diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..56c8b95 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,56 @@ + +# Contribution +Thank you for considering contributing to this project! Here are some guidelines to help you get started. + +## How can I contribute to this project? +### Reporting Bugs +If you find a bug, please report it by opening an issue in the issue tracker. Provide as much detail as possible to help us understand and reproduce the issue: +- A clear and descriptive title. +- A detailed description of the problem. +- Steps to reproduce the issue. +- Any error messages or screenshots. + +### Suggesting Enhancements +We welcome suggestions for improvements! To suggest an enhancement: +- Check the issue tracker to see if someone else has already suggested it. +- If not, open a new issue and describe your idea clearly. +- Explain why you believe the enhancement would be beneficial. + +### Pull Requests +Pull requests are welcome! If you plan to make significant changes, please open an issue first to discuss your idea. This helps us ensure that your contribution fits with the project's direction. Follow these steps for a smooth pull request process: + +- Fork the repository. +- Clone your fork to your local machine. +- Create a new branch: `git checkout -b my-feature-branch`. +- Make your changes. +- Commit your changes: `git commit -m 'Add some feature'. +- Push to the branch: `git push origin my-feature-branch`. +- Open a pull request in the original repository. + +## Development +Here are the basic commands you can use to develop this package. + +### Install Pipenv +If you don't have `pipenv` installed, you can install it using `pip`: + +```sh +pip install pipenv +``` + +### Linting +We use `ruff` for linting the code. To run the linter, use the following command: +```sh +pipenv run lint +``` + +### Auto format +We use `ruff` for formatting the code. To run the formatter, use the following command: +```sh +pipenv run format +``` + +### Unit test +We use `unittest` for testing the code. To run the unit tests, use the following command: +```sh +pipenv run unittest +``` \ No newline at end of file diff --git a/README.md b/README.md index 0dd5079..e991ccf 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ ## Overview -This an a Python package for building the regression adjusted distribution function estimator proposed in "Estimating Distributional Treatment Effects in Randomized Experiments: Machine Learning for Variance Reduction". +This a Python package for building the regression adjusted distribution function estimator proposed in "Estimating Distributional Treatment Effects in Randomized Experiments: Machine Learning for Variance Reduction". For the details of this package, see [the documentation](https://cyberagentailab.github.io/python-dte-adjustment/). ## Installation @@ -17,29 +17,15 @@ This an a Python package for building the regression adjusted distribution funct pip install -e . ``` +## Basic Usage +Examples of how to use this package are available in [this Get-started Guide](https://cyberagentailab.github.io/python-dte-adjustment/get_started.html). + ## Development +We welcome contributions to the project! Please review our [Contribution Guide](CONTRIBUTING.md) for details on how to get started. + +## License + +This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details. -### Install Pipenv -If you don't have `pipenv` installed, you can install it using `pip`: - -```sh -pip install pipenv -``` - -### Linting -We use `ruff` for linting the code. To run the linter, use the following command: -```sh -pipenv run lint -``` - -### Auto format -We use `ruff` for formatting the code. To run the formatter, use the following command: -```sh -pipenv run format -``` - -### Unit test -We use `unittest` for testing the code. To run the unit tests, use the following command: -```sh -pipenv run unittest -``` +## Maintainers +- [Tomu Hirata](https://github.com/TomeHirata) \ No newline at end of file diff --git a/docs/source/_static/dte_empirical.png b/docs/source/_static/dte_empirical.png index 2311e1a..809ba8e 100644 Binary files a/docs/source/_static/dte_empirical.png and b/docs/source/_static/dte_empirical.png differ diff --git a/docs/source/_static/dte_moment.png b/docs/source/_static/dte_moment.png index 4464c59..9adcce7 100644 Binary files a/docs/source/_static/dte_moment.png and b/docs/source/_static/dte_moment.png differ diff --git a/docs/source/_static/dte_simple.png b/docs/source/_static/dte_simple.png index cc0c6a4..40fea3b 100644 Binary files a/docs/source/_static/dte_simple.png and b/docs/source/_static/dte_simple.png differ diff --git a/docs/source/_static/dte_uniform.png b/docs/source/_static/dte_uniform.png index 5bdb2d5..031e4ca 100644 Binary files a/docs/source/_static/dte_uniform.png and b/docs/source/_static/dte_uniform.png differ diff --git a/docs/source/_static/pte_simple.png b/docs/source/_static/pte_simple.png index a247f40..fbb403d 100644 Binary files a/docs/source/_static/pte_simple.png and b/docs/source/_static/pte_simple.png differ diff --git a/docs/source/_static/qte.png b/docs/source/_static/qte.png index 065be44..e53f682 100644 Binary files a/docs/source/_static/qte.png and b/docs/source/_static/qte.png differ diff --git a/docs/source/contributing.rst b/docs/source/contributing.rst new file mode 100644 index 0000000..3b67e04 --- /dev/null +++ b/docs/source/contributing.rst @@ -0,0 +1,4 @@ +Contribution Guide +================== + +Regarding how to contribute to this package, please refer to https://github.com/CyberAgentAILab/python-dte-adjustment/CONTRIBUTING.md for more details. \ No newline at end of file diff --git a/docs/source/get_started.rst b/docs/source/get_started.rst index ae987c6..33f5b1b 100644 --- a/docs/source/get_started.rst +++ b/docs/source/get_started.rst @@ -43,11 +43,11 @@ Generate data for training cumulative distribution function: quadratic_term = np.dot(X**2, gamma) # Outcome equation - Y = D + linear_term + quadratic_term + U + Y = 5 * D + linear_term + quadratic_term + U return X, D, Y - n = 100 # Sample size + n = 1000 # Sample size X, D, Y = generate_data(n) Then, let's build an empirical cumulative distribution function (CDF). @@ -63,13 +63,14 @@ Distributional treatment effect (DTE) can be computed easily in the following co .. code-block:: python - dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=np.sort(Y), variance_type="simple") + locations = np.linspace(Y.min(), Y.max(), 20) + dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=locations, variance_type="simple") A convenience function is available to visualize distribution effects. This method can be used for other distribution parameters including Probability Treatment Effect (PTE) and Quantile Treatment Effect (QTE). .. code-block:: python - plot(np.sort(Y), dte, lower_bound, upper_bound, title="DTE of simple estimator") + plot(locations, dte, lower_bound, upper_bound, title="DTE of simple estimator") .. image:: _static/dte_empirical.png :alt: DTE of empirical estimator @@ -92,8 +93,8 @@ DTE can be computed and visualized in the following code. .. code-block:: python - dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=np.sort(Y), variance_type="simple") - plot(np.sort(Y), dte, lower_bound, upper_bound, title="DTE of adjusted estimator with simple confidence band") + dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=locations, variance_type="simple") + plot(locations, dte, lower_bound, upper_bound, title="DTE of adjusted estimator with simple confidence band") .. image:: _static/dte_simple.png :alt: DTE of adjusted estimator with simple confidence band @@ -105,8 +106,8 @@ Confidence bands can be computed in different ways. In the following code, we us .. code-block:: python - dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=np.sort(Y), variance_type="moment") - plot(np.sort(Y), dte, lower_bound, upper_bound, title="DTE of adjusted estimator with moment confidence band") + dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=locations, variance_type="moment") + plot(locations, dte, lower_bound, upper_bound, title="DTE of adjusted estimator with moment confidence band") .. image:: _static/dte_moment.png :alt: DTE of adjusted estimator with moment confidence band @@ -118,8 +119,8 @@ Also, an uniform confidence band is used when "uniform" is specified for the "va .. code-block:: python - dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=np.sort(Y), variance_type="uniform") - plot(np.sort(Y), dte, lower_bound, upper_bound, title="DTE of adjusted estimator with uniform confidence band") + dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=locations, variance_type="uniform") + plot(locations, dte, lower_bound, upper_bound, title="DTE of adjusted estimator with uniform confidence band") .. image:: _static/dte_uniform.png :alt: DTE of adjusted estimator with uniform confidence band @@ -131,7 +132,6 @@ To compute PTE, we can use "predict_pte" method. .. code-block:: python - locations = np.linspace(Y.min(), Y.max(), 20) pte, lower_bound, upper_bound = estimator.predict_pte(target_treatment_arm=1, control_treatment_arm=0, width=1, locations=locations, variance_type="simple") plot(locations, pte, lower_bound, upper_bound, chart_type="bar", title="PTE of adjusted estimator with simple confidence band") diff --git a/docs/source/index.rst b/docs/source/index.rst index ac4ab47..895aa45 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -3,20 +3,27 @@ You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. -dte_adj Documentation +dte_adj =================================== +This a Python package for building the regression adjusted distribution function estimator proposed in "Estimating Distributional Treatment Effects in Randomized Experiments: Machine Learning for Variance Reduction". + .. toctree:: - :maxdepth: 2 + :maxdepth: 1 :caption: Contents: installation get_started modules + contributing Indices and tables -================== +~~~~~~~~~~~~~~~~~~ * :ref:`genindex` * :ref:`modindex` -* :ref:`search` \ No newline at end of file +* :ref:`search` + +License +~~~~~~~ +MIT License \ No newline at end of file diff --git a/docs/source/installation.rst b/docs/source/installation.rst index 6971ba6..4afd3f5 100644 --- a/docs/source/installation.rst +++ b/docs/source/installation.rst @@ -3,13 +3,25 @@ Installation Guide This package can be installed either through PyPI or source code. +Requirement +~~~~~~~~~~~ + +You need to use Python version 3.6 or higher to use this package. + + Install from PyPI +~~~~~~~~~~~~~~~~~ + +For installing the package from PyPI, please use the following command. .. code-block:: bash pip install dte_adj Install from source code +~~~~~~~~~~~~~~~~~~~~~~~~ + +For installing the package from the source code, please use the following commands. .. code-block:: bash diff --git a/dte_adj/__init__.py b/dte_adj/__init__.py index d258588..c975d39 100644 --- a/dte_adj/__init__.py +++ b/dte_adj/__init__.py @@ -282,25 +282,32 @@ def _compute_qtes( outcomes: np.array, ) -> Tuple[np.ndarray, np.ndarray, np.ndarray]: """Compute expected QTEs.""" - treatment_cumulative, _ = self._compute_cumulative_distribution( - np.full(outcomes.shape, target_treatment_arm), - outcomes, - confoundings, - treatment_arms, - outcomes, - ) - control_cumulative, _ = self._compute_cumulative_distribution( - np.full(outcomes.shape, control_treatment_arm), - outcomes, - confoundings, - treatment_arms, - outcomes, - ) + locations = np.sort(outcomes) + + def find_quantile(quantile, arm): + low, high = 0, locations.shape[0] - 1 + result = -1 + while low <= high: + mid = (low + high) // 2 + val, _ = self._compute_cumulative_distribution( + np.full((1), arm), + np.full((1), locations[mid]), + confoundings, + treatment_arms, + outcomes, + ) + if val[0] <= quantile: + result = locations[mid] + low = mid + 1 + else: + high = mid - 1 + return result + result = np.zeros(quantiles.shape) for i, q in enumerate(quantiles): - treatment_idx = find_le(treatment_cumulative, q) - control_idx = find_le(control_cumulative, q) - result[i] = outcomes[treatment_idx] - outcomes[control_idx] + result[i] = find_quantile(q, target_treatment_arm) - find_quantile( + q, control_treatment_arm + ) return result @@ -415,15 +422,15 @@ def _compute_cumulative_distribution( d_confounding = {} d_outcome = {} n_obs = outcomes.shape[0] - n_loc = outcomes.shape[0] + n_loc = locations.shape[0] for arm in unique_treatment_arm: selected_confounding = confoundings[treatment_arms == arm] selected_outcome = outcomes[treatment_arms == arm] sorted_indices = np.argsort(selected_outcome) d_confounding[arm] = selected_confounding[sorted_indices] d_outcome[arm] = selected_outcome[sorted_indices] - cumulative_distribution = np.zeros(outcomes.shape) - for i, (outcome, arm) in enumerate(zip(outcomes, target_treatment_arms)): + cumulative_distribution = np.zeros(locations.shape) + for i, (outcome, arm) in enumerate(zip(locations, target_treatment_arms)): cumulative_distribution[i] = ( find_le(d_outcome[arm], outcome) + 1 ) / d_outcome[arm].shape[0] @@ -518,10 +525,10 @@ def _compute_cumulative_distribution( np.ndarray: Estimated cumulative distribution values. """ n_obs = outcomes.shape[0] - n_loc = outcomes.shape[0] - cumulative_distribution = np.zeros(outcomes.shape) + n_loc = locations.shape[0] + cumulative_distribution = np.zeros(locations.shape) superset_prediction = np.zeros((n_obs, n_loc)) - for i, (location, arm) in enumerate(zip(outcomes, target_treatment_arms)): + for i, (location, arm) in enumerate(zip(locations, target_treatment_arms)): confounding_in_arm = confoundings[treatment_arms == arm] outcome_in_arm = outcomes[treatment_arms == arm] subset_prediction = np.zeros(outcome_in_arm.shape[0]) diff --git a/example/example.ipynb b/example/example.ipynb index 0bda132..3fead08 100644 --- a/example/example.ipynb +++ b/example/example.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "5cef003c-f224-4336-9376-ff4ced6f279d", "metadata": {}, "outputs": [ @@ -32,135 +32,95 @@ "output_type": "stream", "text": [ "X (covariates):\n", - " [[5.68698944e-01 6.96898989e-01 7.12641060e-01 2.86405324e-01\n", - " 4.91725290e-01 3.22017680e-01 9.64114466e-01 3.14637210e-01\n", - " 8.78482938e-01 3.74676437e-01 4.29265372e-01 1.50173236e-01\n", - " 2.15443648e-01 6.32137571e-01 7.30677430e-01 7.84562217e-02\n", - " 5.93485883e-02 2.93425358e-01 7.06881128e-01 6.58104315e-01\n", - " 1.37079660e-01 9.39211261e-01 8.76798333e-01 4.35452139e-01\n", - " 9.36449458e-01 7.54972663e-01 2.44851598e-01 4.53229156e-01\n", - " 9.18199457e-01 3.12338395e-01 9.16959651e-02 2.00667129e-01\n", - " 2.30713063e-01 7.35848441e-01 7.74882006e-01 3.14813491e-01\n", - " 6.00205999e-02 9.14213539e-01 8.62271530e-01 1.94349671e-01\n", - " 3.70488532e-01 7.66458555e-01 4.26250945e-01 7.22325161e-01\n", - " 1.06251900e-01 3.39087067e-01 3.16882938e-01 6.68198991e-01\n", - " 7.76653407e-01 5.59136481e-01 2.97751722e-01 4.56893399e-01\n", - " 3.79116277e-01 5.61692822e-01 6.54801889e-01 8.18735229e-02\n", - " 1.51727296e-01 7.13997337e-02 8.99918679e-01 5.19838482e-01\n", - " 4.61029310e-01 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0.19501536 0.06316565 0.47217844 0.67719047 0.03854405 0.34632236\n", + " 0.75275225 0.16554521 0.33010261 0.240392 0.92218726 0.71058121\n", + " 0.37711315 0.49976637 0.4980908 0.03810926 0.25592463 0.17202884\n", + " 0.3025538 0.31162151 0.66994551 0.56862924 0.92514859 0.81696305\n", + " 0.67787729 0.05906166 0.23596921 0.96220093 0.29040927 0.95383929\n", + " 0.99241317 0.23824543 0.94277735 0.72014229 0.74521591 0.78480564\n", + " 0.53188403 0.76908504 0.26151197 0.11640442]\n", + " [0.1594633 0.50668293 0.89405904 0.14884105 0.00801355 0.37209226\n", + " 0.4112879 0.0217466 0.59730774 0.4478815 0.26735193 0.52109206\n", + " 0.36890063 0.92328505 0.05444207 0.64911739 0.03344788 0.01221676\n", + " 0.72292061 0.43595965 0.07228899 0.66228301 0.29527956 0.57482646\n", + " 0.26181956 0.53070675 0.45073706 0.0350606 0.64628542 0.61887675\n", + " 0.50742781 0.67228984 0.66319877 0.17983865 0.31858049 0.11054676\n", + " 0.20923508 0.34699773 0.98372964 0.94420913 0.88428188 0.902788\n", + " 0.23682296 0.71279314 0.89094206 0.18052722 0.76578017 0.56770446\n", + " 0.76086488 0.60060778 0.49135776 0.56429867 0.35371403 0.33093459\n", + " 0.35760684 0.91030677 0.36726315 0.48200413 0.83186753 0.70525646\n", + " 0.30068673 0.22681266 0.92243163 0.56943644 0.44259462 0.99620021\n", + " 0.09752251 0.64511498 0.17857845 0.40580426 0.51451907 0.36541447\n", + " 0.27338027 0.17797453 0.64243657 0.33207627 0.34439299 0.36586894\n", + " 0.19996193 0.38104762 0.80778824 0.79535416 0.30998872 0.07810439\n", + " 0.25284398 0.90612043 0.80177969 0.60395557 0.71372446 0.64540953\n", + " 0.45701613 0.10292699 0.83605821 0.34008482 0.70143702 0.35573856\n", + " 0.56677301 0.57487634 0.11159121 0.13222509]]\n", "D (treatment):\n", - " [0 1 0 0 1]\n", + " [1 0 0 1 0]\n", "Y (outcome):\n", - " [41.85859553 32.53667422 42.65185768 36.77092238 39.91410143]\n" + " [50.34586878 40.36033358 43.32124354 38.15647212 37.16193172]\n" ] } ], @@ -199,12 +159,12 @@ " quadratic_term = np.dot(X**2, gamma)\n", " \n", " # Outcome equation\n", - " Y = D + linear_term + quadratic_term + U\n", + " Y = 5 * D + linear_term + quadratic_term + U\n", " \n", " return X, D, Y\n", "\n", "\n", - "n = 100 # Sample size\n", + "n = 1000 # Sample size\n", "X, D, Y = generate_data(n)\n", "\n", "# Display the first few rows of the generated data\n", @@ -223,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "dd9f1dec-cd26-4039-945d-af5bce9e4d94", "metadata": {}, "outputs": [], @@ -233,17 +193,17 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "effa1519-94ff-4a9e-8e4a-a0f7c1cf1fe0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -254,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "a13503fc-a0e2-40e1-9efb-85b13d9864fb", "metadata": {}, "outputs": [ @@ -264,13 +224,13 @@ "" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -280,13 +240,14 @@ } ], "source": [ - "dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=np.sort(Y), variance_type=\"simple\")\n", - "plot(np.sort(Y), dte, lower_bound, upper_bound, title=\"DTE of simple estimator\")" + "locations = np.linspace(Y.min(), Y.max(), 20)\n", + "dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=locations, variance_type=\"simple\")\n", + "plot(locations, dte, lower_bound, upper_bound, title=\"DTE of simple estimator\")" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "78ade03b-7950-4cd5-9e50-d9f1a949ebac", "metadata": {}, "outputs": [ @@ -296,13 +257,13 @@ "" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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AAACA6fAyVABwMqvVKqvVWuN2AQEBCggIcEKPABCAAMDJUlJSlJiYWON28fHxSkhIuPYdAkAAAgBni46O1ogRI+zKioqKNGjQIEnSrl275OnpWa4doz+A8xCAAEDOvUzlqE5hYaHte0hIiLy8vGq8bQBXjwAEAOIyFWA2tXIX2Nq1axUUFCQPDw+FhYXp008/rbT+pk2b1K1bN3l4eKhXr156//337Za7uLg4/Dz99NO2OkFBQeWWL1u2zCn7B6Dhi46OVmZmpt1n165dtuW7du0qtzwzM1PR0dF12GsAV8vpI0BvvPGGYmNjlZycrLCwMK1atUqRkZHKyclRu3btytXfvXu3xo8fr6SkJP3mN79RamqqRo4cqaysLN10002SVG6YeuvWrZo6dapGjx5tV75kyRJNmzbN9nfLli2dsIcAGgMuUwHm4mIYhuHMDYSFhelXv/qV1qxZI0kqKytTYGCgZsyYoQULFpSrP3bsWBUWFuq9996zlQ0YMEAhISFKTk52uI2RI0fqp59+0vbt221lQUFBmj17tmbPnn1V/S4oKJCPj4/OnDkjb2/vq1oHgIatsLBQLVq0kCSdPXv2mgYgZ64bMLPq/n47dQSopKREmZmZiouLs5W5uroqIiJCGRkZDttkZGQoNjbWriwyMlKbN292WD8vL09btmzR+vXryy1btmyZli5dquuvv17333+/5syZo6ZNHe9ycXGxiouLbX8XFBRUtXsAUOd4xhBwdZwagE6dOqWLFy/K39/frtzf318HDx502CY3N9dh/dzcXIf1169fr5YtW2rUqFF25TNnzlTfvn3l5+en3bt3Ky4uTlarVStWrHC4nqSkpKuaAAkAdYnJ28DVafB3gb300kuaMGGCPDw87Mp/PorUu3dvubm5KTo6WklJSXJ3dy+3nri4OLs2BQUFCgwMdF7HAeAa4BlDwNVxagBq06aNmjRpory8PLvyvLw8WSwWh20sFku16//jH/9QTk6O3njjjSr7EhYWpgsXLujIkSPq2rVrueXu7u4OgxEA1GdM3gaujlNvg3dzc1NoaKjd5OSysjJt375d4eHhDtuEh4fb1Zek9PR0h/VffPFFhYaGqk+fPlX2JTs7W66urg7vPAMAAObi9EtgsbGxmjRpkvr166f+/ftr1apVKiws1JQpUyRJDzzwgDp06KCkpCRJ0qxZszR48GAtX75cw4cP18aNG7Vv3z6tW7fObr0FBQXatGmTli9fXm6bGRkZ2rNnj+644w61bNlSGRkZmjNnjiZOnKhWrVo5e5cBAEA95/QANHbsWJ08eVKLFy9Wbm6uQkJClJaWZpvofPToUbm6/ncgauDAgUpNTdWiRYu0cOFCdenSRZs3b7Y9A+iyjRs3yjAMjR8/vtw23d3dtXHjRiUkJKi4uFjBwcGaM2dOubvLAACAOTn9OUANFc8BAtBQnwPEM4ZgZtX9/a6VV2EAAADUJwQgAABgOgQgAABgOgQgAABgOgQgAABgOgQgAABgOgQgAABgOgQgAABgOgQgAABgOk5/FQYAoOGyWq2yWq01bufoLfVAfUIAAgBUKCUlRYmJiTVuFx8fr4SEhGvfIeAaIQABACoUHR2tESNG2JUVFRVp0KBBkqRdu3bJ09OzXDtGf1DfEYAAABVydCmrsLDQ9j0kJISXraJBYhI0AAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwnVoJQGvXrlVQUJA8PDwUFhamTz/9tNL6mzZtUrdu3eTh4aFevXrp/ffft1s+efJkubi42H2ioqLs6pw+fVoTJkyQt7e3fH19NXXqVJ09e/aa7xsAAGh4nB6A3njjDcXGxio+Pl5ZWVnq06ePIiMjdeLECYf1d+/erfHjx2vq1Kn67LPPNHLkSI0cOVJffvmlXb2oqChZrVbb5/XXX7dbPmHCBO3fv1/p6el677339Pe//13Tp0932n4CAICGw8UwDMOZGwgLC9OvfvUrrVmzRpJUVlamwMBAzZgxQwsWLChXf+zYsSosLNR7771nKxswYIBCQkKUnJws6dIIUH5+vjZv3uxwmwcOHFCPHj20d+9e9evXT5KUlpamu+66S99//73at29fZb8LCgrk4+OjM2fOyNvbu6a7DaARKCwsVIsWLSRJZ8+elZeXl+nXfS3Xf/kfsDUVEBCggICAq9omGr/q/n43dWYnSkpKlJmZqbi4OFuZq6urIiIilJGR4bBNRkaGYmNj7coiIyPLhZ2dO3eqXbt2atWqlYYMGaInnnhCrVu3tq3D19fXFn4kKSIiQq6urtqzZ4/uueeectstLi5WcXGx7e+CgoIa7y8AoPpSUlKUmJhY43bx8fFKSEi49h2CqTg1AJ06dUoXL16Uv7+/Xbm/v78OHjzosE1ubq7D+rm5uba/o6KiNGrUKAUHB+ubb77RwoULdeeddyojI0NNmjRRbm6u2rVrZ7eOpk2bys/Pz249P5eUlHRV/0cEAFyd6OhojRgxwq6sqKhIgwYNkiTt2rVLnp6e5dox+oNrwakByFnGjRtn+96rVy/17t1bN9xwg3bu3KmhQ4de1Trj4uLsRp4KCgoUGBj4i/sKAHDM0aWswsJC2/eQkJBrfvkOuMypk6DbtGmjJk2aKC8vz648Ly9PFovFYRuLxVKj+pLUqVMntWnTRl9//bVtHVdOsr5w4YJOnz5d4Xrc3d3l7e1t9wEAAI2TUwOQm5ubQkNDtX37dltZWVmZtm/frvDwcIdtwsPD7epLUnp6eoX1Jen777/Xv//9b9u/JMLDw5Wfn6/MzExbnR07dqisrExhYWG/ZJcAAEAj4PRLYLGxsZo0aZL69eun/v37a9WqVSosLNSUKVMkSQ888IA6dOigpKQkSdKsWbM0ePBgLV++XMOHD9fGjRu1b98+rVu3TtKlOw4SExM1evRoWSwWffPNN5o/f746d+6syMhISVL37t0VFRWladOmKTk5WaWlpYqJidG4ceOqdQcYAFxrQQu22P1dVnLe9r3742lydfOwW35k2fBa6RdgVk4PQGPHjtXJkye1ePFi5ebmKiQkRGlpabaJzkePHpWr638HogYOHKjU1FQtWrRICxcuVJcuXbR582bddNNNkqQmTZro888/1/r165Wfn6/27dtr2LBhWrp0qdzd3W3r2bBhg2JiYjR06FC5urpq9OjRWr16tbN3FwDqxM8DFuEKqFqtTIKOiYlRTEyMw2U7d+4sVzZmzBiNGTPGYX1PT0998MEHVW7Tz89PqampNeonAAAwB94FBgAATIcABAAATIcABAAATKdBPggRAFB7uIMNjREjQAAAwHQIQAAAwHQIQAAAwHSYAwSgwbBarbJarTVu5+ilmwDMjQAEoMFISUlRYmJijdvFx8crISGhynpM9gXMgwAEoMGIjo7WiBEj7MqKioo0aNAgSdKuXbvk6elZrh2jPwCuRAAC0GA4upRVWFho+x4SEiIvL6/a7haABohJ0AAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHSa1nUHAADmFbRgi93fZSXnbd+7P54mVzcPu+VHlg2vlX6h8WMECAAAmA4BCAAAmA4BCAAAmA4BCAAAmA4BCAAAmA4BCAAAmA4BCAAAmA4BCAAAmA4BCAAAmA4BCAAAmE6tBKC1a9cqKChIHh4eCgsL06efflpp/U2bNqlbt27y8PBQr1699P7779uWlZaW6rHHHlOvXr3k5eWl9u3b64EHHtAPP/xgt46goCC5uLjYfZYtW+aU/QMAAA2L0wPQG2+8odjYWMXHxysrK0t9+vRRZGSkTpw44bD+7t27NX78eE2dOlWfffaZRo4cqZEjR+rLL7+UJJ07d05ZWVl6/PHHlZWVpbfeeks5OTkaMWJEuXUtWbJEVqvV9pkxY4ZT9xUAADQMTg9AK1as0LRp0zRlyhT16NFDycnJat68uV566SWH9Z999llFRUVp3rx56t69u5YuXaq+fftqzZo1kiQfHx+lp6frvvvuU9euXTVgwACtWbNGmZmZOnr0qN26WrZsKYvFYvt4eXk5e3cBAEAD4NQAVFJSoszMTEVERPx3g66uioiIUEZGhsM2GRkZdvUlKTIyssL6knTmzBm5uLjI19fXrnzZsmVq3bq1br75Zj399NO6cOFChesoLi5WQUGB3QcAADROTZ258lOnTunixYvy9/e3K/f399fBgwcdtsnNzXVYPzc312H98+fP67HHHtP48ePl7e1tK585c6b69u0rPz8/7d69W3FxcbJarVqxYoXD9SQlJSkxMbEmuwcAABoopwYgZystLdV9990nwzD0xz/+0W5ZbGys7Xvv3r3l5uam6OhoJSUlyd3dvdy64uLi7NoUFBQoMDDQeZ0HAAB1xqkBqE2bNmrSpIny8vLsyvPy8mSxWBy2sVgs1ap/Ofx899132rFjh93ojyNhYWG6cOGCjhw5oq5du5Zb7u7u7jAYAYCZWa1WFed+bVdmlJbYvpfkfSuXZm52y7OyshQQEKCAgIBa6SNwNZwagNzc3BQaGqrt27dr5MiRkqSysjJt375dMTExDtuEh4dr+/btmj17tq0sPT1d4eHhtr8vh59Dhw7po48+UuvWravsS3Z2tlxdXdWuXbtftE8AYCYpKSnKXV/x9IC81PnlykLXS/Hx8UpISHBiz4BfxumXwGJjYzVp0iT169dP/fv316pVq1RYWKgpU6ZIkh544AF16NBBSUlJkqRZs2Zp8ODBWr58uYYPH66NGzdq3759WrdunaRL4efee+9VVlaW3nvvPV28eNE2P8jPz09ubm7KyMjQnj17dMcdd6hly5bKyMjQnDlzNHHiRLVq1crZuwwAjUZ0dLRSjtTsv5tbZt7K6A/qPacHoLFjx+rkyZNavHixcnNzFRISorS0NNtE56NHj8rV9b83ow0cOFCpqalatGiRFi5cqC5dumjz5s266aabJEnHjx/X3/72N0lSSEiI3bY++ugj3X777XJ3d9fGjRuVkJCg4uJiBQcHa86cOXZzfAAAVQsICJC7pXON2vTt29dJvQGunVqZBB0TE1PhJa+dO3eWKxszZozGjBnjsH5QUJAMw6h0e3379tUnn3xS434CAABz4F1gAADAdAhAAADAdBr0c4AAwOwuv+vw57eqc5s6UDUCEAA0YCkpKZU+xZ7b1AHHCEAA0IBFR0drxIgRGr76H9Vuw23qAAEIABq0y5ey3C3WarfhNnWASdAAAMCECEAAAMB0uAQGAE7GC0WB+ocABABOxgtFgfqHAAQATsYLRRuXy89eqilG9OoXAhAAOBkvFG1cqnr2UkUY0atfCEAAgDrRUOdGXX720s8VFRVp0KBBkqRdu3bJ09OzXDtGf+oXAhAAoE401LlRjgJYYWGh7XtISIi8vLxqu1uoIQIQAKBOMDcKdYkABACoE8yNQl0iAAEAUE9wh1ntIQABAFBPcIdZ7SEAAQAanYY6ksIdZrWHAAQAaHQa6kgKd5jVHgIQAKDRYSQFVSEAAQAaHUZSUBXXuu4AAABAbWMECECDErRgi93fZSXnbd+7P54mVzcPu+VHlg2vlX4B9V1DnRjuLAQgAABMoKFODHcWAhAAACbAxHB7BCAAAEyAieH2CEAAoEvzI4pzv7YrM0pLbN9L8r6VSzM3u+VZWVmNdn4EKsdctIaPAAQAujQ/Ind9xfMj8lLnlysLXd9450cAjR0BCAB0aX5EypFWNWqzZeatjP4ADRQBCAB0aX6Eu6Vzjdr07dvXSb0B4GwEIAAA6hHmF9UOngQNAABMhwAEAABMhwAEAABMhzlAAIBGibk05XFM/osABOCa4oWLABoCAhCAa4oXLgJoCAhAAK4pXrgIoCEgADUiXHpAfcALFwE0BLVyF9jatWsVFBQkDw8PhYWF6dNPP620/qZNm9StWzd5eHioV69eev/99+2WG4ahxYsXKyAgQJ6enoqIiNChQ4fs6pw+fVoTJkyQt7e3fH19NXXqVJ09e/aa71t9kpKSotDQ0Bp/UlJS6rrrAADUKqePAL3xxhuKjY1VcnKywsLCtGrVKkVGRionJ0ft2rUrV3/37t0aP368kpKS9Jvf/EapqakaOXKksrKydNNNN0mSnnrqKa1evVrr169XcHCwHn/8cUVGRupf//qXPDwuzWCfMGGCrFar0tPTVVpaqilTpmj69OlKTU119i7XGS49AABQPU4PQCtWrNC0adM0ZcoUSVJycrK2bNmil156SQsWLChX/9lnn1VUVJTmzZsnSVq6dKnS09O1Zs0aJScnyzAMrVq1SosWLdLdd98tSXrllVfk7++vzZs3a9y4cTpw4IDS0tK0d+9e9evXT5L03HPP6a677tIzzzyj9u3bO3u36wSXHgDA+axWq4pzv7YrM0pLbN9L8r6VSzM3u+VZWVlMN6hnnBqASkpKlJmZqbi4OFuZq6urIiIilJGR4bBNRkaGYmNj7coiIyO1efNmSdLhw4eVm5uriIgI23IfHx+FhYUpIyND48aNU0ZGhnx9fW3hR5IiIiLk6uqqPXv26J577im33eLiYhUXF9v+LigouKp9rkp2drb2799f43Y9e/ZUSEjIte8QAKBGUlJSlLu+4jsd81LnlysLXd+473RsiL9tTg1Ap06d0sWLF+Xv729X7u/vr4MHDzpsk5ub67B+bm6ubfnlssrqXHl5rWnTpvLz87PVuVJSUtJV3bpbU7Nnz9bHH39c43aDBw/Wzp07q6znrIdcWa1W9Y37S7XqXrZl5q01+hfPlX2vTE0fzlWTddd0/ay76nVfy4etXVm3sLBQLVZe+n5gadQvGuV05kPfnP1AuYba99pc97U6VxxNN6iO6vy30Gq16q377OsVFRVp0H/6/fpoS7mpDDUZXXLWMXH2b5szcBfYf8TFxdmNPBUUFCgwMPCab2fVqlVXnZLrUlX/4nGksf+LB4A5OfNSVlXP0bo8p/NKdf3f2ob42+bUANSmTRs1adJEeXl5duV5eXmyWCwO21gslkrrX/7fvLw8uxMwLy/PNoxmsVh04sQJu3VcuHBBp0+frnC77u7ucnd3r/7OXaWQkJAGeSkrOjpaKUda2ZUZpSW2oV7/+58qd8378ggQ6h9HcxiqwhwGwPmcPbp05aNSioqKbN+zs7MrvFGmqvU3xN82pwYgNzc3hYaGavv27Ro5cqQkqaysTNu3b1dMTIzDNuHh4dq+fbtmz55tK0tPT1d4eLgkKTg4WBaLRdu3b7cd7IKCAu3Zs0e/+93vbOvIz89XZmamQkNDJUk7duxQWVmZwsLCnLOzjVxAQIDcLZ3tyn5+WcPNv1O5yxp9+/atlb6h5hjRA+onRpdqj9MvgcXGxmrSpEnq16+f+vfvr1WrVqmwsNB2V9gDDzygDh06KCkpSZI0a9YsDR48WMuXL9fw4cO1ceNG7du3T+vWrZMkubi4aPbs2XriiSfUpUsX223w7du3t4Ws7t27KyoqStOmTVNycrJKS0sVExOjcePGNdo7wICaYEQPMB9nji41RE4PQGPHjtXJkye1ePFi5ebmKiQkRGlpabZJzEePHpWr63+fxzhw4EClpqZq0aJFWrhwobp06aLNmzfbngEkSfPnz1dhYaGmT5+u/Px8DRo0SGlpabZnAEnShg0bFBMTo6FDh8rV1VWjR4/W6tWrnb27QIPAiB5gPlzCtlcrk6BjYmIqvOTlaPb3mDFjNGbMmArX5+LioiVLlmjJkiUV1vHz82vUDz0EAFTMmfNd0DhwF1gj48xbhAGgoWC+C6pCAAIANDrMd0FVCEAAgEaHS1moSq28DR4AAKA+IQABAADT4RIY6oWaPpk4KytLEsPcAICrQwBCvVDTJxOHrr/0v9yxAQC4GgQg1As1fTLxlpm3SuKODQDA1SEAoV6o6ZOJeSoxAOCXYBI0AAAwHUaAGhEe/Q4AQPUQgBoRHv0OAED1EIAaER79DgBA9RCAGhEuZQEAUD1MggYAAKZDAAIAAKbDJTBU25Flw+3+LiwsVIuVl74fWBolLy+vOugVAAA1xwgQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwHQIQAAAwnaZ13QHgsiPLhtv9XVhYqBYrL30/sDRKXl5eddAr1CdWq1VWq9WurKioyPY9Oztbnp6e5doFBAQoICDA6f0D0HAQgFAt/PCgPkhJSVFiYmKFywcNGuSwPD4+XgkJCU7qFYCGiACEauGHB/VBdHS0RowYUeN2hHAAV3JaADp9+rRmzJihd999V66urho9erSeffZZtWjRosI258+f19y5c7Vx40YVFxcrMjJSzz//vPz9/SVJ/+///T8tW7ZMu3bt0qlTpxQUFKSHH35Ys2bNsq1j586duuOOO8qt22q1ymKxXPsdNQl+eFAfMKII4FpxWgCaMGGCrFar0tPTVVpaqilTpmj69OlKTU2tsM2cOXO0ZcsWbdq0ST4+PoqJidGoUaP0z3/+U5KUmZmpdu3a6bXXXlNgYKB2796t6dOnq0mTJoqJibFbV05Ojry9vW1/t2vXzjk7ahL88AAAGhOnBKADBw4oLS1Ne/fuVb9+/SRJzz33nO666y4988wzat++fbk2Z86c0YsvvqjU1FQNGTJEkvTnP/9Z3bt31yeffKIBAwbowQcftGvTqVMnZWRk6K233ioXgNq1aydfX19n7B4AAGjgnHIbfEZGhnx9fW3hR5IiIiLk6uqqPXv2OGyTmZmp0tJSRURE2Mq6deum66+/XhkZGRVu68yZM/Lz8ytXHhISooCAAP3617+2jSBVpri4WAUFBXYfAADQODklAOXm5pa75NS0aVP5+fkpNze3wjZubm7lRm38/f0rbLN792698cYbmj59uq0sICBAycnJevPNN/Xmm28qMDBQt99+u7Kysirtc1JSknx8fGyfwMDAauwpAABoiGoUgBYsWCAXF5dKPwcPHnRWX+18+eWXuvvuuxUfH69hw4bZyrt27aro6GiFhoZq4MCBeumllzRw4ECtXLmy0vXFxcXpzJkzts+xY8ecvQsAAKCO1GgO0Ny5czV58uRK63Tq1EkWi0UnTpywK79w4YJOnz5d4Z1YFotFJSUlys/PtxsFysvLK9fmX//6l4YOHarp06dr0aJFVfa7f//+2rVrV6V13N3d5e7uXuW6AABAw1ejANS2bVu1bdu2ynrh4eHKz89XZmamQkNDJUk7duxQWVmZwsLCHLYJDQ1Vs2bNtH37do0ePVrSpTu5jh49qvDwcFu9/fv3a8iQIZo0aZKefPLJavU7OzubO5gAAICNU+4C6969u6KiojRt2jQlJyertLRUMTExGjdunO0OsOPHj2vo0KF65ZVX1L9/f/n4+Gjq1KmKjY2Vn5+fvL29NWPGDIWHh2vAgAGSLl32GjJkiCIjIxUbG2ubG9SkSRNbMFu1apWCg4PVs2dPnT9/Xi+88IJ27Nihbdu2OWNXAQBAA+S05wBt2LBBMTExGjp0qO1BiKtXr7YtLy0tVU5Ojs6dO2crW7lypa3uzx+EeNlf//pXnTx5Uq+99ppee+01W3nHjh115MgRSVJJSYnmzp2r48ePq3nz5urdu7c+/PBDhw9HBOozq9Wq4tyva9QmKyuLZzYBQDU4LQD5+flV+tDDoKAgGYZhV+bh4aG1a9dq7dq1DtskJCRU+VqF+fPna/78+TXuL1DfpKSkKHd9xa8fcSR0Pa8fAYDq4F1gQD0VHR2tlCOt7MqM0hLlpV4K+P73PyWXZm52y7fMvJXRHwCoBgIQUE8FBATI3dLZrqys5Lztu5t/J7m6edgt79u3b630DQAaOqc8CBEAAKA+IwABAADTIQABAADTIQABAADTIQABAADT4S4wNHo8UNCxI8uG2/1dWFioFv95Z/CBpVHy8vKqg14BQO0gAKHR44GCAIArEYDQ6PFAwdrH6BKA+o4AhEaPBwoCAK7EJGgAAGA6BCAAAGA6BCAAAGA6BCAAAGA6TIJGvWC1WmW1Wu3KioqKbN+zs7Pl6elZrl1dP6uHZwwBQMNEAEK9kJKSosTEip/VM2jQIIfldf2sHp4xBAANEwEI9UJ0dLRGjBhR43Z1PYrCM4YAoGEiAKFeaKiXhHjGEAA0TEyCBgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApkMAAgAApuO0AHT69GlNmDBB3t7e8vX11dSpU3X27NlK25w/f16PPvqoWrdurRYtWmj06NHKy8uzq+Pi4lLus3HjRrs6O3fuVN++feXu7q7OnTvr5Zdfvta7BwAAGjCnBaAJEyZo//79Sk9P13vvvae///3vmj59eqVt5syZo3fffVebNm3Sxx9/rB9++EGjRo0qV+/Pf/6zrFar7TNy5EjbssOHD2v48OG64447lJ2drdmzZ+uhhx7SBx98cK13EQAANFBNnbHSAwcOKC0tTXv37lW/fv0kSc8995zuuusuPfPMM2rfvn25NmfOnNGLL76o1NRUDRkyRNKloNO9e3d98sknGjBggK2ur6+vLBaLw20nJycrODhYy5cvlyR1795du3bt0sqVKxUZGXmtdxUAADRAThkBysjIkK+vry38SFJERIRcXV21Z88eh20yMzNVWlqqiIgIW1m3bt10/fXXKyMjw67uo48+qjZt2qh///566aWXZBiG3bZ/vg5JioyMLLeOKxUXF6ugoMDuAwAAGienjADl5uaqXbt29htq2lR+fn7Kzc2tsI2bm5t8fX3tyv39/e3aLFmyREOGDFHz5s21bds2PfLIIzp79qxmzpxpW4+/v3+5dRQUFKioqEienp4Ot5+UlKTExMSa7ioAAGiAajQCtGDBAoeTkH/+OXjwoLP6Kkl6/PHHdcstt+jmm2/WY489pvnz5+vpp5/+xeuNi4vTmTNnbJ9jx45dg94CAID6qEYjQHPnztXkyZMrrdOpUydZLBadOHHCrvzChQs6ffp0hXN3LBaLSkpKlJ+fbzcKlJeXV2EbSQoLC9PSpUtVXFwsd3d3WSyWcneO5eXlydvbu8LRH0lyd3eXu7t7pfsGAAAahxoFoLZt26pt27ZV1gsPD1d+fr4yMzMVGhoqSdqxY4fKysoUFhbmsE1oaKiaNWum7du3a/To0ZKknJwcHT16VOHh4RVuKzs7W61atbKFl/DwcL3//vt2ddLT0ytdBwAAMBenzAHq3r27oqKiNG3aNCUnJ6u0tFQxMTEaN26c7Q6w48ePa+jQoXrllVfUv39/+fj4aOrUqYqNjZWfn5+8vb01Y8YMhYeH2+4Ae/fdd5WXl6cBAwbIw8ND6enp+sMf/qDf//73tm0//PDDWrNmjebPn68HH3xQO3bs0F/+8hdt2bLFGbsKAAAaIKcEIEnasGGDYmJiNHToULm6umr06NFavXq1bXlpaalycnJ07tw5W9nKlSttdYuLixUZGannn3/etrxZs2Zau3at5syZI8Mw1LlzZ61YsULTpk2z1QkODtaWLVs0Z84cPfvss7ruuuv0wgsvcAs8AACwcVoA8vPzU2pqaoXLg4KC7G5flyQPDw+tXbtWa9euddgmKipKUVFRVW779ttv12effVazDqNRO7JsuN3fhYWFarHy0vcDS6Pk5eVVB70CANQV3gUGAABMhwAEAABMhwAEAABMhwAEAABMhwAEAABMhwAEAABMhwAEAABMhwAEAABMhwAEAABMx2lPggbwy/EEawBwDkaAAACA6RCAAACA6RCAAACA6RCAAACA6RCAAACA6RCAAACA6RCAAACA6fAcIMCErFarrFarXVlRUZHte3Z2tjw9Pcu1CwgIUEBAgNP7BwDORgACfqGG+LDClJQUJSYmVrh80KBBDsvj4+OVkJDgpF4BQO0hAAEmFB0drREjRtS4HaM/ABoLAhBgQlzKAmB2TIIGAACmQwACAACmQwACAACmQwACAACmQwACAACmQwACAACmQwACAACmQwACAACmQwACAACmQwACAACmQwACAACmw7vAAFxTVqtVVqvVrqyoqMj2PTs7W56enuXa8X4yALWJAATgmkpJSVFiYmKFywcNGuSwPD4+XgkJCU7qFQDYIwABuKaio6M1YsSIGrdj9AdAbSIAAbimuJQFoCFgEjQAADAdAhAAADAdAhAAADAdpwWg06dPa8KECfL29pavr6+mTp2qs2fPVtrm/PnzevTRR9W6dWu1aNFCo0ePVl5enm35yy+/LBcXF4efEydOSJJ27tzpcHlubq6zdhX1nNVqVVZWlt0nOzvbtjw7O7vc8qysrHK3cgMAGg+nTYKeMGGCrFar0tPTVVpaqilTpmj69OlKTU2tsM2cOXO0ZcsWbdq0ST4+PoqJidGoUaP0z3/+U5I0duxYRUVF2bWZPHmyzp8/r3bt2tmV5+TkyNvb2/b3lcthHtyWDQC4kothGMa1XumBAwfUo0cP7d27V/369ZMkpaWl6a677tL333+v9u3bl2tz5swZtW3bVqmpqbr33nslSQcPHlT37t2VkZGhAQMGlGtz8uRJdejQQS+++KL+53/+R9KlEaA77rhDP/74o3x9fa96HwoKCuTj46MzZ87YBSk0PI4ezFcdV3s3U2FhoVq0aCFJOnv2rLy8vGq8jrpYNwA0BtX9/XbKCFBGRoZ8fX1t4UeSIiIi5Orqqj179uiee+4p1yYzM1OlpaWKiIiwlXXr1k3XX399hQHolVdeUfPmzW2B6edCQkJUXFysm266SQkJCbrlllsq7XNxcbGKi4ttfxcUFFRrX1H/cVs2AOBKTpkDlJubW+6SU9OmTeXn51fhXJzc3Fy5ubmVG7Xx9/evsM2LL76o+++/3+6x+gEBAUpOTtabb76pN998U4GBgbr99tuVlZVVaZ+TkpLk4+Nj+wQGBlZjTwEAQENUowC0YMGCCichX/4cPHjQWX21k5GRoQMHDmjq1Kl25V27dlV0dLRCQ0M1cOBAvfTSSxo4cKBWrlxZ6fri4uJ05swZ2+fYsWPO7D4AAKhDNboENnfuXE2ePLnSOp06dZLFYrHdlXXZhQsXdPr0aVksFoftLBaLSkpKlJ+fbzcKlJeX57DNCy+8oJCQEIWGhlbZ7/79+2vXrl2V1nF3d5e7u3uV6wIAAA1fjQJQ27Zt1bZt2yrrhYeHKz8/X5mZmbaAsmPHDpWVlSksLMxhm9DQUDVr1kzbt2/X6NGjJV26k+vo0aMKDw+3q3v27Fn95S9/UVJSUrX6nZ2dzRwQAABg45RJ0N27d1dUVJSmTZum5ORklZaWKiYmRuPGjbPdAXb8+HENHTpUr7zyivr37y8fHx9NnTpVsbGx8vPzk7e3t2bMmKHw8PByE6DfeOMNXbhwQRMnTiy37VWrVik4OFg9e/bU+fPn9cILL2jHjh3atm2bM3YVAAA0QE57DtCGDRsUExOjoUOHytXVVaNHj9bq1atty0tLS5WTk6Nz587ZylauXGmrW1xcrMjISD3//PPl1v3iiy9q1KhRDm9zLykp0dy5c3X8+HE1b95cvXv31ocffqg77rjDKfsJAAAaHqc8B6gx4DlAuFo8BwgA6k51f795FxgAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADAdAhAAADCdpnXdAQCOWa1WWa1Wu7KioiLb9+zsbHl6epZrFxAQoICAAKf3DwAaMgIQ8As4M6SkpKQoMTGxwuWDBg1yWB4fH6+EhIRK1w0AZudiGIZR152ojwoKCuTj46MzZ87I29u7rruDeiohIaHSkFKR6oQUR+GqOhgBAmBm1f39JgBVgACE6iCkAED9Ut3fby6BAb8AQQYAGibuAgMAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKZDAAIAAKbD2+ArYBiGJKmgoKCOewIAAKrr8u/25d/xihCAKvDTTz9JkgIDA+u4JwAAoKZ++ukn+fj4VLjcxagqIplUWVmZfvjhB7Vs2VIuLi5O205BQYECAwN17NgxeXt7O207DR3HqXo4TtXDcaoax6h6OE7VU5vHyTAM/fTTT2rfvr1cXSue6cMIUAVcXV113XXX1dr2vL29+T9PNXCcqofjVD0cp6pxjKqH41Q9tXWcKhv5uYxJ0AAAwHQIQAAAwHQIQHXM3d1d8fHxcnd3r+uu1Gscp+rhOFUPx6lqHKPq4ThVT308TkyCBgAApsMIEAAAMB0CEAAAMB0CEAAAMB0CEAAAMB0CEAAAMB0CUC354x//qN69e9ueghkeHq6tW7falp8/f16PPvqoWrdurRYtWmj06NHKy8urwx7XjaqO0+233y4XFxe7z8MPP1yHPa57y5Ytk4uLi2bPnm0r43wqz9Fx4nySEhISyh2Dbt262ZZzLlV9jDiP/uv48eOaOHGiWrduLU9PT/Xq1Uv79u2zLTcMQ4sXL1ZAQIA8PT0VERGhQ4cO1UlfCUC15LrrrtOyZcuUmZmpffv2aciQIbr77ru1f/9+SdKcOXP07rvvatOmTfr444/1ww8/aNSoUXXc69pX1XGSpGnTpslqtdo+Tz31VB32uG7t3btXKSkp6t27t10555O9io6TxPkkST179rQ7Brt27bIt41y6pLJjJHEeSdKPP/6oW265Rc2aNdPWrVv1r3/9S8uXL1erVq1sdZ566imtXr1aycnJ2rNnj7y8vBQZGanz58/XfocN1JlWrVoZL7zwgpGfn280a9bM2LRpk23ZgQMHDElGRkZGHfawfrh8nAzDMAYPHmzMmjWrbjtUT/z0009Gly5djPT0dLvjwvlkr6LjZBicT4ZhGPHx8UafPn0cLuNcuqSyY2QYnEeXPfbYY8agQYMqXF5WVmZYLBbj6aeftpXl5+cb7u7uxuuvv14bXbTDCFAduHjxojZu3KjCwkKFh4crMzNTpaWlioiIsNXp1q2brr/+emVkZNRhT+vWlcfpsg0bNqhNmza66aabFBcXp3PnztVhL+vOo48+quHDh9udN5I4n65Q0XG6jPNJOnTokNq3b69OnTppwoQJOnr0qCTOpZ+r6Bhdxnkk/e1vf1O/fv00ZswYtWvXTjfffLP+9Kc/2ZYfPnxYubm5dueTj4+PwsLC6uR84m3wteiLL75QeHi4zp8/rxYtWujtt99Wjx49lJ2dLTc3N/n6+trV9/f3V25ubt10tg5VdJwk6f7771fHjh3Vvn17ff7553rssceUk5Ojt956q457Xbs2btyorKws7d27t9yy3Nxczqf/qOw4SZxPkhQWFqaXX35ZXbt2ldVqVWJiom699VZ9+eWXnEv/UdkxatmyJefRf3z77bf64x//qNjYWC1cuFB79+7VzJkz5ebmpkmTJtnOGX9/f7t2dXU+EYBqUdeuXZWdna0zZ87or3/9qyZNmqSPP/64rrtV71R0nHr06KHp06fb6vXq1UsBAQEaOnSovvnmG91www112Ovac+zYMc2aNUvp6eny8PCo6+7UW9U5TpxP0p133mn73rt3b4WFhaljx476y1/+Ik9PzzrsWf1R2TGaOnUq59F/lJWVqV+/fvrDH/4gSbr55pv15ZdfKjk5WZMmTarj3pXHJbBa5Obmps6dOys0NFRJSUnq06ePnn32WVksFpWUlCg/P9+ufl5eniwWS910tg5VdJwcCQsLkyR9/fXXtdnFOpWZmakTJ06ob9++atq0qZo2baqPP/5Yq1evVtOmTeXv78/5pKqP08WLF8u1MeP5dCVfX1/deOON+vrrr/lvUwV+fowcMet5FBAQYButv6x79+62y4WXz5kr7yKsq/OJAFSHysrKVFxcrNDQUDVr1kzbt2+3LcvJydHRo0ft5r6Y1eXj5Eh2drakS//HM4uhQ4fqiy++UHZ2tu3Tr18/TZgwwfad86nq49SkSZNybcx4Pl3p7Nmz+uabbxQQEMB/myrw82PkiFnPo1tuuUU5OTl2ZV999ZU6duwoSQoODpbFYrE7nwoKCrRnz566OZ9qfdq1SS1YsMD4+OOPjcOHDxuff/65sWDBAsPFxcXYtm2bYRiG8fDDDxvXX3+9sWPHDmPfvn1GeHi4ER4eXse9rn2VHaevv/7aWLJkibFv3z7j8OHDxjvvvGN06tTJuO222+q623XuyrtQOJ8c+/lx4ny6ZO7cucbOnTuNw4cPG//85z+NiIgIo02bNsaJEycMw+BcMozKjxHn0X99+umnRtOmTY0nn3zSOHTokLFhwwajefPmxmuvvWars2zZMsPX19d45513jM8//9y4++67jeDgYKOoqKjW+0sAqiUPPvig0bFjR8PNzc1o27atMXToUFv4MQzDKCoqMh555BGjVatWRvPmzY177rnHsFqtddjjulHZcTp69Khx2223GX5+foa7u7vRuXNnY968ecaZM2fquNd178oAxPnk2M+PE+fTJWPHjjUCAgIMNzc3o0OHDsbYsWONr7/+2racc6nyY8R5ZO/dd981brrpJsPd3d3o1q2bsW7dOrvlZWVlxuOPP274+/sb7u7uxtChQ42cnJw66auLYRhG7Y87AQAA1B3mAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANMhAAEAANP5/wCx1t26iyZBAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -312,14 +273,13 @@ } ], "source": [ - "locations = np.linspace(Y.min(), Y.max(), 20)\n", "pte, lower_bound, upper_bound = estimator.predict_pte(target_treatment_arm=1, control_treatment_arm=0, width=1, locations=locations)\n", "plot(locations, pte, lower_bound, upper_bound, chart_type=\"bar\", title=\"PTE of simple estimator\")" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "a9ea8cee-206a-4f70-8fc9-fc34d7a44bc8", "metadata": {}, "outputs": [ @@ -329,13 +289,13 @@ "" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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KNDQ04KabbpK7JCKikseWFyIqGGx5IaKx4GwjIiIiKipseSEiIqKiwpYXIiIiKioML0RERFRUSm62USqVwtatW2E2m/O6TDcRERGNnxACfr8f9fX1UCpHb1spufCydevWbXZiJSIiouLQ1dWFhoaGUW9TcuElvbFYV1cXLBaLzNUQERHRWPh8PjQ2No7YIHRHSi68pLuKLBYLwwsREVGRGcuQDw7YJSIioqLC8EJERERFheGFiIiIigrDCxERERUVhhciIiIqKgwvREREVFQYXoiIiKioMLwQERFRUWF4ISIioqLC8EJERERFheGFiIiIigrDCxERERUVhhciIiIqKgwvREREOeTxeDA4OIhEIiF3KSVLLXcBREREpSKVSmHLli3weDwwm82oqqpCeXk59Hq93KWVFIYXIiKiHPH7/QgEArDZbIhGo9i8eTN6enpQWVmJiooKGI1GKBQKucssegwvREREOeJ2uyGEgEajgUajgdFoRCQSQXd3N/r7+2G321FZWQmLxQKlkiM3xovhhYiIKAdisRhcLteILiKFQgGDwQCDwYBoNIqBgQEMDg7CYrGguroaNpsNajU/irPFZ4yIiCgHfD4fIpEI7Hb7dn+u0+mg0+mQSCTg9/vh8XhgMplQXV0Nu90OnU6X54qLF8MLERHRBAkh4HQ6oVKpdtodpFarYbPZkEqlEAwGsWnTJhgMhhHjYmh0DC9EREQTFAqF4PP5UFZWNub7KJVKmM1mmEwmhMNhdHV1oa+vD+Xl5ZlxMRzcu30ML0RERBPk8XgQi8VgsViyvq9CoUBZWRnKysoQjUbR39+PgYEB2Gw2VFVVwWazQaVSSVB18WJ4ISIimoBkMgmn05mTMSvpcTHxeBxerxculwsmkwk1NTWw2+3QarU5qLj4MbwQERFNgN/vRzAYhNVqzdljajQa2Gw2JJNJhEIhbNy4EWVlZZlF77LpnipFDC9EREQT4HK5AECSrh2VSpUZFxMKhdDR0YHe3t7MuBiz2Twpx8UwvBAREY1TNBqF2+2GwWCQ9DgKhQJGozGz6F1fX9+IcTFWq3VSjYtheCEiIhonr9eLSCSCioqKvB1Tr9dDr9cjHo/D7XbD5XLBbDZnFr2bDONiGF6IiIjGIb22i0ajkaXrRqPRwG63I5lMIhgMYuPGjTAYDKiurkZ5ebnkrUFyYnghIiIah2AwCL/fL/vgWZVKBYvFglQqhXA4jPb29hHjYkwmU8mNi2F4ISIiGgePx4N4PA6NRiN3KQCGFr0zGo2Z9WJ6enowMDAAq9WK6upqWK3WktkMkuGFiIgoS4lEAk6nc8QmjIVCoVBkxsXEYrHMuJjhm0EWSuAaL4YXIiKiLPl8PoRCIdhsNrlLGZVWq4VWq0UymUQgEMCXX34Jk8mUWS+mEMPXWDC8EBERZcntdkOhUBRNN4xKpYLVakUqlUIoFMLmzZvR09MzYjPIYhoXw/BCRESUhUgkAo/HU5SzeZRKJUwmU2a9mO7ubvT19cFut6OqqgoWi6UoAhnDCxERURbkWNsl1xQKBQwGAwwGA2KxGJxOJwYHBzODe202G9Tqwo0IhVsZERFRgRFCYHBwULa1XaSQHheTSCQQCATg8XhgMpkyXUq52HAy1xheiIiIxsjv9yMQCMBkMsldSs6p1erMuJhgMJgZF1NVVYWKigqUlZUVTGBjeCEiIhojj8eDZDJZ0F0qE6VUKjObQYbDYWzZsmXEuBiz2Sz7uJjSffaJiIhyKB6PF+zaLlJQKBQoKyvLLHo3MDCQGRdTU1OD8vJy2WpjeCEiIhoDn8+HcDgMu90udyl5p9PpoNPpkEgk4Ha7EY/HZQ0vhT8fioiIqAC4XC4olUrZu0zkpFarodfrIYSQtY7J+xsgIiIao3A4DK/XK/smjDRE0vDy97//HUcddRTq6+uhUCjw7LPPjnr7N998EwqFYptLb2+vlGUSERGNyuv1IhqNQqvVyl0KQeLwEgwGsffee2P58uVZ3W/Dhg3o6enJXKqrqyWqkIiIaHSpVAqDg4PQarUFM1V4spN0wO4RRxyBI444Iuv7pVf3IyIiklt6bRez2Sx3KfRfBTnmZebMmairq8Phhx+Of/zjH6PeNhqNwufzjbgQERHlisfjQSqVKum1XYpNQYWXuro6rFy5Ek8//TSefvppNDY2Yt68efjoo492eJ9ly5bBarVmLo2NjXmsmIiISlksFoPL5SrKTRhLmULkab6TQqHAn/70JxxzzDFZ3W/u3LloamrCww8/vN2fR6NRRKPRzP99Ph8aGxvh9XphsVgmUjIREU1yg4OD+PLLL2G32yf1FOnhgsEgVCoV9t5775w+rs/ng9VqHdPnd8G3ge233354++23d/jz9MI5REREuSSEgNPpnPRruxSigv9trFu3DnV1dXKXQUREk0woFILP54PRaJS7FPoGSVteAoEANm7cmPn/5s2bsW7dOpSXl6OpqQlXXnkluru78dBDDwEA7rzzTrS2tmKPPfZAJBLBvffeizfeeAOvvPKKlGUSERFtw+v1IhaLcQhCAZI0vHzwwQc49NBDM/9fsmQJAOC0007D2rVr0dPTg87OzszPY7EYLrnkEnR3d6OsrAx77bUXXnvttRGPQUREJLVkMonBwUEOSyhQeRuwmy/ZDPghIiLaHo/Hgy+++AJWqxUqlUrucgpKIQzYLfgxL0RERPnmdrshhGBwKVAML0RERMNEo1G43W5uwljAGF6IiIiG8fl8iEQi0Ov1cpdCO8DwQkRE9F/ptV1UKhU3YSxgDC9ERET/FQwGubZLEWB4ISIi+i+Px4N4PA6NRiN3KTQKhhciIiIMre3idDo51qUIMLwQERFhaKBuKBTiDtJFgOGFiIgIgMvlAgCu7VIEGF6IiGjSi0Qi8Hg8XNulSDC8EBHRpOfz+RCNRrmXUZFgeCEioklNCIHBwUGo1Wqu7VIkGF6IiGhSCwQC8Pv97DIqIgwvREQ0qXk8HiSTSa7tUkQYXoiIaNJKJBJc26UIMbwQEdGk5fP5EA6HubZLkWF4ISKiScvpdEKhUECp5MdhMeFvi4iIJqVwOAyv18uBukWI4YWIiCYlr9eLaDQKrVYrdymUJYYXIiKadFKpFJxOJ7RaLdd2KUIML0RENOlwbZfixvBCRESTjsfjQSqVglqtlrsUGgeGFyIimlTi8TicTienRxcxhhciIppUvF4vwuEwF6YrYgwvREQ0aQgh4HQ6oVQqubZLEeNvjoiIJo1wOAyfz8eBukWO4YWIiCYNj8eDWCwGnU4ndyk0AQwvREQ0KSSTSTidTgaXEsDwQkREk0IgEEAwGGSXUQlgeCEioknB5XIhlUpBpVLJXQpNEMMLERGVvFgsBrfbzVaXEsHwQkREJY9ru5QWhhciIipp6bVd1Go1N2EsEQwvRERU0kKhEDdhLDEML0REVNI8Hg/i8Ti0Wq3cpVCOcDtNIiIqWfle2yUQUODNN02IxUq3eyoa1cFqFdh7b/lqYHghIqKS5fP5EAwGYbVa83K866+vwZ//nJ9jyamlJYKLL5bv+AwvRERUstxuNwDkZW2Xzk4Nnn/eAgA46KAgVCoh+THlkEgkUVubACDfzC2GFyIiKknRaBRutxsGgyEvx1uzphyplAKHHBLA6tXdeTmmHILB4H/DYIVsNXDALhERlSSv14tIJJKXtV16e9V49tmh7qJFi1ySH2+yY3ghIqKSI4TA4OAgNBpNXtZ2uf9+O+JxBfbdN4RZs8KSH2+yY3ghIqKSEwgE8ra2i8ulwhNP2AAA557rlPx4xPBCREQlyOv1IplMQqPRSH6sBx+0IxJRYs89wzjwwJDkxyOJw8vf//53HHXUUaivr4dCocCzzz670/u8+eab+Na3vgWdToepU6di7dq1UpZIREQlJpFI5G1tF59PiUcesQEAzj3XBe4+kB+ShpdgMIi9994by5cvH9PtN2/ejO9///s49NBDsW7dOlx00UU466yz8PLLL0tZJhERlZD02i756DJ69FEbAgEVpk2L4rDDApIfj4ZIOlX6iCOOwBFHHDHm269cuRKtra24/fbbAQC777473n77bdxxxx1YsGCBVGUSEVEJcblcUCqVUCqlHRkRCimwdq0dAHDOOU5IfDgapqCe6nfffRfz588fcd2CBQvw7rvv7vA+0WgUPp9vxIWIiCancDgMj8eTl7VdnnjCBo9HjaamGI44wi/58eh/Ciq89Pb2oqamZsR1NTU18Pl8CIe3P/Vs2bJlsFqtmUtjY2M+SiUiogLk8/kQjUYlH+8Siylw//1DrS5nn+2Cmku+5lVBhZfxuPLKK+H1ejOXrq4uuUsiIiIZpFIpDA4OQqvVSr62yzPPWNDfr0FNTRxHH80W/3wrqKxYW1uLvr6+Edf19fXBYrHssAlQp9PlbbdQIiIqXOm1Xcxms6THSSSAe+8tBwCceaYLWm1p7mFUyAqq5WX27Nl4/fXXR1z36quvYvbs2TJVRERExcLj8SCVSkEtcR/OCy9YsGWLFuXlCRx3nFfSY9H2SRpeAoEA1q1bh3Xr1gEYmgq9bt06dHZ2Ahjq8jn11FMztz/33HPx9ddf47LLLsP69euxYsUKPPHEE7hYzn23iYio4MXjcTidTsn3MUqlgNWrh1pdTjvNDYOBrS5ykDS8fPDBB9hnn32wzz77AACWLFmCffbZB1dffTUAoKenJxNkAKC1tRUvvPACXn31Vey99964/fbbce+993KaNBERjSo9sUPqWUavvWbCpk06mM1JnHSSR9Jj0Y5J2rY2b948CLHjVLq91XPnzZuHjz/+WMKqiIiolAgh4HQ6JV/bRQhg5coKAMDJJ7thNqckOxaNrqDGvBAREWUrHA7D6/VKvqLu22+X4fPP9TAYUjj1VI+kx6LRMbwQEVFR8/l8iMViks88Tbe6nHCCB3Z7UtJj0egYXoiIqGil13aROri8/74BH35YBo0mhdNPd0l6LNo5hhciIipafr8fgUBA8oG66VaXY4/1oaaGrS5yY3ghIqKi5Xa7IYSQdG2XTz7R4x//MEKlEjjrLLa6FAKGFyIiKkqxWAwul0vytV1WrRpa1+UHP/ChoSEu6bFobBheiIioKPl8PkQiEUnDy5dfavHaa2YoFALnnMNWl0LB8EJEREUnvbaLSqWSdG2XNWuGxrocfngAU6bEJDsOZYfhhYiIik4oFILP55N0bZfOTg1eeGFok8dzz3VKdhzKHsMLEREVHY/Hg1gsBq1WK9kx1qwpRyqlwCGHBDB9elSy41D2GF6IiKioJJNJOJ1OSdd26e1V49lnrQCAc8/lWJdCw/BCRERFxe/3IxgMStpldP/9dsTjCnz72yF861thyY5D48PwQkRERcXtdgMAVCqVJI/vdKrwxBM2ABzrUqgYXoiIqGhEo1G4XC5JV9R98EE7IhElZswIY86ckGTHofFjeCEioqLh9XolXdvF51Pi0UdtAIBFi1xQKCQ5DE0QwwsRERUFIQRcLhc0Gg0UEqWKRx6xIRBQYdq0KA47LCDJMWjiGF6IqKgEg0GEwxxAORkFg0FJ13YJBhV48EE7AOCcc5yQcO07miDpdrIiIsqxYDCIr776CslkElVVVaisrJR0xgkVFo/Hg3g8Do1GI8njP/mkDR6PGk1NMRxxhF+SY1BuMLwQUVFIJBLo7OxEOByGwWBAV1cXBgYGUFlZiaqqKoaYEpdIJOB0OiUb6xKLKXD//UOtLmef7YKEm1RTDvDXQ0QFTwiBrq4uuFwu2O12qFQqGAwGhMNhbNmyBQMDA6iqqmKIKWF+vx+hUAg2m02Sx3/mGQv6+zWorY3j6KO9khyDcofhhYgK3sDAAHp7e2GxWEas7WEwGGAwGBCJREaEmMrKShiNRhkrplxzuVxQKBSSbMKYSAD33lsOADjjDBck3HGAcoThhYgKmt/vR1dXF7Ra7Q73sdHr9dDr9YhEIuju7h7RncQQU/wikQg8Ho9ka7u88IIFW7ZoUV6ewHHHsdWlGDC8EFHBisVi6OjoQDweh91u3+nth4eYrVu3YnBwEBUVFaiurmaIKWLptV0qKipy/tipFLB69VCry8KFbhgMIufHoNxjeKFJQwgBn88HIYRk/eaUO6lUCp2dnfB6vSgvL8/qvsNDTE9PDwYHB1FZWckQU4SEEBgcHIRWq5VkbZdXXzVh0yYdzOYkTjrJk/PHJ2kwvFDJS4eWvr6+zAJXU6dOhdVqlbs0GkVvby/6+/thtVrHPc5hRyGmqqoKJpMpxxWTFAKBAAKBgCS/LyGAVauGWnNOPtkNkymV82OQNBheqGQJIeD3+9Hf3w+n04lUKgWz2YxgMIj29nZMmzaNM1MKlNvtRnd3N8rKynKypkc6xESj0UyISXcnMcQUNrfbjWQyCbUEc5ffesuIzz/Xw2BI4dRTPTl/fJIOwwuVHCEEAoFAJrQkk0mYTKbMYE+r1QqXy4XNmzdj2rRpOxwESvIIh8Po6upCKpXK+QBNnU4HnU6HaDSK3t5eOJ1OhpgCFo/HJVvbRQhg5cqh7sgTTvDAbk/m/BgkHYYXKimBQAB9fX3bDS1pCoUCdrsdLpcL7e3tmDJlyojptySfZDKJzs5O+P1+SQZnpu0oxKS7k6TaN4ey4/P5EA6HxzRYO1sffGDARx+VQaNJ4fTTXTl/fJIWwwuVhOEtLfF4HCaTCTqdboe3VyqVsNlsGBgYgE6nQ1NTEz+wZCaEQHd3NwYHB2G32/Py+9heiCkvL8+0xPBvQl4ulwtKpVKStV1WrhwKx8ce60NNDVtdig3DCxW1YDCI/v5+DA4OZkKLxWIZ033VajUsFgu6u7uh0WhQX18vcbU0GqfTiZ6eHpjN5ry3hA0PMf39/XC5XAwxMguHw/B6vZKMS/vkEz3+8Q8jVCqBs85iq0sxYnihohQKhdDf34+BgYGsQ8twWq0WZWVl6Orqgk6nk7SrgnYsGAyis7MTKpVq1BYzqX0zxAzvTjKbzQwxeeT1ehGNRiUZi7Rq1dBYlx/8wIeGhnjOH5+kx/BCRSUUCmFgYAADAwOIxWIwGo3jCi3DGQwGJBIJtLe3Q6PRTPjxKDvxeBwdHR2IRqOSjG0Yj3SIicVimRCTbolhiJFeKpWSbG2XL7/U4rXXzFAoBBYtYqtLsWJ4oaIQDoczoSUSicBkMsFsNufs8c1mM9xud2YKtVTLkNNIQghs2bIFbrcb5eXlBRcKtFotysvLMyFmeHcSQ4x0/H4/AoFATl/jaatXD7Wufve7AbS1xXL++JQfDC9U0CKRCAYGBtDf349IJAKj0YjKykpJjmWz2TIzkKZOnZqT9UVodP39/ejp6YHFYpFkUGauaLVaVFRUIBaLYWBgYMQUa4aY3PN4PEilUjlf26WjQ4MXXxwKRIsWOXP62JNJMpmUfYYmwwsVpEgkgsHBQfT19WVCS0VFhaQfEgqFIhNgOjo60NraKvsLtJT5fD50dXVBr9cXzVo7w1ti0iEm3RJjsVgYYnIgFovB5XJJ0vp5773lSKUUOOSQAKZPj+b88UuZEALhcBihUAharVb27nWGFyoo0Wg0E1rC4TDKysokDy3DqVQq2Gw29PX1QavVorGxkR9IEohGo+jo6EAymZSka0Bqw0PM4ODgiO4khpiJkWptl54eNZ59dmhLkHPP5ViXsUqlUggGg4hGozAYDGhsbERFRYXse4QxvFBBSH+T7e/vRygUgsFgyGtoGU6tVsNsNmemUNfV1eW9hlKWSqXQ1dUFn8+X9YaLhSYdYuLxeCbE2O121NTUMMSMgxACTqcTKpUq592IDzxgRzyuwLe/HcK3vhXO6WOXokQigWAwiEQiAZPJhIaGBtjtdllnAw7H8EKySn9z7evrkz20DKfT6ZBIJLBlyxbodLqi/5AtJD09Pejv74fNZivocS7Z0Gg0mRDjdDozLTEMMdkJhULw+Xw5X9vF6VThiSdsAIBzz+VYl9HEYjEEAgEoFApYLBZUV1fDZrNJsrfURBRWNTRppL+p9vX1IRgMQq/XF0RoGc5oNMLn86GjowNarZZ73+TA8A0XC+3NMBeGhxiXyzWiO8lqtRbU33ch8nq9iMViOR9P8eCDdkQiSsyYEcacOaGcPnYpEEIgEokgFApBo9GgqqoKlZWVBT2QvvTePaigpb+Z9vX1IRAIFGRoGW74FOqpU6dKskHcZBEOh9HZ2QkAJT8VXaPRwG63jwgx6e4khpjtSyaTGBwczHm3hM+nxKOP2gAMjXXhU/8/qVQKoVAIkUgEer0eDocjM56l0P9GGV4oLxKJRCa0+P1+6PV6lJeXF2yqT0vPQHK73ejo6MCUKVNKssVAaolEAp2dnQgGg5OqC254iHG73XC73QwxO+D3+xEMBmG1WnP6uI88YkMgoMK0aVEcemggp49drIaPZzEajWhtbUV5eXlRfTnjuzBJKpFIwOVyobe3F36/PzN+pNBDy3DpTRwHBweh0WjQ0tJSVPXLTY4NFwvNjkJMejzBZHxOvsntdgNATpcnCAYVePDBoVlLixY5MdlftrFYDMFgEEKIzHgWu91elF/Iiq9iKgqJRAJutzsTWtKzMor1Q1+lUsFqtaK3txdarRYOh4MfOGM0ODgo24aLhWa0EGO1Wov29TFR0WgUbrc7592JTzxhg8ejRnNzDEcc4c/pYxeL4eNZ1Go1ysvLUVVVVfR/b3mpfPny5WhpaYFer8f++++P9957b4e3Xbt2LRQKxYhLMTVlTXbJZBIDAwNYv349vvrqK0QiEdjtdpjN5qJ+oQBDHzxGoxFbtmzBwMCA3OUUhUAggM7OTqjV6oKZYlkI0iEmPaZqw4YN+PLLL+F2u5FKpeQuL+98Pl9m3EWuRKMK3H//UBflWWe5MNlycyqVQiAQgNPpRDKZRH19PXbffXdMmzYNdru96N+PJW95efzxx7FkyRKsXLkS+++/P+68804sWLAAGzZsQHV19XbvY7FYsGHDhsz/+Q238CWTSbjdbvT19cHr9WbenIv9BfJNer0eiUQiMwPJZrPJXVLBisVi6OjoQCwWm1TjXLKhVqtht9uRSCTg9XozLTFVVVXQ6/XQ6XRF2aSfjeFru+Tyvf5Pf7JgYECN2to4jj7am7PHLXTJZBLBYDCzcW1LSwvKy8tLbpC85K+K3/72tzj77LNx+umnAwBWrlyJF154Affffz+uuOKK7d5HoVCgtrZ2TI8fjUYRjf5vmWefzzfxomnMkskkPB4Pent74fP5MivUlnL3gMlkgsfjyWziKPdKk4UolUphy5Yt8Hg8DC5joFarYbPZkEgk4PF44HK5oFarodFooNfrYTKZMmFGr9dDo9GUzJe6YDAIn8+X09dRPA6sWTP0d3fGGS4Uye4TExKPxxEMBpFKpWA2m9Hc3Ay73V6ye7RJGl5isRg+/PBDXHnllZnrlEol5s+fj3fffXeH9wsEAmhubkYqlcK3vvUt3HTTTdhjjz22e9tly5bh2muvzXnt2xOJRLBp0yYolUrodDpotVpoNBpoNBqo1eoRl1JrcfimVCqVaWnxeDxQq9WwWq0lHVqGs1qtI6ZQs0tkpL6+PvT29hZ9v3q+pVtihBBIJpOIx+MIBALweDwQQkCpVEKj0UCn08FoNKKsrAw6nS5zKcbn2uPxIB6P5/RD9sUXLeju1qK8PIHjjivtVpf0eJb0xIL0eJZSfy+WNLwMDg4imUyipqZmxPU1NTVYv379du+z66674v7778dee+0Fr9eL2267DXPmzMFnn32GhoaGbW5/5ZVXYsmSJZn/+3w+NDY25vZE/iuRSMDv90OpVMLr9SKVSkGhUEAIAYVCAZVKlbmk32B0Ot0OA04x/nGlUil4PJ5MaEm/YIrxXCbim5s4trW1lXzz/lh5vV5s2bIl00JA2VMoFJn3ieHN/alUCvF4HNFoFIFAIPMelG6lKSsrg8lkyrz36PX6gv67TCaTcDqdOR3rkkoBq1cPtbosXOiGwSBy9tiFQgiBUCiEcDgMnU6HmpoaVFZWTqodzgvur3r27NmYPXt25v9z5szB7rvvjlWrVuH666/f5vbpF2k+mUymbT6sU6kUUqkUkskkkskkwuEwAoEAkslkJuAA2CbgaLXazJv8jgJOIfwxplIpeL1e9PX1we12Q6lUwmKxFPQbo9TSwW1gYAAajQbNzc1F+c03lyKRSGbDRbl3nS1F6Vbf4e95QgjE43HE43F4PB4MDg4CGHqv0Wq10Ol0MJlMMBgMmftqtdqCeF/x+XwIhUI5Xdvl1VdN2LRJB4sliZNO8uTscQvB8PEsZWVlaG5uRkVFRcmNZxkLST95KisroVKp0NfXN+L6vr6+MY9p0Wg02GeffbBx40YpSswZpVIJpVI56od5uik4mUwilUohGo0iFAohmUxmwk36sVQqVSa8DH/D2V7AUavVkr0RCSHg8XjQ398Pl8uV2e9iMoeW4dRqNSwWC3p6eqDValFfX18QHwpySCaT6OzshN/vR0VFhdzlTBoKhQJarRbabwzsSCQSmXEQXq93RLeTRqOByWTKdDulx9PkO3y7XEO7O+eq5VYIYNWqob+9k092w2QqjZlb6d9jehf2pqYm2O32bX7nk4mkn0BarRazZs3C66+/jmOOOQbA0Df4119/HRdccMGYHiOZTOKTTz7BkUceKWGl+TG8KXhHhBAjWnDSTcTpwJOWDjjpS/obVrqbansBJ5s3JiHEiJYWAAwtO6DValFWVoauri7odDpUVlbKXVLeCSHQ09ODgYEBLrpWIEbrdorH4+jv78+8p6QDTVlZGYxGYybMpN9PpBCJRODxeHK6CeNbbxnx+ed6lJWlcMop7pw9rlyi0SiCwWCmm7qqqmpSdtNvj+SfREuWLMFpp52GfffdF/vttx/uvPNOBIPBzOyjU089FQ6HA8uWLQMAXHfddTjggAMwdepUeDwe3Hrrrejo6MBZZ50ldakFYfjYmdEMDzjJZBKBQCAzDmd7j5UOOOmQo9VqdxhwfD4f+vr6Mt+KTCYTxy7shMFgyEyh1mg0OV/ivNClN1w0mUwMuAVsR91O6Vaab3Y7pcfumc3mEbOdctHt5PP5EI1GczbLSAhg5cqhsS4nnOCB3V6crS5CCITDYYRCIWi1WlRXV6OqqmpSjWcZC8nfZU444QQMDAzg6quvRm9vL2bOnImXXnopM4i3s7NzRIuA2+3G2Wefjd7eXtjtdsyaNQvvvPMOpk+fLnWpRSXdTTVaqPjmOJxQKAS/349UKjWimyrdRZVuzQmFQhBCwGw2M7RkwWw2w+PxoKOjA1OnTs3pN8pCFgqFMq9jLihZfBQKRablZbhEIoFEIoFwOAyfz5eZmJAeq2c0GmE0GkfMdhpri4AQAoODgznt8n7/fQM++qgMGk0Kp5/uyslj5lMqlUIwGEQ0GkVZWRmamppQUVExad5HsqUQwz/FSoDP54PVaoXX6835gMFAIIBPP/0UFoulZJrtvjkOJ5lMStpUXOqEEHC5XLDZbJg6dWrJ90knEgls3LgRLpcL5eXl/GZY4oZ3O8XjcQghIITIdFUP73ZKt9Rs773E7/fj888/h9FozNl7zRlnNOCdd4z4yU88WLq0b+d3KBCJRCIzucNkMmX2G5qMyy9k8/nN9t1JbizjcGjsFAoF7HY7XC4XOjs70draWjJB95vSGy46nc5Ju+HiZLOzbiev1wun05m57fBF9obPdvJ4PEgmkzkLLp98osc77xihUgmcdVZxtLoMH89itVoz+1vxvXhs+CwR5Vh6CnVfXx80Gg2amppK8oN9YGAAW7duLamWSMrejrqd0hMOttftJITIaRdjeqzLD37gQ0NDPGePm2vDN0nUaDSoqqrKjGeZ7MssZIvhhUgCarUaZrMZW7duhVarRV1dndwl5ZTf70dXV9d2p+gSAf9b02p4SEmlUpmxNLlam+TLL7V4/XUzFAqBRYsKs9UllUohFAohEonAYDCgoaEhM56lFL/Y5APDC5FEdDodkslk5kO+VNY+icVi6OzsRDweh91ul7scKiJKpTLngXf16qHX1Xe/G0BbWyxnj5sLiUQCwWAQiUQCJpMJdXV1qKiomJTjWXKN4YVIQmVlZfD5fJldqM1ms9wlTUgqlUJXVxc3XKSC0NGhwYsvDr2mFi1yylzN/6T3pAKG1seqrq6GzWbjeJYc4jNJJDGLxQK3243Nmzdj2rRpRb2Ud29vL/r6+rjhIhWEe+8tRyqlwNy5AUyfHpW7HABDY328Xi+qqqpQXV0Ni8XC14oE+IwS5YHNZoPf70dHRwfi8cIdUDgaj8eD7u5uGAwGTqUn2fX0qPHss0OLQRZSq4vP54PdbkdbWxtsNhuDi0T4rBLlQXoKtdPpRGdn54iVkItBJBLJ1M1Fs6gQ3H9/OeJxBfbbL4RvfSsidzkAhl4nKpUKDQ0N7CKSGMMLUZ6oVCpYrVb09fWhu7sbxbI+ZDKZREdHBwKBwKTb9oAKk9OpwpNPDv0tnntuYbS6pFIpBAIB1NbWckf1PGB4IcojjUYDo9GILVu2oL+/X+5ydkoIga1bt2JwcBBWq5XTOqkgrF1rRySixIwZYcyeHZK7HABD3UU2m63klkUoVAwvRHmWXja9s7Mzs2N3oXK5XNxwkQqK16vEo4/aAADnnutCIeTpSCQChUIBh8PB10meMLwQycBoNEIIgfb29syUykITDAbR2dm5zUJjRHJ65BE7gkEVpk2L4tBD5X/tDO8ustlscpczaTC8EMnEYrEgEomgvb0d0WhhTPNMi8fj6OjoQDgcLvq1aah0BIMKPPjg0MKIixY5UQgTedKbCbK7KL8K4FdPNDkpFArYbDZ4vV60t7cjkUjIXRKAoXEuW7Zsgdvths1m4zgXKhhPPGGD16tCc3MMRxzhl7scRKNRCCHgcDi4fECeMbwQyUipVMJut2NwcLBgplD39/ejt7eXGy5SQYlGFbj//qFVnc8+2wW5/zRTqRT8fj/q6urYXSQDhhcimalUKlgsFvT29mLr1q2yTqH2+Xzo6uqCTqfjhotUUP70JwsGBtSoq4vjhz/0yl0O/H4/zGYz6urq2DopA4YXogKg1WozU6gHBwdlqSEajaKzsxOJRAJGo1GWGoi2Jx4H1qwZanU54wwX5M7VsVgMqVQKDQ0NDPkyYXghKhB6vR4ajQYdHR3wevP7zTK94aLX6+VCdFRwXnjBgu5uLSoqEjjuOHlbXYQQ8Pl8qK6u5q7qMmJ4ISogJpMJyWQS7e3tCIXyt/hWT08P+vv7ueEiFZxUCli9eqjVZeFCN/R6eVem9vv9MJlMcDgc7C6SEd+liAqM1WpFMBjE5s2bEYvFJD+e2+1Gd3c3ysrKOGOCCs4rr5jw9dc6WCxJnHiiR9Za4vE4EokEHA4HdDqdrLVMdgwvRAUmvYmjx+NBe3s7ksmkZMcKh8Po7OwEABgMBsmOQzQeQgCrV1cAAE4+2Q2TSb7ZeEIIeL1eVFdXo6KiQrY6aAjDC1EBUiqVsNlsGBgYwJYtWySZgZRIJNDZ2YlgMMiN5Kgg/f3vRnz+uR5lZSmccoq8W2kEAgEYjUZ2FxUIhheiAqVWq2GxWNDd3Y2enp6cPvbwDRe5EB0VIiGAlSuHWjhOOMEDu12+Vpd4PI5YLAaHw8GtMgoEwwtRAdNqtSgrK0NXVxecTmfOHtfpdGLr1q0wm81ciI4K0vvvG/DxxwZotSmcfrpLtjqGzy5id1HhYHghKnAGgwEqlQrt7e3w+XwTfrxAIIDOzk6o1WoOOqSClW51OfZYL6qrpRv3tTPBYBB6vR4Oh4Mz8QoIfxNERcBsNiMej6O9vR3hcHjcjxOPx9HZ2YloNAqTyZTDColy55NP9HjnHSNUKoEzz5Sv1SWRSCAajcLhcHBAe4FheCEqEjabDYFAAO3t7YjH41nfXwiBrq4ubrhIBW/lyqF1XY46yoeGBvk2LPV6vaisrERVVZVsNdD2MbwQFYn0LtQulwsdHR1ZT6Hu7e3NbLjI5m8qVBs2aPH662YoFALnnJO7cV7ZCgaD0Ol07C4qUPyNEBURlUoFq9WKvr4+dHd3j3kKtdfrRXd3N/R6PfdioYKWXtdlwQI/2tqyb2HMhWQyiUgkgvr6eu7zVaAYXoiKjEajgdlsRnd3N/r6+nZ6+2g0mmmp4RsxFbKODg3+7//MAIBzzpFvrIvH40FFRQWqq6tlq4FGx/BCVIR0Oh10Oh26urrgcu34TT6ZTKKzsxN+v58L0VHBW7OmHKmUAnPnBjB9elSWGkKhELRaLRwOB5cRKGAML0RFymg0QgiBjo4OBAKB7d4mveGizWZjvz0VtJ4eNf7856EdzRctkmesSzKZRCgUQn19PWfjFTi+mxEVMYvFgkgkgvb2dkQikRE/c7lc6O7uhtFohFqtlqlCorG5//5yxOMK7LdfCN/6VmTnd5CA1+tFeXk5ampqZDk+jR3DC1ERS89A8vl86OjoQCIxNK00FAqhs7MTCoWC61NQwXM6VXjyyaFWl3PPlafVJRwOQ61Wo6Ghgd1FRYDhhajIpTdxHBwcRGdnJ2KxGDo7OxEKhTjOhYrC2rV2RCJK7LVXGLNnh/J+/GQyiWAwiLq6OpjN5rwfn7LHtmSiEpCeQt3b24tYLAan0wm73c6F6Kjgeb1KPPqoDcBQq4scf7I+nw92ux21tbX5PziNC1teiEqERqOB0WjEwMAAN1ykovHII3YEgyrssksU8+YF8378SCQClUoFh8PBsWFFhL8pohKi1+uh1+vlLoNoTIJBBR580A5gaIZRvifEpVIpBAIBNDY2wmq15vfgNCFseSEiIlk8/rgNXq8Kzc0xfO97/rwf3+fzwWazoa6uLu/HpolheCEioryLRhV44IGhDRjPPtuFfPdyRqNDi+A5HA5oNJr8HpwmjOGFiIjy7plnrBgYUKOuLo4f/tCb12OnUin4/X7U1tayu6hIMbwQEVFexePAvfcOjXU54wwX8r1XaHq7jLq6Os7IK1J5CS/Lly9HS0sL9Ho99t9/f7z33nuj3v7JJ5/EbrvtBr1ejxkzZuDFF1/MR5lERJQHL7xgQXe3FhUVCRx3XH5bXaLRKFKpFBoaGrjDehGTPLw8/vjjWLJkCa655hp89NFH2HvvvbFgwQL09/dv9/bvvPMOTjzxRJx55pn4+OOPccwxx+CYY47Bp59+KnWpREQksVQKWL16aKzLwoVu6PUib8cWQsDv96OmpgY2my1vx6XcUwghJP3L2X///fHtb38bd999N4ChvsbGxkb87Gc/wxVXXLHN7U844QQEg0H85S9/yVx3wAEHYObMmVi5cuVOj+fz+WC1WuH1enO+umggEMCnn34Ki8XCNTSIiMbhpZdMuOgiByyWJN5442uYTKm8Hdvn80Gn02HXXXeFTqfL23FpbLL5/JZ0nZdYLIYPP/wQV155ZeY6pVKJ+fPn4913393ufd59910sWbJkxHULFizAs88+u93bR6PRzKhxYOjkpfDVV8BeexmRSu0nywqQlBs6ncD55zuxcKFb7lJoHFavLseaNeWIxfgiLFbx+NDv7uST3XkNLrFYDMlkEg6Hg8GlBEgaXgYHB5FMJrfZobOmpgbr16/f7n16e3u3e/ve3t7t3n7ZsmW49tprc1PwKIQAIhEFAL5pFrNoFLj55mpUVCRw1FH5X1eCxu+pp6z47W+r5C6DcqCyMoFTTsnfFwghBHw+H+rq6lBeXp6345J0in6F3SuvvHJES43P50NjY2POj9PaCnz2WRAbNmyA2WyGMt9LQVJOPPywHWvXluOXv6xFfX0Cs2aF5S6JxuDdd8uwdOnQl5pFi5w4/niPvAXRhFRUJPM61sXv98NkMqG+vp6zi0qEpOGlsrISKpUKfX19I67v6+vb4QZYtbW1Wd1ep9PlpQlQowGamgR8vhgsljjHvBSpyy4bQHe3Bq++asbixfV44olONDXF5S6LRrFpkxYXXliPREKB73/fh4suGmTXLY1ZPB5HIpFAa2srt84oIZI2H2i1WsyaNQuvv/565rpUKoXXX38ds2fP3u59Zs+ePeL2APDqq6/u8PZE2VAqgd/8pgd77hmGx6PGokUOeL1sRStULpcKixY54PersM8+Ydx0Uy+DC41ZuruoqqoKFRUVcpdDOST5u/aSJUuwZs0aPPjgg/jiiy9w3nnnIRgM4vTTTwcAnHrqqSMG9P785z/HSy+9hNtvvx3r16/H0qVL8cEHH+CCCy6QulSaJAwGgRUrulFXF8fmzTpceGE9YjG5q6JvikYVWLzYgS1btGhsjGH58m7odPnraqDiFwgEYDAY4HA42F1UYiQPLyeccAJuu+02XH311Zg5cybWrVuHl156KTMot7OzEz09PZnbz5kzB48++ihWr16NvffeG0899RSeffZZ7LnnnlKXSpNIdXUSK1d2o6wshX/9y4hrr62BtIsGUDaEAH75y1p8/LEBZnMSq1Z1o7w8KXdZVEQSiQRisRgcDgcMBoPc5VCOSb7OS75xnRfKxt/+ZsR55zmQSimwZMkAzjnHJXdJBOD3v6/AihWVUKsF1qzZgtmzQ3KXREVECAGXy4WqqipMmTKFEyyKRDaf3/yN0qQ2d24Qv/zl0GrPv/1tFV56ySRzRfTccxasWFEJAFi6tI/BhbIWDAah1+vhcDgYXEoUf6s06Z18siez5sTll9fh3//mjAS5fPCBAVddNdSlfPbZTvz4x/nd94aKXyKRQDQahcPhQFlZmdzlkEQYXogAXHFFP+bODSAaVeL88x3YsqXol0AqOh0dGixe7EA8rsR3v+vHxRcPyl0SFSGfz4eKigpUVXFBw1LG8EIEQKUCbr99K3bbLQKnU43zzmuA38+XR754PEosWtQAr1eFGTPCuOWWHrC1n7IVDAah1WrR0NDA7qISx98u0X+ZTAIrV3ajqiqBr77S4eKL65FIyF1V6YvFgAsvdKC9XYv6+jhWrOiGwVBS8wgoD5LJJCKRCOrr62E0GuUuhyTG8EI0TG1tAvfcswUGQwpvv23EDTdwCrWUhACuvroW771XBqMxiXvu2YKqKk6Jpux5vV6Ul5ejurpa7lIoDxheiL5hzz2juPXWHigUAo89ZsODD9rlLqlkrVpVjmeftUKpFLjzzq3YdVeuFkjZC4VC0Gg0aGho4DIWkwTDC9F2zJ8fwC9+MQAAuOWWKrzxBpuhc+3//s+MO+8cGlT5q1/14+CDOSWaspdMJhEKhVBXVweTiUsdTBYML0Q7cPrpbpxwggdCKHDJJfX47DPpNwCdLNat0+Pyy4c2Wz3tNBdOOskjb0FUtHw+H+x2e2bVdpocGF6IdkChAH71qz7MmRNEOKzEeec50NvLKdQTtWWLGosXOxCLKXHooQFcdtmA3CVRkQqHw1CpVGhoaIBazdfmZMLwQjQKjQb43e+2YurUKPr7NTjvPAeCQW7wNl5+vxLnntsAp1ON3XeP4LbbtoJDFGg8UqkUgsEg6urqcr4VDBU+hheinTCbU1i5cgsqKhL44gs9Lr20HklOiMlaPA78/Of12LhRh+rqOO65pxtGI6dy0fj4fD7YbDbU1tbKXQrJgOGFaAwaGhJYvrwbOl0Kf/2rCb/5DVfvzIYQwA031OCdd4wwGFK4555u1NZyER0an0gkAoVCwe6iSYzhhWiMZs6M4OabewEADz5YjkcftclbUBFZu9aOxx+3QaEQuP32rdhjj6jcJVGRSqVSCAQCqK2thdVqlbsckgnDC1EWjjjCj4suGhpgeuON1XjrLW78tjOvvfa/lqrLLx/AYYcFZa6IipnP54PVakVdXZ3cpZCMGF6IsrRokQs/+pEXyaQCF11Ujw0btHKXVLA+/VSHX/yiDkIocOKJbpx2mlvukqiIRaNDLXYOhwMajUbmakhODC9EWVIogGuv7cW3vx1CMKjCeec1YGCAU2a+qadnaIPLcFiJAw8M4qqr+qHgRC0ap1QqBb/fj9raWthsNrnLIZkxvBCNg1YL3HVXN1paYti6VYPzz3cgHOYnc1ogoMB55zkwMKDGtGlR3HnnVnBcJU2E3++H2WxGXV0dFEzBkx7DC9E42WwprFq1BVZrEp98YsDll9chlZK7Kvklk8All9Rj/Xo9KioSWLlyC8xmPjE0frFYDKlUCg0NDdBq2U1LDC9EE9LcHMfy5d3QaFJ45RUz7rijUu6SZHfzzdX4299M0OlSWLGiGw4Hp0TT+Akh4PP5UFNTA7udm6TSEIYXognad98wbryxDwCwZk0Fnnpq8k7f/MMfbHj44aEPmFtu6cHee0dkroiKXbq7qL6+nt1FlMHwQpQDP/yhD+efPwgAWLq0Bu++O/mmUP/tb0bcdFM1AGDJkgF873sBmSuiYhePx5FIJOBwOKDTcWNU+h+GF6Ic+dnPnPj+931IJBS48MJ6bNo0efrmN2zQ4eKL65FKKXDssR6cfbZL7pKoyAkh4PV6UV1djfLycrnLoQLD8EKUIwoFcNNNvdhnnzD8fhXOPdcBl6v0p1D39w+dayikxP77B3HNNX2cEk0TFggEYDQa4XA42F1E22B4IcohnU5g+fJuNDbG0NWlxeLFDkSjpfvGGwopcP75DvT0aNDaGsXvf78VnAxCExWPxxGPx+FwOKDX6+UuhwoQwwtRjpWXJ7FqVTfM5iQ+/tiAX/6yFqIEN09OpYDLL6/Dp58aYLMlsGpVN6xWTommiUnPLqqqqkJFRYXc5VCBYnghkkBbWwy///1WqNUCL7xgwV13ld6b8O23V+HVV83QaFJYvnwrmpricpdEJSAYDMJgMMDhcECp5EcUbR//MogkMnt2CEuXDk2hXrGiEs89Z5G5otx54gkr7rtvaBDlTTf1YtassMwVUSlIJBKIxWJwOBwwGAxyl0MFjOGFSEI//rEXZ5/tBABcdVUNPvig+N+Q33mnDNdeWwMAuOCCQRx1lF/miqgUpGcXVVRUoLKSiz3S6BheiCR28cWD+O53/YjHlVi82IGOjuLdDXfjRi1+/vN6JJMKHHWUD4sXO+UuiUpEKBSCTqdDQ0MDu4top/gXQiQxpXJotdkZM8LwelVYtKgBHk/xvfSczqEp0X6/CrNmhXDjjb2cEk05kUgkEIlE4HA4UFY2+RZ4pOwV3zsoUREyGARWrOhGfX0c7e1aXHihA7GY3FWNXTSqwOLFDmzZokVjYwx3370VWm0JTqEiWaS7i6qqquQuhYoEwwtRnlRVJXHPPVtgNCbx3ntluPrq4phCnUoBV15Zi3XrDLBYhqaB2+1JucuiEpHuLnI4HFCpSn9RR8oNhheiPNp11xjuvHMrlEqBZ5+1YtWqwl/2/K67KvDiixao1QK//3032tqKqMmICloymUQoFEJdXR1MJpPc5VARYXghyrODDw7hV7/qBwDceWcV/u//zDJXtGPPPmvBPfcMzfy49tpeHHAAp0RT7qS7i2pqauQuhYoMwwuRDE46yYPTThvavPDyy2uxbl3hLYH+/vsG/PrXtQCAc85x4thjfTJXRKUkHA5Do9Gwu4jGheGFSCaXXTaAefMCiMWU/x0Mq5a7pIz2dg0uuMCBeFyBBQv8uOiiQblLohKSTCYRDAZRV1cHs7lwWx6pcDG8EMlEpQJuv30rdt89AqdTjXPPbYDfL/9L0u1WYtGiBni9Kuy1Vxi33NIDLrtBuZJKpeDz+WC329ldROPGtyQiGRmNAvfc043q6jg2btTh5z+vR1zGLYJiMQV+9jMHOjq0qK+PY8WKbuj1RTAligqOEAKJRALhcBg+nw8ulwtOpxNerzezGJ1aXTitjVRc+JdDJLPa2gTuuacbJ5/chHfeMeKGG2qwdGlf3heAEwL49a9r8MEHZTCZkli5cgsqKzklmnZOCIF4PJ65JJNDfzdqtRoajQYmkwkmkwl6vR46nQ56vR5arVbmqqmYMbwQgKE+6FQqhWQyCY1GwwF0ebbHHlHcfvtWLF7swOOP29DSEsPpp7vzWsOqVeX485+tUKkE7rhjK3bZhVOiaVvJZHJEUBFCQKFQZIJKeXk5jEZjJqjodDq2sFDO8S+qxAkhMqHkmxcxbIU0pVIJlUoFpVKJYDCY+bbEPUby57DDgrj88gHcfHM1fvObKjQ2xjF/fiAvx37xRTPuvHNoddNf/aofBx8cystxqXAJIbYJKsDQe4VGo4Fer0dFRQXKysoyIUWn0/E9g/KC4aWIpd9cvnlJpVKZYKJQKDLBRKVSQaPRwGw2Q6fTQavVQq1WZy4ajQZKpRJerxe9vb1wu90MMXl22mlutLdr8dhjNvziF3V4+OFO7LlnVNJjfvyxHldcUfvf47tw4okeSY9HhSeVSiGRSOyw28dsNsNoNMJgMGRCikajgYKbW5FMJA0vLpcLP/vZz/D8889DqVTi2GOPxe9+97tRV1KcN28e/va3v424btGiRVi5cqWUpRacb7aWpP//zWCSDiVKpXJEf7JGo9kmmKjV6jF1B1VVVcFut8PlcqG3txculws6nQ5Go5EhRmIKBfCrX/Whq0uDf/zDiPPOa8ATT3Sgri4hyfG6ujRYvNiBWEyJww7z47LLBiQ5DhWOHXX7aDQaaDQaWCwWGI3GEa0p7PahQqMQQrrdVY444gj09PRg1apViMfjOP300/Htb38bjz766A7vM2/ePOyyyy647rrrMteVlZXBYrGM6Zg+nw9WqxVer3fM9xmrQCCATz/9FBaLZUJjQoaHkW8GlLTh3TgqlQparXbEN57tBRMpgkUikciEGL/fzxCTJ36/Eied1ISvvtJht90i+MMfOmEy5fal6vMpceKJTdi0SYfp0yN4+OFOGI2cWVQq0rN90iElkRgKwOluH51OB5PJNKLbR6vV8rVNssnm81uyOP3FF1/gpZdewvvvv499990XAHDXXXfhyCOPxG233Yb6+vod3resrAy1tbVSlSaZbMeXpC8GgyHTajI8lAwPJnI1z6rValRXV2/TEqPX61FWVsY3OomYzSmsXLkFxx/fjPXr9bjkknqsWNGNXI2jjseBiy6qx6ZNOtTUxHHPPd0MLkUs3e0Ti8WQSCQy3T7p9w+r1brNIFp2+1Axkyy8vPvuu7DZbJngAgDz58+HUqnEv/71L/zoRz/a4X0feeQR/OEPf0BtbS2OOuoo/PrXv0ZZWdl2bxuNRhGN/m9MgM8n/RLmkUgEqVQqE1SGB5PhoSQ9XiQ9LXB7wUSlUhXFG4hGo0FNTQ3Ky8vhdDrR19eXCTFGo7EozqHYOBwJrFjRjVNPbcTf/mbCzTdX46qr+if8uEIA111Xg3feMaKsLIV77ulGTY003VKUezvr9rHZbCgrKxsRVDh7kEqNZOGlt7cX1dXVIw+mVqO8vBy9vb07vN9JJ52E5uZm1NfX4z//+Q8uv/xybNiwAc8888x2b79s2TJce+21Oa19R5RKJcrKypBMJnM2vqTYaDQa1NbWjggxTqcTBoMBZWVlDDE5tvfeEdxySw8uusiBhx+2o7k5hpNP9kzoMe+/344nn7RBqRS47batmD5d2gHBND7f7PZJf1FSKpXQarUwGAyoqqrKDKJNf0nia5Amg6zDyxVXXIFbbrll1Nt88cUX4y7onHPOyfx7xowZqKurw3e+8x1s2rQJU6ZM2eb2V155JZYsWZL5v8/nQ2Nj47iPP5qysjLsvvvumbEok5lWq0VdXR0qKiowODjIECOh730vgCVLBvDb31bhppuq0dgYx9y5wXE91quvmnDbbUNToq+4oh+HHTa+xyFppFIpBIPBTItK+otQujXlm7N9iCarrMPLJZdcgoULF456m7a2NtTW1qK/f2QTd3rwZzbjWfbff38AwMaNG7cbXtIv5HzhG8ZIWq0W9fX1mRDT398Pp9OZeaNliMmNs892oaNDg6eftuHii+vxxz92Ytdds2sx+eQTHX7xizoIocBJJ7lxyikeaYqlrKVDSzQahdlshsPhYLcP0SiyDi9VVVWoqqra6e1mz54Nj8eDDz/8ELNmzQIAvPHGG0ilUplAMhbr1q0DANTV1WVbKuWRTqeDw+FAZWUlBgYGGGJyTKEArrmmD1u2aPCvfxlx7rkOPP54B6qrx7Z8f0+PGuef34BIRImDDw7gl7/sz/v2A7Stb4aWxsZGlJeX80sS0U5IPlW6r68PK1euzEyV3nfffTNTpbu7u/Gd73wHDz30EPbbbz9s2rQJjz76KI488khUVFTgP//5Dy6++GI0NDRss/bLjkg5VZrGLhKJZLqTIpFIZqYDQ8zEeL1K/OQnTdi8WYc99wzjoYe6UFY2+ks4EFDgpz9twoYNeuyySxSPPtoJkyk16n1IWt8MLenB8AwtNJll8/kt6cCNRx55BLvtthu+853v4Mgjj8RBBx2E1atXZ34ej8exYcMGhEJDS5FrtVq89tpr+O53v4vddtsNl1xyCY499lg8//zzUpZJEtDr9WhoaMD06dPR2NiIZDIJp9OJcDgsd2lFzWpNYdWqbthsCXz6qQGXX16H1Cg5JJEAliypx4YNelRWJrBy5RYGFxmlUqnMDstarRbTpk3D9OnTUVNTw+BClAVJW17kwJaXwhQOhzEwMICBgQFEIpHMFHIanw8/NGDhwgbE40qceaYLv/jF9lfGvf76ajzyiB16fQoPP9yFGTMiea6UgKHQEggEEI/HYTKZMjP2uHIt0f8UTMsLUZrBYEBTUxN23313NDQ0IB6Pw+l0IhLhh+l4zJoVxk03DS05cN995XjiCes2t3n4YRseecQOALjllh4GFxmkW1rcbjd0Oh2mTp2K6dOno7q6msGFaAL46qG8KisrQ3NzMyorK9Hf34/BwUEEg0GYTKa8zhorBUcd5UdHxyDuvrsS111Xg4aGOObMGeqCffNNI5YtG1pn6dJLB7BgQX52p6Yhw1tazGYzmpub2dJClEPsNiJZBYPBTIhJN6kzxIydEMBll9Xh+ectMJuT+OMfO5FIKHDSSU0IhZT48Y89uP76Ps4sypNkMplZp8VisaCmpgZ2u52hhWgMsvn8ZnihghAIBDLTqxOJBEwmE7RardxlFYVYTIHTT2/Ahx+WweGIIZlUoLdXgwMOCGLNmi3gOFDpJZNJBAIBJBIJhhaicWJ4YXgpSkKIbUKM2WxmiBkDt1uF449vQlfX0HPV1hbFH//YCauVM4uktL3QUl5ezkXliMahIHaVJsqWQqGA2WyGyWRCdXV1ZvPHQCDAlpidsNuTWLVqC045pQlKJbByZTeDi4S+GVpqa2tht9sZWojyhC0vVLCEEPD7/ZkQk0qlYDabuR7GKEIhBZRKQK8vqZd1wUiHlmQyOaJ7iKGFaOLY8kIlQaFQwGKxwGw2w+fzZUIMAJhMJoaY7djZars0PsNbWqxWK0MLkcwYXqjgKRQKWK1WWCwW+Hw+9Pb2wu12AwDMZjMHRZJkkskk/H4/kskkQwtRAeG7PhWN4SHG6/Wir68PbrcbCoUCJpOJIYZy5puhpba2FjabjaGFqEDw3Z6KjkKhgM1mg9VqhcfjGRFi2BJDE5EOLalUKtPSwtBCVHj4Lk9FS6FQwG63jwgxHo8HSqUSZrOZHzg0ZolEAoFAYERosdvtUCq5gwpRIWJ4oaKnVCpRXl4Om80Gj8eD3t5eeDweqFQqhhgaFUMLUXFieKGSMTzEuN1u9Pb2wuv1QqVSwWQyMcRQRiKRgN/vhxACNpst0z3E0EJUHBheqOQolUpUVFRkQky6O0mtVjPETHIMLUSlgeGFSpZKpUJlZSXsdnumJcbj8UCn08FkMsldHuXR8NBit9tRXV3N0EJUxBheqOQNDzFOpxMdHR0IBoMwGo1yl0YSGz6mxW63o6amBlarlaGFqMgxvNCkoVKpUF1dDSEEvv76a6hUKuj1ernLIgmkW1oAZLqHGFqISgfDC0061dXViMVi6Orqgkql4jYDJSQejyMQCABApnuIoYWo9DC80KSjUCjgcDgQj8fR09PD5d5LwDdDS7qlRaFQyFwZEUmB4YUmJaVSicbGRsTjcTidTq7tUaQYWogmJ4YXmrQ0Gg2am5sRj8fh8Xhgt9v5oVckGFqIJjeGF5rU9Ho9Wlpa8NVXX8Hn88FqtcpdEo1CCAGv1wshBMrLyzNjWhhaiCYXtpPTpGcymdDS0gKFQoFgMCh3ObQDQgh4PB7o9XrstttumDZtGmw2G4ML0STE8EKEoa6HpqYmRKNRRKNRucuh7UgHl7a2NoYWokmO3UZE/1VdXY1oNIotW7ZAqVRyCnUB8Xq90Gq1aG1thdlslrscIpIZW16I/is9hbqmpgZerxfJZFLukgiAz+eDSqVCW1sbxyQREQCGF6IRVCoVmpqaUFFRAY/HAyGE3CVNan6/HwqFAq2trbDZbHKXQ0QFguGF6Bs0Gg1aWlpgNpsZYGQUCAQghEBLSwvKy8vlLoeICgjDC9F2pKdQa7XazB45lD/BYBCJRAItLS2orKyUuxwiKjAML0Q7YDab0dLSAgCcQp1HoVAIsVgMLS0tqKqqkrscIipADC9EoygvL0dDQwOnUOdJOBxGJBJBU1MTqqur5S6HiAoUp0oT7URtbS3i8Ti6uro4hVpCkUgE4XAYTU1NqKur4zouRLRDbHkh2on0FOra2lpOoZZINBpFMBhEY2Mj6uvrGVyIaFQML0RjkJ5CXV5ezhlIORaLxRAIBNDQ0MDgQkRjwvBCNEbpKdQmkwkej0fuckpCPB6Hz+eDw+FAQ0MDlEq+JRHRzvGdgigLBoMBra2t0Gq18Pl8cpdT1OLxOLxeL+rq6hhciCgrfLcgypLZbEZzczOEEAiFQnKXU5QSiQS8Xi9qa2vR3NwMlUold0lEVEQYXojGoaKiAo2NjYhEIpxCnaVkMgmPx4Pq6moGFyIaF06VJhqn4VOoVSoV1Gq+nHYmmUzC7XajsrISLS0tfM6IaFzY8kI0TsN3ofZ4PJxCvROpVAputxsVFRVobW3lejlENG4ML0QToFKp0NzczCnUO5EOLuXl5ZkBz0RE4yVZeLnxxhsxZ84clJWVjXkreyEErr76atTV1cFgMGD+/Pn46quvpCqRKCc4hXp06eBitVrR2toKnU4nd0lEVOQkCy+xWAzHHXcczjvvvDHf5ze/+Q1+//vfY+XKlfjXv/4Fo9GIBQsWIBKJSFUmUU4YDAa0tLRAo9FwCvUwQgh4PB5YLBa0tbVBr9fLXRIRlQCFkLide+3atbjooot2+o1UCIH6+npccskluPTSSwEAXq8XNTU1WLt2LX7yk5+M6Xg+nw9WqxVerxcWi2Wi5RNlxel0YtOmTdBoNCgrK5O7HFkJIeB2u2E0GjF16tRJ/3wQ0eiy+fwumDEvmzdvRm9vL+bPn5+5zmq1Yv/998e77767w/tFo1H4fL4RFyK5VFRUoKGhYdJPoU63uJSVlaGtrY3BhYhyqmDCS29vLwCgpqZmxPU1NTWZn23PsmXLYLVaM5fGxkZJ6yTambq6OtTX18Pv9yORSMhdTt4JIeD1eqHX69HW1gaTySR3SURUYrIKL1dccQUUCsWol/Xr10tV63ZdeeWV8Hq9mUtXV1dej0/0TQqFAg0NDZkp1KlUSu6S8srr9UKj0aCtrQ1ms1nucoioBGW1QtQll1yChQsXjnqbtra2cRVSW1sLAOjr60NdXV3m+r6+PsycOXOH99PpdJy9QAUnvQt1LBbLTBGeDLsl+3w+qNVqtLW1ccwZEUkmq/BSVVWFqqoqSQppbW1FbW0tXn/99UxY8fl8+Ne//pXVjCWiQqHVatHa2oqvvvoKXq93zEsGFCu/3w+FQoHW1taSP1cikpdkY146Ozuxbt06dHZ2IplMYt26dVi3bh0CgUDmNrvtthv+9Kc/ARhqar/oootwww034LnnnsMnn3yCU089FfX19TjmmGOkKpNIUukp1Gq1Gn6/X+5yJBMIBCCEQGtrK8rLy+Uuh4hKnGQbi1x99dV48MEHM//fZ599AAB//etfMW/ePADAhg0b4PV6M7e57LLLEAwGcc4558Dj8eCggw7CSy+9xLUhqKhZLBY0Nzdj06ZNCIfDMBgMcpeUU8FgEMlkEq2traioqJC7HCKaBCRf5yXfuM4LFaqtW7eivb0dZrO5ZJbHD4VCiEajaG1t3WamIBFRNopynReiUldXVweHwwGfz1cSU6jD4TAikQiam5tRXV0tdzlENIkwvBDlSXoKdXV1ddFPoY5EIgiHw2hqakJtbe2kmElFRIWD4YUoj9K7UNvtdrjd7qLchToajSIUCqGxsRH19fUMLkSUdwwvRHmm1Wozu1APH7BeDGKxGAKBABwOBxwOB4MLEcmC4YVIBmVlZUU3hToej8Pn88HhcKChoYHBhYhkw/BCJJP0FOpkMolwOCx3OaOKx+Pwer2oq6tDQ0MDlEq+dRCRfPgORCSjyspKNDY2IhQKIRaLyV3OdiUSCXi9XtTW1qK5uRkqlUrukohokmN4IZJZIU+hTiaT8Hg8qKmpYXAhooLB8EIks/QU6qqqqoKaQp1MJuF2u1FVVYXm5mao1ZItyE1ElBWGF6ICoFKp0NLSArvdDo/HI/sU6lQqBbfbjcrKSrS0tECj0chaDxHRcAwvRAUiPYW6rKxM1inU6eBSXl6OlpaWktnKgIhKB8MLUQGRewp1OrhYrVa0trZCp9PlvQYiop1heCEqMFarFU1NTUgkEnmdQi2EgMfjgcViQVtbG3dzJ6KCxfBCVIDyPYVaCAG32w2j0Yi2tjYYDAbJj0lENF4ML0QFSKFQoK6uDnV1dZJPoU63uBiNRkyZMgVlZWWSHYuIKBcYXogKlFKpRGNjI6qqquD1eiWZQi2EgNfrhV6vR2trK4xGY86PQUSUawwvRAVMrVajubkZVqtVkl2ovV4vtFot2traYDabc/rYRERSYXghKnA6nQ4tLS0wGo05nULt8/mgVqvR2toKi8WSs8clIpIawwtRETAajWhpaYFKpUIgEJjw4/n9figUCrS1tcFms028QCKiPGJ4ISoSVqsVzc3NiMfjE5pCHQgEIIRAa2sr7HZ7DiskIsoPhheiIjLRKdTBYBDJZBItLS2oqKiQoEIiIukxvBAVkW9OoU4mk2O+bzrwNDc3o6qqSsIqiYikxfBCVGSGT6F2u91jmkIdDocRjUbR3NyM6urqPFRJRCQdhheiIpSeQm2z2Xa6C3UkEkE4HEZjYyNqa2uhUCjyWCkRUe4xvBAVqfQUaoPBsMMp1NFoFMFgEI2Njaivr2dwIaKSwPBCVMRGm0Idi8UQCATQ0NAAh8PB4EJEJYPhhajI2Ww2NDU1IR6PIxKJAADi8Th8Ph8cDgcaGhoYXIiopKjlLoCIJq6qqgqxWAydnZ0QQiAYDKKurg4NDQ1QKvkdhYhKC8MLUQlQKBSor69HLBZDb28vamtr0dzcDJVKJXdpREQ5x/BCVCKUSiWamppgMplQXl7O4EJEJYvhhaiEqNVqruNCRCWPneFERERUVBheiIiIqKgwvBAREVFRYXghIiKiosLwQkREREWF4YWIiIiKCsMLERERFRWGFyIiIioqDC9ERERUVBheiIiIqKgwvBAREVFRYXghIiKiosLwQkREREWl5HaVFkIAAHw+n8yVEBER0VilP7fTn+OjKbnw4vf7AQCNjY0yV0JERETZ8vv9sFqto95GIcYScYpIKpXC1q1bYTaboVAocvrYPp8PjY2N6OrqgsViyeljF4JSPz+g9M+R51f8Sv0ceX7FT6pzFELA7/ejvr4eSuXoo1pKruVFqVSioaFB0mNYLJaS/aMESv/8gNI/R55f8Sv1c+T5FT8pznFnLS5pHLBLRERERYXhhYiIiIoKw0sWdDodrrnmGuh0OrlLkUSpnx9Q+ufI8yt+pX6OPL/iVwjnWHIDdomIiKi0seWFiIiIigrDCxERERUVhhciIiIqKgwvREREVFQYXoiIiKioMLx8w/Lly9HS0gK9Xo/9998f77333g5v+9lnn+HYY49FS0sLFAoF7rzzzvwVOk7ZnN+aNWtw8MEHw263w263Y/78+aPevlBkc47PPPMM9t13X9hsNhiNRsycORMPP/xwHqvNXjbnN9xjjz0GhUKBY445RtoCJyib81u7di0UCsWIi16vz2O145Pt79Dj8WDx4sWoq6uDTqfDLrvsghdffDFP1WYvm/ObN2/eNr9DhUKB73//+3msODvZ/v7uvPNO7LrrrjAYDGhsbMTFF1+MSCSSp2rHJ5tzjMfjuO666zBlyhTo9XrsvffeeOmll6QtUFDGY489JrRarbj//vvFZ599Js4++2xhs9lEX1/fdm//3nvviUsvvVT88Y9/FLW1teKOO+7Ib8FZyvb8TjrpJLF8+XLx8ccfiy+++EIsXLhQWK1WsWXLljxXPnbZnuNf//pX8cwzz4jPP/9cbNy4Udx5551CpVKJl156Kc+Vj02255e2efNm4XA4xMEHHyyOPvro/BQ7Dtme3wMPPCAsFovo6enJXHp7e/NcdXayPcdoNCr23XdfceSRR4q3335bbN68Wbz55pti3bp1ea58bLI9P6fTOeL39+mnnwqVSiUeeOCB/BY+Rtme3yOPPCJ0Op145JFHxObNm8XLL78s6urqxMUXX5znyscu23O87LLLRH19vXjhhRfEpk2bxIoVK4RerxcfffSRZDUyvAyz3377icWLF2f+n0wmRX19vVi2bNlO79vc3Fzw4WUi5yeEEIlEQpjNZvHggw9KVeKETfQchRBin332Eb/61a+kKG/CxnN+iURCzJkzR9x7773itNNOK+jwku35PfDAA8JqteaputzI9hzvuece0dbWJmKxWL5KnJCJvgbvuOMOYTabRSAQkKrECcn2/BYvXiwOO+ywEdctWbJEHHjggZLWORHZnmNdXZ24++67R1z3//7f/xM//elPJauR3Ub/FYvF8OGHH2L+/PmZ65RKJebPn493331XxspyIxfnFwqFEI/HUV5eLlWZEzLRcxRC4PXXX8eGDRtwyCGHSFnquIz3/K677jpUV1fjzDPPzEeZ4zbe8wsEAmhubkZjYyOOPvpofPbZZ/kod1zGc47PPfccZs+ejcWLF6OmpgZ77rknbrrpJiSTyXyVPWa5eJ+577778JOf/ARGo1GqMsdtPOc3Z84cfPjhh5lul6+//hovvvgijjzyyLzUnK3xnGM0Gt2mu9ZgMODtt9+WrM6S21V6vAYHB5FMJlFTUzPi+pqaGqxfv16mqnInF+d3+eWXo76+fsQfdSEZ7zl6vV44HA5Eo1GoVCqsWLEChx9+uNTlZm085/f222/jvvvuw7p16/JQ4cSM5/x23XVX3H///dhrr73g9Xpx2223Yc6cOfjss88k311+PMZzjl9//TXeeOMN/PSnP8WLL76IjRs34vzzz0c8Hsc111yTj7LHbKLvM++99x4+/fRT3HfffVKVOCHjOb+TTjoJg4ODOOiggyCEQCKRwLnnnotf/vKX+Sg5a+M5xwULFuC3v/0tDjnkEEyZMgWvv/46nnnmGUkDNlteaExuvvlmPPbYY/jTn/5UFAMis2E2m7Fu3Tq8//77uPHGG7FkyRK8+eabcpc1YX6/H6eccgrWrFmDyspKucuRxOzZs3Hqqadi5syZmDt3Lp555hlUVVVh1apVcpeWM6lUCtXV1Vi9ejVmzZqFE044AVdddRVWrlwpd2k5d99992HGjBnYb7/95C4lZ958803cdNNNWLFiBT766CM888wzeOGFF3D99dfLXVrO/O53v8O0adOw2267QavV4oILLsDpp58OpVK6iMGWl/+qrKyESqVCX1/fiOv7+vpQW1srU1W5M5Hzu+2223DzzTfjtddew1577SVlmRMy3nNUKpWYOnUqAGDmzJn44osvsGzZMsybN0/KcrOW7flt2rQJ7e3tOOqoozLXpVIpAIBarcaGDRswZcoUaYvOQi5egxqNBvvssw82btwoRYkTNp5zrKurg0ajgUqlyly3++67o7e3F7FYDFqtVtKaszGR32EwGMRjjz2G6667TsoSJ2Q85/frX/8ap5xyCs466ywAwIw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", 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" ] @@ -360,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "8fd1cdb7-fec8-4055-bbbc-5bbcf03247fa", "metadata": {}, "outputs": [], @@ -370,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "950f82f6-90b5-49fe-b175-62caf8449fce", "metadata": {}, "outputs": [], @@ -380,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "a0287234-5873-471f-833f-e7e1d149311e", "metadata": {}, "outputs": [], @@ -390,17 +350,17 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "e7966afd-9573-4ab0-9fd6-d4b2be673ea1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -411,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "ac93fcc9-c523-46e0-82df-7f96eb27040f", "metadata": {}, "outputs": [ @@ -421,13 +381,13 @@ "" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -437,13 +397,13 @@ } ], "source": [ - "dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=np.sort(Y), variance_type=\"simple\")\n", - "plot(np.sort(Y), dte, lower_bound, upper_bound, title=\"DTE of adjusted estimator with simple confidence band\")" + "dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=locations, variance_type=\"simple\")\n", + "plot(locations, dte, lower_bound, upper_bound, title=\"DTE of adjusted estimator with simple confidence band\")" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "4d798914-e906-431a-9fa7-a01b1cc570bc", "metadata": {}, "outputs": [ @@ -453,13 +413,13 @@ "" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -469,13 +429,13 @@ } ], "source": [ - "dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=np.sort(Y), variance_type=\"moment\")\n", - "plot(np.sort(Y), dte, lower_bound, upper_bound, title=\"DTE of adjusted estimator with moment confidence band\")" + "dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=locations, variance_type=\"moment\")\n", + "plot(locations, dte, lower_bound, upper_bound, title=\"DTE of adjusted estimator with moment confidence band\")" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "854ffbdd-8b2d-4f57-83a4-c639ba11dbfb", "metadata": {}, "outputs": [ @@ -485,13 +445,13 @@ "" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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zrFu3DoWFhU3yjnQ6XeaTerauY7FYcPDgQXz77beifpbDmTt3bpMZutGjR4PjOMydOzdzm1wux8iRI7F3794mxzb+fXs8Hvh8PowbN67J77o1qVQKn3zyCWbNmoUBAwZkbi8sLMRFF12EL7/8En6/v8kx8+bNg1wuP+y5x40bh1QqhS1btgBIz7CMGzcO48aNy0xD//LLL/B6vRg3btxhz9eWq666qtm1Gxoamo29vS677LImeSb8uA/9nQixbt06OJ1OXHjhhZnblEolbrjhBgSDQXz++edN7n/22We3OoN3xRVXZP6ff54c+vyxWCwYOnToYcf67rvvgmVZ3HXXXc2Sy/nn6MaNGxGPx7FgwYIm95k3bx5MJlOz1y6DwdAkZ1ClUmHUqFGSHjf+dfOqq65q8ruYM2dO5vWGt2bNGgwbNgxlZWVN/q5POeUUAMCnn37a5P6TJk1qMqt39NFHw2QyZcbJsizeffddnHHGGU3yJ3n847NmzRqMGzcOVqu1yXUnTZqEVCrVZEayNUVFRTjzzDMz/zaZTLjkkkvw448/wuVyAUjn0PGPfyqVQkNDAwwGA4YOHdri3//hnr9iHttcoWUjkYLBIPLz8yUfP3z4cNG7gA4cOAAAGDp0aLPvlZWV4csvv5Q0lkgkgqVLl2LVqlWorKxskiPB55nw1z90SaC18UhVWlqKm2++GY899hheffVVjBs3DjNmzMisz7elrq4OXq8XK1euxMqVK1u8D5/IfODAAQwaNKjZEp2Qn0XMdf72t79h48aNGDVqFAYNGoTTTjsNF110EU488cTDXqct/fr1a/Jv/rE5dJrWbDbD4/E0uW3t2rW4//778d///rfJOr6QWil1dXUIh8MtPk7Dhg0Dy7KoqKjAkUcembm9tLT08D8QgD//+c/Q6XTYvHkzJk+ejM2bN+Pee++F0+nEihUrEI1GM0HM2LFjBZ2zNYc+flarFUA6mDOZTO06t9DriHXgwAEMHjy4WYAwbNiwzPcba+txb+n5o9FoMsuWjW9vaGhoc1x79uyBTCZrM8G4tdculUqFAQMGNBt73759mz0frVYrfvrppzbH0ta1Bw8e3OR2pVLZJAAH0ksv27dvbzXo4/+ueYc+jvw4+d9vXV0d/H4/jjrqqDbHuGvXLvz000+Cr9uSll7PhgwZAiCdB+V0OsGyLJ544gk8/fTT2LdvH1KpVOa+/DJXY4d7/op5bHOFghcRDh48CJ/Ph0GDBnX2ULLi+uuvx6pVq7BgwQKccMIJMJvNYBgGF1xwgahksba09sbY+I+Ht2zZMsyZMwfvvfcePvnkE9xwww1YunQpvv7661YTPgFkxnrxxRdnEpYPdfTRR0sYvfTrDBs2DDt37sTatWuxfv16vPXWW3j66adx11134d5775U8htZmMlq6vXEwunnzZsyYMQMnnXQSnn76aRQWFkKpVGLVqlWZJOJsE5oTpVQqMXr0aHzxxRfYvXs3XC4Xxo0bh4KCAiQSCXzzzTfYvHkzysrKDpsTdDitPX7cIcnNh2rredzSOaVeJxvaety72lgP1VljYVkWw4cPx2OPPdbi9w/9cJCtcbIsi1NPPRW33npri9/ng5D2evDBB3HnnXfi8ssvx5IlS2Cz2SCTybBgwYIWX+u70nOiNRS8iMDXdZk8eXKHXrekpARAuvYHP43J27lzZ+b7Yr355pu49NJLm+wsiEajzXYBlJSUYNeuXc2O37lz52GvwUfsh57z0E9cvOHDh2P48OG44447sGXLFpx44ol45plncP/99wNo+U3E4XDAaDQilUoddlarpKQEv/zyCziOa3IuIT+LmOsAgF6vx/nnn4/zzz8f8XgcZ511Fh544AEsXrw4U/24o7z11lvQaDT4+OOPm2zDXrVqVbP7tvYY63S6Fh+nHTt2QCaTtStJb9y4cXj44YexceNG5OXloaysDAzD4Mgjj8TmzZuxefNmQZVEc/WYWq3WFosJHjhwIOefNEtKSvDTTz+BZdkmsy87duzIfL8zDBw4ECzL4rfffsMxxxzT4n0av3Y1fpzi8Tj27duX01pU/LV37drV5HUzkUhg3759+NOf/pS5beDAgfjf//6HiRMnZuU55HA4YDKZ8Msvv7R5v4EDByIYDLbrcdi9e3ez17Pff/8dADK72d58802cfPLJeP7555sc6/V6m826CSHmsc0VynkRaNOmTViyZAlKS0uzmushxMiRI5Gfn49nnnmmyXT/Rx99hO3bt2d2Y4gll8ubRdIrVqxoNisydepUfP3119i2bVvmtrq6Orz66quHvQa/Ltx47TaVSjVbdvH7/Ugmk01uGz58OGQyWZOfWa/XN3sTkcvlOPvss/HWW2+1+GJRV1fX5GepqqpqskU4HA63ugwk9TqHTrmrVCocccQR4DgOiUQi87MAzQO7XJDL5WAYpsnvdv/+/S1Wo23tMT7ttNPw3nvvNdn2XlNTg9deew1jx45t17LLuHHjEIvFsHz5cowdOzbzQjxu3DisXr0aVVVVgvJdWhp7NgwcOBBff/11ky2ua9euRUVFRdavdaipU6fC5XLhjTfeyNyWTCaxYsUKGAwGjB8/PudjaMmsWbMgk8lw3333Nfv0zr+uTJo0CSqVCk8++WST15rnn38ePp9P8muXECNHjoTD4cAzzzzT5Pf24osvNnuOnHfeeaisrMRzzz3X7DyRSKTV3XKtkclkmDVrFj744AN89913zb7PPxbnnXcetm7dio8//rjZfbxeb7PXxJZUVVXhnXfeyfzb7/fj5ZdfxjHHHAOn0wmg5df6NWvWNCm1IYaYxzZXaOalBR999BF27NiBZDKJmpoabNq0CRs2bEBJSQnef//9dhVC2rx5M6LRaLPbjz766FaXNpRKJR5++GFcdtllGD9+PC688MLMVun+/fvjpptukjSW6dOnY/Xq1TCbzTjiiCOwdetWbNy4sdka6K233popwX3jjTdmtkrznwjbcuSRR+L444/H4sWL4Xa7YbPZ8Prrrzf7o9y0aROuu+46nHvuuRgyZAiSySRWr16dCRh4I0aMwMaNG/HYY4+hqKgIpaWlGD16NB566CF8+umnGD16NObNm4cjjjgCbrcbP/zwAzZu3Ai32w0gnSj41FNP4ZJLLsH333+PwsJCrF69OrMt/HCEXue0006D0+nEiSeeiIKCAmzfvh1PPfUUpk2bBqPRmPlZAOD222/HBRdcAKVSiTPOOCMn7RymTZuGxx57DFOmTMFFF12E2tpa/OMf/8CgQYOa/Q5be4zvv/9+bNiwAWPHjsU111wDhUKBZ599FrFYrEktDilOOOEEKBQK7Ny5s0ny9EknnYR//vOfACAoeGlt7O11xRVX4M0338SUKVNw3nnnYc+ePXjllVfaLEWQLfPnz8ezzz6LOXPm4Pvvv0f//v3x5ptv4quvvsLy5cszz6eONmjQINx+++1YsmQJxo0bh7POOgtqtRrffvstioqKsHTpUjgcDixevBj33nsvpkyZghkzZmDnzp14+umncdxxx7VZ0LO9lEol7r//flx55ZU45ZRTcP7552Pfvn1YtWpVs9myv/zlL/jPf/6Dq666Cp9++ilOPPFEpFIp7NixA//5z3/w8ccft5h425YHH3wQn3zyCcaPH5/Zfl1dXY01a9bgyy+/hMViwV//+le8//77mD59OubMmYMRI0YgFArh559/xptvvon9+/cfdmZkyJAhmDt3Lr799lsUFBTghRdeQE1NTZNZ1enTp+O+++7DZZddhjFjxuDnn3/Gq6++KnnWUMxjmzM538/UjfBbPPkvlUrFOZ1O7tRTT+WeeOKJzJbE1rRnq/Tdd9992PG98cYb3LHHHsup1WrOZrNxs2fP5g4ePNjizyBkq7TH4+Euu+wyLi8vjzMYDNzkyZO5HTt2tLgt9KeffuLGjx/PaTQark+fPtySJUu4559//rBbpTmO4/bs2cNNmjSJU6vVXEFBAXfbbbdxGzZsaLKtce/evdzll1/ODRw4kNNoNJzNZuNOPvlkbuPGjU3OtWPHDu6kk07itFotB6DJOGtqarhrr72WKy4u5pRKJed0OrmJEydyK1eubHKOAwcOcDNmzOB0Oh2Xl5fH3Xjjjdz69esFbZUWep1nn32WO+mkkzi73c6p1Wpu4MCB3F//+lfO5/M1OdeSJUu4Pn36cDKZrMlj2dpW6UN/r/wW2Lq6uia3X3rppZxer29y2/PPP88NHjyYU6vVXFlZGbdq1aoWtxu39Rj/8MMP3OTJkzmDwcDpdDru5JNP5rZs2dLkeDHPwcaOO+64ZlvyDx48yAHgiouLm91fzNhbe5xa28rfkmXLlnF9+vTh1Go1d+KJJ3Lfffddq1ulD93yz29jXrVqVeY2oVulOS79nOP/VlUqFTd8+PAm52p8jUceeaTZ8WKeJxyX/js+3FZ/3gsvvJB5XbJardz48eO5DRs2NLnPU089xZWVlXFKpZIrKCjgrr76as7j8Qi6ZkuPEwRsleY9/fTTXGlpKadWq7mRI0dyX3zxRYuvU/F4nHv44Ye5I488MvOzjBgxgrv33nub/N22dG2Oa3k7/YEDB7hLLrmEczgcnFqt5gYMGMBde+21TbYXBwIBbvHixdygQYM4lUrF5eXlcWPGjOEeffRRLh6PN7vOodecNm0a9/HHH3NHH3105m/70OdfNBrlFi5cyBUWFnJarZY78cQTua1bt7br+Svmsc0FhuO6UAYO6fbGjRsHtVqNjRs3dvZQCCGE9FCU80Kyqrq6WlICGCGEECIUBS8kK7Zs2YJbbrkFe/bswcSJEzt7OIQQQnowWjYiWXHZZZfho48+woUXXohHHnmkW3f7JYQQ0rVR8EIIIYSQboWWjQghhBDSrVDwQgghhJBupcclJrAsi6qqKhiNxg4tv04IIYQQ6TiOQyAQQFFRUbNGpIfqccFLVVVVu3qsEEIIIaTzVFRUtNmMF+iBwQtfKruioiKrLe4JIYQQkjt+vx/FxcWCWl70uOCFXyoymUwUvBBCCCHdjJCUD0rYJYQQQki3QsELIYQQQroVCl4IIYQQ0q1Q8EIIIYSQboWCF0IIIYR0KxS8EEIIIaRboeCFEEIIId0KBS+EEEII6VYoeCGEEEJIt0LBCyGEEEK6FQpeCCGEENKtUPBCCCGEkG6lQ4KXf/zjH+jfvz80Gg1Gjx6Nbdu2tXn/NWvWoKysDBqNBsOHD8e6des6YpiEEEII6QZyHry88cYbuPnmm3H33Xfjhx9+wJ/+9CdMnjwZtbW1Ld5/y5YtuPDCCzF37lz8+OOPmDVrFmbNmoVffvkl10MVhGXZzBfHcZ09HEIIIb0My7JIJBKIRqMIhULw+/3weDxoaGhAbW0tqqurUVlZCZfLhfr6eni9XoRCIcRiMaRSqc4eflYwXI7fgUePHo3jjjsOTz31FID0g15cXIzrr78eixYtanb/888/H6FQCGvXrs3cdvzxx+OYY47BM888c9jr+f1+mM1m+Hw+mEym7P0gACKRCHbv3o1kMgmGYTJtuxmGgUwmy9zG/xtA5vbD/Zs/l1wuh1KpbPLF35cQQkjPwXEcUqlUky+WZZvdlkgkkEgkkEwmkUgkMvdr/EGaZVkwDNPih2r+PUcul2feY1QqFTQaDVQqFRQKReZLqVRCoVBALpe3OfZwGNDpsvt4iHn/VmT30k3F43F8//33WLx4ceY2mUyGSZMmYevWrS0es3XrVtx8881Nbps8eTLefffdFu8fi8UQi8Uy//b7/e0feCtSqRRCoRBUKhWAdCAGIPNkkfrflshksswTSKVSQavVQqPRNAtslEplJvAhhBDStbEsC7/fj9raWoTD4SZBCP91KJlM1uSDr1wuh0KhyNzOf7WGD274YCgWiyEcDiOVSmXeh1oLcJRKDQ4e1GDHDg1++02FX39V4Oef5SgrAz79tPPee3IavNTX1yOVSqGgoKDJ7QUFBdixY0eLx7hcrhbv73K5Wrz/0qVLce+992ZnwG0IhYCVK5UIBu1wOlWw2QCTKQWzOQWjkcVhglTR+CdZMplEJBJBIBDIRNYAMk8whUIBjUYDjUYDtVrdLLCRy+UU3BBCSCdLpVLw+Xyora2F1+sFAKjV6kyg0Dg4yfZrNsMwmfeM1nAch2CQw44dSmzfrsaOHRrs3KnFnj1aRKPNj4vFUuA4OTrr7SWnwUtHWLx4cZOZGr/fj+Li4qxfp6oKWLhQDWBws+8xDAejkYXZnA5mTCYWFssf/8/fbjY3/v/0vzWalmdf+CcaP8vTWOOpxmQyCb/fD7fb3SSC5mdtFApFZtZGpVLBYDBAr9dn9bEhhBDSsmQyCa/Xi5qaGvj9fshkMhiNRigUnfv2W1cnx44damzfrvn//1Vj/34VOK55NKLVshg0KIKBA/0YNiyGUaPUOPFEMxgmy+tGIuT00cvLy4NcLkdNTU2T22tqauB0Ols8xul0irq/Wq2GWq3OzoDboFQCM2cmcfBgCMGgGoGAHF6vHOGwDBzHwO+Xw++Xo6JC3HnVarZJYHP88WHMnOlHcXGi1WP44EShULT4s/PTg/z6aDQazayRqlQq5OXlIT8/n4IYQgjJkUQiAY/HA5fLhWAwCIVCAbPZfNhckmxLpYADB1T/fzblj2Clvr7lt3+HI4mysijKymIoK4uitNQHu90DvV4Dh8OBvLx86LKd7CJBhyTsjho1CitWrACQfmPt168frrvuulYTdsPhMD744IPMbWPGjMHRRx/d6Qm7wWAQv/zyC0wmU+YJGI8DgYAcPp8cXq8Mfn/6/30+2f//b/rL75fB6/3j/30+OVKp1ufbRo5MBzFTpgRgNDZfA5WKz05XqVRwOBxwOBxd4olICCE9QTwez+z6CQaDmRnvjth4wXHA3r0q/PCDFr/8kg5Sdu5UIxptfm2ZjEP//nGUlcUwbFgsE7A4HOk8mHA4jEgkAq1Wi/z8fNjtdmi12pyOv8sk7ALAzTffjEsvvRQjR47EqFGjsHz5coRCIVx22WUAgEsuuQR9+vTB0qVLAQA33ngjxo8fj2XLlmHatGl4/fXX8d1332HlypW5HqokKhVgt6dgt4vbfsZxQCgkaxLkVFUp8OGHJmzdqsN336W/7r8/HxMnBjFzph8nnhhCe2ca+fyYaDSKgwcPoq6ujoIYQghpp2g0mglawuEwNBoNbDZbToOWeBz49VcNfvhBi++/1+KHH7Twepu/SWi1LIYOjWHYsGgmWBk8OAattuncBcuyCAbDiEaj0Ol06N+/P+x2OzQaTc5+BqlyHrycf/75qKurw1133QWXy4VjjjkG69evzyTllpeXN/nljhkzBq+99hruuOMO3HbbbRg8eDDeffddHHXUUbke6mExDAOlUplJtmqcW9L4S8iTlWEAg4GFwcCiT59k5vazz/ajpkaBDz4w4d13Tdi9W41160xYt86EvLwkpk/3Y9YsP8rKYm2c/fD4ICYSieDgwYOor6/PBDG5jq4JIaSnCIfDqK+vR11dHaLRKLRaLex2e042Svj9Mvz3v+lA5fvvtfj5Zw1isabvN2o1i6OPjuKYYyI44oj0jEq/fok2N5WwLJupA6PX61FaWgq73d4hKRlS5XzZqKPlctmI4zj4/f7Mnnt+mzafU9J4nz6AZtvaGgc3Qp7YHAf8+qsa771nxtq1Rng8f8SaQ4dGMXOmH9On+5Gf376iQxzHZZaTNBoNBTGEENIGjuMQCoVQV1eHhoaGzJu+RqPJatBSVaXIzKh8/70Ou3Y1T6i1WpMYMSKCP/85ghEjIhg2LIoW9nm0iA9a4vE49Ho9CgoKYLPZWtwo0hHEvH9T8JIFHMchmUxmEmT5YkLxeDwT3PCFhZLJZJN9/I331fNb5lpK6EokgM2b9XjvPTM2bdIjkeCL3HE48cQQZs3yY+LEYKu7l4T+HI2DmIKCAuTl5XXJKUNCCOloHMchEAigrq4ObrcbiUQiE7S0VyoF7N6tzsyq/PCDFtXVymb3KymJZwKVP/85jNLShOjtynzNskQiAYPBkAlalMrm1+tIFLx0cPAiROPdP40rJfLBTTweRzKZRCwWyyR4tRbBe70yrF9vxLvvmvHf//4xO2IwpDBlSgAzZ/oxYkQEUpdaOY5DJBJBOBzOJGs5HI4uPYVICCG5wnFcpkaLx+MBy7LQ6/Xtek2MRhn8/LMmE6j8+KMWgUDTD65yOYcjjog2ClYiyMuTPtOeSqUQDAaRTCZhMpmQn58Pm83W6du2eRS8dMHg5XA4jkMikYDX60V1dTWCwSCMRuNh/zj271fivfdMeO89M6qq/oia+/aNY8YMP2bO9KOkpPVt14cbU+Mghp+JoSCGENIbsCwLr9fbpLCcwWBo1wxFKMRg2TIH1qyxIJFo+gFVp2NxzDHpQGXEiAiOPjoCna79b9GpVAqBQACpVApmsxkFBQWwWq0dvm37cCh46YbBS2OxWAwulws1NTVgWbbJ1uzWsCzw3XdavPeeCevXGxEK/XH/Y4+NYOZMH04/PQCzWfy268bb5nQ6HfLz8ymIIYT0SKlUCuFwOJOI6/f7wTBMVgrLffedFosXO1FRkc4pcTiSGDkyjGOPTQcrQ4fG2r2jtLFkMolgMAiWZTNBi8Vi6XJBC4+Cl24evPD8fj+qqqrgdruhVquh1+sFJYNFIgw2bjTgvffM2LJFB5ZNH6NWs/jrX+swe7ZXUknnQ4MYfiams5K7CCGkvViWzcwwBwIB+P3+zCYMpVIJg8HQ7jf7WIzB8uV5ePFFKziOQVFRAvff78IJJ4RzUl4/Ho8jFAqB4zhYrVbk5+fDYrF0+Sa/FLz0kOAFSH8KqK+vR1VVFSKRCAwGg6gZj5oaOdauNeHdd83YtSt93KmnBvDAAy6YTNKK3zUOYvR6fWYmhoIYQkhXx29MCIfDCIVC8Hq9mU0VMpksU7U9W3kgP/+sxqJFhdizJ/36e845XixaVAeDIXvFR4F0EBYOhxGLxaBUKjM5LWazucsHLTwKXnpQ8MKLRqOorq5GbW0tAMBoNIr6NMBxwOrVFjzySD4SCQZ9+sTx2GPV+NOfopLHxG8XjEaj0Ov1cDqdcDgcXXZKkhDSO/EzEaFQCD6fD5FIBPF4HAzDQKVSZZraZveawDPP2PHss3akUgwcjiTuu8+Fk08OZfU6fIdoPok4Ly8PFosFOp2u2zXlpeClBwYvwB91ZiorK+HxeKDRaAQvJfF+/lmNm28uQkWFCgoFh5tvrsNll3naNXXZOOIvLCxESUlJt4n0CSE9TzKZzMys+Hy+TC0TjuOgVCqhVquhUqly9ub+++8qLFpUiN9+S2+hnjrVjzvvrIHVmp3ZFj4vh9+darFYYLfbYTKZuszOISkoeOmhwQsvlUqhtrYW1dXViEQiMJlMopZsAgEZ7ryzAOvXpx+fCROCWLq0ut1/WPF4HIFAAH369EFxcTEFMISQDpFKpTJ5Kz6fD8FgELFYDCzLZhrYqlSqnL8mpVLAqlU2PPGEHYmEDGZzCnffXYOpUwPtPjfHcYjFYohEIuA4rsksi1ar7XazLC2h4KWHBy+8SCSSWUris+GFLtlwHPDGG2Y8+GA+4nEZnM4Eli2rxogRkXaNiQ9g+vbti+Li4h7xB0UI6XpSqRQ8Hk+zJFuZTAaNRgOVStWhS9gHDiixaFEhfvwxXXtrwoQglixxweFoXwX0xrMsarUaVqsVNptN0C7U7oaCl14SvADpaNzr9aKqqgperxdarVbUWueOHWosWFCE/ftVkMs53HBDPebNc0sucAek12CDwSD69euHPn36UABDCMkqjuNQUVGBysrKJnkrnbFkwrLAv/9twaOPOhCJyKDXp3DbbbU46yy/5OV4fpYlHA4DSNeWcTgcMJvNPbptCwUvvSh44SWTycxSUiwWg8lkEpyAFgwyuPdeJz74IP14nXhiCH//e7XoTtmN8dn8/fr1Q1FREQUwhJCsqaurw549e6DVaju1fUlVlQJ33OHEli16AMDxx4fwwAOuJs12xeBzdeLxODQaTWaWRewGje6KgpdeGLzwwuEwqqurUVdXB4ZhYDKZBK3zchzw9tsmLFlSgGhUBocjiUceqcLxx0tfRuIDmJKSEhQWFlIAQwhpt0AggN9//x0cx8FoNHbKGDgOeOcdEx58MB/BoBwaDYtbbqnDRRd5Rc9aN966LZPJmsyy9La+chS89OLgBUj/MXg8HlRVVcHn80Gn00Gn0wk6dtcuFW66qQi7d6vBMByuuaYB11zT0GY79bZEIhFEo1GUlJTA6XRSAEMIkSwWi2HXrl0IBoOwWq2dMoa6OjnuvrsAmzalA6c//SmChx6qRmmpuDYsyWQy0xxRo9HAZrNlZll662YHCl56efDCSyaTqKmpgcvlErWUFIkwuP/+fLz1lgUAMGpUGI88UoWCAmnLSHyyWWlpKQoKCiSdgxDSu6VSKezZswd1dXWw2Wyd8ga/fr0B99xTAK9XAaWSxQ03NODyy92iP9xFo1EEg0FYLJbMLAu1W6HghYKXQ4RCocxSEt+xWoj33zfhnnsKEA7LYLMl8fDD1Rg3Lix5DMlkEqWlpXA4HJLOQQjpnfgE3YqKClgslg5PzPV6ZbjvvgKsW5d+Txk2LIqHHqrG0KFx0ecKhUKIxWIoLi5GUVFRr51laYmY92961HoBvV6PgQMHYtCgQWBZFoGAsJoDM2b48dZb+1FWFoXbrcC8ecVYtiwPSQm5aHq9HnK5HPv370d9fb34ExBCei2+RUo2miOK9fnnepxxRinWrTNBLudwzTX1eOONA5ICl0AggGQyiQEDBqBPnz4UuLQDPXK9BMMwcDgcGDBgAIB0hCtEaWkCb7xRjgsv9AAAnnvOjksuKUZ1tfgXEIPBAIZhsG/fPjQ0NIg+nhDS+/j9fpSXl2cq43aUYDBdzPPKK/uirk6BAQNi+Pe/y3HDDQ0Q28aNL2nBMAwGDhyIgoICyv9rJwpeehm73Y4BAwaAYRjBAYxazeHuu2uxfHklDIYUfvhBh1mz+mPTJr3o6/O7A/bv3w+PxyP6eEJI7xGLxXDgwAEkEgnBy93t5XbL8fLLFsyY0R9r1ljAMBwuvdSNt98+gKOPFt8LjmXZTDuXQYMGwW6352DUvQ/lvPRSHo8He/fuRSqVgtlsFnxcRYUSN91UiF9+SRdKmjPHjZtvrhP9ScTn80Eul2PgwIGwWCziDiaE9HgdmaCbSABffGHAO++Y8NlnBiST6VmRPn3iWLrUhVGjpJWMSKVS8Hq9MJlMKC0thV4v/gNfb0IJuxS8CCI1gInHGSxbloeXXrIBAIYPj+Dxx6vRt6+4rYJerxdKpRIDBw4UdX1CSM/WUQm6O3ao8c47JnzwgQlu9x/XOOqoCGbN8uPMM33Q66W9RSaTSXi9XtjtdvTv37/X1WyRgoIXCl4E83q92Lt3LxKJBMxms6h12P/7PwNuu80Jn08OozGFBx5w4bTTgoKP5zgOPp8ParUaAwcO7LSCU4SQrqW2thZ79uyBXq/Pep6L2y3H2rVGvPOOGdu3/xFQ5OUlMWOGH7Nm+TBkiPhk3Mbi8Tj8fj8KCgpQUlIiuNp5b0fBCwUvovh8PuzduxfxeFx0AFNZqcDChUX473+1YBgOL7xwECecIHw7NZ/IptVqMXDgwA5b1yaEdE1+vx+7du0CgKy9HrS2LKRUsjjllBDOPNOHsWNDyMYETzQaRSgUQmFhIfr169cryvpnCwUvFLyI1p4AJpEAbr/difffN8PhSOK99/bDZhNe0I6vCMxv6aZ1YUJ6p2g0it9//x3hcDgrFXTbWhY680w/pk71w2pl230dHtVwaR8KXih4kcTv92Pv3r2IRqOwWCyiAphIhME555Rgzx41xo8P4plnKkV1VG0cwAwaNEhwOwNCSM+QSqWwe/duNDQ0wGq1Sn7j74hloZb4/X5wHIeSkhLk5+fTVmgJKHih4EWyQCCAPXv2SApgduxQ47zz+iEel+G222pwySVeUdfmAxij0YiBAwf26NbvhJA/cByH8vJyHDx4UFKCbkcuC7U0dn7zQf/+/WkrdDtQ8ELBS7sEAgHs3bs3M3UrJoBZvdqCBx4ogFLJYs2acpSVxURdm6+JYDabMXDgQMrQJ6QXkJqg29HLQodiWRZerxc6nQ79+/enXZPtRMELBS/tFgwGsXfvXoRCIVEBDMcBV1/dB599ZsCAATG8+eYB6HTinmJ8AGOxWDBw4EBqWEZID+b3+/H777+DYRjBCbrBoAxXXdUH3333x/JyrpeFDkU1XLKPehuRdjMYDJnkWY/HA6ExLsMAS5e64HAksXevGkuX5ou+tkwmg9VqzdShicdz/0JECOl40WgU+/fvRyqVErWz6O9/d+C773RQKllMnhzAM88cxGef7cGtt9Z1SOCSTCbh8Xhgs9kwaNAgClw6AQUvpFWNd/+43W6wrLDpV6s1hUceqQbDcFizxoL168Vvd+QDGLfbjX379lEAQ0gPk0wmceDAAQSDQVHLLVu36vCf/1gAAP/610E88UQVJkzITT5LS+LxOLxeLwoKCmhpuxNR8ELaxO/+MZlM8Hq9ggOY448PY948NwDgzjudqKwU/8oil8thtVpRX1+Pffv2IZEQV8GXENI1cRyHyspK1NfXi9oYEAoxuOOOAgDARRd5MHq0tLL9UkWjUQQCARQVFaG0tJSKz3UiCl7IYel0OgwYMABGoxEej0dwAHP99fX4058iCATkuOWWIiST4q/dOIA5cOCA4GsTQrquuro6VFVVwWg0iiritmyZA5WVKhQVJbBwYV0OR9hcKBRCJBJBv379UFJSQsXnOhkFL0QQnU6X6UEkNIBRKoFly6phMKTw449aPP20tC2EcrkcFosFdXV11ImakG7O5/OhvLwcKpVKVDL+t99q8dpr6cJ199/vktxzSAq/349UKoXS0lL06dOHis91AfQbIIJptVoMGDBAVADTt28C99xTAwB45hk7tm2TVrtFoVBALpejuroaSSlTOISQTheNRnHgwAHRCbqRCIPbb3cCAM4914sxY4S3IGkPvoaLTCbDgAEDUFBQQMXnuggKXogofA8ii8UiOICZPj2AM8/0gWUZ3HprIbxeaU87o9EIn8+H2tpaSccTQjqP1ARdAFi+PA/l5So4nQncemvHLBexLAu32w2NRoPBgwdT8bkuhoIXIppGo8GAAQNgsVjgdruRSh2+j9Edd9SgpCQOl0uJO+90Qkp1IZlMBq1WC5fLhWg0KmHkhJDOIDVBFwB++EGDl19OLxfdd18NjMbc5r2xLItgMAi32w2z2ZzZsEC6FgpeiCQajQYDBw6EzWaDx+M5bACj13N47LEqKJUcNmww4o03pFWi1Ol0iEajqKmpkXQ8IaTj1dbWSkrQjUbTy0Ucx2DWLB9OOimUszGyLItAIAC32w2FQoHS0lIMHjyYarh0URS8EMnUajUGDBgAu90uKIA58sgYbr45PeW7dGk+fv9dJfqafBXO2tpaBAIBSeMmhHQcn8+HiooKqNVq0dWyn3rKjn371HA4kli8ODfLxSzLwu/3w+12Q6VSYeDAgTjiiCNQVFQElUr8axTpGBS8kHbhA5i8vDxBAcyll3owblwQsZgMCxcWIRoVn/ymVquRTCZRXV0tuPIvIaTjRSKRTIKu2BmMn37S4IUXbACAe+91wWzO7nJRKpWC3++Hx+OBWq3G4MGDMWzYMDidTqrf0g1Q8ELaTaVSobS0FFarFX6/v837ymTp9gF5eUns2qXG3//ukHRNk8mEhoYGuN1uSccTQnIrmUyivLxcUoJuPM7gttucYFkG06f7ccop2VsuSqVS8Pl88Hq90Gq1GDx4MI444gjk5+dT0NKNUPBCskKlUqGwsBAADlvKPy8vhaVLqwEAr71mxcaN4tsH0NZpQrqu9iToAsDTT9uxe7cadnsSt9+enfy2ZDIJr9cLr9cLvV6PIUOGYNiwYXA4HFB0VG8BkjUUvJCssVgscDgcgnJRxo0L4/LL07Mmt9/uhMsl/sWD3zpdV9exlTYJIW2rr6+XlKALAL/9psZzz6WXi+66qwZWa/uWi/gmin6/H0ajEUOHDkVZWRny8vKoSm43RsELyRqGYVBYWAi1Wo1w+PBFpBYsqMORR0bh88nx178WQsCO6yZkMhk0Gg1cLhdisZjEURNCsikQCKC8vBxKpVJ0gm48Dtx2mxOpFIMpU/yYPDkoeRyJRCITtFgslkzQYrfbKWjpASh4IVml0+lQUFCAcDh82AJ2KhWwbFkVdDoW336rw8qVNtHX0+v1CIfDcLlcUodMCMmSeDyO8vJyxONxGI1G0cc/95wdO3ZoYLEkceed0nYX8UFLMBiE1WpFWVkZhgwZApvNRmX9exD6TZKsKygogNFoRDB4+E9N/fsncNdd6TXtp57Kww8/iGsv33jrtJDrEUJyg2VZVFRUwOv1wmKxiD5+504VnnkmXcX2jjtqYbeLm4qNx+Nwu90IBoOw2WyZoMVqtVLQ0gPRb5RknVKpRFFRERKJhKBk2pkz/TjjDD9SKQa33FIEv1/c01Kj0SCRSNDWaUI6kcvlQk1NDcxms+hgIZkEbrutEIkEg4kTA5g2TXgNp1gshoaGBkQiEeTl5WHYsGEYPHiwpERh0n1Q8EJywmazwW63H3brNAAwDHD33TUoLo6jqkqJu+8uEN0+gN86TV2nCel4Xq8XlZWV0Gq1krYbP/+8Db/+qoHZnMLdd9dASMyRSqXQ0NCAWCyGgoIClJWVYdCgQTCbzRS09AIUvJCckMlkKCwshEKhEJRMazCwePTRaigUHD76yIS33xbXS0SpVIJhGFRXVwvqtUQIyY5IJILy8nKwLAudTif6+N27VXjqqfRy0eLFtcjPF/b36/f7M8tDAwYMgMlkoqClF6HgheSMyWRCfn4+AoGAoOWcP/0pihtvrAcA3H9/AfbuFVeam986XV9fL2m8hBBxUqmU5EJ06ePTpRISCRnGjw9i5szDz9QC6fwWfnej0WikoKUXouCF5FRBQQF0Oh1CIWEVMufOdeOEE0KIRGRYuLAQ8bjwFyW5XA61Wo3q6mraOk1IjrW3EB0AvPSSFf/7nxYGQwr33itsuQhIb8d2OBzU7bkXo+CF5JRGo0FhYSGi0aig5RyZDHjooWpYrUls367BsmV5oq6n1+sRCoWo6zQhOdbQ0CC5EB0A7NunxBNPpP++//a3OjidwiplRyIRqNVqOJ1OmnHpxSh4ITmXl5cHi8UiuAt0QUEKS5em67a89JINn30mvKEbwzDQ6/W0dZqQHAoGgygvL4dCoRBdiA4AWBa44w4nYjEZxowJ4ZxzfIKO4zgOoVAoM6NLei8KXkjOKRQKFBUVgeM4JBIJQcdMmBDCX/6S3jm0eLETtbXCP9lptVrE43G4XC7aOk1IliUSCZSXlyMWi8FgEN+XDABeecWC77/XQadjsWSJS/ByUTAYhF6vR35+vqTrkp6DghfSISwWC/Ly8gRtnebdcksdysqi8HgUWLSoEIcp2NuEyWRCfX09vF6v+MESQlrEF6LzeDyS81zKy5V4/PF0N/m//rUOffoIWy5KpVKIx+MoLCyESiUumZ/0PBS8kA7B7wxQqVSIRCKCjlGrOTz2WDW0WhZbtujxwgvC2wfwtSZo6zQh2VNTUyO5EB3wx3JRJCLDqFFhnH++V/CxgUAAZrMZeXni8uBIz0TBC+kwer0eTqcToVDosH2PeAMGxHHbbekeJ//4hx0NDcKXj0wmE7xeLxoaGiSNlxDyB5/Ph4MHD0Kj0UgqRAcAb7xhwbZtOmi1LO6/3wWh8U8ikQDLsigsLKSmigQABS+kg+Xn5wvue8Q75xwfjjoqgkhEhlWrrIKPk8vlUKlUqK6uRjwelzJcQgiAaDSKAwcOSC5EBwCVlQo88kh6ueimm+rQr5+w/DcgPetit9thtQr/+yc9GwUvpEOpVCoUFhYimUwK6nsEpNsHXHddevbk1VetcLuFf/IyGAwIBoOorZXWoZaQ3q69hegAgOOAO+90IhyW4c9/DuPii72Cj43FYlAoFCgsLKSt0SQjZ8GL2+3G7NmzYTKZYLFYMHfu3MN+2l65ciUmTJiQKfNMyZY9E/8JSujWaQAYPz6UmX154QXhn774rdM1NTWCC+URQtI4jkNVVRXq6ura1TPorbfM2LJFD7WaxQMPCF8u4jgOgUAAeXl5MBqNkq5NeqacBS+zZ8/Gr7/+ig0bNmDt2rX44osvMH/+/DaPCYfDmDJlCm677bZcDYt0AXzfI5lMJrgSLsMA116bnn157TVxsy9arRaxWIy2ThMiktvtRmVlJQwGAxQKhaRzuFwKPPRQernohhvqUVoqfLkoHA5Do9HA6XRKujbpuaQ9Gw9j+/btWL9+Pb799luMHDkSALBixQpMnToVjz76KIqKilo8bsGCBQCAzz77TPC1YrFYkzdAMVtxSecxmUxwOByoqqqCSqUS9IluwoQQjjwyil9/1WDVKisWLhTew8hoNKKurg52ux0Wi6UdIyekdwiFQigvL4dcLodGo5F0Do4D7r67AMGgHH/6UwRz5gjv+s6yLCKRCPr37w+tVivp+qTnysnMy9atW2GxWDKBCwBMmjQJMpkM33zzTVavtXTpUpjN5sxXcXFxVs9PcoNhGDidTmi1WoTDYYHHANdemw5YXn3VCo9H+OwLHyDR1mlCDi+RSODAgQOIRCLtWq557z0TPv/cAKUyvVwkZqNQMBiE0WikgnSkRTkJXlwuV7MnnEKhgM1mg8vlyuq1Fi9eDJ/Pl/mqqKjI6vlJ7mi1WjidTkQiEcFbp08+OYQjjogiHBaX+wKkZ188Hg/cbreU4RLSK3Ach4MHD8Lj8cBqtUrOc6mtlePBB9PvA9de24BBg4Tv+EulUkgkEigsLJS8LZv0bKKCl0WLFoFhmDa/duzYkauxtkitVsNkMjX5It1Hfn4+zGaz4OTd9M4jabMvcrkcSqWStk4T0oba2lq4XC6YTCZJheiA9HLRvfcWwO+X44gjopg7V9wHhkAgAIvFAptNeGFK0ruIynlZuHAh5syZ0+Z9BgwYAKfT2WxrajKZhNvtpsQr0gTf92jnzp1IJBKCPmXxsy+//ZbOfbn5ZuG5LwaDAW63G7W1tejbt297hk5Ij8PPXqvV6naV4P/wQyP+7/+MUCg4LF3qgpjJk0QiAY7jUFRURAXpSKtEBS8OhwMOh+Ow9zvhhBPg9Xrx/fffY8SIEQCATZs2gWVZjB49WtpISY9ltVqRl5eH+vp6QZ+0+J1H117bB6+8YsVll7lhtQpbdpLJZNDpdKipqYHNZqPOtIT8f7FYDAcOHEAqlWpXnkt9vRxLlhQAAK6+ugFDhwrbUcjz+/2ZGVlCWpOTnJdhw4ZhypQpmDdvHrZt24avvvoK1113HS644ILMTqPKykqUlZVh27ZtmeNcLhf++9//Yvfu3QCAn3/+Gf/9738pR6GH4/seKZVKwX2PTjkliGHD0rkvL74obmqZtk4T0hRfiC4QCLRr6Z1fLvL55Bg2LIr588W15ohGo1AqlXA6nVSQjrQpZ3VeXn31VZSVlWHixImYOnUqxo4di5UrV2a+n0gksHPnziY7TZ555hkce+yxmDdvHgDgpJNOwrHHHov3338/V8MkXYTBYEB+fj5CoZCggKJx3ZdXXrHA4xH+VGYYJrN1mrbWk96O4zhUV1ejtrYWFotFcp4LAHz0kREbNqSXix58UNxyEcdxCAaDKCgogMFgkDwG0jswXA/76On3+2E2m+Hz+Sh5t5uJx+PYvn07EomEoGlrjgPOPLMEO3ZocNVVDViwQHjuCwB4PB5YLBYMGTKkXS/YhHRnDQ0N2L17NzQajeR6LunzyDF9en94PApce209rr9e3KxLMBiETCbDEUccAbVaLXkcpPsS8/5Nr9iky+D7HsXjcUG1WBrPvqxebYHXK+7pbDQa4Xa7aVmS9FrhcBgVFRWQyWTtClwAYMmSfHg8CgwdGsWVV4oLXFiWRTQahdPppMCFCELBC+lS+L5HQpdzJk4MYujQKEIhOV56SVzdF4VCAaVSiaqqKiQSwkuWE9ITsCyLiooKhMPhdvcNWr/egPXrTZDL08tFYjcqBQIBmM1mQRtCCAEoeCFdjFwuR1FRERiGEVSLRSZrPPtiFT37YjAYEAgEqOs06XW8Xi/cbne7Gi4CgNstx333pXcXzZ/fgCOPFLe7KJlMIpVKwel0Su6fRHofCl5Il8P3PQoEAoKSdydNCmLIkBiCQTleflnc7ItMJoNWq4XL5RK804mQ7i6VSqG6uhoymazdAcP99+fD7VZg8OAYrr5a/BJsIBCAzWajgnREFApeSJfDb51Wq9WC+h6lZ1/Sybovv2yFzyfuaa3T6RCNRlFTUyNpvIR0N263Gz6fr93LRR9/bMC6dfxyUTVUKnH7P+LxeKbPGSXNEzHo2UK6JK1Wi8LCQsF9j049NYjBg9OzL2JzXxiGgV6vR0NDA6LRqNQhE9ItJBIJVFdXQ6lUtquCrcfzx3LRFVe4MXy4uOUiID3r4nA4aGcoEY2CF9Jliel71N7ZF41Gg2g0SjuPSI9XV1eHQCDQ7loqDzyQj4YGBQYNimXyzsSIRCJQq9VUkI5IQsEL6bIUCgUKCwuRSqWQTCYPe//TTvtj9kVs7gvDMNBoNKirqxN0LUK6o1gshpqaGmi12nYt02zcaMDatSbIZOneRWKXiziOQygUQkFBAbXoIJJQ8EK6NKvVCrvdLmjr9KGzL36/+NyXUCgEr9crZaiEdHk1NTUIh8PtChi8XhnuuSe9XDR3rhvDh4tfag0Gg5mq2oRIQcEL6dJkMhkKCwuhUCgE5aPwsy+BgLSdR3K5HLW1tYLybAjpTkKhEOrq6qDX69u1TPPgg/mor1dg4MAYrrtO/HJRKpVCPB6H0+lsV+dq0rtR8EK6PKPRiIKCAgSDwcNunZbJgGuuSb+gvvSS+NkXg8EAv98vKM+GkO6C4zjU1NQgFotBq9VKPs+mTXq8/74ZMhmHBx5wQa0W312GL0iXl5cneRyEUPBCuoX8/PxMUu3hTJ4cwKBB6dmX1avFV93lOA719eL6JBHSlQUCAdTX17crSdfnk+Huu50AgMsu8+CYY8QvFyUSCbAsi8LCwnbtdCKEghfSLWg0GuTl5Qmu+9J49iUQEPc01+v1cLvdCIVCksZKSFfCcRxcLhdSqVS7+gYtXZqPujoFSktjuP56acF9IBDItAAhpD0oeCHdht1uh1KpFNQ2gJ998fvFz76o1WrE43F4PB6pQyWky+DbALSnIN1nn+nx7rtmMEy6d5FGI365KBaLZXYQ0tZo0l4UvJBuQ6/Xw2KxCJoRkcuBq69Oz768+KL42RetVou6ujpBgRIhXRXfBgAAlEqlpHP4/TLcdVd6d9GcOR4ce6z45SKO4xAIBJCXl9fuqr6EABS8kG6EYRg4HA5wHCeoFsuUKQEMHJiefXnlFYuoa+l0OoTDYZp9Id2ax+OBz+drVwXbhx7KR22tEv37x3HjjdKWi8LhMLRaLZxOp+RxENIYBS+kWzGZTDCZTBJmX2wIBoU/3RmGgUqlQl1dHVKplOTxEtJZkskkqquroVAoJCfHfvGFHm+/3b7lIpZlEYlEUFBQ0K6dToQ0RsEL6VZkMhny8/ORTCYF1WI5/fQABgyIwecTP/ui1+sRCATg8/kkjpaQzlNfXw+/3y95h1EgIMOdd6aXiy65xIM//1la1/VgMAij0UgF6UhWUfBCuh2r1Qq9Xi9o51Hj2ZdVq8TNvsjlcjAMg7q6usPWlyGkK4nFYnC5XNBoNJLbAPz97w7U1CjRr18cCxZIWy5KpVJIJBIoLCyUnHNDSEsoeCHdjkKhgMPhQDQaFRRUTJ0aQGmp9NkXn8+HYDAocbSEdLy6ujqEQiHo9XpJx3/5pQ5r1lgyy0VarbTgPRAIwGq1wmazSTqekNZQ8EK6JZvNJrhonVz+R92X9OyL8G2aKpUKyWQSDQ3iy6AT0hnC4TBqamqg0+kkbUkOBmW48850Yu3FF3sxcqS05aJ4PA6O46ggHckJCl5ItySmaB2Qnn3p3z8On0+OV18VV/dFp9OhoaFBUKBESGerqalBNBqVnBz79787UF2tRHFxHDfdVCd5HIFAAA6HA2azWfI5CGkNBS+k27Lb7VAoFIJqsTSefXnhBXGzL/wMj9vtljxWQjoC3wbAaDRKmnXZskWH//zHAgB44AEXdDppy0XhcBhqtZoK0pGcoeCFdFtiitYBwNSp/szsy2uvCZ99YRgGGo0GdXV1gurLENIZ+DYAiURCUhuAYJDBHXekl4suusiDUaOkLRexLItwOIyCggLodDpJ5yDkcCh4Id2W2KJ1CsUfO49eeMEqavZFp9MhFArB6/VKHS4hOeXz+dDQ0CC5IN2yZQ5UVSnRp08cCxdKXy7it0YXFBRIPgchh0PBC+nWzGaz4KJ1ADBtmh8lJXF4vQpRsy8ymQwKhQK1tbWC6ssQ0pFYloXL5QLDMJK2JH/9tQ7//nf67+GBB2qg10tbLkomk0gkEigqKqKt0SSnKHgh3ZrYonUKRePcFytCIeGzL3q9Hn6/H4FAQPJ4CckFt9sNt9stqSBdKMTg9tvTsyQXXujB8ccLS4JvCd81mrZGk1yj4IV0exaLRXDROkD67ItCoQDHcaivl1awi5BcSCaTcLlcUCgUUCgUoo9ftsyBykoViooS7VouisVikMlkKCwslFwYjxCh6BlGuj2lUimqaN2huS9iZ1/cbrfgZSpCcq2hoQE+n09St+ZvvtFmAvgHHnDBYJC2XMR3jXY4HNQ1mnQICl5IjyCmaB0ATJ+enn3xeBSZtX4h1Go14vE4bZsmXUI8HofL5YJarRY92xEO/7G76PzzvTjhBOnLReFwGDqdjrZGkw5DwQvpEcQWrVMogKuuSs++PP+8FeGw8BdcrVaL+vp6QfVlCMmluro6BINBSbkuTz9tR0VFernor3+VvlzEsiyi0SicTic0Go3k8xAiBgUvpMew2WyCi9YBwBln+NGvHz/7YhF8HZ1Oh3A4DI/HI3GkhLRfJBKBy+WS1AbA7f6j0vQdd9TAYJC+g87v98NsNsPhcEg+ByFiUfBCegyDwSCqaF3T2Reb4NkXhmGgUqlQW1uLVColebyEtEdtba3kNgAvvWRFJCLDkUdGcfLJ0vO3EokEWJZFYWGhpGRhQqSi4IX0GI2L1gkNKmbM8KO4OA63W4E33rAIvpZer0cwGITP55M4WkKkCwaDqK2thcFgED3r4vPJMt3Vr766Ae1JUQkEAsjLy4PVKq5fGCHtRcEL6VH4onXBYFDQ/RUK4Ior0sm3r79ugYDNSgAAuVwOhmFQV1cnaIcTIdnSuA2AlByTV16xIhSSY8iQGE45RdjfSUsikQiUSiUl6ZJOQcEL6VFkMhkcDkdmOluI6dP90OlYHDigwnffCZ+CNxgM8Hq9ggMlQrLB7/ejoaFB0pbkYJDByy+nZ0muuqoBUsuxcByHUCiE/Px8ScnChLQXBS+kx7FaraKK1un1HKZO9QMA3nzTLPg6SqUSqVSKitaRDsO3AeA4DiqVSvTxr79uhc8nR//+cUyeLL1SNL/DifoXkc5CwQvpccQWrQOAs89O5658/LERgYDwPwudTge3241IRFoHXkLE8Hg8cLvdkmZdIhEGq1alZ12uvLIBcrm0MaRSKcTjcRQWFkrqXk1INlDwQnokvmhdLBYTdP9jjoli0KAYolEZPvxQ+BsDXxiPtk2TXEulUnC5XJDL5ZJ29qxZY0ZDgwJ9+sQxfbpf8jgCgQCsVivsdrvkcxDSXhS8kB5Jq9XCZrMJ3jbNMH/MvohZOmIYBhqNBnV1dUgmk5LGSogQfBsAKTkm8TiD559PN0ucN88NqQ2f+RpKhYWFkEuduiEkCyh4IT1WXl6eqKJ1M2f6oVRy+OUXLXbsED4drtPpEAqFaPaF5EwikYDL5YJKpZIUNLz9tgk1NUoUFCRw1lnSZl0a9y8ym4UH+ITkAgUvpMcSW7TOZktlto6KmX2RyWRQKBSoq6sTvMOJEDHq6uoQCASg1+tFH5tIAM89l551mTvXDZVK2tb+SCQCtVoNp9NJW6NJp6PghfRYUorWnXOOFwDwwQcmxGLiuk37/X74/dJzCQhpSTQahcvlglarFd18EQDWrjWhslIFuz2Jc8+VVlSRZVmEw2E4nU7odDpJ5yAkmyh4IT2ayWSCyWQSPPsyZkwYhYUJ+HxybNggPLdAoVCA4zjU19dT0TqSVbW1tYhEIpKChlQKePbZdGLtZZd5oNVKe24Gg0EYjUbk5+dLOp6QbKPghfRocrkcDocD8Xhc0JKOXA6ceab4xF0gPfvi8XgE15ch5HBCoRBqa2uh1+slLdV8/LER+/erYDancMEF0nKykskkkskkioqKoJSa6UtIllHwQno8vmid0FosZ53lA8Nw+PprPSoqhL9Yq9VqxONxuN1uqUMlpAm32414PC6p+SLLAv/8Z3rW5ZJLPDAYpM26+P1+2Gw22Gw2SccTkgsUvJAejy9aF4lEBC3p9O2bxAknpGdP3n7bJOpaOp0O9fX1gnc4EdKaZDKJhoYGSf2LAGDTJgN27VJDr0/h4oulzbpEo1EoFAoUFhZKyrchJFfo2Uh6BbFF6/jExrffNkNgri+AdH2ZcDhM26ZJu/l8PkQiEUmzLhz3x6zLxRd7YTaL3wXHcRyCwSDy8/NhMokL4gnJNQpeSK8gtmjdxIlBWCxJ1NQo8eWXwrenMgwDlUqF2tpawTucCGmJ2+0GwzCSZjy+/FKHX3/VQKtlceml0gLpUCgEnU5H/YtIl0TBC+k18vLyIJfLkUgkDntflYrDjBnimzUC6cTdQCAAn0/atlRCIpEIfD6fpB1GHAc8/XQeAOD8872w2cQH0alUCtFoFIWFhZKXrQjJJQpeSK8htmgd3y7g008NqK8XXtVULpdDJpOhrq6Otk0TSXw+H2KxmKTO0du2afHjj1qoVCwuu0xa8nggEIDFYkFeXp6k4wnJNQpeSK/BF61jWVbQks7QoXEcfXQEySSD994Tt+ZvMBjg9XoRCASkDpf0UizLor6+HiqVStL26GeeSee6nHOODwUF4mddEokEOI5DUVGRpAaQhHQECl5Ir2I2m2E0GgXPvpxzzh81X8RMoiiVSqRSKTQ0NEgZJunFAoEAgsGgpCWjH3/UYOtWPRQKDnPnSpt18fv9yMvLg8VikXQ8IR2BghfSq8jlcuTn5yORSAgqWjd1agBaLYt9+9T48Udxuz70ej3cbrfg+jKEAIDX6wXHcZJmPfhZl5kzfejTR3yX80gkApVKhcLCQupfRLo0Cl5Ir2OxWKDVagUFFQYDiylT0ks/a9aIS9xVq9WIRqNUtI4Ixhc5lJIk++uvanz+uQEyGYf588U/51iWRSgUgtPplNQAkpCORMEL6XVUKpWoonV8zZf1640IBoX/yTAMA41Gg/r6ekE7nAjx+/2IRCKSghd+1mXatABKSsQ/30KhEAwGA/UvIt0CBS+kV7Lb7VCr1YKK1h17bASlpTFEIjKsW2cUdR2dTodQKASv1ytxpKS34DgODQ0Nmd1qYuzapcKGDenn5pVXis+zSqVSiMfjKCoqkrTDiZCOltPgxe12Y/bs2TCZTLBYLJg7dy6CwWCb97/++usxdOhQaLVa9OvXDzfccAPVyyBZp9VqYbfbBTVRZJimibtiyGQyKBQK1NXVCcqxIb1XOByG3++XlKjLd44+7bQABg0S35qC+heR7ianwcvs2bPx66+/YsOGDVi7di2++OILzJ8/v9X7V1VVoaqqCo8++ih++eUXvPjii1i/fj3mzp2by2GSXsput0Mmkwla0pk1yw+FgsNPP2mxc6e4T6Z6vR5+vx9+v1/qUEkv4PV6EY/HRc987N+vzMwIXnWV+FmXWCwGhmFQWFgIuVx4PSNCOlPOgpft27dj/fr1+Ne//oXRo0dj7NixWLFiBV5//XVUVVW1eMxRRx2Ft956C2eccQYGDhyIU045BQ888AA++OADJJPiM+cJaYvRaITFYmlzNpBnt6dw8snp+731lrjZF4VCAY7jqN8RaRW/rV6tVos+duVKO1iWwfjxQRxxhLDeXTyO4xAIBOBwOKh/EelWcha8bN26FRaLBSNHjszcNmnSJMhkMnzzzTeCz+Pz+WAymVrdNhiLxTKfaunTLRGDL1rHcZygonX80tF775kRj4vbRqrVauHxeAQ3hiS9SyAQyPQSEuPgQQXefz8ddFx9tfhZl3A4DK1WS1ujSbeTs+DF5XI1y1pXKBSw2WxwuVyCzlFfX48lS5a0udS0dOlSmM3mzFdxcXG7xk16FzFF68aODaGgIAGfT47/+z+DqOtoNBpEIhEKrkmL+O30Ypdtnn/ehmSSwZgxIRxzTFTUsRzHIRKJwOl0SupcTUhnEh28LFq0CAzDtPm1Y8eOdg/M7/dj2rRpOOKII3DPPfe0er/FixfD5/NlvioqKtp9bdJ78EXr4vH4YRNq5XLgrLPSsy9ia74wDAOFQoGGhgbqd0SaiMVi8Hg8ogOImhp5JoFcSq5LNBrNJK4T0t2ILuG4cOFCzJkzp837DBgwAE6nE7W1tU1uTyaTcLvdcDqdbR4fCAQwZcoUGI1GvPPOO1Aqla3eV61WS1onJoRnsVig0+kQiUQOW5zrrLP8+Oc/87B1qw4HDyrQt6/wXCydTodAIIBwOExFwEiGz+dDNBoVHUS88IINiYQMI0aEcdxx4qs4h8Nh9O3bl14/SbckOnhxOBxwOByHvd8JJ5wAr9eL77//HiNGjAAAbNq0CSzLYvTo0a0e5/f7MXnyZKjVarz//vvUjp3kHF+07sCBA4cNKoqLEzj++BC+/lqPt98244YbhH/iValU8Pv98Hq9FLwQAOmlm/r6eiiVSlE5Jw0NcrzxhgVAetZFbLpKPB6HUqmkrdGk28pZzsuwYcMwZcoUzJs3D9u2bcNXX32F6667DhdccAGKiooAAJWVlSgrK8O2bdsApAOX0047DaFQCM8//zz8fj9cLhdcLpeghEpCpDKbzVAoFIK2TfOJu++8Y4bYp6VarUZDQwM9nwmAdFVbKU0YX3zRimhUhqOOimDs2MPXKmrpuhaLhYJo0m3ltM7Lq6++irKyMkycOBFTp07F2LFjsXLlysz3E4kEdu7cmSkU9sMPP+Cbb77Bzz//jEGDBqGwsDDzRbksJJcMBgMMBoOgfkennhqE2ZxCdbUSW7aIe9PhK+4GAgGpQyU9iNfrRTKZbHNpvPkxMrz6qhUAcPXVbtGzLqlUChzHIS8vj3YYkW5LfNtSEWw2G1577bVWv9+/f/8myYsTJkygZEbSKRiGgd1uF1TGX63mcMYZfrzyihVvvmnBuHHCP/nyu0k8Hg8sFovE0ZKeIJlMSqrt8sorVoTDMgwdGs3UHhIjGAzCZDLBbBaXdE5IV0K9jQj5/4xGI1QqFeLxw5dX55eONm0ywO0Wt71Vq9XC7XZTzZdezu/3i67tEgzKsHp1etblqqvcENkCCSzLIpFIwOFwiO6fREhXQs9eQv4/nU4Ho9EoaOmorCyGI4+MIpFg8N574iqTajSaTHFF0nu53W7IZDJRQcS//22BzydHaWkMp50mfumR31FntVpFH0tIV0LBCyH/H8MwsFqtSCQSgpYvzz3XCyDdLkDMaifDMJDL5VTzpReLRCLwer2iaruEwwxWrUoHHVde6YbYNkR8UTqHwyEqx4aQroiCF0IaMZlMUKvVgpaOpk0LQKNhsXu3Gv/7n7gt/Y1rvpDex+/3IxaLicp3WbPGArdbgb5945g2TfysHX892h5NegIKXghpRKvVCl46MhpZTJ6cnrrnK50KpVKpkEgkBCUIk56FZVnU19dDpVIJ3u0TizF4/vn0rMu8eW5ImTgJh8Ow2WzUCoD0CBS8EHIIm82GZDIpaEmHT9xdt86EYFDctlOq+dI7BYNBBAIBUYm677xjQm2tEk5nAmeeKX7WJZFIgGEY5OXliT6WkK6IghdCDmEymTJJtYczcmQEJSVxhMMyrF8vLnFXq9VSzZdeyOv1gmVZKBTCKlUkEsDKlenWAXPnuqFSic+T4ovSGY1G0ccS0hVR8ELIIdRqNSwWi6ClI4b5Y/ZF7NJR45ovpHdIJBJoaGgQtXTzwQcmVFUpYbcnce65PtHXTKVSYFkWDoeDitKRHoOCF0JaYLFYwLLsYTtNA8CsWT7I5Rz++18tdu9WiboO1XzpXfx+PyKRiOCebakU8Oyz6VmXyy93Q6MRP+vCNwKlooikJ6HghZAWGI1GaLVaQUGFw5HChAnpSqdiZ1+o5kvvwTdhFFPb5aOPjDhwQAWzOYXzz/dKumYsFkN+fn5mpo+QnoCCF0JaoFKpBC8dAcDZZ6en8997zwQBu6wzqOZL7xGJROD3+wUn6rLsH7Mul17qgcEg/vkRiUSg1WqpKB3pcSh4IaQV/DS7kKWjk04KweFIwuNRYNMmg6jr6HS6TKl40nN5vV7E43HBtV0+/1yPXbvUMBhSuPhiaXlRkUgEeXl5ovsnEdLVUfBCSCuMRiM0Go2g2ReFAjjzzPTsy1tvia/5kkwm4fOJT8Yk3UMqlUJ9fb2oIOLdd9PPo7PP9sFkOnwAfah4PA6lUklF6UiPRMELIa1QKBSw2+2IRqOC7s8vHX35pR5VVeIatlPNl54tEAiIasLo98vw6ad6AMDMmdLyofjt0Xq9XtLxhHRlFLwQ0gaz2QyZTCYoqCgpSWDUqDA4jsE774ibfeFrvlDibs/k8XjAcZzgpNlPPjEiHpdh0KAYhg0TvxONL7JI26NJT0XBCyFtMBgM0Ol0ghN3+Zovb71lhoBUmQyq+dJzxeNxeDweURV1P/ggXUzujDP8kBJ7hEIhmEwmmEziCicS0l1Q8EJIG+RyOWw2m+A6LKedFoDRmEJVlRJbtwp/swLSsy8ej4dqvvQwPp8P0WhUcG2X6moFtm1LP3emTxc/E8eyLJLJJPLz8wVvySaku6FnNiGHYTKZIJPJkEwmD3tfjYbDGWek33DEJu5SzZeeh+M4NDQ0QC6XC16++fBDEziOwciRYfTpc/jn3KHC4TB0Oh0VpSM9GgUvhByGwWCAwWAQXfNlwwYDPB7hf2IMw0ChUFDNlx6Ez2MSkzT7/vvppR4+CBaD4zhEo1E4HA4opbSeJqSboOCFkMOQyWSilo6OPDKGI46IIpGQ4YMPxOUcUM2XnsXr9SKRSAgOJHbuVOP339VQKllMmSK+YWcsFoNGo6Ht0aTHo+CFEAFMJhOUSiUSiYSg+/OzL2vWWCBmEkWpVFLNlx4ilUqhoaFBcK4L8Eei7oQJIZjN4mu7hMNh2Gw2UY0fCemOKHghRAC9Xg+DwYBwOCzo/tOn+6FWs9i1S42ffxb+5gVQzZeewu/3IxwOCw4kWBaZmTopibqJRAIymQx2u130sYR0NxS8ECIAwzCw2WyCknYBwGxmcdpp0po1Us2XnsHtdmd6VwmxbZsWNTVKGI0pTJggftkwGAzCYrHAaDSKPpaQ7oaCF0IE4peO4gI7L559thcA8OGHRoTDwot1UM2X7i8ajcLr9YpavuFnXaZMCUCtFpewnUqlwLIs8vLyqCgd6RUoeCFEIK1WC5PJJHjpaNSoCPr1iyMUkmP9enGfhqnmS/fG13YR2ssoFmPw8cd/FKYTKxwOw2Aw0PZo0mtQ8EKIQAzDwGq1ZkqvH45MBpx1lrRmjRqNBtFolBJ3uyGO41BfXw+lUil4FuTTT/UIBuUoLExg5EhhW/IbXy8ejyM/P1/wEhUh3R0FL4SIYDKZMsXkhDjzTB9kMg7ff6/D3r0qwddhGAZKpRJut5tqvnQzwWAQwWBQVG2Xxom6YoviRiIRaDQaWK1WcQcS0o1R8EKICBqNBiaTSXDBuoKCFMaNSydfvvce1XzpDTweD1KpFBQKYZ3FvV4ZvvjCAEDaklEkEkFeXp7gJSpCegIKXggRyWq1gmVZwTMis2al35A++MAkqlkjX1eGlo66j0QiIbq2y/r1RiQSDMrKohgyRFgyOC8Wi0GpVNL2aNLrUPBCiEj80lE0GhV0/5NPDkKvTzdr/OEHccXDNBoN1XzpRvx+PyKRiKRdRlJmXUKhEKxWq6iO1YT0BBS8ECKSSqWC2WwWHLxoNBwmT07XfOH71ghFNV+6F7fbDZlMJrib88GDSnz/vQ4Mw2H6dHHtAJLJJBiGoe3RpFei4IUQCfilI1bgOtCMGengY/16I2IxqvnSE4XDYfh8PlGzIGvXprdHjx4dRkGBuA7SoVAIJpMJJpO4gJiQnoCCF0IkMBqN0Gq1gmdfjjsujIKCBPx+OT7/XPguFIBqvnQXfr8fsVhMcOIsx0nvIM2yLJLJJBwOh+BZHkJ6EnrWEyKBUqmEzWYTvOtILv/jDUpsp2mq+dL1sSyL+vp6UTt+fvtNjb171VCr/2glIVQ4HIZer6eidKTXouCFEInMZjMYhhGcTMsHL599pofXK/xPj6/50tDQQDVfuqhAIIBgMCgqUZefdTnllCCMRuHb0DiOQzQaRV5eHpRKpeixEtITUPBCiERGoxE6nU7w7MvQoXEMHRpFIiHLlIIXSqfTIRAIUM2XLsrr9YLjOMG1XZJJYN06aUtGsVgMGo0GNptN9DgJ6SkoeCFEIrlcDpvNJioXhU/cFbvriK/54vV6RR1Hci8ej4uu7fL11zrU1SlgNqcwdqy4gDQUCsFms4ma5SGkp6HghZB2MJvNkMlkSCaF7RSZNi0Ahkm3Czh4UNyUP9V86Zr8fj+i0aik2i5Tp/qhEt41AolEAnK5nIrSkV6PghdC2sFgMIhaOnI6kzj++HRXan6brFBarRbhcJhqvnQhHMehoaEBcrlccK2VcJjBhg3SOkgHg0FYLBYYjeKeO4T0NBS8ENIOMpkMdrtd1NIR/4b1/vsmiMm/pZovXU8wGBRd22XTJgPCYRn69o3j2GOFbbUHgFQqBZZl4XA4qCgd6fUoeCGknUwmExQKBRKJhKD7n3ZaEGo1i7171fjlF3HN9HQ6HdV86SI4jkN1dTVSqRRUItZ++CWjGTP8EBODhMNhGI1GmM1msUMlpMeh4IWQdjIYDDAYDIKXjgwGFhMnput6iK35olarqeZLF+HxeOB2u0Ut4bjdcnz5ZbpI4fTpwpeMOI5DLBZDfn5+ZgaOkN6MghdC2olhGNjtdsTjwjsC80tHH35ogsBc38y1lEol6uvrqeZLJ0qlUqiurs78PoRat86IVIrBUUdFMGCAsJk6AIhEItDpdLBarVKGS0iPQ8ELIVlgNBqhUqkEBzBjx4ZgtSbR0KDA1q3iOgLrdDoEg0Gq+dKJGhoa4PP5RCfONl4yEiMcDiMvL0/U8hQhPRkFL4RkgU6ng9FoFLx0pFQCU6emuwi//764HAaq+dK54vE4qquroVKpRC3h7N+vxP/+p4VczmV+90LEYjGoVCoqSkdIIxS8EJIFDMPAarUikUgIXs7hP31v3GhAKCRu9wjVfOk8tbW1CAaDMBgMoo7jZ13GjAkhL0/47y0UCsFqtUKvF9fQk5CejIIXQrLEZDJBrVYLXjo6+ugoSkriiERk2LiRar50B+FwGDU1NdDr9aK2K3McsHYt3w5A+KxLMpkEwzDIy8sTPVZCejIKXgjJEq1WK2rpiGGa1nwRg1+ucLvd4gZJJOM4Di6XC7FYTHRp/p9+0uDAARW0WhYTJwoPXkKhEEwmE0wmcc8PQno6Cl4IySKbzYZkMil66WjrVh1qa8VtgdXpdPB6vVTzpYP4/X7U1dVJqm7LB6eTJgWh1wvfJZZMJmG32yGT0Us1IY3RXwQhWWQymaDRaAQHFP36JXDMMRGwLJPpMiwU1XzpOCzLwuVygeM40Tt+Eon0FmkAmDFD+O8qHo9DqVRSKwBCWkDBCyFZpFarYbFYBC8dAdI7TVPNl47jdrtFF6Tjbdmih8ejgN2exAknhAUfF4lEYDQaqXs0IS2g4IWQLLNYLGBZFizLCrr/6acHoFBw+O03DXbtEvepnmq+5F4ymYTL5YJcLodCoRB9PB+UTp0agNDDOY5DIpGAzWajPkaEtICCF0KyzGg0ilo6slpTGDcuHXyIbRdANV9yr66uTlJBOgAIBhn83/+lt1SLKUwXj8ehUqloyYiQVlDwQkiWqVQqWK1WUUtHM2emcyHWrjVB4IRNBl/zJSmmzwARJBqNwuVyQaPRSEqa3bjRiGhUhv794zjqKOEdpCORSCZ/ihDSHAUvhOSAxWIBAMFLRxMmhGAwpFBVpcT334vLceCXjiorKyn3Jctqa2sRDoclF4iT0kGa4zgkk0lYrVZaMiKkFRS8EJID/NKR0NkXjYbD5Ml8uwBxS0cymQxGoxFVVVWoq6sTPVbSsmAwiJqaGhgMBklBRG2tPNO3iq/nI0Q8HodaraYlI0LaQMELITmgUChgt9sRjQpfKuDf4NavNyIWE/dmqVaroVKpUFFRQVV3s4AvSJdMJiUv3axbZwLLMjjmmAiKi8V1kKZdRoS0LafBi9vtxuzZs2EymWCxWDB37lwEg8E2j7nyyisxcOBAaLVaOBwOzJw5Ezt27MjlMAnJCbPZDJlMJrj/0KhRETidCQQCcnz2mfhlCoPBgEQigfLycipc105erxf19fXtmv3gZ9DEJOpyHIdUKkVNGAk5jJwGL7Nnz8avv/6KDRs2YO3atfjiiy8wf/78No8ZMWIEVq1ahe3bt+Pjjz8Gx3E47bTTqAEd6XYMBgN0Op3gpSOZ7I/ZF7G7jnhmsxk+nw/l5eX0NyNRKpVCdXU1gPRuLin27FHht980UCg4nH66uA7StGREyOHlLHjZvn071q9fj3/9618YPXo0xo4dixUrVuD1119HVVVVq8fNnz8fJ510Evr3748///nPuP/++1FRUYH9+/fnaqiE5IRcLofNZhM1C8IHL59/boDXK/7PUyaTwWKxoLa2FtXV1ZTAK4Hb7YbX621XPyE++Bw3LgSrVXgQyS8Z0S4jQtqWs+Bl69atsFgsGDlyZOa2SZMmQSaT4ZtvvhF0jlAohFWrVqG0tBTFxcUt3icWi8Hv9zf5IqSrMJlMkMlkgrcxDxkSR1lZFIkEg/XrpX36VigUMBgMqKyspMaNIsXjcVRXV0OlUmWaX4rFssAHH6R/d2ISdWnJiBDhcha8uFwu5OfnN7lNoVDAZrPB5XK1eezTTz8Ng8EAg8GAjz76CBs2bGi1n8jSpUthNpszX60FOYR0Bv55LKbmi9RO043xdUnKy8up+q4IdXV1CAQCkrdGA8CPP2pRWamCXp/CySe3nePXWCwWg0ajoSUjQgQQHbwsWrQIDMO0+dXeBNvZs2fjxx9/xOeff44hQ4bgvPPOa3XXxuLFi+Hz+TJfFRUV7bo2Idkkk8lELx1Nnx4Aw3D44QcdKiqk5VwA6e3akUgEBw4cQCIhfLdLbxWJROByuaDT6drVxZkPOk87LQitVviyXSQSgdlshlqtlnxtQnoL0Y06Fi5ciDlz5rR5nwEDBsDpdKK2trbJ7clkEm63G06ns83j+VmUwYMH4/jjj4fVasU777yDCy+8sNl91Wo1/bGTLs1kMmXK+AtJAC0oSDfw27JFj7Vrjbj6amlLPwzDwGq1wu12o6KiAv3792/Xm3JPxm+NjkajsNvtks8TjyOz3Cd2lxHLspnihoSQtokOXhwOBxwOx2Hvd8IJJ8Dr9eL777/HiBEjAACbNm0Cy7IYPXq04OtxHAeO42jrJ+m29Ho9DAYDgsEgzGazoGPOOMOPLVv0eP99E666yi24OuuhZDIZzGYzXC4XtFotCgsLpZ2ohwsEAqirq4PRaGxXVdvNmw3w+eTIz09g1CjhHaRplxEh4uTsY9iwYcMwZcoUzJs3D9u2bcNXX32F6667DhdccAGKiooAAJWVlSgrK8O2bdsAAHv37sXSpUvx/fffo7y8HFu2bMG5554LrVaLqVOn5mqohOQUwzCw2Wyilm5OPTUIjYbFvn1q/PJL+3aeKJVKaLVaHDx4kBo4toBlWVRXVyOVSrV7FpdfMpo2LQAx+b6RSAQWi4VmkQkRKKdzyK+++irKysowceJETJ06FWPHjsXKlSsz308kEti5cyfC4fQnFI1Gg82bN2Pq1KkYNGgQzj//fBiNRmzZsqVZ8i8h3YnJZIJKpUI8Hhd0f4OBxSmnpJM925O4y9PpdGBZFuXl5aKSh3sDj8cDj8fTrq3RAOD3y/Dpp+lEXzFLRizL0pIRISKJXjYSw2az4bXXXmv1+/37929Sh6KoqAjr1q3L5ZAI6RRarRZGoxF+v7/VnXOHmjnTj3XrTPjwQyNuvbUWEuulZZjNZrjdbpSXl2PgwIFQKHL6598tJJNJuFwuyGSydj8en3xiRDwuw+DBMZSVCV/mpl1GhIhH2XuEdIDGS0dCC8eNGROCzZaE263A1q3St+42HoPFYkF9fT11oP7/Ghoa4PV6sxI4NK7tIiZtJhqNwmw2Cw5qCSEUvBDSYYxGI9RqteClI6USmDpVWqfp1sjlchiNRlRXV6O+vj4r5+yuYrEYqqurMzVx2qO6WoFt29IdpKdPF79kZLVa23V9QnobCl4I6SBarRYmkymT4yUEnzuxcaMBwaD0XTCNqdVqKJVKlJeXIxAQ3nenp6mpqUEoFGpXQTrehx+awHEMRo4Mo6hIWDVlIB1A8UuKhBDhKHghpANZrVakUinBSzbDh0dRUhJHNCrDxo3Ze4PjO1AfOHBA8ExQTxIKhVBbWwu9Xt+urdE8KR2kgT92GUltAElIb0XBCyEdyGQyQaPRCK5bxDDpxF0ge0tHvMYdqFmWzeq5uzK+IF08HodWq233+XbuVOP339VQKllMnix8JotlWXAcJ7j2DyHkDxS8ENKB1Go1LBaLpF5HX3+tQ02NtGaBLeEL2PEdqHsLn8+XKUiXDXyi7oQJIZjNwoPAaDRKS0aESETBCyEdzGKxZBI1hSguTuDYYyNgWQbr1mV39kWpVEKn0/WaDtR8QToAWdndk+4gLW3JKBqN0pIRIRJR8EJIBzMajaKWjoA/3hizvXQEpBOJGYZBeXm5qGTi7sjtdmdtazQAbNumRU2NEiZTCuPHC+/ezQeuVJiOEGkoeCGkg6lUKtFLR1Om+KFUcti+XYPff89+PZDe0IE6kUigqqoKCoUiawX61q5NB5OTJwegUonrIE2F6QiRjoIXQjqBxWLJdBIWwmplcdJJ6XYB/DJFNjEMk6nAe/DgwR5ZwK6urg6BQAAGgyEr5wuFGEkdpIH0kpHNZqMqx4RIRMELIZ3AZDJBq9VKStxdu9aEXGwOksvlMJlMqK6uRm1tbfYv0IkikUims3Z7C9LxXnrJhmBQjpKSOEaMEP57TKVSmWCRECINBS+EdAKFQgGbzYZoNCr4mJNPDsFgSKG6Wonvvmv/Ft+WqFQqaDQaVFRUwOfz5eQanaG2thaRSAQ6nS4r53O75fjXv2wAgBtvrIeYeCgajUKn02VtBoiQ3oiCF0I6idlsBsMwSKVSgu6vVnOYMiW77QJaotfrkUwmceDAAVHBVVcVCARQW1sLg8GQlYJ0APDPf9oRDstw5JHRzO9EqFgsBqvVSktGhLQDBS+EdBKj0QidTicqQOCXjtavNyIWy84bcUssFguCwSDKy8sFB1ddUSqVQnV1NZLJJDQaTVbOWVGhxOuvWwAAt9xSJ2rWhX8sTabcBZ+E9AYUvBDSSeRyueilo+OOi6CwMIFgUI5PP21/T57W8DkZdXV13bYDNcdxqKysRF1dXVaDhSeeyEMiweDEE0M44QRxW8v5JSPaZURI+1DwQkgnMplMkMlkgmc3ZLI/uhbnYtdRYwqFAkajEVVVVWhoaMjptXLB5XKhsrISRqMxa0s0v/2mzmyPXriwTvTx0WgUVqsVcnn2KiUT0htR8EJIJzIYDNDpdKJ2HfHbcr/4wgCPJ7d/wmq1GgqFAgcOHIDX683ptbKpoaEBFRUV0Gg0UKvVWTvvY485AKQDyCOOEF5kEEgvGfEtGQgh7UPBCyGdiF86ElNtd/DgOIYNiyKRYLB+fe5zJ4xGI1KpFPbt2we/X1w9k87g9/uxf/9+MAyTtd1FALB1qw5ffqmHUsnhxhvrRR/P73aiXUaEtB8FL4R0MrPZDLlcjmQyKfgYPnE3l7uOGjOZTIjH49i7dy+CwWCHXFOKSCSC/fv3I5FIZDXPhWWBRx9Nz7pccIEXxcXiqxDHYjHYbDZaMiIkCyh4IaST6fV66PV6UUtH06b5IZNx+PFHLSoqct/Yj0/gjUQi2Lt3b5fsgRSPx7F//34Eg8Gs9wz6+GMjfv1VA70+hauvFp//k0wmIZPJaJcRIVlCwQshnUwmk4leOiooSOH449MBRK4Td3kMw8BqtSIYDGLv3r2igq1cS6VSKC8vh9vthsViyVo9FwBIJIDHH88DAFx+uQc2m/it41SYjpDsouCFkC7AZDJBqVSKaorYuNN0R+1k5gMYv9+Pffv2iQq4coXjOBw8eBC1tbWwWCxZX5ZZs8aC8nIV7PYk5sxxSzoHv2SUrdYEhPR29JdESBcgZelo0qQANBoW+/er8PPP2SnAJoRMJoPVaoXH48G+ffsQj8c77NotcblcqKqqgsFgyHrV2lCIwT/+YQcAXHttA/R68VEiLRkRkn0UvBDSBTAMA7vdLioQMBg4TJyYTp7tqMRdHh/ANDQ0YN++faJmjLIpV1uieS++aENDgwIlJXGce65X0jkikQj0ej0tGRGSRRS8ENJFmEwmqFQqUQHMzJnppaMPPzTC7+/YP2e5XA6r1Yr6+nocOHBA1G6pbMjVlmheQ4Mczz+fbr64YEE9lBLzomnJiJDso78mQroIrVYLo9EoaulozJgQiovj8HgUWLzY2WG5Lzy5XA6LxYKampoO7YOUqy3RjfHNF486KoLJk8U1X+Qlk0koFApaMiIkyyh4IaSLYBgGNpsNyWRScC8hhQJ47LEqKJUs/u//jJmZgo6kUChgNptRXV2NiooKsCyb0+vlcks0r7xciTfeSJ/7llvqRTVfbIxfMtLrc9eHipDeiIIXQroQo9Eoeulo+PAYbr+9FgDw2GN5+OYbba6G1yqlUgmTyYSqqiocPHgwZ40cG2+JtlqtWd0S3RjffHHs2FBmS7oU8XiclowIyQH6iyKkC9FqtTCZTKJrqJx/vg8zZ/rAsgwWLixCTU3HV3FVqVQwGAw4ePBgTjpR81uia2pqYLFYchYQ/PabGh9+KL35Ii+RSNCSESE5QsELIV2M1WoVtXQEAAwD3HNPDYYMiaG+XoGbby5CZ2wAUqvV0Ov1qKioQHV1dVYDmOrqalRVVWW1S3RLli1LtwE44ww/hg2TXseGlowIyR0KXgjpYkwmEzQajegCcFothyefrITBkML33+syHZA7mkajgUajQXl5OWpra7NyzoaGBhw8eDBnW6J5W7bo8NVX0psvNsYvGeVqaYuQ3oyCF0K6GLVanekjJFb//gksXeoCAKxaZcPHH3dObRGdTgeVSoUDBw6gvr59QQC/JVomk+VkSzSPZf+YdbnwQg/69pU+dZVIJKBUKmE0GrM1PEJIIxS8ENIFWa1WsCwraefOqacGcfnl6TL2t93mxL59uW/c2BK9Xg+ZTIZ9+/bB7ZZWVp/fEp1MJnMeCKxf/0fzxauukjZeHi0ZEZJbFLwQ0gUZjUZJS0e8m2+uw8iRYYRCctxwQx+Ew52zdMEHHPv27YPX6xV1bDwex759+xAMBmE2m3MwusbXApYvTzdfvOIKt6Tmi03PF4fdbqclI0JyhIIXQroglUoFi8UiuXMzX/8lLy+JXbvUuOeegg4vYMczmUxIJpPYt28f/H6/oGP4LdEejyenW6J5fPPFvLwkLr3U065zxeNxqFQqWjIiJIcoeCGki7JYLOA4TnLRt/z8FB5/vApyOYf33zfjjTdyO3vRFrPZ3GQmpS0dtSWaFwwyePrpP5ov6nTti/L4JaNc5ucQ0ttR8EJIF2U0GqHVahGNRiWf47jjIrj55nStkgceyO/Q7tONMQwDs9mMcDiMvXv3IhxuvfBbdXU1Kisrc74lmte4+eI553jbfb5kMklLRoTkGAUvhHRRSqUSNptN8tIR7/LLPZg0KYBEQoYbbyyCx9M5f/YMw8BqtSIUCmHv3r0t/lx8l2itVpvTLdG8+no5Xngh3VLhppvqJDdf5MXjcdplREgHoOCFkC7MbDaDYZh2NTxkGGDpUhdKSuKoqlLi1lsLkeP2Q22MhYHFYoHf78e+ffuaJCTzW6LlcnmHLbnwzReHD49g8uS2l7OEiEQimRkzQkjuUPBCSBdmNBqh0+natXSUPg+LJ5+sgkbDYvNmA/75T3uWRiieTCaD1WqFx+PBvn37EI/HEQ6HO2xLNK9x88WFC+vQ3lUejuOQSCQ6JMGYkN6OghdCujC5XA6r1dru4AUAhg6N4e67awAATz1lx+bNnZdQygcwDQ0N2L9/f6ZLdK63RDe2fHkekkkG48YFcfzx7VuaA2iXESEdiYIXQro4s9kMmUzWrqUj3pln+nHeeV5wHIO//rUQVVW5T4htDR+Y1dXVddiWaN4vv6ixbp0JDMNh4cL2VQDm0ZIRIR2HghdCujiDwQCdTtfuxF3e7bfX4sgjo/B6FViwoAjxeOctccjlcthsNthstpxviW6M7/t0xhl+lJVJb77I4zgOqVSKehkR0kEoeCGki+Pf4KVW2z2UWs3hiScqYTan8NNPWjz0UOc0cOTJZLIODVy++kqHLVv0UCpZ3HBDdmZdaMmIkI5FwQsh3YDZbIZcLkcymczK+fr2TeLvf68GALz2mhUffNA73nQbN1+86CIv+vbNzuNJS0aEdCwKXgjpBvgmf9laOgKA8eNDuPrq9MzDXXc5sWuXKmvn7qo++siI337LTvNFHsdxSCaTsNlsWTkfIeTwKHghpBuQyWRZXTriXXddA8aMCSESkeGGG4oQDPbcfI3GzRfnzXPDam1/AnT6vHFoNBpaMiKkA1HwQkg3YTKZoFQqkUgksnZOuRx49NFqOJ0J7Nunxh13ODutgWOu/ec/FlRUqOBwJHHJJe1rvthYOBzOdAEnhHQMCl4I6SZysXQEADZbCsuXV0Gp5LB+vQkvv2zN6vm7gqbNF+vb3XyRx+8yslp73mNGSFdGwQsh3QTDMLDb7YjH41k/9zHHRHHrrbUAgEceceCHH3pW4umqVTa43enmi2ef7cvaeaPRKDQaDUwmU9bOSQg5PApeCOlGTCYTVCpVTgKYiy/2YupUP5JJBgsWFKKhQZ71a3SG+no5Vq3KXvNFHsdxCIVCcDgcHdJEkhDyBwpeCOlGtFotjEZj1peOgHQDxyVLXBg4MIbaWiVuvrkQWdqZ3amefjrdfPHoo7PTfJEXiUSg0WiQn5+ftXMSQoSh4IWQboRhGNhsNiSTSXA5yKzV6zk8+WQVdDoW33yjx5NP5mX9Gh3pwAEl/vMfC4DsNF/kcRyHcDiMgoICStQlpBNQ8EJIN2M0GnO2dAQAAwfGcf/9LgDAypV2bNqkz8l1co1lgYceykcyyeCkk4IYPTp7s1XhcBg6nQ4OR+dWJyakt6LghZBuRqvVwmQy5WTpiDd1agB/+Ut6O/Hf/laIioosJYp0oMcfz8OnnxqgVGav+SKQnnWJRCIoKCigXBdCOgkFL4R0Q1arNWdLR7y//rUWxxwTQSAgx9VX94HH031eLv79bwueey69Nfr++10YOjR7xf1CoRD0ej3y8rr3khoh3Vn3eTUihGSYTCZoNJqsV9xtTKUCli+vQn5+Art3q3HllX27RQXeTz/VY8mSdBLtjTfWYeZMf9bOzbIsotEonE4nVKqe306BkK4qp8GL2+3G7NmzYTKZYLFYMHfuXASDwrL9OY7D6aefDoZh8O677+ZymIR0O2q1GmazOadLRwDgdCbxwgsHYbEk8dNPWlx3XR/EYl03gPn5ZzVuvrkILMvgnHO8WetfxAuFQjAajbDb7Vk9LyFEnJwGL7Nnz8avv/6KDRs2YO3atfjiiy8wf/58QccuX74cTLa2BhDSA1mtVrAsC5Zlc3qdQYPieO65Suh0LL7+Wo+FC7vmFuqDBxW4+uq+iERkOPHEEO6+uyZru4uA9KxLLBZDQUEBlNkqFkMIkSRnwcv27duxfv16/Otf/8Lo0aMxduxYrFixAq+//jqqqqraPPa///0vli1bhhdeeCFXwyOk2+P76eRy6Yg3fHgUTz99ECoVi40bjbjjDidyHDOJ4vPJcOWVfVFfr0BZWRRPPFGVtWJ0vGAwSLMuhHQROQtetm7dCovFgpEjR2ZumzRpEmQyGb755ptWjwuHw7jooovwj3/8A06n87DXicVi8Pv9Tb4I6Q1UKhUsFkvOl454xx8fwfLlVZDLObz7rhkPPeToEk0c43EG113XB3v2qOF0JvDss5UwGLIbWaVSKSQSCRQWFkKhUGT13IQQ8XIWvLhcrmaVJxUKBWw2G1wuV6vH3XTTTRgzZgxmzpwp6DpLly6F2WzOfBUXF7dr3IR0JxaLBRzH5XzpiHfKKSE8+GD67/fll22ZZoedhWWBxYud+PZbHQyGFJ599iAKCrK/phUMBmEymWCz2bJ+bkKIeKKDl0WLFoFhmDa/duzYIWkw77//PjZt2oTly5cLPmbx4sXw+XyZr4qKCknXJqQ7MhqN0Gq1iEajHXbNmTP9uP32GgDAihV5ePllS4dd+1DLl+fhww9NUCjSlYGHDs1+4b5UKoVkMgmn0wm5vGf0eyKkuxM9/7lw4ULMmTOnzfsMGDAATqcTtbW1TW5PJpNwu92tLgdt2rQJe/bsgcViaXL72WefjXHjxuGzzz5rdoxaraZCUaTXUiqVsNlsqKyshE6n67Dr/uUvXvj9cqxYkYcHHyyAycRi1qyOXbJ94w0zVq5Mz/wsWeLCmDHhnFwnEAjAYrHAarXm5PyEEPFEBy8Oh0NQSewTTjgBXq8X33//PUaMGAEgHZywLIvRo0e3eMyiRYtwxRVXNLlt+PDhePzxx3HGGWeIHSohvYLZbEZVVRVSqVSHzgxcc00D/H4ZXnrJhttvd8JoZDFxYvYaH7bl88/1uO++AgDAddfV48wzcxM4JZNJsCxLsy6EdDE5y3kZNmwYpkyZgnnz5mHbtm346quvcN111+GCCy5AUVERAKCyshJlZWXYtm0bAMDpdOKoo45q8gUA/fr1Q2lpaa6GSki3ZjQaYbFY4PP5clpx91AMA/ztb3U480wfUikGCxYU4uuvcz/78+uvatx0UxFSKQZnnunDtdc25OxawWAQVqu12WwwIaRz5bTOy6uvvoqysjJMnDgRU6dOxdixY7Fy5crM9xOJBHbu3IlwODfTvYT0BnK5HP369YNGoxFcBDJbZLL0ks2ppwaQSMhwzTV98NNPueuyXFmpwFVX9UU4LMOYMSHcd58rq7VcGuPbLxQUFEAmo2LkhHQlDNeRH9U6gN/vh9lshs/ng8lk6uzhENJh6uvrsWfPHmi12g7PA4vFGFx1VR9s3aqH2ZzCK6+UY/Dg7CbP+v0yXHRRP+zercaQITG89lp51rdEN+bxeGC1WjFkyBAqmElIBxDz/k0fJwjpIex2OwoLCxEIBJBKpTr02mo1hxUrKnH00RH4fHLMndsXBw9mr0ocX8tl9241CgoSWLnyYE4Dl0QiASC9lE2BCyFdDwUvhPQQDMOgqKgIeXl58Hq9HZr/AgAGA4eVKw9i8OAYamuVuPzyvqitbX+SK8cBd9xRgG3bdNDrU3j22Uo4nbntTxAIBGC322n2lpAuioIXQnoQhUKB4uJi6HQ6BAKBDr++xcLiX/+qQN++cZSXq3DFFcXwetv3MvPkk3a8/74ZcjmHJ56oQllZbtshxONxyGQyFBQU0KwLIV0UBS+E9DA6nQ79+vUDy7IdWryOV1CQwgsvHITDkcTvv6tx5ZV9EQpJCwLWrDHjn//MAwDcd58LY8fmPrk/GAwiLy8PRqMx59cihEhDwQshPZDVakWfPn0QDAaR7IQW0P36JfD88xUwm1P43/+0uP76PojHxQUwmzfrcM896Vou11xTj7PPzn0RvFgsBoVCgfz8fJp1IaQLo+CFkB6IYRgUFhbC4XB0eP0X3pAhcTz77EHodCy2bNHjllsKITSO2r5djRtv7INUisHMmT5cf33uark0FgwGYbfbadaFkC6OghdCeii+/ovBYOi0buvHHBPFU09VQqlk8cknRtx9d8FhO1FXVSkwf366lsvxx4ewZEnuark0Fo1GoVQqUVBQkPuLEULahYIXQnowjUaT6bQeiUQ6ZQxjxoSxbFk1ZDIOb71lwcMPO1oNYPx+Ga68si/q6hQYPDiGFSuqoFJ1zDhDoRDy8/Oh1+s75oKEEMkoeCGkh+PzX8LhcKfkvwDAaacFsWSJCwDw4os2PPusrdl94nHghhuKsGuXGvn56VouRmPuark0FolEoFarBfVtI4R0PgpeCOkFCgsLkZ+fD6/XC5btmIDgUGef7ceiRelO88uXO/Dqq5bM9zgOuPNOJ77+Wg+djsWzz1aisLBjAi2O4xAKheBwODq0MzchRDoKXgjpBWQyGYqLi2E0Gjst/wUA5szx4Jpr6gEAS5YU4IMP0omxK1bY8d57fC2XSgwblttaLo1FIhFoNBqadSGkG1F09gAIIR1DrVajpKQEv//+O8LhcKfNMlx/fQN8PjlefdWKRYsK8d13OrzxhgUAcM89NRg3ruMatXIch3A4jJKSEmi12g67LiGkfWjmhZBexGw2o0+fPohEIpn+PR2NYYDbb6/FjBk+pFJMJnC5+up6nHuur0PHwgdxNOtCSPdCwQshvYzT6URBQQF8Pl+n5b/IZMADD7hwyinpFgYzZ/pwww0dU8uFx3EcIpEI8vPzO7wLNyGkfWjZiJBehs9/iUQi8Pl8sFqtnTIOpRJ46qkq7NqlwpAh8Q6p5dJYKBSCXq+nWRdCuiGaeSGkF1KpVOjXrx8UCgVCoVCnjUMmA4YO7fjAhe/7VFBQAFVHFZIhhGQNBS+E9FImkwnFxcWIRqOdlv/SWUKhEAwGA/Ly8jp7KIQQCSh4IaQXy8/Ph9Pp7NT8l47GsixisRicTieUSmVnD4cQIgEFL4T0YgzDoLi4GBaLBV6vt7OH0yGCwSCMRiPsdntnD4UQIhEFL4T0ckqlEiUlJVCpVAgGg509nJxKpVJIJBJwOp1QKGi/AiHdFQUvhBAYDAYUFxcjHo8jHo939nByJhgMwmQy0awLId0cBS+EEACAw+GA0+mE3+9HKpXq7OFkXSqVQiqVgtPphFwu7+zhEELagYIXQgiAdP5L3759YbVa4fV6wXFcZw8pqwKBAEwmU6fVtSGEZA8FL4SQDD7/RaPR9Kj8l2QyCZZladaFkB6CghdCSBN6vR79+vVDMplELNZx3Z1zKRAIwGKx0KwLIT0EBS+EkGbsdjuKiooQCAS6ff5LMpkEx3FwOp2Qyeglj5CegP6SCSHNMAyDoqIi2O32bp//EggEYLPZYLFYOnsohJAsoeCFENIihUKBfv36QafTIRAIdPZwJAmFQpDL5XA6nWA6uoESISRnKHghhLRKp9OhuLgYHMd1agNHKaLRKGKxGPr16wez2dzZwyGEZBEFL4SQNtntdpSUlCAejyMSiXT2cASJx+MIhUIoLi5Gfn5+Zw+HEJJlVB+bEHJY+fn5SCaTKC8vh0wmg1qt7uwhtSqZTMLv96OoqAhFRUW0XERID0TBCyHksPgE3lQqhYMHD4JhGKhUqs4eVjOpVAperxcFBQXo168f7S4ipIeiv2xCiCB8Bd7CwkL4/X4kEonOHlITLMvC6/VmlrmoGB0hPRcFL4QQwWQyGfr16wen0wmfz4dkMtnZQwIAcBwHr9cLk8mE/v37Q6lUdvaQCCE5RMELIUQUuVyOkpISOBwOeL3eLlHEzufzQafTobS0FBqNprOHQwjJMQpeCCGiKRQK9O/fP1PEjmXZThuL3++HQqFAaWkp9Hp9p42DENJxKHghhEiiUqlQWloKs9kMj8fTKVV4+doz/fv3h8lk6vDrE0I6BwUvhBDJ1Go1BgwYAIPB0OEBTDQaRTweR79+/WC32zvsuoSQzkfBCyGkXbRaLQYMGACdTgefz9ch1+SL0PXt25eK0BHSC1HwQghpN4PBgNLSUiiVypwHMHwRuj59+lAROkJ6KQpeCCFZYTKZUFpaCplMlrNGjo2L0PXt25eK0BHSS9FfPiEka6xWK/r37w+WZbPeyJEvQpeXl0dF6Ajp5Sh4IYRkVV5eHvr3749EIpG1Ro4cx8Hj8cBsNlMROkII9TYihGSfw+FAMpnEgQMHwDBMuwvH+Xy+TF5NV24KSQjpGBS8EEKyjmEYFBYWIpVKoaKiAjKZTHIjR7/fD6VSif79+0On02V5pISQ7oiWjQghOcEwDPr06YM+ffpIbuRIRegIIS2h4IUQkjMymSzTiVpsI8dIJIJ4PI6SkhLYbLYcjpIQ0t1Q8EIIySm5XI5+/fqJauQYj8cRiURQXFwMh8PRAaMkhHQnFLwQQnKOb5yYl5cHj8fTZiPHRCKBQCCAoqIiKkJHCGkRBS+EkA7BJ91ardZWA5hUKgWfz5cpQkeBCyGkJRS8EEI6jFqtRmlpKUwmE7xeb5NGjizLwuPxIC8vD/369aMidISQVlHwQgjpUFqtFqWlpdDpdJkAhuM4eL1eWCwWKkJHCDksCl4IIR1Or9djwIABUKvV8Pv98Hq90Ov1VISOECIIBS+EkE5hNBpRWloKuVwOlUpFRegIIYJRhV1CSKexWCwYNGgQGIahInSEEMEoeCGEdCqz2dzZQyCEdDO0bEQIIYSQbiWnwYvb7cbs2bNhMplgsVgwd+5cBIPBNo+ZMGECGIZp8nXVVVflcpiEEEII6UZyumw0e/ZsVFdXY8OGDUgkErjsssswf/58vPbaa20eN2/ePNx3332Zf1MSHyGEEEJ4OQtetm/fjvXr1+Pbb7/FyJEjAQArVqzA1KlT8eijj6KoqKjVY3U6HZxOZ66GRgghhJBuLGfLRlu3boXFYskELgAwadIkyGQyfPPNN20e++qrryIvLw9HHXUUFi9ejHA43Op9Y7EY/H5/ky9CCCGE9Fw5m3lxuVzIz89vejGFAjabDS6Xq9XjLrroIpSUlKCoqAg//fQT/va3v2Hnzp14++23W7z/0qVLce+992Z17IQQQgjpukQHL4sWLcLDDz/c5n22b98ueUDz58/P/P/w4cNRWFiIiRMnYs+ePRg4cGCz+y9evBg333xz5t9+vx/FxcWSr08IIYSQrk108LJw4ULMmTOnzfsMGDAATqcTtbW1TW5PJpNwu92i8llGjx4NANi9e3eLwYtaraZy4oQQQkgvIjp4cTgccDj+X3t3FhJV44YB/JnSmSz91LJ0TBTLciozSkEGzaKR1gupiCIjoTAko5VogXYqMbqom8y66CJJKoryIsiKhERcJga1YlIzDNO8yaXFiub9Lr48zbiO/Jv/mWPPDwSZc5SXh0d9OZ6ZmTzseWazGR0dHbBarUhISAAAPHnyBA6HQ1lI3GGz2QAARqNxpKMSERHRKOSxG3ZnzZqF5cuXIysrC5WVlSgrK8OOHTuwYcMG5ZlGLS0tMJlMqKysBAA0Njbi1KlTsFqtePv2Le7fv4/NmzcjNTUV8fHxnhqViIiINMSjL1JXWFgIk8kEi8WClStXIiUlBQUFBcrxHz9+wG63K88m0uv1ePToEZYuXQqTyYR9+/Zh7dq1KC4u9uSYREREpCE6ERG1h/iTurq6EBgYiM7OTr7RGxERkUaM5O8339uIiIiINGXUvat074UkvlgdERGRdvT+3XbnH0Kjbnnp7u4GAL7WCxERkQZ1d3cjMDBwyHNG3T0vDocD79+/R0BAAHQ63R/5nr0vfPfu3TveR+MG5jUyzMt9zGpkmNfIMC/3eSIrEUF3dzfCw8MxZszQd7WMuisvY8aMQUREhEe+9z///MNCjwDzGhnm5T5mNTLMa2SYl/v+dFbDXXHpxRt2iYiISFO4vBAREZGmcHlxg8FgwLFjx/geSm5iXiPDvNzHrEaGeY0M83Kf2lmNuht2iYiIaHTjlRciIiLSFC4vREREpClcXoiIiEhTuLwQERGRpnB5ISIiIk3h8vLLpUuXEB8fr7xaoNlsxoMHD5TjPT09yMnJwaRJk+Dv74+1a9fiw4cPKk6sruHyWrx4MXQ6nctHdna2ihN7l9zcXOh0OuzevVt5jB0b2EBZsV+/HT9+vF8WJpNJOc5euRouL3arv5aWFmzatAmTJk2Cn58f5s6di+rqauW4iODo0aMwGo3w8/NDWloa6uvrPToTl5dfIiIikJubC6vViurqaixZsgTp6el48eIFAGDPnj0oLi7GrVu3UFpaivfv32PNmjUqT62e4fICgKysLLS2tiofeXl5Kk7sPaqqqnD58mXEx8e7PM6O9TdYVgD75WzOnDkuWTx79kw5xl71N1ReALvl7OPHj0hOToavry8ePHiAly9f4vz58wgODlbOycvLw8WLF5Gfn4+KigpMmDABy5YtQ09Pj+cGExpUcHCwXL16VTo6OsTX11du3bqlHHv16pUAkPLychUn9C69eYmILFq0SHbt2qXuQF6ou7tbZsyYISUlJS4ZsWP9DZaVCPvl7NixYzJv3rwBj7FX/Q2Vlwi71deBAwckJSVl0OMOh0PCwsLk3LlzymMdHR1iMBjkxo0bHpuLV14G8PPnTxQVFeHz588wm82wWq348eMH0tLSlHNMJhMiIyNRXl6u4qTeoW9evQoLCxESEoK4uDgcOnQIX758UXFK75CTk4NVq1a5dAkAOzaAwbLqxX79Vl9fj/DwcEybNg0ZGRlobm4GwF4NZrC8erFbv92/fx+JiYlYt24dpkyZgvnz5+PKlSvK8aamJrS1tbl0LDAwEElJSR7t2Kh7V+n/RW1tLcxmM3p6euDv74+7d+9i9uzZsNls0Ov1CAoKcjk/NDQUbW1t6gzrBQbLCwA2btyIqKgohIeHo6amBgcOHIDdbsedO3dUnlo9RUVFeP78Oaqqqvoda2trY8ecDJUVwH45S0pKwrVr1xAbG4vW1lacOHECCxcuRF1dHXs1gKHyCggIYLf6ePPmDS5duoS9e/fi8OHDqKqqws6dO6HX65GZman0KDQ01OXrPN0xLi9OYmNjYbPZ0NnZidu3byMzMxOlpaVqj+W1Bstr9uzZ2LZtm3Le3LlzYTQaYbFY0NjYiOnTp6s4tTrevXuHXbt2oaSkBOPGjVN7HK/mTlbs128rVqxQPo+Pj0dSUhKioqJw8+ZN+Pn5qTiZdxoqr61bt7JbfTgcDiQmJuLMmTMAgPnz56Ourg75+fnIzMxUbS7+28iJXq9HTEwMEhIScPbsWcybNw8XLlxAWFgYvn//jo6ODpfzP3z4gLCwMHWG9QKD5TWQpKQkAEBDQ8P/c0SvYbVa0d7ejgULFsDHxwc+Pj4oLS3FxYsX4ePjg9DQUHbsl+Gy+vnzZ7+v+dv75SwoKAgzZ85EQ0MDf3e5wTmvgfzt3TIajcoV9V6zZs1S/tXW26O+z2DzdMe4vAzB4XDg27dvSEhIgK+vLx4/fqwcs9vtaG5udrnH42/Xm9dAbDYbgP9+EP5GFosFtbW1sNlsykdiYiIyMjKUz9mx/wyX1dixY/t9zd/eL2efPn1CY2MjjEYjf3e5wTmvgfzt3UpOTobdbnd57PXr14iKigIAREdHIywszKVjXV1dqKio8GzHPHYrsMYcPHhQSktLpampSWpqauTgwYOi0+nk4cOHIiKSnZ0tkZGR8uTJE6murhaz2Sxms1nlqdUzVF4NDQ1y8uRJqa6ulqamJrl3755MmzZNUlNT1R7bq/R9VgM7NjjnrNgvV/v27ZOnT59KU1OTlJWVSVpamoSEhEh7e7uIsFd9DZUXu9VfZWWl+Pj4yOnTp6W+vl4KCwtl/Pjxcv36deWc3NxcCQoKknv37klNTY2kp6dLdHS0fP361WNzcXn5ZcuWLRIVFSV6vV4mT54sFotFWVxERL5+/Srbt2+X4OBgGT9+vKxevVpaW1tVnFhdQ+XV3NwsqampMnHiRDEYDBITEyP79++Xzs5Olaf2Ln2XF3ZscM5ZsV+u1q9fL0ajUfR6vUydOlXWr18vDQ0NynH2ytVQebFbAysuLpa4uDgxGAxiMpmkoKDA5bjD4ZAjR45IaGioGAwGsVgsYrfbPTqTTkTEc9d1iIiIiP4s3vNCREREmsLlhYiIiDSFywsRERFpCpcXIiIi0hQuL0RERKQpXF6IiIhIU7i8EBERkaZweSEiIiJN4fJCREREmsLlhYiIiDSFywsRERFpyr998KHcdt59QQAAAABJRU5ErkJggg==", 