11LmL/igEOoIoUIsdFYA3In7BLXRNPIFGBPcrmlmDKagyERERElDEiAtPobxFFDPm1RVQEzscOnI8dAIAeoBE5NpI3/RPTQRyB3WZDmgXGGKiwgrJy8/lgthlYVRbsQXy7TdmNz1AiIiLKCDECd70Lb40H2ICqUnmzhVLigti/YvDWB+cFx9kITwrnbLhJN3EFptkAccApdaBKFWD8Ru7G+G05VFj5K8chZP3zRKICZSl/qyh/5pTlGAiJiIioz4kncOtdeOs9qFKVV9UXzVaD6DtRSIsAFhCeHEZodCjTw8pKYgTSLIAHWJUWTKVB+5p2WPtbiIQikKhA2gWmzcA0G0hUgGZAIEAIfjjMslVEMQLTYmCPsKHLuRpM2Y+BkIiIiPqUxAXOKgdeQx6eF1ztIvZ+DPAAVRKcF8yj4jipIiKQVoHEBLqfhj3Yhq7WcKMuEDwdVEj57Ub6ARYs/z5R/5dpN5BmgbRJ1q0iSvOOx0SUC/hMJSIioj5j2g3cVS68LR50pc6blgtiBM5CB86S4LxgjUbRMUVQkfx4fKki4q/4SZtAl2jYY2xY/a0ePQ+UUlDFCigGrCo/ZIsbfL3uVhFtAOG+W0WUuAAGsIfZedM7k/IfAyERERH1CdNi4Kx0IC0CXaWzapvfvpCoIDo7CrPJAABCE0IIHRzKm+I4qSKxYHtoEWCPtGEPtPd5dVjZCqpf16uIEhWY7abPVhFF/O9jDbagq7hVlHIHAyERERGlndfkwa1zYWLGrySa5UVBesrb4iH2TgzS5q9GRaZEYI/g26uOxAmCoAVYQy1YNVbaKq12XEUEAAzpsIoYFZjWYBUxJkCLH+JStYooLQJVEhSSyZPnNxUGvmIRERFR2ogITIOBs9oBBP7KYJ68WXZWOIjPjQMGUGUKRccXQVdwZShBPH+FTkFB9w/OCfbr+/nptIo4MFhFjHUIic3GP8/YLDBe71YRxRUgDthj7bwqkESFgYGQiIiI0qJTW4kQoMvyJCwZwPvQX/EE/FWvyFGRvCqOsy/EiF9h1fHP+lk1ln9eNEs+CFAqqGpbFFyQWEXcuaJpV6uIIdXleUfZJtADNPSAPHmOU0FhICQiIqKUE0/grnHhrfOAEuRNM3ZpF1QvrYa0CgAgNDGE0IGhrAk7mZSsHBoNqmyO8iuH5sJZSmUrqDIFlO04i4iYXwSp0ypiy06riCHlrw6G4W8VzYHHSrQzBkIiIiJKKXGCthKb8qethIjAXenCW+AhHA8DISBydAT2UL6VAoLg1NqhcuiAnlUOzVZK+SuIVlHQMmTnVcR24xesiQngAtYIC7o0Pz70oMLDVzEiIiJKGRM1cOvyq62E2WYQmxuDafCriDrFDoqOK4Ldn2+jJBZsDw0D9n5B5dA8bbXR3SqixMS/nChH8ZWMiIiIUsK0GDh1jt+YOw/aSogrcBY7cD71C+LAAvQEjcZII4aXDc/08DIqWTlUA9bg4JxgSWGtkCVWEVlEhnIdAyERERHtM2+rX2RFYgJVpXL+LJW73kV8bjx5VtAaaiF8eBiO7QD1GR5cBokXBEGBXzm0xobqp3iGkiiHMRASERFRr4kIzOagrYQBVGVuhwPTbhCfF/crowJQxQrhw8Owhln+44pleIAZ0rFyqKpUfguJLKocSkS9x0BIREREvSIStJWoD9pK5HAPPjECd5mL+EdxwAWgAHt/G+GJYahQ4YYeEYG0+YVUdJmGPTKoHJrj24GJaAcGQiIiItpr4gnctUFbieLcbivhbfEQ/yAO0+QXjdHVGuEjwrCqrAyPLLOSlUOLNazRFuwBdkGHY6J8xUBIREREe0UcgbPagbfRg+6nc7aqpDiC+EdxuMtcv2hMCAgfEoY9prD7yUk8OCcYBuwRQeVQFk4hylsMhERERNRjEhU4dU5Ot5UQEXhrPMTnxSHRoGjMfhbCk8I5vdK5r8QNgqACrJqgcih76xHlPQZCIiIi6pFkW4ntudtWwrQERWPWB0VjyhQikyOwBhfu9tBk5VDjb5e1B7NyKFEhYSAkIiKiPUq2lYgKVHXutZUQT+AsceAsdgAPgAZCB4QQOiCUk8E2FcSI31YjDqiKDpVDc+xnS0T7hoGQiIiIuiUiMI0Gzio/SKmq3Fs58ho8xD6IQbb720P1II3I5Ah0eWFuh9ylcugIG7p/bq74EtG+YyAkIiKiLiXbSqzxABvQlbkVoCQmiC+Iw13p+hdEgMikCKyRVs6F2lSRqMC0GKhiBXtUUDCGlUOJChoDIREREe0il9tKiAjclS7iC+JA3L/MHmMjfEg4Zyui7qtk5dAQYA+3YQ2yoIty52dKROnDQEhERESd5HJbCbPNIDY3BtPg9xRUFQqRIyKwBhRm0RjxBGabgdIKepCGXWNDlzEIEtEOORkI6+rqcM455+Dcc8/FTTfd1OVt3n33Xfz+97/Hp59+img0ijFjxmDq1Kn46le/2uU2Edd18cwzz+Cvf/0r6urqYNs2Dj74YFx55ZU4+uiju/we27Ztwx/+8Ae8/vrrWLduHcrLy3H88cfjm9/8JkaMGNHlfVauXIn77rsPc+fORWNjIwYPHowzzjgDV111FUpLS3s/KURERCkgUYGzyoHX6EFX6JzZTiiuwFnswFniAAaABYQmhhCqDRVskZREY3mr2oI9xIYqz73zn0SUfjn3EdHmzZtxzTXXoL29vdvbPPHEE7jsssswZ84cHHjggTjqqKOwfPly/OhHP8INN9ywy+2NMfjBD36AH//4x1izZg2OPfZY1NbW4t1338Wll16K6dOn73KfpqYmnH/++XjooYfgeR5OOukkVFVV4bnnnsM555yDTz75ZJf7LFy4EF/+8pfx4osvYuDAgTjppJPQ1taGBx54AFOnTkVzc/O+TQ4REdE+MK0G8eVxmEbjt5XIkTDornfR/mo7nE/8MGgNtVB8RjHCE8IFGQbFCLwtHuAA9kgboXEhP9wzDBJRF3JqhfCTTz7Bt7/9baxatarb26xYsQI//elPUV5ejj/96U+YMGECAGDdunW45JJL8Pzzz+PEE0/EmWeembzPM888g5dffhkHHXQQHnnkEVRUVAAAZs+eja9//eu4/fbbcdxxx2Ho0KHJ+/zsZz/D8uXLce655+K2226DZflbUR544AH8+te/xg9+8AP87W9/g9Z+5nYcB9/5znfQ1taGO++8E1/60pcAANFoFNdffz3eeust3HPPPbj11ltTOmdEREQ9YbYFPQbbc6ethGk3iM+Pw6sPegoWK4QPD8MaxqIxukojNCxUsJVUiajncuJVYtu2bbj77rtx3nnnYdWqVRg+fHi3t/39738PYwwuv/zyZBgEgKFDh+LHP/4xAODhhx/udJ8HH3wQAPCjH/0oGQYB4JhjjsEll1yCWCyGxx9/PHl5fX09Xn75ZVRUVODGG29MhkEAuPrqqzFp0iQsXboU//znP5OXv/zyy1i7di2OO+64ZBgEgKKiItxxxx0oKSnB008/je3bt+/t9BAREe0Tb7OH+LI4JCZ+W4ksD4NiBM5SB+2vtPthUAF2rY3iM4phD7cLMgyKEXhNHiQmsPezEd4/zDBIRD2SE68Ujz32GP7whz+guroa999/P84555xubztz5kwAwOmnn77LdcceeyzKy8vx0UcfYfPmzQCAZcuWob6+HgMHDsThhx++y33+7d/+DQAwY8aM5GVvv/02jDE4/vjjuzz3l7jPW2+9lbwscf+uxlVVVYWjjjoKjuNg1qxZ3T42IiKiVBIROOsdOCscAH5biWwPU94WD9E3oojPjwMuoKs1iv5fESKHRXJmi2uqSUxgthjoMo1wbRih4SEouzDngoj2Xk4EwsGDB+O///u/8dprr+GUU07p9nabN2/Gli1bEIlEMHr06F2utywLY8aMAQAsWbIEALB06VIAwPjx47v8muPGjYNSCqtWrUIsFuvxfTp+j57cZ//999/lPkREROkinsBd48Jb5QFhQPfL7rcE4ghi82KIvhGFaTJACAhPDqPo1CJYVQVaQdQIzFYDaRfYw22Ea8PQFdn9cySi7JMTZwjPPffcHt1u48aNAICBAwd2+wnnwIEDAQANDQ2d7jNo0KAubx+JRFBeXo5t27ahsbERQ4cOTd6npqamR9+j4/fZ0302bdrUzaPrmVgsBs/z9ulrpEKi6M/uiv9Q73F+04vzm16c3/TqyfyKKzBrDKRBgDJAWQqI9dUI946IQNYJzEcGiPqXqeEKeqKGKTKIO/E+HU88Hu/0e6ZIXIAWQJUp6KEaXrkHx3EAJ6PD2md8fUgvzm96ZeP8lpSU7PE2OREIeyox+cXFxd3eJhKJAABaW1sBAG1tbT2+T+K2ie9TVFTU5e0Tlydu39v79MaiRYv26f6pVldXl+kh5DXOb3pxftOL85te3c2vchSKthQh1BKCV+xBWqVvB7YXrJiF8tXliGz3/x92Iy6277cd8fI40LCHO6fZpo379gFurwlgRS0oUYiVxxAvikPWCbAuM8NJF74+pBfnN72yaX4nT568x9vkVSBMVPTsCRH/P8COBWH2xBizV/dJ3D5xn45/39O4emvixIlZs0JYV1eHUaNG7TZsU+9wftOL85tenN/02t38SpvArDaQUgGGBiuDWUiMQJYJzBIDeAA0oPZXiNRGMMjqekdPX4nH49i0cRMG1QxCOBzu0++dXBWsUdBDNFCJrD/zubf4+pBenN/0ytX5zatAmCjwEo1Gu71N4hxgYvk0HfdJXN6x4ExpaSm2bt2a/Frd3acny7q7k1jNzBbFxcX7/Jioe5zf9OL8phfnN712nl+zzcBZ60DiAlWTvZVEvQYPsQ9ikO3+B6R6kEZkciTrKmaGw+E++z9XRCDNAniAtZ8Fe6gNFcnOn1+q8PUhvTi/6ZVr85tXgTBxPi9RQbQriTN6iTODift0PO/XUTQaxbZt26C1Tp7z29N9dv4eiT9v3boVDQ0NGDJkSI/uQ0RElApeowdnlQNxxG84n4WrShITxBfE4a50/QsiQGRSBNbIwu0pCPjFdGSbQJUq2KNt6Ors/PkRUe7Kro/b9lFlZSVqamrQ3t6O+vr6Xa73PA8rVqwAANTW1gLYUfVz2bJlXX7NxOUjR45MfhLY0/skvkfH+3z22We7vU93VUiJiIj2lojA3eDCWe74Z8+qsi9ciQiclQ7aXmlLhkF7jI2SM0pgjyrMnoKAPy+m2UCaBbpGIzw+DKt/9v38iCj35VUgBICTTjoJAPD3v/99l+veeecdNDc346CDDkquxI0cORKjR4/GunXr8NFHH+1yn1dffRUAcPLJJycv+9znPgetNd5+++0ut42+9tpru9xnd+NqamrCe++9h0gkgmOOOaaHj5SIiKh7Yvy2Em6dm7VtJcx2g+iMKOLvx4E4oCoUik4tQuTISN5vidwdcQWyRaAshdDYEEJjQlBFhTsfRJRe2fe/wz664IILYNs27r//fixcuDB5+bp163D77bcDAK6++upO97n44osBAD/60Y/Q2NiYvHz27Nl47LHHEA6HcemllyYvr6mpwec//3ls2bIFt9xyi1/mOfDggw/iww8/xPjx45MhEABOO+00DBs2DDNnzsRf/vKX5OXRaBQ33XQT2tracN5556G6ujol80BERIVLeQqm3sCr96BKFXRJdv13L64g/lEc7a+1wzQYwAJCh4ZQfHoxrAGF2VMQCFYFWwxkm0AP1AiND8EayFVBIkqvvDpDCAATJkzA9ddfj7vvvhvnn38+pkyZgkgkgvfeew9tbW2YOnUqTj/99E73mTp1Kt5++23MmDEDp59+Oo466ig0Nzfjgw8+gIjg7rvv3qV/4E033YRFixbh+eefx5w5czBx4kSsXLkSS5cuRWVlJX71q191egEvKirCXXfdhSuuuAK33HILnnrqKQwfPhzz58/Hpk2bMHHiRFx//fV9MkdERJS/pE1QtLkI0i5QAxRUKLvChLfBQ2xuDNISVPseaiF8eBi6NLtCa18T1z8riCIgNDYEPUBnbeEfIsoveRcIAeCKK67A6NGj8b//+79YsGABlFIYO3YsLrzwQpx99tm73F5rjd/+9rd4/PHH8eyzz2LWrFkoKyvDcccdh6uvvhpHHHHELvcZOHAgnnrqKUybNg1vvfUW3nrrLQwaNAhf/vKXcc0112DEiBG73OfII4/E9OnT8bvf/Q7vv/8+li1bhuHDh+O8887DZZdd1qkqKRER0d4QR+BucmFWG4RaQ35biSwKgxIVxObH4K32WyOpYoXw4WFYw7gCZloNEAX0AA17mJ11K7pElN+U7GvjO6IutLW14ZNPPsEBBxyQU2V3cwXnN704v+nF+U0tEYHZYuCuc2GaDRzbwdrNazF8xPCsaEUkInBXuIgviAMOAAXY42yEDw5nVWDtqVgshjX1a1Iyv+IJZKsAEcAeasMaZBX8qiBfH9KL85teuTq/eblCSEREVAhMi4G73oVpNIANvyWBkz2Bwmw1iH0Q88cHQFdphI8Iw6ou3HOCCabNAO3+z8webhf8llkiyhwGQiIiohwjcX97qLfR86tzlmfXWUFxBc7HDpwlfrsL2ED44DDscXbBr4CJF5wVDAHWKAv2IBvKKuw5IaLMYiAkIiLKEWI6bA9tMX4F0SxrJ+GucxGfF4e0BkVjhlsIHxbmuTgApt1AWgVWteWvCpZxTogo8xgIiYiIcoBpNnA37LQ9NItW20y7QXxeHN6aoGhMiV80xh7GtxpiBGargbIV7JE27MFcFSSi7MFXaSIioiwmcYG7Mdge6gbbQ+3sCRNiBO5yF/GFccAFoIBQbQihg0JZtY01UyTq9xbUVRqhYSHocq4KElF2YSAkIiLKQmIEpjEoGtNioMs0VHl2BSyvyUP8gzjMlqBoTHVQNKaKRWPECMw2A6UV7P2CVcEsCvJERAkMhERERFnGbA+C4BYDhAHdX2dVrz5xBPFFcbifuX7RmBAQPiQMewyLxgCAxASm2UBXaISGh6AruCpIRNmLgZCIiChLSKzD9lAPUBXZtT0UANy1LuJz45D2oGjMiKBoTDFDjxiBbPfnxR5uwx5ic9ssEWU9BkIiIqIMEy/YHrrOhWkLtocWZVeQMG1B0Zi1QdGYUoXw5DDsIXwrAXRYFewX9BWszK5VXSKi7vBVnIiIKIPM9iAINmXp9lAjcD9zEV/UoWjMhBBCB4aybvUyE0SCVUED2MOCVcEw54WIcgcDIRERUQZITOBu8LeHihF/RSnLWhF4jUHRmK1B0ZgBGpEjIjwTF5C4wGz3V3Tt4TZ0VXaFeSKinmAgJCIi6kPiCczmoGhMm7/FUEeyK2BJXBD/KA53metfEAbCh4Zhj7YZeABAAGkWiCWwh9iwh9pQEc4LEeUmBkIiIqI+kNha6K4PtodGsnB7qAi8NR7i8+KQaFAcZaSN8KRw1p1pzBSJCUKtIahBCqExIejq7PoZEhHtLQZCIiKiNDNRA2+9B6/Bg0h2bg81LUHRmPVB0ZgyhcgREVg17CkoIn5AbgWggGhlFHqcZr9FIsoLDIRERERpIp7Aa/Dgrfcg7QLVT2Xf9lAjcJY4cD52AA+ABkIHhBA6IJR1obWviQikTfyfXZGCNcKCVWIhVhfjFlEiyhsMhERERCkmIjDbgnOCWw1UkYLqr7Jua6G32UPsgxhkm789VA/SiEyOQJdnV2jta2KCIBgV6GINa6QFq78FXaThtDmZHh4RUUoxEBIREaWQaTfwNnjwNnkQZOf2UIkL4gvicFcERWMiQdGYUYVdNEaMQFoFEhPoUg1rtAW7mgVjiCi/MRASERGlgLgCt8GFt8ED2gFVrqDD2bXSJiLwVnuIzY8BMf8ye7SN8KHhgg494vlBEI5/djI0PCgWEyrcOSGiwsFASEREtA9EBGZr0Fx+m4Eqzs7toabZIDY3BrPR7ymoyoOiMQMLtzCKuAJp8ZvKq34K9sigl6CdXT87IqJ0YiAkIiLqJdMWnBPcbAAFP0xk2/ZQT+B86sBZ7AAGgAWEDgwhNL5wi8aIIzAtBkoUdIWGNcjKyq29RER9gYGQiIhoL4krcDcF20Nj/uqSCmdfmPA2BUVjmv2iMdZgC+HJYeiy7NrK2lckHmwNBWBVWn4QrNBQOvt+dkREfYWBkIiIqIdEBKYpWBXcHmwPrc6+7aHKVfDmeXBX+0VjVJFC+LAwrBFW1o21L0gsCIIa0NUa9iAbqjz7fm5ERJnAQEhERNQDptXA3RBsD9XB9tAsW1kSEZhVBgMXDYR4/kqYPdZG+JBwVq5gpptEgyBoA3qghj3Q9ldzGQSJiJIYCImIiHZDYgJ3c7A9NO4XY8nG6pNeg4f4/DhMk4GGBsqBoiOLYA0orKIxIn7/QLQCiADWEAvWAAuqlEGQiKgrDIREREQ7EfFXlrwtHrzNHiQqUCUKun/2nb0zLQbxBXF4azz/AhvYPng7qg6vglVcOGFQRCDtfkN5VaRgjQiayZdk38+MiCibMBASEREFxAjMNgNvswez1QAugBJA99dZt7okjsBZ7MBZGlQPVYA9xobUCto2taFaV2d6iH1CjB8CJSrQxRrWyCAIFjEIEhH1BAMhEREVPHGCYjENLqRZIBDoMp2V5+7ECNyVLuIfxZPN5XWNRmRSBLpSIxaLZXaAfUSMv4orMYEu1bBGW7CrbahI9v3MiIiyGQMhEREVLNNm4DV5MA0Gps1AhRVUhYK2snN1ydvoITY/BtnmF4xR/RTCk8KwhhRO9VDxgkIxDqBKFezhNqxqKyvPdRIR5QIGQiIiKigiAtku8Bo9eE0eJO6fOdPV2Vc1NME0G8Q/jMNbF5wTDAPhg8Kwx9lZO+ZUE1cgLQJ4fhC2R9p+pVe7MB4/EVG6MBASEVFBEDc4H9jgwWwzgMAvFNMvO1cDAb+RevzjONzPXEDgnxMcZyN8ULhgtkaKKzDNBkoUdIX2m8lXaiirMB4/EVG6MRASEVFek5jA3eLCNBh/q6EFqLLsbB2RIEbgLncRXxQH4v5l1hAL4Ulh6PLsDbCpJE4QBKFgVVmwBgZBsEBWRImI+goDIRER5Z0u20YUKagqlfWBwl3vIj4/DmkOzglWKEQmRWANLowWEhILzghqwOofBMGK7KvySkSULxgIiYgob3RqG9FkAA9Z2zZiZ2ZbcE5wQ3BOMAKEJ4ZhjymMc4ISDYKgDeiBGvZAG6ofm8kTEaUbAyEREeU8iQvM1g5tI5TfiiAb20bsTGKC+KI43OXBOUENhPYPIXRgKCfGvy/E+M3kEQUQBqzB/oqgKmUQJCLqKwyERESUs5JtIzYZmPbsbxvRkXgCd5mL+MdxwPEvs4ZZCB8azupCN/tKxG8iL+0CBQVVrKBHaFjVFnRJ/j5uIqJsxUBIREQ5pVPbiC2eX3SlGFndNqIjEYG3zkP8w7jfRgGArtQIHxaGNSh/zwlKXCBtAnH985x2jQ1dqaH7sXUEEVEmMRASEVFOENffFupt7tA2olRBledOmPCa/CBoNhkAgCpSCB0cgj0qP88JiuuvBEpMoEIKulzD6m9Bl+uCaZtBRJTtGAiJiCirSVTgNu3UNqKfyqlVJdNu4Cxy4K5w/Qs0EBofQuiAUFa3v+gNMf6WULQDUH5ot4ZYsCosqBKeDSQiyjYMhERElHVEBNIStI1ozK22ER2JJ3CWOnAWO0CQBa0RwTnB0vw5LyciQNw/06mMgipS0MO0HwL75dbPjIio0DAQEhFR1hCvQ9uIrbnVNqIjEYG3xkN8Qdxf1YR/xjF8WBjWgPw5JyhOsCU0LlARBava8ovDlOu8W/kkIspXDIRERJRxybYRm1xIS261jdiZt8VDfH4cZnNwTrBYIXxIGNZIK6dCbXfEC1pFxJDcvhsaEYIqV9DF+bPqSURUKBgIiYgoY0xr0DaiIffaRuzMtBk4Hzlw6xJ7Q4HQhBBCE0I5dd6xK4lWEWj3/65KFHSNhlVuQZXxXCARUS5jICQioj4lIrDaLXh1HuJtcb9tRA5uC00QV+AsceB84vhbXAHYI22EDgnlfF+9ZKsIzz/DadVYfquIcg1l5d7PioiIdsVASEREfUKMfz7Q1BuUbiiFiEBV5lbbiI5EBN4qD/GFcX8LJfxQGz4sDKt/7p4T7NQqIqygK/SOc4FsFUFElHcYCImIKK0SQdDb6PcPlLjAi3h+GMzRgOFtDs4JbgnOCZYohA8NwxqRm+cEO7WK0H6rCHuoDV2hoYq5JZSIKJ8xEBIRUVqICRrJb/IrhooS6H4aylOQZsn08HrFtBrEF8bhrU7sDQVCB4QQGh/KuS2UIn5hGNNmoERBFQetIiqDc4FsFUFEVBAYCImIKKV2DoLQ8CtQ2sF5Oi+z4+sNcQTOJw6cpR3OCY62ETo4lHOVNcUJzgU6QauIgRasKssP62wVQURUcBgIiYgoJcTr0DpimySDYC5X2JSYwF3twlns+FsqAehBGuFJYVhVuXNOMNkqIgrABnQ/Dau/5Qf1otwKtERElFoMhEREtE/EE5imIAhuD4Jghcq5LZQJpt3AW+vBrXdhGgwQ7G5VZcE5wWG5cU5QRGDaTedWESM1rAoLqpTnAomIyMdASEREvZIMghuDIGjnbhA0bQbeGg/umiAEdqCrNOxRNuyxdk48NnEFdpsNbAXQD7AGB60i+rFVBBER7YqBkIiI9op4ArOlw4qgDb9iaI6FDdMahMB6F6ZxpxBYrWGPsGENt6DLcmNLpXjiF+uJAU6JAz1aI1ITgQrn1s+FiIj6FgMhERH1iLgdVgSbBQjlXhA0LQZuvQtvjZdsGZGgB2jYw4MQWJobIRAIWka0ChD3z2xawyy0r2+H7q8ZBomIaI8YCImIaLfEDVYEN7qQliAIVuVOWwKz3cBd48KrD6qeJihAD+wQAnOtWqgE1ULbBbrMX9HU/TW8mAdsyPToiIgoVzAQEhFRl5JBcIPrr0CFcyMIighku8Ctd+GuCSqeJii/Sqg93IY93IYqyu7H0h3TbiCtAl2sYY22YA+w2TKCiIh6hYGQiIg6EUfgbfHgbfRgWgxURGV9EBQJeh8GZwI7Nb7XgFVjwRpuwR5mQ0Wy93HsicSCc4IRwN7Phj0wtx8PERFlHgMhEREBCIJgYxAEW/0gqKt11gZBEX8FM1EdVFp2CoGDO4TAHD9LJ04QBC3AGmLBqrGgS3JriysREWUnBkIiogIncYHb6MJsMjBt2R0ERQSmcUdhGGnrEAKDsGQPt2ENtfJiC6W4AtNsoKCg+2vYg23ofgyCRESUOgyEREQFKhkENwZBsEhBV2VfEBSzUwhs7xAC7SAEjrBhDc6PEAgElUObBfAAq9LyewlWaDaTJyKilGMgJCIqMBLbaUWw2F99yqawIUZgGoIQuNaDRHcKgcOClcDBFpSdPePeV51aSPRT/opglq7WEhFRfmAgJCIqEMkguNHAtGdfEBQj8DZ6/pnAtS4Q63BlCLCH2bBG+Ofncqn3YU+I+O0jpE2gS/0qqLq/zquwS0RE2YmBkIgoz0m0w4pglgVB8YIQWO/BXecC8Q5XhjuEwEH5FwITJCp+NddiBXuU7beQyPEiOERElDsYCImI8pSJGnibPXgN/rk7VZIdQVA8QWRrBN5GD20b2wCnw5UR+D0CR9jQA/N7q6TEg3OCYf8xW4Ms6CIWjCEior7FQEhElGdMu/HbR2zyz95lSxA02wyc5Q68lR6q3CoI/HOBqlj5ZwJH2NAD8jsEAkELiRYBVNAfscaCLmUQJCKizGAgpLSQVkHxpmKYAQZmoL8VKtNvRonynWnvsCIYk6zYGiqewFvrwVnmwDSY5OVeyIO9n43IqEjGx9hXxAtWBAXQ1Rp2jQ3Vj6+NRESUWQyElB5xINQcgqkziDfEoUs1dLWGLtNQJXwDRJQqYvzVJm+rHwQRA1DqB45M/jszLQbuChfOCmdHcRgFWEMtyH6CDbENGL7fcFgRK2Nj7CuJnxEcQFdqv4VEZWGEYCIiyn4MhJQ+ClDVfvgzLQZekwcVUlBlClaVBd2P4ZCoNxKtCbxmD6bR+M3ZDYASQJVl7t+UGIG33oO73IW33kterooV7DE27DE2dIlGLBYD6jMyxD4l4v+cJCrQ/TTskUELiTwtjkNERLmJgZDSToVVsmKexP03SM5WB8pmOCTqqUS4MM0G3hbP71XnAoj4/eoy2Z7AtPurge4K1w+nAV2jERoXgjXUyvtzgR11aiFRomGPsWENyK9+iURElD8YCKlPdQqHThAOmzqEw2rL31ZaynBIJOKHimQIbBGIJ/6/o1IFFcrg2UARmE0GzjIH3loPSOTAMBAaHYI91obuV3iFUiQaNJaPAPbIoIVEhK9lRESUvRgIKWNUaMcbWnH8N75drhwyHFIBSawumWYDs8XAtBiIsyME6lBmQ5bEBG6dC2e54xdICej+GvY4v11EIW6JTLaQCPnnJK1BFnRx4QViIiLKPQyElBW6DIfbHCgreBNcpWGVW/620gLaekaFQcQ/ZybNAm+L54fAeBACixV0RYZDoAjMFgN3mQu33gUSxwPtYBVsrA2rKv+Lw3RFXIHZbqC0gh7kVw7VZQyCRESUOxgIKevsEg6jAq/Og2d7O8JhP8tfOWQ4pBxmogayXeA1BSEwJv7zv1hBl2c+VIgjcFe7cJe5MFt3tIzQFcFq4Eg7o9tWMynZQsIAVpUFe7ANVc7dDERElHsYCCmrJcNhvy7CYYmCrmY4pNwiMX9FydvqwWwPVgItPwRmskJoR2ar30DerXP9wjUAoAF7P381sFD6BnYlUeEVcUCVK9iDbegqzdcfIiLKWQyElDM6hUPXP2flrfLg6Q7hsJzhkLKPxILCMNs8mK1+CIQGdInOmhAonsCr9+Asd2A271gNVGUKobEh2KMLuzhKosCPtAt0mYY9IgjGBXhekoiI8gsDIeUkZSuofsG20kQ4XL1TOOxn+W+2GQ4pAyQehMCtHsw2A8QA0QJdnD0hEAgayC934azcqYH8MAuhsSHomgJeDXQF4virgeL4PztrtOVXDi3QrbJERJR/GAgp5+0SDqPdhMNSxU/zKa3ECaqDbvODIKKAKPG3g1YraJX5c4FA0EB+XdBAfsNODeTHBg3kC6xCphgBnKBaaNyvnqosf1eCqlDQ/TSsaqugV0mJiCg/MRBSXkm0rEDZTuFQdbFyyHBIKSDujhBomoxfLTQRAqsUtM6eYJVsIL/chbTvaBlhDbZgj7NhDSmMBvIiArhIrv7BA6AAhABVpGANtPztvEXK/8WG8kRElMcYCClvdQqHXrCttJ7hkPaduALTYmC2+70CJRqEqyJkXQgUEZiNfpGYTg3kIx0ayOd5mwQxwbbPuL8KCACwABUJVm7LtL+Vt0gBYRTsFlkiIipMDIRUEJS1m3BY7IdDXab9lQDLvz0s+H/mm0NC8LxpEXjbPT8EtncIgZXZd1ZVYgJ3ZdBAvqVDA/kBGqFxIVjDrbz8IEQk2PrpBFs/TfBvOAy/bU2/HeFPFfHDICIiIgZCSjkRgak3CLWGIK4AkUyPqLNdwmFU4K3x4MHzt41p+EFQK//PoR0VTlXYvywRGBMBsmOIzLZgQL0nXtAiomMINPBDYEX2hQkRgWns0EA+USzUBuxRtl8kpjK/VgPFC4JfHDtaZIQAFVawBlnQpR3CXzi7fl5ERETZgIGQUs5b78F93UUFKuCt8dBe2Q49QMMaYEEP0NAl2fOGVFkKqlQBpf7fxQRv+I3/RhMGQDsgrZK8TkFBIFBQOwJk8EvpIBSGgxYZoWDrascVx51XITVXIVNFJPiZSedf3V0OCX7mO11m2g0iTRGYpQZxJ+5fXuT3ncu2EAgEDeRXBQ3kt3VoIF8ZNJDfLz+qYiYLv3Rc/bP8oKfK/eJSydW/SPat2hIREWUjBkJKOWuABT1ew1nuwHItmCa/2Ib7mf/xvSpRnQNiRfY0dU6uCsIPfnuSDBoe/BCZeMMak+TflXQIkECXARJ2ECLDapfA2NVq5L4SkQ5/2en3Xv5ZEhd0dZuOv+8miCVCm4jseltvx20S4bxjgE+uhu18/52+7y6XJ/+44y/G8QOhlElWrgQCfmj11nn+r42ePz8AYAH2CBv2OBu6OrdbRojbYfUv8fjC/tk/a4C1I/wVs/ALERFRbzEQUsqpsIJ9nI1NahNq9quB3WzDa/BgNvuVGKUtqPy5OniHFwKs/taOkFitc2Y1Q6nOIW1PITIZIBOrkImg4wSrkJ4fIAHsugqZWE3UCp7noXhDMTzbQzwS3xGAkt8o+N3sdFnH2+x8253+LJ3/0vWf93T9zrftQRjbeQ4F4s9BcLFSasffO/7Cjj8nP2DYzW2gul+ZdWMu3BY3q1qViAjM1iAErvVgmkyn61W/oIH8qNxsIJ8s/OIEH6qI7Fj9q/ILv6hiBV2kgQhX1YmIiFKFgZDSSpUo2FX+ljUg6NPWaOBt9uBt9mAaDeAA3gYP3gYPDhxAAbpC+wFxYPZtM90XexsggV1XwcT4qyZ2zIa0CozbORjs8iW7+hbd3aZD6NplbHv6uj39vnsIY7SDeAJvk5dcCZS2zglbV2tYwyzYQ21/JTOH5lR5yv9wqM3rXPilWEEPCgq/FLPwCxERUboxEFKfUiEFa7AFa7CfiMSI379tsx8SzWZ/BdFsNTBb/eIYQHZvM023jttYAT9EKkvBK/L8M1OR/AjL5JOowF3v+iFwg7ejUAoAWH7PQGuoBWuIlVPN40WCFcCoQNoEOq6hLAW72varfxb5ARAhflhARETUlxgIKaOUVrCqLFhVFkL7hwAApq1zQDRbu9hmagO6vx8QrQEWdP/c2WZK1JGIQJoF7lo/BJrNO20FLVJ+ABxmwRpk5dRZuWQIbBeIK1DhoO3DII3WUCv0BI1QWSjTwyQiIipoDISUdXSJht5Pd95mumVHQPQ2+6smZqPxG27vvM00sYpYmjurJ1RYxAhMg4G7zg+BHfsEAn51UGuYvxKoq3KrMIyIADG/6A08vwCMrtSwKi2ofv4WULfdhdlsCmaVn4iIKJsxEFLWUyEFq8aCVbNjm6lslx3nEDcb/yzdzttMi3faZlpZONtMKftIXOBt8PyVwPUe4HS4UgPWoGAr6FAr5z7MECOQmN/TUxkFRACr2kqGQF2UW4+HiIiokDAQUs5RWkFV+qsOoXHBNtP2YJtpQ4dtpu0Cr96DV7/rNlM9QMPqb3GbKaWVaTHw1npw17kwDaZz1dUIYA+x/ZXAmtx7LiZDYHtQGTfit5yxKizofjonK50SEREVIgZCygu6WEOP0LBHBNtM3R3VTM1mA6/RX5FJbDMF0HmbaX8Lqlz51UxZ0p56SUywvXmdvxIo2ztvBVXlCvZQ218F7J97K9Zi/FVARAFIcL6xxoIu134IDOfW4yEiIiIGQspTyt5pm6kIZNuet5n6d8aOcvfFnX/pYg1V4l/HaogE+GdcvY1+b0B3vQvEOlypAD1Q7wiB/XJv66R4QQgMHpcqUtCD9Y4QmGMrm0RERNQZAyEVBKV2s8006IcorcEbXwGkTXbp+bYLC7uGxeJdQyR7qOUf02aSvQG9jX4fvaQQYA3xewNaQ6ycXDVLhsAo/A9IihT0UD8A6n46pyqdEhER0e4xEFLB2nmbKbBjS5y07/rLtJvkn+EA8ABpkWSFSA9e198o0Wy7u8BYrKAiKue2DxYSEYFpCkLgWg9m606tIUr91hD2MBt6YO5tBQX8bdbJlUAV9P4cHoTAMoZAIiKifMVASNSB0gqqRAElu7+duLsPjMngaOD3YYsLvG3dBEYguQrTXWBMhMlMbVMV8VdOO/1C5793us1O1yUvUzv96nCZUqrLy3e+rM8evwHMBoNYQ8xvDdG+U2uI/n5rCHuoDVWucnL7cOJ5jBj8Fe8SBT1Iw+pnQZVxdZuIiKgQMBAS9YKyFVQ/BfTr/jYdm3Inw2LU34ra6ffENtVEiNydYJuqRARV8Sp4qzy0q3b/OoNdwlhKgtwehpQRO4fF7sLlbm7bKYDudFsjBoOaBsEYA5PYD2oB1mC/LYQ91PbPkeYgcTqsBNrB6vXgDiEwB1c3iYiIqPcYCInSRCm/FH+iMXd3Opbv391WVcSR3KaKFiCCCKRZINmU2LoKXx3zRapC5x7u05M52dNtNDRQBNjDgtYQg6ycXTGTePDhQ1z8DzNKFfSQIASWMgQSEREVMgZCSiuRLAorWUppf1soind/u8QZL2kXxJvj2NKwBdUDqhEKhboNYgpq9yFt562aPV1N625Vbh8knyvdhcWdVzS7u63s5muhi9t1cbnjONjUsgk1tTWIFEX26XFlisSDDxUcgQr5IdAebvvnAUtzc4srERERpR4DIaWHBsQSYCvghTwoKIj2Vydgw19psZCzKy6ZoGwFVaaAMkCXa0RNFHq4hh3Jj3/GyYCyh6eE2tMNUsCLeXDr3ZwKTR23KIsrUGHlF4SpCorClDAEEhER0a7y450kZZ9yoHVwK6zRFsJ2OHluyUSN/6Y1JoDrb5cE/O17yg5CYvA7LHArG9FuiBdsN475BYxUWEFXaFhVwXnAYoZAIiIi2j0GQkoLpRRMxEBVKFglVqfrxPPbNojjb2eDA5i4SRZYETcoeOH5xT0UFER1Exj5ZpcKSOK8KWL+FmJl+S1LrIF+03tVpvxqtfx3QURERD3EQEh9LrldtEOVRgt+aBQRv3CKE2x/C0JjYhUkURgDHvy2AEFgTAREbkelfJLcBhoLel8qABH420DLNXRJsBWUz3UiIiLqJQZCyipKBWcM7a6LrIjsurrI7aiUL5LP71hQVRYAwoAu1f5qe6nlB8AQn7tERESUGgyElFOUUkDYPyvVlZ23o4ojO0ru72k7aofVRW5Hpb4ibodzgAK/ImiRgq7xVwB1qfaf83w+EhERURowEFJe6Wo7aoJIsHLo7BQaE1tRY8GqYzv8wAizozqqxcBIqbFLIRjLD4DWYGtHNVAWgyEiIqI+wkBIBUMpBYTQ7Xa7LrejJlZv2oOVxsT5xZ0Do93h3CIDI3UgZqdzgBpQEQU9IGgMX6L8X9zCTERERBnAQJgBK1euxH333Ye5c+eisbERgwcPxhlnnIGrrroKpaWlmR5ewdrjdlSzY4Vx58Bo2oPziz0JjDb8UMDAmJeShWDiwTlABf8cYLmGruhQCMbmz5+IiIgyj4Gwjy1cuBCXXHIJ2tracOihh+Lggw/GvHnz8MADD+Ctt97Cn//8Z/Tr1y/Tw6QuKN3LwNix4E082JLaoUIqA2PuS2w9RhyAwH+eFCvowf4ZQF2iu33eEBEREWUSA2EfchwH3/nOd9DW1oY777wTX/rSlwAA0WgU119/Pd566y3cc889uPXWWzM7UOqVHgXGREjseI5x5xXGrs4w7hQYRWSvx9fpPh3v3t2fe3m7XcbW8a8qCLra/zMUkn/OpQAs7o5iRZDgHGCxvw1Ul2qoUr8/YC49JiIiIipMDIR96OWXX8batWtx3HHHJcMgABQVFeGOO+7AKaecgqeffhrf/e53UV5ensGRUjoorYCIf36sK8nAmFhhTKw27rzC2AYgCtitNqRJ4IU8/+tjD+Gju6tVN9d3dXl3t+nwZ7XjD7vexgSBUfw/Q3b8SgRJgfhfQwWXK9lzkOzw98SfUxnGum0IX7NTIRieAyQiIqIcw0DYh2bMmAEAOP3003e5rqqqCkcddRRmzJiBWbNm4cwzz+zr4VGG7U1g9Jo9tKMdeoxGuDjc4Yt0/XuncNTNbboMfh1+T4a0PX2d3V1ndvwSI13/XTr/Xbwd5zLFC1qHeEjeduf7dRUw/SGoHX/Xuw+S4giUoyDNAtNi2BCeiIiI8hYDYR9aunQpAGD8+PFdXr///vtjxowZWLJkCQMh7aJjYFRawSlzoKs1rBIr00PruaACK9CDFc09EOlZoOx0vQQB00UybCYDpodkwFSOgjZ+6LMGWWwIT0RERHmLgbAPbdy4EQBQU1PT5fUDBw4EAGzatKnX3yMWi8HzvF7fP1Xa29s7/U6pxfntRsftpHup41bWeFscLaoF8eFxWCUWHDh+ywgntcMtVHz+phfnN704v+nF+U0vzm96ZeP8lpSU7PE2DIR9KPHkKCoq6vL6xOVtbW29/h6LFi3q9X3Toa6uLtNDyGuc3zSygbpVdZkeRV7j8ze9OL/pxflNL85venF+0yub5nfy5Ml7vA0DYR+yLAvGmD3erjcVJBMmTpyYNSuEdXV1GDVqFIqLizM9nLzD+U0vzm96cX7Ti/ObXpzf9OL8phfnN71ydX4ZCPtQaWkptm7dilgs1uX10WgUQM+WdrsTiUR6fd90KC4u3qfHQ7vH+U0vzm96cX7Ti/ObXpzf9OL8phfnN71ybX57cdKGemvQoEEAgIaGhi6vT5wdTNyOiIiIiIgonRgI+1Ciuuhnn33W5fXLli3rdDsiIiIiIqJ0YiDsQyeddBIA4O9///su1zU1NeG9995DJBLBMccc08cjIyIiIiKiQsRA2IdOO+00DBs2DDNnzsRf/vKX5OXRaBQ33XQT2tracN5556G6ujqDoyQiIiIiokLBojJ9qKioCHfddReuuOIK3HLLLXjqqacwfPhwzJ8/H5s2bcLEiRNx/fXXZ3qYRERERERUILhC2MeOPPJITJ8+HZ///Oexbt06zJw5E/369cO1116LRx99FKWlpZkeIhERERERFQiuEGZAbW0t7r333kwPg4iIiIiIChxXCImIiIiIiAoUAyEREREREVGBYiAkIiIiIiIqUAyEREREREREBYqBkIiIiIiIqEAxEBIRERERERUoBkIiIiIiIqICxUBIRERERERUoBgIiYiIiIiIChQDIRERERERUYFiICQiIiIiIipQDIREREREREQFioGQiIiIiIioQDEQEhERERERFSglIpLpQRAREREREVHf4wohERERERFRgWIgJCIiIiIiKlAMhERERERERAWKgZCIiIiIiKhAMRASEREREREVKAZCIiIiIiKiAsVASEREREREVKAYCImIiIiIiAoUAyEREREREVGBYiAkIiIiIiIqUAyEREREREREBYqBkIiIiIiIqEAxEBIRERERERUoO9MDoNywcuVK3HfffZg7dy4aGxsxePBgnHHGGbjqqqtQWlra66/b1NSEL37xizjkkEMwbdq0FI44t6RyfmfOnInHH38cixYtQktLCyoqKjB58mRcccUVOOSQQ9L0CLJbKuf3lVdewRNPPIHFixfDGIP99tsPZ555Ji699FIUFxen6RFkt3S9PgDAXXfdhYcffhjXXnstrrvuuhSNOLekan7r6+tx2mmn7fY2s2fPRnV19b4OOaek8vnb2tqKRx55BK+++irq6+uhtcaBBx6ISy65BKeffnqaHkF2S8X8XnTRRXj//ff3eLthw4bhrbfe2tch55RUPn/ff/99/OEPf8CCBQvQ2tqK/v3749hjj8XVV1+NkSNHpukRZLdUzu/s2bPx8MMPY8GCBYjH4xgxYgS++MUv4oILLkBZWVmaHkHPKBGRjI6Ast7ChQtxySWXoK2tDYceeigGDx6MefPmoaGhAbW1tfjzn/+Mfv367fXXbWtrw1VXXYU5c+bg1FNPLdhAmMr5/dWvfoUHH3wQSikcdNBBGDx4MFasWIEVK1bAtm387Gc/wznnnJPeB5RlUjm/v/nNbzBt2jRYloXJkyejrKwMCxcuxObNmzFu3Dg88cQTqKysTO8DyjLpen0AgHfeeQeXX345RKRgA2Eq5/fVV1/Ft7/9bYwbNw4HHHBAl7e57bbb9jnE55JUzu+mTZtw6aWXYvny5RgwYAAmTZqExsZGzJ8/HwDwox/9CBdddFE6H07WSdX83n///Vi+fHm317/55ptoa2vD5z//edx7772pfAhZLZXP3+nTp+Pmm2+GiGDixIkYMmQIPvnkE6xZswYlJSV4+OGHcdhhh6X5EWWXVM7vQw89hHvuuQcAMGrUKIwdOxbLly9HXV0d9t9/fzz00EMYOnRoOh/O7gnRbsTjcTn55JOltrZWnn322eTl7e3tcvXVV0ttba3ccsste/11V69eLV/5ylektrZWamtr5Rvf+EYKR507Ujm/c+bMkdraWpk0aZLMmTOn03VPPvmk1NbWysEHHyzr169P5UPIaumY3yOOOEI++eST5OWtra1y+eWXS21trdx6662pfghZLV2vDyIijY2NctxxxyVfI+69994UjTp3pHp+f/nLX0ptba08+eSTaRht7kn1/F555ZVSW1sr3/72tyUajSYv/+c//ykHHXSQHHjggXz9ldS8PnT01FNPSW1trXzhC1+Q1tbWff56uSKV89vY2CiHHnqoHHDAAfLaa68lL3ddV376059KbW2tnHnmmal+CFktHe8fxo8fL48//njycmOMPPTQQ1JbWysXXHCBGGNS/TB6jGcIabdefvllrF27Fscddxy+9KUvJS8vKirCHXfcgZKSEjz99NPYvn17j75eNBrFQw89hHPOOQcfffQRRowYka6h54RUzu/TTz8NALjiiitwxBFHdLpu6tSpOPHEExGLxfDaa6+l9kFksVTO73PPPQcAuPzyyzFhwoTk5SUlJfjWt74FAHj77bdT/AiyW6pfHzr64Q9/iKamJhx++OGpHHJOSfX8Ll68GAAwceLEtIw316RyfhcuXIh//OMfGDlyJH7xi18gEokkrzv++OPxpS99CYMGDcKCBQvS8liyUTpfHxKWLl2K22+/HZFIBP/zP/+DkpKSVAw9J6Ryfj/44AO0t7dj0qRJnbY2W5aF7373u7AsC8uWLcOWLVvS8liyUSrn98knnwQAfPnLX8aFF16YvFwphSuvvBLHHXccPvjgA8ycOTPlj6OnGAhpt2bMmAEAXZ59qKqqwlFHHQXHcTBr1qwefb1XXnkF99xzT3L74jXXXJPS8eaaVM5vUVERamtrcdRRR3V5/ZgxYwD425oKRSrn97bbbsP//d//4fzzz9/lOs/zAAC2XVjHslP9+pDwxBNPYMaMGfjmN79Z0OEl1fP78ccfIxQKoba2NqXjzFWpnN//+7//AwBccsklCIfDu1x/++23Y8aMGfj85z+/j6POHel6fejotttuQywWw3XXXYdx48b1+uvkolTOr9Z+HGhoaEj+f5awbds2eJ6HUCiU8XNufSmV87tkyRIAwKmnntrl9UcffTQAMBBS9lq6dCkAYPz48V1ev//++wPY8WTfk8rKSlxzzTV4/fXX8dWvfjU1g8xhqZzfW2+9FS+++OIuq4MJiU+mhwwZ0puh5qRUzq9t2xgzZgwqKio6Xb5hwwbcddddAICvfOUr+zLcnJPq1wcA+Oyzz3DXXXfh8MMPx9e//vV9H2QOS+X8rlu3Dk1NTRg1ahT++te/4stf/jIOO+wwHHXUUfjmN7+Jjz76KHUDzxGpnN9FixYBACZNmoS2tjY899xz+MlPfoJbbrkFTz/9NGKxWIpGnTvS8frQ0QsvvIAPPvgAY8eOxaWXXtqrr5HLUjm/RxxxBEpLS7F69Wr84Ac/QF1dHaLRKBYuXIhrr70WgF/Yp6sPO/JVKuc3EbK7O2+Y+DB5xYoVez3OVCmsj7Npr23cuBEAUFNT0+X1AwcOBNDzVadTTjkFp5xySmoGlwdSPb/deeuttzBv3jyEQqE9VhnMJ+mc31/84hf48MMP8eGHH0IphSuuuAJXXnll7webg1I9v7FYDN/97ncRCoVw9913w7Ks1Aw0R6Vyfj/++GMAfuD++c9/jsmTJ+Poo4/Gp59+ijfeeAP/+Mc/cNddd+ELX/hCikaf/VI5v3V1dQCAxsZGXHfddVi7dm3yur/85S944IEH8OCDD2Ls2LH7OOrckc7XX8/zksVjvvWtbyEUCvVylLkrlfNbWVmJ3/72t/je976Hl156CS+99FLyuqKiItx2222YOnVqCkadO1I5v2PHjsWKFSvw/vvvY8qUKbtcP3fuXAD+60emcIWQdqu9vR2A/4LQlcTlbW1tfTamfNIX87tkyRLceOONAPzzhYMHD+7118o16ZzfZ555BnPnzoXnedBaY9OmTRl9Mc+EVM/vL37xCyxduhQ333wzhg8fnppB5rBUzm8iEI4ZMwavvPIK/vSnP+H+++/Hm2++ieuvvx6O4+DGG29EfX19ikaf/VI5vy0tLQCA//qv/0JFRQUef/xxzJ07F3/7299wwgknoL6+HldeeWXydoUgna+/r732Gurr61FbW1tQ23A7SvX8jh8/HmeddVaySvmpp56KESNGIBqN4tFHH02ugheKVM5vYvfQQw89hH/84x+drnvqqafwxhtvAADi8Xivx7uvGAhpt3r6Cb2we0mvpHt+EyWTt27dipNPPrngyvanc36ff/55LFiwANOnT8fhhx+OF154ARdeeCGi0ehef61clcr5TfTPPPPMMwuuNUp3Ujm/1157Ld544w088cQTGDVqVPJyrTWuvvpqnHzyyYjFYvjLX/7S2+HmnFTOb2JLaFFRER577DEceeSRKCsrw4QJE/DAAw+gtrYWa9euTRb/KgTpfP195JFHAADf+MY3oJTa6/vng1TO75o1a3Duuefi2WefxSOPPIJnn30W06ZNw+uvv44bb7wRK1aswGWXXZZcNSsEqZzfk08+GRdffDFisRiuuuoqnHPOObj22mtx5pln4sc//jH+8z//E0Bm6xAwENJuJfpRdXf+IfHmt5Aqe6VSOuf31VdfxcUXX4ympiacfvrpuPfeewtuC14653fIkCEoKirCIYccgt///veora1FXV0dnnnmmd4POMekan4bGhpw4403YsiQIbjttttSO8gclsrnr23bGDFiRLdN5xPFDgrpLGEq57e4uBiAX0Vw53NCtm0nt9vNnj271+PNNel6/V29ejUWLlyIioqKgjoCsbNUzu+vf/1rrFu3Dt/+9rdxzDHHJC9XSuHSSy/FF7/4RWzfvh2PPvpoCkaeG1L9/L3ppptwzz33YNKkSVi5ciX+9a9/YciQIXj00Ufx7//+7wCA8vLyFIy8d3iGkHZr0KBB2Lp1KxoaGrosRpLYOz1o0KC+HlpeSNf83nffffjtb38LEcF//ud/4qabbkpWESskffX8DYfDOOOMM7B06dKC2laTqvm9//77sWXLFhxwwAH4yU9+0um6xFbHv//971i1ahXGjh2Lb3zjGyl6BNmtL19/E18/sU2qEKRyfvv374+WlpZutzonLi+ksv3pev6++uqrAIB/+7d/K6giJztL5fy+9957AIDPfe5zXV5/0kkn4cUXX+T/bx305vl71lln4ayzztrl8sQHyZk8KlF47xBprySqK3322WddXr9s2bJOt6O9k+r5NcbghhtuwL333gutNW666SbcfPPNBRkGgdTO729+8xt861vfwoYNG7q8PvHGxHXd3gw1J6VqfhNnMD755BO8+OKLnX4lqq4tXboUL774It59991UDT/rpfL5e9ddd+G6667rtiLe+vXrARRWFeJUzm/iNt1tqWtoaADgB8dCka73D4kzWGecccY+jC73pXJ+t23bBqD7LYuJ3UWO4+z1OHNVKud3w4YNePfdd7s9o53YOXDIIYf0ZqgpUZjvEqnHTjrpJAD+p/M7a2pqwnvvvYdIJNJpiwH1XKrn90c/+hGee+45FBcX47777sPFF1+cyuHmnFTO77/+9S+89tprePnll7u8PvEm5eCDD+79gHNMqub3zjvvxJIlS7r8lXgOX3vttViyZAn+9Kc/pfxxZKtUPn8XLVqEv//973jllVe6vP6FF14A0P0KQT5K5fwmvtbLL7/c5YdCb7/9NgB0WWEwX6Xj/YPruvj4449hWRYmTZqUopHmplTOb6KH41tvvdXl9YleewceeGAvR5t7Ujm///znP3HZZZfhwQcf3OW6TZs24fXXX0coFOqy52FfYSCk3TrttNMwbNgwzJw5s1OxgWg0iptuugltbW0477zzOp1LcRwHy5cvx/Llywvq06TeSOX8Pv/883jmmWdgWRbuv/9+nHzyyX36WLJRKuf3ggsuAAD87ne/w8KFCzvd/pe//CXef/99DBw4EF/+8pf74JFlB74+pFc6nr8PP/xwp3NsnufhF7/4Bd5//32MGjUqeZalEKRyfs8880wMHz4cK1aswO23394pFE6fPh2vvfYaKisrC6pgUjpeH5YtW4b29naMGzcueW6zUKXj9eE3v/kN5syZ0+n7TJ8+Hc888wxCoVDydoUglfP7uc99DpFIBH/72986vX/Ytm0brr/+ekSjUfzHf/wHhg4d2jcPrgtKWB6S9mDOnDm44oorEI1GcdBBB2H48OGYP38+Nm3ahIkTJ+Kxxx5LHr4F/GpViQIFb7755m73RD/77LO48cYbceqpp2LatGlpfyzZKBXz63keTj31VKxfvx41NTW7/RT6hBNOwNlnn532x5UtUvn8/fGPf4y//vWv0FrjsMMOQ3l5OT755BNs2LAB1dXVePDBBzO65SMT0vn6AAA/+9nP8Nhjj+Haa68tuCq5QGrn9/bbb8fjjz8OpRQOPfRQ1NTUYNGiRVi7di0GDhyIRx99tKD65AGpnd9FixbhiiuuQFNTE2pqanDIIYdg1apVWLp0KYqKivCb3/wmuepQKFL9+vDGG2/gm9/8Jo4//nj88Y9/7NPHko3S8f8b4O90GTx4MJYtW4aVK1ciFArhZz/7WUG9dwBSO79PPvkkbr31Vti2jSlTpiASiWDOnDloaWnB8ccfj/vuu6/bFhd9gUVlaI+OPPJITJ8+Hb/73e/w/vvvY9myZRg+fDjOO+88XHbZZZ3+MdDeS8X8LlmyJHkGaOPGjXjxxRe7vW1VVVVBvain8vn7k5/8BMcccwz+/Oc/4+OPP0Y8HsfQoUNxySWX4IorrijI4kp8fUivVM7vzTffjClTpuCJJ57A4sWL8fHHH2PIkCG47LLLcNVVV3VbgTSfpXJ+J06ciBdffBEPPvggZs6ciZkzZ6KyshJnnXUWrrrqqoI8a5/q14dEUZ5MVmPMJqn+/+1zn/scnnzySSxatAiffPIJqqqqcNZZZ+GKK67AAQcckMZHkp1SOb/nn38+qqur8cgjj2DevHkIh8MYO3YsvvrVr+Kcc87JeIEkrhASEREREREVKJ4hJCIiIiIiKlAMhERERERERAWKgZCIiIiIiKhAMRASEREREREVKAZCIiIiIiKiAsVASEREREREVKAYCImIiIiIiAoUAyEREREREVGBYiAkIiIiIiIqUAyEREREe6G5uRmPPvooLr30Uhx77LE46KCDcNhhh+Hss8/GHXfcgc8++yzTQ0wJ13WxcuXKTpe99957GD9+PMaPHw/XdZOX33DDDRg/fjy+973v9fUwiYhoHzEQEhER9dBbb72FU089FXfccQdmz54NrTUmTJiAqqoqfPbZZ3j00UfxxS9+ET/96U/hOE6mh9trs2bNwllnnYXnn38+00MhIqI0szM9ACIiolzwxz/+EXfffTdEBKeddhquu+46TJgwIXn9li1b8Pjjj+Ohhx7Cn/70JyxatAgPP/wwSkpKMjjq3nnwwQd3WR0EgEMOOQSvvPIKAMC2+RaCiCgfcIWQiIhoD+bOnYt77rkHIoJrr70W9913X6cwCADV1dX41re+hUceeQSlpaWYP38+7rzzzgyNOD2Ki4sxduxYjB07NtNDISKiFGEgJCIi2g1jDH74wx/C8zycfPLJuO6663Z7+yOPPBL/9V//BQD461//ivfff78vhklERNQrDIRERES7MWvWLNTV1QEArrnmmh7d5/zzz8eQIUMAAI8//njy8lNOOQXjx4/H9OnTu7xfojjLDTfcsMt1mzZtwq9//Wt89atfxZQpU3DQQQdhypQpmDp1Kh5++GFEo9FOt1+zZg3Gjx+P4447DiKC6dOn49xzz8Vhhx2Gww47DP/xH/+BZ555BiKSvM+zzz6L8ePHJ0PsAw880Gk83RWV2R3P8/Dcc8/h4osvxpQpUzBx4kSccsopuPnmm5PzSkREmcMDAERERLsxc+ZMAED//v1xyCGH9Og+WmuceuqpePzxxzFr1iwYY6B17z+D/fDDD3HllVdi+/btiEQi2G+//WDbNtasWYP58+dj/vz5ePPNN/HYY4/BsqxO9xUR/Pd//zf+9re/oby8HKNHj0Z9fT0+/PBDfPjhh1i5cmWyOmj//v1x+OGHY+nSpWhpacGQIUMwZMgQjBo1qlfjbm1txbXXXot3330XAFBTU4Phw4ejrq4OTz31FF544QXcfffdOP3003s9N0REtG+4QkhERLQbn376KQDscmZwTw444AAAfihas2ZNr7+/53n4/ve/j+3bt+O0007DP//5T7z00kt4/vnnMXv27OT21A8++AD//Oc/d7l/Y2MjXnrpJdx0003417/+hWeffRazZs3Cv//7vwMAHnnkEWzZsgUAcOKJJ+LJJ5/EgQceCAA4++yz8eSTT+Lqq6/u1dhvvvlmvPvuu9h///0xffp0vP3223j22Wcxe/ZsXH311YhGo/je976HpUuX9urrExHRvmMgJCIi2o3GxkYAQEVFxV7db8CAAck/JwJXb3z66afYunUrwuEwfvrTn3YaRygUwlVXXYURI0YAQLfB6oILLsDFF1+cXD2MRCL44Q9/CKUUXNfFwoULez2+3Y375ZdfRnFxMf74xz92Wl2NRCK4/vrrccYZZyAWi2HatGkp//5ERNQzDIRERERpoJRK/nlftosedNBBmDNnDubMmYOqqqpdro/H48mQ2N7e3uXXOPnkk3e5rKqqCtXV1QCA7du393p83Xn99dcBAFOmTEFNTU2Xtzn77LMBAG+//TY8z0v5GIiIaM94hpCIiGg3qqurUVdXh61bt+7V/Zqamjp9jX1VVFSEFStWYPHixVi9ejXq6+uxbNkyLFmyBLFYDIBfEbUr3QWyoqIiAEhLGPvss88AAIsWLcL555/f5W0S425tbcXGjRsxdOjQlI+DiIh2j4GQiIhoNyZMmIB58+YlzxL21OLFiwEAZWVlGDx48D6NYcGCBbj11luTXzOhqqoKJ554IhYvXrzbc4qhUGi3X79jpdFUaW5uBuBvuU1su92d7du3MxASEWUAAyEREdFunHjiifjzn/+MLVu2YN68eTj88MP3eB9jDP7xj38AAI4++mjYduf/brsLYG1tbbtctnz5clx88cWIRqMYN24cvvKVr2DChAkYO3ZscuVv6tSp+1S4Jh2Ki4sBAF/72tfw3//93xkeDRERdYeBkIiIaDdOOOEEjBo1CnV1dbjvvvvwxz/+cZfbXHXVVTjooIMwdepU1NTU4MUXX0z22LvwwguTt0sUdYnH411+r02bNu1y2aOPPopoNIoxY8bg6aefTgatjjZu3Nibh5ZWo0ePBrBj62hXmpqasGLFimR7i47nLomIqG+wqAwREdFuWJaFO+64A5ZlYdasWfjNb37T6frNmzdjzpw5mDZtGr7whS/gvvvuw2233QYAOOmkk3Dssccmb5soCrNixYpdvs+GDRuwaNGiXS5fu3YtAGDs2LFdhsF33nkH69atA5C6s4CpCGaJQjazZ8/G8uXLu7zNPffcgwsuuAAXXXRRWratEhHRnjEQEhER7cHkyZPx/e9/H0opTJs2Dd/85jexZMkSAH57iX/961+4+uqr0dzcjHvvvRetra0YPXo0fvnLX+7ydQDgueeew9y5c5OX19XV4ZprroHjOLt878RK2zvvvIMPPvggebnrunjppZdw/fXXJy+LRqMpebwlJSUAdoTR3jjiiCNw/PHHw3VdXHnllZg3b17yung8jmnTpmH69OkAgCuvvHKfKrESEVHvccsoERFRD1x22WUYOXIkbrjhBrzxxht44403MGjQINTU1KC1tRWrVq3qdPs1a9bgD3/4A6666iqUlpYCAC655BK88MIL2Lx5My644AKMGzcOgL9iWF5ejksvvRT/+7//2+nrfO1rX8NLL72EpqYmXHjhhRg1ahRKS0uxZs0abNu2DSUlJTjssMMwf/58bNiwISWP9cADD8SMGTPw4osvYsmSJTjiiCNwyy237PXX+eUvf4mvf/3rWLBgAc4//3wMHz4cFRUVqK+vT7a6uPTSSzF16tSUjJuIiPYeP44jIiLqoVNOOQVvvvkmbrzxRhx11FFwHAeffPIJtm/fjgkTJuCSSy7B9OnT8T//8z+orKzEAw88gJNPPhlvvPEGAGDw4MF45plnMHXqVAwZMgSrVq1Cc3MzvvrVr+KFF15IBsSOhg4dihdeeAHnn38+Ro0ahfXr12PlypUYMGAALrroIrzwwgv4zne+AwB47733uixMs7euvPJKnHvuuaisrERdXV1yNXRvVVVV4YknnsBPfvITTJkyBc3NzViyZAls28aJJ56IadOm4cYbb9zn8RIRUe8p4aZ9IiKilGtpacETTzyBv/71r/jjH/+Y3PpJRESUTRgIiYiI0khEWD2TiIiyFreMEhERpRHDIBERZTMGQiIiIiIiogLFQEhERERERFSgGAiJiIiIiIgKFAMhERERERFRgWIgJCIiIiIiKlAMhERERERERAWKgZCIiIiIiKhAMRASEREREREVKAZCIiIiIiKiAsVASEREREREVKAYCImIiIiIiArU/wfigsApD6IgqQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = 10., 7.5\n", "fig, ax = plt.subplots()\n", @@ -1017,7 +772,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_base", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -1031,12 +786,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" - }, - "vscode": { - "interpreter": { - "hash": "04413e1efd13b5e2aaedccc5facec5686292d28983ef24fa021a12c73bd6369e" - } + "version": "3.12.3" } }, "nbformat": 4, From 482c6f36d4b96d13a71a46c19c93c951ef19dc8d Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Thu, 2 Oct 2025 14:52:11 +0200 Subject: [PATCH 10/15] run pension qte nb --- doc/examples/py_double_ml_pension_qte.ipynb | 412 ++++++++++++++++---- 1 file changed, 333 insertions(+), 79 deletions(-) diff --git a/doc/examples/py_double_ml_pension_qte.ipynb b/doc/examples/py_double_ml_pension_qte.ipynb index d8b36f4d..09fedc05 100644 --- a/doc/examples/py_double_ml_pension_qte.ipynb +++ b/doc/examples/py_double_ml_pension_qte.ipynb @@ -105,7 +105,7 @@ "text": [ " nifa net_tfa tw age inc \\\n", "count 9.915000e+03 9.915000e+03 9.915000e+03 9915.000000 9915.000000 \n", - "mean 1.392864e+04 1.805153e+04 6.381684e+04 41.060212 37200.621094 \n", + "mean 1.392864e+04 1.805153e+04 6.381685e+04 41.060212 37200.621094 \n", "std 5.490488e+04 6.352250e+04 1.115297e+05 10.344505 24774.289062 \n", "min 0.000000e+00 -5.023020e+05 -5.023020e+05 25.000000 -2652.000000 \n", "25% 2.000000e+02 -5.000000e+02 3.291500e+03 32.000000 19413.000000 \n", @@ -195,6 +195,7 @@ { "cell_type": "code", "execution_count": 7, + "id": "683857f3", "metadata": { "collapsed": false }, @@ -220,6 +221,7 @@ { "cell_type": "code", "execution_count": 8, + "id": "0392bf0b", "metadata": { "collapsed": false }, @@ -327,8 +329,8 @@ " verbose=-1)\n", "Out-of-sample Performance:\n", "Classification:\n", - "Learner ml_g Log Loss: [[0.34109991]]\n", - "Learner ml_m Log Loss: [[0.57744597]]\n", + "Learner ml_g Log Loss: [[0.33168943]]\n", + "Learner ml_m Log Loss: [[0.57751232]]\n", "\n", "------------------ Resampling ------------------\n", "No. folds: 5\n", @@ -336,10 +338,10 @@ "\n", "------------------ Fit Summary ------------------\n", " coef std err t P>|t| 2.5 % \\\n", - "e401 63249.0 1826.255169 34.633167 8.007040e-263 59669.605642 \n", + "e401 63499.0 1888.230821 33.628834 6.358690e-248 59798.135596 \n", "\n", " 97.5 % \n", - "e401 66828.394358 \n" + "e401 67199.864404 \n" ] } ], @@ -359,6 +361,7 @@ { "cell_type": "code", "execution_count": 10, + "id": "2c712b87", "metadata": { "collapsed": false }, @@ -368,42 +371,42 @@ "output_type": "stream", "text": [ " Quantile DML Y(0) DML Y(1) DML Y(0) lower DML Y(0) upper \\\n", - "0 0.10 -5.310000e+03 -3.800000e+03 -5690.804535 -4929.195465 \n", - "1 0.15 -3.200000e+03 -2.000000e+03 -3423.776196 -2976.223804 \n", - "2 0.20 -1.925000e+03 -7.270000e+02 -2088.109236 -1761.890764 \n", - "3 0.25 -1.000000e+03 -7.020082e-14 -1142.345875 -857.654125 \n", - "4 0.30 -3.350000e+02 2.400000e+02 -470.435431 -199.564569 \n", - "5 0.35 -9.975120e-13 1.000000e+03 -137.119450 137.119450 \n", - "6 0.40 1.152507e-13 2.006000e+03 -145.817596 145.817596 \n", - "7 0.45 1.000000e+02 3.000000e+03 -46.636837 246.636837 \n", - "8 0.50 4.990000e+02 5.000000e+03 353.353834 644.646166 \n", - "9 0.55 1.200000e+03 7.000000e+03 1039.974846 1360.025154 \n", - "10 0.60 2.325000e+03 9.549000e+03 2109.287665 2540.712335 \n", - "11 0.65 4.150000e+03 1.330000e+04 3759.463857 4540.536143 \n", - "12 0.70 6.672000e+03 1.800000e+04 5956.368507 7387.631493 \n", - "13 0.75 1.070000e+04 2.400000e+04 9715.180017 11684.819983 \n", - "14 0.80 1.599900e+04 3.300000e+04 14534.519993 17463.480007 \n", - "15 0.85 2.545000e+04 4.615000e+04 23268.032374 27631.967626 \n", - "16 0.90 4.169900e+04 6.324900e+04 38078.548004 45319.451996 \n", + "0 0.10 -5.320000e+03 -3.978000e+03 -5708.039154 -4931.960846 \n", + "1 0.15 -3.200000e+03 -2.000000e+03 -3422.338855 -2977.661145 \n", + "2 0.20 -2.000000e+03 -7.270000e+02 -2167.843296 -1832.156704 \n", + "3 0.25 -1.000000e+03 -1.077527e-12 -1144.513658 -855.486342 \n", + "4 0.30 -3.480000e+02 2.800000e+02 -485.671633 -210.328367 \n", + "5 0.35 -1.063428e-12 1.000000e+03 -140.524215 140.524215 \n", + "6 0.40 1.512657e-12 1.425000e+03 -141.848578 141.848578 \n", + "7 0.45 1.000000e+02 3.648000e+03 -43.070797 243.070797 \n", + "8 0.50 5.000000e+02 4.450000e+03 354.370165 645.629835 \n", + "9 0.55 1.200000e+03 6.450000e+03 1040.412406 1359.587594 \n", + "10 0.60 2.398000e+03 9.500000e+03 2175.942629 2620.057371 \n", + "11 0.65 4.100000e+03 1.370000e+04 3712.348338 4487.651662 \n", + "12 0.70 6.499000e+03 1.790000e+04 5804.239845 7193.760155 \n", + "13 0.75 1.074700e+04 2.330000e+04 9773.014721 11720.985279 \n", + "14 0.80 1.600000e+04 3.320000e+04 14530.490898 17469.509102 \n", + "15 0.85 2.564800e+04 4.496300e+04 23368.042583 27927.957417 \n", + "16 0.90 4.190000e+04 6.349900e+04 38348.193833 45451.806167 \n", "\n", " DML Y(1) lower DML Y(1) upper \n", - "0 -4389.867243 -3210.132757 \n", - "1 -2469.765958 -1530.234042 \n", - "2 -1172.197253 -281.802747 \n", - "3 -421.272410 421.272410 \n", - "4 -258.385405 738.385405 \n", - "5 512.674302 1487.325698 \n", - "6 1424.946530 2587.053470 \n", - "7 2320.551238 3679.448762 \n", - "8 4226.353601 5773.646399 \n", - "9 5982.311698 8017.688302 \n", - "10 8412.552595 10685.447405 \n", - "11 11862.706305 14737.293695 \n", - "12 16300.962596 19699.037404 \n", - "13 21844.121686 26155.878314 \n", - "14 29808.546993 36191.453007 \n", - "15 41692.376790 50607.623210 \n", - "16 59669.605642 66828.394358 \n" + "0 -4584.205245 -3371.794755 \n", + "1 -2445.618722 -1554.381278 \n", + "2 -1275.916921 -178.083079 \n", + "3 -412.409390 412.409390 \n", + "4 -179.647750 739.647750 \n", + "5 413.167035 1586.832965 \n", + "6 843.522605 2006.477395 \n", + "7 2760.562866 4535.437134 \n", + "8 3598.463208 5301.536792 \n", + "9 5494.106116 7405.893884 \n", + "10 8208.841712 10791.158288 \n", + "11 11850.483855 15549.516145 \n", + "12 16249.111783 19550.888217 \n", + "13 20956.028868 25643.971132 \n", + "14 30186.784841 36213.215159 \n", + "15 42143.373235 47782.626765 \n", + "16 59798.135596 67199.864404 \n" ] } ], @@ -419,13 +422,14 @@ { "cell_type": "code", "execution_count": 11, + "id": "eb27251f", "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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lSqBFixZKgXtZoUKF0K1bNyxfvhw9e/ZEvXr1ULRoUeV7Lf87cKbWrVtjw4YNmDp1Kg4dOoRChQpBkiR06tQJgYGBGTrnBx98gLt372Lx4sXo1q0bKleujLJly8LT0xMPHjzApUuXEB0dja+//lopoxESEoIJEyagdOnSqFy5Mnx8fPDkyRMcO3YMCQkJaNSoEYKCgpz4yYmIshaDQSIiypBhw4YhMDAQv/76K06fPo3Tp0+jYMGCaNOmDfr06WMz02LVqlUxe/ZsLF68GKdPn8ahQ4cghEDx4sWVdXfFihVDSEgINmzYgG3btuG///7D2bNnkT9/fhQtWhTvvfcegoKCnJbif8KECShQoAAOHDiA0NBQ6HQ6AM8PBmvVqoX169dj5syZOHv2LHbv3o0SJUrggw8+wMCBA/HNN9845frM1a9fH7t27cLq1auxe/duXLp0CVFRUcrIpL+/P9atW2c1IijLly8ffvvtN0yfPh0HDhzA/v37UaxYMbz77rsYPHgwJk6caLPd//73P/j7+2PVqlU4d+4c1Go1qlSpghkzZqBdu3ZODwZfe+01fPPNN/jtt99w+PBhxMfHAzAlFspoMAgAX3zxBVq0aIFVq1bhxIkTOHDgADQaDYoUKYIGDRrgtddeQ6tWrZTjhw8fjr179yr/vmNiYlC4cGHUrFkTnTp1Qvv27R1+IUFE5EqSyIpFGURERJRpLl26hO7duyM6OhpDhgzB0KFDXX1JRESUA3DNIBERUQ5XtWpVLFy4EN7e3pgzZw4WLVrk6ksiIqIcgCODREREL4gTJ07gn3/+gSRJeO+99+Dr6+vqSyIiomyMwSAREREREVEuxGmiREREREREuRCDQSIiIiIiolyIwSAREREREVEuxGCQiIiIiIgoF2IwSERERERElAsxGCQiIiIiIsqFGAwSERERERHlQgwGiYiIiIiIciEGg0RERERERLkQg0EiIiIiIqJciMEgERERERFRLsRgkIiIiIiIKBdiMEhERERERJQLMRgkIiIiIiLKhRgMEhERERER5UIMBomIiIiIiHIhBoNERERERES5EINBIiIiIiKiXIjBIBERERERUS7EYJCIiIiIiCgXYjBIRERERESUCzEYJCIiIiIiyoUYDBIREREREeVCDAaJiIiIiIhyIQaDREREREREuRCDQSIiIiIiolyIwSAREREREVEuxGCQiIiIiIgoF2IwSERERERElAsxGCQiIiIiIsqFGAwSERERERHlQgwGiYiIiIiIciEGg0RERERERLkQg0EiIiIiIqJciMEgERERERFRLsRgkIiIiIiIKBdiMEhERERERJQLMRgkIiIiIiLKhRgMEhERERER5UIMBomIiIiIiHIhBoNERERERES5EINBIiIiIiKiXIjBIBERERERUS7EYJCIiIiIiCgXYjBIRERERESUCzEYJCIiIiIiyoUYDBIREREREeVCDAaJiIiIiIhyIQaDREREREREuRCDQSIiIiIiolzIzdUXQERElJ3cvn0bwcHBaTq2Y8eOmDJlisU2nU6HZcuWYcuWLbh58yY0Gg2qVq2K7t27o1WrVqme78KFC/j555/x77//Ijo6GkWLFkXz5s0xaNAgFCpUyG47V/RJREQ5nySEEK6+CCIiouziwYMH+Pjjj+3uT0xMxPnz5wEAEydOxLvvvmuxr1evXjh+/DjUajUqVaqE+Ph43Lx5EwDQr18/fPbZZzbPu3PnTnz66afQ6XQoXLgwihcvjrCwMMTFxaFIkSL47bffUKZMGZvXk9V9EhHRi4HBIBERUTps3LgRI0eOhKenJ/755x/4+Pgo+7755husWLECpUuXxsKFC1GhQgUAwF9//YVhw4ZBq9Vi3rx5CAoKsjhnZGQkWrdujfj4eAwaNAiDBw+Gm5sbYmJiMHz4cBw4cAABAQFYt24dJEmyaOuKPomI6MXANYNERETpsGHDBgBAy5YtLQLBhw8fYvXq1QCASZMmKUEZAAQHB6Nv374AgDlz5lidc9GiRYiPj0f9+vXxySefwM3NtIojb968mDZtGvLmzYtz585hz549Fu1c0ScREb04GAwSERGl0e3bt/Hvv/8CMK0XNLd7927odDr4+fmhUaNGVm3fe+89AMD58+eVKZyy0NBQALCYcirLnz8/2rRpAwDYvn27y/skIqIXB4NByhESExNx/PhxJCYmuvpSciTeP8fw/jnmRbp/mzZtghACJUuWtAq+Tp06BQCoW7euzbbFihVD6dKlLY4FgIiICERGRgIA6tevb7NtvXr1AACnT592eZ+U7EX6t+0KvH+O4f1zDO+fCbOJUo5gMBgs/kvpw/vnGN4/x7wo908IgY0bNwIA3nrrLahUlu9Tw8PDAQBly5a1e46yZcvi9u3bCAsLs2qn0WhQvHhxm+3kJC63bt2CTqeDRqNxWZ/plZiYmOO/9/bEx8cDAJ49e/bCfsbMxPvnGN4/x+SG++ft7f3cYxgMEhERpcHRo0dx+/ZtANZTRAEgKioKgGmKpT3yvujoaGXb06dPlX32ErUUKFAAAGA0GvHs2TMULFjQZX2m17lz5zLULieRg2vKGN4/x/D+OeZFvn/2Zo2YYzBIRESUBvKoYL169WyOxMlTjVIbQXN3dwcAJCQkZKid+fGu6jO9AgICXti37vHx8QgPD4efnx+8vLxcfTk5Du+fY3j/HMP7Z8JgkIiI6DliY2OVhCsdOnSweYyHhwcAUwF4e7RaLQDA09MzQ+3Mj3dVn+nlSNucwsvLK03Tscg23j/H8P45JrffPyaQISIieo7Q0FDExcXBy8tLybKZUr58+QAkT920Rd4nHwskT+OMioqCvdK/8rROlUplUc7CFX0SEdGLg8EgERHRc8hTRFu3bm03MPLz8wMA3Lhxw+555PIO8rHmf9fpdIiIiLDZ7tatWwCA0qVLW0ztdEWfRET04mAwSERElIpbt24ptQXtTREFgNq1awMATpw4YXN/ZGSkkoBGPhYASpYsiaJFiwIAjh07ZrOtvN28nav6JCKiFweDQSIiolTItQVLlSqFhg0b2j0uODgYGo0G4eHhOHz4sNX+1atXAwBeeukllCtXzmJf69atAQAhISFW7aKiorBjxw4AsJqi6oo+iYjoxcFgkIiIyA4hBDZt2gTANCporwwDAPj6+qJLly4AgNGjR+P69evKvt27d2PRokUAgMGDB1u17dOnDzw9PfHvv/9i1qxZSvbNmJgYjBgxAjExMXjppZcQFBTk8j6JiOjFwWyiREREdsi1BSVJwttvv/3c4z///HOcP38eJ0+exOuvv47KlSsjLi5OWbfXu3dvtGjRwqpdiRIl8N1332HEiBGYO3cu1qxZg+LFiyMsLAxxcXHw9fXFzJkzbQajWd2nXq+HXq9Py+174cklNxITE6FS8f16evH+OYb3zzE55f6pVCpoNJpUX0Y6gsEgERGRHXLimPr166NMmTLPPd7T0xPLly/HL7/8gt9//x3h4eHQaDRo0KABPvjgA2Vqpi1t2rRBmTJlsGDBAhw7dgyXL19G0aJF0bFjRwwaNAiFCxd2aZ9xcXF4+PAhYmNjn3sfcguj0Qg3NzfcvXs3W/8ymV3x/jmG988xOen+aTQa5M2bF76+vlCr1U49tyTs5ZQmykbi4uJw8eJFVKtWLVfXgsko3j/H8P45hvcv59NqtQgLC4NGo0GhQoXg4eGRaW+pcxKDwYDExER4eHg4/Re03ID3zzG8f47JCfdPCAGDwYBnz54hKioKHh4eKFOmjFOvlyODRERElKr79+9DrVajXLly2faXJleQ11l6enryvmQA759jeP8ck5Pun4+PD/Lnz4+bN2/i4cOHKFasmNPOnb3HRImIiMilhBCIi4tD/vz5s/0vTERELyovLy/ky5cPMTExcObETgaDREREZJdOp4PBYICXl5erL4WIKFfLmzcvdDoddDqd087JYJCIiIjsMhqNAMBRQSIiF5N/Dss/l52BwSARERE9FxPGEBG5Vmb8HGYwSERERERElAsxGCQiIiIiIsqFGAwSERERERHlQgwGiYiIiF5AI0eOhL+/PzZs2ODqS8nWeJ+c5/bt2/D390dQUJDVvqCgIPj7++P27dsuuLL027FjB/z9/TFv3jynnfOjjz5CQEAAbty44bRzOopF54mIiIicpHv37jh69Ohzj6tatSo2b96c4X6OHDmCo0ePolq1amjRokWGz5Nd/PLLL4iJiUGHDh1QunRpV19OuhgMBvz+++/YsWMHzp8/jydPniBPnjwoVaoUmjZtiq5duzq1SLgrzZ49GwDw4YcfIl++fC6+Gmu3b9/GG2+8gbi4OHz//fd466237B4bHh6Ojh07IiEhAT/99JPF/0darRY//PADChQogO7du1u1PXPmDE6cOIGzZ8/i7NmzSnA3ZcoUdOzY0W6fQ4YMwZ49e/DDDz8o99LVGAwSEREROVmJEiVQokQJu/v9/PwcOv/Ro0cxZ84cdOjQwW4wWKRIEZQvXx558+Z1qK+ssHz5cty5cwcNGjTIUcHgrVu3MGjQIFy+fBkAULhwYfj7+yM2NhYXL17E+fPnsWzZMowePRrvvPOOi6/WcXPmzAEAdOjQwWYwqNFoUL58eZcFv6VLl8Znn32GCRMmYPLkyWjSpAl8fX2tjhNCYOzYsUhISED79u2t/h9atWoVbt26hU8++QQ+Pj5W7ceOHYtLly6l+/oCAgLw2muvYefOnThx4gQCAwPTfQ5nYzBIRERE5GSdOnXC0KFDXXoNI0aMwIgRI1x6DS+yiIgIvPfee3j48CEqVqyIsWPHolGjRkr6/8jISMyaNQvr16/HmDFjoNPp0LVrVxdfdeYqVqwYduzY4dJr6Nq1K0JDQ3HkyBGMHz/e5gjcypUrcfz4cRQqVAijR4+22Gc0GrFixQqoVCp06tTJZh9lypRBxYoVUaNGDdSoUQMTJkzAf//9l6br69SpE/bu3Yvly5czGCQiIsoOjHFGSB4SJDVr6RFR2nzxxRd4+PAhypcvj1WrVqFAgQIW+4sVK4bJkycjf/78WLJkCaZMmYKGDRuiYsWKrrngXEKSJEyaNAlvvvkmdu7ciW3btqFdu3bK/tu3b2PatGkAgFGjRll93w4cOIDbt2+jUaNGdkc45RFSmZtb2kOq1157Dfny5cOff/6JR48eoXDhwjaPE0IARmT6c4kJZIiIKNfT39HDGG109WVQLrd161Z8+OGHaNiwIapXr46GDRuiffv2GDt2LE6fPq0c5+/vr/wyunHjRvj7+yt/zNc32UuMsmHDBuVYo9GIX375BW+88QZq1aqFV155BePGjcOTJ0+U43///Xd06dIFgYGBqFevHoYOHYpbt27Z/AyXL1/GnDlz8P7776NZs2YICAhAw4YN0bt3b4SGhlodv2XLFrz00ku4c+cOAKBHjx4WnyfltWu1WqxcuRJdu3ZFgwYNEBAQgODgYIwfPx737t2ze28fPHiAsWPH4pVXXkGNGjXQsmVLTJs2DfHx8XbbpEZeswkAEyZMsAoozH366afw8/ODVqvFwoULLfbJ34uRI0fabW8v8cqDBw+wZs0aDBgwAC1atEDNmjURGBiIzp07Y8mSJdBqtTbPJ/+7mD17NmJjYzF16lQEBwcjICAAzZo1w/jx4xEVFWXRZvbs2fD391e+Dg4Otvg+HTlyBEDqCWSe58SJExg+fLjFv5t+/fph//796T5XmTJllFHxiRMn4vHjx8q+sWPHIi4uDm3atEFwcLBV2z/++AMAMvQZ0sLd3R1NmzaFTqdLfRTVCAitgDCKTLkOGYNBIiLK1YRBADoAmfu8JUrVtGnTMGLECBw+fBhubm7w9/dHwYIFcefOHYSEhGDr1q3KsYGBgcp6xMKFCyMwMFD5U6VKlXT1O2LECEyZMgU6nQ6lSpXC48ePsWbNGvTq1QtarRbfffcdPvvsMzx48AClS5dGQkICdu7cia5du1oEjLLJkydj9uzZuHz5Mry9veHv7w8PDw/8888/+Pjjj/Hdd99ZHC9fv7u7OwCgSpUqFp/HfNTk0aNHeP/99zFhwgScPHkSPj4+qFChAh48eIBVq1bhrbfewrlz56yu6datW+jYsSNCQkLw5MkTVKxYEWq1Gj///DN69OgBnU6XrnsGJAcMVapUQYMGDVI9VqPRoEuXLgCA0NBQ6PX6dPdny/r16/Hdd9/h6NGjEEKgSpUqKFSoEC5cuIDvvvsOH374od2AEABiYmLw3nvvYcmSJfDy8kKZMmXw8OFDrFq1Cj179rRoW6JECYspjQEBARbfJ0fXpf744494//33sW3bNiQkJKBy5cpQqVTYv38/+vXrZzUSlxbdunVD/fr18fjxY0ycOBEAsHbtWhw8eBAFCxbEmDFjbLb7999/AQA1a9bM+Ad6Dvnccl82ZdEzidNEiYgod9MnBYSUYUIkBdQ5kQbKGi9Xefz4MRYvXgw3NzdMnz4drVq1Uq7JaDTiyJEjFiNYv/32G2bPno05c+agWbNm+PbbbzPU78mTJ1GwYEGsW7cONWrUAABcunQJH374IS5evIgRI0bgn3/+wcKFC9GsWTMAppGfHj164M6dO1i6dCk+/fRTi3O+9957+PLLL1GtWjWL7efPn8enn36KJUuWoGXLlkpg0aRJEwQHB6Nly5a4c+cOxowZg4YNG9q83uHDh+PcuXNo2rQpvvrqK5QpUwYAEBcXhylTpiAkJASffPIJtm/frgSXAPD555/j/v37qFGjBubMmYPixYsDMGWE/Oijj3Dx4sUM3TsAdq81JTlgjIuLw3///Yfq1aunu8+U6tevj3nz5uHll1+Gp6ensv3evXuYOHEi/vzzTyxduhQDBgyw2X7VqlV46aWXsGvXLiVpz3///Yc+ffrgwoUL2LRpE959910AQOfOndG5c2dldHDWrFlOS/SzceNG/PTTT/D19cX48eMtkrmEhoZi1KhRmD17NurUqYMmTZqk+bySJGHy5Ml48803sW3bNtStWxczZ84EAIwbNw6FChVCQkKCRZt79+7h7t27UKvVeOmll5zy+WyRg8Fjx47ZP0ggSwJCBoNERJSrCZ0ADK6+ipxLCIGYX2JguJ0zb6K6jBp5P8zr9IBwzpw5qY5mjBo1Cj179gQA3Lx5EwaDAdWqVUPr1q0tjlOpVGjcuLFTr02m0+kwduxYJRAETCUv3nnnHSxcuBA7d+7EyJEjlUAQMGVr7Nu3L8aPH499+/ZZBYNt2rSx2Vf16tXx1VdfoVevXti8eXO6E2fs27cPR44cQYUKFTBnzhyL4Mfb2xvjx4/HhQsXcO7cOYSGhuKNN94AYMq6evLkSajVakyfPl0JBAHTL+RjxozB8OHD03UtAJQpqXJA+jzlypVT/h4ZGemUYLBu3bpISEiARqOx2F68eHH88MMPqF+/PjZt2mQ3GJQkCTNmzECpUqWUbf7+/ujbty+mTJmCvXv3KsFgZtHpdEqANm3aNDRq1Mhif+vWrREZGYlJkyZh8eLF6QoGAaBs2bIYPnw4Jk+erIwOtmrVCu3atYPBYP0zS56Kmy9fPnh4eGTgE6VN0aJFAZim+mq1WouXFzJhFAwGiYiIMpvQC44MOop5d6w8r7SEeWIK+bjw8HBcuHAhU0ckzOXPnx+tWrWy2m7ef+fOna32y4HMzZs3bZ73wYMH+OOPP3D27Fk8evQIiYmJAKBMO8zISJy83vDNN9+0CARlKpUKzZs3x7lz53D06FElGJTXmzVr1gxly5a1ate6dWsUKVIEDx48SNf1xMbGAjAFomnh5eWl/P3Zs2fp6is18rTd48ePIyIiAvHx8aaRepiCvbCwMCQkJNi8Z02bNrUIBGW1atUCALvrQp3p9OnTuHfvHsqVK2cVCMpatGiBSZMm4fjx4zAYDFCr1enqo3v37tixYwdOnDiBAgUK4KuvvrJ7rDz1OX/+/OnqI73M15g+fvzY4iWFIouWsTMYJCKi3E0Pjgw6QJIk5P0wL6eJppCe0hLFihXD66+/jq1bt6Jjx46oXbs2GjZsiMDAQNSvXz/NAUd62RvVKlSoEACgYMGCNteCyfvj4uKs9m3btg2jR4+2uU/29OnTdF+rnLZ/y5YtdhOKPHr0CAAsEslcv34dAOxm8FSr1Shfvny6g8E8efIgOjo61c9pznyar7O+n1euXMHAgQNx9+7dVI+LioqyGQyaj1aak+vyyQFvZpK/r0+fPsX7779v8xg5uE1ISMDTp0/tZt+0R6VS4eWXX8aJEydQpUoVm3UHZfKLi8wcFUx5frlPc0JkzaggwGCQiIhyOaETWfYG9kUlSRJgPcuJ0mHKlCmoXLky1q5di5MnTypr0jw9PfHWW2/h888/d3rxeHtBiRwcP29/Srdu3cIXX3wBnU6Hbt264e2334afnx/y5MkDtVqNW7duoUWLFhlKoBITEwMgObhLjfk6MDlYSy2ASC04sKd48eKIjo5O8+jZjRs3lL87Y62dwWDA8OHDcffuXTRq1AgDBgyAv78/8uXLp0wbfe211xAREWE3QU56v7+ZITo6GoApYD1x4sRzj89o9te0kkfs5OvKLObZWm1mojWCwSAREVFWYDBI2YG7uzs++ugjfPTRR7h16xaOHz+Of/75Bzt37sSaNWtw7949/Pzzz66+zFRt374dOp0OrVu3xrhx46z228o+mlZy4DJz5ky0bds23e3kUUNbHj58mO7rqVOnDi5fvqyUVHgeuQxFvnz5LEYp5cBLHv2yxdbo49mzZ3H9+nUUL14cc+fORZ48eSz2CyGsykNkR/L359VXX80W/77lFwOZfe/k0XGNRoN8+fJZHyAnj8mCuJylJYiIKFcTiVwvSNlLmTJl8Pbbb2Pq1KlYsWIFAFMClYiICOUYV2dAtUVOvlG/fn2b+81rJaZX5cqVAZimRqZHhQoVAADXrl2zud9gMCA8PDzd19O+fXsAprqKcqBnj06nw5o1awAAbdu2tUj4Iq8ltBeQRkVF2Qyi5Xv90ksv2ZwCevny5TRPYXUluRTK1atXXXwlJhUqVICHhwfi4uKeO/3WEfLnrVatmu3/l7MokyjAYJCIiHI5BoOUnVWvXl3JNHj//n1lu7zmKGVqfFeSgxJb6+8SExPx66+/Pretvc8jZyldt26dMmU0LZo2bQrAlEjG1pTO0NBQi/uaVg0bNkS9evUAmMoUpLYOcvr06QgPD4e3tzf69+9vsc/Pzw+AKamOrZqAq1atsnlO+X7ZCyIXL178vI+QIXK/tta5ZUTdunVRpEgR3LlzJ/UC7FnE3d1dSaBz5syZTOtHfjFi78VJZheaN8dgkIiIci1hEKYEMkQudOjQIXz77be4dOmSxXadTof58+dDq9XCy8vLYnqhnBnz7Nmzmb6OKq3kX2xXrVpl8Yv0o0eP8PHHH1uMbKYkfx57RbiDgoLQsGFDREZGolevXlYZSYUQOH/+PCZPnmzRd8OGDVGrVi0YDAZ89tlniIyMVPadPXsWkydPtirNkFbff/89ChUqhLCwMHTt2hWHDx+2mO55//59/O9//8OSJUugUqkwceJEq/WCVapUQcmSJfHo0SN8//33FuUOtm3bhgULFti8vtq1a8PNzQ1nzpxBSEiIsl2r1WLmzJnYsmVLhj9XauTv0/NGQ9PK3d0dI0aMAGAqt7Ju3TqrNY4PHz7Eb7/9lmXTSOVSKsePH8+0PuT6gvLLCitGZFmWZq4ZJCKi3IsF5ymTrF+/HgcPHkz1mN9++w2AKWvj0qVLsXTpUuTPnx+lS5eGEAK3b99GdHQ0JEnC6NGj4ePjo7Rt0qQJChQogNu3b+O1115D+fLlodFoULVqVYwePTpTP5s9QUFBqFevHo4dO4Z3330X5cqVg7e3tzK1c9y4cRg7dqzNtu3bt8eePXuwcOFC7Nq1C0WKFIEkSejXrx+aNWsGSZIwa9YsDBkyBMeOHcPbb7+NEiVKoGjRokhMTMStW7eU7JfBwcEW5546dSq6deuGU6dOISgoCFWqVEFCQgKuX7+OmjVromHDhti6dWu6P2+pUqWwevVqDB48GFeuXMGHH36IwoULo0SJEoiNjcWNGzdgNBpRuHBhTJw40eq6AFOmy5EjR+KTTz7BihUrsHnzZpQtWxaRkZF48OABhgwZgo0bN+LOnTsW7Xx9fdG7d2/8/PPP+PrrrzF37lwULVoUN27cQExMDIYOHYoNGzZYtXNU+/btcfnyZXz99ddYtWqVkvzkf//7H6pVq5ahc3bo0AEPHjzAjBkzMHr0aEyaNAnly5eHSqXCw4cPlZcIHTp0cNbHeO71zJo1C9u3b8fIkSNtlrJYuHAhFi1apHwtlwuZOHEivvvuO2X7pk2brErM3Lx5E2fOnLFbTkPJJMpgkIiIKHMJPQvOU+aIiIhIdSTMXN26dTF27FgcOnQIly9fRlhYGHQ6HXx9fdG0aVP06NEDtWvXtmjj4+ODJUuWYPbs2Th16hROnz4No9G1mZDUajUWLlyI2bNnY8eOHbhz5w7y58+P5s2b46OPPkq1dtsbb7yB6OhorFu3DmFhYco6PvMAoGDBgli+fDm2bt2K33//HefPn8f58+fh7u6OUqVKoV69emjZsiXq1q1rce5y5cph/fr1+PHHH7Fv3z5cvXoVxYoVQ//+/TFo0CCMHz8+w5+5XLly2Lx5M7Zs2YIdO3bg/Pnz+O+//5TRLY1GgxUrVtgtbQGYah0uWLAACxYswMWLF3H9+nX4+/tj9OjRaNu2LTZu3Giz3bBhw+Dr66vcs4SEBFStWhUffPAB2rRpgw0bNmT4c9nTt29fGI1GbN26FTdu3MDly5cBOJ59s3///mjWrBl+/fVXHDlyBFevXoXRaISvry+aN2+O4OBgm8F0ZvD19UWLFi2wfft2HDp0CK+88orVMXKZi5Ti4uIs1mraKmy/ZcsWAMC7775re72gnElUQpasG5REaumLiLKJuLg4XLx4EdWqVcu0eksvMt4/x/D+OSY73z/DUwN0F5N+afPXQF0ofcWMc4OEhASEhYWhfPnyNhNV5GYGg0Ep6J3eQtj0Yt+/6Oho9OzZE+fPn0f58uWxatUqpT6js7zI9y8rpHb//vvvP7z99tt4+eWXnbr+MiEhAS1atIAQAqGhoRaj/TKhFxAJAlADMAKSlwRJJSntnf3zmGsGiYgo99IDIqtSthFRrpEvXz4sWbIEVatWRVhYGPr06aNMJaTsz9/fH506dcLff/+dpvqHabVq1So8ePAAH3/8sc1AEECWZRGVcZooERHlWkIvIGXVwgwiylUKFCiApUuXYtWqVRBC4MSJE0pyEsr+PvnkExQrVizVTLHp5eHhgeHDh6Nz5852j8nKTKIAg0EiIsrFhE5ASAKSYEBIRM5XqFAhDBkyxNWXQRlQpEgRDB061Knn7Nat2/MPysJMogCniRIRUS4mEgQkNQNBIiJyvazOJAowGCQiolxMaJMW6RMREbmaeSbRLMJgkIiIciVhFIAODAaJiCh7EGAwSERElCV0poLzcspuIiIil3JBcmsGg0RElCspBec5MkhERNlAVmcSBRgMEhFRbqWHaX0Gg0EiIsoOsjiTKMBgkIiIcimhFxBCQJI4TZSIiFxLGLM+kyjAYJCIiHIpoWPBeSIiyiZckDwGYDBIRES5lNALCFes1iciIkopRTAoYgVEfOY/o9wyvQciIqJsiAXniYgo2zCP+wxJdXCz4BHFkUEiIsqVWHCeiIiyC/NMosrfsyBSYzBIRES5jjAKQAsGg0RElD2YZxI1mP6TFXVwGQwSEVHuo08qOM9pokQwGo1YunQp2rdvjxo1asDf3x/16tUDAGzYsAH+/v4YOXJkus8bFBQEf39/3L5929mXTLnYyJEj4e/vjw0bNrj6UpzGKpNoUjCYFZEa1wwSEVGuI3QsOO9syj3NadSApMmclwKXL1/GunXrcOTIEdy7dw+xsbHIkycPKlSogEaNGqFDhw4oW7ZspvSdHj/99BPmzJkDlUqFSpUqwcfHB3ny5HH1Zb2QgoKCcOfOHUyZMgUdO3Z0yjn//PNPXL58GQ0aNEDDhg2dck7KYnLymKTgTxiSpolmwTOKwSAREeU+LDjvVEInoP1PC5GQ87KzSp4S3P3dnRoQarVafPPNNwgJCYEQAiqVCmXLlkXZsmXx9OlTnDp1CidOnMDPP/+MYcOGoV+/fk7rO72EEFi5ciUAYObMmWjdurXF/rx586J8+fIoUqSIKy6P0mD37t3YtGkThgwZwmAwp0pZVoIjg0RERJlHLjivkrhawikMpuyscAMkt5wz9Vbohem6DQA0zjmn0WjEwIED8ffff8PLywuDBw/GO++8gwIFCijHPH78GFu3bsXPP/+MkydPOqfjDHr8+DGePHkCAHj11Vet9rds2RItW7bM6ssiyl3M36MZk7/OiqUMDAaJiCjXEXoWnM8MkpsEyT1n3Vehd+5o5oIFC/D333/D3d0dv/zyC2rXrm11TKFChdCjRw+89dZb2LZtm1P7T6+EhATl756eni68EqLcyzyTaFaOCmZhN0RERNmH0LHgPDnfs2fPsGTJEgDARx99ZDMQNJc/f368//77VtsfPnyIb7/9Fm3atEHNmjURGBiId955B8uWLYNWq7V5Ln9/fyVZy7lz5zBw4EA0bNgQNWvWxNtvv43169fbbBMUFGR1DvPkHM9LIHP27Fl89NFHqF+/PurUqYOOHTti7dq1qX5u2cmTJzFy5Eg0b94cAQEBaNiwIfr164f9+/fbPH727NnKteh0OixYsABt27ZFjRo10LhxY3z++eeIiIiw25/RaMTvv/+OPn36oHHjxggICECzZs3Qs2dPrFq1yua9vXPnDiZOnIjWrVujVq1ayvdi5cqV0Ov1afqcaXHkyBGL78e2bdvw3nvvoU6dOggMDETPnj1x/Phxq2sLDAzEpk2bAABz5syx+B7a+p7t3bsXAwcORJMmTRAQEIAmTZrg448/xunTp21el5ysZfbs2Xjy5Am++eYbBAUFISAgAIMGDcK6devg7++Pd955J9XP161bN/j7+2PFihXKtgcPHmDlypXo168fWrRoofxb79y5M5YsWWL33/oLySyTqBIYZtEyBo4MEhFR7pNoOf1GCAaG5Lj9+/cjOjoaarXaZpCXFpcuXULv3r3x6NEjaDQaVK5cGfHx8Thz5gzOnDmD7du3Y9GiRfDx8bF7DZMnT4anpyfKli2Le/fu4eLFi/jf//6Hp0+fok+fPsqxgYGB0Gq1OHfunPK1rHDhws+91t27d+Pjjz+GTqdTEuPcv38fY8aMweXLl1Nt++OPP+Knn34CAOTLlw+VK1fGvXv3sH//fuzfvx9Dhw7FkCFDbLbV6XTo27cvDh8+DD8/P/j5+SEsLAxbtmzBv//+i02bNllMywWA2NhYDB06FP/88w8AoEiRIqhatSoePnyII0eO4NChQ2jWrBlKly6ttNmzZw8+/fRTxMXFKfczNjYWZ8+exZkzZ7B7927MmzcP7u7uz71X6TFz5kzMmzcPRYsWRfny5REeHo5Dhw7h2LFjWLZsGerWrQsAcHd3R+3atXHr1i08evQIJUqUQIkSJZTz+Pn5KX83Go0YPXq0EuQXKlQIlStXxu3btxEaGoo///wTEyZMQOfOnW1e0+PHj9GpUydERESgUqVKqFixItzc3NCmTRtMmDABZ86cQXh4uEWfsjt37uD48eNwc3ND+/btle1r167FrFmz4OHhgSJFiqBKlSp4+vQpLly4gLNnz2LXrl1YtmyZ0+9vdmMvk2hWlJUAGAwSEVEuZEw0Km9dtWe10F3Vwa20G9SFmFGGMk4eualUqRIKFSqU7vaJiYkYOnQoHj16hEaNGmHatGnw9fUFYBqBGzRoEE6ePImJEyfiu+++s3mOyZMno1+/fhg4cKDyS/TixYvx/fffY/bs2ejSpYsSSP7222+4ffs2goODla/T6uHDh/jyyy+h0+nQuXNnjB07Fp6enhBCYMOGDRg7diwkyfYvsxs3bsRPP/2EwoUL43//+x/atm0Ltdr0/15oaChGjRqF2bNno06dOmjSpIlV+9DQUJQqVQpbtmyBv78/AODu3bvo27cvrl27hqVLl2L48OEWbcaMGYN//vkHRYoUwXfffWdx3sePH2Pjxo3w9vZWtl27dg3Dhw+HVqvF559/jh49eij389KlSxg+fDj+/vtv/PTTT1Z9OSIyMhLLli3Djz/+qCTzSUhIwBdffIHQ0FBMnToVq1evBmAKaJcsWYIJEyZg06ZN6NSpE4YOHWrzvHPnzsWGDRvg5+eHb775BvXr1wdgehG2evVqTJw4EV9//TVq166NSpUqWbVfs2YNqlevjhUrVqBUqVLKdXl6eqJ58+bYsWMHtmzZgo8//tiq7e+//w4hBJo0aWLx/0WDBg2wdOlS1K9fHxpN8qLde/fuYeLEifjzzz+xdOlSDBgwIIN3M4dIkUlUmSaa3UYG5SFoZ3v77bcz5bxERES2CKMAdFAetPqbekALGKOMLr0uyvkiIyMBAGXKlMlQ+23btuHmzZvw9vbGrFmzLEa3atSogQkTJuCjjz7Cli1bMHToUItRLFmjRo3wySefWGzr06cPtmzZgkuXLuHw4cNo0aJFhq7P3OrVqxEdHY0yZcpgwoQJSjAnSRI6deqEM2fOKEGLOZ1Oh5kzZwIAfvjhB9SqVctif+vWrREZGYlJkyZh8eLFNoNBnU6H7777TgkEAaBkyZIYPnw4hgwZgr1791oEaBcuXMC2bdugUqmwYMECVK9e3eJ8hQoVshgxBUxTUuPj4zF48GD07dvXYl/VqlUxffp0dOjQAb/++isGDRoEDw+PNNy159Pr9fjkk08ssrp6enpi3Lhx2L17N06ePImoqCjkz58/zed88uQJFi1aBHd3d8ydOxcVK1ZU9kmShPfffx/h4eH45ZdfsGzZMkycONHqHGq1GrNnz0bx4sUtrgsA3nrrLezYsQNbt261GwzKx5mTa1mmVLx4cfzwww+oX78+Nm3alHuCQXmaaBaWlQDSEQyOHDnS7huejJIkicEgERFlLbngvEaCEAIizvTgVeXlMnpyTGxsLABYjDClh7xW7q233rKa5ggAzZs3R/ny5REWFoZ//vkHXbp0sTrmvffes3nuWrVq4dKlS7h582aGrs3etXbt2lUJBM316NHDZjB4+vRp3Lt3D+XKlUPDhg0tEtjIWrRogUmTJuH48eMwGAxW569atarN9ZhyYJnyM+7cuRMA8PLLL1sFgrZotVrs2bMHAGzeYwCoVq0aSpUqhdu3b+P8+fMWU2wdZet76Ovri1KlSiE8PBy3bt1KVzC4b98+xMfH4+WXX7YIBM21aNECv/zyC44ePWpz/8svv2wRCJpr2rQpChYsiBs3buDUqVMW35sLFy7g6tWryJMnjzICbS4hIQE7duzAsWPHEBERgfj4eGXaviRJCAsLU0YgX1gixd+T3ktmy2miXFNBREQ5ndALU51BTwCJSH7w5slZWTAp+5ELtcfFxWWofVhYGACgcuXKdo+pUqUKwsLCcP36dZv7y5UrZ3O7vAYwo9eWkty/veDCz88Pbm5uVklW/vvvPwDA06dP8cEHH8BoNEKlsnwRI/++mZCQgKdPn1qtX7T3GeUptSk/47Vr1wAAderUee7nAoAbN24gISEBKpUKw4YNs3ucXJLj3r17aTpvWhQsWBD58uWzuc/X1xfh4eHp/h7K9/zKlSt217ImJiYCsP9ZKlSoYPf8Go0Gbdu2xapVq7BlyxaLYHDLli0AgFatWlkFdFeuXMGAAQNw586dVK8/KirqhQ4G7WYSVUF5PmWmNAeDHTp0yMzrICIiyhpywXkVYIxNetJ6ZE09J3qxFStWDABw+/btDLWXRxbloMYWeZ98bEpeXl42t8sBl7Ne7MsBib1EM2q1GgUKFMDDhw8ttkdHRwMw/YJ/4sSJ5/YTHx9vtc3eyGvKoFL27NkzALCbdCcl+RqNRmOartHW6GZGpTaqnNHvYUxMDABT9s4HDx6keqy9z/K80e633noLq1atwvbt2/G///0Pbm5uMBqN+OOPP5T95gwGAz7++GPcuXMHjRs3Rv/+/eHv7498+fIp6wdfe+01REREQKfTpelz5kRCCNuZRLNwokqag8EpU6Zk5nUQERFlCaEzZW6TVFLyFFFPThElx9WtWxe//vorrly5gsePH6c7iYw8spgygDIn75OPdRVvb2/ExMTg0aNHNvcbDAY8ffrUZjvAVOB+3rx5yhRAW1NNnUUOAuWg8Hnke+vl5YVTp05l1mVlGfmed+3aFV999VWm9FG7dm2UK1cON27cwN9//43XXnsNhw8fxv3791GsWDE0bNjQ4vizZ8/i+vXrKFGiBObPn2818ieEQFRUVKZca7aSYr2gkkk0C19O8ulHRES5i9msNRGbtDbFk6OC5LhmzZohb968MBgM6crMKStfvjwA0/Q5e+SSDalN28sKcv/yFMyUwsPDbdbhq1KlCgDg6tWrmXdxKcjTbk+ePJmm48uVKweNRoP4+HjcunUrMy8tS8ifP7V/V87wxhtvAEieGir/t3379lajtvLoeY0aNWxOAb18+bLTpjRna3aCwaxKHgMwGCQiolzGqDMqBeeNcaZpoqkFg/v27cOQIUPwyiuvKEWa33vvPcyYMcPmL7s6nQ6LFi3Cm2++idq1a6N+/fro3r27ksQiNRcuXMCwYcPQpEkT1KhRA8HBwfjmm2/w+PHjVNu5ok+y5uPjg169egEA5s+f/9xRpaioKIugsVmzZgCAzZs32xxV27dvH8LCwqBSqWxm2cxKTZs2BWAqR2E0Wi9sMi8ubq5u3booUqQI7ty5g9DQ0Ey9RlmrVq0AAAcPHsTFixefe7yXlxdee+01AMDSpUsz89KcQg6m7E3xbN68OTw8PHDs2DGcOXMm067jzTffBGCqP/n48WPl50/KKaJA8jXbm7a6ePHiTLrKbMbFmUQBBoNERJTbaJOn4MjTRCUv62BQr9fj888/R//+/bFr1y64ubmhatWq8PLywrlz5zB//nwl6YIsMTERH374IaZOnYqrV6+ibNmyKFCgAI4ePYqhQ4fihx9+sHtZO3fuxLvvvovt27dDCIHKlSvj8ePHWLFiBd588027IxSu6JPs++ijj/Dyyy9Dq9WiV69eWLRokdV0t6dPn2LlypVo3749Dhw4oGxv164dypYti7i4OAwfPtxiCub58+cxbtw4AKZfrm2VlchK7733HvLmzYubN2/iq6++sghENm7ciLVr18LNzXo1kru7O0aMGAEAGD16NDZt2mS1Juzhw4f47bff8PPPPzvlWqtWrYrXX38dRqMR/fv3x6FDhyz2P378GEuWLLF4ATJs2DB4e3tj5cqV+P77762+h/Hx8di1axfGjBnjlGt0hFzK5OTJkzZfUPn6+qJ///4QQuCjjz7Cn3/+abXu8M6dO1i8eDHWrl2b4esoV64cateujfj4eIwaNQqxsbGoUqUKqlatanVs7dq1odFocPLkSaxZs0bZrtVqMXPmTGzZssWi9uALy/w9inkm0SycJpqubKLXrl3D+PHjAQABAQH44osv0tXZ999/j3PnzkGSJIwfPx5+fn7pak9EROQoY0JywfnUpol+/fXX2LJli1Lf7aWXXlL2xcfH4+DBg0oRatnUqVNx/PhxlC5dGgsXLlSm0v31118YNmwYFi5ciMDAQAQFBVm0i4yMxBdffAGdTodBgwZh8ODBcHNzQ0xMDIYPH44DBw5g2LBhWLdunVWZp8zu89dff83AXc691Go1FixYgAkTJmDdunWYOnUqpk+fjrJlyyJv3ryIiorC7du3YTAYoNFoLGqteXh4YPbs2ejduzcOHjyIV199FZUrV0ZCQoKSvbNOnTrZIgApUqQIvv32W3zyyScICQnBtm3bUL58edy/fx+RkZHo0aMH/vrrL5uZIjt06IAHDx5gxowZmDBhAn744QeUL18eKpUKDx8+REREhHKcs4wfPx6PHj3CoUOH0LNnTxQpUgTFixfHo0ePcO/ePRiNRrRq1UpZ51mpUiXMmTMHw4YNw+LFi7Fs2TKUL18e3t7eiIqKwq1bt2AwGJQC7K7UokULzJo1C8ePH8drr72GMmXKwM3NDU2bNkX//v0BAIMHD8aTJ0/w66+/YvDgwcifPz/KlCkDIQTu37+vjNANGTLEoWt58803cerUKezdu1f52hZfX1/06dMH8+fPx7hx4zBnzhwULVoUN27cQExMDIYOHYoNGzY8N9NoTmcRlBuRPEqogmXJiUyUrpHBqVOn4ujRo/jvv//wwQcfpLuzbt264b///sPRo0cxffr0dLcnIiJyhBCWBeftTRM9fPgw1q5di1KlSuGXX36xCAQB0zSy4OBgizfXDx8+VOqqTZo0yWJNV3BwsFK4es6cOVbXtWjRIsTHx6N+/fr45JNPlBGVvHnzYtq0acibNy/OnTun1D7Lyj6PHDli61baJPQCQpuD/ugz57ctd3d3fPPNN9i0aRO6d++OSpUq4dGjR7hw4QKioqJQq1YtDBkyBKGhoejdu7dF26pVq2LLli3o1asXSpUqhatXr+LevXuoUaMGRo0aheXLl6c5K2Zma9GiBX777Te8+uqrkCQJV69eha+vLyZOnIjRo0en2rZ///5Yv349OnTogMKFC+Pq1au4dOkSANO0xm+++Sbdgw6p8fHxweLFi/Htt9+iUaNG0Ol0uHTpEoxGIxo1aoTx48ejaNGiFm2aNGmC7du346OPPkKVKlVw9+5dnD9/HlFRUQgMDMSIESOyxXTGMmXK4Oeff0ajRo2QmJiIkydP4ujRoxblRyRJwtixY7Fy5Uq8/vrryJMnDy5fvowrV67Aw8MDbdu2xbRp05RpzhnVtm1b5eeiSqVS1hHaMnz4cIwfPx5VqlTBkydPcPPmTVStWhWzZs1yOCjNCawyiRqyPpMoAEgijflpb926hZYtW0KSJIwYMUJ5wKTXwoULMW3aNKhUKvz1118oUaKExf59+/YpbzFKlSqF3bt32zxPbGwsfv75Z4SGhuLu3bvw9vZGrVq10Lt3b6uMRSkdPnwYS5cuxenTpxEXF4eSJUuiTZs26N+/f6qpc13RJ5nExcXh4sWLqFatGu9XBvD+OYb3zzHZ6f4JrUDiuURIGglQAXEbTAkKPF/zhHt1d6gLmaLEAQMGYO/evRg7dmyaX36GhIRg7Nix8PPzs7kWKjIyUlkTtmvXLpQtW1bZ16xZM0RGRmLq1Kk236SPGTMGa9euxZtvvompU6dmaZ/dunXDO++8g/Lly9ut9SV0Atr/tBAJOa8eseQpwd3f3fRvIp0MBkOWZMN8UfH+OYb3zzGuvn/CKCDihTISKBIERJyA5C5B8pGUaaOSl6QUoE9ISEBYWFiqP4/TK83TRLdt2wbAlG43I6OCsu7du2PBggWIjY3F1q1b0a9fP2VfbGwsvv766+ee4/Hjx+jatSvCwsLg7u6OSpUq4fHjx9i7dy/27duHsWPHolu3bjbbrlixApMmTYIQAsWLF0eJEiVw9epVzJs3Dzt37sSqVatQoECBbNEnERE5l9ALU7Y2j+T1gtAAkltyIJCYmIh//vkHANC4cWNcvXoVa9aswbVr1+Du7o5q1aqhc+fOVtPD5GQhdevWtdl3sWLFULp0ady+fRunTp1SArOIiAhERkYCAOrXr2+zbb169bB27VqcPn06y/uUC1anRtKYAiolE15OokaGAkEiIofI785cmEkUSEcweOLECUiShJdfftmhSNTT0xMvv/wydu7ciePHj1sEgzNmzMDdu3cRHByMv/76y+45Ro8ejbCwMFSvXh3z5s1DsWLFIIRASEgIxo0bh0mTJiEwMBDVqlWzaHfu3DlMnjwZADBhwgS8++67kCQJkZGRGDhwIM6fP4+xY8di9uzZ2aJPIiJyMj1MD1x18hRRVR7LOTmXLl1SElocP34cEyZMsEhwsWfPHixatAhTpkzB66+/rmwPDw8HAIvRt5TKli2L27dvIywszKqdRqNB8eLFbbaTE0TcunULOp1OmYaVFX1GRESkqci1pJEAG/kejEaj0wqdZ5oMBrHy5xJCwGDIiZGwa/H+OYb3zzEuv38GJE8TFcnTRIVKJK8fFEmF6JN+hBoMBhiNRsTHx9vM4ptSWmbjpDkYlGuT1KlTJ61N7KpTpw527typ1MoBTG83V65cieDgYLRo0cJuMHjhwgXs3r0bKpUKM2bMQLFixQCY5kJ36dIFx48fx+bNmzF37lyrAGvu3LkwGo14++230aVLF2V7sWLFMH36dLRt2xY7d+7EpUuXLDIfuaJPIiJyPqE3KzgvJ4/xthwVMk91LieOGTNmDKpWrYqIiAjMmDED27dvx8iRI1GhQgVlPaGcbTB//vx2+5f3RUdHK9vkEgL58+e3Sg4jk2ePGI1GPHv2DAULFsyyPoUQDgVz8fHxGW6bU6TMKkvpw/vnGN4/x7jq/kkGCSq9Sgn2NAbT2zS9UQ+hS3pWCQkGGJTRw8TEROj1eov1oKmxN2vEXJqDQfnB4evrm9YmdsnnkM+p0+kwduxYeHp6Yty4cTh48KDdtvKaiEaNGqFcuXJW+7t06YLNmzdj3759iIuLUyLi2NhYJX3zu+++a9XOz88PjRo1wsGDB7Fjxw6LwMwVfRIRUSbQQ6kxqJSVSBEMxsbGKn/39PTEwoULlYCqXLlymD59OsLDw3Hx4kXMnz8fP/74I4DkXyhSS4cuZx81T8Ofnnbmx2dln44Eg15eXtl/ZDCDhBBITEyEh4eH3aCa7OP9cwzvn2Ncfv+0MAV5aphGAJOeSRqPpJ/LSSODGk9N8lRSAG5ubihbtiw8PDycchlpDgbluiXOWGCpUqkszrlgwQJcvnwZo0aNsjtdRSavjzBPxWyuZs2acHd3R2JiIi5evKhExBcvXoRWq4W7uztq1qxps23dunVx8OBBu2sysrJPIiJyPqEXykPfGGt7mqj5A7ZDhw5Wo24qlQo9e/bEl19+ib///htGoxEqlUppl7JmmjmtVgsAFsst0tMu5fVlVZ+O/KIkP/NfRPLUMkmSmMAjA3j/HMP75xhX3j8hhOnFpAqmP7qkF5VqKMlilAQyquQEMmq1GiqVCl5eXlmfQKZAgQJ48OCBRQHUjJKLeubPnx/Xrl3DggULUL16dXTv3v25bZ+3PkKj0aBEiRK4ceMGwsLClMBMXitRsmRJu29C5XOar6twVZ8ZkZiY+MLOGZenGeWG6UaZgffPMbx/jslO988QZTAFhIkSDM9MPy/17noYdAYYEgyQ4iSLYKtMmTKIi4uzOo+cPCY2NhZ3795F6dKlkS9fPgCwKk5tTt4nHwskT+OMioqCEMJm4CXPpFGpVBZlBbKiT0mSOOpARORMcoH5FGUllEBQPiYLfvSmORgsUqQIHjx4gDNnzjjcqXyOokWLYsyYMdDr9Rg/fnyaovKMro9IT7uUD1VX9JkR586dc/gc2Z0cmFPG8P45hvfPMdnh/nnf84Y6UQ1DtAFFYopADTUexDyAiBGIQxz0efTKrBXAtH7w4sWLVue5ffu28vfLly+jdOnS8PPzw4kTJ3Djxg27/d+8eROAaZmATP67TqdDREQESpYsadXu1q1bAIDSpUtbvFzMij6LFy/OYJCIyJnSkklUwDRqmMk/ftMcDNatWxfnz5/HgQMHEB8fDy8vrwx1GB8fjwMHDkCSJOTJkwdHjhxB9+7dUaNGjTS1z4r1ESkXkrqiz4wICAh4oUcGw8PD4efnl+F/e7kZ759jeP8ck13unxDClNnSKABPwHDc9POyqF9RIB5QV1JDKmB66pYoUQIREREwGo1WWaIB4N69ewBM0y3lJQS1a9fGhg0bcOLECZv9R0ZGKkFk7dq1le0lS5ZE0aJFcf/+fRw7dsxmzb9jx45ZtcuqPrmenYjIyZLWAyojg8ak6DDluJjKsWn6aZHmYLBp06ZYvnw5oqKisHjxYgwZMiRDHS5evBhPnz6FJEk4ffo0ihUrhmHDhqW5vYeHB+Lj4zN1fUTKBZmu6DMjnLWQNDvz8vJyedHqnIz3zzG8f45x9f0TOoFEdSIkDwnCIBCPeEAFeOTzgNALaDw1UHubnsTt27fHokWLsGPHDgwfPhxubpaPy99//x2AqUafPP0yODgYEydORHh4OA4fPoxGjRpZtFm9ejUA4KWXXrJKRta6dWusWLECISEhVoFZVFQUduzYAQBo06aNxb6s6LNp06am+/eCJoEhIspyKatCJI3lSGrLaaIpA8HM+Dmc5lXdTZs2RZUqVSCEUIqlp9eOHTswd+5cSJIEb29vJCQkYMyYMRbrH57HGesjntcu5bROV/RJRETOpRScV8OirIStt659+vRB3rx5cfv2bUyYMEGZvSGEwPLly7Fnzx5IkoT+/fsrbXx9fZUSQqNHj7ZI/b17924sWrQIADB48GCb/Xl6euLff//FrFmzlFkeMTExGDFiBGJiYvDSSy8hKCjIol1W9Pnyyy8DwAs784SIKKtZBHXy+kHAemQwxeNJ/jnszMRcaR4ZBIDPPvsMAwYMgNFoxLBhw/DBBx/go48+QqFChVJt9/jxY8yfPx+//vqrRda1Z8+eYfz48Rg/frzF8fJUy4iICDRp0gQAMHv2bAQGBsLPzw+RkZF210fodDrcvXsXgO31EXfv3rUo2GvO1roK+eus7pOIiJxMB6uC81Ie29NvChUqhB9//BEDBw7EmjVrsG3bNvj5+eHevXt48OABJEnC559/joYNG1q0+/zzz3H+/HmcPHkSr7/+OipXroy4uDjlZ33v3r3RokULq/5KlCiB7777DiNGjMDcuXOxZs0aFC9eHGFhYYiLi4Ovry9mzpxpM3DN7D7d3d2hVqsRHx+frpe3RERkTQhhkTxGWS9ovj5QmG0zExMTA41Gk+oStPRKVzDYrFkzDB06VKmptGLFCqxevRovv/wy6tSpg7JlyyojY9HR0bh58yZOnjyJgwcPQqfTKVHwoEGDsGHDBgDAw4cP7fZnNBqV/fJUy9q1a+PIkSM4fvy4zTZnzpyBTqeDh4eHxTqPatWqQaPRQKvV4syZMzaLMMrntLUmI6v7JCIi57JVcF7lbf/t6ssvv4zNmzdjwYIFOHjwIC5dugQfHx8EBQWhV69eaNCggVUbT09PLF++HL/88gt+//13hIeHQ6PRoEGDBvjggw/QunVru/21adMGZcqUwYIFC3Ds2DFcvnwZRYsWRceOHTFo0CAULlzYZrus6NPb2xtRUVEoVKgQU9gTETnCTiZRm6OCZu//4uPjER0djQIFCjh1HWG6gkHAFMi5u7tjxowZMBgM0Gq12LdvH/bt22e3jRwEqtVqfPLJJ+jfv3+qaw43bNiAUaNGoVSpUti9e7fFvtatW2PBggU4cuQIbty4YbUGYs2aNQBMgWuePHmU7T4+PnjllVewZ88ehISEWAVm8noLwHpNhiv6JCIiJ0tDwfmU/Pz8MGXKlHR14+7ujv79+1tMIU2r6tWrKy9cs1OfRYsWRXh4OG7cuIFChQqxyHUSg8GgTCFmkJx+vH+O4f1zjKvunzAIiEShjASKeKHUwJUSk36uytNGJdPgWExMDKKjo+Hh4QFfX1+nXk+6g0EA6Nu3L+rVq4fZs2fjn3/+SdNixiZNmmDo0KEOj4BVr14dzZs3x549ezB8+HDMnz8fRYsWhRACISEh2Lx5M1QqFQYOHGjVdtCgQdi7dy82b96MwMBAvPvuu5AkCffv38enn34Ko9GIFi1aWGVOc0WfRETkXEIvICW9ZlWCQTvTRMmSu7s7SpcujYcPHyIiIsLVl5NtGI1G6PV6uLm5OXUNT27B++cY3j/HuOr+CYMA9FCmgIrEpK89AMnNLBhUAZLG9LVGo0GBAgXg6+vr9MBVEg6mpbl27RoOHjyIEydOIDIyUilSW6BAARQtWhSBgYFo0qQJKlasmOZzpjYyCJjWIL7//vsIDw+Hu7s7KlWqhCdPniAiIgKSJGH06NF2C9j/8ssv+PbbbyGEQIkSJVCwYEFcvXoVWq0W5cuXx6pVq2yugXRFn5QsLi4OFy9eRLVq1ZjNMQN4/xzD++eY7HL/dGE66O/roS6oRty2OIgYAc/XPKEupobxkREafw3Uhfh2/Xn0estajLlZfHw8rl+/jgoVKrDsTAbw/jmG988xrrp/+vt6GO4YlFJGCfsTIGIFPOp7QOVrihCNUUaoi6ihKaWBSqWCRqPJtNkYGRoZNFexYkVUrFjRbiCUGQoVKoT169dj4cKF2LFjB65evQpvb280a9YMffr0sUqtba5nz57w9/fHkiVLcObMGTx69AglS5ZEmzZt0L9/f4tpnq7uk4iInEckCkhqCUIIjgw6wM3NzarURm5lNJrmcnl4eFiUlqK04f1zDO+fY1x1/3R6HfQqPdRqNYRBwPDAAAjAM68nVOqkYFAY4ZbHDW6emf+zNlv+NO/YsSM6duyY6jE+Pj4YPnw4hg8fnu7zN27cGI0bN053O1f0SUREjhMiaY2GGkAikms6eTEYJCKirCGEgDHWqEz/FM9Mic3gZv08ktyz5vnECcZERPTi0wPCaBoZVMpKeEqWBX6JiIgykw4QOqGsDTRGm55HqnwqZRqoMJiSy+T4YPDPP/9EtWrV8NJLL2VWF0RERGliUXCeU0SJiMgFhFaYat4mlQk0xiQFg3nNQjI9TCOFWRQMZuo0UQdz0xARETmHPumPGkqNweeVlSAiInImkWgqOC/PSpFHBqV8yc8joRemaaTOqyufKk4TJSKiF555wXl5mqgqDx+BRESUdYTWcqBMRJu+VuWzHBmUvKQsq+XKJyEREb34dGYF5zkySERELiDiBYQq6VkkhMWaQYUha5ObMRgkIqIXnjDYKDjPYJCIiLKIVSbRuKS17BIg+UgWx6ncsy5EYzBIREQvPJGY/DaW00SJiCjL2ckkKuWVIKmSAkSR9OLSPesui09CIiJ64SkF5/XCVGcQHBkkIqKskzKTqIhJWi/owkyiQCZmE/Xy8kLJkiWzbPEjERGRLeYF5+UpotBk7cOWiIhyN3uZRM3XCwq9aeTwhQgGmzRpgt27d2fW6YmIiNLGkLRmUC3BEG0AwFFBIiLKWikzidpMHqMH4AllKmlW4DRRIiJ6oQmddcF58/WCwihMC/iz8OFLRES5i4g3zVCR2asxqPLK2vCMwSAREb3Y9DAFgyo7ZSWSAsWsKvBLRES5i5xJVJ6TKRKT16+brxmUjFKWlpUAMnGa6MWLF/Hrr7/i2LFjiIyMBAAULVoU9erVQ7du3VC9evXM6pqIiEgh9MnrNORMolbBoBuUdN9EREROJWcSTXrOGGOSn0Xmzx4BkeXr2TMlGFy0aBFmzJgBo9EIIZLnx968eRO3bt3C5s2b8cknn6B///6Z0T0REVEyvVnBeVvTRPVJD2i1zdZEREQOEYlJmUS9TF+bl5VQjjEKSJKU5S8mnR4M/vXXX/jhhx8AABUqVEDLli1RvHhxxMXF4erVq9ixYwfi4+MxY8YMVKpUCUFBQc6+BCIiIoXQmxWctzNNVMorMfs1ERFlCqF9fiZR6OGSTNdODwZ/+eUXSJKE/v37Y/jw4Vb7P/30U/To0QNhYWFYunQpg0EiIspUcsF5YRSmBfwApDyWC/azeo0GERHlHikziYropFkqNspKZGXBeSAdCWTu3LmTpuMuXLgAT09PfPzxxzb3FylSBL169VKOJSIiykxKwfl4AQgAKkDytAz+VBrmUyMioswh4mxnEk05Mih5SpBUWftyMs1Pv9dffx2LFi2CwWBI9Tij0Qi1Wg212v7iC41GoxxLRESUWYQQpjeyZmUlJC/LKaESsv5NLBER5Q5CCFPyMjmTqF4oSxasRgZdMEslzcFgfHw8pk2bho4dO+LMmTN2j6tUqRJiY2MREhJic39iYiJ+++03SJKESpUqpf+KiYiI0soA0zoM87IS5lNEDcI0UshMokRElBl0pmmi8nNGPEuaMqoB4JF8mCQkqDyyfpZKmnv89ddfUaFCBfz333947733MH78eDx79szquPfffx9CCHz99dcYMGAA1q5diwMHDmDnzp2YO3cu2rZti7NnzwIAunTp4rxPQkRElILQCwiDsCgrofI2e/SxrAQREWUikShMLyWTRgbNp4jKs1SU6gsumKWS5gQy9erVw6ZNm7Bo0SLMnz8fq1evxp9//olRo0ahXbt2ynEdO3bEqVOnEBISgv3792P//v0W55E/bMeOHdG5c2cnfQwiIiIb5ILz5tNEUyaPUUssOE9ERJkiTZlEk55TWZ1JFEjHyCBgWus3cOBAbN26FY0bN8aDBw8wYsQI9O/fH7dv31aOmzBhAmbPno169epBo9GY1mwIATc3N9SvXx8zZ87E5MmTnf5hiIiIzAmd6SFsMU00ZcF5d2T5gn0iIsodUmYSVWoM5jN77iSNHLoiGMxQaYkyZcpgyZIl+P333/Htt99i//79eOONNzBo0CD07t0barUaLVu2RMuWLWEwGPDkyRMAQIECBeDmlil17omIiKwlFZxXSSqb00SFXkDtxWrzRESUOYyxRotMonbLSmikTCj693wOrVJ84403sH37drzzzjtISEjA9OnT0aFDB5w6dUo5Rq1Ww9fXF76+vgwEiYgoS8kF54UQNqeJSkbJqswEERGRMwiRVN82aSmCMAoYY+yUlUiR6TqrOJyyJl++fJg4cSJWrlyJSpUq4fLly+jatSu++uorxMTEOOMaiYiIMkToBIQkAC1M03BgOU1UIKnILxERkbPJmUSTnjMiLnnpQsolC64oKwE4IRiUBQYGYuPGjfj000/h7u6OkJAQtGvXDtu2bXNWF0REROkiEkwPYWNs0hoNT0lZxC+EadTQFWs0iIjoxWcvk6iU17K4vICAyj3ry0oATgwGAcDNzQ39+/fH1q1b0aRJEyXBTL9+/XDr1i1ndkVERPRcItFUR1CZIpoyeYwazCRKRESZQmgFhFEkv4S0tV7QKCBJrnsxme5FfNevX0dISAhOnTqFp0+fwsvLCxUrVkS7du0QFBQEAChdujQWLVqEbdu2YfLkyThw4ICSYKZPnz5Qq7lYn4iIMpcwJL2RVdsJBuXsbawxSEREmUBoTTNQZHbLSrjBJTUGgXSODK5cuRJvvvkmli1bhlOnTiE8PBwXL17EH3/8gcGDB2PgwIHQarXK8e3atcOOHTvQpUsXaLVazJgxA2+//TZOnjzp9A9CRERkQQfljawyTdS8xqAhaR0Hc5sREVEmSJlJ1FYwKNe7ddXIYJqDwUOHDuGbb76BXq+HRqNB69at0bdvX3Tu3BnFixeHEAJ79+7Fd999Z9HOx8cH48ePx6pVq1C5cmVcuXIF3bp1w7hx45hghoiIMo3QW48MmpeVgCFpDaELsrcREdGLzSqTqEjOJCrlTTFLxSO5KH1WS/P70EWLFkEIgSJFimDVqlUoU6aMsk+n02HEiBHYuXMn1qxZg+HDh8PHx8eife3atbFx40YsWbIEc+fORUhICHbv3o2///7beZ+GiIgoidDbKDhvPjKoFywrQUREmUObNE1UHvFLNG0DAFXeFPVuvV23hC7NI4Nnz56FJEno3bu3RSAIABqNBp9//jkAwGAw4OLFizbPoVar0a9fP/zxxx949dVX8ejRIwcunYiIKBVJBeclSVIKzpuvGZQEM4kSEVHmEFo7mUTzSBYljVxd7zbNI4OJiYkAgPz589vcb75dPtaekiVLYsGCBQgNDU1r90REROkidEkF5/XC9EYWgCqP5TtQJo8hIqLMIBJNmURVatNzx2bymCSufBaleWRQHg3cuXOnzf3mgV3p0qXTdM7WrVuntXsiIqJ0kQvOy+sF4YbktRtGAUgMBomIKHPILyRl5jUGlWMMpvJHrpylkuZgsH379hBCYN++fRg4cCAOHDiAsLAwnDx5EjNmzMCkSZMgSRKqVasGPz+/TLxkIiKi5xOJpgxt5mUllGQx8tQd1hgkIqJMkDKTqIixrjGolDhyYTCY5mmivXv3xr59+3Dq1Cns3bsXe/futdgvhECePHkwadIkZ18jERFRuolEAaihlJUwnyIqDK5N5U1ERC8uIZJmpZi9cLRbVsJNclmNQSAdI4MeHh5YtmwZ+vXrh3z58pk+ZNIftVqN4OBgrF+/HtWqVcvM6yUiInouYRCADvYLzhsAuLsulTcREb3AtEnTRJMSxQhd8pKFlCODkpdrSxylq9Suh4cHRowYgU8//RRhYWF4+vQpvLy84OfnBy8vr8y6RiIiovTRJxWc15hNE81jWddJlT/N70OJiIjSTGiTXkh6m76W6wvCA5A8UpQ48nLtS8l0BYMySZJQoUIFZ18LERGRUwidMI3+mU8TNS84bwTg6ZJLIyKiF5xINM2elDOJimgbo4JJVB6ufTHJ16JERPTCEfqkYFBle5qoEAIqDR+BRETkfEKbIpNo0sigRbF5kXSMC9cLAgwGiYjoRZRUcB4CVtNElQcwM4kSEVEmMMZZZhK1WWMwafaKq0scZWia6PPodDqcOHEC169fR0xMDPLmzQs/Pz/UrVsX7u4uDn+JiOiFJ/RJBecTTAEhJEDyTHrgGpEtHsBERPTiSS2TqJTPcu06NK4tKwE4ORg0Go1YuHAhFi9ejJiYGKv9efLkQe/evdG/f3+4uWVKHEpERKQUnEec6WvJW4KkMqsxyGCQiIgyg5xJNCnIE0YB8cx6zaDQJx3j4pAozdNEg4OD0aJFCxw8eNDm/sTERPTt2xczZ85EdHS0RekJ+c+zZ88we/Zs9OvXD4mJiU77EEREROZEQlLB+Vgb6wUNSem+OU2UiIicTMkkmhTkiWcieUaKd4qs1t4ql5aVANIRi965cweSJCE+Pt7m/vHjx+PgwYPKBypfvjwaNGiAAgUK4OnTp/j3339x/fp1CCFw+PBhTJkyBV9//bVTPgQREZE5peB8nI1MonpA8jEbKSQiInKSlJlEzZPHWAR+Bri8rATgpIHJS5cuYcOGDZAkCZ6enpg4cSJef/11q+O2bt2KsWPHIj4+HiEhIejVqxfKlSvnjEsgIiICkFRwPmkqqDIymCfFyKCn6x/ARET04jEmGi0zidpaLwhTkrPssFzBKdlE161bp/x96tSpNgNBAHj99dcxdepUAKbFlRs2bHBG90RERMn0SQGfSrJZVkIyShZFf4mIiJxFxAuLTKK2agwKo4AkSS5PHgM4KRg8duwYJElCnTp10KJFi1SPbdGiBerUqQMhBI4fP+6M7omIiBRKjUGzgvMWI4PZ5G0sERG9WFLLJGpRVkIP0/zMbFBkwSnBYEREBADgtddeS9PxzZs3BwCEh4c7o3siIqJkegBGQKiEMjIorxlU3sYyGCQiImeTM4m6Jde1tRUMCr3pmOzwLHJKMBgbGwsAKF26dJqOl4+Ljo52RvdEREQKoTMt3pf0kikwhNk00aQRQ2YSJSIiZxOJSZlEk54xIj5pDbtkSlym0AOShwRJ/YIEgwUKFMhQO7Va/fyDiIiI0kEuOC9PEYUHlLe0MABwY41BIiJyPqFNehmZlK1axCQnMTMP/IReWCxfcKV0ZxO1VQujevXq2L9/P+7fv5+mczx9+hQAULBgwfR2T0RElCq54HzKKaJA0gNY8/wiv7Nnz8acOXNSPebrr7/G+++/b7Vdp9Nh2bJl2LJlC27evAmNRoOqVauie/fuaNWqVarnvHDhAn7++Wf8+++/iI6ORtGiRdG8eXMMGjQIhQoVstvOFX0SEZEle5lELdYLApBE9kgeA2QgGBw8eLDdfefPn0/TOa5evQoAKFy4cHq7JyIiSpVINL2VtZU8BgZAyiuluchv4cKF7ZZAKlKkiNW2xMRE9OrVC8ePH4darUalSpUQHx+Po0eP4ujRo+jXrx8+++wzm+fbuXMnPv30U+h0OhQuXBiVK1dGWFgYVqxYgR07duC3335DmTJlskWfRERkTcRZZhK1FwwCyLnBoBDC7r6///4bBoPhudM/Dx06BEmSULVq1fR2T0RElCqRKAC35ILz5mUlhD59NQabNWuGb7/9Ns3HT506FcePH0fp0qWxcOFCVKhQAQDw119/YdiwYVi4cCECAwMRFBRk0S4yMhJffPEFdDodBg0ahMGDB8PNzQ0xMTEYPnw4Dhw4gGHDhmHdunVWgawr+iQiIktCCNMaQRuZRM1rDAqDKWDMLsFgmtcM1q9fH/Xq1UP9+vXt/qlUqRLOnTuX6nnOnDmDsLAwAECtWrUcu3oiIiIzwpi0eF+F5GmieZIfdRIkqNydslzeysOHD7F69WoAwKRJk5SgDACCg4PRt29fALA5/XTRokWIj49H/fr18cknn8DNzfSuNm/evJg2bRry5s2Lc+fOYc+ePS7vk4iIbEiRSRSwXWNQLiuRXYLBNI8Mrlixwikdnj59GsHBwQCAhg0bOuWcREREAJILzrtLELHWBecBZFom0d27d0On08HPzw+NGjWy2v/ee+9h7ty5OH/+PG7evImyZcsq+0JDQwEA7777rlW7/Pnzo02bNli7di22b99uMcLnij6JiMiakkk0T9LXWgGRkBQM5rUuK5Fdslqne5qoo7p3747u3btndbdERJQLCF1ywXl5ZFAOBoVBAKr0ZRK9dOkSRowYgQcPHiBPnjzw9/dH+/btUblyZatjT506BQCoW7euzXMVK1YMpUuXxu3bt3Hq1CklMIuIiEBkZCQA0ywcW+rVq4e1a9fi9OnTLu+TiIisiQRTJlGVyhT4GWOSpoh6pkgWozeVmcgu0++zPBgkIiLKNHLBeZi9kZWniWagrMTFixdx8eJF5evdu3dj/vz56NGjB7788kuLNfLh4eEAYDH6llLZsmVx+/ZtZbmEeTuNRoPixYvbbCcncbl16xZ0Oh00Go3L+iQiImvGBCPMEonaXC8IwJTIzCt7BIIAg0EiInqBCH1Sjaf4pAetGoB70j6DMNV5SkNMU7RoUXz88cdo2rQpSpcuDR8fH4SFhWHVqlVYvXo1li1bBjc3N3zxxRdKm6ioKACmKZb2yPuio6OVbXK5pfz589t9UyzX8zUajXj27JlSmskVfaZXYmIiDAZDhtpmd/Hx8Rb/pfTh/XMM759jnH3/DI8MEEJAn6g3ff3E9HNP5BFITExUjhOJAiqhgi5O55R+U+Pt7f3cYxgMEhHRC0PoTAXnlSmiecym4ugBeMGi8K89Xbp0sdrm7++P8ePHo3Tp0vjhhx+wbNkydO3aFaVLlwYA5WGf2giau7spMk1ISFC2paed+fGu6jO9npdY7kUgj7RSxvD+OYb3zzHOuH+SQYLPHR8IlYDxiWlEsMD9AvCEJ6L0UYi7FWc6UACaOA2eqZ/BcD/zX5LZW0JgzqFg8N69e9i/fz8uX76MsLAwREdH49mzZ1CpVMiXLx+KFCmCgIAA1KtXD4GBgY50RURE9FxCLyAglBqDKQvOqz1TL32UFr1798by5ctx//597N69Gz169AAAeHh4ADAVgLdHq9UCADw9PZVt6Wlnfryr+kyvgICAF3pkMDw8HH5+fvDy8nL15eQ4vH+O4f1zjDPvn4gVMGgNgE/yC0f9JdMIYYGyBVCoSCHTcToBJAAl/Etkm6miGQoGjx07hpkzZ+LEiRMWdQfN/y6/id21axcAoHz58ujTpw86derkyPUSERHZl2h6EKdMHgMAklFKV41Be9RqNWrVqoVdu3bhxo0byvZ8+fIBSJ66aYu8Tz4WSJ7GGRUVZZriamPapjytU6VSwcfHx6V9ppcjgWRO4eXllabpWGQb759jeP8c44z7Z4g3QKvWQu1teuEoDAL6OFMw6FHIAyqPpKQyRiMkLwnu+d0tSlC4UrqLLU2ePBndu3fH8ePHYTQaTQUWk/5IUvJ0HPPtQgiEhYVhzJgx6NWrFx4/fuz0D0JERGRMNJoyicYmTxOVCYh0JY9JjTy9Uq/XK9v8/PwAwCJATOnmzZsWx5r/XafTISIiwma7W7duAQBKly5tMbXTFX0SEZElY4IRkln2GPFMAAKmpGXmI4B6AO7INoEgkM5gcPLkyVi+fLkS4FWoUAFBQUEICgpChQoVlJHBsmXLYsaMGZg8eTJ69+6NGjVqKG0OHz6MXr16KW8ciYiInEEpOK8GjHGW00SFMK0ldFZdpytXrgCARSbO2rVrAwBOnDhhs01kZCRu375tcSwAlCxZEkWLFgVgmnlji7zdvJ2r+iQiIksiVljMt5QziaryqSxmXgi9sFi+kB2k+WrOnDmDFStWQJIkVKhQASEhIdi2bRvmzp2LuXPnYtu2bVi7di0qVKiAW7duYdOmTejYsSO++OILrF27Fr///jsaNmwIIQQuX76Mr7/+OhM/FhER5Tr6pGK+asl6ZDCp9qAzRgb37t2rBINNmjRRtgcHB0Oj0SA8PByHDx+2ard69WoAwEsvvYRy5cpZ7GvdujUAICQkxKpdVFQUduzYAQBo06aNxT5X9ElERMmEQZiWJpi9bDQPBs05a7mCM6U5GFy3bh2EEMiXLx+WL1+OmjVrWh1To0YNLFu2DPny5cP+/fvxxx9/KPsqV66MpUuXol27dhBCIDQ0FCdPnnTOpyAiolxP6E0F54VKQMSnWDOYjhqDV65cwbhx43Dp0iWL7UajEVu3bsWIESMAAM2bN7d4Fvr6+ipZSEePHo3r168r+3bv3o1FixYBAAYPHmzVZ58+feDp6Yl///0Xs2bNUhKuxMTEYMSIEYiJicFLL72EoKAgi3au6JOIiJKJRGHKZG32fLFXY1BAWBagzwbSnEDmyJEjkCQJnTt3hq+vr93jfH198c4772DRokVYt24d2rdvr+xTqVSYMGECjhw5gsePH+P3339HnTp1HPsEREREgGmKqDEpW5sRgJS8VkMeMUzLNFG9Xo81a9ZgzZo1KFCgAEqWLAm1Wo2bN28qyVjq1auH77//3qrt559/jvPnz+PkyZN4/fXXUblyZcTFxSnr9nr37o0WLVpYtStRogS+++47jBgxAnPnzsWaNWtQvHhxhIWFIS4uDr6+vpg5c6bNRC+u6JOIiExEojCtBTSLqkS06YWk+cigMCTlV8mpweD9+/cBmKaaPE+1atUAwOqtKgD4+Pigbdu2+PXXX3H06NG0dk9ERJQqoU9asJ9UzknykiCpkkcGJW8pTYFNqVKlMGzYMJw6dQrXrl3DjRs3oNVqkT9/fjRr1gyvv/46Xn/9dajV1mUqPD09sXz5cvzyyy/4/fffER4eDo1GgwYNGuCDDz5Qpmba0qZNG5QpUwYLFizAsWPHcPnyZRQtWhQdO3bEoEGDULhwYZvtXNEnERGZiMSkmShmSTSNMUnTRPOaTcI0ANAg5waDMqPRmOZjYmNjbe6Xg0U5wCQiInKU0JseyOYF5833pbWmU758+TBw4MAMX4e7uzv69++P/v37p7tt9erV8eOPP+aIPomIyPTMESph8TUMAFSA5JPiOeTmvERmzpLmNYNy1rHTp08/99gzZ84ASK5jlJJcrygxMTGt3RMREaVK6CwLzlvUGBTZb2oOERHlbEIIGJ8ZLZ4vynpBH7PZKQCgByTPFNuygTQHg4GBgRBCYMOGDUrtIVtu3bqFDRs2QJIkBAQE2DxGrjPI6SdEROQ0WsuC8+bpu51ZY5CIiAgAoDW9iDSvG2hrvSCQvhkqWSnNwWCnTp0AAPHx8ejRowf27dtndcy+ffvw4YcfKtNDzZPHmLtw4QIA0+J1IiIiZzAmJBWcj7PMJCqMSYv2GQwSEZETiYSk+rZpKCsBAag8sleNQSAdawbr1auHdu3aYdu2bbh37x4++ugj5M+fH35+fgCA8PBwJcsaAAQEBNgMBo1GI/bu3QtJklC3bl3HPwEREeV6FgXn5Wmi5jUG3ZDt1mkQEVHOJhIFhBBQqZKDPFvJY4QQkCAB7ll+ic+VrgQykyZNQlRUFP755x8AwNOnTy3WEAphehtbuXJlzJkzx2bWtpMnTyJ//vwoUKAAmjVr5si1ExERmeiT0nZrzKaJ5jE9iOWyEhwZJCIiZzImGIEUjxabNQYNANTZL5MokM5g0MvLCwsXLsTq1avx66+/4vr160oACADFixfHO++8g169esHb29vmOerWrYutW7c6dtVERERmhN5U50mok0YIkaLgvDss1nQQERE5yhhjtHjRKBIFkJQf02KaaFIdwhwfDAKmwvFdu3ZF165d8eDBA9y7dw9CCBQpUoRrAImIyDX0MBWcj096QWke/OlTvKElIiJykNAJiETL5GTKqKC3ZJlURp90XLojr8zn0CUVKVIERYoUcda1EBERZYhccF4u/itPEQWSpo96MhgkIiLnUZLHeCVvs5s8JumlpK0ldK6W/VLaEBERpVfS1FARa5lJVKZy5+OOiIicRyQKU7ZqtY2Rwbwpgj6DZbmj7CR7XhUREVE6GPVGCAirshIATBncmEmUiIicyJhgND1fzIgYOzUGs3GtWwaDRESU8yWaCs7LZSWUTKIGAaiQbR/CRESUM4lYYfWi0dY0UaXWbTZMHgMwGCQioheAMdF2wXklgxuDQSIichJhEKaEZWbBoNALZamCxcigXOs2G9YYBBgMEhFRDieEALSwDAaTCs4LgzBldOM0USIichKRKCC0wiJjqFxsHu4APMyO1ZuO48ggERFRZkgqOA8kl5ZQFurLNQZV2fMhTEREOY9IEMkjfvI2eb1gXpVl1lA9TM8hdfZ8DjEYJCKiHE3oTQ9luawE1FDeygq9gMqLjzoiInIe+XljHvTZKyshdCLbZhIFsmXpQyIionTQwRQMapPXC8oPaMkoQfLInm9jiYgoZzLGmtapW2yzEwxKQsrWtW5dHgxu374dBw8exPnz53H//n08ffoUGo0Gfn5+ePXVV/Hhhx+iYMGCNtvGxsbi559/RmhoKO7evQtvb2/UqlULvXv3RsOGDVPt9/Dhw1i6dClOnz6NuLg4lCxZEm3atEH//v3h7e1tt50r+iQiIvuUgvPx1mUlsnM6byIiynmEMamMkZ1MolI+62dOdl0vCGSDaaLz589HSEgIrly5And3d/j7+6NAgQK4cOEC5s2bh/bt2+PSpUtW7R4/foxOnTph/vz5uHPnDipWrAgPDw/s3bsXH374IVauXGm3zxUrVqBnz57Yu3cvPDw8ULFiRdy5cwfz5s1D586d8fTpU5vtXNEnERE9h94U9ClZ3OSyEiIpnTeDQSIichKhFRA6yxeNwihs1hhUyhsxGLSvW7du+PXXX3HixAns3r0b69evx549e7BlyxZUqVIFjx49wogRI6zajR49GmFhYahevTr+/PNPbNy4EXv37sWECRMghMCkSZNw8eJFq3bnzp3D5MmTAQATJkzA3r17sXHjRvz555+oXr06rl27hrFjx9q8Vlf0SUREqRN6AQmSdVkJA0xPOWYSJSIiZ0mEaXlCyuQxRgBqy9kpOaG8kcuDwXfffRf169eHRmP5tPb398ekSZMAAFevXsW1a9eUfRcuXMDu3buhUqkwY8YMFCtWDIBpEWeXLl3w1ltvwWAwYO7cuVb9zZ07F0ajEW+99Ra6dOmirCspVqwYpk+fDpVKhZ07d1qNRrqiTyIiej6RKCBUAsa4pCk6rDFIRESZRCQI08wTsyzVhscGAICqoMpiu9AnjSBm0xqDQBrXDI4aNSpTOpckSRkxs6VChQrK3+Pj45W/h4aGAgAaNWqEcuXKWbXr0qULNm/ejH379iEuLk5ZjxcbG4sDBw4AMAWhKfn5+aFRo0Y4ePAgduzYgapVq7q0TyIiej6RKCCpJetpooakh7DLV8cTEdGLwhhvBFK8YzQ+TkoeUyjFOJveVPfWotRENpOmR+TGjRsz7UOkFgweP34cAODt7Y3y5csr20+dOgUAqFevns12NWvWhLu7OxITE3Hx4kXUrVsXAHDx4kVotVq4u7ujZs2aNtvWrVsXBw8exOnTpy22u6JPIiJKnRBCGRlMWXAeekDyyd4PYSIiyjmEEDA+M1qtAZSDQXUhyxSjQi8sp41mQ2l+XyqEeO4xkiSlelzK/bYe0EajEQ8ePMA///yDH374AQDw2WefIU+ePMox4eHhAICyZcva7Eej0aBEiRK4ceMGwsLClMAsLCwMAFCyZEmraaky+Zzysa7sM70SExNhMBgcOkd2JY8Mm48QU9rx/jmG988xmXn/hE7AGG+E0WA0rdcAoFVpISVKEPECUgEJ+ji90/tNiRmhiYhyAZ0pgYzkZjYV1CBgfGpnZBCAyt3lq/JSlaZg8K+//rK7T6fTYdq0adi1axe8vb3x5ptvonHjxihbtiy8vb0RFxeHmzdv4tChQ/j9998RGxuLli1b4rPPPoNanRw9//LLL5gyZYrFuWvWrIlvv/0WzZo1s9geFRUFAMifP7/d65L3RUdHZ6idfKwr+0yvc+fOOdQ+J5CDcsoY3j/H8P45JjPun0qrQp6IPFBpVSiMwjBoDLh35x4AQBOrQbwhHtpordP7TUl+AUhERC8ukShMyWO8krcZo5JeRmpMs1GUY4UpuVl2Xi8IpDEYLFWqlN19H3/8Mf7880/Ur18f06dPR5EiRayOqVq1Klq1aoXBgwdj+PDh2LVrF1QqFWbOnKkcU6xYMQQGBsJgMODu3bt4+PAhLl68iM2bN6N27drIly+fcmxiYiIA2B1pAwB3d9OdT0hIyFA7+VhX9pleAQEBL/TIYHh4OPz8/ODl5fX8BmSB988xvH+Oycz7J54JGPQGiGcCRhihzqtG6TKlTfseC6grqSEVzN5TdIiIKGcQiQLCKKBSJ4/2ma8XtJj1aIApu2g2LisBOLisftu2bdi5cydKliyJBQsWPHeajK+vLxYsWID27dsjNDQU27ZtQ7t27QAAbdu2Rdu2bZVjL126hIkTJ2Lr1q24du0a1q9fr4wkenh4ID4+Hjqdzm5fWq3pTbCnp6eyzcPDAwDS1E4+1rxtVveZXo62zwm8vLw4HcsBvH+O4f1zTGbcP0OCATo3HQw6A7TQQu2jhoeHh6nmk4eAez53qLyz9xQdIiLKGYwJRqtlbvbWC0IP02hhNg8GHXpCrl+/HpIkoVOnTml+wHt7e6Nz584QQmD9+vV2j6tatSoWLFiAggUL4uLFi/jjjz+UffIoYWrTKuV95iOKaZmOaW9apyv6JCKi50gqOC+XlZAzicplJVhjkIiInEU8E1ZDacYnttcLymUlzNcXZkcOBYP//fcfAMsSEGkhZwaV29vj4+ODBg0aAADOnz+vbPfz8wMA3Lhxw2Y7nU6Hu3fvWhxr/ve7d+/aHam7efOmVTtX9UlERKlTCs7HWhacFwZTuQnWGCQiImcQegERLyxeMgq9MK0ZhI1gUCdyxMwUh65QTpQSExOTrnbPnj2zaJ8avd6UBc58LVzt2rUBJJeeSOnMmTPQ6XTw8PBAtWrVlO3VqlWDRqOBVqvFmTNnbLaVzyn34co+iYgodUKboqyEecF5d0BSMxgkIiLHiUQBoRMWLxmNT42AACRPCZKX5fNGMlpvy44cCgZ9fX0BpJ5t1Jbdu3dbtLfn6dOnOHr0KABYBFitW7cGABw5csTmSN2aNWsAAM2aNbMoSeHj44NXXnkFABASEmLVLjw8HIcPHwYAtGnTxmKfK/okIqLUiQTTCKDVNFEDoPLK/m9kiYgoZxCJQkkKI7ObPAamJQw5YXaKQ0/Kxo0bQwiB/fv3p7r+z9ymTZuwd+9eSJKEihUrYu7cubh9+7bVcefPn0efPn0QExODYsWKWQRK1atXR/PmzWEwGDB8+HDcv38fgCmF65o1a7B582aoVCoMHDjQ6ryDBg2CJEnYvHkz1qxZo9Q9vH//Pj799FMYjUa0aNECVatWtWjnij6JiMg+IYRpZFAIIKl6hDIyaDC9qSUiInIGkZg0A8Us6DM8Ns1ctJoiahSQJCnbJ48BHMwm+uGHH2Lz5s0wGAwYO3YsTpw4gV69eqFSpUpWx167dg1Lly7Fhg0bAABqtRpNmzbFpEmTMGvWLBQpUgRFixaFWq1GREQEHjx4AMBUcmLBggUWo20AMHnyZLz//vs4f/48goODUalSJTx58gQRERGQJAn/+9//UL16davrqFmzJkaOHIlvv/0W48aNw7x581CwYEFcvXoVWq0W5cuXx8SJE21+Xlf0SUREdhhMawMhV+Vxh/IWNqe8kSUiopzBGGu0GBUELEcGLSRlEs3uNQYBB4PBKlWq4H//+x8mTJgAANiwYQM2bNiAwoULo2zZsvDy8kJ8fDxu3ryJR48eAYAyKjZ69Gi0atUKRqMRR44cwdWrVxEeHg6tVot8+fKhYcOGCAoKQufOneHj42PVd6FChbB+/XosXLgQO3bswNWrV+Ht7Y1mzZqhT58+aNSokd3r7tmzJ/z9/bFkyRKcOXMGjx49QsmSJdGmTRv079/fKvB0ZZ9ERGSb0Jmm7Mhva+WF+kqhX2YSJSIiJxBGYUpUZp48RisgYkzPn5RlJYQ+KYnZiz4yCABdu3ZFgQIFMHHiRDx58gQA8PDhQyX4A5IDQAAoWLAgxo0bp9QU7NmzJ3r27Jmhvn18fDB8+HAMHz483W0bN26Mxo0b54g+iYjIBr3pjzHB9GbWfIoo1ODIIBEROYWSPMZs+YFcUkLKI0HySPG80SdtV2X/55DDwSAAtGvXDk2bNsX69evx119/4dy5c4iPj1f2e3l5ISAgAC1btkSHDh2QN29eZ3RLRES5mNALQACIM30t5WEwSEREzicSBaADYBbC2FsvCCSNDObJGc8gpwSDAJA3b16LUb6YmBjExcXB29ubwR8RETlfyoLz8jRRvTAV+eU0USIicgJbyWOU9YIFrYNBSdgYLcymnBYMppQ3b14GgURElGmsCs6bjQxK3pJVmm8iIqKMEPGmmrbm5GDQar1g0vK4nDI7hUWYiIgoRxKJtgvOC73IMW9kiYgoexNCwPjMaBHciYTkZ4/VNFF5qUIOSB4DMBgkIqIcSiQKQDI9lIHkYDAnTc8hIqJsTmd63pgHg/J6QSmvZD0CqAfglnOCQadNEz179iz+/vtvXL16FdHR0UhMTHxuG0mSsGzZMmddAhER5RJKwXldUhIZVXKReQGRYx7CRESUvYmEpOQxZlXg7E0RBUz1byVNzlm37nAwePfuXXz55Zc4duxYutoJIbieg4iIMsaQlE006b2jvEZQGE3PlpyyVoOIiLI3kSgghIBKlTyh0m6xeQDQAZJPzlm37lAwGB0djQ8++AAREREWtQSJiIgyk9AnFZxPsE4eAzVyzBtZIiLK3uRatjIhRKplJeQkZjmFQ8HgokWLcPfuXUiShNKlS2PAgAFo1KgRihUrBnd3d2ddIxERkSU9TMFgfNIC/qSyEjDAtFaDI4NEROQEVslj4pJmpUiAqoCNGoMQULnnnLQsDgWDu3fvBgCUKFEC69atQ4ECBZxxTURERKkSOgEYrUcGhT5prYb1Mg4iIqJ0EXoBJMBitokyRTS/ylTT1vz4pGVwOWndukNh6507dyBJEt5//30GgkRElHXkgvOxpoeyMiXHYEokk1PWahARUfYlEk2JysxHBlNdL6iH6WVkDpog6VAwqNGYwuQyZco45WKIiIjSQik4H2c5TVToBSQvBoJEROQ4kWBan24+ApjaekGhF5DcclYSM4eCQTkIjIqKcsrFEBERpYVIFDDCmFxwPk/yg1elyTlrNYiIKPsSWssEmUIIGJ88Z2TQA1bTR7Mzh56Y7dq1gxACf//9t7Ouh4iI6LmEVkAySqaEMYAyGihBylHTc4iIKPsyPjNaZFgRz5JqDqpNawZTEnoBlVfOeiHp0NV27doVFStWxF9//YV9+/Y565qIiIjsEkJAJAjlja3kJUFSSxAGYSo+n4Om5xARUfYkjMI0+8Q8ecyjpFHBAipIKutnjWSUIHnmrGeQQ8Ggl5cX5s+fDz8/PwwdOhTz589HTEyMs66NiIjIWqIpm6gSDJolj2FZCSIicgZbyWNSrS+YJCdlEgUcLC3Ro0cPAICnpye0Wi1mzZqFOXPmwM/PDwULFnxuNjdJkrBs2TJHLoGIiHIZkWiapiMSLYNBoReQ1BILzhMRkcNEojCtATSLllLLJCoMApByWTB49OhRJeCT/6vX63Ht2rXntpXrcBAREaWHSBCmqaJyJtE8ZgXnvWBz6g4REVF6iAQBiOQYRxgFjE9NwaC6kI1itnoAmlwWDAKmoC4t24iIiJzBGG8EJCRnEjUbGVR7sdo8ERE5TsQJCFVyTGOMMppeOmoAKa91wCe0ApJHzkti5lAweOnSJWddBxER0XMJIWB8ZoTkLkHEWpaVyIkL94mIKPsRQsAYa7QsNi+XlCiosjm7UWgF1EXUOW7mY87KfUpERLmbLuntq5sEY1zSg1kuOA+Ro2o7ERFRNqVNetaYB4OPU5kiCgAi+XmUk+S8KyYiolxLJAjTQ1oy/RcwTRMVQkCClOPWahARUfYjJyqzKCuRWvIYvellpFzzNidxeM0gERFRVhGJpuQxUkLSAzdpsb7QC0CNTHuq7du3D/379wcAlCpVCrt377Z5XGxsLH7++WeEhobi7t278Pb2Rq1atdC7d280bNgw1T4OHz6MpUuX4vTp04iLi0PJkiXRpk0b9O/fH97e3nbbuaJPIqIXmZyoTKVKmnliSE4eYzMYTFovmBOXKnBkkIiIcgxjgulhnHKKqJz+OzNGBmNjY/H1118/97jHjx+jU6dOmD9/Pu7cuYOKFSvCw8MDe/fuxYcffoiVK1fabbtixQr07NkTe/fuhYeHBypWrIg7d+5g3rx56Ny5M54+fZpt+iQietEZE0yJypSvnxoBAcDDrLatGZEoIPlIpvJGOYxT36FGRkbizJkzuHfvHp49ewaDwfDcNkOGDHHmJRAR0QvM+My0oF9eyC8njxGGpPWCmTAyOGPGDNy9exfBwcH466+/7B43evRohIWFoXr16pg3bx6KFSsGIQRCQkIwbtw4TJo0CYGBgahWrZpFu3PnzmHy5MkAgAkTJuDdd9+FJEmIjIzEwIEDcf78eYwdOxazZ8/OFn0SEb3o5GeN8rXZekGbCWKMgMonZ46xOeWxee7cOUydOhVHjx5Nd1sGg0RElBZCL0xrBjXWZSVgMAWGzs7idurUKaxcuRLBwcFo0aKF3WDwwoUL2L17N1QqFWbMmIFixYqZrk+S0KVLFxw/fhybN2/G3LlzrQKsuXPnwmg04u2330aXLl2U7cWKFcP06dPRtm1b7Ny5E5cuXULVqlVd2icR0YtO6IRppM9GMGhziqjRVDtd5ZUzg0GHr3rXrl14//33cfToUVMR4FT+ALD6moiIKC1EgmlBv6RJziRqXmPQ2Ws1dDodxo4dC09PT4wbNy7VY0NDQwEAjRo1Qrly5az2ywHXvn37EBcXp2yPjY3FgQMHAADvvvuuVTs/Pz80atQIALBjxw6X90lE9KJTkseYDZkZHptmO9oKBqEF4I4cuV4QcDAYfPjwIb744gvodDp4enpi8ODBWLRoEQDTm8lhw4ZhwYIFGDduHIKCgiBJpre2HTp0wPLly7Fs2TKnfAgiInrxiURhGgF0S64xqMpjeoxJwvmZRBcsWIDLly/jk08+QfHixVM99tSpUwCAevXq2dxfs2ZNuLu7IzExERcvXlS2X7x4EVqtFu7u7qhZs6bNtnXr1gUAnD592uV9EhG96MyfNUDSSGG06Zljq6yE0AqovFQ5Npu1Q8HgqlWrEB8fD0mSMH/+fAwdOhSvvPKKsr9y5cp49dVX0bVrV8ydOxdr165FiRIlsGnTJpw8eRINGjRw+AMQEVHuICePAWxMEwUspvQ46tq1a1iwYAGqV6+O7t27P/f48PBwAEDZsmVt7tdoNChRogQAICwsTNku/71kyZLQaDQ228rnNG/nqj6JiF505s8aILnYvORtJ1uoDpDy5cxAEHBwzeA///wDSZLQqFGj56avBoDq1atjyZIleOutt/Djjz+icePGdt9KEhERmRPPBOBmWp8h4pOCwTwShFEAkvOCQSEExowZA71ej/Hjx0OttlNg2ExUVBQAIH/+/HaPkfdFR0dnqJ18rCv7zIjExMQ0JZTLieLj4y3+S+nD++cY3j/H2Lt/hscG0zrARNMzxXg/KTjMb/p5Zk4I05RStaSGLk6X+RedTmkpEeRQMHjjxg0AQOPGjW3u1+v1Vtv8/Pzw1ltvISQkBCEhIQwGiYjouYQhKQDUwPRfAUCVtEZDXtthe5Ar3VatWoUTJ06ge/fuqFGjRprayL8g2BtpAwB3d3cAQEJCQobapfwlxBV9ZsS5c+ccPkd2J4/SUsbw/jmG988xFvfPCPjc9QEEYIwyBYH57+aHF7wQLUUj9lasRVtJL0GlVyFWEwtjhOWIYnYgT/lPjUPB4LNnzwCYppqY02g00Ov1dt9UBAYGIiQkBP/++68j3RMRUS4hEgWETkDylpTCv5K3aR260WCEpHbOmsHIyEhMnz4dxYoVw7Bhw9LczsPDA/Hx8dDp7L8Z1mq1AABPT0+LdgDS1E4+1pV9ZkRAQMALPTIYHh4OPz8/eHl5ufpychzeP8fw/jnG1v0T8QIGnQHwTJ5tor9oGtzK75cfBYsWtDiHiDVlHVVVVTk9m3VWcSgY9PDwQFxcHFQqy6WHefPmxZMnT3D37l2b7eSbdf/+fUe6JyKiXEIkCKWwvJw8xrysBDzglGK/EydOxLNnzzBlyhT4+PikuV2+fPkQHx+f6rRKeV++fPmUbWmZjmlvWqcr+swIZwSU2Z2Xl1eapmORbbx/juH9c4z5/TMkGqCTdEqpIpEooI8zBYOexTytXjoaYg1wK+wGTR4nTU1xAYeCwZIlS+Lq1at4/PixxfZy5crhyZMnOHnypM12//33nyPdEhFRLiMSkwJAKbmshMo76UWkHlDld059pwsXLgAAxo8fj/Hjx1vsk6daRkREoEmTJgCA2bNnIzAwEH5+foiMjFSWT6Sk0+mUF6R+fn7Kdvnvd+/ehU6nszl18+bNm1bt5K+zuk8ioheZ+bMGSC4pIfnYmX1iTM5qnVM5dPVyIdrLly9bbA8MDIQQAocOHbJIZw0At2/fxpo1ayBJEsqXL+9I90RElEsYY41AUh4XZWQwT9KD2QjA03a7jHr48KHVH3lphNFoVLbJUy1r164NADh+/LjN8505cwY6nQ4eHh6oVq2asr1atWrQaDTQarU4c+aMzbbyOeU+ZK7ok4joRSbiBMT/2bvv8KjK7IHj33tnJo0kEFroJCBNFBWVYkEpKq4FUVbEFXQtrKL8FF13VcRdQVGXXcuCqKAgoihYEGyAisiKAkqVJgIJJaGFkELKlHvf3x93ZpLJTEKSCaSdz/P4KDP3zntzg3lz7nvec/SiXuhlNpv3KDS7hhZdO9NDfcIKBnv16oVSijVr1gS8PnToUHRdxzAMRo4cyZQpU5g/fz5TpkzhpptuIi/P2nx59dVXhzO8EEKIekCZymol4V3AKtlWQimF7qiaJ7PLly/nt99+C/nPc889B0Dr1q39r/kqaV911VUArFmzJuRK3fz58wHo168fDRo08L8eGxvrb8m0YMGCoPNSU1NZvXo1AIMHDw54rzrGFEKIukophZlnBqwA+oLB0voLahGltJuoRcKaPQcOHIiu6+zbt8/f/BbgjDPO4M9//jNKKfLy8pg1axb//Oc/mTVrlr+8defOnRk1alRYFy+EEKLuU05lTbrezfxmjvdJbayOUgoNrcoqiVZW9+7d6d+/P4ZhMG7cOP+eeKUU8+fPZ9GiRei6zn333Rd07pgxY9A0jUWLFjF//nyrVDnWvvqHH34Y0zQZNGiQPxunOscUQog6y+UN8OzBwWColUFcVoZK8eNro7D2DDZu3JilS5fidrtp0qRJwHuPPvoosbGxzJgxI6iq6JVXXsnEiRPrxaZyIYQQ4VFOb/EYh1VIxrcyqDfSrRRRW9U2nK+syZMnM2LECLZu3crAgQM544wzOH78OAcPHkTTNJ544gm6d+8edF6PHj147LHHeP7553nqqad47bXXSEhIYNeuXbhcLpKTk5k0aVKNGVMIIeoiVWj1DMSbSGHmm9ZrGugJIYJBA/S42r1fEMIMBgHatm1b6nv33Xcfd955Jxs2bODYsWNERUVx1llnkZiYGO6wQggh6gnlVFYqqKbjOW5VddPirM38yqlqTDDYuHFjPv74Y2bOnMmSJUvYtWsXMTEx9OvXj7vuuos+ffqUeu4dd9xBly5dmDVrFps3b+bYsWO0atWKwYMHM3r06IA0z+oeUwgh6iL/XOPtkuBbFdTig1f/lGkFibU9RRSqIBg8mcjIyDInIyGEEKIsKl/5NzWUTNlRhjel5zSkid54443ceOONZR4TGxvLuHHjGDduXIU/v2/fvvTt27fC51XHmEIIUdeYhSYUi+3K2i+IG3CAHl37VwZr/1cghBCizlJKYZ4wi/YLlpycPaBFamh67X86K4QQovoUn2sAzONlVBJ1KauKaMRpu7xTRoJBIYQQNZdvQ79DswLDUCuDdSBNRwghRPVRboVyFhUqU0r5ewyGLB7jBj1e9/cjrM0kGBRCCFFjKafyp+OoAlW0mb+RNX1ppoYWWfsnYyGEENVHORW4KGphlOf9sw56w8BwSSkFqm6kiIIEg0IIIWowVWht6Nd0rWhVMF73b+ZXqBpRPEYIIUTtpQoVylRotsAtCXoj3f+anwewU+ubzftIMCiEEKLGKr6hPyhF1FRomibBoBBCiLCYTtPqWetlHCs9RVS5lLVXvY5sUZBgUAghRI1VfEN/0P4NA7BR7Q3nhRBC1G7qhAqYS05WPEaP1etM4TIJBoUQQtRIxTf0K6WCJ2cDK1VHVgaFEEJUkjIUqkD5G+4ps2i+CdlWwgQ9tu6EUHXnKxFCCFGnFN/QH2ozv/J4ewye8o65Qggh6iyn9fDRX0k0VxXtC4wr0WzesPaw15X9giDBoBBCiBqq+Ib+kJv5DdCitDpR2lsIIUQ1ceEP/qDYloSE4FRQ5VIQQZ3ZLwgSDAohhKihzMKiDf2hNvMrj/QYFEIIER7lVAD+B4sli5UFcIEeo9ep7QkSDAohhKiRVF7Rhv5Qm/k1NPQImcaEEEJUnspXVjEyL18wGHK/oMdqb1SXVOlOi40bN/LDDz+wZ88esrOz8Xg8zJkzJ+CYzMxM3G43kZGRNGrUqCqHF0IIUUcoQ1kTtOMkm/mlkqgQQojKUkABRc3mDYWZFXplUCkFWt1KEYUqCgZ3797N+PHj2bRpk/81pVTIfRwzZ87k7bffJiEhgZUrV2K3y85/IYQQgVShsjb0x2ohN/MrQ4EulUSFEEJUnubRrL3p8d4U0WwTTKx9gQ1KzC/egmZ6dN1aGQz7q9m4cSPDhg1j06ZNKKX8/5TmtttuQynF8ePHWbVqVbjDCyGEqIOUU/n7CIbczC9tJYQQQoRJ9+gBxWOKp4iWXNRSbqvZPJGn+SJPsbCCwfz8fB544AEKCgqw2WyMGTOGJUuW8PLLL5d6TuvWrTnrrLMA+OGHH8IZXgghRB1VfEO/fzN/QoniMTZN0kSFEEJUmu7WQeF/0FhW8RjlVOjxep2rYB1Wjua8efPIyMhA13WmTZvG5ZdfDsCuXbvKPO/8889ny5YtbNmyJZzh6zylFG63G9M0q/tSqp3T6fT/W9fr1vL86SD3Lzxy/8JTmfvnynahbArN0HDmOzEbmNDMmx6Kt9dTpIZyK3BXzXXquo7D4ahzE70QQojQdLcO0UV/9meihKokqqxKonVNWMHgd999h6ZpDBgwwB8IlkeHDh0A2LdvXzjD11mGYZCRkUFubi5udxX9llPLmaaJ3W4nPT1dfhmvBLl/4ZH7F54K3z9lpeMQCbhBdVfWk9sYrSjws1nHaSlVG7g5HA7i4uJo2rQpNluISnJCCCHqBKUUdqcd4rx/9ihUjvXAMah4jEeh2etWs3mfsILBPXv2AHDppZdW6LyGDRsCkJubG87wdZJhGOzfvx+n00nDhg2JjY3FZgvOW65vDMPA6XQSGRkpv6BVgty/8Mj9C09F758yFarQKhCDAWaeN22nYbHJ2WPtF9QiquZno1IKwzA4ceIEWVlZFBQU0LZtW/l+CyFEXeXx7hks3sJIWdVCSxaJUS4rG6WuVRKFMINBXzCXkJBQofM8Hg+ATLIhZGRk4HQ6adeuHdHR0Sc/oZ4wDGvZPioqSv7eVILcv/DI/QtPRe+f8iiUqcBu7dFQdqvFhB5ZbHK2YU3MVVxAJjY2loYNG7Jv3z4yMjJITEys0s8XQghRQxSAZhTtPT/pfsEmurVXvY4JK9/J1ycwKyurQucdOHAAqHgQWdcppcjNzaVhw4YSCAoh6q/iBamtZ4eBE7Dv/VM0J0dHRxMfH09ubm6Z1bGFEELUXqpABRSPKXO/oAl6XN3cJhLWV9W+fXsANmzYUKHzVq5ciaZpdOvWLZzh6xy3243b7SY2Nra6L0UIIaqNMosCMOXx/nfxPBaFFQiewnk5Li7O/zNZCCFE3aKUQmUrlK1oviltZVCZVu90PUqCwSCXXnopSimWLFnC4cOHy3XO//73P9avXw/AZZddFs7wdY6vaqikoQkh6iulvP0FNaygz3pQi2YvsTKoc8pWBqHo57BUcxZCiDrIBRSAabd+xiuXQp2wAkNbY1vwsRHUyeIxEGYwOHz4cBo0aEBhYSH33XcfR48eLfP4H3/8kb/+9a8ANGnShBtuuCGc4eus+l4sRghRjymKVv68gSA6gbOVwtozeAp/VsrPYSGEqLvMPBPlLloZ9K0Kag00q7F8Mcql0KP1KitYVtOEVUAmISGB8ePH88QTT7B9+3auvvpqrrnmmoCVrYULF3Lo0CFWrVrFunXrUEqh6zrPPPMMERERYX8BQggh6hAT/8qfL0U01IZ9CdaEEEJUlq9KtS/DpMz9gm7Q4uvunBNWMAhw4403kpuby5QpUzhx4gQLFiwAiibqJ554wn+sUgq73c4///nPCvUlFEIIUU8ULw7jLR5zuvcLCiGEqLuUqTCzTCi2JuVbGSyZIuorIlay1URdUiVf2e23387777/P5ZdfjqZp1qbMEv8A9OvXjwULFjBs2LCqGFYIIUQdE1A8xqie4jFCCCHqLlXg7WUbIhgMWhl0A466u18QqmBl0Ofss8/m9ddfJycnh/Xr15OWlkZubi4xMTEkJiZy4YUX0rhx46oaTgghRB2jlLLSREsWjynZVuIU7xcUQghRd6l8hfIofwN5VaisNhOAnlB/ms37VPmz1fj4eC6//HL+9Kc/ce+99zJq1CiuuuoqCQRFnffYY4/RpUsXPvnkk+q+lBpN7lPVOXDgAF26dGHAgAFB7w0YMIAuXbr4+7rWdEuWLKFr1668PuP1wBTREMVjytP0VynFddddR+/evcnOzj4FVyyEEKI2MnPNgHlFZXn3p8draI4QxWPi9Dr9ALLKVgaFqA4jR45k7dq1Jz2ua9euLFq0qNLjrFmzhrVr19KtWzcGDRpU6c+pKd5++21yc3MZOnQobdq0qe7LqRDDMPjss89YsmQJW7du5fjx4zRo0IDWrVtz6aWXcuutt5KYmFjdl1klpk6dClip+PHx8dV8NcEOHDjAddddR35+Pv/6178YMmRIqcfu27ePW265hcLCQl599dWA/49cLhf//ve/adSoESNvGQlaUYqor6WE2+3mnXff4bMvPmPfgX04HA66du3KyJEjufLKK4PG0zSNsWPHMnbsWF577TUee+yxKv7qhRBC1DbKozBzzICKoep4KS0lABToDer2vgQJBkWd0LJlS1q2bFnq+0lJSWF9/tq1a5k2bRpDhw4tNRhs1qwZycnJxMXFhTXW6fDOO++QlpZGr169alUwuH//fsaMGcPOnTsBq0VNly5dyMvLY/v27WzdupU5c+Ywfvx4/vjHP1bz1YZv2rRpAAwdOjRkMOhwOEhOTq624LdNmzb89a9/ZeLEiUyePJmLL76Ypk2bBh2nlOLpp5+msLCQa6+9Nuj/oXnz5rF//34eHPsgDRo0CCoe43Q6uesvd7FuwzpsNhtnnHEGBQUFrF27lrVr13LPPff42xYVd8UVV9C5c2feffddbrvttlr1d10IIUTVU/nWfkGtoVY0z2RZ/wpqNu9RaDatTu8XBAkGRR1x0003MXbs2Gq9hkceeYRHHnmkWq+hLjt48CC33HILGRkZdOzYkQkTJtCnTx9/6sbhw4d55ZVX+Pjjj3nyySdxu93ceuut1XzVp1ZiYiJLliyp1mu49dZbWbp0KWvWrOHpp5/2r2YWN2/ePDZs2ECTJk148sknA94zTZO5c+ei6zpDhwz1v168rcR/XvwP6zaso03rNsx4dQYdunZA0zS+/fZbHnroIWbOnEnPnj2D0mU1TePGG2/k+eef5/333+fRRx89BXdACCFEbWHmm0XbDTyAKloZDAoG3QrNUbf3C0I5g8Fu3bqdksE1TWPbtm2n5LOFEHXL3/72NzIyMkhOTmbevHk0atQo4P3ExEQmT55Mw4YNmTVrFs899xy9e/emY8eO1XPB9YSmaTz77LNcf/31LFu2jC+//JI//OEP/vcPHDjASy+9BMCECRNISEgIOP9///sfBw4coE+fPiQ2TbQKyPj+ATKyM/jgww8AeGbCMyR3TPY/ABg4cCB3330306dPZ9q0aSH3Tl5zzTVMmTKFTz75hAcffFD62wohRD1mZpsB0Y/NZQMXoIHeqEQ6qBO0BM2/XaGuKlcSbKhWEVX1jxDV5fPPP+f222+nd+/edO/end69e3PNNdcwYcIENm3a5D+uS5cu/nS9hQsX0qVLF/8/I0eO9B9XWmGUTz75xH+saZq8/fbbXHfddZxzzjlccsklPPXUUxw/ftx//Geffcbw4cPp2bMnF1xwAWPHjmX//v0hv4adO3cybdo0RowYQb9+/TjrrLPo3bs3d955J0uXLg063nf9aWlpAIwaNSrg6yl57S6Xi/fee49bb72VXr16cdZZZzFw4ECefvppDh06VOq9PXr0KBMmTOCSSy7h7LPP5oorruA///kPBQUFpZ5TFt+eTYCJEycGBYLFPfzwwyQlJeFyuZg5c2bAe77vRVn7x0orvJKRkcG8efO45557GDRoED169KBnz54MGzaMWbNm4XK5Qn6e7+/F1KlTycvLY8qUKQwcOJCzzjqLfv368fTTTwcVOJk6dSpdunTx/3ngwIEB36c1a9YAZReQOZn169czbty4gL8399xzDytXrqzwZ7Vt29a/Kj5p0iQyMzP9702YMIH8/HyuuOKKkHv7vvjiC8C67762Ef6WEjZY/v1y3G437du1p/eFvdH0wEn5lltuAWDr1q3s27cv6PObN2/O2WefTWZmJj/99FOFvzYhhBB1g3IqzLzA/YL2fCsy1BvpwcXJDNBj6/Z+QSjnyuCFF154qq9DiNPqP//5DzNmzACgadOmdOnShfz8fNLS0ti1axdRUVGcc845APTs2ZODBw9y8OBBmjRpQvv27f2f07lz5wqN+8gjj/Dll1+SnJxM69atSU1NZf78+WzevJkFCxbw0ksvMWvWLFq3bk2bNm3Ys2cPy5YtY+PGjSxevDhoVWXy5Mn89NNPxMbG0qxZM5o1a8bRo0dZtWoVq1at4s477+Tvf/+7//gmTZrQs2dPtmzZgsvlonPnzsTGxga873Ps2DFGjx7Nli1b0HWdli1b0qJFC1JTU5k3bx5ffvklb731FmeddVbANe3fv59bb72VI0eOYLfb6dSpE4WFhcyYMYPVq1fTrl27Ct0zKAoYOnfuTK9evco81uFwMHz4cF544QWWLl3KM888g90efkb8p59+yvTp04mMjKRZs2Z07tyZrKwstm3bxq+//srXX3/NnDlzSl15ys3N5ZZbbmHXrl107NiRtm3bsnfvXubNm8fGjRuZP3++/9yWLVvSs2dP1q9fD8BZZ50V8Lnh7kv973//y6uvvgpAw4YN6dSpE4cOHWLlypWsXLmSsWPH8sADD1ToM//0pz+xZMkSfv75ZyZNmsRLL73Ehx9+yI8//khCQkKpAfjPP/8MwNlnnW0Fgzr+fRyaTWPTZuvBzPk9z7f2EpaYqxMTE2nTpg0HDhxg48aNIf9+9ejRg40bN7J27Vouu+yyCn1dQggh6gYz37RWAWOKXnPkOYAQKaKmAq1u9xf0KddvSHPnzj3V1yHKSSllNcCsjRw1ozdYZmYmb731Fna7nRdffJErr7zSf12mabJmzZqAFaz333+fqVOnMm3aNPr168fzzz9fqXE3bNhAQkICH330EWeffTYAO3bs4Pbbb2f79u088sgjrFq1ipkzZ9KvXz/AWvkZNWoUaWlpzJ49m4cffjjgM2+55Rb+/ve/B6Vyb926lYcffphZs2ZxxRVX+APbfv360b9/fwYMGEBaWhpPPvkkvXv3Dnm948aNY8uWLVx66aX84x//oG3btgDk5+fz3HPPsWDBAh588EG++uqrgEDl0Ucf5ciRI5x99tlMmzaNFi1aALB582buvfdetm/fXql7B5R6rSX5Asb8/Hx+++03unfvXuExSzr//PN588036dOnDw6Hw//6oUOHmDRpEt988w2zZ8/mL3/5S8jz582bx5lnnsnXX3/tL2Ty22+/cdddd7Ft2zY+/fRTbr75ZgCGDRvGsGHD/KuDr7zySpUVP1m4cCGvvvoqTZs25emnnw4o5rJ06VIef/xxpk6dynnnncfFF19c7s/VNI3Jkydz/fXX8+WXX3L++efz8ssvA/Dkk08GPcgA696lp6djs9k4s+uZRQ3lixWP2bt3LwDt2rQrtdl8u3btOHDgACkpKSGvrUePHgD88ssv5f56hBBC1C1mnne/YLEME0d+6GDQ12xej5aVQVGDKKXIfTsX44BR3ZdSKba2NuJujzslAeG0adP8qZyhPP7449xxxx2AVeLeMAy6devGVVddFXCcruv07du3yq8PrNL4EyZM8AeCYLW8+OMf/8jMmTNZtmwZjz32mD8QBKta4913383TTz/N999/HxQMDh48OORY3bt35x//+Ad//vOfWbRokT8YLK/vv/+eNWvW0KFDB6ZNm0ZUVJT/vZiYGJ5++mm2bdvGli1bWLp0Kddddx1gVV3dsGEDNpuNF1980R8IgvUL+ZNPPsm4ceMqdC2APyXVF5CeTPHV28OHD1dJMHjeeecRFRWFzRZYerpFixb8+9//5sILL+TTTz8tNRjUNI2XXnqJ1q1b+1/r0qULd999N8899xwrVqzwB4Onitvt9gdo//nPf+jTp0/A+1dddRWHDx/m2Wef5a233qpQMAhWUDZu3DgmT57MpEmTALjyyiu5+uqrKSwsDDrel4obHx9PhCPCemJLYFuJrOwsABrGNQQ99AOlhg0bApCTkxPyupo3bw7gT48WQghRvyilMLNMiAh8zbcyWLKthHIpa1WwHmwzl2Cwtqn+hbUa6WStJYqX3vcdl5qayrZt2zjzzDNP+fWB9QtrqD1TxccfNmxY0Pu+QCbUfiiw9ud98cUX/Prrrxw7dgyn0wng38NWmZU4337D66+/PiAQ9NF1nf79+7NlyxbWrl3rDwZ9+8369esXMl3vqquu8qeyVkReXh5gBaLlER0d7f/vEydOVGisshQWFvL111/zyy+/cPDgQQoKCvx7nzVNIyUlhcLCwpD37NJLLw0IBH18gXpp+0Kr0qZNmzh06BDt27cPCgR9Bg0axLPPPsu6deswDCMo+D2ZkSNHsmTJEtavX0+jRo34xz/+Ueqxvr2yDRs2tArGaAQUj8FW9PfY4XCU2mzetzIdKuD0fz6QlZWFUqpGZCgIIYQ4fVSBt6VE8cqgJ0A3dbBZDecDuEFPrNvN5n0kGKxFNE0j7vY4SRMNoSKtJRITE7n22mv5/PPPufHGGzn33HPp3bs3PXv25MILLyx3wFFRpa1qNW7cGICEhISQe8F87+fn5we99+WXXzJ+/PiQ7/lkZWVV+Fp/++03ABYvXlxqQZFjx44BBBSS2bNnD0CpFTxtNhvJyckVDgYbNGhATk5OmV9nccXTfKvq+7l7924eeuihk64uZWdnhwwGi69WFufry+cLeE8l3/c1KyuLESNGhDzGF9wWFhaSlZUVsI+0PHRd56KLLmL9+vV07tyZpk2bYhihsxl8Dy4iIyP9waCvpQQ268++QM/tdpf6MMwXMIa678Vfd7vdeDyegDRfIYQQdZ/KV1ariLjgZvM0DEwdVUpZzebrQYooSDBY62ha/ViyPtWee+45OnXqxIcffsiGDRv8e9KioqIYMmQIjz76aJU3jy8tKPEFyCd7v6T9+/fzt7/9DbfbzZ/+9CduuOEGkpKSaNCgATabjf379zNo0CA8Hk/I88uSm5sLFAV3ZSm+GuML1soKIEI1JT+ZFi1akJOTU+7VM98+M6BK9toZhsGjjz5KWloaffv2ZfTo0XTp0oX4+Hh/YHH55Zdz8OBBK2gJoaLf31PBl0aZnZ3tL05TlspWfy0vX1XYnOycouIx3rjRV8q7Yby1qpedk11q/WtfNdb4+Pgy34+NjZVAUAgh6iEz17QKwhSbc1WWN7OnUYl52APY60fxGChnMFh8L1bxCnNl7dEqr4pWrBOiKkRERHDvvfdy7733sn//ftatW8eqVatYtmwZ8+fP59ChQ/5qozXVV199hdvt5qqrruKpp54Ker94u4qK8gUuL7/8MldffXWFz/OtGoaSkZFR4es577zz2Llzp7+lwsn42lDEx8cHrFL6JoGy2tqEWn3csmULqamptGjRgtdffz1oBUopFdQeoibyfX8uu+yyGvH32/dgIDs7O2TxGICk9kms37iefQf2lboy6EuhTkpKCvm+b3W8oqucQgghaj9lKMycwJYSULQyqCWUeN2l0CLrfrN5n3IHg75fokoGg+E+1ZZgUFS3tm3b0rZtW2644QZGjhzJH//4R77//nsOHjzo319YE3PGfcU3Smv9UrxXYkV16tSJ7du38/vvv1coGOzQoQPffvstu3fvDvm+YRikpqZW+HquueYa5s+fz86dO1m7dm2Z7SXcbjfz588H4Oqrrw5YCfLtJSwtIM3Ozg4ZRPvu9dlnnx0yFXHnzp3lTmGtTr5WKLt27armK7F06NCByMhI8gvyST+YTqu2rfxpor79gef0OIdPFn3Cuo3rQv5/ePjwYf/359xzzw05ju/rPV37g4UQQtQcKt+7X7B4iqipwPsMN1QwaGtmC+prW1eVOxm2tCfp0nBe1CXdu3f371E6cuSI//XIyEig9AIV1cEXlITaf+d0Onn33XdPem5pX4+vSulHH33kTxktj0svvRSwCsmESulcunRpwH0tr969e3PBBRcA8NRTT5W5D/LFF18kNTWVmJgYRo8eHfCeb+Vo+/btIZvEz5s3L+RnlnWvAd56662TfQmV4hvXt7cuXOeffz7NmjUjLS2NJUuWVMlnhiMiIsJfQOfXbb9aKaK+FUJv3ZoB/QfgsDvYu3cvq1evDvqMDz74ALACvdL2ZfoejEjPXCGEqH/MPBNlKP/2AwAzwwQTTLsJDUqeUD+azfuUa2XwnXfeqdDrQtRkP/30E99//z033HADXbt29b/udruZMWMGLpeL6OjogPRCX2XMX3/9lYKCgoBqldXlwgsvZM6cOcybN49Bgwb5e6kdO3aMJ554goMHD5Z6brt27di9ezc///xzyCbcAwYMoHfv3qxZs4Y///nPTJo0KaCXoVKKbdu2sWjRIq699lr/2L179+acc85h06ZN/PWvf+W///2vv5Lrr7/+yuTJk3E4HKXuqyvLv/71L4YNG0ZKSgq33norTz31FL179/avFh05coSXX36Zjz/+GF3XmTRpUtB+wc6dO9OqVSvS09P517/+xeOPP+6vlvnll1/yxhtvhLy+c845B7vd7m8OP3z4cMAqXDJ9+nQWL15c6a+rLO3atfOvhpZWlKciIiIieOSRR3jsscd4/PHHOXHiBEOGDAlYPc3IyODrr78mNzc3KJg+Ffr168fatWtZt3EdV/b3Vtv1Fo8BaNq4KTffdDPvzX+P8ePHM3PmTDp06ADA8uXLefPNNwG4//77Q36+aZqsX78eTdP8DyuEEELUH2aOGRAIAnjSrD0JzngnEVpRMQ5lWBWn60uKKJQzGCwtJausVC0hTqePP/6YH3/8scxj3n//fcCq2jh79mxmz55Nw4YNadOmDUopDhw4QE5ODpqmMX78eGJjY/3nXnzxxTRq1IgDBw5w+eWXk5ycjMPhoGvXrowfP/6Ufm2lGTBgABdccAG//PILN998M+3btycmJobff/8dsFbQJkyYEPLca665hu+++46ZM2fy9ddf06xZMzRN45577qFfv35omsYrr7zCAw88wC+//MINN9xAy5Ytad68OU6nk/379/urXw4cODDgs6dMmcKf/vQnNm7cyIABA+jcuTOFhYXs2bOHHj160Lt3bz7//PMKf72tW7fmgw8+4P777+f333/n9ttvp0mTJrRs2ZK8vDz27t2LaZo0adKESZMmBV0XWJUuH3vsMR588EHmzp3LokWLaNeuHYcPH+bo0aM88MADLFy4MKhiaNOmTRk1ahSzZs3iqaeeYtq0aTRv3py9e/eSm5vL2LFj+eSTT6q8j90111zDzp07+ec//8m8efP8BVeeeOKJgOC8IoYOHcrRo0d56aWXGD9+PM8++yzJycnouk5GRob/IcLQoUOr6sso0w1DbuCVl19hyddL+NuYv6GjB7aQUPDXh/7K1t+2snHjRq699lo6depEfn6+f6/gnXfeyaBBg0J+/po1azh69Ch9+/YN2e5ECCFE3aVcCjPPDArujHSrWllho0LiiAs4nsj6UzwGpJqoqCMOHjxY5kpYceeffz4TJkzgp59+YufOnaSkpOB2u2natCmXXnopo0aNCtp7FBsby6xZs5g6dSobN25k06ZNmKYZeoDTxGazMXPmTKZOncqSJUtIS0ujYcOG9O/fn3vvvdffWy2U6667jpycHD766CNSUlL8+/iKBwAJCQm88847fP7553z22Wds3bqVrVu3EhERQevWrbngggu44oorOP/88wM+u3379nz88cf897//5fvvv2fXrl0kJiYyevRoxowZw9NPP13pr7l9+/YsWrSIxYsXs2TJErZu3cpvv/3mX5FzOBzMnTu3zFW0q666ijfeeIM33niD7du3s2fPHrp06cL48eO5+uqrWbhwYcjzHnjgAdq2bcv777/v7yfYtWtXbrvtNgYPHswnn3xS6a+rNHfffTemafL555+zd+9edu7cCZTeXL28Ro8eTb9+/Xj33XdZs2YNu3btwjRNmjZtSv/+/Rk4cGDIYPpUaNq4KQP7D2TJ10v4ac1PXNzz4sCZyYSomCjmzp3L22+/zWeffUZqaioOh4NevXpx2223cdVVV5X6+YsXLwbwr+YKIYSoP8x8E5xAo2Kv5ZioEwp0cMWX2DLiAj1eR3PUn2BQU2Fs3ktPTwesCm2+PVXl4XK5yMjIQCnF4cOHWb58OevWrWPPnj2cOHGCuLg4zjzzTG644Qauu+66Uot35OXlMWPGDJYuXUp6ejoxMTGcc8453HnnnfTu3bvMa1i9ejWzZ89m06ZN5Ofn06pVKwYPHszo0aPL7Et2KscsLCwkJSWF5OTkUvtl1VeGYfibeVe0Cbao+/cvJyeHO+64g61bt5KcnMy8efP8/RmrQl2/f6daWfdPuRW/bfmNobcOpe/5fZnxrxnoDXX/nkE8WFXdKjExHzlyhEGDBvkfIuh6+feAyM9jUR75+fls376dbt26nbIetXWZ3L/wyP07OXeaG2Ofgd6k6Oe/a4cL9yY3WnONg20P0qZtG38cYx4zsSfZsbesP+tlYe2OHDBgAIMGDeKHH36o0Hlr1qzxnztixAhmzpzJ+vXriYuLo0uXLiilWLVqFY8++ij33ntvyEIPmZmZ3HTTTbz++uukpaXRsWNHIiMjWbFiBbfffjvvvfdeqePPnTuXO+64gxUrVhAZGUnHjh1JS0vjtddeY9iwYaUWp6iOMYUQJxcfH8+sWbPo2rUrKSkp3HXXXZw4caK6L0uUgzIVnTt15sYhN7Lq51Vs2LqhaGbyPaqs5APaN954A6fTyd///vcKBYJCCCFqP6UUZpYZ1J/blyKqtdCCjkejXu0XhDCDQSi7X1d5zm3Tpg3jx4/nxx9/5JtvvuGTTz5hzZo1vPDCC0RERLBixQpeeeWVoHPHjx9PSkoK3bt355tvvmHhwoWsWLGCiRMnopTi2WefZfv27UHnbdmyhcmTJwMwceJEVqxYwcKFC/nmm2/o3r07u3fvLnWfVXWMKYQon0aNGjF79mzGjh3LgAEDytVUXVQvpRSYgAZj7xnLmNvHkHUiqyj481UWrcRMpZQiMTGRJ598kksuuaTKrlkIIUTtoAoVqkAF9BdUTmVVEiU4GMQFOECPrl8PD6v1q9U0jSVLljBq1KigZsA33HCDvzrcRx99FLA/a9u2bSxfvhxd13nppZf81Qo1TWP48OEMGTIEwzCYPn160JjTp0/HNE2GDBnC8OHD/SmoiYmJvPjii+i6zrJly9ixY0fAeadjzD179lT2VgohgMaNG/PAAw8wduxY+vXrV92XI05G4Q8GmzVqxv133M+AywYEvq9TqZVBTdMYPXo0I0eOrJprFUIIUauofAVuoKhgNsZBAxToDXW0mBIrg25v4Fj+nW91QrUEg76+ZVFRUQElzUvy/TKXlZVFZmam//WlS5cC0KdPn5B9pXyFAr7//vuARtB5eXn873//A+Dmm28OOi8pKYk+ffoABPXgOh1j+o4TQoh6QeFf/VOGN8vEXuJ9G6XuGxdCCCFKY54wUaiAOcSTbrWUsLUO3v+vnMoqHlPP5pxqCQaXLVsGQMuWLcs8rnhD7OIb+Ddu3Ajgb0JdUo8ePYiIiMDpdAakbfoaTUdERPj7opXkq4zoa1J8OscsuRophBB1WvGCvNYWjsC2EoCm169JWQghRPiUqTCzA1tKKENZK4OArVXoYnB6TP1KEYUKtJb45ptv+Pbbb0O+N3fuXL755puTfkZ+fj47duxg3759aJpWamDl88UXXwDQtWvXgJ5vvjL4pfWMcjgctGzZkr1795KSkuIPtlJSUgBo1apVqSuSvs/0HXs6xwy3R5lpmmHt4azJfF+XUgrDMKr5amofuX/hkfsXnlLvn4G1+uehaIVQ8+4jVMXOrYZbbhgGpmlSUFBQrjYyUslPCCFqDpWvUIUKLbYoGDSPmlaF6igNvbFu7RH0He9RaDatXvUX9Cl3MLhjxw4WLlwYtHSqlGLNmjUVGlQpRXR0NHfccUepx2zZsoUPPvgAsHpiFZednQ1QZh8133vF+3FV5DzfsadzTF/6bGUVFBSEdX5t4HQ6q/sSajW5f+GR+xeekvdPd+toSkMzNGzYULry94zUTA00MLTqCb6dTicej6fce7lL9tsUQghRfVSeQnkUur1opc+fItrSFhzPuBRahFbvKolCJZrOh1p5qshqVFxcHH369OH++++nQ4cOIY/JyMhg7NixeDwerrjiCq655pqA932/UJS13zAiwqojWzzVtCLnlfyl5XSMGaqFRkVER0fX6ZVBp9NJZGRkvcvlrgpy/8Ij9y88Ie9f8f2CBdbPLc2hEeHw1gA3ADs4Ikr/2Xmq2e122rVrV6E+ukIIIaqfkWOg2YuliCrlbykRar8gLtAaa0FbFeqDcgeDt99+O0OHDvX/WSnFoEGD0DSNiRMnctFFF5V5vq7rxMTElLlCBtbq2D333EN6ejrdu3fn+eefDzomMjKSgoIC/xPkUHyBVfG9hr4JvTznlZz8T8eYvqCwsupyHy1fapmmadL0uxLk/oVH7l94Qt0/ZSgrJVQvKh6j2bWiPYKm98/VNDHbbDZ0XSc6OlqazgshRC2i3Ap1QgVUBVXZCpVnzTm2xBDFYwyFHlt3f48uS7mDwbi4OOLi4oJeV0rRuHFjWrduHfbF5OXlcffdd7Nt2zY6derEW2+9FbBX0Cc+Pp6CgoKgVM7ifO/Fx8f7XystBTTUeSWD1tMxZqj7K4QQdVKxfYH+4jH2YquGUOlm80IIIeovla+stM+GIaqIJtoCVgzBKjajaVq96y/oU+E00eJ8BWVK9gisjIKCAv7yl7+wceNGkpKSmD17NgkJCSGPTUpK4vDhw+zduzfk+263m/T0dP+xxc8DSE9Px+12h0zd3LdvX9B5p2vMqgiohRCiNvCntPu2BOoU1bcOo9l8VVm2bBnLli0jLS2No0ePkpWVhcPhICkpicsuu4zbb7+91DkqLy+PGTNmsHTpUtLT04mJieGcc87hzjvvpHfv3mWOu3r1ambPns2mTZvIz8+nVatWDB48mNGjR5dZpKY6xhRCiJrIyDPACKxG7U8RDVVF1A1EUC+Lx0CYU23r1q1p3bp12Ck0TqeT++67j59//pnWrVvz9ttv06xZs1KPP/fccwFYt25dyPc3b96M2+0mMjKSbt26+V/v1q0bDocDl8vF5s2bQ57r+0zfGKdzzK5du4Z8Xwgh6hxvs3nl8aaIFk8H9Tabr862Em+++SZff/01u3btIiIigi5dutCoUSO2bdvGa6+9xjXXXBOyHVBmZiY33XQTr7/+OmlpaXTs2JHIyEhWrFjB7bffznvvvVfqmHPnzuWOO+5gxYoVREZG0rFjR9LS0njttdcYNmwYWVlZIc+rjjGFEKImUspqKUGxnVeqUGEes6pChwwGXVYgqEVIMFgt3G43Y8eO5aeffiIxMZE5c+actP/gVVddBcCaNWtCrtTNnz8fsJrWN2jQwP96bGwsl1xyCQALFiwIOi81NZXVq1cDMHjw4NM+5qWXXhry6xVCiLpEKeUPBvF4XwzRbL46DR8+nGeffZYff/yR5cuX8/HHH/Pdd9+xePFiOnfuzLFjx3jkkUeCzhs/fjwpKSl0796db775hoULF7JixQomTpyIUopnn302oBetz5YtW5g8eTIAEydOZMWKFSxcuJBvvvmG7t27s3v3biZMmBDyWqtjTCGEqJGcVpqoFhmcIqon6KH7CLpBj6/2kKjahJUmWtzRo0f56aef2L17N9nZ2eUuwZ6Xl8f3339Ps2bNmDNnDm3btj3pOd27d6d///589913jBs3jtdff53mzZujlGLBggUsWrQIXde57777gs4dM2YMK1asYNGiRfTs2ZObb74ZTdM4cuQIDz/8MKZpMmjQoKBVutMxZocOHYL6GwohRJ3j2y9YrHhMydmoupvN33TTTaSkpASl9nfp0oVnn32WP/7xj+zatYvdu3fTsWNHALZt28by5cvRdZ2XXnqJxMREwCqcM3z4cNatW8eiRYuYPn06U6dODfjc6dOnY5omN9xwA8OHD/e/npiYyIsvvsjVV1/NsmXL2LFjR8D8VB1jCiFETWXmm1b/wGIlR8pMEfVOQfV1vyBUQTCYk5PD5MmT+fzzzyvcjFkp5d83EhERwRNPPFHqsRMmTODMM8/0/3ny5MmMGDGCrVu3MnDgQM444wyOHz/OwYMH0TSNJ554gu7duwd9To8ePXjsscd4/vnneeqpp3jttddISEhg165duFwukpOTmTRpUshrqI4xRd1jmiZz5szho48+Yt++fbhcLuLi4vjll1/45JNPePzxxxk6dGjISrplGTBgAGlpaXz77be0adPmFF29qG8ee+wxFi5cyHPPPceNN95YNR/qaysBRcVjbMWKx2jU6OIxxdsiFe/vunTpUgD69OlD+/btg84bPnw4ixYt4vvvvyc/P9+/Hy8vL4///e9/ANx8881B5yUlJdGnTx9+/PFHlixZEhCYVceYQghRU5knTNDwtzFShsI4XHowqJkaOOrvfkEIMxgsLCzk9ttvZ8eOHWH3t0tLSyMtLa3U90s2ZG/cuDEff/wxM2fOZMmSJezatYuYmBj69evHXXfdRZ8+fUr9rDvuuIMuXbowa9YsNm/ezLFjxwI2zBdP8zydYxbvT1gW5VZFRRdqE5vVR+xU2blzJx999BFr1qzh0KFD5OXl0aBBAzp06ECfPn0YOnQo7dq1O2Xjl9err77KtGnT0HWdM844g9jY2FL/zonw+ALkqgxkvvnmG7Zv306vXr1OWphDlML0/tuXIlrDisecjG+fd0xMDMnJyf7XN27cCMAFF1wQ8rwePXoQERGB0+lk+/bt/kb127dvx+VyERERQY8ePUKee/755/Pjjz+yadOmgNerY0whhKiJlBm8X9A4YoDHCvb0hOCJRffoaJH1s9m8T1jB4DvvvMP27dvRNI34+HhuvfVW+vTpQ2JiYrl75oVTQTM2NpZx48Yxbty4Cp/bt29f+vbtWyvGLE65Fa7fXKjC2tdcXovSiOgSUeUBocvl4plnnmHBggUopdB1nXbt2tGuXTuysrLYuHEj69evZ8aMGTz00EPcc889VTp+RSil/MUcXn75Zf9eVJ+4uDiSk5PLLKAkqpdvT9YDDzwgwWAlKVMFFo8pXubbxHpKq9Wsidk0TY4ePcqqVav497//DcBf//rXgAc5qampAKU+dHI4HLRs2ZK9e/eSkpLiD8x82wNatWoVsuJ08c8suZWgOsasKKfTWeHModrCtzJcfIVYlJ/cv/DI/Quk8hVGjgHRoDmtOcTY7/3Zk1jU19vH5XKhGRouu6vO3sPyVIQOKxhcsmQJAI0aNeLDDz+U1LTTwbCqImEnqE9KTaY8yrpuAwj9e0elmKbJfffdxw8//EB0dDT3338/f/zjH2nUqJH/mMzMTD7//HNmzJjBhg0bqm7wSsjMzOT48eMAXHbZZUHvX3HFFVxxxRWn+7KEOG1OWjyG6t8vWNy7777LlClTAl7r0aMHzz//PP369Qt4vbQ+tcX53svJyanUeSV71lbHmBW1ZcuWsM6vDXxBuagcuX/hkftnceQ6iDkag7uB23pBQbMDzbBhI9OeiXN/cD0Tu7KTdjwN93b3ab7a08P3ALAsYQWDqampaJrGn/70JwkETzPNXvtK4PpWAarSG2+8wQ8//EBERARvv/12UEsQsNJ7R40axZAhQ/jyyy+r/BoqongqcLgtWYSolXz7BfUQbSVqYLP55s2b07NnTwzDID09nYyMDLZv386iRYs499xziY+P9x/rK5xW2kob4M+aKf6zoCLnlSzOVh1jVtRZZ51Vp1cGU1NTSUpKIjo6urovp9aR+xceuX+BjFQDZVNojbz7BbMUhtsAGzTt1jSwhRHgKnCRmZ9J646tiW5Sf+9flVQT9VVSE+J0OnHiBLNmzQLg3nvvDRkIFtewYUNGjBgR9HpGRgZvvvkmK1asID09HbvdTseOHbn22msZMWJEyJTnLl26APDtt9+SlZXFq6++yvr16ykoKKBDhw6MHDmSm266KeQ5of7s29N2sgIyv/76K6+++irr1q3D4/GQnJzMiBEj+OMf/1jm1w6wadMmFixYwPr168nMzKRBgwb06NGDkSNHBq1wAEydOpVp06YxdOhQJk2axKxZs/j00085cOCAv2XKww8/XGorGNM0+eKLL/j000/Ztm0bubm5NG7cmA4dOnDllVcybNiwoHublpbGrFmz+OGHHzh06BA2m42OHTv6qx3a7VVTAHnNmjWMGjWK1q1bs3z5cr788kveeecdfvvtNzRNo0ePHowdOzbgiVp6ejrXXnut/8/Tpk1j2rRp/j+H+p6tWLGC+fPns3nzZrKzs2nYsCHnn38+d911F+ecc07QdfmKtTzwwAPcdtttvPrqqyxfvpwjR47Qr18/BgwYwPjx4+nRowcffvhhqV/fn/70J3755ReefPJJRo4cCVgVn5ctW8aKFStISUnhyJEj2O12OnTowB/+8Aduu+22cqf3h8VXSVRRtHfQ922tgfsFr7zySq6//nr/n3fs2MGkSZP4/PPP2b17Nx9//DE2m1WUIDIykoKCAtzu0p8w+9KUij8MioyMBCjXeb5ji597usesqHDPrw2io6PLlY4lQpP7Fx65f9bDRZfLhYpT6JHWJOLKcGFgYGthIyom+AG8yleYDpOoRlH1+v6F9ZtV69at2bVrF/n5+VV1PUKU28qVK8nJycFms4UM8spjx44d3HnnnRw7dgyHw0GnTp0oKChg8+bNbN68ma+++oo333yT2NjYkOevXLmSyZMnExUVRbt27Th06BDbt2/niSeeICsri7vuust/bM+ePXG5XP6UqZ49e/rfa9KkyUmvdfny5fzf//0fbrfbXxjnyJEjPPnkk+zcubPMc6dOncprr70GWEFxp06dOHToECtXrmTlypWMHTuWBx54IOS5brebu+++m9WrV5OUlERSUhIpKSksXryYn3/+mU8//TQgLResSoVjx45l1apVADRr1oyuXbuSkZHBmjVr+Omnn+jXr19ARsF3333Hww8/TH5+vv9+5uXl8euvv7J582aWL1/Oa6+9VuUBy8svv8xrr71G8+bNSU5OJjU1lZ9++olffvmFOXPm+APCiIgIevbsyd69ezl27BgtW7YMCISTkpL8/22aJuPHj+eTTz4BrNXpTp06ceDAAZYuXco333zDxIkTGTZsWMhr8jURP3jwIGeccQYdO3bEbrczePBgJk6cyObNm/1Pg0tKS0tj3bp12O12rrnmGv/rH374Ia+88gqRkZE0a9aMzp07k5WVxbZt2/j111/5+uuvmTNnzqkPCL2rf/6WEjaKVgJrQLP5k+natStvvPEGgwYNYvv27XzxxRf+YDE+Pp6CgoIy0yp97xVfUSxPOmZpaZ3VMaYQQtQ0Kt/ajqQ1LJo/ymwpAVAI7hh30IphfRNWMHjllVfy+++/s3bt2qBVECFONV9FvzPOOIPGjRtX+Hyn08nYsWM5duwYffr04T//+Q9NmzYFrBW4MWPGsGHDBiZNmsQLL7wQ8jMmT57MPffcw3333ef/Jfqtt97iX//6F1OnTmX48OH+QPL999/nwIEDDBw40P/n8srIyODvf/87brebYcOGMWHCBKKiolBK8cknnzBhwoRSC24sXLiQ1157jSZNmvCPf/wjoGjN0qVLefzxx5k6dSrnnXceF198cdD5S5cupXXr1ixevNi/mpmens7dd9/N7t27mT17dlBBpSeffJJVq1bRrFkzXnjhhYDPzczMZOHChQFP4Xbv3s24ceNwuVw8+uijjBo1yn8/d+zYwbhx4/jhhx949dVXK1W8qTSHDx9mzpw5/Pe///Xfl8LCQv72t7+xdOlSpkyZwgcffABA06ZNeffddxk/fjwLFy7kpptuYuzYsSE/d/r06XzyySckJSXxzDPPcOGFFwLWfrkPPviASZMm8c9//pNzzz2XM844I+j8+fPn0717d+bOnesvslVYWEhUVBT9+/dnyZIlLF68mP/7v/8LOvezzz5DKcXFF18c8P9Fr169mD17NhdeeGFAauChQ4eYNGkS33zzDbNnz+Yvf/lLJe9m+SjTGwR69wsGTMI1oNl8ecTGxtKrVy+WLl3K1q1b/cFgUlIShw8fZu/evSHPc7vdpKen+4/18f13eno6brc7ZOrmvn37gs6rrjGFEKKmMfNMMIvmFLPAxMy00k9sLYMnFmUo0MET7Ql6r74JKxnntttuo3nz5nzxxRf8+uuvVXVNQpTL4cOHAWjbtm2lzv/yyy/Zt28fMTExvPLKK/5AEODss89m4sSJACxevJgDBw6E/Iw+ffrw4IMPBqym3HXXXXTt2pWCggJWr15dqWsr6YMPPiAnJ4e2bdsyceJEf7qXpmncdNNN/PGPf8TjCf6B5na7efnllwErcB00aFDA+1dddRUPPfQQYAWxobjdbl544YWAtNZWrVr5g7IVK1YEHL9t2za+/PJLdF3njTfeCAowGzduzF133RUQqEydOpWCggLuvfde7r777oD72bVrV1588UU0TePdd98Ne/9ScR6Ph/vuuy8gQI6KiuKpp57C4XCwYcOGChfPOH78OG+++SYRERFMnz7dHwiC9f0aMWIEI0eOxO12M2fOnJCfYbPZmDp1akC1Zd/3fMiQIQB8/vnnIc/97LPPAo7zueCCC7jooouCfulv0aIF//73v3E4HHz66acV+lorxcBaCfRtIavBxWPK4vv/rfheOF+quu9BVUmbN2/G7XYTGRlJt27d/K9369YNh8OBy+Vi8+bNIc/1fWbJdPjqGFMIIWoaM9sMKFDoWxXUG+shG8qrAoUWrWFE1s39zBURVjCYkJDA9OnTadiwIXfffbf/ibQQp0NeXh5QvrK5oaxcuRKwfmkumeYI0L9/f5KTkzFN05/uWNItt9wS8nXffjDfk/Vw+a711ltv9e9PKm7UqFEhz9u0aROHDh2iXbt2AUFJcb4Acd26dSGLPHTt2jXkL4OlfY3Lli0D4KKLLqJ79+6lfEVFXC4X3333HWA1yA6lW7dutG7dmhMnTrB169aTfmZFhPoeNm3a1B+I7d+/v0Kf9/3331NQUMAFF1xQ6n5q3z1fu3ZtyPcvuugiWrRoEfK9Sy+9lISEBPbu3evvMeezbds2du3aRYMGDfwr0MUVFhby6aef8uSTT3LXXXdx6623MmLECO688040TSMlJaXc/U4rxbdXMFRbiVrQbN4nKyvL/70rHmD5HiqsWbMm5Erd/PnzAejXr19ASwrfHlyABQsWBJ2Xmprqf7A0ePDggPeqY0whhKhJlFNh5plokSFSRFuXkm7iBBpRo/aoV5ew0kQff/xxADp16sTq1av529/+xvPPP89ZZ51FQkLCSftEaZrG5MmTw7kEUY/5frGp7J5VX++sTp06lXpM586dSUlJYc+ePSHfb9++fcjXfXsAq2o/rW/80oKLpKQk7HZ70Orgb7/9Bli/vN55553oeoinY94HOIWFhWRlZQXtXyzta/StpJb8Gnfv3g3AeeedV+bX5LN3714KCwvRdd2/ShmKryXHoUOHyvW55ZGQkBCwj6q4pk2bkpqaWuHvoe+e//7776XuZfWtbpb2tXTo0KHUz3c4HFx99dXMmzePxYsXBwTqixcvBqwU/pLVan///Xf+8pe/kJaWVub1Z2dnn7pKt8WCQX/xGFux92pI8Zi1a9eyevVqevToEdBUHmDr1q089dRT5ObmkpiYGBAode/enf79+/Pdd98xbtw4Xn/9dZo3b45SigULFrBo0SJ0Xee+++4LGnPMmDGsWLGCRYsW0bNnT26++WY0TePIkSM8/PDDmKbJoEGD6Nq1a8B51TGmEELUJGa+CS7A+7xLeRTGYSsYtLcKDnWUYfW61eN0CK9zTp0QVjC4cOFCf8Dn+3dmZqZ/FaM8JBgUlZWYmAhQagrnyfhWFounh5bke893bEmllXL2BV1VtVLuC0hKKzRjs9lo1KgRGRkZAa/7+orl5OQErSKFEqrpamkrr6ECS7CqvAKlFt0pyXeNpmmyfv36kx5flStXZa0qV/Z7mJubC1jVO48ePVrmsaV9LSdb7R4yZAjz5s3jq6++4oknnsBut/urt/reL84wDP7v//6PtLQ0+vbty+jRo+nSpQvx8fH+tNHLL7+cgwcPllldMmzeANDfZqZ48Zga1Gw+JyeHV199FbB+BiQmJmKz2Th48KD/e5qYmMgbb7wRsNoG1pw2YsQItm7dysCBAznjjDM4fvw4Bw8eRNM0nnjiiZAr5j169OCxxx7j+eef56mnnuK1114jISGBXbt24XK5SE5OZtKkSSGvtzrGFEKImsI8YU0uvm0GxmEDDNBitICCMj6qQKE10KD+FhANEHad9nB+2a0Jk76ovc4//3zeffddfv/9dzIzMytcRMb3S1zJAKo433slf+E73WJiYsjNzeXYsWMh3zcMg6ysrJDngZUi9vLLLxMVFRUyzbQq+YJAX1B4Mr57Gx0dXa6Atabz3fNbb72Vf/zjH6dkjHPPPZf27duzd+9efvjhBy6//HJWr17NkSNHSExMpHfv3gHH//rrr+zZs4eWLVvy+uuvB638KaXCbixeLr7pwpuN7E8R9aop+wXPO+88/vrXv7Jy5UoOHjxIamoqLpeL+Ph4evfuzYABAxg2bFjIBx6NGzfm448/ZubMmSxZsoRdu3YRExNDv379uOuuu+jTp0+p495xxx106dKFWbNmsXnzZo4dO0arVq0YPHgwo0ePLvXnUHWMKYQQNYFSytovWKyDTfEqoiFjjULQE/V6X0XUJ6xg8Ntvv62q6xCiwvr160dcXBy5ubm8//773H///RU6Pzk5me3bt/P777+XeoyvZUNZaXunQ4cOHdi0aRO7d+/msssuC3o/NTU1ZAGZzp07A7Br165Tfo0+nTp1YtmyZWzYsKFcx7dv3x6Hw0FBQQH79++vdEGg0+VkD7F8acdl/b2qCtdddx3Tpk1j8eLFXH755f4U0WuuuSZo1da3en722WeHTAHduXPn6WkRZGKtBPr+qhbvLwg1IkUUrBX4kSNHcskll5CcnFzhtNnY2FjGjRtXqcq3ffv2pW/fvhU+rzrGFEKI6qYKlLXSF+NtNK9UmS0llEeBDWxxNtycwkyYWiSsqbd169Zh/yNEZcXGxvLnP/8ZgNdff/2kq0rZ2dkB7Rx8jdYXLVoUclXt+++/JyUlBV3XQ7ZcOJ0uvfRSwGpHYZpm0Ptz584Ned75559Ps2bNSE9P55tvvjml1+hz5ZVXAvDjjz+yffv2kx4fHR3N5ZdfDsDs2bNP5aVVCV8D7dJSPPv3709kZCS//PJLqVUaq4KvncHy5cvJzMz0F+4pmSIKRZVIS0tbLa2SbJXzBoP+4jG+p7K1qHiMEEKImkPlKZRb+R8umsdNVKH1Z1vzEMGgN3DUYmXC8akhz2GFqJx7772Xiy66CJfLxZ///GfefPPNoHS3rKws3nvvPa655hr+97//+V//wx/+QLt27cjPz2fcuHEBKZi+IhFg/XJdvDl6dbjllluIi4tj3759/OMf/wgIRBYuXMiHH36I3R680B8REcEjjzwCwD//+U8+/vjjoD1hGRkZvP/++8yYMaNKrrVr165ce+21mKbJ6NGj+emnnwLez8zMZNasWWRmZvpfe+ihh4iJieG9997jX//6V9D3sKCggK+//ponn3yySq4xHO3atQNgw4YNIVdjmzZtyujRo1FKce+99/LNN98EpdOnpaXx1ltv8eGHH1b6Otq3b8+5555LQUEBjz/+OHl5eXTu3DlksY9zzz3X3yrDV10SrEquL7/8MosXLw7ZZ64qaUorKiDjC/6KF4+p4c3mhRBC1DzmCdOaP7xZO/5VwRa20GmgTtCb6DLfFBP2nkEhqpPNZuONN95g4sSJfPTRR0yZMoUXX3yRdu3aERcXR3Z2NgcOHMAwDBwOBxdccIH/3MjISKZOncqdd97Jjz/+yGWXXUanTp0oLCz0V+8877zzakQA0qxZM55//nkefPBBFixYwJdffklycjJHjhzh8OHDjBo1im+//TZkpcihQ4dy5MgRXn75ZSZMmMBzzz1HcnIyuq6TkZHBwYMH/cdVlaeffppjx47x008/cccdd9CsWTNatGjBsWPHOHToEKZpcuWVV/r3eZ5xxhlMmzaNhx56iLfeeos5c+aQnJxMTEwM2dnZ7N+/H8MwakQ2wRVXXMFLL73EunXruPzyy2nbti12u51LL72U0aNHA3D//fdz/Phx3n33Xe6//34aNmxI27ZtUUpx5MgR/wrdAw88ENa1XH/99WzcuNHf69G3WlhS06ZNueuuu3j99dd56qmnmDZtGs2bN2fv3r3k5uYyduxYPvnkk5NWGg2LNx5WRojiMbWk2bwQQoiaQxnWfkEtqlhLibSTpIjarRRRUUSCwVrKX42vljiV1xsREcEzzzzDbbfdxkcffcTatWs5ePAg+/fvJzY2lnPOOYeLLrqIG2+8MSiY6Nq1K4sXL+bNN9/ku+++Y9euXdjtds4++2yuvfZabr311oAG6NVp0KBBvP/++0ybNo3169eza9cuOnTowAMPPMDNN99c5h7eu+++m169evnvz65duzBNk6ZNm9K/f38GDhwYsi9dZcXGxvLWW2+xePFiPv30U3bs2MGOHTto0qQJffr04aqrrqJ58+YB51x88cV89dVXzJ07l5UrV7J3716cTidxcXH07NmTfv36ccUVV1TZNVZW27ZtmTFjBq+//jrbtm1jw4YNKKUC/m5pmsaECRO4+uqref/991m/fr1//2nz5s25+uqrGTRokD89trKuvvpqnnvuOdxuN7quc91115V67Lhx42jZsiXvvfeev59g165due222xg8eDCffPJJWNdyMprSAvYLlnxiK09phRBCVITKVyinQou35g8z38TMsrbS2FuGaCnhrSKqNZD5pjhNVWGXeMMw+O233zh06BAnTpwIubeppBtuuKGqhq/1CgsLSUlJKbNggXIrXL+5rHzoWkaL0ojoEoHmqPj/hIZhUFhYeFqqYdZFcv/CI/cvPIZh4Mp1EWGPQBUocGNNyJHe1FHT+vlQkyq7lefnsRD5+fls376dbt26nbQljAgm9y889f3+eQ55cO9xY2tqzcvuXW5c61zoTXWiBwa3/jKOGdiT7DhaWtsi6vv986mSlcH09HSmTZvGV199VaEeYJqmSTBYQZrDCqh8pdlrFRuVCgSFELWcslYGlaaKVgbtJYrHyA52IYQQFWDmmAG/V5ZZRdSt0GyapIiGEHYwuG7dOu677z5yc3OrrMG2KJvm0ODU1noQQoiqYxJcPEYv9l4NaTYvhBCidlAuhXnCtDJMsII947AVDNpblZIiGispoqGEFQyeOHGCsWPHkpOTg67rDBkyhPPOO49//OMfaJrGn/70J5KTk0lPT+eHH37gt99+Q9M0rrvuOulpJIQQ9YUvk8FXfLV48Rhkv6AQQoiKMfNMcAHe7E7jsGFtOWig+fcQFqdcCnsbuzx4DCGsxJz333+fzMxMNE1jypQpPP/88wwfPtz/ft++ffnTn/7Eo48+yqJFi5g2bRrx8fF8+eWXQNVWLxRCCFHzKFOBAUpX/qAwIEUUJEVUCCFEhZj5prUFQS/RUqK1LSjgUy6F5tDQ42SyCSWsu7Jy5UoAunfvzjXXXHPS4wcNGsSMGTNQSvH000+ze/fucIYXQghR0xkUBX2+FcLi/QWl2bwQQogKUEpZVUMjiv7sSbdST0KmiBYq9FgdLUYmm1DCCgZ3796NpmkMGjQo5Puhqomec845DB48mMLCQj744INwhhdCCFHD+fsKQuiVQWk2L4QQogJUobL2AHr3C5rHTHACDtCbBYc2yqXQG+uSIlqKsILBnJwcAFq0aBHwut1uReX5+fkhz/PtF1y1alU4wwshhKjBfCmi6KCZWtFKYPGVQSnsJoQQogJUntWiyFdM0Z8i2sIW9HBRuRRahKSIliWsO+NwWN+FyMjIgNcbNGgAwOHDh0Oe5+vZVNr7Qggh6gBfiqjmDQYhqGyZrAoKIYSoCPOEidKUf6WvzBTRAm+KaLTMNaUJKxhMTEwEICsrK+D1tm3bArBly5aQ56WkpABWI2IhhBB1j1LKShH1zr++YNDfWF72CwohhKggZSjM7KKWEmaeicq25hpby8BUE6UUyq2wNQ4uKiOKhBUMdunSBSCoEMy5556LUorvv/+etLS0gPdycnL44IMP0DSNNm3ahDN8nSX9GoUQtZ7CWhksEQz6VwZreLN5+TkshBA1jypQKGfRfkEjzVpY0pvq/tf8XKBFamhxEgiWJaxpuFevXiilWLt2bcDr119/PQAul4vbbruNefPm8cMPPzBv3jxuvPFGjh07BsDAgQPDGb7O8e21dDqd1XwlQggRJl+KqHeW8a8M+orHmICt5jab9/0c9v1cFkIIUf1UnpV14ptLTpoiGqejRdXMeaamCGuWGzBgAJMmTeL333/n999/p1OnTgD06NGD66+/nsWLF3Po0CEmTZoUdG7Lli258847wxm+zrHb7TRo0IDMzEzi4uKw2aSyghCi9imZIupvKVFiJbCm7hc0DIPMzEwaNGggwaAQQtQgRo7h326g3ArzqNW5wNY6RIqoobAlSIroyYQ1y7Vs2ZJ33nkHp9NJbGxswHvPPvssERERfPzxx0HpNt27d+ell16iYcOG4QxfJzVt2pT9+/eTkpJCw4YNiY6OxmaTv8iGYfif1EuQXHFy/8Ij969ilKlQhcof/JlOEzyAHXSn7k8h1TQNzagZP9uUUhiGQUFBAdnZ2ZimScuWLav7soQQQngpt8I8YYK3bqVxyAATtLgQ1UJdoEVIimh5hP3Is1evXiFfdzgcPPPMM9x3332sXr2aY8eOERUVxdlnn815550X7rB1VkxMDMnJyRw5coTjx4+TkZFR3ZdUI5imicfjwW63o+s1dJNRDSb3Lzxy/ypGGcoK/ry3Sjm9f3ZYk7OvCb3m0GpcARmbzUZMTAzNmzcnIiKiui9HCCGEl5ljQiFoCYH7BUOliJr5JrbGNvQombNP5pTnv7Ru3ZqbbrrpVA9Tp0RERNCmTRuUUrjdbkzTrO5LqnYFBQXs2bOHdu3aER0dXd2XU+vI/QuP3L/yU0rhTnVbDYFjrQm74IcCKAT9HJ3IVpGoPIUWrRHRoWYFW7qu43A46n0mhhBC1DRKKYwMw9prrmsoU+E5aO0XtLUKThHFBFuCZPKUh2yGqME0TZMn016+gDgyMtLfp1KUn9y/8Mj9Kz8z30TL09CiNDSbhnHEwDhmYOomjiYOomxRmG4TW0sbjihHdV+uEEKIWkCd8LaUaOBtKXHMBBcQYVUSDeC0qohKo/nykbskhBCiyqhcq68T3udYnlTryW1hQiGaTfPvIdejZfoRQghRPkamYe01d3hTRNOtFFFbS1tQMTKzwERvGKLVhAhJZmMhhBBVQimFcdxAs2tomobyKDz7rWCwoEmBdZC3kIyU+hZCCFEeyqkwjhkQU/SaJy10SwmlFJqpYWsoKaLlFVaaaLdu3cIaXNM0tm3bFtZnCCGEqBlUgVXpTYsu9uTWA8SAO9ZtHeOymgVLMCiEEKI8jCwDVajQm1hrWGauicq1KlbbWpTYL1ioIBL0eFnvKq+wgsGSLSOEEELUXypXoVzKPwn7UkS1tkVVQ5VLYWsWnNYjhBBClKQMhXHUsB4iaoEponpz3apQXfz4AoW9uT3odVG6sILBCy+88KTHKKU4fvw4qampGIaBpml069aNBg0ahDO0EEKIGsSfIurdz2EWmFYPKEBvq8Nx74Em6LHyxFYIIcTJmTkm6oRCa1gU3HnSS0kRNRWa0tAbyhxTEWEFg3Pnzi33sTk5Obz33nu89tprFBYW8vLLL9OuXbtwhhdCCFFDqAKFmVssRXSfAQr0JrrVYuK4d6LWJEVUCCHEyfnaSSgUus0K8JRLYR61KnwHtZRwKohCqohW0Gm7W/Hx8dx3331MnTqVlJQU7rvvPgoKCk7X8EIIIU4hM9dEuZU/NceXImpPKvbM0QVE4g8YhRBCiNKofKudhN6gKFwxDloPGrV4LSjLRBUobI1skiJaQac9dL7ssssYMGAAe/bs4b333jvdwwshhKhiSinMTNM/AZtZJmaWCTrY2xYLBt2gR+n+VFIhhBCiNMZxA1wEtIjwp4i2lhTRqlItd6xfv34opfjyyy+rY3ghhBBVSOV7q4hGBa4K2lrZAvs8ua2nuUIIIURZlFthZpgQXew1U1krg4RIES1UaFHSaL4yquWONWzYEID9+/dXx/BCCCGqkJlrojxWiqgyFZ69IVJEvcWnpdm8EEKIkzGzTMwCM2BbgXnUBDdW64jGJeaSQtATJPOkMqplVvYFgR6PpzqGF0IIUUVKVhE1Dhv+Pk/F+z9ppgYO2S8ohBCibMpUeDI8aHYtoA2RP0W0pT3gdWVaTxslRbRyTvtdy8nJ4YMPPkDTNNq0aXO6hxdCCFGFVL6yyn5Hlygc086OZiuarHWP1Q8qIG1UCCGEKEHlKlSOQmtQLOBTyt9f0NZaUkSrUlitJcrL4/Fw5MgRVq9ezRtvvEFaWhqapjFw4MDTMbwQQohTxFdFVHfoKLfCSLMm64AUUUAzNIhFms0LIYQok5HprRhqL5YieszqN4gOtsTAYJAC0FvrAceL8gsrGOzWrVulz23VqhV33XVXOMMLIYSoRkopjEyjqJ3Efg8Y3pLfCSWe0CrQYmSiFkIIUTqzwLTmlRLzhfs3NwD29vaAfYHKUKCBHi+rgpUV1p1TSlXqnwsuuIA5c+YQFxdXVV+HEEKI0ywoRdRXOKa9HU0rNlm7FUpXsl9QCCFEmYzjhtU8PrLoNfOE6c86cXRxBByvCq25pWTPQVF+Ya0MXnjhheU6LiIigvj4eDp27Ei/fv3o0aNHOMMKIYSoAXxVRHWHjplnYh4xASsYDJAPnmgPxFTDRQohhKgVlMdqJ6FFaQEPFN2/uUGBraUtuEhMIehtJEU0HGEFg3Pnzq2q6xBCCFGLBKWIelcF9eY6eoOiyVqZCgzwNPAETO5CCCFEcWa2icpTaAnFMkucCk+KNb8ErQoa3j2E8SX2EIoKOS0FZIQQQtQtKs+bItpAQylVVEW0ROEYVWCl8HiQVkJCCCFCU0phZBgoXaHrRQ8U3bvdYIDeSEdvHrgq6JtftFh50BgOSbAVQghRYWauiTIUmkPDzDRRuQpsYG9T4hljIdAYlE1Vy3UKIYSo+dQJhZltBuz9U4bC83vRqmBQdonTaj5fvI2RqLgqDQaVUmRlZZGRkUFhYWFVfrQQQogaIihF1LsqaGtjC6zy5lJgl0bAQgghymYcN6xq1MXmEM9ej79AjK1did6CHquKqKSIhi+sNFGXy8XixYtZtWoV69ev5+jRoyhV9PQ3ISGBbt26cfnll3PNNdfQuHHjsC9YCCFE9VJ5ytrX0UCzntzu8z65TQrcz2HmmdgSbBgxRnVcphBCiFpAORXGMQOii72mlL+dhKOzI6hHrSq05iBJEQ1fpYPBd955h9dff53jx4/7XyseCAJkZmby448/8uOPP/Liiy8ycuRIHnjgASIiIip/xUIIIaqVkVP0BNdzwAMurNLezQMLx2imhq2JDY8m+wWFEEKEZmaZqAKF3qRoDjEOGqgcBQ6wdwwRrhSCnqgHBYmi4iqcu1NQUMC9997Lc889x/HjxwP6B4bie6+goICZM2dy8803k5GREXTcb7/9xgcffFDxr0AIIcRpo0yFedwE7zM9f+GY9vaASVkVKLQYTVJEhRBClEoZCs9RD1pEiHYSgKODIyB1FLwpojawxUmKaFWo0MqgYRiMHTuWVatW+YO/jh07MmTIEM477zySk5OJj48HICcnh9TUVDZs2MDixYv5/fffAdixYwe33347H374ITExVtOpjRs38pe//IWRI0dW5dcmhBCiiqn8YimiToVx0EoBDeotWAB6e2/vJ1c1XKgQQogaz8wxrcrUDYsCPiPTsPrWamDvHByq+B42Sopo1ahQMPjaa6/xww8/oGkaCQkJTJgwgT/84Q8hj23atClNmzblggsu4J577uGrr77imWee4dixY+zZs4fJkyfzzDPP8NNPPzFmzBgpOCOEELWAkWOAx0oRdf/uBhP0BB29UbEUUaeV2mNrJE9thRBChKaUtVdQodBtxdpJeFcFbe1s6DEhskucoLeUFNGqUu5gMCMjg7feegtN02jWrBnvvPMOSUlJ5R7o6quv5swzz2TUqFEcPnyYhQsX0r59e6ZNm4bT6UTTNNq0aVOZr0EIIcRpoEyFmWlCpPXn0noLmvkmtsY2tBiZqIUQQoSm8hVmloneoCjgM/NMjP1WxknJJvMAym1VqZYU0apT7s0cX331FQUFBQC88MILFQoEfdq3b8/zzz8PgGmavPjii/5A8O9//zs33HBDhT9TCCHE6aHyFCrfKvNt5phWYKiBvV1RMOgvHNPYFtwTSgghhPAysgyrAFlksb2CO92grOIwtoTggM9fRbSBzC9VpdzB4MqVKwE477zz6Nu3b6UH7Nu3Lz179vQXlrHb7Tz33HPccccdlf5MIYQQp56R660iateKegu2tKFFFSsck29N1FI4RgghRGmUW2EeNQPbSbgUnj1FTeZDnudUVqN5SRGtMuWerVNSUtA0jcsuuyzsQS+//HIANE1j6tSpsiIohBA1nDIV5jGriqhSCs/e0CmiqlChN/UWjhFCCCFC8LWT0KKLrQrudlt70htq2FqEWBV0KzS7JimiVazcweCxY8cAaNWqVdiDtmzZ0v/f/fv3D/vzhBBCnFoBKaJHTFS+t0hMq6JJWTkVWoQmhWOEEEKUSimFkWGAHf8KnzIUnt+LVgVDbTMwc030RrqkiFaxCufxlNZPsDKfERUVFfZnCSGEOPWMHANMb4qob1WwrR3NVjQpm3kmekM94EmvEEIIUZzKUZg5ZkBQ59nvsVYKo7SAfej+c9wKDQ1bc9mPXtXKHQw2adIEgPT09LAH9X1G48aNw/4sIYQQp1bxKqLKo/DsD04RVYZ3om4iE7UQQojSGZlFDxfBu/Vgh3de6RT4kNHHPGFabYxkP3qVK/cdTU5ORinFihUrwh50xYoVaJpGcnJy2J8lhBDi1FInvCmiURpGmrfPYAMNvWmx3oLeJsAyUQshhCiNWWhiZBoBq4LmYRMz2wQ7ODqGaCfhkVXBU6ncs3a/fv0A2LRpE6tWrar0gD/++CMbN24E4NJLL6305wghhDg9jNxiKaLFegsWn5T9hWNCPNEVQgghAIzjBsqp/P1qoajJvD3ZHtBmwsfMtbYgyMPGU6PcTeevvvpqXnzxRQoLC3n88cd59913adeuXYUG27dvH4899hhg7Re85pprKna1QgghTqviKaJmgYlx2GoGHJAi6lRokXWncIxSig0bNrB8+XLWrVvHnj17OHHiBHFxcZx55pnccMMNXHfddaU+oc7Ly2PGjBksXbqU9PR0YmJiOOecc7jzzjvp3bt3mWOvXr2a2bNns2nTJvLz82nVqhWDBw9m9OjRxMTElHpedYwphBAVoQyrnYQWpfl/fppZJsYhAzRwdC5lVVB5VwWlncQpUe4Qu2nTptx+++0opTh69CgjRoxg6dKl5R5o2bJl3HrrrRw5cgRN0xg1ahRNmzat1EULIYQ4PQJSRPcaVjPgpjp6bNH0YeZZFd70mLrx1Hb16tWMGDGCmTNnsn79euLi4ujSpQtKKVatWsWjjz7Kvffei8vlCjo3MzOTm266iddff520tDQ6duxIZGQkK1as4Pbbb+e9994rddy5c+dyxx13sGLFCiIjI+nYsSNpaWm89tprDBs2jKysrJDnVceYQghRUWaWicor0U7Cuypoa2MLmFd81AllzS+N6sb8UhNV6M4+8MAD9OrVC6UUmZmZPPTQQ1x33XW8+eab/PLLL2RmZuJ2u3G73WRmZrJu3Treeustrr/+eh588EEyMjIAuOCCC3jggQdOyRckhBCi6vhSRLGBO9WbyhOqcEzjurEqCNbKYJs2bRg/fjw//vgj33zzDZ988glr1qzhhRdeICIighUrVvDKK68EnTt+/HhSUlLo3r0733zzDQsXLmTFihVMnDgRpRTPPvss27dvDzpvy5YtTJ48GYCJEyeyYsUKFi5cyDfffEP37t3ZvXs3EyZMCHm91TGmEEJUhFIK45iB0pV/O4GZb+LZV3qTeWUoMMHWTFYFT6UKBYN2u53p06fTp08ff3uIXbt28Z///IeRI0dy8cUX06NHD3r06MHFF1/Mbbfdxr///W9+//13//G9evXi1VdfxeEI/qYLIYSoOZThbTQf6X2im61At1pK+I/JV1Yxmfi689S2R48eLFmyhFGjRvkrafvccMMN3H///QB89NFHmKbpf2/btm0sX74cXdd56aWXSExMBEDTNIYPH86QIUMwDIPp06cHjTl9+nRM02TIkCEMHz7cn0KVmJjIiy++iK7rLFu2jB07dgScVx1jCiFERak8hZllojcomis8v3vABL2Zjq1JiCbzuQqtoYaeUHfml5qownc3NjaW2bNn8/DDDxMXF4dSqlz/xMfH8/DDDzNnzhzi4+NPxdcihBCiChVvNO8rHGNrbUOLKCoHrpx1r3BMbGxsmQ8sfQXVsrKyyMzM9L/u2zrRp08f2rdvH3Te8OHDAfj+++/Jz8/3v56Xl8f//vc/AG6++eag85KSkujTpw8AS5YsCXivOsYUQoiKMjINMCiaP9wK924r26SsVUF7c7usCp5ilQq1NU1j9OjRrFixgqeeeopBgwYFPT0FqzfhoEGDeOqpp1ixYgWjR4+WkrBCCFFLGDnWHkE0ihrNF0sRxUmdKhxTXoWFhf7/joqK8v+3r1L2BRdcEPK8Hj16EBERgdPpDEjb3L59Oy6Xi4iICHr06BHy3PPPPx+wKnoXVx1jCiFERSiXlSJKdNFrnj0ecIMWp2FrFWJV8IRCi9Nkr+BpUO5qoqHExMRw6623cuuttwLg8XjIzs4GoGHDhtjtYX28EEKIaqKMoiqixiEDnEAk2FoUTdoqX2FrbkOPrl+T9RdffAFA165diY2N9b+empoKUGqlbYfDQcuWLdm7dy8pKSn+YCslJQWAVq1alboi6ftM37HVOaYQQlSEmWVa7YcaW3OFMhXunUWrgiUXipShwAP2xNAN6EXVqtJozW63h1whFEIIUbv4q4g21PBs9q4KtitK11GGtQ/cN7nXF1u2bOGDDz4AYPTo0QHvFX8YWhrfezk5OZU6z3dsdY5ZUU6nE8MwwvqMmqqgoCDg36Ji5P6FpzbcP2UqzAMmSik0l7dwzAETla8gAoyWBqbTDDwn11vBOtJAyz91wWBtuH/hKk97IFm6E0IIEcTI9aaIGmCkhegtmK/QYjX0uPoTDGZkZDB27Fg8Hg9XXHFFUK9cp9MJUOZ+w4iICCAw1bQi5/mOrc4xK2rLli1hnV8b+FZoReXI/QtPTb5/9nw7MYdj8ER5IAtQ0GRHExw4yG2SS156XuAJyjqnoHmBf/XwVKvJ9y9cvmyQskgwKIQQIoDyeKuIRoFnv1XtTYsvqujmKxxjb11/Unhyc3O55557SE9Pp3v37jz//PNBx0RGRlJQUIDbXfovML7ehMX3GkZGRgKU6zzfsdU5ZkWdddZZdXplMDU1laSkJKKjo09+gggg9y88teH+GSmGtSqY4M0qyVAY+Qbo0OjcRiREJgQcr3IVWgsNvZOOZj+180ttuH+ngwSDQgghApjHrRQeLUELKBzj39fhLRxTXzb25+Xlcffdd7Nt2zY6derEW2+9FbBX0Cc+Pp6CgoIy0yp97xWvql2edMzS0jqrY8yKCjeYrA2io6PLlY4lQpP7F56aev/MPBNXgQstQUOLtOaPwj1WhoI92U5kfODPBmUqlKZwtHVgiz99hclq6v07XerHTC6EEKJclKnwHPGAw0oFNY9aezns7QNTRG2NbehRdX8KKSgo4C9/+QsbN24kKSmJ2bNnk5CQEPLYpKQkAPbu3RvyfbfbTXp6esCxxf87PT291JW6ffv2BZ1XXWMKIcTJKKUwDhtWxVBvIGjmmBjpVpZAyHYSed7tB/VsL3p1k7sthBDCz8w2rTSdBkWrgnqijh7jTRH1KNCoF02AnU4n9913Hz///DOtW7fm7bffplmzZqUef+655wKwbt26kO9v3rwZt9tNZGQk3bp187/erVs3HA4HLpeLzZs3hzzX95m+MapzTCGEOBmVqzAyDLS4olRP92/Wgydba1vQfnNlKpRLWRVET3F6qAhU92dzIYQQ5aKUwjhqoDQFOv5G846koie4/sIx8XV7+nC73YwdO5affvqJxMRE5syZQ8uWLcs856qrrgJgzZo1IVfq5s+fD1hN6xs0aOB/PTY2lksuuQSABQsWBJ2XmprK6tWrARg8eHC1jymEEGVRpsJzyAOqqMm8WWAWzSmlrArqDfR68aCxppE7LoQQArCe5JpZJnqsjnnMRJ1QYAdbG2vvhlLWk1tbU5u/xURdZBgGjzzyCN9//z3NmjVjzpw5tG3b9qTnde/enf79+2MYBuPGjePIkSOAdd/mz5/PokWL0HWd++67L+jcMWPGoGkaixYtYv78+Shlte44cuQIDz/8MKZpMmjQILp27VrtYwohRFnMLBMz0wxYFfTssoqR6U109KYhVgWdCluiDc1Rd+eWmkoKyAghhADAOGaAAZpD8z/BtbcpStlRhVbvJ1vD07exvzp89dVXLF26FLDaKzzxxBOlHjthwgTOPPNM/58nT57MiBEj2Lp1KwMHDuSMM87g+PHjHDx4EE3TeOKJJ+jevXvQ5/To0YPHHnuM559/nqeeeorXXnuNhIQEdu3ahcvlIjk5mUmTJoW8huoYUwghQlGGd1VQp2ju8Cjcu8poMp9vrQraGtftuaWmkmBQCCEEZr6JkWmgNdCsyXxfURVRvwKsJ7dRdfvJra+lAkBaWhppaWmlHpubmxvw58aNG/Pxxx8zc+ZMlixZwq5du4iJiaFfv37cdddd9OnTp9TPuuOOO+jSpQuzZs1i8+bNHDt2jFatWjF48GBGjx4dkOZZ3WMKIUQo5jETla3QGhVbFUzxgAu0Bhq21oEBnzIVqlBh72CXVcFqIsGgEEIIjEzDahkRp1m9Bd2gxWjozYsVjoF68eT2xhtv5MYbb6z0+bGxsYwbN45x48ZV+Ny+ffvSt2/fWjGmEEIUp9zeVcEI/D1olan8zeMdXRxBWwxUvkKPkVXB6iR7BoUQop5TTqtwDN42S54U76pg+6LegipfocVpAXtAhBBCCB/PUQ/mCROtQdE8YaQb1v7zCKu3YHFKWauCeqLuLzQjTr9qXxk8evQoq1atYsuWLfz6669s374dp9NJr169mDt3bpnnut1u5syZw+LFi9m3bx8Oh4OuXbsycuRIrrzyyjLP3bZtGzNmzODnn38mJyeH5s2b079/f8aMGUPjxo1r1JhCCHEqGccNVIFCb6JjZpsYB60+UL4UUV/hGEe74Ke6QgghhFloYhw20KK1gHnCvcO7KniGI6hlhG9V0N6k2sOReq1cd3/gwIGnZHBN07jtttt47rnnKnyu0+nkz3/+M+vWrcNms3HGGWdQUFDA2rVrWbt2Lffccw9//etfQ567bNkyHn74YdxuN02aNKFTp06kpKQwd+5clixZwvvvvx+yclx1jCmEEKeS8iiMIwZapIamaTi3OQGrgqivfYSvcIzeUJJJhBBCBDOOFD1U9L+WYWAeM0EH+xkhVgULFLYkm6wKVrNyBYNpaWlomuYvO11VNE0jNjaWiy66iLPPPpuzzz6bbdu2MX369JOeO2XKFNatW0ebNm2YOXMmHTp0AODbb7/loYceYubMmfTs2ZMBAwYEnHf48GH+9re/4Xa7GTNmDPfffz92u53c3FzGjRvH//73Px566CE++uijoGpH1TGmEEKcSmaWicpTaAkaZq6Jsd9aFXScWawPVD7YWtrQIuXnkxBCiEDmCRPjiIEeqwf8HutbFbS3t6NHl2gnka/Qo2VVsCYo13egVatWp+wChg0bxrBhw/x/Pnz48EnPycjI4IMPPgDg2Wef9QdlYK1i3n333UyfPp1p06YFBWZvvvkmBQUFXHjhhTz44IP+1+Pi4vjPf/7DwIED2bJlC999913AudUxphBCnErKVHiOesAOmq7h2u4CZQV+tgRvb0GP1YBeNvcLIYQoSSmF57C36Fh8USBoZpkYad6HiyWazPtXBdvLQ8aaoFzB4PLly0/1dVTI8uXLcbvdJCUlhSyZfcsttzB9+nS2bt3Kvn37aNeunf89X++om2++Oei8hg0bMnjwYD788EO++uqrgMCsOsYUQohTycw2UTlWYRgzz8Sz1yocU3xVUOUptHgNLVYmbCGEEIFUjsI8FthgXimFc4N3y0FbW9AWA1Wg0KI1WRWsIWrlBpCNGzcCcP7554d8PzExkTZt2gQcC3Dw4EH/yuOFF14Y8twLLrgAgE2bNlX7mEIIcaoopTAyDJRSaHbNSucxQW+uY2tq8x+j3Ap7E7sUjhFCCBFAmVYrCWWqgH1/RpqBecQEG0ScExF4jlKofIWtWd3vWVtb1MqQPDU1FSBg9a2kdu3aceDAAVJSUoLOczgctGjRIuR5viIu+/fvx+1243A4qm3MinI6nRiGUalza7qCgoKAf4uKkfsXnrp4/9QJq3AMUeDOdmPs8f7s6GT9LAHv01ubhhlhouVXftKui/evpJiYmOq+BCGEOK3M4ybmcdNfbAxAGQrXRhdgpYfqDUKsCkZp/oeOovrVymAwOzsbsFIsS+N7Lycnx/9aVlaW/73SCrU0atQIANM0OXHiBAkJCdU2ZkVt2bKlUufVJr7gWlSO3L/w1KX7F5URRUROBJ4GHmIPxBJrxuJq4CKzIBP2W8fY8+w4Gzpx7nZWyZh16f6VVFrWiBBC1EXK420wbyOgZYT7N7e1vSBaw9EtxF7BfIW9rR09qlYmJ9ZJtTIY9D21LmsFLSLCWpYuLCys1HnFj6+uMSvqrLPOqtMrg6mpqSQlJREdHV3dl1PryP0LT127f6pAYbpMVGOrOIyx0fq5EXV2FG1aWOnuyqMgD2ydbGE3mq9r908IIeo7M9O757xRsaIx+Sbu7VYF0YhzIoL7ChYqtEhZFaxpqjQYPHz4MJs3b+bQoUOcOHGiXIHJAw88UOFxIiMjAasBfGlcLmuJOioqqlLnFT++usasqHDOrS2io6MlHSsMcv/CU1fun/u4G4/yoMfruLe6MQwDvZFOVLsofwaDWWiiN9FxNHdUWcubunL/hBCiPlMuheegByJAsxVbFdzsBg/oTXRs7UIEfHneHrbRsipYk1RJMLhlyxamTJnC2rVrK3xuZYLB+Ph4oCh1MxTfe75joSiNMzs72yqaEOIXHF9ap67rxMbGVuuYQghR1ZRLYR4x0aI18IB7p/WgynFmUdCnTIXyKGxNbdL7VAghRADPUQ9mnoneOLDBvK8idcR5EUFzh1lgQiSyKlgDhR2af/3114wYMYK1a9daucBl/AME/bkykpKSANi7d2+px+zbty/g2OL/7Xa7OXjwYMjz9u+3Nsu0adMmILWzOsYUQoiqZhw3MAtMtBgN9y63vzeUrU3RBK3yFHoDHb2RPL0VQghRxCwwMQ4baDGav8q0UgrXBivLzZ5kx9aklFXBpjb0GJlXapqwviMZGRn87W9/w+12ExUVxf3338+bb74JgKZpPPTQQ7zxxhs89dRTDBgwAE3T0DSNoUOH8s477zBnzpxKjXvuuecCsH79+pDvHz58mAMHDgQcC9CqVSuaN28OwC+//BLyXN/rxc+rrjGFEKIqKcOqIKpFamBYG/0BIrpFBKwK4gR7CzuaQ1YFhRBCFDGOGFCIlV3i5Un1YGaaYAdHj+BFDVWoZFWwBgsrGJw3bx4FBQVomsbrr7/O2LFjueSSS/zvd+rUicsuu4xbb72V6dOn8+GHH9KyZUs+/fRTNmzYQK9evSo17sCBA3E4HKSmprJ69eqg9z/44AMAzjzzTNq3bx/w3lVXXQXAggULgs7Lzs5myZIlAAwePLjaxxRCiKpkZpmoEwotRsOz2wNO0BpoAXs71AmryXzx9B8hhBDCPGFiHDXQYrWiB4huZe0VxNpuEGo/oMpT2JrYgtpMiJohrO/KqlWr0DSNPn360Lt375Me3717d2bNmkVERAT//e9/2bx5c6XGbdq0KcOHDwdg/Pjx7Nmzx//e8uXL/auT999/f9C5d911F1FRUfz888+88sor/iI3ubm5PPLII+Tm5nLmmWcyYMCAah9TCCGqijIVxlEDvHGfb1XQ0c1RlOpjKHCDPdEeVAVOCCFE/aWUt5WEm4Bm8e7tbqtKaKyGo3OIVUGnAgfYmsmqYE0VVgEZ3/65vn37hnzf4/EEvZaUlMSQIUNYsGABCxYsoFmzZtxwww3+932VNdevXx8QYN59993cc889/j8/+uijbN26lQ0bNnDttdfSqVMn8vPz/fv27rzzTgYNGhQ0fsuWLXnhhRd45JFHmD59OvPnz6dFixakpKSQn59P06ZNefnll0MWTaiOMYUQoiqYOSZmlokWr+FJ8ViNf6M17ElF04CsCgohhAjFzDYxj1lziP+1E2bRdoNzIwIqi/qoEwpbC1kVrMnCCgZPnDgBWPviinM4HHg8HgoKCkKe17NnTxYsWMDPP/+MYRj+aprFeTyegNeL9+4Dq33DO++8w9tvv81nn31GamoqDoeDXr16cdttt/lTM0MZPHgwbdu25Y033uCXX35h586dNG/enBtvvJExY8bQpEmTkOdVx5hCCBEupRRGhgEaoIN7h3dVsKvDP3krQ4Hh3SsYYkIXQghRPylTYRwyUCh0R1FQ59rkAhP0RB1bq+CVP1WowC6rgjVdWMFgZGQk+fn56HpgtB8XF8fx48dJT08PeZ5vBezIkSO0adOG3377rVLjR0REMHr0aEaPHl3hc7t3785///vfWjGmEEKEQ+UpzOMmWgMNz14PKs/azG/vUGxVMFehN9TRE+TprdxltVUAAGCmSURBVBBCiCJmppVZoscXayVx2MA4YD1kjDw3Mii7TSmFecLE3tqO1kAeMNZkYc36vhXBzMzMgNd9BVQ2bNgQ8rzKBn9CCCEqzjhmgAewW/s7ABxdHP59gcqjwARbos2/f1AIIYRQHu9eQTtFc4apcG5wAmDvaA/ZhkidsFoU2VvYZRtUDRdWMNi1a1cAdu7cGfB6z549UUrx008/sX379oD3Dhw4wPz589E0jeTk5HCGF0IIcRJmgWmliMaAkWagchVEgOOMoo3+Zq6J3kj6CgohhAhkHDMwc0y02GKtJPZ4UNnWXBJxVkTQOcqjwAX2VnarlZGo0cKa+Xv16oVSijVr1gS8PnToUHRdxzAMRo4cyZQpU5g/fz5TpkzhpptuIi8vD4Crr746nOGFEEKchHHcsKq5RYJ7m3dVsJPD30NQuRUamqwKCiGECKBcCuOggRZVrMG8S+H61Sr2GHFWRMhgT+Uo9MY6ehN5wFgbhPVdGjhwILqus2/fPjZu3Oh//YwzzuDPf/4zSiny8vKYNWsW//znP5k1axY5OTkAdO7cmVGjRoV18UIIIUqn3ArziIkWrWEesvZ8YLeCQR8z10RPkFVBIYQQgTxHPZj5ZsCeP9cWF7hAi9ewdwwuPWIWWPOMvZVdHjDWEmEVkGncuDFLly7F7XYHVcN89NFHiY2NZcaMGUFVRa+88komTpxIZGRkOMMLIYQog3nctCbyBA33j95VwTMc/ie5yq3QNM3qKyh7OoQQQniZBSbGYQMtpqjBvJlt4tlltY2LPC8yKNhTpkLlKezt7Ohx8oCxtggrGARo27Ztqe/dd9993HnnnWzYsIFjx44RFRXFWWedRWJiYrjDCiGEKIMyFJ4jHrQIDXVUYWaaYLMKx/iPyVXoTfSAvlFCCCGEcdiAQtCaeB8eKoVrowsU2FrbsLUI0UoiV6HH6dgTww4vxGl0yr9bkZGR9OnT51QPI4QQohgzy7SayDfUcK7zVn3rYEeLKtr3gY6sCgohhAhg5poYRw20uKJVQeOggXHIAB0izglRNMZtVaW2t7L796SL2kHWcIUQoo5RSmEcNVCatSJoHjFBt5rM+4/xrQrGyaQthBDCopS3lYRB0ZYCQ+HaYBWNcXR2hEwBVTkKvamO3lhCi9pGvmNCCFHHqByFmW2ix+r+voL2JDt6jPUjXzmVtcFfVgWFEEIUY2aZmJlmwINCz+8eK9MkSsNxpiP4nHwTIsHeUuaU2kiCQSGEqGM8GR5Q3lSfgwZo4OhWbFXwhMLW1IYeK1OAEEIIizIUxmEDhSpqP1SocG31rgqe7QhKAVWmQuUrbC1s/geOonYp157Bbt26AaBpGtu2bQt6vbJKfp4QQojwmHkm5nGrFLjrZ2sCt7UrCvxUodUo2NY8ePO/EEKI+svIMDCPmwGthlybXeABPUHHnhwcNqgchd5Qx95cisbUVuX6zimlKvS6EEKI6mEcM8Dl3TeYZgAQ0a1os7/KU9ha2dAbyBNcIYQQFjPPxJPmgSjQbN6iMZkGnhSrlUREz4igFFDlUqC8RWPskh5aW5UrGLzwwgsr9LoQQojTTxUqjAwDGmCVAAdsbWzoDa3AzywwrVXBZrIqKIQQwqJMZQWCTtAaF2slsaEou8TWNHDeUEqhchS2lraAlURR+5QrGJw7d26FXhdCCHH6eTI9/jRQY7+1Kujb7K+UtxlwW7vs6xBCCOFnHDEwj5loDYu1kthvYGZY/WlDtpLIU2jRGraWNikaU8vJbwRCCFEHKLfCPGqiRWl4dlgFZGwtbdgSrKe5qsCqBFfy6a4QQoj6y8wz8aR700O9qZ7Ko3Bt8haN6eYIeoCoDAVOrC0HURJK1HbyHRRCiDrAzDIx800UCk+qtccjYFUwX2FrbkOPlh/7QgghrKDOc8BKDy2+j9y9w43KV2gxGo4uIVpJZJvoCbo8XKwjwir98/jjjwMwatSoClUW3blzJ7Nnz0bTNCZPnhzOJQghRL2n3ArPEQ+aQ8P9mxsU6M2LJmqVr9CjdezNpNqbEEIIi+eIx+op2LAozdPMM3HvsPrTRpwbEVQYRhUqNJtmFY2xSXpoXRDWI+KFCxfy6aefkp6eXqHzDh8+zMKFC1m4cGE4wwshhAA8hzyY2SbYwbPHW/ntTGuPh1IKVaDQE3W0SJm4hRBCWEGfkW4EpIeCt5WEAXozHVub4KIx5gkTW6INPV6yTOoK+U4KIUQtZmQZGAcN9Fgdz+8eMEFvoqM39/YVzFPoMTr2prIqKIQQolh6qDswPdQ4amDs87YkOi9EK4kTCr2Bjj1R5pO6pFqCQcOw/qLZbJJrLIQQlaVc3gkdQAP3Liu1x3GmA03TUKZCFXpXBSNkVVAIIUTo9FBlFrWSsHew+4uP+d/3KHB7ewpKlkmdUi3BYEpKCgDx8fHVMbwQQtR6Sik8Bz2YOSZavIZ7pxs8oDfSsbX07hXM8z7FlVVBIYQQgHnCmx4aTcCeP/d2N+ZxExwQcXaIVhI5yso6aSJJhXVNuX9DOHHiBDk5OSHfy8zMPOm+QaUUBQUFbN26lbfeegtN0+jUqVPFrlYIIQQA5nET45CBHqeDB9y/h1gVdCrsbexoDnmKK4QQ9Z0yvM3l3Vhzh5dx1MC91ZpDIntGokUFzhlmgRUk2lva0XSZT+qacgeDb7/9Nq+++mrQ60opnnrqqQoNqpRC0zT+8Ic/VOg8IYQQoJze9FAdtEgN1zYXuEGL1/wb/lWeQo/TsTWRdHwhhBBWeqiRaaA3KgoElUvhXO20etO2t2FPCgwNlKlQeQp7Ozt6rKwK1kUVyh1SSlXo9bL84Q9/4Oabb67weUIIUZ8pZT3ZNU+Y6E10zBwT93bvqmC3olVBXGBvaw8qCy6EEKL+8aWHatGaPz1UKYXzF6fVU7CBRuT5kUHnqVzrwaIUjam7yv2d7dq1K0OHDg14beHChWiaRq9evWjVqlWZ52uaRkxMDG3atKFv37506dKlclcshBD1mHnMxDhiWGW9PVC4qtDaK9hcx97O+pGuTii0OA29sTzFFUKI+i6gemix9FBPigdjvwEaRPaNDNpSoNwKTG/RGNluUGeVOxgcNGgQgwYNCnjN1ydw1KhRDBw4sGqvTAghRACz0LQmdAfgAOdqJypHoUVrRPWNQtM1lOGt+JYkq4JCCCHAc9iDcTwwPdTMMXGtt6qHOs52BG0pUEpZRWOa6/JgsY4La833hhtuQNO0k64KCiGECI8yrfRQla/Qmmh4dnmsflC+J7reDf/qhEJrqKEnyOQthBD1nZlrYhwskR5qKJw/Oa3m8ok6jq6OoPNUvoJIb9EYTR4s1mVhBYPPP/98VV2HEEKIMpgZJuZRqy+UeczEtdF6ohtxTgS2Zt6iMR4FBtgT7QElw4UQQtQ/pVUPdW12YWaZEAmRvSODm8sbClWgsCfb0WPkwWJdJ99hIYSo4cx8E3eaGyIAA5w/OsEEW1sb9s5Fz/TUCYXeSJdVQSGEEFZ6aKYR0Fzek+7Bs9MDQGSvSPTo4PnCzDHRE3TszaRoTH1Q5d9ll8tFbm4uTqezXMdLiqkQQpTOlx5KIdAICv9XiCqwCsREXlj0RFd5rI3+tuY26QMlhBD1nD89NKYoPdQsMHGutX4/t3eyY28VHAYop9X+zd5S9p3XF1USDKakpDB37lx++OEHDhw4UO5WE5qmsW3btqq4BCGEqJOMIwZmhpUe6t7mxjxsgg2iLo4KqO5m5prYEmwBBQKEEELUP8rjfYjoKUoPVUrhXOMEJ+gNdSLOiQg+TylUrsLW0obeUOaS+iLsYPDjjz/m6aefxu22+lxVpuegEEKIYOYJ05rQo6yg0L3N+jkbeUFkwERt5ptomoYtUVYFhRCivvOlhxbfMuD5zeN/mBjZNzLkvnKVq9BiNGwtbVI0ph4JKxjcvHkzEyZMsJ4kKEVUVBRnnXUWiYmJREQEP3EQQghRPsX7QhGJ9UQXsJ9hx55UbJ+gU0Eh2NrbsDWylfJpQggh6gN/emiDovRQI9PA9au36Nh5ESFX/cwC0+op2M6OHiWrgvVJWMHgW2+9hWlaT6RHjhzJQw89RIMGDarq2oQQot7yb/yP13CucIIL9MY6EecWPWhTbm9KT1sb9hay0V8IIeoz5fE+RDRAj/emh7q9bSRMsLWxYe8QYp+gW0E+2NrZsDWWh4r1TVi/Paxfvx5N0+jXrx/jx4+vqmsSQoh6rfjGf/dmN+ZxEyIg8qLIgD5RZraJvYUde2vpAyWEEPWdv7l8sfRQ13qX1X82RiPyghBtJExrLrEl2rC3lIeK9VFY3/WsrCwArrjiiqq4FiGEqPd8T3aVW2EeM/Hs9pYA7xOJ3sD7pNdUmMdNbM1s2NvZZZ+gEELUc2ZOcHqoZ68HT6oHNGsO0SJD7BPMVugNdRxtHTKX1FNhJQU3btwYQFJDhRCiingOWU92AVy/WHs8HN0d/ie2SinUcYWeoONo75DS30IIUc/5qocqj/L3DTRPmDh/sfaaO850YGsWnP5pnjDBgTWXRMhcUl+FtTLYvXt3jhw5wr59+6rqeoQQot4ys71PdiM1ClcWggG2FjYcZzoAKxA0j5vosTqOJJm8T5WjR4+yatUqtmzZwq+//sr27dtxOp306tWLuXPnlnmu2+1mzpw5LF68mH379uFwOOjatSsjR47kyiuvLPPcbdu2MWPGDH7++WdycnJo3rw5/fv3Z8yYMf6HrzVlTCFEzWEeMQPSQ5Xp3SfoAb2p7p9DilNOBW5wdHCgx0rBmPosrO/+iBEjUEqxaNEiTNOsqmsSQoh6R7kV7gNuTMPEtbnYHo8+kf7UHZWj0COtQND39FdUvS+++IK///3vzJ07l40bN+J0Ost1ntPp5Pbbb2fKlCns2rWLdu3a0ahRI9auXcvYsWP597//Xeq5y5Yt4+abb+arr75CKUWnTp3IzMxk7ty5XH/99ezfv7/GjCmEqDlsBTbUERWQHure4sbMtFb9is8hPsqjrN60rWzoTWUuqe/C+htw6aWXcsstt7Bnzx7Gjx+Px+OpqusSQoh6QymF56AHM9vEPGxiHDBA9xaM8e7xME+YoIE9ye5vIixOjdjYWC666CL+8pe/MG3aNMaMGVOu86ZMmcK6deto06YNn3/+OYsXL+brr79m+vTpREREMHPmTJYvXx503uHDh/nb3/6G2+1mzJgxrFy5kk8++YSVK1dy6aWXcvToUR566KGQfXyrY0whRM2g3IqorCireqj3AaFx2MC93duT9sKiveb+c5RCZSlrz3krKT4mwgwG09PTufvuu7nmmmv49NNPGTJkCO+++y6//vorBw4cID09/aT/CCFEfWdmmRiHDJRT4f7VmsQjzo3A1sTa42EWmFY6TzsHtgQp+32qDRs2jNmzZ/Pwww9zxRVX0KRJk5Oek5GRwQcffADAs88+S4cOHfzvDRw4kLvvvhuAadOmBZ375ptvUlBQwIUXXsiDDz6I3W7t4IiLi+M///kPcXFxbNmyhe+++67axxRC1AzKrTD3m9jybRDvfc2pinrSJtuxtw3eDWZmmWhxmlUwJkTjeVH/hLVncMCAAQFPFPbs2cOzzz5b7vM1TWPbtm3hXIIQQtRqyuWtHupSVsEYZfV6sp/hLRjjVFBgvaY3kxXBmmr58uW43W6SkpLo06dP0Pu33HIL06dPZ+vWrezbt4927dr531u6dCkAN998c9B5DRs2ZPDgwXz44Yd89dVXDBgwoFrHFEJUP+VWuFPdqAyFJ8aDpmsopXCudaIKFFqcRkTPiKDzzDwTza7haOdAi5JAUFjC/s1CKRXWP0IIUV8pZVWAM7INXFtcqEKFFq8ReaHVC0q5i/Z12FtKOk9NtnHjRgDOP//8kO8nJibSpk2bgGMBDh48yOHDhwG48MILQ557wQUXALBp06ZqH1MIUb2US+He48Y4akAj/L/Je3Z5MNK9Wwz6RgZVmlYuBU6wt7GjN5QHi6JIWCuDQ4cOrarrEEKIesfMNDGOGBgHDMyjJtgh6uIoNLvmbypvS7RJU/laIDU1FSBg9a2kdu3aceDAAVJSUoLOczgctGjRIuR5bdu2BWD//v243W4cDke1jSmEqD7KpXCnuDGOWZVDNY+3uFi2wrXRakUU0SMiaDuBMhRmjom9lR1bc9lqIAKFFQw+99xzVXUdQghRr6hCKz3UyDDw/O5tLN8rEj1eR5neDf5NbFY6j+zrqPGys7MBK8WyNL73cnJy/K9lZWX53yst4G/UqBEApmly4sQJEhISqm3MynA6nRiGUenza7KCgoKAf4uKkftXfsqlMPeZqOMKGoLm0XC5XGCC52cPmqmhJWoY7Q1MZ1GFf6UUHActQcNsbOIucFfjV1Gz1Ie/fzExMSc9JqxgUAghRMUpQ+FOs9J8XL9aT3Ptna3N/r6m8lq8ZvUSdEggWBv42k+UtYIWEWHt4SksLKzUecWPr64xK2PLli1hnV8b+FZbReXI/Sub5tGIzojGkefAHeOGvKL34g/Eo53QMOwGxxKPYR4IbPVmK7Ch7Ir8iHzM36UNXCh1+e9fadsIipNgUAghTiNlKjz7PXgOenBtc4Eb9CY6EedYv3ybWSZ6Ax1HssPfVkLUfJGRkYDVAL40LpcV+EdFRVXqvOLHV9eYlXHWWWfV6ZXB1NRUkpKSiI6Oru7LqXXk/p2ccirMvSYqVkEbAnoGuva50I9a+/8cvRy0at4q8NwCq7G8LdmG1kjmk5Lk759FgkEhhDhNfIGgkW7g2e1BZSuI9PYT1DXMHBPNYa0I6jGywb82iY+3arv7UjdD8b3nOxaK0jizs7NRSoVM2/Sldeq6TmxsbLWOWRnhBpO1QXR0dLnSsURocv9CU4UK9yE3ZoGJlqgFBILGcQPPr9YWA+0Mjei2gcGMciuUobAl23C0kj2/Zanvf/+q7LeNrKwsZsyYwahRo7jkkks4++yzOfPMM4OO++mnn/jss8/44YcfqmpoIYSo8ZTp3SOYbmAcMzD2GaBBVN8o9BgdM88EhRUIxksgWNskJSUBsHfv3lKP2bdvX8Cxxf/b7XZz8ODBkOft378fgDZt2gSkdlbHmEKI08MsNHGluDCPm2gJJQLBowaF3xWCG1wNXOhnlmgsb1oFyPTmOvYWsu4jylYlv3F8+umnDBgwgJdeeomff/6ZjIwM3G53yNYRu3bt4tFHH+WBBx4gNze3KoYXQogaTSmFJ92DkWZgZBi4NlkpeI6zHNgSbahCBS5vU/nGUumtNjr33HMBWL9+fcj3Dx8+zIEDBwKOBWjVqhXNmzcH4Jdffgl5ru/14udV15hCiFPPLDBx73GjshRa48BA0HPQQ+H3ViBIEzje6XjA+0pZBcj0hrrVWF6X9FBRtrCDwfnz5/P444+Tn5+PUopmzZoFPIEsaejQoTgcDpxOJ99++224wwshRI3m7yV4wMBzyGOV/1Zg72jH0c2BcilUnsLWxobeXFYEa6uBAwficDhITU1l9erVQe9/8MEHAJx55pm0b98+4L2rrroKgAULFgSdl52dzZIlSwAYPHhwtY8phDi1/IFgtgpaEfTs9+D8wQkG2FrYsPW1oWyBCy/qhLX9wNHegRYhgaA4ubB+80hLS+OZZ55BKUWrVq14++23WblyJX/9619LPSc2NpZevXoBsGbNmnCGF0KIGs23IujZ78G91417i1Www9HVQcT5EWCAmWNiaylN5Wu7pk2bMnz4cADGjx/Pnj17/O8tX76cN998E4D7778/6Ny77rqLqKgofv75Z1555RV/sZXc3FweeeQRcnNzOfPMMxkwYEC1jymEOHX8gWBOcCDo3uPG+ZMTTLC1tRF5SYjG8oUKPOBo60CPlYeLonzCSiR+9913cbvdREdHM2fOHH+T2pPp0aMHq1atYseOHeEML4QQNZZSCs9BD559Hjy7PXhSrI3+jh4OIrpFWE2As0xszW3Y29ollacGOXjwIDfccIP/z77KmuvXr6d3797+1++++27uuece/58fffRRtm7dyoYNG7j22mvp1KkT+fn5/n17d955J4MGDQoar2XLlrzwwgs88sgjTJ8+nfnz59OiRQtSUlLIz8+nadOmvPzyyyEfFlTHmEKIqmfmewPB3BCB4E43rg3eNkTJdiIuiLDe9xSdrzwK84SJvZ0dvYkEgqL8wgoGV61ahaZpDBkypNyBIOA/Nj09PZzhhRCiRlJK4TnkwbPXg/s3N8Z+a9UlomcEjk4OlGH1ErQ1tlmpPNJUvkYxDMNfTbM4j8cT8Hrx3n1gtW945513ePvtt/nss89ITU3F4XDQq1cvbrvtNn9qZiiDBw+mbdu2vPHGG/zyyy/s3LmT5s2bc+ONNzJmzBiaNGkS8rzqGFMIUbVKCwSVUri3unFvtbJK7J3tRJwbEfSQRimFylbYmkmWiai4sIJBXxWyim4w95WpzsvL+//27jy+rrre9//ru9baO1OHpCUd0oG0xbQFqWU4pVxREDlaZTigCN7D8VBAqyKDctSD1yP3XLwiDhcVUPBIGQUUuQxKfxdKBRRoAxawpdAWCi0tndKmbdJm2Gv6/v5YOzsJSUvbnbH7/fSRR5O91177uxet37zXd/i8z5EiIoOLtZZoa0S4LsRf4RNvicFA0awivGovuXu7K06CoIrKD0jjx49n9erVB/XadDrNvHnzmDdv3gG/9qijjuLGG28cFO8pIj0jbsoGwaauQdD/u0/4RnZWyQdTpI5MdR/0GsCUG1ITdXNRDlxeYTCTyQCdi9nuj+bmZoCCLvAoIoemuC4meCvAX+4Tb4/BSeoIeuO8pHjw7hh3tJt02gqCIiIFq0sQzAY9G1v8pX5ueUH6mDSpmu5LvLgZFyqyG8YUqU+RA5fXpOIRI0YAyfbVB2LNmjVAsvhdRORQEdVF+Gt8/FeyQdCD4o8W443ziJtibJPFG+9pRFBEpMDFe5Ibh12CYGTJLMkkQdBAetbeg6DNWExocMY5qk8rBy2vvznTp0/HWsvzzz+/36+x1rJw4UKMMapfJCKHjGh7hL/aJ/O3DPHOGNJQfEoxziiHuDGGMFn4703wNI1HRKSAxXuyI4It7wmCoSXzXIbo3Sg3qyQ1qfsgGDfH0AKZigxmpPoUOXh5hcGPf/zjADz33HN7LVz7XnfccUdul7NPfOIT+by9iMiAENVHZFZmyPwtk2wAUGwo+VgJToWD3WkxriF1RApvtBb2i4gUsnh3MiIYN8eY8g5B0Le0/qWVaEsELhR9pAhvfPerueLdMfhgJhgy5Rn1K5KXvMLgP/3TPzFu3DjiOOZrX/saf/nLX/Z6bFNTEz/72c/46U9/ijGG6dOn87GPfSyftxcR6XfRjojMigx+rZ9M9yk1FJ9ajBlqsDssZogh9YEUboXb300VEZF+FDdkg2BLjFPhtAfBVkvr063J8oIUFJ9cjDemaxC0NtmADCA1OYU7ygXlQMlTXhvIpFIpfv7zn/Ov//qvNDY28pWvfIXq6upOawG/853vsGXLFv7+97/T2tqKtZahQ4dyww035N14EZH+FO2MyCzLkHkxk9ylHWooPqUYkzLEO2PckdnSEcXqrUVECpW1lnhbTLAhgIhOQTBujml9phW720JREgS7u3lorcXuspgig1ft4Za70NzXn0QORXmvNj366KO5/fbbGT16NNZa1q5dy9KlS3N/yR955BFqa2tpaWnBWktVVRX33HMP1dXV+b61iEi/iXZFtL7USqY2CYJOhUPJqSUYx2AbLd5Yj9QUBUERkUJmI0v4bkiwNgAHnPIOQXB3TOufkyBoSg0lp5Z0HwRjm8w0KU2WHLjlmmkiPSevkcE2xxxzDAsWLOCBBx7gj3/8I6tXryaO407HHHHEEZx99tlccMEFKikhIoNa3BDT+mIr/lI/uctb6VB8UjHWtxCAOzFb+NdREBQRKVTWtwTrA6K6CGeo06n0Q7wrpvUvrdjWZDlB8SnFOGVdx2hsZJOZJhUuXrWHU6JdQ6Vn9UgYBCgrK+Oiiy7ioosuYs+ePWzevJndu3dTWlrK6NGjqaio6Km3EhHpN3FjTMvzLfgv+2DBHeOS/m9pbJMFN1nH4RzmaEG/iEgBi5tigncC4l1xMhrotfcJ0faI1r+2QgDOcCdZXtDNLBIbWOKGGLcyu+QgrX5Fel6PhcGOhgwZwgc+8IHeOLWISL+xeywtL7Tg/90HwJ3gkp6VhgaS6TvVKZzhumsrIlLIop0R4TshttXijHA6zRKJtka0PtcKITgjHYo/WtxtyLMZS7wnxhvj4U30OoVJkZ6UVxh85JFHAJg9ezZjxozZ79dt3bqVJUuWAHD22Wfn0wQRkT7htrqEfwmJVyVT4L1JHqljUthdFqfCIXV4CqdUQVBEpFBZa4m2RoQbQoBONQQBwo0hmcUZiMEZ7VD84WTDsfeKW5Iagt44D2+catNK78orDF599dUYY7j55psPKAy+8cYbXH311TiOozAoIgOajSxRXcTIFSOJ67JBsMYjNT2FbbCaviMiIrmNYqLNERTT6eagjS3B6wHB60GyvGCcS9GJRd2GvLgpqSGYW3uuJQfSy3plmuj+stb259uLiOxT3BgTrAuIXogYUjcEgNQHU7jVyZbe3njdtRURKXQ2k90oZls3G8U0x2RqM8TbsjcTJ3ukj0t3u8FY3JitITgphVOptefSN/olDLbtNOo4mlIlIgOPzViCzQH+Sz7BmwEEyePO0Q7eeC/ZMfRwF2+M7tqKiBSyeE9y09A22i4bxYSbwqQObQbwoOi4IrzqvReTN2lD6vAU7giVjpC+0y9hcNu2bUCyA6mIyEBhY0tcH5NZlsF/1cfuyc5eGAY7Ru+gcmRlsmPopBTuSHXWIiKFLKqPCNeHWN9iRpjcaJ+NLP6rPuHqZO2gU+5Q9N+KcIZ2UzoiTorJO6VOsgnZMA2USN/q8zC4ZcsW7r//fgAmTJjQ128vItKteHeM/4ZP5m/t03lIQ/qDacLRIfHbMabUkD4i3W2HLiIihcHGlnBLSPRuBA6Y8vaNYuI9MZnFGeKd2WmhH/BIfyjd7XICG1nsTosZnt2Nups6gyK9bb/D4F133cXdd9/d7XPXXHMN11133T5fb62lpaWFXbt2AWCM4aMf/ej+t1REpBdY3xK8G5CpzRCuDSEGDHhHeKSmpbAZi2kxBEMDnEmOgqCISAGzoSXcEBJtiaCUTkXgw/Uhmb9lIATSUDSrCG9c979q2zCZGuqOcElVp7qtMyjSF/Y7DO7evZuNGzdijOm08Yu1lvr6+gN+40mTJnHxxRcf8OtERHqCjS1RfUTmxQz+Ch+S0oE4o53kLq5joBXccpe4PKbl3RZ11iIiBSxujQnfCYnqI5xhTm4XaRta/Fd8wrez00IPcyg6sWiv5Yasb4kbY9xR2d2ouykvIdJX9jsMDh06lKqqqk6Pbdq0CWMMFRUVFBcX7/P1juNQWlrK+PHjOfHEE/nsZz9LaWnpwbVaRCQP8Z6YzIoMmRcz2Ibk5pYpM6RmZovGZ5KfvTEezgiHsDUE9dUiIgUrbowJ3gmwe5Lasm3TPuOGmNbFrdjGpC9JHZkidVSq291CAWyrxTZZvLHZYvLajVr62X6HwQsvvJALL7yw02PTpk0D4Pvf/z4f//jHe7ZlIiI9zAYWf51P5tkM0cYoedBLOm93ggut4LgO7mQX9zC3065wIiJSeKxNNhYL1gfYwOKMcHKz5MK3Q/xXfIjAFBuKZhfhju5+czFrbbIpWQjuBBevyttrYBTpS3ltINM2UlhSUtIjjRER6Q3WWqJtEa3PthKsDqAtB1Yn6wIJSAoBT3TxKr1ONaJERKQw2dgSbs5uFOOBW5EEPetbMkszRBuSzsQd41J0QtFelxJY32IbLabU4E30cA5TDUEZOPIKg0899VRPtUNEpFdETRGZv2Xwl/rYlmQajzPSIXV0CiflJCFwrIs72t3r+g4RESksNpNsLhbXxZgykwt6UX1EZkkG22TBQOroFKlpqW7DnY2zo4FREhi9Kk9rz2XA6Zc6gyIivc2GlsyqDJm/Zojrky2+TYlJQmC5g8HgjHDwRnuYoUZ3aUVEBMiuD1wfEDfGOMMdTCo7LXR1iL/cB5usKy+aXYR72F6mhWYs8e4YZ4iDN87LTS8VGWh6NAzu2bOH5557jmXLlrFt2zaampooKytj1KhRzJgxg5NOOokhQ4b05FuKiORYa7HNlrAuJPN8tlQEgAPeVA9vgoeJDWaYwRvtJZsAqHMWERGy6wO3xQQbOqwPdAy21ZJ5MUO0OTstdLxL0T8U5XYT7XSO2OY2k/HGeXhjvW6PExkoeiQM+r7PL37xC373u9/R3Ny81+NKS0v57//9v3PFFVeQTqd74q1FRLAZS7Qjwn/dJ1gTJEXjsxVw3PEuXo2HMQanxEl2CB3paAc3ERHJsYEl3JitH1gE7ohkxC+qi8jUZpJlBg6kj0njTfG6nxbaaon3JKOJ3jgvGVXUDUcZ4PIOgw0NDVx44YWsXr26U/3B7jQ1NTF//nyef/557rzzToYPH57v24tIgbKRJWqICN8I8Vf5yR3bsP15p8IhNT2FKTGYEoM7Ors5jOo5iYhIB3FTnBSS39FeP9DGluD1gOD1IJkWOtRQ/N+Kccq7ri23kSVuiDFuskGMN1p9jQweeYfByy+/nFWrVgHJrqKnn346H/7wh5k0aRKlpaU0Nzezbt06nn/+eR577DFaWlpYtWoVV1xxBXfddVfeH0BECkfb1tzB+gD/VZ9oQ4Rtbb8JZUoN7sTsZjApB1LgjnJxR7k4xdocRkRE2llriXfEhOtDbGt7/cC4OSZTm0lmmQDeJI/0seluyw3FzTG22eJWuMlo4DD1NTK45BUGFy1axIsvvogxhqOOOoobb7yxS2F6SOoRzpkzh0svvZQrrriCV199lRdffJFFixZx2mmn5dMEESkAcUtMuCVZuB+uC3PrMYAk8I1PdmmjBBwcTLHBqXBwD3NxhqhjFhGRzmyULRuxMSkbYUYkG4mFm0IyL2TABzwoOq4Ir7rrr8s2zK4NTCVlirzRKiAvg1NeYfCxxx4DYOTIkdx+++0MGzZsn8ePHTuW2267jdNPP536+nr+9Kc/KQyKSLdsYInqI/xXs+sAt8ftT5psOYhxLs7wJOyZIoMz3MEtd5NpPpqiIyIi3Yhbs9NCt0U4Q5IbiDayZJZnCN9I1hs4FQ5FJxbhDO18Q7FtozJaSXakHufppqMManmFweXLl2OM4bOf/ez7BsE2w4cP59xzz+XWW29l+fLl+by9iBxibJysu/BX+QQrg2Qhf9T+vDPSwR3v5rbyNkUGZ6iDW5ENgCoWLyIi+xDtipJpoXtsUmbIM8R7YjKLM8Q7s9NCP+CR/lC6y0ifDbKjgcWQmpzCqUx2GxUZzPIKg/X19QBMnTr1gF5XU1MDwI4dO/J5+0GptraWO+64g2XLltHc3ExVVRVz5sxh3rx5lJaW9nfzRPqUjW1Si6klJnw3JFgREG4Ik+k5WWaIwZvg4YxKRvuMazBDDe6IbAAsVo1AERHZNxtbwq3ZaaExmJHZaaHrQzJ/yyQbkKWhaFYR3rjOvx63rVcnAKfSwavycEo1GiiHhrzCYCqVwvd9WltbD+h1bcenUql83n7Queeee/jBD36AtZYxY8YwduxY1qxZwy233MLChQu57777KC8v7+9mivQKa5PgZ1st8a4k/EWbI6IdEXFDDJkOBxeBN97DHeMmYc81mLKkSLw7zMWUKQCKiMj+sb4l2BAQ18XJ2vJSBxtaMq9kCN/OTgs9LDst9D0hz/rJaKApTXYKdUZqNFAOLXmFwbYw88ILL/CZz3xmv19XW1ube32hWLFiBddddx0A1157Leeddx7GGLZu3cpXv/pVXnvtNb73ve9x00039XNLRfJnrQU/qbkUNUa54BfviIl3xUm9pvdywa1ycce6OEOTztaUmGRq6DAXM8SoAxYRkQMS744J1gfEDUn9P5MyxLtiWpe05jYjSx2ZInVUqlMfY63F7rYQgTsm2aTMFKsPkkNPXmFw9uzZvPnmmyxYsIDzzjuP44477n1f8/LLL7NgwQKMMcyePTuftx9UfvWrXxHHMWeffTbnn39+7vHRo0dzww038KlPfYqFCxeyatUqpk2b1o8tFTkw1iZTZ2yrJd4dE24MCTeFxPUxcUOMbeq+/qgZkuz46Qx3MEOzwc9p3wnUKXeSUKjd2URE5ABZa4m3xwQbAqxvcUY4YCB4K8B/xYcITLGhaHYR7mi382sDi22wmDKDN8nDGaHi8XLoyisMfv7zn+e+++4jiiK+9KUv8e///u989rOfxfO6njaKIh566CF+9KMfEUURnufx+c9/Pp+3HzSampp49tlnATjvvPO6PF9dXc3s2bNZvHgxjz/+uMKg9CsbW4hJvmyy/Xbbzx2fs4El3BISvhsSb8+O+DVZ6Cb7mdL3BL9Sg+MmHTMpMOlkIxhnqKOdQEVEJC82tIQbw2QTshS4I1ysb8kszRBtSHYlc8e4FJ1Q1GW0L26Kk51CRzl44z3VqJVDXl5hcMqUKXz5y1/mV7/6FS0tLfznf/4nP//5z5k1axbV1dW5ovPvvPMOL774Ijt37sRaizGGL3/5y0yZMqWnPseAtnLlSnzfJ51OM2PGjG6POe6441i8eDHLli3r49bJQGOj7No6v5tg1d0gW/cDb50ej1tiUntSyV3SVAB+srU2mQ5/ZuJkameQHekLbfJ9CITZx6PkcaJkJLDb4FdsMBUGt9zFDDU4pclubRiSWk5pk2zlXWpwSrI7gBahu64iIpK3uDkpIh/tiJLZJUWGqD4isyST3LA0kJqRIjU11anfsVEyGkgavMkebqWrpQlSEPIKgwBXXHEFQRBw2223Ya1l586dLFy4sNtjrbU4jsOXvvQlLr/88nzfetBYu3YtAFVVVXvdNGfixImdjj0YmUyGKIre/8BBqKWlpdOfhwIbZ9fVZZLF6XFdDNvB7syuU/Df/xz7/V7WUhVV4T/vE0RBz504BZSDGW4wQwyUkgQ+Y4i9ONmyuzRONnwpTkIfaTp3sDEwwP+zHop///pSIVw/7QYt0r/i5phoV0Rcl6xLdyoccCBYFeAv98GCKTMUnViEO7LztNC4JZnZ4o5wk9FA1Q2UApJ3GAT4t3/7N0499VTmz5/PX//6V3y/62+x6XSaU045hUsuuYQPfehDPfG2g0ZDQwOQ1Fjcm7bn2o49GCtWrDjo1w4W69at6+8mHDgLJjI4oYPb6lLUWESqMUW6KY3X4uFlPJyodzseg8HlPWsisFjHYt32P2M3Tr7v+LhjiZ0YHJKfTefjMdnHI0uUiYhMROzFxCb5IkPnnUIHsUH5928AOZSv3/6smReRnmUjS9wYJ7tS74qxGZvMThlhIAOZFzNEm7PTQse7FP1DESbdYTQwW9vWOMlOod4YL5nJIlJAeiQMAhxzzDHcfPPN+L7PqlWr2LZtG01NTZSVlVFZWcm0adNIp9M99XaDSiaT/Ca8r1Iabdem7diD8cEPfvCQHhlct24d1dXVlJSU9HdzumVtdkqln9yhZBvJHcodFhpJahTt6z9vGTA0uXNJKfteN7c/fVWHY8IwpKGxgeEVw/HSHjiA+56pmbbD6wzJMSZ7TIef216LS9LOYtM+1fMQ3exlMPz9G8h0/USkJ8Ut2VHA7cmInsXilCXrzgGiuohMbSbZudqF9Mw03hSv87RQPwmSzjCH1IQUznCNBkphyisMZjIZGhsbGTJkSK6D39e6uEJVVFQEQBDsfXpe22hq27H5vM+hrKSkZEBNx7I26Uz81T7RO9k7k40W27y3hXxgSgxmeHbdXFl23VyJScKZY5INVVLJ7pq5cNXxdB2+t9Z2+/h7H8tkMrRuaKXy8EqKy4qT93INONn37BD0cj87e/m5gNf2DbS/f4ONrp+IHKxuRwGLsv2pmwQ5G1uC1wOC15Lft8wwQ/GJxTjl7UEvV0A+BG+shzfO6zRaKFJoDjgMNjY28pvf/IYnnniCDRs25B4fN24cc+bM4ZJLLqGioqJHGznY7c8U0P2ZSioDg7WWeE9M8GZA8HpA+G4I3eX8NDjDs+URykxuw5S2NXW50FdqcMocTNokX0XZ53owdIXNIS1+C+4kl1Tp3keoRUREBpK4JSlTFG2L2kcBS52k9my2n7ShJdoUEbwRENfHAHiTPNLHpjtN+7RhtmREicE7PFtAvoBvcIrAAYbBdevWcfHFF7N582ag86jExo0bmT9/Po899hjz588vmJ1C90d1dTUAmzZtIgiCbqeLrl+/vtOxMrBYa4mbYoI1AcHKgHB92HmDlyJwR2eLpZdmN0tJg+Nkw1/bSF+ZwSly2kNfurBH2kRERN7LRknd2nhHTLQz6n4U0FqiuohwXdj5pqwHRccX4R3e+VfcXMmIw7IlI0o0LVQEDiAMhmHIFVdcwaZNmzDGdJ6eRnsw3LJlC1//+td56KGH9rlGrpBMnz6dVCqF7/ssX768240GXnrpJQBmzpzZx62TvbHWJltUrw0JXksCoG3t8Pc+DW6Vm2w/PcTgpLMhr7hD6GtbS5c22qJaRERkH+LWpGZttD3K1a01pabTKGC8O04C4Lqw05IMU2rwqj28yR5OWYdpoW0lI1LJaKE7SiUjRDra7zC4cOFC3njjDYwxlJeXc9VVV3HyySczYsQIduzYwTPPPMPPf/5zduzYwZo1a3j88cc588wze7Ptg8aQIUM46aSTePrpp3nggQe6hMF169ZRW1sLwJw5c/qjiZLVFgCj9RH+Cj8JgB3X/3nZADgqOwqYToKfOzL7c7E5ZDdRERER6XEx2EZLsDUg2tFhFHBYe39qM5ZgfUC4LiTeEbe/NgXeeA+v2sOp7Drl07YmyzpUMkJk7w4oDAIUFxfz29/+ttM00FGjRnHeeedx3HHHce6559La2sqTTz6pMNjBpZdeyjPPPMOjjz7Ksccey3nnnYcxhrq6Oq666iriOOa0005j2rRp/d3UgmOtxbZawg1hEgDXhckdyTYuuGPdZBroMKd9nd9IB3eYm6wH1FRPERGR/WZbLfG2mLItZUStEVEq6jQKaCNL+G4yAhhtjpKatAAG3DEuXrWHW+V2WwrCxkn9XkAlI0Tex36Hwddffx1jDGeeeeZe1wNOmTKFM888kwceeICVK1f2WCMPBTNmzODqq6/m+uuv55prruGWW26hoqKCNWvW4Ps+kyZN4vvf/35/N7OgxK0x0caIzIpMEgAbOwRAJ+lsnNEO7nA3GQEsMTgjsgFwiKZ9ioiIHAgbW+xuS7QjItoZEe+OcQIHhoJT6iSzc+qz00A3dF6b75Q7yTTQw71kXf7e3qOtZMRQB2+Ch1vu7vVYETmAMLh9+3YgqSe4L8cccwwPPPAA9fX1+bXsEDR37lymTp3K7bffzvLly6mvr6eqqoo5c+Ywb948ysrK+ruJhzxrkwKzmRcy+G/42F0dAqAhCX9jXNxyNxkBLM4GwOHZAKgpoCIiIgfEZpK+N9ze4cZrCVABUVMEreCvzc7M2dNhHWB210/vcK9TeYgu548tNmOxLRZjjEpGiByA/Q6Dzc3NGGMYNmzYPo8bOnQokBQZlq5OPPFETjzxxP5uRsGxNpmO0lLbQrAyaL/baMCpdHDHujjlDk4qWffnVDjtZSE0tUREROSAWJsdBdwZJWsBW21yk3WYwXgG61vsWsuINSOI9kRERMkL3Q7rAEc5e52FY+NkiQetJBvNFJtkOUe5g1OukhEi+yuvovMiA52NLeGWkMziDMGbAYTJ46bUJDuOjUwCIMXgDs92IkOTdYEiIiJyYKyfjAJG2yPixjhZ61cKzggHLERbk3IQ0cYIIkiTBpKZOd7hHt54b699cKcACJgigzPGwRmmvlvkYCkMyiHJhsnC89YlrYRvh7mF52aYwZuSrCEwJQZnuINb0b4zqIiIiBwYay12TzIKGNfHxC1xMgo4NBkFjBtigjcCwndCbEuH5RlDYfew3ZR/sJzi8uLuz/3eAFicDYDDHZwhCoAi+TrgMKhhdxnIbGAJ3g5orW0l2hBBts9xKhy8KR5mmMEpcXArXdzDXBWdFREROUg2eM8oYASUgDPSAR/Ct5PdQOOdHcpBpLM7fE7yCEoDmt5toqKkovN5o2wAzCQ/m2KDM7bDCKCWb4j0mAMOg1/72tf26zhrLdOnT9/nMcYYXn/99QNtgkgXttWSeSOD/6KfbEGd5Yxy8CZ5SRH4Ugd3lJvUBCxWCBQRETlQ1lpskyXaFRFvj5NavB6YMgMORJuj7stBVGXLQYx1c5uxhZmw/bxRhxFAkw2AVdkAOEQBUKS3HNQ0UWvtXp8zpr3m2r6OE+kJcXOM/7pPZmmGeFv7nUd3rIs7KRn5c0qcJBQe5mGK1JmIiIgcCBtbbHPyFe2MiBviZA1+dkdQ22AJlgeE699TDqKiQzmIbvpfG1mcjIPdYbFFNlm+MU4BUKQvHVAY3J9wpwAovc1aS7w7xl/u4//db59+YsCd4CadTjoZCXRGOXgjFQJFRET2l7XJFM24KU6+dsXYVosNLcYzmNJsUfh1YZc6vabYJAGw2sMZ3nUWTqcRwBBwwFQZUpUpBUCRfrDfYXDVqlW92Q6R92ch3hXTsqQF/1Ufu7ttQSDJ1JMJLsYzOGUO7mgXd4SrTWFERET2gw2Tkb+28Bc3x8konwHSJLV2MUQbI8JlIdHW9nX5uOCOy04DHe12KQfRZQpoicEZ7+CmXPZs2IM7zsUtVXF4kf6g3URlUIh3xYx8bSTBMwG0lbD0wJucFJbFBafMwRvt4YzQ7mIiIiL7Ym371M94d0zcmIz+YYFUUraBISTrAzdHRFsiorooV6IJwDksOw10QtcC7zZOisB3WgM4rsMmMK4haA5AS/hF+pXCoAxo1re0/r2V4K8Bw1uGJw+mwZvi4VV5yRrVIaY9BGp6iYjIAautreWOO+5g2bJlNDc3U1VVxZw5c5g3bx6lpaX93TzpIda37VM/d7ZP/cRJwp8ZbiCGqC4iejMJgHZP5+U/pqzDNNAhnZNct2UgtAZQZEBTGJQByVpLtCWiZVEL4brkNmTkRXg1HkVVRRhMUjNwlIdToQ5GRORg3XPPPfzgBz/AWsuYMWMYO3Ysa9as4ZZbbmHhwoXcd999lJeX93cz5QDZ2ELQIQA2JCEQn2T0rwhMaVIH0DZYwndCoi3JDqF0qASBk4wAumNc3DEuTrnTqcxYtwFQu4CKDBoKgzLgxM0xrS+14tf6SQcDmMMNu4p3MapyFM5wpz0EuupkREQO1ooVK7juuusAuPbaaznvvPMwxrB161a++tWv8tprr/G9732Pm266qZ9bKh1ZayFK6vwRJOv9CCAO4mTjl0wS+mxkIUz+NCmTTP0sBQKItka56Z9tfW0bU2aS8DfWxR3ldll6sc9C8KoDKDKoKAzKgGEjS/huSMtTLUTvJrUCTZkh/aE0oRcS7g5xpjikx6QVAkVEesCvfvUr4jjm7LPP5vzzz889Pnr0aG644QY+9alPsXDhQlatWsW0adP6saWFJRfiApsLeja02EyHr+wxROQ2crHYpH90AZdkHV9pUvYr3hETbkjq/8U74s5v6JLU4c0GQDPEdBr9a2tTp0LwRQqAIocChUEZEOLGmNa/tZJZmsnVKPI+4OFN9JJtrCsMzTubNRooItJDmpqaePbZZwE477zzujxfXV3N7NmzWbx4MY8//rjCYC+xNglZttkSNycbuRBkA2FEMgKIxWCwJintgEvSF6ZJvncM1lpMaJKg2Jr9arFE26Jk50+/8/ua4cnonzfGw6ns2rdaa5PRxUzyJ+57RgCHaLM2kUOBwqD0K+tbgnUBrX9pJdqSHQ0cakjPTCe1Aoc5eOM94nTcqY6RiIjkZ+XKlfi+TzqdZsaMGd0ec9xxx7F48WKWLVvWx607dLWFrLg5zq3ls622vYxDCvCSkTfrJKN/JmOScJexxK1xe9jLdP6TaB9vnCIpuzQ2u/avtJsagGH7uQxJ2HTKnGQTmDIHU2Z0Q1bkEKMwKP3CWktUH5F5MYO/3IcAMOBNzY4GYnBHu8mOoWkDzf3dYhGRQ8vatWsBqKqqIpVKdXvMxIkTOx17MDKZDFG0r5QyeLW0tHT6c29sYKElCYA0Ai3JzVAA0tnRwV0WtmefawuHGdpr+e0vFyhKvkyRgeHgjHKgIhlBjLP/I9MeTMnQXgC+2MCIbF3BUkOUjtqnjGYOsC3vY3+vn3RP1y8/hXD99mc3aIVB6XNxc4z/lk/m+QzxtmTdgjPcIX1sGuMYTInBG5ctFWF0B1JEpDc0NDQAMHz48L0e0/Zc27EHY8WKFQf92sFi3bp1nX42kcHxHdzAxW1x8TIeTuhgsVjXEjsxqZYURbuLSDemSbV0H8bbxG5MnIqJvZgoFRF77T+/90/rdpMem2m/qRqDG7iYyIAF61rCopCoNCLyIiIi2EPy1Ufee/3kwOj65edQvn7HHXfc+x6jMCh9xkaWYGuA/zef4PUgdxcyNT2FOyHpmJxKh9T4VHI3U0REek0mkwzz7G1UECCdTnc69mB88IMfPKRHBtetW0f1hGqKKca2WOxuC03ZUTcHGA42ZZMwth3sVovdYTuXbyA5zlQmZZNyo3rZET7POfhf17qM/mXX/jEsmQJKKf3W5+auX3U1JSUl/dKGwUzXLz+6fgmFQekTcWOM/6ZPpjaT28XMGZEdDSSpc+RVeziHaTRQRKQvFBUVARAEwV6P8X2/07H5vM+hxsbJ1M7ibcWkozSudbFxdjfPYrCOJd4WE22NiOvirhu4lCbLIdwx2fINxXvv+6zNhkdL7k8b204/E7c/ZmxyrraNZ0gntQKd4dm1f6UDa+1fSUnJfk1nk+7p+uWn0K+fwqD0Kutbgs0B/lKfYHWQLG53IHV0Cneci/ENzmHJJjFOSdfF7CIi0jv2Zwro/kwlLTQ2tMQ7Y8JtIdH2iPSeNHaEhSKw9ZZwS0i0NcI2vWe6ZipbviEbADuWb7C2vWQEIUnYyy4WNJhkY5m2Lyf5MsYk36dp32E0lf3TS54zjgEPnFJHM25EpFsKg9IrrLXEO2L81T6ZlzLJwniSO5Pp49LJWgUD3mQPt9JNOiwREekz1dXVAGzatIkgCLqdLrp+/fpOxxYy61uiHRFRXRL0rGuxgaV4ZzHR5oiWXe/ZhMIkfZ47OgmAzginU19nQ0uciTvt3GnKTK5mn3Gy9QLbQl3H7x3af9ZsGhHJg8Kg9DhrLcGmgMxzGcI1YTKFxYP0jDROlQOtyRRRb7yXrFcQEZE+N336dFKpFL7vs3z58m43GnjppZcAmDlzZh+3buCIW2KiHclUz7glhhTEe2LCVSHxrpghDMkda4Yltfvc0W5yo7NDHT4bd6j/FyXTSU2xwR3rJgGwzGCKuhZ7FxHpTQqD0qOstQQbAlr+2EK8M7s2cHSyNpAw2WHNPdzFG+0NqPUKIiKFZsiQIZx00kk8/fTTPPDAA13C4Lp166itrQVgzpw5/dHEfmOtxTZZou0RUX2UTN9MQ7QrIlwdYvdkp4C60DK8hbLqMorGF3Va7mCtxfq2vWi7IVm7V95h7V7JwFq7JyKFR2FQeoy1lmBjQMtj2SDoQXpmGrfKxTZZnAqH1LgUzjCNBoqIDASXXnopzzzzDI8++ijHHnss5513HsYY6urquOqqq4jjmNNOO41p06b1d1P7hLUW22gJt4fJZmchSQisiwjfDJP6fySPpWpSxBNjGrY2MHTCUJwiBxt1KABvk7V7psTgjE7Cn1PmJLVzRUQGCIVB6RFtU0Nb/79W4vokCBZ9tAgn5UAGvIke3hgvWdQuIiIDwowZM7j66qu5/vrrueaaa7jllluoqKhgzZo1+L7PpEmT+P73v9/fzex1NrLEDTFRXUTcECe7c3oQbgwJ1gSQ3XDVlBpSU1N4k5P+rLW1FRMa7G5LvDvOFW13R3WY+lmiqZ8iMnApDErerE12DG1d2Eq0NQIHimYXYYzBlBq88R5uudvfzRQRkW7MnTuXqVOncvvtt7N8+XLq6+upqqpizpw5zJs3j7Kysv5uYq+xQfvOoHa3xZpk5C98OyRcG+ZqAZphhtS0FN7hHsYxySZpTTE0gBMmoc8b5bWXbdCNTxEZJBQGJS/WJttoZ57OEL2bFBVOz0pjigxupUvq8JSmxIiIDHAnnngiJ554Yn83o8/YjCXcESabwjTHmFQS8ILVAdGGiGxVB5yRDqnpKdwqF2MMNrbEe5IdQJ0SBzPB0FTchHOEg1emX6lEZPDR/3PJQcsFwWczhG+HAKSOS+EOcTHlRkFQREQGFNuarAeMtkXYlmxtwNASrAiItkS549yxLqlpKZxKp3MIzFicMgd3kos30iMKI+JdsaaBisigpTAoB8VaS7Q1IlObSYrJky0kP9LFlCgIiojIwGFjS7w9JtwUEjfHUAJxa0z49zBZ5w5gwJ2QhEC3IlnaYKPsdNAAzBBDanwqqRfYVjIi7KcPJCLSQxQG5YDlguDSDMFrSRD0ajzc8ck0mtThKZxS7RgqIiL9L96dDYE7Ymwq2egl+FuAbWybCwreJC8ZCRyS9F02tEn5iChZL+gd7uFUOFoLKCKHHIVBOSC5IPj3DP4yHyx41R7eVA/jG1KTUzjDFQRFRKR/2cASbg2T6Z8hxM0x/t99bHM2BKYgdUSKVE0KU2xyr4n3xBhrcIY7ya6g5Y5qAYrIIUthUPabtZaoLsJf4eO/4kMMbpVL6kMpaAL3cBf3MO0aKiIi/cdaS7wjOxq4O4YUhG+GhOuSOZ2m2ODVeKSmtC9nsEEyYmgwuBVuEgKHOxhHIVBEDm0Kg7JfckHwdZ/MyxkIwal0SM9KY/dYvCoPb6z+OomISP+JW7IhcHtS8y9ujQmeD3LF4r0aj/TR6dx0T5ux2CYLDrgjXdzKbAjUhjAiUiD027u8r7YgGKwO8F/2IQNOuUPRh4uwuy1upYs33lPnKSIi/cJGlrAuOyW0FSgG/1Wf6J1kh1Az1FA0qyg3e8W2ZkOgl9zY9Co9zFAVhxeRwqMwKO8rrosJ3gzIvJzBNlvMEEPRR4tgDzgVTrJzqNZTiIhIP4gbktHAaFeEKTZELRHBc9nRQAOpqSlSR6UwnklGAncnJSXcMclIoClTCBSRwqUwKPsUbY3w3/aTRfe7LabYUHxycVJwt8xRCQkREekXNpPUuo22RtjYYkoM/jKfaH12NHBYdjRwpJusI2yMIQJ3XLK+3SnTZmciIgqDslfR1gh/rY+/zCfemSzCLz65GCyYlCFVrRISIiLSt2yc3SBmY0jcFOMMdYi3xbT+tRUyJKOB07Kjga5JykTsspgygzfJS+oEaiRQRARQGJS9iLZG+Ot8gtcC4m0xuFD80WIoAjIkJSSGKQiKiEjfiZuyG8TUJzcoTZkh81KGaEPX0cC242kFZ5SDN97DKVa/JSLSkcKgdBHVZYPgGwHRpggMFH24CGeYg91jcSeqhISIiPQdG3aoGeiDGW6INkdkXsq0jwZOT5E6MjsaGFlsg4UUeJO9ZG2gykSIiHShMCidRHURwbqAcF1ItC6501p0QhFupUu8K8YbpxISIiLSN6y1xLuyo4ENMabUJKOBL2SI3s2OBg7PjgaOaN8pNN4T445Idrp2hmg0UERkb/RbveTkguDGkPCNpDhv+tg07gSXeEesEhIiItKnbKMleCuAGEyFId4YJ6OBPslo4JEpUtOzo4GxxTZm6wlOSG5cttUTFBGR7ikMCgDWtwQbA8KtIcGKAIDUUSm8IzzsDotb4aqEhIiI9CkbWQiAUvCX+EQbk9FAp9whPSuNW5EdDQwscUOymYw33sMp1yYxIiL7Q2FQEjbZNCZYlgRB7wiP1FEp4l0xTpmDd7inEhIiItKnrLWEm0OCN4P20cCjUqSmZUcDbbZ4vA/eGA9vnIcpUl8lIrK/FAYFgHBjiP+SDxbciS7pY9PYPVYlJEREpF/YyNLyeAvh28myhS6jgVFSMoLi7A7XlRoNFBE5UAqDgrWWpj81QQzOaIeiWUXYVguRSkiIiEj/iLZGSRBsGw2cnsrtCBq3xNgmizsyu0mMCsiLiBwUhUHBGENqcopoa0T6+DREQAsqISEiIv3GHetS8ukS4p0x3sTk1xUbJ2sDjWvwDvfwxnhayy4ikgeFQQGg9BOlZFZkwEDcqBISIiLSv4wxpCalCPxkLbv1LXFjjDPcITU+hTNco4EiIvnSb/vSiW20uGNVQkJERAaOeHcMIXhVHl6VNjQTEekpCoPSzoB7mEtqokpIiIjIwNE2LdQZqU1iRER6ksKgJFxwKhy80brjKiIiA4MpMrhjXdzRLk6JpoWKiPQ0hUEBwHiG9KR0fzdDREQkxylztFOoiEgv0v/DioiIiIiIFCCFQRERERERkQKkMCgiIiIiIlKAFAZFREREREQKkMKgiIiIiIhIAVIYFBERERERKUAKgyIiIiIiIgVIYVBERERERKQAKQyKiIiIiIgUIIVBERERERGRAqQwKCIiIiIiUoAUBkVERERERAqQwqCIiIiIiEgBUhgUEREREREpQAqDIiIiIiIiBUhhUEREREREpAApDIqIiIiIiBQghUEREREREZECpDAoIiIiIiJSgBQGRURERERECpDCoIiIiIiISAFSGBQRERERESlACoMiIiIiIiIFSGFQRERERESkABlrre3vRoiIiIiIiEjf0sigiIiIiIhIAVIYFBERERERKUAKgyIiIiIiIgVIYVBERERERKQAKQyKiIiIiIgUIIVBERERERGRAqQwKCIiIiIiUoAUBkVERERERAqQwqCIiIiIiEgBUhgUEREREREpQAqDIiIiIiIiBUhhUEREREREpAApDIqIiIiIiBQghUEREREREZEC5PV3A6Tw1NbWcscdd7Bs2TKam5upqqpizpw5zJs3j9LS0v0+TxRF1NbW8swzz/DKK6+wbt06WltbKS8v5+ijj+b888/nlFNO6b0P0k966vrtzb333su1114LwKxZs7jnnnvyPudA0hvXz1rLggULePjhh1m5ciWNjY2Ul5czZcoUPvrRj3LJJZf08KfoXz19DTdt2sTtt9/Oc889x+bNm4njmMrKSk444QTmzp3L1KlTe+FTiHSmvik/6pvyo74pP+qXDp6x1tr+boQUjnvuuYcf/OAHWGsZM2YMI0aMYM2aNfi+z5QpU7jvvvsoLy/fr3P94Q9/4D/+4z8AcByHiRMnUlZWxjvvvMOePXsAOP/88/lf/+t/YYzprY/Up3ry+nVn69atfPrTn85dv0Otw+2N69fU1MRll13G4sWLAZgwYQLl5eXU19ezdetWhg4dygsvvNALn6Z/9PQ1fOWVV7jkkktoamoilUoxfvx4UqkU69evp7W1Fc/z+OlPf8qnPvWp3vtQUvDUN+VHfVN+1DflR/1SnqxIH3n11VfttGnT7NSpU+3vfvc7G8extdbaLVu22HPOOcfW1NTYyy67bL/P98ADD9gzzzzTPvDAA7axsTH3eBAE9rbbbrNTp061NTU19t577+3xz9Ifevr6decrX/mKnT59uv3yl79sa2pq7L/8y7/0RNMHhN64fnEc24suusjW1NTYSy65xL7zzjudnm9oaLCLFi3qsc/Q33r6GsZxbP/xH//R1tTU2PPPP99u3Lgx91xjY6O96qqrbE1NjT322GM7/RsX6Unqm/Kjvik/6pvyo34pfwqD0me++tWv2pqaGvvtb3+7y3Nr166106ZNszU1NXblypX7db6dO3fm/tF35z/+4z9sTU2NPeussw66zQNJT1+/91qwYIGtqamx//t//2974403HnIdbm9cvwcffNDW1NTYz33uczYIgp5s7oDU09fwjTfesDU1NXt9TSaTsTNnzrQ1NTX2qaeeyrv9It1R35Qf9U35Ud+UH/VL+dMGMtInmpqaePbZZwE477zzujxfXV3N7NmzAXj88cf365zl5eX7nGLz0Y9+FIC1a9ceaHMHnN64fh01NDTwgx/8gDFjxvD1r389r7YORL11/e68804AvvrVr+J5h/YS7N64hq2trbnvJ0yY0OX5dDrN6NGjAQjD8IDbLPJ+1DflR31TftQ35Uf9Us9QGJQ+sXLlSnzfJ51OM2PGjG6POe644wBYtmxZj7xn2z/okpKSHjlff+rt63f99dezfft2vve971FWVpZXWwei3rh+69ev54033sBxHE444QSWLVvGNddcw9y5c7n00kv5r//6L3bs2NFjn6G/9cY1nDRpEsXFxUCyRuO96urqePfdd3FdlyOPPPIgWy6yd+qb8qO+KT/qm/KjfqlnKAxKn2i7A1pVVUUqler2mIkTJ3Y6Nl8LFiwA2v+PYDDrzeu3ZMkSHnroIU499VROO+20/Bo6QPXG9VuxYgWQjALce++9nH/++fz+979nyZIl/PnPf+b//J//wyc/+Ulqa2t74BP0v964hkOGDOHSSy8F4Dvf+Q6PP/44O3fuZM+ePdTW1jJv3jyCIGDevHmMGzeuBz6FSGfqm/Kjvik/6pvyo36pZxy6Y8cyoDQ0NAAwfPjwvR7T9lzbsflYtGgRTz/9NMYYvvjFL+Z9vv7WW9evtbWVa665htLSUq655pr8GjmA9cb1q6urA6CxsZGf/vSnnHLKKXzrW99i4sSJrF27luuuu47a2louv/xy/vSnPzFmzJg8P0X/6q2/g1/+8peprKxk/vz5XHnllZ2eq66u5mc/+xmf/vSnD6LFIu9PfVN+1DflR31TftQv9QyNDEqfyGQyAHu9cwPJPOyOxx6st956i6uvvhqACy+8kGOPPTav8w0EvXX9brzxRtavX8+VV17J2LFj82vkANYb16+5uRlI1gxMnDiRm2++mSOOOIJ0Os3UqVO59dZbqayspLGxkbvuuivPT9D/euvvYBAEbNiwgYaGBjzPo7q6mg984AOk02neeecdHnzwQbZs2ZJf40X2Qn1TftQ35Ud9U37UL/UMhUHpE0VFRUDyD2xvfN/vdOzB2Lx5M1/84hfZvXs3J598Mt/85jcP+lwDSW9cv9dff5277rqLI488ki984Qv5N3IA643r1/G4Cy64oEtnVFJSwuc//3mA3AL3way3/g1fdtll/OpXv2L69Ok89dRTPPHEEzz22GM899xznHnmmTz//POcf/75ufpiIj1JfVN+1DflR31TftQv9QyFQekT+zNMvz/D/fuybds25s6dy6ZNm5g1axY33XTTPu8WDSa9cf2++93vEscx1157La7r5t/IAaw3rt+wYcNy30+ZMqXbY9oef/fdd/frnANZb1zDp556imeeeYaKigpuuOGG3A5tbee47rrrmDx5Mlu2bOG+++7Lo/Ui3VPflB/1TflR35Qf9Us9Q2sGpU9UV1cDsGnTJoIg6LYjXL9+fadjD0R9fT0XXngh69at45hjjuHWW2/N6y7uQNMb1+/111/HdV2+8pWvdHmubZrJK6+8woc//GEAHnzwwUE7Xac3rt/kyZNz3+/tF7u2v4NxHB9Aawem3riGS5cuBWDGjBkMHTq0y/OpVIoTTjiBt99+O7cpgkhPUt+UH/VN+VHflB/1Sz1DI4PSJ6ZPn04qlcL3fZYvX97tMS+99BIAM2fOPKBz79q1i4suuoi33nqLo446it/85jeH3BbUvXX9oihi+/btXb7aOtwgCHKPRVGU9+foL71x/Y488sjc9tMbNmzo9pi2TmgwL9Bv0xvXsKmpab/fP9/1WiLdUd+UH/VN+VHflB/1Sz1DYVD6xJAhQzjppJMAeOCBB7o8v27dutw2x3PmzNnv8+7Zs4eLL76Y1atXU1NTw/z587u9kzPY9cb1W7169V6/LrvsMgBmzZqVe2z8+PE99Gn6Xm9cv5KSEj72sY8B8Mgjj3R53lrLww8/DJArejuY9cY1nDRpEgDLly9n9+7dXZ4PgoAXXnih07EiPUl9U37UN+VHfVN+1C/1DIVB6TOXXnopxhgeffRRfv/732OtBZJtkK+66iriOOa0005j2rRpnV536qmncuqpp/L44493erylpYV58+bx2muvMXnyZO68804qKir67PP0tZ6+foWmN67fZZddhud5LF26lF/+8pe5O9RhGPKTn/yEVatWUVRUxNy5c3v98/WFnr6Gc+bMIZ1Os3PnTq666iq2bt2ae66hoYH/8T/+B2+//TbGGM4666ze/4BSkNQ35Ud9U37UN+VH/VL+jG27aiJ94M477+T666/HWsvYsWOpqKhgzZo1+L7PpEmTuO+++xgxYkSn10ydOhWAH/7wh3zmM5/JPf7rX/+aG264AUjmyJeXl+/1fW+88UYqKyt7/gP1sZ68fvty0003cfPNNzNr1izuueeeHv8c/aU3rt/DDz/Md7/7XaIoYsSIEYwfP57169eza9cuUqkU119/PWeccUaffL6+0NPX8JFHHuG73/0uYRjieR7jx48nlUrxzjvv4Ps+xhi++c1vHhI12WTgUt+UH/VN+VHflB/1S/nRBjLSp+bOncvUqVO5/fbbWb58OfX19VRVVTFnzhzmzZt3QOsp2rYLBnj77bf3eeyhMq+7J69fIeqN63fOOedwxBFHcNttt7F06VJWrlxJeXk5Z5xxBl/60pe63I0c7Hr6Gp599tlMmzaNu+66i6VLl7Jp0yastVRWVnLMMcdwwQUXcNxxx/XSpxFJqG/Kj/qm/Khvyo/6pfxoZFBERERERKQAac2giIiIiIhIAVIYFBERERERKUAKgyIiIiIiIgVIYVBERERERKQAKQyKiIiIiIgUIIVBERERERGRAqQwKCIiIiIiUoAUBkVERERERAqQwqCIiIiIiEgBUhgUEREREREpQAqDIiIiIiIiBUhhUEREREREpAApDIqIiIiIiBQghUEREREREZECpDAoIiIiXdx0001MnTqVqVOn8sILL3R7TNvzX/jCF/q4dSIi0hO8/m6AiIhIPlavXs0TTzzB4sWL2bRpEzt37qS4uJiRI0dy1FFHcfLJJ/PJT36SoqKi/m5qv1q5ciWLFi0C4LTTTmP69On93CIREelvCoMiIjIo1dXV8aMf/YgFCxZgre30nO/7NDY2snbtWh577DF+9rOf8a1vfYtPf/rT/dTa/rdy5UpuvvlmAMaNG6cwKCIiCoMiIjL4vPnmm3zpS19i8+bNAKRSKU466SRmz55NZWUlLS0trF27lieffJJ33nmHTZs28Y1vfIPVq1fzjW98o59bPzhcfvnlXH755f3dDBER6UUKgyIiMqhs376diy66iG3btgEwc+ZMfvjDHzJ58uQux/7bv/0bv/3tb/nxj39MEATceuutlJWVMW/evL5utoiIyICjDWRERGRQ+fd///dcEDzmmGO44447ug2CAI7j8K//+q/ccMMNGGMA+MUvfsHy5cv7rL0iIiIDlbHvXWghIiIyQC1dupQLLrgAgJKSEv70pz8xYcKE/XrtNddcw+9//3sATj75ZP7rv/6r0/NTp04FYNasWdxzzz37PNf+HLtixQr+8pe/8PLLL/PWW29RX1+PMYaKigqOOuooPvnJT3LGGWfguu5e3+ehhx7iO9/5DgA//OEP+cxnPsOaNWu4++67Wbx4MXV1dZSUlDBt2jQ+97nPcfrpp+dCb3fn2Jdx48bx1FNP5X6+6aabcmsM7777bk444YSDug5t3nzzTR588EFqa2vZvHkzzc3NuWvx6U9/mjPOOAPH0T1qEZG+pGmiIiIyaHQMHOecc85+B0GAr33ta/zf//t/CcOQv/71r6xbt47q6upeaCXcfPPN3HTTTd0+t2XLFrZs2cKf//xn7rrrLm655RZGjx69X+d96KGH+J//83/i+37usUwmQ21tLbW1tTz33HNcf/31PfIZekoYhlx//fXce++9xHHc6bm6ujrq6up4+umn+e1vf8svf/lLKisr+6mlIiKFR2FQREQGBWsttbW1uZ/PPvvsA3r96NGjmT17Ns899xzWWp5//vleC4Otra14nsfMmTM59thjmThxIkOGDKGhoYF3332XP/7xj2zdupXXXnuNr33ta9x///2kUql9nvOvf/0rTzzxBEOHDuWCCy5g+vTpGGNYunQpDz30EEEQ8PDDD3P88cdz7rnn5l43e/ZsfvnLX1JbW5sL01/4wheYPXt2p/MXFxf3+HWw1vL1r3+dJ598EoDKykpOP/10pk2bRnFxMZs2bWLBggW89tprLFu2jLlz5/Lggw9SUlLS420REZGuFAZFRGRQePvtt9m1axcA6XSaI4888oDPccwxx/Dcc88B8PLLL+emnPa0T3ziE1x44YV7HeW64oor+MlPfsLdd9/Nq6++ymOPPcY555yzz3P+v//3/5g+fTrz589n5MiRucfPOussPvKRj3DZZZcBcPvtt3cKg1VVVVRVVdHY2Jh77Mgjj+S0007L5yPul7vvvjsXBM866yyuvfbaLkHv4osv5uc//zm33nora9as4Ze//CXf/OY3e71tIiKiDWRERGSQ2LJlS+778ePHv+9IWncmTZrU7fl62owZM/Y53TGdTnP11Vczfvx4AB599NH3PWcqleLGG2/sFATb/OM//iPHHnssAG+99Vau5EZ/ymQy/PrXvwbg6KOP5kc/+lG3I37GGL7xjW9w/PHHA3D//feTyWT6tK0iIoVKYVBERAaFhoaG3PfDhg07qHMMHTq02/P1B9d1+dCHPgTA8uXLeb/93E455RQmTpy41+c7Tvtcs2ZNzzQyD88++yz19fUAzJ079303hznrrLMA2LNnD3//+997u3kiIoKmiYqISIEKgqBXzx/HMYsWLeKJJ55g5cqV1NXV0dTU1GUTFYCmpib27NnTKay+V1tw3JuOm9B0nBLaX1566aXc9w0NDSxatGifx2/dujX3/VtvvdXt7qUiItKzFAZFRGRQGD58eO77gw07u3fvzn0/ZMiQvNu0N1u2bOHSSy/ltdde2+/XvF8YrKio2Ofr0+l07vuBMM1y48aNue+vvfbaA3rtQAizIiKFQGFQREQGhTFjxuS+37hxI0EQHPC6wbVr1+a+HzduXI+1raMgCLjkkktyUzUrKio49dRTqampYeTIkRQVFeWmTN5999288MILAERRtM/zDrYafB2D94Hq7VFbERFJKAyKiMigMHnyZMrLy9m1axeZTIaVK1cyY8aMAzpHx7Vo06dPP6h2dDfNs6MFCxbkguCHP/xhbr75ZkpLS7s99o9//ONBtWEw6PiZFy1adEA1IUVEpG8MrtuMIiJSsIwxnTZJ2Z8dODuqq6tjyZIluZ8/9rGPdXq+bZTx/Ualdu7cuc/nFy9enPv+O9/5zl6DIMCmTZv2ea7BrOMaxo7rAUVEZOBQGBQRkUHjC1/4Qu77hx56qNO6tPdzyy23EIYhAEcddRTTpk3r9HzbDqV1dXX7PM+yZcv2+XzbDprAPnf/rK+vZ9WqVfs8V0/qOM30/XYu7Qn/8A//kPu+rbajiIgMLAqDIiIyaBx//PGcdNJJADQ3N/Otb32LlpaW933dokWLuP/++3M/X3nllV2OmTJlCpCsR9ywYcNez3XPPffs872Ki4tz369fv36vx/3617/u07VxHUco9+ea5evkk0/ObXpz//33v2/IFhGRvqcwKCIig8r111+fK7z+0ksvcdFFF7Fu3bpuj43jmHvvvZevf/3rudGwz33uc5x88sldjv3IRz6S+/4nP/lJt6Nnv/jFLzpNA+3O0Ucf3en47tYY/v73v3/fUNnT2grcAwe0y+nBKi0t5bLLLgNg165dfPGLX9zrf6c2y5Yt48c//nGvt01ERBLaQEZERAaVyspKbr/9dubNm8fWrVt55ZVXOOOMM/jIRz7CCSecwKhRo2hpaWHt2rU8+eSTnQLIJz/5Sf7zP/+z2/Oee+65zJ8/n127dvHEE0/wz//8z5x55plUVFSwefNmFixYwIoVKzj99NNZsGDBXtv3mc98hl//+tc0Nzfz5JNPcs455/BP//RPjBkzhu3bt/Pkk0/y4osvUllZSU1NDc8//3wPX6Hute1mWl9fz5/+9CdGjBjBzJkzKSoqApIRzVmzZvXoe/7Lv/wLr776Ko888girV6/m9NNP59RTT+X444+nsrKSOI7ZsWMHb7zxBkuWLOHdd99l4sSJfPvb3+7RdoiISPcUBkVEZNCZNm0af/jDH7juuut44oknCIKAp556iqeeeqrb49tGqS6++GKMMd0eM2LECH784x9z2WWX4fs+L7/8Mi+//HKnYz72sY9x3XXX7TMMjho1ip/85CdcddVVZDIZVq1a1WVt4OjRo7n55pu57777DvCTHzzP87jyyiu55pprCIKA2267rdPz48aN2+v1y8f111/P4Ycfzi233ILv+yxcuJCFCxfu9fiOJURERKR3KQyKiMigNHr0aH7xi1+watUqHn/8cZYsWcKmTZvYuXNnp7V4xhjmz5/Pscce+77nPPnkk3n00Uf5zW9+Q21tLdu2bWPo0KF84AMf4LOf/SxnnXXWXsNkR6eddhoPP/wwt912G0uWLGH79u2UlZUxbtw4Pv7xj/PP//zPVFRU9GkYBDj//POpqqrid7/7HStWrGDHjh34vt+r72mM4dJLL+Xcc8/lD3/4A7W1taxdu5Zdu3bhOA4VFRVMnjyZmTNncvLJJzNz5sxebY+IiLQzti+2FBMREeljP/7xj5k/fz6QjHrdd999GnUSERHpQBvIiIjIIenb3/425557LpDsEDp37lx27NjRz60SEREZODQyKCIih6woirjyyit58sknATjyyCO5++67GTp0aD+3TEREpP8pDIqIyCHN933uvPNOMpkMADNmzOi2tISIiEihURgUEREREREpQFozKCIiIiIiUoAUBkVERERERAqQwqCIiIiIiEgBUhgUEREREREpQAqDIiIiIiIiBUhhUEREREREpAApDIqIiIiIiBQghUEREREREZECpDAoIiIiIiJSgBQGRURERERECtD/DwXdfZCKUlKxAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -466,6 +470,7 @@ { "cell_type": "code", "execution_count": 12, + "id": "34ee8d9a", "metadata": { "collapsed": false }, @@ -474,25 +479,47 @@ "name": "stdout", "output_type": "stream", "text": [ - "Number of Cores used: 5\n" - ] - }, - { - "ename": "TerminatedWorkerError", - "evalue": "A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n\nThe exit codes of the workers are {SIGKILL(-9)}\nDetailed tracebacks of the workers should have been printed to stderr in the executor process if faulthandler was not disabled.", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mTerminatedWorkerError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[12]\u001b[39m\u001b[32m, line 15\u001b[39m\n\u001b[32m 5\u001b[39m np.random.seed(\u001b[32m42\u001b[39m)\n\u001b[32m 6\u001b[39m dml_QTE = dml.DoubleMLQTE(data_dml_base,\n\u001b[32m 7\u001b[39m ml_g=clone(class_learner),\n\u001b[32m 8\u001b[39m ml_m=clone(class_learner),\n\u001b[32m (...)\u001b[39m\u001b[32m 13\u001b[39m trimming_rule=\u001b[33m\"\u001b[39m\u001b[33mtruncate\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 14\u001b[39m trimming_threshold=\u001b[32m1e-2\u001b[39m)\n\u001b[32m---> \u001b[39m\u001b[32m15\u001b[39m \u001b[43mdml_QTE\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn_jobs_models\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcores_used\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 16\u001b[39m \u001b[38;5;28mprint\u001b[39m(dml_QTE)\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/doubleml/irm/qte.py:399\u001b[39m, in \u001b[36mDoubleMLQTE.fit\u001b[39m\u001b[34m(self, n_jobs_models, n_jobs_cv, store_predictions, store_models, external_predictions)\u001b[39m\n\u001b[32m 397\u001b[39m \u001b[38;5;66;03m# parallel estimation of the quantiles\u001b[39;00m\n\u001b[32m 398\u001b[39m parallel = Parallel(n_jobs=n_jobs_models, verbose=\u001b[32m0\u001b[39m, pre_dispatch=\u001b[33m\"\u001b[39m\u001b[33m2*n_jobs\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m399\u001b[39m fitted_models = \u001b[43mparallel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 400\u001b[39m \u001b[43m \u001b[49m\u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_fit_quantile\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[43mi_quant\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_jobs_cv\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstore_predictions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstore_models\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 401\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mi_quant\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mrange\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mn_quantiles\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 402\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 404\u001b[39m \u001b[38;5;66;03m# combine the estimates and scores\u001b[39;00m\n\u001b[32m 405\u001b[39m framework_list = [\u001b[38;5;28;01mNone\u001b[39;00m] * \u001b[38;5;28mself\u001b[39m.n_quantiles\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:2072\u001b[39m, in \u001b[36mParallel.