diff --git a/config/blinking_sequences/TBS-L12-P0.500000-HD3-NO3-NZ3-N12.txt b/config/blinking_sequences/L12.txt similarity index 100% rename from config/blinking_sequences/TBS-L12-P0.500000-HD3-NO3-NZ3-N12.txt rename to config/blinking_sequences/L12.txt diff --git a/config/selected.txt b/config/selected.txt index 09456443..fc2ae134 120000 --- a/config/selected.txt +++ b/config/selected.txt @@ -1 +1 @@ -blinking_sequences/manchesterPropeties.txt \ No newline at end of file +blinking_sequences/L12.txt \ No newline at end of file diff --git a/include/detect/uv_led_detect_adaptive.cpp b/include/detect/uv_led_detect_adaptive.cpp index 397e9f88..fed10c84 100644 --- a/include/detect/uv_led_detect_adaptive.cpp +++ b/include/detect/uv_led_detect_adaptive.cpp @@ -3,6 +3,7 @@ #include #include // C++17 and above #include + #include #include #include // Include for std::fixed and std::setprecision @@ -169,6 +170,10 @@ std::vector UVDARLedDetectAdaptive::applyAdaptiveThreshold(const cv:: int MAX_AREA = 50; + // Compute and plot histograms + cv::Mat histOriginal = plotHistogram(grayImage); + + /* cv::Mat grayImage; if (image.channels() == 3) { cv::cvtColor(image, grayImage, cv::COLOR_BGR2GRAY); @@ -203,18 +208,34 @@ std::vector UVDARLedDetectAdaptive::applyAdaptiveThreshold(const cv:: cv::Mat enhancedImage; cv::addWeighted(grayImage, 0.25, unsharpMask, 1.75, 0, enhancedImage); - //saveRoiImage(enhancedImage, point, roiIndex_++, 0, 0.0); + + cv::Mat histEnhanced = plotHistogram(enhancedImage); + + // Specify the output directory + std::string outputDir = "/home/rivermar/Desktop/MRS_Master_Project/roi_images"; + + // Ensure the output directory exists + fs::create_directories(outputDir); + + + + //saveRoiImage(histOriginal, 0, roiIndex_++, 0, 0.0); + //saveRoiImage(histEnhanced, 0, roiIndex_++, 0, 0.0); cv::Mat binaryRoi; //cv::adaptiveThreshold(roiImage, binaryRoi, 255, cv::ADAPTIVE_THRESH_GAUSSIAN_C, cv::THRESH_BINARY, 11, 2); //Print the adaptive method //std::cout << "[UVDARLedDetectAdaptive]: ADAPTIVE METHOD: " << adaptive_method_ << std::endl; - + cv::Mat binaryRoiOriginal; if( adaptive_method_ == "Otsu" || adaptive_method_ == "otsu"){ //Apply Otsu's thresholding with the enhanced ROI int thresholdValue= cv::threshold(enhancedImage, binaryRoi, 0, 255, cv::THRESH_BINARY | cv::THRESH_OTSU); // Apply Otsu's thresholding thresholdValue_ = thresholdValue; + + //Apply Otsu's thresholding with the original ROI + + int thresholdValueOriginal = cv::threshold(grayImage, binaryRoiOriginal, 0, 255, cv::THRESH_BINARY | cv::THRESH_OTSU); // Apply Otsu's thresholding } else{ //std::cout << "[UVDARLedDetectAdaptive]: APPLYING KL DIVERGENCE" << std::endl; @@ -225,6 +246,25 @@ std::vector UVDARLedDetectAdaptive::applyAdaptiveThreshold(const cv:: minKLDivergence_ = minKLDivergence; cv::threshold(enhancedImage,binaryRoi, thresholdValue_, 255, cv::THRESH_BINARY); } + + + //Save the original and enhanced images + cv::imwrite(outputDir + "/im_" + std::to_string(index) + ".png", grayImage); + index++; + // Save the histograms adding an index for each histogram + cv::imwrite(outputDir + "/im_" + std::to_string(index) + ".png", histOriginal); + index++; + //Save the binary ROI using the original image + cv::imwrite(outputDir + "/im_" + std::to_string(index) + ".png", binaryRoiOriginal); + index++; + //Save the enhanced image + cv::imwrite(outputDir + "/im_" + std::to_string(index) + ".png", enhancedImage); + index++; + cv::imwrite(outputDir + "/im_" + std::to_string(index) + ".png", histEnhanced); + index++; + //Save the binary ROI + cv::imwrite(outputDir + "/im_" + std::to_string(index) + ".png", binaryRoi); + index++; // Find contours in the binary ROI std::vector> contours; @@ -773,6 +813,46 @@ void UVDARLedDetectAdaptive::generateVisualizationAdaptive(const cv::Mat& inputI } //} + +cv::Mat UVDARLedDetectAdaptive::plotHistogram(const cv::Mat& image) { + // Compute the histogram + int histSize = 256; + float range[] = { 0, 256 }; + const float* histRange = { range }; + cv::Mat hist; + cv::calcHist(&image, 1, 0, cv::Mat(), hist, 1, &histSize, &histRange, true, false); + + + + // Apply logarithmic scaling to the histogram values + hist += 1; // Avoid log(0) + cv::log(hist, hist); + + // Create an image to display the histogram + int hist_w = 512; int hist_h = 400; + int bin_w = std::round((double)hist_w / histSize); + cv::Mat histImage(hist_h, hist_w, CV_8UC1, cv::Scalar(0)); + + + // Find the maximum value of the histogram for scaling + double maxVal; + cv::minMaxLoc(hist, 0, &maxVal); + + // Draw the histogram + for (int i = 0; i < histSize; i++) { + int binVal = std::round(hist.at(i) * hist_h / maxVal); + if (binVal > hist_h) binVal = hist_h; // Cap the bin value to fit within the image height + cv::line(histImage, + cv::Point(bin_w * i, hist_h), + cv::Point(bin_w * i, hist_h - binVal), + cv::Scalar(255), 2, 8, 0); + } + + return histImage; + + +} + /* saveRoiImage //{ */ diff --git a/include/detect/uv_led_detect_adaptive.h b/include/detect/uv_led_detect_adaptive.h index c651d318..581e687c 100644 --- a/include/detect/uv_led_detect_adaptive.h +++ b/include/detect/uv_led_detect_adaptive.h @@ -4,6 +4,7 @@ #include #include #include + #include #include #include @@ -69,8 +70,9 @@ class UVDARLedDetectAdaptive{ double calculateKLDivergence2(const cv::Mat& hist, const std::vector& Q, int start, int end); std::tuple findOptimalThresholdUsingKL(const cv::Mat& roiImage); - std::tuple findOptimalThresholdUsingEntropy(const cv::Mat& roiImage); + std::tuple findOptimalThresholdUsingEntropy(const cv::Mat& roiImage); + cv::Mat plotHistogram(const cv::Mat& image); void saveRoiImage(const cv::Mat& binaryRoi, const cv::Point& center, int index, int thresholdValue, double klDivergence); int neighborhoodSize_; @@ -92,6 +94,8 @@ class UVDARLedDetectAdaptive{ std::vector thresholdValue; std::vector klDivergence; std::vector validRoi; + int index = 0; + }; diff --git a/launch/rosbag.launch b/launch/rosbag.launch index 41d1fde6..10a7a460 100644 --- a/launch/rosbag.launch +++ b/launch/rosbag.launch @@ -8,7 +8,7 @@ - + @@ -97,7 +97,7 @@ - + @@ -141,6 +141,9 @@ + + + diff --git a/scripts/.tmuxinator.yml b/scripts/.tmuxinator.yml index 2cf0743e..6a8dc726 100644 --- a/scripts/.tmuxinator.yml +++ b/scripts/.tmuxinator.yml @@ -1,7 +1,7 @@ name: simulation root: ./ startup_window: launch -pre_window: UAV_NAME=uav38 +pre_window: UAV_NAME=uav7 windows: - core: layout: even-vertical @@ -10,7 +10,7 @@ windows: - launch: layout: even-vertical panes: - - waitForRos; roslaunch uvdar_core rosbag.launch uav_name:=uav38 use_4DHT:=false debug:=false + - waitForRos; roslaunch uvdar_core rosbag.launch uav_name:=uav7 use_4DHT:=false debug:=false # - kf: # layout: even-vertical # panes: @@ -19,7 +19,7 @@ windows: - rqtviz: layout: even-vertical panes: - #- waitForRos; sleep 3; rosbag record -O ~/Desktop/MRS_Master_Project/rosbags/exposure_5000_topics.bag /uav7/uvdar_bluefox/left/image_raw /uav7/uvdar/points_seen_left /uav7/uvdar/blinkers_seen_back /uav7/uvdar/omta_all_seq_info_back + - waitForRos; sleep 3; rosbag record -O ~/Desktop/MRS_Master_Project/rosbags/good_sequence/diff_power_18m_th150_topics.bag /uav7/uvdar_bluefox/left/image_raw /uav7/uvdar/points_seen_left /uav7/uvdar/blinkers_seen_back /uav7/uvdar/ami_all_seq_info_back #- rosbag record -O rosbags/first/omta_38.bag -e "(.*)_camp" # - rosbag record -O rosbags/first/omta_39.bag -e "(.*)_camp" # - rosbag record -O rosbags/first/4dht_38.bag -e "(.*)_camp" @@ -36,13 +36,13 @@ windows: # - waitForRos; sleep 3; rosbag play --clock ~/experiments/20_04/two_tx/two_tx/rx/occlusion_1/rx.bag # - waitForRos; sleep 3; rosbag play --clock ~/experiments/20_04/two_tx/two_tx/rx/occlusion_2/rx.bag # - waitForRos; rosbag play --clock ~/experiments/20_04/tumult/tumult/rx/rx.bag - - waitForRos; sleep 3; rosbag play --clock ~/Desktop/MRS_Master_Project/rosbags/marlon/filtered_image_sun_temesvar_court.bag + - waitForRos; sleep 3; rosbag play --clock ~/Desktop/MRS_Master_Project/experiments/diff_power_18m_0615.bag # - waitForRos; sleep 3; rosbag play --clock ~/experiments/19_04/demo_first/rx1/all_three/rx1.bag - topics: layout: even-vertical panes: - - waitForRos; sleep 3; rostopic echo /uav38/uvdar/adaptive_logging_back + - waitForRos; sleep 3; rostopic echo /uav7/uvdar/ami_all_seq_info_back # - waitForCompile; cd ~/uvdar_rosbag/tracking/uav7/22_2021_04_27_09_11_19_L12/ ; rosbag play --clock -s 30 _2021-04-27-09-11-56.bag # - trajectory: diff --git a/scripts/Processing_evaluation_distance.ipynb b/scripts/Processing_evaluation_distance.ipynb index 0c25a988..57efcc03 100644 --- a/scripts/Processing_evaluation_distance.ipynb +++ b/scripts/Processing_evaluation_distance.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 117, "metadata": {}, "outputs": [ { @@ -34,8 +34,14 @@ " \n", " \n", " timestamp\n", - " distance_y\n", + " uav38_distance_x\n", + " uav38_distance_y\n", + " uav38_distance_z\n", + " uav39_distance_x\n", + " uav39_distance_y\n", + " uav39_distance_z\n", " value\n", + " relative_distance_y\n", " num_points\n", " error_count\n", " signal_3\n", @@ -48,90 +54,141 @@ " \n", " \n", " 0\n", - " 1.713718e+09\n", - " 12.574133\n", - " []\n", - " 0\n", - " 0\n", + " 1.713792e+09\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2....\n", + " NaN\n", + " 15\n", + " 15\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 15\n", + " 5\n", " \n", " \n", " 1\n", - " 1.713718e+09\n", - " 12.573794\n", - " []\n", - " 0\n", + " 1.713792e+09\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2....\n", + " NaN\n", + " 16\n", + " 16\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 0\n", - " 15\n", + " 5\n", " \n", " \n", " 2\n", - " 1.713718e+09\n", - " 12.573794\n", - " []\n", - " 0\n", - " 0\n", + " 1.713792e+09\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2....\n", + " NaN\n", + " 14\n", + " 14\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 15\n", + " 5\n", " \n", " \n", " 3\n", - " 1.713718e+09\n", - " 12.573794\n", - " []\n", - " 0\n", + " 1.713792e+09\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2....\n", + " NaN\n", + " 13\n", + " 13\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 0\n", - " 15\n", + " 5\n", " \n", " \n", " 4\n", - " 1.713718e+09\n", - " 12.573794\n", - " []\n", - " 0\n", - " 0\n", + " 1.713792e+09\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2....\n", + " NaN\n", + " 11\n", + " 11\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 15\n", + " 5\n", " \n", " \n", "\n", "" ], "text/plain": [ - " timestamp distance_y value num_points error_count signal_3 \\\n", - "0 1.713718e+09 12.574133 [] 0 0 0 \n", - "1 1.713718e+09 12.573794 [] 0 0 0 \n", - "2 1.713718e+09 12.573794 [] 0 0 0 \n", - "3 1.713718e+09 12.573794 [] 0 0 0 \n", - "4 1.713718e+09 12.573794 [] 0 0 0 \n", + " timestamp uav38_distance_x uav38_distance_y uav38_distance_z \\\n", + "0 1.713792e+09 NaN NaN NaN \n", + "1 1.713792e+09 NaN NaN NaN \n", + "2 1.713792e+09 NaN NaN NaN \n", + "3 1.713792e+09 NaN NaN NaN \n", + "4 1.713792e+09 NaN NaN NaN \n", "\n", - " signal_2 signal_1 signal_0 nearest_distance \n", - "0 0 0 0 15 \n", - "1 0 0 0 15 \n", - "2 0 0 0 15 \n", - "3 0 0 0 15 \n", - "4 0 0 0 15 " + " uav39_distance_x uav39_distance_y uav39_distance_z \\\n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n", + "\n", + " value relative_distance_y \\\n", + "0 [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.... NaN \n", + "1 [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.... NaN \n", + "2 [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.... NaN \n", + "3 [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.... NaN \n", + "4 [-2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.0, -2.... NaN \n", + "\n", + " num_points error_count signal_3 signal_2 signal_1 signal_0 \\\n", + "0 15 15 0 0 0 0 \n", + "1 16 16 0 0 0 0 \n", + "2 14 14 0 0 0 0 \n", + "3 13 13 0 0 0 0 \n", + "4 11 11 0 0 0 0 \n", + "\n", + " nearest_distance \n", + "0 5 \n", + "1 5 \n", + "2 5 \n", + "3 5 \n", + "4 5 " ] }, - "execution_count": 12, + "execution_count": 117, "metadata": {}, "output_type": "execute_result" } @@ -144,27 +201,33 @@ "import ast\n", "\n", "\n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/raw_csv/standard_exp2.csv')\n", + "name_experiment = 'kl_exp3'\n", + "\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/raw_csv/'+name_experiment+'.csv')\n", "data = pd.read_csv(input_csv_path)\n", "\n", - "#Ensure that the 'value' column is a list\n", "data['value'] = data['value'].apply(lambda x: ast.literal_eval(x) if isinstance(x, str) else x)\n", "\n", "#Take after the 6712th row\n", "#data = data.iloc[3356:]\n", "\n", "#Relative distance_y to the target (TX is at 10m from origin, and we recorded the position of the RX)\n", - "data['distance_y'] = np.abs(10.0 - data['distance_y'])\n", + "#data['distance_y'] = np.abs(10.0 - data['distance_y'])\n", + "\n", + "data['uav38_distance_x'] = data['uav38_distance_x'].fillna(method='ffill')\n", + "data['uav39_distance_x'] = data['uav39_distance_x'].fillna(method='ffill')\n", + "data['uav38_distance_y'] = data['uav38_distance_y'].fillna(method='ffill')\n", + "data['uav39_distance_y'] = data['uav39_distance_y'].fillna(method='ffill')\n", + "data['uav38_distance_z'] = data['uav38_distance_z'].fillna(method='ffill')\n", + "data['uav39_distance_z'] = data['uav39_distance_z'].fillna(method='ffill')\n", "\n", - "data['distance_y'] = data['distance_y'].fillna(method='ffill')\n", + "data['relative_distance_y'] = np.abs(data['uav38_distance_y'] - data['uav39_distance_y'])\n", "\n", "# Remove missing 'value'\n", "data = data.dropna(subset=['value'])\n", "\n", - "#Add a column for the number of points in each row\n", "data['num_points'] = data['value'].apply(len)\n", "\n", - "\n", "def calculate_error_rate(values):\n", " error_count = 0\n", " for value in values:\n", @@ -211,10 +274,12 @@ "specified_distances = np.array([5, 10, 15, 20, 25, 30])\n", "\n", "# Assigning each data point to the nearest specified distance_y\n", - "data['nearest_distance'] = specified_distances[np.abs(specified_distances[:, np.newaxis] - data['distance_y'].values).argmin(axis=0)]\n", + "data['nearest_distance'] = specified_distances[np.abs(specified_distances[:, np.newaxis] - data['relative_distance_y'].values).argmin(axis=0)]\n", + "\n", + "#Processed\n", + "\n", + "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/'+name_experiment+'_processed.csv')\n", "\n", - "# Save the cleaned data to a new CSV file\n", - "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/standard_exp2_processed.csv')\n", "\n", "data.to_csv(cleaned_file_path, index=False)\n", "\n", @@ -226,6 +291,330 @@ "\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Processing raw csv v2" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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7991.713638e+09-63.820574-2.1065480.003619-67.614726-1.9157630.231350[-2.0][509.0][265.0]11.91576311000010
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" + ], + "text/plain": [ + " timestamp uav38_distance_x uav38_distance_y uav38_distance_z \\\n", + "781 1.713638e+09 -63.810145 -2.106754 0.001549 \n", + "786 1.713638e+09 -63.810564 -2.106765 0.001536 \n", + "791 1.713638e+09 -63.811156 -2.106827 0.001780 \n", + "794 1.713638e+09 -63.811449 -2.106932 0.002102 \n", + "799 1.713638e+09 -63.820574 -2.106548 0.003619 \n", + "\n", + " uav39_distance_x uav39_distance_y uav39_distance_z value point_x \\\n", + "781 -67.615333 -1.917332 0.226842 [-2.0] [509.0] \n", + "786 -67.615170 -1.916776 0.226822 [-2.0] [509.0] \n", + "791 -67.614996 -1.916427 0.226781 [-2.0] [509.0] \n", + "794 -67.614923 -1.916191 0.235643 [-2.0] [509.0] \n", + "799 -67.614726 -1.915763 0.231350 [-2.0] [509.0] \n", + "\n", + " point_y relative_distance_y num_points error_count signal_3 \\\n", + "781 [268.0] 11.917332 1 1 0 \n", + "786 [268.0] 11.916776 1 1 0 \n", + "791 [266.0] 11.916427 1 1 0 \n", + "794 [265.0] 11.916191 1 1 0 \n", + "799 [265.0] 11.915763 1 1 0 \n", + "\n", + " signal_2 signal_1 signal_0 nearest_distance \n", + "781 0 0 0 10 \n", + "786 0 0 0 10 \n", + "791 0 0 0 10 \n", + "794 0 0 0 10 \n", + "799 0 0 0 10 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import os\n", + "import numpy as np\n", + "import ast\n", + "\n", + "# Experiment name\n", + "name_experiment = 'kl_exp1'\n", + "\n", + "# Paths\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/raw_csv_v2/' + name_experiment + '.csv')\n", + "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv_2/' + name_experiment + '_processed.csv')\n", + "\n", + "# Read data\n", + "data = pd.read_csv(input_csv_path)\n", + "data['value'] = data['value'].apply(lambda x: ast.literal_eval(x) if isinstance(x, str) else x)\n", + "data['point_x'] = data['point_x'].apply(lambda x: ast.literal_eval(x) if isinstance(x, str) else x)\n", + "data['point_y'] = data['point_y'].apply(lambda x: ast.literal_eval(x) if isinstance(x, str) else x)\n", + "\n", + "# Ensure the fields are lists\n", + "def ensure_list(x):\n", + " return x if isinstance(x, list) else [x]\n", + "\n", + "data['value'] = data['value'].apply(ensure_list)\n", + "data['point_x'] = data['point_x'].apply(ensure_list)\n", + "data['point_y'] = data['point_y'].apply(ensure_list)\n", + "\n", + "# Define center area of the image\n", + "image_height, image_width = 480, 752\n", + "center_x_min, center_x_max = 0.2 * image_width, 0.8 * image_width\n", + "center_y_min, center_y_max = 0.2 * image_height, 0.8 * image_height\n", + "\n", + "# Function to filter points in the center of the image\n", + "def filter_center_points(values, point_x, point_y):\n", + " filtered_values, filtered_point_x, filtered_point_y = [], [], []\n", + " for v, x, y in zip(values, point_x, point_y):\n", + " if center_x_min <= x <= center_x_max and center_y_min <= y <= center_y_max:\n", + " filtered_values.append(v)\n", + " filtered_point_x.append(x)\n", + " filtered_point_y.append(y)\n", + " return filtered_values, filtered_point_x, filtered_point_y\n", + "\n", + "# Apply filtering to each row\n", + "filtered_results = data.apply(\n", + " lambda row: filter_center_points(row['value'], row['point_x'], row['point_y']), axis=1\n", + ")\n", + "\n", + "# Update the DataFrame with filtered results\n", + "data['value'] = filtered_results.apply(lambda x: x[0])\n", + "data['point_x'] = filtered_results.apply(lambda x: x[1])\n", + "data['point_y'] = filtered_results.apply(lambda x: x[2])\n", + "\n", + "\n", + "# Fill missing values for UAV distances\n", + "uav_fields = ['uav38_distance_x', 'uav38_distance_y', 'uav38_distance_z', \n", + " 'uav39_distance_x', 'uav39_distance_y', 'uav39_distance_z']\n", + "\n", + "for field in uav_fields:\n", + " data[field] = data[field].fillna(method='ffill')\n", + "\n", + "\n", + "# Remove rows where 'value' is empty after filtering\n", + "data = data[data['value'].str.len() > 0]\n", + "\n", + "# Calculate relative distance_y\n", + "#data['relative_distance_y'] = np.abs(data['uav38_distance_y'] - data['uav39_distance_y'])\n", + "data['relative_distance_y'] = np.abs(data['uav39_distance_y'] - 10)\n", + "\n", + "# Calculate number of points\n", + "data['num_points'] = data['value'].apply(len)\n", + "\n", + "# Error rate calculation\n", + "def calculate_error_rate(values):\n", + " error_count = 0\n", + " for value in values:\n", + " if value not in [0.0, 1.0, 2.0, 3.0]:\n", + " error_count += 1\n", + " return error_count\n", + "\n", + "data['error_count'] = data['value'].apply(calculate_error_rate)\n", + "\n", + "# Signal occurrence functions\n", + "def check_signal_3(values):\n", + " return 1 if 3.0 in values else 0\n", + "\n", + "def check_signal_2(values):\n", + " return 1 if 2.0 in values else 0\n", + "\n", + "def check_signal_1(values):\n", + " return 1 if 1.0 in values else 0\n", + "\n", + "def check_signal_0(values):\n", + " return 1 if 0.0 in values else 0\n", + "\n", + "# Apply signal checks\n", + "data['signal_3'] = data['value'].apply(check_signal_3)\n", + "data['signal_2'] = data['value'].apply(check_signal_2)\n", + "data['signal_1'] = data['value'].apply(check_signal_1)\n", + "data['signal_0'] = data['value'].apply(check_signal_0)\n", + "\n", + "# Assign nearest distance\n", + "specified_distances = np.array([5, 10, 15, 20, 25, 30])\n", + "data['nearest_distance'] = specified_distances[np.abs(specified_distances[:, np.newaxis] - data['relative_distance_y'].values).argmin(axis=0)]\n", + "\n", + "# Save processed data\n", + "data.to_csv(cleaned_file_path, index=False)\n", + "\n", + "# Output path\n", + "cleaned_file_path\n", + "\n", + "# Display the first few rows\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import os\n", + "import numpy as np\n", + "import ast" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -235,24 +624,24 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1411\n", - "3457\n", - "3501\n", - "3499\n", - "3500\n", - "3632\n" + "1000\n", + "3062\n", + "2098\n", + "2099\n", + "2091\n", + "3435\n" ] } ], "source": [ - "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/standard_exp2_processed.csv')\n", + "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv_2/kl_exp1_processed.csv')\n", "specified_distances = np.array([5, 10, 15, 20, 25, 30])\n", "\n", "\n", @@ -260,10 +649,8 @@ "data = pd.read_csv(cleaned_file_path)\n", "\n", "#Take after the 6712th row\n", - "data = data.iloc[3356:]\n", + "#data = data.iloc[376:13954]\n", "\n", - "#Trim the data after 21940th row\n", - "data = data.iloc[:19000]\n", "\n", "indices_5 = data[data['nearest_distance'] == 5].index\n", "\n", @@ -285,29 +672,30 @@ "print(len(indices_25))\n", "print(len(indices_30))\n", "\n", - "data_standard = data\n" + "\n", + "data_kl_exp1 = data" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "971\n", - "3500\n", - "3500\n", - "3507\n", - "3493\n", - "4029\n" + "2444\n", + "2094\n", + "2100\n", + "2098\n", + "2094\n", + "2748\n" ] } ], "source": [ - "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/otsu_exp2_processed.csv')\n", + "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv_2/standard_exp3_processed.csv')\n", "specified_distances = np.array([5, 10, 15, 20, 25, 30])\n", "\n", "\n", @@ -315,10 +703,8 @@ "data = pd.read_csv(cleaned_file_path)\n", "\n", "#Take after the 6712th row\n", - "data = data.iloc[3787:]\n", + "data = data.iloc[376:13954]\n", "\n", - "#Trim the data after 21940th row\n", - "data = data.iloc[:19000]\n", "\n", "indices_5 = data[data['nearest_distance'] == 5].index\n", "\n", @@ -340,42 +726,39 @@ "print(len(indices_25))\n", "print(len(indices_30))\n", "\n", - "data_otsu_adaptive = data" + "\n", + "data_standard = data\n" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2405\n", - "5735\n", - "17545\n", - "3500\n", - "3500\n", - "28061\n" + "2618\n", + "2096\n", + "2096\n", + "2097\n", + "2095\n", + "2873\n" ] } ], "source": [ - "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/otsu_exp1_processed.csv')\n", + "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv_2/otsu_exp3_processed.csv')\n", "specified_distances = np.array([5, 10, 15, 20, 25, 30])\n", "\n", "\n", "\n", "data = pd.read_csv(cleaned_file_path)\n", "\n", - "data = data.iloc[6712:]\n", - "\n", - "\n", - "#8258\n", - "#Trim 3500 rows before the 8258th row\n", - "data = data.iloc[3500:]\n", - "\n", + "#Take after the 6712th row\n", + "#data = data.iloc[1839:31760]\n", + "data = data.iloc[1736:15611]\n", "\n", "indices_5 = data[data['nearest_distance'] == 5].index\n", "\n", @@ -397,218 +780,2657 @@ "print(len(indices_25))\n", "print(len(indices_30))\n", "\n", - "data_otsu_adaptive_exp1 = data\n" + "data_otsu_adaptive = data" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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timestampdistance_xvaluenum_pointserror_countsignal_3signal_2signal_1nearest_distance
1145.3088.070875[9.0, 11.0]220008
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" + ], + "text/plain": [ + " timestamp distance_x value num_points error_count \\\n", + "1 145.308 8.070875 [9.0, 11.0] 2 2 \n", + "3 145.316 8.070875 [1.0, 3.0, 5.0, 4.0, 7.0] 5 3 \n", + "5 145.328 8.070875 [9.0, 11.0] 2 2 \n", + "6 145.336 8.070875 [1.0, 3.0, 5.0, 4.0, 7.0] 5 3 \n", + "8 145.344 8.070875 [9.0, 11.0] 2 2 \n", + "\n", + " signal_3 signal_2 signal_1 nearest_distance \n", + "1 0 0 0 8 \n", + "3 1 0 1 8 \n", + "5 0 0 0 8 \n", + "6 1 0 1 8 \n", + "8 0 0 0 8 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import os\n", + "import numpy as np\n", + "\n", + "import ast\n", + "\n", + "\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/raw_csv/otsu_multiple_topics.csv')\n", + "data = pd.read_csv(input_csv_path)\n", + "\n", + "#Ensure that the 'value' column is a list\n", + "data['value'] = data['value'].apply(lambda x: ast.literal_eval(x) if isinstance(x, str) else x)\n", + "\n", + "#Relative distance to the target (TX is at 10m from origin, and we recorded the position of the RX)\n", + "data['distance_x'] = 10.0 - data['distance_x']\n", + "\n", + "data['distance_x'] = data['distance_x'].fillna(method='ffill')\n", + "\n", + "# Remove missing 'value'\n", + "data = data.dropna(subset=['value'])\n", + "\n", + "#Add a column for the number of points in each row\n", + "data['num_points'] = data['value'].apply(len)\n", + "\n", + "\n", + "def calculate_error_rate(values):\n", + " error_count = 0\n", + " for value in values:\n", + " if value not in [1.0, 2.0, 3.0]:\n", + " #return sum(1 for value in values if value not in [1.0, 2.0, 3.0])\n", + " error_count += 1\n", + " \n", + " return error_count\n", + "\n", + "data['error_count'] = data['value'].apply(calculate_error_rate)\n", + "\n", + "#Function to check occurrence of signal 3\n", + "def check_signal_3(values):\n", + " return 1 if 3.0 in values else 0\n", + "\n", + "#Function to check occurrence of signal 2\n", + "def check_signal_2(values):\n", + " return 1 if 2.0 in values else 0\n", + "\n", + "#Function to check occurrence of signal 1\n", + "def check_signal_1(values):\n", + " return 1 if 1.0 in values else 0\n", + "\n", + "\n", + "# Check if the signal 3 is still present\n", + "data['signal_3'] = data['value'].apply(check_signal_3)\n", + "\n", + "# Check if the signal 2 is still present\n", + "data['signal_2'] = data['value'].apply(check_signal_2)\n", + "\n", + "# Check if the signal 1 is still present\n", + "data['signal_1'] = data['value'].apply(check_signal_1)\n", + "\n", + "\n", + "specified_distances = np.array([5, 8, 11, 14, 17, 20])\n", + "\n", + "# Assigning each data point to the nearest specified distance\n", + "data['nearest_distance'] = specified_distances[np.abs(specified_distances[:, np.newaxis] - data['distance_x'].values).argmin(axis=0)]\n", + "\n", + "# Save the cleaned data to a new CSV file\n", + "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/processed_csv/otsu_multiple_topics_processed.csv')\n", + "\n", + "data.to_csv(cleaned_file_path, index=False)\n", + "\n", + "cleaned_file_path \n", + "\n", + "\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading the static measurments datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timestampuav38_distance_xuav38_distance_yuav38_distance_zuav39_distance_xuav39_distance_yuav39_distance_zvaluerelative_distance_ynum_pointserror_countsignal_3signal_2signal_1signal_0nearest_distance
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31.713793e+09NaNNaNNaNNaNNaNNaN[]NaN0000005
41.713793e+09NaNNaNNaNNaNNaNNaN[]NaN0000005
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" + ], + "text/plain": [ + " timestamp uav38_distance_x uav38_distance_y uav38_distance_z \\\n", + "0 1.713793e+09 NaN NaN NaN \n", + "1 1.713793e+09 NaN NaN NaN \n", + "2 1.713793e+09 NaN NaN NaN \n", + "3 1.713793e+09 NaN NaN NaN \n", + "4 1.713793e+09 NaN NaN NaN \n", + "\n", + " uav39_distance_x uav39_distance_y uav39_distance_z value \\\n", + "0 NaN NaN NaN [] \n", + "1 NaN NaN NaN [] \n", + "2 NaN NaN NaN [] \n", + "3 NaN NaN NaN [] \n", + "4 NaN NaN NaN [] \n", + "\n", + " relative_distance_y num_points error_count signal_3 signal_2 signal_1 \\\n", + "0 NaN 0 0 0 0 0 \n", + "1 NaN 0 0 0 0 0 \n", + "2 NaN 0 0 0 0 0 \n", + "3 NaN 0 0 0 0 0 \n", + "4 NaN 0 0 0 0 0 \n", + "\n", + " signal_0 nearest_distance \n", + "0 0 5 \n", + "1 0 5 \n", + "2 0 5 \n", + "3 0 5 \n", + "4 0 5 " + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Loading the data\n", + "import pandas as pd\n", + "import os\n", + "import numpy as np\n", + "\n", + "\n", + "\"\"\" # Load the data of threshold 50\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_standard_th_50_v2_processed.csv')\n", + "data_static_50 = pd.read_csv(input_csv_path)\n", + "data_static_50.head(5)\n", + "\n", + "# Load the data of threshold 100 \n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_standard_th_100_v2_1_processed.csv')\n", + "data_static_100 = pd.read_csv(input_csv_path)\n", + "\n", + "# Load the data of threshold 150\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_standard_th_150_v2_processed.csv')\n", + "data_static_150 = pd.read_csv(input_csv_path)\n", + "\n", + "# Load the data of threshold 200\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_standard_th_200_v2_processed.csv')\n", + "data_static_200 = pd.read_csv(input_csv_path)\n", + "data_static_200.head(5)\n", + "\n", + " \n", + "#Load the data of adaptive\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_kl_adaptive_v2_processed.csv')\n", + "data_static_kl_adaptive = pd.read_csv(input_csv_path)\n", + "data_static_kl_adaptive.head(5)\n", + "\n", + "#Load the data of otsu adaptive\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_otsu_adaptive_v2_processed.csv')\n", + "data_static_otsu_adaptive = pd.read_csv(input_csv_path)\n", + "data_static_otsu_adaptive.head(5) \n", + " \"\"\"\n", + "\n", + "\n", + "\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/otsu_exp3_processed.csv')\n", + "data_otsu_adaptive = pd.read_csv(input_csv_path)\n", + "data_otsu_adaptive.head(5)\n", + "\n", + "#Data for the standard\n", + "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/standard_exp3_processed.csv')\n", + "data_standard = pd.read_csv(input_csv_path)\n", + "data_standard.head(5)\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adaptive Otsu Thresholding (1000us)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
0578545640.071811
11062885420.086196
215642435380.550747
320634846450.731727
425649263730.981670
530865786500.999191
\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 7854 564 0.071811\n", + "1 10 6288 542 0.086196\n", + "2 15 6424 3538 0.550747\n", + "3 20 6348 4645 0.731727\n", + "4 25 6492 6373 0.981670\n", + "5 30 8657 8650 0.999191" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "otsu_adaptive_summary = data_otsu_adaptive.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "otsu_adaptive_summary['error_rate'] = otsu_adaptive_summary['total_errors'] / otsu_adaptive_summary['total_entries']\n", + "otsu_adaptive_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the error rate for otsu adaptive\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(otsu_adaptive_summary['nearest_distance'], otsu_adaptive_summary['error_rate'], marker='o')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for Otsu adaptive thresholding')\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
0580407020.087313
11050194240.084479
21522744260.187335
320748942240.564027
425737555740.755797
53016976168090.990163
\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 8040 702 0.087313\n", + "1 10 5019 424 0.084479\n", + "2 15 2274 426 0.187335\n", + "3 20 7489 4224 0.564027\n", + "4 25 7375 5574 0.755797\n", + "5 30 16976 16809 0.990163" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "otsu_adaptive_summary = data_otsu_adaptive.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "otsu_adaptive_summary['error_rate'] = otsu_adaptive_summary['total_errors'] / otsu_adaptive_summary['total_entries']\n", + "otsu_adaptive_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adaptive KL-Divergence Minimization (1000us)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
0578427540.096149
110668510610.158714
215913559450.650794
320684661150.893222
425637863670.998275
530910991010.999122
\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 7842 754 0.096149\n", + "1 10 6685 1061 0.158714\n", + "2 15 9135 5945 0.650794\n", + "3 20 6846 6115 0.893222\n", + "4 25 6378 6367 0.998275\n", + "5 30 9109 9101 0.999122" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "kl_adaptive_summary = data_kl_adaptive.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "kl_adaptive_summary['error_rate'] = kl_adaptive_summary['total_errors'] / kl_adaptive_summary['total_entries']\n", + "kl_adaptive_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the error rate for kl adaptive\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(kl_adaptive_summary['nearest_distance'], kl_adaptive_summary['error_rate'], marker='o')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for KL adaptive thresholding')\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
05796012030.151131
11014902120.142282
215701812840.182958
320948062400.658228
425720064540.896389
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\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 7960 1203 0.151131\n", + "1 10 1490 212 0.142282\n", + "2 15 7018 1284 0.182958\n", + "3 20 9480 6240 0.658228\n", + "4 25 7200 6454 0.896389\n", + "5 30 17306 17285 0.998787" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "kl_adaptive_summary = data_kl_adaptive.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "kl_adaptive_summary['error_rate'] = kl_adaptive_summary['total_errors'] / kl_adaptive_summary['total_entries']\n", + "kl_adaptive_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Static Thresholding (1000us)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
0573325790.078969
11062825060.080548
215632535370.559209
320481746900.973635
425426642360.992968
530464344750.963816
\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 7332 579 0.078969\n", + "1 10 6282 506 0.080548\n", + "2 15 6325 3537 0.559209\n", + "3 20 4817 4690 0.973635\n", + "4 25 4266 4236 0.992968\n", + "5 30 4643 4475 0.963816" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of standard data\n", + "\n", + "standard_summary = data_standard.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "standard_summary['error_rate'] = standard_summary['total_errors'] / standard_summary['total_entries']\n", + "standard_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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nearest_distancetotal_entriestotal_errorserror_rate
0575897210.095006
11064665400.083514
215651136620.562433
320500948700.972250
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" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 7589 721 0.095006\n", + "1 10 6466 540 0.083514\n", + "2 15 6511 3662 0.562433\n", + "3 20 5009 4870 0.972250\n", + "4 25 4460 4430 0.993274\n", + "5 30 4819 4651 0.965138" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of standard data\n", + "\n", + "standard_summary = data_standard.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "standard_summary['error_rate'] = standard_summary['total_errors'] / standard_summary['total_entries']\n", + "standard_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adaptive Otsu Thresholding (500us)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
0568883730.054152
11062612740.043763
215634615340.241727
320648355750.859941
425641063380.988768
530688167970.987792