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" ] @@ -501,13 +461,13 @@ } ], "source": [ - "dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=np.sort(Y), variance_type=\"uniform\")\n", - "plot(np.sort(Y), dte, lower_bound, upper_bound, title=\"DTE of adjusted estimator with uniform confidence band\")" + "dte, lower_bound, upper_bound = estimator.predict_dte(target_treatment_arm=1, control_treatment_arm=0, locations=locations, variance_type=\"uniform\")\n", + "plot(locations, dte, lower_bound, upper_bound, title=\"DTE of adjusted estimator with uniform confidence band\")" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "a1325579-6fca-4f6e-97c8-7b14cab2f984", "metadata": {}, "outputs": [ @@ -517,13 +477,13 @@ "" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -533,14 +493,13 @@ } ], "source": [ - "locations = np.linspace(Y.min(), Y.max(), 20)\n", "pte, lower_bound, upper_bound = estimator.predict_pte(target_treatment_arm=1, control_treatment_arm=0, width=1, locations=locations, variance_type=\"simple\")\n", "plot(locations, pte, lower_bound, upper_bound, chart_type=\"bar\", title=\"PTE of adjusted estimator with simple confidence band\")" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "id": "55a80258-43c3-4fb2-baec-6c2dce3c174a", "metadata": {}, "outputs": [ @@ -550,13 +509,13 @@ "" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -566,14 +525,13 @@ } ], "source": [ - "locations = np.linspace(Y.min(), Y.max(), 20)\n", "pte, lower_bound, upper_bound = estimator.predict_pte(target_treatment_arm=1, control_treatment_arm=0, width=1, locations=locations, variance_type=\"moment\")\n", "plot(locations, pte, lower_bound, upper_bound, chart_type=\"bar\", title=\"PTE of adjusted estimator with moment confidence band\")" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "id": "510d8a3b-e8e3-4f93-93dd-8bead286ce0d", "metadata": {}, "outputs": [ @@ -583,13 +541,13 @@ "" ] }, - "execution_count": 17, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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5551DlkoLgiD09PQIZ511lqDRaIT8/Hzh8ssvF7766qsBpcm9vb3C1VdfLUyYMEHQarWC0WgUpk2bNqA8WxAEoaurS/jRj34k6PV6AcCAON1ut7B06VKhsbFRUCgUQlFRkTBjxgzhwQcfHFBebLVahYsuukgwGAyC0WgULrroIuHzzz8fVqn0cM/zyiuvCD/84Q+FkpISQaFQCNXV1cLll18udHZ2DvheK1euFOrr6wWZTDbgZzlYqfQ3f6+rVq0SAAj//ve/B9x/6623CgCEnp6e+H1vvPGGcOSRRwoqlUqora0V7rvvPuH5558XAAh79+4d1s949+7dws9+9jPBZDIJKpVKOOaYY4S33nprwLkT+RskGg2JIHxj7JiI4tauXYt58+bhwgsvxNq1a8UOJ6NddNFF2LRpE5qamsQOhYhyHKeNiIYwZ84cdHZ2YsmSJaisrMQ999wjdkgZq7Ozc8Rl5EREieDICxGNyhdffIHXX38dd911F2666SbcfffdYodERDmOIy9ENCqvvvoqli9fjvPOOw9Lly4VOxwiGgM48kJERERZhfVtRERElFWYvBAREVFWybk1L9FoFB0dHdDr9WltwU1EREQjJwgC3G43ysvLD9n4MOeSl46OjgN2WSUiIqLs0NraisrKyiGPybnkRa/XA+i/eIPBIHI0RERENBwulwtVVVXx9/Gh5FzyEpsqMhgMTF6IiIiyzHCWfHDBLhEREWUVJi9ERESUVZi8EBERUVZh8kJERERZhckLERERZRUmL0RERJRVmLwQERFRVmHyQkRERFmFyQsRERFlFSYvRERElFWYvBAREVFWYfJCREREWYXJCxEREWUVJi9EREQ0bIFAAD09PaLGwOSFiIiIhs1isaCrq0vUGJi8EBER0bD4/X709PQgGo2KGgeTFyIiIhqW3t5eeDwescNg8kJERESHFggE0N3dDZlMJnYoTF6IiIjo0KxWK/r6+qBWq8UOBXliB0BERESZLRgMwmKxZETiAnDkhYiIiA7BarXC5/NBo9GIHQoAJi9EREQ0hFAohO7ubqhUKkgkErHDAcDkhYiIiIZgs9ng8XgyZtQFYPJCREREgwiHw7BYLFAqlZBKMydlyJxIiIiIKKPY7XZ4PB5otVqxQxmAyQsREREdIBKJwGKxQC6XZ9SoC8DkhYiIiA7CbrfD5XJl3KgLwOSFiIiIviE26pKXl5cRHXW/ickLERERDeBwOOByuaDT6cQO5aCYvBAREVFcNBpFd3c3pFJpRo66AExeiIiIaD9OpxMOhyNjR10AJi9ERET0X4IgxEdd8vIyd/tDJi9EREQEoH/UxW63Z/SoC8DkhYiIiPC/URcAGT3qAqQ4efnwww9x2mmnoby8HBKJBK+//vqQx2/cuBESieSAW1dXVyrDJCIiGvPcbndWjLoAKU5evF4vJk+ejCeeeCKhx+3cuROdnZ3xW0lJSYoiJCIiotioSzQahVwuFzucQ0rpuNApp5yCU045JeHHlZSUwGQyJT8gIiIiOoDH44HNZsuKURcgQ9e8TJkyBWazGT/4wQ/w8ccfD3lsIBCAy+UacCMiIqLh6+npQSQSgUKhEDuUYcmo5MVsNuOpp57CH//4R/zxj39EVVUVTjjhBHz22WeDPmbZsmUwGo3xW1VVVRojJiIiym4ejwdWqzUj9zAajEQQBCEtJ5JI8Nprr+HMM89M6HEzZ85EdXU1XnjhhYN+PRAIIBAIxP/tcrlQVVUFp9MJg8EwmpCJiIhy3t69e9HZ2YnCwsJhHe/1eiGTyTB58uSkxuFyuWA0Gof1/p3ZtVAAjjnmGHz00UeDfl2pVEKpVKYxIiIiotzg8/mybtQFyLBpo4PZsmULzGaz2GEQERHlnN7eXgQCAahUKrFDSUhKR148Hg+ampri/967dy+2bNmCgoICVFdXY+nSpWhvb8fatWsBAI8++ijq6upwxBFHwO/349lnn8UHH3yA9957L5VhEhERjTl9fX3o6enJulEXIMXJy6effooTTzwx/u9FixYBAObOnYvVq1ejs7MTLS0t8a8Hg0EsXrwY7e3t0Gg0OPLII/HXv/51wPcgGilBENDb24tQKASz2QyJRCJ2SEREount7YXf7x/2WpdMkrYFu+mSyIIfGjui0Sg6OjrQ1tYGADjssMNQUFAgclREROLw+/3Ytm0bJBIJNBpNQo/NhAW7Gb/mhWi0wuEw9u3bh5aWFqjVakilUrS1tQ2oUiMiGkusViv6+vqgVqvFDmVEmLxQTgsGg9izZw86Ojqg1+uhUqlgMBjgdrvR2tqKaDQqdohERGkVCATQ3d0NtVqdtdPnTF4oZ/X19aGpqQk9PT0wmUzxzpESiQRGoxHd3d3o7e0VOUoiovSyWq3w+XwJTxdlEiYvlJNcLhd27doFh8OBgoKCA7Z3l8vlUCqVaG1thdfrFSlKIqL0CgaD6O7uhkqlytpRF4DJC+Ugm82GpqYm+Hw+FBQUQCo9+J+5TqdDIBBAa2srIpFImqMkIko/m80Gr9eb1aMuAJMXyiGCIMBisWD37t2IRCLIz88/5CcLk8kEq9WKzs7ONEVJRCSOcDiM7u5uKJXKQT/UZYvsjp7ov6LRKNra2rBnzx7IZLJhl8nLZDJotVp0dnbC4XCkNkgiIhHZbDa43e6sbEr3TUxeKOuFw2E0NzejtbUVGo0m4SemWq1GJBJBW1sbgsFgiqIkIhJPOByGxWKBQqHI+lEXgMkLZblAIIDdu3ejs7MTBoNhxPtzxBojtbe3I8f6NhIRwW63w+12Q6fTiR1KUjB5oazl8/nQ1NSE3t5e5OfnQy6Xj/h7SaVSGAwGdHV1wWq1JjFKIiJxRSIRWCwW5OXl5cSoC8DkhbJUrBTa5XKhoKAAMpls1N9ToVBALpejra0NfX19SYiSiEh8Docjp0ZdACYvlIWsVit27doFv9+P/Pz8pH6S0Ol08Pl8LJ8mopwQjUZhsVgglUqT8iEvUzB5oawhCAI6Ozuxe/duCIIAk8mU9CZLse67vb29sFgsSf3eRETp5nA44HQ6odfrxQ4lqZi8UFaIRCJobW1Fc3Mz5HJ5Sp+IeXl5UKvV6OjogNvtTtl5iIhSKRqNoru7GxKJJKdGXQAmL5QFQqFQvBRaq9WmpTOkRqNBOBxGa2srQqFQys9HRJRsTqcTDocj50ZdACYvlOECgQD27NmDrq4uGI1GKJXKtJ3baDTCbrejo6OD5dNElFUEQUB3dzcAHLC3Wy5g8kIZy+v1Jq0UeiSkUin0ej06Oztht9vTem4iotFwuVyw2+05VWG0PyYvlJGcTmfSS6FHIrYHSFtbG/x+vygxEBElIjbqIghC2j/0pQuTF8o4vb29aGpqQiAQSHop9EgYDAa43W60tbUhGo2KGgsR0aG43W7YbLacHXUBmLxQBhEEAR0dHSkthR6JWPl0d3c3enp6xA6HiGhQgiCgp6cHkUgECoVC7HBShskLZYRIJIKWlhY0NzdDqVRm3Op4uVwOpVKJtrY2eL1escMhIjoor9eb86MuAJMXygChUAh79+5Fe3s7dDod1Gq12CEdlE6nQyAQQGtrK8LhsNjhEBEdoLu7G6FQKK2VmWJg8kKi8vv92L17NywWS9pLoUfCZDLBarWiq6tL7FCIiAbwer2wWq05P+oCMHkhEXk8HjQ1NcFmsyE/Pz8rehHIZDLodDp0dnbC4XCIHQ4RUVxvb++YGHUBmLyQSBwOB5qamuB2u5Gfn59VratVKhWi0Sja2toQDAbFDoeICD6fDz09PdBqtWKHkhZMXiitYivhm5qaEAwGM6IUeiQMBgOcTifa2trYfZeIRNfb24tAIACVSiV2KGmRfe8alLWi0Wi8FDpWfpwJpdAjIZVKYTAYYLFYYLVaxQ6HiMYwv98/pkZdACYvlCaxXaFbWlqgUqlyYkGZQqGAXC5Ha2sr+vr6xA6HiMao3t5e+P3+MTPqAjB5oTQIBoPYu3cv2traMroUeiR0Oh36+vrQ2tqKSCQidjhENMYEAgF0d3dDo9Fk7Uj2SDB5oZTq6+uLl0KbTKac6/gYm/7q7e2FxWIROxwiGmN6e3vR19eX1g+Fa9eWoLNT3D2TmLxQyrjdbuzatQt2ux0FBQVZUQo9Enl5eVCr1ejo6IDL5RI7HCIaI4LBILq7u6FWq9M26vLxxxo89lglzj57PMR8uWPyQilht9vR1NQEn8+HgoKCrKwoSoRGo0E4HEZraytCoZDY4RDRGGC1WuHz+aDRaNJyvmgUePDBYgDAGWfYYDCk5bQHldvvKJR2sa3Ym5qaEAqFMmZzxXQwGo1wOBzo6Ohg+TQRpVQoFEJ3dzdUKlXaXmPffNOA7dtV0OnCuPRScafJmbxQ0kSjUbS3t2PPnj2QyWRZXQo9ElKpFHq9Hp2dnbDb7WKHQ0Q5zGazwePxpG3UJRCQ4NFHiwAA8+dbYDKJW6DA5IWSIhwOY9++fWhpaYFarR5T/Qb2p1QqIZVK0dbWBr/fL3Y4RJSDwuEwLBZL/PUmHV54IR+dnXKYzSGcd153Ws45FCYvNGrBYBB79uxBR0cH9Hr9mOo1cDAGgwFutxttbW2IRqNih0OUUQRBgNfr5dTqKMRGXdL1IdFul+LppwsAANdf3wuVSvzfXUqTlw8//BCnnXYaysvLIZFI8Prrrx/yMRs3bsS3v/1tKJVKNDY2YvXq1akMkUbJ5/OhqakJPT09OVkKPRKx8unu7m709PSIHQ5RRohGo7DZbPj666+xfft2tLS0sDfSCEQiEXR3d0Mul6dt1OWppwrhdsswYYIfp5+eGRWVKb1yr9eLyZMn44knnhjW8Xv37sWPfvQjnHjiidiyZQsWLlyISy65BO+++24qw6QRcrlcaGpqgsPhyOlS6JGQy+VQKpVoa2uDx+MROxwi0UQiEfT29mLHjh3YuXMnHA4HZDIZ2tra0NzczOq8BNntdrhcrrSNurS2yvF//5cPALjpph5kSuFoSt9tTjnlFJxyyinDPv6pp55CXV0dHnroIQDAxIkT8dFHH+GRRx7B7NmzUxUmjYDVasW+ffsQDAZRUFAwphbmDpdOp4PVakVbWxsaGxuZ3NGYEg6HYbPZ0N3dDbfbHd8PLPY8kMvl6OrqQjgcRm1tLZRKpcgRZ75IJAKLxYK8vDzIZLK0nPORR4oQCklw7LFeHHusLy3nHI6MejXdtGkTZs2aNeC+2bNnY+HChYM+JhAIIBAIxP/NJmGpJQgCLBYLWltbAQD5+fkiR5TZTCYTrFYrdDodKisrxQ6HKOWCwWA8afF4PJDL5TAajQe82crlcuTn58NqtcYTmLG60H+4HA4HnE4nTCZTWs735ZcqvP22ARKJgJtuyqwp8AwZAOrX1dWF0tLSAfeVlpbC5XINuvHdsmXLYDQa47eqqqp0hDomRaNRtLW1Ye/evZDJZDCI2aEoS8hkMuh0OnR0dMDhcIgdDlHKBAIBtLe3Y9u2bdi9ezeCwSDy8/NhMBgGHSWQyWTIz8+PT0E7nc40R509otEoLBYLZDJZWkZdBAG4//5YQzoXJkwIHOIR6ZVRyctILF26FE6nM36LjQhQcoXDYTQ3N6O1tRUajYafkBKgUqkgCAJaW1sRDAbFDocoqWIbk27duhXNzc2IRqMoLCyEXq8f1oJSqVSK/Px8+P1+NDU1obe3Nw1RZ5/Ye5xOp0vL+TZs0OLf/9ZAqYzi+usz73eSUdNGZWVlB2xuZ7FYYDAYBt10SqlUcq40xQKBAJqbm9Hb2wuj0Qi5XNwNubKRwWCAzWZDW1sb6urquEaIsp7X60Vvby96e3vh9/uh0WhQWFg4or9tiUQCk8kEt9uNPXv2IBQKoaysjM+T/4p1LpdIJGlZOxcOAw891D/qMmeOHWZzOOXnTFRGJS/Tp0/H22+/PeC+999/H9OnTxcpIvL5fNi7dy8cDgfy8/PTtkgs18QWK1osFuj1ehQXF4sdElHCBEGA2+1Gb28vrFYrQqEQtFrtiJOWb9Lr9fD5fPEqpMrKypzfF204nE4n7HY79Hp9Ws736qtG7N6thMkUxmWX2dJyzkSlNHnxeDxoamqK/3vv3r3YsmULCgoKUF1djaVLl6K9vR1r164FAFxxxRV4/PHHcfPNN+Piiy/GBx98gD/84Q/485//nMowaRBOpxPNzc3wer1jYnPFVFMoFJDL5Whra4NWq01bW2+i0RIEAS6XC93d3bDb7YhEItBqtSlZ96bRaOKl1OFwGNXV1WO6Ui826gIgLT8Hr1eC5cv7twG46ior9PrMbLSZ0p/Ep59+ihNPPDH+70WLFgEA5s6di9WrV6OzsxMtLS3xr9fV1eHPf/4zbrjhBjz22GOorKzEs88+yzJpEVitVjQ3NyMcDrMUOol0Ol18+qihoYEjWZTRotEoHA4Henp6YLfbIQgCdDpdyptRxtred3Z2IhQKjelSapfLBZvNlra1LqtXF6CnJw/V1UGcd54jLeccCYmQYz2aXS4XjEYjnE4nq2FGQBAEdHV1obW1Nb7RICVXOByG0+lEbW0tysvLxQ4nqwiCEK9I0Wq1XH+VIpFIBHa7Hd3d3XA6nZBKpaL8vGNxmEwm1NXVjbnRSkEQsHv3bvT09KCgoCDl5+vpkWH27Hr4fFI8+mg7Tj754A02vV4vZDIZJk+enNTzJ/L+PXbH4miASCQCj8cDu92Ozs5OqFSqMfdCkS55eXlQq9Xo6OiATqdjkj0MsbUWXV1dsFqtAPo/nev1ehiNxvg0HEcIR+dQjeXSTSaToaCgAA6HA01NTaitrR1TzxePx5PWUZcnniiCzyfF5Ml9mD07szuDM3kZw8LhMDweD1wuF+x2O/r6+hCNRqHT6cbsEG26aDQa2O12tLa24rDDDuMIwhD6+vrQ1dWFnp4eRCIRGAwGSKVSBAIBWK1W9PT0xBNCk8kEnU4HrVbLfbYSMNzGcmKIlVI7nc54ApOOUYhM0N3djUgkkpa/5T17FHj5ZSOA/m0AMv1zAJOXMSYUCsHj8cRXr/v9fgD9n2KHaiZFyWc0GmGz2dDR0YHq6mqOGnxDMBhET08Purq64Pf7odfrByTVarU63kIhFArB7/ejtbUVEokECoXigFEZLjg/UCAQQG9vL3p6euD1eqFUKpGfn59xP6tYKbXL5cLu3bsRCoVQUlKS08+Z2KhLunpqPfRQESIRCU46yY2jjz54U9hMwuRlDAgGg3C73fEmR319fZBIJFAqlTCZTBn3QjVWxNYUdXZ2Qq/Xj5lPk4cSiURgtVrR1dUFt9s9rP4hcrk8PnoVjUYRDAZht9vR29uLvLw8qFSqAaMyY31ksa+vL5609PX1Qa1WJ63cOZUMBgO8Xm+8F0x5eXnOvn719PQgFAqlZZrs00/VWL9eD5lMwOLFmdeQ7mCYvOSoQCAQT1gcDgcCgQCkUilUKlVGfrIaq5RKZXzEQKPRQKVSiR2SaARBgMPhQGdnJxwOBxQKxYhK9GN/57GfZTgcht/vR1tbG4D+n7lWq4XJZIqPyoyVEcdkNpYTi1arhUwmQ0tLC0KhEKqqqnKulNrr9cJqtaZl1EUQgAce6O87dfbZTtTXZ0cX8Nz6jY9hgiDA7/fHF9263W4mLFnCYDDEd5+ur68fk7+n/RfjxqYIkpVQ5OXlQafTQafTxUdlYuWnUqn0gLUySqUyq97MDyXVjeXEoFKpIJVK0dHRES+lzqU1Tr29vQgGg2mp9nz3XR3+8x81NJoorr46O0ZdACYvWU0QBPT19cHtdsNut8Pj8SAQCMSHybVabda+OI0lEokERqMRPT090Ov1B2xOmsv8fj8sFgu6u7vjQ+SpXLx8sFGZQCCAjo4OCIIAhUIBnU4XXysT+5SfjdLZWE4MCoUCJpMJPT09CIfDqKurG3QbmWwSm9JLR7VnMAg8/HD/qMuCBTYUF0dSfs5kYfKSZQRBgM/ng9vths1mg9frRTAYhFwuh0qlgk6nY8KSheRyORQKRbz7brpKI8USCoUGLMYV6001Ly8PeXl50Gq1EAThgFGZ2LowvV4PrVYLlUqV8c8vsRrLiSEvLw8FBQWw2+3YtWsX6urqsr43VWxKr7CwMOXnWrfOhJYWBYqLw5g3LzO3ARgMk5csEI1G4fV64yMsXq8XoVAIcrkcarU6Zz5JjXWx7rutra0YN25czs3jA/2LcW02Gzo7O+F2u6FWqzOmg3NsEXtsMW8kEomPDHV2dkKhUBwwxZRJv6ODNZbT6XQ5X4YvlUoP6AWTn58vdlgj4vf70d3dnZaeRS6XFCtW9CdI11zTC602u/rVZs4zjwaIRCLxhMVms8Hn8yESiUAul0Oj0eT8C9JYFSuf7uzsRFVVldjhJE2sM25sMW7sE3Mmr++RyWTxqaPYqIzP54snBrH2AgaDAVqtFmq1WpQkLNMay4lh/1LqpqYm1NTUoLi4OCOS4kRYrda0jbqsXFkAhyMPDQ0BnHWWM+XnS7ax89edBWJdbmNN43w+H6LRaHwefiy9GI1VMpkMOp0uXj5tMpnEDmnUPB4Purq60NvbG1/fk23rSA42KhMIBNDT0wOLxRL/UGE0GuOjMqn+gJHJjeXEEPvb8ng88VJqs9mc0Qny/gKBALq7u9OSBHd25mHt2v7RqcWLe5CNby1ZGHJu+WaXW5/PB0EQ4q3PmbCMPSqVCn6/Hy0tLdBoNFm7ViEQCMQX48YqJ7L1Wr5JJpNBo9FAo9FAEASEQiH09fXB6XRCIpFApVLBYDDE18okcxogWxrLiUWn06Gvrw8tLS0Ih8OorKzMioTOarXC5/OlZdTlsceKEAhI8Z3v+HDiid6Uny8V+M4oglAoNKAHy/5dbsfyJyf6H4PBEN99uq6uLquGv8PhcHwxrs/ng06ny/pFlEOJdfSNJWbRaPSAURm1Wj1gVGYkSVy2NpYTg1qthkwmQ1tbG0KhEKqrqzM6cQ4Gg+ju7k7LgvAdO5T405/610lmwzYAg2HykiaBQAAejwcOhwNOpxN+vz/+CY1dbumbYusWuru7odfrUVxcLHZIhxSNRmGz2dDV1QWn0wmVSjUm31xjvWO+uXWBy+WKTz/p9fr4WplDbV2QC43lxBArpbZYLAiFQqirq8vYJpCxytF0dNl+4IFiCIIEp57qwpFH+lN+vlRh8pJCsaZxsYSFTeMoEQqFAoFAIF4+nam7fMf6iXR1dcFms8V3Aubfd79vbl0QCARgs9niG0oebOuCXGwsJ4a8vDzk5+fDZrMhEomgtrY249oQhEIhdHd3Q6lUpvw589FHGnz8sRZyuYAbbsiehnQHw+QliWJdbt1uNxwOB9xuN/x+P2QyGdRqNZvGUcL2L59ubGzMuClFr9cLi8WCnp4eCIIw5qpcEnWwUZlYggr0Tx3HejU5HI6caywnhlgyvX8pdSYthI91RE/1qEs0Cjz4YP8I7s9/bkdVVSil50s1vsqM0qG63PKTEo1GrILCarVCr9ejvLxc7JAA/K8yoru7G4FAIKcW46ZTbFRm/60LnE4notHoiNfG0IGkUiny8/MHlFIXFRWJ/tocDofR1dUFhUKR8lGXN94wYMcOFfT6CK64wprSc6UDk5cREAQBXq83vmU5u9xSKuXl5UGtVqO9vR06nU7UT+HhcBhWqxWdnZ3wer3xqQwavW9uXUDJtX8p9e7du+Ol1GK+Vsc+8Ka6qZ7fL8FjjxUBAC6/3Ib8/GhKz5cOTF4SEIlEYLFYBnS5VSgU8bJIolTRaDSw2+1obW3FYYcdlvYmhdFoFHa7HV1dXXA4HFAqlRxVpKwUK6Vubm5GKBQSrZQ69n6Sl5eX8lGXF17IR2enHGZzCBdeaE/pudKFyUsC+vr60NraCqlUyi63lHax7rsdHR2orq5OS+IQWzja2dkZ3+8nPz8/49beECVCrVZDKpWira0N4XAY1dXVaX89j62LNBqNKT2P3S7D00/3r6dZuLAXKlV2bQMwGCYvCRIEIat3mqXsJZVKodfr0dnZCZ1Ol/Lpmr6+PnR1daGnpweRSISLcSmnxKp7urq6EAqFUFtbm7Ypu2g0CovFAplMlvL3kiefLIDHI8PEiX6cdporpedKJ74SEWURpVI5oHw6FS+2sYZZFosFfr8fer0+3hafKJfI5fIDSqm1Wm3Kzxtrn5HqUZeWFjleeql/Pc1NN/Ugl7oX5NClEI0Ner0eHo8HbW1tiEaTt/AuEomgu7sb27dvx759+yCVSlFYWMjEhXKaTCYbUInkdKZ2k8JoNIru7m5IpdKUj7o8+mgRQiEJjjvOixkzfCk9V7oxeSHKMrGqiZ6eHvT09Iz6+wmCALvdjp07d6KpqQmhUAgFBQVJ3Y+HKJPF1nL5/X40NTWhtzd1DdycTifsdnvKm+V98YUKb79tgEQi4KabRv86kWk4bUSUheRyOZRKZXz6aKQvhG63G11dXbBarZBIJDCZTFzPRWNS7O/f7XbHS6nLysqSmsALgoDu7m5IJJKUrh8TBOD++/sb0p15pgvjxwdSdi6xcOSFKEtptVoEg0G0trYiHA4n9Fi/3499+/Zhx44d6OnpgU6nY+JCBMQbLjY3N6O1tTWpU7Mulystoy4bNmjx6acaKJVRXH99dm8DMBiOvBBlsVj5dGdnJ6qqqg55fCgUiu/47Pf72Xqe6CA0Gk18V+pYKfVoR0oEQYDFYoEgCCktyw6H/7cNwNy5dpSVJfbBJlsweSHKYjKZDDqdDp2dndDr9YPu2RKJROJJjtvthlqtRkFBAde0EA0iVkrd2dkZL6UezeL12BYyqR51eeUVI/bsUSI/P4xLL7Wl9FxiYvJClOVUKhX8fj9aWlqgVqsHvMAKggCn04nOzk44HA7k5eVxx2eiYYqVUvf29iIcDqOurm5Eu7sLgoCenh5Eo9GU7lfl9Urw+OP92wBcdZUVen32bwMwGL6CEeUAg8EAt9uN9vZ2CEJ/B83YHi47duyAy+WC0WiEwWBg4kKUgNiu1LFSapcr8UZvsX3wUj3qsmpVAXp781BdHcS55zpSei6xceSFKAdIpVIYDAZYLBZoNJp4o7lgMMgdn4lGKVZK7XQ6sWvXLtTW1ibU4bqnpwehUCil68t6emR4/vn+bQAWLepBrj/lmbwQ5QiFQgG5XI7m5mZEIhHodDro9XqxwyLKCbFSapfLhd27dyMcDqOkpOSQ68a8Xi+sVmvKR10ef7wIPp8Ukyf3YfZsT0rPlQmYvBDlEJ1Oh2AwCIVCwcW4RClgMBjg9XqxZ88eBINBVFRUDDkVm45Rl927FXjllf6tBm6+uQdj4anP5IUoh0gkErbzJ0qx2Oa8ra2tCIVCg5ZS+3w+9Pb2pny/pIceKkIkIsGsWW5MndqX0nNlCiYvRERECVKpVJDJZOjs7EQ4HEZtbe0Ba8t6e3sRCARSOn3773+r8cEHeshkAhYtys2GdAfDsgMiIqIRkMvlMJlM6OnpQVNTE/r6/jfq0dfXh56enpSOuggC8MAD/Q3pzj7bifr6YMrOlWnSkrw88cQTqK2thUqlwrRp0/DJJ58Meuzq1ashkUgG3FQqVTrCJCIiSkisd5LD4cCuXbvgdrsBAFarFX6/P6XvX++8o8cXX6ih0URxzTVjZ9QFSEPy8vvf/x6LFi3Crbfeis8++wyTJ0/G7Nmz0d3dPehjDAYDOjs747d9+/alOkwiIqIRkUqlKCgogM/nw65du9Dd3Y3u7u6U7sweDErw8MP9DekWLLChqCiSkvNkqpQnLw8//DAuvfRSzJ8/H4cffjieeuopaDQaPP/884M+RiKRoKysLH4rLS1NdZhEREQjFiulDofD2LdvH/r6+qBWq1N2vnXrjGhtVaC4OIz583N3G4DBpDR5CQaD2Lx5M2bNmvW/E0qlmDVrFjZt2jTo4zweD2pqalBVVYUzzjgDW7duHfTYQCAAl8s14EZERJRuEokERqMRcrkcBoMhZaMuLpcUTzzRP+py7bW90GiElJwnk6U0eent7UUkEjlg5KS0tBRdXV0Hfcz48ePx/PPP409/+hN+97vfIRqNYsaMGWhrazvo8cuWLYPRaIzfhrOzLhERUaqo1eqUdrVeubIATqcMDQ0B/PSnzpSdJ5NlXLXR9OnTMWfOHEyZMgUzZ87Eq6++iuLiYjz99NMHPX7p0qVwOp3xW2tra5ojJiIiSo+OjjysWZMPALjxxh4cpL3MmJDSyy4qKoJMJoPFYhlwv8ViQVlZ2bC+h1wux1FHHYWmpqaDfl2pVLIpFxERjQmPPVaEYFCK73zHhxNO8IodjmhSOvKiUCgwdepUrF+/Pn5fNBrF+vXrMX369GF9j0gkgi+//BJmszlVYRIREWW87duVeOON/m0Gxso2AINJ+YDTokWLMHfuXBx99NE45phj8Oijj8Lr9WL+/PkAgDlz5qCiogLLli0DANxxxx347ne/i8bGRjgcDjzwwAPYt28fLrnkklSHSkRElLEeeKAYgiDBqae6MGmSX+xwRJXy5OXcc89FT08PfvOb36CrqwtTpkzBO++8E1/E29LSMmBTK7vdjksvvRRdXV3Iz8/H1KlT8Y9//AOHH354qkMlIiLKSB99pME//qGFXD62tgEYjEQQhJyqsXK5XDAajXA6nUnfxdPj8eCrr76CwWCATCZL6vcmIiI6mEgE+OlPa7Bzpwpz59qwdGmPqPE4HA7odDocccQRSf2+ibx/Z1y1EREREf3PG28YsHOnCnp9BFdcYRU1lmAwCEEQRF+HyuSFiIgoQ/n9Ejz2WH9DuiuusCI/PypaLIIgwOVyoaSkBPn5+aLFATB5ISIiylhr1+ajq0uO8vIQLrzQIWosHo8HWq0W5eXlKesePFxMXoiIiDKQ3S7DM88UAAAWLuyFUineEtVwOIxQKITy8vKU7pQ9XExeiIiIMtCKFYXweGSYONGPH/9Y3H37XC4XCgsLUVRUJGocMUxeiIiIMsy+fXK89JIJAHDTTT2Qivhu7fP5oFAoUFFRMaC1iZgyIwoiIiKKe/TRIoTDEhx/vAczZvhEiyMSicDn88FsNkOr1YoWxzcxeSEiIsog//mPCn/5iwESiYAbbxS3IZ3L5UJ+fj5KSkpEjeObmLwQERFlCEHo3wYAAH7yExfGjw+IFovf74dUKkVFRQXyMmz7aiYvREREGeKDD3T49FMNlMoorrtOvFGXaDQKj8eDsrIyGI1G0eIYDJMXIiKiDBAOAw8+2F/NM3euHWVlYdFicbvd0Ov1KCsrEy2GoTB5ISIiygCvvGLE3r1K5OeHcemlNtHiCAaDiEajqKyshEKhEC2OoTB5ISIiEpnHI8Hy5f2jLlddZYVeL842AJm0BcBQmLwQERGJbNWqAliteaipCeLccx2ixeHxeKDRaDJiC4ChMHkhIiISUXe3DM8/378NwA039ECsmZpwOIxgMIiKioqM2AJgKExeiIiIRPT440Xo65Ni8uQ+zJ7tES2OTNsCYChMXoiIiETS1KTAK6/0lyLffHMPxJqpiW0BUFlZmTFbAAwl8yMkIiLKUQ89VIxoVIJZs9yYOrVPlBgydQuAoTB5ISIiEsEnn6ixYYMOMpmARYt6RIsjU7cAGAqTFyIiojSLRoH77+/fBuCccxyorw+JEkcmbwEwFCYvREREafbOO3p89ZUaGk0UV19tFSWGTN8CYChMXoiIiNIoGJTg4Yf7K3ouucSGoqKIKHFk+hYAQ2HyQkRElEYvvWRCW5sCxcVhzJsnzjYAsS0AKioqMnYLgKEweSEiIkoTl0uKFSsKAQDXXdcLjUZIewyxLQCKi4tRUFCQ9vMnA5MXIiKiNHnmmQI4nTI0Ngbwk584RYnB6/VmxRYAQ2HyQkRElAYdHXlYu7Z/s8Mbb+yBGMU94XAYgUAAFRUVUKvV6Q8gSZi8EBERpcFjjxUhGJTimGN8mDnTK0oMTqcza7YAGAqTFyIiohTbtk2JN94wAABuuqlblG0AfD4flEolKioqsmILgKFkd/REREQZThCABx8shiBI8KMfuTBpUiDtMcS2ACgrK4NOp0v7+ZONyQsREVEKffSRBv/4hxZyeRQ33NArSgxutxv5+fkoLS0V5fzJxuSFiIgoRSIR4IEH+vcMuuACByor078NgN/vh0QiybotAIbC5IWIiChF/vQnA77+WgmDIYIrrkj/NgCxLQBKS0uzbguAoTB5ISIiSgG/X4LHHuuv6rn8citMpmjaY4htAWA2m9N+7lRi8kJERJQCa9bkw2KRo7w8hAsvdKT9/KFQCJFIJGu3ABgKkxciIqIks9lkeOaZ/tb7Cxf2QqlM7zYAsS0ASkpKsnYLgKEweSEiIkqyFSsK4fXKcPjhfvz4x660n9/r9UKtVmf1FgBDSUvy8sQTT6C2thYqlQrTpk3DJ598MuTxL7/8MiZMmACVSoVJkybh7bffTkeYREREo7Zvnxzr1pkAADfd1IN094PLlS0AhpLyH+nvf/97LFq0CLfeeis+++wzTJ48GbNnz0Z3d/dBj//HP/6B888/HwsWLMDnn3+OM888E2eeeSa++uqrVIdKREQ0ag8/XIxwWILjj/dg+nRf2s+fK1sADEUiCEJKJ+KmTZuG73znO3j88ccB9JdtVVVV4dprr8WSJUsOOP7cc8+F1+vFW2+9Fb/vu9/9LqZMmYKnnnrqgOMDgQACgf91K3S5XKiqqoLT6YTBYEjadXR3A3fcEURvrxUKhQJSae4Nw40FCoWAn/7Uibq69PdaoNFralLg9dcNCIX4/KPMFAhIsW6dCRKJgNdfb8b48cG0nt/n8yESiWDChAlZ10nX5XLBaDQO6/07pd1qgsEgNm/ejKVLl8bvk0qlmDVrFjZt2nTQx2zatAmLFi0acN/s2bPx+uuvH/T4ZcuW4fbbb09azINxOIAnnlAAyK1ys7Ho5ZeNWLOmNe0vKjQ6W7cqMW9eFdxumdihEB3ST37iSvtrTGwLgNra2qxLXBKV0uSlt7cXkUjkgHbEpaWl2LFjx0Ef09XVddDju7q6Dnr80qVLByQ7sZGXZCsoABYvDqKnpwdKpTInF0CNBR99pMW2bSpcfHEV1q5tRUMDE5hssHOnEhdf3J+4TJrUJ8pQPNFwaTRRXHCBI+3nzbUtAIaS9X2ClUollEplys9TVATcdlsQX33VCoPBAJmMn/6y0YIFNsybV4Xt21WYN68Ka9e2cAopw+3apcC8eZVwOmWYPLkPzz3XBp0u/c2+iDJZIBDIuS0AhpLSBbtFRUWQyWSwWCwD7rdYLCgrKzvoY8rKyhI6nigRRmMUzz/fhsMOC6CnJw/z5lWhtVUudlg0iD175Jg/vwp2ex6OOMKPlSuZuBB9UzQahdvtRmlpaVLXemaylCYvCoUCU6dOxfr16+P3RaNRrF+/HtOnTz/oY6ZPnz7geAB4//33Bz2eKFH5+RGsWtWKhoYALBY55s6tQnt77n9SyTb79skxb14VenvzMGGCH8891wqDgYkL0TftvwXAWFnSkPJS6UWLFmHlypVYs2YNtm/fjiuvvBJerxfz588HAMyZM2fAgt7rr78e77zzDh566CHs2LEDt912Gz799FNcc801qQ6VxpDCwv4EpqYmiI6O/jfJri4mMJmira1/VKy7W45x4wJ4/vk2UfaFIcp0ubwFwFBSnryce+65ePDBB/Gb3/wGU6ZMwZYtW/DOO+/EFxS1tLSgs7MzfvyMGTPwf//3f3jmmWcwefJkvPLKK3j99dfxrW99K9Wh0hhTUhLBmjWtqKoKorVV8d83S65lEltnZ3/i0tkpR11dAKtWtaKgICJ2WEQZJ9e3ABhKyvu8pFsideKJ8ng8+Oqrr7hgN8e0t+fhoouq0dEhR0NDAGvXtqKwkG+WYrBYZJgzpxr79ilQUxPE2rUtKC3l74LoYDweD6RSKSZMmJATnXQTef/m3kY05lVUhLFmTStKS0PYvVv53wWifGqkW2+vDPPnV2HfPgUqKoJYvbqViQvRIGJbAJSXl+dE4pIovkITAaiqCmH16lYUF4fx9ddKLFhQBaeTT490sdv7E5c9e5Qwm0NYs6YNZnNY7LCIMlZsC4Di4mKxQxEFX52J/quuLvTf9RVhbNumwiWXVMLt5lMk1RwOKS6+uBK7dilRUtKfRFZWsvcO0WB8Ph8UCgUqKiogTfeujxlibF410SAaG4NYtaoVJlMYX36pxmWXVcLjGRulh2Jwu6W45JJKbN+uQlFRGKtXt6GmhokL0WCi0Sh8Ph/MZnPObwEwFCYvRN8wfnwQzz/fBoMhgs8/V+OKKyrh8zGBSTaPR4JLLqnEV1+pkZ8fxqpVraiv53YNRENxuVwwmUxjYguAoTB5ITqIww8P/LcNfQSffqrB1VdXwO9nApMsPp8El19eif/8Rw2jMYJVq9owbhwTF6KhjLUtAIbC5IVoEJMm+fHMM23QaKLYtEmLa68tRzDIBGa0+vokuPLKCmzerIFeH8Fzz7ViwoSA2GERZbT9twAwGo1ihyM6Ji9EQ/j2t/14+uk2qNVR/P3vOlx/fTmCHCAYsUBAgmuuqcC//qWFVhvBs8+24VvfYuJCdCgej2fMbQEwFCYvRIfwne/0YcWKdiiVUWzYoMPixeUIcU1pwoJB4LrryvHxx1poNFE880w7Jk/2ix0WUcYLhUIIh8NjbguAoTB5IRqG6dN9ePzxdsjlUbz/vh6/+IUZYbYhGbZQCFi0qBx/+5sOKlUUTz7ZhqlT+8QOiyjjjeUtAIbC5IVomI4/3off/rYDcrmAt9824JZbyhBhA9hDCoeBm24y469/1UOhiOKJJ9oxbRoTF6Lh8Hq9UKvVKC8v53TRfpi8ECXgxBO9ePjhDshkAv70JyNuvbUUUW52PKhIBFi61Ix33jFALhewfHkHjj3WJ3ZYRFlhrG8BMBQmL0QJ+sEPPHjggU5IpQJeecWEO+8sQW5tb5oc0Sjwq1+V4c03DcjLE/Doox2YOdMrdlhEWcPlco3pLQCGwuSFaAROPdWNe+/tgkQi4KWX8rFsWTETmP0IAnDbbaV47TUjZDIBDz7YgZNO8ogdFlHW6Ovrg1wuH9NbAAyFPxGiETr9dBfuuqsLALB2bQEefJAJDNCfuNx1Vwn+8AcTpFIB997biZNPZuJCNFzRaBRer3fMbwEwFCYvRKNw1lku3HZbfwLz3HMF+O1vC0WOSFyCANx3XzFefDEfEomAu+/uwmmnucUOiyircAuAQ2PyQjRK553nxC9/aQEAPPlkEVasGJsJjCAAjzxShNWr+8s5b7/dgp/8xCVyVETZJRDob9rILQCGxuSFKAnmzHHg5pu7AQC//W0RVq4ce/0YnniiEM8805+4/frXFpxzjlPkiIiyiyAIcLvdKCsr4xYAh8DkhShJLr7YjoULewAADz1UjNWr80WOKH2efroAjz9eBABYsqQbF1zgEDcgoizkdru5BcAwMXkhSqIrrrDh6qt7AQD33luCF180iRtQGjz/fD4eeaS/lHPx4h7Mm2cXOSKi7MMtABLD5IUoya65xopLL7UCAO68sxR/+EPuDv++8IIJ999fAgC47rpeXHqpTeSIiLJPbAuA4uJibgEwTExeiJJMIgEWLerFvHn9b+S33lqK114ziBxV8q1bZ8Tdd/dXQ1xxhRVXXWUVOSKi7OT1eqFSqVBRUcHpomFi8kKUAhIJ8Itf9OCCC+wQBAluuaUMb72lFzuspPnjHw247bYyAMCCBTZcf32vyBERZafYFgAVFRXcAiABTF6IUkQiAW65pRvnnONANCrBL35hxjvvZH/DqTfeMOBXv+pPXObMseHGG3vAD4tEIxPbAqCoqEjsULIKkxeiFJJKgdtus+AnP3EiEpHgxhvLsX599iYwf/mLHkuWlEEQJDj/fDuWLmXiQjRS+28BIJPJxA4nqzB5IUoxqRS4664u/PjHLoTDEixcWI6//U0rdlgJe/99HW680YxoVIKf/cyBX/+6m4kL0QjFtgAoKyvjFgAjwOSFKA1kMvx3jx8XQiEJrr22HB9/rBE7rGHbsEGLRYvKEYlIcMYZTtx+uwXcK45o5JxOJ0wmE8rKysQOJSvx5YcoTfLygAce6MSsWW4Eg1JcdVUF/vWvzF+g9/e/a3DddeUIhSQ49VQX7r67CxzhJhq5QCAAiUTCLQBGgckLURrJ5cDDD3di5kwPAgEprryyEps3Z24C889/anDNNRUIhaT4wQ/cuO++TvC1lmjkuAVAcjB5IUozhULAb3/bgWOP9cLnk+Kyyyrwn/+oxA7rAJ9+qsaVV1YgEJDixBM9eOihDsjlYkdFlN1iWwCUlZWxp8soMHkhEoFSKeDxx9sxbZoXXq8Ml1xSia++UoodVtznn6tw2WWV6OuT4vjjPXjssQ6wYznR6MS2ACgvL4dSmTnP92zE5IVIJGq1gCefbMfUqT643TIsWFCFHTvEf0H78ksVLr20Ej6fFNOne7F8eQcUCkHssIiy2v5bABQWFoodTtZj8kIkIo1GwNNPt2Hy5D44nTLMn1+JXbvEG+LYtk2JBQsq4fHIcPTRPqxY0Q6ViokL0WhxC4DkYvJCJDKdTsDKlW044gg/7PY8zJ9fhT170r+4ZOdOBS6+uBIulwxHHdWHp55qg1rNxIVotCKRCLcASDImL0QZwGCI4rnnWjFhgh+9vXmYN68K+/alL4HZvVuBiy+ugsORh0mT+vDMM23Q6Zi4ECWD0+nkFgBJxuSFKEOYTFGsWtWGceMC6O6WY968KrS1pb4uubm5/1xWax4OP9yPZ59tg14fTfl5icaC2BYA5eXl3AIgiVKavNhsNlxwwQUwGAwwmUxYsGABPB7PkI854YQTIJFIBtyuuOKKVIZJlDHy8yNYtaoV9fUBdHbKMXduFTo7U5fAtLb2Jy49PXk47LAAnnuuFUYjExeiZNh/CwC9Pnd2lc8EKU1eLrjgAmzduhXvv/8+3nrrLXz44Ye47LLLDvm4Sy+9FJ2dnfHb/fffn8owiTJKUVF/AlNTE0R7uwJz51bBYkn+J7b29jzMnVuFri45GhoCWLWqFfn5TFyIksXlcnELgBRJWfKyfft2vPPOO3j22Wcxbdo0HHfccVi+fDnWrVuHjo6OIR+r0WhQVlYWvxkMhkGPDQQCcLlcA25E2a60NILVq1tRWRlES4sC8+ZVobc3eQmMxdK/rqajQ46amiBWrWpFYWEkad+faKwLBAIAwC0AUiRlycumTZtgMplw9NFHx++bNWsWpFIp/vWvfw352BdffBFFRUX41re+haVLl8Ln8w167LJly2A0GuO3qqqqpF0DkZjM5jBWr26F2RzC3r1KzJ9fBZtt9AlMd7cMc+dWobVVgaqqINasaUVJCRMXomThFgCpl7LkpaurCyUlJQPuy8vLQ0FBAbq6ugZ93M9//nP87ne/w4YNG7B06VK88MILuPDCCwc9funSpXA6nfFba2tr0q6BSGyVleH/Jhch7NqlxMUXV8LhGPnT1mqV4eKLq9DcrEB5eQirV7eirCycxIiJyOVycQuAFEt4LGvJkiW47777hjxm+/btIw5o/zUxkyZNgtlsxkknnYTdu3ejoaHhgOOVSiXbLFNOq67uTzLmzKnGjh0qLFhQhVWrWmEwJLY+xW6XYv78KjQ1KVFaGsKaNa2oqGDiQpQssS66UqkUlZWVfG9KoYSTl8WLF2PevHlDHlNfX4+ysjJ0d3cPuD8cDsNmsyW0eGnatGkAgKampoMmL0RjQX19CKtWtWLOnCps3drfvv+559qg0w0vgXE6pViwoApff61EcXH/aE5VVSjFURONHdFoFA6HA2q1GrW1tTCZTGKHlNMSTl6Ki4tRXFx8yOOmT58Oh8OBzZs3Y+rUqQCADz74ANFoNJ6QDMeWLVsAAGazOdFQiXLKuHFBrFrVhrlzq/Cf/6hx+eUVeOaZNmi1QzeTc7uluOSSSmzbpkJBQf86mtpaJi5EyRKJRGC322E0GlFbWwudTid2SDkvZWteJk6ciJNPPhmXXnopPvnkE3z88ce45pprcN5556G8vBwA0N7ejgkTJuCTTz4BAOzevRt33nknNm/ejObmZrzxxhuYM2cOvve97+HII49MVahEWWPChACef74Ven0EmzdrcOWVlejrG3xO3eOR4LLLKvHll2qYTGGsWtWKhoZgGiMmym3hcBh2ux0FBQVobGxk4pImKe3z8uKLL2LChAk46aSTcOqpp+K4447DM888E/96KBTCzp0749VECoUCf/3rX/HDH/4QEyZMwOLFi3HWWWfhzTffTGWYRFnliCMCePbZNmi1EXzyiQZXX12BQODABMbnk+CKKyrx+edqGAwRPP98G8aPZ+JClCzBYBAOhwOlpaVoaGiASqUSO6QxQyIIQk5tYOJyuWA0GuF0OofsDzMSHo8HX331FQwGA9s8k+g++0yNSy6phM8nxcyZHixf3gGFov/p7PdLcOWVFdi0SQudLoJVq9owaZJf5IiJckdfXx/6+vpQXl6OyspKvickQSLv39zbiChLffvb/Ts/q1RR/O1vOtxwgxmhEBAMSnDtteXYtEkLjSaKlSuZuBAlk8fjQSAQQHV1Naqqqpi4iIBt/4iy2DHH9GHFinZccUUF1q/X48YbyxEMSvD3v+ugVkfx9NNtOOooJi5EyRArhZZIJKirq0NxcTH7uIiEIy9EWW7GDB8ef7wDcnkU776rx4YNOiiVUTz5ZDu+850+scMjygmCIMDhcEAul6OxsRElJSVMXETE5IUoB3zve1489lgH8vIEyOVRPP54O7773cG31SCi4YtGo7DZbNBoNGhsbER+fr7YIY15nDYiyhHf/74Xb765FzJZf1deIhq9cDgMh8OB/Px81NXVQa1Wix0SgckLUU6pq2PSQpQswWAQLpcLxcXFqK2thUKhEDsk+i8mL0RERN/g9/vh9XpRXl6Oqqoq5OXx7TKT8LdBRES0H6/XGy+FLi8vh1TK5aGZhskLERHRf7lcLgD9GwyzoihzMXkhIqIxTxAEOJ1OyOVy1NbWoqCgQOyQaAhMXoiIaEyLRqNwOBzQarWora1N+tYylHxMXoiIaMyKRCKw2+0wmUyoq6uDRqMROyQaBiYvREQ0JoVCITidThQVFaG2thZKpVLskGiYmLwkSCqVwuPxQK1Ws+afiChLBQIBeDwemM1mVFdXsxQ6y/C3lQC1Wo3q6mrYbDZ4vV64XC7I5XKoVCooFAquSiciygI+nw9+vx+VlZWorKxkKXQWYvKSAJlMhrKyMpSWlqKvrw9utxt2ux0ejwdutxt5eXlQqVRQKpVMZIiIMpDb7UY0GkVtbS3Kysr4Wp2lmLyMgEQigUajgUajQUlJCfx+PzweD+x2O9xuN7xeL6RSaTyRYVZPRIcSjUYRCATg9/sBABqNhmswkihWCp2Xl4eGhgYUFhaKHRKNApOXUZJIJFCr1VCr1SguLkYgEIDb7YbD4YDT6YTdbmciQ0QHEAQBoVAIgUAAwWAQEokESqUShYWFkEgk8VFdrVYLlUoldrhZLRqNwm63x0uhjUaj2CHRKDF5STKlUgmlUomioiIEg0G43W44nc54IhN7gVKr1UxkiMaYSCSCQCCAQCCASCQChUIBtVqNsrIy6HQ6aLVayOVyCIIAr9eLnp4eWK3WAUkMpzkSs38pdG1tLbRardghURIweUkhhUKBwsJCFBYWIhQKwePxxJMYh8MBoD/ZUalUkMlk4gZLREkXG13x+/0IhUKQSCRQqVQoLi6GwWCAVquFWq0+ICGRSCTQ6XTQ6XQoLS1Fb29vPJFRq9XQaDRMYoaBpdC5SyIIgiB2EMnkcrlgNBrhdDoztktiOByGx+OBy+WC3W5HX18fotFoPJFhyR5R9opEIvD7/QgGg/HRFY1GA5PJFB9dGclz3O/3w2q1oru7Gz6fDyqVChqNhiO4g4hN4ZeVlaG6uhpyuVzskOgQEnn/ZvIiskgkEq9Wstls8Pl8iEaj8eFkJjJEmU0QBASDQQQCAYRCIUilUiiVSphMJuj1+qRP9wSDwXgS4/F4oFAooNVqOXq7n76+PvT19aGiogIVFRX82WSJRN6/+c4oMplMBqPRCKPRiPLy8ngiE1usFw6H44kMPzkQZYZwOBxfuyIIQjyByM/Ph1arhUajSdkHD4VCAbPZjKKiItjtdlgsFjgcDuTl5UGn0435N+rY62ZNTQ3MZjOn13IUk5cMIpVKYTAYYDAYYDab4fP54iMyXq8XoVAIcrk8nsjwSUmUHoIgxJOVUCgEmUwGtVoNs9kcH11Jd38nuVyOkpISFBYWxpMYp9MJiUQCvV4/5kZtY6XQMpksXgrN18jcNbb+urOIVCqNL9grKys7IJFxuVzIy8uLb1PAJylRcoXD4fjaFUEQoFQqYTAYYDKZ4qMrmTDKIZPJUFRUhIKCAjgcDnR3d8cLAnQ63ZgYsY3tCq1Wq1FbWwuTySR2SJRiTF6ygEQigVarhVarjXf33b8pnsfjgVQqhVqtZndfohGKRqMIBoPw+/0Ih8PxjtlFRUUDRlcylVQqRUFBAUwmE1wuF7q7u2G32xGJRKDT6TI69tGIRCJwOBwwGAyora2FTqcTOyRKAyYvWWb/7r7FxcXs7ks0Cvs3iYuNrphMpgGjK9n2HJJKpTCZTDAajXC73ejp6YHNZsvJhnfhcBgOhwOFhYWora3NqWujoTF5yWKDdff9ZlM8lUoFlUqVdS/CRMkWa8EfCAQQDofjG6uWlJTEy5hzZbd4iUQCg8EAvV6P0tLSnGt4FwwG4XK5UFpaipqamjExPUb/w+Qlhwy3uy+b4tFYEmsSt38L/oKCAhiNxniTuFxO7HOx4V2sFDq2KzRfz8Ye9nkZA2LdfV0uF2w2G/x+f3yIXK1W84lPOWX/DQ73b8G/f5O4sf4pPZsb3nk8HoRCIVRVVaG8vDzrEi8aHJvUMXkZFLv7Uq4ZrAV/rO3AYC34Kbsa3gmCAJfLBYlEgpqaGhQXF/N3mmPYpI4GlZeXF1+QWFFRMaC7r9vtjlcmcOEbZbLYBoexUUS5XJ6UFvxjTbY0vBMEAQ6HA0qlErW1tcjPzxc7JBIZn91j2De7+3q9XtjtdrS3tyMSiXD3Vco4sTcxoH+NV2lpaXx0JdsXoIopkxveRaNR2O126HQ61NXVQa/XixYLZQ4mLwSgv7xSr9fH+0G0tLTA5XJx6o0yitfrhVKpRF1dHXQ6HUdXkizTGt7FSqELCgpQW1sLtVqd1vNT5uIznwaQSCQoLS2FXC5Hc3Mz7HY7TCYTP9GS6GI9WRobG9lBNcViDe/y8/PhdDpFaXgXK4UuLi5GbW1tzpSwU3KkbGn53XffjRkzZsTnoYdDEAT85je/gdlshlqtxqxZs7Br165UhUhDKCgowLhx46DRaGCz2RCNRsUOicaw2L41xcXFKCoqEjucMUMikcBkMmHcuHGYOHEiSktLEQgEYLVa4ff7U3Zev98Pt9uN8vJy1NfXM3GhA6QseQkGgzj77LNx5ZVXDvsx999/P37729/iqaeewr/+9S9otVrMnj07pU8SGpxer8e4ceNgMplgs9kQDofFDonGKI/HA41Gg8rKyqwo5801sYZ39fX1mDhxIsxmM0KhEHp7e9HX14dkFq16vV709fWhuroaNTU1nBqkg0p5qfTq1auxcOHC+LzpYARBQHl5ORYvXowbb7wRAOB0OlFaWorVq1fjvPPOG9b5WCqdfMFgEM3Nzejp6YHBYOCnIEqrUCgEl8uFxsZGlJSUiB0O/ZfP54s3vPP7/UlpeOdyuQAA1dXVKCkp4XT1GJPI+3fGfITZu3cvurq6MGvWrPh9RqMR06ZNw6ZNmwZ9XCAQgMvlGnCj5FIoFKivr0d5eTncbjdHwihtYr09SkpKOF2UYTQaDaqrq3HEEUegtrYWEokkvv1AotPMgiDAbrdDJpOhoaEBpaWlTFxoSBmTvHR1dQEASktLB9xfWloa/9rBLFu2LF7uazQaUVVVldI4x6q8vDzU1NSguro6vqs1Uap5PB6o1WpUVFRwuihDqVQqVFRU4IgjjkB9fT3y8vJgs9ngcrkQiUQO+fhYKbRGo0FjYyMKCgrSEDVlu4ReDZYsWQKJRDLkbceOHamK9aCWLl0a37/H6XSitbU1recfS6RSKSoqKlBfX49oNAqn05nUuW6i/YVCIYRCIVRWVrJENgvEGt4dfvjhGDduHFQqFRwOB5xO56BJTCQSgd1uh9FoRGNjI6f6adgSWgm1ePFizJs3b8hj6uvrRxRIWVkZAMBiscBsNsfvt1gsmDJlyqCPi21GSOkhkUhQUlISL6V2OBwspaak23+6qLCwUOxwKAHDbXgXCoXiFWQ1NTV8HaeEJJS8FBcXo7i4OCWB1NXVoaysDOvXr48nKy6XC//6178Sqlii9MjPz4dcLseePXtgs9lgMpkyppU4Zb9YdRGni7LXUA3vFAoF/H4/zGYzqqurWVFECUvZq0JLSwu2bNmClpYWRCIRbNmyBVu2bBmwVmLChAl47bXXAPR/ol+4cCHuuusuvPHGG/jyyy8xZ84clJeX48wzz0xVmDQKOp0O48aNQ35+Pux2O0upKSli00UVFRWcLsoBsYZ348ePx4QJE1BQUABBEFBVVYXa2lomLjQiKfur+c1vfoM1a9bE/33UUUcBADZs2IATTjgBALBz5044nc74MTfffDO8Xi8uu+wyOBwOHHfccXjnnXe4SWAGU6vVaGhogFwuh8ViYSk1jUqsGV1ZWRmri3JMrOGd0WiE3+/nXlQ0Kinv85Ju7PMijkgkgra2NrS3t0Oj0fATM42I2+1GXl4eJkyYwA8tRGNMVvZ5oewmk8niHTH9fj9LqSlh+1cXMXEhoqEweaGkkUgkKC8vR0NDAwRBgMPhYCk1DUtsuojVRUQ0HExeKKkkEgmKi4vR2NgIpVIJu93OTR3pkNxuN7RaLSoqKrgOgogOickLpYTJZEJjYyP0ej3sdvuwOm3S2BQKhRAOhzldRETDxuSFUkan08XbfdvtdoRCIbFDogzD6SIiGgkmL5RSKpUKDQ0NKCsrg9PpRCAQEDskyiButxs6nY7TRUSUECYvlHJyuRy1tbWoqqqC1+tFX1+f2CFRBggGgwiHw6ioqOB0ERElhMkLpYVMJkNVVRVqamoQCATgdrvFDolEFNu7qLS0lNNFRJQwJi+UNvuXUkskEpZSj2GcLiKi0WDyQmlXVFSExsZGqFQq2Gw2llKPMbHposrKSu4kTEQjwuSFRGE0GtHY2Aij0QibzcZS6jFi/+migoICscMhoizF5IVEo9Vq0djYiKKiIpZSjxGcLiKiZGDyQqJSKpVoaGiA2WyGy+ViKXUOCwaDiEQinC4iolHLEzsAory8PNTW1iIvLw8dHR2IRCLQaDRih0VJFJsuMpvNnC4iolHjyAtlBKlUGi+lDoVCcLlcYodESeRyuaDX6zldRERJweSFMoZEIoHZbEZDQwOkUilLqXNEMBhENBpFRUUFp4uIKCmYvFDGKSwsxLhx46BWq7krdZZjdRERpQKTF8pIBoMhXkrNXamzV2y6qLy8nNNFRJQ0TF4oY2k0GjQ0NLCUOkvFpotYXUREycbkhTKaUqlEfX19vJTa7/eLHRINQzQajU8X5efnix0OEeUYlkpTxouVUisUCrS1tSESiUCr1YodFg3B7XazuoiIUoYjL5QVpFIpKioqUFdXh0gkwlLqDBYIBOLTRQqFQuxwiCgHMXmhrCGRSFBaWoqGhgbIZDLY7XaWUmeYaDQKt9vN6SIiSikmL5R1CgoKMG7cOGg0Gu5KnWE4XURE6cDkhbKSXq/HuHHjYDKZYLPZEA6HxQ5pzON0ERGlC5MXylpqtRqNjY0oLi6Gw+FAMBgUO6QxKzZdZDabOV1ERCnH5IWymkKhQENDA8rLy+F2u1lKLZLYdJHZbOZ0ERGlHEulKevJZDLU1NRALpejra0N4XAYOp1O7LDGjNh0UVVVFaeLiCgtOPJCOSFWSl1fX49oNAqn08lKpDTYf7rIZDKJHQ4RjRFMXihnSCQSlJSUoLGxEXK5nJs6poHL5YLBYOB0ERGlFZMXyjn5+fkYN24cdDodN3VMoUAgAACsLiKitGPyQjlJp9OhsbER+fn5sNvtLKVOsth0UVlZGaeLiCjtmLxQzoqVUpeWlrKUOslcLheMRiOni4hIFExeKKfJ5XLU1dWhsrISbrcbfX19YoeU9WLTRRUVFZwuIiJRMHmhnCeTyVBdXY2amhr4/X643W5WIo0Qp4uIKBMweaExQSKRoLy8HI2NjZDJZLDZbAiFQmKHlXVi00Xl5eWcLiIi0aQsebn77rsxY8YMaDSaYX9CmzdvHiQSyYDbySefnKoQaYyRSCQoKirChAkTUFpaCrfbDafTyXLqYfL7/ZBIJKisrIRcLhc7HCIaw1KWvASDQZx99tm48sorE3rcySefjM7OzvjtpZdeSlGENFap1WrU19fjsMMOg0qlgs1mi6/joIOLRqPweDwoKyuD0WgUOxwiGuNStj3A7bffDgBYvXp1Qo9TKpUoKytLQURE/yORSFBYWAi9Xo/Ozk5YLBb09fVBr9dDJpOJHV7GcTqdrC4iooyRcWteNm7ciJKSEowfPx5XXnklrFbrkMcHAgG4XK4BN6LhUigUqK6uxvjx46HX62G32+Hz+cQOK6P4/X5IpVJOFxFRxsio5OXkk0/G2rVrsX79etx3333429/+hlNOOWXIDqnLli2D0WiM36qqqtIYMeUCiUQCo9GIww47DLW1tYhEIrBarWxsh4HTRawuIqJMkVDysmTJkgMW1H7ztmPHjhEHc9555+H000/HpEmTcOaZZ+Ktt97Cv//9b2zcuHHQxyxduhROpzN+a21tHfH5aWzLy8tDRUUFJkyYgMLCQjidTng8njFdVu1yuWAymWA2m8UOhYgoLqE1L4sXL8a8efOGPKa+vn408RzwvYqKitDU1ISTTjrpoMcolUoolcqknZNIp9Nh3LhxyM/PR3t7O6xWK4xG45ibMmF1ERFlqoSSl+LiYhQXF6cqlgO0tbXBarXyUx+lnVQqRUlJCfR6PTo6OtDT0wOpVAq9Xg+pNKNmW1MiNl1UVVXF6iIiyjgpexVuaWnBli1b0NLSgkgkgi1btmDLli3weDzxYyZMmIDXXnsNAODxeHDTTTfhn//8J5qbm7F+/XqcccYZaGxsxOzZs1MVJtGQYmXV48aNi5dV+/1+scNKOU4XEVEmS1mp9G9+8xusWbMm/u+jjjoKALBhwwaccMIJAICdO3fC6XQC6G/h/sUXX2DNmjVwOBwoLy/HD3/4Q9x5552cFiJRDVZWbTAYcrKsmtVFRJTpJEKOrUaMtS93Op0wGAxih0M5yOl0or29HXa7HRqNBhqNRuyQkiYajcJms6G6upqVe0SUVom8f+f+5D1Rku1fVh17s8+Vsmqn08npIiLKeCmbNiLKZbGyaqPRGK9IUigU0Ol0WduB1u/3QyaTobKyEnl5fGkgoszFkReiUYiVVcd2q7ZarQgGg2KHlbBYdZHZbGZ1ERFlPH68IhqlWFm1wWBAR0cHuru74/skZUtZtdPpRH5+PvcVI6KskB2vrERZQKVSoa6uLuvKqvv6+jhdRERZha9UREm0f1l1V1cXurq6MrqsOhKJwOv1oqamhtV5RJQ1mLwQpUBst+rYgl6HwwG1Wp1xZdUul4vTRUSUdThtRJRCmVxWzekiIspWfMUiSrG8vDyUl5cPKKuWy+WillVzuoiIshlHXojSRKvVorGxEQ0NDcjLyxO1rJrTRUSUzTjyQpRGmVBWzekiIsp2HHkhEkGsrPqwww5La1l1bLqovLyc00VElLX4sYtIJBKJBAUFBdDpdOjq6krLbtVOpxMFBQUoLS1NyfcnIkoHjrwQiSxWVj1+/HgYDAbY7XZ4vd6kn6evrw95eXmcLiKirMfkhShDGAwGjB8/HnV1dRAEAVarNWll1ftPF+n1+qR8TyIisfDjF1EGkclkA8qqe3t7k7JbdWy6iNVFRJQLOPJClIFiZdXjxo0bdVm1z+eDXC5HZWVlRm5RQESUKI68EGUoqVSK4uJi6PX6EZdVRyIR+Hw+1NbWcrqIiHIGR16IMtz+ZdVqtTqhsmqn04nCwkJOFxFRTuHIC1EWiJVV6/V6dHZ2DqusOjZdVFFRwekiIsopHHkhyiJyuTxeVm00Ggctq45NF7G6iIhyEZMXoixkMBhw2GGHDVpWHZsuYjM6IspFnDYiylKDlVVLpVIoFApWFxFRzuLIC1GW+2ZZtd/vh9lshk6nEzs0IqKU4MgLUQ7Yv6za5XKhsLBQ7JCIiFKGyQtRDlGpVFCpVGKHQUSUUpw2IiIioqzC5IWIiIiyCpMXIiIiyipMXoiIiCirMHkhIiKirMLkhYiIiLIKkxciIiLKKkxeiIiIKKsweSEiIqKswuSFiIiIskrKkpfm5mYsWLAAdXV1UKvVaGhowK233opgMDjk4/x+P66++moUFhZCp9PhrLPOgsViSVWYRERElGVSlrzs2LED0WgUTz/9NLZu3YpHHnkETz31FH75y18O+bgbbrgBb775Jl5++WX87W9/Q0dHB37605+mKkwiIiLKMhJBEIR0neyBBx7Ak08+iT179hz0606nE8XFxfi///s//OxnPwPQnwRNnDgRmzZtwne/+91DnsPlcsFoNMLpdMJgMCQ1fiIiIkqNRN6/07qrtNPpREFBwaBf37x5M0KhEGbNmhW/b8KECaiurh40eQkEAggEAgPOAfT/EIiIiCg7xN63hzOmkrbkpampCcuXL8eDDz446DFdXV1QKBQwmUwD7i8tLUVXV9dBH7Ns2TLcfvvtB9xfVVU1qniJiIgo/dxuN4xG45DHJJy8LFmyBPfdd9+Qx2zfvh0TJkyI/7u9vR0nn3wyzj77bFx66aWJnnJIS5cuxaJFi+L/jkajsNlsKCwshEQiSeq5XC4Xqqqq0NrampNTUrl+fUDuXyOvL/vl+jXy+rJfqq5REAS43W6Ul5cf8tiEk5fFixdj3rx5Qx5TX18f//+Ojg6ceOKJmDFjBp555pkhH1dWVoZgMAiHwzFg9MVisaCsrOygj1EqlVAqlQPu++bITbIZDIac/aMEcv/6gNy/Rl5f9sv1a+T1Zb9UXOOhRlxiEk5eiouLUVxcPKxj29vbceKJJ2Lq1KlYtWoVpNKhi5umTp0KuVyO9evX46yzzgIA7Ny5Ey0tLZg+fXqioRIREVEOSlmpdHt7O0444QRUV1fjwQcfRE9PD7q6ugasXWlvb8eECRPwySefAOjPuBYsWIBFixZhw4YN2Lx5M+bPn4/p06cPq9KIiIiIcl/KFuy+//77aGpqQlNTEyorKwd8LbaSOBQKYefOnfD5fPGvPfLII5BKpTjrrLMQCAQwe/ZsrFixIlVhJkSpVOLWW289YJoqV+T69QG5f428vuyX69fI68t+mXCNae3zQkRERDRa3NuIiIiIsgqTFyIiIsoqTF6IiIgoqzB5ISIioqzC5IWIiIiyCpOXb3jiiSdQW1sLlUqFadOmxXvQHMzWrVtx1llnoba2FhKJBI8++mj6Ah2hRK5v5cqVOP7445Gfn4/8/HzMmjVryOMzRSLX+Oqrr+Loo4+GyWSCVqvFlClT8MILL6Qx2sQlcn37W7duHSQSCc4888zUBjhKiVzf6tWrIZFIBtxUKlUaox2ZRH+HDocDV199NcxmM5RKJQ477DC8/fbbaYo2cYlc3wknnHDA71AikeBHP/pRGiNOTKK/v0cffRTjx4+HWq1GVVUVbrjhBvj9/jRFOzKJXGMoFMIdd9yBhoYGqFQqTJ48Ge+8805qAxQobt26dYJCoRCef/55YevWrcKll14qmEwmwWKxHPT4Tz75RLjxxhuFl156SSgrKxMeeeSR9AacoESv7+c//7nwxBNPCJ9//rmwfft2Yd68eYLRaBTa2trSHPnwJXqNGzZsEF599VVh27ZtQlNTk/Doo48KMplMeOedd9Ic+fAken0xe/fuFSoqKoTjjz9eOOOMM9IT7Agken2rVq0SDAaD0NnZGb91dXWlOerEJHqNgUBAOProo4VTTz1V+Oijj4S9e/cKGzduFLZs2ZLmyIcn0euzWq0Dfn9fffWVIJPJhFWrVqU38GFK9PpefPFFQalUCi+++KKwd+9e4d133xXMZrNwww03pDny4Uv0Gm+++WahvLxc+POf/yzs3r1bWLFihaBSqYTPPvssZTEyednPMcccI1x99dXxf0ciEaG8vFxYtmzZIR9bU1OT8cnLaK5PEAQhHA4Ler1eWLNmTapCHLXRXqMgCMJRRx0l/OpXv0pFeKM2kusLh8PCjBkzhGeffVaYO3duRicviV7fqlWrBKPRmKbokiPRa3zyySeF+vp6IRgMpivEURntc/CRRx4R9Hq94PF4UhXiqCR6fVdffbXw/e9/f8B9ixYtEo499tiUxjkaiV6j2WwWHn/88QH3/fSnPxUuuOCClMXIaaP/CgaD2Lx5M2bNmhW/TyqVYtasWdi0aZOIkSVHMq7P5/MhFAqhoKAgVWGOymivURAErF+/Hjt37sT3vve9VIY6IiO9vjvuuAMlJSVYsGBBOsIcsZFen8fjQU1NDaqqqnDGGWdg69at6Qh3REZyjW+88QamT5+Oq6++GqWlpfjWt76Fe+65B5FIJF1hD1syXmeee+45nHfeedBqtakKc8RGcn0zZszA5s2b49Mue/bswdtvv41TTz01LTEnaiTXGAgEDpiuVavV+Oijj1IWZ8q2B8g2vb29iEQiKC0tHXB/aWkpduzYIVJUyZOM6/vFL36B8vLyAX/UmWSk1+h0OlFRUYFAIACZTIYVK1bgBz/4QarDTdhIru+jjz7Cc889hy1btqQhwtEZyfWNHz8ezz//PI488kg4nU48+OCDmDFjBrZu3XrAtiSZYCTXuGfPHnzwwQe44IIL8Pbbb6OpqQlXXXUVQqEQbr311nSEPWyjfZ355JNP8NVXX+G5555LVYijMpLr+/nPf47e3l4cd9xxEAQB4XAYV1xxBX75y1+mI+SEjeQaZ8+ejYcffhjf+9730NDQgPXr1+PVV19NaYLNkRcalnvvvRfr1q3Da6+9lhULIhOh1+uxZcsW/Pvf/8bdd9+NRYsWYePGjWKHNWputxsXXXQRVq5ciaKiIrHDSYnp06djzpw5mDJlCmbOnIlXX30VxcXFePrpp8UOLWmi0ShKSkrwzDPPYOrUqTj33HNxyy234KmnnhI7tKR77rnnMGnSJBxzzDFih5I0GzduxD333IMVK1bgs88+w6uvvoo///nPuPPOO8UOLWkee+wxjBs3DhMmTIBCocA111yD+fPnQypNXYrBkZf/Kioqgkwmg8ViGXC/xWJBWVmZSFElz2iu78EHH8S9996Lv/71rzjyyCNTGeaojPQapVIpGhsbAQBTpkzB9u3bsWzZMpxwwgmpDDdhiV7f7t270dzcjNNOOy1+XzQaBQDk5eVh586daGhoSG3QCUjGc1Aul+Ooo45CU1NTKkIctZFco9lshlwuh0wmi983ceJEdHV1IRgMQqFQpDTmRIzmd+j1erFu3TrccccdqQxxVEZyfb/+9a9x0UUX4ZJLLgEATJo0CV6vF5dddhluueWWlL7Bj8RIrrG4uBivv/46/H4/rFYrysvLsWTJEtTX16cszsz6qYlIoVBg6tSpWL9+ffy+aDSK9evXY/r06SJGlhwjvb77778fd955J9555x0cffTR6Qh1xJL1O4xGowgEAqkIcVQSvb4JEybgyy+/xJYtW+K3008/HSeeeCK2bNmCqqqqdIZ/SMn4/UUiEXz55Zcwm82pCnNURnKNxx57LJqamuKJJwB8/fXXMJvNGZW4AKP7Hb788ssIBAK48MILUx3miI3k+nw+3wEJSiwRFTJwX+TR/A5VKhUqKioQDofxxz/+EWeccUbqAk3ZUuAstG7dOkGpVAqrV68Wtm3bJlx22WWCyWSKl15edNFFwpIlS+LHBwIB4fPPPxc+//xzwWw2CzfeeKPw+eefC7t27RLrEoaU6PXde++9gkKhEF555ZUBpYxut1usSzikRK/xnnvuEd577z1h9+7dwrZt24QHH3xQyMvLE1auXCnWJQwp0ev7pkyvNkr0+m6//Xbh3XffFXbv3i1s3rxZOO+88wSVSiVs3bpVrEs4pESvsaWlRdDr9cI111wj7Ny5U3jrrbeEkpIS4a677hLrEoY00r/R4447Tjj33HPTHW7CEr2+W2+9VdDr9cJLL70k7NmzR3jvvfeEhoYG4ZxzzhHrEg4p0Wv85z//Kfzxj38Udu/eLXz44YfC97//faGurk6w2+0pi5HJyzcsX75cqK6uFhQKhXDMMccI//znP+NfmzlzpjB37tz4v/fu3SsAOOA2c+bM9Ac+TIlcX01NzUGv79Zbb01/4AlI5BpvueUWobGxUVCpVEJ+fr4wffp0Yd26dSJEPXyJXN83ZXryIgiJXd/ChQvjx5aWlgqnnnpqSntLJEuiv8N//OMfwrRp0wSlUinU19cLd999txAOh9Mc9fAlen07duwQAAjvvfdemiMdmUSuLxQKCbfddpvQ0NAgqFQqoaqqSrjqqqtS+saeDIlc48aNG4WJEycKSqVSKCwsFC666CKhvb09pfFJBCEDx62IiIiIBsE1L0RERJRVmLwQERFRVmHyQkRERFmFyQsRERFlFSYvRERElFWYvBAREVFWYfJCREREWYXJCxEREWUVJi9ERESUVZi8EBERUVZh8kJERERZ5f8BFIh76vGtU/0AAAAASUVORK5CYII=", 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", 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" ] @@ -607,7 +565,7 @@ { "cell_type": "code", "execution_count": null, - "id": "337e8cd9-ffec-4d14-8d77-347784c15510", + "id": "4bd5bab9-8797-41bf-b9f6-ab789d9f507f", "metadata": {}, "outputs": [], "source": [] @@ -629,7 +587,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/tests/test_plot.py b/tests/test_plot.py index 1c99525..2f61796 100644 --- a/tests/test_plot.py +++ b/tests/test_plot.py @@ -57,20 +57,21 @@ def test_plot_fail_unknown_chart_type(self): # Act, Assert with self.assertRaises(ValueError) as cm: - plot( - x_values, - means, - lower_bands, - upper_bands, - title="Test Title", - xlabel="X Axis", - ylabel="Y Axis", - chart_type="other", - ) + plot( + x_values, + means, + lower_bands, + upper_bands, + title="Test Title", + xlabel="X Axis", + ylabel="Y Axis", + chart_type="other", + ) self.assertEqual( str(cm.exception), "Chart type other is not supported", ) + if __name__ == "__main__": unittest.main()