diff --git a/218_T1_tangent_correlations.png b/218_T1_tangent_correlations.png new file mode 100644 index 0000000..f553426 Binary files /dev/null and b/218_T1_tangent_correlations.png differ diff --git a/218_T3_tangent_correlations.png b/218_T3_tangent_correlations.png new file mode 100644 index 0000000..5fdea4d Binary files /dev/null and b/218_T3_tangent_correlations.png differ diff --git a/README.md b/README.md index 5cbeb1e..8effc13 100644 --- a/README.md +++ b/README.md @@ -3,32 +3,26 @@ Physics-based simulator of chromatin architecture. ## Authors -Joseph Wakim, Bruno Beltran, Andrew Spakowitz +Joseph Wakim, Bruno Beltran, Angelika Hirsch, Andrew Spakowitz ## Quickstart -Our physics-based chromatin simulator is publicly available in the [“Chromo” repository](https://github.com/SpakowitzLab/chromo) of the Spakowitz Lab GitHub account. Clone this repository to your local machine. +The physics-based chromatin simulator is available in the [“Chromo” repository](https://github.com/AngelikaH123/chromo) of the Spakowitz Lab GitHub account. Clone this repository to your local machine. -`git clone https://github.com/SpakowitzLab/chromo.git` +`git clone git@github.com:AngelikaH123/chromo.git` -Install the package dependencies of the simulator, which are listed in requirements.txt; we recommend that you do so in a separate virtual environment using Python 3.9.12. We demonstrate how to do so using the Conda package manager. +Install the package dependencies and environment of the simulator by running the command: -`conda create --name chromo python=3.9.12` - -`conda activate chromo` - -`pip install -r requirements.txt` - -Install our simulator package using pip by entering `pip install /path/to/root/directory` in the terminal, specifying the path to the root directory of the codebase on your local machine. If you would like to make changes to the codebase, use `pip install -e /path/to/root/directory` to install the simulator package in editable mode. - -`pip install /path/to/root/directory` - -`pip install -e /path/to/root/directory` +'bash make_all.sh' During installation, all Cython code required by the Monte Carlo algorithm will be compiled. This may take several -minutes. Once the package has been installed, the simulator is ready for use. Navigate to `simulations/examples` from the root directory to find example simulations. +minutes. Once the package has been installed, the simulator is ready for use. Navigate to `chromo` from the root directory to find the run_simulation.py file for initializing the polymer object. Use the following command to run the file: + +'python run_simulation.py' +This will generate the polymer object and compare it to a reference image, so the user can assess if the generated polymer is sufficiently similar to the control. +The design_document.docx file in the root directory provides additional information about the design of this project. ## Abstract Chromatin organization is essential for differential gene expression in humans, enabling a diverse array of cell types to develop from the same genetic code. The architecture of chromatin is dictated by patterns of epigenetic marks–chemical modifications to DNA and histones–which must be reestablished during each cell replication cycle. Dysregulation of chromatin organization has drastic medical consequences and can contribute to aging, obesity, and cancer progression. During this study, we develop a Monte Carlo simulator called “Chromo” to investigate factors affecting chromatin organization. The simulator proposes and evaluates random configurational changes to chromatin, which include geometric transformations and effector protein binding/unbinding to the biopolymer. By iteratively sampling configurations, Chromo generates snapshots of energetically favorable chromatin architectures. Unlike previous models fit to experimental data, Chromo is rooted in fundamental polymer theory, allowing us to predict biophysical mechanisms governing chromatin organization. By leveraging a computationally efficient field theoretic approach, we can simulate full human chromosomes with nucleosome-scale resolution. To confirm the validity of our simulator, we reproduce theoretical chain statistics for flexible and semiflexible homopolymers and recapitulate heterochromatin compartments expected in chromatin contact maps. Using Chromo, we will evaluate how the quality of structural prediction changes with the simulation of additional epigenetic marks. We will also identify which combinations of marks best explain the architecture of the chromosome. diff --git a/chromo/218_T1_tangent_correlations.png b/chromo/218_T1_tangent_correlations.png new file mode 100644 index 0000000..5c0ffe2 Binary files /dev/null and b/chromo/218_T1_tangent_correlations.png differ diff --git a/chromo/218_T3_tangent_correlations.png b/chromo/218_T3_tangent_correlations.png new file mode 100644 index 0000000..a63ac4f Binary files /dev/null and b/chromo/218_T3_tangent_correlations.png differ diff --git a/chromo/Correlation function-Copy1.ipynb b/chromo/Correlation function-Copy1.ipynb new file mode 100644 index 0000000..61f1b29 --- /dev/null +++ b/chromo/Correlation function-Copy1.ipynb @@ -0,0 +1,311 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 21, + "id": "f3426d16", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "f4609dc5", + "metadata": {}, + "outputs": [], + "source": [ + "def vector_magnitude(vector):\n", + " return np.linalg.norm(vector)\n", + "\n", + "def cosine_similarity(vector1, vector2):\n", + " dot_product = np.dot(vector1, vector2)\n", + " magnitude_product = vector_magnitude(vector1) * vector_magnitude(vector2)\n", + " return dot_product / magnitude_product\n", + "\n", + "def t1function(df, initial_comparison_location):\n", + " end_point_1 = df[\"t1\"][initial_comparison_location] \n", + " start_point_r1 = np.array(df.iloc[initial_comparison_location, 1:4])\n", + " \n", + " correlations_t1 = []\n", + " distance = []\n", + " \n", + " for i in range(len(df)):\n", + " end_point_2 = df[\"t1\"][i]\n", + " start_point_r2 = np.array(df.iloc[i, 1:4])\n", + " \n", + " vector1 = end_point_1 - start_point_r1\n", + " vector2 = end_point_2 - start_point_r2\n", + " \n", + " correlation = cosine_similarity(vector1, vector2)\n", + " correlations_t1.append(correlation)\n", + " \n", + " distance.append(abs(initial_comparison_location - i))\n", + " t1_array = [distance, correlations_t1]\n", + " return np.array(t1_array)\n", + "\n", + "def t3function(df, initial_comparison_location):\n", + " end_point_1 = np.array(df.iloc[initial_comparison_location, 4:7]) # Extract columns 4, 5, and 6\n", + " start_point_r1 = np.array(df.iloc[initial_comparison_location, 1:4]) # Extract columns 1, 2, and 3\n", + "\n", + " correlations_t3 = []\n", + " distance = []\n", + "\n", + " for i in range(len(df)):\n", + " end_point_2 = np.array(df.iloc[i, 4:7]) # Extract columns 4, 5, and 6 for the second end point\n", + " start_point_r2 = np.array(df.iloc[i, 1:4]) # Extract columns 1, 2, and 3 for the second start point\n", + " \n", + " vector1 = end_point_1 - start_point_r1\n", + " vector2 = end_point_2 - start_point_r2\n", + " \n", + " correlation = cosine_similarity(vector1, vector2)\n", + " correlations_t3.append(correlation)\n", + " \n", + " distance.append(abs(initial_comparison_location - i))\n", + " \n", + " t3_array = [distance, correlations_t3]\n", + " return np.array(t3_array)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "0f42137f", + "metadata": {}, + "outputs": [], + "source": [ + "simulation_number = 218\n", + "t1_final_list = []\n", + "t3_final_list = []\n", + "\n", + "for snap in range(177, 178):\n", + " file_path = f\"/Users/angelikahirsch/Documents/chromo/output/sim_{simulation_number}/poly_1-{snap}.csv\"\n", + " df = pd.read_csv(file_path)\n", + "\n", + " t2coordinates = df[[\"('t2', 'x')\", \"('t2', 'y')\", \"('t2', 'z')\"]].values\n", + " t3coordinates = df[[\"('t3', 'x')\", \"('t3', 'y')\", \"('t3', 'z')\"]].values\n", + "\n", + " t1coordinates = np.cross(t2coordinates, t3coordinates)\n", + " df['t1'] = [t1coordinates[i] for i in range(len(t1coordinates))]\n", + "\n", + " t1_final_list.extend([t1function(df, initial_comparison) for initial_comparison in range(len(df))])\n", + " t3_final_list.extend([t3function(df, initial_comparison) for initial_comparison in range(len(df))])\n", + "\n", + "t1_final_array = np.array(t1_final_list)\n", + "distance_1 = t1_final_array[:, 0].flatten()\n", + "correlation_1 = t1_final_array[:, 1].flatten()\n", + "\n", + "t3_final_array = np.array(t3_final_list)\n", + "distance_3 = t3_final_array[:, 0].flatten()\n", + "correlation_3 = t3_final_array[:, 1].flatten() \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "3bdca091", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(distance_1, correlation_1) # Adjust marker and size as needed\n", + "plt.xlabel('nm distance')\n", + "plt.ylabel('T1 Correlation')\n", + "plt.title('T1 Correlations vs Distances')\n", + "plt.grid(True)\n", + "plt.savefig(f\"{simulation_number}_T1_tangent_correlations.png\")\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "b94e9704", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(distance_3, correlation_3) # Adjust marker and size as needed\n", + "plt.xlabel('nm distance')\n", + "plt.ylabel('T3 Correlation')\n", + "plt.title('T3 Correlations vs Distances')\n", + "plt.grid(True)\n", + "#plt.savefig(f\"{simulation_number}_T3_tangent_correlations.png\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "272044cc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(correlation_3, distance_3, marker='.', s=1) # Adjust marker and size as needed\n", + "plt.xlabel('T3 Correlations')\n", + "plt.ylabel('nm distance')\n", + "plt.title('Scatter Plot of Correlations vs Distances')\n", + "plt.grid(True)\n", + "plt.savefig(f\"{simulation_number}_T3_tangent_correlations.png\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a21dca0a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "Empty DataFrame\n", + "Columns: [Distances, Correlation]\n", + "Index: []\n" + ] + } + ], + "source": [ + "selected_rows = analysis_df[analysis_df['Distances'] == 997]\n", + "print(len(selected_rows))\n", + "print(selected_rows)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "66d120cf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(t3function(df))\n", + "\n", + "# Add labels and title\n", + "plt.xlabel(\"s-s\")\n", + "plt.ylabel('correlation')\n", + "plt.title('t3_t3_correlation')\n", + "\n", + "# Display the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d38d2ea8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# What the t1 and t3 correlations should theoretically look like\n", + "lt = 100\n", + "lp = 100\n", + "x = df. iloc[:,0]\n", + "y = []\n", + "for i in range(len(x)):\n", + " new_y = -1 * (x[i]/lt)\n", + " new_y = np.exp(new_y)\n", + " y.append(new_y)\n", + " \n", + "plt.plot(y)\n", + "plt.xlabel(\"s-s\")\n", + "plt.ylabel('correlation')\n", + "\n", + "# Display the plot\n", + "plt.show()\n", + " " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.5 64-bit ('base': conda)", + "language": "python", + "name": "python395jvsc74a57bd0aa9d341dd759e2c08c8119fa95c13c799961a4f2fac215cc54a61c09b6b387da" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/chromo/Correlation function.ipynb b/chromo/Correlation function.ipynb new file mode 100644 index 0000000..5b52e63 --- /dev/null +++ b/chromo/Correlation function.ipynb @@ -0,0 +1,330 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "f3426d16", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f4609dc5", + "metadata": {}, + "outputs": [], + "source": [ + "#218 bead spacings alternate between 10 and 15 nm\n", + "#217 bead spacings are all 25 nm\n", + "#213 bead spacings are all 15 nm\n", + "#210 bead spacings alternate between 15 and 25 nm, 1000 snapshots" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ea65f7d8", + "metadata": {}, + "outputs": [], + "source": [ + "def vector_magnitude(vector):\n", + " return np.linalg.norm(vector)\n", + "\n", + "def cosine_similarity(vector1, vector2):\n", + " dot_product = np.dot(vector1, vector2)\n", + " magnitude_product = vector_magnitude(vector1) * vector_magnitude(vector2)\n", + " return dot_product / magnitude_product\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3f1ea206", + "metadata": {}, + "outputs": [], + "source": [ + "def t1function(df, initial_comparison_location):\n", + " correlations_t1 = []\n", + " distance = []\n", + " for i in range(len(df)):\n", + " end_point_1 = df[\"t1\"][initial_comparison_location]\n", + " end_point_2 = df[\"t1\"][i]\n", + " start_point_r1 = np.array([df.iloc[initial_comparison_location, 1], df.iloc[initial_comparison_location, 2], df.iloc[initial_comparison_location, 3]])\n", + " start_point_r2 = np.array([df.iloc[i, 1], df.iloc[i, 2], df.iloc[i, 3]])\n", + " \n", + " vector1 = end_point_1 - start_point_r1\n", + " vector2 = end_point_2 - start_point_r2\n", + " \n", + " correlation = cosine_similarity(vector1, vector2)\n", + " correlations_t1.append(correlation)\n", + " \n", + " distance.append(abs(initial_comparison_location - i))\n", + " t1_array = [distance, correlations_t1]\n", + " return np.array(t1_array)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "13b3c63d", + "metadata": {}, + "outputs": [], + "source": [ + "def t3function(df, initial_comparison_location):\n", + " correlations_t3 = []\n", + " distance = []\n", + " for i in range(len(df)):\n", + " end_point_1 = np.array([df.iloc[initial_comparison_location, 4], df.iloc[initial_comparison_location, 5], df.iloc[initial_comparison_location, 6]])\n", + " end_point_2 = np.array([df.iloc[i, 4], df.iloc[i, 5], df.iloc[i, 6]])\n", + " start_point_r1 = np.array([df.iloc[initial_comparison_location, 1], df.iloc[initial_comparison_location, 2], df.iloc[initial_comparison_location, 3]])\n", + " start_point_r2 = np.array([df.iloc[i, 1], df.iloc[i, 2], df.iloc[i, 3]])\n", + " \n", + " vector1 = end_point_1 - start_point_r1\n", + " vector2 = end_point_2 - start_point_r2\n", + " \n", + " correlation = cosine_similarity(vector1, vector2)\n", + " correlations_t3.append(correlation)\n", + " \n", + " distance.append(abs(initial_comparison_location - i))\n", + " t3_array = [distance, correlation]\n", + " return np.array(t3_array)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0f42137f", + "metadata": {}, + "outputs": [], + "source": [ + "simulation_number = 218\n", + "t1_final_list = []\n", + "correlation = []\n", + "distance = []\n", + "for snap in range(177,178):\n", + " df = pd.read_csv(\"/Users/angelikahirsch/Documents/chromo/output\" + \"/sim_\" + str(simulation_number) + \"/poly_1-\" + str(snap)+ \".csv\")\n", + " t1 = []\n", + " for i in range(len(df)):\n", + " t2coordinates = np.array([df.iloc[i, 7], df.iloc[i, 8], df.iloc[i, 9]])\n", + " t3coordinates = np.array([df.iloc[i, 4], df.iloc[i, 5], df.iloc[i, 6]])\n", + " t1coordinates = np.cross(t2coordinates, t3coordinates)\n", + " t1.append(t1coordinates)\n", + " df[\"t1\"] = t1\n", + " for initial_comparison in range(len(df)):\n", + " t1_final_list.append(t1function(df, initial_comparison))\n", + "for i in range(len(t1_final_list)):\n", + " distance = np.concatenate((distance, t1_final_list[i][0]), axis=None)\n", + " correlation = np.concatenate((correlation, t1_final_list[i][1]), axis=None)\n", + " if len(t1_final_list[i][0]) != len(t1_final_list[i][1]):\n", + " print(\"difference\")\n", + " print(snap)\n", + " print(i)\n", + " if len(distance) != len(correlation):\n", + " print(\"diff\")\n", + " print(snap)\n", + " print(\"i\")\n", + " \n", + " \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3bdca091", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(distance, correlation, marker='.', s=1) # Adjust marker and size as needed\n", + "plt.xlabel('Correlations')\n", + "plt.ylabel('Distances')\n", + "plt.title('Scatter Plot of Correlations vs Distances')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "bd0f9e47", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. 17.\n", + " 18. 19.]\n" + ] + } + ], + "source": [ + "print(distance[:20])" + ] + }, + { + "cell_type": "code", + "execution_count": 206, + "id": "2b3aab73", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "no differnece\n" + ] + } + ], + "source": [ + "for i in range(len(t1_final_list)):\n", + " if len(t1_final_list[i][0]) != len(t1_final_list[i][1]):\n", + " print(\"difference\")\n", + " print(i)\n", + "print(\"no differnece\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ebdb812b", + "metadata": {}, + "outputs": [], + "source": [ + "analysis_df = pd.DataFrame({'Distances': correlation, 'Correlation': distance})" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a21dca0a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "Empty DataFrame\n", + "Columns: [Distances, Correlation]\n", + "Index: []\n" + ] + } + ], + "source": [ + "selected_rows = analysis_df[analysis_df['Distances'] == 997]\n", + "print(len(selected_rows))\n", + "print(selected_rows)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "66d120cf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(t3function(df))\n", + "\n", + "# Add labels and title\n", + "plt.xlabel(\"s-s\")\n", + "plt.ylabel('correlation')\n", + "plt.title('t3_t3_correlation')\n", + "\n", + "# Display the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d38d2ea8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# What the t1 and t3 correlations should theoretically look like\n", + "lt = 100\n", + "lp = 100\n", + "x = df. iloc[:,0]\n", + "y = []\n", + "for i in range(len(x)):\n", + " new_y = -1 * (x[i]/lt)\n", + " new_y = np.exp(new_y)\n", + " y.append(new_y)\n", + " \n", + "plt.plot(y)\n", + "plt.xlabel(\"s-s\")\n", + "plt.ylabel('correlation')\n", + "\n", + "# Display the plot\n", + "plt.show()\n", + " " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.5 64-bit ('base': conda)", + "language": "python", + "name": "python395jvsc74a57bd0aa9d341dd759e2c08c8119fa95c13c799961a4f2fac215cc54a61c09b6b387da" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/chromo/bead_position_analysis.py b/chromo/bead_position_analysis.py new file mode 100644 index 0000000..75ee5e9 --- /dev/null +++ b/chromo/bead_position_analysis.py @@ -0,0 +1,42 @@ +import numpy as np +import sys +import pandas as pd +import matplotlib.pyplot as plt + +sherlock = False + +if sherlock: + file_path = "/scratch/users/ahirsch1/chromo_scratch/output/" + simulation_number = int(sys.argv[1]) + snap_range1 = int(sys.argv[2]) + snap_range1 = int(sys.argv[3]) +else: + file_path = "/Users/angelikahirsch/Documents/chromo/output/" + simulation_number = 218 + snap_range1 = 177 + snap_range2 = 179 + +euclidean_distances = [] +for snap in range(snap_range1, snap_range2): + print(snap) + snap_path = f"{file_path}sim_{simulation_number}/poly_1-{snap}.csv" + df = pd.read_csv(snap_path) + coordinates = df[["('r', 'x')", "('r', 'y')", "('r', 'z')"]].values + num_beads = len(df) + + for i in range(0, num_beads - 2): + difference = coordinates[i] - coordinates[i + 2] + distance = np.linalg.norm(difference) + euclidean_distances.append(distance/0.34) + + +np.savetxt(f"{file_path}sim_{simulation_number}/{simulation_number}1,3bead_distances.txt", euclidean_distances) + +plt.hist(euclidean_distances, bins=20, color='blue', alpha=0.7) +plt.xlabel('Distance in bp') +plt.ylabel('Frequency') +plt.title('Histogram of Distances between Beads Two Spaces Apart') +plt.grid(True) +plt.savefig(f"{file_path}sim_{simulation_number}/{simulation_number}1,3bead_distances.png") +#plt.show() + diff --git a/chromo/beads.py b/chromo/beads.py index 62af8c1..fcf9d44 100644 --- a/chromo/beads.py +++ b/chromo/beads.py @@ -372,7 +372,7 @@ class Nucleosome(Bead): Attributes ---------- - bead_length : double + bead_length : double ....changed to np.ndarray Spacing between the nucleosome and its neighbor rad : double Radius of spherical excluded volume around nucleosome @@ -382,7 +382,7 @@ class Nucleosome(Bead): def __init__( self, id_: int, r: np.ndarray, *, t3: np.ndarray, t2: np.ndarray, - bead_length: float, rad: Optional[float] = 5, + bead_length: np.array, rad: Optional[float] = 5, states: Optional[np.ndarray] = None, binder_names: Optional[Sequence[str]] = None ): diff --git a/chromo/mc/__init__.py b/chromo/mc/__init__.py index 27c0964..97b0964 100644 --- a/chromo/mc/__init__.py +++ b/chromo/mc/__init__.py @@ -24,7 +24,8 @@ from chromo.binders import ReaderProtein from chromo.binders import get_by_name, make_binder_collection from chromo.fields import UniformDensityField, FieldBase - +import chromo.twist_schedule as twist_schedule +import chromo.util.temperature_schedule as temp_schedule F = TypeVar("F") # Represents an arbitrary field STEPS = int # Number of steps per MC save point @@ -44,7 +45,9 @@ def _polymer_in_field( mc_move_controllers: Optional[List[Controller]] = None, random_seed: Optional[int] = 0, mu_schedule: Optional[Callable[[float], float]] = None, - output_dir: Optional[DIR] = '.', + lt_schedule: Optional[Callable[[str],float]] = None, + temperature_schedule: Optional[Callable[[str],float]] = None, + output_dir: Optional[DIR] = '.', # defaults to current location, same level as chromo folder: name = output path_to_run_script: Optional[str] = None, path_to_chem_mods: Optional[List[str]] = None, run_command: Optional[str] = None, @@ -126,17 +129,50 @@ def _polymer_in_field( t1_start = process_time() for mc_count in range(num_saves): - # Simulated annealing if mu_schedule is not None: mu_adjust_factor = mu_schedule.function(mc_count, num_saves) else: mu_adjust_factor = 1 + if temperature_schedule is not None: + if temperature_schedule == "linear decrease": + temperature_adjust_factor = temp_schedule.linear_decrease(mc_count, num_saves) + elif temperature_schedule == "logarithmic decrease": + temperature_adjust_factor = temp_schedule.logarithmic_decrease(mc_count, num_saves) + elif temperature_schedule == "decreasing stepwise": + temperature_adjust_factor = temp_schedule.decreasing_stepwise(mc_count, num_saves) + elif temperature_schedule == "sin decrease": + temperature_adjust_factor = temp_schedule.sin_decrease(mc_count, num_saves) + elif temperature_schedule == "no schedule": + temperature_adjust_factor = temp_schedule.no_schedule() + else: + print("Not a valid temperature schedule option") + else: + print("Missing lt schedule option") + + if lt_schedule is not None: + if lt_schedule == "logarithmic increase": + lt_change = twist_schedule.logarithmic_increase(mc_count, num_saves) + elif lt_schedule == "exponential increase": + lt_change = twist_schedule.exponential_increase(mc_count, num_saves) + elif lt_schedule == "linear increase": + lt_change = twist_schedule.linear_increase(mc_count, num_saves) + elif lt_schedule == "increasing stepwise": + lt_change = twist_schedule.step_wise_increase(mc_count, num_saves) + elif lt_schedule == "increasing sawtooth": + lt_change = twist_schedule.increasing_sawtooth(mc_count, num_saves) + elif lt_schedule == "no schedule": + lt_change = polymers[0].lt # set to the lt of the first polymer in the list + else: + print("Not a valid lt schedule option") + else: + print("Missing lt schedule option") decorator_timed_path(output_dir)(mc_sim)( polymers, binders, num_save_mc, mc_move_controllers, field, - mu_adjust_factor, random_seed + mu_adjust_factor, random_seed, temperature_adjust_factor, lt_change ) + for poly in polymers: poly.to_csv( str(output_dir / Path(f"{poly.name}-{mc_count}.csv")) @@ -149,6 +185,7 @@ def _polymer_in_field( print("Save point " + str(mc_count) + " completed") for polymer in polymers: + print("update log path " + str(output_dir)) polymer.update_log_path( str(output_dir) + "/" + polymer.name + "_config_log.csv" ) @@ -196,6 +233,7 @@ def continue_polymer_in_field_simulation( random_seed : Optional[SEED] Random seed for replication of simulation (default = 0) """ + # issue is somewhere here latest_output_subdir = get_latest_simulation(output_dir) latest_output_subdir_path = output_dir + "/" + latest_output_subdir polymer_names = find_polymers_in_output_dir(latest_output_subdir_path) diff --git a/chromo/mc/mc_controller.py b/chromo/mc/mc_controller.py index 45b15c9..2b3f7c5 100644 --- a/chromo/mc/mc_controller.py +++ b/chromo/mc/mc_controller.py @@ -254,8 +254,9 @@ def all_moves( move_amp_bounds=move_amp_bounds[move.__name__] ) for move in [ mv.crank_shaft, mv.end_pivot, mv.slide, mv.tangent_rotation, - mv.change_binding_state + # mv.change_binding_state ] + # ] controllers[0].move.num_per_cycle = 30 controllers[1].move.num_per_cycle = 1 diff --git a/chromo/mc/mc_sim.pxd b/chromo/mc/mc_sim.pxd index 406439f..a39dcb6 100644 --- a/chromo/mc/mc_sim.pxd +++ b/chromo/mc/mc_sim.pxd @@ -10,10 +10,11 @@ from chromo.fields cimport UniformDensityField as UDF cpdef void mc_sim( list polymers, readerproteins, long num_mc_steps, list mc_move_controllers, UDF field, double mu_adjust_factor, - long random_seed + long random_seed, double temperature_adjust_factor, double lt_value_adjust ) cpdef void mc_step( MCAdapter adaptible_move, PolymerBase poly, readerproteins, - UDF field, bint active_field -) \ No newline at end of file + UDF field, bint active_field, double temperature_adjust_factor +) + diff --git a/chromo/mc/mc_sim.pyx b/chromo/mc/mc_sim.pyx index 4470568..ce9d92e 100644 --- a/chromo/mc/mc_sim.pyx +++ b/chromo/mc/mc_sim.pyx @@ -25,12 +25,13 @@ from chromo.mc.moves import MCAdapter from chromo.mc.moves cimport MCAdapter from chromo.mc.mc_controller import Controller from chromo.fields cimport UniformDensityField as Udf +from chromo.polymers import SSTWLC cpdef void mc_sim( list polymers, readerproteins, long num_mc_steps, list mc_move_controllers, Udf field, double mu_adjust_factor, - long random_seed + long random_seed, double temperature_adjust_factor, double lt_value_adjust ): """Perform Monte Carlo simulation. @@ -75,32 +76,32 @@ cpdef void mc_sim( cdef long i, j, k, n_polymers cdef list active_fields cdef poly - np.random.seed(random_seed) - n_polymers = len(polymers) if field.confine_type == "": active_fields = [poly.is_field_active() for poly in polymers] else: active_fields = [1 for _ in polymers] - for k in range(num_mc_steps): for controller in mc_move_controllers: if controller.move.move_on == 1: for j in range(controller.move.num_per_cycle): for i in range(len(polymers)): + polymers[i].lt = lt_value_adjust + polymers[i]._find_parameters(polymers[i].bead_length) # coding best practice: accessing protected member of a class from outside the class? poly = polymers[i] - poly.mu_adjust_factor = mu_adjust_factor active_field = active_fields[i] + print("controller move") + print(controller.move) mc_step( controller.move, poly, readerproteins, field, - active_field + active_field, temperature_adjust_factor ) controller.update_amplitudes() cpdef void mc_step( MCAdapter adaptible_move, PolymerBase poly, readerproteins, - Udf field, bint active_field + Udf field, bint active_field, double temperature_adjust_factor ): """Compute energy change and determine move acceptance. @@ -126,16 +127,19 @@ cpdef void mc_step( Field affecting polymer in Monte Carlo step active_field: bool Indicator of whether or not the field is active for the polymer + temperature_adjust_factor: double + Divide the energy value used to select accepted moves by this factor """ cdef double dE, exp_dE cdef int check_field = 0 cdef long packet_size, n_inds cdef long[:] inds + + #packet_size = 1 # will need to change back if poly in field and active_field: if adaptible_move.name != "tangent_rotation": check_field = 1 - packet_size = 20 inds = adaptible_move.propose(poly) n_inds = len(inds) @@ -161,14 +165,16 @@ cpdef void mc_step( elif dE < 0: exp_dE = 1 - if (rand() / RAND_MAX) < exp_dE: + if (rand() / RAND_MAX) < exp_dE/temperature_adjust_factor: #temperature variation + #print(rand() / RAND_MAX) adaptible_move.accept( - poly, dE, inds, n_inds, log_move=False, log_update=False + poly, dE, inds, n_inds, log_move=True, log_update=True ) if check_field == 1: field.update_affected_densities() else: adaptible_move.reject( - poly, dE, log_move=False, log_update=False + poly, dE, log_move=True, log_update=True ) + diff --git a/chromo/mc/moves.pyx b/chromo/mc/moves.pyx index c0009b1..656c839 100644 --- a/chromo/mc/moves.pyx +++ b/chromo/mc/moves.pyx @@ -207,13 +207,15 @@ cdef class MCAdapter: self.acceptance_tracker.update_acceptance_rate( accept=1.0, log_update=log_update ) - if log_move == 1: + if log_move == 1: # control whether acceptance trackers are on from here? self.acceptance_tracker.log_move( self.amp_move, self.amp_bead, poly.last_amp_move, poly.last_amp_bead, - dE + dE#, + #mc_stat.ConfigurationTracker(log_dir, sfe).RMSD + # mc_stat.ConfigurationTracker(log_path, ) ) cdef void reject( @@ -242,7 +244,7 @@ cdef class MCAdapter: if log_move == 1: self.acceptance_tracker.log_move( self.amp_move, self.amp_bead, poly.last_amp_move, - poly.last_amp_bead, dE + poly.last_amp_bead, dE#, mc_stat.ConfigurationTracker().RMSD ) diff --git a/chromo/polymers.pxd b/chromo/polymers.pxd index 57719f5..699f904 100644 --- a/chromo/polymers.pxd +++ b/chromo/polymers.pxd @@ -52,8 +52,9 @@ cdef class Rouse(PolymerBase): cdef void construct_beads(self) cdef class SSWLC(PolymerBase): - cdef public double delta, eps_bend, eps_par, eps_perp, gamma, eta - cdef public double bead_length, bead_rad + cdef public np.ndarray delta, eps_bend, eps_par, eps_perp, gamma, eta + cdef public double bead_rad + cdef public np.ndarray bead_length cdef void construct_beads(self) cpdef double compute_E(self) cdef double compute_dE( @@ -67,7 +68,7 @@ cdef class SSWLC(PolymerBase): long ind0, long indf, ) - cdef double E_pair(self, double[:] bend, double dr_par, double[:] dr_perp) + cdef double E_pair(self, double[:] bend, double dr_par, double[:] dr_perp, long ind) cdef double bead_pair_dE_poly_forward( self, double[:] r_0, @@ -75,7 +76,8 @@ cdef class SSWLC(PolymerBase): double[:] test_r_1, double[:] t3_0, double[:] t3_1, - double[:] test_t3_1 + double[:] test_t3_1, + long ind ) cdef double bead_pair_dE_poly_reverse( self, @@ -84,13 +86,14 @@ cdef class SSWLC(PolymerBase): double[:] r_1, double[:] t3_0, double[:] test_t3_0, - double[:] t3_1 + double[:] t3_1, + long ind ) cdef double binding_dE(self, long ind0, long indf, long n_inds) cdef double bead_binding_dE( self, long ind, long[:] states_trial_ind ) - cpdef void _find_parameters(self, double length_bead) + cpdef void _find_parameters(self, np.ndarray length_bead) cdef class Chromatin(SSWLC): cdef double compute_dE( @@ -101,9 +104,10 @@ cdef class Chromatin(SSWLC): ) cdef class SSTWLC(SSWLC): - cdef public double lt, eps_twist + cdef public double lt + cdef public np.ndarray eps_twist # potential bug cdef double E_pair_with_twist( - self, double[:] bend, double dr_par, double[:] dr_perp, double omega + self, double[:] bend, double dr_par, double[:] dr_perp, double omega, long ind, double dr ) cdef double compute_dE( self, @@ -121,7 +125,8 @@ cdef class SSTWLC(SSWLC): double[:] test_t3_1, double[:] t2_0, double[:] t2_1, - double[:] test_t2_1 + double[:] test_t2_1, + long ind ) cdef double bead_pair_dE_poly_reverse_with_twist( self, @@ -133,7 +138,8 @@ cdef class SSTWLC(SSWLC): double[:] t3_1, double[:] t2_0, double[:] test_t2_0, - double[:] t2_1 + double[:] t2_1, + long ind ) cdef class LoopedSSTWLC(SSTWLC): diff --git a/chromo/polymers.pyx b/chromo/polymers.pyx index d297f4e..c4eb807 100644 --- a/chromo/polymers.pyx +++ b/chromo/polymers.pyx @@ -4,10 +4,13 @@ """ import pyximport +#from Cython.Includes.numpy import ndarray +#from numpy import ndarray + pyximport.install() # Built-in Modules -from typing import Callable +from typing import Callable, Union from libc.math cimport sin, cos # External Modules @@ -16,12 +19,14 @@ cimport numpy as np import pandas as pd # Custom Modules +from .util import poly_stat import chromo.beads as beads import chromo.util.mc_stat as mc_stat from chromo.util.linalg cimport (vec_sub3, vec_dot3, vec_scale3) from .util import dss_params from .util import poly_paths as paths - +from typing import Optional +import chromo.twist_schedule as twist_adjust # Global type aliases and variables ctypedef np.uint8_t uint8 cdef np.ndarray empty_2d = np.empty((0, 0)) @@ -258,7 +263,7 @@ cdef class PolymerBase(TransformedObject): "name", "r", "t3", "t2", "states", "binder_names", "num_binders", "beads", "num_beads", "lp" ]) - self._arrays = np.array(['r', 't3', 't2', 'states', 'chemical_mods']) + self._arrays = np.array(['r', 't3', 't2', 'states', 'chemical_mods', 'bead_length']) self._3d_arrays = np.array(['r', 't3', 't2']) self._single_values = np.array(["name", "lp", "num_beads"]) @@ -285,6 +290,7 @@ cdef class PolymerBase(TransformedObject): self.densities_temp = np.zeros((2, self.n_binders_p1, 8), dtype='d') def fill_missing_arguments(self): + # this definitely works. It just adds default values to things if there is no user input for them. """Fill empty arguments in `__init__` call. Fills t3, t2, states, binder_names, chemical_mods, chemical_mod_names @@ -334,7 +340,9 @@ cdef class PolymerBase(TransformedObject): float Elastic energy change associated with the MC move """ - pass + #print("does it get to this empty compute_dE function") + return 0 + #pass cdef void construct_beads(self): """Construct a list of beads forming the polymer. @@ -487,6 +495,7 @@ cdef class PolymerBase(TransformedObject): Path to the configuration tracker log. If None, no configuration tracker will be initialized. (default = None) """ + if log_path != "": self.configuration_tracker = \ mc_stat.ConfigurationTracker(log_path, self.r) @@ -608,13 +617,17 @@ cdef class PolymerBase(TransformedObject): for name, arr in arrays.items(): if name in self._3d_arrays: vector_arrs[name] = arr - elif name != 'states' and name != 'chemical_mods': + elif name != 'states' and name != 'chemical_mods' and name != "bead_length": regular_arrs[name] = arr vector_arr = np.concatenate(list(vector_arrs.values()), axis=1) vector_index = pd.MultiIndex.from_product( [vector_arrs.keys(), ('x', 'y', 'z')] ) + vector_df = pd.DataFrame(vector_arr, columns=vector_index) + vector_df = poly_stat.entry_exit_angle(vector_df) + #vector_df = poly_stat.extry_exit_angle(vector_df) # added + if len(self.chemical_mod_names) > 0: states_index = pd.MultiIndex.from_tuples( [('states', name) for name in self.binder_names] @@ -629,62 +642,28 @@ cdef class PolymerBase(TransformedObject): np.asarray(self.chemical_mods), columns=chem_mod_index, dtype=int ) - df = pd.concat([vector_df, states_df, chemical_mods_df], axis=1) + bead_length_df = pd.DataFrame( + np.asarray(self.bead_length), + dtype=float + ) + df = pd.concat([vector_df, states_df, chemical_mods_df, bead_length_df], axis=1) else: df = vector_df for name, arr in regular_arrs.items(): - if name == "bead_length" or name == "max_binders": + if name == "max_binders": df[name] = np.broadcast_to(arr, (len(df.index), 1)) else: - df[name] = arr + #df[name] = np.broadcast_to(arr, (len(df.index), 1)) + df[name] = arr.transpose() for name, val in single_vals.items(): arr_temp = np.empty((len(df.index), 1), dtype=object) arr_temp[0, 0] = str(val) + df[name] = arr_temp df[name] = df[name].apply(lambda x: x if x is not None else "") return df - def to_csv(self, str path) -> pd.DataFrame: - """Save Polymer object to CSV file as DataFrame. - - Parameters - ---------- - path : str - Path to file at which to save CSV representation of the polymer - - Returns - ------- - pd.DataFrame - Data frame representation of the polymer, as recorded in the CSV - file that was generated - """ - return self.to_dataframe().to_csv(path) - - def to_file(self, str path) -> pd.DataFrame: - """Synonym for `to_csv` to conform to `make_reproducible` spec. - - Notes - ----- - See documentation for `to_csv` for details. - """ - return self.to_csv(path) - - @classmethod - def from_csv(cls, str csv_file) -> pd.DataFrame: - """Construct Polymer from CSV file. - - Parameters - ---------- - csv_file : str - Path to CSV file from which to construct polymer - Returns - ------- - PolymerBase - Object representation of a polymer - """ - df = pd.read_csv(csv_file) - return cls.from_dataframe(df) @classmethod def from_dataframe(cls, df, name=None): @@ -714,8 +693,6 @@ cdef class PolymerBase(TransformedObject): if 'chemical_mods' in df: chemical_mod_names = df['chemical_mods'].columns.to_numpy() kwargs['chemical_mod_names'] = chemical_mod_names - if 'bead_length' in df: - kwargs['bead_length'] = kwargs['bead_length'][0] if 'max_binders' in df: kwargs['max_binders'] = kwargs['max_binders'][0] if "name" in df and name is None: @@ -728,6 +705,48 @@ cdef class PolymerBase(TransformedObject): kwargs['lp'] = float(kwargs['lp'][0]) return cls(**kwargs) + def to_csv(self, str path) -> pd.DataFrame: + """Save Polymer object to CSV file as DataFrame. + + Parameters + ---------- + path : str + Path to file at which to save CSV representation of the polymer + + Returns + ------- + pd.DataFrame + Data frame representation of the polymer, as recorded in the CSV + file that was generated + """ + return self.to_dataframe().to_csv(path) + + def to_file(self, str path) -> pd.DataFrame: + """Synonym for `to_csv` to conform to `make_reproducible` spec. + + Notes + ----- + See documentation for `to_csv` for details. + """ + return self.to_csv(path) + + @classmethod + def from_csv(cls, str csv_file) -> pd.DataFrame: + """Construct Polymer from CSV file. + + Parameters + ---------- + csv_file : str + Path to CSV file from which to construct polymer + + Returns + ------- + PolymerBase + Object representation of a polymer + """ + df = pd.read_csv(csv_file) + return cls.from_dataframe(df) + @classmethod def from_file(cls, path, name=None): """Construct Polymer object from string representation. @@ -746,6 +765,7 @@ cdef class PolymerBase(TransformedObject): """ if name is None: name = path.split("/")[-1].split(".")[0] + print("name" + str(name)) df = pd.read_csv(path, header=[0, 1], index_col=0) return cls.from_dataframe(df, name) @@ -847,6 +867,7 @@ cdef class Rouse(PolymerBase): long[:] inds, long n_inds ): + #print("is this function getting used even though it is empty") """Compute the change in configurational energy of a polymer. Notes @@ -857,6 +878,8 @@ cdef class Rouse(PolymerBase): Please see documentation for `PolymerBase.compute_dE()` for description of parameters and return arguments. """ + # this is what must be used to calculate energy for SSTWLC which needs to be slightly different than the calculation for SSWLC + pass cdef void construct_beads(self): @@ -915,14 +938,14 @@ cdef class SSWLC(PolymerBase): Ground-state segment compression (obtained from `_find_parameters`) eta : double Bend-shear coupling (obtained from `_find_parameters`) - bead_length : double + bead_length : np.ndarray Dimensional spacing between beads of the discrete polymer (in nm) bead_rad : double Dimensional radius of each bead in the polymer (in nm) """ def __init__( - self, str name, double[:,::1] r, *, double bead_length, double lp, + self, str name, double[:,::1] r, np.ndarray bead_length, *, double lp, double bead_rad=5, double[:,::1] t3=empty_2d, double[:,::1] t2=empty_2d, long[:,::1] states=mty_2d_int, np.ndarray binder_names=empty_1d, long[:,::1] chemical_mods=mty_2d_int, @@ -938,7 +961,7 @@ cdef class SSWLC(PolymerBase): Parameters ---------- - bead_length : double + bead_length : ndarray, now it is ndarray The amount of polymer path length between subsequent beads (in nm) lp : double Dimensional persistence length of the SSWLC (in nm) @@ -962,10 +985,15 @@ cdef class SSWLC(PolymerBase): ]) self._arrays = np.array([ 'r', 't3', 't2', 'states', 'bead_length', 'chemical_mods', - 'max_binders' + 'max_binders', 'bead_length' ]) self.check_attrs() self.mu_adjust_factor = 1 + self.temperature_adjust_factor = 1 + self.lt_adjust_factor = 1 + print("mu_adjust") + + cdef void construct_beads(self): """Construct `GhostBead` objects forming beads of the polymer. @@ -1014,17 +1042,18 @@ cdef class SSWLC(PolymerBase): Returns ------- delta_energy_poly : double - Change in polymer elastic energy assocaited with the trial move + Change in polymer elastic energy associated with the trial move """ cdef double delta_energy_poly cdef long ind0, indf, ind, i - - delta_energy_poly = 0 + #"is this 1037 version of dE the one that gets used") + delta_energy_poly = 0 #zero change in energy if move_name == "change_binding_state": if self.is_field_active() == 1: ind0 = inds[0] indf = inds[n_inds-1] + 1 + #print("anything here at 1044") delta_energy_poly += self.binding_dE(ind0, indf, n_inds) elif ( @@ -1033,15 +1062,17 @@ cdef class SSWLC(PolymerBase): ): ind0 = inds[0] indf = inds[n_inds-1] + 1 + #print("what about line 1052") delta_energy_poly += self.continuous_dE_poly(ind0, indf) - elif move_name == "tangent_rotation": + elif move_name == "tangent_rotation": # no changes for i in range(n_inds): ind = inds[i] ind0 = ind indf = ind + 1 + #print("is it line 1061") delta_energy_poly += self.continuous_dE_poly(ind0, indf) - + #print("does it get this far") return delta_energy_poly cdef double continuous_dE_poly( @@ -1083,30 +1114,33 @@ cdef class SSWLC(PolymerBase): ind0_m_1 = ind0 - 1 indf_m_1 = indf - 1 - + # for each pair of beads delta_energy_poly = 0 if ind0 != 0: - delta_energy_poly += self.bead_pair_dE_poly_forward( - self.r[ind0_m_1, :], + delta_energy_poly += self.bead_pair_dE_poly_forward( # change in energy with segment before change + self.r[ind0_m_1, :],# evaluates change in energy self.r[ind0, :], self.r_trial[ind0, :], self.t3[ind0_m_1, :], self.t3[ind0, :], - self.t3_trial[ind0, :] + self.t3_trial[ind0, :], + ind0 ) if indf != self.num_beads: - delta_energy_poly += self.bead_pair_dE_poly_reverse( + delta_energy_poly += self.bead_pair_dE_poly_reverse( # change in energy with segment after change self.r[indf_m_1, :], self.r_trial[indf_m_1, :], self.r[indf, :], self.t3[indf_m_1, :], self.t3_trial[indf_m_1, :], - self.t3[indf, :] + self.t3[indf, :], + #ind0_m_1 # potential bug + indf ) return delta_energy_poly - cdef double E_pair(self, double[:] bend, double dr_par, double[:] dr_perp): + cdef double E_pair(self, double[:] bend, double dr_par, double[:] dr_perp, long ind): """Calculate elastic energy for a pair of beads. Parameters @@ -1124,29 +1158,32 @@ cdef class SSWLC(PolymerBase): Elastic energy of bond between the bead pair """ cdef double E - E = ( - 0.5 * self.eps_bend * vec_dot3(bend, bend) + - 0.5 * self.eps_par * (dr_par - self.gamma) ** 2 + - 0.5 * self.eps_perp * vec_dot3(dr_perp, dr_perp) + E = ( # call on specific values in bead index + 0.5 * self.eps_bend[ind] * vec_dot3(bend, bend) + # change to be arrays calculated for each bond + 0.5 * self.eps_par[ind] * (dr_par - self.gamma[ind]) ** 2 + + 0.5 * self.eps_perp[ind] * vec_dot3(dr_perp, dr_perp) ) return E cdef double bead_pair_dE_poly_forward( self, - double[:] r_0, - double[:] r_1, + double[:] r_0, #positon of first bead in move + double[:] r_1, # position of the second bead in the move double[:] test_r_1, double[:] t3_0, double[:] t3_1, - double[:] test_t3_1 + double[:] test_t3_1, + long ind #which bead pair currently working on ): + + """Compute change in polymer energy when affecting a single bead pair. Notes ----- For the current and proposed states of the polymer, calculate change in position, as well as the parallel magnitude and perpendicular component - of that change, of the bead pair. Calcualate the bend vectors for the + of that change, of the bead pair. Calculate the bend vectors for the existing and trial orientations. Calculate the change in energy given these properties using theory for a discretized worm-like chain. @@ -1207,7 +1244,14 @@ cdef class SSWLC(PolymerBase): """ cdef long i cdef double dr_par, dr_par_test - + + """Adding code segment here to test adding energy from change of entry/exit angles to nucleosome""" + # Everytime you do a rotation calculation, calculate new entry/exit orientations + # take XYZ position of nucleosome and translate to position R + # Rotate by taking T3 and calling that Z, T2 and calling that Y, and TX should be T1 + + + """End of test code segment""" for i in range(3): self.dr_test[i] = test_r_1[i] - r_0[i] self.dr[i] = r_1[i] - r_0[i] @@ -1218,13 +1262,13 @@ cdef class SSWLC(PolymerBase): self.dr_perp_test[i] = self.dr_test[i] - t3_0[i] * dr_par_test self.dr_perp[i] = self.dr[i] - t3_0[i] * dr_par self.bend_test[i] = ( - test_t3_1[i] - t3_0[i] - self.dr_perp_test[i] * self.eta + test_t3_1[i] - t3_0[i] - self.dr_perp_test[i] * self.eta[ind] ) self.bend[i] = ( - t3_1[i] - t3_0[i] - self.dr_perp[i] * self.eta - ) - return self.E_pair(self.bend_test, dr_par_test, self.dr_perp_test) -\ - self.E_pair(self.bend, dr_par, self.dr_perp) + t3_1[i] - t3_0[i] - self.dr_perp[i] * self.eta[ind] + ) # applying function to find energy in initial and final configuration + return self.E_pair(self.bend_test, dr_par_test, self.dr_perp_test, ind) -\ + self.E_pair(self.bend, dr_par, self.dr_perp, ind) cdef double bead_pair_dE_poly_reverse( self, @@ -1233,7 +1277,8 @@ cdef class SSWLC(PolymerBase): double[:] r_1, double[:] t3_0, double[:] test_t3_0, - double[:] t3_1 + double[:] t3_1, + long ind ): """Compute change in polymer energy when affecting a single bead pair. @@ -1280,13 +1325,13 @@ cdef class SSWLC(PolymerBase): self.dr_perp_test[i] = self.dr_test[i] - test_t3_0[i] * dr_par_test self.dr_perp[i] = self.dr[i] - t3_0[i] * dr_par self.bend_test[i] = ( - t3_1[i] - test_t3_0[i] - self.dr_perp_test[i] * self.eta + t3_1[i] - test_t3_0[i] - self.dr_perp_test[i] * self.eta[ind] ) self.bend[i] = ( - t3_1[i] - t3_0[i] - self.dr_perp[i] * self.eta + t3_1[i] - t3_0[i] - self.dr_perp[i] * self.eta[ind] ) - return self.E_pair(self.bend_test, dr_par_test, self.dr_perp_test) -\ - self.E_pair(self.bend, dr_par, self.dr_perp) + return self.E_pair(self.bend_test, dr_par_test, self.dr_perp_test, ind) -\ + self.E_pair(self.bend, dr_par, self.dr_perp, ind) cpdef double compute_E(self): """Compute the overall polymer energy at the current configuration. @@ -1301,25 +1346,23 @@ cdef class SSWLC(PolymerBase): double Configurational energy of the polymer. """ - cdef double E, dr_par - cdef long i, j - cdef double[:] dr, dr_perp, bend - cdef double[:] r_0, r_1, t3_0, t3_1 - - E = 0 - for i in range(1, self.num_beads): + cdef double E, dr_par # energy and magnitude of the parallel component of the displacement vector + cdef long i, j # initializing the iterators: why is this even necessary + cdef double[:] dr, dr_perp, bend # magnitude of displacement vector + cdef double[:] r_0, r_1, t3_0, t3_1 # position of first and second bead in bend, tangent vector of first and second bead in bend + E = 0 # initialize energy + for i in range(1, self.num_beads - 1 ): #switching to self.num_beads - 1 from self.num_beads fixed the problem r_0 = self.r[i-1, :] r_1 = self.r[i, :] t3_0 = self.t3[i-1, :] t3_1 = self.t3[i, :] - dr = vec_sub3(r_1, r_0) dr_par = vec_dot3(t3_0, dr) dr_perp = vec_sub3(dr, vec_scale3(t3_0, dr_par)) bend = t3_1.copy() for j in range(3): - bend[j] += -t3_0[j] - self.eta * dr_perp[j] - E += self.E_pair(bend, dr_par, dr_perp) + bend[j] += -t3_0[j] - self.eta[j] * dr_perp[j] + E += self.E_pair(bend, dr_par, dr_perp, i-1) return E cdef double binding_dE(self, long ind0, long indf, long n_inds): @@ -1461,7 +1504,7 @@ cdef class SSWLC(PolymerBase): """ return f"Polymer_Class, {super(SSWLC, self).__str__()}" - cpdef void _find_parameters(self, double length_bead): + cpdef void _find_parameters(self, np.ndarray length_bead): """Look up elastic parameters of ssWLC for each bead_length. Interpolate from the parameter table to get the physical parameters of @@ -1470,7 +1513,7 @@ cdef class SSWLC(PolymerBase): Notes ----- The units of the WLC parameters must be consistent with those in the - equation for elastic energy change. Lenght units are non-dimensionalized + equation for elastic energy change. Length units are non-dimensionalized using the persistence length of the polymer. All parameters in the equation for elastic energy change are divided @@ -1490,29 +1533,39 @@ cdef class SSWLC(PolymerBase): Parameters ---------- - length_bead : double + length_bead : ndarray Dimensional distance between subsequent beads of the polymer (in nm) """ - self.delta = length_bead / self.lp - self.eps_bend = np.interp( - self.delta, dss_params[:, 0], dss_params[:, 1] - ) / self.delta - self.gamma = np.interp( - self.delta, dss_params[:, 0], dss_params[:, 2] - ) * self.delta * self.lp - self.eps_par = np.interp( - self.delta, dss_params[:, 0], dss_params[:, 3] - ) / (self.delta * self.lp**2) - self.eps_perp = np.interp( - self.delta, dss_params[:, 0], dss_params[:, 4] - ) / (self.delta * self.lp**2) - self.eta = np.interp( - self.delta, dss_params[:, 0], dss_params[:, 5] - ) / self.lp + self.delta = length_bead / self.lp # does not need to change b/c array operation + # initialized eps_bend as array + self.eps_bend = np.zeros(len(length_bead)) + #self.gamma_bend = np.zeros(len(length_bead)) + self.gamma = np.zeros(len(length_bead)) + self.eps_par = np.zeros(len(length_bead)) + self.eps_perp = np.zeros(len(length_bead)) + self.eta = np.zeros(len(length_bead)) + for i in range (0, len(length_bead)): + #updating vectors for each bond + #will only run once, do not need to recalculate every mc + self.eps_bend[i] = np.interp( + self.delta[i], dss_params[:, 0], dss_params[:, 1] + )/ self.delta[i] # interpolate value of physical parameter between two columns + self.gamma[i] = np.interp( + self.delta[i], dss_params[:, 0], dss_params[:, 2] + ) * self.delta[i] * self.lp + self.eps_par[i] = np.interp( + self.delta[i], dss_params[:, 0], dss_params[:, 3] + ) / (self.delta[i] * self.lp**2) + self.eps_perp[i] = np.interp( + self.delta[i], dss_params[:, 0], dss_params[:, 4] + )/ (self.delta[i] * self.lp**2) + self.eta[i] = np.interp( + self.delta[i], dss_params[:, 0], dss_params[:, 5] + ) / self.lp @classmethod def straight_line_in_x( - cls, name: str, num_beads: int, bead_length: float, **kwargs + cls, name: str, num_beads: int, bead_length: np.ndarray, **kwargs ): """Construct polymer initialized uniformly along the positve x-axis. @@ -1522,7 +1575,7 @@ cdef class SSWLC(PolymerBase): Name of polymer being constructed num_beads : int Number of monomeric units of polymer - bead_length : float + bead_length : ndarray Dimensional distance between subsequent beads of the polymer (in nm) Returns @@ -1531,9 +1584,10 @@ cdef class SSWLC(PolymerBase): Object representation of a polymer currently configured as a straight line """ + r = np.zeros((num_beads, 3)) - r[:, 0] = bead_length * np.arange(num_beads) - t3 = np.zeros((num_beads, 3)) + r[:, 1] = np.cumsum(bead_length) + t3 = np.zeros((num_beads, 3)) # check if this solves anything t3[:, 0] = 1 t2 = np.zeros((num_beads, 3)) t2[:, 1] = 1 @@ -1541,7 +1595,7 @@ cdef class SSWLC(PolymerBase): @classmethod def arbitrary_path_in_x_y( - cls, name: str, num_beads: int, bead_length: float, + cls, name: str, num_beads: int, bead_length: np.ndarray, shape_func: Callable[[float], float], step_size: float = 0.001, **kwargs ): @@ -1557,7 +1611,7 @@ cdef class SSWLC(PolymerBase): Name of the polymer num_beads : int Number of monomer units on the polymer - bead_length : float + bead_length : ndarray Dimensional distance between subsequent beads of the polymer (in nm) shape_func : Callable[[float], float] Shape of the polymer where z = 0 and y = f(x) @@ -1583,7 +1637,7 @@ cdef class SSWLC(PolymerBase): cls, name: str, num_beads: int, - bead_length: float, + bead_length: np.ndarray, shape_func_x: Callable[[float], float], shape_func_y: Callable[[float], float], shape_func_z: Callable[[float], float], @@ -1602,7 +1656,7 @@ cdef class SSWLC(PolymerBase): Name of the polymer num_beads : int Number of monomer units on the polymer - bead_length : float + bead_length : ndarray Dimensional distance between subsequent beads of the polymer (in nm) shape_func_x : Callable[[float], float] Parametric functions to obtain the x coordinates of the path @@ -1632,8 +1686,8 @@ cdef class SSWLC(PolymerBase): @classmethod def gaussian_walk_polymer( - cls, name: str, num_beads: int, bead_length: float, **kwargs - ): + cls, name: str, num_beads: int, bead_length: np.ndarray, **kwargs #, lp: double, **kwargs + ): # added lp """Initialize a polymer to a Gaussian random walk. Parameters @@ -1642,7 +1696,8 @@ cdef class SSWLC(PolymerBase): Name of the polymer num_beads : int Number of monomer units on the polymer - bead_length : float + + bead_length : ndarray Dimensional distance between subsequent beads of the polymer (in nm) Returns @@ -1656,7 +1711,7 @@ cdef class SSWLC(PolymerBase): @classmethod def confined_gaussian_walk( - cls, name: str, num_beads: int, bead_length: float, confine_type: str, + cls, name: str, num_beads: int, bead_length: np.ndarray, confine_type: str, confine_length: float, **kwargs ): """Initialize a polymer to a confined Gaussian random walk. @@ -1667,7 +1722,7 @@ cdef class SSWLC(PolymerBase): Name of the polymer num_beads : int Number of monomer units on the polymer - bead_length : float + bead_length : ndarray Dimensional distance between subsequent beads of the polymer (in nm) confine_type : str Name of the confining boundary; to indicate model w/o confinement, @@ -1690,7 +1745,7 @@ cdef class SSWLC(PolymerBase): @classmethod def confined_uniform_random_walk( - cls, name: str, num_beads: int, bead_length: float, confine_type: str, + cls, name: str, num_beads: int, bead_length: np.ndarray, confine_type: str, confine_length: float, **kwargs ): """Initialize a polymer to a confined uniform random walk. @@ -1701,7 +1756,7 @@ cdef class SSWLC(PolymerBase): Name of the polymer num_beads : int Number of monomer units on the polymer - bead_length : float + bead_length : ndarray Dimensional distance between subsequent beads of the polymer (in nm) confine_type : str Name of the confining boundary; to indicate model w/o confinement, @@ -1746,7 +1801,7 @@ cdef class Chromatin(SSWLC): str name, np.ndarray[double, ndim=2] r, *, - double bead_length, + np.ndarray bead_length, double bead_rad = 5, np.ndarray[double, ndim=2] t3 = empty_2d, np.ndarray[double, ndim=2] t2 = empty_2d, @@ -1766,7 +1821,7 @@ cdef class Chromatin(SSWLC): Please see documentation for `PolymerBase.__init__()` and `SSWLC.__init__()` for parameter descriptions. """ - cdef double lp = 53 + cdef double lp = 53 #why is lp initialized to an actual number, then overwritten? super(Chromatin, self).__init__( name, r, bead_length=bead_length, bead_rad=bead_rad, lp=lp, t3=t3, t2=t2, states=states, binder_names=binder_names, log_path=log_path, @@ -1813,22 +1868,22 @@ cdef class SSTWLC(SSWLC): """ def __init__( - self, - str name, - double[:, ::1] r, - *, - double bead_length, - double lp, - double lt, - double bead_rad = 5, - double[:, ::1] t3 = empty_2d, - double[:, ::1] t2 = empty_2d, - long[:, ::1] states = mty_2d_int, - np.ndarray binder_names = empty_1d, - long[:, ::1] chemical_mods = mty_2d_int, - np.ndarray chemical_mod_names = empty_1d_str, - str log_path = "", long max_binders = -1 - ): + self, + str name, + double[:, ::1] r, + np.ndarray bead_length, + *, + double lp, + double lt, + double bead_rad = 5, + double[:, ::1] t3 = empty_2d, + double[:, ::1] t2 = empty_2d, + long[:, ::1] states = mty_2d_int, + np.ndarray binder_names = empty_1d, + long[:, ::1] chemical_mods = mty_2d_int, + np.ndarray chemical_mod_names = empty_1d_str, + str log_path = "", long max_binders = -1, + ): """Construct a `SSTWLC` polymer object as a subclass of `SSWLC`. Notes @@ -1862,7 +1917,8 @@ cdef class SSTWLC(SSWLC): ) self.check_attrs() - cpdef void _find_parameters(self, double length_bead): + + cpdef void _find_parameters(self, np.ndarray length_bead): """Look up elastic parameters of ssWLC for each bead_length. Notes @@ -1878,10 +1934,10 @@ cdef class SSTWLC(SSWLC): Parameters ---------- - length_bead : double + length_bead : ndarray Number of base pairs represented by each bead of the polymer """ - self.delta = length_bead / self.lp + self.delta = np.array(length_bead/ self.lp) self.eps_bend = np.interp( self.delta, dss_params[:, 0], dss_params[:, 1] ) / self.delta @@ -1897,7 +1953,7 @@ cdef class SSTWLC(SSWLC): self.eta = np.interp( self.delta, dss_params[:, 0], dss_params[:, 5] ) / self.lp - self.eps_twist = self.lt / (self.delta * self.lp) + self.eps_twist = np.array(self.lt / (self.delta * self.lp)) cdef double continuous_dE_poly( self, @@ -1928,7 +1984,8 @@ cdef class SSTWLC(SSWLC): self.t3_trial[ind0, :], self.t2[ind0_m_1, :], self.t2[ind0, :], - self.t2_trial[ind0, :] + self.t2_trial[ind0, :], + ind0 ) if indf != self.num_beads: delta_energy_poly += self.bead_pair_dE_poly_reverse_with_twist( @@ -1940,12 +1997,14 @@ cdef class SSTWLC(SSWLC): self.t3[indf, :], self.t2[indf_m_1, :], self.t2_trial[indf_m_1, :], - self.t2[indf, :] + self.t2[indf, :], + indf_m_1 ) + #print("does this return energy normally") return delta_energy_poly cdef double E_pair_with_twist( - self, double[:] bend, double dr_par, double[:] dr_perp, double omega + self, double[:] bend, double dr_par, double[:] dr_perp, double omega, long ind, double dr ): """Calculate elastic energy for a pair of beads. @@ -1969,13 +2028,19 @@ cdef class SSTWLC(SSWLC): double Elastic energy of bond between the bead pair """ + #delta_omega = omega - (self.bead_length[ind] * 2 * np.pi)/(10.5 * 0.34) + delta_omega = omega - (dr * 2 * np.pi)/(10.5 * 0.34) + delta_n = np.round(delta_omega/(2 * np.pi)) + delta_omega = delta_omega - ( 2 * np.pi * delta_n) + cdef double E E = ( - 0.5 * self.eps_bend * vec_dot3(bend, bend) + - 0.5 * self.eps_par * (dr_par - self.gamma) ** 2 + - 0.5 * self.eps_perp * vec_dot3(dr_perp, dr_perp) + - 0.5 * self.eps_twist * omega**2 + 0.5 * self.eps_bend[ind] * vec_dot3(bend, bend) + + 0.5 * self.eps_par[ind] * (dr_par - self.gamma[ind]) ** 2 + + 0.5 * self.eps_perp[ind] * vec_dot3(dr_perp, dr_perp) + + 0.5 * self.eps_twist[ind] * delta_omega**2 ) + return E cdef double bead_pair_dE_poly_forward_with_twist( @@ -1988,7 +2053,8 @@ cdef class SSTWLC(SSWLC): double[:] test_t3_1, double[:] t2_0, double[:] t2_1, - double[:] test_t2_1 + double[:] test_t2_1, + long ind ): """Compute change in polymer energy when affecting a single bead pair. @@ -2024,64 +2090,79 @@ cdef class SSTWLC(SSWLC): cdef long i cdef double omega, omega_test, dr_par, dr_par_test cdef double[:] t1_0, t1_1, test_t1_1 - + #print("does the forward with twist function run") t1_0 = np.array([ t2_0[1] * t3_0[2] - t2_0[2] * t3_0[1], t2_0[2] * t3_0[0] - t2_0[0] * t3_0[2], t2_0[0] * t3_0[1] - t2_0[1] * t3_0[0] ]) + #print("test1") t1_1 = np.array([ t2_1[1] * t3_1[2] - t2_1[2] * t3_1[1], t2_1[2] * t3_1[0] - t2_1[0] * t3_1[2], t2_1[0] * t3_1[1] - t2_1[1] * t3_1[0] ]) + #print("test2") test_t1_1 = np.array([ test_t2_1[1] * test_t3_1[2] - test_t2_1[2] * test_t3_1[1], test_t2_1[2] * test_t3_1[0] - test_t2_1[0] * test_t3_1[2], test_t2_1[0] * test_t3_1[1] - test_t2_1[1] * test_t3_1[0] ]) + #print("this can't be the problem right") omega = np.arctan2( - (np.dot(t2_0, t1_1) - np.dot(t1_0, t2_1)) / + (np.dot(t2_0, t1_1) - np.dot(t1_0, t2_1)) , # changed / to , (np.dot(t1_0, t1_1) + np.dot(t2_0, t2_1)) ) + # changing linker length rotates the normal vector, need to have a rotation angle + #for every bead + #print("test3") omega_test = np.arctan2( - (np.dot(t2_0, test_t1_1) - np.dot(t1_0, test_t2_1)) / + (np.dot(t2_0, test_t1_1) - np.dot(t1_0, test_t2_1)) , # changed / to , (np.dot(t1_0, test_t1_1) + np.dot(t2_0, test_t2_1)) ) + #only goes from pi to -pi, not a problem for mc for i in range(3): + #print("test5") self.dr_test[i] = test_r_1[i] - r_0[i] + #print("test6") self.dr[i] = r_1[i] - r_0[i] + #print("test7") dr_par_test = vec_dot3(t3_0, self.dr_test) + #print("test8") dr_par = vec_dot3(t3_0, self.dr) + #print("test9") for i in range(3): + self.dr_perp_test[i] = self.dr_test[i] - t3_0[i] * dr_par_test self.dr_perp[i] = self.dr[i] - t3_0[i] * dr_par self.bend_test[i] = ( - test_t3_1[i] - t3_0[i] - self.dr_perp_test[i] * self.eta + test_t3_1[i] - t3_0[i] - self.dr_perp_test[i] * self.eta[ind] # changed to ind from i ) self.bend[i] = ( - t3_1[i] - t3_0[i] - self.dr_perp[i] * self.eta + t3_1[i] - t3_0[i] - self.dr_perp[i] * self.eta[ind] # changed to ind from i ) + return (self.E_pair_with_twist( - self.bend_test, dr_par_test, self.dr_perp_test, omega_test + self.bend_test, dr_par_test, self.dr_perp_test, omega_test, ind, np.linalg.norm(self.dr_test) ) - self.E_pair_with_twist( - self.bend, dr_par, self.dr_perp, omega + self.bend, dr_par, self.dr_perp, omega, ind, np.linalg.norm(self.dr) )) cdef double bead_pair_dE_poly_reverse_with_twist( self, - double[:] r_0, - double[:] test_r_0, - double[:] r_1, - double[:] t3_0, - double[:] test_t3_0, - double[:] t3_1, - double[:] t2_0, - double[:] test_t2_0, - double[:] t2_1 + double[:] r_0, # Position vector of first bead in bend + double[:] test_r_0, # Position vector of first bead in bend (TRIAL MOVE) + double[:] r_1, # Position vector of second bead in bend + double[:] t3_0, # tangent vector of first bead in bend + double[:] test_t3_0, #tangent vector of first bead in bend + double[:] t3_1, #tangent vector of second bead in bend + double[:] t2_0, # new variable for twist # tangent vector of first bead in bend + double[:] test_t2_0, # new variable for twist #tangent vector of first bead in bend + double[:] t2_1, # new variable for twist # tangent vector of second bead in bend + long ind ): """Compute change in polymer energy when affecting a single bead pair. @@ -2117,7 +2198,7 @@ cdef class SSTWLC(SSWLC): cdef long i cdef double omega, omega_test, dr_par, dr_par_test cdef double[:] t1_0, t1_1, test_t1_0 - + #print("does reverse with twist function happen") t1_0 = np.array([ t2_0[1] * t3_0[2] - t2_0[2] * t3_0[1], t2_0[2] * t3_0[0] - t2_0[0] * t3_0[2], @@ -2134,11 +2215,11 @@ cdef class SSTWLC(SSWLC): t2_1[0] * t3_1[1] - t2_1[1] * t3_1[0] ]) omega = np.arctan2( - (np.dot(t2_0, t1_1) - np.dot(t1_0, t2_1)) / + (np.dot(t2_0, t1_1) - np.dot(t1_0, t2_1)), # replace / with , (np.dot(t1_0, t1_1) + np.dot(t2_0, t2_1)) ) omega_test = np.arctan2( - (np.dot(test_t2_0, t1_1) - np.dot(test_t1_0, t2_1)) / + (np.dot(test_t2_0, t1_1) - np.dot(test_t1_0, t2_1)) , # replace / with , (np.dot(test_t1_0, t1_1) + np.dot(test_t2_0, t2_1)) ) for i in range(3): @@ -2150,16 +2231,16 @@ cdef class SSTWLC(SSWLC): self.dr_perp_test[i] = self.dr_test[i] - test_t3_0[i] * dr_par_test self.dr_perp[i] = self.dr[i] - t3_0[i] * dr_par self.bend_test[i] = ( - t3_1[i] - test_t3_0[i] - self.dr_perp_test[i] * self.eta + t3_1[i] - test_t3_0[i] - self.dr_perp_test[i] * self.eta[ind] # changed i to ind ) self.bend[i] = ( - t3_1[i] - t3_0[i] - self.dr_perp[i] * self.eta + t3_1[i] - t3_0[i] - self.dr_perp[i] * self.eta[ind] #changed i to ind ) return (self.E_pair_with_twist( - self.bend_test, dr_par_test, self.dr_perp_test, omega_test + self.bend_test, dr_par_test, self.dr_perp_test, omega_test, ind, np.linalg.norm(self.dr_test) ) - self.E_pair_with_twist( - self.bend, dr_par, self.dr_perp, omega + self.bend, dr_par, self.dr_perp, omega, ind, np.linalg.norm(self.dr) )) @@ -2169,7 +2250,7 @@ cdef class LoopedSSTWLC(SSTWLC): def __init__( self, - str name, double[:,::1] r, *, double bead_length, double lp=53, + str name, double[:,::1] r, *, np.ndarray bead_length, double lp=53, double lt=46.37, double bead_rad=5, double[:,::1] t3=empty_2d, double[:,::1] t2=empty_2d, long[:,::1] states=mty_2d_int, np.ndarray binder_names=empty_1d, long[:,::1] chemical_mods=mty_2d_int, @@ -2196,7 +2277,7 @@ cdef class LoopedSSTWLC(SSTWLC): cls, name: str, num_beads: int, - bead_length: float, + bead_length: np.ndarray, confine_type: str, confine_length: float, **kwargs @@ -2209,7 +2290,7 @@ cdef class LoopedSSTWLC(SSTWLC): Name of the polymer num_beads : int Number of monomer units on the polymer - bead_length : float + bead_length : ndarray The amount of polymer path length between this bead and the next bead. For now, a constant value is assumed (the first value if an array is passed). @@ -2250,7 +2331,7 @@ cdef class LoopedSSTWLC(SSTWLC): cdef double continuous_dE_poly( self, - long ind0, + long ind0, # long indf, ): """Compute change in polymer energy for a continuous bead region. @@ -2260,7 +2341,7 @@ cdef class LoopedSSTWLC(SSTWLC): See documentation for this method in `SSWLC` class for details and parameter/return descriptions. """ - cdef long ind0_m_1, indf_m_1 + cdef long ind0_m_1, indf_m_1 # ind0 -1 , one after things affected by move cdef double delta_energy_poly # Elastic energy change from LHS of the move @@ -2275,7 +2356,8 @@ cdef class LoopedSSTWLC(SSTWLC): self.r_trial[ind0, :], self.t3[ind0_m_1, :], self.t3[ind0, :], - self.t3_trial[ind0, :] + self.t3_trial[ind0, :], + ind0 ) # Elastic energy change from RHS of the move indf_m_1 = indf - 1 @@ -2287,7 +2369,9 @@ cdef class LoopedSSTWLC(SSTWLC): self.r[indf, :], self.t3[indf_m_1, :], self.t3_trial[indf_m_1, :], - self.t3[indf, :] + self.t3[indf, :], + #ind0_m_1 # suspected bug location + indf_m_1 ) return delta_energy_poly diff --git a/chromo/run_simulation.py b/chromo/run_simulation.py new file mode 100644 index 0000000..da4e134 --- /dev/null +++ b/chromo/run_simulation.py @@ -0,0 +1,289 @@ +# Built-in modules +import os # allows access to operating system functions +import sys # allows access to functions related to the interpreter + +# Insert package root to system path +cwd = os.getcwd() # get pathname of current working directory +parent_dir = cwd + "/../.." +sys.path.insert(1, parent_dir) # gives interpreter a specific path to search + +print("Directory containing the notebook:") +print(cwd) + +# External modules +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt + +# Package modules +import chromo.mc as mc +from chromo.polymers import SSWLC +from chromo.polymers import SSTWLC +import chromo.binders +from chromo.fields import UniformDensityField +import chromo.mc.mc_controller as ctrl +from chromo.util.reproducibility import get_unique_subfolder_name +import chromo.util.poly_stat as ps +import datetime + +sherlock = False +pst_time = datetime.datetime.utcnow() + datetime.timedelta(hours=-7) + +# Change working directory to package root +os.chdir(parent_dir) +print("Root Directory of Package: ") +print(os.getcwd()) + +# Instantiate the HP1 reader protein, which is pre-defined in the `chromo.binders` module +null_binder = chromo.binders.get_by_name('null_reader') # must include null binder to make the rest of the code work + +# Create the binder collection +binders = chromo.binders.make_binder_collection([null_binder]) # gets relevant binder information from binder specified + +# potential command line arguments + +if sherlock: + num_beads = int(sys.argv[1]) + bead_spacing_value_1 = float(sys.argv[2]) + bead_spacing_value_2 = float(sys.argv[3]) + lp = float(sys.argv[4]) + lt = float(sys.argv[5]) + num_snapshots = int(sys.argv[6]) + mc_steps_per_snapshot = int(sys.argv[7]) + bead_spacing = np.array([bead_spacing_value_1, bead_spacing_value_2] * int(num_beads / 2)) +else: + num_beads = 100 + bead_spacing_number = np.array([75, 75] * 50) + bead_spacing = bead_spacing_number * 0.34 # convert from base pairs to nanometers + lp = 51 + lt = 100 + num_snapshots = 200 + # num_snapshots = 1000 # try 1000 and average for each set of 100, depending on pre-equilibration steps + # count number of accepted moves for different conditions + # mc_steps_per_snapshot = 40000 + mc_steps_per_snapshot = 40000 + +# Generates the polymer object + +"""polymer = SSWLC.gaussian_walk_polymer( + 'poly_1', + num_beads, + bead_spacing, + lp=lp, + binder_names=np.array(["null_reader"]) +)""" + +polymer = SSTWLC.gaussian_walk_polymer( + 'poly_1', + num_beads, + bead_spacing, + lp=lp, + lt=lt, + binder_names=np.array(["null_reader"]), +) + +# shows a plot of the polymer object +x = polymer.r[:, 0] +y = polymer.r[:, 1] +z = polymer.r[:, 2] + +fig = plt.figure(figsize=(8, 6)) +ax = fig.add_subplot(projection='3d') +ax.plot3D(np.asarray(x), np.asarray(y), np.asarray(z)) +ax.set_xlabel('x') +ax.set_ylabel('y') +ax.set_zlabel('z') + + +n_bins_x = 63 +n_bins_y = n_bins_x +n_bins_z = n_bins_x + +x_width = 1000 +y_width = x_width +z_width = x_width + +udf = UniformDensityField( + polymers = [polymer], + binders = binders, + x_width = x_width, + nx = n_bins_x, + y_width = y_width, + ny = n_bins_y, + z_width = z_width, + nz = n_bins_z +) +amp_bead_bounds, amp_move_bounds = mc.get_amplitude_bounds( + polymers = [polymer] +) + +latest_sim = get_unique_subfolder_name("output/sim_") + +moves_to_use = ctrl.all_moves_except_binding_state( + log_dir=latest_sim, + bead_amp_bounds=amp_bead_bounds.bounds, + move_amp_bounds=amp_move_bounds.bounds, + controller=ctrl.SimpleControl +) +# can probably adjust allowed moves from here +mc.polymer_in_field( + polymers = [polymer], + binders = binders, + field = udf, + num_save_mc = mc_steps_per_snapshot, + num_saves = num_snapshots, + bead_amp_bounds = amp_bead_bounds, + move_amp_bounds = amp_move_bounds, + output_dir = 'output', + mc_move_controllers = moves_to_use, + temperature_schedule = "no schedule", + lt_schedule = "no schedule" +) + +output_files = os.listdir(latest_sim) + +output_files = [ + f for f in output_files if f.endswith(".csv") and f.startswith("poly_1") +] +snapshot = [int(f.split("-")[-1].split(".")[0]) for f in output_files] +sorted_snap = np.sort(np.array(snapshot)) +output_files = [f for _, f in sorted(zip(snapshot, output_files))] + + +all_energies = [] +polymer_energies = [] + +for i, f in enumerate(output_files): + snap = sorted_snap[i] + output_path = str(latest_sim) + '/' + f + + r = pd.read_csv( + output_path, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + + t3 = pd.read_csv( + output_path, + header=0, + skiprows=1, + usecols=[4, 5, 6], + dtype=float + ).to_numpy() + + polymer.r = r.copy() + polymer.t3 = t3.copy() + + polymer_energy = polymer.compute_E() + polymer_energies.append(polymer_energy) + +plt.figure(figsize=(8,6)) +plt.plot(sorted_snap, polymer_energies) +plt.suptitle("lp = " + str(lp) + ", lt (if used) = " + str(lt) + ", bead spacing = " + str(bead_spacing[1:5]) + " ..." , + fontsize = 10) +plt.xlabel("Snapshot number") +plt.ylabel("Polymer Energy") +plt.tight_layout() +plt.savefig(str(latest_sim) + '/' + str(pst_time) + 'Polymer_Energy_Snapshot_Number.png') +#plt.show() + + +lp = 100 # Persistence length of DNA; in this example, `lp` has no effect +delta = 50 # Monomer monomer separation at which to calculate mean squared distance. +# delta = bead_length/lp + +all_dists = [] +for i, f in enumerate(output_files): + snap = sorted_snap[i] + output_path = str(latest_sim) + '/' + f + r = pd.read_csv( + output_path, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + poly_stat = ps.PolyStats(r, lp, "overlap") + windows = poly_stat.load_indices(delta) + all_dists.append(poly_stat.calc_r2(windows)) + +plt.figure(figsize=(8, 6)) +plt.plot(sorted_snap, all_dists) +plt.xlabel("Snapshot number") +plt.ylabel(r"$\langle R^2 \rangle /(2l_p)^2$") +plt.title("Simulation number: " + str(latest_sim)) +plt.suptitle("lp = " + str(lp) + ", lt (if used) = " + str(lt) + ", bead spacing = " + str(bead_spacing[1:5]) + " ..." , + fontsize = 10) +plt.tight_layout() +plt.savefig(str(latest_sim) + '/' + str(pst_time) + 'R-squared_2lp.png') +#plt.show() + + +monomer_separation = 10 ** np.arange(-1, 2, 0.05) +monomer_separation = monomer_separation.astype(int) +monomer_separation = np.array( + [ + monomer_separation[i] for i in range(len(monomer_separation)) + if monomer_separation[i] > 0 + ] +) + +monomer_separation_kuhn = monomer_separation * (np.mean(bead_spacing) / lp / 2) # check that this is acceptable + + +#lp = 100 # try 53 +kuhn_length = 2 * lp +num_equilibration = 70 +all_r2 = [] + +for i, f in enumerate(output_files): + if i < num_equilibration: + continue + output_path = str(latest_sim) + "/" + f + r = pd.read_csv( + output_path, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + poly_stat = ps.PolyStats(r, lp, "overlap") + r2 = [] + for window_size in monomer_separation: + r2.append( + poly_stat.calc_r2( # within polystat without kinks + windows=poly_stat.load_indices(window_size) + ) + ) + all_r2.append(r2) +all_r2 = np.array(all_r2) +average_squared_e2e = np.mean(all_r2, axis=0) + +font = {'family': 'serif', + 'weight': 'normal', + 'size': 18} +plt.rc('font', **font) + +print(latest_sim) +plt.figure(figsize=(8,6), dpi=300) +plt.scatter(np.log10(monomer_separation_kuhn), np.log10(average_squared_e2e), label="simulation") +plt.xlabel(r"Log $L/(2l_p)$") +plt.ylabel(r"Log $\langle R^2 \rangle /(2l_p)^2$") +r2_theory = monomer_separation_kuhn - 1/2 + np.exp(-2 * monomer_separation_kuhn)/2 +plt.plot(np.log10(monomer_separation_kuhn), np.log10(r2_theory), label="theory") +plt.legend() +plt.suptitle("lp = " + str(lp) + ", lt (if used) = " + str(lt) + ", bead spacing = " + str(bead_spacing[1:5]) + " ...", + fontsize = 10) +plt.title("Simulation number: " + str(latest_sim)) +plt.suptitle("lp = " + str(lp) + ", lt (if used) = " + str(lt) + ", bead spacing = " + str(bead_spacing[1:5]) + " ..." , + fontsize = 10) +plt.tight_layout() +plt.savefig(str(latest_sim) + '/' + str(pst_time) + 'Theory_vs_Simulation.png') +plt.show() + +# try 0 as lt +# 25 nm is 75 base pairs +# units of bead spacing are nm + diff --git a/chromo/twist_schedule.py b/chromo/twist_schedule.py new file mode 100644 index 0000000..2b79a2a --- /dev/null +++ b/chromo/twist_schedule.py @@ -0,0 +1,108 @@ +import numpy as np + + +class Schedule: + """Class representation of the simulated annealing schedule. + + Notes + ----- + By wrapping the simulated annealing schedules in a class, the functions + become compatible with `reproducibility.py`. + """ + + def __init__(self, fxn): + self.function = fxn + self.name = fxn.__name__ + + def to_file(self, path): + with open(path, 'w') as f: + f.write(self.name) + + +# dynamic structure factor +# density correlation function at different length-scales +# fourier transform of density-density correlation function +# how much largest length-scale of polymer is changing +# correlation function of radius of gyration +# how density fluctuation within polymer correlate in time +# plot rmsd for different twist values + + +def logarithmic_increase(current_step, total_steps): + if current_step == 0: + return 0 + ratio = current_step / total_steps + result = np.log(ratio / 2) / 5.5 * 100 + 113 + if result > 100: + result = 100 + if result < 0: + result = 0 + return result +def exponential_increase(current_step, total_steps): + result = np.exp(current_step/total_steps) * 58 + return result - 58 + +# for lp +def linear_increase(current_step, total_steps): + max_value = 100 + slope = max_value / total_steps + value = slope * current_step + return value + + +# for lp +def step_wise_increase(current_step, total_steps): + #num_blocks = 10 + num_blocks = 25 + max_height = 100 + step_height = max_height / num_blocks # each step has a height of 10 + step_length = total_steps / num_blocks # so 20 is the length + division = current_step / step_length # so if we are at snapshot 105 we get 5.11 + ceiling = np.ceil(division) # we are currently on the 6th step + result = step_height * ceiling + return result + + +def increasing_sawtooth(current_step, total_steps): + num_blocks = 10 + max_height = 100 + step_height = max_height / num_blocks # each step has a height of 10 + step_length = total_steps / num_blocks # so 20 is the length + division = current_step / step_length # so if we are at snapshot 105 we get 5.11 + ceiling = np.ceil(division) # we are currently on the 6th step + result = step_height * ceiling # this is the height we are at in the 6th block + + num_sections = num_blocks * 2 # if we are at 105 + section_division = np.floor( + current_step / (total_steps / num_sections)) # 10.5 is the section from 20 total sections + if section_division % 2 == 0: + result = result + (current_step % num_sections) * 4 - section_division - 14 + else: + result = result - (current_step % num_sections) * 2.5 - section_division + 46 + if ceiling == num_blocks and section_division % 2 != 0: + result = max_height + if result > max_height: + result = max_height + if result < 0: + result = 0 + return result + +def increasing_sawtooth(current_step, total_steps): + num_blocks = 10 + max_height = 100 + step_height = max_height/num_blocks # each step has a height of 10 + step_length = total_steps / num_blocks # so 20 is the length + division = current_step/step_length # so if we are at snapshot 105 we get 5.11 + ceiling = np.ceil(division) # we are currently on the 6th step + result = step_height * ceiling # this is the height we are at in the 6th block + + num_sections = num_blocks * 2 #if we are at 105 + section_division = np.floor(current_step/(total_steps/num_sections)) # 10.5 is the section from 20 total sections + if section_division%2 == 0: + result = result + (current_step % num_sections) * 2 - section_division - 20 + else: + result = result - (current_step%num_sections)*2 - section_division + 20 + return result + + + diff --git a/chromo/util/linalg.pxd b/chromo/util/linalg.pxd index f15cb3b..280b592 100644 --- a/chromo/util/linalg.pxd +++ b/chromo/util/linalg.pxd @@ -5,6 +5,10 @@ July 18, 2021 """ cimport chromo.polymers as poly cimport numpy as np +#cimport pandas as pd +import pandas as pd + + cdef np.ndarray identify_4 cdef double[:] uniform_sample_unit_sphere() diff --git a/chromo/util/linalg.pyx b/chromo/util/linalg.pyx index 18ee3ff..3e34fbb 100644 --- a/chromo/util/linalg.pyx +++ b/chromo/util/linalg.pyx @@ -7,17 +7,18 @@ pyximport.install() # Built-in Modules from libc.math cimport sin, cos, acos, pi, floor from libc.stdlib cimport rand, RAND_MAX - # External Modules import numpy as np -cimport numpy as np +#cimport numpy as np # Custom Modules import chromo.polymers as poly cimport chromo.polymers as poly +#cimport pandas as pd +#import pandas as pd +cdef np.ndarray identity_4 = np.identity(4, dtype=np.double) -cdef np.ndarray identity_4 = np.identity(4, dtype=np.double) cdef double[:] uniform_sample_unit_sphere(): diff --git a/chromo/util/mc_stat.py b/chromo/util/mc_stat.py index ff28bab..6c1eaa7 100644 --- a/chromo/util/mc_stat.py +++ b/chromo/util/mc_stat.py @@ -100,6 +100,8 @@ def create_log_file(self, ind: int): Index with which to append log file name """ log_path = self.log_dir+"/"+self.log_file_prefix+str(ind)+".csv" + #print("log dir in mc_stat "+str(self.log_dir)) + #print("prefix in mcstat " + str(self.log_file_prefix)) column_labels = [ "snapshot", "iteration", @@ -209,7 +211,7 @@ def update_acceptance_rate(self, accept: float, log_update: int): class ConfigurationTracker(Tracker): - """Track progressive reconfiguraion of the polymer. + """Track progressive reconfiguration of the polymer. """ def __init__(self, log_path: str, initial_config: np.ndarray): @@ -218,7 +220,7 @@ def __init__(self, log_path: str, initial_config: np.ndarray): Parameters ---------- log_path : str - Path to the output file for confiruation tracker + Path to the output file for configuration tracker initial_config : np.ndarray (N, 3) Initial polymer configuration; rows represent individual beads and columns represent (x, y, z) coordinates @@ -260,6 +262,7 @@ def log_move(self, config: np.ndarray): self.RMSD = RMSD self.RMSD_log.append(RMSD) self.previous_config = config + #return self.RMSD def save_move_log(self, snapshot: int): """Save to the `ConfigurationTracker` output file and reset log. diff --git a/chromo/util/poly_paths.py b/chromo/util/poly_paths.py index f370f0f..dbbdd0e 100644 --- a/chromo/util/poly_paths.py +++ b/chromo/util/poly_paths.py @@ -9,7 +9,7 @@ def coordinates_in_x_y( num_beads: int, - bead_length: float, + bead_length: np.ndarray, shape_func: Callable[[float], float], step_size: float ) -> np.ndarray: @@ -65,7 +65,7 @@ def coordinates_in_x_y( def coordinates_in_x_y_z( num_beads: int, - bead_length: float, + bead_length: np.ndarray, shape_func_x: Callable[[float], float], shape_func_y: Callable[[float], float], shape_func_z: Callable[[float], float], @@ -105,7 +105,29 @@ def coordinates_in_x_y_z( for i in range(num_beads): arc_length = 0 - while arc_length < bead_length: + """while arc_length < bead_length: + previous_t = t + previous_arc_length = arc_length + dx_dt = numerical_derivative(shape_func_x, previous_t, step_size) + dy_dt = numerical_derivative(shape_func_y, previous_t, step_size) + dz_dt = numerical_derivative(shape_func_z, previous_t, step_size) + t += step_size + arc_length += np.sqrt( + dx_dt ** 2 + dy_dt ** 2 + dz_dt ** 2 + ) * step_size""" + + for individual_bead in bead_length: + if individual_bead > arc_length: + previous_t = t + previous_arc_length = arc_length + dx_dt = numerical_derivative(shape_func_x, previous_t, step_size) + dy_dt = numerical_derivative(shape_func_y, previous_t, step_size) + dz_dt = numerical_derivative(shape_func_z, previous_t, step_size) + t += step_size + arc_length += np.sqrt( + dx_dt ** 2 + dy_dt ** 2 + dz_dt ** 2 + ) * step_size + previous_t = t previous_arc_length = arc_length dx_dt = numerical_derivative(shape_func_x, previous_t, step_size) @@ -116,8 +138,9 @@ def coordinates_in_x_y_z( dx_dt ** 2 + dy_dt ** 2 + dz_dt ** 2 ) * step_size + t_true = np.interp( - bead_length, [previous_arc_length, arc_length], [previous_t, t] + bead_length, [previous_arc_length, arc_length],previous_t, t ) parameter_vals.append(t_true) r[i, 0] = shape_func_x(t_true) @@ -268,7 +291,7 @@ def numerical_derivative( def gaussian_walk( num_steps: int, - step_size: float + step_size: np.ndarray ) -> np.ndarray: """Generate coordinates for Gaussian random walk w/ fixed path length. @@ -286,9 +309,14 @@ def gaussian_walk( represent individual points and columns give x, y, z coordinates """ steps = np.random.standard_normal((num_steps, 3)) - magnitude_steps = np.linalg.norm(steps, axis=1) + magnitude_steps = np.linalg.norm(steps, axis=1) # changed from 1 to 0 + print("magnitude steps") + print(magnitude_steps) # 1, 3, 1.5 + print(num_steps) # 3 + print(step_size) # 25, 25 + print(np.divide(steps, magnitude_steps[:, None])) return np.cumsum( - np.divide(steps, magnitude_steps[:, None]) * step_size, axis=0 + np.divide(steps, magnitude_steps[:, None]) * np.reshape(step_size, (num_steps, 1)), axis=0 ) @@ -323,9 +351,16 @@ def confined_gaussian_walk( for i in range(num_points-1): pt_not_found = True while pt_not_found: - step = np.random.standard_normal((1, 3)) - magnitude_step = np.linalg.norm(step) - point = points[i] + np.divide(step, magnitude_step) * step_size + step = np.random.standard_normal((num_points, 3)) + #magnitude_step = np.linalg.norm(step) + magnitude_steps = np.linalg.norm(step, axis=1) + + point = points[i] + np.divide(step, magnitude_steps[:, None]) * np.reshape(step_size, (num_points, 1)) + #np.cumsum( + # np.divide(step, magnitude_steps[:, None]) * np.reshape(step_size, (num_points, 1)), axis=0 + #) + + #point = points[i] + np.divide(step, magnitude_steps) * step_size if in_confinement(point, confine_type, confine_length): points = np.vstack([points, point]) pt_not_found = False diff --git a/chromo/util/poly_stat.py b/chromo/util/poly_stat.py index f84a97a..3f5c8bb 100644 --- a/chromo/util/poly_stat.py +++ b/chromo/util/poly_stat.py @@ -24,11 +24,43 @@ # External Modules import matplotlib.pyplot as plt import numpy as np - +import pandas as pd # Custom Modules from chromo.polymers import PolymerBase, Chromatin +def entry_exit_angle(df): + # Calculate the dot product + dot_product = ( + (df['t3']['x'] - df['r']['x']) * (df['t2']['x'] - df['r']['x']) + + (df['t3']['y'] - df['r']['y']) * (df['t2']['y'] - df['r']['y']) + + (df['t3']['z'] - df['r']['z']) * (df['t2']['z'] - df['r']['z']) + ) + + # Calculate the norms + norm_vector1 = np.sqrt( + (df['t3']['x'] - df['r']['x']) ** 2 + + (df['t3']['y'] - df['r']['y']) ** 2 + + (df['t3']['z'] - df['r']['z']) ** 2 + ) + + norm_vector2 = np.sqrt( + (df['t2']['x'] - df['r']['x']) ** 2 + + (df['t2']['y'] - df['r']['y']) ** 2 + + (df['t2']['z'] - df['r']['z']) ** 2 + ) + + # Calculate the cosine of the angle + cos_theta = dot_product / (norm_vector1 * norm_vector2) + + # Calculate the angle in radians + angle_rad = np.arccos(np.clip(cos_theta, -1.0, 1.0)) + + # Add the angle to the DataFrame + df['Entry Exit Angle'] = angle_rad + return df + + def overlap_sample(bead_separation, num_beads): """Generate list of bead index pairs for sliding window sampling scheme. @@ -329,6 +361,9 @@ def calc_mean_r2( windows=poly_stat.load_indices(window_size) ) ) + print("calc_mean_r2") + print(len(r2)) + print(r2) return np.average(r2) diff --git a/chromo/util/temperature_schedule.py b/chromo/util/temperature_schedule.py new file mode 100644 index 0000000..ee96f35 --- /dev/null +++ b/chromo/util/temperature_schedule.py @@ -0,0 +1,56 @@ +import numpy as np + + +class Schedule: + """Class representation of the simulated annealing schedule. + + Notes + ----- + By wrapping the simulated annealing schedules in a class, the functions + become compatible with `reproducibility.py`. + """ + + def __init__(self, fxn): + self.function = fxn + self.name = fxn.__name__ + + def to_file(self, path): + with open(path, 'w') as f: + f.write(self.name) + +def sin_decrease(current_step, total_steps): + slope = (-1.3) / total_steps + linear_value = 1 + slope * current_step + result = np.sin(current_step/total_steps *100) + result = result *.1 + linear_value *.6 +.32 + if result > 1: + result = 1 + if result < 0.1: + result = 0.1 + return result * 10 + + +def decreasing_stepwise(current_step, total_steps): + raw_fraction = 1 - current_step/(total_steps + 150) + fraction = raw_fraction * 10 + step_fraction = np.floor(fraction)/10 + return step_fraction + +def logarithmic_decrease(current_step, total_steps): + if current_step == 0: + return 1 + ratio = current_step/total_steps + result = -1 * np.log(ratio/2)/5.5 -0.1 + if result > 1: + result = 1 + if result < 0: + result = 0 + return result * 10 + +def linear_decrease(current_step, total_steps): + slope = (0.1 - 1) / total_steps + value = 1 + slope * current_step + return value +def no_schedule(): + return 1 + diff --git a/chromo/view_past_simulation_output.py b/chromo/view_past_simulation_output.py new file mode 100644 index 0000000..ae10e06 --- /dev/null +++ b/chromo/view_past_simulation_output.py @@ -0,0 +1,284 @@ +# Built-in modules +import os # allows access to operating system functions +import sys # allows access to functions related to the interpreter + +# Insert package root to system path +cwd = os.getcwd() # get pathname of current working directory +parent_dir = cwd + "/../.." +sys.path.insert(1, parent_dir) # gives interpreter a specific path to search + +print("Directory containing the notebook:") +print(cwd) + +# External modules +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import chromo.util.poly_stat as ps +import chromo.util.mc_stat as mc_stat + + +# Change working directory to package root +os.chdir(parent_dir) +print("Root Directory of Package: ") +print(os.getcwd()) + +""" + +num_beads = 1000 + + +bead_spacing = np.array([15, 25] * 500) +lp = 100 # Persistence length of DNA; in this example, `lp` has no effect +delta = 20 # Monomer monomer separation at which to calculate mean squared distance. +lt = 100 +""" +# Load names of polymer configuration output files +# 206 is with 200 snapshots of twist with alternating 15 and 25 +# 130 is without twist with alternating 15 and 25 +# latest_sim = "output/sim_206" +latest_sim = "output/sim_10" + +output_files = os.listdir(latest_sim) + +output_files = [ + f for f in output_files if f.endswith(".csv") and f.startswith("poly_1") +] +snapshot = [int(f.split("-")[-1].split(".")[0]) for f in output_files] +sorted_snap = np.sort(np.array(snapshot)) +output_files = [f for _, f in sorted(zip(snapshot, output_files))] + +break_boundaries = [0, 1000] +""" +all_dists = [] +for i, f in enumerate(output_files): + if i < break_boundaries[0]: + continue + if i > break_boundaries[1]: + break + snap = sorted_snap[i] + output_path = str(latest_sim) + '/' + f + r = pd.read_csv( + output_path, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + poly_stat = ps.PolyStats(r, lp, "overlap") + windows = poly_stat.load_indices(delta) + print("this is what window looks like") + print(windows[0]) + + all_dists.append(poly_stat.calc_r2(windows)) +#plt.figure(figsize=(8, 6)) +#plt.plot(sorted_snap, all_dists) +#plt.xlabel("Snapshot number") +#plt.ylabel(r"$\langle R^2 \rangle /(2l_p)^2$") +#plt.title("Simulation number: " + latest_sim) +#plt.suptitle("lp = " + str(lp) + ", lt (if used) = " + str(lt) + ", bead spacing = " + str(bead_spacing[1:5]) + " ..." , + # fontsize = 10) +plt.tight_layout() +plt.show() + +monomer_separation = 10 ** np.arange(-1, 2, 0.05) +monomer_separation = monomer_separation.astype(int) +monomer_separation = np.array( + [ + monomer_separation[i] for i in range(len(monomer_separation)) + if monomer_separation[i] > 0 + ] +) + +monomer_separation_kuhn = monomer_separation * (np.mean(bead_spacing) / lp / 2) + + + +kuhn_length = 2 * lp +num_equilibration = 70 +all_r2 = [] + + + +for i, f in enumerate(output_files): + if i < break_boundaries[0]: + continue + if i > break_boundaries[1]: + break + if i < num_equilibration: + continue + output_path = str(latest_sim) + "/" + f + r = pd.read_csv( + output_path, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + poly_stat = ps.PolyStats(r, lp, "overlap") + r2 = [] + for window_size in monomer_separation: + r2.append( + poly_stat.calc_r2( # within polystat without kinks + windows=poly_stat.load_indices(window_size) + ) + ) + all_r2.append(r2) +all_r2 = np.array(all_r2) +average_squared_e2e = np.mean(all_r2, axis=0) + +font = {'family': 'serif', + 'weight': 'normal', + 'size': 18} +plt.rc('font', **font) + + +plt.figure(figsize=(8,6), dpi=300) +plt.scatter(np.log10(monomer_separation_kuhn), np.log10(average_squared_e2e), label="simulation") +plt.xlabel(r"Log $L/(2l_p)$") +plt.ylabel(r"Log $\langle R^2 \rangle /(2l_p)^2$") +r2_theory = monomer_separation_kuhn - 1/2 + np.exp(-2 * monomer_separation_kuhn)/2 +plt.plot(np.log10(monomer_separation_kuhn), np.log10(r2_theory), label="theory") +plt.legend() +plt.suptitle("lp = " + str(lp) + ", lt (if used) = " + str(lt) + ", bead spacing = " +", lower sim number bound " + str(break_boundaries[0]) +", upper sim number bound: " + str(break_boundaries[1])+ " bead spacing "+ str(bead_spacing[1:5]) + " ...", + fontsize = 10) +plt.title("Simulation number: " + latest_sim) +plt.tight_layout() +plt.show() + +ratio = average_squared_e2e/r2_theory +""" + +def find_RMSD(array1, array2): + array1 = array1 - np.mean(array1, axis = 0) + array2 = array2 - np.mean(array2, axis = 0) + RMSD = np.sqrt( + 1 / array1.shape[0] * np.sum( + np.linalg.norm(array2 - array1, ord=1, axis=1) + ) + ) + + return RMSD + +def extract_snapshot(file_name): + file_name= file_name.replace('.csv', '') + file_name = file_name.replace('poly_1-', '') + snapshot_number = int(file_name) + return snapshot_number +# dot product of end-to-end vector should be a decaying function over different snapshots +# num_equilibration = 70 +RMSD_list = [] +x_list = [] +# x = 0 + +for original_configuration in output_files: + for f in output_files: + """ + if i < break_boundaries[0]: + continue + if i > break_boundaries[1]: + break + if i < num_equilibration: + continue + """ + output_path = str(latest_sim) + "/" + f + original_path = str(latest_sim) + "/" + original_configuration + figure1 = pd.read_csv( + output_path, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + figure2 = pd.read_csv( + original_path, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + RMSD_list.append(find_RMSD(figure1, figure2)) + print(abs(extract_snapshot(f) - extract_snapshot(original_configuration))) + x_list.append(abs(extract_snapshot(f) - extract_snapshot(original_configuration))) + +plt.scatter(x_list, RMSD_list, label="RMSD progression") +plt.show() +file = open('x_list.txt','w') +for item in x_list: + file.write(str(item)+"\n") +file.close() + +file = open('RMSD_distribution.txt','w') +for item in RMSD_list: + file.write(str(item)+"\n") +file.close() + + +#xlog_data = np.log(x_list) + +#curve = np.polyfit(xlog_data, RMSD_list, 1) +#print(curve) + +""" +RMSD_list = [] +x_list = [] +x = 0 +for i, f1 in enumerate(output_files): + for j, f2 in enumerate(output_files): + output_path_i = str(latest_sim) + "/" + f1 + output_path_j = str(latest_sim) + "/" + f2 + config_1 = pd.read_csv( + output_path_i, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + config_2 = pd.read_csv( + output_path_i, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + RMSD_list.append(find_RMSD(config_1, config_2)) + x_list.append(i-j) +""" + + + +#plt.scatter(x_list, RMSD_list, label="RMSD progression") +#plt.show() + + + + + + + + + + + + + + + + +from scipy.optimize import curve_fit + +# Define the logarithmic function +def logarithmic_curve(x, a, b): + return a * np.log(x) + b # natural log + +# Fit the curve to the data +#x_list = x_list[1:] +#RMSD_list = RMSD_list[1:] +#popt, _ = curve_fit(logarithmic_curve, x_list, RMSD_list) + +# The optimal parameters (coefficients) +#a_optimal, b_optimal = popt + +# Print the coefficients +#print("Coefficient a (a_optimal):", a_optimal) +#print("Coefficient b (b_optimal):", b_optimal) diff --git a/design_document.docx b/design_document.docx new file mode 100644 index 0000000..2fa57d8 Binary files /dev/null and b/design_document.docx differ diff --git a/generate_plot.py b/generate_plot.py new file mode 100644 index 0000000..7e1b3dd --- /dev/null +++ b/generate_plot.py @@ -0,0 +1,129 @@ +import os # allows access to operating system functions +import sys # allows access to functions related to the interpreter + +# Insert package root to system path +#cwd = os.getcwd() # get pathname of current working directory +#parent_dir = cwd + "/../.." +#sys.path.insert(1, parent_dir) # gives interpreter a specific path to search + +#print("Directory containing the notebook:") +#print(cwd) + +# External modules +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import chromo.util.poly_stat as ps + + + +# Change working directory to package root +os.chdir("/scratch/users/ahirsch1/chromo_scratch") +print("Root Directory of Package: ") +print(os.getcwd()) + +latest_sim = str(sys.argv[1]) +constant_bead_spacing = float(sys.argv[2]) + +num_beads = 100 + + +bead_spacing = np.array([constant_bead_spacing, constant_bead_spacing] * 50) +lp = 50 # Persistence length of DNA; in this example, `lp` has no effect +delta = 50 # Monomer monomer separation at which to calculate mean squared distance. +lt = 100 + +# Load names of polymer configuration output files +# 206 is with 200 snapshots of twist with alternating 15 and 25 +# 130 is without twist with alternating 15 and 25 +latest_sim = "output/sim_" + str(latest_sim) +#latest_sim = "output/sim_24" +output_files = os.listdir(latest_sim) +output_files = [ + f for f in output_files if f.endswith(".csv") and f.startswith("poly_1") +] +snapshot = [int(f.split("-")[-1].split(".")[0]) for f in output_files] +sorted_snap = np.sort(np.array(snapshot)) +output_files = [f for _, f in sorted(zip(snapshot, output_files))] + +break_boundaries = [0, 1000] + +all_dists = [] +for i, f in enumerate(output_files): + if i < break_boundaries[0]: + continue + if i > break_boundaries[1]: + break + snap = sorted_snap[i] + output_path = str(latest_sim) + '/' + f + r = pd.read_csv( + output_path, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + poly_stat = ps.PolyStats(r, lp, "overlap") + windows = poly_stat.load_indices(delta) + all_dists.append(poly_stat.calc_r2(windows)) +monomer_separation = 10 ** np.arange(-1, 2, 0.05) +monomer_separation = monomer_separation.astype(int) +monomer_separation = np.array( + [ + monomer_separation[i] for i in range(len(monomer_separation)) + if monomer_separation[i] > 0 + ] +) + +monomer_separation_kuhn = monomer_separation * (np.mean(bead_spacing) / lp / 2) # check that this is acceptable + + + +kuhn_length = 2 * lp +num_equilibration = 70 +all_r2 = [] +for i, f in enumerate(output_files): + if i < break_boundaries[0]: + continue + if i > break_boundaries[1]: + break + if i < num_equilibration: + continue + output_path = str(latest_sim) + "/" + f + r = pd.read_csv( + output_path, + header=0, + skiprows=1, + usecols=[1, 2, 3], + dtype=float + ).to_numpy() + poly_stat = ps.PolyStats(r, lp, "overlap") + r2 = [] + for window_size in monomer_separation: + r2.append( + poly_stat.calc_r2( # within polystat without kinks + windows=poly_stat.load_indices(window_size) + ) + ) + all_r2.append(r2) +all_r2 = np.array(all_r2) +average_squared_e2e = np.mean(all_r2, axis=0) +font = {'family': 'serif', + 'weight': 'normal', + 'size': 18} +plt.rc('font', **font) + + +plt.figure(figsize=(8,6), dpi=300) +plt.scatter(np.log10(monomer_separation_kuhn), np.log10(average_squared_e2e), label="simulation") +plt.xlabel(r"Log $L/(2l_p)$") +plt.ylabel(r"Log $\langle R^2 \rangle /(2l_p)^2$") +r2_theory = monomer_separation_kuhn - 1/2 + np.exp(-2 * monomer_separation_kuhn)/2 +plt.plot(np.log10(monomer_separation_kuhn), np.log10(r2_theory), label="theory") +plt.legend() +plt.suptitle("lp = " + str(lp) + ", lt = " + str(lt) + ", lower sim bound " + str(break_boundaries[0]) +", upper sim bound: " + str(break_boundaries[1])+ " bead spacing " + str(bead_spacing[1:5]) + " ...", + fontsize = 10) +plt.title("Simulation: " + str(latest_sim)) +plt.tight_layout() +plot_name = "theory_vs_simulation_" + latest_sim.split("/")[1] +plt.savefig("output/" + latest_sim.split("/")[1]+ "/" + plot_name + ".png") diff --git a/requirements.txt b/requirements.txt index 290dc14..9b7e87c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -8,3 +8,5 @@ pandas==1.4.3 scikit_learn==1.1.2 scipy==1.9.1 setuptools==61.2.0 +opencv-python==4.7.0.72 +imutils==0.5.4 diff --git a/simulations/examples/.unconfined_no_interactions_testing.ipynb.icloud b/simulations/examples/.unconfined_no_interactions_testing.ipynb.icloud new file mode 100644 index 0000000..b7d7a32 Binary files /dev/null and b/simulations/examples/.unconfined_no_interactions_testing.ipynb.icloud differ diff --git a/simulations/examples/flexible_confined_homopolymer.ipynb b/simulations/examples/flexible_confined_homopolymer.ipynb index ffcf841..1a8a009 100644 --- a/simulations/examples/flexible_confined_homopolymer.ipynb +++ b/simulations/examples/flexible_confined_homopolymer.ipynb @@ -8,11 +8,6 @@ ] }, { - "attachments": { - "Semiflexible_Homopolymer_UML.png": { - "image/png": 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" - } - }, "cell_type": "markdown", "metadata": { "pycharm": { @@ -25,9 +20,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -49,14 +42,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Directory containing the notebook:\n", + "/Users/angelikahirsch/Documents/chromo/chromo/simulations/examples\n" + ] + } + ], "source": [ "# Built-in modules\n", "import os\n", @@ -73,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" @@ -99,14 +101,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Root Directory of Package: \n", + "/Users/angelikahirsch/Documents/chromo/chromo\n" + ] + } + ], "source": [ "# Change working directory to package root\n", "os.chdir(parent_dir)\n", @@ -116,9 +127,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -136,14 +145,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/ky/smp8z4455pj33j9pcv6ddf9h0000gn/T/ipykernel_66790/3642852965.py:5: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", + " binders = chromo.binders.make_binder_collection([null_reader])\n" + ] + } + ], "source": [ "# Instantiate the HP1 reader protein, which is pre-defined in the `chromo.binders` module\n", "null_reader = chromo.binders.get_by_name('null_reader')\n", @@ -154,18 +172,14 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "### Specify Confinement\n", "\n", @@ -176,9 +190,8 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -191,9 +204,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -213,17 +224,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No states defined.\n", + "No chemical modifications defined.\n" + ] + } + ], "source": [ - "num_beads = 100000\n", - "bead_spacing = 265\n", + "num_beads = 1000\n", + "bead_spacing = 25.0 * np.ones((1, 1000))[0]\n", "lp = 53\n", "\n", "polymer = SSWLC.confined_gaussian_walk(\n", @@ -239,23 +259,62 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "ename": "OverflowError", + "evalue": "Exceeded cell block limit in Agg. Please set the value of rcParams['agg.path.chunksize'], (currently 0) to be greater than 100 or increase the path simplification threshold(rcParams['path.simplify_threshold'] = 0.111111111111 by default and path.simplify_threshold = 0.111111111111 on the input).", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mOverflowError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/IPython/core/formatters.py:339\u001b[0m, in \u001b[0;36mBaseFormatter.__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m 337\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m 338\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 339\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mprinter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 340\u001b[0m \u001b[38;5;66;03m# Finally look for special method names\u001b[39;00m\n\u001b[1;32m 341\u001b[0m method \u001b[38;5;241m=\u001b[39m get_real_method(obj, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprint_method)\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/IPython/core/pylabtools.py:151\u001b[0m, in \u001b[0;36mprint_figure\u001b[0;34m(fig, fmt, bbox_inches, base64, **kwargs)\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbackend_bases\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FigureCanvasBase\n\u001b[1;32m 149\u001b[0m FigureCanvasBase(fig)\n\u001b[0;32m--> 151\u001b[0m \u001b[43mfig\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcanvas\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprint_figure\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbytes_io\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 152\u001b[0m data \u001b[38;5;241m=\u001b[39m bytes_io\u001b[38;5;241m.\u001b[39mgetvalue()\n\u001b[1;32m 153\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m fmt \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msvg\u001b[39m\u001b[38;5;124m'\u001b[39m:\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/backend_bases.py:2319\u001b[0m, in \u001b[0;36mFigureCanvasBase.print_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[1;32m 2315\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 2316\u001b[0m \u001b[38;5;66;03m# _get_renderer may change the figure dpi (as vector formats\u001b[39;00m\n\u001b[1;32m 2317\u001b[0m \u001b[38;5;66;03m# force the figure dpi to 72), so we need to set it again here.\u001b[39;00m\n\u001b[1;32m 2318\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m cbook\u001b[38;5;241m.\u001b[39m_setattr_cm(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfigure, dpi\u001b[38;5;241m=\u001b[39mdpi):\n\u001b[0;32m-> 2319\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mprint_method\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2320\u001b[0m \u001b[43m \u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2321\u001b[0m \u001b[43m \u001b[49m\u001b[43mfacecolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfacecolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2322\u001b[0m \u001b[43m \u001b[49m\u001b[43medgecolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43medgecolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2323\u001b[0m \u001b[43m \u001b[49m\u001b[43morientation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morientation\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2324\u001b[0m \u001b[43m 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removal\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m3.6\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 1642\u001b[0m message\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%(name)s\u001b[39;00m\u001b[38;5;124m() got unexpected keyword argument \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 1643\u001b[0m \u001b[38;5;241m+\u001b[39m arg \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m which is no longer supported as of \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 1644\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%(since)s\u001b[39;00m\u001b[38;5;124m and will become an error \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 1645\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%(removal)s\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 1646\u001b[0m kwargs\u001b[38;5;241m.\u001b[39mpop(arg)\n\u001b[0;32m-> 1648\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/_api/deprecation.py:415\u001b[0m, in \u001b[0;36mdelete_parameter..wrapper\u001b[0;34m(*inner_args, **inner_kwargs)\u001b[0m\n\u001b[1;32m 405\u001b[0m deprecation_addendum \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 406\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIf any parameter follows \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m, they should be passed as \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 407\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mkeyword, not positionally.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 408\u001b[0m warn_deprecated(\n\u001b[1;32m 409\u001b[0m since,\n\u001b[1;32m 410\u001b[0m name\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mrepr\u001b[39m(name),\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 413\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m deprecation_addendum,\n\u001b[1;32m 414\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m--> 415\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43minner_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43minner_kwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:540\u001b[0m, in \u001b[0;36mFigureCanvasAgg.print_png\u001b[0;34m(self, filename_or_obj, metadata, pil_kwargs, *args)\u001b[0m\n\u001b[1;32m 490\u001b[0m \u001b[38;5;129m@_check_savefig_extra_args\u001b[39m\n\u001b[1;32m 491\u001b[0m \u001b[38;5;129m@_api\u001b[39m\u001b[38;5;241m.\u001b[39mdelete_parameter(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m3.5\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124margs\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 492\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mprint_png\u001b[39m(\u001b[38;5;28mself\u001b[39m, filename_or_obj, \u001b[38;5;241m*\u001b[39margs,\n\u001b[1;32m 493\u001b[0m metadata\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, pil_kwargs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m 494\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 495\u001b[0m \u001b[38;5;124;03m Write the figure to a PNG file.\u001b[39;00m\n\u001b[1;32m 496\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 538\u001b[0m \u001b[38;5;124;03m *metadata*, including the default 'Software' key.\u001b[39;00m\n\u001b[1;32m 539\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 540\u001b[0m \u001b[43mFigureCanvasAgg\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 541\u001b[0m mpl\u001b[38;5;241m.\u001b[39mimage\u001b[38;5;241m.\u001b[39mimsave(\n\u001b[1;32m 542\u001b[0m filename_or_obj, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuffer_rgba(), \u001b[38;5;28mformat\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpng\u001b[39m\u001b[38;5;124m\"\u001b[39m, origin\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mupper\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 543\u001b[0m dpi\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfigure\u001b[38;5;241m.\u001b[39mdpi, metadata\u001b[38;5;241m=\u001b[39mmetadata, pil_kwargs\u001b[38;5;241m=\u001b[39mpil_kwargs)\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:436\u001b[0m, in \u001b[0;36mFigureCanvasAgg.draw\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 432\u001b[0m \u001b[38;5;66;03m# Acquire a lock on the shared font cache.\u001b[39;00m\n\u001b[1;32m 433\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m RendererAgg\u001b[38;5;241m.\u001b[39mlock, \\\n\u001b[1;32m 434\u001b[0m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtoolbar\u001b[38;5;241m.\u001b[39m_wait_cursor_for_draw_cm() \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtoolbar\n\u001b[1;32m 435\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m nullcontext()):\n\u001b[0;32m--> 436\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 437\u001b[0m \u001b[38;5;66;03m# A GUI class may be need to update a window using this draw, so\u001b[39;00m\n\u001b[1;32m 438\u001b[0m \u001b[38;5;66;03m# don't forget to call the superclass.\u001b[39;00m\n\u001b[1;32m 439\u001b[0m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mdraw()\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/artist.py:74\u001b[0m, in \u001b[0;36m_finalize_rasterization..draw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m 72\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(draw)\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdraw_wrapper\u001b[39m(artist, renderer, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m---> 74\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 75\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m renderer\u001b[38;5;241m.\u001b[39m_rasterizing:\n\u001b[1;32m 76\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstop_rasterizing()\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/artist.py:51\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[0;34m(artist, renderer)\u001b[0m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 49\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[0;32m---> 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 53\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/figure.py:2845\u001b[0m, in \u001b[0;36mFigure.draw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m 2842\u001b[0m \u001b[38;5;66;03m# ValueError can occur when resizing a window.\u001b[39;00m\n\u001b[1;32m 2844\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpatch\u001b[38;5;241m.\u001b[39mdraw(renderer)\n\u001b[0;32m-> 2845\u001b[0m \u001b[43mmimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_draw_list_compositing_images\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2846\u001b[0m \u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43martists\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msuppressComposite\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2848\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m sfig \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msubfigs:\n\u001b[1;32m 2849\u001b[0m sfig\u001b[38;5;241m.\u001b[39mdraw(renderer)\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/image.py:132\u001b[0m, in \u001b[0;36m_draw_list_compositing_images\u001b[0;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m not_composite \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m has_images:\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m artists:\n\u001b[0;32m--> 132\u001b[0m \u001b[43ma\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 134\u001b[0m \u001b[38;5;66;03m# Composite any adjacent images together\u001b[39;00m\n\u001b[1;32m 135\u001b[0m image_group \u001b[38;5;241m=\u001b[39m []\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/artist.py:51\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[0;34m(artist, renderer)\u001b[0m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 49\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[0;32m---> 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 53\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/mpl_toolkits/mplot3d/axes3d.py:473\u001b[0m, in \u001b[0;36mAxes3D.draw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m 470\u001b[0m axis\u001b[38;5;241m.\u001b[39mdraw(renderer)\n\u001b[1;32m 472\u001b[0m \u001b[38;5;66;03m# Then rest\u001b[39;00m\n\u001b[0;32m--> 473\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/artist.py:51\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[0;34m(artist, renderer)\u001b[0m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 49\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[0;32m---> 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 53\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/axes/_base.py:3091\u001b[0m, in \u001b[0;36m_AxesBase.draw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m 3088\u001b[0m a\u001b[38;5;241m.\u001b[39mdraw(renderer)\n\u001b[1;32m 3089\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstop_rasterizing()\n\u001b[0;32m-> 3091\u001b[0m \u001b[43mmimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_draw_list_compositing_images\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3092\u001b[0m \u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43martists\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msuppressComposite\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3094\u001b[0m renderer\u001b[38;5;241m.\u001b[39mclose_group(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124maxes\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 3095\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstale \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/image.py:132\u001b[0m, in \u001b[0;36m_draw_list_compositing_images\u001b[0;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m not_composite \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m has_images:\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m artists:\n\u001b[0;32m--> 132\u001b[0m \u001b[43ma\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 134\u001b[0m \u001b[38;5;66;03m# Composite any adjacent images together\u001b[39;00m\n\u001b[1;32m 135\u001b[0m image_group \u001b[38;5;241m=\u001b[39m []\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/artist.py:51\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[0;34m(artist, renderer)\u001b[0m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 49\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[0;32m---> 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 53\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/mpl_toolkits/mplot3d/art3d.py:218\u001b[0m, in \u001b[0;36mLine3D.draw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m 216\u001b[0m xs, ys, zs \u001b[38;5;241m=\u001b[39m proj3d\u001b[38;5;241m.\u001b[39mproj_transform(xs3d, ys3d, zs3d, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes\u001b[38;5;241m.