\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 6888 373 0.054152\n", + "1 10 6261 274 0.043763\n", + "2 15 6346 1534 0.241727\n", + "3 20 6483 5575 0.859941\n", + "4 25 6410 6338 0.988768\n", + "5 30 6881 6797 0.987792" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "otsu_adaptive_ex500_summary = data_adaptive_ex500.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "otsu_adaptive_ex500_summary['error_rate'] = otsu_adaptive_ex500_summary['total_errors'] / otsu_adaptive_ex500_summary['total_entries']\n", + "otsu_adaptive_ex500_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the error rate for otsu adaptive\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(otsu_adaptive_ex500_summary['nearest_distance'], otsu_adaptive_ex500_summary['error_rate'], marker='o')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for Otsu adaptive thresholding')\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
0556994200.073697
11028861880.065142
21565166070.093155
320681421790.319783
425675459230.876962
53013425132040.983538
\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 5699 420 0.073697\n", + "1 10 2886 188 0.065142\n", + "2 15 6516 607 0.093155\n", + "3 20 6814 2179 0.319783\n", + "4 25 6754 5923 0.876962\n", + "5 30 13425 13204 0.983538" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "otsu_adaptive_ex500_summary = data_adaptive_ex500.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "otsu_adaptive_ex500_summary['error_rate'] = otsu_adaptive_ex500_summary['total_errors'] / otsu_adaptive_ex500_summary['total_entries']\n", + "otsu_adaptive_ex500_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adaptive KL-Divergence Minimization (500us)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
05959620980.218633
110745114470.194202
215810949450.609816
320676765850.973105
425620461100.984848
530737472380.981557
\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 9596 2098 0.218633\n", + "1 10 7451 1447 0.194202\n", + "2 15 8109 4945 0.609816\n", + "3 20 6767 6585 0.973105\n", + "4 25 6204 6110 0.984848\n", + "5 30 7374 7238 0.981557" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "kl_adaptive_ex500_summary = data_kl_adaptive_ex500.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "kl_adaptive_ex500_summary['error_rate'] = kl_adaptive_ex500_summary['total_errors'] / kl_adaptive_ex500_summary['total_entries']\n", + "kl_adaptive_ex500_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the error rate for kl adaptive\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(kl_adaptive_ex500_summary['nearest_distance'], kl_adaptive_ex500_summary['error_rate'], marker='o')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for KL adaptive thresholding')\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
051251749460.395143
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2151281996500.752789
32011810116160.983573
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\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 12517 4946 0.395143\n", + "1 10 12887 6869 0.533018\n", + "2 15 12819 9650 0.752789\n", + "3 20 11810 11616 0.983573\n", + "4 25 8943 8846 0.989154\n", + "5 30 8271 8134 0.983436" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "kl_adaptive_ex500_summary = data_kl_adaptive_ex500.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "kl_adaptive_ex500_summary['error_rate'] = kl_adaptive_ex500_summary['total_errors'] / kl_adaptive_ex500_summary['total_entries']\n", + "kl_adaptive_ex500_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Static thresholding (500us)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
05116486880.059066
11062882630.041826
215623137140.596052
320420338260.910302
425210814640.694497
530296829440.991914
\n", + "
" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 11648 688 0.059066\n", + "1 10 6288 263 0.041826\n", + "2 15 6231 3714 0.596052\n", + "3 20 4203 3826 0.910302\n", + "4 25 2108 1464 0.694497\n", + "5 30 2968 2944 0.991914" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "standard_ex500_summary = data_standard_ex500.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "standard_ex500_summary['error_rate'] = standard_ex500_summary['total_errors'] / standard_ex500_summary['total_entries']\n", + "standard_ex500_summary" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vvQSZTIZvvvmm0tPiQUFB2LhxI8LDw9GpUyc4ODhg0KBBGDNmDL7//ntMmTIFO3fuRNeuXVFaWorTp0/j+++/196LRx9ubm6YPXs2IiMj0b9/fwwePBiJiYlYsmQJOnXqhNGjR9/X/p45cwa9evXCc889h1atWsHKygo///wz0tLSMHz4cJ19/eqrr/D++++jadOmcHd3x2OPPYYnnngCc+fOxfjx49GlSxccO3YM33777X1/5kqlEu+//z4mT56Mxx57DMOGDUNSUhJWrVpVYZtPPPEEfvrpJzz55JMYOHAgkpKSEBUVhVatWiEvL69G7xcZGYno6Gh069YNL774IkpKSvDll1+idevWOHr06D1fX9UxYAg1PY7mzp2L3bt3Y+DAgfD19UV6ejqWLFmCRo0aae8XVVNKpRL//e9/MX78ePTo0QMjRozQloL7+flh1qxZVb42MDAQI0aMwJIlS5CdnY0uXbpg+/btBj+j8vrrr2PdunXo06cPZsyYoS0Fb9y4MTIzM416No1MQLI6LaI7VFcKDkCsWrVKCPFvOW5lJceVlT6XU6vVIjIyUvj7+wulUil8fHzE7NmzdUqyhSgrIx04cGCN4+7Ro4do3bp1pc/t27dPPPzww8LW1lZ4e3uL119/XWzdulUAEDt37tSul5eXJ0aOHCnq1asnAOiUBBcXF4v//ve/onXr1kKlUon69euLoKAgERkZKbKzs6uNrbrxWLRokWjRooVQKpXCw8NDTJ06Vdy8ebPG+3a3jIwMMW3aNNGiRQthb28vnJ2dRUhIiPj+++911ktNTRUDBw4Ujo6OOiXZhYWF4pVXXhFeXl7C1tZWdO3aVcTFxYkePXrolG2XlyJv2rRJZ7vlx0X5cVJuyZIlwt/fX6hUKhEcHCx2795dYZsajUbMnz9f+Pr6CpVKJTp06CB+++03ERYWpvNZVHfsCSHErl27RFBQkLC2thZNmjQRUVFRFcqcq1LVMaDP/lb3edXkONq+fbsYMmSI8Pb2FtbW1sLb21uMGDFCnDlzRrsdfcd/48aNokOHDkKlUgkXFxcxatQoceXKFZ11KhujW7duiZdeekk0aNBA2Nvbi0GDBonLly/XuBS8su/huz93IYQ4cuSI6Natm1CpVKJRo0ZiwYIF4osvvhAARGpqaqVjSeZBJgRnWBEREQFlE+OXLl2KvLw8tnYwY5xzQ0REddKtW7d0Ht+4cQPffPMNHnnkESY2Zo5zboiIqE4KDQ3Fo48+ipYtWyItLQ0rVqxATk4O3n33XalDowfE5IaIiOqkxx9/HD/88AOWLVsGmUyGjh07YsWKFTq3byDzxDk3REREZFE454aIiIgsCpMbIiIisih1bs6NRqPBtWvX4OjoyJs0ERERmQkhBHJzc+Ht7V2hmevd6lxyc+3aNZM0HCQiIiLDu3z5Mho1alTtOnUuuXF0dARQNjhOTk4G3bZarca2bdvQt29fKJVKg26b/sVxNg2Os2lwnE2HY20axhrnnJwc+Pj4aH+PV6fOJTfll6KcnJyMktzY2dnBycmJ3zhGxHE2DY6zaXCcTYdjbRrGHueaTCnhhGIiIiKyKExuiIiIyKIwuSEiIiKLwuSGiIiILAqTGyIiIrIoTG6IiIjIojC5ISIiIosiaXKze/duDBo0CN7e3pDJZNi8efM9XxMbG4uOHTtCpVKhadOmWL16tdHjJCIiIvMhaXKTn5+P9u3bY/HixTVaPykpCQMHDkTPnj2RkJCAmTNn4oUXXsDWrVuNHCkRERGZC0nvUDxgwAAMGDCgxutHRUXB398fn3zyCQCgZcuW2Lt3Lz777DP069fPWGESERFRDZRqBA4kZeJwhgwNkjIR2tQdCrnpm1SbVfuFuLg49O7dW2dZv379MHPmzCpfU1RUhKKiIu3jnJwcAGW3h1ar1QaNr3x7ht4u6eI4mwbH2TQ4zqbDsTaurSfS8P4fp5GaUwRAgbVnD8HTSYV3Hm+Bfq09Hnj7+nxuZpXcpKamwsNDd4A8PDyQk5ODW7duwdbWtsJrFixYgMjIyArLt23bBjs7O6PEGRMTY5Ttki6Os2lwnE2D42w6HGvD++eGDCvPlM90+fdMTWpOIaZvSMDzD2nQvoF4oPcoKCio8bpmldzcj9mzZyM8PFz7uLyraN++fY3SODMmJgZ9+vRhUzYj4jibBsfZNDjOpsOxNo5SjcCCT3YDKKrkWRlkALak2eH1Ud0f6BJV+ZWXmjCr5MbT0xNpaWk6y9LS0uDk5FTpWRsAUKlUUKlUFZYrlUqjHdzG3Db9i+NsGhxn0+A4mw7H2rAOnb9x+1JU5QSAlOwiHLmSi9CABvf9Pvp8ZmZ1n5vQ0FBs375dZ1lMTAxCQ0MlioiIiKhuS88tNOh6hiBpcpOXl4eEhAQkJCQAKCv1TkhIQHJyMoCyS0pjx47Vrj9lyhRcuHABr7/+Ok6fPo0lS5bg+++/x6xZs6QIn4iIqM5zd7Qx6HqGIGlyc+jQIXTo0AEdOnQAAISHh6NDhw6YM2cOACAlJUWb6ACAv78/fv/9d8TExKB9+/b45JNP8PXXX7MMnIiISCKtvZ1gVc1cGhkAL2cbdPZ3MVlMks65efTRRyFE1bOnK7v78KOPPoojR44YMSoiIiKqiVKNwKyNCSjRVP67vDzliRjUyqT3uzGrOTdERERUe8z77SS2n06HykqO1/s1h5ez7qUnT2cbfDW6I/q38TJpXGZVLUVERES1w+p9SVj910UAwGfDAvF4Wy9M7hGAuHPp2LbnAPp2C+EdiomIiMg87Didhrm/nQQAvDmgBR5vW3ZmRiGXIcTfBTdOCYT4u0iS2AC8LEVERER6OHEtG9PXH4FGAMM7+WBy9yZSh1QBkxsiIiKqkdTsQjy/+m8UFJfikaaumDe0DWQyac7OVIfJDREREd1TflEJnl/9N9JyitDM3QFLRneEUlE704jaGRURERHVGqUagZe+O4KTKTlwdbDGynGd4GRTe1tYMLkhIiKiat1Z8r18bDB8XOykDqlaTG6IiIioSneWfC8cFogOjetLG1ANMLkhIiKiSm0/pVvyPaCtaW/Gd7+Y3BAREVEFx69mY8Z3ZSXfIzrXzpLvqjC5ISIiIh0p2bcwYU1ZyXe3Zq6YO6R2lnxXhckNERERaeUXlWDC6kPaku/Fo2pvyXdVzCtaIiIiMppSjcAMMyr5rgqTGyIiIgJQVvK943bJ99dhnWp9yXdVmNwQERERVt1V8h3oU0/SeB4EkxsiIqI6bvupNMy7XfI924xKvqvC5IaIiKgOu7vke5IZlXxXhckNERFRHWXuJd9VYXJDRERUB+XdUfL9kId5lnxXxTL2gojIDJVqBA4kZeJwhgwHkjJRqhFSh0R1REmp5o4u3yqsCDPPku+qWEkdABFRXRR9PAWRv55ESnYhAAXWnj0EL2cbRAxqhf5tzHsyJ9V+7/9+CjtOp8NGKcfXYbW/y7e+eOaGiMjEoo+nYOq6+NuJzb9SswsxdV08oo+nSBQZ1QXlJd8yGfDZc+Zd8l0VJjdERCZUqhGI/PUkKrsAVb4s8teTvERFRvHnyX9Lvt/sb/4l31VhckNEZEIHkzIrnLG5kwCQkl2Ig0mZpguK6oTjV7Px0obyku/GFlHyXRUmN0REJpSeW3Vicz/rEdVExZLv1hZR8l0VJjdERCbk7mhj0PWI7iWvqATPW2jJd1Use++IiGqZzv4uaGBvXe06MpSV6hI9qJJSDWasj8ep2yXf5trlW19MboiITOhGXhFKNNUnLgLA+NV/47uDyaYJiizWvN9OYmfidW3Jd6P6llXyXRUmN0REJlJUUorJ6w4j+1YJvJxs4OGk0nney9kGXwwPxJBAb5RoBGb/dAz/+Z2VU3R/Vu1Lwpq4S5DJzL/Lt754Ez8iIhMQQuCdn4/jSHIWnGys8N2kh+HjYoe4c+nYtucA+nYLQWhTdyjkMgxq740mrg747M8zWL4nCUkZBfh8eCDsVfyRTTXz58k0zL2jy3dduzEkz9wQEZnAmr8uYtPhK5DLgEUjO8LP1R4KuQwh/i4IchUI8XeBQl5WvSKTyfBy72b4YkQHWFvJ8eepNDwbFYeU7FsS7wWZg/Iu3+J2yffEbpZb8l0VJjdEREb217kMzPv9FABg9oCW6P6QW41eN7i9NzZMehiuDtY4mZKDIYv24eiVLCNGSuauvOT7lrpulHxXhckNEZERXc4swLT18SjVCDzZoSFe6Oav1+s7Nq6Pn1/siuYejkjPLcJzS+Ow5RjbM1BFdbHkuyp1c6+JiEwgv6gEE9cews0CNdo1csaCp9re11/RPi52+GFqKB5t7oZCtQZTv43H4p3nIAQnGlOZulryXRUmN0RERiCEwKub/sHp1Fy4OqiwdEwQbJSK+96eo40SX48NxrgufgCAj7Ym4rUfjqK4hPfDqeuEEJh7R8n3ijpU8l0VJjdEREawaMc5bDmeCqVChqVjOsLL2faBt2mlkOO9wa0xd0hrKOQy/HD4CkavOICb+cUGiJjM1ap9F7FWW/LdAe3rUMl3VZjcEBEZWMzJNHwScwYAMHdIGwT5uhh0+2ND/bByXCc4qqxwMCkTQ5fsw/nreQZ9DzIPMSfTMO/3O0u+PSWOqHZgckNEZEBn03Ixa2MCAGBsqC9GdG5slPfp8ZAbfnyxCxrVt8WlGwV4cvE+/HUuwyjvRbXT8avZeOl2yffIkLpZ8l0VJjdERAaSXaDGxLWHkFdUghB/F7z7RCujvt9DHo7YPK0rOjauh5zCEoxdeRAb2LKhTriWdQvPr/635DtycN0s+a4KkxsiIgMo1QjM2HAEF28UoGE9WywxURmuq4MK6yc+rG3Z8CZbNli8spLvv5GeW4TmHo51uuS7KhwNIiID+DD6NHafKatWWTY2CA0cVPd+kYHYKBVYOCwQs3o/BABYvicJk785jPyiEpPFQKZRXvJdXoW3YlxwnS75rgqTGyKiB7T5yFUs3X0BAPDxs+3R2tvZ5DGwZYPlY8l3zTG5ISJ6AMeuZOONH48CAKb1DMAT7bwljYctGywXS75rjskNEdF9up5bhEnfHEJRiQaPtXDHK32aSx0SgMpbNkQfZ8sGc3ZnyfdbA1qy5PsemNwQEd2H4hINpq47jJTsQjRxs8fC4YGQy2tPtUp5y4YeD5W1bJiyLh5LYtmywRwdu6Jb8q1vf7K6iMkNEZGehBCI+N9xHLp0E442Vlg+tnZO6nS0UWJF2L8tGz6MZssGc3Mt698u390fcsNclnzXCJMbIiI9rTuQjO8OXoZMBnwxogMC3BykDqlKd7ZskMvAlg1mpELJ98gOsGLJd41wlIiI9HDgwg1E/u8EAOD1fi3Qs7m7xBHVzN0tG55ky4ZaraRUg+m3S77dHFVYOb4THGvh2cHaiskNEVENXblZgBe/jUeJRmBQe29M6WFet7t/tLm7tmXDRbZsqLWEEIj89SRi7yj5bljvwRuv1iVMboiIauBWcSkmrT2MG/nFaO3thA+fbmeWcx/YsqH2W7nvIr7Z/2/Jd7tG9aQOyewwuSEiugchBF774R+cTMlBA3trLBsbDFtrhdRh3bfylg2D2//bsmH+H6fYsqEW2HYiFe+z5PuBMbkhIrqHqF0X8NvRFFjJZVgyqqNFXCKwUSrw+fB/WzYs232BLRskduxKNl7ekMCSbwNgckNEVI2dp9Px4dbTAID3BrdGSJMGEkdkOGzZUHuw5NuwmNwQEVXh/PU8nZunjX7YV+qQjGJwe298N1G3ZcOxK9lSh1VnsOTb8Dh6RESVyClUY+LaQ8gtKkEnv/p4b1BrqUMyqiDfspYND3k4ID23CM8u/YstG0yAJd/GweSGiOgupRqBmRsScOF6PrycbbBkVBCsrSz/x6WPix1+nNqFLRtMhCXfxmP5361ERHr6ZFsidpxOh8pKjmVjguHmqJI6JJMpb9kQFlp2Ce7D6ES8zpYNRsGSb+NhckNEdIdf/7mGJbHnAQAfPtMObRs5SxyR6Vkp5Igc0gaRg8taNmxiywaDY8m3cTG5ISK67cS1bLz2wz8AgMndm2BIYEOJI5JWWJeylg0ObNlgUHeWfI9iybdRSJ7cLF68GH5+frCxsUFISAgOHjxY7foLFy5E8+bNYWtrCx8fH8yaNQuFhYUmipaILNWNvCJMWnsYhWoNejzkhtf7t5A6pFrh0ebu+HHqXS0bzrNlw/26u+Q7kiXfRiFpcrNx40aEh4cjIiIC8fHxaN++Pfr164f09PRK11+/fj3efPNNRERE4NSpU1ixYgU2btyIt956y8SRE5ElUZdqMPXbeFzNugV/V3t8MbwDFHL+winX3POulg0r2LLhfuQWqrUl3y08WfJtTJKO6qeffoqJEydi/PjxaNWqFaKiomBnZ4eVK1dWuv5ff/2Frl27YuTIkfDz80Pfvn0xYsSIe57tISKqztxfT+JgUiYcVFZYPjYIznYsxb0bWzY8mLKS7yPaku8V41jybUxWUr1xcXExDh8+jNmzZ2uXyeVy9O7dG3FxcZW+pkuXLli3bh0OHjyIzp0748KFC/jjjz8wZsyYKt+nqKgIRUVF2sc5OTkAALVaDbVabaC9gXabd/5LxsFxNo26Ms4bD13RVqx8/Ewb+Na3Mek+m9M4KwB8/HRr+LnY4oud57Fs9wVcSM/Fx8+0hb1Ksl8nNSbVWAsh8N5vp7DrTFnJ99JRgXC3tzKLz/x+GGuc9dmeTEh0A4Nr166hYcOG+OuvvxAaGqpd/vrrr2PXrl04cOBApa/74osv8Oqrr0IIgZKSEkyZMgVfffVVle/z3nvvITIyssLy9evXw87O7sF3hIjM1oUcYNFJBUqFDAN9StG3Ec9C1NThDBnWn5OjRMjQ0E5gUotS1Ks7FfN62XlNhs2XFJBB4PnmGrRz4XF2PwoKCjBy5EhkZ2fDycmp2nVrf6p9h9jYWMyfPx9LlixBSEgIzp07h5dffhnz5s3Du+++W+lrZs+ejfDwcO3jnJwc+Pj4oG/fvvccHH2p1WrExMSgT58+UCp5utFYOM6mYenjnJJdiHlR+1EqijGgtQc+G9ZOkomd5jrOjwN4IjkLU9YfwdV8NZactUfUqA5o09CwP1cNSYqx/vNUOn7ZnwAAeLN/czzf1c8k7yslY41z+ZWXmpAsuXF1dYVCoUBaWprO8rS0NHh6Vl7v/+6772LMmDF44YUXAABt27ZFfn4+Jk2ahLfffhtyecUpRCqVCipVxT8nlEql0Q5uY26b/sVxNg1LHOdCdSmmffcPMvKK0cLTEZ8MC4S1tbR/65njOHcOcMMv0x7BhDV/40xaHkasOIiFwwLRv42X1KFVy1RjfexKNsI3HdOWfE/q0bROVUYZepz12ZZkE4qtra0RFBSE7du3a5dpNBps375d5zLVnQoKCiokMAqFAgB4e3AiqhEhBGb/dAzHrmajvp0Sy8cGw07ixMacVday4avY83X+Z/LVrFt4/nbJdw+WfJucpNVS4eHhWL58OdasWYNTp05h6tSpyM/Px/jx4wEAY8eO1ZlwPGjQIHz11VfYsGEDkpKSEBMTg3fffReDBg3SJjlERNX5ek8Sfj5yFQq5DItHdYSPC+fePai7Wzb8N/p0nW7ZkFuoxoTVf+P67ZLvRSz5NjlJ/1wZNmwYrl+/jjlz5iA1NRWBgYGIjo6Gh4cHACA5OVnnTM0777wDmUyGd955B1evXoWbmxsGDRqE//znP1LtAhGZkV1nrmPBllMAgDlPtEKXAFeJI7Ic5S0bmrg5IPLXE9h0+AqSMwsQNToI9e2tpQ7PZFjyXTtIfi52+vTpmD59eqXPxcbG6jy2srJCREQEIiIiTBAZEVmSixn5mLE+HhoBPBfcCGNvn2Ugwwrr4gffBnaYvv4IDtxu2bByXCc0cXOQOjSjE0LgvV9PaEu+2eVbOjxPRkQWL7dQjRfWHkJOYQk6NK6HeUPbcP6DEZW3bGhY73bLhiV/1YmWDSv2JmHd/mTIZMDnw9nlW0pMbojIomk0ArM2/oNz6XnwcFJh6eggqKw4R8/Yyls2dGhcD9m31Bi74iA2/m25LRu2nkjFf/4ou+T59uMt0a81u3xLickNEVm0hX+ewZ+n0mBtJcfSMcFwd7KROqQ6w81Rhe/uaNnwxo/HsOCPU9BYWMuGo1eyMPN2l+/RDzfGhEfY5VtqTG6IyGJtOZaCL3acAwAseLItAn3qSRtQHWSjVODz4YGY2bsZAGDp7guYsu4wCopLJI7MMK5m3cKENYe0Jd/vDWLJd23A5IaILNKplBy8sukfAMCER/zxdFAjiSOqu2QyGWb2fgifDw+EtZUc206m4dmoOKRmF0od2gNhyXftxU+BiCxOZn4xJq49hILiUjzS1BWzB7SQOiQCMCSwIb6bGIIG9tY4cS0HQxbvxbEr2VKHdV9Y8l27MbkhIotS9ksnHldu3kJjFzv+NV3LBPm6YPO0rnjIwwFpOUV4bmkcoo+nSh2WXoQQiPhfWcm3rVKBlWGdWPJdy/A7nogsyn/+OIW/zt+AnbUCy8cGo55d3bmBnLnwcbHDD7dbNtxSl2Lqt4cRtct8Wjas2JuEbw+Ul3wHom0jZ6lDorswuSEii/H9octYte8iAODT5wLR3NNR2oCoSk53tGwQAvhgy2m88WPtb9lwd8l3X5Z810pMbojIIsQn38Q7Px8HAMzs3Qz92/CXTm1X3rIhcnBryGXA94euYOzKA8gqKJY6tEodvZKFlzccYcm3GWByQ0RmLy2nEFO+OYziUg36tfbAS481kzok0kNYFz+sGNcJDior7L+QiSeX/IUL1/OkDktHecl3oVrDkm8zwOSGiMxaoboUk785jPTcIjzk4YBPnguEXM5fOuam5x0tG5Iy8mtVywaWfJsffjpEZLaEEHj75+NIuJwFZ1sllo8NhoNK8n7AdJ8qa9nw/d+XJY3pzpJvd0cVVrLk2ywwuSEis7Vq30X8GH8FchmweGRH+DawlzokekDlLRsG3W7Z8PqPRyVr2XB3yfeKsE7wZsm3WWByQ0Rmad+5DG3VyluPt8QjzVwljogMxUapwBfDA/FyL2lbNrDk23wxuSEis5N8owDT1sejVCPwVMeGrFqxQDKZDLP6SNeygSXf5o3JDRGZlfyiEkxcewhZBWq0b+SM+U+2ZdWKBausZcPxq8Zt2XBnyfeYh32ZPJshJjdEZDY0GoFXvv8HiWll/XyWjgmGjVIhdVhkZOUtG5q5l7VseDYqDltPGKdlw50l3482d0PEoFZMns0QkxsiMhuLdp5D9IlUWCvkiBodBE9nG6lDIhPxcbHDjy92QffbLRumrDN8y4bcQjWeX/VvyfeXI1jyba74qRGRWdh2IhWfxpwBALw/tA2CfOtLHBGZmpONEivDgjHWCC0bSko1mLb+CBLTWPJtCZjcEFGtdyYtF7M2JgAAxnXxw3OdfKQNiCRjpZBj7pA2eG9QK4O1bCgv+d7Nkm+LweSGiGq1rIJiTFx7CPnFpQht0gBvD2wpdUhUC4zr6m+wlg0s+bY8TG6IqNYqKdVgxndHcOlGARrVt8XiUR2h5BwIuq2ylg1x52/otY07S77fGdiKJd8Wgj8liKjW+m/0aew5mwFbpQLLxgTDxd5a6pColrm7ZcOYFQdq3LLh7pLv57v6GTdYMhkmN0RUK/0UfwXL9yQBAD5+tj1aeTtJHBHVVpW2bNhSfcsGlnxbNiY3RFTr/HM5C2/+dAwAMOOxphjYzkviiKi2q9CyYZduy4ZSjcCBpEwczpBhZ+J1jF958I4u3x1Z8m1h2D6XiGqV9NxCTP7mMIpLNOjd0h2zej8kdUhkJspbNjRxs8drm45i28k0PLc0DqNCfPHF9rNIyS4EoMDas0cAAE42Vlh5e1IyWRamqkRUaxSVlGLqunik5hSiqbsDPhsWCLmclwpIP0MCG+K7SWUtG45fzcHsn47dTmx05RSW4OiVLNMHSEbH5IaIagUhBCJ+OYHDl27CycYKy8cG8yZqdN+CfF3w49QusKomOZYBiPz1JEqrmZtD5onJDRHVCuv2X8KGvy9DLgO+HNkR/q72UodEZi4luxAl1SQu4vY6B5MyTRcUmQSTGyKSXNz5G4j89SQA4I3+LdDjITeJIyJLkJ5b8VLUg6xH5oPJDRFJ6nJmAaatj0eJRmBIoDcmdW8idUhkIdwda9ZYtabrkflgckNEkikoLsGkbw4jM78YbRo64b9Pt+O9RshgOvu7wMvZBlUdUTIAXs426OzvYsqwyASY3BCRJIQQeO2HoziVkgNXB2ssGxMMG6VC6rDIgijkMkQMagUAFRKc8scRg1pBwYo8i8PkhogksST2PH4/mgKlQoavRgexCzMZRf82XvhqdEd4OuteevJ0tsFXozuifxveINIS8c5FRGRy20+l4eNtiQCAyMFt0MmPlwXIePq38UKfVp6IO5eObXsOoG+3EIQ2decZGwvG5IaITOpceh5e3pAAIYDRDzfGyJDGUodEdYBCLkOIvwtunBII8XdhYmPheFmKiEwm+5Yak9YeQl5RCTr7uWDOE62lDomILBCTGyIyiVKNwMsbjuBCRj68nW2wZHRHWFvxRxARGR5/shCRSXy0NRGxiddho5Rj2dhguDqopA6JiCwUkxsiMrpfEq4iatd5AMCHz7RHm4bOEkdERJaMyQ0RGdXxq9l448ejAIApPQIwuL23xBERkaVjckNERpORV4RJaw+hUK3Bo83d8Fq/5lKHRER1AJMbIjKK4hINXlwXj2vZhWjiao/Ph3dg+S0RmQSTGyIyirm/ncDBi5lwVFlh2dhgONsqpQ6JiOoIJjdEZHDfHriEdfuTIZMBn48IRFN3B6lDIqI6hMkNERnUwaRMRPxyAgDwat/meKyFh8QREVFdw+SGiAzmWtYtvPjtYZRoBJ5o54UXHw2QOiQiqoOY3BCRQdwqLsWkbw4hI68Yrbyc8OEz7SCTcQIxEZkekxsiemBCCLz501Ecv5oDF3trLBsbBDtr9uUlImkwuSGiB7Zs9wX8knANVnIZlozqiEb17aQOiYjqMCY3RPRAYhPT8UH0aQBAxKBWeLhJA4kjIqK6jskNEd23C9fzMOO7IxACGN7JB6Mf9pU6JCIiJjdEdH9yC9WYuPYQcgtLEORbH5FDWnMCMRHVCkxuiEhvGo3AzA0JOH89H55ONvhqdEeorBRSh0VEBIDJDRHdh09jzmD76XSorORYNjYI7o42UodERKTF5IaI9PL70RQs2nkOAPDB023RrlE9aQMiIroLkxsiqrGT13Lw6qZ/AAATu/njyQ6NJI6IiKgiJjdEVCOZ+cWYuPYQbqlL0a2ZK97o30LqkIiIKiV5crN48WL4+fnBxsYGISEhOHjwYLXrZ2VlYdq0afDy8oJKpcJDDz2EP/74w0TREtVN6lINpn0bj6tZt+DXwA6LRnSElULyHx9ERJWS9P7oGzduRHh4OKKiohASEoKFCxeiX79+SExMhLu7e4X1i4uL0adPH7i7u+OHH35Aw4YNcenSJdSrV8/0wRNZsFKNwIGkTBzOkKFBUia2nbqOuAs3YG+twLKxwXC2U0odIhFRlR4ouSksLISNzf1XSXz66aeYOHEixo8fDwCIiorC77//jpUrV+LNN9+ssP7KlSuRmZmJv/76C0pl2Q9XPz+/+35/Iqoo+ngKIn89iZTsQgAKrD17SPvcZ8MC8ZCHo3TBERHVgN7nlTUaDebNm4eGDRvCwcEBFy5cAAC8++67WLFiRY23U1xcjMOHD6N3797/BiOXo3fv3oiLi6v0Nf/73/8QGhqKadOmwcPDA23atMH8+fNRWlqq724QUSWij6dg6rr424lNRRohTBwREZH+9D5z8/7772PNmjX48MMPMXHiRO3yNm3aYOHChZgwYUKNtpORkYHS0lJ4eHjoLPfw8MDp06crfc2FCxewY8cOjBo1Cn/88QfOnTuHF198EWq1GhEREZW+pqioCEVFRdrHOTk5AAC1Wg21Wl2jWGuqfHuG3i7p4jgbR6lG4L3/nUBV6YsMQOSvJ/BoswZQyHknYkPh8Ww6HGvTMNY467M9vZObtWvXYtmyZejVqxemTJmiXd6+ffsqkxJD0Wg0cHd3x7Jly6BQKBAUFISrV6/io48+qjK5WbBgASIjIyss37ZtG+zsjNO5OCYmxijbJV0cZ8M6my1Dak7VdxkWAFKyi7BoYzSaOfMMjqHxeDYdjrVpGHqcCwoKaryu3snN1atX0bRp0wrLNRqNXlmVq6srFAoF0tLSdJanpaXB09Oz0td4eXlBqVRCofj3B3DLli2RmpqK4uJiWFtbV3jN7NmzER4ern2ck5MDHx8f9O3bF05OTjWOtybUajViYmLQp08f7ZwgMjyOs3H8ejQFOHnsnus1aR2Ix9t5mSCiuoHHs+lwrE3DWONcfuWlJvROblq1aoU9e/bA11e3++8PP/yADh061Hg71tbWCAoKwvbt2zF06FAAZQnS9u3bMX369Epf07VrV6xfvx4ajQZyedl0oTNnzsDLy6vSxAYAVCoVVCpVheVKpdJoB7cxt03/4jgbllc9+xqvx3E3PB7PpsOxNg1Dj7M+29I7uZkzZw7CwsJw9epVaDQa/PTTT0hMTMTatWvx22+/6bWt8PBwhIWFITg4GJ07d8bChQuRn5+vrZ4aO3YsGjZsiAULFgAApk6dikWLFuHll1/GjBkzcPbsWcyfPx8vvfSSvrtBRHfp7O8CL2ebKicTywB4Otugs7+LaQMjItKT3snNkCFD8Ouvv2Lu3Lmwt7fHnDlz0LFjR/z666/o06ePXtsaNmwYrl+/jjlz5iA1NRWBgYGIjo7WTjJOTk7WnqEBAB8fH2zduhWzZs1Cu3bt0LBhQ7z88st444039N0NIrqLQi5DxKBWmLIuvsJz5dOHIwa14mRiIqr17us+N926dTPYRKHp06dXeRkqNja2wrLQ0FDs37/fIO9NRLo6Nq4PK7kMJRrdCcOezjaIGNQK/dtwrg0R1X563+emSZMmuHHjRoXlWVlZaNKkiUGCIiJprPrrIko0AsG+9bDu+WCMbVaKdc8HY+8bjzGxISKzofeZm4sXL1Z607yioiJcvXrVIEERkenlFqqxbv8lAMDkHk0R4u+CG6cEQvxdeCmKiMxKjZOb//3vf9r/b926Fc7OztrHpaWl2L59O1shEJmxDQcvI7ewBAFu9ujVwh2lpSVSh0REdF9qnNyUl2vLZDKEhYXpPKdUKuHn54dPPvnEoMERkWkUl2iwYm8SAGBy9wDI5TKwqwkRmasaJzcajQYA4O/vj7///huurq5GC4qITOvXf64hNacQ7o4qDOngLXU4REQPRO85N0lJScaIg4gkIoTA0t3nAQDju/pDZVV1CwYiInNwX6Xg+fn52LVrF5KTk1FcXKzzHG+oR2ReYhOv40xaHhxUVhgZ0ljqcIiIHpjeyc2RI0fw+OOPo6CgAPn5+XBxcUFGRgbs7Ozg7u7O5IbIzETtKjtrMzKkMZxteUt6IjJ/et/nZtasWRg0aBBu3rwJW1tb7N+/H5cuXUJQUBA+/vhjY8RIREaScDkLB5IyoVTIML6rn9ThEBEZhN7JTUJCAl555RXI5XIoFAoUFRXBx8cHH374Id566y1jxEhERrLs9lybIYEN4eVsK3E0RESGoXdyo1Qqtf2e3N3dkZycDABwdnbG5cuXDRsdERnNxYx8bDmeCgCY1J13Fyciy6H3nJsOHTrg77//RrNmzdCjRw/MmTMHGRkZ+Oabb9CmTRtjxEhERrB8zwUIATzWwh0PeThKHQ4RkcHofeZm/vz58PIq6zHzn//8B/Xr18fUqVNx/fp1LFu2zOABEpHhZeQVYdPhKwCAyTxrQ0QWRq8zN0IIuLu7a8/QuLu7Izo62iiBEZHxrP3rIopLNAj0qYfO/i5Sh0NEZFB6nbkRQqBp06acW0NkxvKLSrAm7naDzO5NIJOxKSYRWRa9khu5XI5mzZrhxo0bxoqHiIzs+0OXkX1LDb8Gdujb2lPqcIiIDE7vOTcffPABXnvtNRw/ftwY8RCREalLNfh6T1kLlYndm0Ah51kbIrI8eldLjR07FgUFBWjfvj2sra1ha6t7b4zMzEyDBUdEhvXHsRRczboFVwdrPN2xkdThEBEZhd7JzcKFC40QBhEZmxACS3ddAACM6+IHGyUbZBKRZdI7uQkLCzNGHERkZHvPZeBkSg7srBUY/bCv1OEQERmN3nNuiMg8lZ+1GdbJB/XsrCWOhojIeJjcENUBx69mY++5DCjkMkx4xF/qcIiIjIrJDVEdsHR32VmbQe280Ki+ncTREBEZF5MbIgt3ObMAfxxLAQBM6h4gcTRERManV3KjVqthZWXFe9wQmZEVe5NQqhHo1swVrbydpA6HiMjo9EpulEolGjdujNLSUmPFQ0QGlJlfjA1/JwMApvTgWRsiqhv0viz19ttv46233uLN+ojMwDdxl1Co1qBNQyd0CWggdThERCah931uFi1ahHPnzsHb2xu+vr6wt7fXeT4+Pt5gwRHR/StUl2JN3EUAwOTuAWyQSUR1ht7JzdChQ40QBhEZ2qbDV5CZX4xG9W0xoA0bZBJR3aF3chMREWGMOIjIgEo1Astvl39P7NYEVgoWRhJR3aF3clPu8OHDOHXqFACgdevW6NChg8GCIqIHE308FcmZBahvp8SzwWyQSUR1i97JTXp6OoYPH47Y2FjUq1cPAJCVlYWePXtiw4YNcHNzM3SMRKQHIQSW7j4PABgb6gc76/v+G4aIyCzpfa56xowZyM3NxYkTJ5CZmYnMzEwcP34cOTk5eOmll4wRIxHpYf+FTBy9kg0bpRxjQ9kgk4jqHr3/pIuOjsaff/6Jli1bape1atUKixcvRt++fQ0aHBHpr/yszbNBPmjgoJI4GiIi09P7zI1Go4FSqaywXKlUQqPRGCQoIro/p1JyEJt4HXIZ8EI3NsgkorpJ7+Tmsccew8svv4xr165pl129ehWzZs1Cr169DBocEemnvEJqQFsv+Dawv8faRESWSe/kZtGiRcjJyYGfnx8CAgIQEBAAf39/5OTk4MsvvzRGjERUA9eybuF//5T90TG5exOJoyEiko7ec258fHwQHx+PP//8E6dPnwYAtGzZEr179zZ4cERUcyv3JqFEIxDapAHaNaondThERJLRK7lRq9WwtbVFQkIC+vTpgz59+hgrLiLSQ3aBGt8dLGuQObkHz9oQUd3GruBEFmDdgUvILy5FC09H9HiI95oiorqNXcGJzFyhuhSr9l0EUHbWhg0yiaiuY1dwIjO3+chVZOQVwdvZBk+085Y6HCIiybErOJEZ02gElt0u/37+EX8o2SCTiEi/5KakpAQymQzPP/88GjViMz4iqcWcSsOFjHw42VhheOfGUodDRFQr6PVnnpWVFT766COUlJQYKx4iqiEhBKJ2lbVaGBPqCwcVG2QSEQH3eYfiXbt2GSMWItLDoUs3cSQ5C9ZWcoR18ZM6HCKiWkPvP/UGDBiAN998E8eOHUNQUFCFCcWDBw82WHBEVLWlu8rm2jzdsRHcHW0kjoaIqPbQO7l58cUXAQCffvpphedkMhnvgUNkAufSc/HnqTTIZMBENsgkItKhd3LDzt9E0iuvkOrbygNN3BwkjoaIqHZh3SiRmUnLKcTPR64CACb3CJA4GiKi2qfGyc3jjz+O7Oxs7eMPPvgAWVlZ2sc3btxAq1atDBocEVW0cl8S1KUCnf1c0LFxfanDISKqdWqc3GzduhVFRUXax/Pnz9dpwVBSUoLExETDRkdEOnIL1Vi/v6xB5qTubJBJRFSZGic3QohqHxOR8X13MBm5RSVo6u6Ax1q4Sx0OEVGtxDk3RGaiuESDFXuTAJSdtZHL2SCTiKgyNU5uZDJZhW7D7D5MZDq/JFxFWk4RPJxUGBLIBplERFWpcSm4EALjxo2DSqUCABQWFmLKlCnam/jdOR+HiAxLoxFYvud2g8yu/lBZKSSOiIio9qpxchMWFqbzePTo0RXWGTt27INHREQVxJ5Jx5m0PDiorDAihA0yiYiqU+PkZtWqVcaMg4iqEXW71cKokMZwslFKHA0RUe3GCcVEtVx88k0cTMqEUiHD+K5stUBEdC9MbohquWW3z9oMDWwIT2c2yCQiupdakdwsXrwYfn5+sLGxQUhICA4ePFij123YsAEymQxDhw41boBEEknKyMfWk6kAeNM+IqKakjy52bhxI8LDwxEREYH4+Hi0b98e/fr1Q3p6erWvu3jxIl599VV069bNRJESmd7yPRcgBNCrhTuaeThKHQ4RkVmQPLn59NNPMXHiRIwfPx6tWrVCVFQU7OzssHLlyipfU1pailGjRiEyMhJNmvCvWbJM13OL8MPhKwDYIJOISB81rpYyhuLiYhw+fBizZ8/WLpPL5ejduzfi4uKqfN3cuXPh7u6OCRMmYM+ePdW+R1FRkc49eHJycgAAarUaarX6AfdAV/n2DL1d0lVXxnnl3vMoLtEg0McZgQ0dTL6/dWWcpcZxNh2OtWkYa5z12Z6kyU1GRgZKS0vh4eGhs9zDwwOnT5+u9DV79+7FihUrkJCQUKP3WLBgASIjIyss37ZtG+zs7PSOuSZiYmKMsl3SZcnjXFQKrDmsACBDR9tMbNmyRbJYLHmcaxOOs+lwrE3D0ONcUFBQ43UlTW70lZubizFjxmD58uVwdXWt0Wtmz56N8PBw7eOcnBz4+Pigb9++cHJyMmh8arUaMTEx6NOnD5RK3ovEWOrCOK+Ou4SC0kT4NbDD66O6QiFBH6m6MM61AcfZdDjWpmGscS6/8lITkiY3rq6uUCgUSEtL01melpYGT0/PCuufP38eFy9exKBBg7TLNBoNAMDKygqJiYkICNCdm6BSqbQtI+6kVCqNdnAbc9v0L0sdZ3WpBqv/SgYATOoeABuVtaTxWOo41zYcZ9PhWJuGocdZn21JOqHY2toaQUFB2L59u3aZRqPB9u3bERoaWmH9Fi1a4NixY0hISNB+DR48GD179kRCQgJ8fHxMGT6RUfx+NAVXs27B1cEaT3VsKHU4RERmR/LLUuHh4QgLC0NwcDA6d+6MhQsXIj8/H+PHjwdQ1q+qYcOGWLBgAWxsbNCmTRud19erVw8AKiwnMkdCCETtOg8AGN/VHzZKNsgkItKX5MnNsGHDcP36dcyZMwepqakIDAxEdHS0dpJxcnIy5HLJK9aJTGL32QycTs2FnbUCo0N8pQ6HiMgsSZ7cAMD06dMxffr0Sp+LjY2t9rWrV682fEBEElm2u+yszfBOjeFsxzkBRET3g6dEiGqJY1eyse/cDSjkMkzoxgaZRET3i8kNUS2x9PZZm8HtvdGwnq3E0RARmS8mN0S1QPKNAvxxLAUAG2QSET0oJjdEtcCKvRegEUD3h9zQ0suwN5ckIqprmNwQSSwzvxgbD10GAEzhWRsiogfG5IZIYmvjLqJQrUHbhs4IDWggdThERGaPyQ2RhG4Vl2LNXxcBAJN7NIFMZvoeUkRElobJDZGENh2+jJsFajR2sUP/1hX7qRERkf6Y3BBJpKRUg6/3JAEAXujmDysFvx2JiAyBP02JJBJ9IhXJmQWob6fEs0Fs+kpEZChMbogkIITA0l0XAABhXfxga80GmUREhsLkhkgCcedv4NjVbNgo5Rgb6id1OEREFoXJDZEEonaXnbV5LtgHLvbWEkdDRGRZmNwQmdiplBzsPnMdchnwwiO8aR8RkaExuSEysWW3z9o83tYLjRvYSRwNEZHlYXJDZEJXbhbgf/9cAwBM7h4gcTRERJaJyQ2RCa3cexGlGoGuTRugbSNnqcMhIrJITG6ITCS7QI0NfycDACbxrA0RkdEwuSEykXUHLqGguBQtPB3RvZmr1OEQEVksJjdEJlCoLsWqfWWtFqb0CGCDTCIiI2JyQ2QCP8VfRUZeMRrWs8XAdl5Sh0NEZNGY3BAZWalGYPmesvLvCY/4Q8kGmURERsWfskRGFnMyDUkZ+XC2VWJYJzbIJCIyNiY3REYkhEDUrvMAgDEP+8JeZSVxRERElo/JDZER/X3xJhIuZ8HaSo6wLn5Sh0NEVCcwuSEyoqW3z9o8E9QIbo4qiaMhIqobmNwQGcnZtFxsP50OmQyY2I0NMomITIXJDZGRlDfI7NfKE/6u9hJHQ0RUdzC5ITKC1OxCbE64CgCY3INnbYiITInJDZERrNqXBHWpQGd/F3RoXF/qcIiI6hQmN0QGllOoxrcHyhpkTuFZGyIik2NyQ2Rg6w8kI6+oBM3cHfDoQ+5Sh0NEVOcwuSEyoKKSfxtkTureBHI5G2QSEZkakxsiA/ol4RrScorg4aTCkMCGUodDRFQnMbkhMhCNRmjLvyc84g9rK357ERFJgT99iQxkx+l0nEvPg6PKCiM6N5Y6HCKiOovJDZGBlJ+1GflwYzjaKCWOhoio7mJyQ2QAhy/dxMGLmVAqZHi+q7/U4RAR1WlMbogMYNnusgaZT3ZoCA8nG4mjISKq25jcED2g89fzsO1kGoCy8m8iIpIWkxuiB/T1ngsQAujd0h1N3R2lDoeIqM5jckP0ANJzC/FjfHmDzACJoyEiIoDJDdEDWfPXRRSXaNCxcT0E+7JBJhFRbcDkhug+5RWV4Ju4SwDKztrIZGy1QERUGzC5IbpPGw4mI6ewBE1c7dGnpYfU4RAR0W1Mbojug7pUg5V7yxpkTmSDTCKiWoXJDdF9+O3oNVzLLoSrgwpPdmCDTCKi2oTJDZGehBBYuqus1cL4rn6wUSokjoiIiO7E5IZIT7vOXMfp1FzYWyswOsRX6nCIiOguTG6I9FR+1mZ458ZwtmODTCKi2obJDZEejl7JQtyFG7CSy/D8I2yQSURUGzG5IdLD0t1lZ20Gt/dGw3q2EkdDRESVYXJDVEOXbuRjy7EUAMCkHmyQSURUWzG5Iaqhr/ckQSOAR5u7oYWnk9ThEBFRFZjcENXAjbwifH/oMgBgUneetSEiqs2Y3BDVwNq4Sygq0aBdI2eENmkgdThERFQNJjdE91BQXIK1cRcBAJO7s0EmEVFtx+SG6B42HbqCmwVqNHaxQ/82nlKHQ0RE98DkhqgaJaUaLN9TVv49sZs/FGyQSURU6zG5IarGH8dTceXmLbjYW+OZIB+pwyEiohqoFcnN4sWL4efnBxsbG4SEhODgwYNVrrt8+XJ069YN9evXR/369dG7d+9q1ye6X0IILNt9HgAQFuoHW2s2yCQiMgeSJzcbN25EeHg4IiIiEB8fj/bt26Nfv35IT0+vdP3Y2FiMGDECO3fuRFxcHHx8fNC3b19cvXrVxJGTpfvr/A0cv5oDW6UCY0PZIJOIyFxIntx8+umnmDhxIsaPH49WrVohKioKdnZ2WLlyZaXrf/vtt3jxxRcRGBiIFi1a4Ouvv4ZGo8H27dtNHDlZuqhdZWdthnXyQX17a4mjISKimrKS8s2Li4tx+PBhzJ49W7tMLpejd+/eiIuLq9E2CgoKoFar4eLiUunzRUVFKCoq0j7OyckBAKjVaqjV6geIvqLy7Rl6u6TLFON8MiUHe85mQC4Dxj7cqE5+pjyeTYPjbDoca9Mw1jjrsz1Jk5uMjAyUlpbCw8NDZ7mHhwdOnz5do2288cYb8Pb2Ru/evSt9fsGCBYiMjKywfNu2bbCzs9M/6BqIiYkxynZJlzHHee1ZOQA5Al00OBYXi2NGe6faj8ezaXCcTYdjbRqGHueCgoIarytpcvOgPvjgA2zYsAGxsbGwsbGpdJ3Zs2cjPDxc+zgnJ0c7T8fJybD9gdRqNWJiYtCnTx8olUqDbpv+Zexxvpp1CwkH9gIQmPNcF7T2rpt9pHg8mwbH2XQ41qZhrHEuv/JSE5ImN66urlAoFEhLS9NZnpaWBk/P6m+W9vHHH+ODDz7An3/+iXbt2lW5nkqlgkqlqrBcqVQa7eA25rbpX8Ya5zX7z6BUI/BIU1cE+rLVAo9n0+A4mw7H2jQMPc76bEvSCcXW1tYICgrSmQxcPjk4NDS0ytd9+OGHmDdvHqKjoxEcHGyKUKmOuJlfjA0H2SCTiMicSX5ZKjw8HGFhYQgODkbnzp2xcOFC5OfnY/z48QCAsWPHomHDhliwYAEA4L///S/mzJmD9evXw8/PD6mpqQAABwcHODg4SLYfZBnW7b+EW+pStPRyQrdmrlKHQ0RE90Hy5GbYsGG4fv065syZg9TUVAQGBiI6Olo7yTg5ORly+b8nmL766isUFxfjmWee0dlOREQE3nvvPVOGThamUF2KNbcbZE7p0YQNMomIzJTkyQ0ATJ8+HdOnT6/0udjYWJ3HFy9eNH5AVCf9GH8FGXnFaFjPFo+39ZI6HCIiuk+S38SPqDYo1Qgs313WIPOFbv5QKvitQURkrvgTnAjAthOpuHijAM62SjwXzAaZRETmjMkN1XlCCETdPmszNtQX9qpacbWWiIjuE5MbqvMOJmXin8tZsLaSI6yLn9ThEBHRA2JyQ3Xe0ttnbZ4NagRXh4o3fCQiIvPC5IbqtMTUXOw4nQ6ZDJjYjTftIyKyBExuqE5bdvusTf/WnvBztZc4GiIiMgQmN1RnpWTfwi8JVwGw1QIRkSVhckN11qp9F1GiEQjxd0GHxvWlDoeIiAyEyQ3VSdm31Fh/IBkAMKVHgMTREBGRITG5oTpp/YFk5BWV4CEPBzza3E3qcIiIyICY3FCdU1RSipX7kgAAk7oHsEEmEZGFYXJDdc4vR67hem4RPJ1sMLi9t9ThEBGRgTG5oTpFoxFYuvs8AGDCI/6wtuK3ABGRpeFPdqpTtp9Ox/nr+XC0scLwzmyQSURkiZjcUJ2ydFfZWZtRIb5wtFFKHA0RERkDkxuqMw5fysShSzdhrZBjfFc/qcMhIiIjYXJDdcbSXWWtFp7s0BAeTjYSR0NERMbC5IbqhHPpeYg5lQYAmMhWC0REFo3JDdUJX++5ACGA3i090NTdQepwiIjIiJjckMVLzynET/FlDTKn9OBZGyIiS8fkhizeqr8uorhUgyDf+gj2c5E6HCIiMjImN2TR8opKsG7/JQDAZM61ISKqE5jckEXbcDAZuYUlaOJmj94tPaQOh4iITIDJDVms4hINVuy93SCzWxPI5WyQSURUFzC5IYv16z/XkJJdCDdHFYZ2aCh1OEREZCJMbsgiCSGwbHfZTfvGd/WDjVIhcURERGQqTG7IIsWeuY7EtFzYWyswKsRX6nCIiMiEmNyQRSpvkDkypDGcbdkgk4ioLmFyQxYn4XIW9l/IhJVchvFd/aUOh4iITIzJDVmcZbvLztoMDvSGdz1biaMhIiJTY3JDFuViRj6ij6cCACbxpn1ERHUSkxuyKF/vvQCNAHo2d0MLTyepwyEiIgkwuSGLkZFXhE2HrgAAJnUPkDgaIiKSCpMbshhr/7qIohIN2jdyxsNN2CCTiKiuYnJDFqGguARryxtk9giATMZWC0REdRWTG7II3/99GVkFavg2sEO/1p5Sh0NERBJickNmr6RUg+V7yhpkTuzWBAo2yCQiqtOY3BhIqUbgQFImDmfIcCApE6UaIXVIdcbvx1JwNesWGthb45mgRlKHQ0REErOSOgBLEH08BZG/nkRKdiEABdaePQQvZxtEDGqF/m28pA7PogkhsHRXWYPMsC5skElERDxz88Cij6dg6rr424nNv1KzCzF1XTyij6dIFFndsPdcBk6m5MBWqcCYh9kgk4iImNw8kFKNQOSvJ1HZBajyZZG/nuQlKiNatrvsrM2wTj6ob28tcTRERFQb8LLUAziYlFnhjM2dBICU7EJ0++8OeNWzhbOtstKvenZ3PL79f5UVL6/cy4lrOdhzNgMKuQwTHmGDTCIiKsPk5gGk51ad2NzpWnYhrlWTBFXGRilHPVvrCkmPs60S9e547FT++I4vK0XdOCH39d6LAICBbb3g42InbTBERFRrMLl5AO6ONjVa792BLdGwvi2yb6mRfUuNrAK19v+VfQkBFKo1SFUXIjVHv6QIABxUVlWeHXK6+0yRrVKbRDnaWEFey8uoy6vSdl2T4Y9kNsgkIqKKmNw8gM7+LvBytkFqdmGl825kADydbTCuq3+N772i0QjkFpUg564kKOtW8b8J0F3JUVaBGjm31MgtKgEA5BWVIK+oBFezbum1PzIZ4GSjmxA53Xm2qLLldmWJkb21wuh3Bb67Kg0ArK3kuHKzAG0aOhv1vYmIyHwwuXkACrkMEYNaYeq6eMgAnQSn/Nd8xKBWet1UTi6XaZMIHz3bI5WUapBTWHJH0lOWEFVMlNTa5eXJ0S11KYSAdh19Wcll2ktkTraVzCXSSY6sdRKlmpRvl1el3Z1EFpdoMHVdPL4a3ZFl90REBIDJzQPr38YLX43ueMcZhTKeEtznxkohh4u9NVzuo2qoqKQUObdKkH3HGSKdhKjg32TozgQpu0CN4lINSjQCmfnFyMwv1vu9ra3kuvOJ7ppn5GhjhS+2n6v07Fi5yF9Pok8rT96dmIiImNwYQv82XujTyhNx59Kxbc8B9O0WgtCm7mb1i1ZlpYCbowJujiq9XieEQKFaU+Fs0d1fdyZKOXckR6UageISDa7nFuF6btF9xV5elXYwKROhAQ3uaxtERGQ5mNwYiEIuQ4i/C26cEgjxdzGrxOZByGQy2ForYGutgKdzzSZYlxNCIL+4VDchquTy2clrOUi4nHXP7dW0eo2IiCwbkxuSjEwmg4PKCg4qKzSqX/V6cedvYMTy/ffcXk2r14iIyLLVjRuikFkrr0qr6lyYDICXsw06++s5A5uIiCwSkxuq9cqr0gBUSHDutyqNiIgsF5MbMgvlVWl3z+vxdLZhGTgREengnBsyG5ZQlUZERMbH5IbMSl2tSiMioprjZSkiIiKyKExuiIiIyKIwuSEiIiKLUiuSm8WLF8PPzw82NjYICQnBwYMHq11/06ZNaNGiBWxsbNC2bVv88ccfJoqUiIiIajvJk5uNGzciPDwcERERiI+PR/v27dGvXz+kp6dXuv5ff/2FESNGYMKECThy5AiGDh2KoUOH4vjx4yaOnIiIiGojyZObTz/9FBMnTsT48ePRqlUrREVFwc7ODitXrqx0/c8//xz9+/fHa6+9hpYtW2LevHno2LEjFi1aZOLIiYiIqDaSNLkpLi7G4cOH0bt3b+0yuVyO3r17Iy4urtLXxMXF6awPAP369atyfSIiIqpbJL3PTUZGBkpLS+Hh4aGz3MPDA6dPn670NampqZWun5qaWun6RUVFKCoq0j7OyckBAKjVaqjV6gcJv4Ly7Rl6u6SL42waHGfT4DibDsfaNIw1zvpsz+Jv4rdgwQJERkZWWL5t2zbY2dkZ5T1jYmKMsl3SxXE2DY6zaXCcTYdjbRqGHueCgoIarytpcuPq6gqFQoG0tDSd5WlpafD09Kz0NZ6ennqtP3v2bISHh2sfZ2dno3HjxggNDYWjo+MD7oEutVqNnTt3omfPnlAqlQbdNv2L42waHGfT4DibDsfaNIw1zrm5uQAAIcQ915U0ubG2tkZQUBC2b9+OoUOHAgA0Gg22b9+O6dOnV/qa0NBQbN++HTNnztQui4mJQWhoaKXrq1QqqFQq7ePyy1L+/v6G2QkiIiIymdzcXDg7O1e7juSXpcLDwxEWFobg4GB07twZCxcuRH5+PsaPHw8AGDt2LBo2bIgFCxYAAF5++WX06NEDn3zyCQYOHIgNGzbg0KFDWLZsWY3ez9vbG5cvX4ajoyNkMsP2JcrJyYGPjw8uX74MJycng26b/sVxNg2Os2lwnE2HY20axhpnIQRyc3Ph7e19z3UlT26GDRuG69evY86cOUhNTUVgYCCio6O1k4aTk5Mhl/9b1NWlSxesX78e77zzDt566y00a9YMmzdvRps2bWr0fnK5HI0aNTLKvpRzcnLiN44JcJxNg+NsGhxn0+FYm4YxxvleZ2zKyURNLl5RjeTk5MDZ2RnZ2dn8xjEijrNpcJxNg+NsOhxr06gN4yz5TfyIiIiIDInJjQGpVCpEREToTGAmw+M4mwbH2TQ4zqbDsTaN2jDOvCxFREREFoVnboiIiMiiMLkhIiIii8LkhoiIiCwKkxsiIiKyKExuDOC9996DTCbT+WrRooXUYZm93bt3Y9CgQfD29oZMJsPmzZt1nhdCYM6cOfDy8oKtrS169+6Ns2fPShOsGbvXOI8bN67C8d2/f39pgjVjCxYsQKdOneDo6Ah3d3cMHToUiYmJOusUFhZi2rRpaNCgARwcHPD0009X6KVH1avJOD/66KMVjukpU6ZIFLF5+uqrr9CuXTvtjfpCQ0OxZcsW7fNSH8tMbgykdevWSElJ0X7t3btX6pDMXn5+Ptq3b4/FixdX+vyHH36IL774AlFRUThw4ADs7e3Rr18/FBYWmjhS83avcQaA/v376xzf3333nQkjtAy7du3CtGnTsH//fsTExECtVqNv377Iz8/XrjNr1iz8+uuv2LRpE3bt2oVr167hqaeekjBq81OTcQaAiRMn6hzTH374oUQRm6dGjRrhgw8+wOHDh3Ho0CE89thjGDJkCE6cOAGgFhzLgh5YRESEaN++vdRhWDQA4ueff9Y+1mg0wtPTU3z00UfaZVlZWUKlUonvvvtOgggtw93jLIQQYWFhYsiQIZLEY8nS09MFALFr1y4hRNnxq1QqxaZNm7TrnDp1SgAQcXFxUoVp9u4eZyGE6NGjh3j55ZelC8pC1a9fX3z99de14ljmmRsDOXv2LLy9vdGkSROMGjUKycnJUodk0ZKSkpCamorevXtrlzk7OyMkJARxcXESRmaZYmNj4e7ujubNm2Pq1Km4ceOG1CGZvezsbACAi4sLAODw4cNQq9U6x3SLFi3QuHFjHtMP4O5xLvftt9/C1dUVbdq0wezZs1FQUCBFeBahtLQUGzZsQH5+PkJDQ2vFsSx540xLEBISgtWrV6N58+ZISUlBZGQkunXrhuPHj8PR0VHq8CxSamoqAGgbrJbz8PDQPkeG0b9/fzz11FPw9/fH+fPn8dZbb2HAgAGIi4uDQqGQOjyzpNFoMHPmTHTt2lXb9Dc1NRXW1taoV6+ezro8pu9fZeMMACNHjoSvry+8vb1x9OhRvPHGG0hMTMRPP/0kYbTm59ixYwgNDUVhYSEcHBzw888/o1WrVkhISJD8WGZyYwADBgzQ/r9du3YICQmBr68vvv/+e0yYMEHCyIge3PDhw7X/b9u2Ldq1a4eAgADExsaiV69eEkZmvqZNm4bjx49zbp6RVTXOkyZN0v6/bdu28PLyQq9evXD+/HkEBASYOkyz1bx5cyQkJCA7Oxs//PADwsLCsGvXLqnDAsAJxUZRr149PPTQQzh37pzUoVgsT09PAKgw+z4tLU37HBlHkyZN4OrqyuP7Pk2fPh2//fYbdu7ciUaNGmmXe3p6ori4GFlZWTrr85i+P1WNc2VCQkIAgMe0nqytrdG0aVMEBQVhwYIFaN++PT7//PNacSwzuTGCvLw8nD9/Hl5eXlKHYrH8/f3h6emJ7du3a5fl5OTgwIEDCA0NlTAyy3flyhXcuHGDx7eehBCYPn06fv75Z+zYsQP+/v46zwcFBUGpVOoc04mJiUhOTuYxrYd7jXNlEhISAIDH9APSaDQoKiqqFccyL0sZwKuvvopBgwbB19cX165dQ0REBBQKBUaMGCF1aGYtLy9P5y+ppKQkJCQkwMXFBY0bN8bMmTPx/vvvo1mzZvD398e7774Lb29vDB06VLqgzVB14+zi4oLIyEg8/fTT8PT0xPnz5/H666+jadOm6Nevn4RRm59p06Zh/fr1+OWXX+Do6Kide+Ds7AxbW1s4OztjwoQJCA8Ph4uLC5ycnDBjxgyEhobi4Ycfljh683GvcT5//jzWr1+Pxx9/HA0aNMDRo0cxa9YsdO/eHe3atZM4evMxe/ZsDBgwAI0bN0Zubi7Wr1+P2NhYbN26tXYcyyapybJww4YNE15eXsLa2lo0bNhQDBs2TJw7d07qsMzezp07BYAKX2FhYUKIsnLwd999V3h4eAiVSiV69eolEhMTpQ3aDFU3zgUFBaJv377Czc1NKJVK4evrKyZOnChSU1OlDtvsVDbGAMSqVau069y6dUu8+OKLon79+sLOzk48+eSTIiUlRbqgzdC9xjk5OVl0795duLi4CJVKJZo2bSpee+01kZ2dLW3gZub5558Xvr6+wtraWri5uYlevXqJbdu2aZ+X+liWCSGEadIoIiIiIuPjnBsiIiKyKExuiIiIyKIwuSEiIiKLwuSGiIiILAqTGyIiIrIoTG6IiIjIojC5ISIiIovC5IbIgshkMmzevFnqMMiIxowZg/nz5z/QNqKjoxEYGAiNRmOgqIhqFyY3RLXcuHHjIJPJIJPJoFQq4eHhgT59+mDlypUVfjmlpKTodKmvjjklQuPGjTNIW43Y2FjIZLIKDf2kpE9M//zzD/744w+89NJLD/Se/fv3h1KpxLfffvtA2yGqrZjcEJmB/v37IyUlBRcvXsSWLVvQs2dPvPzyy3jiiSdQUlKiXc/T0xMqlUrCSOsOtVpt8vf88ssv8eyzz8LBweGBtzVu3Dh88cUXBoiKqBYyWaMHIrovYWFhYsiQIRWWb9++XQAQy5cv1y4DIH7++WchhBBFRUVi2rRpwtPTU6hUKtG4cWMxf/58IYQQvr6+On13fH19hRBCnDt3TgwePFi4u7sLe3t7ERwcLGJiYnTe19fXV/znP/8R48ePFw4ODsLHx0csXbpUZ53Lly+L4cOHa/vKBAUFif3792uf37x5s+jQoYNQqVTC399fvPfee0KtVle6/xERERX6BO3cuVMIIcTRo0dFz549hY2NjXBxcRETJ04Uubm5lW4nKSmpyj5lW7ZsEV27dhXOzs7CxcVFDBw4UKc/XPlrN2zYILp37y5UKpVYtWqVUKvVYsaMGdrXvf7662Ls2LE6n1dpaamYP3++8PPzEzY2NqJdu3Zi06ZN94zpbiUlJcLZ2Vn89ttvFT6PefPmiTFjxgh7e3vRuHFj8csvv4j09HQxePBgYW9vL9q2bSv+/vtvndddunRJAGAfPLJITG6IarmqkhshhGjfvr0YMGCA9vGdyc1HH30kfHx8xO7du8XFixfFnj17xPr164UQQqSnp2ubCaakpIj09HQhhBAJCQkiKipKHDt2TJw5c0a88847wsbGRly6dEn7Hr6+vsLFxUUsXrxYnD17VixYsEDI5XJx+vRpIYQQubm5okmTJqJbt25iz5494uzZs2Ljxo3ir7/+EkIIsXv3buHk5CRWr14tzp8/L7Zt2yb8/PzEe++9V+k+5ubmiueee070799fpKSkiJSUFFFUVCTy8vKEl5eXeOqpp8SxY8fE9u3bhb+/f7XJwY8//igAiMTERJGSkiKysrKEEEL88MMP4scffxRnz54VR44cEYMGDRJt27YVpaWlQoh/kxA/Pz/x448/igsXLohr166J999/X7i4uIiffvpJnDp1SkyZMkU4OTnpfF7vv/++aNGihYiOjhbnz58Xq1atEiqVSsTGxlYb093i4+MFgApNS8s/j6ioKHHmzBkxdepU4eTkJPr37y++//57kZiYKIYOHSpatmwpNBqNzms9PDx0GncSWQomN0S1XHXJzbBhw0TLli21j+9MbmbMmCEee+yxCr/QKlu3Oq1btxZffvml9rGvr68YPXq09rFGoxHu7u7iq6++EkIIsXTpUuHo6Chu3LhR6fZ69eqlPYNU7ptvvhFeXl5VxlDZGCxbtkzUr19f5OXlaZf9/vvvQi6XV9m1vLwD+s2bN6t8LyGEuH79ugAgjh07JoT4N7lZuHChznoeHh7io48+0j4uKSkRjRs31sZaWFgo7OzstIlduQkTJogRI0boFdPPP/8sFApFhc/z7s8jJSVFABDvvvuudllcXJwAUKErc4cOHapMKonMGefcEJkxIQRkMlmlz40bNw4JCQlo3rw5XnrpJWzbtu2e28vLy8Orr76Kli1bol69enBwcMCpU6eQnJyss167du20/5fJZPD09ER6ejoAICEhAR06dICLi0ul7/HPP/9g7ty5cHBw0H5NnDgRKSkpKCgoqOmu49SpU2jfvj3s7e21y7p27QqNRoPExMQabwcAzp49ixEjRqBJkyZwcnKCn58fAFTY7+DgYO3/s7OzkZaWhs6dO2uXKRQKBAUFaR+fO3cOBQUF6NOnj87+rl27FufPn9crxlu3bkGlUlX6ed/5eXh4eAAA2rZtW2FZ+WdUztbWVq8xJzIXVlIHQET379SpU/D396/0uY4dOyIpKQlbtmzBn3/+ieeeew69e/fGDz/8UOX2Xn31VcTExODjjz9G06ZNYWtri2eeeQbFxcU66ymVSp3HMplMW7lla2tbbcx5eXmIjIzEU089VeE5Gxubal9rLIMGDYKvry+WL18Ob29vaDQatGnTpsJ+35lI1UReXh4A4Pfff0fDhg11ntN34rerqysKCgpQXFwMa2trnefu/DzKk5/Klt1dXZeZmQk3Nze94iAyB0xuiMzUjh07cOzYMcyaNavKdZycnDBs2DAMGzYMzzzzDPr374/MzEy4uLhAqVSitLRUZ/19+/Zh3LhxePLJJwGU/XK+ePGiXnG1a9cOX3/9tfZ97taxY0ckJiaiadOmNd6mtbV1hVhbtmyJ1atXIz8/X5t07Nu3D3K5HM2bN69yOwB0tnXjxg0kJiZi+fLl6NatGwBg796994zJ2dkZHh4e+Pvvv9G9e3ftduPj4xEYGAgAaNWqFVQqFZKTk9GjR48ax1SZ8m2ePHlS+/8HUVhYiPPnz6NDhw4PvC2i2oaXpYjMQFFREVJTU3H16lXEx8dj/vz5GDJkCJ544gmMHTu20td8+umn+O6773D69GmcOXMGmzZtgqenJ+rVqwcA8PPzw/bt25GamoqbN28CAJo1a4affvoJCQkJ+OeffzBy5Ei9b/Q2YsQIeHp6YujQodi3bx8uXLiAH3/8EXFxcQCAOXPmYO3atYiMjMSJEydw6tQpbNiwAe+8806V2/Tz88PRo0eRmJiIjIwMqNVqjBo1CjY2NggLC8Px48exc+dOzJgxA2PGjNFehrmbr68vZDIZfvvtN1y/fh15eXmoX78+GjRogGXLluHcuXPYsWMHwsPDa7SvM2bMwIIFC/DLL78gMTERL7/8Mm7evKk9U+Lo6IhXX30Vs2bNwpo1a3D+/HnEx8fjyy+/xJo1a6qMqTJubm7o2LFjjRKvmti/fz9UKhVCQ0MNsj2iWkXqST9EVL2wsDBtmbCVlZVwc3MTvXv3FitXrtRW85TDHZOEly1bJgIDA4W9vb1wcnISvXr1EvHx8dp1//e//4mmTZsKKysrbSl4UlKS6Nmzp7C1tRU+Pj5i0aJFokePHuLll1/Wvs7X11d89tlnOu/bvn17ERERoX188eJF8fTTTwsnJydhZ2cngoODxYEDB7TPR0dHiy5dughbW1vh5OQkOnfuLJYtW1blGKSnp4s+ffoIBweH+y4FLzd37lzh6ekpZDKZtrIqJiZGtGzZUqhUKtGuXTsRGxurM5blE4qPHDmisy21Wi2mT58unJycRP369cUbb7whnn32WTF8+HDtOhqNRixcuFA0b95cKJVK4ebmJvr16yd27dpVbUyVWbJkiXj44Yd1llX2eeCuyeKVxT9p0iQxefLkaseKyFzJhBBCutSKiMhyaDQatGzZEs899xzmzZtn8O3funULzZs3x8aNGx/ojEtGRgaaN2+OQ4cOVTlni8iccc4NEdF9unTpErZt24YePXqgqKgIixYtQlJSEkaOHGmU97O1tcXatWuRkZHxQNu5ePEilixZwsSGLBbP3BAR3afLly9j+PDhOH78OIQQaNOmDT744APtBGMikgaTGyIiIrIorJYiIiIii8LkhoiIiCwKkxsiIiKyKExuiIiIyKIwuSEiIiKLwuSGiIiILAqTGyIiIrIoTG6IiIjIojC5ISIiIovyf6lqjneF5owOAAA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05116486880.059066
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" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 11648 688 0.059066\n", + "1 10 6288 263 0.041826\n", + "2 15 6231 3714 0.596052\n", + "3 20 4203 3826 0.910302\n", + "4 25 2108 1464 0.694497\n", + "5 30 2968 2944 0.991914" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "standard_ex500_summary = data_standard_ex500.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "standard_ex500_summary['error_rate'] = standard_ex500_summary['total_errors'] / standard_ex500_summary['total_entries']\n", + "standard_ex500_summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Results from night adaptive method" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
0531018329810240.310491
110918420330.221363
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320638460240.943609
425613161040.995596
5145.3288.070875[9.0, 11.0]22000830894889481.000000
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" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 3298 1024 0.310491\n", + "1 10 9184 2033 0.221363\n", + "2 15 6324 998 0.157812\n", + "3 20 6384 6024 0.943609\n", + "4 25 6131 6104 0.995596\n", + "5 30 8948 8948 1.000000" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Summarizing the frequency of data otsu adaptive\n", + "\n", + "kl_adaptive_summary_exp1 = data_kl_exp1.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "kl_adaptive_summary_exp1['error_rate'] = kl_adaptive_summary_exp1['total_errors'] / kl_adaptive_summary_exp1['total_entries']\n", + "kl_adaptive_summary_exp1" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nearest_distancetotal_entriestotal_errorserror_rate
6145.3368.070875[1.0, 3.0, 5.0, 4.0, 7.0]05310181852839050.210762
