{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Cassava Leaf-Disease Identification - EDA cum Image Processing\n\n![image.png](attachment:image.png)\n\nThis book composes of initial **Exploratory Data Analysis(EDA) and Image Processing techniques** that could be employed in the analysis of images, in such competitions. Apart from the competiton dataset, I also used a metadata file from : \n\n**https://www.kaggle.com/fireheart7/cassavaimagestatistics** \n\nThis file encapsulates **pre-compiled statistics for every image in our training set**. If you wish to check on how this metadata is compiled, it's available at : \n\n**https://www.kaggle.com/fireheart7/cassava-metadata-preparation**\n\nThe notebook is still under work, but a significant portion is ready for sharing with the community. Hope you all find it useful here, and in the future competitons.\n\n\n*All the best and let's dive straight in!*","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"Load important dependencies!"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import os\nimport json\n\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport plotly.graph_objects as go\n%matplotlib inline\nfrom tqdm.notebook import tqdm # for progress bar\n\nimport cv2\nimport albumentations as A","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"train = pd.DataFrame(pd.read_csv(\"../input/cassava-leaf-disease-classification/train.csv\"))\n\nprint(\"Shape of dataframe = \", train.shape)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.info()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"So, yes no missing labels. We have a complete dataset."},{"metadata":{"trusted":true},"cell_type":"code","source":"PATH_TRAIN_IMAGES = \"../input/cassava-leaf-disease-classification/train_images/\" ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now, we will define `load_image( )` function which will take the name of the image to be loaded as input from the base directory, and returns the image.\n\n*Note that **openCV** reads image in BGR format by default. Hence, post loading it ought be converted into RGB format*."},{"metadata":{"trusted":true},"cell_type":"code","source":"def load_image(base_path, image_name) : \n    image_path = base_path + image_name\n    image = cv2.imread(image_path)\n    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n    return image","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We will define a **resizing( )** function which will resize any image passed to it, according to our desired shape."},{"metadata":{"trusted":true},"cell_type":"code","source":"def resize(image, image_size) : \n    image = cv2.resize(image, (image_size[0], image_size[1]), interpolation = cv2.INTER_AREA)\n    return image","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Load Some Images : \n\nWe will randomly sample 4 images from our training data folder, using **numpy.random.choice( )** module."},{"metadata":{"trusted":true},"cell_type":"code","source":"random_images = [np.random.choice(os.listdir(PATH_TRAIN_IMAGES)) for i in range(4)]\nrandom_images","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize = (12, 8))\nfor i in range(4) : \n    plt.subplot(2, 2, i+1)\n    plt.title(\"Sampled Image {}\".format(i + 1))\n    image = load_image(PATH_TRAIN_IMAGES, random_images[i])\n    plt.imshow(image, cmap = \"gray\")\n    plt.grid(True)\n    \n# Automatically adjust subplot parameters to give specified padding.\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# A Quick Look At The Need Of EDA : \n\nWhen we’re getting started with a machine learning (ML) project, one critical principle to keep in mind is that data is everything. It is often said that if ML is the rocket engine, then the fuel is the (high-quality) data fed to ML algorithms. However, deriving truth and insight from a pile of data can be a complicated and error-prone job. To have a solid start for our ML project, it always helps to analyze the data up front.\n\nDuring EDA, it’s important that we get a deep understanding of:\n\n* The properties of the data, such as schema and statistical properties;\n* The quality of the data, like missing values and inconsistent data types;\n* The predictive power of the data, such as correlation of features against target."},{"metadata":{},"cell_type":"markdown","source":"# Class Count Distribution : \n\nLet's count the various classes we have in our dataset. "},{"metadata":{"trusted":true},"cell_type":"code","source":"d = dict()\nfor label in tqdm(train[\"label\"].values) : \n    if label not in d : \n        d[label] = 1\n    else:\n        d[label] += 1\n\nprint(d)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"labels = [\"Class0\", \"Class1\", \"Class2\", \"Class3\"]\ncounts = [d[0], d[1], d[2], d[3]]\n\nexplode = (0.05, 0.05, 0.05, 0.05)\nfig, ax = plt.subplots(figsize = (15, 12))\nax.pie(counts, explode = explode, labels = labels, shadow = True, startangle = 90)\nax.axis(\"equal\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Inference** : \n\n* Class3 is quite in abundance. The dataset is **heavily skewed** when analuzed from class distribution perspective. **This is the popular class imbalance problem**. We will address this problem when in preprocessing segment.\n* Class0 has the least presence in the overall distribution.\n* Classes 1 and 2 have comparable presence."},{"metadata":{},"cell_type":"markdown","source":"# Analysing the color channel distribution in each Image\n\nWe know that upon diving deeper into an image, we find that **it is actually a 3-D tensor**, which is a fancy way of saying that it is multiple grids stacked one behind the other. Each grid correspond to one color channel. Hence, in a RGB image, we have three such grids(**a grid is also called a 2-D tensor**) corresponding to **Red, Green and Blue** color channels.