\u001b[39mM)\n\u001b[1;32m 217\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mset_data(xs, ys)\n\u001b[0;32m--> 218\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 219\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstale \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/artist.py:51\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[0;34m(artist, renderer)\u001b[0m\n\u001b[1;32m 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 49\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[0;32m---> 51\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 53\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/lines.py:776\u001b[0m, in \u001b[0;36mLine2D.draw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m 773\u001b[0m gc\u001b[38;5;241m.\u001b[39mset_sketch_params(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_sketch_params())\n\u001b[1;32m 775\u001b[0m gc\u001b[38;5;241m.\u001b[39mset_dashes(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dashOffset, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dashSeq)\n\u001b[0;32m--> 776\u001b[0m \u001b[43mrenderer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw_path\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maffine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrozen\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 777\u001b[0m gc\u001b[38;5;241m.\u001b[39mrestore()\n\u001b[1;32m 779\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_marker \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_markersize \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n", + "File \u001b[0;32m~/opt/anaconda3/envs/chromo/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:211\u001b[0m, in \u001b[0;36mRendererAgg.draw_path\u001b[0;34m(self, gc, path, transform, rgbFace)\u001b[0m\n\u001b[1;32m 203\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 204\u001b[0m msg \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 205\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mExceeded cell block limit in Agg. Please set \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 206\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mthe value of rcParams[\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124magg.path.chunksize\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m], \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 207\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m(currently \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnmax\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m) to be greater than 100 \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 208\u001b[0m \u001b[38;5;241m+\u001b[39m inc_threshold\n\u001b[1;32m 209\u001b[0m )\n\u001b[0;32m--> 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOverflowError\u001b[39;00m(msg) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n", + "\u001b[0;31mOverflowError\u001b[0m: Exceeded cell block limit in Agg. Please set the value of rcParams['agg.path.chunksize'], (currently 0) to be greater than 100 or increase the path simplification threshold(rcParams['path.simplify_threshold'] = 0.111111111111 by default and path.simplify_threshold = 0.111111111111 on the input)." + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x = polymer.r[:, 0]\n", "y = polymer.r[:, 1]\n", @@ -273,9 +332,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -333,9 +390,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -384,9 +439,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -433,9 +486,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -470,9 +521,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -520,9 +569,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -576,9 +623,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -642,9 +687,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -681,9 +724,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -736,9 +777,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -771,9 +810,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -863,7 +900,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -886,9 +922,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -896,7 +930,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -910,7 +943,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -920,7 +952,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.7.3 ('base')", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -934,7 +966,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.12" }, "vscode": { "interpreter": { diff --git a/simulations/examples/flexible_confined_homopolymer_noninteract.ipynb b/simulations/examples/flexible_confined_homopolymer_noninteract.ipynb index 37b7448..d5fc4e2 100644 --- a/simulations/examples/flexible_confined_homopolymer_noninteract.ipynb +++ b/simulations/examples/flexible_confined_homopolymer_noninteract.ipynb @@ -8,11 +8,7 @@ ] }, { - "attachments": { - "Semiflexible_Homopolymer_UML.png": { - "image/png": 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gIYYoigiR+z/7rJ7z7u+Xm5t787vn3t/9/T5nret3hn322fuzT7pW19rfs7s1JluwESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQKEOgmuFCAqioJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBVEBwwYtAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCYguFAYrYoJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABwQXvAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCYgOBCYbQqJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAQXvAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQKCC4XRqpgAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQXPAOECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoUJCC4URqtiAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQHDBO0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUJiC4UBitigkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAHBBe8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUJiA4EJhtComQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBBe8AwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBhAoILhdGqmAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBBc8A4QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEChQkILhRGq2ICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAcME7QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBQmILhQGK2KCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAcEF7wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQmIDgQmG0KiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQEF7wDBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGECgguF0aqYAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQEFzwDhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKFCQguFEarYgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQEBwwTtAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCYguFAYrYoJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABwQXvAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCYgOBCYbQqJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAQXvAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQKCC4XRqpgAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQXPAOECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoUJCC4URqtiAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQHDBO0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUJiC4UBitigkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAHBBe8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUJiA4EJhtComQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBBe8AwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBhAoILhdGqmAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBBc8A4QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEChQkILhRGq2ICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAcME7QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBQmILhQGK2KCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAcEF7wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQmIDgQmG0KiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQEF7wDBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGECgguF0aqYAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQEFzwDhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKFCQguFEarYgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQEBwwTtAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCYguFAYrYoJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABwQXvAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCYgOBCYbQqJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAQXvAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQKCC4XRqpgAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQXPAOECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoUJCC4URqtiAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQHDBO0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUJiC4UBitigkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAHBBe8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUJiA4EJhtComQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBBe8AwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBhAoILhdGqmAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBBc8A4QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEChQkILhRGq2ICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAcME7QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBQmILhQGK2KCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAcEF7wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQmIDgQmG0KiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQEF7wDBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGECgguF0aqYAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQEFzwDhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKFCQguFEarYgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQEBwwTtAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCYguFAYrYoJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABwQXvAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCYgOBCYbQqJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAQXvAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQKCC4XRqpgAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQXPAOECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoUJCC4URqtiAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQHDBO0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUJiC4UBitigkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAHBBe8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUJiA4EJhtComQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBBe8AwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBhAoILhdGqmAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBBc8A4QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEChQkILhRGq2ICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAcME7QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBQmILhQGK2KCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAcEF7wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQmIDgQmG0KiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQEF7wDBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGECgguF0aqYAAECBAgQIECgVgVOPvnk8Mgjj9Rq9/SLAIEqExg2bFg44YQTqqxVmkOAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQaL2A4ELrrZQkQIAAAQIECBAgkAp861vfChMmTKBBgACBDhE46qijwi9+8YsOeZaHECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSKEBBcKEJVnQQIECBAgAABAjUtkAUXhgwZEnbcccea7qvOESDQeQK33XZbmDRpUjj66KPD5Zdf3nkN8WQCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQIUCggsVArqdAAECBAgQIECg/gSy4MLo0aPDmDFj6g9AjwkQ6BCBww47LIwbNy5YcaFDuD2EAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKFBAcKFAXFUTIECAAAECBAjUpoDgQm2Oq14RqDYBwYVqGxHtIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBBZVQHBhUeXcR4AAAQIECBAgULcCggt1O/Q6TqBDBQQXOpTbwwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIECBQQXCsRVNQECBAgQIECAQG0KCC7U5rjqFYFqExBcqLYR0R4CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgUQUEFxZVzn0ECBAgQIAAAQJ1KyC4ULdDr+MEOlRAcKFDuT2MAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKFBAcKFAXFUTIECAAAECBAjUpoDgQm2Oq14RqDYBwYVqGxHtIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBBZVQHBhUeXcR4AAAQIECBAgULcCggt1O/Q6TqBDBQQXOpTbwwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIECBQQXCsRVNQECBAgQIECAQG0KCC7U5rjqFYFqExBcqLYR0R4CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgUQUEFxZVzn0ECBAgQIAAAQJ1KyC4ULdDr+MEOlRAcKFDuT2MAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKFBAcKFAXFUTIECAAAECBAjUpoDgQm2Oq14RqDYBwYVqGxHtIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBBZVQHBhUeXcR4AAAQIECBAgULcCggt1O/Q6TqBDBQQXOpTbwwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIECBQQXCsRVNQECBAgQIECAQG0KCC7U5rjqFYFqExBcqLYR0R4CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgUQUEFxZVzn0ECBAgQIAAAQJ1KyC4ULdDr+MEOlRAcKFDuT2MAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKFBAcKFAXFUTIECAAAECBAjUpoDgQm2Oq14RqDaBLLhw5JFHhssuu6zNzevWrVvo3r17m+9zAwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgvQUEF9pbVH0ECBAgQIAAAQI1LyC40LFD/MEHH4Qrr7wyPPfcc+Hdd98NvXr1Cl/5ylfCiBEjOrYhNfi0YcOGhdmzZ6c9W2KJJcIdd9zRIb380Y9+FJ5++un8WVdccUVYa6218uPW7EyePDmMHDkyL7rtttuG0aNH58e1sJMFFxoaGsLYsWPb3KUYWujZs2eb73MDAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKC9BQQX2ltUfQQIECBAgAABAjUv0NbgwsEHHxw++uijRXZZfvnlw9VXX73I93flG1988cUQJ6TPmjWrpBsDBw4MceK6rTKBZZddNn83l1xyyTBnzpwWK5w5c2a4/fbbw/PPP5//xXs22GCDsOGGG4aNNtooDB06ND1uqaIdd9wxPPDAA3mROJZxTNuy/eUvfwk77LBDfksMYdxyyy35cS3sCC7UwijqAwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIBAFBBe8BwQIECBAgAABAgTaKNDW4EJcIeC9995r41P+r/jKK68c3n777f87UUd7u+++e7jzzjtLerzMMsuEAQMGhEmTJpWcd9B2gdYGFxobG8NVV10VfvzjH4f333+/xQfFlRtGjRoVTjvttNCjR49my9ZTcOHwww8P//rXv8L2228fjj322GY9FnRScGFBMs4TIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECXU1AcKGrjZj2EiBAgAABAgQIdLqA4ELHDcGXv/zl8M9//jN/4PXXXx/23XffsNhii+Xn7Cy6QGuCCzNmzAgHHHBAePDBB9v0oPXXXz+MHz8+bLHFFvPd1x7BhU8++SRMnz49r3u55ZYLffr0yY+rYefxxx8PgwcPTpsSDaNHWzbBhbZoKUuAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhUs4DgQjWPjrYRIECAAAECBAhUpUBbgws/+9nPwuzZs+fry1133RWeeOKJ/Pw222wTdtlll/w424krDMQv3dfb9tFHH4U4sT7bVlpppXTliW7dumWn/FYo0JrgQnOrXmy44YZh1113DZtssklYeumlw1NPPRUeeOCB8Mgjj5S0aO211w7PPvtsWqbphfYILjStr1r3hw8fHsaOHZs2T3ChWkdJuwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGOEBBc6AhlzyBAgAABAgQIEKgpgbYGFxbU+eOOOy5ccskl+eUTTzwxnH/++flx0534dfn33nsvPxVXIujZs2eI5x977LEwc+bMMGTIkLDGGmvkZbKd+FX6V199NcQv56+44oph3XXXDXFC+RJLLJEVKfld0LOyQi+99FKIX5Lv169f2HjjjUvCBVmZ8t+4asK0adPC66+/HmIgYfXVV0/vHzBgQHnRMGfOnPDOO++k5eIE+WyLz/vLX/6SHsa2r7rqqtmlkt/3338/PPfcc2mf+/btG+KX/1deeeWSMuUH0W/u3Lnp6biaQ2xf3GKb//d//zfE0MTOO++cnltQ2XjxjTfeSCfw9+rVK2y99dYhrgJQvr3wwgvhySefDBtssEEYOHDgAseh6X3z5s0LL7/8ctqv2L7NNtss9O7du2mRBe7HfsXwwIsvvpje19R8YcGFG2+8Mey3334ldcf3Nr6nSy65ZMn5xsbGcOGFF4aTTz45fP755/m1ePzTn/40P447LQUX4vv38MMPp+MxaNCgEN/15rbPPvssDbJk12KAIrovaKvEMKvztddeSy3jOxz/HUXLpuGaWC56x3ckesR3IL4TcRs2bFj+7z2+F829G2nBJv+x4kITDLsECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA1xZIJlPYCBAgQIAAAQIECBBog0DyBfrG5P8FNI4ePboNd81f9Ic//GFaT6wr/iXBhfkL/fvMDTfcUFL24osvbkxCAI3JxP78/AUXXFBy/80339w4ePDg/Hr2nPjbp0+fxt/85jeNyWTuknviwR/+8IeSe+Kz4nbOOec0rrPOOiXXktUgGq+44or0enP/SQIEjd///vcbk6BByX1ZWzbffPPG3/3udyW3Tpw4sdmy2T3xN5nwX3JPPBg/fnzjmmuu2ey9SXChMQmJNH7xxRfz3RdPbLTRRvl9SbgjLZNMzm9MVndIzyeT0/P74rOztmRlk0BF45ZbbpmXj9eTCfeN119/fX5fMqm/ca211srvjWWS8EJjEmTIy5TvfPzxx43xPVlqqaVK7ov3rrLKKo2//e1vy28pOY7PTCb0l9ybhDJSi1gwmTyfX0uCCCX3/utf/2pMgjD59fjMI444oqRMcwfxmbFs9hfHPglOlBRNQjb59VguvifxL1l1ZL535etf/3pjEnwpuT8ePPjggyV1JMGA+crEE5UaJiGM9N96U6usb3Fcjj/++MY333wzf/aUKVNK2pWVbfp7+umn5+Vb2mloaEjrir9xPNr6F/tuI0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhUg4AVF5LZIzYCBAgQIECAAAECbRHojBUX7rrrrrDbbrvlzTzjjDPCE088Ee644478XBJcCCNGjEiPL7vssnDsscfm1xa085Of/CTEuppu5c8aM2ZMSCb8h//6r/9qWqxkf9y4ceHQQw8tORe/8J9MRC9ZKaKkQJODs88+O5xyyinpmT//+c/56gZNipTsxpUKJk+enJ6Lqzkk4YgwYcKEkjLNHcQv4MdVBMpXK0gCHukqEvGe7t27p6tYbLXVVnkV8av6H374YXrctGwSbAjJRPWwxRZbhGRSeV4+24mrEsQVG+KqGPHr+c1tq622WnjllVdCMgm+5HJcJSF+pT+u+tDSdvTRR4c43rEtTbdjjjkmXH755U1P5fuxbBJcCUkoIkS/uMW2xtUusu2ee+4JSWggO0zbF9tSbpcX+PdOrKN///7hH//4R34pvjunnXZafly+4kJcYeHAAw9MHfJCTXaSYElIggolKyrE1Td22GGHvFS0uuWWW/LjuFOpYVypZN99903HsKTisoNo8sgjj4S4wkd87+MqHy1tSXAhnHnmmS0VSa9ZcWGhRAoQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECXURAcKGLDJRmEiBAgAABAgQIVI9AZwQX7r333rDLLrvkCHGS9q233hqSNHRIvgQfkq/Ch7POOisNLiRf8A9xone8Frc4IT1OGo+TxePk/l/84hf5JPzFF188/O1vfwubbrppXnf5s775zW+GOIk9+cJ/GDp0aDpB/8477yyZ5B4nbE+dOjX06NEjrydOKo+Ty+MWwwCjRo0KyQoLYfnll0+fGSfOx7Zm2/PPPx+SFQjSifrJKg5p/T//+c+zy2GFFVYIhx9+eHq86qqrhpEjR6b72eTurGCyukJaLhrEifZXXnllmDFjRnY5nYgewwtNt+233z489NBD+al99tknJCtWpO1OVk4In332Wfjggw/S6+Vlv/GNb6T37rHHHmkIIAY/mm4xVBHPRYMYPolt+utf/9q0SBo8+MEPflBybtttt00nw8eTMWhw6qmnhu9+97upy6WXXhquvvrqvHxs6957750fx7BEsgJEfhx39tprrxD7FQMY11xzTXjmmWfS6/HdiVt5cCFZoSIcd9xx6bX4n29/+9shWY0jP25pJwZimgZdYighWR0ivyW+iw888EB+vO6666YBlziW6623Xtrv2MbsHY4FY8Am1pttrQkuVGIYnxPHtGk4KAZUDj744PTfQPn7u/HGG4cnn3wyfQfOO++8NLhx3XXXZc0NyeooIf5vR9ziv6OmoZC8UNlO9m4nKy6EsWPHll1d+GF853r27LnwgkoQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBIoWqIZlH7SBAAECBAgQIECAQFcS2H333WMioHH06NEVNTv52n1aT6wr/p144okLrC9ZhaCkbDIhuTEJEjQmX6FvnDdvXnpf8qX79DeZ4F5SNplwXlLv8ccfX3L9nHPOKbl+3333lVyPbRs0aFDje++9l5ebOHHifGWSFSDy67EtSYghL5NMXM+vZTtPP/10WmaNNdZoTFY3aEwmtmeX0t9kgn1+f2xD8hX/kuvxIPlSf2MyqT8vlwQaGl966aWSckloobFPnz55mVhXEsQoKZOELEquR98jjjii8f3330/Lffrpp3n5IUOGlJSN/UxWVMivn3TSSSXX4/Niu6ZPn56X+c53vlNSJgmi5NfiTjLhveR6+RjGMsnk97xMMqE+nsq38vqTwEP+nsRCyeoQjZtttll+f2xjElzI7487SZCi5HrsV2u3X//61yX3lrev3DCZXN/497//vaT6ZKJ+SR3JyhSN2TseC8Z3P7Y7+2tvw/iOZHXH3ySYkLpljYz/7pKVFUrKJIGe7HJjEqwouXbAAQfk11q7kwQW0jribxyztv59/PHHrX2UcgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBQgWsuJDMQLERIECAAAECBAgQaItAZ6y4cP/994evfe1rJc2MKy7sueeeJefiwbvvvpt+vf6jjz4K8W/ttdcOcUWEbIurDey3337ZYSj/Gn5zz4qrMsSvzTfdyr+aH7/GH7/KH7e4OkGvXr3CF198kR7H1Q8eeeSRdHWI9MS//5P8v510NYGm57L9ZJJ2SfkkuJCu6pBdj7/xeTfddFN+asyYMSEJlOTH2U4SzginnHJKdjjfqgvlfYkrQyQT6fPyTXfKy+60004hCXLkRd54443Qu3fv/DjunH322SXPj6s7xJUbsu3//b//F+IqCdkWv8YfV7nItrj6wH/+539mh+nvDTfcEJKAQn4uCXGEbbbZJiQT6sNSSy2VrsKRXYx1x2c03eKKAQcddFB+qnzFhbgqQNN+xVUwshUv8psWsFPevy996UvpSg9x5Yi4lRvGVQx+9atfpdey/yQhhZCEFUISHslOpStVbLfddunxwlZcqMQwPiD+27r99tvzZ19++eXh6KOPzo/jThLQCBdddFFYdtllQ+xjXPUiM4qranz1q1/NyyfBhTB+/Pj8uDU7VlxojZIyBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQFcQEFzoCqOkjQQIECBAgAABAlUlUA3BhWS1hRAnyC+22GILtYnhgHfeeSfMnj07zJ07NyQrHYR99tknv2+XXXYJd999d35cHlxYb731wpQpU/Lr2c7w4cND8lX87DDdT1ZzyI/jJPpHH300P46T6Xfbbbew6667ppP2N9xwwwWGFuJNrQkuDBw4MDz33HP5M5588smw6aab5sfZzlNPPRWSFQayw/CVr3wldchOlE+kv+SSS8Kxxx6bXS75LS/7k5/8JJxxxhklZVZYYYU0vJGdTFajCFtuuWV2mAZLYrAj25JVJ0KyMkR2GNZZZ53wyiuv5Me/+93vQrJqQ34cd5KVJUKyKkR+Lgs3lAcnVlxxxfR5ecF/78yaNSustNJK+eny4EKyCkWI4YBsu/rqq8MhhxySHbb4+/jjj4fBgwfnZeJ7GoMI2ftabnjLLbeEZMWEvHy2k/1by45///vf52GNhQUXKjGMz9tggw1K3vv4byD+W2jtJrjQWinlCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgXoQEFyoh1HWRwIECBAgQIAAgXYVyCZTxy/7xy/8L+p23HHHhThBPttOPPHEcP7552eHJb/lYYKtt946XcGgpFCTgxhUuOCCC0JclWH69Onh008/bXK1dHdhwYUYNPjjH/9YelNyVL6KQXzeiBEj8nLXXXdd+kX/GJZobosT9+PKD/Er9ptsssl8RRYWXIirOfTs2TN89tln+b2x300n42cX3nrrrfTr/dnx0ksvHT7++OM8OFE+kT72N/a7ua28bFwZIa5O0HQrnzQfV8FoGlSIYZI4iT/+xi2GEmbOnJnuf/755yG2L1utIj3Ziv/E8EQMUTz22GMhvh/Ztv7664cXXnghOyz57dGjR+5XHlyIoYgrr7wyL3/66aeHM888Mz9uaad8NYjyYEa5YQw6bLXVVvNVeeihh4YYyMi2//7v/w4jR45MD1sKLlRq2Ny7FVd+WH755bOmLPRXcGGhRAoQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECdSQguFBHg62rBAgQIECAAAEC7SNQDcGFvfbaK/zP//xPsx2Kqwtsv/324aOPPmr2evnJhQUXvv3tb4c//OEP5beF8847L4waNSo/Xx5ciBfuvffecMABB6QrPuQFm9mJk9HjpPSm28KCC+VhhHhvDElkX/VvWlcMN8RJ+k23f/7znyGujBC38on0kyZNKlmhoel95WUnT54c4soPTbcBAwaEadOm5adiSCKGLJpuiy++eB5OaBpciAGG1VdfvWnRVu03NDSEq666Ktxxxx1hjz32yO8ZNGhQGmbITzTZWXnllUMMVcStPLgQxzOGabLtwAMPDL/97W+zwxZ/zz333HDSSSflZWIoIYYTsq3cMFqtu+662eX894QTTggXX3xxfnzqqaeGs846Kz1uKbhQqWFz9y/o3cobV7YjuFAG4pAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCoawHBhboefp0nQIAAAQIECBBYFIFqCC4sKEwQvzQfJ9FPnTo179r3vve9cNRRR4X45f34xfgnn3wyxMns2VZkcCE+I7bp7rvvDn/605/CQw89FJ5++uk0YJA9P/u99NJLwzHHHJMdhoUFF+JqBcsss0yYPXt2fk+ccB5DAOXbjBkzQp8+ffLTMbAQgwvZVj6RvrkwQlvKVhJcmDdvXrriQtOVJB5++OH5ghdZe7Lf2Ke40kMMCAwePDg7HWJbXnzxxfw424mrCsSwQnxe3MqDCxMmTAjxXc+2L3/5y+Hll19u1aoD2267bcmKIOWriZR7L2jFhe9///slYYm4Qsmxxx6bNqml4EKlhtEmrnoR391se/vtt0MMerR2E1xorZRyBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQD0ICC7UwyjrIwECBAgQIECAQLsKVHNwIa62sNlmm+X97du3b3jttdfy47gTv5ofJ4RnW9HBhew52W9cfeDBBx8Mv/zlL8Ott96anQ5Dhw4N99xzT368sOBCLBj7GvucbQuaAP/II4+EOJk+2+LE/kcffTQ7DOUT6TszuBAbtcEGG4QpU6bk7Zs+fXpYa6218uOWdt54443Qu3fvvMiyyy4bPvjgg9CtW7f8XNx59dVXQ79+/fJz5cGFd955J10FIY5Dtp1++unhzDPPzA6b/b3rrrvCbrvtVnIthmU23XTT/Fy590033RT22Wef/Hq2s/POO4c///nP2WG6ykhcbSRuLQUX4vVKDOP9MejTNPAR37NNNtkkXsq3Tz/9NC3zpS99KcS/aB0DD3ETXMiZ7BAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEguCCl4AAAQIECBAgQIBAGwWqObgwfvz4EFdYyLYhQ4aE+++/PztMfw8++ODw61//Oj8XJ5Hfd999+XEs/7WvfS0/XtDqDuedd14YNWpUXu6CCy4II0aMyI/jTlzpIH6pfvPNNy85Hw/iV+3j6hDZBP1evXqFd999Ny/XmuBC+Rf5y7/sn1V2/PHHh5///OfZYTjssMPClVdemR+XT6Tv7ODCHnvsEe644468fXFcDzjggPw47nzyySchhkCiW/fu3fNrza028MADD4QddtghLxN3ysevPLgQy1x00UUlYxon5f/qV78K+++/f7w83xZX09h7773TlRmyi9tss02IK0Y03cq9DzzwwJKVFWLZ999/P6y22mphzpw5+a1NwwMLCy5UYhgfuOeee4bbb789f/bZZ58dTjnllPw47lx88cXhhBNOyM81fa/KgwuxvqZBnfymFnZifePGjQsNDQ1h7NixLZRs/lJ8L3r27Nn8RWcJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAh0oILjQgdgeRYAAAQIECBAgUBsC1RxcKP/a/VJLLZWGAZZZZpkUv3y1hXiyT58+4fXXX88Hpz2CCz/96U9D/IsT6+Pk6Thxfvvtt8+fEXfitfhV+xhuiFv5BPfWBBeee+65dNWFzz//PK1jhRVWSEMYTVediCsrfP3rXw/ZygHRJAYT1l133fSe+J/yifSdHVz405/+FL7xjW/k7Ytf+o8T4eMX/bNt2LBh6UT4xRZbLKy00kohjn0WECkPdMRVNWIQIoYT4vbKK6+k4xFXZ8i25oILc+fODVtssUWIgYSm2xFHHBH222+/9Hk9evQIzzzzTIjvTVyNIa5CkG1xFYJJkyaF/v37Z6fS3xioiatuZFsck4kTJ5asijFy5Mhw4YUXZkXSFRviyg3ZtrDgQqWGMcyz0047ZY8LcfWSuHJHtprFZ599lq7qEC2z7YknnghbbrllevjYY4+FrbfeOruUBkziKhblK1/kBZrZEVxoBsUpAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoEsKCC50yWHTaAIECBAgQIAAgc4UqObgwj/+8Y+w1lprhfjV/Wxbb7310q/HP/744+Ghhx4Kq666ath4443D3XffnRVJQwbxi/zbbbddOgG90hUXnn322fQZ2QNWX331dJWDGBaIk9TjKgw33XRTGmjIysSgw8knn5wdpkGD5ZZbLj+Ok9+nTp2aH2c7cdWHuHpAti2//PLpigADBgxIAwo33HBDyWT6OLn+9NNPz4qnv9UWXIiN2nXXXUvGaMMNN0xX04h+f/zjH8M999yT92G33XYLEyZMyI//9re/ha222io/jjtxQn386v+sWbNCNImhhBgeiSs3ZFt8b8on1sf3Zvfddy9ZDSMrH39j+cbGxqan0v0YhPjNb37T7OoMMcQS38Vsi+9HDJZ897vfTQMlMegSgxhNt7hKSAxkZNvCgguxXCWG8f599tkn3HLLLXE33dZcc83wne98J8TQQlwFo+kKIeXBm7feeitdMSK7N/7GYEm0jOGHo446qumlZvcFF5plcZIAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoggKCC11w0DSZAAECBAgQIECgcwWqObgQZYYPHx7Gjh3bLNKKK66Yfun+gw8+mG8FhDgxPq5gEL+cX2lwIT78sssuC8cdd1xJiKLZRiUn999//3DdddelqzNkZVqz4kIsO3v27DBixIjwy1/+stkJ9Fl9ceWH448/PvzsZz/LVx7IrlVjcCF+yT9Oko9f8W9pi1/1j6sp9OrVq6RYNLnoootKzmUHcQWOuKJArL/pigExxLD00ktnxfLfuFJAHMvf//73+bmWdtZee+00HJGtPlBedvDgwSEGIrIt7u+7774lK39k1+JvXN0hBgWWWGKJ/HRrgguVGr755pvhwAMPTK3yBzezs9dee4UYrGgatInFtt1223SVhvJbYiAiBncWtgkuLEzIdQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCrCAgudJWR0k4CBAgQIECAAIGqEaj24MKcOXPCOeecE84999x8pYE4oTquqBBXGhg0aFBq+eMf/zgNC8RVGuL21a9+NQ01tFdwIdY5ceLEcPnll6cT6+NX6su3OLE7Bi323nvvsNhii5Vcbm1wIbspTsQ/9dRTw9NPP52uJJCdjyswxC/dR4+s79m17LcagwuxbXFVhBi0GDduXHj11VdLghlxZY341f4YKOjZs2fWlZLfCy+8MF2NIn79P26xXFyJ4bTTTgtDhw6db2L9e++9F2K4ZUHbrbfeGq655po04PLyyy+HL774Ii8agyFDhgwJhxxySBpCWFCb4g0bbbRReP7559N7432ffvppuprGiSeeGP7617+mqy/Ei6ussko48sgjwxlnnDHfShCtCS7EOio1jKtJXHrppenfSy+9lPc5rnyxySabpKGKkSNHzte++OwXX3wxDT7EFTCyLf5bbGhoCHFsFrYJLixMyHUCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgqwgILnSVkdJOAgQIECBAgACBqhFor+BC0R2KQYFp06alKxJsttlm8wUD4vPjpOw4GTtO7l955ZULa1IMU8ycOTPECfRxknrv3r3Tvzj5u7232Kc4yT8GMtZZZ52wxhprtPcjOqW+jz/+OJ3sP2/evNC3b9+w2mqrNTtZvrnGTZ8+PcyaNStsuummYfHFF2+uSJvPxTF94YUXwkcffRT69OmTOjddEaHNFf77hhg0eOqpp8JKK60UYjhjQVtrgwtN76/EMNYT390pU6akVQ4cOLBVlvF9fP3119P3v1+/fmkYo2mbWtoXXGhJxzUCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgKwkILnSl0dJWAgQIECBAgACBqhDoKsGFqsDSCAIFCdx5551h9913z2uPq3bcfPPN+XEt7Agu1MIo6gMBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECAQBQQXvAcECBAgQIAAAQIE2igguNBGMMUJtLPAe++9F0aMGBGuvfbavOYf/OAH4bLLLsuPa2FHcKEWRlEfCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgSgguOA9IECAAAECBAgQINBGAcGFNoIpTqAdBQ488MBwww03hLlz55bUesUVV4TDDz+85FxXPxBc6OojqP0ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAJiC4kEn4JUCAAAECBAgQINBKAcGFVkIpRqAAgT333DPcfvvtJTWvv/764emnnw5LLrlkyfmufiC40NVHUPsJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBTEBwIZPwS4AAAQIECBAgQKCVAoILrYRSjEABAj/84Q/DHXfcET7++OPQp0+fsP3224czzjgjrLjiigU8rXOrFFzoXH9PJ0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNpPQHCh/SzVRIAAAQIECBAgUCcCggt1MtC6SaCTBQQXOnkAPJ4AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoNwHBhXajVBEBAgQIECBAgEC9CAgu1MtI6yeBzhUQXOhcf08nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE2k9AcKH9LNVEgAABAgQIECBQJwKCC3Uy0LpJoJMFBBc6eQA8ngABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEGg3AcGFdqNUEQECBAgQIECAQL0ICC7Uy0jrJ4HOFRBc6Fx/TydAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTaT0Bwof0s1USAAAECBAgQIFAnAoILdTLQukmgkwUEFzp5ADyeAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQaDcBwYV2o1QRAQIECBAgQIBAvQgILtTLSOsngc4VEFzoXH9PJ0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNpPQHCh/SzVRIAAAQIECBAgUCcCggt1MtC6SaCTBQQXOnkAPJ4AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoNwHBhXajVBEBAgQIECBAgEC9CAgu1MtI6yeBzhUQXOhcf08nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE2k9AcKH9LNVEgAABAgQIECBQJwKCC3Uy0LpJoJMFBBc6eQA8ngABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEGg3AcGFdqNUEQECBAgQIECAQL0ICC7Uy0jrJ4HOFRBc6Fx/TydAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTaT0Bwof0s1USAAAECBAgQIFAnAoILdTLQukmgkwUEFzp5ADyeAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQaDcBwYV2o1QRAQIECBAgQIBAvQhkwYV+/fqF+GcjQIBAEQJTpkwJb775ZmhoaAhjx45t8yO6d+8eevbs2eb73ECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQaG8BwYX2FlUfAQIECBAgQIBAzQtkwYWa76gOEiBQFQKCC1UxDBpBgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIVCAguFABnlsJECBAgAABAgTqUyALLgwZMiTsuOOO9Ymg1wQIFC5w2223hUmTJllxoXBpDyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSKFhBcKFpY/QQIECBAgAABAjUnkAUXRo8eHcaMGVNz/dMhAgSqQ+Cwww4L48aNE1yojuHQCgIELiNk/AAAQABJREFUCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKACAcGFCvDcSoAAAQIECBAgUJ8Cggv1Oe56TaCjBQQXOlrc8wgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGiBAQXipJVLwECBAgQIECAQM0KCC7U7NDqGIGqEhBcqKrh0BgCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgAgHBhQrw3EqAAAECBAgQIFCfAoIL9Tnuek2gowUEFzpa3PMIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBogQEF4qSVS8BAgQIECBAgEDNCggu1OzQ6hiBqhIQXKiq4dAYAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAIBwYUK8NxKgAABAgQIECBQnwKCC/U57npNoKMFBBc6WtzzCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgaIEBBeKklUvAQIECBAgQIBAzQoILtTs0OoYgaoSEFyoquHQGAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKACAcGFCvDcSoAAAQIECBAgUJ8Cggv1Oe56TaCjBQQXOlrc8wgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGiBAQXipJVLwECBAgQIECAQM0KCC7U7NDqGIGqEhBcqKrh0BgCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgAgHBhQrw3EqAAAECBAgQIFCfAoIL9Tnuek2gowUEFzpa3PMIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBogQEF4qSVS8BAgQIECBAgEDNCggu1OzQ6hiBqhIQXKiq4dAYAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAIBwYUK8NxKgAABAgQIECBQnwKCC/U57npNoKMFBBc6WtzzCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgaIEBBeKklUvAQIECBAgQIBAzQoILtTs0OoYgaoSEFyoquHQGAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKACAcGFCvDcSoAAAQIECBAgUJ8Cggv1Oe56TaCjBQQXOlrc8wgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGiBAQXipJVLwECBAgQIECAQM0KCC7U7NDqGIGqEhBcqKrh0BgCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgAgHBhQrw3EqAAAECBAgQIFCfAoIL9Tnuek2gowUEFzpa3PMIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBogQEF4qSVS8BAgQIECBAgEDNCggu1OzQ6hiBqhIQXKiq4dAYAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAIBwYUK8NxKgAABAgQIECBQnwKCC/U57npNoKMFBBc6WtzzCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgaIEBBeKklUvAQIECBAgQIBAzQoILtTs0OoYgaoSEFyoquHQGAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKACAcGFCvDcSoAAAQIECBAgUJ8CWXChX79+If7ZCBAgUITAlClTwptvvhkaGhrC2LFj2/yI7t27h549e7b5PjcQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNpbQHChvUXVR4AAAQIECBAgUPMCWXCh5juqgwQIVIWA4EJVDINGECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAhUICC5UgOdWAgQIECBAgACB+hTIggtDhgwJO+64Y30i6DUBAoUL3HbbbWHSpElWXChc2gMIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBogUEF4oWVj8BAgQIECBAgEDNCWTBhdGjR4cxY8bUXP90iACB6hA47LDDwrhx4wQXqmM4tIIAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCoQEBwoQI8txIgQIAAAQIECNSngOBCfY67XhPoaAHBhY4W9zwCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgKAHBhaJk1UuAAAECBAgQIFCzAoILNTu0OkagqgQEF6pqODSGAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqEBAcKECPLcSIECAAAECBAjUp4DgQn2Ou14T6GgBwYWOFvc8AgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoCgBwYWiZNVLgAABAgQIECBQswKCCzU7tDpGoKoEBBeqajg0hgABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEKhAQHChAjy3EiBAgAABAgQI1KeA4EJ9jrteE+hoAcGFjhb3PAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAoAcGFomTVS4AAAQIECBAgULMCggs1O7Q6RqCqBAQXqmo4NIYAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCoQEBwoQI8txIgQIAAAQIECNSngOBCfY67XhPoaAHBhY4W9zwCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgKAHBhaJk1UuAAAECBAgQIFCzAoILNTu0OkagqgQEF6pqODSGAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqEBAcKECPLcSIECAAAECBAjUp4DgQn2Ou14T6GgBwYWOFvc8AgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoCgBwYWiZNVLgAABAgQIECBQswKCCzU7tDpGoKoEBBeqajg0hgABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEKhAQHChAjy3EiBAgAABAgQI1KeA4EJ9jrteE+hoAcGFjhb3PAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAoAcGFomTVS4AAAQIECBAgULMCggs1O7Q6RqCqBAQXqmo4NIYAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCoQEBwoQI8txIgQIAAAQIECNSngOBCfY67XhPoaAHBhY4W9zwCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgKAHBhaJk1UuAAAECBAgQIFCzAoILNTu0OkagqgQEF6pqODSGAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqEBAcKECPLcSIECAAAECBAjUp4DgQtcY99dffz1taN++fbtGg7WSQJmA4EIZiEMCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgywoILnTZodNwAgQIECBAgACBzhIQXOgs+bY997TTTktvOOuss9p2o9IEqkRAcKFKBkIzCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgYoFBBcqJlQBAQIECBAgQIBAvQlkwYV667f+EiDQOQINDQ1h7NixbX549+7dQ8+ePdt8nxsIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAu0tILjQ3qLqI0CAAAECBAgQqHkBwYWaH2IdJFBVAoILVTUcGkOAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgsgoDgwiKguYUAAQIECBAgQKC+BZ555pkwa9asRUaYN29emDNnziLf78aFCwwfPjxMmTIlLbjBBhuECy+8cOE3KUGgSgVWX3310L9//za3zooLbSZzAwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCQgOBCQbCqJUCAAAECBAgQILAggS+++CLMnj17QZedr1DghRdeCFtttVVJLU888USIAQYbgXoSEFyop9HWVwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUN0CggvVPT5aR4AAAQIECBAgUIMCggvFDuqIESPClVdeGbbbbrsQrR999NFw+OGHW3WhWHa1V6GA4EIVDoomESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBOhUQXKjTgddtAgQIECBAgACBzhMQXCjO/pNPPglrr712iL/jx49PgwsHHXRQ6NmzZ3jllVfS3+KermYC1SUguFBd46E1BAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgngUEF+p59PWdAAECBAgQIECgUwQEF4pjv+qqq8Lw4cNDr169wsyZM9PgQu/evcOsWbPC2LFjQ0NDQ3EPVzOBKhMQXKiyAdEcAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQxwKCC3U8+LpOgAABAgQIECDQOQKCC8W5Dxo0KDz//PPhpJNOCuecc076oFGjRoXzzjsvbLjhhuHxxx8v7uFqJlBlAoILVTYgmkOAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBOpYQHChjgdf1wkQIECAAAECBDpHQHChGPeHH3447LrrrqFbt25h+vTpYc0110wf9Nprr4V+/fqFxsbGcPfdd4dtttmmmAaolUCVCQguVNmAaA4BAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEKhjAcGFOh58XSdAgAABAgQIEOgcAcGFYtwPOeSQcOONN4Zvfetb4fbbby95yO677x7uvPPOsN9++4Wrr7665JoDArUqILhQqyOrXwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoOsJCC50vTHTYgIECBAgQIAAgS4uILjQ/gM4a9as0L9//zB37tw0oPDNb36z5CETJkxIAw2LL754mDZtWujVq1fJdQcEalFAcKEWR1WfCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA1xQQXOia46bVBAgQIECAAAECXVhAcKH9B+/8888PZ555ZlhzzTXD9OnTQ7du3Uoe0tjYGPr16xdee+21MHr06HDiiSeWXHdAoBYFBBdqcVT1iQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdE0BwYWuOW5aTYAAAQIECBAg0IUFBBfad/DmzZsX1ltvvfDWW2+F8847L/zoRz9q9gHnnntuOOmkk0Lfvn3D5MmTQ5zUbSNQywKCC7U8uvpGgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgS6loDgQtcaL60lQIAAAQIECBCoAQHBhfYdxAkTJoT/+I//CD169AgzZswIvXr1avYBs2bNCquttlqYO3duuP7668Nuu+3WbDknCdSKgOBCrYykfhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAga4vILjQ9cdQDwgQIECAAAECBLqYgOBC+w7YsGHDwsSJE8NBBx0Urr322hYr/973vhfGjx8fdtlll3DzzTe3WNZFAl1dQHChq4+g9hMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgdoREFyonbHUEwIECBAgQIAAgS4iILjQfgP10ksvhc033zw0NjaGRx99NAwePLjFyh9++OGw3XbbhW7duoVnn3029O3bt8XyLhLoygKCC1159LSdAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjUloDgQm2Np94QIECAAAECBAh0AYF58+aFzz//vAu0tPqbOGrUqHDxxReHgQMHhsmTJ7eqwRtvvHEaWhg+fHg455xzWnWPQgS6okAM6Cy55JJdsenaTIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECNSYgOBCjQ2o7hAgQIAAAQIECBCoF4E5c+aEVVZZJXz44YfhqquuCg0NDa3q+hVXXBGOPPLIsNxyy4W333479OjRo1X3KUSAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwKIJCC4smpu7CBAgQIAAAQIECBDoZIFrrrkmHHrooW0OIHzyySdh9dVXTwMP1157bTjooIM6uSceT4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKC2BQQXant89Y4AAQIECBAgQIBAzQoMGjQoPPHEE+GEE04IF110UZv6edxxx4VLLrkkDB48ODz66KNtuldhAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTaJiC40DYvpQkQIECAAAECBAgQqAKBv//972GLLbZIWzJ16tTQv3//NrVq2rRpYcCAAek9kydPDgMHDmzT/QoTIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINB6AcGF1lspSYAAAQIECBAgQIBAlQgceuih4ZprrglDhw4N99xzzyK1aqeddgr33XdfaGhoCFddddUi1eEmAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQWLiC4sHAjJQgQIECAAAECBAgQqCKBDz/8MKyyyiphzpw54eabbw577733IrXuxhtvDPvtt1/o0aNHePvtt8Nyyy23SPW4iQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBlgUEF1r2cZUAAQIECBAgQIAAgSoTuPDCC8PIkSPDaqutFmbMmBG6d+++SC2cN29e6N27d5g5c2YYO3ZsOP744xepHjcRIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINCygOBCyz6uEiBAgAABAgQIECBQRQKNjY1hvfXWC9OmTQtnnnlmOP300ytq3ZgxY8IZZ5wR+vfvH6ZOnVpRXW4mQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKB5AcGF5l2cJUCAAAECBAgQIECgCgXuvvvusOuuu4bFF188vP766+mqC5U0M662EFddiKsv3HvvvWHnnXeupDr3EiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQjIDgQjMoThEgQIAAAQIECBAgUJ0Cw4YNC7feemvYf//9w/XXX98ujdx3333DzTffHPbZZ59w0003tUudKiFAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA4P8EBBf+z8IeAQIECBAgQIAAAQJVLNB0dYT7778/DBkypF1aO3HixDB06NDQvXv3MGPGjIpXcWiXRqmEAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQA0JCC7U0GDqCgECBAgQIECAAIFaFjjttNPC2WefHfr37x+mTp3arl0dMGBAmDZtWhg9enQYM2ZMu9atMgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQL1LiC4UO9vgP4TIECAAAECBAgQ6AICc+fOTVdCmDVrVrj00kvDMccc066tvvjii8MJJ5yQPiOuuhBXX7ARIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINA+AoIL7eOoFgIECBAgQIAAAQIE/j97dwJ/Q/X/cfxDG7IklYqQpYSkRSGRVNJCSZREihalVCKVdtIi0i5KtKho3yStQmkloSiJfhJZCy3mP+/z+838597vvfe73O/+fZ3Hgzt35syZM8/5fufe75nzOScPBSZNmmRnnXWWlStXzn777Tf3mpuH27Bhg+2xxx62detWe/75561z5865WTxlIYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCBQogUIXCjRl5+TRwABBBBAAAEEEECgaAi0atXKPvroI7vooovsoYceypNK9+nTx8aOHWtt2rSxd999N0+OQaEIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCJREAQIXSuJV55wRQAABBBBAAAEEEChCAvPnz7dGjRq5Gn/zzTfWsGHDPKl99Djff/+91a1bN0+OQ6EIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCJQ0AQIXStoV53wRQAABBBBAAAEEEChiApdccok9+OCD1rJlSzfrQl5Wv3nz5jZ79mzr16+fjR49Oi8PRdkIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCJQYAQIXSsyl5kQRQAABBBBAAAEEECh6An/++aftvvvuptenn37azjrrrDw9iYkTJ1qPHj2sYsWK9p///MfKlSuXp8ejcAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEESoIAgQsl4SpzjggggAACCCCAAAIIFFGBhx56yPr27WtVqlSxlStX2vbbb5+nZ7J161arVq2arVmzxsaMGWN9+vTJ0+NROAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACJUGAwIWScJU5RwQQQAABBBBAAAEEiqhAo0aNbP78+Xbttdfa0KFD8+UsBg0aZHfeeac1bNjQvvnmm3w5JgdBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKA4CxC4UJyvLueGAAIIIIAAAggggEARFvjoo4+sVatWVrp0afvxxx+tRo0a+XI2y5Yts1q1apnneTZz5kxr3rx5vhyXgyCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggUFwFCFworleW80IAAQQQQAABBBBAoIgLnHXWWTZp0iTr0KGDvfzyy/l6NieeeKK9+eab1r17d5s4cWK+HpuDIYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCBQ3AQIXChuV5TzQQABBBBAAAEEEECgGAisWbPG9txzT/vnn3/srbfesnbt2uXrWb322mt2yimn2Pbbb28rV660KlWq5OvxORgCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAsVJgMCF4nQ1ORcEEEAAgQwCH374oQ0dOtStf+SRR6xWrVoZ8hTFFXl1Xhs3brTOnTs7kosuushOO+20bPF89tlndt1117l9Ro4caQ0aNMjW/mRGAAEEAgHdu6+//nqrUaOGLV261EqVKhVsypdXz/PcZ8ayZcvsjjvusIEDB+bLcTkIAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAALFUYDAheJ4VTknBBAolgL//vuvdenSxZ2bOpafddZZbrlv377266+/WvPmzW3AgAHhuavT+IwZM8L30YWqVata3bp1rV69eu5VyzvssEM0S7FZfu6556xr167ufObOnWsHHnhggZ/b22+/bQqiyG5q37699e7d2+2WV+f1+++/h6OK62eof//+2aqmRkVXPZU+/vhja9GihVt++umnbcqUKW5Zdd9uu+3sgw8+sNGjR7t1o0aNsn322cct8x8CCCCwbds2q1atmpvp4O6777arrrqqQFCGDx9ugwcPLrDgiQI5aQ6KAAIIIIAAAggUQwG1B9x8883uzG688UZr3LixrV692i688EK3Tn9rB3/LaoXer1271m1TXu2T1fTJJ5/YnXfeGWYfNmyY7b///uH7kragwQ0WLlxo9evXDweWePDBB2369OlWsWJFe/zxx0saCeeLAAIIIIAAAggggAACCCCAAAIIIIAAAggggECJFSBwocReek4cAQSKosCOO+5of//9t+mhtzpSKqkj/jfffGM9evSwJ554IjwtBTZMmjQpfJ9qoXr16qbOmd26dcv3Ea1T1Ss3ts2cOdNGjBjhilJHfI3cHaR//vnHbr/9dttvv/3C4IZgW16+KmhBsxlkN1166aV23333ud1SnVd2y43mz6vABf3MqrOCfoa3bt3qDqlAhmB2hx9++MH23XffaFVYRgCBEizw8ssv26mnnmo77bSTrVq1ynVoKgiONWvW2J577mn6vHj99dftxBNPLIhqcEwEEEAAAQQQQACBNAX0N/SRRx7pStGyBn/Qd73ddtvNrXvsscesV69e4VH22msvF0SrFfo7dsWKFWHeMFOSBbXPTJw4MdwaDeoPV5agheOPP96mTZtmep06dao78379+tn999/v2mh++umnEqTBqSKAAAIIIIAAAggggAACCCCAAAIIIIAAAgggULIFCFwo2defs0cAgSImsOuuu7oR/zRKvR7yKjVr1sw0mt8ll1ziHvoGpxQNXFBQQunSpd0mz/PsP//5jy1evNi+//5796rZHJRUlh4cH3rooe59cf/v888/t8MOO8w6dOhg6iSbXykauKAODVntsH/EEUfEjACZF/XNq8AF/cxefvnlpp9hdQ5Ris7O8Ntvv2W5E0henDdlIoBA4RJo166daXaac889t8BHYO3evbs99dRTdtJJJ9lrr71WuKCoDQIIIIAAAggggECWBDTjwkEHHeTyBrMxbtmyxcqWLevWPf/882FgvVYEgQuaLVBtJlmdkXDjxo0u8FUB+0FbS0kPXOjUqZO9+OKLptdgJsZrrrnG7rjjDmvYsKEbjMNdBP5DAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBYi9A4EKxv8ScIAIIFCcBzRbw888/u06c6sypdOyxx9r06dNND301e0CQooELGilaD9sTpQULFthll11m77zzjtusjuXz5893D9oT5S9O6x544AHTLAYFGbgg97Zt2xYa1rwKXNDoleeff77VrFnTli5d6s53xowZdtRRR7lldRjRyOokBBBAYMmSJVa3bl0Hcc8999jBBx9coChz5syxgQMHujro/qX7GAkBBBBAAAEEEECgaAlolr86deq4Sv/4449Wq1Ytt7z99tu7AAMF1it4NkhB4IJmZpg1a5ab7VIBD5mlcePGWe/eve3www+3Tz/91GUv6YELwQwUPXv2tPHjxzuT2267zYYMGeIG0JAvCQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBEqGAIELJeM6c5YIIFBMBBo0aGAKNJg8ebKdfvrp7qw6duxor7zyiumh73XXXReeaVYDF4IdHn30Ubvgggvc26x05NcoggpwUCfO2rVrm+pWvnz5oLgMr2vXrrU//vjDdtxxR9tjjz3C7b/88oubMUKjHNarVy/sSBBmSLCwYsUKF8ChmSMqVKhge++9t9WvXz+cVSK6y+bNm8MR/qtWrWo77LCDrVu3zjZt2mRXXnmlaVTF4447ztSxXqlSpUpum0ZGjK9rtNxgWeWoPCWdl/bJLEVnXMhp4EKi80p0XM2woU4Z33zzjfNp1KiR63RbqlSpRNktq4ELmiHhs88+M5WjmSAqV67syovOohDtnPHcc89Z165dTcefN2+ey/vll1/aIYcc4q7JX3/9lbA+rEQAgZInMGDAABsxYkShO3EFDz7++ON2zDHHFLq6USEEEEAAAQQQQACB1AKrVq0ytQkorV692qpUqeKW1QawYcMGU2D9kUce6dbpvyBw4YYbbrChQ4e64AYFtGrWxlSpZcuWpr+FBw8eHA4uEf3bONG+alP49ttv7aeffnJ/rx9wwAHh39jR/H/++af7m13rdtttNytTpkx0c4bl5cuXu3VqbwnON5pJf4cvWrTItTPtvvvu7u91vWYlqY1H7UE6hgbKkNd+++1nO++8c4bd+/btaw899JAbOOK+++5z2zWDhdpkNBjHtGnTMuzDCgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEECimAn6HRhICCCCAQBERaNq0qed/HHl+5/Cwxt26dXPr7r333nCdFs4880y3Xvn9GRditiV7c9ppp4X7PPnkkwmz+YETXrNmzTy/w3qYV8fQe/8hv7d48eKE+11++eUuf5MmTdx2fxRCzx/hMKYMldO+fXvPf1ifsIw33njDa9GiRYZ9tF+1atU8P3jD8wMOYvZ99tlnw/z+6Ihumz/DRLhO+0b/3Xrrrd6pp57q1lWsWNHzgy1iyot/06tXL5fXfzjv+Z0d4jcnfP/www+Hx/QDFxLmyWxlovOK7iMHfwYOzw8mCY8VnKcf7OH5nYK9bdu2RXdxy2vWrAnz+x0JMmz3g0UyXANde79jhff11197b775Zri/3zkj3P/111936/WzE6TvvvvOrfODHoJVvCKAAAKeP/NPeB8J7luF4dUPDuTqIIAAAggggAACCBRRAf1tH3yn9Gf8C8/CHwjBrdffs9G05557uvX6u7hNmzZu+eKLL45mybAc/I2rv5E//PDD8HjRv42jO82ePdtr2LBhmC+on179wRm8+P1UxyCP2i5SJbV/BHmHDRsWk9UPlPDOPvtsz59tIswT5PVnF/PefvvtmPzRN36AhdelSxfPD1bIsK/aH/yZFj1/QIToLt7VV1/t8vozhYbrx4wZ49apHYqEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACJUeAGRf8pzIkBBBAoKgIaFYAjWjnPwh2o/Cp3i+99JJ98cUXppkXDj300PBUsjvjgnbU7Aea9UCj+PkBBOYHCoTlaeGZZ55xx9Zo/5pdQDMVaLaFH374wTTSvt/p3c2A8PTTT9vJJ58cs6//gNruuOMOV/6gQYOsd+/eplEE/WAMU3kavV8zAyj5nQLs3Xffjdl/6tSpdtJJJ7lRDjUCoEa81oiBfscA+/TTT90IidrBDyQIZ0/Q+2Ckfy37D+7twAMPND9wwF5++WU3oqJmTNC5aOR/pR49etguu+xiJ554ons/YcIEO+ecc9xy/H8anVAjNmp0xHPPPdeNxB2fJ9H73JhxIdF5BcfSaJHy/+ijj9yqVq1aOWfNIiFnjSSpdMIJJziH6CwRqWZc0EiKGoFy2bJlbvYGXX+5aeYLHUszatx000120UUXufKjo0rq2mqkcv28yEpJ9bz77rvNDxAxjbBOQgABBHJTQPcmzcijpM83jQJLQgABBBBAAAEEECi5Apo9oXTp0u7v1kBh1KhRbhaD/v37mx9AG6wOZ1xQO4b+ZvWDFlxbgb5XagaDROn66693szO0bt3azTCgmSmVon8bB/vpuPo7WH+n63uq/m5Xe8ySJUvsgw8+cN9fVde77rrLzUwQ7OcPBmF+AEPMbIbBtujrtdde62Z8UBmayaF69epus9pFTjnlFPd3vdoC1PajmRE1q+L777/v2lj8wAuTlf6+jya1CagNZ+XKlW62B82WsM8++9ivv/5qfhCGq7PyN27c2LU7aIZMpffee8/9a9u2rclGSecwZcoUO+igg8IZRd0G/kMAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHiLVByYjQ4UwQQQKBkCeRkxgUJNW/e3I16V6NGjRiw1atXe5UqVXLbjj76aG/VqlUx2/0H1W7GBf9T0/MfXHtbt26N2e4/NHf7arR//fM7rMeM+K9ZIfyH3i6PytDIg9HkBxyEx46Ojqg8ml3A7ywf7jt//vxw11QzEwRldujQIcwflKfzVz10rsmSH/wQHlOjKWY15fWMC35nCVcvjZ7oB5FkqNbEiRPDGTMefPDBmO2pZlzwO1W4cjWyoh/EErOfH3zide3a1StTpkxoEj86ZMwOvEEAAQTyWMDvVBbej7RMQgABBBBAAAEEEEAgqwLBjAuayVAzCAR/6yabnVLtEmoLUTuCP+iEN2/evPC7aPzfxppl0g8acNvV5qC/w6NJx/M7+LvtOu6KFSvCzWpL0TH0T7MfJEv77ruvy+MPOBCTpWXLlm69H8jg+YNgxGxTO07fvn3ddj/gwfvmm29itvfr189t8wdwSDhTptofgro98MADMfvyBgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCQADMu+E9TSAgggEBxFMjJjAtyOO+889zI+BphTyPily9f3vFceeWVNnLkSDey4KJFi9yoevFuCxYscCPr+UEIbnTBYOR95QtGHtRy586d7fnnn9diTJo1a5a1aNHCrdPsEpo9QUkzMmikPo1EqNkSLrzwQrc++p8fzGAaUVCzMfiBCNawYUO3OdXMBBoF0O9M4PJrBoZouvXWW90Ig3JYvHixmykgul3L3bp1c7NQaFREzfyQ1ZSXMy5ohPG6deu6WTMuvfRSu++++xJWq3v37vbUU0+566jzC2ZdSDbjgq6BRmjU9nbt2rkZNuIL1owLGily48aNblOiUSXj9+E9AgggkFcCzLiQV7KUiwACCCCAAAIIFH8B/W2rmQX8wAXTDJLB3/+a/XH69OkZAKZNm2bHH3+8a0PR91DNlqkZH5Xi/zbWDJTjxo0zf1AANxtCtWrVMpSnmS31t73ffm9+wICNHj3a5dGMD5rlYNu2bXbjjTdmmBVBmTT7gT8ohcuvv/tVd6VXXnnFzdap5cmTJyec6cAPXjDNFKHj+4MT2KRJk5TdJc3AOHPmTPMHynBtIcH66OuIESNcW5LyyoOEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCEQFCFyIarCMAAIIFCOBnAYu3HHHHe6hvCg+/fRTa9q0qVPxRxs0f1aFlA+oldEfvc89lD/qqKPMn4XA7av/ooELH3zwgbVq1SrcFiyoU4A6ByjddNNN7iG8lvVAfo899jB/FELr0qWLe3CugIKspJwGLvgjGlrNmjVdsMSQIUPslltuiTncn3/+6eqkzvpBR4aYDCneRAMXxowZY0cccUSK3P+/qU6dOrbzzju7FcnOS4EdF198scuzcOFC23///f+/gMjSO++8Y/7Ii26NOl2o84VSssAFXUt/xEeXRx0sFOCSKPXp08fGjh3rNsV3zkiUn3UIIIBAXgkQuJBXspSLAAIIIIAAAggUf4H4wIXgb2i1RSxZssT8GQ1iEILAhnPPPdcNBuHPVpA0cKFy5cq2bt06O/nkk+3VV1+NKSf6Ru0qM2bMMLUFaMCBICkgQIESBxxwgPmzLgSrw9fLLrvMDWJQsWJFF3xRtmxZt00BB/6slK7dRQEQyVLQfuPPumAaJGKHHXZwWU877TR76aWX3LlrEIigfSJZOaxHAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBOIFCFyIF+E9AgggUEwEchq4cM8999hVV13lFPSAXKPkqXN+MPPC0KFD3cwGyZguv/xyNxJgjRo13MiBQb7gwbfeqzOpAiESpe23394FC6gOd999d5jlnHPOsSeffNK9P/bYY+2SSy4xvQb1CjPGLSTr4K9sqWZc0PaOHTu6EQl1Lj/++KPpoX2QgnI1QuKyZcts7733DjZl+hoNXMg0cySDggfUcUEpOL6W586dG3aIGDhwoN11111WpkwZ27RpkxvBUXniUzRAITq7RXS9Ztjo37+/21WjLOpnSilaD7ci8l/054fAhQgMiwggkO8CBC7kOzkHRAABBBBAAAEEio1AfOCCZj5QsMJPP/1k8YMbrF+/3gUDaKbCYKCGZIELyrvLLrs4p+uuu85uu+22pGaabVKDHWiGRAUQBAM4TJw40Xr06OH2i7YHaIVmqtQMDhp4QjM7PProo2H5hx9+uM2ZM8cNYvD222+H6+MXXnzxRevUqZNbrZkXgiANDWKgMpX2228/GzBggAu+CAagcBv4DwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIIUDgQgocNiGAAAJFWSCngQtXX311GDCgzvq1atWy6AP3nXbaKRxtL5HPX3/9ZfqnDv1bt24NO85HAxf0wD9Z0gP5v//+2wVPRAMX1Alfo/tplMMgKcihWbNmdsIJJ7htDRo0CDaFr8k6+CtDZoELr7/+unsIr7x6qB/MUKD3eoivh/knnXSSvfbaa1qV5ZSXgQudO3e2KVOmuA4NmY1+KFOlG2+80c1woeVkgQvRgASN6KiRHROlp59+2s4++2y3icCFREKsQwCB/BIgcCG/pDkOAggggAACCCBQ/ATiAxd0hjfffLP72zl+cAMFFyjIQDMjfP/99+7v8Wg7SvRv46+//tqaNGniwEaPHm39+vVLiqcAiSCwIToAhAaXqFq1qhtkQm0tt956a1hGMDOEVnz00UduVsxg42677eZmslRbigY7SJYU/KAgDKX33nvPjj76aLes/6655hrTTJ3R1LBhQ2vXrp1rP1HeIMAimodlBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQEACBC7wc4AAAggUU4GcBi6ceOKJ9uabb7rZBf78809ToIJGDAweVOsBd3TmgVR8GplPI/0ppRu4oDIU0KCR/x9//HH3AP6ff/7R6jC1b9/ejUZYvXr1cF06gQt6WK/AjeXLl9uZZ55pzzzzjCt3w4YNtscee7jAjBdeeMEFTYQHzMJCNHBB1sccc0wW9jIXMBJ0AEh2Xm3atLH333/flacgkKykXr162cMPP+yyJgtcuPbaa+322293eX7++WeLGkeP8fLLL9upp57qVkU7Z0TzsIwAAgjkhwCBC/mhzDEQQAABBBBAAIHiKZAocEGzLdSuXdu2bdtmU6dOteOPP96dfPPmzW327NkugEBtH0rJAheigQUTJkwwzS6ZLGkwBw0uoTRv3jxr1KhRmDWYlVIzHyxatChcf/7555tmVaxbt64Logg2qM477LCDq7vadNS2k5Wk9pdu3brFZFWbw0MPPeTajjZu3BizrX79+qaZGVq0aBGznjcIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgAQIXODnAAEEECimAjkJXFi7dq0btU8BAuoA/+677zqdJUuWuIfeevPAAw9Y3759s62WG4EL0YOuX7/epk+fbtOmTTON8q9gAiV1Lpg/f75VrlzZvU/WwV8bM5txQXluuukmN6qiRiNcuXKlVapUydS5oGfPni54QUENevifnRQNXFCnhbZt22Znd5c32XkFnRd23313W7VqVbbLTRa4MGLECBswYIArL77DRPQgY8eOtT59+rhVBC5EZVhGAIH8FiBwIb/FOR4CCCCAAAIIIFB8BBIFLujsFKygdoiuXbu6gRUWLlzoZiRUMMDSpUttn332cQjJAhc0g6FmKFAaOXKk9e/f3y0n+m/w4ME2fPhwt2nNmjW26667htk0K6RmOVD68ssv3SwOmvVyzz33tHXr1tktt9ximrEhmlQ3tWGcccYZpjaFdJNm29Tf/WrXULuMzl9JM3BqAIwjjzzSvec/BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCAQIHAhkOAVAQQQKGYCOQlcuPnmm11HfVFohLzzzjvPqSiQQR33NULfoEGDwgfn2SHL7cCF6LEVxDBs2DC788473Wo9nNdDeqVkHfy1LSuBC5pdQLMu6Nw10uC5555rmtnhrbfesquuuso0AmJ2U14GLujcb7vtNlclzZhRtmzZbFUvWeCCOiGcffbZriyNrti6deuE5Q4dOtTNrqGNBC4kJGIlAgjkkwCBC/kEzWEQQAABBBBAAIFiKJAscEGzQKq9RX9rK5hAfwPrnwIaNAtDkJIFLujv9J133tlly6x9RW0yaoeoWLGiqd0jmjRDpAIR9J1XAQ5qEwlmQNRMjT/++KPVrFkzuosdddRRNmPGDDviiCPcDBExG9N8oxkxn332WdeOpIAGHevDDz9Ms1R2RwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgeImQOBCcbuinA8CCCDwP4HsBi7MmTPHjYanIAU9/NYogOXLlw891Xn/p59+ipmJIdyYhYW8DFzQ4fXQft999zUFGpx88sn26quvulqlG7igQlTe66+/7kYz1GwL1apVMz2U18wODRo0cMfJzn95Gbgwfvx469Wrl6uORjhs1apVdqpmyQIXFKygWTiU7rvvPrv00ksTlhuMPqmNBC4kJGIlAgjkkwCBC/kEzWEQQAABBBBAAIFiKJAscEGzGmibZqx85ZVX3OAOCxYssGeeecbOPPPMUCJZ4IIyBGVn1rm/UaNGrt1Bgy58/fXXYdnBgmZF1OyIBxxwgGvD0WADGnTgmGOOcTNUBvmCVw3E8MQTT7hAiBUrVsS0+QR50n0N6qD2pI0bN6ZbHPsjgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAMRMgcKGYXVBOBwEEEAgEshO4MHnyZNfZfdOmTVa6dGl79913M4yof/vtt9u1117riv/ss8/s0EMPDQ4VvuoBfseOHa1KlSquvGOPPTbclk7ggoIFHnzwQRcsoBH7ypUrF5YbXWjevLkbNVAP4zUqoVKqwIWDDjrI5s6d6zr3q5N/sqTOCDqv7bff3q677jrTzBTpjFCYl4EL6hhQu3ZtW716dUwAR/y5vfDCC3bHHXfYCSecYOrsUKFCBZclWeCCRoVUwMa6detcgItGaYxPS5cutTp16rjZKbSNwIV4Id4jgEB+ChC4kJ/aHAsBBBBAAAEEECheAkFwgdpCrrnmmpiT69evn91///126qmn2ksvvWS77LKLm/lAM1UGKVXgQnSmxIULF9r+++8f7Ba+zp4929TGoXTPPffYFVdcEW4LFhTM0KRJE/dW5TRt2tQFCyg4oUePHkG28HXmzJnu73mt0OyRmkUyUbr66qtN9df5XXjhhS6L2oE0s8OiRYvcDJTJBnFQnuHDh7uZKzXrAwkBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiAoQuBDVYBkBBBAoRgLRwAU9WN5uu+3Cs9OsChpdT7MqaIT+L774wm3bYYcd3Gj6wYPpcAd/QR3X1Sl95cqVVqNGDXvxxRftkEMOCbP8+uuvpofbEydOdOumTp1qGn0/SOkELiiQom3btq6oc845x+69916rXLlyULR7feqpp9yD+W3bttm4cePsvPPOc+tTBS4cd9xx9s4771jZsmVt2bJltttuu8WUGbzRbA41a9Z0ZjKS35gxY6xPnz5Blmy95mXggiqiTg1BB4T+/fvbXXfd5YIutE0zRShIQx0QFKiijhDqvBCkZIEL2n7llVfayJEjXdabbrrJbrzxxmA3U4eE9u3bu1EnV61a5dZ/9NFH1rJlyzAPCwgggEB+ChC4kJ/aHAsBBBBAAAEEECheAqkCF7788suY9pCLL77YDbYQFUgVuKABATRjpF41W4LaTzTzZZDUVqOZH/V3ttpfvvvuO9tpp52CzTGvmo1h3rx5brCFl19+2c2ioHabnXfeOSZf8KZDhw5uhkq1g6hdo3v37sEm++OPP1x7yuWXX+7WKQhh2LBhbnnDhg1uMAO1IzRs2NDNSql2kmhSIIXaWX777TdT240GoSAhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAlEBAheiGiwjgAACxUggGriQldOqW7euCzpo1qxZ0uzTpk1zD7XVMV2zD+hhtUYG1EPyBQsWhPspgOHOO+8M32shncAF7a8ggbFjx2rRJc0qoBkTNMuDjh2M5HfaaaeZZpDQzBFKqQIXbrjhBrv11ltdPgUk1K9f3+rVq2dTpkxx66L/RfNqxgd1iK1YsWI0S5aX8zpwQSaadWLSpEmuTnvssYfrVFGqVCnTTAmalUFJHSDUQULnHaRUgQs///yztWnTxpYsWeKy77nnnu4aLF++3F0DdXxQ0MiZZ57ptr///vsZZu4IjsMrAgggkNcCBC7ktTDlI4AAAggggAACxVcgVeCCzloDOSiAQenTTz91sx24N//7L1XggrIoyKBnz562fv16N6ukZrVUMIPaNzQzpP6u19/yzzzzjB1zzDHRomOWNVDBwIEDw3XRGSjDlZEFzZTYqVOnsO4aoEJtK/ruPGfOHDfYgbLrb3/NPlm+fPlwbwUiaJAIDe6gtPvuu9thhx1mO+64oxsMIvBQmZoxItngEGGBLCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggECJEyBwocRdck4YAQRKikCqwAV1YNcD8OrVq7vggx49ergH4VqfWVLQwmWXXWYKYlAn92hq0aKFaWS+Ll26RFe75XQDF1TIww8/7EYEDB6GRw+igAPNLnD++efHjESYKnBBHQQ084A62AepY8eO9tJLLwVvw9effvrJdSLwPM/N7PDEE0+E27K7kNeBC0F91MHhlltuse+//z7sWKBtmq2iW7duLphEwQfRlCpwQfnWrFnjOldMnz7dtmzZ4nZVAIcCXhSsomUFlSi98cYbbhYG94b/EEAAgXwWIHAhn8E5HAIIIIAAAgggUIwEMgtcuP/++61fv36uTUVBCvEps8AF5Vc7g2ZriA4woPW77rqrnXDCCW62ycw6/2s2TQ1KoNknldS+0bp1a7ec7D/NInnzzTe7GRE0QEE06e/53r1724ABA0wDPMQnzVqpWR7ffvvtmHYG5VNbw0UXXeTahapWrRq/K+8RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAASNwgR8CBBBAAIEcC6hT6OLFi11ndQVBVKlSJcdlZWdHdZ7XsVevXu0e6O+zzz7uAXl2yojm1YwBa9eutVq1almFChWim8JlzSrRuHFj937WrFmuo364sZAvaKTGRYsW2YYNG2zvvfc2eSXqgJCd0/jnn3/s22+/te22284OOOCAcIaL7JRBXgQQQCAvBQhcyEtdykYAAQQQQAABBBDILQENkLBs2TJTEIFmw4wfYCC3jpOoHLUTBH/bq71A/7IyqMWmTZvsl19+sV9//dXKlCnjBsZQsEIw+2WiY7EOAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEECBwgZ8BBBBAAAEEsiAQzGDRtGlT+/TTT7OwB1kQQAABBApSgMCFgtTn2AgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIxAoQuBDrwTsEEEAAAQQyCLz22mvWoUMH0yiIL7/8slvOkIkVCCCAAAKFSoDAhUJ1OagMAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQAkXIHChhP8AcPoIIIAAAhkFFKCwfv1627x5s02ePNkGDx5sf/zxh5100kmmIAYSAggggEDhFyBwofBfI2qIAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggUHIECFwoOdeaM0UAAQQQyKLAunXrrHLlyjG5jzvuODfbQtmyZWPW8wYBBBBAoHAKELhQOK8LtUIAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAomQIELpTM685ZI4AAAgikENi0aZM1a9bMfv/9dzvooIOsbdu2dumll1qZMmVS7MUmBBBAAIHCJEDgQmG6GtQFAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoKQLELhQ0n8COH8EEEAAAQQQQAABBIqhAIELxfCickoIIIAAAggggAACCCCAAALgf2kAAEAASURBVAIIIIAAAggggAACCCCAAAIIIIAAAggggAACRVaAwIUie+moOAIIIIAAAggggAACCCQTIHAhmQzrEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIfwECF/LfnCMigAACCCCAAAIIIIBAHgsQuJDHwBSPAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEA2BAhcyAYWWRFAAAEEEEAAAQQQQKBoCBC4UDSuE7VEAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQKBkCBC6UjOvMWSKAAAIIIIAAAgggUKIECFwoUZebk0UAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAo5AIELhTyC0T1EEAAAQQQQAABBBBAIPsCBC5k34w9EEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIKwECF/JKlnIRQAABBBBAAAEEEECgwAQIXCgweg6MAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAGAQIXMpCwAgEEEEAAAQQQQAABBIq6AIELRf0KUn8EEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB4iRA4EJxupqcCwIIIIAAAggggAACCDgBAhf4QUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoPAIELhQeK4FNUEAAQQQQAABBBBAAIFcEiBwIZcgKQYBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgVwQIHAhFxApAgEEEEAAAQQQQAABBAqXAIELhet6UBsEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBki1A4ELJvv6cPQIIIIAAAggggAACxVKAwIVieVk5KQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEiKkDgQhG9cCWx2uvXr7e33nrLvvrqK/v9999t7dq17t/ff/9dEjk4ZwQQQAABBBAoJgJlypSxypUr26677mpVqlSxI4880tq1a1dMzq7gToPAhdy313fxmTNn2urVq8Pv4lu2bMn9A1EiAggggAACCCCAAAIIIIAAAggggAACBSSwww47uPZatdmqvfbggw927bUVK1YsoBpxWAQQQAABBBBAAAEEEEAAAQSKjwCBC8XnWhbbMxk9erQ9//zzNmPGjGJ7jpwYAggggAACCCAQFShXrpy1bdvWevToYZ07d45uYjmLAgQuZBEqk2z6Hj5hwgSbPn26bd68OZPcbEYAAQQQQAABBBBAAAEEEEAAAQQQQKB4CrRq1cq6du1qffv2LZ4nyFkhgAACCCCAAAIIIIAAAgggkA8CBC7kAzKHyJnA5MmTbcCAAfbTTz/FFHDEEUdYtWrV3AgXe+yxh22//fYx23mDAAIIIIAAAggUJQGNWL9q1Spbs2aNLVmyxObPnx9T/ZYtW9rIkSPtsMMOi1nPm9QCBC6k9sls66xZs+yqq64yvUbTgQceaPvuu2/4XVwzhpAQQAABBBBAAAEEEEAAAQQQQAABBBAoLgL//PNP2F67YsUK++STT2JOrXbt2nbXXXdZp06dYtbzBgEEEEAAAQQQQAABBBBAAAEEMhcgcCFzI3Lks8Dvv//uGno++OCD8MhHHXWUnXPOOXbaaafZbrvtFq5nAQEEEEAAAQQQKG4C33//vT333HM2ceJEW7RoUXh6l1xyid1///3hexZSCxC4kNon1dYLLrjAHn300TBL/fr13XdxjShXp06dcD0LCCCAAAIIIIAAAggggAACCCCAAAIIFHcBDTrz8ssv2/jx423mzJnh6R577LGmgfgqVaoUrmMBAQQQQAABBBBAAAEEEEAAAQRSCxC4kNqHrfks8MMPP9hxxx1nelXSyMJ33323tW7dOp9rwuEQQAABBBBAAIGCFdi2bZtNmDDBhgwZYsuXL3eV0cOwF154wSpUqFCwlSsCRydwIfsXadOmTda+fXubMWOG27lmzZp28803u6CF0qVLZ79A9kAAAQQQQAABBBBAAAEEEEAAAQQQQKAYCUybNs2uueYa++KLL9xZ7b///jZ16lRTOxoJAQQQQAABBBBAAAEEEEAAAQQyFyBwIXMjcuSTwJw5c1xHqTVr1rgjjhkzxvr06ZNPR+cwCCCAAAIIIIBA4RTYsmWLDR482EaNGuUqeOCBB5oekFWtWrVwVriQ1IrAhexdiF9++cXatm1rCxcudDsOGjTIhg8fnr1CyI0AAggggAACCCCAAAIIIIAAAggggEAJEHj44Yft4osvdme6++6725tvvmmHHnpoCThzThEBBBBAAAEEEEAAAQQQQACB9AQIXEjPj71zSWDp0qV2yCGH2Nq1a6169er22muv2UEHHZRLpVMMAggggAACCCBQ9AU000L37t1t8+bN1qRJEzctedmyZYv+ieXRGRC4kHVY/Uw1a9bM5s6dazvvvLOb6aNTp05ZL4CcCCCAAAIIIIAAAggggAACCCCAAAIIlDCBzz//3E499VQ3W27lypXt66+/tn322aeEKXC6CCCAAAIIIIAAAggggAACCGRPgMCF7HmROw8E/vjjDzv88MPt22+/tXr16rlOeLvttlseHIkiEUAAAQQQQACBoi3w1VdfWcuWLU3fn9SxfMqUKUX7hPKw9gQuZB23Q4cO9uqrr1q5cuVs1qxZ1rhx46zvTE4EEEAAAQQQQAABBBBAAAEEEEAAAQRKqMBvv/1mLVq0sMWLF1vDhg1t9uzZVr58+RKqwWkjgAACCCCAAAIIIIAAAgggkLkAgQuZG5EjDwW2bdtmJ5xwgk2bNs0qVqzoRqKoVatWHh6RohFAAAEEEEAAgaItMHXqVGvfvr15nmdDhgyxW265pWifUB7VnsCFrMEOHjzYhg8fbqVLl7a33nrLjjvuuKztSC4EEEAAAQQQQAABBBBAAAEEEEAAAQQQsO+++86aNm1qGzZssHbt2tmbb75ppUqVQgYBBBBAAAEEEEAAAQQQQAABBBIIELiQAIVV+ScwduxY69Onj2233XY2ffp0a926df4dnCMhgAACCCCAAAJFVODOO++0QYMGuQdg8+bNc6N5FdFTybNqE7iQOe2XX35phxxyiMt4zz332BVXXJH5TuRAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRiB9957zw0I8u+//9r48eOtZ8+eMdt5gwACCCCAAAIIIIAAAggggAAC/xUgcIGfhAIT+Oeff6xOnTq2bNkyu/zyy23UqFEFVhcOjAACCCCAAAIIFDWB5s2bu6nHO3fubM8//3xRq36e15fAhcyJO3bsaK+88oodfvjh9sknn2S+AzkQQAABBBBAAAEEEEAAAQQQQAABBBBAIKHAJZdcYg8++KDVq1fPFi5c6GY4TZiRlQgggAACCCCAAAIIIIAAAgiUYAECF0rwxS/oUx83bpz17t3bypQpY8uXL7cqVaoUdJU4PgIIIIAAAgggUGQEpk2bZscffzyzLiS5YgQuJIH53+robAsffPCBtWrVKvUObEUAAQQQQAABBBBAAAEEEEAAAQQQQACBpAJqj9SgfZs3b7YnnnjCevTokTQvGxBAAAEEEEAAAQQQQAABBBAoqQIELpTUK18IzrtZs2ZuZNdBgwbZ8OHDC0GNqAICCCCAAAIIIFC0BNq0aWPvv/++9e/f30aOHFm0Kp/HtSVwITVwMAJc27Zt7Z133kmdma0IIIAAAggggAACCCCAAAIIIIAAAgggkKnAVVddZffcc48dddRR9uGHH2aanwwIIIAAAggggAACCCCAAAIIlDQBAhdK2hUvJOe7fv16q1y5snmeZ99//73VrVu3kNSMaiCAAAIIIIAAAkVHYMKECdazZ0/bb7/9bNGiRUWn4vlQUwIXUiNXq1bNfvnlF3vmmWfszDPPTJ2ZrQgggAACCCCAAAIIIIAAAggggAACCCCQqcC3335rDRs2tO22287WrFljlSpVynQfMiCAAAIIIIAAAggggAACCCBQkgQIXChJV7sQneuTTz5p55xzju2xxx7266+/FqKaURUEEEAAAQQKh4BGYxo6dKirzCOPPGK1atXKVsXGjRtnzz33nHtA8sYbb2RrXzLnj0BuXKOVK1faXnvt5Sq8ePFiNxV5/tS+8B+FwIXk12jBggXWoEEDl2Ht2rW2yy67JM9cDLbkxu9aMWDgFBBAAAEEEEAAAQQQQAABBBBAAIF8E/j3339Ng67Mnj3b1P6055572ujRo23dunXWtWtXV4++fftax44d861O+XUgtdeq3XbSpEnhuebXsTkOAggggAACCCCAAAIIIIAAAoVdgMCFwn6Fimn9rrzyShs5cqT16tXLHnvssRyfpWZseOWVV+yrr74ydcBauHChLV261HW+UgNY7dq1rXPnznbSSSfZTjvtlOPjsCMCCCCAQOER0OfHjBkzklaodOnSppHE9RmgkY3atm2bNG9h3qCgg+ABzty5c+3AAw/MVnWvueYau+OOO2yHHXawv/76K1v7FlTmt99+2xSkkSiVKlXKdt11V9dJX9f3lFNOCTvsJ8pfFNbl1jWqX7++m23h2WeftS5duhSFU8+XOhK4kJz5qaeesu7du7v7iu4vWU1ffPFFGFDVr18/O/roo7O067Bhw+zzzz+3smXLmgKY8zvl1u9afteb4yGAAAIIIIAAAggggAACCCCAAAKZCWhGTbXTJEp6Nqp28nr16lndunXdqwaVy4908skn2+uvvx4eSu32CmZYtWqVVa1a1a1XIEOyuoc7FsEFtbup/W3gwIGujb4IngJVRgABBBBAAAEEEEAAAQQQQCDPBAhcyDNaCk4lcOaZZ5o619111102YMCAVFmTblOgQp8+fezjjz9OmifYoI6Ojz/+uHXo0CFYxWsOBKZPn24zZ8507goMISGAAAIFIXDWWWe5kYqyeuymTZvanXfemeUOtlktN6/z6X47YsQIdxgFa9SoUSNbhyyKHXUVtHDRRRdl6Ty33357O+200+yhhx6yKlWqZGmfwpYpt67R6aefbi+88IILCu3fv39hO80Cqw+BC8np9R1cD04VHKWR37Ka9LBZD52Vxo8fbz179szSrsGD6goVKtiGDRuytE9uZsqt37VEddJMJ88884wdf/zxdsQRRyTKwjoEEEAAAQQQQAABBBBAAAEEEEAgzwQWLVpkGtgkK0mDw3Tr1s2GDx9u1atXz8ouOcqjWRaaN2/u9m3cuLFpZgW14WqwufXr19t5553ntvXu3dvat2+fo2MU5p1uv/12u/baa93AIRMnTizMVaVuCCCAAAIIIIAAAggggAACCOS7AIEL+U7OASXQqlUr++ijj2zs2LF2/vnnZxtFI0jfcMMN4QjSGu1VHYUaNWpke++9t82bN88+/fRTmzNnjn3//feufDXGqeNqTgMlsl3JYriDRrd+7bXXTKPtHnzwwcXwDDklBBAoCgLRwAU9YNFITdG0detW+/nnn91nwJdffuk2qZP7Bx98YC1atIhmLdbLedlRN6/gooELF1xwgRsFLDiWZlnSlOI//fST+yzauHGj23TkkUfaO++8Y2XKlAmyFpnX3LpGesA3btw4u/rqq913nSIDkMcVJXAhOfAVV1xho0aNcoFCCv7JaiJwIaOUAsz098U999xjciUhgAACCCCAAAIIIIAAAggggAAC+SkQDVzQ7MPt2rULD79582ZbsmSJe1aqfL///rvbVq5cOTeohTrXa8be3E6PPfZY+PxXzxVPOumk3D5EoS7v4YcftosvvtiOOeYY06BwJAQQQAABBBBAAAEEEEAAAQQQ+H8BAhf+34KlfBTQdKRqKNPowBotOTvp3XffNTW8KVWqVMkefPBBNzpIsjJeffVVNxqsOjtut9129sknn9ihhx6aLDvrUwho+tjffvuNwIUURmxCAIG8F4gGLvzzzz/u3p7sqC+++KJ16dLFlK9mzZo2f/5823nnnZNlL1brc6tTfH6iRAMXFIwQfN7H1+GPP/5wo76///77bpNGjNfI8UUt5dY1UsDC3XffbWeffbY9+eSTRY0hz+pL4EJyWv2+PPfcc27kt6FDhybPGLeFwIU4EP/tGWecYZMnTyZwISMNaxBAAAEEEEAAAQQQQAABBBBAIB8EooEL119/vd16660Jj6o28vvvv99uuukmN+uBMilwITttQwkLTrBSAw4NHjzYbVm9enWRnTE3walladWzzz5rZ555ppsJY8GCBVnah0wIIIAAAggggAACCCCAAAIIlBQBAhdKypUuZOe511572cqVK01BBSeffHKWa/fXX3/ZQQcdZAsXLrSyZcva3LlzY0ZjTlaQOjZqVAsljUo8ZsyYZFndeo3irM6tS5cutdq1a1uDBg2sfPnySffRuajBr0KFCi6YQhk1MrQaC7/++mvbc889XeNU1apVk5YR3fDrr7/aN99840Y+0bH322+/lCOeBMevWLGi6Z+SAkM+++wz1+lzt912ixbvljUTxbJly9x12HXXXd151qlTxzQqeTTpPFasWOFGLw9GKn/zzTfd7BbKl2wq2ewaRo8ZHE8dDmWqWTQ0zW38qOrRfVhGAIGSI5CdwAWp6GFN8PDlvffeM83So7Rt2zb75Zdf3PLuu+9uO+20k7t3K8BN96FTTz01YVDEunXr7Ntvv3Uj/ysY4oADDrDKlSu7cqL//fnnn+EIVroPZzYjwPLly93u+nzTtNkaDWvNmjVunT4/ko189cMPP5hmltBn6yGHHBIeJ6ud4nWf//HHH93nju6zmr1I56WZijJLqqP2Vd11vqqDPjflmZOU1cAFla1z1vkqXXXVVa7jvnuT5L/sfrZGi9Hn7OLFi93PxY477mj77ruv1atXL8tBMOleo2hdEi3rYePNN9/svlPpuxXpvwIELiT/SdD3bwUh3Hjjje5hdfKcsVtyO3BB35/1+6UU3Ie1vGXLFvv888/dPVTf/WvUqKHVmaZ0f9ey+v1YFdE95e+//7bmzZu7e6Bmg+vTp4+ro4J9da+IT/pbRn8f6IG1zlf326zeL/l+HK/JewQQQAABBBBAAAEEEEAAAQQQkEBWAxcCrVWrVrlZGb766ivX/j1r1ixr2rRpsDnDa3baj9V2vmnTJnvggQdMwQtK3333nXumq2U9U4y2y++yyy4xz1+D550F9bxVdVRKt91bbbQdOnRw7eXBM4j/lsz/CCCAAAIIIIAAAggggAACCCCgDnokBPJdwO/I7/m/fp7fcJOtY/uNXG4/7et3yMzWvv7IzZ7fgS3lPn4nIq9Zs2ae31kzPI6OpfdHHnmk53daTLi/36HK5e/fv7/nd0jy9Op3Oo0pw5/twa33O3YmLEMr5bHPPvvE7Kfj+51VvXPPPdfzgwES7ut3mnX7+B03vZ9++skL6pPIeMqUKZ7f0TPDMZTX74jpPf300zHH8KeNTZhX+XVO8SmnhirnjTfe8PzgiITHq1atmnfbbbd5//77b/wheY8AAiVMwB+pKLxP+J1eMz37Dz74IMw/atSoML/f6TRcr/uv3yHX071G9zf9i7/nzp4922vYsGG4PcinVz+4yvv444/DsrXgB66Fef1RrmK2xb/xA/HCvMOGDXOb/VGZwnXaHp9mzpwZU1/VQ58Xxx13nLd+/Xpv0KBBbn+tS5R0P7399ts9PzAvPE5wTv6DIW/EiBGe/xAp0a6ePhv0meMHy2XYV58N7du39/wHXwn3TbXSn0I7LE+f26mSzjGo7/nnn580a04/W1WgzuGUU07x/ICO8FjBMWWk65rqcz3da5T0pOI2+J3PXf38zuhxW0r2W/+hYHjdtEz6f4GTTjrJ2ehnJzvptddeC03Hjx+f5V2D4+n3Jpr8IOGwPH/WAk/35VatWnl+p/9wvX7natWq5c2ZMye6a8xyur9r2f1+rIM3btw4po7BvUGvH330UUz9/If2nj8jiucHCGfYxw8U895+++2Y/NE3fD+OarCMAAIIIIAAAggggAACCCCAAALxAv5gb2F7gz+IT/zmhO/9ASPcMz61Y/gDqHlbt27NkC8n7ccXXnhhWJdoW4mW1caqFG2XHz16dMxxg+ebBfW8NbfavV955RXn4A/0E3N+vEEAAQQQQAABBBBAAAEEEEAAAX+EXRAQKAiBnAYuBJ3a/RE4PHUAys2kDvv+KNeuIckfJdV1LhoyZIh7DYIQ1NkqUbDFEUcc4fbzR1n1unfv7hrfVFe9V+dNf6TtsKHOHxE5YbUvv/zyMI86wKpxz59G1evYsWPYyckf3Tlh8ESTJk3cvhdffLEXdAxTxyh/dO+Y+k6YMCEMytA5qa5XXnmle/VH8w6P/9hjj4V1VMfdE044wTv44IPD7To3rTvxxBPDfFpIx/Ctt94KG0n9kWe9rl27en379vWOPfbYmI6xvXr1ijkmbxBAoOQJZDdwwZ8dIbx/RR/c6HMkeHjy+OOPh/dqfRao8300cGHkyJHhPUoPG3SPUln+7A+ePyuMK0cPXtTZP5qCBy3+qNrR1RmWdb8PHt78/PPPbnuqwIWpU6e6e7z2qVSpknfGGWd41113nde5c2fPn0XHa926tbu/a3uiwAV1+j/qqKPC81dHYQUi6IFQy5Ytw/W618c/tFKAnj9rhcujwD7l92cz8nr27OkCOILgP31WZzd4ITuBC59++mlYz3vuuSeDqVak89mqYBFZylCdqPV5rPJ0rtEAlh49eiQ8drrXKGGhSVYSuJAYhsCFxC5aG3xfLOjAheiD6vvvv98LvlPrgbmCdv3ZDMLvwfpeO3369Awnle7vWk6+H6sS+t7dtm3b8D6k7++6Z+qfP3NaWE8FsfkzRsTcS3S/vuCCCzx/VjW3XvfNRNeC78chIwsIIIAAAggggAACCCCAAAIIIJBEICeBCypKbcFq+9Q/fxbimNJz2n6sQAS1jQRtHipbA+1oXfBMMdoeFB+4ELQNFcTz1txs9yZwIebHiTcIIIAAAggggAACCCCAAAIIxAgQuBDDwZv8Eshp4EIQQKAOk7mZVq9e7Tp+qgFNZfvTpMYUr0Y0zbig7ZoRIb4TZxBQoc6slStXzjBqqmZ60Dbtr9Gp1fgVTRpVWtv0T50i47dr5BMFU2h7ly5doru65cMPP9xtU0dVdVAdM2aM50/F6rYFMxSozKADpl7jAz/UCBnMxKBOsBs2bIg5jkaiDer4xRdfxGzTm3QNDzzwQFe+/Lds2RJTvs7hoosuCo8/f/78mO28QQCBkiWQ3cCFl156Kbx/TJo0KcTSSPnBfa1NmzbuPvvee+95f//9d8zsLprJJhj9W/eoNWvWhGVoQaMw6f6rstSxdsWKFeH2u+++OzyGAiiSJc14o/31ECdIqQIXDjvsMJdfQWfz5s0LdnGvy5Yt83RPVV1UZqLABQVdaJuC3OJn2lEhEydODAPdHnzwwZjyo58H6lQbn/SgTIF+Kl8BFdlJWQ1c0OewroWOoc+0tWvXZjhMup+tmr1A5etf/Ojp+lyKjh6mWT3iU7rXKL68VO/V4Vn1ZMaFWCUCF2I9ou8KS+CCvj8Gv2cKdtL3Zc3CEE1vvvmmV65cOZdPQVbxKZ3ftXS/H+vzIKh/sgCqIBisevXqXvx3aN3LFKirMhT8Fg140Hny/Tj+avMeAQQQQAABBBBAAAEEEEAAAQTiBXIauKDBIIJ2jeiAZio/nfZj7a+ZfoOy//jjD60KU6rAhYJ83pqb7d4ELoSXmwUEEEAAAQQQQAABBBBAAAEEMggQuJCBhBX5IZCTwIVox6bzzz8/V6t5xRVXuAY0jbKtDp+JkjqcqoOnGtoeeuihmCxBUIO2abTYRGnYsGFhI90PP/wQZtm2bZt36KGHum0amTsINAgz/G/h0UcfdXnUqSm+4370+IlGa1UR6tiqjlN169b17rrrrvji3fvnn38+rOPMmTNj8kQb7OI7XSljOobqPKzRzeWnTquJ0ubNm90x5BjfqStRftYhgEDxFchu4IKCAYKHJN99910IowCFYL1eFbSQKOkzR9t1n1q+fHmiLN6SJUvCjv79+vUL8yiIQfdt7Z/s/jxr1qywHk899VS4b7LAhdmzZ4f59QAoUfrwww/DPPGBC+rMHXQCvvTSSxPt7tadffbZroz4gL1rr73WrddnebL08ssvewMHDvTGjh2bLEvC9dHABc1Q9OKLL8b802ehZqeoVq2aq4OC+uI/r1Rwup+t+tlo166dmya9U6dOCev622+/hcb6bIqmdK9RtKysLOtnSz9jBC7EahG4EOsRfVdYAheiHf/1M6xAs0TpkksuCX/fojO5pPu7lu7342j9EwUu6F6o89K/yZMnJzo1F7Bbu3Ztl0ez+QSJ78eBBK8IIIAAAggggAACCCCAAAIIIJBKIKeBCxqwJ2i3GDBgQHiIdNuPVVBOAxeizzvz+3lrbrZ7E7gQ/jixgAACCCCAAAIIIIAAAggggEAGAQIXMpCwIj8EchK4oI6JQQNafAfBdOusEatVtjrDpkpBg9lRRx0Vky1Yv9NOO2WYLSHI+Mwzz4T1f//994PV3oIFC8L1yTrtK7M67geBE0OGDAn310JwfHWOTRZ4EbNDkjdz584N6zJu3LiYXJkFLqRjqGCNYDYNzSihDqckBBBAIJlAVgMX9OAl6Hyve7xGtY6maOBCvXr1optiljUKuPbPrFN4MKp2nTp1YvYPAicOOOCAmPXBGwU6qHzNyKOOqkFKFrigDv3Kr38KmEiWFKimPPGBCwq+C/bXQ61kadq0aWG+6dOnh9lGjRoVrs/tQLJo4EJQx2Sv3bt3zzBDUlDJ3PhsDcpK9RrMZHTOOefEZEv3GsUUloU3BC4kRiJwIbGL1hbGwIUmTZokrbBmPQnuBdGH1vnxu5bq+3FmgQsKRFC9NZNEqnTddde5fPouH8y8xvfjVGJsQwABBBBAAAEEEEAAAQQQQACBQCCngQt6FhcMcHPiiScGxbnB24J2mJy0H6ugdAMXCuJ5a262exO4EP44sYAAAggggAACCCCAAAIIIIBABgECFzKQsCI/BHISuBDtQHnnnXemrGajRo28/fffP+k/jX4apE2bNoUdoYYOHRqsTvh62WWXubw1atSI2R4EDuiYyVJ09OtXX301zPb666+Hx//444/D9YkWGjdu7PL26NEjZnNw/L333jtmfWZv1EF20aJFnjpkaRaFoCFNDZL33XdfzO6pAhdyw1AdUIOG0GOPPdaNsL1x48aYOvAGAQQQkEA0cKFZs2Ze8+bNY/5pFhuNxB/cU/R6+OGHxwQFqJxo4EK3bt20KkNat25dWI46lqZKF1xwgcu74447xgRgTZgwISxD99to+ueff7wg8Kt3797RTV6ywIULL7zQlacZIFIFep1yyikuX3zgwtVXX+3WlylTxtPxk6Voh9zoVOH63AhmyVGwxa233pphJqBkZWa2Phq40LBhQxeYp8+44J+urT7rguPvvPPObtryoKNvUH5ufLYGZQWv+nn58ccf3QxGX375pTdnzhxXF/18nX766UE295ruNYopLAtvCFxIjETgQmIXrS2MgQu6hyZLq1atCu+j0XtxXvyuZef7cfQ+mWjGhaZNm7p6K4AtVXrhhRfC84vOzMb341RqbEMAAQQQQAABBBBAAAEEEEAAAQnkNHBB+1aoUMG1Sei5XJDSbT9WOekGLhTE89bcbPcOnrdmNphFYM4rAggggAACCCCAAAIIIIAAAiVJgMCFknS1C9G55iRwYf78+WGHnj59+qQ8G3UajXZYjV+eOHFiuP+8efPCvBrBo3z58kn/BeWqw2S0s2cQONC6deuw3PgFBSUE9YgGLihAIFivkU1SHT/oqBl/nOD4hxxySPxhM7x/7bXXPDVABh1lg2PHv2YncCE3DBWkoHpF66EZJjSC+W233ZZrnWIzgLACAQSKnEA0cCF6z0i0rAcDjzzyiKeRq+NTNHDhyiuvjN/s3n/11VfhfWn06NEJ8wQrr7/++jDvf/7zn2C1p+AudbBX/ZQnmqJBeRpRPJqSBS4EAQkKzkiV9FmpY8YHLqiTvdaXKlUq5WeOPo8CU3WMj6YXX3zRU+BDsF2vCig499xzXcBFdOaI6H6ZLUcDF955552k2VevXu0efgWfy+oUHA3iyI3PVh3866+/9hTUUrNmzTBYInrOwXJ84EK61yjpiSfZQOBCYhgCFxK7aG1hDFy44YYbklZY37t1z9LvXK9evcJ8ufW7ltPvx5kFLgQziuk7barv+GXLlg3vp++99154fnw/DilYQAABBBBAAAEEEEAAAQQQQACBJAI5DVyIDkrWs2fPsPTcaD9ON3Ah/jloWDl/IS+ft+ZWuzeBC9ErxjICCCCAAAIIIIAAAggggAACsQIELsR68C6fBHISuLB27dqwQ8/RRx+dsqYaGXrs2LEx/0aMGBHuHw1ceP/998P16lSkTpBZ+bd8+fKwDkHgQKp6JWtIu+mmm8Ljq3NpVo5dv3798NhayMrx1Wk36KSmTl+VKlVygQIayfWiiy7yNJtE0MlV27MTuJAbhjoPjZitkcnbtGnj6VoEHUKD1/bt23s///yzspIQQKAEC0QDFyZNmuQ999xzMf+ef/559/Dit99+S6kUDVzQvThRigYW6P6UKt11113hfUsBXdEUjJq93377RVd75513ntunbt26Mev1JlnggmaY0H2xTp06GfaJrujfv7/LFx+4oM+q4L6alc8c5dGo5vHpu+++8/r16+dVq1YtLC8ot3Llyu4zOH6fzN5nNXAhKGfMmDHhscePHx+s9nLjs3X48OFhR2kZaHaPrl27ehoV/tJLL/WuuOIK91mqc44PXEj3GoUnksUFAhcSQxG4kNhFa4PvhPFBScn3+O+W6Gwm48aNyyx7uF3BRfpd0ffPaIp2/M9sRrUgmKpTp05hEen+rqX7/Tha//gZF1R26dKl3XnrNav326eeeio8Py3w/TiGgzcIIIAAAggggAACCCCAAAIIIBAnkNPAhU8++SRsW43OcJkb7cfpBi4U1PNW0eZGuzeBC3E/pLxFAAEEEEAAAQQQQAABBBBAICJA4EIEg8X8E8hJ4IJqd8ABB7hGNI1e+scff2Srwhr9OuhQGQ1cWLx4cbj+gQceyFaZQeasBA4kC1xQgEVQL80qkZOUleOrA2ZwHHX6Xb9+fYZD/fjjj2Ge7AQu5IZhfGXWrVvnTZkyxQVVVKxYMayXRk///fff47PzHgEESpBANHAhOvtNdgmyErgQne1n5MiRKQ9xzTXXhPcqdWaNpqlTp4bbvvzyS7dpy5Yt3i677OLW33LLLdHsbjlZ4MLJJ5/s9tFnYap09tlnu3zxgQtBEMXuu++eavdsbdPMFArcUOf+4LNGr3pAlZ2U3cAFfRcIZiM666yzwkOl+9mqz+yg3CZNmniaJjxR0kwMOs/4wIV0r1GiY6VaR+BCYh0CFxK7aG1OAxdmzZoV/o5nJ+ihdu3abr/9998/plLRjv/XXnttzLbom+j9WgG3QUr3dy3d78fR+scHLqiO1atXd+d9xhlnBFVO65Xvx2nxsTMCCCCAAAIIIIAAAggggAACxVIgp4ELAwYMCNt5Pvjgg9AmN9qPCyJwId024RAgspDTdm8CFyKILCKAAAIIIIAAAggggAACCCAQJ0DgQhwIb/NHIKeBC7feemvYiJaok2eq2icLXNAopsFoqIMGDUpVRNJtWQkcSBa48M4774Tn9OabbyY9RqoNWTn+YYcd5o6jjv/JkqZADTqcZidwITcMk9VJ69VJa+DAgWHdhgwZkio72xBAoJgL5GfggjrGB/fFzD4jevXq5fIq2Co+KcBC91+VNXjwYLf5pZdecu9LlSrlLV26NH6XpDMuBLPj6LNLI3onS8cee6wrPz5w4frrr3frVZc///wz2e45Xv/RRx+52SBU/k477ZStQMPsBi6okprdQcdq0aJFWOd0P1ujD+304C9RWr16dfj9IT5wId1rlOh4qdYRuJBYh8CFxC5am9PAhRUrVoT3DwVHZSUpSCsIBNLMC9EU7fh//vnnRzfFLK9cuTI87s033xxuS/d3Ld3vx9H6JwpcaNmypav3EUccEdY5txb4fpxbkpSDAAIIIIAAAggggAACCCCAQNEWyEnggmYr1sA2alfV4Czbtm0LEXKj/bggAhfSbRMOAZIsZKfdm8CFJIisRgABBBBAAAEEEEAAAQQQQMAXIHCBH4MCEchp4II6dpYpU8Y1pO28886eOqRlNUU7r0VnXND+apRT41ybNm2yWlxMvqwEDiQLXIjOchDtiBVzgEzeZHZ8NTgGbt26dUtamkawlYP+ZSdwQQWma5i0Uv/boE6/++yzj6ubRtclIYBAyRXIz8AFKQefWUcddVRK9IYNG7p7VOPGjRPmu+qqq9x2zR6kpPux7rfHHHNMwvzJZlwIOqlr33nz5iXcVwEJlSpVcuXHBy48/vjjbr32j46klbCgHK4cM2ZMeIzPPvssy6VkN3Bh+fLl4XHUgTlI6X62Hn/88a7catWqBUVmeJ00aVJ47PjAhXSvUYaDZbIiOB6fj7FQ0e9+2fnOGFtK8XyX08AFadSvX9/97CtoaNWqVZkC3X333eHvSvz3y2jH/0MPPTRpWe+++25YhkbPC1Lws5+T+2FufD+O1j9R4ELPnj1dvRXQtnHjxqDaufbK9+Nco6QgBBBAAAEEEEAAAQQQQAABBIqsQHYDFzQYzmmnnRa2tdx7770x554b7ccFEbiQbptwDEKSN1lt9yZwIQkgqxFAAAEEEEAAAQQQQAABBBDwBQhc4MegQASCTqCvvvpqto+vBjR1TtK/OnXqeLNnz860jA8//NA76KCDwv2efPLJmH2GDRsWbkvWwVKjxbZr1851NJ02bVrM/pkFDihzssAFbQs6SGp0k2SjXy9ZssQ75JBDvEsvvdRbtGiRdgtTVo5fpUoVd47JRnzVSCEKBglshw4dGpavhRdeeCHcps5j8SkdwyeeeMJTvdRhTaObJ0vNmjVzdTj33HOTZWE9AgiUAIH8DlyIjjCVbPT9WbNmhffIRJ1XdVk0rXRwj1U5FSpUcO91D0yUkgUuzJw5MyznuuuuS7SrpzKDY8UHLmzYsMHbbbfd3PZUHd2nTJniHX744d4NN9zgaR8lveqhVo0aNbzx48cnPLZWvvXWW+HxE80mkWzH7AYuRH8Wxo0bF1NsOp+tCkSQn2aMWLt2bUy5eqNZnPbff//wHONHkU/3GmU4YCYrgs7bqa5nJkUUy80ELiS/rOkELowaNSr82desC+o8nywpuCr4fqnO+/G/T9GO//qd+/LLLxMWdcEFF7hj6n4WDUJJ93ct3e/Hv//+e2ihe2V8in7/VwBHsqRZXk444QRP98Ag8f04kOAVAQQQQAABBBBAAAEEEEAAAQRSCWQncEFtGe3btw/bM9SuGZ1tQcdJp/04qGdBBC7o2DltE87tdm8CF4KfBF4RQAABBBBAAAEEEEAAAQQQyChA4EJGE9bkg0A6gQtqQOvatWvYqLb99tt7gwYN8jQFaDDqqzq/f/HFF54CFKKdGnfccUdPsxps3bo15iyVP6iTOmN+/vnnMdtXrlzpnXPOOeExp06dGrM9K4ED0Y5L8QEbCpYoVaqUK1+zPmiK1mhSo+OBBx7otqvTV3CeQZ6sHF/lBp1YZ8yYEezq/f33397rr7/ulS9f3uvVq5dXtmxZl69Lly5hHi1on2D/gQMHZmjITMdw+vTpYdlyVsNpfNK1LF26tMsX3zk1Pi/vEUCgeAtE7+upOsxmpqD7X3Bfu+mmm5JmV0fbXXbZxeXVbAnLli2LyTt//nxv3333ddv1GaJAt2QpuJd37NjR5de9d9OmTQmzJwtcUOaDDz7Y7a979htvvBGzv4IGFBSxxx57uDzbbbddzHa9GTFihNum8+/fv7/7LAgyyUWfqaqbtjdv3jzY5F4184TWqzOygt40Qlc06TOsRYsWLo9myslOigYuTJgwwVu8eHHMP30evvfee96jjz4aGqgumrVC9Y6mdD5b9V1B5erf8OHDY87xm2++8fRz0KhRI69Vq1Yuz1577RWTR/VI9xpFzyWz5RtvvNHVg8CFWCkCF2I9ou/SCVzQ71rr1q3D35HDDjvM3TOC72/6nv3tt9961157rafv3vo90vfcF198MVoFtxwNXFAQQYMGDbwffvghJt9LL73kgohUju7/8Smd37V0vx/r/hecY8uWLRPe/0855RRnoPt1/Kxvuv9Hg7IHDx4cnh7fj0MKFhBAAAEEEEAAAQQQQAABBBBAIIVANHDhkksuiWlPVfvqnDlzPA1SoxlrgzZftbNo0Bo9/0yU0mk/VnkFFbiQTptwbrZ7E7iQ6KeKdQgggAACCCCAAAIIIIAAAgj8V4DABX4SCkQgCBKI78CfncrcddddnoIW1LgW/Ve5cuUwCCC6Xp0o1bk0WXr77bfDTp4qVzM0qPO+OidGy7n66qszFJGVwIFUgQsqUOejUWR1LHUGVZka8VmdIYPjlylTxps8eXKOjq9ZJ4Jy9KrOsyeeeGI44neTJk1c59mgE6byaKSVRx55xB1v3bp1YV5tU+dcddTVSLdBSsewd+/eMfWrXbu2G9VbdQw6BOu4Guk7vpNscHxeEUCgZAjkd+CCVNVxtlKlSu4+Va5cOU8PMXr06OE1bdo07FCrQAF1NE2V7rzzzph7XaoZZFIFLuh+G4xirg7B9erVcyNl6d4c3OOjD4fi66Tgiqij6q7RvjXaVjATRHCvX7BgQczuGhE9mLFBeVQPddjt3Lmzcwk68eozK/oZEVNIkjfRwAWVnZV/xx57rLd69eqEJeb0s1UdsKPnuPfee7vPH72qTrvuuqs3d+5cNxtFUEd9X4h+R0j3GiU8oSQrCVxIDEPgQmIXrU0ncEH7K0BJ3xODn//gVd/DFSwVvNer7inJZmiJBi7o91UBEbrH6p7Ss2dPT0ERQXnVqlXz4u9Hqks6v2vpfj/W8YOH2jpXBbnpXqBzCdKPP/4YBjIpj2aM69SpkwsKi/4toyCKjRs3Bru5V74fx3DwBgEEEEAAAQQQQAABBBBAAAEEEghEAxeibTLJlvUs8rLLLsswyFu06HTaj1VOtG06fqb1X3/9NWw7Gj16dPSw7tmo6n300UfHrI++yavnrbnZ7k3gQvSKsYwAAggggAACCCCAAAIIIIBArACBC7EevMsngdwIXFBVlyxZ4g0ZMsSrVatW2MgVbYhTRymNaq3OUlnp7K7GMs3moA6J0XK0rMAHdSJNlHIjcEHlaqYHlRXMehDUQY2I6uCkUVESpawcX/tpRJWg06XK1gwGCmC44oorwhG/1TCnEZuDIAp1GgvSU089FXaU1f7qnDp79uxgs3vNqaF2fuihh2I6dgXnr1d1yn3ggQcSjmQbUwHeIIBAsReIdrjPjxkXAtClS5dm6Niv+5M+M7p165Zhtpxgv+jr8uXLw9ljtO/7778f3RyznCpwQRk1s1Djxo1jytM9XjPXqDPwY489Fn6W/fnnnzFlB2+efvppr379+mHH4OC+q87HGp3rP//5T5A15nXRokVulp7oCF3Bvvr86N69u/f111/H7JOVN5kFLuhzq3r16u4zWUEfn3zySabF5vSzVfXXqGPBeelVgSG61vr+oSTn888/PwxqqVmzplsf/Jcb1ygoK9UrgQuJdQhcSOyitekGLgQlawYBzXgSBBdEf18UaKAZXdRxP1mKBi6MGjXKU6CsAoerVq0a/u7p+6Y69ev+mSyl87uW7vfjr776KuZvEd2nNCphNP3111/edddd52kWmqiRlhWsO2zYME95EiW+HydSYR0CCCCAAAIIIIAAAggggAACCAQCmQUu6JmjnrGpDUcD6+g5XlZTTtuPCzJwQeeW0zbh3Gr3JnAhqz9h5EMAAQQQQAABBBBAAAEEECiJAqV00n6HCRIC+SrgzyJg/vSj5s+4YH4n+Vw5tj9CqfkdmsxvcDM/YMF233138ztwmj+SaY7K9ztrmj+FqlWsWNH8TpJWpUqVHJWTk522bdtmficvdz5+xy3zOzmZP6J1TorKsI9+5ZctW+bKbtiwofkjw2bIoxXr1683vxOa+Z1SY7Zv3rzZuWg/v0Oa+Z2zYrZH3+TU0O/EZtrXH0Hb/A7B7vz9TrTRollGAAEECkwguI/+/PPPVrduXfOD8QqsLjqwP2KVffPNN+4zT58XOUlbt241/6GMbdiwISzHD0DItCi/o635ncPdZ7ofROI+L/XZkJV9My08lzPk9LN11apV7nPPD1pw55eoWv4IZLZp0ybzZ2lItDlXrlHCgv+38qabbrKbb77ZfafSdyvSfwX0XULfBZX0c6rvn6T/Cuj79+uvv25+0Ivp5yfdFP89XNb6588Ik7Jof3aT8Dv2yJEjzQ90CPP/8MMPtnbtWmvUqJHttNNO4fpUCzm9Hwb3df0tkZPvx36AtPkBTa5qfkC1+cEWSaup++y3337rvmfr51P/MnNSYXw/TkrKBgQQQAABBBBAAAEEEEAAAQQQyGOBnLYf53G1Mi0+p23C6bZ7q422Q4cOrn1M7ZIkBBBAAAEEEEAAAQQQQAABBBD4fwECF/7fgqV8FMiLwIV8rD6HQgABBBBAAAEECo0AgQuJLwWBC4ldtDa3AxeSHyn1llSBC6n3ZCsCCCCAAAIIIIAAAggggAACCCCAAAKFU4DAhcJ5XagVAggggAACCCCAAAIIIIBA4RAgcKFwXIcSVwsCF0rcJeeEEUAAAQQQQCCPBAhcSAxL4EJiF60lcCG5DVsQQAABBBBAAAEEEEAAAQQQQAABBBBIR4DAhXT02BcBBBBAAAEEEEAAAQQQQKC4CxC4UNyvcCE9PwIXCumFoVoIIIAAAgggUOQECFxIfMkIXEjsorUELiS3YQsCCCCAAAIIIIAAAggggAACCCCAAALpCBC4kI4e+yKAAAIIIIAAAggggAACCBR3AQIXivsVLqTnR+BCIb0wVAsBBBBAAAEEipwAgQuJLxmBC4ldtJbAheQ2bEEAAQQQQAABBBBAAAEEEEAAAQQQQCAdAQIX0tFjXwQQQAABBBBAAAEEEEAAgeIuQOBCcb/ChfT8CFwopBeGaiGAAAIIIIBAkRMgcCHxJSNwIbGL1haWwIW1a9da7dq1XUWHDRtmF198cfJKswUBBBBAAAEEEEAAAQQQQAABBBBAAIEiIEDgQhG4SFQRAQQQQAABBBBAAAEEEECgwAQIXCgw+pJ9YAIXSvb15+wRQAABBBBAIPcECFxIbEngQmIXrS0sgQvJa8gWBBBAAAEEEEAAAQQQQAABBBBAAAEEiqYAgQtF87pRawQQQAABBBBAAAEEEEAAgfwRIHAhf5w5SpwAgQtxINl8u27dOuvatavbq2/fvtaxY8dslkB2BBBAAAEEcl/g8ssvt4ULF9ohhxxit99+e3iA+++/3/SwpkKFCjZ58uRwPQu5I0DgQmJHAhcSu2gtgQuxNvpu/cgjj9j8+fPt33//tSOPPNL0HfvDDz+0oUOHuszaXqtWrdgdS/i7Pn362LJly6xly5Y2ZMiQEq7B6SOAAAIIIIAAAggggAACCJQkgWRtCSXJIKfnWhKecRK4kNOfDvZDAAEEEEAAAQQQQAABBBAoCQIELpSEq1wIzzGngQtvv/2261SU6JQqVqxodevWtXr16rnX/fbbz8qXL58oa5Fft2rVKqtatao7j9GjR1u/fv0K/Jx++eWXmHp069bNTj/99CzXa9y4cfbGG2+4/Nttt50999xzWd6XjAgggEBBCixevNjeeust1+H122+/tQULFtgOO+xg1atXt5o1a7p74WmnnWY77rhjQVYzX47drFkz++STT+y4444zfWYHSR2AH3roIdt1111tzZo1wWpec0mAwIXEkAQuJHbR2twMXPj4449txowZ4T1wyZIlVrlyZatWrZrVr1/fzjnnHGvVqlXyyhTwlvXr11vDhg1txYoVYU2OOeYYmz59uvs+GgQLz5071w488MAwDwtmDRo0cJ95nTp1silTpkCCAAIIIIAAAggggAACCCBQxAXUfvfOO+/k+CxOOukkO++883K8f1HZMVVbQlE5h4KsZ2F8xpnbHgQu5LYo5SGAAAIIIIAAAggggAACCBQnAQIXitPVLELnktPABY10etFFF2XpTMuVK2cDBw60q6++2rRcnJIaRYPG3969e1v79u1jTu+xxx6z1atXu/OP2ZCHbxYtWuQ6pwWH0Gjbn3/+efA25avneW4EW43YqqQOv3/99VfKfdiIAAIIFLSARuUeMWKE3XjjjbZly5aU1alSpYrde++9dvbZZ6fMV9Q3JgtcePTRR11wh2ZcGD9+fKE6TQWePPPMM3b88cfbEUccUajqltXKELiQWIrAhcQuWpsbgQtr1661K664wp544onkB/rflgMOOMCefvppa9KkSaZ58zvD8OHDbfDgwe6wctF9WgHCbdq0sZkzZ7r7vDaOHDnSatSokd/VK/DjKYBDDppd4f/Yuxd4q8b8j+O/MHLNuDdhJpRBhohcQ2XcXi+XxmVIjZDrELk3IyRiXBPGLbeEocIMRoz7LSNUo/Kn3BKTyK00Eu3//q6ZZ1lnn2fts/dZ++yz9jqf9Xpx9lnXZ72f09p7P+v5rqdt27Z1ynPKKafYhx9+aLr26zsXEwIIIIAAAggggAACCCCAQG0L6LvfyJEjG30SGo11+PDhjd6+VjYs1pZQK+fQ1OX8/vvvgxF59ZA591AId8yG7nG69Wr5J8GFWq49yo4AAggggAACCCCAAAIIINDUAgQXmlqY/XsFKhFcOOaYY4KRFdwBNLTojBkzgv/efvttW7hwYbBIT7y+/PLL6zWMue2y9nPJkiXBU251Xmr8q9YUDS5oxAR16J00aVJJHdTUIWq33XYztx3BhWrVGsdBAIHGCrz//vt28MEH28SJE4NdKJigDq9bbLFF8ETuxYsXm9YZO3asPfXUU+FhzjnnHBs6dGj4e9ZexAUX0nyeCp+cfvrpduWVVwadsNNc1riyEVzwyxBc8LtobtLggp6++Lvf/c5krEk3oTXSyuabb26//OUv7fPPPzd9NlSo4f/+7/+CdVZcccUgJLTPPvsEv6flfzqPO++8M/gcqnJrFDemHwVUXw8//LC9/vrrtuWWW/64gFcIIIAAAggggAACCCCAAAKZE1Bn67gHUl177bXBSKoKtR977LHec1fb4J577uldlqWZtCU0XJv6O9p6661t3333tb/+9a8Nb5CxNQguZKxCOR0EEEAAAQQQQAABBBBAAIGKChBcqCgnOytVoBLBBXWY6tmzp/eQ6nQ0ePBg0wgN6kCv6bHHHguepuzdIEMzp02bZptttlnQ6aq5ggvbb7+9TZgwwU466SQbMWJEg7p9+/a10aNHW9euXe2VV15hxIUGxVgBAQSaW0BhK4WuNPXo0SPo9NquXTtvsV588UXr1auXffrpp8FydQDVsOlZnGoxuHDQQQcFAROCC9n7iyS4EF+nSYILGmlBQQWN7qVpwIABdumll1rr1q29B7z++uuDdfSkPYUCFGTQd4G0TOpQoe8J+vz8xhtvpKVYqSnHWmutFbx/EVxITZVQEAQQQAABBBBAAAEEEECgWQT0oAI9NEyhdn1HbMkTbQkN1/51111nJ554IsGFfBvYxx9/3DAYayCAAAIIIIAAAggggAACCCDQggQILrSgyk5vt5eVAABAAElEQVTTqTZ1cMGdqxpPd9llF1uwYIGtt956NnXq1KJPUf3uu++Cp8O++eabtuaaawYdmPQzbvrPf/4TPGFGyzWyg5u+/vpre/nll+2bb74JRoXYeOONg874brnvpzqB6encs2fPDp74KiN1CtPTaQsnjargGrp++tOf2korrWSuLPfdd5+ddtpptvLKK9v06dODTdWRTKMZREehKNxn9Hc9KfyTTz4JZq2yyirBvqLLfa+jIy4MGTLEzjvvPFtttdWCcsZ1ZNN+ZKVzVdkGDRoUDB3b0IgL8+fPN9XRRx99ZIsWLbL27dsHzmussYavaME8dV5UiEUuOidNcpSRGttVR2p4lxMTAgggUExA11k3vPUhhxxid911ly211FLFNgmuWZ07dza9z3To0CH4fZlllvFuo2ubrk2uc7CuTcsvv7x3Xd/McrefM2eOuQ7F7knj77zzjr366qtBQLDw2qp1FZLTdX/TTTcN/nPnHxdc0KhIei/WetGAR/T9TO+37v1C70N6D9f74vrrr2+bbLJJSe9FGnlp1qxZpnPSe9AGG2xgG264ofms9T6n4yhsp/fec889144++uiAVB11l1122Xq85X5OiO5A9fLhhx8GT6jXe5Ec9N7j7KLrlvuaERf8YgQX/C6amyS4cMIJJ5jCCJr+/Oc/2/HHHx+8Lva/W265xfr37x+scvjhh9vtt9/uXV2f1d59993gGtiqVavg34j+Dcd9PktyDXHXvj59+tizzz4bjJijYJkmXYt0TXKfrzVv7bXXjv08r+vbv/71r+Baquugu35Ey6dr6XLLLaddBevp+Jp0rVphhRWC14X/K+famcvl7J///Gfw+Xj//fevZ+au3boWKeSt7y66vv7iF78oPKxpX+6atcMOOwTLH3300eC7kX5x33vcdVTvURp5KG769ttvg8CK3je0nq7p66yzTtzqwfufvkfJUddjN+n7j85Rx+vYsWNwfXfL+IkAAggggAACCCCAAAIIINC0AuUEF9x3brU1ltLeqJKX066n9aPf2d33VM1vzP059x1YbUnF2u3ceRVrS1AZolO534l956X7YBrVV/cLd95552D3rizRe15aT9+b9Z16p5128ranqs35hRdeCNo41Lb785//PFpc72sda+bMmUFbgb6rqz1B38t99y9dW8app55qY8aMCUbovPXWW4P9uvuN0fYSd4/Te+D8TNVNOW3lPhe1c6hNYsqUKaYRQ9Qmq3aeYpPq4b333gvajXX/Uvcx1dZc7J5xdH+MuBDV4DUCCCCAAAIIIIAAAggggAACBQL5L+tMCFRdIN8wlMv/KebyDTdlHfuGG24IttO2+REXStr26quvDrfJd5jybpNvSMsddthhuXzHxnBdHUP/5Tvz5B5//HHvdg888EC4vvaRbxDMbbXVVrl8J8RwvvaRb9DNPf/889595BvccgcffHAu3yGrzjbaLh9IyB111FG5fOeiOtvmOwmF6+ZHNAiW3X///eE8V3b3Mz8yRW748OHh8riyuIPccccd4br5J4q72UV/5p+eG26Tf7p4Lt9gGfx+7733Ft3u5ptvDtbLhzRy+cbL4HU+uODdJv9k39xxxx0X7tudn37KvF+/frl851PvtvlwQ7Dv/BNecvlOcbkjjzwyl28wD+a5/cg735HOuz0zEUAAAQnkO6fm8p0tg2tHvuNkLt8RvWQYXa/zT/XPffDBB95tdP3Jd2ytc13S9SnfeTeXf4pXg8dq7Pb5DqTBMfOht6BsW2yxRViGwvdpvQ/rvN11Uz91LT355JODc9p2222DZb/+9a/rnGO+Y3MwP99Bt878/I2ycF8PPvhgLn9jKZfvUF3vGPkbWLmbbrqpzrbRX8aNGxe8/0bL5V7nb6Tl7r777ujqwevNN988PLZb1/0sfJ9s7OcEHejvf/97Lt/x13ss/S1deOGFwftSvQKWMSMfFgz2LzumHwXynZxDd71m+lEgP+pLYKO/nXKmfKAo/Jyrf0P6TFXKlL8hHVwn7rzzzlx+RLB6m+Rv4ud0DcoHBsI6c/8e8zfEc6ecckouf8O43nZJriH6fO6OUfgzP5JOcCx9jnXL8sGEesefO3duTte76Gf/fAght8cee+TyIapcPhwbbj9+/Phw+3xnjHB+PtQRzi984a6d+c7+dRZFvwvoOv3II4+E700qbz7kG66vOho2bFid5e6c9LNbt27Bd5hwg/wLffeIrhN9re8sbnLvH7/5zW/crDo/9e9Of2tRH7cvvR+MHDmyzvruF72naL184C+YJSP3Wd5tr5977bVX7Huq2xc/EUAAAQQQQAABBBBAAAEEKiOgezj6LpYfcaHBHbrvi6W0NzamXU8FqMT9uXLb7UppS3A4jf1OHG2L0Pf7oUOH5vLhhMC+S5cubvc514arNhOtp/uM0XYV3e/ccccdc/kHwwTb5B+2FtSd2pqj362PPfbYXL5jfrjf6IvJkyfn9tlnH+/3epVJZSvcNj8yZ539R4+l9TVF2zXcPc7ocfW6sW3dUZf8Q2iCNiW1q0TLobYNuRWWXcdVm4j+bgvvH2p7bae2CLk0NP3tb38LjpkPPDS0KssRQAABBBBAAAEEEEAAAQQQaHECepoiEwJVF6hmcEGddRQmUKOSOtOr41R0yj9hI5d/okiwXB2j9ttvv9wf//jH3DHHHJNzDbFqyPN17Mo/eTRs7HrssceCjpZqhFLnHXWiV2cb1wi46qqr5tTxMTqpw6uzyD+BNeisqQ5K2j7/JOZw3+oYln9KTLipr1FPYQF1bHXnokZJ/a7/zj777Ny8efNyOoYc1Gm/2KSGN62nzp6FXnHbRYMLCnDkn0Ye7GP33XeP2ySYr4ZTHUu++af2Bq99wQV1clOjrNbVf+pklX/ib05BhF133TWcr4ZjX8c211D+u9/9LnfSSScF66uuevfuHXQucw2/2vdFF11UtMwsRACBliuQf7JVeL0588wzKwKh6+yBBx4Y7jf/pKsgtJYfhSZ4X3BBMHXef/rpp+sdM+n2eq/StU/vP64zs95D9J4RDS7kR9MJy6hQn4J1Z511VnAN1XVbHu6aXmpwQddrd11XMEHXcIXI9N6h92Fd66NBifxT0eud/6hRo8L3Wt2Eyj/xLJd/olfwM//krHD/CsdFJ52vgn3u+PknbYXvm/kRmsJVk3xOUEdlF0zMP40reG/Ue9duu+1W5+bXEUccER6vMS/0HqrzILhQV4/gQl2P6G/u37rv8210vcLX+ZFJwn8zurlfiUn1tNlmm4X71b97dVwfOHBgLj9yWvjvW/9G808+rHPIJNcQBZr1OdkFxvJP/QuvAfrsrCnaWaAwuKBggvvcrX9/Cm4pYOsCXL/61a+CoLW7xkSvX0mDC/pO4fZ72223heeg66WuOdHggs7TratrrK7dsu3Vq1fYoUHXe4Wp3aTtZaPOKG5bBbA0b++993ar5dzna19w4ZlnnskpnKDtFebQdnLNj2xTp75VjsLvG3pv0Xb5pzcG4Qa91rH0Of6ggw4KvqO4cnXv3j0sDy8QQAABBBBAAAEEEEAAAQSaTsDdLysluFBqe2Nj2/V0lknvzzWm3a6UtgSVLcl3Yj3cxX3nVdusu8eoNuKtt95auw8m1/6g79kKF6hNVW2D+t35az/5kSFzun+n7+b5kemDh7ip/dQ9nEfrXHrppW634U+1g7jv9e7eqdprZNCpU6ewjPquHp3yo3QG7Qcqj/adH0kxbG9xD5fx3eN0+0ja1h110XnqYQpq05CL7n26diCVTe3d0UlBB3e/Ue75USuC882PHppTu5SrC7XTNxReILgQleU1AggggAACCCCAAAIIIIAAAnUFCC7U9eC3Kgm4zvrRDpGlHLoxIy5ov+r8qUYo/ffuu+/WOZQanjQ/P5RsTk+RjU75YVWDzvFarsataEdGraeRGNx+FTQ45JBDgqdxR/cR7eh5ySWXRBeFHejVsdL3BG414rn9X3fddeG2xRr1XKd8PQ2kcFIjnfanBkM9Ndw3aVQDN/LEBRdc4FvFOy8aXJgwYULYaCw3dezyTfmhWYPyqLHvnXfeyV1zzTXB777gwuWXXx5auKeyRPc5evTocHlhY6PWcx3i1KCoMkWfeqvl+rvYcMMNg33Ix/c0YK3HhAACLVtAN17cdfkf//hHRTD+8pe/hPtUZ9LCJ5jrJpHeo3RcPTGqsINn0u27du0a7FsdhHX9VYDAvUe4sui9wYXfdKOnMIinQIWur26dUoMLuhnkPPU+qqCe3g+ik0b+cZ3/1Wk2Oml7dwNNPwvLpWu5Cy+qU3I0BKj9KNTnjq/RMHxTks8J6ris/euGl54oH51kq07O7vjTpk2LLi7rNcEFPxfBBb+L5jY2uOCCqfosVfg3HX+04kvcvwM9FdDdwI5ucc899+R0g1z/VvTUvuiU9BqifWl0BO17m222ie46eF0suKCAlLaTReGIMBppQTfm1SHA/RuPjuSSNLigJwK6/arjvo6l6/DixYvrvIe8+uqr4XoKTBW+f+jzuwvH+QIAeuqlO07h9yQBxQUXdH1znRhkUHgzX8v1fuf2rZHjotMf/vCHYJmCxfpP3wOiZf/++++DAJjbXk+NZEIAAQQQQAABBBBAAAEEEGhagXKCC6W0NyZt10t6fy5Ju12xtoSk34n1oAj3fVff1bfffvuc7qVp0vdhN7kRXnW/VQ8hc+toucqgh3a5/eje1/77719nhAGNYunuiem7e+GkEITbPtqm4favkRrc8ujDGtx+nO++++7rZoU/i93jTNrW7Vz04DI9UE5/J9FJD8XQMpVd91H1d+imaDtI4T1EraN2FPcQND1YodhEcKGYDssQQAABBBBAAAEEEEAAAQRaugDBhZb+F9BM51/t4MIdd9wRNqA9/PDD4Vn/9a9/DeePHTs2nB99oU5ZG2ywQbCeOmtFJ3VadQ1z6lTqe9K/GghdR87CJ4+4BjQFHuImddTR0201ooObijXqFQsuPPfcc2F59XRW33TjjTcG6xQLHPi2Kwwu6LxdR9u4AITrlKTOspqKBRdOP/304CkxeqpJYcfTYOP8/1wHKd8oD66RVPWlIWB905gxY0Kf4cOH+1ZhHgIItHABXT/cdb8wCNcYGt1sckOMqwNo3KTRAtxxdQPFTUm3137cKAnaf9zT1xW8c8dXOM036Vrv1ik1uKBOtm4bve8UPtHcHUfXda2np5tHpzfeeCN48lWHDh1yl112WXRR+Dp6bX/ppZfC+XrRUHAhyecEdSx2gQsFL32TPjeo8+6wYcPqhSN968fNU73JhxEX6goRXKjrEf2tscEF98S+wn+L0X2X81rXUQWm9PerAEPcpM/QWkefqT/66KNwtaTXEO2oWGeDuOCCRiRQGEpl0va+KXr90HoaHc1NSYML0fPWvp/OhxZ8k4K96iyiUXIKr39u/d///vehrT6/R6foDftyggt33nlnsE+VTR0OfJOCCO3btw/WU2gtGkzQ6HfaVv9pRCLfpPNx6xSOqONbn3kIIIAAAggggAACCCCAAALJBMoJLpTS3pi0XS/J/bmk7XbF2hKSfieOnpc61hc+qMXVYtTYd39T7RDue7NGW/j000/dpuHP888/P1znm2++Ceer3UHnqJGBfaMsakXtz+1fbZuFk7snV05wodJt3ddee21hsYLfVV5X9mgbv7tnqXvYcZPaezTy8MiRI+NWCeYTXCjKw0IEEEAAAQQQQAABBBBAAIEWLkBwoYX/ATTX6Vc7uKCncLpGqOiQp+6psXq6RrHJdZ5Rp8ro0zeiDYi+p/y7fbpOqXricnTSE05ULj0NxT3dOro87nVjgwvanzr+65jdunXz7l5PcNHyuE5Y3o3yMwuDC1rPuen8op2RtCwabLj99ts1q2hwIVihgf+pAVVl9z0dxjWSanSHzz//3LsndSB1w9fGdZLybshMBBBoMQIaTlrXGXW0jT7hqrEAegq19qf/FFSLm9RJdvnllw/WO+qoo8LVkm6vHbmbXMUCa+69oVhn5dmzZ4fn0pjggu9p3+5E3RO8FAQo111hCGd8yy23uF0GPxsKLiT5nKD3udVXXz049sEHH1zvfbBOQRL+QnDBD0hwwe+iuY0JLuiznHs6f48ePeJ3XsYSBUXdv0+NDhA3PfHEE+F66gDgpmgH/sZeQ4p1NogLLjzzzDNheUaNGuWKU+/nzjvvHK7XVMGFjh071jtuOTNGjBgRlrFwxJvGBhfcdxxdAzWCXdx0zjnnhMf+8MMPw9Xcdwj9bfie2qgV9YRE97ejjhZMCCCAAAIIIIAAAggggAACTSvQmOBCsfbGUkpbrF0vyf25pO12xdoSkn4njp7X0UcfHcvk2nQVbih8EIE2iraLHXDAAd79RB/6pocslDu5kXD79u1bb1N3T66c4EIl27o1smf0fm60gBrd07UpqI3HTdF2qqlTp7rZjfpJcKFRbGyEAAIIIIAAAggggAACCCDQQgSshZwnp5kygWoHF1577bWwEerCCy8MNbbZZptgfmEHy3CF/724//77w+2jT9+INiCqoStuUucuNYJ16dKlzip6IodrHFOj70033RQ0JtZZyfNLkuDClVdeGR6zsCFSDZlqSFaZ1FGrnMkXXJg5c2ZOQQHt78knn6yzO40gofkaVtWFNoqNuFBn4/wv6jyn8qrxUI2Z6uzmhq5VJ6nCyTWSyrnYpCfIqFxq9GVCAAEECgVcJ1Q99dt3Q6hw/YZ+f/DBB4Nrjq47ek8pNrmbg9H3rKTb63juJle7du1iD+8CeA11VnZDZUfLqJ0ef/zxwXnqZlZ0inY6VjghboqO5qAQR7FJT0zT0Oi6saknhLubRDLW+0x0aii4kPRzQp8+fcL63W233XIPPPBArqHyR8tX6muCC36p6A1avWb6UaAxwQWFhtznRN/oVj/uvfRXbhQbfV6Mu5msvUXr8qKLLgoPUIlrSLHOBnHBhbvvvjv8t/3KK6+E5Sl8ceKJJ4brNVVwoXfv3oWHLfq7ArzTp0/PTZkyJafvSO76oWuknnYZnRobXHAjczT0eTrqGPWJBhcUUIib3Kg2p512WtwqzEcAAQQQQAABBBBAAAEEEKiQgGub3HLLLRvcYyntjb6dlNOul/T+XJJ2u2JtCUm/E0fPS/cM4yZnrHtfvkmjyeu7vv6L+94cbTedNGmSbzfhPLXBvPfee0HbgdadOHFiTu3J2r8vGOHuyZUTXKhkW7fas+Om6Oj0Dz30ULia2pRdW4MCIUOHDs1NmzYtXF7OC2fb0IPzytkn6yKAAAIIIIAAAggggAACCCCQFQGCC1mpyRo7j2oHFx5++OGwge62224LtdyTkJdZZpngSft62r7vP/eUazXAPf300+H20QbE6Pxwhf+9UAdObVsYXNDis846Kyyb1tF/nTp1yp166qm5p556yvuE5iTBhc8++yynJ43oOBr2NDpdffXVwXy5qFGznMkXXND2GmVCxzrssMPq7O7QQw8N5h955JHh/IaCC3PmzAm81OCoTsPOq/BnseCCOh0Xm1ynZI0SwYQAAggUCrgn8Ou688EHHxQuLvv36FOc1NG+2LTTTjsF173oTZek2+t47ibXVlttFXt4F0jQyAHFJj35WzaNCS6o82zcpI7K7lrv6/iv93kFA9Zee+1wPbd+9Ge5wYWknxNUVpUrWgZ95lBdKkjZ2BtfhU6u47ECfEw/CkQ7uxNc+NFFrxoTXNB27t9YpT4nuacQFoaadKzopJvjLgwbDTlFgwuNvYYU62wQF1zQCDnu37Vu2sdN1157bbhetGO+wsNu+8KRYKL7cqGvws+20fPWd4Zik0YUu+6664LvIausskp4XHf86M9KBRd++tOfBsfRaGjFpuhIGtEQeDS4UGx7jX6k8sd1wCi2LcsQQAABBBBAAAEEEEAAAQTKE2hMcKFYe6M7emPb9ZLen0vSblesLSHpd+Loeanze9zk2nR79uzpXUUjILrv/H/605+860TvnfqCC3rogR6Y8Itf/CLs0O/2Gf1ZqeBCJdu6d9llF+85a6baaFz5o8EFLdODZwrvPyqg0a9fv+CBbwrXlDIRXChFiXUQQAABBBBAAAEEEEAAAQRaqgDBhZZa88183tUOLqhRzjVCqdFPk56U7Z4aq5/LLrtsSf/dddddoV60ATE6nGi4wv9eFAsuaBWFHtQZ1HUMdWXVz4033jhoRIvuM0lwQftxoYF11123zhPDt99++8BpwIAB0cOV9DouuDBq1Khgnwp/fPnll8G+vvjii7Dh7/nnnw/3Xyy4IN9oY6FGRlBj6FFHHZX7/e9/n9MTezfbbLPgWIWdu3QA93SXvffeOzye74UbtaGhDnS+bZmHAALZF3BPB9f1WR0uk07RzpmzZs0qujvX0Th6jUu6vQ7obnIpaOaboje5dM0tNrknijUmuHD++efH7jouuKD3cueiOlGnXAUF9MS04447Lqf3Mw2p7t5XywkuVOJzgk5IT5HXe2H37t1zCi24srife+21V+7DDz+MPfdSFhBc8CsRXPC7aK77d1Oss79va/dvXE+f07Uh6eSuPxtssEGDu1pxxRWDfz/Rm+HRDvyNuYbooMU6G8QFFwYNGhT+W9YIBnFT9EmBTRVcKHbe+s6gzgXuerPOOuvk9tlnn+Bm+wknnJA7+eSTc3vuuWe4vBLBhWidRAPKPiM9ndGVLXp9jr63+bZz8wguOAl+IoAAAggggAACCCCAAAJNL9CY4EJce6NKm7RdrxL35xrbbhfXllCJ78SlnpdrU1FbqG+Ktuk2JrhwySWXhA+R0P3T7bbbLqeH+hxzzDE5jTA5cODAoC1W3+ujbTWuLO6eXDkjLkTbAxrTVq5jO5dif3vFggvax9tvv5076aSTcmpHce0W7ueqq66aGzlypFYrOhFcKMrDQgQQQAABBBBAAAEEEEAAgRYuQHChhf8BNNfpVzu4sPXWWweNSxpN4ZtvvglPWx331dh00EEHhfPKeVFqA2JDwQV3TDUkapQFjYTQvn37sEFMncNeeOEFt1ouaXBBQQnXyPbYY48F+33//ffDeZMnTw6PVeqLuOCCnj7inu56/fXXB7u74YYbgmPpydzRKS64oKCDhlNVmddYY43cI488Et0sfH344YcH60Q79bqFrpF0hx12cLO8P12jpgIjTAgggEChwF/+8pfwWlluh9/Cfel3PQXbXY99T7WKbqObQ1pX1zM3Jd1e+3HXvWI3c/T+qWP7bkK5suinu5lTreCCbqA5v0MOOST31VdfRYsTvNbT0N060Y6xWjhv3rxw2ZVXXllv26SfEwp3qADfuHHjglCFhht35dJ7XLHOz4X7Kfyd4EKhyH9/J7jgd9HcxgYXFAhyf7f6PJl00mdw7U+fFYtNGjXAHVc3jt0U7RBQrAN/XPhJ+4nrbKBlccGF6IgL7777rlb1TldddVVY7sYEF9QZQOdd+Nm21PN2oQSFpi6++GLvSG4ajc7ZViK4IIg111wz2Od+++3ndXEzx48fHx5b10Y3RTsquHm+nwQXfCrMQwABBBBAAAEEEEAAAQSaRqDSwYWk7XqVvj9XTrtdsbaEpN+JSz0v16bbFMEFtWHovqTaC/QQi7feesv7R+UeluBrM3b35MoJLlSrrbuh4EL0ZHW/9LLLLguCG679RD/VzlJsIrhQTIdlCCCAAAIIIIAAAggggAACLV2A4EJL/wtopvOvZnAh2km/b9++dc54p512Chrett122zrzS/2l1AbEUoML0eOqQ9Lo0aODUSDUCNatW7dwcdLggnbkGpnV2V+TayTu0qVL8Hu5/4sLLmg/xx57bODshmZ1DarDhg2rc5i44EJ0uFqFHuKmLbbYIjhOYecure8aSTfccMO4zYP5CizIW0/GZkIAAQQKBRYsWJBbYYUVguuERsnR9bjUSU+W3nLLLXNjx44NO48qiOVueDz66KNFd7X++usH60Zv9iTdXgd01+RiwQUFzVTOYussWbIk5zqRViu44IKJ6vgfN2l4b2dcbnAh6eeEuDJpvm6GnnnmmWHZBg8eXGz1ossILvh5CC74XTS3scGF6OdqhanKmdSJXyNbvfrqq+FmZ5xxRvhvQOGEuOmDDz4I14uGjErtwF/p4II+o7vryiuvvBJX7DojvsQFF4p9tnX1VPjZtpTz/vrrr8MnIyrYFTdp1AV3LpUKLmyzzTbBPhv6jnXHHXeEx3799dfDIhJcCCl4gQACCCCAAAIIIIAAAgikRsDdU1L7ZkNTKe2NSdv1mvL+XEPtdsWCC0m/E5d6Xs64KYILp59+evh9Xff+fNNnn30WjmpfqeBCtdq6ywkuRM9dI8jrHqPaUVq3bl3nQXnR9fSa4EKhCL8jgAACCCCAAAIIIIAAAggg8KMAwYUfLXhVRYFqBRf09GI3coGeNBrtKKXTdU/o11OP58+fX7ZAqQ2IjQkuuML07t07aATT067dVInggp4QosY1PeH222+/zW2++ebB73qiSWOmYsEFdejSsfSElunTpwedqJZaaqnc7Nmz6xwqLriggIPrUKUhWn3Tv//973Cdws5dWt8FFzSkrZ6w7ZvUIXn55ZcP9tOnTx/fKsxDAAEEckcccUR4vVEwq5RJHXLddUjXXV2zNEWvncU6rmt995SrAQMGhIdMur125G5yFQslKHim6/Baa62V+/7778PjR19Eb/hUI7igoMRyyy0XlEvvlXFT9Anx5QYXkn5OiCuTmy/L9dZbLzgHdehu7ERwwS9HcMHvormuQ7z+dsqZfvjhh/AGra4J99xzT0mb6/ObC30p8KB/v5rcKFza15NPPhm7rzFjxoTX3fvvvz9cr5QO/Fq50sEFldV9Nr355pvD8kRf6BxdqFbrRoMLn376abj9OeecE92szusNNtggWK/ws20p5/3SSy+Fx7jpppvq7Df6iwvtqoyVCi4oKKH9rbjiijkFKOKm3//+92EZo6POEFyIE2M+AggggAACCCCAAAIIINB8ApUMLlSiXa+p788Va7crFlxI+p241PNybbpNEVzYfffdg+/rGl03boqOTFyp4EK12rqj7dgPPfRQ3Cl656uNxbUJFd5zjm5AcCGqwWsEEEAAAQQQQAABBBBAAAEE6goQXKjrwW9VEqhGcEEdbzp06BA2IA0dOrTe2UUbpy6//PJ6y90MPV1kzz33DDpXuXn6WWoDoi+4oCdvq0FRHRanTZsW3W2d12effXZwDgpguKlYcEEdWtVopqdeK5AQN82dOzcczeHCCy8MtlEH0C+++CJuk6Lzow2KEyZMqLfuZpttFhxj//33D37Ks3CKCy64+Tov3xPJ1XnrN7/5TbBfraPzUMe66OQ6DGu5nvjrm+6+++5wH3oiOhMCCCDgE9DTpNz7mK4pCi8Ue1K4OmO6J/dr/cJOrm7ZuuuuGxsK0NDT2rZVq1a51157rU6xkm7vbnIVCy5EA2R67/NN0UBHNYILKoM688ol7qneegqWOs5qHf2nzsvRSXXjlp177rnRRcHrJJ8T9CRxlUsjGX3zzTf19u1mqBO3ytCvXz83q+yfBBf8ZAQX/C6a29jggrZ97rnnwifq6TPXn//8Z82OnaZMmZJr165d8HeuAOnUqVPDdRUmVYBY/wYOPfTQcH7hC9chQKOrRP89ldKBX/uqdHBBZfjpT38alLtHjx6FxQ1+v+KKK4Ll7hoTDS5oBRfk+O1vf+vdfty4ceH2jQku6LuQO/ZZZ53lPYZGr3Dr6GdhGRUSccufeuqpevvYZJNNguX6HB6dnnjiiXC7G2+8MboofL1w4cLQMDqSkFYguBAy8QIBBBBAAAEEEEAAAQQQSI1AJYMLOqmk7XpJ7s8lbbdz7RQaXaFwSvqduNTzcm26TRFcUBBB7QEaVcB3z1AP2fnlL38ZfvcvbAuWiXtY2s4771xIFIxi7NobRowYUWd5Ndq6o22+LrigBy/06tUr9/Of/zx3++231ylT9Jfx48eH5/3+++9HF9V5TXChDge/IIAAAggggAACCCCAAAIIIFBHwOr8xi8IVEnAdfh0DUKlHjb6VNZRo0blZs6cGf43Y8aMnDooar6eWqwn+ruGL3WmjHtC9D777BOspyft33nnnXWKoifwX3311eF+Bg0aVGd5qQ2IvuDCV199ldMoCipjp06dcr4GrsmTJ+fWXHPNYJ2+ffuGxy4WXHAhBO1Xw6oWm9RRSusp5KCfxZ5YXWw/WtZQcKGwY9S9995bb5cuoKDyRKdnn302KJ/KqOCD6sVNc+bMyR188MFBx1R1+tQ6+k8jO0QnF1xQY7iedv7YY49FF+feeuutoEFS26rzsDrCMSGAAAJxAo8//njY6VTXDV1jdEND1+3vvvsuCE/pun7ppZeGHXa13lFHHVVvl08//XR47dJNocLQmYJUxTq4Jt3e3eQqFlxQ2E03qnQOegL4u+++W+c81ClYoQr3ntWzZ886y48//vhg29VWW63O/KSdjrt37x7avfDCC+G+tV+9B+p9Vp8B3Gg6er+ITgq5qSO1zks3xQrttW5jPydEn8iu9/Do08RdGUaPHh1+Xrnlllvc7LJ/ElzwkxFc8LtobpLggraPft7Uvx/d2NW16p133glGU9C/pX/961+5E088Mbx+afSzW2+9VZvXmdzfr64humZGJz2B0YV4dZzrr78+ujj4vKb5+u/888+vsyz6S6WDC9r3KaecEl5/VEb32VGjuOn7iK6ZLrCr8hWGAnbYYYdge42mUxgK0HcMjXDjOoWsuuqq0dMp6bwVqHPXPt10178HN+mz9J/+9Kfg+NFRDwpDKLquOt8zzzwzHCnD7ScuuKDlbqQeBVMKR9P48ssvc+7pjfrOFg2zaFuCC1JgQgABBBBAAAEEEEAAAQTSJeC+o2655ZYNFqyU9sak7XpJ7s8lbbcrFlwQTpLvxKWelzNuiuDCkCFDwvaASy65pM6DwvQdXu0BeliZQglqN9CDJgofJqZyaZnaJjTyZHQqdo+zGm3dvuCCytetW7egzHoQju43F56TzsO15+ihdMUmggvFdFiGAAIIIIAAAggggAACCCDQ0gUILrT0v4BmOv9KBBdcJ5piP/Uk1JEjRxY9y/feey+nhla3nw033DB4ev/222+fUwcrN1+NqOqIFJ1KbUD0BRe0Hz3VRZ2V3DHU4XOvvfbK7bfffvXKFG3YK9aoF21w1X7VgBg3nGvhunoSTGOnhoILKr8LSKjzla9zaFxwQWVSJ1jnpEZDGW266abBPBnKUp2+3DoKKBx99NFhJy0XXFCnYD11VttsscUWOXUm1ZNy3RO51YGV0RYa+1fAdgi0LAE9RVzvGe66437qOuKud26eOmZedtllsUCDBw8OO7DrvUCdijWsuK7h6syr/Wy11Va5WbNmefeRZHt3k6tYcEEHjXb81flpJAFdm3VNV/mOOeaYsJN/4b6aKrigJ787Y/3UtX7vvffOrbzyysH8zp07B2E3dxNN6+g9OfoEcHdDSsv0uUHm0bpK8jmhf//+dcqn0Ic6eKuM66+/frhM8wpvhHkrOmam6/it4CbTjwIEF360KHyVNLig/SmE6j4/Rf8dKmjlrltuvq4TcZ8z9fnaBYS0vq6rCtdqnj7Dun1oRAYXDnDnkzT8pP0U62ygc3THVxAjOn300UdB+Ngt1+gTuubop+bp86ZCbm55YXBBIVq3TF4dO3YMrg36qd/179mN2qDQbXQq9bwvuOCC8Bj67KvPvLrB7t6j9FlZTxR09aj3LwWZXZBCAQN3PVVZFYDQteull14KiqPrpeYXjrighW+++WZu4403Dpbr2LL53e9+l9N3KjdahY6ncHPhRHChUITfEUAAAQQQQAABBBBAAIHmF6h0cCFpu17S+3NJ2u2KtSWoppJ8Jy71vFybblMEF/QAljXWWCNsU9BImmq/dCNq6uE0aifRCLaubUNtBGeccUb4h6r2ardM7RBqt3XtB8XucWoHTd3WHRdcmDRpUp3zVnuJHnZz4IEHBqEGtWPonNT249pGwhMueEFwoQCEXxFAAAEEEEAAAQQQQAABBBCICBBciGDwsnoCTRVcUKcePeVj3333DUZPWLhwYUknpadjq4OMnpDhGtLcT3UyHDZsWPAE7cKdldqAGBdc0P60D4UV1KHHHdP9VCcvjfKgUQWiU0ONeieffHKdDmOFnZ3cvvQU2w4dOgTHbd++fb2nqLr1SvnZUHBB+3DDy+rJrr6pWHBBwYc+ffrUMZKPOn9GR0/Qk2B+8YtfBOspePL2228Hh3LBBT35VpNc1THMWauDmDpXqbGcCQEEEChV4JtvvglGWtANjMKOurq+KISgGzaFIxT49q+nSSlI526AuOuTRoFRx/TCDruF+2js9u4mV2HYoHD/+l0jE6k8rmzu2qmbVBrZSJ1Staxr1651Nm+q4IIOMm7cuPCmmY6tkIiu+QMHDgxH6NFNJ3UCdp11Dz/88LB8GiVD74HunLS9OgtHp8Z+TtA+9IT4aEDSHUc/9T503XXXecN80eM39Jrggl+I4ILfRXMrEVzQfv7973/nLr744vDzZPTvW6/12Wr48OE5dYBvaNLnQH3ujl5L9flYN77HjBnj3bzUDvzR4FVhELlYZ4NiwQUVSJ3+1fnfhQ3UIV/fQzRygT5njx8/Pry2vPzyy/XO4e67786570XOTvs6/fTTc4sWLQpCVpqva1d0KvW8tZ5Gx3BhCu1LI0Houj9ixIhwl/LdZpttgrLKPzoCzF133RUGG7S93qPcuRQLLmjneo884YQTcmuvvXbooH3oaYsKjen665sILvhUmIcAAggggAACCCCAAAIINK9ApYMLOpsk7XqVuD/X2Ha7Ym0JrpYa+5241PNybbpNEVzQOeihPWrj1fd4958eaKAHHmjETU3z5s0LRhjWPUito3tzblJbkNqb3bb6qQeSaWroHqfWacq27rjggo6r0dk1gq9G8o2WXa/VPqP7lLJpaCK40JAQyxFAAAEEEEAAAQQQQAABBFqyQCudfP7LNhMCVRXIDxtq+c749tBDD1m+I2FVj93QwfIdkGz69OmW7yhl+aeHBP/lO/A0tFni5QsWLLB8BzvLN9hZvnOR5TuGWr6Tj+U7UDZq31988YXln8wdlD/fcda7j3xHTMt31rR8pzPLdzqzs88+27temmbmO5vZjBkzLN/pyvIjLpivbnRZk+Naa60V+m2++eb2xhtvWL5h1B588MHwlD777LNgf9pXvnE1nM8LBBBAoFyBfCdTyz+BO/gvf2PD8jdqLP/0qXJ3Y/kAgOVDV6brXb5TqLVp06asfSTdvpSD5cNkwbVT5cuHyErZpEnX0XVf73mzZ8+2Tp06Wb7zsPd4X331VfD+rvqJTvnRDix/wy2YpffFfMfc6OI6rxv7OSF/Iy94v9X7jv4u8mHJitmdf/75lg/uBZ+p9NmK6b8C+nyjz3Ka9BlLnz+Z/iugz9+PPPKI5UMvpr+fSky6Zunf4Ny5c4PPYPmb2ZZ/Ml3Zu87f2A8+i+vzcL5TRPCZr+ydNMMG+iyfH20i/OypItx+++2Wv9kdlEZ/j/mQQr2S6folN13DdL5xn9vrbVjGDH3m1zVOdZQfcSzWVNd2fR4uvAb+5z//sZkzZwbX1vwoGHXOsdRi6NqXv/kfGORHbWjUPko9FushgAACCCCAAAIIIIAAAgjUjkDSdr1KnGlTttupfLX8nVjtPGoTUDuP7lv6pvwI66Z2kfwoDfUWq81D9yvV5pof1bHe8oZmVKOt21cGtaWoPVH3slUGnbvaRPLhBd/q9eapjTb/cIugPVL7YUIAAQQQQAABBBBAAAEEEEAAgR8FCC78aMGrKgqkObhQRYZmP9SNN95oxx13XBCUUOPh6quv3uxlaqoCxAUXmup47BcBBBBAAIFqCRBc8EsTXPC7aG5TBBfij5bdJbpxrUBU3Gfos846yy699NIgwKEb+EwIIIAAAggggAACCCCAAAIIIIAAAtkXILiQ/TrmDBFAAAEEEEAAAQQQQAABBBovQHCh8XZsmUCA4EICvApt+sEHH9jWW28dPOll4MCBduWVV1Zoz+ncDcGFdNYLpUIAAQQQSC5AcMFvSHDB76K5BBfibUpdcuihh9rYsWODUMK//vWv4MmD0W2//PJL22CDDYKnCu6555726KOPRhfzGgEEEEAAAQQQQAABBBBAAAEEEEAgowIEFzJasZwWAggggAACCCCAAAIIIIBARQQILlSEkZ2UK0BwoVyxyqyvJ8Jq2N3nnnvOTjnlFHvvvfeC4U3V2WrVVVetzEFSuheCCymtGIqFAAIIIJBYgOCCn5Dggt9FcwkuxNuUuuSee+6x3r17B6tvs802duqpp9ouu+wSjGT26quv2sknn2xvvvmmLbPMMjZ58mTr1KlTqbtmPQQQQAABBBBAAAEEEEAAAQQQQACBGhYguFDDlUfREUAAAQQQQAABBBBAAAEEmlyA4EKTE3MAnwDBBZ9K08/r3LmzTZkyJTzQz3/+c3v66aeDp8GGMzP6guBCRiuW00IAAQQQMIIL/j8Cggt+F80luBBvU86Sc88914YOHRq7SZs2beyqq66yI488MnYdFiCAAAIIIIAAAggggAACCCCAAAIIZEuA4EK26pOzQQABBBBAAAEEEEAAAQQQqKwAwYXKerK3EgUILpQIVeHVDj74YHvxxRdtvfXWsx49ethxxx1nCi+0hGmnnXayadOm2d5772133XVXSzhlzhEBBBBAoIUIEFzwVzTBBb+L5hJciLcpd8mkSZPshhtuCMLBH330ka2wwgrWsWPHYISFgQMHWtu2bcvdJesjgAACCCCAAAIIIIAAAggggAACCNSwAMGFGq48io4AAggggAACCCCAAAIIINDkAgQXmpyYA/gECC74VJiHAAIIIIAAAgiUL0BwwW9GcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vMjuJDSiqFYCCCAAAIIIFBzAgQX/FVGcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vMjuJDSiqFYCCCAAAIIIFBzAgQX/FVGcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vMjuJDSiqFYCCCAAAIIIFBzAgQX/FVGcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vMjuJDSiqFYCCCAAAIIIFBzAgQX/FVGcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vNr6uDC888/byNGjLAlS5ZYnz59rFevXlWROPnkk2327Nl2zz332LLLLluVY3IQBBBAAAEEEGjZAgQX/PVPcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPb+mCi4sWrTIBg8ebFdccUUQWtDpX3zxxXb22WdXRaJLly42adIk++GHH6xVq1ZVOSYHQQABBBBAAIGWLUBwwV//BBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vNriuDC5MmTrW/fvjZ16lRbeeWVbf78+cHZVzO4sPPOO9vrr79uCxYsSKk8xUIAAQQQQACBrAkQXPDXKMEFv4vmElyIt2EJAggggAACCCCAAAIIIIAAAggggAACSQQILiTRY1sEEEAAAQQQQAABBBBAAIGsCxBcyHoNp/T8Kh1cGDdunB166KG2ePFi6969u1177bXWqVOn4OybMrgwcOBAU6e4Y445JjjuXnvtZQpQzJkzJxh5YeTIkfbZZ5/Zvffem9KaoFgIIIAAAgggUOsCBBf8NUhwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9v0oHF4YMGWIXXXSRDR061M4444xgxINVVlklOPumDC6sv/769v777wfH6dixo3333Xc2b94822ijjYKRF7Rg+eWXt08++SQYBSJYkf8hgAACCCCAAAIVFCC44MckuOB30VyCC/E2LEEAAQQQQAABBBBAAAEEEEAAAQQQQCCJAMGFJHpsiwACCCCAAAIIIIAAAgggkHUBggtZr+GUnl+lgwt33XWXbbzxxtalS5fgjL/++murRnBBQYUJEybYk08+aePHj7eJEycGx9doD3vvvbf16NHDunXrZiuuuGJKa4JiIYAAAggggECtCxBc8NcgwQW/i+YSXIi3YQkCCCCAAAIIIIAAAggggAACCCCAAAJJBAguJNFjWwQQQAABBBBAAAEEEEAAgawLEFzIeg2n9PwqHVwoPM1qBReix+3fv7/deuuttuyyy1rPnj3t4YcftlatWkVX4TUCCCCAAAIIIFBxAYILflKCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gk7p+WUtuHDHHXdYv379gv/at29v6kB42WWX2emnn57SGqBYCCCAAAIIIFAo8Pzzz9uIESNsyZIl1qdPH+vVq1fhKk3y+8knn2yzZ8+2e+65JwhAlnsQggt+MYILfhfNJbgQb8MSBBBAAAEEEEAAAQQQQAABBBBAAAEEkggQXEiix7YIIIAAAggggAACCCCAAAJZFyC4kPUaTun5ZSm4MHXqVNt2222tdevW9tZbb9lKK61kG2+8samznDpAJ8qXVAAAQABJREFUahkTAggggAACCKRXYNGiRTZ48GC74oorgtCCSnrxxRfb2WefXZVCd+nSxSZNmmQ//PBDo0ZrIrjgryaCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gk7p+bVt29Y++eQTU8ONOk5Vevr6669tlVVWCXbb1B0Pb7nlFjvxxBNt+PDhduyxxwbHHDNmjPXu3duGDRtmZ5xxRqVPj/0hgAACCCCAQIUEJk+ebH379jUFEVdeeWWbP39+sOem/vwQLf7OO+9sr7/+ui1YsCA6u+TXBBf8VAQX/C6a29TBhVmzZtl5551n+kzeuXPnIBgUXxqWIIAAAggggAACCCCAAAIIIIAAAgggkB0BggvZqUvOBAEEEEAAAQQQQAABBBBAoPICBBcqb8oeSxBYddVV7csvv8xEcEGnq85Z6667ri211FLh2c+YMcM6duwY/s4LBBBAAAEEEEiXwLhx4+zQQw+1xYsXW/fu3e3aa6+1Tp06BYVsyuDCwIEDg5GZjjnmmOC4e+21lylAMWfOnGDkhZEjR9pnn31m9957b0lgBBf8TAQX/C6a25TBhVGjRtmAAQPsq6++Cgqwxx572Pjx4+MLwxIEEEAAAQQQQAABBBBAAAEEEEAAAQQyJEBwIUOVyakggAACCCCAAAIIIIAAAghUXIDgQsVJ2WEpAsstt5wtWrTI7rzzTuvTp08pm5S1TjVHXCirYKyMAAIIIIAAAqkRGDJkiF100UU2dOjQYIQkjXhQjRGb1l9/fXv//fcDB4Ucv/vuO5s3b55ttNFGwcgLWrD88ssHo1NpFIiGJoILfiGCC34XzW2K4MKnn34ajD72wAMP2NJLL22tW7e2hQsXGsGF+HpgCQIIIIAAAggggAACCCCAAAIIIIBA9gQILmSvTjkjBBBAAAEEEEAAAQQQQACBygkQXKicJXsqUUAjLWjEBU160vCNN95Y4palr0ZwoXQr1kQAAQQQQKClCtx111228cYbW5cuXQKCan1+UFBhwoQJ9uSTTwZPop84cWJwfI32sPfee1uPHj2sW7dutuKKK5ZUNQQX/EwEF/wumlvp4MLMmTNtxx13tLlz51r79u1t9OjRdtJJJwUjiBBciK8HliCAAAIIIIAAAggggAACCCCAAAIIZE+A4EL26pQzQgABBBBAAAEEEEAAAQQQqJwAwYXKWbKnEgVuuumm4GmsWl1PGX777bdL3LL01arV8bD0ErEmAggggAACCKRdoDk+P/Tv399uvfVWW3bZZa1nz5728MMPW6tWrcqiIrjg5yK44HfR3EoHF5599lnbddddrXfv3nb99ddbmzZtbKuttiK4EF8FLEEAAQQQQAABBBBAAAEEEEAAAQQQyKgAwYWMViynhQACCCCAAAIIIIAAAgggUBEBggsVYWQn5QioU5M6N7lJT2jdcMMN3a8V+dkcHQ8rUnB2ggACCCCAAALNJlDtzw933HGH9evXL/hPT6lXAOGyyy6z008/vSwDggt+LoILfhfNrXRw4bXXXrM333zT+vTpEx6U4EJIwQsEEEAAAQQQQAABBBBAAAEEEEAAgRYkQHChBVU2p4oAAggggAACCCCAAAIIIFC2AMGFssnYIInA7Nmzbb311gt2scIKK9jChQttyJAhdu655ybZbb1tq93xsF4BmIEAAggggAACNSdQzc8PU6dOtW233dZat25tb731lq200kq28cYbmzrbP//888GyUgEJLvilCC74XTS30sEF35EILvhUmIcAAggggAACCCCAAAIIIIAAAgggkHUBggtZr2HODwEEEEAAAQQQQAABBBBAIIkAwYUkemxbtoCeInzmmWfaWmutZccdd5xdcMEFwWgLGnWhklO5HQ/nz59vS5YssaWXXjroOFhYloaWF67P7wgggAACCCBQewLlfn5Icoa33HKLnXjiiTZ8+HA79thjg12NGTPGevfubcOGDbMzzjij5N0TXPBTEVzwu2guwYV4G5YggAACCCCAAAIIIIAAAggggAACCKRDYNasWXbeeeeZ2m07d+5sgwcPrkrBbr75Zhs/frydc845tuWWW5Z9TIILZZOxAQIIIIAAAggggAACCCCAQAsSILjQgio7DaeqRqUpU6YE4QV10ttwww2DYk2cONG23nrrRhVRgYP33nuvzrYLFiwIGrA0Ux3/XIdAt1K7du1s+eWXd78Go0BoNIhNN93Upk2bFs53LzRKRLHlbj1+IoAAAggggEDtClQzuCAl3Xhbd911bamllgrRZsyYYR07dgx/L+UFwQW/EsEFv4vmElyIt2EJAggggAACCCCAAAIIIIAAAggggEDzC4waNcoGDBhgX331VVCYPfbYIwgTVKNkp512ml155ZX2zDPP2C677FL2IQkulE3GBggggAACCCCAAAIIIIAAAi1IgOBCC6rs5j7V6dOnW6dOnYJiTJ482bbYYgvbZptt7NVXX7VTTjnFrrrqqkYV8fPPP7fVV1+9rG2ffPJJ69GjR7hNQ8GEhpaHO+IFAggggAACCNSsQLWDC5WCIrjglyS44HfRXIIL8TYsQQABBBBAAAEEEEAAAQQQQAABBBBoPoFPP/00eCDdAw88YEsvvbS1bt3aFi5caNUMLpx77rk2dOhQa+yD9wguNN/fD0dGAAEEEEAAAQQQQAABBBBIvwDBhfTXUWZKOGjQILvkkkvqjGowfPhwGzhwoK211lo2Z84ca9WqVdnnS3ChbDI2QAABBBBAAAGPAMEFD0oNzyK4EF95BBfibViCAAIIIIAAAggggAACCCCAAAIIINA8AjNnzrQdd9zR5s6da+3bt7fRo0fbSSedZJMmTWrS4MKYMWPsmmuuCQITBxxwgOn+te5rv/nmm7byyivbbbfdZmPHjrWXX37ZlltuuQZxCC40SMQKCCCAAAIIIIAAAggggAACLViA4EILrvxqn7obteDiiy+2s88+Ozi8Gp7atWtnP/zwg/3jH/+w3XbbrdrF4ngIIIAAAggggEAgQHAhW38IBBfi65PgQrwNSxBAAAEEEEAAAQQQQAABBBBAAAEEmkfg2WeftV133dV69+5t119/vbVp08a22mqrJg8uHHHEEXb77bcHJ73aaqsFoYnXX389CFEorKD72Joef/xx+/Wvfx28LvY/ggvFdFiGAAIIIIAAAggggAACCCDQ0gUILrT0v4Aqnf/zzz9vO++8c3C0Dz/80NZdd93wyLvvvnsQWujXr1/wxIpwAS8QQAABBBBAAIEqChBcqCJ2FQ5FcCEemeBCvA1LEEAAAQQQQAABBBBAAAEEEEAAAQSaR+C1114LRjno06dPWIBqBBdyuZy98cYb9uSTTwb/jR8/PggrtG3b1tSO1rNnT+vevbutvfbaYbmKvSC4UEyHZQgggAACCCCAAAIIIIAAAi1dgOBCS/8LqNL5H3fccXbjjTdat27d7Lnnnqtz1DvuuMMUWlhppZXs888/t5/85Cd1lvMLAggggAACCCBQDQGCC9VQrt4xCC7EWxNciLdhCQIIIIAAAggggAACCCCAAAIIIIBAegSqEVyInu3o0aOtb9++ttxyy9kaa6xhkydPttVXXz26SoOvCS40SMQKCCCAAAIIIIAAAggggAACLViA4EILrvxqnfrixYuDJ1B88cUXdsMNN9ixxx5b59ALFiywNddc07799lsbM2aMHXjggXWW8wsCCCCAAAIIIFANgXKDC/Pnz7clS5bY0ksvHQQwC8vY0PLC9Rv7+/nnn29DhgwJnv6lm2JM/xUguBD/l0BwId6GJQgggAACCCCAAAIIIIAAAggggAAC6RGoZnBh+vTp1rVrV1t33XVtxIgRtsceewRtrn/729+sVatWJaMQXCiZihURQAABBBBAAAEEEEAAAQRaoADBhRZY6dU+Zdc4o5EUPvnkE1t11VXrFeGQQw6xe++913r16mX3339/veXMQAABBBBAAAEEKimgwMF7771XZ5cKU3bu3DmYd8YZZ9QLW7Zr186WX375cJv11lvPZs+ebZtuuqlNmzYtnO9eNLTcrZf0J8EFvyDBBb+L5hJciLdhCQIIIIAAAggggAACCCCAAAIIIIBAegSqFVz45ptvbJtttrE333zTnnjiCevZs6cdfPDBwUP3rrzyShs4cGDJKO7e+M9+9jP7+OOPS96OFRFAAAEEEEAAAQQQQAABBBBoCQIEF1pCLTfzObpQwn777WcPPvigtzSuAUfhhs8//9z71GLvhsxEAAEEEEAAAQQaIaDPG+UO8f3kk09ajx49wqM1FExoaHm4o4QvCC74AQku+F00l+BCvA1LEEAAAQQQQAABBBBAAAEEEEAAAQTSI1Ct4MLEiRNt//33t5133tnuueeeAOCDDz6wTTbZJBh5QQ/eK3XUBXffm+BCev6OKAkCCCCAAAIIIIAAAggggEB6BAgupKcuMlkSPbl4zTXXtG+//dbuu+8+O+igg7znuXjxYlt77bXtiy++sJtvvtn69+/vXY+ZCCCAAAIIIIBAJQQILlRCMd37ILgQXz+VDi5o5JFFixbVOeC+++5r06dPt27dutltt91WZ9lqq63mHYWtzkr8ggACCCCAAAIIIIAAAggggAACCCDQ4gWqFVwQ9Pz58+27776r88CbGTNmWMeOHcuqB4ILZXGxMgIIIIAAAggggAACCCCAQAsTILjQwiq82qc7atQoO/zww4MRFNRBUCMqxE3HH3+83XDDDda9e3d76qmn4lZjPgIIIIAAAggggEBEgBEXIhiRlwQXIhgFLysdXNh8883tjTfeKDhK/K+DBw+2Cy64IH4FliCAAAIIIIAAAggggAACCCCAAAIIIJAXqGZwoVLgBBcqJcl+EEAAAQQQQAABBBBAAAEEsihAcCGLtZqic9pjjz3s8ccft379+tV70mphMV944YXgiawaZnPOnDm21lprFa7C7wgggAACCCCAAAIFAgQXCkD+9yvBBb+L5hJciLdhCQIIIIAAAggggAACCCCAAAIIIIBAegQILqSnLigJAggggAACCCCAAAIIIIAAApUQILhQCUX24RWYO3eutWvXzn744Qd74oknrGfPnt71ojPXW289mz17tl1++eV22mmnRRfxGgEEEEAAAQQQQMAjQHDBg5KfRXDB76K5lQ4uxB+JJQgggAACCCCAAAIIIIAAAggggAACCDRegOBC4+3YEgEEEEAAAQQQQAABBBBAAIE0ChBcSGOtZKRMV199tZ1yyinByAkaQUEjKTQ0/eEPf7CLL77YttxyS3v99dcbWp3lCCCAAAIIIIBAixcguOD/EyC44HfRXIIL8TYsQQABBBBAAAEEEEAAAQQQQAABBBBIjwDBhfTUBSVBAAEEEEAAAQQQQAABBBBAoBICBBcqocg+vAJdu3a1iRMn2qmnnmpXXHGFd53CmdOnT7dOnToFs2fOnGkbbrhh4Sr8jgACCCCAAAIIIBARILgQwYi8JLgQwSh4SXChAIRfEUAAAQQQQAABBBBAAAEEEEAAAQRSKUBwIZXVQqEQQAABBBBAAAEEEEAAAQQQaLQAwYVG07FhMYF33nnHOnToEKzy2muvmRqVSp06d+5sU6ZMsXPOOceGDh1a6mashwACCCCAAAIItEgBggv+aie44HfRXIIL8TYsQQABBBBAAAEEEEAAAQQQQAABBBBIj0A5wYX//Oc/9t133wWFb9OmjbVq1arOiTS0vM7KCX556KGHbN9997Wf/exn9vHHHyfYE5sigAACCCCAAAIIIIAAAgggkD0BggvZq9NUnNGQIUNMneg22GADU4ihnOmyyy6zM88809Zdd1378MMPy9mUdRFAAAEEEEAAgRYnQHDBX+UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACzSMwe/ZsW7RoUZ2DKwAwffp069atm9122211lq222mq26qqrhvP69u1ro0ePDn6fO3eurbnmmuEyvWhoeZ2VE/xCcCEBHpsigAACCCCAAAIIIIAAAghkXoDgQuaruHlOUKMtKLBw4YUX2h//+MeyCqGGpLZt21oul7MJEybYdtttV9b2rIwAAggggAACCLQkAYIL/tomuOB30VyCC/E2LEEAAQQQQAABBBBAAAEEEEAAAQQQaB6BzTff3N54442SDz548GC74IILwvUbCiY0tDzcUcIXBBcSArI5AggggAACCCCAAAIIIIBApgUILmS6epvn5CZOnGhdu3YNDq4REzRyQrlT9+7d7ZlnnrETTzzRrrnmmnI3Z30EEEAAAQQQQKDFCBBc8Fc1wQW/i+YSXIi3YQkCCCCAAAIIIIAAAggggAACCCCAQPMIEFxoHneOigACCCCAAAIIIIAAAggggEA1BQguVFO7hRzrlFNOsauvvtp22GEHe/HFFxt11iNHjrSjjz46GN7z008/taWXXrpR+2EjBBBAAAEEEEAg6wIEF/w1THDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgFGXEiix7YIIIAAAggggAACCCCAAAJZFyC4kPUarvL5/fDDD9auXTubO3euXXfddXbCCSc0qgQLFiyw1VZbzRYvXmyPPvqo7bnnno3aDxshgAACCCCAAAJZFyC44K9hggt+F80luBBvwxIEEEAAAQQQQAABBBBAAAEEEEAAAQSSCBBcSKLHtggggAACCCCAAAIIIIAAAlkXILiQ9RpuhvM76KCDbOzYsfbqq69aly5dGl2Czp0725QpU+yss86ySy65pNH7YUMEEEAAAQQQQCDLAgQX/LVLcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsPNcH477rijvfTSSzZgwAC7+uqrG1WCadOm2WabbRZsq31tv/32jdoPGyGAAAIIIIAAAlkXILjgr2GCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gm6G8xs9erT17dvX2rRpY3PnzrXWrVuXXYoTTjjBrr/+euvUqZNNnTq17O3ZAAEEEEAAAQQQaCkCBBf8NU1wwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jew81wft9//721bdvW5s2bZzfffLP179+/rFIsXLjQ1lxzTdPPm266yY4++uiytmdlBBBAAAEEEECgJQkQXPDXNsEFv4vmElyIt2EJAggggAACCCCAAAIIIIAAAggggAACSQQILiTRY1sEEEAAAQQQQAABBBBAAIGsCxBcyHoNN9P5nXXWWXbppZc2asQEjbSgERc0YoM6nK2wwgrNdBYcFgEEEEAAAQQQSL8AwQV/HRFc8LtoLsGFeBuWIIAAAggggAACCCCAAAIIIIAAAgggkESA4EISPbZFAAEEEEAAAQQQQAABBBDIugDBhazXcDOd36xZs6x9+/aWy+Xsn//8p3Xt2rXkkmy22WY2bdo0GzBggF199dUlb8eKCCCAAAIIIIBASxQguOCvdYILfhfNJbgQb8MSBBBAAAEEEEAAAQQQQAABBBBAAAEEkggQXEiix7YIIIAAAggggAACCCCAAAJZFyC4kPUabsbz22uvvWz8+PF2+OGH2+23315SSV544QXr1q1bsO6MGTOsQ4cOJW3HSggggAACCCCAQEsVILjgr3mCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gm7G8/vb3/5m++23n7Vu3drmzp1rbdq0abA0hx12mN19993WvXt3e+qppxpcnxUQQAABBBBAAIGWLkBwwf8XQHDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DzXh+S5YssXXWWcfmzJljV1xxhZ166qlFSzNv3jxr27atff/99zZmzBg78MADi67PQgQQQAABBBBAAAEzggv+vwKCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gm7m87vwwgtt8ODB1qFDB3v77betVatWsSW65JJLbNCgQUF44aOPPrKllloqdl0WIIAAAggggAACCPxXgOCC/y+B4ILfRXMJLsTbsAQBBBBAAAEEEEAAAQQQQAABBBBAAIEkAgQXkuixLQIIIIAAAggggAACCCCAQNYFCC5kvYab+fyioyg8/vjj9utf/9pbolwuZ+3bt7dZs2bZeeedFzw52LsiMxFAAAEEEEAAAQTqCBBcqMMR/kJwIaSo94LgQj0SZiCAAAIIIIAAAggggAACCCCAAAIIIFARAYILFWFkJwgggAACCCCAAAIIIIAAAhkVILiQ0YpN02n99re/tfvuu8969epl999/v7dojzzySPDkV42yoNEW2rZt612PmQgggAACCCCAAAJ1BQgu1PVwvxFccBL1fxJcqG/CHAQQQAABBBBAAAEEEEAAAQQQQAABBCohQHChEorsAwEEEEAAAQQQQAABBBBAIKsCBBeyWrMpOq9nnnnGunfvbsVCCa7z1G9+8xsbN25cikpPURBAAAEEEEAAgXQLEFzw1w/BBb+L5rrP3ox0Fm/EEgQQQAABBBBAAAEEEEAAAQQQQAABBBojQHChMWpsgwACCCCAAAIIIIAAAggg0FIECC60lJpu5vPs2LGjzZw503ydo2bNmmXt27e3XC5nTzzxhPXs2bOZS8vhEUAAAQQQQACB2hEguOCvK4ILfhfNJbgQb8MSBBBAAAEEEEAAAQQQQAABBBBAAAEEkggQXEiix7YIIIAAAggggAACCCCAAAJZFyC4kPUaTsn5jRgxwk4++WRr27atffTRR8HoC65ogwYNsksuucQ6dOhgM2bMcLP5iQACCCCAAAIIIFCCAMEFPxLBBb+L5hJciLdhCQIIIIAAAggggAACCCCAAAIIIIAAAkkECC4k0WNbBBBAAAEEEEAAAQQQQACBrAsQXMh6Dafk/L7++mtba621bNGiRTZ27Fg74IADgpJ9//33QZhh3rx5Nnz48CDckJIiUwwEEEAAAQQQQKAmBAgu+KuJ4ILfRXMJLsTbsAQBBBBAAAEEEEAAAQQQQAABBBBAAIEkAgQXkuixLQIIIIAAAggggAACCCCAQNYFCC5kvYZTdH79+/e3W265xXr27GlPPPFEULK7777bDjvsMGvdurXNnTvX2rRpk6ISUxQEEEAAAQQQQCD9AgQX/HVEcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpOr9p06bZZpttFpRoxowZ1qFDB+vWrZu98MILdtRRR9nIkSNTVFqKggACCCCAAAII1IYAwQV/PRFc8LtoLsGFeBuWIIAAAggggAACCCCAAAIIIIAAAgggkESA4EISPbZFAAEEEEAAAQQQQAABBBDIugDBhazXcMrOb9ttt7VXXnnFTj31VDvyyCPDIMPUqVOtU6dOKSstxUEAAQQQQAABBNIvQHDBX0cEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZyy87v99tvtiCOOsDZt2thBBx1kt9xyi2233XY2YcKElJWU4iCAAAIIIIAAArUhQHDBX08EF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZyy8/v222+tXbt29sUXX4QlGzVqlPXt2zf8nRcIIIAAAggggAACpQsQXPBbEVzwu2guwYV4G5YggAACCCCAAAIIIIAAAggggAACCCCQRIDgQhI9tkUAAQQQQAABBBBAAAEEEMi6QKqCC88880zWvTm/vMCf//xnGzNmTGCxwgor2AMPPGDLLrtss9jsuuuuzXJcDopA2gS4/qatRpquPAqPbbTRRk13APaMQAsReOONN2zevHmpOFuNaHXHHXfY9ttvb8OGDUtFmdJQCNXPgQceGBRl7Nixtvrqq6ehWKkow6BBg+zll1+2ww8/3Pr165eKMlWqEL/61a+o60phsh8EEEAAgUYLvP/++6b/mGpbYLXVVrPNN9+8tk+C0iOAQLMJ6Dup2g6YalvgJz/5ie244461fRKUHgEEqi5AcKHq5BwQAQQQQAABBBBAAAEEEECghgRSE1z4+OOPbZ111qkhOoqaBYEffvjBllpqqSycCueAQKMFuP42mq4mN+zfv7/dfPPNNVl2Co1AmgTcE+vTVCbKggACZroxrH+fTAgggAACCDSngBsRqznLwLGTC+y+++722GOPJd8Re0AAgRYp4DqttsiTz9BJ6yEIn332WYbOiFNBAIFqCDz88MO2zz77mB4k9dFHH1XjkBwDAQQQQAABBBBAAAEEEEAAgZoRILhQM1VFQZtCgOBCU6iyz1oTILhQazWWrLwEF5L5sTUCToDggpPgJwLpEiC4kK76oDQIIIBASxUguJCNmie4kI165CwQaC4BggvNJV/Z4xJcqKwne0OgpQi494Cf/exnpntwTAgggAACCCCAAAIIIIAAAggg8KNAKoML+gKvL/JM2RUYN26cjRw50h599NGqn+SkSZNsq622Co5LcKHq/BwwhQLR4ALX3xRWUIWKdOyxx9pNN91kBBcqBMpuWryACy6cd955po5pTAgg0LwC+v44Z84cRlxo3mrg6AgggAAC/xNwwQV9ZlSnJabaEhg2bJj98Y9/NIILtVVvlBaBtAnQaTVtNVJeeTTizp577mkEF8pzY20EEPivAO8B/CUggAACCCCAAAIIIIAAAgggEC9AcCHehiVNLPDSSy/ZDjvs0MRHqb97ggv1TZjTsgUILrSM+ie40DLqmbOsngDBhepZcyQEShEguFCKEusggAACCFRLgOBCtaSb5jgEF5rGlb0i0NIE6LRa2zVOcKG264/SI9DcArwHNHcNcHwEEEAAAQQQQAABBBBAAIE0CxBcSHPtULYmESC40CSs7LSGBQgu1HDllVF0ggtlYLEqAiUIEFwoAYlVEKiiAMGFKmJzKAQQQACBBgUILjRIlOoVCC6kunooHAI1I0Cn1ZqpKm9BCS54WZiJAAIlCvAeUCIUqyGAAAIIIIAAAggggAACCLRIAYILLbLaW/ZJE1xo2fXP2dcXILhQ3ySLcwguZLFWOafmFCC40Jz6HBuB+gIEF+qbMAcBBBBAoPkECC40n30ljkxwoRKK7AMBBOi0Wtt/AwQXarv+KD0CzS3Ae0Bz1wDHRwABBBBAAAEEEEAAAQQQSLMAwYU01w5laxIBggtNwspOa1iA4EINV14ZRSe4UAYWqyJQggDBhRKQWAWBKgoQXKgiNodCAAEEEGhQgOBCg0SpXoHgQqqrh8IhUDMCdFqtmaryFpTggpeFmQggUKIA7wElQrEaAggggAACCCCAAAIIIIBAixQguNAiq71lnzTBhZZd/5x9fQGCC/VNsjiH4EIWa5Vzak4BggvNqc+xEagvQHChvglzEEAAAQSaT4DgQvPZV+LIBBcqocg+EECATqu1/TdAcKG264/SI9DcArwHNHcNcHwEEEAAAQQQQAABBBBAAIE0CxBcSHPtULYmESC40CSs7LSGBQgu1HDllVH0Wg8uPP/88zZixAhbsmSJ9enTx3r16lXG2bNqUwjMmjXLzjvvPPv666+tc+fONnjw4KY4TL193nzzzTZ+/Hg755xzbMstt6y3vFozCC5US5rjIFCaQK0HF5rrmlqaLmshgAAC5Qs013XtpZdesiuuuCL4vqDvDc01EVxoLvnKHDcLwYWbbrrJ1OlW08UXX2wbbbRRZXDYCwIlCCxevNhuu+02++c//2mvvvqqzZ0717baaivr2rWrHXzwwbbJJpuUsJfGr5KW9wI6rTa+DtOwJcGFNNQCZUCgdgV4D6jduqPkCCCAAAIIIIAAAggggAACTS9AcKHpjTlCygQILqSsQihOswsQXGj2KqhKAWo1uLBo0aKgQ7w6Hym0oEmdLs4+++yquHEQv8CoUaNswIAB9tVXXwUr7LHHHkGYwL92ZeeedtppduWVV9ozzzxju+yyS2V3XsbeCC6UgcWqCFRBoJaDC815Ta1C1XAIBBBogQLNeV1zHYQUHFDItrkmggvNJV+Z49ZycOHf//63HXXUUfboo4+GGBMmTLDtttsu/J0XCDSlgB5ucMABB9gTTzzhPcwqq6xif/3rX5v0+3xa3gtcOfRdRe2vTLUlQHChtuqL0iKQNgHeA9JWI5QHAQQQQAABBBBAAAEEEEAgTQIEF9JUG5SlKgIEF6rCzEFqSIDgQg1VVoKi1mJwYfLkyda3b1+bOnWqrbzyyjZ//vxAgOBCgj+EhJt++umnpr+lBx54wJZeemlr3bq1LVy40KoZXDj33HNt6NChNnHiRNt6660TnlHjNye40Hg7tkSgKQRqMbiQhmtqU9QF+0QAgZYrkIbr2lNPPWU9e/a0yy67zE4//fRmqwyCC81GX5ED12pw4b777rPjjz/ePv/88zrfoQkuVOTPgp2UIKCHT2y77bY2ZcoUW2aZZWzQoEG22267Wbt27ezFF1+0q666KlimtoS///3v1qNHjxL2Wv4qaXkvoNNq+XWXpi0ILqSpNigLArUnwHtA7dUZJUYAAQQQQAABBBBAAAEEEKieAMGF6llzpJQIEFxISUVQjNQIEFxITVU0aUFqLbgwbtw4O/TQQ23x4sXWvXt3u/baa61Tp06BEcGFJv1Tid35zJkzbccdd7S5c+da+/btbfTo0XbSSSeZ3lebMrgwZswYu+aaa4LAhJ7aOHz48KDzw5tvvhl0xrntttts7Nix9vLLL9tyyy0XW/5KLyC4UGlR9odAMoFaCy401zU1mTJbI4AAAvECzXVdmzNnju26667BE+b79etn77zzzv+z9yVwX03b+9v/Z6gkikSilFIqGRtcUikqUpQmTWQsZJ5SV2QumSKFuGmk6Cr3oi4RTbpXpJIk6hrKLJTp/Nezu2u/e+/v+c7z+671+bzvGfbaw3nO+e6zz97rWUu1aNFCPfLII6pPnz5q+vTp6rHHHtMRu3A+VyLEhVwhnZ16ipG4wJHpgMgll1yijj/+eNWzZ08NkBAXsvOcSKmRCEydOlX17t1b7bTTTmrSpEnq7LPPdpRAcMO8wocffqjnekAwyIQU6rtAjFYzcXfzV4YQF/KHvdQsCJQGBOQdUBruolyDICAICAKCgCAgCAgCgoAgIAgIAoJAthAQ4kK2kJVyCxYBIS4U7K2RhuUJASEu5An4HFdbbMSFESNGqNtuu0171r/mmmvU1q1b1Z577qlRE+JCjh+e/1W3YMECbRQGIwQYglWqVEkdddRRWScunHPOOerJJ5/UrahSpYomTfz73//Wxg4gK/zxxx867eWXX1bt2rX7X2uzvxHiQvYxlhoEgWQQKDbiQr761GQwFV1BQBAQBJJBIF/92lNPPaVAWIDsuuuuqnnz5ur111/X49S1a9fq7wikDR06VI0cORK7OREhLuQE5qxVUozEBRD+V61apUDs7tixo/r73/+uOnfurDES4kLWHhUp2EMAEW9ARmjZsqXCeyFMpk2bph1VgNwAAkOdOnXC1JI6V6jvAjFaTeo2FpyyEBcK7pZIgwSBokJA3gFFdbuksYKAICAICAKCgCAgCAgCgoAgIAgIAjlGQIgLOQZcqss/AkJcyP89kBYUFgJCXCis+5Gt1hQbcWHy5Mmqfv366uijj9aQ/PDDD0JcyNbDkWC5y5cvV4hyAM+1LLkgLgRBoN577z01f/58/ffPf/5TkxX2228/BfIADCNgpFOtWjVuVk62QlzICcxSiSCQMALFRlzIV5+aMKCiKAgIAoJAkgjks1/79NNPtaEsxoswEPr+++9V+fLl1amnnqratGmj/w499NAkryg9dSEupIdfvnMXI3HhzjvvVCB983eREBfy/RSVvfo3bNigateurfANP2rUKIUoIGHy7bffqqpVq+rv+kySygrxXSBGq2FPQPGcE+JC8dwraakgUIgIyDugEO+KtEkQEAQEAUFAEBAEBAFBQBAQBAQBQaBQEBDiQqHcCWlHzhAQ4kLOoJaKigQBIS4UyY1Ks5nFRlzwL1eICz4ihXGcC+KCfaVPP/206tu3rypXrpzaZ5991DvvvKP23ntvWyVn+0JcyBnUUpEgkBACxUZcCLuoXPepYW2Qc4KAICAIZBKBXPdra9asUccee6z6/fff9d9rr72mo3Rl8poSLUuIC4kiVZh6xUhc8JEU4oKPiBxnG4EXX3xRE8ZQz4oVK9Thhx8etcpmzZqppUuXqk6dOunoIFEVU0gopHeBGK2mcAMLKIsQFwroZkhTBIEiREDeAUV406TJgoAgIAgIAoKAICAICAKCgCAgCAgCOUNAiAs5g1oqKhQEhLhQKHdC2lEoCAhxoVDuRHbbIcSF7OJbVkvPpTHaqlWrVNOmTVWNGjXUAw88oE455RQdcQEGOTvttFPOb4EQF3IOuVQoCMREQIgLMeGRREFAEBAE8oJALseKP//8sx4rrlu3ToGwgGgLu+++uya6VqlSJefXL8SFnEOe0QqFuJBROKWwMoLAE088oQYOHKiv9osvvjDRP8Iuv3PnzpqwALIZCAyZkkJ7F4jRaqbubH7KEeJCfnCXWgWB0oKAvANKy52U6xAEBAFBQBAQBAQBQUAQEAQEAUFAEMgGAkJcsFBdtGiRwsIiS/v27dUVV1zBh2lvM1X+DTfcoP7973+b9kycOFFVr17dHMtObARs4sKPP/6o/t//+3+xM4Sk7rbbbur//u//QlLklCBQfAgUInHh3XffVddcc40B84QTTlA33XSTOZad5BFg4sKAAQPU2LFjky4AhuHly5dPOl+mMkjEhUwhmdlycmWM9tNPP2nvuatXr1bz5s1TJ510kurevbt65pln1L333pvR8VqiCAlxYQdSgwYNUh999JGBDVExqlatao5lRxDIFQJMXHj22WdVhw4dkq525513VrvuumvS+TKZIVd9aibbLGUJAoKAIBALgVz2a/369VOTJk3S34233nqrevjhh9XgwYMVjGOff/75WM3MSpoQF7ICqyk0CALtqf23337T5xCNbfLkySY93R0mLuC7A0TpVKRChQqpZMtYHom4kDEopaAEEeDfDdR//fVXtcsuu0TNibmpp556Sh144IHq008/jaqXbEKhvQvEaDXZO1iin6m1tJISk9+ziQupPqeIGJrK+lPyrZUcgoAgUGgIyDug0O6ItEcQEAQEAUFAEBAEBAFBQBAQBAQBQaCQECg1xIXhw4er999/PylsYYQ5bdo0BSMVyG233eYYxmbaEM6evEd9o0ePVldeeSV2kxI2ykEmGJHC+J6N6LFw17NnT/X7779HLRNG99WqVVP77befOuywwxQIGrEWEqIWVKQJNnHh+++/T2niGLgz5kUKgzRbEDAIpEJcwG/n3HPPNWXwTpcuXVTfvn35MHR79913qyVLljhpe+65p4JnNhZ4yGzdujUfqm7dumkDZXNCdpJGgIkL/fv3Vw899FDS+fHOhMfSfIkQF/KFfOx6c2WMtmzZMoX+pWXLlmrq1Km6UZ988olq0KCBjrwwa9asnEddyAdxYfr06WrGjBlRb8oee+yhatWqpQ4++GAFwlft2rWj6mYiAePNSpUqqV9++UUXh77822+/zfm9yMS15KoMGDG+9957UavD+BLED4zTa9asqU4//XS11157RdWXhBIE+BsJv5FUiAv4HsJ3Uj4lV31qPq9R6hYEBIGyhUCu+jWMPzC3tWXLFj03iDmbP/74Qx155JF6fgzE11w7/MgVcaGszgN+8MEHqn79+uYH1a5dO/Xyyy+b43R3eA4XxIVUiS8VK1ZMtxlp5RfiQlrwSeYUELjsssvUgw8+qOeOtm7dGrMEOIu67777NHF4+/btMXUTTSzEd0GujVbh7CHM8QuIfG3atIkJ5eWXX642btzo6GDOZeTIkc65XB1wP8z1ZXqtjsuNtWXiAiI3YQ4qFZF1pFRQkzyCQPoIgPwEJ4D5lK+//lqtXLlSv+tatGiRz6ZI3UWEAMZSjRs3LqIWS1MFAUFAEBAEfAQwBsFYREQQyCUCsOOZO3duLquUugQBQUAQSB8BWuAqCPnvf/8b0NXoPzKiTbpNZOBj8nM58baHHHKIU88ZZ5zhlLFgwQInPd2Drl27OuW/+uqrSRe5adMmp4ymTZs6ZdDCnZMeDwOk77vvvgFNBDvllOYDilZhMCLj64CIH0n/kaFeaYZIrq2MIZBK//vll1+a35Hdz5BhSEz0yBtiQIs9EXnRD9mC/tEul4gLdnLG9s8777ygR48eAU0GZqzMQi3oggsu0JgScSHpPg/9JC065/XS0F/zM3HHHXfktS1SeQkC+M3jvpxyyiklJ7O0R+SV4KuvvnJKX7t2rXOcy4NTTz1VX/tf//rXnFV71llnmd8B/x6ibYmYG6CPI8ODrLWPDPCd9px44olZq6u0FEzG9Q5m0e4fnycjhwD9dr774GLAn8geGlsiLqT0ntu2bVveLzOXfWreL1YaIAgIAmUCgVz2a0RUCMio0MH1448/Dsjrt3MuVwcYI+J9TmTXrFZZVucBKcqXM6a69tprM4ozObfR5RNxIaVxBb6h8y2zZ882GNGCeb6bI/WXAQTIYYZ+5oh4HfdqKcqq1iVP9EEm59kL7V1ABCJ9nfgOzIU8+uij5nfP35TYok+LJf/6179C82EuMV/ir6WRk5ucN+Wf//ynxgVz2amsISFPJp/vnAMgFQoCRYwA9792Xyj7O2wwBIfCxuGNN94o4l+eNF0QEAQEAUEACPD6sbxzC/udW9ruDzk3lB+gICAICAJFh0CpiLhARreqRo0a9F5JTsj4y/FaSwuaxmMsSqpbt25GIxHUqVNHrV+/XjcSnqvhBQieaZMR21sW8tHksaIJaVMEIkj06tXLHCezM2zYMHXLLbckk6UodSXiQlHeNml0FhFIJeLC5s2bdeSWsGahL4XH7zChhTAFj4W+EHFBERnCnP7555/Vhg0bzDE8eqfSz5sCQnaWLl2qmjVrplN69+6tJk+eHKJVek5JxIXScy8L6Upy5UW3kK6Z25KPiAsYm65bt46bkNAW0ReItJkVr/2TJk1S/fr1M+2A10x4QRQJR+CLL75QiAqQiuDd+eKLL2ovbankLwt5JOJCWbjLco2CgCBQbAiU5bFiriIulNV5QESwHTNmjPlJTJkyJeX5UFOItcOeviXiggWK7AoCcRDgfg/rHojOR6SEqDmIZK8ef/xxHWnu888/j6pX7Am5jrhw0UUXOWtFjN/FF1+sHn74YT6M2CJi48KFCyPOjxs3TmE+MR/ir6V99913OuJjLtsiERdyibbUJQhkFoE5c+aoTp06qYoVK6irrjovs4VLaYJAFhAYMeIBXSoRF9Txxx+fhRpKikT05BEjRqgPP/xQ28Hgm1JEEBAEBAFBIHMI8PoxOXtTrVq1ylzBUpIgEIIAbKqeeuopRcQFRU4gQzTklCAgCAgChYtAqSAu8AQwwwzj1nPPPZcPo25btmwZakAbNUMaCZhYrVy5sikBE6/JGp4hM3lsc8gFjzzyiMKENAt5GFP33HMPHypicyryTmOOsYOXFQyL8SFqGwr/3//9nyKP1jqcs5OhlB0IcaGU3VC5nLQRyARxAYuSRN3TbRk9erSCEUGYcNh4pNl5fOJCWN5Mn+Ow9ChXiAvx0cX9Qoi5fAneXUz2o4gL6vrrr89XU6ReC4GybIzGE08Ym8FAI9uC3wB5rjR9Leq77rrrFMZvkD///FMtWbJEGxtQdBt9jv9RVDE1a9YsPszY1u5HUSiIDH369MlY+aWtIBAPMDZnwffA0KFD+VBvsXAEw53nn39eh5O3E8nbo6LoJvYp2bcQEOKCBYbsCgKCgCBQIAiU5bEiG/BizIh5y2xJWZ0HxOLv66+/bmBdvXq1ql+/vjlOd0eIC+kiKPnLIgJwrsTrFBQtUe29995RYcA3Kr55KDKPJtpHVSzyBF63wrcK5l+zLRSdWy1btkxXs88++yjcB0isd9Err7yiTj75ZK2He/b111/rffyD05djjz3WHOdqx19LgxMHiriZq+pNPUJcMFDIjiBQdAiU9L9Vqf9dVHTtlwaXPQTKl2+otm3brrJNXMC7vW/fvua9uttuu1G928oe4HLFgoAgIAhkEYFcrx9n8VKk6CJA4NVXX1Vt2rQR4kIR3CtpoiAgCEQiUCqIC4gSAKMxlv79+6snn3ySDxPawkjInpStWLFiVM+0FHJYUSh27Q0cRmS1a9fW0RlsYoJfKb8s+Lwf7YHPYwsywapVq3R74A38wAMPNMkwdoLRE8vixYuNx3Cca9eunZo3bx4na2ad7QnXJNAOPn5B3rAF3tBbt25tnzL7IDXguhHhAt7QMeF+0EEHqUMOOcToxNpBhIlNmzbp/Nu3b9celZAf5SQiqHPNmjUad+hjwhp1ly9fPpHsRkeICwYK2REENAKZIC40bNhQvf/++7q8v/zlL6FeupBYs2ZN9emnn2q9ww47TPd1OPCJC+gjtmzZovXwD79zXvDEeaSzwJgdDGJf4N0N3q1tQT2IFgGSRfPmzc2iYZcuXdSDDz6oVRHdAX+//vqr1uX8dhv4HLZbt25VWFBj8duDvu+nn37iZN3nwdAY17Fo0SJtbIwFwgoVKhgd3oEhMiL14J2APEcccYQ64IADODmprURcSAouUU4QgbJsjJbriScYZsFAiwVjqE8++YQPzRZj05tuusn0aUiAp0uM4zC+DRP0Yx999JEuD+NcRGnA+BZ9YSzxDcbwHkDfjjE1xtYsGCNHIz5hfPfNN9+wqvbyVK1aNe2h0+7D0UdWqVJF66G9b775ptZp0qRJaEQe6ACzXXfdVUGnatWqpo5oO6mMNf1rRR/NxDz08bgGvBdxTbfddpu+N1z/Oeeco5544gk+dLa4j3hn2u+X4cOHa29YjqJ1gHE6xtogPuC9WL16dW3AF/aOtLLpXVz7xo0b9XsR7y3ghTE6yBW4nkQEXj3wzkL9IJJjrI425ErQXuA9Y8YM1aFDh6Sr3WWXXRQW6/IpZblPzSfuUrcgIAhkD4Gy3K/liriQzXnAVOY/7acp3XlEjE8xD4ixyHHHHWfmafGdjO9ujPcgGCf++OOPMb272+1KZF+IC4mgJDqCgIuAHSka3yb16tVzFawjeBLGNx3WOuAVu7RKieFs9okLmAfFtx8bH2LOgrHFN/E777wTCjP6V3y7oq9t3769+sc//qH1dt55Z923litXLiJfKv07+mz7+xbECi4bHp8RKfLwww9XDRo0UP5aWo8ePbQTLrsh/rwt0uwybd1U94W4kCpykk8QyD8CJf2vEBfyfzekBYkgkG3iAhwd3XrrrQrfOfjOw5gB31BCXEjk7oiOICAICALJIZDr9ePkWifapQ0B/n7Gux1ryyKCgCAgCBQVAmS8WRBCxvBw1a3/yIg2qTZ17tzZ5EUZ999/f1L5oUwewp0y6MMtogwywApGjRoVkBGRo4s6aWI3IA+zQbS2++WTt+iI8smYNzj77LN1WYwFtqhv6tSpWp8MckzdZMQakDGsUw4ZdJl05H333XeddP+AjMscfTLw8lUCWiTU10YTyY4ut5E8+QTz58+PyMcnZs+eHdBCasR1cX4yeguIMMHqEVs8G5dffnlAxnMR9dPiZEDElQD3JlGhSXBTDk2yB/RhnvQfLQQkWp3oCQIFj0Aq/S8RrMzvCL9l8qhmjslANiCjxYjrXr58udGhhaSAvKuZYyIUOPo0wDZpKL9bt24mfcqUKU4aLWoFtFhl0nmHvFg7eqeffnpAC6fOOe6H7O2wYcN0EW+99ZajS6GFuWhni/eCnd9/fwwaNMhJX7FiRYDro48Hcx7Y2IK+/dJLLw3C+l1g9fTTT9vqCe1fcMEFuj4i9yXd56GfpAXGhOrJlhL6a8Y57B2arXql3NgIkHdEfV/IC3xsxVKYSgYW+tqJPJuTqxszZoz5DeC3QISrqPWiTySylaO/cOHCCP233347IIJraF+DOjp27Bi89957EflwggzGnLEZxmQ8PsK4jX+v2N55552hZeBk9+7dHV2M6yD+e4Ai9gRklB+0bds2IAMKkwf7FPlB58E/tJc8SwREWDA66EspIpnR8XfSGWsSCc7UQ4bvAS38BOPHjw/IYN+cJ2MRXeWZZ55pzgGXBx54wG+Kc+y/PxgbWwn3YezYsQEZdzhlM/541wwZMiTqWJkIvQHeC2HvG5RBxkYBRXizq4zYf+aZZwIbB64bW5wnj58RebJxYr/99tMYEHEhpfccGfhko1lJlVmW+9SkgBJlQUAQKBoEynK/hjEi3oW0WJnV+5WNecB05j9xsenOI5IBbcTYAvMMZHgbEFE24rse441MCxFO9f076aSTUhpX4Bs634L5WB6XAVMRQSDbCOBbjJ+5xx57LGp1mF/i7w9855VmITKHxgRrOtkWrAMx/thifpKPyRlMaPVEUjA6mOMgJ1rmuHHjxhF50unfKXKqKRvtwjoU5l4xr8vtvPrqq3Wd/lraXXfd5bQFzxA53zL5kB9rc2Hzw07GJA8o6qGuA+/aVNaQkIfnSZKsWtQFAUEgTQRK+t+qVNI6+RMMCv4ZKFduN/3OIaeTaT794dnJqYAuH3P4mLvGfDren0RcCM8gZwUBQUAQKCUIkAO4YMCAAQHW58LW2LJxmbleP87GNUiZxYMAbC3xTsd6sIggIAgIAsWGALxOF4SkYjjLDSePs7oj5gnOVD7qQBjg/NhiUtIW8tAdtGjRwtGx9Xkfk5hh5IV45ZOH0oCNbbgse0teagMsMtnnYKBkC8qw07EAQAx6W8XZJ4/ljsEZDLzI462jA0MjTGzb5Ybto30rV6508uLg7rvvjpsX5eHD+LXXXovIj/pj4cJtIU+22lAsooCQE0JcCAFFTpVpBFLpf33iAhafsKDFv8lx48ZFYApCAKeTp6yAvCGb42SICygYRpZcFrYjRoxw6iMvYo5hKwxIKTx6hIGDXQbvZ5q4cO211zptxaIged52ztnEBfSlFE3GSee22duLL75YGw47Fx7jQIgLMcCRpJQRKMvGaLmeeALBwO4D4k2wweDc1ofhki0gE8AAzNYJ24fOzJkz7ax6nzwiOnltg7FJkyY5aeedd15EfpxAXw3yL9eLMT15/te6Dz30kDmPdPIIFVAkCOcc58OWoq3p8sj7blSdbIw1bWItRScIpk+f7lwT2sbfBrVq1XLaFu+bBYQg+xrnzp3r4AiSxLnnnuvo2Pr2PiZmfVmwYIExGLJ1w/bDyCcwwLCJi2H5cA73GO++bAt/MwhxIdtIS/mCgCAgCCSOQFkeK+aCuJCNecB05z/TnUfEeAeOWqKNKzDvMHnyZCcd38aZFiEuZBpRKa+sIECRQvXvE85DosmsWbPMb9ieD4umX8znSwxns09cwDex3Xfi+9cm/fO3to0nHFJxnpdfftlxAIC5V1vS7d/xTHBd2MJZgf/9Dmc1EH8t7ZVXXjFNgWMTrAXZZV133XUmPZM7QlzIJJpSliCQWwRK+l8hLghxoziIK9kmLuC9CfICSIgQIey5LR4AAEAASURBVC7ktk+S2gQBQSA/CDz11FPON0eunPDlev04P+hKrYWCgBAXCuVOSDsEAUEgFQSKnriwZcsWZ5ISxlWpeLXyvZTCKJcFnlpszy/4uMNEK7zCwFMtvMqylyCkhXnA9cvHQiALvHv6kQ9guAWj/4kTJwYYQOG6YNhrT8j27t2bi9Bbe9Ifesccc4yTbh+sW7fO8XYOfTbWZT14cK1fv75T58CBAwN4VYXn2BNOOMFJAw622N7VUT6MteAB/dlnnw0mTJgQ4WEXHn1sQRtBiOBrxsIlJqFBPKAwvUHXrl1NGnTuu+8+O3vUfSEuRIVGEsooApkgLmCSyzbQP/nkkyPQtIkN6NvgEZt/38kSF9DP28b9IF4xeQqGlOw9BOWj/+SoLnhnXHPNNUGvXr1M3dBBH43z+EP/AslUxAU/8oPtcRvEMPRt9kKtTZKDsedNN92kvUqi7/INVNHvJypCXEgUKdFLBoFkjNGwSP7dd9/pP4wxfImX7uvn+zjXE0+NGjVy+i324h+GA/pBkEK5j8X2448/NqrwammnVa5cObjxxhu1EdiDDz4YsLEJ66CvYuN7LgQG+pyOLaIDsKxatcpJQ3StMEEkG7sMjjAGXRig2Wl4TyCKBPpQjAHhHcpOx7i0bt26AUjEGCO3b98+QAQEW2fw4MFOM9Ida27cuNEpH++eqlWr6nMwEAFu7FkT5GC7LejfKWSn0x4++Prrr4Obb77Z0W/ZsmUEWQ142WWCrILvB3yjYOsb/X377bdchSY32x6agS2eCxi74N4iSoP9fYPnCb9fW3zSAr5nQJCBJ2QQHQ444ADTvgMPPDDq9dplprMvxIV00JO8goAgIAhkB4FkxoqYe+OxYpjH5Hjp2bmC1EvNBXEh0/OA6c5/pjuPiDGkPQ+IcQ6MUxH9CXN+PDfrz4/CY2imRYgLmUZUyisrCOD3it8uviUQ3c0XrIOw0TmM5n0BOZvfBWERluOl++Xl+7jEcDb7xAX/Ox9zoDVq1DDfZGvXrnXgwJwCf08ed9xxEU6z7Kjm6fbvqBhEf64P35etWrUyx/iOxvwtG1P6a2n4RoZgizUvLgd54kUy1BlT/CfEhRSBk2yCQAEgUNL/CnFBiAtCXMBPEuu39ne2EBcKoKOSJggCgkDWEIAt3hlnnKG/G7BOxuuJQlzIGuRScB4REOJCHsGXqgUBQSBtBIqeuABvKzxRie2hhx6aNCg//fST43EWRja2wMOrXUfnzp3tZL0PYy9bxzbs8cvHhLEtDz/8sJMXRle2YRF0MQFrl499GCTZYnszRzomfBEyl/8wGQyDKj9CBSZ4YRjrh62F0REWBffaay9dt0/IgJdWu00In27Lvffe66TPmzfPTtb7MPqDwTE86KJ9Numkbdu2Tv4xY8ZE5MekOrcBRnaJiBAXEkFJdMoSApkgLlx66aXaUxb/HmEsavdjMA7lNBhrghxmh/ROlriA+7N06VLHKBULnujHYCzJdWGL/tkXeLm2dXwiGPQzRVwYPny4Uxf6XBC12IgYbeb+1zdC7datm9/0wO4bjz766Ij0aCeKibiAhWg8M/YfPLPzPQPBxE7DfpjnuGhYyPnUEICRto87Ey9hNO6n+VGc+vTpY+6hTeDk1sRLZ71C2eaSuIDn2zdC94kENi4YM/HvBVsQE1jgxdZOg0H5559/zsl6i6hcfsQGf9yJSDt2OY899pgpA7/hihUrmnR/bA3FJUuWmHSUc/zxx5v82GFjFq4DkWpWrFhhdB599FEnP/TQ5k8//dToXH311Y5Ox44dTRp27P4U+ZMdayKKALePtxh/w4iQjWxgmAOZP3++owtiA4/ReYt3A4w5fMIFCNOIGuQLSMM1a9bUXjTxbrFJcNC137Nonx3hwR4PIw3fAr7gnqNcRC1CRA28F1lAjsD7nK8b3xf29w/04LGT07F9/vnnOXtWtsVGXEi3T80KiFKoICAICAJpIJBuv4axBL83ED3Hl3jpvn6+j3NBXMj0PGC685/pziN2797dPAN4FhCpEeNKW2xHAPy8YG4g01JsxIWtW7dGfI/Z42U4kfG/1zKNmZQnCAABkLP32Wcf/VvGN9ybb75pfsd4T2Cei3+706ZNiwANzymn2+R4VoyXznqFsi0xnM0+ccF2MsXf4PjGZDzxTWoL5hQ5DU5c/KiH+OZjSbd/99fHUC++iTGHy/PHmIcAQcLXhTMsCOaRmjRpYtoM8gP6tmyKEBeyia6ULQhkF4GS/leIC0JcWEcPW+H/ZTvigv+LE+KCj4gcCwKCQGlBANHi2eEFviUWLlwYJONYJRM45HL9OBPtlTKKGwEhLhT3/ZPWCwJlHYGiJy7cddddZrISE54wtB83blzMP3gStSWWcSoMxXxvX+vXr7ez633fCGzRokVGxy/fDpUMY1UY7fMkMbbs7dsUQDu2YTHr2iFyocsDIE6Pt4UhEjzxfPTRR3ZVoftYdMAimC3wgGPXcdppp9nJJswg62Ci1xew+8O8LmNinPNhC4zC9GC8ynrwFOsvaPr14dg21EJoYZAlkv1jI+Ow8uWcIFBsCNj9SyxDWPu6QDzg3x62IC789ttv2tM1n//b3/5msowaNcrog3AEsT1rpUJcQBk+SQHetG0P0TC0RLt8ySVxgQ1WGBcsrIUZbaON7dq1MzhBf+LEiX7TtSdsLgtb25A0Qtk6UUzEBXhQs68xkX1/Ada6dNnNEAJ21JRE7okfySkeMSFeeoYuI2PF8LgLv/Fsi2/kzxEQQDjAH/puGBLAkL5v377aAMC+R7fccotuIsZStWvXdn5f0SI3+P1rv379nMtEZB27DoyvbLGNJmDgDuMDW+z+DunLli0zyRjP+eNv34DRHs9xOyZNmmTKwI7vhbh///4mPRNjzdtvv93BAIQDjv5jKvrfzj333OPocptjbeH9ZfHixX5REccYl9rR4lihZ8+eTp2IFMeCyAh23SCi+ILnxfbEZafbUZNQTtj7CvfcruOOO+6wi8j4frERF9LtUzMOoBQoCAgCgkCaCKTbr8UjJsRLT7P5Gc/O34H+XFkmK+LxqP2+jbUfax4wE/Of9rUlO48IT+BoH7cfJFj2sG2XO3nyZKMDXZB7mTBq66W7X2zEhZkzZzq4MI6xtonMoaaLo+QvmwggegoI8vz87bnnno63ffzWEZkhTOIRE+Klh5WZz3MlhrPZJS7g222PPfYwmCO6IcQmijz11FMGCvt7kOdp7Siv+EaPFiEw2f4dlfrrY3g2QK4KE18XhDXMedhRGOBoC061si1CXMg2wlK+IJA9BEr6XyEuFIPRvrRxHa1r7oiebDueyd4vJDA2HFivFBEEBAFBoDQh8Nprr+nvIjithC0YRIgLpekOy7X4CAhxwUdEjgUBQaCYECh64gK8b/EkeKJbPwyx703GNkB77rnnnPLh1RTGkf6fH13A9vYyduxYp4ybb77ZPCMgONjthrfSMAN9GA3ZethHuF9b9t9//wgdP49/jEloeJu1vdPaZdr7aMPHH38cwOs1DJ/ghdUuzzd4sheVoQdjLgwQYVS2adMmu+iI/SFDhjhlg+zhY45jGNHZbQjzRusXbhu6CXHBR0eOyyICmSIuALsBAwaY36QdpQWetPm3Onr0aA1zJogL6C8R7YXLtreVKlUKwohmqDyfxIWuXbvq6w/75xPZpkyZEtH3jR8/3rneMGPRsLKFuBCGipxLBoF0jdHiERPipSfT1lzosqGYPW7MVr0w6rD7t2T24XWfjZLgWcTOG40YiuvwI8AgAoItiCzAZSF6Frwj2oJoAJyOrR0tgScOOR3vDltWr17t5IXHf398zAuQXAY8SvpG9vfff79Tjj0Gz8RY0zYCQTtwzdGkV69eTlu43fG2iCaXqEEGjPtAYMFYF56HEcWNy4dxkE0esQ1+WAfPCqK8vffee9EuQ5/HN4gfAQTGcv5YHdHWuGxsL7nkkpjlppsoxIV0EZT8goAgIAikh0C6Y0V7DsknLKJl8dLTa33mc+eCuJDJecBMzH/6KCYzjwiCoz1uwLdBmPgRnRo2bBimlvY5IS6kDaEUUMYRQHQFzAva341wNAIjefQ30cT+TpGIC9FQijz/wQcfOH0oz1NceeWV5vzIkSNNRjbcQb/LUbLtc4hmGEuS6d9Rjr/+hrr8b3yuz19Lw3zmIYccYq4DjhyiOQzgMjK1FeJCppCUcgSB3CPA84b77y/EBSEFFH60BdwjIS7kvp+QGgUBQaB0IgA7Nt/JGX/rwFlYLiSX68e5uB6po7AREOJCYd8faZ0gIAjERqDoiQuYRLUXthLZv/DCCx1UBg4c6JQBjzMsbOiZSLm2DgzDWGKVzwthnNc33OIyPvnkE6eNNWrU4CS9hbddLgNbGBM9//zzwQsvvGD+MFGDaBOYuLYne6GP0M2+0T8M0DCoO/HEEwMYAoHkYNfh70+fPt1pE4yj/HrsPAhHDG++thEVF5DKfYXRXLQJby4XWyEu2GjIviDgRnRJJ+ICsESfw79zREGB10Z4gbY9J4IABckEcQHlgHjBYei5bmxh9B9N8klc8Ele3EYs+vmGoPb1RNsfMWIEFxFzy+8zeBxPNsoM9P2oOzErk0RBoAwgkMuJJ/79RusHws6j3z3nnHMcoqtPJoAxfTTxjf47d+5sVGGEYteJST9fMIa0dWDYzmKT2eBN13/3+J50zz//fM5qtn4EA5uUwEqIwmO34ZlnnuGkIBNjzTp16jjlgywQTUBAsNsC4zx7nI59vLcQociOVoE8eDeA7OELjFNABsC1VKhQwSnfrgv78E7pCwjFvh4fI4QuQobjG8QXtJP1ktnahjJ+mZk4LjbiQiauWcoQBAQBQUAQKFwEsk1cyPQ8YCrjTYwD7PnPdOYR7WhcKNePlst3Gh7D7fFHNIID66e65flaOEpI5fsZeUQEAUFgBwKI9gzjEZ9oXhbwKTGc3T+rl+s7HsC6EGTMmDGmz7z44ov1OZuohm9PCPpvOJ3i/hXR+2xJp39HOf76GBxiRRNf155TRvtAgAmLyBOtvHTOC3EhHfQkryCQXwRK+l8hLghxQYgLYb9GzPvivSoRF8LQkXOCgCBQ2hAQ4kJpu6NyPTYCQlyw0ZB9QUAQKDYEipq4gLC0vjF98+bNg3h/ttESbhgPVHhiFsZYLO3btzcTtpyeyHbDhg1cRMzyO3bs6JR/6623mnz2Djyt2vVyuF/WefHFF530Ro0acVLoFgsFLVu2dPLAAw8LFhTgudauk/dBEMCfjz3y+AIvSbZxMpdhb2H0tWbNGicrJqBtnUT2YWCViAhxIRGURKcsIZDJiAvbtm1zQpP/4x//CGzDgqOOOspAa/cN++67rzmPnVdffdXpA+DVOpqAsGQbwaK/wGIbQtNHk3wSF7BoGCa+4Uki/R50sKCXiLAhihAXEkFLdASB+AjkkrhwzDHHOH1itP6hSpUqQbNmzXT0G0TI8gXjRzvvLbfc4quYY5AFbF02coACSL52Wlg/hD7Y1rnrrrt02TyBwmm33367qZN3rrrqKifvhAkTOMls/QgGr7zyiknjnRYtWjjl2GPVdMea3333nTMWxnssGoEWhmu+sYUfOY3bzFuQ3BgjbO33J3Suu+46p37W3XnnnfU4HVs+h23fvn25aLPFt9RFF10UWg7n3WOPPYJZs2aZPNgB8ZjTk9lGM0B0Ck/jQIgLaYAnWQUBQUAQEAQyjkC2iQuZngdMd/4z3XlEn4SJb/YwAXHfHn9wRMcw3XTOCXEhHfQkryAgCDACJYaz2SUuXHvttU7fyNG1ERWc+8wzzjhDf7MeccQR5hy+zyHLly8356DP3+9IS7d/Rxn++lusiAm+Lrff3sKRQS5EiAu5QFnqEASyg0BJ/yvEBSEuCHEh7FcmxIUwVOScICAIlFYE+BtDIi6U1jtctq+L192xnisiCAgCgkCxIbATGkyTfnkX8rSqyFBetwP7FO48bpvIq5cirzBGr2bNmooIA+Y4kR0y4FfUgStsIRS+WG3evNlkpUGMIsMvc0zeXFXdunXNcbSd7t27KzIY0uXa5ZNRkyLv4yYbGSGp//znP+aYPJgqMsQyx7xDXmgUGSjxoRo2bJgiYzNzTAtq6qabbjLH/fr1U2QsbI7DdsgTroIeC4VqVm+++aaiCAiKjN7U+++/z0m6Taeffrpq06aNwjWQYZaisLyKjLa0TuXKldU333xj9O0dPGJEvFBk9KRoskiR51Y7We//5S9/UbifkO+//17ttddeeh//gGO8a4Ee2kODTezGFOAN3CGoiwzJYuqHJZIneUXeb8OS5JwgUHQIpNL/op+kSC3mWi+99FL1wAMP6GP0YdOmTdP7tHCmNm3apNC3QdBX3XjjjXq/devWijxI632/b8R5pLMQcUER6YwPnS0ZKqirr77aOYcD9N+LFy9WRLSKSPPfH+R1WpGHb0dv0aJFCv0iCxlyKCJi8KHZoj8mL9LmmIxw1Q033GCO8d4g4wpzTOHRFXkBN8e8g34VfQu/j3D+rbfeUuTxhFVCt+gva9euHZpmn6RoQ2r8+PGKiAsKbUhWiKymdt9992Szib4gUGoROO2009TcuXMVGaUp/M6zJb///ruiqASKPByaKsioQBFh0xxjhwhbekzrnPQOKNqVIgKnOUtGDKpr167m2N7B2Ax9EMujjz6qiAClD9Gn2dc8duxYNWjQIFbVW/Rpe+65p6JoLfoY/R76npNPPlkRyUCfO/jgg9Xq1asj+jmMN4nAZsrD9fLYjU9SBAFFxFc+VORxURFxwxyjfozBKfKPPoe+8ttvv9X7mRhr+u8pikihyKulqd/ewfiaCHbm1EEHHRQ6HjYKtENEagU9Fow7gSURLvS4mKK0cZLWIwKCIo/ACvcYuvfee68iAojRue+++9SQIUPMsb1DJBNFETF0+zFO9j8Pgd3atWv1dxLy0cKWQnksPXr0UPhOiCdEWFTVq1ePp5ZyOr4fv/jiCzVjxgzVoUOHpMvBbyjeOzfpQiWDICAICAKCQJlFAGMljJkwZqTIShnHIZPzgGhcOvOfGKemM49IZEo9brRBijY3TA5gnO/y+fPn67lKO28m9vFdP3ToUD2+ijbGi1cPxvAigoAgULYRQP+PbyV8q6Bfy5ZQ1Bo1b948XTxFpVVElNf7y5YtU02bNtX7mOPEfCU5NNDHFGVb4bsW8thjjylyXqD38Q/f7G3bts3IOpG//obvS6wjYZ7RF18X6WgnEftVly5dzLwIOcJSH374YWgZfpnpHL/00ksK88GYawhb00qkbFlHSgQl0REEMo9ASf9blfrfRZmvQEoUBDKMQPnyDdW2bdsVEbideeQMV2OKI2eWipys6blQckhnzsuOICAICAKlEQG2yYMtGZGTs36JuVo/zvqFSAVFgQDW07GujjVxzLGKCAKCgCBQVAiAuFAIkorH7/vvv9/xBAOvMcmK7X2fblzgsyxtDzRIJ2OepKqIV74f1YC93PiVNG7c2LlW3/PpmWee6aSTMZFfRMQxGaA5eeD9HDJnzhznPMr25eWXX3Z0aCLbV4l6DC898NqDqA3AlP+++uornQcebPkctmT0FrWsVBLse0KGaymFfCcjwlSqljyCQEEikEr/SwQs53dKxAVzbYhqw79hMqAMaMHMHJOBqtHLRMQFeBS3+xIilpm60AYiNJj67J1EIi4sXbrUKQts/DDxvX773sPZ0yZjQoa7YcXoc4ceeqhTpx29J2qmBBMk4kKCQImaIJAgArmKuLBixQqnX8C4iIzyE2ylq4Z+jPsibMkIy1X43xGRWAMytDK6iGJDxACjS4YXJg3lENHLpNk7RDA2emTYH5DRhDlGPnh/DBMyZDB66OPJGM5RIwN+J4IBkTicdBz4ER9o0sboZGKsScQA00ZcC7z/RhMi9jm6ZHARTdWc/+CDD5w8CNvNOPgRON59912Tj3fIKMXJT4Q9Toq5RSSIv/3tbwGRJpz89r26/PLLnbRokYRiVpSFRIm4kAVQpUhBQBAQBASBlBHg70BarEy5jFgZMzkPiHrSmf9Mdx6RjE+dsQUiVYXNu2Eewo8qZY9RY+GVbJpEXEgWMdEXBASBMARKPH5nN+ICoi/iuxR/RGIwTbGjuyLqtf2NTqQFo4cIi5wfW+5b0+3fUYG9FoOyyVGNqdff8XURYZeFHIU5bUTkoWyLRFzINsJSviCQPQRK+l+JuCARFyTiQtgvTSIuhKEi5woZAawtkVMs/UfOVwu5qU7byLmraffHH3/spMlB7hDgtVHfFjBbLcjV+nG22i/lFhcCEnGhuO6XtFYQEARcBOBRsyAkFcNZ8jTqTFbeeuutSV8LeZNxyiDvLU4ZPXv2dNIffvhhJx0HFA1AG+LDQMoXv3zyauOowNDKnhQOC3EOYzBbB/v+wNYv5/XXX3fq8Q/Ie01A3mqcchFSGEKRHJzzvhHuH3/8EbGgSdEg/CoCGIXhI4JYfRFpOEFefJx6bINmNjzi6w7DliJMBMCXPKuGlh/tpD0BLsSFaCjJ+bKEQCr9byziAgxKyZuU8/vGb/mwww5zYE2XuPDLL7/oMrmfgKEreS8L+GMQ58l7V0AeGJ16ceATF2CE64u9uIeycE3krdtRA+GKohA41+r3mWywwu2MRVyAUQvrYUtRIJz6cACDYop4EaAvTkaEuJAMWqIrCMRHgPsa/MazKU8++aTTLzDRNJU6+/bt65RFEb1Ci6EICo4eRb1x9GrUqGHSybu/7pcchf8d2Abu5OUxsA3sol0HCK52PxhGGqMIBo5OGMn26aefdnR8Ilu6Y80+ffo45ZMntzAI9Dn/mwVj7XiCbwYbB+AH+e233wKQGDgN7ybfsA8EZ07HFsZ/eDfbgnfoypUrg08//dQ+bfbx/rHLeOSRR0zauHHjnDQYkPgC8t8111yj37d++3zdTB3zPaWICykRk8m7WKaaIuUIAoKAICAICAIBfwdmi7iQyXlA3K505j/TnUcEYd8ed2CfIm5FPEV33HGHo0eRdyN0MnVCiAuZQlLKEQTKNgIlhrPZIy74fai9TgOnB+zwBd+F3NfaxH7cIYqaY9LsvjXd/h1l++tjFBkQp0PF14VRJQtFwTVtxHVgTibbIsSFbCMs5QsC2UOgpP8V4oIQF4S4EPZLK0vEBcxzY/0AfzxPDQInn4s2Px6Gm5zLHwL2WBDrQ8Ui06dPN2PYMAdU+bqOG2+8Uf8GsGXBuiB+F1jPKm0ixIXSdkflemwEhLhgoyH7goAgUGwIFDVx4fDDDzcDPUxWzp07N2n8Bw8e7JQBQxdb/EWxDh062MkBjO3LlStnyoBREX/0QDFe+fCAwxPG2KJ824vuunXrAjbCYT0Y59pCoXWdMmCou3HjRk0cAHkAfzC2BdkBC3/jx48PWrRo4eRB2RQCWBcLIyOuC1t4bLUF0RzsdOxPmDDBqMBQqWrVqkYHhl2+wODWvn8VKlRwcAPb1a7jzjvvdIqwjfhwvfYktqMYciDEhRBQ5FSZRiDTxAWACW/S9m8Y+8OGDXNwTpe4cMkllzh1YHELgkkmCoVm0hDZhj2FcQMWL15s0tG2vffe2+l7oYe+2CdgoE7uo3/++WeHJMHXCwMHW9hghdNjERd4QYx10U/65C94LUc6jIWrVaumPZfZ9UXbF+JCNGTkvCCQGgK5Ii5cdtllTn8Va5E/3pX4Y7jatWsHIHHagnGc3YdWrlw52LRpk1EBcYr7KGx9UppRpJ1JkyYZ3UqVKmkyGfLAYCJaFDN49rfLHzhwoF2k3n/wwQcdnZEjR0boULhrR2fKlCmOTrpjTVy33U4Q56JJkyZNHN1p06Y543SM1YExomvMnDkz6NGjh6OPekDYhYCAgLGvXTciobEgYsIhhxzipOM9yIJ3F6L7cBnYByHOF/8bxo6q4ZOq8YyACMGC/fr165s2IPLS+vXrOTlrW/5mEuJC1iCWggUBQUAQEASSQIC/A7NBXMj0PCAuK535z3TnETFHaBMzMc7x5wFnz54dEW0B38bZEiEuZAtZKVcQKFsIlBjOZo+48Nxzz5lvL/Sf+N60Bd/99vcj9uHQhQVrWfb8px0hMN3+HXUMGjTIqd//Nud2YOt/h9oOXdDO6tWrm7Iwr5Dt70yep0VEix9//DGlP3ut0L5W2RcEBIHsIlDS/wpxQYgLxUVcgEE93h3J/vG6ZaK/rLJEXOBvO5A5Wew1iGyPJ7hO2aaHQCETFxBFEoRf2B74ApIFk2Q++eQTPzlvx2yjhigWLGx3gWjcpU2EuFDa7qhcj42ATVxIdvzA+smOI+z6ZV8QEAQEgXQQKFriAgxi/PDg8I6drPgG/CAK2AJDIhj72JO7MPDBAhoiBthheKHDhrNcRrzyEWHBLhv7DRs2DBA94qyzzgpgCASjflvnmGOO4eL1Ft7E7fRU9ocPH27K9D3UojwM5uD5FYNXHPue2OCtfN68eQHuAV5quAa7HcgHo2VEp0BkBx8X35PvkiVLtFGbXQbCCI8ZMybAwiR7CkI69sMiMpgL8naEuOABIodlHoFsEBdsY1X+HftGqukQFxAOnMvF9qSTTnLuI8gBdnrXrl2ddERqsdOxj34OhqG2V2nfOzn06tWrp0lmMMTEMYxq7bJgoGILG6ywTiziAvJxP8v6DRo0CDCxhvcFTyRwWseOHe2qYu4LcSEmPJIoCCSNQK6IC8cff7zTx9gL98k22jcoR19Sp06dYOjQofrPH7/tsssu2pDeruell15y2hNGUGV9EHy5v7K3GENHE3h4sXXh5cWXc88919HBO8EXjBvtctasWeOopDPWhKE/yGNcPgzmowm8+PvfLJwv0S3ecYiWxuITE0A0gRecSy+9NNh3332D/fffP2jZsqVpH+4jjFfYE9HFF19s0tAGECsQHWPixIkBSCAY19ttRoQNm5iAdvgRgvBOhFEL7p/fvljPCF9TJrZCXMgEilKGICAICAKCQKYQ4O/AbBAXMj0PiGtOZ/4z3XlE1N+pUydnfIIxCoimWPzHNzLm/vz5UT+iFsrJlLBxC8ZhqRqrZqotUo4gIAgULwIlhrPZIy5gzcX+tly7dq0DmB91u23btk46IvHZ+dHvsmSif/fXgfxvc64L23i6iJZut5UjiNtlZHJfiAuZRFPKEgRyi0BJ/yvEhWwQF4YNu4TG6Mebv1WrXqIbXBwEgUJtZ7lyOyLswkFNKt8f27dvT+pHVpaIC/fff78eP8Cmh8U2gocjIJHCR8C+Z7zOUSitHjVqlH7G7r333kJpUtx2nHHGGbrNIFWwIHIbxtpYJyxtIsSF0nZHM389sA/C/CP/wfbRlnjptm6u923iQipjCOQBgUFEEBAEBIF8IFC0xIVly5bpgRNPVMJAJ1mBRy970WvPPfc0nrTtsjAQtr3OcJ3+Ft5jbCaaXz4iJdjpqAMfkr5xj13u0UcfraMZ2Od8I/977rnHwcLWjbcPL+MjRoywL1cbRjVu3DhqmTBmwsvLjqrA9SxYsECXhVBnbDzEadG28Cjue/tFITfffHPUNnBZWLiEgXQyIsSFZNAS3bKAQDaIC4jyAkNJ/q3CMNaXVIkL8PaNSANcNvrxjz76yCkefe1f/vIXowPdxx9/3NHxF8O4PPsjHZFq7PcE6/AWxpj4cOFjbP1FMzZYYZ14xAV49zj22GOdMjmvvW3evHnw1VdfOdcU60CIC7HQkTRBIHkEckFcQF9mRz9AHxBrkT+Rq8AYmolXdp/i76Oftb0wctkg79q6sSZjMRauWLGio4/IC19++SUXF7Ft3769o297+mflI444wtEBGc0XjLu5nWgD2uJLqmNNP+JALBKZ/83CbUpki3Eu3jMwJLRl6tSp5tr8cvDOev3114Ow7wOQOSB4R/vvSL8cPsb9QiQIXxDdDYQG1ou2RT1+1CO/rEwd87eHRFzIFKJSjiAgCAgCgkA6CPB3YDaIC2Hv+WjvYv982DwgX2eq858gWKY7jwjCK8Y+fnv5+Jxzzgn8SGTxvq35ulLZCnEhFdQkjyAgCPgIlBjOJr925ZcV7ZjnJtBfYv7AX3/ynbL4hl5/+9vfnL53zpw5pqp0+3d/fSzatzkq9HXxLepfC+ZD+L2ALeY2fJK9aXwGdoS4kAEQpQhBIE8IlPS/iRMX3nxzBnnFPiXib/ny5+kqYhvl9+t3ZkS+UaOuj5nv119XB1OmjCFnMoOCrl3bB40a1Qv23HOPoG7dg4M2bVqQ88SewcKF02OWEdau335bE/Tq1SmiPZs3L026rLDyce6001yHMW+9NSNjZUers7SfF+ICPUJZEqwNY9xQs2ZNUwPWPXhMAcdDIoWPQCETF2C7hecp1lpZoSHM3wj9+/c3TYNjXVwH7A9KmxQzcQF2eRMmTNCR2o877ji9Lgfnx7Cxw5zj3XffHSAyq0h6CPjOQ5cvX+4UGC/dUc7xgRAXcgy4VCcICAIZRaBoiQuPPvqo+aDAAAoTtMkKvPTzRwm2MKKNJhs2bAjAPPVDlyNfs2bNAkzw+pJo+TC26tChg9MWGIv169dPEwTGjx/vpPkexXr16uWk29dk78OQCcbDJ5xwgh7YwKtqtIldhCrzDcfg9RveyJltB6MpGI7ttNNOuv7dd9/dMR4GZvD8ioGT3Q7eR3nwoovBVjSB4RXIGwj9y/mwhUE0CBRvvfVWtKxRzwtxISo0klBGEcgGcQFQ2n0IvDD7kipxwffEiEgEYYI+2DZ8wOIYwjWyfPDBBwEi2Nh9CxbF4GnEFhhQNG3a1OihzzvqqKO0V2osqtl9CsqCMYUtbLDC9SRiXPHbb7/pyDu1atUyfSznx+TaHXfcEcDjdzIixIVk0BJdQSA+AmwcgN94tgT9FP/2sY21yJ9MGzCJNXjw4AB9nl0+9hFVBv1qtImu7t27O3kQvjqWoL+064ChXSxBxADWR1SDn3/+2VEH6dcmxiEymi8gs3EZ2CJqRTRJZaz58MMPO+VjfBxN/G8Wu132Pq7pwAMP1N8VXbp00ZF2YhE88H0A0jWXAQMVvHfffvtt3ZStW7cGmDC3CRwXXnihaSbeIbfffrv+NuAy7C0IyoieAIJCNEEdeL/b7eAyDj74YE1CzuXCjxAXot0pOS8ICAKCgCCQDwT4OzAbxIVszAMyRqnMfyJvJuYRQfhElFseT2Bbt25d/e2NOnr37u2k2ca1SM+kCHEhk2hKWYJA2UWgxHA2e8QFOPTifhPrPr7YUQ0RycYXRN/j/Nh+9tlnjko6/bu/Phbr29zXRaSIMIGxjt1eRPjOlghxIVvISrmCQPYRKOl/EycuTJ/+gNO/cF9zxRXnUoOjExdAbGBde9u9O+wWwvPB0L9hw3qh+ewysN+kSYNg0aJnopbl1zF37mOh5d5//7CEy/DL9I+LibgwevQNZBNxWnDxxWdn7Pp9PDJxnE3iAhygrVu3zvkDMRzPF9ZQ/TSsGZcmmT59ur7WRo0amcvidV3Mydvy+eef6/lw25EQ5rfhuBNRn3/44Qdb3exjLQX9DozrMXZKVDZt2hQgygba+J///CdiLYTLwfgM8/Sx1gtYF22ELv7sKM6cji104JwJtj6ITB3LVsfOl8g+ykaZs2bN0uWjnmSiWsB5IbAGlvYaVaLEBdxDEFMQgRptAK5Yx4gmWI9nvOy1DNhQLVy4UN/XaPcUNl7Iyw6ehg8fbsriKChY3+Lyo90PbluizwP0YZ/A5drtRh2LFy/W14/7EO2Z5ajcl1xyCVeviRfoF/wIbUahiHeKkbiA5x9relgX9scG/jHs9PD8FYu888472l6xR48e+jdaCO2GoxfGFe9G/g1z2+Kls14+tkJcyAfqUqcgIAhkCoGiJS5kCoBky8EgEMZQMNKC99FkvF3HqwuDDwyk4eG7UAQfB/DCg200AQYYGGNgHyY84F+6dKn+sIPhcLIGtxhwI2wxPgzhWSfWB0ZYG+xz/DGKgQciPeBjLNk/Jm/Y5cq+IFCsCKRCXCjWa/XbDc9dmHDAx3u8CR94qE52gsWvL5Vj9Hcw4EAbMTnlextLtEwhLiSKlOgJAokhkAviQmItSU+LJ3IxUYR+LpOCcS0TXDHuguGZP9mTyfrSKSuTY8102pFMXkxCv//++5pAF21sivMwQLQn+f068P7D/X/11Vf1eDuV54CfI7yvMMGe6rvKb1syx0JcSAYt0RUEBAFBQBDINgLZJC5ku+0oP9X5z0zMI2KOEfN/mZxzTRYzIS4ki5joCwKCQBgCJYaz2SMuhNWbjXOZ6N+z0a5slinEhWyiK2ULAtlFoKT/TZ+4UKsWnKaEExBwftiwS4yhGxu8YRuNuDBkyABnvtTOE21/990rBC+9NDFmO7iNPXt2Cm3PMcc0Tig/lxNrWyzEhW3bVpFTlx2Oe6pX3zdj1x8Lm1TTsklcgJPJaM9W2PkwIiSBV7Qyd+5cff22F/m1a9fqc3C+aUuTJk30eRA7YTsCJ062U9Odd95ZRzLGfDsEBuIwiLbXQIApjI19h0x2PU8++WRoVGyUA+dE+Ca25cwzz9TtggFzrHKRh3XhbMh3YApHfcDBby+OETkZJJZUBd/vF110UQADav+5goPSAQMG6HWDaOVjfcEnqKJdcIQKm6x4xAWsb8Dxoe8MFW2B0ydEEwjDDveS2/vss89qW4GWLVs6jhGRDkeDWPuwBR7vOa+/xdoYhIkzSH/33Xft7GY/2ecBGbGGw3U+//zzAUgUcJxRvnx5cx7pcGwFJ1i+wCEV0q+//nqTxM504cy3tEmxERfgoAzPHN/jRLe+c81CvY8gx/A1rV+/Pu/N/PTTT0170C48L7bES7d187EvxIV8oC51CgKCQKYQ2AkFUeebdyFjTEUeU3U7sE+eYvLeJmlA6USAmNWKvP/qiyPigqIPmKQvlAb9irwAJ51PMggChYiA9L+FeFcy3yaaKFM06aAo7KOiqA9JV0ATRIomnJLOJxkEgdKKAE0CKpr0VmSUpm6++ebSepkpXxfGWBStRtEigC4D4y0i/ipa+Ei5TMkoCMRCAN+PNEGvZsyYoSiaXSzV0DTysKVoISo0TU4KAoKAICAICALJIoDx4YgRIxTGjC+88EKy2UU/zwhQZCo1dOhQddJJJykyAkipNWRUklI+ySQICAKlBwH0/xQ1Wq91Yf5VpLgQeOmllxQZD6oqVaoocnyTUuNlHSkl2CSTIJA2AiX9b1X12WeLEipvxowXVY8elxldrIewCQVFVaB15UYmzd45/PBT1XvvfaBP2XmIuKCmT7/fVlXTps1RvXpd7pyrWLGC6tatg2rcuJ465JBa6ssvv1JvvfVvNXXqC2r79l+N7m677arWrHlFEZHCnPN3fvhhq9pvv+bql1+26aSaNQ+g/uu/Rm316pdV/fq1zXGqO506na/mzHnVZKcIEqpFix3r7uZkAezMnj1PdelykW4JERfUf//7VgG0KrwJ5cs3VNu2bVfkfZ+wbBGuFOMseYdW+AsTMmRVDz74YFhS6DnM31OU4tC0YjxJDkPVxIkTVe3atRUZz+tLIC/0atSoUYoiUqurr77aXBYZ9StyIqfOP/98Pc9Mjn5Uq1at9FiOjNYVGcdrXeiRsbm2NyEv3IoM3RV+/9AnZ4Fa5+6771ZkHG7Kxg76FCJDKDKQ1+cPO+wwfb8pCjX1I+/p/OT8U5GxuXruued03VDENykZk+s8yNu1a1e97//DdVWrVo2epW2KnNkpigZtVCi6gho4cCD1D78o1NeuXTuNCRkNKyJrqq+//lqRgb+aMmWKnscwGRPYQb1t2rRRy5cv19p4hho3bqxtcMgxqV4XQgJFWNQYlitXzimVHCEpIk4oMg7WedA22PIQmUERAUABE8yxEDFC5yOnq4pIDqYMYIf7RM6b9O8AawO1atXS+cghoSLnT1q3X79+iqJ1mXzYIXKuxgz7WDufNGmSfgZwb7C+RVHRFe49OYhSaDfWBHGtkEGDBun1r/nz5+vj+vXr63pxgOerYcOGeq2CvMrrdCIuaFz0Af1L9XlAftxjjDMhWPunKOr62QMuuHYiqSgyftf3GzrkHEI/p9iH4FnFH+Y8KNKZPkcEETVz5kxFBJ6oz5hWLMJ/eJ5gI0YR6PTznu1LSGf9GM8TOc6jMcB200z0L3g3HH300YqM6vVvFb+tcePG0bjhS6OHnaefflqdffbZzrlCOnjllVfUySefrJtEBCtFJBzdf+azjbNnz6bxQhfTBPSVjz32mDmOl24U87SD3zL6JfThqc47yHdrnm6eVCsICAJ6QERjovxLWfb4nX/0y1YLJOJC2brfcrXxEZD+Nz5GpUEjmxEXaCIjoMmN4LzzzguOOeYYHU4S3jFEBIHSjEBpibiQyXsE7/7wWgPPNDQR6HiooAWATFYlZQkCEQhkM+ICLdYFPXv21O85WmAJbrrppoAWLSLaICcEAUFAEBAEBAFGoNgjLvB1lNVtNiMuIKriI488EsCb58UXXxzQgm1AxhPao2dZxVuuWxAorQiUePwu/ogLpfUexbouibgQCx1JEwQKG4GS/jf1iAsNG9Yzc5tDhw6iC46MuvDRR68aHXj233//qubYj7iwdeu7wQEHVDPpZKNC86eNaH7pldCyN25cGDRufKijP3Bg91Bdbtvjj9/p6D/77EOO9/Ebb7w4Zn4uh7e4PpSxbNlzwe+/Yx5sBwbJRFzAdf/737ODv/99fDBlyhiKav4MRVaD1/JIPPnc558vIo/zC/Xfpk1vOrqbNy8NnnvuEd0uP43zf/bZWzrvmWeeYvCoVm0fUybKYF1/+913/wmIiBFMnXpf8PbbzwWI2uDr8DEw4XZi+/XXb2vdP/5YqzF7+ul7ycP63Kj5uRxssxlxgRogkiAC7PEf88wHH3ywM/+LqIS9e/c2z1SdOnUCMnR1vPjDCz7O4/d94IEHRtQ6bdo0k/+KK67QkQ5tJXjkr1GjhtbB9yJHNUYUayJS6vOIAhFNiExhyifjfqOGaAiIwIB2kYF/gEhatiAiMyIucLuTjZpNRvqmXkQ28IUMqU06OXjwkwOsHaFuchpKv72pTjqiRpDhP/1Gypky7GuDMhmJmzSOdMCF4L4hAgbKxx+iO9oCbDgN0QnIOZKOYG3rINpDhQoVtB6iMdhChA+T/95777WT9H6siAupPg8oGNG4ud3Vq1cPEP3ho48+cuonA3iNKfQQyaOsCCKWIHqI/UdEFI0XIsrY57EfK1p5qpilun68ZcsW/QzyvcUWv31EjgkTRIY55JBDzLMAfSI3hKmac/j9I1oMOQALXnzxxQCRWBCRPpb89ttv9L7baP78qO149p555pkA62h+GsrF75jz22vHxx57rDlPzvB0E/Bssy623333nWka8EG7/d85KyDvmjVrKErVSwF+X0Rc0tFIOD3advjw4Q6GY8eOdVTjpdvKRLQKiMQVwHYGf+jXw6K92Hlgq8XXjOgpLMBtzpw5+j5hP5pIxIVoyMh5QUAQKAYEwOQsCBHD2YK4DWWiEUJcKBO3WS4yCQSk/00CrCJWzTRxAcQETDBhQsT+gLb3QWaYMGFCQN42ihg5abogEI5AqhNP4aUV/1lMmpBXp4gQuugT0BdgYktEEMgmApkmLuDdRd7IAvKMFPU9h0nge+65JxCyXjbvrJQtCAgCgkBxIiDEheK8b9zqbBAXyMtjQB4ZA4rEEHVsAYMM8qbJzZCtICAIFDkCJYazQlwoxlspxIVivGvSZkFgBwIl/W/qxIWLLioxUD7ssLpUcKSh/ejRN5hxHYzk9957L3PsExdAGrDXTipVqkjGkstDy+W6YGC/xx6763wgRvTs2YnmWNdEzdOqVTNTx7777q3JBieccKw5RxEYyBD6w6j5ud5//etph4SBdqMd5557li7z9NNPMmUiDYb+nJe3X3yxOBgyZIBpv33t5DmaDMBPDz755PWIfMh/6KG1TfnQ3b59VbBkyUznPJd34onNDGGA67YJJKxnb4EJ6/J2wYIpQYMGrvEn8uy8887Bqae2JkPvSLIDztnlnnHGybqtXbu2N+c7dWoTURfXaW+FuEAwFYCw8T7uK5wz+QKDeb7nMGSHEa0vFBnA6MCAlQVOn+AQB/kbNGjApyO2TzzxhMkPo1cWijagz6Neu1xOx5a8yWudunXRZ5UISBKolzxqBxTVoCTB2lu1apV+3qEHon0yAuLBEUccEVDEgajrwTzHDuK+LTDoZVIG2h8mIP+TJ3GDi01cwLoT8sEw/cwzzwzLru8T3zeKrujo2MQD6ET7Hh88eLCpnyJvmDLs/MkQF9J9HnDdfE0U7VwbR5tGWTvAG3oHHXSQdbZ071K0D4MNYxRrO2zYsIwDkur6cefOnZ2247dMUWNitg9kHLwrcY0gKFHEP3ovfh2RZ9asWUHbtm2Nro0JRSMPLr300ghSExfChvGcB469QAq6/vrrI+xE8Ft94IEHOKveUvQX57q4HHtLEQ60Ln+Dcdott9wSgFyF3znITTgPJ5q2UNQW3RaKJhNaD/ofisZlZ3H2O3Xq5OQD4cGWeOnQhb3V5ZdfHlAkH6cstBf9Nq4jjHyAPhC/Yb5eipxAY63fA/Q5PH+I+xvL1obvD7AHmSWVP9QpIggIAoJAPhAQ4kI+UJc684qAEBfyCr9UXoAICHGhAG9KFpqUKeLCvHnzgm7dupkPKHxIwdMFoi2AwX7nnXcGjRo1ctKhc9ZZZ2lmeRYuTYoUBPKCQKoTT3lpbA4qXbrUXajhSRYKvyveY3OAv1QRBJkiLsCoEN6P2YsSP8vxtq1bt9ZkPdsDjNwXQUAQEAQEgbKLgBAXivveZ5K4MGXKlABe/eKNJex0eHrEN/yrr75a3EBK6wWBMo5AieGsEBeK8VFgoxkY06Vi/IE8YgBSjHde2lwaECjpf1MnLsBbvm1ItmZNZGQEmxTwyCO3klFwiUdwn7hw5JGuY4zhwy8lqCPJEP65f/5zoo5SYEc88HVwDBIAGy5iXHnxxWfr8u+77yZnHPraa5Nj1jt58pgABoz22NTev+CCngEM9O1zPnFhy5ZloSQAOw/2q1atQsaISyLa06RJA6f8N96YFuyzT2XnnF0WiA52FIdkiQvXXnuBg51dNu/XqLGfjsBgY//zzyudNrVu3TywySzIK8QFur1FJExcgOEpjHJ9+eyzz8w979q1q5+sjxFNj5+bDz8EUWiHwNidzyNCQTTB+AEEA+gOHDjQqNmkCXjx9wWGvWzUO3LkSCe5WrUd0V4QUTiW8PXj+zXTAlIBrsmPRAGja8bl8ccfj1ot1qBZzyYuRM3gJTA5om/fvk6KTTwA+SKawMM71//QQw8ZNTt/MsSFdJ8Hm7iAdYlowtEm8GyUlXFpsRIXQB7iZ4y30Yg0/v0G0WrJkiWh9xjEH0Rq4TJjbStXrhysX7/eL16Tmex848aNcyLQ2GnYx3jEns/i59DXs4+XLUM0piDA78g+j37hyCOPdM5hvowF32xot50n2j6IBWFywAEHmPz4rfjksHjpaDuvT0arG+fRx/rvFtt2ETro9+H0xC6nXr16Yc0254S4YKCQHUFAEChCBIS4UIQ3TZqcHgL2yx8hp1KZdC4rA/v0kJbcxYKAEBeK5U6l1850iAt4RuBRGt4y/A+lMWPGBBy+z24hPrCvu+467cXBzgMDDHx04SPK/ziz88u+IFDoCAhxwb1DIDU1a9ZMTzzDu02fPn0CePAQEQRyhQBPDCJUbLLjeywwYFHp+OOPd95z9vsr0f3ddtuNFnDP0F654oXYzRU2Uo8gIAgIAoJA7hEQ4kLuMc9kjekSF9auXRsMHTo0YAORRMcRYXow7Lj22msD26tjJq9VyhIEBIHsIVBiOCvEheyhnL2ShbiQPWylZEEg2wiU9L+pExdmz340aNq0iZknuv32q6jZJUQDeNu3iQ0ff7zAOfaJCxUrVjBlYcy3bt2/nPLsslPZv+22q5zymaDw3/++5bRr4MDuUev95Zf3NZnAHpMeccRhFJH0rzRvdo8hLFSosMOomvV84kKvXq7nYhA8pk9/gObKHqK5t2Ocdnbr1iGiPc2buwaKiGQB4sLNN18WgFCCaBg2SQPtGDFiiCnn1luvCK655nxHB/jjHP4efvgWo/vSSxOd9iDqAsgi69e/FsyY8SAZIlY16SBU2PcG0S8YA2yPProRrYftiFC+2267BoiSIcQFgqyIhA33YfgcJpjr5Xt+1VXoEyKF+x/o/ec//zEKMEDmvK+88oo5H7YDI1XotmvXzkmuU6eOPh8WWQDG9MiDfsmOqgCjZa4X37mx5LLLLtO66Xrn//PPPwOQPFauXKm/Y99+++3gtNNO02XvvffeThOmTp1q2vf664jCEi6jR482evGICzDqh5f69957T98DGBVXr77jt+kTTmzigW0M7bdi8+bNpn5867PY+ZMhLqT7PNjEBRiFRxN4eef7jzUTkdwgkMr6MWwq+F5h27Rp07Qbu337dh2dwC4Xth533313gN8e+oSqVUvec9DDGplvv+Eb0tesWVO3FREhevfurSOu+O9l+/cEosM111xjfofcHkSSwXn8cTQC2JBwOrYcSQb7ICjsuuuuAcqDgLBhj8UQJQkkJ5Ad8Id1OrsstBHfeLaA9GXrYH3blnjp69atC3bffUd0LJQD4gPuJWwS4fATfY5d/n333WcXH0yaNMlJR5QUxhLlIupCPNKZEBccSOVAEBAEigwBIS4U2Q2T5qaPgBAX0sdQSihdCAhxoXTdz2hXkwpxYfHixUH//v0dr9P44MKHXryJNW4HJqjgMQP1+4x3MNQxuYd+WUQQKDYEUpl4KrZrlPYKAsWEQCrEhdWrVwcIZe1PztoTiensIzTvOeecE4DY40/2FhO20lZBQBAQBASB5BEQ4kLymBVSjlSICwjbDuMDfCfguzmdMUS0vAhvf/vttwcbNmwoJLikLYKAIBAFATZc239/IS5EgaigTwtxoaBvjzROEIiJQEn/mzpxYebMscFf/7rDiBdjs2OOgSFzCXHh8cfvNOO9hg3hCXedMTSDvk1c+Oyzt4wu0mBkt337Kqc8u+xU9uvX32HQjPKrV9+X5qHWmvJPPLGZqX/PPfcg48D3TZpdF6JGID//IZLBd9/B8LrkukF84HTe2sSFH35Y4USegM7Klf8wZXzzzXIHJ0SpsNuKulq2bOrUAaLEihVzTBnQ8SMbVKu2T7Btm4upPSYHJvZ1YB9RLHDv+Dr8tkJn4cLpTvrf/z7elPPnnx86abivMJp89NGR5v76bfLbwMflyu2my3r55ZeTdsgCY2QYp4qkjwATF0466aTQwoAzPy933XVXqM6cOXOMjk1cgLEq53333XdD8/JJdq5z6KGH8im95XkGRGTwjdCjtR3G+1wvHO7ACDbaHwyCoYvfTrJOPL/44gttrIs2lytXEn2G6+atT1ywCQlwiBdNJk+ebK4jjLiwYsUKbUANg2r7t8/18jYWcWH48OHRqtd4sDEx5vtZUiUupPs82MQFPBfRhOc2cP3+MxMtj5xPH4FU1o9tr/64X9OmTUu7IXCCwc8+th06dAjw7NgCxxt4d9l6S5cutVV0pAA7He87/HZhA8LiEy/C+lF7HQ5G+WFrZnCQZ9eFfZAjmJCFPL/++muwadMmx+4E0aJee+01bo7Zws7FLq9jx44mDTv8zcc6cMpnS7z0tm3bOuXD4acvxx13nNHxI7v4uKEdiDABwhfjE89BmhAXfMTlWBAQBIoJASEuFNPdkrZmBAEhLmQERimkFCEgxIVSdDNjXEqixIWvvvoqGD9+vGby80catlhkxaQNnpdUBR+SMOQ466yzIiauGjRoENx6661igJEquJIv5wikMvGU80ZKhYJAGUIgUeICjAoRDQQTlLbDjXBtAAA96UlEQVQ3Fvudl419vEevuOIKPeFYhm6LXKogIAgIAmUWATYogFdBkeJDgBf3sdCKxf1Yfxs3btRe6tj7ZTbGEX6ZMJiAYcrDDz8cwFBCRBAQBAoTgRLDWSEuFOYdit0qNlKpUqVKzPdArHdEskZ/sVskqYKAIJAoAiX9b3rEheXLSzykYzz2ySfwBr7DiP+001obI7Qbb7xYn7fHbDZxYcGCKUYXOgccUM2Uw+Wls126dJZT/pAhA5zyfUICoh+E1XfSSSWGdWgnyAG+3oYNCxziAfRs4sKvv64mT+cLyNP5i8GiRc+QEeHkiDJ8ssCHH853dGyiBcrv37+rk442/fzzyqBSpYrOdYNkYLfXNl4OIy68+eYMJ3/Nmgc4+bksRGFAO/B38snHOzp8nrdXXHGuk85lxNsKcYFgKwBh438YooZJOsQFeOnn54QNcMPqwDlee/KN/D/8sIQsA0N+FhDb2age3rttgSEv1wvjZJATEvmDUXCigjpssgI8loMgAM/pgwcPDi6//PKgUaNGuh3+Nd1www2mffi2jiZ2hAKfuHDnnXea68e1NW/ePOjRo4d2qHfJJZfoOXk4GAIOsYgL8EIfS0D4QBl2xItUiQvpPg82ceHmm2+O2mye20C7hbgQFaaMJ/BvOBapxK7Ufo749woyTjqyfv16Z/0LhKctW7aEFtm+fXvzO0T9TzzxhNGD8bwdUQDpI0aMMOm8s3DhQqeMLl26cJLe4vfN14YtjPl9wbcT2mnr9erVy1fTxyAQ2XpwUBYmcNJp6/kRZeAcxE73I6fESkeUGDvvwQcf7JA5uD2IKMF6uD4mJCAdERY4DdvatWvTGOdnzprQVogLCcEkSoKAIFCgCAhxoUBvjDQrewgIcSF72ErJxYmAEBeK874l2+p4xIX3339fTx5hMc7+QGrVqhWFxJ0RwcBPtn5fHxMkEydODDAB6BuOYlLpwQcfjPoB7Zclx4JAPhBIduIpH22UOgWBsoRAPOLCJ598oglymDy033P52IfnKUzuYvJYRBAQBAQBQaB0IiDEheK+r7y4H4u4AOMMeGKzDTTyMa6A8Qm+TWC4kuziZnHfJWm9IFD4CJQYzgpxofDvVmQLhbgQiYmcEQSKBYGS/jc94gKMzWvVOsDMI913300Ewbpg69Z3aQy4w0M+xn8gOOC8PRa0iQvz509y0qIZyMczbo+Wfuml/ZzyQRiwdbdsWeZ4Uwbpwk7n/bp13TkzP8oB6zVqVM+pzyYusI69Bcng00/foHmw14K1a+cFrVs3d/KDQGDr+8SFWbMedtJZt2PHVk4506bd7+jFIy489dQ9Tv5TTjkhwL3y/44//hij5987+55jH4QNbl8yW36eJOICwZdHySZxYezYseY5siMxhF0u1kjxPDVujEgvrrRo0UKnde7c2SQg+gP099hjj+Cnn34y57Gzbl1J34Q2ZFq+/fZb7fgO9e+zzz7B3LlzQ6tgr+c+cWHUqFEGF0SHiCYTJkwwejZxAfv8W4cn8w8++CC0CERiQBtjERduvPHG0Lw4aRMFLrroIqNnG5z7Bs9Qmj69JGqLHWkj3efBbo8QF8ztKJidZNePQVLA82n/pUs0GTlypFPegAEgNYbLhRde6OiCWMOCqOV2uxA1wY/aAN2ZM2c6ejDWt2X27NlOOkhFvqxcudLRgZH/Z5995qvpuS/0d3a7Pv744wg9nPj8888dPeSx2w9nm3Y5ftSGWOlDhgxx8p5++uk0hpgf8devnztOgxNRFvSbdv0gaSUrQlxIFjHRFwQEgUJCQIgLhXQ3pC05QUCICzmBWSopIgSEuFBENyuNpoYRF77//ntNSgCbm71x4OOoUqVKAT4Y16xZk0aNiWf98ssvA0zoHH300c7HGQwwwPKHh5CtW7cmXqBoCgI5QCDZiaccNEmqEATKNALRiAuYtEMo2XwbFdqTj/Z+06ZNg/vvvz/Au1BEEBAEBAFBoPQgIMSF4r6X0YgL8E4HAwOEbbff54WyDy94Z599tjYWsRdii/tuSOsFgeJFoMRwVogLxXgXhbhQjHdN2iwI7ECgpP+tSid2REiIt0UUAntMN3MmDHzXBVddNdCcb9WqmT737LMPmXMgNnDZdn6buLBxo+uFGOsev/8O49rE2hZLDxEOqlYtcUZVrdo+miCAqAf2X4sWJePXXXbZJdi8eWlE/Ww8z9fx+eeLInTQFkQdYB1sw4gLL774eIAIDmiPrRu2H4+4gIgSYRicc043p+xRo6539NiYGXWGRVwYNuwSJ39Y2/xz/r3z03/55X2nDWHtDjvH2AtxgeDLo2STuACDfn5e/vGPf8S8Sna8AyNYXxB1D+XstttuAdZ4ITDYx7lzz0XED1d+/fVX4zzuuuuucxMzcDRnzhxzXePGjYtaYpMmTbSeT1wAAZ9x8Q2G7cJsI2ybuAAv65w/2po2jITZgV4s4gIiRESTL774wtRje5tPlbiQ7vMgxIVod6owzie7fmw/D3ieQQ5IV7hf4N/Ho48+GrXIM844wzzf0B8zZozRtX+jSDv//PNNmr0zbNgwp4ynn37aTg5AsOG2YGtHdWBF2IPYOoiaHiZ2BBboI9p5NPFJIYi+YosdPRW2Mt99952dHMRKr1fPJXLabY+2j6gwf/75p67Dj0KBtqUylyfEBeeWyYEgIAgUGQJCXCiyGybNTR8BIS6kj6GUULoQEOJC6bqf0a7GJi4gbCg+EBEOz/5wOvzwwwNMLOWTJIBQp/i4tT8E0cYKFSoEPXv2DF544YUAE20igkC+EUh24inf7ZX6BYHSjoBNXNi8eXPw0EMPBbwgYr/rCnUfi6kgEj711FMStrm0P6xyfYKAIFAmEBDiQnHfZp+4AI+YIPdXrlzZ+YYu1HEF2oWF7sGDBwe2UUdx3xVpvSBQfAiUGM5GN6QovqsqOy0W4kLZuddypaUPgZL+N33iAozqecwHo/UfflgR2AbzV14JQ9cdBATWw9YmLvz554fB7rtXMOUgfcOGBSYf509l+/e/j3fKtdsQa/+BB4Y79f/444qIchApIaxN3bp1cHR94kLfvq4BZKx2IC0ecWHdun+FtuOyy/o77Rg6dJCjF4+4cOGFvZz88drJ6SCiMC58Dts999zDnOf0RLdCXCDoCkCySVyAUT0/L1gDjSbwDs7P7mWXXRahBkN5GL6iLHjzR4QBLvf111+P0McJjjbQujWirWRWbr/9dlP/2rVrQwu3PZ77xIVXX33V5H/wwQdD8+Nku3btjJ79jYv5dFz/AQeARBYu06ZNM3ljERfgXC+asGEw6nrssceMWqrEhXSfByEumFtQkDvJrh/70QjghT9d8SMSROsfUE/dunXNb4T7Fq7/qquuctLs5591sOVr5v5o1apVdnIAIhanYfvOO+846Ti44oorHB2s8YXJ6NGjHb02bdqEqelzPvGiQYMGRhckBduxJ2xTbImXnoqztFq1apkq/PverVs3k5bMDvdPuOeI1JHK3++//55MlaIrCAgCgkDGEBDiQsaglIKKBQEhLhTLnZJ25goBIS7kCun81sPEBfbUYX8cwhP1woWYbC0sweQTjEMwkWW3V/bdcJGCR+7xePvtt80kDIzSRAQBQSD/CDBxoUOHDgE8x0nfmPu+UTAXzOUZkGdAnoEdzwC8mAlxIf9jg3RawMSFxo0bBzDukGdb+jd5BuQZSPYZuPDCC4MSw1khLqTTJ+crrxAX8oW81CsIpI9ASf+bPnEBpAN46+f3wNy5jznHttE962BrExdgvH7EEYeZMpA+duwIutD4ERdeemkiReocFmzZsixU/6yzOjrl2m2ItX/ssYdHlFe+fDmnrP/+960IHbT5xBObOXo2cWHixLudtH32qRxMnjyGonu/EiAaASJNnHaaO762MQwrf8mSmaHt6NOni1PXQw/d7Oix8TdwCIu4MHLklU7+AQO6BsuXPx/3z46qYGOMa03knobpCHGBoCsAySZxAZd3/PE7opXUqFGDfgvhRqJ33HGHfi5hTLt8+fJQVLp02fHs9+/fP2DiQO3atY0Xbz8T6+B5xdpWmGzbti045ZRTdOTiV155JUwl9BzIBvw7CIskAQP7M8880+jA0PePP/4wZf3000/BXnvtpdOBf5h8/PHHJmIC6rKJCyAi4BwiUHz77bcR2UGaOPTQQ039IEDYYhMPUA6cFoQJr7Fj3eGzzz4zKt98840pe/hwEMJcAbmE8Xn33XedxHSeByEuOFAW3AEb8Se6fozfOj8nvPU9/4ddJH5LiFLwyy+/OMk//PBDRHmIPBImyMsRSbhuEKJY/Dkx2NqFCa/PoQxEA7V/59BHv8fl4/ca5qTyxBNPNDrQjfZ7vPJK9/0NW5JocuONNzpl9urVy6giygu3CduzzjrLpGEnVjruj50X5FaQJOL94RuTheeOuRw70gXrJLIV4kIiKImOICAIFCoCQlwo1Dsj7coaAkJcyBq0UnCRIiDEhSK9cUk2mydv+OMHW4Scu/zyywNEOShU2bJlS4CJr6ZNmzofgPZ1yL4YEOT6GRDiQqH2GNKusowAvArnui+Q+uT9I8+APAPyDMgzEPYMCHGh+EckTFzAYmvYPZZz8tuXZ0CegXjPgBAXiv9dIMSF4r+HcgVlF4FMEhdgZD54cF8zJmzfvqXZ33//qmQojLWVHQQE+93gExf86AAHHFBNG/Jz3rAtjPzr16+j64Ox7JlnnuJEavj223+Tse4Oz+uoG4bOOI725xsmgkxg11u37sHm2lDe228/56Szbq1aBzh6NnGhS5cSr+go47HH7ogoo06dmk7+eMSFZ5+Fx+VIkkebNi2ccmbPftTRi0dcmDr1Pic/iAth9cQ6Z99zIS4QfEUu2SYu2NEFsGYLsoAtzz77rI4+j+eqR48edpKzP3PmTP3sVqtWLWjevLneHzECZKhwATmAjYoPOuigCELEF198EfTtW9LPvfTSS+EFhZxdsGCB+R2BULF161ajhXK7d++ujZgHDBhg9HxP7LaX9ZtvBgGpRNavX6+JB/vuW0Ige+ONN4wCrpt/h3feeadjLL1y5coA3tUbNWoUtGy5o+/ef//9HR2buAAneocddliAOm15/vnnNTEC9fTs2dNO0mVxBAwQEfx7Gou4kM7zIMQF5zYU3EGyxAUYwfvOuGAAH0+YlFS9enUiRI4Ntm/frrN8//335nfBv49oRAhEYmAdbI866iinWiYWIQ3POtdhK9m2RtA77rjj7GQiX25x6giLbvLnn39quxVuSzRyAwq2+wzow9YlmiAaA5eJLcaILPfee6+TBuKYLbHSfeICbG6SFT8KBfrTVESIC6mgJnkEAUGgUBDYCQ2hDjrvQsxURSG8dDuwT4PGvLdJGlA6ESBmpqIBl744GrQpmqhJ+kLLly+vaMIj6XySQRAoRASk/y3Eu5L5NtGCqRo/fryiiSNFrG81d+5cRSx6U1Hbtm3VRRddpGiyzJzL1w5NoimaoFMUvlPRIqHTDPIaotBW/JGRqpMmB4JArhCgSRVFXhn074g8IiiaTM1V1VKPICAIREEA34+0GKLfdURUVjNmzFDk8SiKduGepgUS1b59e3XSSScpipJUuA2VlgkCgoAgIAhERYC8+SkiLyhaQFennXaaeuGFF6LqSkJhIkCLv2ro0KH6fXzNNdcoWrxUtIBYmI2N06ojjjhCkVdJ1apVK1WhQoU42pIsCAgCmUKAjEcUeapUZIyg17ow/ypSXAiQ0Z7+NqtSpYr65JNPUmq8rCOlBJtkEgTSRgDj7x39b1X12WeLEipvxowXVY8elxndmTPHKiIK6ON//WsRjQv7mjTeGTSojxo79mY+VDvtdIjZJ+KCmj79fnP8zTffqXr12qqvv/7OnOvb9wz6brhVUaQDc453yIBPDRhwnZo06Tk+pQ45pJZ6//0XFRkO6nMTJkxXF1ww1KT37n26mjz5XnPs79x660Nq+PD7zOmhQwcpijpgjtu166/mzXvTHI8YMYT0LzXH2Fm6dIVq1sxdQyLigmrRYse6e926bdW6dRtMnldfnUzj0Gbm+OOPN6natVuZY+y89tpkRVEczLlWrc6msfcSc9yrVyc1ZcoYc4ydb7/9Xu23X3P166+/mfMrVsxRhx9e3xzvvPOhijw+6+O99qpE84TL6R7tZNKXL39PHXPMGea4Xr2D1Zo1Lzs6SPzyy6/UHnvsTmPp8kaXd+x7TsQFRZExOCmpbfnyDdW2bdvVyy+/TFi2SCovlPFM8HORdGbJYBAgw3NF3vz1+iNFHTDneYc8hCsyptWHd911l7r22ms5yWyx9op5AAhsUvA9Zgt55VdElFf4jWONk5y20fO1h1qxYgU9f2vgdFbbsZCxvDrwwAPtrGafDIf1+JIiDOhzeK7J2F7VqlXL6Pg7uJ4+ffqozZs36zXihg0bKsxdvPfee2r16tVGHd+/d999tzlOZAfrtfPnz9eqRP7X+JHDPEUEBW1P88QTT+hrIQNirYP5b4rCoOdMMKe/ceNGRV7d1UcffaTTiWShmjRpojZt2qTbhvHU448/rog0oNPJCzr1GSfqfWBQr149Rd7k9THG4M2aNVNLliyh/v8zhXEc9LHmfMstt2gdIjPoe4TrxPoB2gO555571Jw5c9SyZcv0PahTpw71ue/r+4i+BLZs8+bNU/Xrl/QzyEekCEVkCuwqMvLW9+bcc89VV199tV6jIBKKTqOIC4qiOup9/pfq80AROxQZuutisD6Jdcow4bkNpP3444+qYsWKYWpyLsMIoA9AX5DM+jHsN2bPnm1aQiQj3S/gmQoTMqpX+L2iL4Ggb1q6dCm9Bw/Xx8iP3xYL0o499lg+NFsiF6lnnnnGHD/00ENq8ODB+hj9Cn4HLLCxo+gQfGi2+N106tTJHCM/ymFZvHix825DX0SRIjhZb/H7P+SQknEU1uHJiaCjwwfoUwYOHMiHqmPHjhpvc+J/O/j94jfHJrHoHzZs2GB+O0TYUk8//bTJhu+/k08+2RzHS+c1Sc6APg/9iy3Dhg3TfTOeCSKb2Um6X0Q/B0E/DttFvA+SFSJBKfSvyJvqvIN8tyaLuugLAoJAxhAAcaEQxGbhUWdaCE2SNpRSBCTiQim9sXJZKSMg/W/K0BVVRg5jidChNDkRwNPFfffdF9DklMMmR6g+mrwJvvzyy5xeH7xD0IdtgBB9ZEzhtIkm54Lrrrsu8L1w5LSBUpkg4CGQrMcML7scCgKCQIYRYK9RRFjQ7zl4PIFXGj+8LH1IO++YQjiG15rzzz9fh56FZxkRQUAQEAQEgeJHgBYn9fuGFqaK/2LK4BVwxAUiEupxBb6h4XXxpptuCuDJrhDGD7HaQAvVARlhBJjvEREEBIH8IVDi8Xv//DVCak4ZAYm4kDJ0klEQyDsCJf1vVWpLpKf+sHPTpz/gjPGIuGDyIvIBvOn746/58ycZHZRpp/sRF5A+YcLtjg70GzasF8Dz/+rVLweoZ/PmpcELL4wPWrQ4MkL3+efHOfWdcMKxjg7yhV0bn/vww/mOPiIn2BEjEB3BvgZEhdi4caEp85df3g9at97h3d3WsyMuNG3axCnjppsGm/w//rgiOOKIw5x0lONHZSASg6ODCBJvvDHNlIPrGTKkxHs7ymjSpIGTDp1y5XZzyiFiQ4SOj/OTT97t6CxdOisgR2C6nIoVKwR9+nRx0m0cJOICQVPkku2ICwwPPO0feeSR2nu5/QxhfRZzCVgvjSeI7sV5iaQeT12nY90XkRzImN/k5TLgIR3RAVIReFMnQ2SnzMqVKwdkTBzY0RsQHaFmzR0RV/C7Wrt2ramOiAcB1tzKlStnyqlUqVJARsTBO++8o7/Hua0vvviiyYcdIn0ERAAx+aCHyBK9e/cOyBha6yKyAhk6G4/uaAfEjriANXOsKSBKBKJZcH3wMk/EioAMjHUe/x/aR6QRo4/oNqNHj9ZqsSIucDmpPA8ScYHRK8xtKuvH8JqPyEn83GFLZBn9u+RnD781jHEwV2XrYZ+IAg4YiIBi65x11ln0zi9Ze8I+IsbaOkSco7HI76YcRIGx08877zyTZu8QecbRI6KRnRxwlBgu6+yzz3bScYB1PU7HFnYt0YRIYY4uIizhd2gL+jvMjdllEpnEVomwkSFiV1Lpp5xyilM+or7Y8uSTT5p03FtEimBBXXbbiIDFSUlvJeJC0pBJBkFAECggBMAuKwgRw9mCuA1lohFCXCgTt1kuMgkEpP9NAqwiVvWJCzC84D9MHCEsqR2GEPuYnCFPFFm9avJeEgwaNIgm/vdxPtBgxIkPYNRvf0hntTFSuCCQBAKpTDwlUbyoCgKCQJII+MQFfsdhS15gAooqFGCxw54MzOc+Qt2SZ6lg1qxZoeF1k7x8URcEBAFBQBAoMASEuFBgNyTJ5oQRF3hsAUMG8shWcORIIfwneZNFXRDIAQIlhrNCXMgB3BmvQogLGYdUChQEcoZASf+bGeICjOAHDuzuzCntvfdemmjApABs7XmmMOICSAKnntra0bPzwNjVPrb3r7/+IsKvhISxfv1rjoFjlSp7Bb/+utrRsfV5/5hjGjt1LFgwxeQBMcEnaBx44P7B1VefR8bUl2lyANqIc3bbKKqCKeOCC3o6abvuukvQs2cnWuvpEey3X1Wd1r9/V6ftRx/diAwxxxPp9i1djk9c2H//qgFIAyj7jjuuDk455QSnDrRl0iQYCZfgg/369es4eiBi4FquueZ8o/vmm66hJK4P93rcuJHBJZf0NW1GHTA6XLz4WZMXddg4CHGBoBFJCgEYn5NHcHquFgfkaTupvOkqw5Hs66+/ro19QRrIhPzwww96Hn7lypVR13Wx3vv5558HFMEgtEpgAiICyoimE5qRTsJQGWvO5GU+mkrwyy+/BDD+ZrGJC2PGjOHTegvSA3l8D7Zt2+acDzuAsTdFW9N/FBEjTCXuuXw+D3EbJwpJIZDq+jFFcXHeK/Y7xrbhsM9jf8iQIRHto0gqDhEIeieccEJAUTj0WhlFC3DqAlmHIqU45dx4442OztixIHVGCkVbcPRALLCFx2XcbvLuT+/YS4LLL7/ckItuuOEGp4xx40DWjC5w1MnlYUvRRILLLrtMXx+cmYHMYKdfeeWVTmE//fSTowPimC3x0qFLkV0Cf+wGkhP6ks6dOzvkNBCgbAedsM2x20cRZezqk9oX4kJScImyICAIFBgCQlwosBsizck+AkJcyD7GUkNxISDEheK6X6m2NhZxgQ0wonmQRFQGMPUx6ZQJweTN0KFDg4MPPtj5KGMjTjDvU53YyUT7pAxBIBEEUp14SqRs0REEBIHkEYhFXOD3XLRoQ/YEYTb3scCJSdMJEyZo703JX6XkEAQEAUFAECgWBIS4UCx3KrydsYgLPK74/+ydC9RUVdmAX0Aun3yEAVKQAguVCPAS1fIHbwjoDy3DUi4LWBa2JMElIZGuiv7405S1SmpReAkVQikJgjAhhUVhKpCAST8oipaiIXjjkkCYCP9+j505M3wz38yZmTNn73OeWUtn5px9effzzneYOWc/Z+uzypF6p8u45EiE//z5YysEbCHgT9DQSSE83COAuOBezogYAj6B4PhbPXHh97+/L+daxle/OsJ0lztRPvucUj5xwS+vKwycdFJpN9fQu5LPnv2/Dfq6+eYbcuIZP14nvOXGk+/9zJm5EwNVKMgut3jxbDPRrnlO29njuvPOm49dffXwnP3Kxm9DV2ho06Z1zv7s+iofaNnBg89rUEZXvdB9x4sLq1fff+yUUz7eoLzf7ogRnzd3qH8+E4Mfy7e/PSFvHZU8/DL6rEwaG7P2o3mYNy93NQat68egz4gLBisPCDhGoDFxwbGhEK5FBMq9fqwCjK5ecPyk++x/a7Jft27d+tivfqUCYv7HnDlzcm5amV03+7WuWOKv6pDd0pAhQ3L+nVu/fn327szr7JVJdYL+v//978w+faFSUZs2bXLa8vvfs2ePV/b41Qs2bNiQ08bxb/SmImefnbvKk99m9rMKH/mECxXGsssNGzYsp4ti+/3Cx682kd2m/1qZPPCArtIVPGbMyF3lSldNLfeBuFAuOepBAAI2EGiiQZgDZuwPY/WKWerIi8MsOSTt27ePPSYCSCYBY4qKmcDrDc7Y62IsyNADNRaomC+MoetRAQI2EuD4a2NWqh+TWZZSli9fLsZAFyMhNNqBuYuFmOXyxPyglT/96U+ZssZWF7Pcp0yaNEl69eqV2V7KCzNZVH75y196/xnTPlPFTOKUCy+80GvXLFMobdu2zezjBQRsJnDZZZd5fyf6NzVu3DibQyU2CKSCgFk5SMxJTjFLysrQoUOLjnndunXev3PmYraYuxkVLV9JgTPPPFPM8rdy1VVXiTmJW0lT1IUABCAAAUcImAtX8v3vf1/MMuti7mbmSNSE6RMwKyqIWdpeBg0aJMuWLfM3F3w2d2KThQsXet8tzB3UCparxg4j/Iu5CO59t9DfJOYCaDWapQ0IQCACAg8//LCYCRDSrl07MTfpiKAHmoySwMaNG8Xc9dTL344dO8rqiutIZWGjEgQqJuAff82d+uX119eX1N6iRb+XUaO+nim7ZMkdcsUV/515bybhSceO58r+/e9621asuFc+//kBmf36okmT0zPvjbggv/71rMz741/s3v2W3HzzbPnLX56V55//W6Zdv1znzh3FyBEyYcIYM3/iY/7mzHOPHpfIiy++nHn/xz8ukIsv/q/M+0Ivdu58Q0499Xy9saVXxAgUsmvXemnVqmWmypo1fzb9/o9s3/5h+3o9/KyzepprS1+SyZPHyXe+c7vMmHF3pvzSpXfKl750aeb9009vMfW/J5s2bcls6927h1x++SC55ZYp3nX5P//5Gfne92aJ9mUmaprvtM3N9+67zTm9i2TAgLHmutRTmbrPPbdSzF3a5ZvfnCFPPrlJDhw45O3r2LG9TJw4VqZPn2TYN8mU918cPHhIxo+fJg8++LC/SVq2bCGf/nRvWb9+cWabvti6dbt8/es3y8aN/5dpX7fr2IcNGyQ33niN+W3XVzflPLJzbsQFeeutjTn7S31TV9dbDh9+T1atWuX9hiy1nl9OfxPwu8CnwTMESieg1xP8eWnmLuli7gBfemVKQqAAAf/6sbmpiej5wbAPcyNeMSsOiM6b3Lt3b051/ffurLPOMt8RvuqdF/I/vzmFst48//zzMnXqVPnDH/4g5qaRWXvEm58xceJE0WtrZoJ/zj59Y1ZhkDfffNPbrv8emht4iP6+yX7o/A8j6mc29e3bV8xNPjLv/RdGCjffDSZI9u+qnj17ilkZwiuS3ZeRBb2+WrVq5VfP+6zfH+68804xk/7F3Kg1p4xyGWeu3Wufp58efD/zC911111y3XXX+W+9PGm+/Eex/X45fX7iiSdkypQpovNf9PuK/1Cmeq3yW9/6VoN/20eNGuVdy/TLrl692jsH6b8P87xmzRoZOHCgGDnEfO99PUzVTFl+t2ZQ8AICEKgxASvFhRozoLsUE0BcSHHyGXqGQLa4kNnIi8QSKEVcyB789u3bxdwZWoyxL2bFhcyu888/3/tBpz9mC50Q1R+wOoFUhQUVILJ/rPXp08eTFZjEmUHKC8cI+CeeHAubcCGQeAKligs+CLM0tMydO1fmzZvX4OSmX6acZ7O0rIwZM8Y7eawnknlAAAIQgEC6COiFSRUXeLhNoFRxIXuUa9eu9X5DV1OO9IV/FSFHjhyJ8J8NnNcQsJiAP3HW4hAJrQQCKp5kT7ApoUqmCBNAMih4AYGaEvCPv2HEhZoGmKez119/U/72tx1GljpJunTpbCaftc5Tqrab3nlnr5EjXpE+fXpIfX34eN588x156aUdZsJgVyN95L9h5Z49+2TfvnfllFM+lrnOdLy4sHXrI9K79xne4HWS4l//uk06dGgnXbt+eEPMYlTefnuv/P3vr5oJmB2MtNGp0RsaqtDx6quvm+P+ThOzlv+4tG59YrEuKt6PuFAxQhqAQFkEEBfKwkalIgT868fligt+83qjSRUDdC7P4cOHvRtB682g9YYWYR86R0N/07z22muekNClS5cGEkLYNsOW1xi0f52j17Vr16qe29I2dU6L9tGtWzfzb3jHvFJj2JjDlFcx5KWXXhKzkovHWK8RmlUxwjRRVlnEhbKwUQkCELCEAOKCJYkgjHgIIC7Ew51e7SKAuGBXPqKOJqy44Mdz6NAhWbp0qWeub9kS3ClHf/hdc801nrF+6qmnit55SFd2UFlBV23Itvf1B9ro0aM9YYFJnD5Znl0l4J94cjV+4oZAUgmEFRd8DroKm971xSwbK2ZpVX9zqGddNWj48OGerDBgwICanxgNFSyFIQABCEAgUgKIC5HirVnj5YgLfnD6G1rvkKcrGR5/5ze/TLFnhP9ihNgPAbsJ+BNn7Y6S6IoRQFwoRoj9ELCPgH/8dUlcsI9ifBE1Ji7EF1W0PSMuRMuX1iFQiADiQiEybK+EgH/9uFJxoZIYqJseAogL6ck1I4VAEglYKS7oJNrs5YSSCJ4xxUdAl2jSJar0gbgQXx7o2R4C2eICx1978lLtSK699lpvwkS54oLe4dG3wh9//HHRJfIWLlyYE6YeW9Ukz16Zob6+3iyxPMq767QuU8cDAkkhwImnpGSScSSFgP5+1LvPlCsu6LKt/p1qXnjhBU/U05UYDhw4UBTR5Zdf7kl5Ki3wgAAEIAABCCgBX1zQ74w6cYqHWwRuu+02mTZtmrdM+7Jly8oKXn8L+48lS5bI7Nmz5bHHHvM3FXzW7zS6MqFK/+ecc07BcuyAAATsJxBMnO3k3SXT/oiJMJvAypUrZciQIebu56y4kM2F1xBwgUBw/D3ZHH/XuxAyMWYRQFzol0WjtJe6KnqhldFLa4FSEEgngb1790r37t29wet5gIkTJ6YTBKOuKgGuH1cVJ40VIYC4UAQQuyEAAasJIC5YnR6Ci4IA4kIUVGnTZQKICy5nr/TYqyku+L3qBFG9e6TeRXLXrl3+Zu9ZJ3GOHTtWRowYkbOdNxBICgFOPCUlk4wjKQSqKS74TA4ePCgLFiyQWbNmybZt2/zN3vMFF1zgyQoq5+lKCzwgAAEIQAAC2QQQF7JpuPe62uKCT0C/T+jqTvPnz8+RIxH+fUI8QyBZBIKJs4gLLmYWccHFrBEzBD4kEBx/ERdc/EwgLiAuuPi5JWYIQAACPgGuH/skeK4FAcSFWlCmDwhAICoCiAtRkaVdawkgLlibGgKLiQDiQkzga9xtFOJC9hCWLl3qrcAwePBgb4UFJnFm0+F1Eglw4imJWWVMLhOIQlzI5qGrDd1zzz3yqU99yhMWunTpkr2b1xCAAAQgAIEcAogLOTicexOVuOCDUDny/vvvF724qLI/wr9PhmcIJItAMHEWccHFzCIuuJg1YobAhwSC4y/igoufCcQFxAUXP7fEDAEIQMAnwPVjnwTPtSCAuFALyvQBAQhERQBxISqytGstAcQFa1NDYDERQFyICXyNu41aXKjxcOgOArET4MRT7CkgAAjkEIhaXMjpjDcQgAAEIACBIgQQF4oAsnx31OKC5cMnPAhAoEoEgomziAtVQlrTZhAXaoqbziBQVQLB8Rdxoapga9TYZZeNl7Vrn870tm7dYnMjkdMy75P4oq6utxw+/J6sWrVK+vVDXEhijhkTBCCQHgJcP05Prm0YKeKCDVkgBghAoFwCiAvlkqOeswQQF5xNHYFHRABxISKwljWLuGBZQgjHeQKceHI+hQwgYQQQFxKWUIYDAQhAwHECiAtuJxBxwe38ET0EbCEQTJxFXLAlJ2HiQFwIQ4uyELCLQHD8RVywKzNEU4gA4kIhMmyHAAQg4B4Brh+7lzOXI0ZccDl7xA4BCCAu8BlIHQHEhdSlnAEXIYC4UARQQnYjLiQkkQzDGgKceLImFQQCAY8A4gIfBAhAAAIQsIkA4oJN2QgfC+JCeGbUgAAEGhIIJs4iLjSkY/8WxAX7c0SEEChEIDj+Ii4UYsR2uwggLtiVD6KBAAQgUAkBrh9XQo+6YQkgLoQlRnkIQMAmAogLNmWDWGpCAHGhJpjpxCECiAsOJauCUBEXKoBHVQjkIcCJpzxQ2ASBGAkgLsQIn64hAAEIQKABAcSFBkic2oC44FS6CBYC1hIIJs4iLlibpEYCQ1xoBA67IGA5geD4i7hgeaoI7z8EEBf4KEAAAhBIDgGuHycnly6MBHHBhSwRIwQgUIgA4kIhMmxPLAHEhcSmloGVSQBxoUxwjlVDXHAsYYRrPQFOPFmfIgJMGQHEhZQlnOFCAAIQsJwA4oLlCSoSHuJCEUDshgAESiIQTJxFXCgJmGWFEBcsSwjhQCAEgeD4i7gQAhtFYySAuBAjfLqGAAQgUGUCXD+uMlCaa5QA4kKjeNgJAQhYTgBxwfIEEV71CSAuVJ8pLbpNAHHB7fyVGj3iQqmkKAeB0ghw4qk0TpSCQK0IIC7UijT9QAACEIBAKQQQF0qhZG8ZxAV7c0NkEHCJQDBxFnHBpbz5sSIu+CR4hoB7BILjL+KCe9lLZ8S+uPDggw9K27ZtQ0M44YQTpHnz5qHrUQECEIAABKpL4DOf+YyMHj1aVqxYIdOnTxc9P8gDAlESQFyIki5tQwACURNAXIiaMO1bRwBxwbqUEFDMBBAXYk5AjbpHXKgRaLpJDQHEhdSkmoE6QgBxwZFEESYEIACBlBBAXHA70YgLbueP6CFgC4Fg4izigi05CRMH4kIYWpSFgF0EguMv4oJdmSGaQgR8cWHy5Mkya9asQsXYDgEIQAAClhPYtGmTJywgLlieqASFh7iQoGQyFAikkADiQgqTnvYhIy6k/RPA+I8ngLhwPJFkvkdcSGZeGVV8BBAX4mNPzxDIRwBxIR8VtkEAAhCAQFwEEBfiIl+dfhEXqsORViCQdgLBxFnEBRc/C4gLLmaNmCHwIYHg+Iu4wGfCDQKIC27kiSghAAEIFCOAuFCMEPurTQBxodpEaQ8CEKglAcSFWtKmLysIIC5YkQaCsIgA4oJFyYgwFMSFCOHSdCoJIC6kMu0M2mICiAsWJ4fQIAABCKSQAOKC20lHXHA7f0QPAVsIBBNnERdsyUmYOBAXwtCiLATsIhAcfxEX7MoM0RQi4IsLq1atkn79+hUqVnB7ixYtRP/jAQEIQAAC8RPg+nH8OUhTBIgLaco2Y4VA8gggLiQvp4yoCAHEhSKA2J06AogL6Ug54kI68swoa0eAE0+1Y01PECiFAOJCKZQoAwEIQAACtSKAuFAr0tH0g7gQDVdahUDaCAQTZxEXXMw94oKLWSNmCHxIIDj+Ii7wmXCDAOKCG3kiSghAAAKlEOD6cSmUKFMtAogL1SJJOxCAQBwEEBfioE6fsRJAXIgVP51bSABxwcKkRBAS4kIEUGky1QQ48ZTq9DN4CwkgLliYFEKCAAQgkGICiAtuJx9xwe38ET0EbCEQTJxFXLAlJ2HiQFwIQ4uyELCLQHD8RVywKzNEU4gA4kIhMmyHAAQg4B4Brh+7lzOXI0ZccDl7xA4BCCAu8BlIHQHEhdSlnAEXIYC4UARQQnYjLiQkkQzDGgKceLImFQQCAY8A4gIfBAhAAAIQsIkA4oJN2QgfC+JCeGbUgAAEGhIIJs4iLjSkY/8WxAX7c0SEEChEIDj+Ii4UYsR2uwggLtiVD6KBAAQgUAkBrh9XQo+6YQkgLoQlRnkIQMAmAogLNmWDWGpCAHGhJpjpxCECiAsOJauCUBEXKoBHVQjkIcCJpzxQ2ASBGAkgLsQIn64hAAEIQKABAcSFBkic2oC44FS6CBYC1hIIJs4iLlibpEYCQ1xoBA67IGA5Af/426JFc+nfv6/l0RIeBEQef3yDHD16TFatWiX9+vULjaRFixai//GAAAQgAIH4CfjXj7t16yb6Hw8IRElg3759snnzZmnTpo3ovK9yHnV1ddKsWbNyqlIHAhCAQEUEEBcqwkdlFwkgLriYNWKOkgDiQpR07WkbccGeXBBJMgj4J56mT58uOjGNBwQgEC8BxIV4+dM7BCAAAQjkEkBcyOXh2jvEBdcyRrwQsJOAP3FWf6uUO4HAzpGlIyrEhXTkmVEmk4B//E3m6BhVkgkgLiQ5u4wNAhBICwH/+nFaxss47SCAuGBHHogCAhAIRwBxIRwvSieAAOJCApLIEKpKAHGhqjitbQxxwdrUEJijBPwTT4gLjiaQsBNHAHEhcSllQBCAAAScJoC44HT6BHHB7fwRPQRsIeBPnEVcsCUj4eJAXAjHi9IQsImAf/ytrz9Rpk69xqbQiAUCeQnceusdcuTIB6y4kJcOGyEAAQi4RcC/fnzRRRfJgAED3AqeaJ0j8Morr8j8+fNZccG5zBEwBCCgBBAX+BykjgDiQupSzoCLEEBcKAIoIbsRFxKSSIZhDQH/xBPigjUpIZCUE0BcSPkHgOFDAAIQsIwA4oJlCQkZDuJCSGAUhwAE8hLwJ84iLuTFY/1GxAXrU0SAEChIIDj+nmxWvFlfsBw7IGALgbq63nL48HuIC7YkhDggAAEIVECA68cVwKNqaAJr1qyRgQMHIi6EJkcFCEDABgJWigu/+c1vpH379jbwIYYEEnjxxRfla1/7mjey/fv3S9OmTUOPsq6uTpo1axa6HhUgYCOBbHGB46+NGapOTDNnzpTly5fLV77yFZk9e3boRps0aSKtW7cOXY8KEEgqAf/Ek/5NjRs3LqnDZFwQcIbAlVdeKXv27JFFixbJ0KFDQ8fdvHlzadmyZeh6VIAABCAAAQjkI+CLC/369fPu3p+vDNvsJbBgwQK57777ZNCgQbJs2bKyAq2vry+rHpUgAIHkEPAnzrZr106WLFmSnIGlZCQbN26Um266STR/O3bsKGvUXEcqCxuVIFAxAf/426kT4kLFMGmgJgQQF2qCmU4gAAEI1ISAf/2YG9/VBHfqO0FcSP1HAAAQcJqAleKC00QJ3ikCiAtOpYtgIyKQLS5E1AXNWkQAccGiZBCK0wT8E09OD4LgIZBAAogLCUwqQ4IABCDgIAFfXHAwdELOIoC4kAWDlxCAQGgC/sTZ0BWpYBUBxAWr0kEwECiJgH/8RVwoCReFLCCAuGBBEggBAhCAQJUI+NePEReqBJRmGiWAuNAoHnZCAAKWE0BcsDxBhBctAcSFaPnSuhsEEBfcyFO1okRcqBZJ2kk7Af/EU9o5MH4I2EYAccG2jBAPBCAAgXQSQFxIRt4RF5KRR0YBgbgI+BNn4+qffqtDAHGhOhxpBQK1JOAffxEXakmdviohgLhQCT3qQgACELCLgH/9GHHBrrwkNRrEhaRmlnFBIB0ErBQXdBJtp06d0pEBRllzAs8884z07dvX6xdxoeb46dBCAtniAsdfCxNUpZCuvfZamTNnjiAuVAkozaSeACeeUv8RAIBlBPT34+7duwVxwbLEEA4EIACBlBLwxQX9zqgTp3i4ReC2226TadOmCeKCW3kjWgjYRiCYONtJ9JwrD7cIrFy5UoYMGSKIC27ljWghoASC4+/J5vi7HigQsJ4A4oL1KSJACEAAAiUT4PpxyagoWAUCiAtVgEgTEIBAbAQQF2JDT8dxEUBciIs8/dpKAHHB1sxUNy7EherypDUIcOKJzwAE7CKAuGBXPogGAhCAQNoJIC64/QlAXHA7f0QPAVsIBBNnERdsyUmYOBAXwtCiLATsIhAcfxEX7MoM0RQigLhQiAzbIQABCLhHgOvH7uXM5YgRF1zOHrFDAAKIC3wGUkcAcSF1KWfARQggLhQBlJDdiAsJSSTDsIYAJ56sSQWBQMAjgLjABwECEIAABGwigLhgUzbCx4K4EJ4ZNSAAgYYEgomziAsN6di/BXHB/hwRIQQKEQiOv4gLhRix3S4CiAt25YNoIAABCFRCgOvHldCjblgCiAthiVEeAhCwiQDigk3ZIJaaEEBcqAlmOnGIAOKCQ8mqIFTEhQrgURUCeQhw4ikPFDZBIEYCiAsxwqdrCEAAAhBoQABxoQESpzYgLjiVLoKFgLUEgomziAvWJqmRwBAXGoHDLghYTiA4/iIuWJ4qwvsPAcQFPgoQgAAEkkOA68fJyaULI0FccCFLxAgBCBQigLhQiAzbE0sAcSGxqWVgZRJAXCgTnGPVEBccSxjhWk+AE0/Wp4gAU0YAcSFlCWe4EIAABCwngLhgeYKKhIe4UAQQuyEAgZIIBBNnERdKAmZZIcQFyxJCOBAIQSA4/iIuhMBG0RgJpFlc2LRpk0ybNs2j/5Of/ER69eoVYyboGgIQgEDlBLh+XDlDWiidAOJC6awoCQEI2EcAccG+nBBRxAQQFyIGTPPOEUBccC5lZQWMuFAWNipBoCABTjwVRMMOCMRCAHEhFux0CgEIQAACBQggLhQA48hmxAVHEkWYELCcQDBxFnHB8lTlDQ9xIS8WNkLACQLB8RdxwYmEEaRUQ1w4duyYjBkzxqN58cUXy/XXX18S2d/97ncyf/58r+yPfvQj6d69e0n1qlXo0UcflaFDh3rNrV27Vvr371+tpmkHAhCwiMDmzZtlzpw5sn37dtm5c6fs2rVLTjzxROnYsaN07txZvvCFL8iIESOkQ4cOFkVdXihcPy6PG7XKI4C4UB43akEAAnYQQFywIw9EUUMCiAs1hE1XThBAXHAiTRUHibhQMUIagEAOAU485eDgDQRiJ4C4EHsKCAACEIAABLIIIC5kwXDwJeKCg0kjZAhYSCCYOIu4YGF6ioaEuFAUEQUgYC2B4PiLuGBtkggsh0A1xIX3339f6uvrvXbHjRsn8+bNy+mj0Jvbb79dbrzxRm/3008/LX379i1UNJLtUYsLc+fOlbfffltuuummSOKnUQhAoHEC+vc3cuRI0cnVxR4tW7aUBQsWyPDhw4sVDb3/yJEjMmPGDOnRo4eMGjUqdP0wFbh+HIYWZSslgLhQKUHqQwACcRJAXIiTPn3HQgBxIRbsdGoxAcQFi5NTxdAQF6oIk6YgYAhw4omPAQTsIoC4YFc+iAYCEIBA2gkgLrj9CUBccDt/RA8BWwgEE2cRF2zJSZg4EBfC0KIsBOwiEBx/ERfsygzRFCKAuBDNigtHjx6Vj370ox72/fv3F8LPdghAICIChw8floEDB8r69eulSZMmnjBw1VVXyemnn+6ttPDuu+/Kq6++KkuXLpWf//zncvDgQWnatKksW7bMW4GhmmGpmPXZz35Whg0bJg899FA1m27QFtePGyBhQ4QEEBcihEvTEIBA5AQQFyJHTAe2EUBcsC0jxBM3AcSFuDNQm/4RF2rDmV7SQ4ATT+nJNSN1gwDight5IkoIQAACaSGAuOB2phEX3M4f0UPAFgLBxFnEBVtyEiYOxIUwtCgLAbsIBMdfxAW7MkM0hQggLkQjLjz77LPSp08f+chHPiKIC4U+fWyHQHQE7r33Xhk/frzXwU9/+lOZNGlSwc42bNjgSQ4qL5x99tmyefPmgmXL2XHHHXfI9ddfj7hQDjzqWE0AccHq9BAcBCBQhADiQhFA7E4eAcSF5OWUEVVGAHGhMn6u1EZccCVTxOkKAcQFVzJFnGkhgLiQlkwzTghAAAJuEEBccCNPhaJEXChEhu0QgEAYAsHEWcSFMNxsKYu4YEsmiAMC4QkEx1/EhfD0qBEHAVvFhT179sihQ4ekRYsW3t3RfTZ6h3S9e/knPvEJOfPMM6Wurs7fVfD5rbfekk2bNnl3XT/33HMzKyE8+uijMnRocXFB78y+bds22blzp7z33nvSrVs3767tHTp0aNDnv/71L3nnnXdk0aJFMnXqVGnTpo0899xzXrmWLVvKySef3KDOsWPH5OWXX5atW7d6d3xX4aFr165evA0KH7dB+9O6//jHPzxeep66e/fuefs5ripvIZBoAiotqLxQX18v+/btk2bNmjU63m984xveagt6XLnrrrukc+fOBcu/8cYb3t+rHqd69eolPXr0kObNmzcor/0eOHBAtO3FixfLJZdcInPnzvXKtW3b1js+ZFeqxt8z14+zifI6agKIC1ETpn0IQCBKAogLUdKlbSsJIC5YmRaCipEA4kKM8GvYNeJCDWHTVSoIcOIpFWlmkA4RQFxwKFmECgEIQCAFBBAX3E4y4oLb+SN6CNhCIJg4i7hgS07CxIG4EIYWZSFgF4Hg+Iu4YFdmiKYQAVvFhauvvlp+8YtfeKsWbNmyRWbPni0zZswQva7sP3Qi8nXXXSc//vGP5YQTTvA3Z553794tV155paxbty6zrUmTJtKzZ09ZuHCh11Zj4oIKCN/97nflgQceEL0Te/ajadOm8uUvf1l+8IMfeBKFv++3v/2tXHHFFf7bnOdBgwbJ6tWrM9uOHj0qP/zhD+XWW2/1JjdndpgXKjzob/spU6bkFRj27t3r1bvnnnvkn//8Z3ZVb4L2pZde6vHSu8fzgEAaCQwZMkT0O3X79u1FRYNi4kIpjJYvX+4dc1577bWc4iotjB07Vn72s595ooS/c/LkyaKrPeR73HLLLd7xRfdV8++Z68f5aLMtKgKIC1GRpV0IQKAWBBAXakGZPqwigLhgVToIxgICiAsWJKEGISAu1AAyXaSKACeeUpVuBusAAcQFB5JEiBCAAARSRABxwe1kIy64nT+ih4AtBIKJs4gLtuQkTByIC2FoURYCdhEIjr+IC3ZlhmgKEbBVXFAhQe963qVLF5k5c6aMHDnSmxB80UUXSatWrTwZwZcYdJK+/tuZ/dAVCM477zzRFRpUMtA7nfft21d27dolTzzxhCci6G/nCRMmeNXWrl0r/fv3zzShMsDAgQO91R104wUXXOCt8KBt6coIjz32mFf2k5/8pGzevNmLSTeoJKETknWVBe1bhYrBgwd7Zc855xxPJtA32r5e59FY9HHhhRfK5z73Ofnggw+81SGefPJJb7tOvn7ooYe8lSe8DeZ/77//vuiYNQYVMXScKmPo9qeeekpeeOEF0VUcTjrpJK8M8oJPjuc0EdAVT1Rq0ocKRV/84hcrGv4NN9wgs2bN8trQvzc9FrVr1877W1+xYoUcOXJEzjjjDHnkkUfktNNO88rdfffd3t+v/j3rygsdO3b0jkO6U8Wn0aNHV/3vmevHHnr+VyMCiAs1Ak03EIBAJAT+HwAA//9hPJUTAABAAElEQVTs3Qm8VPP/x/FPe6LQvtdPhcoaQtIibSIhKqWNfilbuxZtWiytlJCiSFLakIqQLCmylqWiok2LkCVF9z+f7+9/5s6dO/feWc6ZOWfmdR4PmnuW7/me5/fOneV8399vrjTfIi5Ydu/eLeXKlTM10cdlypRxQa2oQjIKfPrpp1KrVi1zab/++qvkzp074ss84YQTJE+ePBEfxwEIuFGAv79ubBX769S9e3eZPn26dOrUSaZOnRrxCXLlyiUnnnhixMdxAALJKnD11VfLsmXLZPjw4TJixIhkvUyuCwHPCOjnx71798r8+fOlefPmEdc7X758UqBAgYiP4wAEEEAAAQRCCej7w5EjR4q+Z3zllVdC7cI6FwuMHTtWhgwZIo0aNZIlS5ZEVdOTTjopquM4CAEEkkdA//63bNnS3OvS719ZvCWwcuVKadasmRQtWlR27NgRVeW5jxQVGwchELNA+t/fErJ799qYy6MABJwWOOGEmnLkyN/y+uuvy6WXXhrx6fLnzy/Hjh0T6zNI586d5ZlnngmrnPHjx0v//v3Nvhs2bPD3odAVd911l7mfqN+Z6j3Ce++913xO0u9Rdfnrr7/kxhtvNPdJ9Oe33npLGjZsqA/NouVq+dqnYs6cOdK2bVtrk+96j4jWc+nSpeaxbnj//felTp06/n0mTJgg/fr1Mz+PGjVK7rvvPv82ffD8889Lhw4dzDr9/D1s2LAM2++++26ZMmWKFClSRLRPSPAydOhQGT16tOTNm1eeffZZadeuXYZdtM4dO3YU7U41bdo06dGjh3/7okWL5IYbbjA/r1ixQpo2berfpg++/fZbueiii+Tw4cPGSL+zZkEg1QTWrl0rdevWlePHj5vnmT7nevbsKcWLF4+Y4s0335Qrr7zSHHfPPffIuHHjxPpbpCs/+eQTc19o3759ctNNN8mLL76Y4RznnHOOfPnll+bzmf7dCVzsfj5z/zhQl8dOC7z99ttyxRVXSOHChX3ve6P73oHPrU63EuUjgEBWArkILmRFw/pkFSC4kKwty3VFK0BwIVo5bx1HcMFb7UVt3S/AF0/ubyNqmFoCBBdSq725WgQQQMDtAgQX3N5C2deP4EL2PmxFAIHwBNI7zpaJugNBeGdiLycECC44oUqZCMRHIP3vL8GF+IhzllgF3BpcsDr+6/VdeOGF8uGHH2Ya2PGnn34yg5P++++/0qpVK1m8eLHh0FBD+fLl5eeffzad+rVzf/Dyxx9/mICndu7XJTi4oMGHVatWmWDD+vXrTafM4DLOOuss2bRpkzRp0kT0tTtwseofKriwZ88eqVq1qvz5559y5513moBD4LHWYw1GaECiQoUKsnXrVtGQiC4adNfPjaVLlxYtK9Ty8ssvm2s6/fTT5dZbbw21C+sQSHqBMWPGZAgdaVDo4osvlnr16pn/NKykz9HsFg0PaRBIw1XnnnuuCSmEGpx2xowZ0q1bNzNwrYYUatSo4S82u+CC3c9n7h/72XkQBwGCC3FA5hQIIOCYAMEFx2gp2K0CBBfc2jLUK1ECBBcSJR/f8xJciK83Z0t+Ab54Sv425gq9JUBwwVvtRW0RQACBZBcguODtFia44O32o/YIuEUgveMswQW3tEkk9SC4EIkW+yLgLoH0v78EF9zVMtQmKwEvBBd0Jrprr7025CXoKOg6GrqOor5//36zz5o1a6R+/frm8cyZM6Vr164hj9VOxtrZWJfg4ELIA4JW6qwHOlq6Bgt++OGHDFuzCy488cQT/hkUvvnmGznjjDMyHGv9oMGJxo0bmx/1GnVUa10eeeQR6dWrl3m8ceNGqVmzpnnM/xBAILPAO++8Y2Zw0TBB8KIBBA0lXHPNNWYWlnLlygXvIvocrV69ulmvz13t8xBq0ZlcdNT5f/75R3R2h/vvv9+/W3bBBbufz9w/9rPzIA4CBBfigMwpEEDAMQGCC47RUrBbBQguuLVlqFeiBAguJEo+vucluBBfb86W/AJ88ZT8bcwVekuA4IK32ovaIoAAAskuQHDB2y1McMHb7UftEXCLQHrHWYILbmmTSOpBcCESLfZFwF0C1t/f/PnzSZ06tdxVOWqDQAiBNWvWy/HjafL666/LpZdeGmKP7FfpLADHjh2Tk046yezYuXNneeaZZ7I/6P+3jh8/XnRmA110NPNatdKfM1bHf92m95L1+9dQyx133CHTpk2TXLlymdkRtD7z5s2Tdu3amd01xHD55ZeHOlQmTpwoffv2NdtyCi7oqOt79+41szhox2T9Tz97v/rqq1KsWDE5cOBAhnNY9Q8148KAAQNk3LhxUrBgQfn9998zzSRhFaQzRmjZujz99NPSpUsX83jz5s1mNHedaULLV8Prr78+wwjvZkf+hwACfgGdOUVnIlm9erXoY/27Fbjo346ePXvKww8/LPny5fNveu2116RFixbm55z+TuiMDF988YV07NhRZs+e7S8ju+CC3c9n6/5x5cqVRf9jQcBJgV9++UU+++wzE9rR1+polhNOOCHL18FoyuMYBBBAIFwBggvhSqXIfsOGDZPbbrtNKlasmLRXTHAhaZuWC4tSgOBClHAeO4zggscajOq6XsD64mn48OHmy3HXV9jmCuroRTpS0siRI20umeIQiE6A4EJ0bhyFAAIIIOCMQDIGF44ePSolSpSQX3/91Rk0F5VKcMFFjUFVEPCwgNVxVj+rRNuBwMOXn9CqHz9+3Nzn0g6G0S4EF6KV4zgEEi9g/f1NfE2oAQKRCbg1uKCBBA0J6MjooRa9R2KNbL5jxw7TzyQwkPDVV1/5R0sPPn7u3LnSvn17szpUh+SffvpJJk2aJDrjg5atI6qHWiINLrRu3VoWLlxowhYnnnhiqCL96zTYoEvwvSCtk4YzAutUtmxZadKkiTRv3tyMIK+dQVkQQCCzwF9//WXCCzobw0svvSSBszHo80fDCtYydepUM2OD/lyoUKEs/xbpdi1XA0U644sGJKwlu+CC7mPn89m6f2ydm38RiIeAzjYS7fcOBBfi0UKcAwEEQgm4MrigqWorER6q0qxzRkC/zNVU/YUXXuif5s6ZMyW2VE3iP/nkk6YShw8fjqoyvHBHxcZBLhUIDC7w99eljWRDtXTEER0tRUdamTJlSsQl6heTOX15F3GhHICAhwWsL570y68GDRp4+Eqiq7pOi6wjOPTu3TvbLwmjK52jEIhcYMKECWZ0rPnz55sbQ5GWoCP4FChQINLD2B8BBBBAAIGQAlZw4fTTT/ePMhlyRw+tfOGFF0RHobvpppuy7HTiocvJtqrvvvuuvPXWW3LllVfK4sWLs903q418t52VDOsRSB0B/S7ummuuMfe6rJGEU+fqE3ul2kFywYIF0qtXLzn55JOjqsx3330nc+bMkaJFi5qOktEUwn2kaNQ4BoHYBazgwkknFfKN5H5b7AVSAgIOC4wZ85gvGPBvTDMuaLDAuod3yy23yLPPPhtWra3Qtu6sgz+ed955/uOsGQu0o/Aff/zhXx/8IHDWBh3p/Oyzz5bBgwfLAw88YHb98ccfpXz58sGHmZ+XLl0qrVq1Mo+DgwvaoblZs2b+YECNGjXMZ9FTTjnFzJSg3+euWrVKNm7cGPGMCw0bNvR3atZR3sNZdLaFJ554IsOuW7ZsMfdcFy1aJLt27cqw7dRTTzWzOtx6660Z1vMDAghkFnjvvfekTZs2/o7XGma44YYbzI46gJp+z6aLPu+1z0JOy2mnnSZff/21f7ecggu6o13P51S/f+xH50FcBLZv325mFyG4EBduToIAAjYLuDK4YPM1UhwCWQroKHFZjQ6Q5UG+DXzhnJ0O27wmEBhc8FrdqW/kAp06dRIdmSDSheBCpGLsn+wC1hdPyX6dXB8CXhMguOC1FqO+CCCAQHIKWMGF5Ly61LmqRo0amVH3orliggvRqHEMAsklYHWcTa6rSr2rIbiQem3OFXtfwPr7W6ZMCV8HyLXevyCuIOkFTjihpq9z/t8xBRe08732X9DR/4NHGs8OUDvVWzMU7dmzR0qXLu3f3Qou6Iq///5bsurgf99998mYMWPMcTqAZKlSpUQHmenXr59ZpyOpn3XWWeZx8P9mzJgh3bp1M6sDgwu//PKLaFBB61S8eHHTKfOqq64KPtwM1jZ79uyIgwsa7tCAos4quG/fvkzlRrPi888/lzfeeMPM5PDhhx/6i9AAx8CBA/0/8wABBEILrF27VurUqWM23n777fL444+bxzr7+223/S+IuGnTJvO3IXQJWa8NJ7gQeHQsz2fr/nHwLC2B5fMYAbsE3n77bTMwNcEFu0QpBwEE4ingmuDCwYMH/YnJaAHS0tJEZw1giU7gk08+kT///NMcfMYZZ5gPatGV5J2jli9fHlVlCS5ExcZBLhXg769LG8ahaun0ivplY6QLwYVIxdg/2QUGDRok+iVaLItOV+rFRb/I19F2ddHRlmrVquXFy6DOSSqgHUUvvvjiiK+OGRciJuMABBBAAIFsBGbNmiX6XyyLm94raueTrVu3+i/n0ksvlTx58vh/TtYHOivtqFGjoro8ggtRsXEQAkkloN8Z6HcHsSx6v0vve7GEL/DXX3+ZWWf1CB20Sl+zwhmVNaszFClSRF588cWsNme7nvtI2fKwEQHHBAguOEZLwQ4J2BVc0Bn/dMTwcuXKyc6dO8Oqbd26dUUDAzoTrb6GBr5mBgYXsps1oUePHmYmgrx585qAg77+zp07V9q3b2/qsHr1ahOmCFUhDTxo8EGXwODCsmXLRDv/6qKzHHTv3t08Dv6fzhChHYyLFSsmBw4cyLDZqr++lutgloHL0KFDZfTo0WaV9o/R12w7Fx09vnPnzqIzOKntzz//bO6l2HkOykLA7QL6Web777+XqlWrhlVV3V9nVDl8+LCZbcXqy6UzwOuMmLroOp2JJdIl0uBCYPmRPp8JLgTq8dhpAYILTgtTPgIIOCngmuCCHRepSe9jx47ZUVTKlaHTZNWuXdt/3ZpkXblypf9nHmQU4AvnjB78hAB/f5P/d4DgQvK3MVcYXwHtiKY3Ary4NG7cWAJHDPrss8+kSpUqXrwU6oyAX4Dggp+CBwgggAACLhH4/fffXVITkcqVK4sOemAtOoLnq6++av3IvyEECC6EQGEVAghELKAd6RisKzK2AQMG+Edn1SOfeuopadu2bWSF2LQ395FsgqQYBCIUILgQIRi7J1zAruCCjlD+5JNPmuvRkf+tjr5ZXeD69etNwE/fa9xwww3y0ksvZdjV6vivK/V5ZQUJMuzk+0E/H65Zs0bKly8vGnDQRcMKDRs2NI+nTJkid955p3kc/L8mTZqYWQp0fWBwQWcpGDx4sNldB1GqVq1a8KGiAfsyZcqY9ZEGF3SggS5duphj33nnHalXr16m8mNdoe9B/vvf/5piPv74Y7ngggtiLZLjEfCMwOTJk0UDQvrdlt5PDGewKZ1pRWc70+B2r169ZNKkSeZ6t2/fLv/5z3/M45EjR8qwYcMidogluKAni+T5THAh4ubhgBgECC7EgMehCCCQcAGCCwlvAndUQKfq0w+yp512mkm9aq30w2r16tXdUUGX1YIvnF3WIFQn4QIEFxLeBI5XgOCC48ScIMUEvBpc0GlYL7nkEtNa1vtGHVHp4YcfTrEW5HKTTYDgQrK1KNeDAAIIeF/ALcEF7XhSo0YNA1qpUiXZsWOHGcE6eMRK74vbewUEF+z1pDQEUlWA4EJkLa9eOpu4dnqyXrP0OwztvJmIhftIiVDnnAj8r4N1y5YtfR2aS8ju3bHNmIsnAvEQsCu4oAMMnX/++abKZ555puksfPLJJ4e8hEOHDskVV1wheowuOqK5/hy4BAYXrr32WlmyZEngZvN4165dUqFCBdPRWMMJGlLQRV+TdeYHfU2+7LLLREcsD160M7IOiGSFNAODC1OnTpW77rrLHBJqhPV//vlH2rRpI4sWLTL7FCxYUP744w/zWdU6zz333COPPvqo6Pe+OoK7znxgLfqz3t/QWRq0k7EGM0ItWv5DDz1kRnjX/jSFCxc2ZXXq1MnM8HT//feLPg616CCh1sjweq363oQFgVQR2Lhxo5x99tnmcnUGNH0eZ/X3yDIJnAlFZzy76aabrE3StGlTef3116VEiRLmeyl9nx286OwON954o+ggvfr3Q2ehsZZzzz1XvvjiCxNS0rCStejfArufzwQXLF3+jYcAwYV4KHMOBBBwSoDgglOyHipXPzhqQlX/nTNnjkybNk0++OADue222/wpVg9dTlyqyhfOcWHmJB4SILjgocaKsqoEF6KE4zAEshDwanBBRzmZOXOmXH755ea9on6hV6hQIdm2bRtTHWfR1qz2hgDBBW+0E7VEAAEEUknALcGFRo0amcFNihQpInozzBolcty4caIjerKEFiC4ENqFtQggEJmA3rOxOvNFdmRq7j179mwzonPwa1aiBuniPlJq/h5y1YkXYMaFxLcBNYhMwK7ggp51yJAhMnbsWFOB0qVLmwGHNJCgIQIdxfyHH36QVatWmdkM9u3bZ/YLHNncrPj//1nBBQ0F5MmTR+677z4ZOHCgfxf9zNqqVSsTetB7iF999ZVoYMJa+vTp4+9rMmLECBk+fLi1ydxPaN68uWiAwqrHu+++K3Xr1jX76AwOOpODLnoO7cNy4oknmp9/+ukn0botW7bMdFLW2RN00fMHDso5ZswYU2fdpvteddVV+tC/TJw4Ufr27Wt+VgP9jJs3b17zswYjtHOznluvUztea/8Za9EZGrS+WqcVK1aYjtK5c+e2NptAhIY99BgNdqg7CwKpJtChQwd5/vnnzWXrgBg6M5rO7hL8fclHH30kjz32mOh7eV0aNGggGvzJnz+/+Vn/t2HDBrnooovM3zGdzWX+/PlSvHhx//Zvv/3W/D348ssvRT8LbN261YQcrB10Jnn926fvz/X5GHis3c9ngguWOv/GQ4DgQjyUOQcCCDglQHDBKVkPlaudz/TDmE6hp1PqaXpV30TSCS3rRuQL56xt2JKaAgQXkr/dCS4kfxtzhfEV8GJwITDsOnfuXLn++uvNDY+DBw/KI488Il27do0vImdDwEYBggs2YlIUAggggIAtAm4JLugNX+3goh06xo8fbzqPaCcSHSlv586dtlxrMhYSfCM+Ga+Ra0IAAecFCC5EZly7dm35+uuvM71mde7c2T8CdGQlxrY395Fi8+NoBKIVILgQrRzHJUrAzuCCBh51ZoDJkyebz3HWNennk+B7EnrfT2clCOywb+2v/1rBhaJFi5oOxdqJX2cNqFWrlhw7dkzWrl3rDx1oSGHChAmBh4vO3qcdjL/77juzXoMUOuq5fo7U12t9ndR+Km3btjXbV69e7Q8r6Iorr7zShCL0sQYE9OctW7aYgIIGKZ5++mkTCrBmitC+LnrPYuTIkb4ZV8rIW2+9JRrEtxYNNfz222/+z7F6b1vfI8ybN8/sUrJkSXNt6qIzROhI7LpUrFjRdKIODGXoTBXaEVpnbNBF66ezXeg1arBi3bp1cvToUdHQh9ZDgw8sCKSagP7N6d69u3meW9euzy8NDejzTb/30v5p+ly0lgsvvNAEDELNzqDfSQ0ePNj8/dHn3HnnnWeecxoQ2rNnjylCn3MadNKAROAybNgwGTVqlFml94L0+VytWjVZuHChmXnGzuczwYVAeR47LUBwwWlhykcAAScFCC44qeuRsq0vc++991558MEHRRPk+qFKO6FNmjTJjKbrkUuJWzX5wjlu1JzIIwIEFzzSUDFUk+BCDHgcikAIgeCbBCF2cd2q6dOnm5v/VthVRx/SEVL0xoZ+6a8jGLIg4FUBggtebTnqjQACCCSvgBuCCzoipo5CqZ8Ht2/fbjps6IAnVseSjz/+WM4444zkbYQYrozgQgx4HIoAAn4Bggt+ihwf6HcS2jkx1GuWDtKlHR01jBfPhftI8dTmXAikCxBcSLfgkTcE7AwuWFf8/vvvy9SpU0WfD3/88Ye12vyrn1V0NoAePXrIZZddlmFb4A9WcOGUU04xMyO88MIL5vOhdtrX/iS6aJ8SneXhzjvvDDzU/1j7m+iszW+++aYcOXLErNfX40suucTMBqGPTzvtNLP+tddeE52FwVo0FNC7d2/TCdlad+qpp5oQgAYumjRpYlbff//9JsSwY8cOM2OCzrygHZJ10cE7H330UX+IQztD//LLL2ab9T+9Li1D3yvofRtr0XPdfPPNZtYGvc7gZfPmzaZvzYIFC0wH7MDt+l1zmzZtpH///nLOOecEbuIxAiknoEGgZ555RvS5YgWCAhE0bKCzLOjzVZ/X+n4+q+WTTz4xoSr996+//vLvps+5a665RgYNGiQafghefv31VzODigakrEX/Di5ZssT8aOfzmeCCJcy/8RAguBAPZc6BAAJOCRBccErWI+VqEt5682fdgNSq6xs6DTHQCS10Q/KFc2gX1qauAMGF5G97ggvJ38ZcYXwFvBhc0NFLdHQkHdFEp1nWRadUrVy5svni/4033jA3HOIrydkQsEeA4II9jpSCAAIIIGCfgBuCC9o5Qzu5NG3aVFasWGEuLnDAk7PPPlt0ZDuWzAIEFzKbsAYBBCIXILgQvtl///tf0Y6HWb1m6aALt99+e/gF2rAn95FsQKQIBKIQILgQBRqHJFTAieCCdUF6/1ZnONBRzXPnzm1mIihbtqzkz5/f2iXLf63gQnBnf31/8sUXX5jZDsqVK5fl8YEb9HOkBgp0pgTtf6J1CXfRjs4aKihQoIDUqFEjZKdmnSVQZzrQUdyDyz506JC5j6HXXaJEiSxPq1bffvutmZVB961QoYLod8Y5LTqzwu7du42xXmf58uXNTNXhHJtT2WxHINkEfv75ZzM7wv79+0XDQfp80cHSIl10dplt27aZv2+lSpUyz1edhSGnRf8e6t8Eva9ZuHDhTLvb8XwmuJCJlRUOChBccBCXohFAwHEBgguOE7v7BF27djXJ1hYtWsirr77qr2xgJ7SVK1dKnTp1/Nt4IGbqQv1gzYIAAv8TILiQ/L8JBBeSv425wvgKeC24oCOi6GhH+qW/fhmo0yNby1VXXSXLly83IwjNmDHDWs2/CHhKgOCCp5qLyiKAAAIpIZDo4ILOptCwYUNjvXTpUmnZsqXffejQoTJ69Gjzc6jR8vw7pvADggsp3PhcOgI2ChBcCA9TR3PWGYD0O+qsXrOqVKkiOkJ0PBeCC/HU5lwIpAsQXEi34JE3BJwMLsQikFVwIZYyORYBBBBIdgGCC8newu66PoIL7moPaoMAApEJEFyIzCup9tYvc6tWrWqm8lu2bJlop7PARafS0jBD69atzdRdgdtS/TFfOKf6bwDXHyxAcCFYJPl+JriQfG3KFSVWwGvBBZ3OedGiRabDmnYCCFz0/aK+b8ybN69s3bo1qtFRAsvjMQKJECC4kAh1zokAAgggkJ1AooMLtWrVMqNaamBVg6uBo1bqaJ06sqaOcHfbbbfJpEmTsruUlNxGcCElm52LRsB2AYIL4ZHq69CwYcPMIAvZvWbpfbB69eqFV6gNe3EfyQZEikAgCgGCC1GgcUhCBQguJJSfkyOAAAK2ChBcsJWTwnIQILiQAxCbEUDA1QIEF1zdPM5Wbvz48TJy5EjzZe727dszTaunI+dqmIFOaJnbgS+cM5uwJrUFCC4kf/sTXEj+NuYK4yvgpeCCTrF85plnmrDrihUrpGnTphmwdBpmnVZVZ+zS95Z9+vTJsJ0fEPCCAMEFL7QSdUQAAQRSSyCRwQV9r3rKKacY8DFjxsjgwYMz4V933XWyZMkSKViwoOzfvz/T9lRfQXAh1X8DuH4E7BEguJCzo34nUbNmTfnxxx8lp9esVq1ayXPPPZdzoTbtwX0kmyApBoEIBQguRAjG7gkXILiQ8CagAggggIBtAgQXbKOkoDAECC6EgcQuCCDgWgGCC65tGmcrpiOinXXWWebL3IceekgGDBiQ6YSBndCGDx8u/fr1y7RPqq7gC+dUbXmuOysBggtZySTPeoILydOWXIk7BLwUXND3iqNHj84y7KqiDz74oAwaNEgqVKggmzZtyhSIdYc6tUAgawGCC1nbsAUBBBBAIDECiQwu3HrrrTJ//nwzmInOrlCsWLFMCG+88YY0adLErNcZuOrXr59pn1ReQXAhlVufa0fAPgGCCzlbrly50swargNw5fSapbMHbd68WUqVKpVzwTbswX0kGxApAoEoBAguRIHGIQkVILiQUH5OjgACCNgqQHDBVk4Ky0GA4EIOQGxGAAFXCxBccHXzOFc5nRK3bdu2UqBAAdm1a1fIG5B69nHjxplQg3ZC27hxY4Zp4Z2rnftL5gtn97cRNYyvAMGF+Hon4mwEFxKhzjmTWcArwQUNu55++umisy7obF19+/YN2SwHDx6U0qVLm1kZFixYIM2aNQu5HysRcKsAwQW3tgz1QgABBFJXIJHBBQ0qHD16VNq1aydz584N2Qg64Im+T9y6datUqlTJfG8YcscUXUlwIUUbnstGwGYBggs5g954442is0OG+5o1ZMgQGThwYM4F27AH95FsQKQIBKIQILgQBRqHJFTArcGFe++9V6ZPny5FihSRHTt2JNSIkyOAAAJeESC44JWWSo56ElxIjnbkKhBIVQGCCyna8jqd+6pVq+SWW26RZ599NksF7YRWrlw50U7J8+bNkxYtWmS5bypt4AvnVGptrjUcAYIL4Sh5ex+CC95uP2rvPgGvBBf0Rt/NN99swq779u0zNymy0mzfvr3p2Na0aVN56aWXstqN9Qi4UoDggiubhUohgAACKS2QqODCyy+/LPq+Tpd3331X6tatm2U7TJw40R9s1e8Q8+fPn+W+qbaB4EKqtTjXi4AzAgQXsnf98ccfpWbNmqJhunBfs3S2BZ11QWdfcHrhPpLTwpSPQGgBgguhXVjrXgG3BhfcK0bNEEAAAfcKEFxwb9skY80ILiRjq3JNCKSOAMGF1Glr/5UGfpm7du1aueSSS/zbQj3o2LGjPPfcc3LllVfK4sWLQ+2Scuv4wjnlmpwLzkGA4EIOQEmwmeBCEjQil+AqAa8EF1q2bCn6pUfnzp3lmWeeydbw/fffNx3b9O/Fpk2bRGfsYkHAKwIEF7zSUtQTAQQQSB2BRAUXqlWrJnv37jUdQXX21eyW3377TUqWLGkGPNEbsy+88EJ2u6fUNoILKdXcXCwCjgkQXMiedtiwYTJp0qSIX7Oef/550e87nF64j+S0MOUjEFqA4EJoF9a6V4DggnvbhpohgAACkQoQXIhUjP1jESC4EIsexyKAQKIFCC4kugUScH6dCvfRRx8N68tcrd6HH34ol156qdAJLb2x+MI53YJHCKgAwYXk/z0guJD8bcwVxlfAC8GF7777Ts477zwDs379ernoootyRDrrrLNMaKFXr14yatSoHPdnBwTcIkBwwS0tQT0QQAABBCyBRAQX9JxlypQxVXj88cfl9ttvt6qT5b9du3Y1Ade8efPKoUOHstwv1TYQXEi1Fud6EXBGgOBC1q7//POPVKlSRX7++WeJ9DWrQYMGoh2bnV64j+S0MOUjEFqA4EJoF9a6V4DgQmRtM23aNFm6dKmceOKJsmjRIv/Bv/zyi7Rp08b83LNnT7n22mv929zw4OOPPxbtp6OLBi9r1KjhhmpRhxQU4DnkbKMTXIjO98knn5Tu3btHd3AKH0VwIYUbn0tHIAkEkiq4kATt4fglaOdiHQlNR0R76qmn5LbbbgvrnFYntL59+8r48ePDOoadEEAAAQQQQAABBLwr0Lt3b5k8ebLUqlVLNmzYENaF6BdL2sGtWLFiZqRe7cDGggACCCCAAAIIIOANgUaNGslbb70lhQoVkv3795t/c6r5J598IhdccIHZbfbs2aIzt7IggAACCCDgtMCcOXPklltuifo1a8uWLVK1alWnq0n5CCCQAAGCCwlA55QxCTgZXNDO8g888ICpX/78+UU/s+m/Xl7uvvtumTJlipx88smiYQVr2bdvn5QqVcr8qIN43nXXXdYmV/y7YsUKad68uamLzl5dp04dV9SLSmQvwHMoe594bvXKc4jgQuS/FWvXrpW6deuawVK5rxyZH8GFyLzYGwEE3CVAcMFd7eF4bWbNmiVdunSRIkWKiH54K1CgQFjnnDFjhnTr1i3i48IqnJ0QQAABBBBAAAEEXCUQGHZ9+umnzfvHcCqoo0GWKFFC9N/nnntOOnToEM5h7IMAAggggAACCCDgAoE8efLI8ePH5Y477pCpU6eGXaPatWvLRx99ZN4H6veNLAgggAACCDgtoJ39tINLtK9ZOlOkjnbMggACySdgBReS78q4omQXeP311+XSSy+N+DI1iJBVGKF9+/Yyd+5cf5nz5s3zz0rgX+mxB1kFF3799VfRGQF10cE7rZCAdXl6n+PAgQMyYMAAa1Vc//VKp+u4onjgZDyH0huJ51C6RXaPrOBCdvuwDQG7BQoXLiy7d++OqlhmCoyKjYMQQMAGAYILNiB6qYiLL75Y1q9fL/fcc48ZQTfcugd2XtPwQ6dOncI9lP0QQAABBBBAAAEEPCagX0DeeuutUYVWdSQj7eimN1k++OADj1051UUAAQQQQAABBFJTQEes1A4gukQ6CrU1UIoeq8EFDbKyIIAAAggg4JTApk2bRGcJ1yXa16xIB/dy6looFwEE7BcguGC/KSXGR8Du4ILOolehQgUzgnW1atXMa2bDhg3NLHvxuSJnzpJVcCG7s2lA/9RTTzW7aMAhEQvBhUSox3ZOnkPpfjyH0i1yekRwISchtjshQHDBCVXKRAABpwUILjgt7KLyA6duj/TLXL0MHYHmkUceER1Fbd26dS66MqqCAAIIIIAAAgggYKfABRdcIPresU+fPjJhwoSIit66davojRBdNm7cKDVr1ozoeHZGAAEEEEAAAQQQiL+AduL45ZdfpH79+rJ69eqIKhA44ImOgP3+++9HdDw7I4AAAgggEIlA9+7dZfr06TG/ZulM4zpoAwsCCCSXwMGDB+XLL7+M6aKOHDkiaWlpMZXBwQhEKnDOOefIySefHOlhZraFUDMuPPzww3LvvfdKqVKl5Mknn5RWrVpJrly55Ntvv/V/fx/xyVxwQDTBBSv0qMFFggsuaESPVIHnUHpD8RxKt8jpkb4H0fci0S4aEtHv2VJl0YHwXnvtNf/ljh07Vs477zz/zzwITyBv3rxRzdqkpTPjQnjG7IUAAvYLEFyw39S1JeoXsDp6bqNGjWTVqlUR1zOwE9qGDRukVq1aEZfBAQgggAACCCCAAALuFtDZuXSWLr2JsXnzZqlatWrEFdaRm7TDW7du3UxngogL4AAEEEAAAQQQQACBuAl8/fXXUqNGDXO+F198UW666aaIz92vXz8TeNX3kHqTlQUBBBBAAAEnBH777TcpU6aM/PnnnxLra5YOtKADLrAggAACwQL6N4b3tMEq/OxWAQ0tBAcXNHijgwt99913ojMk6+BE+vqpnWn1s9u4ceOyvBz93d+9e7fZrrPpFShQwDw+dOiQCakXK1ZMLrzwQsmXL1+mMnbs2CF6f0HDEjo7UtGiRTPt88cff4iWpUv58uX923Xdhx9+aM6nnVZDHas7ZxVcCKz3KaecIieddJL89ddf5prnz58vffv2FR2R+quvvjLn1OuyZgvcs2eP/Pvvv1KoUKEsz2uVpQeXLl1atJNoqEVH6f/444/N/RW9z2LN9BDujAvadtu2bTPvUXLnzm0cK1WqZMoLdb7AdVpHPXbnzp3mvZK2+Wmnnea/zsB9eZy9AM8hnkP6XiARzyH9W6TP5VRZypYtK4cPH/Zfrob4GBDFzxGXBwQX4sLMSRBAIIQAwYUQKMm4Sr/MLVmypElmLly4UK6//vqoLvPKK6+UN998U7p27SozZ86MqgwOQgABBBBAAAEEEHCvQOfOnWX27NnSpEkTWblyZVQVXbBggenwpl/065f+OpIRCwIIIIAAAggggIA7BbRTyOeff246X/z4449ZdsDIrvY//PCDVK5c2YxMO2TIEBk9enR2u7MNAQQQQACBqASmTJliOixqh0E7XrO0g6R2KmRBAAEEAgUILgRq8NjtAqGCC/q9frNmzUzVP/jgAzMK8x133CHTpk2T4sWLm47tViAh+Pp0Jj6rs/2SJUtMyL19+/amM741E8mJJ55oZnDQ/iJajv6rnwG3b9/uL07vDWhAomfPnv51+kDvPeg9CF0OHDggGqTXAZB0JgirfN2mgyPNmzfP9HHRn60lq+DCvn37TGBC93v00UdNYGPx4sVZ9osJHOxTAxS7du2SW265RZ599lnrVBn+1fBDmzZtzDodUV2DGYHL3r175YYbbhD1thYN9p955pnmOjQM0rx5c7NJO+XqbIWBiwYvdIT/MWPGyO+//x64yQQuRowYIb179w4ZYNDQhx731FNPifYLClzy5Mlj7vU88MADcu655wZu4nE2AjyHeA5Zvx7xfg6lUnBh2bJl0rZtW0Pdv39/f6hOA1j6WsUSHwGCC/Fx5iwIIJBZgOBCZpOkXDNp0iTp06ePuQGpH7o0nR3NsmjRIvOBSz+A6oc/OqFFo8gxCCCAAAIIIICAOwUCw656U+Laa6+NqqL//POPVKhQQfTLeusmQVQFcRACCCCAAAIIIICA4wLamUKXoUOHyv333x/1+bRjjN7c11EsgztLRF0oByKAAAIIIBAgoKNH6+zgdr1mderUSWbNmhVwBh4igAACYkYqZ8YFfhO8IhAquHDdddeJfr+vneY1GKDLhg0bzEwJ+nju3LnSrl07fZhpOXLkiGgnRl006KAd4jVQUL9+fRNyf/vtt03wQbcPHDjQBBs6duxoOsVfdNFF8vPPP4vOLqABIF10BgZdby2BAQDdT0MRv/76qwkSVqlSxQQkrFkR9B6DHq+BRWuJJLigIYJRo0aZWRY0bK+zJOhAnbpogF878+sSa3BBZzi47LLLRM+h/XAaN24stWrVMoM6vfvuu6KzTGjw4PbbbzfnCw4u6Ofnq6++WnRfXerVq2fMtAOzzt7w3nvvmfX6mXvp0qUZZtg4duyYCSboDNj62V7roe2u69etW+cPhOgsFLoP4QVDmeP/eA79L7jAcyj+z6FUCi7o7D0aWtPXF/0+UQdj1r+H+vo0ffr0HJ+n7GCPAMEFexwpBQEEIhcguBC5meeO0A+Sp59+uvkyd+TIkTJs2LCor0G/pClXrpzphKZhiF69ekVdFgcigAACCCCAAAIIuEtg/PjxoqNa6I2AWMKuelXDhw83Hd+qVq0qW7ZscdeFUhsEEEAAAQQQQAABI6CjXz7++OOmc4W+/wvsEBIp0csvv+wPvmpHk+rVq0daBPsjgAACCCCQpYB2lLziiitsfc1ikK4sudmAQEoLMONCSje/5y4+OLign+sqVaok2vlVR/DX7/ut5fzzz5fPPvvMdBLVTuyhFu3wrmXqop8PtaO7zrCsAXVdtFNp7dq1TWfTokWLmlDDgAEDTIjB7OD7n87opx33tW9J8CwGCxculNatW5tdtTP9JZdcIhpmsMrXDRqo1/sLumjfFu3jYi2RBBeCj9FBOTUkEbzEGlxQY723oiOzz5kzxz+CuJ5HgyA6w4QGDvSxLsHBBQ1k6owVGqzQGR+CQyVapoZDtN+Phkl69OhhytH/WQOP6mMNgjRt2lQf+hftFKzBkcOHD8uNN95orP0beRBSgOdQ+qwlFpD1vOM55PxzKFWCC/o805CVLjq7js5o069fP5kwYYKZyUdn5GGJjwDBhfg4cxYEEMgsQHAhs0nSrXnjjTdMylo/6OjUubHcgFQc64MindCS7leFC0IAAQQQQACBFBbQL70rV65sRgXSL8mHDBkSk4bOtqCBV7058dZbb5mpnWMqkIMRQAABBBBAAAEEbBfQm1PaeUJHE9QOD7Es+r7vP//5j3k/qaEFa5TMWMrkWAQQQAABBCwB7Wz30ksv2f6aNW7cONNJxjoP/yKAAAIEF/gd8JJAcHBBR/bXjv758uUzMyPoCNbWMnXqVLnrrrvMj998842cccYZ1ib/vzqbsh6ri5a9bds2KVu2rH+7Phg7dqz//oGGGHRk/+ClYcOGouGI4O2BHe21E/TGjRvN7M3Bx5911lmyadMmMwK39nGxwhRWB+qTTz5ZfvnlF/9h+/btk1KlSpmfg2eBto5xotP1X3/9ZWZs0JkmNDSg4YHgRWdcKFOmjAkP6LbA4MKePXtE+93o350777xTpkyZEny4+blDhw7y/PPPGyudfcry0Ps42h7aB0jLCrXoIAN6Th3s9NZbbw21C+sCBHgOxTe4wHMo4JfP9zBVggv6N00DXcWKFTMDJ2t/Rp21Ru9T6/1q/VuooS8W5wUILjhvzBkQQCC0AMGF0C5JtdaaxsyuBHVgJzQNRVjT6SUVGheDAAIIIIAAAgikmIB+od68eXMzqo++39Mvi2Jdrr/+elm8eLEZQUlHZWJBAAEEEEAAAQQQcI+AhksbNWpkKmTXd3xjxoyR++67z5SpHV50xEkWBBBAAAEEYhVw4r6U9ZpVsWJF2b59u+TKlSvWanI8AggkiQDBhSRpyBS5jMDggn4G006fOpJ1qHD6oUOHTAhBw+t9+vQxI1sHMwUGF66++mp55ZVXgneRF154QW6++WazXjuXaof74KVr167yzDPPmMGNdu7c6d8cGFzo1auXTJo0yb8t8IEOrqQzEeii4YaaNWuax1YIwS3BhTVr1pgZLLRyM2fOFL3uUEu3bt1kxowZZlNgcOGJJ57wz6CQVZhED1q1apU0btzYHP/mm2+aWaj0h0ceeUTUUZdAJ7OC/0UswHMo/uEfnkMZf01TJbigM/boDD/6HeKoUaP8CM2aNZOVK1ea17Ivv/zSv54HzgkQXHDOlpIRQCB7AYIL2ft4fmvgl7k6jW6DBg1suSY7R7axpUIUggACCCCAAAIIIBCTQMuWLc1NiLZt25obDzEV9v8HW1+m586d29wsiXXmLzvqRBkIIIAAAggggAAC/xPQ2RG0o6ads6oePHjQjPSoN/s7duwos2fPhhsBBBBAAIGYBXTkaB391qnXrOXLl4t2kmFBAAEEVIDgAr8HXhIIDC7oIEI6mJAuy5Ytk6uuuirTpbRv317mzp1rBi7SgEOBAgUy7BMYXNDZGXT2guBFO5Var5sabNCAQ/DSt29fmThxogQHDAKDC1qPdu3aBR9qftaBkG666SbzODBo77bgwrx58/zXoB2wL7/88pDXoxZqoktgcGHAgAGisz8VLFhQfv/99yzD/zqjgzXY1NNPPy1dunQxZW3evFlq1KhhRmnXGSX69+9vfgd0HUvkAjyH4h9c4DmU8fc0FYILOvvPoEGDJNS9Y50h5tprrzUon376qfn8l1GIn+wWILhgtyjlIYBAuAIEF8KV8uh+mkLXNLqdX+YqhYYgrrjiipBvJDxKRbURQAABBBBAAIGUFdDpN7Xj2vHjxyW7L9ejAapWrZro1MXawWD48OHRFMExCCCAAAIIIIAAAjYLHD161N9BRUe4tEZotOM02vFEbzxrBxgdyZMFAQQQQACBWAT0u4py5cqJDtTl1GvWNddcI9pJhgUBBBBQAYIL/B54SSAwuNC0aVN5/fXXpXz58iakHmoGPKufh17jnDlzRIMMgUtgcEFHwbZm1AvcR8+h59Jl3bp1Urt27cDN5rF2oB8/fny2wQWdBbBhw4aZjtUVgfXUQLwG43VxW3AhMJDw1VdfSfXq1U09g/+nIQ3LOjC40Lp1a1m4cKGZ+enEE08MPizDzxps0EXvs+j9FmtZsmSJCU8Efv4uW7asNGnSxMyyre9ztGMqS84CPIfiH1zgOZTx9zIVggtnnHGG7N69W1q1aiUaFgpc9LOf3q/W+9b6N0z/PrI4K0BwwVlfSkcAgawFCC5kbeP5LfqhUke11ZHOspqiL5aLtDqhDRs2THS0GxYEEEAAAQQQQAABbwoMHjxYHnjgATPdsk4nbOcyefJk6d27t3lfqiM46QgaLAgggAACCCCAAAKJFdDRy7SDpoYL9u3bJzoyo13Lu+++K/Xq1TPF6Wia1113nV1FUw4CCCCAQAoKaGcV7dTn5GuWflexbds2qVixYgoKc8kIIBAsQHAhWISf3SxgBRe+++470f4baWlpUrhwYalQoULIauv2r7/+2mzT2QF0IKPAJTC4oANkDhkyJHCzeWxXcGH9+vVy0UUXZSpfV2zYsEEuvPBCs01nfdDZH3RxW3DBureidfvxxx9NaEQfBy9Lly41nXR1fWBwQYMbq1evNrtrW4az6GwLTzzxRIZdt2zZYvoE6WdwvQ8TuJx66qlmVodbb701cDWPgwR4Du2TUqXiH1zgOZTxFzHZgwt6D/rSSy81F62vJY0bN84I4Ptp7Nix5rVHw3c62wz3lTMR2bqC4IKtnBSGAAIRCBBciADLa7u++OKL0rZtWylUqJDs37/f/GvnNWgYQj8YajhCP4TlzZvXzuIpCwEEEEAAAQQQQCAOAoFh12nTpkmPHj1sPetvv/0mJUuWlL///tuMjGFNVW3rSSgMAQQQQAABBBBAICKBfPnyib4P1I4LM2bMiOjYcHY+66yzZNOmTWaE7J07d4ZzCPsggAACCCAQUqBRo0aiIzI7/ZqlnabGjBkTsg6sRACB1BIguJBa7e31q7WCCwMGDDCd0yO9nuBZAuIZXMiq06pew6pVq/wdWnVGvzZt2phLS1Rw4YUXXpCbb77Z1OHLL78U/cyry4QJE6Rfv36Z1psVAf/Tz93dunUzawKDC7fccouZ+aJEiRJmUIGAQ6J++Pnnn8sbb7xh7sd8+OGH/nJ08KqBAwf6f+ZBRgGeQ84GF3gOZfx9y+qnZA8uXHXVVaIDnlStWlU2b95sZpsJttDBmbUfor4eaXiOv1vBQvb+THDBXk9KQwCB8AUILoRv5bk969evbxLy3bt3z5S4tuNitBNamTJlzHSZ8+fPlxtvvNGOYikDAQQQQAABBBBAII4C1hTFToVd9VJuu+02mTlzpmhnA73hwIIAAggggAACCCCQOIFnn31WOnXqZCqgI53VrFnT9so8/vjj0rNnT1Pu4cOH5aSTTrL9HBSIAAIIIJD8Alu3bjWjR+uVOv2aVaxYMdm7dy+DdCX/rxVXiECOAgQXciRiBxcJaHBBZ1EoX768HDhwQOrWrSs6U0J2i35G01n4jh8/Lr169ZJJkyb5d49ncOG5556TDh06+M8d+MAapFPXvfPOO/5Z/ZwMLuigoNq5OtQyfvx46d+/v9kUGFyw7q/oBp05QfvohFo0HHnfffeZTYHBhaFDh/rbS//2aAdSO5f33ntPOnfuLDqbgM5epaOX670glowCOvAWz6HYgws8hzL+XkXzUzIHF/T1RT9z6WvPxIkTpXfv3lkSaVBM/x5rqOv777/Pcj82xC5AcCF2Q0pAAIHoBAguROfm+qPi8WWuImgoYvr06dKgQQN5++23Xe9CBRFAAAEEEEAAAQQyCuiNDP2iXDuWPfbYYxk32vSTjrZrjUCkUxbrSBosCCCAAAIIIIAAAokR0Jt+2qHl4osvlsDRF+2sjXa40PPov02aNJGVK1faWTxlIYAAAgikiMA999wjjz76aNxes7TzYbt27VJEl8tEAIGsBAguZCXDejcKaHBhwYIF/gBA4OwE2dW3RYsW8tprr0nRokVl165dUrBgQbN7PIMLffv2FQ0EhFqGDx8u999/v9mkfV+qVKliHjsRXLBmDNR7JToSeKhFZ356+umnzabA4IKGFRo2bGjWT5kyRe68885Qh5vPxToLgi6BwYVZs2ZJly5dzPrAgIZZYdP/nnrqKfnvf/9rSvv444/lggsusKnk5Cnm+eef5zm0L/rgAs8h+54LyRxc0NkT9LOdhqj2+X7fihQpkiWc/i2uV6+e2a4D4ul3mCzOCBBccMaVUhFAIGcBggs5G3lyD/1ApB3PLrvsMtEUtVMLndCckqVcBBBAAAEEEEDAeYHA93JOjVxoXcUll1wi69atE+10MHnyZGs1/yKAAAIIIIAAAgjEUWD//v1SsmRJc8bZs2dLx44dHTv7HXfcIdOmTZM8efKY6d0dOxEFI4AAAggkpYCOfKuvWTr7d7xes7LrsJiUyFwUAgiEFCC4EJKFlS4V0OCCznSsfUKKFy9uQgi6Lqdl8eLFcv3115vddFa+W265xTyOZ3BBw+47d+6UUPU944wzZPPmzWZAJA0KWEs0wQUrCJkvXz7R2Sa002zgctVVV8ny5culTJkyxi9XrlyBm806HYzpyJEjZn1gcEH/XpQrV05++eWXLPvmbN++3QQvdJRxXQKDC1qf0047zQwucPXVV8srr7xi9gn+36JFi+Shhx6SZs2aSb9+/aRw4cLmWnQ2xQ0bNpiQhzWzYvCxOpCAHqeL1qVSpUrBu6T8z5dffjnPoWyCCzyH4vccSubgQoUKFczfyq5du8rMmTNz/LtjBWIuuugieeutt3Lcnx2iEyC4EJ0bRyGAgA0CvmnjWJJM4I8//kjzTe+W5vv1SPMlgx2/ujp16phz3XXXXY6fixMggAACCCCAAAII2Cdw++23m/dxvlEr7Cs0i5J8nQzMuXwjaKT5vuDPYi9WI4AAAggggAACCDgpcOmll5r3ZL6p2R1/T+YLxppz6XeUvhHVnLwsykYAAQQQSEIB3+jACXnN0tcvFgQQSG0BX3DKvFfW7zD5DwO3/w58+umn/s9dffr0CfvJe/To0bRSpUqZY32DYfqPO3bsmL+80aNH+9cHPvB1hPfv4xusKHCT/7Gvc73Z5+STT/av0wcLFy70H6ufS33hiTTt3xK4DBw40L/PE088EbgpTfuk6GfM4HJ/+ukn/zHBnz/1OvQY/W/ZsmUZytMfBg8e7N/um+Uhw/bvv/8+zTdDQdrpp5/u3+fzzz/PsE/v3r3920aMGJFhmx7vC2Gk+cKY/n18I4ln2GfChAn+bb169UrTNrAWfewbbTztpJNOMvvoZ/rAxdfh3qw/8cQT07RcX6fnwM1pvsEL0qz+PL5Owxm28cP/BHxBFL8/z6H/PU94DqU/O+L9HNLnsNtfd6Kpny8c5n+e+cJW6cDZPPINhmKO8YXJ0nzhsKR0icbS7mOCXzeyaRI2IYAAArYKiK2lUZgrBB5//HHz4q0f9AI/1DhVuTlz5pjzaSe04A+VTp2TchFAAAEEEEAAAQRiEwgMu/qmj46tsDCO1i9S9P2p3hyYMWNGGEewCwIIIIAAAggggIDdAnqzT9+P9e/f3+6iQ5anAVk936mnnhpyOysRQAABBBDISqBmzZoJec3q0aNHVlViPQIIIIAAAq4T8M10Z14v9XPXV199FVH9BgwY4D/WCu7FM7iwdOnStNKlS6f5ZopI880IkHbzzTenVatWzV8n7ZQf3P8kmuDCm2++6S9TnapXr57mmyXBb6Udk30zGPj30To1bdo07fzzz0/zzQaRVrFixbQ33njDv13DIoHLDz/8kFalShX/dut4fS+TO3fuNA0V6D0YPbf+t3r16sDDTWfctm3b+rdryEE9mjdvnqFeWo+vv/46w7FaF/WzytZz+WaQSmvdunWa+mn9dVvBggXTPvjggwzH8sP/BHgO/c8hu/APzyGeQ7H+vTj33HPN36LatWuHXVTgfeyePXuGfRw7IoAAAgh4Q4DggjfaKaJaWl/mDho0KKLjot1ZP7xandCefPLJaIvhOAQQQAABBBBAAIE4CkydOtV8SRSvsKtemnaQ0y/J9f0qCwIIIIAAAggggEB8BfS7Qn0vpuGFHTt2xOXkgZ0z4nXOuFwYJ0EAUbDAawAAQABJREFUAQQQcFRg7dq1CXvN0hnNgztJOnqxFI4AAggggECUAr///nuaDi6pn/MCZ00It7hvv/3WHKvH33333eaweAYXPvvsszTteH/FFVf4ZxTQumiIoFu3bmk6+0nwEk1wQcu45557zGdhLV//C56x4aOPPkqrVauW30P30Rkp2rRpk7Z79+60QKv3338/uFppBw4cSGvRooUJCFjn0LZp0qRJml6nzrxgrX/ttdcyHa8r5s6dm3bmmWem5cmTx7+vHqMDAWjn+j179oQ8TuvWpUuXDIbWufLly5fWoUOHtOBZIkIWlIIreQ6lN3p2wQXdi+dQxplW0uV4lJPAr7/+6v+bNmvWrJx2z7BdAwv690xfF1gQQAABBJJLIJdeju+PPEuSCLz33nviS06LL7kt27ZtE1/qOi5X5rvxKQ8++KD4OqGJL40fl3NyEgQQQAABBBBAAIHoBXwjF8nWrVvlvvvuk1GjRkVfUARH+kYeksqVK2t4Wj788EO5+OKLIziaXRFAAAEEEEAAAQRiEfDd5BPfTXnxjdoovo4SsRQV9rH//POP+EablIMHD4qvE4j4poMP+1h2RAABBBBIXYGOHTvKc889l7DXrMcee0x8nWRStwG4cgQQQAABBBwSWLRokdxwww2mdF9oQc477zzz+N9//zX9TAoUKCBnnHGG+AL3ttfg0KFDovcoypYtKyVKlAhZvi+AYO6b+GYxkKpVq4bcJ7uV+hnYN/OF+MIH4pvZwfTbyW7/UNt8gQ3xhRHkt99+M3WtUKGC+AIIoXbNsO7o0aPiC1nI3r17RetRvnx58c0sEdaxGQriB1cL8BzKuXl4DuVsFM89OnXqJM8++6z4wlyyb98+0b/z4S6bNm2Ss846y+y+ZMkSufbaa8M9lP0QQAABBFwuQHDB5Q0UafV80+fJCy+8INdcc428/PLLkR4e9f6BndB8CXOpU6dO1GVxIAIIIIAAAggggICzAu+88440aNDAfGm+a9cu05nM2TOml64d5VasWCHaCWH27NnpG3iEAAIIIIAAAggg4JjA+vXr/aHRV155Ra6++mrHzhVcsAZlx4wZYzqeHD9+PHgzPyOAAAIIIJBBQMNu2slOOxwl6jWLQboyNAk/IIAAAgggYJtAVp2ubTsBBSGQ5AI8h5K8gZPw8goWLGg+2/Xr10/GjRsX8RXWr19f1qxZY8JgGgxjQQABBBBIDgGCC8nRjuYq9MtcHcFM09PLly+XZs2axfXq9IbnsmXLpH379jJnzpy4npuTIYAAAggggAACCIQv4JveWObPny+tWrWSxYsXh3+gDXtqp4OWLVuaETV0ZA0dYYMFAQQQQAABBBBAwFmBM88804zYqLOzbt++3ZHRK7O6Ah3tUTugamjh7rvvlkceeSSrXVmPAAIIIICAPPzww3LvvfeaGcUT+Zqlgz7Uq1ePFkEAAQQQQAABGwXodG0jJkWlpADPoZRsds9e9IwZM6Rbt27me0j9bKffS0a6vPjii9K2bVtz2P79+0VnxGFBAAEEEPC+AMEF77eh/wrGjh0rQ4YMSciXuVoJnWK+RYsWkjdvXjP9XLFixfx14wECCCCAAAIIIICAOwS045hOLaxh19dff10aN24c14pph7X//Oc/ZkpmHVlDR9hgQQABBBBAAAEEEHBO4N9//zXf1+kZHnjgARk4cKBzJ8uiZA3MLl26VAoVKiR//PFHFnuxGgEEEEAg1QXS0tKkcuXK5juDRL9maecYneGcBQEEEEAAAQTsE6DTtX2WlJSaAjyHUrPdvXrVVapUke+//94MvKwDMEez6P1sHcRZB3Nu3bq1LFiwIJpiOAYBBBBAwGUCBBdc1iDRVscNHcACv1B+8MEHzYg40V4PxyGAAAIIIIAAAgg4IzBq1CgZNmyYVK1aVTZv3hzX0XatK9LOB4MHD05Y4NaqB/8igAACCCCAAAKpINChQwd5/vnnEzrYiAZmmzZtarjXrVsntWvXTgV6rhEBBBBAIEIBNwyQZb1mMUhXhI3H7ggggAACCIQhQKfrMJDYBYFsBHgOZYPDJlcJbNmyRU4//XRTp5dfflmuueaaqOs3dOhQGT16tOTLl0+OHj0adTkciAACCCDgHgGCC+5pi5hqoi/y1157rRQoUED27dsnRYoUiam8aA9O5BS+0daZ4xBAAAEEEEAAgVQR0LBruXLlzOxYEydOlN69eyfk0nVUDB0dQ0fJ0BE2mjVrlpB6cFIEEEAAAQQQQCAVBPT7Qr2p1759e5kzZ05CLlkHPNGblVu3bhUdbU3/ZUEAAQQQQCBY4Oqrr5Zly5a55jVLO8foTOcsCCCAAAIIIGCPwCuvvCIdO3Y0ha1Zs0bOPvtsewqmFARSRIDnUIo0dBJc5lVXXWXuAVesWFG2bdsmuXPnjvqq9u7da+5v633uyZMnyz333BN1WRyIAAIIIOAOAYIL7miHmGuhnb1WrlwpnTp1klmzZsVcXrQFaCc07Qz3999/y6uvviotWrSItiiOQwABBBBAAAEEELBZYPHixXL99dcnPOyql6Ud5+bOnWtG2NAQLgsCCCCAAAIIIICA/QLW+z8t+f3335c6derYf5IwS9TgbN++fc3e+t1h/vz5wzyS3RBAAAEEUkHghx9+kMqVK4uG3dzymqWDLuzatSumTjap0HZcIwIIIIAAAggggAACCCBgCWjAQL/3+/fff2Xs2LEyaNAga1PU/1533XWyZMkSqVChguhnRxYEEEAAAW8LEFzwdvuZ2gd+meuGqdY1If/cc8+Jpid1ZBwWBBBAAAEEEEAAAXcING7cWFatWiVdu3aVmTNnJrRS2gmhbt265ua/jrShI26wIIAAAggggAACCNgrULZsWdmzZ4/UrFlTNm7caG/hEZb222+/ScmSJc2AJzfccIO89NJLEZbA7ggggAACySwwcOBAeeihh1z3mqWdY3TGcxYEEEAAAQQQQAABBBBAAIGcBUaOHCkjRoyQvHnzis6WUKxYsZwPymGP119/XZo2bWr2+vzzz+Wcc87J4Qg2I4AAAgi4WYDggptbJ8y69e/fX8aPH2/2rl+/fphHObebvun49ttvzQm0E5qOkMOCAAIIIIAAAgggkFiBrVu3SrVq1UwlqlevbjqNJbZGIu+8846pwuDBg2XMmDGJrg7nRwABBBBAAAEEkk4gV65c5prKly8vVapUSfj1ffrpp6IBhnz58snRo0cTXh8qgAACCCDgHoESJUrIgQMHxG2vWTrj+fLly90DRU0QQAABBBBAAAEEEEAAARcLlCpVSvbt2yc333yzPP/887bUVGfmO/3000Xvd19xxRXy5ptv2lIuhSCAAAIIJEaA4EJi3G0765EjR6RcuXLy888/21amXQXpyDgDBgywqzjKQQABBBBAAAEEEIhBoG/fvjJx4sQYSnDm0Fq1asmrr74qZcqUceYElIoAAggggAACCKSogDXbltsuP0+ePPLYY49J9+7d3VY16oMAAgggkCCBuXPnSvv27RN09qxPe8opp8jatWvlzDPPzHontiCAAAIIIIAAAggggAACCBgB/fxUp04d8/i9996Tyy67zDYZvc+t97tz585tZnTVGR1YEEAAAQS8KUBwwZvt5q/1999/L88++6z/51gebN68WV544QUpXLiw9OnTJ5aizLFt2rQRHc2XBQEEEEAAAQQQQCDxAo888ogcOnTIlopMmDBBfv/9d2nXrp0Z3SKWQqtWrSodOnSIpQiORQABBBBAAAEEEAghcPXVV8vGjRtDbIl81Y4dO8xBGjrQkbBjWQoWLCjffPNNLEVwLAIIIIBAkgksWLBANm3aZMtVaQhiy5YtojOUN2jQIKYyCxUqxABdMQlyMAIIIIAAAggggAACCKSSwCWXXCLr1q2TmjVr2va9pOWns7iWLFnShBYGDhwoDzzwgLWJfxFAAAEEPCZAcMFjDeZkdXWk22uuuUbKli0ru3btcvJUlI0AAggggAACCCDgYQGdHWHv3r3yyiuviHaIY0EAAQQQQAABBBBIboECBQrI0aNHpVKlSrJ9+/bkvliuDgEEEEDA0wL6PcWyZctk+PDhMmLECE9fC5VHAAEEEEAAAQQQQAABBLwicOTIEdHwd1pamjzxxBOOzLbatWtXeeaZZ6Ro0aJy8OBBr9BQTwQQQACBIAGCC0EgqfwjwYVUbn2uHQEEEEAAAQQQCF+A4EL4VuyJAAIIIIAAAggkgwDBhWRoRa4BAQQQSA0Bggup0c5cJQIIIIAAAggggAACCLhLoEePHiawoOGF/fv3mxCD3TX85JNP5IILLjDFrlq1Sho1amT3KSgPAQQQQCAOAgQX4oDslVMQXPBKS1FPBBBAAAEEEEAgsQIEFxLrz9kRQAABBBBAAIF4CxBciLc450MAAQQQiFaA4EK0chyHAAIIIIAAAggggAACCEQvUKRIETl8+LDceeedMmXKlOgLyuHI2rVry0cffSS1atWSDRs25LA3mxFAAAEE3ChAcMGNrZKgOhFcSBA8p0UAAQQQQAABBDwmQHDBYw1GdRFAAAEEEEAAgRgFCC7ECMjhCCCAAAJxEyC4EDdqToQAAggggAACCCCAAAIIGIGlS5dKq1atzOMtW7ZI1apVHZOZNWuWdOnSxZT/66+/igYmWBBAAAEEvCVAcMFb7eVobQkuOMpL4QgggAACCCCAQNIIEFxImqbkQhBAAAEEEEAAgbAECC6ExcROCCCAAAIuECC44IJGoAoIIIAAAggggAACCCCQUgI1atSQr7/+Who0aCBvv/22o9f+999/S8mSJeW3336Trl27ysyZMx09H4UjgAACCNgvQHDBflPPlkhwwbNNR8URQAABBBBAAIG4ChBciCs3J0MAAQQQQAABBBIuQHAh4U1ABRBAAAEEwhQguBAmFLshgAACCCCAAAIIIIAAAjYI7Ny5UypUqGBKmj9/vtx44402lJp9Ef369ZMJEybICSecIH/++Wf2O7MVAQQQQMB1AgQXXNckiasQwYXE2XNmBBBAAAEEEEDASwIEF7zUWtQVAQQQQAABBBCIXYDgQuyGlIAAAgggEB8BggvxceYsCCCAAAIIIIAAAggggIAKtG7dWhYuXCilS5eWH3/8UfLmzes4zA8//CCVK1eWtLQ0mTVrlnTq1Mnxc3ICBBBAAAH7BAgu2Gfp+ZIILni+CbkABBBAAAEEEEAgLgIEF+LCzEkQQAABBBBAAAHXCBBccE1TUBEEEEAAgRwECC7kAMRmBBBAAAEEEEAAAQQQQMBGgfz588uxY8dk2LBhMnLkSBtLzr6oZs2aycqVK6Vq1aqyZcuW7HdmKwIIIICAqwQILriqORJbGYILifXn7AgggAACCCCAgFcECC54paWoJwIIIIAAAgggYI8AwQV7HCkFAQQQQMB5AYILzhtzBgQQQAABBBBAAAEEEEBABSZOnCh9+/aV3Llzy65du8ysC/GSWbp0qbRq1cqcTmd6KF++fLxOzXkQQAABBGIUILgQI2AyHU5wIZlak2tBAAEEEEAAAQScEyC44JwtJSOAAAIIIIAAAm4UILjgxlahTggggAACoQQILoRSYR0CCCCAAAIIIIAAAgggYL+AhgU0sHD99dfLwoUL7T9BNiUeP35cypUrJ3v37pWWLVuKBhlYEEAAAQS8IUBwwRvtFJdaElyICzMnQQABBBBAAAEEPC9AcMHzTcgFIIAAAggggAACEQkQXIiIi50RQAABBBIoQHAhgficGgEEEEAAAQQQQAABBFJG4IsvvpBzzz3XXO+qVaukUaNGcb/2MWPGyH333Sf58uWTI0eOmJkf4l4JTogAAgggELEAwYWIyZL3AIILydu2XBkCCCCAAAIIIGCnAMEFOzUpCwEEEEAAAQQQcL8AwQX3txE1RAABBBD4nwDBBX4TEEAAAQQQQAABBBBAAAHnBRo2bCirV6+WqlWrypYtW5w/YYgzHDx4UEqXLi3//POPjB07VgYNGhRiL1YhgAACCLhNgOCC21okgfUhuJBAfE6NAAIIIIAAAgh4SIDggocai6oigAACCCCAAAI2CBBcsAGRIhBAAAEE4iJAcCEuzJwEAQQQQAABBBBAAAEEUlhAgwL6feHx48dl8uTJcs899yRMo127djJv3jwTYNizZ0/C6sGJEUAAAQTCFyC4EL5V0u9JcCHpm5gLRAABBBBAAAEEbBEguGALI4UggAACCCCAAAKeESC44JmmoqIIIIBAygsQXEj5XwEAEEAAAQQQQAABBBBAwGGB/v37y/jx4014Yd++fVKkSBGHz5h18e+++67Uq1fP7PD555/LOeeck/XObEEAAQQQcIUAwQVXNIM7KkFwwR3tQC0QQAABBBBAAAG3CxBccHsLUT8EEEAAAQQQQMBeAYIL9npSGgIIIICAcwIEF5yzpWQEEEAAAQQQQAABBBBAQAWKFi0qhw4dkiuuuEKGDh2acJS2bdvKTz/9JJdffrmsWbMm4fWhAggggAAC2QsQXMjeJ6W2ElxIqebmYhFAAAEEEEAAgagFCC5ETceBCCCAAAIIIICAJwUILniy2ag0AgggkJICBBdSstm5aAQQQAABBBBAAAEEEIiTwJtvvilXXnllnM4W2WnOPfdc+eyzzyI7iL0RQAABBOIuQHAh7uTuPSHBBfe2DTVDAAEEEEAAAQTcJEBwwU2tQV0QQAABBBBAAAHnBQguOG/MGRBAAAEE7BEguGCPI6UggAACCCCAAAIIIIAAAqEEatWqJZ9++mmoTQldlytXLjl+/HhC68DJEUAAAQTCEyC4EJ5TSuxFcCElmpmLRAABBBBAAAEEYhYguBAzIQUggAACCCCAAAKeEiC44KnmorIIIIBASgsQXEjp5ufiEUAAAQQQQAABBBBAwEMCpUqVkn379kn9+vVl9erVHqo5VUUAAQQQiEWA4EIsekl2LMGFJGtQLgcBBBBAAAEEEHBIgOCCQ7AUiwACCCCAAAIIuFSA4IJLG4ZqIYAAAghkEiC4kImEFQgggAACCCCAAAIIIICAKwUILriyWagUAggg4LgAwQXHib1zAoIL3mkraooAAggggAACCCRSgOBCIvU5NwIIIIAAAgggEH8BggvxN+eMCCCAAALRCRBciM6NoxBAAAEEEEAAAQQQQACBeAsQXIi3OOdDAAEE3CFAcMEd7eCKWhBccEUzUAkEEEAAAQQQQMD1AgQXXN9EVBABBBBAAAEEELBVgOCCrZwUhgACCCDgoADBBQdxKRoBBBBAAAEEEEAAAQQQsFGA4IKNmBSFAAIIeEiA4IKHGsvpqhJccFqY8hFAAAEEEEAAgeQQILiQHO3IVSCAAAIIIIAAAuEKEFwIV4r9EEAAAQQSLUBwIdEtwPkRQAABBBBAAAEEEEAAgfAECC6E58ReCCCAQLIJEFxIthaN4XoILsSAx6EIIIAAAggggEAKCRBcSKHG5lIRQAABBBBAAAGfAMEFfg0QQAABBLwiQHDBKy1FPRFAAAEEEEAAAQQQQCDVBQgupPpvANePAAKpKkBwIVVbPsR1E1wIgcIqBBBAAAEEEEAAgUwCBBcykbACAQQQQAABBBBIagGCC0ndvFwcAgggkFQCBBeSqjm5GAQQQAABBBBAAAEEEEhiAYILSdy4XBoCCCCQjQDBhWxwUm0TwYVUa3GuFwEEEEAAAQQQiE6A4EJ0bhyFAAIIIIAAAgh4VYDggldbjnojgAACqSdAcCH12pwrRgABBBBAAAEEEEAAAW8KEFzwZrtRawQQQCBWAYILsQom0fEEF5KoMbkUBBBAAAEEEEDAQQGCCw7iUjQCCCCAAAIIIOBCAYILLmwUqoQAAgggEFKA4EJIFlYigAACCCCAAAIIIIAAAq4TILjguiahQggggEBcBAguxIXZGychuOCNdqKWCCCAAAIIIIBAogUILiS6BTg/AggggAACCCAQXwGCC/H15mwIIIAAAtELEFyI3o4jEUAAAQQQQAABBBBAAIF4ChBciKc250IAAQTcI0BwwT1tkfCaEFxIeBNQAQQQQAABBBBAwBMCBBc80UxUEgEEEEAAAQQQsE2A4IJtlBSEAAIIIOCwAMEFh4EpHgEEEEAAAQQQQAABBBCwSYDggk2QFIMAAgh4TIDggscazMnqElxwUpeyEUAAAQQQQACB5BEguJA8bcmVIIAAAggggAAC4QgQXAhHiX0QQAABBNwgQHDBDa1AHRBAAAEEEEAAAQQQQACBnAUILuRsxB4IIIBAMgoQXEjGVo3ymgguRAnHYQgggAACCCCAQIoJEFxIsQbnchFAAAEEEEAg5QUILqT8rwAACCCAgGcECC54pqmoKAIIIIAAAggggAACCKS4AMGFFP8F4PIRQCBlBQgupGzTZ75wgguZTViDAAIIIIAAAgggkFmA4EJmE9YggAACCCCAAALJLEBwIZlbl2tDAAEEkkuA4EJytSdXgwACCCCAAAIIIIAAAskrQHAheduWK0MAAQSyE3BVcGH16tXZ1ZVtDgusXbtWBg8eLMWLF5cFCxY4fDaKR8D7AuXLl5eqVat6/0K4AgQQQAABBCIUILgQIZhvd32v/ffff0d+IEd4VqB69eqiX7iyJK/A9u3bRf9jQcAtApUrVxb9jwUBJwQILoRWPXjwoHz55ZehN7IWARcLnHfeeXLKKae4uIZUDYHoBbwaXODzRfRtzpHeEbjgggukcOHC3qkwNUUAAQQQQAABBBBwVIDggqO8FI4AAgi4VsA1wYXdu3dLuXLlXAtFxRBAAIFggbvuukseffTR4NX8jAACCCCAQNILEFyIvIkts8iP5AivCsyePVs6duzo1epT7zAERowYISNHjgxjT3ZBID4Cw4cPF/29ZEHACQGCC6FVX3nlFWnZsmXojaxFwMUCb7/9tjRo0MDFNaRqCEQv4NXgAp8vom9zjvSOwPr16+Wiiy7yToWpKQIIIIAAAggggICjAgQXHOWlcAQQQMC1AgQXXNs0VAwBBNwuQHDB7S1E/RBAAAEEnBKwOuFrRy3tEMCSs4BllvOe7JEsAgQXkqUls74OOhZlbcOWxAgQXEiMe6qcleBC6JYmuBDahbXuFyC44P42oobRCxBciN6OIxFwWoDggtPClI8AAggggAACCHhLgOCCt9qL2iKAAAJ2CbgyuLB79wdSpkxJu66RchBAAAFbBTp1GiDPPrtICC7YykphCCCAAAIeErA64RNcCL/R0s2m+8IeV4R/IHt6TqBmzeby1VdbhOCC55ou4gpbwQXtGKV/D1kQSJSAVzvnJcqL80YnQHAhtJsVXChTpoTs3r029E6sRcBFAoULnyO///6nEFxwUaNQFdsFvPreiM8Xtv8qUKCLBHLnzi1paWlCcMFFjUJVEEAAAQQQQAABFwgQXHBBI1AFBBBAIAECBBcSgM4pEUDA2wIEF7zdftQeAQQQQCB2gfRO+My4EK5muhnBhXDNvLofwQWvtlzk9aZjUeRmHOGMgFc75zmjQalOCRBcCC1LcCG0C2vdK0Bwwb1tQ83sE/DqeyM+X9j3O0BJ7hMguOC+NqFGCCCAAAIIIICAGwQILrihFagDAgggEH8BggvxN+eMCCDgcQGCCx5vQKqPAAIIIBCzQHonfIIL4WKmmxFcCNfMq/sRXPBqy0VebzoWRW7GEc4IeLVznjMalOqUAMGF0LIEF0K7sNa9AgQX3Ns21Mw+Aa++N+LzhX2/A5TkPgGCC+5rE2qEAAIIIIAAAgi4QYDgghtagToggAAC8RcguBB/c86IAAIeFyC44PEGpPoIIIAAAjELpHfCJ7gQLma6GcGFcM28uh/BBa+2XOT1pmNR5GYc4YyAVzvnOaNBqU4JEFwILUtwIbQLa90rQHDBvW1DzewT8Op7Iz5f2Pc7QEnuEyC44L42oUYIIIAAAggggIAbBAguuKEVqAMCCCAQfwGCC/E354wIIOBxAYILHm9Aqo8AAgggELNAeid8ggvhYqabEVwI18yr+xFc8GrLRV5vOhZFbsYRzgh4tXOeMxqU6pQAwYXQsgQXQruw1r0CBBfc2zbUzD4Br7434vOFfb8DlOQ+AYIL7msTaoQAAggggAACCLhBgOCCG1qBOiCAAALxFyC4EH9zzogAAh4XILjg8Qak+ggggAACMQukd8InuBAuZroZwYVwzby6H8EFr7Zc5PWmY1HkZhzhjIBXO+c5o0GpTgkQXAgtS3AhtAtr3StAcMG9bUPN7BPw6nsjPl/Y9ztASe4TILjgvjahRggggAACCCCAgBsECC64oRWoAwIIIBB/AYIL8TfnjAgg4HEBggseb0CqjwACCCAQs0B6J3yCC+FippsRXAjXzKv7EVzwastFXm86FkVuxhHOCHi1c54zGpTqlADBhdCyBBdCu7DWvQIEF9zbNtTMPgGvvjfi84V9vwOU5D4BggvuaxNqhAACCCCAAAIIuEGA4IIbWoE6IIAAAvEXILgQf3POiAACHhcguODxBqT6CCCAAAIxC6R3wie4EC5muhnBhXDNvLofwQWvtlzk9aZjUeRmHOGMgFc75zmjQalOCRBcCC1LcCG0C2vdK0Bwwb1tQ83sE/DqeyM+X9j3O0BJ7hMguOC+NqFGCCCAAAIIIICAGwQILrihFagDAgggEH8BggvxN+eMCCDgcQGCCx5vQKqPAAIIIBCzQHonfIIL4WKmmxFcCNfMq/sRXPBqy0VebzoWRW7GEc4IeLVznjMalOqUAMGF0LIEF0K7sNa9AgQX3Ns21Mw+Aa++N+LzhX2/A5TkPgGCC+5rE2qEAAIIIIAAAgi4QYDgghtagToggAAC8RcguBB/c86IAAIeFyC44PEGpPoIIIAAAjELpHfCJ7gQLma6GcGFcM28uh/BBa+2XOT1pmNR5GYc4YyAVzvnOaNBqU4JEFwILUtwIbQLa90rQHDBvW1DzewT8Op7Iz5f2Pc7QEnuEyC44L42oUYIIIAAAggggIAbBAguuKEVqAMCCCAQfwGCC/E354wIIOBxAYILHm9Aqo8AAgggELNAeid8ggvhYqabEVwI18yr+xFc8GrLRV5vOhZFbsYRzgh4tXOeMxqU6pQAwYXQsgQXQruw1r0CBBfc2zbUzD4Br7434vOFfb8DlOQ+AYIL7msTaoQAAggggAACCLhBgOCCG1qBOiCAAALxFyC4EH9zzogAAh4XILjg8Qak+ggggAACMQukd8InuBAuZroZwYVwzby6H8EFr7Zc5PWmY1HkZhzhjIBXO+c5o0GpTgkQXAgtS3AhtAtr3StAcMG9bUPN7BPw6nsjPl/Y9ztASe4TILjgvjahRggggAACCCCAgBsECC64oRWoAwIIIBB/AYIL8TfnjAgg4HEBggseb0CqjwACCCAQs0B6J3yCC+FippsRXAjXzKv7EVzwastFXm86FkVuxhHOCHi1c54zGpTqlADBhdCyBBdCu7DWvQIEF9zbNtTMPgGvvjfi84V9vwOU5D4BggvuaxNqhAACCCCAAAIIuEGA4IIbWoE6IIAAAvEXILgQf3POiAACHhcguODxBqT6CCCAAAIxC6R3wie4EC5muhnBhXDNvLofwQWvtlzk9aZjUeRmHOGMgFc75zmjQalOCRBcCC1LcCG0C2vdK0Bwwb1tQ83sE/DqeyM+X9j3O0BJ7hMguOC+NqFGCCCAAAIIIICAGwQILrihFagDAgggEH8BggsOmTdt2tlfcpEihWXBgin+nwMfbN26Q2bNWijff/+j/PXXESlZspi0aNFQWrZsFLgbj1NA4LnnlsicOUv8V3rHHbd49vegf/8H5YsvvvFfy/TpY6RSpXL+n2N9YEf5CxeukOnT5/mr0qVLa2nb9mr/z9k9sIILPXr0kPHjx2e3a8ht+gVtwYIFQ25jJQIIIIAAAl4QSO+ET3Ah3PZKNyO4EK6ZV/ezggtPPfWU3HzzzRFfRt68eSV//vwRH8cB8RdwS8ei/v37+z5/feEHmD59uu/zVyX/zzxwXqBp06b+kxQpUsT3HdAC/8/xeGB1zhs8eLAMGTIk4lPmyZNHtFM6CwLZCRBcCK3jtuBCuN9Jh74a1npFYNiwybJu3Wf+6k6ePFSqV6/i/zm7B1ZwYfny5VKvXr3sdg25LV++fKL/sSDgZgHrvdHw4cNF37N7ZXHL54tYvRL93jjW+qfy8U5+trSCC2vWrJELLrggYmZefyIm4wAEEEAAAQQQQMATAgQXPNFMVBIBBBCwXcDTwYVPP90ko0dP86OUL19aHnlkqP/nUA80KHDvvQ/7N518cmF5+ukH/T/b9SBXrqr+oooXP1X27//I/7P1YN68V6Vjx/5y7Ngxa5X5VzusT506PMO6ZPrhqadelBUr1oS8JO2kU6lSWalatZJUq1bZ/FuhQpmQ+ybbyhEjHpWRIx/1X9bUqSPkjjs6+H+Ox4MPPvhEJkyYGdWpJk0aIhUrljXHNmjQXt55Z52/nI0bl0vNmtX8P8f6wI7yJ0yYIf36pT/3x47tK4MG9QiralZw4fbbb5dx48aFdUzgTvoFbaFChQJX8RgBBBBAAAFPCaR3wie4EG7DpZtFHlw4fvy4vPLKW/LSSyvkxx/3yK5dP8lPP+0X/SxTqlRxKV26hFx1VQNfCLOFFC16So5V2rDhS5k58yX57rsdvrL2ye7dP/k6H+U1ZWl5l156vnTqdL1UqVIxQ1mPPjrb9x5vvX/dddc1kQ4drvX/HPgg1Hv+iRMHhwyzHj161NfBv4+kpaX5i3j88ftNqPuee0bJzp17/evvu6+nnH9+Tf/P0T5Ytep9Wb/+C/nmm+99/30n+jmxcOETRT9TVqxYTq67rrH5L5pOWVZw4cknn4w6uEDINdqWje9xdnQs0u8DXnrpJdm0aZPvd/Eb+fbbb33P8x99v/8lpUKFCr7nYRXf87GTXHbZZVleXIMGDXzPzXf82zdu3Oj7/BX788RfIA9yFMiVK5d/n+LFi/u+A9rv/zkeD6zOeYMGDRINL0S68Bk1UrHU3J/gQuh2tyu4oN9zv/32h7J583bfa8H3vn+3ydGjx6Rs2VK+/0rKhReeLZ0735Dp/VlwrcL5Tjr4GC//HPxeMdS1nHBCQd/75eLGsUaNatKkSV3Rv3teXq65ppu8+urb/kv44IP5vvfwtfw/Z/fACi689tprcvnll2e3a8ht+v6YsFtIGla6SMB6b5QKwQUNzK9YsSIq/WLFivkGd5oe1bHZHZTo98bZ1Y1t2Qs4+dnSCi6sXr06quCCDvDAIA/Ztx9bEUAAAQQQQAABLwqkenChdevWcuDAAS82HXVOEgF9Dr744otJcjVchpcEPB1c0M7vzZt39XtXr15Vvvoq+y/oPvroC6ld+3r/MdoxZ+/eD/0/2/Ugp5tER478LeXKXSY///xLhlMWKXKSL8xwnUyZkrzBhZ49h8vjjz+f4bqz++HKKy8T7RR/1lmnZ7eb57eFG1zo1m2IHD78h9Ste4Hceecttl73/PmvSZs2d0dV5pdfvuZvIzuCBdlVwo7yCS5kJ8w2BBBAAAEEshdI74RPcCF7qfSt6WaRBReWL3/HF2YdLtu27UwvLItHBQrk9wW5h0n37m1D7qGzvN1yS1/RsGo4i85INWPGWH/Hrscem+N7/znCf2izZvVk+fKn/T8HPrjkktYZRoHVbU8//ZB06XJD4G7m8fr1n8vFF6evD/yMVqNGM/n6663+Y/R8et5oFw1B9Ow5zARBciqjTJkSvqB8X+natXVOu2bYTnAhA0dS/xBrcGHt2rXSrVs3E1rICercc8+VJ554Qi655JJMuzrZuSTTyVJ0hbbT4cOHfZ/D6/r+Dt6ZSSHRnbOsznkEFzI1DStsFCC4EBoz1uDCoUO/+gbSGC8a+tSwanaL/q1p3PgymT17nAmuhto3p++kQx3j5nUTJ870hU2/9IVzT5Zp00Zmqmrwe8VMO4RYobPC9unTVe6+u1OIrd5YRXDBG+30f+ydCdxN1f7/1+/e201kSikkElEIRYoozaNEt0FEaRAlTYjqNmqQkgyFbqlEkzSpVCRFaDIkESFzZAwN2v/12f7f/ay1zj7jc57nOec5n/V6sfdee43vtR1r+qwvS1l0BKRvlAvChW7duun1tuEpwT744IN90XRKkWNEKuq+cYyi8VUcAgU5tqRwIQ58viYBEiABEiABEiCBHCWQ68IFWT/O0eZntTOAQEHNDWRA1ViEDCdA4UIBCRcWLMjbXPOvf/1THX74odanMHfuQtWgwbmBH05LnTHjtYRNOgcRs/AmWeECqvjPf/5TXXPNJQqn4pcrVyYLax2/yL/88qs+lfHXICA2SpUvXzZ4xo25qat9+9ZqzJjHrPf5fUiXcGH58lXqt992BsXBab3YSJcuR+FCukgyHRIgARIgARJIjYBMomCjFjYE0MUnkMcsceECRNfo9+zYkdevkpzQt/r99z/kMbhig8Czzz7sW0wIPPUNBNPNml3kn+Br+uP+3//eyz/R1/XH85VX/kdbZ3jQf/X990vUkUeeEQRDv/zXX79S5qYEvNy5c5e2BtEowrIchBBh1u5gyQGn5Yq75JLz1Nixj/uP7ma0/AgXXnzxTV+0ABFwMu7++29W/fp1SzgKhQsJo8r6gPkRLvTs2VMNHjzYsjQSD0ipUqXU+PHj9UnRp1tBC3JziZVRjj7MmjVLi6ua+rVv3769HodHHsSwYMGCgA4sSR5+eOEevCCb8yhcCJqBNwVAgMKFcKj5ES68885k1aXL7Wr9+o3hiUfxhcXTd94ZqerXrx0RojgJF9DXPeig49TmzVt9awmrVk2PqK/bV4wIEMNjwIA+2hrrVTFCZO4rChcyt21YsswgIH0jChdit0dBbU4o6r5x7FrzbSwCBTm2pHAhFnm+IwESIAESIAESIIHcJZDrwoXKlSurNWvWqEsvvbTQ1xVy96tjzUEAVuBhaQHW31esWEEoJFDoBChcKCDhQryWxMLUeeddEwRr2/YM9frrQ4Pn4nzjCheaNz9GnXJKM7/KMIG+ZMkK/eO4RJ+sukT99ddfFooLLjhdb9QYZvnl0sNNNz2gBg161q9yYQgXqlQ5UC+gXpQQ4u7dO6iKFSskFDa/gShcyC9BxicBEiABEiCB/BHI24RP4UKiJPOYJS5caNSotfr227zNsLBEdvfdPdTRR9dV++xTwrfC9emns9RNN/VXixf/FBSlatVKatmyqYGlBLww+5F4rlHjEDVgQG+/Hw4RNTaGzZv3g7rzzscVLNuZbtGij1StWtV9r8qVj9cTaL8Er7/77n0tZqgZPOPmk09mqlatLrP88FCzZnVdzo8i/C+77Gb10ktvBf4jRjygT6G/2H92N6OlKlyAxQqILmD5ThwEF61bn6KOOaaeqlu3li+8nT9/kRZ+vGYJihH+pZce15OG50nUmFcKF2LiKVYvUxUujBs3zp+ENmHsu+++CiaB69evr/+t1FTr1q3T1lGmaxHPWP3vM++7xcZhTCZWr149iF6Qm0uCTHL45qabbtLj8EE+gWjChaLGI5vzKFwo6pYo3vlTuBDevqkKFyBWqF37NH9TvpnySSc1Vccf30hbNa2t+yY71NSps3Tf6gu1atU6M5jumx2qLfZMVHvttZflX5yEC2+++ZFq06arX7/KlStqBvGFCzfddGWEoGPbtu26D7pM/5/6ttq4Mc/6MfqCq1dPj2q9wgKbYQ8ULmRYg7A4GUdA+ka5KFxo3ry5HuefklCblC1bVluguTmhsAyUGwQKcmxJ4UJufEOsJQmQAAmQAAmQAAkkSyDXhQt568dcc0/222H4/BGYMGGCuuCCC1RBHWqQv9Ixdi4QoHDBES7APLd5UjxOvcdp/3Aw1/3119+pH39c7m/OqVOnhj6d9N+h38nKlWsDf0zGYHEFbuvW7f6fDz/8XJ9e2jsIg00wjzyy53nffUtGtSqwevV6tWDBYn+RpVatar4lh333LRWk497s3r3b2lhUsmQJbVq7XFCXH374SR11VG1/QSdaWEkTm3jmzFmoqlWr7C+gCRd5j/gzZ87RCz7rVcOGR+jNFtXklXV1hQu9e1+rHnroNisMHiBcuPbaO9S0abOtd4lsGtqyZZvPafny1Xohr5q/2BftxP949d64cZO/+apMmX01qzrqQP3NxHM4ZRYLYvgO1q//Ve2/fzn9Q3+QLsfhCqcvhjn5NuRduXKlFdoW4o21azf4J3Eed1w7ny/CtGlzmnryyf/6wVE2bDbDH3Hly5dRpUqVlEfrilN7f/11S+BXosTeuozllWtxoWnThuqLL14LwiV6A8sRZlkOOmj/qPVGmsm0F8InI1xAWXBaMU4SxsKvMBk4cJQ+Ve0hJOc7WPO4/fbr5DHmtVOnXur558errl276g1/A2KGDXuJ34SSJcPbJiw8/UiABEiABEgg0whUqVJF90lWa2tY/fX/r8dnWvEysjzt2rXT/a9f1dtvJyZc2L79Nz0mOFqhrwoHS1xr1swItWI1c+a3vjUFjFfEffTR84E4GH7HHXeh7qt/K6+1Ja/xqkmTo4JnuUG/DBv80acXd8cd3dV9993kP7oig1GjHtRC1/9IUP/6wAPD1B137LEMBqsMOCVXHOpw0EEHyKN/Peywk9XSpXknOfz442QFi11w6RIuYNMbNr+JO+CA/dTo0QPUWWedKF7BFeKGK6/s429uE09Y0Fuw4P1gbCj+YVcKF8KoFE+/VIQLv/32m96oWltvvlwVQDn66KN9gULYKf0rV65UZ599thYWzQvCd+nSRY0aNSp4jrW5BKKHzz//XFtu2eGLIqpVCx+nb9q0Sc+F/BakiclyjPl/+eUXbR1yhj+HAEsP0cYxmzdv1v9GFqjly5f7p7OgjgccYP9bDxIPuUHeixYt0mPolWr79u3q0EMP1WP5WqpCheji+LVr1waHHaCsKLM4/B81depUP/5xxx2nypQpI6+CKwQg3377rapTp44WL9W1Nv/uGYev/f/j8OP8//MQsU2bNnoc/qSfBtKUdFFucXvmgCrLo/87jhOTxIHhfvvtJ496fmejnnP4xE/rqKOO0nMOBwbvEr2RzXkULiRKjOFSIUDhQji1VIULHTveql58cUKQaOnSpfx5vk6d2gZ+5s3ttz+q50+fMr3U44/3Uz17XmH5xRIuYN77009n69+bff25YMwFJuqSnZN208Uc6bJlK9XPP+/5PcRhKehfuf1CxFuzZr3+7fzbt8g1fvwHflKYj/3yyz28MMeLvhxcMn3FZctW6bnds33xrx9Z/zVhwlPq/PNPlcfQK8rz3XeLdZ92m88Nc834rU/EYV5yyZLlut5r9f+r//D7uJgzl/nJeGksXfqz+uab7/R8fBXVqNGRQV+UwoV45Pg+1wlI3ygXhQu9e/fW/1/krXsk8y24YwL0S0Ugh/HEzJkz/f5648aN/T60a31R8orVN5YwckW//auvvvLzadasWdC/lv64hCtdurS27GhbKJd3uGLcg/79Dz/84PenGzRooOdUyplBrPtYY4ldu3bp/y8/DcZQNWrUiLA0icTABPM84tDHl/ESyo9xGPLBWKNevXoSLLhiDIRxAP5PwZgwkXFAOsdNP/74o89+//33D8QuscaWUvBt27bpNT1zfbGEXl+Mv26Kenqe59f5mGOOkeQSvmI9PtqafMKJMCAJkAAJkAAJkAAJkEDGEaBwoZI/bsAcI8aydCRQWAQoXCgs0swnKgE9SZARTi/ae7qQ/h990pEu049x/+jTNoM4iHvEETXjxtEbdKw4etHDitO9e0fr/Zw573jbt8/1rrzyP16FCuWsd4ceerD32WcvW/Gl3FIXXPUiUBDmzjuvt9Iww8k9yiDp4Lpr1wKvX79unj4JNTTukUfW8j78cLQVR+KvXz/LiqMtFni//77Aa9fuzMD/vPNO9uP+8svswA9lQVikM3z4fV716lWsd7Vr1/DmzZvov0d6V111sac3U1lh9KKPt2XLtxHluu66y6xwWrgQEUbK//ffi71LLjnPCq+FF97atV+Expk69SX/OxCWctViAe+cc1p54CFpyzVavfWmMq9x4/qenkyz8r/hhsu9nTu/i0gH6W3c+KXXt+91HsooeZtXvSjn3XtvT++PP76PiP/f//aw4gwZcrcf5ocfPrT8zfTkHt9Vnz5drXDXX29/R1JfXLUZdCvs7bd39fN6+eXBlr8WLkSU00wn2v2JJza10pk//73QdFJpL+SZSPrLl3/q6c14VjnwHbRseaz//Tz2WF/rnRYuhJYxrI6XX97Wj6uFC56epE36j55c1nnRkQAJkAAJkED2EtBmK63/R6VPwuue8UwsDuhjhvUvXD933FKnzmEx46Ef98ILA73p01/x1q2bGRG2ZMl9rDaL1p9GOT7//BVv5Mj+3scfv+Bpyw3e7t2LgvS0UMFKB+Mkt+xnntkyCNO1a3urP/3qq0Os8O545ZBDKlvvMcYzeWIM6OYX73nSpOesNJCeFnbETAfjkGbNjvbjaQGsd/LJx3uLF38cM46UA+Mz5PH0008n3U9E33Lnzp06H7psIKA3QvltrSeTEy5u3772OERvfPf0ZpeY8devX+/pjTp+XnrzjR4jX+L9+eefQZwTTzzRfyf/VvRmHU9vQvG04MHTG2esd6eddpqH+RfXdevWzQo3Z84cb8qUKUG+SFtvKHKjeWPGjPEOOeQQK66UQwsXPL3JX/+G7I6IJx56I4934403WvlIfL0RytMWDjwthpDg1lVvAAryLV8e8y6eN23aND2Ob+whrqSjNxB52txtEPexxx7ztIAjeI9wWrzg6Y1OQRgwlPjRrnfeeWcQ3gyjN+0E/rjR4g8rLX2Cjf9eL0T4ZY2cc7gh6d+Bc845x89DCxdS+t3hGNVqMj5EIaA3ivnfGf790OUReOutt3wu+vAb7Rl/PhthPvlkjPW7gN8Qt4/kpoW+yYUXnuXH0xv+vVtu6eLpw0Yi8jR/j6RMEyc+42GOT4u8gnzxO6mtE/jzzm5e8pyfOWlJ44MPnvW0FYkgX7N8+P3DfO3Mma9b9UC5zXDufYsWTYLwyfYV0acz0xs8+K4gLSmzXJ966n5/Xt8Mj3stOvD5//kn/t8Ib/Ovv37Tn383mUs66JdjHhhrDtHiT578oudy0OIWf43ir79+8LTVMKseGANES8v114cm+XEnTpyY0v8ZekOvzouOBDKbgPSN0F/PJpfK+OK6666zfg+0cCHlKl977bVWWpMmTfI2bNigf8dP8rSAwXpXtWpV75tvvgnNS37vcHX7xhJBi5Y9bW3OShO/mVp07Gnhg56X+Nx6d+utt0pU67ps2TLvjDPOsP6Pk/y1WCB0DIMEwsYSKJMWa3slSpSw8j755JO9n3/+2coXD6+++qoV7oknnvDHad27d9frpeWtd2eeeaa3detWP40VK1Z4GJdJ3wrlxf/LWhjv6QMpIvKBR37GTUceeWRQFhk36QO5gjETxpri3LHl/Pnz5ZV/RTm09b8gPdRh8uTJVphoDzJG02KNlP7/0eKUaEnTnwRIgARIgARIgARIIIsJVKxY0e9foi+ai+6ggw7y64/1AjoSKEwCb7zxhv/taYsLhZkt8yKBgABON8gIlynChV69rgkmXDBZhEUCd5O0THrhio3QCxd+qBnaixRmmPwIF7799m29gH6YVSYzbfO+U6d2HhYuzLLs2DHfituq1XHewIG3W34iXHDDYlFp3LgnrLBmfhAzQLTQoUObqGG0VQCrPChbMsIFhNensnr6JDArj2effSQiXbSdTHyZ5TTvtdUD78sv37DihtX7/fef9dvWjGved+yIjQZ2myOdY49tYJXTjGPen3tuq4iFwfwKF/TJtFb9sbhlbjIzy1uzZt7EIsoFcQTeF6ZwIdX2Qjndf5OuMAKiGoiSTObm/dFH1/Puv/9m6z2FC/oToCMBEiABEiCBBAnIJIr5/yvv44sWwChR4cLPP39m9VUQF5vczD5dMveHHWZv0r377h4ppbV06SdWuVzxOPqfpuB6zJjHLWFxjx6drHzBw/x2OnduZ71PdjNaGBNsyjPzgJA1LJzrBxE7Nvr99tu8hMJLfAoXNK4ccalsLGrUqJH1Pd51FzZMxnfvv/++py0f6DH/XxGBMaFvfuOzZs3yYv1O16xZU4vp/7DS6dWrl5XGe++9p8dUB1p+pnABYgvZEGbmHXYvm4+sDPUDNvQfccQRVh5h8SGAWLdunRtdj7+PDeJiLgAbjUTg4aaDDTXaaoWnLVUEcdwwYCbCoXQKF/RJrFae2PiF9sR8klsGee7YsWNEfWN5SFtQuBCLEt/ll4BsrqNwwSaZinDBnX8+5ph6eqPiYp2wPdfoPmPuUebw3HfyLL8juKL/h8Nu3M2mZhjMJ0tc85rfOWmk9corT1pzlWa+5j028puH8rgb9s2wuE9VuAB+7mEzYaLYbdvm6A2lJ0T9jZbynHBCY/1/2ewIfhCUiDhAwoZdMfce1u7oP8dqs2uuucQ/cMhMk8IF+98ln0hA+kYULiT3LUBQbP62PPvss76QwPQz79H3nj4dB9HZzgwTJlzQlhsiNvabcbS1BO/555+3ytKvXz87E/30yiuvRO3/S3raYpT33HPPRcR1xxIQS7jjH0kD18MOOyxiDAUBmBkGwgMcdmX6mfeXXnqph7GBtiwXNcygQYMiyprOcRNEg7Nnz7byT1S4gLKb3JCWKRCPKLjjIeu3FC44YPhIAiRAAiRAAiRAAjlOgMIFChdy/J9AkVWfwoUiQ8+M/z8BChcciwuwbGBOJMnpRfXr1/awKOBumEbYiy46R+O0F5bMNEzhAk6Zuu22qyMWF446qo7vj3dvvDHcTw+n8rsbdRDuwQdv1ZN2j+pTCTvrEznsU06efPK/Vllw8pNZFiyE4RRT+Gmz2l65cmU8ES64YevWPdzDRv+qVSt5Xbpc5DVqVNdKC2nIJiCUE1YXatU61AqDiSh3U3mywgWwhfUAsx7gZDIHV/M9ygPxATZWYZFMmx0P3jdocIQV1613vXqHezVqHOIvMMHqBE7Xr1ixQhAf+WBCTixOSDlcaxqwFAGBBcQvaBd3wQundklcXKMJF7AAhvpeeqlteQJ1hD/+oP5I49RTm1vlDNvchvYwWeEkWSlHYQkX8tNeKKv779D9xiAMMeuIf4MQKqB+PXte4Z++4546TOGC/gzoSIAESIAESIAECoyAbCJOVLiATUzoi5t9Gpw+2K1bB1/AgBNwpQ+XyPWyy8630kK6Z599kvf660O9TZu+Tiot0xob+vu//opT2PeMh7DZ3ywzrBSYQmeMKSQsrnfc0d0Kj3GO+d4dD4VtLjPDh927fUNYjQgLly4/Chc03hxxqQgX9t3XFuXDMkJ+nStcwGme+LfZsmVLfTLzld7hhx9u/TvDv9HhwzHvkOewEcj8t9u27R4rc/CrUKGCP4YyhQtdunSxwkNcAGsSL774on9SaJUqVaz37dphY6ztsHHHzLNFixb+xpfXXnvNO+EEe8PohRdeaEfWT82b2+Nf1BubbmCl4ayz9pxKbqYPMQA2TmEhpHPnzhF5IOzQoUP9fLA56LbbbtPjcLuMEFrAH38++OCDoExmPu7mLFjHMN/j5NcaNWroOYd99dzQBXrO4XK/TGaYPXMOEE0l5mRzHoULifFiqNQIULgQzi0V4QKs1Jr/5ocNu1cnbs8tp/pspouDSyBewBwY5n/RHzzggP2svPF7891371v5p2NOGtYESpTYO8gLc7MPP9zLe/fdUf7cNyzwYl5aygsrtXIgz3333eTPd8oGR4SBEEDmQU1eifYVkTaEu5IfrrBcEWY1AZZpzXA4mAdiBIhGHnmktzUf74pyIeJFXcz4EOZCmAHrDphzNt+JxV1pb1j5dduoYRtp2oAAAEAASURBVMMj/bnl0aMHBGsK7rwmhQvh/z7pm7sEpG+E/no2uVTGF9el0eJCnz59rN8ojAPw/wQsCMDSGspXtmxZK0yrVq0iEJu/c27fGIERxwwDKwDY9I88brjhBn/s4VosuOeee6x8YJUO1uskHZQLQguMr7AxvmnTPGs/sKCwevVqK747lmjdurU/hkLZrr766lCB9bBhw6w0PvzwwyB/lAPWGsDr6KOP1muqXfSczsHWewiXUT+EhZgZYxJYh5M64IpxlGtZwB2T5HfcJGM9lBXtA47i3LGlWFyAFT2JJ+UdPHiwREvoKv+vU7iQEC4GIgESIAESIAESIIGcIUDhAoULOfOxZ1hFKVzIsAbJweJQuOAIF9zN45iAufbaS62T6++6a8/EkkzOYOFEFhfkKu9wNYUL8v6tt+yTRbHpX97JFQIFMx1s1nZP+8TGdJnsQVgs+KxfPytICxuezDQwEYXJsaefvt+3loC8zE1PZljcQ4iwYcOek6OwaIUTrdwwKJeksWXLt557mv+gQXcE5UF+qQgXhg69x8oXZsSFExaeILIwy+VuZP/ss5et9+Av8XE14+IebYaTxSTMypWfe5UrV7TCDRjQJ3iPcKbZc2zmAi+JjytO9YJ/hQrlPAhQbr31Kuu9++25C1fTpo2z8m/fvrUVH3lApGHWBRvbzDLg3rU0MGLEA0GYwhAupKO9YgkXsNhq/pvACWVz574b1BEMXnhhoMUJzChc0IjoSIAESIAESIAECoxAssIF9FmwOcns25n3ECGjb96373UeNvO74wS3D4iNVohjpiH3GCOgf9q9e0dv7NhB+mTzmZpD9M1zV175HysdWCWQ8NhIJulC/Av/xx/vF/hBfIExg4R3hbfod8s7XBPdjGbGce+xKU3KhOtHHz1v5eGGz+8zhQsab464ZDcWYbOM+S3i3567KSUVdO7mEoyHRo8eHSS1a9cu75RTTrHyPvfcc4P3uIHlB7ds2Ozz008/+eFg6UGsPeBUVXPMhZNJlyxZ4oeTv2BV092og4094rZu3erts88+Vp6yKQZhYNHBzANhsVnGdG69cZoqTm8V5268Qv1Q1mXLlkkQ7+KLL7bK0KZNm+AdbqZNm2a9hygizJnswjZnme9xjzDffovfwj0OJ7xWrrznkAkJO2DAAHkd9yqb8yhciIuKAfJBgMKFcHipCBfc/o0cSJLfPgjiy2+IXDEP+fXXb+rC7+nbrVgxzXMtGjz6qD3HmY45acxZSxlwHTmyf1AGKQvme9E/PfTQg7UY7ZiIQ2LQb5Q0MC8r8cyryxJ9WlgcNv80blzfn4+VtHDFHK07X4h0f/ppqtVnRn/WtWhrzq3us08Jq+8MgYKZDwQbpjgCBxaZ7884o4VVr+HD77Pe165dw9u8+RsrDA4YMtPAPYULGhEdCRgEpG+E/no2uWTHF6ibK1xo0qSJd8sttyT0x7XC5o4J8PsCi2Wmg3U3jGPM36FvvsHvVJ4z37l9Y/e0f6xXuvEhQDDTwH3//vh/JM9de+21VpghQ4bkvdR3W7Zs8QXYks7NN99svXfHEhh7QIQtDuO00047zcoD35XppkyZYr1HXhBsy7gFYyJXmIAwGKeImzt3ri/UkHLiao4T0jFugqDdTB/td8011+j/Xzb7xcB4UZzLRcZo+KbMNMw6SNx4VxnfUbgQjxTfkwAJkAAJkAAJkEBuEaBwgcKF3PriM6e2FC5kTlvkakkoXIgjXMDiBDacmwsiMBddqlRJa5LGNQttTuCkKlzAwpKZTtjp+SjX6afbJxG6VhfMNHAPKwlmfcx7N+y99/a0wsJUtRvm889fscKYizcIe/PNXaz3qQgX3EUfLGhJuZG/WaZq1aoE7yQMruZCFpiZ78z4uB848HbrPcK6wgJs7DLTgDULSQeWMNzTyhA2zPy3pOGmn4pwAWIJ0zrEgfr7dhfXsFgn5cTimrlxzBUugDMsQ8T7gw1uUg9cYwkL0tFesdLHqWxSP1zFoohZPrQDTpwzw1G4oJuQjgRIgARIgARIoMAIpCJcQP8FfXvXyprZh5F7nLqKU3SxGc3s95j3EMKafUWJ616xiI3NXhD/mvHl/sUXH7P6UbA8Ju9Myw6wXgb/mTNft8LDMhr80ScrW7Z08A4bsyQduZp9eJQzWYsLEM1CyGrWEVYgJP2CuFK4oPHmiEt2Y9HUqVOtbxGnaabDuZtL3A01yGPy5MlW3nXrwvpJnpO6yL8ViABwimmYw2YcCYcrTkcNc9hcZIYzrS5gkxREEfPmzfNmzJjhn4rqpoEymvEXL15sBXHrffLJJ1vvsVHIjI/7Bx6AcD/PffbZZ1YYnI5quoISLgwcONDMxr932wAn2ybqZHMehQuJEmO4VAhQuBBOLVnhAvombt9u0aKPdOI/RvyBJVlYc431xzzABmm4v3vuwSsI4x7K485xpmNOGlbGzLLA6oC5gT+svq5fKsIFM8+we7Dv06ert3XrnAjeyP+BB+yNmZ06wWKQ3TYQ+Zppm3OKWDf48cfJ/oE46EvDGpkZH2sIZlxYZzDfn3JKM+t92Bz1smVTLXEf0qNwQWOkIwGDgPSN0L/KJif9QVdkHKsOrnDB/I2Jd79jxw4raclf4lWvXl2P2/+2wuDB3dB///33W2EkPq6ucMEVR8DSgeuQ52GHHWb9HprCBQgDMF4x88HYwnUmm1KlSunDxv4IgrhjifPOOy94JzeuMMEdQ7nvUZ5PP/1UovvXq7X1BrOc5cqV87Zv326FOfVU2xIT+hbiCmLc1KhRI0k+4upygXABlibMOsBSRCqOwoVUqDEOCZAACZAACZAACRR/AhQuULhQ/L/yzKwhhQuZ2S65VCoKF+IIF6655hL9PdiLE3iGiWZzosY8nR/vzXepCBew6GSmUb582dByIC9YNDDD3nDD5VZY8x3u582baL036+eGnTwZJ4zk1f+bb96y8gqzNvH660OtMK5lgFSECx9//IKVJk6rknK5J9HipCqEd/+ccELjIA1X3ODWe/Xq6UH6ks+ECU8F8REeZsLlHa5Y9DLTwSQc8oQZdCwe/f77Aiu8GRf36RAuIB2YWjfLMWXKmCDfn3+2N2W4beMKF8x0Yt3DModZn1jCgnS0V6z0r776Eqv+Tzxxp1U2Kef113e0wpmLjBIm2vXyy9v6cbt27ept27Yt6T+//fabLhMdCZAACZAACZBALhFIVbiA/siqVdP9Pp5r2SysfwaB9XPPPaLR5vXhzXtYZhg8+C6vadOGEackuumhPxtmwQvlMcNig5XkAeGrvJPTeyGuhbBC/Pv16+aHh9BX/HDFOEHSkWt+hQvog5ub3pAPTtKV9AviSuGCxpsjTjb2JLqx6OOPP7a++WrVqqWFlLu5ZMwYjAFtt2nTJitvbJgxndRF/k2aIgMzHO6PPNKdD/nWDeI/46RQSQ/X+vXrh4YTT2ycWrFihbd06VJv0aJFWkDVyor/+eefS1D/6tYbm6BcV7ZsWSsNnPBquo0bN1rvYfXAdAUlXID1DddNmDDBKotr/cENbz7L5jwKF0wqvE83AQoXwokmK1xIpm/y0kuRB8iYv6u4dzesu+/Rb3P7O+6p/+YcZ7rmpCEMcMWjmCOHZeNx457wXCtbbhnxbPbhErW44NY/2jPmlmGF1j1k5oorLrR+i3v1uiZijhlzzpgTl7TDxA1mfTZt+tpbvvxTbZ1oigcraOaBSGBkhsUcq6SLqyt8kLD16h1uhXO/AwkXdpWyT5w4Mek5TcyDmidzh/+roC8JFD0B6Ruhj5tNTvrkiY4vUDdzc775+5HIfTzhQo8ePULxPfLII9ZvENZJTGfm7QoXrrjiCivu4MGDzajB/Q033GCFM4ULy5cvt97BqhrGWu4fCIHNspjiBncs8dJLLwV5yw0sEpjx3TGUK1yAmGLnzp0S3b8+/rj9fzm+Tde5dR0xYoQbxHrO77jpySeftNIzH1wuaGvz/2OM0f78808zSsL3FC4kjIoBSYAESIAESIAESCCnCFC4QOFCTn3wGVRZChcyqDFytCgULsQRLsA0dtgEv2vl4KuvJljhzMmsVIQLn3461poQq1v3cCt9s0xY7DHzO/PMllZY8x3ud+78znpvpmWGxcKJa20CiyxmGCySmPFx75oCv/jic60wqQgXnn76fitfWDeQfHHCq1mmRO5hfhYnnEkaZpwSJfaOWLRCOCwAmeHck/yx8eqAA/azwpjhYd2gdetT/FNi3UUxpJ8u4QJOkJUJQORvbgDDib1mmWDJQhjgWhjChXS0VyzhAr5/s46uNQipL4QKZjgKF/SnQEcCJEACJEACJFBgBPIjXJD+C644YRVCUGz6ql+/ttWfkb7N3nv/25s//z1dl3Dxgvj/+utXHsS5t912tS+4dU//lfRGjuwfkVadOnmnH5YuXcq38rVmzQyrPF988VoQDxYcJL1TT23u+z/zzEOBH969+uqQILyUMb/CBaTjWtqKZslO8szvlcIF3Yw54pLdWPTzzz9b3/yecelf+ablbi6ZPn16aJqy6Rj/3kqXLm2FkbrIv9M+ffpY7+Xhr7/+0ieF/9uqxy+//CKvrevatWutcPvss0/Eia3YNHnKKad42GwkeUe7xhMufPjhh1b+eDj0UHsD6IYNG6wwOM3VHD+jHKYrCOFCiRIlIjggT7SbWfewU1/Nspn3sjmPwgWTCu/TTUD+7adLdJXu8hVVeskKF9DPqFHjEOvfOzbCh/U/8itcSGWOM51z0hDAmr9r7j36aLD2iz5kWP3NjZKJChfuvruHB2sP5h/0dyFSwBwp+q1mOXCwiZl3ixZNrPdm2Gj36OeaaUCcMmzYvR7mr03rYmHxXeEC2swMF42NuzZB4YJuAjoSMAhI3wh93Gxy0ifPj3ABVgE6duyY0B/TAgE4Sf7yO4RN62Fu9OjR1m+VW16Jj6srXHCtC7z8Miw9RrqHHrLnC0zhgisIN/OLdQ8LeOLcMRSswIU56f8gXXcM5QoXmjfHXIftXFbXX3+9HUA/wYKdWe7hw4dHhEnnuOn999+PSF88XC6wyGmWDf3AVA/mknHXJ598kpJw7vfff5di8koCJEACJEACJEACJFCMCFC4QOFCMfqcs6oqFC5kVXMVy8JmtXBh0qTnrAkTnO5pLhKE3WMhyJxkOeQQnKaXt6En3uZxCXvWWSda6aRbuOCKEXByv+TtXj/44FmrLA0aHGGFNeuLxRI3vvlshg0TXOA0LDNMkyZHRaQ3bdo4K0w6hAu33nqVlSYEAFJubNoyy5ToPawPSBpmnLB6I9zMma9b+bjCBYTB6a2NGtW1wplpy33Llsdqc7Bzg/wRN96353J1rSVIXXA1zYofqMU5u3cv8vMyN/VXrVop8Je4rnABJ3Add1yjuH/+85+zrbrEEhako71ipY9FQeGM68SJz1hlk7oOGWJPBlO4oDHRkQAJkAAJkAAJFBiBdAkXpC8jV/Rpb7yxc4T1hI4dL9B1yRvnJHKPk3GHDr3HK1NmX6s/hX6jG9/diIbTYM3TeyHahaUFiWeKV8uVK+P7X3nlf4J8sID9yy84Cd0uczqEC2effVKQD/qHsSxSuPmn8pyNwoV169Zp9nTJEpCNPe5GnWjpYJN8qVL2hslly5ZFC56wv7u5ZP78+aFxIRyQsZK76UbqIu9xMmiYc8UICA8xQ5jDxhJJT66w/CAOG6rEP5FrPOFCWL1r1qxp5RG2ycbcGFsYwgV385bwmDlzplVWCheEDK+ZQkA27lG4YLdIKsIFd1551KgHdaJ2HwjPn332soc5N/PP4Yfbgix3w7r5e5rKHGc656RRh0ce6a0Fb3tZv29mGXGP97Dg6zIwf58TFS68997/ItIx04XFA/RFpQzog86aNT6IU7t2jeCdhIl3hQBD8kB/WvqC8eLhvSlc2LZtTkTe7qFCks+FF55lhXW/AwkXdqXFBd1cdMWeQC4LF3r37p1y+7pjglGjRoWmJZsb5HfO3bAv/ri6fd/GjfMso+P9u+++G5oHrAKY6ZjChbFj7YPfzHCx7l94AULBPS4dYyhXuHDhhRdK8sH1xRdftOpx2223Be/k5r777rPCuMKFdI+bvvnmG8k64upyCePZq1eviHiJeFC4kAglhiEBEiABEiABEiCB3CNA4QKFC7n31WdGjWVsf/DBB2dGgViKnCOQ1cKFH3+cbE3m4LTCP/9cqBsxcqFH/NyT+884o4UVPt7mcUnHXWBKt3ABp5OaE0I40VTydq8vvviYFfb880+1wprpRFuwkjTjhS0K4QI2+MN8t1k2WA6QMt9//83Wu86d23loj3h/TMsTZtrRGCUiXJAyYcHrjju6ezhxyzT/beaDBSYJj2u8by8Z4cIrr9iTujhVFvXFBjIpQ79+3az8UQZXuNC0acOIMGaZo93HEhako71ipe/+2xwzBhtuIn8TXN4ULmhMdCRAAiRAAiRAAgVGoKCEC9LPefTRPkE/D/09V8ws4RK5fvnlG1ZaSA/WGcy4r702xAqDcVbfvtcFfuivmeFdsTUsR5gbw6KVNx3ChZ49rwjKhbq4oluznOY9xj63397VW7gQp7hH9iej+clmtaeffjqlUwR37txZYN+hm/C4ceO8Fi1aeCVLlvRwauXWrVvdIHyOQUA29iQqXEBSDRs2tL7HoUOxUTO+++CDD7wnnnhCC3wirRu4m0vCNvAjh2SEC0OGwAJKpIP4wkwH/6YgZghzK1eutOparly5INizz9oHMGBD05gxY/S/t4V67LrTF0OAK9KXPxQuBPgibmRzHi0uRKChRxoJULgQDjMV4QJEp/LbhitEltH6Fa6/e7iLu2HdTDeVOc50zklL2Tdt+tp79tlHvMsvb+vVrFndqruUFxv4v/76TYtDQQgXUKbLLjvfKsOAAX2CfGEZTMqEK+ag480xf/vt20H8Tp3aWfGPPrqeh37wihXTPFhiwOEyIhxA+qZwAWUz527xftUqWFGK7Ie6c6PudxAWR/wkf5zevW3btqT/7Nq1S5eJjgQym4D0jdBfzyaXyvjiuuvyxuH43UincOHhhx8OxQdBA/KSP+6GffHH1RUuQJxrvn/uuedC8+jXr58VzhQufPbZZ9a7+vXr69/qr+L+Wb9+fZBXOsZQhSFcKKxxk4BxuUB4j3EoNrJIu2Etfu5cHMyWnKNwITleDE0CJEACJEACJEACuUKAwgUKF3LlW8+0elK4kGktknvlyWrhAib63cn8eJP02KQikyu43nJLF93qeZP/7mZmnMpuvpd7d3N0uoULWNAxywkz1nJqvpRBrthwbYbt3ftaq8zmu2gLVpJWvLBFIVy4554brfphQcc8jXXs2EHWewgXpD6JXuPVG+kkI1ww84WYZsaMV72bb+7imQtuJUvuY51CG+/bS0a4gIWwihUrBFzwnbsWShYt+iiCU2EIF9LRXu7i3Pz57wV1ufrqS4J6o12xic9sD7nHd2K2O4ULGhMdCZAACZAACZBAgRFIRrgASwXo+0EMgI1tbdqc5m90kn5M2BWWv8y+DYS/Eg7WEF54YaC/CR8i57lzcaJh3hgo7L5atSpWeu7m/Q0bZnuy6Ix8u3S5yDv99BOCOK5IdsuWby2rELB6YJb3ppuuDC1TOoQL48cPs/JCucEkrN6mn9mvbNbsaG/y5BfjxkH8TBcu/Pzzz1pk0tfDyfJmG+B+1qxZuo50iRJIZWNRjx49LO5VqlTxN+rHyhMWDerUqePHw3i4bdu2nmmpwd1cUpDCBZSzQYMGVh2ifTfTp0+3wjVtCkHTHtemTRvrXdhprocddpgVhsIFoRd5lc15FC5EsqFP+ghQuBDOMhXhgnvgCP4P/vTTsTqD2P0zvC9o4UI656Sj1Wft2i/8vulRR+35v036IzjsxIxjzqOmy+IC0r/qqout/18wZyv5upZik7XUVb58WSttHLwkaeMKa2lSX1xd4UKtWrZFDQiKzfhyX7263VePtyYi8XClcEEjpSv2BKRvROFCck0t4xv5nbr++utDE7j33nut37KbbrrJCifxcXWFC926dbPiRmujdu3c9Zv+QR5r1qyx0qhevXrwLtGbdIyhCkO4UFjjJuHmcvnkk0/8V66Vi2bNmnkQtSfjZA4JaaYinINFPzoSIAESIAESIAESIIHiR4DCBQoXit9XnR01onAhO9qpOJcyq4ULmGjHqUXmJFjLlsdG3eA/ZcoYKyziwVqBOXEfb/O4hC1o4QLyOfjgPf85Sf3eeWekVVYpi7vI49ZJ4uOaTcKFv/9e7JsTx+kdZh2uuALmVvMW8twTYWEyHXHNMLjHothvv82L8Mc7M/1ojBIRLuAkWpxMFs3yh7swNm/exKA88b49V7jQuvUpQVy3rnju1euaoF7YPGUubDZvfkxo3MIQLqSjvWIJF1yLDrB64fLZtWuB5y4kUrigMdGRAAmQAAmQAAkUGIFkhAvoS2JzltlHfeKJO3XZ8vrA7v3bb4+wwmO8ImEuuugc6127dmeG9pclPPq02EQl+WNz019//RCkJ+EaNjwyCFO/fm1vv/3KBc8TJz4TEb5Ro7rB+xNOaBzcIx+UX9I1r+kQLiA99AmlPrhiHAmrD2Ze5v2IEQ9YwgzwcMUbZnjzPlOFC++//753/vn2CcOwtHD11VcHbKJtQNeg6EIIyMaeZCwubNy40atQIU9kju+xY8eO3o4dO0Jy8PT8xm7/vfn91qxZU4uZ8jZtuJtLClq40KFDh+CbQbluvfXW0LK7Io2rrroqCIc6mHXCph/TLV261HqPsLJpRsIlUm83n99++02iB1dzYywEPaabNm2aVY7WrVubr4N7sy7u5iwEivceYWbOnGmFw2m0iTrZnEfhQqLEGC4VAhQuhFNLRbiAeUu3L4T5TPNgDrNvIffYBA8xpfmb4m5YN9+lOseZrjlp9GkXL/7Y/yN1MK9Ll35i9TnRRzXfm7/P5cqVCe2/JttX3LZtjudu+jfFCa4VMwhZzTLhHu0HSwgQG5vv3AN/MKfthvnf/x622g91NA8rci0+4EAfMw/cu3PUaHP3O3DjmM8ULmikdMWegPSNom2Kz1QAqYwvCtLiAk7Zx3jEdY0b2+N5nMhvOvv/ov3NV95jj9kW5GvXrm29xwOszEm/Q9IyLS4gzL777hv8nuK3dPny5fC23K+//upt3rzZ8pOHRMYSCGtamytdurRE96+FIVxwxzMFNW6SisXi0rJly4A52mXECMzjJO4oXEicFUOSAAmQAAmQAAmQQC4RoHCBwoVc+t4zqa4ULmRSa+RmWbJeuPDqq0OsiRJMlhx3XCNv6tSX9ITUN/4GcmwwuffennqiK2/zDcI1bdowYoN5vM3jMslfGMKFkSP7W3XDRh9sIpIy4Dp06D1WGGyScRdEZGIP12gLVpJmvLDuAkyTJkdZ5UE67gb7iy8+1wpz3XWXWWWGEAEmteUPzGc/9NBtnrs5HWWrUeMQb+vWOVZ6yPP44xtZaZoLTng/a9Z4TwQQWJzp0KGNlUa8eiMNd1HovPNODtL46KPnfbaSzgMP3BK8Q1z5g9NyJQzKYwop4n17rqn2ChXKhS7YSV5YGJSJQORZpUreiaqjRj0YlEnC41oYwgXkk9/2cr8Nc2EXliTMev/jH//w0D5mPfv06Rq0g7QHhQsaER0JkAAJkAAJkECBEUhGuIB+i2t1DH2aO++83t8kZfZrIMjEqb3o50u/Bte77+6h67KnH4qxkfkO9xdeeJbf/5YwckVf/thj7dPUTzoJp6Tn9WnlHqfTuuniGWXFWEzCyfWGGy4PDY9+MSwySDjz6m5Gw/hHxg2xrq7I4Lvv3rc2xqGcELI++eR/vdmz39CbxufrE//m+CLk9u1bW/1JhO3Z84rQ8plllftMEi5s2rRJWyB71HM3O9StW9cbMmSIHltt1fXyAstwX3zxhf/MvxIjkMrGIqQ8cuTIiH8LaBOcYvn9999rodBf3vr167Wg5209djo+IuyECROsAsbaXGIGjLXpRuoi/6bxfURz3333nfXvqVy5ct433+DffJ6bMWOGh409kl6JEiW8H3/E78ged+yxxwbvEOaOO+6QV/7pmw0bNrTeI4xrlSGRervffrLCBfybkDrgCtFJ2MmiZhgKF4Km5E0xIyAbCKtVq1bMapa/6qQiXECfAdafzI35+B2BZeEHH7zVt9y6fftcD/08zHm9/vpQ37qVzG2avzmYr5Q+CK7mu2jzwLHmOJFGOuakzzmnVfB/BSyBbdz4pVVO5PP1129aFrluv72rFaZEib2t+oRZzHL7iq+9NsTvh6IvKn9gRQLzhbDC5fZzMYdoWqVdv36WV6ZM3mZYtMn330+yyvX44/2CcqE/OWzYvf57tJk5J4m2MOck0ZZly+b93yhtZVplwJyt+OOK+VxYaZA23rnzuwhBLsJRuKAR0ZGAQSCXhQtXXHGFHjN/m/AfjDvEuWMC/L4MGDBAXvtX2dggv1V77723BwsIppN3uLp9Y+SHsYEZ5pZbbgkEEhAauP18hHWFC3369LHSQL3NfjrSOeSQQ/ww6MNgvGWOBdw8UhF/F4ZwobDGTdJ+sbjMmTPH6ruUL1/eW7dunUSNe5X/I2lxIS4qBiABEiABEiABEiCBnCJA4QKFCzn1wWdQZWV8j0MLsC6Zyp8Mqg6LkoUEsl64gEl7bIw3J7nM+7AFHbwvVaqktSghk//xNo9LuMIQLuD0JogwzPocdlg1/+R8nCp/9tknWe8QDpuSpIxyNeNHW7BKNGxBCBfM8sW6r1atir+oJ2U1r59//orFApulunS5yHvqqfu966/v6GGBTNLG5BhEAGZ8eYdrNEaxFvUgFjGFARDJdOvWQW+seNAXA+DE1k6dbNO2p59+glWGeN8eLEaY5cQ9xCx33NHdGz78PistqdsppzSLiFOy5D5RN4YVlnAhv+0VS7iAup97biur3lhkxAlpWPyVf7vu6WrgL9ziXS+/vK2ffteuXVMyaWtOkOtM6UiABEiABEiABHKAQLLCBWzuqlfvcKtPg/4f+rIHHLCfh83xhxxS2dt7739HhKlb9/AI4QA247t9STxj81Tt2jU8jDPk9FUzHPy++eYt3UKRwgXXyoPEg0W4sPDjxj0RWgaMecLCw8/djCZ5xLvWqXNYRJoQR8tCuRsf4wfXT55x8i1EDdHK6PpngnBh1qxZXufOna0NIbAacdFFF0WcWq8rFmw+oHABNBJ3srEnGYsLSB0bamQzlXxn5jXW94gNOq6LtbnEDJsu4QLS7NWrl/VvpmzZsr71jkceecS7/PLLrW8Pdbv3XmzqzHPXXHONFR+biS655BIPVhnk97JTp07Wv9ljjjnGwwbhVatW+QklUu/8ChfWrl1rlRN1adSokS+0GD58eFAhs/3czVkIFO89wtDiAijQZTIBChfCWydV4QL6DxCamr8P5j36LLH+P8Ccd5hFLjONVOY4Ua50zEm7h+1gDnPAgD7emDGP+xaQcYBIzZrVg/qjrhDQmv0q9OfM+mDuFRZlb7vt6iBcqn1FSTfsIBP4yXtcYe2hd+9rfYHCZZedb/W/Dzxwf+uQHVjOMOPi4BnMTV9wwen+egTaDQfqmGEuvfQ8Dwf5QKgCYQLazXxftWolv96Yu2zQ4Aj/u4CfGQaWpk12se6lzz9x4sSU5jV37doV/o+BviSQQQSkr43+eja5VMYXrsUF87chkXv038VJ/hKvUqU9vzVt27b1Hn74Yb3G1SkQpUmYLl26SPTgKu9wDesbX3vttdZvGMJhPNGgQQM/ffyfIG0oabnChS1btui5kbx1P4Q77bTTvMGDB+tDH+706tevb+Vh1hMFTWQsgXCxxlCFIVworHET6goXj8v1119vcYX1wESdzMdQuJAoMYYjARIgARIgARIggdwgQOEChQu58aUXXC1PP/10T/5ceOGFCWckwoUqVaqkNEe4bdu24BCChDNlQBIwCBQL4QI29WCCXyY9ZCIr2hUbaT75JHwyP97mcZn0l83PksdXX+HEw7zNPOKPa9gi0VtvjbAmd6666mIrvqS1bNlUPVHU1Aprpi332HAEU9MSz7xKmGhlSSZsUQgX0K5Y3Ak7mcss+8CBt0dY1TDrjnssDj37LCZi89oK92a4sPZCmFjCBbz/7LOX/VNbzbSi3WPhbcOG2VY5Evn2XEsFkn7btmdYaUn9XCECwrvWJiQsrm54WCUx3yd6736zpkUESSM/7RUv/QULPrCEJMJJrpdccp7/Hcgzrr16XZNwXSlc0KjoSIAESIAESIAEkiIgG3Gx2V/6Q/Gu6P82bmwvtpv9l7B7CBAwhnDT3r17kd4QfLHV7w2Lb/rhtNl33x0VkZakDSsJ7knBiA8LaxLGvLpjCcmrb9/rQsMjbqqb0cKEC0gPfXZ3E5yUI+yKfp9r0c6sU9h9UQkXdu7c6T3zzDMeNnebdcFJGffdd1/MkxClHSlc0J9iEk429iQrXJAsYEEA1grM9op2j7FsNCsI8TaXSH6xNt1IXST/aHlJWjt27PAg5I43D4NNRzfddJP3+++/S1T/+vPPP1sWGSRfuWKDDtypp54awefll1/23yVS7/wKF5BRmNULlBMbuMRJuXEN25wV7z3SoXBBaPKaqQQoXAhvmfwIF9CPwIbzWrXsze7mb0bY/WmnnRBxKIv0Sczwqc5xIq38zkmj/4RN/mZ5Yt0PGXK3BmzP18ICQ1ic/fYrF4RNta+Ig1369esWpGPmDfGAKy4IKwdEC+6awIQJT4WWGfHxf+YLLwz0LfCaVh0k7XXrZvrlgYVp13K0hMEVFh5gwdj0mzjxmdC6mPWSewoXNCq6Yk9ANr2jj5tNTvrkyYwvClK4gDFBWH9cfn/q1avnrVy5MgKxvMc1rG8M0cGZZ55p/Y6ZcSAQHjp0qPXeFS4g0w8//DAQPZvx3XsIJXBypOkSGUsgfKwxVGEIFwpr3CRs4nH59ddf/TY1GX/88ccSPeZVxo4ULsTExJckQAIkQAIkQAIkkHMEKFxITrgA63JYmzD/3HzzzXG/Gxw4JXHuueeeuOHTEQAW2p5++ml/jeiss87yatSoofdVltcH99XThw6fpQ8K6W1Z6k5HnrmYhjk+CxuDR2NC4UI0MvQvLALFQrggk+44RR8LN+6pRPgHWrp0Ke/oo+vpjRwPabXPIs3XXgiR50Q2jyNsYQkXkBdOucKCBDbA4JRM8wenUqUDPJyeunr19Kh1MsNHW7CS+scL6242atLkqIh8cTqWmQ4sYkj6uGIjk/nevUcdcRp+ixZNPGxiWrwYk17h7eX6z5s30TeXLQswkjY24kD8EM1stoTDNRqjeMIFlOWHHz70LS1gAc1MU+5r1DjEgzlxbPJyy57It4f03c1rWOi66aYrI9JD+r//vsDDyV6SP66miXK3DIUpXEDeqbZXPOEC0l6xYprXsuWxvlhF6g/+Xbu297ngJDPxx7VHj06hDF1GeKZwQaOiIwESIAESIAESSIpAKsIF9Dv++usH7513Rnrnn3+qdbqr2Y8pUWJv76STmnqvvz7UDx/WfxE/bK5Cf6h8+bJWX0jSw+ZojDsGD77LOj1W4rtXCF0lrlxxkq4bTp5dq1eIE6t/mupmtGjCBZQDp9nCgl2rVsdZltmk/BhLYDOYuxFN6hDvWtjChUWLFvmTfpjskzpgQwBOm8Skk7tBI+zDpXAhjEp8v1Q2FrmprlmzRo+Rr/OaNm3qnzIqbSjXypUr+6f7h20IkrTibS6RcLE23UhdJN94wgVJc/Lkyf7G/lKlSgXfH9LAiaknnXSSvxlfwrrXL7+EOKuxFa9u3bp6HqBvcErLjBkz/G8Zv01IFxuncUI0XCL1Todw4YcffogoZ5kyZfx/d1In4YZr2MRwvPdIh8IFoclrphKgcCG8ZfIrXEC/Ahvl7723p9+fM63Gym8H/l9v2PBI/9T92bPf0AWJPk8qcfb8HpUPDZvIHCfyyO+cNOKPHNnfa97cFlVKGfdYgzrHmzHj1dBybt8+1z+sSMLjCmtjprWuRPuKmD+FVTLM6d93300RB8qEMR0/fpg+sbt2xHw80oIVheXLPw0t99ixgzzM2Uu5Uc8TTmjsPf/8o0H40aMH+G0qYWDVwTy0Z/LkFz3TegP6arBaMWjQHX4arqgDZQ2rQ5ifzJvT4oJGRldsCVC4oILfIPmdiXY1LRG4Y4Jhw4b5py5ig4vMaSCdfffd17fmt3Xr1tBvyMwrrG+MSBinIm9sVjnwwAO9Jk2aeD179tSHJ7zrpzlo0CCrDgMGDAjNa8OGDb7FN9nsZOZ97LHHaks/OMQu0iUylkCsWGOowhAuoAyFMW5CPnCJcBkxwj6Yr3bt2nqeJb41HgoX9jDm3yRAAiRAAiRAAiRAAjYB6cujL5qLTsZab7/9dkLVhxjAHPfIvYyloiViriFi/bCg3bPPPuvtt99+oWWVMuOKcQLG8LB+nQ1u4MCB3sUXX+yv62VKeU2e0cbgYWWlcCGMCv0Kk8D/ITP9ARe5W716tdKmR/xy6E34qlKlivkq05Yt29SSJcvVH3/8qfSpo+qAA/bLV3qZEvnPP/9UixcvV1u3blN6M47SixqZUrSMKgc+6xUrVqvly1epihX3V1WrHqRKlSpZaGXcvXu3Wrduo/7zi9qyZbsuQwV18MEHKb2wle8yoG4//7xGrV37i6pe/WA/7WiJrlu3Qde9hcJ3A1etWhW1dOkUpU+9jBalSPwLsr127tyl5s5d6NddL/6mpX6dOvVSzz8/XukTRpWeME86TfAvWbLwvsekC8gIJEACJEACJEACaSdQqVIl3X9bq7TFBXXuuSenlD76TL/+ulmtXr1ebdy4WWmBqh5DHai0aDal9LZt+81Pa+3a9UpvYFKVKx+o9MmxGddXTKlySUTavHmrWrhwidprr3+pQw6pku+xY926Z6kFCxYrfYqIat++fRIl2RNUb9BWJUqUiBkP4w29UVLpkyjVRx99hAMJ/PB64lF17txZ6Y3wqlatWjHTMF8iT6SpLS4ovYHefMX7GATuvvtupU+m0f+mz9X/tt+OETLxV5gbWbJkif53vZ/+Hg9RpUuXTjxyEYbEN7h8+XKlBRZKn5qjf08qJ1ya9evXqx9//FFpkYEe34bPBemTPZU+SUiPqw9WevN0wmmnKyDqp0879X/Hq1evHrWc6cov2XTwDeqFCXX77bcrLfxINrr/u88xatLYci7C3nvvredZ/9DzK9XUsmXLcq7+0SqM3//WrVvruewDdL9qRrRgSfljXht9k927//bn/Q46aH/dVyuVVBrpDpzfOWn0OzGXibnKf/3rn/r3vJLPTG/Ij1vUDRs26fnMFX4/tWrVSoXeV5W6ox9epcpBuuwH6n7jXjHL/ffff+u56TX6m1inGjSoE3VeeuXKtX466NPrhdqINDdu3KTXApapevUOT9s3ULr0UWr79h1KCxdUixYtIvKM54G64/eAjgQymYD0jfRGfIU+e7a4ghhfJFN3yV/iaDGz6t69uzwqLej115qOPPLIAv8t7tOnj3r44YeDvMePH68uuOCC4DnsRosY/DJqYYVeF6vqj6nCwmWrXzaMm2KxxboYxlXa4oLSliJjBQ19h3FgUYwFQwtDTxIgARIgARIgARIggbQR0EJmhb6uFi74fcW0JZwlCeWtH7/trzXFKzZYgZnr6tSpo+bNm6fn3f7lvvKfsea0adMm/14LF9SkSZNCw+XXE2s5F110kdKW2ZJKCutD2qqe3gdZPal4hRlYWxZXWmjir1VhDWzVqlWFmX3UvMw5RS1cUL/88kvUsOaLCRMm+ONs7NdeuHCh+Srhe6wrZdoe1IQLz4BFTqDYCheKnCwLQAIZQOC22x5Sjz46KijJk0/+V+kTwYJn3qRGgMKF1LgxFgmQAAmQAAnkMoG8iafUhQu5zC+b6l6QwgVMSEIQoU849DeICxcs+nfr1s0XSsQTPUgc80rhgkkj8XvZ2JNO4ULiuTMkCeQRkM15FC7kMeFd+glQuBDOtCCEC+E50ZcE0kOAwoX0cGQqmU1A+kYULiTXTjK+kViucEH883vFJooVK1b4f7TVBtWpU6eIJE8++WSlLRoE/t9//70+zK1O8Myb7CNA4UL2tRlLTAIkQAIkQAIkQAKFQYDCBTn4Ln/CBbTVE088oXr06BHabIUlXMABwFjHNB0OwjnvvPNU/fr1fdEFxoPvvPNOhHjiiCOOUPPnz8/YjfBvvvmmatOmjV81Chf2tDCFC+aXzvtkCVC4kCwxhieBDCaA07ww+YeT2UaOfFn16vVwcPpq5coV9cmdU/TprTwRK79NSOFCfgkyPgmQAAmQAAnkHgEKF3KnzQtCuDB16lQ1bNgwpc12BtbUIFC45JJLfOsKxx57bL4AU7iQGj7Z2EPhQmr8GCt9BGRzHoUL6WPKlCIJULgQyQQ+FC6Ec6Fv5hKgcCFz24YlSx8B6RtRuJAcUxnfSKyCEC5s375dW6+poq3Kb5Vs1Msvv+yfyCkesC54/vnny6Nv7QkW2qKdHBoE5E1GE6BwIaObh4UjARIgARIgARIggSIjQOFC/oQLOG1frLJDnLB48eJQ63PJChdgAXvBggW+pW1YtKtdu7a2WH9AzO/k66+/Vk2aNFHYuygOlulhPb5MmTLiFVyx9gkhAPIS98ILL6gOHTrIY8R1165dvqU9WAQsV66cXy5YLzetDriR1q5dq/766y/fG9ZfsWYvDul9+umnaseOHb6wAhbF3bTWrFnjW62/8cYbFawBwuG7/fLLL/17zJsLm2h5YUz71VdfKVhEOOWUU/x4YX/BKju4b9y4UdWqVUsdfjissO4bFjTwM8tLiwsBFt5kAQEKF7KgkVhEEkiUwB13PKYef/xZtXPnrqBjInHHjh2kNzadK4+85oMAhQv5gMeoJEACJEACJJCjBChcyJ2GT5dwYdu2bWr06NH+hB4mqcQddthhvlihS5cu/qSc+OfnSuFCavRkYw+FC6nxY6z0EZDNeRQupI8pU4okQOFCJBP4ULgQzoW+mUuAwoXMbRuWLH0EpG9E4UJyTGV8I7EKQriAtG+55Rb12GOPSTb+YVywIghB/pIlS9QHH3wQrG9hA8aHH34Yc2NHkBBvMpoAhQsZ3TwsHAmQAAmQAAmQAAkUGQEKF/InXIDoG5YAxMHiAiwvuC5R4cJLL72ksM4Aqwiuw+b8u+66y7cAj/6965o3b66mT58eeJ9wwglq2rRpwXPYDcZ/Z555pv8KlhmuueYa1bdv34igEAnA8jw2/5vCCATEqf9XXHGF6t+/f6hAol69euq7777z0yxfvrz69ddffYHH9ddf74sWIF4QB+t/WJs9+OCDxUvBugLEC9FcixYt/HTwvm7dur7wAPeS16OPPqoPnu7lj3NLly5tCfkR7vfff1f33Xefwhh8y5Yt8LLckUce6bfpqaeeavnLA4ULQoLXbCNA4UK2tRjLSwIxCEC48MADwyJC3H57V/0f9K0R/vRIjQCFC6lxYywSIAESIAESyGUCFC7kTuvnV7iwcOFCNWrUKDVmzBiF0yjhcALIOeec40/KnX766RGnfeSXLoULqRGUjT0ULqTGj7HSR0A251G4kD6mTCmSAIULkUzgQ+FCOBf6Zi4BChcyt21YsvQRkL4RhQvJMZXxjcQqKOECTrrs1KmTwoaYWA6nSmLzRs+ePWMF47ssIUDhQpY0FItJAiRAAiRAAiRAAoVMgMKF/AkXHnjgAfXxxx+ryZMn+y2H9b558+apOnXqWC0ZT7iwadMm1bFjR/Xuu+9a8cIejjvuOPXaa6/51vTkPazqlS1bVh79K8rUqlUryy/s4cUXX/SF7LAuEOZ69+6tBg4c6Fs9CHsvfrDuh3Fmy5Ytxcu/Nm3aVM2aNcu/xyb/n3/+WUE8v27dOiucPOAAue+//17ttddevlcywgUzL4yBZs6c6VuhkLRd4cKcOXP0IdSXKKwNx3MYRz/zzDP+mrEZlsIFkwbvs4kAhQvZ1FosKwnEITBixDj15JPPa5NBm3xTQUccUUP16NFJn0bTLE5Mvk6GAIULydBiWBIgARIgARIgARCgcCF3voNUhAt//PGHeuONN3zBwhdffBHAqlixorrqqqtU165dFUyxFpSjcCE1srKxh8KF1PgxVvoIyOY8ChfSx5QpRRKgcCGSCXwoXAjnQt/MJUDhQua2DUuWPgLSN6JwITmmDz30kHr44YeDSAMGDPDHo4FHmm+wiWXEiBH+BpLVq1f7p0wedNBBqkaNGv6mlT59+ihsYqIrHgQoXCge7chakAAJkAAJkAAJkEC6CVC4kD/hAk7yb9++vTr66KMDSwRnn312hAAhnnABa5HYFC8O1hWuvvpqhdP+f/zxRzVy5Ei1atUqea3atWvnixfEA5YQGjduLI++xQIIBPLrIGqAoEIcDnpDWSGegOWEl19+ORAlIAzWUiECgBUGcbD88Pnnn8ujat26tT+ne9JJJ6maNWuqzz77zBcqBAH0zbBhw9R1113ne91///2+lQRYTvA8z/eD0F7eH3roocG9m1fbtm3V+PHjfUuDaAOsB4tVhT///FM1aNDAyvuoo45Sl156qS8KAdPhw4f7caRsTz75pIKlCNNRuGDS4H02EaBwIZtai2UlARLICAIULmREM7AQJEACJEACJJBVBChcyKrmyldhkxEurFy50p/se/7559WGDRuCfDGxBZOnF154YXCiR/CyAG4oXEgNKoULqXFjrPQTkM15FC6kny1TzCNA4UIeC/OOwgWTBu+zgQCFC9nQSixjfglI34jChfySLNz4v//+u0J/g654EqBwoXi2K2tFAiRAAiRAAiRAAvklQOFC/oQLPXr0UE888YS/md8UHnzwwQcKFtzFxRIuzJgxQzVv3jzYlI82mT59ui8ql/gQm8OaANY1xX344Yfq1FNP9R/Hjh3rCyjkHdY5p02bJo8pXbHBv3bt2pZlBMzFYswvDkKA888/X73//vvipfr166cgNhAHgcLUqVPl0bdq/8ILL6jLLrvM90MaSBP1EXfOOeeod955Rx79q6yl4gFWGEwhhwQ88cQT1aeffiqPvmABQotHHnnEt0hhjntxeADWdMQh7sSJEy3RBcoNqxUimChXrpxatGiRgrBEHIULQoLXbCNA4UK2tRjLSwIkUOQEKFwo8iZgAUiABEiABEgg6whQuJB1TZZygeMJFzC5NGnSJP/kEkwc/v33335eOJ0Dp4bgpAycYFKYTibbYO0BE490iRGgcCExTgxV8ARkcx6FCwXPOpdzoHAhvPUpXAjnQt/MJUDhQua2DUuWPgLSN6JwIX1MmRIJ5JcAhQv5Jcj4JEACJEACJEACJFA8CVC4kD/hwg033KAGDx6s1q5dq2rVqqW2b9/ufyh169ZVc+bMUbBQABdLuIBD1F5//XU/HP7C2hfG06578MEHVd++fQNv0+rCvffea8WBKADWEvLjhgwZolA/cRAgTJkyRR6DK4QXzZo1C54rVKhgHRbnChfOO+889dZbbwXhcfPJJ5/4AgHxBL/58+fLo3+VtVQ8RBMuuHk1atRIff3111Y68rD//vurjRs3yqNfBogXXHfGGWf468ri71pdoHBByPCabQQoXMi2FmN5SYAEipwAhQtF3gQsAAmQAAmQAAlkHQEKF7KuyVIucDThAkyWjh49Wv3vf/9Ty5YtC9LH5BesK0C0ULp06cC/MG9kso3CheSoU7iQHC+GLjgCsjmPwoWCY8yUlX8CMk6fqlatmvX/WK6zoXAh17+A7Ks/hQvZ12YscfIEpG9E4ULy7BiDBAqKAIULBUWW6ZIACZAACZAACZBAdhOgcCE9wgV8Bf379/etDcgXMXToUH/9Ec+xhAtYp1ywYIFEU99++61q0KBB8Cw3EEI0bNhQHlX9+vXV3Llz/ee77rpL3XfffcG7Tp06qeeeey54TuWme/fuatiwYUHUQYMGqRtvvDF4Nm/Kly+vNm/eHHhBEIA6w7ligpdeekldeumlQVjcwLoDrBmIw/2mTZvk0b/KWioeEhUuuCIDSfCXX35RFStWlEeF8mMdOczBokbPnj2DVyJWEQ8KF4QEr9lGgMKFbGsxlpcESKDICVC4UORNwAKQAAmQAAmQQNYRoHAh65os5QK7woVZs2apUaNGqfHjxyuYAIXba6+9VNu2bf0Jw5YtW6acV7oiymQbhQvJEaVwITleDF1wBGRzHoULBceYKVO4EO0boHAhGhn6ZyoBChcytWVYrnQSkL4RhQvppMq0SCB/BChcyB8/xiYBEiABEiABEiCB4kqAwoX0CRd27dqlateurVasWOF/LjjRf/Hixf6GfFghkI3xp512WnCC/+7du1XJkiUVDqwRh031iOu6devWqYMOOijw3meffdRvv/2msHEe1hVwQJs4iAXCrCPI+0Sup5xyipo8eXIQ9NVXX1WwDhHmjjjiCLVw4cLglbne6QoXYKHhuOOOC8LKjVgcxjMOmtu6dau88q+yloqHRIUL77//voLFBNdNmzZNmevDYRYeJM7LL7+sLrnkEnlUZ555pnrvvfeCZwoXAhS8yTICFC5kWYOxuCRAAkVPgMKFom8DloAESIAESIAEso0AhQvZ1mKpl1eECx06dFDz5s3zTbFKalWrVlXXXHON/8c8SUPeF9VVJtvMibyiKks25UvhQja1VvEuq2zOo3CheLdzUddOFm5occFuCQoXbB58ynwCFC5kfhuxhPknIH0jChfyz5IpkEC6CFC4kC6STIcESIAESIAESIAEihcBChfSJ1zAlzF27FjVvn374CO5+eab1cCBA30ruiJoMIULrhgBEf/66y/1z3/+M0hDbiBuwByx6WCVANYJZs+erY499tjgVfXq1dVPP/0UPKdy44oRPvroIwUxQ5hr1qyZgiBB3BtvvKHatGnjP7rChfnz5ysIBVwHAcfOnTt973QJF7755hvLSoXk6YoRTjjhBAUxQ5ibNGmSJX6ANQxYxRBH4YKQ4DXbCFC4kG0txvKSAAkUOQEKF4q8CVgAEiABEiABEsg6AhQuZF2TpVTgH374STVrdqE+tWSLFf/UU09VMGkqk2TWywx4MCe1MqA4WVcEbIzCxlU6EigqArI5j8KFomqB3MhXhAu5Udvka1mp0gFq9eq8xbHkU2AMEigcAhQuFA5n5lK0BKRvVLSlSD13ji9SZ8eYmUuAwoXMbRuWjARIgARIgARIgASKkgCFC+kVLniep9cpmykcVAYHC/Dfffedb6lg7ty5vp8pXED4UqVKBRv2EWDt2rUK7eK6VatWqYMPPjjwhmABwgW4LVu2+AIGeYl1R+RXr1498Yp6HTZsmG/h4fzzz7eEEWeddZaCxQJx48aNUxdffLE8WtdatWqpH3/8MfAzBQNFKVyIJpKYOXOmZfWhTp066vvvvw/Kb96MGTNG4bA8ceA0YcIEefQtXsgDLGXAYkYiDmlccMEFqkqVKpa1ikTiShiIPTDWoyOBVAhQuJAKNcYhARLIaQIULuR087PyJEACJEACJJASAQoXUsKWVZHWr9+obrzxfjVunL2BHadkPPTQQ6p58+YZWx8KF/LXNNxYlD9+jJ1/ArI5j8KF/LNkCtEJULgQnQ3eULgQmw/fZg4BChcypy1YkoIjIH2jgsuhYFPm+KJg+TL1oiFA4ULRcGeuJEACJEACJEACJJDpBChcSK9wAe0N0cLxxx8fNH3r1q19YcHUqVN9P1O4AI+GDRta1uNnzZqlmjRpEsSXG1g0gChCXNOmTQOBBPxgCUDEEXhu166deu2113Ab1cEqAzbtw5pD+fLlfWsRgwYNUrAU37NnT/XEE08EcR955BF12223Bc9ys3v3blWmTBm1Y8eS1whNAABAAElEQVQO3wtrntu3b1fYVA+XicKFzZs3+/X1C6j/goUH+IWJAB588EHVt29fCap69+7trzuLh7nGS+GCUOE1GwhQuJANrcQykgAJZBQBChcyqjlYGBIgARIgARLICgIULmRFM6WlkLVrn6YWLfrJn2Tatm1bkCYm7K699lrVuXNntc8++wT+mXAjk1rDhw/3JwgzoUzZUIbnnntOjR49WnFjUTa0VvEuo2zOo3CheLdzUdeuQoUK2qLQr/4CFBaP6PYQmD59uurXrx+FC/wgsoYAhQtZ01QsaD4IzJs3T23cuDEfKRRNVI4vioY7cy0cAhQuFA5n5kICJEACJEACJEAC2UaAwoX0CxfwDbRv316NHTs2+BzAed26df6zK1zo2LGjevHFF4Owt956qxowYEDwLDc33nijGjx4sDyqq666So0cOTJ4hjACIgFxWHtE+Ouvv168rCvG7SeffLIldkBZnn/+eT/cM8884+chkRo3bqxmz54tj8H1jTfeUG3btg2ea9asqRYvXhw8F4RwAdYmMFcu66uSWaJ5IXzVqlXVypUrJap655131DnnnBM8y40rCEFbXXbZZfLaKgOFCwEW3mQBAQoXsqCRWEQSIIHMIkDhQma1B0tDAiRAAiRAAtlAgMKFbGil9JSxbt2z1IIFi9VTTz2lsMkTE2uTJk1Sf//9t59B2bJl1eWXX666d++uateunZ5M85kKTi7BiSQ4hQUnpNAlRuDuu+9W99xzD4ULieFiqAIkQOFCAcJl0gGBXF9EDEA4N2+//bbCqWW0uOCA4WPGEqBwIWObhgUjAcXxBT+C4kyAwoXi3LqsGwmQAAmQAAmQAAmkTiDX5xzz1o/f9tea4pFcv369AjNxN9xwgyUmEP8VK1b4a5C7du0Sr+DqChcWLFjgW134888//TDYlD9lyhTfTyJh/fD0009XcmBbiRIl1Pz589Vhhx0mQfxrhw4d1JgxYyy/Nm3a+AKEo446SlWpUkWtWrVKTZw4UcGSwPLly4OwpUqV0gfDLVKVK1f2/VD2evXqqSVLlgRhnn32Wf+AOPGAGOPUU0/1yyJ+7sb+RMUEsNCwc+dOPxlYQNi6dask6V9xKJ3Jc86cOQp1Ml2ieSHOqFGj1NVXXx1Eb9Sokfr4448tSwzDhg3z15Ml0JFHHqm+/fZbtddee4kXhQsBCd5kGwEKF7KtxVheEiCBIidA4UKRNwELQAIkQAIkQAJZRyBv4mmEnng6OevKzwInTkCEC08//bR/ogliYoLwf//7n39KyC+//BIk1qpVK9WtWzeFSTuIB4rKUbiQGnluLEqNG2OlnwCFC+lnyhQjCeT6ImIkkT0+FC5EI0P/TCVA4UKmtgzLRQKKwgV+BMWaAIULxbp5WTkSIAESIAESIAESSJmAzDlWq1bN2pCecoJZFnHgwIFq+/btCnOMmOeP5xIVLiAdWInt379/RJKucAEBevfurR555JEgLA5hu+iii1StWrV8UcArr7xibdq/99571Z133hmEl5u1a9eq5s2bq6VLl4qXdcW4QA56M19ACAELEVgvNd17772nzj777MALFg7atWunmjRp4q+9TpgwwRdCSABYcMDmf9MlKiaIJ1w44ogj1MKFC4OkIcK49NJLfeGAsEs0LyTieZ5q1qyZf6icJAohyAUXXKAgHoGlXwg8TAerFi1btjS9KFywaPAhmwhQuJBNrcWykgAJZAQBChcyohlYCBIgARIgARLIKgIULmRVc+WrsGHCBUnwjz/+UG+++aZ/igYmnMTh9BCcqtG1a1d10EEHiXehXSlcSA01hQupcWOs9BOgcCH9TJliJAFZRDzxxBPVJ598EhkgR30oXMjRhs/ialO4kMWNx6IXewIcXxT7Js7pClK4kNPNz8qTAAmQAAmQAAmQQFQCMucYNUCOvCgI4QIEERAeQExgujDhAiwN3HzzzQqHsmFDfTSHfv2NN96oHnroIfXvf/87NNiOHTvUXXfdpQYNGuRbew8NZHjuv//+CgIECB7C3NChQ31hxW+//Rb2OvA788wz1TPPPBNYbJAXiYoJ4gkX+vbt61uJkHTlut9++6mNGzf6j4nmJXFhcaJTp04KgoRYDkKSxx9/XF1xxRURwSDmEAeW5gF64h92BXOIJCDAMAUZYWGj+YEZvgk6EkiFQEYKF157bYiqUKF8KvVhHBIgARIocAIPPviUmjRpmr+xbMCAAUnnh/+08Z83HQmQAAmQAAmQQO4QEOFC//63qOOPPzp3Kp6DNe3cuZc2bbrKn9xr3759VAKYBBo5cqQaN25cYG4UAoLzzz/ft8KAU0EKy1G4kBpp2Vh0/PHHh55ak1qqjEUCyRO4/fbb/VN5cMXkebKOY9RkieVmeFlEpHDBbn8RLuy3X1n1+uvD7Jd8IoEMJHD22Vdqs/e/+ye2tWjRIukSwhT93nvvnXQ8RiABEohPgOOL+IwYInsJwOIkHASwxxxzTNIVwaaoaBujkk6MEUiABEiABEiABEiABDKGQM2aNdWSJUsULC5Ur149Y8pVWAWZMWOGwqFnBSFcQB2wkf+qq66yqhMmXJAAU6ZM8S01zJ07V5lCAWycb9SokXr44YfVscceK8FjXr/88kv16KOPqgULFqhFixap33//PQiPzfb169dX1113nerYsaMqVapU8C7s5qeffvKFFZ999pnasGFDEARzVLVr11a33Xab6tChQ+Bv3iQqJognXAAPHEIHyxDikD+4oB3hEs1L4uMKochTTz2lhgwZohYvXqz+/PPP4DX2F2AsBY64D3MULoRRoV82EMhI4UI2gGMZSYAESAAn4lK4wO+ABEiABEiABEggEQIiXEgkLMMUDwI4lSSWcEFqiYkumFiFiGHevHnirerUqeNP2HXu3FmVKVMm8C+IGwoXUqMqG4tSi81YJJB+AhQupJ8pU8wjQOFCHgvzToQLph/vSSAbCMDUPIUL2dBSLGMuEeD4IpdaO3frSuFC7rY9a04CJEACJEACJEACYQTEmvB///tfhTFRrjlZP05UuFBYfLCZHtYAVq5cqWrUqBFhxSDZcuzevVtBfLB69Wo/rapVq6Z8MAYsCkAIUbFiRb9s//znP5MtTr7CQzixdOlShfly1COdFgcgWoB4YevWrf46cbly5fJV1liRaXEhFh2+KwwCFC4UBmXmQQIkUCwJULhQLJuVlSIBEiABEiCBAiEgE08FkjgTzUgCiQoXzMLPnDlT/e9//9MnNr8enDyCEz4ggOjRo4d/+ogZPl33FC6kRpIbi1LjxlgFR4DChYJjy5SVvxCzfv16RYsL9tdA4YLNg0/ZQ4DChexpK5Y0dwhwfJE7bZ3LNaVwIZdbn3UnARIgARIgARIggUgCFC5UUmvXrk3Y4kIkQfqQQGoEKFxIjRtjpY9ARgoXVq+ers2bVExfLZkSCZAACaSRQKdOvdTzz49XFC6kESqTIgESIAESIIFiTkCEC2+/PUKde+7Jxby2uV29unXP0mZPF6tUhAsgBxHBjh07fAEDTIPCRK644447TnXr1k1ddNFFKZ9EImmZVwoXTBqJ38vGIkysY+MqHQkUFQFZ3KFwoahaIDfypcWF8HYW4UKlSgfoE8P2mAQPD0lfEsgMAqVLH6W2b9+hKFzIjPZgKUjAJMDxhUmD98WNAE4hxamtFC4Ut5ZlfUiABEiABEiABEggfwRkbpsWF97W68fn5g8mY5NAEgQoXEgCFoMWCAEKFwoEKxMlARIozgQoXCjOrcu6kQAJkAAJkEDBEKBwoWC4ZmKq6RAulChRwq8aFvUnTZqkhg8frt555x0FU6pw+++/v7ryyit9EUO1atV8v/z8ReFCavS4sSg1boyVfgKyuEPhQvrZMsU8AhQu5LEw7yhcMGnwPhsIULiQDa3EMuYqAY4vcrXlc6PeFC7kRjuzliRAAiRAAiRAAiSQLAGZ26ZwgcKFZL8dhs8fAQoX8sePsfNPgMKF/DNkCiRAAjlGgMKFHGtwVpcESIAESIAE0kCAwoU0QMySJNIpXDCrvHr1agULDKNGjVJr1qzxX2Hh/8wzz/QFDGeffbb6v//7PzNKwvcULiSMygrIjUUWDj4UIQFZ3KFwoQgbIQeypnAhvJEpXAjnQt/MJUDhQua2DUtGAhxf8BsozgQoXCjOrcu6kQAJkAAJkAAJkEDqBGRum8IFChdS/4oYMxUCFC6kQo1x0kmAwoV00mRaJEACOUGAwoWcaGZWkgRIgARIgATSSoDChbTizOjECkq4IJX+66+/FCaThg0bpqZMmSLeqnr16qpr166qS5cuvkWG4EUCNxQuJAApJAg3FoVAoVeREJDFHQoXigR/zmRK4UJ4U1O4EM6FvplLgMKFzG0blowEOL7gN1CcCVC4UJxbl3UjARIgARIgARIggdQJyNw2hQsULqT+FTFmKgQoXEiFGuOkkwCFC+mkybRIgARyggCFCznRzKwkCZAACZAACaSVAIULacWZ0YkVtHDBrPzixYvV0KFD1ejRo9XmzZv9V3vvvbf6z3/+41thOP74483gUe8pXIiKJuYLbiyKiYcvC5GALO5QuFCI0HMwKwoXwhudwoVwLvTNXAIULmRu27BkJMDxBb+B4kyAwoXi3LqsGwmQAAmQAAmQAAmkTkDmtilcoHAh9a+IMVMhQOFCKtQYJ50EKFxIJ02mRQIkkBMEKFzIiWZmJUmABEiABEggrQQoXEgrzoxOrDCFCwJi586dauzYsWr48OHqyy+/FG/VsGFDX8DQoUMHtc8++wT+7g2FCy6RxJ65sSgxTgxV8ARkcYfChYJnncs5ULgQ3voULoRzoW/mEqBwIXPbhiUjAY4v+A0UZwIULhTn1mXdSIAESIAESIAESCB1AjK3TeEChQupf0WMmQoBChdSocY46SRA4UI6aTItEiCBnCBA4UJONDMrSQIkQAIkQAJpJUDhQlpxZnRiRSFcMIHMnj3bFzCMGzdOQdAAV7ZsWXX55Zer7t27q9q1a5vB/XsKFyKQJOTBjUUJYWKgQiAgizsULhQC7BzOgsKF8MancCGcC30zlwCFC5nbNiwZCXB8wW+gOBOgcKE4ty7rRgIkQAIkQAIkQAKpE5C5bQoXKFxI/StizFQIULiQCjXGSScBChfSSZNpkQAJ5AQBChdyoplZSRIgARIgARJIKwEKF9KKM6MTK2rhgsDZvHmzeu6559RTTz2lfvjhB/FWrVq18q0wtGnTRkGwAEfhQoAnqRtuLEoKFwMXIAFZ3KFwoQAhM2lF4UL4R0DhQjgX+mYuAQoXMrdtWDIS4PiC30BxJkDhQnFuXdaNBEiABEiABEiABFInIHPbFC5QuJD6V8SYqRCgcCEVaoyTTgIULqSTJtMiARLICQIULuREM7OSJEACJEACJJBWAhQupBVnRieWKcIFE9LkyZN9KwyvvfZa4F25cmV19dVXq65du6qDDz5Y7d69W33xxReqadOmQRjexCbAjUWx+fBt4RGQxR0KFwqPeS7mROFCeKtTuBDOhb6ZS4DChcxtG5aMBDi+4DdQnAlQuFCcW5d1IwESIAESIAESIIHUCcjcNoULFC6k/hUxZioEKFxIhRrjpJMAhQvppMm0SIAEcoIAhQs50cysJAmQAAmQAAmklQCFC2nFmdGJZaJwQYCtWbNGjRw5Uo0YMUKtWrVKvIPr7NmzVePGjYNn3sQmwI1FsfnwbeERkMUdChcKj3ku5kThQnirU7gQzoW+mUuAwoXMbRuWjAQ4vuA3UJwJULhQnFuXdSMBEiABEiABEiCB1AnI3DaFCxQupP4VMWYqBChcSIUa46STAIUL6aTJtEiABHKCAIULOdHMrCQJkAAJkAAJpJUAhQtpxZnRiWWycMEE98Ybb6hhw4apjz76KPCeNWuWatKkSfDMm9gEuLEoNh++LTwCsrhD4ULhMc/FnChcCG91ChfCudA3cwlQuJC5bcOSkQDHF/wGijMBCheKc+uybiRAAiRAAiRAAiSQOgGZ26ZwgcKF1L8ixkyFAIULqVBjnHQSoHAhnTSZFgmQQE4QoHAhJ5qZlSQBEiABEiCBtBKgcCGtODM6sWwRLgjEpUuX+gKG5557Tr377ruqadOm8orXOAS4sSgOIL4uNAKyuEPhQqEhz8mMKFwIb3YKF8K50DdzCVC4kLltw5KRAMcX/AaKMwEKF4pz67JuJEACJEACJEACJJA6AZnbpnCBwoXUvyLGTIUAhQupUGOcdBKgcCGdNJkWCZBAThCgcCEnmpmVJAESIAESIIG0EqBwIa04MzqxbBMumDC3bdumSpcubXrxPgYBbiyKAYevCpWALO5QuFCo2HMuMwoXwpucwoVwLvTNXAIULmRu27BkJMDxBb+B4kyAwoXi3LqsGwmQAAmQAAmQAAmkTkDmtilcoHAh9a+IMVMhQOFCKtQYJ50EKFxIJ02mRQIkkBMEKFzIiWZmJUmABEiABEggrQQoXEgrzoxOLJuFCxkNNgMLx41FGdgoOVokWdyhcCFHP4BCqjaFC+GgKVwI50LfzCVA4ULmtg1LRgIcX/AbKM4EKFwozq3LupEACZAACZAACZBA6gRkbpvCBQoXUv+KGDMVAhQupEKNcdJJgMKFdNJkWiRAAjlBgMKFnGhmVpIESIAESIAE0kqAwoW04szoxChcyOjmSWvhuLEorTiZWD4IyOIOhQv5gMiocQlQuBCOiMKFcC70zVwCFC5kbtuwZCTA8QW/geJMgMKF4ty6rBsJkAAJkAAJkAAJpE5A5rYpXKBwIfWviDFTIUDhQirUGCedBChcSCdNpkUCJJATBChcyIlmZiVJgARIgARIIK0EKFxIK86MTozChYxunrQWjhuL0oqTieWDgCzuULiQD4iMGpcAhQvhiChcCOdC38wlQOFC5rYNS0YCHF/wGyjOBChcKM6ty7qRAAmQAAmQAAmQQOoEZG4714UL9evXVxUqVEgdJGOSQJIENmzYoObPn6+qVKmiFi5cmGTsPcFLliypMNajI4FUCFC4kAo1xiEBEshpAhQu5HTzs/IkQAIkQAIkkBIBChdSwpaVkShcyMpmS6nQ3FiUEjZGKgACsrhD4UIBwGWSAQEKFwIU1g2FCxYOPmQBAQoXsqCRWMScJcDxRc42fU5UnMKFnGhmVpIESIAESIAESIAEkiYgc9u5LlxIGhwjkECaCFC4kCaQTCZpAhQuJI2MEUiABHKdAIULuf4FsP4kQAIkQAIkkDwBCheSZ5atMShcyNaWS77c3FiUPDPGKBgCsrhD4ULB8GWqewhQuBD+JVC4EM6FvplLgMKFzG0blowEOL7gN1CcCVC4UJxbl3UjARIgARIgARIggdQJyNx2rgsXLr30UnX44YenDpIxSSBJArCy8PLLL9PiQpLcGDx9BChcSB9LpkQCJJAjBChcyJGGZjVJgARIgARIII0EKFxII8wMT4rChQxvoDQWjxuL0giTSeWLgCzuULiQL4yMHIcAhQvhgChcCOdC38wlQOFC5rYNS0YCHF/wGyjOBChcKM6ty7qRAAmQAAmQAAmQQOoEZG4714ULmGMECzoSKCwCEyZMUBdccAGFC4UFnPlEEMhI4cJrrw1RFSqUjygsPUiABEggEwg8+OBTatKkaapr165qwIABSRcJE7QlS5ZMOh4jkAAJkAAJkAAJZC8BES7073+LOv74o7O3Iix5XAKdO/dSy5evUk8//bRq37593PBugH/961+qRIkSrjefM5CAbCw6/vjjVf/+/TOwhCxSrhCAYOGLL75QFC7kSosXTT0pXAjnLsKF/fYrq15/fVh4IPqSQAYROPvsK9XOnb+riRMnqhYtWiRdsr322kvtvffeScdjBBIggfgEOL6Iz4ghspdAq1at/MJ/8skn6phjjkm6Iv/+978V/tCRAAmQAAmQAAmQAAkULwIULlRSa9euVRQuFK/vOhtqQ+FCNrRS8S5jRgoXijdy1o4ESKC4EKBwobi0JOtBAiRAAiRAAgVPQIQLBZ8Tc8gUAhQuZEpLFFw5ZGNRweXAlEkgOQIULiTHi6GTI0DhQjgvES6Ev6UvCWQuAQoXMrdtWLLcJcDxRe62fS7VnMKFXGpt1pUESIAESIAESIAE4hOgcIHChfhfCUMUBAEKFwqCKtNMhgCFC8nQYlgSIAESMAhQuGDA4C0JkAAJkAAJkEBMAhQuxMRTLF9SuFAsm9WqFDcWWTj4kAEEKFzIgEYoxkWgcCG8cSlcCOdC38wnQOFC5rcRS5h7BDi+yL02z8UaU7iQi63OOpMACZAACZAACZBAdAIULlC4EP3r4JuCJEDhQkHSZdqJEMhI4cLq1dNVpUoVEyk/w5AACZBAoRPo1KmXev758YrChUJHzwxJgARIgARIIGsJiHDh7bdHqHPPPTlr68GCxydQt+5ZasGCxYrChfissj2EbCzCxDo2rtKRQFERkMUdCheKqgVyI18KF8LbWYQLlSodoFavnhEeiL4kkEEESpc+Sm3fvkNRuJBBjcKikMD/J8DxBT+F4kzgH//4h/I8T1G4UJxbmXUjARIgARIgARIggeQJyNz2f//7X4UxUa65vPXjt/X68bm5Vn3WtwgJULhQhPCZtU+AwgV+CCRAAiSQJAEKF5IExuAkQAIkQAIkQAJamC0nZlC4UNw/BwoXinsL59WPG4vyWPCuaAnI4g6FC0XbDsU9dwoXwluYwoVwLvTNXAIULmRu27BkJMDxBb+B4kyAwoXi3LqsGwmQAAmQAAmQAAn8P/buA15qKu3j+IMFkK6IorCg0lSKYgdRig12X5riChYs2LGLyoIKumDBgoroiuxaUBQrCoIKKkURsaJgAwUEBCmKYAEF8p4nmNxkbu6dlrk3N/PL5+POTHJycvI9w92ZzPnnZC7gXNsmuEBwIfN3EXtmIkBwIRM19glTgOBCmJrUhQACeSFAcCEvupmTRAABBBBAIFQBgguhcka6MoILke6eUBvHwKJQOaksCwHnxx2CC1kgsmtSAYILwUQEF4JdWBtdAYIL0e0bWoYA3y94D8RZgOBCnHuXc0MAAQQQQAABBDIXcK5tE1wguJD5u4g9MxEguJCJGvuEKUBwIUxN6kIAgbwQILiQF93MSSKAAAIIIBCqAMGFUDkjXRnBhUh3T6iNY2BRqJxUloWA8+MOwYUsENk1qQDBhWAiggvBLqyNrgDBhej2DS1DgO8XvAfiLEBwIc69y7khgAACCCCAAAKZCzjXtgkuEFzI/F3EnpkIEFzIRI19whQguBCmJnUhgEBeCBBcyItu5iQRQAABBBAIVYDgQqicka6M4EKkuyfUxjGwKFROKstCwPlxh+BCFojsmlSA4EIwEcGFYBfWRleA4EJ0+4aWIcD3C94DcRYguBDn3uXcEEAAAQQQQACBzAWca9sEFwguZP4uYs9MBAguZKLGPmEKEFwIU5O6EEAgLwQILuRFN3OSCCCAAAIIhCpAcCFUzkhXRnAh0t0TauMYWBQqJ5VlIeD8uENwIQtEdk0qQHAhmIjgQrALa6MrQHAhun1DyxDg+wXvgTgLEFyIc+9ybggggAACCCCAQOYCzrVtggsEFzJ/F7FnJgIEFzJRY58wBQguhKlJXQggkBcCBBfyops5SQQQQAABBEIVILgQKmekKyO4EOnuCbVxDCwKlZPKshBwftwhuJAFIrsmFSC4EExEcCHYhbXRFSC4EN2+oWUI8P2C90CcBQguxLl3OTcEEEAAAQQQQCBzAefaNsEFgguZv4vYMxMBgguZqLFPmAIEF8LUpC4EEMgLAYILedHNnCQCCCCAAAKhChBcCJUz0pURXIh094TaOAYWhcpJZVkIOD/uEFzIApFdkwoQXAgmIrgQ7MLa6AoQXIhu39AyBPh+wXsgzgIEF+Lcu5wbAggggAACCCCQuYBzbZvgAsGFzN9F7JmJAMGFTNTYJ0wBggthalIXAgjkhQDBhbzoZk4SAQQQQACBUAUILoTKGenKCC5EuntCbRwDi0LlpLIsBJwfdwguZIHIrkkFCC4EExFcCHZhbXQFCC5Et29oGQJ8v+A9EGcBggtx7l3ODQEEEEAAAQQQyFzAubZNcIHgQubvIvbMRIDgQiZq7BOmAMGFMDWpCwEE8kKA4EJedDMniQACCCCAQKgCBBdC5Yx0ZQQXIt09oTaOgUWhclJZFgLOjzsEF7JAZNekAgQXgokILgS7sDa6AgQXots3tAwBvl/wHoizAMGFOPcu54YAAggggAACCGQu4FzbJrhAcCHzdxF7ZiJAcCETNfYJU4DgQpia1IUAAnkhQHAhL7qZk0QAAQQQQCBUAYILoXJGujKCC5HunlAbx8CiUDmpLAsB58cdggtZILJrUgGCC8FEBBeCXVgbXQGCC9HtG1qGAN8veA/EWYDgQpx7l3NDAAEEEEAAAQQyF3CubRNcILiQ+buIPTMRILiQiRr7hClAcCFMTepCAIG8ECC4kBfdzEkigAACCCAQqgDBhVA5I10ZwYVId0+ojWNgUaicVJaFgPPjDsGFLBDZNakAwYVgIoILwS6sja4AwYXo9g0tQ4DvF7wH4ixAcCHOvcu5IYAAAggggAACmQs417YJLhBcyPxdxJ6ZCBBcyESNfcIUILgQpiZ1IYBAXggQXMiLbuYkEUAAAQQQCFWA4EKonJGujOBCpLsn1MYxsChUTirLQsD5cYfgQhaI7JpUgOBCMBHBhWAX1kZXgOBCdPuGliHA9wveA3EWILgQ597l3BBAAAEEEEAAgcwFnGvbBBcILmT+LmLPTAQILmSixj5hChBcCFOTuhBAIC8ECC7kRTdzkggggAACCIQqQHAhVM5IV0ZwIdLdE2rjGFgUKieVZSHg/LhDcCELRHZNKkBwIZiI4EKwC2ujK0BwIbp9Q8sQ4PsF74E4CxBciHPvcm4IIIAAAggggEDmAs61bYILBBcyfxexZyYCBBcyUWOfMAUILoSpSV0IIJAXAgQX8qKbOUkEEEAAAQRCFSC4ECpnpCsjuBDp7gm1cQwsCpWTyrIQcH7cIbiQBSK7JhUguBBMRHAh2IW10RUguBDdvqFlCPD9gvdAnAUILsS5dzk3BBBAAAEEEEAgcwHn2jbBBYILmb+L2DMTAYILmaixT5gCBBfC1KQuBBDICwGCC3nRzZwkAggggAACoQoQXAiVM9KVEVyIdPeE2jgGFoXKSWVZCDg/7hBcyAKRXZMKEFwIJiK4EOzC2ugKEFyIbt/QMgT4fsF7IM4CBBfi3LucGwIIIIAAAgggkLmAc20734MLzZs3l5o1a2YOyZ4IpCmwZs0amTdvntSpU0e+/PLLNPfeVrxSpUqi3/VYEMhEgOBCJmrsgwACeS1AcCGvu5+TRwABBBBAICMBggt+tq1bt8q55w6Q//3vNv+GGLwiuBCDTkzxFBhYlCIUxXIu4Py4Q3Ah59R5fQCCC8HdT3Ah2IW10RUguBDdvqFlCPD9ouj3wLnnniu1atWSW2+9tehCbIm0AMGFSHcPjUMAAQQQQAABBEpNwLm2ne/BhVLrAA6c9wIEF/L+LVBqAJEMLlx9dR+pUqVyqaFwYAQQQKA4gfHjp8jcuV/IhRdeKHfccUdxRQO36QVaTR2yIIAAAggggED+COy5556yYsUK6dWrszRuvHf+nHgRZ/r55wvl2WcnyRVXnC3Vq1ctolTZXP3AA0/I6tU/ykMPPSSnnnpq2iexww47SMWKFdPejx1KXsAZWNS4cWPzb7tXyTeAIyLwl8DYsWNlwYIFQnCBt0QuBQguBOtOnDhROnfubK5lV5Krrz43uBBrEYiQwE033We3ZtKkSXLUUUel3bIdd9xRKlSokPZ+7IAAAskF+H5RtNFtt90m5cqVk+uuu67oQmyJtMBNN91kt2/69Oly0EEHpd3W8uXLi/7HggACCCCAAAIIIBAvAYILe8jKlSvt35j0tyYWBEpKQGdZGDduHDMulBQ4xykkEMngQqFWsgIBBBCIoADBhQh2Ck1CAAEEEEAgogLOjAsRbR7NyoEAwYUcoEasSmdgUcSaRXPyWIDgQh53fgmcOsGFYGRnxoXgraxFILoCBBei2ze0LH8F+H6Rv32fT2c+bdo0Ofjgg9M+ZYILaZOxAwIIIIAAAgggUCYECC5sCy7oNUa1YEGgpATGjx8v3bt3J7hQUuAcp5BAZIILa9eulZNOOqlQA9NZYVmWbN26NZ1dKIsAAghkLNC1a1d71oV0K2DGhXTFKI8AAggggEDZF+jRo4esWbMm4xOJ03ed33//XT788EPbQj8XtWrVyr5zYsY4Ed2xX79+cswxx6TdOmZcSJus1HZ49NFHRf/LZtmyZUs2u7MvAj6B0047TU4//XTfulRe8B01FSXKEFwIfg+8++679mwnwVtTW6vXs/WzHgsCJSlw++23S4sWLdI+JDMupE3GDgikLMD3i2Cqjz/+WH799Vd7Y+XKlaVly5bBBVlbJgTuvfdeMxNp+neSJbhQJrqXRiKAAAIIIIAAAmkLEFwguJD2m4YdQhEguBAKI5VkIRCZ4EIW5+DuumnTJvnzzz/d1zxBAAEEoijAoJAo9gptQgABBBBAINoC+j1Hv+/EYbn22mvlwQcfdE/l4Ycflp49e7qv8/0JwYX8egf88ssv+XXCnG0kBfiOGsluiVyjCC7krkt+++03bsaTO15qDlmA4ELIoFSHQMgCcft+sWTJEmnevLkb8CtXrpx89tlnUr9+/ZDlqC7qAgQXot5DtA8BBBBAAAEEEMhMgOACwYXM3jnsla0AwYVsBdk/WwGCC9kKsj8CCCCQpgCDQtIEozgCCCCAAAII2AHtOAQXdGBekyZNZN26dfZAAx2EcMQRR8iUKVPo5b8ECC7k11shbgOL8qv34nO2fEeNT1/m8kwILuROl+BC7mypOXwBggvhm1IjAmEKxO37Rd++feXxxx/3EfXu3VtGjhzpW8eL+AsQXIh/H3OGCCCAAAIIIJCfAgQXCC7k5zu/9M+a4ELp90G+t4DgQr6/Azh/BBAocQEGhZQ4OQdEAAEEEECgzAvEZcaFxx57TC655BKpVq2avPXWW3LwwQfbfTNnzhzZb7/9ynw/hXECBBfCUCw7dcRtYFHZkaelXgG+o3o1eF6UAMGFomSyX09wIXtDaig5AYILJWfNkRDIRCBu3y9q1aolGzdulBYtWoie27fffisVK1aU1atXZ8LDPmVYgOBCGe48mo4AAggggAACCBQjQHCB4EIxbw825VCA4EIOcak6JQGCCykxUQgBBBAIT4BBIeFZUhMCCCCAAAL5IhCX4MJhhx0mX3zxhVx99dVy5513Stu2bWXGjBly1llnyYgRI/KlO4s9T4ILxfLEbmPcBhbFroPy5IT4jponHZ3laRJcyBKwmN0JLhSDw6bICRBciFyX0CAEfAJx+n6hsyr079/fPr/XXnvNfjzhhBPsx9tuu010NgaW/BEguJA/fc2ZIoAAAggggEB+CRBcILiQX+/46JwtwYXo9EW+toTgQr72POeNAAKlJsCgkFKj58AIIIAAAgiUWYE4BBd0VoVjjjlGypUrJ4sXL5Z69erJuHHjpGfPnlKpUiVZsGCBPRNDme2kkBpOcCEkyDJSTZwGFpURcpoZIMB31AAUVhUSILhQiCS0FQQXQqOkohIQILhQAsgcAoEsBOL0/eKAAw6wZ1ioXr26LFu2zFapW7eu/Pzzz7LPPvvI3Llzs5Bi17ImQHChrPUY7UUAAQQQQAABBFITILhAcCG1dwqlwhYguBC2KPWlK0BwIV0xyiOAAAJZCjAoJEtAdkcAAQQQQCAPBeIQXDj//PPlqaeeEr1D4quvvmr34ubNm6V27dqydu1aueOOO+TCCy/Mw971nzLBBb9H3F/FaWBR3PsqzufHd9Q4925450ZwITzLxJoILiSK8DrKAgQXotw7tA0Bkbh8v1iyZIk0a9bM7tLevXvLSy+9ZD/v2rWrPP744/bzefPmSf369en2PBEguJAnHc1pIoAAAggggEDeCRBcILiQd2/6iJwwwYWIdEQeN4PgQh53PqeOAAKlI8CgkNJx56gIIIAAAgiUZYGyHlzQYEKTJk1k06ZN9oCDLl26uN1xww03yJAhQ6RBgwbyySefuOvz9QnBhfzq+bgMLMqvXovf2fIdNX59moszIriQC9VtdRJcyJ0tNYcvQHAhfFNqRCBMgbh8v+jVq5dMnDhRtt9+e1m3bp1UrVrVZtqwYYPUqFFDtmzZIjrASW+OwJIfAgQX8qOfOUsEEEAAAQQQyD8BggsEF/LvXR+NMya4EI1+yOdWEFzI597n3BFAoFQEGBRSKuwcFAEEEEAAgTItUNaDC8OHD5cbb7xR6tWrJ4sWLRL9POQsK1eulDp16sjWrVvllVdekaOPPtrZlJePBBfyq9vjMrAov3otfmfLd9T49WkuzojgQi5Ut9VJcCF3ttQcvgDBhfBNqRGBMAXi8v3CCSe0adNGJk+e7AsudOrUSd5++2031BCmH3VFV4DgQnT7hpYhgAACCCCAAALZCBBcILiQzfuHfTMXILiQuR17hiNAcCEcR2pBAAEEUhZgUEjKVBREAAEEEEAAgb8EynJwwbIsadq0qSxdulSGDh0qAwYMKNSv3bt3F71A0q1bNxkzZkyh7fm0guBCPvW2SFwGFuVXr8XvbPmOGr8+zcUZEVzIheq2Ogku5M6WmsMXILgQvik1IhCmQBy+XwwaNEjuvvtum+W1116T1q1b+4ILs2bNkhNOOMHeftVVV8lNN90UJiF1RVSA4EJEO4ZmIYAAAggggAACWQoQXCC4kOVbiN0zFCC4kCEcu4UmQHAhNEoqQgABBFITYFBIak6UQgABBBBAAIECgbIcXNCBBj169BAdkK+zK9SsWbPgxP56NmXKFDn++OPtmRi+/vpr0cGR+boQXMivno/DwKL86rF4ni3fUePZr2GfFcGFsEUL6iO4UGDBs+gLEFyIfh/RwvwWiMP3i4YNG8oPP/wg++yzj8ydO9fu0KpVq9qPGzZssB+dMvr5ZOHChfnd6Xly9gQX8qSjOU0EEEAAAQQQyDsBggsEF/LuTR+REya4EJGOyONmEFzI487n1BFAoHQEGBRSOu4cFQEEEEAAgbIsUJaDCyeffLK8+uqr0qtXLxk7dmxgN+isDI0bN7YHHAwcOFD69+8fWC4fVhJcyIdeLjjHOAwsKjgbnpVVAb6jltWeK9l2E1zInTfBhdzZUnP4AgQXwjelRgTCFCjr3y+8syncdttt0rdvX5snMbgwcuRI97qBMytDmI7UFT0BggvR6xNahAACCCCAAAIIhCFAcIHgQhjvI+pIX4DgQvpm7BGuAMGFcD2pDQEEEEgqwKCQpEQUQAABBBBAAIEEgbIaXFi6dKk0bdpUNJgwc+ZMadOmTcKZFby8++675eqrr7ZnW9BZF/QzUz4uBBfyq9fL+sCi/Oqt+J4t31Hj27dhnhnBhTA1/XURXPB78CraAgQXot0/tA6Bsv794sgjj5RPP/1Utt9+e1m3bp3boXXr1rWfL1u2zF1Xo0YN2bJli7Ro0ULeeecddz1P4ilAcCGe/cpZIYAAAggggAACBBcILvCvoHQECC6UjjtHLRAguFBgwTMEEECgRAQYFFIizBwEAQQQQACBWAmU1eDCjTfeKMOHD7fDC/PmzSu2T9avXy+77babbNq0SZ588knp0qVLseXjupHgQlx7Nvi8yvrAouCzYm1ZE+A7alnrsdJpL8GF3LkTXMidLTWHL0BwIXxTakQgTIGy/v3CmVlBBy899dRTxdLorI4TJ06UcuXKiV5PYIm3AMGFePcvZ4cAAggggAAC+StAcIHgQv6++0v3zAkulK4/RxchuMC7AAEEEChhAQaFlDA4h0MAAQQQQCAGAmUxuLB582Zp0KCB/Pjjj/Lggw/KhRdemLQnzjnnHHnkkUekXbt2MmHChKTl41iA4EIce7XocyrrA4uKPjO2lCUBvqOWpd4qvbYSXMidPcGF3NlSc/gCBBfCN6VGBMIUKMvfL/r27SuPP/64zaE3Pqhfv36xNEuWLJFmzZrZZXr37i0jR44stjwby7YAwYWy3X+0HgEEEEAAAQQQKEqA4ALBhaLeG6zPrQDBhdz6UntygVgFF5KfLiUQQAABBBBAAAEEEEAAAQRKQuCJJ56QM844QypVqiSrV6+2H5Md96OPPpKDDz7YLrZgwQJp2LBhsl3YjgACCCCAAAIlIEBwoQSQOQQCCCCAAAJ5LLDTTjvJxo0b7RsgLFy4MCUJvWbwzTffSI0aNeSnn35KaR8KIYAAAggggAACCCCAQHQECC4QXIjOuzG/WkJwIb/6O4pnS3Ahir1CmxBAAAEEEEAAAQQQQACBMi7QunVreffdd0Xvmnj//fenfDaHHXaYvP/++3LFFVfI8OHDU96PgggggAACCCCQOwGCC7mzpWYEEEAAAQTyXWDcuHHSs2dPm+Hpp5+WU045JSWSTPdLqXIKIYAAAggggAACCCCAQM4FCC5sCy7kHJoDIFCEQJ06deTLL78sYmvxq/XmhTqjNwsCmQgQXMhEjX0QQAABBBBAAAEEEEAAAQSKFJg/f740a9bM3p7uzAmPPvqonH322VKtWjVZtWqVVKhQocjjsAEBBBBAAAEESkaA4ELJOHMUBBBAAAEE8lHAmTmhevXqsm7durQIdLaFn3/+Oa2ZGtI6AIURQAABBBBAAAEEEEAgZwIEFwgu5OzNRcUpCRBcSImJQjkQILiQA1SqRAABBBBAAAEEEEAAAQTyWeCCCy6QUaNGSdu2bWXatGlpUWzatEl22203Wb9+vYwePVr69OmT1v4URgABBBBAAIHwBQguhG9KjQgggAACCCAgsmTJEtl7773Fsiz7+79eB0hnOffcc+W///2vlCtXThYtWiT169dPZ3fKIoAAAggggAACCCCAQCkK5HtwQWeu199FM102b94sf/75Z6a7sx8C9g0EDzvssIwkmHEhIzZ2+kuA4AJvBQQQQAABBBBAAAEEEEAAgdAENHCwxx57yG+//Sbjxo2Tf/7zn2nX3a9fP7nrrrukadOmMm/evLT3ZwcEEEAAAQQQCFeA4EK4ntSGAAIIIIAAAtsEunfvLuPHj7dfaHghaGnfvr29+q233grabIcWdEO3bt3kxRdfDCzDSgQQQAABBBBAAAEEEIieQL4HF7LtEQ0tZBN8yPb47J/fAgQX8rv/sz17ggvZCrI/AggggAACCCCAAAIIIICAKzBixAi57LLLpHbt2rJ06VLZYYcd3G2pPvnuu+9kr732su+4OHv2bDn88MNT3ZVyCCCAAAIIIJADAYILOUClSgQQQAABBBCwrxls2bKl2BkbdTYFXYoKNrRs2VI++eQTuy7uNsqbCgEEEEAAAQQQQACBsiNAcCG7viK4kJ0fe2cnQHAhO79835vgQr6/Azh/BBBAAAEEEEAAAQQQQCBEgUaNGsnChQvlhhtukJtvvjnjmjt27CivvfaanHnmmfLoo49mXA87IoAAAggggED2AgQXsjekBgQQQAABBBDwCyxZskQaNGggGlyYOXOmtGnTxl/gr1fJggtvv/22HHXUUbL99tvLN998I/Xr1w+sh5UIIIAAAggggAACCCAQLQGCC9n1B8GF7PzYOzsBggvZ+eX73gQX8v0dwPkjgAACCCCAAAIIIIAAAiEJvPXWW9KhQwfZbrvtZPny5fasC5lW/fLLL0vXrl2lQoUKsmrVKqlWrVqmVbEfAggggAACCGQpQHAhS0B2RwABBBBAAIEiBTR4UFRoQXdKFlzQMsnq0DIsCCCAAAIIIIAAAgggEC0BggvZ9QfBhez82Ds7AYIL2fnl+94EF/L9HcD5I4AAAggggAACCCCAAAIhCZx88sny3HPPSffu3eWFF17IqtatW7fK3nvvLd99953ccccd0q9fv6zqY2cEEEAAAQQQyFyA4ELmduyJAAIIIIAAAtkJpBJcyO4I7I0AAggggAACCCCAAAKlIUBwITt1ggvZ+bF3dgIEF7Lzy/e9CS7k+zuA80cAAQQQQAABBBBAAAEEQhBYuXKl1KlTRzRwMGXKFDn22GOzrnXo0KFy/fXXS7169WTx4sXuXRazrpgKEEAAAQQQQCAtAYILaXFRGAEEEEAAAQRCFCC4ECImVSGAAAIIIIAAAgggECEBggvZdQbBhez82Ds7AYIL2fnl+94EF/L9HcD5I4AAAggggAACCCCAAAIhCNx0000yePBgadiwoSxYsCCEGkXWrl0rtWvXls2bN8vkyZOlY8eOodRLJQgggAACCCCQngDBhfS8KI0AAggggAAC4QkQXAjPkpoQQAABBBBAAAEEEIiSAMGF7HqD4EJ2fuydnQDBhez88n1vggv5/g7g/BFAAAEEEEAAAQQQQACBLAV0lgWdbUFnXRg+fLhcccUVWdZYsHuvXr3k6aefls6dO8vLL79csIFnCCCAAAIIIFBiAgQXSoyaAyGAAAIIIIAAAggggAACCCCAAAIIIJAXAgQXsutmggvZ+bF3dgIEF7Lzy/e9CS7k+zuA80cAAQQQQAABBBBAAAEEshR4/vnnpUePHlKhQgVZtWqVVKtWLcsaC3afOXOmHH300bLddtvJokWLpF69egUbeYYAAggggAACJSJAcKFEmDkIAggggAACCCCAAAIIIIAAAggggAACeSNAcCG7ria4kJ0fe2cnQHAhO79835vgQr6/Azh/BBBAAAEEEEAAAQQQQCBLgWOOOUbefPNN6dOnj4wePTrL2grv3qxZM5k/f74MGDBAhg4dWrgAaxBAAAEEEEAgpwIEF3LKS+UIIIAAAggggAACCCCAAAIIIIAAAgjknQDBhey6nOBCdn7snZ0AwYXs/PJ9b4IL+f4O4PwRQAABBBBAAAEEEEAAgSwEFi5cKI0aNbJrmDdvnjRt2jSL2oJ3ffDBB+Xiiy+WmjVrysqVK2WHHXYILshaBBBAAAEEEMiJAMGFnLBSKQIIIIAAAggggAACCCCAAAIIIIAAAnkrQHAhu64nuJCdH3tnJ0BwITu/fN+b4EK+vwM4fwQQQAABBBBAAAEEEEAgC4HLL79c7rvvPjn88MNl9uzZWdRU9K6//fab1KpVS/Rx7Nix0qtXr6ILswUBBBBAAAEEQhcguBA6KRUigAACCCCAAAIIIIAAAggggAACCCCQ1wIEF7LrfoIL2fmxd3YCBBey88v3vQku5Ps7gPNHAAEEEEAAAQQQQAABBDIU2LRpk+y2226yfv16eeyxx6R3794Z1pR8t759+8oDDzwgbdq0kZkzZybfgRIIIIAAAgggEJoAwYXQKKkIAQQQQAABBBBAAAEEEEAAAQQQQAABBIwAwYXs3gYEF7LzY+/sBAguZOeX73sTXMj3dwDnjwACCCCAAAIIIIAAAghkKDB69Gg577zzpGbNmrJ8+XKpUKFChjUl323+/PnSrFkzu+C8efOkadOmyXeiBAIIIIAAAgiEIkBwIRRGKkEAAQQQQACBDATat29v7/XWW29lsDe7IIAAAggggAACCCCAQFQFCC5k1zNbtmyRzZs3Z1cJeyOQoUD58uWlXLlyGe7NbvkuQHAh398BnD8CCCCAAAIIIIAAAgggkKGABgk0UHDNNdfIsGHDMqwl9d3atm0rM2bMkIsuusiefSH1PSmJAAIIIIAAAtkIEFzIRo99EUAAAQQQQCAbAWcghGVZ2VTDvggggAACCCCAAAIIIBAxAYILEesQmoMAAgiUkADBhRKC5jAIIIAAAggggAACCCCAQJwEZs+eLa1atbLvpLB48WKpV69ezk9v3Lhx0rNnT9GpJ1evXm0/5vygHAABBBBAAAEEhOACbwIEEEAAAQQQKC0BggulJc9xEUAAAQQQQAABBBDIrQDBhdz6UjsCCCAQVQGCC1HtGdqFAAIIIIAAAggggAACCERYoHfv3jJmzBjp1KmTTJo0qURaqtOd1q5dW9auXSsjR46Uiy++uESOy0EQQAABBBDIdwGCC/n+DuD8EUAAAQQQKD0BggulZ8+REUAAAQQQQAABBBDIpQDBhVzqUjcCCCAQXQGCC9HtG1qGAAIIIIAAAggggAACCERSQIMDderUkU2bNsmECRNELyyW1HL99dfL0KFDpWnTpjJv3rySOizHQQABBBBAIK8FCC7kdfdz8ggggAACCJSqAMGFUuXn4AgggAACCCCAAAII5EyA4ELOaKkYAQQQiLQAwYVIdw+NQwABBBBAAAEEEEAAAQSiJzBs2DC57rrrpF69erJ48WJxBhGUREtXrlxphya2bt0q06dPl6OPProkDssxEEAAAQQQyGsBggt53f2cPAIIIIAAAqUq4FxzsCyrVNvBwRFAAAEEEEAAAQQQQCBcAYIL4XpSGwIIIFBWBAgulJWeop0IIIAAAggggAACCCCAQAQEdKDAXnvtJd99953ceuut0r9//xJvVbdu3eSll16Snj17ylNPPVXix+eACCCAAAII5JsAwYV863HOFwEEEEAAgegIEFyITl/QEgQQQAABBBBAAAEEwhQguBCmJnUhgAACZUeA4ELZ6StaigACCCCAAAIIIIAAAgiUusCkSZPkH//4h+ywww6isx/UrFmzxNv0+uuvywknnFCqbSjxk+aACCCAAAIIlKIAwYVSxOfQCCCAAAII5LnAPffcYwtcccUVeS7B6SOAAAIIIIAAAgggEC8Bggvx6k/OBgEEEEhVgOBCqlKUQwABBBBAAAEEEEAAAQQQEOci4mmnnSZPPPFEqYjorA+NGzeWhQsXypAhQ2TgwIGl0g4OigACCCCAQL4IEFzIl57mPBFAAAEEEEAAAQQQQAABBBBAAAEEECgZAec3x0GDBsngwYNL5qAcBQEEEECg1AUILpR6F9AABBBAAAEEEEAAAQQQQKBsCHz33Xey1157iQYH3nnnHWndunWpNfzuu++Wq6++WmrXri3Lly+X7bbbrtTawoERQAABBBCIuwDBhbj3MOeHAAIIIIAAAggggAACCCCAAAIIIIBAyQoQXChZb46GAAIIREWA4EJUeoJ2IIAAAggggAACCCCAAAIRF+jfv7/cfvvt0rRpU5k3b16ptnb9+vWy2267yaZNm2T8+PHStWvXUm0PB0cAAQQQQCDOAgQXgnv366+/lrFjxwZvZC0CMReoX7++nH322TE/S04PAQQQQAABBBBAAAEEEEAAAQRyJZDvwYW77rpLNmzYkCte6kUAgQgJHH300dKhQ4cItah0m0JwoXT9OToCCCCAAAIIIIAAAgggUGYEatWqJWvWrJG6detKgwYNSr3dH3/8sWiAoWPHjjJ58uRSbw8NQAABBBBAIK4CBBeCe3bChAnSpUuX4I2sRSDmAm3atJGZM2fG/Cw5PQQQQAABBBBAAAEEEEAAAQQQyJVAvgcX9thjD1m5cmWueKkXAQQiJDBgwAAZOnRohFpUuk0huFC6/hwdAQQQQAABBBBAAAEEECgTAno34dNOOy1yba1Ro4a8++67su+++0aubTQIAQQQQACBuAgQXAjuyYkTJ0rnzp3tjW3btg0uxFoEYiawbNky+eabb0TvEjZ9+vSYnR2ngwACCCCAAAIIIIAAAggggAACJSWQ78GFOnXqyPfffy/NmjWWmjV3Lil2joMAAiUoMH/+1+bGkD/JwIEDZciQISV45GgfiuBCtPuH1iGAAAIIIIAAAggggAACkRB49tlnZf78+aG05amnnpKvv/5a2rVrJ9kO8qtUqZJce+21obSLShBAAAEEEEAgWIDgQrCLM+OC3h1Nf2RkQSAfBO655x658sorhRkX8qG3OUcEoiFw77332g25/PLLo9EgWoEAAggggAACCCCAAAKhCOR7cMGZcWHChFHyf//XbVyQNgAAQABJREFUIRRTKkEAgWgJdO9+kYwfP0WYccHfLwQX/B68QgABBBBAAAEEEEAAAQQQyLFAly5dRAf6DR48WAYNGpTjo1E9AggggAACCGQrQHAhWJDgQrALa+MtQHAh3v3L2SEQRYFy5crZzbIsK4rNo00IIIAAAggggAACCCCQoQDBhT1k5cqV5jdTggsZvoXYDYHICxBcCO4iggvBLqxFAAEEEEAAAQQQQAABBBDIkQDBhRzBUi0CCCCAAAI5EiC4EAxLcCHYhbXxFiC4EO/+5ewQiKIAwYUo9gptQgABBBBAAAEEEEAgewGCCwQXsn8XUQMC0RYguBDcPwQXgl1YiwACCCCAAAIIIIAAAgggkCMBggs5gqVaBBBAAAEEciRAcCEYluBCsAtr4y1AcCHe/cvZIRBFAYILUewV2oQAAggggAACCCCAQPYCBBcILmT/LqIGBKItQHAhuH8ILgS7sBYBBBBAAAEEEEAAAQQQQCBHAgQXcgRLtQgggAACCORIgOBCMCzBhWAX1sZbgOBCvPuXs0MgigIEF6LYK7QJAQQQQAABBBBAAIHsBQguEFzI/l1EDQhEW4DgQnD/EFwIdmEtAggggAACCCCAAAIIIIBAjgQILuQIlmoRQAABBBDIkQDBhWBYggvBLqyNtwDBhXj3L2eHQBQFCC5EsVdoEwIIIIAAAggggAAC2QsQXCC4kP27iBoQiLYAwYXg/iG4EOzCWgQQQAABBBBAAAEEEEAAgRwJEFzIESzVIoAAAgggkCMBggvBsAQXgl1YG28Bggvx7l/ODoEoChBciGKv0CYEEEAAAQQQQAABBLIXILhAcCH7dxE1IBBtAYILwf1DcCHYhbUIIIAAAggggAACCCCAAAI5EiC4kCNYqkUAAQQQQCBHAgQXgmEJLgS7sDbeAgQX4t2/nB0CURRo166d3axp06ZFsXm0CQEEEEAAAQQQQAABBDIUILhAcCHDtw67IVBmBAguBHcVwYVgF9YigAACCCCAAAIIIIAAAgjkSIDgQo5gqRYBBBBAAIEcCRBcCIYluBDswtp4CxBciHf/cnYIIIAAAggggAACCCCAAAIIlJQAwQWCCyX1XuM4CJSWAMGFYHmCC8EurEUAAQQQQAABBBBAAAEEEMiRAMGFHMFSLQIIIIAAAjkSILgQDEtwIdiFtfEWILgQ7/7l7BBAAAEEEEAAAQQQQAABBBAoKQGCCwQXSuq9xnEQKC0BggvB8gQXgl1YiwACCCCAAAIIIIAAAgggkCMBggs5gqVaBBBAAAEEciRAcCEYluBCsAtr4y1AcCHe/cvZIYAAAggggAACCCCAAAIIIFBSAgQXCC6U1HuN4yBQWgIEF4LlCS4Eu7AWAQQQQAABBBBAAAEEEEAgRwIEF3IES7UIIIAAAgjkSIDgQjAswYVgF9bGW4DgQrz7l7NDAAEEEEAAAQQQQAABBBBAoKQECC4QXCip9xrHQaC0BAguBMsTXAh2YS0CCCCAAAIIIIAAAggggECOBAgu5AiWahFAAAEEEMiRAMGFYFiCC8EurI23AMGFePcvZ4cAAggggAACCCCAAAIIIIBASQkQXCC4UFLvNY6DQGkJEFwIlie4EOzCWgQQQAABBBBAAAEEEEAAgRwJEFzIESzVIoAAAgggkCMBggvBsAQXgl1YG28Bggvx7l/ODgEEEEAAAQQQQAABBBBAAIGSEiC4QHChpN5rHAeB0hIguBAsT3Ah2IW1CCCAAAIIIIAAAggggAACORIguJAjWKpFAAEEEEAgRwIEF4JhCS4UuHz66adyzTXXuCuOOuoouf76693XPImPgBNcaNWqlbz++usZnVjlypWlXLlyGe3LTgggkH8Czt8Ly7Ly7+Q5YwQQQAABBBBAAAEEYixAcKF0gwvXXHObfPrpl+47bNSooVK/fh33dVl6csIJZ7nNrVatqjz77Aj3NU/KpsCYMePliSfGu43v2/cM6dLlGPd1su1uwVJ+4gQX+vXrJ4MGDUq7Ndttt51UqlQp7f2ivgPBhaj3EO1DAAEEEEAAAQQQQACBMi+wxx7bLjyV+RPhBEpUYN9995UvvviiRI/JwVIXGDx4sNx0002p70BJBBCIvID+u87kwnHkTyyEBhJcCEbMJLgwa9Ysueuuu3wV6o+0Z599tm+d98WSJUvkqquucledeuqpctJJJ7mvo/Bk2rRp0r59e7cpPXr0MD8QPuu+5kl8BAguxKcvORMEyopA3IILN9xwgwwZMqSs8NNOBBDIkcCRRx4pb7/9do5qp1oEEEAAAQTKhgDBhcyDC1u3bpUJE96U5557VZYuXSHLl/8gP/ywWqpXryq7776r1K5dS/7+93bSs+c/ZJddagS+Idq1O02mT3/P3TZv3mRp2rSR+7osPSlXrqHb3F133VlWr37ffZ2LJ1OnviNz5nwqX375rfnvG1m4cIlUrVpZ6tatLfXq1ZHu3Y+z/9txxx1zcfi8qHPw4PvM77D3ued6//2DpW/f093Xyba7BUv5CcGF4A4guBDswloEEEAAAQQQQAABBBBAIDQBgguhUeZVRQQXot3dBBei3T+0DoFMBAguFK1GcCHYJpPgwjPPPCOnnHKKr8KqVavKggULzI+Ku/vWOy90NoMDDjjAeSlDhw6VAQMGuK+j8ITgQhR6oWTaQHChZJw5CgIIFAgQXCiw4BkCCMRHgOBCfPqSM0EAAQQQyFyA4EJmwYXJk6ebAdyDZNGiZUnxK1QoL/fee6NccEHPQmUJLhQiSbpi2bKVcvHFN9qhkWSF99ijlgmtXy3nnNMjWdFIbD/vvIGyYcOv0qbNwXLJJWeUepuSBROSbS/1E/irAQQXgnuC4EKwC2sRQAABBBBAAAEEEEAAgdAE6tSpI99//73ccsst0qpVq9DqpaJ4CkyZMsV+r+y///4yf/78eJ5kDM7KCS60bt3aHkAag1PiFBDIW4F//etfMnv2bLn55ptF74DLUliA4EJhE10TVnBB6+rTp4+MHj1anxZaCC4UImFFKQoQXChFfA6NQJ4KxC24cOONN8q///1vqVmzprk76nN52qucNgL5K3D99dfLO++8IwQX8vc9wJkjgAACCBQIEFxIP7jw/vufigYOfvvt9wLIv55pSGHTpj8KrdfvVI88cruceeaJvm1LliyXX38tqKdBg3qidZTFpSRmXHjiiZfs0IIO7k9nGTLkKhk48OJ0dinxsnPmzJXDD982w++pp3aRJ5+8u8TbkHjAZMGEZNsT6yut1wQXguUJLgS7sBYBBBBAAAEEEEAAAQQQCE3AmXFBB7fpRTgWBIoTGDNmjPTu3VuYcaE4pdLf5gQX9N+0/ttmQQCBsivwj3/8QyZNmiTMuFB0HxJcCLYJM7iw3XbbyYcffigHHnhgoYMRXChEwopSFCC4UIr4HBqBPBWIW3BBg7JDhgwRvVakN7lgQQCB/BLo1q2bvPTSSwQX8qvbOVsEEEAAgSIECC6kH1xo2bKLfPLJ567oscceaa5rXyYHHdRUdtqpon3H/Bkz5siVV95iZnhd5Jb729/2kMWLp4teg4zjkuvggs5usf/+J8jGjZtcPv2u2qXLMXLwwc2kadNGdghk3ryvTUjkOVm9+ke3nD4ZO3a49OrV2bcuSi+uvHKo3HPPI3aTCC6E2zMEF4I9CS4Eu7AWAQQQQAABBBBAAAEEEAhNgOBCaJR5URHBhbLRzQQXykY/0UoEUhEguJBcieBCsFEYwQX9gcuyLPsA7dq1k7feeqvQwZIFF5YvX+7WofXpbF+Jy59//ik//PCDu7pixYqy6667uq+Dnnz33Xf27E+//PKLNGjQQBo1aiRVq1YNKirTpk2T9u3bu9t69Oghzz77rPs68cnWrVvl22+/lc8//1y23357O7AR1O7E/byvdbCn7r927Vq7bY0bN5YqVap4ixT7fNmyZeYH28WydOlSu5weX+uoXbt2sft5N27cuFG++uor+78aNWpIkyZNpF69euIMsvWWdZ7/9NNP5ofMgjuz6XcFNdBFradOnWr/iHzQQQdJ3bp1nd3cR+3HGTNm2ANeNeiSyjmH4e00gOCCI8EjAgiUlIDzN9X5/8uSOm6ujkNwIVey1ItA2RAguFA2+olWIoAAAgiUjADBhfSCC7/88qvUqHGQbNmyxe6gnXeuLitWvBs4S8J7730irVv/U/SakLNMnfq4HHNMa+elPbjeO0ND7dq7yg477GBv12OsWLHaLVupUkXZZZca7msdoD937pdSv/6e0qpVS/fallNA93/vvbkmrL3KXPfbTxo2rO9s8j3+9NPPvlkfdt+9puy44452GZ1VQutYtmylHHJIc3PDt32KvOaWbnBhxYpV5rrnAlm3boM0b97EXFusX2yoo1u3C034dKrb9lq1dpHHHrtDOnVq665znmi44Zxz+stTTxXc9Kxx473NdcxXCzk5++ijWn3++QJzrXOd3R7dp0qVyt4ivufJ+mjt2p/MNdv3pFq1KtKixb6y++7+a8GbN2+WlSvX2NeVjzjiJPv4eoBu3Y6TESMG2cfSffW/oo6l76+PPppvro0uMsdoYlv6GvnXCzX56qtv7XI1alQ111D3MddQ9yyyP3W3ZDMqJNue2A59r3/55Td2G/R9dsAB+5l/T9USi7mvE9+be+xRy+4/DaW8++7H9r+t449vI5Uq7eTuE/SE4EKQillnLvKwIIAAAggggAACCCCAAAII5FDADH6y9OuXGdyWw6NQdVwEHn/8cfv9YmZciMspxfI8Bg0aZPeTubAey/PjpBDIJ4G///3v9r9nE0jKp9NO61x3220326ht27Zp7Rf3wi+//LLtYgaep3yq48aNs/fRz4b6X9euXX2vX3jhhUJ1zZ0711dm6NChvjLly5d3t5tggW+b8+KDDz5wy+hxjz/+eGeT79EEHCz9/7hq1ar5yus+JuxgXX755daKFSt8++gLE7jwlTfBhUJldIUZsG9deumldl2OgfOo77MnnngicD9npQkKWAMHDrSqV6/uO55Tx/77729NmTLFKR74+Nprr1kmJBK4v7nrnGXCTNZ7770XuK+z8v3337cOPfRQS8s7x3YeK1WqZPXt29f6+eefneK+R93mlNVH7V811b9F3r40P9Ja1157rbuvnlfLli0tM4DX3V8dzB173TKJT7L1TqxPXw8fPtw+fqtWrawNGzZk9J/5UTOoatYhgAACgQL6+SNOn0Guv/56++9oOp8fAmFYiQACZVLA+fx/5JFHlsn202gEEEAAAQTCFNBrMHptRK9F5eNS8PvxKHP6C5P+N2fOC+41IXXbd98Gxe4zbtx91pgxd1mzZj1j/fCDXuvyH6Nt28N99c2bN9kts3r1+75t3bvrtcSF1oMP/tvaa686vm1mELr12WeT7O2bNn1unXvuKZYJVfjKdO16rLlW9olbv9OWCy7o5Sv3+uuPWmvWvG+u3R1u6bUx7zU0M2uE9fHHLxeqQ+vyltt1150Dy2i5//xniKXbveX1eeXKlayrr+5j/fnnl4X21TYlljchkELlnHPSx61bF1itWx9k71e+/I5Whw6trAUL3ii0z8aNn5trnReba51VCx1Dj7n//o3Mtc7HCu2nxyiqjyZMGGWZoEeh65aXXtrb+v33+W5dX301JfCY3nO94YZL7PKrVs3xldX3g/b1SSd1dNd37tzBrduxeP/9F8011BaF2qLHMAP+zTXUMwLfF7r/oEGXuXVr+fvv199vCt7DybY7Zc1MI9YJJxxlmRvH+OrTOps1a2x9+OF4X73OfhdffLqv/Ny5E8018CetqlUru+uL2tepQx9NEMQu369fv4yuo+r13TguBBfi2KucEwIIIIAAAggggAACCERKoODCE8GFSHVMRBtDcCGiHZPQLL2Qrhe1CC4kwPASgTIoQHAheacRXAg2CiO4MHHiRKtmzZrujx1mZgPzo88m3wFLKrhgZh+wDj74YLct+v9zQf+ZmQksMxuDr42pBBfmzZtnNWzYMLBO73Euuugi8+Ne4YHtn3zyiflBdt+k+2tdZ555pmXuGuZro7545plnfAP/vcf1PtfwQVEBCA0TBP3Q5d1fn6vT9OnTC7VB9/eW1eM0b97ct867/aGHHrLMrBvWTjvtFFhGgwwfffRRoeNk612owr9WEFwoSob1CCCAQGoCBBdSc6IUAnEVILgQ157lvBBAAAEEMhEguODc+C614MLSpW8XujY0bdqThr5gMHc6z4sLLvz22zzfsTRI8PTT9/rWea9faZhBB7Kffnq3IsvoAO7E9l1++Vm+8o88Msw64oiWvnXe4+igcQ1iJNbjLRMUXNiwYa513HFtiqzX2b9Nm0PsQIC3/iuvPMe339FHH1bo+N7yznMd6D5p0n/NjVw+Cyz/yScT7PCJc+ziHs888yRzrfMrXz1BffTqq49YZtYMX3u99Z5xRne3jnSCC4nHat/+COuuu/7lO05icOHaa89P8Rrq7uYa6li3XY5fsmBCsu1azzPPjPAFDbwWzvMKFcpbjz46rNDxtf1OGX2cPPl/lpm1wreO4IJhy3AhuJAhHLshgAACCCCAAAIIIIAAAqkKEFxIVYpyKkBwoWy8DwgulI1+opUIpCJAcCG5EsGFYKMwgguTJk2y7rvvPt8PHsOG6Q8lBUtJBRc0jOf9MUZDDNo2neEhMTDQrFkzXzAgleCC3qHfqV8H2+vAzfnz59uD7s85x/8DYOLME3/88Ye13377uftrPS1atLBuvfVW+7OTzgThna1At48YMaIA0Tz75ZdffDM96Gf022+/3XrllVesF1980bruuuusGjVquMfQ4EFi+GHMmDHudj2GBhguuOAC65FHHjE/1t1lHXbYYb7tf/vb3+xZJrwN0RkjHAd97Nixox2m6NSpk3XaaaeZO7wV3LVLt2uo4dhjj7UqVKhg6UwWJ510UqEf/U4++WTvIezn2XgXqsyzguCCB4OnCCCAQAYCBBcyQGMXBGIkQHAhRp3JqSCAAAIIZC1AcCG94ILexb9u3W37ONeW9NqU3hleAwx6935n0Hcqj8UFF3TmAecY+ti0aWP72DrrQZ8+/zSzgjb1bdcyzgD//fZraM+60KjR3r4yej3QO6uDtrF//wt9ZWrWrGHfnV/vxP/kk8Ptu+4nzkagg+YTz8/b1qDgwr/+5T+Ohihmz37O0sH7w4ZdZ64rFszucNllZ/rq/7//a+9r4+jRt/q2J7Ylldd//PGFudbpv8FLixb7mmud/cy1zjvNrLdn+dqk5zdixCDfcRP7SGcP2GefelaVKpUsnRGhd+8Trd12K7hhjtahs8c6s2PojA3XXHOe1atXZ9/5abt0vf732muP2MdMPNbBBzez6tXb095PB/7XqFHN8gYXdKYPb59su4bay1xDHWYHHg477ADfdn1fJQY8kgUTkm3XWSKqVaviHkffR3r8hQvftP+9HH74ge62ihUrWN9/P8vnqzNheM/hxBNPcF/r+1TPieCCIctwIbiQIRy7IYAAAggggAACCCCAAAKpChBcSFWKcipAcKFsvA8ILpSNfqKVCKQiQHAhuRLBhWCjMIILOkD/zz//9AUDqlevbq1atco9aEkEF/Su/94fYjSYsGHDBrcNOgNCkyZNfGU0dOEsyYILTz31lG9fHYCfuOjgfKcNGprwLhpQcLbpY9u2bQsFAqZNm+abTUFDCF5H3e6t4+GHH/Yewn4+cuRIOyCw9957W0ceeaT5IU/viLZtWbdunbmr1u6+OiZMmOBsth91tgwNIniPo0EF7+J8hvCWuffee90ir776qm9/p9zkyZPdMg888ICvjJ6rd8nW21tX4nOCC4kivEYAAQTSEyC4kJ4XpRGImwDBhbj1KOeDAAIIIJCNAMGF9IILOiD+scfu8F0Tcq4b6aMOID/qqEOtAQMusu8OnzgQPHFAfXHBBS3rrVufaxBhzZr3TZcvtHTgvR4rsYzW6QQofv75EzP76l6+Mvfcc729v9OWG2+81Ldd60sMBsyZ84I94N57rI8/ftlXj3dbYnBh0aLpto1TRgfzb9nytW//IUOuctux004VrR9+eM/d3rixP4Axderj7jbnPNJ91ICC0x59VLfE/tIwioY9nHIaDtDB+N5jOducRz13ncnBKbNs2TvWnnvu5tah5e64o7+7XcvNnPm0b/upp3bxbdcyGppxjqGPGoDQmR0eemiIPdOGlnH6fd26jwvNTDBhgn9WEZ2do2PHo311alDAabc+JgsmJNt+wQW9fPXff/9gX/36/tQAgnNeV13Vx7c98b2p56xhB30/aft0BozEWTC87Xeea0hGj9GvXz/7ertec0/nv19//dUcL34LwYX49SlnhAACCCCAAAIIIIAAAhETILgQsQ6JeHMILkS8g/5qnjPoUO9OzYIAAmVbgOBC8v4juBBsFEZw4fnnn7crnzhxovsjif6QoXfxd5aSCC507uy/s5YOjE9cHnvsMevAAw80P0oeZensAKNG6Q9O25ZkwYXjjtv2A43zQ5DOUJC4jBs3zmcwa5be5WrbUrOm/+5gGkIIWo4//nhfHd5ZFzRk4BxfH8866yw7NBJUT9A6rcu7f7t27YKKmenqZ/nKadu9i/MZwqmrYsWK5ge+Td4i5ofgRr461M+7/P777+buaQV3DNO61q9f7xbJ1tutKOAJwYUAFFYhgAACaQgQXEgDi6IIxFCA4EIMO5VTQgABBBDIWIDgQvrBBR0MrXfe984Q4FxjSnysVGknM7tnV+u772aaPlpY6L90gws333yFrw6dESHxmO+884yvjDcQoGUTB4cnDj7fa6869iD5xPYed1wb37G0Xm8ZbzsSgwtDh17t2/fMM0/y7av1aFDBW8ctt1xtl9GB6TvuWDAbg5ZZsOCNQvt725LKc++Aea1TQwpB+x1/vP+8E2dd8LZZn991178K1ZNorLNZeI+VSnBByyceS2fY8NbjPNc2esu2a3d4YLlZs57xlVMTpw59TGx3YvCguO0aTNEgj7cdTuDAe4yLLjrNLVO5ciU7kONsT6xf60sMjjhli3skuGC6NWAhuBCAwioEEEAAAQQQQAABBBBAIEwBggthasa/LoILZaOPnUGHBBfKRn/RSgSKEyC4UJzOtm0EF4KNwgwu6BG8g811qulPP/3UPnBJBBcSZ1P46quvgk+6iLXJggs6g4H3h6KxY8dab7zxhu8/DUJ4yzjhBp01wbt+5513LqIVlnXPPff4yl566aVuWR3Yn/hD46677mqHRJ5++mlr2bJlbtmgJxdf7J8eXI9V1KIzIHjbvHbtWreo8xnC2X700Ue725wnzoA2p8wdd9zhbHIfmzdv7jvG11/rneK2Ldl4O3UU9UhwoSgZ1iOAAAKpCRBcSM2JUgjEVcD5nKeze7EggAACCCCQ7wIEFzILLugg6eXLZ1nXXXdBoRkNnGtJ3kcdkP3oo8PM280fXkg3uPDmm0/46tBZD7zHqVKlkm+7Hu/550f6yiTezT9xcPhll51ZqA6tZ9iw63z1XHjhqb5y3nYkBhfOPruHb99rrz3fXJMcU+g/bb9TjxNu0JkB9Dqts14fgwbAJ9oW91oHv3vr23nn6r5z8e6rM1R4y156aW9fWe82ff7993ojGH8/jx//H18dOpDeWybT4MJnn+lsvP5j6euLLz7dd7zEWTa8++gsEt5zWLv2A7fOxPdGOsGFJUtm+OrdffddC/W3vgc0xOE9vrdvE49/0kkd3bZ5zyHZc4ILhi1gIbgQgMIqBBBAAAEEEEAAAQQQQCBMAYILYWrGvy6CC2Wjj51BhwQXykZ/0UoEihMguFCczrZtBBeCjcIOLmhQwftD2LHHHmsfWNd7f0AZOnSor0HlyxfcPapq1aq+bc6LDz74wFeHzkzgLJs3bzZ3aSuoQ4+1bt06Z3NKj8UFF/744w/feXnPpbjnN910k33sGTP8PzQ1bdq0yDZpAMFbZ8eO+oNSwZIYPvCW1ecNGjSwbr75ZmvFihUFO/31rEOHDr66n3322UJlnBX77ruvr+zs2bOdTeZuYf67jg0cONDd5jw5++yzffs/99xzzib3UWd88Lb/iy++sLdl6+0eoIgnBBeKgGE1AgggkKIAwYUUoSiGQEwFCC7EtGM5LQQQQACBjAQILmQeXPAOll68eLr12GN3mJtz9LKaN2/iu17kXDvSu8XPmzfZ9FPBQPN0ggt6M5Dffpvn2z9xcHizZo192/VYOpOA0wZ9POUUncW8oA2Jg8M1oODd7jzX8/PW83//195XzrstMbhw1FGH+vb1li3qefv2R7j1N2hQ37d/UbMjOG1N9jhjxlO++po2Lezm1PH00/f6ynbsqDdAKfDztr9ixQqBs1UkzmzQuXMHXx2ZBhd+/32+rx6nXR06tPK1+dln7w8sp+X33beBr+zs2XoNdNv5Jb430gkuaCjBa5Pq8+nTxxZ5/P79L3S3OW1M5ZHggmELWAguBKCwCgEEEEAAAQQQQAABBBAIU4DgQpia8a+L4ELZ6GNn0CHBhbLRX7QSgeIECC4Up7NtG8GFYKOwgwt6lPPPP9/3o4oe49tvv/WtCzu4oIP0E3+80TBDOktxwYWg+hOPF/S6T58+dhMSwwht2rQpsmmvvfaa71wOOOCAQmWHDRtWKKiReHwNcjz//PO+fRPDCFOnTvVt975o1cr/A92LL77obnY+QzjHvP9+/fHOv5x77rm+83jllVf8BcyrY445xlfGCS5k613oQAkrCC4kgPASAQRyLqCz2Oh/cVkILsSlJzkPBDITILiQmRt7IYAAAgjEU4DgQjjBhcTB00uXvm1dfvlZ1nbbbee7dnTGGd3NG2nboHB9TCe4kBgG0P2XLXvHV/+hh7bw1a9lEgfFJwsujB59a6E6tJ4XX3zQd6wjjzzYV865zqaPiW1t0mQf377eskU917CCHlf/+/vf/TcPCZq9wimbymNiGKFNm0PcYyXu/9prj/jafsAB+/nKetufeN5OXe+997yvjjCCC9Wr681zCt5L3ueJYYSpUx8vsmyrVi19bdN+durKJrjw1FP+WXm9TsU9HzPmriKPP3y43nwm+JyLW09wwbAFLOV0nekMFgQQQAABBBBAAAEEEEAAgRwJ7LHHHrJy5UqZMGGCmEHOOToK1cZFYMyYMdK7d28xg+PEDECLy2nF7jwGDx4s5k7Q9r9p/bfNggACZVfA/EAmkyZNEv13bQYUl90TyWHLd999d1m1apW0bdtWpk2blsMjla2q9e9/ly5dRD/rff/99yk1/plnnpFTTjnFLWsGx8uJJ57ovlbnRo0ayfr16+11jRs3lpkzZ4r2gbOY4IIMGDDAeSkVKlQQc5d9+3XFihXl999/d7c5T9544w0xMzg4L8XMuCBmkL/9esuWLbLTTjvJn3/+6W7XdtSqVct9neyJvi/at2/vFuvRo4eYGQns11u3brXrd9qoK2fNmmW3290h4IkZpCr77LOPvPfee3LEEUe4JYr7jPTkk0/K6aef7pY1A8Nk/Pjx7mvniZlRwl5vAhd2WxYuXOhsch/NneTsY7ds2dJe16lTJ3n11Vfd7SZQ4etLd4N5on3orfPjjz+WAw880C7ifIZwypvggvTt29d5aT+ed955Mnr0aHedCS6ICVm5r/WJ9qf2q7Po50a1ydbbqa+ox3vuuUeuvPJKMeEMef3114sqVuz6ypUrS7ly5Yotw0YEEEDAEXD+XsTlJ+0bbrhBhgwZktbnB8eCRwQQKPsC3bp1k5deekmOPPJIefvtt8v+CXEGCCCAAAIIZCGgv5nqNQ+9JqvXS/JtKfj9eJT5ralD6Kd/112jpV+/29x6zaB3+eSTgt+z2rU7TaZPf8/dbmZkkKZNG7mvy5Vr6D43g+Jl9er33df6ZPnyH6Ru3SPddSa4IHPmvOC+1idvv/2BHHVUT3edCS7I00/f474ePPg+81vbfe7r22+/Vq699nz3tfPkv/99Vs4991/OS+nRo5O59jjCfV1cW4877kyZOvUdt+yIEYOkdett1/vclQlPzKy4ol66XHnlULnnnkfcEief/Hd55pmCNrsbEp6oz8iRY+TMM0+SJk32dre+994n5lpnD/e1Gehvfg/edp3WXfnXkyeffNlc67zKXd2167HmmuZ/3NfFnbdTaM6cuXL44Sc5L8UEF+Tll0e5rxP76NRTu8iTT97tbneepHIsLdup0znmGuoMZzfT3/eaa6j/cF97nzRqdKy5hrrYXfXxxy+ba6j7268T3xtmxgVzDbXgum9x299550Np06bgGryZiUQeffR29zhFPfnb3/Y018R3Sen4RdWRuL5794tMn00x/xb7ZfT7kwkgSaVKlRKrLfuvA8IMrEIAAQQQQAABBBBAAAEEEAhRgBkXQsTMg6qYcaFsdLJzt2RmXCgb/UUrEShOgBkXitPZto0ZF4KNcjHjgh7ptttu891p6s4777TMoE13XeKMC+aHC3eb+cXC+vnnnws1+KGHHvKVMcEFXxkTkPBtnzt3rm+7vjCBCEvXf/PNN9YPP/xgpof/zS1T3IwLWqhJE/809YsXL3b3Tfbkp59+8rWtatWqlglbBO52yy23+Mped51OL598MSFjy4RHrRYtWvj2NwNL3Z0vv/xy3zaduSFo0dkqvH2ifffrr7+6RZ3PENpX+l/YMy7ogbLxdhtaxBNmXCgChtUIIJAzAefvZc4OUMIVM+NCCYNzOAQiJsCMCxHrEJqDAAIIIFCqAsy4kPqMC3/88YU9e8FDDw2xZ1PQu7hv2vS56b+i7wC/aNF037Ws2rVr+cpHccaFSy45w9dG5/xuvvkK37lceeU5vnLO90Z9TJx54IILevn2TXfGhBdeeMC3v17rmzt3ou/4Tju9j+ed19Pdr3Xrg6w333zC3uennz5y12t7q1atbK51fh1Y3y23XO0re911F/jKFXfeTltyMeNCorFzLH3U2T687Ro2TK/PFn6fbt78lbmGupNbdts11M/cstnMuLBixbtuvdqWvfaq49Yb1JagdcmOH7RP0DpmXDD0AYsErGMVAggggAACCCCAAAIIIIBAiAIEF0LEzIOqCC6UjU52Bh0SXCgb/UUrEShOgOBCcTrbthFcCDbKVXBh48aN5seUvdwfV8zMA1b58uXd14nBhcRB6mYmhUINNjMWuPvrjzWJwYXOnTv7ticeQys0d9r3lTn33HPd4yQLLuj/X3p/sDIzI7j7Ok90cL+Z6SEwlFC3bl3f/hMn6o+DhZfE4METT+gPggWLmVXCWrBggf1fwdqCZ99++61lZlpwj3XSSSe5G80MCO56PZdDDtFp3AsvL7zwgq9cw4YNfYWczxCORy6CC9l6+xqc8ILgQgIILxFAIOcCzt/LnB+ohA5AcKGEoDkMAhEVILgQ0Y6hWQgggAACpSJAcCH14MKff35p7bnnbr5rTvfee4Ppt8IDwp11EyaM8pXv1Kmtr3wUgwt169YOHMR/yCHNfeeSeO7O90Z9TBxUf+ed/X37aqDAMXIet25dYC1fPsvSgIizzvvYvr3/2upBBzWzFi+eHlhW9xs1aqjvRjR6vfHLL6e45fU8vW2eOPFhd5v3uC1a7Osr98QTd/vKeetIPG+nnnSDC126HOM7hlNPKsfSsqNH3+prs/adU4f3MTEQ0rDhXr5yyYIDybZXqVJwsx8zg4a1ZMkMX/3alh9//NBat+7jQut1W7L6vedS3HOCC4Y3YCG4EIDCKgQQQAABBBBAAAEEEEAgTAGCC2Fqxr8ub3Dhjz/+MBfJ0v8v/kqlf4bOoEOCC6XfF7QAgWwFnODCDTfckNHfXB0IHfeF4EJwD+cquKBHe+aZZ3w/8Hh/GEoMFXTs2NFXtlWrVtb69evdRt98882+7VrXcccd527XJ2+++aavzN/+9jdr2bJlbplNmzZZe++9t6/M+++/725PFlx49dVXfftqwMDbRq3IGcSlPyTtvvvu1kcffeTW//DDD/v2b9mypflh6Ud3uz4ZOXKkr8z+++9v/5t2CumP4U4oQT+fr1271tnkPuoxzfTbbj3/+te/3G0640SDBg3cber4yCOPuNv1ic7c0KxZM1+ZxPCE8xnC6dNcBBey9fadVMILggsJILxEAIGcCzh/L3N+oBI6AMGFEoLmMAhEVMD5zNu6dWu+f0a0j2gWAggggEDJCRBc2DZ4XQMGxQ18drbddJN/NlC9hnXDDZfYA+6dMvq4cePn5triCHsAv/N9Sh8HD77Md5woBhe0nXfc0d/XzhdffNB3ra1ChfKW3lHfe87e80wcwL9q1RyrWrUqbh077VTR+uKL1337Dx8+0N2+887VrQceuNm3ff78V93ris6xtNyIEYOs999/0cxMO8/asGGuNXv2c9app3bxhRa0/BVXnO2r7+GH/bPGtmzZ1B5E7z2nkSNvctukdey/fyPz+dEfrHDaoo+J5+3UlSy4oG321lOzZg1LgxzO/s6jt0xRx9Kyv/8+31xDre+r85FHdObagpDNypWzzTVU/wzAiaGMZMGBZNv797/Q14azz+7hOy8NLNSrt6ddpnz5Ha2mTRubWXNTn/HBez7FPSe4YLo+YCmn68ybigUBBBBAAAEEEEAAAQQQQCBHAnvssYeYQUwyYcIEMYOcc3QUqo2LwJgxY6R3797SuHFj+fDDDzM6rUqVKom5YJnRvuyUmsDgwYPlpptusv9N679tlmgLmLtryyWXXOI28uCDD5ZbbrnFfc2T/BYwP5DJpEmTZMCAAWIGKaeNYQZZy0477ZT2fmVpBzOIXMyd8KVt27Yybdq0stT0nLZV//536dJF9LPe999/n9KxTCBBTjnlFLfs888/LyeeeKL72vukTZs28s4773hX2c9NcMF+vzob/ve//0mfPn2cl/aj9tlBBx0kX3/9tXzzzTf29v/+979umaC+1Ha8+OKLbpl69erZbTUhSjEzJMiaNWvcbSYcIbNmzXJf6/uiffv27usePXrIs88+677WJyeccIK8/vrr7rr99ttPTj/9dKlYsaKYgfYyZcoUd5sJFMkrr7zivtafMczgLpk9e7a7zoQIpHv37mJmpLDbov+Ovcv06dPl6KOPdlc98MAD0rdvX/e1CT/IqaeeKnvuuafe4Em+++47UcuFCxfaZfSzlNah/eAskydPFm2bs5gpzMXMyiCHHnqovf/48eNl+fLlzmbp0KGDvPHGG+5rfeJ8hnBWmuCCr126/rzzzhMzw4NTxLbwHlc3HHvssb66v/jiC9l3333dfbLxdisJeGJm3pArr7xS9D3g7c+AokWuqly5sqgdCwIIIJCKgPP3Ii4/aZuwrAwZMiStzw+pOFEmegLXXHONfPrpp27DRo0aJfXr13df8yS6AnptzoRP3QbqZ0j93B/G0q1bN3nppZfEzIjm+/ybat36GVWv+7EggAACCCAQBwH9zVSv/5x55ply1llnxeGU0joHvaZkbsxhfj8eZX5r6pB03x9/XGeuz54q8+Z97Sur35nMQHKpVaum/PLLr/LDD2tk06Y/fGXMoGxznXGcVK9e1V3frt1p5trXe+7refMmS9OmjdzX5co1dJ9r/atXv+++1ifLl/8gdese6a479NAWMmfOC+5rffL22x/IUUf1dNedcsr/ydNP3+O+Hjz4PvNb233u6z32qCUrVqw210tPkMMPP0A+//wbGTv2ZTE3D3LL9OnzT3Pd7Bb3tT5J1tZbb33QXE+9y92nRo1qcsEFvczn8zrG5UN57rnJrtnuu+8qCxa8IVWrVnbL65Pbb3/I/H5wp30d0bfBvNDPaFu3bk1cbb8+9tgjzTXXB6RKlYL6tl3r/Ke51vmxu48Z7G+udR5nrnVWM9c6PzK/WUxzt+mT6dPHmmudh/nWJTtvLTxnzlxjeZK7X+fOHeTll0e5r/X9Urv2Ee5rfWKCFPKPf7STOnVqy4UX9rK3pXIsp5LJk6eba6gF16u3XUPtaK6hNjfXUFfI+PGv2+8fp3yHDq3Mdc4xzkv7MfG9cf/9g8011NPdMsm2r1//izRs2MG8b3909znuuDai56/rxo+fIp999pW7bdiw6+Saa85zXyer3y2Y5En37hfZx+rXr5+YG9okKV14c1w//xNcKNzXrEEAAQQQQAABBBBAAAEEQhXIJrigFzl0UNxzzz0nS5cutQdC/fDDD+bCUnXRAWnmbrH24KmePXvKLrvskrTdOhBeB63pADYdVKWD7MydZ+26tD4dgKQXCHUgmHfRgWDewW7ebak+P/nkk30D2PQixdixY6V8+fKFqvj555/lnHPO8a0//PDD5dprr/Wtc17oj4negXbt2rWTSy+91B7EdtddBReiGjVqJLfddpuzW8aPOnhTB6Z9+eWX9n9fffWV/PTTT+YCTh0xdygWcxdhe8BZomMqByS4kIpS6ZdxBh3qhfVUgwvmbtH2wEyn9TrYUgdssuReQP/2HXLIIe6Bjj/+eHnttdfc194nv/zyizz22GNi7h5u/53Uv5Xr1q0zF/1ribnrvD3Q5J///KcdWgn6+xVWXXfccYdvgK633lSfazt1kLSzaCDq1ltvdV76HnUAsvfvpW7Uv8M6qD9o0QH+OiDaWXQghw7Qvfzyy8Xcpd1ZLeaOsuYid0v3daZPpk6dai6wz3H/7urA4qpVq5ofRuqKDq7Wf0/6n/5/WroLwYXkYgQXgo1yHVwwMxqYH5UOL/RjWGJwYcuWLfa/s88++yywoRoQePvtt6VmzZru9sMOO0zee6/gh0ndsGLFCjnttNPsv39uwYAn5i6xYmaIkmrVqrlbUwkuLFq0yA5C6HkVt+ggrokTJ/raq+WXLFlif07VMEFxi35ONrMCyNlnn+0rpj9w6joNYaSyBAUKdD8zs4Ncd9118uuvvxZbjZkJw/78rMEI7+J8hnDWBR0njOBCtt5O+xIfCS4kivAaAQRyLaABNV30M3kclkyCC4mf1VO5tnHvvffKjBkzXDIN6+nAKGdJ/NzurPc+qv0+++wjZtYlO8Cq1zxSWfSz+r///W8zaOoXt7gG8nbeeWf3ddhPEo3SrV8DjvqZN8xFr015P7fMmzfPDARrGuYhqCtHAql8Xsv00AQXMpVjPwQQQACBOAo4wYU4nls655RqcEHr1PDCCSecLR98EHwdMOi4OiD+jTcetwfpe7dHMbigg9N1QPnUqe94m+o+N3fpN7+zPWJ+j/V/dk82qH7jxk3md9uBJpw63q0r6ImGFiZNGm1uCNMsaLMdcjj33AHmd4pvArcnruzd+0QTshga+LvFkiXLzbXOa33hkcT99bWGTYYPv95c1yz4PueUS3beWi5ZcEHLtG59srz7bkGIQtfpogGS558faT9P5Vh2wb/+Z+TIJ8w11GHmGupv3tWFnnfseLS5hnqbubnMbr5tyYIDybZrZfo+OuOMfuYGk6t9dSe+0BDLyJGDRW9S5Syp1O+ULe6R4EIROia9w4IAAggggAACCCCAAAIIIJBDARMusKcZNIPb0jqKCQtY5sdhe1/zla7YxwoVKlj/+c9/iqzfBBUsnYI8WT3OdjOoyzKD4Nz67rvvvpT3depIfDSDsiwz6NdXj7lrrnsM7xNzN1tfOa3LDEz1FvE979Spk6+8+cHZ3j5u3DjfejP4z7dfJi8eeeQRy4REfPUmnqu+NsEMS6e5NbNtpHUYMxDQrtsMMDbTim7I6D9v36V1cAqnLGDuimH3k7mwnvI+F110ke99YwY9prwvBbMT+OCDD3z2JrgQWOHtt99umQGvvrJB/751nQkyWGbQb2A9ujLbusydz1NqR1Ht0/XmLo6+Oswdrq3NmzcHtlnfj4l1mdlfAstqHVWqFEytrPt9/vnndlkzQNpXj/49z2YxoT2rc+fOvjoT2+m8NkFBy4Ts0j6cuYu5Xb+ZcSGjv7m//fZb2scsazs4//9t7tJf1pqe0/a+/PLL9ntH33upLomfTcyMC8XuagJuhd7/JrhQaB8zmNMyoQPL/LjiltfPkRdeeKFlZkqwy5uggbvNhCwL1aErTGjW0s99+jnEW5eZFcEyYQczVfsddpnEnU3Yy61b/02aGRcSi9ivTXjAMgMZrb322qvQlOnmDsSWCVeZKbl/DdxXV2r79HPe/vvvX2h6du0HMyjTMsHcYvc3QULryCOP9LXX+Ttiwk+WCX1Z776r080XvXz77beWGXRmpmDf1VePfiZXWxNELXJn5zOEc0z9jJy4nHvuub56zd0HE4tYxxxzjK+MmXGhUJlsvQtVaFaYUIh9XBN4zuhvpn6+1X5kQQABBPJVwAR77b+j2Xx+SOXahn4ucP6/Rh8TPz8kfm73lg16rp8Frr76avdzRVD/6fcE/axgZiPzHVvrK+7/n4PqSndd4mesoHMobp0JW6R7yKTl9bOz95gmuJB0HwpEQyCVz2uZttSEgO33hQnrZvRZqrjPypm2if0QQAABBBAoLQH9Dc37eSlfn5vggukC/Tya2n+bN39lTZz4sNW167FWhQrlAw0rVqxgtWt3uGUGnZvfBL4KrLtt28N9+5oZF3zlvP1hZlzwbdO2Llv2jm9/M+NCoTIzZz7tK2NmXPCVGTToMt/2Bx642XxGmmuZAf9W7dq13G1VqlQy1+z+Ya1fP9e3v2OWrK1OuRdeeMBq3rxJoeuK1apVsS655AxryZIZgfU7++vjxo2fW0OGXGW1b3+Er41OG7StZ5/dw/rww/FJ69q6dYG51nmzudbZqFCbzOwT5lpnF/NdalaR9TjH1MegPtL2vvfe866jljMzDhSq76uvpliHHNLcV05NrrzyHLdsKsfyOunzb7+dZq6hHme3zbu/vm9btNjXXEO9y60/cd/E94YJtfjKJtvu1Ldmzfv2+2m33Wr6zk/bc9hhB1hPPjncV6+zX6r1O+WLetTz12OZGRf4/G+knYUZF8y7ggUBBBBAAAEEEEAAAQQQyKWA+THaJPlX2ndl17uHpLLonWj1zmxmMGSh4mZAlJmuclOh9TqDgRlUb9+J1rtRpxk1oQXRWQESF71b+B9/+KcLdcronbadWRZGjBghl112mbMpo0e9O63eac579++7775brrzyykL16R269W7CiYveaVfvrJ246B2E9TydRWdCaNKkiX2sU045xVlt37XYhCXc1+k80fr17uVvvPFGOruZaSgb2lO/mwF6Ke3HjAspMZV6Iefue/pvOtUZFy6++GJ58MEH3bbr3ZrDmAHErZAnRQqkMuOC3mFTZw1IXPRv6w477OCbitgpo3f1njlzpjRv3txZZT+GUZfeDfWFF17w1Zvui/nz59uzIOhMPc7y0UcfBc6A0KZNG3O3IP9djPTOqmZwrrOr+/jpp5/KAQcc4L7W2X/0Tu26mMHEYgbPuttMcEH0ruOZLDqbjv67MYNc09p9yJAhMnDgwJT3YcaF5FTMuBBslMmMC8E1hbd248aN9r9BnZFEP4Nks2hdzudHvTuw/i0Mc9EZC/Tvhc4wpjNW6d8S/Zub6qIzKCxYsEDWr18v++67r5lGfdsduVPdX/+26Gd0/Rup56YzuOjndu+dtVKpa/Xq1fYMNDorj96VOt39UzlGGGWy9XbawIwLjgSPCCCAQGYCmcy4oNdR0r22obP7eWcZSpyxKfFze6pno98DdNYmvTblXXTmJ72OZELj3tXuc53xU/9/NldLolG6x9FZIjKZNbO44+g1LP3/X2fR+hPdnG08RkvAuebjtCpohixnW7qPzLiQrhjlEUAAAQQQiK9Awe/Ho8wMzx0yOlEzCNieheH771fJ2rXrzAymNezZCHbZJb3rZBkdPISdkt3V/quvFtm/zey/f0PZbrvtQjjitiq2XVdcYtvVqVPbXBfcPXBWhFQOuG7densGhh133MH8hl3HzN69Syq7FSrjtGn9+g3mWmcDc62zYLbbQoVzsELfS0uXrrBnJ9hrr7pmBvKaoR5l9eofzTXURXa9++zzt1K5hrpmzU/meve3YsIl5nr0HlIS/06YcSH4bURwIdiFtQgggAACCCCAAAIIIIBAaAIFF54mmAtPqQUXWrZsKZ988onbhmOPPVb0R7ODDjpIzJ3r7EGcM2bMsAf964AtZ9FBX4sXL/ZdvNFggA4wchYdUGXugCfmLq1mesnqdghCf2DWH89fffVVp5j9+PXXX0ujRo3sH6XNDBC+bfri999/t+vybujfv79oICJx0XPXAbPmzr/uppNPPtkXZHA2aGhDQw6Jiw5iNXcN9K3W8zd3BXbX7bnnnrJ8+XL7deIP1+auhJJpcEHb/dBDD7nH0SfmzsBi7gRuD1rWQZ3fffedTJw4UV5//XVfOXMnQzF31vP1i6+A5wXBBQ9GhJ86P2ITXIhwJ3maliy4sHbtWtF/w2a2EnevSy65xA4y6OAScwdu0YGpL774olxxxRX23z6noP5N0r9NzhJWXeaOoWJmMXCqdR91kO+zzz7rvtb/jznvvPPc194neg4aOnv66afd1Roi0zCAd9EwnPP/B971+nzZsmXmh446vtXmbuVy/vnnu+vMHc7dQVGJA6AyDS4sWrTIDkHowGln0QHNXbp0kYMPPlh0ELUOAtK/rRra0/7xLmPHjpVevXp5VxX5nOBCkTTuBoILLoXvSRSDC74G8gKBHAgQXMgBKlUigEBeCUQ1uNCzZ087gOd0hn430rCBXnvSAfje5dJLLxUzQ5O7SgMSZuZON+xdqVIl+/rHL7/84pYp6eCCfofp06ePe/xkT/R73s4775ysGNvzRMC55uOcLsEFR4JHBBBAAAEEEAhToOD348yDC2G2pzTqShZcKI02cUwEwhQguBCsSXAh2IW1CCCAAAIIIIAAAggggEBoAgUXnlILLugPu3rHWGcArf5wqneyDrorm97lTmdT0DvVOsvUqVPtUILz2kw9bgcPnNdz5syRQw891HnpPv7888/2IFH9MdlZdOaDf//7387LQo86C4HOduBdtP2VK1f2rnKfJ4YM9M62S5cudbfrE72jhA6g1VCELnr+P/30k/1cwwPeO9brSmegv13A/I/eVVDX6RJWcEEDF2rmddaButqWatUK3/FCQxd6B7V169bZ7dD/0TZp25ItzvloGEMHW2eyOIMEMtmXfVITcH7EjkJwwbkjtt4VW/926GwjOjNJOnet1rPWf/s6UF4H3mtgSd+DVapUKRJE/0Y5d9nXQhUrVpRdd93VLf/NN9/YQSG9A/Vhhx1m/7t2NxbzRAfR66wpej46WFrv6JnqXbR1IPvHH38sa9assf826rF1SRZc0NBWp06d3Fb9/e9/l1deecV97X1y5513yjXXXOOu0jCZ3q1b726uS5h1uQfxPNFZGHQ2Bmc55JBDRGfpKWpJDBl4/0Y6++hMCzrjgi76/zV65yLnb7CGHrx3d9UyOgDof//7nz61l9GjR7uDgsIKLjh3oXSOUatWLXnsscd8/eRs038DenfXp556ylllv3/1/ZzKnc8JLrhsRT4huBBMQ3Ah2IW18RYguBDv/uXsEEAg9wJRDS4UFTjWazQaiB41apSLo9/99NqP81lbvx/p9yRd9LO1hqX1Jg96kwxnKengQjY3rgjru66Gq70zpursUkXNYKUzSOm1J+e7rN6Uw1nUzrkepTcKcb7nOtu9j1pOZ81zvgsdeOCBhYLo3vI606t3BtNddtlF9JqSs+j3er2OuJeZRbRZs2bu915nu/Oos1ht3rzZfqnvC70W6izafr1OptcP9Rpl0HU0vQagN3DRWbQ0pK43Dyhu0T7SawYatFdnDaroTQf0hi5FLXpt0TsDhrZR26r7v/vuu7bx8ccfb5+/c83HqSsouKAz2K5atcopYl+DSQz9uxs9T5zvumoxZcoUz5bUnur3dW8fpbYXpRBAAAEEEEAgith25mYAAEAASURBVAIFvx8TXHD65/77B5sbSiX/LdUpzyMCURcguFBED5kpPlgQQAABBBBAAAEEEEAAAQRyKGB+mLTMVzLLDG5L6SjmB0G7vO6j/5kf7Yrdz9yV2zKD3a1Zs2ZZZvBsobLmxyxffebHxEJlnBVm8KplBrlab7zxhmVmbrDMD4HOpsBHM8DZV7e21/x4HVjWWWnCCr59zCwFzib70cyI4G43A6+tiy66yH1tfrz0ldUXffv2dbfr8c1gWreM2jiO+mh+uHa3pfPEhEN89ZgBvkl3N4OX3X3MzAzW0KFDk+6jBR5//HF7PzNo3NqwYUNG/yXrt5QaQqFiBQYNGmT3kwkuFFvOu9H7Xtb343XXXefdnPZzM1jdMoEay/xo7b7XnPe7/rvXfxsmkFRsvWbAtzVw4EDLhIUK1aF1mUHolvkhPbAOE1rw7aP/TnQxM5NYzt89pz36b9nc+b/Yvyn6N+eEE06wzMABX71ahxkgYZnwQWA7dKUZZG+dccYZhfbVv58zZ860zAAQX51mMIKvrmHDhvm2m5CUb7v3hRmMYZm7i1rPPfecZUISlhlg4t1shVmXr+K/Xjz//PO+tprgQlAxd93ChQt95c2sO+4258ltt93mljGzGdh/K52+0/dR4qJ/i53t+mgGxrhFzAwzvm1mAJS7LdUnZtYaXx16DBPKK3Z3M0DHcv5Wm8E8VocOHSwTlit2H2ejCarYxxswYEBGf3PNYB+nqtg+msFRtlHbtm1je46ZnNjLL79su5gfGTPZnX0QKJMCw4cPt9/3rVq1yuhvpn6+1b/ZLAgggEC+CpgbRKT9+SGTaxtmZjj7OM7n9sRrEul8btfvWybg7KvPzATndmG/fv0sM9DeMjPDueuaN2/uK28Gr7vbgp7o/794/0v3ukYmRkHt0HVhfdfVz86Ovz6a2eIKHVL/f/HEE0+09Duzt2zDhg3t70D6/5n6/cbZVtT3PzMg3zIzYVgmVOKWdfbRz/JmlsBCx9YV2mdOOX2899577XK33nqrpd8dvdvMTUosE2AJrMf7HdHcgMQuo9/Ftb3eczPBCEv7ylnuvvtuS6+ZeY+j3+NNkMEp4ns0YQHLzCJrmZs1+PZx9tfrfnp9NGgxMw/69pk7d6711ltvWeYmBO5657qDc83HqdcEF3xV6nUBvR7kbNfHxH9jvh08L7p27WrvZ4ILGX2W0r5mQQABBBBAAIF4CDi/o0yYoJ+xFublf4MGXeb7TGWCC3npkK/9nw/n3a3bcfZ7XL83Z/K7f1w//0s8/oxzFggggAACCPw/e+cBb0dV7u0XCCX0rl8oQRCCkkgTBaKURC6I0q4KwpUklJgQer0BpYRE6gUpphCqgiEIKhICBJTiBSmXYARCM3QILXSVnv2t/7p3zZmZM2e3s/c5s2c/6/dLZlZf61mz99kz8/7XCwEIQAACEIBAfgl0PHiqTrjgPBAkHtLo5dedd95Z9wTdjmOJ9tyuYXW3la5Yj3Bh2LBhifHEX1iqfbdLX5Tvdn33LzTDi0C97FSf8SAj25Cvo4yfQ2jEi2sZfsfb1/ntt98euih7lKDE7QBXtkw6E+FCmkg+4+Eldm8JF4477rhORvrp61Rxt9tfye1smAnR7WbohVFZ9dJpw4cPL+nFfDy43QoTnw0ZvsiYP0tIEdpzngLiTUTnzjtKwlgglI8fZShzxRVXRHXCiR70yTghXjZ+LqOJadOmJfLTwgV9VuN1ZHTz8ssvhy5qOjayrayOaxUuqI20UUdawBY3uBg5cmRCMPaVr3wlMQx9J8bX2O28mcivxQAqUTEWOfLIIxPrsc0228Ryuz6V4clNN91UqvVBLsKFrpmGHIQLgUTyiHAhyYNYexBAuNAe68wsIQCB5hFoReGCaMiYPH7PdP3110eQZKCeFs3XKlyIt61zGajXEhrx/Cf016h73UrCBT3fSnOKc9AGA2IbTxs8eHAYZnSUIEJCh3i5rHNtppAWD+r+KV5WzwydV5BEWjxf55deemnUdzhxXhajOnp299RTT3V5jy8hhvPGUXKe+6I66T70LFWCmXiQmMV5A+yyTmhD/WcJ3/UcJZTRUSJ751kukVatcMF5IUnUyxL8x8ceP0e4EKfBOQQgAAEIQKC9CXS8P0a4EH6nIVxoTwFLkQUMCBeyv+cXUbL74BMgAAEIQAACEIAABCAAAQhAoEkEOlx9zjBnHFqxF92mOSNT7+48FJbr8lGjRtmee+7p3ao7A96QVfH4ox/9yH79618nyjkjTTvggAPM7UhtK664YiKvlojcycvVezw4jwvmdmGLJyXOf/nLX9qIESOitMMPP9zOO++8KO52mrPf//73Pu52CLRx48aZewEb5f/hD3+wXXfd1cfdbvHexfwnn3zi4243OJMb+xCcMbS5l5ohas642ZxHhyhezYl7aWluh7ioqPMYYU5cEsUbfeKMns2JO8x5XDD1XU+Qy3i5jic0j4B7me+vTX2mnTeVqjpyu/vZ5MmTo7LO44K5ne6jeLUnbqdEc94FouL6fjjwwAP9d4M+k85gw5znlih/rbXWMrdboem6CEGfmY033tjcLpkhyZyBuu29997mxA7+2tNYnbFIlH/hhReaezkfxT/66CNzuzlGcX3unbjBBgwYYPvvv78tu+yy5nZvtFmzZkVldOKEFOYM0aO0N954w3/GnecCn+aMM/x3wje/+U3/PShO999/v89Tf253f9P3agjnnHOOuZ1KQtTEQ+N0u++b23HfNG4nbjC3K35UxgkXEuNyRhXmDO7NGXFEZfTd5gzobZdddjFnTGLO+CHKK3fSyLay+vnd735nTgASZen7yXnfiOJZJ/vtt5850UeUpe/Y3Xff3cf1N2fVVVc1XTsKzuuOn6uuKQV9lziDmuhvhfPIY9/61rd8nv7TWjvDlSjuvHQkritnDGI77bRTlF/NiZjfeOONUVFn0OL/ZkUJDT75zne+Y85gx5zHBTv++ONrbl3XXN++fWuu10oVnEGPvf766+aMr8yJKVtp6E0dq77/9ZtE30luF+Gm9kXjEMgLAf1u199H53HBnIecuoal3wzV/l2tqwMqQQAChSKw/fbb+/m4ndELMS9nFG4TJkyo6fdDPc820s+C3G7w/vdugFjr73Y9O3LihFDdnEG9OW+UUTx9ovtLZ5weJeu3Uvw+Lsr4v5P03wXdiy6++OLpYl3G62HUVWONutfdbrvt/P1v6McJDMx5JghRO/XUU81tihDFde/lvP+ZEyeY85xnbpd/f4/thBRRGX0e3GYaUVwnuve99957fZo4Oq+K/t5e81AbzjNpVF73k3vssUcUdwb+tsMOO0Txb3/72+a8LpoTLvv7Pt1L615JbYWgZwy6144/m9S14Ly4hiL+HlBx3dtp/LovjAc901Ca5qxnlJrv3XffHS9iEydOND1HCcF5e/DPRkPceWowJ0YwJ6rxc3QbFlgwfdFzVT0Hid+nOdGQ6XMQgp4/ioeC7v/feecd/yxls802s/DMJ5QVRydO8NHwWyjkff/73/fPYap9Dqd7cT3bdB4XPOvQTrVH9RN/vlNtPcpBAAIQgAAEIJA/Ah3vj6e698dD8jfAHhjRGWdMsTPPnBr1dPbZY937rj2jOCcQaHUCe+xxkF1//W3+PWb8/q/aeRX19z/ChWqvAMpBAAIQgAAEIAABCEAAAhCok0DHg6fqhAvqxu26b26H88we9WLQ7WRmMurVPxkAl3thJSNavTCOv2QMDetmd+DAgb4dvWSUkEEvJ6sN9QgXZPSvF4ghaC7BKFlpwThS55MmTfIvbZ0ref8CUWnHHnusnXXWWTr1L0XjL8plaCuj2xAa8eL66quvtn322Sc06V/M6wV9swLChWaRbWy74SV2TwsXZCgiYcBrr70WTUiGs3FRlAw83A5+dsstt0RlZLgg45gQJJiIG2jLGFnGCPHvEgkMZBQRXvzLUEXfJ6uttppvRunpF/P6PpGxgcQHChICyBhAL+VD0Njc7pwh6j/jF110URSPGwQoUYIGiZJkPK9w1FFHmcQKChJgKO+ll17ycf03ZcqUhDGDjBW22GILk6gqhLRwQekywL/88stDkcTReW3wxiPhO1ffW+m5xys0sq14uzqvR7gQvldCWzLuOPPMM31U4hUZLYXw2GOP+b8Xm266aUiymTNnemMSJcjQQwYfIUhII5FZCLUaQIV68aOucV1rIciYZujQoSHa8CPChcpIw99mhAtJVggXkjyItQeBYKyHcKE91ptZQiAPBIJBe7gvycOYujOGRggXJOh2ns/KDkNCgSAOV8HuCBemT5/uDeFDhxIUvPLKK502sgj5Ova2cMHtXpu4T4mPLX2uZ0kyfg+hUfe625URLjhvAibDewn5Q0jfC8+dO9c//ysnwk+vjYzotYFAPEiYoHsqBee11B588MEoW6LkIA4Kibrf1fME3QcrSCiRvh+TeD6+yUd6rnp2+ec//9mPX23o+UN64wbdY+h5oDgo/PCHP/QCAB9x/8nAP2xsorS0OCLNa5NNNjHnhS9U92IOiQNCkJGQxCIh6J5ezwrEUJ8n59HBZ0mYHp75hLKhLz3b0DOOsOmB5i1WcRFHqNPVEeFCV2RIhwAEIAABCLQfgY73x+0rXGi/VWfG7UYA4UIXK+5uvAkQgAAEIAABCEAAAhCAAAQg0EQCHa4+Z9TUi9slvCT36e52ruw/Z2hcckajpRdeeKHL9uVa3gkSyrajftxLu5J7YVlyhsddthXPkFv79PiccXC8SOZ53IW9e+EduX93O7Yl2nMvHH19t+NblO5eOkZtOuPlKF3jcCKDKE8nbuf5RL7zuJDIrybiPD4k2hDrZgYnWvH9OY8LJbezXV3/3MvWZg6Rth0B98Lbr5MTDFTN46CDDkpcS86TQNV1Q0F9L8Q/c+4lechKHP/yl78kyrndAxP5isfbccYKifwQcQb+iXLqPx7ibejcGf7Hs/2522Ux0Ya+19xLfp+na9W94E/kP/vss53aiLNzuzSXnDjDl9F3W3wMmlfIizfihASJcppXOjhxV2nEiBGJcvG24+f6XndikNI///nPdDM+3si20h389re/TYzRGYuki3SKO2FHoo4TYERlnNgrynMiMb82znNGyXnMiNLHjh0blXc7ZkbpYuIMoqI8nTjPFYl8t4tmIr9SRH3r70Kct/42NDO4HT59f87jQl3fuc6QqJnDy0Xb4TeEEy7kYjx5GcQNN9zgrx33kjEvQ2IcEGg6gZ///Of+unfChbq+M/X7NvwOaPpg6QACECgEgfC7sBCTcZNwIuCafz+kn20EJrUcnXAhgTD9u9156iw5MUL0T/cQzmNl6aSTTirpuVO8L+cNNNFWVsR5rUvUSd83pOs4Q/FS/F+tzzW6w8iJ+NPDSYxdc6/1XlcN6rdznJvzuBD148QAiTznBa+ue1knSki0kzXONBs9LwjBeTJJ1Nd4nbAhZEfH9FycOCLK00k6322Mksh/+eWXO/WTvib1LDLOy3k+SLThNkIpOaF9yXmYLDlPgP53SLyA84iQqK973XgIz3FCH3oW4bzKxYtE5+myTrjgucQ/C06cU3JeGqI61Z64zRz8OPV8s57nfl09h6i2f8pBAAIQgAAEIJAfAh3vj6e6Qc3jHwy4Bgp4Dey++//esznP8fz+j3394nHB3ZkSIAABCEAAAhCAAAQgAAEINJNAx44ZyV3Rq+lTO+RdcMEF5gxVvdv0cnWcMa93o96Vpwbt0HbppZeaexlt2hkt7A6W1aZ2NHSGwr69rPyQVo/HBdUdNWqUycV7CPJgoJ3TfvnLX5ozHPbJ2rFd7WsHtNNOO827uleGdvbTrvNy9+5elid2knv11Ve9xwbfgPuvER4X3Et6Gz9+fGjSe8K44ooronijT8LO6E64YLNnz66ree2aX243+LoapVKCQNh9r6c9LrgX8d4TSRiMdj0+/PDDQzRx1O6I7iV6lCaPBfJeoh0d455VVE6ftaxw/vnn2xFHHBFlHXroof47KSSE3U9DXO2EXRlDmo76forvEhk+q05wFe2uqHLacXHatGk6TQR5GZg4cWKU5sQNfkdElY3v9r/HHnt4jwRRwf870Xeodp4MIcvjQsh76KGH/BzlZWDBggUhOfOonSHVtnatzAqNbCu0X4/HBdWNezHQ96e+R/V9GvcOEb+exei2227z3Q4ePNh70lAk7Lyvc2fsZPLQEA/d9bggjyH6Dgu7XartsN7xfhp5jseFyjTDujuDJNOurIT/JYDHBa6EdiSAx4V2XHXmDIHeJRDuOdz77d4dSIN6b4THhXqGUsnjQrVtOmNyv8N88MTXVb1aPS501U616ennP9XWUzl5H3QbZiSqhOsuJNZ6r6t62o1fngxDcMIF22ijjXw07WlVu/jr3jId0vd/6XtZeSDU/VIIukfWb/d4ePrpp+3HP/5xlOTEDdGzt7THBT2LevLJJ6Oy4eTII480/QYIIf0sIj1XPUtzG4GE4v4oL466Dw0h7bVBjN1mBCHb+vXrZ07wEMXTJ070bk54YLqH1Pkll1wSeRZU2fQ1H57jhHa+973v2XXXXReiiWO6rLy/6nmdnmUo6JnKX//6Vz/GRMUqInhcqAISRSAAAQhAAAJtQqDj/TEeF9pkyZlmGxLA40L2oiNcyOZCKgQgAAEIQAACEIAABCAAgYYR6HjwVLtwIT6I559/3r/wdDujmf498sgj8Wx/LtfkMnYPL0I7Ffi/hLffftu7bHc7oXvX6W63Mv+iL13e7U5mBx54YDo5iqdfKirDeVzwRspRoYwTt9ubdwEfss466yzTS8DRo0fbRRdd5JN32mknczt1+3O5l5exZAhuFzaTIe3aa69tbsc1n6w56yVwPKRfXDuPC+Z2DIwXqXh+1VVX2b777huV08tYtyNdFG/0CcKFRhNtTnvhJXbc0LtST2PGjLHJkydHxZzHBTvjjDOieDUnQ4cONbczY1TU7XKYMMiPMtyJjMqfeOKJKEnXvj4DEgpts802UXrWZydkpj+r8c+lysSNOWRs7nb+C1UTx7QxhdvB0Rv7ay6aU61Bxh+aw5lnnmnOG0BUXaKoKVOmRPFwcu+999rWW28dopY29ogyYicyjHr44Yf9d6W+c/V9Gb5vYsVs/fXXN+cdxoup4unx80a2lTZccR4XvBgt3l/WucRocTb63t9iiy1sww03jAxTdD3qulQ49dRTze0y6c8ldHjvvfdMQpP11lvPp+k/CWnczpNRXCfdFS6oDeeVx2RcE4KMaeJ/A0J6o44IFyqTRLiQzQjhQjYXUotNAOFCsdeX2UEgjwTCPQfChb2i5XE7s9pee3XEo4zYyaxZsxL3g2kj7vTv9ljVLk91D6bfP8svv3yXZUJGbwsXnAeDTmKEMLb00e18aRpvPITrTmn13OuqXtqYPy5c0Ho47xsq5oPu1yZNmhSi0fH+++83tzN/FI/fy37yySf+PjQu+o4KljmRoEDCAoW0cGHHHXf0wpR09dNPP92ch7oo2XlAtaOOOiqKp+cqEfy3vvWtKF8n6ecC2iggLlTQZ3yxxRaz8FnXPUgQCoSG5s6d6zc30T267s/LzT19zYfnOKEtPUvQvLJCuqw2B4lvANOnTx/Tc42NN944q3rZNIQLZfGQCQEIQAACEGgrAh3vjxEutNXCM9m2IoBwoYvldjd+BAhAAAIQgAAEIAABCEAAAhBoIoEOV58zGtqLXKS7ndZL7uVZyd3yRf+ckX3N/TiD1JLbzbzkXj5H7ajNtdZaq2xbbgf3RHnVccKFsnWU+dprryXquV3SfR33wi9Kd14OonbcTu2lJZZYIspzBlMlZ0AbxdWv2wk+Kh9OnNF1oowz2g5ZVR/lgj7Od5111qm6bj0F3a57vj+3y11dLiPlZt69uK2n67rq/OlPfyq5XepKzsi5rvqtWskZdPt1csKFqqfgDBES15IzEK+6bijojMwTbfzxj38MWZ2OW221VaLs73//e19m+vTpiXTn7aRT3ZDgjF0SZfUZjYf4Z2PNNdeMZyXO459t1XFGDD7/6quvTrQfb6/cuRP4+PpHH310ov5xxx2X6DdEnIFIopwz9ghZNR3djool1U2PzXmzqakdFa63LbcLZ6J/J1yoqm8n5ErUc940Sk58VnIGOVG6E7VEbemzHZ/nnDlzSuH7KaRrLOngBDOJek6Ali5SMb7zzjsn2nBebirW6U6B0J8zxKnre1d/o4oe3I6ifk2cgKToU61pfjfccIPn4l4y1lSPwhBoZQI///nP/XWv3xn63VnPP2f418oIGDsEINDDBMJvzx7utmndOWP1mn8/1PNsw3mm8/0Efs6IOzGn9O/2UC591HMiJwIv6f6hlt+9gwYNSvTvPIom+m90pB5G5cYQ51DPva7a1m/neDu6Lw3BiSUSeW4zj5CVODoxfaJc/F72lVdeSeTF+yp3fsABB0R9uI05Em04T4VRXvzEbRqQKOeEC/HssnMNBZ1APdGG2/ggZEVHJ1yIyjjhQpSuE7e5SuL+tdwclZe+5sNznFBPv2m6CumyoU786AQlpXp+0+y2225+jqpfz++oLG5dzYN0CEAAAhCAAATyTaDj/fFUN9B5/IMB10ABr4Hdd9/B//7XPSC//zu+k/G44O4uCRCAAAQgAAEIQAACEIAABJpJoGPHjO55XOhqjNrlTLvDhaDdvpyBaYjWdJS3Bu3eHQ/yqrDSSivFk6Lzej0uqAH3EjvykCBG2l1bu/bJvbuCvBpox7YQtFu6dk1XGDFihGkXuL333jtkmzPKNu1aFg+N8LggN/ZyZx+Cdt3TLuwDBw4MSV0etVuedvlzLyVN3jCqCa3gcUE7rztDYu89IL6jf3euvWrY5KlM2H2vpz0ufPvb307sfuhECF3utClPAPPmzYuwOUN522STTSy9Y6N23H/88cejcvGTX//61/ajH/0oStK1fP3110fx+C6U2pXfGbJEefETJ4Kyl156KUoKO03Ki4ETTkTp+l7QtVUpqL3VVlvN5K0leAhQnZEjR9rUqVM7VU/vIhnfpbJT4SoSdt11V7/TaCjqRGSmHajrCbW2Va/HhTfeeMO0Y6V7LOiHqe/P/fbbz3ufUIK+o/R9F76r5D1D333hO1nrou/g4BVHO06qzZVXXjkx7fTOrfKcI08dtYQjjzwywfMHP/iB6fu8Unj55ZfNifBs+PDhNmDAgErFo3w8LkQoujwJHhe6LNDmGfod44zx2pwC028XAnhcaJeVZp4QyA+BcM8RfsfmZ2T1jeTEE0+0CRMmWC2/H+p5tqH7ON3PhZDefT79u119pL3h6R5P/+oJve1xoR6Pm/F5hutOafXc66qenmnJW2AI4T5Y8XPPPdecED9k+edcl19+eRQPJ26zAtthhx1CNOE9UB4ANLaPP/44ypcngnBPFyWmTnSfJ+8HCul7ZSdcMHl2TIf0vXcljwvxuYa20s8odM8pbxbxIE8GwYtC3OOCnj1tuumm9uGHH/ri8szgNjzx95ry2CcO+o0ib64hpK/58Bwn5Mt7oLwIZoV0WV0P8qIpb7g33nhjVEVeNeU9tpaAx4VaaFEWAhCAAAQgUGwCHe+P8bhQ7JVmdu1MAI8LXax+h4aBMwhAAAIQgAAEIAABCEAAAhBoBoGOHTMqe1xwLxtL2vHaGYZ6bwruZVbpo48+KjusZ5991iv13W2fP6q/EP72t7+VtDP58ccfX9KOXtqprVLo379/oj33crDLKvV6XFCDhx12WKIf95I8ii+++OKl9A5i2n0uzHHzzTf3HhZCXF4ntHN4OjRqxz33wj3qW33Kw0Cl8Mwzz0ReIpzwo+RehpY++eSTStWiHc3z6HFBO8Q7w/DSUkstleDhXnj7eHo3/oqTbeECYfe9nva4IC8r4brX0RkPZFJ0xuYlZwAQlXUv2aPP1Ntvvx2lq43llluuSy8dp512WqJs2ktEfCw6X7BgQafx6LqPe0xROWcg78uld4is1aOJM8RJjK+r9XBG94ly8V0qxeOWW24pOcOR0oEHHljqaqfL+MScQUmivR/+8Ic+u5FtxfuLn9frcUFtxL/L1ltvvVJ8fQcPHhzvxp9vscUW0Tzl3SK+a6ozGulUXgnpnVvr8bjgxBlRv7pedP3q71mloO+ncE1qV9jbb7+9UhWfj8eFypiCx4XAl2OHpyuxcC8ZK0OkBAQKQgCPCwVZSKYBAQj0GoG8elyo53d7OYjxewf9Xmpljwsaf633umJTzuNC/BmY2lfZrHDhhRdG9zgqF7+XVXkn2E7kP/fcc1nNdJnWKh4X5HlV8w//nDCn05zkSSLk61jJ44ITLnRqIySEZz6hPSdk8Fl61hd/JuZEIKVXX301VKvqiMeFqjBRCAIQgAAEINAWBDreH+NxAY8TeNwo6jWAx4Xsr3PtskaAAAQgAAEIQAACEIAABCAAgSYS6HjwVFm4IAPffv36JV60nX/++WVHN2PGjER5tyN7VH7PPfdM5Mngvpwbcxn/SzQQXswtu+yyJRlAdxW6I1xwu7ZH/ag/txNdFP/a177Wqcs//OEPUb7bSa202WabRXEJGbJCo4QLbge6qC+NVUa0enncVdAL7biBsOrsu+++XRVPpP/qV7/yfeVFuOB2s/NiCrmwD9eFjjLSPOmkk0puh/PSJZdc4vMQLiSWslPkoIMOSjBMiwA6VchICKzDWjgPKRmlSqW04bfbgTBRbs0110yMxe0YmMgPkfR1fNVVV4UsfwzjCEeJrtJBbYd8HSXkiQd9z4R8t2tiye1gGM/25/pueueddzql33333VFdtaG20qInVdL3YuhDx7ixx9y5cxN5EkJJpFMuyIg/3t6ZZ57pizeyra76745w4YgjjkiMO25Ic9xxx3Xq0nk+iMpvtdVWJbEJ8xaDrNAI4YLa3X777aO+1Ke+88sZ4ThPG/67OYxPf8vKCe/iY0e4EKeRfe68Uvj1kAEPoYPADTfc4LkgXOhgwlnxCSBcKP4aM0MIQKC5BBAuNIdvo57/hNGF+4pwrOdeN36/pXacF4LQfOmhhx5K3O/oXst5KYzyw0n82ZfaiN/LqozE+2GMOkrcnw66R3799dczNyxoFeGCNhmIzzN9X6LnqRLnx8sEsUHgoTrx/FqEC/GyehYWb2efffYJXVR1RLhQFSYKQQACEIAABNqCQMf7Y4QLRTVaZ14IMhAuZH+dI1zI5kIqBCAAAQhAAAIQgAAEIACBhhHoePBUWbigTseNG5d4AaaXlyeeeKI3EI8PSgbl2qFt1VVXTZSPv5hzLukTeXqx5ty+l+bMmRNvyp/L04MEA/GXbxITlAvdES5oZ/K4EWy836OOOqpTt2+88UZibPHyXe2Qnn5xrR3/NPdq/ml88fAf//EfnfqXRwwZZb/wwgv+BbCOU6ZMKfVPea1YZpllOq1fvO34eV6ECzIQliFz+vqSMfG1116b8B4RjOkRLsRXsvN5Wriw3377VXUt6noN3jo++OCDTi/jtft/PGi3v4EDByau17Tg4OKLL07ka/f8tNeSiRMnJsp8+ctfLskrTDzEP4c6l6GAvCiEIAMJ7XwfLydvK/EwduzYRL64xAVWEiysvfbavow8N2y00UaROEHCqvTnTUYE8TBz5sySBBHxMaSNPdJG8iuvvHJJXP/xj3/Em/K7bEqkkP7ukrgphEa2FdqMH7sjXAhG1nEW4Vx56ZDuK5TVUVyzQlq4oOuomu/ctMhAIpC4kE59SvQi0dj//M//lP71r3+V3n///dJ9991XkqGIBGXx8UmkUW1AuFCZFMKFbEbhM4VwIZsPqcUkgHChmOvKrCAAgZ4jgHAhm/Uqq6xSiv9L33tm1+pI7c7zH92vaCf9eIjfW+i8nnvdcsIF9aVNOOL9qHzwTqh73bRgXmXT97LyHhhvQ5sPvPfee/GpeA+sKqP74s997nNeNBEKtIpwQc+n4vP8xje+Eabgj2lhg8qmvTI0Srige9HwjCKM6bbbbkuMp1wE4UI5OuRBAAIQgAAE2otAx/tjhAsY+GPgX9RrAOFC9vf6Ikp2N1QECEAAAhCAAAQgAAEIQAACEGgSAWfMZs6Q2JxnBHM7oVXsxRkPm3tZaW4ntkRZZ5RpzojcVlttNXPGtPbaa6/ZRx99lCjjDHrtnnvusRVWWCFKdwb3Nm3atCgeTlTGPRQz9zLUt6U248HtXG5OzGCbbLJJPDlxrrG6F8uJNLXjDPUTaV1F3G7xNnv27E7Zbrd422OPPTqlO4NYc8atndLdi1rbcccdO6U7YYfttddendKrSZg+fXqirtZw8ODB5l5mZ1Z3hszmjK075TkX8nb11VebEzl0ystKuPLKK23YsGHmPC5kssmqk05beumlTeOpNWj8N910k02aNMlmzZoVzWf55Ze34cOH28EHH2wDBgzo1Oyll15q7iWxOeGCuRf+nfKLmOAEQuZERv4zrc92NWHMmDE2efLkaop2KqPrzxkY+PSbb77ZnKF1VEbfDc6bim2xxRbmxDPmvJmY84QR5Q8ZMsT+9Kc/RXGd6HGQExSYM/qO0p0hhv/crbjiivaXv/zFXwtRpjtxQijbZptt4kmmvkPQdfLZZ5/57ynn7cWcZxT7/e9/b4888kgoYs5QwubNm2frrLNOlOaMKsx5hDAnTorSdthhB9tll118muYTb+Oss84yJ1aKyp5zzjl2zDHHRHGdOEMAcx4C/PeFPn/6HnZinKiMvmOd2CCKO0N4U5/OSCRK00mfPn08dzFxQi0/Hs0xHpwxhOlzG0Ij2wptxo/6ftR6h6DvUfVZTdD89J2dnoPW0XmKMSfYSDSjvzP6O5EO4uLEXaa/E+ngBC72+OOPp5MrxjfccMNO9ZxIxI4//nh/vaYb6Oo7V+W+9a1v+Wsva3zpdhR3Rvn+ej/hhBN8f1llyqXputb1XuSg3y9OrGLO2Mf0/Uf4XwL6/t911139d8z8+fPBAoG2IHDeeeeZ88jj/87eeuutdc1Z9wrx3xB1NUIlCEAAAi1KwG1MYRMmTKjp90P62cbXv/71xL1cFgrdp7jd96Osn/3sZ6bfuyGkf7frPnOnnXYK2TUd1ZeeIcSD7hfi9x2614g/p1AdJ4aLqqT/Ljjhgjkhc5Rf6STNqFL5dL7usfV7N4T4eOq913Wbgfj76NCmnvPpuV0Ieu609957h6g/OrG+aW307En3yvqt6cSyURknXOjEWs/D4n+T9exMfPU8Ss/LnFF9VD89T90XO/F9lO82OzG3WUUUDye6D3deI0PUdB/uNh2J4pXmqoLrr7++fx4QKrmNDkzPr+JB95rhutEzED0LUdB9vROsx4v6Z6fOI4Xn8dhjj5nGoPv+cO+/+uqr29lnn21OIOK56z5Gz3FCcF4U/HOuEI8fK5V1In8TqxA0Nz23WHLJJUNSl0c9H3ReZc15Nk2sTZcVUhn6HKW5pYoQhQAEIAABCECgRQh0vD+e6t41DWmRUTNMCECgFgJ77HGQe297m3+PqfcrtYbC/v7P1jOQCgEIQAACEIAABCAAAQhAAAKNItCxY0Z1HhfUrzwZOGPUxG5i7ka2bFy7v7mXc52G7V74lbJ2HivXnnsp2+Vu2vEOuuNxQe3IU0LWOJyxbLyb6DxrHtqRO70reqiQ3nEvq6+u0twL5NBMdNTu8drxLr17e1dtyFvB3XffHdWv5qQ3PC7Im8Xpp59ecsbkifWQB4WLLrrI72xebux4XChHpyMv7XGhq+smK929rO9oyJ25F+wlefLIKhtPc4YnXXr70PeFdnSMl886dyKn0mWXXZboP0Ti5fv161fSbo/pXfJDGfdwrXTuueeGqomjdicM35WhfNZx1KhRJe08GQ/add8JKrqchzwAPPTQQ4l8eZdJByei6uRhJGsM8TTt1O8EZOmmSo1sK9142guC/lbUEpzAJcFC8xGjroITlXQqLy8aXQW1FWdU7bkTLmQ2qe9Q5VXbjhN+dfIMktlwLFHrqPadIZf34qBrqpZ/2nGz6AGPC9krjMeFbC6kFpsAHheKvb7MDgIQaD6BInpccKLzqn+vh9/1BxxwQAJ2SA/H7npcCO1Ue9Q9QTzE69V7r5u+33bChXgX3tPgT37yky7ZOVFDyRnDJ/LTHhfUoLxFZN3nxeegc2co770IxgfRKh4X9Byg3HNSea+QpwknCkrw0rz1LEahUR4XAr+hQ4cm+kp7fwzl0kc8LqSJEIcABCAAAQi0L4HwTmTGDDwuFHW3feaFJwk8LmR/x+Nxwd2tEiAAAQhAAAIQgAAEIAABCDSTQMeOGdV5XAhj0Q5j2hnt4osv9se0dwWV0+5p2qHr0EMP9TuMa9fnroIz3PVtOWN+v1N2upx2NdMu/6NHj7YRI0bYcsstly7SKd5djwua37e//e1Eu9ql7Kmnnkqkhcgvf/lLP7YQ19G5h/eeIeJp4bw7O+6lPS6ENnV88MEH7b/+679MO7pprPG10a58gwYNMvdi1Pbdd9+qvU+E9nvS44K8c8i7wnXXXWfazVBBu8Np1zh5B9CO/NUEPC70rMeFsCbPPvus3+HQGXb73fJDutZQnjHklUC7LJYL7nGRTZkyxbTT4N///nf75JNPouL67tLOi7rWdZ4V4rtQajdD7dCvnQdVR58TeXRRkEcFpckTQldBHg20Y6O+F15//fVEMSc0sMMPP7zTDouhkD6D+u7StRy8x8hDjbykXHDBBd5rgnbE13wVvvKVr9jf/va3UD06qq4++/re1fizvKjIW4126Nd4NK6uQiPbivfRHY8Lamfs2LEmTwbxMHLkSJs6dWo8KTrfb7/97IorrojiOnHGVjZ+/PhEWoikd24N6ZWOWR4XQh2tr64feQ6RN4ew62bIl2eFH/zgB3bIIYeYdtysNeBxoTIxPC5kMwoeF3QNOmFjdiFSIVAwAvLWpF215dkovrtzLdPE40IttCgLAQgUjUARPS7IK0C1ngjDejrhgrlNEEK0kyeePHlcqPdetxovBAKge2g9v3rggQdMHhf0nEv3srqf1/1P3BOq7l1uvPHGiFs40b33GWecYXo+8/zzz0f3vsrv37+/v18+7LDDOu3U3yoeFzQP3QfK65Pu2UNYY401zAkI/P2iPNTqWYKeK8hLhROj++tKnkbk5aSSF4XQpo7VlNUzQXkeDc899CxGzxmyPJXG28bjQpwG5xCAAAQgAIH2JhDeH++99y7u/ewX2hsGs4dAQQlcc81M5x3+aTwupNYX4UIKCFEIQAACEIAABCAAAQhAAAKNJhAePOklrgz/6gkytpVIYP78+Sbj3lVWWcX0cm7llVeupzn/8k5t6aWfjO3c7nHesFfuBgm1EZDARAbk4imOa621VlWu4bvqpdnCBec1wq666iovWHj44YejYThvC+Z2szfn1cJk8F1LQLhQnXChFqa1lnVeM7yIRgYV6667rpUTMXXVtkQLEi+4XQpNRuQrrrhiV0Wj9LhwQdeNxhGCDPfdjpJeEFXrd9WCBQvsySef9N9P+kxVW1+fx7lz53pRl4RY3QlqS0KMV155xYsh9F2u710ZW9YaGtlWrX0Xsfw777zjHvQ+Yc67h6299tomA5XuBIQLlekhXMhmFIQL2bmkQqDYBBAuFHt9mR0E8kRAYmoFtzN8noZV91jqES7U3RkV6ybQrHvdWgeU3vBD4oPzzz+/bDN67iPBg4T4up92O/l2EoaUbSDnmRIk6HmBNhXQ5idZQeJ3CTj0nE7PPfMUEC7kaTUYCwQgAAEIQKB3CYT3x707CnqHAAR6gsAxxxxjzgtczV3JdmPppZeuuV7eKyBcyPsKMT4IQAACEIAABCAAAQhAoOUJhAdP3REutDwEJlA1gWYJF/RSV7vq/+pXv/KG6RqQHnbstNNO3rvCzjvvXPeLbIQLvS9cqPoCa3DBcsYcDe6K5iDQNAIIFyqjRbiQzSgIF7QzbrVeirJbIhUCrUPgpZdesnnz5uFxoXWWjJFCoOUJhHuO4D2t1SeEcKE1VjBcdxptWqTfqBlo04AXXngh+rfPPvvY8ssvn2j+1FNPTRi3TJ482XtPSBQi0lIEEC601HIxWAhAAAIQgEBTCYT3x4MGDXAb1lXeSKqpg6FxCECgKQQeffQpW7DgbTwupOgiXEgBIQoBCEAAAhCAAAQgAAEIQKDRBMKDJ4QLjSZbzPYaKVzQDvq///3vvXeFu+66KwKml+7777+/Fyz0798/Sq/3BOECwgVdO80y5qj3uqQeBKolgHChMimEC9mMgnBBv/XkeYkAgXYgcN5559mRRx6JcKEdFps5QiAnBIIBOcKFnCxImwwjXHeabrPudYcOHWq33357RPSggw7yz29CgoSCgwcPttdff90n9enTx+Q580tf+lIowrEFCSBcaMFFY8gQgAAEIACBJhHoeH881b773SFN6oVmIQCB3iSwxx4H2fXX34ZwIbUICBdSQIhCAAIQgAAEIAABCEAAAhBoNIGOB08z3IOn7za6edorGIFGCBfeeecdmzp1ql188cX26quvRoS23HJLL1bYc889bckll4zSu3uCcAHhgq6hZhlzdPf6pD4EKhFAuFCJkPnfLzNnzvS7vZ5yyimVK7RJCYQLbbLQTDNBAOFCAgcRCECgBwgEA3KECz0Amy4iAuG6U0Kz7nVvuOEG22233aI+dbLeeuuZBA1vv/22zZo1K/KYqTx565AHBkJrE0C40Nrrx+ghAAEIQAACjSTQ8f4Y4UIjudIWBPJEAOFC9mogXMjmQioEIAABCEAAAhCAAAQgAIGGEeh48IRwoWFQC9xQd4QL2qlPYoWbb77ZPvvsM09p6aWXtn322ccOO+wwGzRoUFPIIVxAuKALq1nGHE25aGkUAjECCBdiMLo4xeNCNhiEC9lcSC02AYQLxV5fZgeBPBIIBuQIF/K4OsUdU7juNMNm3utOnDjRDj30UCt3fS+66KK27777+uc9iy++eHGht8nMEC60yUIzTQhAAAIQgEAVBDreHyNcqAIXRSDQkgQQLmQvG8KFbC6kQgACEIAABCAAAQhAAAIQaBiBjgdPCBcaBrXADdUqXJB3hauuusokHpg3b15EZsMNN7SDDjrIRowYYcsvv3yU3owThAvtK1xYaaWVoktqlVVWSVyDUQYnEMg5AYQLlRcI4UI2I4QL2VxILTYBhAvFXl9mB4E8EggG5OUMu/M47q7GpF3zJ0yYYHpWNH/+/K6K+fTwW6NsITIhAIHcEPjpT39q48ePLzsehAtl8ZAJAQhAAAIQaCsCHe+PES601cIz2bYigHAhe7kRLmRzIRUCEIAABCAAAQhAAAIQgEDDCHQ8eEK40DCoBW6oWuHCww8/bFOmTLHrrrvOPvjgA0+kT58+tttuu9mYMWNsyJAhPUYJ4UL7Chd67CKjIwg0kQDChcpwES5kMwrGhNUYHma3QCoEWo8AwoXWWzNGDIFWJ1BOuHDKKafYuHHjMqd4xx132Hbbbdcp784777Ttt9++U7oSTj75ZFObWSGMI51Xro76v+uuu9JVfLya3w/ht0ZmAyRCAAK5I4BwIXdLwoAgAAEIQAACuSbQ8f4Y4UKuF4rBQaAbBBAuZMNDuJDNhVQIQAACEIAABCAAAQhAAAINI9Dx4AnhQsOgFrihcsKFDz/80AsVLrnkEps9e3ZEoV+/fjZy5EgbPXq0ff7zn4/Se+oE4QLChZ661ugHAs0ggHChMlWEC9mMgjFhNYaH2S2QCoHWI4BwofXWjBFDoNUJ6HtH4Ygjjug0laILF95880175JFHOs2bBAhAIJ8E+vfvb1/4whfKDg6PC2XxkAkBCEAAAhBoKwId748RLrTVwjPZtiKAcCF7uREuZHMhFQIQgAAEIAABCEAAAhCAQMMIdDx4QrjQMKgFbihLuPDss8+axApXXXWVvfXWW9HstUukvCvopae8LfRWQLiAcKG3rj36hUAjCCBcqEwR4UI2I4QL2VxILTYBhAvFXl9mB4FWI/Dcc8+Z/mWFTTbZxFZcccVOWe+8847NmTOnU7oS1llnHf8vK1OeGrJCuTrqR/3Fw2WXXWa670f4GKfCOQTahwDChfZZa2YKAQhAAAIQqESg4/0xwoVKrMiHQKsSQLiQvXIIF7K5kAoBCEAAAhCAAAQgAAEIQKBhBDoePCFcaBjUAjcUhAvrr7++jR8/3i6++GK7/fbbrVQq+VmvsMIKNnz4cC9YGDBgQC5IIFxAuJCLC5FBQKBOAggXKoNDuJDNCOFCNhdSi00A4UKx15fZQQACzSdw4okn2oQJExAuNB81PUAglwQQLuRyWRgUBCAAAQhAoFcIdLw/RrjQKwtApxDoAQIIF7IhI1zI5kIqBCAAAQhAAAIQgAAEIACBhhHoePCEcKFhUAvc0MSJE+2QQw6xRRZZJBIraLoDBw70YoURI0ZY3759c0VAO0YecMAB9rnPfc5Gjx6dq7E1azDabfOuu+4yGfPKcJUAAQi0LgGEC5XXDuFCNiOEC9lcSC02AYQLxV5fZgcBCDSfAMKF5jOmBwjkmQDChTyvDmODAAQgAAEI9CyBjvfHCBd6ljy9QaDnCCBcyGaNcCGbC6kQgAAEIAABCEAAAhCAAAQaRqDjwRPChYZBLWhDN9xwg/3gBz+wjz/+OJrh2muvbcccc4wdeuihUVreTq644grbb7/98jasHhkPwoUewUwnEGgqAYQLlfEiXMhmhHAhmwupxSaAcKHY68vsIACB5hNAuNB8xvQAgTwTQLiQ59VhbBCAAAQgAIGeJdDx/hjhQs+SpzcI9BwBhAvZrBEuZHMhFQIQgAAEIAABCEAAAhCAQMMIdDx4QrjQMKgFbugXv/hFpkhh4403tlGjRlkePS5cfvnltv/++9uyyy5rX/3qVwu8Oh1Te+6550z/EC50MOEMAq1KAOFC5ZVDuJDNCOFCNhdSi00A4UKx15fZQQACzSeAcKH5jOkBAnkmgHAhz6vD2CAAAQhAAAI9S6Dj/THChZ4lT28Q6DkCCBeyWSNcyOZCKgQgAAEIQAACEIAABCAAgYYR6HjwhHChYVAL3NCVV15pw4YNs/XXX9/GjRtnU6dOtTvvvDOa8QorrGDDhw+3MWPG2IABA6L03jy59NJL7cADDzSJK+bMmdObQ+mxvk855RS/PggXegw5HUGgaQQQLlRGi3AhmxHChWwupBabAMKFYq8vs4NAHgncddddfljbbrttHodX85gQLtSMjAoQKBQBhAuFWk4mAwEIQAACEOgWgY73xwgXugWSyhDIMQGEC9mLg3AhmwupEIAABCAAAQhAAAIQgAAEGkag48ETwoWGQS1wQ0G4sMEGG9js2bP9TOfNm+cFDNOmTbN33303mv3222/vBQx66dmnT58ovadPEC7M6Gnk9AcBCDSQAMKFyjARLmQzQriQzYXUYhNAuFDs9WV2EMgjgUUWWcQPq1Qq5XF4NY8J4ULNyKgAgUIRQLhQqOVkMhCAAAQgAIFuEeh4f4xwoVsgqQyBHBNAuJC9OAgXsrmQCgEIQAACEIAABCAAAQhAoGEEOh48IVxoGNQCN5QlXAjT/eCDD2z69Ol28cUX2yOPPBKSrV+/fjZy5EgbPXq0ff7zn4/Se+oE4QLChZ661ugHAs0ggHChMlWEC9mMEC5kcyG12AQQLhR7fZkdBPJIoKjChTyyZkwQgEDPEdhyyy3ttttuq7nDRRdd1JZeeuma61EBAhCAAAQgAIH8Eeh4f4xwIX+rw4gg0BgCCBeyOSJcyOZCKgQgAAEIQAACEIAABCAAgYYR6HjwhHChYVAL3FA54UJ82vfee69dcskldv3119vHH3/ss+R1YbfddvNeGIYMGRIv3tRzhAsIF5p6gdE4BJpMAOFCZcAIF7IZIVzI5kJqsQkgXCj2+jI7COSRAMKFPK4KY4IABLpLAOFCdwlSHwIQgAAEIND6BDreHyNcaP3VZAYQyCaAcCGbC8KFbC6kQgACEIAABCAAAQhAAAIQaBiB8OCpYQ3SUFsQ2GCDDWz27NkV5/rmm2/a5Zdfbpdddpm9+OKLUfkNN9zQDjroIBsxYoQtv/zyUXozTtpZuNAMnrQJAQj0DoETTjjBjj/++Jo7X2yxxaxv374112ulCggXslcL4UI2F1KLTQDhQrHXl9lBII8EiiZcaATjf/3rX7Zw4cJGNEUbEIBAixHA40KLLRjDhQAEIAABCJQhEN4fz5iBcKEMJrIg0NIEEC5kLx/ChWwupEIAAhCAAAQgAAEIQAACEGgYgfDgqWEN0lBbEKhWuBBgyGjh5ptvtqlTp9odd9xhpVLJZ8l9/D777GOHHXaYDRo0KBRv6BHhQkNx0hgEINBLBBAudA0e4UI2G4QL2VxILTYBhAvFXl9mB4E8EkC40HlVEC50ZkIKBNqFAMKFdllp5gkBCEAAAu1AILw/RrjQDqvNHNuVAMKF7JVHuJDNhVQIQAACEIAABCAAAQhAAAINIxAePJ122mm21VZbNaxdGiomgVtvvdVOP/10q1W4EKfx6quv2qRJk7wnhnfeeSfKkhv6MWPG2J577mlLLrlklN7dk3YWLugzrc82AQIQaF0CY8eOtfvvv98QLnS9hggXstkgXMjmQmqxCSBcKPb6MjsI5JEAwoXOq4JwoTMTUiDQLgQQLrTLSjNPCEAAAhBoBwLh/THChXZYbebYrgQQLmSvPMKFbC6kQgACEIAABCAAAQhAAAIQaBiBjgdPM0yGfwQIlCNw5ZVX2rBhw7olXJCXBb3I/OCDD2zatGk2ceJE++tf/xp1u+qqq9r+++/vRQz9+/eP0us9aWfhgj7TMlwlQAACrUvgO9/5jt10000IF8osIcKFbDgIF7K5kFpsAggXir2+zA4CeSRwyimn+GGFYx7H2NNjQrjQ08TpDwL5IYBwIT9rwUggAAEIQAAC3SXQ8f54qnt/PKS7zVEfAhDIIQGEC9mLgnAhmwupEIAABCAAAQhAAAIQgAAEGkag48ETwoWGQS1wQ40ULsQx3XfffV7AcO2119pHH33ks/Syc6eddvIChp133tnCTpbxetWcI1xAuFDNdUIZCOSVAMKFyiuDcCGbURAuLLvssnb00UdnFyIVAgUjoN+Us2bN8p7k5CmsnrDMMsvU/buznv6oAwEIQKBoBBAuFG1FmQ8EqieAcKF6VpSEAAQgAAEI5J1AeH+89967uM3MvpD34TI+CECgDgLXXDPTnnjiaTvmmGPs5JNPrrmFov7+R7hQ86VABQhAAAIQgAAEIAABCEAAArURCA+eZNyGx4Xa2LVj6WYJFwLLBQsW2CWXXGJTpkyx559/PiTbOuusY6NGjbIDDzzQ5JGhloBwAeFCLdcLZSGQNwIIFyqvCMKFbEZBuJCdSyoEik1gq622MoQLxV5jZgcBCOSXAMKF/K4NI4NAswkU1XCp2dxoHwIQgAAEIJBHAuH9cR7HxpggAIHGEkC4kOSJcCHJgxgEIAABCEAAAhCAAAQgAIGGEwgPnhAuNBxtIRtstnAhQFu4cKHNnDnTJk2a5HfNLZVKPmvJJZe073//+94Lw9Zbbx2Klz0iXEC4UPYCIRMCOSeAcKHyAiFcyGYUhAtLLLGEVfs3M7slUiHQOgReeuklmzdvHh4XWmfJGCkEIFBAAggXCrioTAkCVRJAuFAlKIpBAAIQgAAEWoBAeH88aNAAW2WVFVtgxAwRAhColcCjjz5lCxa8jceFFDiECykgRCEAAQhAAAIQgAAEIAABCDSaQHjwhHCh0WSL2V5PCRfi9J555hkvYLj88svtrbfeirI23nhjL2DYd999rW/fvlF6+gThAsKF9DVBHAKtRADhQuXVQriQzSgIF/Rbb/78+dmFSIVAwQicd955duSRRyJcKNi6Mh0IQKC1CCCnKQpwAABAAElEQVRcaK31YrQQaCQBhAuNpElbEIAABCAAgd4l0PH+eKp997tDencw9A4BCDSFwB57HGTXX38bwoUUXYQLKSBEIQABCEAAAhCAAAQgAAEINJpAx4OnGe7B03cb3TztFYxAbwgXAsIPP/zQrr76aps4caLNnj07JNsKK6xgw4YNs4MPPtgGDBgQpYcThAsIF8K1wBECrUgA4ULlVUO4kM0I4UI2F1KLTQDhQrHXl9lBAAKtQQDhQmusE6OEQDMIIFxoBlXahAAEIAABCPQOgY73xwgXemcF6BUCzSeAcCGbMcKFbC6kQgACEIAABCAAAQhAAAIQaBiBjgdPCBcaBrXADfWmcCGO9YEHHvACht/85jcmQUMI22+/vffCsPvuu1ufPn18MsIFhAvh+uAIgVYkgHCh8qohXMhmhHAhmwupxSaAcKHY68vsIACB1iCAcKE11olRQqAZBBAuNIMqbUIAAhCAAAR6h0DH+2OEC72zAvQKgeYTQLiQzRjhQjYXUiEAAQhAAAIQgAAEIAABCDSMQMeDJ4QLDYNa4IbyIlwIiN966y2TMGHy5Mn27LPPhmTTdT1y5EgbNWqU3XzzzXbggQfaxhtvbHPmzInKFPnklFNOsXHjxnkvKjJcJUAAAq1LAOFC5bVDuJDNCOFCNhdSi00A4UKx15fZQSCPBBZZZBE/rFKplMfh9cqYEC70CnY6hUAuCCBcyMUyMAgIQAACEIBAQwh0vD9GuNAQoDQCgRwSQLiQvSgIF7K5kAoBCEAAAhCAAAQgAAEIQKBhBDoePCFcaBjUAjeUN+FCHPWNN97oBQw33XRTPNnWXXdde+aZZxAuJKgQgQAEWoUAwoXKK4VwIZsRwoVsLqQWmwDChWKvL7ODQB4JIFzovCoIFzozIQUC7UIA4UK7rDTzhAAEIACBdiDQ8f4Y4UI7rDdzbE8CCBey1x3hQjYXUiEAAQhAAAIQgAAEIAABCDSMQMeDJ4QLDYNa4IbyLFwI2J9//nmbOHGiXXbZZfbmm2+GZIQLEQlOIACBViKAcKHyaiFcyGaEcCGbC6nFJoBwodjry+wgkEcCCBc6rwrChc5MSIFAuxBAuNAuK808IQABCECgHQh0vD9GuNAO680c25MAwoXsdUe4kM2FVAhAAAIQgAAEIAABCEAAAg0j0PHgCeFCw6AWuKFWEC4E/B999JFNnz7dJk2aZA888ADChQCGIwQg0FIEEC5UXi6EC9mMEC5kcyG12AQQLhR7fZkdBPJIAOFC51VBuNCZCSkQaBcCCBfaZaWZJwQgAAEItAOBjvfHCBfaYb2ZY3sSQLiQve4IF7K5kAoBCEAAAhCAAAQgAAEIQKBhBDoePCFcaBjUAjfUSsKF+DLMnj3bZs2aZSeccEI8ubDnp5xyio0bN85kzCvDVQIEINC6BBAuVF47hAvZjBAuZHMhtdgEEC4Ue32ZHQTySADhQudV+fTTT61UKnXOIAUCECg8AX0n9unTp/DzZIIQgAAEIACBdiDQ8f4Y4UI7rDdzbE8CCBey1x3hQjYXUiEAAQhAAAIQgAAEIAABCDSMQMeDJ4QLDYNa4IZaVbhQ4CXJnBrChUwsJEKgJQkgXKi8bAgXshkhXMjmQmqxCSBcKPb6MjsI5JFA0YQLEvyffvrpeUTNmCAAgRYnMHnyZPvSl77U4rNg+BCAAAQgAIH2IdDx/hjhQvusOjNtNwIIF7JXHOFCNhdSIQABCEAAAhCAAAQgAAEINIxAx4MnhAsNg1rghhAutMbiIlxojXVilBCohgDChcqUEC5kM0K4kM2F1GITQLhQ7PVldhDIIwHdeymEo4+08H8nnniiTZgwoYVnwNAhAIG8Erj++uttt912y+vwGBcEIAABCEAAAikCHe+PES6k0BCFQGEIIFzIXkqEC9lcSIUABCAAAQhAAAIQgAAEINAwAh0PnhAuNAxqgRtCuNAai4twoTXWiVFCoBoCCBcqU0K4kM0I4UI2F1KLTQDhQrHXl9lBAALNJ3DSSSfZ+PHjfUfbbrtt8zukBwhAoNAEFi5caP/93//t56j7E927ESAAAQhAAAIQaA0CHe+PES60xooxSgjUTgDhQjYzhAvZXEiFAAQgAAEIQAACEIAABCDQMAIdD554edQwqAVuCOFCaywuwoXWWCdGCYFqCCBcqEwJ4UI2I4QL2VxILTYBhAvFXl9mBwEINJ9A8LigZ0Xz589vfof0AAEIFJrAhx9+aH379vVzxONCoZeayUEAAhCAQAEJdLw/RrhQwOVlShDwBBAuZF8ICBeyuZAKAQhAAAIQgAAEIAABCECgYQQ6HjwhXGgY1AI3hHChNRYX4UJrrBOjhEA1BBAuVKaEcCGbEcKFbC6kFpsAwoViry+zgwAEmk8A4ULzGdMDBNqJAMKFdlpt5goBCEAAAkUj0PH+GOFC0daW+UAgEEC4EEgkjwgXkjyIQQACEIAABCAAAQhAAAIQaDiBjgdPCBcaDreADSJcaI1FRbjQGuvEKCFQDQGEC5UpIVzIZoRwIZsLqcUmgHCh2OvL7CAAgeYTQLjQfMb0AIF2IoBwoZ1Wm7lCAAIQgEDRCHS8P0a4ULS1ZT4QCAQQLgQSySPChSQPYhCAAAQgAAEIQAACEIAABBpOoOPBE8KFhsMtYIMIF1pjUREutMY6MUoIVEMA4UJlSggXshkhXMjmQmqxCSBcKPb6MjsIQKD5BBAuNJ8xPUCgnQggXGin1WauEIAABCBQNAId748RLhRtbZkPBAIBhAuBRPKIcCHJgxgEIAABCEAAAhCAAAQgAIGGEwgPnhreMA0WmsAGG2xgs2fPrmuOSy+9tC266KJ11aVSdQSCcKG60pSCAARagcAJJ5xgxx9/fM1DXWyxxaxv374112ulCggXslcL4UI2F1KLTQDhQrHXl9lBAALNJ4BwofmM6QEC7UQA4UI7rTZzhQAEIACBohEI749nzEC4ULS1ZT4QCAQQLgQSySPChSQPYhCAAAQgAAEIQAACEIAABBpOIDx4anjDNFhoAggX8r28CBfyvT6MDgL1EEC40DU1hAvZbBAuZHMhtdgEEC4Ue32ZHQTySGD77bf3w7rjjjvyOLyax4RwoWZkVIAABMoQQLhQBg5ZEIAABCAAgZwTCO+PES7kfKEYHgS6QQDhQjY8hAvZXEiFAAQgAAEIQAACEIAABCDQMALhwdNpp51mW221VcPapaFiErj11lvt9NNPN4QL+V7fIFzQZ1qfbQIEINC6BMaOHWv333+/IVzoeg0RLmSzufHGG22XXXbxmdtuu212IVIhUDACL730kj399NM2ePBgu+WWW+qa3TLLLGOLLLJIXXWpBAEItB+B8H1RKpUKMXmEC4VYRiYBgdwQQLiQm6VgIBCAAAQgAIGaCayxxho2f/58GzhwA1tllZVqrk8FCEAg/wTmzn3KFix424499lg76aSTah7woosuaksvvXTN9fJeAeFC3leI8UEAAhCAAAQgAAEIQAACLU8gCBe0K68M/wgQKEfgyiuvtGHDhiFcKAcpB3lBuKDPtD7bBAhAoHUJfOc737GbbroJ4UKZJUS4kA0neFzIziUVAsUmIPGmBLf1BIQL9VCjDgTalwDChfZde2YOAQhUJoBwoTIjSkAAAhCAAATySiC8P87r+BgXBCDQOALHHHOMnXzyyTU3iHChZmRUgAAEIAABCEAAAhCAAAQgAAERCA+eEC5wPVRDAOFCNZR6vwzChd5fA0YAgUYRQLhQmSTChWxGTz31lE2bNi07s8rUTz75xIqyg3SVU6ZYQQistdZatu+++9Y1G4QLdWGjEgTalgDChbZdeiYOAQhUQQDhQhWQKAIBCEAAAhDIKYFzzjnH3n///bpHt3DhQvv000/rrk9FCECg5wjIe209XpsRLvTcGtETBCAAAQhAAAIQgAAEIACBQhFAuFCo5Wz6ZBAuNB1xQzpAuNAQjDQCgVwQQLhQeRkQLlRmVG+Jf/3rX6aXjAQItBMBhAvttNrMFQLdJ4BwofsMaQECECguAYQLxV1bZgYBCEAAAhCoREAbonz00UeVipEPAQi0MAGECy28eAwdAhCAAAQgAAEIQAACEIBAbxJAuNCb9Fuvb4QLrbFmCBdaY50YJQSqIYBwoTIlhAuVGdVbAuFCveSo18oEEC608uoxdgj0PAGECz3PnB4hAIHWIYBwoXXWipFCAAIQgAAEGk0A4UKjidIeBPJHAOFC/taEEUEAAhCAAAQgAAEIQAACEGgJAggXWmKZcjNIhAu5WYqyA0G4UBYPmRBoKQIIFyovF8KFyozqLYFwoV5y1GtlAggXWnn1GDsEep7Adttt5zu98847e77zJvR44okn2oQJE0zPiubPn9+EHmgSAhBoJwIIF9pptZkrBCAAAQhAIEkA4UKSBzEIFJEAwoUiripzggAEIAABCEAAAhCAAAQg0AMEEC70AOQCdYFwoTUWE+FCa6wTo4RANQQQLlSmhHChMqN6SyBcqJcc9VqZAMKFVl49xg4BCHSXAMKF7hKkPgQgECeAcCFOg3MIQAACEIBAexFAuNBe681s25MAwoX2XHdmDQEIQAACEIAABCAAAQhAoNsEEC50G2FbNYBwoTWWG+FCa6wTo4RANQQQLlSmhHChMqN6SyBcqJcc9VqZAMKFVl49xg4BCHSXAMKF7hKkPgQgECeAcCFOg3MIQAACEIBAexFAuNBe681s25MAwoX2XHdmDQEIQAACEIAABCAAAQhAoNsEEC50G2FbNYBwoTWWG+FCa6wTo4RANQQQLlSmhHChMqN6SyBcqJcc9VqZAMKFVl49xg4BCHSXAMKF7hJs7/o77rhjBGD55Ze3a6+9Nopzkm8Cxx57rD388MPRIKdOnWr9+/eP4vWexIUL06dPN93f1hqWWGIJ0z8CBCAAAQhAAAKtRQDhQmutF6OFQD0EEC7UQ406EIAABCAAAQhAAAIQgAAEIGAIF7gIaiGAcKEWWr1XFuFC77GnZwg0mgDChcpEES5UZlRvCYQL9ZKjXisTQLjQyqvH2CEAge4SqEe48Je//MXOOeecsl336dPH1lprLfvCF75gG264oQ0ZMsQWWWSRTnWqaUuV1N4aa6zhDas32GAD+7d/+zdbbLHFOrWXlSADquuuu87mzp1rTzzxhD355JP24osv2uqrr+7HuN5669nw4cNt8ODBWdU7pS1cuNAmTZpkd9xxR5S3ww472OjRo6N4M04uvvhiu+WWW+pqepVVVjEZpjc6xNd01VVXtTfeeKPRXdBekwhst912dtddd0WtP/roo7bRRhtF8XpPEC7US456EIAABCAAgdYngHCh9deQGUCgEgGEC5UIkQ8BCEAAAhCAAAQgAAEIQAACmQQQLmRiIbELAggXugCTs2SECzlbEIYDgW4QQLhQGR7ChcqM6i2BcKFectRrZQIIF1p59Rg7BCDQXQL1CBd+85vf2F577VVT15tuuqmddtppttNOOyXq1dOWGpB44Sc/+YkNGzYs0V46cu+999rIkSO9aCGdl45vvPHGNmXKFNtyyy3TWVFcwocDDjjAJLiIhx//+Md20UUXxZMafj5mzBibPHlyXe2uueaaXqxRV+UylRAulIGT8yyECzlfIIYHAQhAAAIQaEECCBdacNEYMgRqJIBwoUZgFIcABCAAAQhAAAIQgAAEIACB/yWAcIEroRYCCBdqodV7ZREu9B57eoZAowkgXKhMFOFCZUb1lkC4UC856rUyAYQLrbx6jB0CEOgugZ4SLoRxXn311fbDH/4wRK1e4UJo4Nxzz7UjjzwyRBPHI444wi644AIrlUqJ9HIR/U343e9+5z06xMt9+umnduaZZ9r48ePto48+imf583YVLjz22GMRC3nFkKCE0BoEEC60xjoxSghAAAIQgEArEUC40EqrxVghUB8BhAv1caMWBCAAAQhAAAIQgAAEIACBtieAcKHtL4GaACBcqAlXrxVGuNBr6OkYAg0ngHChMlKEC5UZ1VsC4UK95KjXygQQLrTy6jF2CPQ8gXHjxvlOTz755J7vvAk9NkK40K9fPxsxYkRidO+99579/e9/t9tuu80WLlwY5S2//PI2Z84c+8IXvuDT0sKFrLZU8B//+Ic988wzNmvWLJNBVAgylpf3gy222CIk+eP06dNt7733TqQtu+yy9v3vf98GDRpkX/ziF+21117zdSWmiIsRllxySZNnhXXWWcfXV39q/29/+1vU3uc+9zlfPyT0hnBh8ODBNnTo0DCEsscVVljBjjrqqLJlyGwvAggX2mu9mS0EIAABCECgJwggXOgJyvQBgd4lgHChd/nTOwQgAAEIQAACEIAABCAAgZYlgHChZZeuVwaOcKFXsNfcKcKFmpFRAQK5JYBwofLSIFyozKjeEggX6iVHvVYmgHChlVePsUOg5wksssgivtNadvHv+VFW32MjhAtf//rX7b777svs9OGHH7ZvfvObJiFDCD/72c/shBNO8NG0cKFcW6og8cLWW2+dEA385Cc/sQkTJoTm7Z///KcNGDDAXn755Shts802MwkUsjwCvPTSS7bzzjvbI488EpU/4IAD7JJLLvFxtSfRg8JKK61kZ511lq244or2gx/8wKfpv94QLvznf/6nnXHGGdEYajl5++23PadQR0KMxRdf3Ef1e/D+++83cfnqV79qG264oYXrPpQPR5UJQQYsEp50FebPn2+zZ8/2/WgNJWJRkDeLV199Naq23HLLmYQWXQWJTCQsefLJJ03j3njjjf16dFVebasPhcUWW8z0XDSEDz/80P785z+b5ixBy7rrrps5V+W/9dZboZqtvPLKtvTSS/u42r7nnnv8HDbaaCMbOHBgVC6c6Bq68847TYx0LWrclYLqPPXUU34dJNyR2Gf99de3VVZZpcuqXc113rx5nv2qq64aiV2qES68//779u6770b9LbXUUqY2ygUx7du3ry8iAZHub2sNSyyxhOkfAQIQgAAEIACB1iKAcKG11ovRQqAeAggX6qFGHQhAAAIQgAAEIAABCEAAAhDwL+j0ImvGjBkmwz8CBMoRQLhQjk5+8hAu5GctGAkEuksA4UJlgggXKjOqtwTChXrJUa+VCSBcaOXVY+wQ6HkCwYAb4cJeEfxKYgN5pzj11FOj8nvttZfJoFmhVuGC6px55pk2duxYnfog0cHMmTND1CRkOO2006K4DOSfe+45LzqIElMnb7zxhq233nomQ22JEnbaaSfT8xB5dAjChf/4j/+wc88911ZffXX73e9+Z9/73veiVioJF2Tgf91110XlZTwvDrWEMWPG2OTJk6Mq3REujB492i666KKorVtvvdUb1MsjhYzw414t1lprLbvhhhtsk002icqHk/B5UFwG7eKYDvK8IVZxYYgEBPJiISbPP/+8yXtECMccc4ydffbZIRodVW7UqFH2xz/+0T777LMoXScSC/zyl7/0c0hk/F/e3LlzfbKEJxIgaEyHHHKIFy3I0D6EIUOG+HbWXHPNkOSPGmdcqHL++eeb1uOII46wadOmmYQgIeja0XUtAcaLL75oEsHcdddd9vHHH/siYqbPxEknnZQpkpAnkNNPP90uu+wyfz2GdnVUXXkSUf7aa68dz/LnEk489thj/jzM9b/+67/suOOOM31naUxBRFRJuKBxbLnllv6zowYlJLjlllts++239+139R/Cha7IkA4BCEAAAhAoPgGEC8VfY2YIAYQLXAMQgAAEIAABCEAAAhCAAAQgUBcBPC7Uha1tKyFcaI2lR7jQGuvEKCFQDQGEC5UpIVyozKjeEggX6iVHvVYmgHChlVePsUOg5wkEQ22ECx1G95WEC9dcc4398Ic/jBZLBvB//etffbwe4YIMxSUiCOFrX/ua9xAQ4trRPrSvNBmIjxs3LmR3eZw1a5bf6V8G9TKsD0EG59qV/1vf+lZIqlm4IMN1GYqHII8DEgjUEhopXJDBvYzvQ7j88su9kKErzxkyeBefrbbaKlTxx/B5UCRLuPDAAw94EUjcsD/egLwlHH300TZs2LAoOe1BQxnXXnutFwBIWNJVWHLJJf0chg8fniii61PjUNB4JSbYfPPNE1474hUkYHn88ccjDxTKu/nmm71XjlBOz2C0KcyUKVNCUuIoccGll17qvUFIJJEVzjvvPDv88MMTWQsWLLBtttnG95/ISEVWW201e/TRR72IJp4Vn6sMiuQ5Q9dzCNUKFz744AN/vQZuakseS/bcc8/QVJdHhAtdoiEDAhCAAAQgUHgCCBcKv8RMEALei1zwPlckHIu4hzylIk2IuUAAAhCAAAQgAAEIQAACEMgbAYQLeVuRfI8H4UK+1yeMDuFCIMERAq1PAOFC5TVEuFCZUb0lPvroo0472NbbFvUg0CoE+vbtm7njcauMn3FCAAI9SyAYahfllfaJJ55oEyZM8N4558+fXxXMWsUGP//5z+2oo46K2h46dKjfNV8JtbalOjJ0l+eDECRiuOqqq0LU7yr/j3/8I4rPmzfPe1OIEhpwUqvHhbwJF44//ng744wzIhKrrLKK9xpw0EEHmUQVTz31lMmw/t13343KaKf922+/PYrrJHwedJ4lXJAHgzvuuEPZPsgLgIz1119/fZNIYtKkSSaPGHFhg0QmEpuEIC8OX/ziFyNPASussIIf2ze/+U2TJwt5npCBvsJSSy1lzzzzjL+eQ/1vfOMbCZHIrrvu6r3QSkiidu++++5OQgGNSyxCkJeHHXbYIUTt3/7t3/w1LBHOpptu6kUdGksI8tSh+hdeeKEXAKyzzjrea4W8PYSwxhpr+LHKk0EI++yzjxcIhLjmKM8QEtJoPTTWEOQdQ4KOeEjP9d///d+9yEbCg5VXXtl7fQhrqvnrugxBQgh5bFi4cKH3LqFrPIQLLrjADj300BAte0S4UBYPmRCAAAQgAIFCE/j0008jL1OFniiTg0AbE9C9he67ihYQLhRtRZkPBCAAAQhAAAIQgAAEIJA7AggXcrckuR4QwoVcL080OIQLEQpOINDyBBAuVF5ChAuVGVECAhCAAAQgAIHmEAiG2ggXqvO4IG8FX/3qV+2RRx6JFkQihnPOOcfHaxUu/OEPf/C7vqvdEOTRIewE/8orr1i/fv1Clt8NUrvHx43Do8xunORBuKCd9LU7fzXh9NNPT3gQOPnkk+3UU09NVL3kkku8V4OQ+D//8z+25ZZbekP2kCZPFjLWDyF8HhRPCxcefPDBxG7/MuZXm/H6V1xxhe23336hOX887bTTTMKKEEaPHu09KYT4L37xCzv44IND1Asa1l13XXvzzTd9Wvz6UkLaQF9j1rOu4LVD15LuL2677baoTd2T3XjjjVH8zjvvNAk34uF73/ueF97IcEein0GDBllcmKCyY8eONbFX0GdAIofPPvvMx/XfnDlzvFcGncubxOc+9znT9RpCEBMoLnGHBCbhu0fCSwl01H8I2267rfcOEuLKO/DAA+2ss87y3kQkUpZnCoXtuhAuHHPMMdHnU+Xic1C8UkC4UIkQ+RCAAAQgAAEIQAACEIBA3gggXMjbijAeCEAAAhCAAAQgAAEIQKBwBIJwoXATY0JNJbDBBhvY7Nmz6+pDLiPjL1LraoRKZQkE4ULZQmRCAAItReCEE05IGOxUO3jtxikjliIHhAtFXl3mBgEIQAACEMg3gWCoHYyH46Mtd1+mXedlKJwOWQbRoYyMy9VmVgjjSOeVq5M2VI7X1bOiej0ubLbZZjZz5sx4c94I+7HHHvNG22E3/FBg7ty59uUvf9lH08IF7QqvXfrT4Z///Kf9/e9/N3lPiIevf/3rdu+990Y7///5z382GW+HoF3t4zvhh/TuHmsVLjz//PMmI/0Q1lprLdt///1DtKrjmDFjbPLkyVWVTRf617/+lbhHSF+r8gggTwXp60qeBeIG/fLO8ZOf/CRqPl4+LVxIiyPk6UDCk3jQ50jeF55++ukoOS5c0O7/eqYkg/sQnn32WdN44yHOZplllvFG/osvvrgvkr7ud9llF+/9IF4//TmU5wGJBkJI5ytd15o8IoTw4x//2C6++OIQtRVXXNFfexpPCPLaIO8NIdxwww2m8Sh88skn9vLLL3sxggQJmnP8WlaZgQMHmj4/IegzIa8RIaTnKqHEQw89FLITx3RZzVdzEssQRowYYZdffnmIVnVEuFAVJgpBAAIQgAAEIAABCEAAAjkigHAhR4vBUCAAAQhAAAIQgAAEIACBYhJAuFDMdW32rBAuNJtw99pPGx10rzVqQwACeSCAcKHrVUC40DUbciAAAQhAAAIQ6D0C5e7LiixcqJa4NjSYMmWKjRw5MqqSFi5EGVWcbL311jZjxgyT2CGE22+/3YYOHRqi1r9/f3vuueeieKNOahUuNKLfuHF+re1VEi4cdthhdv7553dq9uyzz7bjjjsuSpf3g7h4opxwQcKMuNH7BRdcYIceemjUVjhR3xdeeGGIWly48MILL/g1DJnySDBt2rQQjY5aj4kTJ0bxuLghbaCv+nvvvXdUVifvvvuuFxqERIkO5OEghLRwQV4L3nnnHVtqqaVCETvvvPPsyCOPjOJprw3KSM916tSpic9DVPn/TuR9YcGCBfbpp5/6f6NGjTJ9l4Rwzz33mD4HIaTnKq6HHHJIyE4c02XllUGeLoJHCHmYuPXWW02eMmoJCBdqoUVZCEAAAhCAAAQgAAEIQCAPBBAu5GEVGAMEIAABCEAAAhCAAAQgAIEyBLQDWHynszJFyYKAJ4DHhda4ELSjHwECEGh9AnhcaP01ZAYQgAAEIAABCECgpwiceOKJpl30u+NxoZqxavf7q666yvbcc89E8XqEC1/60pf8mLWDf9qoWt4V5M0gBOXLkFq/kRsZ8iBckFcAebuoJlx66aUWPBCofFpkI6P1Y489tlNTv/rVr2z48OFRugTEEouEUE64kPYucM0113Raf7Vz5pln2tixY0OTCeFCWogSFapwctddd9k222zjS6UN9OWhY8stt+zUgsQIH3/8sU9fbrnl7L333ovKpIULgwcPtrvvvjvK10malQQDcUGGyowbN86z17mCRCASg8TDzTffbOecc473+PDaa6/FszqdVxIu3HLLLbbjjjt2qqeENBcJi+ThIgSJfuQ1Rc/0agkIF2qhRVkIQAACEIAABCAAAQhAIA8EEC7kYRUYAwQgAAEIQAACEIAABCAAgTIEEC6UgUNWJgGEC5lYcpeIcCF3S8KAIFAXAYQLdWGjEgQgAAEIQAACEGhLAs0ULkg0IEHETjvt5HeV32KLLToxTgsX+vXrZ8OGDUuUe/HFF+3Xv/51lLbaaqvZ448/bqusskqUFk5KpZLJ6Pyf//xnSPIeF2SE3ciQB+HCf/7nf9oZZ5xR17TSwoVLLrnEDjjggE5tXX/99bbHHntE6WmD/XLCBa33gw8+GNWdOXOm7bzzzlE8nPziF79IeGKIe1yYPn16J+8IoV6545VXXmk/+tGPfJG0gf6jjz5qEn2kg55dycOBQiXhwve//3279tprE03oGg19KkNCEAlC4kEiIX3mQkgLF3Tta+zVhkrChb/+9a+2ySabZDaX5pJVSN42JCypJSBcqIUWZSEAAQhAAAIQgAAEIACBPBBAuJCHVWAMEIAABCAAAQhAAAIQgAAEyhBAuFAGDlmZBBAuZGLJXSLChdwtCQOCQF0EEC7UhY1KEIAABCAAAQhAoC0JNEK4sPnmm9utt96a4CeD9hVWWMG0i3u5kBYufP3rX7f77rsvUUVihK222sruv//+KH3ffff1O9xHCbGTTTfd1ObMmROlTJw40caMGRPFuzrRHJ544gnbZ599bNVVV+2qmE8vmnBBxukyUk8HeWo48MADo+S0wX454YI8YsS9M1xxxRUJ7w2h0Z/+9Kf2s5/9LEQTHhdkmP+Nb3wjyhs0aJCpnUpBXjckcFFIG+jnVbigee23337R1HQNnn/++abPl4Q38pix++6724033hiVqSRc6GquWVyWWWYZz/7ss882eS5RkPjooYceMnGvNiBcqJYU5SAAAQhAAAIQgAAEIACBvBBAuJCXlWAcEIAABCAAAQhAAAIQgAAEuiCAcKELMCR3SQDhQpdocpWBcCFXy8FgIFA3AYQLdaOjIgQgAAEIQAACEGg7Ao0QLmSJDaoFWY1wQW1p53jt4P/ZZ59FTd9yyy224447RvFwcvjhh9sFF1wQorbGGmvYvHnzbKmllorS0idqd+DAgV64IAPxXXbZxc4991xvMJ4uq3jRhAuHHHKIXXjhhZ2mOn78eDvppJOi9COPPNJzCQnlhAsHH3ywTZo0KRS1k08+2eTpIR0khvjtb38bJcc9Lrz66qvea0fIXGeddezZZ58N0aqOrSJckGcLebgIIcsLxhe/+EV7+umnQxFrpHDhzjvvtG233dbSXi623npru/vuuy2+1tEAMk4QLmRAIQkCEIAABCAAAQhAAAIQyDUBhAu5Xh4GBwEIQAACEIAABCAAAQhAwAzhAldBrQQQLtRKrHfKI1zoHe70CoFGE0C40GiitAcBCEAAAhCAAASKS6BVhAtagbQgQbvQz50717RTfDy89dZbtsEGG9ibb74ZJctDw0UXXWR9+/aN0sLJwoULbcSIEXbllVeGJJOBuNpeYoklorT4SdGEC2uuuaY9//zznTxkSCzy4IMPRlOXB4DDDjssiseN2eUh4I033ojyfv7zn9tRRx0VxQcMGOCFIVGCO1mwYIEXlnz88cdRcly4oMTlllvOwvMK3es888wztvbaa0fldfL222/7scvLRzq0inBh/fXX9wKbMP477rjDe4sIcQk21l133RD1xyA2CInVzlXly5WVgOHPf/5zaNamTp1qI0eOjOLlThAulKNDHgQgAAEIQAACEIAABCCQRwIIF/K4KowJAhCAAAQgAAEIQAACEIBAjADChRgMTqsigHChKky9XigYAvT6QBgABCDQLQIIF7qFj8oQgAAEIAABCECgrQi0knDhvffesw033NBeeeWVaI1kRC9j+nTQbvVpQ+uNNtrIfvrTn9omm2xiMhKXwOH+++83Gcrfe++9iSa08/1uu+2WSItHahUu/OUvf7Fdd901akKCgJtvvjmKV3MyZswYmzx5clR0v/3282KOKKHCSb9+/Wy11VbzpeT5YNy4cYkaZ599th1zzDFRmhjIC0AISy65pD333HP2+c9/PiQlduFPCxckYpDAQIbsIRx99NF21llneZHBu+++6xnfddddIdsf08KF448/3s4444yojOZ96aWXRn2rna985Sv2wgsveKGJ1vaBBx4wPYtSKGegHzXqTlT+gw8+8EkSS+h6C0ECge233z5ETV4irr322iiuk1//+tf2ox/9KEo79thj/VyjBHcyYcIE02cuBK3n6NGjfVSeSzTuEHStyuOFgp7XfPOb37Q5c+aEbH9Me2Wodq6qXK7sww8/bJtttlnk4WSllVbyopPVV1890X9WBOFCFhXSIAABCEAAAhCAAAQgAIE8E0C4kOfVYWwQgAAEIAABCEAAAhCAAAQcAYQLXAa1EkC4UCux3imPcKF3uNMrBBpNAOFCo4nSHgQgAAEIQAACECgugVYSLmgVpk+fbnvvvXe0IIsuuqjdc889tuWWW0ZpOimVSrbLLrvYzJkzE+khonrytJAVxo4da6effnqUJSPuoUOHRnGdyENA3LB9qaWWsmWXXTZR5m9/+5tJLKAg43wZioew9dZb+3GHeDXHtHChmjrxMhIMyJheIS1c+H//7/95Qci///u/mwzoH3vsMZs2bZp/BhjaOOCAA0yG8vFQzuOCyskoX54u4kFeEdZZZx3fx2effWbf/va3E+uUFi6IszxgxL057LDDDn59lSaBxSOPPBJ1EZ+nEsU9Lo549NFHTSKWdOht4cKoUaO8Z4MwLnn70Hrourrxxhvt1VdfteHDh9uvfvUrf32r3Oabb24nn3yyP+paq3auqlup7KGHHmq/+MUvVNQHeS1R35UCwoVKhMiHAAQgAAEIQAACEIAABPJGAOFC3laE8UAAAhCAAAQgAAEIQAACEEgRQLiQAkK0IgGECxUR5aIAwoVcLAODgEC3CSBc6DZCGoAABCAAAQhAAAJtQ6DVhAtaGBmt//GPf4zWSEboDz30kN9tP0r8vxPtzC8vAu+88046q1O8T58+dt5559nBBx+cyFPbMhCvNbz44ou25ppr+mp5Fy7IQF0CgDjX+HwHDhxot9xyi62xxhrx5MjrgRLTHheUJtHBXnvt5esqng7yOCABSZx5WrigOhqXDOdlvF8uyPh/4sSJpnuiECoZ6IdyvS1ceOmll+zLX/6yvf/++2FIieOPf/xjLwJJX/8qdM0119iee+5ZUYwQb7ASl7fffts22GADW7BgQVTtT3/6kw0ZMiSKZ50gXMiiQhoEIAABCEAAAhCAAAQgkGcCCBfyvDqMDQIQgAAEIAABCEAAAhCAgCOAcIHLoFYCCBdqJdY75REu9A53eoVAowkgXGg0UdqDAAQgAAEIQAACxSXQisKFp556ygYNGuS9HoSVkQcB7TyfFWTsfuqpp3pxwxNPPGHvvvtuoph2qt9///29d4C0Yb4KtoNwYdKkSV4YIAHBrbfeGgkEtNv/zjvv7D0tLLfccgluilTyuKAy8qpw7rnn2h133OFZrr322jZ48GAvQFHb559/vh1xxBEq6sPZZ5/txSYhHo5vvvmmHXXUUV4E8frrr4dkf/za175mhx9+uO2zzz6JdEUqGeiHCr0tXNA4Zs+e7a/DBx98MAzLe4fYbbfdbPz48SZPIffdd5+ddNJJnuenn37qBTsSnchzRbVzVePVlL344otNgokQBgwYYPIksuSSS4akTkeEC52QkAABCEAAAhCAAAQgAAEI5JwAwoWcLxDDgwAEIAABCEAAAhCAAAQggHCBa6BWAggXaiXWO+URLvQOd3qFQKMJIFxoNFHagwAEIAABCEAAAsUlUI9wodVpzJ8/355++mlbeeWVTUb0WQb5rT7HSuOX0GPcuHFRMXlciHs9ePLJJ/3GJfIAIGP5ZoaxY8famWeeGXXxu9/9zvbYY48onnUiLwAao4QVa621ll/LrHKtmiZhxrx58+yLX/yirb766pnTeOutt7wnEXn1WGKJJTLL9EYiwoXeoE6fEIAABCAAAQhAAAIQgEB3CCBc6A496kIAAhCAAAQgAAEIQAACEOgBAggXegBywbpAuNAaC4pwoTXWiVFCoBIBhAuVCJEPAQhAAAIQgAAEIBAItKNwIcy9nY+VhAuNYvPGG2/YCy+84P+99957Nnz48E5NDxkyxHsPCBmPP/64bbjhhiHKscUIIFxosQVjuBCAAAQgAAEIQAACEICAIVzgIoAABCAAAQhAAAIQgAAEIJBzAggXcr5AORwewoUcLkrGkBAuZEAhCQItSADhQgsuGkOGAAQgAAEIQAACvUQA4UIvge/lbntCuKBnDGussYZJsBDCNddcY3vuuWeI2g033GC77bZbFO/fv7/3NNCnT58ojZPWIoBwobXWi9FCAAIQgAAEIAABCEAAAoZwgYsAAhCAAAQgAAEIQAACEIBA3gkgXMj7CuVvfAgX8rcmWSNCuJBFhTQItB4BhAutt2aMGAIQgAAEIAABCPQWAYQLvUW+d/vtCeGCZnj00UfbueeeG0120UUXtc0339y+9rWv2dNPP22zZs2yUqnk8xdZZBG77bbbbOjQoVF5TlqPAMKF1lszRgwBCEAAAhCAAAQgAIF2J4DHhXa/Apg/BCAAAQhAAAIQgAAEIJB7AggXcr9EuRsgwoXcLUnmgBAuZGIhEQItRwDhQsstGQOGAAQgAAEIQAACvUYA4UKvoe/VjntKuPDpp5/a8OHDbdq0aWXnu+yyy9r48ePtiCOOKFuOzPwTQLiQ/zVihBCAAAQgAAEIQAACEIBAkgDChSQPYhCAAAQgAAEIQAACEIAABHJHYOHChfbZZ5/lblwMKL8EFl988fwOjpFFBCRKIkAAAq1PQDuV9unTp/UnUmYG3/3ud23mzJl28sknm4yuCBCAAAQgAAEIQAAC9RGoRbjw1FNPVTRAr28U1OppAnfffbfdc889Ubc77LCDbbbZZlG80SfPPvuszZ49215++WV7//33/XNFiRVWWmklW2ONNewb3/iGLbPMMo3ulvaaQODggw+21VZbrcuWES50iYYMCEAAAhCAAAQgAAEIQCCnBBAu5HRhGBYEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgTwQQLiQh1VgDBCAAAQgAAEIFIFALcKFGTNm2K677lqEaTMHCECgTgKPPvqobbTRRl3WRrjQJRoyIAABCEAAAhCAAAQgAIGcEkC4kNOFYVgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPJAAOFCHlaBMUAAAhCAAAQgUAQCtQgX8LhQhBVnDhDoHgE8LnSPH7UhAAEIQAACEIAABCAAgfwRQLiQvzVhRBCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEckMA4UJuloKBQAACEIAABCDQ4gRqES60+FQZPgQg0AME8LjQA5DpAgIQgAAEIAABCEAAAhBoKAGECw3FSWMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABIpFAOFCsdaT2UAAAhCAAAQg0HsEEC70Hnt6hkARCSBcKOKqMicIQAACEIAABCAAAQgUmwDChWKvL7ODAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEINAtAggXuoWPyhCAAAQgAAEIQCAigHAhQsEJBCDQAAIIFxoAkSYgAAEIQAACEIAABCAAgR4lgHChR3HTGQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACB1iKAcKG11ovRQgACEIAABCCQXwIIF/K7NowMAq1IAOFCK64aY4YABCAAAQhAAAIQgEB7E0C40N7rz+whAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCJQlgHChLB4yIQABCEAAAhCAQNUEEC5UjYqCEIBAFQQQLlQBiSIQgAAEIAABCEAAAhCAQK4IIFzI1XIwGAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC+SKAcCFf68FoIAABCEAAAhBoXQIIF1p37Rg5BPJIAOFCHleFMUEAAhCAAAQgAAEIQAAC5QggXChHhzwIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAm1OAOFCm18ATB8CEIAABCAAgYYRQLjQMJQ0BAEIOAIIF7gMIAABCEAAAhCAAAQgAIFWI4BwodVWjPFCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEOhBAggXsmHfe++9dvzxx2dnkpo7AiNG/P/27i/GjqqOA/iv23aVTYMJoum2aCWi9Q8aKyhaaQA1WiNFkcSS+kCNmpj0wWCfdsG2QaExBuVBG4zRGAOlWsQ/0AeKURuktj4AUiExbSJWrZLayJ/InxZanRvm5t7u3O7dc/dO59753KTZmTPnnDnn85vH+XbWRvbPjwABAgQInE6BDRs2xFe/+tXGEi655JLTuRT3JkBgCASOHz8e999/f2Mn27dvj5UrV854V6Ojo5H98yNAgAABAgQIECBAgEAZAoILZSi7BwECBAgQIECAAAECBAgQIECAAAECBAZUQHChuHB33313XHHFFcUXtVZOYOPGjbFp06bKrcuCCBAgQKBeAvkXF+q1a7slQKAMgW3btsXHP/7xGd9KcGHGZAYQIECAAAECBAgQINCDgOBCD3iGEiBAgAABAgQIECBAgAABAgQIECBAYNgFBBeKK3zPPffEqlWrYsGCBbF+/friTlpPu8DWrVtj//79Ibhw2kthAQQIECDwf4F77703Nm/e3JNF9j+snzhxoqc5DCZAYPgEbrnllli6dOmMNya4MGMyAwgQIECAAAECBAgQ6EFAcKEHPEMJECBAgAABAgQIECBAgAABAgQIECAw7AKCC8UVzr+4MD4+HocOHSrupPW0C3h+T3sJLIAAAQIEZlng2WefjSy84EeAAIHZEBBcmA1FcxAgQIAAAQIECBAg0K2A4EK3UvoRIECAAAECBAgQIECAAAECBAgQIECghgJe/C4uuuBCsUvVWj2/VauI9RAgQIBArwKCC70KGk+AQKuA4EKrhmMCBAgQIECAAAECBPotILjQb2HzEyBAgAABAgQIECBAgAABAgQIECBAYIAFvPhdXDzBhWKXqrV6fqtWEeshQIAAgV4FBBd6FTSeAIFWAcGFVg3HBAgQIECAAAECBAj0W0Bwod/C5idAgAABAgQIECBAgAABAgQIECBAgMAAC3jxu7h4ggvFLlVr9fxWrSLWQ4AAAQK9Cggu9CpoPAECrQKCC60ajgkQIECAAAECBAgQ6LeA4EK/hc1PgAABAgQIECBAgAABAgQIECBAgACBARbw4ndx8QQXil2q1ur5rVpFrIcAAQIEehUQXOhV0HgCBFoFBBdaNRwTIECAAAECBAgQINBvAcGFfgubnwABAgQIECBAgAABAgQIECBAgAABAgMs4MXv4uIJLhS7VK3V81u1ilgPAQIECPQqILjQq6DxBAi0CggutGo4JkCAAAECBAgQIECg3wKCC/0WNj8BAgQIECBAgAABAgQIECBAgAABAgQGWMCL38XFE1wodqlaq+e3ahWxHgIECBDoVUBwoVdB4wkQaBUQXGjVcEyAAAECBAgQIECAQL8FBBf6LWx+AgQIECBAgAABAgQIECBAgAABAgQIDLCAF7+Liye4UOxStVbPb9UqYj0ECBAg0KuA4EKvgsYTINAqILjQquGYAAECBAgQIECAAIF+Cwgu9FvY/AQIECBAgAABAgQIECBAgAABAgQIEBhgAS9+FxdPcKHYpWqtnt+qVcR6CBAgQKBXAcGFXgWNJ0CgVUBwoVXDMQECBAgQIECAAAEC/RYQXOi3sPkJECBAgAABAgQIECBAgAABAgQIECAwwAJe/C4unuBCsUvVWj2/VauI9RAgQIBArwKCC70KGk+AQKuA4EKrhmMCBAgQIECAAAECBPotILjQb2HzEyBAgAABAgQIECBAgAABAgQIECBAYIAFvPhdXDzBhWKXqrV6fqtWEeshQIAAgV4FBBd6FTSeAIFWAcGFVg3HBAgQIECAAAECBAj0W0Bwod/C5idAgAABAgQIECBAgAABAgQIECBAgMAAC3jxu7h4ggvFLlVr9fxWrSLWQ4AAAQK9Cggu9CpoPAECrQKCC60ajgkQIECAAAECBAgQ6LeA4EK/hc1PgAABAgQIECBAgAABAgQIECBAgACBARbw4ndx8QQXil2q1ur5rVpFrIcAAQIEehUQXOhV0HgCBFoFBBdaNRwTIECAAAECBAgQINBvAcGFfgubnwABAgQIECBAgAABAgQIECBAgAABAgMs4MXv4uIJLhS7VK01f343bNgQ2b+Z/ubMmRMjIyMzHaY/AQIECBDom8ALL7wQL730Ut/mNzEBAvUSmD9/fmT//AgQIECAAAECBAgQIFCGgOBCGcruQYAAAQIECBAgQIAAAQIECBAgQIAAgQEVyF/83rhxY2zatGlAdzH7yx7k4MJHP/rRJsiZZ54Z27dvb54P20H+/E5MTMTk5OSMt5eFFsbGxmY8zgACBAgQIECAAAECBAgQIECAAAECBAgQIECgXUBwod3DGQECBAgQIECAAAECBAgQIECAAAECBAi0COQvfgsutKD8/7DX4MLu3bvj5ptvbp/0pLN58+bF6173ujj33HPjLW95S3zwgx+M7AsAvf5a5zj77LPj8OHDvU5Z2fH58yu4UNkSWRgBAgQIECBAgAABAgQIECBAgAABAgQI1ERAcKEmhbZNAgQIECBAgAABAgQIECBAgAABAgQIpAjkL34LLrTr9Rpc+MlPfhKrV69un3Sas2XLlsVNN90UK1eunKbnqS8LLpzap/WqLy60ajgmQIAAAQIECBAgQIAAAQIECBAgQIAAAQLpAoIL6XZGEiBAgAABAgQIECBAgAABAgQIECBAYOgFBBeKS3w6ggv5Su644464+uqr89MZ/33ssceaY7KvOrz5zW9ung/bQf78+uLCsFXWfggQIECAAAECBAgQIECAAAECBAgQIEBg0AQEFwatYtZLgAABAgQIECBAgAABAgQIECBAgACBEgXyF799caEdfbaDC4sWLYq1a9e23eTpp5+O/fv3x3333RfHjx9vXjvzzDPj4YcfjnPPPbfZ5qBYIH9+BReKfbQSIECAAAECBAgQIECAAAECBAgQIECAAIGyBAQXypJ2HwIECBAgQIAAAQIECBAgQIAAAQIECAygQP7it+BCe/FmO7hw0UUXxZ49e9pv8vLZI488EitWrIgsyJD/brzxxpicnGycvvTSS/HPf/4zvxRjY2Nx1llnNcIODz74YPz5z3+Od77znfGOd7yj0efvf/97s+/IyEhkoYlOv6zv448/Hn/7298aXRYvXtz4QsPChQsLh3RaS975T3/6U/zxj3+MJUuWxPvf//6YO3dufqnxNxu/d+/eOHToULzrXe+K8847r+36TE/y51dwYaZy+hMgQIAAAQIECBAgQIAAAQIECBAgQIAAgdkVEFyYXU+zESBAgAABAgQIECBAgAABAgQIECBAYKgE8he/BRfay1pmcCG7c+Z/ww03NBexevXq2LZtW+P88OHD8drXvrZ57corr2xcW7NmTfz0pz9ttK9atSp++ctfNo7nzJnT7Hv22WdHNv7k386dO2Pz5s3x29/+9uRLkYUdPvaxj8WGDRvive99b9v1f//73/Ga17ym2Zat5a677opbb701vv71rzdCEPnFpUuXxp133hnnn39+HD16NNatW9dY73/+85+8S3ziE5+IH/3oR5F9ZSLllz+/ggspesYQIECAAAECBAgQIECAAAECBAgQIECAAIHZExBcmD1LMxEgQIAAAQIECBAgQIAAAQIECBAgQGDoBPIXvwUX2ktbdnDhxz/+cVx99dXNRWRfI3jooYca588991zjKwv5xcsuuyyyuq1fvz5vipkEF7Zv3x5ZMOLEiRPN8UUH2ZcdfvGLX8SHP/zh5uWT13LppZfGF7/4xba1Nzv//+ANb3hD44sQn/vc5+K2225rvdQ8/uQnPxk/+9nPmuczOcifX8GFmajpS4AAAQIECBAgQIAAAQIECBAgQIAAAQIEZl9AcGH2Tc1IgAABAgQIECBAgAABAgQIECBAgACBoRHIX/wWXGgvadnBhW9961vx5S9/ubmID33oQ/GrX/2qcf7iiy/G/Pnzm9cuuOCCxlcUDh48GK94xSvijDPOiBUrVnT1xYX//ve/kX2F4fnnn2/Mt3Dhwrj22mubX0XYs2dPfPe7340nn3yycX3x4sXx17/+NebOnVu4lre//e3x1FNPRfaVh4985CPx4IMPNgMX+YKz+bP9vfWtb40PfOADsWvXrti/f39+uTF23759kc0101/+/AouzFROfwIECBAgQIAAAQIECBAgQIAAAQIECBAgMLsCgguz62k2AgQIECBAgAABAgQIECBAgAABAgQIDJVA/uK34EJ7WcsMLhw9ejQuvPDCyF7ez39ZiOHmm29unGZfRhgZGckvNY6z8+985zuxdu3aGB0djRdeeKERYsg6ZSGC/JeFFA4fPpyfNkID2VcS8t/3vve9+PznP5+fNv5u2bKlEaJYtGhRZP9uvfXWRrAh79Q6f9b2pje9KX7/+9/Hq1/96jh27FhkoYv7778/7974e8kll8S9997bWOPTTz8dWfjiwIEDzT633HJLfOlLX2qed3uQP7+CC92K6UeAAAECBAgQIECAAAECBAgQIECAAAECBPojILjQCEcQ6gAAJYpJREFUH1ezEiBAgAABAgQIECBAgAABAgQIECBAYCgE8he/BRfayznbwYV3v/vdsWPHjrabPPPMM/HYY4/F5s2bY+/evW3XHn300Xjb297WbDs5LJB9xeCb3/xm83rrQWvfk4ML99xzT6xatarZPQs+ZOGFefPmNdumO2idP+t7ww03xFe+8pXmsK1bt8ZnPvOZ5nl28MADD8Ty5cubbTfeeGNcf/31zfPWoEazsYuD/PkVXOgCSxcCBAgQIECAAAECBAgQIECAAAECBAgQINBHAcGFPuKamgABAgQIECBAgAABAgQIECBAgAABAoMukL/4LbjQXsnZDi60z975LPuSQvaFgy984QttnU4OC2RfZzj//PPb+uQnrX1PDi5kYYn8ywh5/6zPVVddFZdddllcfPHFsXjx4vxS4d/W+bMOv/71rxtj884PP/xwLFu2LD+NBQsWRHbf1t9dd93VuGfetmbNmrj99tvz067/5s+v4ELXZDoSIECAAAECBAgQIECAAAECBAgQIECAAIG+CAgu9IXVpAQIECBAgAABAgQIECBAgAABAgQIEBgOgfzFb8GF9nqejuDC/Pnz47bbbotPf/rT7Yv5/9nJYYHnnnsuXvnKV07plzW09j05uJBdX7duXWzZsiU7LPy98Y1vjGuuuaYRnli4cOGUPq3zZ2t+6qmn4owzzmj2O3jwYCxZsqR5ngUssqBF62/Xrl1x6aWXNptWr14d27Zta553e5A/v4IL3YrpR4AAAQIECBAgQIAAAQIECBAgQIAAAQIE+iMguNAfV7MSIECAAAECBAgQIECAAAECBAgQIEBgKATyF78FF9rLWVZwYd68eTE+Ph4rV65sBAXe8573tC/k5bPWsMCrXvWqePLJJwv7ZY2tfYuCC1mfb3zjG3H99dfH0aNHs9PC3+joaNxxxx3xqU99qu36dPP/4x//iHPOOac5JtvTH/7wh+Z5dvC73/0uVqxY0WwTXGhSOCBAgAABAgQIECBAgAABAgQIECBAgAABAgMpILgwkGWzaAIECBAgQIAAAQIECBAgQIAAAQIECJQjILhQ7DzbwYULLrggdu7c2XazLACQhRBGRkba2otOpgsLtI7ptm8Wfvj5z38ev/nNb2L37t1x4MCB1mkax9kXFfbu3RvLli1rXptufsGFJpUDAgQIECBAgAABAgQIECBAgAABAgQIECBQGwHBhdqU2kYJECBAgAABAgQIECBAgAABAgQIECAwcwHBhWKz2Q4uXHTRRbFnz57im3XROl1YoHWKmfRtHffEE0/Efffd1/gawyOPPNK89LWvfS2uu+665vl08wsuNKkcECBAgAABAgQIECBAgAABAgQIECBAgACB2ggILtSm1DZKgAABAgQIECBAgAABAgQIECBAgACBmQsILhSbDXNw4cUXX4zHH3+8sfHzzjtvCsBf/vKXWLp0aRw7dqxx7aqrroo777yz2U9woUnhgAABAgQIECBAgAABAgQIECBAgAABAgQIEHhZQHDBo0CAAAECBAgQIECAAAECBAgQIECAAAECHQUEF4pphjW4kNV7586djVDCwoUL49FHH42zzjqrDeGhhx6KCy+8MI4fP95on5iYiJtuuqnZR3ChSeGAAAECBAgQIECAAAECBAgQIECAAAECBAgQeFlAcMGjQIAAAQIECBAgQIAAAQIECBAgQIAAAQIdBQQXimmGNbiwZcuWWLduXXPTy5YtizVr1sSiRYvixIkTcfDgwfjBD34QBw4caPQZGRmJXbt2xcUXX9wcI7jQpHBAgAABAgQIECBAgAABAgQIECBAgAABAgQIvCwguOBRIECAAAECBAgQIECAAAECBAgQIECAAIGOAoILxTTDGlw4duxYfPazn43bb7+9eOMntX77299uCzpklwUXTkJySoAAAQIECBAgQIAAAQIECBAgQIAAAQIECITggoeAAAECBAgQIECAAAECBAgQIECAAAECBDoKCC4U0wxrcCHbbfZlhe9///vxwx/+MB544IEpAPPnz48rr7wyrr322njf+9435brgwhQSDQQIECBAgAABAgQIECBAgAABAgQIECBAoPYCggu1fwQAECBAgAABAgQIECBAgAABAgQIECBAoLOA4EKxTa/BheJZq9f6zDPPxL/+9a944oknYt68eXHOOefE+Ph4zJ07t3qLLVhR/vxOTEzE5ORkQY9TN42MjMTY2NipO7lKgAABAgQIECBAgAABAgQIECBAgAABAgQITCsguDAtkQ4ECBAgQIAAAQIECBAgQIAAAQIECBCor0D+4vfGjRtj06ZN9YU4aed1CS6ctO2BO82fX8GFgSudBRMgQIAAAQIECBAgQIAAAQIECBAgQIDAkAkILgxZQW2HAAECBAgQIECAAAECBAgQIECAAAECsymQv/gtuNCuKrjQ7lHVs/z5FVyoaoWsiwABAgQIECBAgAABAgQIECBAgAABAgTqIiC4UJdK2ycBAgQIECBAgAABAgQIECBAgAABAgQSBPIXvwUX2vEEF9o9qnqWP7+CC1WtkHURIECAAAECBAgQIECAAAECBAgQIECAQF0EBBfqUmn7JECAAAECBAgQIECAAAECBAgQIECAQIJA/uK34EI7nuBCu0dVz/LnV3ChqhWyLgIECBAgQIAAAQIECBAgQIAAAQIECBCoi4DgQl0qbZ8ECBAgQIAAAQIECBAgQIAAAQIECBBIEMhf/BZcaMcTXGj3qOpZ/vwKLlS1QtZFgAABAgQIECBAgAABAgQIECBAgAABAnUREFyoS6XtkwABAgQIECBAgAABAgQIECBAgAABAgkC+YvfggvteIIL7R5VPcufX8GFqlbIuggQIECAAAECBAgQIECAAAECBAgQIECgLgKCC3WptH0SIECAAAECBAgQIECAAAECBAgQIEAgQSB/8VtwoR1PcKHdo6pn+fMruFDVClkXAQIECBAgQIAAAQIECBAgQIAAAQIECNRFQHChLpW2TwIECBAgQIAAAQIECBAgQIAAAQIECCQI5C9+Cy604wkutHtU9Sx/fgUXqloh6yJAgAABAgQIECBAgAABAgQIECBAgACBuggILtSl0vZJgAABAgQIECBAgAABAgQIECBAgACBBIH8xW/BhXY8wYV2j6qe5c+v4EJVK2RdBAgQIECAAAECBAgQIECAAAECBAgQIFAXAcGFulTaPgkQIECAAAECBAgQIECAAAECBAgQIJAgkL/4fc0118TatWsTZhjOIbt3747rrrsuxsfH49ChQ8O5ySHYVf78Ci4MQTFtgQABAgQIECBAgAABAgQIECBAgAABAgQGWkBwYaDLZ/EECBAgQIAAAQIECBAgQIAAAQIECBDor0D+4nd/7zK4swsuVLt2+fMruFDtOlkdAQIECBAgQIAAAQIECBAgQIAAAQIECAy/gODC8NfYDgkQIECAAAECBAgQIECAAAECBAgQIJAskL/4nTzBkA8UXKh2gfPnV3Ch2nWyOgIECBAgQIAAAQIECBAgQIAAAQIECBAYfgHBheGvsR0SIECAAAECBAgQIECAAAECBAgQIECAwCwL3H333XHFFVeE4MIsw87ydIILswxqOgIECBAgQIAAAQIECBAgQIAAAQIECBAgkCgguJAIZxgBAgQIECBAgAABAgQIECBAgAABAgQI1FdAcGEwai+4MBh1skoCBAgQIECAAAECBAgQIECAAAECBAgQGH4BwYXhr7EdEiBAgAABAgQIECBAgAABAgQIECBAgMAsCwguzDJon6YTXOgTrGkJECBAgAABAgQIECBAgAABAgQIECBAgMAMBQQXZgimOwECBAgQIECAAAECBAgQIECAAAECBAgQEFwYjGdAcGEw6mSVBAgQIECAAAECBAgQIECAAAECBAgQIDD8AoILw19jOyRAgAABAgQIECBAgAABAgQIECBAgACBWRbIgwujo6OxfPnyWZ7ddLMlsG/fvjhy5EhMTEzE5OTkjKcdGRmJsbGxGY8zgAABAgQIECBAgAABAgQIECBAgAABAgQIEGgXEFxo93BGgAABAgQIECBAgAABAgQIECBAgAABAgSmFciDC9N21KESAoILlSiDRRAgQIAAAQIECBAgQIAAAQIECBAgQIBAjQUEF2pcfFsnQIAAAQIECBAgQIAAAQIECBAgQIAAgTSBPLiwYMGCWL9+fdokRvVdYOvWrbF//35fXOi7tBsQIECAAAECBAgQIECAAAECBAgQIECAAIFTCwgunNrHVQIECBAgQIAAAQIECBAgQIAAAQIECBAgMEUgDy6Mj4/HoUOHplzXUA2Byy+/PHbs2CG4UI1yWAUBAgQIECBAgAABAgQIECBAgAABAgQI1FhAcKHGxbd1AgQIECBAgAABAgQIECBAgAABAgQIEEgTEFxIcyt7lOBC2eLuR4AAAQIECBAgQIAAAQIECBAgQIAAAQIEigUEF4pdtBIgQIAAAQIECBAgQIAAAQIECBAgQIAAgY4CggsdaSp1QXChUuWwGAIECBAgQIAAAQIECBAgQIAAAQIECBCosYDgQo2Lb+sECBAgQIAAAQIECBAgQIAAAQIECBAgkCYguJDmVvYowYWyxd2PAAECBAgQIECAAAECBAgQIECAAAECBAgUCwguFLtoJUCAAAECBAgQIECAAAECBAgQIECAAAECHQUEFzrSVOqC4EKlymExBAgQIECAAAECBAgQIECAAAECBAgQIFBjAcGFGhff1gkQIECAAAECBAgQIECAAAECBAgQIEAgTUBwIc2t7FGCC2WLux8BAgQIECBAgAABAgQIECBAgAABAgQIECgWEFwodtFKgAABAgQIECBAgAABAgQIECBAgAABAgQ6CggudKSp1AXBhUqVw2IIECBAgAABAgQIECBAgAABAgQIECBAoMYCggs1Lr6tEyBAgAABAgQIECBAgAABAgQIECBAgECagOBCmlvZowQXyhZ3PwIECBAgQIAAAQIECBAgQIAAAQIECBAgUCwguFDsopUAAQIECBAgQIAAAQIECBAgQIAAAQIECHQUEFzoSFOpC4ILlSqHxRAgQIAAAQIECBAgQIAAAQIECBAgQIBAjQUEF2pcfFsnQIAAAQIECBAgQIAAAQIECBAgQIAAgTQBwYU0t7JHCS6ULe5+BAgQIECAAAECBAgQIECAAAECBAgQIECgWEBwodhFKwECBAgQIECAAAECBAgQIECAAAECBAgQ6CgguNCRplIXBBcqVQ6LIUCAAAECBAgQIECAAAECBAgQIECAAIEaCwgu1Lj4tk6AAAECBAgQIECAAAECBAgQIECAAAECaQKCC2luZY8SXChb3P0IECBAgAABAgQIECBAgAABAgQIECBAgECxgOBCsYtWAgQIECBAgAABAgQIECBAgAABAgQIECDQUUBwoSNNpS4ILlSqHBZDgAABAgQIECBAgAABAgQIECBAgAABAjUWEFyocfFtnQABAgQIECBAgAABAgQIECBAgAABAgTSBAQX0tzKHiW4ULa4+xEgQIAAAQIECBAgQIAAAQIECBAgQIAAgWIBwYViF60ECBAgQIAAAQIECBAgQIAAAQIECBAgQKCjgOBCR5pKXRBcqFQ5LIYAAQIECBAgQIAAAQIECBAgQIAAAQIEaiwguFDj4ts6AQIECBAgQIAAAQIECBAgQIAAAQIECKQJCC6kuZU9SnChbHH3I0CAAAECBAgQIECAAAECBAgQIECAAAECxQKCC8UuWgkQIECAAAECBAgQIECAAAECBAgQIECAQEcBwYWONJW6ILhQqXJYDAECBAgQIECAAAECBAgQIECAAAECBAjUWEBwocbFt3UCBAgQIECAAAECBAgQIECAAAECBAgQSBMQXEhzK3uU4ELZ4u5HgAABAgQIECBAgAABAgQIECBAgAABAgSKBQQXil20EiBAgAABAgQIECBAgAABAgQIECBAgACBjgKCCx1pKnVBcKFS5bAYAgQIECBAgAABAgQIECBAgAABAgQIEKixgOBCjYtv6wQIECBAgAABAgQIECBAgAABAgQIECCQJpAHF0ZHR2P58uVpkxjVd4F9+/bFkSNHYmJiIiYnJ2d8v5GRkRgbG5vxOAMIECBAgAABAgQIECBAgAABAgQIECBAgACBdgHBhXYPZwQIECBAgAABAgQIECBAgAABAgQIECBAYFqBPLgwbUcdKiEguFCJMlgEAQIECBAgQIAAAQIECBAgQIAAAQIECNRYQHChxsW3dQIECBAgQIAAAQIECBAgQIAAAQIECBBIE8iDCwsWLIj169enTWJU3wW2bt0a+/fv98WFvku7AQECBAgQIECAAAECBAgQIECAAAECBAgQOLWA4MKpfVwlQIAAAQIECBAgQIAAAQIECBAgQIAAAQJTBPLgwvj4eBw6dGjKdQ3VELj88stjx44dggvVKIdVECBAgAABAgQIECBAgAABAgQIECBAgECNBQQXalx8WydAgAABAgQIECBAgAABAgQIECBAgACBNAHBhTS3skcJLpQt7n4ECBAgQIAAAQIECBAgQIAAAQIECBAgQKBYQHCh2EUrAQIECBAgQIAAAQIECBAgQIAAAQIECBDoKCC40JGmUhcEFypVDoshQIAAAQIECBAgQIAAAQIECBAgQIAAgRoLCC7UuPi2ToAAAQIECBAgQIAAAQIECBAgQIAAAQJpAoILaW5ljxJcKFvc/QgQIECAAAECBAgQIECAAAECBAgQIECAQLGA4EKxi1YCBAgQIECAAAECBAgQIECAAAECBAgQINBRQHChI02lLgguVKocFkOAAAECBAgQIECAAAECBAgQIECAAAECNRYQXKhx8W2dAAECBAgQIECAAAECBAgQIECAAAECBNIEBBfS3MoeJbhQtrj7ESBAgAABAgQIECBAgAABAgQIECBAgACBYgHBhWIXrQQIECBAgAABAgQIECBAgAABAgQIECBAoKOA4EJHmkpdEFyoVDkshgABAgQIECBAgAABAgQIECBAgAABAgRqLCC4UOPi2zoBAgQIECBAgAABAgQIECBAgAABAgQIpAkILqS5lT1KcKFscfcjQIAAAQIECBAgQIAAAQIECBAgQIAAAQLFAoILxS5aCRAgQIAAAQIECBAgQIAAAQIECBAgQIBARwHBhY40lboguFCpclgMAQIECBAgQIAAAQIECBAgQIAAAQIECNRYQHChxsW3dQIECBAgQIAAAQIECBAgQIAAAQIECBBIExBcSHMre5TgQtni7keAAAECBAgQIECAAAECBAgQIECAAAECBIoFBBeKXbQSIECAAAECBAgQIECAAAECBAgQIECAAIGOAoILHWkqdUFwoVLlsBgCBAgQIECAAAECBAgQIECAAAECBAgQqLGA4EKNi2/rBAgQIECAAAECBAgQIECAAAECBAgQIJAmILiQ5lb2KMGFssXdjwABAgQIECBAgAABAgQIECBAgAABAgQIFAsILhS7aCVAgAABAgQIECBAgAABAgQIECBAgAABAh0FBBc60lTqguBCpcphMQQIECBAgAABAgQIECBAgAABAgQIECBQYwHBhRoX39YJECBAgAABAgQIECBAgAABAgQIECBAIE1AcCHNrexRggtli7sfAQIECBAgQIAAAQIECBAgQIAAAQIECBAoFhBcKHbRSoAAAQIECBAgQIAAAQIECBAgQIAAAQIEOgoILnSkqdQFwYVKlcNiCBAgQIAAAQIECBAgQIAAAQIECBAgQKDGAoILNS6+rRMgQIAAAQIECBAgQIAAAQIECBAgQIBAmoDgQppb2aMEF8oWdz8CBAgQIECAAAECBAgQIECAAAECBAgQIFAsILhQ7KKVAAECBAgQIECAAAECBAgQIECAAAECBAh0FBBc6EhTqQuCC5Uqh8UQIECAAAECBAgQIECAAAECBAgQIECAQI0FBBdqXHxbJ0CAAAECBAgQIECAAAECBAgQIECAAIE0gTy4kDbaqLIFJiYmYnJycsa3HRkZibGxsRmPM4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoFxBcaPdwRoAAAQIECBAgQIAAAQIECBAgQIAAAQIEphUQXJiWqFIdBBcqVQ6LIUCAAAECBAgQIECAAAECBAgQIECAAIEaCggu1LDotkyAAAECBAgQIECAAAECBAgQIECAAAECvQkcOXIk9u3b19Mkzz//fJw4caKnOQzuTuD1r399LFmypLvOLb18caEFwyEBAgQIECBAgAABAgQIECBAgAABAgQIEOhBQHChBzxDCRAgQIAAAQIECBAgQIAAAQIECBAgQIBAqsCzzz4bx48fTx1uXAkCggslILsFAQIECBAgQIAAAQIECBAgQIAAAQIECNRCQHChFmW2SQIECBAgQIAAAQIECBAgQIAAAQIECBComoDgQtUqMnU9ggtTTbQQIECAAAECBAgQIECAAAECBAgQIECAAIEUAcGFFDVjCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAjwKCCz0CljBccKEEZLcgQIAAAQIECBAgQIAAAQIECBAgQIAAgVoICC7Uosw2SYAAAQIECBAgQIAAAQIECBAgQIAAAQJVExBcqFpFpq5HcGGqiRYCBAgQIECAAAECBAgQIECAAAECBAgQIJAiILiQomYMAQIECBAgQIAAAQIECBAgQIAAAQIECBDoUUBwoUfAEoYLLpSA7BYECBAgQIAAAQIECBAgQIAAAQIECBAgUAsBwYValNkmCRAgQIAAAQIECBAgQIAAAQIECBAgQKBqAoILVavI1PUILkw10UKAAAECBAgQIECAAAECBAgQIECAAAECBFIEBBdS1IwhQIAAAQIECBAgQIAAAQIECBAgQIAAAQI9Cggu9AhYwnDBhRKQ3YIAAQIECBAgQIAAAQIECBAgQIAAAQIEaiEguFCLMtskAQIECBAgQIAAAQIECBAgQIAAAQIECFRNQHChahWZuh7BhakmWggQIECAAAECBAgQIECAAAECBAgQIECAQIqA4EKKmjEECBAgQIAAAQIECBAgQIAAAQIECBAgQKBHAcGFHgFLGC64UAKyWxAgQIAAAQIECBAgQIAAAQIECBAgQIBALQQEF2pRZpskQIAAAQIECBAgQIAAAQIECBAgQIAAgaoJCC5UrSJT1yO4MNVECwECBAgQIECAAAECBAgQIECAAAECBAgQSBEQXEhRM4YAAQIECBAgQIAAAQIECBAgQIAAAQIECPQoILjQI2AJwwUXSkB2CwIECBAgQIAAAQIECBAgQIAAAQIECBCohYDgQi3KbJMECBAgQIAAAQIECBAgQIAAAQIECBAgUDUBwYWqVWTqegQXpppoIUCAAAECBAgQIECAAAECBAgQIECAAAECKQKCCylqxhAgQIAAAQIECBAgQIAAAQIECBAgQIAAgR4FBBd6BCxhuOBCCchuQYAAAQIECBAgQIAAAQIECBAgQIAAAQK1EBBcqEWZbZIAAQIECBAgQIAAAQIECBAgQIAAAQIEqiZw9OjROHHiRNWWZT0tAnPmzInR0dGWFocECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAv8De3ih3ad04IMAAAAASUVORK5CYII=" - } - }, + "attachments": {}, "cell_type": "markdown", "metadata": { "pycharm": { @@ -25,9 +21,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -116,9 +110,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -154,18 +146,14 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "### Specify Confinement\n", "\n", @@ -178,7 +166,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -191,9 +178,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -239,9 +224,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -273,9 +256,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -333,9 +314,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -384,9 +363,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -433,9 +410,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -470,9 +445,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -520,9 +493,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -576,9 +547,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -642,9 +611,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -681,9 +648,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -736,9 +701,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -771,9 +734,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -863,7 +824,6 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -886,9 +846,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "\n" ] @@ -896,7 +854,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -910,7 +867,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -920,7 +876,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.7.3 ('base')", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -934,7 +890,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.12" }, "vscode": { "interpreter": { diff --git a/simulations/examples/output/sim_1/UniformDensityField b/simulations/examples/output/sim_1/UniformDensityField new file mode 100644 index 0000000..039a908 --- /dev/null +++ b/simulations/examples/output/sim_1/UniformDensityField @@ -0,0 +1,14 @@ +x_width,1000.0 +nx,63 +y_width,1000.0 +ny,63 +z_width,1000.0 +nz,63 +confine_type, +confine_length,0.0 +chi,1.0 +assume_fully_accessible,True +vf_limit,0.5 +fast_field,False +poly_1,polymer +null_reader,binder diff --git a/simulations/examples/output/sim_1/__completion_time__ b/simulations/examples/output/sim_1/__completion_time__ new file mode 100644 index 0000000..c3e2f25 --- /dev/null +++ b/simulations/examples/output/sim_1/__completion_time__ @@ -0,0 +1 @@ +2023-02-24 16:30:35.539119 \ No newline at end of file diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_0.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_0.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_0.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_1.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_1.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_1.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_10.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_10.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_10.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_100.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_100.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_100.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_101.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_101.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_101.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_102.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_102.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_102.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_103.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_103.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_103.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_104.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_104.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_104.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_105.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_105.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_105.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_106.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_106.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_106.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_107.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_107.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_107.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_108.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_108.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_108.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_109.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_109.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_109.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_11.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_11.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_11.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_110.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_110.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_110.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_111.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_111.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_111.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_112.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_112.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_112.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_113.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_113.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_113.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_114.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_114.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_114.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_115.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_115.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_115.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_116.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_116.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_116.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_117.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_117.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_117.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_118.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_118.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_118.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_119.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_119.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_119.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_12.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_12.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_12.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_120.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_120.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_120.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_121.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_121.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_121.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_122.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_122.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_122.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_123.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_123.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_123.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_124.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_124.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_124.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_125.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_125.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_125.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_126.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_126.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_126.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_127.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_127.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_127.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_128.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_128.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_128.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_129.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_129.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_129.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_13.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_13.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_13.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_130.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_130.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_130.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_131.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_131.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_131.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_132.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_132.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_132.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_133.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_133.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_133.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_134.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_134.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_134.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_135.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_135.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_135.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_136.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_136.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_136.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_137.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_137.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_137.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_138.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_138.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_138.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_139.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_139.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_139.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_14.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_14.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_14.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_140.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_140.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_140.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_141.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_141.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_141.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_142.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_142.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_142.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_143.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_143.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_143.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_144.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_144.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_144.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_145.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_145.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_145.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_146.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_146.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_146.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_147.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_147.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_147.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_148.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_148.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_148.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_149.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_149.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_149.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_15.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_15.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_15.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_150.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_150.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_150.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_151.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_151.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_151.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_152.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_152.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_152.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_153.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_153.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_153.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_154.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_154.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_154.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_155.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_155.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_155.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_156.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_156.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_156.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_157.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_157.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_157.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_158.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_158.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_158.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_159.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_159.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_159.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_16.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_16.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_16.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_160.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_160.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_160.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_161.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_161.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_161.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_162.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_162.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_162.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_163.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_163.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_163.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_164.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_164.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_164.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_165.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_165.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_165.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_166.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_166.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_166.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_167.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_167.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_167.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_168.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_168.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_168.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_169.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_169.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_169.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_17.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_17.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_17.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_170.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_170.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_170.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_171.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_171.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_171.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_172.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_172.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_172.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_173.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_173.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_173.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_174.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_174.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_174.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_175.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_175.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_175.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_176.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_176.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_176.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_177.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_177.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_177.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_178.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_178.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_178.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_179.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_179.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_179.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_18.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_18.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_18.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_180.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_180.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_180.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_181.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_181.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_181.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_182.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_182.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_182.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_183.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_183.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_183.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_184.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_184.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_184.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_185.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_185.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_185.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_186.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_186.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_186.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_187.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_187.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_187.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_188.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_188.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_188.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_189.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_189.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_189.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_19.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_19.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_19.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_190.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_190.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_190.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_191.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_191.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_191.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_192.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_192.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_192.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_193.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_193.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_193.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_194.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_194.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_194.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_195.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_195.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_195.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_196.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_196.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_196.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_197.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_197.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_197.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_198.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_198.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_198.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_199.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_199.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_199.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_2.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_2.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_2.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_20.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_20.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_20.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_21.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_21.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_21.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_22.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_22.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_22.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_23.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_23.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_23.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_24.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_24.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_24.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_25.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_25.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_25.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_26.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_26.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_26.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_27.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_27.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_27.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_28.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_28.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_28.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_29.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_29.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_29.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_3.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_3.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_3.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_30.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_30.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_30.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_31.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_31.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_31.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_32.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_32.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_32.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_33.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_33.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_33.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_34.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_34.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_34.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_35.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_35.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_35.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_36.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_36.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_36.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_37.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_37.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_37.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_38.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_38.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_38.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_39.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_39.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_39.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_4.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_4.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_4.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_40.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_40.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_40.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_41.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_41.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_41.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_42.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_42.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_42.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_43.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_43.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_43.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_44.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_44.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_44.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_45.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_45.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_45.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_46.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_46.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_46.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_47.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_47.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_47.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_48.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_48.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_48.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_49.