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" ], "text/plain": [ - " timestamp distance_x value num_points error_count \\\n", - "1 145.308 8.070875 [9.0, 11.0] 2 2 \n", - "3 145.316 8.070875 [1.0, 3.0, 5.0, 4.0, 7.0] 5 3 \n", - "5 145.328 8.070875 [9.0, 11.0] 2 2 \n", - "6 145.336 8.070875 [1.0, 3.0, 5.0, 4.0, 7.0] 5 3 \n", - "8 145.344 8.070875 [9.0, 11.0] 2 2 \n", - "\n", - " signal_3 signal_2 signal_1 nearest_distance \n", - "1 0 0 0 8 \n", - "3 1 0 1 8 \n", - "5 0 0 0 8 \n", - "6 1 0 1 8 \n", - "8 0 0 0 8 " + " nearest_distance total_entries total_errors error_rate\n", + "0 5 18528 3905 0.210762\n", + "1 10 22555 1758 0.077943\n", + "2 15 31788 3168 0.099660\n", + "3 20 6672 5685 0.852068\n", + "4 25 6546 6359 0.971433\n", + "5 30 22766 22643 0.994597" ] }, - "execution_count": 1, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import pandas as pd\n", - "import os\n", - "import numpy as np\n", - "\n", - "import ast\n", - "\n", - "\n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/raw_csv/otsu_multiple_topics.csv')\n", - "data = pd.read_csv(input_csv_path)\n", - "\n", - "#Ensure that the 'value' column is a list\n", - "data['value'] = data['value'].apply(lambda x: ast.literal_eval(x) if isinstance(x, str) else x)\n", - "\n", - "#Relative distance to the target (TX is at 10m from origin, and we recorded the position of the RX)\n", - "data['distance_x'] = 10.0 - data['distance_x']\n", - "\n", - "data['distance_x'] = data['distance_x'].fillna(method='ffill')\n", - "\n", - "# Remove missing 'value'\n", - "data = data.dropna(subset=['value'])\n", - "\n", - "#Add a column for the number of points in each row\n", - "data['num_points'] = data['value'].apply(len)\n", - "\n", - "\n", - "def calculate_error_rate(values):\n", - " error_count = 0\n", - " for value in values:\n", - " if value not in [1.0, 2.0, 3.0]:\n", - " #return sum(1 for value in values if value not in [1.0, 2.0, 3.0])\n", - " error_count += 1\n", - " \n", - " return error_count\n", - "\n", - "data['error_count'] = data['value'].apply(calculate_error_rate)\n", - "\n", - "#Function to check occurrence of signal 3\n", - "def check_signal_3(values):\n", - " return 1 if 3.0 in values else 0\n", - "\n", - "#Function to check occurrence of signal 2\n", - "def check_signal_2(values):\n", - " return 1 if 2.0 in values else 0\n", - "\n", - "#Function to check occurrence of signal 1\n", - "def check_signal_1(values):\n", - " return 1 if 1.0 in values else 0\n", - "\n", - "\n", - "# Check if the signal 3 is still present\n", - "data['signal_3'] = data['value'].apply(check_signal_3)\n", - "\n", - "# Check if the signal 2 is still present\n", - "data['signal_2'] = data['value'].apply(check_signal_2)\n", - "\n", - "# Check if the signal 1 is still present\n", - "data['signal_1'] = data['value'].apply(check_signal_1)\n", - "\n", - "\n", - "specified_distances = np.array([5, 8, 11, 14, 17, 20])\n", - "\n", - "# Assigning each data point to the nearest specified distance\n", - "data['nearest_distance'] = specified_distances[np.abs(specified_distances[:, np.newaxis] - data['distance_x'].values).argmin(axis=0)]\n", - "\n", - "# Save the cleaned data to a new CSV file\n", - "cleaned_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/processed_csv/otsu_multiple_topics_processed.csv')\n", - "\n", - "data.to_csv(cleaned_file_path, index=False)\n", - "\n", - "cleaned_file_path \n", + "#Summarizing the frequency of data otsu adaptive\n", "\n", + "otsu_adaptive_summary_exp1_2 = data_otsu_adaptive_exp1_2.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", "\n", - "data.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Loading the static measurments datasets" + "# Calculate the error rate for each 'nearest_distance' group\n", + "otsu_adaptive_summary_exp1_2['error_rate'] = otsu_adaptive_summary_exp1_2['total_errors'] / otsu_adaptive_summary_exp1_2['total_entries']\n", + "otsu_adaptive_summary_exp1_2" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -632,164 +3454,97 @@ " \n", " \n", " \n", - " timestamp\n", - " distance_y\n", - " value\n", - " num_points\n", - " error_count\n", - " signal_3\n", - " signal_2\n", - " signal_1\n", - " signal_0\n", " nearest_distance\n", + " total_entries\n", + " total_errors\n", + " error_rate\n", " \n", " \n", " \n", " \n", " 0\n", - " 1.713718e+09\n", - " 12.574133\n", - " []\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 15\n", + " 5\n", + " 3639\n", + " 407\n", + " 0.111844\n", " \n", " \n", " 1\n", - " 1.713718e+09\n", - " 12.573794\n", - " []\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 15\n", + " 10\n", + " 8725\n", + " 988\n", + " 0.113238\n", " \n", " \n", " 2\n", - " 1.713718e+09\n", - " 12.573794\n", - " []\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", " 15\n", + " 26407\n", + " 2093\n", + " 0.079259\n", " \n", " \n", " 3\n", - " 1.713718e+09\n", - " 12.573794\n", - " []\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 15\n", + " 20\n", + " 5250\n", + " 309\n", + " 0.058857\n", " \n", " \n", " 4\n", - " 1.713718e+09\n", - " 12.573794\n", - " []\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", - " 15\n", + " 25\n", + " 5305\n", + " 411\n", + " 0.077474\n", + " \n", + " \n", + " 5\n", + " 30\n", + " 38511\n", + " 35394\n", + " 0.919062\n", " \n", " \n", "\n", "" ], "text/plain": [ - " timestamp distance_y value num_points error_count signal_3 \\\n", - "0 1.713718e+09 12.574133 [] 0 0 0 \n", - "1 1.713718e+09 12.573794 [] 0 0 0 \n", - "2 1.713718e+09 12.573794 [] 0 0 0 \n", - "3 1.713718e+09 12.573794 [] 0 0 0 \n", - "4 1.713718e+09 12.573794 [] 0 0 0 \n", - "\n", - " signal_2 signal_1 signal_0 nearest_distance \n", - "0 0 0 0 15 \n", - "1 0 0 0 15 \n", - "2 0 0 0 15 \n", - "3 0 0 0 15 \n", - "4 0 0 0 15 " + " nearest_distance total_entries total_errors error_rate\n", + "0 5 3639 407 0.111844\n", + "1 10 8725 988 0.113238\n", + "2 15 26407 2093 0.079259\n", + "3 20 5250 309 0.058857\n", + "4 25 5305 411 0.077474\n", + "5 30 38511 35394 0.919062" ] }, - "execution_count": 10, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Loading the data\n", - "import pandas as pd\n", - "import os\n", - "import numpy as np\n", - "\n", - "\n", - "\"\"\" # Load the data of threshold 50\n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_standard_th_50_v2_processed.csv')\n", - "data_static_50 = pd.read_csv(input_csv_path)\n", - "data_static_50.head(5)\n", - "\n", - "# Load the data of threshold 100 \n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_standard_th_100_v2_1_processed.csv')\n", - "data_static_100 = pd.read_csv(input_csv_path)\n", - "\n", - "# Load the data of threshold 150\n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_standard_th_150_v2_processed.csv')\n", - "data_static_150 = pd.read_csv(input_csv_path)\n", - "\n", - "# Load the data of threshold 200\n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_standard_th_200_v2_processed.csv')\n", - "data_static_200 = pd.read_csv(input_csv_path)\n", - "data_static_200.head(5)\n", - "\n", - " \n", - "#Load the data of adaptive\n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_kl_adaptive_v2_processed.csv')\n", - "data_static_kl_adaptive = pd.read_csv(input_csv_path)\n", - "data_static_kl_adaptive.head(5)\n", - "\n", - "#Load the data of otsu adaptive\n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_otsu_adaptive_v2_processed.csv')\n", - "data_static_otsu_adaptive = pd.read_csv(input_csv_path)\n", - "data_static_otsu_adaptive.head(5) \n", - " \"\"\"\n", - "\n", - "\n", - "\n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/otsu_exp2_processed.csv')\n", - "data_otsu_adaptive = pd.read_csv(input_csv_path)\n", - "data_otsu_adaptive.head(5)\n", - "\n", - "#Data for the standard\n", - "input_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/standard_exp2_processed.csv')\n", - "data_standard = pd.read_csv(input_csv_path)\n", - "data_standard.head(5)\n", + "#Summarizing the frequency of data otsu adaptive\n", "\n", + "otsu_adaptive_summary_exp1 = data_otsu_adaptive_exp1.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", "\n", - "\n" + "# Calculate the error rate for each 'nearest_distance' group\n", + "otsu_adaptive_summary_exp1['error_rate'] = otsu_adaptive_summary_exp1['total_errors'] / otsu_adaptive_summary_exp1['total_entries']\n", + "otsu_adaptive_summary_exp1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Heading experiments" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -823,44 +3578,44 @@ " \n", " 0\n", " 5\n", - " 4950\n", - " 4661\n", - " 0.941616\n", + " 16914\n", + " 10882\n", + " 0.643372\n", " \n", " \n", " 1\n", " 10\n", - " 8571\n", - " 6489\n", - " 0.757088\n", + " 6232\n", + " 4285\n", + " 0.687580\n", " \n", " \n", " 2\n", " 15\n", - " 5354\n", - " 659\n", - " 0.123086\n", + " 6193\n", + " 4251\n", + " 0.686420\n", " \n", " \n", " 3\n", " 20\n", - " 5460\n", - " 1330\n", - " 0.243590\n", + " 5086\n", + " 3067\n", + " 0.603028\n", " \n", " \n", " 4\n", " 25\n", - " 5677\n", - " 4752\n", - " 0.837062\n", + " 4339\n", + " 2440\n", + " 0.562342\n", " \n", " \n", " 5\n", " 30\n", - " 7115\n", - " 6573\n", - " 0.923823\n", + " 4706\n", + " 3610\n", + " 0.767106\n", " \n", " \n", "\n", @@ -868,15 +3623,15 @@ ], "text/plain": [ " nearest_distance total_entries total_errors error_rate\n", - "0 5 4950 4661 0.941616\n", - "1 10 8571 6489 0.757088\n", - "2 15 5354 659 0.123086\n", - "3 20 5460 1330 0.243590\n", - "4 25 5677 4752 0.837062\n", - "5 30 7115 6573 0.923823" + "0 5 16914 10882 0.643372\n", + "1 10 6232 4285 0.687580\n", + "2 15 6193 4251 0.686420\n", + "3 20 5086 3067 0.603028\n", + "4 25 4339 2440 0.562342\n", + "5 30 4706 3610 0.767106" ] }, - "execution_count": 36, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -884,19 +3639,48 @@ "source": [ "#Summarizing the frequency of data otsu adaptive\n", "\n", - "otsu_adaptive_summary = data_otsu_adaptive.groupby('nearest_distance').agg(\n", + "otsu_adaptive_summary_heading = data_adaptive_heading.groupby('nearest_distance').agg(\n", " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", ").reset_index()\n", "\n", "# Calculate the error rate for each 'nearest_distance' group\n", - "otsu_adaptive_summary['error_rate'] = otsu_adaptive_summary['total_errors'] / otsu_adaptive_summary['total_entries']\n", - "otsu_adaptive_summary" + "otsu_adaptive_summary_heading['error_rate'] = otsu_adaptive_summary_heading['total_errors'] / otsu_adaptive_summary_heading['total_entries']\n", + "otsu_adaptive_summary_heading\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the error rate for otsu adaptive\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(otsu_adaptive_summary_heading['nearest_distance'], otsu_adaptive_summary_heading['error_rate'], marker='o')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for Otsu adaptive thresholding')\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -930,44 +3714,44 @@ " \n", " 0\n", " 5\n", - " 3639\n", - " 407\n", - " 0.111844\n", + " 9625\n", + " 5467\n", + " 0.568000\n", " \n", " \n", " 1\n", " 10\n", - " 8725\n", - " 988\n", - " 0.113238\n", + " 6240\n", + " 4286\n", + " 0.686859\n", " \n", " \n", " 2\n", " 15\n", - " 26407\n", - " 2093\n", - " 0.079259\n", + " 6148\n", + " 4223\n", + " 0.686890\n", " \n", " \n", " 3\n", " 20\n", - " 5250\n", - " 309\n", - " 0.058857\n", + " 5201\n", + " 3397\n", + " 0.653144\n", " \n", " \n", " 4\n", " 25\n", - " 5305\n", - " 411\n", - " 0.077474\n", + " 4499\n", + " 3927\n", + " 0.872861\n", " \n", " \n", " 5\n", " 30\n", - " 38511\n", - " 35394\n", - " 0.919062\n", + " 4837\n", + " 4725\n", + " 0.976845\n", " \n", " \n", "\n", @@ -975,15 +3759,15 @@ ], "text/plain": [ " nearest_distance total_entries total_errors error_rate\n", - "0 5 3639 407 0.111844\n", - "1 10 8725 988 0.113238\n", - "2 15 26407 2093 0.079259\n", - "3 20 5250 309 0.058857\n", - "4 25 5305 411 0.077474\n", - "5 30 38511 35394 0.919062" + "0 5 9625 5467 0.568000\n", + "1 10 6240 4286 0.686859\n", + "2 15 6148 4223 0.686890\n", + "3 20 5201 3397 0.653144\n", + "4 25 4499 3927 0.872861\n", + "5 30 4837 4725 0.976845" ] }, - "execution_count": 35, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -991,19 +3775,47 @@ "source": [ "#Summarizing the frequency of data otsu adaptive\n", "\n", - "otsu_adaptive_summary_exp1 = data_otsu_adaptive_exp1.groupby('nearest_distance').agg(\n", + "kl_adaptive_summary_heading = data_kl_adaptive_heading.groupby('nearest_distance').agg(\n", " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", ").reset_index()\n", "\n", "# Calculate the error rate for each 'nearest_distance' group\n", - "otsu_adaptive_summary_exp1['error_rate'] = otsu_adaptive_summary_exp1['total_errors'] / otsu_adaptive_summary_exp1['total_entries']\n", - "otsu_adaptive_summary_exp1" + "kl_adaptive_summary_heading['error_rate'] = kl_adaptive_summary_heading['total_errors'] / kl_adaptive_summary_heading['total_entries']\n", + "kl_adaptive_summary_heading\n" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the error rate for otsu adaptive\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(kl_adaptive_summary_heading['nearest_distance'], kl_adaptive_summary_heading['error_rate'], marker='o')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for KL adaptive thresholding')\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1037,44 +3849,44 @@ " \n", " 0\n", " 5\n", - " 2354\n", - " 1236\n", - " 0.525064\n", + " 6026\n", + " 837\n", + " 0.138898\n", " \n", " \n", " 1\n", " 10\n", - " 5199\n", - " 621\n", - " 0.119446\n", + " 4194\n", + " 2259\n", + " 0.538627\n", " \n", " \n", " 2\n", " 15\n", - " 5320\n", - " 975\n", - " 0.183271\n", + " 4192\n", + " 2162\n", + " 0.515744\n", " \n", " \n", " 3\n", " 20\n", - " 5310\n", - " 2592\n", - " 0.488136\n", + " 4197\n", + " 2369\n", + " 0.564451\n", " \n", " \n", " 4\n", " 25\n", - " 4113\n", - " 3948\n", - " 0.959883\n", + " 4353\n", + " 3895\n", + " 0.894785\n", " \n", " \n", " 5\n", " 30\n", - " 4036\n", - " 3904\n", - " 0.967294\n", + " 3304\n", + " 3156\n", + " 0.955206\n", " \n", " \n", "\n", @@ -1082,30 +3894,150 @@ ], "text/plain": [ " nearest_distance total_entries total_errors error_rate\n", - "0 5 2354 1236 0.525064\n", - "1 10 5199 621 0.119446\n", - "2 15 5320 975 0.183271\n", - "3 20 5310 2592 0.488136\n", - "4 25 4113 3948 0.959883\n", - "5 30 4036 3904 0.967294" + "0 5 6026 837 0.138898\n", + "1 10 4194 2259 0.538627\n", + "2 15 4192 2162 0.515744\n", + "3 20 4197 2369 0.564451\n", + "4 25 4353 3895 0.894785\n", + "5 30 3304 3156 0.955206" ] }, - "execution_count": 25, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Summarizing the frequency of standard data\n", + "#Summarizing the frequency of data otsu adaptive\n", "\n", - "standard_summary = data_standard.groupby('nearest_distance').agg(\n", + "standard_summary_heading = data_standard_heading.groupby('nearest_distance').agg(\n", " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", ").reset_index()\n", "\n", "# Calculate the error rate for each 'nearest_distance' group\n", - "standard_summary['error_rate'] = standard_summary['total_errors'] / standard_summary['total_entries']\n", - "standard_summary" + "standard_summary_heading['error_rate'] = standard_summary_heading['total_errors'] / standard_summary_heading['total_entries']\n", + "standard_summary_heading" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot error rate for standard\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(standard_summary_heading['nearest_distance'], standard_summary_heading['error_rate'], marker='o')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for standard thresholding')\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot all the error rates for the different thresholding methods together\n", + "\n", + "plt.plot(standard_summary['nearest_distance'], standard_summary['error_rate'], marker='o', label='Standard')\n", + "plt.plot(otsu_adaptive_summary['nearest_distance'], otsu_adaptive_summary['error_rate'], marker='o', label='Otsu adaptive')\n", + "plt.plot(kl_adaptive_summary['nearest_distance'], kl_adaptive_summary['error_rate'], marker='o', label='KL adaptive')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for different thresholding methods')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot all the error rates for the different thresholding methods together for ex500\n", + "\n", + "plt.plot(standard_ex500_summary['nearest_distance'], standard_ex500_summary['error_rate'], marker='o', label='Standard')\n", + "plt.plot(otsu_adaptive_ex500_summary['nearest_distance'], otsu_adaptive_ex500_summary['error_rate'], marker='o', label='Otsu adaptive')\n", + "plt.plot(kl_adaptive_ex500_summary['nearest_distance'], kl_adaptive_ex500_summary['error_rate'], marker='o', label='KL adaptive')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for different thresholding methods (Exposure 500)')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot all the error rates for the different thresholding methods together for heading\n", + "\n", + "plt.plot(standard_summary_heading['nearest_distance'], standard_summary_heading['error_rate'], marker='o', label='Standard')\n", + "plt.plot(otsu_adaptive_summary_heading['nearest_distance'], otsu_adaptive_summary_heading['error_rate'], marker='o', label='Otsu adaptive')\n", + "plt.plot(kl_adaptive_summary_heading['nearest_distance'], kl_adaptive_summary_heading['error_rate'], marker='o', label='KL adaptive')\n", + "plt.xlabel('Distance to target (m)')\n", + "plt.ylabel('Error rate')\n", + "plt.title('Error rate for different thresholding methods (Heading)')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()\n" ] }, { @@ -2373,27 +5305,136 @@ { "data": { "text/plain": [ - "'/home/rivermar/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_dynamic_standard_summaries.csv'" + "'/home/rivermar/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_dynamic_standard_summaries.csv'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Create a csv with all summaries\n", + "summary_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_dynamic_standard_summaries.csv')\n", + "summaries = [th_50_summary_static, th_50_summary_dynamic, th_100_v2_summary_static, th_100_v2_summary_dynamic, th_150_summary_static, th_150_summary_dynamic, th_200_summary_static, th_200_summary_dynamic]\n", + "summary = pd.concat(summaries, axis=0)\n", + "summary.to_csv(summary_file_path, index=False)\n", + "\n", + "summary_file_path # Return the path to the new CSV and display the first few rows of the cleaned data." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " nearest_distance total_entries total_errors error_rate\n", + "0 5 3252 315 0.096863\n", + "1 10 5338 678 0.127014\n", + "2 15 5250 368 0.070095\n", + "3 20 5250 309 0.058857\n", + "4 25 5305 411 0.077474\n", + "5 30 38511 35394 0.919062" ] }, - "execution_count": 17, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Create a csv with all summaries\n", - "summary_file_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/combined_static_dynamic_standard_summaries.csv')\n", - "summaries = [th_50_summary_static, th_50_summary_dynamic, th_100_v2_summary_static, th_100_v2_summary_dynamic, th_150_summary_static, th_150_summary_dynamic, th_200_summary_static, th_200_summary_dynamic]\n", - "summary = pd.concat(summaries, axis=0)\n", - "summary.to_csv(summary_file_path, index=False)\n", + "#Summarizing the frequency of errors for otsu adaptive\n", "\n", - "summary_file_path # Return the path to the new CSV and display the first few rows of the cleaned data." + "#Take only the rows after the 6712th row\n", + "data_static_otsu_adaptive_i = data_static_otsu_adaptive.iloc[23251:]\n", + "otsu_adaptive_summary_static = data_static_otsu_adaptive_i.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "otsu_adaptive_summary_static['error_rate'] = otsu_adaptive_summary_static['total_errors'] / otsu_adaptive_summary_static['total_entries']\n", + "otsu_adaptive_summary_static\n" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -2427,44 +5468,44 @@ " \n", " 0\n", " 5\n", - " 3252\n", - " 315\n", - " 0.096863\n", + " 5012\n", + " 2936\n", + " 0.585794\n", " \n", " \n", " 1\n", " 10\n", - " 5338\n", - " 678\n", - " 0.127014\n", + " 5290\n", + " 485\n", + " 0.091682\n", " \n", " \n", " 2\n", " 15\n", - " 5250\n", - " 368\n", - " 0.070095\n", + " 5282\n", + " 543\n", + " 0.102802\n", " \n", " \n", " 3\n", " 20\n", " 5250\n", - " 309\n", - " 0.058857\n", + " 1782\n", + " 0.339429\n", " \n", " \n", " 4\n", " 25\n", - " 5305\n", - " 411\n", - " 0.077474\n", + " 5336\n", + " 5051\n", + " 0.946589\n", " \n", " \n", " 5\n", " 30\n", - " 38511\n", - " 35394\n", - " 0.919062\n", + " 15082\n", + " 15058\n", + " 0.998409\n", " \n", " \n", "\n", @@ -2472,37 +5513,203 @@ ], "text/plain": [ " nearest_distance total_entries total_errors error_rate\n", - "0 5 3252 315 0.096863\n", - "1 10 5338 678 0.127014\n", - "2 15 5250 368 0.070095\n", - "3 20 5250 309 0.058857\n", - "4 25 5305 411 0.077474\n", - "5 30 38511 35394 0.919062" + "0 5 5012 2936 0.585794\n", + "1 10 5290 485 0.091682\n", + "2 15 5282 543 0.102802\n", + "3 20 5250 1782 0.339429\n", + "4 25 5336 5051 0.946589\n", + "5 30 15082 15058 0.998409" ] }, - "execution_count": 31, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Summarizing the frequency of errors for otsu adaptive\n", + "#Summarizing the frequency of errors for kl adaptive\n", + "\n", + "#Take only the rows after the 6712th row\n", + "data_static_kl_adaptive_i = data_static_kl_adaptive.iloc[0:]\n", + "kl_adaptive_summary_static = data_static_kl_adaptive_i.groupby('nearest_distance').agg(\n", + " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", + " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", + ").reset_index()\n", + "\n", + "# Calculate the error rate for each 'nearest_distance' group\n", + "kl_adaptive_summary_static['error_rate'] = kl_adaptive_summary_static['total_errors'] / kl_adaptive_summary_static['total_entries']\n", + "kl_adaptive_summary_static\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import matplotlib as mpl\n", + "\n", + "# Set the font to a serif font, like Times New Roman\n", + "#mpl.rcParams['font.family'] = 'cmu_serif'\n", + "#mpl.rcParams['mathtext.fontset'] = 'cm'\n", + "# Alternatively, for LaTeX typesetting (for truly academic appearance)\n", + "#mpl.rcParams['text.usetex'] = True\n", + "#mpl.rcdefaults()\n", + "mpl.rcParams['mathtext.fontset'] = 'stix'\n", + "mpl.rcParams['font.family'] = 'STIXGeneral'\n", + "\n", + "\n", + "\n", + "# Add a new column to each DataFrame to label the category before combining\n", + "\"\"\" th_200_summary_dynamic['category'] = 'Dynamic (Threshold = 200)'\n", + "th_100_v2_summary_dynamic['category'] = 'Dynamic (Threshold = 100)'\n", + "th_150_summary_dynamic['category'] = 'Dynamic (Threshold = 150)'\n", + "th_50_summary_dynamic['category'] = 'Dynamic (Threshold = 50)'\n", + "th_200_summary_static['category'] = 'Static (Threshold = 200)'\n", + "th_100_v2_summary_static['category'] = 'Static (Threshold = 100)'\n", + "th_150_summary_static['category'] = 'Static (Threshold = 150)'\n", + "th_50_summary_static['category'] = 'Static (Threshold = 50)'\n", + "adaptive_summary['category'] = 'KL-Adaptive' \"\"\"\n", + "otsu_adaptive_summary_static['category'] = 'Otsu Adaptive'\n", + "\"\"\" kl_adaptive_summary['category'] = 'Dynamic KL-Adaptive'\n", + "otsu_adaptive_summary_dynamic['category'] = 'Dynamic Otsu Adaptive' \"\"\"\n", + "\n", + "\n", + "#Just otsu adaptive\n", + "combined_data = otsu_adaptive_summary_static\n", + "\n", + "\"\"\" \n", + "# Combine all the DataFrames into one\n", + "combined_data = pd.concat([\n", + " th_200_summary_dynamic,\n", + " th_100_v2_summary_dynamic,\n", + " th_150_summary_dynamic,\n", + " th_50_summary_dynamic,\n", + " th_200_summary_static,\n", + " th_100_v2_summary_static,\n", + " th_150_summary_static,\n", + " th_50_summary_static,\n", + " adaptive_summary,\n", + " otsu_adaptive_summary,\n", + " kl_adaptive_summary,\n", + " otsu_adaptive_summary_dynamic\n", + "\n", + "]) \"\"\"\n", + "\n", + "\n", + "plt.figure(figsize=(14, 7))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "\n", + "# Adjusted barplot with hue\n", + "sns.barplot(data=combined_data, x='nearest_distance', y='error_rate', hue='category', palette='deep')\n", + "\n", + "plt.title('Error rate by increasing distance with varying thresholds')\n", + "plt.xlabel('Relative Distance (m)')\n", + "plt.ylabel('Error Rate [-]')\n", + "plt.legend(title='Category', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "\n", + "\n", + "\"\"\" # Bar plot\n", + "plt.subplot(1, 2, 1)\n", + "sns.barplot(data=th_200_summary_dynamic, x='nearest_distance', y='error_rate', color='royalblue', label='Dynamic (Threshold = 200)')\n", + "\n", + "#Include the threshold 100 data\n", + "sns.barplot(data=th_100_summary_dynamic, x='nearest_distance', y='error_rate', color='green', label='Dynamic (Threshold = 100)')\n", + "\n", + "#Include the threshold 150 data\n", + "sns.barplot(data=th_150_summary_dynamic, x='nearest_distance', y='error_rate', color='pink', label='Dynamic (Threshold = 150)')\n", + "\n", + "#Include the threshold 50 data\n", + "sns.barplot(data=th_50_summary_dynamic, x='nearest_distance', y='error_rate', color='gray', label='Dynamic (Threshold = 50)')\n", + "\n", + "#Add the static data\n", + "sns.barplot(data=th_200_summary_static, x='nearest_distance', y='error_rate', color='red', label='Static (Threshold = 200)')\n", + "\n", + "#Include the threshold 100 data\n", + "sns.barplot(data=th_100_summary_static, x='nearest_distance', y='error_rate', color='orange', label='Static (Threshold = 100)')\n", + "\n", + "#Include the threshold 150 data\n", + "sns.barplot(data=th_150_summary_static, x='nearest_distance', y='error_rate', color='purple', label='Static (Threshold = 150)')\n", + "\n", + "#Include the threshold 50 data\n", + "sns.barplot(data=th_50_summary_static, x='nearest_distance', y='error_rate', color='black', label='Static (Threshold = 50)')\n", + "\n", + "\n", + "plt.title('Error rate by increasing distance (Threshold = 200)')\n", + "plt.xlabel('Relative Distance (m)')\n", + "plt.ylabel('Error Rate [-]') \"\"\"\n", + "\n", + "\"\"\" # Line plot\n", + "plt.subplot(1, 2, 2)\n", + "sns.lineplot(data=th_200_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='royalblue', linewidth=2, markersize=8, label='Dynamic (Threshold = 200)')\n", + "\n", + "#Include the threshold 100 data\n", + "sns.lineplot(data=th_100_v2_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='green', linewidth=2, markersize=8, label='Dynamic (Threshold = 100)')\n", + "\n", + "#Include the threshold 150 data\n", + "sns.lineplot(data=th_150_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='pink', linewidth=2, markersize=8, label='Dynamic (Threshold = 150)')\n", + "\n", + "#Include the threshold 50 data\n", + "sns.lineplot(data=th_50_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='gray', linewidth=2, markersize=8, label='Dynamic (Threshold = 50)')\n", + "\n", + "#Add the static data\n", + "sns.lineplot(data=th_200_summary_static, x='nearest_distance', y='error_rate', marker='o', color='red', linewidth=2, markersize=8, label='Static (Threshold = 200)')\n", + "\n", + "#Include the threshold 100 data\n", + "sns.lineplot(data=th_100_v2_summary_static, x='nearest_distance', y='error_rate', marker='o', color='orange', linewidth=2, markersize=8, label='Static (Threshold = 100)')\n", + "\n", + "#Include the threshold 150 data\n", + "sns.lineplot(data=th_150_summary_static, x='nearest_distance', y='error_rate', marker='o', color='purple', linewidth=2, markersize=8, label='Static (Threshold = 150)')\n", + "\n", + "#Include the threshold 50 data\n", + "sns.lineplot(data=th_50_summary_static, x='nearest_distance', y='error_rate', marker='o', color='black', linewidth=2, markersize=8, label='Static (Threshold = 50)')\n", + "\n", + "#Add the adaptive data\n", + "sns.lineplot(data=adaptive_summary, x='nearest_distance', y='error_rate', marker='o', color='brown', linewidth=2, markersize=8, label='Adaptive')\n", + "\n", + "#Add the kl adaptive data\n", + "sns.lineplot(data=kl_adaptive_summary, x='nearest_distance', y='error_rate', marker='o', color='green', linewidth=2, markersize=8, label='KL Adaptive') \"\"\"\n", + "\n", + "#Add the otsu adaptive data\n", + "\n", + "sns.lineplot(data=otsu_adaptive_summary_static, x='nearest_distance', y='error_rate', marker='o', color='yellow', linewidth=2, markersize=8, label='Otsu Adaptive')\n", + "\n", + "\"\"\" #Add the otsu adaptive data\n", + "\n", + "sns.lineplot(data=otsu_adaptive_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='blue', linewidth=2, markersize=8, label='Dynamic Otsu Adaptive') \"\"\"\n", + "\n", "\n", - "#Take only the rows after the 6712th row\n", - "data_static_otsu_adaptive_i = data_static_otsu_adaptive.iloc[23251:]\n", - "otsu_adaptive_summary_static = data_static_otsu_adaptive_i.groupby('nearest_distance').agg(\n", - " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", - " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", - ").reset_index()\n", "\n", - "# Calculate the error rate for each 'nearest_distance' group\n", - "otsu_adaptive_summary_static['error_rate'] = otsu_adaptive_summary_static['total_errors'] / otsu_adaptive_summary_static['total_entries']\n", - "otsu_adaptive_summary_static\n" + "#Move label to the top left\n", + "plt.legend(title='Category', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.title('Error rate by increasing distance with varying thresholds')\n", + "plt.xlabel('Relative Distance (m)')\n", + "plt.ylabel('Error Rate [-]')\n", + "plt.grid(True)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -2536,91 +5743,504 @@ " \n", " 0\n", " 5\n", - " 5012\n", - " 2936\n", - " 0.585794\n", + " 6150\n", + " 3016\n", + " 0.490407\n", " \n", " \n", " 1\n", - " 10\n", - " 5290\n", - " 485\n", - " 0.091682\n", + " 8\n", + " 6141\n", + " 3036\n", + " 0.494382\n", " \n", " \n", " 2\n", - " 15\n", - " 5282\n", - " 543\n", - " 0.102802\n", + " 11\n", + " 6163\n", + " 2829\n", + " 0.459030\n", " \n", " \n", " 3\n", - " 20\n", - " 5250\n", - " 1782\n", - " 0.339429\n", + " 14\n", + " 6151\n", + " 4916\n", + " 0.799220\n", " \n", " \n", " 4\n", - " 25\n", - " 5336\n", - " 5051\n", - " 0.946589\n", + " 17\n", + " 6142\n", + " 5955\n", + " 0.969554\n", " \n", " \n", " 5\n", - " 30\n", - " 15082\n", - " 15058\n", - " 0.998409\n", + " 20\n", + " 6120\n", + " 5997\n", + " 0.979902\n", " \n", " \n", "\n", "" ], "text/plain": [ - " nearest_distance total_entries total_errors error_rate\n", - "0 5 5012 2936 0.585794\n", - "1 10 5290 485 0.091682\n", - "2 15 5282 543 0.102802\n", - "3 20 5250 1782 0.339429\n", - "4 25 5336 5051 0.946589\n", - "5 30 15082 15058 0.998409" + " nearest_distance total_entries total_errors error_rate\n", + "0 5 6150 3016 0.490407\n", + "1 8 6141 3036 0.494382\n", + "2 11 6163 2829 0.459030\n", + "3 14 6151 4916 0.799220\n", + "4 17 6142 5955 0.969554\n", + "5 20 6120 5997 0.979902" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "\n", + "\n", + "# Specified relative distances\n", + "#specified_distances = np.array([5, 8, 11, 14, 17, 20])\n", + "\n", + "# Assigning each data point to the nearest specified distance\n", + "#data['nearest_distance'] = specified_distances[np.abs(specified_distances[:, np.newaxis] - data['distance_x'].values).argmin(axis=0)]\n", + "\n", + "# Summarizing the frequency of errors for these specified distances\n", + "specified_distance_summary = data.groupby('nearest_distance')['is_error'].agg(['count', 'sum', 'mean']).reset_index().rename(columns={'count': 'total_entries', 'sum': 'total_errors', 'mean': 'error_rate'})\n", + "\n", + "specified_distance_summary\n", + "\n", + "# Summarizing the frequency of errors for these specified distances\n", + "specified_distance_summary_static = data_static.groupby('nearest_distance')['is_error'].agg(['count', 'sum', 'mean']).reset_index().rename(columns={'count': 'total_entries', 'sum': 'total_errors', 'mean': 'error_rate'})\n", + "\n", + "specified_distance_summary_static" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Signal presence through trajectory" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "signal_0 0.583640\n", + "signal_1 0.349622\n", + "signal_3 0.346090\n", + "dtype: float64\n", + "signal_0 0.345191\n", + "signal_1 0.387539\n", + "signal_3 0.418324\n", + "dtype: float64\n", + "signal_0 0.494267\n", + "signal_1 0.309517\n", + "signal_3 0.389494\n", + "dtype: float64\n", + " signal_0 signal_1 signal_3 relative_distance_y\n", + "0 0 0 0 25.909918\n", + "1 0 1 0 19.699417\n", + "2 0 1 1 10.188406\n", + "3 1 0 0 17.798402\n", + "4 1 0 1 14.992198\n", + "5 1 1 0 10.939843\n", + "6 1 1 1 7.881407\n" + ] + } + ], + "source": [ + "## Real world\n", + "\n", + "# Calculating the overall presence of each signal in both datasets\n", + "overall_presence_adaptive = data_otsu_adaptive[['signal_0','signal_1', 'signal_3']].mean()\n", + "overall_presence_standard = data_standard[['signal_0','signal_1', 'signal_3']].mean()\n", + "overall_presence_adaptive_kl = data_kl_adaptive[['signal_0','signal_1', 'signal_3']].mean()\n", + "\n", + "# Comparing the average distance for which each signal is detected\n", + "average_distance_adaptive = data_otsu_adaptive.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "average_distance_standard = data_standard.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "average_distance_adaptive_kl = data_kl_adaptive.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "\n", + "#Print as a table the overall presence of each signal in the three datasets\n", + "print(overall_presence_adaptive)\n", + "print(overall_presence_standard)\n", + "print(overall_presence_adaptive_kl)\n", + "\n", + "#Print as a table the average distance for which each signal is detected\n", + "print(average_distance_adaptive)\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "#overall_presence_adaptive, overall_presence_standard, average_distance_adaptive, average_distance_standard, overall_presence_adaptive_kl, average_distance_adaptive_kl" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(signal_0 0.567101\n", + " signal_1 0.334379\n", + " signal_3 0.349231\n", + " dtype: float64,\n", + " signal_0 0.354764\n", + " signal_1 0.385127\n", + " signal_3 0.414650\n", + " dtype: float64,\n", + " signal_0 signal_1 signal_3 relative_distance_y\n", + " 0 0 0 0 24.313126\n", + " 1 0 0 1 0.439850\n", + " 2 0 1 0 20.337818\n", + " 3 0 1 1 8.870278\n", + " 4 1 0 0 16.540979\n", + " 5 1 0 1 2.991894\n", + " 6 1 1 0 8.554462\n", + " 7 1 1 1 7.332727,\n", + " signal_0 signal_1 signal_3 relative_distance_y\n", + " 0 0 0 0 23.816085\n", + " 1 0 0 1 19.672967\n", + " 2 0 1 0 16.757231\n", + " 3 0 1 1 14.895629\n", + " 4 1 0 0 11.903448\n", + " 5 1 0 1 14.690249\n", + " 6 1 1 0 10.953573\n", + " 7 1 1 1 7.539975,\n", + " signal_0 0.466478\n", + " signal_1 0.293585\n", + " signal_3 0.367170\n", + " dtype: float64,\n", + " signal_0 signal_1 signal_3 relative_distance_y\n", + " 0 0 0 0 23.380992\n", + " 1 0 0 1 16.362705\n", + " 2 0 1 0 11.718338\n", + " 3 0 1 1 6.355504\n", + " 4 1 0 0 16.071133\n", + " 5 1 0 1 14.154705\n", + " 6 1 1 0 8.644962\n", + " 7 1 1 1 7.219652)" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## Real world\n", + "\n", + "import pandas as pd\n", + "\n", + "adaptive_df = pd.read_csv('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv_2/otsu_exp3_processed.csv')\n", + "\n", + "kl_adaptive_df = pd.read_csv('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv_2/kl_exp3_processed.csv')\n", + "\n", + "standard_df = pd.read_csv('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv_2/standard_exp3_processed.csv')\n", + "\n", + "# Drop rows with NaN distances if any\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav38_distance_x'])\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav38_distance_y'])\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav38_distance_z'])\n", + "\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav39_distance_x'])\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav39_distance_y'])\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav39_distance_z'])\n", + "\n", + "\n", + "standard_df_clean = standard_df.dropna(subset=['uav38_distance_x'])\n", + "standard_df_clean = standard_df.dropna(subset=['uav38_distance_y'])\n", + "standard_df_clean = standard_df.dropna(subset=['uav38_distance_z'])\n", + "\n", + "standard_df_clean = standard_df.dropna(subset=['uav39_distance_x'])\n", + "standard_df_clean = standard_df.dropna(subset=['uav39_distance_y'])\n", + "standard_df_clean = standard_df.dropna(subset=['uav39_distance_z'])\n", + "\n", + "kl_adaptive_df_clean = kl_adaptive_df.dropna(subset=['uav38_distance_x'])\n", + "kl_adaptive_df_clean = kl_adaptive_df.dropna(subset=['uav38_distance_y'])\n", + "kl_adaptive_df_clean = kl_adaptive_df.dropna(subset=['uav38_distance_z'])\n", + "\n", + "kl_adaptive_df_clean = kl_adaptive_df.dropna(subset=['uav39_distance_x'])\n", + "kl_adaptive_df_clean = kl_adaptive_df.dropna(subset=['uav39_distance_y'])\n", + "kl_adaptive_df_clean = kl_adaptive_df.dropna(subset=['uav39_distance_z'])\n", + "\n", + "\n", + "\n", + "\n", + "# Calculating the overall presence of each signal in both datasets\n", + "overall_presence_adaptive = adaptive_df[['signal_0','signal_1', 'signal_3']].mean()\n", + "overall_presence_standard = standard_df[['signal_0','signal_1', 'signal_3']].mean()\n", + "overall_presence_adaptive_kl = kl_adaptive_df[['signal_0','signal_1', 'signal_3']].mean()\n", + "\n", + "# Comparing the average distance for which each signal is detected\n", + "average_distance_adaptive = adaptive_df.