\n\nAn illustration: \n\n![image.png](attachment:image.png)\n\nNote that it is actually the stacking of three channels, that collectively make up the final image we see.","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"So, we have images in **4 classes**, hence, we try to analyze the RGB spread of each class. \n\n**So, what's the point you may ask?**\n\n*It's simple. It might happen that their spreads may give us some info on how to segregate/identify them. For example, it may happen that class0 red channel spread is highly negatively skewed, while that of class1 is high positive. So, this is a stong feature in order to distinguish between class0 and class1 image*. \n\nLet's see how the story unfolds :)"},{"metadata":{"trusted":true},"cell_type":"code","source":"image_ids = train[\"image_id\"].values\nlabels = train[\"label\"].values\n\nred_spread = dict()\ngreen_spread = dict()\nblue_spread = dict()\n\nfor image_id, label in tqdm(zip(image_ids, labels)) : \n    image = load_image(PATH_TRAIN_IMAGES, image_id)\n    mean_red = np.mean(image[:,:, 0])\n    mean_green = np.mean(image[:, :, 1])\n    mean_blue = np.mean(image[:, :, 2])\n        \n    if label not in red_spread : # since we are appending in all three dictionaries together, so if label is not in one of them, it won't be in the rest of them too.\n        red_spread[label] = [mean_red]\n        green_spread[label] = [mean_green]\n        blue_spread[label] = [mean_blue]\n    else:\n        red_spread[label].append(mean_red)\n        green_spread[label].append(mean_green)\n        blue_spread[label].append(mean_blue)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Skewness in EDA :\n\nSkewness is the measure of symmetry or asymmetry of a data distribution. A distribution or data set is said to be symmetric if it looks same to the left and right point of the center.\n\nTypes of Skewness :\n\nSkewness is generally classified into 2 broad categories-\n\n* Right skewness or Positive skewness\n* Left skewness or Negative skewness\n\nIt is very difficult to interpret and analyse the data which is skewed."},{"metadata":{},"cell_type":"markdown","source":"**Red Channel Analysis for ALL Classes**"},{"metadata":{"trusted":true},"cell_type":"code","source":"# red\n\nplt.figure(figsize = (20, 12))\n\nplt.subplot(2,2,1)\nplt.title(\"Red Channel Analysis = Class 0\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(red_spread[0], hist = True, kde = True, label = \"Class0 red channel intensities\", color = \"r\")\nfig.set(xlabel = \"Mean Red Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(2,2,2)\nplt.title(\"Red Channel Analysis = Class 1\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(red_spread[1], hist = True, kde = True, label = \"Class1 red channel intensities\", color = \"r\")\nfig.set(xlabel = \"Mean Red Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(2,2,3)\nplt.title(\"Red Channel Analysis = Class 2\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(red_spread[2], hist = True, kde = True, label = \"Class2 red channel intensities\", color = \"r\")\nfig.set(xlabel = \"Mean Red Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(2,2,4)\nplt.title(\"Red Channel Analysis = Class 3\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(red_spread[3], hist = True, kde = True, label = \"Class3 red channel intensities\", color = \"r\")\nfig.set(xlabel = \"Mean Red Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.tight_layout()\n\nprint(\"Mean and Standard deviation for class 0 = {}, {}\".format(np.mean(red_spread[0]), np.std(red_spread[0])))\nprint(\"Mean and Standard deviation for class 1 = {}, {}\".format(np.mean(red_spread[1]), np.std(red_spread[1])))\nprint(\"Mean and Standard deviation for class 2 = {}, {}\".format(np.mean(red_spread[2]), np.std(red_spread[2])))\nprint(\"Mean and Standard deviation for class 3 = {}, {}\".format(np.mean(red_spread[3]), np.std(red_spread[3])))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Green Channel Analysis For ALL Classes**"},{"metadata":{"trusted":true},"cell_type":"code","source":"# green\n\nplt.figure(figsize = (20, 12))\n\nplt.subplot(2,2,1)\nplt.title(\"Green Channel Analysis = Class 0\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(green_spread[0], hist = True, kde = True, label = \"Class0 green channel intensities\", color = \"g\")\nfig.set(xlabel = \"Mean Green Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(2,2,2)\nplt.title(\"Green Channel Analysis = Class 1\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(green_spread[1], hist = True, kde = True, label = \"Class1 green channel intensities\", color = \"g\")\nfig.set(xlabel = \"Mean Green Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(2,2,3)\nplt.title(\"Green Channel Analysis = Class 2\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(green_spread[2], hist = True, kde = True, label = \"Class2 green channel intensities\", color = \"g\")\nfig.set(xlabel = \"Mean Green Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(2,2,4)\nplt.title(\"Green Channel Analysis = Class 3\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(green_spread[3], hist = True, kde = True, label = \"Class3 green channel intensities\", color = \"g\")\nfig.set(xlabel = \"Mean Green Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.tight_layout()\n\nprint(\"Mean and Standard deviation for class 0 = {}, {}\".format(np.mean(green_spread[0]), np.std(green_spread[0])))\nprint(\"Mean and Standard deviation for class 1 = {}, {}\".format(np.mean(green_spread[1]), np.std(green_spread[1])))\nprint(\"Mean and Standard deviation for class 2 = {}, {}\".format(np.mean(green_spread[2]), np.std(green_spread[2])))\nprint(\"Mean and Standard deviation for class 3 = {}, {}\".format(np.mean(green_spread[3]), np.std(green_spread[3])))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Blue Channel Analysis For ALL Classes**"},{"metadata":{"trusted":true},"cell_type":"code","source":"# blue\n\nplt.figure(figsize = (20, 12))\n\nplt.subplot(2,2,1)\nplt.title(\"Blue