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_49.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_49.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_5.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_5.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_5.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_50.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_50.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_50.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_51.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_51.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_51.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_52.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_52.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_52.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_53.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_53.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_53.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_54.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_54.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_54.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_55.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_55.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_55.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_56.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_56.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_56.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_57.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_57.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_57.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_58.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_58.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_58.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_59.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_59.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_59.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_6.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_6.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_6.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_60.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_60.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_60.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_61.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_61.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_61.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_62.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_62.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_62.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_63.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_63.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_63.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_64.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_64.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_64.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_65.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_65.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_65.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_66.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_66.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_66.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_67.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_67.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_67.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_68.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_68.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_68.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_69.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_69.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_69.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_7.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_7.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_7.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_70.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_70.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_70.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_71.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_71.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_71.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_72.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_72.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_72.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_73.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_73.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_73.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_74.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_74.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_74.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_75.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_75.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_75.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_76.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_76.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_76.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_77.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_77.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_77.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_78.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_78.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_78.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_79.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_79.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_79.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_8.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_8.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_8.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_80.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_80.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_80.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_81.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_81.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_81.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_82.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_82.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_82.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_83.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_83.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_83.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_84.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_84.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_84.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_85.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_85.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_85.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_86.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_86.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_86.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_87.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_87.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_87.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_88.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_88.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_88.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_89.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_89.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_89.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_9.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_9.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_9.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_90.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_90.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_90.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_91.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_91.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_91.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_92.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_92.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_92.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_93.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_93.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_93.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_94.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_94.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_94.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_95.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_95.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_95.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_96.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_96.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_96.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_97.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_97.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_97.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_98.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_98.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_98.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_99.csv b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_99.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/crank_shaft_snap_99.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_0.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_0.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_0.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_1.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_1.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_1.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_10.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_10.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_10.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_100.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_100.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_100.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_101.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_101.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_101.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_102.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_102.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_102.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_103.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_103.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_103.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_104.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_104.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_104.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_105.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_105.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_105.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_106.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_106.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_106.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_107.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_107.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_107.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_108.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_108.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_108.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_109.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_109.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_109.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_11.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_11.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_11.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_110.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_110.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_110.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_111.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_111.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_111.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_112.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_112.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_112.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_113.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_113.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_113.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_114.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_114.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_114.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_115.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_115.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_115.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_116.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_116.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_116.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_117.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_117.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_117.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_118.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_118.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_118.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_119.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_119.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_119.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_12.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_12.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_12.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_120.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_120.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_120.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_121.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_121.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_121.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_122.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_122.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_122.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_123.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_123.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_123.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_124.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_124.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_124.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_125.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_125.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_125.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_126.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_126.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_126.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_127.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_127.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_127.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_128.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_128.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_128.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_129.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_129.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_129.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_13.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_13.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_13.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_130.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_130.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_130.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_131.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_131.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_131.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_132.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_132.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_132.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_133.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_133.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_133.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_134.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_134.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_134.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_135.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_135.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_135.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_136.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_136.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_136.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_137.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_137.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_137.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_138.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_138.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_138.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_139.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_139.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_139.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_14.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_14.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_14.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_140.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_140.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_140.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_141.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_141.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_141.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_142.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_142.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_142.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_143.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_143.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_143.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_144.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_144.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_144.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_145.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_145.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_145.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_146.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_146.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_146.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_147.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_147.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_147.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_148.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_148.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_148.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_149.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_149.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_149.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_15.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_15.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_15.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_150.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_150.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_150.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_151.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_151.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_151.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_152.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_152.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_152.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_153.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_153.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_153.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_154.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_154.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_154.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_155.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_155.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_155.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_156.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_156.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_156.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_157.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_157.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_157.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_158.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_158.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_158.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_159.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_159.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_159.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_16.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_16.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_16.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_160.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_160.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_160.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_161.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_161.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_161.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_162.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_162.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_162.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_163.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_163.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_163.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_164.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_164.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_164.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_165.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_165.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_165.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_166.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_166.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_166.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_167.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_167.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_167.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_168.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_168.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_168.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_169.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_169.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_169.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_17.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_17.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_17.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_170.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_170.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_170.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_171.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_171.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_171.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_172.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_172.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_172.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_173.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_173.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_173.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_174.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_174.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_174.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_175.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_175.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_175.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_176.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_176.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_176.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_177.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_177.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_177.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_178.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_178.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_178.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_179.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_179.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_179.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_18.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_18.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_18.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_180.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_180.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_180.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_181.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_181.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_181.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_182.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_182.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_182.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_183.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_183.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_183.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_184.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_184.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_184.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_185.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_185.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_185.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_186.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_186.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_186.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_187.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_187.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_187.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_188.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_188.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_188.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_189.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_189.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_189.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_19.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_19.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_19.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_190.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_190.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_190.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_191.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_191.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_191.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_192.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_192.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_192.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_193.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_193.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_193.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_194.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_194.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_194.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_195.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_195.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_195.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_196.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_196.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_196.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_197.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_197.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_197.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_198.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_198.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_198.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_199.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_199.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_199.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_2.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_2.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_2.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_20.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_20.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_20.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_21.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_21.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_21.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_22.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_22.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_22.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_23.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_23.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_23.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_24.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_24.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_24.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_25.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_25.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_25.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_26.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_26.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_26.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_27.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_27.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_27.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_28.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_28.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_28.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_29.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_29.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_29.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_3.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_3.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_3.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_30.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_30.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_30.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_31.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_31.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_31.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_32.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_32.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_32.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_33.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_33.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_33.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_34.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_34.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_34.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_35.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_35.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_35.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_36.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_36.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_36.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_37.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_37.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_37.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_38.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_38.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_38.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_39.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_39.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_39.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_4.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_4.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_4.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_40.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_40.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_40.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_41.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_41.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_41.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_42.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_42.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_42.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_43.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_43.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_43.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_44.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_44.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_44.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_45.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_45.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_45.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_46.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_46.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_46.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_47.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_47.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_47.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_48.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_48.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_48.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_49.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_49.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_49.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_5.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_5.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_5.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_50.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_50.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_50.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_51.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_51.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_51.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_52.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_52.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_52.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_53.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_53.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_53.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_54.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_54.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_54.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_55.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_55.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_55.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_56.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_56.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_56.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_57.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_57.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_57.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_58.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_58.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_58.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_59.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_59.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_59.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_6.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_6.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_6.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_60.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_60.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_60.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_61.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_61.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_61.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_62.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_62.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_62.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_63.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_63.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_63.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_64.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_64.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_64.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_65.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_65.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_65.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_66.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_66.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_66.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_67.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_67.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_67.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_68.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_68.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_68.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_69.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_69.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_69.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_7.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_7.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_7.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_70.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_70.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_70.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_71.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_71.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_71.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_72.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_72.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_72.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_73.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_73.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_73.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_74.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_74.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_74.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_75.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_75.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_75.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_76.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_76.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_76.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_77.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_77.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_77.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_78.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_78.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_78.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_79.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_79.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_79.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_8.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_8.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_8.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_80.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_80.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_80.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_81.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_81.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_81.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_82.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_82.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_82.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_83.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_83.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_83.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_84.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_84.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_84.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_85.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_85.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_85.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_86.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_86.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_86.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_87.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_87.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_87.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_88.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_88.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_88.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_89.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_89.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_89.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_9.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_9.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_9.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_90.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_90.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_90.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_91.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_91.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_91.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_92.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_92.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_92.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_93.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_93.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_93.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_94.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_94.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_94.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_95.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_95.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_95.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_96.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_96.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_96.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_97.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_97.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_97.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_98.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_98.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_98.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_99.csv b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_99.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/end_pivot_snap_99.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_0.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_0.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_0.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_1.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_1.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_1.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_10.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_10.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_10.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_100.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_100.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_100.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_101.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_101.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_101.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_102.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_102.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_102.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_103.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_103.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_103.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_104.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_104.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_104.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_105.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_105.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_105.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_106.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_106.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_106.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_107.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_107.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_107.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_108.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_108.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_108.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_109.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_109.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_109.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_11.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_11.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_11.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_110.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_110.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_110.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_111.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_111.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_111.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_112.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_112.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_112.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_113.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_113.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_113.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_114.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_114.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_114.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_115.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_115.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_115.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_116.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_116.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_116.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_117.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_117.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_117.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_118.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_118.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_118.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_119.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_119.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_119.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_12.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_12.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_12.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_120.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_120.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_120.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_121.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_121.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_121.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_122.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_122.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_122.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_123.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_123.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_123.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_124.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_124.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_124.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_125.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_125.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_125.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_126.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_126.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_126.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_127.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_127.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_127.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_128.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_128.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_128.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_129.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_129.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_129.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_13.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_13.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_13.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_130.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_130.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_130.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_131.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_131.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_131.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_132.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_132.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_132.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_133.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_133.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_133.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_134.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_134.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_134.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_135.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_135.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_135.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_136.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_136.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_136.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_137.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_137.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_137.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_138.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_138.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_138.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_139.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_139.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_139.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_14.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_14.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_14.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_140.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_140.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_140.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_141.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_141.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_141.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_142.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_142.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_142.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_143.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_143.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_143.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_144.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_144.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_144.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_145.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_145.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_145.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_146.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_146.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_146.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_147.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_147.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_147.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_148.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_148.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_148.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_149.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_149.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_149.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_15.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_15.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_15.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_150.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_150.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_150.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_151.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_151.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_151.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_152.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_152.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_152.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_153.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_153.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_153.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_154.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_154.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_154.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_155.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_155.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_155.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_156.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_156.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_156.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_157.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_157.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_157.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_158.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_158.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_158.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_159.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_159.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_159.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_16.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_16.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_16.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_160.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_160.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_160.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_161.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_161.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_161.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_162.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_162.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_162.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_163.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_163.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_163.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_164.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_164.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_164.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_165.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_165.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_165.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_166.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_166.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_166.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_167.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_167.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_167.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_168.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_168.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_168.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_169.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_169.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_169.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_17.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_17.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_17.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_170.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_170.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_170.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_171.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_171.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_171.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_172.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_172.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_172.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_173.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_173.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_173.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_174.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_174.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_174.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_175.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_175.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_175.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_176.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_176.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_176.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_177.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_177.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_177.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_178.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_178.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_178.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_179.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_179.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_179.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_18.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_18.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_18.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_180.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_180.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_180.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_181.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_181.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_181.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_182.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_182.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_182.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_183.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_183.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_183.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_184.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_184.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_184.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_185.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_185.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_185.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_186.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_186.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_186.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_187.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_187.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_187.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_188.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_188.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_188.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_189.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_189.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_189.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_19.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_19.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_19.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_190.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_190.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_190.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_191.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_191.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_191.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_192.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_192.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_192.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_193.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_193.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_193.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_194.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_194.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_194.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_195.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_195.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_195.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_196.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_196.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_196.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_197.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_197.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_197.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_198.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_198.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_198.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_199.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_199.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_199.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_2.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_2.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_2.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_20.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_20.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_20.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_21.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_21.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_21.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_22.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_22.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_22.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_23.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_23.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_23.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_24.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_24.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_24.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_25.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_25.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_25.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_26.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_26.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_26.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_27.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_27.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_27.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_28.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_28.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_28.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_29.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_29.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_29.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_3.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_3.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_3.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_30.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_30.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_30.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_31.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_31.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_31.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_32.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_32.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_32.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_33.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_33.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_33.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_34.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_34.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_34.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_35.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_35.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_35.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_36.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_36.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_36.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_37.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_37.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_37.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_38.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_38.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_38.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_39.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_39.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_39.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_4.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_4.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_4.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_40.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_40.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_40.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_41.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_41.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_41.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_42.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_42.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_42.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_43.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_43.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_43.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_44.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_44.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_44.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_45.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_45.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_45.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_46.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_46.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_46.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_47.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_47.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_47.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_48.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_48.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_48.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_49.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_49.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_49.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_5.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_5.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_5.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_50.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_50.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_50.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_51.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_51.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_51.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_52.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_52.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_52.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_53.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_53.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_53.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_54.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_54.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_54.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_55.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_55.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_55.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_56.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_56.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_56.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_57.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_57.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_57.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_58.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_58.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_58.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_59.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_59.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_59.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_6.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_6.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_6.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_60.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_60.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_60.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_61.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_61.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_61.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_62.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_62.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_62.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_63.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_63.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_63.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_64.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_64.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_64.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_65.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_65.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_65.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_66.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_66.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_66.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_67.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_67.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_67.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_68.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_68.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_68.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_69.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_69.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_69.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_7.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_7.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_7.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_70.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_70.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_70.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_71.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_71.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_71.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_72.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_72.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_72.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_73.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_73.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_73.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_74.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_74.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_74.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_75.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_75.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_75.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_76.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_76.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_76.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_77.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_77.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_77.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_78.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_78.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_78.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_79.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_79.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_79.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_8.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_8.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_8.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_80.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_80.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_80.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_81.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_81.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_81.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_82.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_82.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_82.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_83.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_83.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_83.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_84.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_84.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_84.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_85.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_85.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_85.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_86.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_86.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_86.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_87.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_87.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_87.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_88.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_88.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_88.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_89.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_89.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_89.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_9.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_9.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_9.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_90.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_90.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_90.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_91.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_91.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_91.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_92.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_92.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_92.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_93.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_93.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_93.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_94.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_94.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_94.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_95.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_95.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_95.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_96.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_96.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_96.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_97.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_97.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_97.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_98.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_98.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_98.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_99.csv b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_99.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/slide_snap_99.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_0.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_0.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_0.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_1.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_1.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_1.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_10.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_10.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_10.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_100.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_100.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_100.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_101.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_101.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_101.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_102.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_102.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_102.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_103.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_103.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_103.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_104.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_104.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_104.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_105.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_105.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_105.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_106.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_106.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_106.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_107.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_107.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_107.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_108.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_108.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_108.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_109.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_109.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_109.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_11.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_11.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_11.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_110.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_110.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_110.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_111.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_111.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_111.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_112.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_112.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_112.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_113.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_113.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_113.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_114.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_114.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_114.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_115.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_115.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_115.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_116.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_116.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_116.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_117.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_117.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_117.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_118.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_118.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_118.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_119.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_119.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_119.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_12.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_12.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_12.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_120.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_120.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_120.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_121.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_121.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_121.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_122.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_122.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_122.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_123.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_123.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_123.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_124.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_124.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_124.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_125.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_125.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_125.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_126.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_126.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_126.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_127.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_127.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_127.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_128.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_128.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_128.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_129.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_129.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_129.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_13.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_13.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_13.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_130.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_130.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_130.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_131.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_131.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_131.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_132.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_132.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_132.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_133.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_133.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_133.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_134.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_134.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_134.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_135.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_135.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_135.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_136.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_136.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_136.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_137.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_137.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_137.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_138.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_138.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_138.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_139.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_139.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_139.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_14.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_14.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_14.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_140.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_140.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_140.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_141.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_141.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_141.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_142.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_142.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_142.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_143.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_143.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_143.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_144.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_144.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_144.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_145.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_145.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_145.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_146.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_146.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_146.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_147.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_147.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_147.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_148.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_148.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_148.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_149.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_149.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_149.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_15.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_15.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_15.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_150.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_150.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_150.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_151.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_151.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_151.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_152.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_152.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_152.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_153.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_153.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_153.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_154.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_154.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_154.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_155.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_155.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_155.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_156.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_156.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_156.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_157.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_157.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_157.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_158.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_158.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_158.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_159.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_159.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_159.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_16.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_16.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_16.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_160.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_160.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_160.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_161.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_161.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_161.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_162.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_162.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_162.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_163.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_163.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_163.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_164.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_164.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_164.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_165.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_165.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_165.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_166.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_166.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_166.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_167.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_167.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_167.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_168.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_168.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_168.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_169.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_169.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_169.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_17.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_17.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_17.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_170.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_170.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_170.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_171.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_171.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_171.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_172.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_172.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_172.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_173.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_173.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_173.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_174.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_174.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_174.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_175.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_175.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_175.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_176.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_176.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_176.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_177.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_177.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_177.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_178.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_178.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_178.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_179.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_179.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_179.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_18.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_18.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_18.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_180.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_180.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_180.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_181.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_181.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_181.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_182.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_182.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_182.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_183.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_183.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_183.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_184.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_184.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_184.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_185.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_185.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_185.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_186.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_186.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_186.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_187.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_187.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_187.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_188.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_188.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_188.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_189.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_189.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_189.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_19.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_19.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_19.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_190.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_190.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_190.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_191.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_191.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_191.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_192.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_192.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_192.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_193.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_193.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_193.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_194.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_194.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_194.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_195.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_195.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_195.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_196.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_196.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_196.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_197.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_197.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_197.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_198.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_198.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_198.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_199.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_199.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_199.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_2.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_2.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_2.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_20.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_20.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_20.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_21.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_21.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_21.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_22.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_22.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_22.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_23.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_23.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_23.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_24.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_24.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_24.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_25.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_25.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_25.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_26.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_26.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_26.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_27.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_27.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_27.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_28.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_28.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_28.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_29.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_29.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_29.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_3.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_3.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_3.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_30.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_30.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_30.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_31.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_31.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_31.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_32.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_32.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_32.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_33.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_33.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_33.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_34.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_34.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_34.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_35.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_35.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_35.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_36.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_36.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_36.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_37.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_37.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_37.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_38.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_38.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_38.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_39.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_39.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_39.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_4.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_4.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_4.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_40.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_40.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_40.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_41.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_41.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_41.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_42.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_42.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_42.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_43.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_43.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_43.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_44.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_44.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_44.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_45.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_45.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_45.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_46.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_46.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_46.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_47.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_47.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_47.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_48.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_48.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_48.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_49.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_49.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_49.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_5.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_5.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_5.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_50.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_50.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_50.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_51.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_51.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_51.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_52.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_52.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_52.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_53.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_53.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_53.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_54.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_54.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_54.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_55.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_55.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_55.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_56.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_56.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_56.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_57.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_57.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_57.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_58.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_58.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_58.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_59.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_59.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_59.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_6.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_6.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_6.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_60.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_60.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_60.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_61.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_61.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_61.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_62.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_62.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_62.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_63.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_63.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_63.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_64.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_64.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_64.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_65.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_65.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_65.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_66.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_66.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_66.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_67.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_67.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_67.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_68.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_68.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_68.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_69.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_69.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_69.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_7.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_7.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_7.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_70.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_70.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_70.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_71.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_71.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_71.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_72.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_72.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_72.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_73.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_73.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_73.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_74.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_74.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_74.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_75.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_75.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_75.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_76.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_76.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_76.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_77.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_77.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_77.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_78.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_78.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_78.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_79.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_79.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_79.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_8.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_8.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_8.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_80.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_80.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_80.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_81.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_81.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_81.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_82.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_82.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_82.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_83.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_83.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_83.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_84.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_84.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_84.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_85.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_85.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_85.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_86.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_86.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_86.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_87.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_87.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_87.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_88.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_88.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_88.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_89.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_89.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_89.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_9.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_9.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_9.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_90.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_90.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_90.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_91.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_91.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_91.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_92.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_92.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_92.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_93.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_93.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_93.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_94.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_94.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_94.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_95.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_95.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_95.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_96.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_96.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_96.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_97.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_97.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_97.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_98.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_98.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_98.