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "average_distance_standard = standard_df.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "average_distance_adaptive_kl = kl_adaptive_df.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "\n", + "overall_presence_adaptive, overall_presence_standard, average_distance_adaptive, average_distance_standard, overall_presence_adaptive_kl, average_distance_adaptive_kl" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "#grouping by distance and calculating the signal presence rate\n", + "\n", + "data_otsu_adaptive['rounded_distance'] = data_otsu_adaptive['relative_distance_y'].round()\n", + "\n", + "#Otsu number of points per distance\n", + "otsu_num_points = data_otsu_adaptive.groupby('rounded_distance')['num_points'].mean().reset_index()\n", + "\n", + "#grouping by distance and calculating the signal presence rate\n", + "\n", + "data_kl_adaptive['rounded_distance'] = data_kl_adaptive['relative_distance_y'].round()\n", + "#KL number of points per distance\n", + "kl_num_points = data_kl_adaptive.groupby('rounded_distance')['num_points'].mean().reset_index()\n", + "\n", + "#standard\n", + "\n", + "data_standard['rounded_distance'] = data_standard['relative_distance_y'].round()\n", + "#Standard number of points per distance\n", + "standard_num_points = data_standard.groupby('rounded_distance')['num_points'].mean().reset_index()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "#Plot for the number of points per distance\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(otsu_num_points['rounded_distance'], otsu_num_points['num_points'], label='Otsu Adaptive Method', color='blue')\n", + "plt.plot(kl_num_points['rounded_distance'], kl_num_points['num_points'], label='Kl Adaptive Method', color='purple')\n", + "plt.plot(standard_num_points['rounded_distance'], standard_num_points['num_points'], label='Static Standard Method', color='red')\n", + "plt.title('Number of Points per Distance for Three Methods (Exposure 1000)')\n", + "plt.xlabel('Distance (m)')\n", + "plt.ylabel('Number of Points')\n", + "plt.legend(loc='best')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "#grouping by distance and calculating the signal presence rate\n", + "\n", + "data_otsu_adaptive['rounded_distance'] = data_otsu_adaptive['relative_distance_y'].round()\n", + "\n", + "otsu_signal_presence_by_distance = data_otsu_adaptive.groupby('rounded_distance')[['signal_0','signal_1', 'signal_3']].mean().reset_index()\n", + "\n", + "#grouping by distance and calculating the signal presence rate\n", + "\n", + "data_kl_adaptive['rounded_distance'] = data_kl_adaptive['relative_distance_y'].round()\n", + "\n", + "kl_signal_presence_by_distance = data_kl_adaptive.groupby('rounded_distance')[['signal_0','signal_1', 'signal_3']].mean().reset_index()\n", + "\n", + "data_standard['rounded_distance'] = data_standard['relative_distance_y'].round()\n", + "\n", + "standard_signal_presence_by_distance = data_standard.groupby('rounded_distance')[['signal_0','signal_1', 'signal_3']].mean().reset_index()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "fig, axes = plt.subplots(3, 1, figsize=(10, 15), sharex=True)\n", + "fig.suptitle('Comparison of Signal Presence by Distance for Three Methods (Exposure 1000)', fontsize=16)\n", + "\n", + "signals = ['signal_0','signal_1', 'signal_3']\n", + "colors = ['blue', 'green','purple']\n", + "labels = ['Signal 0','Signal 1', 'Signal 3']\n", + "method_names = ['Otsu Adaptive Method','Kl Adaptive Method', 'Static Standard Method']\n", + "\n", + "# ignal presence for each signal\n", + "for i, signal in enumerate(signals):\n", + " x_otsu = np.array(otsu_signal_presence_by_distance['rounded_distance'])\n", + " y_otsu = np.array(otsu_signal_presence_by_distance[signal])\n", + " x_kl = np.array(kl_signal_presence_by_distance['rounded_distance'])\n", + " y_kl = np.array(kl_signal_presence_by_distance[signal])\n", + " x_standard = np.array(standard_signal_presence_by_distance['rounded_distance'])\n", + " y_standard = np.array(standard_signal_presence_by_distance[signal])\n", + " \n", + " axes[i].plot(x_otsu, y_otsu, color='blue', label=f'{labels[i]} - {method_names[0]}')\n", + " axes[i].plot(x_kl, y_kl, '-.', color='purple', label=f'{labels[i]} - {method_names[1]}')\n", + " axes[i].plot(x_standard, y_standard, '--', color='red', label=f'{labels[i]} - {method_names[2]}')\n", + " axes[i].set_ylabel('Presence Rate')\n", + " axes[i].legend(loc='best')\n", + " axes[i].grid(True)\n", + "\n", + "axes[-1].set_xlabel('Distance (m)')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Heading " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(signal_0 0.731768\n", + " signal_1 0.010766\n", + " signal_3 0.164528\n", + " dtype: float64,\n", + " signal_0 0.594329\n", + " signal_1 0.125399\n", + " signal_3 0.205831\n", + " dtype: float64,\n", + " signal_0 signal_1 signal_3 relative_distance_y\n", + " 0 0 0 0 16.396630\n", + " 1 0 0 1 5.730414\n", + " 2 0 1 0 10.609841\n", + " 3 0 1 1 5.088808\n", + " 4 1 0 0 15.901874\n", + " 5 1 0 1 8.968409\n", + " 6 1 1 1 4.986820,\n", + " signal_0 signal_1 signal_3 relative_distance_y\n", + " 0 0 0 0 25.342967\n", + " 1 0 0 1 25.501587\n", + " 2 0 1 0 16.247306\n", + " 3 1 0 0 14.400171\n", + " 4 1 0 1 12.219741\n", + " 5 1 1 0 5.017637\n", + " 6 1 1 1 4.981339,\n", + " signal_0 0.631785\n", + " signal_1 0.034858\n", + " signal_3 0.096094\n", + " dtype: float64,\n", + " signal_0 signal_1 signal_3 relative_distance_y\n", + " 0 0 0 0 24.908772\n", + " 1 0 0 1 25.417538\n", + " 2 0 1 0 24.952548\n", + " 3 0 1 1 5.022081\n", + " 4 1 0 0 12.662725\n", + " 5 1 0 1 9.760502\n", + " 6 1 1 0 5.001476\n", + " 7 1 1 1 5.000377)" ] }, - "execution_count": 37, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Summarizing the frequency of errors for kl adaptive\n", + "## Real world\n", "\n", - "#Take only the rows after the 6712th row\n", - "data_static_kl_adaptive_i = data_static_kl_adaptive.iloc[0:]\n", - "kl_adaptive_summary_static = data_static_kl_adaptive_i.groupby('nearest_distance').agg(\n", - " total_entries=pd.NamedAgg(column='num_points', aggfunc='sum'),\n", - " total_errors=pd.NamedAgg(column='error_count', aggfunc='sum'),\n", - ").reset_index()\n", + "# Calculating the overall presence of each signal in both datasets\n", + "overall_presence_adaptive = data_adaptive_heading[['signal_0','signal_1', 'signal_3']].mean()\n", + "overall_presence_standard = data_standard_heading[['signal_0','signal_1', 'signal_3']].mean()\n", + "overall_presence_adaptive_kl = data_kl_adaptive_heading[['signal_0','signal_1', 'signal_3']].mean()\n", "\n", - "# Calculate the error rate for each 'nearest_distance' group\n", - "kl_adaptive_summary_static['error_rate'] = kl_adaptive_summary_static['total_errors'] / kl_adaptive_summary_static['total_entries']\n", - "kl_adaptive_summary_static\n", + "# Comparing the average distance for which each signal is detected\n", + "average_distance_adaptive = data_adaptive_heading.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "average_distance_standard = data_standard_heading.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "average_distance_adaptive_kl = data_kl_adaptive_heading.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", "\n", - "\n" + "overall_presence_adaptive, overall_presence_standard, average_distance_adaptive, average_distance_standard, overall_presence_adaptive_kl, average_distance_adaptive_kl" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#grouping by distance and calculating the signal presence rate\n", + "\n", + "data_adaptive_heading['rounded_distance'] = data_adaptive_heading['relative_distance_y'].round()\n", + "\n", + "#Otsu number of points per distance\n", + "otsu_num_points = data_adaptive_heading.groupby('rounded_distance')['num_points'].mean().reset_index()\n", + "\n", + "#grouping by distance and calculating the signal presence rate\n", + "\n", + "data_kl_adaptive_heading['rounded_distance'] = data_kl_adaptive_heading['relative_distance_y'].round()\n", + "#KL number of points per distance\n", + "kl_num_points = data_kl_adaptive_heading.groupby('rounded_distance')['num_points'].mean().reset_index()\n", + "\n", + "#standard\n", + "\n", + "data_standard_heading['rounded_distance'] = data_standard_heading['relative_distance_y'].round()\n", + "#Standard number of points per distance\n", + "standard_num_points = data_standard_heading.groupby('rounded_distance')['num_points'].mean().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -2629,155 +6249,478 @@ ], "source": [ "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import matplotlib as mpl\n", + "import numpy as np\n", "\n", - "# Set the font to a serif font, like Times New Roman\n", - "#mpl.rcParams['font.family'] = 'cmu_serif'\n", - "#mpl.rcParams['mathtext.fontset'] = 'cm'\n", - "# Alternatively, for LaTeX typesetting (for truly academic appearance)\n", - "#mpl.rcParams['text.usetex'] = True\n", - "#mpl.rcdefaults()\n", - "mpl.rcParams['mathtext.fontset'] = 'stix'\n", - "mpl.rcParams['font.family'] = 'STIXGeneral'\n", + "#Plot for the number of points per distance\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(otsu_num_points['rounded_distance'], otsu_num_points['num_points'], label='Otsu Adaptive Method', color='blue')\n", + "plt.plot(kl_num_points['rounded_distance'], kl_num_points['num_points'], label='Kl Adaptive Method', color='purple')\n", + "plt.plot(standard_num_points['rounded_distance'], standard_num_points['num_points'], label='Static Standard Method', color='red')\n", + "plt.title('Number of Points per Distance for Three Methods (Heading)')\n", + "plt.xlabel('Distance (m)')\n", + "plt.ylabel('Detected Points')\n", + "plt.legend(loc='best')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "#grouping by distance and calculating the signal presence rate\n", "\n", + "data_adaptive_heading['rounded_distance'] = data_adaptive_heading['relative_distance_y'].round()\n", "\n", + "otsu_signal_presence_by_distance = data_adaptive_heading.groupby('rounded_distance')[['signal_0','signal_1', 'signal_3']].mean().reset_index()\n", "\n", - "# Add a new column to each DataFrame to label the category before combining\n", - "\"\"\" th_200_summary_dynamic['category'] = 'Dynamic (Threshold = 200)'\n", - "th_100_v2_summary_dynamic['category'] = 'Dynamic (Threshold = 100)'\n", - "th_150_summary_dynamic['category'] = 'Dynamic (Threshold = 150)'\n", - "th_50_summary_dynamic['category'] = 'Dynamic (Threshold = 50)'\n", - "th_200_summary_static['category'] = 'Static (Threshold = 200)'\n", - "th_100_v2_summary_static['category'] = 'Static (Threshold = 100)'\n", - "th_150_summary_static['category'] = 'Static (Threshold = 150)'\n", - "th_50_summary_static['category'] = 'Static (Threshold = 50)'\n", - "adaptive_summary['category'] = 'KL-Adaptive' \"\"\"\n", - "otsu_adaptive_summary_static['category'] = 'Otsu Adaptive'\n", - "\"\"\" kl_adaptive_summary['category'] = 'Dynamic KL-Adaptive'\n", - "otsu_adaptive_summary_dynamic['category'] = 'Dynamic Otsu Adaptive' \"\"\"\n", + "#grouping by distance and calculating the signal presence rate\n", "\n", + "data_kl_adaptive_heading['rounded_distance'] = data_kl_adaptive_heading['relative_distance_y'].round()\n", "\n", - "#Just otsu adaptive\n", - "combined_data = otsu_adaptive_summary_static\n", + "kl_signal_presence_by_distance = data_kl_adaptive_heading.groupby('rounded_distance')[['signal_0','signal_1', 'signal_3']].mean().reset_index()\n", "\n", - "\"\"\" \n", - "# Combine all the DataFrames into one\n", - "combined_data = pd.concat([\n", - " th_200_summary_dynamic,\n", - " th_100_v2_summary_dynamic,\n", - " th_150_summary_dynamic,\n", - " th_50_summary_dynamic,\n", - " th_200_summary_static,\n", - " th_100_v2_summary_static,\n", - " th_150_summary_static,\n", - " th_50_summary_static,\n", - " adaptive_summary,\n", - " otsu_adaptive_summary,\n", - " kl_adaptive_summary,\n", - " otsu_adaptive_summary_dynamic\n", + "data_standard_heading['rounded_distance'] = data_standard_heading['relative_distance_y'].round()\n", "\n", - "]) \"\"\"\n", + "standard_signal_presence_by_distance = data_standard_heading.groupby('rounded_distance')[['signal_0','signal_1', 'signal_3']].mean().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "\n", + "fig, axes = plt.subplots(3, 1, figsize=(10, 15), sharex=True)\n", + "fig.suptitle(' Comparison of Signal Presence by Distance for Three Methods (Heading) ', fontsize=16)\n", "\n", - "plt.figure(figsize=(14, 7))\n", + "signals = ['signal_0','signal_1', 'signal_3']\n", + "colors = ['blue', 'green','purple']\n", + "labels = ['Signal 0','Signal 1', 'Signal 3']\n", + "method_names = ['Otsu Adaptive Method','Kl Adaptive Method', 'Static Standard Method']\n", "\n", - "plt.subplot(1, 2, 1)\n", + "# ignal presence for each signal\n", + "for i, signal in enumerate(signals):\n", + " x_otsu = np.array(otsu_signal_presence_by_distance['rounded_distance'])\n", + " y_otsu = np.array(otsu_signal_presence_by_distance[signal])\n", + " x_kl = np.array(kl_signal_presence_by_distance['rounded_distance'])\n", + " y_kl = np.array(kl_signal_presence_by_distance[signal])\n", + " x_standard = np.array(standard_signal_presence_by_distance['rounded_distance'])\n", + " y_standard = np.array(standard_signal_presence_by_distance[signal])\n", + " \n", + " axes[i].plot(x_otsu, y_otsu, color='blue', label=f'{labels[i]} - {method_names[0]}')\n", + " axes[i].plot(x_kl, y_kl, '-.', color='purple', label=f'{labels[i]} - {method_names[1]}')\n", + " axes[i].plot(x_standard, y_standard, '--', color='red', label=f'{labels[i]} - {method_names[2]}')\n", + " axes[i].set_ylabel('Presence Rate')\n", + " axes[i].legend(loc='best')\n", + " axes[i].grid(True)\n", "\n", - "# Adjusted barplot with hue\n", - "sns.barplot(data=combined_data, x='nearest_distance', y='error_rate', hue='category', palette='deep')\n", + "axes[-1].set_xlabel('Distance (m)')\n", "\n", - "plt.title('Error rate by increasing distance with varying thresholds')\n", - "plt.xlabel('Relative Distance (m)')\n", - "plt.ylabel('Error Rate [-]')\n", - "plt.legend(title='Category', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exposure " + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "signal_0 0.480427\n", + "signal_1 0.428155\n", + "signal_3 0.501919\n", + "dtype: float64\n", + "signal_0 0.414743\n", + "signal_1 0.380285\n", + "signal_3 0.555994\n", + "dtype: float64\n", + "signal_0 0.415961\n", + "signal_1 0.351910\n", + "signal_3 0.489435\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "## Real world\n", "\n", + "# Calculating the overall presence of each signal in both datasets\n", + "overall_presence_adaptive = data_adaptive_ex500[['signal_0','signal_1', 'signal_3']].mean()\n", + "overall_presence_standard = data_standard_ex500[['signal_0','signal_1', 'signal_3']].mean()\n", + "overall_presence_adaptive_kl = data_kl_adaptive_ex500[['signal_0','signal_1', 'signal_3']].mean()\n", "\n", - "\"\"\" # Bar plot\n", - "plt.subplot(1, 2, 1)\n", - "sns.barplot(data=th_200_summary_dynamic, x='nearest_distance', y='error_rate', color='royalblue', label='Dynamic (Threshold = 200)')\n", + "# Comparing the average distance for which each signal is detected\n", + "average_distance_adaptive = data_adaptive_ex500.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "average_distance_standard = data_standard_ex500.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "average_distance_adaptive_kl = data_kl_adaptive_ex500.groupby(['signal_0','signal_1', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", "\n", - "#Include the threshold 100 data\n", - "sns.barplot(data=th_100_summary_dynamic, x='nearest_distance', y='error_rate', color='green', label='Dynamic (Threshold = 100)')\n", + "#Print as a table the overall presence of each signal in the three datasets\n", + "print(overall_presence_adaptive)\n", + "print(overall_presence_standard)\n", + "print(overall_presence_adaptive_kl)\n", "\n", - "#Include the threshold 150 data\n", - "sns.barplot(data=th_150_summary_dynamic, x='nearest_distance', y='error_rate', color='pink', label='Dynamic (Threshold = 150)')\n", "\n", - "#Include the threshold 50 data\n", - "sns.barplot(data=th_50_summary_dynamic, x='nearest_distance', y='error_rate', color='gray', label='Dynamic (Threshold = 50)')\n", + "#overall_presence_adaptive, overall_presence_standard, average_distance_adaptive, average_distance_standard, overall_presence_adaptive_kl, average_distance_adaptive_kl" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [], + "source": [ + "#grouping by distance and calculating the signal presence rate\n", "\n", - "#Add the static data\n", - "sns.barplot(data=th_200_summary_static, x='nearest_distance', y='error_rate', color='red', label='Static (Threshold = 200)')\n", + "data_adaptive_ex500['rounded_distance'] = data_adaptive_ex500['relative_distance_y'].round()\n", "\n", - "#Include the threshold 100 data\n", - "sns.barplot(data=th_100_summary_static, x='nearest_distance', y='error_rate', color='orange', label='Static (Threshold = 100)')\n", + "#Otsu number of points per distance\n", + "otsu_num_points = data_adaptive_ex500.groupby('rounded_distance')['num_points'].mean().reset_index()\n", "\n", - "#Include the threshold 150 data\n", - "sns.barplot(data=th_150_summary_static, x='nearest_distance', y='error_rate', color='purple', label='Static (Threshold = 150)')\n", + "#grouping by distance and calculating the signal presence rate\n", "\n", - "#Include the threshold 50 data\n", - "sns.barplot(data=th_50_summary_static, x='nearest_distance', y='error_rate', color='black', label='Static (Threshold = 50)')\n", + "data_kl_adaptive_ex500['rounded_distance'] = data_kl_adaptive_ex500['relative_distance_y'].round()\n", + "#KL number of points per distance\n", + "kl_num_points = data_kl_adaptive_ex500.groupby('rounded_distance')['num_points'].mean().reset_index()\n", + "\n", + "#standard\n", + "\n", + "data_standard_ex500['rounded_distance'] = data_standard_ex500['relative_distance_y'].round()\n", + "#Standard number of points per distance\n", + "standard_num_points = data_standard_ex500.groupby('rounded_distance')['num_points'].mean().reset_index()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "#Plot for the number of points per distance\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(otsu_num_points['rounded_distance'], otsu_num_points['num_points'], label='Otsu Adaptive Method', color='blue')\n", + "plt.plot(kl_num_points['rounded_distance'], kl_num_points['num_points'], label='Kl Adaptive Method', color='purple')\n", + "plt.plot(standard_num_points['rounded_distance'], standard_num_points['num_points'], label='Static Standard Method', color='red')\n", + "plt.title('Number of Points per Distance for Three Methods (Exposure 500)')\n", + "plt.xlabel('Distance (m)')\n", + "plt.ylabel('Detected Points')\n", + "plt.legend(loc='best')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": {}, + "outputs": [], + "source": [ + "#grouping by distance and calculating the signal presence rate\n", + "\n", + "data_adaptive_ex500['rounded_distance'] = data_adaptive_ex500['relative_distance_y'].round()\n", + "\n", + "otsu_signal_presence_by_distance = data_adaptive_ex500.groupby('rounded_distance')[['signal_0','signal_1', 'signal_3']].mean().reset_index()\n", + "\n", + "#grouping by distance and calculating the signal presence rate\n", + "\n", + "data_kl_adaptive_ex500['rounded_distance'] = data_kl_adaptive_ex500['relative_distance_y'].round()\n", + "\n", + "kl_signal_presence_by_distance = data_kl_adaptive_ex500.groupby('rounded_distance')[['signal_0','signal_1', 'signal_3']].mean().reset_index()\n", + "\n", + "data_standard_ex500['rounded_distance'] = data_standard_ex500['relative_distance_y'].round()\n", + "\n", + "standard_signal_presence_by_distance = data_standard_ex500.groupby('rounded_distance')[['signal_0','signal_1', 'signal_3']].mean().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "\n", + "fig, axes = plt.subplots(3, 1, figsize=(10, 15), sharex=True)\n", + "fig.suptitle(' Comparison of Signal Presence by Distance for Three Methods (Exposure 500) ', fontsize=16)\n", "\n", - "plt.title('Error rate by increasing distance (Threshold = 200)')\n", - "plt.xlabel('Relative Distance (m)')\n", - "plt.ylabel('Error Rate [-]') \"\"\"\n", + "signals = ['signal_0','signal_1', 'signal_3']\n", + "colors = ['blue', 'green','purple']\n", + "labels = ['Signal 0','Signal 1', 'Signal 3']\n", + "method_names = ['Otsu Adaptive Method','Kl Adaptive Method', 'Static Standard Method']\n", "\n", - "\"\"\" # Line plot\n", - "plt.subplot(1, 2, 2)\n", - "sns.lineplot(data=th_200_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='royalblue', linewidth=2, markersize=8, label='Dynamic (Threshold = 200)')\n", + "# ignal presence for each signal\n", + "for i, signal in enumerate(signals):\n", + " x_otsu = np.array(otsu_signal_presence_by_distance['rounded_distance'])\n", + " y_otsu = np.array(otsu_signal_presence_by_distance[signal])\n", + " x_kl = np.array(kl_signal_presence_by_distance['rounded_distance'])\n", + " y_kl = np.array(kl_signal_presence_by_distance[signal])\n", + " x_standard = np.array(standard_signal_presence_by_distance['rounded_distance'])\n", + " y_standard = np.array(standard_signal_presence_by_distance[signal])\n", + " \n", + " axes[i].plot(x_otsu, y_otsu, color='blue', label=f'{labels[i]} - {method_names[0]}')\n", + " axes[i].plot(x_kl, y_kl, '-.', color='purple', label=f'{labels[i]} - {method_names[1]}')\n", + " axes[i].plot(x_standard, y_standard, '--', color='red', label=f'{labels[i]} - {method_names[2]}')\n", + " axes[i].set_ylabel('Presence Rate')\n", + " axes[i].legend(loc='best')\n", + " axes[i].grid(True)\n", "\n", - "#Include the threshold 100 data\n", - "sns.lineplot(data=th_100_v2_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='green', linewidth=2, markersize=8, label='Dynamic (Threshold = 100)')\n", + "axes[-1].set_xlabel('Distance (m)')\n", "\n", - "#Include the threshold 150 data\n", - "sns.lineplot(data=th_150_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='pink', linewidth=2, markersize=8, label='Dynamic (Threshold = 150)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Signal Presence heading experiment" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(signal_0 0.683901\n", + " signal_1 0.022145\n", + " signal_2 0.040535\n", + " signal_3 0.206817\n", + " dtype: float64,\n", + " signal_0 0.548670\n", + " signal_1 0.151744\n", + " signal_2 0.032006\n", + " signal_3 0.260794\n", + " dtype: float64,\n", + " signal_0 signal_1 signal_2 signal_3 relative_distance_y\n", + " 0 0 0 0 0 14.731773\n", + " 1 0 0 0 1 6.360984\n", + " 2 0 0 1 0 8.956449\n", + " 3 0 0 1 1 7.567072\n", + " 4 0 1 0 0 18.143488\n", + " 5 0 1 0 1 4.999998\n", + " 6 1 0 0 0 15.394262\n", + " 7 1 0 0 1 8.555667\n", + " 8 1 0 1 0 8.634072\n", + " 9 1 0 1 1 4.815958\n", + " 10 1 1 0 0 5.000163\n", + " 11 1 1 0 1 5.172904,\n", + " signal_0 signal_1 signal_2 signal_3 relative_distance_y\n", + " 0 0 0 0 0 21.290845\n", + " 1 0 0 0 1 22.988595\n", + " 2 0 0 1 0 6.084187\n", + " 3 0 0 1 1 7.634264\n", + " 4 0 1 0 0 16.250724\n", + " 5 1 0 0 0 14.304684\n", + " 6 1 0 0 1 10.846664\n", + " 7 1 0 1 0 4.300538\n", + " 8 1 0 1 1 5.111959\n", + " 9 1 1 0 0 5.019542\n", + " 10 1 1 0 1 4.991072)" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## Real world\n", "\n", - "#Include the threshold 50 data\n", - "sns.lineplot(data=th_50_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='gray', linewidth=2, markersize=8, label='Dynamic (Threshold = 50)')\n", + "import pandas as pd\n", "\n", - "#Add the static data\n", - "sns.lineplot(data=th_200_summary_static, x='nearest_distance', y='error_rate', marker='o', color='red', linewidth=2, markersize=8, label='Static (Threshold = 200)')\n", + "adaptive_df = pd.read_csv('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/otsu_exp3_heading_processed.csv')\n", "\n", - "#Include the threshold 100 data\n", - "sns.lineplot(data=th_100_v2_summary_static, x='nearest_distance', y='error_rate', marker='o', color='orange', linewidth=2, markersize=8, label='Static (Threshold = 100)')\n", + "standard_df = pd.read_csv('~/Desktop/MRS_Master_Project/rosbags/rw/processed_csv/standard_exp3_heading_processed.csv')\n", "\n", - "#Include the threshold 150 data\n", - "sns.lineplot(data=th_150_summary_static, x='nearest_distance', y='error_rate', marker='o', color='purple', linewidth=2, markersize=8, label='Static (Threshold = 150)')\n", + "# Drop rows with NaN distances if any\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav38_distance_x'])\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav38_distance_y'])\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav38_distance_z'])\n", "\n", - "#Include the threshold 50 data\n", - "sns.lineplot(data=th_50_summary_static, x='nearest_distance', y='error_rate', marker='o', color='black', linewidth=2, markersize=8, label='Static (Threshold = 50)')\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav39_distance_x'])\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav39_distance_y'])\n", + "adaptive_df_clean = adaptive_df.dropna(subset=['uav39_distance_z'])\n", "\n", - "#Add the adaptive data\n", - "sns.lineplot(data=adaptive_summary, x='nearest_distance', y='error_rate', marker='o', color='brown', linewidth=2, markersize=8, label='Adaptive')\n", "\n", - "#Add the kl adaptive data\n", - "sns.lineplot(data=kl_adaptive_summary, x='nearest_distance', y='error_rate', marker='o', color='green', linewidth=2, markersize=8, label='KL Adaptive') \"\"\"\n", + "standard_df_clean = standard_df.dropna(subset=['uav38_distance_x'])\n", + "standard_df_clean = standard_df.dropna(subset=['uav38_distance_y'])\n", + "standard_df_clean = standard_df.dropna(subset=['uav38_distance_z'])\n", "\n", - "#Add the otsu adaptive data\n", + "standard_df_clean = standard_df.dropna(subset=['uav39_distance_x'])\n", + "standard_df_clean = standard_df.dropna(subset=['uav39_distance_y'])\n", + "standard_df_clean = standard_df.dropna(subset=['uav39_distance_z'])\n", "\n", - "sns.lineplot(data=otsu_adaptive_summary_static, x='nearest_distance', y='error_rate', marker='o', color='yellow', linewidth=2, markersize=8, label='Otsu Adaptive')\n", "\n", - "\"\"\" #Add the otsu adaptive data\n", + "# Calculating the overall presence of each signal in both datasets\n", + "overall_presence_adaptive = adaptive_df[['signal_0','signal_1', 'signal_2', 'signal_3']].mean()\n", + "overall_presence_standard = standard_df[['signal_0','signal_1', 'signal_2', 'signal_3']].mean()\n", "\n", - "sns.lineplot(data=otsu_adaptive_summary_dynamic, x='nearest_distance', y='error_rate', marker='o', color='blue', linewidth=2, markersize=8, label='Dynamic Otsu Adaptive') \"\"\"\n", + "# Comparing the average distance for which each signal is detected\n", + "average_distance_adaptive = adaptive_df.groupby(['signal_0','signal_1', 'signal_2', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", + "average_distance_standard = standard_df.groupby(['signal_0','signal_1', 'signal_2', 'signal_3'])['relative_distance_y'].mean().reset_index()\n", "\n", + "overall_presence_adaptive, overall_presence_standard, average_distance_adaptive, average_distance_standard" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " rounded_distance signal_0 signal_1 signal_2 signal_3\n", + "0 3.0 0.532609 0.000000 0.527174 0.527174\n", + "1 4.0 0.742152 0.000000 0.742152 0.742152\n", + "2 5.0 0.628881 0.055541 0.023555 0.395476\n", + "3 6.0 0.733645 0.000000 0.453271 0.453271\n", + "4 7.0 0.714286 0.000000 0.461538 0.593407" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#grouping by distance and calculating the signal presence rate\n", "\n", + "adaptive_df['rounded_distance'] = adaptive_df['relative_distance_y'].round()\n", "\n", - "#Move label to the top left\n", - "plt.legend(title='Category', bbox_to_anchor=(1.05, 1), loc='upper left')\n", - "plt.title('Error rate by increasing distance with varying thresholds')\n", - "plt.xlabel('Relative Distance (m)')\n", - "plt.ylabel('Error Rate [-]')\n", - "plt.grid(True)\n", + "otsu_signal_presence_by_distance = adaptive_df.groupby('rounded_distance')[['signal_0','signal_1', 'signal_2', 'signal_3']].mean().reset_index()\n", "\n", - "plt.tight_layout()\n", - "plt.show()" + "otsu_signal_presence_by_distance.head()" ] }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 113, "metadata": {}, "outputs": [ { @@ -2801,105 +6744,136 @@ " \n", " \n", " \n", - " nearest_distance\n", - " total_entries\n", - " total_errors\n", - " error_rate\n", + " rounded_distance\n", + " signal_0\n", + " signal_1\n", + " signal_2\n", + " signal_3\n", " \n", " \n", " \n", " \n", " 0\n", - " 5\n", - " 6150\n", - " 3016\n", - " 0.490407\n", + " 2.0\n", + " 0.000000\n", + " 0.000000\n", + " 0.000000\n", + " 0.000000\n", " \n", " \n", " 1\n", - " 8\n", - " 6141\n", - " 3036\n", - " 0.494382\n", + " 3.0\n", + " 0.000000\n", + " 0.000000\n", + " 0.031496\n", + " 0.039370\n", " \n", " \n", " 2\n", - " 11\n", - " 6163\n", - " 2829\n", - " 0.459030\n", + " 4.0\n", + " 0.622030\n", + " 0.000000\n", + " 0.533477\n", + " 0.656587\n", " \n", " \n", " 3\n", - " 14\n", - " 6151\n", - " 4916\n", - " 0.799220\n", + " 5.0\n", + " 0.891698\n", + " 0.787453\n", + " 0.027154\n", + " 0.863920\n", " \n", " \n", " 4\n", - " 17\n", - " 6142\n", - " 5955\n", - " 0.969554\n", - " \n", - " \n", - " 5\n", - " 20\n", - " 6120\n", - " 5997\n", - " 0.979902\n", + " 6.0\n", + " 0.614035\n", + " 0.000000\n", + " 0.355263\n", + " 0.491228\n", " \n", " \n", "\n", "" ], "text/plain": [ - " nearest_distance total_entries total_errors error_rate\n", - "0 5 6150 3016 0.490407\n", - "1 8 6141 3036 0.494382\n", - "2 11 6163 2829 0.459030\n", - "3 14 6151 4916 0.799220\n", - "4 17 6142 5955 0.969554\n", - "5 20 6120 5997 0.979902" + " rounded_distance signal_0 signal_1 signal_2 signal_3\n", + "0 2.0 0.000000 0.000000 0.000000 0.000000\n", + "1 3.0 0.000000 0.000000 0.031496 0.039370\n", + "2 4.0 0.622030 0.000000 0.533477 0.656587\n", + "3 5.0 0.891698 0.787453 0.027154 0.863920\n", + "4 6.0 0.614035 0.000000 0.355263 0.491228" ] }, - "execution_count": 58, + "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import numpy as np\n", + "standard_df['rounded_distance'] = standard_df['relative_distance_y'].round()\n", "\n", + "standard_signal_presence_by_distance = standard_df.groupby('rounded_distance')[['signal_0','signal_1', 'signal_2', 'signal_3']].mean().reset_index()\n", "\n", - "# Specified relative distances\n", - "#specified_distances = np.array([5, 8, 11, 14, 17, 20])\n", + "standard_signal_presence_by_distance.