Channel Analysis = Class 0\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(blue_spread[0], hist = True, kde = True, label = \"Class0 blue channel intensities\", color = \"b\")\nfig.set(xlabel = \"Mean Blue Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(2,2,2)\nplt.title(\"Blue Channel Analysis = Class 1\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(blue_spread[1], hist = True, kde = True, label = \"Class1 blue channel intensities\", color = \"b\")\nfig.set(xlabel = \"Mean Blue Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(2,2,3)\nplt.title(\"Blue Channel Analysis = Class 2\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(blue_spread[2], hist = True, kde = True, label = \"Class2 blue channel intensities\", color = \"b\")\nfig.set(xlabel = \"Mean Blue Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(2,2,4)\nplt.title(\"Blue Channel Analysis = Class 3\", fontsize = 18)\nplt.rc('font', weight='bold')\nsns.set_style(\"whitegrid\")\nfig = sns.distplot(blue_spread[3], hist = True, kde = True, label = \"Class3 blue channel intensities\", color = \"b\")\nfig.set(xlabel = \"Mean Blue Channel Intensities Observed For Each Image\", ylabel = \"Probability Density\")\nplt.grid(True)\nplt.legend()\n\nplt.tight_layout()\n\nprint(\"Mean and Standard deviation for class 0 = {}, {}\".format(np.mean(blue_spread[0]), np.std(blue_spread[0])))\nprint(\"Mean and Standard deviation for class 1 = {}, {}\".format(np.mean(blue_spread[1]), np.std(blue_spread[1])))\nprint(\"Mean and Standard deviation for class 2 = {}, {}\".format(np.mean(blue_spread[2]), np.std(blue_spread[2])))\nprint(\"Mean and Standard deviation for class 3 = {}, {}\".format(np.mean(blue_spread[3]), np.std(blue_spread[3])))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Inference : \n\n**RED Spread** : \n* The red spread cannot be considered as a distinguishing property as for all classes, it is nearly normal.\n\n**Green Spread** :\n* In terms of skweness, green spread's skewness also isn't a powerful factor to distinguish amongst classes.\n\n**Blue Spread** : \n* In terms of skweness, blue spread's skewness also isn't a powerful factor to distinguish amongst classes.\n\n**Couple Of Other Insights** : \n* The **mean value for class0 images** (be it any color channel in RGB) is the lowest among all other classes.\n* The **standard deviation for class1 images** (be it any color channel in RGB) is the highest among all other classes."},{"metadata":{},"cell_type":"markdown","source":"# Load Additional Data For Further EDA\n\nFor this, I prepared additional metadata containing compiled statistics of all training images. \n\nDataset : **https://www.kaggle.com/fireheart7/cassavaimagestatistics**"},{"metadata":{"trusted":true},"cell_type":"code","source":"train_image_statistics = pd.DataFrame(pd.read_csv(\"../input/cassavaimagestatistics/train_image_statistics.csv\"))\n\nprint(\"Shape of metadata file = \", train_image_statistics.shape)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_image_statistics.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Shape Analysis"},{"metadata":{"trusted":true},"cell_type":"code","source":"x = train_image_statistics[\"rows\"]\ny = train_image_statistics[\"columns\"]\n\nplt.figure(figsize = (12, 8))\nplt.subplot(1,1,1)\nplt.scatter(x, y, cmap = \"magma\")\nplt.title(\"Shape Analysis Of Training Images\", fontsize = 18)\nplt.xlabel(\"Number of Rows\", fontsize = 16)\nplt.ylabel(\"Numbe of Columns\", fontsize = 16)\nplt.grid(True)\nplt.minorticks_on()\nplt.grid(which = \"major\", linestyle = \"-\", linewidth = '1.0', color = \"grey\")\nplt.grid(which = \"minor\", linestyle = \":\", linewidth = '0.5', color = \"black\")\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"So, all images have the same shape - that's kinda great!! Shape = **600 X 800**."},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = go.Figure(data = [go.Scatter3d(x = train_image_statistics[\"image_mean\"], \n                                    y = train_image_statistics[\"image_sd\"],\n                                    z = train_image_statistics[\"image_skewness\"],\n                                    mode = \"markers\",\n                                    marker = dict(size = 4, color = train_image_statistics[\"rows\"],\n                                                 colorscale = \"jet\", opacity = 0.4))],\n               layout = go.Layout(margin = dict(l = 0, r = 0, b = 0, t = 0),\n                                 scene = dict(xaxis = dict(title = \"image_mean\"),\n                                             yaxis = dict(title = \"image_sd\"),\n                                             zaxis = dict(title = \"image_skewness\"),),))\nfig.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"While a healthy bunch is clustered together, however we do see potential outliers that **fall way outside the big green cluster**. \n\nIn data cleansing endeavour we might discard these paticular images."},{"metadata":{},"cell_type":"markdown","source":"# Image Denoising\n\nMany image smoothing techniques like Gaussian Blurring, Median Blurring etc were **good to some extent in removing small quantities of noise**. In those techniques, *we took a small neighbourhood around a pixel and performed some operations like gaussian weighted average, median of the values etc to replace the central element. In short, noise removal at a pixel was local to its neighbourhood*.\n\n**There is a property of noise. Noise is generally considered to be a random variable with zero mean**.\n\nSuppose we hold a static camera to a certain location for a couple of seconds. This will give us plenty of frames, or a lot of images of the same scene. Then averaging all the frames, we compare the final result and first frame. **Reduction in noise would be easily observed**.