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_99.csv b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_99.csv new file mode 100644 index 0000000..cbb2e27 --- /dev/null +++ b/simulations/examples/output/sim_1/acceptance_trackers/tangent_rotation_snap_99.csv @@ -0,0 +1 @@ +snapshot,iteration,bead_amp_limit,move_amp_limit,bead_amp_realized,move_amp_realized,dE,accepted,acceptance_rate diff --git a/simulations/examples/output/sim_1/bead_amp_bounds b/simulations/examples/output/sim_1/bead_amp_bounds new file mode 100644 index 0000000..8950678 --- /dev/null +++ b/simulations/examples/output/sim_1/bead_amp_bounds @@ -0,0 +1,3 @@ +,crank_shaft,crank_shaft,slide,slide,end_pivot,end_pivot,tangent_rotation,tangent_rotation,change_binding_state,change_binding_state +,lower_bound,upper_bound,lower_bound,upper_bound,lower_bound,upper_bound,lower_bound,upper_bound,lower_bound,upper_bound +0,30,150,10,150,50,150,1,1000,1,1 diff --git a/simulations/examples/output/sim_1/binders b/simulations/examples/output/sim_1/binders new file mode 100644 index 0000000..98c9b52 --- /dev/null +++ b/simulations/examples/output/sim_1/binders @@ -0,0 +1,2 @@ +,name,sites_per_bead,bind_energy,interaction_energy,chemical_potential,bind_energy_mod,bind_energy_no_mod,cross_talk_field_energy_prefactor,cross_talk_interaction_energy,field_energy_prefactor,interaction_energy_intranucleosome,interaction_radius,interaction_volume +0,null_reader,0,,0.0,0.0,0.0,0.0,{'null_reader': 0},{},0.0,0.0,0.0,0.0 diff --git a/simulations/examples/output/sim_1/duplicate_sim.zip b/simulations/examples/output/sim_1/duplicate_sim.zip new file mode 100644 index 0000000..9c5a469 Binary files /dev/null and b/simulations/examples/output/sim_1/duplicate_sim.zip differ diff --git a/simulations/examples/output/sim_1/mc_sim_runtime b/simulations/examples/output/sim_1/mc_sim_runtime new file mode 100644 index 0000000..beec9e4 --- /dev/null +++ b/simulations/examples/output/sim_1/mc_sim_runtime @@ -0,0 +1,201 @@ +runtime,completion_time +4.4173469999999995,2023-02-24 16:15:41.350023 +4.398470999999999,2023-02-24 16:15:45.766645 +4.418284000000002,2023-02-24 16:15:50.204015 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gIYYoigiR+z/7rJ7z7u+Xm5t787vn3t/9/T5nret3hn322fuzT7pW19rfs7s1JluwESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQKEOgmuFCAqioJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBVEBwwYtAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCYguFAYrYoJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABwQXvAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCYgOBCYbQqJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAQXvAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQKCC4XRqpgAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQXPAOECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoUJCC4URqtiAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQHDBO0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUJiC4UBitigkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAHBBe8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUJiA4EJhtComQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBBe8AwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBhAoILhdGqmAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBBc8A4QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEChQkILhRGq2ICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAcME7QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBQmILhQGK2KCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAcEF7wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQmIDgQmG0KiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQEF7wDBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGECgguF0aqYAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQEFzwDhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKFCQguFEarYgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQEBwwTtAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCYguFAYrYoJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABwQXvAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCYgOBCYbQqJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAQXvAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQKCC4XRqpgAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQXPAOECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoUJCC4URqtiAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQHDBO0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUJiC4UBitigkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAHBBe8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUJiA4EJhtComQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBBe8AwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBhAoILhdGqmAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBBc8A4QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEChQkILhRGq2ICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAcME7QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBQmILhQGK2KCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAcEF7wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQmIDgQmG0KiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQEF7wDBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGECgguF0aqYAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQEFzwDhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKFCQguFEarYgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQEBwwTtAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCYguFAYrYoJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABwQXvAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCYgOBCYbQqJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAQXvAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQKCC4XRqpgAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQXPAOECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoUJCC4URqtiAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQHDBO0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUJiC4UBitigkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAHBBe8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUJiA4EJhtComQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBBe8AwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBhAoILhdGqmAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBBc8A4QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEChQkILhRGq2ICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAcME7QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBQmILhQGK2KCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAcEF7wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQmIDgQmG0KiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQEF7wDBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGECgguF0aqYAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQEFzwDhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKFCQguFEarYgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQEBwwTtAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFCYguFAYrYoJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABwQXvAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCYgOBCYbQqJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAQXvAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQKCC4XRqpgAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQXPAOECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoUJCC4URqtiAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQHDBO0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUJiC4UBitigkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAHBBe8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUJiA4EJhtComQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBBe8AwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBhAoILhdGqmAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBBc8A4QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEChQkILhRGq2ICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAcME7QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBQmILhQGK2KCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAcEF7wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQmIDgQmG0KiZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQEF7wDBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGECgguF0aqYAAECBAgQIECgVgVOPvnk8Mgjj9Rq9/SLAIEqExg2bFg44YQTqqxVmkOAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQaL2A4ELrrZQkQIAAAQIECBAgkAp861vfChMmTKBBgACBDhE46qijwi9+8YsOeZaHECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSKEBBcKEJVnQQIECBAgAABAjUtkAUXhgwZEnbcccea7qvOESDQeQK33XZbmDRpUjj66KPD5Zdf3nkN8WQCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQIUCggsVArqdAAECBAgQIECg/gSy4MLo0aPDmDFj6g9AjwkQ6BCBww47LIwbNy5YcaFDuD2EAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKFBAcKFAXFUTIECAAAECBAjUpoDgQm2Oq14RqDYBwYVqGxHtIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBBZVQHBhUeXcR4AAAQIECBAgULcCggt1O/Q6TqBDBQQXOpTbwwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIECBQQXCsRVNQECBAgQIECAQG0KCC7U5rjqFYFqExBcqLYR0R4CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgUQUEFxZVzn0ECBAgQIAAAQJ1KyC4ULdDr+MEOlRAcKFDuT2MAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKFBAcKFAXFUTIECAAAECBAjUpoDgQm2Oq14RqDYBwYVqGxHtIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBBZVQHBhUeXcR4AAAQIECBAgULcCggt1O/Q6TqBDBQQXOpTbwwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIECBQQXCsRVNQECBAgQIECAQG0KCC7U5rjqFYFqExBcqLYR0R4CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgUQUEFxZVzn0ECBAgQIAAAQJ1KyC4ULdDr+MEOlRAcKFDuT2MAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKFBAcKFAXFUTIECAAAECBAjUpoDgQm2Oq14RqDYBwYVqGxHtIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBBZVQHBhUeXcR4AAAQIECBAgULcCggt1O/Q6TqBDBQQXOpTbwwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIECBQQXCsRVNQECBAgQIECAQG0KCC7U5rjqFYFqExBcqLYR0R4CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgUQUEFxZVzn0ECBAgQIAAAQJ1KyC4ULdDr+MEOlRAcKFDuT2MAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKFBAcKFAXFUTIECAAAECBAjUpoDgQm2Oq14RqDaBLLhw5JFHhssuu6zNzevWrVvo3r17m+9zAwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgvQUEF9pbVH0ECBAgQIAAAQI1LyC40LFD/MEHH4Qrr7wyPPfcc+Hdd98NvXr1Cl/5ylfCiBEjOrYhNfi0YcOGhdmzZ6c9W2KJJcIdd9zRIb380Y9+FJ5++un8WVdccUVYa6218uPW7EyePDmMHDkyL7rtttuG0aNH58e1sJMFFxoaGsLYsWPb3KUYWujZs2eb73MDAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKC9BQQX2ltUfQQIECBAgAABAjUv0NbgwsEHHxw++uijRXZZfvnlw9VXX73I93flG1988cUQJ6TPmjWrpBsDBw4MceK6rTKBZZddNn83l1xyyTBnzpwWK5w5c2a4/fbbw/PPP5//xXs22GCDsOGGG4aNNtooDB06ND1uqaIdd9wxPPDAA3mROJZxTNuy/eUvfwk77LBDfksMYdxyyy35cS3sCC7UwijqAwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIBAFBBe8BwQIECBAgAABAgTaKNDW4EJcIeC9995r41P+r/jKK68c3n777f87UUd7u+++e7jzzjtLerzMMsuEAQMGhEmTJpWcd9B2gdYGFxobG8NVV10VfvzjH4f333+/xQfFlRtGjRoVTjvttNCjR49my9ZTcOHwww8P//rXv8L2228fjj322GY9FnRScGFBMs4TIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECXU1AcKGrjZj2EiBAgAABAgQIdLqA4ELHDcGXv/zl8M9//jN/4PXXXx/23XffsNhii+Xn7Cy6QGuCCzNmzAgHHHBAePDBB9v0oPXXXz+MHz8+bLHFFvPd1x7BhU8++SRMnz49r3u55ZYLffr0yY+rYefxxx8PgwcPTpsSDaNHWzbBhbZoKUuAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhUs4DgQjWPjrYRIECAAAECBAhUpUBbgws/+9nPwuzZs+fry1133RWeeOKJ/Pw222wTdtlll/w424krDMQv3dfb9tFHH4U4sT7bVlpppXTliW7dumWn/FYo0JrgQnOrXmy44YZh1113DZtssklYeumlw1NPPRUeeOCB8Mgjj5S0aO211w7PPvtsWqbphfYILjStr1r3hw8fHsaOHZs2T3ChWkdJuwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGOEBBc6AhlzyBAgAABAgQIEKgpgbYGFxbU+eOOOy5ccskl+eUTTzwxnH/++flx0534dfn33nsvPxVXIujZs2eI5x977LEwc+bMMGTIkLDGGmvkZbKd+FX6V199NcQv56+44oph3XXXDXFC+RJLLJEVKfld0LOyQi+99FKIX5Lv169f2HjjjUvCBVmZ8t+4asK0adPC66+/HmIgYfXVV0/vHzBgQHnRMGfOnPDOO++k5eIE+WyLz/vLX/6SHsa2r7rqqtmlkt/3338/PPfcc2mf+/btG+KX/1deeeWSMuUH0W/u3Lnp6biaQ2xf3GKb//d//zfE0MTOO++cnltQ2XjxjTfeSCfw9+rVK2y99dYhrgJQvr3wwgvhySefDBtssEEYOHDgAseh6X3z5s0LL7/8ctqv2L7NNtss9O7du2mRBe7HfsXwwIsvvpje19R8YcGFG2+8Mey3334ldcf3Nr6nSy65ZMn5xsbGcOGFF4aTTz45fP755/m1ePzTn/40P447LQUX4vv38MMPp+MxaNCgEN/15rbPPvssDbJk12KAIrovaKvEMKvztddeSy3jOxz/HUXLpuGaWC56x3ckesR3IL4TcRs2bFj+7z2+F829G2nBJv+x4kITDLsECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA1xZIJlPYCBAgQIAAAQIECBBog0DyBfrG5P8FNI4ePboNd81f9Ic//GFaT6wr/iXBhfkL/fvMDTfcUFL24osvbkxCAI3JxP78/AUXXFBy/80339w4ePDg/Hr2nPjbp0+fxt/85jeNyWTuknviwR/+8IeSe+Kz4nbOOec0rrPOOiXXktUgGq+44or0enP/SQIEjd///vcbk6BByX1ZWzbffPPG3/3udyW3Tpw4sdmy2T3xN5nwX3JPPBg/fnzjmmuu2ey9SXChMQmJNH7xxRfz3RdPbLTRRvl9SbgjLZNMzm9MVndIzyeT0/P74rOztmRlk0BF45ZbbpmXj9eTCfeN119/fX5fMqm/ca211srvjWWS8EJjEmTIy5TvfPzxx43xPVlqqaVK7ov3rrLKKo2//e1vy28pOY7PTCb0l9ybhDJSi1gwmTyfX0uCCCX3/utf/2pMgjD59fjMI444oqRMcwfxmbFs9hfHPglOlBRNQjb59VguvifxL1l1ZL535etf/3pjEnwpuT8ePPjggyV1JMGA+crEE5UaJiGM9N96U6usb3Fcjj/++MY333wzf/aUKVNK2pWVbfp7+umn5+Vb2mloaEjrir9xPNr6F/tuI0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhUg4AVF5LZIzYCBAgQIECAAAECbRHojBUX7rrrrrDbbrvlzTzjjDPCE088Ee644478XBJcCCNGjEiPL7vssnDsscfm1xa085Of/CTEuppu5c8aM2ZMSCb8h//6r/9qWqxkf9y4ceHQQw8tORe/8J9MRC9ZKaKkQJODs88+O5xyyinpmT//+c/56gZNipTsxpUKJk+enJ6Lqzkk4YgwYcKEkjLNHcQv4MdVBMpXK0gCHukqEvGe7t27p6tYbLXVVnkV8av6H374YXrctGwSbAjJRPWwxRZbhGRSeV4+24mrEsQVG+KqGPHr+c1tq622WnjllVdCMgm+5HJcJSF+pT+u+tDSdvTRR4c43rEtTbdjjjkmXH755U1P5fuxbBJcCUkoIkS/uMW2xtUusu2ee+4JSWggO0zbF9tSbpcX+PdOrKN///7hH//4R34pvjunnXZafly+4kJcYeHAAw9MHfJCTXaSYElIggolKyrE1Td22GGHvFS0uuWWW/LjuFOpYVypZN99903HsKTisoNo8sgjj4S4wkd87+MqHy1tSXAhnHnmmS0VSa9ZcWGhRAoQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECXURAcKGLDJRmEiBAgAABAgQIVI9AZwQX7r333rDLLrvkCHGS9q233hqSNHRIvgQfkq/Ch7POOisNLiRf8A9xone8Frc4IT1OGo+TxePk/l/84hf5JPzFF188/O1vfwubbrppXnf5s775zW+GOIk9+cJ/GDp0aDpB/8477yyZ5B4nbE+dOjX06NEjrydOKo+Ty+MWwwCjRo0KyQoLYfnll0+fGSfOx7Zm2/PPPx+SFQjSifrJKg5p/T//+c+zy2GFFVYIhx9+eHq86qqrhpEjR6b72eTurGCyukJaLhrEifZXXnllmDFjRnY5nYgewwtNt+233z489NBD+al99tknJCtWpO1OVk4In332Wfjggw/S6+Vlv/GNb6T37rHHHmkIIAY/mm4xVBHPRYMYPolt+utf/9q0SBo8+MEPflBybtttt00nw8eTMWhw6qmnhu9+97upy6WXXhquvvrqvHxs6957750fx7BEsgJEfhx39tprrxD7FQMY11xzTXjmmWfS6/HdiVt5cCFZoSIcd9xx6bX4n29/+9shWY0jP25pJwZimgZdYighWR0ivyW+iw888EB+vO6666YBlziW6623Xtrv2MbsHY4FY8Am1pttrQkuVGIYnxPHtGk4KAZUDj744PTfQPn7u/HGG4cnn3wyfQfOO++8NLhx3XXXZc0NyeooIf5vR9ziv6OmoZC8UNlO9m4nKy6EsWPHll1d+GF853r27LnwgkoQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBIoWqIZlH7SBAAECBAgQIECAQFcS2H333WMioHH06NEVNTv52n1aT6wr/p144okLrC9ZhaCkbDIhuTEJEjQmX6FvnDdvXnpf8qX79DeZ4F5SNplwXlLv8ccfX3L9nHPOKbl+3333lVyPbRs0aFDje++9l5ebOHHifGWSFSDy67EtSYghL5NMXM+vZTtPP/10WmaNNdZoTFY3aEwmtmeX0t9kgn1+f2xD8hX/kuvxIPlSf2MyqT8vlwQaGl966aWSckloobFPnz55mVhXEsQoKZOELEquR98jjjii8f3330/Lffrpp3n5IUOGlJSN/UxWVMivn3TSSSXX4/Niu6ZPn56X+c53vlNSJgmi5NfiTjLhveR6+RjGMsnk97xMMqE+nsq38vqTwEP+nsRCyeoQjZtttll+f2xjElzI7487SZCi5HrsV2u3X//61yX3lrev3DCZXN/497//vaT6ZKJ+SR3JyhSN2TseC8Z3P7Y7+2tvw/iOZHXH3ySYkLpljYz/7pKVFUrKJIGe7HJjEqwouXbAAQfk11q7kwQW0jribxyztv59/PHHrX2UcgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBQgWsuJDMQLERIECAAAECBAgQaItAZ6y4cP/994evfe1rJc2MKy7sueeeJefiwbvvvpt+vf6jjz4K8W/ttdcOcUWEbIurDey3337ZYSj/Gn5zz4qrMsSvzTfdyr+aH7/GH7/KH7e4OkGvXr3CF198kR7H1Q8eeeSRdHWI9MS//5P8v510NYGm57L9ZJJ2SfkkuJCu6pBdj7/xeTfddFN+asyYMSEJlOTH2U4SzginnHJKdjjfqgvlfYkrQyQT6fPyTXfKy+60004hCXLkRd54443Qu3fv/DjunH322SXPj6s7xJUbsu3//b//F+IqCdkWv8YfV7nItrj6wH/+539mh+nvDTfcEJKAQn4uCXGEbbbZJiQT6sNSSy2VrsKRXYx1x2c03eKKAQcddFB+qnzFhbgqQNN+xVUwshUv8psWsFPevy996UvpSg9x5Yi4lRvGVQx+9atfpdey/yQhhZCEFUISHslOpStVbLfddunxwlZcqMQwPiD+27r99tvzZ19++eXh6KOPzo/jThLQCBdddFFYdtllQ+xjXPUiM4qranz1q1/NyyfBhTB+/Pj8uDU7VlxojZIyBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQFcQEFzoCqOkjQQIECBAgAABAlUlUA3BhWS1hRAnyC+22GILtYnhgHfeeSfMnj07zJ07NyQrHYR99tknv2+XXXYJd999d35cHlxYb731wpQpU/Lr2c7w4cND8lX87DDdT1ZzyI/jJPpHH300P46T6Xfbbbew6667ppP2N9xwwwWGFuJNrQkuDBw4MDz33HP5M5588smw6aab5sfZzlNPPRWSFQayw/CVr3wldchOlE+kv+SSS8Kxxx6bXS75LS/7k5/8JJxxxhklZVZYYYU0vJGdTFajCFtuuWV2mAZLYrAj25JVJ0KyMkR2GNZZZ53wyiuv5Me/+93vQrJqQ34cd5KVJUKyKkR+Lgs3lAcnVlxxxfR5ecF/78yaNSustNJK+eny4EKyCkWI4YBsu/rqq8MhhxySHbb4+/jjj4fBgwfnZeJ7GoMI2ftabnjLLbeEZMWEvHy2k/1by45///vf52GNhQUXKjGMz9tggw1K3vv4byD+W2jtJrjQWinlCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgXoQEFyoh1HWRwIECBAgQIAAgXYVyCZTxy/7xy/8L+p23HHHhThBPttOPPHEcP7552eHJb/lYYKtt946XcGgpFCTgxhUuOCCC0JclWH69Onh008/bXK1dHdhwYUYNPjjH/9YelNyVL6KQXzeiBEj8nLXXXdd+kX/GJZobosT9+PKD/Er9ptsssl8RRYWXIirOfTs2TN89tln+b2x300n42cX3nrrrfTr/dnx0ksvHT7++OM8OFE+kT72N/a7ua28bFwZIa5O0HQrnzQfV8FoGlSIYZI4iT/+xi2GEmbOnJnuf/755yG2L1utIj3Ziv/E8EQMUTz22GMhvh/Ztv7664cXXnghOyz57dGjR+5XHlyIoYgrr7wyL3/66aeHM888Mz9uaad8NYjyYEa5YQw6bLXVVvNVeeihh4YYyMi2//7v/w4jR45MD1sKLlRq2Ny7FVd+WH755bOmLPRXcGGhRAoQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECdSQguFBHg62rBAgQIECAAAEC7SNQDcGFvfbaK/zP//xPsx2Kqwtsv/324aOPPmr2evnJhQUXvv3tb4c//OEP5beF8847L4waNSo/Xx5ciBfuvffecMABB6QrPuQFm9mJk9HjpPSm28KCC+VhhHhvDElkX/VvWlcMN8RJ+k23f/7znyGujBC38on0kyZNKlmhoel95WUnT54c4soPTbcBAwaEadOm5adiSCKGLJpuiy++eB5OaBpciAGG1VdfvWnRVu03NDSEq666Ktxxxx1hjz32yO8ZNGhQGmbITzTZWXnllUMMVcStPLgQxzOGabLtwAMPDL/97W+zwxZ/zz333HDSSSflZWIoIYYTsq3cMFqtu+662eX894QTTggXX3xxfnzqqaeGs846Kz1uKbhQqWFz9y/o3cobV7YjuFAG4pAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCoawHBhboefp0nQIAAAQIECBBYFIFqCC4sKEwQvzQfJ9FPnTo179r3vve9cNRRR4X45f34xfgnn3wyxMns2VZkcCE+I7bp7rvvDn/605/CQw89FJ5++uk0YJA9P/u99NJLwzHHHJMdhoUFF+JqBcsss0yYPXt2fk+ccB5DAOXbjBkzQp8+ffLTMbAQgwvZVj6RvrkwQlvKVhJcmDdvXrriQtOVJB5++OH5ghdZe7Lf2Ke40kMMCAwePDg7HWJbXnzxxfw424mrCsSwQnxe3MqDCxMmTAjxXc+2L3/5y+Hll19u1aoD2267bcmKIOWriZR7L2jFhe9///slYYm4Qsmxxx6bNqml4EKlhtEmrnoR391se/vtt0MMerR2E1xorZRyBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQD0ICC7UwyjrIwECBAgQIECAQLsKVHNwIa62sNlmm+X97du3b3jttdfy47gTv5ofJ4RnW9HBhew52W9cfeDBBx8Mv/zlL8Ott96anQ5Dhw4N99xzT368sOBCLBj7GvucbQuaAP/II4+EOJk+2+LE/kcffTQ7DOUT6TszuBAbtcEGG4QpU6bk7Zs+fXpYa6218uOWdt54443Qu3fvvMiyyy4bPvjgg9CtW7f8XNx59dVXQ79+/fJz5cGFd955J10FIY5Dtp1++unhzDPPzA6b/b3rrrvCbrvtVnIthmU23XTT/Fy590033RT22Wef/Hq2s/POO4c///nP2WG6ykhcbSRuLQUX4vVKDOP9MejTNPAR37NNNtkkXsq3Tz/9NC3zpS99KcS/aB0DD3ETXMiZ7BAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEguCCl4AAAQIECBAgQIBAGwWqObgwfvz4EFdYyLYhQ4aE+++/PztMfw8++ODw61//Oj8XJ5Hfd999+XEs/7WvfS0/XtDqDuedd14YNWpUXu6CCy4II0aMyI/jTlzpIH6pfvPNNy85Hw/iV+3j6hDZBP1evXqFd999Ny/XmuBC+Rf5y7/sn1V2/PHHh5///OfZYTjssMPClVdemR+XT6Tv7ODCHnvsEe644468fXFcDzjggPw47nzyySchhkCiW/fu3fNrza028MADD4QddtghLxN3ysevPLgQy1x00UUlYxon5f/qV78K+++/f7w83xZX09h7773TlRmyi9tss02IK0Y03cq9DzzwwJKVFWLZ999/P6y22mphzpw5+a1NwwMLCy5UYhgfuOeee4bbb789f/bZZ58dTjnllPw47lx88cXhhBNOyM81fa/KgwuxvqZBnfymFnZifePGjQsNDQ1h7NixLZRs/lJ8L3r27Nn8RWcJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAh0oILjQgdgeRYAAAQIECBAgUBsC1RxcKP/a/VJLLZWGAZZZZpkUv3y1hXiyT58+4fXXX88Hpz2CCz/96U9D/IsT6+Pk6Thxfvvtt8+fEXfitfhV+xhuiFv5BPfWBBeee+65dNWFzz//PK1jhRVWSEMYTVediCsrfP3rXw/ZygHRJAYT1l133fSe+J/yifSdHVz405/+FL7xjW/k7Ytf+o8T4eMX/bNt2LBh6UT4xRZbLKy00kohjn0WECkPdMRVNWIQIoYT4vbKK6+k4xFXZ8i25oILc+fODVtssUWIgYSm2xFHHBH222+/9Hk9evQIzzzzTIjvTVyNIa5CkG1xFYJJkyaF/v37Z6fS3xioiatuZFsck4kTJ5asijFy5Mhw4YUXZkXSFRviyg3ZtrDgQqWGMcyz0047ZY8LcfWSuHJHtprFZ599lq7qEC2z7YknnghbbrllevjYY4+FrbfeOruUBkziKhblK1/kBZrZEVxoBsUpAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoEsKCC50yWHTaAIECBAgQIAAgc4UqObgwj/+8Y+w1lprhfjV/Wxbb7310q/HP/744+Ghhx4Kq666ath4443D3XffnRVJQwbxi/zbbbddOgG90hUXnn322fQZ2QNWX331dJWDGBaIk9TjKgw33XRTGmjIysSgw8knn5wdpkGD5ZZbLj+Ok9+nTp2aH2c7cdWHuHpAti2//PLpigADBgxIAwo33HBDyWT6OLn+9NNPz4qnv9UWXIiN2nXXXUvGaMMNN0xX04h+f/zjH8M999yT92G33XYLEyZMyI//9re/ha222io/jjtxQn386v+sWbNCNImhhBgeiSs3ZFt8b8on1sf3Zvfddy9ZDSMrH39j+cbGxqan0v0YhPjNb37T7OoMMcQS38Vsi+9HDJZ897vfTQMlMegSgxhNt7hKSAxkZNvCgguxXCWG8f599tkn3HLLLXE33dZcc83wne98J8TQQlwFo+kKIeXBm7feeitdMSK7N/7GYEm0jOGHo446qumlZvcFF5plcZIAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoggKCC11w0DSZAAECBAgQIECgcwWqObgQZYYPHx7Gjh3bLNKKK66Yfun+gw8+mG8FhDgxPq5gEL+cX2lwIT78sssuC8cdd1xJiKLZRiUn999//3DdddelqzNkZVqz4kIsO3v27DBixIjwy1/+stkJ9Fl9ceWH448/PvzsZz/LVx7IrlVjcCF+yT9Oko9f8W9pi1/1j6sp9OrVq6RYNLnoootKzmUHcQWOuKJArL/pigExxLD00ktnxfLfuFJAHMvf//73+bmWdtZee+00HJGtPlBedvDgwSEGIrIt7u+7774lK39k1+JvXN0hBgWWWGKJ/HRrgguVGr755pvhwAMPTK3yBzezs9dee4UYrGgatInFtt1223SVhvJbYiAiBncWtgkuLEzIdQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCrCAgudJWR0k4CBAgQIECAAIGqEaj24MKcOXPCOeecE84999x8pYE4oTquqBBXGhg0aFBq+eMf/zgNC8RVGuL21a9+NQ01tFdwIdY5ceLEcPnll6cT6+NX6su3OLE7Bi323nvvsNhii5Vcbm1wIbspTsQ/9dRTw9NPP52uJJCdjyswxC/dR4+s79m17LcagwuxbXFVhBi0GDduXHj11VdLghlxZY341f4YKOjZs2fWlZLfCy+8MF2NIn79P26xXFyJ4bTTTgtDhw6db2L9e++9F2K4ZUHbrbfeGq655po04PLyyy+HL774Ii8agyFDhgwJhxxySBpCWFCb4g0bbbRReP7559N7432ffvppuprGiSeeGP7617+mqy/Ei6ussko48sgjwxlnnDHfShCtCS7EOio1jKtJXHrppenfSy+9lPc5rnyxySabpKGKkSNHzte++OwXX3wxDT7EFTCyLf5bbGhoCHFsFrYJLixMyHUCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgqwgILnSVkdJOAgQIECBAgACBqhFor+BC0R2KQYFp06alKxJsttlm8wUD4vPjpOw4GTtO7l955ZULa1IMU8ycOTPECfRxknrv3r3Tvzj5u7232Kc4yT8GMtZZZ52wxhprtPcjOqW+jz/+OJ3sP2/evNC3b9+w2mqrNTtZvrnGTZ8+PcyaNStsuummYfHFF2+uSJvPxTF94YUXwkcffRT69OmTOjddEaHNFf77hhg0eOqpp8JKK60UYjhjQVtrgwtN76/EMNYT390pU6akVQ4cOLBVlvF9fP3119P3v1+/fmkYo2mbWtoXXGhJxzUCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgKwkILnSl0dJWAgQIECBAgACBqhDoKsGFqsDSCAIFCdx5551h9913z2uPq3bcfPPN+XEt7Agu1MIo6gMBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECAQBQQXvAcECBAgQIAAAQIE2igguNBGMMUJtLPAe++9F0aMGBGuvfbavOYf/OAH4bLLLsuPa2FHcKEWRlEfCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgSgguOA9IECAAAECBAgQINBGAcGFNoIpTqAdBQ488MBwww03hLlz55bUesUVV4TDDz+85FxXPxBc6OojqP0ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAJiC4kEn4JUCAAAECBAgQINBKAcGFVkIpRqAAgT333DPcfvvtJTWvv/764emnnw5LLrlkyfmufiC40NVHUPsJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBTEBwIZPwS4AAAQIECBAgQKCVAoILrYRSjEABAj/84Q/DHXfcET7++OPQp0+fsP3224czzjgjrLjiigU8rXOrFFzoXH9PJ0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNpPQHCh/SzVRIAAAQIECBAgUCcCggt1MtC6SaCTBQQXOnkAPJ4AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoNwHBhXajVBEBAgQIECBAgEC9CAgu1MtI6yeBzhUQXOhcf08nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE2k9AcKH9LNVEgAABAgQIECBQJwKCC3Uy0LpJoJMFBBc6eQA8ngABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEGg3AcGFdqNUEQECBAgQIECAQL0ICC7Uy0jrJ4HOFRBc6Fx/TydAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTaT0Bwof0s1USAAAECBAgQIFAnAoILdTLQukmgkwUEFzp5ADyeAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQaDcBwYV2o1QRAQIECBAgQIBAvQgILtTLSOsngc4VEFzoXH9PJ0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNpPQHCh/SzVRIAAAQIECBAgUCcCggt1MtC6SaCTBQQXOnkAPJ4AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoNwHBhXajVBEBAgQIECBAgEC9CAgu1MtI6yeBzhUQXOhcf08nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE2k9AcKH9LNVEgAABAgQIECBQJwKCC3Uy0LpJoJMFBBc6eQA8ngABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEGg3AcGFdqNUEQECBAgQIECAQL0ICC7Uy0jrJ4HOFRBc6Fx/TydAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTaT0Bwof0s1USAAAECBAgQIFAnAoILdTLQukmgkwUEFzp5ADyeAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQaDcBwYV2o1QRAQIECBAgQIBAvQhkwYV+/fqF+GcjQIBAEQJTpkwJb775ZmhoaAhjx45t8yO6d+8eevbs2eb73ECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQaG8BwYX2FlUfAQIECBAgQIBAzQtkwYWa76gOEiBQFQKCC1UxDBpBgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIVCAguFABnlsJECBAgAABAgTqUyALLgwZMiTsuOOO9Ymg1wQIFC5w2223hUmTJllxoXBpDyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSKFhBcKFpY/QQIECBAgAABAjUnkAUXRo8eHcaMGVNz/dMhAgSqQ+Cwww4L48aNE1yojuHQCgIELiNk/AAAQABJREFUCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKACAcGFCvDcSoAAAQIECBAgUJ8Cggv1Oe56TaCjBQQXOlrc8wgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGiBAQXipJVLwECBAgQIECAQM0KCC7U7NDqGIGqEhBcqKrh0BgCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgAgHBhQrw3EqAAAECBAgQIFCfAoIL9Tnuek2gowUEFzpa3PMIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBogQEF4qSVS8BAgQIECBAgEDNCggu1OzQ6hiBqhIQXKiq4dAYAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAIBwYUK8NxKgAABAgQIECBQnwKCC/U57npNoKMFBBc6WtzzCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgaIEBBeKklUvAQIECBAgQIBAzQoILtTs0OoYgaoSEFyoquHQGAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKACAcGFCvDcSoAAAQIECBAgUJ8Cggv1Oe56TaCjBQQXOlrc8wgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGiBAQXipJVLwECBAgQIECAQM0KCC7U7NDqGIGqEhBcqKrh0BgCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgAgHBhQrw3EqAAAECBAgQIFCfAoIL9Tnuek2gowUEFzpa3PMIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBogQEF4qSVS8BAgQIECBAgEDNCggu1OzQ6hiBqhIQXKiq4dAYAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAIBwYUK8NxKgAABAgQIECBQnwKCC/U57npNoKMFBBc6WtzzCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgaIEBBeKklUvAQIECBAgQIBAzQoILtTs0OoYgaoSEFyoquHQGAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKACAcGFCvDcSoAAAQIECBAgUJ8Cggv1Oe56TaCjBQQXOlrc8wgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGiBAQXipJVLwECBAgQIECAQM0KCC7U7NDqGIGqEhBcqKrh0BgCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgAgHBhQrw3EqAAAECBAgQIFCfAoIL9Tnuek2gowUEFzpa3PMIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBogQEF4qSVS8BAgQIECBAgEDNCggu1OzQ6hiBqhIQXKiq4dAYAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAIBwYUK8NxKgAABAgQIECBQnwKCC/U57npNoKMFBBc6WtzzCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgaIEBBeKklUvAQIECBAgQIBAzQoILtTs0OoYgaoSEFyoquHQGAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKACAcGFCvDcSoAAAQIECBAgUJ8CWXChX79+If7ZCBAgUITAlClTwptvvhkaGhrC2LFj2/yI7t27h549e7b5PjcQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBNpbQHChvUXVR4AAAQIECBAgUPMCWXCh5juqgwQIVIWA4EJVDINGECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAhUICC5UgOdWAgQIECBAgACB+hTIggtDhgwJO+64Y30i6DUBAoUL3HbbbWHSpElWXChc2gMIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBogUEF4oWVj8BAgQIECBAgEDNCWTBhdGjR4cxY8bUXP90iACB6hA47LDDwrhx4wQXqmM4tIIAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCoQEBwoQI8txIgQIAAAQIECNSngOBCfY67XhPoaAHBhY4W9zwCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgKAHBhaJk1UuAAAECBAgQIFCzAoILNTu0OkagqgQEF6pqODSGAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqEBAcKECPLcSIECAAAECBAjUp4DgQn2Ou14T6GgBwYWOFvc8AgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoCgBwYWiZNVLgAABAgQIECBQswKCCzU7tDpGoKoEBBeqajg0hgABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEKhAQHChAjy3EiBAgAABAgQI1KeA4EJ9jrteE+hoAcGFjhb3PAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAoAcGFomTVS4AAAQIECBAgULMCggs1O7Q6RqCqBAQXqmo4NIYAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCoQEBwoQI8txIgQIAAAQIECNSngOBCfY67XhPoaAHBhY4W9zwCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgKAHBhaJk1UuAAAECBAgQIFCzAoILNTu0OkagqgQEF6pqODSGAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqEBAcKECPLcSIECAAAECBAjUp4DgQn2Ou14T6GgBwYWOFvc8AgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoCgBwYWiZNVLgAABAgQIECBQswKCCzU7tDpGoKoEBBeqajg0hgABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEKhAQHChAjy3EiBAgAABAgQI1KeA4EJ9jrteE+hoAcGFjhb3PAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAoAcGFomTVS4AAAQIECBAgULMCggs1O7Q6RqCqBAQXqmo4NIYAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCoQEBwoQI8txIgQIAAAQIECNSngOBCfY67XhPoaAHBhY4W9zwCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgKAHBhaJk1UuAAAECBAgQIFCzAoILNTu0OkagqgQEF6pqODSGAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqEBAcKECPLcSIECAAAECBAjUp4DgQtcY99dffz1taN++fbtGg7WSQJmA4EIZiEMCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgywoILnTZodNwAgQIECBAgACBzhIQXOgs+bY997TTTktvOOuss9p2o9IEqkRAcKFKBkIzCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgYoFBBcqJlQBAQIECBAgQIBAvQlkwYV667f+EiDQOQINDQ1h7NixbX549+7dQ8+ePdt8nxsIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAu0tILjQ3qLqI0CAAAECBAgQqHkBwYWaH2IdJFBVAoILVTUcGkOAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgsgoDgwiKguYUAAQIECBAgQKC+BZ555pkwa9asRUaYN29emDNnziLf78aFCwwfPjxMmTIlLbjBBhuECy+8cOE3KUGgSgVWX3310L9//za3zooLbSZzAwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCQgOBCQbCqJUCAAAECBAgQILAggS+++CLMnj17QZedr1DghRdeCFtttVVJLU888USIAQYbgXoSEFyop9HWVwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUN0CggvVPT5aR4AAAQIECBAgUIMCggvFDuqIESPClVdeGbbbbrsQrR999NFw+OGHW3WhWHa1V6GA4EIVDoomESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBOhUQXKjTgddtAgQIECBAgACBzhMQXCjO/pNPPglrr712iL/jx49PgwsHHXRQ6NmzZ3jllVfS3+KermYC1SUguFBd46E1BAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgngUEF+p59PWdAAECBAgQIECgUwQEF4pjv+qqq8Lw4cNDr169wsyZM9PgQu/evcOsWbPC2LFjQ0NDQ3EPVzOBKhMQXKiyAdEcAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQxwKCC3U8+LpOgAABAgQIECDQOQKCC8W5Dxo0KDz//PPhpJNOCuecc076oFGjRoXzzjsvbLjhhuHxxx8v7uFqJlBlAoILVTYgmkOAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBOpYQHChjgdf1wkQIECAAAECBDpHQHChGPeHH3447LrrrqFbt25h+vTpYc0110wf9Nprr4V+/fqFxsbGcPfdd4dtttmmmAaolUCVCQguVNmAaA4BAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEKhjAcGFOh58XSdAgAABAgQIEOgcAcGFYtwPOeSQcOONN4Zvfetb4fbbby95yO677x7uvPPOsN9++4Wrr7665JoDArUqILhQqyOrXwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoOsJCC50vTHTYgIECBAgQIAAgS4uILjQ/gM4a9as0L9//zB37tw0oPDNb36z5CETJkxIAw2LL754mDZtWujVq1fJdQcEalFAcKEWR1WfCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA1xQQXOia46bVBAgQIECAAAECXVhAcKH9B+/8888PZ555ZlhzzTXD9OnTQ7du3Uoe0tjYGPr16xdee+21MHr06HDiiSeWXHdAoBYFBBdqcVT1iQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdE0BwYWuOW5aTYAAAQIECBAg0IUFBBfad/DmzZsX1ltvvfDWW2+F8847L/zoRz9q9gHnnntuOOmkk0Lfvn3D5MmTQ5zUbSNQywKCC7U8uvpGgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgS6loDgQtcaL60lQIAAAQIECBCoAQHBhfYdxAkTJoT/+I//CD169AgzZswIvXr1avYBs2bNCquttlqYO3duuP7668Nuu+3WbDknCdSKgOBCrYykfhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAga4vILjQ9cdQDwgQIECAAAECBLqYgOBC+w7YsGHDwsSJE8NBBx0Urr322hYr/973vhfGjx8fdtlll3DzzTe3WNZFAl1dQHChq4+g9hMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgdoREFyonbHUEwIECBAgQIAAgS4iILjQfgP10ksvhc033zw0NjaGRx99NAwePLjFyh9++OGw3XbbhW7duoVnn3029O3bt8XyLhLoygKCC1159LSdAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjUloDgQm2Np94QIECAAAECBAh0AYF58+aFzz//vAu0tPqbOGrUqHDxxReHgQMHhsmTJ7eqwRtvvHEaWhg+fHg455xzWnWPQgS6okAM6Cy55JJdsenaTIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECNSYgOBCjQ2o7hAgQIAAAQIECBCoF4E5c+aEVVZZJXz44YfhqquuCg0NDa3q+hVXXBGOPPLIsNxyy4W333479OjRo1X3KUSAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwKIJCC4smpu7CBAgQIAAAQIECBDoZIFrrrkmHHrooW0OIHzyySdh9dVXTwMP1157bTjooIM6uSceT4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKC2BQQXant89Y4AAQIECBAgQIBAzQoMGjQoPPHEE+GEE04IF110UZv6edxxx4VLLrkkDB48ODz66KNtuldhAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTaJiC40DYvpQkQIECAAAECBAgQqAKBv//972GLLbZIWzJ16tTQv3//NrVq2rRpYcCAAek9kydPDgMHDmzT/QoTIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINB6AcGF1lspSYAAAQIECBAgQIBAlQgceuih4ZprrglDhw4N99xzzyK1aqeddgr33XdfaGhoCFddddUi1eEmAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQWLiC4sHAjJQgQIECAAAECBAgQqCKBDz/8MKyyyiphzpw54eabbw577733IrXuxhtvDPvtt1/o0aNHePvtt8Nyyy23SPW4iQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBlgUEF1r2cZUAAQIECBAgQIAAgSoTuPDCC8PIkSPDaqutFmbMmBG6d+++SC2cN29e6N27d5g5c2YYO3ZsOP744xepHjcRIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINCygOBCyz6uEiBAgAABAgQIECBQRQKNjY1hvfXWC9OmTQtnnnlmOP300ytq3ZgxY8IZZ5wR+vfvH6ZOnVpRXW4mQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKB5AcGF5l2cJUCAAAECBAgQIECgCgXuvvvusOuuu4bFF188vP766+mqC5U0M662EFddiKsv3HvvvWHnnXeupDr3EiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQjIDgQjMoThEgQIAAAQIECBAgUJ0Cw4YNC7feemvYf//9w/XXX98ujdx3333DzTffHPbZZ59w0003tUudKiFAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA4P8EBBf+z8IeAQIECBAgQIAAAQJVLNB0dYT7778/DBkypF1aO3HixDB06NDQvXv3MGPGjIpXcWiXRqmEAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQA0JCC7U0GDqCgECBAgQIECAAIFaFjjttNPC2WefHfr37x+mTp3arl0dMGBAmDZtWhg9enQYM2ZMu9atMgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQL1LiC4UO9vgP4TIECAAAECBAgQ6AICc+fOTVdCmDVrVrj00kvDMccc066tvvjii8MJJ5yQPiOuuhBXX7ARIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINA+AoIL7eOoFgIECBAgQIAAAQIE/j97dwJ/Q/X/cfxDG7IklYqQpYSkRSGRVNJCSZREihalVCKVdtIi0i5KtKho3yStQmkloSiJfhJZCy3mP+/z+838597vvfe73O/+fZ3Hgzt35syZM8/5fufe75nzOScPBSZNmmRnnXWWlStXzn777Tf3mpuH27Bhg+2xxx62detWe/75561z5865WTxlIYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCBQogUIXCjRl5+TRwABBBBAAAEEEECgaAi0atXKPvroI7vooovsoYceypNK9+nTx8aOHWtt2rSxd999N0+OQaEIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCJREAQIXSuJV55wRQAABBBBAAAEEEChCAvPnz7dGjRq5Gn/zzTfWsGHDPKl99Djff/+91a1bN0+OQ6EIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCJQ0AQIXStoV53wRQAABBBBAAAEEEChiApdccok9+OCD1rJlSzfrQl5Wv3nz5jZ79mzr16+fjR49Oi8PRdkIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCJQYAQIXSsyl5kQRQAABBBBAAAEEECh6An/++aftvvvuptenn37azjrrrDw9iYkTJ1qPHj2sYsWK9p///MfKlSuXp8ejcAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEESoIAgQsl4SpzjggggAACCCCAAAIIFFGBhx56yPr27WtVqlSxlStX2vbbb5+nZ7J161arVq2arVmzxsaMGWN9+vTJ0+NROAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACJUGAwIWScJU5RwQQQAABBBBAAAEEiqhAo0aNbP78+Xbttdfa0KFD8+UsBg0aZHfeeac1bNjQvvnmm3w5JgdBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKA4CxC4UJyvLueGAAIIIIAAAggggEARFvjoo4+sVatWVrp0afvxxx+tRo0a+XI2y5Yts1q1apnneTZz5kxr3rx5vhyXgyCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggUFwFCFworleW80IAAQQQQAABBBBAoIgLnHXWWTZp0iTr0KGDvfzyy/l6NieeeKK9+eab1r17d5s4cWK+HpuDIYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCBQ3AQIXChuV5TzQQABBBBAAAEEEECgGAisWbPG9txzT/vnn3/srbfesnbt2uXrWb322mt2yimn2Pbbb28rV660KlWq5OvxORgCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAsVJgMCF4nQ1ORcEEEAAgQwCH374oQ0dOtStf+SRR6xWrVoZ8hTFFXl1Xhs3brTOnTs7kosuushOO+20bPF89tlndt1117l9Ro4caQ0aNMjW/mRGAAEEAgHdu6+//nqrUaOGLV261EqVKhVsypdXz/PcZ8ayZcvsjjvusIEDB+bLcTkIAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAALFUYDAheJ4VTknBBAolgL//vuvdenSxZ2bOpafddZZbrlv377266+/WvPmzW3AgAHhuavT+IwZM8L30YWqVata3bp1rV69eu5VyzvssEM0S7FZfu6556xr167ufObOnWsHHnhggZ/b22+/bQqiyG5q37699e7d2+2WV+f1+++/h6OK62eof//+2aqmRkVXPZU+/vhja9GihVt++umnbcqUKW5Zdd9uu+3sgw8+sNGjR7t1o0aNsn322cct8x8CCCCwbds2q1atmpvp4O6777arrrqqQFCGDx9ugwcPLrDgiQI5aQ6KAAIIIIAAAggUQwG1B9x8883uzG688UZr3LixrV692i688EK3Tn9rB3/LaoXer1271m1TXu2T1fTJJ5/YnXfeGWYfNmyY7b///uH7kragwQ0WLlxo9evXDweWePDBB2369OlWsWJFe/zxx0saCeeLAAIIIIAAAggggAACCCCAAAIIIIAAAggggECJFSBwocReek4cAQSKosCOO+5of//9t+mhtzpSKqkj/jfffGM9evSwJ554IjwtBTZMmjQpfJ9qoXr16qbOmd26dcv3Ea1T1Ss3ts2cOdNGjBjhilJHfI3cHaR//vnHbr/9dttvv/3C4IZgW16+KmhBsxlkN1166aV23333ud1SnVd2y43mz6vABf3MqrOCfoa3bt3qDqlAhmB2hx9++MH23XffaFVYRgCBEizw8ssv26mnnmo77bSTrVq1ynVoKgiONWvW2J577mn6vHj99dftxBNPLIhqcEwEEEAAAQQQQACBNAX0N/SRRx7pStGyBn/Qd73ddtvNrXvsscesV69e4VH22msvF0SrFfo7dsWKFWHeMFOSBbXPTJw4MdwaDeoPV5agheOPP96mTZtmep06dao78379+tn999/v2mh++umnEqTBqSKAAAIIIIAAAggggAACCCCAAAIIIIAAAgggULIFCFwo2defs0cAgSImsOuuu7oR/zRKvR7yKjVr1sw0mt8ll1ziHvoGpxQNXFBQQunSpd0mz/PsP//5jy1evNi+//5796rZHJRUlh4cH3rooe59cf/v888/t8MOO8w6dOhg6iSbXykauKAODVntsH/EEUfEjACZF/XNq8AF/cxefvnlpp9hdQ5Ris7O8Ntvv2W5E0henDdlIoBA4RJo166daXaac889t8BHYO3evbs99dRTdtJJJ9lrr71WuKCoDQIIIIAAAggggECWBDTjwkEHHeTyBrMxbtmyxcqWLevWPf/882FgvVYEgQuaLVBtJlmdkXDjxo0u8FUB+0FbS0kPXOjUqZO9+OKLptdgJsZrrrnG7rjjDmvYsKEbjMNdBP5DAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBYi9A4EKxv8ScIAIIFCcBzRbw888/u06c6sypdOyxx9r06dNND301e0CQooELGilaD9sTpQULFthll11m77zzjtusjuXz5893D9oT5S9O6x544AHTLAYFGbgg97Zt2xYa1rwKXNDoleeff77VrFnTli5d6s53xowZdtRRR7lldRjRyOokBBBAYMmSJVa3bl0Hcc8999jBBx9coChz5syxgQMHujro/qX7GAkBBBBAAAEEEECgaAlolr86deq4Sv/4449Wq1Ytt7z99tu7AAMF1it4NkhB4IJmZpg1a5ab7VIBD5mlcePGWe/eve3www+3Tz/91GUv6YELwQwUPXv2tPHjxzuT2267zYYMGeIG0JAvCQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBEqGAIELJeM6c5YIIFBMBBo0aGAKNJg8ebKdfvrp7qw6duxor7zyiumh73XXXReeaVYDF4IdHn30Ubvgggvc26x05NcoggpwUCfO2rVrm+pWvnz5oLgMr2vXrrU//vjDdtxxR9tjjz3C7b/88oubMUKjHNarVy/sSBBmSLCwYsUKF8ChmSMqVKhge++9t9WvXz+cVSK6y+bNm8MR/qtWrWo77LCDrVu3zjZt2mRXXnmlaVTF4447ztSxXqlSpUpum0ZGjK9rtNxgWeWoPCWdl/bJLEVnXMhp4EKi80p0XM2woU4Z33zzjfNp1KiR63RbqlSpRNktq4ELmiHhs88+M5WjmSAqV67syovOohDtnPHcc89Z165dTcefN2+ey/vll1/aIYcc4q7JX3/9lbA+rEQAgZInMGDAABsxYkShO3EFDz7++ON2zDHHFLq6USEEEEAAAQQQQACB1AKrVq0ytQkorV692qpUqeKW1QawYcMGU2D9kUce6dbpvyBw4YYbbrChQ4e64AYFtGrWxlSpZcuWpr+FBw8eHA4uEf3bONG+alP49ttv7aeffnJ/rx9wwAHh39jR/H/++af7m13rdtttNytTpkx0c4bl5cuXu3VqbwnON5pJf4cvWrTItTPtvvvu7u91vWYlqY1H7UE6hgbKkNd+++1nO++8c4bd+/btaw899JAbOOK+++5z2zWDhdpkNBjHtGnTMuzDCgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEECimAn6HRhICCCCAQBERaNq0qed/HHl+5/Cwxt26dXPr7r333nCdFs4880y3Xvn9GRditiV7c9ppp4X7PPnkkwmz+YETXrNmzTy/w3qYV8fQe/8hv7d48eKE+11++eUuf5MmTdx2fxRCzx/hMKYMldO+fXvPf1ifsIw33njDa9GiRYZ9tF+1atU8P3jD8wMOYvZ99tlnw/z+6Ihumz/DRLhO+0b/3Xrrrd6pp57q1lWsWNHzgy1iyot/06tXL5fXfzjv+Z0d4jcnfP/www+Hx/QDFxLmyWxlovOK7iMHfwYOzw8mCY8VnKcf7OH5nYK9bdu2RXdxy2vWrAnz+x0JMmz3g0UyXANde79jhff11197b775Zri/3zkj3P/111936/WzE6TvvvvOrfODHoJVvCKAAAKeP/NPeB8J7luF4dUPDuTqIIAAAggggAACCBRRAf1tH3yn9Gf8C8/CHwjBrdffs9G05557uvX6u7hNmzZu+eKLL45mybAc/I2rv5E//PDD8HjRv42jO82ePdtr2LBhmC+on179wRm8+P1UxyCP2i5SJbV/BHmHDRsWk9UPlPDOPvtsz59tIswT5PVnF/PefvvtmPzRN36AhdelSxfPD1bIsK/aH/yZFj1/QIToLt7VV1/t8vozhYbrx4wZ49apHYqEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACJUeAGRf8pzIkBBBAoKgIaFYAjWjnPwh2o/Cp3i+99JJ98cUXppkXDj300PBUsjvjgnbU7Aea9UCj+PkBBOYHCoTlaeGZZ55xx9Zo/5pdQDMVaLaFH374wTTSvt/p3c2A8PTTT9vJJ58cs6//gNruuOMOV/6gQYOsd+/eplEE/WAMU3kavV8zAyj5nQLs3Xffjdl/6tSpdtJJJ7lRDjUCoEa81oiBfscA+/TTT90IidrBDyQIZ0/Q+2Ckfy37D+7twAMPND9wwF5++WU3oqJmTNC5aOR/pR49etguu+xiJ554ons/YcIEO+ecc9xy/H8anVAjNmp0xHPPPdeNxB2fJ9H73JhxIdF5BcfSaJHy/+ijj9yqVq1aOWfNIiFnjSSpdMIJJziH6CwRqWZc0EiKGoFy2bJlbvYGXX+5aeYLHUszatx000120UUXufKjo0rq2mqkcv28yEpJ9bz77rvNDxAxjbBOQgABBHJTQPcmzcijpM83jQJLQgABBBBAAAEEECi5Apo9oXTp0u7v1kBh1KhRbhaD/v37mx9AG6wOZ1xQO4b+ZvWDFlxbgb5XagaDROn66693szO0bt3azTCgmSmVon8bB/vpuPo7WH+n63uq/m5Xe8ySJUvsgw8+cN9fVde77rrLzUwQ7OcPBmF+AEPMbIbBtujrtdde62Z8UBmayaF69epus9pFTjnlFPd3vdoC1PajmRE1q+L777/v2lj8wAuTlf6+jya1CagNZ+XKlW62B82WsM8++9ivv/5qfhCGq7PyN27c2LU7aIZMpffee8/9a9u2rclGSecwZcoUO+igg8IZRd0G/kMAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHiLVByYjQ4UwQQQKBkCeRkxgUJNW/e3I16V6NGjRiw1atXe5UqVXLbjj76aG/VqlUx2/0H1W7GBf9T0/MfXHtbt26N2e4/NHf7arR//fM7rMeM+K9ZIfyH3i6PytDIg9HkBxyEx46Ojqg8ml3A7ywf7jt//vxw11QzEwRldujQIcwflKfzVz10rsmSH/wQHlOjKWY15fWMC35nCVcvjZ7oB5FkqNbEiRPDGTMefPDBmO2pZlzwO1W4cjWyoh/EErOfH3zide3a1StTpkxoEj86ZMwOvEEAAQTyWMDvVBbej7RMQgABBBBAAAEEEEAgqwLBjAuayVAzCAR/6yabnVLtEmoLUTuCP+iEN2/evPC7aPzfxppl0g8acNvV5qC/w6NJx/M7+LvtOu6KFSvCzWpL0TH0T7MfJEv77ruvy+MPOBCTpWXLlm69H8jg+YNgxGxTO07fvn3ddj/gwfvmm29itvfr189t8wdwSDhTptofgro98MADMfvyBgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCQADMu+E9TSAgggEBxFMjJjAtyOO+889zI+BphTyPily9f3vFceeWVNnLkSDey4KJFi9yoevFuCxYscCPr+UEIbnTBYOR95QtGHtRy586d7fnnn9diTJo1a5a1aNHCrdPsEpo9QUkzMmikPo1EqNkSLrzwQrc++p8fzGAaUVCzMfiBCNawYUO3OdXMBBoF0O9M4PJrBoZouvXWW90Ig3JYvHixmykgul3L3bp1c7NQaFREzfyQ1ZSXMy5ohPG6deu6WTMuvfRSu++++xJWq3v37vbUU0+566jzC2ZdSDbjgq6BRmjU9nbt2rkZNuIL1owLGily48aNblOiUSXj9+E9AgggkFcCzLiQV7KUiwACCCCAAAIIFH8B/W2rmQX8wAXTDJLB3/+a/XH69OkZAKZNm2bHH3+8a0PR91DNlqkZH5Xi/zbWDJTjxo0zf1AANxtCtWrVMpSnmS31t73ffm9+wICNHj3a5dGMD5rlYNu2bXbjjTdmmBVBmTT7gT8ohcuvv/tVd6VXXnnFzdap5cmTJyec6cAPXjDNFKHj+4MT2KRJk5TdJc3AOHPmTPMHynBtIcH66OuIESNcW5LyyoOEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCEQFCFyIarCMAAIIFCOBnAYu3HHHHe6hvCg+/fRTa9q0qVPxRxs0f1aFlA+oldEfvc89lD/qqKPMn4XA7av/ooELH3zwgbVq1SrcFiyoU4A6ByjddNNN7iG8lvVAfo899jB/FELr0qWLe3CugIKspJwGLvgjGlrNmjVdsMSQIUPslltuiTncn3/+6eqkzvpBR4aYDCneRAMXxowZY0cccUSK3P+/qU6dOrbzzju7FcnOS4EdF198scuzcOFC23///f+/gMjSO++8Y/7Ii26NOl2o84VSssAFXUt/xEeXRx0sFOCSKPXp08fGjh3rNsV3zkiUn3UIIIBAXgkQuJBXspSLAAIIIIAAAggUf4H4wIXgb2i1RSxZssT8GQ1iEILAhnPPPdcNBuHPVpA0cKFy5cq2bt06O/nkk+3VV1+NKSf6Ru0qM2bMMLUFaMCBICkgQIESBxxwgPmzLgSrw9fLLrvMDWJQsWJFF3xRtmxZt00BB/6slK7dRQEQyVLQfuPPumAaJGKHHXZwWU877TR76aWX3LlrEIigfSJZOaxHAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBOIFCFyIF+E9AgggUEwEchq4cM8999hVV13lFPSAXKPkqXN+MPPC0KFD3cwGyZguv/xyNxJgjRo13MiBQb7gwbfeqzOpAiESpe23394FC6gOd999d5jlnHPOsSeffNK9P/bYY+2SSy4xvQb1CjPGLSTr4K9sqWZc0PaOHTu6EQl1Lj/++KPpoX2QgnI1QuKyZcts7733DjZl+hoNXMg0cySDggfUcUEpOL6W586dG3aIGDhwoN11111WpkwZ27RpkxvBUXniUzRAITq7RXS9Ztjo37+/21WjLOpnSilaD7ci8l/054fAhQgMiwggkO8CBC7kOzkHRAABBBBAAAEEio1AfOCCZj5QsMJPP/1k8YMbrF+/3gUDaKbCYKCGZIELyrvLLrs4p+uuu85uu+22pGaabVKDHWiGRAUQBAM4TJw40Xr06OH2i7YHaIVmqtQMDhp4QjM7PProo2H5hx9+uM2ZM8cNYvD222+H6+MXXnzxRevUqZNbrZkXgiANDWKgMpX2228/GzBggAu+CAagcBv4DwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIIUDgQgocNiGAAAJFWSCngQtXX311GDCgzvq1atWy6AP3nXbaKRxtL5HPX3/9ZfqnDv1bt24NO85HAxf0wD9Z0gP5v//+2wVPRAMX1Alfo/tplMMgKcihWbNmdsIJJ7htDRo0CDaFr8k6+CtDZoELr7/+unsIr7x6qB/MUKD3eoivh/knnXSSvfbaa1qV5ZSXgQudO3e2KVOmuA4NmY1+KFOlG2+80c1woeVkgQvRgASN6KiRHROlp59+2s4++2y3icCFREKsQwCB/BIgcCG/pDkOAggggAACCCBQ/ATiAxd0hjfffLP72zl+cAMFFyjIQDMjfP/99+7v8Wg7SvRv46+//tqaNGniwEaPHm39+vVLiqcAiSCwIToAhAaXqFq1qhtkQm0tt956a1hGMDOEVnz00UduVsxg42677eZmslRbigY7SJYU/KAgDKX33nvPjj76aLes/6655hrTTJ3R1LBhQ2vXrp1rP1HeIMAimodlBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQEACBC7wc4AAAggUU4GcBi6ceOKJ9uabb7rZBf78809ToIJGDAweVOsBd3TmgVR8GplPI/0ppRu4oDIU0KCR/x9//HH3AP6ff/7R6jC1b9/ejUZYvXr1cF06gQt6WK/AjeXLl9uZZ55pzzzzjCt3w4YNtscee7jAjBdeeMEFTYQHzMJCNHBB1sccc0wW9jIXMBJ0AEh2Xm3atLH333/flacgkKykXr162cMPP+yyJgtcuPbaa+322293eX7++WeLGkeP8fLLL9upp57qVkU7Z0TzsIwAAgjkhwCBC/mhzDEQQAABBBBAAIHiKZAocEGzLdSuXdu2bdtmU6dOteOPP96dfPPmzW327NkugEBtH0rJAheigQUTJkwwzS6ZLGkwBw0uoTRv3jxr1KhRmDWYlVIzHyxatChcf/7555tmVaxbt64Logg2qM477LCDq7vadNS2k5Wk9pdu3brFZFWbw0MPPeTajjZu3BizrX79+qaZGVq0aBGznjcIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgAQIXODnAAEEECimAjkJXFi7dq0btU8BAuoA/+677zqdJUuWuIfeevPAAw9Y3759s62WG4EL0YOuX7/epk+fbtOmTTON8q9gAiV1Lpg/f75VrlzZvU/WwV8bM5txQXluuukmN6qiRiNcuXKlVapUydS5oGfPni54QUENevifnRQNXFCnhbZt22Znd5c32XkFnRd23313W7VqVbbLTRa4MGLECBswYIArL77DRPQgY8eOtT59+rhVBC5EZVhGAIH8FiBwIb/FOR4CCCCAAAIIIFB8BBIFLujsFKygdoiuXbu6gRUWLlzoZiRUMMDSpUttn332cQjJAhc0g6FmKFAaOXKk9e/f3y0n+m/w4ME2fPhwt2nNmjW26667htk0K6RmOVD68ssv3SwOmvVyzz33tHXr1tktt9ximrEhmlQ3tWGcccYZpjaFdJNm29Tf/WrXULuMzl9JM3BqAIwjjzzSvec/BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCAQIHAhkOAVAQQQKGYCOQlcuPnmm11HfVFohLzzzjvPqSiQQR33NULfoEGDwgfn2SHL7cCF6LEVxDBs2DC788473Wo9nNdDeqVkHfy1LSuBC5pdQLMu6Nw10uC5555rmtnhrbfesquuuso0AmJ2U14GLujcb7vtNlclzZhRtmzZbFUvWeCCOiGcffbZriyNrti6deuE5Q4dOtTNrqGNBC4kJGIlAgjkkwCBC/kEzWEQQAABBBBAAIFiKJAscEGzQKq9RX9rK5hAfwPrnwIaNAtDkJIFLujv9J133tlly6x9RW0yaoeoWLGiqd0jmjRDpAIR9J1XAQ5qEwlmQNRMjT/++KPVrFkzuosdddRRNmPGDDviiCPcDBExG9N8oxkxn332WdeOpIAGHevDDz9Ms1R2RwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgeImQOBCcbuinA8CCCDwP4HsBi7MmTPHjYanIAU9/NYogOXLlw891Xn/p59+ipmJIdyYhYW8DFzQ4fXQft999zUFGpx88sn26quvulqlG7igQlTe66+/7kYz1GwL1apVMz2U18wODRo0cMfJzn95Gbgwfvx469Wrl6uORjhs1apVdqpmyQIXFKygWTiU7rvvPrv00ksTlhuMPqmNBC4kJGIlAgjkkwCBC/kEzWEQQAABBBBAAIFiKJAscEGzGmibZqx85ZVX3OAOCxYssGeeecbOPPPMUCJZ4IIyBGVn1rm/UaNGrt1Bgy58/fXXYdnBgmZF1OyIBxxwgGvD0WADGnTgmGOOcTNUBvmCVw3E8MQTT7hAiBUrVsS0+QR50n0N6qD2pI0bN6ZbHPsjgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAMRMgcKGYXVBOBwEEEAgEshO4MHnyZNfZfdOmTVa6dGl79913M4yof/vtt9u1117riv/ss8/s0EMPDQ4VvuoBfseOHa1KlSquvGOPPTbclk7ggoIFHnzwQRcsoBH7ypUrF5YbXWjevLkbNVAP4zUqoVKqwIWDDjrI5s6d6zr3q5N/sqTOCDqv7bff3q677jrTzBTpjFCYl4EL6hhQu3ZtW716dUwAR/y5vfDCC3bHHXfYCSecYOrsUKFCBZclWeCCRoVUwMa6detcgItGaYxPS5cutTp16rjZKbSNwIV4Id4jgEB+ChC4kJ/aHAsBBBBAAAEEECheAkFwgdpCrrnmmpiT69evn91///126qmn2ksvvWS77LKLm/lAM1UGKVXgQnSmxIULF9r+++8f7Ba+zp4929TGoXTPPffYFVdcEW4LFhTM0KRJE/dW5TRt2tQFCyg4oUePHkG28HXmzJnu73mt0OyRmkUyUbr66qtN9df5XXjhhS6L2oE0s8OiRYvcDJTJBnFQnuHDh7uZKzXrAwkBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiAoQuBDVYBkBBBAoRgLRwAU9WN5uu+3Cs9OsChpdT7MqaIT+L774wm3bYYcd3Gj6wYPpcAd/QR3X1Sl95cqVVqNGDXvxxRftkEMOCbP8+uuvpofbEydOdOumTp1qGn0/SOkELiiQom3btq6oc845x+69916rXLlyULR7feqpp9yD+W3bttm4cePsvPPOc+tTBS4cd9xx9s4771jZsmVt2bJltttuu8WUGbzRbA41a9Z0ZjKS35gxY6xPnz5Blmy95mXggiqiTg1BB4T+/fvbXXfd5YIutE0zRShIQx0QFKiijhDqvBCkZIEL2n7llVfayJEjXdabbrrJbrzxxmA3U4eE9u3bu1EnV61a5dZ/9NFH1rJlyzAPCwgggEB+ChC4kJ/aHAsBBBBAAAEEECheAqkCF7788suY9pCLL77YDbYQFUgVuKABATRjpF41W4LaTzTzZZDUVqOZH/V3ttpfvvvuO9tpp52CzTGvmo1h3rx5brCFl19+2c2ioHabnXfeOSZf8KZDhw5uhkq1g6hdo3v37sEm++OPP1x7yuWXX+7WKQhh2LBhbnnDhg1uMAO1IzRs2NDNSql2kmhSIIXaWX777TdT240GoSAhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAlEBAheiGiwjgAACxUggGriQldOqW7euCzpo1qxZ0uzTpk1zD7XVMV2zD+hhtUYG1EPyBQsWhPspgOHOO+8M32shncAF7a8ggbFjx2rRJc0qoBkTNMuDjh2M5HfaaaeZZpDQzBFKqQIXbrjhBrv11ltdPgUk1K9f3+rVq2dTpkxx66L/RfNqxgd1iK1YsWI0S5aX8zpwQSaadWLSpEmuTnvssYfrVFGqVCnTTAmalUFJHSDUQULnHaRUgQs///yztWnTxpYsWeKy77nnnu4aLF++3F0DdXxQ0MiZZ57ptr///vsZZu4IjsMrAgggkNcCBC7ktTDlI4AAAggggAACxVcgVeCCzloDOSiAQenTTz91sx24N//7L1XggrIoyKBnz562fv16N6ukZrVUMIPaNzQzpP6u19/yzzzzjB1zzDHRomOWNVDBwIEDw3XRGSjDlZEFzZTYqVOnsO4aoEJtK/ruPGfOHDfYgbLrb3/NPlm+fPlwbwUiaJAIDe6gtPvuu9thhx1mO+64oxsMIvBQmZoxItngEGGBLCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggECJEyBwocRdck4YAQRKikCqwAV1YNcD8OrVq7vggx49ergH4VqfWVLQwmWXXWYKYlAn92hq0aKFaWS+Ll26RFe75XQDF1TIww8/7EYEDB6GRw+igAPNLnD++efHjESYKnBBHQQ084A62AepY8eO9tJLLwVvw9effvrJdSLwPM/N7PDEE0+E27K7kNeBC0F91MHhlltuse+//z7sWKBtmq2iW7duLphEwQfRlCpwQfnWrFnjOldMnz7dtmzZ4nZVAIcCXhSsomUFlSi98cYbbhYG94b/EEAAgXwWIHAhn8E5HAIIIIAAAgggUIwEMgtcuP/++61fv36uTUVBCvEps8AF5Vc7g2ZriA4woPW77rqrnXDCCW62ycw6/2s2TQ1KoNknldS+0bp1a7ec7D/NInnzzTe7GRE0QEE06e/53r1724ABA0wDPMQnzVqpWR7ffvvtmHYG5VNbw0UXXeTahapWrRq/K+8RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAASNwgR8CBBBAAIEcC6hT6OLFi11ndQVBVKlSJcdlZWdHdZ7XsVevXu0e6O+zzz7uAXl2yojm1YwBa9eutVq1almFChWim8JlzSrRuHFj937WrFmuo364sZAvaKTGRYsW2YYNG2zvvfc2eSXqgJCd0/jnn3/s22+/te22284OOOCAcIaL7JRBXgQQQCAvBQhcyEtdykYAAQQQQAABBBDILQENkLBs2TJTEIFmw4wfYCC3jpOoHLUTBH/bq71A/7IyqMWmTZvsl19+sV9//dXKlCnjBsZQsEIw+2WiY7EOAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEECBwgZ8BBBBAAAEEsiAQzGDRtGlT+/TTT7OwB1kQQAABBApSgMCFgtTn2AgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIxAoQuBDrwTsEEEAAAQQyCLz22mvWoUMH0yiIL7/8slvOkIkVCCCAAAKFSoDAhUJ1OagMAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQAkXIHChhP8AcPoIIIAAAhkFFKCwfv1627x5s02ePNkGDx5sf/zxh5100kmmIAYSAggggEDhFyBwofBfI2qIAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggUHIECFwoOdeaM0UAAQQQyKLAunXrrHLlyjG5jzvuODfbQtmyZWPW8wYBBBBAoHAKELhQOK8LtUIAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAomQIELpTM685ZI4AAAgikENi0aZM1a9bMfv/9dzvooIOsbdu2dumll1qZMmVS7MUmBBBAAIHCJEDgQmG6GtQFAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoKQLELhQ0n8COH8EEEAAAQQQQAABBIqhAIELxfCickoIIIAAAggggAACCCCAAALgf2kAAEAASURBVAIIIIAAAggggAACCCCAAAIIIIAAAggggAACRVaAwIUie+moOAIIIIAAAggggAACCCQTIHAhmQzrEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIfwECF/LfnCMigAACCCCAAAIIIIBAHgsQuJDHwBSPAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEA2BAhcyAYWWRFAAAEEEEAAAQQQQKBoCBC4UDSuE7VEAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQKBkCBC6UjOvMWSKAAAIIIIAAAgggUKIECFwoUZebk0UAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAo5AIELhTyC0T1EEAAAQQQQAABBBBAIPsCBC5k34w9EEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIKwECF/JKlnIRQAABBBBAAAEEEECgwAQIXCgweg6MAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAGAQIXMpCwAgEEEEAAAQQQQAABBIq6AIELRf0KUn8EEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB4iRA4EJxupqcCwIIIIAAAggggAACCDgBAhf4QUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoPAIELhQeK4FNUEAAQQQQAABBBBAAIFcEiBwIZcgKQYBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgVwQIHAhFxApAgEEEEAAAQQQQAABBAqXAIELhet6UBsEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBki1A4ELJvv6cPQIIIIAAAggggAACxVKAwIVieVk5KQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEiKkDgQhG9cCWx2uvXr7e33nrLvvrqK/v9999t7dq17t/ff/9dEjk4ZwQQQAABBBAoJgJlypSxypUr26677mpVqlSxI4880tq1a1dMzq7gToPAhdy313fxmTNn2urVq8Pv4lu2bMn9A1EiAggggAACCCCAAAIIIIAAAggggAACBSSwww47uPZatdmqvfbggw927bUVK1YsoBpxWAQQQAABBBBAAAEEEEAAAQSKjwCBC8XnWhbbMxk9erQ9//zzNmPGjGJ7jpwYAggggAACCCAQFShXrpy1bdvWevToYZ07d45uYjmLAgQuZBEqk2z6Hj5hwgSbPn26bd68OZPcbEYAAQQQQAABBBBAAAEEEEAAAQQQQKB4CrRq1cq6du1qffv2LZ4nyFkhgAACCCCAAAIIIIAAAgggkA8CBC7kAzKHyJnA5MmTbcCAAfbTTz/FFHDEEUdYtWrV3AgXe+yxh22//fYx23mDAAIIIIAAAggUJQGNWL9q1Spbs2aNLVmyxObPnx9T/ZYtW9rIkSPtsMMOi1nPm9QCBC6k9sls66xZs+yqq64yvUbTgQceaPvuu2/4XVwzhpAQQAABBBBAAAEEEEAAAQQQQAABBBAoLgL//PNP2F67YsUK++STT2JOrXbt2nbXXXdZp06dYtbzBgEEEEAAAQQQQAABBBBAAAEEMhcgcCFzI3Lks8Dvv//uGno++OCD8MhHHXWUnXPOOXbaaafZbrvtFq5nAQEEEEAAAQQQKG4C33//vT333HM2ceJEW7RoUXh6l1xyid1///3hexZSCxC4kNon1dYLLrjAHn300TBL/fr13XdxjShXp06dcD0LCCCAAAIIIIAAAggggAACCCCAAAIIFHcBDTrz8ssv2/jx423mzJnh6R577LGmgfgqVaoUrmMBAQQQQAABBBBAAAEEEEAAAQRSCxC4kNqHrfks8MMPP9hxxx1nelXSyMJ33323tW7dOp9rwuEQQAABBBBAAIGCFdi2bZtNmDDBhgwZYsuXL3eV0cOwF154wSpUqFCwlSsCRydwIfsXadOmTda+fXubMWOG27lmzZp28803u6CF0qVLZ79A9kAAAQQQQAABBBBAAAEEEEAAAQQQQKAYCUybNs2uueYa++KLL9xZ7b///jZ16lRTOxoJAQQQQAABBBBAAAEEEEAAAQQyFyBwIXMjcuSTwJw5c1xHqTVr1rgjjhkzxvr06ZNPR+cwCCCAAAIIIIBA4RTYsmWLDR482EaNGuUqeOCBB5oekFWtWrVwVriQ1IrAhexdiF9++cXatm1rCxcudDsOGjTIhg8fnr1CyI0AAggggAACCCCAAAIIIIAAAggggEAJEHj44Yft4osvdme6++6725tvvmmHHnpoCThzThEBBBBAAAEEEEAAAQQQQACB9AQIXEjPj71zSWDp0qV2yCGH2Nq1a6169er22muv2UEHHZRLpVMMAggggAACCCBQ9AU000L37t1t8+bN1qRJEzctedmyZYv+ieXRGRC4kHVY/Uw1a9bM5s6dazvvvLOb6aNTp05ZL4CcCCCAAAIIIIAAAggggAACCCCAAAIIlDCBzz//3E499VQ3W27lypXt66+/tn322aeEKXC6CCCAAAIIIIAAAggggAACCGRPgMCF7HmROw8E/vjjDzv88MPt22+/tXr16rlOeLvttlseHIkiEUAAAQQQQACBoi3w1VdfWcuWLU3fn9SxfMqUKUX7hPKw9gQuZB23Q4cO9uqrr1q5cuVs1qxZ1rhx46zvTE4EEEAAAQQQQAABBBBAAAEEEEAAAQRKqMBvv/1mLVq0sMWLF1vDhg1t9uzZVr58+RKqwWkjgAACCCCAAAIIIIAAAgggkLkAgQuZG5EjDwW2bdtmJ5xwgk2bNs0qVqzoRqKoVatWHh6RohFAAAEEEEAAgaItMHXqVGvfvr15nmdDhgyxW265pWifUB7VnsCFrMEOHjzYhg8fbqVLl7a33nrLjjvuuKztSC4EEEAAAQQQQAABBBBAAAEEEEAAAQQQsO+++86aNm1qGzZssHbt2tmbb75ppUqVQgYBBBBAAAEEEEAAAQQQQAABBBIIELiQAIVV+ScwduxY69Onj2233XY2ffp0a926df4dnCMhgAACCCCAAAJFVODOO++0QYMGuQdg8+bNc6N5FdFTybNqE7iQOe2XX35phxxyiMt4zz332BVXXJH5TuRAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRiB9957zw0I8u+//9r48eOtZ8+eMdt5gwACCCCAAAIIIIAAAggggAAC/xUgcIGfhAIT+Oeff6xOnTq2bNkyu/zyy23UqFEFVhcOjAACCCCAAAIIFDWB5s2bu6nHO3fubM8//3xRq36e15fAhcyJO3bsaK+88oodfvjh9sknn2S+AzkQQAABBBBAAAEEEEAAAQQQQAABBBBAIKHAJZdcYg8++KDVq1fPFi5c6GY4TZiRlQgggAACCCCAAAIIIIAAAgiUYAECF0rwxS/oUx83bpz17t3bypQpY8uXL7cqVaoUdJU4PgIIIIAAAgggUGQEpk2bZscffzyzLiS5YgQuJIH53+robAsffPCBtWrVKvUObEUAAQQQQAABBBBAAAEEEEAAAQQQQACBpAJqj9SgfZs3b7YnnnjCevTokTQvGxBAAAEEEEAAAQQQQAABBBAoqQIELpTUK18IzrtZs2ZuZNdBgwbZ8OHDC0GNqAICCCCAAAIIIFC0BNq0aWPvv/++9e/f30aOHFm0Kp/HtSVwITVwMAJc27Zt7Z133kmdma0IIIAAAggggAACCCCAAAIIIIAAAgggkKnAVVddZffcc48dddRR9uGHH2aanwwIIIAAAggggAACCCCAAAIIlDQBAhdK2hUvJOe7fv16q1y5snmeZ99//73VrVu3kNSMaiCAAAIIIIAAAkVHYMKECdazZ0/bb7/9bNGiRUWn4vlQUwIXUiNXq1bNfvnlF3vmmWfszDPPTJ2ZrQgggAACCCCAAAIIIIAAAggggAACCCCQqcC3335rDRs2tO22287WrFljlSpVynQfMiCAAAIIIIAAAggggAACCCBQkgQIXChJV7sQneuTTz5p55xzju2xxx7266+/FqKaURUEEEAAAQQKh4BGYxo6dKirzCOPPGK1atXKVsXGjRtnzz33nHtA8sYbb2RrXzLnj0BuXKOVK1faXnvt5Sq8ePFiNxV5/tS+8B+FwIXk12jBggXWoEEDl2Ht2rW2yy67JM9cDLbkxu9aMWDgFBBAAAEEEEAAAQQQQAABBBBAAIF8E/j3339Ng67Mnj3b1P6055572ujRo23dunXWtWtXV4++fftax44d861O+XUgtdeq3XbSpEnhuebXsTkOAggggAACCCCAAAIIIIAAAoVdgMCFwn6Fimn9rrzyShs5cqT16tXLHnvssRyfpWZseOWVV+yrr74ydcBauHChLV261HW+UgNY7dq1rXPnznbSSSfZTjvtlOPjsCMCCCCAQOER0OfHjBkzklaodOnSppHE9RmgkY3atm2bNG9h3qCgg+ABzty5c+3AAw/MVnWvueYau+OOO2yHHXawv/76K1v7FlTmt99+2xSkkSiVKlXKdt11V9dJX9f3lFNOCTvsJ8pfFNbl1jWqX7++m23h2WeftS5duhSFU8+XOhK4kJz5qaeesu7du7v7iu4vWU1ffPFFGFDVr18/O/roo7O067Bhw+zzzz+3smXLmgKY8zvl1u9afteb4yGAAAIIIIAAAggggAACCCCAAAKZCWhGTbXTJEp6Nqp28nr16lndunXdqwaVy4908skn2+uvvx4eSu32CmZYtWqVVa1a1a1XIEOyuoc7FsEFtbup/W3gwIGujb4IngJVRgABBBBAAAEEEEAAAQQQQCDPBAhcyDNaCk4lcOaZZ5o619111102YMCAVFmTblOgQp8+fezjjz9OmifYoI6Ojz/+uHXo0CFYxWsOBKZPn24zZ8507goMISGAAAIFIXDWWWe5kYqyeuymTZvanXfemeUOtlktN6/z6X47YsQIdxgFa9SoUSNbhyyKHXUVtHDRRRdl6Ty33357O+200+yhhx6yKlWqZGmfwpYpt67R6aefbi+88IILCu3fv39hO80Cqw+BC8np9R1cD04VHKWR37Ka9LBZD52Vxo8fbz179szSrsGD6goVKtiGDRuytE9uZsqt37VEddJMJ88884wdf/zxdsQRRyTKwjoEEEAAAQQQQAABBBBAAAEEEEAgzwQWLVpkGtgkK0mDw3Tr1s2GDx9u1atXz8ouOcqjWRaaN2/u9m3cuLFpZgW14WqwufXr19t5553ntvXu3dvat2+fo2MU5p1uv/12u/baa93AIRMnTizMVaVuCCCAAAIIIIAAAggggAACCOS7AIEL+U7OASXQqlUr++ijj2zs2LF2/vnnZxtFI0jfcMMN4QjSGu1VHYUaNWpke++9t82bN88+/fRTmzNnjn3//feufDXGqeNqTgMlsl3JYriDRrd+7bXXTKPtHnzwwcXwDDklBBAoCgLRwAU9YNFITdG0detW+/nnn91nwJdffuk2qZP7Bx98YC1atIhmLdbLedlRN6/gooELF1xwgRsFLDiWZlnSlOI//fST+yzauHGj23TkkUfaO++8Y2XKlAmyFpnX3LpGesA3btw4u/rqq913nSIDkMcVJXAhOfAVV1xho0aNcoFCCv7JaiJwIaOUAsz098U999xjciUhgAACCCCAAAIIIIAAAggggAAC+SkQDVzQ7MPt2rULD79582ZbsmSJe1aqfL///rvbVq5cOTeohTrXa8be3E6PPfZY+PxXzxVPOumk3D5EoS7v4YcftosvvtiOOeYY06BwJAQQQAABBBBAAAEEEEAAAQQQ+H8BAhf+34KlfBTQdKRqKNPowBotOTvp3XffNTW8KVWqVMkefPBBNzpIsjJeffVVNxqsOjtut9129sknn9ihhx6aLDvrUwho+tjffvuNwIUURmxCAIG8F4gGLvzzzz/u3p7sqC+++KJ16dLFlK9mzZo2f/5823nnnZNlL1brc6tTfH6iRAMXFIwQfN7H1+GPP/5wo76///77bpNGjNfI8UUt5dY1UsDC3XffbWeffbY9+eSTRY0hz+pL4EJyWv2+PPfcc27kt6FDhybPGLeFwIU4EP/tGWecYZMnTyZwISMNaxBAAAEEEEAAAQQQQAABBBBAIB8EooEL119/vd16660Jj6o28vvvv99uuukmN+uBMilwITttQwkLTrBSAw4NHjzYbVm9enWRnTE3walladWzzz5rZ555ppsJY8GCBVnah0wIIIAAAggggAACCCCAAAIIlBQBAhdKypUuZOe511572cqVK01BBSeffHKWa/fXX3/ZQQcdZAsXLrSyZcva3LlzY0ZjTlaQOjZqVAsljUo8ZsyYZFndeo3irM6tS5cutdq1a1uDBg2sfPnySffRuajBr0KFCi6YQhk1MrQaC7/++mvbc889XeNU1apVk5YR3fDrr7/aN99840Y+0bH322+/lCOeBMevWLGi6Z+SAkM+++wz1+lzt912ixbvljUTxbJly9x12HXXXd151qlTxzQqeTTpPFasWOFGLw9GKn/zzTfd7BbKl2wq2ewaRo8ZHE8dDmWqWTQ0zW38qOrRfVhGAIGSI5CdwAWp6GFN8PDlvffeM83So7Rt2zb75Zdf3PLuu+9uO+20k7t3K8BN96FTTz01YVDEunXr7Ntvv3Uj/ysY4oADDrDKlSu7cqL//fnnn+EIVroPZzYjwPLly93u+nzTtNkaDWvNmjVunT4/ko189cMPP5hmltBn6yGHHBIeJ6ud4nWf//HHH93nju6zmr1I56WZijJLqqP2Vd11vqqDPjflmZOU1cAFla1z1vkqXXXVVa7jvnuT5L/sfrZGi9Hn7OLFi93PxY477mj77ruv1atXL8tBMOleo2hdEi3rYePNN9/svlPpuxXpvwIELiT/SdD3bwUh3Hjjje5hdfKcsVtyO3BB35/1+6UU3Ie1vGXLFvv888/dPVTf/WvUqKHVmaZ0f9ey+v1YFdE95e+//7bmzZu7e6Bmg+vTp4+ro4J9da+IT/pbRn8f6IG1zlf326zeL/l+HK/JewQQQAABBBBAAAEEEEAAAQQQkEBWAxcCrVWrVrlZGb766ivX/j1r1ixr2rRpsDnDa3baj9V2vmnTJnvggQdMwQtK3333nXumq2U9U4y2y++yyy4xz1+D550F9bxVdVRKt91bbbQdOnRw7eXBM4j/lsz/CCCAAAIIIIAAAggggAACCCCgDnokBPJdwO/I7/m/fp7fcJOtY/uNXG4/7et3yMzWvv7IzZ7fgS3lPn4nIq9Zs2ae31kzPI6OpfdHHnmk53daTLi/36HK5e/fv7/nd0jy9Op3Oo0pw5/twa33O3YmLEMr5bHPPvvE7Kfj+51VvXPPPdfzgwES7ut3mnX7+B03vZ9++skL6pPIeMqUKZ7f0TPDMZTX74jpPf300zHH8KeNTZhX+XVO8SmnhirnjTfe8PzgiITHq1atmnfbbbd5//77b/wheY8AAiVMwB+pKLxP+J1eMz37Dz74IMw/atSoML/f6TRcr/uv3yHX071G9zf9i7/nzp4922vYsGG4PcinVz+4yvv444/DsrXgB66Fef1RrmK2xb/xA/HCvMOGDXOb/VGZwnXaHp9mzpwZU1/VQ58Xxx13nLd+/Xpv0KBBbn+tS5R0P7399ts9PzAvPE5wTv6DIW/EiBGe/xAp0a6ePhv0meMHy2XYV58N7du39/wHXwn3TbXSn0I7LE+f26mSzjGo7/nnn580a04/W1WgzuGUU07x/ICO8FjBMWWk65rqcz3da5T0pOI2+J3PXf38zuhxW0r2W/+hYHjdtEz6f4GTTjrJ2ehnJzvptddeC03Hjx+f5V2D4+n3Jpr8IOGwPH/WAk/35VatWnl+p/9wvX7natWq5c2ZMye6a8xyur9r2f1+rIM3btw4po7BvUGvH330UUz9/If2nj8jiucHCGfYxw8U895+++2Y/NE3fD+OarCMAAIIIIAAAggggAACCCCAAALxAv5gb2F7gz+IT/zmhO/9ASPcMz61Y/gDqHlbt27NkC8n7ccXXnhhWJdoW4mW1caqFG2XHz16dMxxg+ebBfW8NbfavV955RXn4A/0E3N+vEEAAQQQQAABBBBAAAEEEEAAAX+EXRAQKAiBnAYuBJ3a/RE4PHUAys2kDvv+KNeuIckfJdV1LhoyZIh7DYIQ1NkqUbDFEUcc4fbzR1n1unfv7hrfVFe9V+dNf6TtsKHOHxE5YbUvv/zyMI86wKpxz59G1evYsWPYyckf3Tlh8ESTJk3cvhdffLEXdAxTxyh/dO+Y+k6YMCEMytA5qa5XXnmle/VH8w6P/9hjj4V1VMfdE044wTv44IPD7To3rTvxxBPDfFpIx/Ctt94KG0n9kWe9rl27en379vWOPfbYmI6xvXr1ijkmbxBAoOQJZDdwwZ8dIbx/RR/c6HMkeHjy+OOPh/dqfRao8300cGHkyJHhPUoPG3SPUln+7A+ePyuMK0cPXtTZP5qCBy3+qNrR1RmWdb8PHt78/PPPbnuqwIWpU6e6e7z2qVSpknfGGWd41113nde5c2fPn0XHa926tbu/a3uiwAV1+j/qqKPC81dHYQUi6IFQy5Ytw/W618c/tFKAnj9rhcujwD7l92cz8nr27OkCOILgP31WZzd4ITuBC59++mlYz3vuuSeDqVak89mqYBFZylCdqPV5rPJ0rtEAlh49eiQ8drrXKGGhSVYSuJAYhsCFxC5aG3xfLOjAheiD6vvvv98LvlPrgbmCdv3ZDMLvwfpeO3369Awnle7vWk6+H6sS+t7dtm3b8D6k7++6Z+qfP3NaWE8FsfkzRsTcS3S/vuCCCzx/VjW3XvfNRNeC78chIwsIIIAAAggggAACCCCAAAIIIJBEICeBCypKbcFq+9Q/fxbimNJz2n6sQAS1jQRtHipbA+1oXfBMMdoeFB+4ELQNFcTz1txs9yZwIebHiTcIIIAAAggggAACCCCAAAIIxAgQuBDDwZv8Eshp4EIQQKAOk7mZVq9e7Tp+qgFNZfvTpMYUr0Y0zbig7ZoRIb4TZxBQoc6slStXzjBqqmZ60Dbtr9Gp1fgVTRpVWtv0T50i47dr5BMFU2h7ly5doru65cMPP9xtU0dVdVAdM2aM50/F6rYFMxSozKADpl7jAz/UCBnMxKBOsBs2bIg5jkaiDer4xRdfxGzTm3QNDzzwQFe+/Lds2RJTvs7hoosuCo8/f/78mO28QQCBkiWQ3cCFl156Kbx/TJo0KcTSSPnBfa1NmzbuPvvee+95f//9d8zsLprJJhj9W/eoNWvWhGVoQaMw6f6rstSxdsWKFeH2u+++OzyGAiiSJc14o/31ECdIqQIXDjvsMJdfQWfz5s0LdnGvy5Yt83RPVV1UZqLABQVdaJuC3OJn2lEhEydODAPdHnzwwZjyo58H6lQbn/SgTIF+Kl8BFdlJWQ1c0OewroWOoc+0tWvXZjhMup+tmr1A5etf/Ojp+lyKjh6mWT3iU7rXKL68VO/V4Vn1ZMaFWCUCF2I9ou8KS+CCvj8Gv2cKdtL3Zc3CEE1vvvmmV65cOZdPQVbxKZ3ftXS/H+vzIKh/sgCqIBisevXqXvx3aN3LFKirMhT8Fg140Hny/Tj+avMeAQQQQAABBBBAAAEEEEAAAQTiBXIauKDBIIJ2jeiAZio/nfZj7a+ZfoOy//jjD60KU6rAhYJ83pqb7d4ELoSXmwUEEEAAAQQQQAABBBBAAAEEMggQuJCBhBX5IZCTwIVox6bzzz8/V6t5xRVXuAY0jbKtDp+JkjqcqoOnGtoeeuihmCxBUIO2abTYRGnYsGFhI90PP/wQZtm2bZt36KGHum0amTsINAgz/G/h0UcfdXnUqSm+4370+IlGa1UR6tiqjlN169b17rrrrvji3fvnn38+rOPMmTNj8kQb7OI7XSljOobqPKzRzeWnTquJ0ubNm90x5BjfqStRftYhgEDxFchu4IKCAYKHJN99910IowCFYL1eFbSQKOkzR9t1n1q+fHmiLN6SJUvCjv79+vUL8yiIQfdt7Z/s/jxr1qywHk899VS4b7LAhdmzZ4f59QAoUfrwww/DPPGBC+rMHXQCvvTSSxPt7tadffbZroz4gL1rr73WrddnebL08ssvewMHDvTGjh2bLEvC9dHABc1Q9OKLL8b802ehZqeoVq2aq4OC+uI/r1Rwup+t+tlo166dmya9U6dOCev622+/hcb6bIqmdK9RtKysLOtnSz9jBC7EahG4EOsRfVdYAheiHf/1M6xAs0TpkksuCX/fojO5pPu7lu7342j9EwUu6F6o89K/yZMnJzo1F7Bbu3Ztl0ez+QSJ78eBBK8IIIAAAggggAACCCCAAAIIIJBKIKeBCxqwJ2i3GDBgQHiIdNuPVVBOAxeizzvz+3lrbrZ7E7gQ/jixgAACCCCAAAIIIIAAAggggEAGAQIXMpCwIj8EchK4oI6JQQNafAfBdOusEatVtjrDpkpBg9lRRx0Vky1Yv9NOO2WYLSHI+Mwzz4T1f//994PV3oIFC8L1yTrtK7M67geBE0OGDAn310JwfHWOTRZ4EbNDkjdz584N6zJu3LiYXJkFLqRjqGCNYDYNzSihDqckBBBAIJlAVgMX9OAl6Hyve7xGtY6maOBCvXr1optiljUKuPbPrFN4MKp2nTp1YvYPAicOOOCAmPXBGwU6qHzNyKOOqkFKFrigDv3Kr38KmEiWFKimPPGBCwq+C/bXQ61kadq0aWG+6dOnh9lGjRoVrs/tQLJo4EJQx2Sv3bt3zzBDUlDJ3PhsDcpK9RrMZHTOOefEZEv3GsUUloU3BC4kRiJwIbGL1hbGwIUmTZokrbBmPQnuBdGH1vnxu5bq+3FmgQsKRFC9NZNEqnTddde5fPouH8y8xvfjVGJsQwABBBBAAAEEEEAAAQQQQACBQCCngQt6FhcMcHPiiScGxbnB24J2mJy0H6ugdAMXCuJ5a262exO4EP44sYAAAggggAACCCCAAAIIIIBABgECFzKQsCI/BHISuBDtQHnnnXemrGajRo28/fffP+k/jX4apE2bNoUdoYYOHRqsTvh62WWXubw1atSI2R4EDuiYyVJ09OtXX301zPb666+Hx//444/D9YkWGjdu7PL26NEjZnNw/L333jtmfWZv1EF20aJFnjpkaRaFoCFNDZL33XdfzO6pAhdyw1AdUIOG0GOPPdaNsL1x48aYOvAGAQQQkEA0cKFZs2Ze8+bNY/5pFhuNxB/cU/R6+OGHxwQFqJxo4EK3bt20KkNat25dWI46lqZKF1xwgcu74447xgRgTZgwISxD99to+ueff7wg8Kt3797RTV6ywIULL7zQlacZIFIFep1yyikuX3zgwtVXX+3WlylTxtPxk6Voh9zoVOH63AhmyVGwxa233pphJqBkZWa2Phq40LBhQxeYp8+44J+urT7rguPvvPPObtryoKNvUH5ufLYGZQWv+nn58ccf3QxGX375pTdnzhxXF/18nX766UE295ruNYopLAtvCFxIjETgQmIXrS2MgQu6hyZLq1atCu+j0XtxXvyuZef7cfQ+mWjGhaZNm7p6K4AtVXrhhRfC84vOzMb341RqbEMAAQQQQAABBBBAAAEEEEAAAQnkNHBB+1aoUMG1Sei5XJDSbT9WOekGLhTE89bcbPcOnrdmNphFYM4rAggggAACCCCAAAIIIIAAAiVJgMCFknS1C9G55iRwYf78+WGHnj59+qQ8G3UajXZYjV+eOHFiuP+8efPCvBrBo3z58kn/BeWqw2S0s2cQONC6deuw3PgFBSUE9YgGLihAIFivkU1SHT/oqBl/nOD4hxxySPxhM7x/7bXXPDVABh1lg2PHv2YncCE3DBWkoHpF66EZJjSC+W233ZZrnWIzgLACAQSKnEA0cCF6z0i0rAcDjzzyiKeRq+NTNHDhyiuvjN/s3n/11VfhfWn06NEJ8wQrr7/++jDvf/7zn2C1p+AudbBX/ZQnmqJBeRpRPJqSBS4EAQkKzkiV9FmpY8YHLqiTvdaXKlUq5WeOPo8CU3WMj6YXX3zRU+BDsF2vCig499xzXcBFdOaI6H6ZLUcDF955552k2VevXu0efgWfy+oUHA3iyI3PVh3866+/9hTUUrNmzTBYInrOwXJ84EK61yjpiSfZQOBCYhgCFxK7aG1hDFy44YYbklZY37t1z9LvXK9evcJ8ufW7ltPvx5kFLgQziuk7barv+GXLlg3vp++99154fnw/DilYQAABBBBAAAEEEEAAAQQQQACBJAI5DVyIDkrWs2fPsPTcaD9ON3Ah/jloWDl/IS+ft+ZWuzeBC9ErxjICCCCAAAIIIIAAAggggAACsQIELsR68C6fBHISuLB27dqwQ8/RRx+dsqYaGXrs2LEx/0aMGBHuHw1ceP/998P16lSkTpBZ+bd8+fKwDkHgQKp6JWtIu+mmm8Ljq3NpVo5dv3798NhayMrx1Wk36KSmTl+VKlVygQIayfWiiy7yNJtE0MlV27MTuJAbhjoPjZitkcnbtGnj6VoEHUKD1/bt23s///yzspIQQKAEC0QDFyZNmuQ999xzMf+ef/559/Dit99+S6kUDVzQvThRigYW6P6UKt11113hfUsBXdEUjJq93377RVd75513ntunbt26Mev1JlnggmaY0H2xTp06GfaJrujfv7/LFx+4oM+q4L6alc8c5dGo5vHpu+++8/r16+dVq1YtLC8ot3Llyu4zOH6fzN5nNXAhKGfMmDHhscePHx+s9nLjs3X48OFhR2kZaHaPrl27ehoV/tJLL/WuuOIK91mqc44PXEj3GoUnksUFAhcSQxG4kNhFa4PvhPFBScn3+O+W6Gwm48aNyyx7uF3BRfpd0ffPaIp2/M9sRrUgmKpTp05hEen+rqX7/Tha//gZF1R26dKl3XnrNav326eeeio8Py3w/TiGgzcIIIAAAggggAACCCCAAAIIIBAnkNPAhU8++SRsW43OcJkb7cfpBi4U1PNW0eZGuzeBC3E/pLxFAAEEEEAAAQQQQAABBBBAICJA4EIEg8X8E8hJ4IJqd8ABB7hGNI1e+scff2Srwhr9OuhQGQ1cWLx4cbj+gQceyFaZQeasBA4kC1xQgEVQL80qkZOUleOrA2ZwHHX6Xb9+fYZD/fjjj2Ge7AQu5IZhfGXWrVvnTZkyxQVVVKxYMayXRk///fff47PzHgEESpBANHAhOvtNdgmyErgQne1n5MiRKQ9xzTXXhPcqdWaNpqlTp4bbvvzyS7dpy5Yt3i677OLW33LLLdHsbjlZ4MLJJ5/s9tFnYap09tlnu3zxgQtBEMXuu++eavdsbdPMFArcUOf+4LNGr3pAlZ2U3cAFfRcIZiM666yzwkOl+9mqz+yg3CZNmniaJjxR0kwMOs/4wIV0r1GiY6VaR+BCYh0CFxK7aG1OAxdmzZoV/o5nJ+ihdu3abr/9998/plLRjv/XXnttzLbom+j9WgG3QUr3dy3d78fR+scHLqiO1atXd+d9xhlnBFVO65Xvx2nxsTMCCCCAAAIIIIAAAggggAACxVIgp4ELAwYMCNt5Pvjgg9AmN9qPCyJwId024RAgspDTdm8CFyKILCKAAAIIIIAAAggggAACCCAQJ0DgQhwIb/NHIKeBC7feemvYiJaok2eq2icLXNAopsFoqIMGDUpVRNJtWQkcSBa48M4774Tn9OabbyY9RqoNWTn+YYcd5o6jjv/JkqZADTqcZidwITcMk9VJ69VJa+DAgWHdhgwZkio72xBAoJgL5GfggjrGB/fFzD4jevXq5fIq2Co+KcBC91+VNXjwYLf5pZdecu9LlSrlLV26NH6XpDMuBLPj6LNLI3onS8cee6wrPz5w4frrr3frVZc///wz2e45Xv/RRx+52SBU/k477ZStQMPsBi6okprdQcdq0aJFWOd0P1ujD+304C9RWr16dfj9IT5wId1rlOh4qdYRuJBYh8CFxC5am9PAhRUrVoT3DwVHZSUpSCsIBNLMC9EU7fh//vnnRzfFLK9cuTI87s033xxuS/d3Ld3vx9H6JwpcaNmypav3EUccEdY5txb4fpxbkpSDAAIIIIAAAggggAACCCCAQNEWyEnggmYr1sA2alfV4Czbtm0LEXKj/bggAhfSbRMOAZIsZKfdm8CFJIisRgABBBBAAAEEEEAAAQQQQMAXIHCBH4MCEchp4II6dpYpU8Y1pO28886eOqRlNUU7r0VnXND+apRT41ybNm2yWlxMvqwEDiQLXIjOchDtiBVzgEzeZHZ8NTgGbt26dUtamkawlYP+ZSdwQQWma5i0Uv/boE6/++yzj6ubRtclIYBAyRXIz8AFKQefWUcddVRK9IYNG7p7VOPGjRPmu+qqq9x2zR6kpPux7rfHHHNMwvzJZlwIOqlr33nz5iXcVwEJlSpVcuXHBy48/vjjbr32j46klbCgHK4cM2ZMeIzPPvssy6VkN3Bh+fLl4XHUgTlI6X62Hn/88a7catWqBUVmeJ00aVJ47PjAhXSvUYaDZbIiOB6fj7FQ0e9+2fnOGFtK8XyX08AFadSvX9/97CtoaNWqVZkC3X333eHvSvz3y2jH/0MPPTRpWe+++25YhkbPC1Lws5+T+2FufD+O1j9R4ELPnj1dvRXQtnHjxqDaufbK9+Nco6QgBBBAAAEEEEAAAQQQQAABBIqsQHYDFzQYzmmnnRa2tdx7770x554b7ccFEbiQbptwDEKSN1lt9yZwIQkgqxFAAAEEEEAAAQQQQAABBBDwBQhc4MegQASCTqCvvvpqto+vBjR1TtK/OnXqeLNnz860jA8//NA76KCDwv2efPLJmH2GDRsWbkvWwVKjxbZr1851NJ02bVrM/pkFDihzssAFbQs6SGp0k2SjXy9ZssQ75JBDvEsvvdRbtGiRdgtTVo5fpUoVd47JRnzVSCEKBglshw4dGpavhRdeeCHcps5j8SkdwyeeeMJTvdRhTaObJ0vNmjVzdTj33HOTZWE9AgiUAIH8DlyIjjCVbPT9WbNmhffIRJ1XdVk0rXRwj1U5FSpUcO91D0yUkgUuzJw5MyznuuuuS7SrpzKDY8UHLmzYsMHbbbfd3PZUHd2nTJniHX744d4NN9zgaR8lveqhVo0aNbzx48cnPLZWvvXWW+HxE80mkWzH7AYuRH8Wxo0bF1NsOp+tCkSQn2aMWLt2bUy5eqNZnPbff//wHONHkU/3GmU4YCYrgs7bqa5nJkUUy80ELiS/rOkELowaNSr82desC+o8nywpuCr4fqnO+/G/T9GO//qd+/LLLxMWdcEFF7hj6n4WDUJJ93ct3e/Hv//+e2ihe2V8in7/VwBHsqRZXk444QRP98Ag8f04kOAVAQQQQAABBBBAAAEEEEAAAQRSCWQncEFtGe3btw/bM9SuGZ1tQcdJp/04qGdBBC7o2DltE87tdm8CF4KfBF4RQAABBBBAAAEEEEAAAQQQyChA4EJGE9bkg0A6gQtqQOvatWvYqLb99tt7gwYN8jQFaDDqqzq/f/HFF54CFKKdGnfccUdPsxps3bo15iyVP6iTOmN+/vnnMdtXrlzpnXPOOeExp06dGrM9K4ED0Y5L8QEbCpYoVaqUK1+zPmiK1mhSo+OBBx7otqvTV3CeQZ6sHF/lBp1YZ8yYEezq/f33397rr7/ulS9f3uvVq5dXtmxZl69Lly5hHi1on2D/gQMHZmjITMdw+vTpYdlyVsNpfNK1LF26tMsX3zk1Pi/vEUCgeAtE7+upOsxmpqD7X3Bfu+mmm5JmV0fbXXbZxeXVbAnLli2LyTt//nxv3333ddv1GaJAt2QpuJd37NjR5de9d9OmTQmzJwtcUOaDDz7Y7a979htvvBGzv4IGFBSxxx57uDzbbbddzHa9GTFihNum8+/fv7/7LAgyyUWfqaqbtjdv3jzY5F4184TWqzOygt40Qlc06TOsRYsWLo9myslOigYuTJgwwVu8eHHMP30evvfee96jjz4aGqgumrVC9Y6mdD5b9V1B5erf8OHDY87xm2++8fRz0KhRI69Vq1Yuz1577RWTR/VI9xpFzyWz5RtvvNHVg8CFWCkCF2I9ou/SCVzQ71rr1q3D35HDDjvM3TOC72/6nv3tt9961157rafv3vo90vfcF198MVoFtxwNXFAQQYMGDbwffvghJt9LL73kgohUju7/8Smd37V0vx/r/hecY8uWLRPe/0855RRnoPt1/Kxvuv9Hg7IHDx4cnh7fj0MKFhBAAAEEEEAAAQQQQAABBBBAIIVANHDhkksuiWlPVfvqnDlzPA1SoxlrgzZftbNo0Bo9/0yU0mk/VnkFFbiQTptwbrZ7E7iQ6KeKdQgggAACCCCAAAIIIIAAAgj8V4DABX4SCkQgCBKI78CfncrcddddnoIW1LgW/Ve5cuUwCCC6Xp0o1bk0WXr77bfDTp4qVzM0qPO+OidGy7n66qszFJGVwIFUgQsqUOejUWR1LHUGVZka8VmdIYPjlylTxps8eXKOjq9ZJ4Jy9KrOsyeeeGI44neTJk1c59mgE6byaKSVRx55xB1v3bp1YV5tU+dcddTVSLdBSsewd+/eMfWrXbu2G9VbdQw6BOu4Guk7vpNscHxeEUCgZAjkd+CCVNVxtlKlSu4+Va5cOU8PMXr06OE1bdo07FCrQAF1NE2V7rzzzph7XaoZZFIFLuh+G4xirg7B9erVcyNl6d4c3OOjD4fi66Tgiqij6q7RvjXaVjATRHCvX7BgQczuGhE9mLFBeVQPddjt3Lmzcwk68eozK/oZEVNIkjfRwAWVnZV/xx57rLd69eqEJeb0s1UdsKPnuPfee7vPH72qTrvuuqs3d+5cNxtFUEd9X4h+R0j3GiU8oSQrCVxIDEPgQmIXrU0ncEH7K0BJ3xODn//gVd/DFSwVvNer7inJZmiJBi7o91UBEbrH6p7Ss2dPT0ERQXnVqlXz4u9Hqks6v2vpfj/W8YOH2jpXBbnpXqBzCdKPP/4YBjIpj2aM69SpkwsKi/4toyCKjRs3Bru5V74fx3DwBgEEEEAAAQQQQAABBBBAAAEEEghEAxeibTLJlvUs8rLLLsswyFu06HTaj1VOtG06fqb1X3/9NWw7Gj16dPSw7tmo6n300UfHrI++yavnrbnZ7k3gQvSKsYwAAggggAACCCCAAAIIIIBArACBC7EevMsngdwIXFBVlyxZ4g0ZMsSrVatW2MgVbYhTRymNaq3OUlnp7K7GMs3moA6J0XK0rMAHdSJNlHIjcEHlaqYHlRXMehDUQY2I6uCkUVESpawcX/tpRJWg06XK1gwGCmC44oorwhG/1TCnEZuDIAp1GgvSU089FXaU1f7qnDp79uxgs3vNqaF2fuihh2I6dgXnr1d1yn3ggQcSjmQbUwHeIIBAsReIdrjPjxkXAtClS5dm6Niv+5M+M7p165Zhtpxgv+jr8uXLw9ljtO/7778f3RyznCpwQRk1s1Djxo1jytM9XjPXqDPwY489Fn6W/fnnnzFlB2+efvppr379+mHH4OC+q87HGp3rP//5T5A15nXRokVulp7oCF3Bvvr86N69u/f111/H7JOVN5kFLuhzq3r16u4zWUEfn3zySabF5vSzVfXXqGPBeelVgSG61vr+oSTn888/PwxqqVmzplsf/Jcb1ygoK9UrgQuJdQhcSOyitekGLgQlawYBzXgSBBdEf18UaKAZXdRxP1mKBi6MGjXKU6CsAoerVq0a/u7p+6Y69ev+mSyl87uW7vfjr776KuZvEd2nNCphNP3111/edddd52kWmqiRlhWsO2zYME95EiW+HydSYR0CCCCAAAIIIIAAAggggAACCAQCmQUu6JmjnrGpDUcD6+g5XlZTTtuPCzJwQeeW0zbh3Gr3JnAhqz9h5EMAAQQQQAABBBBAAAEEECiJAqV00n6HCRIC+SrgzyJg/vSj5s+4YH4n+Vw5tj9CqfkdmsxvcDM/YMF233138ztwmj+SaY7K9ztrmj+FqlWsWNH8TpJWpUqVHJWTk522bdtmficvdz5+xy3zOzmZP6J1TorKsI9+5ZctW+bKbtiwofkjw2bIoxXr1683vxOa+Z1SY7Zv3rzZuWg/v0Oa+Z2zYrZH3+TU0O/EZtrXH0Hb/A7B7vz9TrTRollGAAEECkwguI/+/PPPVrduXfOD8QqsLjqwP2KVffPNN+4zT58XOUlbt241/6GMbdiwISzHD0DItCi/o635ncPdZ7ofROI+L/XZkJV9My08lzPk9LN11apV7nPPD1pw55eoWv4IZLZp0ybzZ2lItDlXrlHCgv+38qabbrKbb77ZfafSdyvSfwX0XULfBZX0c6rvn6T/Cuj79+uvv25+0Ivp5yfdFP89XNb6588Ik7Jof3aT8Dv2yJEjzQ90CPP/8MMPtnbtWmvUqJHttNNO4fpUCzm9Hwb3df0tkZPvx36AtPkBTa5qfkC1+cEWSaup++y3337rvmfr51P/MnNSYXw/TkrKBgQQQAABBBBAAAEEEEAAAQQQyGOBnLYf53G1Mi0+p23C6bZ7q422Q4cOrn1M7ZIkBBBAAAEEEEAAAQQQQAABBBD4fwECF/7fgqV8FMiLwIV8rD6HQgABBBBAAAEECo0AgQuJLwWBC4ldtDa3AxeSHyn1llSBC6n3ZCsCCCCAAAIIIIAAAggggAACCCCAAAKFU4DAhcJ5XagVAggggAACCCCAAAIIIIBA4RAgcKFwXIcSVwsCF0rcJeeEEUAAAQQQQCCPBAhcSAxL4EJiF60lcCG5DVsQQAABBBBAAAEEEEAAAQQQQAABBBBIR4DAhXT02BcBBBBAAAEEEEAAAQQQQKC4CxC4UNyvcCE9PwIXCumFoVoIIIAAAgggUOQECFxIfMkIXEjsorUELiS3YQsCCCCAAAIIIIAAAggggAACCCCAAALpCBC4kI4e+yKAAAIIIIAAAggggAACCBR3AQIXivsVLqTnR+BCIb0wVAsBBBBAAAEEipwAgQuJLxmBC4ldtJbAheQ2bEEAAQQQQAABBBBAAAEEEEAAAQQQQCAdAQIX0tFjXwQQQAABBBBAAAEEEEAAgeIuQOBCcb/ChfT8CFwopBeGaiGAAAIIIIBAkRMgcCHxJSNwIbGL1haWwIW1a9da7dq1XUWHDRtmF198cfJKswUBBBBAAAEEEEAAAQQQQAABBBBAAIEiIEDgQhG4SFQRAQQQQAABBBBAAAEEEECgwAQIXCgw+pJ9YAIXSvb15+wRQAABBBBAIPcECFxIbEngQmIXrS0sgQvJa8gWBBBAAAEEEEAAAQQQQAABBBBAAAEEiqYAgQtF87pRawQQQAABBBBAAAEEEEAAgfwRIHAhf5w5SpwAgQtxINl8u27dOuvatavbq2/fvtaxY8dslkB2BBBAAAEEcl/g8ssvt4ULF9ohhxxit99+e3iA+++/3/SwpkKFCjZ58uRwPQu5I0DgQmJHAhcSu2gtgQuxNvpu/cgjj9j8+fPt33//tSOPPNL0HfvDDz+0oUOHuszaXqtWrdgdS/i7Pn362LJly6xly5Y2ZMiQEq7B6SOAAAIIIIAAAggggAACCJQkgWRtCSXJIKfnWhKecRK4kNOfDvZDAAEEEEAAAQQQQAABBBAoCQIELpSEq1wIzzGngQtvv/2261SU6JQqVqxodevWtXr16rnX/fbbz8qXL58oa5Fft2rVKqtatao7j9GjR1u/fv0K/Jx++eWXmHp069bNTj/99CzXa9y4cfbGG2+4/Nttt50999xzWd6XjAgggEBBCixevNjeeust1+H122+/tQULFtgOO+xg1atXt5o1a7p74WmnnWY77rhjQVYzX47drFkz++STT+y4444zfWYHSR2AH3roIdt1111tzZo1wWpec0mAwIXEkAQuJHbR2twMXPj4449txowZ4T1wyZIlVrlyZatWrZrVr1/fzjnnHGvVqlXyyhTwlvXr11vDhg1txYoVYU2OOeYYmz59uvs+GgQLz5071w488MAwDwtmDRo0cJ95nTp1silTpkCCAAIIIIAAAggggAACCCBQxAXUfvfOO+/k+CxOOukkO++883K8f1HZMVVbQlE5h4KsZ2F8xpnbHgQu5LYo5SGAAAIIIIAAAggggAACCBQnAQIXitPVLELnktPABY10etFFF2XpTMuVK2cDBw60q6++2rRcnJIaRYPG3969e1v79u1jTu+xxx6z1atXu/OP2ZCHbxYtWuQ6pwWH0Gjbn3/+efA25avneW4EW43YqqQOv3/99VfKfdiIAAIIFLSARuUeMWKE3XjjjbZly5aU1alSpYrde++9dvbZZ6fMV9Q3JgtcePTRR11wh2ZcGD9+fKE6TQWePPPMM3b88cfbEUccUajqltXKELiQWIrAhcQuWpsbgQtr1661K664wp544onkB/rflgMOOMCefvppa9KkSaZ58zvD8OHDbfDgwe6wctF9WgHCbdq0sZkzZ7r7vDaOHDnSatSokd/VK/DjKYBDDppd4f/Yuxd4q8b8j+O/MHLNuDdhJpRBhohcQ2XcXi+XxmVIjZDrELk3IyRiXBPGLbeEocIMRoz7LSNUo/Kn3BKTyK00Eu3//q6ZZ1lnn2fts/dZ++yz9jqf9Xpx9lnXZ72f09p7P+v5rqdt27Z1ynPKKafYhx9+aLr26zsXEwIIIIAAAggggAACCCCAQG0L6LvfyJEjG30SGo11+PDhjd6+VjYs1pZQK+fQ1OX8/vvvgxF59ZA591AId8yG7nG69Wr5J8GFWq49yo4AAggggAACCCCAAAIIINDUAgQXmlqY/XsFKhFcOOaYY4KRFdwBNLTojBkzgv/efvttW7hwYbBIT7y+/PLL6zWMue2y9nPJkiXBU251Xmr8q9YUDS5oxAR16J00aVJJHdTUIWq33XYztx3BhWrVGsdBAIHGCrz//vt28MEH28SJE4NdKJigDq9bbLFF8ETuxYsXm9YZO3asPfXUU+FhzjnnHBs6dGj4e9ZexAUX0nyeCp+cfvrpduWVVwadsNNc1riyEVzwyxBc8LtobtLggp6++Lvf/c5krEk3oTXSyuabb26//OUv7fPPPzd9NlSo4f/+7/+CdVZcccUgJLTPPvsEv6flfzqPO++8M/gcqnJrFDemHwVUXw8//LC9/vrrtuWWW/64gFcIIIAAAggggAACCCCAAAKZE1Bn67gHUl177bXBSKoKtR977LHec1fb4J577uldlqWZtCU0XJv6O9p6661t3333tb/+9a8Nb5CxNQguZKxCOR0EEEAAAQQQQAABBBBAAIGKChBcqCgnOytVoBLBBXWY6tmzp/eQ6nQ0ePBg0wgN6kCv6bHHHguepuzdIEMzp02bZptttlnQ6aq5ggvbb7+9TZgwwU466SQbMWJEg7p9+/a10aNHW9euXe2VV15hxIUGxVgBAQSaW0BhK4WuNPXo0SPo9NquXTtvsV588UXr1auXffrpp8FydQDVsOlZnGoxuHDQQQcFAROCC9n7iyS4EF+nSYILGmlBQQWN7qVpwIABdumll1rr1q29B7z++uuDdfSkPYUCFGTQd4G0TOpQoe8J+vz8xhtvpKVYqSnHWmutFbx/EVxITZVQEAQQQAABBBBAAAEEEECgWQT0oAI9NEyhdn1HbMkTbQkN1/51111nJ554IsGFfBvYxx9/3DAYayCAAAIIIIAAAggggAACCCDQggQILrSgyk5vt5eVAABAAElEQVTTqTZ1cMGdqxpPd9llF1uwYIGtt956NnXq1KJPUf3uu++Cp8O++eabtuaaawYdmPQzbvrPf/4TPGFGyzWyg5u+/vpre/nll+2bb74JRoXYeOONg874brnvpzqB6encs2fPDp74KiN1CtPTaQsnjargGrp++tOf2korrWSuLPfdd5+ddtpptvLKK9v06dODTdWRTKMZREehKNxn9Hc9KfyTTz4JZq2yyirBvqLLfa+jIy4MGTLEzjvvPFtttdWCcsZ1ZNN+ZKVzVdkGDRoUDB3b0IgL8+fPN9XRRx99ZIsWLbL27dsHzmussYavaME8dV5UiEUuOidNcpSRGttVR2p4lxMTAgggUExA11k3vPUhhxxid911ly211FLFNgmuWZ07dza9z3To0CH4fZlllvFuo2ubrk2uc7CuTcsvv7x3Xd/McrefM2eOuQ7F7knj77zzjr366qtBQLDw2qp1FZLTdX/TTTcN/nPnHxdc0KhIei/WetGAR/T9TO+37v1C70N6D9f74vrrr2+bbLJJSe9FGnlp1qxZpnPSe9AGG2xgG264ofms9T6n4yhsp/fec889144++uiAVB11l1122Xq85X5OiO5A9fLhhx8GT6jXe5Ec9N7j7KLrlvuaERf8YgQX/C6amyS4cMIJJ5jCCJr+/Oc/2/HHHx+8Lva/W265xfr37x+scvjhh9vtt9/uXV2f1d59993gGtiqVavg34j+Dcd9PktyDXHXvj59+tizzz4bjJijYJkmXYt0TXKfrzVv7bXXjv08r+vbv/71r+Baquugu35Ey6dr6XLLLaddBevp+Jp0rVphhRWC14X/K+famcvl7J///Gfw+Xj//fevZ+au3boWKeSt7y66vv7iF78oPKxpX+6atcMOOwTLH3300eC7kX5x33vcdVTvURp5KG769ttvg8CK3je0nq7p66yzTtzqwfufvkfJUddjN+n7j85Rx+vYsWNwfXfL+IkAAggggAACCCCAAAIIINC0AuUEF9x3brU1ltLeqJKX066n9aPf2d33VM1vzP059x1YbUnF2u3ceRVrS1AZolO534l956X7YBrVV/cLd95552D3rizRe15aT9+b9Z16p5128ranqs35hRdeCNo41Lb785//PFpc72sda+bMmUFbgb6rqz1B38t99y9dW8app55qY8aMCUbovPXWW4P9uvuN0fYSd4/Te+D8TNVNOW3lPhe1c6hNYsqUKaYRQ9Qmq3aeYpPq4b333gvajXX/Uvcx1dZc7J5xdH+MuBDV4DUCCCCAAAIIIIAAAggggAACBQL5L+tMCFRdIN8wlMv/KebyDTdlHfuGG24IttO2+REXStr26quvDrfJd5jybpNvSMsddthhuXzHxnBdHUP/5Tvz5B5//HHvdg888EC4vvaRbxDMbbXVVrl8J8RwvvaRb9DNPf/889595BvccgcffHAu3yGrzjbaLh9IyB111FG5fOeiOtvmOwmF6+ZHNAiW3X///eE8V3b3Mz8yRW748OHh8riyuIPccccd4br5J4q72UV/5p+eG26Tf7p4Lt9gGfx+7733Ft3u5ptvDtbLhzRy+cbL4HU+uODdJv9k39xxxx0X7tudn37KvF+/frl851PvtvlwQ7Dv/BNecvlOcbkjjzwyl28wD+a5/cg735HOuz0zEUAAAQnkO6fm8p0tg2tHvuNkLt8RvWQYXa/zT/XPffDBB95tdP3Jd2ytc13S9SnfeTeXf4pXg8dq7Pb5DqTBMfOht6BsW2yxRViGwvdpvQ/rvN11Uz91LT355JODc9p2222DZb/+9a/rnGO+Y3MwP99Bt878/I2ycF8PPvhgLn9jKZfvUF3vGPkbWLmbbrqpzrbRX8aNGxe8/0bL5V7nb6Tl7r777ujqwevNN988PLZb1/0sfJ9s7OcEHejvf/97Lt/x13ss/S1deOGFwftSvQKWMSMfFgz2LzumHwXynZxDd71m+lEgP+pLYKO/nXKmfKAo/Jyrf0P6TFXKlL8hHVwn7rzzzlx+RLB6m+Rv4ud0DcoHBsI6c/8e8zfEc6ecckouf8O43nZJriH6fO6OUfgzP5JOcCx9jnXL8sGEesefO3duTte76Gf/fAght8cee+TyIapcPhwbbj9+/Phw+3xnjHB+PtQRzi984a6d+c7+dRZFvwvoOv3II4+E700qbz7kG66vOho2bFid5e6c9LNbt27Bd5hwg/wLffeIrhN9re8sbnLvH7/5zW/crDo/9e9Of2tRH7cvvR+MHDmyzvruF72naL184C+YJSP3Wd5tr5977bVX7Huq2xc/EUAAAQQQQAABBBBAAAEEKiOgezj6LpYfcaHBHbrvi6W0NzamXU8FqMT9uXLb7UppS3A4jf1OHG2L0Pf7oUOH5vLhhMC+S5cubvc514arNhOtp/uM0XYV3e/ccccdc/kHwwTb5B+2FtSd2pqj362PPfbYXL5jfrjf6IvJkyfn9tlnH+/3epVJZSvcNj8yZ539R4+l9TVF2zXcPc7ocfW6sW3dUZf8Q2iCNiW1q0TLobYNuRWWXcdVm4j+bgvvH2p7bae2CLk0NP3tb38LjpkPPDS0KssRQAABBBBAAAEEEEAAAQQQaHECepoiEwJVF6hmcEGddRQmUKOSOtOr41R0yj9hI5d/okiwXB2j9ttvv9wf//jH3DHHHJNzDbFqyPN17Mo/eTRs7HrssceCjpZqhFLnHXWiV2cb1wi46qqr5tTxMTqpw6uzyD+BNeisqQ5K2j7/JOZw3+oYln9KTLipr1FPYQF1bHXnokZJ/a7/zj777Ny8efNyOoYc1Gm/2KSGN62nzp6FXnHbRYMLCnDkn0Ye7GP33XeP2ySYr4ZTHUu++af2Bq99wQV1clOjrNbVf+pklX/ib05BhF133TWcr4ZjX8c211D+u9/9LnfSSScF66uuevfuHXQucw2/2vdFF11UtMwsRACBliuQf7JVeL0588wzKwKh6+yBBx4Y7jf/pKsgtJYfhSZ4X3BBMHXef/rpp+sdM+n2eq/StU/vP64zs95D9J4RDS7kR9MJy6hQn4J1Z511VnAN1XVbHu6aXmpwQddrd11XMEHXcIXI9N6h92Fd66NBifxT0eud/6hRo8L3Wt2Eyj/xLJd/olfwM//krHD/CsdFJ52vgn3u+PknbYXvm/kRmsJVk3xOUEdlF0zMP40reG/Ue9duu+1W5+bXEUccER6vMS/0HqrzILhQV4/gQl2P6G/u37rv8210vcLX+ZFJwn8zurlfiUn1tNlmm4X71b97dVwfOHBgLj9yWvjvW/9G808+rHPIJNcQBZr1OdkFxvJP/QuvAfrsrCnaWaAwuKBggvvcrX9/Cm4pYOsCXL/61a+CoLW7xkSvX0mDC/pO4fZ72223heeg66WuOdHggs7TratrrK7dsu3Vq1fYoUHXe4Wp3aTtZaPOKG5bBbA0b++993ar5dzna19w4ZlnnskpnKDtFebQdnLNj2xTp75VjsLvG3pv0Xb5pzcG4Qa91rH0Of6ggw4KvqO4cnXv3j0sDy8QQAABBBBAAAEEEEAAAQSaTsDdLysluFBqe2Nj2/V0lknvzzWm3a6UtgSVLcl3Yj3cxX3nVdusu8eoNuKtt95auw8m1/6g79kKF6hNVW2D+t35az/5kSFzun+n7+b5kemDh7ip/dQ9nEfrXHrppW634U+1g7jv9e7eqdprZNCpU6ewjPquHp3yo3QG7Qcqj/adH0kxbG9xD5fx3eN0+0ja1h110XnqYQpq05CL7n26diCVTe3d0UlBB3e/Ue75USuC882PHppTu5SrC7XTNxReILgQleU1AggggAACCCCAAAIIIIAAAnUFCC7U9eC3Kgm4zvrRDpGlHLoxIy5ov+r8qUYo/ffuu+/WOZQanjQ/P5RsTk+RjU75YVWDzvFarsataEdGraeRGNx+FTQ45JBDgqdxR/cR7eh5ySWXRBeFHejVsdL3BG414rn9X3fddeG2xRr1XKd8PQ2kcFIjnfanBkM9Ndw3aVQDN/LEBRdc4FvFOy8aXJgwYULYaCw3dezyTfmhWYPyqLHvnXfeyV1zzTXB777gwuWXXx5auKeyRPc5evTocHlhY6PWcx3i1KCoMkWfeqvl+rvYcMMNg33Ix/c0YK3HhAACLVtAN17cdfkf//hHRTD+8pe/hPtUZ9LCJ5jrJpHeo3RcPTGqsINn0u27du0a7FsdhHX9VYDAvUe4sui9wYXfdKOnMIinQIWur26dUoMLuhnkPPU+qqCe3g+ik0b+cZ3/1Wk2Oml7dwNNPwvLpWu5Cy+qU3I0BKj9KNTnjq/RMHxTks8J6ris/euGl54oH51kq07O7vjTpk2LLi7rNcEFPxfBBb+L5jY2uOCCqfosVfg3HX+04kvcvwM9FdDdwI5ucc899+R0g1z/VvTUvuiU9BqifWl0BO17m222ie46eF0suKCAlLaTReGIMBppQTfm1SHA/RuPjuSSNLigJwK6/arjvo6l6/DixYvrvIe8+uqr4XoKTBW+f+jzuwvH+QIAeuqlO07h9yQBxQUXdH1znRhkUHgzX8v1fuf2rZHjotMf/vCHYJmCxfpP3wOiZf/++++DAJjbXk+NZEIAAQQQQAABBBBAAAEEEGhagXKCC6W0NyZt10t6fy5Ju12xtoSk34n1oAj3fVff1bfffvuc7qVp0vdhN7kRXnW/VQ8hc+toucqgh3a5/eje1/77719nhAGNYunuiem7e+GkEITbPtqm4favkRrc8ujDGtx+nO++++7rZoU/i93jTNrW7Vz04DI9UE5/J9FJD8XQMpVd91H1d+imaDtI4T1EraN2FPcQND1YodhEcKGYDssQQAABBBBAAAEEEEAAAQRaugDBhZb+F9BM51/t4MIdd9wRNqA9/PDD4Vn/9a9/DeePHTs2nB99oU5ZG2ywQbCeOmtFJ3VadQ1z6lTqe9K/GghdR87CJ4+4BjQFHuImddTR0201ooObijXqFQsuPPfcc2F59XRW33TjjTcG6xQLHPi2Kwwu6LxdR9u4AITrlKTOspqKBRdOP/304CkxeqpJYcfTYOP8/1wHKd8oD66RVPWlIWB905gxY0Kf4cOH+1ZhHgIItHABXT/cdb8wCNcYGt1sckOMqwNo3KTRAtxxdQPFTUm3137cKAnaf9zT1xW8c8dXOM036Vrv1ik1uKBOtm4bve8UPtHcHUfXda2np5tHpzfeeCN48lWHDh1yl112WXRR+Dp6bX/ppZfC+XrRUHAhyecEdSx2gQsFL32TPjeo8+6wYcPqhSN968fNU73JhxEX6goRXKjrEf2tscEF98S+wn+L0X2X81rXUQWm9PerAEPcpM/QWkefqT/66KNwtaTXEO2oWGeDuOCCRiRQGEpl0va+KXr90HoaHc1NSYML0fPWvp/OhxZ8k4K96iyiUXIKr39u/d///vehrT6/R6foDftyggt33nlnsE+VTR0OfJOCCO3btw/WU2gtGkzQ6HfaVv9pRCLfpPNx6xSOqONbn3kIIIAAAggggAACCCCAAALJBMoJLpTS3pi0XS/J/bmk7XbF2hKSfieOnpc61hc+qMXVYtTYd39T7RDue7NGW/j000/dpuHP888/P1znm2++Ceer3UHnqJGBfaMsakXtz+1fbZuFk7snV05wodJt3ddee21hsYLfVV5X9mgbv7tnqXvYcZPaezTy8MiRI+NWCeYTXCjKw0IEEEAAAQQQQAABBBBAAIEWLkBwoYX/ATTX6Vc7uKCncLpGqOiQp+6psXq6RrHJdZ5Rp8ro0zeiDYi+p/y7fbpOqXricnTSE05ULj0NxT3dOro87nVjgwvanzr+65jdunXz7l5PcNHyuE5Y3o3yMwuDC1rPuen8op2RtCwabLj99ts1q2hwIVihgf+pAVVl9z0dxjWSanSHzz//3LsndSB1w9fGdZLybshMBBBoMQIaTlrXGXW0jT7hqrEAegq19qf/FFSLm9RJdvnllw/WO+qoo8LVkm6vHbmbXMUCa+69oVhn5dmzZ4fn0pjggu9p3+5E3RO8FAQo111hCGd8yy23uF0GPxsKLiT5nKD3udVXXz049sEHH1zvfbBOQRL+QnDBD0hwwe+iuY0JLuiznHs6f48ePeJ3XsYSBUXdv0+NDhA3PfHEE+F66gDgpmgH/sZeQ4p1NogLLjzzzDNheUaNGuWKU+/nzjvvHK7XVMGFjh071jtuOTNGjBgRlrFwxJvGBhfcdxxdAzWCXdx0zjnnhMf+8MMPw9Xcdwj9bfie2qgV9YRE97ejjhZMCCCAAAIIIIAAAggggAACTSvQmOBCsfbGUkpbrF0vyf25pO12xdoSkn4njp7X0UcfHcvk2nQVbih8EIE2iraLHXDAAd79RB/6pocslDu5kXD79u1bb1N3T66c4EIl27o1smf0fm60gBrd07UpqI3HTdF2qqlTp7rZjfpJcKFRbGyEAAIIIIAAAggggAACCCDQQgSshZwnp5kygWoHF1577bWwEerCCy8MNbbZZptgfmEHy3CF/724//77w+2jT9+INiCqoStuUucuNYJ16dKlzip6IodrHFOj70033RQ0JtZZyfNLkuDClVdeGR6zsCFSDZlqSFaZ1FGrnMkXXJg5c2ZOQQHt78knn6yzO40gofkaVtWFNoqNuFBn4/wv6jyn8qrxUI2Z6uzmhq5VJ6nCyTWSyrnYpCfIqFxq9GVCAAEECgVcJ1Q99dt3Q6hw/YZ+f/DBB4Nrjq47ek8pNrmbg9H3rKTb63juJle7du1iD+8CeA11VnZDZUfLqJ0ef/zxwXnqZlZ0inY6VjghboqO5qAQR7FJT0zT0Oi6saknhLubRDLW+0x0aii4kPRzQp8+fcL63W233XIPPPBArqHyR8tX6muCC36p6A1avWb6UaAxwQWFhtznRN/oVj/uvfRXbhQbfV6Mu5msvUXr8qKLLgoPUIlrSLHOBnHBhbvvvjv8t/3KK6+E5Sl8ceKJJ4brNVVwoXfv3oWHLfq7ArzTp0/PTZkyJafvSO76oWuknnYZnRobXHAjczT0eTrqGPWJBhcUUIib3Kg2p512WtwqzEcAAQQQQAABBBBAAAEEEKiQgGub3HLLLRvcYyntjb6dlNOul/T+XJJ2u2JtCUm/E0fPS/cM4yZnrHtfvkmjyeu7vv6L+94cbTedNGmSbzfhPLXBvPfee0HbgdadOHFiTu3J2r8vGOHuyZUTXKhkW7fas+Om6Oj0Dz30ULia2pRdW4MCIUOHDs1NmzYtXF7OC2fb0IPzytkn6yKAAAIIIIAAAggggAACCCCQFQGCC1mpyRo7j2oHFx5++OGwge62224LtdyTkJdZZpngSft62r7vP/eUazXAPf300+H20QbE6Pxwhf+9UAdObVsYXNDis846Kyyb1tF/nTp1yp166qm5p556yvuE5iTBhc8++yynJ43oOBr2NDpdffXVwXy5qFGznMkXXND2GmVCxzrssMPq7O7QQw8N5h955JHh/IaCC3PmzAm81OCoTsPOq/BnseCCOh0Xm1ynZI0SwYQAAggUCrgn8Ou688EHHxQuLvv36FOc1NG+2LTTTjsF173oTZek2+t47ibXVlttFXt4F0jQyAHFJj35WzaNCS6o82zcpI7K7lrv6/iv93kFA9Zee+1wPbd+9Ge5wYWknxNUVpUrWgZ95lBdKkjZ2BtfhU6u47ECfEw/CkQ7uxNc+NFFrxoTXNB27t9YpT4nuacQFoaadKzopJvjLgwbDTlFgwuNvYYU62wQF1zQCDnu37Vu2sdN1157bbhetGO+wsNu+8KRYKL7cqGvws+20fPWd4Zik0YUu+6664LvIausskp4XHf86M9KBRd++tOfBsfRaGjFpuhIGtEQeDS4UGx7jX6k8sd1wCi2LcsQQAABBBBAAAEEEEAAAQTKE2hMcKFYe6M7emPb9ZLen0vSblesLSHpd+Loeanze9zk2nR79uzpXUUjILrv/H/605+860TvnfqCC3rogR6Y8Itf/CLs0O/2Gf1ZqeBCJdu6d9llF+85a6baaFz5o8EFLdODZwrvPyqg0a9fv+CBbwrXlDIRXChFiXUQQAABBBBAAAEEEEAAAQRaqgDBhZZa88183tUOLqhRzjVCqdFPk56U7Z4aq5/LLrtsSf/dddddoV60ATE6nGi4wv9eFAsuaBWFHtQZ1HUMdWXVz4033jhoRIvuM0lwQftxoYF11123zhPDt99++8BpwIAB0cOV9DouuDBq1Khgnwp/fPnll8G+vvjii7Dh7/nnnw/3Xyy4IN9oY6FGRlBj6FFHHZX7/e9/n9MTezfbbLPgWIWdu3QA93SXvffeOzye74UbtaGhDnS+bZmHAALZF3BPB9f1WR0uk07RzpmzZs0qujvX0Th6jUu6vQ7obnIpaOaboje5dM0tNrknijUmuHD++efH7jouuKD3cueiOlGnXAUF9MS04447Lqf3Mw2p7t5XywkuVOJzgk5IT5HXe2H37t1zCi24srife+21V+7DDz+MPfdSFhBc8CsRXPC7aK77d1Oss79va/dvXE+f07Uh6eSuPxtssEGDu1pxxRWDfz/Rm+HRDvyNuYbooMU6G8QFFwYNGhT+W9YIBnFT9EmBTRVcKHbe+s6gzgXuerPOOuvk9tlnn+Bm+wknnJA7+eSTc3vuuWe4vBLBhWidRAPKPiM9ndGVLXp9jr63+bZz8wguOAl+IoAAAggggAACCCCAAAJNL9CY4EJce6NKm7RdrxL35xrbbhfXllCJ78SlnpdrU1FbqG+Ktuk2JrhwySWXhA+R0P3T7bbbLqeH+hxzzDE5jTA5cODAoC1W3+ujbTWuLO6eXDkjLkTbAxrTVq5jO5dif3vFggvax9tvv5076aSTcmpHce0W7ueqq66aGzlypFYrOhFcKMrDQgQQQAABBBBAAAEEEEAAgRYuQHChhf8BNNfpVzu4sPXWWweNSxpN4ZtvvglPWx331dh00EEHhfPKeVFqA2JDwQV3TDUkapQFjYTQvn37sEFMncNeeOEFt1ouaXBBQQnXyPbYY48F+33//ffDeZMnTw6PVeqLuOCCnj7inu56/fXXB7u74YYbgmPpydzRKS64oKCDhlNVmddYY43cI488Et0sfH344YcH60Q79bqFrpF0hx12cLO8P12jpgIjTAgggEChwF/+8pfwWlluh9/Cfel3PQXbXY99T7WKbqObQ1pX1zM3Jd1e+3HXvWI3c/T+qWP7bkK5suinu5lTreCCbqA5v0MOOST31VdfRYsTvNbT0N060Y6xWjhv3rxw2ZVXXllv26SfEwp3qADfuHHjglCFhht35dJ7XLHOz4X7Kfyd4EKhyH9/J7jgd9HcxgYXFAhyf7f6PJl00mdw7U+fFYtNGjXAHVc3jt0U7RBQrAN/XPhJ+4nrbKBlccGF6IgL7777rlb1TldddVVY7sYEF9QZQOdd+Nm21PN2oQSFpi6++GLvSG4ajc7ZViK4IIg111wz2Od+++3ndXEzx48fHx5b10Y3RTsquHm+nwQXfCrMQwABBBBAAAEEEEAAAQSaRqDSwYWk7XqVvj9XTrtdsbaEpN+JSz0v16bbFMEFtWHovqTaC/QQi7feesv7R+UeluBrM3b35MoJLlSrrbuh4EL0ZHW/9LLLLguCG679RD/VzlJsIrhQTIdlCCCAAAIIIIAAAggggAACLV2A4EJL/wtopvOvZnAh2km/b9++dc54p512Chrett122zrzS/2l1AbEUoML0eOqQ9Lo0aODUSDUCNatW7dwcdLggnbkGpnV2V+TayTu0qVL8Hu5/4sLLmg/xx57bODshmZ1DarDhg2rc5i44EJ0uFqFHuKmLbbYIjhOYecure8aSTfccMO4zYP5CizIW0/GZkIAAQQKBRYsWJBbYYUVguuERsnR9bjUSU+W3nLLLXNjx44NO48qiOVueDz66KNFd7X++usH60Zv9iTdXgd01+RiwQUFzVTOYussWbIk5zqRViu44IKJ6vgfN2l4b2dcbnAh6eeEuDJpvm6GnnnmmWHZBg8eXGz1ossILvh5CC74XTS3scGF6OdqhanKmdSJXyNbvfrqq+FmZ5xxRvhvQOGEuOmDDz4I14uGjErtwF/p4II+o7vryiuvvBJX7DojvsQFF4p9tnX1VPjZtpTz/vrrr8MnIyrYFTdp1AV3LpUKLmyzzTbBPhv6jnXHHXeEx3799dfDIhJcCCl4gQACCCCAAAIIIIAAAgikRsDdU1L7ZkNTKe2NSdv1mvL+XEPtdsWCC0m/E5d6Xs64KYILp59+evh9Xff+fNNnn30WjmpfqeBCtdq6ywkuRM9dI8jrHqPaUVq3bl3nQXnR9fSa4EKhCL8jgAACCCCAAAIIIIAAAggg8KMAwYUfLXhVRYFqBRf09GI3coGeNBrtKKXTdU/o11OP58+fX7ZAqQ2IjQkuuML07t07aATT067dVInggp4QosY1PeH222+/zW2++ebB73qiSWOmYsEFdejSsfSElunTpwedqJZaaqnc7Nmz6xwqLriggIPrUKUhWn3Tv//973Cdws5dWt8FFzSkrZ6w7ZvUIXn55ZcP9tOnTx/fKsxDAAEEckcccUR4vVEwq5RJHXLddUjXXV2zNEWvncU6rmt995SrAQMGhIdMur125G5yFQslKHim6/Baa62V+/7778PjR19Eb/hUI7igoMRyyy0XlEvvlXFT9Anx5QYXkn5OiCuTmy/L9dZbLzgHdehu7ERwwS9HcMHvormuQ7z+dsqZfvjhh/AGra4J99xzT0mb6/ObC30p8KB/v5rcKFza15NPPhm7rzFjxoTX3fvvvz9cr5QO/Fq50sEFldV9Nr355pvD8kRf6BxdqFbrRoMLn376abj9OeecE92szusNNtggWK/ws20p5/3SSy+Fx7jpppvq7Df6iwvtqoyVCi4oKKH9rbjiijkFKOKm3//+92EZo6POEFyIE2M+AggggAACCCCAAAIIINB8ApUMLlSiXa+p788Va7crFlxI+p241PNybbpNEVzYfffdg+/rGl03boqOTFyp4EK12rqj7dgPPfRQ3Cl656uNxbUJFd5zjm5AcCGqwWsEEEAAAQQQQAABBBBAAAEE6goQXKjrwW9VEqhGcEEdbzp06BA2IA0dOrTe2UUbpy6//PJ6y90MPV1kzz33DDpXuXn6WWoDoi+4oCdvq0FRHRanTZsW3W2d12effXZwDgpguKlYcEEdWtVopqdeK5AQN82dOzcczeHCCy8MtlEH0C+++CJuk6Lzow2KEyZMqLfuZpttFhxj//33D37Ks3CKCy64+Tov3xPJ1XnrN7/5TbBfraPzUMe66OQ6DGu5nvjrm+6+++5wH3oiOhMCCCDgE9DTpNz7mK4pCi8Ue1K4OmO6J/dr/cJOrm7ZuuuuGxsK0NDT2rZVq1a51157rU6xkm7vbnIVCy5EA2R67/NN0UBHNYILKoM688ol7qneegqWOs5qHf2nzsvRSXXjlp177rnRRcHrJJ8T9CRxlUsjGX3zzTf19u1mqBO3ytCvXz83q+yfBBf8ZAQX/C6a29jggrZ97rnnwifq6TPXn//8Z82OnaZMmZJr165d8HeuAOnUqVPDdRUmVYBY/wYOPfTQcH7hC9chQKOrRP89ldKBX/uqdHBBZfjpT38alLtHjx6FxQ1+v+KKK4Ll7hoTDS5oBRfk+O1vf+vdfty4ceH2jQku6LuQO/ZZZ53lPYZGr3Dr6GdhGRUSccufeuqpevvYZJNNguX6HB6dnnjiiXC7G2+8MboofL1w4cLQMDqSkFYguBAy8QIBBBBAAAEEEEAAAQQQSI1AJYMLOqmk7XpJ7s8lbbdz7RQaXaFwSvqduNTzcm26TRFcUBBB7QEaVcB3z1AP2fnlL38ZfvcvbAuWiXtY2s4771xIFIxi7NobRowYUWd5Ndq6o22+LrigBy/06tUr9/Of/zx3++231ylT9Jfx48eH5/3+++9HF9V5TXChDge/IIAAAggggAACCCCAAAIIIFBHwOr8xi8IVEnAdfh0DUKlHjb6VNZRo0blZs6cGf43Y8aMnDooar6eWqwn+ruGL3WmjHtC9D777BOspyft33nnnXWKoifwX3311eF+Bg0aVGd5qQ2IvuDCV199ldMoCipjp06dcr4GrsmTJ+fWXHPNYJ2+ffuGxy4WXHAhBO1Xw6oWm9RRSusp5KCfxZ5YXWw/WtZQcKGwY9S9995bb5cuoKDyRKdnn302KJ/KqOCD6sVNc+bMyR188MFBx1R1+tQ6+k8jO0QnF1xQY7iedv7YY49FF+feeuutoEFS26rzsDrCMSGAAAJxAo8//njY6VTXDV1jdEND1+3vvvsuCE/pun7ppZeGHXa13lFHHVVvl08//XR47dJNocLQmYJUxTq4Jt3e3eQqFlxQ2E03qnQOegL4u+++W+c81ClYoQr3ntWzZ886y48//vhg29VWW63O/KSdjrt37x7avfDCC+G+tV+9B+p9Vp8B3Gg6er+ITgq5qSO1zks3xQrttW5jPydEn8iu9/Do08RdGUaPHh1+Xrnlllvc7LJ/ElzwkxFc8LtobpLggraPft7Uvx/d2NW16p133glGU9C/pX/961+5E088Mbx+afSzW2+9VZvXmdzfr64humZGJz2B0YV4dZzrr78+ujj4vKb5+u/888+vsyz6S6WDC9r3KaecEl5/VEb32VGjuOn7iK6ZLrCr8hWGAnbYYYdge42mUxgK0HcMjXDjOoWsuuqq0dMp6bwVqHPXPt10178HN+mz9J/+9Kfg+NFRDwpDKLquOt8zzzwzHCnD7ScuuKDlbqQeBVMKR9P48ssvc+7pjfrOFg2zaFuCC1JgQgABBBBAAAEEEEAAAQTSJeC+o2655ZYNFqyU9sak7XpJ7s8lbbcrFlwQTpLvxKWelzNuiuDCkCFDwvaASy65pM6DwvQdXu0BeliZQglqN9CDJgofJqZyaZnaJjTyZHQqdo+zGm3dvuCCytetW7egzHoQju43F56TzsO15+ihdMUmggvFdFiGAAIIIIAAAggggAACCCDQ0gUILrT0v4BmOv9KBBdcJ5piP/Uk1JEjRxY9y/feey+nhla3nw033DB4ev/222+fUwcrN1+NqOqIFJ1KbUD0BRe0Hz3VRZ2V3DHU4XOvvfbK7bfffvXKFG3YK9aoF21w1X7VgBg3nGvhunoSTGOnhoILKr8LSKjzla9zaFxwQWVSJ1jnpEZDGW266abBPBnKUp2+3DoKKBx99NFhJy0XXFCnYD11VttsscUWOXUm1ZNy3RO51YGV0RYa+1fAdgi0LAE9RVzvGe66437qOuKud26eOmZedtllsUCDBw8OO7DrvUCdijWsuK7h6syr/Wy11Va5WbNmefeRZHt3k6tYcEEHjXb81flpJAFdm3VNV/mOOeaYsJN/4b6aKrigJ787Y/3UtX7vvffOrbzyysH8zp07B2E3dxNN6+g9OfoEcHdDSsv0uUHm0bpK8jmhf//+dcqn0Ic6eKuM66+/frhM8wpvhHkrOmam6/it4CbTjwIEF360KHyVNLig/SmE6j4/Rf8dKmjlrltuvq4TcZ8z9fnaBYS0vq6rCtdqnj7Dun1oRAYXDnDnkzT8pP0U62ygc3THVxAjOn300UdB+Ngt1+gTuubop+bp86ZCbm55YXBBIVq3TF4dO3YMrg36qd/179mN2qDQbXQq9bwvuOCC8Bj67KvPvLrB7t6j9FlZTxR09aj3LwWZXZBCAQN3PVVZFYDQteull14KiqPrpeYXjrighW+++WZu4403Dpbr2LL53e9+l9N3KjdahY6ncHPhRHChUITfEUAAAQQQQAABBBBAAIHmF6h0cCFpu17S+3NJ2u2KtSWoppJ8Jy71vFybblMEF/QAljXWWCNsU9BImmq/dCNq6uE0aifRCLaubUNtBGeccUb4h6r2ardM7RBqt3XtB8XucWoHTd3WHRdcmDRpUp3zVnuJHnZz4IEHBqEGtWPonNT249pGwhMueEFwoQCEXxFAAAEEEEAAAQQQQAABBBCICBBciGDwsnoCTRVcUKcePeVj3333DUZPWLhwYUknpadjq4OMnpDhGtLcT3UyHDZsWPAE7cKdldqAGBdc0P60D4UV1KHHHdP9VCcvjfKgUQWiU0ONeieffHKdDmOFnZ3cvvQU2w4dOgTHbd++fb2nqLr1SvnZUHBB+3DDy+rJrr6pWHBBwYc+ffrUMZKPOn9GR0/Qk2B+8YtfBOspePL2228Hh3LBBT35VpNc1THMWauDmDpXqbGcCQEEEChV4JtvvglGWtANjMKOurq+KISgGzaFIxT49q+nSSlI526AuOuTRoFRx/TCDruF+2js9u4mV2HYoHD/+l0jE6k8rmzu2qmbVBrZSJ1Staxr1651Nm+q4IIOMm7cuPCmmY6tkIiu+QMHDgxH6NFNJ3UCdp11Dz/88LB8GiVD74HunLS9OgtHp8Z+TtA+9IT4aEDSHUc/9T503XXXecN80eM39Jrggl+I4ILfRXMrEVzQfv7973/nLr744vDzZPTvW6/12Wr48OE5dYBvaNLnQH3ujl5L9flYN77HjBnj3bzUDvzR4FVhELlYZ4NiwQUVSJ3+1fnfhQ3UIV/fQzRygT5njx8/Pry2vPzyy/XO4e67786570XOTvs6/fTTc4sWLQpCVpqva1d0KvW8tZ5Gx3BhCu1LI0Houj9ixIhwl/LdZpttgrLKPzoCzF133RUGG7S93qPcuRQLLmjneo884YQTcmuvvXbooH3oaYsKjen665sILvhUmIcAAggggAACCCCAAAIINK9ApYMLOpsk7XqVuD/X2Ha7Ym0JrpYa+5241PNybbpNEVzQOeihPWrj1fd4958eaKAHHmjETU3z5s0LRhjWPUito3tzblJbkNqb3bb6qQeSaWroHqfWacq27rjggo6r0dk1gq9G8o2WXa/VPqP7lLJpaCK40JAQyxFAAAEEEEAAAQQQQAABBFqyQCudfP7LNhMCVRXIDxtq+c749tBDD1m+I2FVj93QwfIdkGz69OmW7yhl+aeHBP/lO/A0tFni5QsWLLB8BzvLN9hZvnOR5TuGWr6Tj+U7UDZq31988YXln8wdlD/fcda7j3xHTMt31rR8pzPLdzqzs88+27temmbmO5vZjBkzLN/pyvIjLpivbnRZk+Naa60V+m2++eb2xhtvWL5h1B588MHwlD777LNgf9pXvnE1nM8LBBBAoFyBfCdTyz+BO/gvf2PD8jdqLP/0qXJ3Y/kAgOVDV6brXb5TqLVp06asfSTdvpSD5cNkwbVT5cuHyErZpEnX0XVf73mzZ8+2Tp06Wb7zsPd4X331VfD+rvqJTvnRDix/wy2YpffFfMfc6OI6rxv7OSF/Iy94v9X7jv4u8mHJitmdf/75lg/uBZ+p9NmK6b8C+nyjz3Ka9BlLnz+Z/iugz9+PPPKI5UMvpr+fSky6Zunf4Ny5c4PPYPmb2ZZ/Ml3Zu87f2A8+i+vzcL5TRPCZr+ydNMMG+iyfH20i/OypItx+++2Wv9kdlEZ/j/mQQr2S6folN13DdL5xn9vrbVjGDH3m1zVOdZQfcSzWVNd2fR4uvAb+5z//sZkzZwbX1vwoGHXOsdRi6NqXv/kfGORHbWjUPko9FushgAACCCCAAAIIIIAAAgjUjkDSdr1KnGlTttupfLX8nVjtPGoTUDuP7lv6pvwI66Z2kfwoDfUWq81D9yvV5pof1bHe8oZmVKOt21cGtaWoPVH3slUGnbvaRPLhBd/q9eapjTb/cIugPVL7YUIAAQQQQAABBBBAAAEEEEAAgR8FCC78aMGrKgqkObhQRYZmP9SNN95oxx13XBCUUOPh6quv3uxlaqoCxAUXmup47BcBBBBAAIFqCRBc8EsTXPC7aG5TBBfij5bdJbpxrUBU3Gfos846yy699NIgwKEb+EwIIIAAAggggAACCCCAAAIIIIAAAtkXILiQ/TrmDBFAAAEEEEAAAQQQQAABBBovQHCh8XZsmUCA4EICvApt+sEHH9jWW28dPOll4MCBduWVV1Zoz+ncDcGFdNYLpUIAAQQQSC5AcMFvSHDB76K5BBfibUpdcuihh9rYsWODUMK//vWv4MmD0W2//PJL22CDDYKnCu6555726KOPRhfzGgEEEEAAAQQQQAABBBBAAAEEEEAgowIEFzJasZwWAggggAACCCCAAAIIIIBARQQILlSEkZ2UK0BwoVyxyqyvJ8Jq2N3nnnvOTjnlFHvvvfeC4U3V2WrVVVetzEFSuheCCymtGIqFAAIIIJBYgOCCn5Dggt9FcwkuxNuUuuSee+6x3r17B6tvs802duqpp9ouu+wSjGT26quv2sknn2xvvvmmLbPMMjZ58mTr1KlTqbtmPQQQQAABBBBAAAEEEEAAAQQQQACBGhYguFDDlUfREUAAAQQQQAABBBBAAAEEmlyA4EKTE3MAnwDBBZ9K08/r3LmzTZkyJTzQz3/+c3v66aeDp8GGMzP6guBCRiuW00IAAQQQMIIL/j8Cggt+F80luBBvU86Sc88914YOHRq7SZs2beyqq66yI488MnYdFiCAAAIIIIAAAggggAACCCCAAAIIZEuA4EK26pOzQQABBBBAAAEEEEAAAQQQqKwAwYXKerK3EgUILpQIVeHVDj74YHvxxRdtvfXWsx49ethxxx1nCi+0hGmnnXayadOm2d5772133XVXSzhlzhEBBBBAoIUIEFzwVzTBBb+L5hJciLcpd8mkSZPshhtuCMLBH330ka2wwgrWsWPHYISFgQMHWtu2bcvdJesjgAACCCCAAAIIIIAAAggggAACCNSwAMGFGq48io4AAggggAACCCCAAAIIINDkAgQXmpyYA/gECC74VJiHAAIIIIAAAgiUL0BwwW9GcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vMjuJDSiqFYCCCAAAIIIFBzAgQX/FVGcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vMjuJDSiqFYCCCAAAIIIFBzAgQX/FVGcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vMjuJDSiqFYCCCAAAIIIFBzAgQX/FVGcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vMjuJDSiqFYCCCAAAIIIFBzAgQX/FVGcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPT+CCymtGIqFAAIIIIAAAjUnQHDBX2UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZzS8yO4kNKKoVgIIIAAAgggUHMCBBf8VUZwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9P4ILKa0YioUAAggggAACNSdAcMFfZQQX/C6aS3Ah3oYlCCCAAAIIIIAAAggggAACCCCAAAIIJBEguJBEj20RQAABBBBAAAEEEEAAAQSyLkBwIes1nNLzI7iQ0oqhWAgggAACCCBQcwIEF/xVRnDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DKT0/ggsprRiKhQACCCCAAAI1J0BwwV9lBBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vNr6uDC888/byNGjLAlS5ZYnz59rFevXlWROPnkk2327Nl2zz332LLLLluVY3IQBBBAAAEEEGjZAgQX/PVPcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpPb+mCi4sWrTIBg8ebFdccUUQWtDpX3zxxXb22WdXRaJLly42adIk++GHH6xVq1ZVOSYHQQABBBBAAIGWLUBwwV//BBf8LppLcCHehiUIIIAAAggggAACCCCAAAIIIIAAAggkESC4kESPbRFAAAEEEEAAAQQQQAABBLIuQHAh6zWc0vNriuDC5MmTrW/fvjZ16lRbeeWVbf78+cHZVzO4sPPOO9vrr79uCxYsSKk8xUIAAQQQQACBrAkQXPDXKMEFv4vmElyIt2EJAggggAACCCCAAAIIIIAAAggggAACSQQILiTRY1sEEEAAAQQQQAABBBBAAIGsCxBcyHoNp/T8Kh1cGDdunB166KG2ePFi6969u1177bXWqVOn4OybMrgwcOBAU6e4Y445JjjuXnvtZQpQzJkzJxh5YeTIkfbZZ5/Zvffem9KaoFgIIIAAAgggUOsCBBf8NUhwwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jewyk9v0oHF4YMGWIXXXSRDR061M4444xgxINVVlklOPumDC6sv/769v777wfH6dixo3333Xc2b94822ijjYKRF7Rg+eWXt08++SQYBSJYkf8hgAACCCCAAAIVFCC44MckuOB30VyCC/E2LEEAAQQQQAABBBBAAAEEEEAAAQQQQCCJAMGFJHpsiwACCCCAAAIIIIAAAgggkHUBggtZr+GUnl+lgwt33XWXbbzxxtalS5fgjL/++murRnBBQYUJEybYk08+aePHj7eJEycGx9doD3vvvbf16NHDunXrZiuuuGJKa4JiIYAAAggggECtCxBc8NcgwQW/i+YSXIi3YQkCCCCAAAIIIIAAAggggAACCCCAAAJJBAguJNFjWwQQQAABBBBAAAEEEEAAgawLEFzIeg2n9PwqHVwoPM1qBReix+3fv7/deuuttuyyy1rPnj3t4YcftlatWkVX4TUCCCCAAAIIIFBxAYILflKCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gk7p+WUtuHDHHXdYv379gv/at29v6kB42WWX2emnn57SGqBYCCCAAAIIIFAo8Pzzz9uIESNsyZIl1qdPH+vVq1fhKk3y+8knn2yzZ8+2e+65JwhAlnsQggt+MYILfhfNJbgQb8MSBBBAAAEEEEAAAQQQQAABBBBAAAEEkggQXEiix7YIIIAAAggggAACCCCAAAJZFyC4kPUaTun5ZSm4MHXqVNt2222tdevW9tZbb9lKK61kG2+8samznDpAJ8qXVAAAQABJREFUahkTAggggAACCKRXYNGiRTZ48GC74oorgtCCSnrxxRfb2WefXZVCd+nSxSZNmmQ//PBDo0ZrIrjgryaCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gk7p+bVt29Y++eQTU8ONOk5Vevr6669tlVVWCXbb1B0Pb7nlFjvxxBNt+PDhduyxxwbHHDNmjPXu3duGDRtmZ5xxRqVPj/0hgAACCCCAQIUEJk+ebH379jUFEVdeeWWbP39+sOem/vwQLf7OO+9sr7/+ui1YsCA6u+TXBBf8VAQX/C6a29TBhVmzZtl5551n+kzeuXPnIBgUXxqWIIAAAggggAACCCCAAAIIIIAAAgggkB0BggvZqUvOBAEEEEAAAQQQQAABBBBAoPICBBcqb8oeSxBYddVV7csvv8xEcEGnq85Z6667ri211FLh2c+YMcM6duwY/s4LBBBAAAEEEEiXwLhx4+zQQw+1xYsXW/fu3e3aa6+1Tp06BYVsyuDCwIEDg5GZjjnmmOC4e+21lylAMWfOnGDkhZEjR9pnn31m9957b0lgBBf8TAQX/C6a25TBhVGjRtmAAQPsq6++Cgqwxx572Pjx4+MLwxIEEEAAAQQQQAABBBBAAAEEEEAAAQQyJEBwIUOVyakggAACCCCAAAIIIIAAAghUXIDgQsVJ2WEpAsstt5wtWrTI7rzzTuvTp08pm5S1TjVHXCirYKyMAAIIIIAAAqkRGDJkiF100UU2dOjQYIQkjXhQjRGb1l9/fXv//fcDB4Ucv/vuO5s3b55ttNFGwcgLWrD88ssHo1NpFIiGJoILfiGCC34XzW2K4MKnn34ajD72wAMP2NJLL22tW7e2hQsXGsGF+HpgCQIIIIAAAggggAACCCCAAAIIIIBA9gQILmSvTjkjBBBAAAEEEEAAAQQQQACBygkQXKicJXsqUUAjLWjEBU160vCNN95Y4palr0ZwoXQr1kQAAQQQQKClCtx111228cYbW5cuXQKCan1+UFBhwoQJ9uSTTwZPop84cWJwfI32sPfee1uPHj2sW7dutuKKK5ZUNQQX/EwEF/wumlvp4MLMmTNtxx13tLlz51r79u1t9OjRdtJJJwUjiBBciK8HliCAAAIIIIAAAggggAACCCCAAAIIZE+A4EL26pQzQgABBBBAAAEEEEAAAQQQqJwAwYXKWbKnEgVuuumm4GmsWl1PGX777bdL3LL01arV8bD0ErEmAggggAACCKRdoDk+P/Tv399uvfVWW3bZZa1nz5728MMPW6tWrcqiIrjg5yK44HfR3EoHF5599lnbddddrXfv3nb99ddbmzZtbKuttiK4EF8FLEEAAQQQQAABBBBAAAEEEEAAAQQQyKgAwYWMViynhQACCCCAAAIIIIAAAgggUBEBggsVYWQn5QioU5M6N7lJT2jdcMMN3a8V+dkcHQ8rUnB2ggACCCCAAALNJlDtzw933HGH9evXL/hPT6lXAOGyyy6z008/vSwDggt+LoILfhfNrXRw4bXXXrM333zT+vTpEx6U4EJIwQsEEEAAAQQQQAABBBBAAAEEEEAAgRYkQHChBVU2p4oAAggggAACCCCAAAIIIFC2AMGFssnYIInA7Nmzbb311gt2scIKK9jChQttyJAhdu655ybZbb1tq93xsF4BmIEAAggggAACNSdQzc8PU6dOtW233dZat25tb731lq200kq28cYbmzrbP//888GyUgEJLvilCC74XTS30sEF35EILvhUmIcAAggggAACCCCAAAIIIIAAAgggkHUBggtZr2HODwEEEEAAAQQQQAABBBBAIIkAwYUkemxbtoCeInzmmWfaWmutZccdd5xdcMEFwWgLGnWhklO5HQ/nz59vS5YssaWXXjroOFhYloaWF67P7wgggAACCCBQewLlfn5Icoa33HKLnXjiiTZ8+HA79thjg12NGTPGevfubcOGDbMzzjij5N0TXPBTEVzwu2guwYV4G5YggAACCCCAAAIIIIAAAggggAACCKRDYNasWXbeeeeZ2m07d+5sgwcPrkrBbr75Zhs/frydc845tuWWW5Z9TIILZZOxAQIIIIAAAggggAACCCCAQAsSILjQgio7DaeqRqUpU6YE4QV10ttwww2DYk2cONG23nrrRhVRgYP33nuvzrYLFiwIGrA0Ux3/XIdAt1K7du1s+eWXd78Go0BoNIhNN93Upk2bFs53LzRKRLHlbj1+IoAAAggggEDtClQzuCAl3Xhbd911bamllgrRZsyYYR07dgx/L+UFwQW/EsEFv4vmElyIt2EJAggggAACCCCAAAIIIIAAAggggEDzC4waNcoGDBhgX331VVCYPfbYIwgTVKNkp512ml155ZX2zDPP2C677FL2IQkulE3GBggggAACCCCAAAIIIIAAAi1IgOBCC6rs5j7V6dOnW6dOnYJiTJ482bbYYgvbZptt7NVXX7VTTjnFrrrqqkYV8fPPP7fVV1+9rG2ffPJJ69GjR7hNQ8GEhpaHO+IFAggggAACCNSsQLWDC5WCIrjglyS44HfRXIIL8TYsQQABBBBAAAEEEEAAAQQQQAABBBBoPoFPP/00eCDdAw88YEsvvbS1bt3aFi5caNUMLpx77rk2dOhQa+yD9wguNN/fD0dGAAEEEEAAAQQQQAABBBBIvwDBhfTXUWZKOGjQILvkkkvqjGowfPhwGzhwoK211lo2Z84ca9WqVdnnS3ChbDI2QAABBBBAAAGPAMEFD0oNzyK4EF95BBfibViCAAIIIIAAAggggAACCCCAAAIIINA8AjNnzrQdd9zR5s6da+3bt7fRo0fbSSedZJMmTWrS4MKYMWPsmmuuCQITBxxwgOn+te5rv/nmm7byyivbbbfdZmPHjrWXX37ZlltuuQZxCC40SMQKCCCAAAIIIIAAAggggAACLViA4EILrvxqn7obteDiiy+2s88+Ozi8Gp7atWtnP/zwg/3jH/+w3XbbrdrF4ngIIIAAAggggEAgQHAhW38IBBfi65PgQrwNSxBAAAEEEEAAAQQQQAABBBBAAAEEmkfg2WeftV133dV69+5t119/vbVp08a22mqrJg8uHHHEEXb77bcHJ73aaqsFoYnXX389CFEorKD72Joef/xx+/Wvfx28LvY/ggvFdFiGAAIIIIAAAggggAACCCDQ0gUILrT0v4Aqnf/zzz9vO++8c3C0Dz/80NZdd93wyLvvvnsQWujXr1/wxIpwAS8QQAABBBBAAIEqChBcqCJ2FQ5FcCEemeBCvA1LEEAAAQQQQAABBBBAAAEEEEAAAQSaR+C1114LRjno06dPWIBqBBdyuZy98cYb9uSTTwb/jR8/PggrtG3b1tSO1rNnT+vevbutvfbaYbmKvSC4UEyHZQgggAACCCCAAAIIIIAAAi1dgOBCS/8LqNL5H3fccXbjjTdat27d7Lnnnqtz1DvuuMMUWlhppZXs888/t5/85Cd1lvMLAggggAACCCBQDQGCC9VQrt4xCC7EWxNciLdhCQIIIIAAAggggAACCCCAAAIIIIBAegSqEVyInu3o0aOtb9++ttxyy9kaa6xhkydPttVXXz26SoOvCS40SMQKCCCAAAIIIIAAAggggAACLViA4EILrvxqnfrixYuDJ1B88cUXdsMNN9ixxx5b59ALFiywNddc07799lsbM2aMHXjggXWW8wsCCCCAAAIIIFANgXKDC/Pnz7clS5bY0ksvHQQwC8vY0PLC9Rv7+/nnn29DhgwJnv6lm2JM/xUguBD/l0BwId6GJQgggAACCCCAAAIIIIAAAggggAAC6RGoZnBh+vTp1rVrV1t33XVtxIgRtsceewRtrn/729+sVatWJaMQXCiZihURQAABBBBAAAEEEEAAAQRaoADBhRZY6dU+Zdc4o5EUPvnkE1t11VXrFeGQQw6xe++913r16mX3339/veXMQAABBBBAAAEEKimgwMF7771XZ5cKU3bu3DmYd8YZZ9QLW7Zr186WX375cJv11lvPZs+ebZtuuqlNmzYtnO9eNLTcrZf0J8EFvyDBBb+L5hJciLdhCQIIIIAAAggggAACCCCAAAIIIIBAegSqFVz45ptvbJtttrE333zTnnjiCevZs6cdfPDBwUP3rrzyShs4cGDJKO7e+M9+9jP7+OOPS96OFRFAAAEEEEAAAQQQQAABBBBoCQIEF1pCLTfzObpQwn777WcPPvigtzSuAUfhhs8//9z71GLvhsxEAAEEEEAAAQQaIaDPG+UO8f3kk09ajx49wqM1FExoaHm4o4QvCC74AQku+F00l+BCvA1LEEAAAQQQQAABBBBAAAEEEEAAAQTSI1Ct4MLEiRNt//33t5133tnuueeeAOCDDz6wTTbZJBh5QQ/eK3XUBXffm+BCev6OKAkCCCCAAAIIIIAAAggggEB6BAgupKcuMlkSPbl4zTXXtG+//dbuu+8+O+igg7znuXjxYlt77bXtiy++sJtvvtn69+/vXY+ZCCCAAAIIIIBAJQQILlRCMd37ILgQXz+VDi5o5JFFixbVOeC+++5r06dPt27dutltt91WZ9lqq63mHYWtzkr8ggACCCCAAAIIIIAAAggggAACCCDQ4gWqFVwQ9Pz58+27776r88CbGTNmWMeOHcuqB4ILZXGxMgIIIIAAAggggAACCCCAQAsTILjQwiq82qc7atQoO/zww4MRFNRBUCMqxE3HH3+83XDDDda9e3d76qmn4lZjPgIIIIAAAggggEBEgBEXIhiRlwQXIhgFLysdXNh8883tjTfeKDhK/K+DBw+2Cy64IH4FliCAAAIIIIAAAggggAACCCCAAAIIIJAXqGZwoVLgBBcqJcl+EEAAAQQQQAABBBBAAAEEsihAcCGLtZqic9pjjz3s8ccft379+tV70mphMV944YXgiawaZnPOnDm21lprFa7C7wgggAACCCCAAAIFAgQXCkD+9yvBBb+L5hJciLdhCQIIIIAAAggggAACCCCAAAIIIIBAegQILqSnLigJAggggAACCCCAAAIIIIAAApUQILhQCUX24RWYO3eutWvXzn744Qd74oknrGfPnt71ojPXW289mz17tl1++eV22mmnRRfxGgEEEEAAAQQQQMAjQHDBg5KfRXDB76K5lQ4uxB+JJQgggAACCCCAAAIIIIAAAggggAACCDRegOBC4+3YEgEEEEAAAQQQQAABBBBAAIE0ChBcSGOtZKRMV199tZ1yyinByAkaQUEjKTQ0/eEPf7CLL77YttxyS3v99dcbWp3lCCCAAAIIIIBAixcguOD/EyC44HfRXIIL8TYsQQABBBBAAAEEEEAAAQQQQAABBBBIjwDBhfTUBSVBAAEEEEAAAQQQQAABBBBAoBICBBcqocg+vAJdu3a1iRMn2qmnnmpXXHGFd53CmdOnT7dOnToFs2fOnGkbbrhh4Sr8jgACCCCAAAIIIBARILgQwYi8JLgQwSh4SXChAIRfEUAAAQQQQAABBBBAAAEEEEAAAQRSKUBwIZXVQqEQQAABBBBAAAEEEEAAAQQQaLQAwYVG07FhMYF33nnHOnToEKzy2muvmRqVSp06d+5sU6ZMsXPOOceGDh1a6mashwACCCCAAAIItEgBggv+aie44HfRXIIL8TYsQQABBBBAAAEEEEAAAQQQQAABBBBIj0A5wYX//Oc/9t133wWFb9OmjbVq1arOiTS0vM7KCX556KGHbN9997Wf/exn9vHHHyfYE5sigAACCCCAAAIIIIAAAgggkD0BggvZq9NUnNGQIUNMneg22GADU4ihnOmyyy6zM88809Zdd1378MMPy9mUdRFAAAEEEEAAgRYnQHDBX+UEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACzSMwe/ZsW7RoUZ2DKwAwffp069atm9122211lq222mq26qqrhvP69u1ro0ePDn6fO3eurbnmmuEyvWhoeZ2VE/xCcCEBHpsigAACCCCAAAIIIIAAAghkXoDgQuaruHlOUKMtKLBw4YUX2h//+MeyCqGGpLZt21oul7MJEybYdtttV9b2rIwAAggggAACCLQkAYIL/tomuOB30VyCC/E2LEEAAQQQQAABBBBAAAEEEEAAAQQQaB6BzTff3N54442SDz548GC74IILwvUbCiY0tDzcUcIXBBcSArI5AggggAACCCCAAAIIIIBApgUILmS6epvn5CZOnGhdu3YNDq4REzRyQrlT9+7d7ZlnnrETTzzRrrnmmnI3Z30EEEAAAQQQQKDFCBBc8Fc1wQW/i+YSXIi3YQkCCCCAAAIIIIAAAggggAACCCCAQPMIEFxoHneOigACCCCAAAIIIIAAAggggEA1BQguVFO7hRzrlFNOsauvvtp22GEHe/HFFxt11iNHjrSjjz46GN7z008/taWXXrpR+2EjBBBAAAEEEEAg6wIEF/w1THDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgFGXEiix7YIIIAAAggggAACCCCAAAJZFyC4kPUarvL5/fDDD9auXTubO3euXXfddXbCCSc0qgQLFiyw1VZbzRYvXmyPPvqo7bnnno3aDxshgAACCCCAAAJZFyC44K9hggt+F80luBBvwxIEEEAAAQQQQAABBBBAAAEEEEAAAQSSCBBcSKLHtggggAACCCCAAAIIIIAAAlkXILiQ9RpuhvM76KCDbOzYsfbqq69aly5dGl2Czp0725QpU+yss86ySy65pNH7YUMEEEAAAQQQQCDLAgQX/LVLcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsPNcH477rijvfTSSzZgwAC7+uqrG1WCadOm2WabbRZsq31tv/32jdoPGyGAAAIIIIAAAlkXILjgr2GCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gm6G8xs9erT17dvX2rRpY3PnzrXWrVuXXYoTTjjBrr/+euvUqZNNnTq17O3ZAAEEEEAAAQQQaCkCBBf8NU1wwe+iuQQX4m1YggACCCCAAAIIIIAAAggggAACCCCAQBIBggtJ9NgWAQQQQAABBBBAAAEEEEAg6wIEF7Jew81wft9//721bdvW5s2bZzfffLP179+/rFIsXLjQ1lxzTdPPm266yY4++uiytmdlBBBAAAEEEECgJQkQXPDXNsEFv4vmElyIt2EJAggggAACCCCAAAIIIIAAAggggAACSQQILiTRY1sEEEAAAQQQQAABBBBAAIGsCxBcyHoNN9P5nXXWWXbppZc2asQEjbSgERc0YoM6nK2wwgrNdBYcFgEEEEAAAQQQSL8AwQV/HRFc8LtoLsGFeBuWIIAAAggggAACCCCAAAIIIIAAAgggkESA4EISPbZFAAEEEEAAAQQQQAABBBDIugDBhazXcDOd36xZs6x9+/aWy+Xsn//8p3Xt2rXkkmy22WY2bdo0GzBggF199dUlb8eKCCCAAAIIIIBASxQguOCvdYILfhfNJbgQb8MSBBBAAAEEEEAAAQQQQAABBBBAAAEEkggQXEiix7YIIIAAAggggAACCCCAAAJZFyC4kPUabsbz22uvvWz8+PF2+OGH2+23315SSV544QXr1q1bsO6MGTOsQ4cOJW3HSggggAACCCCAQEsVILjgr3mCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gm7G8/vb3/5m++23n7Vu3drmzp1rbdq0abA0hx12mN19993WvXt3e+qppxpcnxUQQAABBBBAAIGWLkBwwf8XQHDB76K5BBfibViCAAIIIIAAAggggAACCCCAAAIIIIBAEgGCC0n02BYBBBBAAAEEEEAAAQQQQCDrAgQXsl7DzXh+S5YssXXWWcfmzJljV1xxhZ166qlFSzNv3jxr27atff/99zZmzBg78MADi67PQgQQQAABBBBAAAEzggv+vwKCC34XzSW4EG/DEgQQQAABBBBAAAEEEEAAAQQQQAABBJIIEFxIose2CCCAAAIIIIAAAggggAACWRcguJD1Gm7m87vwwgtt8ODB1qFDB3v77betVatWsSW65JJLbNCgQUF44aOPPrKllloqdl0WIIAAAggggAACCPxXgOCC/y+B4ILfRXMJLsTbsAQBBBBAAAEEEEAAAQQQQAABBBBAAIEkAgQXkuixLQIIIIAAAggggAACCCCAQNYFCC5kvYab+fyioyg8/vjj9utf/9pbolwuZ+3bt7dZs2bZeeedFzw52LsiMxFAAAEEEEAAAQTqCBBcqMMR/kJwIaSo94LgQj0SZiCAAAIIIIAAAggggAACCCCAAAIIIFARAYILFWFkJwgggAACCCCAAAIIIIAAAhkVILiQ0YpN02n99re/tfvuu8969epl999/v7dojzzySPDkV42yoNEW2rZt612PmQgggAACCCCAAAJ1BQgu1PVwvxFccBL1fxJcqG/CHAQQQAABBBBAAAEEEEAAAQQQQAABBCohQHChEorsAwEEEEAAAQQQQAABBBBAIKsCBBeyWrMpOq9nnnnGunfvbsVCCa7z1G9+8xsbN25cikpPURBAAAEEEEAAgXQLEFzw1w/BBb+L5rrP3ox0Fm/EEgQQQAABBBBAAAEEEEAAAQQQQAABBBojQHChMWpsgwACCCCAAAIIIIAAAggg0FIECC60lJpu5vPs2LGjzZw503ydo2bNmmXt27e3XC5nTzzxhPXs2bOZS8vhEUAAAQQQQACB2hEguOCvK4ILfhfNJbgQb8MSBBBAAAEEEEAAAQQQQAABBBBAAAEEkggQXEiix7YIIIAAAggggAACCCCAAAJZFyC4kPUaTsn5jRgxwk4++WRr27atffTRR8HoC65ogwYNsksuucQ6dOhgM2bMcLP5iQACCCCAAAIIIFCCAMEFPxLBBb+L5hJciLdhCQIIIIAAAggggAACCCCAAAIIIIAAAkkECC4k0WNbBBBAAAEEEEAAAQQQQACBrAsQXMh6Dafk/L7++mtba621bNGiRTZ27Fg74IADgpJ9//33QZhh3rx5Nnz48CDckJIiUwwEEEAAAQQQQKAmBAgu+KuJ4ILfRXMJLsTbsAQBBBBAAAEEEEAAAQQQQAABBBBAAIEkAgQXkuixLQIIIIAAAggggAACCCCAQNYFCC5kvYZTdH79+/e3W265xXr27GlPPPFEULK7777bDjvsMGvdurXNnTvX2rRpk6ISUxQEEEAAAQQQQCD9AgQX/HVEcMHvorkEF+JtWIIAAggggAACCCCAAAIIIIAAAggggEASAYILSfTYFgEEEEAAAQQQQAABBBBAIOsCBBeyXsMpOr9p06bZZpttFpRoxowZ1qFDB+vWrZu98MILdtRRR9nIkSNTVFqKggACCCCAAAII1IYAwQV/PRFc8LtoLsGFeBuWIIAAAggggAACCCCAAAIIIIAAAgggkESA4EISPbZFAAEEEEAAAQQQQAABBBDIugDBhazXcMrOb9ttt7VXXnnFTj31VDvyyCPDIMPUqVOtU6dOKSstxUEAAQQQQAABBNIvQHDBX0cEF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZyy87v99tvtiCOOsDZt2thBBx1kt9xyi2233XY2YcKElJWU4iCAAAIIIIAAArUhQHDBX08EF/wumktwId6GJQgggAACCCCAAAIIIIAAAggggAACCCQRILiQRI9tEUAAAQQQQAABBBBAAAEEsi5AcCHrNZyy8/v222+tXbt29sUXX4QlGzVqlPXt2zf8nRcIIIAAAggggAACpQsQXPBbEVzwu2guwYV4G5YggAACCCCAAAIIIIAAAggggAACCCCQRIDgQhI9tkUAAQQQQAABBBBAAAEEEMi6QKqCC88880zWvTm/vMCf//xnGzNmTGCxwgor2AMPPGDLLrtss9jsuuuuzXJcDopA2gS4/qatRpquPAqPbbTRRk13APaMQAsReOONN2zevHmpOFuNaHXHHXfY9ttvb8OGDUtFmdJQCNXPgQceGBRl7Nixtvrqq6ehWKkow6BBg+zll1+2ww8/3Pr165eKMlWqEL/61a+o60phsh8EEEAAgUYLvP/++6b/mGpbYLXVVrPNN9+8tk+C0iOAQLMJ6Dup2g6YalvgJz/5ie244461fRKUHgEEqi5AcKHq5BwQAQQQQAABBBBAAAEEEECghgRSE1z4+OOPbZ111qkhOoqaBYEffvjBllpqqSycCueAQKMFuP42mq4mN+zfv7/dfPPNNVl2Co1AmgTcE+vTVCbKggACZroxrH+fTAgggAACCDSngBsRqznLwLGTC+y+++722GOPJd8Re0AAgRYp4DqttsiTz9BJ6yEIn332WYbOiFNBAIFqCDz88MO2zz77mB4k9dFHH1XjkBwDAQQQQAABBBBAAAEEEEAAgZoRILhQM1VFQZtCgOBCU6iyz1oTILhQazWWrLwEF5L5sTUCToDggpPgJwLpEiC4kK76oDQIIIBASxUguJCNmie4kI165CwQaC4BggvNJV/Z4xJcqKwne0OgpQi494Cf/exnpntwTAgggAACCCCAAAIIIIAAAggg8KNAKoML+gKvL/JM2RUYN26cjRw50h599NGqn+SkSZNsq622Co5LcKHq/BwwhQLR4ALX3xRWUIWKdOyxx9pNN91kBBcqBMpuWryACy6cd955po5pTAgg0LwC+v44Z84cRlxo3mrg6AgggAAC/xNwwQV9ZlSnJabaEhg2bJj98Y9/NIILtVVvlBaBtAnQaTVtNVJeeTTizp577mkEF8pzY20EEPivAO8B/CUggAACCCCAAAIIIIAAAgggEC9AcCHehiVNLPDSSy/ZDjvs0MRHqb97ggv1TZjTsgUILrSM+ie40DLqmbOsngDBhepZcyQEShEguFCKEusggAACCFRLgOBCtaSb5jgEF5rGlb0i0NIE6LRa2zVOcKG264/SI9DcArwHNHcNcHwEEEAAAQQQQAABBBBAAIE0CxBcSHPtULYmESC40CSs7LSGBQgu1HDllVF0ggtlYLEqAiUIEFwoAYlVEKiiAMGFKmJzKAQQQACBBgUILjRIlOoVCC6kunooHAI1I0Cn1ZqpKm9BCS54WZiJAAIlCvAeUCIUqyGAAAIIIIAAAggggAACCLRIAYILLbLaW/ZJE1xo2fXP2dcXILhQ3ySLcwguZLFWOafmFCC40Jz6HBuB+gIEF+qbMAcBBBBAoPkECC40n30ljkxwoRKK7AMBBOi0Wtt/AwQXarv+KD0CzS3Ae0Bz1wDHRwABBBBAAAEEEEAAAQQQSLMAwYU01w5laxIBggtNwspOa1iA4EINV14ZRSe4UAYWqyJQggDBhRKQWAWBKgoQXKgiNodCAAEEEGhQgOBCg0SpXoHgQqqrh8IhUDMCdFqtmaryFpTggpeFmQggUKIA7wElQrEaAggggAACCCCAAAIIIIBAixQguNAiq71lnzTBhZZd/5x9fQGCC/VNsjiH4EIWa5Vzak4BggvNqc+xEagvQHChvglzEEAAAQSaT4DgQvPZV+LIBBcqocg+EECATqu1/TdAcKG264/SI9DcArwHNHcNcHwEEEAAAQQQQAABBBBAAIE0CxBcSHPtULYmESC40CSs7LSGBQgu1HDllVH0Wg8uPP/88zZixAhbsmSJ9enTx3r16lXG2bNqUwjMmjXLzjvvPPv666+tc+fONnjw4KY4TL193nzzzTZ+/Hg755xzbMstt6y3vFozCC5US5rjIFCaQK0HF5rrmlqaLmshgAAC5Qs013XtpZdesiuuuCL4vqDvDc01EVxoLvnKHDcLwYWbbrrJ1OlW08UXX2wbbbRRZXDYCwIlCCxevNhuu+02++c//2mvvvqqzZ0717baaivr2rWrHXzwwbbJJpuUsJfGr5KW9wI6rTa+DtOwJcGFNNQCZUCgdgV4D6jduqPkCCCAAAIIIIAAAggggAACTS9AcKHpjTlCygQILqSsQihOswsQXGj2KqhKAWo1uLBo0aKgQ7w6Hym0oEmdLs4+++yquHEQv8CoUaNswIAB9tVXXwUr7LHHHkGYwL92ZeeedtppduWVV9ozzzxju+yyS2V3XsbeCC6UgcWqCFRBoJaDC815Ta1C1XAIBBBogQLNeV1zHYQUHFDItrkmggvNJV+Z49ZycOHf//63HXXUUfboo4+GGBMmTLDtttsu/J0XCDSlgB5ucMABB9gTTzzhPcwqq6xif/3rX5v0+3xa3gtcOfRdRe2vTLUlQHChtuqL0iKQNgHeA9JWI5QHAQQQQAABBBBAAAEEEEAgTQIEF9JUG5SlKgIEF6rCzEFqSIDgQg1VVoKi1mJwYfLkyda3b1+bOnWqrbzyyjZ//vxAgOBCgj+EhJt++umnpr+lBx54wJZeemlr3bq1LVy40KoZXDj33HNt6NChNnHiRNt6660TnlHjNye40Hg7tkSgKQRqMbiQhmtqU9QF+0QAgZYrkIbr2lNPPWU9e/a0yy67zE4//fRmqwyCC81GX5ED12pw4b777rPjjz/ePv/88zrfoQkuVOTPgp2UIKCHT2y77bY2ZcoUW2aZZWzQoEG22267Wbt27ezFF1+0q666KlimtoS///3v1qNHjxL2Wv4qaXkvoNNq+XWXpi0ILqSpNigLArUnwHtA7dUZJUYAAQQQQAABBBBAAAEEEKieAMGF6llzpJQIEFxISUVQjNQIEFxITVU0aUFqLbgwbtw4O/TQQ23x4sXWvXt3u/baa61Tp06BEcGFJv1Tid35zJkzbccdd7S5c+da+/btbfTo0XbSSSeZ3lebMrgwZswYu+aaa4LAhJ7aOHz48KDzw5tvvhl0xrntttts7Nix9vLLL9tyyy0XW/5KLyC4UGlR9odAMoFaCy401zU1mTJbI4AAAvECzXVdmzNnju26667BE+b79etn77zzzv+z9yVwX03b+9v/Z6gkikSilFIqGRtcUikqUpQmTWQsZJ5SV2QumSKFuGmk6Cr3oi4RTbpXpJIk6hrKLJTp/Nezu2u/e+/v+c7z+671+bzvGfbaw3nO+e6zz97rWUu1aNFCPfLII6pPnz5q+vTp6rHHHtMRu3A+VyLEhVwhnZ16ipG4wJHpgMgll1yijj/+eNWzZ08NkBAXsvOcSKmRCEydOlX17t1b7bTTTmrSpEnq7LPPdpRAcMO8wocffqjnekAwyIQU6rtAjFYzcXfzV4YQF/KHvdQsCJQGBOQdUBruolyDICAICAKCgCAgCAgCgoAgIAgIAoJAthAQ4kK2kJVyCxYBIS4U7K2RhuUJASEu5An4HFdbbMSFESNGqNtuu0171r/mmmvU1q1b1Z577qlRE+JCjh+e/1W3YMECbRQGIwQYglWqVEkdddRRWScunHPOOerJJ5/UrahSpYomTfz73//Wxg4gK/zxxx867eWXX1bt2rX7X2uzvxHiQvYxlhoEgWQQKDbiQr761GQwFV1BQBAQBJJBIF/92lNPPaVAWIDsuuuuqnnz5ur111/X49S1a9fq7wikDR06VI0cORK7OREhLuQE5qxVUozEBRD+V61apUDs7tixo/r73/+uOnfurDES4kLWHhUp2EMAEW9ARmjZsqXCeyFMpk2bph1VgNwAAkOdOnXC1JI6V6jvAjFaTeo2FpyyEBcK7pZIgwSBokJA3gFFdbuksYKAICAICAKCgCAgCAgCgoAgIAgIAjlGQIgLOQZcqss/AkJcyP89kBYUFgJCXCis+5Gt1hQbcWHy5Mmqfv366uijj9aQ/PDDD0JcyNbDkWC5y5cvV4hyAM+1LLkgLgRBoN577z01f/58/ffPf/5TkxX2228/BfIADCNgpFOtWjVuVk62QlzICcxSiSCQMALFRlzIV5+aMKCiKAgIAoJAkgjks1/79NNPtaEsxoswEPr+++9V+fLl1amnnqratGmj/w499NAkryg9dSEupIdfvnMXI3HhzjvvVCB983eREBfy/RSVvfo3bNigateurfANP2rUKIUoIGHy7bffqqpVq+rv+kySygrxXSBGq2FPQPGcE+JC8dwraakgUIgIyDugEO+KtEkQEAQEAUFAEBAEBAFBQBAQBAQBQaBQEBDiQqHcCWlHzhAQ4kLOoJaKigQBIS4UyY1Ks5nFRlzwL1eICz4ihXGcC+KCfaVPP/206tu3rypXrpzaZ5991DvvvKP23ntvWyVn+0JcyBnUUpEgkBACxUZcCLuoXPepYW2Qc4KAICAIZBKBXPdra9asUccee6z6/fff9d9rr72mo3Rl8poSLUuIC4kiVZh6xUhc8JEU4oKPiBxnG4EXX3xRE8ZQz4oVK9Thhx8etcpmzZqppUuXqk6dOunoIFEVU0gopHeBGK2mcAMLKIsQFwroZkhTBIEiREDeAUV406TJgoAgIAgIAoKAICAICAKCgCAgCAgCOUNAiAs5g1oqKhQEhLhQKHdC2lEoCAhxoVDuRHbbIcSF7OJbVkvPpTHaqlWrVNOmTVWNGjXUAw88oE455RQdcQEGOTvttFPOb4EQF3IOuVQoCMREQIgLMeGRREFAEBAE8oJALseKP//8sx4rrlu3ToGwgGgLu+++uya6VqlSJefXL8SFnEOe0QqFuJBROKWwMoLAE088oQYOHKiv9osvvjDRP8Iuv3PnzpqwALIZCAyZkkJ7F4jRaqbubH7KEeJCfnCXWgWB0oKAvANKy52U6xAEBAFBQBAQBAQBQUAQEAQEAUFAEMgGAkJcsFBdtGiRwsIiS/v27dUVV1zBh2lvM1X+DTfcoP7973+b9kycOFFVr17dHMtObARs4sKPP/6o/t//+3+xM4Sk7rbbbur//u//QlLklCBQfAgUInHh3XffVddcc40B84QTTlA33XSTOZad5BFg4sKAAQPU2LFjky4AhuHly5dPOl+mMkjEhUwhmdlycmWM9tNPP2nvuatXr1bz5s1TJ510kurevbt65pln1L333pvR8VqiCAlxYQdSgwYNUh999JGBDVExqlatao5lRxDIFQJMXHj22WdVhw4dkq525513VrvuumvS+TKZIVd9aibbLGUJAoKAIBALgVz2a/369VOTJk3S34233nqrevjhh9XgwYMVjGOff/75WM3MSpoQF7ICqyk0CALtqf23337T5xCNbfLkySY93R0mLuC7A0TpVKRChQqpZMtYHom4kDEopaAEEeDfDdR//fVXtcsuu0TNibmpp556Sh144IHq008/jaqXbEKhvQvEaDXZO1iin6m1tJISk9+ziQupPqeIGJrK+lPyrZUcgoAgUGgIyDug0O6ItEcQEAQEAUFAEBAEBAFBQBAQBAQBQaCQECg1xIXhw4er999/PylsYYQ5bdo0BSMVyG233eYYxmbaEM6evEd9o0ePVldeeSV2kxI2ykEmGJHC+J6N6LFw17NnT/X7779HLRNG99WqVVP77befOuywwxQIGrEWEqIWVKQJNnHh+++/T2niGLgz5kUKgzRbEDAIpEJcwG/n3HPPNWXwTpcuXVTfvn35MHR79913qyVLljhpe+65p4JnNhZ4yGzdujUfqm7dumkDZXNCdpJGgIkL/fv3Vw899FDS+fHOhMfSfIkQF/KFfOx6c2WMtmzZMoX+pWXLlmrq1Km6UZ988olq0KCBjrwwa9asnEddyAdxYfr06WrGjBlRb8oee+yhatWqpQ4++GAFwlft2rWj6mYiAePNSpUqqV9++UUXh77822+/zfm9yMS15KoMGDG+9957UavD+BLED4zTa9asqU4//XS11157RdWXhBIE+BsJv5FUiAv4HsJ3Uj4lV31qPq9R6hYEBIGyhUCu+jWMPzC3tWXLFj03iDmbP/74Qx155JF6fgzE11w7/MgVcaGszgN+8MEHqn79+uYH1a5dO/Xyyy+b43R3eA4XxIVUiS8VK1ZMtxlp5RfiQlrwSeYUELjsssvUgw8+qOeOtm7dGrMEOIu67777NHF4+/btMXUTTSzEd0GujVbh7CHM8QuIfG3atIkJ5eWXX642btzo6GDOZeTIkc65XB1wP8z1ZXqtjsuNtWXiAiI3YQ4qFZF1pFRQkzyCQPoIgPwEJ4D5lK+//lqtXLlSv+tatGiRz6ZI3UWEAMZSjRs3LqIWS1MFAUFAEBAEfAQwBsFYREQQyCUCsOOZO3duLquUugQBQUAQSB8BWuAqCPnvf/8b0NXoPzKiTbpNZOBj8nM58baHHHKIU88ZZ5zhlLFgwQInPd2Drl27OuW/+uqrSRe5adMmp4ymTZs6ZdDCnZMeDwOk77vvvgFNBDvllOYDilZhMCLj64CIH0n/kaFeaYZIrq2MIZBK//vll1+a35Hdz5BhSEz0yBtiQIs9EXnRD9mC/tEul4gLdnLG9s8777ygR48eAU0GZqzMQi3oggsu0JgScSHpPg/9JC065/XS0F/zM3HHHXfktS1SeQkC+M3jvpxyyiklJ7O0R+SV4KuvvnJKX7t2rXOcy4NTTz1VX/tf//rXnFV71llnmd8B/x6ibYmYG6CPI8ODrLWPDPCd9px44olZq6u0FEzG9Q5m0e4fnycjhwD9dr774GLAn8geGlsiLqT0ntu2bVveLzOXfWreL1YaIAgIAmUCgVz2a0RUCMio0MH1448/Dsjrt3MuVwcYI+J9TmTXrFZZVucBKcqXM6a69tprM4ozObfR5RNxIaVxBb6h8y2zZ882GNGCeb6bI/WXAQTIYYZ+5oh4HfdqKcqq1iVP9EEm59kL7V1ABCJ9nfgOzIU8+uij5nfP35TYok+LJf/6179C82EuMV/ir6WRk5ucN+Wf//ynxgVz2amsISFPJp/vnAMgFQoCRYwA9792Xyj7O2wwBIfCxuGNN94o4l+eNF0QEAQEAUEACPD6sbxzC/udW9ruDzk3lB+gICAICAJFh0CpiLhARreqRo0a9F5JTsj4y/FaSwuaxmMsSqpbt25GIxHUqVNHrV+/XjcSnqvhBQieaZMR21sW8tHksaIJaVMEIkj06tXLHCezM2zYMHXLLbckk6UodSXiQlHeNml0FhFIJeLC5s2bdeSWsGahL4XH7zChhTAFj4W+EHFBERnCnP7555/Vhg0bzDE8eqfSz5sCQnaWLl2qmjVrplN69+6tJk+eHKJVek5JxIXScy8L6Upy5UW3kK6Z25KPiAsYm65bt46bkNAW0ReItJkVr/2TJk1S/fr1M+2A10x4QRQJR+CLL75QiAqQiuDd+eKLL2ovbankLwt5JOJCWbjLco2CgCBQbAiU5bFiriIulNV5QESwHTNmjPlJTJkyJeX5UFOItcOeviXiggWK7AoCcRDgfg/rHojOR6SEqDmIZK8ef/xxHWnu888/j6pX7Am5jrhw0UUXOWtFjN/FF1+sHn74YT6M2CJi48KFCyPOjxs3TmE+MR/ir6V99913OuJjLtsiERdyibbUJQhkFoE5c+aoTp06qYoVK6irrjovs4VLaYJAFhAYMeIBXSoRF9Txxx+fhRpKikT05BEjRqgPP/xQ28Hgm1JEEBAEBAFBIHMI8PoxOXtTrVq1ylzBUpIgEIIAbKqeeuopRcQFRU4gQzTklCAgCAgChYtAqSAu8AQwwwzj1nPPPZcPo25btmwZakAbNUMaCZhYrVy5sikBE6/JGp4hM3lsc8gFjzzyiMKENAt5GFP33HMPHypicyryTmOOsYOXFQyL8SFqGwr/3//9nyKP1jqcs5OhlB0IcaGU3VC5nLQRyARxAYuSRN3TbRk9erSCEUGYcNh4pNl5fOJCWN5Mn+Ow9ChXiAvx0cX9Qoi5fAneXUz2o4gL6vrrr89XU6ReC4GybIzGE08Ym8FAI9uC3wB5rjR9Leq77rrrFMZvkD///FMtWbJEGxtQdBt9jv9RVDE1a9YsPszY1u5HUSiIDH369MlY+aWtIBAPMDZnwffA0KFD+VBvsXAEw53nn39eh5O3E8nbo6LoJvYp2bcQEOKCBYbsCgKCgCBQIAiU5bEiG/BizIh5y2xJWZ0HxOLv66+/bmBdvXq1ql+/vjlOd0eIC+kiKPnLIgJwrsTrFBQtUe29995RYcA3Kr55KDKPJtpHVSzyBF63wrcK5l+zLRSdWy1btkxXs88++yjcB0isd9Err7yiTj75ZK2He/b111/rffyD05djjz3WHOdqx19LgxMHiriZq+pNPUJcMFDIjiBQdAiU9L9Vqf9dVHTtlwaXPQTKl2+otm3brrJNXMC7vW/fvua9uttuu1G928oe4HLFgoAgIAhkEYFcrx9n8VKk6CJA4NVXX1Vt2rQR4kIR3CtpoiAgCEQiUCqIC4gSAKMxlv79+6snn3ySDxPawkjInpStWLFiVM+0FHJYUSh27Q0cRmS1a9fW0RlsYoJfKb8s+Lwf7YHPYwsywapVq3R74A38wAMPNMkwdoLRE8vixYuNx3Cca9eunZo3bx4na2ad7QnXJNAOPn5B3rAF3tBbt25tnzL7IDXguhHhAt7QMeF+0EEHqUMOOcToxNpBhIlNmzbp/Nu3b9celZAf5SQiqHPNmjUad+hjwhp1ly9fPpHsRkeICwYK2REENAKZIC40bNhQvf/++7q8v/zlL6FeupBYs2ZN9emnn2q9ww47TPd1OPCJC+gjtmzZovXwD79zXvDEeaSzwJgdDGJf4N0N3q1tQT2IFgGSRfPmzc2iYZcuXdSDDz6oVRHdAX+//vqr1uX8dhv4HLZbt25VWFBj8duDvu+nn37iZN3nwdAY17Fo0SJtbIwFwgoVKhgd3oEhMiL14J2APEcccYQ64IADODmprURcSAouUU4QgbJsjJbriScYZsFAiwVjqE8++YQPzRZj05tuusn0aUiAp0uM4zC+DRP0Yx999JEuD+NcRGnA+BZ9YSzxDcbwHkDfjjE1xtYsGCNHIz5hfPfNN9+wqvbyVK1aNe2h0+7D0UdWqVJF66G9b775ptZp0qRJaEQe6ACzXXfdVUGnatWqpo5oO6mMNf1rRR/NxDz08bgGvBdxTbfddpu+N1z/Oeeco5544gk+dLa4j3hn2u+X4cOHa29YjqJ1gHE6xtogPuC9WL16dW3AF/aOtLLpXVz7xo0b9XsR7y3ghTE6yBW4nkQEXj3wzkL9IJJjrI425ErQXuA9Y8YM1aFDh6Sr3WWXXRQW6/IpZblPzSfuUrcgIAhkD4Gy3K/liriQzXnAVOY/7acp3XlEjE8xD4ixyHHHHWfmafGdjO9ujPcgGCf++OOPMb272+1KZF+IC4mgJDqCgIuAHSka3yb16tVzFawjeBLGNx3WOuAVu7RKieFs9okLmAfFtx8bH2LOgrHFN/E777wTCjP6V3y7oq9t3769+sc//qH1dt55Z923litXLiJfKv07+mz7+xbECi4bHp8RKfLwww9XDRo0UP5aWo8ePbQTLrsh/rwt0uwybd1U94W4kCpykk8QyD8CJf2vEBfyfzekBYkgkG3iAhwd3XrrrQrfOfjOw5gB31BCXEjk7oiOICAICALJIZDr9ePkWifapQ0B/n7Gux1ryyKCgCAgCBQVAmS8WRBCxvBw1a3/yIg2qTZ17tzZ5EUZ999/f1L5oUwewp0y6MMtogwywApGjRoVkBGRo4s6aWI3IA+zQbS2++WTt+iI8smYNzj77LN1WYwFtqhv6tSpWp8MckzdZMQakDGsUw4ZdJl05H333XeddP+AjMscfTLw8lUCWiTU10YTyY4ut5E8+QTz58+PyMcnZs+eHdBCasR1cX4yeguIMMHqEVs8G5dffnlAxnMR9dPiZEDElQD3JlGhSXBTDk2yB/RhnvQfLQQkWp3oCQIFj0Aq/S8RrMzvCL9l8qhmjslANiCjxYjrXr58udGhhaSAvKuZYyIUOPo0wDZpKL9bt24mfcqUKU4aLWoFtFhl0nmHvFg7eqeffnpAC6fOOe6H7O2wYcN0EW+99ZajS6GFuWhni/eCnd9/fwwaNMhJX7FiRYDro48Hcx7Y2IK+/dJLLw3C+l1g9fTTT9vqCe1fcMEFuj4i9yXd56GfpAXGhOrJlhL6a8Y57B2arXql3NgIkHdEfV/IC3xsxVKYSgYW+tqJPJuTqxszZoz5DeC3QISrqPWiTySylaO/cOHCCP233347IIJraF+DOjp27Bi89957EflwggzGnLEZxmQ8PsK4jX+v2N55552hZeBk9+7dHV2M6yD+e4Ai9gRklB+0bds2IAMKkwf7FPlB58E/tJc8SwREWDA66EspIpnR8XfSGWsSCc7UQ4bvAS38BOPHjw/IYN+cJ2MRXeWZZ55pzgGXBx54wG+Kc+y/PxgbWwn3YezYsQEZdzhlM/541wwZMiTqWJkIvQHeC2HvG5RBxkYBRXizq4zYf+aZZwIbB64bW5wnj58RebJxYr/99tMYEHEhpfccGfhko1lJlVmW+9SkgBJlQUAQKBoEynK/hjEi3oW0WJnV+5WNecB05j9xsenOI5IBbcTYAvMMZHgbEFE24rse441MCxFO9f076aSTUhpX4Bs634L5WB6XAVMRQSDbCOBbjJ+5xx57LGp1mF/i7w9855VmITKHxgRrOtkWrAMx/thifpKPyRlMaPVEUjA6mOMgJ1rmuHHjxhF50unfKXKqKRvtwjoU5l4xr8vtvPrqq3Wd/lraXXfd5bQFzxA53zL5kB9rc2Hzw07GJA8o6qGuA+/aVNaQkIfnSZKsWtQFAUEgTQRK+t+qVNI6+RMMCv4ZKFduN/3OIaeTaT794dnJqYAuH3P4mLvGfDren0RcCM8gZwUBQUAQKCUIkAO4YMCAAQHW58LW2LJxmbleP87GNUiZxYMAbC3xTsd6sIggIAgIAsWGALxOF4SkYjjLDSePs7oj5gnOVD7qQBjg/NhiUtIW8tAdtGjRwtGx9Xkfk5hh5IV45ZOH0oCNbbgse0teagMsMtnnYKBkC8qw07EAQAx6W8XZJ4/ljsEZDLzI462jA0MjTGzb5Ybto30rV6508uLg7rvvjpsX5eHD+LXXXovIj/pj4cJtIU+22lAsooCQE0JcCAFFTpVpBFLpf33iAhafsKDFv8lx48ZFYApCAKeTp6yAvCGb42SICygYRpZcFrYjRoxw6iMvYo5hKwxIKTx6hIGDXQbvZ5q4cO211zptxaIged52ztnEBfSlFE3GSee22duLL75YGw47Fx7jQIgLMcCRpJQRKMvGaLmeeALBwO4D4k2wweDc1ofhki0gE8AAzNYJ24fOzJkz7ax6nzwiOnltg7FJkyY5aeedd15EfpxAXw3yL9eLMT15/te6Dz30kDmPdPIIFVAkCOcc58OWoq3p8sj7blSdbIw1bWItRScIpk+f7lwT2sbfBrVq1XLaFu+bBYQg+xrnzp3r4AiSxLnnnuvo2Pr2PiZmfVmwYIExGLJ1w/bDyCcwwLCJi2H5cA73GO++bAt/MwhxIdtIS/mCgCAgCCSOQFkeK+aCuJCNecB05z/TnUfEeAeOWqKNKzDvMHnyZCcd38aZFiEuZBpRKa+sIECRQvXvE85DosmsWbPMb9ieD4umX8znSwxns09cwDex3Xfi+9cm/fO3to0nHFJxnpdfftlxAIC5V1vS7d/xTHBd2MJZgf/9Dmc1EH8t7ZVXXjFNgWMTrAXZZV133XUmPZM7QlzIJJpSliCQWwRK+l8hLghxoziIK9kmLuC9CfICSIgQIey5LR4AAEAASURBVC7ktk+S2gQBQSA/CDz11FPON0eunPDlev04P+hKrYWCgBAXCuVOSDsEAUEgFQSKnriwZcsWZ5ISxlWpeLXyvZTCKJcFnlpszy/4uMNEK7zCwFMtvMqylyCkhXnA9cvHQiALvHv6kQ9guAWj/4kTJwYYQOG6YNhrT8j27t2bi9Bbe9Ifesccc4yTbh+sW7fO8XYOfTbWZT14cK1fv75T58CBAwN4VYXn2BNOOMFJAw622N7VUT6MteAB/dlnnw0mTJgQ4WEXHn1sQRtBiOBrxsIlJqFBPKAwvUHXrl1NGnTuu+8+O3vUfSEuRIVGEsooApkgLmCSyzbQP/nkkyPQtIkN6NvgEZt/38kSF9DP28b9IF4xeQqGlOw9BOWj/+SoLnhnXHPNNUGvXr1M3dBBH43z+EP/AslUxAU/8oPtcRvEMPRt9kKtTZKDsedNN92kvUqi7/INVNHvJypCXEgUKdFLBoFkjNGwSP7dd9/pP4wxfImX7uvn+zjXE0+NGjVy+i324h+GA/pBkEK5j8X2448/NqrwammnVa5cObjxxhu1EdiDDz4YsLEJ66CvYuN7LgQG+pyOLaIDsKxatcpJQ3StMEEkG7sMjjAGXRig2Wl4TyCKBPpQjAHhHcpOx7i0bt26AUjEGCO3b98+QAQEW2fw4MFOM9Ida27cuNEpH++eqlWr6nMwEAFu7FkT5GC7LejfKWSn0x4++Prrr4Obb77Z0W/ZsmUEWQ142WWCrILvB3yjYOsb/X377bdchSY32x6agS2eCxi74N4iSoP9fYPnCb9fW3zSAr5nQJCBJ2QQHQ444ADTvgMPPDDq9dplprMvxIV00JO8goAgIAhkB4FkxoqYe+OxYpjH5Hjp2bmC1EvNBXEh0/OA6c5/pjuPiDGkPQ+IcQ6MUxH9CXN+PDfrz4/CY2imRYgLmUZUyisrCOD3it8uviUQ3c0XrIOw0TmM5n0BOZvfBWERluOl++Xl+7jEcDb7xAX/Ox9zoDVq1DDfZGvXrnXgwJwCf08ed9xxEU6z7Kjm6fbvqBhEf64P35etWrUyx/iOxvwtG1P6a2n4RoZgizUvLgd54kUy1BlT/CfEhRSBk2yCQAEgUNL/CnFBiAtCXMBPEuu39ne2EBcKoKOSJggCgkDWEIAt3hlnnKG/G7BOxuuJQlzIGuRScB4REOJCHsGXqgUBQSBtBIqeuABvKzxRie2hhx6aNCg//fST43EWRja2wMOrXUfnzp3tZL0PYy9bxzbs8cvHhLEtDz/8sJMXRle2YRF0MQFrl499GCTZYnszRzomfBEyl/8wGQyDKj9CBSZ4YRjrh62F0REWBffaay9dt0/IgJdWu00In27Lvffe66TPmzfPTtb7MPqDwTE86KJ9Numkbdu2Tv4xY8ZE5MekOrcBRnaJiBAXEkFJdMoSApkgLlx66aXaUxb/HmEsavdjMA7lNBhrghxmh/ROlriA+7N06VLHKBULnujHYCzJdWGL/tkXeLm2dXwiGPQzRVwYPny4Uxf6XBC12IgYbeb+1zdC7datm9/0wO4bjz766Ij0aCeKibiAhWg8M/YfPLPzPQPBxE7DfpjnuGhYyPnUEICRto87Ey9hNO6n+VGc+vTpY+6hTeDk1sRLZ71C2eaSuIDn2zdC94kENi4YM/HvBVsQE1jgxdZOg0H5559/zsl6i6hcfsQGf9yJSDt2OY899pgpA7/hihUrmnR/bA3FJUuWmHSUc/zxx5v82GFjFq4DkWpWrFhhdB599FEnP/TQ5k8//dToXH311Y5Ox44dTRp27P4U+ZMdayKKALePtxh/w4iQjWxgmAOZP3++owtiA4/ReYt3A4w5fMIFCNOIGuQLSMM1a9bUXjTxbrFJcNC137Nonx3hwR4PIw3fAr7gnqNcRC1CRA28F1lAjsD7nK8b3xf29w/04LGT07F9/vnnOXtWtsVGXEi3T80KiFKoICAICAJpIJBuv4axBL83ED3Hl3jpvn6+j3NBXMj0PGC685/pziN2797dPAN4FhCpEeNKW2xHAPy8YG4g01JsxIWtW7dGfI/Z42U4kfG/1zKNmZQnCAABkLP32Wcf/VvGN9ybb75pfsd4T2Cei3+706ZNiwANzymn2+R4VoyXznqFsi0xnM0+ccF2MsXf4PjGZDzxTWoL5hQ5DU5c/KiH+OZjSbd/99fHUC++iTGHy/PHmIcAQcLXhTMsCOaRmjRpYtoM8gP6tmyKEBeyia6ULQhkF4GS/leIC0JcWEcPW+H/ZTvigv+LE+KCj4gcCwKCQGlBANHi2eEFviUWLlwYJONYJRM45HL9OBPtlTKKGwEhLhT3/ZPWCwJlHYGiJy7cddddZrISE54wtB83blzMP3gStSWWcSoMxXxvX+vXr7ez633fCGzRokVGxy/fDpUMY1UY7fMkMbbs7dsUQDu2YTHr2iFyocsDIE6Pt4UhEjzxfPTRR3ZVoftYdMAimC3wgGPXcdppp9nJJswg62Ci1xew+8O8LmNinPNhC4zC9GC8ynrwFOsvaPr14dg21EJoYZAlkv1jI+Ow8uWcIFBsCNj9SyxDWPu6QDzg3x62IC789ttv2tM1n//b3/5msowaNcrog3AEsT1rpUJcQBk+SQHetG0P0TC0RLt8ySVxgQ1WGBcsrIUZbaON7dq1MzhBf+LEiX7TtSdsLgtb25A0Qtk6UUzEBXhQs68xkX1/Ada6dNnNEAJ21JRE7okfySkeMSFeeoYuI2PF8LgLv/Fsi2/kzxEQQDjAH/puGBLAkL5v377aAMC+R7fccotuIsZStWvXdn5f0SI3+P1rv379nMtEZB27DoyvbLGNJmDgDuMDW+z+DunLli0zyRjP+eNv34DRHs9xOyZNmmTKwI7vhbh///4mPRNjzdtvv93BAIQDjv5jKvrfzj333OPocptjbeH9ZfHixX5REccYl9rR4lihZ8+eTp2IFMeCyAh23SCi+ILnxfbEZafbUZNQTtj7CvfcruOOO+6wi8j4frERF9LtUzMOoBQoCAgCgkCaCKTbr8UjJsRLT7P5Gc/O34H+XFkmK+LxqP2+jbUfax4wE/Of9rUlO48IT+BoH7cfJFj2sG2XO3nyZKMDXZB7mTBq66W7X2zEhZkzZzq4MI6xtonMoaaLo+QvmwggegoI8vz87bnnno63ffzWEZkhTOIRE+Klh5WZz3MlhrPZJS7g222PPfYwmCO6IcQmijz11FMGCvt7kOdp7Siv+EaPFiEw2f4dlfrrY3g2QK4KE18XhDXMedhRGOBoC061si1CXMg2wlK+IJA9BEr6XyEuFIPRvrRxHa1r7oiebDueyd4vJDA2HFivFBEEBAFBoDQh8Nprr+nvIjithC0YRIgLpekOy7X4CAhxwUdEjgUBQaCYECh64gK8b/EkeKJbPwyx703GNkB77rnnnPLh1RTGkf6fH13A9vYyduxYp4ybb77ZPCMgONjthrfSMAN9GA3ZethHuF9b9t9//wgdP49/jEloeJu1vdPaZdr7aMPHH38cwOs1DJ/ghdUuzzd4sheVoQdjLgwQYVS2adMmu+iI/SFDhjhlg+zhY45jGNHZbQjzRusXbhu6CXHBR0eOyyICmSIuALsBAwaY36QdpQWetPm3Onr0aA1zJogL6C8R7YXLtreVKlUKwohmqDyfxIWuXbvq6w/75xPZpkyZEtH3jR8/3rneMGPRsLKFuBCGipxLBoF0jdHiERPipSfT1lzosqGYPW7MVr0w6rD7t2T24XWfjZLgWcTOG40YiuvwI8AgAoItiCzAZSF6Frwj2oJoAJyOrR0tgScOOR3vDltWr17t5IXHf398zAuQXAY8SvpG9vfff79Tjj0Gz8RY0zYCQTtwzdGkV69eTlu43fG2iCaXqEEGjPtAYMFYF56HEcWNy4dxkE0esQ1+WAfPCqK8vffee9EuQ5/HN4gfAQTGcv5YHdHWuGxsL7nkkpjlppsoxIV0EZT8goAgIAikh0C6Y0V7DsknLKJl8dLTa33mc+eCuJDJecBMzH/6KCYzjwiCoz1uwLdBmPgRnRo2bBimlvY5IS6kDaEUUMYRQHQFzAva341wNAIjefQ30cT+TpGIC9FQijz/wQcfOH0oz1NceeWV5vzIkSNNRjbcQb/LUbLtc4hmGEuS6d9Rjr/+hrr8b3yuz19Lw3zmIYccYq4DjhyiOQzgMjK1FeJCppCUcgSB3CPA84b77y/EBSEFFH60BdwjIS7kvp+QGgUBQaB0IgA7Nt/JGX/rwFlYLiSX68e5uB6po7AREOJCYd8faZ0gIAjERqDoiQuYRLUXthLZv/DCCx1UBg4c6JQBjzMsbOiZSLm2DgzDWGKVzwthnNc33OIyPvnkE6eNNWrU4CS9hbddLgNbGBM9//zzwQsvvGD+MFGDaBOYuLYne6GP0M2+0T8M0DCoO/HEEwMYAoHkYNfh70+fPt1pE4yj/HrsPAhHDG++thEVF5DKfYXRXLQJby4XWyEu2GjIviDgRnRJJ+ICsESfw79zREGB10Z4gbY9J4IABckEcQHlgHjBYei5bmxh9B9N8klc8Ele3EYs+vmGoPb1RNsfMWIEFxFzy+8zeBxPNsoM9P2oOzErk0RBoAwgkMuJJ/79RusHws6j3z3nnHMcoqtPJoAxfTTxjf47d+5sVGGEYteJST9fMIa0dWDYzmKT2eBN13/3+J50zz//fM5qtn4EA5uUwEqIwmO34ZlnnuGkIBNjzTp16jjlgywQTUBAsNsC4zx7nI59vLcQociOVoE8eDeA7OELjFNABsC1VKhQwSnfrgv78E7pCwjFvh4fI4QuQobjG8QXtJP1ktnahjJ+mZk4LjbiQiauWcoQBAQBQUAQKFwEsk1cyPQ8YCrjTYwD7PnPdOYR7WhcKNePlst3Gh7D7fFHNIID66e65flaOEpI5fsZeUQEAUFgBwKI9gzjEZ9oXhbwKTGc3T+rl+s7HsC6EGTMmDGmz7z44ov1OZuohm9PCPpvOJ3i/hXR+2xJp39HOf76GBxiRRNf155TRvtAgAmLyBOtvHTOC3EhHfQkryCQXwRK+l8hLghxQYgLYb9GzPvivSoRF8LQkXOCgCBQ2hAQ4kJpu6NyPTYCQlyw0ZB9QUAQKDYEipq4gLC0vjF98+bNg3h/ttESbhgPVHhiFsZYLO3btzcTtpyeyHbDhg1cRMzyO3bs6JR/6623mnz2Djyt2vVyuF/WefHFF530Ro0acVLoFgsFLVu2dPLAAw8LFhTgudauk/dBEMCfjz3y+AIvSbZxMpdhb2H0tWbNGicrJqBtnUT2YWCViAhxIRGURKcsIZDJiAvbtm1zQpP/4x//CGzDgqOOOspAa/cN++67rzmPnVdffdXpA+DVOpqAsGQbwaK/wGIbQtNHk3wSF7BoGCa+4Uki/R50sKCXiLAhihAXEkFLdASB+AjkkrhwzDHHOH1itP6hSpUqQbNmzXT0G0TI8gXjRzvvLbfc4quYY5AFbF02coACSL52Wlg/hD7Y1rnrrrt02TyBwmm33367qZN3rrrqKifvhAkTOMls/QgGr7zyiknjnRYtWjjl2GPVdMea3333nTMWxnssGoEWhmu+sYUfOY3bzFuQ3BgjbO33J3Suu+46p37W3XnnnfU4HVs+h23fvn25aLPFt9RFF10UWg7n3WOPPYJZs2aZPNgB8ZjTk9lGM0B0Ck/jQIgLaYAnWQUBQUAQEAQyjkC2iQuZngdMd/4z3XlEn4SJb/YwAXHfHn9wRMcw3XTOCXEhHfQkryAgCDACJYaz2SUuXHvttU7fyNG1ERWc+8wzzjhDf7MeccQR5hy+zyHLly8356DP3+9IS7d/Rxn++lusiAm+Lrff3sKRQS5EiAu5QFnqEASyg0BJ/yvEBSEuCHEh7FcmxIUwVOScICAIlFYE+BtDIi6U1jtctq+L192xnisiCAgCgkCxIbATGkyTfnkX8rSqyFBetwP7FO48bpvIq5cirzBGr2bNmooIA+Y4kR0y4FfUgStsIRS+WG3evNlkpUGMIsMvc0zeXFXdunXNcbSd7t27KzIY0uXa5ZNRkyLv4yYbGSGp//znP+aYPJgqMsQyx7xDXmgUGSjxoRo2bJgiYzNzTAtq6qabbjLH/fr1U2QsbI7DdsgTroIeC4VqVm+++aaiCAiKjN7U+++/z0m6Taeffrpq06aNwjWQYZaisLyKjLa0TuXKldU333xj9O0dPGJEvFBk9KRoskiR51Y7We//5S9/UbifkO+//17ttddeeh//gGO8a4Ee2kODTezGFOAN3CGoiwzJYuqHJZIneUXeb8OS5JwgUHQIpNL/op+kSC3mWi+99FL1wAMP6GP0YdOmTdP7tHCmNm3apNC3QdBX3XjjjXq/devWijxI632/b8R5pLMQcUER6YwPnS0ZKqirr77aOYcD9N+LFy9WRLSKSPPfH+R1WpGHb0dv0aJFCv0iCxlyKCJi8KHZoj8mL9LmmIxw1Q033GCO8d4g4wpzTOHRFXkBN8e8g34VfQu/j3D+rbfeUuTxhFVCt+gva9euHZpmn6RoQ2r8+PGKiAsKbUhWiKymdt9992Szib4gUGoROO2009TcuXMVGaUp/M6zJb///ruiqASKPByaKsioQBFh0xxjhwhbekzrnPQOKNqVIgKnOUtGDKpr167m2N7B2Ax9EMujjz6qiAClD9Gn2dc8duxYNWjQIFbVW/Rpe+65p6JoLfoY/R76npNPPlkRyUCfO/jgg9Xq1asj+jmMN4nAZsrD9fLYjU9SBAFFxFc+VORxURFxwxyjfozBKfKPPoe+8ttvv9X7mRhr+u8pikihyKulqd/ewfiaCHbm1EEHHRQ6HjYKtENEagU9Fow7gSURLvS4mKK0cZLWIwKCIo/ACvcYuvfee68iAojRue+++9SQIUPMsb1DJBNFETF0+zFO9j8Pgd3atWv1dxLy0cKWQnksPXr0UPhOiCdEWFTVq1ePp5ZyOr4fv/jiCzVjxgzVoUOHpMvBbyjeOzfpQiWDICAICAKCQJlFAGMljJkwZqTIShnHIZPzgGhcOvOfGKemM49IZEo9brRBijY3TA5gnO/y+fPn67lKO28m9vFdP3ToUD2+ijbGi1cPxvAigoAgULYRQP+PbyV8q6Bfy5ZQ1Bo1b948XTxFpVVElNf7y5YtU02bNtX7mOPEfCU5NNDHFGVb4bsW8thjjylyXqD38Q/f7G3bts3IOpG//obvS6wjYZ7RF18X6WgnEftVly5dzLwIOcJSH374YWgZfpnpHL/00ksK88GYawhb00qkbFlHSgQl0REEMo9ASf9blfrfRZmvQEoUBDKMQPnyDdW2bdsVEbideeQMV2OKI2eWipys6blQckhnzsuOICAICAKlEQG2yYMtGZGTs36JuVo/zvqFSAVFgQDW07GujjVxzLGKCAKCgCBQVAiAuFAIkorH7/vvv9/xBAOvMcmK7X2fblzgsyxtDzRIJ2OepKqIV74f1YC93PiVNG7c2LlW3/PpmWee6aSTMZFfRMQxGaA5eeD9HDJnzhznPMr25eWXX3Z0aCLbV4l6DC898NqDqA3AlP+++uornQcebPkctmT0FrWsVBLse0KGaymFfCcjwlSqljyCQEEikEr/SwQs53dKxAVzbYhqw79hMqAMaMHMHJOBqtHLRMQFeBS3+xIilpm60AYiNJj67J1EIi4sXbrUKQts/DDxvX773sPZ0yZjQoa7YcXoc4ceeqhTpx29J2qmBBMk4kKCQImaIJAgArmKuLBixQqnX8C4iIzyE2ylq4Z+jPsibMkIy1X43xGRWAMytDK6iGJDxACjS4YXJg3lENHLpNk7RDA2emTYH5DRhDlGPnh/DBMyZDB66OPJGM5RIwN+J4IBkTicdBz4ER9o0sboZGKsScQA00ZcC7z/RhMi9jm6ZHARTdWc/+CDD5w8CNvNOPgRON59912Tj3fIKMXJT4Q9Toq5RSSIv/3tbwGRJpz89r26/PLLnbRokYRiVpSFRIm4kAVQpUhBQBAQBASBlBHg70BarEy5jFgZMzkPiHrSmf9Mdx6RjE+dsQUiVYXNu2Eewo8qZY9RY+GVbJpEXEgWMdEXBASBMARKPH5nN+ICoi/iuxR/RGIwTbGjuyLqtf2NTqQFo4cIi5wfW+5b0+3fUYG9FoOyyVGNqdff8XURYZeFHIU5bUTkoWyLRFzINsJSviCQPQRK+l+JuCARFyTiQtgvTSIuhKEi5woZAawtkVMs/UfOVwu5qU7byLmraffHH3/spMlB7hDgtVHfFjBbLcjV+nG22i/lFhcCEnGhuO6XtFYQEARcBOBRsyAkFcNZ8jTqTFbeeuutSV8LeZNxyiDvLU4ZPXv2dNIffvhhJx0HFA1AG+LDQMoXv3zyauOowNDKnhQOC3EOYzBbB/v+wNYv5/XXX3fq8Q/Ie01A3mqcchFSGEKRHJzzvhHuH3/8EbGgSdEg/CoCGIXhI4JYfRFpOEFefJx6bINmNjzi6w7DliJMBMCXPKuGlh/tpD0BLsSFaCjJ+bKEQCr9byziAgxKyZuU8/vGb/mwww5zYE2XuPDLL7/oMrmfgKEreS8L+GMQ58l7V0AeGJ16ceATF2CE64u9uIeycE3krdtRA+GKohA41+r3mWywwu2MRVyAUQvrYUtRIJz6cACDYop4EaAvTkaEuJAMWqIrCMRHgPsa/MazKU8++aTTLzDRNJU6+/bt65RFEb1Ci6EICo4eRb1x9GrUqGHSybu/7pcchf8d2Abu5OUxsA3sol0HCK52PxhGGqMIBo5OGMn26aefdnR8Ilu6Y80+ffo45ZMntzAI9Dn/mwVj7XiCbwYbB+AH+e233wKQGDgN7ybfsA8EZ07HFsZ/eDfbgnfoypUrg08//dQ+bfbx/rHLeOSRR0zauHHjnDQYkPgC8t8111yj37d++3zdTB3zPaWICykRk8m7WKaaIuUIAoKAICAICAIBfwdmi7iQyXlA3K505j/TnUcEYd8ed2CfIm5FPEV33HGHo0eRdyN0MnVCiAuZQlLKEQTKNgIlhrPZIy74fai9TgOnB+zwBd+F3NfaxH7cIYqaY9LsvjXd/h1l++tjFBkQp0PF14VRJQtFwTVtxHVgTibbIsSFbCMs5QsC2UOgpP8V4oIQF4S4EPZLK0vEBcxzY/0AfzxPDQInn4s2Px6Gm5zLHwL2WBDrQ8Ui06dPN2PYMAdU+bqOG2+8Uf8GsGXBuiB+F1jPKm0ixIXSdkflemwEhLhgoyH7goAgUGwIFDVx4fDDDzcDPUxWzp07N2n8Bw8e7JQBQxdb/EWxDh062MkBjO3LlStnyoBREX/0QDFe+fCAwxPG2KJ824vuunXrAjbCYT0Y59pCoXWdMmCou3HjRk0cAHkAfzC2BdkBC3/jx48PWrRo4eRB2RQCWBcLIyOuC1t4bLUF0RzsdOxPmDDBqMBQqWrVqkYHhl2+wODWvn8VKlRwcAPb1a7jzjvvdIqwjfhwvfYktqMYciDEhRBQ5FSZRiDTxAWACW/S9m8Y+8OGDXNwTpe4cMkllzh1YHELgkkmCoVm0hDZhj2FcQMWL15s0tG2vffe2+l7oYe+2CdgoE7uo3/++WeHJMHXCwMHW9hghdNjERd4QYx10U/65C94LUc6jIWrVaumPZfZ9UXbF+JCNGTkvCCQGgK5Ii5cdtllTn8Va5E/3pX4Y7jatWsHIHHagnGc3YdWrlw52LRpk1EBcYr7KGx9UppRpJ1JkyYZ3UqVKmkyGfLAYCJaFDN49rfLHzhwoF2k3n/wwQcdnZEjR0boULhrR2fKlCmOTrpjTVy33U4Q56JJkyZNHN1p06Y543SM1YExomvMnDkz6NGjh6OPekDYhYCAgLGvXTciobEgYsIhhxzipOM9yIJ3F6L7cBnYByHOF/8bxo6q4ZOq8YyACMGC/fr165s2IPLS+vXrOTlrW/5mEuJC1iCWggUBQUAQEASSQIC/A7NBXMj0PCAuK535z3TnETFHaBMzMc7x5wFnz54dEW0B38bZEiEuZAtZKVcQKFsIlBjOZo+48Nxzz5lvL/Sf+N60Bd/99vcj9uHQhQVrWfb8px0hMN3+HXUMGjTIqd//Nud2YOt/h9oOXdDO6tWrm7Iwr5Dt70yep0VEix9//DGlP3ut0L5W2RcEBIHsIlDS/wpxQYgLxUVcgEE93h3J/vG6ZaK/rLJEXOBvO5A5Wew1iGyPJ7hO2aaHQCETFxBFEoRf2B74ApIFk2Q++eQTPzlvx2yjhigWLGx3gWjcpU2EuFDa7qhcj42ATVxIdvzA+smOI+z6ZV8QEAQEgXQQKFriAgxi/PDg8I6drPgG/CAK2AJDIhj72JO7MPDBAhoiBthheKHDhrNcRrzyEWHBLhv7DRs2DBA94qyzzgpgCASjflvnmGOO4eL1Ft7E7fRU9ocPH27K9D3UojwM5uD5FYNXHPue2OCtfN68eQHuAV5quAa7HcgHo2VEp0BkBx8X35PvkiVLtFGbXQbCCI8ZMybAwiR7CkI69sMiMpgL8naEuOABIodlHoFsEBdsY1X+HftGqukQFxAOnMvF9qSTTnLuI8gBdnrXrl2ddERqsdOxj34OhqG2V2nfOzn06tWrp0lmMMTEMYxq7bJgoGILG6ywTiziAvJxP8v6DRo0CDCxhvcFTyRwWseOHe2qYu4LcSEmPJIoCCSNQK6IC8cff7zTx9gL98k22jcoR19Sp06dYOjQofrPH7/tsssu2pDeruell15y2hNGUGV9EHy5v7K3GENHE3h4sXXh5cWXc88919HBO8EXjBvtctasWeOopDPWhKE/yGNcPgzmowm8+PvfLJwv0S3ecYiWxuITE0A0gRecSy+9NNh3332D/fffP2jZsqVpH+4jjFfYE9HFF19s0tAGECsQHWPixIkBSCAY19ttRoQNm5iAdvgRgvBOhFEL7p/fvljPCF9TJrZCXMgEilKGICAICAKCQKYQ4O/AbBAXMj0PiGtOZ/4z3XlE1N+pUydnfIIxCoimWPzHNzLm/vz5UT+iFsrJlLBxC8ZhqRqrZqotUo4gIAgULwIlhrPZIy5gzcX+tly7dq0DmB91u23btk46IvHZ+dHvsmSif/fXgfxvc64L23i6iJZut5UjiNtlZHJfiAuZRFPKEgRyi0BJ/yvEhWwQF4YNu4TG6Mebv1WrXqIbXBwEgUJtZ7lyOyLswkFNKt8f27dvT+pHVpaIC/fff78eP8Cmh8U2gocjIJHCR8C+Z7zOUSitHjVqlH7G7r333kJpUtx2nHHGGbrNIFWwIHIbxtpYJyxtIsSF0nZHM389sA/C/CP/wfbRlnjptm6u923iQipjCOQBgUFEEBAEBIF8IFC0xIVly5bpgRNPVMJAJ1mBRy970WvPPfc0nrTtsjAQtr3OcJ3+Ft5jbCaaXz4iJdjpqAMfkr5xj13u0UcfraMZ2Od8I/977rnHwcLWjbcPL+MjRoywL1cbRjVu3DhqmTBmwsvLjqrA9SxYsECXhVBnbDzEadG28Cjue/tFITfffHPUNnBZWLiEgXQyIsSFZNAS3bKAQDaIC4jyAkNJ/q3CMNaXVIkL8PaNSANcNvrxjz76yCkefe1f/vIXowPdxx9/3NHxF8O4PPsjHZFq7PcE6/AWxpj4cOFjbP1FMzZYYZ14xAV49zj22GOdMjmvvW3evHnw1VdfOdcU60CIC7HQkTRBIHkEckFcQF9mRz9AHxBrkT+Rq8AYmolXdp/i76Oftb0wctkg79q6sSZjMRauWLGio4/IC19++SUXF7Ft3769o297+mflI444wtEBGc0XjLu5nWgD2uJLqmNNP+JALBKZ/83CbUpki3Eu3jMwJLRl6tSp5tr8cvDOev3114Ow7wOQOSB4R/vvSL8cPsb9QiQIXxDdDYQG1ou2RT1+1CO/rEwd87eHRFzIFKJSjiAgCAgCgkA6CPB3YDaIC2Hv+WjvYv982DwgX2eq858gWKY7jwjCK8Y+fnv5+Jxzzgn8SGTxvq35ulLZCnEhFdQkjyAgCPgIlBjOJr925ZcV7ZjnJtBfYv7AX3/ynbL4hl5/+9vfnL53zpw5pqp0+3d/fSzatzkq9HXxLepfC+ZD+L2ALeY2fJK9aXwGdoS4kAEQpQhBIE8IlPS/iRMX3nxzBnnFPiXib/ny5+kqYhvl9+t3ZkS+UaOuj5nv119XB1OmjCFnMoOCrl3bB40a1Qv23HOPoG7dg4M2bVqQ88SewcKF02OWEdau335bE/Tq1SmiPZs3L026rLDyce6001yHMW+9NSNjZUers7SfF+ICPUJZEqwNY9xQs2ZNUwPWPXhMAcdDIoWPQCETF2C7hecp1lpZoSHM3wj9+/c3TYNjXVwH7A9KmxQzcQF2eRMmTNCR2o877ji9Lgfnx7Cxw5zj3XffHSAyq0h6CPjOQ5cvX+4UGC/dUc7xgRAXcgy4VCcICAIZRaBoiQuPPvqo+aDAAAoTtMkKvPTzRwm2MKKNJhs2bAjAPPVDlyNfs2bNAkzw+pJo+TC26tChg9MWGIv169dPEwTGjx/vpPkexXr16uWk29dk78OQCcbDJ5xwgh7YwKtqtIldhCrzDcfg9RveyJltB6MpGI7ttNNOuv7dd9/dMR4GZvD8ioGT3Q7eR3nwoovBVjSB4RXIGwj9y/mwhUE0CBRvvfVWtKxRzwtxISo0klBGEcgGcQFQ2n0IvDD7kipxwffEiEgEYYI+2DZ8wOIYwjWyfPDBBwEi2Nh9CxbF4GnEFhhQNG3a1OihzzvqqKO0V2osqtl9CsqCMYUtbLDC9SRiXPHbb7/pyDu1atUyfSznx+TaHXfcEcDjdzIixIVk0BJdQSA+AmwcgN94tgT9FP/2sY21yJ9MGzCJNXjw4AB9nl0+9hFVBv1qtImu7t27O3kQvjqWoL+064ChXSxBxADWR1SDn3/+2VEH6dcmxiEymi8gs3EZ2CJqRTRJZaz58MMPO+VjfBxN/G8Wu132Pq7pwAMP1N8VXbp00ZF2YhE88H0A0jWXAQMVvHfffvtt3ZStW7cGmDC3CRwXXnihaSbeIbfffrv+NuAy7C0IyoieAIJCNEEdeL/b7eAyDj74YE1CzuXCjxAXot0pOS8ICAKCgCCQDwT4OzAbxIVszAMyRqnMfyJvJuYRQfhElFseT2Bbt25d/e2NOnr37u2k2ca1SM+kCHEhk2hKWYJA2UWgxHA2e8QFOPTifhPrPr7YUQ0RycYXRN/j/Nh+9tlnjko6/bu/Phbr29zXRaSIMIGxjt1eRPjOlghxIVvISrmCQPYRKOl/EycuTJ/+gNO/cF9zxRXnUoOjExdAbGBde9u9O+wWwvPB0L9hw3qh+ewysN+kSYNg0aJnopbl1zF37mOh5d5//7CEy/DL9I+LibgwevQNZBNxWnDxxWdn7Pp9PDJxnE3iAhygrVu3zvkDMRzPF9ZQ/TSsGZcmmT59ur7WRo0amcvidV3Mydvy+eef6/lw25EQ5rfhuBNRn3/44Qdb3exjLQX9DozrMXZKVDZt2hQgygba+J///CdiLYTLwfgM8/Sx1gtYF22ELv7sKM6cji104JwJtj6ITB3LVsfOl8g+ykaZs2bN0uWjnmSiWsB5IbAGlvYaVaLEBdxDEFMQgRptAK5Yx4gmWI9nvOy1DNhQLVy4UN/XaPcUNl7Iyw6ehg8fbsriKChY3+Lyo90PbluizwP0YZ/A5drtRh2LFy/W14/7EO2Z5ajcl1xyCVeviRfoF/wIbUahiHeKkbiA5x9relgX9scG/jHs9PD8FYu888472l6xR48e+jdaCO2GoxfGFe9G/g1z2+Kls14+tkJcyAfqUqcgIAhkCoGiJS5kCoBky8EgEMZQMNKC99FkvF3HqwuDDwyk4eG7UAQfB/DCg200AQYYGGNgHyY84F+6dKn+sIPhcLIGtxhwI2wxPgzhWSfWB0ZYG+xz/DGKgQciPeBjLNk/Jm/Y5cq+IFCsCKRCXCjWa/XbDc9dmHDAx3u8CR94qE52gsWvL5Vj9Hcw4EAbMTnlextLtEwhLiSKlOgJAokhkAviQmItSU+LJ3IxUYR+LpOCcS0TXDHuguGZP9mTyfrSKSuTY8102pFMXkxCv//++5pAF21sivMwQLQn+f068P7D/X/11Vf1eDuV54CfI7yvMMGe6rvKb1syx0JcSAYt0RUEBAFBQBDINgLZJC5ku+0oP9X5z0zMI2KOEfN/mZxzTRYzIS4ki5joCwKCQBgCJYaz2SMuhNWbjXOZ6N+z0a5slinEhWyiK2ULAtlFoKT/TZ+4UKsWnKaEExBwftiwS4yhGxu8YRuNuDBkyABnvtTOE21/990rBC+9NDFmO7iNPXt2Cm3PMcc0Tig/lxNrWyzEhW3bVpFTlx2Oe6pX3zdj1x8Lm1TTsklcgJPJaM9W2PkwIiSBV7Qyd+5cff22F/m1a9fqc3C+aUuTJk30eRA7YTsCJ062U9Odd95ZRzLGfDsEBuIwiLbXQIApjI19h0x2PU8++WRoVGyUA+dE+Ca25cwzz9TtggFzrHKRh3XhbMh3YApHfcDBby+OETkZJJZUBd/vF110UQADav+5goPSAQMG6HWDaOVjfcEnqKJdcIQKm6x4xAWsb8Dxoe8MFW2B0ydEEwjDDveS2/vss89qW4GWLVs6jhGRDkeDWPuwBR7vOa+/xdoYhIkzSH/33Xft7GY/2ecBGbGGw3U+//zzAUgUcJxRvnx5cx7pcGwFJ1i+wCEV0q+//nqTxM504cy3tEmxERfgoAzPHN/jRLe+c81CvY8gx/A1rV+/Pu/N/PTTT0170C48L7bES7d187EvxIV8oC51CgKCQKYQ2AkFUeebdyFjTEUeU3U7sE+eYvLeJmlA6USAmNWKvP/qiyPigqIPmKQvlAb9irwAJ51PMggChYiA9L+FeFcy3yaaKFM06aAo7KOiqA9JV0ATRIomnJLOJxkEgdKKAE0CKpr0VmSUpm6++ebSepkpXxfGWBStRtEigC4D4y0i/ipa+Ei5TMkoCMRCAN+PNEGvZsyYoSiaXSzV0DTysKVoISo0TU4KAoKAICAICALJIoDx4YgRIxTGjC+88EKy2UU/zwhQZCo1dOhQddJJJykyAkipNWRUklI+ySQICAKlBwH0/xQ1Wq91Yf5VpLgQeOmllxQZD6oqVaoocnyTUuNlHSkl2CSTIJA2AiX9b1X12WeLEipvxowXVY8elxldrIewCQVFVaB15UYmzd45/PBT1XvvfaBP2XmIuKCmT7/fVlXTps1RvXpd7pyrWLGC6tatg2rcuJ465JBa6ssvv1JvvfVvNXXqC2r79l+N7m677arWrHlFEZHCnPN3fvhhq9pvv+bql1+26aSaNQ+g/uu/Rm316pdV/fq1zXGqO506na/mzHnVZKcIEqpFix3r7uZkAezMnj1PdelykW4JERfUf//7VgG0KrwJ5cs3VNu2bVfkfZ+wbBGuFOMseYdW+AsTMmRVDz74YFhS6DnM31OU4tC0YjxJDkPVxIkTVe3atRUZz+tLIC/0atSoUYoiUqurr77aXBYZ9StyIqfOP/98Pc9Mjn5Uq1at9FiOjNYVGcdrXeiRsbm2NyEv3IoM3RV+/9AnZ4Fa5+6771ZkHG7Kxg76FCJDKDKQ1+cPO+wwfb8pCjX1I+/p/OT8U5GxuXruued03VDENykZk+s8yNu1a1e97//DdVWrVo2epW2KnNkpigZtVCi6gho4cCD1D78o1NeuXTuNCRkNKyJrqq+//lqRgb+aMmWKnscwGRPYQb1t2rRRy5cv19p4hho3bqxtcMgxqV4XQgJFWNQYlitXzimVHCEpIk4oMg7WedA22PIQmUERAUABE8yxEDFC5yOnq4pIDqYMYIf7RM6b9O8AawO1atXS+cghoSLnT1q3X79+iqJ1mXzYIXKuxgz7WDufNGmSfgZwb7C+RVHRFe49OYhSaDfWBHGtkEGDBun1r/nz5+vj+vXr63pxgOerYcOGeq2CvMrrdCIuaFz0Af1L9XlAftxjjDMhWPunKOr62QMuuHYiqSgyftf3GzrkHEI/p9iH4FnFH+Y8KNKZPkcEETVz5kxFBJ6oz5hWLMJ/eJ5gI0YR6PTznu1LSGf9GM8TOc6jMcB200z0L3g3HH300YqM6vVvFb+tcePG0bjhS6OHnaefflqdffbZzrlCOnjllVfUySefrJtEBCtFJBzdf+azjbNnz6bxQhfTBPSVjz32mDmOl24U87SD3zL6JfThqc47yHdrnm6eVCsICAJ6QERjovxLWfb4nX/0y1YLJOJC2brfcrXxEZD+Nz5GpUEjmxEXaCIjoMmN4LzzzguOOeYYHU4S3jFEBIHSjEBpibiQyXsE7/7wWgPPNDQR6HiooAWATFYlZQkCEQhkM+ICLdYFPXv21O85WmAJbrrppoAWLSLaICcEAUFAEBAEBAFGoNgjLvB1lNVtNiMuIKriI488EsCb58UXXxzQgm1AxhPao2dZxVuuWxAorQiUePwu/ogLpfUexbouibgQCx1JEwQKG4GS/jf1iAsNG9Yzc5tDhw6iC46MuvDRR68aHXj233//qubYj7iwdeu7wQEHVDPpZKNC86eNaH7pldCyN25cGDRufKijP3Bg91Bdbtvjj9/p6D/77EOO9/Ebb7w4Zn4uh7e4PpSxbNlzwe+/Yx5sBwbJRFzAdf/737ODv/99fDBlyhiKav4MRVaD1/JIPPnc558vIo/zC/Xfpk1vOrqbNy8NnnvuEd0uP43zf/bZWzrvmWeeYvCoVm0fUybKYF1/+913/wmIiBFMnXpf8PbbzwWI2uDr8DEw4XZi+/XXb2vdP/5YqzF7+ul7ycP63Kj5uRxssxlxgRogkiAC7PEf88wHH3ywM/+LqIS9e/c2z1SdOnUCMnR1vPjDCz7O4/d94IEHRtQ6bdo0k/+KK67QkQ5tJXjkr1GjhtbB9yJHNUYUayJS6vOIAhFNiExhyifjfqOGaAiIwIB2kYF/gEhatiAiMyIucLuTjZpNRvqmXkQ28IUMqU06OXjwkwOsHaFuchpKv72pTjqiRpDhP/1Gypky7GuDMhmJmzSOdMCF4L4hAgbKxx+iO9oCbDgN0QnIOZKOYG3rINpDhQoVtB6iMdhChA+T/95777WT9H6siAupPg8oGNG4ud3Vq1cPEP3ho48+cuonA3iNKfQQyaOsCCKWIHqI/UdEFI0XIsrY57EfK1p5qpilun68ZcsW/QzyvcUWv31EjgkTRIY55JBDzLMAfSI3hKmac/j9I1oMOQALXnzxxQCRWBCRPpb89ttv9L7baP78qO149p555pkA62h+GsrF75jz22vHxx57rDlPzvB0E/Bssy623333nWka8EG7/d85KyDvmjVrKErVSwF+X0Rc0tFIOD3advjw4Q6GY8eOdVTjpdvKRLQKiMQVwHYGf+jXw6K92Hlgq8XXjOgpLMBtzpw5+j5hP5pIxIVoyMh5QUAQKAYEwOQsCBHD2YK4DWWiEUJcKBO3WS4yCQSk/00CrCJWzTRxAcQETDBhQsT+gLb3QWaYMGFCQN42ihg5abogEI5AqhNP4aUV/1lMmpBXp4gQuugT0BdgYktEEMgmApkmLuDdRd7IAvKMFPU9h0nge+65JxCyXjbvrJQtCAgCgkBxIiDEheK8b9zqbBAXyMtjQB4ZA4rEEHVsAYMM8qbJzZCtICAIFDkCJYazQlwoxlspxIVivGvSZkFgBwIl/W/qxIWLLioxUD7ssLpUcKSh/ejRN5hxHYzk9957L3PsExdAGrDXTipVqkjGkstDy+W6YGC/xx6763wgRvTs2YnmWNdEzdOqVTNTx7777q3JBieccKw5RxEYyBD6w6j5ud5//etph4SBdqMd5557li7z9NNPMmUiDYb+nJe3X3yxOBgyZIBpv33t5DmaDMBPDz755PWIfMh/6KG1TfnQ3b59VbBkyUznPJd34onNDGGA67YJJKxnb4EJ6/J2wYIpQYMGrvEn8uy8887Bqae2JkPvSLIDztnlnnHGybqtXbu2N+c7dWoTURfXaW+FuEAwFYCw8T7uK5wz+QKDeb7nMGSHEa0vFBnA6MCAlQVOn+AQB/kbNGjApyO2TzzxhMkPo1cWijagz6Neu1xOx5a8yWudunXRZ5UISBKolzxqBxTVoCTB2lu1apV+3qEHon0yAuLBEUccEVDEgajrwTzHDuK+LTDoZVIG2h8mIP+TJ3GDi01cwLoT8sEw/cwzzwzLru8T3zeKrujo2MQD6ET7Hh88eLCpnyJvmDLs/MkQF9J9HnDdfE0U7VwbR5tGWTvAG3oHHXSQdbZ071K0D4MNYxRrO2zYsIwDkur6cefOnZ2247dMUWNitg9kHLwrcY0gKFHEP3ovfh2RZ9asWUHbtm2Nro0JRSMPLr300ghSExfChvGcB469QAq6/vrrI+xE8Ft94IEHOKveUvQX57q4HHtLEQ60Ln+Dcdott9wSgFyF3znITTgPJ5q2UNQW3RaKJhNaD/ofisZlZ3H2O3Xq5OQD4cGWeOnQhb3V5ZdfHlAkH6cstBf9Nq4jjHyAPhC/Yb5eipxAY63fA/Q5PH+I+xvL1obvD7AHmSWVP9QpIggIAoJAPhAQ4kI+UJc684qAEBfyCr9UXoAICHGhAG9KFpqUKeLCvHnzgm7dupkPKHxIwdMFoi2AwX7nnXcGjRo1ctKhc9ZZZ2lmeRYuTYoUBPKCQKoTT3lpbA4qXbrUXajhSRYKvyveY3OAv1QRBJkiLsCoEN6P2YsSP8vxtq1bt9ZkPdsDjNwXQUAQEAQEgbKLgBAXivveZ5K4MGXKlABe/eKNJex0eHrEN/yrr75a3EBK6wWBMo5AieGsEBeK8VFgoxkY06Vi/IE8YgBSjHde2lwaECjpf1MnLsBbvm1ItmZNZGQEmxTwyCO3klFwiUdwn7hw5JGuY4zhwy8lqCPJEP65f/5zoo5SYEc88HVwDBIAGy5iXHnxxWfr8u+77yZnHPraa5Nj1jt58pgABoz22NTev+CCngEM9O1zPnFhy5ZloSQAOw/2q1atQsaISyLa06RJA6f8N96YFuyzT2XnnF0WiA52FIdkiQvXXnuBg51dNu/XqLGfjsBgY//zzyudNrVu3TywySzIK8QFur1FJExcgOEpjHJ9+eyzz8w979q1q5+sjxFNj5+bDz8EUWiHwNidzyNCQTTB+AEEA+gOHDjQqNmkCXjx9wWGvWzUO3LkSCe5WrUd0V4QUTiW8PXj+zXTAlIBrsmPRAGja8bl8ccfj1ot1qBZzyYuRM3gJTA5om/fvk6KTTwA+SKawMM71//QQw8ZNTt/MsSFdJ8Hm7iAdYlowtEm8GyUlXFpsRIXQB7iZ4y30Yg0/v0G0WrJkiWh9xjEH0Rq4TJjbStXrhysX7/eL16Tmex848aNcyLQ2GnYx3jEns/i59DXs4+XLUM0piDA78g+j37hyCOPdM5hvowF32xot50n2j6IBWFywAEHmPz4rfjksHjpaDuvT0arG+fRx/rvFtt2ETro9+H0xC6nXr16Yc0254S4YKCQHUFAEChCBIS4UIQ3TZqcHgL2yx8hp1KZdC4rA/v0kJbcxYKAEBeK5U6l1850iAt4RuBRGt4y/A+lMWPGBBy+z24hPrCvu+467cXBzgMDDHx04SPK/ziz88u+IFDoCAhxwb1DIDU1a9ZMTzzDu02fPn0CePAQEQRyhQBPDCJUbLLjeywwYFHp+OOPd95z9vsr0f3ddtuNFnDP0F654oXYzRU2Uo8gIAgIAoJA7hEQ4kLuMc9kjekSF9auXRsMHTo0YAORRMcRYXow7Lj22msD26tjJq9VyhIEBIHsIVBiOCvEheyhnL2ShbiQPWylZEEg2wiU9L+pExdmz340aNq0iZknuv32q6jZJUQDeNu3iQ0ff7zAOfaJCxUrVjBlYcy3bt2/nPLsslPZv+22q5zymaDw3/++5bRr4MDuUev95Zf3NZnAHpMeccRhFJH0rzRvdo8hLFSosMOomvV84kKvXq7nYhA8pk9/gObKHqK5t2Ocdnbr1iGiPc2buwaKiGQB4sLNN18WgFCCaBg2SQPtGDFiiCnn1luvCK655nxHB/jjHP4efvgWo/vSSxOd9iDqAsgi69e/FsyY8SAZIlY16SBU2PcG0S8YA2yPProRrYftiFC+2267BoiSIcQFgqyIhA33YfgcJpjr5Xt+1VXoEyKF+x/o/ec//zEKMEDmvK+88oo5H7YDI1XotmvXzkmuU6eOPh8WWQDG9MiDfsmOqgCjZa4X37mx5LLLLtO66Xrn//PPPwOQPFauXKm/Y99+++3gtNNO02XvvffeThOmTp1q2vf664jCEi6jR482evGICzDqh5f69957T98DGBVXr77jt+kTTmzigW0M7bdi8+bNpn5867PY+ZMhLqT7PNjEBRiFRxN4eef7jzUTkdwgkMr6MWwq+F5h27Rp07Qbu337dh2dwC4Xth533313gN8e+oSqVUvec9DDGplvv+Eb0tesWVO3FREhevfurSOu+O9l+/cEosM111xjfofcHkSSwXn8cTQC2JBwOrYcSQb7ICjsuuuuAcqDgLBhj8UQJQkkJ5Ad8Id1OrsstBHfeLaA9GXrYH3blnjp69atC3bffUd0LJQD4gPuJWwS4fATfY5d/n333WcXH0yaNMlJR5QUxhLlIupCPNKZEBccSOVAEBAEigwBIS4U2Q2T5qaPgBAX0sdQSihdCAhxoXTdz2hXkwpxYfHixUH//v0dr9P44MKHXryJNW4HJqjgMQP1+4x3MNQxuYd+WUQQKDYEUpl4KrZrlPYKAsWEQCrEhdWrVwcIZe1PztoTiensIzTvOeecE4DY40/2FhO20lZBQBAQBASB5BEQ4kLymBVSjlSICwjbDuMDfCfguzmdMUS0vAhvf/vttwcbNmwoJLikLYKAIBAFATZc239/IS5EgaigTwtxoaBvjzROEIiJQEn/mzpxYebMscFf/7rDiBdjs2OOgSFzCXHh8cfvNOO9hg3hCXedMTSDvk1c+Oyzt4wu0mBkt337Kqc8u+xU9uvX32HQjPKrV9+X5qHWmvJPPLGZqX/PPfcg48D3TZpdF6JGID//IZLBd9/B8LrkukF84HTe2sSFH35Y4USegM7Klf8wZXzzzXIHJ0SpsNuKulq2bOrUAaLEihVzTBnQ8SMbVKu2T7Btm4upPSYHJvZ1YB9RLHDv+Dr8tkJn4cLpTvrf/z7elPPnnx86abivMJp89NGR5v76bfLbwMflyu2my3r55ZeTdsgCY2QYp4qkjwATF0466aTQwoAzPy933XVXqM6cOXOMjk1cgLEq53333XdD8/JJdq5z6KGH8im95XkGRGTwjdCjtR3G+1wvHO7ACDbaHwyCoYvfTrJOPL/44gttrIs2lytXEn2G6+atT1ywCQlwiBdNJk+ebK4jjLiwYsUKbUANg2r7t8/18jYWcWH48OHRqtd4sDEx5vtZUiUupPs82MQFPBfRhOc2cP3+MxMtj5xPH4FU1o9tr/64X9OmTUu7IXCCwc8+th06dAjw7NgCxxt4d9l6S5cutVV0pAA7He87/HZhA8LiEy/C+lF7HQ5G+WFrZnCQZ9eFfZAjmJCFPL/++muwadMmx+4E0aJee+01bo7Zws7FLq9jx44mDTv8zcc6cMpnS7z0tm3bOuXD4acvxx13nNHxI7v4uKEdiDABwhfjE89BmhAXfMTlWBAQBIoJASEuFNPdkrZmBAEhLmQERimkFCEgxIVSdDNjXEqixIWvvvoqGD9+vGby80catlhkxaQNnpdUBR+SMOQ466yzIiauGjRoENx6661igJEquJIv5wikMvGU80ZKhYJAGUIgUeICjAoRDQQTlLbDjXBtAAA96UlEQVQ3Fvudl419vEevuOIKPeFYhm6LXKogIAgIAmUWATYogFdBkeJDgBf3sdCKxf1Yfxs3btRe6tj7ZTbGEX6ZMJiAYcrDDz8cwFBCRBAQBAoTgRLDWSEuFOYdit0qNlKpUqVKzPdArHdEskZ/sVskqYKAIJAoAiX9b3rEheXLSzykYzz2ySfwBr7DiP+001obI7Qbb7xYn7fHbDZxYcGCKUYXOgccUM2Uw+Wls126dJZT/pAhA5zyfUICoh+E1XfSSSWGdWgnyAG+3oYNCxziAfRs4sKvv64mT+cLyNP5i8GiRc+QEeHkiDJ8ssCHH853dGyiBcrv37+rk442/fzzyqBSpYrOdYNkYLfXNl4OIy68+eYMJ3/Nmgc4+bksRGFAO/B38snHOzp8nrdXXHGuk85lxNsKcYFgKwBh438YooZJOsQFeOnn54QNcMPqwDlee/KN/D/8sIQsA0N+FhDb2age3rttgSEv1wvjZJATEvmDUXCigjpssgI8loMgAM/pgwcPDi6//PKgUaNGuh3+Nd1www2mffi2jiZ2hAKfuHDnnXea68e1NW/ePOjRo4d2qHfJJZfoOXk4GAIOsYgL8EIfS0D4QBl2xItUiQvpPg82ceHmm2+O2mye20C7hbgQFaaMJ/BvOBapxK7Ufo749woyTjqyfv16Z/0LhKctW7aEFtm+fXvzO0T9TzzxhNGD8bwdUQDpI0aMMOm8s3DhQqeMLl26cJLe4vfN14YtjPl9wbcT2mnr9erVy1fTxyAQ2XpwUBYmcNJp6/kRZeAcxE73I6fESkeUGDvvwQcf7JA5uD2IKMF6uD4mJCAdERY4DdvatWvTGOdnzprQVogLCcEkSoKAIFCgCAhxoUBvjDQrewgIcSF72ErJxYmAEBeK874l2+p4xIX3339fTx5hMc7+QGrVqhWFxJ0RwcBPtn5fHxMkEydODDAB6BuOYlLpwQcfjPoB7Zclx4JAPhBIduIpH22UOgWBsoRAPOLCJ598oglymDy033P52IfnKUzuYvJYRBAQBAQBQaB0IiDEheK+r7y4H4u4AOMMeGKzDTTyMa6A8Qm+TWC4kuziZnHfJWm9IFD4CJQYzgpxofDvVmQLhbgQiYmcEQSKBYGS/jc94gKMzWvVOsDMI913300Ewbpg69Z3aQy4w0M+xn8gOOC8PRa0iQvz509y0qIZyMczbo+Wfuml/ZzyQRiwdbdsWeZ4Uwbpwk7n/bp13TkzP8oB6zVqVM+pzyYusI69Bcng00/foHmw14K1a+cFrVs3d/KDQGDr+8SFWbMedtJZt2PHVk4506bd7+jFIy489dQ9Tv5TTjkhwL3y/44//hij5987+55jH4QNbl8yW36eJOICwZdHySZxYezYseY5siMxhF0u1kjxPDVujEgvrrRo0UKnde7c2SQg+gP099hjj+Cnn34y57Gzbl1J34Q2ZFq+/fZb7fgO9e+zzz7B3LlzQ6tgr+c+cWHUqFEGF0SHiCYTJkwwejZxAfv8W4cn8w8++CC0CERiQBtjERduvPHG0Lw4aRMFLrroIqNnG5z7Bs9Qmj69JGqLHWkj3efBbo8QF8ztKJidZNePQVLA82n/pUs0GTlypFPegAEgNYbLhRde6OiCWMOCqOV2uxA1wY/aAN2ZM2c6ejDWt2X27NlOOkhFvqxcudLRgZH/Z5995qvpuS/0d3a7Pv744wg9nPj8888dPeSx2w9nm3Y5ftSGWOlDhgxx8p5++uk0hpgf8devnztOgxNRFvSbdv0gaSUrQlxIFjHRFwQEgUJCQIgLhXQ3pC05QUCICzmBWSopIgSEuFBENyuNpoYRF77//ntNSgCbm71x4OOoUqVKAT4Y16xZk0aNiWf98ssvA0zoHH300c7HGQwwwPKHh5CtW7cmXqBoCgI5QCDZiaccNEmqEATKNALRiAuYtEMo2XwbFdqTj/Z+06ZNg/vvvz/Au1BEEBAEBAFBoPQgIMSF4r6X0YgL8E4HAwOEbbff54WyDy94Z599tjYWsRdii/tuSOsFgeJFoMRwVogLxXgXhbhQjHdN2iwI7ECgpP+tSid2REiIt0UUAntMN3MmDHzXBVddNdCcb9WqmT737LMPmXMgNnDZdn6buLBxo+uFGOsev/8O49rE2hZLDxEOqlYtcUZVrdo+miCAqAf2X4sWJePXXXbZJdi8eWlE/Ww8z9fx+eeLInTQFkQdYB1sw4gLL774eIAIDmiPrRu2H4+4gIgSYRicc043p+xRo6539NiYGXWGRVwYNuwSJ39Y2/xz/r3z03/55X2nDWHtDjvH2AtxgeDLo2STuACDfn5e/vGPf8S8Sna8AyNYXxB1D+XstttuAdZ4ITDYx7lzz0XED1d+/fVX4zzuuuuucxMzcDRnzhxzXePGjYtaYpMmTbSeT1wAAZ9x8Q2G7cJsI2ybuAAv65w/2po2jITZgV4s4gIiRESTL774wtRje5tPlbiQ7vMgxIVod6owzie7fmw/D3ieQQ5IV7hf4N/Ho48+GrXIM844wzzf0B8zZozRtX+jSDv//PNNmr0zbNgwp4ynn37aTg5AsOG2YGtHdWBF2IPYOoiaHiZ2BBboI9p5NPFJIYi+YosdPRW2Mt99952dHMRKr1fPJXLabY+2j6gwf/75p67Dj0KBtqUylyfEBeeWyYEgIAgUGQJCXCiyGybNTR8BIS6kj6GUULoQEOJC6bqf0a7GJi4gbCg+EBEOz/5wOvzwwwNMLOWTJIBQp/i4tT8E0cYKFSoEPXv2DF544YUAE20igkC+EUh24inf7ZX6BYHSjoBNXNi8eXPw0EMPBbwgYr/rCnUfi6kgEj711FMStrm0P6xyfYKAIFAmEBDiQnHfZp+4AI+YIPdXrlzZ+YYu1HEF2oWF7sGDBwe2UUdx3xVpvSBQfAiUGM5GN6QovqsqOy0W4kLZuddypaUPgZL+N33iAozqecwHo/UfflgR2AbzV14JQ9cdBATWw9YmLvz554fB7rtXMOUgfcOGBSYf509l+/e/j3fKtdsQa/+BB4Y79f/444qIchApIaxN3bp1cHR94kLfvq4BZKx2IC0ecWHdun+FtuOyy/o77Rg6dJCjF4+4cOGFvZz88drJ6SCiMC58Dts999zDnOf0RLdCXCDoCkCySVyAUT0/L1gDjSbwDs7P7mWXXRahBkN5GL6iLHjzR4QBLvf111+P0McJjjbQujWirWRWbr/9dlP/2rVrQwu3PZ77xIVXX33V5H/wwQdD8+Nku3btjJ79jYv5dFz/AQeARBYu06ZNM3ljERfgXC+asGEw6nrssceMWqrEhXSfByEumFtQkDvJrh/70QjghT9d8SMSROsfUE/dunXNb4T7Fq7/qquuctLs5591sOVr5v5o1apVdnIAIhanYfvOO+846Ti44oorHB2s8YXJ6NGjHb02bdqEqelzPvGiQYMGRhckBduxJ2xTbImXnoqztFq1apkq/PverVs3k5bMDvdPuOeI1JHK3++//55MlaIrCAgCgkDGEBDiQsaglIKKBQEhLhTLnZJ25goBIS7kCun81sPEBfbUYX8cwhP1woWYbC0sweQTjEMwkWW3V/bdcJGCR+7xePvtt80kDIzSRAQBQSD/CDBxoUOHDgE8x0nfmPu+UTAXzOUZkGdAnoEdzwC8mAlxIf9jg3RawMSFxo0bBzDukGdb+jd5BuQZSPYZuPDCC4MSw1khLqTTJ+crrxAX8oW81CsIpI9ASf+bPnEBpAN46+f3wNy5jznHttE962BrExdgvH7EEYeZMpA+duwIutD4ERdeemkiReocFmzZsixU/6yzOjrl2m2ItX/ssYdHlFe+fDmnrP/+960IHbT5xBObOXo2cWHixLudtH32qRxMnjyGonu/EiAaASJNnHaaO762MQwrf8mSmaHt6NOni1PXQw/d7Oix8TdwCIu4MHLklU7+AQO6BsuXPx/3z46qYGOMa03knobpCHGBoCsAySZxAZd3/PE7opXUqFGDfgvhRqJ33HGHfi5hTLt8+fJQVLp02fHs9+/fP2DiQO3atY0Xbz8T6+B5xdpWmGzbti045ZRTdOTiV155JUwl9BzIBvw7CIskAQP7M8880+jA0PePP/4wZf3000/BXnvtpdOBf5h8/PHHJmIC6rKJCyAi4BwiUHz77bcR2UGaOPTQQ039IEDYYhMPUA6cFoQJr7Fj3eGzzz4zKt98840pe/hwEMJcAbmE8Xn33XedxHSeByEuOFAW3AEb8Se6fozfOj8nvPU9/4ddJH5LiFLwyy+/OMk//PBDRHmIPBImyMsRSbhuEKJY/Dkx2NqFCa/PoQxEA7V/59BHv8fl4/ca5qTyxBNPNDrQjfZ7vPJK9/0NW5JocuONNzpl9urVy6giygu3CduzzjrLpGEnVjruj50X5FaQJOL94RuTheeOuRw70gXrJLIV4kIiKImOICAIFCoCQlwo1Dsj7coaAkJcyBq0UnCRIiDEhSK9cUk2mydv+OMHW4Scu/zyywNEOShU2bJlS4CJr6ZNmzofgPZ1yL4YEOT6GRDiQqH2GNKusowAvArnui+Q+uT9I8+APAPyDMgzEPYMCHGh+EckTFzAYmvYPZZz8tuXZ0CegXjPgBAXiv9dIMSF4r+HcgVlF4FMEhdgZD54cF8zJmzfvqXZ33//qmQojLWVHQQE+93gExf86AAHHFBNG/Jz3rAtjPzr16+j64Ox7JlnnuJEavj223+Tse4Oz+uoG4bOOI725xsmgkxg11u37sHm2lDe228/56Szbq1aBzh6NnGhS5cSr+go47HH7ogoo06dmk7+eMSFZ5+Fx+VIkkebNi2ccmbPftTRi0dcmDr1Pic/iAth9cQ6Z99zIS4QfEUu2SYu2NEFsGYLsoAtzz77rI4+j+eqR48edpKzP3PmTP3sVqtWLWjevLneHzECZKhwATmAjYoPOuigCELEF198EfTtW9LPvfTSS+EFhZxdsGCB+R2BULF161ajhXK7d++ujZgHDBhg9HxP7LaX9ZtvBgGpRNavX6+JB/vuW0Ige+ONN4wCrpt/h3feeadjLL1y5coA3tUbNWoUtGy5o+/ef//9HR2buAAneocddliAOm15/vnnNTEC9fTs2dNO0mVxBAwQEfx7Gou4kM7zIMQF5zYU3EGyxAUYwfvOuGAAH0+YlFS9enUiRI4Ntm/frrN8//335nfBv49oRAhEYmAdbI866iinWiYWIQ3POtdhK9m2RtA77rjj7GQiX25x6giLbvLnn39quxVuSzRyAwq2+wzow9YlmiAaA5eJLcaILPfee6+TBuKYLbHSfeICbG6SFT8KBfrTVESIC6mgJnkEAUGgUBDYCQ2hDjrvQsxURSG8dDuwT4PGvLdJGlA6ESBmpqIBl744GrQpmqhJ+kLLly+vaMIj6XySQRAoRASk/y3Eu5L5NtGCqRo/fryiiSNFrG81d+5cRSx6U1Hbtm3VRRddpGiyzJzL1w5NoimaoFMUvlPRIqHTDPIaotBW/JGRqpMmB4JArhCgSRVFXhn074g8IiiaTM1V1VKPICAIREEA34+0GKLfdURUVjNmzFDk8SiKduGepgUS1b59e3XSSScpipJUuA2VlgkCgoAgIAhERYC8+SkiLyhaQFennXaaeuGFF6LqSkJhIkCLv2ro0KH6fXzNNdcoWrxUtIBYmI2N06ojjjhCkVdJ1apVK1WhQoU42pIsCAgCmUKAjEcUeapUZIyg17ow/ypSXAiQ0Z7+NqtSpYr65JNPUmq8rCOlBJtkEgTSRgDj7x39b1X12WeLEipvxowXVY8elxndmTPHKiIK6ON//WsRjQv7mjTeGTSojxo79mY+VDvtdIjZJ+KCmj79fnP8zTffqXr12qqvv/7OnOvb9wz6brhVUaQDc453yIBPDRhwnZo06Tk+pQ45pJZ6//0XFRkO6nMTJkxXF1ww1KT37n26mjz5XnPs79x660Nq+PD7zOmhQwcpijpgjtu166/mzXvTHI8YMYT0LzXH2Fm6dIVq1sxdQyLigmrRYse6e926bdW6dRtMnldfnUzj0Gbm+OOPN6natVuZY+y89tpkRVEczLlWrc6msfcSc9yrVyc1ZcoYc4ydb7/9Xu23X3P166+/mfMrVsxRhx9e3xzvvPOhijw+6+O99qpE84TL6R7tZNKXL39PHXPMGea4Xr2D1Zo1Lzs6SPzyy6/UHnvsTmPp8kaXd+x7TsQFRZExOCmpbfnyDdW2bdvVyy+/TFi2SCovlPFM8HORdGbJYBAgw3NF3vz1+iNFHTDneYc8hCsyptWHd911l7r22ms5yWyx9op5AAhsUvA9Zgt55VdElFf4jWONk5y20fO1h1qxYgU9f2vgdFbbsZCxvDrwwAPtrGafDIf1+JIiDOhzeK7J2F7VqlXL6Pg7uJ4+ffqozZs36zXihg0bKsxdvPfee2r16tVGHd+/d999tzlOZAfrtfPnz9eqRP7X+JHDPEUEBW1P88QTT+hrIQNirYP5b4rCoOdMMKe/ceNGRV7d1UcffaTTiWShmjRpojZt2qTbhvHU448/rog0oNPJCzr1GSfqfWBQr149Rd7k9THG4M2aNVNLliyh/v8zhXEc9LHmfMstt2gdIjPoe4TrxPoB2gO555571Jw5c9SyZcv0PahTpw71ue/r+4i+BLZs8+bNU/Xrl/QzyEekCEVkCuwqMvLW9+bcc89VV199tV6jIBKKTqOIC4qiOup9/pfq80AROxQZuutisD6Jdcow4bkNpP3444+qYsWKYWpyLsMIoA9AX5DM+jHsN2bPnm1aQiQj3S/gmQoTMqpX+L2iL4Ggb1q6dCm9Bw/Xx8iP3xYL0o499lg+NFsiF6lnnnnGHD/00ENq8ODB+hj9Cn4HLLCxo+gQfGi2+N106tTJHCM/ymFZvHix825DX0SRIjhZb/H7P+SQknEU1uHJiaCjwwfoUwYOHMiHqmPHjhpvc+J/O/j94jfHJrHoHzZs2GB+O0TYUk8//bTJhu+/k08+2RzHS+c1Sc6APg/9iy3Dhg3TfTOeCSKb2Um6X0Q/B0E/DttFvA+SFSJBKfSvyJvqvIN8tyaLuugLAoJAxhAAcaEQxGbhUWdaCE2SNpRSBCTiQim9sXJZKSMg/W/K0BVVRg5jidChNDkRwNPFfffdF9DklMMmR6g+mrwJvvzyy5xeH7xD0IdtgBB9ZEzhtIkm54Lrrrsu8L1w5LSBUpkg4CGQrMcML7scCgKCQIYRYK9RRFjQ7zl4PIFXGj+8LH1IO++YQjiG15rzzz9fh56FZxkRQUAQEAQEgeJHgBYn9fuGFqaK/2LK4BVwxAUiEupxBb6h4XXxpptuCuDJrhDGD7HaQAvVARlhBJjvEREEBIH8IVDi8Xv//DVCak4ZAYm4kDJ0klEQyDsCJf1vVWpLpKf+sHPTpz/gjPGIuGDyIvIBvOn746/58ycZHZRpp/sRF5A+YcLtjg70GzasF8Dz/+rVLweoZ/PmpcELL4wPWrQ4MkL3+efHOfWdcMKxjg7yhV0bn/vww/mOPiIn2BEjEB3BvgZEhdi4caEp85df3g9at97h3d3WsyMuNG3axCnjppsGm/w//rgiOOKIw5x0lONHZSASg6ODCBJvvDHNlIPrGTKkxHs7ymjSpIGTDp1y5XZzyiFiQ4SOj/OTT97t6CxdOisgR2C6nIoVKwR9+nRx0m0cJOICQVPkku2ICwwPPO0feeSR2nu5/QxhfRZzCVgvjSeI7sV5iaQeT12nY90XkRzImN/k5TLgIR3RAVIReFMnQ2SnzMqVKwdkTBzY0RsQHaFmzR0RV/C7Wrt2ramOiAcB1tzKlStnyqlUqVJARsTBO++8o7/Hua0vvviiyYcdIn0ERAAx+aCHyBK9e/cOyBha6yKyAhk6G4/uaAfEjriANXOsKSBKBKJZcH3wMk/EioAMjHUe/x/aR6QRo4/oNqNHj9ZqsSIucDmpPA8ScYHRK8xtKuvH8JqPyEn83GFLZBn9u+RnD781jHEwV2XrYZ+IAg4YiIBi65x11ln0zi9Ze8I+IsbaOkSco7HI76YcRIGx08877zyTZu8QecbRI6KRnRxwlBgu6+yzz3bScYB1PU7HFnYt0YRIYY4uIizhd2gL+jvMjdllEpnEVomwkSFiV1Lpp5xyilM+or7Y8uSTT5p03FtEimBBXXbbiIDFSUlvJeJC0pBJBkFAECggBMAuKwgRw9mCuA1lohFCXCgTt1kuMgkEpP9NAqwiVvWJCzC84D9MHCEsqR2GEPuYnCFPFFm9avJeEgwaNIgm/vdxPtBgxIkPYNRvf0hntTFSuCCQBAKpTDwlUbyoCgKCQJII+MQFfsdhS15gAooqFGCxw54MzOc+Qt2SZ6lg1qxZoeF1k7x8URcEBAFBQBAoMASEuFBgNyTJ5oQRF3hsAUMG8shWcORIIfwneZNFXRDIAQIlhrNCXMgB3BmvQogLGYdUChQEcoZASf+bGeICjOAHDuzuzCntvfdemmjApABs7XmmMOICSAKnntra0bPzwNjVPrb3r7/+IsKvhISxfv1rjoFjlSp7Bb/+utrRsfV5/5hjGjt1LFgwxeQBMcEnaBx44P7B1VefR8bUl2lyANqIc3bbKKqCKeOCC3o6abvuukvQs2cnWuvpEey3X1Wd1r9/V6ftRx/diAwxxxPp9i1djk9c2H//qgFIAyj7jjuuDk455QSnDrRl0iQYCZfgg/369es4eiBi4FquueZ8o/vmm66hJK4P93rcuJHBJZf0NW1GHTA6XLz4WZMXddg4CHGBoBFJCgEYn5NHcHquFgfkaTupvOkqw5Hs66+/ro19QRrIhPzwww96Hn7lypVR13Wx3vv5558HFMEgtEpgAiICyoimE5qRTsJQGWvO5GU+mkrwyy+/BDD+ZrGJC2PGjOHTegvSA3l8D7Zt2+acDzuAsTdFW9N/FBEjTCXuuXw+D3EbJwpJIZDq+jFFcXHeK/Y7xrbhsM9jf8iQIRHto0gqDhEIeieccEJAUTj0WhlFC3DqAlmHIqU45dx4442OztixIHVGCkVbcPRALLCFx2XcbvLuT+/YS4LLL7/ckItuuOEGp4xx40DWjC5w1MnlYUvRRILLLrtMXx+cmYHMYKdfeeWVTmE//fSTowPimC3x0qFLkV0Cf+wGkhP6ks6dOzvkNBCgbAedsM2x20cRZezqk9oX4kJScImyICAIFBgCQlwosBsizck+AkJcyD7GUkNxISDEheK6X6m2NhZxgQ0wonmQRFQGMPUx6ZQJweTN0KFDg4MPPtj5KGMjTjDvU53YyUT7pAxBIBEEUp14SqRs0REEBIHkEYhFXOD3XLRoQ/YEYTb3scCJSdMJEyZo703JX6XkEAQEAUFAECgWBIS4UCx3KrydsYgLPK74/+ydC9RUVdmAX0Aun3yEAVKQAguVCPAS1fIHbwjoDy3DUi4LWBa2JMElIZGuiv7405S1SmpReAkVQikJgjAhhUVhKpCAST8oipaiIXjjkkCYCP9+j505M3wz38yZmTNn73OeWUtn5px9effzzneYOWc/Z+uzypF6p8u45EiE//z5YysEbCHgT9DQSSE83COAuOBezogYAj6B4PhbPXHh97+/L+daxle/OsJ0lztRPvucUj5xwS+vKwycdFJpN9fQu5LPnv2/Dfq6+eYbcuIZP14nvOXGk+/9zJm5EwNVKMgut3jxbDPRrnlO29njuvPOm49dffXwnP3Kxm9DV2ho06Z1zv7s+iofaNnBg89rUEZXvdB9x4sLq1fff+yUUz7eoLzf7ogRnzd3qH8+E4Mfy7e/PSFvHZU8/DL6rEwaG7P2o3mYNy93NQat68egz4gLBisPCDhGoDFxwbGhEK5FBMq9fqwCjK5ecPyk++x/a7Jft27d+tivfqUCYv7HnDlzcm5amV03+7WuWOKv6pDd0pAhQ3L+nVu/fn327szr7JVJdYL+v//978w+faFSUZs2bXLa8vvfs2ePV/b41Qs2bNiQ08bxb/SmImefnbvKk99m9rMKH/mECxXGsssNGzYsp4ti+/3Cx682kd2m/1qZPPCArtIVPGbMyF3lSldNLfeBuFAuOepBAAI2EGiiQZgDZuwPY/WKWerIi8MsOSTt27ePPSYCSCYBY4qKmcDrDc7Y62IsyNADNRaomC+MoetRAQI2EuD4a2NWqh+TWZZSli9fLsZAFyMhNNqBuYuFmOXyxPyglT/96U+ZssZWF7Pcp0yaNEl69eqV2V7KCzNZVH75y196/xnTPlPFTOKUCy+80GvXLFMobdu2zezjBQRsJnDZZZd5fyf6NzVu3DibQyU2CKSCgFk5SMxJTjFLysrQoUOLjnndunXev3PmYraYuxkVLV9JgTPPPFPM8rdy1VVXiTmJW0lT1IUABCAAAUcImAtX8v3vf1/MMuti7mbmSNSE6RMwKyqIWdpeBg0aJMuWLfM3F3w2d2KThQsXet8tzB3UCparxg4j/Iu5CO59t9DfJOYCaDWapQ0IQCACAg8//LCYCRDSrl07MTfpiKAHmoySwMaNG8Xc9dTL344dO8rqiutIZWGjEgQqJuAff82d+uX119eX1N6iRb+XUaO+nim7ZMkdcsUV/515bybhSceO58r+/e9621asuFc+//kBmf36okmT0zPvjbggv/71rMz741/s3v2W3HzzbPnLX56V55//W6Zdv1znzh3FyBEyYcIYM3/iY/7mzHOPHpfIiy++nHn/xz8ukIsv/q/M+0Ivdu58Q0499Xy9saVXxAgUsmvXemnVqmWmypo1fzb9/o9s3/5h+3o9/KyzepprS1+SyZPHyXe+c7vMmHF3pvzSpXfKl750aeb9009vMfW/J5s2bcls6927h1x++SC55ZYp3nX5P//5Gfne92aJ9mUmaprvtM3N9+67zTm9i2TAgLHmutRTmbrPPbdSzF3a5ZvfnCFPPrlJDhw45O3r2LG9TJw4VqZPn2TYN8mU918cPHhIxo+fJg8++LC/SVq2bCGf/nRvWb9+cWabvti6dbt8/es3y8aN/5dpX7fr2IcNGyQ33niN+W3XVzflPLJzbsQFeeutjTn7S31TV9dbDh9+T1atWuX9hiy1nl9OfxPwu8CnwTMESieg1xP8eWnmLuli7gBfemVKQqAAAf/6sbmpiej5wbAPcyNeMSsOiM6b3Lt3b051/ffurLPOMt8RvuqdF/I/vzmFst48//zzMnXqVPnDH/4g5qaRWXvEm58xceJE0WtrZoJ/zj59Y1ZhkDfffNPbrv8emht4iP6+yX7o/A8j6mc29e3bV8xNPjLv/RdGCjffDSZI9u+qnj17ilkZwiuS3ZeRBb2+WrVq5VfP+6zfH+68804xk/7F3Kg1p4xyGWeu3Wufp58efD/zC911111y3XXX+W+9PGm+/Eex/X45fX7iiSdkypQpovNf9PuK/1Cmeq3yW9/6VoN/20eNGuVdy/TLrl692jsH6b8P87xmzRoZOHCgGDnEfO99PUzVTFl+t2ZQ8AICEKgxASvFhRozoLsUE0BcSHHyGXqGQLa4kNnIi8QSKEVcyB789u3bxdwZWoyxL2bFhcyu888/3/tBpz9mC50Q1R+wOoFUhQUVILJ/rPXp08eTFZjEmUHKC8cI+CeeHAubcCGQeAKligs+CLM0tMydO1fmzZvX4OSmX6acZ7O0rIwZM8Y7eawnknlAAAIQgEC6COiFSRUXeLhNoFRxIXuUa9eu9X5DV1OO9IV/FSFHjhyJ8J8NnNcQsJiAP3HW4hAJrQQCKp5kT7ApoUqmCBNAMih4AYGaEvCPv2HEhZoGmKez119/U/72tx1GljpJunTpbCaftc5Tqrab3nlnr5EjXpE+fXpIfX34eN588x156aUdZsJgVyN95L9h5Z49+2TfvnfllFM+lrnOdLy4sHXrI9K79xne4HWS4l//uk06dGgnXbt+eEPMYlTefnuv/P3vr5oJmB2MtNGp0RsaqtDx6quvm+P+ThOzlv+4tG59YrEuKt6PuFAxQhqAQFkEEBfKwkalIgT868fligt+83qjSRUDdC7P4cOHvRtB682g9YYWYR86R0N/07z22muekNClS5cGEkLYNsOW1xi0f52j17Vr16qe29I2dU6L9tGtWzfzb3jHvFJj2JjDlFcx5KWXXhKzkovHWK8RmlUxwjRRVlnEhbKwUQkCELCEAOKCJYkgjHgIIC7Ew51e7SKAuGBXPqKOJqy44Mdz6NAhWbp0qWeub9kS3ClHf/hdc801nrF+6qmnit55SFd2UFlBV23Itvf1B9ro0aM9YYFJnD5Znl0l4J94cjV+4oZAUgmEFRd8DroKm971xSwbK2ZpVX9zqGddNWj48OGerDBgwICanxgNFSyFIQABCEAgUgKIC5HirVnj5YgLfnD6G1rvkKcrGR5/5ze/TLFnhP9ihNgPAbsJ+BNn7Y6S6IoRQFwoRoj9ELCPgH/8dUlcsI9ifBE1Ji7EF1W0PSMuRMuX1iFQiADiQiEybK+EgH/9uFJxoZIYqJseAogL6ck1I4VAEglYKS7oJNrs5YSSCJ4xxUdAl2jSJar0gbgQXx7o2R4C2eICx1978lLtSK699lpvwkS54oLe4dG3wh9//HHRJfIWLlyYE6YeW9Ukz16Zob6+3iyxPMq767QuU8cDAkkhwImnpGSScSSFgP5+1LvPlCsu6LKt/p1qXnjhBU/U05UYDhw4UBTR5Zdf7kl5Ki3wgAAEIAABCCgBX1zQ74w6cYqHWwRuu+02mTZtmrdM+7Jly8oKXn8L+48lS5bI7Nmz5bHHHvM3FXzW7zS6MqFK/+ecc07BcuyAAATsJxBMnO3k3SXT/oiJMJvAypUrZciQIebu56y4kM2F1xBwgUBw/D3ZHH/XuxAyMWYRQFzol0WjtJe6KnqhldFLa4FSEEgngb1790r37t29wet5gIkTJ6YTBKOuKgGuH1cVJ40VIYC4UAQQuyEAAasJIC5YnR6Ci4IA4kIUVGnTZQKICy5nr/TYqyku+L3qBFG9e6TeRXLXrl3+Zu9ZJ3GOHTtWRowYkbOdNxBICgFOPCUlk4wjKQSqKS74TA4ePCgLFiyQWbNmybZt2/zN3vMFF1zgyQoq5+lKCzwgAAEIQAAC2QQQF7JpuPe62uKCT0C/T+jqTvPnz8+RIxH+fUI8QyBZBIKJs4gLLmYWccHFrBEzBD4kEBx/ERdc/EwgLiAuuPi5JWYIQAACPgGuH/skeK4FAcSFWlCmDwhAICoCiAtRkaVdawkgLlibGgKLiQDiQkzga9xtFOJC9hCWLl3qrcAwePBgb4UFJnFm0+F1Eglw4imJWWVMLhOIQlzI5qGrDd1zzz3yqU99yhMWunTpkr2b1xCAAAQgAIEcAogLOTicexOVuOCDUDny/vvvF724qLI/wr9PhmcIJItAMHEWccHFzCIuuJg1YobAhwSC4y/igoufCcQFxAUXP7fEDAEIQMAnwPVjnwTPtSCAuFALyvQBAQhERQBxISqytGstAcQFa1NDYDERQFyICXyNu41aXKjxcOgOArET4MRT7CkgAAjkEIhaXMjpjDcQgAAEIACBIgQQF4oAsnx31OKC5cMnPAhAoEoEgomziAtVQlrTZhAXaoqbziBQVQLB8Rdxoapga9TYZZeNl7Vrn870tm7dYnMjkdMy75P4oq6utxw+/J6sWrVK+vVDXEhijhkTBCCQHgJcP05Prm0YKeKCDVkgBghAoFwCiAvlkqOeswQQF5xNHYFHRABxISKwljWLuGBZQgjHeQKceHI+hQwgYQQQFxKWUIYDAQhAwHECiAtuJxBxwe38ET0EbCEQTJxFXLAlJ2HiQFwIQ4uyELCLQHD8RVywKzNEU4gA4kIhMmyHAAQg4B4Brh+7lzOXI0ZccDl7xA4BCCAu8BlIHQHEhdSlnAEXIYC4UARQQnYjLiQkkQzDGgKceLImFQQCAY8A4gIfBAhAAAIQsIkA4oJN2QgfC+JCeGbUgAAEGhIIJs4iLjSkY/8WxAX7c0SEEChEIDj+Ii4UYsR2uwggLtiVD6KBAAQgUAkBrh9XQo+6YQkgLoQlRnkIQMAmAogLNmWDWGpCAHGhJpjpxCECiAsOJauCUBEXKoBHVQjkIcCJpzxQ2ASBGAkgLsQIn64hAAEIQKABAcSFBkic2oC44FS6CBYC1hIIJs4iLlibpEYCQ1xoBA67IGA5geD4i7hgeaoI7z8EEBf4KEAAAhBIDgGuHycnly6MBHHBhSwRIwQgUIgA4kIhMmxPLAHEhcSmloGVSQBxoUxwjlVDXHAsYYRrPQFOPFmfIgJMGQHEhZQlnOFCAAIQsJwA4oLlCSoSHuJCEUDshgAESiIQTJxFXCgJmGWFEBcsSwjhQCAEgeD4i7gQAhtFYySAuBAjfLqGAAQgUGUCXD+uMlCaa5QA4kKjeNgJAQhYTgBxwfIEEV71CSAuVJ8pLbpNAHHB7fyVGj3iQqmkKAeB0ghw4qk0TpSCQK0IIC7UijT9QAACEIBAKQQQF0qhZG8ZxAV7c0NkEHCJQDBxFnHBpbz5sSIu+CR4hoB7BILjL+KCe9lLZ8S+uPDggw9K27ZtQ0M44YQTpHnz5qHrUQECEIAABKpL4DOf+YyMHj1aVqxYIdOnTxc9P8gDAlESQFyIki5tQwACURNAXIiaMO1bRwBxwbqUEFDMBBAXYk5AjbpHXKgRaLpJDQHEhdSkmoE6QgBxwZFEESYEIACBlBBAXHA70YgLbueP6CFgC4Fg4izigi05CRMH4kIYWpSFgF0EguMv4oJdmSGaQgR8cWHy5Mkya9asQsXYDgEIQAAClhPYtGmTJywgLlieqASFh7iQoGQyFAikkADiQgqTnvYhIy6k/RPA+I8ngLhwPJFkvkdcSGZeGVV8BBAX4mNPzxDIRwBxIR8VtkEAAhCAQFwEEBfiIl+dfhEXqsORViCQdgLBxFnEBRc/C4gLLmaNmCHwIYHg+Iu4wGfCDQKIC27kiSghAAEIFCOAuFCMEPurTQBxodpEaQ8CEKglAcSFWtKmLysIIC5YkQaCsIgA4oJFyYgwFMSFCOHSdCoJIC6kMu0M2mICiAsWJ4fQIAABCKSQAOKC20lHXHA7f0QPAVsIBBNnERdsyUmYOBAXwtCiLATsIhAcfxEX7MoM0RQi4IsLq1atkn79+hUqVnB7ixYtRP/jAQEIQAAC8RPg+nH8OUhTBIgLaco2Y4VA8gggLiQvp4yoCAHEhSKA2J06AogL6Ug54kI68swoa0eAE0+1Y01PECiFAOJCKZQoAwEIQAACtSKAuFAr0tH0g7gQDVdahUDaCAQTZxEXXMw94oKLWSNmCHxIIDj+Ii7wmXCDAOKCG3kiSghAAAKlEOD6cSmUKFMtAogL1SJJOxCAQBwEEBfioE6fsRJAXIgVP51bSABxwcKkRBAS4kIEUGky1QQ48ZTq9DN4CwkgLliYFEKCAAQgkGICiAtuJx9xwe38ET0EbCEQTJxFXLAlJ2HiQFwIQ4uyELCLQHD8RVywKzNEU4gA4kIhMmyHAAQg4B4Brh+7lzOXI0ZccDl7xA4BCCAu8BlIHQHEhdSlnAEXIYC4UARQQnYjLiQkkQzDGgKceLImFQQCAY8A4gIfBAhAAAIQsIkA4oJN2QgfC+JCeGbUgAAEGhIIJs4iLjSkY/8WxAX7c0SEEChEIDj+Ii4UYsR2uwggLtiVD6KBAAQgUAkBrh9XQo+6YQkgLoQlRnkIQMAmAogLNmWDWGpCAHGhJpjpxCECiAsOJauCUBEXKoBHVQjkIcCJpzxQ2ASBGAkgLsQIn64hAAEIQKABAcSFBkic2oC44FS6CBYC1hIIJs4iLlibpEYCQ1xoBA67IGA5Af/426JFc+nfv6/l0RIeBEQef3yDHD16TFatWiX9+vULjaRFixai//GAAAQgAIH4CfjXj7t16yb6Hw8IRElg3759snnzZmnTpo3ovK9yHnV1ddKsWbNyqlIHAhCAQEUEEBcqwkdlFwkgLriYNWKOkgDiQpR07WkbccGeXBBJMgj4J56mT58uOjGNBwQgEC8BxIV4+dM7BCAAAQjkEkBcyOXh2jvEBdcyRrwQsJOAP3FWf6uUO4HAzpGlIyrEhXTkmVEmk4B//E3m6BhVkgkgLiQ5u4wNAhBICwH/+nFaxss47SCAuGBHHogCAhAIRwBxIRwvSieAAOJCApLIEKpKAHGhqjitbQxxwdrUEJijBPwTT4gLjiaQsBNHAHEhcSllQBCAAAScJoC44HT6BHHB7fwRPQRsIeBPnEVcsCUj4eJAXAjHi9IQsImAf/ytrz9Rpk69xqbQiAUCeQnceusdcuTIB6y4kJcOGyEAAQi4RcC/fnzRRRfJgAED3AqeaJ0j8Morr8j8+fNZccG5zBEwBCCgBBAX+BykjgDiQupSzoCLEEBcKAIoIbsRFxKSSIZhDQH/xBPigjUpIZCUE0BcSPkHgOFDAAIQsIwA4oJlCQkZDuJCSGAUhwAE8hLwJ84iLuTFY/1GxAXrU0SAEChIIDj+nmxWvFlfsBw7IGALgbq63nL48HuIC7YkhDggAAEIVECA68cVwKNqaAJr1qyRgQMHIi6EJkcFCEDABgJWigu/+c1vpH379jbwIYYEEnjxxRfla1/7mjey/fv3S9OmTUOPsq6uTpo1axa6HhUgYCOBbHGB46+NGapOTDNnzpTly5fLV77yFZk9e3boRps0aSKtW7cOXY8KEEgqAf/Ek/5NjRs3LqnDZFwQcIbAlVdeKXv27JFFixbJ0KFDQ8fdvHlzadmyZeh6VIAABCAAAQjkI+CLC/369fPu3p+vDNvsJbBgwQK57777ZNCgQbJs2bKyAq2vry+rHpUgAIHkEPAnzrZr106WLFmSnIGlZCQbN26Um266STR/O3bsKGvUXEcqCxuVIFAxAf/426kT4kLFMGmgJgQQF2qCmU4gAAEI1ISAf/2YG9/VBHfqO0FcSP1HAAAQcJqAleKC00QJ3ikCiAtOpYtgIyKQLS5E1AXNWkQAccGiZBCK0wT8E09OD4LgIZBAAogLCUwqQ4IABCDgIAFfXHAwdELOIoC4kAWDlxCAQGgC/sTZ0BWpYBUBxAWr0kEwECiJgH/8RVwoCReFLCCAuGBBEggBAhCAQJUI+NePEReqBJRmGiWAuNAoHnZCAAKWE0BcsDxBhBctAcSFaPnSuhsEEBfcyFO1okRcqBZJ2kk7Af/EU9o5MH4I2EYAccG2jBAPBCAAgXQSQFxIRt4RF5KRR0YBgbgI+BNn4+qffqtDAHGhOhxpBQK1JOAffxEXakmdviohgLhQCT3qQgACELCLgH/9GHHBrrwkNRrEhaRmlnFBIB0ErBQXdBJtp06d0pEBRllzAs8884z07dvX6xdxoeb46dBCAtniAsdfCxNUpZCuvfZamTNnjiAuVAkozaSeACeeUv8RAIBlBPT34+7duwVxwbLEEA4EIACBlBLwxQX9zqgTp3i4ReC2226TadOmCeKCW3kjWgjYRiCYONtJ9JwrD7cIrFy5UoYMGSKIC27ljWghoASC4+/J5vi7HigQsJ4A4oL1KSJACEAAAiUT4PpxyagoWAUCiAtVgEgTEIBAbAQQF2JDT8dxEUBciIs8/dpKAHHB1sxUNy7EherypDUIcOKJzwAE7CKAuGBXPogGAhCAQNoJIC64/QlAXHA7f0QPAVsIBBNnERdsyUmYOBAXwtCiLATsIhAcfxEX7MoM0RQigLhQiAzbIQABCLhHgOvH7uXM5YgRF1zOHrFDAAKIC3wGUkcAcSF1KWfARQggLhQBlJDdiAsJSSTDsIYAJ56sSQWBQMAjgLjABwECEIAABGwigLhgUzbCx4K4EJ4ZNSAAgYYEgomziAsN6di/BXHB/hwRIQQKEQiOv4gLhRix3S4CiAt25YNoIAABCFRCgOvHldCjblgCiAthiVEeAhCwiQDigk3ZIJaaEEBcqAlmOnGIAOKCQ8mqIFTEhQrgURUCeQhw4ikPFDZBIEYCiAsxwqdrCEAAAhBoQABxoQESpzYgLjiVLoKFgLUEgomziAvWJqmRwBAXGoHDLghYTiA4/iIuWJ4qwvsPAcQFPgoQgAAEkkOA68fJyaULI0FccCFLxAgBCBQigLhQiAzbE0sAcSGxqWVgZRJAXCgTnGPVEBccSxjhWk+AE0/Wp4gAU0YAcSFlCWe4EIAABCwngLhgeYKKhIe4UAQQuyEAgZIIBBNnERdKAmZZIcQFyxJCOBAIQSA4/iIuhMBG0RgJpFlc2LRpk0ybNs2j/5Of/ER69eoVYyboGgIQgEDlBLh+XDlDWiidAOJC6awoCQEI2EcAccG+nBBRxAQQFyIGTPPOEUBccC5lZQWMuFAWNipBoCABTjwVRMMOCMRCAHEhFux0CgEIQAACBQggLhQA48hmxAVHEkWYELCcQDBxFnHB8lTlDQ9xIS8WNkLACQLB8RdxwYmEEaRUQ1w4duyYjBkzxqN58cUXy/XXX18S2d/97ncyf/58r+yPfvQj6d69e0n1qlXo0UcflaFDh3rNrV27Vvr371+tpmkHAhCwiMDmzZtlzpw5sn37dtm5c6fs2rVLTjzxROnYsaN07txZvvCFL8iIESOkQ4cOFkVdXihcPy6PG7XKI4C4UB43akEAAnYQQFywIw9EUUMCiAs1hE1XThBAXHAiTRUHibhQMUIagEAOAU485eDgDQRiJ4C4EHsKCAACEIAABLIIIC5kwXDwJeKCg0kjZAhYSCCYOIu4YGF6ioaEuFAUEQUgYC2B4PiLuGBtkggsh0A1xIX3339f6uvrvXbHjRsn8+bNy+mj0Jvbb79dbrzxRm/3008/LX379i1UNJLtUYsLc+fOlbfffltuuummSOKnUQhAoHEC+vc3cuRI0cnVxR4tW7aUBQsWyPDhw4sVDb3/yJEjMmPGDOnRo4eMGjUqdP0wFbh+HIYWZSslgLhQKUHqQwACcRJAXIiTPn3HQgBxIRbsdGoxAcQFi5NTxdAQF6oIk6YgYAhw4omPAQTsIoC4YFc+iAYCEIBA2gkgLrj9CUBccDt/RA8BWwgEE2cRF2zJSZg4EBfC0KIsBOwiEBx/ERfsygzRFCKAuBDNigtHjx6Vj370ox72/fv3F8LPdghAICIChw8floEDB8r69eulSZMmnjBw1VVXyemnn+6ttPDuu+/Kq6++KkuXLpWf//zncvDgQWnatKksW7bMW4GhmmGpmPXZz35Whg0bJg899FA1m27QFtePGyBhQ4QEEBcihEvTEIBA5AQQFyJHTAe2EUBcsC0jxBM3AcSFuDNQm/4RF2rDmV7SQ4ATT+nJNSN1gwDight5IkoIQAACaSGAuOB2phEX3M4f0UPAFgLBxFnEBVtyEiYOxIUwtCgLAbsIBMdfxAW7MkM0hQggLkQjLjz77LPSp08f+chHPiKIC4U+fWyHQHQE7r33Xhk/frzXwU9/+lOZNGlSwc42bNjgSQ4qL5x99tmyefPmgmXL2XHHHXfI9ddfj7hQDjzqWE0AccHq9BAcBCBQhADiQhFA7E4eAcSF5OWUEVVGAHGhMn6u1EZccCVTxOkKAcQFVzJFnGkhgLiQlkwzTghAAAJuEEBccCNPhaJEXChEhu0QgEAYAsHEWcSFMNxsKYu4YEsmiAMC4QkEx1/EhfD0qBEHAVvFhT179sihQ4ekRYsW3t3RfTZ6h3S9e/knPvEJOfPMM6Wurs7fVfD5rbfekk2bNnl3XT/33HMzKyE8+uijMnRocXFB78y+bds22blzp7z33nvSrVs3767tHTp0aNDnv/71L3nnnXdk0aJFMnXqVGnTpo0899xzXrmWLVvKySef3KDOsWPH5OWXX5atW7d6d3xX4aFr165evA0KH7dB+9O6//jHPzxeep66e/fuefs5ripvIZBoAiotqLxQX18v+/btk2bNmjU63m984xveagt6XLnrrrukc+fOBcu/8cYb3t+rHqd69eolPXr0kObNmzcor/0eOHBAtO3FixfLJZdcInPnzvXKtW3b1js+ZFeqxt8z14+zifI6agKIC1ETpn0IQCBKAogLUdKlbSsJIC5YmRaCipEA4kKM8GvYNeJCDWHTVSoIcOIpFWlmkA4RQFxwKFmECgEIQCAFBBAX3E4y4oLb+SN6CNhCIJg4i7hgS07CxIG4EIYWZSFgF4Hg+Iu4YFdmiKYQAVvFhauvvlp+8YtfeKsWbNmyRWbPni0zZswQva7sP3Qi8nXXXSc//vGP5YQTTvA3Z553794tV155paxbty6zrUmTJtKzZ09ZuHCh11Zj4oIKCN/97nflgQceEL0Te/ajadOm8uUvf1l+8IMfeBKFv++3v/2tXHHFFf7bnOdBgwbJ6tWrM9uOHj0qP/zhD+XWW2/1JjdndpgXKjzob/spU6bkFRj27t3r1bvnnnvkn//8Z3ZVb4L2pZde6vHSu8fzgEAaCQwZMkT0O3X79u1FRYNi4kIpjJYvX+4dc1577bWc4iotjB07Vn72s595ooS/c/LkyaKrPeR73HLLLd7xRfdV8++Z68f5aLMtKgKIC1GRpV0IQKAWBBAXakGZPqwigLhgVToIxgICiAsWJKEGISAu1AAyXaSKACeeUpVuBusAAcQFB5JEiBCAAARSRABxwe1kIy64nT+ih4AtBIKJs4gLtuQkTByIC2FoURYCdhEIjr+IC3ZlhmgKEbBVXFAhQe963qVLF5k5c6aMHDnSmxB80UUXSatWrTwZwZcYdJK+/tuZ/dAVCM477zzRFRpUMtA7nfft21d27dolTzzxhCci6G/nCRMmeNXWrl0r/fv3zzShMsDAgQO91R104wUXXOCt8KBt6coIjz32mFf2k5/8pGzevNmLSTeoJKETknWVBe1bhYrBgwd7Zc855xxPJtA32r5e59FY9HHhhRfK5z73Ofnggw+81SGefPJJb7tOvn7ooYe8lSe8DeZ/77//vuiYNQYVMXScKmPo9qeeekpeeOEF0VUcTjrpJK8M8oJPjuc0EdAVT1Rq0ocKRV/84hcrGv4NN9wgs2bN8trQvzc9FrVr1877W1+xYoUcOXJEzjjjDHnkkUfktNNO88rdfffd3t+v/j3rygsdO3b0jkO6U8Wn0aNHV/3vmevHHnr+VyMCiAs1Ak03EIBAJAT+HwAA//9hPJUTAABAAElEQVTs3Qm8VPP/x/FPe6LQvtdPhcoaQtIibSIhKqWNfilbuxZtWiytlJCiSFLakIqQLCmylqWiok2LkCVF9z+f7+9/5s6dO/feWc6ZOWfmdR4PmnuW7/me5/fOneV8399vrjTfIi5Ydu/eLeXKlTM10cdlypRxQa2oQjIKfPrpp1KrVi1zab/++qvkzp074ss84YQTJE+ePBEfxwEIuFGAv79ubBX769S9e3eZPn26dOrUSaZOnRrxCXLlyiUnnnhixMdxAALJKnD11VfLsmXLZPjw4TJixIhkvUyuCwHPCOjnx71798r8+fOlefPmEdc7X758UqBAgYiP4wAEEEAAAQRCCej7w5EjR4q+Z3zllVdC7cI6FwuMHTtWhgwZIo0aNZIlS5ZEVdOTTjopquM4CAEEkkdA//63bNnS3OvS719ZvCWwcuVKadasmRQtWlR27NgRVeW5jxQVGwchELNA+t/fErJ799qYy6MABJwWOOGEmnLkyN/y+uuvy6WXXhrx6fLnzy/Hjh0T6zNI586d5ZlnngmrnPHjx0v//v3Nvhs2bPD3odAVd911l7mfqN+Z6j3Ce++913xO0u9Rdfnrr7/kxhtvNPdJ9Oe33npLGjZsqA/NouVq+dqnYs6cOdK2bVtrk+96j4jWc+nSpeaxbnj//felTp06/n0mTJgg/fr1Mz+PGjVK7rvvPv82ffD8889Lhw4dzDr9/D1s2LAM2++++26ZMmWKFClSRLRPSPAydOhQGT16tOTNm1eeffZZadeuXYZdtM4dO3YU7U41bdo06dGjh3/7okWL5IYbbjA/r1ixQpo2berfpg++/fZbueiii+Tw4cPGSL+zZkEg1QTWrl0rdevWlePHj5vnmT7nevbsKcWLF4+Y4s0335Qrr7zSHHfPPffIuHHjxPpbpCs/+eQTc19o3759ctNNN8mLL76Y4RznnHOOfPnll+bzmf7dCVzsfj5z/zhQl8dOC7z99ttyxRVXSOHChX3ve6P73oHPrU63EuUjgEBWArkILmRFw/pkFSC4kKwty3VFK0BwIVo5bx1HcMFb7UVt3S/AF0/ubyNqmFoCBBdSq725WgQQQMDtAgQX3N5C2deP4EL2PmxFAIHwBNI7zpaJugNBeGdiLycECC44oUqZCMRHIP3vL8GF+IhzllgF3BpcsDr+6/VdeOGF8uGHH2Ya2PGnn34yg5P++++/0qpVK1m8eLHh0FBD+fLl5eeffzad+rVzf/Dyxx9/mICndu7XJTi4oMGHVatWmWDD+vXrTafM4DLOOuss2bRpkzRp0kT0tTtwseofKriwZ88eqVq1qvz5559y5513moBD4LHWYw1GaECiQoUKsnXrVtGQiC4adNfPjaVLlxYtK9Ty8ssvm2s6/fTT5dZbbw21C+sQSHqBMWPGZAgdaVDo4osvlnr16pn/NKykz9HsFg0PaRBIw1XnnnuuCSmEGpx2xowZ0q1bNzNwrYYUatSo4S82u+CC3c9n7h/72XkQBwGCC3FA5hQIIOCYAMEFx2gp2K0CBBfc2jLUK1ECBBcSJR/f8xJciK83Z0t+Ab54Sv425gq9JUBwwVvtRW0RQACBZBcguODtFia44O32o/YIuEUgveMswQW3tEkk9SC4EIkW+yLgLoH0v78EF9zVMtQmKwEvBBd0Jrprr7025CXoKOg6GrqOor5//36zz5o1a6R+/frm8cyZM6Vr164hj9VOxtrZWJfg4ELIA4JW6qwHOlq6Bgt++OGHDFuzCy488cQT/hkUvvnmGznjjDMyHGv9oMGJxo0bmx/1GnVUa10eeeQR6dWrl3m8ceNGqVmzpnnM/xBAILPAO++8Y2Zw0TBB8KIBBA0lXHPNNWYWlnLlygXvIvocrV69ulmvz13t8xBq0ZlcdNT5f/75R3R2h/vvv9+/W3bBBbufz9w/9rPzIA4CBBfigMwpEEDAMQGCC47RUrBbBQguuLVlqFeiBAguJEo+vucluBBfb86W/AJ88ZT8bcwVekuA4IK32ovaIoAAAskuQHDB2y1McMHb7UftEXCLQHrHWYILbmmTSOpBcCESLfZFwF0C1t/f/PnzSZ06tdxVOWqDQAiBNWvWy/HjafL666/LpZdeGmKP7FfpLADHjh2Tk046yezYuXNneeaZZ7I/6P+3jh8/XnRmA110NPNatdKfM1bHf92m95L1+9dQyx133CHTpk2TXLlymdkRtD7z5s2Tdu3amd01xHD55ZeHOlQmTpwoffv2NdtyCi7oqOt79+41szhox2T9Tz97v/rqq1KsWDE5cOBAhnNY9Q8148KAAQNk3LhxUrBgQfn9998zzSRhFaQzRmjZujz99NPSpUsX83jz5s1mNHedaULLV8Prr78+wwjvZkf+hwACfgGdOUVnIlm9erXoY/27Fbjo346ePXvKww8/LPny5fNveu2116RFixbm55z+TuiMDF988YV07NhRZs+e7S8ju+CC3c9n6/5x5cqVRf9jQcBJgV9++UU+++wzE9rR1+polhNOOCHL18FoyuMYBBBAIFwBggvhSqXIfsOGDZPbbrtNKlasmLRXTHAhaZuWC4tSgOBClHAeO4zggscajOq6XsD64mn48OHmy3HXV9jmCuroRTpS0siRI20umeIQiE6A4EJ0bhyFAAIIIOCMQDIGF44ePSolSpSQX3/91Rk0F5VKcMFFjUFVEPCwgNVxVj+rRNuBwMOXn9CqHz9+3Nzn0g6G0S4EF6KV4zgEEi9g/f1NfE2oAQKRCbg1uKCBBA0J6MjooRa9R2KNbL5jxw7TzyQwkPDVV1/5R0sPPn7u3LnSvn17szpUh+SffvpJJk2aJDrjg5atI6qHWiINLrRu3VoWLlxowhYnnnhiqCL96zTYoEvwvSCtk4YzAutUtmxZadKkiTRv3tyMIK+dQVkQQCCzwF9//WXCCzobw0svvSSBszHo80fDCtYydepUM2OD/lyoUKEs/xbpdi1XA0U644sGJKwlu+CC7mPn89m6f2ydm38RiIeAzjYS7fcOBBfi0UKcAwEEQgm4MrigqWorER6q0qxzRkC/zNVU/YUXXuif5s6ZMyW2VE3iP/nkk6YShw8fjqoyvHBHxcZBLhUIDC7w99eljWRDtXTEER0tRUdamTJlSsQl6heTOX15F3GhHICAhwWsL570y68GDRp4+Eqiq7pOi6wjOPTu3TvbLwmjK52jEIhcYMKECWZ0rPnz55sbQ5GWoCP4FChQINLD2B8BBBBAAIGQAlZw4fTTT/ePMhlyRw+tfOGFF0RHobvpppuy7HTiocvJtqrvvvuuvPXWW3LllVfK4sWLs903q418t52VDOsRSB0B/S7ummuuMfe6rJGEU+fqE3ul2kFywYIF0qtXLzn55JOjqsx3330nc+bMkaJFi5qOktEUwn2kaNQ4BoHYBazgwkknFfKN5H5b7AVSAgIOC4wZ85gvGPBvTDMuaLDAuod3yy23yLPPPhtWra3Qtu6sgz+ed955/uOsGQu0o/Aff/zhXx/8IHDWBh3p/Oyzz5bBgwfLAw88YHb98ccfpXz58sGHmZ+XLl0qrVq1Mo+DgwvaoblZs2b+YECNGjXMZ9FTTjnFzJSg3+euWrVKNm7cGPGMCw0bNvR3atZR3sNZdLaFJ554IsOuW7ZsMfdcFy1aJLt27cqw7dRTTzWzOtx6660Z1vMDAghkFnjvvfekTZs2/o7XGma44YYbzI46gJp+z6aLPu+1z0JOy2mnnSZff/21f7ecggu6o13P51S/f+xH50FcBLZv325mFyG4EBduToIAAjYLuDK4YPM1UhwCWQroKHFZjQ6Q5UG+DXzhnJ0O27wmEBhc8FrdqW/kAp06dRIdmSDSheBCpGLsn+wC1hdPyX6dXB8CXhMguOC1FqO+CCCAQHIKWMGF5Ly61LmqRo0amVH3orliggvRqHEMAsklYHWcTa6rSr2rIbiQem3OFXtfwPr7W6ZMCV8HyLXevyCuIOkFTjihpq9z/t8xBRe08732X9DR/4NHGs8OUDvVWzMU7dmzR0qXLu3f3Qou6Iq///5bsurgf99998mYMWPMcTqAZKlSpUQHmenXr59ZpyOpn3XWWeZx8P9mzJgh3bp1M6sDgwu//PKLaFBB61S8eHHTKfOqq64KPtwM1jZ79uyIgwsa7tCAos4quG/fvkzlRrPi888/lzfeeMPM5PDhhx/6i9AAx8CBA/0/8wABBEILrF27VurUqWM23n777fL444+bxzr7+223/S+IuGnTJvO3IXQJWa8NJ7gQeHQsz2fr/nHwLC2B5fMYAbsE3n77bTMwNcEFu0QpBwEE4ingmuDCwYMH/YnJaAHS0tJEZw1giU7gk08+kT///NMcfMYZZ5gPatGV5J2jli9fHlVlCS5ExcZBLhXg769LG8ahaun0ivplY6QLwYVIxdg/2QUGDRok+iVaLItOV+rFRb/I19F2ddHRlmrVquXFy6DOSSqgHUUvvvjiiK+OGRciJuMABBBAAIFsBGbNmiX6XyyLm94raueTrVu3+i/n0ksvlTx58vh/TtYHOivtqFGjoro8ggtRsXEQAkkloN8Z6HcHsSx6v0vve7GEL/DXX3+ZWWf1CB20Sl+zwhmVNaszFClSRF588cWsNme7nvtI2fKwEQHHBAguOEZLwQ4J2BVc0Bn/dMTwcuXKyc6dO8Oqbd26dUUDAzoTrb6GBr5mBgYXsps1oUePHmYmgrx585qAg77+zp07V9q3b2/qsHr1ahOmCFUhDTxo8EGXwODCsmXLRDv/6qKzHHTv3t08Dv6fzhChHYyLFSsmBw4cyLDZqr++lutgloHL0KFDZfTo0WaV9o/R12w7Fx09vnPnzqIzOKntzz//bO6l2HkOykLA7QL6Web777+XqlWrhlVV3V9nVDl8+LCZbcXqy6UzwOuMmLroOp2JJdIl0uBCYPmRPp8JLgTq8dhpAYILTgtTPgIIOCngmuCCHRepSe9jx47ZUVTKlaHTZNWuXdt/3ZpkXblypf9nHmQU4AvnjB78hAB/f5P/d4DgQvK3MVcYXwHtiKY3Ary4NG7cWAJHDPrss8+kSpUqXrwU6oyAX4Dggp+CBwgggAACLhH4/fffXVITkcqVK4sOemAtOoLnq6++av3IvyEECC6EQGEVAghELKAd6RisKzK2AQMG+Edn1SOfeuopadu2bWSF2LQ395FsgqQYBCIUILgQIRi7J1zAruCCjlD+5JNPmuvRkf+tjr5ZXeD69etNwE/fa9xwww3y0ksvZdjV6vivK/V5ZQUJMuzk+0E/H65Zs0bKly8vGnDQRcMKDRs2NI+nTJkid955p3kc/L8mTZqYWQp0fWBwQWcpGDx4sNldB1GqVq1a8KGiAfsyZcqY9ZEGF3SggS5duphj33nnHalXr16m8mNdoe9B/vvf/5piPv74Y7ngggtiLZLjEfCMwOTJk0UDQvrdlt5PDGewKZ1pRWc70+B2r169ZNKkSeZ6t2/fLv/5z3/M45EjR8qwYcMidogluKAni+T5THAh4ubhgBgECC7EgMehCCCQcAGCCwlvAndUQKfq0w+yp512mkm9aq30w2r16tXdUUGX1YIvnF3WIFQn4QIEFxLeBI5XgOCC48ScIMUEvBpc0GlYL7nkEtNa1vtGHVHp4YcfTrEW5HKTTYDgQrK1KNeDAAIIeF/ALcEF7XhSo0YNA1qpUiXZsWOHGcE6eMRK74vbewUEF+z1pDQEUlWA4EJkLa9eOpu4dnqyXrP0OwztvJmIhftIiVDnnAj8r4N1y5YtfR2aS8ju3bHNmIsnAvEQsCu4oAMMnX/++abKZ555puksfPLJJ4e8hEOHDskVV1wheowuOqK5/hy4BAYXrr32WlmyZEngZvN4165dUqFCBdPRWMMJGlLQRV+TdeYHfU2+7LLLREcsD160M7IOiGSFNAODC1OnTpW77rrLHBJqhPV//vlH2rRpI4sWLTL7FCxYUP744w/zWdU6zz333COPPvqo6Pe+OoK7znxgLfqz3t/QWRq0k7EGM0ItWv5DDz1kRnjX/jSFCxc2ZXXq1MnM8HT//feLPg616CCh1sjweq363oQFgVQR2Lhxo5x99tnmcnUGNH0eZ/X3yDIJnAlFZzy76aabrE3StGlTef3116VEiRLmeyl9nx286OwON954o+ggvfr3Q2ehsZZzzz1XvvjiCxNS0rCStejfArufzwQXLF3+jYcAwYV4KHMOBBBwSoDgglOyHipXPzhqQlX/nTNnjkybNk0++OADue222/wpVg9dTlyqyhfOcWHmJB4SILjgocaKsqoEF6KE4zAEshDwanBBRzmZOXOmXH755ea9on6hV6hQIdm2bRtTHWfR1qz2hgDBBW+0E7VEAAEEUknALcGFRo0amcFNihQpInozzBolcty4caIjerKEFiC4ENqFtQggEJmA3rOxOvNFdmRq7j179mwzonPwa1aiBuniPlJq/h5y1YkXYMaFxLcBNYhMwK7ggp51yJAhMnbsWFOB0qVLmwGHNJCgIQIdxfyHH36QVatWmdkM9u3bZ/YLHNncrPj//1nBBQ0F5MmTR+677z4ZOHCgfxf9zNqqVSsTetB7iF999ZVoYMJa+vTp4+9rMmLECBk+fLi1ydxPaN68uWiAwqrHu+++K3Xr1jX76AwOOpODLnoO7cNy4oknmp9/+ukn0botW7bMdFLW2RN00fMHDso5ZswYU2fdpvteddVV+tC/TJw4Ufr27Wt+VgP9jJs3b17zswYjtHOznluvUztea/8Za9EZGrS+WqcVK1aYjtK5c+e2NptAhIY99BgNdqg7CwKpJtChQwd5/vnnzWXrgBg6M5rO7hL8fclHH30kjz32mOh7eV0aNGggGvzJnz+/+Vn/t2HDBrnooovM3zGdzWX+/PlSvHhx//Zvv/3W/D348ssvRT8LbN261YQcrB10Jnn926fvz/X5GHis3c9ngguWOv/GQ4DgQjyUOQcCCDglQHDBKVkPlaudz/TDmE6hp1PqaXpV30TSCS3rRuQL56xt2JKaAgQXkr/dCS4kfxtzhfEV8GJwITDsOnfuXLn++uvNDY+DBw/KI488Il27do0vImdDwEYBggs2YlIUAggggIAtAm4JLugNX+3goh06xo8fbzqPaCcSHSlv586dtlxrMhYSfCM+Ga+Ra0IAAecFCC5EZly7dm35+uuvM71mde7c2T8CdGQlxrY395Fi8+NoBKIVILgQrRzHJUrAzuCCBh51ZoDJkyebz3HWNennk+B7EnrfT2clCOywb+2v/1rBhaJFi5oOxdqJX2cNqFWrlhw7dkzWrl3rDx1oSGHChAmBh4vO3qcdjL/77juzXoMUOuq5fo7U12t9ndR+Km3btjXbV69e7Q8r6Iorr7zShCL0sQYE9OctW7aYgIIGKZ5++mkTCrBmitC+LnrPYuTIkb4ZV8rIW2+9JRrEtxYNNfz222/+z7F6b1vfI8ybN8/sUrJkSXNt6qIzROhI7LpUrFjRdKIODGXoTBXaEVpnbNBF66ezXeg1arBi3bp1cvToUdHQh9ZDgw8sCKSagP7N6d69u3meW9euzy8NDejzTb/30v5p+ly0lgsvvNAEDELNzqDfSQ0ePNj8/dHn3HnnnWeecxoQ2rNnjylCn3MadNKAROAybNgwGTVqlFml94L0+VytWjVZuHChmXnGzuczwYVAeR47LUBwwWlhykcAAScFCC44qeuRsq0vc++991558MEHRRPk+qFKO6FNmjTJjKbrkUuJWzX5wjlu1JzIIwIEFzzSUDFUk+BCDHgcikAIgeCbBCF2cd2q6dOnm5v/VthVRx/SEVL0xoZ+6a8jGLIg4FUBggtebTnqjQACCCSvgBuCCzoipo5CqZ8Ht2/fbjps6IAnVseSjz/+WM4444zkbYQYrozgQgx4HIoAAn4Bggt+ihwf6HcS2jkx1GuWDtKlHR01jBfPhftI8dTmXAikCxBcSLfgkTcE7AwuWFf8/vvvy9SpU0WfD3/88Ye12vyrn1V0NoAePXrIZZddlmFb4A9WcOGUU04xMyO88MIL5vOhdtrX/iS6aJ8SneXhzjvvDDzU/1j7m+iszW+++aYcOXLErNfX40suucTMBqGPTzvtNLP+tddeE52FwVo0FNC7d2/TCdlad+qpp5oQgAYumjRpYlbff//9JsSwY8cOM2OCzrygHZJ10cE7H330UX+IQztD//LLL2ab9T+9Li1D3yvofRtr0XPdfPPNZtYGvc7gZfPmzaZvzYIFC0wH7MDt+l1zmzZtpH///nLOOecEbuIxAiknoEGgZ555RvS5YgWCAhE0bKCzLOjzVZ/X+n4+q+WTTz4xoSr996+//vLvps+5a665RgYNGiQafghefv31VzODigakrEX/Di5ZssT8aOfzmeCCJcy/8RAguBAPZc6BAAJOCRBccErWI+VqEt5682fdgNSq6xs6DTHQCS10Q/KFc2gX1qauAMGF5G97ggvJ38ZcYXwFvBhc0NFLdHQkHdFEp1nWRadUrVy5svni/4033jA3HOIrydkQsEeA4II9jpSCAAIIIGCfgBuCC9o5Qzu5NG3aVFasWGEuLnDAk7PPPlt0ZDuWzAIEFzKbsAYBBCIXILgQvtl///tf0Y6HWb1m6aALt99+e/gF2rAn95FsQKQIBKIQILgQBRqHJFTAieCCdUF6/1ZnONBRzXPnzm1mIihbtqzkz5/f2iXLf63gQnBnf31/8sUXX5jZDsqVK5fl8YEb9HOkBgp0pgTtf6J1CXfRjs4aKihQoIDUqFEjZKdmnSVQZzrQUdyDyz506JC5j6HXXaJEiSxPq1bffvutmZVB961QoYLod8Y5LTqzwu7du42xXmf58uXNTNXhHJtT2WxHINkEfv75ZzM7wv79+0XDQfp80cHSIl10dplt27aZv2+lSpUyz1edhSGnRf8e6t8Eva9ZuHDhTLvb8XwmuJCJlRUOChBccBCXohFAwHEBgguOE7v7BF27djXJ1hYtWsirr77qr2xgJ7SVK1dKnTp1/Nt4IGbqQv1gzYIAAv8TILiQ/L8JBBeSv425wvgKeC24oCOi6GhH+qW/fhmo0yNby1VXXSXLly83IwjNmDHDWs2/CHhKgOCCp5qLyiKAAAIpIZDo4ILOptCwYUNjvXTpUmnZsqXffejQoTJ69Gjzc6jR8vw7pvADggsp3PhcOgI2ChBcCA9TR3PWGYD0O+qsXrOqVKkiOkJ0PBeCC/HU5lwIpAsQXEi34JE3BJwMLsQikFVwIZYyORYBBBBIdgGCC8newu66PoIL7moPaoMAApEJEFyIzCup9tYvc6tWrWqm8lu2bJlop7PARafS0jBD69atzdRdgdtS/TFfOKf6bwDXHyxAcCFYJPl+JriQfG3KFSVWwGvBBZ3OedGiRabDmnYCCFz0/aK+b8ybN69s3bo1qtFRAsvjMQKJECC4kAh1zokAAgggkJ1AooMLtWrVMqNaamBVg6uBo1bqaJ06sqaOcHfbbbfJpEmTsruUlNxGcCElm52LRsB2AYIL4ZHq69CwYcPMIAvZvWbpfbB69eqFV6gNe3EfyQZEikAgCgGCC1GgcUhCBQguJJSfkyOAAAK2ChBcsJWTwnIQILiQAxCbEUDA1QIEF1zdPM5Wbvz48TJy5EjzZe727dszTaunI+dqmIFOaJnbgS+cM5uwJrUFCC4kf/sTXEj+NuYK4yvgpeCCTrF85plnmrDrihUrpGnTphmwdBpmnVZVZ+zS95Z9+vTJsJ0fEPCCAMEFL7QSdUQAAQRSSyCRwQV9r3rKKacY8DFjxsjgwYMz4V933XWyZMkSKViwoOzfvz/T9lRfQXAh1X8DuH4E7BEguJCzo34nUbNmTfnxxx8lp9esVq1ayXPPPZdzoTbtwX0kmyApBoEIBQguRAjG7gkXILiQ8CagAggggIBtAgQXbKOkoDAECC6EgcQuCCDgWgGCC65tGmcrpiOinXXWWebL3IceekgGDBiQ6YSBndCGDx8u/fr1y7RPqq7gC+dUbXmuOysBggtZySTPeoILydOWXIk7BLwUXND3iqNHj84y7KqiDz74oAwaNEgqVKggmzZtyhSIdYc6tUAgawGCC1nbsAUBBBBAIDECiQwu3HrrrTJ//nwzmInOrlCsWLFMCG+88YY0adLErNcZuOrXr59pn1ReQXAhlVufa0fAPgGCCzlbrly50swargNw5fSapbMHbd68WUqVKpVzwTbswX0kGxApAoEoBAguRIHGIQkVILiQUH5OjgACCNgqQHDBVk4Ky0GA4EIOQGxGAAFXCxBccHXzOFc5nRK3bdu2UqBAAdm1a1fIG5B69nHjxplQg3ZC27hxY4Zp4Z2rnftL5gtn97cRNYyvAMGF+Hon4mwEFxKhzjmTWcArwQUNu55++umisy7obF19+/YN2SwHDx6U0qVLm1kZFixYIM2aNQu5HysRcKsAwQW3tgz1QgABBFJXIJHBBQ0qHD16VNq1aydz584N2Qg64Im+T9y6datUqlTJfG8YcscUXUlwIUUbnstGwGYBggs5g954442is0OG+5o1ZMgQGThwYM4F27AH95FsQKQIBKIQILgQBRqHJFTArcGFe++9V6ZPny5FihSRHTt2JNSIkyOAAAJeESC44JWWSo56ElxIjnbkKhBIVQGCCyna8jqd+6pVq+SWW26RZ599NksF7YRWrlw50U7J8+bNkxYtWmS5bypt4AvnVGptrjUcAYIL4Sh5ex+CC95uP2rvPgGvBBf0Rt/NN99swq779u0zNymy0mzfvr3p2Na0aVN56aWXstqN9Qi4UoDggiubhUohgAACKS2QqODCyy+/LPq+Tpd3331X6tatm2U7TJw40R9s1e8Q8+fPn+W+qbaB4EKqtTjXi4AzAgQXsnf98ccfpWbNmqJhunBfs3S2BZ11QWdfcHrhPpLTwpSPQGgBgguhXVjrXgG3BhfcK0bNEEAAAfcKEFxwb9skY80ILiRjq3JNCKSOAMGF1Glr/5UGfpm7du1aueSSS/zbQj3o2LGjPPfcc3LllVfK4sWLQ+2Scuv4wjnlmpwLzkGA4EIOQEmwmeBCEjQil+AqAa8EF1q2bCn6pUfnzp3lmWeeydbw/fffNx3b9O/Fpk2bRGfsYkHAKwIEF7zSUtQTAQQQSB2BRAUXqlWrJnv37jUdQXX21eyW3377TUqWLGkGPNEbsy+88EJ2u6fUNoILKdXcXCwCjgkQXMiedtiwYTJp0qSIX7Oef/550e87nF64j+S0MOUjEFqA4EJoF9a6V4DggnvbhpohgAACkQoQXIhUjP1jESC4EIsexyKAQKIFCC4kugUScH6dCvfRRx8N68tcrd6HH34ol156qdAJLb2x+MI53YJHCKgAwYXk/z0guJD8bcwVxlfAC8GF7777Ts477zwDs379ernoootyRDrrrLNMaKFXr14yatSoHPdnBwTcIkBwwS0tQT0QQAABBCyBRAQX9JxlypQxVXj88cfl9ttvt6qT5b9du3Y1Ade8efPKoUOHstwv1TYQXEi1Fud6EXBGgOBC1q7//POPVKlSRX7++WeJ9DWrQYMGoh2bnV64j+S0MOUjEFqA4EJoF9a6V4DgQmRtM23aNFm6dKmceOKJsmjRIv/Bv/zyi7Rp08b83LNnT7n22mv929zw4OOPPxbtp6OLBi9r1KjhhmpRhxQU4DnkbKMTXIjO98knn5Tu3btHd3AKH0VwIYUbn0tHIAkEkiq4kATt4fglaOdiHQlNR0R76qmn5LbbbgvrnFYntL59+8r48ePDOoadEEAAAQQQQAABBLwr0Lt3b5k8ebLUqlVLNmzYENaF6BdL2sGtWLFiZqRe7cDGggACCCCAAAIIIOANgUaNGslbb70lhQoVkv3795t/c6r5J598IhdccIHZbfbs2aIzt7IggAACCCDgtMCcOXPklltuifo1a8uWLVK1alWnq0n5CCCQAAGCCwlA55QxCTgZXNDO8g888ICpX/78+UU/s+m/Xl7uvvtumTJlipx88smiYQVr2bdvn5QqVcr8qIN43nXXXdYmV/y7YsUKad68uamLzl5dp04dV9SLSmQvwHMoe594bvXKc4jgQuS/FWvXrpW6deuawVK5rxyZH8GFyLzYGwEE3CVAcMFd7eF4bWbNmiVdunSRIkWKiH54K1CgQFjnnDFjhnTr1i3i48IqnJ0QQAABBBBAAAEEXCUQGHZ9+umnzfvHcCqoo0GWKFFC9N/nnntOOnToEM5h7IMAAggggAACCCDgAoE8efLI8ePH5Y477pCpU6eGXaPatWvLRx99ZN4H6veNLAgggAACCDgtoJ39tINLtK9ZOlOkjnbMggACySdgBReS78q4omQXeP311+XSSy+N+DI1iJBVGKF9+/Yyd+5cf5nz5s3zz0rgX+mxB1kFF3799VfRGQF10cE7rZCAdXl6n+PAgQMyYMAAa1Vc//VKp+u4onjgZDyH0huJ51C6RXaPrOBCdvuwDQG7BQoXLiy7d++OqlhmCoyKjYMQQMAGAYILNiB6qYiLL75Y1q9fL/fcc48ZQTfcugd2XtPwQ6dOncI9lP0QQAABBBBAAAEEPCagX0DeeuutUYVWdSQj7eimN1k++OADj1051UUAAQQQQAABBFJTQEes1A4gukQ6CrU1UIoeq8EFDbKyIIAAAggg4JTApk2bRGcJ1yXa16xIB/dy6looFwEE7BcguGC/KSXGR8Du4ILOolehQgUzgnW1atXMa2bDhg3NLHvxuSJnzpJVcCG7s2lA/9RTTzW7aMAhEQvBhUSox3ZOnkPpfjyH0i1yekRwISchtjshQHDBCVXKRAABpwUILjgt7KLyA6duj/TLXL0MHYHmkUceER1Fbd26dS66MqqCAAIIIIAAAgggYKfABRdcIPresU+fPjJhwoSIit66davojRBdNm7cKDVr1ozoeHZGAAEEEEAAAQQQiL+AduL45ZdfpH79+rJ69eqIKhA44ImOgP3+++9HdDw7I4AAAgggEIlA9+7dZfr06TG/ZulM4zpoAwsCCCSXwMGDB+XLL7+M6aKOHDkiaWlpMZXBwQhEKnDOOefIySefHOlhZraFUDMuPPzww3LvvfdKqVKl5Mknn5RWrVpJrly55Ntvv/V/fx/xyVxwQDTBBSv0qMFFggsuaESPVIHnUHpD8RxKt8jpkb4H0fci0S4aEtHv2VJl0YHwXnvtNf/ljh07Vs477zz/zzwITyBv3rxRzdqkpTPjQnjG7IUAAvYLEFyw39S1JeoXsDp6bqNGjWTVqlUR1zOwE9qGDRukVq1aEZfBAQgggAACCCCAAALuFtDZuXSWLr2JsXnzZqlatWrEFdaRm7TDW7du3UxngogL4AAEEEAAAQQQQACBuAl8/fXXUqNGDXO+F198UW666aaIz92vXz8TeNX3kHqTlQUBBBBAAAEnBH777TcpU6aM/PnnnxLra5YOtKADLrAggAACwQL6N4b3tMEq/OxWAQ0tBAcXNHijgwt99913ojMk6+BE+vqpnWn1s9u4ceOyvBz93d+9e7fZrrPpFShQwDw+dOiQCakXK1ZMLrzwQsmXL1+mMnbs2CF6f0HDEjo7UtGiRTPt88cff4iWpUv58uX923Xdhx9+aM6nnVZDHas7ZxVcCKz3KaecIieddJL89ddf5prnz58vffv2FR2R+quvvjLn1OuyZgvcs2eP/Pvvv1KoUKEsz2uVpQeXLl1atJNoqEVH6f/444/N/RW9z2LN9BDujAvadtu2bTPvUXLnzm0cK1WqZMoLdb7AdVpHPXbnzp3mvZK2+Wmnnea/zsB9eZy9AM8hnkP6XiARzyH9W6TP5VRZypYtK4cPH/Zfrob4GBDFzxGXBwQX4sLMSRBAIIQAwYUQKMm4Sr/MLVmypElmLly4UK6//vqoLvPKK6+UN998U7p27SozZ86MqgwOQgABBBBAAAEEEHCvQOfOnWX27NnSpEkTWblyZVQVXbBggenwpl/065f+OpIRCwIIIIAAAggggIA7BbRTyOeff246X/z4449ZdsDIrvY//PCDVK5c2YxMO2TIEBk9enR2u7MNAQQQQACBqASmTJliOixqh0E7XrO0g6R2KmRBAAEEAgUILgRq8NjtAqGCC/q9frNmzUzVP/jgAzMK8x133CHTpk2T4sWLm47tViAh+Pp0Jj6rs/2SJUtMyL19+/amM741E8mJJ55oZnDQ/iJajv6rnwG3b9/uL07vDWhAomfPnv51+kDvPeg9CF0OHDggGqTXAZB0JgirfN2mgyPNmzfP9HHRn60lq+DCvn37TGBC93v00UdNYGPx4sVZ9osJHOxTAxS7du2SW265RZ599lnrVBn+1fBDmzZtzDodUV2DGYHL3r175YYbbhD1thYN9p955pnmOjQM0rx5c7NJO+XqbIWBiwYvdIT/MWPGyO+//x64yQQuRowYIb179w4ZYNDQhx731FNPifYLClzy5Mlj7vU88MADcu655wZu4nE2AjyHeA5Zvx7xfg6lUnBh2bJl0rZtW0Pdv39/f6hOA1j6WsUSHwGCC/Fx5iwIIJBZgOBCZpOkXDNp0iTp06ePuQGpH7o0nR3NsmjRIvOBSz+A6oc/OqFFo8gxCCCAAAIIIICAOwUCw656U+Laa6+NqqL//POPVKhQQfTLeusmQVQFcRACCCCAAAIIIICA4wLamUKXoUOHyv333x/1+bRjjN7c11EsgztLRF0oByKAAAIIIBAgoKNH6+zgdr1mderUSWbNmhVwBh4igAACYkYqZ8YFfhO8IhAquHDdddeJfr+vneY1GKDLhg0bzEwJ+nju3LnSrl07fZhpOXLkiGgnRl006KAd4jVQUL9+fRNyf/vtt03wQbcPHDjQBBs6duxoOsVfdNFF8vPPP4vOLqABIF10BgZdby2BAQDdT0MRv/76qwkSVqlSxQQkrFkR9B6DHq+BRWuJJLigIYJRo0aZWRY0bK+zJOhAnbpogF878+sSa3BBZzi47LLLRM+h/XAaN24stWrVMoM6vfvuu6KzTGjw4PbbbzfnCw4u6Ofnq6++WnRfXerVq2fMtAOzzt7w3nvvmfX6mXvp0qUZZtg4duyYCSboDNj62V7roe2u69etW+cPhOgsFLoP4QVDmeP/eA79L7jAcyj+z6FUCi7o7D0aWtPXF/0+UQdj1r+H+vo0ffr0HJ+n7GCPAMEFexwpBQEEIhcguBC5meeO0A+Sp59+uvkyd+TIkTJs2LCor0G/pClXrpzphKZhiF69ekVdFgcigAACCCCAAAIIuEtg/PjxoqNa6I2AWMKuelXDhw83Hd+qVq0qW7ZscdeFUhsEEEAAAQQQQAABI6CjXz7++OOmc4W+/wvsEBIp0csvv+wPvmpHk+rVq0daBPsjgAACCCCQpYB2lLziiitsfc1ikK4sudmAQEoLMONCSje/5y4+OLign+sqVaok2vlVR/DX7/ut5fzzz5fPPvvMdBLVTuyhFu3wrmXqop8PtaO7zrCsAXVdtFNp7dq1TWfTokWLmlDDgAEDTIjB7OD7n87opx33tW9J8CwGCxculNatW5tdtTP9JZdcIhpmsMrXDRqo1/sLumjfFu3jYi2RBBeCj9FBOTUkEbzEGlxQY723oiOzz5kzxz+CuJ5HgyA6w4QGDvSxLsHBBQ1k6owVGqzQGR+CQyVapoZDtN+Phkl69OhhytH/WQOP6mMNgjRt2lQf+hftFKzBkcOHD8uNN95orP0beRBSgOdQ+qwlFpD1vOM55PxzKFWCC/o805CVLjq7js5o069fP5kwYYKZyUdn5GGJjwDBhfg4cxYEEMgsQHAhs0nSrXnjjTdMylo/6OjUubHcgFQc64MindCS7leFC0IAAQQQQACBFBbQL70rV65sRgXSL8mHDBkSk4bOtqCBV7058dZbb5mpnWMqkIMRQAABBBBAAAEEbBfQm1PaeUJHE9QOD7Es+r7vP//5j3k/qaEFa5TMWMrkWAQQQAABBCwB7Wz30ksv2f6aNW7cONNJxjoP/yKAAAIEF/gd8JJAcHBBR/bXjv758uUzMyPoCNbWMnXqVLnrrrvMj998842cccYZ1ib/vzqbsh6ri5a9bds2KVu2rH+7Phg7dqz//oGGGHRk/+ClYcOGouGI4O2BHe21E/TGjRvN7M3Bx5911lmyadMmMwK39nGxwhRWB+qTTz5ZfvnlF/9h+/btk1KlSpmfg2eBto5xotP1X3/9ZWZs0JkmNDSg4YHgRWdcKFOmjAkP6LbA4MKePXtE+93o350777xTpkyZEny4+blDhw7y/PPPGyudfcry0Ps42h7aB0jLCrXoIAN6Th3s9NZbbw21C+sCBHgOxTe4wHMo4JfP9zBVggv6N00DXcWKFTMDJ2t/Rp21Ru9T6/1q/VuooS8W5wUILjhvzBkQQCC0AMGF0C5JtdaaxsyuBHVgJzQNRVjT6SUVGheDAAIIIIAAAgikmIB+od68eXMzqo++39Mvi2Jdrr/+elm8eLEZQUlHZWJBAAEEEEAAAQQQcI+AhksbNWpkKmTXd3xjxoyR++67z5SpHV50xEkWBBBAAAEEYhVw4r6U9ZpVsWJF2b59u+TKlSvWanI8AggkiQDBhSRpyBS5jMDggn4G006fOpJ1qHD6oUOHTAhBw+t9+vQxI1sHMwUGF66++mp55ZVXgneRF154QW6++WazXjuXaof74KVr167yzDPPmMGNdu7c6d8cGFzo1auXTJo0yb8t8IEOrqQzEeii4YaaNWuax1YIwS3BhTVr1pgZLLRyM2fOFL3uUEu3bt1kxowZZlNgcOGJJ57wz6CQVZhED1q1apU0btzYHP/mm2+aWaj0h0ceeUTUUZdAJ7OC/0UswHMo/uEfnkMZf01TJbigM/boDD/6HeKoUaP8CM2aNZOVK1ea17Ivv/zSv54HzgkQXHDOlpIRQCB7AYIL2ft4fmvgl7k6jW6DBg1suSY7R7axpUIUggACCCCAAAIIIBCTQMuWLc1NiLZt25obDzEV9v8HW1+m586d29wsiXXmLzvqRBkIIIAAAggggAAC/xPQ2RG0o6ads6oePHjQjPSoN/s7duwos2fPhhsBBBBAAIGYBXTkaB391qnXrOXLl4t2kmFBAAEEVIDgAr8HXhIIDC7oIEI6mJAuy5Ytk6uuuirTpbRv317mzp1rBi7SgEOBAgUy7BMYXNDZGXT2guBFO5Var5sabNCAQ/DSt29fmThxogQHDAKDC1qPdu3aBR9qftaBkG666SbzODBo77bgwrx58/zXoB2wL7/88pDXoxZqoktgcGHAgAGisz8VLFhQfv/99yzD/zqjgzXY1NNPPy1dunQxZW3evFlq1KhhRmnXGSX69+9vfgd0HUvkAjyH4h9c4DmU8fc0FYILOvvPoEGDJNS9Y50h5tprrzUon376qfn8l1GIn+wWILhgtyjlIYBAuAIEF8KV8uh+mkLXNLqdX+YqhYYgrrjiipBvJDxKRbURQAABBBBAAIGUFdDpN7Xj2vHjxyW7L9ejAapWrZro1MXawWD48OHRFMExCCCAAAIIIIAAAjYLHD161N9BRUe4tEZotOM02vFEbzxrBxgdyZMFAQQQQACBWAT0u4py5cqJDtTl1GvWNddcI9pJhgUBBBBQAYIL/B54SSAwuNC0aVN5/fXXpXz58iakHmoGPKufh17jnDlzRIMMgUtgcEFHwbZm1AvcR8+h59Jl3bp1Urt27cDN5rF2oB8/fny2wQWdBbBhw4aZjtUVgfXUQLwG43VxW3AhMJDw1VdfSfXq1U09g/+nIQ3LOjC40Lp1a1m4cKGZ+enEE08MPizDzxps0EXvs+j9FmtZsmSJCU8Efv4uW7asNGnSxMyyre9ztGMqS84CPIfiH1zgOZTx9zIVggtnnHGG7N69W1q1aiUaFgpc9LOf3q/W+9b6N0z/PrI4K0BwwVlfSkcAgawFCC5kbeP5LfqhUke11ZHOspqiL5aLtDqhDRs2THS0GxYEEEAAAQQQQAABbwoMHjxYHnjgATPdsk4nbOcyefJk6d27t3lfqiM46QgaLAgggAACCCCAAAKJFdDRy7SDpoYL9u3bJzoyo13Lu+++K/Xq1TPF6Wia1113nV1FUw4CCCCAQAoKaGcV7dTn5GuWflexbds2qVixYgoKc8kIIBAsQHAhWISf3SxgBRe+++470f4baWlpUrhwYalQoULIauv2r7/+2mzT2QF0IKPAJTC4oANkDhkyJHCzeWxXcGH9+vVy0UUXZSpfV2zYsEEuvPBCs01nfdDZH3RxW3DBureidfvxxx9NaEQfBy9Lly41nXR1fWBwQYMbq1evNrtrW4az6GwLTzzxRIZdt2zZYvoE6WdwvQ8TuJx66qlmVodbb701cDWPgwR4Du2TUqXiH1zgOZTxFzHZgwt6D/rSSy81F62vJY0bN84I4Ptp7Nix5rVHw3c62wz3lTMR2bqC4IKtnBSGAAIRCBBciADLa7u++OKL0rZtWylUqJDs37/f/GvnNWgYQj8YajhCP4TlzZvXzuIpCwEEEEAAAQQQQCAOAoFh12nTpkmPHj1sPetvv/0mJUuWlL///tuMjGFNVW3rSSgMAQQQQAABBBBAICKBfPnyib4P1I4LM2bMiOjYcHY+66yzZNOmTWaE7J07d4ZzCPsggAACCCAQUqBRo0aiIzI7/ZqlnabGjBkTsg6sRACB1BIguJBa7e31q7WCCwMGDDCd0yO9nuBZAuIZXMiq06pew6pVq/wdWnVGvzZt2phLS1Rw4YUXXpCbb77Z1OHLL78U/cyry4QJE6Rfv36Z1psVAf/Tz93dunUzawKDC7fccouZ+aJEiRJmUIGAQ6J++Pnnn8sbb7xh7sd8+OGH/nJ08KqBAwf6f+ZBRgGeQ84GF3gOZfx9y+qnZA8uXHXVVaIDnlStWlU2b95sZpsJttDBmbUfor4eaXiOv1vBQvb+THDBXk9KQwCB8AUILoRv5bk969evbxLy3bt3z5S4tuNitBNamTJlzHSZ8+fPlxtvvNGOYikDAQQQQAABBBBAII4C1hTFToVd9VJuu+02mTlzpmhnA73hwIIAAggggAACCCCQOIFnn31WOnXqZCqgI53VrFnT9so8/vjj0rNnT1Pu4cOH5aSTTrL9HBSIAAIIIJD8Alu3bjWjR+uVOv2aVaxYMdm7dy+DdCX/rxVXiECOAgQXciRiBxcJaHBBZ1EoX768HDhwQOrWrSs6U0J2i35G01n4jh8/Lr169ZJJkyb5d49ncOG5556TDh06+M8d+MAapFPXvfPOO/5Z/ZwMLuigoNq5OtQyfvx46d+/v9kUGFyw7q/oBp05QfvohFo0HHnfffeZTYHBhaFDh/rbS//2aAdSO5f33ntPOnfuLDqbgM5epaOX670glowCOvAWz6HYgws8hzL+XkXzUzIHF/T1RT9z6WvPxIkTpXfv3lkSaVBM/x5rqOv777/Pcj82xC5AcCF2Q0pAAIHoBAguROfm+qPi8WWuImgoYvr06dKgQQN5++23Xe9CBRFAAAEEEEAAAQQyCuiNDP2iXDuWPfbYYxk32vSTjrZrjUCkUxbrSBosCCCAAAIIIIAAAokR0Jt+2qHl4osvlsDRF+2sjXa40PPov02aNJGVK1faWTxlIYAAAgikiMA999wjjz76aNxes7TzYbt27VJEl8tEAIGsBAguZCXDejcKaHBhwYIF/gBA4OwE2dW3RYsW8tprr0nRokVl165dUrBgQbN7PIMLffv2FQ0EhFqGDx8u999/v9mkfV+qVKliHjsRXLBmDNR7JToSeKhFZ356+umnzabA4IKGFRo2bGjWT5kyRe68885Qh5vPxToLgi6BwYVZs2ZJly5dzPrAgIZZYdP/nnrqKfnvf/9rSvv444/lggsusKnk5Cnm+eef5zm0L/rgAs8h+54LyRxc0NkT9LOdhqj2+X7fihQpkiWc/i2uV6+e2a4D4ul3mCzOCBBccMaVUhFAIGcBggs5G3lyD/1ApB3PLrvsMtEUtVMLndCckqVcBBBAAAEEEEDAeYHA93JOjVxoXcUll1wi69atE+10MHnyZGs1/yKAAAIIIIAAAgjEUWD//v1SsmRJc8bZs2dLx44dHTv7HXfcIdOmTZM8efKY6d0dOxEFI4AAAggkpYCOfKuvWTr7d7xes7LrsJiUyFwUAgiEFCC4EJKFlS4V0OCCznSsfUKKFy9uQgi6Lqdl8eLFcv3115vddFa+W265xTyOZ3BBw+47d+6UUPU944wzZPPmzWZAJA0KWEs0wQUrCJkvXz7R2Sa002zgctVVV8ny5culTJkyxi9XrlyBm806HYzpyJEjZn1gcEH/XpQrV05++eWXLPvmbN++3QQvdJRxXQKDC1qf0047zQwucPXVV8srr7xi9gn+36JFi+Shhx6SZs2aSb9+/aRw4cLmWnQ2xQ0bNpiQhzWzYvCxOpCAHqeL1qVSpUrBu6T8z5dffjnPoWyCCzyH4vccSubgQoUKFczfyq5du8rMmTNz/LtjBWIuuugieeutt3Lcnx2iEyC4EJ0bRyGAgA0CvmnjWJJM4I8//kjzTe+W5vv1SPMlgx2/ujp16phz3XXXXY6fixMggAACCCCAAAII2Cdw++23m/dxvlEr7Cs0i5J8nQzMuXwjaKT5vuDPYi9WI4AAAggggAACCDgpcOmll5r3ZL6p2R1/T+YLxppz6XeUvhHVnLwsykYAAQQQSEIB3+jACXnN0tcvFgQQSG0BX3DKvFfW7zD5DwO3/w58+umn/s9dffr0CfvJe/To0bRSpUqZY32DYfqPO3bsmL+80aNH+9cHPvB1hPfv4xusKHCT/7Gvc73Z5+STT/av0wcLFy70H6ufS33hiTTt3xK4DBw40L/PE088EbgpTfuk6GfM4HJ/+ukn/zHBnz/1OvQY/W/ZsmUZytMfBg8e7N/um+Uhw/bvv/8+zTdDQdrpp5/u3+fzzz/PsE/v3r3920aMGJFhmx7vC2Gk+cKY/n18I4ln2GfChAn+bb169UrTNrAWfewbbTztpJNOMvvoZ/rAxdfh3qw/8cQT07RcX6fnwM1pvsEL0qz+PL5Owxm28cP/BHxBFL8/z6H/PU94DqU/O+L9HNLnsNtfd6Kpny8c5n+e+cJW6cDZPPINhmKO8YXJ0nzhsKR0icbS7mOCXzeyaRI2IYAAArYKiK2lUZgrBB5//HHz4q0f9AI/1DhVuTlz5pjzaSe04A+VTp2TchFAAAEEEEAAAQRiEwgMu/qmj46tsDCO1i9S9P2p3hyYMWNGGEewCwIIIIAAAggggIDdAnqzT9+P9e/f3+6iQ5anAVk936mnnhpyOysRQAABBBDISqBmzZoJec3q0aNHVlViPQIIIIAAAq4T8M10Z14v9XPXV199FVH9BgwY4D/WCu7FM7iwdOnStNKlS6f5ZopI880IkHbzzTenVatWzV8n7ZQf3P8kmuDCm2++6S9TnapXr57mmyXBb6Udk30zGPj30To1bdo07fzzz0/zzQaRVrFixbQ33njDv13DIoHLDz/8kFalShX/dut4fS+TO3fuNA0V6D0YPbf+t3r16sDDTWfctm3b+rdryEE9mjdvnqFeWo+vv/46w7FaF/WzytZz+WaQSmvdunWa+mn9dVvBggXTPvjggwzH8sP/BHgO/c8hu/APzyGeQ7H+vTj33HPN36LatWuHXVTgfeyePXuGfRw7IoAAAgh4Q4DggjfaKaJaWl/mDho0KKLjot1ZP7xandCefPLJaIvhOAQQQAABBBBAAIE4CkydOtV8SRSvsKtemnaQ0y/J9f0qCwIIIIAAAggggEB8BfS7Qn0vpuGFHTt2xOXkgZ0z4nXOuFwYJ0EAUbDAawAAQABJREFUAQQQcFRg7dq1CXvN0hnNgztJOnqxFI4AAggggECUAr///nuaDi6pn/MCZ00It7hvv/3WHKvH33333eaweAYXPvvsszTteH/FFVf4ZxTQumiIoFu3bmk6+0nwEk1wQcu45557zGdhLV//C56x4aOPPkqrVauW30P30Rkp2rRpk7Z79+60QKv3338/uFppBw4cSGvRooUJCFjn0LZp0qRJml6nzrxgrX/ttdcyHa8r5s6dm3bmmWem5cmTx7+vHqMDAWjn+j179oQ8TuvWpUuXDIbWufLly5fWoUOHtOBZIkIWlIIreQ6lN3p2wQXdi+dQxplW0uV4lJPAr7/+6v+bNmvWrJx2z7BdAwv690xfF1gQQAABBJJLIJdeju+PPEuSCLz33nviS06LL7kt27ZtE1/qOi5X5rvxKQ8++KD4OqGJL40fl3NyEgQQQAABBBBAAIHoBXwjF8nWrVvlvvvuk1GjRkVfUARH+kYeksqVK2t4Wj788EO5+OKLIziaXRFAAAEEEEAAAQRiEfDd5BPfTXnxjdoovo4SsRQV9rH//POP+EablIMHD4qvE4j4poMP+1h2RAABBBBIXYGOHTvKc889l7DXrMcee0x8nWRStwG4cgQQQAABBBwSWLRokdxwww2mdF9oQc477zzz+N9//zX9TAoUKCBnnHGG+AL3ttfg0KFDovcoypYtKyVKlAhZvi+AYO6b+GYxkKpVq4bcJ7uV+hnYN/OF+MIH4pvZwfTbyW7/UNt8gQ3xhRHkt99+M3WtUKGC+AIIoXbNsO7o0aPiC1nI3r17RetRvnx58c0sEdaxGQriB1cL8BzKuXl4DuVsFM89OnXqJM8++6z4wlyyb98+0b/z4S6bNm2Ss846y+y+ZMkSufbaa8M9lP0QQAABBFwuQHDB5Q0UafV80+fJCy+8INdcc428/PLLkR4e9f6BndB8CXOpU6dO1GVxIAIIIIAAAggggICzAu+88440aNDAfGm+a9cu05nM2TOml64d5VasWCHaCWH27NnpG3iEAAIIIIAAAggg4JjA+vXr/aHRV155Ra6++mrHzhVcsAZlx4wZYzqeHD9+PHgzPyOAAAIIIJBBQMNu2slOOxwl6jWLQboyNAk/IIAAAgggYJtAVp2ubTsBBSGQ5AI8h5K8gZPw8goWLGg+2/Xr10/GjRsX8RXWr19f1qxZY8JgGgxjQQABBBBIDgGCC8nRjuYq9MtcHcFM09PLly+XZs2axfXq9IbnsmXLpH379jJnzpy4npuTIYAAAggggAACCIQv4JveWObPny+tWrWSxYsXh3+gDXtqp4OWLVuaETV0ZA0dYYMFAQQQQAABBBBAwFmBM88804zYqLOzbt++3ZHRK7O6Ah3tUTugamjh7rvvlkceeSSrXVmPAAIIIICAPPzww3LvvfeaGcUT+Zqlgz7Uq1ePFkEAAQQQQAABGwXodG0jJkWlpADPoZRsds9e9IwZM6Rbt27me0j9bKffS0a6vPjii9K2bVtz2P79+0VnxGFBAAEEEPC+AMEF77eh/wrGjh0rQ4YMSciXuVoJnWK+RYsWkjdvXjP9XLFixfx14wECCCCAAAIIIICAOwS045hOLaxh19dff10aN24c14pph7X//Oc/ZkpmHVlDR9hgQQABBBBAAAEEEHBO4N9//zXf1+kZHnjgARk4cKBzJ8uiZA3MLl26VAoVKiR//PFHFnuxGgEEEEAg1QXS0tKkcuXK5juDRL9maecYneGcBQEEEEAAAQTsE6DTtX2WlJSaAjyHUrPdvXrVVapUke+//94MvKwDMEez6P1sHcRZB3Nu3bq1LFiwIJpiOAYBBBBAwGUCBBdc1iDRVscNHcACv1B+8MEHzYg40V4PxyGAAAIIIIAAAgg4IzBq1CgZNmyYVK1aVTZv3hzX0XatK9LOB4MHD05Y4NaqB/8igAACCCCAAAKpINChQwd5/vnnEzrYiAZmmzZtarjXrVsntWvXTgV6rhEBBBBAIEIBNwyQZb1mMUhXhI3H7ggggAACCIQhQKfrMJDYBYFsBHgOZYPDJlcJbNmyRU4//XRTp5dfflmuueaaqOs3dOhQGT16tOTLl0+OHj0adTkciAACCCDgHgGCC+5pi5hqoi/y1157rRQoUED27dsnRYoUiam8aA9O5BS+0daZ4xBAAAEEEEAAgVQR0LBruXLlzOxYEydOlN69eyfk0nVUDB0dQ0fJ0BE2mjVrlpB6cFIEEEAAAQQQQCAVBPT7Qr2p1759e5kzZ05CLlkHPNGblVu3bhUdbU3/ZUEAAQQQQCBY4Oqrr5Zly5a55jVLO8foTOcsCCCAAAIIIGCPwCuvvCIdO3Y0ha1Zs0bOPvtsewqmFARSRIDnUIo0dBJc5lVXXWXuAVesWFG2bdsmuXPnjvqq9u7da+5v633uyZMnyz333BN1WRyIAAIIIOAOAYIL7miHmGuhnb1WrlwpnTp1klmzZsVcXrQFaCc07Qz3999/y6uvviotWrSItiiOQwABBBBAAAEEELBZYPHixXL99dcnPOyql6Ud5+bOnWtG2NAQLgsCCCCAAAIIIICA/QLW+z8t+f3335c6derYf5IwS9TgbN++fc3e+t1h/vz5wzyS3RBAAAEEUkHghx9+kMqVK4uG3dzymqWDLuzatSumTjap0HZcIwIIIIAAAggggAACCCBgCWjAQL/3+/fff2Xs2LEyaNAga1PU/1533XWyZMkSqVChguhnRxYEEEAAAW8LEFzwdvuZ2gd+meuGqdY1If/cc8+Jpid1ZBwWBBBAAAEEEEAAAXcING7cWFatWiVdu3aVmTNnJrRS2gmhbt265ua/jrShI26wIIAAAggggAACCNgrULZsWdmzZ4/UrFlTNm7caG/hEZb222+/ScmSJc2AJzfccIO89NJLEZbA7ggggAACySwwcOBAeeihh1z3mqWdY3TGcxYEEEAAAQQQQAABBBBAAIGcBUaOHCkjRoyQvHnzis6WUKxYsZwPymGP119/XZo2bWr2+vzzz+Wcc87J4Qg2I4AAAgi4WYDggptbJ8y69e/fX8aPH2/2rl+/fphHObebvun49ttvzQm0E5qOkMOCAAIIIIAAAgggkFiBrVu3SrVq1UwlqlevbjqNJbZGIu+8846pwuDBg2XMmDGJrg7nRwABBBBAAAEEkk4gV65c5prKly8vVapUSfj1ffrpp6IBhnz58snRo0cTXh8qgAACCCDgHoESJUrIgQMHxG2vWTrj+fLly90DRU0QQAABBBBAAAEEEEAAARcLlCpVSvbt2yc333yzPP/887bUVGfmO/3000Xvd19xxRXy5ptv2lIuhSCAAAIIJEaA4EJi3G0765EjR6RcuXLy888/21amXQXpyDgDBgywqzjKQQABBBBAAAEEEIhBoG/fvjJx4sQYSnDm0Fq1asmrr74qZcqUceYElIoAAggggAACCKSogDXbltsuP0+ePPLYY49J9+7d3VY16oMAAgggkCCBuXPnSvv27RN09qxPe8opp8jatWvlzDPPzHontiCAAAIIIIAAAggggAACCBgB/fxUp04d8/i9996Tyy67zDYZvc+t97tz585tZnTVGR1YEEAAAQS8KUBwwZvt5q/1999/L88++6z/51gebN68WV544QUpXLiw9OnTJ5aizLFt2rQRHc2XBQEEEEAAAQQQQCDxAo888ogcOnTIlopMmDBBfv/9d2nXrp0Z3SKWQqtWrSodOnSIpQiORQABBBBAAAEEEAghcPXVV8vGjRtDbIl81Y4dO8xBGjrQkbBjWQoWLCjffPNNLEVwLAIIIIBAkgksWLBANm3aZMtVaQhiy5YtojOUN2jQIKYyCxUqxABdMQlyMAIIIIAAAggggAACCKSSwCWXXCLr1q2TmjVr2va9pOWns7iWLFnShBYGDhwoDzzwgLWJfxFAAAEEPCZAcMFjDeZkdXWk22uuuUbKli0ru3btcvJUlI0AAggggAACCCDgYQGdHWHv3r3yyiuviHaIY0EAAQQQQAABBBBIboECBQrI0aNHpVKlSrJ9+/bkvliuDgEEEEDA0wL6PcWyZctk+PDhMmLECE9fC5VHAAEEEEAAAQQQQAABBLwicOTIEdHwd1pamjzxxBOOzLbatWtXeeaZZ6Ro0aJy8OBBr9BQTwQQQACBIAGCC0EgqfwjwYVUbn2uHQEEEEAAAQQQCF+A4EL4VuyJAAIIIIAAAggkgwDBhWRoRa4BAQQQSA0Bggup0c5cJQIIIIAAAggggAACCLhLoEePHiawoOGF/fv3mxCD3TX85JNP5IILLjDFrlq1Sho1amT3KSgPAQQQQCAOAgQX4oDslVMQXPBKS1FPBBBAAAEEEEAgsQIEFxLrz9kRQAABBBBAAIF4CxBciLc450MAAQQQiFaA4EK0chyHAAIIIIAAAggggAACCEQvUKRIETl8+LDceeedMmXKlOgLyuHI2rVry0cffSS1atWSDRs25LA3mxFAAAEE3ChAcMGNrZKgOhFcSBA8p0UAAQQQQAABBDwmQHDBYw1GdRFAAAEEEEAAgRgFCC7ECMjhCCCAAAJxEyC4EDdqToQAAggggAACCCCAAAIIGIGlS5dKq1atzOMtW7ZI1apVHZOZNWuWdOnSxZT/66+/igYmWBBAAAEEvCVAcMFb7eVobQkuOMpL4QgggAACCCCAQNIIEFxImqbkQhBAAAEEEEAAgbAECC6ExcROCCCAAAIuECC44IJGoAoIIIAAAggggAACCCCQUgI1atSQr7/+Who0aCBvv/22o9f+999/S8mSJeW3336Trl27ysyZMx09H4UjgAACCNgvQHDBflPPlkhwwbNNR8URQAABBBBAAIG4ChBciCs3J0MAAQQQQAABBBIuQHAh4U1ABRBAAAEEwhQguBAmFLshgAACCCCAAAIIIIAAAjYI7Ny5UypUqGBKmj9/vtx44402lJp9Ef369ZMJEybICSecIH/++Wf2O7MVAQQQQMB1AgQXXNckiasQwYXE2XNmBBBAAAEEEEDASwIEF7zUWtQVAQQQQAABBBCIXYDgQuyGlIAAAgggEB8BggvxceYsCCCAAAIIIIAAAggggIAKtG7dWhYuXCilS5eWH3/8UfLmzes4zA8//CCVK1eWtLQ0mTVrlnTq1Mnxc3ICBBBAAAH7BAgu2Gfp+ZIILni+CbkABBBAAAEEEEAgLgIEF+LCzEkQQAABBBBAAAHXCBBccE1TUBEEEEAAgRwECC7kAMRmBBBAAAEEEEAAAQQQQMBGgfz588uxY8dk2LBhMnLkSBtLzr6oZs2aycqVK6Vq1aqyZcuW7HdmKwIIIICAqwQILriqORJbGYILifXn7AgggAACCCCAgFcECC54paWoJwIIIIAAAgggYI8AwQV7HCkFAQQQQMB5AYILzhtzBgQQQAABBBBAAAEEEEBABSZOnCh9+/aV3Llzy65du8ysC/GSWbp0qbRq1cqcTmd6KF++fLxOzXkQQAABBGIUILgQI2AyHU5wIZlak2tBAAEEEEAAAQScEyC44JwtJSOAAAIIIIAAAm4UILjgxlahTggggAACoQQILoRSYR0CCCCAAAIIIIAAAgggYL+AhgU0sHD99dfLwoUL7T9BNiUeP35cypUrJ3v37pWWLVuKBhlYEEAAAQS8IUBwwRvtFJdaElyICzMnQQABBBBAAAEEPC9AcMHzTcgFIIAAAggggAACEQkQXIiIi50RQAABBBIoQHAhgficGgEEEEAAAQQQQAABBFJG4IsvvpBzzz3XXO+qVaukUaNGcb/2MWPGyH333Sf58uWTI0eOmJkf4l4JTogAAgggELEAwYWIyZL3AIILydu2XBkCCCCAAAIIIGCnAMEFOzUpCwEEEEAAAQQQcL8AwQX3txE1RAABBBD4nwDBBX4TEEAAAQQQQAABBBBAAAHnBRo2bCirV6+WqlWrypYtW5w/YYgzHDx4UEqXLi3//POPjB07VgYNGhRiL1YhgAACCLhNgOCC21okgfUhuJBAfE6NAAIIIIAAAgh4SIDggocai6oigAACCCCAAAI2CBBcsAGRIhBAAAEE4iJAcCEuzJwEAQQQQAABBBBAAAEEUlhAgwL6feHx48dl8uTJcs899yRMo127djJv3jwTYNizZ0/C6sGJEUAAAQTCFyC4EL5V0u9JcCHpm5gLRAABBBBAAAEEbBEguGALI4UggAACCCCAAAKeESC44JmmoqIIIIBAygsQXEj5XwEAEEAAAQQQQAABBBBAwGGB/v37y/jx4014Yd++fVKkSBGHz5h18e+++67Uq1fP7PD555/LOeeck/XObEEAAQQQcIUAwQVXNIM7KkFwwR3tQC0QQAABBBBAAAG3CxBccHsLUT8EEEAAAQQQQMBeAYIL9npSGgIIIICAcwIEF5yzpWQEEEAAAQQQQAABBBBAQAWKFi0qhw4dkiuuuEKGDh2acJS2bdvKTz/9JJdffrmsWbMm4fWhAggggAAC2QsQXMjeJ6W2ElxIqebmYhFAAAEEEEAAgagFCC5ETceBCCCAAAIIIICAJwUILniy2ag0AgggkJICBBdSstm5aAQQQAABBBBAAAEEEIiTwJtvvilXXnllnM4W2WnOPfdc+eyzzyI7iL0RQAABBOIuQHAh7uTuPSHBBfe2DTVDAAEEEEAAAQTcJEBwwU2tQV0QQAABBBBAAAHnBQguOG/MGRBAAAEE7BEguGCPI6UggAACCCCAAAIIIIAAAqEEatWqJZ9++mmoTQldlytXLjl+/HhC68DJEUAAAQTCEyC4EJ5TSuxFcCElmpmLRAABBBBAAAEEYhYguBAzIQUggAACCCCAAAKeEiC44KnmorIIIIBASgsQXEjp5ufiEUAAAQQQQAABBBBAwEMCpUqVkn379kn9+vVl9erVHqo5VUUAAQQQiEWA4EIsekl2LMGFJGtQLgcBBBBAAAEEEHBIgOCCQ7AUiwACCCCAAAIIuFSA4IJLG4ZqIYAAAghkEiC4kImEFQgggAACCCCAAAIIIICAKwUILriyWagUAggg4LgAwQXHib1zAoIL3mkraooAAggggAACCCRSgOBCIvU5NwIIIIAAAgggEH8BggvxN+eMCCCAAALRCRBciM6NoxBAAAEEEEAAAQQQQACBeAsQXIi3OOdDAAEE3CFAcMEd7eCKWhBccEUzUAkEEEAAAQQQQMD1AgQXXN9EVBABBBBAAAEEELBVgOCCrZwUhgACCCDgoADBBQdxKRoBBBBAAAEEEEAAAQQQsFGA4IKNmBSFAAIIeEiA4IKHGsvpqhJccFqY8hFAAAEEEEAAgeQQILiQHO3IVSCAAAIIIIAAAuEKEFwIV4r9EEAAAQQSLUBwIdEtwPkRQAABBBBAAAEEEEAAgfAECC6E58ReCCCAQLIJEFxIthaN4XoILsSAx6EIIIAAAggggEAKCRBcSKHG5lIRQAABBBBAAAGfAMEFfg0QQAABBLwiQHDBKy1FPRFAAAEEEEAAAQQQQCDVBQgupPpvANePAAKpKkBwIVVbPsR1E1wIgcIqBBBAAAEEEEAAgUwCBBcykbACAQQQQAABBBBIagGCC0ndvFwcAgggkFQCBBeSqjm5GAQQQAABBBBAAAEEEEhiAYILSdy4XBoCCCCQjQDBhWxwUm0TwYVUa3GuFwEEEEAAAQQQiE6A4EJ0bhyFAAIIIIAAAgh4VYDggldbjnojgAACqSdAcCH12pwrRgABBBBAAAEEEEAAAW8KEFzwZrtRawQQQCBWAYILsQom0fEEF5KoMbkUBBBAAAEEEEDAQQGCCw7iUjQCCCCAAAIIIOBCAYILLmwUqoQAAgggEFKA4EJIFlYigAACCCCAAAIIIIAAAq4TILjguiahQggggEBcBAguxIXZGychuOCNdqKWCCCAAAIIIIBAogUILiS6BTg/AggggAACCCAQXwGCC/H15mwIIIAAAtELEFyI3o4jEUAAAQQQQAABBBBAAIF4ChBciKc250IAAQTcI0BwwT1tkfCaEFxIeBNQAQQQQAABBBBAwBMCBBc80UxUEgEEEEAAAQQQsE2A4IJtlBSEAAIIIOCwAMEFh4EpHgEEEEAAAQQQQAABBBCwSYDggk2QFIMAAgh4TIDggscazMnqElxwUpeyEUAAAQQQQACB5BEguJA8bcmVIIAAAggggAAC4QgQXAhHiX0QQAABBNwgQHDBDa1AHRBAAAEEEEAAAQQQQACBnAUILuRsxB4IIIBAMgoQXEjGVo3ymgguRAnHYQgggAACCCCAQIoJEFxIsQbnchFAAAEEEEAg5QUILqT8rwAACCCAgGcECC54pqmoKAIIIIAAAggggAACCKS4AMGFFP8F4PIRQCBlBQgupGzTZ75wgguZTViDAAIIIIAAAgggkFmA4EJmE9YggAACCCCAAALJLEBwIZlbl2tDAAEEkkuA4EJytSdXgwACCCCAAAIIIIAAAskrQHAheduWK0MAAQSyE3BVcGH16tXZ1ZVtDgusXbtWBg8eLMWLF5cFCxY4fDaKR8D7AuXLl5eqVat6/0K4AgQQQAABBCIUILgQIZhvd32v/ffff0d+IEd4VqB69eqiX7iyJK/A9u3bRf9jQcAtApUrVxb9jwUBJwQILoRWPXjwoHz55ZehN7IWARcLnHfeeXLKKae4uIZUDYHoBbwaXODzRfRtzpHeEbjgggukcOHC3qkwNUUAAQQQQAABBBBwVIDggqO8FI4AAgi4VsA1wYXdu3dLuXLlXAtFxRBAAIFggbvuukseffTR4NX8jAACCCCAQNILEFyIvIkts8iP5AivCsyePVs6duzo1epT7zAERowYISNHjgxjT3ZBID4Cw4cPF/29ZEHACQGCC6FVX3nlFWnZsmXojaxFwMUCb7/9tjRo0MDFNaRqCEQv4NXgAp8vom9zjvSOwPr16+Wiiy7yToWpKQIIIIAAAggggICjAgQXHOWlcAQQQMC1AgQXXNs0VAwBBNwuQHDB7S1E/RBAAAEEnBKwOuFrRy3tEMCSs4BllvOe7JEsAgQXkqUls74OOhZlbcOWxAgQXEiMe6qcleBC6JYmuBDahbXuFyC44P42oobRCxBciN6OIxFwWoDggtPClI8AAggggAACCHhLgOCCt9qL2iKAAAJ2CbgyuLB79wdSpkxJu66RchBAAAFbBTp1GiDPPrtICC7YykphCCCAAAIeErA64RNcCL/R0s2m+8IeV4R/IHt6TqBmzeby1VdbhOCC55ou4gpbwQXtGKV/D1kQSJSAVzvnJcqL80YnQHAhtJsVXChTpoTs3r029E6sRcBFAoULnyO///6nEFxwUaNQFdsFvPreiM8Xtv8qUKCLBHLnzi1paWlCcMFFjUJVEEAAAQQQQAABFwgQXHBBI1AFBBBAIAECBBcSgM4pEUDA2wIEF7zdftQeAQQQQCB2gfRO+My4EK5muhnBhXDNvLofwQWvtlzk9aZjUeRmHOGMgFc75zmjQalOCRBcCC1LcCG0C2vdK0Bwwb1tQ83sE/DqeyM+X9j3O0BJ7hMguOC+NqFGCCCAAAIIIICAGwQILrihFagDAgggEH8BggvxN+eMCCDgcQGCCx5vQKqPAAIIIBCzQHonfIIL4WKmmxFcCNfMq/sRXPBqy0VebzoWRW7GEc4IeLVznjMalOqUAMGF0LIEF0K7sNa9AgQX3Ns21Mw+Aa++N+LzhX2/A5TkPgGCC+5rE2qEAAIIIIAAAgi4QYDgghtagToggAAC8RcguBB/c86IAAIeFyC44PEGpPoIIIAAAjELpHfCJ7gQLma6GcGFcM28uh/BBa+2XOT1pmNR5GYc4YyAVzvnOaNBqU4JEFwILUtwIbQLa90rQHDBvW1DzewT8Op7Iz5f2Pc7QEnuEyC44L42oUYIIIAAAggggIAbBAguuKEVqAMCCCAQfwGCC/E354wIIOBxAYILHm9Aqo8AAgggELNAeid8ggvhYqabEVwI18yr+xFc8GrLRV5vOhZFbsYRzgh4tXOeMxqU6pQAwYXQsgQXQruw1r0CBBfc2zbUzD4Br7434vOFfb8DlOQ+AYIL7msTaoQAAggggAACCLhBgOCCG1qBOiCAAALxFyC4EH9zzogAAh4XILjg8Qak+ggggAACMQukd8InuBAuZroZwYVwzby6H8EFr7Zc5PWmY1HkZhzhjIBXO+c5o0GpTgkQXAgtS3AhtAtr3StAcMG9bUPN7BPw6nsjPl/Y9ztASe4TILjgvjahRggggAACCCCAgBsECC64oRWoAwIIIBB/AYIL8TfnjAgg4HEBggseb0CqjwACCCAQs0B6J3yCC+FippsRXAjXzKv7EVzwastFXm86FkVuxhHOCHi1c54zGpTqlADBhdCyBBdCu7DWvQIEF9zbNtTMPgGvvjfi84V9vwOU5D4BggvuaxNqhAACCCCAAAIIuEGA4IIbWoE6IIAAAvEXILgQf3POiAACHhcguODxBqT6CCCAAAIxC6R3wie4EC5muhnBhXDNvLofwQWvtlzk9aZjUeRmHOGMgFc75zmjQalOCRBcCC1LcCG0C2vdK0Bwwb1tQ83sE/DqeyM+X9j3O0BJ7hMguOC+NqFGCCCAAAIIIICAGwQILrihFagDAgggEH8BggvxN+eMCCDgcQGCCx5vQKqPAAIIIBCzQHonfIIL4WKmmxFcCNfMq/sRXPBqy0VebzoWRW7GEc4IeLVznjMalOqUAMGF0LIEF0K7sNa9AgQX3Ns21Mw+Aa++N+LzhX2/A5TkPgGCC+5rE2qEAAIIIIAAAgi4QYDgghtagToggAAC8RcguBB/c86IAAIeFyC44PEGpPoIIIAAAjELpHfCJ7gQLma6GcGFcM28uh/BBa+2XOT1pmNR5GYc4YyAVzvnOaNBqU4JEFwILUtwIbQLa90rQHDBvW1DzewT8Op7Iz5f2Pc7QEnuEyC44L42oUYIIIAAAggggIAbBAguuKEVqAMCCCAQfwGCC/E354wIIOBxAYILHm9Aqo8AAgggELNAeid8ggvhYqabEVwI18yr+xFc8GrLRV5vOhZFbsYRzgh4tXOeMxqU6pQAwYXQsgQXQruw1r0CBBfc2zbUzD4Br7434vOFfb8DlOQ+AYIL7msTaoQAAggggAACCLhBgOCCG1qBOiCAAALxFyC4EH9zzogAAh4XILjg8Qak+ggggAACMQukd8InuBAuZroZwYVwzby6H8EFr7Zc5PWmY1HkZhzhjIBXO+c5o0GpTgkQXAgtS3AhtAtr3StAcMG9bUPN7BPw6nsjPl/Y9ztASe4TILjgvjahRggggAACCCCAgBsECC64oRWoAwIIIBB/AYIL8TfnjAgg4HEBggseb0CqjwACCCAQs0B6J3yCC+FippsRXAjXzKv7EVzwastFXm86FkVuxhHOCHi1c54zGpTqlADBhdCyBBdCu7DWvQIEF9zbNtTMPgGvvjfi84V9vwOU5D4BggvuaxNqhAACCCCAAAIIuEGA4IIbWoE6IIAAAvEXILgQf3POiAACHhcguODxBqT6CCCAAAIxC6R3wie4EC5muhnBhXDNvLofwQWvtlzk9aZjUeRmHOGMgFc75zmjQalOCRBcCC1LcCG0C2vdK0Bwwb1tQ83sE/DqeyM+X9j3O0BJ7hMguOC+NqFGCCCAAAIIIICAGwQILrihFagDAgggEH8BggsOmTdt2tlfcpEihWXBgin+nwMfbN26Q2bNWijff/+j/PXXESlZspi0aNFQWrZsFLgbj1NA4LnnlsicOUv8V3rHHbd49vegf/8H5YsvvvFfy/TpY6RSpXL+n2N9YEf5CxeukOnT5/mr0qVLa2nb9mr/z9k9sIILPXr0kPHjx2e3a8ht+gVtwYIFQ25jJQIIIIAAAl4QSO+ET3Ah3PZKNyO4EK6ZV/ezggtPPfWU3HzzzRFfRt68eSV//vwRH8cB8RdwS8ei/v37+z5/feEHmD59uu/zVyX/zzxwXqBp06b+kxQpUsT3HdAC/8/xeGB1zhs8eLAMGTIk4lPmyZNHtFM6CwLZCRBcCK3jtuBCuN9Jh74a1npFYNiwybJu3Wf+6k6ePFSqV6/i/zm7B1ZwYfny5VKvXr3sdg25LV++fKL/sSDgZgHrvdHw4cNF37N7ZXHL54tYvRL93jjW+qfy8U5+trSCC2vWrJELLrggYmZefyIm4wAEEEAAAQQQQMATAgQXPNFMVBIBBBCwXcDTwYVPP90ko0dP86OUL19aHnlkqP/nUA80KHDvvQ/7N518cmF5+ukH/T/b9SBXrqr+oooXP1X27//I/7P1YN68V6Vjx/5y7Ngxa5X5VzusT506PMO6ZPrhqadelBUr1oS8JO2kU6lSWalatZJUq1bZ/FuhQpmQ+ybbyhEjHpWRIx/1X9bUqSPkjjs6+H+Ox4MPPvhEJkyYGdWpJk0aIhUrljXHNmjQXt55Z52/nI0bl0vNmtX8P8f6wI7yJ0yYIf36pT/3x47tK4MG9QiralZw4fbbb5dx48aFdUzgTvoFbaFChQJX8RgBBBBAAAFPCaR3wie4EG7DpZtFHlw4fvy4vPLKW/LSSyvkxx/3yK5dP8lPP+0X/SxTqlRxKV26hFx1VQNfCLOFFC16So5V2rDhS5k58yX57rsdvrL2ye7dP/k6H+U1ZWl5l156vnTqdL1UqVIxQ1mPPjrb9x5vvX/dddc1kQ4drvX/HPgg1Hv+iRMHhwyzHj161NfBv4+kpaX5i3j88ftNqPuee0bJzp17/evvu6+nnH9+Tf/P0T5Ytep9Wb/+C/nmm+99/30n+jmxcOETRT9TVqxYTq67rrH5L5pOWVZw4cknn4w6uEDINdqWje9xdnQs0u8DXnrpJdm0aZPvd/Eb+fbbb33P8x99v/8lpUKFCr7nYRXf87GTXHbZZVleXIMGDXzPzXf82zdu3Oj7/BX788RfIA9yFMiVK5d/n+LFi/u+A9rv/zkeD6zOeYMGDRINL0S68Bk1UrHU3J/gQuh2tyu4oN9zv/32h7J583bfa8H3vn+3ydGjx6Rs2VK+/0rKhReeLZ0735Dp/VlwrcL5Tjr4GC//HPxeMdS1nHBCQd/75eLGsUaNatKkSV3Rv3teXq65ppu8+urb/kv44IP5vvfwtfw/Z/fACi689tprcvnll2e3a8ht+v6YsFtIGla6SMB6b5QKwQUNzK9YsSIq/WLFivkGd5oe1bHZHZTo98bZ1Y1t2Qs4+dnSCi6sXr06quCCDvDAIA/Ztx9bEUAAAQQQQAABLwqkenChdevWcuDAAS82HXVOEgF9Dr744otJcjVchpcEPB1c0M7vzZt39XtXr15Vvvoq+y/oPvroC6ld+3r/MdoxZ+/eD/0/2/Ugp5tER478LeXKXSY///xLhlMWKXKSL8xwnUyZkrzBhZ49h8vjjz+f4bqz++HKKy8T7RR/1lmnZ7eb57eFG1zo1m2IHD78h9Ste4Hceecttl73/PmvSZs2d0dV5pdfvuZvIzuCBdlVwo7yCS5kJ8w2BBBAAAEEshdI74RPcCF7qfSt6WaRBReWL3/HF2YdLtu27UwvLItHBQrk9wW5h0n37m1D7qGzvN1yS1/RsGo4i85INWPGWH/Hrscem+N7/znCf2izZvVk+fKn/T8HPrjkktYZRoHVbU8//ZB06XJD4G7m8fr1n8vFF6evD/yMVqNGM/n6663+Y/R8et5oFw1B9Ow5zARBciqjTJkSvqB8X+natXVOu2bYTnAhA0dS/xBrcGHt2rXSrVs3E1rICercc8+VJ554Qi655JJMuzrZuSTTyVJ0hbbT4cOHfZ/D6/r+Dt6ZSSHRnbOsznkEFzI1DStsFCC4EBoz1uDCoUO/+gbSGC8a+tSwanaL/q1p3PgymT17nAmuhto3p++kQx3j5nUTJ870hU2/9IVzT5Zp00Zmqmrwe8VMO4RYobPC9unTVe6+u1OIrd5YRXDBG+30f+ydCdxN1f7/1+/e201kSikkElEIRYoozaNEt0FEaRAlTYjqNmqQkgyFbqlEkzSpVCRFaDIkESFzZAwN2v/12f7f/ay1zj7jc57nOec5n/V6sfdee43vtR1r+qwvS1l0BKRvlAvChW7duun1tuEpwT744IN90XRKkWNEKuq+cYyi8VUcAgU5tqRwIQ58viYBEiABEiABEiCBHCWQ68IFWT/O0eZntTOAQEHNDWRA1ViEDCdA4UIBCRcWLMjbXPOvf/1THX74odanMHfuQtWgwbmBH05LnTHjtYRNOgcRs/AmWeECqvjPf/5TXXPNJQqn4pcrVyYLax2/yL/88qs+lfHXICA2SpUvXzZ4xo25qat9+9ZqzJjHrPf5fUiXcGH58lXqt992BsXBab3YSJcuR+FCukgyHRIgARIgARJIjYBMomCjFjYE0MUnkMcsceECRNfo9+zYkdevkpzQt/r99z/kMbhig8Czzz7sW0wIPPUNBNPNml3kn+Br+uP+3//eyz/R1/XH85VX/kdbZ3jQf/X990vUkUeeEQRDv/zXX79S5qYEvNy5c5e2BtEowrIchBBh1u5gyQGn5Yq75JLz1Nixj/uP7ma0/AgXXnzxTV+0ABFwMu7++29W/fp1SzgKhQsJo8r6gPkRLvTs2VMNHjzYsjQSD0ipUqXU+PHj9UnRp1tBC3JziZVRjj7MmjVLi6ua+rVv3769HodHHsSwYMGCgA4sSR5+eOEevCCb8yhcCJqBNwVAgMKFcKj5ES68885k1aXL7Wr9+o3hiUfxhcXTd94ZqerXrx0RojgJF9DXPeig49TmzVt9awmrVk2PqK/bV4wIEMNjwIA+2hrrVTFCZO4rChcyt21YsswgIH0jChdit0dBbU4o6r5x7FrzbSwCBTm2pHAhFnm+IwESIAESIAESIIHcJZDrwoXKlSurNWvWqEsvvbTQ1xVy96tjzUEAVuBhaQHW31esWEEoJFDoBChcKCDhQryWxMLUeeddEwRr2/YM9frrQ4Pn4nzjCheaNz9GnXJKM7/KMIG+ZMkK/eO4RJ+sukT99ddfFooLLjhdb9QYZvnl0sNNNz2gBg161q9yYQgXqlQ5UC+gXpQQ4u7dO6iKFSskFDa/gShcyC9BxicBEiABEiCB/BHI24RP4UKiJPOYJS5caNSotfr227zNsLBEdvfdPdTRR9dV++xTwrfC9emns9RNN/VXixf/FBSlatVKatmyqYGlBLww+5F4rlHjEDVgQG+/Hw4RNTaGzZv3g7rzzscVLNuZbtGij1StWtV9r8qVj9cTaL8Er7/77n0tZqgZPOPmk09mqlatLrP88FCzZnVdzo8i/C+77Gb10ktvBf4jRjygT6G/2H92N6OlKlyAxQqILmD5ThwEF61bn6KOOaaeqlu3li+8nT9/kRZ+vGYJihH+pZce15OG50nUmFcKF2LiKVYvUxUujBs3zp+ENmHsu+++CiaB69evr/+t1FTr1q3T1lGmaxHPWP3vM++7xcZhTCZWr149iF6Qm0uCTHL45qabbtLj8EE+gWjChaLGI5vzKFwo6pYo3vlTuBDevqkKFyBWqF37NH9TvpnySSc1Vccf30hbNa2t+yY71NSps3Tf6gu1atU6M5jumx2qLfZMVHvttZflX5yEC2+++ZFq06arX7/KlStqBvGFCzfddGWEoGPbtu26D7pM/5/6ttq4Mc/6MfqCq1dPj2q9wgKbYQ8ULmRYg7A4GUdA+ka5KFxo3ry5HuefklCblC1bVluguTmhsAyUGwQKcmxJ4UJufEOsJQmQAAmQAAmQAAkkSyDXhQt568dcc0/222H4/BGYMGGCuuCCC1RBHWqQv9Ixdi4QoHDBES7APLd5UjxOvcdp/3Aw1/3119+pH39c7m/OqVOnhj6d9N+h38nKlWsDf0zGYHEFbuvW7f6fDz/8XJ9e2jsIg00wjzyy53nffUtGtSqwevV6tWDBYn+RpVatar4lh333LRWk497s3r3b2lhUsmQJbVq7XFCXH374SR11VG1/QSdaWEkTm3jmzFmoqlWr7C+gCRd5j/gzZ87RCz7rVcOGR+jNFtXklXV1hQu9e1+rHnroNisMHiBcuPbaO9S0abOtd4lsGtqyZZvPafny1Xohr5q/2BftxP949d64cZO/+apMmX01qzrqQP3NxHM4ZRYLYvgO1q//Ve2/fzn9Q3+QLsfhCqcvhjn5NuRduXKlFdoW4o21azf4J3Eed1w7ny/CtGlzmnryyf/6wVE2bDbDH3Hly5dRpUqVlEfrilN7f/11S+BXosTeuozllWtxoWnThuqLL14LwiV6A8sRZlkOOmj/qPVGmsm0F8InI1xAWXBaMU4SxsKvMBk4cJQ+Ve0hJOc7WPO4/fbr5DHmtVOnXur558errl276g1/A2KGDXuJ34SSJcPbJiw8/UiABEiABEgg0whUqVJF90lWa2tY/fX/r8dnWvEysjzt2rXT/a9f1dtvJyZc2L79Nz0mOFqhrwoHS1xr1swItWI1c+a3vjUFjFfEffTR84E4GH7HHXeh7qt/K6+1Ja/xqkmTo4JnuUG/DBv80acXd8cd3dV9993kP7oig1GjHtRC1/9IUP/6wAPD1B137LEMBqsMOCVXHOpw0EEHyKN/Peywk9XSpXknOfz442QFi11w6RIuYNMbNr+JO+CA/dTo0QPUWWedKF7BFeKGK6/s429uE09Y0Fuw4P1gbCj+YVcKF8KoFE+/VIQLv/32m96oWltvvlwVQDn66KN9gULYKf0rV65UZ599thYWzQvCd+nSRY0aNSp4jrW5BKKHzz//XFtu2eGLIqpVCx+nb9q0Sc+F/BakiclyjPl/+eUXbR1yhj+HAEsP0cYxmzdv1v9GFqjly5f7p7OgjgccYP9bDxIPuUHeixYt0mPolWr79u3q0EMP1WP5WqpCheji+LVr1waHHaCsKLM4/B81depUP/5xxx2nypQpI6+CKwQg3377rapTp44WL9W1Nv/uGYev/f/j8OP8//MQsU2bNnoc/qSfBtKUdFFucXvmgCrLo/87jhOTxIHhfvvtJ496fmejnnP4xE/rqKOO0nMOBwbvEr2RzXkULiRKjOFSIUDhQji1VIULHTveql58cUKQaOnSpfx5vk6d2gZ+5s3ttz+q50+fMr3U44/3Uz17XmH5xRIuYN77009n69+bff25YMwFJuqSnZN208Uc6bJlK9XPP+/5PcRhKehfuf1CxFuzZr3+7fzbt8g1fvwHflKYj/3yyz28MMeLvhxcMn3FZctW6bnds33xrx9Z/zVhwlPq/PNPlcfQK8rz3XeLdZ92m88Nc834rU/EYV5yyZLlut5r9f+r//D7uJgzl/nJeGksXfqz+uab7/R8fBXVqNGRQV+UwoV45Pg+1wlI3ygXhQu9e/fW/1/krXsk8y24YwL0S0Ugh/HEzJkz/f5648aN/T60a31R8orVN5YwckW//auvvvLzadasWdC/lv64hCtdurS27GhbKJd3uGLcg/79Dz/84PenGzRooOdUyplBrPtYY4ldu3bp/y8/DcZQNWrUiLA0icTABPM84tDHl/ESyo9xGPLBWKNevXoSLLhiDIRxAP5PwZgwkXFAOsdNP/74o89+//33D8QuscaWUvBt27bpNT1zfbGEXl+Mv26Kenqe59f5mGOOkeQSvmI9PtqafMKJMCAJkAAJkAAJkAAJkEDGEaBwoZI/bsAcI8aydCRQWAQoXCgs0swnKgE9SZARTi/ae7qQ/h990pEu049x/+jTNoM4iHvEETXjxtEbdKw4etHDitO9e0fr/Zw573jbt8/1rrzyP16FCuWsd4ceerD32WcvW/Gl3FIXXPUiUBDmzjuvt9Iww8k9yiDp4Lpr1wKvX79unj4JNTTukUfW8j78cLQVR+KvXz/LiqMtFni//77Aa9fuzMD/vPNO9uP+8svswA9lQVikM3z4fV716lWsd7Vr1/DmzZvov0d6V111sac3U1lh9KKPt2XLtxHluu66y6xwWrgQEUbK//ffi71LLjnPCq+FF97atV+Expk69SX/OxCWctViAe+cc1p54CFpyzVavfWmMq9x4/qenkyz8r/hhsu9nTu/i0gH6W3c+KXXt+91HsooeZtXvSjn3XtvT++PP76PiP/f//aw4gwZcrcf5ocfPrT8zfTkHt9Vnz5drXDXX29/R1JfXLUZdCvs7bd39fN6+eXBlr8WLkSU00wn2v2JJza10pk//73QdFJpL+SZSPrLl3/q6c14VjnwHbRseaz//Tz2WF/rnRYuhJYxrI6XX97Wj6uFC56epE36j55c1nnRkQAJkAAJkED2EtBmK63/R6VPwuue8UwsDuhjhvUvXD933FKnzmEx46Ef98ILA73p01/x1q2bGRG2ZMl9rDaL1p9GOT7//BVv5Mj+3scfv+Bpyw3e7t2LgvS0UMFKB+Mkt+xnntkyCNO1a3urP/3qq0Os8O545ZBDKlvvMcYzeWIM6OYX73nSpOesNJCeFnbETAfjkGbNjvbjaQGsd/LJx3uLF38cM46UA+Mz5PH0008n3U9E33Lnzp06H7psIKA3QvltrSeTEy5u3772OERvfPf0ZpeY8devX+/pjTp+XnrzjR4jX+L9+eefQZwTTzzRfyf/VvRmHU9vQvG04MHTG2esd6eddpqH+RfXdevWzQo3Z84cb8qUKUG+SFtvKHKjeWPGjPEOOeQQK66UQwsXPL3JX/+G7I6IJx56I4934403WvlIfL0RytMWDjwthpDg1lVvAAryLV8e8y6eN23aND2Ob+whrqSjNxB52txtEPexxx7ztIAjeI9wWrzg6Y1OQRgwlPjRrnfeeWcQ3gyjN+0E/rjR4g8rLX2Cjf9eL0T4ZY2cc7gh6d+Bc845x89DCxdS+t3hGNVqMj5EIaA3ivnfGf790OUReOutt3wu+vAb7Rl/PhthPvlkjPW7gN8Qt4/kpoW+yYUXnuXH0xv+vVtu6eLpw0Yi8jR/j6RMEyc+42GOT4u8gnzxO6mtE/jzzm5e8pyfOWlJ44MPnvW0FYkgX7N8+P3DfO3Mma9b9UC5zXDufYsWTYLwyfYV0acz0xs8+K4gLSmzXJ966n5/Xt8Mj3stOvD5//kn/t8Ib/Ovv37Tn383mUs66JdjHhhrDtHiT578oudy0OIWf43ir79+8LTVMKseGANES8v114cm+XEnTpyY0v8ZekOvzouOBDKbgPSN0F/PJpfK+OK6666zfg+0cCHlKl977bVWWpMmTfI2bNigf8dP8rSAwXpXtWpV75tvvgnNS37vcHX7xhJBi5Y9bW3OShO/mVp07Gnhg56X+Nx6d+utt0pU67ps2TLvjDPOsP6Pk/y1WCB0DIMEwsYSKJMWa3slSpSw8j755JO9n3/+2coXD6+++qoV7oknnvDHad27d9frpeWtd2eeeaa3detWP40VK1Z4GJdJ3wrlxf/LWhjv6QMpIvKBR37GTUceeWRQFhk36QO5gjETxpri3LHl/Pnz5ZV/RTm09b8gPdRh8uTJVphoDzJG02KNlP7/0eKUaEnTnwRIgARIgARIgARIIIsJVKxY0e9foi+ai+6ggw7y64/1AjoSKEwCb7zxhv/taYsLhZkt8yKBgABON8gIlynChV69rgkmXDBZhEUCd5O0THrhio3QCxd+qBnaixRmmPwIF7799m29gH6YVSYzbfO+U6d2HhYuzLLs2DHfituq1XHewIG3W34iXHDDYlFp3LgnrLBmfhAzQLTQoUObqGG0VQCrPChbMsIFhNensnr6JDArj2effSQiXbSdTHyZ5TTvtdUD78sv37DihtX7/fef9dvWjGved+yIjQZ2myOdY49tYJXTjGPen3tuq4iFwfwKF/TJtFb9sbhlbjIzy1uzZt7EIsoFcQTeF6ZwIdX2Qjndf5OuMAKiGoiSTObm/dFH1/Puv/9m6z2FC/oToCMBEiABEiCBBAnIJIr5/yvv44sWwChR4cLPP39m9VUQF5vczD5dMveHHWZv0r377h4ppbV06SdWuVzxOPqfpuB6zJjHLWFxjx6drHzBw/x2OnduZ71PdjNaGBNsyjPzgJA1LJzrBxE7Nvr99tu8hMJLfAoXNK4ccalsLGrUqJH1Pd51FzZMxnfvv/++py0f6DH/XxGBMaFvfuOzZs3yYv1O16xZU4vp/7DS6dWrl5XGe++9p8dUB1p+pnABYgvZEGbmHXYvm4+sDPUDNvQfccQRVh5h8SGAWLdunRtdj7+PDeJiLgAbjUTg4aaDDTXaaoWnLVUEcdwwYCbCoXQKF/RJrFae2PiF9sR8klsGee7YsWNEfWN5SFtQuBCLEt/ll4BsrqNwwSaZinDBnX8+5ph6eqPiYp2wPdfoPmPuUebw3HfyLL8juKL/h8Nu3M2mZhjMJ0tc85rfOWmk9corT1pzlWa+5j028puH8rgb9s2wuE9VuAB+7mEzYaLYbdvm6A2lJ0T9jZbynHBCY/1/2ewIfhCUiDhAwoZdMfce1u7oP8dqs2uuucQ/cMhMk8IF+98ln0hA+kYULiT3LUBQbP62PPvss76QwPQz79H3nj4dB9HZzgwTJlzQlhsiNvabcbS1BO/555+3ytKvXz87E/30yiuvRO3/S3raYpT33HPPRcR1xxIQS7jjH0kD18MOOyxiDAUBmBkGwgMcdmX6mfeXXnqph7GBtiwXNcygQYMiyprOcRNEg7Nnz7byT1S4gLKb3JCWKRCPKLjjIeu3FC44YPhIAiRAAiRAAiRAAjlOgMIFChdy/J9AkVWfwoUiQ8+M/z8BChcciwuwbGBOJMnpRfXr1/awKOBumEbYiy46R+O0F5bMNEzhAk6Zuu22qyMWF446qo7vj3dvvDHcTw+n8rsbdRDuwQdv1ZN2j+pTCTvrEznsU06efPK/Vllw8pNZFiyE4RRT+Gmz2l65cmU8ES64YevWPdzDRv+qVSt5Xbpc5DVqVNdKC2nIJiCUE1YXatU61AqDiSh3U3mywgWwhfUAsx7gZDIHV/M9ygPxATZWYZFMmx0P3jdocIQV1613vXqHezVqHOIvMMHqBE7Xr1ixQhAf+WBCTixOSDlcaxqwFAGBBcQvaBd3wQundklcXKMJF7AAhvpeeqlteQJ1hD/+oP5I49RTm1vlDNvchvYwWeEkWSlHYQkX8tNeKKv779D9xiAMMeuIf4MQKqB+PXte4Z++4546TOGC/gzoSIAESIAESIAECoyAbCJOVLiATUzoi5t9Gpw+2K1bB1/AgBNwpQ+XyPWyy8630kK6Z599kvf660O9TZu+Tiot0xob+vu//opT2PeMh7DZ3ywzrBSYQmeMKSQsrnfc0d0Kj3GO+d4dD4VtLjPDh927fUNYjQgLly4/Chc03hxxqQgX9t3XFuXDMkJ+nStcwGme+LfZsmVLfTLzld7hhx9u/TvDv9HhwzHvkOewEcj8t9u27R4rc/CrUKGCP4YyhQtdunSxwkNcAGsSL774on9SaJUqVaz37dphY6ztsHHHzLNFixb+xpfXXnvNO+EEe8PohRdeaEfWT82b2+Nf1BubbmCl4ayz9pxKbqYPMQA2TmEhpHPnzhF5IOzQoUP9fLA56LbbbtPjcLuMEFrAH38++OCDoExmPu7mLFjHMN/j5NcaNWroOYd99dzQBXrO4XK/TGaYPXMOEE0l5mRzHoULifFiqNQIULgQzi0V4QKs1Jr/5ocNu1cnbs8tp/pspouDSyBewBwY5n/RHzzggP2svPF7891371v5p2NOGtYESpTYO8gLc7MPP9zLe/fdUf7cNyzwYl5aygsrtXIgz3333eTPd8oGR4SBEEDmQU1eifYVkTaEu5IfrrBcEWY1AZZpzXA4mAdiBIhGHnmktzUf74pyIeJFXcz4EOZCmAHrDphzNt+JxV1pb1j5dduoYRtp2oAAAEAASURBVMMj/bnl0aMHBGsK7rwmhQvh/z7pm7sEpG+E/no2uVTGF9el0eJCnz59rN8ojAPw/wQsCMDSGspXtmxZK0yrVq0iEJu/c27fGIERxwwDKwDY9I88brjhBn/s4VosuOeee6x8YJUO1uskHZQLQguMr7AxvmnTPGs/sKCwevVqK747lmjdurU/hkLZrr766lCB9bBhw6w0PvzwwyB/lAPWGsDr6KOP1muqXfSczsHWewiXUT+EhZgZYxJYh5M64IpxlGtZwB2T5HfcJGM9lBXtA47i3LGlWFyAFT2JJ+UdPHiwREvoKv+vU7iQEC4GIgESIAESIAESIIGcIUDhAoULOfOxZ1hFKVzIsAbJweJQuOAIF9zN45iAufbaS62T6++6a8/EkkzOYOFEFhfkKu9wNYUL8v6tt+yTRbHpX97JFQIFMx1s1nZP+8TGdJnsQVgs+KxfPytICxuezDQwEYXJsaefvt+3loC8zE1PZljcQ4iwYcOek6OwaIUTrdwwKJeksWXLt557mv+gQXcE5UF+qQgXhg69x8oXZsSFExaeILIwy+VuZP/ss5et9+Av8XE14+IebYaTxSTMypWfe5UrV7TCDRjQJ3iPcKbZc2zmAi+JjytO9YJ/hQrlPAhQbr31Kuu9++25C1fTpo2z8m/fvrUVH3lApGHWBRvbzDLg3rU0MGLEA0GYwhAupKO9YgkXsNhq/pvACWVz574b1BEMXnhhoMUJzChc0IjoSIAESIAESIAECoxAssIF9FmwOcns25n3ECGjb96373UeNvO74wS3D4iNVohjpiH3GCOgf9q9e0dv7NhB+mTzmZpD9M1zV175HysdWCWQ8NhIJulC/Av/xx/vF/hBfIExg4R3hbfod8s7XBPdjGbGce+xKU3KhOtHHz1v5eGGz+8zhQsab464ZDcWYbOM+S3i3567KSUVdO7mEoyHRo8eHSS1a9cu75RTTrHyPvfcc4P3uIHlB7ds2Ozz008/+eFg6UGsPeBUVXPMhZNJlyxZ4oeTv2BV092og4094rZu3erts88+Vp6yKQZhYNHBzANhsVnGdG69cZoqTm8V5268Qv1Q1mXLlkkQ7+KLL7bK0KZNm+AdbqZNm2a9hygizJnswjZnme9xjzDffovfwj0OJ7xWrrznkAkJO2DAAHkd9yqb8yhciIuKAfJBgMKFcHipCBfc/o0cSJLfPgjiy2+IXDEP+fXXb+rC7+nbrVgxzXMtGjz6qD3HmY45acxZSxlwHTmyf1AGKQvme9E/PfTQg7UY7ZiIQ2LQb5Q0MC8r8cyryxJ9WlgcNv80blzfn4+VtHDFHK07X4h0f/ppqtVnRn/WtWhrzq3us08Jq+8MgYKZDwQbpjgCBxaZ7884o4VVr+HD77Pe165dw9u8+RsrDA4YMtPAPYULGhEdCRgEpG+E/no2uWTHF6ibK1xo0qSJd8sttyT0x7XC5o4J8PsCi2Wmg3U3jGPM36FvvsHvVJ4z37l9Y/e0f6xXuvEhQDDTwH3//vh/JM9de+21VpghQ4bkvdR3W7Zs8QXYks7NN99svXfHEhh7QIQtDuO00047zcoD35XppkyZYr1HXhBsy7gFYyJXmIAwGKeImzt3ri/UkHLiao4T0jFugqDdTB/td8011+j/Xzb7xcB4UZzLRcZo+KbMNMw6SNx4VxnfUbgQjxTfkwAJkAAJkAAJkEBuEaBwgcKF3PriM6e2FC5kTlvkakkoXIgjXMDiBDacmwsiMBddqlRJa5LGNQttTuCkKlzAwpKZTtjp+SjX6afbJxG6VhfMNHAPKwlmfcx7N+y99/a0wsJUtRvm889fscKYizcIe/PNXaz3qQgX3EUfLGhJuZG/WaZq1aoE7yQMruZCFpiZ78z4uB848HbrPcK6wgJs7DLTgDULSQeWMNzTyhA2zPy3pOGmn4pwAWIJ0zrEgfr7dhfXsFgn5cTimrlxzBUugDMsQ8T7gw1uUg9cYwkL0tFesdLHqWxSP1zFoohZPrQDTpwzw1G4oJuQjgRIgARIgARIoMAIpCJcQP8FfXvXyprZh5F7nLqKU3SxGc3s95j3EMKafUWJ616xiI3NXhD/mvHl/sUXH7P6UbA8Ju9Myw6wXgb/mTNft8LDMhr80ScrW7Z08A4bsyQduZp9eJQzWYsLEM1CyGrWEVYgJP2CuFK4oPHmiEt2Y9HUqVOtbxGnaabDuZtL3A01yGPy5MlW3nXrwvpJnpO6yL8ViABwimmYw2YcCYcrTkcNc9hcZIYzrS5gkxREEfPmzfNmzJjhn4rqpoEymvEXL15sBXHrffLJJ1vvsVHIjI/7Bx6AcD/PffbZZ1YYnI5quoISLgwcONDMxr932wAn2ybqZHMehQuJEmO4VAhQuBBOLVnhAvombt9u0aKPdOI/RvyBJVlYc431xzzABmm4v3vuwSsI4x7K485xpmNOGlbGzLLA6oC5gT+svq5fKsIFM8+we7Dv06ert3XrnAjeyP+BB+yNmZ06wWKQ3TYQ+Zppm3OKWDf48cfJ/oE46EvDGpkZH2sIZlxYZzDfn3JKM+t92Bz1smVTLXEf0qNwQWOkIwGDgPSN0L/KJif9QVdkHKsOrnDB/I2Jd79jxw4raclf4lWvXl2P2/+2wuDB3dB///33W2EkPq6ucMEVR8DSgeuQ52GHHWb9HprCBQgDMF4x88HYwnUmm1KlSunDxv4IgrhjifPOOy94JzeuMMEdQ7nvUZ5PP/1UovvXq7X1BrOc5cqV87Zv326FOfVU2xIT+hbiCmLc1KhRI0k+4upygXABlibMOsBSRCqOwoVUqDEOCZAACZAACZAACRR/AhQuULhQ/L/yzKwhhQuZ2S65VCoKF+IIF6655hL9PdiLE3iGiWZzosY8nR/vzXepCBew6GSmUb582dByIC9YNDDD3nDD5VZY8x3u582baL036+eGnTwZJ4zk1f+bb96y8gqzNvH660OtMK5lgFSECx9//IKVJk6rknK5J9HipCqEd/+ccELjIA1X3ODWe/Xq6UH6ks+ECU8F8REeZsLlHa5Y9DLTwSQc8oQZdCwe/f77Aiu8GRf36RAuIB2YWjfLMWXKmCDfn3+2N2W4beMKF8x0Yt3DModZn1jCgnS0V6z0r776Eqv+Tzxxp1U2Kef113e0wpmLjBIm2vXyy9v6cbt27ept27Yt6T+//fabLhMdCZAACZAACZBALhFIVbiA/siqVdP9Pp5r2SysfwaB9XPPPaLR5vXhzXtYZhg8+C6vadOGEackuumhPxtmwQvlMcNig5XkAeGrvJPTeyGuhbBC/Pv16+aHh9BX/HDFOEHSkWt+hQvog5ub3pAPTtKV9AviSuGCxpsjTjb2JLqx6OOPP7a++WrVqqWFlLu5ZMwYjAFtt2nTJitvbJgxndRF/k2aIgMzHO6PPNKdD/nWDeI/46RQSQ/X+vXrh4YTT2ycWrFihbd06VJv0aJFWkDVyor/+eefS1D/6tYbm6BcV7ZsWSsNnPBquo0bN1rvYfXAdAUlXID1DddNmDDBKotr/cENbz7L5jwKF0wqvE83AQoXwokmK1xIpm/y0kuRB8iYv6u4dzesu+/Rb3P7O+6p/+YcZ7rmpCEMcMWjmCOHZeNx457wXCtbbhnxbPbhErW44NY/2jPmlmGF1j1k5oorLrR+i3v1uiZijhlzzpgTl7TDxA1mfTZt+tpbvvxTbZ1oigcraOaBSGBkhsUcq6SLqyt8kLD16h1uhXO/AwkXdpWyT5w4Mek5TcyDmidzh/+roC8JFD0B6Ruhj5tNTvrkiY4vUDdzc775+5HIfTzhQo8ePULxPfLII9ZvENZJTGfm7QoXrrjiCivu4MGDzajB/Q033GCFM4ULy5cvt97BqhrGWu4fCIHNspjiBncs8dJLLwV5yw0sEpjx3TGUK1yAmGLnzp0S3b8+/rj9fzm+Tde5dR0xYoQbxHrO77jpySeftNIzH1wuaGvz/2OM0f78808zSsL3FC4kjIoBSYAESIAESIAESCCnCFC4QOFCTn3wGVRZChcyqDFytCgULsQRLsA0dtgEv2vl4KuvJljhzMmsVIQLn3461poQq1v3cCt9s0xY7DHzO/PMllZY8x3ud+78znpvpmWGxcKJa20CiyxmGCySmPFx75oCv/jic60wqQgXnn76fitfWDeQfHHCq1mmRO5hfhYnnEkaZpwSJfaOWLRCOCwAmeHck/yx8eqAA/azwpjhYd2gdetT/FNi3UUxpJ8u4QJOkJUJQORvbgDDib1mmWDJQhjgWhjChXS0VyzhAr5/s46uNQipL4QKZjgKF/SnQEcCJEACJEACJFBgBPIjXJD+C644YRVCUGz6ql+/ttWfkb7N3nv/25s//z1dl3Dxgvj/+utXHsS5t912tS+4dU//lfRGjuwfkVadOnmnH5YuXcq38rVmzQyrPF988VoQDxYcJL1TT23u+z/zzEOBH969+uqQILyUMb/CBaTjWtqKZslO8szvlcIF3Yw54pLdWPTzzz9b3/yecelf+ablbi6ZPn16aJqy6Rj/3kqXLm2FkbrIv9M+ffpY7+Xhr7/+0ieF/9uqxy+//CKvrevatWutcPvss0/Eia3YNHnKKad42GwkeUe7xhMufPjhh1b+eDj0UHsD6IYNG6wwOM3VHD+jHKYrCOFCiRIlIjggT7SbWfewU1/Nspn3sjmPwgWTCu/TTUD+7adLdJXu8hVVeskKF9DPqFHjEOvfOzbCh/U/8itcSGWOM51z0hDAmr9r7j36aLD2iz5kWP3NjZKJChfuvruHB2sP5h/0dyFSwBwp+q1mOXCwiZl3ixZNrPdm2Gj36OeaaUCcMmzYvR7mr03rYmHxXeEC2swMF42NuzZB4YJuAjoSMAhI3wh93Gxy0ifPj3ABVgE6duyY0B/TAgE4Sf7yO4RN62Fu9OjR1m+VW16Jj6srXHCtC7z8Miw9RrqHHrLnC0zhgisIN/OLdQ8LeOLcMRSswIU56f8gXXcM5QoXmjfHXIftXFbXX3+9HUA/wYKdWe7hw4dHhEnnuOn999+PSF88XC6wyGmWDf3AVA/mknHXJ598kpJw7vfff5di8koCJEACJEACJEACJFCMCFC4QOFCMfqcs6oqFC5kVXMVy8JmtXBh0qTnrAkTnO5pLhKE3WMhyJxkOeQQnKaXt6En3uZxCXvWWSda6aRbuOCKEXByv+TtXj/44FmrLA0aHGGFNeuLxRI3vvlshg0TXOA0LDNMkyZHRaQ3bdo4K0w6hAu33nqVlSYEAFJubNoyy5ToPawPSBpmnLB6I9zMma9b+bjCBYTB6a2NGtW1wplpy33Llsdqc7Bzg/wRN96353J1rSVIXXA1zYofqMU5u3cv8vMyN/VXrVop8Je4rnABJ3Add1yjuH/+85+zrbrEEhako71ipY9FQeGM68SJz1hlk7oOGWJPBlO4oDHRkQAJkAAJkAAJFBiBdAkXpC8jV/Rpb7yxc4T1hI4dL9B1yRvnJHKPk3GHDr3HK1NmX6s/hX6jG9/diIbTYM3TeyHahaUFiWeKV8uVK+P7X3nlf4J8sID9yy84Cd0uczqEC2effVKQD/qHsSxSuPmn8pyNwoV169Zp9nTJEpCNPe5GnWjpYJN8qVL2hslly5ZFC56wv7u5ZP78+aFxIRyQsZK76UbqIu9xMmiYc8UICA8xQ5jDxhJJT66w/CAOG6rEP5FrPOFCWL1r1qxp5RG2ycbcGFsYwgV385bwmDlzplVWCheEDK+ZQkA27lG4YLdIKsIFd1551KgHdaJ2HwjPn332soc5N/PP4Yfbgix3w7r5e5rKHGc656RRh0ce6a0Fb3tZv29mGXGP97Dg6zIwf58TFS68997/ItIx04XFA/RFpQzog86aNT6IU7t2jeCdhIl3hQBD8kB/WvqC8eLhvSlc2LZtTkTe7qFCks+FF55lhXW/AwkXdqXFBd1cdMWeQC4LF3r37p1y+7pjglGjRoWmJZsb5HfO3bAv/ri6fd/GjfMso+P9u+++G5oHrAKY6ZjChbFj7YPfzHCx7l94AULBPS4dYyhXuHDhhRdK8sH1xRdftOpx2223Be/k5r777rPCuMKFdI+bvvnmG8k64upyCePZq1eviHiJeFC4kAglhiEBEiABEiABEiCB3CNA4QKFC7n31WdGjWVsf/DBB2dGgViKnCOQ1cKFH3+cbE3m4LTCP/9cqBsxcqFH/NyT+884o4UVPt7mcUnHXWBKt3ABp5OaE0I40VTydq8vvviYFfb880+1wprpRFuwkjTjhS0K4QI2+MN8t1k2WA6QMt9//83Wu86d23loj3h/TMsTZtrRGCUiXJAyYcHrjju6ezhxyzT/beaDBSYJj2u8by8Z4cIrr9iTujhVFvXFBjIpQ79+3az8UQZXuNC0acOIMGaZo93HEhako71ipe/+2xwzBhtuIn8TXN4ULmhMdCRAAiRAAiRAAgVGoKCEC9LPefTRPkE/D/09V8ws4RK5fvnlG1ZaSA/WGcy4r702xAqDcVbfvtcFfuivmeFdsTUsR5gbw6KVNx3ChZ49rwjKhbq4oluznOY9xj63397VW7gQp7hH9iej+clmtaeffjqlUwR37txZYN+hm/C4ceO8Fi1aeCVLlvRwauXWrVvdIHyOQUA29iQqXEBSDRs2tL7HoUOxUTO+++CDD7wnnnhCC3wirRu4m0vCNvAjh2SEC0OGwAJKpIP4wkwH/6YgZghzK1eutOparly5INizz9oHMGBD05gxY/S/t4V67LrTF0OAK9KXPxQuBPgibmRzHi0uRKChRxoJULgQDjMV4QJEp/LbhitEltH6Fa6/e7iLu2HdTDeVOc50zklL2Tdt+tp79tlHvMsvb+vVrFndqruUFxv4v/76TYtDQQgXUKbLLjvfKsOAAX2CfGEZTMqEK+ag480xf/vt20H8Tp3aWfGPPrqeh37wihXTPFhiwOEyIhxA+qZwAWUz527xftUqWFGK7Ie6c6PudxAWR/wkf5zevW3btqT/7Nq1S5eJjgQym4D0jdBfzyaXyvjiuuvyxuH43UincOHhhx8OxQdBA/KSP+6GffHH1RUuQJxrvn/uuedC8+jXr58VzhQufPbZZ9a7+vXr69/qr+L+Wb9+fZBXOsZQhSFcKKxxk4BxuUB4j3EoNrJIu2Etfu5cHMyWnKNwITleDE0CJEACJEACJEACuUKAwgUKF3LlW8+0elK4kGktknvlyWrhAib63cn8eJP02KQikyu43nJLF93qeZP/7mZmnMpuvpd7d3N0uoULWNAxywkz1nJqvpRBrthwbYbt3ftaq8zmu2gLVpJWvLBFIVy4554brfphQcc8jXXs2EHWewgXpD6JXuPVG+kkI1ww84WYZsaMV72bb+7imQtuJUvuY51CG+/bS0a4gIWwihUrBFzwnbsWShYt+iiCU2EIF9LRXu7i3Pz57wV1ufrqS4J6o12xic9sD7nHd2K2O4ULGhMdCZAACZAACZBAgRFIRrgASwXo+0EMgI1tbdqc5m90kn5M2BWWv8y+DYS/Eg7WEF54YaC/CR8i57lzcaJh3hgo7L5atSpWeu7m/Q0bZnuy6Ix8u3S5yDv99BOCOK5IdsuWby2rELB6YJb3ppuuDC1TOoQL48cPs/JCucEkrN6mn9mvbNbsaG/y5BfjxkH8TBcu/Pzzz1pk0tfDyfJmG+B+1qxZuo50iRJIZWNRjx49LO5VqlTxN+rHyhMWDerUqePHw3i4bdu2nmmpwd1cUpDCBZSzQYMGVh2ifTfTp0+3wjVtCkHTHtemTRvrXdhprocddpgVhsIFoRd5lc15FC5EsqFP+ghQuBDOMhXhgnvgCP4P/vTTsTqD2P0zvC9o4UI656Sj1Wft2i/8vulRR+35v036IzjsxIxjzqOmy+IC0r/qqout/18wZyv5upZik7XUVb58WSttHLwkaeMKa2lSX1xd4UKtWrZFDQiKzfhyX7263VePtyYi8XClcEEjpSv2BKRvROFCck0t4xv5nbr++utDE7j33nut37KbbrrJCifxcXWFC926dbPiRmujdu3c9Zv+QR5r1qyx0qhevXrwLtGbdIyhCkO4UFjjJuHmcvnkk0/8V66Vi2bNmnkQtSfjZA4JaaYinINFPzoSIAESIAESIAESIIHiR4DCBQoXit9XnR01onAhO9qpOJcyq4ULmGjHqUXmJFjLlsdG3eA/ZcoYKyziwVqBOXEfb/O4hC1o4QLyOfjgPf85Sf3eeWekVVYpi7vI49ZJ4uOaTcKFv/9e7JsTx+kdZh2uuALmVvMW8twTYWEyHXHNMLjHothvv82L8Mc7M/1ojBIRLuAkWpxMFs3yh7swNm/exKA88b49V7jQuvUpQVy3rnju1euaoF7YPGUubDZvfkxo3MIQLqSjvWIJF1yLDrB64fLZtWuB5y4kUrigMdGRAAmQAAmQAAkUGIFkhAvoS2JzltlHfeKJO3XZ8vrA7v3bb4+wwmO8ImEuuugc6127dmeG9pclPPq02EQl+WNz019//RCkJ+EaNjwyCFO/fm1vv/3KBc8TJz4TEb5Ro7rB+xNOaBzcIx+UX9I1r+kQLiA99AmlPrhiHAmrD2Ze5v2IEQ9YwgzwcMUbZnjzPlOFC++//753/vn2CcOwtHD11VcHbKJtQNeg6EIIyMaeZCwubNy40atQIU9kju+xY8eO3o4dO0Jy8PT8xm7/vfn91qxZU4uZ8jZtuJtLClq40KFDh+CbQbluvfXW0LK7Io2rrroqCIc6mHXCph/TLV261HqPsLJpRsIlUm83n99++02iB1dzYywEPaabNm2aVY7WrVubr4N7sy7u5iwEivceYWbOnGmFw2m0iTrZnEfhQqLEGC4VAhQuhFNLRbiAeUu3L4T5TPNgDrNvIffYBA8xpfmb4m5YN9+lOseZrjlp9GkXL/7Y/yN1MK9Ll35i9TnRRzXfm7/P5cqVCe2/JttX3LZtjudu+jfFCa4VMwhZzTLhHu0HSwgQG5vv3AN/MKfthvnf/x622g91NA8rci0+4EAfMw/cu3PUaHP3O3DjmM8ULmikdMWegPSNom2Kz1QAqYwvCtLiAk7Zx3jEdY0b2+N5nMhvOvv/ov3NV95jj9kW5GvXrm29xwOszEm/Q9IyLS4gzL777hv8nuK3dPny5fC23K+//upt3rzZ8pOHRMYSCGtamytdurRE96+FIVxwxzMFNW6SisXi0rJly4A52mXECMzjJO4oXEicFUOSAAmQAAmQAAmQQC4RoHCBwoVc+t4zqa4ULmRSa+RmWbJeuPDqq0OsiRJMlhx3XCNv6tSX9ITUN/4GcmwwuffennqiK2/zDcI1bdowYoN5vM3jMslfGMKFkSP7W3XDRh9sIpIy4Dp06D1WGGyScRdEZGIP12gLVpJmvLDuAkyTJkdZ5UE67gb7iy8+1wpz3XWXWWWGEAEmteUPzGc/9NBtnrs5HWWrUeMQb+vWOVZ6yPP44xtZaZoLTng/a9Z4TwQQWJzp0KGNlUa8eiMNd1HovPNODtL46KPnfbaSzgMP3BK8Q1z5g9NyJQzKYwop4n17rqn2ChXKhS7YSV5YGJSJQORZpUreiaqjRj0YlEnC41oYwgXkk9/2cr8Nc2EXliTMev/jH//w0D5mPfv06Rq0g7QHhQsaER0JkAAJkAAJkECBEUhGuIB+i2t1DH2aO++83t8kZfZrIMjEqb3o50u/Bte77+6h67KnH4qxkfkO9xdeeJbf/5YwckVf/thj7dPUTzoJp6Tn9WnlHqfTuuniGWXFWEzCyfWGGy4PDY9+MSwySDjz6m5Gw/hHxg2xrq7I4Lvv3rc2xqGcELI++eR/vdmz39CbxufrE//m+CLk9u1bW/1JhO3Z84rQ8plllftMEi5s2rRJWyB71HM3O9StW9cbMmSIHltt1fXyAstwX3zxhf/MvxIjkMrGIqQ8cuTIiH8LaBOcYvn9999rodBf3vr167Wg5209djo+IuyECROsAsbaXGIGjLXpRuoi/6bxfURz3333nfXvqVy5ct433+DffJ6bMWOGh409kl6JEiW8H3/E78ged+yxxwbvEOaOO+6QV/7pmw0bNrTeI4xrlSGRervffrLCBfybkDrgCtFJ2MmiZhgKF4Km5E0xIyAbCKtVq1bMapa/6qQiXECfAdafzI35+B2BZeEHH7zVt9y6fftcD/08zHm9/vpQ37qVzG2avzmYr5Q+CK7mu2jzwLHmOJFGOuakzzmnVfB/BSyBbdz4pVVO5PP1129aFrluv72rFaZEib2t+oRZzHL7iq+9NsTvh6IvKn9gRQLzhbDC5fZzMYdoWqVdv36WV6ZM3mZYtMn330+yyvX44/2CcqE/OWzYvf57tJk5J4m2MOck0ZZly+b93yhtZVplwJyt+OOK+VxYaZA23rnzuwhBLsJRuKAR0ZGAQSCXhQtXXHGFHjN/m/AfjDvEuWMC/L4MGDBAXvtX2dggv1V77723BwsIppN3uLp9Y+SHsYEZ5pZbbgkEEhAauP18hHWFC3369LHSQL3NfjrSOeSQQ/ww6MNgvGWOBdw8UhF/F4ZwobDGTdJ+sbjMmTPH6ruUL1/eW7dunUSNe5X/I2lxIS4qBiABEiABEiABEiCBnCJA4QKFCzn1wWdQZWV8j0MLsC6Zyp8Mqg6LkoUEsl64gEl7bIw3J7nM+7AFHbwvVaqktSghk//xNo9LuMIQLuD0JogwzPocdlg1/+R8nCp/9tknWe8QDpuSpIxyNeNHW7BKNGxBCBfM8sW6r1atir+oJ2U1r59//orFApulunS5yHvqqfu966/v6GGBTNLG5BhEAGZ8eYdrNEaxFvUgFjGFARDJdOvWQW+seNAXA+DE1k6dbNO2p59+glWGeN8eLEaY5cQ9xCx33NHdGz78PistqdsppzSLiFOy5D5RN4YVlnAhv+0VS7iAup97biur3lhkxAlpWPyVf7vu6WrgL9ziXS+/vK2ffteuXVMyaWtOkOtM6UiABEiABEiABHKAQLLCBWzuqlfvcKtPg/4f+rIHHLCfh83xhxxS2dt7739HhKlb9/AI4QA247t9STxj81Tt2jU8jDPk9FUzHPy++eYt3UKRwgXXyoPEg0W4sPDjxj0RWgaMecLCw8/djCZ5xLvWqXNYRJoQR8tCuRsf4wfXT55x8i1EDdHK6PpngnBh1qxZXufOna0NIbAacdFFF0WcWq8rFmw+oHABNBJ3srEnGYsLSB0bamQzlXxn5jXW94gNOq6LtbnEDJsu4QLS7NWrl/VvpmzZsr71jkceecS7/PLLrW8Pdbv3XmzqzHPXXHONFR+biS655BIPVhnk97JTp07Wv9ljjjnGwwbhVatW+QklUu/8ChfWrl1rlRN1adSokS+0GD58eFAhs/3czVkIFO89wtDiAijQZTIBChfCWydV4QL6DxCamr8P5j36LLH+P8Ccd5hFLjONVOY4Ua50zEm7h+1gDnPAgD7emDGP+xaQcYBIzZrVg/qjrhDQmv0q9OfM+mDuFRZlb7vt6iBcqn1FSTfsIBP4yXtcYe2hd+9rfYHCZZedb/W/Dzxwf+uQHVjOMOPi4BnMTV9wwen+egTaDQfqmGEuvfQ8Dwf5QKgCYQLazXxftWolv96Yu2zQ4Aj/u4CfGQaWpk12se6lzz9x4sSU5jV37doV/o+BviSQQQSkr43+eja5VMYXrsUF87chkXv038VJ/hKvUqU9vzVt27b1Hn74Yb3G1SkQpUmYLl26SPTgKu9wDesbX3vttdZvGMJhPNGgQQM/ffyfIG0oabnChS1btui5kbx1P4Q77bTTvMGDB+tDH+706tevb+Vh1hMFTWQsgXCxxlCFIVworHET6goXj8v1119vcYX1wESdzMdQuJAoMYYjARIgARIgARIggdwgQOEChQu58aUXXC1PP/10T/5ceOGFCWckwoUqVaqkNEe4bdu24BCChDNlQBIwCBQL4QI29WCCXyY9ZCIr2hUbaT75JHwyP97mcZn0l83PksdXX+HEw7zNPOKPa9gi0VtvjbAmd6666mIrvqS1bNlUPVHU1Aprpi332HAEU9MSz7xKmGhlSSZsUQgX0K5Y3Ak7mcss+8CBt0dY1TDrjnssDj37LCZi89oK92a4sPZCmFjCBbz/7LOX/VNbzbSi3WPhbcOG2VY5Evn2XEsFkn7btmdYaUn9XCECwrvWJiQsrm54WCUx3yd6736zpkUESSM/7RUv/QULPrCEJMJJrpdccp7/Hcgzrr16XZNwXSlc0KjoSIAESIAESIAEkiIgG3Gx2V/6Q/Gu6P82bmwvtpv9l7B7CBAwhnDT3r17kd4QfLHV7w2Lb/rhtNl33x0VkZakDSsJ7knBiA8LaxLGvLpjCcmrb9/rQsMjbqqb0cKEC0gPfXZ3E5yUI+yKfp9r0c6sU9h9UQkXdu7c6T3zzDMeNnebdcFJGffdd1/MkxClHSlc0J9iEk429iQrXJAsYEEA1grM9op2j7FsNCsI8TaXSH6xNt1IXST/aHlJWjt27PAg5I43D4NNRzfddJP3+++/S1T/+vPPP1sWGSRfuWKDDtypp54awefll1/23yVS7/wKF5BRmNULlBMbuMRJuXEN25wV7z3SoXBBaPKaqQQoXAhvmfwIF9CPwIbzWrXsze7mb0bY/WmnnRBxKIv0Sczwqc5xIq38zkmj/4RN/mZ5Yt0PGXK3BmzP18ICQ1ic/fYrF4RNta+Ig1369esWpGPmDfGAKy4IKwdEC+6awIQJT4WWGfHxf+YLLwz0LfCaVh0k7XXrZvrlgYVp13K0hMEVFh5gwdj0mzjxmdC6mPWSewoXNCq6Yk9ANr2jj5tNTvrkyYwvClK4gDFBWH9cfn/q1avnrVy5MgKxvMc1rG8M0cGZZ55p/Y6ZcSAQHjp0qPXeFS4g0w8//DAQPZvx3XsIJXBypOkSGUsgfKwxVGEIFwpr3CRs4nH59ddf/TY1GX/88ccSPeZVxo4ULsTExJckQAIkQAIkQAIkkHMEKFxITrgA63JYmzD/3HzzzXG/Gxw4JXHuueeeuOHTEQAW2p5++ml/jeiss87yatSoofdVltcH99XThw6fpQ8K6W1Z6k5HnrmYhjk+CxuDR2NC4UI0MvQvLALFQrggk+44RR8LN+6pRPgHWrp0Ke/oo+vpjRwPabXPIs3XXgiR50Q2jyNsYQkXkBdOucKCBDbA4JRM8wenUqUDPJyeunr19Kh1MsNHW7CS+scL6242atLkqIh8cTqWmQ4sYkj6uGIjk/nevUcdcRp+ixZNPGxiWrwYk17h7eX6z5s30TeXLQswkjY24kD8EM1stoTDNRqjeMIFlOWHHz70LS1gAc1MU+5r1DjEgzlxbPJyy57It4f03c1rWOi66aYrI9JD+r//vsDDyV6SP66miXK3DIUpXEDeqbZXPOEC0l6xYprXsuWxvlhF6g/+Xbu297ngJDPxx7VHj06hDF1GeKZwQaOiIwESIAESIAESSIpAKsIF9Dv++usH7513Rnrnn3+qdbqr2Y8pUWJv76STmnqvvz7UDx/WfxE/bK5Cf6h8+bJWX0jSw+ZojDsGD77LOj1W4rtXCF0lrlxxkq4bTp5dq1eIE6t/mupmtGjCBZQDp9nCgl2rVsdZltmk/BhLYDOYuxFN6hDvWtjChUWLFvmTfpjskzpgQwBOm8Skk7tBI+zDpXAhjEp8v1Q2FrmprlmzRo+Rr/OaNm3qnzIqbSjXypUr+6f7h20IkrTibS6RcLE23UhdJN94wgVJc/Lkyf7G/lKlSgXfH9LAiaknnXSSvxlfwrrXL7+EOKuxFa9u3bp6HqBvcErLjBkz/G8Zv01IFxuncUI0XCL1Todw4YcffogoZ5kyZfx/d1In4YZr2MRwvPdIh8IFoclrphKgcCG8ZfIrXEC/Ahvl7723p9+fM63Gym8H/l9v2PBI/9T92bPf0AWJPk8qcfb8HpUPDZvIHCfyyO+cNOKPHNnfa97cFlVKGfdYgzrHmzHj1dBybt8+1z+sSMLjCmtjprWuRPuKmD+FVTLM6d93300RB8qEMR0/fpg+sbt2xHw80oIVheXLPw0t99ixgzzM2Uu5Uc8TTmjsPf/8o0H40aMH+G0qYWDVwTy0Z/LkFz3TegP6arBaMWjQHX4arqgDZQ2rQ5ifzJvT4oJGRldsCVC4oILfIPmdiXY1LRG4Y4Jhw4b5py5ig4vMaSCdfffd17fmt3Xr1tBvyMwrrG+MSBinIm9sVjnwwAO9Jk2aeD179tSHJ7zrpzlo0CCrDgMGDAjNa8OGDb7FN9nsZOZ97LHHaks/OMQu0iUylkCsWGOowhAuoAyFMW5CPnCJcBkxwj6Yr3bt2nqeJb41HgoX9jDm3yRAAiRAAiRAAiRAAjYB6cujL5qLTsZab7/9dkLVhxjAHPfIvYyloiViriFi/bCg3bPPPuvtt99+oWWVMuOKcQLG8LB+nQ1u4MCB3sUXX+yv62VKeU2e0cbgYWWlcCGMCv0Kk8D/ITP9ARe5W716tdKmR/xy6E34qlKlivkq05Yt29SSJcvVH3/8qfSpo+qAA/bLV3qZEvnPP/9UixcvV1u3blN6M47SixqZUrSMKgc+6xUrVqvly1epihX3V1WrHqRKlSpZaGXcvXu3Wrduo/7zi9qyZbsuQwV18MEHKb2wle8yoG4//7xGrV37i6pe/WA/7WiJrlu3Qde9hcJ3A1etWhW1dOkUpU+9jBalSPwLsr127tyl5s5d6NddL/6mpX6dOvVSzz8/XukTRpWeME86TfAvWbLwvsekC8gIJEACJEACJEACaSdQqVIl3X9bq7TFBXXuuSenlD76TL/+ulmtXr1ebdy4WWmBqh5DHai0aDal9LZt+81Pa+3a9UpvYFKVKx+o9MmxGddXTKlySUTavHmrWrhwidprr3+pQw6pku+xY926Z6kFCxYrfYqIat++fRIl2RNUb9BWJUqUiBkP4w29UVLpkyjVRx99hAMJ/PB64lF17txZ6Y3wqlatWjHTMF8iT6SpLS4ovYHefMX7GATuvvtupU+m0f+mz9X/tt+OETLxV5gbWbJkif53vZ/+Hg9RpUuXTjxyEYbEN7h8+XKlBRZKn5qjf08qJ1ya9evXqx9//FFpkYEe34bPBemTPZU+SUiPqw9WevN0wmmnKyDqp0879X/Hq1evHrWc6cov2XTwDeqFCXX77bcrLfxINrr/u88xatLYci7C3nvvredZ/9DzK9XUsmXLcq7+0SqM3//WrVvruewDdL9qRrRgSfljXht9k927//bn/Q46aH/dVyuVVBrpDpzfOWn0OzGXibnKf/3rn/r3vJLPTG/Ij1vUDRs26fnMFX4/tWrVSoXeV5W6ox9epcpBuuwH6n7jXjHL/ffff+u56TX6m1inGjSoE3VeeuXKtX466NPrhdqINDdu3KTXApapevUOT9s3ULr0UWr79h1KCxdUixYtIvKM54G64/eAjgQymYD0jfRGfIU+e7a4ghhfJFN3yV/iaDGz6t69uzwqLej115qOPPLIAv8t7tOnj3r44YeDvMePH68uuOCC4DnsRosY/DJqYYVeF6vqj6nCwmWrXzaMm2KxxboYxlXa4oLSliJjBQ19h3FgUYwFQwtDTxIgARIgARIgARIggbQR0EJmhb6uFi74fcW0JZwlCeWtH7/trzXFKzZYgZnr6tSpo+bNm6fn3f7lvvKfsea0adMm/14LF9SkSZNCw+XXE2s5F110kdKW2ZJKCutD2qqe3gdZPal4hRlYWxZXWmjir1VhDWzVqlWFmX3UvMw5RS1cUL/88kvUsOaLCRMm+ONs7NdeuHCh+Srhe6wrZdoe1IQLz4BFTqDYCheKnCwLQAIZQOC22x5Sjz46KijJk0/+V+kTwYJn3qRGgMKF1LgxFgmQAAmQAAnkMoG8iafUhQu5zC+b6l6QwgVMSEIQoU849DeICxcs+nfr1s0XSsQTPUgc80rhgkkj8XvZ2JNO4ULiuTMkCeQRkM15FC7kMeFd+glQuBDOtCCEC+E50ZcE0kOAwoX0cGQqmU1A+kYULiTXTjK+kViucEH883vFJooVK1b4f7TVBtWpU6eIJE8++WSlLRoE/t9//70+zK1O8Myb7CNA4UL2tRlLTAIkQAIkQAIkQAKFQYDCBTn4Ln/CBbTVE088oXr06BHabIUlXMABwFjHNB0OwjnvvPNU/fr1fdEFxoPvvPNOhHjiiCOOUPPnz8/YjfBvvvmmatOmjV81Chf2tDCFC+aXzvtkCVC4kCwxhieBDCaA07ww+YeT2UaOfFn16vVwcPpq5coV9cmdU/TprTwRK79NSOFCfgkyPgmQAAmQAAnkHgEKF3KnzQtCuDB16lQ1bNgwpc12BtbUIFC45JJLfOsKxx57bL4AU7iQGj7Z2EPhQmr8GCt9BGRzHoUL6WPKlCIJULgQyQQ+FC6Ec6Fv5hKgcCFz24YlSx8B6RtRuJAcUxnfSKyCEC5s375dW6+poq3Kb5Vs1Msvv+yfyCkesC54/vnny6Nv7QkW2qKdHBoE5E1GE6BwIaObh4UjARIgARIgARIggSIjQOFC/oQLOG1frLJDnLB48eJQ63PJChdgAXvBggW+pW1YtKtdu7a2WH9AzO/k66+/Vk2aNFHYuygOlulhPb5MmTLiFVyx9gkhAPIS98ILL6gOHTrIY8R1165dvqU9WAQsV66cXy5YLzetDriR1q5dq/766y/fG9ZfsWYvDul9+umnaseOHb6wAhbF3bTWrFnjW62/8cYbFawBwuG7/fLLL/17zJsLm2h5YUz71VdfKVhEOOWUU/x4YX/BKju4b9y4UdWqVUsdfjissO4bFjTwM8tLiwsBFt5kAQEKF7KgkVhEEkiUwB13PKYef/xZtXPnrqBjInHHjh2kNzadK4+85oMAhQv5gMeoJEACJEACJJCjBChcyJ2GT5dwYdu2bWr06NH+hB4mqcQddthhvlihS5cu/qSc+OfnSuFCavRkYw+FC6nxY6z0EZDNeRQupI8pU4okQOFCJBP4ULgQzoW+mUuAwoXMbRuWLH0EpG9E4UJyTGV8I7EKQriAtG+55Rb12GOPSTb+YVywIghB/pIlS9QHH3wQrG9hA8aHH34Yc2NHkBBvMpoAhQsZ3TwsHAmQAAmQAAmQAAkUGQEKF/InXIDoG5YAxMHiAiwvuC5R4cJLL72ksM4Aqwiuw+b8u+66y7cAj/6965o3b66mT58eeJ9wwglq2rRpwXPYDcZ/Z555pv8KlhmuueYa1bdv34igEAnA8jw2/5vCCATEqf9XXHGF6t+/f6hAol69euq7777z0yxfvrz69ddffYHH9ddf74sWIF4QB+t/WJs9+OCDxUvBugLEC9FcixYt/HTwvm7dur7wAPeS16OPPqoPnu7lj3NLly5tCfkR7vfff1f33Xefwhh8y5Yt8LLckUce6bfpqaeeavnLA4ULQoLXbCNA4UK2tRjLSwIxCEC48MADwyJC3H57V/0f9K0R/vRIjQCFC6lxYywSIAESIAESyGUCFC7kTuvnV7iwcOFCNWrUKDVmzBiF0yjhcALIOeec40/KnX766RGnfeSXLoULqRGUjT0ULqTGj7HSR0A251G4kD6mTCmSAIULkUzgQ+FCOBf6Zi4BChcyt21YsvQRkL4RhQvJMZXxjcQqKOECTrrs1KmTwoaYWA6nSmLzRs+ePWMF47ssIUDhQpY0FItJAiRAAiRAAiRAAoVMgMKF/AkXHnjgAfXxxx+ryZMn+y2H9b558+apOnXqWC0ZT7iwadMm1bFjR/Xuu+9a8cIejjvuOPXaa6/51vTkPazqlS1bVh79K8rUqlUryy/s4cUXX/SF7LAuEOZ69+6tBg4c6Fs9CHsvfrDuh3Fmy5Ytxcu/Nm3aVM2aNcu/xyb/n3/+WUE8v27dOiucPOAAue+//17ttddevlcywgUzL4yBZs6c6VuhkLRd4cKcOXP0IdSXKKwNx3MYRz/zzDP+mrEZlsIFkwbvs4kAhQvZ1FosKwnEITBixDj15JPPa5NBm3xTQUccUUP16NFJn0bTLE5Mvk6GAIULydBiWBIgARIgARIgARCgcCF3voNUhAt//PGHeuONN3zBwhdffBHAqlixorrqqqtU165dFUyxFpSjcCE1srKxh8KF1PgxVvoIyOY8ChfSx5QpRRKgcCGSCXwoXAjnQt/MJUDhQua2DUuWPgLSN6JwITmmDz30kHr44YeDSAMGDPDHo4FHmm+wiWXEiBH+BpLVq1f7p0wedNBBqkaNGv6mlT59+ihsYqIrHgQoXCge7chakAAJkAAJkAAJkEC6CVC4kD/hAk7yb9++vTr66KMDSwRnn312hAAhnnABa5HYFC8O1hWuvvpqhdP+f/zxRzVy5Ei1atUqea3atWvnixfEA5YQGjduLI++xQIIBPLrIGqAoEIcDnpDWSGegOWEl19+ORAlIAzWUiECgBUGcbD88Pnnn8ujat26tT+ne9JJJ6maNWuqzz77zBcqBAH0zbBhw9R1113ne91///2+lQRYTvA8z/eD0F7eH3roocG9m1fbtm3V+PHjfUuDaAOsB4tVhT///FM1aNDAyvuoo45Sl156qS8KAdPhw4f7caRsTz75pIKlCNNRuGDS4H02EaBwIZtai2UlARLICAIULmREM7AQJEACJEACJJBVBChcyKrmyldhkxEurFy50p/se/7559WGDRuCfDGxBZOnF154YXCiR/CyAG4oXEgNKoULqXFjrPQTkM15FC6kny1TzCNA4UIeC/OOwgWTBu+zgQCFC9nQSixjfglI34jChfySLNz4v//+u0J/g654EqBwoXi2K2tFAiRAAiRAAiRAAvklQOFC/oQLPXr0UE888YS/md8UHnzwwQcKFtzFxRIuzJgxQzVv3jzYlI82mT59ui8ql/gQm8OaANY1xX344Yfq1FNP9R/Hjh3rCyjkHdY5p02bJo8pXbHBv3bt2pZlBMzFYswvDkKA888/X73//vvipfr166cgNhAHgcLUqVPl0bdq/8ILL6jLLrvM90MaSBP1EXfOOeeod955Rx79q6yl4gFWGEwhhwQ88cQT1aeffiqPvmABQotHHnnEt0hhjntxeADWdMQh7sSJEy3RBcoNqxUimChXrpxatGiRgrBEHIULQoLXbCNA4UK2tRjLSwIkUOQEKFwo8iZgAUiABEiABEgg6whQuJB1TZZygeMJFzC5NGnSJP/kEkwc/v33335eOJ0Dp4bgpAycYFKYTibbYO0BE490iRGgcCExTgxV8ARkcx6FCwXPOpdzoHAhvPUpXAjnQt/MJUDhQua2DUuWPgLSN6JwIX1MmRIJ5JcAhQv5Jcj4JEACJEACJEACJFA8CVC4kD/hwg033KAGDx6s1q5dq2rVqqW2b9/ufyh169ZVc+bMUbBQABdLuIBD1F5//XU/HP7C2hfG06578MEHVd++fQNv0+rCvffea8WBKADWEvLjhgwZolA/cRAgTJkyRR6DK4QXzZo1C54rVKhgHRbnChfOO+889dZbbwXhcfPJJ5/4AgHxBL/58+fLo3+VtVQ8RBMuuHk1atRIff3111Y68rD//vurjRs3yqNfBogXXHfGGWf468ri71pdoHBByPCabQQoXMi2FmN5SYAEipwAhQtF3gQsAAmQAAmQAAlkHQEKF7KuyVIucDThAkyWjh49Wv3vf/9Ty5YtC9LH5BesK0C0ULp06cC/MG9kso3CheSoU7iQHC+GLjgCsjmPwoWCY8yUlX8CMk6fqlatmvX/WK6zoXAh17+A7Ks/hQvZ12YscfIEpG9E4ULy7BiDBAqKAIULBUWW6ZIACZAACZAACZBAdhOgcCE9wgV8Bf379/etDcgXMXToUH/9Ec+xhAtYp1ywYIFEU99++61q0KBB8Cw3EEI0bNhQHlX9+vXV3Llz/ee77rpL3XfffcG7Tp06qeeeey54TuWme/fuatiwYUHUQYMGqRtvvDF4Nm/Kly+vNm/eHHhBEIA6w7ligpdeekldeumlQVjcwLoDrBmIw/2mTZvk0b/KWioeEhUuuCIDSfCXX35RFStWlEeF8mMdOczBokbPnj2DVyJWEQ8KF4QEr9lGgMKFbGsxlpcESKDICVC4UORNwAKQAAmQAAmQQNYRoHAh65os5QK7woVZs2apUaNGqfHjxyuYAIXba6+9VNu2bf0Jw5YtW6acV7oiymQbhQvJEaVwITleDF1wBGRzHoULBceYKVO4EO0boHAhGhn6ZyoBChcytWVYrnQSkL4RhQvppMq0SCB/BChcyB8/xiYBEiABEiABEiCB4kqAwoX0CRd27dqlateurVasWOF/LjjRf/Hixf6GfFghkI3xp512WnCC/+7du1XJkiUVDqwRh031iOu6devWqYMOOijw3meffdRvv/2msHEe1hVwQJs4iAXCrCPI+0Sup5xyipo8eXIQ9NVXX1WwDhHmjjjiCLVw4cLglbne6QoXYKHhuOOOC8LKjVgcxjMOmtu6dau88q+yloqHRIUL77//voLFBNdNmzZNmevDYRYeJM7LL7+sLrnkEnlUZ555pnrvvfeCZwoXAhS8yTICFC5kWYOxuCRAAkVPgMKFom8DloAESIAESIAEso0AhQvZ1mKpl1eECx06dFDz5s3zTbFKalWrVlXXXHON/8c8SUPeF9VVJtvMibyiKks25UvhQja1VvEuq2zOo3CheLdzUddOFm5occFuCQoXbB58ynwCFC5kfhuxhPknIH0jChfyz5IpkEC6CFC4kC6STIcESIAESIAESIAEihcBChfSJ1zAlzF27FjVvn374CO5+eab1cCBA30ruiJoMIULrhgBEf/66y/1z3/+M0hDbiBuwByx6WCVANYJZs+erY499tjgVfXq1dVPP/0UPKdy44oRPvroIwUxQ5hr1qyZgiBB3BtvvKHatGnjP7rChfnz5ysIBVwHAcfOnTt973QJF7755hvLSoXk6YoRTjjhBAUxQ5ibNGmSJX6ANQxYxRBH4YKQ4DXbCFC4kG0txvKSAAkUOQEKF4q8CVgAEiABEiABEsg6AhQuZF2TpVTgH374STVrdqE+tWSLFf/UU09VMGkqk2TWywx4MCe1MqA4WVcEbIzCxlU6EigqArI5j8KFomqB3MhXhAu5Udvka1mp0gFq9eq8xbHkU2AMEigcAhQuFA5n5lK0BKRvVLSlSD13ji9SZ8eYmUuAwoXMbRuWjARIgARIgARIgASKkgCFC+kVLniep9cpmykcVAYHC/Dfffedb6lg7ty5vp8pXED4UqVKBRv2EWDt2rUK7eK6VatWqYMPPjjwhmABwgW4LVu2+AIGeYl1R+RXr1498Yp6HTZsmG/h4fzzz7eEEWeddZaCxQJx48aNUxdffLE8WtdatWqpH3/8MfAzBQNFKVyIJpKYOXOmZfWhTp066vvvvw/Kb96MGTNG4bA8ceA0YcIEefQtXsgDLGXAYkYiDmlccMEFqkqVKpa1ikTiShiIPTDWoyOBVAhQuJAKNcYhARLIaQIULuR087PyJEACJEACJJASAQoXUsKWVZHWr9+obrzxfjVunL2BHadkPPTQQ6p58+YZWx8KF/LXNNxYlD9+jJ1/ArI5j8KF/LNkCtEJULgQnQ3eULgQmw/fZg4BChcypy1YkoIjIH2jgsuhYFPm+KJg+TL1oiFA4ULRcGeuJEACJEACJEACJJDpBChcSK9wAe0N0cLxxx8fNH3r1q19YcHUqVN9P1O4AI+GDRta1uNnzZqlmjRpEsSXG1g0gChCXNOmTQOBBPxgCUDEEXhu166deu2113Ab1cEqAzbtw5pD+fLlfWsRgwYNUrAU37NnT/XEE08EcR955BF12223Bc9ys3v3blWmTBm1Y8eS1whNAABAAElEQVQO3wtrntu3b1fYVA+XicKFzZs3+/X1C6j/goUH+IWJAB588EHVt29fCap69+7trzuLh7nGS+GCUOE1GwhQuJANrcQykgAJZBQBChcyqjlYGBIgARIgARLICgIULmRFM6WlkLVrn6YWLfrJn2Tatm1bkCYm7K699lrVuXNntc8++wT+mXAjk1rDhw/3JwgzoUzZUIbnnntOjR49WnFjUTa0VvEuo2zOo3CheLdzUdeuQoUK2qLQr/4CFBaP6PYQmD59uurXrx+FC/wgsoYAhQtZ01QsaD4IzJs3T23cuDEfKRRNVI4vioY7cy0cAhQuFA5n5kICJEACJEACJEAC2UaAwoX0CxfwDbRv316NHTs2+BzAed26df6zK1zo2LGjevHFF4Owt956qxowYEDwLDc33nijGjx4sDyqq666So0cOTJ4hjACIgFxWHtE+Ouvv168rCvG7SeffLIldkBZnn/+eT/cM8884+chkRo3bqxmz54tj8H1jTfeUG3btg2ea9asqRYvXhw8F4RwAdYmMFcu66uSWaJ5IXzVqlXVypUrJap655131DnnnBM8y40rCEFbXXbZZfLaKgOFCwEW3mQBAQoXsqCRWEQSIIHMIkDhQma1B0tDAiRAAiRAAtlAgMKFbGil9JSxbt2z1IIFi9VTTz2lsMkTE2uTJk1Sf//9t59B2bJl1eWXX666d++uateunZ5M85kKTi7BiSQ4hQUnpNAlRuDuu+9W99xzD4ULieFiqAIkQOFCAcJl0gGBXF9EDEA4N2+//bbCqWW0uOCA4WPGEqBwIWObhgUjAcXxBT+C4kyAwoXi3LqsGwmQAAmQAAmQAAmkTiDX5xzz1o/f9tea4pFcv369AjNxN9xwgyUmEP8VK1b4a5C7du0Sr+DqChcWLFjgW134888//TDYlD9lyhTfTyJh/fD0009XcmBbiRIl1Pz589Vhhx0mQfxrhw4d1JgxYyy/Nm3a+AKEo446SlWpUkWtWrVKTZw4UcGSwPLly4OwpUqV0gfDLVKVK1f2/VD2evXqqSVLlgRhnn32Wf+AOPGAGOPUU0/1yyJ+7sb+RMUEsNCwc+dOPxlYQNi6dask6V9xKJ3Jc86cOQp1Ml2ieSHOqFGj1NVXXx1Eb9Sokfr4448tSwzDhg3z15Ml0JFHHqm+/fZbtddee4kXhQsBCd5kGwEKF7KtxVheEiCBIidA4UKRNwELQAIkQAIkQAJZRyBv4mmEnng6OevKzwInTkCEC08//bR/ogliYoLwf//7n39KyC+//BIk1qpVK9WtWzeFSTuIB4rKUbiQGnluLEqNG2OlnwCFC+lnyhQjCeT6ImIkkT0+FC5EI0P/TCVA4UKmtgzLRQKKwgV+BMWaAIULxbp5WTkSIAESIAESIAESSJmAzDlWq1bN2pCecoJZFnHgwIFq+/btCnOMmOeP5xIVLiAdWInt379/RJKucAEBevfurR555JEgLA5hu+iii1StWrV8UcArr7xibdq/99571Z133hmEl5u1a9eq5s2bq6VLl4qXdcW4QA56M19ACAELEVgvNd17772nzj777MALFg7atWunmjRp4q+9TpgwwRdCSABYcMDmf9MlKiaIJ1w44ogj1MKFC4OkIcK49NJLfeGAsEs0LyTieZ5q1qyZf6icJAohyAUXXKAgHoGlXwg8TAerFi1btjS9KFywaPAhmwhQuJBNrcWykgAJZAQBChcyohlYCBIgARIgARLIKgIULmRVc+WrsGHCBUnwjz/+UG+++aZ/igYmnMTh9BCcqtG1a1d10EEHiXehXSlcSA01hQupcWOs9BOgcCH9TJliJAFZRDzxxBPVJ598EhkgR30oXMjRhs/ialO4kMWNx6IXewIcXxT7Js7pClK4kNPNz8qTAAmQAAmQAAmQQFQCMucYNUCOvCgI4QIEERAeQExgujDhAiwN3HzzzQqHsmFDfTSHfv2NN96oHnroIfXvf/87NNiOHTvUXXfdpQYNGuRbew8NZHjuv//+CgIECB7C3NChQ31hxW+//Rb2OvA788wz1TPPPBNYbJAXiYoJ4gkX+vbt61uJkHTlut9++6mNGzf6j4nmJXFhcaJTp04KgoRYDkKSxx9/XF1xxRURwSDmEAeW5gF64h92BXOIJCDAMAUZYWGj+YEZvgk6EkiFQEYKF157bYiqUKF8KvVhHBIgARIocAIPPviUmjRpmr+xbMCAAUnnh/+08Z83HQmQAAmQAAmQQO4QEOFC//63qOOPPzp3Kp6DNe3cuZc2bbrKn9xr3759VAKYBBo5cqQaN25cYG4UAoLzzz/ft8KAU0EKy1G4kBpp2Vh0/PHHh55ak1qqjEUCyRO4/fbb/VN5cMXkebKOY9RkieVmeFlEpHDBbn8RLuy3X1n1+uvD7Jd8IoEMJHD22Vdqs/e/+ye2tWjRIukSwhT93nvvnXQ8RiABEohPgOOL+IwYInsJwOIkHASwxxxzTNIVwaaoaBujkk6MEUiABEiABEiABEiABDKGQM2aNdWSJUsULC5Ur149Y8pVWAWZMWOGwqFnBSFcQB2wkf+qq66yqhMmXJAAU6ZM8S01zJ07V5lCAWycb9SokXr44YfVscceK8FjXr/88kv16KOPqgULFqhFixap33//PQiPzfb169dX1113nerYsaMqVapU8C7s5qeffvKFFZ999pnasGFDEARzVLVr11a33Xab6tChQ+Bv3iQqJognXAAPHEIHyxDikD+4oB3hEs1L4uMKochTTz2lhgwZohYvXqz+/PPP4DX2F2AsBY64D3MULoRRoV82EMhI4UI2gGMZSYAESAAn4lK4wO+ABEiABEiABEggEQIiXEgkLMMUDwI4lSSWcEFqiYkumFiFiGHevHnirerUqeNP2HXu3FmVKVMm8C+IGwoXUqMqG4tSi81YJJB+AhQupJ8pU8wjQOFCHgvzToQLph/vSSAbCMDUPIUL2dBSLGMuEeD4IpdaO3frSuFC7rY9a04CJEACJEACJEACYQTEmvB///tfhTFRrjlZP05UuFBYfLCZHtYAVq5cqWrUqBFhxSDZcuzevVtBfLB69Wo/rapVq6Z8MAYsCkAIUbFiRb9s//znP5MtTr7CQzixdOlShfly1COdFgcgWoB4YevWrf46cbly5fJV1liRaXEhFh2+KwwCFC4UBmXmQQIkUCwJULhQLJuVlSIBEiABEiCBAiEgE08FkjgTzUgCiQoXzMLPnDlT/e9//9MnNr8enDyCEz4ggOjRo4d/+ogZPl33FC6kRpIbi1LjxlgFR4DChYJjy5SVvxCzfv16RYsL9tdA4YLNg0/ZQ4DChexpK5Y0dwhwfJE7bZ3LNaVwIZdbn3UnARIgARIgARIggUgCFC5UUmvXrk3Y4kIkQfqQQGoEKFxIjRtjpY9ARgoXVq+ers2bVExfLZkSCZAACaSRQKdOvdTzz49XFC6kESqTIgESIAESIIFiTkCEC2+/PUKde+7Jxby2uV29unXP0mZPF6tUhAsgBxHBjh07fAEDTIPCRK644447TnXr1k1ddNFFKZ9EImmZVwoXTBqJ38vGIkysY+MqHQkUFQFZ3KFwoahaIDfypcWF8HYW4UKlSgfoE8P2mAQPD0lfEsgMAqVLH6W2b9+hKFzIjPZgKUjAJMDxhUmD98WNAE4hxamtFC4Ut5ZlfUiABEiABEiABEggfwRkbpsWF97W68fn5g8mY5NAEgQoXEgCFoMWCAEKFwoEKxMlARIozgQoXCjOrcu6kQAJkAAJkEDBEKBwoWC4ZmKq6RAulChRwq8aFvUnTZqkhg8frt555x0FU6pw+++/v7ryyit9EUO1atV8v/z8ReFCavS4sSg1boyVfgKyuEPhQvrZMsU8AhQu5LEw7yhcMGnwPhsIULiQDa3EMuYqAY4vcrXlc6PeFC7kRjuzliRAAiRAAiRAAiSQLAGZ26ZwgcKFZL8dhs8fAQoX8sePsfNPgMKF/DNkCiRAAjlGgMKFHGtwVpcESIAESIAE0kCAwoU0QMySJNIpXDCrvHr1agULDKNGjVJr1qzxX2Hh/8wzz/QFDGeffbb6v//7PzNKwvcULiSMygrIjUUWDj4UIQFZ3KFwoQgbIQeypnAhvJEpXAjnQt/MJUDhQua2DUtGAhxf8BsozgQoXCjOrcu6kQAJkAAJkAAJkEDqBGRum8IFChdS/4oYMxUCFC6kQo1x0kmAwoV00mRaJEACOUGAwoWcaGZWkgRIgARIgATSSoDChbTizOjECkq4IJX+66+/FCaThg0bpqZMmSLeqnr16qpr166qS5cuvkWG4EUCNxQuJAApJAg3FoVAoVeREJDFHQoXigR/zmRK4UJ4U1O4EM6FvplLgMKFzG0blowEOL7gN1CcCVC4UJxbl3UjARIgARIgARIggdQJyNw2hQsULqT+FTFmKgQoXEiFGuOkkwCFC+mkybRIgARyggCFCznRzKwkCZAACZAACaSVAIULacWZ0YkVtHDBrPzixYvV0KFD1ejRo9XmzZv9V3vvvbf6z3/+41thOP74483gUe8pXIiKJuYLbiyKiYcvC5GALO5QuFCI0HMwKwoXwhudwoVwLvTNXAIULmRu27BkJMDxBb+B4kyAwoXi3LqsGwmQAAmQAAmQAAmkTkDmtilcoHAh9a+IMVMhQOFCKtQYJ50EKFxIJ02mRQIkkBMEKFzIiWZmJUmABEiABEggrQQoXEgrzoxOrDCFCwJi586dauzYsWr48OHqyy+/FG/VsGFDX8DQoUMHtc8++wT+7g2FCy6RxJ65sSgxTgxV8ARkcYfChYJnncs5ULgQ3voULoRzoW/mEqBwIXPbhiUjAY4v+A0UZwIULhTn1mXdSIAESIAESIAESCB1AjK3TeEChQupf0WMmQoBChdSocY46SRA4UI6aTItEiCBnCBA4UJONDMrSQIkQAIkQAJpJUDhQlpxZnRiRSFcMIHMnj3bFzCMGzdOQdAAV7ZsWXX55Zer7t27q9q1a5vB/XsKFyKQJOTBjUUJYWKgQiAgizsULhQC7BzOgsKF8MancCGcC30zlwCFC5nbNiwZCXB8wW+gOBOgcKE4ty7rRgIkQAIkQAIkQAKpE5C5bQoXKFxI/StizFQIULiQCjXGSScBChfSSZNpkQAJ5AQBChdyoplZSRIgARIgARJIKwEKF9KKM6MTK2rhgsDZvHmzeu6559RTTz2lfvjhB/FWrVq18q0wtGnTRkGwAEfhQoAnqRtuLEoKFwMXIAFZ3KFwoQAhM2lF4UL4R0DhQjgX+mYuAQoXMrdtWDIS4PiC30BxJkDhQnFuXdaNBEiABEiABEiABFInIHPbFC5QuJD6V8SYqRCgcCEVaoyTTgIULqSTJtMiARLICQIULuREM7OSJEACJEACJJBWAhQupBVnRieWKcIFE9LkyZN9KwyvvfZa4F25cmV19dVXq65du6qDDz5Y7d69W33xxReqadOmQRjexCbAjUWx+fBt4RGQxR0KFwqPeS7mROFCeKtTuBDOhb6ZS4DChcxtG5aMBDi+4DdQnAlQuFCcW5d1IwESIAESIAESIIHUCcjcNoULFC6k/hUxZioEKFxIhRrjpJMAhQvppMm0SIAEcoIAhQs50cysJAmQAAmQAAmklQCFC2nFmdGJZaJwQYCtWbNGjRw5Uo0YMUKtWrVKvIPr7NmzVePGjYNn3sQmwI1FsfnwbeERkMUdChcKj3ku5kThQnirU7gQzoW+mUuAwoXMbRuWjAQ4vuA3UJwJULhQnFuXdSMBEiABEiABEiCB1AnI3DaFCxQupP4VMWYqBChcSIUa46STAIUL6aTJtEiABHKCAIULOdHMrCQJkAAJkAAJpJUAhQtpxZnRiWWycMEE98Ybb6hhw4apjz76KPCeNWuWatKkSfDMm9gEuLEoNh++LTwCsrhD4ULhMc/FnChcCG91ChfCudA3cwlQuJC5bcOSkQDHF/wGijMBCheKc+uybiRAAiRAAiRAAiSQOgGZ26ZwgcKF1L8ixkyFAIULqVBjnHQSoHAhnTSZFgmQQE4QoHAhJ5qZlSQBEiABEiCBtBKgcCGtODM6sWwRLgjEpUuX+gKG5557Tr377ruqadOm8orXOAS4sSgOIL4uNAKyuEPhQqEhz8mMKFwIb3YKF8K50DdzCVC4kLltw5KRAMcX/AaKMwEKF4pz67JuJEACJEACJEACJJA6AZnbpnCBwoXUvyLGTIUAhQupUGOcdBKgcCGdNJkWCZBAThCgcCEnmpmVJAESIAESIIG0EqBwIa04MzqxbBMumDC3bdumSpcubXrxPgYBbiyKAYevCpWALO5QuFCo2HMuMwoXwpucwoVwLvTNXAIULmRu27BkJMDxBb+B4kyAwoXi3LqsGwmQAAmQAAmQAAmkTkDmtilcoHAh9a+IMVMhQOFCKtQYJ50EKFxIJ02mRQIkkBMEKFzIiWZmJUmABEiABEggrQQoXEgrzoxOLJuFCxkNNgMLx41FGdgoOVokWdyhcCFHP4BCqjaFC+GgKVwI50LfzCVA4ULmtg1LRgIcX/AbKM4EKFwozq3LupEACZAACZAACZBA6gRkbpvCBQoXUv+KGDMVAhQupEKNcdJJgMKFdNJkWiRAAjlBgMKFnGhmVpIESIAESIAE0kqAwoW04szoxChcyOjmSWvhuLEorTiZWD4IyOIOhQv5gMiocQlQuBCOiMKFcC70zVwCFC5kbtuwZCTA8QW/geJMgMKF4ty6rBsJkAAJkAAJkAAJpE5A5rYpXKBwIfWviDFTIUDhQirUGCedBChcSCdNpkUCJJATBChcyIlmZiVJgARIgARIIK0EKFxIK86MTozChYxunrQWjhuL0oqTieWDgCzuULiQD4iMGpcAhQvhiChcCOdC38wlQOFC5rYNS0YCHF/wGyjOBChcKM6ty7qRAAmQAAmQAAmQQOoEZG4714UL9evXVxUqVEgdJGOSQJIENmzYoObPn6+qVKmiFi5cmGTsPcFLliypMNajI4FUCFC4kAo1xiEBEshpAhQu5HTzs/IkQAIkQAIkkBIBChdSwpaVkShcyMpmS6nQ3FiUEjZGKgACsrhD4UIBwGWSAQEKFwIU1g2FCxYOPmQBAQoXsqCRWMScJcDxRc42fU5UnMKFnGhmVpIESIAESIAESIAEkiYgc9u5LlxIGhwjkECaCFC4kCaQTCZpAhQuJI2MEUiABHKdAIULuf4FsP4kQAIkQAIkkDwBCheSZ5atMShcyNaWS77c3FiUPDPGKBgCsrhD4ULB8GWqewhQuBD+JVC4EM6FvplLgMKFzG0blowEOL7gN1CcCVC4UJxbl3UjARIgARIgARIggdQJyNx2rgsXLr30UnX44YenDpIxSSBJArCy8PLLL9PiQpLcGDx9BChcSB9LpkQCJJAjBChcyJGGZjVJgARIgARIII0EKFxII8wMT4rChQxvoDQWjxuL0giTSeWLgCzuULiQL4yMHIcAhQvhgChcCOdC38wlQOFC5rYNS0YCHF/wGyjOBChcKM6ty7qRAAmQAAmQAAmQQOoEZG4714ULmGMECzoSKCwCEyZMUBdccAGFC4UFnPlEEMhI4cJrrw1RFSqUjygsPUiABEggEwg8+OBTatKkaapr165qwIABSRcJE7QlS5ZMOh4jkAAJkAAJkAAJZC8BES7073+LOv74o7O3Iix5XAKdO/dSy5evUk8//bRq37593PBugH/961+qRIkSrjefM5CAbCw6/vjjVf/+/TOwhCxSrhCAYOGLL75QFC7kSosXTT0pXAjnLsKF/fYrq15/fVh4IPqSQAYROPvsK9XOnb+riRMnqhYtWiRdsr322kvtvffeScdjBBIggfgEOL6Iz4ghspdAq1at/MJ/8skn6phjjkm6Iv/+978V/tCRAAmQAAmQAAmQAAkULwIULlRSa9euVRQuFK/vOhtqQ+FCNrRS8S5jRgoXijdy1o4ESKC4EKBwobi0JOtBAiRAAiRAAgVPQIQLBZ8Tc8gUAhQuZEpLFFw5ZGNRweXAlEkgOQIULiTHi6GTI0DhQjgvES6Ev6UvCWQuAQoXMrdtWLLcJcDxRe62fS7VnMKFXGpt1pUESIAESIAESIAE4hOgcIHChfhfCUMUBAEKFwqCKtNMhgCFC8nQYlgSIAESMAhQuGDA4C0JkAAJkAAJkEBMAhQuxMRTLF9SuFAsm9WqFDcWWTj4kAEEKFzIgEYoxkWgcCG8cSlcCOdC38wnQOFC5rcRS5h7BDi+yL02z8UaU7iQi63OOpMACZAACZAACZBAdAIULlC4EP3r4JuCJEDhQkHSZdqJEMhI4cLq1dNVpUoVEyk/w5AACZBAoRPo1KmXev758YrChUJHzwxJgARIgARIIGsJiHDh7bdHqHPPPTlr68GCxydQt+5ZasGCxYrChfissj2EbCzCxDo2rtKRQFERkMUdCheKqgVyI18KF8LbWYQLlSodoFavnhEeiL4kkEEESpc+Sm3fvkNRuJBBjcKikMD/J8DxBT+F4kzgH//4h/I8T1G4UJxbmXUjARIgARIgARIggeQJyNz2f//7X4UxUa65vPXjt/X68bm5Vn3WtwgJULhQhPCZtU+AwgV+CCRAAiSQJAEKF5IExuAkQAIkQAIkQAJamC0nZlC4UNw/BwoXinsL59WPG4vyWPCuaAnI4g6FC0XbDsU9dwoXwluYwoVwLvTNXAIULmRu27BkJMDxBb+B4kyAwoXi3LqsGwmQAAmQAAmQAAn8P/buA15qKu3j+IMFkK6IorCg0lSKYgdRig12X5riChYs2LGLyoIKumDBgoroiuxaUBQrCoIKKkURsaJgAwUEBCmKYAEF8p4nmNxkbu6dlrk3N/PL5+POTHJycvI9w92ZzPnnZC7gXNsmuEBwIfN3EXtmIkBwIRM19glTgOBCmJrUhQACeSFAcCEvupmTRAABBBBAIFQBgguhcka6MoILke6eUBvHwKJQOaksCwHnxx2CC1kgsmtSAYILwUQEF4JdWBtdAYIL0e0bWoYA3y94D8RZgOBCnHuXc0MAAQQQQAABBDIXcK5tE1wguJD5u4g9MxEguJCJGvuEKUBwIUxN6kIAgbwQILiQF93MSSKAAAIIIBCqAMGFUDkjXRnBhUh3T6iNY2BRqJxUloWA8+MOwYUsENk1qQDBhWAiggvBLqyNrgDBhej2DS1DgO8XvAfiLEBwIc69y7khgAACCCCAAAKZCzjXtgkuEFzI/F3EnpkIEFzIRI19whQguBCmJnUhgEBeCBBcyItu5iQRQAABBBAIVYDgQqicka6M4EKkuyfUxjGwKFROKstCwPlxh+BCFojsmlSA4EIwEcGFYBfWRleA4EJ0+4aWIcD3C94DcRYguBDn3uXcEEAAAQQQQACBzAWca9sEFwguZP4uYs9MBAguZKLGPmEKEFwIU5O6EEAgLwQILuRFN3OSCCCAAAIIhCpAcCFUzkhXRnAh0t0TauMYWBQqJ5VlIeD8uENwIQtEdk0qQHAhmIjgQrALa6MrQHAhun1DyxDg+wXvgTgLEFyIc+9ybggggAACCCCAQOYCzrVtggsEFzJ/F7FnJgIEFzJRY58wBQguhKlJXQggkBcCBBfyops5SQQQQAABBEIVILgQKmekKyO4EOnuCbVxDCwKlZPKshBwftwhuJAFIrsmFSC4EExEcCHYhbXRFSC4EN2+oWUI8P2C90CcBQguxLl3OTcEEEAAAQQQQCBzAefaNsEFgguZv4vYMxMBgguZqLFPmAIEF8LUpC4EEMgLAYILedHNnCQCCCCAAAKhChBcCJUz0pURXIh094TaOAYWhcpJZVkIOD/uEFzIApFdkwoQXAgmIrgQ7MLa6AoQXIhu39AyBPh+wXsgzgIEF+Lcu5wbAggggAACCCCQuYBzbZvgAsGFzN9F7JmJAMGFTNTYJ0wBggthalIXAgjkhQDBhbzoZk4SAQQQQACBUAUILoTKGenKCC5EuntCbRwDi0LlpLIsBJwfdwguZIHIrkkFCC4EExFcCHZhbXQFCC5Et29oGQJ8v+A9EGcBggtx7l3ODQEEEEAAAQQQyFzAubZNcIHgQubvIvbMRIDgQiZq7BOmAMGFMDWpCwEE8kKA4EJedDMniQACCCCAQKgCBBdC5Yx0ZQQXIt09oTaOgUWhclJZFgLOjzsEF7JAZNekAgQXgokILgS7sDa6AgQXots3tAwBvl/wHoizAMGFOPcu54YAAggggAACCGQu4FzbJrhAcCHzdxF7ZiJAcCETNfYJU4DgQpia1IUAAnkhQHAhL7qZk0QAAQQQQCBUAYILoXJGujKCC5HunlAbx8CiUDmpLAsB58cdggtZILJrUgGCC8FEBBeCXVgbXQGCC9HtG1qGAN8veA/EWYDgQpx7l3NDAAEEEEAAAQQyF3CubRNcILiQ+buIPTMRILiQiRr7hClAcCFMTepCAIG8ECC4kBfdzEkigAACCCAQqgDBhVA5I10ZwYVId0+ojWNgUaicVJaFgPPjDsGFLBDZNakAwYVgIoILwS6sja4AwYXo9g0tQ4DvF7wH4ixAcCHOvcu5IYAAAggggAACmQs417YJLhBcyPxdxJ6ZCBBcyESNfcIUILgQpiZ1IYBAXggQXMiLbuYkEUAAAQQQCFWA4EKonJGujOBCpLsn1MYxsChUTirLQsD5cYfgQhaI7JpUgOBCMBHBhWAX1kZXgOBCdPuGliHA9wveA3EWILgQ597l3BBAAAEEEEAAgcwFnGvbBBcILmT+LmLPTAQILmSixj5hChBcCFOTuhBAIC8ECC7kRTdzkggggAACCIQqQHAhVM5IV0ZwIdLdE2rjGFgUKieVZSHg/LhDcCELRHZNKkBwIZiI4EKwC2ujK0BwIbp9Q8sQ4PsF74E4CxBciHPvcm4IIIAAAggggEDmAs61bYILBBcyfxexZyYCBBcyUWOfMAUILoSpSV0IIJAXAgQX8qKbOUkEEEAAAQRCFSC4ECpnpCsjuBDp7gm1cQwsCpWTyrIQcH7cIbiQBSK7JhUguBBMRHAh2IW10RUguBDdvqFlCPD9gvdAnAUILsS5dzk3BBBAAAEEEEAgcwHn2jbBBYILmb+L2DMTAYILmaixT5gCBBfC1KQuBBDICwGCC3nRzZwkAggggAACoQoQXAiVM9KVEVyIdPeE2jgGFoXKSWVZCDg/7hBcyAKRXZMKEFwIJiK4EOzC2ugKEFyIbt/QMgT4fsF7IM4CBBfi3LucGwIIIIAAAgggkLmAc20734MLzZs3l5o1a2YOyZ4IpCmwZs0amTdvntSpU0e+/PLLNPfeVrxSpUqi3/VYEMhEgOBCJmrsgwACeS1AcCGvu5+TRwABBBBAICMBggt+tq1bt8q55w6Q//3vNv+GGLwiuBCDTkzxFBhYlCIUxXIu4Py4Q3Ah59R5fQCCC8HdT3Ah2IW10RUguBDdvqFlCPD9ouj3wLnnniu1atWSW2+9tehCbIm0AMGFSHcPjUMAAQQQQAABBEpNwLm2ne/BhVLrAA6c9wIEF/L+LVBqAJEMLlx9dR+pUqVyqaFwYAQQQKA4gfHjp8jcuV/IhRdeKHfccUdxRQO36QVaTR2yIIAAAggggED+COy5556yYsUK6dWrszRuvHf+nHgRZ/r55wvl2WcnyRVXnC3Vq1ctolTZXP3AA0/I6tU/ykMPPSSnnnpq2iexww47SMWKFdPejx1KXsAZWNS4cWPzb7tXyTeAIyLwl8DYsWNlwYIFQnCBt0QuBQguBOtOnDhROnfubK5lV5Krrz43uBBrEYiQwE033We3ZtKkSXLUUUel3bIdd9xRKlSokPZ+7IAAAskF+H5RtNFtt90m5cqVk+uuu67oQmyJtMBNN91kt2/69Oly0EEHpd3W8uXLi/7HggACCCCAAAIIIBAvAYILe8jKlSvt35j0tyYWBEpKQGdZGDduHDMulBQ4xykkEMngQqFWsgIBBBCIoADBhQh2Ck1CAAEEEEAgogLOjAsRbR7NyoEAwYUcoEasSmdgUcSaRXPyWIDgQh53fgmcOsGFYGRnxoXgraxFILoCBBei2ze0LH8F+H6Rv32fT2c+bdo0Ofjgg9M+ZYILaZOxAwIIIIAAAgggUCYECC5sCy7oNUa1YEGgpATGjx8v3bt3J7hQUuAcp5BAZIILa9eulZNOOqlQA9NZYVmWbN26NZ1dKIsAAghkLNC1a1d71oV0K2DGhXTFKI8AAggggEDZF+jRo4esWbMm4xOJ03ed33//XT788EPbQj8XtWrVyr5zYsY4Ed2xX79+cswxx6TdOmZcSJus1HZ49NFHRf/LZtmyZUs2u7MvAj6B0047TU4//XTfulRe8B01FSXKEFwIfg+8++679mwnwVtTW6vXs/WzHgsCJSlw++23S4sWLdI+JDMupE3GDgikLMD3i2Cqjz/+WH799Vd7Y+XKlaVly5bBBVlbJgTuvfdeMxNp+neSJbhQJrqXRiKAAAIIIIAAAmkLEFwguJD2m4YdQhEguBAKI5VkIRCZ4EIW5+DuumnTJvnzzz/d1zxBAAEEoijAoJAo9gptQgABBBBAINoC+j1Hv+/EYbn22mvlwQcfdE/l4Ycflp49e7qv8/0JwYX8egf88ssv+XXCnG0kBfiOGsluiVyjCC7krkt+++03bsaTO15qDlmA4ELIoFSHQMgCcft+sWTJEmnevLkb8CtXrpx89tlnUr9+/ZDlqC7qAgQXot5DtA8BBBBAAAEEEMhMgOACwYXM3jnsla0AwYVsBdk/WwGCC9kKsj8CCCCQpgCDQtIEozgCCCCAAAII2AHtOAQXdGBekyZNZN26dfZAAx2EcMQRR8iUKVPo5b8ECC7k11shbgOL8qv34nO2fEeNT1/m8kwILuROl+BC7mypOXwBggvhm1IjAmEKxO37Rd++feXxxx/3EfXu3VtGjhzpW8eL+AsQXIh/H3OGCCCAAAIIIJCfAgQXCC7k5zu/9M+a4ELp90G+t4DgQr6/Azh/BBAocQEGhZQ4OQdEAAEEEECgzAvEZcaFxx57TC655BKpVq2avPXWW3LwwQfbfTNnzhzZb7/9ynw/hXECBBfCUCw7dcRtYFHZkaelXgG+o3o1eF6UAMGFomSyX09wIXtDaig5AYILJWfNkRDIRCBu3y9q1aolGzdulBYtWoie27fffisVK1aU1atXZ8LDPmVYgOBCGe48mo4AAggggAACCBQjQHCB4EIxbw825VCA4EIOcak6JQGCCykxUQgBBBAIT4BBIeFZUhMCCCCAAAL5IhCX4MJhhx0mX3zxhVx99dVy5513Stu2bWXGjBly1llnyYgRI/KlO4s9T4ILxfLEbmPcBhbFroPy5IT4jponHZ3laRJcyBKwmN0JLhSDw6bICRBciFyX0CAEfAJx+n6hsyr079/fPr/XXnvNfjzhhBPsx9tuu010NgaW/BEguJA/fc2ZIoAAAggggEB+CRBcILiQX+/46JwtwYXo9EW+toTgQr72POeNAAKlJsCgkFKj58AIIIAAAgiUWYE4BBd0VoVjjjlGypUrJ4sXL5Z69erJuHHjpGfPnlKpUiVZsGCBPRNDme2kkBpOcCEkyDJSTZwGFpURcpoZIMB31AAUVhUSILhQiCS0FQQXQqOkohIQILhQAsgcAoEsBOL0/eKAAw6wZ1ioXr26LFu2zFapW7eu/Pzzz7LPPvvI3Llzs5Bi17ImQHChrPUY7UUAAQQQQAABBFITILhAcCG1dwqlwhYguBC2KPWlK0BwIV0xyiOAAAJZCjAoJEtAdkcAAQQQQCAPBeIQXDj//PPlqaeeEr1D4quvvmr34ubNm6V27dqydu1aueOOO+TCCy/Mw971nzLBBb9H3F/FaWBR3PsqzufHd9Q4925450ZwITzLxJoILiSK8DrKAgQXotw7tA0Bkbh8v1iyZIk0a9bM7tLevXvLSy+9ZD/v2rWrPP744/bzefPmSf369en2PBEguJAnHc1pIoAAAggggEDeCRBcILiQd2/6iJwwwYWIdEQeN4PgQh53PqeOAAKlI8CgkNJx56gIIIAAAgiUZYGyHlzQYEKTJk1k06ZN9oCDLl26uN1xww03yJAhQ6RBgwbyySefuOvz9QnBhfzq+bgMLMqvXovf2fIdNX59moszIriQC9VtdRJcyJ0tNYcvQHAhfFNqRCBMgbh8v+jVq5dMnDhRtt9+e1m3bp1UrVrVZtqwYYPUqFFDtmzZIjrASW+OwJIfAgQX8qOfOUsEEEAAAQQQyD8BggsEF/LvXR+NMya4EI1+yOdWEFzI597n3BFAoFQEGBRSKuwcFAEEEEAAgTItUNaDC8OHD5cbb7xR6tWrJ4sWLRL9POQsK1eulDp16sjWrVvllVdekaOPPtrZlJePBBfyq9vjMrAov3otfmfLd9T49WkuzojgQi5Ut9VJcCF3ttQcvgDBhfBNqRGBMAXi8v3CCSe0adNGJk+e7AsudOrUSd5++2031BCmH3VFV4DgQnT7hpYhgAACCCCAAALZCBBcILiQzfuHfTMXILiQuR17hiNAcCEcR2pBAAEEUhZgUEjKVBREAAEEEEAAgb8EynJwwbIsadq0qSxdulSGDh0qAwYMKNSv3bt3F71A0q1bNxkzZkyh7fm0guBCPvW2SFwGFuVXr8XvbPmOGr8+zcUZEVzIheq2Ogku5M6WmsMXILgQvik1IhCmQBy+XwwaNEjuvvtum+W1116T1q1b+4ILs2bNkhNOOMHeftVVV8lNN90UJiF1RVSA4EJEO4ZmIYAAAggggAACWQoQXCC4kOVbiN0zFCC4kCEcu4UmQHAhNEoqQgABBFITYFBIak6UQgABBBBAAIECgbIcXNCBBj169BAdkK+zK9SsWbPgxP56NmXKFDn++OPtmRi+/vpr0cGR+boQXMivno/DwKL86rF4ni3fUePZr2GfFcGFsEUL6iO4UGDBs+gLEFyIfh/RwvwWiMP3i4YNG8oPP/wg++yzj8ydO9fu0KpVq9qPGzZssB+dMvr5ZOHChfnd6Xly9gQX8qSjOU0EEEAAAQQQyDsBggsEF/LuTR+REya4EJGOyONmEFzI487n1BFAoHQEGBRSOu4cFQEEEEAAgbIsUJaDCyeffLK8+uqr0qtXLxk7dmxgN+isDI0bN7YHHAwcOFD69+8fWC4fVhJcyIdeLjjHOAwsKjgbnpVVAb6jltWeK9l2E1zInTfBhdzZUnP4AgQXwjelRgTCFCjr3y+8syncdttt0rdvX5snMbgwcuRI97qBMytDmI7UFT0BggvR6xNahAACCCCAAAIIhCFAcIHgQhjvI+pIX4DgQvpm7BGuAMGFcD2pDQEEEEgqwKCQpEQUQAABBBBAAIEEgbIaXFi6dKk0bdpUNJgwc+ZMadOmTcKZFby8++675eqrr7ZnW9BZF/QzUz4uBBfyq9fL+sCi/Oqt+J4t31Hj27dhnhnBhTA1/XURXPB78CraAgQXot0/tA6Bsv794sgjj5RPP/1Utt9+e1m3bp3boXXr1rWfL1u2zF1Xo0YN2bJli7Ro0ULeeecddz1P4ilAcCGe/cpZIYAAAggggAACBBcILvCvoHQECC6UjjtHLRAguFBgwTMEEECgRAQYFFIizBwEAQQQQACBWAmU1eDCjTfeKMOHD7fDC/PmzSu2T9avXy+77babbNq0SZ588knp0qVLseXjupHgQlx7Nvi8yvrAouCzYm1ZE+A7alnrsdJpL8GF3LkTXMidLTWHL0BwIXxTakQgTIGy/v3CmVlBBy899dRTxdLorI4TJ06UcuXKiV5PYIm3AMGFePcvZ4cAAggggAAC+StAcIHgQv6++0v3zAkulK4/RxchuMC7AAEEEChhAQaFlDA4h0MAAQQQQCAGAmUxuLB582Zp0KCB/Pjjj/Lggw/KhRdemLQnzjnnHHnkkUekXbt2MmHChKTl41iA4EIce7XocyrrA4uKPjO2lCUBvqOWpd4qvbYSXMidPcGF3NlSc/gCBBfCN6VGBMIUKMvfL/r27SuPP/64zaE3Pqhfv36xNEuWLJFmzZrZZXr37i0jR44stjwby7YAwYWy3X+0HgEEEEAAAQQQKEqA4ALBhaLeG6zPrQDBhdz6UntygVgFF5KfLiUQQAABBBBAAAEEEEAAAQRKQuCJJ56QM844QypVqiSrV6+2H5Md96OPPpKDDz7YLrZgwQJp2LBhsl3YjgACCCCAAAIlIEBwoQSQOQQCCCCAAAJ5LLDTTjvJxo0b7RsgLFy4MCUJvWbwzTffSI0aNeSnn35KaR8KIYAAAggggAACCCCAQHQECC4QXIjOuzG/WkJwIb/6O4pnS3Ahir1CmxBAAAEEEEAAAQQQQACBMi7QunVreffdd0Xvmnj//fenfDaHHXaYvP/++3LFFVfI8OHDU96PgggggAACCCCQOwGCC7mzpWYEEEAAAQTyXWDcuHHSs2dPm+Hpp5+WU045JSWSTPdLqXIKIYAAAggggAACCCCAQM4FCC5sCy7kHJoDIFCEQJ06deTLL78sYmvxq/XmhTqjNwsCmQgQXMhEjX0QQAABBBBAAAEEEEAAAQSKFJg/f740a9bM3p7uzAmPPvqonH322VKtWjVZtWqVVKhQocjjsAEBBBBAAAEESkaA4ELJOHMUBBBAAAEE8lHAmTmhevXqsm7durQIdLaFn3/+Oa2ZGtI6AIURQAABBBBAAAEEEEAgZwIEFwgu5OzNRcUpCRBcSImJQjkQILiQA1SqRAABBBBAAAEEEEAAAQTyWeCCCy6QUaNGSdu2bWXatGlpUWzatEl22203Wb9+vYwePVr69OmT1v4URgABBBBAAIHwBQguhG9KjQgggAACCCAgsmTJEtl7773Fsiz7+79eB0hnOffcc+W///2vlCtXThYtWiT169dPZ3fKIoAAAggggAACCCCAQCkK5HtwQWeu199FM102b94sf/75Z6a7sx8C9g0EDzvssIwkmHEhIzZ2+kuA4AJvBQQQQAABBBBAAAEEEEAAgdAENHCwxx57yG+//Sbjxo2Tf/7zn2nX3a9fP7nrrrukadOmMm/evLT3ZwcEEEAAAQQQCFeA4EK4ntSGAAIIIIAAAtsEunfvLuPHj7dfaHghaGnfvr29+q233grabIcWdEO3bt3kxRdfDCzDSgQQQAABBBBAAAEEEIieQL4HF7LtEQ0tZBN8yPb47J/fAgQX8rv/sz17ggvZCrI/AggggAACCCCAAAIIIICAKzBixAi57LLLpHbt2rJ06VLZYYcd3G2pPvnuu+9kr732su+4OHv2bDn88MNT3ZVyCCCAAAIIIJADAYILOUClSgQQQAABBBCwrxls2bKl2BkbdTYFXYoKNrRs2VI++eQTuy7uNsqbCgEEEEAAAQQQQACBsiNAcCG7viK4kJ0fe2cnQHAhO79835vgQr6/Azh/BBBAAAEEEEAAAQQQQCBEgUaNGsnChQvlhhtukJtvvjnjmjt27CivvfaanHnmmfLoo49mXA87IoAAAggggED2AgQXsjekBgQQQAABBBDwCyxZskQaNGggGlyYOXOmtGnTxl/gr1fJggtvv/22HHXUUbL99tvLN998I/Xr1w+sh5UIIIAAAggggAACCCAQLQGCC9n1B8GF7PzYOzsBggvZ+eX73gQX8v0dwPkjgAACCCCAAAIIIIAAAiEJvPXWW9KhQwfZbrvtZPny5fasC5lW/fLLL0vXrl2lQoUKsmrVKqlWrVqmVbEfAggggAACCGQpQHAhS0B2RwABBBBAAIEiBTR4UFRoQXdKFlzQMsnq0DIsCCCAAAIIIIAAAgggEC0BggvZ9QfBhez82Ds7AYIL2fnl+94EF/L9HcD5I4AAAggggAACCCCAAAIhCZx88sny3HPPSffu3eWFF17IqtatW7fK3nvvLd99953ccccd0q9fv6zqY2cEEEAAAQQQyFyA4ELmduyJAAIIIIAAAtkJpBJcyO4I7I0AAggggAACCCCAAAKlIUBwITt1ggvZ+bF3dgIEF7Lzy/e9CS7k+zuA80cAAQQQQAABBBBAAAEEQhBYuXKl1KlTRzRwMGXKFDn22GOzrnXo0KFy/fXXS7169WTx4sXuXRazrpgKEEAAAQQQQCAtAYILaXFRGAEEEEAAAQRCFCC4ECImVSGAAAIIIIAAAgggECEBggvZdQbBhez82Ds7AYIL2fnl+94EF/L9HcD5I4AAAggggAACCCCAAAIhCNx0000yePBgadiwoSxYsCCEGkXWrl0rtWvXls2bN8vkyZOlY8eOodRLJQgggAACCCCQngDBhfS8KI0AAggggAAC4QkQXAjPkpoQQAABBBBAAAEEEIiSAMGF7HqD4EJ2fuydnQDBhez88n1vggv5/g7g/BFAAAEEEEAAAQQQQACBLAV0lgWdbUFnXRg+fLhcccUVWdZYsHuvXr3k6aefls6dO8vLL79csIFnCCCAAAIIIFBiAgQXSoyaAyGAAAIIIIAAAggggAACCCCAAAIIIJAXAgQXsutmggvZ+bF3dgIEF7Lzy/e9CS7k+zuA80cAAQQQQAABBBBAAAEEshR4/vnnpUePHlKhQgVZtWqVVKtWLcsaC3afOXOmHH300bLddtvJokWLpF69egUbeYYAAggggAACJSJAcKFEmDkIAggggAACCCCAAAIIIIAAAggggAACeSNAcCG7ria4kJ0fe2cnQHAhO79835vgQr6/Azh/BBBAAAEEEEAAAQQQQCBLgWOOOUbefPNN6dOnj4wePTrL2grv3qxZM5k/f74MGDBAhg4dWrgAaxBAAAEEEEAgpwIEF3LKS+UIIIAAAggggAACCCCAAAIIIIAAAgjknQDBhey6nOBCdn7snZ0AwYXs/PJ9b4IL+f4O4PwRQAABBBBAAAEEEEAAgSwEFi5cKI0aNbJrmDdvnjRt2jSL2oJ3ffDBB+Xiiy+WmjVrysqVK2WHHXYILshaBBBAAAEEEMiJAMGFnLBSKQIIIIAAAggggAACCCCAAAIIIIAAAnkrQHAhu64nuJCdH3tnJ0BwITu/fN+b4EK+vwM4fwQQQAABBBBAAAEEEEAgC4HLL79c7rvvPjn88MNl9uzZWdRU9K6//fab1KpVS/Rx7Nix0qtXr6ILswUBBBBAAAEEQhcguBA6KRUigAACCCCAAAIIIIAAAggggAACCCCQ1wIEF7LrfoIL2fmxd3YCBBey88v3vQku5Ps7gPNHAAEEEEAAAQQQQAABBDIU2LRpk+y2226yfv16eeyxx6R3794Z1pR8t759+8oDDzwgbdq0kZkzZybfgRIIIIAAAgggEJoAwYXQKKkIAQQQQAABBBBAAAEEEEAAAQQQQAABBIwAwYXs3gYEF7LzY+/sBAguZOeX73sTXMj3dwDnjwACCCCAAAIIIIAAAghkKDB69Gg577zzpGbNmrJ8+XKpUKFChjUl323+/PnSrFkzu+C8efOkadOmyXeiBAIIIIAAAgiEIkBwIRRGKkEAAQQQQACBDATat29v7/XWW29lsDe7IIAAAggggAACCCCAQFQFCC5k1zNbtmyRzZs3Z1cJeyOQoUD58uWlXLlyGe7NbvkuQHAh398BnD8CCCCAAAIIIIAAAgggkKGABgk0UHDNNdfIsGHDMqwl9d3atm0rM2bMkIsuusiefSH1PSmJAAIIIIAAAtkIEFzIRo99EUAAAQQQQCAbAWcghGVZ2VTDvggggAACCCCAAAIIIBAxAYILEesQmoMAAgiUkADBhRKC5jAIIIAAAggggAACCCCAQJwEZs+eLa1atbLvpLB48WKpV69ezk9v3Lhx0rNnT9GpJ1evXm0/5vygHAABBBBAAAEEhOACbwIEEEAAAQQQKC0BggulJc9xEUAAAQQQQAABBBDIrQDBhdz6UjsCCCAQVQGCC1HtGdqFAAIIIIAAAggggAACCERYoHfv3jJmzBjp1KmTTJo0qURaqtOd1q5dW9auXSsjR46Uiy++uESOy0EQQAABBBDIdwGCC/n+DuD8EUAAAQQQKD0BggulZ8+REUAAAQQQQAABBBDIpQDBhVzqUjcCCCAQXQGCC9HtG1qGAAIIIIAAAggggAACCERSQIMDderUkU2bNsmECRNELyyW1HL99dfL0KFDpWnTpjJv3rySOizHQQABBBBAIK8FCC7kdfdz8ggggAACCJSqAMGFUuXn4AgggAACCCCAAAII5EyA4ELOaKkYAQQQiLQAwYVIdw+NQwABBBBAAAEEEEAAAQSiJzBs2DC57rrrpF69erJ48WJxBhGUREtXrlxphya2bt0q06dPl6OPProkDssxEEAAAQQQyGsBggt53f2cPAIIIIAAAqUq4FxzsCyrVNvBwRFAAAEEEEAAAQQQQCBcAYIL4XpSGwIIIFBWBAgulJWeop0IIIAAAggggAACCCCAQAQEdKDAXnvtJd99953ceuut0r9//xJvVbdu3eSll16Snj17ylNPPVXix+eACCCAAAII5JsAwYV863HOFwEEEEAAgegIEFyITl/QEgQQQAABBBBAAAEEwhQguBCmJnUhgAACZUeA4ELZ6StaigACCCCAAAIIIIAAAgiUusCkSZPkH//4h+ywww6isx/UrFmzxNv0+uuvywknnFCqbSjxk+aACCCAAAIIlKIAwYVSxOfQCCCAAAII5LnAPffcYwtcccUVeS7B6SOAAAIIIIAAAgggEC8Bggvx6k/OBgEEEEhVgOBCqlKUQwABBBBAAAEEEEAAAQQQEOci4mmnnSZPPPFEqYjorA+NGzeWhQsXypAhQ2TgwIGl0g4OigACCCCAQL4IEFzIl57mPBFAAAEEEEAAAQQQQAABBBBAAAEEECgZAec3x0GDBsngwYNL5qAcBQEEEECg1AUILpR6F9AABBBAAAEEEEAAAQQQQKBsCHz33Xey1157iQYH3nnnHWndunWpNfzuu++Wq6++WmrXri3Lly+X7bbbrtTawoERQAABBBCIuwDBhbj3MOeHAAIIIIAAAggggAACCCCAAAIIIIBAyQoQXChZb46GAAIIREWA4EJUeoJ2IIAAAggggAACCCCAAAIRF+jfv7/cfvvt0rRpU5k3b16ptnb9+vWy2267yaZNm2T8+PHStWvXUm0PB0cAAQQQQCDOAgQXgnv366+/lrFjxwZvZC0CMReoX7++nH322TE/S04PAQQQQAABBBBAAAEEEEAAAQRyJZDvwYW77rpLNmzYkCte6kUAgQgJHH300dKhQ4cItah0m0JwoXT9OToCCCCAAAIIIIAAAgggUGYEatWqJWvWrJG6detKgwYNSr3dH3/8sWiAoWPHjjJ58uRSbw8NQAABBBBAIK4CBBeCe3bChAnSpUuX4I2sRSDmAm3atJGZM2fG/Cw5PQQQQAABBBBAAAEEEEAAAQQQyJVAvgcX9thjD1m5cmWueKkXAQQiJDBgwAAZOnRohFpUuk0huFC6/hwdAQQQQAABBBBAAAEEECgTAno34dNOOy1yba1Ro4a8++67su+++0aubTQIAQQQQACBuAgQXAjuyYkTJ0rnzp3tjW3btg0uxFoEYiawbNky+eabb0TvEjZ9+vSYnR2ngwACCCCAAAIIIIAAAggggAACJSWQ78GFOnXqyPfffy/NmjWWmjV3Lil2joMAAiUoMH/+1+bGkD/JwIEDZciQISV45GgfiuBCtPuH1iGAAAIIIIAAAggggAACkRB49tlnZf78+aG05amnnpKvv/5a2rVrJ9kO8qtUqZJce+21obSLShBAAAEEEEAgWIDgQrCLM+OC3h1Nf2RkQSAfBO655x658sorhRkX8qG3OUcEoiFw77332g25/PLLo9EgWoEAAggggAACCCCAAAKhCOR7cMGZcWHChFHyf//XbVyQNgAAQABJREFUIRRTKkEAgWgJdO9+kYwfP0WYccHfLwQX/B68QgABBBBAAAEEEEAAAQQQyLFAly5dRAf6DR48WAYNGpTjo1E9AggggAACCGQrQHAhWJDgQrALa+MtQHAh3v3L2SEQRYFy5crZzbIsK4rNo00IIIAAAggggAACCCCQoQDBhT1k5cqV5jdTggsZvoXYDYHICxBcCO4iggvBLqxFAAEEEEAAAQQQQAABBBDIkQDBhRzBUi0CCCCAAAI5EiC4EAxLcCHYhbXxFiC4EO/+5ewQiKIAwYUo9gptQgABBBBAAAEEEEAgewGCCwQXsn8XUQMC0RYguBDcPwQXgl1YiwACCCCAAAIIIIAAAgggkCMBggs5gqVaBBBAAAEEciRAcCEYluBCsAtr4y1AcCHe/cvZIRBFAYILUewV2oQAAggggAACCCCAQPYCBBcILmT/LqIGBKItQHAhuH8ILgS7sBYBBBBAAAEEEEAAAQQQQCBHAgQXcgRLtQgggAACCORIgOBCMCzBhWAX1sZbgOBCvPuXs0MgigIEF6LYK7QJAQQQQAABBBBAAIHsBQguEFzI/l1EDQhEW4DgQnD/EFwIdmEtAggggAACCCCAAAIIIIBAjgQILuQIlmoRQAABBBDIkQDBhWBYggvBLqyNtwDBhXj3L2eHQBQFCC5EsVdoEwIIIIAAAggggAAC2QsQXCC4kP27iBoQiLYAwYXg/iG4EOzCWgQQQAABBBBAAAEEEEAAgRwJEFzIESzVIoAAAgggkCMBggvBsAQXgl1YG28Bggvx7l/ODoEoChBciGKv0CYEEEAAAQQQQAABBLIXILhAcCH7dxE1IBBtAYILwf1DcCHYhbUIIIAAAggggAACCCCAAAI5EiC4kCNYqkUAAQQQQCBHAgQXgmEJLgS7sDbeAgQX4t2/nB0CURRo166d3axp06ZFsXm0CQEEEEAAAQQQQAABBDIUILhAcCHDtw67IVBmBAguBHcVwYVgF9YigAACCCCAAAIIIIAAAgjkSIDgQo5gqRYBBBBAAIEcCRBcCIYluBDswtp4CxBciHf/cnYIIIAAAggggAACCCCAAAIIlJQAwQWCCyX1XuM4CJSWAMGFYHmCC8EurEUAAQQQQAABBBBAAAEEEMiRAMGFHMFSLQIIIIAAAjkSILgQDEtwIdiFtfEWILgQ7/7l7BBAAAEEEEAAAQQQQAABBBAoKQGCCwQXSuq9xnEQKC0BggvB8gQXgl1YiwACCCCAAAIIIIAAAgggkCMBggs5gqVaBBBAAAEEciRAcCEYluBCsAtr4y1AcCHe/cvZIYAAAggggAACCCCAAAIIIFBSAgQXCC6U1HuN4yBQWgIEF4LlCS4Eu7AWAQQQQAABBBBAAAEEEEAgRwIEF3IES7UIIIAAAgjkSIDgQjAswYVgF9bGW4DgQrz7l7NDAAEEEEAAAQQQQAABBBBAoKQECC4QXCip9xrHQaC0BAguBMsTXAh2YS0CCCCAAAIIIIAAAggggECOBAgu5AiWahFAAAEEEMiRAMGFYFiCC8EurI23AMGFePcvZ4cAAggggAACCCCAAAIIIIBASQkQXCC4UFLvNY6DQGkJEFwIlie4EOzCWgQQQAABBBBAAAEEEEAAgRwJEFzIESzVIoAAAgggkCMBggvBsAQXgl1YG28Bggvx7l/ODgEEEEAAAQQQQAABBBBAAIGSEiC4QHChpN5rHAeB0hIguBAsT3Ah2IW1CCCAAAIIIIAAAggggAACORIguJAjWKpFAAEEEEAgRwIEF4JhCS4UuHz66adyzTXXuCuOOuoouf76693XPImPgBNcaNWqlbz++usZnVjlypWlXLlyGe3LTgggkH8Czt8Ly7Ly7+Q5YwQQQAABBBBAAAEEYixAcKF0gwvXXHObfPrpl+47bNSooVK/fh33dVl6csIJZ7nNrVatqjz77Aj3NU/KpsCYMePliSfGu43v2/cM6dLlGPd1su1uwVJ+4gQX+vXrJ4MGDUq7Ndttt51UqlQp7f2ivgPBhaj3EO1DAAEEEEAAAQQQQACBMi+wxx7bLjyV+RPhBEpUYN9995UvvviiRI/JwVIXGDx4sNx0002p70BJBBCIvID+u87kwnHkTyyEBhJcCEbMJLgwa9Ysueuuu3wV6o+0Z599tm+d98WSJUvkqquucledeuqpctJJJ7mvo/Bk2rRp0r59e7cpPXr0MD8QPuu+5kl8BAguxKcvORMEyopA3IILN9xwgwwZMqSs8NNOBBDIkcCRRx4pb7/9do5qp1oEEEAAAQTKhgDBhcyDC1u3bpUJE96U5557VZYuXSHLl/8gP/ywWqpXryq7776r1K5dS/7+93bSs+c/ZJddagS+Idq1O02mT3/P3TZv3mRp2rSR+7osPSlXrqHb3F133VlWr37ffZ2LJ1OnviNz5nwqX375rfnvG1m4cIlUrVpZ6tatLfXq1ZHu3Y+z/9txxx1zcfi8qHPw4PvM77D3ued6//2DpW/f093Xyba7BUv5CcGF4A4guBDswloEEEAAAQQQQAABBBBAIDQBgguhUeZVRQQXot3dBBei3T+0DoFMBAguFK1GcCHYJpPgwjPPPCOnnHKKr8KqVavKggULzI+Ku/vWOy90NoMDDjjAeSlDhw6VAQMGuK+j8ITgQhR6oWTaQHChZJw5CgIIFAgQXCiw4BkCCMRHgOBCfPqSM0EAAQQQyFyA4EJmwYXJk6ebAdyDZNGiZUnxK1QoL/fee6NccEHPQmUJLhQiSbpi2bKVcvHFN9qhkWSF99ijlgmtXy3nnNMjWdFIbD/vvIGyYcOv0qbNwXLJJWeUepuSBROSbS/1E/irAQQXgnuC4EKwC2sRQAABBBBAAAEEEEAAgdAE6tSpI99//73ccsst0qpVq9DqpaJ4CkyZMsV+r+y///4yf/78eJ5kDM7KCS60bt3aHkAag1PiFBDIW4F//etfMnv2bLn55ptF74DLUliA4EJhE10TVnBB6+rTp4+MHj1anxZaCC4UImFFKQoQXChFfA6NQJ4KxC24cOONN8q///1vqVmzprk76nN52qucNgL5K3D99dfLO++8IwQX8vc9wJkjgAACCBQIEFxIP7jw/vufigYOfvvt9wLIv55pSGHTpj8KrdfvVI88cruceeaJvm1LliyXX38tqKdBg3qidZTFpSRmXHjiiZfs0IIO7k9nGTLkKhk48OJ0dinxsnPmzJXDD982w++pp3aRJ5+8u8TbkHjAZMGEZNsT6yut1wQXguUJLgS7sBYBBBBAAAEEEEAAAQQQCE3AmXFBB7fpRTgWBIoTGDNmjPTu3VuYcaE4pdLf5gQX9N+0/ttmQQCBsivwj3/8QyZNmiTMuFB0HxJcCLYJM7iw3XbbyYcffigHHnhgoYMRXChEwopSFCC4UIr4HBqBPBWIW3BBg7JDhgwRvVakN7lgQQCB/BLo1q2bvPTSSwQX8qvbOVsEEEAAgSIECC6kH1xo2bKLfPLJ567oscceaa5rXyYHHdRUdtqpon3H/Bkz5siVV95iZnhd5Jb729/2kMWLp4teg4zjkuvggs5usf/+J8jGjZtcPv2u2qXLMXLwwc2kadNGdghk3ryvTUjkOVm9+ke3nD4ZO3a49OrV2bcuSi+uvHKo3HPPI3aTCC6E2zMEF4I9CS4Eu7AWAQQQQAABBBBAAAEEEAhNgOBCaJR5URHBhbLRzQQXykY/0UoEUhEguJBcieBCsFEYwQX9gcuyLPsA7dq1k7feeqvQwZIFF5YvX+7WofXpbF+Jy59//ik//PCDu7pixYqy6667uq+Dnnz33Xf27E+//PKLNGjQQBo1aiRVq1YNKirTpk2T9u3bu9t69Oghzz77rPs68cnWrVvl22+/lc8//1y23357O7AR1O7E/byvdbCn7r927Vq7bY0bN5YqVap4ixT7fNmyZeYH28WydOlSu5weX+uoXbt2sft5N27cuFG++uor+78aNWpIkyZNpF69euIMsvWWdZ7/9NNP5ofMgjuz6XcFNdBFradOnWr/iHzQQQdJ3bp1nd3cR+3HGTNm2ANeNeiSyjmH4e00gOCCI8EjAgiUlIDzN9X5/8uSOm6ujkNwIVey1ItA2RAguFA2+olWIoAAAgiUjADBhfSCC7/88qvUqHGQbNmyxe6gnXeuLitWvBs4S8J7730irVv/U/SakLNMnfq4HHNMa+elPbjeO0ND7dq7yg477GBv12OsWLHaLVupUkXZZZca7msdoD937pdSv/6e0qpVS/fallNA93/vvbkmrL3KXPfbTxo2rO9s8j3+9NPPvlkfdt+9puy44452GZ1VQutYtmylHHJIc3PDt32KvOaWbnBhxYpV5rrnAlm3boM0b97EXFusX2yoo1u3C034dKrb9lq1dpHHHrtDOnVq665znmi44Zxz+stTTxXc9Kxx473NdcxXCzk5++ijWn3++QJzrXOd3R7dp0qVyt4ivufJ+mjt2p/MNdv3pFq1KtKixb6y++7+a8GbN2+WlSvX2NeVjzjiJPv4eoBu3Y6TESMG2cfSffW/oo6l76+PPppvro0uMsdoYlv6GvnXCzX56qtv7XI1alQ111D3MddQ9yyyP3W3ZDMqJNue2A59r3/55Td2G/R9dsAB+5l/T9USi7mvE9+be+xRy+4/DaW8++7H9r+t449vI5Uq7eTuE/SE4EKQillnLvKwIIAAAggggAACCCCAAAII5FDADH6y9OuXGdyWw6NQdVwEHn/8cfv9YmZciMspxfI8Bg0aZPeTubAey/PjpBDIJ4G///3v9r9nE0jKp9NO61x3220326ht27Zp7Rf3wi+//LLtYgaep3yq48aNs/fRz4b6X9euXX2vX3jhhUJ1zZ0711dm6NChvjLly5d3t5tggW+b8+KDDz5wy+hxjz/+eGeT79EEHCz9/7hq1ar5yus+JuxgXX755daKFSt8++gLE7jwlTfBhUJldIUZsG9deumldl2OgfOo77MnnngicD9npQkKWAMHDrSqV6/uO55Tx/77729NmTLFKR74+Nprr1kmJBK4v7nrnGXCTNZ7770XuK+z8v3337cOPfRQS8s7x3YeK1WqZPXt29f6+eefneK+R93mlNVH7V811b9F3r40P9Ja1157rbuvnlfLli0tM4DX3V8dzB173TKJT7L1TqxPXw8fPtw+fqtWrawNGzZk9J/5UTOoatYhgAACgQL6+SNOn0Guv/56++9oOp8fAmFYiQACZVLA+fx/5JFHlsn202gEEEAAAQTCFNBrMHptRK9F5eNS8PvxKHP6C5P+N2fOC+41IXXbd98Gxe4zbtx91pgxd1mzZj1j/fCDXuvyH6Nt28N99c2bN9kts3r1+75t3bvrtcSF1oMP/tvaa686vm1mELr12WeT7O2bNn1unXvuKZYJVfjKdO16rLlW9olbv9OWCy7o5Sv3+uuPWmvWvG+u3R1u6bUx7zU0M2uE9fHHLxeqQ+vyltt1150Dy2i5//xniKXbveX1eeXKlayrr+5j/fnnl4X21TYlljchkELlnHPSx61bF1itWx9k71e+/I5Whw6trAUL3ii0z8aNn5trnReba51VCx1Dj7n//o3Mtc7HCu2nxyiqjyZMGGWZoEeh65aXXtrb+v33+W5dX301JfCY3nO94YZL7PKrVs3xldX3g/b1SSd1dNd37tzBrduxeP/9F8011BaF2qLHMAP+zTXUMwLfF7r/oEGXuXVr+fvv199vCt7DybY7Zc1MI9YJJxxlmRvH+OrTOps1a2x9+OF4X73OfhdffLqv/Ny5E8018CetqlUru+uL2tepQx9NEMQu369fv4yuo+r13TguBBfi2KucEwIIIIAAAggggAACCERKoODCE8GFSHVMRBtDcCGiHZPQLL2Qrhe1CC4kwPASgTIoQHAheacRXAg2CiO4MHHiRKtmzZrujx1mZgPzo88m3wFLKrhgZh+wDj74YLct+v9zQf+ZmQksMxuDr42pBBfmzZtnNWzYMLBO73Euuugi8+Ne4YHtn3zyiflBdt+k+2tdZ555pmXuGuZro7545plnfAP/vcf1PtfwQVEBCA0TBP3Q5d1fn6vT9OnTC7VB9/eW1eM0b97ct867/aGHHrLMrBvWTjvtFFhGgwwfffRRoeNk612owr9WEFwoSob1CCCAQGoCBBdSc6IUAnEVILgQ157lvBBAAAEEMhEguODc+C614MLSpW8XujY0bdqThr5gMHc6z4sLLvz22zzfsTRI8PTT9/rWea9faZhBB7Kffnq3IsvoAO7E9l1++Vm+8o88Msw64oiWvnXe4+igcQ1iJNbjLRMUXNiwYa513HFtiqzX2b9Nm0PsQIC3/iuvPMe339FHH1bo+N7yznMd6D5p0n/NjVw+Cyz/yScT7PCJc+ziHs888yRzrfMrXz1BffTqq49YZtYMX3u99Z5xRne3jnSCC4nHat/+COuuu/7lO05icOHaa89P8Rrq7uYa6li3XY5fsmBCsu1azzPPjPAFDbwWzvMKFcpbjz46rNDxtf1OGX2cPPl/lpm1wreO4IJhy3AhuJAhHLshgAACCCCAAAIIIIAAAqkKEFxIVYpyKkBwoWy8DwgulI1+opUIpCJAcCG5EsGFYKMwgguTJk2y7rvvPt8PHsOG6Q8lBUtJBRc0jOf9MUZDDNo2neEhMTDQrFkzXzAgleCC3qHfqV8H2+vAzfnz59uD7s85x/8DYOLME3/88Ye13377uftrPS1atLBuvfVW+7OTzgThna1At48YMaIA0Tz75ZdffDM96Gf022+/3XrllVesF1980bruuuusGjVquMfQ4EFi+GHMmDHudj2GBhguuOAC65FHHjE/1t1lHXbYYb7tf/vb3+xZJrwN0RkjHAd97Nixox2m6NSpk3XaaaeZO7wV3LVLt2uo4dhjj7UqVKhg6UwWJ510UqEf/U4++WTvIezn2XgXqsyzguCCB4OnCCCAQAYCBBcyQGMXBGIkQHAhRp3JqSCAAAIIZC1AcCG94ILexb9u3W37ONeW9NqU3hleAwx6935n0Hcqj8UFF3TmAecY+ti0aWP72DrrQZ8+/zSzgjb1bdcyzgD//fZraM+60KjR3r4yej3QO6uDtrF//wt9ZWrWrGHfnV/vxP/kk8Ptu+4nzkagg+YTz8/b1qDgwr/+5T+Ohihmz37O0sH7w4ZdZ64rFszucNllZ/rq/7//a+9r4+jRt/q2J7Ylldd//PGFudbpv8FLixb7mmud/cy1zjvNrLdn+dqk5zdixCDfcRP7SGcP2GefelaVKpUsnRGhd+8Trd12K7hhjtahs8c6s2PojA3XXHOe1atXZ9/5abt0vf732muP2MdMPNbBBzez6tXb095PB/7XqFHN8gYXdKYPb59su4bay1xDHWYHHg477ADfdn1fJQY8kgUTkm3XWSKqVaviHkffR3r8hQvftP+9HH74ge62ihUrWN9/P8vnqzNheM/hxBNPcF/r+1TPieCCIctwIbiQIRy7IYAAAggggAACCCCAAAKpChBcSFWKcipAcKFsvA8ILpSNfqKVCKQiQHAhuRLBhWCjMIILOkD/zz//9AUDqlevbq1atco9aEkEF/Su/94fYjSYsGHDBrcNOgNCkyZNfGU0dOEsyYILTz31lG9fHYCfuOjgfKcNGprwLhpQcLbpY9u2bQsFAqZNm+abTUFDCF5H3e6t4+GHH/Yewn4+cuRIOyCw9957W0ceeaT5IU/viLZtWbdunbmr1u6+OiZMmOBsth91tgwNIniPo0EF7+J8hvCWuffee90ir776qm9/p9zkyZPdMg888ICvjJ6rd8nW21tX4nOCC4kivEYAAQTSEyC4kJ4XpRGImwDBhbj1KOeDAAIIIJCNAMGF9IILOiD+scfu8F0Tcq4b6aMOID/qqEOtAQMusu8OnzgQPHFAfXHBBS3rrVufaxBhzZr3TZcvtHTgvR4rsYzW6QQofv75EzP76l6+Mvfcc729v9OWG2+81Ldd60sMBsyZ84I94N57rI8/ftlXj3dbYnBh0aLpto1TRgfzb9nytW//IUOuctux004VrR9+eM/d3rixP4Axderj7jbnPNJ91ICC0x59VLfE/tIwioY9nHIaDtDB+N5jOducRz13ncnBKbNs2TvWnnvu5tah5e64o7+7XcvNnPm0b/upp3bxbdcyGppxjqGPGoDQmR0eemiIPdOGlnH6fd26jwvNTDBhgn9WEZ2do2PHo311alDAabc+JgsmJNt+wQW9fPXff/9gX/36/tQAgnNeV13Vx7c98b2p56xhB30/aft0BozEWTC87Xeea0hGj9GvXz/7ertec0/nv19//dUcL34LwYX49SlnhAACCCCAAAIIIIAAAhETILgQsQ6JeHMILkS8g/5qnjPoUO9OzYIAAmVbgOBC8v4juBBsFEZw4fnnn7crnzhxovsjif6QoXfxd5aSCC507uy/s5YOjE9cHnvsMevAAw80P0oeZensAKNG6Q9O25ZkwYXjjtv2A43zQ5DOUJC4jBs3zmcwa5be5WrbUrOm/+5gGkIIWo4//nhfHd5ZFzRk4BxfH8866yw7NBJUT9A6rcu7f7t27YKKmenqZ/nKadu9i/MZwqmrYsWK5ge+Td4i5ofgRr461M+7/P777+buaQV3DNO61q9f7xbJ1tutKOAJwYUAFFYhgAACaQgQXEgDi6IIxFCA4EIMO5VTQgABBBDIWIDgQvrBBR0MrXfe984Q4FxjSnysVGknM7tnV+u772aaPlpY6L90gws333yFrw6dESHxmO+884yvjDcQoGUTB4cnDj7fa6869iD5xPYed1wb37G0Xm8ZbzsSgwtDh17t2/fMM0/y7av1aFDBW8ctt1xtl9GB6TvuWDAbg5ZZsOCNQvt725LKc++Aea1TQwpB+x1/vP+8E2dd8LZZn991178K1ZNorLNZeI+VSnBByyceS2fY8NbjPNc2esu2a3d4YLlZs57xlVMTpw59TGx3YvCguO0aTNEgj7cdTuDAe4yLLjrNLVO5ciU7kONsT6xf60sMjjhli3skuGC6NWAhuBCAwioEEEAAAQQQQAABBBBAIEwBggthasa/LoILZaOPnUGHBBfKRn/RSgSKEyC4UJzOtm0EF4KNwgwu6BG8g811qulPP/3UPnBJBBcSZ1P46quvgk+6iLXJggs6g4H3h6KxY8dab7zxhu8/DUJ4yzjhBp01wbt+5513LqIVlnXPPff4yl566aVuWR3Yn/hD46677mqHRJ5++mlr2bJlbtmgJxdf7J8eXI9V1KIzIHjbvHbtWreo8xnC2X700Ue725wnzoA2p8wdd9zhbHIfmzdv7jvG11/rneK2Ldl4O3UU9UhwoSgZ1iOAAAKpCRBcSM2JUgjEVcD5nKeze7EggAACCCCQ7wIEFzILLugg6eXLZ1nXXXdBoRkNnGtJ3kcdkP3oo8PM280fXkg3uPDmm0/46tBZD7zHqVKlkm+7Hu/550f6yiTezT9xcPhll51ZqA6tZ9iw63z1XHjhqb5y3nYkBhfOPruHb99rrz3fXJMcU+g/bb9TjxNu0JkB9Dqts14fgwbAJ9oW91oHv3vr23nn6r5z8e6rM1R4y156aW9fWe82ff7993ojGH8/jx//H18dOpDeWybT4MJnn+lsvP5j6euLLz7dd7zEWTa8++gsEt5zWLv2A7fOxPdGOsGFJUtm+OrdffddC/W3vgc0xOE9vrdvE49/0kkd3bZ5zyHZc4ILhi1gIbgQgMIqBBBAAAEEEEAAAQQQQCBMAYILYWrGvy6CC2Wjj51BhwQXykZ/0UoEihMguFCczrZtBBeCjcIOLmhQwftD2LHHHmsfWNd7f0AZOnSor0HlyxfcPapq1aq+bc6LDz74wFeHzkzgLJs3bzZ3aSuoQ4+1bt06Z3NKj8UFF/744w/feXnPpbjnN910k33sGTP8PzQ1bdq0yDZpAMFbZ8eO+oNSwZIYPvCW1ecNGjSwbr75ZmvFihUFO/31rEOHDr66n3322UJlnBX77ruvr+zs2bOdTeZuYf67jg0cONDd5jw5++yzffs/99xzzib3UWd88Lb/iy++sLdl6+0eoIgnBBeKgGE1AgggkKIAwYUUoSiGQEwFCC7EtGM5LQQQQACBjAQILmQeXPAOll68eLr12GN3mJtz9LKaN2/iu17kXDvSu8XPmzfZ9FPBQPN0ggt6M5Dffpvn2z9xcHizZo192/VYOpOA0wZ9POUUncW8oA2Jg8M1oODd7jzX8/PW83//195XzrstMbhw1FGH+vb1li3qefv2R7j1N2hQ37d/UbMjOG1N9jhjxlO++po2Lezm1PH00/f6ynbsqDdAKfDztr9ixQqBs1UkzmzQuXMHXx2ZBhd+/32+rx6nXR06tPK1+dln7w8sp+X33beBr+zs2XoNdNv5Jb430gkuaCjBa5Pq8+nTxxZ5/P79L3S3OW1M5ZHggmELWAguBKCwCgEEEEAAAQQQQAABBBAIU4DgQpia8a+L4ELZ6GNn0CHBhbLRX7QSgeIECC4Up7NtG8GFYKOwgwt6lPPPP9/3o4oe49tvv/WtCzu4oIP0E3+80TBDOktxwYWg+hOPF/S6T58+dhMSwwht2rQpsmmvvfaa71wOOOCAQmWHDRtWKKiReHwNcjz//PO+fRPDCFOnTvVt975o1cr/A92LL77obnY+QzjHvP9+/fHOv5x77rm+83jllVf8BcyrY445xlfGCS5k613oQAkrCC4kgPASAQRyLqCz2Oh/cVkILsSlJzkPBDITILiQmRt7IYAAAgjEU4DgQjjBhcTB00uXvm1dfvlZ1nbbbee7dnTGGd3NG2nboHB9TCe4kBgG0P2XLXvHV/+hh7bw1a9lEgfFJwsujB59a6E6tJ4XX3zQd6wjjzzYV865zqaPiW1t0mQf377eskU917CCHlf/+/vf/TcPCZq9wimbymNiGKFNm0PcYyXu/9prj/jafsAB+/nKetufeN5OXe+997yvjjCCC9Wr681zCt5L3ueJYYSpUx8vsmyrVi19bdN+durKJrjw1FP+WXm9TsU9HzPmriKPP3y43nwm+JyLW09wwbAFLOV0nekMFgQQQAABBBBAAAEEEEAAgRwJ7LHHHrJy5UqZMGGCmEHOOToK1cZFYMyYMdK7d28xg+PEDECLy2nF7jwGDx4s5k7Q9r9p/bfNggACZVfA/EAmkyZNEv13bQYUl90TyWHLd999d1m1apW0bdtWpk2blsMjla2q9e9/ly5dRD/rff/99yk1/plnnpFTTjnFLWsGx8uJJ57ovlbnRo0ayfr16+11jRs3lpkzZ4r2gbOY4IIMGDDAeSkVKlQQc5d9+3XFihXl999/d7c5T9544w0xMzg4L8XMuCBmkL/9esuWLbLTTjvJn3/+6W7XdtSqVct9neyJvi/at2/vFuvRo4eYGQns11u3brXrd9qoK2fNmmW3290h4IkZpCr77LOPvPfee3LEEUe4JYr7jPTkk0/K6aef7pY1A8Nk/Pjx7mvniZlRwl5vAhd2WxYuXOhsch/NneTsY7ds2dJe16lTJ3n11Vfd7SZQ4etLd4N5on3orfPjjz+WAw880C7ifIZwypvggvTt29d5aT+ed955Mnr0aHedCS6ICVm5r/WJ9qf2q7Po50a1ydbbqa+ox3vuuUeuvPJKMeEMef3114sqVuz6ypUrS7ly5Yotw0YEEEDAEXD+XsTlJ+0bbrhBhgwZktbnB8eCRwQQKPsC3bp1k5deekmOPPJIefvtt8v+CXEGCCCAAAIIZCGgv5nqNQ+9JqvXS/JtKfj9eJT5ralD6Kd/112jpV+/29x6zaB3+eSTgt+z2rU7TaZPf8/dbmZkkKZNG7mvy5Vr6D43g+Jl9er33df6ZPnyH6Ru3SPddSa4IHPmvOC+1idvv/2BHHVUT3edCS7I00/f474ePPg+81vbfe7r22+/Vq699nz3tfPkv/99Vs4991/OS+nRo5O59jjCfV1cW4877kyZOvUdt+yIEYOkdett1/vclQlPzKy4ol66XHnlULnnnkfcEief/Hd55pmCNrsbEp6oz8iRY+TMM0+SJk32dre+994n5lpnD/e1Gehvfg/edp3WXfnXkyeffNlc67zKXd2167HmmuZ/3NfFnbdTaM6cuXL44Sc5L8UEF+Tll0e5rxP76NRTu8iTT97tbneepHIsLdup0znmGuoMZzfT3/eaa6j/cF97nzRqdKy5hrrYXfXxxy+ba6j7268T3xtmxgVzDbXgum9x299550Np06bgGryZiUQeffR29zhFPfnb3/Y018R3Sen4RdWRuL5794tMn00x/xb7ZfT7kwkgSaVKlRKrLfuvA8IMrEIAAQQQQAABBBBAAAEEEAhRgBkXQsTMg6qYcaFsdLJzt2RmXCgb/UUrEShOgBkXitPZto0ZF4KNcjHjgh7ptttu891p6s4777TMoE13XeKMC+aHC3eb+cXC+vnnnws1+KGHHvKVMcEFXxkTkPBtnzt3rm+7vjCBCEvXf/PNN9YPP/xgpof/zS1T3IwLWqhJE/809YsXL3b3Tfbkp59+8rWtatWqlglbBO52yy23+Mped51OL598MSFjy4RHrRYtWvj2NwNL3Z0vv/xy3zaduSFo0dkqvH2ifffrr7+6RZ3PENpX+l/YMy7ogbLxdhtaxBNmXCgChtUIIJAzAefvZc4OUMIVM+NCCYNzOAQiJsCMCxHrEJqDAAIIIFCqAsy4kPqMC3/88YU9e8FDDw2xZ1PQu7hv2vS56b+i7wC/aNF037Ws2rVr+cpHccaFSy45w9dG5/xuvvkK37lceeU5vnLO90Z9TJx54IILevn2TXfGhBdeeMC3v17rmzt3ou/4Tju9j+ed19Pdr3Xrg6w333zC3uennz5y12t7q1atbK51fh1Y3y23XO0re911F/jKFXfeTltyMeNCorFzLH3U2T687Ro2TK/PFn6fbt78lbmGupNbdts11M/cstnMuLBixbtuvdqWvfaq49Yb1JagdcmOH7RP0DpmXDD0AYsErGMVAggggAACCCCAAAIIIIBAiAIEF0LEzIOqCC6UjU52Bh0SXCgb/UUrEShOgOBCcTrbthFcCDbKVXBh48aN5seUvdwfV8zMA1b58uXd14nBhcRB6mYmhUINNjMWuPvrjzWJwYXOnTv7ticeQys0d9r3lTn33HPd4yQLLuj/X3p/sDIzI7j7Ok90cL+Z6SEwlFC3bl3f/hMn6o+DhZfE4METT+gPggWLmVXCWrBggf1fwdqCZ99++61lZlpwj3XSSSe5G80MCO56PZdDDtFp3AsvL7zwgq9cw4YNfYWczxCORy6CC9l6+xqc8ILgQgIILxFAIOcCzt/LnB+ohA5AcKGEoDkMAhEVILgQ0Y6hWQgggAACpSJAcCH14MKff35p7bnnbr5rTvfee4Ppt8IDwp11EyaM8pXv1Kmtr3wUgwt169YOHMR/yCHNfeeSeO7O90Z9TBxUf+ed/X37aqDAMXIet25dYC1fPsvSgIizzvvYvr3/2upBBzWzFi+eHlhW9xs1aqjvRjR6vfHLL6e45fU8vW2eOPFhd5v3uC1a7Osr98QTd/vKeetIPG+nnnSDC126HOM7hlNPKsfSsqNH3+prs/adU4f3MTEQ0rDhXr5yyYIDybZXqVJwsx8zg4a1ZMkMX/3alh9//NBat+7jQut1W7L6vedS3HOCC4Y3YCG4EIDCKgQQQAABBBBAAAEEEEAgTAGCC2Fqxr8ub3Dhjz/+MBfJ0v8v/kqlf4bOoEOCC6XfF7QAgWwFnODCDTfckNHfXB0IHfeF4EJwD+cquKBHe+aZZ3w/8Hh/GEoMFXTs2NFXtlWrVtb69evdRt98882+7VrXcccd527XJ2+++aavzN/+9jdr2bJlbplNmzZZe++9t6/M+++/725PFlx49dVXfftqwMDbRq3IGcSlPyTtvvvu1kcffeTW//DDD/v2b9mypflh6Ud3uz4ZOXKkr8z+++9v/5t2CumP4U4oQT+fr1271tnkPuoxzfTbbj3/+te/3G0640SDBg3cber4yCOPuNv1ic7c0KxZM1+ZxPCE8xnC6dNcBBey9fadVMILggsJILxEAIGcCzh/L3N+oBI6AMGFEoLmMAhEVMD5zNu6dWu+f0a0j2gWAggggEDJCRBc2DZ4XQMGxQ18drbddJN/NlC9hnXDDZfYA+6dMvq4cePn5triCHsAv/N9Sh8HD77Md5woBhe0nXfc0d/XzhdffNB3ra1ChfKW3lHfe87e80wcwL9q1RyrWrUqbh077VTR+uKL1337Dx8+0N2+887VrQceuNm3ff78V93ris6xtNyIEYOs999/0cxMO8/asGGuNXv2c9app3bxhRa0/BVXnO2r7+GH/bPGtmzZ1B5E7z2nkSNvctukdey/fyPz+dEfrHDaoo+J5+3UlSy4oG321lOzZg1LgxzO/s6jt0xRx9Kyv/8+31xDre+r85FHdObagpDNypWzzTVU/wzAiaGMZMGBZNv797/Q14azz+7hOy8NLNSrt6ddpnz5Ha2mTRubWXNTn/HBez7FPSe4YLo+YCmn68ybigUBBBBAAAEEEEAAAQQQQCBHAnvssYeYQUwyYcIEMYOcc3QUqo2LwJgxY6R3797SuHFj+fDDDzM6rUqVKom5YJnRvuyUmsDgwYPlpptusv9N679tlmgLmLtryyWXXOI28uCDD5ZbbrnFfc2T/BYwP5DJpEmTZMCAAWIGKaeNYQZZy0477ZT2fmVpBzOIXMyd8KVt27Yybdq0stT0nLZV//536dJF9LPe999/n9KxTCBBTjnlFLfs888/LyeeeKL72vukTZs28s4773hX2c9NcMF+vzob/ve//0mfPn2cl/aj9tlBBx0kX3/9tXzzzTf29v/+979umaC+1Ha8+OKLbpl69erZbTUhSjEzJMiaNWvcbSYcIbNmzXJf6/uiffv27usePXrIs88+677WJyeccIK8/vrr7rr99ttPTj/9dKlYsaKYgfYyZcoUd5sJFMkrr7zivtafMczgLpk9e7a7zoQIpHv37mJmpLDbov+Ovcv06dPl6KOPdlc98MAD0rdvX/e1CT/IqaeeKnvuuafe4Em+++47UcuFCxfaZfSzlNah/eAskydPFm2bs5gpzMXMyiCHHnqovf/48eNl+fLlzmbp0KGDvPHGG+5rfeJ8hnBWmuCCr126/rzzzhMzw4NTxLbwHlc3HHvssb66v/jiC9l3333dfbLxdisJeGJm3pArr7xS9D3g7c+AokWuqly5sqgdCwIIIJCKgPP3Ii4/aZuwrAwZMiStzw+pOFEmegLXXHONfPrpp27DRo0aJfXr13df8yS6AnptzoRP3QbqZ0j93B/G0q1bN3nppZfEzIjm+/ybat36GVWv+7EggAACCCAQBwH9zVSv/5x55ply1llnxeGU0joHvaZkbsxhfj8eZX5r6pB03x9/XGeuz54q8+Z97Sur35nMQHKpVaum/PLLr/LDD2tk06Y/fGXMoGxznXGcVK9e1V3frt1p5trXe+7refMmS9OmjdzX5co1dJ9r/atXv+++1ifLl/8gdese6a479NAWMmfOC+5rffL22x/IUUf1dNedcsr/ydNP3+O+Hjz4PvNb233u6z32qCUrVqw210tPkMMPP0A+//wbGTv2ZTE3D3LL9OnzT3Pd7Bb3tT5J1tZbb33QXE+9y92nRo1qcsEFvczn8zrG5UN57rnJrtnuu+8qCxa8IVWrVnbL65Pbb3/I/H5wp30d0bfBvNDPaFu3bk1cbb8+9tgjzTXXB6RKlYL6tl3r/Ke51vmxu48Z7G+udR5nrnVWM9c6PzK/WUxzt+mT6dPHmmudh/nWJTtvLTxnzlxjeZK7X+fOHeTll0e5r/X9Urv2Ee5rfWKCFPKPf7STOnVqy4UX9rK3pXIsp5LJk6eba6gF16u3XUPtaK6hNjfXUFfI+PGv2+8fp3yHDq3Mdc4xzkv7MfG9cf/9g8011NPdMsm2r1//izRs2MG8b3909znuuDai56/rxo+fIp999pW7bdiw6+Saa85zXyer3y2Y5En37hfZx+rXr5+YG9okKV14c1w//xNcKNzXrEEAAQQQQAABBBBAAAEEQhXIJrigFzl0UNxzzz0nS5cutQdC/fDDD+bCUnXRAWnmbrH24KmePXvKLrvskrTdOhBeB63pADYdVKWD7MydZ+26tD4dgKQXCHUgmHfRgWDewW7ebak+P/nkk30D2PQixdixY6V8+fKFqvj555/lnHPO8a0//PDD5dprr/Wtc17oj4negXbt2rWTSy+91B7EdtddBReiGjVqJLfddpuzW8aPOnhTB6Z9+eWX9n9fffWV/PTTT+YCTh0xdygWcxdhe8BZomMqByS4kIpS6ZdxBh3qhfVUgwvmbtH2wEyn9TrYUgdssuReQP/2HXLIIe6Bjj/+eHnttdfc194nv/zyizz22GNi7h5u/53Uv5Xr1q0zF/1ribnrvD3Q5J///KcdWgn6+xVWXXfccYdvgK633lSfazt1kLSzaCDq1ltvdV76HnUAsvfvpW7Uv8M6qD9o0QH+OiDaWXQghw7Qvfzyy8Xcpd1ZLeaOsuYid0v3daZPpk6dai6wz3H/7urA4qpVq5ofRuqKDq7Wf0/6n/5/WroLwYXkYgQXgo1yHVwwMxqYH5UOL/RjWGJwYcuWLfa/s88++yywoRoQePvtt6VmzZru9sMOO0zee6/gh0ndsGLFCjnttNPsv39uwYAn5i6xYmaIkmrVqrlbUwkuLFq0yA5C6HkVt+ggrokTJ/raq+WXLFlif07VMEFxi35ONrMCyNlnn+0rpj9w6joNYaSyBAUKdD8zs4Ncd9118uuvvxZbjZkJw/78rMEI7+J8hnDWBR0njOBCtt5O+xIfCS4kivAaAQRyLaABNV30M3kclkyCC4mf1VO5tnHvvffKjBkzXDIN6+nAKGdJ/NzurPc+qv0+++wjZtYlO8Cq1zxSWfSz+r///W8zaOoXt7gG8nbeeWf3ddhPEo3SrV8DjvqZN8xFr015P7fMmzfPDARrGuYhqCtHAql8Xsv00AQXMpVjPwQQQACBOAo4wYU4nls655RqcEHr1PDCCSecLR98EHwdMOi4OiD+jTcetwfpe7dHMbigg9N1QPnUqe94m+o+N3fpN7+zPWJ+j/V/dk82qH7jxk3md9uBJpw63q0r6ImGFiZNGm1uCNMsaLMdcjj33AHmd4pvArcnruzd+0QTshga+LvFkiXLzbXOa33hkcT99bWGTYYPv95c1yz4PueUS3beWi5ZcEHLtG59srz7bkGIQtfpogGS558faT9P5Vh2wb/+Z+TIJ8w11GHmGupv3tWFnnfseLS5hnqbubnMbr5tyYIDybZrZfo+OuOMfuYGk6t9dSe+0BDLyJGDRW9S5Syp1O+ULe6R4EIROia9w4IAAggggAACCCCAAAIIIJBDARMusKcZNIPb0jqKCQtY5sdhe1/zla7YxwoVKlj/+c9/iqzfBBUsnYI8WT3OdjOoyzKD4Nz67rvvvpT3depIfDSDsiwz6NdXj7lrrnsM7xNzN1tfOa3LDEz1FvE979Spk6+8+cHZ3j5u3DjfejP4z7dfJi8eeeQRy4REfPUmnqu+NsEMS6e5NbNtpHUYMxDQrtsMMDbTim7I6D9v36V1cAqnLGDuimH3k7mwnvI+F110ke99YwY9prwvBbMT+OCDD3z2JrgQWOHtt99umQGvvrJB/751nQkyWGbQb2A9ujLbusydz1NqR1Ht0/XmLo6+Oswdrq3NmzcHtlnfj4l1mdlfAstqHVWqFEytrPt9/vnndlkzQNpXj/49z2YxoT2rc+fOvjoT2+m8NkFBy4Ts0j6cuYu5Xb+ZcSGjv7m//fZb2scsazs4//9t7tJf1pqe0/a+/PLL9ntH33upLomfTcyMC8XuagJuhd7/JrhQaB8zmNMyoQPL/LjiltfPkRdeeKFlZkqwy5uggbvNhCwL1aErTGjW0s99+jnEW5eZFcEyYQczVfsddpnEnU3Yy61b/02aGRcSi9ivTXjAMgMZrb322qvQlOnmDsSWCVeZKbl/DdxXV2r79HPe/vvvX2h6du0HMyjTMsHcYvc3QULryCOP9LXX+Ttiwk+WCX1Z776r080XvXz77beWGXRmpmDf1VePfiZXWxNELXJn5zOEc0z9jJy4nHvuub56zd0HE4tYxxxzjK+MmXGhUJlsvQtVaFaYUIh9XBN4zuhvpn6+1X5kQQABBPJVwAR77b+j2Xx+SOXahn4ucP6/Rh8TPz8kfm73lg16rp8Frr76avdzRVD/6fcE/axgZiPzHVvrK+7/n4PqSndd4mesoHMobp0JW6R7yKTl9bOz95gmuJB0HwpEQyCVz2uZttSEgO33hQnrZvRZqrjPypm2if0QQAABBBAoLQH9Dc37eSlfn5vggukC/Tya2n+bN39lTZz4sNW167FWhQrlAw0rVqxgtWt3uGUGnZvfBL4KrLtt28N9+5oZF3zlvP1hZlzwbdO2Llv2jm9/M+NCoTIzZz7tK2NmXPCVGTToMt/2Bx642XxGmmuZAf9W7dq13G1VqlQy1+z+Ya1fP9e3v2OWrK1OuRdeeMBq3rxJoeuK1apVsS655AxryZIZgfU7++vjxo2fW0OGXGW1b3+Er41OG7StZ5/dw/rww/FJ69q6dYG51nmzudbZqFCbzOwT5lpnF/NdalaR9TjH1MegPtL2vvfe866jljMzDhSq76uvpliHHNLcV05NrrzyHLdsKsfyOunzb7+dZq6hHme3zbu/vm9btNjXXEO9y60/cd/E94YJtfjKJtvu1Ldmzfv2+2m33Wr6zk/bc9hhB1hPPjncV6+zX6r1O+WLetTz12OZGRf4/G+knYUZF8y7ggUBBBBAAAEEEEAAAQQQyKWA+THaJPlX2ndl17uHpLLonWj1zmxmMGSh4mZAlJmuclOh9TqDgRlUb9+J1rtRpxk1oQXRWQESF71b+B9/+KcLdcronbadWRZGjBghl112mbMpo0e9O63eac579++7775brrzyykL16R269W7CiYveaVfvrJ246B2E9TydRWdCaNKkiX2sU045xVlt37XYhCXc1+k80fr17uVvvPFGOruZaSgb2lO/mwF6Ke3HjAspMZV6Iefue/pvOtUZFy6++GJ58MEH3bbr3ZrDmAHErZAnRQqkMuOC3mFTZw1IXPRv6w477OCbitgpo3f1njlzpjRv3txZZT+GUZfeDfWFF17w1Zvui/nz59uzIOhMPc7y0UcfBc6A0KZNG3O3IP9djPTOqmZwrrOr+/jpp5/KAQcc4L7W2X/0Tu26mMHEYgbPuttMcEH0ruOZLDqbjv67MYNc09p9yJAhMnDgwJT3YcaF5FTMuBBslMmMC8E1hbd248aN9r9BnZFEP4Nks2hdzudHvTuw/i0Mc9EZC/Tvhc4wpjNW6d8S/Zub6qIzKCxYsEDWr18v++67r5lGfdsduVPdX/+26Gd0/Rup56YzuOjndu+dtVKpa/Xq1fYMNDorj96VOt39UzlGGGWy9XbawIwLjgSPCCCAQGYCmcy4oNdR0r22obP7eWcZSpyxKfFze6pno98DdNYmvTblXXTmJ72OZELj3tXuc53xU/9/NldLolG6x9FZIjKZNbO44+g1LP3/X2fR+hPdnG08RkvAuebjtCpohixnW7qPzLiQrhjlEUAAAQQQiK9Awe/Ho8wMzx0yOlEzCNieheH771fJ2rXrzAymNezZCHbZJb3rZBkdPISdkt3V/quvFtm/zey/f0PZbrvtQjjitiq2XVdcYtvVqVPbXBfcPXBWhFQOuG7densGhh133MH8hl3HzN69Syq7FSrjtGn9+g3mWmcDc62zYLbbQoVzsELfS0uXrrBnJ9hrr7pmBvKaoR5l9eofzTXURXa9++zzt1K5hrpmzU/meve3YsIl5nr0HlIS/06YcSH4bURwIdiFtQgggAACCCCAAAIIIIBAaAIFF54mmAtPqQUXWrZsKZ988onbhmOPPVb0R7ODDjpIzJ3r7EGcM2bMsAf964AtZ9FBX4sXL/ZdvNFggA4wchYdUGXugCfmLq1mesnqdghCf2DWH89fffVVp5j9+PXXX0ujRo3sH6XNDBC+bfri999/t+vybujfv79oICJx0XPXAbPmzr/uppNPPtkXZHA2aGhDQw6Jiw5iNXcN9K3W8zd3BXbX7bnnnrJ8+XL7deIP1+auhJJpcEHb/dBDD7nH0SfmzsBi7gRuD1rWQZ3fffedTJw4UV5//XVfOXMnQzF31vP1i6+A5wXBBQ9GhJ86P2ITXIhwJ3maliy4sHbtWtF/w2a2EnevSy65xA4y6OAScwdu0YGpL774olxxxRX23z6noP5N0r9NzhJWXeaOoWJmMXCqdR91kO+zzz7rvtb/jznvvPPc194neg4aOnv66afd1Roi0zCAd9EwnPP/B971+nzZsmXmh446vtXmbuVy/vnnu+vMHc7dQVGJA6AyDS4sWrTIDkHowGln0QHNXbp0kYMPPlh0ELUOAtK/rRra0/7xLmPHjpVevXp5VxX5nOBCkTTuBoILLoXvSRSDC74G8gKBHAgQXMgBKlUigEBeCUQ1uNCzZ087gOd0hn430rCBXnvSAfje5dJLLxUzQ5O7SgMSZuZON+xdqVIl+/rHL7/84pYp6eCCfofp06ePe/xkT/R73s4775ysGNvzRMC55uOcLsEFR4JHBBBAAAEEEAhToOD348yDC2G2pzTqShZcKI02cUwEwhQguBCsSXAh2IW1CCCAAAIIIIAAAggggEBoAgUXnlILLugPu3rHWGcArf5wqneyDrorm97lTmdT0DvVOsvUqVPtUILz2kw9bgcPnNdz5syRQw891HnpPv7888/2IFH9MdlZdOaDf//7387LQo86C4HOduBdtP2VK1f2rnKfJ4YM9M62S5cudbfrE72jhA6g1VCELnr+P/30k/1cwwPeO9brSmegv13A/I/eVVDX6RJWcEEDF2rmddaButqWatUK3/FCQxd6B7V169bZ7dD/0TZp25ItzvloGEMHW2eyOIMEMtmXfVITcH7EjkJwwbkjtt4VW/926GwjOjNJOnet1rPWf/s6UF4H3mtgSd+DVapUKRJE/0Y5d9nXQhUrVpRdd93VLf/NN9/YQSG9A/Vhhx1m/7t2NxbzRAfR66wpej46WFrv6JnqXbR1IPvHH38sa9assf826rF1SRZc0NBWp06d3Fb9/e9/l1deecV97X1y5513yjXXXOOu0jCZ3q1b726uS5h1uQfxPNFZGHQ2Bmc55JBDRGfpKWpJDBl4/0Y6++hMCzrjgi76/zV65yLnb7CGHrx3d9UyOgDof//7nz61l9GjR7uDgsIKLjh3oXSOUatWLXnsscd8/eRs038DenfXp556ylllv3/1/ZzKnc8JLrhsRT4huBBMQ3Ah2IW18RYguBDv/uXsEEAg9wJRDS4UFTjWazQaiB41apSLo9/99NqP81lbvx/p9yRd9LO1hqX1Jg96kwxnKengQjY3rgjru66Gq70zpursUkXNYKUzSOm1J+e7rN6Uw1nUzrkepTcKcb7nOtu9j1pOZ81zvgsdeOCBhYLo3vI606t3BtNddtlF9JqSs+j3er2OuJeZRbRZs2bu915nu/Oos1ht3rzZfqnvC70W6izafr1OptcP9Rpl0HU0vQagN3DRWbQ0pK43Dyhu0T7SawYatFdnDaroTQf0hi5FLXpt0TsDhrZR26r7v/vuu7bx8ccfb5+/c83HqSsouKAz2K5atcopYl+DSQz9uxs9T5zvumoxZcoUz5bUnur3dW8fpbYXpRBAAAEEEEAgith25mYAAEAASURBVAIFvx8TXHD65/77B5sbSiX/LdUpzyMCURcguFBED5kpPlgQQAABBBBAAAEEEEAAAQRyKGB+mLTMVzLLDG5L6SjmB0G7vO6j/5kf7Yrdz9yV2zKD3a1Zs2ZZZvBsobLmxyxffebHxEJlnBVm8KplBrlab7zxhmVmbrDMD4HOpsBHM8DZV7e21/x4HVjWWWnCCr59zCwFzib70cyI4G43A6+tiy66yH1tfrz0ldUXffv2dbfr8c1gWreM2jiO+mh+uHa3pfPEhEN89ZgBvkl3N4OX3X3MzAzW0KFDk+6jBR5//HF7PzNo3NqwYUNG/yXrt5QaQqFiBQYNGmT3kwkuFFvOu9H7Xtb343XXXefdnPZzM1jdMoEay/xo7b7XnPe7/rvXfxsmkFRsvWbAtzVw4EDLhIUK1aF1mUHolvkhPbAOE1rw7aP/TnQxM5NYzt89pz36b9nc+b/Yvyn6N+eEE06wzMABX71ahxkgYZnwQWA7dKUZZG+dccYZhfbVv58zZ860zAAQX51mMIKvrmHDhvm2m5CUb7v3hRmMYZm7i1rPPfecZUISlhlg4t1shVmXr+K/Xjz//PO+tprgQlAxd93ChQt95c2sO+4258ltt93mljGzGdh/K52+0/dR4qJ/i53t+mgGxrhFzAwzvm1mAJS7LdUnZtYaXx16DBPKK3Z3M0DHcv5Wm8E8VocOHSwTlit2H2ejCarYxxswYEBGf3PNYB+nqtg+msFRtlHbtm1je46ZnNjLL79su5gfGTPZnX0QKJMCw4cPt9/3rVq1yuhvpn6+1b/ZLAgggEC+CpgbRKT9+SGTaxtmZjj7OM7n9sRrEul8btfvWybg7KvPzATndmG/fv0sM9DeMjPDueuaN2/uK28Gr7vbgp7o/794/0v3ukYmRkHt0HVhfdfVz86Ovz6a2eIKHVL/f/HEE0+09Duzt2zDhg3t70D6/5n6/cbZVtT3PzMg3zIzYVgmVOKWdfbRz/JmlsBCx9YV2mdOOX2899577XK33nqrpd8dvdvMTUosE2AJrMf7HdHcgMQuo9/Ftb3eczPBCEv7ylnuvvtuS6+ZeY+j3+NNkMEp4ns0YQHLzCJrmZs1+PZx9tfrfnp9NGgxMw/69pk7d6711ltvWeYmBO5657qDc83HqdcEF3xV6nUBvR7kbNfHxH9jvh08L7p27WrvZ4ILGX2W0r5mQQABBBBAAIF4CDi/o0yYoJ+xFublf4MGXeb7TGWCC3npkK/9nw/n3a3bcfZ7XL83Z/K7f1w//0s8/oxzFggggAACCPw/e+cBb0dV7u0XCCX0rl8oQRCCkkgTBaKURC6I0q4KwpUklJgQer0BpYRE6gUpphCqgiEIKhICBJTiBSmXYARCM3QILXSVnv2t/7p3zZmZM2e3s/c5s2c/6/dLZlZf61mz99kz8/7XCwEIQAACEIBAfgl0PHiqTrjgPBAkHtLo5dedd95Z9wTdjmOJ9tyuYXW3la5Yj3Bh2LBhifHEX1iqfbdLX5Tvdn33LzTDi0C97FSf8SAj25Cvo4yfQ2jEi2sZfsfb1/ntt98euih7lKDE7QBXtkw6E+FCmkg+4+Eldm8JF4477rhORvrp61Rxt9tfye1smAnR7WbohVFZ9dJpw4cPL+nFfDy43QoTnw0ZvsiYP0tIEdpzngLiTUTnzjtKwlgglI8fZShzxRVXRHXCiR70yTghXjZ+LqOJadOmJfLTwgV9VuN1ZHTz8ssvhy5qOjayrayOaxUuqI20UUdawBY3uBg5cmRCMPaVr3wlMQx9J8bX2O28mcivxQAqUTEWOfLIIxPrsc0228Ryuz6V4clNN91UqvVBLsKFrpmGHIQLgUTyiHAhyYNYexBAuNAe68wsIQCB5hFoReGCaMiYPH7PdP3110eQZKCeFs3XKlyIt61zGajXEhrx/Cf016h73UrCBT3fSnOKc9AGA2IbTxs8eHAYZnSUIEJCh3i5rHNtppAWD+r+KV5WzwydV5BEWjxf55deemnUdzhxXhajOnp299RTT3V5jy8hhvPGUXKe+6I66T70LFWCmXiQmMV5A+yyTmhD/WcJ3/UcJZTRUSJ751kukVatcMF5IUnUyxL8x8ceP0e4EKfBOQQgAAEIQKC9CXS8P0a4EH6nIVxoTwFLkQUMCBeyv+cXUbL74BMgAAEIQAACEIAABCAAAQhAoEkEOlx9zjBnHFqxF92mOSNT7+48FJbr8lGjRtmee+7p3ao7A96QVfH4ox/9yH79618nyjkjTTvggAPM7UhtK664YiKvlojcycvVezw4jwvmdmGLJyXOf/nLX9qIESOitMMPP9zOO++8KO52mrPf//73Pu52CLRx48aZewEb5f/hD3+wXXfd1cfdbvHexfwnn3zi4243OJMb+xCcMbS5l5ohas642ZxHhyhezYl7aWluh7ioqPMYYU5cEsUbfeKMns2JO8x5XDD1XU+Qy3i5jic0j4B7me+vTX2mnTeVqjpyu/vZ5MmTo7LO44K5ne6jeLUnbqdEc94FouL6fjjwwAP9d4M+k85gw5znlih/rbXWMrdboem6CEGfmY033tjcLpkhyZyBuu29997mxA7+2tNYnbFIlH/hhReaezkfxT/66CNzuzlGcX3unbjBBgwYYPvvv78tu+yy5nZvtFmzZkVldOKEFOYM0aO0N954w3/GnecCn+aMM/x3wje/+U3/PShO999/v89Tf253f9P3agjnnHOOuZ1KQtTEQ+N0u++b23HfNG4nbjC3K35UxgkXEuNyRhXmDO7NGXFEZfTd5gzobZdddjFnTGLO+CHKK3fSyLay+vnd735nTgASZen7yXnfiOJZJ/vtt5850UeUpe/Y3Xff3cf1N2fVVVc1XTsKzuuOn6uuKQV9lziDmuhvhfPIY9/61rd8nv7TWjvDlSjuvHQkritnDGI77bRTlF/NiZjfeOONUVFn0OL/ZkUJDT75zne+Y85gx5zHBTv++ONrbl3XXN++fWuu10oVnEGPvf766+aMr8yJKVtp6E0dq77/9ZtE30luF+Gm9kXjEMgLAf1u199H53HBnIecuoal3wzV/l2tqwMqQQAChSKw/fbb+/m4ndELMS9nFG4TJkyo6fdDPc820s+C3G7w/vdugFjr73Y9O3LihFDdnEG9OW+UUTx9ovtLZ5weJeu3Uvw+Lsr4v5P03wXdiy6++OLpYl3G62HUVWONutfdbrvt/P1v6McJDMx5JghRO/XUU81tihDFde/lvP+ZEyeY85xnbpd/f4/thBRRGX0e3GYaUVwnuve99957fZo4Oq+K/t5e81AbzjNpVF73k3vssUcUdwb+tsMOO0Txb3/72+a8LpoTLvv7Pt1L615JbYWgZwy6144/m9S14Ly4hiL+HlBx3dtp/LovjAc901Ca5qxnlJrv3XffHS9iEydOND1HCcF5e/DPRkPceWowJ0YwJ6rxc3QbFlgwfdFzVT0Hid+nOdGQ6XMQgp4/ioeC7v/feecd/yxls802s/DMJ5QVRydO8NHwWyjkff/73/fPYap9Dqd7cT3bdB4XPOvQTrVH9RN/vlNtPcpBAAIQgAAEIJA/Ah3vj6e698dD8jfAHhjRGWdMsTPPnBr1dPbZY937rj2jOCcQaHUCe+xxkF1//W3+PWb8/q/aeRX19z/ChWqvAMpBAAIQgAAEIAABCEAAAhCok0DHg6fqhAvqxu26b26H88we9WLQ7WRmMurVPxkAl3thJSNavTCOv2QMDetmd+DAgb4dvWSUkEEvJ6sN9QgXZPSvF4ghaC7BKFlpwThS55MmTfIvbZ0ref8CUWnHHnusnXXWWTr1L0XjL8plaCuj2xAa8eL66quvtn322Sc06V/M6wV9swLChWaRbWy74SV2TwsXZCgiYcBrr70WTUiGs3FRlAw83A5+dsstt0RlZLgg45gQJJiIG2jLGFnGCPHvEgkMZBQRXvzLUEXfJ6uttppvRunpF/P6PpGxgcQHChICyBhAL+VD0Njc7pwh6j/jF110URSPGwQoUYIGiZJkPK9w1FFHmcQKChJgKO+ll17ycf03ZcqUhDGDjBW22GILk6gqhLRwQekywL/88stDkcTReW3wxiPhO1ffW+m5xys0sq14uzqvR7gQvldCWzLuOPPMM31U4hUZLYXw2GOP+b8Xm266aUiymTNnemMSJcjQQwYfIUhII5FZCLUaQIV68aOucV1rIciYZujQoSHa8CPChcpIw99mhAtJVggXkjyItQeBYKyHcKE91ptZQiAPBIJBe7gvycOYujOGRggXJOh2ns/KDkNCgSAOV8HuCBemT5/uDeFDhxIUvPLKK502sgj5Ova2cMHtXpu4T4mPLX2uZ0kyfg+hUfe625URLjhvAibDewn5Q0jfC8+dO9c//ysnwk+vjYzotYFAPEiYoHsqBee11B588MEoW6LkIA4Kibrf1fME3QcrSCiRvh+TeD6+yUd6rnp2+ec//9mPX23o+UN64wbdY+h5oDgo/PCHP/QCAB9x/8nAP2xsorS0OCLNa5NNNjHnhS9U92IOiQNCkJGQxCIh6J5ezwrEUJ8n59HBZ0mYHp75hLKhLz3b0DOOsOmB5i1WcRFHqNPVEeFCV2RIhwAEIAABCLQfgY73x+0rXGi/VWfG7UYA4UIXK+5uvAkQgAAEIAABCEAAAhCAAAQg0EQCHa4+Z9TUi9slvCT36e52ruw/Z2hcckajpRdeeKHL9uVa3gkSyrajftxLu5J7YVlyhsddthXPkFv79PiccXC8SOZ53IW9e+EduX93O7Yl2nMvHH19t+NblO5eOkZtOuPlKF3jcCKDKE8nbuf5RL7zuJDIrybiPD4k2hDrZgYnWvH9OY8LJbezXV3/3MvWZg6Rth0B98Lbr5MTDFTN46CDDkpcS86TQNV1Q0F9L8Q/c+4lechKHP/yl78kyrndAxP5isfbccYKifwQcQb+iXLqPx7ibejcGf7Hs/2522Ux0Ya+19xLfp+na9W94E/kP/vss53aiLNzuzSXnDjDl9F3W3wMmlfIizfihASJcppXOjhxV2nEiBGJcvG24+f6XndikNI///nPdDM+3si20h389re/TYzRGYuki3SKO2FHoo4TYERlnNgrynMiMb82znNGyXnMiNLHjh0blXc7ZkbpYuIMoqI8nTjPFYl8t4tmIr9SRH3r70Kct/42NDO4HT59f87jQl3fuc6QqJnDy0Xb4TeEEy7kYjx5GcQNN9zgrx33kjEvQ2IcEGg6gZ///Of+unfChbq+M/X7NvwOaPpg6QACECgEgfC7sBCTcZNwIuCafz+kn20EJrUcnXAhgTD9u9156iw5MUL0T/cQzmNl6aSTTirpuVO8L+cNNNFWVsR5rUvUSd83pOs4Q/FS/F+tzzW6w8iJ+NPDSYxdc6/1XlcN6rdznJvzuBD148QAiTznBa+ue1knSki0kzXONBs9LwjBeTJJ1Nd4nbAhZEfH9FycOCLK00k6322Mksh/+eWXO/WTvib1LDLOy3k+SLThNkIpOaF9yXmYLDlPgP53SLyA84iQqK973XgIz3FCH3oW4bzKxYtE5+myTrjgucQ/C06cU3JeGqI61Z64zRz8OPV8s57nfl09h6i2f8pBAAIQgAAEIJAfAh3vj6e6Qc3jHwy4Bgp4Dey++//esznP8fz+j3394nHB3ZkSIAABCEAAAhCAAAQgAAEINJNAx44ZyV3Rq+lTO+RdcMEF5gxVvdv0cnWcMa93o96Vpwbt0HbppZeaexlt2hkt7A6W1aZ2NHSGwr69rPyQVo/HBdUdNWqUycV7CPJgoJ3TfvnLX5ozHPbJ2rFd7WsHtNNOO827uleGdvbTrvNy9+5elid2knv11Ve9xwbfgPuvER4X3Et6Gz9+fGjSe8K44ooronijT8LO6E64YLNnz66ree2aX243+LoapVKCQNh9r6c9LrgX8d4TSRiMdj0+/PDDQzRx1O6I7iV6lCaPBfJeoh0d455VVE6ftaxw/vnn2xFHHBFlHXroof47KSSE3U9DXO2EXRlDmo76forvEhk+q05wFe2uqHLacXHatGk6TQR5GZg4cWKU5sQNfkdElY3v9r/HHnt4jwRRwf870Xeodp4MIcvjQsh76KGH/BzlZWDBggUhOfOonSHVtnatzAqNbCu0X4/HBdWNezHQ96e+R/V9GvcOEb+exei2227z3Q4ePNh70lAk7Lyvc2fsZPLQEA/d9bggjyH6Dgu7XartsN7xfhp5jseFyjTDujuDJNOurIT/JYDHBa6EdiSAx4V2XHXmDIHeJRDuOdz77d4dSIN6b4THhXqGUsnjQrVtOmNyv8N88MTXVb1aPS501U616ennP9XWUzl5H3QbZiSqhOsuJNZ6r6t62o1fngxDcMIF22ijjXw07WlVu/jr3jId0vd/6XtZeSDU/VIIukfWb/d4ePrpp+3HP/5xlOTEDdGzt7THBT2LevLJJ6Oy4eTII480/QYIIf0sIj1XPUtzG4GE4v4oL466Dw0h7bVBjN1mBCHb+vXrZ07wEMXTJ070bk54YLqH1Pkll1wSeRZU2fQ1H57jhHa+973v2XXXXReiiWO6rLy/6nmdnmUo6JnKX//6Vz/GRMUqInhcqAISRSAAAQhAAAJtQqDj/TEeF9pkyZlmGxLA40L2oiNcyOZCKgQgAAEIQAACEIAABCAAgYYR6HjwVLtwIT6I559/3r/wdDujmf498sgj8Wx/LtfkMnYPL0I7Ffi/hLffftu7bHc7oXvX6W63Mv+iL13e7U5mBx54YDo5iqdfKirDeVzwRspRoYwTt9ubdwEfss466yzTS8DRo0fbRRdd5JN32mknczt1+3O5l5exZAhuFzaTIe3aa69tbsc1n6w56yVwPKRfXDuPC+Z2DIwXqXh+1VVX2b777huV08tYtyNdFG/0CcKFRhNtTnvhJXbc0LtST2PGjLHJkydHxZzHBTvjjDOieDUnQ4cONbczY1TU7XKYMMiPMtyJjMqfeOKJKEnXvj4DEgpts802UXrWZydkpj+r8c+lysSNOWRs7nb+C1UTx7QxhdvB0Rv7ay6aU61Bxh+aw5lnnmnOG0BUXaKoKVOmRPFwcu+999rWW28dopY29ogyYicyjHr44Yf9d6W+c/V9Gb5vYsVs/fXXN+cdxoup4unx80a2lTZccR4XvBgt3l/WucRocTb63t9iiy1sww03jAxTdD3qulQ49dRTze0y6c8ldHjvvfdMQpP11lvPp+k/CWnczpNRXCfdFS6oDeeVx2RcE4KMaeJ/A0J6o44IFyqTRLiQzQjhQjYXUotNAOFCsdeX2UEgjwTCPQfChb2i5XE7s9pee3XEo4zYyaxZsxL3g2kj7vTv9ljVLk91D6bfP8svv3yXZUJGbwsXnAeDTmKEMLb00e18aRpvPITrTmn13OuqXtqYPy5c0Ho47xsq5oPu1yZNmhSi0fH+++83tzN/FI/fy37yySf+PjQu+o4KljmRoEDCAoW0cGHHHXf0wpR09dNPP92ch7oo2XlAtaOOOiqKp+cqEfy3vvWtKF8n6ecC2iggLlTQZ3yxxRaz8FnXPUgQCoSG5s6d6zc30T267s/LzT19zYfnOKEtPUvQvLJCuqw2B4lvANOnTx/Tc42NN944q3rZNIQLZfGQCQEIQAACEGgrAh3vjxEutNXCM9m2IoBwoYvldjd+BAhAAAIQgAAEIAABCEAAAhBoIoEOV58zGtqLXKS7ndZL7uVZyd3yRf+ckX3N/TiD1JLbzbzkXj5H7ajNtdZaq2xbbgf3RHnVccKFsnWU+dprryXquV3SfR33wi9Kd14OonbcTu2lJZZYIspzBlMlZ0AbxdWv2wk+Kh9OnNF1oowz2g5ZVR/lgj7Od5111qm6bj0F3a57vj+3y11dLiPlZt69uK2n67rq/OlPfyq5XepKzsi5rvqtWskZdPt1csKFqqfgDBES15IzEK+6bijojMwTbfzxj38MWZ2OW221VaLs73//e19m+vTpiXTn7aRT3ZDgjF0SZfUZjYf4Z2PNNdeMZyXO459t1XFGDD7/6quvTrQfb6/cuRP4+PpHH310ov5xxx2X6DdEnIFIopwz9ghZNR3djool1U2PzXmzqakdFa63LbcLZ6J/J1yoqm8n5ErUc940Sk58VnIGOVG6E7VEbemzHZ/nnDlzSuH7KaRrLOngBDOJek6Ali5SMb7zzjsn2nBebirW6U6B0J8zxKnre1d/o4oe3I6ifk2cgKToU61pfjfccIPn4l4y1lSPwhBoZQI///nP/XWv3xn63VnPP2f418oIGDsEINDDBMJvzx7utmndOWP1mn8/1PNsw3mm8/0Efs6IOzGn9O/2UC591HMiJwIv6f6hlt+9gwYNSvTvPIom+m90pB5G5cYQ51DPva7a1m/neDu6Lw3BiSUSeW4zj5CVODoxfaJc/F72lVdeSeTF+yp3fsABB0R9uI05Em04T4VRXvzEbRqQKOeEC/HssnMNBZ1APdGG2/ggZEVHJ1yIyjjhQpSuE7e5SuL+tdwclZe+5sNznFBPv2m6CumyoU786AQlpXp+0+y2225+jqpfz++oLG5dzYN0CEAAAhCAAATyTaDj/fFUN9B5/IMB10ABr4Hdd9/B//7XPSC//zu+k/G44O4uCRCAAAQgAAEIQAACEIAABJpJoGPHjO55XOhqjNrlTLvDhaDdvpyBaYjWdJS3Bu3eHQ/yqrDSSivFk6Lzej0uqAH3EjvykCBG2l1bu/bJvbuCvBpox7YQtFu6dk1XGDFihGkXuL333jtkmzPKNu1aFg+N8LggN/ZyZx+Cdt3TLuwDBw4MSV0etVuedvlzLyVN3jCqCa3gcUE7rztDYu89IL6jf3euvWrY5KlM2H2vpz0ufPvb307sfuhECF3utClPAPPmzYuwOUN522STTSy9Y6N23H/88cejcvGTX//61/ajH/0oStK1fP3110fx+C6U2pXfGbJEefETJ4Kyl156KUoKO03Ki4ETTkTp+l7QtVUpqL3VVlvN5K0leAhQnZEjR9rUqVM7VU/vIhnfpbJT4SoSdt11V7/TaCjqRGSmHajrCbW2Va/HhTfeeMO0Y6V7LOiHqe/P/fbbz3ufUIK+o/R9F76r5D1D333hO1nrou/g4BVHO06qzZVXXjkx7fTOrfKcI08dtYQjjzwywfMHP/iB6fu8Unj55ZfNifBs+PDhNmDAgErFo3w8LkQoujwJHhe6LNDmGfod44zx2pwC028XAnhcaJeVZp4QyA+BcM8RfsfmZ2T1jeTEE0+0CRMmWC2/H+p5tqH7ON3PhZDefT79u119pL3h6R5P/+oJve1xoR6Pm/F5hutOafXc66qenmnJW2AI4T5Y8XPPPdecED9k+edcl19+eRQPJ26zAtthhx1CNOE9UB4ANLaPP/44ypcngnBPFyWmTnSfJ+8HCul7ZSdcMHl2TIf0vXcljwvxuYa20s8odM8pbxbxIE8GwYtC3OOCnj1tuumm9uGHH/ri8szgNjzx95ry2CcO+o0ib64hpK/58Bwn5Mt7oLwIZoV0WV0P8qIpb7g33nhjVEVeNeU9tpaAx4VaaFEWAhCAAAQgUGwCHe+P8bhQ7JVmdu1MAI8LXax+h4aBMwhAAAIQgAAEIAABCEAAAhBoBoGOHTMqe1xwLxtL2vHaGYZ6bwruZVbpo48+KjusZ5991iv13W2fP6q/EP72t7+VtDP58ccfX9KOXtqprVLo379/oj33crDLKvV6XFCDhx12WKIf95I8ii+++OKl9A5i2n0uzHHzzTf3HhZCXF4ntHN4OjRqxz33wj3qW33Kw0Cl8Mwzz0ReIpzwo+RehpY++eSTStWiHc3z6HFBO8Q7w/DSUkstleDhXnj7eHo3/oqTbeECYfe9nva4IC8r4brX0RkPZFJ0xuYlZwAQlXUv2aPP1Ntvvx2lq43llluuSy8dp512WqJs2ktEfCw6X7BgQafx6LqPe0xROWcg78uld4is1aOJM8RJjK+r9XBG94ly8V0qxeOWW24pOcOR0oEHHljqaqfL+MScQUmivR/+8Ic+u5FtxfuLn9frcUFtxL/L1ltvvVJ8fQcPHhzvxp9vscUW0Tzl3SK+a6ozGulUXgnpnVvr8bjgxBlRv7pedP3q71mloO+ncE1qV9jbb7+9UhWfj8eFypiCx4XAl2OHpyuxcC8ZK0OkBAQKQgCPCwVZSKYBAQj0GoG8elyo53d7OYjxewf9Xmpljwsaf633umJTzuNC/BmY2lfZrHDhhRdG9zgqF7+XVXkn2E7kP/fcc1nNdJnWKh4X5HlV8w//nDCn05zkSSLk61jJ44ITLnRqIySEZz6hPSdk8Fl61hd/JuZEIKVXX301VKvqiMeFqjBRCAIQgAAEINAWBDreH+NxAY8TeNwo6jWAx4Xsr3PtskaAAAQgAAEIQAACEIAABCAAgSYS6HjwVFm4IAPffv36JV60nX/++WVHN2PGjER5tyN7VH7PPfdM5Mngvpwbcxn/SzQQXswtu+yyJRlAdxW6I1xwu7ZH/ag/txNdFP/a177Wqcs//OEPUb7bSa202WabRXEJGbJCo4QLbge6qC+NVUa0enncVdAL7biBsOrsu+++XRVPpP/qV7/yfeVFuOB2s/NiCrmwD9eFjjLSPOmkk0puh/PSJZdc4vMQLiSWslPkoIMOSjBMiwA6VchICKzDWjgPKRmlSqW04bfbgTBRbs0110yMxe0YmMgPkfR1fNVVV4UsfwzjCEeJrtJBbYd8HSXkiQd9z4R8t2tiye1gGM/25/pueueddzql33333VFdtaG20qInVdL3YuhDx7ixx9y5cxN5EkJJpFMuyIg/3t6ZZ57pizeyra76745w4YgjjkiMO25Ic9xxx3Xq0nk+iMpvtdVWJbEJ8xaDrNAI4YLa3X777aO+1Ke+88sZ4ThPG/67OYxPf8vKCe/iY0e4EKeRfe68Uvj1kAEPoYPADTfc4LkgXOhgwlnxCSBcKP4aM0MIQKC5BBAuNIdvo57/hNGF+4pwrOdeN36/pXacF4LQfOmhhx5K3O/oXst5KYzyw0n82ZfaiN/LqozE+2GMOkrcnw66R3799dczNyxoFeGCNhmIzzN9X6LnqRLnx8sEsUHgoTrx/FqEC/GyehYWb2efffYJXVR1RLhQFSYKQQACEIAABNqCQMf7Y4QLRTVaZ14IMhAuZH+dI1zI5kIqBCAAAQhAAAIQgAAEIACBhhHoePBUWbigTseNG5d4AaaXlyeeeKI3EI8PSgbl2qFt1VVXTZSPv5hzLukTeXqx5ty+l+bMmRNvyp/L04MEA/GXbxITlAvdES5oZ/K4EWy836OOOqpTt2+88UZibPHyXe2Qnn5xrR3/NPdq/ml88fAf//EfnfqXRwwZZb/wwgv+BbCOU6ZMKfVPea1YZpllOq1fvO34eV6ECzIQliFz+vqSMfG1116b8B4RjOkRLsRXsvN5Wriw3377VXUt6noN3jo++OCDTi/jtft/PGi3v4EDByau17Tg4OKLL07ka/f8tNeSiRMnJsp8+ctfLskrTDzEP4c6l6GAvCiEIAMJ7XwfLydvK/EwduzYRL64xAVWEiysvfbavow8N2y00UaROEHCqvTnTUYE8TBz5sySBBHxMaSNPdJG8iuvvHJJXP/xj3/Em/K7bEqkkP7ukrgphEa2FdqMH7sjXAhG1nEW4Vx56ZDuK5TVUVyzQlq4oOuomu/ctMhAIpC4kE59SvQi0dj//M//lP71r3+V3n///dJ9991XkqGIBGXx8UmkUW1AuFCZFMKFbEbhM4VwIZsPqcUkgHChmOvKrCAAgZ4jgHAhm/Uqq6xSiv9L33tm1+pI7c7zH92vaCf9eIjfW+i8nnvdcsIF9aVNOOL9qHzwTqh73bRgXmXT97LyHhhvQ5sPvPfee/GpeA+sKqP74s997nNeNBEKtIpwQc+n4vP8xje+Eabgj2lhg8qmvTI0Srige9HwjCKM6bbbbkuMp1wE4UI5OuRBAAIQgAAE2otAx/tjhAsY+GPgX9RrAOFC9vf6Ikp2N1QECEAAAhCAAAQgAAEIQAACEGgSAWfMZs6Q2JxnBHM7oVXsxRkPm3tZaW4ntkRZZ5RpzojcVlttNXPGtPbaa6/ZRx99lCjjDHrtnnvusRVWWCFKdwb3Nm3atCgeTlTGPRQz9zLUt6U248HtXG5OzGCbbLJJPDlxrrG6F8uJNLXjDPUTaV1F3G7xNnv27E7Zbrd422OPPTqlO4NYc8atndLdi1rbcccdO6U7YYfttddendKrSZg+fXqirtZw8ODB5l5mZ1Z3hszmjK075TkX8nb11VebEzl0ystKuPLKK23YsGHmPC5kssmqk05beumlTeOpNWj8N910k02aNMlmzZoVzWf55Ze34cOH28EHH2wDBgzo1Oyll15q7iWxOeGCuRf+nfKLmOAEQuZERv4zrc92NWHMmDE2efLkaop2KqPrzxkY+PSbb77ZnKF1VEbfDc6bim2xxRbmxDPmvJmY84QR5Q8ZMsT+9Kc/RXGd6HGQExSYM/qO0p0hhv/crbjiivaXv/zFXwtRpjtxQijbZptt4kmmvkPQdfLZZ5/57ynn7cWcZxT7/e9/b4888kgoYs5QwubNm2frrLNOlOaMKsx5hDAnTorSdthhB9tll118muYTb+Oss84yJ1aKyp5zzjl2zDHHRHGdOEMAcx4C/PeFPn/6HnZinKiMvmOd2CCKO0N4U5/OSCRK00mfPn08dzFxQi0/Hs0xHpwxhOlzG0Ij2wptxo/6ftR6h6DvUfVZTdD89J2dnoPW0XmKMSfYSDSjvzP6O5EO4uLEXaa/E+ngBC72+OOPp5MrxjfccMNO9ZxIxI4//nh/vaYb6Oo7V+W+9a1v+Wsva3zpdhR3Rvn+ej/hhBN8f1llyqXputb1XuSg3y9OrGLO2Mf0/Uf4XwL6/t911139d8z8+fPBAoG2IHDeeeeZ88jj/87eeuutdc1Z9wrx3xB1NUIlCEAAAi1KwG1MYRMmTKjp90P62cbXv/71xL1cFgrdp7jd96Osn/3sZ6bfuyGkf7frPnOnnXYK2TUd1ZeeIcSD7hfi9x2614g/p1AdJ4aLqqT/Ljjhgjkhc5Rf6STNqFL5dL7usfV7N4T4eOq913Wbgfj76NCmnvPpuV0Ieu609957h6g/OrG+aW307En3yvqt6cSyURknXOjEWs/D4n+T9exMfPU8Ss/LnFF9VD89T90XO/F9lO82OzG3WUUUDye6D3deI0PUdB/uNh2J4pXmqoLrr7++fx4QKrmNDkzPr+JB95rhutEzED0LUdB9vROsx4v6Z6fOI4Xn8dhjj5nGoPv+cO+/+uqr29lnn21OIOK56z5Gz3FCcF4U/HOuEI8fK5V1In8TqxA0Nz23WHLJJUNSl0c9H3ReZc15Nk2sTZcVUhn6HKW5pYoQhQAEIAABCECgRQh0vD+e6t41DWmRUTNMCECgFgJ77HGQe297m3+PqfcrtYbC/v7P1jOQCgEIQAACEIAABCAAAQhAAAKNItCxY0Z1HhfUrzwZOGPUxG5i7ka2bFy7v7mXc52G7V74lbJ2HivXnnsp2+Vu2vEOuuNxQe3IU0LWOJyxbLyb6DxrHtqRO70reqiQ3nEvq6+u0twL5NBMdNTu8drxLr17e1dtyFvB3XffHdWv5qQ3PC7Im8Xpp59ecsbkifWQB4WLLrrI72xebux4XChHpyMv7XGhq+smK929rO9oyJ25F+wlefLIKhtPc4YnXXr70PeFdnSMl886dyKn0mWXXZboP0Ti5fv161fSbo/pXfJDGfdwrXTuueeGqomjdicM35WhfNZx1KhRJe08GQ/add8JKrqchzwAPPTQQ4l8eZdJByei6uRhJGsM8TTt1O8EZOmmSo1sK9142guC/lbUEpzAJcFC8xGjroITlXQqLy8aXQW1FWdU7bkTLmQ2qe9Q5VXbjhN+dfIMktlwLFHrqPadIZf34qBrqpZ/2nGz6AGPC9krjMeFbC6kFpsAHheKvb7MDgIQaD6BInpccKLzqn+vh9/1BxxwQAJ2SA/H7npcCO1Ue9Q9QTzE69V7r5u+33bChXgX3tPgT37yky7ZOVFDyRnDJ/LTHhfUoLxFZN3nxeegc2co770IxgfRKh4X9Byg3HNSea+QpwknCkrw0rz1LEahUR4XAr+hQ4cm+kp7fwzl0kc8LqSJEIcABCAAAQi0L4HwTmTGDDwuFHW3feaFJwk8LmR/x+Nxwd2tEiAAAQhAAAIQgAAEIAABCDSTQMeOGdV5XAhj0Q5j2hnt4osv9se0dwWV0+5p2qHr0EMP9TuMa9fnroIz3PVtOWN+v1N2upx2NdMu/6NHj7YRI0bYcsstly7SKd5djwua37e//e1Eu9ql7Kmnnkqkhcgvf/lLP7YQ19G5h/eeIeJp4bw7O+6lPS6ENnV88MEH7b/+679MO7pprPG10a58gwYNMvdi1Pbdd9+qvU+E9nvS44K8c8i7wnXXXWfazVBBu8Np1zh5B9CO/NUEPC70rMeFsCbPPvus3+HQGXb73fJDutZQnjHklUC7LJYL7nGRTZkyxbTT4N///nf75JNPouL67tLOi7rWdZ4V4rtQajdD7dCvnQdVR58TeXRRkEcFpckTQldBHg20Y6O+F15//fVEMSc0sMMPP7zTDouhkD6D+u7StRy8x8hDjbykXHDBBd5rgnbE13wVvvKVr9jf/va3UD06qq4++/re1fizvKjIW4126Nd4NK6uQiPbivfRHY8Lamfs2LEmTwbxMHLkSJs6dWo8KTrfb7/97IorrojiOnHGVjZ+/PhEWoikd24N6ZWOWR4XQh2tr64feQ6RN4ew62bIl2eFH/zgB3bIIYeYdtysNeBxoTIxPC5kMwoeF3QNOmFjdiFSIVAwAvLWpF215dkovrtzLdPE40IttCgLAQgUjUARPS7IK0C1ngjDejrhgrlNEEK0kyeePHlcqPdetxovBAKge2g9v3rggQdMHhf0nEv3srqf1/1P3BOq7l1uvPHGiFs40b33GWecYXo+8/zzz0f3vsrv37+/v18+7LDDOu3U3yoeFzQP3QfK65Pu2UNYY401zAkI/P2iPNTqWYKeK8hLhROj++tKnkbk5aSSF4XQpo7VlNUzQXkeDc899CxGzxmyPJXG28bjQpwG5xCAAAQgAIH2JhDeH++99y7u/ewX2hsGs4dAQQlcc81M5x3+aTwupNYX4UIKCFEIQAACEIAABCAAAQhAAAKNJhAePOklrgz/6gkytpVIYP78+Sbj3lVWWcX0cm7llVeupzn/8k5t6aWfjO3c7nHesFfuBgm1EZDARAbk4imOa621VlWu4bvqpdnCBec1wq666iovWHj44YejYThvC+Z2szfn1cJk8F1LQLhQnXChFqa1lnVeM7yIRgYV6667rpUTMXXVtkQLEi+4XQpNRuQrrrhiV0Wj9LhwQdeNxhGCDPfdjpJeEFXrd9WCBQvsySef9N9P+kxVW1+fx7lz53pRl4RY3QlqS0KMV155xYsh9F2u710ZW9YaGtlWrX0Xsfw777zjHvQ+Yc67h6299tomA5XuBIQLlekhXMhmFIQL2bmkQqDYBBAuFHt9mR0E8kRAYmoFtzN8noZV91jqES7U3RkV6ybQrHvdWgeU3vBD4oPzzz+/bDN67iPBg4T4up92O/l2EoaUbSDnmRIk6HmBNhXQ5idZQeJ3CTj0nE7PPfMUEC7kaTUYCwQgAAEIQKB3CYT3x707CnqHAAR6gsAxxxxjzgtczV3JdmPppZeuuV7eKyBcyPsKMT4IQAACEIAABCAAAQhAoOUJhAdP3REutDwEJlA1gWYJF/RSV7vq/+pXv/KG6RqQHnbstNNO3rvCzjvvXPeLbIQLvS9cqPoCa3DBcsYcDe6K5iDQNAIIFyqjRbiQzSgIF7QzbrVeirJbIhUCrUPgpZdesnnz5uFxoXWWjJFCoOUJhHuO4D2t1SeEcKE1VjBcdxptWqTfqBlo04AXXngh+rfPPvvY8ssvn2j+1FNPTRi3TJ482XtPSBQi0lIEEC601HIxWAhAAAIQgEBTCYT3x4MGDXAb1lXeSKqpg6FxCECgKQQeffQpW7DgbTwupOgiXEgBIQoBCEAAAhCAAAQgAAEIQKDRBMKDJ4QLjSZbzPYaKVzQDvq///3vvXeFu+66KwKml+7777+/Fyz0798/Sq/3BOECwgVdO80y5qj3uqQeBKolgHChMimEC9mMgnBBv/XkeYkAgXYgcN5559mRRx6JcKEdFps5QiAnBIIBOcKFnCxImwwjXHeabrPudYcOHWq33357RPSggw7yz29CgoSCgwcPttdff90n9enTx+Q580tf+lIowrEFCSBcaMFFY8gQgAAEIACBJhHoeH881b773SFN6oVmIQCB3iSwxx4H2fXX34ZwIbUICBdSQIhCAAIQgAAEIAABCEAAAhBoNIGOB08z3IOn7za6edorGIFGCBfeeecdmzp1ql188cX26quvRoS23HJLL1bYc889bckll4zSu3uCcAHhgq6hZhlzdPf6pD4EKhFAuFCJkPnfLzNnzvS7vZ5yyimVK7RJCYQLbbLQTDNBAOFCAgcRCECgBwgEA3KECz0Amy4iAuG6U0Kz7nVvuOEG22233aI+dbLeeuuZBA1vv/22zZo1K/KYqTx565AHBkJrE0C40Nrrx+ghAAEIQAACjSTQ8f4Y4UIjudIWBPJEAOFC9mogXMjmQioEIAABCEAAAhCAAAQgAIGGEeh48IRwoWFQC9xQd4QL2qlPYoWbb77ZPvvsM09p6aWXtn322ccOO+wwGzRoUFPIIVxAuKALq1nGHE25aGkUAjECCBdiMLo4xeNCNhiEC9lcSC02AYQLxV5fZgeBPBIIBuQIF/K4OsUdU7juNMNm3utOnDjRDj30UCt3fS+66KK27777+uc9iy++eHGht8nMEC60yUIzTQhAAAIQgEAVBDreHyNcqAIXRSDQkgQQLmQvG8KFbC6kQgACEIAABCAAAQhAAAIQaBiBjgdPCBcaBrXADdUqXJB3hauuusokHpg3b15EZsMNN7SDDjrIRowYYcsvv3yU3owThAvtK1xYaaWVoktqlVVWSVyDUQYnEMg5AYQLlRcI4UI2I4QL2VxILTYBhAvFXl9mB4E8EggG5OUMu/M47q7GpF3zJ0yYYHpWNH/+/K6K+fTwW6NsITIhAIHcEPjpT39q48ePLzsehAtl8ZAJAQhAAAIQaCsCHe+PES601cIz2bYigHAhe7kRLmRzIRUCEIAABCAAAQhAAAIQgEDDCHQ8eEK40DCoBW6oWuHCww8/bFOmTLHrrrvOPvjgA0+kT58+tttuu9mYMWNsyJAhPUYJ4UL7Chd67CKjIwg0kQDChcpwES5kMwrGhNUYHma3QCoEWo8AwoXWWzNGDIFWJ1BOuHDKKafYuHHjMqd4xx132Hbbbdcp784777Ttt9++U7oSTj75ZFObWSGMI51Xro76v+uuu9JVfLya3w/ht0ZmAyRCAAK5I4BwIXdLwoAgAAEIQAACuSbQ8f4Y4UKuF4rBQaAbBBAuZMNDuJDNhVQIQAACEIAABCAAAQhAAAINI9Dx4AnhQsOgFrihcsKFDz/80AsVLrnkEps9e3ZEoV+/fjZy5EgbPXq0ff7zn4/Se+oE4QLChZ661ugHAs0ggHChMlWEC9mMgjFhNYaH2S2QCoHWI4BwofXWjBFDoNUJ6HtH4Ygjjug0laILF95880175JFHOs2bBAhAIJ8E+vfvb1/4whfKDg6PC2XxkAkBCEAAAhBoKwId748RLrTVwjPZtiKAcCF7uREuZHMhFQIQgAAEIAABCEAAAhCAQMMIdDx4QrjQMKgFbihLuPDss8+axApXXXWVvfXWW9HstUukvCvopae8LfRWQLiAcKG3rj36hUAjCCBcqEwR4UI2I4QL2VxILTYBhAvFXl9mB4FWI/Dcc8+Z/mWFTTbZxFZcccVOWe+8847NmTOnU7oS1llnHf8vK1OeGrJCuTrqR/3Fw2WXXWa670f4GKfCOQTahwDChfZZa2YKAQhAAAIQqESg4/0xwoVKrMiHQKsSQLiQvXIIF7K5kAoBCEAAAhCAAAQgAAEIQKBhBDoePCFcaBjUAjcUhAvrr7++jR8/3i6++GK7/fbbrVQq+VmvsMIKNnz4cC9YGDBgQC5IIFxAuJCLC5FBQKBOAggXKoNDuJDNCOFCNhdSi00A4UKx15fZQQACzSdw4okn2oQJExAuNB81PUAglwQQLuRyWRgUBCAAAQhAoFcIdLw/RrjQKwtApxDoAQIIF7IhI1zI5kIqBCAAAQhAAAIQgAAEIACBhhHoePCEcKFhUAvc0MSJE+2QQw6xRRZZJBIraLoDBw70YoURI0ZY3759c0VAO0YecMAB9rnPfc5Gjx6dq7E1azDabfOuu+4yGfPKcJUAAQi0LgGEC5XXDuFCNiOEC9lcSC02AYQLxV5fZgcBCDSfAMKF5jOmBwjkmQDChTyvDmODAAQgAAEI9CyBjvfHCBd6ljy9QaDnCCBcyGaNcCGbC6kQgAAEIAABCEAAAhCAAAQaRqDjwRPChYZBLWhDN9xwg/3gBz+wjz/+OJrh2muvbcccc4wdeuihUVreTq644grbb7/98jasHhkPwoUewUwnEGgqAYQLlfEiXMhmhHAhmwupxSaAcKHY68vsIACB5hNAuNB8xvQAgTwTQLiQ59VhbBCAAAQgAIGeJdDx/hjhQs+SpzcI9BwBhAvZrBEuZHMhFQIQgAAEIAABCEAAAhCAQMMIdDx4QrjQMKgFbugXv/hFpkhh4403tlGjRlkePS5cfvnltv/++9uyyy5rX/3qVwu8Oh1Te+6550z/EC50MOEMAq1KAOFC5ZVDuJDNCOFCNhdSi00A4UKx15fZQQACzSeAcKH5jOkBAnkmgHAhz6vD2CAAAQhAAAI9S6Dj/THChZ4lT28Q6DkCCBeyWSNcyOZCKgQgAAEIQAACEIAABCAAgYYR6HjwhHChYVAL3NCVV15pw4YNs/XXX9/GjRtnU6dOtTvvvDOa8QorrGDDhw+3MWPG2IABA6L03jy59NJL7cADDzSJK+bMmdObQ+mxvk855RS/PggXegw5HUGgaQQQLlRGi3AhmxHChWwupBabAMKFYq8vs4NAHgncddddfljbbrttHodX85gQLtSMjAoQKBQBhAuFWk4mAwEIQAACEOgWgY73xwgXugWSyhDIMQGEC9mLg3AhmwupEIAABCAAAQhAAAIQgAAEGkag48ETwoWGQS1wQ0G4sMEGG9js2bP9TOfNm+cFDNOmTbN33303mv3222/vBQx66dmnT58ovadPEC7M6Gnk9AcBCDSQAMKFyjARLmQzQriQzYXUYhNAuFDs9WV2EMgjgUUWWcQPq1Qq5XF4NY8J4ULNyKgAgUIRQLhQqOVkMhCAAAQgAIFuEeh4f4xwoVsgqQyBHBNAuJC9OAgXsrmQCgEIQAACEIAABCAAAQhAoGEEOh48IVxoGNQCN5QlXAjT/eCDD2z69Ol28cUX2yOPPBKSrV+/fjZy5EgbPXq0ff7zn4/Se+oE4QLChZ661ugHAs0ggHChMlWEC9mMEC5kcyG12AQQLhR7fZkdBPJIoKjChTyyZkwQgEDPEdhyyy3ttttuq7nDRRdd1JZeeuma61EBAhCAAAQgAIH8Eeh4f4xwIX+rw4gg0BgCCBeyOSJcyOZCKgQgAAEIQAACEIAABCAAgYYR6HjwhHChYVAL3FA54UJ82vfee69dcskldv3119vHH3/ss+R1YbfddvNeGIYMGRIv3tRzhAsIF5p6gdE4BJpMAOFCZcAIF7IZIVzI5kJqsQkgXCj2+jI7COSRAMKFPK4KY4IABLpLAOFCdwlSHwIQgAAEIND6BDreHyNcaP3VZAYQyCaAcCGbC8KFbC6kQgACEIAABCAAAQhAAAIQaBiB8OCpYQ3SUFsQ2GCDDWz27NkV5/rmm2/a5Zdfbpdddpm9+OKLUfkNN9zQDjroIBsxYoQtv/zyUXozTtpZuNAMnrQJAQj0DoETTjjBjj/++Jo7X2yxxaxv374112ulCggXslcL4UI2F1KLTQDhQrHXl9lBII8EiiZcaATjf/3rX7Zw4cJGNEUbEIBAixHA40KLLRjDhQAEIAABCJQhEN4fz5iBcKEMJrIg0NIEEC5kLx/ChWwupEIAAhCAAAQgAAEIQAACEGgYgfDgqWEN0lBbEKhWuBBgyGjh5ptvtqlTp9odd9xhpVLJZ8l9/D777GOHHXaYDRo0KBRv6BHhQkNx0hgEINBLBBAudA0e4UI2G4QL2VxILTYBhAvFXl9mB4E8EkC40HlVEC50ZkIKBNqFAMKFdllp5gkBCEAAAu1AILw/RrjQDqvNHNuVAMKF7JVHuJDNhVQIQAACEIAABCAAAQhAAAINIxAePJ122mm21VZbNaxdGiomgVtvvdVOP/10q1W4EKfx6quv2qRJk7wnhnfeeSfKkhv6MWPG2J577mlLLrlklN7dk3YWLugzrc82AQIQaF0CY8eOtfvvv98QLnS9hggXstkgXMjmQmqxCSBcKPb6MjsI5JEAwoXOq4JwoTMTUiDQLgQQLrTLSjNPCEAAAhBoBwLh/THChXZYbebYrgQQLmSvPMKFbC6kQgACEIAABCAAAQhAAAIQaBiBjgdPM0yGfwQIlCNw5ZVX2rBhw7olXJCXBb3I/OCDD2zatGk2ceJE++tf/xp1u+qqq9r+++/vRQz9+/eP0us9aWfhgj7TMlwlQAACrUvgO9/5jt10000IF8osIcKFbDgIF7K5kFpsAggXir2+zA4CeSRwyimn+GGFYx7H2NNjQrjQ08TpDwL5IYBwIT9rwUggAAEIQAAC3SXQ8f54qnt/PKS7zVEfAhDIIQGEC9mLgnAhmwupEIAABCAAAQhAAAIQgAAEGkag48ETwoWGQS1wQ40ULsQx3XfffV7AcO2119pHH33ks/Syc6eddvIChp133tnCTpbxetWcI1xAuFDNdUIZCOSVAMKFyiuDcCGbURAuLLvssnb00UdnFyIVAgUjoN+Us2bN8p7k5CmsnrDMMsvU/buznv6oAwEIQKBoBBAuFG1FmQ8EqieAcKF6VpSEAAQgAAEI5J1AeH+89967uM3MvpD34TI+CECgDgLXXDPTnnjiaTvmmGPs5JNPrrmFov7+R7hQ86VABQhAAAIQgAAEIAABCEAAArURCA+eZNyGx4Xa2LVj6WYJFwLLBQsW2CWXXGJTpkyx559/PiTbOuusY6NGjbIDDzzQ5JGhloBwAeFCLdcLZSGQNwIIFyqvCMKFbEZBuJCdSyoEik1gq622MoQLxV5jZgcBCOSXAMKF/K4NI4NAswkU1XCp2dxoHwIQgAAEIJBHAuH9cR7HxpggAIHGEkC4kOSJcCHJgxgEIAABCEAAAhCAAAQgAIGGEwgPnhAuNBxtIRtstnAhQFu4cKHNnDnTJk2a5HfNLZVKPmvJJZe073//+94Lw9Zbbx2Klz0iXEC4UPYCIRMCOSeAcKHyAiFcyGYUhAtLLLGEVfs3M7slUiHQOgReeuklmzdvHh4XWmfJGCkEIFBAAggXCrioTAkCVRJAuFAlKIpBAAIQgAAEWoBAeH88aNAAW2WVFVtgxAwRAhColcCjjz5lCxa8jceFFDiECykgRCEAAQhAAAIQgAAEIAABCDSaQHjwhHCh0WSL2V5PCRfi9J555hkvYLj88svtrbfeirI23nhjL2DYd999rW/fvlF6+gThAsKF9DVBHAKtRADhQuXVQriQzSgIF/Rbb/78+dmFSIVAwQicd955duSRRyJcKNi6Mh0IQKC1CCCnKQpwAABAAElEQVRcaK31YrQQaCQBhAuNpElbEIAABCAAgd4l0PH+eKp997tDencw9A4BCDSFwB57HGTXX38bwoUUXYQLKSBEIQABCEAAAhCAAAQgAAEINJpAx4OnGe7B03cb3TztFYxAbwgXAsIPP/zQrr76aps4caLNnj07JNsKK6xgw4YNs4MPPtgGDBgQpYcThAsIF8K1wBECrUgA4ULlVUO4kM0I4UI2F1KLTQDhQrHXl9lBAAKtQQDhQmusE6OEQDMIIFxoBlXahAAEIAABCPQOgY73xwgXemcF6BUCzSeAcCGbMcKFbC6kQgACEIAABCAAAQhAAAIQaBiBjgdPCBcaBrXADfWmcCGO9YEHHvACht/85jcmQUMI22+/vffCsPvuu1ufPn18MsIFhAvh+uAIgVYkgHCh8qohXMhmhHAhmwupxSaAcKHY68vsIACB1iCAcKE11olRQqAZBBAuNIMqbUIAAhCAAAR6h0DH+2OEC72zAvQKgeYTQLiQzRjhQjYXUiEAAQhAAAIQgAAEIAABCDSMQMeDJ4QLDYNa4IbyIlwIiN966y2TMGHy5Mn27LPPhmTTdT1y5EgbNWqU3XzzzXbggQfaxhtvbHPmzInKFPnklFNOsXHjxnkvKjJcJUAAAq1LAOFC5bVDuJDNCOFCNhdSi00A4UKx15fZQSCPBBZZZBE/rFKplMfh9cqYEC70CnY6hUAuCCBcyMUyMAgIQAACEIBAQwh0vD9GuNAQoDQCgRwSQLiQvSgIF7K5kAoBCEAAAhCAAAQgAAEIQKBhBDoePCFcaBjUAjeUN+FCHPWNN97oBQw33XRTPNnWXXdde+aZZxAuJKgQgQAEWoUAwoXKK4VwIZsRwoVsLqQWmwDChWKvL7ODQB4JIFzovCoIFzozIQUC7UIA4UK7rDTzhAAEIACBdiDQ8f4Y4UI7rDdzbE8CCBey1x3hQjYXUiEAAQhAAAIQgAAEIAABCDSMQMeDJ4QLDYNa4IbyLFwI2J9//nmbOHGiXXbZZfbmm2+GZIQLEQlOIACBViKAcKHyaiFcyGaEcCGbC6nFJoBwodjry+wgkEcCCBc6rwrChc5MSIFAuxBAuNAuK808IQABCECgHQh0vD9GuNAO680c25MAwoXsdUe4kM2FVAhAAAIQgAAEIAABCEAAAg0j0PHgCeFCw6AWuKFWEC4E/B999JFNnz7dJk2aZA888ADChQCGIwQg0FIEEC5UXi6EC9mMEC5kcyG12AQQLhR7fZkdBPJIAOFC51VBuNCZCSkQaBcCCBfaZaWZJwQgAAEItAOBjvfHCBfaYb2ZY3sSQLiQve4IF7K5kAoBCEAAAhCAAAQgAAEIQKBhBDoePCFcaBjUAjfUSsKF+DLMnj3bZs2aZSeccEI8ubDnp5xyio0bN85kzCvDVQIEINC6BBAuVF47hAvZjBAuZHMhtdgEEC4Ue32ZHQTySADhQudV+fTTT61UKnXOIAUCECg8AX0n9unTp/DzZIIQgAAEIACBdiDQ8f4Y4UI7rDdzbE8CCBey1x3hQjYXUiEAAQhAAAIQgAAEIAABCDSMQMeDJ4QLDYNa4IZaVbhQ4CXJnBrChUwsJEKgJQkgXKi8bAgXshkhXMjmQmqxCSBcKPb6MjsI5JFA0YQLEvyffvrpeUTNmCAAgRYnMHnyZPvSl77U4rNg+BCAAAQgAIH2IdDx/hjhQvusOjNtNwIIF7JXHOFCNhdSIQABCEAAAhCAAAQgAAEINIxAx4MnhAsNg1rghhAutMbiIlxojXVilBCohgDChcqUEC5kM0K4kM2F1GITQLhQ7PVldhDIIwHdeymEo4+08H8nnniiTZgwoYVnwNAhAIG8Erj++uttt912y+vwGBcEIAABCEAAAikCHe+PES6k0BCFQGEIIFzIXkqEC9lcSIUABCAAAQhAAAIQgAAEINAwAh0PnhAuNAxqgRtCuNAai4twoTXWiVFCoBoCCBcqU0K4kM0I4UI2F1KLTQDhQrHXl9lBAALNJ3DSSSfZ+PHjfUfbbrtt8zukBwhAoNAEFi5caP/93//t56j7E927ESAAAQhAAAIQaA0CHe+PES60xooxSgjUTgDhQjYzhAvZXEiFAAQgAAEIQAACEIAABCDQMAIdD554edQwqAVuCOFCaywuwoXWWCdGCYFqCCBcqEwJ4UI2I4QL2VxILTYBhAvFXl9mBwEINJ9A8LigZ0Xz589vfof0AAEIFJrAhx9+aH379vVzxONCoZeayUEAAhCAQAEJdLw/RrhQwOVlShDwBBAuZF8ICBeyuZAKAQhAAAIQgAAEIAABCECgYQQ6HjwhXGgY1AI3hHChNRYX4UJrrBOjhEA1BBAuVKaEcCGbEcKFbC6kFpsAwoViry+zgwAEmk8A4ULzGdMDBNqJAMKFdlpt5goBCEAAAkUj0PH+GOFC0daW+UAgEEC4EEgkjwgXkjyIQQACEIAABCAAAQhAAAIQaDiBjgdPCBcaDreADSJcaI1FRbjQGuvEKCFQDQGEC5UpIVzIZoRwIZsLqcUmgHCh2OvL7CAAgeYTQLjQfMb0AIF2IoBwoZ1Wm7lCAAIQgEDRCHS8P0a4ULS1ZT4QCAQQLgQSySPChSQPYhCAAAQgAAEIQAACEIAABBpOoOPBE8KFhsMtYIMIF1pjUREutMY6MUoIVEMA4UJlSggXshkhXMjmQmqxCSBcKPb6MjsIQKD5BBAuNJ8xPUCgnQggXGin1WauEIAABCBQNAId748RLhRtbZkPBAIBhAuBRPKIcCHJgxgEIAABCEAAAhCAAAQgAIGGEwgPnhreMA0WmsAGG2xgs2fPrmuOSy+9tC266KJ11aVSdQSCcKG60pSCAARagcAJJ5xgxx9/fM1DXWyxxaxv374112ulCggXslcL4UI2F1KLTQDhQrHXl9lBAALNJ4BwofmM6QEC7UQA4UI7rTZzhQAEIACBohEI749nzEC4ULS1ZT4QCAQQLgQSySPChSQPYhCAAAQgAAEIQAACEIAABBpOIDx4anjDNFhoAggX8r28CBfyvT6MDgL1EEC40DU1hAvZbBAuZHMhtdgEEC4Ue32ZHQTySGD77bf3w7rjjjvyOLyax4RwoWZkVIAABMoQQLhQBg5ZEIAABCAAgZwTCO+PES7kfKEYHgS6QQDhQjY8hAvZXEiFAAQgAAEIQAACEIAABCDQMALhwdNpp51mW221VcPapaFiErj11lvt9NNPN4QL+V7fIFzQZ1qfbQIEINC6BMaOHWv333+/IVzoeg0RLmSzufHGG22XXXbxmdtuu212IVIhUDACL730kj399NM2ePBgu+WWW+qa3TLLLGOLLLJIXXWpBAEItB+B8H1RKpUKMXmEC4VYRiYBgdwQQLiQm6VgIBCAAAQgAIGaCayxxho2f/58GzhwA1tllZVqrk8FCEAg/wTmzn3KFix424499lg76aSTah7woosuaksvvXTN9fJeAeFC3leI8UEAAhCAAAQgAAEIQAACLU8gCBe0K68M/wgQKEfgyiuvtGHDhiFcKAcpB3lBuKDPtD7bBAhAoHUJfOc737GbbroJ4UKZJUS4kA0neFzIziUVAsUmIPGmBLf1BIQL9VCjDgTalwDChfZde2YOAQhUJoBwoTIjSkAAAhCAAATySiC8P87r+BgXBCDQOALHHHOMnXzyyTU3iHChZmRUgAAEIAABCEAAAhCAAAQgAAERCA+eEC5wPVRDAOFCNZR6vwzChd5fA0YAgUYRQLhQmSTChWxGTz31lE2bNi07s8rUTz75xIqyg3SVU6ZYQQistdZatu+++9Y1G4QLdWGjEgTalgDChbZdeiYOAQhUQQDhQhWQKAIBCEAAAhDIKYFzzjnH3n///bpHt3DhQvv000/rrk9FCECg5wjIe209XpsRLvTcGtETBCAAAQhAAAIQgAAEIACBQhFAuFCo5Wz6ZBAuNB1xQzpAuNAQjDQCgVwQQLhQeRkQLlRmVG+Jf/3rX6aXjAQItBMBhAvttNrMFQLdJ4BwofsMaQECECguAYQLxV1bZgYBCEAAAhCoREAbonz00UeVipEPAQi0MAGECy28eAwdAhCAAAQgAAEIQAACEIBAbxJAuNCb9Fuvb4QLrbFmCBdaY50YJQSqIYBwoTIlhAuVGdVbAuFCveSo18oEEC608uoxdgj0PAGECz3PnB4hAIHWIYBwoXXWipFCAAIQgAAEGk0A4UKjidIeBPJHAOFC/taEEUEAAhCAAAQgAAEIQAACEGgJAggXWmKZcjNIhAu5WYqyA0G4UBYPmRBoKQIIFyovF8KFyozqLYFwoV5y1GtlAggXWnn1GDsEep7Adttt5zu98847e77zJvR44okn2oQJE0zPiubPn9+EHmgSAhBoJwIIF9pptZkrBCAAAQhAIEkA4UKSBzEIFJEAwoUiripzggAEIAABCEAAAhCAAAQg0AMEEC70AOQCdYFwoTUWE+FCa6wTo4RANQQQLlSmhHChMqN6SyBcqJcc9VqZAMKFVl49xg4BCHSXAMKF7hKkPgQgECeAcCFOg3MIQAACEIBAexFAuNBe681s25MAwoX2XHdmDQEIQAACEIAABCAAAQhAoNsEEC50G2FbNYBwoTWWG+FCa6wTo4RANQQQLlSmhHChMqN6SyBcqJcc9VqZAMKFVl49xg4BCHSXAMKF7hKkPgQgECeAcCFOg3MIQAACEIBAexFAuNBe681s25MAwoX2XHdmDQEIQAACEIAABCAAAQhAoNsEEC50G2FbNYBwoTWWG+FCa6wTo4RANQQQLlSmhHChMqN6SyBcqJcc9VqZAMKFVl49xg4BCHSXAMKF7hJs7/o77rhjBGD55Ze3a6+9Nopzkm8Cxx57rD388MPRIKdOnWr9+/eP4vWexIUL06dPN93f1hqWWGIJ0z8CBCAAAQhAAAKtRQDhQmutF6OFQD0EEC7UQ406EIAABCAAAQhAAAIQgAAEIGAIF7gIaiGAcKEWWr1XFuFC77GnZwg0mgDChcpEES5UZlRvCYQL9ZKjXisTQLjQyqvH2CEAge4SqEe48Je//MXOOeecsl336dPH1lprLfvCF75gG264oQ0ZMsQWWWSRTnWqaUuV1N4aa6zhDas32GAD+7d/+zdbbLHFOrWXlSADquuuu87mzp1rTzzxhD355JP24osv2uqrr+7HuN5669nw4cNt8ODBWdU7pS1cuNAmTZpkd9xxR5S3ww472OjRo6N4M04uvvhiu+WWW+pqepVVVjEZpjc6xNd01VVXtTfeeKPRXdBekwhst912dtddd0WtP/roo7bRRhtF8XpPEC7US456EIAABCAAgdYngHCh9deQGUCgEgGEC5UIkQ8BCEAAAhCAAAQgAAEIQAACmQQQLmRiIbELAggXugCTs2SECzlbEIYDgW4QQLhQGR7ChcqM6i2BcKFectRrZQIIF1p59Rg7BCDQXQL1CBd+85vf2F577VVT15tuuqmddtppttNOOyXq1dOWGpB44Sc/+YkNGzYs0V46cu+999rIkSO9aCGdl45vvPHGNmXKFNtyyy3TWVFcwocDDjjAJLiIhx//+Md20UUXxZMafj5mzBibPHlyXe2uueaaXqxRV+UylRAulIGT8yyECzlfIIYHAQhAAAIQaEECCBdacNEYMgRqJIBwoUZgFIcABCAAAQhAAAIQgAAEIACB/yWAcIEroRYCCBdqodV7ZREu9B57eoZAowkgXKhMFOFCZUb1lkC4UC856rUyAYQLrbx6jB0CEOgugZ4SLoRxXn311fbDH/4wRK1e4UJo4Nxzz7UjjzwyRBPHI444wi644AIrlUqJ9HIR/U343e9+5z06xMt9+umnduaZZ9r48ePto48+imf583YVLjz22GMRC3nFkKCE0BoEEC60xjoxSghAAAIQgEArEUC40EqrxVghUB8BhAv1caMWBCAAAQhAAAIQgAAEIACBtieAcKHtL4GaACBcqAlXrxVGuNBr6OkYAg0ngHChMlKEC5UZ1VsC4UK95KjXygQQLrTy6jF2CPQ8gXHjxvlOTz755J7vvAk9NkK40K9fPxsxYkRidO+99579/e9/t9tuu80WLlwY5S2//PI2Z84c+8IXvuDT0sKFrLZU8B//+Ic988wzNmvWLJNBVAgylpf3gy222CIk+eP06dNt7733TqQtu+yy9v3vf98GDRpkX/ziF+21117zdSWmiIsRllxySZNnhXXWWcfXV39q/29/+1vU3uc+9zlfPyT0hnBh8ODBNnTo0DCEsscVVljBjjrqqLJlyGwvAggX2mu9mS0EIAABCECgJwggXOgJyvQBgd4lgHChd/nTOwQgAAEIQAACEIAABCAAgZYlgHChZZeuVwaOcKFXsNfcKcKFmpFRAQK5JYBwofLSIFyozKjeEggX6iVHvVYmgHChlVePsUOg5wksssgivtNadvHv+VFW32MjhAtf//rX7b777svs9OGHH7ZvfvObJiFDCD/72c/shBNO8NG0cKFcW6og8cLWW2+dEA385Cc/sQkTJoTm7Z///KcNGDDAXn755Shts802MwkUsjwCvPTSS7bzzjvbI488EpU/4IAD7JJLLvFxtSfRg8JKK61kZ511lq244or2gx/8wKfpv94QLvznf/6nnXHGGdEYajl5++23PadQR0KMxRdf3Ef1e/D+++83cfnqV79qG264oYXrPpQPR5UJQQYsEp50FebPn2+zZ8/2/WgNJWJRkDeLV199Naq23HLLmYQWXQWJTCQsefLJJ03j3njjjf16dFVebasPhcUWW8z0XDSEDz/80P785z+b5ixBy7rrrps5V+W/9dZboZqtvPLKtvTSS/u42r7nnnv8HDbaaCMbOHBgVC6c6Bq68847TYx0LWrclYLqPPXUU34dJNyR2Gf99de3VVZZpcuqXc113rx5nv2qq64aiV2qES68//779u6770b9LbXUUqY2ygUx7du3ry8iAZHub2sNSyyxhOkfAQIQgAAEIACB1iKAcKG11ovRQqAeAggX6qFGHQhAAAIQgAAEIAABCEAAAhDwL+j0ImvGjBkmwz8CBMoRQLhQjk5+8hAu5GctGAkEuksA4UJlgggXKjOqtwTChXrJUa+VCSBcaOXVY+wQ6HkCwYAb4cJeEfxKYgN5pzj11FOj8nvttZfJoFmhVuGC6px55pk2duxYnfog0cHMmTND1CRkOO2006K4DOSfe+45LzqIElMnb7zxhq233nomQ22JEnbaaSfT8xB5dAjChf/4j/+wc88911ZffXX73e9+Z9/73veiVioJF2Tgf91110XlZTwvDrWEMWPG2OTJk6Mq3REujB492i666KKorVtvvdUb1MsjhYzw414t1lprLbvhhhtsk002icqHk/B5UFwG7eKYDvK8IVZxYYgEBPJiISbPP/+8yXtECMccc4ydffbZIRodVW7UqFH2xz/+0T777LMoXScSC/zyl7/0c0hk/F/e3LlzfbKEJxIgaEyHHHKIFy3I0D6EIUOG+HbWXHPNkOSPGmdcqHL++eeb1uOII46wadOmmYQgIeja0XUtAcaLL75oEsHcdddd9vHHH/siYqbPxEknnZQpkpAnkNNPP90uu+wyfz2GdnVUXXkSUf7aa68dz/LnEk489thj/jzM9b/+67/suOOOM31naUxBRFRJuKBxbLnllv6zowYlJLjlllts++239+139R/Cha7IkA4BCEAAAhAoPgGEC8VfY2YIAYQLXAMQgAAEIAABCEAAAhCAAAQgUBcBPC7Uha1tKyFcaI2lR7jQGuvEKCFQDQGEC5UpIVyozKjeEggX6iVHvVYmgHChlVePsUOg5wkEQ22ECx1G95WEC9dcc4398Ic/jBZLBvB//etffbwe4YIMxSUiCOFrX/ua9xAQ4trRPrSvNBmIjxs3LmR3eZw1a5bf6V8G9TKsD0EG59qV/1vf+lZIqlm4IMN1GYqHII8DEgjUEhopXJDBvYzvQ7j88su9kKErzxkyeBefrbbaKlTxx/B5UCRLuPDAAw94EUjcsD/egLwlHH300TZs2LAoOe1BQxnXXnutFwBIWNJVWHLJJf0chg8fniii61PjUNB4JSbYfPPNE1474hUkYHn88ccjDxTKu/nmm71XjlBOz2C0KcyUKVNCUuIoccGll17qvUFIJJEVzjvvPDv88MMTWQsWLLBtttnG95/ISEVWW201e/TRR72IJp4Vn6sMiuQ5Q9dzCNUKFz744AN/vQZuakseS/bcc8/QVJdHhAtdoiEDAhCAAAQgUHgCCBcKv8RMEALei1zwPlckHIu4hzylIk2IuUAAAhCAAAQgAAEIQAACEMgbAYQLeVuRfI8H4UK+1yeMDuFCIMERAq1PAOFC5TVEuFCZUb0lPvroo0472NbbFvUg0CoE+vbtm7njcauMn3FCAAI9SyAYahfllfaJJ55oEyZM8N4558+fXxXMWsUGP//5z+2oo46K2h46dKjfNV8JtbalOjJ0l+eDECRiuOqqq0LU7yr/j3/8I4rPmzfPe1OIEhpwUqvHhbwJF44//ng744wzIhKrrLKK9xpw0EEHmUQVTz31lMmw/t13343KaKf922+/PYrrJHwedJ4lXJAHgzvuuEPZPsgLgIz1119/fZNIYtKkSSaPGHFhg0QmEpuEIC8OX/ziFyNPASussIIf2ze/+U2TJwt5npCBvsJSSy1lzzzzjL+eQ/1vfOMbCZHIrrvu6r3QSkiidu++++5OQgGNSyxCkJeHHXbYIUTt3/7t3/w1LBHOpptu6kUdGksI8tSh+hdeeKEXAKyzzjrea4W8PYSwxhpr+LHKk0EI++yzjxcIhLjmKM8QEtJoPTTWEOQdQ4KOeEjP9d///d+9yEbCg5VXXtl7fQhrqvnrugxBQgh5bFi4cKH3LqFrPIQLLrjADj300BAte0S4UBYPmRCAAAQgAIFCE/j0008jL1OFniiTg0AbE9C9he67ihYQLhRtRZkPBCAAAQhAAAIQgAAEIJA7AggXcrckuR4QwoVcL080OIQLEQpOINDyBBAuVF5ChAuVGVECAhCAAAQgAIHmEAiG2ggXqvO4IG8FX/3qV+2RRx6JFkQihnPOOcfHaxUu/OEPf/C7vqvdEOTRIewE/8orr1i/fv1Clt8NUrvHx43Do8xunORBuKCd9LU7fzXh9NNPT3gQOPnkk+3UU09NVL3kkku8V4OQ+D//8z+25ZZbekP2kCZPFjLWDyF8HhRPCxcefPDBxG7/MuZXm/H6V1xxhe23336hOX887bTTTMKKEEaPHu09KYT4L37xCzv44IND1Asa1l13XXvzzTd9Wvz6UkLaQF9j1rOu4LVD15LuL2677baoTd2T3XjjjVH8zjvvNAk34uF73/ueF97IcEein0GDBllcmKCyY8eONbFX0GdAIofPPvvMx/XfnDlzvFcGncubxOc+9znT9RpCEBMoLnGHBCbhu0fCSwl01H8I2267rfcOEuLKO/DAA+2ss87y3kQkUpZnCoXtuhAuHHPMMdHnU+Xic1C8UkC4UIkQ+RCAAAQgAAEIQAACEIBA3gggXMjbijAeCEAAAhCAAAQgAAEIQKBwBIJwoXATY0JNJbDBBhvY7Nmz6+pDLiPjL1LraoRKZQkE4ULZQmRCAAItReCEE05IGOxUO3jtxikjliIHhAtFXl3mBgEIQAACEMg3gWCoHYyH46Mtd1+mXedlKJwOWQbRoYyMy9VmVgjjSOeVq5M2VI7X1bOiej0ubLbZZjZz5sx4c94I+7HHHvNG22E3/FBg7ty59uUvf9lH08IF7QqvXfrT4Z///Kf9/e9/N3lPiIevf/3rdu+990Y7///5z382GW+HoF3t4zvhh/TuHmsVLjz//PMmI/0Q1lprLdt///1DtKrjmDFjbPLkyVWVTRf617/+lbhHSF+r8gggTwXp60qeBeIG/fLO8ZOf/CRqPl4+LVxIiyPk6UDCk3jQ50jeF55++ukoOS5c0O7/eqYkg/sQnn32WdN44yHOZplllvFG/osvvrgvkr7ud9llF+/9IF4//TmU5wGJBkJI5ytd15o8IoTw4x//2C6++OIQtRVXXNFfexpPCPLaIO8NIdxwww2m8Sh88skn9vLLL3sxggQJmnP8WlaZgQMHmj4/IegzIa8RIaTnKqHEQw89FLITx3RZzVdzEssQRowYYZdffnmIVnVEuFAVJgpBAAIQgAAEIAABCEAAAjkigHAhR4vBUCAAAQhAAAIQgAAEIACBYhJAuFDMdW32rBAuNJtw99pPGx10rzVqQwACeSCAcKHrVUC40DUbciAAAQhAAAIQ6D0C5e7LiixcqJa4NjSYMmWKjRw5MqqSFi5EGVWcbL311jZjxgyT2CGE22+/3YYOHRqi1r9/f3vuueeieKNOahUuNKLfuHF+re1VEi4cdthhdv7553dq9uyzz7bjjjsuSpf3g7h4opxwQcKMuNH7BRdcYIceemjUVjhR3xdeeGGIWly48MILL/g1DJnySDBt2rQQjY5aj4kTJ0bxuLghbaCv+nvvvXdUVifvvvuuFxqERIkO5OEghLRwQV4L3nnnHVtqqaVCETvvvPPsyCOPjOJprw3KSM916tSpic9DVPn/TuR9YcGCBfbpp5/6f6NGjTJ9l4Rwzz33mD4HIaTnKq6HHHJIyE4c02XllUGeLoJHCHmYuPXWW02eMmoJCBdqoUVZCEAAAhCAAAQgAAEIQCAPBBAu5GEVGAMEIAABCEAAAhCAAAQgAIEyBLQDWHynszJFyYKAJ4DHhda4ELSjHwECEGh9AnhcaP01ZAYQgAAEIAABCECgpwiceOKJpl30u+NxoZqxavf7q666yvbcc89E8XqEC1/60pf8mLWDf9qoWt4V5M0gBOXLkFq/kRsZ8iBckFcAebuoJlx66aUWPBCofFpkI6P1Y489tlNTv/rVr2z48OFRugTEEouEUE64kPYucM0113Raf7Vz5pln2tixY0OTCeFCWogSFapwctddd9k222zjS6UN9OWhY8stt+zUgsQIH3/8sU9fbrnl7L333ovKpIULgwcPtrvvvjvK10malQQDcUGGyowbN86z17mCRCASg8TDzTffbOecc473+PDaa6/FszqdVxIu3HLLLbbjjjt2qqeENBcJi+ThIgSJfuQ1Rc/0agkIF2qhRVkIQAACEIAABCAAAQhAIA8EEC7kYRUYAwQgAAEIQAACEIAABCAAgTIEEC6UgUNWJgGEC5lYcpeIcCF3S8KAIFAXAYQLdWGjEgQgAAEIQAACEGhLAs0ULkg0IEHETjvt5HeV32KLLToxTgsX+vXrZ8OGDUuUe/HFF+3Xv/51lLbaaqvZ448/bqusskqUFk5KpZLJ6Pyf//xnSPIeF2SE3ciQB+HCf/7nf9oZZ5xR17TSwoVLLrnEDjjggE5tXX/99bbHHntE6WmD/XLCBa33gw8+GNWdOXOm7bzzzlE8nPziF79IeGKIe1yYPn16J+8IoV6545VXXmk/+tGPfJG0gf6jjz5qEn2kg55dycOBQiXhwve//3279tprE03oGg19KkNCEAlC4kEiIX3mQkgLF3Tta+zVhkrChb/+9a+2ySabZDaX5pJVSN42JCypJSBcqIUWZSEAAQhAAAIQgAAEIACBPBBAuJCHVWAMEIAABCAAAQhAAAIQgAAEyhBAuFAGDlmZBBAuZGLJXSLChdwtCQOCQF0EEC7UhY1KEIAABCAAAQhAoC0JNEK4sPnmm9utt96a4CeD9hVWWMG0i3u5kBYufP3rX7f77rsvUUVihK222sruv//+KH3ffff1O9xHCbGTTTfd1ObMmROlTJw40caMGRPFuzrRHJ544gnbZ599bNVVV+2qmE8vmnBBxukyUk8HeWo48MADo+S0wX454YI8YsS9M1xxxRUJ7w2h0Z/+9Kf2s5/9LEQTHhdkmP+Nb3wjyhs0aJCpnUpBXjckcFFIG+jnVbigee23337R1HQNnn/++abPl4Q38pix++6724033hiVqSRc6GquWVyWWWYZz/7ss882eS5RkPjooYceMnGvNiBcqJYU5SAAAQhAAAIQgAAEIACBvBBAuJCXlWAcEIAABCAAAQhAAAIQgAAEuiCAcKELMCR3SQDhQpdocpWBcCFXy8FgIFA3AYQLdaOjIgQgAAEIQAACEGg7Ao0QLmSJDaoFWY1wQW1p53jt4P/ZZ59FTd9yyy224447RvFwcvjhh9sFF1wQorbGGmvYvHnzbKmllorS0idqd+DAgV64IAPxXXbZxc4991xvMJ4uq3jRhAuHHHKIXXjhhZ2mOn78eDvppJOi9COPPNJzCQnlhAsHH3ywTZo0KRS1k08+2eTpIR0khvjtb38bJcc9Lrz66qvea0fIXGeddezZZ58N0aqOrSJckGcLebgIIcsLxhe/+EV7+umnQxFrpHDhzjvvtG233dbSXi623npru/vuuy2+1tEAMk4QLmRAIQkCEIAABCAAAQhAAAIQyDUBhAu5Xh4GBwEIQAACEIAABCAAAQhAwAzhAldBrQQQLtRKrHfKI1zoHe70CoFGE0C40GiitAcBCEAAAhCAAASKS6BVhAtagbQgQbvQz50717RTfDy89dZbtsEGG9ibb74ZJctDw0UXXWR9+/aN0sLJwoULbcSIEXbllVeGJJOBuNpeYoklorT4SdGEC2uuuaY9//zznTxkSCzy4IMPRlOXB4DDDjssiseN2eUh4I033ojyfv7zn9tRRx0VxQcMGOCFIVGCO1mwYIEXlnz88cdRcly4oMTlllvOwvMK3es888wztvbaa0fldfL222/7scvLRzq0inBh/fXX9wKbMP477rjDe4sIcQk21l133RD1xyA2CInVzlXly5WVgOHPf/5zaNamTp1qI0eOjOLlThAulKNDHgQgAAEIQAACEIAABCCQRwIIF/K4KowJAhCAAAQgAAEIQAACEIBAjADChRgMTqsigHChKky9XigYAvT6QBgABCDQLQIIF7qFj8oQgAAEIAABCECgrQi0knDhvffesw033NBeeeWVaI1kRC9j+nTQbvVpQ+uNNtrIfvrTn9omm2xiMhKXwOH+++83Gcrfe++9iSa08/1uu+2WSItHahUu/OUvf7Fdd901akKCgJtvvjmKV3MyZswYmzx5clR0v/3282KOKKHCSb9+/Wy11VbzpeT5YNy4cYkaZ599th1zzDFRmhjIC0AISy65pD333HP2+c9/PiQlduFPCxckYpDAQIbsIRx99NF21llneZHBu+++6xnfddddIdsf08KF448/3s4444yojOZ96aWXRn2rna985Sv2wgsveKGJ1vaBBx4wPYtSKGegHzXqTlT+gw8+8EkSS+h6C0ECge233z5ETV4irr322iiuk1//+tf2ox/9KEo79thj/VyjBHcyYcIE02cuBK3n6NGjfVSeSzTuEHStyuOFgp7XfPOb37Q5c+aEbH9Me2Wodq6qXK7sww8/bJtttlnk4WSllVbyopPVV1890X9WBOFCFhXSIAABCEAAAhCAAAQgAIE8E0C4kOfVYWwQgAAEIAABCEAAAhCAAAQcAYQLXAa1EkC4UCux3imPcKF3uNMrBBpNAOFCo4nSHgQgAAEIQAACECgugVYSLmgVpk+fbnvvvXe0IIsuuqjdc889tuWWW0ZpOimVSrbLLrvYzJkzE+khonrytJAVxo4da6effnqUJSPuoUOHRnGdyENA3LB9qaWWsmWXXTZR5m9/+5tJLKAg43wZioew9dZb+3GHeDXHtHChmjrxMhIMyJheIS1c+H//7/95Qci///u/mwzoH3vsMZs2bZp/BhjaOOCAA0yG8vFQzuOCyskoX54u4kFeEdZZZx3fx2effWbf/va3E+uUFi6IszxgxL057LDDDn59lSaBxSOPPBJ1EZ+nEsU9Lo549NFHTSKWdOht4cKoUaO8Z4MwLnn70Hrourrxxhvt1VdfteHDh9uvfvUrf32r3Oabb24nn3yyP+paq3auqlup7KGHHmq/+MUvVNQHeS1R35UCwoVKhMiHAAQgAAEIQAACEIAABPJGAOFC3laE8UAAAhCAAAQgAAEIQAACEEgRQLiQAkK0IgGECxUR5aIAwoVcLAODgEC3CSBc6DZCGoAABCAAAQhAAAJtQ6DVhAtaGBmt//GPf4zWSEboDz30kN9tP0r8vxPtzC8vAu+88046q1O8T58+dt5559nBBx+cyFPbMhCvNbz44ou25ppr+mp5Fy7IQF0CgDjX+HwHDhxot9xyi62xxhrx5MjrgRLTHheUJtHBXnvt5esqng7yOCABSZx5WrigOhqXDOdlvF8uyPh/4sSJpnuiECoZ6IdyvS1ceOmll+zLX/6yvf/++2FIieOPf/xjLwJJX/8qdM0119iee+5ZUYwQb7ASl7fffts22GADW7BgQVTtT3/6kw0ZMiSKZ50gXMiiQhoEIAABCEAAAhCAAAQgkGcCCBfyvDqMDQIQgAAEIAABCEAAAhCAgCOAcIHLoFYCCBdqJdY75REu9A53eoVAowkgXGg0UdqDAAQgAAEIQAACxSXQisKFp556ygYNGuS9HoSVkQcB7TyfFWTsfuqpp3pxwxNPPGHvvvtuoph2qt9///29d4C0Yb4KtoNwYdKkSV4YIAHBrbfeGgkEtNv/zjvv7D0tLLfccgluilTyuKAy8qpw7rnn2h133OFZrr322jZ48GAvQFHb559/vh1xxBEq6sPZZ5/txSYhHo5vvvmmHXXUUV4E8frrr4dkf/za175mhx9+uO2zzz6JdEUqGeiHCr0tXNA4Zs+e7a/DBx98MAzLe4fYbbfdbPz48SZPIffdd5+ddNJJnuenn37qBTsSnchzRbVzVePVlL344otNgokQBgwYYPIksuSSS4akTkeEC52QkAABCEAAAhCAAAQgAAEI5JwAwoWcLxDDgwAEIAABCEAAAhCAAAQggHCBa6BWAggXaiXWO+URLvQOd3qFQKMJIFxoNFHagwAEIAABCEAAAsUlUI9wodVpzJ8/355++mlbeeWVTUb0WQb5rT7HSuOX0GPcuHFRMXlciHs9ePLJJ/3GJfIAIGP5ZoaxY8famWeeGXXxu9/9zvbYY48onnUiLwAao4QVa621ll/LrHKtmiZhxrx58+yLX/yirb766pnTeOutt7wnEXn1WGKJJTLL9EYiwoXeoE6fEIAABCAAAQhAAAIQgEB3CCBc6A496kIAAhCAAAQgAAEIQAACEOgBAggXegBywbpAuNAaC4pwoTXWiVFCoBIBhAuVCJEPAQhAAAIQgAAEIBAItKNwIcy9nY+VhAuNYvPGG2/YCy+84P+99957Nnz48E5NDxkyxHsPCBmPP/64bbjhhiHKscUIIFxosQVjuBCAAAQgAAEIQAACEICAIVzgIoAABCAAAQhAAAIQgAAEIJBzAggXcr5AORwewoUcLkrGkBAuZEAhCQItSADhQgsuGkOGAAQgAAEIQAACvUQA4UIvge/lbntCuKBnDGussYZJsBDCNddcY3vuuWeI2g033GC77bZbFO/fv7/3NNCnT58ojZPWIoBwobXWi9FCAAIQgAAEIAABCEAAAoZwgYsAAhCAAAQgAAEIQAACEIBA3gkgXMj7CuVvfAgX8rcmWSNCuJBFhTQItB4BhAutt2aMGAIQgAAEIAABCPQWAYQLvUW+d/vtCeGCZnj00UfbueeeG0120UUXtc0339y+9rWv2dNPP22zZs2yUqnk8xdZZBG77bbbbOjQoVF5TlqPAMKF1lszRgwBCEAAAhCAAAQgAIF2J4DHhXa/Apg/BCAAAQhAAAIQgAAEIJB7AggXcr9EuRsgwoXcLUnmgBAuZGIhEQItRwDhQsstGQOGAAQgAAEIQAACvUYA4UKvoe/VjntKuPDpp5/a8OHDbdq0aWXnu+yyy9r48ePtiCOOKFuOzPwTQLiQ/zVihBCAAAQgAAEIQAACEIBAkgDChSQPYhCAAAQgAAEIQAACEIAABHJHYOHChfbZZ5/lblwMKL8EFl988fwOjpFFBCRKIkAAAq1PQDuV9unTp/UnUmYG3/3ud23mzJl28sknm4yuCBCAAAQgAAEIQAAC9RGoRbjw1FNPVTRAr28U1OppAnfffbfdc889Ubc77LCDbbbZZlG80SfPPvuszZ49215++WV7//33/XNFiRVWWmklW2ONNewb3/iGLbPMMo3ulvaaQODggw+21VZbrcuWES50iYYMCEAAAhCAAAQgAAEIQCCnBBAu5HRhGBYEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgTwQQLiQh1VgDBCAAAQgAAEIFIFALcKFGTNm2K677lqEaTMHCECgTgKPPvqobbTRRl3WRrjQJRoyIAABCEAAAhCAAAQgAIGcEkC4kNOFYVgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABPJAAOFCHlaBMUAAAhCAAAQgUAQCtQgX8LhQhBVnDhDoHgE8LnSPH7UhAAEIQAACEIAABCAAgfwRQLiQvzVhRBCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEckMA4UJuloKBQAACEIAABCDQ4gRqES60+FQZPgQg0AME8LjQA5DpAgIQgAAEIAABCEAAAhBoKAGECw3FSWMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABIpFAOFCsdaT2UAAAhCAAAQg0HsEEC70Hnt6hkARCSBcKOKqMicIQAACEIAABCAAAQgUmwDChWKvL7ODAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEINAtAggXuoWPyhCAAAQgAAEIQCAigHAhQsEJBCDQAAIIFxoAkSYgAAEIQAACEIAABCAAgR4lgHChR3HTGQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACB1iKAcKG11ovRQgACEIAABCCQXwIIF/K7NowMAq1IAOFCK64aY4YABCAAAQhAAAIQgEB7E0C40N7rz+whAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCJQlgHChLB4yIQABCEAAAhCAQNUEEC5UjYqCEIBAFQQQLlQBiSIQgAAEIAABCEAAAhCAQK4IIFzI1XIwGAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC+SKAcCFf68FoIAABCEAAAhBoXQIIF1p37Rg5BPJIAOFCHleFMUEAAhCAAAQgAAEIQAAC5QggXChHhzwIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAm1OAOFCm18ATB8CEIAABCAAgYYRQLjQMJQ0BAEIOAIIF7gMIAABCEAAAhCAAAQgAIFWI4BwodVWjPFCAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEOhBAggXsmHfe++9dvzxx2dnkpo7AiNG/P/27i/GjqqOA/iv23aVTYMJoum2aCWi9Q8aKyhaaQA1WiNFkcSS+kCNmpj0wWCfdsG2QaExBuVBG4zRGAOlWsQ/0AeKURuktj4AUiExbSJWrZLayJ/InxZanRvm5t7u3O7dc/dO59753KTZmTPnnDnn85vH+XbWRvbPjwABAgQInE6BDRs2xFe/+tXGEi655JLTuRT3JkBgCASOHz8e999/f2Mn27dvj5UrV854V6Ojo5H98yNAgAABAgQIECBAgEAZAoILZSi7BwECBAgQIECAAAECBAgQIECAAAECBAZUQHChuHB33313XHHFFcUXtVZOYOPGjbFp06bKrcuCCBAgQKBeAvkXF+q1a7slQKAMgW3btsXHP/7xGd9KcGHGZAYQIECAAAECBAgQINCDgOBCD3iGEiBAgAABAgQIECBAgAABAgQIECBAYNgFBBeKK3zPPffEqlWrYsGCBbF+/friTlpPu8DWrVtj//79Ibhw2kthAQQIECDwf4F77703Nm/e3JNF9j+snzhxoqc5DCZAYPgEbrnllli6dOmMNya4MGMyAwgQIECAAAECBAgQ6EFAcKEHPEMJECBAgAABAgQIECBAgAABAgQIECAw7AKCC8UVzr+4MD4+HocOHSrupPW0C3h+T3sJLIAAAQIEZlng2WefjSy84EeAAIHZEBBcmA1FcxAgQIAAAQIECBAg0K2A4EK3UvoRIECAAAECBAgQIECAAAECBAgQIECghgJe/C4uuuBCsUvVWj2/VauI9RAgQIBArwKCC70KGk+AQKuA4EKrhmMCBAgQIECAAAECBPotILjQb2HzEyBAgAABAgQIECBAgAABAgQIECBAYIAFvPhdXDzBhWKXqrV6fqtWEeshQIAAgV4FBBd6FTSeAIFWAcGFVg3HBAgQIECAAAECBAj0W0Bwod/C5idAgAABAgQIECBAgAABAgQIECBAgMAAC3jxu7h4ggvFLlVr9fxWrSLWQ4AAAQK9Cggu9CpoPAECrQKCC60ajgkQIECAAAECBAgQ6LeA4EK/hc1PgAABAgQIECBAgAABAgQIECBAgACBARbw4ndx8QQXil2q1ur5rVpFrIcAAQIEehUQXOhV0HgCBFoFBBdaNRwTIECAAAECBAgQINBvAcGFfgubnwABAgQIECBAgAABAgQIECBAgAABAgMs4MXv4uIJLhS7VK3V81u1ilgPAQIECPQqILjQq6DxBAi0CggutGo4JkCAAAECBAgQIECg3wKCC/0WNj8BAgQIECBAgAABAgQIECBAgAABAgQGWMCL38XFE1wodqlaq+e3ahWxHgIECBDoVUBwoVdB4wkQaBUQXGjVcEyAAAECBAgQIECAQL8FBBf6LWx+AgQIECBAgAABAgQIECBAgAABAgQIDLCAF7+Liye4UOxStVbPb9UqYj0ECBAg0KuA4EKvgsYTINAqILjQquGYAAECBAgQIECAAIF+Cwgu9FvY/AQIECBAgAABAgQIECBAgAABAgQIEBhgAS9+FxdPcKHYpWqtnt+qVcR6CBAgQKBXAcGFXgWNJ0CgVUBwoVXDMQECBAgQIECAAAEC/RYQXOi3sPkJECBAgAABAgQIECBAgAABAgQIECAwwAJe/C4unuBCsUvVWj2/VauI9RAgQIBArwKCC70KGk+AQKuA4EKrhmMCBAgQIECAAAECBPotILjQb2HzEyBAgAABAgQIECBAgAABAgQIECBAYIAFvPhdXDzBhWKXqrV6fqtWEeshQIAAgV4FBBd6FTSeAIFWAcGFVg3HBAgQIECAAAECBAj0W0Bwod/C5idAgAABAgQIECBAgAABAgQIECBAgMAAC3jxu7h4ggvFLlVr9fxWrSLWQ4AAAQK9Cggu9CpoPAECrQKCC60ajgkQIECAAAECBAgQ6LeA4EK/hc1PgAABAgQIECBAgAABAgQIECBAgACBARbw4ndx8QQXil2q1ur5rVpFrIcAAQIEehUQXOhV0HgCBFoFBBdaNRwTIECAAAECBAgQINBvAcGFfgubnwABAgQIECBAgAABAgQIECBAgAABAgMs4MXv4uIJLhS7VK01f343bNgQ2b+Z/ubMmRMjIyMzHaY/AQIECBDom8ALL7wQL730Ut/mNzEBAvUSmD9/fmT//AgQIECAAAECBAgQIFCGgOBCGcruQYAAAQIECBAgQIAAAQIECBAgQIAAgQEVyF/83rhxY2zatGlAdzH7yx7k4MJHP/rRJsiZZ54Z27dvb54P20H+/E5MTMTk5OSMt5eFFsbGxmY8zgACBAgQIECAAAECBAgQIECAAAECBAgQIECgXUBwod3DGQECBAgQIECAAAECBAgQIECAAAECBAi0COQvfgsutKD8/7DX4MLu3bvj5ptvbp/0pLN58+bF6173ujj33HPjLW95S3zwgx+M7AsAvf5a5zj77LPj8OHDvU5Z2fH58yu4UNkSWRgBAgQIECBAgAABAgQIECBAgAABAgQI1ERAcKEmhbZNAgQIECBAgAABAgQIECBAgAABAgQIpAjkL34LLrTr9Rpc+MlPfhKrV69un3Sas2XLlsVNN90UK1eunKbnqS8LLpzap/WqLy60ajgmQIAAAQIECBAgQIAAAQIECBAgQIAAAQLpAoIL6XZGEiBAgAABAgQIECBAgAABAgQIECBAYOgFBBeKS3w6ggv5Su644464+uqr89MZ/33ssceaY7KvOrz5zW9ung/bQf78+uLCsFXWfggQIECAAAECBAgQIECAAAECBAgQIEBg0AQEFwatYtZLgAABAgQIECBAgAABAgQIECBAgACBEgXyF799caEdfbaDC4sWLYq1a9e23eTpp5+O/fv3x3333RfHjx9vXjvzzDPj4YcfjnPPPbfZ5qBYIH9+BReKfbQSIECAAAECBAgQIECAAAECBAgQIECAAIGyBAQXypJ2HwIECBAgQIAAAQIECBAgQIAAAQIECAygQP7it+BCe/FmO7hw0UUXxZ49e9pv8vLZI488EitWrIgsyJD/brzxxpicnGycvvTSS/HPf/4zvxRjY2Nx1llnNcIODz74YPz5z3+Od77znfGOd7yj0efvf/97s+/IyEhkoYlOv6zv448/Hn/7298aXRYvXtz4QsPChQsLh3RaS975T3/6U/zxj3+MJUuWxPvf//6YO3dufqnxNxu/d+/eOHToULzrXe+K8847r+36TE/y51dwYaZy+hMgQIAAAQIECBAgQIAAAQIECBAgQIAAgdkVEFyYXU+zESBAgAABAgQIECBAgAABAgQIECBAYKgE8he/BRfay1pmcCG7c+Z/ww03NBexevXq2LZtW+P88OHD8drXvrZ57corr2xcW7NmTfz0pz9ttK9atSp++ctfNo7nzJnT7Hv22WdHNv7k386dO2Pz5s3x29/+9uRLkYUdPvaxj8WGDRvive99b9v1f//73/Ga17ym2Zat5a677opbb701vv71rzdCEPnFpUuXxp133hnnn39+HD16NNatW9dY73/+85+8S3ziE5+IH/3oR5F9ZSLllz+/ggspesYQIECAAAECBAgQIECAAAECBAgQIECAAIHZExBcmD1LMxEgQIAAAQIECBAgQIAAAQIECBAgQGDoBPIXvwUX2ktbdnDhxz/+cVx99dXNRWRfI3jooYca588991zjKwv5xcsuuyyyuq1fvz5vipkEF7Zv3x5ZMOLEiRPN8UUH2ZcdfvGLX8SHP/zh5uWT13LppZfGF7/4xba1Nzv//+ANb3hD44sQn/vc5+K2225rvdQ8/uQnPxk/+9nPmuczOcifX8GFmajpS4AAAQIECBAgQIAAAQIECBAgQIAAAQIEZl9AcGH2Tc1IgAABAgQIECBAgAABAgQIECBAgACBoRHIX/wWXGgvadnBhW9961vx5S9/ubmID33oQ/GrX/2qcf7iiy/G/Pnzm9cuuOCCxlcUDh48GK94xSvijDPOiBUrVnT1xYX//ve/kX2F4fnnn2/Mt3Dhwrj22mubX0XYs2dPfPe7340nn3yycX3x4sXx17/+NebOnVu4lre//e3x1FNPRfaVh4985CPx4IMPNgMX+YKz+bP9vfWtb40PfOADsWvXrti/f39+uTF23759kc0101/+/AouzFROfwIECBAgQIAAAQIECBAgQIAAAQIECBAgMLsCgguz62k2AgQIECBAgAABAgQIECBAgAABAgQIDJVA/uK34EJ7WcsMLhw9ejQuvPDCyF7ez39ZiOHmm29unGZfRhgZGckvNY6z8+985zuxdu3aGB0djRdeeKERYsg6ZSGC/JeFFA4fPpyfNkID2VcS8t/3vve9+PznP5+fNv5u2bKlEaJYtGhRZP9uvfXWRrAh79Q6f9b2pje9KX7/+9/Hq1/96jh27FhkoYv7778/7974e8kll8S9997bWOPTTz8dWfjiwIEDzT633HJLfOlLX2qed3uQP7+CC92K6UeAAAECBAgQIECAAAECBAgQIECAAAECBPojILjQCEcQ6gAAJYpJREFUH1ezEiBAgAABAgQIECBAgAABAgQIECBAYCgE8he/BRfayznbwYV3v/vdsWPHjrabPPPMM/HYY4/F5s2bY+/evW3XHn300Xjb297WbDs5LJB9xeCb3/xm83rrQWvfk4ML99xzT6xatarZPQs+ZOGFefPmNdumO2idP+t7ww03xFe+8pXmsK1bt8ZnPvOZ5nl28MADD8Ty5cubbTfeeGNcf/31zfPWoEazsYuD/PkVXOgCSxcCBAgQIECAAAECBAgQIECAAAECBAgQINBHAcGFPuKamgABAgQIECBAgAABAgQIECBAgAABAoMukL/4LbjQXsnZDi60z975LPuSQvaFgy984QttnU4OC2RfZzj//PPb+uQnrX1PDi5kYYn8ywh5/6zPVVddFZdddllcfPHFsXjx4vxS4d/W+bMOv/71rxtj884PP/xwLFu2LD+NBQsWRHbf1t9dd93VuGfetmbNmrj99tvz067/5s+v4ELXZDoSIECAAAECBAgQIECAAAECBAgQIECAAIG+CAgu9IXVpAQIECBAgAABAgQIECBAgAABAgQIEBgOgfzFb8GF9nqejuDC/Pnz47bbbotPf/rT7Yv5/9nJYYHnnnsuXvnKV07plzW09j05uJBdX7duXWzZsiU7LPy98Y1vjGuuuaYRnli4cOGUPq3zZ2t+6qmn4owzzmj2O3jwYCxZsqR5ngUssqBF62/Xrl1x6aWXNptWr14d27Zta553e5A/v4IL3YrpR4AAAQIECBAgQIAAAQIECBAgQIAAAQIE+iMguNAfV7MSIECAAAECBAgQIECAAAECBAgQIEBgKATyF78FF9rLWVZwYd68eTE+Ph4rV65sBAXe8573tC/k5bPWsMCrXvWqePLJJwv7ZY2tfYuCC1mfb3zjG3H99dfH0aNHs9PC3+joaNxxxx3xqU99qu36dPP/4x//iHPOOac5JtvTH/7wh+Z5dvC73/0uVqxY0WwTXGhSOCBAgAABAgQIECBAgAABAgQIECBAgAABAgMpILgwkGWzaAIECBAgQIAAAQIECBAgQIAAAQIECJQjILhQ7DzbwYULLrggdu7c2XazLACQhRBGRkba2otOpgsLtI7ptm8Wfvj5z38ev/nNb2L37t1x4MCB1mkax9kXFfbu3RvLli1rXptufsGFJpUDAgQIECBAgAABAgQIECBAgAABAgQIECBQGwHBhdqU2kYJECBAgAABAgQIECBAgAABAgQIECAwcwHBhWKz2Q4uXHTRRbFnz57im3XROl1YoHWKmfRtHffEE0/Efffd1/gawyOPPNK89LWvfS2uu+665vl08wsuNKkcECBAgAABAgQIECBAgAABAgQIECBAgACB2ggILtSm1DZKgAABAgQIECBAgAABAgQIECBAgACBmQsILhSbDXNw4cUXX4zHH3+8sfHzzjtvCsBf/vKXWLp0aRw7dqxx7aqrroo777yz2U9woUnhgAABAgQIECBAgAABAgQIECBAgAABAgQIEHhZQHDBo0CAAAECBAgQIECAAAECBAgQIECAAAECHQUEF4pphjW4kNV7586djVDCwoUL49FHH42zzjqrDeGhhx6KCy+8MI4fP95on5iYiJtuuqnZR3ChSeGAAAECBAgQIECAAAECBAgQIECAAAECBAgQeFlAcMGjQIAAAQIECBAgQIAAAQIECBAgQIAAAQIdBQQXimmGNbiwZcuWWLduXXPTy5YtizVr1sSiRYvixIkTcfDgwfjBD34QBw4caPQZGRmJXbt2xcUXX9wcI7jQpHBAgAABAgQIECBAgAABAgQIECBAgAABAgQIvCwguOBRIECAAAECBAgQIECAAAECBAgQIECAAIGOAoILxTTDGlw4duxYfPazn43bb7+9eOMntX77299uCzpklwUXTkJySoAAAQIECBAgQIAAAQIECBAgQIAAAQIECITggoeAAAECBAgQIECAAAECBAgQIECAAAECBDoKCC4U0wxrcCHbbfZlhe9///vxwx/+MB544IEpAPPnz48rr7wyrr322njf+9435brgwhQSDQQIECBAgAABAgQIECBAgAABAgQIECBAoPYCggu1fwQAECBAgAABAgQIECBAgAABAgQIECBAoLOA4EKxTa/BheJZq9f6zDPPxL/+9a944oknYt68eXHOOefE+Ph4zJ07t3qLLVhR/vxOTEzE5ORkQY9TN42MjMTY2NipO7lKgAABAgQIECBAgAABAgQIECBAgAABAgQITCsguDAtkQ4ECBAgQIAAAQIECBAgQIAAAQIECBCor0D+4vfGjRtj06ZN9YU4aed1CS6ctO2BO82fX8GFgSudBRMgQIAAAQIECBAgQIAAAQIECBAgQIDAkAkILgxZQW2HAAECBAgQIECAAAECBAgQIECAAAECsymQv/gtuNCuKrjQ7lHVs/z5FVyoaoWsiwABAgQIECBAgAABAgQIECBAgAABAgTqIiC4UJdK2ycBAgQIECBAgAABAgQIECBAgAABAgQSBPIXvwUX2vEEF9o9qnqWP7+CC1WtkHURIECAAAECBAgQIECAAAECBAgQIECAQF0EBBfqUmn7JECAAAECBAgQIECAAAECBAgQIECAQIJA/uK34EI7nuBCu0dVz/LnV3ChqhWyLgIECBAgQIAAAQIECBAgQIAAAQIECBCoi4DgQl0qbZ8ECBAgQIAAAQIECBAgQIAAAQIECBBIEMhf/BZcaMcTXGj3qOpZ/vwKLlS1QtZFgAABAgQIECBAgAABAgQIECBAgAABAnUREFyoS6XtkwABAgQIECBAgAABAgQIECBAgAABAgkC+YvfggvteIIL7R5VPcufX8GFqlbIuggQIECAAAECBAgQIECAAAECBAgQIECgLgKCC3WptH0SIECAAAECBAgQIECAAAECBAgQIEAgQSB/8VtwoR1PcKHdo6pn+fMruFDVClkXAQIECBAgQIAAAQIECBAgQIAAAQIECNRFQHChLpW2TwIECBAgQIAAAQIECBAgQIAAAQIECCQI5C9+Cy604wkutHtU9Sx/fgUXqloh6yJAgAABAgQIECBAgAABAgQIECBAgACBuggILtSl0vZJgAABAgQIECBAgAABAgQIECBAgACBBIH8xW/BhXY8wYV2j6qe5c+v4EJVK2RdBAgQIECAAAECBAgQIECAAAECBAgQIFAXAcGFulTaPgkQIECAAAECBAgQIECAAAECBAgQIJAgkL/4fc0118TatWsTZhjOIbt3747rrrsuxsfH49ChQ8O5ySHYVf78Ci4MQTFtgQABAgQIECBAgAABAgQIECBAgAABAgQGWkBwYaDLZ/EECBAgQIAAAQIECBAgQIAAAQIECBDor0D+4nd/7zK4swsuVLt2+fMruFDtOlkdAQIECBAgQIAAAQIECBAgQIAAAQIECAy/gODC8NfYDgkQIECAAAECBAgQIECAAAECBAgQIJAskL/4nTzBkA8UXKh2gfPnV3Ch2nWyOgIECBAgQIAAAQIECBAgQIAAAQIECBAYfgHBheGvsR0SIECAAAECBAgQIECAAAECBAgQIECAwCwL3H333XHFFVeE4MIsw87ydIILswxqOgIECBAgQIAAAQIECBAgQIAAAQIECBAgkCgguJAIZxgBAgQIECBAgAABAgQIECBAgAABAgQI1FdAcGEwai+4MBh1skoCBAgQIECAAAECBAgQIECAAAECBAgQGH4BwYXhr7EdEiBAgAABAgQIECBAgAABAgQIECBAgMAsCwguzDJon6YTXOgTrGkJECBAgAABAgQIECBAgAABAgQIECBAgMAMBQQXZgimOwECBAgQIECAAAECBAgQIECAAAECBAgQEFwYjGdAcGEw6mSVBAgQIECAAAECBAgQIECAAAECBAgQIDD8AoILw19jOyRAgAABAgQIECBAgAABAgQIECBAgACBWRbIgwujo6OxfPnyWZ7ddLMlsG/fvjhy5EhMTEzE5OTkjKcdGRmJsbGxGY8zgAABAgQIECBAgAABAgQIECBAgAABAgQIEGgXEFxo93BGgAABAgQIECBAgAABAgQIECBAgAABAgSmFciDC9N21KESAoILlSiDRRAgQIAAAQIECBAgQIAAAQIECBAgQIBAjQUEF2pcfFsnQIAAAQIECBAgQIAAAQIECBAgQIAAgTSBPLiwYMGCWL9+fdokRvVdYOvWrbF//35fXOi7tBsQIECAAAECBAgQIECAAAECBAgQIECAAIFTCwgunNrHVQIECBAgQIAAAQIECBAgQIAAAQIECBAgMEUgDy6Mj4/HoUOHplzXUA2Byy+/PHbs2CG4UI1yWAUBAgQIECBAgAABAgQIECBAgAABAgQI1FhAcKHGxbd1AgQIECBAgAABAgQIECBAgAABAgQIEEgTEFxIcyt7lOBC2eLuR4AAAQIECBAgQIAAAQIECBAgQIAAAQIEigUEF4pdtBIgQIAAAQIECBAgQIAAAQIECBAgQIAAgY4CggsdaSp1QXChUuWwGAIECBAgQIAAAQIECBAgQIAAAQIECBCosYDgQo2Lb+sECBAgQIAAAQIECBAgQIAAAQIECBAgkCYguJDmVvYowYWyxd2PAAECBAgQIECAAAECBAgQIECAAAECBAgUCwguFLtoJUCAAAECBAgQIECAAAECBAgQIECAAAECHQUEFzrSVOqC4EKlymExBAgQIECAAAECBAgQIECAAAECBAgQIFBjAcGFGhff1gkQIECAAAECBAgQIECAAAECBAgQIEAgTUBwIc2t7FGCC2WLux8BAgQIECBAgAABAgQIECBAgAABAgQIECgWEFwodtFKgAABAgQIECBAgAABAgQIECBAgAABAgQ6CggudKSp1AXBhUqVw2IIECBAgAABAgQIECBAgAABAgQIECBAoMYCggs1Lr6tEyBAgAABAgQIECBAgAABAgQIECBAgECagOBCmlvZowQXyhZ3PwIECBAgQIAAAQIECBAgQIAAAQIECBAgUCwguFDsopUAAQIECBAgQIAAAQIECBAgQIAAAQIECHQUEFzoSFOpC4ILlSqHxRAgQIAAAQIECBAgQIAAAQIECBAgQIBAjQUEF2pcfFsnQIAAAQIECBAgQIAAAQIECBAgQIAAgTQBwYU0t7JHCS6ULe5+BAgQIECAAAECBAgQIECAAAECBAgQIECgWEBwodhFKwECBAgQIECAAAECBAgQIECAAAECBAgQ6CgguNCRplIXBBcqVQ6LIUCAAAECBAgQIECAAAECBAgQIECAAIEaCwgu1Lj4tk6AAAECBAgQIECAAAECBAgQIECAAAECaQKCC2luZY8SXChb3P0IECBAgAABAgQIECBAgAABAgQIECBAgECxgOBCsYtWAgQIECBAgAABAgQIECBAgAABAgQIECDQUUBwoSNNpS4ILlSqHBZDgAABAgQIECBAgAABAgQIECBAgAABAjUWEFyocfFtnQABAgQIECBAgAABAgQIECBAgAABAgTSBAQX0tzKHiW4ULa4+xEgQIAAAQIECBAgQIAAAQIECBAgQIAAgWIBwYViF60ECBAgQIAAAQIECBAgQIAAAQIECBAgQKCjgOBCR5pKXRBcqFQ5LIYAAQIECBAgQIAAAQIECBAgQIAAAQIEaiwguFDj4ts6AQIECBAgQIAAAQIECBAgQIAAAQIECKQJCC6kuZU9SnChbHH3I0CAAAECBAgQIECAAAECBAgQIECAAAECxQKCC8UuWgkQIECAAAECBAgQIECAAAECBAgQIECAQEcBwYWONJW6ILhQqXJYDAECBAgQIECAAAECBAgQIECAAAECBAjUWEBwocbFt3UCBAgQIECAAAECBAgQIECAAAECBAgQSBMQXEhzK3uU4ELZ4u5HgAABAgQIECBAgAABAgQIECBAgAABAgSKBQQXil20EiBAgAABAgQIECBAgAABAgQIECBAgACBjgKCCx1pKnVBcKFS5bAYAgQIECBAgAABAgQIECBAgAABAgQIEKixgOBCjYtv6wQIECBAgAABAgQIECBAgAABAgQIECCQJpAHF0ZHR2P58uVpkxjVd4F9+/bFkSNHYmJiIiYnJ2d8v5GRkRgbG5vxOAMIECBAgAABAgQIECBAgAABAgQIECBAgACBdgHBhXYPZwQIECBAgAABAgQIECBAgAABAgQIECBAYFqBPLgwbUcdKiEguFCJMlgEAQIECBAgQIAAAQIECBAgQIAAAQIECNRYQHChxsW3dQIECBAgQIAAAQIECBAgQIAAAQIECBBIE8iDCwsWLIj169enTWJU3wW2bt0a+/fv98WFvku7AQECBAgQIECAAAECBAgQIECAAAECBAgQOLWA4MKpfVwlQIAAAQIECBAgQIAAAQIECBAgQIAAAQJTBPLgwvj4eBw6dGjKdQ3VELj88stjx44dggvVKIdVECBAgAABAgQIECBAgAABAgQIECBAgECNBQQXalx8WydAgAABAgQIECBAgAABAgQIECBAgACBNAHBhTS3skcJLpQt7n4ECBAgQIAAAQIECBAgQIAAAQIECBAgQKBYQHCh2EUrAQIECBAgQIAAAQIECBAgQIAAAQIECBDoKCC40JGmUhcEFypVDoshQIAAAQIECBAgQIAAAQIECBAgQIAAgRoLCC7UuPi2ToAAAQIECBAgQIAAAQIECBAgQIAAAQJpAoILaW5ljxJcKFvc/QgQIECAAAECBAgQIECAAAECBAgQIECAQLGA4EKxi1YCBAgQIECAAAECBAgQIECAAAECBAgQINBRQHChI02lLgguVKocFkOAAAECBAgQIECAAAECBAgQIECAAAECNRYQXKhx8W2dAAECBAgQIECAAAECBAgQIECAAAECBNIEBBfS3MoeJbhQtrj7ESBAgAABAgQIECBAgAABAgQIECBAgACBYgHBhWIXrQQIECBAgAABAgQIECBAgAABAgQIECBAoKOA4EJHmkpdEFyoVDkshgABAgQIECBAgAABAgQIECBAgAABAgRqLCC4UOPi2zoBAgQIECBAgAABAgQIECBAgAABAgQIpAkILqS5lT1KcKFscfcjQIAAAQIECBAgQIAAAQIECBAgQIAAAQLFAoILxS5aCRAgQIAAAQIECBAgQIAAAQIECBAgQIBARwHBhY40lboguFCpclgMAQIECBAgQIAAAQIECBAgQIAAAQIECNRYQHChxsW3dQIECBAgQIAAAQIECBAgQIAAAQIECBBIExBcSHMre5TgQtni7keAAAECBAgQIECAAAECBAgQIECAAAECBIoFBBeKXbQSIECAAAECBAgQIECAAAECBAgQIECAAIGOAoILHWkqdUFwoVLlsBgCBAgQIECAAAECBAgQIECAAAECBAgQqLGA4EKNi2/rBAgQIECAAAECBAgQIECAAAECBAgQIJAmILiQ5lb2KMGFssXdjwABAgQIECBAgAABAgQIECBAgAABAgQIFAsILhS7aCVAgAABAgQIECBAgAABAgQIECBAgAABAh0FBBc60lTqguBCpcphMQQIECBAgAABAgQIECBAgAABAgQIECBQYwHBhRoX39YJECBAgAABAgQIECBAgAABAgQIECBAIE1AcCHNrexRggtli7sfAQIECBAgQIAAAQIECBAgQIAAAQIECBAoFhBcKHbRSoAAAQIECBAgQIAAAQIECBAgQIAAAQIEOgoILnSkqdQFwYVKlcNiCBAgQIAAAQIECBAgQIAAAQIECBAgQKDGAoILNS6+rRMgQIAAAQIECBAgQIAAAQIECBAgQIBAmoDgQppb2aMEF8oWdz8CBAgQIECAAAECBAgQIECAAAECBAgQIFAsILhQ7KKVAAECBAgQIECAAAECBAgQIECAAAECBAh0FBBc6EhTqQuCC5Uqh8UQIECAAAECBAgQIECAAAECBAgQIECAQI0FBBdqXHxbJ0CAAAECBAgQIECAAAECBAgQIECAAIE0gTy4kDbaqLIFJiYmYnJycsa3HRkZibGxsRmPM4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoFxBcaPdwRoAAAQIECBAgQIAAAQIECBAgQIAAAQIEphUQXJiWqFIdBBcqVQ6LIUCAAAECBAgQIECAAAECBAgQIECAAIEaCggu1LDotkyAAAECBAgQIECAAAECBAgQIECAAAECvQkcOXIk9u3b19Mkzz//fJw4caKnOQzuTuD1r399LFmypLvOLb18caEFwyEBAgQIECBAgAABAgQIECBAgAABAgQIEOhBQHChBzxDCRAgQIAAAQIECBAgQIAAAQIECBAgQIBAqsCzzz4bx48fTx1uXAkCggslILsFAQIECBAgQIAAAQIECBAgQIAAAQIECNRCQHChFmW2SQIECBAgQIAAAQIECBAgQIAAAQIECBComoDgQtUqMnU9ggtTTbQQIECAAAECBAgQIECAAAECBAgQIECAAIEUAcGFFDVjCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAjwKCCz0CljBccKEEZLcgQIAAAQIECBAgQIAAAQIECBAgQIAAgVoICC7Uosw2SYAAAQIECBAgQIAAAQIECBAgQIAAAQJVExBcqFpFpq5HcGGqiRYCBAgQIECAAAECBAgQIECAAAECBAgQIJAiILiQomYMAQIECBAgQIAAAQIECBAgQIAAAQIECBDoUUBwoUfAEoYLLpSA7BYECBAgQIAAAQIECBAgQIAAAQIECBAgUAsBwYValNkmCRAgQIAAAQIECBAgQIAAAQIECBAgQKBqAoILVavI1PUILkw10UKAAAECBAgQIECAAAECBAgQIECAAAECBFIEBBdS1IwhQIAAAQIECBAgQIAAAQIECBAgQIAAAQI9Cggu9AhYwnDBhRKQ3YIAAQIECBAgQIAAAQIECBAgQIAAAQIEaiEguFCLMtskAQIECBAgQIAAAQIECBAgQIAAAQIECFRNQHChahWZuh7BhakmWggQIECAAAECBAgQIECAAAECBAgQIECAQIqA4EKKmjEECBAgQIAAAQIECBAgQIAAAQIECBAgQKBHAcGFHgFLGC64UAKyWxAgQIAAAQIECBAgQIAAAQIECBAgQIBALQQEF2pRZpskQIAAAQIECBAgQIAAAQIECBAgQIAAgaoJCC5UrSJT1yO4MNVECwECBAgQIECAAAECBAgQIECAAAECBAgQSBEQXEhRM4YAAQIECBAgQIAAAQIECBAgQIAAAQIECPQoILjQI2AJwwUXSkB2CwIECBAgQIAAAQIECBAgQIAAAQIECBCohYDgQi3KbJMECBAgQIAAAQIECBAgQIAAAQIECBAgUDUBwYWqVWTqegQXpppoIUCAAAECBAgQIECAAAECBAgQIECAAAECKQKCCylqxhAgQIAAAQIECBAgQIAAAQIECBAgQIAAgR4FBBd6BCxhuOBCCchuQYAAAQIECBAgQIAAAQIECBAgQIAAAQK1EBBcqEWZbZIAAQIECBAgQIAAAQIECBAgQIAAAQIEqiZw9OjROHHiRNWWZT0tAnPmzInR0dGWFocECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAoILXTHpRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKQICC6kqBlDgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdCUguNAVk04ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAioDgQoqaMQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBXAv8De3ih3ad04IMAAAAASUVORK5CYII=" - } - }, "cell_type": "markdown", "metadata": { "pycharm": { @@ -25,9 +20,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -47,14 +40,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Directory containing the notebook:\n", + "/Users/angelikahirsch/Documents/chromo/chromo/simulations/examples\n" + ] + } + ], "source": [ "# Built-in modules\n", "import os\n", @@ -71,14 +73,12 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" @@ -104,14 +104,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Root Directory of Package: \n", + "/Users/angelikahirsch/Documents/chromo/chromo\n" + ] + } + ], "source": [ "# Change working directory to package root\n", "os.chdir(parent_dir)\n", @@ -121,9 +130,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -139,14 +146,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/ky/smp8z4455pj33j9pcv6ddf9h0000gn/T/ipykernel_42517/4156999640.py:5: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", + " binders = chromo.binders.make_binder_collection([null_binder])\n" + ] + } + ], "source": [ "# Instantiate the HP1 reader protein, which is pre-defined in the `chromo.binders` module\n", "null_binder = chromo.binders.get_by_name('null_reader')\n", @@ -157,9 +173,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -177,14 +191,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No states defined.\n", + "No chemical modifications defined.\n" + ] + } + ], "source": [ "num_beads = 1000\n", "bead_spacing = 25\n", @@ -201,21 +224,30 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x = polymer.r[:, 0]\n", "y = polymer.r[:, 1]\n", @@ -233,9 +265,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -255,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" @@ -286,9 +316,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -319,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" @@ -335,9 +363,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -362,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" @@ -382,9 +408,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -402,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" @@ -417,9 +441,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -437,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" @@ -465,9 +487,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -498,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" @@ -519,9 +539,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -539,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" @@ -583,9 +601,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -601,14 +617,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(8,6))\n", "plt.plot(sorted_snap, polymer_energies)\n", @@ -620,9 +647,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -640,7 +665,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" @@ -673,9 +698,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -687,14 +710,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(8, 6))\n", "plt.plot(sorted_snap, all_dists)\n", @@ -706,9 +740,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -720,9 +752,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { @@ -740,7 +770,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" @@ -762,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" @@ -805,14 +835,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "font = {'family': 'serif',\n", " 'weight': 'normal',\n", @@ -832,16 +873,12 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [] }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "### Summary\n", "\n", @@ -851,7 +888,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -861,7 +897,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.13 ('chromo_test')", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -875,7 +911,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.9.12" }, "vscode": { "interpreter": { diff --git a/simulations/validations/validate_density_calculation.ipynb b/simulations/validations/validate_density_calculation.ipynb index 668c535..5ae7894 100644 --- a/simulations/validations/validate_density_calculation.ipynb +++ b/simulations/validations/validate_density_calculation.ipynb @@ -2,9 +2,7 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "# Verify Density Calculation" ] @@ -12,7 +10,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -23,9 +20,8 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -36,7 +32,7 @@ "output_type": "stream", "text": [ "Directory containing the notebook:\n", - "/home/users/jwakim/CodeDev/chromo_check_density_calculation/doc/tools\n" + "/Users/angelikahirsch/Documents/chromo/chromo/simulations/validations\n" ] } ], @@ -48,6 +44,7 @@ "# Insert package root to system path\n", "cwd = os.getcwd()\n", "parent_dir = cwd + \"/../..\"\n", + "#parent_dir = cwd + \"/Users/angelikahirsch/Documents/chromo/chromo/simulations/examples\"\n", "sys.path.insert(1, parent_dir)\n", "\n", "print(\"Directory containing the notebook:\")\n", @@ -56,9 +53,8 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -69,7 +65,7 @@ "output_type": "stream", "text": [ "Root Directory of Package: \n", - "/home/users/jwakim/CodeDev/chromo_check_density_calculation\n" + "/Users/angelikahirsch/Documents/chromo/chromo\n" ] } ], @@ -83,7 +79,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -94,9 +89,8 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -119,7 +113,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -130,14 +123,22 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/ky/smp8z4455pj33j9pcv6ddf9h0000gn/T/ipykernel_24474/3473125787.py:4: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", + " binders = chromo.binders.make_binder_collection([hp1])\n" + ] + } + ], "source": [ "hp1 = chromo.binders.get_by_name(\"HP1\")\n", "hp1.interaction_energy = 0\n", @@ -148,7 +149,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -159,9 +159,8 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -175,7 +174,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -186,9 +184,8 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -205,7 +202,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -216,9 +212,8 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -302,7 +297,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -315,9 +309,8 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -327,170 +320,170 @@ "name": "stdout", "output_type": "stream", "text": [ - "Output directory: output/sim_85\n", + "Output directory: output/sim_1\n", "Confinement: 100\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 999.9999999999998, 1000.0]\n", + "[1000.0, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_86\n", + "Output directory: output/sim_2\n", "Confinement: 125\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 999.9999999999999, 999.9999999999999]\n", + "[1000.0, 1000.0000000000001, 1000.0000000000001]\n", "\n", - "Output directory: output/sim_87\n", + "Output directory: output/sim_3\n", "Confinement: 150\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0000000000002, 1000.0, 1000.0]\n", + "[999.9999999999999, 1000.0, 1000.0000000000001]\n", "\n", - "Output directory: output/sim_88\n", + "Output directory: output/sim_4\n", "Confinement: 175\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0, 1000.0000000000001]\n", + "[999.9999999999999, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_89\n", + "Output directory: output/sim_5\n", "Confinement: 200\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 1000.0000000000001, 999.9999999999999]\n", + "[1000.0, 1000.0000000000002, 1000.0]\n", "\n", - "Output directory: output/sim_90\n", + "Output directory: output/sim_6\n", "Confinement: 225\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0, 1000.0]\n", + "[1000.0000000000001, 1000.0, 999.9999999999999]\n", "\n", - "Output directory: output/sim_91\n", + "Output directory: output/sim_7\n", "Confinement: 250\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 999.9999999999999, 1000.0]\n", + "[999.9999999999999, 1000.0000000000001, 1000.0]\n", "\n", - "Output directory: output/sim_92\n", + "Output directory: output/sim_8\n", "Confinement: 275\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 999.9999999999999, 1000.0000000000001]\n", + "[1000.0, 1000.0000000000001, 1000.0000000000001]\n", "\n", - "Output directory: output/sim_93\n", + "Output directory: output/sim_9\n", "Confinement: 300\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0, 1000.0000000000001]\n", + "[1000.0000000000001, 1000.0000000000001, 1000.0000000000001]\n", "\n", - "Output directory: output/sim_94\n", + "Output directory: output/sim_10\n", "Confinement: 325\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 1000.0, 1000.0]\n", + "[1000.0, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_95\n", + "Output directory: output/sim_11\n", "Confinement: 350\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0000000000001, 1000.0]\n", + "[999.9999999999999, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_96\n", + "Output directory: output/sim_12\n", "Confinement: 375\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 1000.0000000000001, 1000.0]\n", + "[999.9999999999999, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_97\n", + "Output directory: output/sim_13\n", "Confinement: 400\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 1000.0, 1000.0]\n", + "[999.9999999999999, 1000.0, 999.9999999999999]\n", "\n", - "Output directory: output/sim_98\n", + "Output directory: output/sim_14\n", "Confinement: 425\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0000000000001, 1000.0]\n", + "[1000.0, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_99\n", + "Output directory: output/sim_15\n", "Confinement: 450\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0000000000001, 1000.0000000000001]\n", + "[999.9999999999999, 1000.0, 1000.0000000000001]\n", "\n", - "Output directory: output/sim_100\n", + "Output directory: output/sim_16\n", "Confinement: 475\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 999.9999999999999, 1000.0]\n", + "[999.9999999999999, 1000.0000000000001, 999.9999999999999]\n", "\n", - "Output directory: output/sim_101\n", + "Output directory: output/sim_17\n", "Confinement: 500\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0000000000001, 1000.0, 999.9999999999999]\n", + "[1000.0, 1000.0, 999.9999999999999]\n", "\n", - "Output directory: output/sim_102\n", + "Output directory: output/sim_18\n", "Confinement: 525\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0000000000001, 999.9999999999999, 1000.0]\n", + "[1000.0000000000001, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_103\n", + "Output directory: output/sim_19\n", "Confinement: 550\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 999.9999999999999, 999.9999999999998]\n", + "[1000.0, 1000.0000000000001, 1000.0]\n", "\n", - "Output directory: output/sim_104\n", + "Output directory: output/sim_20\n", "Confinement: 575\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0, 1000.0]\n", + "[1000.0, 1000.0000000000001, 1000.0]\n", "\n", - "Output directory: output/sim_105\n", + "Output directory: output/sim_21\n", "Confinement: 600\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 1000.0, 1000.0000000000001]\n", + "[999.9999999999999, 1000.0000000000001, 1000.0]\n", "\n", - "Output directory: output/sim_106\n", + "Output directory: output/sim_22\n", "Confinement: 625\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0000000000001, 1000.0]\n", + "[1000.0, 1000.0, 999.9999999999999]\n", "\n", - "Output directory: output/sim_107\n", + "Output directory: output/sim_23\n", "Confinement: 650\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0000000000001, 1000.0000000000001, 1000.0000000000001]\n", + "[1000.0, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_108\n", + "Output directory: output/sim_24\n", "Confinement: 675\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0000000000001, 1000.0]\n", + "[1000.0000000000001, 1000.0, 1000.0000000000002]\n", "\n", - "Output directory: output/sim_109\n", + "Output directory: output/sim_25\n", "Confinement: 700\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0000000000001, 1000.0, 1000.0000000000001]\n", + "[999.9999999999999, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_110\n", + "Output directory: output/sim_26\n", "Confinement: 725\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0, 1000.0]\n", + "[999.9999999999999, 999.9999999999999, 1000.0]\n", "\n", - "Output directory: output/sim_111\n", + "Output directory: output/sim_27\n", "Confinement: 750\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0000000000001, 1000.0, 1000.0]\n", + "[999.9999999999999, 1000.0000000000001, 1000.0000000000001]\n", "\n", - "Output directory: output/sim_112\n", + "Output directory: output/sim_28\n", "Confinement: 775\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 1000.0, 1000.0]\n", + "[1000.0, 1000.0, 1000.0000000000001]\n", "\n", - "Output directory: output/sim_113\n", + "Output directory: output/sim_29\n", "Confinement: 800\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0000000000001, 1000.0, 1000.0]\n", + "[1000.0, 999.9999999999999, 999.9999999999999]\n", "\n", - "Output directory: output/sim_114\n", + "Output directory: output/sim_30\n", "Confinement: 825\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0, 1000.0]\n", + "[1000.0000000000002, 1000.0000000000001, 1000.0]\n", "\n", - "Output directory: output/sim_115\n", + "Output directory: output/sim_31\n", "Confinement: 850\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0000000000001, 999.9999999999999, 999.9999999999999]\n", + "[1000.0, 1000.0, 1000.0]\n", "\n", - "Output directory: output/sim_116\n", + "Output directory: output/sim_32\n", "Confinement: 875\n", "Number of particles calculated from density in snapshots: \n", - "[999.9999999999999, 1000.0000000000001, 1000.0]\n", + "[1000.0, 1000.0, 1000.0000000000001]\n", "\n", - "Output directory: output/sim_117\n", + "Output directory: output/sim_33\n", "Confinement: 900\n", "Number of particles calculated from density in snapshots: \n", - "[1000.0, 1000.0000000000001, 1000.0000000000001]\n", + "[999.9999999999999, 999.9999999999999, 1000.0000000000001]\n", "\n" ] } @@ -560,7 +553,6 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false, "pycharm": { "name": "#%% md\n" } @@ -573,9 +565,8 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": { - "collapsed": false, "pycharm": { "name": "#%%\n" } @@ -585,170 +576,170 @@ "name": "stdout", "output_type": "stream", "text": [ - "Output directory: output/sim_85\n", + "Output directory: output/sim_1\n", "Confinement: 100\n", "Number of particles calculated from density in snapshots: \n", - "[96.0, 150.0, 195.0]\n", + "[0.9999999999999999, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_86\n", + "Output directory: output/sim_2\n", "Confinement: 125\n", "Number of particles calculated from density in snapshots: \n", - "[221.0, 227.00000000000003, 231.00000000000003]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_87\n", + "Output directory: output/sim_3\n", "Confinement: 150\n", "Number of particles calculated from density in snapshots: \n", - "[226.00000000000003, 228.0, 220.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_88\n", + "Output directory: output/sim_4\n", "Confinement: 175\n", "Number of particles calculated from density in snapshots: \n", - "[196.99999999999994, 191.00000000000003, 171.00000000000003]\n", + "[0.9999999999999999, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_89\n", + "Output directory: output/sim_5\n", "Confinement: 200\n", "Number of particles calculated from density in snapshots: \n", - "[159.0, 132.0, 112.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_90\n", + "Output directory: output/sim_6\n", "Confinement: 225\n", "Number of particles calculated from density in snapshots: \n", - "[95.00000000000001, 84.0, 76.0]\n", + "[0.9999999999999999, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_91\n", + "Output directory: output/sim_7\n", "Confinement: 250\n", "Number of particles calculated from density in snapshots: \n", - "[59.0, 49.0, 41.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_92\n", + "Output directory: output/sim_8\n", "Confinement: 275\n", "Number of particles calculated from density in snapshots: \n", - "[31.0, 27.0, 24.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_93\n", + "Output directory: output/sim_9\n", "Confinement: 300\n", "Number of particles calculated from density in snapshots: \n", - "[21.0, 19.0, 15.0]\n", + "[1.0, 2.0, 1.0]\n", "\n", - "Output directory: output/sim_94\n", + "Output directory: output/sim_10\n", "Confinement: 325\n", "Number of particles calculated from density in snapshots: \n", - "[11.0, 10.0, 9.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_95\n", + "Output directory: output/sim_11\n", "Confinement: 350\n", "Number of particles calculated from density in snapshots: \n", - "[7.0, 5.0, 5.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_96\n", + "Output directory: output/sim_12\n", "Confinement: 375\n", "Number of particles calculated from density in snapshots: \n", - "[5.0, 5.0, 4.0]\n", + "[0.9999999999999999, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_97\n", + "Output directory: output/sim_13\n", "Confinement: 400\n", "Number of particles calculated from density in snapshots: \n", - "[3.0, 3.0, 3.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_98\n", + "Output directory: output/sim_14\n", "Confinement: 425\n", "Number of particles calculated from density in snapshots: \n", - "[2.0, 1.0, 1.0]\n", + "[1.0, 1.0, 0.9999999999999999]\n", "\n", - "Output directory: output/sim_99\n", + "Output directory: output/sim_15\n", "Confinement: 450\n", "Number of particles calculated from density in snapshots: \n", - "[0.9999999999999999, 1.0, 0.9999999999999999]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_100\n", + "Output directory: output/sim_16\n", "Confinement: 475\n", "Number of particles calculated from density in snapshots: \n", "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_101\n", + "Output directory: output/sim_17\n", "Confinement: 500\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 0.9999999999999999, 1.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_102\n", + "Output directory: output/sim_18\n", "Confinement: 525\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 1.0, 1.0]\n", + "[2.0, 2.0, 1.9999999999999998]\n", "\n", - "Output directory: output/sim_103\n", + "Output directory: output/sim_19\n", "Confinement: 550\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 0.9999999999999999, 0.9999999999999999]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_104\n", + "Output directory: output/sim_20\n", "Confinement: 575\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 1.0, 1.0]\n", + "[2.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_105\n", + "Output directory: output/sim_21\n", "Confinement: 600\n", "Number of particles calculated from density in snapshots: \n", "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_106\n", + "Output directory: output/sim_22\n", "Confinement: 625\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 1.0, 1.0]\n", + "[1.9999999999999998, 2.0, 1.0]\n", "\n", - "Output directory: output/sim_107\n", + "Output directory: output/sim_23\n", "Confinement: 650\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 2.0, 2.0]\n", + "[1.0, 0.9999999999999999, 1.0]\n", "\n", - "Output directory: output/sim_108\n", + "Output directory: output/sim_24\n", "Confinement: 675\n", "Number of particles calculated from density in snapshots: \n", - "[2.0, 2.0, 2.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_109\n", + "Output directory: output/sim_25\n", "Confinement: 700\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 1.0, 1.0]\n", + "[1.0, 1.0, 2.0]\n", "\n", - "Output directory: output/sim_110\n", + "Output directory: output/sim_26\n", "Confinement: 725\n", "Number of particles calculated from density in snapshots: \n", - "[2.0, 2.0, 2.0]\n", + "[2.0, 1.0, 0.9999999999999999]\n", "\n", - "Output directory: output/sim_111\n", + "Output directory: output/sim_27\n", "Confinement: 750\n", "Number of particles calculated from density in snapshots: \n", - "[1.9999999999999996, 2.0, 1.0]\n", + "[2.0, 2.0, 2.0]\n", "\n", - "Output directory: output/sim_112\n", + "Output directory: output/sim_28\n", "Confinement: 775\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 0.9999999999999999, 1.0]\n", + "[2.0, 2.0, 1.0]\n", "\n", - "Output directory: output/sim_113\n", + "Output directory: output/sim_29\n", "Confinement: 800\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 1.0, 1.0]\n", + "[1.0, 1.0, 1.9999999999999996]\n", "\n", - "Output directory: output/sim_114\n", + "Output directory: output/sim_30\n", "Confinement: 825\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 1.0, 1.0]\n", + "[1.9999999999999998, 2.0, 1.9999999999999996]\n", "\n", - "Output directory: output/sim_115\n", + "Output directory: output/sim_31\n", "Confinement: 850\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 1.0, 2.0]\n", + "[1.0, 1.0, 1.0]\n", "\n", - "Output directory: output/sim_116\n", + "Output directory: output/sim_32\n", "Confinement: 875\n", "Number of particles calculated from density in snapshots: \n", - "[2.0, 2.0, 1.0]\n", + "[1.0, 1.0, 0.9999999999999999]\n", "\n", - "Output directory: output/sim_117\n", + "Output directory: output/sim_33\n", "Confinement: 900\n", "Number of particles calculated from density in snapshots: \n", - "[1.0, 1.0000000000000002, 2.0]\n", + "[0.9999999999999999, 1.0, 1.0]\n", "\n" ] } @@ -814,11 +805,25 @@ " print(num_particles_round_trip)\n", " print()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -832,9 +837,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.9.12" } }, "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "nbformat_minor": 1 +} diff --git a/slurm-33677839.out b/slurm-33677839.out new file mode 100644 index 0000000..f0aad8b --- /dev/null +++ b/slurm-33677839.out @@ -0,0 +1,1036 @@ +/scratch/users/ahirsch1/chromo_scratch/chromo/chromo/run_simulation.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead. + binders = chromo.binders.make_binder_collection([null_binder]) # gets relevant binder information from binder specified +Directory containing the notebook: +/scratch/users/ahirsch1/chromo_scratch/chromo/chromo +Root Directory of Package: +/scratch/users/ahirsch1/chromo_scratch +magnitude steps +[1.61339176 2.4765614 0.96976211 1.18928481 0.84983733 0.98663875 + 1.16762912 2.68218028 1.7061299 2.35696543 1.06613468 0.95810008 + 1.55128373 0.91741098 0.62196916 0.62327741 2.13221362 2.54976816 + 2.08485425 3.21395409 1.73127307 1.13815462 2.46683415 1.34856328 + 1.66698605 2.28372091 1.04986693 2.49166819 1.80495749 1.16478401 + 1.51651137 0.70028264 0.98418331 1.16821825 1.24380471 1.46590909 + 0.92386488 1.50576183 2.03778188 2.46500182 1.71675009 0.89702176 + 2.14630409 2.18217918 1.27872549 0.94182455 1.73919711 1.39153137 + 0.60824212 1.90793016 1.89374571 0.4973079 0.77531562 1.06304872 + 0.36607673 0.21511047 2.0015746 1.53118447 1.63553246 1.06882319 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a/slurm-33677846.out b/slurm-33677846.out new file mode 100644 index 0000000..20d13c5 --- /dev/null +++ b/slurm-33677846.out @@ -0,0 +1,1038 @@ +/scratch/users/ahirsch1/chromo_scratch/chromo/chromo/run_simulation.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead. + binders = chromo.binders.make_binder_collection([null_binder]) # gets relevant binder information from binder specified +Directory containing the notebook: +/scratch/users/ahirsch1/chromo_scratch/chromo/chromo +Root Directory of Package: +/scratch/users/ahirsch1/chromo_scratch +magnitude steps +[1.38565706 1.96434881 0.66272321 1.41313502 0.60026215 0.89046641 + 1.46390697 1.69733321 0.91307327 2.18174448 1.46929275 2.11457685 + 1.06834057 1.1734719 1.16149008 2.74134265 3.15932783 2.65532654 + 1.68089085 1.4182687 0.72997278 1.72742263 3.45304387 1.10308782 + 1.4819152 2.08078039 1.7658987 1.11858223 2.83195941 1.27686181 + 1.74252517 2.70634011 0.71946971 2.4521766 1.02992082 1.54625611 + 2.11238744 1.37155078 1.80918993 1.65792767 0.70819117 2.36119918 + 0.89153153 0.86920688 2.28069749 1.40882771 2.81391657 1.87273233 + 1.51784314 1.67183131 1.89227053 1.61634153 2.26501105 0.46011365 + 1.66695096 2.04630943 1.8618972 1.73626302 1.08564897 1.38499967 + 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+update log path output/sim_25 +Simulation Runtime (in seconds): 151132.35 +Job complete diff --git a/slurm-33677854.out b/slurm-33677854.out new file mode 100644 index 0000000..910b9f7 --- /dev/null +++ b/slurm-33677854.out @@ -0,0 +1,1038 @@ +/scratch/users/ahirsch1/chromo_scratch/chromo/chromo/run_simulation.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead. + binders = chromo.binders.make_binder_collection([null_binder]) # gets relevant binder information from binder specified +Directory containing the notebook: +/scratch/users/ahirsch1/chromo_scratch/chromo/chromo +Root Directory of Package: +/scratch/users/ahirsch1/chromo_scratch +magnitude steps +[1.76822856 0.63338747 2.26702153 2.01300935 2.41742927 0.99606845 + 0.52144962 2.19294512 1.09211895 2.01652185 3.18014444 1.88905764 + 1.77935064 0.47150312 2.00633599 0.55138828 1.49884832 1.60119267 + 3.21758005 0.47299107 0.7890444 1.8357132 1.62004582 2.87979492 + 0.56788517 2.16892057 1.60454145 2.24592125 1.8014408 2.08564238 + 2.36747718 2.33311198 1.8136019 1.98818949 2.4731549 1.23886893 + 2.30550478 1.11965554 0.7740479 1.7421431 1.85940533 2.6183019 + 1.45007773 1.53767631 1.3927618 0.51793549 3.48685915 2.03142084 + 1.76957748 0.53625814 1.07903504 1.52483104 1.25960195 2.09245367 + 1.27707177 2.38200748 0.46271258 1.3828866 2.01803262 1.58833685 + 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+update log path output/sim_27 +Simulation Runtime (in seconds): 150015.23 +Job complete diff --git a/submit_job.sh b/submit_job.sh new file mode 100644 index 0000000..5ea8c20 --- /dev/null +++ b/submit_job.sh @@ -0,0 +1,39 @@ +#!/bin/bash +#SBATCH --job-name=chromo +#SBATCH --time=47:59:59 +#SBATCH --ntasks=1 +#SBATCH --cpus-per-task=1 +#SBATCH --mem-per-cpu=16G +source ~/.bashrc +conda activate chromo +cd /scratch/users/ahirsch1/chromo_scratch/chromo/chromo +num_beads = 100 +bead_spacing_1 = 0.34 +bead_spacing_2 = 0.34 +lp = 50 +lt = 100 +num_snapshots = 1000 +mc_per_snap = 40000 +python run_simulation.py $num_beads $bead_spacing_1 $bead_spacing_2 $lp $lt $num_snapshots $mc_per_snap +echo 'Number of beads' +echo $num_beads +echo 'First bead spacing' +echo $bead_spacing_1 +echo 'Second bead spacing' +echo $bead_spacing_2 +echo 'lp' +echo $lp +echo 'lt' +echo $lt +echo 'Number of snapshots' +echo $num_snapshots +echo 'MC steps per snapshot' +echo $mc_per_snap +echo 'Job complete' +# Number of beads +# First bead spacing value +# Second bead spacing value +# lp +# lt +# Number of snapshots +# MC steps per snapshot diff --git a/tangent_correlation.py b/tangent_correlation.py new file mode 100644 index 0000000..3015456 --- /dev/null +++ b/tangent_correlation.py @@ -0,0 +1,120 @@ +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import sys + +def vector_magnitude(vector): + return np.linalg.norm(vector) + + +def cosine_similarity(vector1, vector2): + dot_product = np.dot(vector1, vector2) + magnitude_product = vector_magnitude(vector1) * vector_magnitude(vector2) + return dot_product / magnitude_product + + +def t1function(df, initial_comparison_location): + end_point_1 = df["t1"][initial_comparison_location] + start_point_r1 = np.array(df.iloc[initial_comparison_location, 1:4]) + + correlations_t1 = [] + distance = [] + + for i in range(len(df)): + end_point_2 = df["t1"][i] + start_point_r2 = np.array(df.iloc[i, 1:4]) + + vector1 = end_point_1 - start_point_r1 + vector2 = end_point_2 - start_point_r2 + + correlation = cosine_similarity(vector1, vector2) + correlations_t1.append(correlation) + + distance.append(abs(initial_comparison_location - i)) + t1_array = [distance, correlations_t1] + return np.array(t1_array) + + +def t3function(df, initial_comparison_location): + end_point_1 = np.array(df.iloc[initial_comparison_location, 4:7]) # Extract columns 4, 5, and 6 + start_point_r1 = np.array(df.iloc[initial_comparison_location, 1:4]) # Extract columns 1, 2, and 3 + + correlations_t3 = [] + distance = [] + + for i in range(len(df)): + end_point_2 = np.array(df.iloc[i, 4:7]) # Extract columns 4, 5, and 6 for the second end point + start_point_r2 = np.array(df.iloc[i, 1:4]) # Extract columns 1, 2, and 3 for the second start point + + vector1 = end_point_1 - start_point_r1 + vector2 = end_point_2 - start_point_r2 + + correlation = cosine_similarity(vector1, vector2) + correlations_t3.append(correlation) + + distance.append(abs(initial_comparison_location - i)) + + t3_array = [distance, correlations_t3] + return np.array(t3_array) + + + +sherlock = False + + +if sherlock: + file_path = "/scratch/users/ahirsch1/chromo_scratch/output/" + simulation_number = int(sys.argv[1]) + snap_range1 = int(sys.argv[2]) + snap_range1 = int(sys.argv[3]) +else: + file_path = "/Users/angelikahirsch/Documents/chromo/output/" + simulation_number = 218 + snap_range1 = 177 + snap_range2 = 178 + +t1_final_list = [] +t3_final_list = [] +print(simulation_number) +for snap in range(snap_range1, snap_range2): + print(snap) + snap_path = f"{file_path}sim_{simulation_number}/poly_1-{snap}.csv" + df = pd.read_csv(snap_path) + + t2coordinates = df[["('t2', 'x')", "('t2', 'y')", "('t2', 'z')"]].values + t3coordinates = df[["('t3', 'x')", "('t3', 'y')", "('t3', 'z')"]].values + + t1coordinates = np.cross(t2coordinates, t3coordinates) + df['t1'] = [t1coordinates[i] for i in range(len(t1coordinates))] + + t1_final_list.extend([t1function(df, initial_comparison) for initial_comparison in range(len(df))]) + t3_final_list.extend([t3function(df, initial_comparison) for initial_comparison in range(len(df))]) + +t1_final_array = np.array(t1_final_list) +distance_1 = t1_final_array[:, 0].flatten() +correlation_1 = t1_final_array[:, 1].flatten() + +t3_final_array = np.array(t3_final_list) +distance_3 = t3_final_array[:, 0].flatten() +correlation_3 = t3_final_array[:, 1].flatten() + +np.savetxt(f"{file_path}sim_{simulation_number}/{simulation_number}correlation1.txt", correlation_1) +np.savetxt(f"{file_path}sim_{simulation_number}/{simulation_number}correlation3.txt", correlation_3) +np.savetxt(f"{file_path}sim_{simulation_number}/{simulation_number}distance1.txt", distance_1) +np.savetxt(f"{file_path}sim_{simulation_number}/{simulation_number}distance3.txt", distance_3) + +plt.plot(distance_1, correlation_1) +plt.xlabel('nm distance') +plt.ylabel('T1 Correlation') +plt.title('T1 Correlations vs Distances') +plt.grid(True) +plt.savefig(f"{file_path}sim_{simulation_number}/{simulation_number}_T1_tangent_correlations.png") +#plt.show() + +plt.plot(distance_3, correlation_3) +plt.xlabel('nm distance') +plt.ylabel('T3 Correlation') +plt.title('T3 Correlations vs Distances') +plt.grid(True) +plt.savefig(f"{file_path}sim_{simulation_number}/{simulation_number}_T3_tangent_correlations.png") +#plt.show() diff --git a/testing_plot.png b/testing_plot.png new file mode 100644 index 0000000..245b135 Binary files /dev/null and b/testing_plot.png differ