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "\n", - "# Assigning each data point to the nearest specified distance\n", - "#data['nearest_distance'] = specified_distances[np.abs(specified_distances[:, np.newaxis] - data['distance_x'].values).argmin(axis=0)]\n", + "fig, axes = plt.subplots(4, 1, figsize=(10, 15), sharex=True)\n", + "fig.suptitle('Comparison of Signal Presence by Distance for Two Methods', fontsize=16)\n", "\n", - "# Summarizing the frequency of errors for these specified distances\n", - "specified_distance_summary = data.groupby('nearest_distance')['is_error'].agg(['count', 'sum', 'mean']).reset_index().rename(columns={'count': 'total_entries', 'sum': 'total_errors', 'mean': 'error_rate'})\n", + "signals = ['signal_0','signal_1', 'signal_2', 'signal_3']\n", + "colors = ['blue', 'green', 'red','purple']\n", + "labels = ['Signal 0','Signal 1', 'Signal 2', 'Signal 3']\n", + "method_names = ['Adaptive Method', 'Static Standard Method']\n", "\n", - "specified_distance_summary\n", + "# ignal presence for each signal\n", + "for i, signal in enumerate(signals):\n", + " x_kl = np.array(otsu_signal_presence_by_distance['rounded_distance'])\n", + " y_kl = np.array(otsu_signal_presence_by_distance[signal])\n", + " x_standard = np.array(standard_signal_presence_by_distance['rounded_distance'])\n", + " y_standard = np.array(standard_signal_presence_by_distance[signal])\n", + " \n", + " axes[i].plot(x_kl, y_kl, color=colors[i], label=f'{labels[i]} - {method_names[0]}')\n", + " axes[i].plot(x_standard, y_standard, '--', color=colors[i], label=f'{labels[i]} - {method_names[1]}')\n", + " axes[i].set_ylabel('Presence Rate')\n", + " axes[i].legend(loc='best')\n", + " axes[i].grid(True)\n", "\n", - "# Summarizing the frequency of errors for these specified distances\n", - "specified_distance_summary_static = data_static.groupby('nearest_distance')['is_error'].agg(['count', 'sum', 'mean']).reset_index().rename(columns={'count': 'total_entries', 'sum': 'total_errors', 'mean': 'error_rate'})\n", + "axes[-1].set_xlabel('Distance (Rounded)')\n", "\n", - "specified_distance_summary_static" + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Loading data for heading variations" + "# Simulation " ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 166, "metadata": {}, "outputs": [ { @@ -2923,7 +6897,7 @@ " 3 1 1 1 6.037778)" ] }, - "execution_count": 2, + "execution_count": 166, "metadata": {}, "output_type": "execute_result" } @@ -2953,7 +6927,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 167, "metadata": {}, "outputs": [ { @@ -3024,7 +6998,7 @@ "3 14.0 0.000000 0.000000 1.0" ] }, - "execution_count": 5, + "execution_count": 167, "metadata": {}, "output_type": "execute_result" } @@ -3043,7 +7017,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 168, "metadata": {}, "outputs": [ { @@ -3114,7 +7088,7 @@ "3 14.0 0.000000 0.00000 1.0" ] }, - "execution_count": 6, + "execution_count": 168, "metadata": {}, "output_type": "execute_result" } @@ -3129,12 +7103,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 169, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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atStJsqaabmRkJHLlyiU+fPigMU/1/gCIrl27iujo6CTrJ5dc9ezZU+t7EEKIDx8+JPkh2b9/vwAgzMzMxKFDhzTm/frrrwKAMDY2FtevX9eYpzr5AxArV67UmHfkyBGhUCiEoaGhePz4cZI4kvO1x/xrEgUhpESoQoUK6vdRpUoVMWnSJLFr164vxp1ccqW6qeDo6Chu3bqlnh4fH6/+wUgpuVL9GIWHh6vnvXnzRv3j/sMPPySJZevWrSIyMlJjmlKpFMuWLRMARJkyZYRSqdSYr4/kaunSper59+/fF0JofnfKlSsnQkNDk6x34MABoVAohL29fZLyefXqVZE/f34BQAQEBKinT58+XQAQ/fr1S/LeYmNjNb77QkhJQ65cuYRCoRDLly8XCQkJ6nmvXr0SDRo00JowJL4YnzRpksaNomvXrqkvZs+cOaOx3l9//aX+Xm3bti3Je75x44a4efPmN8eXksTnkZYtW2qcZx4/fqy+aBo/frzGej4+PgKAWLBgQZJthoWFCVNTU2FsbKz1WCYntcmVEEIUK1ZMABCTJ0/WmK4tudqwYYP6wvrzxDMhIUEEBAQkubBTxZKciIgI8ddffyVZLzY2VkyYMEEAEJ6enknW+9pz4s8//ywAiFy5comjR48m2e65c+fEo0eP1K+vXr0qTE1NhZmZmfjzzz81ln3w4IFwdXUVAMSGDRuSfY+fU31PP7+YVenYsaP6JsmrV6/U09+/fy+aNWsmAIgaNWporJP4fJE/f35x+/btVMeTHG3lKDIyUhgbGwtLS0uNY6YqG+XKlRMAND6rxOskLjdf+3uYksTJlRBCdO7cWQAQJ06cUC+zevVqAUBMnTpVCCGSTa6+5lyZeHvJff8SH6uCBQtqHKv4+HjRq1cv9Q2exKKjo9Xfy/79+2t8lvfu3ROFChUSAMTEiRM11vvnn38EIN38S/w5CCHEDz/8oI7l8/JYuHBhAUCdFCb24sULcenSJa3vj7RjcpUJNW3aVAAQnTp1+qr1ixYtKgCIn3/+Ock8pVKpPmHOmjVLY57qiz5mzJgk6126dEn9pV22bFmS+X/++acAIOrXr68xPfEF4u7du5Os9+LFC2FhYSEAaH1KkBzVSXbv3r0a01UnYzs7O61PKoRIPrny9PQUAFJ9kmnYsKEAIEaOHKl1vuopTN++fTWmq07Wbdq00bqe6vhv3LgxVXEI8fXH/GuTKyGEePbsmfri4PO/EiVKiB9//DFJ8itE8smV6k7zL7/8kmSdmJgY4eTklGJyZWlpKZ49e5Zk3a1bt37VzQp3d3cBQNy4cUNjui6Tq2fPnonly5cLKysrAUB4e3ur5yX+7nz+I6pSrVo1AUDrU1whpLv0AETbtm3V0wYOHCiAT0/IvmTcuHECgBg8eLDW+U+ePBHGxsYid+7cGsma6jhXqlQpSRInhBD9+/cXAMSMGTM0pquS4fnz5+s1vpSojrG5ubnWROjvv/8WgPQkIvHTq8DAQAFAFC9ePMm+Zs+eLQCIzp07pyoGlbQkV9WrVxcAxIABAzSma0uu5s6dm2wi+KVYvla+fPmEgYGBiIiI0Jj+NefEuLg4kTt37iQX/ylRJTrz5s3TOl91/CpVqpTKd5RycvXw4UNhYGAgFAqFuHLlSpL5T548UT+lSPz7l/h8kZbfgZQkV45UT6ESJxWqG7yqJ1v9+/dXz0vuadfX/h6m5PPkyt/fXwAQPXr0UC9TvXp1oVAo1GU7ueTqa86VibeXmuRqz549SeaHhoYKQLppnTiB2rRpkwCkGj/abgLv2LFDABDW1tYa55hGjRoJAGLcuHFa41GdPz8vjxYWFlprJdDXYZurbObJkyfqtk++vr5J5isUCvTs2RMAcOzYMa3b8PT0TDItcYcHKc1Prk59jhw54O3tnWR6njx50LRpUwBSHefPPXv2DKtXr8aoUaPQp08f9OjRAz169MCNGzcAINl2MY0aNUpzhwmquuUDBgzAwYMHER0dneyy8fHxOH36NAAkO55J7969AST/OXt5eWmdruqcJLl2Qp/TxTH/Go6Ojti3bx+uX7+OH374AV5eXureyO7cuYPx48fD3d0d7969S9V7uH//PgCgS5cuSeabmJigXbt2KW6jcuXKWnsg/NLn+d9//2Hp0qUYPnw4evfurS5jqnYrum57VbhwYXW9/Xz58mHgwIGIjIxEo0aNtNbjz5Mnj9YObV69eoXAwECYm5snW5ZUvYKdOXNGPU1VzsePH4+dO3ciMjIyxXj37t0LAOjYsaPW+U5OTihevDjCwsJw9+7dJPNbtGihtZ2ItuPy/PlzBAUFwcDAQP39+ZJvjS8lTZo00dptdYsWLZArVy5ERETg0qVL6ulVqlSBu7s77t69i4MHD6qnK5VKrFy5EgAwePDgNMWQFkqlEgBS1S6nSpUqAIC5c+di48aNePPmjc7iuHLlChYsWIAhQ4agV69e6u9UfHw8lEol/vvvP63rpeWcePHiRYSFhcHe3h6tW7f+YkxKpRL79+8HkHxZqVy5MqysrHD58uUUz/+pdeLECSiVSlSoUAHlypVLMt/JyQkeHh4Akj83J9c7nq40atQIANRDvgBS75LFihWDp6cn8uXLpzFP9X/VeoBufg9To2HDhihYsCD++OMPREZGIjg4GP/++y/q16+fYlvhrz1XpoWRkZH6WiYxBwcH5MyZEzExMRrt/1TXO506dYKpqWmS9dq0aYOcOXPi/fv3uHjxIgDpcz516hQAoGvXrlrj6N69u9bpVatWRXh4OLp3746LFy+qzxX0ddh1TSaUO3duAMDLly/TvK7qxydXrlxae3ADoO4lL7mLzQIFCiSZlnicIm3zra2tASDZHyRVg2ptChcuDEC6wE5s+vTpmDVrVooDB0ZERCS7v7QaM2YMTp06hcOHD6Np06YwNjaGm5sb6tSpg06dOqkvRgDg9evX6veqiv9zX/M5A1Aft9T+uOvimH+LMmXKoEyZMurXwcHBWL58OZYtW4YrV65g0qRJWLZsWYrbUB17e3v7ZMfE+tIxTevnmZCQgMGDB+OXX35JsbF8cmXsa6nGuVIoFDAzM1N3JJHcOHXJve+QkBAIIfDx40etP86JJR5ovFu3bvD398fmzZvRtm1bGBoaonTp0qhVqxbatWuHBg0aaKyrSnpTM/5WWFgYSpQooTEtLcdF1fOao6Njqm+OfGt8KUnuuw1Ix+X169dJzltDhw7F2bNnsXTpUvXF1j///IOHDx+iQoUKqFGjRqr3n1avXr0CgC92ggRIF5Pjxo3DTz/9BF9fXygUChQvXhw1a9ZEy5Yt4eXlBQODtN2fjYqKQrdu3bBr164Ul0vuO5WWsqLq1KRkyZKpSiZfv36t3q+zs3Oqlv/WrutV59uUylFK5+Y8efLAwsLim2L4kkaNGsHPzw+HDx/GzJkzcfPmTTx79gwDBgwAICU0mzZtwsOHD1GwYEGtyZUufg9TQ9Vx0fTp07Ft2zbcunULwJc7svjac2VaODo6Jtsbp42NDd6+fatRfr9UNhQKBQoXLoy3b9+ql03N55zc9OXLl6NFixbYtGkTNm3apO7wp0GDBujWrVuy3z3SjslVJlSpUiVs2rQJly5dQkJCQpJxgvTtSz+oaf3BTa3EF7g7d+7EtGnTYGVlhaVLl6JBgwbIly8fzM3NoVAoMHHiRMyePTvZi+LPu/9ODQsLC/j7++P8+fM4cOAAzpw5gzNnzuDChQtYsGABBg4c+MUkIS309TnKzcXFBUuWLIGBgQF+/vln7N69O9WfW0oXSV+6gErr57l48WKsXLkSDg4OWLBgAWrUqIG8efPCzMwMgPQE7ffff9f5gKmfj3P1JcmVZdWdRysrqzTd3TYwMMBvv/2GiRMnYu/evTh9+jROnz6NFStWYMWKFfDy8sKuXbvU5x3Vftq1a/fFniFz5cqldX/69K3xfavPy0e7du0wevRo7N+/HyEhIShcuLC6/OvzqdXbt28REhICAHB1dU3VOj/++CP69++Pv//+G6dOncLp06exbt06rFu3DlWqVMGxY8fS1BvohAkTsGvXLpQqVQo//vgjqlSpAnt7e5iYmAAAatSogbNnzyb7ndJnWUl8p17bE/7PfekiPD18ze9YWlWtWhU2NjY4f/48wsPD1clT48aNAUhJ1KZNm+Dv7w9vb29cv34defLkSXUZ07WePXtixowZWLVqFR4+fAhbW1u0adMmxXW+9lyZFhn999zFxQW3b9/GoUOHcPToUZw5cwYnT57E0aNHMWPGDKxZsybZp2GUFJOrTKhFixYYOXIk3r17hz179qSqyoOK6k6b6i6dticZqju96Tmg5OddAGublz9/fvW07du3AwBmzZqFfv36JVknrdV70qJKlSrqp1Tx8fHYvXs3unfvjuXLl6Ndu3aoX78+cuXKBVNTU8TExOD+/ftaq3yk1+ecUY95kyZN8PPPP6vvpqdEFVdYWBiioqK0XtClVIa+hqqM/fLLL1qrrOqzjOmC6u67QqHA2rVr0/zjXrp0aZQuXRpjxoyBEAJHjx5Fly5d8Pfff2Pjxo3qqqTOzs64e/cuxo0bh8qVK+v8fSSmunsaGhqK8PDwVD290md8qmRFG23nLUCqHjRgwABMnjwZy5cvR9++feHv7w87Ozt07txZp/EltmXLFgghYGxsjPr166d6vUKFCmHIkCEYMmQIAOD8+fPo2rUrzp8/j7lz56q7eE8N1Xdq27ZtWs+JuvxOqcrKnTt3IIT44s0Xe3t7mJub4+PHj5g3bx7s7e11FktyVOc11flXGznOzYkZGRmhbt26+Pvvv3Hs2DEcPnwYhoaG6jKUuNqghYUFhBBo2LChxuednr+HBQsWRIMGDXDkyBEAQP/+/b+YhH7ruVIfUlM2VOcf1bKJP+cHDx5o1BhRSel30sjICJ6enuqmHREREViwYAGmT5+O7777Dq1bt07z0CrZlfwliNKsaNGi6h/hUaNGfbEu/MuXL9XtQvLnz69+/J7cOAyq6Wn5Af5W7969w99//51kelhYGA4cOADgU51nAOr3XLBgwSTrvHz5Ev7+/voJ9DNGRkZo166dul58UFCQenqtWrUAaP+cgU9jb+j7c5bjmKfmaY6qitfnF5/aODs7q5/m/P7770nmx8bG4s8//0xbkF+QUhm7ceOG+lhnVPny5UO5cuXw/v179XfoaykUCjRs2FDd3i3xe2/WrBmATxfO+uTg4AA3NzcolUr19+dL9BnfoUOHtFbP3rdvH16/fg1ra2uNMcpUvvvuO5iZmWHt2rXqMZp69+6ttycRjx49wrRp0wBIbV5UVcu/RpUqVTBw4EAASPIdUFV7Sm6MrpS+UwcPHkzVjZbUqly5Muzt7REWFobdu3d/cXlDQ0P105j0KMsAUKdOHRgYGCAoKAhXrlxJMj80NFT93U3P3+PPqRKo/fv34/jx46hcuTJy5MgBQDrPuLi44MiRI+rf3cRVAoH0/z3s168fcuXKhVy5cqWqbea3nCtVT111OS4d8Ol6Z9u2bVqbAOzatQtv377VOMcYGRmhZs2aAIDNmzdr3e6mTZtSHYONjQ2mTZuGHDly4MOHD8mOgUpJMbnKpJYsWYJixYohJCQEtWrVUjdiTCw2NhZr165FhQoVEBwcrJ4+evRoAMDMmTM1TuhCCHz//fcICgpCjhw50LdvX/2/kURGjRql0T4hJiYGgwYNQlRUFKpWrao+aQCfGjCvWrUKsbGx6unh4eHw9fVFeHi4zuNbvny51s4Lnj9/rh4AMfFFw6hRowAAK1asUN9FU1m/fj327NkDY2NjDBs2TOexfi69j/nff/+NVq1awd/fX+tAhwEBAeqLvU6dOqVqm0OHDgUgDcaa+CSvVCoxYcIEPH78+NsDT0RVxpYtW6ZRZSg0NBTdu3fX+Y+pPnz//fcApKoy2m5eCCFw7tw5HDp0SD1t48aN6gbSib1//17dyDpxOR8zZgxy5MiBBQsWYP78+RrfR5WQkJA0DcCaEtXA1pMmTdKaUN+8eVPjfKfP+D5+/IgBAwZoDBj87Nkz9Xe/f//+6mqkidnb26NLly548+YNVq1aBQMDA3XCokvx8fH4/fffUa1aNbx69QqlS5fG3LlzU7Xurl271B0uJBYXF6e+AP08SVLdKFF1KPQ51XdqyZIlGtNv376N/v37pyqu1DIyMsKkSZMASBfb2gZBPX/+vMZvjp+fH0xMTDBmzBhs2LBBa6P+69evY+fOnTqJsUCBAmjfvj2EEPjuu+80OjSIiopCv379EB0djRo1aui1Ld6XqJKljRs3IiIiQp2EJp7/6tUrbN26VWP5xNLz97BDhw549eoVXr16leqn1V9zrgS+XOa/Vvv27VGgQAH14OeJf29CQkLUn+eQIUM0zjHDhw8HIH3HPu98Y+7cuRod7Kh8+PABCxYs0Nqe7OTJk3j37h0MDQ1TdSOU/i9d+yYknXrx4oWoV6+eupvPwoULi5YtW4rOnTuLBg0aqLtvtrGxEefOnVOvp1Qq1V2pGhkZqQcfLFmypLp74X379iXZn7buehNTxaFNct2bJx5EuFq1asLCwkK0aNFCdOjQQT2wZJ48eTTGNRJCiPv374scOXIIAMLJyUm0bdtWeHt7C1tbW+Ho6KgeO+Lz7rBT0012crGqBtQtXLiw8PLyEj4+PqJJkybqAU8bNGgg4uLiNNZJPGhirVq1RJcuXUTFihUF8OVBhJPr2vVruvr+2mP+tV2x79q1S10ebG1tRf369UXnzp2Ft7e3KFWqlHpeo0aNRFRUlMa6yXXFHh8fr+7a3dTUVDRt2lR06tRJFC1aVJibm6u7EP+8K19VV+yfd9Guktzx/vfff9WDRxYrVkx06NBBNG3aVJibm4syZcqI1q1ba41TH+NcafOl8XNUFi9eLIyMjNTvo3nz5qJLly6icePG6kGUE3fb27JlS3UXwJ6ensLHx0d4enoKW1tbAUhj2X3eVfbx48fVg57myZNHNGjQQPj4+IgWLVqohwGoVq2axjrJHWeVlI7brFmz1APilipVSj3gpWoQcW2DCKc1vpQkHkRYNRh5+/bthZeXl3p8Lnd3d61DDagEBQWpj7mXl1eq9/051TYSD2LaoUMHUbduXWFtba2e365duyTj2KloO7erxo6zt7cXjRs3Fj4+PsLb21tdZpycnJKMKzV69Gj1Oh06dBC9e/cWvXv3Vo/f9Oeff6qPm6urq+jUqZNo0KCBemBV1XiIn5/7vvacqFQq1V36AxAVKlQQnTp1Ep6enikOIqwa/iN//vyiSZMmwsfHRzRr1kw91lHHjh2/eFxUvvQ9ffXqlfq3xdbWVrRq1Uq0a9dO3Y18SoMIf37O+haqzyi5z1j1ewwkHRxYNfYcgCSD+Cb2Nb+HKfm8K/bUSGkQ4bSeK4X4NK6UiYmJaNGihejVq5fo3bu3uuv81Byr5K6tEg8iXLBgQdGxY0fh6en5xUGEBw0aJABpEOF69eqJzp07izJlyiQ7iPDbt2/Vy7u5uYl27dqJzp07C3d3d/X3VTVOGKUOk6ssYP/+/aJ79+6iWLFiwsrKShgbGwsHBwfRuHFjsWjRIvH69Wut623ZskXUq1dP5MiRQxgbGwtnZ2fRo0ePJImMij6Tq7p164rIyEgxZswYUbhwYWFiYiLy5s0revTooTHI4+fb9PHxEQUKFBCmpqaiYMGCon///uL58+fJ/th+S3L1zz//iAEDBogKFSqI3LlzCxMTE5E/f35Rr149sWHDhiQDbars379feHp6ily5cgkjIyP1hVjihDcxfSRXKmk95l+7r48fP4qDBw+KsWPHipo1a4qCBQsKMzMzYWZmJgoUKCBatWoltm3bpnVcoZQuumNjY8XcuXNF6dKlhampqbC3txetW7cW165dEzNmzBAAxIQJEzTW+drkSghp8Ehvb2/h6OgozMzMRPHixcXYsWNFREREsnFmtORKCGlQ3n79+onixYsLMzMzYWFhIYoUKSI8PDzEzz//LJ4+fape9sSJE2L48OGiatWqwsHBQZiYmAgHBwfh7u4ulixZkmRQZZUXL16IKVOmiIoVKwpra2v196NGjRrCz89PXL16VWP5b0muhBDi7NmzonPnzsLJyUkYGxsLOzs74ebmJsaOHasxGPnXxpeSxMf4/v37onPnziJv3rzCxMREFCtWTEydOjXJTQNtHBwcBABx8ODBVO/7c6pyo/pTKBTC2tpaODs7iyZNmojJkydrDKqsjbZz++XLl8X48eNFrVq1hJOTkzAxMRG5c+cWlSpVEj/88IPGgLcqHz9+FGPHjhXFihVT35j4fLsnTpwQDRs2FPb29sLCwkKULVtWzJo1S8TExCR77vvWc+L+/ftFy5YtRd68edVjmlWtWlVMnz5d6+9jSEiIGDFihChbtqywtLQUZmZmomDBgqJevXrixx9/FP/991+Kn2diqfmeRkVFidmzZ4vy5csLCwsLYWZmJlxcXMTEiRPFmzdvtMaX3smV6ubc54MDCyFEeHi4Oin5fAy1z6X19zAluk6uhEjbuVJl9erVomLFiuqkPPF57VuSKyGEePTokRg0aJAoUqSIMDExEdbW1sLd3V2sWLEiyc3cxNauXSsqVaokzMzMhK2trWjUqJE4duyY1vIYFxcnVq5cKTp37ixKlSolbG1thbm5uShatKho27atOHLkSLL7Ie0UQui4qyuiNAgICED9+vVRt25dreNYEaVWgwYNcOzYMfz5559f7B2KSG6HDx9G48aNUbJkSQQHB6equ3AiIsr42OaKiDKNoKCgJG1mYmNjMW3aNBw7dgx58uTROog1UUaSkJCgbjs2cuRIJlZERFkIu2Inokxj+PDhCAoKgpubGxwdHfH27Vtcu3YNoaGhMDMzw4YNG7R2IECUEaxbtw4nTpzAhQsXcP36dbi6un5xgFMiIspc+OSKiDKNvn37okaNGrh37x7++usvHD9+HGZmZujVqxcuXryIpk2byh0iUbKOHz+O9evX48mTJ2jdujX++ecfGBnxHicRUVbCNldEREREREQ6wCdXREREREREOsDkioiIiIiISAeYXBEREREREekAkysiIiIiIiIdYHJFRERERESkA0yuiIiIiIiIdIDJFRERERERkQ4wuSIiIiIiItIBJldEREREREQ6wOSKiIiIiIhIB5hcERERERER6QCTKyIiIiIiIh1gckVERERERKQDTK6IiIiIiIh0gMkVERERERGRDjC5IiIiIiIi0gEmV0RERERERDrA5IqIiIiIiEgHmFwRERERERHpAJMrIiIiIiIiHWByRUREREREpANMroiIiIiIiHSAyRUREREREZEOMLkiIiIiIiLSASZXREREREREOsDkioiIiIiISAeYXBEREREREekAkysiIiIiIiIdYHJFRERERESkA0yuiIiIiIiIdIDJFRERERERkQ4wuSIiIiIiItIBJldEREREREQ6wOSKiIiIiIhIB5hcERERERER6QCTKyIiIiIiIh1gckVERERERKQDTK6IiIiIiIh0gMkVERERERGRDjC5IiIiIiIi0gEmV0RERERERDrA5IqIiIiIiEgHmFwRERERERHpAJMrIiIiIiIiHWByRUREREREpANMroiIiIiIiHSAyRUREREREZEOMLkiIiIiIiLSASZXREREREREOsDkioiIiIiISAeYXBEREREREekAkysiIiIiIiIdYHJFRERERESkA0yuiIiIiIiIdIDJFRERERERkQ4wuSIiIiIiItIBJldEREREREQ6wOSKiIiIiIhIB5hcERERERER6QCTKyIiIiIiIh1gckVERERERKQDTK6IiIiIiIh0gMkVERERERGRDjC5IiIiIiIi0gEmV0RERERERDrA5IqIiIiIiEgHmFwRERERERHpAJMrIiIiIiIiHWByRUREREREpANMroiIiIiIiHSAyRUREREREZEOMLkiIiIiIiLSASZXREREREREOsDkioiIiIiISAeYXBEREREREekAkysiIiIiIiIdYHJFRERERESkA0yuiIiIiIiIdIDJFRERERERkQ4wuSIiIiIiItIBJldEREREREQ6wOSKiIiIiIhIB5hcERERERER6QCTKyIiIiIiIh1gckVERERERKQDTK6IiIiIiIh0gMkVERERERGRDjC5IiIiIiIi0gEmV0RERERERDrA5IqIiIiIiEgHmFwRERERERHpAJMrIiIiIiIiHWByRUREREREpANMroiIiIiIiHSAyRUREREREZEOMLkiIiIiIiLSASZXREREREREOsDkioiIiIiISAeYXBEREREREekAkysiIiIiIiIdYHJFRERERESkA0yuiIiIiIiIdIDJFRERERERkQ4wuSIiIiIiItIBJldEREREREQ6wOSKiIiIiIhIB5hcERERERER6QCTKyIiIiIiIh1gckVERERERKQDTK6IiIiIiIh0gMkVERERERGRDjC5IiIiIiIi0gEmV0RERERERDrA5IqIiIiIiEgHmFwRERERERHpAJMrIiIiIiIiHWByRUREREREpANMroiIiIiIiHSAyRUREREREZEOMLkiIiIiIiLSASZXREREREREOsDkioiIiIiISAeYXBEREREREekAkysiIiIiIiIdYHJFRERERESkA0yuiIiIiIiIdIDJFRERERERkQ4wuSIiIiIiItIBI7kDyIiUSiWePXsGa2trKBQKucMhIiIiIiKZCCHw/v175MuXDwYGKT+bYnKlxbNnz+Ds7Cx3GERERERElEE8fvwY+fPnT3EZJldaWFtbA5A+QBsbG5mjoa8VFxeHQ4cOoUmTJjA2NpY7HMriWN4ovbHMUXpieaP0lpHKXEREBJydndU5QkqYXGmhqgpoY2PD5CoTi4uLg4WFBWxsbGT/UlLWx/JG6Y1ljtITyxult4xY5lLTXIgdWhAREREREekAkysiIiIiIiIdYHJFRERERESkA2xzRURERBmaEALx8fFISEiQO5RsKy4uDkZGRoiOjuZxoHSRnmXO0NAQRkZGOhmCickVERERZVixsbEIDQ3Fhw8f5A4lWxNCwMHBAY8fP+YYoJQu0rvMWVhYwNHRESYmJt+0HSZXRERElCEplUqEhITA0NAQ+fLlg4mJCS/sZaJUKhEZGQkrK6svDqJKpAvpVeaEEIiNjUVYWBhCQkJQvHjxb9ofkysiIiLKkGJjY6FUKuHs7AwLCwu5w8nWlEolYmNjYWZmxuSK0kV6ljlzc3MYGxvj4cOH6n1+LX47iIiIKEPjxTwR6ZuuzjMZ/mx14sQJeHl5IV++fFAoFNi9e/cX1wkICEDFihVhamqKYsWKYf369XqPk4iIiIiIsrcMn1xFRUXBzc0Ny5YtS9XyISEhaN68OerXr4+goCAMHz4cffr0wcGDB/UcKRERERERZWcZPrlq1qwZvv/+e7Ru3TpVy69cuRKFCxfG/Pnz4eLigsGDB6Ndu3ZYuHChniMlIiIiSr3U1sjRtUKFCmHRokXpvt9vkZ4xy3Vc9EFf76VevXoYPny4zrebFWS5Di3Onj2LRo0aaUzz8PBIsQDExMQgJiZG/ToiIgKA1L9+XFycXuJMraFDDbBrlwHi4gBLS4CdJKWeEIaIjm4MMzNDKBRC7nAoixPCEBYWtZEnTzwqV5Y7GsoOVL9Pcv9O6VNcXByEEFAqlVAqlXKHkyZhYWHw8/PDvn378OLFC+TMmRPlypXDlClTULNmTQDA06dPkTNnTlnem+pz1ebGjRvw8/PDpUuX8PDhQyxYsABDhw794npp0b9/f6xZswZbtmxB+/btvznmrzF9+nT89ddfuHTpksb09DguRYoUwcOHD7F582Z06tRJY56rqytu3ryJNWvWoEePHqnaXnLvBYDevj+6Ph7atp8e+1FRKpUQQiAuLg6GhoYa89Jyns1yydXz58+RN29ejWl58+ZFREQEPn78CHNz8yTrzJ49G9OnT08y/dChQ7L3TnT1amW8eOEEAHjzRtZQMiEFAPYuRelFAcAO9evHY/jwS3B3D5U7IMom/P395Q5Bb4yMjODg4IDIyEjExsbKHU6atG7dGnFxcVi2bBkKFiyIsLAwHD9+HI8fP1bfxLWwsEhygzc9KJVKREdHq+P4XFhYGJycnNC8eXNMmjQJ0dHReP/+PQCo//0WHz58wNatWzF06FCsXr0aHh4e3xzz14iJiUFCQkKSbabHcVEqlXBycsKaNWvg6empnn7+/HmEhobC0tIyTe83ufcCAB8/ftTp5wYA8fHxiI2N1fl2tdFFmUuN2NhYfPz4ESdOnEB8fLzGvLSMs5flkquvMWHCBIwcOVL9OiIiAs7OzmjSpAlsbGxkjAwoUgRYtSoBa9YY4ONHBQwNBTp2FOjdWwn2Spuy+Ph4nDt3DtWqVYOREYs66VdMTDyGDYvAlSt5MGdOVUybloAJE5R82kx6ExcXB39/fzRu3BjGxsZyh6MX0dHRePz4MaysrNRdIwsByDWesIVF6mqQvHv3DmfPnsXRo0dRt25d9fT69etrLGdoaIg///wTrVq1AgCcOXMGgwcPxq1bt1C2bFlMnDgRbdu2xcWLF1G+fHkEBASgYcOGOHToECZMmICbN2+ifPnyWLNmDUqWLAkAuHfvHkaNGoVz584hKioKLi4umDVrlkatHgMDA5iZmSV7jVOvXj3Uq1cPADBz5kyYmZnB2toa79+/h7W19TePNbZr1y6UKVMGU6dORf78+REeHg5nZ2f1/JcvX6JPnz44cuQIHBwcMGPGjCQxL1y4EOvXr8f9+/dhZ2eHFi1aYM6cObCysgIArF+/HiNHjsTatWsxbtw4PH78GHXq1MHq1avh7OyM9evXY86cOQCAnDlzAoD6SVHi41KrVi3UqlULP/74ozq+sLAw5M+fH/7+/qhTpw5iYmIwefJkbN26Fe/evUPZsmUxe/Zs9WeojYGBAbp06YJFixZpvP/t27fDx8cHmzZt0ni/7969w5gxY7Bnzx7ExMSgcuXKmD9/Ptzc3FJ8L4DUf0GPHj1w6NAhODk54aeffoK3t7c6luPHj2PcuHG4cuUK7Ozs0L17d8ycOVN97RQVFYWBAwdi165dsLa2xqhRo2BkZAQTExO9XicLIXRW5lIjOjoa5ubmqFOnTpKu2NOURIpMBIDYtWtXisvUrl1bDBs2TGPa2rVrhY2NTar3Ex4eLgCI8PDwr4hSPx49EqJNGyGknxUhnJyE2LFDCKVS7sgyrtjYWLF7924RGxsrdyiUDcTGxoo///xLDB4cr/6eduokRFSU3JFRVpUdznEfP34UN2/eFB8/flRPi4z89FuY3n+RkamLOy4uTlhZWYnhw4eL6OjoZJdLfF0THh4u7OzsRNeuXcWNGzfEvn37RIkSJQQAcfnyZSGEEMeOHRMARLVq1URAQIC4ceOGqF27tqhRo4Z6m0FBQWLlypXi2rVr4s6dO2Ly5MnCzMxMPHz4UL1MwYIFxcKFC1P1XlTLJiQkiLdv34qEhITUfQgpqF27tli6dKkQQoi2bduKGTNmaMxv1qyZcHNzE2fPnhUXLlwQNWrUEObm5hoxL1y4UBw9elSEhISII0eOiJIlS4oBAwao569bt04YGxuLypUrizNnzogLFy6IqlWrqj+rDx8+iFGjRokyZcqI0NBQERoaKj58+CCE0DwuS5cuFQUKFBDKRBdcS5Ys0ZjWp08fUaNGDXHixAnx33//iZ9++kmYmpqKO3fuJPsZqD5Xb29vMXPmTCGEEFFRUcLGxkZcvnxZ2NrainXr1qmXb9SokfDy8hLnz58Xd+7cEaNGjRK5cuUSr1+//uJ7yZ8/v9iyZYu4e/euGDp0qLCyshKvX78WQgjx5MkTYWFhIQYOHCiCg4PFrl27hL29vfDz81Pve8CAAaJAgQLi8OHD4urVq6JFixbC2to6yfW2rumyzKWGtvONSlpygyyXXI0dO1aULVtWY1rnzp2Fh4dHqveTEZMrlb17hShS5NOJfv9+uSPKuLLDhQdlHInL2y+/CGFkJH1HK1US4skTuaOjrCg7nOMya3IlhBA7duwQOXPmFGZmZqJGjRpiwoQJ4sqVKxrLJL6uWbFihciVK5fGe129erXW5Orw4cPqZfbu3SsAaL0gVClTpoxYsmSJ+rWcydWdO3eEsbGxCAsLE0IIsWvXLlG4cGF1onL79m0BQAQGBqrXCQ4OFgBSjPmPP/4QuXLlUr9et26dACD+/fffJNs5d+6cEEIIPz8/4ebmlmRbiY/Ly5cvhZGRkThx4oR6vru7uxg3bpwQQoiHDx8KQ0ND8fTpU41tNGzYUEyYMCHZeFWf6+7du0XRokWFUqkUGzZsEBUqVBBCCI3k6uTJk8LGxiZJol60aFHxyy+/fPG9TJ48Wf06MjJSABD7/38BOXHiRFGyZEmN5HHZsmXCyspKJCQkiPfv3wsTExOxfft29fzXr18Lc3NzJlfJyPC9BUZGRiIoKAhBQUEApK7Wg4KC8OjRIwBSlb7u3burl+/fvz/u37+PsWPH4tatW1i+fDm2b9+OESNGyBG+znl6AtevA1OnAo0aAamopkxE6axfP+DwYSBXLuDiRaBKFSAwUO6oiLIGCwsgMlKev7RUx2/bti2ePXuGPXv2oGnTpuoxOJMbe/P27dsoV66cRnWkqlWral22XLly6v87OjoCkKrSAdJ10+jRo+Hi4oIcOXLAysoKwcHB6usmfbGyslL/9e/fP9nl1q5dCw8PD9jb2wMAPD09ER4ejqNHjwIAgoODYWRkhEqVKqnXKVWqFHLkyKGxncOHD6Nhw4ZwcnKCtbU1unXrhtevX2u0jTEyMkKVKlWSbCc4ODjV7yt37txo0qQJNm/eDEC6Dj179ix8fHwAANeuXUNCQgJKlCih8RkcP34c9+7d++L2mzdvjsjISJw4cQJr165Fr169kixz5coVREZGIleuXBr7CAkJSdU+EpcXS0tL2NjYqMtLcHAw3N3dNard1axZE5GRkXjy5Anu3buH2NhYVKtWTT3fzs5OXQ2VksrwDVEuXLigUUdZ1TbK19cX69evR2hoqMYJo3Dhwti7dy9GjBiBxYsXI3/+/Pj1119T1VgyszA3B6ZPB5TKT3W/378HvLyAiROBJk3kjY+IgLp1pYTK2xu4cQOoUwdYuxbo0kXuyIgyN4VC6j03MzAzM0Pjxo3RuHFjTJkyBX369IGfn1+qe4BLTuI2dqqLYlVvaqNHj4a/vz/mzZuHYsWKwdzcHO3atdN7hyCqm+AAkm2Hk5CQgA0bNuD58+cabaETEhKwdu1aNGzYMFX7evDgAVq0aIEBAwZg1qxZsLOzw6lTp9C7d2/ExsbqvDMyHx8fDB06FEuWLMGWLVvg6uoKV1dXAFIya2hoiIsXLybpYU7V/islRkZG6NatG/z8/HDu3Dns2rUryTKRkZFwdHREQEBAknmfJ53afN4mU6FQZLreNzOTDJ9c1atXT90Vozba7gDVq1cPly9f1mNUGYNBoueOP/0EHD8u/bVvDyxcCDg5yRcbEUkd0pw5A/j4AP/8I/174wYwc6bm95eIsofSpUsnO+ZQyZIl8dtvvyEmJgampqYApJ7j0ur06dPo0aOHenzQyMhIPHjw4GtDTrVixYp9cZl9+/bh/fv3uHz5skYicv36dfTs2RPv3r1DqVKlEB8fj4sXL6qfOt2+fRvv3r1TL3/x4kUolUrMnz8fBv8/mW7fvj3J/uLj43HhwgX1E0DVdlxcXAAAJiYmSEhI+GLcLVu2RL9+/XDgwAFs2bJFo8ZUhQoVkJCQgJcvX6J27dpf3JY2vXr1wrx589CxY0d1hxSJVaxYUZ2QFipUSOs2UvtePufi4oI///wTQgh1on769GlYW1sjf/78sLOzg7GxMc6dO4cCBQoAAN6+fYs7d+5odNZCn/DnPYsYPRoYPly6YPvjD6BUKWDBAuCzniSJKJ3Z2AC7dwPjxkmvf/gBaNNGqmJERFnT69ev0aBBA/z222+4evUqQkJC8Mcff2Du3Llo2bKl1nW6dOkCpVKJfv36ITg4GAcPHsS8efMAIE09pRUvXhw7d+5EUFAQrly5ot5uWsTGxqqbZMTGxuLp06cICgrC/fv307Sdz61ZswbNmzeHm5sbypYtq/7r0KEDcuTIgc2bN6NkyZJo2rQpvvvuO5w7dw4XL15Enz59NIbSKVasGOLi4rBkyRLcv38fmzZtwsqVK5Psz9jYGEOGDFFvp0ePHqhevbo62SpUqJC6ucmrV6+S7Xrd0tISrVq1wpQpUxAcHIzOnTur55UoUQI+Pj7o3r07du7ciZCQEAQGBmL27NnYu3dvqj4XFxcXvHr1CuvWrdM6v1GjRnB3d0erVq1w6NAhPHjwAGfOnMGkSZNw4cKFNL2Xzw0cOBCPHz/GkCFDcOvWLfz111/w8/PDyJEjYWBgACsrK/Tu3RtjxozB0aNHcf36dfTo0UOd1FJS/GSyCBsb6WnVxYuAu7t04TZqFFCpEnD6tNzREWVvhobAjz8CGzcCJibAX38BNWsCDx/KHRkR6YOVlRWqVauGhQsXok6dOihbtiymTJmCvn37YunSpVrXsbGxwd9//42goCCUL18ekyZNwtSpUwEgSbfQKVmwYAFy5syJGjVqwMvLCx4eHqhYsWKa4n/27BkqVKiAChUqIDQ0FPPmzUOlSpXUAwl/jRcvXmDv3r1o27ZtknkGBgZo3bo11qxZAwBYt24d8uXLh7p166JNmzbo168f8uTJo17ezc0NCxYswJw5c1C2bFls3rwZs2fPTrJdCwsLjBs3Dl26dEHNmjVhZWWFbdu2qee3bdsWTZs2Rf369ZE7d278/vvvycbv4+ODK1euoHbt2uonOCrr1q1D9+7dMWrUKJQsWRKtWrXC+fPnkyyXkly5cmkdixWQkut9+/ahTp066NmzJ0qUKIFOnTrh4cOH6rFd0/JeEnNycsK+ffsQGBgINzc39O/fH71798bkyZPVy/z000+oXbs2vLy80KhRI9SqVUujTRxpUoiU6txlUxEREbC1tUV4eLjs41x9DaUSWLcOGDtWGni4c2dgyxa5o0p/cXFx2LdvHzw9PbPsGDCUcaS2vJ09C7RuDbx4AeTODezcCdSqlY6BUpaRHc5x0dHRCAkJQeHChdOUYGQVmzdvRs+ePREeHp7shXd6USqViIiIgI2NTaZ4arF+/XoMHz5cozohZS7pXeZSOt+kJTfI+N8OSjMDA6B3b+D2bWDgQGD+/E/zIiKk5IuI5OHuDpw/D1SoAISFAQ0aSB1dEBFt3LgRp06dQkhICHbv3o1x48ahQ4cOsidWRJR6TK6yMHt7YNky4P+9tAIAevUCatQAskF/H0QZlrMzcPIk0LYtEBcn3QwZNQr4irbIRJSFPH/+HF27doWLiwtGjBiB9u3bY9WqVXKHRURpwOQqG3nyBDh4EDh3DqhcWeoAIyJC7qiIsidLS2D7dsDPT3q9YAHQogUQHi5vXEQkn7Fjx+LBgwfq6kkLFy7Uebfi2UWPHj1YJZBkweQqG8mfH7h1C+jYUaoauHix1Kvg1q3S2PNElL4MDIBp06Qky9wcOHAAqF4duHtX7siIiIjoazC5ymacnKRk6tAhoHhxIDRU6vCicWPg2TO5oyPKntq3B06dkr6ft24B1aoBR47IHRURERGlFZOrbKpxY+DaNWkwUzMz6U65ra3cURFlXxUrSh1dVKsGvH0LeHgAy5fLHRURERGlBZOrbMzUFJg8GbhxQ+qq3dJSmq5UAgEBsoZGlC05Okrfva5dpc4tBg2SevyMi5M7MiIiIkoNJleEIkWkAU1Vfv0VqF9fGovn0SP54iLKjszMpMGGf/wRUCiAFSukp1ivX8sdGREREX0JkytKIiwMMDICdu8GXFyAOXOA2Fi5oyLKPhQKYNw46TtoZQUcOyZVF7x5U+7IiEiXFAoFdu/ene77LVSoEBYtWpTu+5VDvXr1MHz4cLnD0JmAgAAoFAq99ISoz22nlb6+G+lRHphcURKTJknjYNWuDXz4AIwfLw14evy43JERZS/e3sCZM0ChQsC9e1JPgvv2yR0VEaVGWFgYBgwYgAIFCsDU1BQODg7w8PDA6dOn1cuEhoaiWbNmMkap3Y0bN9C2bVsUKlQICoVCp4nY8ePH0aBBA9jZ2cHCwgLFixeHr68vYv9/F3f9+vXIkSNHmrebXGKwc+dOzJw586vjDQkJQZcuXZAvXz6YmZkhf/78aNmyJW7dugUAePDgARQKBYKCgr56H5mJqkxs3bo1ybwyZcpAoVBg/fr1qd7etGnTUL58ed0FmAEwuSKtypaVkqkNG4DcuaU75vXqAd9/L3dkRNmLqysQGAjUqQO8fy+NhTV/PodPIMro2rZti8uXL2PDhg24c+cO9uzZg3r16uF1ojq+Dg4OMDU1lTFK7T58+IAiRYrgxx9/hIODg862e/PmTTRt2hSVK1fGiRMncO3aNSxZsgQmJiZI0NMo6nZ2drC2tv6qdePi4tC4cWOEh4dj586duH37NrZt2wZXV9cM8XTna8V+Y3UkZ2dnrFu3TmPav//+i+fPn8NS1YA/G2NyRclSKIDu3YHbt4EBA6Sqgk2byh0VUfaTOzfg7w/06SMlVaNHA716ATExckdGRNq8e/cOJ0+exJw5c1C/fn0ULFgQVatWxYQJE+Dt7a1e7vOqT2fOnEH58uVhZmaGypUrY/fu3RpPRVRPZ44cOYLKlSvDwsICNWrUwO3bt9XbuHfvHlq2bIm8efPCysoKVapUweHDh9MUf5UqVfDTTz+hU6dOOk3+Dh06BAcHB8ydOxdly5ZF0aJF0bRpU6xevRrm5uYICAhAz549ER4eDoVCAYVCgWnTpgEANm3ahMqVK8Pa2hoODg7o0qULXr58CUB6elS/fn0AQM6cOaFQKNCjRw8ASauBxcTEYNy4cXB2doapqSmKFSuGNWvWaI33xo0buHfvHpYvX47q1aujYMGCqFmzJr7//ntUr14dAFC4cGEAQIUKFaBQKFCvXj0AwPnz59G4cWPY29vD1tYWdevWxaVLlzS2r1Ao8Ouvv6J169bqp3h79uzRWGbfvn0oUaIEzM3NUb9+fTx48EBj/uvXr9G5c2c4OTnBwsICrq6u+P333zWWqVevHgYPHozhw4fD3t4eHh4eqdp2cnx8fHD8+HE8fvxYPW3t2rXw8fGBkZGRxrLv3r1Dnz59kDt3btjY2KBBgwa4cuUKAOkp5fTp03HlyhX18U781OvVq1fo2rUrrKystH42x48fR9WqVWFqagpHR0eMHz8e8fHx6vlRUVHo3r07rKys4OjoiPnz56fq/X0rJlf0RTlzSl1C378PVK78afqvv0pdRxOR/pmYAKtWSYN/GxgA69cDDRoAL17IHRmRPKKikv+Ljk79sh8/pm7ZtLCysoKVlRV2796NmFTeBYmIiICXlxdcXV1x6dIlzJw5E+PGjdO67KRJkzB//nxcuHABRkZG6NWrl3peZGQkPD09ceTIEVy+fBlNmzaFl5cXHmWAHqocHBwQGhqKEydOaJ1fo0YNLFq0CDY2NggNDUVoaChGjx4NQHqKNHPmTFy5cgW7d+/GgwcP1AmUs7Mz/vzzTwDA7du3ERoaisWLF2vdR/fu3fH777/j559/RnBwMH755RdYWVlpXTZ37twwMDDAjh07kn2yFhgYCAA4fPgwQkNDsXPnTgDA+/fv4evri1OnTuHff/9F8eLF4enpiffv32usP336dHTo0AFXr16Fp6cnfHx88ObNGwDA48eP0aZNG3h5eSEoKAh9+vTB+PHjNdaPjo5GpUqVsHfvXly/fh39+vVDt27d1HGpbNiwASYmJjh9+jRWrlyZqm0nJ2/evPDw8MCGDRsASE86t23bplEOVdq3b4+XL19i//79uHjxIipWrIiGDRvizZs36NixI0aNGoUyZcqoj3fHjh3V686cOROtWrVCUFBQks/m6dOn8PT0RJUqVXDlyhWsWLECa9aswfeJqliNGTMGx48fx19//YVDhw4hICAgSYKrF4KSCA8PFwBEeHi43KFkWLduCWFiIoRCIcSAAUK8eSN3REnFxsaK3bt3i9jYWLlDoWwgPcvbwYNC2NoKAQhRoIAQQUF63yVlQNnhHPfx40dx8+ZN8fHjxyTzpOe42v88PTWXtbBIftm6dTWXtbfXvlxa7dixQ+TMmVOYmZmJGjVqiAkTJogrV6589h4gdu3aJYQQYsWKFSJXrlwa73X16tUCgLh8+bIQQohjx44JAOLw4cPqZfbu3SsAaP2MVMqUKSOWLFmifl2wYEGxcOHCVL0P1bIJCQni7du3IiEhIVXraRMfHy969OghAAgHBwfRqlUrsWTJEo3rrXXr1glbW9svbuv8+fMCgHj//r0Q4tNn8/btW43l6tatK4YNGyaEEOL27dsCgPD39091zEuXLhUWFhbC2tpa1K9fX8yYMUPcu3dPPT8kJETjGCUnISFBWFtbi7///ls9DYCYPHmy+nVkZKQAIPbv3y+EEGLChAmidOnSGtsZN26c1veZWPPmzcWoUaPUr+vWrSsqVKigsczXbltVHnbv3i2KFi0qlEql2LBhg3r7tra2Yt26dUIIIU6ePClsbGxEdHS0xjaKFi0qfvnlFyGEEH5+fsLNzS3JfgCISZMmqcvc55/NxIkTRcmSJYVSqVSvs2zZMmFlZSUSEhLE+/fvhYmJidi+fbt6/uvXr4W5ubm6PHwupfNNWnIDPrmir5IjB9Chg/STs2IFULKk1H0024EQ6V+TJsC5c0Dx4tJwCTVqALt2yR0VESXWtm1bPHv2DHv27EHTpk0REBCAihUrJtvY//bt2yhXrhzMzMzU06pWrap12XLlyqn/7+joCADqKnKRkZEYPXo0XFxckCNHDlhZWSE4OFjvT65UT+usrKzQv39/rcsYGhpi3bp1ePLkCebOnQsnJyf88MMP6icXKbl48SK8vLxQoEABWFtbo27dugCQpvcVFBQEQ0ND9bqpMWjQIDx//hybN2+Gu7s7/vjjD5QpUwb+/v4prvfixQv07dsXxYsXh62tLWxsbBAZGZkk3sTH0tLSEjY2NupjGRwcjGrVqmks7+7urvE6ISEBM2fOhKurK+zs7GBlZYWDBw8m2U+lSpU0Xqdm2ylp3rw5IiMjceLECaxdu1brU6srV64gMjISuXLl0igfISEhuHfv3hf34erqqv6/ts/G3d0dCoVCvUzNmjURGRmJJ0+e4N69e4iNjdV4j3Z2dihZsmSq3+PXMvryIkRJ5c0LbNoktfsYOBC4dQvw9QXWrJGqEJYpI3eERFlbyZJSgtWhA3D4MNCmDTBzptTbZ6LfGqIsKzIy+XmGhpqv/389ppXBZ7eZU9nsJFXMzMzQuHFjNG7cGFOmTEGfPn3g5+enrs72tYyNjdX/V11cKpVKAMDo0aPh7++PefPmoVixYjA3N0e7du2+uRODL0ncW56NjU2Kyzo5OaFbt27o1q0bZs6ciRIlSmDlypWYPn261uWjoqLg4eEBDw8PbN68Gblz58ajR4/g4eGRpvdlbm6e6mUTs7a2hpeXF7y8vPD999/Dw8MD33//PRo3bpzsOr6+vnj9+jUWL16MggULwtTUFO7u7kniTXwsAel4qo5lavz0009YvHgxFi1aBFdXV1haWmL48OFJ9qPrjiaMjIzQrVs3+Pn54dy5c9il5Q5fZGQkHB0dERAQkGReanqE/NbPRi58ckXfpH594MoVYPZswNwcOHFCGpD4syrFRKQHOXMC+/cDQ4dKr6dMAbp0SdqGhCgrsrRM/i/Rw58vLvv59XZyy+lC6dKlEZVMA66SJUvi2rVrGm20zn9Fw+bTp0+jR48eaN26NVxdXeHg4JDqjgq+RbFixdR/efLkSfV6OXPmhKOjo/pz0dZz4K1bt/D69Wv8+OOPqF27NkqVKqV+gqFiYmICACn2Oujq6gqlUonj3zC2jEKhQKlSpTTi1bbf06dPY+jQofD09ESZMmVgamqKV69epWlfLi4uSdpO/fvvv0n207JlS3Tt2hVubm4oUqQI7ty5o5Ntf0mvXr1w/PhxtGzZEjlz5kwyv2LFinj+/DmMjIw0ykexYsVgb28PQPvxTg0XFxecPXsWIlGVqdOnT8Pa2hr58+dH0aJFYWxsjHPnzqnnv337NlWfzbdickXfzMREGgsrOBho2RKYMAH4yl5PiSiNjIykTi5++UX6/9atUrftT5/KHRlR9vX69Ws0aNAAv/32G65evYqQkBD88ccfmDt3Llq2bKl1nS5dukCpVKJfv34IDg7GwYMHMW/ePADQqPr0JcWLF8fOnTsRFBSEK1euqLebFrGxsQgKCkJQUBBiY2Px9OlTBAUF4f79+2nazud++eUXDBgwAIcOHcK9e/dw48YNjBs3Djdu3ICXlxcAaRylyMhIHDlyBK9evcKHDx9QoEABmJiYYMmSJbh//z727NmTZOyqggULQqFQ4J9//kFYWBgitTzaLFSoEHx9fdGrVy/s3r0bISEhCAgIwPbt27XGGxQUhJYtW2LHjh24efMm/vvvP6xZswZr165VH8c8efLA3NwcBw4cwIsXLxAeHg5AOg6bNm1CcHAwzp07Bx8fnzQ/Oevfvz/u3r2LMWPG4Pbt29iyZUuSaqXFixeHv78/zpw5g+DgYHz33Xd4kYqejlKz7S9xcXHBq1evknTLrtKoUSO4u7ujVatWOHToEB48eIAzZ85g0qRJuHDhAgDpmISEhCAoKAivXr1KdQcwAwcOxOPHjzFkyBDcunULf/31F/z8/DBy5EgYGBjAysoKvXv3xpgxY3D06FFcv34dPXr0gMHnj6r14YutsrIhdmjxbRK3dT1+XIgWLYRI1PYz3WSHxt6UcWSE8nbsmBC5ckmN7x0dhTh3TrZQKB1khDKnbyk1MM/IoqOjxfjx40XFihWFra2tsLCwECVLlhSTJ08WHz58UC+HRB1aCCHE6dOnRbly5YSJiYmoVKmS2LJliwAgbt26JYTQ3mnD5cuXBQAREhIihJA6WKhfv74wNzcXzs7OYunSpRqdOgjx5Q4tVJ00fP5Xs2bNb+rQ4tKlS6Jr166icOHCwtTUVOTKlUvUqVNH7NmzR2O5/v37i1y5cgkAws/PTwghxJYtW0ShQoWEqampcHd3F3v27EnSkcSMGTOEg4ODUCgUwtfXVwghkrz3jx8/ihEjRghHR0dhYmIiihUrJtauXas13rCwMDF06FBRtmxZYWVlJaytrYWrq6uYN2+exuewevVq4ezsLAwMDETd//eQcunSJVG5cmVhZmYmihcvLv74448kn/vnx18IzQ4hhBDi77//FsWKFROmpqaidu3aYu3atRpl4PXr16Jly5bCyspK5MmTR0yePFl0795dtGzZUr2Nzz+D1G5bmy+Vnc/jj4iIEEOGDBH58uUTxsbGwtnZWfj4+IhHjx4JIaTvStu2bUWOHDkEAPW6AMSff/6p0YnK59sOCAgQVapUESYmJsLBwUGMGzdOxMXFqee/f/9edO3aVVhYWIi8efOKuXPnJvtZCKG7Di0U/38DlEhERARsbW0RHh7+xXrDlDwhgEqVgMuXpSoakyYBY8YA6TVeYlxcHPbt2wdPT88k9XaJdC2jlLf79wFvb+DGDel7t3Yt0LmzbOGQHmWUMqdP0dHRCAkJQeHChTU6esguNm/erB736WvbC+mKUqlEREQEbGxs0ufuP2V76V3mUjrfpCU34LeD9EahALZskcbiiY6W2oOUKyc1vici/ShSBDhzBmjRQvredekCTJ4MZII2wETZ3saNG3Hq1CmEhIRg9+7dGDduHDp06CB7YkVEqcfkivSqVCkpmdqyBXBwAO7cARo3lu6kP3smd3REWZONDbB7NzB2rPR61iygbduUe1cjIvk9f/4cXbt2hYuLC0aMGIH27dtj1apVcodFRGnA5Ir0TqGQkqlbt4AhQ6Rub7duBbT0zElEOmJoCMyZI40/Z2IiJVs1awIPH8odGRElZ+zYsXjw4IG6etLChQthYWEhd1hElAZMrijd2NoCP/8MnD8PDBum2Q7k/53rEJGOdesm3cjImxe4ehWoUgU4dUruqIiIiLImJleU7ipWBBYt+jTQ6bt3gIsL0K8f8Pq1nJERZU3u7tJNjQoVgLAwqR3k2rVyR0VERJT1MLki2e3dC4SGAqtXAyVLShd9bHxPpFvOzsDJk1Lbq7g4oHdvYNQo4CvGbiRKd+zYmIj0TVfnGSZXJDsfH+DECaBsWenJVe/eQO3aUhUmItIdS0tg+3bAz096vWCB1Ksgq+VSRqXqYv7Dhw8yR0JEWZ3qPPOtQ1sY6SIYom9VuzZw6ZLUJsvPT+pKumJFqW3WvHmfqhAS0bcxMACmTQPKlAF8fYEDB4Dq1YE9e4DixeWOjkiToaEhcuTIgZcvXwIALCwsoOAPgiyUSiViY2MRHR3Nca4oXaRXmRNC4MOHD3j58iVy5MgBQ0PDb9oekyvKMIyNpWpKHTsCI0YAO3ZIT7L4O0qke+3bA0WLSgMO37oFVKsG/PEH0LCh3JERaXJwcAAAdYJF8hBC4OPHjzA3N2eCS+kivctcjhw51Oebb8HkijKc/Pmli7wDB6SnVyqPH0uDovLuOpFuVKwodXTRujVw7hzg4SE9PR44UO7IiD5RKBRwdHREnjx5EBcXJ3c42VZcXBxOnDiBOnXqfHO1KaLUSM8yZ2xs/M1PrFSYXFGG1bSp5uvBg6WEa/x46Y8D1hN9O0dHqav2Pn2AzZuBQYOA69eBxYulp8lEGYWhoaHOLn4o7QwNDREfHw8zMzMmV5QuMmuZY6VZyhQ+fJCeWsXGAjNmAK6uUqJFRN/OzAzYtAmYPVuqhrtihfQUi0MjEBERpQ2TK8oULCykZOqPPwAnJ+DePaBZM6BdO6m6IBF9G4VCeiK8ezdgZQUcOya1wwoOljsyIiKizIPJFWUaCoWUTAUHAyNHAoaGwJ9/SgMQnz4td3REWYO3t9RbZ6FC0k2M6tWB/fvljoqIiChzYHJFmY61NTB/vtR1e40aQJ48mh1fENG3cXUFAgOlIRIiIqSxsObPBziOKxERUcqYXFGmVa4ccPIkcPz4p84tEhKkMXzCwmQNjSjTy50bOHxY6uhCqQRGjwZ69QJiYuSOjIiIKONickWZmoEB4Oz86fXKlcD06UDJksDq1QZQKuWLjSizMzEBVq0CFi2Svmvr1wMNGgAcboiIiEg7JleUpVSuDJQvD7x9CwwaZIhx4+rg8mW5oyLKvBQKYNgwYN8+wNZWao9VpQpw5YrckREREWU8TK4oS6lWTRoUdfFiwNpa4O7dnHB3N8KQIcC7d3JHR5R5eXhIAw0XLw48eiS1d9y1S+6oiIiIMhYmV5TlGBkBQ4cC16/Ho3btJ1AqFVi6FPD1lTsyosytZEkpwWrUSBp7rk0bYNYsdnRBRESkwuSKsixHR2DUqIvYvz8epUtLHV0Q0bfJmVPqmn3IEOn15MlAly7Ax4/yxkVERJQRMLmiLK9hQ4Fr14AKFT5NmzIFmDhRuvtORGljZAT8/DPwyy/S/7duBerUAZ4+lTsyIiIieTG5omzBIFFJf/AA+PFHYPZsoHRp4O+/ZQuLKFPr1w/w9wfs7IALF6SOLs6flzsqIiIi+TC5omynYEFgxw6gQAHg4UPA2xto2VJKuogoberVkxKqMmWA0FDpCdbvv8sdFRERkTyYXFG2o1BIydTNm8D48VK1pj17pKdYP/4IxMbKHSFR5lKkiNRFe4sWQHS01AZr8mRwnDkiIsp2mFxRtmVpKVUNvHIFqFtXapD//fccIJXoa9jYALt3A2PHSq9nzQLatgUiI2UNi4iIKF0xuaJsr3Rp4NgxYNMmYOFCIH/+T/PCw+WLiyizMTQE5swBNmwATEykZKtmTan6LRERUXbA5IoIUlXBrl2Bvn0/TTt8WGqftXQpkJAgX2xEmU337kBAAJA3L3D1qtTRxenTckdFRESkf5kiuVq2bBkKFSoEMzMzVKtWDYGBgSkuv2jRIpQsWRLm5uZwdnbGiBEjEB0dnU7RUlaxdq305GrIEKBqVeALxY6IEnF3l74z5csDYWFA/frAunVyR0VERKRfGT652rZtG0aOHAk/Pz9cunQJbm5u8PDwwMtkGsZs2bIF48ePh5+fH4KDg7FmzRps27YNEydOTOfIKbPbtAlYvhywtQUuXQKqVwcGDADevpU7MqLMoUAB4NQpqe1VXBzQqxcwahSfBBMRUdaV4ZOrBQsWoG/fvujZsydKly6NlStXwsLCAmvXrtW6/JkzZ1CzZk106dIFhQoVQpMmTdC5c+cvPu0i+pyhoZRM3b4tVXMSAli5EihZUurKnYi+zNIS2L4d8POTXi9YAHh5sT0jERFlTUZyB5CS2NhYXLx4ERMmTFBPMzAwQKNGjXD27Fmt69SoUQO//fYbAgMDUbVqVdy/fx/79u1Dt27dkt1PTEwMYmJi1K8jIiIAAHFxcYiLi9PRu6H0pjp233oM7eyAX38FundXYMgQQwQHKxAXF4+4OKGLMCmL0FV5y6omTQJKlFCgTx9D7N+vQLVqArt2xaNYMbkjy7xY5ig9sbxRestIZS4tMSiEEBn2CvHZs2dwcnLCmTNn4O7urp4+duxYHD9+HOfOndO63s8//4zRo0dDCIH4+Hj0798fK1asSHY/06ZNw/Tp05NM37JlCywsLL79jVCWERenwNmz+VC79lMoFNK0u3dzIH/+9zA3Z10noi/57z9bzJ5dDa9fm8PKKhZjx55HuXKv5A6LiIgoWR8+fECXLl0QHh4OGxubFJfNcslVQEAAOnXqhO+//x7VqlXDf//9h2HDhqFv376YMmWK1v1oe3Ll7OyMV69effEDpIwrLi4O/v7+aNy4MYyNjfWyj9evAVdXI5iZAfPnJ6BVK6FOuih7SY/yllWEhgLt2xsiMNAAhoYCCxcq0b8/RxxOK5Y5Sk8sb5TeMlKZi4iIgL29faqSqwxdLdDe3h6GhoZ48eKFxvQXL17AwcFB6zpTpkxBt27d0KdPHwCAq6sroqKi0K9fP0yaNAkGBkmbmZmamsLU1DTJdGNjY9kPJn07fR7H588Ba2sgJATo2NEIzZoBS5YARYvqZXeUCfC88WUFCgDHjwN9+gCbNyswdKghgoMNsXgxwI8u7VjmKD2xvFF6ywhlLi37z9AdWpiYmKBSpUo4cuSIeppSqcSRI0c0nmQl9uHDhyQJlKGhIQAgAz+ko0yqfHng+nVg8mRp0NT9+4GyZYGZMwH2/k+UPDMzqUfO2bOlceZWrACaNgXevJE7MiIioq+XoZMrABg5ciRWr16NDRs2IDg4GAMGDEBUVBR69uwJAOjevbtGhxdeXl5YsWIFtm7dipCQEPj7+2PKlCnw8vJSJ1lEumRhISVTV68CDRtKSdXUqYCbGxAVJXd0RBmXQgGMHw/s3g1YWQFHj0pjygUHyx0ZERHR18nQ1QIBoGPHjggLC8PUqVPx/PlzlC9fHgcOHEDevHkBAI8ePdJ4UjV58mQoFApMnjwZT58+Re7cueHl5YVZs2bJ9RYomyhZEvD3l7qdHjECqFNH6oaaiFLm7Q2cOSP9e++eNKbc1q1As2ZyR0ZERJQ2GT65AoDBgwdj8ODBWucFBARovDYyMoKfnx/8VIOqEKUjhQLo2FG6KFQmap9/7x6wZw8wZAhglCm+dUTpy9UVCAyUBhw+eRJo0QL46SfpRgU7iSEioswiw1cLJMqMbGyAHDmk/wsBDB4MjBwJVKok3aEnoqRy5wYOH5Y6ulAqgVGjgF69gESduRIREWVoTK6I0kG7dtJgxFevAjVrShePrzi0D1ESJibAqlXAokWAgQGwfj3QoAHw8qXckREREX0ZkysiPVMogN69gdu3pX8BYM0aqY3Wr79qVh8kIuk7M2wYsG8fYGsrPe2tUgW4ckXuyIiIiFLG5IoondjbS8nU6dNAuXJSl9N9+0qJFhEl5eEBnDsHFC8OPHokPfXdvVvuqIiIiJLH5IoondWoAVy8CCxYILXB6t5d7oiIMq6SJaUEq1EjaWiD1q2BWbOktoxEREQZDZMrIhkYGUm9oAUGAqam0rT4eMDTE9i2jReORInlzCkN0D1kiPR68mSgSxfg40d54yIiIvockysiGSUaog3r1kkXkJ06AU2aAHfuyBcXUUZjZAT8/DOwcqX0/61bpbHknj2TOzIiIqJPmFwRZRDdugEzZkhPsg4flsb9mTqVd+eJEvvuO2mwbjs74MIFqaOL8+fljoqIiEjC5IoogzAzA6ZMAW7ckAYhjo0FZs4EypSRek0jIkm9elJCVbq09OSqTh3g99/ljoqIiIjJFVGGU7QosHcv8OefQP78QEgIMHs222ERJVakCHD2LNCiBRAdLbXBmjKFQxsQEZG8mFwRZUAKBdCmDRAcDIwZA6xYIU0DgA8fpKdaRNmdjY3UNfvYsdLr77+XBuyOjJQ1LCIiysaYXBFlYFZWwNy5QNmyn6ZNmQJUqAAcPy5fXEQZhaEhMGcOsGEDYGIC7NoljYf18KHckRERUXbE5IooE4mMlNqW3LwptTvx9QVevJA7KiL5de8OBAQAefMCV69KHV2cPi13VERElN0wuSLKRKysgOvXgf79pWqCGzcCpUpJ1QYTEuSOjkhe7u7S2HHlywNhYUD9+tIQB0REROmFyRVRJmNnJyVTZ89K1QPfvQMGDgSqVwdu35Y7OiJ5FSgAnDoFtG0LxMUBvXoBo0bx5gMREaUPJldEmVS1alJ31EuWSA3779yR/iXK7iwtge3bpXHiAGDBAsDLCwgPlzcuIiLK+phcEWVihobA4MHSE6s//gAcHT/NCwhg9+2UfRkYANOnA9u2AebmwP79UrXB//6TOzIiIsrKmFwRZQEODkCTJp9eHzggtTepX1/q/IIou+rQATh5EnBykoY2qFoVOHpU7qiIiCirYnJFlAU9eSLdrT9+HHBzA8aPB6Ki5I6KSB6VKklVaKtWBd6+lW5ErFghd1RERJQVMbkiyoL69JGeWHl7A/Hx0jhApUsDf/3FqoKUPTk6SjcbfHykzi0GDgQGDZI6vSAiItIVJldEWVShQlIy9ddfQMGCwKNHQKtW0kUlUXZkZgZs2gTMni0NZbB8OdC0KfDmjdyRERFRVsHkiiiL8/YGbtwAJkwAjI2li0mi7EqhkKrJ7tol9Sp49KhUXTA4WO7IiIgoK2ByRZQNWFoCP/wg9ZTm7f1p+o4dwOHD8sVFJJeWLaWx4goVAu7dk8aJ279f7qiIiCizY3JFlI0UKCDduQeAsDCgXz+gcWOgc2cgNFTe2IjSm6srEBgI1K4NREQALVpIY2KxXSIREX0tJldE2ZSJCdC1qzQe0NatQMmSwM8/Sx1gEGUXuXNLT2979waUSmDUKOn/MTFyR0ZERJkRkyuibMrWVkqmVF1Uv38PDBsGVKkC/Puv3NERpR8TE2D1amDRIulmw7p1QMOGwMuXckdGRESZDZMromyuYkWp7cnKlUDOnEBQEFCrltS7IFF2oVBINxf27ZNuPJw+Ld1ouHJF7siIiCgzYXJFRDAwAL77Drh1C+jRA+jfX2qfRZTdeHhIT26LFZNuMNSsCezeLXdURESUWTC5IiK1PHmkKlE///xp2u3bQIMGwNWr8sVFlJ5KlQLOnQMaNQKiooDWraXeNtnRBRERfQmTKyJKwiDRmWHsWODYMan64KhRUtssoqzOzk7qmn3IEOn1pEmAjw/w8aO8cRERUcbG5IqIUrR0KdC2LZCQIHVT7eIijY/Fu/iU1RkZSU9xV66U/v/770CdOsCzZ3JHRkREGRWTKyJKkbOzlEzt2wcUKQI8fQq0bw80ayYNSkyU1X33HeDvLz3NunBB6uji/Hm5oyIiooyIyRURpUqzZsD164Cfn9R19cGDwJ9/yh0VUfqoV09KqEqXlp5c1akjjQ9HRESUGJMrIko1c3Ng2jQpyfruO2DEiE/zIiJkC4soXRQpIg1b0Lw5EB0NdO4MTJkiDT5MREQEMLkioq9QvLjUDsXERHodFwfUqCFVF3zyRN7YiPTJxgb46y9gzBjp9fffA+3aAZGR8sZFREQZA5MrIvpmp05JY2Tt2CF1eLFggZRwEWVFhobA3LnAhg3SDYZdu6SBtx8+lDsyIiKSG5MrIvpm9esDFy8C7u7SHfxRo4BKlaSkiyir6t4dCAiQxoe7cgWoWhU4fVruqIiISE56Ta7+++8/HDx4EB//PzCIYN/NRFmWm5uUTK1ZA+TKBVy7BtSuDfTsybGBKOtyd5c6uihfHnj5UrrRsH693FEREZFc9JJcvX79Go0aNUKJEiXg6emJ0NBQAEDv3r0xatQofeySiDIAAwOgVy/g9m2gb19p2sOHgJmZvHER6VOBAtKNhbZtpeqwPXsCo0dLY8MREVH2opfkasSIETAyMsKjR49gYWGhnt6xY0ccOHBAH7skogwkVy5g1SrgzBlgxQpAoZCmv3sHXL4sa2hEemFpCWzfDkydKr2ePx/w9gbCw+WNi4iI0pdekqtDhw5hzpw5yJ8/v8b04sWL4yFb/BJlG+7uQMmSn15PmQJUrgwMG8aLTsp6DAyA6dOBbdukYQv27ZO+Axxsm4go+9BLchUVFaXxxErlzZs3MDU11ccuiSiDUyqBt2+lf3/+GShVCvj9d4BNMSmr6dABOHkScHICgoOBatWAY8fkjoqIiNKDXpKr2rVrY+PGjerXCoUCSqUSc+fORf369fWxSyLK4AwMgN9+Aw4dksbJev4c6NIFaNRI6sadKCupVEnq6KJqVeDNG6BJE6mKLBERZW16Sa7mzp2LVatWoVmzZoiNjcXYsWNRtmxZnDhxAnPmzNHHLokok2jcWOpJcOZMqaOLo0eBcuWAP/+UOzIi3XJ0lLpq9/EB4uOBgQOBQYM4BhwRUVaml+SqbNmyuHPnDmrVqoWWLVsiKioKbdq0weXLl1G0aFF97JKIMhFTU2DyZODGDcDTU+oMoHZtuaMi0j1zc2DTJmD2bKljl+XLgaZNpadZRESU9RjpY6OPHj2Cs7MzJk2apHVegQIF9LFbIspkihQB/vkHePRIGohVZc4coFMnoGBB+WIj0hWFAhg/HnBxkZ5iHT0qtcPas0eaRkREWYdenlwVLlwYYWFhSaa/fv0ahQsX1scuiSiTUig0k6g9e6QL0dKlpSQrNla+2Ih0qWVLaXiCggWlHgSrVwf275c7KiIi0iW9JFdCCChUA9skEhkZCTOOJkpEKShWDKhTB/jwQUqyypeX2q0QZQXlykkdXdSuDUREAC1aAAsXstdMIqKsQqfVAkeOHAlA6h1wypQpGt2xJyQk4Ny5cyhfvrwud0lEWUzp0lIy9dtvwKhRUlfW9esDXbsCP/0EODjIHSHRt8mdGzh8WOrgYs0aYORIqZOXFSuk9ohERJR56TS5unz5MgDpydW1a9dgYmKinmdiYgI3NzeMHj1al7skoixIoQC6dZPu6k+eLF10/vab1AHGxYvSfKLMzMQEWL0acHWVkqt164A7d4CdOzXbHxIRUeai02qBx44dw7Fjx+Dr64v9+/erXx87dgwHDx7EL7/8guLFi6d5u8uWLUOhQoVgZmaGatWqITAwMMXl3717h0GDBsHR0RGmpqYoUaIE9u3b97Vvi4hkkjMnsGwZcO6cNG7Q998zsaKsQ6EAhg0D9u0DbG2B06eBKlWAq1fljoyIiL6WXtpcrVu3DjY2NjrZ1rZt2zBy5Ej4+fnh0qVLcHNzg4eHB16+fKl1+djYWDRu3BgPHjzAjh07cPv2baxevRpOTk46iYeI0l+VKkBgoNRtu8qKFVK1qrdv5YuLSBc8PIB//5XaGz56BNSoAezeLXdURET0NfTSFTsAXLhwAdu3b8ejR48Q+1l3Xzt37kz1dhYsWIC+ffuiZ8+eAICVK1di7969WLt2LcaPH59k+bVr1+LNmzc4c+YMjI2NAQCFChX6+jdCRBmCQaJbQRERwIQJQHg4sGMHMG+eVI2QT7UosypVSnpC26EDcOQI0Lo1MGuWVM5ZromIMg+9PLnaunUratSogeDgYOzatQtxcXG4ceMGjh49Cltb21RvJzY2FhcvXkSjRo0+BWxggEaNGuHs2bNa19mzZw/c3d0xaNAg5M2bF2XLlsUPP/yAhISEb35fRJQx2NhId/ZdXICwMMDXF6hXT2qTRZRZ2dlJXbMPHiy9njRJGhfr40d54yIiotTTy5OrH374AQsXLsSgQYNgbW2NxYsXo3Dhwvjuu+/g6OiY6u28evUKCQkJyJs3r8b0vHnz4tatW1rXuX//Po4ePQofHx/s27cP//33HwYOHIi4uDj4+flpXScmJgYxMTHq1xEREQCAuLg4xMXFpTpeylhUx47HMGuqWVPq0nrxYgPMmmWAEycUKF9eYOhQJSZPVsLKKn3jYXkjXVmwAHBxMcCwYQb4/XcF7t5VYseOBOTLp7kcyxylJ5Y3Sm8ZqcylJQaFELofXcPS0hI3btxAoUKFkCtXLgQEBMDV1RXBwcFo0KABQkNDU7WdZ8+ewcnJCWfOnIG7u7t6+tixY3H8+HGcO3cuyTolSpRAdHQ0QkJCYGhoCECqWvjTTz8lu99p06Zh+vTpSaZv2bJFozt5IsqYXr40x5o1rjh3zhEGBgLz5gWgSJEIucMi+ibXruXC3LlV8f69CezsPmLixEAUK/ZO7rCIiLKdDx8+oEuXLggPD/9ivxJ6eXKVM2dOvH//HgDg5OSE69evw9XVFe/evcOHDx9SvR17e3sYGhrixYsXGtNfvHgBh2QGu3F0dISxsbE6sQIAFxcXPH/+HLGxsRrdw6tMmDBBPUYXID25cnZ2RpMmTXTWMQelv7i4OPj7+6Nx48bq9neUdfXoAezdG48bNxQYPLiWenpEhFSNUN9Y3kjXPD2Bdu2ANm0EgoPNMXlyHaxenYCOHaV7oixzlJ5Y3ii9ZaQyp6rVlhp6Sa7q1KkDf39/uLq6on379hg2bBiOHj0Kf39/NGzYMNXbMTExQaVKlXDkyBG0atUKAKBUKnHkyBEMVlVK/0zNmjWxZcsWKJVKGPy/BfydO3fg6OioNbECAFNTU5hqGbnR2NhY9oNJ347HMfto1Ur6A6SbKzduAO7uwNixwJgx6TNAK8sb6VKpUlJPgl26AHv3KtCtmxFu3wYSV7ZgmaP0xPJG6S0jlLm07F8vHVosXboUnTp1AgBMmjQJI0eOxIsXL9C2bVusWbMmTdsaOXIkVq9ejQ0bNiA4OBgDBgxAVFSUuvfA7t27Y8KECerlBwwYgDdv3mDYsGG4c+cO9u7dix9++AGDBg3S3Rskokxh0ybg/XtgyhRpsFZ/f7kjIko7Gxvgr7+kGwSANN5bu3ZAZKS8cRERUVJ6eXJlZ2en/r+BgYFGl+kf09jtUceOHREWFoapU6fi+fPnKF++PA4cOKDu5OLRo0fqJ1QA4OzsjIMHD2LEiBEoV64cnJycMGzYMIwbN+4b3xURZTazZwPlywMjRgB37wJNmgAdO0odBnzeOQBRRmZoCMydC5QpA/TrB+zaBdy7Z4TBg83lDo2IiBLRy5MrbWJiYrBgwQIULlw4zesOHjwYDx8+RExMDM6dO4dq1aqp5wUEBGD9+vUay7u7u+Pff/9FdHQ07t27h4kTJ2q0wSKi7EGhADp1Am7dAoYOlcbK2rZNqmq1cqXc0RGlna8vEBAA5MkDXL2qwJgxdXD2LAfCIiLKKHSaXMXExGDChAmoXLkyatSogd3/H2J+3bp1KFy4MBYuXIgRI0bocpdERF9kawssXgxcuABUqyZVFYyKkjsqoq/j7i4NQ+DmJhAebobGjQ3x2T1GIiKSiU6Tq6lTp2LFihUoVKgQHjx4gPbt26Nfv35YuHAhFixYgAcPHrB6HhHJpkIF4MwZYMsW6UmWyrVrwOvX8sVFlFYFCgABAfFwd3+G2FgFevYERo8GEhLkjoyIKHvTaXL1xx9/YOPGjdixYwcOHTqEhIQExMfH48qVK+jUqROr5hGR7AwMgM6dAVXHPzExUucAJUsCa9YASqW88RGllqUlMGbMeUyaJGVU8+cD3t5AeLjMgRERZWM6Ta6ePHmCSpUqAQDKli0LU1NTjBgxAgoF64MTUcYUGip10f76NdCnD1C7NnD1qtxREaWOgQHg56fE1q2AmRmwb59UbfC//+SOjIgoe9JpcpWQkKAxlpSRkRGsrKx0uQsiIp0qVAi4eFG6629lJVUbrFgRGDlSaptFlBl07AicOgU4OQHBwVLbwmPH5I6KiCj70WlX7EII9OjRQz0gb3R0NPr37w9LS0uN5Xbu3KnL3RIRfRNjYymZ6tBB+vePP4CFC6WeBQMDpQtWooyuUiWpo4tWraRy26QJsGQJ0L+/3JEREWUfOn1y5evrizx58sDW1ha2trbo2rUr8uXLp36t+iMiyojy5we2bwcOHACKFQPKluV4WJS5ODpKXbX7+ADx8cCAAcDgwUBcnNyRERFlDzp9crVu3Tpdbo6ISBYeHlIPguHh0lhZgNQma+VK6cmWOcdtpQzM3BzYtEm6OTBxIrBsmTTW2/btgJ2d3NEREWVt6TaIMBFRZmJmBuTN++n1xInA5MnSBev+/fLFRZQaCgUwfjywa5fUq+CRI1I7rOBguSMjIsramFwREaWCh4fU9ur+fcDTE2jbFnj8WO6oiFLWsqXUSUvBglIPgtWrS9VeiYhIP5hcERGlQps20l3/0aMBQ0Ng507AxQWYN4/tWShjK1dO6uiidm0gIgJo3lzqsEUIuSMjIsp6mFwREaWStTXw00/A5ctArVpAVBQwZgwwc6bckRGlLHdu4PBhoHdvaaDskSOlcd1iYuSOjIgoa2FyRUSURq6uwPHjwLp1QKlSwLBhckdE9GUmJsDq1cCiRdLgw2vXAo0aAS9fyh0ZEVHWobfkatOmTahZsyby5cuHhw8fAgAWLVqEv/76S1+7JCJKNwYGQI8ewI0bQK5c0jQhgBEjDDh4K2VYCoV0M2DfPsDWVhp4uGpV4OpVuSMjIsoa9JJcrVixAiNHjoSnpyfevXuHhIQEAECOHDmwaNEifeySiEgWBonOoqdOOWHZMkM0bAiMHcsqV5RxeXgA//4rjef28CFQowawe7fcURERZX56Sa6WLFmC1atXY9KkSTA0NFRPr1y5Mq5du6aPXRIRya5y5efo3VsJIaS2WdWrAzdvyh0VkXalSgHnzgENG0rtB1u3Bn74gR1dEBF9C70kVyEhIahQoUKS6aampoiKitLHLomIZGdunoAVKxKwezdgbw8EBQGVKgFLlvCClTImOztp3LbBg6XXkyYBXbsCHz/KGxcRUWall+SqcOHCCAoKSjL9wIEDcHFx0ccuiYgyjJYtgWvXgKZNgehoYOhQoG9fuaMi0s7YWLoBsHIlYGQEbNkC1K0LPHsmd2RERJmPXpKrkSNHYtCgQdi2bRuEEAgMDMSsWbMwYcIEjB07Vh+7JCLKUBwcpE4DliwBLCyAbt3kjogoZd99B/j7S0+zzp8HqlQBLlyQOyoioszFSB8b7dOnD8zNzTF58mR8+PABXbp0Qb58+bB48WJ06tRJH7skIspwFAqpulWnTlI1QZWTJ4EKFQArK/liI9KmXj0gMBDw9pbaC9auDaxfD3TsKHdkRESZg966Yvfx8cHdu3cRGRmJ58+f48mTJ+jdu7e+dkdElGElTqzu3gWaNZOSq3Pn5IuJKDlFiwJnzwLNm0vVWjt1AqZMkQYfJiKilOmtQ4u7d+8CACwsLJAnTx4AwN27d/HgwQN97JKIKFN48wbImRP47z+gZk1gxgwgPl7uqIg02dgAf/0FjBkjvf7+e6B9e6lXQSIiSp5ekqsePXrgzJkzSaafO3cOPXr00McuiYgyhWrVpAFbO3UCEhIAPz+gTh3g/n25IyPSZGgIzJ0rVQs0MQF27pRuCDx6JHdkREQZl16Sq8uXL6NmzZpJplevXl1rL4JERNlJzpxSj2y//SY9ITh7FnBzAzZskDsyoqR8fYFjx4A8eYArV6SOLrTcPyUiIugpuVIoFHj//n2S6eHh4UhISNDHLomIMhWFAvDxkS5Wa9cGIiOBO3fkjopIuxo1pB4Ey5cHXr4E6teXnmgREZEmvSRXderUwezZszUSqYSEBMyePRu1atXSxy6JiDKlQoWkpwKrVwPTpn2aHhMjV0RE2hUoAJw6BbRpA8TGAj17Sm2yeM+UiOgTvXTFPmfOHNSpUwclS5ZE7dq1AQAnT55EREQEjh49qo9dEhFlWoaGQJ8+n17HxgK1akl/s2cDZmbyxUaUmKUl8McfwPTpUmcs8+ZJXbb//rtUxZWIKLvTy5Or0qVL4+rVq+jQoQNevnyJ9+/fo3v37rh16xbKli2rj10SEWUZBw5Ig7cuWiS1b7l6Ve6IiD4xMJCSq61bpcR/3z6genXg3j25IyMikp9enlwBQL58+fDDDz/oa/NERFmWtzfwzz9Ar17A9etSgjV7NjB8uHRhS5QRdOwojYnVsiUQHAxUrQrs2CG1xyIiyq70lly9e/cOgYGBePnyJZSfjTzYvXt3fe2WiChLaN4cuHYN6N1bSrRGjZKeEGzYADg5yR0dkaRyZamji9atgcBAoEkTYMkSoH9/uSMjIpKHXpKrv//+Gz4+PoiMjISNjQ0UCoV6nkKhYHJFRJQKefIAe/YAq1YBI0YAR45IbbP275c7MqJP8uUDAgKAvn2BzZuBAQOkJ64LFwLGxnJHR0SUvvRSwWTUqFHo1asXIiMj8e7dO7x9+1b99+bNG33skogoS1IogO++Ay5fBurVA37+We6IiJIyNwc2bQJUrQGWLQOaNQP4k09E2Y1ekqunT59i6NChsLCw0MfmiYiynZIlpS7bixf/NG3BAg7mShmHQgFMmADs3i31KnjkCFCtGnDrltyRERGlH70kVx4eHrhw4YI+Nk1ERABOnABGj5YGIPbzA+Li5I6ISNKypZT0FywI/PeflGAdOCB3VERE6UMvba6aN2+OMWPG4ObNm3B1dYXxZ5Wuvb299bFbIqJsw80N8PEBfvtNGm/owAHp/4mfbBHJpVw5qaOLNm2kgYebNwfmzweGDZOecBERZVV6Sa769u0LAJgxY0aSeQqFAgkczp2I6JvY2kptXJo3lzoQCAwEKlSQxsbq3ZsXsCS/3LmlqoEDBwJr1kidsly/DixfDpiYyB0dEZF+6KVaoFKpTPaPiRURke506iQNMly/PhAVJfXY5usrd1REEhMTYPVqKek3MJCSrIYNgZcv5Y6MiEg/9D4cZXR0tL53QUSUrTk7A4cPAz/9JHV93bCh3BERfaJQSNUB9+2TnrieOiUNOHz1qtyRERHpnl6Sq4SEBMycORNOTk6wsrLC/fv3AQBTpkzBmjVr9LFLIqJszcBA6uDi1i0g8VCCN28CHz/KFxeRiocH8O+/QLFiwMOHQI0awF9/yR0VEZFu6SW5mjVrFtavX4+5c+fCJFHF6rJly+LXX3/Vxy6JiAhAkSKf2lu9eQM0aQJUqgQEBckaFhEAoFQp4Nw56elqVBTQujUwezYghNyRERHphl6Sq40bN2LVqlXw8fGBoaGherqbmxtuccALIqJ0ERICJCQAwcFSNayffgKUSrmjouzOzg7Yvx8YPFhKqiZOBLp25RNWIsoa9DaIcLFixZJMVyqViONgLERE6aJSJaldS8uW0jhYY8dKTwweP5Y7MsrujI2BJUuAFSsAIyNgyxagXj0gNFTuyIiIvo1ekqvSpUvj5MmTSabv2LEDFSpU0McuiYhIi9y5gV27pB7bLCyAgABpDKKtW+WOjAjo3x84dEh6mhUYCFSpAly4IHdURERfTy/jXE2dOhW+vr54+vQplEoldu7cidu3b2Pjxo34559/9LFLIiJKhkIB9OkD1K0rVb8KDAR275a6cSeSW/36Upn09pY6YKldG1i/HujYUe7IiIjSTi9Prlq2bIm///4bhw8fhqWlJaZOnYrg4GD8/fffaNy4sT52SUREX1C8uNQN9o8/StWxVNgOi+RWtChw9izg6QlER0uJ/9SpLJtElPno5ckVANSuXRv+/v762jwREX0FY2Ng3LhPr4UAOnQASpQApk2TBn0lkoONDbBnDzB+PDBvHjBzJnDjBrBxI2BpKXd0RESpo5cnV48fP8aTJ0/UrwMDAzF8+HCsWrVKH7sjIqKvdPIk8OefUnfYNWpI42QRycXQUOrVcv16KdHfuROoWRN49EjuyIiIUkcvyVWXLl1w7NgxAMDz58/RqFEjBAYGYtKkSZgxY4Y+dklERF+hTh1gxw6pQ4GLF4GKFaUqgxx3iOTk6wscOwbkyQNcuSJ1dHHmjNxRERF9mV6Sq+vXr6Nq1aoAgO3bt8PV1RVnzpzB5s2bsX79en3skoiIvlLbtlKX7Y0aSWMNDRwIeHkBL17IHRllZzVqAOfPA25uwMuXUscXGzbIHRURUcr0klzFxcXB1NQUAHD48GF4e3sDAEqVKoVQDmJBRJThODkBBw8CCxcCpqbA3r1SgsUnWCSnAgWA06eBNm2A2FigRw9gzBhpcGwiooxIL8lVmTJlsHLlSpw8eRL+/v5o2rQpAODZs2fIlSuXPnZJRETfyMAAGD5celpQvjwwf77UjTuRnCwtgT/+AKZMkV7Pmyd12x4RIW9cRETa6CW5mjNnDn755RfUq1cPnTt3hpubGwBgz5496uqCabFs2TIUKlQIZmZmqFatGgIDA1O13tatW6FQKNCqVas075OIKLtydZXaX9Wu/Wna9u3SNCI5GBgAM2ZIg1+bmQH79gHu7sC9e3JHRkSkSS/JVb169fDq1Su8evUKa9euVU/v168fVq5cmaZtbdu2DSNHjoSfnx8uXboENzc3eHh44OXLlymu9+DBA4wePRq1E18dEBFRqhgk+nW4fVuqjlW9utSrIKtkkVw6dpR6uMyXTxpwuGpVqeMLIqKMQi/JFQAIIXDx4kX88ssveP/+PQDAxMQEFhYWadrOggUL0LdvX/Ts2ROlS5fGypUrYWFhoZG0fS4hIQE+Pj6YPn06ihQp8k3vg4gou7O3lwZ3jY8HJk6UOhZ48EDuqCi7qlxZqrpapQrw5g3QpAnwyy9yR0VEJNHLIMIPHz5E06ZN8ejRI8TExKBx48awtrbGnDlzEBMTk+qnV7Gxsbh48SImTJignmZgYIBGjRrh7Nmzya43Y8YM5MmTB71798bJkye/uJ+YmBjExMSoX0f8vyJ3XFwc4uLiUhUrZTyqY8djSOkhK5c3GxtgyxZg0yYFhg83xMmTCri5CSxenIAuXQTbZckkK5e5L8mdGzh8GPjuO0Ns3WqA/v2Bq1cTMG+eEkZ6ubKh7FzeSB4ZqcylJQa9nIKGDRuGypUr48qVKxodWLRu3Rp9+/ZN9XZevXqFhIQE5M2bV2N63rx5cSuZkS5PnTqFNWvWICgoKNX7mT17NqZPn55k+qFDh9L8pI0yHn9/f7lDoGwkK5c3e3tg3jwLLFxYCbdv26FnTyOsX/8Yw4dfYoIlo6xc5r6kY0fAyKg4fvutNJYvN8SpU28wZsx5WFvLfzGWVWXn8kbyyAhl7sOHD6leVi/J1cmTJ3HmzBmYmJhoTC9UqBCePn2qj10CAN6/f49u3bph9erVsLe3T/V6EyZMwMiRI9WvIyIi4OzsjCZNmsDGxkYfoVI6iIuLg7+/Pxo3bgxjY2O5w6EsLjuVt+7dgTlzEvD99waoWTMfmjd3kDukbCk7lbmUNG8OtGoVD19fQ1y9mhvTpzfDzp3xKFVK7siyFpY3Sm8ZqcxFpKF7Ur0kV0qlEglaWjw/efIE1tbWqd6Ovb09DA0N8eKzkSxfvHgBB4ekP+b37t3DgwcP4OXlpRELABgZGeH27dsoWrRokvVMTU3V43IlZmxsLPvBpG/H40jpKTuUN2NjYNo0oFUroEwZQxgbGwIAnj6Vnm5pOZ2SHmWHMvclbdsCxYtLXbT/958CtWsbY+tW4P8jwZAOsbxRessIZS4t+9dLhxZNmjTBokWL1K8VCgUiIyPh5+cHT0/PVG/HxMQElSpVwpEjR9TTlEoljhw5And39yTLlypVCteuXUNQUJD6z9vbG/Xr10dQUBCcnZ2/6X0REdEn5ctLiRYgDfDq5SX1KHjzpqxhUTZVrpzU0UWtWkB4uPREa9EiDoRNROlLL0+u5s2bh6ZNm6J06dKIjo5Gly5dcPfuXdjb2+P3339P07ZGjhwJX19fVK5cGVWrVsWiRYsQFRWFnj17AgC6d+8OJycnzJ49G2ZmZihbtqzG+jly5ACAJNOJiEh3bt8GHj0CXr8GKlUC5s4FBg/mIMSUvnLnBo4cAQYMANauBUaMAK5fB5YvBz5rqUBEpBd6Sa6cnZ1x5coVbNu2DVeuXEFkZCR69+4NHx8fmJubp2lbHTt2RFhYGKZOnYrnz5+jfPnyOHDggLqTi0ePHsHAQG89yhMRUSq4ugLXrgE9ewIHDwJDh0oDva5dCzg6yh0dZScmJsCvv0plctQoYM0a4M4d4M8/peSLiEifdJ5cxcXFoVSpUvjnn3/g4+MDHx+fb97m4MGDMXjwYK3zAgICUlx3/fr137x/IiL6MkdHYP9+YOlSYOxY4MABqarWr78CLVvKHR1lJwoFMHw44OLyaeDhKlWAPXukMklEpC86f+RjbGyM6OhoXW+WiIgyAYUCGDIEuHABcHMDXr0C5swB/t+3EFG68vAA/v0XKFYMePgQqFED+OsvuaMioqxML/XpBg0ahDlz5iA+Pl4fmyciogyuTBng3DlgwgRg0yaAtbdJLqVKSWWxYUMgKgpo3RqYPh34+FHuyIgoK9JLm6vz58/jyJEjOHToEFxdXWFpaakxf+fOnfrYLRERZSCmpsAPP2hOGz8esLAAJk4EjPTyC0SUlJ2dVGV1xAhg2TJpKIGVK4HRo4H+/YHPLlOIiL6aXn7acuTIgbZt2+pj00RElElduyZVEQSk9li//QYUKSJvTJR9GBtL7QGrVQOmTJGqCY4eDfz4IzByJDBoEGBjI3eURJTZ6SW5WrdunT42S0REmZirq5RQDRwInD0rtclasgTw9WWX7ZR+unUDOnWSyuIPPwD//Sc9SZ07Fxg2TPrLmVPuKIkos9JpLXilUok5c+agZs2aqFKlCsaPH4+PrNRMRET/5+MDXL0K1K4NREZKXbd36CCNj0WUXoyNpbIXHCwlWS4uwLt3UlusggWltoJhYXJHSUSZkU6Tq1mzZmHixImwsrKCk5MTFi9ejEGDBulyF0RElMkVLAgcOwbMni21u9qxQ0q2EhLkjoyyGyMjKeG/fh3Yvl3qpv39e6mqYKFC0jhZoaFyR0lEmYlOk6uNGzdi+fLlOHjwIHbv3o2///4bmzdvhpJ98BIRUSKGhlLnFv/+C5QsKT0pMDSUOyrKrgwMgPbtgcuXpa7aK1cGPnwAFiwAChcGBg8GHj+WO0oiygx0mlw9evQInp6e6teNGjWCQqHAs2fPdLkbIiLKIipVAq78j737Do+iets4/t30BAi9E6qE3lsoUqSKFFF6b8EGIigISlURRFQsCNK7IChNkCqhSwcBQ5MqEDqEAEk2ybx/zMtqfoSezaTcn+vKRXb2zMyzuyfLPnvOPGc/tG//77ZNm8ziFyIJzcUFmjSBHTvM6oJVqkBEhFlhsEAB6NEDTpywOkoRScziNbmKiorCy8sr1jZ3d3fsdnt8nkZERJIRT89/C1pcuQKtWkGFCjB2rBYfFmvYbNCgAWzeDL//DrVqgd0OkyaBvz907gxHjlgdpYgkRvFaLdAwDDp37oynp6djW3h4OK+//nqsta60zpWIiMTFMKBsWVi+3FyTaMUKmD4dcuSwOjJJiWw2M7GqVQu2bIGPP4ZVq2DGDHNx7JYt4cMPoXhxqyMVkcQiXkeuOnXqRJYsWUibNq3jp3379uTIkSPWNhERkbhkzgzLlsH48eDtDWvWmCXcf/7Z6sgkpata1VyfbccOc+pgTAzMm2f2z1deMa/XEhGJ15ErrW8lIiLPymaD11+HmjXNSm579kDz5uZUrEmTzApvIlapUMEserF/P3zyiZn4L1pk/rz0krlAcaVKVkcpIlaJ15ErERGR+FK4sLnY8MCBZsJltyuxksSjVClYsMAs496unVkMY/lyCAiAevXMwiwikvIouRIRkUTLwwM+/RQ2boTvvvt3+82bZrIlYrWiRc2FiA8fhq5dzS8A1qyB6tWhRg1Yu9a8llBEUgYlVyIikuhVqwbp0pm/GwZ07GguPHz8uKVhiTgULAhTpsCxY+a0Vg8P80uBunXNku7LlyvJEkkJlFyJiEiScuIEbNgA27dD6dIwebI+tErikTevWZDl77/h7bfBy8tcLLtRI3Nx4kWLtMSASHKm5EpERJKUAgXgzz/Nghe3b0NgoFmt7coVqyMT+VeuXPD113DyJPTrB6lSmcVZXnnFvF5r/nyIjrY6ShGJb0quREQkycmd27yW5bPPwN0dFi82S2KvWmV1ZCKxZcsGo0fDqVPmmli+vmYRjNatoVgxmDkToqKsjlJE4ouSKxERSZJcXaF/f3N6YJEiEBICb74JkZFWRyZyv0yZzNLtp0/DRx9B+vRw5Ah06gSFCpnTW9V3RZI+JVciIpKklSkDu3dDr17mKICHh9URiTxYunTmWlinT8OoUebC2SdOmNNbn3sOxo2D8HCroxSRp6XkSkREkjxvb/jmG6ha9d9tkybB55+reIAkTmnSwPvvm9dkffklZM8OZ89Cz56QPz989ZV5TaGIJC1KrkREJNk5cwZ69zanDdaubX5oFUmMUqWCPn3M0atx48DPDy5cgL59IV8+c3Tr1i2roxSRx6XkSkREkh0/P3Mky8cHgoKgZEmYN8/qqEQezMvLvGbw+HHz+qv8+eHyZRg4EPLkMa/TunHD6ihF5FGUXImISLJjs0H37rBvH1SsaH4obdMGOnSAmzetjk7kwTw8oFs3s9jFzJlmsYvr12HoUDPJ+vBDLTsgkpgpuRIRkWSrYEHYvNksIODiArNnQ7lyKhggiZ+bm/llwKFD5ppYJUpAaCh8+qm5UHG/fmaFTBFJXJRciYhIsububk6p2rTJvIalQwdzCpZIUuDqCi1bmqOwixZB2bJmoYsxY8z+/Pbb8M8/VkcpIvcouRIRkRShShXYv9+cVnXP4cPm9CuRxM7FBV5+GXbtguXLISDAHIH99lsoUABef91cqFhErKXkSkREUow0aczpVgAREdC6tblO1oQJYBjWxibyOGw2aNgQtm6FtWuhRg1z8eEffjCnwXbtCseOWR2lSMql5EpERFKksDBzAde7d+GNN6BJE7h0yeqoRB6PzWYuMxAUBBs3Qr16EBUF06ZB4cLQrh389ZfVUYqkPEquREQkRcqYEVatMhdw9fCAX381iwYsX251ZCJP5vnnzb78xx/QqJG5cPbcuVC8ODRvbl6vJSIJQ8mViIikWC4u5gKuu3aZH0QvXTI/nL75pioKStJTqRIsWwZ79sArr5hTXX/+2Zz62qQJ7NxpdYQiyZ+SKxERSfFKlDA/ePbpY97+80+zyqBIUlSmjJlUHTxoru/m4mImXRUrQoMGsGWL1RGKJF9KrkRERDDLs3/5JaxeDbNmmSWwwSwWEB1tbWwiT6NYMXN6YHAwdO5s9ulVq6BaNahVC37/XYVcROKbkisREZH/qFvXXD/ongEDzA+ip09bF5PIs/D3NwtdHDsGPXqYo7JBQWZBjGrV4LfflGSJxBclVyIiIg9w6RJMnmwuQFyyJMyZY3VEIk8vXz6zZPvff0PPnuDpaZZ0b9jQnDK4ZImSLJFnpeRKRETkAbJkgb17oXJlCA2F9u2hbVu4ccPqyESenp+fufjwyZPw7rvg42MWdXn5ZShdGhYs0FRYkael5EpEROQhChQw1xEaPty8ZuXHH81RrKAgqyMTeTbZs8OYMXDqFAwcaC6y/eef0LKlWT1z9mxz7SwReXxKrkRERB7BzQ2GDIHNm81k6+xZs9R1aKjVkYk8u8yZ4dNPzesKhw2DdOng8GHo0MFckHjqVLOwi4g8mpIrERGRxxQQYC7I2r07fPcd+PpaHZFI/EmfHoYONZOsTz+FTJnM67O6dYOiRd347be8RERYHaVI4qbkSkRE5AmkTg2TJpnXXt2zapV5DYuKAUhy4OtrThM8dQq++AKyZYMzZ2z88EMpChVy4+uv4c4dq6MUSZyUXImIiDyD69fNNYTeftusunbhgtURicSPVKmgb184cQLGjo0mY8a7nD9v4513zMqDo0fDrVtWRymSuCi5EhEReQbp0sGHH5qLEK9caRa7WLLE6qhE4o+3N7z5ZgwTJqxl/Pgo8uUzlyl4/33Imxc++QRu3rQ6SpHEQcmViIjIM7DZzDWDdu2CUqXgyhWzpHVgIISFWR2dSPxxd4+hWzeDI0dg+nRzceJr12DwYMiTx/z36lWroxSxlpIrERGReFCsGGzfDv36mQnX5MlQpow5bVAkOXF3h06d4K+/zKUJihUzR64++cQcyXr/fXNkSyQlUnIlIiISTzw9zetQ1q2DXLmgShWzAptIcuTqCq1bm2tj/fyz+WVCWJj5N5A3L7zzDpw7Z3WUIglLyZWIiEg8q1XL/MD57bf/brt0ySwMIJLcuLiY677t3g2//gqVKsHdu/D115A/P7z5plneXSQlUHIlIiLiBOnT/7sOlmFA165QujTMmKGS7ZI82Wzw0kuwbRusXg3PP28uPjx+PDz3nLle1vHjVkcp4lxKrkRERJzs1i3zmpRbt8yy7S1bmoUARJIjmw3q1oWNG2HDBqhTB6KiYOpUKFQIOnSA4GCroxRxDiVXIiIiTubrC0FB8Omn4OYGCxdCiRKwdq3VkYk4V/XqsGYNbN1qrgMXEwOzZ5tFMFq2NKfPiiQnSq5EREQSgKsrDBxoTpny94fz581v9999F8LDrY5OxLkqV4bly80lC5o1M6fGLlhgLl/w8svm9VoiyUGSSK7GjRtH3rx58fLyolKlSuzYseOBbSdNmsTzzz9P+vTpSZ8+PXXq1HloexERkYRUvjzs2QOvv27eXrwY7HZLQxJJMOXKwS+/mCNWrVqZUwiXLDH/Lho2NEe4RJKyRJ9czZ8/n759+zJ06FD27NlDqVKlqF+/PpcesIBCUFAQbdq0Yf369Wzbtg0/Pz/q1avHOdUCFRGRRCJVKvMi/2XLYM4cSJPG3G4Y5rQpkeSuRAmYN8+89qpjR3Nk97ffoGpVqF3bnEarwi+SFCX65OrLL78kMDCQLl26ULRoUSZMmICPjw9Tp06Ns/2cOXN48803KV26NIULF2by5MnExMSwbt26BI5cRETk4Ro1goCAf2+PGwcNGphTBkVSgkKFzAqaR45A9+7mAsW//24uZ1C9OqxapSRLkhY3qwN4mMjISHbv3s3AgQMd21xcXKhTpw7btm17rGPcuXMHu91OhgwZHtgmIiKCiIgIx+3Q0FAA7HY7ds3VSLLuvXZ6DSUhqL/JswoLg6FD3bh2zUaJEgbjx0fTrNmDP1Wqz0lCcnZ/y50bvv8eBgyAMWNcmDbNhc2bbTRoABUqxDBwYAwvvWRgsznl9JIIJab3uCeJwWYYiff7gPPnz5MzZ062bt1K5cqVHdv79+/Phg0b2L59+yOP8eabb7Jq1SoOHTqEl5dXnG2GDRvG8OHD79s+d+5cfHx8nv4BiIiIPIF//knNl1+W48SJdADUrn2a7t0P4u0dZW1gIgns2jUvFi8uwMqVeYmMNMcC8ua9ScuWRwgIuIBLop97JcnJnTt3aNu2LTdv3sT33gKGD5Csk6tRo0YxevRogoKCKFmy5APbxTVy5efnx5UrVx75BEriZbfbWbNmDXXr1sXd3d3qcCSZU3+T+BIZCR995MLnn7tgGDYKFDCYPj2aSpVi/3etPicJyar+dukSfP21C+PHuxAWZg5bFSliMGBANC1bGri6JlgoksAS03tcaGgomTJleqzkKlFPC8yUKROurq5cvHgx1vaLFy+SLVu2h+47ZswYRo0axdq1ax+aWAF4enri6el533Z3d3fLX0x5dnodJSGpv8mzcneHzz6Dl14yF1v9+28bdeu6cfIkxPVfn/qcJKSE7m85c8Lo0eZ0wa+/Nn+Cg2106uTGJ5/ABx9Au3bm340kT4nhPe5Jzp+oB1U9PDwoV65crGIU94pT/Hck63+NHj2ajz/+mJUrV1K+fPmECFVERCReVa8O+/ebHxw//DDuxEokpciQAYYPh9On4ZNPIGNGOHYMunQx14374Qf4zyQkEcsk6uQKoG/fvkyaNIkZM2YQHBzMG2+8we3bt+nSpQsAHTt2jFXw4rPPPmPw4MFMnTqVvHnzEhISQkhICGFhYVY9BBERkaeSLh3Mnm0mV/ccOACTJ6uCmqRMadOafw+nTsHnn0PWrObvr78Ozz0H334Ld+9aHaWkZIk+uWrVqhVjxoxhyJAhlC5dmn379rFy5UqyZs0KwJkzZ7hw4YKj/fjx44mMjKR58+Zkz57d8TNmzBirHoKIiMgzuVchLTzcHMkKDIQWLVwJDfWwNjARi6RODe+9BydPmlMFc+aEf/6Bt9+GfPlgzBizAqdIQkv0yRVAz549OX36NBEREWzfvp1KlSo57gsKCmL69OmO26dOncIwjPt+hg0blvCBi4iIxCN3d2jf3vx36VIXeveuxapVqk0tKZe3t5lQ/f03TJgAefLAxYvQrx/kzQuffgo3b1odpaQkSSK5EhEREXB1hf79Yft2KFzY4Pp1Lxo3duPttzUVSlI2T0947TXzOqypU80pglevmlMI8+aFoUPh2jWro5SUQMmViIhIElOmDGzfHkXDhicA8zqT8uXh/HmLAxOxmLu7WeQiOBjmzIGiReHGDfjoI3NUa+BAs7y7iLMouRIREUmCvL2hR48DLF0aRdaskCmTeXG/iICbG7RtaxaAWbAASpUyr8EaNcocyerbF/5zyb5IvFFyJSIikoQ1aGBw4ADMnYtjQdW7d82L+0VSOhcXaN4c9u6FpUuhQgXz7+Orr8zCFz17wtmzVkcpyYmSKxERkSQuc2azWto9AwZAiRLw00/WxSSSmNhs0Lixeb3iypVQtaq5Lta4cVCggFmB88QJq6OU5EDJlYiISDISEQF//GFeZ9KqFXTsqGppIvfYbFC/PmzaBOvXwwsvgN1urh3n7w+dOsGRI1ZHKUmZkisREZFkxNMTNm+GwYPNKVGzZpnXm2zebHVkIomHzQY1a8K6dbBlCzRoANHRMHMmFCkCrVvDwYNWRylJkZIrERGRZMbd3ayOtmmTeV3J6dNQo4ZZltputzo6kcSlShX47TfYsQOaNgXDgPnzzam1r7wCe/ZYHaEkJUquREREkqkqVWDfPujcGWJi4PvvzQVWReR+FSrA4sXm30yLFubo1qJFUK4cNGpkTrcVeRQlVyIiIsmYry9Mm2aWo54yBXLlsjoikcStVCmzGMyhQ9C+vTm9dvlyqFwZ6taFjRutjlASMyVXIiIiKUDz5uYUp3uWLzenQGlBVZG4FSliXrN45Ah07WqunbV2rTnFtnp1WLPGnEIo8l9KrkRERFIYux3eeMNc96dECVixwuqIRBKv554zR32PHTP/bjw8zOsZ69UzR7OWL1eSJf9SciUiIpLCuLvDsmVQrJg5cvXSS/DWW3DnjtWRiSReefOa1y2eOAG9e4OXl7luVqNG5nVZv/xiXtsoKZuSKxERkRSoVCnYtQveece8/f335gdEVUYTebicOWHsWDh1Cvr3h1SpYO9eePVV8+9q3jyzrLukTEquREREUigvL/jqK1i9GrJnh8OHISDAnP4kIg+XNSt89pm51MGgQWbxmIMHoU0bKFoUZsyAqCiro5SEpuRKREQkhatbFw4cMAtetGsHBQtaHZFI0pExI3z8sZlkffwxZMgAR4+aSyD4+8OkSRAZaXWUklCUXImIiAgZM8LChfDDD/9uCwmBH3+0LiaRpCRdOnME69Qpc0QrSxY4eRJ69IACBeC77yA83OooxdmUXImIiAhgLprq4WH+bhjQpQu0bWv+3LhhaWgiSUaaNOa1WCdPmtNus2eHf/6BXr0gXz748ku4fdvqKMVZlFyJiIjIfWJizDLTrq7m6FXJkhAUZHVUIkmHj49ZMObECbNgTO7c5mjwu++alQdHjYLQUKujlPim5EpERETu4+oKQ4bA5s3mlKazZ+GFF8xv5CMirI5OJOnw8jLXxzp2DCZPNv+erlyBgQPNJGv4cLh+3eooJb4ouRIREZEHCgiAffugWzdzquDnn5vbTp+2OjKRpMXDw/w7OnwYZs2CwoXNpGrYMMiTBz74wEy6JGlTciUiIiIPlTq1+Y37L7+YhS/Cwsx/ReTJublB+/Zm2fb586FECbh1C0aONJOs994zpw9K0qTkSkRERB5Ls2ZmyfZffjETLjCvzdK37SJPztUVWrY0R4YXLzYX8b5zB774wix88fbbZiEMSVqUXImIiMhjy57d/Kb9nm+/hSJFYOlS62ISScpcXKBpU9i5E1asMAvJhIebf1v588Nrr5mVByVpUHIlIiIiTyUmxqwkeOWK+eHwtddUYlrkadls8OKLsGULrFsHNWuC3Q4TJ5oLe3fpYi5OLImbkisRERF5Ki4usGGDeY2IzWZ+CCxTBnbssDoykaTLZjMrc65fD5s2Qb16EB0N06ebo8Rt28KhQ1ZHKQ+i5EpERESemqenWUFw7VrIlcssN12lCnzyCURFWR2dSNJWrRqsWgXbt0Pjxv+OFhcvDs2bw969Vkco/0vJlYiIiDyzF16AP/80L9CPjjbX7gkOtjoqkeShYkXzusa9e+HVV81tP/8MZcuaSZdGixMPJVciIiISL9Knh3nzzDV8Pv88duELEXl2pUvDwoVmGfe2bc2pub/+CpUqQf365qLfYi0lVyIiIhJvbDZzDZ933vl32/795rZr1ywLSyRZKVYM5swxR4c7dzbLuq9eDc8/bxbCWLfOXPRbEp6SKxEREXEawzA//M2ZAyVLmh/6RCR++PvDtGnmtY6vvQbu7maRmTp1oGpV+O03JVkJTcmViIiIOM29KoL+/nDunPmh7733ICLC6shEko98+WDCBDhxAnr1Ai8v2LYNGjaEChXMRYpjYqyOMmVQciUiIiJOVaEC7NljfrMO8MUX5gX6Bw9aG5dIcpMrF3zzjbno8HvvgY8P7N4NzZqZ12v99JNZcEacR8mViIiIOF2qVOY360uXQubMZmXB8uXND34iEr+yZTOLypw+DR98AGnSwIED0KqVWcZ91iwtleAsSq5EREQkwTRubH7Ia9gQKlc2v00XEefIlAlGjDCTrOHDzYqehw9Dx45QuDBMmQKRkVZHmbwouRIREZEElTWrWT56yRKzyhnAnTuwfLm1cYkkV+nTw5AhcOoUjBxpJl1//w3du0PBgvD99xAebnWUyYOSKxEREUlwNhv4+v57u18/aNQIunaFW7esi0skOfP1hQEDzCTriy/M6YNnzsBbb0GBAjB2rPlFhzw9JVciIiJiKcOAtGnNhGvaNHOq4LZtVkclknylSgV9+5qFL777Dvz84Px56NPHrDw4erS+5HhaSq5ERETEUjYbfPopBAVB7txmOennn4dhw3TRvYgzeXmZo1bHj8OkSZA/P1y6BO+/D3nzwscfw40bVkeZtCi5EhERkUShenXYvx/atTPLRQ8fDtWqmVOYRMR5PDzM66+OHIEZM8x16a5dM6/TypMHBg2Cq1etjjJpUHIlIiIiiUa6dDB7Nsyda04VPHoU3N2tjkokZXBzMysJ/vUX/PgjFCsGoaFmxcE8eaB/f7h40eooEzclVyIiIpLotGljroX188+QM+e/23WxvYjzubpC69bm3+Avv0CZMnD7trl2Vr588M47cO6c1VEmTkquREREJFHKnRtq1fr39rJl8NxzsHq1dTGJpCQuLtCsmbnY96+/QqVKcPcufP21eX3WG2+Ya2jJv5RciYiISKJnGGbp6AsXoH596N3b/JAnIs5ns8FLL5lVPNesMa+PjIyECRPMLzy6dTOLYoiSKxEREUkCbDZYsQJ69jRvf/MNVKhgFsAQkYRhs0GdOrBhg/lTp45Z0XPqVChUCNq3h+Bgq6O0lpIrERERSRJ8fODbb80kK2tWOHQIKlaEMWMgJsbq6ERSlurVzVGsbdvMUa2YGJgzxyyC0bJlyv3iQ8mViIiIJCkvvggHDkCTJubUpH79YONGq6MSSZkCAszrsXbvNq/PMgxYsMBcDLxpU9i1y+oIE5aSKxEREUlyMmeGxYth4kR4+22oWdPqiERStrJlzcqCBw6YlQZtNli61Jy+++KLsHWr1REmDCVXIiIikiTZbBAYaFYuu+f8efO6rNBQ6+ISScmKFzfXyAoOhk6dzLLuK1dC1arwwguwfr05upVcKbkSERGRZCMwEMaNg1KlYMsWq6MRSbkKFYLp082FwAMDzcXA1683E6znn4dVq5JnkqXkSkRERJKNDz6AvHnh1CnzgvvBg8FutzoqkZQrf35z+u7x4/DWW+DpaX7x0aCBuW7W0qXJK8lKEsnVuHHjyJs3L15eXlSqVIkdO3Y8tP2CBQsoXLgwXl5elChRghUrViRQpCIiImKlqlXNKmUdO5rVyz75BKpUMb89FxHr5M4N330HJ09C375m9c+dO82iF2XKwMKFyaPqZ6JPrubPn0/fvn0ZOnQoe/bsoVSpUtSvX59Lly7F2X7r1q20adOGbt26sXfvXl5++WVefvllDh48mMCRi4iIiBV8fWHGDJg/H9KnN6uVlSmjioIiiUH27OaC4KdOwYABkDq1+YVIixbm9Vpz5phrZyVVNsNI3ANxlSpVokKFCnz33XcAxMTE4OfnR69evRgwYMB97Vu1asXt27f59ddfHdsCAgIoXbo0EyZMeKxzhoaGkjZtWm7evImvr2/8PBBJcHa7nRUrVtCwYUPc3d2tDkeSOfU3SWjqc4/nn3+gc2c4cwb27oVUqcwPbnfuPHgfT0/zByA6Gm7ffnBbDw/w8nrytjExEBb24Lbu7uDtbf5uGHDrVvy0dXMzRwzueVjhD1dX8/kCs78tXLiaevXqxdnf/tsWzBge9AnTxcX8QP00bcPCHjy6YbNBmjT/3r5923xNHuS/H/GepO2dOw//8J8mjRnLk7a9e/fhU1hTpzafD4DwcHMZgvhomyqV+foBRESYPw/i42P2oSdtGxlpxhGXa9dgyhRzVOvGDXNb/vzQp08U2bOvoEmTFy1/j3uS3MAtgWJ6KpGRkezevZuBAwc6trm4uFCnTh22bdsW5z7btm2jb9++sbbVr1+fxYsXP/A8ERERRPynd4T+/zuN3W7HronaSda9106voSQE9TdJaOpzjydrVli+HEJCzOTGboctW2zUqvXgj0AffxzN+++bn+D37oVKlR78wW7AgGg++shse+QIlCjx4LZvvx3NmDFm23/+gfz5H9y2e/dovv/ebHv9OmTN+uC2bdrEMGOGmRlEREDatA9u26RJDAsX/ptFZMjgRnS0Lc62devGsHy52dZut9O9ez3u3In72FWqxBAU9O9x/f3dCAmJ+7ilShns3PlvxlGmjBt//x1324IFDQ4d+rdtlSpuHDgQd9ucOQ1Onvy3be3armzfHvckrXTpDC5d+rdtkyau/P573G09PAzCwv5t26qVK7/++uDJX3fu2B1JRZcurvz004PbXr5sJ21a8/e33nJl2rQHtz192k727Obv/fq58N13rg9s+9dfdp57zvx9yBAXPv/8wW137rRTqpT5+6hRLgwb9uC2GzdGERBgZsLffutCv34Pbvvbb1HUrm22nTzZhbfeenDbhQujOHbMYPx4F0aPduHECRu9ermROXMdihWLokCBB+6aIJ7kfTZRJ1dXrlwhOjqarFmzxtqeNWtWDh8+HOc+ISEhcbYPCQl54HlGjhzJ8OHD79u+evVqfP779Y4kSWvWrLE6BElB1N8koanPPb59+8x///orA/D8A9sdOXKEFSuOAXDiRFqg5gPb/v33cVasMD+TnDuXGqj9wLYnT55ixQrzMoUrV7yA+g9se+bMWVas2A9AWJg70PCBbc+fP8eKFXsAsNtdgMYPbHvx4kVWrPj32nXDaAzEnaxcvnyFFSv++2X2g2O4fv06K1ZsdtyOiKgPeMXZNjT0JitWbHDcvn27NpA6zra3b99mxYp1jtu3btUE0sbZNjw8nBUrVjtu37jxPJAhzrbmyO9vjttXrlQBMsfZNiYmJtb1+5cuVQSyx9kW4LfffsPV1UwqLlwoB+R6YNvVq1eTKpWZuJ09WxrI88C269atI0MGczDg1KniwIMzjg0bNnD0qDmMeuJEEcD/gW03b97MuXPmwMLRo/5AkQe23bp1K9euXQcgODg/UOKBbXfs2EFExGUADh7MA5R+YNvdu3fj5hZCyZLQsWNuvv++DDabgbd3FMHB6zly5IG7Jog7Dxvq/h+Jelrg+fPnyZkzJ1u3bqVy5cqO7f3792fDhg1s3779vn08PDyYMWMGbdq0cWz7/vvvGT58OBcvXozzPHGNXPn5+XHlyhVNC0zC7HY7a9asoW7dupYPJ0vyp/4mCU197unFxDx8+pWr67/TmZzV1jAePlXLxcWc7ufMtvDwaV02mznaB/eSkXXUrl07zv7237ZPctwnbRsZ+fDKcvemczqzrd3+8MILHh7/TvVzVtuoqIdPY3yStu7u/04hdFbb6OiHT490c/t3auK9tqGhdhYv3krnzlUsf48LDQ0lU6ZMSX9aYKZMmXB1db0vKbp48SLZsmWLc59s2bI9UXsAT09PPP/7V/P/3N3dLX8x5dnpdZSEpP4mCU197unE8d9+grf9b9JgVdsn6Tru7jGkTv14/e3Jjqu2ant/W09PyJnzdqJ4j3uS8yfqaoEeHh6UK1eOdev+HQ6OiYlh3bp1sUay/qty5cqx2oM5ZeJB7UVEREREROJDoh65Aujbty+dOnWifPnyVKxYkbFjx3L79m26dOkCQMeOHcmZMycjR44EoHfv3tSoUYMvvviCl156iXnz5rFr1y4mTpxo5cMQEREREZFkLtEnV61ateLy5csMGTKEkJAQSpcuzcqVKx1FK86cOYOLy78DcFWqVGHu3LkMGjSIDz74gIIFC7J48WKKFy9u1UMQEREREZEUINEnVwA9e/akZ8+ecd4XFBR037YWLVrQokULJ0clIiIiIiLyr0R9zZWIiIiIiEhSoeRKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdJYp2rhGYYBgChoaEWRyLPwm63c+fOHUJDQ3F3d7c6HEnm1N8koanPSUJSf5OElpj63L2c4F6O8DBKruJw69YtAPz8/CyOREREREREEoNbt26RNm3ah7axGY+TgqUwMTExnD9/njRp0mCz2awOR55SaGgofn5+nD17Fl9fX6vDkWRO/U0SmvqcJCT1N0loianPGYbBrVu3yJEjBy4uD7+qSiNXcXBxcSFXrlxWhyHxxNfX1/I/Skk51N8koanPSUJSf5OEllj63KNGrO5RQQsREREREZF4oORKREREREQkHii5kmTL09OToUOH4unpaXUokgKov0lCU5+ThKT+JgktqfY5FbQQERERERGJBxq5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHii5EhERERERiQdKrkREREREROKBkisREREREZF4oORKREREREQkHrhZHUBiFBMTw/nz50mTJg02m83qcERERERExCKGYXDr1i1y5MiBi8vDx6aUXMXh/Pnz+Pn5WR2GiIiIiIgkEmfPniVXrlwPbaPkKg5p0qQBzCfQ19fX4mjkadntdlavXk29evVwd3e3OhxJ5tTfJKGpz0lCUn+ThJaY+lxoaCh+fn6OHOFhlFzF4d5UQF9fXyVXSZjdbsfHxwdfX1/L/ygl+VN/k4SmPicJSf1NElpi7HOPc7mQClqIiIiIiIjEAyVXIiIiIiIi8UDJlYiIiIiISDzQNVciIiKS6EVHR2O3260OI8Wy2+24ubkRHh5OdHS01eFICpCQfc7d3R1XV9d4OZaSKxEREUm0DMMgJCSEGzduWB1KimYYBtmyZePs2bNaA1QSREL3uXTp0pEtW7ZnPpeSKxEREUm07iVWWbJkwcfHRx/sLRITE0NYWBipU6d+5CKqIvEhofqcYRjcuXOHS5cuAZA9e/ZnOp6SKxEREUmUoqOjHYlVxowZrQ4nRYuJiSEyMhIvLy8lV5IgErLPeXt7A3Dp0iWyZMnyTFME9dchIiIiidK9a6x8fHwsjkREkrt77zPPem2nkisRERFJ1DQVUEScLb7eZxJ9crVx40YaN25Mjhw5sNlsLF68+JH7BAUFUbZsWTw9PXnuueeYPn260+MUEREREZGULdEnV7dv36ZUqVKMGzfusdqfPHmSl156iVq1arFv3z7eeecdunfvzqpVq5wcqYiIiMjje9wvjeNb3rx5GTt2bIKf91kk1HN16tQpbDYb+/btc/q5nM2ZjyUp9qGEkugLWrz44ou8+OKLj91+woQJ5MuXjy+++AKAIkWKsHnzZr766ivq16/vrDCd5siVI1wMu4iLzUXTIp5QVFQUwWHBpDubDje3RN/VJYmLioriYsRFq8MQkUTi8uXLDBkyhOXLl3Px4kXSp09PqVKlGDJkCFWrVgXgwoULpE+f3uJI7zdp0iRmzpzJwYMHAShXrhyffPIJhQsXjrdz1K9fn7Vr1/LHH39QoUKFeDvuk+jcuTM3btyIlbT5+flx4cIFMmXK5NRz3/tMt23bNgICAhzbIyIiyJEjB9euXWP9+vXUrFnzsY4X12MRayS7T5zbtm2jTp06sbbVr1+fd95554H7REREEBER4bgdGhoKmBe0Wb1g4aDfB7EweKGlMSR5x60OQFKSsxnOMrj6YH0ZIk537/8nq/+fcia73Y5hGMTExBATE2N1OE/k1VdfJTIykmnTppE/f34uXrzI77//zuXLlx2PJUuWLACWPLZ7z2tc1q9fT+vWralcuTJeXl6MHj2aBg0asHXrVtKkSfPM8Z45c4atW7fy1ltvMWXKFMqVK/dY+8V3PzAM477nwWazJdjr4ufnx9SpU6lYsaJj288//0zq1Km5du3aEz3euB7Lvd+d9ffzsD4UX8dPiPPcExMTg2EY2O32+6oFPsn7bLJLrkJCQsiaNWusbVmzZiU0NJS7d+86Si3+18iRIxk+fPh921evXm15haI7l+7gggsxmJ3K28UbXzdfXG3xs4q0iMSPaCOai5EX+WTLJ6w/tJ63c7+Np4un1WFJCrBmzRqrQ3AaNzc3smXLRlhYGJGRkVaH89hu3rzJpk2b+PXXXx2JQ/r06R0jP/e+xE2fPj2zZ8/mpZdeAmD79u289957HDt2jCJFivDee+/Rvn17Nm7cSIkSJdi8eTONGzdm8eLFDBs2jCNHjlC8eHHGjRtHwYIFAfPyiA8//JBdu3Zx584d/P39GTJkSKwRkJiYGMLDwx1x/K/vv/8+1u0vvviCX375hY0bN5IjR45nfn5++OEH6tWrR/v27albty5Dhw6N9fns77//plevXuzZs4e8efMycuRIAO7eveuIeejQoSxfvpzz58+TJUsWWrRoQf/+/XF3dwdg1KhRLF++nK5duzJmzBiuX79O/fr1GTt2LGnTpmXUqFHMnDkTwPFBetmyZeTOnZtSpUqxceNGihUrRokSJejbty/dunVzxPfnn39Ss2ZN9u3bR+7cubl58yaDBw9mxYoVREZGUrp0aUaMGEGJEiUe+jy0atWKH374geHDhzse/+TJk2nVqhWff/45d+7ccTzef/75h8GDB/P777/j4uJC5cqVGTVqFLlz537oYwE4dOgQvXv3Zvfu3eTPn58vv/wyVkK3dOlSRo4cyYkTJ8iaNSs9evSgZ8+ejvsvX75Mr1692LBhA1myZOHDDz98ZB+KT7du3XL6OQAiIyO5e/cuGzduJCoqKtZ9d+7ceezjJLvk6mkMHDiQvn37Om6Hhobi5+dHvXr18PX1tTAyaEhDztw8w6CgQcw7NI+7MXdxMVx4v/L79K7YG2/3+5NFMdntdtasWUPdunUdb7YizmK32+k/rz8Tz01ky40t3PG6w8/NfyaXby6rQ5NkKiW8x4WHh3P27FlSp06Nl5cX8P8Lftof/4NOfPJxf7xFjH18fEidOjVr1qzhhRdewNPzwV+0eHt74+vrS2hoKG3btuXFF1/kxx9/5PTp047PJqlSpcLX19fxhe/IkSP58ssvyZw5M2+++SbvvPMOmzZtchyzcePGjBo1Ck9PT2bNmkWbNm0IDg52fNh2cXHBy8vrsT/j3Lp1C7vdTrp06UiTJs0zjcwbhsGPP/7It99+S/ny5SlYsCCrV6+mQ4cOgJn4de7cmaxZs7Jt2zZu3rzpeB7uPVcAmTJlYvr06eTIkYMDBw7w2muvkSlTJvr16weAp6cnJ0+e5Ndff2XZsmWEhoYSGBjIwIEDmT17Nh988AEnTpwgNDSUqVOnApAhQwbOnz/veM7TpUtHmzZtWLx4MX369HE8hiVLllC1alWKFy8OQPPmzfH29mbFihWkTZuWiRMn0qxZMw4fPkyGDBke+FxUrlyZ1atXs2bNGtq3b+8Y0Rs/fjyff/45Pj4++Pr6YrfbadmyJQEBAWzcuBE3NzdGjBhBy5Yt2bdv3yMfy6effsro0aMpWLAggwYNokePHhw9ehQ3Nzd2795Nly5dGDp0KC1btmTr1q307NmTHDly0LlzZwDatGlDSEgI69atw93dnXfeeYcrV648UR96GoZhcOvWrWfuc48rPDwcb29vqlev7ni/ueeJkkgjCQGMRYsWPbTN888/b/Tu3TvWtqlTpxq+vr6PfZ6bN28agHHz5s2niNJ5tp3dZgRMDjAYhsEwjNxf5TbWn1xvdViJVmRkpLF48WIjMjLS6lAkBbjX39YdX2dkGp3JYBhGtjHZjD/O/mF1aJJMpYT3uLt37xp//fWXcffuXce2sIgwx/+DCf0TFhH22LEvXLjQSJ8+veHl5WVUqVLFGDhwoLF///5Ybf77uWb8+PFGxowZYz3WSZMmGYCxd+9ewzAMY/369QZgrF271tFm+fLlBhBrv/9VrFgx49tvv3XczpMnj/HVV1899mN54403jPz58xsXLlwwoqOjH3u/uKxevdrInDmzYbfbDcMwjK+++sqoUaOG4/5Vq1YZbm5uxrlz5xzbfvvtt0d+Bvz888+NcuXKOW4PHTrUcHV1Nf75559Yx3FxcTEuXLhgGIZhdOrUyWjatGms45w8eTLWc753717DZrMZp0+fNgzDMKKjo42cOXMa48ePNwzDMDZt2mT4+voa4eHhsY5ToEAB44cffnhgvPcez9ixY41atWoZhmEYw4cPN5o1a2Zcv37dAIz169cbhmEYs2bNMgoVKmTExMQ49o+IiDC8vb2NVatWPfKxTJ482bHt0KFDBmAEBwcbhmEYbdu2NerWrRtrv379+hlFixY1DMMwjhw5YgDGjh07HPcHBwcbwBP1oacRHR1tXL9+/Zn73OOK6/3mnifJDRJ9tcAnVblyZdatWxdr25o1a6hcubJFEcWfgFwBbO26lbmvzMXP149zoefI7JPZ6rBE5D+ez/08O7rvoHiW4oSEhVBjeg3m/DnH6rBEJIG9+uqrnD9/nqVLl9KgQQPHMjEPWh7myJEjlCxZMtY35v+duvVfJUuWdPyePXt2AC5dugRAWFgY7733HkWKFCFdunSkTp2a4OBgzpw581SPY9SoUcybN4+ff/75vm/z7zlz5gypU6d2/Hz66acPPN7UqVNp1aqVo9BUmzZt2LJlC3///TcAwcHB+Pn5xZp+GNdnuPnz51O1alWyZctG6tSpGTRo0H2PMXfu3OTMmTPWcWJiYjhy5MhjP/7SpUtTpEgR5s6dC8CGDRu4dOkSLVq0AGD//v2EhYWRMWPGWM/ByZMnHY/pYdq3b8+2bds4ceIE06dPp2vXrve12b9/P8ePHydNmjSO42fIkIHw8PDHOsfD+ktwcLCjwMo9VatW5dixY0RHRxMcHIybm1us6+IKFy5MunTpHnnelCrRTwsMCwvj+PF/KxKcPHmSffv2kSFDBnLnzs3AgQM5d+6cY67p66+/znfffUf//v3p2rUrv//+Oz/99BPLly+36iHEK5vNRpsSbWhauCkbTm2gWJZijvtm7JtB7fy1NQ1JxGL50udja9ettPulHcuOLqP9ovYcvHSQEbVH4GJLdt9piSQoH3cfwgaGWXbuJ+Hl5UXdunWpW7cugwcPpnv37gwdOtQx3epp/Xca6L3pUvcu+H/vvfdYs2YNY8aM4bnnnsPb25vmzZs/1TVrY8aMYdSoUaxdu5aSJUs+cGpUjhw5YpX7ftBUuGvXrrFo0SLsdjvjx493bI+Ojmbq1KmMGDHiseLatm0b7dq1Y/jw4dSvX5+0adMyb948R6Xo+NauXTvmzp3LgAEDmDt3Lg0aNCBjxoyA+Tk1e/bsBAUF3bff4yQgGTNmpFGjRnTr1o3w8HBefPHF+64xCgsLo1y5csyZc/8XdZkzP/pL9of1F4l/iT652rVrF7Vq1XLcvjfvtlOnTkyfPp0LFy7E+qYiX758LF++nD59+vD111+TK1cuJk+enCTLsD+Mj7sPLxb8t0T9wUsH6bq0K56unvSv2p9+VfqRyiOVhRGKpGxpPNOwuPViPlz3IaO2jGLUllH8deUvZjebTRrPNFaHJ5Jk2Wy2JPv/W9GiRR9YKrtQoULMnj2biIgIxzVaO3fufOJzbNmyhc6dO9OsWTPA/GB+6tSpJz7O6NGjGTFiBKtWraJ8+fIP/TDu5ubGc88998hjzpkzh1y5ct33HKxevZovvviCjz76iCJFinD27FkuXLjgGGX5448/YrXfunUrefLk4cMPP3RsO3369H3nO3PmDOfPn3eMgv3xxx+4uLhQqFAhADw8PIiOjn5k3G3btmXQoEHs3r2bhQsXMmHCBMd9ZcuWJSQkBDc3N/LmzfvIY8Wla9euNGzYkPfff/++KnX3zjF//nyyZMnywGucHvex/K8iRYqwZcuWWNu2bNmCv78/rq6uFC5cmKioKHbv3u0omX/kyBFu3LjxxOdKKRL9V6g1a9Z0lJf878+9YfXp06ff921BzZo12bt3LxEREfz999/P/A1RUmDDRhW/KtyNusvwDcMp9F0hZu2fRYyhbyZErOJic2FknZHMajYLT1dPlh5ZSpWpVTh5/aTVoYmIE129epUXXniB2bNn8+eff3Ly5EkWLFjA6NGjadq0aZz7tG3blpiYGHr06EFwcDCrVq1izJgxAE90MX/BggX55Zdf2LdvH/v373cc90l89tlnDB48mKlTp5I3b15CQkIICQkhLOzZRgynTJlC8+bNKV68eKyfbt26ceXKFVauXEmdOnXw9/enU6dO7N+/n02bNsVKou49xjNnzjBv3jz+/vtvvvnmGxYtWnTf+by8vGId5+2336Zly5Zky5YNMBfC/fPPPzly5AhXrlx5YLntvHnzUqVKFbp160Z0dDRNmjRx3FenTh0qV67Myy+/zOrVqzl16hRbt251VGx8HA0aNODy5ct89NFHcd7frl07MmXKRNOmTdm0aRMnT54kKCiIt99+m3/++eeJHsv/evfdd1m3bh0ff/wxR48eZcaMGXz33Xe89957gJn0N2jQgNdee43t27eze/duunfvHmf1bTEl+uRKHk+xLMXY2HkjC1osIG+6vJy7dY6OizsSMDmArWe3Wh2eSIrWvmR7NnTeQLbU2Th46SAVJ1dk4+mNVoclIk6SOnVqKlWqxFdffUX16tUpXrw4gwcPJjAwkO+++y7OfXx9fVm2bBn79u2jdOnSfPjhhwwZMgTggdc6xeXLL78kffr0VKlShcaNG1O/fn3Kli37RPGPHz+eyMhImjdvTvbs2cmePTs5c+Z8YOyPY/fu3ezfv59XX331vvvSpk1L7dq1mTJlCi4uLixatIi7d+9SsWJFunfvft90wSZNmtCnTx969uxJ6dKl2bp1K4MHD77vuM899xyvvPIKDRs2pF69epQsWTJWmfnAwEAKFSpE+fLlyZw5830jOP/Vrl079u/fT7NmzWIlFjabjRUrVlC9enW6dOmCv78/rVu35vTp0/ctDfQgNpuNTJky4eHhEef9Pj4+bNy4kdy5c/PKK69QpEgRxzTCeyNZT/JY/qts2bL89NNPzJs3j+LFizNkyBA++uijWAMT06ZNI0eOHNSoUYNXXnmFHj16ONYCk/vZDOP/V+gSh9DQUNKmTcvNmzctL8X+NMKjwvn6j68ZsWkEtyJvkd4rPWf6nCG1R2qrQ0tQdrudFStW0LBhw2RbplgSj8fpb/+E/kPTeU3Zc2EP7i7ujH9pPN3KdouzrcijpIT3uPDwcE6ePEm+fPmeKMFILubMmUOXLl24efOm5SMFMTExhIaG4uvri4tL4v9uftiwYSxevDjWtWCStCR0n3vY+82T5AaJ/69DnpiXmxfvV3ufY72OEVg2kGE1hzkSK8MwuB152+IIRVKmXL652NRlEy2KtsAeY6f7su68s/IdomKiHr2ziCR7M2fOZPPmzZw8eZLFixfz/vvv07JlS8sTKxF5fEqukrGsqbMysfFE3q70tmPb8mPLKfBNAabsmUJ0zJNf+Cgiz8bH3Yf5zeczvOZwAL7e/jUvzX2JG+E3rA1MRCwXEhJC+/btKVKkCH369KFFixZMnDjR6rBE5AkouUphxu8az8XbF+m+rDvlJ5Un6FSQ1SGJpDg2m40hNYawoMUCvN28Wf33agImB3D06lGrQxMRC/Xv359Tp045pid99dVX+Pg8Wfl3MQ0bNkxTAsUSSq5SmEWtFvFFvS9I65mWfSH7qDWjFq/Mf4W/rz16EToRiV/NizZnS9ct5PLNxZGrR6g0uRJr/l5jdVgiIiLylJRcpTAerh70rdyXY72O8Wb5N3G1ubLo8CKKjCvC2D/GWh2eSIpTJnsZdgbuJCBXADfCb/DinBf5bsd3qNaQiIhI0qPkKoXKnCoz414ax/7X91OvQD3sMXaey/DoBQBFJP5lS52N9Z3W07FUR6KNaHr91os3lr+BPfrx1ikRERGRxEHJVQpXLEsxVrZbydauW3mp4EuO7XMPzNX0JJEE5OXmxfSm0xldZzQ2bPyw+wfqza7H1TtXrQ5NREREHpOSK8Fms1HZr7JjBfird67y1oq3qDe7Ho1/bMyRK0csjlAkZbDZbPSr2o+lbZaS2iM1QaeCqDi5IocuHbI6NBEREXkMSq7kPm4ubnQu1Rk3Fzd+PforxccX552V73Dt7jWrQxNJERr5N+KPbn+QL10+Tlw/QeUplfn16K9WhyUiIiKPoORK7pPWKy1fNfiKg28cpJF/I6Jiovh6+9c8981zfLP9G10HIpIAimUpxo7AHdTIU4Nbkbdo8mMTPt/yuQpdiCQjNpuNxYsXJ/h58+bNy9ixYxP8vFZIbo91+vTppEuXLskd+0mcOnUKm83mlFL6CdEflFzJAxXKVIhlbZaxuv1qimcpzvXw6/RZ1Ydj145ZHZpIipDJJxOrO6ymR9keGBj0X9ufzks6Ex4VbnVoIvIIly9f5o033iB37tx4enqSLVs26tevz5YtWxxtLly4wIsvvmhhlHGbNGkSzz//POnTpyd9+vTUqVOHHTt2xMuxFy1aREBAAGnTpiVNmjQUK1aMd955x3H/sGHDKF269BMf90GJwc6dO+nRo8dTx7t//36aNGlClixZ8PLyIm/evLRq1YpLly4BEBQUhM1m48aNG099jqTEZrNhs9n4448/Ym2PiIggY8aM2Gw2goKCHvt4nTt35uWXX47fIC2m5EoeqW6Buux9bS8TXprAwGoDKZq5qOO+S7cvWRiZSPLn4erBhEYT+PbFb3G1uTJz/0xemPECIWEhVocmIg/x6quvsnfvXmbMmMHRo0dZunQpNWvW5OrVf4vUZMuWDU9PTwujjFtQUBBt2rRh/fr1bNu2DT8/Pxo0aMD58+ef6bjr1q2jVatWvPrqq+zYsYPdu3czYsQI7HbnzYjJnDnzUy/EfPnyZWrXrk2GDBlYtWoVwcHBTJs2jRw5cnD79u14jjThREZGPtP+fn5+TJs2Lda2RYsWkTp16mc6brJhyH1u3rxpAMbNmzetDiVRO3TpkOH5safxxq9vGJfCLlkdzn0iIyONxYsXG5GRkVaHIilAQvS31cdXG+lGpTMYhuH3pZ+x5/wep51LEr+U8B539+5d46+//jLu3r1rdShP5Pr16wZgBAUFPbQdYCxatMhxe8uWLUapUqUMT09Po1y5csaiRYsMwNi7d69hGIaxfv16AzDWrl1rlCtXzvD29jYqV65sHD582HGM48ePG02aNDGyZMlipEqVyihfvryxZs2aWOfNkyeP8dVXXz3244mKijLSpEljjB8/3oiOjn7s/f5X7969jZo1az7w/mnTphlArJ9p06YZhmEYX3zxhVG8eHHDx8fHyJUrl/HGG28Yt27dMgzj3+flvz9Dhw41DOP+x3r9+nWjR48eRpYsWQxPT0+jWLFixrJly+KMZ9GiRYabm5tht9vjvP/kyZP3nbdTp06GYRjGb7/9ZlStWtVImzatkSFDBuOll14yjh8/ft++P//8s1GzZk3D29vbKFmypLF169b7nhM/Pz/D29vbePnll40xY8YYadOmddz/uK/3Rx99ZHTo0MFIkyaNI8ZHHTsugDFo0CDD19fXuHPnjmN73bp1jcGDBxuAsX79esf2M2fOGC1atDDSpk1rpE+f3mjSpIlx8uRJwzAMY+jQofc9f+vXr3c8NwsWLDCqVav2wOdm4cKFRtGiRQ0PDw8jT548xpgxY2Ldf/HiRaNRo0aGl5eXkTdvXmP27NkP7fsPe795ktxAI1fy1JYcXkJEdATjd42n4LcF+XLbl0RGP9u3ISLyYHUL1GV79+34Z/TnbOhZqk2rxs9//Wx1WCKWuB15+4E//zt19mFt79rvPlbbJ5E6dWpSp07N4sWLiYiIeKx9QkNDady4MSVKlGDPnj18/PHHvP/++3G2/fDDD/niiy/YtWsXbm5udO3a1XFfWFgYDRs2ZN26dezdu5cGDRrQuHFjzpw580SP4b/u3LmD3W5/5utxsmXLxqFDhzh48GCc97dq1Yp3332XYsWKceHCBS5cuECrVq0AcHFx4ZtvvuHQoUPMmDGD33//nf79+wNQpUoVxo4di6+vr2O/9957777jx8TE8OKLL7JlyxZmz57NX3/9xahRo3B1dX1gvFFRUSxatCjO6139/Pz4+WfzPfjIkSNcuHCBr7/+GoDbt2/Tt29fdu3axbp163BxcaFZs2bExMTEOsaHH37Ie++9x759+/D396dNmzZERUUBsH37drp160bPnj3Zt28ftWrV4pNPPom1/+O+3mPGjKFUqVLs3buXwYMHP9axH6RcuXLkzZvX8djPnDnDxo0b6dChQ6x2drud+vXrkyZNGjZt2sSWLVtInTo1DRo0IDIykvfee4+WLVvSoEEDx+tWpUoVx/6DBw+mZ8+e7Nmz577nZvfu3bRs2ZLWrVtz4MABhg0bxuDBg5k+fbpj/86dO3P27FnWr1/PwoUL+f777x3TOZ3qkelXCqSRq8e3/uR6o/SE0gbDMBiG8dw3zxmLghcZMTExVoeWIr7VlcQjIfvb9bvXjXqz6jn+7oYHDU8Uf3OSsFLCe9zDvkm+1//j+mk4p2Gstj4jfB7Ytsa0GrHaZhqdKc52T2rhwoVG+vTpDS8vL6NKlSrGwIEDjf3798d+DP8ZuRo/fryRMWPGWI910qRJDxy5umf58uUG8NDRvWLFihnffvut4/aTjly98cYbRv78+Y0LFy4808hVWFiY0bBhQwMw8uTJY7Rq1cqYMmWKER4e7mgzdOhQo1SpUo881oIFC4yMGTM6bk+bNi3OUZf/PtZVq1YZLi4uxpEjRx475g8++MBwc3MzMmTIYDRo0MAYPXq0ERIS4rj/3mty/fr1hx7n8uXLBmAcOHDAMIx/R64mT57saHPo0CEDMIKDgw3DMIw2bdoYDRvG7sutWrV65OhSXK/3yy+/HKvN0x77Xp8dO3asUatWLcMwDGP48OFGs2bNHCO290auZs2aZRQqVCjW/08RERGGt7e3sWrVKsMwDKNTp05G06ZNY53j3nMzceJE4/r160Z0dPR9z03btm2NunXrxtqvX79+RtGiRQ3DMIwjR44YgLFjxw7H/cHBwQagkStJ3GrmrcmuwF1MaTKFbKmzcfzacZrNb8arP71qdWgiyVY6r3Qsb7uc3pV6AzA0aCitf27NHfsdiyMTkXteffVVzp8/z9KlS2nQoAFBQUGULVs21jfr/3XkyBFKliyJl5eXY1vFihXjbFuyZEnH79mzZwdwfCMfFhbGe++9R5EiRUiXLh2pU6cmODj4qUeuRo0axbx58/j5559jxfZfZ86ccYzWpU6dmk8//TTOdqlSpWL58uUcP36cQYMGkTp1at59910qVqzInTsPf/9au3YttWvXJmfOnKRJk4YOHTpw9erVR+73X/v27SNXrlz4+/s/9j4jRowgJCSECRMmUKxYMSZMmEDhwoU5cODAQ/c7duwYbdq0IX/+/Pj6+pI3b16A+16Hh72WwcHBVKpUKVb7ypUrx7r9uK93+fLlY91+nGM/TPv27dm2bRsnTpxg+vTpsUZP79m/fz/Hjx8nTZo0jr6RIUMGwsPD+fvvvx95jkc9N1WrVo3VvmrVqhw7dozo6GiCg4Nxc3OjXLlyjvsLFy6cINUQ3Zx+Bkn2XF1c6VqmKy2KtmDU5lF8se0LqvpVffSOIvLU3FzcGNtgLMWzFOfN5W/y06Gf+Pva3yxuvZhcvrmsDk/E6cIGhj3wPleX2NO8Lr334KlALrbY3zOf6n3qmeL6Ly8vL+rWrUvdunUZPHgw3bt3Z+jQoXTu3PmZjuvu7u743WazATimm7333nusWbOGMWPG8Nxzz+Ht7U3z5s2fqojBmDFjGDVqFGvXrqVkyZKEhobG2S5HjhyxymZnyJDhocctUKAABQoUoHv37nz44Yf4+/szf/58unTpEmf7U6dO0ahRI9544w1GjBhBhgwZ2Lx5M926dSMyMvKxC1Z4e3s/Vrv/lTFjRlq0aEGLFi349NNPKVOmDGPGjGHGjBkP3Kdx48bkyZOHSZMmkSNHDmJiYihevPh9r8PDXsvH8bivd6pUqR77mI8jY8aMNGrUiG7duhEeHs6LL77IrVu3YrUJCwujXLlyzJkz5779M2fO/MhzPOtzYxUlVxJv0nimYUTtEfQo14NsqbM5tq86voq9IXt5J+AdvNzi/tZLRJ5O97Ld8c/oz6s/vcruC7upMKkCi1stplKuSo/eWSQJS+Xx+B8WndX2SRUtWvSB61oVKlSI2bNnExER4agguHPnzic+x5YtW+jcuTPNmjUDzA+4p06deuLjjB49mhEjRrBq1SrKly//0A+1bm5uPPfcc098DjDXHfLx8XFU3/Pw8CA6OjpWm927dxMTE8MXX3yBi4uZDP/000+x2sS13/8qWbIk//zzD0ePHn2i0av/PU+BAgVixQvEOvfVq1c5cuSIo6Q9wObNm5/4XEWKFGH79u2xtv1vCfSnfb0f59iP0rVrVxo2bMj7778f53VrZcuWZf78+WTJkgVfX984j/E4r1tcihQpEmtZAzCfC39/f1xdXSlcuDBRUVHs3r2bChUqAObocEKUzNe0QIl3edLlwdPN/I/BHm3nnVXvMHDdQIqMK8KCQwu0CKpIPKuepzo7uu+geJbihISFUGN6Deb8ef83hSKSMK5evcoLL7zA7Nmz+fPPPzl58iQLFixg9OjRNG3aNM592rZtS0xMDD169CA4OJhVq1YxZswY4N9v7R9HwYIF+eWXX9i3bx/79+93HPdJfPbZZwwePJipU6eSN29eQkJCCAkJISzswaOFj2PYsGH079+foKAgTp48yd69e+natSt2u526desCZrJ18uRJ9u3bx5UrV4iIiOC5557Dbrfz7bffcuLECWbNmsWECRNiHTtv3ryEhYWxbt06rly5Eud0wRo1alC9enVeffVV1qxZw8mTJ/ntt99YuXJlnPH++uuvtG/fnl9//ZWjR49y5MgRxowZw4oVKxyvY548ebDZbPz6669cvnyZsLAw0qdPT8aMGZk4cSLHjx/n999/p2/fvk/8fL399tusXLmSMWPGcOzYMb777rv7Yn3a1/txjv0oDRo04PLly3z00Udx3t+uXTsyZcpE06ZN2bRpEydPniQoKIi3336bf/75BzBftz///JMjR45w5cqVxy7L/+6777Ju3To+/vhjjh49yowZM/juu+8chUwKFSpEgwYNeO2119i+fTu7d++me/fuTz16+UQeeVVWCqSCFvEnOibamLV/lpHzi5yOi4KrTa1m7Dy30+nnTgkXe0vikRj6W2h4qNF4bmPH39qANQOM6Jinv/hcErfE0OecLamWYg8PDzcGDBhglC1b1kibNq3h4+NjFCpUyBg0aFCs8tXEUYq9ZMmShoeHh1GuXDlj7ty5BuAotR5X8YS9e/cagKO89cmTJ41atWoZ3t7ehp+fn/Hdd98ZNWrUMHr37u3Y51EFLfLkyXNfiWzAeP/995+poMXvv/9uvPrqq4afn5/h4eFhZM2a1WjQoIGxadOmWM/dq6++aqRLly5WKfYvv/zSyJ49u+Ht7W3Ur1/fmDlz5n3Pxeuvv25kzJjxoaXYr169anTp0sXImDGj4eXlZRQvXtz49ddf44z377//NgIDAw1/f3/D29vbSJcunVGhQgVHTPd89NFHRrZs2QybzeYoc75mzRqjSJEihqenp1GyZEkjKCgo1ut9r2jDvWIlhmHcVxDCMAxjypQpRq5cuQxvb2+jcePG95VLf5bX+1HHjsv/9tn/iiv+CxcuGB07djQyZcpkeHp6Gvnz5zcCAwMdn7EvXbpk1K1b10idOvV9pdh3797tKGgR17HvlWJ3d3c3cufObXz++eex4rlw4YLx0ksvGZ6enkbu3LmNmTNnJkgpdtv/P1HyH6GhoaRNm5abN28+cBhTnsztyNuM2TqGz7Z8xt0os+xtx1Id+fSFT8npm9Mp57Tb7axYsYKGDRvGmrcr4gyJpb/FGDF8uO5DRm0ZBUCTQk2Y3Ww2aTzTWBaTOEdi6XPOFB4ezsmTJ8mXL98DiykkZ3PmzKFLly7cvHkzYb5xf4iYmBhCQ0Px9fV1TM0TcaaE7nMPe795ktxAfx2SIFJ5pGJozaEc7XWUDiXNdRBm7p/J7gu7LY5MJHlxsbkwss5IZjWbhaerJ0uPLKXq1KqcunHK6tBE5BFmzpzJ5s2bOXnyJIsXL+b999+nZcuWlidWIvL4lFxJgsrlm4uZzWayvft2+gb0pbF/Y8d9x64eI8ZI/FVgRJKC9iXbs6HzBrKlzsaBSweoMKkCG09vtDosEXmIkJAQ2rdvT5EiRejTpw8tWrRg4sSJVoclIk9AyZVYomLOinxR/wvHRbrX7l6j0uRKVJlShT/+ebJqNSISt0q5KrEzcCdls5flyp0r1JlZhyl7plgdlog8QP/+/Tl16pRjetJXX3312GXGRSRxUHIlicLu87uxx9jZfm47ladUpu3PbTlz8+kWPBSRf+XyzcWmLptoUbQF9hg73Zd1p8/KPkTFRFkdmoiISLKj5EoShboF6nK051G6lu6KDRs/HvyRQt8VYsj6IYRFPlvpV5GUzsfdh/nN5zO85nAAxm4fS6O5jbgRfsPawERERJIZJVeSaGRPk50pTaewu8duauSpQXhUOB9v/Jii44pyO/K21eGJJGk2m40hNYawoMUCvN28WfX3KgImB3D06lGrQxN5pCddp0lE5EnF1/uMW7wcRSQelclehvWd1rP48GL6relH7Xy1SeWRyuqwRJKF5kWbUyB9AZrMa8KRq0eoNLkSC1osoE7+OlaHJnIfDw8PXFxcOH/+PJkzZ8bDw+OJFtSV+BMTE0NkZCTh4eEqxS4JIqH6nGEYREZGcvnyZVxcXPDw8Him4ym5kkTJZrPRrEgzGhZsSER0hGN78OVghm0Yxqjao8iXPp+FEYokXWWyl2Fn4E6azW/GH//8QYPZDRjbYCxvVXhLH1wlUXFxcSFfvnxcuHCB8+fPWx1OimYYBnfv3sXb21vvE5IgErrP+fj4kDt37mdO5JRcSaLm6eaJp5un43a/Nf1Yfmw5iw8vpk9AHz54/gN8PbXQs8iTypY6G+s7rafHsh7M+nMWvX7rxcFLB/n2xW9xd02eC9JK0uTh4UHu3LmJiooiOjra6nBSLLvdzsaNG6levXqyXbRaEpeE7HOurq64ubnFSxKn5EqSlJG1RxIRHcHaE2v5bMtnTNs3jU9qfULXMl1xdXG1OjyRJMXLzYsZL8+gRJYSvL/2fX7Y/QNHrh5hYYuFZPTJaHV4Ig42mw13d3d9qLeQq6srUVFReHl56XWQBJFU+5wmzUqSUiJrCVa3X82yNsvwz+jPpduX6PFrD8pOLEvQqSCrwxNJcmw2G/2q9mNpm6Wk9khN0KkgKk6uyKFLh6wOTUREJMlRciVJjs1mo5F/Iw68cYCx9ceS3is9f178k13nd1kdmkiS1ci/Edu6bSNfunycuH6CylMqs/zocqvDEhERSVKUXEmS5eHqQe+A3hzrdYwh1YfQq2Ivx30HLx3k+t3rFkYnkvQUz1KcHYE7qJGnBrcib9H4x8Z8vuVzDMOwOjQREZEkQcmVJHkZfTIyvNZwR+ELe7SdlgtaUnRCUVZcXkFUTJTFEYokHZl8MrG6w2oCywZiYNB/bX+6LOlCRFTEo3cWERFJ4ZRcSbJz/tZ5bDYbV+9eZeK5iZSbXI6Vx1daHZZIkuHh6sEPjX7gmwbf4GpzZcb+GdSaUYuQsBCrQxMREUnUlFxJspMnXR72v76fb+p/QxrXNARfCebFOS/ScE5Dgi8HWx2eSJJgs9noVakXv7X7jXRe6dj2zzYqTqrI3gt7rQ5NREQk0VJyJcmSm4sbr5d7nfFFxvNOxXdwd3Hnt+O/UWJ8Cf68+KfV4YkkGXUL1GV79+34Z/TnbOhZqk2rxs9//Wx1WCIiIomSkitJ1lK7pWZ0ndEcevMQTQs1pXqe6pTIUsLqsESSFP+M/vzR7Q/qFajHHfsdmi9ozscbPlahCxERkf+h5EpShIIZC7K49WJ+bfurY/Xt63evU2VKFZYdWaYPiSKPkN47PcvbLqd3pd4ADAkaQuufW3PHfsfiyERERBIPJVeSovi4+zh+/3zr52z7ZxtN5jWh7qy6mi4o8ghuLm6MbTCWiY0m4ubixk+HfqL6tOqcCz1ndWgiIiKJgpIrSbEGVBvA+1Xfx8PVg3Un11HmhzK8tuw1Lt2+ZHVoIolaYLlA1nVcRyafTOy+sJvyk8qz/Z/tVoclIiJiOSVXkmL5evoyqs4ogt8KpnnR5sQYMUzcM5GC3xbki61fWB2eSKJWPU91dnTfQfEsxQkJC6HG9BrM+XOO1WGJiIhYSsmVpHj50+dnQYsFbOy8kbLZyxIaEcqRq0esDksk0cuXPh9bu26lsX9jIqIjaL+oPR+s+4AYI8bq0ERERCyh5Erk/z2f53l2Bu5ketPpfFzrY8f249eOs+fCHgsjE0m80nimYVGrRQyoOgCAkZtH8sr8V7gVccviyERERBKekiuR/3CxudCpdCeyps7q2PbOyncoP7E8XZd05cKtCxZGJ5I4ubq4MrLOSGY1m4WnqydLjiyh6tSqnLpxyurQREREEpSSK5GHiIyOJK1XWgwMpu2bRsFvCzJi4wju2u9aHZpIotO+ZHuCOgeRNVVWDlw6QIVJFdh0epPVYYmIiCQYJVciD+Hh6sGcV+awtetWKuWsxG37bQatH0ThcYWZd3Ce1scS+R8BuQLYGbiTstnLcuXOFWrPrM2UPVOsDktERCRBJInkaty4ceTNmxcvLy8qVarEjh07Htp+7NixFCpUCG9vb/z8/OjTpw/h4eEJFK0kR5X9KrO121bmvDIHP18/ztw8Q5uf2zBj/wyrQxNJdPzS+rGpyyZaFG2BPcZO92Xd6bOyD1ExUVaHJiIi4lSJPrmaP38+ffv2ZejQoezZs4dSpUpRv359Ll2Key2iuXPnMmDAAIYOHUpwcDBTpkxh/vz5fPDBBwkcuSQ3LjYX2pZoy+Geh/mo5keUyFKCNsXbOO5XhTSRf/m4+zC/+XyG1xwOwNjtY2k0txE3wm9YG5iIiIgTJfrk6ssvvyQwMJAuXbpQtGhRJkyYgI+PD1OnTo2z/datW6latSpt27Ylb9681KtXjzZt2jxytEvkcfm4+zC4xmD2vrYXTzdPAKJiogiYHMCwoGHcjrxtcYQiiYPNZmNIjSEsaLEAbzdvVv29ioDJARy7eszq0ERERJwiUSdXkZGR7N69mzp16ji2ubi4UKdOHbZt2xbnPlWqVGH37t2OZOrEiROsWLGChg0bJkjMknK4urg6fl8UvIid53cyfMNwCn1XiFn7Z2kkS+T/NS/anC1dt5DLNxdHrh6h4uSKrD2x1uqwRERE4p2b1QE8zJUrV4iOjiZr1qyxtmfNmpXDhw/HuU/btm25cuUK1apVwzAMoqKieP311x86LTAiIoKIiAjH7dDQUADsdjt2uz0eHolY4d5rlxCvYdOCTZnbbC4f/P4Bp26eouPijny9/Wu+qPMFVfyqOP38Yr2E7G9JUfFMxdnaeSstfm7B9nPbaTC7AV/W/ZLXy72OzWazOrwkSX1OEpL6myS0xNTnniQGm5GIy52dP3+enDlzsnXrVipXruzY3r9/fzZs2MD27dvv2ycoKIjWrVvzySefUKlSJY4fP07v3r0JDAxk8ODBcZ5n2LBhDB8+/L7tc+fOxcfHJ/4ekCR7kTGRLLu8jIUXF3I3xizXXjVdVXr59cLL1cvi6ESsFxkTyfdnvyfoehAADTI2oHuu7rjZEvV3fSIikoLduXOHtm3bcvPmTXx9fR/aNlEnV5GRkfj4+LBw4UJefvllx/ZOnTpx48YNlixZct8+zz//PAEBAXz++eeObbNnz6ZHjx6EhYXh4nL/TMi4Rq78/Py4cuXKI59ASbzsdjtr1qyhbt26uLu7J+i5L4ZdZNjGYUzdN5Xncz/PmnZr9O18Mmdlf0tqDMPgy+1f8sHvH2BgUCN3Dea9Mo+MPhmtDi1JUZ+ThKT+JgktMfW50NBQMmXK9FjJVaL+qtDDw4Ny5cqxbt06R3IVExPDunXr6NmzZ5z73Llz574EytXVvDbmQXmkp6cnnp6e9213d3e3/MWUZ2fF65grfS4mN51Mr0q9cHNxw8PDA4Drd6+z+PBiOpbqGOuaLUk+9L7xeAY8P4DiWYvT5uc2bDizgaozqrK09VKKZSlmdWhJjvqcJCT1N0loiaHPPcn5E3VBC4C+ffsyadIkZsyYQXBwMG+88Qa3b9+mS5cuAHTs2JGBAwc62jdu3Jjx48czb948Tp48yZo1axg8eDCNGzd2JFkiCaVUtlKxPix+vPFjui7tSvlJ5Qk6FWRdYCKJQCP/Rmzrto186fJx4voJKk+pzPKjy60OS0RE5Kkl6pErgFatWnH58mWGDBlCSEgIpUuXZuXKlY4iF2fOnIk1UjVo0CBsNhuDBg3i3LlzZM6cmcaNGzNixAirHoKIQ750+UjrmZZ9IfuoNaMWzQo34/O6n1MgQwGrQxOxRPEsxdkRuIPmPzVnw+kNNP6xMaPrjubdyu9qKq2IiCQ5iX7kCqBnz56cPn2aiIgItm/fTqVKlRz3BQUFMX36dMdtNzc3hg4dyvHjx7l79y5nzpxh3LhxpEuXLuEDF/kfvSr14livY7xZ/k1cba4sOryIIuOK0G91P26G37Q6PBFLZPLJxOoOqwksG4iBQb81/eiypAsRURGP3llERCQRSRLJlUhykjlVZsa9NI79r++nXoF62GPsjNk2hsHr465mKZISeLh68EOjH/imwTe42lyZsX8GtWbU4mLYRatDExEReWxKrkQsUixLMVa2W8nytsupkKMCA6v9e+1geFS4hZGJWMNms9GrUi9+a/cb6bzSse2fbVSYVIG9F/ZaHZqIiMhjUXIlYiGbzUbDgg3Z3n072dNkd2xvuaAljX9szJErRyyMTsQadQvUZXv37fhn9Ods6FmqTavGz3/9bHVYIiIij6TkSiQR+O+F+8evHee347/x69FfKT6+OO+sfIdrd69ZGJ1IwvPP6M8f3f6gXoF63LHfofmC5ny84eMHLqkhIiKSGCi5EklknsvwHAffOEhj/8ZExUTx9favKfhtQb7d/i32aLvV4YkkmPTe6Vnedjm9K/UGYEjQENr83IY79jsWRyYiIhI3JVciiVChTIVY2mYpq9uvpniW4ly7e423V75NyQklOXb1mNXhiSQYNxc3xjYYy8RGE3FzcWP+oflUn1adc6HnrA5NRETkPkquRBKxugXqsve1vUx4aQKZfTITHhWOX1o/q8MSSXCB5QJZ13EdmXwysfvCbipMqsCOczusDktERCQWJVciiZybixuvlX+NY72OsajVIrzcvACIioniow0fcfn2ZYsjFEkY1fNUZ0f3HRTPUpwLYReoPq06cw/