__call__\u001b[39m\u001b[34m(self, iterable)\u001b[39m\n\u001b[32m 2066\u001b[39m \u001b[38;5;66;03m# The first item from the output is blank, but it makes the interpreter\u001b[39;00m\n\u001b[32m 2067\u001b[39m \u001b[38;5;66;03m# progress until it enters the Try/Except block of the generator and\u001b[39;00m\n\u001b[32m 2068\u001b[39m \u001b[38;5;66;03m# reaches the first `yield` statement. This starts the asynchronous\u001b[39;00m\n\u001b[32m 2069\u001b[39m \u001b[38;5;66;03m# dispatch of the tasks to the workers.\u001b[39;00m\n\u001b[32m 2070\u001b[39m \u001b[38;5;28mnext\u001b[39m(output)\n\u001b[32m-> \u001b[39m\u001b[32m2072\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m output \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.return_generator \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:1682\u001b[39m, in \u001b[36mParallel._get_outputs\u001b[39m\u001b[34m(self, iterator, pre_dispatch)\u001b[39m\n\u001b[32m 1679\u001b[39m \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[32m 1681\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m._backend.retrieval_context():\n\u001b[32m-> \u001b[39m\u001b[32m1682\u001b[39m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m._retrieve()\n\u001b[32m 1684\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mGeneratorExit\u001b[39;00m:\n\u001b[32m 1685\u001b[39m \u001b[38;5;66;03m# The generator has been garbage collected before being fully\u001b[39;00m\n\u001b[32m 1686\u001b[39m \u001b[38;5;66;03m# consumed. This aborts the remaining tasks if possible and warn\u001b[39;00m\n\u001b[32m 1687\u001b[39m \u001b[38;5;66;03m# the user if necessary.\u001b[39;00m\n\u001b[32m 1688\u001b[39m \u001b[38;5;28mself\u001b[39m._exception = \u001b[38;5;28;01mTrue\u001b[39;00m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:1784\u001b[39m, in \u001b[36mParallel._retrieve\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1778\u001b[39m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28mself\u001b[39m._wait_retrieval():\n\u001b[32m 1779\u001b[39m \u001b[38;5;66;03m# If the callback thread of a worker has signaled that its task\u001b[39;00m\n\u001b[32m 1780\u001b[39m \u001b[38;5;66;03m# triggered an exception, or if the retrieval loop has raised an\u001b[39;00m\n\u001b[32m 1781\u001b[39m \u001b[38;5;66;03m# exception (e.g. `GeneratorExit`), exit the loop and surface the\u001b[39;00m\n\u001b[32m 1782\u001b[39m \u001b[38;5;66;03m# worker traceback.\u001b[39;00m\n\u001b[32m 1783\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._aborting:\n\u001b[32m-> \u001b[39m\u001b[32m1784\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_raise_error_fast\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1785\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1787\u001b[39m nb_jobs = \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m._jobs)\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:1859\u001b[39m, in \u001b[36mParallel._raise_error_fast\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1855\u001b[39m \u001b[38;5;66;03m# If this error job exists, immediately raise the error by\u001b[39;00m\n\u001b[32m 1856\u001b[39m \u001b[38;5;66;03m# calling get_result. This job might not exists if abort has been\u001b[39;00m\n\u001b[32m 1857\u001b[39m \u001b[38;5;66;03m# called directly or if the generator is gc'ed.\u001b[39;00m\n\u001b[32m 1858\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m error_job \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1859\u001b[39m \u001b[43merror_job\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_result\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:758\u001b[39m, in \u001b[36mBatchCompletionCallBack.get_result\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 752\u001b[39m backend = \u001b[38;5;28mself\u001b[39m.parallel._backend\n\u001b[32m 754\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m backend.supports_retrieve_callback:\n\u001b[32m 755\u001b[39m \u001b[38;5;66;03m# We assume that the result has already been retrieved by the\u001b[39;00m\n\u001b[32m 756\u001b[39m \u001b[38;5;66;03m# callback thread, and is stored internally. It's just waiting to\u001b[39;00m\n\u001b[32m 757\u001b[39m \u001b[38;5;66;03m# be returned.\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m758\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_return_or_raise\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 760\u001b[39m \u001b[38;5;66;03m# For other backends, the main thread needs to run the retrieval step.\u001b[39;00m\n\u001b[32m 761\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/.venv/lib/python3.12/site-packages/joblib/parallel.py:773\u001b[39m, in \u001b[36mBatchCompletionCallBack._return_or_raise\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 771\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 772\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.status == TASK_ERROR:\n\u001b[32m--> \u001b[39m\u001b[32m773\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._result\n\u001b[32m 774\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._result\n\u001b[32m 775\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n", - "\u001b[31mTerminatedWorkerError\u001b[39m: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.\n\nThe exit codes of the workers are {SIGKILL(-9)}\nDetailed tracebacks of the workers should have been printed to stderr in the executor process if faulthandler was not disabled." + "Number of Cores used: 5\n", + "================== DoubleMLQTE Object ==================\n", + "\n", + "------------------ Fit summary ------------------\n", + " coef std err t P>|t| 2.5 % \\\n", + "0.10 1210.0 486.438569 2.487467 1.286563e-02 256.597923 \n", + "0.15 1230.0 263.748513 4.663533 3.108257e-06 713.062414 \n", + "0.20 1211.0 252.052811 4.804549 1.551010e-06 716.985569 \n", + "0.25 1000.0 244.841847 4.084269 4.421576e-05 520.118799 \n", + "0.30 622.0 255.252133 2.436806 1.481761e-02 121.715013 \n", + "0.35 1031.0 274.813682 3.751633 1.756867e-04 492.375081 \n", + "0.40 2006.0 320.163566 6.265547 3.715179e-10 1378.490941 \n", + "0.45 3329.0 427.336461 7.790115 6.661338e-15 2491.435927 \n", + "0.50 4601.0 448.109454 10.267581 0.000000e+00 3722.721609 \n", + "0.55 6000.0 590.561309 10.159826 0.000000e+00 4842.521104 \n", + "0.60 7040.0 605.739720 11.622153 0.000000e+00 5852.771965 \n", + "0.65 9243.0 809.469379 11.418591 0.000000e+00 7656.469170 \n", + "0.70 10928.0 859.705581 12.711328 0.000000e+00 9243.008023 \n", + "0.75 12410.0 1018.114834 12.189195 0.000000e+00 10414.531594 \n", + "0.80 16590.0 1589.396531 10.437924 0.000000e+00 13474.840041 \n", + "0.85 19382.0 1622.701413 11.944280 0.000000e+00 16201.563673 \n", + "0.90 21550.0 2279.055439 9.455672 0.000000e+00 17083.133421 \n", + "\n", + " 97.5 % \n", + "0.10 2163.402077 \n", + "0.15 1746.937586 \n", + "0.20 1705.014431 \n", + "0.25 1479.881201 \n", + "0.30 1122.284987 \n", + "0.35 1569.624919 \n", + "0.40 2633.509059 \n", + "0.45 4166.564073 \n", + "0.50 5479.278391 \n", + "0.55 7157.478896 \n", + "0.60 8227.228035 \n", + "0.65 10829.530830 \n", + "0.70 12612.991977 \n", + "0.75 14405.468406 \n", + "0.80 19705.159959 \n", + "0.85 22562.436327 \n", + "0.90 26016.866579 \n" ] } ], @@ -527,11 +554,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, + "id": "fc1adee3", "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Quantile DML QTE DML QTE lower DML QTE upper\n", + "0.10 0.10 1210.0 -164.794119 2584.794119\n", + "0.15 0.15 1230.0 484.582331 1975.417669\n", + "0.20 0.20 1211.0 498.637240 1923.362760\n", + "0.25 0.25 1000.0 308.017185 1691.982815\n", + "0.30 0.30 622.0 -99.404824 1343.404824\n", + "0.35 0.35 1031.0 254.309464 1807.690536\n", + "0.40 0.40 2006.0 1101.139622 2910.860378\n", + "0.45 0.45 3329.0 2121.242864 4536.757136\n", + "0.50 0.50 4601.0 3334.533316 5867.466684\n", + "0.55 0.55 6000.0 4330.929607 7669.070393\n", + "0.60 0.60 7040.0 5328.031712 8751.968288\n", + "0.65 0.65 9243.0 6955.241973 11530.758027\n", + "0.70 0.70 10928.0 8498.262204 13357.737796\n", + "0.75 0.75 12410.0 9532.558996 15287.441004\n", + "0.80 0.80 16590.0 12097.977489 21082.022511\n", + "0.85 0.85 19382.0 14795.849766 23968.150234\n", + "0.90 0.90 21550.0 15108.833096 27991.166904\n" + ] + } + ], "source": [ "dml_QTE.bootstrap(n_rep_boot=2000)\n", "ci_QTE = dml_QTE.confint(level=0.95, joint=True)\n", @@ -544,11 +597,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, + "id": "9af19bbc", "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.rcParams['figure.figsize'] = 10., 7.5\n", "fig, ax = plt.subplots()\n", @@ -580,10 +645,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "2147887e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================== DoubleMLQTE Object ==================\n", + "\n", + "------------------ Fit summary ------------------\n", + " coef std err t P>|t| 2.5 % \\\n", + "0.10 9045.771876 1297.433473 6.972051 3.123501e-12 6502.848997 \n", + "0.15 10126.150435 1371.682315 7.382285 1.556533e-13 7437.702500 \n", + "0.20 14588.483642 1485.887212 9.818029 0.000000e+00 11676.198221 \n", + "0.25 16910.113005 1582.022950 10.688918 0.000000e+00 13809.405000 \n", + "0.30 14744.693345 1676.606733 8.794366 0.000000e+00 11458.604532 \n", + "0.35 16241.220211 1812.325046 8.961538 0.000000e+00 12689.128393 \n", + "0.40 18666.064164 1970.604110 9.472255 0.000000e+00 14803.751081 \n", + "0.45 12861.546438 2086.920695 6.162930 7.141101e-10 8771.257037 \n", + "0.50 13642.272643 2295.693359 5.942550 2.806220e-09 9142.796340 \n", + "0.55 14772.076119 2543.121297 5.808640 6.298235e-09 9787.649969 \n", + "0.60 15556.470365 2849.994864 5.458420 4.803889e-08 9970.583076 \n", + "0.65 16618.635757 3235.158198 5.136885 2.793297e-07 10277.842205 \n", + "0.70 17576.744211 3745.384883 4.692907 2.693495e-06 10235.924732 \n", + "0.75 18773.183814 4438.392472 4.229726 2.339762e-05 10074.094420 \n", + "0.80 19798.478399 5475.067639 3.616116 2.990567e-04 9067.543014 \n", + "0.85 19824.886611 7155.563760 2.770556 5.596076e-03 5800.239352 \n", + "0.90 20055.810916 10406.538282 1.927232 5.395076e-02 -340.629319 \n", + "\n", + " 97.5 % \n", + "0.10 11588.694755 \n", + "0.15 12814.598371 \n", + "0.20 17500.769063 \n", + "0.25 20010.821009 \n", + "0.30 18030.782159 \n", + "0.35 19793.312030 \n", + "0.40 22528.377246 \n", + "0.45 16951.835839 \n", + "0.50 18141.748945 \n", + "0.55 19756.502268 \n", + "0.60 21142.357654 \n", + "0.65 22959.429309 \n", + "0.70 24917.563690 \n", + "0.75 27472.273208 \n", + "0.80 30529.413784 \n", + "0.85 33849.533871 \n", + "0.90 40452.251152 \n" + ] + } + ], "source": [ "\n", "np.random.seed(42)\n", @@ -611,10 +723,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "e50b4b99", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Quantile DML CVAR DML CVAR lower DML CVAR upper\n", + "0.10 0.10 9045.771876 6241.250083 11850.293669\n", + "0.15 0.15 10126.150435 7161.132941 13091.167930\n", + "0.20 0.20 14588.483642 11376.601757 17800.365527\n", + "0.25 0.25 16910.113005 13490.424879 20329.801130\n", + "0.30 0.30 14744.693345 11120.553672 18368.833018\n", + "0.35 0.35 16241.220211 12323.712921 20158.727501\n", + "0.40 0.40 18666.064164 14406.422119 22925.706208\n", + "0.45 0.45 12861.546438 8350.475395 17372.617481\n", + "0.50 0.50 13642.272643 8679.920283 18604.625002\n", + "0.55 0.55 14772.076119 9274.885513 20269.266724\n", + "0.60 0.60 15556.470365 9395.944317 21716.996413\n", + "0.65 0.65 16618.635757 9625.543734 23611.727780\n", + "0.70 0.70 17576.744211 9480.750275 25672.738147\n", + "0.75 0.75 18773.183814 9179.190231 28367.177397\n", + "0.80 0.80 19798.478399 7963.616086 31633.340712\n", + "0.85 0.85 19824.886611 4357.477354 35292.295868\n", + "0.90 0.90 20055.810916 -2438.878802 42550.500635\n" + ] + } + ], "source": [ "dml_CVAR.bootstrap(n_rep_boot=2000)\n", "ci_CVAR = dml_CVAR.confint(level=0.95, joint=True)\n", @@ -636,10 +773,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "5b3d590a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.rcParams['figure.figsize'] = 10., 7.5\n", "fig, ax = plt.subplots()\n", @@ -668,10 +816,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "3d0d5a8c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================== DoubleMLData Object ==================\n", + "\n", + "------------------ Data summary ------------------\n", + "Outcome variable: net_tfa\n", + "Treatment variable(s): ['p401']\n", + "Covariates: ['age', 'inc', 'educ', 'fsize', 'marr', 'twoearn', 'db', 'pira', 'hown']\n", + "Instrument variable(s): ['e401']\n", + "No. Observations: 9915\n", + "\n", + "------------------ DataFrame info ------------------\n", + "\n", + "RangeIndex: 9915 entries, 0 to 9914\n", + "Columns: 14 entries, nifa to hown\n", + "dtypes: float32(4), int8(10)\n", + "memory usage: 251.9 KB\n", + "\n" + ] + } + ], "source": [ "# Initialize DoubleMLData with an instrument\n", "\n", @@ -696,10 +867,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "bf543cbb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================== DoubleMLQTE Object ==================\n", + "\n", + "------------------ Fit summary ------------------\n", + " coef std err t P>|t| 2.5 % \\\n", + "0.10 2610.0 487.820993 5.350323 8.779727e-08 1653.888423 \n", + "0.15 1773.0 357.148835 4.964317 6.894329e-07 1073.001145 \n", + "0.20 1398.0 386.526532 3.616828 2.982353e-04 640.421919 \n", + "0.25 1435.0 384.956574 3.727693 1.932404e-04 680.498979 \n", + "0.30 1400.0 436.977295 3.203828 1.356136e-03 543.540240 \n", + "0.35 2500.0 486.877153 5.134765 2.824961e-07 1545.738315 \n", + "0.40 3985.0 596.725087 6.678117 2.420308e-11 2815.440320 \n", + "0.45 5175.0 739.887778 6.994304 2.665868e-12 3724.846602 \n", + "0.50 7239.0 775.751013 9.331602 0.000000e+00 5718.555954 \n", + "0.55 9500.0 1109.046788 8.565915 0.000000e+00 7326.308239 \n", + "0.60 11750.0 1295.711518 9.068377 0.000000e+00 9210.452091 \n", + "0.65 14625.0 1443.080854 10.134567 0.000000e+00 11796.613498 \n", + "0.70 16984.0 1576.564577 10.772791 0.000000e+00 13893.990210 \n", + "0.75 19758.0 2865.426736 6.895308 5.374812e-12 14141.866798 \n", + "0.80 23856.0 2281.099670 10.458114 0.000000e+00 19385.126802 \n", + "0.85 27066.0 2920.063312 9.268977 0.000000e+00 21342.781076 \n", + "0.90 30645.0 4634.200110 6.612792 3.771383e-11 21562.134687 \n", + "\n", + " 97.5 % \n", + "0.10 3566.111577 \n", + "0.15 2472.998855 \n", + "0.20 2155.578081 \n", + "0.25 2189.501021 \n", + "0.30 2256.459760 \n", + "0.35 3454.261685 \n", + "0.40 5154.559680 \n", + "0.45 6625.153398 \n", + "0.50 8759.444046 \n", + "0.55 11673.691761 \n", + "0.60 14289.547909 \n", + "0.65 17453.386502 \n", + "0.70 20074.009790 \n", + "0.75 25374.133202 \n", + "0.80 28326.873198 \n", + "0.85 32789.218924 \n", + "0.90 39727.865313 \n" + ] + } + ], "source": [ "np.random.seed(42)\n", "dml_LQTE = dml.DoubleMLQTE(data_dml_base_iv,\n", @@ -726,10 +944,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "f92451b9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Quantile DML LQTE DML LQTE lower DML LQTE upper\n", + "0.10 0.10 2610.0 1258.618753 3961.381247\n", + "0.15 0.15 1773.0 783.611995 2762.388005\n", + "0.20 0.20 1398.0 327.228725 2468.771275\n", + "0.25 0.25 1435.0 368.577884 2501.422116\n", + "0.30 0.30 1400.0 189.468001 2610.531999\n", + "0.35 0.35 2500.0 1151.233415 3848.766585\n", + "0.40 0.40 3985.0 2331.928269 5638.071731\n", + "0.45 0.45 5175.0 3125.333250 7224.666750\n", + "0.50 0.50 7239.0 5089.983482 9388.016518\n", + "0.55 0.55 9500.0 6427.674181 12572.325819\n", + "0.60 0.60 11750.0 8160.568071 15339.431929\n", + "0.65 0.65 14625.0 10627.319634 18622.680366\n", + "0.70 0.70 16984.0 12616.537681 21351.462319\n", + "0.75 0.75 19758.0 11820.080121 27695.919879\n", + "0.80 0.80 23856.0 17536.806356 30175.193644\n", + "0.85 0.85 27066.0 18976.723689 35155.276311\n", + "0.90 0.90 30645.0 17807.153293 43482.846707\n" + ] + } + ], "source": [ "dml_LQTE.bootstrap(n_rep_boot=2000)\n", "ci_LQTE = dml_LQTE.confint(level=0.95, joint=True)\n", @@ -751,10 +994,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "727c5bf0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.rcParams['figure.figsize'] = 10., 7.5\n", "fig, ax = plt.subplots()\n", @@ -772,7 +1026,7 @@ ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "dml_dev", "language": "python", "name": "python3" }, @@ -786,7 +1040,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.12.8" } }, "nbformat": 4, From 23ceaad78f020fd1780bf1d6196cb8c844817795 Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Thu, 2 Oct 2025 15:58:52 +0200 Subject: [PATCH 11/15] update examples --- doc/examples/py_double_ml_plm_irm_hetfx.ipynb | 4 +- doc/examples/py_double_ml_policy_tree.ipynb | 132 ++---------- doc/examples/py_double_ml_pq.ipynb | 195 +++++++++--------- 3 files changed, 118 insertions(+), 213 deletions(-) diff --git a/doc/examples/py_double_ml_plm_irm_hetfx.ipynb b/doc/examples/py_double_ml_plm_irm_hetfx.ipynb index 5dd12e5f..b8fe16e1 100644 --- a/doc/examples/py_double_ml_plm_irm_hetfx.ipynb +++ b/doc/examples/py_double_ml_plm_irm_hetfx.ipynb @@ -359,7 +359,7 @@ ], "metadata": { "kernelspec": { - "display_name": "metrics", + "display_name": "dml_dev", "language": "python", "name": "python3" }, @@ -373,7 +373,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.12.8" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_policy_tree.ipynb b/doc/examples/py_double_ml_policy_tree.ipynb index 3c981f97..99bf7e0f 100644 --- a/doc/examples/py_double_ml_policy_tree.ipynb +++ b/doc/examples/py_double_ml_policy_tree.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -150,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -178,27 +178,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Training IRM Model\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# First stage estimation\n", "from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n", @@ -226,30 +208,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " w_1 w_2\n", - "0 -0.428046 -0.742407\n", - "1 -0.600254 0.947440\n", - "2 -1.265119 1.091992\n", - "3 -1.346678 -0.880591\n", - "4 -1.508153 1.099647\n", - ".. ... ...\n", - "495 -2.072293 -0.951920\n", - "496 0.144908 0.280963\n", - "497 -0.877455 -2.404550\n", - "498 -0.981104 -0.830301\n", - "499 -0.555445 0.021866\n", - "\n", - "[500 rows x 2 columns]\n" - ] - } - ], + "outputs": [], "source": [ "features = data[[\"w_1\",\"w_2\"]].copy()\n", "print(features)" @@ -264,20 +225,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "policy_tree = dml_irm.policy_tree(features=features, depth=3)\n", "policy_tree.plot_tree();" @@ -299,20 +249,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "policy_tree_2 = dml_irm.policy_tree(features=data[covariates], depth=3)\n", "policy_tree_2.plot_tree();" @@ -327,30 +266,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " w_1 w_2 pred_treatment\n", - "0 -1.155516 1.570111 1\n", - "1 -2.216761 1.389566 1\n", - "2 0.764478 -1.111164 0\n", - "3 -0.411291 0.984024 1\n", - "4 0.324518 1.675293 1\n", - ".. ... ... ...\n", - "495 -1.728294 -0.018023 1\n", - "496 0.632958 2.557731 1\n", - "497 -0.161198 0.661369 0\n", - "498 0.351766 0.523807 1\n", - "499 -0.366529 1.310761 1\n", - "\n", - "[500 rows x 3 columns]\n" - ] - } - ], + "outputs": [], "source": [ "new_data, _ = create_synthetic_group_data(n_samples=n_samples, n_w=n_w, support_size=support_size)\n", "pred_df = policy_tree.predict(features=new_data[[\"w_1\",\"w_2\"]])\n", @@ -366,23 +284,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ATTE under the original treatment policy:\n", - " 2.5 % effect 97.5 %\n", - "t -0.192505 0.177463 0.547431\n", - "\n", - "ATTE under the estimated optimal treatment policy:\n", - " 2.5 % effect 97.5 %\n", - "pred_treatment 1.712157 1.982797 2.253437\n" - ] - } - ], + "outputs": [], "source": [ "data_dml_new = dml.DoubleMLData(new_data,\n", " y_col=\"y\",\n", @@ -410,7 +314,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml-pt", + "display_name": "dml_dev", "language": "python", "name": "python3" }, @@ -424,7 +328,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.12.8" }, "orig_nbformat": 4 }, diff --git a/doc/examples/py_double_ml_pq.ipynb b/doc/examples/py_double_ml_pq.ipynb index ed7f41cb..c8f9389c 100644 --- a/doc/examples/py_double_ml_pq.ipynb +++ b/doc/examples/py_double_ml_pq.ipynb @@ -121,12 +121,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Potential Quantile Y(0): [-3.33014346 -2.71465114 -2.21155656 -1.77348822 -1.37436439 -1.00000591\n", - " -0.64197957 -0.29548121 0.04653976 0.38866808 0.73608412 1.09347419\n", - " 1.46811985 1.8685788 2.30982972 2.81568484 3.43597565]\n", - "Potential Quantile Y(1): [-3.23789633 -2.53947541 -1.97276281 -1.48208358 -1.03698487 -0.62131806\n", - " -0.22522221 0.15891559 0.53724023 0.91724807 1.30361321 1.7018663\n", - " 2.12046836 2.56965663 3.06724028 3.64154727 4.35341202]\n" + "Potential Quantile Y(0): [-3.33065771 -2.7142787 -2.2114026 -1.77261209 -1.37433503 -1.00032016\n", + " -0.64362337 -0.29675887 0.04608822 0.38898864 0.73569431 1.09245337\n", + " 1.46598119 1.86610467 2.30628774 2.81128199 3.43361991]\n", + "Potential Quantile Y(1): [-3.23801203 -2.54010127 -1.97499195 -1.48353114 -1.03783666 -0.62195343\n", + " -0.22563538 0.15946647 0.53849791 0.91771387 1.30229388 1.70007159\n", + " 2.11789998 2.56670073 3.06397789 3.63817859 4.35053317]\n" ] } ], @@ -215,8 +215,8 @@ } ], "source": [ - "ml_m = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10)\n", - "ml_g = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10)\n", + "ml_m = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10, verbose=-1, n_jobs=1)\n", + "ml_g = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10, verbose=-1, n_jobs=1)\n", "\n", "PQ_0 = np.full((len(tau_vec)), np.nan)\n", "PQ_1 = np.full((len(tau_vec)), np.nan)\n", @@ -269,23 +269,23 @@ "output_type": "stream", "text": [ " Quantile Y(0) Y(1) DML Y(0) DML Y(1) DML Y(0) lower \\\n", - "0 0.10 -3.330143 -3.237896 -3.408565 -3.128312 -3.813293 \n", - "1 0.15 -2.714651 -2.539475 -2.855780 -2.495752 -3.245512 \n", - "2 0.20 -2.211557 -1.972763 -2.345903 -1.978977 -2.638264 \n", - "3 0.25 -1.773488 -1.482084 -1.924002 -1.533900 -2.189737 \n", - "4 0.30 -1.374364 -1.036985 -1.482483 -1.148161 -1.683942 \n", - "5 0.35 -1.000006 -0.621318 -1.246879 -0.700102 -1.509196 \n", - "6 0.40 -0.641980 -0.225222 -0.932973 -0.291406 -1.244455 \n", - "7 0.45 -0.295481 0.158916 -0.665264 0.145245 -0.949456 \n", - "8 0.50 0.046540 0.537240 -0.077319 0.496551 -0.411582 \n", - "9 0.55 0.388668 0.917248 0.378834 0.760104 0.070020 \n", - "10 0.60 0.736084 1.303613 0.479928 1.216344 0.168614 \n", - "11 0.65 1.093474 1.701866 1.059384 1.655284 0.677614 \n", - "12 0.70 1.468120 2.120468 1.544097 2.036147 1.215342 \n", - "13 0.75 1.868579 2.569657 1.700015 2.493219 1.400823 \n", - "14 0.80 2.309830 3.067240 2.187690 2.988463 1.872768 \n", - "15 0.85 2.815685 3.641547 2.631333 3.542647 2.226524 \n", - "16 0.90 3.435976 4.353412 3.113207 4.243246 2.753523 \n", + "0 0.10 -3.330658 -3.238012 -3.408565 -3.128312 -3.813293 \n", + "1 0.15 -2.714279 -2.540101 -2.855780 -2.495752 -3.245512 \n", + "2 0.20 -2.211403 -1.974992 -2.345903 -1.978977 -2.638264 \n", + "3 0.25 -1.772612 -1.483531 -1.924002 -1.533900 -2.189737 \n", + "4 0.30 -1.374335 -1.037837 -1.482483 -1.148161 -1.683942 \n", + "5 0.35 -1.000320 -0.621953 -1.246879 -0.700102 -1.509196 \n", + "6 0.40 -0.643623 -0.225635 -0.932973 -0.291406 -1.244455 \n", + "7 0.45 -0.296759 0.159466 -0.665264 0.145245 -0.949456 \n", + "8 0.50 0.046088 0.538498 -0.077319 0.496551 -0.411582 \n", + "9 0.55 0.388989 0.917714 0.378834 0.760104 0.070020 \n", + "10 0.60 0.735694 1.302294 0.479928 1.216344 0.168614 \n", + "11 0.65 1.092453 1.700072 1.059384 1.655284 0.677614 \n", + "12 0.70 1.465981 2.117900 1.544097 2.036147 1.215342 \n", + "13 0.75 1.866105 2.566701 1.700015 2.493219 1.400823 \n", + "14 0.80 2.306288 3.063978 2.187690 2.988463 1.872768 \n", + "15 0.85 2.811282 3.638179 2.631333 3.542647 2.226524 \n", + "16 0.90 3.433620 4.350533 3.113207 4.243246 2.753523 \n", "\n", " DML Y(0) upper DML Y(1) lower DML Y(1) upper \n", "0 -3.003836 -3.448745 -2.807879 \n", @@ -326,7 +326,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -383,7 +383,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Number of Cores used: 5\n", + "Number of Cores used: 5\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "================== DoubleMLQTE Object ==================\n", "\n", "------------------ Fit summary ------------------\n", @@ -404,7 +410,7 @@ "0.75 0.685107 0.245062 2.795647 5.179588e-03 0.204794 1.165419\n", "0.80 0.893851 0.222843 4.011131 6.042844e-05 0.457088 1.330615\n", "0.85 0.896023 0.209894 4.268942 1.964025e-05 0.484640 1.307407\n", - "0.90 1.229443 0.177995 6.907176 4.943949e-12 0.880579 1.578307\n" + "0.90 1.229443 0.177995 6.907176 4.944045e-12 0.880579 1.578307\n" ] } ], @@ -494,23 +500,23 @@ "output_type": "stream", "text": [ " Quantile QTE DML QTE DML QTE pointwise lower \\\n", - "0.10 0.10 0.092247 0.267950 -0.186735 \n", - "0.15 0.15 0.175176 0.293218 -0.081100 \n", - "0.20 0.20 0.238794 0.388071 0.059685 \n", - "0.25 0.25 0.291405 0.406285 0.090255 \n", - "0.30 0.30 0.337380 0.466756 0.169196 \n", - "0.35 0.35 0.378688 0.606129 0.313535 \n", - "0.40 0.40 0.416757 0.708459 0.398770 \n", - "0.45 0.45 0.454397 0.725166 0.419371 \n", - "0.50 0.50 0.490700 0.509461 0.186836 \n", - "0.55 0.55 0.528580 0.488811 0.172793 \n", - "0.60 0.60 0.567529 0.542989 0.225175 \n", - "0.65 0.65 0.608392 0.699035 0.325056 \n", - "0.70 0.70 0.652349 0.516528 0.133596 \n", - "0.75 0.75 0.701078 0.685107 0.204794 \n", - "0.80 0.80 0.757411 0.893851 0.457088 \n", - "0.85 0.85 0.825862 0.896023 0.484640 \n", - "0.90 0.90 0.917436 1.229443 0.880579 \n", + "0.10 0.10 0.092646 0.267950 -0.186735 \n", + "0.15 0.15 0.174177 0.293218 -0.081100 \n", + "0.20 0.20 0.236411 0.388071 0.059685 \n", + "0.25 0.25 0.289081 0.406285 0.090255 \n", + "0.30 0.30 0.336498 0.466756 0.169196 \n", + "0.35 0.35 0.378367 0.606129 0.313535 \n", + "0.40 0.40 0.417988 0.708459 0.398770 \n", + "0.45 0.45 0.456225 0.725166 0.419371 \n", + "0.50 0.50 0.492410 0.509461 0.186836 \n", + "0.55 0.55 0.528725 0.488811 0.172793 \n", + "0.60 0.60 0.566600 0.542989 0.225175 \n", + "0.65 0.65 0.607618 0.699035 0.325056 \n", + "0.70 0.70 0.651919 0.516528 0.133596 \n", + "0.75 0.75 0.700596 0.685107 0.204794 \n", + "0.80 0.80 0.757690 0.893851 0.457088 \n", + "0.85 0.85 0.826897 0.896023 0.484640 \n", + "0.90 0.90 0.916913 1.229443 0.880579 \n", "\n", " DML QTE pointwise upper DML QTE joint lower DML QTE joint upper \n", "0.10 0.722634 -0.399692 0.935591 \n", @@ -551,7 +557,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", "text/plain": [ "