MtTosERERByVXIklEWq+0lM5W2nF7yp4pDA0aSsFvC/LF1i+IjI60LjiRBJIvfT62dt1KY//GRERH0O6Xdnyw7gNijBirQxMREVFyJZJUFctSjDLZynAz4ibvrXmPYt8XY8nhJaqmJsleGs80LGq1iAFVBwAwcvNIXpn/CrciblkcmYiIpHRKrkSSqGq5q7EzcCdTmkwhW+psHL92nJfnv0ztmbXZH7Lf6vBEnMrVxZWRdUYyq9ksPF09WXJkCVWnVuXUjVNWhyYiIimYkiuRJMzVxZWuZbpytOdRPqj2AZ6unqw/tZ53Vr1jdWgiCaJ9yfYEdQ4ia6qsHLh0gAqTKrDp9CarwxIRkRRKyZVIMpDGMw0jao/gSM8jtC7emjF1xzjuC4sMIzwq3MLoRJwrIFcAOwN3UjZ7Wa7cuULtmbWZsmeK1WGJiEgKpORKJBnJky4PP776I+VylHNsGxY0jCLjirDg0AJdjyXJll9aPzZ12USLoi2wx9jpvqw7fVb2ISomyurQREQkBVFyJZKMRURFsOjwIk7dOEXLhS2pPr06u87vsjosEafwcfdhfvP5DK85HICx28fSaG4jboTfsDYwERFJMZRciSRjnm6e/Pn6nwyrMQxvN282n9lMhUkV6LS4E+dCz1kdnki8s9lsDKkxhAUtFuDt5s2qv1cRMDmAY1ePWR2aiIikAEquRJK5VB6pGFpzKEd7HaVDyQ4AzNw/E//v/Fl6ZKnF0Yk4R/OizdnSdQu5fHNx5OoRKk2uxNoTa60OS0REkjklVyIpRC7fXMxsNpPt3bdTOVdlbNiokKOC1WGJOE2Z7GXYGbiTgFwBXA+/ToPZDRi3Y5yuPRQREadRciWSwlTMWZEtXbewM3An2dNkd2wf9Psgtp3dZmFkIvEvW+psrO+0ng4lOxBtRNPzt568ufxN7NF2q0MTEZFkSMmVSApks9kokrmI4/bvJ39nxKYRVJlahbY/t+XMzTMWRicSv7zcvJjx8gw+q/MZNmxM2D2BerPrcfXOVatDExGRZEbJlYhQJFMRupbuig0bPx78kULfFWLw74MJiwyzOjSReGGz2ehftT9L2ywltUdqgk4FUXFyRf66/JfVoYmISDKi5EpEyJ4mO1OaTmFXj13UyFOD8KhwPtn0Cf7f+jN933RijBirQxSJF438G7Gt2zbypcvHiesnCJgcwPKjy60OS0REkgklVyLiUDZ7WdZ3Ws/PLX8mf/r8XAi7wNCgoURERVgdmki8KZ6lODsCd1AjTw1uRd6i8Y+NGbN1jApdiIjIM1NyJSKx2Gw2XinyCn+9+Rej64zmq/pf4e3uDUB0TDSnb5y2OEKRZ5fJJxOrO6wmsGwgBgb91vSjy5Iu+iJBRESeiZIrEYmTp5sn/ar245Uirzi2Td07Ff/v/BmwdgChEaEWRify7DxcPfih0Q980+AbXGwuzNg/g1ozanEx7KLVoYmISBKl5EpEHlvQ6SAioyP5bMtnFPy2IJN2TyI6JtrqsESems1mo1elXqxst5J0XunY9s82KkyqwL6QfVaHJiIiSZCSKxF5bLObzWZZm2X4Z/Tn0u1L9Pi1B2UnlmXdiXVWhybyTOoWqMv27tvxz+jP2dCzVJ1alV+Cf7E6LBERSWKUXInIY7PZbDTyb8SBNw4wtv5Y0nml48+Lf1JnVh0G/z7Y6vBEnol/Rn/+6PYH9QrU4479Dq/+9Cofb/hYhS5EROSxKbkSkSfm4epB74DeHO91nF4Ve+Hu4k6TQk2sDkvkmaX3Ts/ytsvpXak3AEOChtDm5zbcsd+xODIREUkKlFyJyFPL6JORb178htPvnKZCzgqO7SM3jWTcjnFExURZGJ3I03FzcWNsg7FMbDQRNxc35h+aT/Vp1TkXes7q0EREJJFTciUizyx7muyO309eP8mwDcPo+VtPSk0oxcrjKy2MTOTpBZYLZG2HtWT0zsjuC7upMKkCO87tsDosERFJxJRciUi88kvrx9j6Y8nonZG/Lv/Fi3NepOGchgRfDrY6NJEnViNvDXYG7qR4luJcCLtA9WnVmXtgrtVhiYhIIqXkSkTilZuLG29UeIPjbx+nb0Bf3F3c+e34b5QYX4JeK3px7e41q0MUeSL50udja9etNPZvTER0BO1+accH6z4gxoixOjQREUlklFyJiFOk80rHF/W/4NCbh2haqCnRRjRT900lPCrc6tBEnlgazzQsarWIAVUHADBy80hemf8KtyJuWRyZiIgkJkquRMSpCmYsyOLWi1nXcR3fNPiGHGlyOO7bcW6HylxLkuHq4srIOiOZ1WwWnq6eLDmyhKpTq3LqximrQxMRkURCyZWIJIgX8r1At7LdHLeDTgVRaXIl6s2ux4GLByyMTOTJtC/ZnqDOQWRNlZUDlw5QYVIFNp3eZHVYIiKSCCi5EhFLBF8OxsPVg7Un1lL6h9K8/uvrXLp9yeqwRB5LQK4AdgbupEy2Mly5c4XaM2szZc8Uq8MSERGLKbkSEUu8UeENDr91mBZFWxBjxPDD7h8o+G1BPt/yORFREVaHJ/JIfmn92NRlEy2KtsAeY6f7su70XdVX67uJiKRgTk2ujh8/zqpVq7h79y6Arq0QkVjypc/HTy1+YmPnjZTLXo7QiFD6r+1PgzkNrA5N5LGk8kjF/ObzGV5zOABf/fEVjX9szM3wmxZHJiIiVnBKcnX16lXq1KmDv78/DRs25MKFCwB069aNd9991xmnFJEk7Pk8z7MjcAfTm04nR5oc9Cjbw+qQRB6bzWZjSI0hLGixAG83b1YeX0nAlACOXT1mdWgiIpLAnJJc9enTBzc3N86cOYOPj49je6tWrVi5cqUzTikiSZyLzYVOpTtxtOdRWhdv7dg+de9Uui7pyoVbFyyMTuTRmhdtzuaum8nlm4vDVw5TaXIl1p5Ya3VYIiKSgJySXK1evZrPPvuMXLlyxdpesGBBTp8+7YxTikgykcojFTabDYCIqAg+/P1Dpu2bRsFvCzJi4wju2u9aHKHIg5XNXpadgTsJyBXA9fDrNJjdgHE7xlkdloiIJBCnJFe3b9+ONWJ1z7Vr1/D09HTGKUUkGfJ082RRq0VUylmJ2/bbDFo/iMLjCjPv4DxdwymJVrbU2VjfaT0dSnYg2oim5289eePXN7BH260OTUREnMwpydXzzz/PzJkzHbdtNhsxMTGMHj2aWrVqOeOUIpJMBeQKYFu3bcx5ZQ5+vn6cuXmGNj+3odq0auwP2W91eCJx8nLzYsbLM/iszmfYsDFh9wTqza7H1TtXrQ5NREScyCnJ1ejRo5k4cSIvvvgikZGR9O/fn+LFi7Nx40Y+++wzZ5xSRJIxm81G2xJtOdzzMB/V/Agfdx+2nt1KeFS41aGJPJDNZqN/1f4sbbOU1B6pCToVRMXJFfnr8l9WhyYiIk7ilOSqePHiHD16lGrVqtG0aVNu377NK6+8wt69eylQoIAzTikiKYCPuw+DawzmWK9jTGw0kUq5KjnuW3tiLbcjb1sYnUjcGvk3Ylu3beRLl48T108QMDmAFcdWWB2WiIg4gZszDnrmzBn8/Pz48MMP47wvd+7czjitiKQQOdLkILBcoOP2yesneWnuS2TyycSo2qNoV7IdLjatkS6JR/EsxdkRuIPmPzVnw+kNNJrbiNF1R/Nu5XcdBVxERCTpc8qnj3z58nH58uX7tl+9epV8+fI545QikoJdCLtAjjQ5OH/rPB0Xd6TS5EpsObPF6rBEYsnkk4nVHVYTWDYQA4N+a/rRZUkXIqIirA5NRETiiVOSK8Mw4vwmLiwsDC8vL2ecUkRSsCp+VQh+K5hRtUeRxiMNu87votq0arRa2IpTN05ZHZ6Ig4erBz80+oFvGnyDi82FGftn8MLMF7gYdtHq0EREJB7E67TAvn37AuZFvIMHD45Vjj06Oprt27dTunTp+DyliAhgVmd7v9r7dC7dmcHrBzN5z2R+OvQTa0+s5Wyfs/i43788hIgVbDYbvSr1onCmwrRc2JKtZ7dSYVIFlrZZSulspa0OT0REnkG8Jld79+4FzJGrAwcO4OHh4bjPw8ODUqVK8d5778XnKUVEYsmaOisTG0/krQpv0WdVH2rkqRErsXrQyLpIQqtboC7bu2+n8Y+NOXr1KFWnVmVWs1m8UuQVq0MTEZGnFK/TAtevX8/69evp1KkTv/32m+P2+vXrWbVqFT/88AMFCxZ84uOOGzeOvHnz4uXlRaVKldixY8dD29+4cYO33nqL7Nmz4+npib+/PytWqDKTSEpSKlsp1nVcx4fV/y2ss/H0RspNLEfQqSDrAhP5D/+M/vzR7Q/qFajHHfsdXv3pVT7e8LEWyRYRSaKccs3VtGnT8PX1jZdjzZ8/n759+zJ06FD27NlDqVKlqF+/PpcuXYqzfWRkJHXr1uXUqVMsXLiQI0eOMGnSJHLmzBkv8YhI0mGz2XBz+XeAfviG4ewN2UutGbV4Zf4r/H3tbwujEzGl907P8rbL6V2pNwBDgobQ5uc23LHfsTgyERF5Uk4pxQ6wa9cufvrpJ86cOUNkZGSs+3755ZfHPs6XX35JYGAgXbp0AWDChAksX76cqVOnMmDAgPvaT506lWvXrrF161bc3d0ByJs379M/EBFJNuY3n8/Q9UP5YfcPLDq8iF+P/krvSr0ZVH0Qab3SWh2epGBuLm6MbTCWYpmL8eaKN5l/aD7Hrx1nSesl5PTVl4MiIkmFU5KrefPm0bFjR+rXr8/q1aupV68eR48e5eLFizRr1uyxjxMZGcnu3bsZOHCgY5uLiwt16tRh27Ztce6zdOlSKleuzFtvvcWSJUvInDkzbdu25f3338fV1TXOfSIiIoiI+LcUbmhoKAB2ux273f7Y8Uricu+102so96R1T8vYemMJLBNI/7X9WXNyDWO2jWH6vul8Ue8L2hRr89THVn+T+NC5ZGfyp81Pq19asfvCbipMqsDC5gupkKPCfW3V5yQhqb9JQktMfe5JYnBKcvXpp5/y1Vdf8dZbb5EmTRq+/vpr8uXLx2uvvUb27Nkf+zhXrlwhOjqarFmzxtqeNWtWDh8+HOc+J06c4Pfff6ddu3asWLGC48eP8+abb2K32xk6dGic+4wcOZLhw4fft3316tWxKh5K0rRmzRqrQ5BE6E3fN6mUvxLTz03nn7v/sG/vPtKefvbRK/U3iQ+f5v2UESdHcCbsDDVn1KRn7p7USF8jzrbqc5KQ1N8koSWGPnfnzuNP07YZTrhqNlWqVBw6dIi8efOSMWNGgoKCKFGiBMHBwbzwwgtcuHDhsY5z/vx5cubMydatW6lcubJje//+/dmwYQPbt2+/bx9/f3/Cw8M5efKkY6Tqyy+/5PPPP3/geeMaufLz8+PKlSvxdu2YJDy73c6aNWuoW7euY4qoyP+yR9tZeHghrYq2wsVmXoa67uQ6cqbJSeFMhR//OOpvEs9uRdyi49KOLD+2HID3q7zP8BrDHf1UfU4SkvqbJLTE1OdCQ0PJlCkTN2/efGRu4JSRq/Tp03Pr1i0AcubMycGDBylRogQ3btx4oswvU6ZMuLq6cvFi7MUVL168SLZs2eLcJ3v27Li7u8eaAlikSBFCQkKIjIyMVR7+Hk9PTzw9Pe/b7u7ubvmLKc9Or6M8jLu7Ox1Ld3TcvhVxiy7LunDlzhXeLP8mQ2sOJYN3hic6nvqbxIcM7hlY0noJg34fxKgto/hs62ccvnqYWc1mkcYzjaOd+pwkJPU3SWiJoc89yfmdUi2wevXqjiG8Fi1a0Lt3bwIDA2nTpg21a9d+7ON4eHhQrlw51q1b59gWExPDunXrYo1k/VfVqlU5fvw4MTExjm1Hjx4le/bscSZWIiL/FRYZRvkc5YmKieKbHd/w3DfP8e32b7FHWz/nW1IeVxdXRtYZyaxms/B09WTJkSVUnVqVUzdOWR2aiIjEwSnJ1XfffUfr1q0B+PDDD+nbty8XL17k1VdfZcqUKU90rL59+zJp0iRmzJhBcHAwb7zxBrdv33ZUD+zYsWOsghdvvPEG165do3fv3hw9epTly5fz6aef8tZbb8XfAxSRZCt7muwsa7OM1e1XUzxLca6HX+ftlW9TckJJlh9drvWHxBLtS7YnqHMQWVNl5cClA1SYVIEtZ7dYHZaIiPwPp0wLzJDh3yk0Li4usUqm371794mO1apVKy5fvsyQIUMICQmhdOnSrFy50lHk4syZM7i4/Jsj+vn5sWrVKvr06UPJkiXJmTMnvXv35v3333/GRyUiKUndAnXZ+9pepuyZwqD1gzh85TCNfmzEwTcOUixLMavDkxQoIFcAOwN30nReU/aG7KXenHq8lvM1GtLQ6tBEROT/OW2dq/8VERHBuHHjGD16NCEhIU+0b8+ePenZs2ec9wUFBd23rXLlyvzxxx9PE6aIiIObixuvlX+N1sVbM2LTCC7fuRwrsYqMjsTDVdONJeH4pfVjU5dNdFnShQV/LeC7s9/hutaVMfXHxFowW0RErBGv0wIjIiIYOHAg5cuXp0qVKixevBiAadOmkS9fPr766iv69OkTn6cUEXG6tF5pGV13NFObTHVsO3XjFLm/ys2X274kMjryIXuLxK9UHqmY33w+Q54fAsDXO76m8Y+NuRl+0+LIREQkXpOrIUOGMH78ePLmzcupU6do0aIFPXr04KuvvuLLL7/k1KlTmp4nIkmWzWZz/D5h1wQu3r7Iu6vfpdj3xVh6dKmux5IEY7PZGPT8IPrn7Y+3mzcrj68kYEoAx64eszo0EZEULV6TqwULFjBz5kwWLlzI6tWriY6OJioqiv3799O6detY5dFFRJKyES+MYEqTKWRLnY3j147TfGFzhvw9hNM3T1sdmqQgVdJVIahjELl8c3H4ymEqTa7EuhPrHr2jiIg4RbwmV//88w/lypUDoHjx4nh6etKnT59Y3/aKiCQHri6udC3TlaM9j/JBtQ/wdPXkQNgBKk6pyJLDS6wOT1KQMtnKsDNwJwG5Argefp36s+szbsc4q8MSEUmR4jW5io6OjrWWlJubG6lTp47PU4iIJCppPNMwovYI9vfYT0GfglwPv86mM5usDktSmGyps7G+03o6lOxAtBFNz9968ubyN7U+m4hIAovX0kKGYdC5c2c8PT0BCA8P5/XXXydVqlSx2v3yyy/xeVoREcvlT5+fT5/7lNNZTvN2wNtWhyMpkJebFzNenkHxLMUZsHYA43eN5/CVwyxosYCMPhmtDk9EJEWI15GrTp06kSVLFtKmTUvatGlp3749OXLkcNy+9yMikhy5u7jzdsW3cXd1B8AebafhnIYsCl5kcWSSUthsNvpX7c+S1ktI7ZGa9afWU3FyRf66/JfVoYmIpAjxOnI1bdq0+DyciEiSNmHXBH47/hu/Hf+NXhV78Xndz/F087Q6LEkBGhdqzLZu22jyYxNOXD9BwOQA5jWfR8OCWnBYRMSZ4nXkSkRE/vV6+dfpV6UfAN/u+JaqU6vy97W/LY5KUoriWYqzI3AH1fNU51bkLRrNbcSYrWO0ZICIiBMpuRIRcRJ3V3dG1x3Nr21+JaN3RnZf2E3ZiWVZcGiB1aFJCpHJJxNrOqwhsGwgBgb91vSjy5IuRERFWB2aiEiypORKRMTJXvJ/iX2v76OqX1VCI0JpubAln2/53OqwJIXwcPXgh0Y/8E2Db3CxuTBj/wxemPkCF8MuWh2aiEiyo+RKRCQB5PLNRVDnIAZWG4ivpy9NCjWxOiRJQWw2G70q9eK3dr+R1jMtW89upcKkCuwL2Wd1aCIiyYqSKxGRBOLm4santT/lWK9jFMpUyLFdldwkodQrUI/t3bfjn9Gfs6FnqTq1Kr8Ea3kUEZH44rTkatasWVStWpUcOXJw+vRpAMaOHcuSJUucdUoRkSQhS6osjt/Xn1xPifEleG3Za9y137UwKkkpCmUqxB/d/qBegXrcsd/h1Z9e5ZONn6jQhYhIPHBKcjV+/Hj69u1Lw4YNuXHjBtHR0QCkS5eOsWPHOuOUIiJJ0t6QvRiGwcQ9EwmYEsCRK0esDklSgPTe6VnedjlvVzQXvB68fjBtf2nLHfsdiyMTEUnanJJcffvtt0yaNIkPP/wQV1dXx/by5ctz4MABZ5xSRCRJ6lu5L6s7rCZLqiz8efFPyk0sx+w/Z1sdlqQAbi5ufP3i10xsNBE3FzfmHZxH9WnVORd6zurQRESSLKckVydPnqRMmTL3bff09OT27dvOOKWISJJVJ38d9r22j1p5a3HbfpsOizrQfWl3jSJIgggsF8jaDmsdywVUmFSBHed2WB2WiEiS5JTkKl++fOzbt+++7StXrqRIkSLOOKWISJKWPU121nRYw7Aaw7BhY8reKSw+vNjqsCSFqJG3BjsDd1IsczEuhF2g+rTqzD0w1+qwRESSHDdnHLRv37689dZbhIeHYxgGO3bs4Mcff2TkyJFMnjzZGacUEUnyXF1cGVpzKM/neZ4lh5fQpngbq0OSFCRf+nxs7baV9r+0Z9nRZbT7pR2HLh3i4xc+xsWm4sIiIo/DKe+W3bt357PPPmPQoEHcuXOHtm3bMn78eL7++mtat27tjFOKiCQbL+R7ga9f/BqbzQbA9bvXeW/1e9yO1LRqcS5fT18WtVrEgKoDAPh086e8Mv8VwiLDLI5MRCRpcNpXUe3atePYsWOEhYUREhLCP//8Q7du3Zx1OhGRZCtwWSBfbPuCCpMqcPDSQavDkWTO1cWVkXVGMvPlmXi4erDkyBKqTq3KqRunrA5NRCTRc1pBi2PHjgHg4+NDlizmmi7Hjh3j1KlTzjiliEiy1atiL3KkyUHwlWAqTqrIlD1TtCaROF2HUh3Y0HkDWVNl5c+Lf1JhUgU2n9lsdVgiIomaU5Krzp07s3Xr1vu2b9++nc6dOzvjlCIiyVaNvDXY99o+6heoz92ou3Rf1p0OizpoqpY4XUCuAHYG7qRMtjJcuXOFF2a8wNS9U60OS0Qk0XJKcrV3716qVq163/aAgIA4qwiKiMjDZU6VmRXtVjCy9khcba7MOTCHchPLcfTqUatDk2TOL60fm7psonnR5thj7HRb2o13V71LdEy01aGJiCQ6TkmubDYbt27dum/7R2T99wAAktlJREFUzZs3iY7Wm7GIyNNwsbkwoNoAgjoHkcs3F3ftd8nkk8nqsCQFSOWRivnN5zOsxjAAvvzjSxr92Iib4TetDUxEJJFxSnJVvXp1Ro4cGSuRio6OZuTIkVSrVs0ZpxQRSTGq5a7G3tf28mvbX8ngnQEAwzC06LA4lYvNhaE1h7KgxQK83bxZeXwlAVMCOHb1mNWhiYgkGk5Z5+qzzz6jevXqFCpUiOeffx6ATZs2ERoayu+//+6MU4qIpCiZfDLFGrWauncqo7aM4qfmP1EmexkLI5PkrnnR5uRPn5+m85py+MphKk2uxIIWC6idv7bVoYmIWM4pI1dFixblzz//pGXLlly6dIlbt27RsWNHDh8+TPHixZ1xShGRFCsqJorPt37O8WvHqTylMuN3jlc1QXGqstnLsjNwJwG5Argefp36s+vz/c7vrQ5LRMRyThm5AsiRIweffvqpsw4vIiL/z83FjS1dt9BlSReWHV3GmyveZP2p9UxqPIm0XmmtDk+SqWyps7G+03p6LOvBrD9n8daKtzh46SBfN/gad1d3q8MTEbGE05KrGzdusGPHDi5dukRMTEys+zp27Ois04qIpEgZfTKypPUSvvrjK95f+z4L/lrA7gu7+an5T5TLUc7q8CSZ8nLzYsbLMyiepTgD1g5g/K7xHL5ymAUtFpDRJ6PV4YmIJDinJFfLli2jXbt2hIWF4evri81mc9xns9mUXImIOIHNZqNv5b5U9atKq4WtOHH9BNWmVePE2yfInia71eFJMmWz2ehftT9FMhWh7S9tWX9qPZUmV2Jpm6UUzVzU6vBERBKUU665evfdd+natSthYWHcuHGD69evO36uXbvmjFOKiMj/q5SrEntf28vLhV+mf5X+SqwkQTQu1Jht3baRL10+/r7+NwGTA1hxbIXVYYmIJCinJFfnzp3j7bffxsfHxxmHFxGRR0jvnZ5fWv7C0JpDHduOXzvOjnM7LIxKkrviWYqzI3AH1fNU51bkLRrNbcQXW79QgRURSTGcklzVr1+fXbt2OePQIiLymGw2Gy42820+PCqclgtaUnVqVb7a9pU+7IrTZPLJxJoOawgsG4iBwXtr3qPr0q5EREVYHZqIiNM55Zqrl156iX79+vHXX39RokQJ3N1jVw1q0qSJM04rIiIPYI+2kz99fvaG7KXv6r4EnQ5iWtNpjkWIReKTh6sHPzT6gRJZSvDOqneYvm86R68e5ZeWv5A1dVarwxMRcRqnJFeBgYEAfPTRR/fdZ7PZiI6OdsZpRUTkAdJ4pmFBiwV8v/N7+q7uy9IjSynzQxnmvTqPyn6VrQ5PkiGbzUavSr0olKkQLRe0ZOvZrVScXJGlrZdSKlspq8MTEXEKp0wLjImJeeCPEisREWvYbDbeqvgW27pto0D6Apy5eYbq06szZusYYoyYRx9A5CnUK1CP7d2345/RnzM3z1BlahUWBS+yOiwREadwSnL1X+Hh4c4+hYiIPIGy2cuy57U9tCrWiqiYKBb8tYComCirw5JkrFCmQvzR7Q/qFajHHfsdXvnpFT7Z+Imu/RORZMcpyVV0dDQff/wxOXPmJHXq1Jw4cQKAwYMHM2XKFGecUkREnoCvpy8/vvojExtNZH7z+Xi4elgdkiRz6b3Ts7ztct6u+DYAg9cPpu0vbblrv2txZCIi8ccpydWIESOYPn06o0ePxsPj3/+wixcvzuTJk51xShEReUI2m43AcoHkTZfXsW3Q74MYtXmUpgmKU7i5uPH1i18zsdFE3FzcmHdwHtWnV+dc6DmrQxMRiRdOSa5mzpzJxIkTadeuHa6uro7tpUqV4vDhw844pYiIPKN9IfsYsWkEA9cN5KW5L3H59mWrQ5JkKrBcIGs7rCWjd0Z2nd9FhUkVtAabiCQLTltE+Lnnnrtve0xMDHa73RmnFBGRZ1QqaykmN56Ml5sXK4+vpPQPpdl4eqPVYUkyVSNvDXYG7qRY5mJcCLtAjek1+PHAj1aHJSLyTJySXBUtWpRNmzbdt33hwoWUKVPGGacUEZFnZLPZ6Fa2GzsDd1I4U2HO3zpPrRm1GLFxhKYJilPkS5+Prd220ti/MeFR4bT9pS0frvtQ/U1EkiynJFdDhgyhZ8+efPbZZ8TExPDLL78QGBjIiBEjGDJkiDNOKSIi8aR4luLsCtxFp1KdiDFiGLR+EM1/am51WJJM+Xr6sqjVIgZUHQDAp5s/5ZX5rxAWGWZxZCIiT84pyVXTpk1ZtmwZa9euJVWqVAwZMoTg4GCWLVtG3bp1nXFKERGJR6k8UjH95elMazoNH3cfXinyitUhSTLm6uLKyDojmfnyTDxcPVhyZAlVp1bl9I3TVocmIvJE3Jx14Oeff541a9Y46/AiIpIAOpfuTL0C9ciRJodj24nrJ8iTNg+uLq4P2VPkyXUo1YGCGQvy8ryX+fPin1SYVIFfWv1CtdzVrA5NROSxOGXk6uzZs/zzzz+O2zt27OCdd95h4sSJzjidiIg40X8Tq8u3L1NtajXqza5HSFiIhVFJchWQK4CdgTspk60Ml+9c5oUZLzB171SrwxIReSxOSa7atm3L+vXrAQgJCaFOnTrs2LGDDz/8kI8++sgZpxQRkQSw/+J+QiNC+f3k75SaUIq1J9ZaHZIkQ35p/djUZRPNizbHHmOn29JuvLvqXaJjoq0OTUTkoZySXB08eJCKFSsC8NNPP1GiRAm2bt3KnDlzmD59ujNOKSIiCaBO/jrs6rGLEllKcOn2JerNqseQ9UP0oVfiXSqPVMxvPp9hNYYB8OUfX9Lox0bcDL9pbWAiIg/hlOTKbrfj6ekJwNq1a2nSpAkAhQsX5sKFC844pYiIJJDCmQqzvft2AssGYmDw8caPqT2zNudvnbc6NElmXGwuDK05lAUtFuDt5s3K4ysJmBLAsavHrA5NRCROTkmuihUrxoQJE9i0aRNr1qyhQYMGAJw/f56MGTM645QiIpKAvN29mdh4InNfmUtqj9RsOL2BjzZo2rc4R/OizdncdTO5fHNx+MphKk2uxLoT66wOS0TkPk5Jrj777DN++OEHatasSZs2bShVqhQAS5cudUwXfBLjxo0jb968eHl5UalSJXbs2PFY+82bNw+bzcbLL7/8xOcUEZFHa1OiDbt77ObVIq8yuu5oq8ORZKxs9rLsDNxJQK4Arodfp/7s+ny/83urwxIRicUpyVXNmjW5cuUKV65cYerUfyv89OjRgwkTJjzRsebPn0/fvn0ZOnQoe/bsoVSpUtSvX59Lly49dL9Tp07x3nvv8fzzzz/VYxARkcfjn9GfhS0X4uvpC4BhGAwLGsbZm2ctjkySm2yps7G+03o6lOxAtBHNWyve4s3lb2KPtlsdmogI4KTkCsz/XHfv3s0PP/zArVu3APDw8MDHx+eJjvPll18SGBhIly5dKFq0KBMmTMDHxydW0va/oqOjadeuHcOHDyd//vzP9DhEROTJjN81nuEbhlPmhzKsOLbC6nAkmfFy82LGyzP4rM5n2LAxftd46s+uz9U7V60OTUTEOYsInz59mgYNGnDmzBkiIiKoW7cuadKk4bPPPiMiIuKxR68iIyPZvXs3AwcOdGxzcXGhTp06bNu27YH7ffTRR2TJkoVu3bqxadOmR54nIiKCiIgIx+3Q0FDALMxht+vbsKTq3mun11ASgvrbv2rlrkWZbGXYG7KXl+a+RN+Avnxc42PcXd2tDi1ZSel9rk/FPhRMX5COSzqy/tR6Kk2uxC8tfqFIpiJWh5YspfT+JgkvMfW5J4nBKclV7969KV++PPv3749VwKJZs2YEBv4fe3ceXsPZ/3H8c7InImINIST2XexFq1W7WquopWJttfWUqipVW1tVfaxFrbVraRUtbREpraL20FbsaxFbERFJjmR+f/g5T1NBwuScLO/XdeW6zH3umfnOObfDJzNzT+8Ub+fy5ctKSEiQn59fknY/Pz8dPHgw2XV+/fVXff755woPD0/xfsaMGaNRo0bd075+/fpUn2lD+hMaGuroEpCFMN7ueDffu5p3e55+uPyDJvw2Qd/v/14DAwcqr1teR5eW6WTlMeckJ40OGq3RJ0br2NVjqjWnlgYEDlA1n2qOLi3TysrjDY6RHsZcTExMivumSbjavHmztm7dKjc3tyTtgYGBOnv2bFrsUpJ048YNvfTSS5o9e7by5MmT4vWGDBmiAQMG2JajoqIUEBCgRo0aycfHJy1KhR1YrVaFhoaqYcOGcnXlN+ZIW4y3e7VSK604uEKvfP+KDsUc0qDjg7So9SI1KtrI0aVlCoy5/2kX004dvumgzWc2a/Tx0fq4/sfqX6O/LBaLo0vLNBhvsLf0NObuXtWWEmkSrhITE5WQcO8DJf/66y9lz549xdvJkyePnJ2ddeHChSTtFy5cUP78+e/pf+zYMZ08eVItWrRIUoskubi46NChQypWrNg967m7u9uey/VPrq6uDv8w8fj4HGFPjLekOlTooOqFquvF5S9qz/k9yumVk/fHZIw5qUCOAtoQskGvf/+65uydo3fC3lHElQjNeG6G3F3u/fcdj47xBntLD2MuNftPkwktGjVqpEmTJtmWLRaLoqOjNWLECDVr1izF23Fzc1PVqlUVFva/Z1kkJiYqLCxMtWrVuqd/6dKl9fvvvys8PNz207JlS9WrV0/h4eEKCAh4rOMCAKRe0ZxF9WuPX7WuyzrVDqhta4+7HfeAtYDUcXN206wWszS5yWQ5WZw0P3y+nl34rC5EX3j4ygBgkjQJV+PGjdOWLVtUtmxZxcbGqlOnTrZLAseOHZuqbQ0YMECzZ8/WggULFBERoVdffVU3b95U9+7dJUldu3a1TXjh4eGh8uXLJ/nx9fVV9uzZVb58+XsuUwQA2Iebs5vqF61vW/7z4p8q+mlRrTq4ynFFIdOxWCx6o+Yb+rHzj8rhnkNbz2xVjTk1tC9yn6NLA5BFpMllgQEBAdq3b5+WLVumffv2KTo6Wj179lTnzp3l6emZqm116NBBly5d0vDhwxUZGang4GCtXbvWNsnF6dOn5eSUZjPKAwDSwH+3/lfnbpxTm2Vt1K9mP33S8BO5OfMLMJijUbFG2t5ru1oubanDVw6r9tzaWtxmsdqUaePo0gBkcqaHK6vVqtKlS2vNmjXq3LmzOnfu/Njb7Nu3r/r27Zvsa5s2bXrguvPnz3/s/QMAzDWrxSzl8cqj8dvGa/L2ydpyZouWvbBMRXPybEKYo1SeUvqt52/qsLyDQo+H6vmvntcH9T7Q0KeGMtEFgDRj+ikfV1dXxcbGmr1ZAEAm4ubspnGNxml1x9XK5ZlLu87tUuWZlfXNgW8cXRoykZyeOfVD5x/0Ro03JEnDNg5TpxWddMt6y8GVAcis0uR6utdff11jx47V7du302LzAIBMonnJ5gp/JVy1A2orKi5KL3z9gtYcXuPospCJuDi5aHLTyZrZfKZcnFy09I+leuLzJ/T94e9lGIajywOQyaTJPVc7d+5UWFiY1q9frwoVKihbtmxJXl+xYkVa7BYAkAEF5AjQppBNGrZxmHac3aEmxZs4uiRkQi9XfVmlcpdS26/aav+F/Wr+ZXNVKVBF7z31nlqVbiUnC/dvA3h8aRKufH191bZt27TYNAAgE3J1dtXHDT6WNcEqF6c7/zTF3Y7ThuMb9FzJ5xxcHTKLpwOf1p+v/alxW8dp+q7p2nN+j57/6nmVz1deQ58aqnZl28nZydnRZQLIwNIkXM2bNy8tNgsAyORcnf/3oMa3Q9/WlB1T9ErVVzSx8UR5uqZutlkgOX7efvpvo//qnSff0aTfJmnKjin64+If6vhNR43cNFLvPvWuOlXoZAv5AJAapp4DT0xM1NixY1WnTh1Vr15dgwcP1q1b3DQKAEgdwzDk4+4jiyyauXumnvj8CR26fMjRZSETyeOVRx8++6FO9T+lUc+MUk6PnDp05ZBCVoWo5JSSmr17tuIT4h1dJoAMxtRwNXr0aL377rvy9vZWwYIFNXnyZL3++utm7gIAkAVYLBZ9+OyHWttlrfJ65dX+C/tVbXY1ffH7F44uDZmMr4evhj89XCf7n9TH9T9WXq+8OnHthF5e87KKf1pc03ZMU+xtZkEGkDKmhquFCxfqs88+07p167Rq1SqtXr1aS5YsUWJiopm7AQBkEY2KNVJ4n3A9E/iMouOj1XlFZ/X+rjdTacN0Pu4+eufJd3Si3wlNaDRBBbwL6EzUGfX9sa+CJgdpwrYJuhl/09FlAkjnTA1Xp0+fVrNmzWzLDRo0kMVi0blz58zcDQAgC/HP7q8NL23Q8LrDZZFFXx/4WhduXnB0Wciksrll05u13tTxfsc1rdk0BfgEKDI6Um+tf0tBk4P08a8fKyouytFlAkinTA1Xt2/floeHR5I2V1dXWa1WM3cDAMhinJ2cNareKIW+FKrFzy9WoG+go0tCJufh4qHXqr+mo28c1ewWs1U0Z1FdirmkIWFDFDgpUKM2jdLVW1cdXSaAdMbUqXAMw1C3bt3k7u5ua4uNjVWfPn2SPOuK51wBAB5F/aL1kyyvPbpWX/35laY0naJsbtnusxbw6Nyc3dSrSi91C+6mL37/Qh9t/kiHrhzSyJ9HasJvE9S3el+9WetN5fHK4+hSAaQDpp65CgkJUb58+ZQjRw7bT5cuXeTv75+kDQCAxxVjjVG3Vd00L3yeasypoT8v/unokpCJuTi5qGulrvrztT+1tO1Slc9XXlFxUfro149UZFIRDVw/UJHRkY4uE4CDmXrmiudbAQDsxcvVS0tfWKqO33TUgUsHVH12dU1rNk3dgrvJYrE4ujxkUs5OzupQvoPalWunbw9+qw83f6g95/do/LbxmrZzmnpX6a1BdQapkE8hR5cKwAFMPXMFAIA9PRP4jPb12aeGRRvq1u1b6vFdD4WsClF0fLSjS0Mm52RxUpsybbSr9y593+l7PVHoCcXejtWUHVNUdHJRvbL6FZ24esLRZQKwM8IVACBDy5ctn9Z2WavRz46Wk8VJi/YvUvXZ1XUt9pqjS0MWYLFY1KxEM23tsVWhL4WqbpG6siZaNWvPLJWYUkLdv+2uI1eOOLpMAHZCuAIAZHhOFie9+9S72hiyUf7Z/VWrUC35evg6uixkIRaLRQ2KNtDP3X7Wz91+VsOiDZVgJGh++HyVnlZanVd05r5AIAsgXAEAMo26Reoq/JVwTWk6xdZ2JeaKbsTdcGBVyGrqFqmr9S+t1289f1Pzks2VaCTqi9+/UPnp5fXCVy8oPDLc0SUCSCOEKwBAppI3W17btOyJRqK6rOyiqrOq8h9a2F3NQjW1uuNq7Xl5j54v87wk6ZuIb1R5ZmW1/LKldpzd4eAKAZiNcAUAyLTORp3VHxf/0JG/j+iJOU9oxq4ZMgzD0WUhi6lcoLK+af+Nfn/1d71Y/kVZZNHqw6tVc05NNV7cWL+e/tXRJQIwCeEKAJBpBeQIUPgr4WpesrniEuL06vev6sVvXlRUXJSjS0MWVD5feX3Z9ktFvB6hkEohcrY4a/2x9Xpq3lOqt6CefjrxE+EfyOAIVwCATC23V2599+J3GtdwnFycXPTVn1+pyswq2nN+j6NLQxZVKk8pzW89X4f/c1i9q/SWq5OrNp3cpPoL66vO3Dr68ciPhCwggyJcAQAyPYvFordqv6XN3TerSI4iOnb1mF5a+ZISjURHl4YsrGjOoprVYpaOvXFMfav3lbuzu7b9tU3NvmimGnNq6NuD3zJGgQyGcAUAyDKeKPSE9r6yV+3LtdfC1gvlZOGfQTheQI4ATWk2RSf6ndCAJwbIy9VLu87tUutlrVV5ZmV99edXSkhMcHSZAFKAf1UAAFlKTs+cWvbCMlX1r2prW7x/sXae3enAqgCpQPYCGt94vE72O6khTw5Rdrfs2n9hvzos76Dy08tr0b5Fup1429FlAngAwhUAIEvbe36ven7XU3Xm1tHk3yZzrwscLm+2vPqo/kc62f+kRjw9Qr4evjp4+aC6ruqq0lNL6/M9nys+Id7RZQJIBuEKAJClBeUMUvOSzWVNtKr/uv56/qvndfXWVUeXBSiXZy6NfGakTvU/pY+e/Uh5vPLo2NVj6rW6l0pMKaHpO6cr9naso8sE8A+EKwBAlubr4avl7ZZrStMpcnN206qDq1R5ZmVt/2u7o0sDJEk+7j4a8tQQnex3UuMajpNfNj+dvn5ar/3wmop9WkyTfpukGGuMo8sEIMIVAACyWCzqW6OvtvbYqmI5i+nU9VN6ct6TmvTbJEeXBthkc8umt2q/pRP9TmhK0ykq5FNI526c05vr3lTQ5CB9suUT3Yi74egygSyNcAUAwP+r6l9Vu1/erfbl2ut24m0uuUK65Onqqb41+urof45qZvOZCvQN1MWbF/XOhncUODlQH/z8ga7FXnN0mUCWRLgCAOAfcnjk0NK2S/Xti99qUJ1BtnZrgtWBVQH3cndx18tVX9bhvoc1v9V8lchVQn/f+lvDNw1XkUlFNOynYboSc8XRZQJZCuEKAIB/sVgsalmqpe05WDHWGFWfXV2fbPmEh7oi3XF1dlVIcIgiXo/QF89/oXJ5yykqLkofbv5QRSYV0aDQQboQfcHRZQJZAuEKAICHWLJ/ifZd2Kd3Nryj5l801+WYy44uCbiHs5OzOlboqP2v7tc37b9RcP5g3bTe1H+3/ldBk4PUf21/nY066+gygUyNcAUAwEP0qtJLs5rPkoeLh348+qOCZwRr86nNji4LSJaTxUnPl3lee17eo9UdV6tGwRq6dfuWJm+frKKfFtWra17VqWunHF0mkCkRrgAAeAiLxaLeVXtre6/tKpW7lM7eOKt6C+rpo80fcZkg0i2LxaLmJZvrt56/aV2XdXqy8JOKT4jXjN0zVHxKcfX8tqeO/n3U0WUCmQrhCgCAFKroV1G7Xt6lLhW7KMFI0NCfhmpo2FBHlwU8kMViUaNijbS5+2ZtCtmk+kH1dTvxtuaGz1WpqaX00sqXFHEpwtFlApkC4QoAgFTwdvPWwtYL9XnLz1U4R2H1rdHX0SUBKfZ04NPa0HWDtvbYqmYlminRSNTi/YtV7rNyav91e+2/sN/RJQIZGuEKAIBUslgs6lG5hw73PayCPgVt7WuPrlVCYoIDKwNSplZALX3f6Xvt6r1LrUu3liFDXx/4WpVmVFLrpa2169wuR5cIZEiEKwAAHpG7i7vtzysjVqrpkqZqvLixIqMjHVgVkHJV/atqZYeV2tdnn9qXay+LLPr20LeqPru6mi5pqq1ntjq6RCBDIVwBAGCCuIQ4ebl6KexEmIJnBOunEz85uiQgxSr6VdSyF5bpwOsH9FLFl+Rscdbao2tVZ24dPbvgWW06uUmGYTi6TCDdI1wBAGCCF8u/qF29d6l8vvK6cPOCGixsoBEbR3CZIDKU0nlKa2GbhTrU95B6Ve4lFycXbTy5UY2+aKR3j76r9cfXE7KAByBcAQBgkjJ5y2h7r+3qVbmXDBl6/5f31WBRA52/cd7RpQGpUixXMc1uOVvH3jim16q9JjdnN0XcjFDzpc1Vc05NrT60mpAFJINwBQCAibxcvTS75WwteX6JvN28tenkJv3212+OLgt4JIVzFNa056bp8GuH1TJvS3m6eGrnuZ1qubSlKs+srOUHlvOsN+AfCFcAAKSBThU6affLuzWu4Ti1KdPG0eUAj8U/u796FOyhI68f0Tt13pG3m7f2Xdindl+3U/nPymvJ/iW6nXjb0WUCDke4AgAgjZTMXVJv1X7Ltnzuxjk9v+x5nY0668CqgEeXL1s+fdzgY53sd1LD6g5TDvccirgcoS4ru6jMtDKat3eerAlWR5cJOAzhCgAAO+mzpo9WHlyp4JnBWnt0raPLAR5Zbq/cer/e+zrV/5Q+rPehcnnm0tG/j6rHdz1UcmpJzdw1U3G34xxdJmB3hCsAAOxkfKPxqpy/si7HXFbTJU01eMNgfsuPDC2HRw4NrTtUp/qf0icNPlG+bPl08tpJ9fm+j4p9Wkyfbv9Ut6y3HF0mYDeEKwAA7KRE7hLa2nOrXq/+uiRp7JaxembBMzpz/YxjCwMek7ebt96u87ZO9jupyU0mq2D2gjp746z6re2noMlBGrd1nKLjox1dJpDmCFcAANiRh4uHpjabqq/bfS0fdx9tPbNVwTODtef8HkeXBjw2T1dPvVHzDR1745imPzddRXIU0YWbF/R26NsKnBSo0b+M1vXY644uE0gzhCsAABzghbIvaM/Le1S1QFXl986vUrlLObokwDTuLu7qU62PjvzniOa2nKviuYrryq0rem/jewqcHKgRG0fo71t/O7pMwHSEKwAAHKRYrmLa0mOL1nZeq2xu2SRJiUYiDx1GpuHq7Krulbsr4vUILW6zWGXylNG12Gt6/5f3VWRSEQ3eMFgXb150dJmAaQhXAAA4kLuLuwJyBNiWx20dp3KfldN3h75zYFWAuVycXNS5Ymf98dof+rrd16rkV0nR8dEau2WsAicFasC6AfxSAZlChghX06ZNU2BgoDw8PFSzZk3t2LHjvn1nz56tp556Sjlz5lTOnDnVoEGDB/YHACC9SEhM0HeHvtPV2KtqtbSVBqwboPiEeEeXBZjGyeKkF8q+oL2v7NW3L36rav7VdOv2LU38baKCJgfp9e9f1+nrpx1dJvDI0n24WrZsmQYMGKARI0Zoz549qlSpkho3bqyLF5M/hbxp0yZ17NhRGzdu1LZt2xQQEKBGjRrp7Fke2AgASN+cnZz1U8hPevOJNyVJE3+bqKfmPaUTV084uDLAXBaLRS1LtdSOXju0tvNa1Qmoo7iEOH226zMV/7S4en/XW8evHnd0mUCqpftwNWHCBPXu3Vvdu3dX2bJlNWPGDHl5eWnu3LnJ9l+yZIlee+01BQcHq3Tp0pozZ44SExMVFhZm58oBAEg9N2c3TWg8Qd+++K1yeuTUjrM7VHlmZa2MWOno0gDTWSwWNS7eWJu7b9ZPXX9SvcB6siZaNWfvHJWcUlJdV3bVwcsHHV0mkGIuji7gQeLj47V7924NGTLE1ubk5KQGDRpo27ZtKdpGTEyMrFarcuXKdd8+cXFxiov731PEo6KiJElWq1VWKw93zKjufnZ8hrAHxhvM1rRoU+3ouUNdVnXR9rPb9eI3L+rgqwdVyKeQJMYc7Mse4+3JQk9qXad12npmq8ZsGaN1x9dp0f5FWrx/sV4o84IG1xmsCvkqpNn+kb6kp++41NRgMQzDSMNaHsu5c+dUsGBBbd26VbVq1bK1Dxo0SD///LO2b9/+0G289tprWrdunf788095eHgk22fkyJEaNWrUPe1ffPGFvLy8Hv0AAAB4TLeN21p8frHyuOZR87zNHV0OYDdHYo7o68ivtSPqf/fO18xRU+392quYVzEHVoasJiYmRp06ddL169fl4+PzwL7p+szV4/r444+1dOlSbdq06b7BSpKGDBmiAQMG2JajoqJs92o97A1E+mW1WhUaGqqGDRvK1dXV0eUgk2O8IS21VMsky3sj9+rw5cPKfjo7Yw524ajvuH7qp30X9unjLR9rxcEV2n59u7Zf366mxZrq3SffVc2CNe1WC+wrPf27eveqtpRI1+EqT548cnZ21oULF5K0X7hwQfnz53/guuPGjdPHH3+sDRs2qGLFig/s6+7uLnd393vaXV1dHf5h4vHxOcKeGG9Iazfibqjzqs46+vdRNc3TVM9anpWXK1dZwD4c8R1XrVA1Le+wXAcuHdBHmz/Sl398qR+P/agfj/2o+kH1NazuMD0d+LRda4L9pId/V1Oz/3Q9oYWbm5uqVq2aZDKKu5NT/PMywX/75JNP9MEHH2jt2rWqVq2aPUoFAMAuPF091a5sO0nSj5d/1FMLntKRK0ccXBWQ9srmLavFzy/WwdcPqkdwD7k4uSjsRJieWfCM6s6rq9BjoUrHd7sgi0jX4UqSBgwYoNmzZ2vBggWKiIjQq6++qps3b6p79+6SpK5duyaZ8GLs2LEaNmyY5s6dq8DAQEVGRioyMlLR0dGOOgQAAEzj4uSij+p/pDUvrpGPs4/2XdinKrOqaOkfSx1dGmAXJXKX0OetPteR/xxRn6p95Obsps2nN6vR4kaq9XktrTm8hpAFh0n34apDhw4aN26chg8fruDgYIWHh2vt2rXy8/OTJJ0+fVrnz//vid7Tp09XfHy8XnjhBRUoUMD2M27cOEcdAgAApmtUtJEmlpqopwKeUnR8tDp+01GvrH5FcbfjHr4ykAkE+gZqevPpOvbGMfWr2U8eLh7afna7WnzZQlVnVdWKiBVKNBIdXSaymHQfriSpb9++OnXqlOLi4rR9+3bVrPm/mxc3bdqk+fPn25ZPnjwpwzDu+Rk5cqT9CwcAIA3ldsutdZ3X6b2n3pNFFp24dkKuztzzh6ylkE8hTWoySSf7ndTbtd9WNtds2hu5V22/aquK0yvqy9+/VEJigqPLRBaRIcIVAABInouTiz549gOFvhSqxc8vlpPlzj/t/GcSWY2ft58+afiJTvY/qaFPDZWPu4/+vPSnOq3opLKfldWC8AWyJjj+mUnI3AhXAABkAvWL1le+bPlsy33W9FGv73opxhrjwKoA+8vjlUcfPvuhTvU/pfefeV+5PHPp8JXD6vZtN5WaWkqzds/i8lmkGcIVAACZzB8X/9Dnez/X53s/V805NRVxKcLRJQF25+vhq2FPD9PJfic1tsFY5fXKqxPXTuiVNa+o+JTimrpjqm5Zbzm6TGQyhCsAADKZ8vnKa0PXDcrvnV9/XPxD1WZX04LwBY4uC3CI7O7ZNajOIJ3sf1ITG09UAe8C+ivqL/3nx/+o6KdFNX7reN2Mv+noMpFJEK4AAMiEng16VuGvhKtB0QaKscao27fdFLIqhP9EIsvycvVS/yf663i/45rWbJoCfAIUGR2pgaEDFTg5UGM2j1FUXJSjy0QGR7gCACCT8vP209rOa/VhvQ/lZHHSwn0L1XRJU54BhCzNw8VDr1V/TUffOKo5LeaoaM6iuhxzWe/+9K4CJwVq1KZRunrrqqPLRAZFuAIAIBNzdnLW0LpDtTFkowpmL6jBTw6WxWJxdFmAw7k5u6lnlZ461PeQFrZeqFK5S+lq7FWN/HmkikwqonfD3tWlm5ccXSYyGMIVAABZQN0idXXkP0fUrEQzW9uOszsUHR/twKoAx3NxctFLlV7Sn6/9qWUvLFOFfBV0I/6Gxvw6RoGTAzVw/UCdv3He0WUigyBcAQCQRXi6etr+fPLaSTVe3FjVZlXT/gv7HVgVkD44Ozmrfbn2Cu8TrpUdVqpKgSqKscZo/LbxCpocpP/88B+duX7G0WUinSNcAQCQBV2Ouaxsrtl06Moh1ZhdQ7N2z+JeLECSk8VJrUu31q7eu/RDpx9Uq1AtxSXEaerOqSr2aTG9svoVnbh6wtFlIp0iXAEAkAVV86+m8D7halaimeIS4vTKmlfUaUUnZksD/p/FYlHTEk21pccWbXhpg54u8rSsiVbN2jNLJaaUULdV3XT4ymFHl4l0hnAFAEAWlccrj1Z3XK3/NvyvXJxctPSPpao6q6r2nt/r6NKAdMNisah+0fra1G2Tfun2ixoVa6QEI0EL9i1QmWll1OmbTvrz4p+OLhPpBOEKAIAszMnipIG1B+qXbr+ocI7COvr3Uc0Ln+fosoB06akiT2ldl3X6redval6yuRKNRH35x5cqP7282n7Vll9MgHAFAACkWgG1tPeVvXqr1lv6pOEnji4HSNdqFqqp1R1Xa8/Le9S2TFtJ0oqIFaoyq4pafNlCO87ucHCFcBTCFQAAkCTl8sylcY3GycPFQ5KUkJigHt/20O5zux1cGZA+VS5QWcvbL9cfr/6hjuU7ysnipDWH16jmnJpqtKiRNp/a7OgSYWeEKwAAkKxJv03SvPB5qj23tqZsn8JsgsB9lMtXTl+0/UIRr0eoW3A3OVucFXo8VHXn19Uz859R2PEw/v5kEYQrAACQrB6Ve6h16daKT4jXG2vf0Atfv6BrsdccXRaQbpXMXVLzWs3Tkf8c0ctVXpark6t+PvWzGixqoDpz6+iHIz8QsjI5whUAAEhWTs+cWtF+hSY3mSxXJ1etiFihyjMrcz8J8BBBOYM0s8VMHe93XP+p8R95uHho21/b9NwXz6n67OpadXCVEo1ER5eJNEC4AgAA92WxWPRGzTe0pccWBfkG6eS1k3py7pNatG+Ro0sD0r1CPoX0adNPdaLfCb1V6y15uXpp9/ndarOsjYJnBGvZH8uUkJjg6DJhIsIVAAB4qOoFq2vPK3dmRnN2clZw/mBHlwRkGPm982tco3E62e+khjw5RNndsuv3i7/rxW9eVPnp5bVo3yLdTrzt6DJhAsIVAABIEV8PX33d7mvtfnm3KvhVsLVfvHnRgVUBGUfebHn1Uf2PdKr/KY18eqR8PXx18PJBdV3VVaWmltKcPXMUnxDv6DLxGAhXAAAgxSwWi8rmLWtb3nZmmwInBWrc1nHcQwKkUE7PnBrxzAid6n9KY+qPUR6vPDp+9bh6r+6tElNK6LOdnyn2dqyjy8QjIFwBAIBH9vWBr3Xr9i29Hfq2Wn7ZUldirji6JCDD8HH30eAnB+tkv5Ma32i88nvn1+nrp/X6D6+r6OSimrhtomKsMY4uE6lAuAIAAI9sfKPxmvHcDLk7u+v7I98reGawtpze4uiygAwlm1s2Dag1QMffOK4pTaeokE8hnY8+rwHrByhwUqDG/jpWN+JuOLpMpADhCgAAPDKLxaJXqr2i7b22q2Tukvor6i89Pf9pffzrx1wmCKSSp6un+tboq2NvHNOs5rMU5BukSzGXNDhssAInB+qDnz/gWXPpHOEKAAA8tkr5K2lX713qXKGzEowEDQkbohURKxxdFpAhuTm7qXfV3jrU95Dmt5qvkrlL6u9bf2v4puEqMqmI3vvpPV2OuezoMpEMwhUAADBFdvfsWtRmkea0mKMXy7+otmXaOrokIENzdXZVSHCIDrx2QF+2/VLl8pZTVFyURm8ercBJgRoUOkgXoi84ukz8A+EKAACYxmKxqGeVnvqy7ZeyWCySpBtxNzR1x1QuEwQekbOTs14s/6L2v7pf37T/RpXzV9ZN6039d+t/FTg5UP1+7KezUWcdXSZEuAIAAGnIMAy9suYV/efH/6jJ4ib8lh14DE4WJz1f5nntfnm31nRco5oFayr2dqw+3fGpin5aVH3W9NHJaycdXWaWRrgCAABpxmKxqFGxRvJ08VTo8VAFzwzWxhMbHV0WkKFZLBY9V/I5beu5Teu7rNdThZ9SfEK8Zu6eqRJTSqjHtz109O+jji4zSyJcAQCANNUtuJt2vbxLZfOWVWR0pBosaqBRm0YpITHB0aUBGZrFYlHDYg31S/df9HO3n9WgaAPdTryteeHzVGpqKXVZ0UURlyIcXWaWQrgCAABprmzestrZe6d6BPdQopGokT+PVKPFjbhMEDBJ3SJ1FfpSqLb22KrnSjynRCNRS35fonKflVO7r9tpX+Q+R5eYJRCuAACAXXi5eunzVp9rYeuFyuaaTQcuHXB0SUCmUyugltZ0WqPdL+9Wm9JtZMjQ8gPLFTwzWK2WttLOszsdXWKmRrgCAAB29VKll7Tr5V1a3m65/Lz9bO3MJgiYp0qBKlrRYYX299mvDuU6yCKLvjv0nWrMqaEmi5toy+ktji4xUyJcAQAAuyudp7TqFK5jW176x1I9u+BZnbtxzoFVAZlPBb8KWvrCUkW8HqGulbrK2eKsdcfW6cl5T+rZBc9q44mNMgzD0WVmGoQrAADgUHG34/TW+rf086mfVWlGJa07us7RJQGZTqk8pbSg9QId6ntIvSr3kquTqzae3KhnFz6rp+Y9pbVH1xKyTEC4AgAADuXu4q6NIRtVya+SLsdcVpMlTTRkwxDdTrzt6NKATKdYrmKa3XK2jr5xVK9Xf13uzu7acmaLmi5pqhpzaui7Q98Rsh4D4QoAADhcydwl9Vuv3/RqtVclSR9v+Vj1FtTTX1F/ObgyIHMqnKOwpjabquP9juvNJ96Up4undp3bpVZLWyl4ZrC+/vNr7oN8BIQrAACQLni4eOiz5z7TsheWKbtbdv16+ldVnllZV2KuOLo0INPyz+6vCY0n6GT/kxpcZ7C83by1/8J+tV/eXuU/K68l+5dwFjkVCFcAACBdaV+uvfa8skdVClRRSKUQ5fbK7eiSgEwvX7Z8GtNgjE71P6XhdYcrh3sORVyOUJeVXVRmWhnN3TtX1gSro8tM9whXAAAg3Smeq7i29tiqj+p/ZGs7c/2MTl8/7cCqgMwvl2cujao3Sqf6n9LoZ0crt2duHf37qHp+11MlppTQjF0zFHc7ztFlpluEKwAAkC65u7jLzdlNkmRNsKrD8g4KnhGs1YdWO7gyIPPL4ZFD7z71rk72P6n/Nvyv/LL56dT1U3r1+1dV9NOimvzbZMVYYxxdZrpDuAIAAOne1dirup14W1djr6rl0pZ6a91bik+Id3RZQKbn7eatgbUH6kS/E/q0yacqmL2gzt04p/7r+itocpD+u+W/io6PdnSZ6QbhCgAApHv5suXTrz1+Vf+a/SVJE36boKfmPaWT1046tC4gq/B09dR/av5Hx944phnPzVCgb6Au3ryoQRsGqcikIvrwlw91Pfa6o8t0OMIVAADIENyc3TSxyUSt6rBKvh6+2nF2hyrPrKxVB1c5ujQgy3B3cdcr1V7R4b6HNa/VPJXIVUJ/3/pbwzYOU5FJRTR843D9fetvR5fpMIQrAACQobQq3Urhr4SrZsGauhZ7TaN+HsVU0YCduTq7qltwNx14/YCWPL9EZfOW1fW46/rglw9UZFIRDd4wWBdvXnR0mXZHuAIAABlOEd8i+qX7LxpcZ7CWvbBMLk4uji4JyJJcnFzUqUIn/f7q7/q63deq5FdJ0fHRGrtlrAInBerNtW/q3I1zji7TbghXAAAgQ3JzdtOYBmNUMndJW9v4reO1/MByB1YFZE1OFie9UPYF7X1lr7578TtV96+uW7dvadL2SQqaHKTXvn9Np66dcnSZaY5wBQAAMoUdZ3do0IZBavd1O/X9oa9ib8c6uiQgy7FYLGpRqoW299qutZ3Xqk5AHcUnxGv6rukqPqW4en3XS8f+PuboMtMM4QoAAGQKlfNX1tu135YkTds5TbU/r62jfx91cFVA1mSxWNS4eGNt7r5ZG0M26tmgZ3U78bY+3/u5Sk0tpa4ru+rg5YOOLtN0GSJcTZs2TYGBgfLw8FDNmjW1Y8eOB/b/+uuvVbp0aXl4eKhChQr64Ycf7FQpAABwFFdnV33c4GP90OkH5fHKo72Re1VlZhUt+2OZo0sDsiyLxaJnAp9RWNcwbemxRU2LN1WCkaBF+xep7LSy6rC8g36/8LujyzRNug9Xy5Yt04ABAzRixAjt2bNHlSpVUuPGjXXxYvKzj2zdulUdO3ZUz549tXfvXrVu3VqtW7fWH3/8YefKAQCAIzQt0VThr4TrqcJP6Ub8Db34zYt6c+2bji4LyPJqB9TWD51/0M7eO9WqVCsZMvTVn1+p4oyKarOsjXaf2+3oEh9bug9XEyZMUO/evdW9e3eVLVtWM2bMkJeXl+bOnZts/8mTJ6tJkyZ6++23VaZMGX3wwQeqUqWKpk6daufKAQCAoxT0KaifQn7Su0++K4ssKpO3jKNLAvD/qvlX06oXV2lfn31qV7adLLJo1cFVqja7mpotaaZtZ7Y5usRHlq7nLY2Pj9fu3bs1ZMgQW5uTk5MaNGigbduSf9O3bdumAQMGJGlr3LixVq1alZalAgCAdMbFyUWj649Wu3LtVMmvkq19y+kt+v1i8pchFclRRE1LNLUtz9o9S4lGYrJ9C2YvqBalWtiW5+2dp7iEuGT7+mXzU5sybWzLi/Yt0k3rzWT75vLMpfbl2tuWv/z9S12Pu55sXx93H3Wq0Mm2vPzAcl2OuZxsXy9XL3Wt1NW2vOrgKkVGRybb19XJVT2r9LQtf3/ke627vE5/7flLzs7OSfpaZNEr1V6xLa87uk4nrp1IdruS1LtKbzk73dlG2PEwHfn7yH37dgvuJg8XD0nSzyd/VsTliPv27VKxi7zdvCVJW89s1f4L++/b98XyL8rXw1fSnYlQ9pzfc9++bcu0Vd5seSVJe87v0Y6z9789pVWpViqQvYAk6fcLv2vLmS337ftciecUkCNAkhRxKUI/n/r5vn0bFWukojmLSpKOXDmisBNh9+37bNCzthk0T147qbVH1963b90idVU2b1lJ0l9Rf2nN4TX37VurUC1Vyn/n71FkdOQDH95d3b+6qvpXlSRdibmirw98fd++b9V6S6OeGaWPfv1IS/Yv0Y9Hf9SPR39U6dyl1SVnFzVTs/uumx6l63B1+fJlJSQkyM/PL0m7n5+fDh5M/ga4yMjIZPtHRib/5SFJcXFxiov735dhVFSUJMlqtcpqtT5q+XCwu58dnyHsgfEGe2PMpVy53OV0+/adhwxfvXVVnVd01qnryU8J/VyJ59QgsIFt+T8//kfxCfHJ9q1XpJ6aFG1iW35r/Vu6Gns12b41C9ZU8+LNbcvvhr2rv278lWzf8nnLq03J/wWxEZtG3DeAFPUtqnal29mWR/8yWuEXwpPtmz9bfnUs29G2PG7LOG35K/n//Gd3y66uFf4XxKbunKqwv8KkZEp2sjipR6UetuXpO6fr28PfJrtdSepSrovcXdwlSXP3ztUXf3xx375tSraRs+edILZ432LNCZ9z376NghrJ3efOdr/64ytN3jH5vn2fLPSksuXOJklaFbFKY7aMuW/fKn5V5OvmK0n64fAPGrZp2H37lspZSnk88kiSNhzboAGhA+7bd82La5TfK78kafPJzXr1h1fv23fZ88sU4H0niP125je9+v39+85tMVdBPkGSpD1n9zyw77Qm01TCt4Qk6c/IPx/Y95P6n6hs7jtB7MilIw/sO6LuCFXMW1GSdPLqyQf2fbvW2xpdb7TmNp+rLuW6qMmXd/5OHbxyUMOuDFObS21UIm+J+65vD6n5nk3X4cpexowZo1GjRt3Tvn79enl5eTmgIpgpNDTU0SUgC2G8wd4Yc6mzN2qvCqiACuQokOzrOaNzJpkIq3r26kowEpLtmy82X5K+wZ7BuuV+K9m+Ba0Fk/Qt41ZGhXIUSn67SrrdEk4llDtH7mT7+jr7JulbJLGIPHJ4JNs3m3O2JH39rf56IscTyfZ1d3JP0jdfbL779nWSU5K+OW7kuG9fSVq3bp1cLHf+C+p51fOBfTdu2ChPZ09Jkstllwf23bJpi3xcfCRJiVcSH9h3x+YdOuZ2ZzrwuKtxD+y7d9tenXc/L0mKvhb9wL5/7vpTUX/c+SX939f/fmDfw3sO6/bBO6E/8kbkA/ue/P2kfjh+5z0+E33mgX3PRZzTD2fu9D0ec/yBfS8evqgfIu/0PXnr5AP7Xjt+TT9cudP3bOzZB/aNOR1jGxMX4i48sK/1rNXW96r1qp7I8YTiEuN0If6CSnqV1JGdR3RE9z+7aQ8xMTEp7msxDMNIw1oeS3x8vLy8vLR8+XK1bt3a1h4SEqJr167p22/v/a1I4cKFNWDAAPXv39/WNmLECK1atUr79u1Ldj/JnbkKCAjQ5cuX5ePjY9rxwL6sVqtCQ0PVsGFDubq6OrocZHKMN9gbYw72xHiDvVmtVq1fv16NGjVy+JiLiopSnjx5dP369Ydmg3R95srNzU1Vq1ZVWFiYLVwlJiYqLCxMffv2TXadWrVqKSwsLEm4Cg0NVa1ate67H3d3d7m7u9/T7urq6vAPE4+PzxH2xHiDvTHmYE+MN9iTxWJJF2MuNftP1+FKkgYMGKCQkBBVq1ZNNWrU0KRJk3Tz5k11795dktS1a1cVLFhQY8bcuVa2X79+evrppzV+/Hg999xzWrp0qXbt2qVZs2Y58jAAAAAAZHLpPlx16NBBly5d0vDhwxUZGang4GCtXbvWNmnF6dOn5eT0vxnla9eurS+++ELvvfee3n33XZUoUUKrVq1S+fLlHXUIAAAAALKAdB+uJKlv3773vQxw06ZN97S1a9dO7dq1u7czAAAAAKSRdP8QYQAAAADICAhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJsgQDxG2N8MwJElRUVEOrgSPw2q1KiYmRlFRUXJ1dXV0OcjkGG+wN8Yc7InxBntLT2Pubia4mxEehHCVjBs3bkiSAgICHFwJAAAAgPTgxo0bypEjxwP7WIyURLAsJjExUefOnVP27NllsVgcXQ4eUVRUlAICAnTmzBn5+Pg4uhxkcow32BtjDvbEeIO9pacxZxiGbty4IX9/fzk5PfiuKs5cJcPJyUmFChVydBkwiY+Pj8P/UiLrYLzB3hhzsCfGG+wtvYy5h52xuosJLQAAAADABIQrAAAAADAB4QqZlru7u0aMGCF3d3dHl4IsgPEGe2PMwZ4Yb7C3jDrmmNACAAAAAEzAmSsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAELo4uID1KTEzUuXPnlD17dlksFkeXAwAAAMBBDMPQjRs35O/vLyenB5+bIlwl49y5cwoICHB0GQAAAADSiTNnzqhQoUIP7EO4Skb27Nkl3XkDfXx8HFwNHpXVatX69evVqFEjubq6OrocZHKMN9gbYw72xHiDvaWnMRcVFaWAgABbRngQwlUy7l4K6OPjQ7jKwKxWq7y8vOTj4+Pwv5TI/BhvsDfGHOyJ8QZ7S49jLiW3CzGhBQAAAACYgHAFAAAAACYgXAEAAACACbjnCgAApHsJCQmyWq2OLiPLslqtcnFxUWxsrBISEhxdDrIAe445V1dXOTs7m7ItwhUAAEi3DMNQZGSkrl275uhSsjTDMJQ/f36dOXOGZ4DCLuw95nx9fZU/f/7H3hfhCgAApFt3g1W+fPnk5eXFf+wdJDExUdHR0fL29n7oQ1QBM9hrzBmGoZiYGF28eFGSVKBAgcfaHuEKAACkSwkJCbZglTt3bkeXk6UlJiYqPj5eHh4ehCvYhT3HnKenpyTp4sWLypcv32NdIsjfDgAAkC7dvcfKy8vLwZUAyOzufs887r2dhCsAAJCucSkggLRm1vcM4QoAAAAATEC4AgAAcACLxaJVq1bZfb+BgYGaNGmS3ff7OOz1Xp08eVIWi0Xh4eFpvq+0lpbHkhHHkL0QrgAAAEx26dIlvfrqqypcuLDc3d2VP39+NW7cWFu2bLH1OX/+vJo2berAKpO3YsUKVatWTb6+vsqWLZuCg4O1aNEiU/fRuHFjOTs7a+fOnaZuNzW6deum1q1bJ2kLCAjQ+fPnVb58+TTdt8VikcVi0W+//ZakPS4uTrlz55bFYtGmTZtSvL3kjgWOwWyBAAAAJmvbtq3i4+O1YMECFS1aVBcuXFBYWJiuXLli65M/f34HVnh/uXLl0tChQ1W6dGm5ublpzZo16tmzp7y9vdWmTZvH3v7p06e1detW9e3bV3PnzlX16tVNqNoczs7OdvtcAgICNG/ePD3xxBO2tpUrV8rb21t///23XWqA+ThzBQAAYKJr165p8+bNGjt2rOrVq6ciRYqoRo0aGjJkiFq2bGnr9+9L3bZu3arg4GB5eHioWrVqWrVqVZLLujZt2iSLxaKwsDBVq1ZNXl5eql27tg4dOmTbxrFjx9SqVSv5+fnJ29tb1atX14YNG1JV/zPPPKM2bdqoTJkyKlasmPr166eKFSvec5blUc2bN0/NmzfXq6++qi+//FK3bt1K8vqRI0dUt25deXh4qGzZsgoNDb1nG++8845KliwpLy8vFS1aVMOGDUsyy9vIkSMVHBysmTNnKiAgQF5eXmrfvr2uX79ue33BggX69ttvbWeRNm3alORSusTERBUqVEjTp09Psu+9e/fKyclJp06dknTn8+7Vq5fy5s0rHx8fPfvss9q3b99D34eQkBAtXbo0yfHPnTtXISEh9/Q9c+aM2rdvL19fX+XKlUutWrXSyZMnH3gsdx0/flz16tWTl5eXKlWqpG3btiXZ9jfffKNy5crJ3d1dgYGBGj9+fJLXL168qBYtWsjT01NBQUFasmTJQ48tKyNcAQCAjMMwpJs3HfNjGCkq0dvbW97e3lq1apXi4uJStE5UVJRatGihChUqaM+ePfrggw/0zjvvJNt36NChGj9+vHbt2iUXFxf16NHD9lp0dLSaNWumsLAw7d27V02aNFGLFi10+vTpFNXxb4ZhKCwsTIcOHVLt2rUfaRv/3t68efPUpUsXlS5dWsWLF9fy5cttrycmJur555+Xm5ubtm/frhkzZiT7PmTPnl3z58/XgQMHNHnyZM2ePVsTJ05M0ufo0aP66quvtHr1aq1du1Z79+7Va6+9JkkaOHCg2rdvryZNmuj8+fM6f/78Pcfn5OSkjh076osvvkjSvmTJEtWpU0dFihSRJLVr104XL17Ujz/+qN27d6tKlSqqX7/+Q88+Va1aVYGBgfrmm28k3Tmj98svv+ill15K0s9qtapx48bKnj27Nm/erC1btsjb21tNmjRRfHz8Q49l6NChGjhwoMLDw1WyZEl17NhRt2/fliTt3r1b7du314svvqjff/9dI0eO1LBhwzR//nzb+t26ddOZM2e0ceNGLV++XJ999pntgbtIhoF7XL9+3ZBkXL9+3dGl4DHEx8cbq1atMuLj4x1dCrIAxhvsLSuMuVu3bhkHDhwwbt269b/G6GjDuBNz7P8THZ3i2pcvX27kzJnT8PDwMGrXrm0MGTLE2LdvX5I+koyVK1cahmEY06dPN3Lnzp3kWGfPnm1IMvbu3WsYhmFs3LjRkGRs2LDB1uf77783JCV9j/6lXLlyxpQpU2zLRYoUMSZOnPjA+q9du2Zky5bNcHFxMdzd3Y3Zs2cbV69eNRISElL4DiRv/fr1Rt68eQ2r1WoYhmFMnDjRePrpp22vr1u3znBxcTHOnj1ra/vxxx+TvFfJ+e9//2tUrVrVtjxixAjD2dnZ+Ouvv5Jsx8nJyTh//rxhGIYREhJitGrVKsl2Tpw4keQ937t3r2GxWIxTp04ZhmEYCQkJRsGCBY3p06cbhmEYmzdvNnx8fIzY2Ngk2ylWrJgxc+bM+9Z793gmTZpk1KtXzzAMwxg1apTRpk0b4+rVq4YkY+PGjYZhGMaiRYuMUqVKGYmJibb14+LiDE9PT2PdunUPPZY5c+bY2v78809DkhEREWEYhmF06tTJaNiwYZL13n77baNs2bKGYRjGoUOHDEnGjh07bK9HREQYkh46hh5XQkKCKWMupZL9vvl/qckGnLkCAAAwWdu2bXXu3Dl99913atKkiTZt2qQqVaokOSPwT4cOHVLFihXl4eFha6tRo0ayfStWrGj7c4ECBSTJdiYhOjpaAwcOVJkyZeTr6ytvb29FRESk+sxV9uzZFR4erp07d2r06NEaOHCgfv3112T7nj592na2ztvbWx999NF9tzt37lx16NBBLi53bvvv2LGjtmzZomPHjkmSIiIiFBAQIH9/f9s6tWrVumc7y5YtU506dZQ/f355e3vrvffeu+cYCxcurIIFCybZTmJiYpLLKB8mODhYZcqUsZ29+vnnn3Xx4kW1a9dOkrRv3z5FR0crd+7cSd6DEydO2I7pQbp06aJt27bp+PHjmj9/fpKzkHft27dPR48eVfbs2W3bz5Url2JjY1O0jweNl4iICNWpUydJ/zp16ujIkSNKSEhQRESEXFxcVLVqVdvrpUuXlq+v70P3m1UxoQUAAMg4vLyk6GjH7TsVPDw81LBhQzVs2FDDhg1Tr169NGLECHXr1u2xynB1dbX9+e6DTxMTEyXdudwtNDRU48aNU/HixeXp6akXXnhB8fHxqdqHk5OTihcvLulOwDhw4IAmTpyoZs2a3dPX398/yXTfuXLlSnabf//9t1auXCmr1ZrkPqaEhATNnTtXo0ePTlFt27ZtU+fOnTVq1Cg1btxYOXLk0NKlS++5V8gsnTt31hdffKHBgwfriy++UJMmTZQ7d25Jd8JsgQIFkp3ZLyUBJHfu3GrevLl69uyp2NhYNW3aVDdu3EjSJzo6WlWrVk32Xqe8efM+dB8PGi8wH+EKAABkHBaLlC2bo6t4JGXLlr3vs5pKlSqlxYsXKy4uTu7u7pL0SNOUb9myRd26dbPN6hcdHW2b+OBxJCYm3vf+MRcXF1sQe5AlS5aoUKFC97wH69ev1/jx4/X++++rTJkyOnPmjM6fP287y/LviTS2bt2qIkWKaOjQoba2u5NL/NPp06d17tw521mw3377TU5OTipVqpQkyc3NTQkJCQ+tu1OnTnrvvfe0e/duLV++XDNmzLC9VqVKFUVGRsrFxUWBgYEP3VZyevTooWbNmumdd96Rs7PzPa9XqVJFy5YtU758+eTj45PsNlJ6LP9WpkyZJI8HkO6MoZIlS8rZ2VmlS5fW7du3tXv3btusjocOHdK1a9dSva+sgssCAQAATHTlyhU9++yzWrx4sfbv368TJ07o66+/1ieffKJWrVolu06nTp2UmJiol19+WREREVq3bp3GjRsn6X9nG1KiRIkSWrFihcLDw7Vv3z7bdlNjzJgxCg0N1fHjxxUREaHx48dr8eLFat++faq282+ff/65XnjhBZUvXz7JT8+ePXX58mWtXbtWDRo0UMmSJRUSEqJ9+/Zp8+bNSULU3WM8ffq0li5dqmPHjunTTz/VypUr79mfh4dHku288cYbat++vW2q9cDAQO3fv1+HDh3S5cuXk8w2+E+BgYGqXbu2evbsqYSEhCQzPjZo0EC1atVS69attX79ep08eVJbt27V0KFDtWvXrhS9L02aNNGlS5f0/vvvJ/t6586dlSdPHrVq1UqbN2/WiRMntGnTJr3xxhv666+/UnUs//bWW28pLCxMH3zwgQ4fPqwFCxZo6tSpGjhwoKQ7ob9JkyZ65ZVXtH37du3evVu9evWSp6dnirafFRGuAAAATOTt7a2aNWtq4sSJqlu3rsqXL69hw4apd+/emjp1arLr+Pj4aPXq1QoPD1dwcLCGDh2q4cOHS1KS+7AeZsKECcqZM6dq166tFi1aqHHjxqpSpUqq6r9586Zee+01lStXTnXq1NE333yjhQsXqmvXrqnazj/t3r1b+/btU9u2be95LUeOHKpfv74+//xzOTk5aeXKlbp165Zq1KihXr163XO5YMuWLfXmm2+qb9++Cg4O1tatWzVs2LB7tlu8eHE9//zzatasmRo1aqSKFSvqs88+s73eu3dvlSpVStWqVVPevHnvOYPzT507d9a+ffvUpk2bJMHCYrHohx9+UN26ddW9e3eVLFlSL774ok6dOiU/P78UvTcWi0V58uSRm5tbsq97eXnpl19+UeHChfX888+rTJkytssI757JSs2x/FOVKlX01VdfaenSpSpfvryGDx+u999/P8mlq/PmzZO/v7+efvppPf/883r55ZeVL1++FG0/K7IYRgrnFc1CoqKilCNHDl2/fv2+p1+R/lmtVv3www9q1qxZkuuNgbTAeIO9ZYUxFxsbqxMnTigoKChVASOzWLJkibp3767r1687/ExBYmKioqKi5OPjIyen9P+7+ZEjR2rVqlVJ7gVDxmLvMfeg75vUZAPuuQIAAEgHFi5cqKJFi6pgwYLat2+f3nnnHbVv397hwQpAyhGuAAAA0oHIyEgNHz5ckZGRKlCggNq1a5fiGfQApA/p/7wuAABAFjBo0CCdPHnSdnnSxIkT5ZXK6d9xx8iRI7kkEA5BuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAB7BYLFq1apXd9xsYGKhJkybZfb+OkNmOdf78+fL19c1w206NkydPymKxpMlU+vYYD4QrAAAAk126dEmvvvqqChcuLHd3d+XPn1+NGzfWli1bbH3Onz+vpk2bOrDK5K1YsULVqlWTr6+vsmXLpuDgYC1atMiUba9cuVJPPPGEcuTIoezZs6tcuXLq37+/7fWRI0cqODg41du9XzDYuXOnXn755Ueud9++fWrZsqXy5csnDw8PBQYGqkOHDrp48aIkadOmTbJYLLp27doj7yMjsVgsslgs+u2335K0x8XFKXfu3LJYLNq0aVOKt9etWze1bt3a3CIdzMXRBQAAAGQ2bdu2VXx8vBYsWKCiRYvqwoULCgsL05UrV2x98ufP78AK7y9XrlwaOnSoSpcuLTc3N61Zs0Y9e/aUt7e32rRp88jbDQsLU4cOHTR69Gi1bNlSFotFBw4cUGhoqInVJ5U3b95HXvfSpUuqX7++mjdvrnXr1snX11cnT57Ud999p5s3b5pYpX3Fx8fLzc3tkdcPCAjQvHnz9MQTT9jaVq5cKW9vb/39999mlJihceYKAADARNeuXdPmzZs1duxY1atXT0WKFFGNGjU0ZMgQtWzZ0tbv35cFbt26VcHBwfLw8FC1atW0atWqJJdH3T1LEhYWpmrVqsnLy0u1a9fWoUOHbNs4duyYWrVqJT8/P3l7e6t69erasGFDqup/5pln1KZNG5UpU0bFihVTv379VLFixXvOVqTW6tWrVadOHb399tsqVaqUSpYsqdatW2vatGmS7px9GjVqlPbt22c7QzJ//nxJ0oQJE1ShQgVly5ZNAQEBeu211xQdHW17X7p3767r16/b1hs5cqSkey8Du3btml555RX5+fnJw8ND5cuX15o1a5Ktd8uWLbp+/brmzJmjypUrKygoSPXq1dPEiRMVFBSkkydPql69epKknDlzymKxqFu3bpKktWvX6sknn5Svr69y586t5s2b69ixY7Zt3730bcWKFapXr568vLxUqVIlbdu2LUkN8+fPV+HCheXl5aU2bdokCedSyj7vwMBAffDBB+ratat8fHxsZ/Ietu37CQkJ0dKlS3Xr1i1b29y5cxUSEnJP3zNnzqh9+/by9fVVrly51KpVK508eVLSnbOUCxYs0Lfffmv73P551uv48eNq0aKFvL29k31vvvnmG5UrV07u7u4KDAzU+PHjk7x+8eJFtWjRQp6engoKCtKSJUtSdHyPi3AFAAAynps37/8TG5vyvv/4D+ID+6aCt7e3vL29tWrVKsXFxaVonaioKLVo0UIVKlTQnj179MEHH+idd95Jtu/QoUM1fvx47dq1Sy4uLurRo4fttejoaDVr1kxhYWHau3evmjRpohYtWuj06dOpOoa7DMNQWFiYDh06pNq1az/SNu7Knz+//vzzT/3xxx/Jvt6hQwe99dZbKleunM6fP6/z58+rQ4cOkiQnJyd9+umn+vPPP7VgwQL99NNPGjRokCSpdu3amjRpknx8fGzrDRw48J7tJyYmqmnTptqyZYsWL16sAwcO6OOPP5azs/N96719+7ZWrlwpwzDueT0gIEDffPONJOnQoUM6f/68Jk+eLEm6efOmBgwYoF27diksLExOTk5q06aNEhMTk2xj6NChGjhwoMLDw1WyZEl17NhRt2/fliRt375dPXv2VN++fRUeHq569erpww8/TLJ+Sj/vcePGqVKlStq7d6+GDRuWom3fT9WqVRUYGGg79tOnT+uXX37RSy+9lKSf1WpV48aNlT17dm3evFlbtmyRt7e3mjRpovj4eA0cOFDt27dXkyZNbJ/bP8fYsGHD1LdvX+3Zs+ee92b37t1q3769XnzxRf3+++8aOXKkhg0bZgvj0p1LDs+cOaONGzdq+fLl+uyzz2yXc6YpA/e4fv26Icm4fv26o0vBY4iPjzdWrVplxMfHO7oUZAGMN9hbVhhzt27dMg4cOGDcunXr3hel+/80a5a0r5fX/fs+/XTSvnnyJN8vlZYvX27kzJnT8PDwMGrXrm0MGTLE2Ldv378OQcbKlSsNwzCM6dOnG7lz505yrLNnzzYkGXv37jUMwzA2btxoSDI2bNhg6/P9998bkpJ/j/5fuXLljClTptiWixQpYkycOPGB9V+7ds3Ili2b4eLiYri7uxuzZ882rl69aiQkJKTwHbhXdHS00axZM0OSUaRIEaNDhw7G559/bsTGxtr6jBgxwqhUqdJDt/X1118buXPnti3PmzfPyJEjxz39/nms69atM5ycnIxDhw6luOZ3333XcHFxMXLlymU0adLE+OSTT4zIyEjb63c/k6tXrz5wO5cuXTIkGb///rthGIZx4sQJQ5IxZ84cW58///zTkGREREQYhmEYHTt2NJr9ayx36NAh2eP8p+Q+79atWyfp86jbvjtmJ02aZNSrV88wDMMYNWqU0aZNG+Pq1auGJGPjxo2GYRjGokWLjFKlShmJiYm29ePi4gxPT09j3bp1hmEYRkhIiNGqVask+7j73syaNcs25v793nTq1Mlo2LBhkvXefvtto2zZsoZhGMahQ4cMScaOHTtsr0dERBiS7jv2H/R9k5pswJkrAAAAk7Vt21bnzp3Td999pyZNmmjTpk2qUqVKkt+s/9OhQ4dUsWJFeXh42Npq1KiRbN+KFSva/lygQAFJsv1GPjo6WgMHDlSZMmXk6+srb29vRUREpPrMVfbs2RUeHq6dO3dq9OjRGjhwoH799ddk+54+fdp2ts7b21sfffRRsv2yZcum77//XkePHtV7770nb29vvfXWW6pRo4ZiYmIeWM+GDRtUv359FSxYUNmzZ9dLL72kK1euPHS9fwoPD1ehQoVUsmTJFK8zevRoRUZGasaMGSpXrpxmzJih0qVL6/fff3/gekeOHFHHjh1VtGhR+fj4KDAwUJLu+Rwe9FlGRESoZs2aSfrXqlUryXJKP+9q1aolWU7Jth+kS5cu2rZtm44fP6758+cnOXt61759+3T06FFlz57dNjZy5cql2NjYJJdI3s/D3ps6deok6V+nTh0dOXJECQkJioiIkIuLi6pWrWp7vXTp0naZDZEJLQAAQMbz//fbJOvfl3k96FIgp3/9nvn/7wcxg4eHhxo2bKiGDRtq2LBh6tWrl0aMGGG7L+dRubq62v5ssVgkyXa52cCBAxUaGqpx48apePHi8vT01AsvvKD4+PhU7cPJyUnFixeXJAUHB+vAgQOaOHGimjVrdk9ff3//JNNm58qV64HbLlasmIoVK6ZevXpp6NChKlmypJYtW6bu3bsn2//kyZNq3ry5Xn31VY0ePVq5cuXSr7/+qp49eyo+Pl5eXl4pOiZPT88U9fu33Llzq127dmrXrp0++ugjVa5cWePGjdOCBQvuu06LFi1UpEgRzZ49W/7+/kpMTFT58uXv+Rwe9FmmREo/72zZsqV4mylx9z6ynj17KjY2Vk2bNtWNGzeS9ImOjlbVqlWTvdcpJRONPO574ygOPXP1yy+/qEWLFvL390/xsx7u/ubH3d1dxYsXv+9vgCTp448/lsViSTLFJwAAyASyZbv/zz/O/jy077//w32/fiYoW7bsfWeZK1WqlH7//fck92jt3Lkz1fvYsmWLunXrpjZt2qhChQrKnz+/bQKBx5GYmHjf+8dcXFxUvHhx28/DwtU/BQYGysvLy/a+uLm5KSEhIUmf3bt3KzExUePHj9cTTzyhkiVL6ty5c0n6JLfev1WsWFF//fWXDh8+nOL6/s3NzU3FihVLUq+kJPu+cuWKDh06pPfee0/169dXmTJldPXq1VTvq0yZMtq+fXuStn9PKvKon3dKtv0wPXr00KZNm9S1a9dk71urUqWKjhw5onz58iUZH8WLF1eOHDkkpexzu1/9/3ysgXTnvShZsqScnZ1VunRp3b59W7t377a9fujQIbtMme/QcHXz5k1VqlTJNkvMw5w4cULPPfec6tWrp/DwcPXv31+9evXSunXr7um7c+dOzZw5M8kpRQAAgLR25coVPfvss1q8eLH279+vEydO6Ouvv9Ynn3yiVq1aJbtOp06dlJiYqJdfflkRERFat26dxo0bJ+l/v7VPiRIlSmjFihUKDw/Xvn37bNtNjTFjxig0NFTHjx9XRESExo8fr8WLF6t9+/ap2s6/jRw5UoMGDdKmTZt04sQJ7d27Vz169JDValXDhg0l3QlbJ06cUHh4uC5fvqy4uDgVL15cVqtVU6ZM0fHjx7Vo0SLNmDEjybYDAwMVHR2tsLAwXb58OdnLBZ9++mnVrVtXbdu2VWhoqE6cOKEff/xRa9euTbbeNWvWqEuXLlqzZo0OHz6sQ4cOady4cfrhhx9sn2ORIkVksVi0Zs0aXbp0SdHR0cqZM6dy586tWbNm6ejRo/rpp580YMCAVL9fb7zxhtauXatx48bpyJEjmjp16j21PurnnZJtP0yTJk106dIlvf/++8m+3rlzZ+XJk0etWrXS5s2bdeLECW3atElvvPGG/vrrL0l3Prf9+/fr0KFDunz5sqxWa4r2/dZbbyksLEwffPCBDh8+rAULFmjq1Km2iUxKlSqlJk2a6JVXXtH27du1e/du9erV65HPXqbKQ+/KshP946bO+xk0aJBRrly5JG0dOnQwGjdunKTtxo0bRokSJYzQ0FDj6aefNvr165eqWpjQInPICjd7I/1gvMHessKYe+CEFulYbGysMXjwYKNKlSpGjhw5DC8vL6NUqVLGe++9Z8TExNj6/fv/Plu2bDEqVqxouLm5GVWrVjW++OILQ5Jx8OBBwzCSnzxh7969hiTjxIkThmHcmQygXr16hqenpxEQEGBMnTr1nv8LPWxCi6FDhxrFixc3PDw8jJw5cxq1atUyvvjii8ee0OKnn34y2rZtawQEBBhubm6Gn5+f0aRJE2Pz5s1J3ru2bdsavr6+hiRj3rx5hmEYxoQJE4wCBQoYnp6eRuPGjY2FCxfe81706dPHyJ07tyHJGDFiRLLHeuXKFaN79+5G7ty5DQ8PD6N8+fLGmjVrkq332LFjRu/evY2SJUsanp6ehq+vr1G9enVbTXe9//77Rv78+Q2LxWKEhIQYhmEYoaGhRpkyZQx3d3ejYsWKxqZNm5J83ncnbbg7WYlhGPdMCGEYhvH5558bhQoVMjw9PY0WLVoY48aNSzLpxON83g/bdnIe9P/15Oo/f/680bVrVyNPnjyGu7u7UbRoUaN37962/2NfvHjRaNiwoeHt7W1b9+57s3v3btuYS27by5cvN8qWLWu4uroahQsXNv773/8mqef8+fPGc889Z7i7uxuFCxc2Fi5c+MCxb9aEFpb/f6MczmKxaOXKlQ98SnPdunVVpUqVJM8rmDdvnvr376/r16/b2kJCQpQrVy5NnDhRzzzzjIKDg5Os829xcXFJTnVHRUUpICBAly9flo+Pz+McFhzIarUqNDRUDRs2THLdLpAWGG+wt6ww5mJjY3XmzBkFBgYmmeghq1iyZIl69uypq1ev2uc37g9gGIZu3Lih7Nmzp+pMGvCo7D3mYmNjdfLkSQUEBNzzfRMVFaU8efLo+vXrD80GGWpCi8jISPn5+SVp8/PzU1RUlG7duiVPT08tXbpUe/bsSdV1ymPGjNGoUaPuaV+/fn2Kb5JE+pWWT34H/o3xBnvLzGPOxcVF+fPnV3R0dKonZMiIli5dqiJFisjf319//PGHBg8erNatW8tqtab4cqm09u9JC4C0Zq8xFx8fr1u3bumXX36xPU/rrtTMSpmhwtXDnDlzRv369VNoaGiqfsM1ZMiQJNfC3j1z1ahRI85cZWBZ4be6SD8Yb7C3rDDm7p658vb2zhJnrq5fv65XX31VkZGRKlCggNq1a6cPP/wwXfyilzNXsDdHnLny9PRU3bp1kz1zlVIZKlzlz59fFy5cSNJ24cIF+fj4yNPTU7t379bFixdVpUoV2+sJCQn65ZdfNHXqVMXFxSU7m4m7u7vc3d3vaXd1dc20/2BlJXyOsCfGG+wtM4+5hIQEWSwWOTk5yenfU6ZnQu+8847eeecdR5eRrLuTJNz9PIC0Zu8x5+TkJIvFkux3amq+YzNUuKpVq5Z++OGHJG2hoaG2h57Vr1//noe6de/eXaVLl9Y777yTbLACAAAAADM4NFxFR0fr6NGjtuW7U2/mypVLhQsX1pAhQ3T27FktXLhQktSnTx9NnTpVgwYNUo8ePfTTTz/pq6++0vfffy/pztPEy5cvn2Qf2bJlU+7cue9pBwAAGUM6mXsLQCZm1veMQ8/r7tq1S5UrV1blypUlSQMGDFDlypU1fPhwSdL58+d1+vRpW/+goCB9//33Cg0NVaVKlTR+/HjNmTNHjRs3dkj9AAAg7dy9FCc1N5MDwKO4+z3zuJdZO/TM1TPPPPPAlDh//vxk19m7d2+K97Fp06ZHqAwAADias7OzfH19dfHiRUmSl5cXkyk4SGJiouLj4xUbG8s9V7ALe405wzAUExOjixcvytfX97FvI8pQ91wBAICsJX/+/JJkC1hwDMMwbI+9IeDCHuw95nx9fW3fN4+DcAUAANIti8WiAgUKKF++fOnmWU9ZkdVq1S+//KK6detm2tkpkb7Yc8y5urqaNvEd4QoAAKR7zs7OzPrrQM7Ozrp9+7Y8PDwIV7CLjDrmuGgWAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMAHhCgAAAABMQLgCAAAAABMQrgAAAADABIQrAAAAADAB4QoAAAAATEC4AgAAAAATEK4AAAAAwASEKwAAAAAwgUPD1S+//KIWLVrI399fFotFq1ateug6mzZtUpUqVeTu7q7ixYtr/vz5SV4fM2aMqlevruzZsytfvnxq3bq1Dh06lDYHAAAAAAD/z6Hh6ubNm6pUqZKmTZuWov4nTpzQc889p3r16ik8PFz9+/dXr169tG7dOlufn3/+Wa+//rp+++03hYaGymq1qlGjRrp582ZaHQYAAAAAyMWRO2/atKmaNm2a4v4zZsxQUFCQxo8fL0kqU6aMfv31V02cOFGNGzeWJK1duzbJOvPnz1e+fPm0e/du1a1b17ziAQAAAOAfHBquUmvbtm1q0KBBkrbGjRurf//+913n+vXrkqRcuXLdt09cXJzi4uJsy1FRUZIkq9Uqq9X6GBXDke5+dnyGsAfGG+yNMQd7YrzB3tLTmEtNDRkqXEVGRsrPzy9Jm5+fn6KionTr1i15enomeS0xMVH9+/dXnTp1VL58+ftud8yYMRo1atQ97evXr5eXl5c5xcNhQkNDHV0CshDGG+yNMQd7YrzB3tLDmIuJiUlx3wwVrlLr9ddf1x9//KFff/31gf2GDBmiAQMG2JajoqIUEBCgRo0aycfHJ63LRBqxWq0KDQ1Vw4YN5erq6uhykMkx3mBvjDnYE+MN9paextzdq9pSIkOFq/z58+vChQtJ2i5cuCAfH597zlr17dtXa9as0S+//KJChQo9cLvu7u5yd3e/p93V1dXhHyYeH58j7InxBntjzMGeGG+wt/Qw5lKz/wz1nKtatWopLCwsSVtoaKhq1aplWzYMQ3379tXKlSv1008/KSgoyN5lAgAAAMiCHBquoqOjFR4ervDwcEl3ploPDw/X6dOnJd25XK9r1662/n369NHx48c1aNAgHTx4UJ999pm++uorvfnmm7Y+r7/+uhYvXqwvvvhC2bNnV2RkpCIjI3Xr1i27HhsAAACArMWh4WrXrl2qXLmyKleuLEkaMGCAKleurOHDh0uSzp8/bwtakhQUFKTvv/9eoaGhqlSpksaPH685c+bYpmGXpOnTp+v69et65plnVKBAAdvPsmXL7HtwAAAAALIUh95z9cwzz8gwjPu+Pn/+/GTX2bt3733XedD2AAAAACCtZKh7rgAAAAAgvSJcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGCCRw5XR48e1bp163Tr1i1JPF8KAAAAQNaW6nB15coVNWjQQCVLllSzZs10/vx5SVLPnj311ltvmV4gAAAAAGQEqQ5Xb775plxcXHT69Gl5eXnZ2jt06KC1a9eaWhwAAAAAZBQuqV1h/fr1WrdunQoVKpSkvUSJEjp16pRphQEAAABARpLqM1c3b95Mcsbqrr///lvu7u6mFAUAAAAAGU2qw9VTTz2lhQsX2pYtFosSExP1ySefqF69eqYWBwAAAAAZRaovC/zkk09Uv3597dq1S/Hx8Ro0aJD+/PNP/f3339qyZUta1AgAAAAA6V6qz1yVL19ehw8f1pNPPqlWrVrp5s2bev7557V3714VK1YsLWoEAAAAgHQv1WeuTp8+rYCAAA0dOjTZ1woXLmxKYQAAAACQkaT6zFVQUJAuXbp0T/uVK1cUFBRkSlEAAAAAkNGkOlwZhiGLxXJPe3R0tDw8PEwpCgAAAAAymhRfFjhgwABJd2YHHDZsWJLp2BMSErR9+3YFBwebXiAAAAAAZAQpDld79+6VdOfM1e+//y43Nzfba25ubqpUqZIGDhxofoUAAAAAkAGkOFxt3LhRktS9e3dNnjxZPj4+aVYUAAAAAGQ0qZ4tcN68eWlRBwAAAABkaKkOV5K0a9cuffXVVzp9+rTi4+OTvLZixQpTCgMAAACAjCTVswUuXbpUtWvXVkREhFauXCmr1ao///xTP/30k3LkyJEWNQIAAABAupfqcPXRRx9p4sSJWr16tdzc3DR58mQdPHhQ7du35wHCAAAAALKsVIerY8eO6bnnnpN0Z5bAmzdvymKx6M0339SsWbNMLxAAAAAAMoJUh6ucOXPqxo0bkqSCBQvqjz/+kCRdu3ZNMTEx5lYHAAAAABlEqie0qFu3rkJDQ1WhQgW1a9dO/fr1008//aTQ0FDVr18/LWoEAAAAgHQv1eFq6tSpio2NlSQNHTpUrq6u2rp1q9q2bav33nvP9AIBAAAAICNIdbjKlSuX7c9OTk4aPHiwbfnWrVvmVAUAAAAAGUyq77lKTlxcnCZMmKCgoCAzNgcAAAAAGU6Kw1VcXJyGDBmiatWqqXbt2lq1apUkad68eQoKCtLEiRP15ptvplWdAAAAAJCupfiywOHDh2vmzJlq0KCBtm7dqnbt2ql79+767bffNGHCBLVr107Ozs5pWSsAAAAApFspDldff/21Fi5cqJYtW+qPP/5QxYoVdfv2be3bt08WiyUtawQAAACAdC/FlwX+9ddfqlq1qiSpfPnycnd315tvvkmwAgAAAAClIlwlJCTIzc3Ntuzi4iJvb+80KQoAAAAAMpoUXxZoGIa6desmd3d3SVJsbKz69OmjbNmyJem3YsUKcysEAAAAgAwgxeEqJCQkyXKXLl1MLwYAAAAAMqoUh6t58+alZR0AAAAAkKGZ8hBhAAAAAMjqCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACR4pXC1atEh16tSRv7+/Tp06JUmaNGmSvv32W1OLAwAAAICMItXhavr06RowYICaNWuma9euKSEhQZLk6+urSZMmmV0fAAAAAGQIqQ5XU6ZM0ezZszV06FA5Ozvb2qtVq6bff//d1OIAAAAAIKNIdbg6ceKEKleufE+7u7u7bt68aUpRAAAAAJDRpDpcBQUFKTw8/J72tWvXqkyZMmbUBAAAAAAZjktqVxgwYIBef/11xcbGyjAM7dixQ19++aXGjBmjOXPmpEWNAAAAAJDupTpc9erVS56ennrvvfcUExOjTp06yd/fX5MnT9aLL76YFjUCAAAAQLr3SFOxd+7cWUeOHFF0dLQiIyP1119/qWfPnqnezi+//KIWLVrI399fFotFq1ateug6mzZtUpUqVeTu7q7ixYtr/vz59/SZNm2aAgMD5eHhoZo1a2rHjh2prg0AAAAAUuORJrQ4cuSIJMnLy0v58uWTJB05ckQnT55M1bZu3rypSpUqadq0aSne93PPPad69eopPDxc/fv3V69evbRu3Tpbn2XLlmnAgAEaMWKE9uzZo0qVKqlx48a6ePFiqmoDAAAAgNRI9WWB3bp1U48ePVSiRIkk7du3b9ecOXO0adOmFG+radOmatq0aYr7z5gxQ0FBQRo/frwkqUyZMvr11181ceJENW7cWJI0YcIE9e7dW927d7et8/3332vu3LkaPHhwiveVLhiGFBMjPWgWRmdnycPjf8sP6uvkJHl6PlrfmJg79STHYpG8vB6t761bUmLi/evIlu3R+sbGSrGxcrt2Tbp4UXJ1fXDf/39eW7K8vO7ULUlxcdLt2+b09fS88z5LUny8ZLWa09fD4864SG1fq/VO//txd5dcXFLf9/btO+/F/bi5/e/zSU3fhIQ7n939uLre6Z/avomJd8ZaavtarfeONxeXO++F9L+/z/eTmr6p+XvPd0TyfR/29z4jfEf8c8z5+PAd8e++6e07IjkZ6TvCapVrVNSd1+++x3xHpKwv/4+4I7XfEYYh59jY+4+FdCrV4Wrv3r2qU6fOPe1PPPGE+vbta0pR97Nt2zY1aNAgSVvjxo3Vv39/SVJ8fLx2796tIUOG2F53cnJSgwYNtG3btvtuNy4uTnH/+LKOioqSJFmtVlkfNKDS2s2bcs2Z03H7z+BcJaU8ugOPh/EGe2PMwZ5cJTVzdBHIUlwlNZcUc/Gi5Ovr0FpSkwdSHa4sFotu3LhxT/v169eV8KDUboLIyEj5+fklafPz81NUVJRu3bqlq1evKiEhIdk+Bw8evO92x4wZo1GjRt3Tvn79enn987cjduYcG6vmDts7AAAA4Fg//fSTEv55dtUBYh50pvhfUh2u6tatqzFjxujLL7+U8/+fBkxISNCYMWP05JNPpnZz6cKQIUM0YMAA23JUVJQCAgLUqFEj+fj4OK4ww5D16lUu+XmUvrGxssbG6ueff9bTTz8tVy4LfHhfLvm58+dHvOTHarXeO94y0iU/Upb7jsjol/wkGXNcFnhv33T2HZGsDPQdYbVatWnzZj3TpMn/vuP4jkhZX/4fcUcqvyOshqGffvpJzzZvLte7f6cc5O5VbSmR6nA1duxY1a1bV6VKldJTTz0lSdq8ebOioqL0008/pXZzqZI/f35duHAhSduFCxfk4+MjT09POTs7y9nZOdk++fPnv+923d3d5X73C+sfXF1d7/1Pub25uaXuVCh9/8dqVbyvr1wLFnT854jMLyXjLTWX+aamb3r4O5fR+mYGfMdlPun5O8JqldXHR66+vv8bb+nh7zLfEZmX1aoEDw+5urk5/DsuNftP9WyBZcuW1f79+9W+fXtdvHhRN27cUNeuXXXw4EGVL18+tZtLlVq1aiksLCxJW2hoqGrVqiVJcnNzU9WqVZP0SUxMVFhYmK0PAAAAAKSFVJ+5kiR/f3999NFHj73z6OhoHT161LZ84sQJhYeHK1euXCpcuLCGDBmis2fPauHChZKkPn36aOrUqRo0aJB69Oihn376SV999ZW+//572zYGDBigkJAQVatWTTVq1NCkSZN08+ZN2+yBAAAAAJAWHilcXbt2TTt27NDFixeV+K9rV7t27Zri7ezatUv16tWzLd+97ykkJETz58/X+fPndfr0advrQUFB+v777/Xmm29q8uTJKlSokObMmWObhl2SOnTooEuXLmn48OGKjIxUcHCw1q5de88kFwAAAABgplSHq9WrV6tz586Kjo6Wj4+PLHdvutOdmQRTE66eeeYZGQ+Yu37+/PnJrrN3794Hbrdv375pPi08AAAAAPxTqu+5euutt9SjRw9FR0fr2rVrunr1qu3n77//TosaAQAAACDdS3W4Onv2rN544w2HPv8JAAAAANKbVIerxo0ba9euXWlRCwAAAABkWKm+5+q5557T22+/rQMHDqhChQr3zPvesmVL04oDAAAAgIwi1eGqd+/ekqT333//ntcsFosSHvSEagAAAADIpFIdrv499ToAAAAA4BHuufqn2NhYs+oAAAAAgAwt1eEqISFBH3zwgQoWLChvb28dP35ckjRs2DB9/vnnphcIAAAAABlBqsPV6NGjNX/+fH3yySdyc3OztZcvX15z5swxtTgAAAAAyChSHa4WLlyoWbNmqXPnznJ2dra1V6pUSQcPHjS1OAAAAADIKB7pIcLFixe/pz0xMVFWq9WUogAAAAAgo0l1uCpbtqw2b958T/vy5ctVuXJlU4oCAAAAgIwm1VOxDx8+XCEhITp79qwSExO1YsUKHTp0SAsXLtSaNWvSokYAAAAASPdSfeaqVatWWr16tTZs2KBs2bJp+PDhioiI0OrVq9WwYcO0qBEAAAAA0r1Un7mSpKeeekqhoaFm1wIAAAAAGVaqz1ydOXNGf/31l215x44d6t+/v2bNmmVqYQAAAACQkaQ6XHXq1EkbN26UJEVGRqpBgwbasWOHhg4dqvfff9/0AgEAAAAgI0h1uPrjjz9Uo0YNSdJXX32lChUqaOvWrVqyZInmz59vdn0AAAAAkCGkOlxZrVa5u7tLkjZs2KCWLVtKkkqXLq3z58+bWx0AAAAAZBCpDlflypXTjBkztHnzZoWGhqpJkyaSpHPnzil37tymFwgAAAAAGUGqw9XYsWM1c+ZMPfPMM+rYsaMqVaokSfruu+9slwsCAAAAQFaT6qnYn3nmGV2+fFlRUVHKmTOnrf3ll1+Wl5eXqcUBAAAAQEaR6jNXkmQYhnbv3q2ZM2fqxo0bkiQ3NzfCFQAAAIAsK9Vnrk6dOqUmTZro9OnTiouLU8OGDZU9e3aNHTtWcXFxmjFjRlrUCQAAAADpWqrPXPXr10/VqlXT1atX5enpaWtv06aNwsLCTC0OAAAAADKKVJ+52rx5s7Zu3So3N7ck7YGBgTp79qxphQEAAABARpLqM1eJiYlKSEi4p/2vv/5S9uzZTSkKAAAAADKaVIerRo0aadKkSbZli8Wi6OhojRgxQs2aNTOzNgAAAADIMFJ9WeC4cePUpEkTlS1bVrGxserUqZOOHDmiPHny6Msvv0yLGgEAAAAg3Ut1uAoICNC+ffu0bNky7du3T9HR0erZs6c6d+6cZIILAAAAAMhKUhWurFarSpcurTVr1qhz587q3LlzWtUFAAAAABlKqu65cnV1VWxsbFrVAgAAAAAZVqontHj99dc1duxY3b59Oy3qAQAAAIAMKdX3XO3cuVNhYWFav369KlSooGzZsiV5fcWKFaYVBwAAAAAZRarDla+vr9q2bZsWtQAAAABAhpXqcDVv3ry0qAMAAAAAMrQU33OVmJiosWPHqk6dOqpevboGDx6sW7dupWVtAAAAAJBhpDhcjR49Wu+++668vb1VsGBBTZ48Wa+//npa1gYAAAAAGUaKw9XChQv12Wefad26dVq1apVWr16tJUuWKDExMS3rAwAAAIAMIcXh6vTp02rWrJltuUGDBrJYLDp37lyaFAYAAAAAGUmKw9Xt27fl4eGRpM3V1VVWq9X0ogAAAAAgo0nxbIGGYahbt25yd3e3tcXGxqpPnz5JnnXFc64AAAAAZEUpDlchISH3tHXp0sXUYgAAAAAgo0pxuOL5VgAAAABwfym+5woAAAAAcH+EKwAAAAAwAeEKAAAAAExAuAIAAAAAExCuAAAAAMAEhCsAAAAAMIHDw9W0adMUGBgoDw8P1axZUzt27LhvX6vVqvfff1/FihWTh4eHKlWqpLVr1ybpk5CQoGHDhikoKEienp4qVqyYPvjgAxmGkdaHAgAAACALc2i4WrZsmQYMGKARI0Zoz549qlSpkho3bqyLFy8m2/+9997TzJkzNWXKFB04cEB9+vRRmzZttHfvXlufsWPHavr06Zo6daoiIiI0duxYffLJJ5oyZYq9DgsAAABAFuTQcDVhwgT17t1b3bt3V9myZTVjxgx5eXlp7ty5yfZftGiR3n33XTVr1kxFixbVq6++qmbNmmn8+PG2Plu3blWrVq303HPPKTAwUC+88IIaNWr0wDNiAAAAAPC4HBau4uPjtXv3bjVo0OB/xTg5qUGDBtq2bVuy68TFxcnDwyNJm6enp3799Vfbcu3atRUWFqbDhw9Lkvbt26dff/1VTZs2TYOjAAAAAIA7XBy148uXLyshIUF+fn5J2v38/HTw4MFk12ncuLEmTJigunXrqlixYgoLC9OKFSuUkJBg6zN48GBFRUWpdOnScnZ2VkJCgkaPHq3OnTvft5a4uDjFxcXZlqOioiTducfLarU+zmHCge5+dnyGsAfGG+yNMQd7YrzB3tLTmEtNDQ4LV49i8uTJ6t27t0qXLi2LxaJixYqpe/fuSS4j/Oqrr7RkyRJ98cUXKleunMLDw9W/f3/5+/srJCQk2e2OGTNGo0aNuqd9/fr18vLySrPjgX2EhoY6ugRkIYw32BtjDvbEeIO9pYcxFxMTk+K+FsNB0+jFx8fLy8tLy5cvV+vWrW3tISEhunbtmr799tv7rhsbG6srV67I399fgwcP1po1a/Tnn39KkgICAjR48GC9/vrrtv4ffvihFi9efN8zYsmduQoICNDly5fl4+PzmEcKR7FarQoNDVXDhg3l6urq6HKQyTHeYG+MOdgT4w32lp7GXFRUlPLkyaPr168/NBs47MyVm5ubqlatqrCwMFu4SkxMVFhYmPr27fvAdT08PFSwYEFZrVZ98803at++ve21mJgYOTklvZXM2dlZiYmJ992eu7u73N3d72l3dXV1+IeJx8fnCHtivMHeGHOwJ8Yb7C09jLnU7N+hlwUOGDBAISEhqlatmmrUqKFJkybp5s2b6t69uySpa9euKliwoMaMGSNJ2r59u86ePavg4GCdPXtWI0eOVGJiogYNGmTbZosWLTR69GgVLlxY5cqV0969ezVhwgT16NHDIccIAAAAIGtwaLjq0KGDLl26pOHDhysyMlLBwcFau3atbZKL06dPJzkLFRsbq/fee0/Hjx+Xt7e3mjVrpkWLFsnX19fWZ8qUKRo2bJhee+01Xbx4Uf7+/nrllVc0fPhwex8eAAAAgCzE4RNa9O3b976XAW7atCnJ8tNPP60DBw48cHvZs2fXpEmTNGnSJJMqBAAAAICHc+hDhAEAAAAgsyBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYAKHh6tp06YpMDBQHh4eqlmzpnbs2HHfvlarVe+//76KFSsmDw8PVapUSWvXrr2n39mzZ9WlSxflzp1bnp6eqlChgnbt2pWWhwEAAAAgi3NouFq2bJkGDBigESNGaM+ePapUqZIaN26sixcvJtv/vffe08yZMzVlyhQdOHBAffr0UZs2bbR3715bn6tXr6pOnTpydXXVjz/+qAMHDmj8+PHKmTOnvQ4LAAAAQBbk0HA1YcIE9e7dW927d1fZsmU1Y8YMeXl5ae7cucn2X7Rokd599101a9ZMRYsW1auvvqpmzZpp/Pjxtj5jx45VQECA5s2bpxo1aigoKEiNGjVSsWLF7HVYAAAAALIgF0ftOD4+Xrt379aQIUNsbU5OTmrQoIG2bduW7DpxcXHy8PBI0ubp6alff/3Vtvzdd9+pcePGateunX7++WcVLFhQr732mnr37n3fWuLi4hQXF2dbjoqKknTnMkSr1fpIxwfHu/vZ8RnCHhhvsDfGHOyJ8QZ7S09jLjU1OCxcXb58WQkJCfLz80vS7ufnp4MHDya7TuPGjTVhwgTVrVtXxYoVU1hYmFasWKGEhARbn+PHj2v69OkaMGCA3n33Xe3cuVNvvPGG3NzcFBISkux2x4wZo1GjRt3Tvn79enl5eT3GUSI9CA0NdXQJyEIYb7A3xhzsifEGe0sPYy4mJibFfS2GYRhpWMt9nTt3TgULFtTWrVtVq1YtW/ugQYP0888/a/v27fesc+nSJfXu3VurV6+WxWJRsWLF1KBBA82dO1e3bt2SJLm5ualatWraunWrbb033nhDO3fufOAZsX+fuQoICNDly5fl4+Nj1iHDzqxWq0JDQ9WwYUO5uro6uhxkcow32BtjDvbEeIO9pacxFxUVpTx58uj69esPzQYOO3OVJ08eOTs768KFC0naL1y4oPz58ye7Tt68ebVq1SrFxsbqypUr8vf31+DBg1W0aFFbnwIFCqhs2bJJ1itTpoy++eab+9bi7u4ud3f3e9pdXV0d/mHi8fE5wp4Yb7A3xhzsifEGe0sPYy41+3fYhBZubm6qWrWqwsLCbG2JiYkKCwtLciYrOR4eHipYsKBu376tb775Rq1atbK9VqdOHR06dChJ/8OHD6tIkSLmHgAAAAAA/IPDzlxJ0oABAxQSEqJq1aqpRo0amjRpkm7evKnu3btLkrp27aqCBQtqzJgxkqTt27fr7NmzCg4O1tmzZzVy5EglJiZq0KBBtm2++eabql27tj766CO1b99eO3bs0KxZszRr1iyHHCMAAACArMGh4apDhw66dOmShg8frsjISAUHB2vt2rW2SS5Onz4tJ6f/nVyLjY3Ve++9p+PHj8vb21vNmjXTokWL5Ovra+tTvXp1rVy5UkOGDNH777+voKAgTZo0SZ07d7b34QEAAADIQhwariSpb9++6tu3b7Kvbdq0Kcny008/rQMHDjx0m82bN1fz5s3NKA8AAAAAUsShDxEGAAAAgMyCcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcAUAAAAAJiBcAQAAAIAJXBxdQHpkGIYkKSoqysGV4HFYrVbFxMQoKipKrq6uji4HmRzjDfbGmIM9Md5gb+lpzN3NBHczwoMQrpJx48YNSVJAQICDKwEAAACQHty4cUM5cuR4YB+LkZIIlsUkJibq3Llzyp49uywWi6PLwSOKiopSQECAzpw5Ix8fH0eXg0yO8QZ7Y8zBnhhvsLf0NOYMw9CNGzfk7+8vJ6cH31XFmatkODk5qVChQo4uAybx8fFx+F9KZB2MN9gbYw72xHiDvaWXMfewM1Z3MaEFAAAAAJiAcAUAAAAAJiBcIdNyd3fXiBEj5O7u7uhSkAUw3mBvjDnYE+MN9pZRxxwTWgAAAACACThzBQAAAAAmIFwBAAAAgAkIVwAAAABgAsIVAAAAAJiAcIVM5+zZs+rSpYty584tT09PVahQQbt27XJ0WcikEhISNGzYMAUFBcnT01PFihXTBx98IOYKgll++eUXtWjRQv7+/rJYLFq1alWS1w3D0PDhw1WgQAF5enqqQYMGOnLkiGOKRYb3oPFmtVr1zjvvqEKFCsqWLZv8/f3VtWtXnTt3znEFI8N72HfcP/Xp00cWi0WTJk2yW32pRbhCpnL16lXVqVNHrq6u+vHHH3XgwAGNHz9eOXPmdHRpyKTGjh2r6dOna+rUqYqIiNDYsWP1ySefaMqUKY4uDZnEzZs3ValSJU2bNi3Z1z/55BN9+umnmjFjhrZv365s2bKpcePGio2NtXOlyAweNN5iYmK0Z88eDRs2THv27NGKFSt06NAhtWzZ0gGVIrN42HfcXStXrtRvv/0mf39/O1X2aJiKHZnK4MGDtWXLFm3evNnRpSCLaN68ufz8/PT555/b2tq2bStPT08tXrzYgZUhM7JYLFq5cqVat24t6c5ZK39/f7311lsaOHCgJOn69evy8/PT/Pnz9eKLLzqwWmR0/x5vydm5c6dq1KihU6dOqXDhwvYrDpnS/cbc2bNnVbNmTa1bt07PPfec+vfvr/79+zukxofhzBUyle+++07VqlVTu3btlC9fPlWuXFmzZ892dFnIxGrXrq2wsDAdPnxYkrRv3z79+uuvatq0qYMrQ1Zw4sQJRUZGqkGDBra2HDlyqGbNmtq2bZsDK0NWcf36dVksFvn6+jq6FGRSiYmJeumll/T222+rXLlyji7noVwcXQBgpuPHj2v69OkaMGCA3n33Xe3cuVNvvPGG3NzcFBIS4ujykAkNHjxYUVFRKl26tJydnZWQkKDRo0erc+fOji4NWUBkZKQkyc/PL0m7n5+f7TUgrcTGxuqdd95Rx44d5ePj4+hykEmNHTtWLi4ueuONNxxdSooQrpCpJCYmqlq1avroo48kSZUrV9Yff/yhGTNmEK6QJr766istWbJEX3zxhcqVK6fw8HD1799f/v7+jDkAmZbValX79u1lGIamT5/u6HKQSe3evVuTJ0/Wnj17ZLFYHF1OinBZIDKVAgUKqGzZsknaypQpo9OnTzuoImR2b7/9tgYPHqwXX3xRFSpU0EsvvaQ333xTY8aMcXRpyALy588vSbpw4UKS9gsXLtheA8x2N1idOnVKoaGhnLVCmtm8ebMuXryowoULy8XFRS4uLjp16pTeeustBQYGOrq8ZBGukKnUqVNHhw4dStJ2+PBhFSlSxEEVIbOLiYmRk1PSr1JnZ2clJiY6qCJkJUFBQcqfP7/CwsJsbVFRUdq+fbtq1arlwMqQWd0NVkeOHNGGDRuUO3duR5eETOyll17S/v37FR4ebvvx9/fX22+/rXXr1jm6vGRxWSAylTfffFO1a9fWRx99pPbt22vHjh2aNWuWZs2a5ejSkEm1aNFCo0ePVuHChVWuXDnt3btXEyZMUI8ePRxdGjKJ6OhoHT161LZ84sQJhYeHK1euXCpcuLD69++vDz/8UCVKlFBQUJCGDRsmf3//B87wBtzPg8ZbgQIF9MILL2jPnj1as2aNEhISbPf25cqVS25ubo4qGxnYw77j/h3gXV1dlT9/fpUqVcrepaaMAWQyq1evNsqXL2+4u7sbpUuXNmbNmuXokpCJRUVFGf369TMKFy5seHh4GEWLFjWGDh1qxMXFObo0ZBIbN240JN3zExISYhiGYSQmJhrDhg0z/Pz8DHd3d6N+/frGoUOHHFs0MqwHjbcTJ04k+5okY+PGjY4uHRnUw77j/q1IkSLGxIkT7VpjavCcKwAAAAAwAfdcAQAAAIAJCFcAAAAAYALCFQAAAACYgHAFAAAAACYgXAEAAACACQhXAAAAAGACwhUAAAAAmIBwBQAAgP9r7/5joq7/OIA/P+cXvPMOx4+Cu1pxGOmogbuTM9MacfLjIBhSTIclnLraLB20abVyTcakLNGN3BRb6Wou07DOQhRRagz7gQrI8eNcp6xiRy3BzTOUuHt//3B9vp6fQ+Abffk2n4+Njc/n/fq836/X5/7gXnt/uCOiScDmioiI/muSJOHzzz+f6jT+FsPDw4iPj8epU6emOpVx6e3thSRJaGtr+0vzPPHEEygtLZWPFyxYgJqamr+WHBHRHYLNFRERBbDb7ZAkCZIkISQkBDExMUhPT8cHH3wAv98fEOvxeJCVlTWuef9pjdiuXbsQFxeHhQsXyuf+vC+SJGHmzJmwWCxwOBxTmOXfb+PGjXj11VcVrz0RESmxuSIiIgWbzQaPx4Pe3l7U1dUhNTUVJSUlyMnJwcjIiByn1+sxffr0Kcz07yGEwI4dO7B69WrF2J49e+DxeHD69GksWrQIBQUF6OjomIIs/zeysrJw5coV1NXVTXUqRET/99hcERGRwvTp06HX63HvvffCbDbjtddeg8PhQF1dHfbu3SvH3bwbNTw8jLVr18JgMECtViM2NhZvvvkmAMBoNAIA8vPzIUmSfOx2u5GXl4eYmBjodDpYLBY0NDQE5GI0GlFRUYFVq1YhLCwM999/P3bv3h0Q8/PPP6OwsBCRkZHQarVITk7Gd999J487HA6YzWao1WrMmjULZWVlAU3irc6cOQO3240nn3xSMRYeHg69Xo/Zs2ejvLwcIyMjaGxslMc7OjpgtVqh0WgQFRWF559/Hl6vVx6/9bE7AFiyZAnsdvuEav7+++9hMpmgVquRnJyM1tZWRa5OpxNZWVnQ6XSIiYnBihUr8Ntvv8njV69eRVFREXQ6HQwGAyorKxVzTJs2DdnZ2di/f/+o94uIiG5gc0VERONitVoxd+5cHDp0KOh4VVUVDh8+jAMHDsDlcmHfvn1yE9XS0gLgP7s+fx57vV5kZ2fjxIkTaG1thc1mQ25uLn788ceAuSsrK+UG4oUXXsCaNWvgcrnkOVJSUtDX14fDhw+jvb0dL7/8svwYW1NTE4qKilBSUoKuri5UV1dj79692Lx586i1NjU1Yfbs2QgLCxs1ZmRkBO+//z4AIDQ0FMCNZiUzMxMRERFoaWnBwYMH0dDQgLVr1451exXGqjknJwcPPfQQzpw5g02bNmH9+vUB11++fBlWqxUmkwmnT5/G0aNH8csvv2Dp0qVyzIYNG/D111/D4XCgvr4eX331Fc6ePavIZf78+WhqappwDUREdxxBRER0k+LiYpGXlxd0bNmyZSIhIUE+BiA+++wzIYQQ69atE1arVfj9/qDX3hx7Ow8//LB499135ePY2Fjx7LPPysd+v19ER0eLnTt3CiGEqK6uFmFhYeLSpUtB51u8eLGoqKgIOPfRRx8Jg8Ewag4lJSXCarUGrUGtVgutVitUKpUAIIxGo7z27t27RUREhPB6vfI1tbW1QqVSif7+fiGEECkpKaKkpCRg3ry8PFFcXDyhmqOiosTQ0JAcs3PnTgFAtLa2CiGEKC8vFxkZGQHr/PTTTwKAcLlc4sqVKyI0NFQcOHBAHr906ZLQaDSK/BwOh1CpVMLn8416z4iISIh/TWVjR0RE/yxCCEiSFHTMbrcjPT0dc+bMgc1mQ05ODjIyMm47n9frxaZNm1BbWwuPx4ORkREMDQ0pdq6SkpLk3yVJgl6vx6+//goAaGtrg8lkQmRkZNA12tvb0dzcHLBT5fP5cO3aNfz++++YMWOG4pqhoSGo1eqg823fvh1paWm4cOECXnrpJVRVVclrd3d3Y+7cudBqtXL8okWL4Pf74XK5EBMTc9v7Md6au7u7kZSUFJDjo48+qqi7sbEROp1OMbfb7cbQ0BCGh4fxyCOPyOcjIyMxZ84cRbxGo4Hf78f169eh0WjGXQMR0Z2GzRUREY1bd3c34uLigo6ZzWZcvHgRdXV1aGhowNKlS5GWloZPP/101PnWr1+P48ePY+vWrYiPj4dGo0FBQQGGh4cD4kJCQgKOJUmSH/sb682+1+tFWVkZnnrqKcXYaA3UXXfdNeqHVOj1esTHxyM+Ph579uxBdnY2urq6EB0dfds8/qRSqSCECDj3xx9/KOJuV/N4eL1e5ObmYsuWLYoxg8GAH374YdxzDQwMQKvVsrEiIhoD/+eKiIjG5eTJk+jo6MDTTz89aszMmTOxbNkyvPfee/jkk09QU1ODgYEBADeaBZ/PFxDf3NwMu92O/Px8JCYmQq/Xo7e3d0J5JSUloa2tTV7nVmazGS6XS26Ibv5RqYL/GTSZTOjp6VE0QbeaP38+5s2bJ++KJSQkoL29HVevXg2oUaVSyTtCd999Nzwejzzu8/ngdDonVHNCQgLOnTuHa9euyee+/fZbRd2dnZ0wGo2KurVaLR544AGEhIQEfPDH4OAgzp8/r1jP6XTCZDJNKEciojsRmysiIlK4fv06+vv70dfXh7Nnz6KiogJ5eXnIyclBUVFR0Gu2bduGjz/+GD09PTh//jwOHjwIvV6P8PBwADc+Ae/EiRPo7+/H4OAgAODBBx/EoUOH0NbWhvb2dixfvnzC36dUWFgIvV6PJUuWoLm5GRcuXEBNTQ2++eYbAMAbb7yBDz/8EGVlZejs7ER3dzf279+PjRs3jjpnamoqvF4vOjs7x1y/tLQU1dXV6OvrwzPPPAO1Wo3i4mI4nU40NjZi3bp1WLFihfxIoNVqRW1tLWpra9HT04M1a9bg8uXLE6p5+fLlkCQJzz33HLq6unDkyBFs3bo1IObFF1/EwMAACgsL0dLSArfbjWPHjmHlypXw+XzQ6XRYvXo1NmzYgJMnT8LpdMJutwdtOJuamsZ8xJOIiNhcERFREEePHoXBYIDRaITNZkNjYyOqqqrgcDgwbdq0oNeEhYXh7bffRnJyMiwWC3p7e3HkyBH5zXplZSWOHz+O++67T94F2bZtGyIiIrBw4ULk5uYiMzMTZrN5QrmGhoaivr4e0dHRyM7ORmJiIt566y05z8zMTHz55Zeor6+HxWLBggULsH37dsTGxo46Z1RUFPLz87Fv374x17fZbIiLi8PmzZsxY8YMHDt2DAMDA7BYLCgoKMDixYuxY8cOOX7VqlUoLi5GUVERUlJSMGvWLKSmpk6oZp1Ohy+++AIdHR0wmUx4/fXXFY//3XPPPWhubobP50NGRgYSExNRWlqK8PBw+TV555138PjjjyM3NxdpaWl47LHHMG/evIB5+vr6cOrUKaxcuXJCORIR3YkkMdYzD0RERHegc+fOIT09HW63O+iHQtwpXnnlFQwODiq+Z4uIiJS4c0VERBREUlIStmzZgosXL051KlMqOjoa5eXlU50GEdE/AneuiIiIiIiIJgF3roiIiIiIiCYBmysiIiIiIqJJwOaKiIiIiIhoErC5IiIiIiIimgRsroiIiIiIiCYBmysiIiIiIqJJwOaKiIiIiIhoErC5IiIiIiIimgRsroiIiIiIiCbBvwH6BuxZLgEfOQAAAABJRU5ErkJggg==", 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" ] @@ -3179,12 +7153,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 170, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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", 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", 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" ] @@ -3257,7 +7231,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 171, "metadata": {}, "outputs": [ { @@ -3271,7 +7245,7 @@ }, { "data": { - "image/png": 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", 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" ] diff --git a/scripts/data_extraction_v4.py b/scripts/data_extraction_v4.py index f1784ea4..5fbb8f46 100755 --- a/scripts/data_extraction_v4.py +++ b/scripts/data_extraction_v4.py @@ -15,11 +15,11 @@ -bag_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/diff_power_5m_topics.bag') -output_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/Experiments_data/diff_power_15m_check.csv') +bag_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/good_sequence/diff_power_18m_th150_topics.bag') +output_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/experiments/good_sequence/diff_power_18m_th150.csv') # Directory to save images -image_output_dir = os.path.expanduser('~/Desktop/MRS_Master_Project/Experiments_data/images/diff_power_5_clean') +#image_output_dir = os.path.expanduser('~/Desktop/MRS_Master_Project/Experiments_data/images/diff_power_5_clean') # Storage for image and omta messages @@ -32,14 +32,14 @@ with rosbag.Bag(bag_path, 'r') as bag: last_timestamp = None - for topic, msg, t in bag.read_messages(topics=['/uav7/uvdar_bluefox/left/image_raw', '/uav7/uvdar/omta_all_seq_info_back']): + for topic, msg, t in bag.read_messages(topics=['/uav7/uvdar_bluefox/left/image_raw', '/uav7/uvdar/ami_all_seq_info_back']): #Take only the first 5000 messages - if len(image_messages) > 10 and len(omta_messages) > 10: - break + """ if len(image_messages) > 10 and len(omta_messages) > 10: + break """ if topic == '/uav7/uvdar_bluefox/left/image_raw': image_messages.append((t.to_nsec(), msg)) - elif topic == '/uav7/uvdar/omta_all_seq_info_back': + elif topic == '/uav7/uvdar/ami_all_seq_info_back': omta_messages.append((t.to_nsec(), msg)) # Sort messages by their timestamps @@ -199,13 +199,13 @@ def pooling_around_point(img, x, y, kernel_size, pooling_type='max'): try: cv_image = bridge.imgmsg_to_cv2(corresponding_image_msg, "mono8") - image_filename = f"{image_output_dir}/diff_power_5{omta_timestamp}.png" + """ image_filename = f"{image_output_dir}/diff_power_5{omta_timestamp}.png" #movement = annotate_and_save_image(cv_image, omta_msg.sequences, image_filename,frame_timestamp,unique_points) # Save the image movement = False cv2.imwrite(image_filename, cv_image) if movement: - continue + continue """ # Assuming the image is valid and the point is within the image bounds point = seq_point.point @@ -236,7 +236,7 @@ def pooling_around_point(img, x, y, kernel_size, pooling_type='max'): print(f"Number of extracted data points: {len(extracted_data)}") # Release the video writer -""" + # Write the extracted data to a CSV file with open(output_csv_path, 'w', newline='') as csvfile: @@ -249,4 +249,3 @@ def pooling_around_point(img, x, y, kernel_size, pooling_type='max'): print(f"Data extraction complete. CSV file created at {output_csv_path}") -""" \ No newline at end of file diff --git a/scripts/extracting_evaluation_distance.py b/scripts/extracting_evaluation_distance.py index 5094bfbb..be6fe3a4 100755 --- a/scripts/extracting_evaluation_distance.py +++ b/scripts/extracting_evaluation_distance.py @@ -5,20 +5,18 @@ #bag_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/test_standard_topics_3.bag') +""" +primary_bag_path = os.path.expanduser('~/bag_files/marlon_experiments_temesvar/day3/day3/uav_38_standard_exp3/uav38_standard_exp3.bag') +secondary_bag_path = os.path.expanduser('~/bag_files/marlon_experiments_temesvar/day3/day3/uav39_standard_exp3/uav39_standard_exp3.bag') """ -primary_bag_path = os.path.expanduser('~/bag_files/marlon_experiments_temesvar/day2/day2/otsu_exp2/otsu_exp2.bag') -secondary_bag_path = os.path.expanduser('~/bag_files/marlon_experiments_temesvar/day2/day2/otsu_exp2/otsu_exp.bag') -output_csv = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/raw_csv/otsu_exp2_test.csv') +""" distance_y_list = [] -distance_y_list = [] - -""" with rosbag.Bag(secondary_bag_path, 'r') as bag: for topic, msg, t in bag.read_messages(topics=['/uav39/control_manager/control_reference']): - distance_y_list.append(msg.pose.pose.position.y) """ + distance_y_list.append(msg.pose.pose.position.y) #Print size of distance_y_list @@ -34,14 +32,21 @@ if topic in ['/uav38/uvdar/blinkers_seen_left', '/uav38/uvdar/blinkers_seen_right']: entry['value'] = [point.value for point in msg.points] combined_data.append(entry) - index += 1 + index += 1 """ + +name_experiment = 'kl_exp1' +name_file_uav38 = 'uav38_'+name_experiment +name_file_uav39 = 'uav39_'+name_experiment +output_csv = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/raw_csv_v2/'+name_experiment+'.csv') -""" # List of ROS bag files bag_files = [ - os.path.expanduser('~/bag_files/marlon_experiments_temesvar/otsu_first/otsu_first.bag'), + #os.path.expanduser('~/bag_files/marlon_experiments_temesvar/day3/day3/'+name_file_uav38+'/'+name_file_uav38+'.bag'), + os.path.expanduser('~/bag_files/marlon_experiments_temesvar/uav38_kl_first/uav38_kl_first.bag'), + os.path.expanduser('~/bag_files/marlon_experiments_temesvar/uav39_kl_first/uav39_kl_first.bag'), + #os.path.expanduser('~/bag_files/marlon_experiments_temesvar/day3/day3/'+name_file_uav39+'/'+name_file_uav39+'.bag'), #os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/static_standard_topics_8m.bag'), #os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/static_standard_topics_11m.bag'), @@ -50,40 +55,43 @@ #os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/static_standard_topics_20m.bag'), ] -# Output CSV file #output_csv = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/simulation/standard_test_3.csv') -# Output CSV file -output_csv = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/raw_csv/otsu_exp1.csv') +#output_csv = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/rw/raw_csv/otsu_exp1.csv') -# Define the topics to extract -topics = ['/uav38/uvdar/blinkers_seen_left','/uav38/uvdar/blinkers_seen_right','/uav38/control_manager/control_reference'] +topics = ['/uav38/uvdar/blinkers_seen_left','/uav38/estimation_manager/odom_main','/uav39/estimation_manager/odom_main'] combined_data = [] -# Process each bag file for bag_path in bag_files: with rosbag.Bag(bag_path, 'r') as bag: - data = [] # Temporary list to store data from the current bag + data = [] for topic, msg, t in bag.read_messages(topics=topics): - entry = {'timestamp': t.to_sec(), 'distance_x': None, 'value': None} - if topic in ['/uav38/uvdar/blinkers_seen_left', '/uav38/uvdar/blinkers_seen_right']: + entry = {'timestamp': t.to_sec(), 'uav38_distance_y': None, 'uav39_distance_y':None, 'value': None, 'point_x': None, 'point_y': None} + if topic in ['/uav38/uvdar/blinkers_seen_left']: #entry['value'] = msg.points[0].value if msg.points else None #Take all the values entry['value'] = [point.value for point in msg.points] - elif topic == '/uav38/control_manager/control_reference': - # Extract the x position as distance - entry['distance_x'] = msg.pose.pose.position.x + entry['point_x'] = [point.x for point in msg.points] + entry['point_y'] = [point.y for point in msg.points] + elif topic == '/uav38/estimation_manager/odom_main': + entry['uav38_distance_x'] = msg.pose.pose.position.x + entry['uav38_distance_y'] = msg.pose.pose.position.y + entry['uav38_distance_z'] = msg.pose.pose.position.z + elif topic == '/uav39/estimation_manager/odom_main': + entry['uav39_distance_x'] = msg.pose.pose.position.x + entry['uav39_distance_y'] = msg.pose.pose.position.y + entry['uav39_distance_z'] = msg.pose.pose.position.z + data.append(entry) - combined_data.extend(data) # Add the data from the current bag to the combined list """ + combined_data.extend(data) # Sort combined data by timestamp to align the entries combined_data.sort(key=lambda x: x['timestamp']) -# Write the combined data to a CSV file with open(output_csv, 'w', newline='') as csvfile: - fieldnames = ['timestamp', 'distance_y', 'value'] + fieldnames = ['timestamp', 'uav38_distance_x', 'uav38_distance_y', 'uav38_distance_z', 'uav39_distance_x', 'uav39_distance_y', 'uav39_distance_z', 'value', 'point_x', 'point_y'] writer = csv.DictWriter(csvfile, fieldnames=fieldnames) writer.writeheader() diff --git a/scripts/test_rosbag.yml b/scripts/test_rosbag.yml index 2cf0743e..6a8dc726 100644 --- a/scripts/test_rosbag.yml +++ b/scripts/test_rosbag.yml @@ -1,7 +1,7 @@ name: simulation root: ./ startup_window: launch -pre_window: UAV_NAME=uav38 +pre_window: UAV_NAME=uav7 windows: - core: layout: even-vertical @@ -10,7 +10,7 @@ windows: - launch: layout: even-vertical panes: - - waitForRos; roslaunch uvdar_core rosbag.launch uav_name:=uav38 use_4DHT:=false debug:=false + - waitForRos; roslaunch uvdar_core rosbag.launch uav_name:=uav7 use_4DHT:=false debug:=false # - kf: # layout: even-vertical # panes: @@ -19,7 +19,7 @@ windows: - rqtviz: layout: even-vertical panes: - #- waitForRos; sleep 3; rosbag record -O ~/Desktop/MRS_Master_Project/rosbags/exposure_5000_topics.bag /uav7/uvdar_bluefox/left/image_raw /uav7/uvdar/points_seen_left /uav7/uvdar/blinkers_seen_back /uav7/uvdar/omta_all_seq_info_back + - waitForRos; sleep 3; rosbag record -O ~/Desktop/MRS_Master_Project/rosbags/good_sequence/diff_power_18m_th150_topics.bag /uav7/uvdar_bluefox/left/image_raw /uav7/uvdar/points_seen_left /uav7/uvdar/blinkers_seen_back /uav7/uvdar/ami_all_seq_info_back #- rosbag record -O rosbags/first/omta_38.bag -e "(.*)_camp" # - rosbag record -O rosbags/first/omta_39.bag -e "(.*)_camp" # - rosbag record -O rosbags/first/4dht_38.bag -e "(.*)_camp" @@ -36,13 +36,13 @@ windows: # - waitForRos; sleep 3; rosbag play --clock ~/experiments/20_04/two_tx/two_tx/rx/occlusion_1/rx.bag # - waitForRos; sleep 3; rosbag play --clock ~/experiments/20_04/two_tx/two_tx/rx/occlusion_2/rx.bag # - waitForRos; rosbag play --clock ~/experiments/20_04/tumult/tumult/rx/rx.bag - - waitForRos; sleep 3; rosbag play --clock ~/Desktop/MRS_Master_Project/rosbags/marlon/filtered_image_sun_temesvar_court.bag + - waitForRos; sleep 3; rosbag play --clock ~/Desktop/MRS_Master_Project/experiments/diff_power_18m_0615.bag # - waitForRos; sleep 3; rosbag play --clock ~/experiments/19_04/demo_first/rx1/all_three/rx1.bag - topics: layout: even-vertical panes: - - waitForRos; sleep 3; rostopic echo /uav38/uvdar/adaptive_logging_back + - waitForRos; sleep 3; rostopic echo /uav7/uvdar/ami_all_seq_info_back # - waitForCompile; cd ~/uvdar_rosbag/tracking/uav7/22_2021_04_27_09_11_19_L12/ ; rosbag play --clock -s 30 _2021-04-27-09-11-56.bag # - trajectory: diff --git a/scripts/uvdar_data_extraction.py b/scripts/uvdar_data_extraction.py index 99842aa9..d48cd378 100755 --- a/scripts/uvdar_data_extraction.py +++ b/scripts/uvdar_data_extraction.py @@ -15,14 +15,14 @@ omta_messages = [] # Path to your ROS bag and output CSV file -bag_path = os.path.expanduser('~/Desktop/MRS_Master_Project/rosbags/same_power_18m_topics.bag') -output_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/Experiments_data/same_power_7m.csv') +bag_path = os.path.expanduser('~/Desktop/MRS_Master_Project/experiments/diff_power_7m_check.bag') +output_csv_path = os.path.expanduser('~/Desktop/MRS_Master_Project/experiments/diff_power_7m_0516.csv') # Directory to save images -image_output_dir = os.path.expanduser('~/Desktop/MRS_Master_Project/Experiments_data/images/same_power_18') +""" image_output_dir = os.path.expanduser('~/Desktop/MRS_Master_Project/Experiments_data/images/same_power_18') if not os.path.exists(image_output_dir): - os.makedirs(image_output_dir) + os.makedirs(image_output_dir) """ # Read the bag file and store image and points messages in separate lists with rosbag.Bag(bag_path, 'r') as bag: @@ -62,8 +62,8 @@ try: cv_image = bridge.imgmsg_to_cv2(corresponding_image_msg, "mono8") # Save the image - image_filename = f"{image_output_dir}/same_power_18{pts_timestamp}.png" - cv2.imwrite(image_filename, cv_image) + #image_filename = f"{image_output_dir}/same_power_18{pts_timestamp}.png" + #cv2.imwrite(image_filename, cv_image) for point in points_msg.points: # Extract the pixel value at the point's x, y coordinates diff --git a/src/detector.cpp b/src/detector.cpp index c3c7792c..2c90537f 100644 --- a/src/detector.cpp +++ b/src/detector.cpp @@ -584,7 +584,7 @@ class UVDARDetector : public nodelet::Nodelet{ images_current_[image_index] = image->image; sun_points_[image_index].clear(); detected_points_[image_index].clear(); - adaptive_detected_points_[image_index].clear(); + adaptive_detected_points_[image_index].clear(); //TODO: Check if its worth it, this to be able to detect new points that where not currently detected ROS_INFO_STREAM("[UVDARDetector]: Processing image with standard thresholding. In camera: " << image_index); diff --git a/trajectory_generator.ipynb b/trajectory_generator.ipynb index e446d7ba..c0e11399 100644 --- a/trajectory_generator.ipynb +++ b/trajectory_generator.ipynb @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -107,19 +107,19 @@ "#Facing north 0.3\n", "\n", "#waypoints = [(0, 0, 3, -0.7853982), (3,0,3, -0.7853982)]\n", - "waypoints = [(-55, 15, 8, 0.3)]\n", + "waypoints = [(-55, 15, 6, 0.3)]\n", "hover_times = [30] \n", "trajectory = generate_trajectory(waypoints, hover_times, T=0.2)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -155,20 +155,20 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Trajectory saved to /home/rivermar/workspace/src/uvdar_core/config/trajectory/trajectory_files/trajectory_tx_8m.txt.\n" + "Trajectory saved to /home/rivermar/workspace/src/uvdar_core/config/trajectory/trajectory_files/trajectory_tx_6m.txt.\n" ] } ], "source": [ "import os\n", - "file_location = os.path.expanduser('~/workspace/src/uvdar_core/config/trajectory/trajectory_files/trajectory_tx_8m.txt')\n", + "file_location = os.path.expanduser('~/workspace/src/uvdar_core/config/trajectory/trajectory_files/trajectory_tx_6m.txt')\n", "\n", "def save_trajectory(trajectory, filename):\n", " with open(filename, 'w') as file:\n",