" ] @@ -794,8 +800,8 @@ } ], "source": [ - "ml_m = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10)\n", - "ml_g = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10)\n", + "ml_m = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10, verbose=-1, n_jobs=1)\n", + "ml_g = LGBMClassifier(n_estimators=300, learning_rate=0.05, num_leaves=10, verbose=-1, n_jobs=1)\n", "\n", "LPQ_0 = np.full((len(tau_vec)), np.nan)\n", "LPQ_1 = np.full((len(tau_vec)), np.nan)\n", @@ -861,7 +867,7 @@ "8 0.50 -1.292997 0.188175 -1.144669 0.317487 -1.566024 \n", "9 0.55 -1.029010 0.512149 -0.970065 0.516255 -1.441209 \n", "10 0.60 -0.762284 0.840303 -0.649158 0.793570 -1.180951 \n", - "11 0.65 -0.489550 1.176554 -0.355209 1.556792 -0.919432 \n", + "11 0.65 -0.489550 1.176554 -0.352246 1.556792 -0.916984 \n", "12 0.70 -0.204007 1.530940 -0.077883 1.742907 -0.742128 \n", "13 0.75 0.100896 1.911030 0.354371 1.995248 -0.379614 \n", "14 0.80 0.434535 2.331756 0.692725 2.562013 0.009986 \n", @@ -880,7 +886,7 @@ "8 -0.723314 -0.260360 0.895333 \n", "9 -0.498921 -0.098319 1.130829 \n", "10 -0.117366 0.070884 1.516256 \n", - "11 0.209014 0.793735 2.319850 \n", + "11 0.212491 0.793735 2.319850 \n", "12 0.586362 0.973241 2.512572 \n", "13 1.088357 1.168931 2.821566 \n", "14 1.375465 1.685807 3.438219 \n", @@ -905,7 +911,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -971,7 +977,7 @@ "0.35 1.220772 0.297682 4.100923 4.115060e-05 0.637326 1.804219\n", "0.40 1.369796 0.292105 4.689392 2.740180e-06 0.797280 1.942312\n", "0.45 1.403425 0.287041 4.889293 1.011988e-06 0.840836 1.966015\n", - "0.50 1.500517 0.283974 5.283994 1.263974e-07 0.943938 2.057095\n", + "0.50 1.501403 0.284073 5.285276 1.255151e-07 0.944630 2.058175\n", "0.55 1.642016 0.304130 5.399056 6.699259e-08 1.045932 2.238101\n", "0.60 1.502995 0.350518 4.287926 1.803492e-05 0.815993 2.189998\n", "0.65 1.901148 0.335846 5.660776 1.506900e-08 1.242902 2.559394\n", @@ -979,7 +985,7 @@ "0.75 1.844308 0.339570 5.431306 5.594316e-08 1.178763 2.509853\n", "0.80 1.916914 0.305775 6.269043 3.632747e-10 1.317607 2.516222\n", "0.85 2.087947 0.346206 6.030934 1.630150e-09 1.409395 2.766499\n", - "0.90 2.250354 0.536746 4.192587 2.757917e-05 1.198351 3.302357\n" + "0.90 2.278907 0.541010 4.212317 2.527644e-05 1.218546 3.339268\n" ] } ], @@ -1016,23 +1022,23 @@ "output_type": "stream", "text": [ " 2.5 % 97.5 %\n", - "0.10 -0.206614 2.413608\n", - "0.15 -0.617877 2.722881\n", - "0.20 -0.455120 1.870857\n", - "0.25 -0.277968 2.140926\n", - "0.30 0.258951 2.106746\n", - "0.35 0.379038 2.062507\n", - "0.40 0.543832 2.195761\n", - "0.45 0.591782 2.215069\n", - "0.50 0.697545 2.303489\n", - "0.55 0.782050 2.501983\n", - "0.60 0.511862 2.494129\n", - "0.65 0.951502 2.850794\n", - "0.70 0.889963 2.764798\n", - "0.75 0.884132 2.804484\n", - "0.80 1.052298 2.781530\n", - "0.85 1.109005 3.066889\n", - "0.90 0.732638 3.768071\n" + "0.10 -0.208300 2.415294\n", + "0.15 -0.620026 2.725031\n", + "0.20 -0.456617 1.872354\n", + "0.25 -0.279524 2.142482\n", + "0.30 0.257762 2.107935\n", + "0.35 0.377955 2.063590\n", + "0.40 0.542769 2.196824\n", + "0.45 0.590738 2.216113\n", + "0.50 0.697118 2.305687\n", + "0.55 0.780943 2.503089\n", + "0.60 0.510586 2.495405\n", + "0.65 0.950280 2.852016\n", + "0.70 0.888757 2.766005\n", + "0.75 0.882896 2.805720\n", + "0.80 1.051186 2.782643\n", + "0.85 1.107746 3.068148\n", + "0.90 0.747164 3.810650\n" ] } ], @@ -1070,7 +1076,7 @@ "0.35 0.35 1.305341 1.220772 0.637326 \n", "0.40 0.40 1.364800 1.369796 0.797280 \n", "0.45 0.45 1.424328 1.403425 0.840836 \n", - "0.50 0.50 1.481172 1.500517 0.943938 \n", + "0.50 0.50 1.481172 1.501403 0.944630 \n", "0.55 0.55 1.541159 1.642016 1.045932 \n", "0.60 0.60 1.602587 1.502995 0.815993 \n", "0.65 0.65 1.666104 1.901148 1.242902 \n", @@ -1078,26 +1084,26 @@ "0.75 0.75 1.810134 1.844308 1.178763 \n", "0.80 0.80 1.897220 1.916914 1.317607 \n", "0.85 0.85 2.000017 2.087947 1.409395 \n", - "0.90 0.90 2.137396 2.250354 1.198351 \n", + "0.90 0.90 2.137396 2.278907 1.218546 \n", "\n", " DML LQTE pointwise upper DML LQTE joint lower DML LQTE joint upper \n", - "0.10 2.011598 -0.206614 2.413608 \n", - "0.15 2.210323 -0.617877 2.722881 \n", - "0.20 1.513992 -0.455120 1.870857 \n", - "0.25 1.769805 -0.277968 2.140926 \n", - "0.30 1.823247 0.258951 2.106746 \n", - "0.35 1.804219 0.379038 2.062507 \n", - "0.40 1.942312 0.543832 2.195761 \n", - "0.45 1.966015 0.591782 2.215069 \n", - "0.50 2.057095 0.697545 2.303489 \n", - "0.55 2.238101 0.782050 2.501983 \n", - "0.60 2.189998 0.511862 2.494129 \n", - "0.65 2.559394 0.951502 2.850794 \n", - "0.70 2.477150 0.889963 2.764798 \n", - "0.75 2.509853 0.884132 2.804484 \n", - "0.80 2.516222 1.052298 2.781530 \n", - "0.85 2.766499 1.109005 3.066889 \n", - "0.90 3.302357 0.732638 3.768071 \n" + "0.10 2.011598 -0.208300 2.415294 \n", + "0.15 2.210323 -0.620026 2.725031 \n", + "0.20 1.513992 -0.456617 1.872354 \n", + "0.25 1.769805 -0.279524 2.142482 \n", + "0.30 1.823247 0.257762 2.107935 \n", + "0.35 1.804219 0.377955 2.063590 \n", + "0.40 1.942312 0.542769 2.196824 \n", + "0.45 1.966015 0.590738 2.216113 \n", + "0.50 2.058175 0.697118 2.305687 \n", + "0.55 2.238101 0.780943 2.503089 \n", + "0.60 2.189998 0.510586 2.495405 \n", + "0.65 2.559394 0.950280 2.852016 \n", + "0.70 2.477150 0.888757 2.766005 \n", + "0.75 2.509853 0.882896 2.805720 \n", + "0.80 2.516222 1.051186 2.782643 \n", + "0.85 2.766499 1.107746 3.068148 \n", + "0.90 3.339268 0.747164 3.810650 \n" ] } ], @@ -1117,7 +1123,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1145,7 +1151,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_base", + "display_name": "dml_dev", "language": "python", "name": "python3" }, @@ -1159,12 +1165,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" - }, - "vscode": { - "interpreter": { - "hash": "04413e1efd13b5e2aaedccc5facec5686292d28983ef24fa021a12c73bd6369e" - } + "version": "3.12.8" } }, "nbformat": 4, From 3d79416abda7a93680ed8668c65d2d3fe4aff68a Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Sat, 4 Oct 2025 08:57:27 +0000 Subject: [PATCH 12/15] updae ssm nb --- doc/examples/py_double_ml_rdflex.ipynb | 8 +- doc/examples/py_double_ml_robust_iv.ipynb | 2 +- doc/examples/py_double_ml_sensitivity.ipynb | 7 +- .../py_double_ml_sensitivity_booking.ipynb | 6 +- doc/examples/py_double_ml_ssm.ipynb | 92 ++++++++----------- 5 files changed, 52 insertions(+), 63 deletions(-) diff --git a/doc/examples/py_double_ml_rdflex.ipynb b/doc/examples/py_double_ml_rdflex.ipynb index c7b5edb3..0d7b09e6 100644 --- a/doc/examples/py_double_ml_rdflex.ipynb +++ b/doc/examples/py_double_ml_rdflex.ipynb @@ -199,7 +199,7 @@ "metadata": {}, "outputs": [], "source": [ - "dml_data_sharp = dml.DoubleMLData(df, y_col='y', d_cols='d', x_cols=cov_names, s_col='score')" + "dml_data_sharp = dml.DoubleMLRDDData(df, y_col='y', d_cols='d', x_cols=cov_names, score_col='score')" ] }, { @@ -389,7 +389,7 @@ "metadata": {}, "outputs": [], "source": [ - "dml_data_fuzzy = dml.DoubleMLData(df, y_col='y', d_cols='d', x_cols=cov_names, s_col='score')" + "dml_data_fuzzy = dml.DoubleMLRDDData(df, y_col='y', d_cols='d', x_cols=cov_names, score_col='score')" ] }, { @@ -597,7 +597,7 @@ ], "metadata": { "kernelspec": { - "display_name": "didnotebook", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -611,7 +611,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_robust_iv.ipynb b/doc/examples/py_double_ml_robust_iv.ipynb index 587db352..3cf47355 100644 --- a/doc/examples/py_double_ml_robust_iv.ipynb +++ b/doc/examples/py_double_ml_robust_iv.ipynb @@ -221,7 +221,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.1" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_sensitivity.ipynb b/doc/examples/py_double_ml_sensitivity.ipynb index a4cc9b90..6df3853f 100644 --- a/doc/examples/py_double_ml_sensitivity.ipynb +++ b/doc/examples/py_double_ml_sensitivity.ipynb @@ -33,7 +33,8 @@ "from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier\n", "\n", "import doubleml as dml\n", - "from doubleml.datasets import make_confounded_plr_data, fetch_401K" + "from doubleml.plm.datasets import make_confounded_plr_data\n", + "from doubleml.datasets import fetch_401K" ] }, { @@ -486,7 +487,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_dev", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -500,7 +501,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.8" + "version": "3.12.3" }, "orig_nbformat": 4 }, diff --git a/doc/examples/py_double_ml_sensitivity_booking.ipynb b/doc/examples/py_double_ml_sensitivity_booking.ipynb index fe8677ad..b6ae0e51 100644 --- a/doc/examples/py_double_ml_sensitivity_booking.ipynb +++ b/doc/examples/py_double_ml_sensitivity_booking.ipynb @@ -16,7 +16,7 @@ "outputs": [], "source": [ "import doubleml as dml\n", - "from doubleml.datasets import make_confounded_irm_data\n", + "from doubleml.irm.datasets import make_confounded_irm_data\n", "\n", "import numpy as np\n", "import pandas as pd\n", @@ -665,7 +665,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -679,7 +679,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/doc/examples/py_double_ml_ssm.ipynb b/doc/examples/py_double_ml_ssm.ipynb index d5bc71d8..57451c3b 100644 --- a/doc/examples/py_double_ml_ssm.ipynb +++ b/doc/examples/py_double_ml_ssm.ipynb @@ -42,43 +42,35 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "================== DoubleMLData Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", + "================== DoubleMLSSMData Object ==================\n", + "Selection variable: s\n", "Outcome variable: y\n", "Treatment variable(s): ['d']\n", "Covariates: ['X1', 'X2', 'X3', 'X4', 'X5', 'X6', 'X7', 'X8', 'X9', 'X10', 'X11', 'X12', 'X13', 'X14', 'X15', 'X16', 'X17', 'X18', 'X19', 'X20', 'X21', 'X22', 'X23', 'X24', 'X25', 'X26', 'X27', 'X28', 'X29', 'X30', 'X31', 'X32', 'X33', 'X34', 'X35', 'X36', 'X37', 'X38', 'X39', 'X40', 'X41', 'X42', 'X43', 'X44', 'X45', 'X46', 'X47', 'X48', 'X49', 'X50', 'X51', 'X52', 'X53', 'X54', 'X55', 'X56', 'X57', 'X58', 'X59', 'X60', 'X61', 'X62', 'X63', 'X64', 'X65', 'X66', 'X67', 'X68', 'X69', 'X70', 'X71', 'X72', 'X73', 'X74', 'X75', 'X76', 'X77', 'X78', 'X79', 'X80', 'X81', 'X82', 'X83', 'X84', 'X85', 'X86', 'X87', 'X88', 'X89', 'X90', 'X91', 'X92', 'X93', 'X94', 'X95', 'X96', 'X97', 'X98', 'X99', 'X100']\n", "Instrument variable(s): None\n", - "Selection variable: s\n", "No. Observations: 2000\n", "\n", - "------------------ DataFrame info ------------------\n", - "\n", - "RangeIndex: 2000 entries, 0 to 1999\n", - "Columns: 103 entries, X1 to s\n", - "dtypes: float64(103)\n", - "memory usage: 1.6 MB\n", "\n" ] } ], "source": [ "import numpy as np\n", - "from doubleml.datasets import make_ssm_data\n", + "from doubleml.irm.datasets import make_ssm_data\n", "import doubleml as dml\n", "\n", "np.random.seed(42)\n", "n_obs = 2000\n", "df = make_ssm_data(n_obs=n_obs, mar=True, return_type='DataFrame')\n", "\n", - "dml_data = dml.DoubleMLData(df, 'y', 'd', s_col='s')\n", + "dml_data = dml.DoubleMLSSMData(df, 'y', 'd', s_col='s')\n", "print(dml_data)" ] }, @@ -98,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -122,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -131,32 +123,34 @@ "text": [ "================== DoubleMLSSM Object ==================\n", "\n", - "------------------ Data summary ------------------\n", + "------------------ Data Summary ------------------\n", "Outcome variable: y\n", "Treatment variable(s): ['d']\n", "Covariates: ['X1', 'X2', 'X3', 'X4', 'X5', 'X6', 'X7', 'X8', 'X9', 'X10', 'X11', 'X12', 'X13', 'X14', 'X15', 'X16', 'X17', 'X18', 'X19', 'X20', 'X21', 'X22', 'X23', 'X24', 'X25', 'X26', 'X27', 'X28', 'X29', 'X30', 'X31', 'X32', 'X33', 'X34', 'X35', 'X36', 'X37', 'X38', 'X39', 'X40', 'X41', 'X42', 'X43', 'X44', 'X45', 'X46', 'X47', 'X48', 'X49', 'X50', 'X51', 'X52', 'X53', 'X54', 'X55', 'X56', 'X57', 'X58', 'X59', 'X60', 'X61', 'X62', 'X63', 'X64', 'X65', 'X66', 'X67', 'X68', 'X69', 'X70', 'X71', 'X72', 'X73', 'X74', 'X75', 'X76', 'X77', 'X78', 'X79', 'X80', 'X81', 'X82', 'X83', 'X84', 'X85', 'X86', 'X87', 'X88', 'X89', 'X90', 'X91', 'X92', 'X93', 'X94', 'X95', 'X96', 'X97', 'X98', 'X99', 'X100']\n", "Instrument variable(s): None\n", - "Selection variable: s\n", "No. Observations: 2000\n", "\n", - "------------------ Score & algorithm ------------------\n", + "\n", + "------------------ Score & Algorithm ------------------\n", "Score function: missing-at-random\n", "\n", - "------------------ Machine learner ------------------\n", + "------------------ Machine Learner ------------------\n", "Learner ml_g: LassoCV()\n", "Learner ml_pi: LogisticRegressionCV(penalty='l1', solver='liblinear')\n", "Learner ml_m: LogisticRegressionCV(penalty='l1', solver='liblinear')\n", "Out-of-sample Performance:\n", + "Regression:\n", "Learner ml_g_d0 RMSE: [[1.10039862]]\n", "Learner ml_g_d1 RMSE: [[1.11071087]]\n", - "Learner ml_pi RMSE: [[0.42388745]]\n", - "Learner ml_m RMSE: [[0.47222159]]\n", + "Classification:\n", + "Learner ml_pi Log Loss: [[0.53791422]]\n", + "Learner ml_m Log Loss: [[0.63593298]]\n", "\n", "------------------ Resampling ------------------\n", "No. folds: 5\n", "No. repeated sample splits: 1\n", "\n", - "------------------ Fit summary ------------------\n", + "------------------ Fit Summary ------------------\n", " coef std err t P>|t| 2.5 % 97.5 %\n", "d 0.997494 0.03113 32.0428 2.765710e-225 0.93648 1.058508\n" ] @@ -178,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -205,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -251,12 +245,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Tpk2bhlmzZuHrr7+G2WxGXl4eAgPl/2ZK5E525deju8eJCTI+7fNtV8UF459HKtBps8NPI/RtiogEE/oO8NxzzyE6OhqrVq3qvS8uLk5gIiLPtOlkDSJMOkSafEVHuSxXjQzGhwfLkJlbhwVp4aLjEJFAQk/9/Otf/8LEiRNxxx13IDQ0FBkZGfjb3/7W7/ZWqxWtra19bkR0cU6nhE2najDeDU77nGMx6jAi2A8bj1eLjkJEggktKoWFhVi5ciVGjRqFjRs34sEHH8Qvf/lLvPPOOxfcfvny5TAajb236OjoYU5M5H4OlzWjod2GiSPc47TPORNHBGLL6VpO/kbk5YQWFafTifHjx+OZZ55BRkYGfv7zn+NnP/sZXn/99Qtuv3TpUrS0tPTeysrKhjkxkfvZfKoGRl8fjAoNEB1lQCbFBqHdasfugnrRUYhIIKFFJTw8HCkpKX3uGz16NEpLSy+4vVarhcFg6HMjoovbeqoWY6OMUCoVoqMMSEyQH8IMWmw8USM6ChEJJLSoTJs2Dbm5uX3uO3PmDEaMGCEoEZFnqWjuQm5NGzKi3Wd8yjkKhQKTYoPwzYlqOJyS6DhEJIjQovLrX/8ae/fuxTPPPIP8/Hy8//77ePPNN7F48WKRsYg8xrbTtVAqgLFRRtFRBmVSbBAaOmzILm0SHYWIBBFaVCZNmoTPPvsMH3zwAcaMGYM//vGPWLFiBe666y6RsYg8xrbTtUiy6OGvdc+5SBJCAxDo54NvTvDqHyJvJfzd66abbsJNN90kOgaRx+nucWBXQT1uy4gSHWXQlAoFxkUHYtPJGvzPjSmXfgAReRzhU+gT0dDYW9iA7h4nMqJNoqNckfEjTChu6ERhXbvoKEQkAIsKkYfadroWZr0WUYHuMRttf9IijdColNhyqlZ0FCISgEWFyENty61DepQJCoV7XZb8XVq1CmMiDdh8ipcpE3kjFhUiD1Rc34HSxk6Mc/PTPudkxATiYHETWjp7REchomHGokLkgTJza6FWKpAa4RmTIo6PCYRDkpB5hqd/iLwNiwqRB8o8U4dkix46H5XoKC4R5K/ByBB/bD7J0z9E3oZFhcjDdPc4sLegAWOjTKKjuNS4aBO2n6njLLVEXoZFhcjDHChuRLfdiXQPGZ9yTnq0Ca3dduSUcZZaIm/CokLkYbbn1iHIX4NoN78s+bsSzAHQ69TIzK0THYWIhhGLCpGHyTxTh7GRRre/LPm7lEoF0iKN2HaaA2qJvAmLCpEHqWzuQn5tu8eNTzknPcqE45WtqGuzio5CRMOERYXIg+zIq4NScXY2V090bhXorDM8/UPkLVhUiDxI1pl6xJsDEKATvt7okDD5aRBv9kdmLk//EHkLFhUiD+FwStiRV+exR1POSY8yISuvnpcpE3kJFhUiD3GsogWt3XaPHZ9yTnq0CS1dPThW0SI6ChENAxYVIg+RdaYOfhoV4kP9RUcZUvHmAPhpVBynQuQlWFSIPETWmTqkRhigVnr2P2vVv9cwYlEh8g6e/Y5G5CXauntwuLQZaZEm0VGGRVqkCYdLm9HWzdWUiTwdiwqRB9hT0ACHJPVevuvp0qOMcEgS9hQ0iI5CREOMRYXIA+zIq4fFoEOYQSc6yrAINegQbtQhK4+nf4g8HYsKkQfIOlOHMR5+WfJ3jYk0IutMvegYRDTEWFSI3FxZYydKGju95rTPOWMjjSht7ERJQ4foKEQ0hFhUiNzcjrx6KBVAaoRBdJRhlRJhgFIB7MznURUiT8aiQuTmsvLqMCpUDz+NZ06b3x8/jRqjQvXYmceiQuTJWFSI3JjDKWFXfj3GRHrX0ZRzUiMN2F3QACen0yfyWCwqRG7saHkz2rxg2vz+jIkwoqWrByerWkVHIaIhwqJC5MZ25tWfnTbfHCA6ihCjQgOgVSs5ToXIg7GoELmxrLyz0+arlArRUYRQq5QYHW7gOBUiD8aiQuSm2q32f0+b712XJX/XmAgjDhQ3orvHIToKEQ0BFhUiN7W3oAF2p+S141POGRNpgNXuRHZJk+goRDQEWFSI3NSOvDqEGbReM21+f6KD/GD09eE4FSIPxaJC5Ka2n6nDmAjvPu0DAEqFAinhBuwqYFEh8kQsKkRuqLypE8UNnV5/2uec1AgDjpW3oLW7R3QUInIxFhUiN7TTS6fN709qhBFOCThQ1Cg6ChG5GIsKkRvKyqtDfGgA/LXeNW1+f8IMWpgDtNhd0CA6ChG5GIsKkZs5O21+A9I4PqWXQqFASoQBuziglsjjsKgQuZljFS1o6erh+JTvSI0w4HR1GxraraKjEJELsagQuZkdZ+rOTpsf6i86iqykhJ8dr7O3kONUiDwJiwqRm9l+5uy0+Wol//l+W3CAFhEmHXbzMmUij8J3OiI30tbd8+9p802io8hSSjjHqRB5GhYVIjeyu6ABDknC2CgOpL2QlHAjihs6UdPaLToKEbmI0KKybNkyKBSKPrfk5GSRkYhkbUdeHcKNOq+fNr8/Kf+eV2YPL1Mm8hjCJ2FITU3F5s2be79Wq4VHIpKtrDP1GOPlqyVfjNHXB9GBvthT0IBbMyJFxyEiFxDeCtRqNSwWi+gYRLJX0tCB0sZO3DEhSnQUWRsdbuCAWiIPInyMSl5eHiIiIjBy5EjcddddKC0t7Xdbq9WK1tbWPjcib7H9TB1USgVSOdHbRaVGGFHW1IWK5i7RUYjIBYQWlSlTpmD16tXYsGEDVq5ciaKiIlx77bVoa2u74PbLly+H0WjsvUVHRw9zYiJxMnPrkGzRw1ejEh1F1pLD9QA4ToXIUwgtKvPnz8cdd9yBsWPHYt68efjqq6/Q3NyMjz766ILbL126FC0tLb23srKyYU5MJIbV7sCeggaM5fiUSzLofDAi2A97C1lUiDyB8DEq32YymZCYmIj8/PwLfl+r1UKr1Q5zKiLxDhU3oavHgbHRJtFR3ALHqRB5DuFjVL6tvb0dBQUFCA8PFx2FSFa2n6lDoJ8PRgT5iY7iFlLDDahs7kZZY6foKER0hYQWlUcffRTbt29HcXExdu/ejdtuuw0qlQo//OEPRcYikp3M3DqkRRqhUChER3ELyeEGKADs4ekfIrcntKiUl5fjhz/8IZKSkvCDH/wAwcHB2Lt3L8xms8hYRLJS09qN3Jo2pPO0z2UL0KoRG+LPcSpEHkDoGJW1a9eKfHkit7A9tw4KgBO9DdBoix57ChogSRKPRBG5MVmNUSGi823LrUVCWAAMOh/RUdxKSoQRVS3dKGvkfCpE7oxFhUjGehxO7MirR3qUSXQUt5Ns0UMB8PQPkZtjUSGSseySJrRb7RjH8SkD5q9VI47jVIjcHosKkYxty62D0dcHcSH+oqO4peRwA3YXnh2nQkTuiUWFSMa25dZibJQRSg4GHZTUcAOqW7pRyvlUiNwWiwqRTFW1dCG3ug0ZPO0zaMnheigVXPeHyJ2xqBDJ1PbcOigVQFqkSXQUt+WnOTufyr6iRtFRiGiQWFSIZGrr6VqMCtUjQCerJbnczmiLoXc+FSJyPywqRDJktTuwI68eGTEm0VHcXkq4AdWtHKdC5K5YVIhkaG9hI7p6HBgfEyg6ittLspwdp8LLlIncE4sKkQxtPVUDs16LqEBf0VHcnn/vuj8cp0LkjlhUiGRGkiRsPlWLjGgT16hxkZRwjlMhclcsKkQyk1fbjormLmTwtI/LjOY4FSK3xaJCJDNbTtVCq1YiJdwgOorHSOY4FSK3xaJCJDNbTtUgLdIIjZr/PF3FT3N23R9O/EbkfvhOSCQjjR02ZJc28bTPEBgdbsAervtD5HZYVIhkZMupGkgSMJ7zp7hcSrgBNa1WFDdwnAqRO2FRIZKRTSdrMCosACY/jegoHofzqRC5JxYVIpno7nEgK68OE3jaZ0j4adQYaQ7gOBUiN8OiQiQTu/Lr0d3jxITYINFRPNZoi57jVIjcDIsKkUxsOlmDcKMOEUad6CgeKyXCgLo2KwrrO0RHIaLLxKJCJANOp4RNp2owYUQgZ6MdQklhBo5TIXIzLCpEMnC4rAkN7TZMGMHxKUPJV6NCPMepELkVFhUiGdh4ogYmPx8khupFR/F4nE+FyL2wqBAJJkkSvj5WhQkxgVAqedpnqKVGGNDQbkN+bbvoKER0GVhUiAQ7WdWKsqYuTI7j1T7DITFMD7VSgT0cp0LkFlhUiATbeLwa/loVFyEcJjofFRJCA7A7v150FCK6DCwqRIJ9fbwa46MDoVbxn+NwSQk3YE9hI5xOjlMhkju+MxIJVFDXjrzadkziaZ9hlRphQEtXD05Xt4mOQkSXwKJCJNCG49XQqpUYG2UUHcWrJITq4aNSYHcBT/8QyR2LCpFAXx6tQkaMCVq1SnQUr6JRK5EUpueAWiI3wKJCJEhxfQdOVrXiqrhg0VG80uhwA/YVNsLucIqOQkQXwaJCJMiXx6qgVSsxLsYkOopXGhNpRLvVjuOVraKjENFFsKgQCcLTPmKNNPvD10fFcSpEMseiQiQAT/uIp1YqkWzRYxfnUyGSNRYVIgF42kceUiOMOFjchO4eh+goRNQPFhUiAT4/UsnTPjKQGmmA1e5EdmmT6ChE1A8WFaJhll/bhtPVbbg6PkR0FK8XE+QHg06N3fm8TJlIrlhUiIbZv3Iq4a9RYVy0SXQUr6dUKJASYcAuDqglki0WFaJhJEkS/plTiYmxQfDh2j6ykBphxNGyFrR194iOQkQXwHdKomF0rKIFJY2duDqeV/vIRWqEAQ5Jwv6iRtFRiOgCZFNUnn32WSgUCjzyyCOioxANmX/lVMLo64PUCK7tIxcWgw7mAC128jJlIlmSRVE5cOAA3njjDYwdO1Z0FKIh43RK+PxoJSbHBUGlVIiOQ/+mUCgwJtKAHXksKkRyJLyotLe346677sLf/vY3BAYGio5DNGT2FjWgptWKabzaR3bGRBqRX9uOmtZu0VGI6DsGVVQKCwtdFmDx4sW48cYbMXv27Etua7Va0dra2udG5C7WH65AmEGLxLAA0VHoO8b8+1TcTh5VIZKdQRWVhIQEzJo1C++++y66uwf/P5C1a9ciOzsby5cvv6ztly9fDqPR2HuLjo4e9GsTDafuHge+OlaNaQkhUCh42kduDL4+iAvx5zgVIhkaVFHJzs7G2LFjsWTJElgsFvziF7/A/v37B/QcZWVl+NWvfoX33nsPOp3ush6zdOlStLS09N7KysoGE59o2G0+VYN2qx3X8LSPbKVGGLAjrw6SJImOQkTfMqiiMm7cOLz44ouorKzE22+/jaqqKlxzzTUYM2YMXnjhBdTV1V3yOQ4dOoTa2lqMHz8earUaarUa27dvx0svvQS1Wg2H4/y1N7RaLQwGQ58bkTv4LLsCCaEBCDf5io5C/UiLNKK+3YYzNe2ioxDRt1zRYFq1Wo3bb78dH3/8MZ577jnk5+fj0UcfRXR0NO6++25UVVX1+9jrr78ex44dQ05OTu9t4sSJuOuuu5CTkwOVimugkGdo7LBh+5k6DqKVuWSLAT4qBXbkXfo/WkQ0fK6oqBw8eBAPPfQQwsPD8cILL+DRRx9FQUEBNm3ahMrKStxyyy39Plav12PMmDF9bv7+/ggODsaYMWOuJBaRrPwrpwISwEneZE6jViLZwsuUieRGPZgHvfDCC1i1ahVyc3OxYMECrFmzBgsWLIBSebb3xMXFYfXq1YiNjXVlViK39MmhcmREm2Dw9REdhS5hbJQRnx4qR3ePAzofHtUlkoNBFZWVK1fivvvuwz333IPw8PALbhMaGoq33nprQM+bmZk5mDhEspVb3Ybjla1YMidRdBS6DGOjTHhvXykOFDfi2lFm0XGICIMsKps2bUJMTEzvEZRzJElCWVkZYmJioNFosGjRIpeEJHJXn2aXQ69TI4MrJbuF6EBfBPlrkHWmjkWFSCYGNUYlPj4e9fXnn8dtbGxEXFzcFYci8gR2hxOfZpdjWnwI1Fwp2S0oFAqkRRqx/QwH1BLJxaDePfubZ6C9vf2y50Qh8nQ78urR0G7D9ET+z9ydpEcZcaamHVUtXaKjEBEGeOpnyZIlAM7+r+OJJ56An59f7/ccDgf27duHcePGuTQgkbv68GAZYoL8EBvsd+mNSTbGRBqhALDjTD1+MImzXxOJNqCicvjwYQBnj6gcO3YMGo2m93sajQbp6el49NFHXZuQyA01tFux+WQNfjQlhlPmuxm9zgfxoQHYfqaORYVIBgZUVLZt2wYAuPfee/Hiiy9yZliifnx2uAIKBXBNAid5c0djo4zYfLIGdoeT44uIBBvUv8BVq1axpBD1Q5IkfHigDBNGBEKv49wp7mhclAmt3XbklDWLjkLk9S77iMrtt9+O1atXw2Aw4Pbbb7/otuvWrbviYETu6kh5C/Jq2/G98cmio9AgxZsDYNCpsS23FhNjg0THIfJql11UjEZj77l2o9E4ZIGI3N2HB8oQEqBBWiT/nbgrpVKBsVEmbD1di/+ex8JJJNJlF5VVq1Zd8M9E9B8dVjv+lVOBeakWKJUcROvOxkWb8Mq2fFS3dMNi5LQLRKIMaoxKV1cXOjs7e78uKSnBihUr8M0337gsGJE7+uJoJTptDsxMChUdha5QepQJSgWQmVsrOgqRVxtUUbnllluwZs0aAEBzczMmT56M559/HrfccgtWrlzp0oBE7uT9/aVIjzbCrNeKjkJXKECnxqgwPbaxqBAJNaiikp2djWuvvRYA8Mknn8BisaCkpARr1qzBSy+95NKARO7iVFUrjpS14LqkMNFRyEXGRZmwI68eNrtTdBQirzWootLZ2Qm9Xg8A+Oabb3D77bdDqVTiqquuQklJiUsDErmLtftLYfL1QcYIk+go5CIZMSZ02hzYX9QoOgqR1xpUUUlISMD69etRVlaGjRs3Yu7cuQCA2tpazq9CXqnL5sC6wxWYnmiGWskJwjxFTJAfQgI02HyqRnQUIq81qHfUJ554Ao8++ihiY2MxZcoUTJ06FcDZoysZGRkuDUjkDr44Wom2bjuuS+YgWk+iUCgwPiYQm07W9LsYKxENrQFNoX/O97//fVxzzTWoqqpCenp67/3XX389brvtNpeFI3IX7+4rQXqUEWEGXsbqaSaMCMQ3J2uQW9OGZAuPGBMNt0EVFQCwWCywWCx97ps8efIVByJyNycqW3CkrAVL5iSKjkJDYHS4Ab4+Kmw+WcOiQiTAoIpKR0cHnn32WWzZsgW1tbVwOvuOiC8sLHRJOCJ38P6+UgT5azA+JlB0FBoCPiolxkYZ8c3JGjx83SjRcYi8zqCKyv3334/t27fjJz/5CcLDw7mMPXmtdqsdnx2uwA1jLFBxJlqPNWFEIF7LLEBtazdCeXqPaFgNqqh8/fXX+PLLLzFt2jRX5yFyK+sPV6C7x4HrOBOtRxsXfXaW2s2navGjKTGi4xB5lUFd9RMYGIigIK4oSt5NkiT8Y08JJowIRHAAZ6L1ZHqdD5ItBmw8US06CpHXGVRR+eMf/4gnnniiz3o/RN7mYEkTcmvaMHs0Z6L1BpNiA7Ervx6t3T2ioxB5lUGd+nn++edRUFCAsLAwxMbGwsfHp8/3s7OzXRKOSM7+sacY4UYdxkQaRUehYTApNgjv7CnBttO1uGVcpOg4RF5jUEXl1ltvdXEMIvdS12bFV8eq8cPJMVByMLlXCA7QIt7sjw3Hq1lUiIbRoIrKk08+6eocRG7lo4NlUCkVmJ5oFh2FhtHE2CD8M+fsAGqdj0p0HCKvMOhFSZqbm/H3v/8dS5cuRWPj2QW7srOzUVFR4bJwRHJkdzjx7t4STB0ZjADtoOdMJDc0OTYI3T1OZJ2pEx2FyGsMqqgcPXoUiYmJeO655/CXv/wFzc3NAIB169Zh6dKlrsxHJDubT9WiqqUbc1Mtl96YPEqEyRdRgb7YwKt/iIbNoIrKkiVLcM899yAvLw863X8mP1qwYAGysrJcFo5Ijt7ZXYykMD3iQvxFRyEBJscGYdOJGtjszktvTERXbFBF5cCBA/jFL35x3v2RkZGorub/NMhz5dW0YU9hA+ak8JJkb3XVyGC0We3Ymc/TP0TDYVBFRavVorW19bz7z5w5A7OZgwvJc63ZUwKTrw+mxHHCQ28VFXj29M8XR6tERyHyCoMqKjfffDP+8Ic/oKfn7MRHCoUCpaWl+O1vf4vvfe97Lg1IJBet3T345FA5rhsdCrVq0OPQyc0pFApMiQvCNydqYLU7RMch8niDerd9/vnn0d7eDrPZjK6uLsyYMQMJCQnQ6/V4+umnXZ2RSBY+PlgOm8PJmWgJU+KC0W61Y8eZetFRiDzeoK6tNBqN2LRpE3bt2oUjR46gvb0d48ePx+zZs12dj0gWnE4J7+wuxpS4IAT6aUTHIcGig/wQHeiLz49WYjbHKxENqQEXFafTidWrV2PdunUoLi6GQqFAXFwcLBYLJEmCgrN0kgfKPFOL0sZO3H9NnOgoJBNTRgbjq2NVnPyNaIgN6NSPJEm4+eabcf/996OiogJpaWlITU1FSUkJ7rnnHtx2221DlZNIqFW7ihFv9kdCaIDoKCQTV8cHo9PmwNbTtaKjEHm0AR1RWb16NbKysrBlyxbMmjWrz/e2bt2KW2+9FWvWrMHdd9/t0pBEIuXXtmNHXj0enBHPI4bUK9zoiwSzP9YfrsCCtHDRcYg81oCOqHzwwQf4/e9/f15JAYDrrrsOv/vd7/Dee++5LByRHKzeXQSTrw+mxgeLjkIyMzU+BNtya9HS2SM6CpHHGlBROXr0KG644YZ+vz9//nwcOXLkikMRyUVL59lLkq8fHQYfXpJM3zE1PhgOp4Svj3NOFaKhMqB33sbGRoSF9T/CPSwsDE1NTVccikgu1h4ohcMpYfboUNFRSIYC/TRIjTBifU6l6ChEHmtARcXhcECt7n9Yi0qlgt1uv+JQRHJgdzjxzu5iTB0ZDBMvSaZ+TEsIxr7CBlS1dImOQuSRBjSYVpIk3HPPPdBqtRf8vtVqHdCLr1y5EitXrkRxcTEAIDU1FU888QTmz58/oOchGgqbTtagsqUbD183SnQUkrFJsUF4e2cx1h+uxIMz40XHIfI4AyoqixYtuuQ2A7niJyoqCs8++yxGjRoFSZLwzjvv4JZbbsHhw4eRmpo6kGhELvf3nUUYHc5Vkuni/DRqTIwNxCeHyvDAjJG8MozIxRSSJEmiQ3xbUFAQ/vznP+OnP/3pJbdtbW2F0WhES0sLDAbDMKQjb3GkrBm3vLoLS+YkYlIsFyCkiztS1oxnN5zGPxdPQ3q0SXQcItkbyOf3oKbQHwoOhwMff/wxOjo6MHXq1AtuY7Va+5xeutAKzkSu8NbOQoQZtJgQEyg6CrmBtEgjgvw1+DS7nEWFyMWEX2957NgxBAQEQKvV4oEHHsBnn32GlJSUC267fPlyGI3G3lt0dPQwpyVvUNnchS+PVeOGVAuUSh7Gp0tTKhWYFh+Mf+ZUckVlIhcTXlSSkpKQk5ODffv24cEHH8SiRYtw8uTJC267dOlStLS09N7KysqGOS15g3f2FEOrVmJGIi9Jpss3PdGMlq4ebOOU+kQuJfzUj0ajQUJCAgBgwoQJOHDgAF588UW88cYb522r1Wr7veKIyBU6rHa8v68Us5JC4avhQnN0+aIC/ZBg9seHB8pwwxhOqU/kKsKPqHyX0+kc8GXORK7y0cEydFjtuGGMRXQUckPTE0Ox/Uwdqlu6RUch8hhCi8rSpUuRlZWF4uJiHDt2DEuXLkVmZibuuusukbHISzmcEt7aWYSrRgYjJIBH7mjgpiUEw0elxKfZ5aKjEHkMoUWltrYWd999N5KSknD99dfjwIED2LhxI+bMmSMyFnmpb05Uo7ypiyvh0qD5adSYHBeEDw+UwemU1cwPRG5L6BiVt956S+TLE/Xx5o5CjA7XI94cIDoKubFZSaH4wxcnsa+okStuE7mA7MaoEIlwqKQRh0ubeTSFrliyRY9wow5rD5SKjkLkEVhUiAC8mVWISJMvxnOCN7pCCoUCMxPN+PpYNZo7baLjELk9FhXyekX1HfjmRA0WpIVDyXVayAVmJIXCKUn4NLtCdBQit8eiQl7vrZ2FMPj64JqEENFRyEMYfX0wMTYQ7+0rgcyWUyNyOywq5NUa2q34+GA55qaEQaPmPwdyneuTw1BY14H9RY2ioxC5Nb4zk1d7Z08JAGBOSpjgJORpUiMMCDfq8P4+DqoluhIsKuS1Om12vLO7GLOSQqHX+YiOQx5GoVDguuRQfHW8Co0dHFRLNFgsKuS1PjpQhrbuHixI43T5NDSmJ5oBAB8f5AKqRIPFokJeye5w4s0dhbg6PgRmvU50HPJQBp0Ppo4Mxj/2lnCmWqJBYlEhr/TlsSpUNnfjprGc4I2G1pyUMJQ3dWF7Xp3oKERuiUWFvI4kSXgtswDpUUaMCPYXHYc8XLw5AHEh/vjHvwduE9HAsKiQ18k8U4fc6jbcnB4hOgp5AYVCgdmjw7DtdC3KGjtFxyFyOywq5HVWbivAqNAAjA43iI5CXuLq+GD4aVR4j5cqEw0Yiwp5lUMljdhf3IiF6RFQcLp8GiY6HxVmJJqx9kApunscouMQuRUWFfIqKzMLEGnyxYQRXHyQhtecFAuaO3vw+ZFK0VGI3AqLCnmN3Oo2bD5Vi4XpXHyQhp/FqMO4aBPe2V3M9X+IBoBFhbzGysx8hARoMC2eiw+SGHNTwnC8shU5Zc2ioxC5DRYV8gpljZ34/EgVbkwLh1rFX3sSIz3ahDCDFqt3F4uOQuQ2+I5NXuGNrAL4a1WYlRwqOgp5MaVCgTmjLfjyaBVq27pFxyFyCywq5PFq27rx0YFyzEu1QKtWiY5DXm5mkhkqpQIf7OP6P0SXg0WFPN5bO4qgVikwL5WLD5J4/lo1rkkIwbv7SmCzO0XHIZI9FhXyaM2dNvxjbwnmpITBX6sWHYcIADAv1YK6Nis2nKgWHYVI9lhUyKOt3l0Mh1PC/DFcfJDkIzrID6kRBqzeVSQ6CpHssaiQx2q32vH2riLMSgqF0ddHdByiPualWJBd2ozjFS2ioxDJGosKeaz39pag0+rATWN5NIXkZ/yIQJgDNFi9m0dViC6GRYU8UnePA2/uKMT0RDOCA7Si4xCdR6U8u6ryv3Kq0NBuFR2HSLZYVMgjfXigDE0dNtycHiE6ClG/zs3rs/YAL1Um6g+LCnkcm92JlZkFuDo+BGEGneg4RP3S63xwdXww/rGnBHYHL1UmuhAWFfI4nx0uR3VrN24Zx6MpJH/zxlhQ3dqNTSdrREchkiUWFfIodocTr24rwOTYIEQF+omOQ3RJscH+SLbouf4PUT9YVMijfHG0CqWNnbg1I1J0FKLLNjclDPuKGnG6ulV0FCLZYVEhj+F0Snh5ax7Gx5gQF+IvOg7RZZsUF4RAPx+s2VMiOgqR7LCokMfYcKIaBXUduHUcj6aQe1Erlbh+dBjWZZejpbNHdBwiWWFRIY8gSWePpqRFGjEqTC86DtGAXZ8cCrtDwseHeKky0bexqJBH2Hq6Fqeq2jg2hdyWyU+DyXFB+MeeEjidkug4RLLBokJuT5IkvLQ1D8kWPUZbeDSF3NfcFAtKGjuxI79edBQi2WBRIbe3K78BR8pacOu4SCgUCtFxiAYtMSwAscF+WMNLlYl6saiQ23t5ax7izf4YG2UUHYXoiigUCsxOCcPW07Uoa+wUHYdIFlhUyK3tL2rEvqJG3MKjKeQhpsWHwE+jwnv7SkVHIZIFFhVya69szUNMkB8mjAgUHYXIJXQ+KlybaMaHB0phtTtExyESjkWF3NaRsmZk5dXj1nERUPJoCnmQ2aPD0NTZgw3Hq0VHIRJOaFFZvnw5Jk2aBL1ej9DQUNx6663Izc0VGYncyCtb8xFh1GFKXLDoKEQuFWnyRWqEgTPVEkFwUdm+fTsWL16MvXv3YtOmTejp6cHcuXPR0dEhMha5gdPVrdh0qgY3j4uEUsmjKeR55owOw6GSJq7/Q15PLfLFN2zY0Ofr1atXIzQ0FIcOHcL06dMFpSJ38OrWfJj1WkxL4NEU8kwTYgMR6OeDd/eW4E+3pomOQySMrMaotLS0AACCgoIu+H2r1YrW1tY+N/I+hXXt+OJoFRaODYdaKatfYSKXUSuVmJUUinXZFWi32kXHIRJGNu/yTqcTjzzyCKZNm4YxY8ZccJvly5fDaDT23qKjo4c5JcnByswCmPx8MCMxVHQUoiE1KzkU3T0O/CunUnQUImFkU1QWL16M48ePY+3atf1us3TpUrS0tPTeysq4eJe3KW/qxLrDFbgxLQIatWx+fYmGREiAFuOiTXhvHwfVkveSxTv9ww8/jC+++ALbtm1DVFRUv9tptVoYDIY+N/Iub2YVwk+jwvWjeTSFvMP1yWE4UdmKo+XNoqMQCSG0qEiShIcffhifffYZtm7diri4OJFxSOZq27qxdn8Zbki1QOejEh2HaFiMizYhJECD9zlTLXkpoUVl8eLFePfdd/H+++9Dr9ejuroa1dXV6OrqEhmLZOrtncVQKRWYm2oRHYVo2CiVCsxKCsX6nAq0dveIjkM07IQWlZUrV6KlpQUzZ85EeHh47+3DDz8UGYtkqKWzB//YU4w5KWEI0Aq9qp5o2M1MCoXN7uSgWvJKQt/xJUkS+fLkRtbsKUaPQ8L8MTyaQt4nyF+D8TGBeH9fKX581QjRcYiGlSwG0xJdTKfNjrd2FWFGkhkmP43oOERCzEoOxcmqVhwrbxEdhWhYsaiQ7K3dX4bWrh4sHBsuOgqRMOOiTAgO0OD9/RxUS96FRYVkzWZ34s2sQkxLCIFZrxMdh0gYpVKBGYlm/DOnAh2cqZa8CIsKydr6nApUt3Zj4dgI0VGIhJuVFIoumwOfH+GgWvIeLCokW06nhJWZBZg4IhDRQX6i4xAJFxKgRXq0EWsPcFZu8h4sKiRb35ysRlF9B25O59EUonNmJoUip6wZudVtoqMQDQsWFZIlSZLw2rYCpEYYMCpMLzoOkWxMiAmE0dcHH/KoCnkJFhWSpT0FDTha0cKxKUTfoVYpcU1CCNYdLofV7hAdh2jIsaiQLL2WWYDYYD+MjTKKjkIkO7OSQtHc2YNNJ2tERyEaciwqJDvHK1qwM78eC9MjoFAoRMchkp3IQF8kWfRYu5+nf8jzsaiQ7KzMLECYQYspccGioxDJ1sxEM3bl16O8qVN0FKIhxaJCslLS0IGvj1dhQVo4VEoeTSHqz1Ujg6HzUeGTQ+WioxANKRYVkpU3swqh1/lgZmKo6ChEsqbzUeGqkUH46GAZnE4u8Eqei0WFZKOuzYqPD5ZjbkoYNGr+ahJdysykUFQ2d2N3QYPoKERDhp8GJBurdxdBqQTmplhERyFyC6NCAxBp8sWHB7hQIXkuFhWShXarHWv2lOC6pFAE6NSi4xC5BYVCgZlJZmw8UYPmTpvoOERDgkWFZGHt/lJ02hxYkBYuOgqRW7kmIQR2pxP/4kKF5KFYVEg4m92Jv+8owrT4YAQHaEXHIXIrJj8NxscEckp98lgsKiTc50cqUd3ajZs4XT7RoMxMCsWJylacqGwRHYXI5VhUSCinU8Lr2wswPsaE6CA/0XGI3NK4aBMC/Xzw8UHOqUKeh0WFhMo8U4u82nYeTSG6Aiqlonehwu4eLlRInoVFhYR6PbMQo8ICkGzRi45C5NZmJIWitcvOhQrJ47CokDDZpU3YX9yIhWlcfJDoSkWafJEUpsfHBzmoljwLiwoJ88b2AkQYdZgwIlB0FCKPMCPRjB159aho7hIdhchlWFRIiIK6dnxzogYLxoZDycUHiVziqpHB0Poo8SkXKiQPwqJCQvwtqxAmPx9cm2AWHYXIY/hqVJgSF8yFCsmjsKjQsKtt7can2eW4IdXCxQeJXGxmkhnlTV3YW8iFCskz8FOCht1bu4rgo1JidkqY6ChEHicpTI8Io44z1ZLHYFGhYdXa3YP39pbi+uRQ+Gm4+CCRqykUCsxICsXXx6vR0tkjOg7RFWNRoWH13t5SWO0OzOfig0RDZvqoEDgkCetzKkRHIbpiLCo0bLp7HPj7zkJcO8qMQD+N6DhEHuvsQoUmfLC/FJLEQbXk3lhUaNh8cqgcTR02LOR0+URDbmZSKE5Xt+F4RavoKERXhEWFhoXd4cQb2wswOS4IFqNOdBwij5ceZUKQvwZrD5SKjkJ0RVhUaFh8dbwaZU1duDk9UnQUIq+gUiowfZQZ/8ypRKfNLjoO0aCxqNCQkyQJr23Lx9hII+JC/EXHIfIas5LM6LDa8cXRKtFRiAaNRYWG3NbTtThd3YZbMng0hWg4hRp0SIsy4oP9PP1D7otFhYaUJEl4eWs+ksL0GG3Ri45D5HWuSw7F4dJm5Fa3iY5CNCgsKjSk9hY2IqesGbeMi4BCwcUHiYbbhBGBMPn58KgKuS0WFRpSr27LR2ywH8ZFm0RHIfJKaqUS00eZ8Wl2Obp7HKLjEA0YiwoNmcOlTdiZX4+b0yN5NIVIoOuSQ9HWzUG15J6EFpWsrCwsXLgQERFnTwusX79eZBxysZe25CEq0BdT4oJERyHyamEGHdKjjPjH3mLRUYgGTGhR6ejoQHp6Ol599VWRMWgIHK9owbbcOtwyLhJKJY+mEIk2e3QYjpS14HhFi+goRAMidPna+fPnY/78+SIj0BB5aUseLEYdpo4MFh2FiABkxAQiOECD9/aVYPntY0XHIbpsbjVGxWq1orW1tc+N5OdUVSu+OVmDW8dFQMWjKUSyoFIqcF1SKD47XIHW7h7RcYgum1sVleXLl8NoNPbeoqOjRUeiC3hx8xmEGbSYlhAiOgoRfcus5FD0OCR8eqhcdBSiy+ZWRWXp0qVoaWnpvZWVlYmORN9xorIFG07U4LaMSKiVbvXrReTxAv00mBIXhNW7i+F0SqLjEF0Wt/ok0Wq1MBgMfW4kLys2nR2bck2CWXQUIrqAeakWlDR0YntenegoRJfFrYoKydux8hZsOlWD2zMiOTaFSKZGhQYg3uyP1buKRUchuixCi0p7eztycnKQk5MDACgqKkJOTg5KSznVszv6yze5iDD54up4jk0hkiuFQoG5KRZsP1OHgrp20XGILkloUTl48CAyMjKQkZEBAFiyZAkyMjLwxBNPiIxFg7C/qBHbz9ThjglRPJpCJHNT44Nh9PXhURVyC0LnUZk5cyYkiQO63J0kSXhuw2mMDPHHZM5CSyR7PiolZo8Ow8cHy7BkTiIC/TWiIxH1i2NU6Ipl5tbhUEkT7pgYDSXX9CFyC3NTw+CUgHf3loiOQnRRLCp0RRzOs0dTRofrkR5lFB2HiC6TQeeD6YlmrN5dzFWVSdZYVOiKrMsux+nqNvxocgxXSCZyMzemhaOxw4bPDleIjkLULxYVGrQumwN/+SYXV40MQkKoXnQcIhogi1GHSbFBeCOrAA5OAEcyxaJCg/b2riI0tNvwX5NiREchokG6eVwEius78eWxKtFRiC6IRYUGpbatG69ty8fslDCEGXSi4xDRIMWbAzAu2oiXt+RxWn2SJRYVGpQ/b8iFUqHA9zKiREchoit0W0YU8mrb8c3JatFRiM7DokIDdqSsGR8fKsf3J0YhQCd0Kh4icoHEMD1SIwx4cUse57Yi2WFRoQFxOiU8+a8TiAnyw/XJYaLjEJGL3J4RiVNVbdhwnEdVSF5YVGhAPs0uR05ZMxZNHcGp8ok8SEqEEWOjjPi/jbmwO5yi4xD1YlGhy9bUYcPTX53CNQkhSIng5G5Enua/JsWgqL4DnxwqFx2FqBeLCl225V+fQo/dibum8HJkIk8UF+KPq+OD8dfNZzhbLckGiwpdlgPFjfjoYDnunBQDkx8XMCPyVHdMiEZ9uw1/31EoOgoRABYVugzdPQ489slRjAoLwPWjQ0XHIaIhZDHqcEOqBa9sy0dlc5foOEQsKnRpf910BuVNnfjFtfFcHZnIC9w+PhK+Pio8/eUp0VGIWFTo4g6XNuFvOwrx/fFRiAz0FR2HiIaBn0aNH06OwZfHqrA7v150HPJyLCrUry6bA7/5+AjiQvxx49gI0XGIaBhdkxCCJIsev//sGLpsHFhL4rCoUL+e/uokKpq68OCMBM6ZQuRlFAoFfn7tSFQ2d+PPG3NFxyEvxqJCF7TpZA3e3VuKu6aM4CkfIi8VYfLFDyZGY9WuIuwvahQdh7wUiwqdp6qlC499cgQTRwRiNq/yIfJq88dYkGjR4zcf5aClq0d0HPJCLCrUh83uxEPvZUOpUOBn00dCwat8iLyaUqnAgzPi0dhpw28+yoHTyUULaXixqFAfy78+hWPlLfjV9aNg0PmIjkNEMhBm0OGhGQnYfKoWr2cViI5DXoZFhXqtP1yBVbuK8eOrRmBUmF50HCKSkfEjAnHruEj8ZWMuNp2sER2HvAiLCgEADpU04bFPjmJ6YgjmpoSJjkNEMnTHhChMjA3C4veysa+wQXQc8hIsKoTypk78fM1BxJv9cf81HJdCRBemVCrw8KwEJIYF4KfvHMSx8hbRkcgLsKh4ucYOG+5+ez/UKgUemZMIHxV/JYiofz4qJZbMSUK4UYc739yDHXl1oiORh+Onkhdrt9pxz9v70dBuw29vSObgWSK6LL4aFX6/YDQSw/S4Z9UBfHSwTHQk8mAsKl6qy+bAz945iPy6dvz2hmSEGzmpGxFdPp2PCr+Zm4gZiWY89slR/OqDw5xnhYYEi4oX6rTZcd/qA8gubcKjc5MQF+IvOhIRuSG1UomfXTsSD89KwOZTNZj31yx8cqgcDs61Qi6kkCTJbX+jWltbYTQa0dLSAoPBIDqOW2i32vHT1QdwpLwZv52XjORw7jciunJ1bVa8t68E+4oakRgWgHunxWFhegQCtGqXvUaXzYG6NivqO6xo6rCh3WpHh9WBHocTDqcEpQLQqFXw1Shh8tXA5OcDi1GHUL2O65XJzEA+v1lUvEhtWzfuXXUARfUd+O95SUi2cJ8RkWvl17ZhXXYFjpQ3Q6NWYvooM6bGByMjJhCxwX4w+Wku+Dib3YmGDiuqWrpR3dKN8qZOVDR1oby5C2WNnahu6UZrt/28xykAqFUKKBUKSBLQ43Diux9qaqUCESZfJIQGIDFMjzGRBqRFGhET5MerHAVhUaHzFNS1Y9Hb+9FhteO3NyRjRDBP9xDR0Glot2JHXj2OVjQjr7YddsfZjxo/jQoBWjV0PipIkgSbw4m2bjs6bY4+j/f1USFEr0GIvxbBAVoEB2gQ7K+ByU8Dg04Nvc4HfhoVtGpln7Jx7jk7rA60dfegocOGhnYrqlutqGzuQllTJxrabQCAIH8NJowIxFUjg3F1fDCSwvRQ8sjLsGBRoT62nKrBr9bmwOTng8fmJcOs14qORERexGZ3oqK5CzWt3ahvt6K7xwGr3QmlQgG1SgFfHxX0Oh8YdGoE+WsQ7K+Fv1Y1ZEc7Wrt6UFDXjrzadpypacOZmjb0OCQEB2gwI9GMmUmhmJFohtGXV0IOFRYVAgA4nBJe3pqHFzfnYcKIQDw4Mx5+GtedLyYi8gQ2uxNnatpwtLwZR8pbUNrYCbVSgclxQZiXasHc1DBeGeliLCqEiuYuPLL2MA6VNOH28VG4LSMSSp6LJSK6pPp2K7JLm3CopAknKlvhcEoYF23CjWnhmJ9mQVSgn+iIbo9FxYtJkoQPD5Th6S9PQeujxOKZCbyyh4hokDqsdmSXNmF/USOOlDejxyEhPdqIhWMjMD8tHJEmHmkZDBYVL5VX04Yn/nkCewobMCPRjB9fNcKllwYSEXmzLpsD2aVN2FvY0FtaMmLOHmlZkBaOCJaWy8ai4mUaO2x4aUse/rGnBCF6De6bFoexUSbRsYiIPFanzY7s0mbsLWjA0Yq+pYVHWi6NRcVLNHXY8PedhVi1qxiSBNyaEYn5YyxcWJCIaBh12uw4VNL39FBapBE3jLFgbkoYEkIDOF/Ld7CoeLjCunas2lWMjw+VQZKAeakW3Dg2nIsKEhEJ1mmzI6esGQeKG5FT1ozuHidGBPlhdkoYrksOxaTYIGjU/M8ki4oH6rDa8c3JaqzdX4Z9RY0w+vpg9ugwzE0Jg4HX+hMRyY7N7sTxyhYcKmlCTlkzGjts8PVR4eqEYEwfZcbV8cFee7TF7YrKq6++ij//+c+orq5Geno6Xn75ZUyePPmSj/P0otLQbkVWXh02nqjBttO1sNqdSI0wYEaiGVPigtnKiYjchCRJKGnsxJGyZhyraEFudRvsTgkhARpMiQvG5LggTBgRiGSLHmovOH3vVkXlww8/xN13343XX38dU6ZMwYoVK/Dxxx8jNzcXoaGhF32spxWVmtbus4cMixqxt7ABJypbIQFIMPtjclwwrhoZBLNeJzomERFdoe4eB87UtOFEZStyq9tQUNcOu1OCzkeJ1Agj0iKNGBNpRLJFj4TQAOh8VKIju5RbFZUpU6Zg0qRJeOWVVwAATqcT0dHR+H//7//hd7/73UUf645FxemUUNduRUlDJ4rrO1BQ147c6jacrGpFbZsVAGAO0CLZokdqpAHpUaZ+F/EiIiLPYLM7UVTfgbzaNhTWd6C4vgNVLd0AAKUCiAr0Q0JoAGKD/TEi2A/RQb6INPkhwqRDgFbtdqePBvL5LXSSDZvNhkOHDmHp0qW99ymVSsyePRt79uw5b3ur1Qqr1dr7dUtLC4Czf+GhIkkSnBJgd55dRrzHIcHhcML271uP3YmuHge6bU502h3otNrR3m1Hm7UHrV12NHX2oLnThto2K+r+fbM7/9MNzQEaRJh8MT7cF3FjghEX4ocg/2+txeOwoqPNeoFkRETkSaL8gag4PWbF6QEAXT0OVDR3ory5C9XN3aiqb8Lx4irUt9n6fI5ofZQwB2gR7K9BUIAGgb4aGP18oNepodep4a9Rw1ejhr/27CKOOrUKOh8lfNRKaFRK+KiUUKuUUCvPrr2kUiigUiqGtPyc+9y+nGMlQotKfX09HA4HwsLC+twfFhaG06dPn7f98uXL8dRTT513f3R09JBlHGplALJFhyAiIreWLzrAILW1tcFoNF50G7eatnTp0qVYsmRJ79dOpxONjY0IDg5GW1sboqOjUVZW5jangTxJa2sr978g3PficN+Lw30v1pXuf0mS0NbWhoiIiEtuK7SohISEQKVSoaamps/9NTU1sFgs522v1Wqh1Wr73GcymQCg9xCVwWDgL61A3P/icN+Lw30vDve9WFey/y91JOUcoddAaTQaTJgwAVu2bOm9z+l0YsuWLZg6darAZERERCQHwk/9LFmyBIsWLcLEiRMxefJkrFixAh0dHbj33ntFRyMiIiLBhBeVO++8E3V1dXjiiSdQXV2NcePGYcOGDecNsL0UrVaLJ5988rxTQzQ8uP/F4b4Xh/teHO57sYZz/wufR4WIiIioP54/Ty8RERG5LRYVIiIiki0WFSIiIpItFhUiIiKSLbcqKq+++ipiY2Oh0+kwZcoU7N+//6Lbr1ixAklJSfD19UV0dDR+/etfo7u7e5jSepaB7Puenh784Q9/QHx8PHQ6HdLT07Fhw4ZhTOs5srKysHDhQkREREChUGD9+vWXfExmZibGjx8PrVaLhIQErF69eshzeqqB7v+qqir86Ec/QmJiIpRKJR555JFhyemJBrrv161bhzlz5sBsNsNgMGDq1KnYuHHj8IT1MAPd9zt37sS0adMQHBwMX19fJCcn469//avL8rhNUfnwww+xZMkSPPnkk8jOzkZ6ejrmzZuH2traC27//vvv43e/+x2efPJJnDp1Cm+99RY+/PBD/P73vx/m5O5voPv+8ccfxxtvvIGXX34ZJ0+exAMPPIDbbrsNhw8fHubk7q+jowPp6el49dVXL2v7oqIi3HjjjZg1axZycnLwyCOP4P777+cb9iANdP9brVaYzWY8/vjjSE9PH+J0nm2g+z4rKwtz5szBV199hUOHDmHWrFlYuHAh33cGYaD73t/fHw8//DCysrJw6tQpPP7443j88cfx5ptvuiaQ5CYmT54sLV68uPdrh8MhRURESMuXL7/g9osXL5auu+66PvctWbJEmjZt2pDm9EQD3ffh4eHSK6+80ue+22+/XbrrrruGNKenAyB99tlnF93msccek1JTU/vcd+edd0rz5s0bwmTe4XL2/7fNmDFD+tWvfjVkebzJQPf9OSkpKdJTTz3l+kBeZLD7/rbbbpN+/OMfuySDWxxRsdlsOHToEGbPnt17n1KpxOzZs7Fnz54LPubqq6/GoUOHek9RFBYW4quvvsKCBQuGJbOnGMy+t1qt0Ol0fe7z9fXFzp07hzQrAXv27OnzswKAefPm9fuzIvJUTqcTbW1tCAoKEh3F6xw+fBi7d+/GjBkzXPJ8wmemvRz19fVwOBznzVYbFhaG06dPX/AxP/rRj1BfX49rrrkGkiTBbrfjgQce4KmfARrMvp83bx5eeOEFTJ8+HfHx8diyZQvWrVsHh8MxHJG9WnV19QV/Vq2trejq6oKvr6+gZETD6y9/+Qva29vxgx/8QHQUrxEVFYW6ujrY7XYsW7YM999/v0ue1y2OqAxGZmYmnnnmGbz22mvIzs7GunXr8OWXX+KPf/yj6Gge78UXX8SoUaOQnJwMjUaDhx9+GPfeey+USo/9dSMiGXn//ffx1FNP4aOPPkJoaKjoOF5jx44dOHjwIF5//XWsWLECH3zwgUue1y2OqISEhEClUqGmpqbP/TU1NbBYLBd8zP/+7//iJz/5SW+jS0tLQ0dHB37+85/jf/7nf/iheZkGs+/NZjPWr1+P7u5uNDQ0ICIiAr/73e8wcuTI4Yjs1SwWywV/VgaDgUdTyCusXbsW999/Pz7++OPzToPS0IqLiwNw9vO2pqYGy5Ytww9/+MMrfl63+LTWaDSYMGECtmzZ0nuf0+nEli1bMHXq1As+prOz87wyolKpAAASlze6bIPZ9+fodDpERkbCbrfj008/xS233DLUcb3e1KlT+/ysAGDTpk2X/FkReYIPPvgA9957Lz744APceOONouN4NafTCavV6pLncosjKgCwZMkSLFq0CBMnTsTkyZOxYsUKdHR04N577wUA3H333YiMjMTy5csBAAsXLsQLL7yAjIwMTJkyBfn5+fjf//1fLFy4sLew0OUZ6L7ft28fKioqMG7cOFRUVGDZsmVwOp147LHHRP413FJ7ezvy8/N7vy4qKkJOTg6CgoIQExODpUuXoqKiAmvWrAEAPPDAA3jllVfw2GOP4b777sPWrVvx0Ucf4csvvxT1V3BrA93/AJCTk9P72Lq6OuTk5ECj0SAlJWW447u1ge77999/H4sWLcKLL76IKVOmoLq6GsDZgfxGo1HI38FdDXTfv/rqq4iJiUFycjKAs5eK/+Uvf8Evf/lL1wRyybVDw+Tll1+WYmJiJI1GI02ePFnau3dv7/dmzJghLVq0qPfrnp4eadmyZVJ8fLyk0+mk6Oho6aGHHpKampqGP7gHGMi+z8zMlEaPHi1ptVopODhY+slPfiJVVFQISO3+tm3bJgE473Zufy9atEiaMWPGeY8ZN26cpNFopJEjR0qrVq0a9tyeYjD7/0LbjxgxYtizu7uB7vsZM2ZcdHu6fAPd9y+99JKUmpoq+fn5SQaDQcrIyJBee+01yeFwuCSPQpJ4HoSIiIjkyS3GqBAREZF3YlEhIiIi2WJRISIiItliUSEiIiLZYlEhIiIi2WJRISIiItliUSEiIiLZYlEhIiIi2WJRISIiItliUSEiIiLZYlEhIiIi2WJRISIiItn6/7VapZMRY1bSAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] @@ -308,29 +302,21 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "================== DoubleMLData Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", + "================== DoubleMLSSMData Object ==================\n", + "Selection variable: s\n", "Outcome variable: y\n", "Treatment variable(s): ['d']\n", "Covariates: ['X1', 'X2', 'X3', 'X4', 'X5', 'X6', 'X7', 'X8', 'X9', 'X10', 'X11', 'X12', 'X13', 'X14', 'X15', 'X16', 'X17', 'X18', 'X19', 'X20', 'X21', 'X22', 'X23', 'X24', 'X25', 'X26', 'X27', 'X28', 'X29', 'X30', 'X31', 'X32', 'X33', 'X34', 'X35', 'X36', 'X37', 'X38', 'X39', 'X40', 'X41', 'X42', 'X43', 'X44', 'X45', 'X46', 'X47', 'X48', 'X49', 'X50', 'X51', 'X52', 'X53', 'X54', 'X55', 'X56', 'X57', 'X58', 'X59', 'X60', 'X61', 'X62', 'X63', 'X64', 'X65', 'X66', 'X67', 'X68', 'X69', 'X70', 'X71', 'X72', 'X73', 'X74', 'X75', 'X76', 'X77', 'X78', 'X79', 'X80', 'X81', 'X82', 'X83', 'X84', 'X85', 'X86', 'X87', 'X88', 'X89', 'X90', 'X91', 'X92', 'X93', 'X94', 'X95', 'X96', 'X97', 'X98', 'X99', 'X100']\n", "Instrument variable(s): ['z']\n", - "Selection variable: s\n", "No. Observations: 8000\n", "\n", - "------------------ DataFrame info ------------------\n", - "\n", - "RangeIndex: 8000 entries, 0 to 7999\n", - "Columns: 104 entries, X1 to s\n", - "dtypes: float64(104)\n", - "memory usage: 6.3 MB\n", "\n" ] } @@ -339,7 +325,7 @@ "np.random.seed(42)\n", "n_obs = 8000\n", "df = make_ssm_data(n_obs=n_obs, mar=False, return_type='DataFrame')\n", - "dml_data = dml.DoubleMLData(df, 'y', 'd', z_cols='z', s_col='s')\n", + "dml_data = dml.DoubleMLSSMData(df, 'y', 'd', z_cols='z', s_col='s')\n", "print(dml_data)" ] }, @@ -358,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -376,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -385,32 +371,34 @@ "text": [ "================== DoubleMLSSM Object ==================\n", "\n", - "------------------ Data summary ------------------\n", + "------------------ Data Summary ------------------\n", "Outcome variable: y\n", "Treatment variable(s): ['d']\n", "Covariates: ['X1', 'X2', 'X3', 'X4', 'X5', 'X6', 'X7', 'X8', 'X9', 'X10', 'X11', 'X12', 'X13', 'X14', 'X15', 'X16', 'X17', 'X18', 'X19', 'X20', 'X21', 'X22', 'X23', 'X24', 'X25', 'X26', 'X27', 'X28', 'X29', 'X30', 'X31', 'X32', 'X33', 'X34', 'X35', 'X36', 'X37', 'X38', 'X39', 'X40', 'X41', 'X42', 'X43', 'X44', 'X45', 'X46', 'X47', 'X48', 'X49', 'X50', 'X51', 'X52', 'X53', 'X54', 'X55', 'X56', 'X57', 'X58', 'X59', 'X60', 'X61', 'X62', 'X63', 'X64', 'X65', 'X66', 'X67', 'X68', 'X69', 'X70', 'X71', 'X72', 'X73', 'X74', 'X75', 'X76', 'X77', 'X78', 'X79', 'X80', 'X81', 'X82', 'X83', 'X84', 'X85', 'X86', 'X87', 'X88', 'X89', 'X90', 'X91', 'X92', 'X93', 'X94', 'X95', 'X96', 'X97', 'X98', 'X99', 'X100']\n", "Instrument variable(s): ['z']\n", - "Selection variable: s\n", "No. Observations: 8000\n", "\n", - "------------------ Score & algorithm ------------------\n", + "\n", + "------------------ Score & Algorithm ------------------\n", "Score function: nonignorable\n", "\n", - "------------------ Machine learner ------------------\n", + "------------------ Machine Learner ------------------\n", "Learner ml_g: LassoCV()\n", "Learner ml_pi: LogisticRegressionCV(penalty='l1', solver='liblinear')\n", "Learner ml_m: LogisticRegressionCV(penalty='l1', solver='liblinear')\n", "Out-of-sample Performance:\n", + "Regression:\n", "Learner ml_g_d0 RMSE: [[1.01990373]]\n", "Learner ml_g_d1 RMSE: [[1.19983954]]\n", - "Learner ml_pi RMSE: [[0.37231324]]\n", - "Learner ml_m RMSE: [[0.43374433]]\n", + "Classification:\n", + "Learner ml_pi Log Loss: [[0.42934105]]\n", + "Learner ml_m Log Loss: [[0.55828259]]\n", "\n", "------------------ Resampling ------------------\n", "No. folds: 5\n", "No. repeated sample splits: 1\n", "\n", - "------------------ Fit summary ------------------\n", + "------------------ Fit Summary ------------------\n", " coef std err t P>|t| 2.5 % 97.5 %\n", "d 0.923517 0.037509 24.620995 7.528381e-134 0.85 0.997034\n" ] @@ -435,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -486,12 +474,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -509,7 +497,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -523,7 +511,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.12.3" } }, "nbformat": 4, From 0049ac0372dd5c2c71a472b371db539dd8adb09d Mon Sep 17 00:00:00 2001 From: SvenKlaassen Date: Sat, 4 Oct 2025 09:47:49 +0000 Subject: [PATCH 13/15] update did nbs --- doc/examples/did/py_did.ipynb | 147 +++++++++++-------------- doc/examples/did/py_did_pretest.ipynb | 56 ++-------- doc/examples/did/py_panel.ipynb | 1 + doc/examples/did/py_panel_simple.ipynb | 2 +- doc/examples/did/py_rep_cs.ipynb | 6 +- 5 files changed, 81 insertions(+), 131 deletions(-) diff --git a/doc/examples/did/py_did.ipynb b/doc/examples/did/py_did.ipynb index 58b9e8ac..631d9ffa 100644 --- a/doc/examples/did/py_did.ipynb +++ b/doc/examples/did/py_did.ipynb @@ -70,41 +70,34 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "================== DoubleMLData Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", + "================== DoubleMLDIDData Object ==================\n", + "Time variable: None\n", "Outcome variable: y\n", "Treatment variable(s): ['d']\n", "Covariates: ['X1', 'X2', 'X3', 'X4']\n", "Instrument variable(s): None\n", "No. Observations: 1000\n", "\n", - "------------------ DataFrame info ------------------\n", - "\n", - "RangeIndex: 1000 entries, 0 to 999\n", - "Columns: 6 entries, X1 to d\n", - "dtypes: float64(6)\n", - "memory usage: 47.0 KB\n", "\n" ] } ], "source": [ "import numpy as np\n", - "from doubleml.datasets import make_did_SZ2020\n", - "from doubleml import DoubleMLData\n", + "from doubleml.did.datasets import make_did_SZ2020\n", + "from doubleml import DoubleMLDIDData\n", "\n", "np.random.seed(42)\n", "n_obs = 1000\n", - "x, y, d = make_did_SZ2020(n_obs=n_obs, dgp_type=4, cross_sectional_data=False, return_type='array')\n", - "dml_data = DoubleMLData.from_arrays(x=x, y=y, d=d)\n", + "x, y, d, _ = make_did_SZ2020(n_obs=n_obs, dgp_type=4, cross_sectional_data=False, return_type='array')\n", + "dml_data = DoubleMLDIDData.from_arrays(x=x, y=y, d=d)\n", "print(dml_data)" ] }, @@ -125,15 +118,15 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from lightgbm import LGBMClassifier, LGBMRegressor\n", "\n", "n_estimators = 30\n", - "ml_g = LGBMRegressor(n_estimators=n_estimators)\n", - "ml_m = LGBMClassifier(n_estimators=n_estimators)" + "ml_g = LGBMRegressor(n_estimators=n_estimators, verbose=-1)\n", + "ml_m = LGBMClassifier(n_estimators=n_estimators, verbose=-1)" ] }, { @@ -150,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -159,33 +152,34 @@ "text": [ "================== DoubleMLDID Object ==================\n", "\n", - "------------------ Data summary ------------------\n", + "------------------ Data Summary ------------------\n", "Outcome variable: y\n", "Treatment variable(s): ['d']\n", "Covariates: ['X1', 'X2', 'X3', 'X4']\n", "Instrument variable(s): None\n", "No. Observations: 1000\n", "\n", - "------------------ Score & algorithm ------------------\n", + "\n", + "------------------ Score & Algorithm ------------------\n", "Score function: observational\n", - "DML algorithm: dml2\n", "\n", - "------------------ Machine learner ------------------\n", - "Learner ml_g: LGBMRegressor(n_estimators=30)\n", - "Learner ml_m: LGBMClassifier(n_estimators=30)\n", + "------------------ Machine Learner ------------------\n", + "Learner ml_g: LGBMRegressor(n_estimators=30, verbose=-1)\n", + "Learner ml_m: LGBMClassifier(n_estimators=30, verbose=-1)\n", "Out-of-sample Performance:\n", - "Learner ml_g0 RMSE: [[11.43627032]]\n", - "Learner ml_g1 RMSE: [[11.66989604]]\n", - "Learner ml_m RMSE: [[0.48873663]]\n", + "Regression:\n", + "Learner ml_g0 RMSE: [[11.55855122]]\n", + "Learner ml_g1 RMSE: [[11.38983785]]\n", + "Classification:\n", + "Learner ml_m Log Loss: [[0.67674909]]\n", "\n", "------------------ Resampling ------------------\n", "No. folds: 5\n", "No. repeated sample splits: 1\n", - "Apply cross-fitting: True\n", "\n", - "------------------ Fit summary ------------------\n", - " coef std err t P>|t| 2.5 % 97.5 %\n", - "d 1.386988 1.827375 0.759006 0.447849 -2.194601 4.968577\n" + "------------------ Fit Summary ------------------\n", + " coef std err t P>|t| 2.5 % 97.5 %\n", + "d 0.305272 1.25855 0.242559 0.808347 -2.161441 2.771986\n" ] } ], @@ -212,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -220,7 +214,7 @@ "output_type": "stream", "text": [ " 5.0 % 95.0 %\n", - "d -1.618776 4.392752\n" + "d -1.764859 2.375403\n" ] } ], @@ -240,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -293,15 +287,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Coverage: 0.925\n", - "Average CI length: 5.32236455588136\n" + "Coverage: 0.965\n", + "Average CI length: 5.517510812139451\n" ] } ], @@ -324,12 +318,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -378,42 +372,34 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "================== DoubleMLData Object ==================\n", - "\n", - "------------------ Data summary ------------------\n", + "================== DoubleMLDIDData Object ==================\n", + "Time variable: t\n", "Outcome variable: y\n", "Treatment variable(s): ['d']\n", "Covariates: ['X1', 'X2', 'X3', 'X4']\n", "Instrument variable(s): None\n", - "Time variable: t\n", "No. Observations: 1000\n", "\n", - "------------------ DataFrame info ------------------\n", - "\n", - "RangeIndex: 1000 entries, 0 to 999\n", - "Columns: 7 entries, X1 to t\n", - "dtypes: float64(7)\n", - "memory usage: 54.8 KB\n", "\n" ] } ], "source": [ "import numpy as np\n", - "from doubleml.datasets import make_did_SZ2020\n", + "from doubleml.did.datasets import make_did_SZ2020\n", "from doubleml import DoubleMLData\n", "\n", "np.random.seed(42)\n", "n_obs = 1000\n", "x, y, d, t = make_did_SZ2020(n_obs=n_obs, dgp_type=4, cross_sectional_data=True, return_type='array')\n", - "dml_data = DoubleMLData.from_arrays(x=x, y=y, d=d, t=t)\n", + "dml_data = DoubleMLDIDData.from_arrays(x=x, y=y, d=d, t=t)\n", "print(dml_data)" ] }, @@ -434,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -459,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -468,36 +454,36 @@ "text": [ "================== DoubleMLDIDCS Object ==================\n", "\n", - "------------------ Data summary ------------------\n", + "------------------ Data Summary ------------------\n", "Outcome variable: y\n", "Treatment variable(s): ['d']\n", "Covariates: ['X1', 'X2', 'X3', 'X4']\n", "Instrument variable(s): None\n", - "Time variable: t\n", "No. Observations: 1000\n", "\n", - "------------------ Score & algorithm ------------------\n", + "\n", + "------------------ Score & Algorithm ------------------\n", "Score function: observational\n", - "DML algorithm: dml2\n", "\n", - "------------------ Machine learner ------------------\n", + "------------------ Machine Learner ------------------\n", "Learner ml_g: LGBMRegressor(n_estimators=30)\n", "Learner ml_m: LGBMClassifier(n_estimators=30)\n", "Out-of-sample Performance:\n", - "Learner ml_g_d0_t0 RMSE: [[15.02897287]]\n", - "Learner ml_g_d0_t1 RMSE: [[26.5602727]]\n", - "Learner ml_g_d1_t0 RMSE: [[27.62403053]]\n", - "Learner ml_g_d1_t1 RMSE: [[44.06834315]]\n", - "Learner ml_m RMSE: [[0.47761563]]\n", + "Regression:\n", + "Learner ml_g_d0_t0 RMSE: [[14.54119805]]\n", + "Learner ml_g_d0_t1 RMSE: [[26.40359107]]\n", + "Learner ml_g_d1_t0 RMSE: [[27.98750578]]\n", + "Learner ml_g_d1_t1 RMSE: [[45.69520523]]\n", + "Classification:\n", + "Learner ml_m Log Loss: [[0.67618978]]\n", "\n", "------------------ Resampling ------------------\n", "No. folds: 5\n", "No. repeated sample splits: 1\n", - "Apply cross-fitting: True\n", "\n", - "------------------ Fit summary ------------------\n", + "------------------ Fit Summary ------------------\n", " coef std err t P>|t| 2.5 % 97.5 %\n", - "d 5.096741 5.225034 0.975447 0.329339 -5.144137 15.337619\n" + "d 7.667682 5.809278 1.319903 0.186868 -3.718294 19.053659\n" ] } ], @@ -524,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -532,7 +518,7 @@ "output_type": "stream", "text": [ " 5.0 % 95.0 %\n", - "d -3.497674 13.691157\n" + "d -1.887731 17.223095\n" ] } ], @@ -552,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -605,15 +591,15 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Coverage: 0.94\n", - "Average CI length: 23.34858240261807\n" + "Coverage: 0.96\n", + "Average CI length: 23.357586986897548\n" ] } ], @@ -636,12 +622,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -663,7 +649,7 @@ ], "metadata": { "kernelspec": { - "display_name": "doubleml", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -677,14 +663,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.12.3" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "c17b3f7bd1a966b23df6bc421cb393eedb89185fca3be80230a2e6676a5e11a1" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/doc/examples/did/py_did_pretest.ipynb b/doc/examples/did/py_did_pretest.ipynb index daa17b78..70546e26 100644 --- a/doc/examples/did/py_did_pretest.ipynb +++ b/doc/examples/did/py_did_pretest.ipynb @@ -27,13 +27,13 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", - "from doubleml import DoubleMLData, DoubleMLDID\n", + "from doubleml import DoubleMLDIDData, DoubleMLDID\n", "from lightgbm import LGBMClassifier, LGBMRegressor" ] }, @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -113,30 +113,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " y d X_0 X_1 X_2 X_3 t i\n", - "0 -2.354188 1.0 1.399355 1.317394 0.522835 -0.257377 -5.0 0.0\n", - "1 -5.045624 1.0 0.924634 0.197600 -0.573700 -1.668584 -4.0 0.0\n", - "2 5.014432 1.0 0.059630 2.075261 -0.024355 0.399223 -3.0 0.0\n", - "3 -0.002290 1.0 -0.646937 -0.689188 2.142270 0.647196 -2.0 0.0\n", - "4 4.024926 1.0 0.698223 1.735964 1.727543 -0.483186 -1.0 0.0\n", - "... ... ... ... ... ... ... ... ...\n", - "9995 6.412477 1.0 1.152926 -0.405203 -0.654755 0.590320 0.0 999.0\n", - "9996 9.881465 1.0 -0.410681 0.698244 -0.132454 0.760915 1.0 999.0\n", - "9997 1.591080 1.0 -1.082804 -0.533489 -0.344834 -1.482790 2.0 999.0\n", - "9998 13.709026 1.0 0.619454 1.666307 0.304201 1.264086 3.0 999.0\n", - "9999 7.230956 1.0 0.336612 1.687854 -1.245720 -0.644799 4.0 999.0\n", - "\n", - "[10000 rows x 8 columns]\n" - ] - } - ], + "outputs": [], "source": [ "# generate dataframe\n", "Y_df = np.hstack(Y)\n", @@ -160,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -180,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -200,7 +179,7 @@ " # outcome as the difference for each model\n", " y_diff = data[data['t'] == t]['y'].values - data[data['t'] == t_diff]['y'].values\n", " covariates = np.column_stack((data[data['t'] == t][[f'X_{i}' for i in range(4)]].values, data[data['t'] == t_diff][[f'X_{i}' for i in range(4)]].values))\n", - " dml_data = DoubleMLData.from_arrays(x=covariates,\n", + " dml_data = DoubleMLDIDData.from_arrays(x=covariates,\n", " y=y_diff,\n", " d=data[data['t'] == t]['d'].values)\n", " dml_did = DoubleMLDID(dml_data,\n", @@ -224,20 +203,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "plt.rcParams['figure.figsize'] = 10., 7.5\n", @@ -265,7 +233,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_dev", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -279,7 +247,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.12.3" }, "orig_nbformat": 4 }, diff --git a/doc/examples/did/py_panel.ipynb b/doc/examples/did/py_panel.ipynb index 9defe82b..e2ecc62d 100644 --- a/doc/examples/did/py_panel.ipynb +++ b/doc/examples/did/py_panel.ipynb @@ -367,6 +367,7 @@ "metadata": {}, "outputs": [], "source": [ + "np.random.seed(42)\n", "dml_obj = DoubleMLDIDMulti(dml_data, **default_args)\n", "dml_obj.fit()\n", "print(dml_obj)" diff --git a/doc/examples/did/py_panel_simple.ipynb b/doc/examples/did/py_panel_simple.ipynb index 6314e418..a8503746 100644 --- a/doc/examples/did/py_panel_simple.ipynb +++ b/doc/examples/did/py_panel_simple.ipynb @@ -250,7 +250,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Event Study Aggregation\n", + "### Event Study Aggregation\n", "\n", "Finally, `aggregation=\"eventstudy\"` aggregates $\\widehat{ATT}(\\mathrm{g},t_\\text{pre},t_\\text{eval})$ based on exposure time $e = t_\\text{eval} - \\mathrm{g}$ (respecting group size)." ] diff --git a/doc/examples/did/py_rep_cs.ipynb b/doc/examples/did/py_rep_cs.ipynb index c27f08ca..888a4edd 100644 --- a/doc/examples/did/py_rep_cs.ipynb +++ b/doc/examples/did/py_rep_cs.ipynb @@ -50,7 +50,7 @@ "metadata": {}, "outputs": [], "source": [ - "n_obs = 5000\n", + "n_obs = 10000\n", "n_periods = 6\n", "\n", "df = make_did_cs_CS2021(n_obs, dgp_type=4, include_never_treated=True, n_periods=n_periods, n_pre_treat_periods=3,\n", @@ -951,7 +951,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dml_dev", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -965,7 +965,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.8" + "version": "3.12.3" } }, "nbformat": 4, From 448a612299b3f6a05a8911b42a9cb77eda1c075d Mon Sep 17 00:00:00 2001 From: Jan Teichert-Kluge Date: Mon, 6 Oct 2025 12:28:39 +0000 Subject: [PATCH 14/15] Update Docs for having new special data types --- doc/guide/data/base_data.rst | 24 +++++++++++++++++++ doc/guide/data/did_data.rst | 44 +++++++++++++++++++++++++++++++++++ doc/guide/data/panel_data.rst | 9 +++++++ doc/guide/data/rdd_data.rst | 39 +++++++++++++++++++++++++++++++ doc/guide/data/ssm_data.rst | 40 +++++++++++++++++++++++++++++++ doc/guide/data_backend.rst | 30 ++++++++++++++++++++++-- 6 files changed, 184 insertions(+), 2 deletions(-) create mode 100644 doc/guide/data/did_data.rst create mode 100644 doc/guide/data/rdd_data.rst create mode 100644 doc/guide/data/ssm_data.rst diff --git a/doc/guide/data/base_data.rst b/doc/guide/data/base_data.rst index 1c848720..4a922b8c 100644 --- a/doc/guide/data/base_data.rst +++ b/doc/guide/data/base_data.rst @@ -7,6 +7,12 @@ We download the Bonus data set from the Pennsylvania Reemployment Bonus experime - In R we use `data.table::data.table() `_, `data.frame() `_, and `matrix() `_. The data can be fetched via `DoubleML::fetch_bonus() `_ +.. important:: + Cluster-robust analyses no longer require the dedicated ``DoubleMLClusterData`` backend. + Use :class:`doubleml.DoubleMLData` with the ``cluster_cols`` (or ``cluster_vars`` for arrays) + arguments instead. The wrapper ``DoubleMLClusterData`` remains available for backwards + compatibility but is deprecated and scheduled for removal with version 0.12.0. + .. tab-set:: .. tab-item:: Python @@ -102,6 +108,11 @@ Comments on detailed specifications: * In case of multiple treatment variables, the boolean ``use_other_treat_as_covariate`` indicates whether the other treatment variables should be added as covariates in each treatment-variable-specific learning task. * Instrumental variables for IV models have to be provided as ``z_cols``. +* Cluster variables can directly be added via ``cluster_cols``; they must be distinct from all variables in + ``y_col``, ``d_cols``, ``x_cols`` and ``z_cols``. The object exposes ``cluster_cols`` and ``cluster_vars`` + properties for convenience. +* The optional ``force_all_d_finite`` flag mirrors ``force_all_x_finite`` and controls missings/infinite values + in the treatment variables, which is especially relevant for panel models. DoubleMLData from arrays and matrices @@ -171,3 +182,16 @@ To specify the data and the variables for the causal model from arrays we call obj_dml_data_sim = double_ml_data_from_matrix(X = X, y = y, d = d) obj_dml_data_sim + +Cluster assignments can be supplied through the optional ``cluster_vars`` argument (``cluster_cols`` in R). + +.. tab-set:: + + .. tab-item:: Python + :sync: py + + .. ipython:: python + + cluster_vars = (np.arange(n_obs) // 5).reshape(-1, 1) + obj_dml_data_sim_cluster = DoubleMLData.from_arrays(X, y, d, cluster_vars=cluster_vars) + obj_dml_data_sim_cluster.cluster_cols diff --git a/doc/guide/data/did_data.rst b/doc/guide/data/did_data.rst new file mode 100644 index 00000000..8f694c2c --- /dev/null +++ b/doc/guide/data/did_data.rst @@ -0,0 +1,44 @@ +The ``DoubleMLDIDData`` class tailors :ref:`DoubleMLData ` to difference-in-differences +applications. It handles both panel settings and repeated cross-sections by tracking an optional time indicator. + +Key arguments +""""""""""""" + +* ``t_col``: column containing the time variable for repeated cross-sections. It + must be unique from ``y_col``, ``d_cols``, ``x_cols``, ``z_cols`` and + ``cluster_cols``. +* ``cluster_cols``: optional cluster identifiers inherited from + :class:`doubleml.DoubleMLData`. +* ``force_all_d_finite``: controls how missing or infinite treatment values are + handled. For standard DiD applications it defaults to ``True``. + +``DoubleMLDIDData`` exposes additional helpers such as the ``t`` property and +an extended ``from_arrays`` constructor that accepts the ``t`` array (and +``cluster_vars``) alongside the standard covariates. + +Example usage +""""""""""""" + +.. tab-set:: + + .. tab-item:: Python + :sync: py + + .. ipython:: python + + import doubleml as dml + from doubleml.did.datasets import make_did_SZ2020 + + df = make_did_SZ2020(n_obs=500, return_type="DataFrame") + print(df.head()) + dml_data = dml.DoubleMLDIDData( + df, + y_col="y", + d_cols="d", + ) + + # from arrays + x, y, d, t = make_did_SZ2020(n_obs=200, return_type="array") + dml_data_arrays = dml.DoubleMLDIDData.from_arrays(x, y, d) + print(dml_data) + diff --git a/doc/guide/data/panel_data.rst b/doc/guide/data/panel_data.rst index c1ed1a43..a24cc3db 100644 --- a/doc/guide/data/panel_data.rst +++ b/doc/guide/data/panel_data.rst @@ -2,6 +2,9 @@ The ``DoubleMLPanelData`` class serves as data-backend for :ref:`DiD models ` and inherits all methods and attributes. Furthermore, it provides additional methods and attributes to handle panel data () +Key arguments +""""""""""""" + * ``id_col``: column to with unique identifiers for each unit * ``t_col``: column to specify the time periods of the observation * ``datetime_unit``: unit of the time periods (e.g. 'Y', 'M', 'D', 'h', 'm', 's') @@ -9,6 +12,9 @@ Furthermore, it provides additional methods and attributes to handle panel data .. note:: The ``t_col`` can contain ``float``, ``int`` or ``datetime`` values. +Example usage +""""""""""""" + .. tab-set:: .. tab-item:: Python @@ -16,6 +22,8 @@ Furthermore, it provides additional methods and attributes to handle panel data .. ipython:: python + import numpy as np + import doubleml as dml from doubleml.did.datasets import make_did_CS2021 np.random.seed(42) @@ -29,4 +37,5 @@ Furthermore, it provides additional methods and attributes to handle panel data x_cols=["Z1", "Z2", "Z3", "Z4"], datetime_unit="M" ) + print(dml_data) diff --git a/doc/guide/data/rdd_data.rst b/doc/guide/data/rdd_data.rst new file mode 100644 index 00000000..84bbb1df --- /dev/null +++ b/doc/guide/data/rdd_data.rst @@ -0,0 +1,39 @@ +The ``DoubleMLRDDData`` class specialises :ref:`DoubleMLData ` for +regression discontinuity designs. In addition to the standard causal roles it +tracks a mandatory running variable. + +Key arguments +""""""""""""" + +* ``score_col``: column with the running/score variable. +* ``cluster_cols``: optional cluster identifiers inherited from the base data + class. +* ``from_arrays``: expects an additional ``score`` array alongside ``x``, ``y`` + and ``d``. + +``DoubleMLRDDData`` ensures that the running variable is kept separate from the +other feature sets and exposes the ``score`` property for convenient access. + +Example usage +""""""""""""" + +.. tab-set:: + + .. tab-item:: Python + :sync: py + + .. ipython:: python + + import doubleml as dml + from doubleml.rdd.datasets import make_simple_rdd_data + + dict_rdd = make_simple_rdd_data(n_obs=500, return_type="DataFrame") + dml_data = dml.DoubleMLRDDData.from_arrays( + x=dict_rdd["X"], + y=dict_rdd["Y"], + d=dict_rdd["D"], + score=dict_rdd["score"] + ) + + print(dml_data) + diff --git a/doc/guide/data/ssm_data.rst b/doc/guide/data/ssm_data.rst new file mode 100644 index 00000000..217a5924 --- /dev/null +++ b/doc/guide/data/ssm_data.rst @@ -0,0 +1,40 @@ +The ``DoubleMLSSMData`` class covers the sample selection model backend. It +extends :ref:`DoubleMLData ` with a dedicated selection indicator and +inherits support for clustered data. + +Key arguments +""""""""""""" + +* ``s_col``: column containing the selection indicator. +* ``cluster_cols``: optional cluster identifiers. +* ``from_arrays``: expects an additional ``s`` array together with ``x``, ``y`` + and ``d``. + +The object exposes the ``s`` property and keeps the selection indicator +separate from covariates and treatment variables. + +Example usage +""""""""""""" + +.. tab-set:: + + .. tab-item:: Python + :sync: py + + .. ipython:: python + + import doubleml as dml + from doubleml.irm.datasets import make_ssm_data + + df = make_ssm_data(n_obs=500, return_type="DataFrame") + dml_data = dml.DoubleMLSSMData( + df, + y_col="y", + d_cols="d", + s_col="s" + ) + + x, y, d, _, s = make_ssm_data(n_obs=200, return_type="array") + dml_data_arrays = dml.DoubleMLSSMData.from_arrays(x, y, d, s=s) + print(dml_data) + diff --git a/doc/guide/data_backend.rst b/doc/guide/data_backend.rst index 8849f264..c68f2e63 100644 --- a/doc/guide/data_backend.rst +++ b/doc/guide/data_backend.rst @@ -3,7 +3,9 @@ Data Backend ------------ -:ref:`DoubleML ` generally provides interfaces to dataframes as well as arrays. +:ref:`DoubleML ` provides a unified data interface via the :mod:`doubleml.data` module. +It supports both :py:class:`pandas.DataFrame` objects and :py:class:`numpy.ndarray` arrays and now allows +clustered data to be handled directly via :class:`~doubleml.data.DoubleMLData`. .. _dml_data: @@ -18,7 +20,15 @@ DoubleMLData Special Data Types ~~~~~~~~~~~~~~~~~~ -The :ref:`DoubleMLData ` class is extended by the following classes to support special data types or allow for additional parameters. +The :ref:`DoubleMLData ` class is extended by the following classes to support special data +types or allow for additional parameters. + +.. _dml_did_data: + +DoubleMLDIDData +^^^^^^^^^^^^^^^ + +.. include:: data/did_data.rst .. _dml_panel_data: @@ -28,3 +38,19 @@ DoubleMLPanelData .. include:: data/panel_data.rst + +.. _dml_rdd_data: + +DoubleMLRDDData +^^^^^^^^^^^^^^^ + +.. include:: data/rdd_data.rst + + +.. _dml_ssm_data: + +DoubleMLSSMData +^^^^^^^^^^^^^^^ + +.. include:: data/ssm_data.rst + From 2e5919a791ae7a18c2603ddaf7df3367665c8a89 Mon Sep 17 00:00:00 2001 From: Jan Teichert-Kluge Date: Tue, 7 Oct 2025 10:26:20 +0200 Subject: [PATCH 15/15] update docs with opt. cluster variables --- doc/guide/data/base_data.rst | 5 ++++- doc/guide/data/panel_data.rst | 2 +- doc/guide/data/ssm_data.rst | 8 +++----- 3 files changed, 8 insertions(+), 7 deletions(-) diff --git a/doc/guide/data/base_data.rst b/doc/guide/data/base_data.rst index 4a922b8c..853287fd 100644 --- a/doc/guide/data/base_data.rst +++ b/doc/guide/data/base_data.rst @@ -183,7 +183,8 @@ To specify the data and the variables for the causal model from arrays we call obj_dml_data_sim = double_ml_data_from_matrix(X = X, y = y, d = d) obj_dml_data_sim -Cluster assignments can be supplied through the optional ``cluster_vars`` argument (``cluster_cols`` in R). +In Python, cluster assignments can be supplied through the optional ``cluster_cols`` argument (or ``cluster_vars`` in the ``from_arrays`` method). +In R, one has to create a ``DoubleMLClusterData`` object instead of ``DoubleMLData`` to use clustering. .. tab-set:: @@ -195,3 +196,5 @@ Cluster assignments can be supplied through the optional ``cluster_vars`` argume cluster_vars = (np.arange(n_obs) // 5).reshape(-1, 1) obj_dml_data_sim_cluster = DoubleMLData.from_arrays(X, y, d, cluster_vars=cluster_vars) obj_dml_data_sim_cluster.cluster_cols + print(obj_dml_data_sim_cluster) + diff --git a/doc/guide/data/panel_data.rst b/doc/guide/data/panel_data.rst index a24cc3db..6c69a0f4 100644 --- a/doc/guide/data/panel_data.rst +++ b/doc/guide/data/panel_data.rst @@ -1,6 +1,6 @@ The ``DoubleMLPanelData`` class serves as data-backend for :ref:`DiD models ` and can be initialized from a dataframe. The class is a subclass of :ref:`DoubleMLData ` and inherits all methods and attributes. -Furthermore, it provides additional methods and attributes to handle panel data () +Furthermore, it provides additional methods and attributes to handle panel data. Key arguments """"""""""""" diff --git a/doc/guide/data/ssm_data.rst b/doc/guide/data/ssm_data.rst index 217a5924..133727e7 100644 --- a/doc/guide/data/ssm_data.rst +++ b/doc/guide/data/ssm_data.rst @@ -1,14 +1,12 @@ -The ``DoubleMLSSMData`` class covers the sample selection model backend. It -extends :ref:`DoubleMLData ` with a dedicated selection indicator and -inherits support for clustered data. +The ``DoubleMLSSMData`` class covers the sample selection model backend. +It extends :ref:`DoubleMLData ` with a dedicated selection indicator and inherits support for clustered data. Key arguments """"""""""""" * ``s_col``: column containing the selection indicator. * ``cluster_cols``: optional cluster identifiers. -* ``from_arrays``: expects an additional ``s`` array together with ``x``, ``y`` - and ``d``. +* ``from_arrays``: expects an additional ``s`` array together with ``x``, ``y`` and ``d``. The object exposes the ``s`` property and keeps the selection indicator separate from covariates and treatment variables.