\n\nSo idea is simple, we need a set of similar images to average out the noise. Considering a small window (say 5x5 window) in the image, chance is large that the same patch may be somewhere else in the image. Sometimes in a small neighbourhood around it. Hence, using these similar patches together averaging them can lead to an efficient denoised image.\n\n**This method is Non-Local Means Denoising**. It takes more time compared to blurring techniques, but the result are very satisfying.\n\nDenoising illustration :\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"## OpenCV implementation of the aforementioned approach :\n\n* **cv2.fastNlMeansDenoisingColored()** - Works on Colored images. \n* **cv2.fastNlMeansDenoising()** - Works on grayscale images.\n\nCommon arguments are:\n\n* **h** : parameter deciding filter strength. Higher h value removes noise better, but removes details of image also. (10 is ok). \n* **hForColorComponents** : same as h, but for color images only. (normally same as h). \n* **templateWindowSize** : should be odd. (recommended 7). \n* **searchWindowSize** : should be odd. (recommended 21)."},{"metadata":{"trusted":true},"cell_type":"code","source":"def non_local_means_denoising(image) : \n    denoised_image = cv2.fastNlMeansDenoisingColored(image, None, 10, 10, 7, 21)\n    return denoised_image","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We had loaded some random images previously. Let's select one as our *sample_image* and perform all preprocessing ops on it."},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize = (20, 12))\nsample_image = load_image(PATH_TRAIN_IMAGES, random_images[0])\nplt.imshow(sample_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Sample Image\", fontsize = 18)\nplt.axis(\"off\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"denoised_image = non_local_means_denoising(sample_image)\n\nplt.figure(figsize = (12, 8))\nplt.subplot(1,2,1)\nplt.imshow(sample_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Normal Image\")\n\nplt.subplot(1,2,2)  \nplt.imshow(denoised_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Denoised image\")    \n# Automatically adjust subplot parameters to give specified padding.\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Observe carefully. You will nitice the differences at various regions."},{"metadata":{},"cell_type":"markdown","source":"# Edge detection Using Sobel filter :\n\nEdge detection is one of the fundamental operation in image processing. Using this, we can reduce the amount of pixels while maintaining the structural aspect of the images.\n\nThe basic operation involved behind edge detection is called Convolution and is illustrated below :\n\n![image.png](attachment:image.png)\n\nEdges can be detected using various kinds of filters.\n\n* First derivative based Sobel filter(for thicker edges).\n* Second derivative based Laplacian filter(for finer edges).\n\nHere, we want to consider the area containing only the leaf, while ignoring the background green. Hence, we use Sobel filter to identify the prominent edge of the leaf.","attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAzQAAAFTCAYAAADvHEm8AAAgAElEQVR4Ae2d7bXdKJBFOwVn0Dl0AhPCRDEpzM8JY0KYKByAk3AATsKz6rWPH2BAQqrSVelu1vJCXxSHDULULen5r79IEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBJQI///rrL/7BgDHAGJiNgaVJhYshAAEIQAACEIDAlQRmixjOschlDDAGbAyQIAABCEAAAhCAwG0J/PyP//iPnxnS//7v/34srrPo/e///u8Pvf/1X/+VAe9P6f2f//mfFHqNq0UXTXeGZOPW9No4zpCk97YzF8IgAAEIQAACEIDALwI///nnnwzrq5//93//l8qhMcfAFrD/+Z//mYKv9GZxEIyr8c3igMlBsHGcIUkvMyUEIAABCEAAAhC4OwEiNEGrSzkIWSI00pvFQVCEJoteOQhEaO4+JaIPAhCAAAQgAIFsBNI4NERogjyvX2azOjRZIkpyaIjQZJsi0QsBCEAAAhCAwN0JpHFosn1DIwchS4Qm2zc0WV85I0Jz9ykRfRCAAAQgAAEIZCOQ5huarA4N39DERJayvnJGhCbbFIleCEAAAhCAAATuTiBNhCbrK2dZIjSKKGX5JoUITYyjKKt6Re7uExj6IAABCEAAAhCAQBqHhgiNlpoxeTaHhghNzDiQVRwaHg4QgAAEIAABCGQhgEOjFZxzLgchS4SGb2icB0BjTg4C39BkmRrRCQEIQAACEIBAFgKnvqHRIm3ru4CvX79+1GP/b4j9+/vvv5f/g8Gzr5yd0brVvmbt+rErh+boNzSv0uv1V8N6fX6EY4+tHfOO0ETr3dufo/a2x6/Sm2UiQycEIAABCEAAAu9L4FCExhZTck4sny1U9cu/XWeLUC1EbX/le42jr5yZ1i9fvvzWe1Tr6kJfDs1qhObVelf6pF1ka3/W56scZbPNPb+huUKvHBqPCM2Vet93aqTlEIAABCAAAQhkIbDs0Ggx9c8///zU9shJ+Pbt2++ITLkg/fHjx28nw67Zk6wOc4JsYbg3SZ9plSO1qvX79+/LWk2fHJqVCM0d9J51aEZ9fpTjqK/Vn1n0yqEZjb9RO9vjV/GV3iwTGTohAAEIQAACEHhfAksOgi2uLNqhqIOiJqNFmhadvfM6t3dBqrpWHBovrXI09mo1TnatolLtonS0/0q9R9rYa4f6tdfnXnVYvV4Rmqv0ykE4G6G5Wu/7To20HAIQgAAEIACBLASWv6GxX9qV5GT0Fq92jX0rY4t6i8i0Sb8073VQrA6zZdGWvclb60q0RQ7NShlvvXvZGk/pNafjTPLs85kOLexXnMyevT16V/qwV4cdk0MzuldG5drjV+vNMpGhEwIQgAAEIACB9yWwHKEpF1hbDo1FHEYOiF5BGp0v67Ft1bWySC9tqPxoQbmlddWZkoNgC+8j6azeWXt6eqT3rIMwq3e1z3s6dcwrQrOld7Xfpa/NbZybLevXM+lqve87NdJyCEAAAhCAAASyEAhzaLR4tV+Ue0nnbaHXi+C0ZRShiXBopMVLq2mXg3D01/2ZQxOp94xDE6GrHQfa94jQXKnXI0LzCr1ZJjJ0QgACEIAABCDwvgTCHZpRBEaLs9F5LVyVa4Ef6dCMtKxqNc1yaCIiNFt67PxqZMHj+5YIXer/NveI0OzRO4uItJpm+3JozkRoXqH3fadGWg4BCEAAAhCAQBYCw1fCZosznZOT0XuNq1x89SIwdkyL7t551aFcEZqR06HrRrnKH9G61ZZenXJoIiM0xqLHzo7ZQnwUcZrpPfMNzRanI7p6Wu2YZ4RmxHGrPSNtveNWh4333vjrXd87tqVn63zP5uiYHLAsExk6IQABCEAAAhB4XwKhERo5LL1FkxZfexf8cp5eFaGxtuzVau2VQxMVofFkW+o9+8qZt67e2LFjXhGaLb2r/T7SKwfhbITmKr1ywN53aqTlEIAABCAAAQhkIRDm0NjCbs9fZNrroEQ6NKbVIhq2WOxFPPQX2Y44NCtlysWw2jv6Rd+TrdUrB+yMQ+Pd5yWPdtsjQrNX79E+LDXLoRn1Z3ntbHtPv3vqzTKRoRMCEIAABCAAgfclEOrQzBZxWpDuXeDZdeZw7HWA2kXhloPgqdXqloMQEaEx+956Pb6hidDV9qP2bdFu4+GsA+bNUfraXBGPMxEas3mVXtXzvlMjLYcABCAAAQhAIAuBsG9obPElJ6T9RkGvm40iIu1i0PblkJitI0nlRw7USKu++1jRavrk0Bz9tfyo3iNsS71nvqExOyOOR3WN+loO8VmHZqT3aL+P9MpBGI2/Ubn2+NV6s0xk6IQABCAAAQhA4H0JLEc8bAFpi0n7p0WaORk6Zq9nlUnXmENg1+iXddv/+vVreel0Wws5s7c3mVMgXdJRarVFdpl0TU/r6kJUDo3Vvzdt6Y1ia/qk96yDYLZmHFf6fMZN4yha72q/jzSLifXx2SRbHuN0pMXuE7P/vlMjLYcABCAAAQhAIAuBZYdG7/D/Wuxo0fM77y0A7Vd/faNi5Wyx1DoTo4WVjitiYYu5vamss6e3t7j00Gr65CCsRGi29EaxLfV6OAhmz4vjqK/NUbQ+zaJXTkivD0dtnB2P5iu9WSYydEIAAhCAAAQg8L4Elh2a2SIr8twRhyZSz5ZtOTQrEZotm5HnbYHs6SBEajXbnhGaaK1mXxGPnhN9Rf2rdeDQvO9DgZZDAAIQgAAEshE49Q3N6iLpzPX2y7aiO2fsXFVWDs1KhOYqbb16pNccmwzJO0IT3WY5CF4Rmqv0ZpvQ0AsBCEAAAhCAwPsRIEITtDKUg5AlQiO9lmdI2SI0cmiyRGgUUXq/KZEWQwACEIAABCCQjUAah0YRGlsYZkhyELJFaLI4NNkiNHIQiNBkmyLRCwEIQAACEIDA3QmkcWj4hibWjeMbmli+2SI00nv3CQx9EIAABCAAAQhAgG9ogtaxWSM0fEMTMyDkIBChYdKFAAQgAAEIQAACvgSI0MSsX3//2Wa+oYkBnO0bGr1yxjc0vhMY1iAAAQhAAAIQgEAah4ZvaGIcA1lVRIlvaETENydCw2QLAQhAAAIQgAAEYgikcWj4hsZ3gd1a4xualojvvhyaLBEa6Y2ZdrAKAQhAAAIQgAAE/AjwDY3vuvW3NUU8sv2VM76h+d2Frht65YxvaPwmLyxBAAIQgAAEIAABI0CExnXZ+mlMDg3f0Hwy8dzK9g2NIh5ZIjRywJgmIQABCEAAAhCAwN0J4NB4rrILW3JoskVo+Iam6ETHTTk0RGjuPiWiDwIQgAAEIACBbARwaBwXraUpOTRZIjR8Q1P2nv+2Ih5ZIjRywLJNaOiFAAQgAAEIQOD9CKT7hsYWWhmSHJpsERq+oYkZXXIQiNC83yRLiyEAAQhAAAIQiCVAhCZm/cr/QxPEVWb5hkYkYnJFlGKnH6xDAAIQgAAEIACB8wTSODT6f2hsoZUhZY3Q8A1NzOiSg0CE5vykhQUIQAACEIAABCBQEvj5999//7TXjGwha/ld/+kXedN7N63SU+Z6xcgWsuXxO/Bt9dh+q1fX3EGvaZAe5XIQTHd5/q56bdzqrwqqDcrvoFlalEtvOVmwDQEIQAACEIAABO5I4GORZQst/sGAMcAYGIyBO85daIIABCAAgWMEWPOx7n3CGKhG/0eExn6Vvfu/NkJzd729iMedNUuv5XfWKW1lhEbH7pwr4mHj+M46pU16q9mCHQhAAAIQeAKBJyxmaQNOWXUvpvuGxhbcGZItDO3Xbv5sc0xvGVfja69rZUhyGPmGppp/2IEABCAAgdcQkEPwmtrXapVWyzMk9Mb2kvhWtaRxaOz/77AFbBaHxhbaptd+kc+Q5IBZniEpYpdFrxwa/h+aav5hBwIQgAAEXkOguyh8jZTNWqXV8gwJvbG9JL5VLfw/NEGrdzkIWSI00psl4qEITTaHhghNNf+wAwEIQAACryHQXRS+RspmrdJqeYaE3theEt+qljQRj2wRGjkIWRwaRZSyOAhEaII88V9mFVGqZgt2IAABCEDgKQS6i8KbNk5aLc+Q0BvbS+Jb1YJDE7QulEPDK2cxgInQxHCVVRyaap5kBwIQgMDTCHQXhTdtpLRaniGhN7aXxLeqJY1Do/9YM9s3NFkiNHLAskRosjo0fENTzT/sQAACEIDAawh0F4WvkbJZq7RaniGhN7aXxLeqJc03NFlfOcsWocnyDY1eOcuiVxEPvqGp5h92IAABCEDgNQS6i8LXSNmsVVotz5DQG9tL4lvVkiZCk9WhyRKhyfYNDREavRwWk8sBq2YLdiAAAQhA4CkEuovCmzZOWi3PkNAb20viW9WSxqHJ9sqZXuHK4tBIL6+cxToIRGiq+YcdCEAAAhB4DYHuovA1UjZrlVbLMyT0xvaS+Fa1nHJo9Cvu1iLt69evP4v/efxje6tMu6w8G6FZ0ar/hd7+HxnTvarVtCvicfSVsxW9Z9maXm+HxqPP2zFQ7uuVMy8HzPR69HupsdyWba9vaK7SW80W7EAAAhCAwFMIdBeFJxone8pPmPqjqGxavprKstoe2dB55aPrto6rvOWrqSyr7ZENnVc+um7ruMpb7pVKm552TZ9sV1oPfUNji6kvX77I4HTBr4W9CbBohV4Vsv2V7x/MqbAyttBfSa/QavrkIKxGaF6td6VPRv3g1ecj+3Zc4yiL3r0O6qzNOncFX+mtZgt2IAABCEDgKQS0hvNoT8+WHfNKsr9qU+VKHb1jdr53fLU+1SNbq+VVTnZGukbHV+tTPar3aHnZUS572rfcy7Zs/WFv2UHQYsqiAtoeRTC+ffv20Sj7dbpM379//+0Q2TV70pEIjfRdrdXao7pXHBqVeaXesxEPzz6fjQuvCM1VeuUgnI3QXK23nI3YhgAEIACBxxDoLTqPNG5kZ3T8TB1m0yO1dkZaR8e3NKhcW89WudH51o7st9ePjrfXtfsq19bTXrdnX7baa0fH2+v27HdtLTs0FpnRIl1Oxsih0a/ovfNavFu+JylC0zpHs7IrWqVnpnVlsa8IzcorZyt6PdkaQ+ldaWOPvbeuXh12TPWc1evd7yO9euWsN75GZXrHr9IrB2zPzMI1EIAABCCQjkB3UXigFTM7ds4jqQ5Pe6Uu2S+PaftInbJ3pKzqLfPWjuyX12i7vVbHZ7nsHSnb2pWt9rjte9iXnT9sLTs0Fl1R2nJobIFu/378+KEiv3P90rx3wa+6bKG1N61qNdg9rfYamJ3bq9X0yUGwhffetKrXi22p96yD4NnnM25eDo3p9ez3kWY5CGcjNFfplQPWm5E4BgEIQAAC6Ql8PPscWvHHwrKwOTtXXLa5Ka0e9mSrrHRmd3autFFuq44jZUs7ti1b5fGZ3dm50ka5rTqOlC3t2PbMxuxca2e2L73VNYe+odGiTU7G6Fdne3XK/vWSXjsbnW/LKEKz4tCUNra02kJxFP0xJ8fO79Vq9cqhWXGCVvR6si317o2YlVrLbW9dpe1y27jajXNWr3e/lxrLbTk0o3ulvHa2fbXearZgBwIQgAAEnkKguyg80LjZInV2bqUqaT1iryyr7bbumd3ZudaO9lXP2bKyI7vKZ3Zn51S+zVXPkbI9W+0x7XvYN1vSK7sf+XKEplxszZwEc1is0pGTIIdmdL6sx7ZVV4RDU2rpRWi22tJqtX05NCsRmtKO2ttbAG/pKdtT2pxt61WmMxGaCF0jzR4RmpKTV7+P9CriYf16NF2pVw5YNVuwAwEIQAACTyHQXRQeaNxskTo7t1KVtHrYk62y/pnd2bnSRrmtOo6ULe3YtmyVx2d2Z+dKG+W26jhStrRj2zMbs3Otndm+9FbXhDk0imrYQq63WLRjcnh659tFnyI0ex2gUfmRgzCLwGy1pa3L9uXQRERotvRsLXxnes84NBG6elrtmByaMxEacRpF3rbaM9LWOy4HoTf+etf3jr1CbzVbsAMBCEAAAk8h0F0UHmjcbJE6O7dSlbR625OGmd3ZOZVv83fWO+M1O9cynO2Lb3VNmENjiy85LLPF2V4HRRGL6AjNSOusLb0ycmheFaE5qveMQ7Onz1d19djaMb1ydlbv7BWurfaMtPWOy6HxitD06vDUq4hSNVuwAwEIQAACTyHQXRQeaNzMjp3zSKrD2560yb72y/xInbJ3pGxZt7Zlb7Sv45YfqVP2j5Qt61b9Izuj462NrX3pra4bvhLWWzC1x+Rk9H511q/bo1+/bfFli8m9Dorq2nv9ilZpmUWTVrRa3XJoIiM0I7Ziv8JKes9EPFSvp662H7WvCI2XQ2Pa26T2rHBsbWjfbNhE07tXdM1WHjFOR3VKbzVbsAMBCEAAAk8h0F0UHmjcyM7o+IEqfr92ZTY9Uqut3Vcdo+M6P8pVznKPJHuy1e5vHdf5US57Hnplq61rdLy9bs9+19Zuh6K38JGTMVqkmRNg/3qLxdW/HKa6ji4uVX6m1RacHlqNlRyEiAiN2fdka/Y8vqGJ0GU2e8kjQmN2jaNnv/e02jFFPGwcnklX6cWh2TOncg0EIACBtAS6i8KDrenZsmNeSfZXbfaul61WW+94r3xbrrcvW6vle9fLVltP73ivfFuuty9bR8u3NmWvPO5l22z27P8V6tBoUdRzIrSA7p3rLfjsOmtElEOjBXJPz6pW0y+HJiJCY/Y92ZZ6z0Q8InSZzV5ShOZMRMnsevd7T6sdm/XXqEzv+NV6y9mIbQhAAAIQeAyB7qLwROtkT/kJU38UlU3LV1NZVtsjGzqvfHTd1nGVt3w1lWW1PbKh88pH120dV3nLvVJp09Ou6ZPtSuthB8EWW1tRD51vv5PRu/4mam+SrSiHRvY9tFqb5NBERWii9J51aLx1jcaHFvZZ9MqhMT5n0lV8FVGqZgt2IAABCEDgKQS6i8KbNk5avRfGUc1FbxTZf+2Kb1XL8jc0tqCyRbr90yLNFj86Zv9hZpl0jTkvdo0Worbfi4aUZcttRWhah6O8pt1+lVbTIYfG2rs33UHv2YiHtdWrz2fcbCzZGDrr0FylVw7Cypgftf8KvkUd1YTBDgQgAAEIPIJAd1F405ZJq+UZEnpje0l8q1qWIjT6SNoWkqN/vQWbLZL17r+Vs8WSRWlWkn6ZtrJ7U1lnT2+UVtMnh8YW3nvSK9maPr1W5+EgyF7J/0ifz7jJMc6iVw6CjWOP5HFPzXRIbzVbsAMBCEAAAk8hoHVchvZIq+UZEnpje0l8q1qWHJrZAij6nCI0Kw5NtKaZfTk0KxGamb3oc9Lr5SBE6/WM0ERrNftyEHpO9BX1r9YhvdVswQ4EIAABCDyFQHdReNPGSavlGRJ6Y3tJfKta0jg0RyI0q4s4z+vlIOyN0HjWfcSW9GZxaLwjNEeYrZTRK2deEZqVuo9cK73VbMHOEwnowUA+efOgF+F/g2NPHO+06ZOA7vnPI/fdklbLMyT0xvaS+Fa1LH9Dc2Rx5FFGEZqVb2g86j1qQw5CtgiNxzc0R5mtlCNCs0Jr/VoiNNU8+eQdPRjIcWjaMfDkcU/bPsd7Bhbl2ESvP4GsfCsSRGjW13q7SsihyRKh8f6GZhekExdli9DIQcgSoZHearZg56kE9DDL0D5ptTxDyqo3A1s0niOgsXnOyjWlpZX7PoZ3Vr4VDRyaE4vqWVE5NNkiNFleOcsWodErXHxDU80/7NyDgB5m91AzVyGtLGzmnI6eFd+j5SmXh0CmvpZW7vuY8ZWVb0UDh2bmlZw4J4cmS4RGerM4NERoTgzOHUXlgFWzBTtPJaCHWYb2SSsLm5jeEt8Y61i9E4FMfS2t3PcxIygr34pGum9o7FWYDEkOQrYIDd/QxIwuvcJFhKaaf9i5BwE9zO6hZq5CWlnYzDkdPSu+R8tTLg+BTH0trdz3MeMrK9+KBhGamPXr8v9DEyRjt1m+odmN6tCFinjwDU01/7BzDwJ6mN1DzVyFtLKwmXM6elZ8j5anXB4CmfpaWrnvY8ZXVr4VjTQODX/l7NA6enchRZSyvHKW7RsaIjTVvMPOvQjoYXYvVX010srCps/n7FHxPWuH8vcnkKmvpZX7PmZcZeVb0Ujj0PD/0Oz2TQ5dmM2h4RuaQ928u5AiStVswc5TCehhlqF90srCJqa3xDfGOlbvRCBTX0sr933MCMrKt6LBNzS7l3hrF8pB4BuaNW57r84WoZGDwDc01fzDzj0I6GF2DzVzFdLKwmbO6ehZ8T1annJ5CGTqa2nlvo8ZX1n5VjSI0OxdQS9eJ4cmy1854xuaxQ5evFyvnPENTTX/sHMPAnqY3UPNXIW0srCZczp6VnyPlqdcHgKZ+lpaue9jxldWvhWNNA4N39AsrqAXL5cDZnmGlC1CI4eGCE01/7BzDwJ6mHmqibBp+mTXcq9U2vS0a/pK2156Wzuqoz1+ZN/T1pH6KXMdgUx9La2WZ0joje0l8a1qSePQ8A1NrJuRzaHJ9g2NXjnLEqGR3mq2YOepBLoPhxONlT3LvZO3bdkrdXrqln1Pm61W1VEeP7rtaeuoBspdQyBTX0ur5RkSemN7SXyrWtJ8Q5PVoeEbmhhHjAhNDFdZVUSpmi3YeSqB7sPhYGNLW7btnWTfw7ZstRpHx9vr9uzLlofetj7ZtuNe9kubbX3sP4tApr6WVq9xHt2T6I0lLL5VLURotIJzzhXx4BsaZ7C/zGWL0MhByBKhkd5qtmDnqQS6DweHxkYsPqTVw7Zs9ZrqYd/sqg4vez2tqmd0buW49K6U4dqcBDL1tbRG30dePYleL5J9O+JbnU3j0OgbGltoZUhyaLJFaPiGJmZ06RUuvqGp5h927kGg+3BwkBax+JBWD9szG7NzK2g89c7q9dY7q4tzzyCgsZmhNdLqNc6j24zeWMLiW9Xy88uXLx+vnZmjYIuuNrdj5fGr96Xn77///mjAHr0q0+r2Pi57ZW7b9q/Uq2PRevbYb7WqjPRaXl6j82Vu21fvl5ps28aB/fq5V6/Kt7q9j8temdt2Vr2Or7JUEw87tyLQfTg4KDS73klaPWzPbMzOrbTJU++sXm+9s7o49wwCGpsZWiOtXuM8us3ojSUsvlUtOkhevxoAD3gwBj7HQDVpsPM4Ahrr3g0zu95JWj1sz2zMzq20yVPvrF5vvbO6OJefQDku2f581sEiF4vqTvz4hdteM7r7P30zYb/I312r6bNf5e3XbYsIZNJrujPoNa7GN4teRcBsHGfgK73VbMHOUwnoIe7dPrPrnaTVw/bMxuzcSpvO6i3LzzTNzh3Ru1KGa/MRaMcV+7kW8vTXv/1V3XkfC8KYrwZ8rWb7hkb/UWWWPwpgi2xzEEx3hqS/cpZFrxxcvqGp5h927kFAD0dvNWbXO0mrh23Z6mn0sG92VYeXvZ5W1TM6t3JcelfKcG1OApn6Wlqj7yOvnkSvF8m+HfGtzqZxaPizzbFuhhwwc2wyJEXssuiVQ8NfOavmH3buQaD7cHCQFrH4kFYP27LVNnV0vL1uz75seeid1edlX3pndXHuGQQy9bW0eo3z6B5Ebyxh8a1q+XglKsMCNluERhGPbBGaLA6CIjRZ9MqhIUJTzT/s3INA9+HgIC1i8SGtXrZlr2yul22zKfueNkut2vayL72yS/5cApn6Wlq9xnl0r6I3lrD4VrUQoQny5hTxwKGJAUyEJoarrMoBq2YLdp5KoPtwONhY2erlB01WxUq71YkTO6VN2/ZMpW1Pu2artN1uH61Ldo6Wp1weApn6Wlotz5DQG9tL4lvVksahyRqhsYV3hqSIUpZvUojQxI4qHJpqnnz6TvfhcNNGS6vlGVJWvRnYovEcAY3Nc1auKS2t3PcxvLPyrWikcWiyfkOTJUKjiFKWV7iyOjR8Q1PNP+zcg4AeZvdQM1chrSxs5pyOnhXfo+Upl4dApr6WVu77mPGVlW9FI803NFkdmmwRmiwOjV45yxJRUsSDb2iq+YedexDQw+weauYqpJWFzZzT0bPie7Q85fIQyNTX0sp9HzO+svKtaKSJ0GR95SxLhEavnGVxaIjQ8MpZNZOxc4aAHmZnbFxVVlpZ2MQQF98Y61i9E4FMfS2t3PcxIygr34pGGoeGCE3sAlYOTZaIR1aHhghNNf+wcw8CepjdQ81chbSysJlzOnpWfI+Wp1weApn6Wlq572PGV1a+FY1TDs3e12i+fv36s/ifxz+2Vxd2Zx2aFa36X+jtr8iY7lWt5nrIQTgaoVnRe5at6fX+hsajz2cunF4584oomV6Pfh9plm2vb2iu0lvNFuw8lYAeZhnaJ60sbGJ6S3xjrGP1TgS8+1r2lHu2VTYtX01lWW2PbOi88tF1W8dV3vLVVJbV9siGzisfXbd1XOUt90qlTU+7pk+2K62HvqGxxdSXL19kcLrg10LZBNjiXr+s2/5KNODoK2ev0Fo6NKvf0Lxar4eD4NXnI+fAjmscrYyhkb0r9O51UEcay+NX6q1mC3aeSkBzeYb2SavlGVJWvRnYovEcAY3Nc1b+Ld2z5XmPyv6qTZUr29g7Zud7x1frUz2ytVpe5WRnpGt0fLU+1aN6j5aXHeWyp33LvWzL1h/2liM0WkxZVEDbowiGLc6tEfbrdJm+f/+uxv789u1beWq4fSRCI317tJqOkVY5b3u1WiOORGjuoPesQ+PNcTQgvCI0V+mVQ3M2QnO13nI2YvuxBDQfZ2igtFqeIWXVm4EtGs8R0Ng8Z6XvCJhNL/ulLa/7vrUz0jo6vsVM5dp6tsqNzrd2ZL+9fnS8va7dV7m2nva6Pfuy1V47Ot5et2e/a2vZobHFvV6jkpMxcmi0QO+d1znL9yRFaFrnaFbWW+vKYl8OzUqEZkWvIhQebI2h9O7tjxF3b11b9az0Sc+WxuGM49k6rF69ctarp6drdOwqvXLA9swsXJOeQPfhcNNWSavlGVJWvRnYovEcAY3Nc1bmjovXfSqtnudLD/4AACAASURBVPbKdst+eUzbR+qUvSNlVW+Zt3Zkv7xG2+21Oj7LZe9I2daubLXHbd/Dvuz8YWvZobHoitKWQ6PIxo8fP1Tkd65fmvcu+FWXLbT2Ji+tijTt1Wr65CDI+dujeVWv8fVga9q0UD67eDdNnrpG3OQ4eei1m6zH8Ui/j/TKQTgboZndU5565YD1ZiSOPY7A7AF0t8ZK6x8Ps7sJ/aUnq96b4kSWIwGNzbMmZ/fi7NxKvdLqYU+2yvpndmfnShvltuo4Ura0Y9uyVR6f2Z2dK22U26rjSNnSjm3PbMzOtXZm+9JbXfPH62CjBVnvuJyM0a/O9qrXKKJii3dbnNk1e5LVYaBWHJrS7pZW0zLSaovdFa1WrxyaFSdoRa9xG7FbZVvqPesgeOsqmZTbxtXGw9mIkne/lxrLbTk0o3ulvHa2fbXearZg56kEug+HmzZWWi3PkLLqzcAWjecIaGyes3LtAvbIfa92lnnb5pnd2bnWjvZndemaUV6W1XZ77UzT7FxrR/uq50hZ2VA+szE7p/J7cumtrj3sINiia+Yk2KLaFpwjJ0GL7tH5dlGnuiIcmlJL75f6rba0Wm1fDs1KhKa0o/b2FsBbesr2lDZn29J7xqGJ0DXS7BGhKTl59ftIr41zux+sX4+mK/XKAatmC3aeSqD7cLhpY6XV8gwpq94MbNF4joDG5jkr93do2vb12j2bT2bnWtvaVx1HysqGctnSvuUzu7NzpY1yW3UcKVvaidDW2lcdf2gNdWj0a/JosTg73y76FKHZ6wCNyo8cBNMyingoQmN199rS1mX7chAiIjRberYWvjO9ZyIeEbp6Wu2YHJozesXJs99HeuUg9MbfqEx7/BV6ezMJxx5HQA+zDA2T1j8eZjcVn1XvTXEiy5GAxuZZk7N7cXZupV5p9bYnDTO7s3Mq3+bvrHfGa3auZTjbF9/qmlCHZitCMzvfLuYUsYiO0LT12r4tJFe0Whk5NK+K0Kzq9fiGZovT1vke+9ExvXJ2NqIkp7pXj6deOTReEZpovYooVbMFO08l0H043LSx0mp5hpRVbwa2aDxHQGPznJV/owWj+3F0fLVOafW2Jx2yr/0yP1Kn7B0pW9atbdkb7eu45UfqlP0jZcu6Vf/Izuh4a2NrX3qr64avhPUWTO0xORm9X523fq3X+b0Oiurae/2KVlu4amFrutq0qtXKy6E5GqFRRGrGdiuysMJKes84COLkqavtC+0rQnNGb0S/S1+by6Hp9Wd77Wj/FXqr2YKdpxLoPhxu2lhp9XowRjczq95oLth/PQGNzbNKRnZGx4/UJ1uWeyTZk612f+u4zo9y2XtHvWp7y2Z0vL1uz37XVliExha3trA1b7HnJKz+RSYt8FcW6eXCUA7RaEFpDo2XVqtXDkJEhMbsm17758G21HvGQYjQZTZ7ySNCY3a9+72n1Y4p4nEmQnOlXjlge2YWrklPoPtwuGmrpNXyDCmr3gxs0XiOgMbmOSv/lu7Z8rxHZX/VZu962Wrb3TveK9+W6+3L1mr53vWy1dbTO94r35br7cvW0fKtTdkrj3vZNps9+8f/apgtrracBC06e06EXnHqnestClXX0W9oVH5Un6dW0y+H5miEZkuvFpy99qyyLfWe+SbF7Hjr6o0FO6YIzVm93v0+0jvjMirTO3613nI2YvuxBLoPh5u2Vlo9H46RTc2qN5IJtu9BQGPTS43sKfeya3Zk0/LVVJbV9siGzisfXbd1XOUtX01lWW2PbOi88tF1W8dV3nKvVNr0tGv6ZLvSGhahscWYFuWtE6JvE0YRht5Czhbu1ghbGB5J0tJzAPZotbpXkhyaqAiN2jNiu6pXTtDZCI23rhFzLeyz6JVDY3zOpKv4KqJUzRbsPJVA9+Fw08ZKq+UZUla9Gdii8RwBjc1zVq4pLa3c9zG8s/KtaCx/Q2MLKluk2z8t0mzxo2P2H2aWSdfYAtuu0ULU9kfORVle21rIrTg0r9JqmuXQWHv3pjvoPesgWFu9+nzGzcaSjaEseuUgrIz5Ufuv4FvUUU0Y7DySgB5mGRonrZZnSFn1ZmCLxnMENDbPWbmmtLRy38fwzsq3orEU8dBH37aQHP3rLdjs1399q2DlbLFkUZqVdMShKevs6Y3Sau2SQ2ML773pDno9HARrr0efz7jJMc6iVw6CjWOPFM1XeqvZgp2nEtB8nqF90mp5hpRVbwa2aDxHQGPznJVrSksr930M76x8KxpLDo3HQuyoDXM+zClpX7E6ai+6nByalQhNtKaZfem1hXKG5BmhuaK9chB6TvQV9a/WIb3VbMHOUwmUDzO2Jz/Y9X4Ye+ixp4512vVJQPf655H7bkmr5RkSemN7SXyrWtI4NEciNKuLOM/r5SCsRGg861+1ZY6MPZi9Ih6r9a9e7x2hWa1/9Xq9cuYVoVmtf/V66a1mC3aeSEAPBnIcmXYMPHG806ZPAurvzyP33ZJWyzMk9Mb2kvhWtaSJeChCY78cZ0hyaLJFaLI4NERoYu8CIjTVPPnkHT0YyHFo2jHw5HFP2z7HewYW5dhErz+BrHwrEkRogtaFcmiyRGikN4tDky1CIwchS4RGeqvZgp2nEtDDLEP7pNXyDCmr3gxs0XiOgMbmOSvXlJZW7vsY3ln5VjTSODSK0PANTYwHJoeGb2hi+OoVLr6hqeYfdu5BQA+ze6iZq5BWFjZzTkfPiu/R8pTLQyBTX0sr933M+MrKt6KRxqHhG5qYhbas8g2NSMTkinhkidDIAatmC3aeSkAPswztk1YWNjG9Jb4x1rF6JwKZ+lpaue9jRlBWvhUNvqGJWb/+/rPNfEMTA5hvaGK4yqocsGq2YOepBPQwy9A+aWVhE9Nb4htjHat3IpCpr6WV+z5mBGXlW9EgQqMVnHOuV7j4hsYZ7C9z2b6hUcQjS4QGh6aaJ5++o4dZhnZKKwubmN4S3xjrWL0TgUx9La3c9zEjKCvfikYah4ZvaGIcA1mVA8Y3NCLim8tB4Buaav5h5x4E9DC7h5q5CmllYTPndPSs+B4tT7k8BDL1tbRy38eMr6x8KxppHBq+ofFdYLfW+IamJeK7L4cmS4RGEaVqtmDnqQT0MMvQPmllYRPTW+IbYx2rdyKQqa+llfs+ZgRl5VvRSPMNTVaHhm9ofB0DWcv2DY0cBCI01fzDzj0I6GF2DzVzFdLKwmbO6ehZ8T1annJ5CGTqa2nlvo8ZX1n5VjSI0GiF7JzrFS6+oXEG+8tctm9oskVopLeaLdh5KgE9zDK0T1pZ2MT0lvjGWMfqnQhk6mtp5b6PGUFZ+VY00jg0+obGFloZkhyabBEavqGJGV1yEIjQVPMPO/cgoIeZp5oIm6ZPdi33SqVNT7umr7Ttpbe1ozra40f2PW0dqZ8y1xHI1NfSanmGhN7YXhLfqpY0Dk3WV86yRGj4hibGkZFVvXLGNzTV/MPOPQh0Hw4npMme5d7J27bslTo9dcu+p81Wq+oojx/d9rR1VAPlriGQqa+l1fIMCb2xvSS+VS1pvqFRhMYWhhlS1giN6c6Qsn1DQ4SmmnfYuReB7sPhoMTSlm17J9n3sC1brcbR8fa6Pfuy5aG3rU+27biX/dJmWx/7zyKQqa+l1WucR/ckemMJi29VCxGaoNW7HJosERrpzeLQ8A1N0MD9ZVYOWDVbsPNUAt2Hg0NjIxYf0uphW7Z6TfWwb3ZVh5e9nlbVMzq3clx6V8pwbU4CmfpaWqPvI6+eRK8Xyb4d8a3OpnFoFKHhG5qYhawcGr6hieGrV874hqaaf9i5B4Huw8FBWsTiQ1o9bM9szM6toPHUO6vXW++sLs49g4DGZobWSKvXOI9uM3pjCYtvVcvPL1++fLx2Zo6CLbravDz2qm3T9Pfff3804E56W1a2r3+lXh0r+alseSx6W3WWubRJr+Xl+VKTjtux8vgV+6pbem0c2K+fe/WqfKvb+7jslbltZ9Xr+CpLNfGwcysC3YeDg0Kz652k1cP2zMbs3EqbPPXO6vXWO6uLc88goLGZoTXS6jXOo9uM3ljC4lvVooPk9asB8IAHY+BzDFSTBjuPI6Cx7t0ws+udpNXD9szG7NxKmzz1zur11juri3P5CZTjku3PZx0scrGo7sSPX9q/ffv28+vXrz/vmps2/RUu+4X9rjqly/Tqo3X7dd6O69zdctNa6jXdtj/T2TtXHiu3Zas8Vm7vPa/rlBtXix7s0asyr8xt3JpeG8fW/h6DV+pr9ShiV80W7DyVgB7i3u0zu95JWj1sz2zMzq206azesvxM0+zcEb0rZbg2H4F2XLGfayFPf/3bX9Wd9+HQxHw14GtV39DYwjBDkgOW5Y8CSK/lGZIcxix65YBl+bPN0lvNFuw8lYAejt7tM7veSVo9bMtWT6OHfbOrOrzs9bSqntG5lePSu1KGa3MSyNTX0hp9H3n1JHq9SPbtiG91Ns0fBcj6/9Bk+481+StnMe6cIjT8UYBq/mHnHgS6DwcHaRGLD2n1sC1bbVNHx9vr9uzLlofeWX1e9qV3VhfnnkEgU19Lq9c4j+5B9MYSFt+qlnQRGvvlOENSxCNLhCbrXzkjQhNzNxChqebJp+90Hw4OjY5YfEirl23ZK5vrZdtsyr6nzVKrtr3sS6/sPjVXO4/kT2Gitmdoj7RaniGhN7aXxLeqhQhNzHrwpxyELA6NHDAiNDEDQg5ClgiNIkrVbPHMne7E+MymDlvlyUC2evlQwMKJ0u5CsemlpU3b9kylbU+7Zqu03W4frUt2jpbPUk7tPJJnaeOWTrV967o7nJdWyzMk9Mb2kvhWtaRxaLJ9QyOHJtsrZ1kiHvqGJosDJoeGb2iq+ecOO92J8Q7CLtSQiYG0Wp4hZdWbge1ZjWXf7N0+W+edyqvNd9I00iKtlmdI6I3tJfGtaknj0GT7hkYRjywRGjlgWRwEcxTtF8osehXxyBKhkQNWzRbP3OlOjM9s6rBVmRhIq+UZUla9Gdii8RwBjc1zVq4pLa3c9zG8s/KtaKT5hiabQyMHgQhNzCtcitBkiSjJQSBCU80/V+9o0i7r3XusLPO07R6Du7ZRWi3PkLLqzcAWjecIaGyes3JNaWnlvo/hnZVvRSNNhEavnNnCMEOSQ5MlQqOIUpaIhxyaLHqzOTSKKFWzRf6d3qStY2qd9i1/l6Q2Z2ivtGbpn6x6M4wFNJ4joLF5zso1paWV+z6Gd1a+FY00Do0iNLbQypDk0GSL0GRxEPTKWbYIDa+cVfPP1TvlpL1n+2p9r6pPLF5V/0q90mp5hpRVbwa2aDxHQGPznJVrSksr930M76x8KxqnHBr96ry1SLP/Ab34n8c/trfKtE7L2QjNlVpNuyIeRyM0V+uVA+bl0Hj0eTsGyn3vCE20XkU8vF45i9ar8VfNFs/ZKSfv3vZzWrqvJWKw7+rXXiWtlmdIWfVmYHtGY9kvq9tn6r1TWbXbS5PsKfeya3Zk0/LVVJbV9siGzisfXbd1XOUtX01lWW2PbOi88tF1W8dV3nKvVNr0tGv6ZLvSeugbmm/fvsnYRz5zTrSwNwG2CNVC1PZXfl0/GqGxhd+XL19+671Cqy285SCsOjSvYFvqXemT0sEot736vLTZbmscZdErB2E2/to2jvav4Cu91WzxvJ3f88KvCfJ5LdzXInHYd/Vrr5JWyzOkrHozsD2jseyX1e0z9d6prNrtoalny455JdlftalypY7eMTvfO75an+qRrdXyKic7I12j46v1qR7Ve7S87CiXPe1b7mVbtv6wtxyh0WLKfnHWonK0SDNnwhrRvib2/ft3NfanLeD3JKvDbNlCa2+SVosOafsKraZP9a28cqYyV7Mt9Z6N0Hj2+ayf9cpZFr1eEZqr+EpvORs9aPv3/FM8xNpjD2ruZlPU9s0Lb3CBtFqeIWXVm4HtWY1l36xsn633LuXV5rN6RnZGx4/UJ1uWe6TWjuy3tkfH2+vafZVr62mv27vf2pH9tvzoeHtdu69ybT3tdXv2Zau9dnS8vW7PftfWkoNgC0xzDrRIV9Rk5CRogd47r3OW70mqq3WOZmUtMqMIicr3tJgN6emd17m9Ws3ekQjNq9iWelfa2GMvVl4ce3XYMTnTZx2aq/Qq4tHjMmpj7/jVevfMLImu0SSo3KT3tstjiZp3WGqm9kqr5RlSVr0Z2KLxHAGNzXNW6jm0teV1n0qrp71Sq+yXx7R9pE7ZO1JW9ZZ5a0f2y2u03V6r47Nc9o6Ube3KVnvc9j3sy84ftpYdGouuKG05CXrV68ePHyryO9erVXKOfp8YbNhCcDVC8yqt1gQtPOVQDZpVHX6lXjlgZx0Ezz6v4DQ7XhGaq/Qq4mH3zJl0lV45YL0ZKfExTbTlRKhjapb2y2t07qm52pyhfdKapX+y6s0wFtB4joDG5jkr80Wq130qrR72ZKts98zu7Fxpo9xWHUfKlnZsW7bK4zO7s3OljXJbdRwpW9qx7ZmN2bnWzmxfeqtr/ngdbGWxteXQWMRhFFGxxbstzuyaPUl1jext2VD50S/knlpNixyEvQ5bq/9Ves0RO5OsT0d9tNrnMx2K0JzV693vI81yEEbjb1SuPX4VX+mtZotn7LQTandi3JiUn0HisxUjBp9X3GdLWtt+vI/CWklWvXUr2HsiAY3Ns22b3Yuzcyv1SusRe2VZbbd1z+zOzrV2tK96zpaVHdlVPrM7O6fyba56jpTt2WqPad/DvtmSXtn9yJcjNOUCa7botsWrVbq1uB2dL+ux7SMRmtLGlVqtXjk0KxGaV+pVROlMhEYOy6hPt86X7d/a9ojQeI/RmWZjYveDjcOjaYvf1vmVeqW3mi2eudOdGJ/Z1GGrMjGQVsszpKx6M7BF4zkCGpvnrFz7i7zHfd9r98zu7NyIneo4Ura1KVvl8Znd2bnSRrmtOo6ULe3Y9szG7FxrZ7YvvdU1oQ6Nfk3uvXJWLr5659vFlxyS0WK5vb7dV/neL+RbWrbOt3XZvhyaiAjNlp6t8zO9Hg6NRT16fXpEV0+rHVOExkOvjalovYp49MbfqI3tcfG7gq/0VrPFM3e6E+MzmzpsVSYG0mp5hpRVbwa2aDxHQGPznJVrF7Be933b9pnd2bkRO9k/UrZnU/Z0bmZ3dk7l21z2j5Tt2WqPad/DvtmSXtn9yEMdmq0Izex8u5h7dYRmRatpV8TjVRGao3q9HIS2/2zfFuSrunp27NhVERovvYp4REdovPS+kUNTTYhvutN9ONyUhbRaniFl1ZuBLRrPEdDYPGdlsLj8ZdTrPpVWb3tqu+xrv8yP1Cl7R8qWdWtb9kb7Om75kTpl/0jZsm7VP7IzOt7a2NqX3uq64Stho4VkeXwW9bBfvGcRGp23hdOepLoiIjTSMvqlXuf3arX2REZopCdC75lvUhRB8NQ1GhuK0JzRG8FxpFcOgkeE5gq+0lvNFuw8lUD34XDTxkqr14MxuplZ9UZzwf7rCWhsnlUysjM6fqQ+2bLcI8mebLX7W8d1fpTL3jvqVdtbNqPj7XV79ru2wiI0tli0V2PMW7TtNun/09j7SlZkhMZbq7VVDk1EhCZS75kIjbXbnFjr815a7fOeDR2TQ3NGbwRH6Wtzc0KMy5kIjdm8iq/07plZuCY9ge7D4aatklbLM6SsejOwReM5Ahqb56z8W7pny/Melf1Vm73rZattd+94r3xbrrcvW6vle9fLVltP73ivfFuuty9bR8u3NmWvPO5l22z27K/9R5XtIk1Rk9GvznotqHder2T1zrX12L7qsoXWkaTyo/o8tZo+OTR7Hba2Ta/SeybiYW0QR9PfptU+b8uX+6rHS29vXHjqVcSjV0/Zrq1ttTuar/SWsxHbjyXQfTjctLXS6vlwjGxqVr2RTLB9DwIam15qZE+5l12zI5uWr6ayrLZHNnRe+ei6reMqb/lqKstqe2RD55WPrts6rvKWe6XSpqdd0yfbldawCI0tzLQob50QfUthovYmWwja9bbQOpKkZbSg1PmRVvtlvBdpGmnRYjgiQmN1buldYWv2pPdMxCNC14ivR4Rmj97Vfh/pVcTD+u1M8u73kRYcmmqefPpO9+Fw00ZLq+UZUla9Gdii8RwBjc1zVq4pLa3c9zG8s/KtaCx/Q2MLKltM2j8temyxpmP2H2aWSdfYAtuu0S/Mtj9yLsry2h4t5HS+l79Kq2k5EqG5g96zDo213avPe32qYzaWbAydjdBcpVdMVsa82trmsnX2nmrtlvtFHdWEwc4jCehhlqFx0mp5hpRVbwa2aDxHQGPznJVrSksr930M76x8KxpLEQ+LUOgdfltM9f71Fmy26CzL2WLJojQryexafVZ2T3qlVtMnh8YW3nvSq/V6RWjUVo8+l61eLsfYwwEz+9F6vSI0YnGV3mq2YOepBDSXZ2iftFqeIWXVm4EtGs8R0Ng8Z+Wa0tLKfR/DOyvfisZuB0ELqVflRyI0r9Jq9cqhsYV3hiS9tlDOkBSh8XJootusiEfP4Y+u+4h96a1mC3aeSqB8mLE9+LGu9wPeg489dazTrk8Cutc/j9x3S1otz5DQG9tL4lvVksahWY3QHFnEeZYxx8AednsjNJ51H7ElhyaLg+AdoTnCbKWMd4Rmpe4j1+LQVPPkk3f0YCDHkWnHwJPHPW37HO8ZWJRjE73+BLLyrUgsf0NzZHHkUYYIjQfFsQ05NNkiNFn0ykEgQlPNP+zcg0D5MGP7c6H3zizuMTJREUlA4zuyDi/b0mp5hoTe2F4S36oWIjTjNf6pM3IQskRoFFEiQnOq24eFs0VopLeaLdh5KoHuw+GmjZVWyzOkrHozsEXjOQIam+esXFNaWrnvY3hn5VvRSOPQEKEZrpVdTsgBy+LQ8A2NS7cPjSiiVM0W7DyVgB5mGdonrSxsYnpLfGOsY/VOBDL1tbRy38eMoKx8KxppHBq+oRmuPV1OEKFxwTg0ooiHOeYZEg5NNU8+fUcPswztlFYWNjG9Jb4x1rF6JwKZ+lpaue9jRlBWvhUNvqEJWl0q4sFfOYsBrAgN39DE8MWhqebJp+/oYZahndLKwiamt8Q3xjpW70QgU19LK/d9zAjKyreiQYQmZj34+882Z/mGRg5YllfO+CtnQQP3l1lFlKrZgp2nEtDDLEP7pJWFTUxviW+MdazeiUCmvpZW7vuYEZSVb0UjjUPDNzSxC1g5NFkiHorQZHHAFPHgr5xV8w879yCgh9k91MxVSCsLmzmno2fF92h5yuUhkKmvpZX7PmZ8ZeVb0Ujj0PANTaxDwzc0sXwV8eAbmmr+YeceBPQwu4eauQppZWEz53T0rPgeLU+5PAQy9bW0ct/HjK+sfCsafEMTtI5VxCPbNzRZIh6K0GSJKBGhqeYddu5FQA+ze6nqq5FWFjZ9PmePiu9ZO5S/P4FMfS2t3Pcx4yor34oGEZpghybLNzREaIIGwi+z2SI00lvNFuw8lYAeZhnaJ60sbGJ6S3xjrGP1TgQy9bW0ct/HjKCsfCsaaRwavqGJXXAropQl4qEITZaIEhGaat5h514E9DDzVBVh0/TJruVeqbTpadf0lba99LZ2VEd7/Mi+p60j9VPmOgKZ+lpaLc+Q0BvbS+Jb1ZLGoeEbmmscmiwOAn/lLHY8yAGrZgt2nkqg+3A40VjZs9w7eduWvVKnp27Z97TZalUd5fGj2562jmqg3DUEMvW1tFqeIaE3tpfEt6qFb2iC1oWKeGT7hiZbhCaLXjkI/JWzav5h5x4Eug+Hg9JKW7btnWTfw7ZstRpHx9vr9uzLlofetj7ZtuNe9kubbX3sP4tApr6WVq9xHt2T6I0lLL5VLURogh0avqGJAUyEJoarrPINTTVPPn2n+3BwaHTE4kNaPWzLVq+pHvbNrurwstfTqnpG51aOS+9KGa7NSSBTX0tr9H3k1ZPo9SLZtyO+1dk0Dg3f0GipGZMropTllTO+oYkZB7KqiFI1W7DzVALdh4NDYyMWH9LqYXtmY3ZuBY2n3lm93npndXHuGQQ0NjO0Rlq9xnl0m9EbS1h8q1p0kLz+JQ0e8GAMfI6BatJg53EENNa9G2Z2vZO0etie2ZidW2mTp95Zvd56Z3Vx7hkENDYztEZavcZ5dJvRG0tYfKtadJD8c/EGC1gwBuoxUE0a7DyOgMa7d8PMrneSVg/bMxuzcytt8tQ7q9db76wuzuUnUI5LtuvnHTzy8KjuxI8/CvD169efd/737du3n/p/UuzdftNqx+6q2bTpGw97defOWsVQeu1VLh27c65XorLo1TcpNo7vzFXapLeaLdh5KgE9wL3bZ3a9k7R62J7ZmJ1badNZvWX5mabZuSN6V8pwbT4C7bhiP88inr767KvqzuOvnOmjAedc36Rk+aMA0pvlr4bpG5oseuWA2bdgGRIOTTVPPn1HD0jvdppd7yStHrZlq6fRw77ZVR1e9npaVc/o3Mpx6V0pw7U5CWTqa2mNvo+8ehK9XiT7dsS3OpvmjwJk+39o5CBkc2iy/FEARZSy6JWDwJ9truYfdu5BoPtwcJAWsfiQVg/bstU2dXS8vW7Pvmx56J3V52Vfemd1ce4ZBDL1tbR6jfPoHkRvLGHxrWpJ49Dor5zZL90ZkhwaW3hnSNKbJeKhCE0WhyZbhEZ6q9mCnacS6D4cHBobsfiQVi/bslc218u22ZR9T5ulVm172Zde2SV/LoFMfS2tXuM8ulfRG0tYfKta0jg0itDYL90ZkjkG9jDLEqGR3iwOQlaHJkuERhGlarZg56kEug+Hg42VrV5+0GRVrLRbnTixU9q0bc9U2va0a7ZK2+320bpk52h5yuUhkKmvpdXyDAm9sb0kvlUt6b6hIUIT484pQpPFodErZ1kiSop4ZPmGRnqr2YKdpxLoPhxu2lhptTxDyqo3A1s0niOgsXnOyjWlpZX7PoZ3Vr4VjXQRmmwOTZYITTaHhghNjGMrqzg0SEId8QAAIABJREFU1Tz59B09zDK0U1pZ2MT0lvjGWMfqnQhk6mtp5b6PGUFZ+VY00jg0+oYmyytnchCyOTRZIh5yaLLolYNAhKaaf9i5BwE9zO6hZq5CWlnYzDkdPSu+R8tTLg+BTH0trdz3MeMrK9+KRhqHRt/QZInQ6JuULH8UQHqzvXKWRa++SeEbmmr+YeceBPQwu4eauQppZWEz53T0rPgeLU+5PAQy9bW0ct/HjK+sfCsap76h0a/OW4s0+8/6tKCzDxn//vvvn1tl9OqLckVojjo0V2o1zWcjNK/S6+Ug9PrcMzqhCE2k3tUxqrHay9WfXgyi+UpvNVuw81QCephlaJ+0srCJ6S3xjbGO1TsRyNTX0sp9HzOCsvKtaByK0Nhi6suXL78BzBZ++uVff/FLC1HbX3ldyOqwMrbQWkmv0Gr61O7VV85Mr7VT/65ga3rlgHk4CGq7tcHaX/a5h33Tqz8K4GFvpndljM7GpRyEWX/OypfnZno9eFhd0lvNFuw8lYDmmwztk1bLM6SsejOwReM5Ahqb56x8lpY95Z9nzm/JpuWrqSyr7ZENnVc+um7ruMpbvprKstoe2dB55aPrto6rvOVeqbTpadf0yXalddlB0GLKIi5aqI4Wad++ffuo1CIyZfr+/ftvh8iu2ZMUoVn5huZVWq09trA06CuvnJV6tX0F21Kv1Xsmjfr8x48fy30+06Gxd3YBP9J7ZIzO9MpBOBuhGen15iu91WzBzlMJdB8ON22stFqeIWXVm4EtGs8R0Ng8Z+Xf0j1bnveo7K/aVLmyjb1jdr53fLU+1SNbq+VVTnZGukbHV+tTPar3aHnZUS572rfcy7Zs/WFv2aGxyIwtJi3JyRgturXo7J3Xgn3vgtRsGBBbaO1Nr9Jq+uTQiNUeza/Uu9ofo/bM+lzn9vb5qA477hWhkSaPMTrTq1cue/XMyrXnZnp1zoOv9JazEduPJdB7+Ny1sdL6x8PspoKz6r0pTmQ5EtDYPGtyZGd0/Eh9smW5R2rtyH5re3S8va7dV7m2nva6vfutHdlvy4+Ot9e1+yrX1tNet2dfttprR8fb6/bsd20tf0Njv1wrbTk0FpkxJ8R+PW6Tfmne66Corr3XW32v0mp1y6FZidDcQe/ZxbBnn7djptz3WrxfpVcRj7MRmqv17plZuCY9ge7D4aatklbLM6SsejOwReM5Ahqb56z0Ixuy6XWfSqunPWm0XPbLY9o+UqfsHSmresu8tSP75TXabq/V8Vkue0fKtnZlqz1u+x72ZecPW0sRj3JBadtyMka/OlvEYfSKmF7pGZ1v61KEZu/1bfkrtVrdcmhs4X0kvUrvWYfGs89n3LwiNFfplUMzuldmbdU5+2HAHJrRPbB6T8luL5fe3ozEsccRmD2A7tZYaf3jYXY3ob/0ZNV7U5zIciSgsXnW5OxenJ1bqVdaPezJVln/zO7sXGmj3FYdR8qWdmxbtsrjM7uzc6WNclt1HClb2rHtmY3ZudbObF96q2vCHBotrmwB1ktb59syWuCvRGhKGyrfW1BuadF5W0j2ok1lPdqWQ7MSoVFZy1+l98w3NOI06nN95zE6X7Z/a9sjQrOld+v8lsbyvBwE69ejSXpG49CTr/RWswU7TyXQfTjctLHS6vVgjG5mVr3RXLD/egIam2eVzO7F2bmVeqX1iL2yrLbbumd2Z+daO9pXPWfLyo7sKp/ZnZ1T+TZXPUfK9my1x7TvYd9sSa/sfuThDo3Xr8mK0EQ6NDOtBnB0vrdAlUMTEaEpF7a9uu38ql6Pb2gidPXaZ8c8IjR79M4iOCNtveM2dqxPeg517/resa1+3Trfszk6Jr3VbMHOUwl0Hw43bay0Wp4hZdWbgS0azxHQ2Dxn5dpf5D3u+167Z3Zn50bsVMeRsq1N2SqPz+zOzpU2ym3VcaRsace2ZzZm51o7s33pra5ZWqS3i589UQRbGPWiGuVisnd+VNeKU1HaOKP1yC/fcmgiIzQjtmf0nnnlbKtPpWuku+yvrW3PCM1Iz1Z7tjSW5xXxOBOh2eK3db7Us7UtvdVswc5TCXQfDjdtrLR6PRijm5lVbzQX7L+egMbmWSWze3F2bqVeafW2Jw0zu7NzKt/m76x3xmt2rmU42xff6pqXRmjMk9u74I+O0MwiGlrY7tVqi0U5NFERmii9Zx2aLV0rfT5bdHtFaK7SKwfhjENj4/BqvdVswc5TCXQfDjdtrLRaniFl1ZuBLRrPEdDYPGdl8PrPL6Ne96m0ettT22Vf+2V+pE7ZO1K2rFvbsjfa13HLj9Qp+0fKlnWr/pGd0fHWxta+9FbXhTk0thi113UMrv1y3Cb9lbO9ToIiLBGvnJk2+65jS+tK3XJo9rav5aP2jl5RitJ75huavRyPMikZeURortQrh2bUn2XbZtt7+t2Dr/RWswU7TyXQfTjctLHSanmGlFVvBrZoPEdAY/OclbFD42Xf9MmW5R5J9mSr3d86rvOjXPbeUa/a3rIZHW+v27PftRXq0GhR1FvEaUHaO9db0Nl1NqgjXjmz+jy1mj05NBERmgi9Ht/QROgym71ki3YbD2ciSmbXu997Wu2YjVvTeyZC8wq9e2YWrklPoPtwuGmrpNXyDCmr3gxs0XiOgMbmOSv/lu7Z8rxHZX/VZu962Wrb3TveK9+W6+3L1mr53vWy1dbTO94r35br7cvW0fKtTdkrj3vZNps9+8cdBFtcbUURSiekjNLoXX8TVR4fLQbLumwBeiQd1arXzVa0mj45NEd/LX+V3rMOwqjPj3Ic9bUc4ii9R8boSKsdnzlOs3LtOfFt/1KcN1/pLWcjth9LoPtwuGlrpdXz4RjZ1Kx6I5lg+x4ENDa91Mieci+7Zkc2LV9NZVltj2zovPLRdVvHVd7y1VSW1fbIhs4rH123dVzlLfdKpU1Pu6ZPtiutyxEaW2jbYtL+adFjvz7rmC2syqRrTIBdo1/Wbd8WZ3uTFnJmb2/a0mqvvZVppvXr16/lpZvbcmiszXuTlRFHaTnK9qjesw6CtVXaz/b5jJvGURa9YmJj8mySrUi+RR3VhMHOIwl0Hw43bam0ej8go5qbVW8UD+zeh4DG5n0UjZVIK/f9mNGZM1n5Vm1edmj0XYwtpnr/egs2e52pLGeL9Nbx2VrkmV2rz8ruTWWdPa09h8pDq+mTQ7MSodH3ET2tdiyKban37Dc06puWoy2QV/tctnq5OX7GxMOhMfut3iNjtKdTx+Qg9PpQ16zkrV5vvtJbzRbsPJWA5vIM7ZNWyzOkrHozsEXjOQIam+esXFNaWrnvY3hn5VvRWHZoVhZdntceidB41r9qSw7NSoRmtQ7P622B7OkgeGrr2fKM0PTsex8zB8n49pxo77o87ElvNVuw81QCephlaJ+0Wp4hZdWbgS0azxHQ2Dxn5ZrS0sp9H8M7K9+KxlLEw2OhdNSGIjT2y3GGJIdmJULzynZJr1fEI7ot3hGaaL2KeHhFaK7SW80W7DyRQPkgY3vw5oH9GPGG/5443mnTJwGN6c8j992SVsszJPTG9pL4VrWki9CsvHIWveib2ZeDkCVCI71ZHJpsERo5NFkiNNJbzRbsPJGAHgzk7+m0zPr9ieOdNn0SUN9/HrnvlrRaniGhN7aXxLeqJY1DQ4Rm5j6dPyeHxl49y5CI0MT2Eg5NNU8+fUcPB3KcGo2Bp4952vc51jOw0Li0PENCb2wviW9VSxqHhm9oYhewfEMTy1ffpGSJ0EhvNVuwAwEIQAACTyHQXRTetHHSanmGhN7YXhLfqpZ039Bke+WMb2hiHAUiNDFcZZUITTVPsgMBCEDgaQS6i8KbNlJaLc+Q0BvbS+Jb1UKERis451yvcPENjTPYX+b4hiaGq6zi0FTzJDsQgAAEnkaguyi8aSOl1fIMCb2xvSS+VS1pHBq+odFSMyaXA8Y3NDF85SDwV86q+YcdCEAAAhB4DYHuovA1UjZrlVbLMyT0xvaS+Fa1pHFo9A1NtlfOskRo+IYmxpGRVX2Twjc01fzDDgQgAAEIvIZAd1H4GimbtUqr5RkSemN7SXyrWtJ9Q2O/dGdIinjwDU1Mb/ENTQxXWVVEqZot2IEABCAAgacQ6C4Kb9o4abU8Q0JvbC+Jb1VLughNNocmS4RGDpjlGVLWb2h45ayaf9iBAAQgAIHXEOguCl8jZbNWabU8Q0JvbC+Jb1VLGodG39Bke+UsW4SGb2hi3DlFPHBoqvmHHQhAAAIQeA2B7qLwNVI2a5VWyzMk9Mb2kvhWtaRxaPQNDRGamAU339DEcJVVOTR8Q1PNP+xAAAIQgMBrCHQXha+RslmrtFqeIaE3tpfEt6qFb2i04nTO9QpXtghNllfO+IbGecA25uSAVbMFOxCAAAQg8BQC3UXhTRsnrZZnSOiN7SXxrWpJF6HJ9soZ39A0K2Wn3Wzf0GT7K2c4NNU8yQ4EIACBpxHoLgpv2khptTxDQm9sL4lvVUsah0bf0GR75SxbhIZvaJw8rsaMHAS+oanmH3YgAAEIQOA1BLqLwtdI2axVWi3PkNAb20viW9WSxqHhG5pmhey8yzc0zkAbc3Jo+Iammn/YgQAEIACB1xDoLgpfI2WzVmm1PENCb2wviW9VS7pvaLK9cpYtQsM3NI0n4rQrh4YITTX/sAMBCEAAAq8h0F0UvkbKZq3SanmGhN7YXhLfqhYdJP/rLxjAgDHQHwPVpMEOBC4k8MR78kJ8VAWBIYEn3lu0qf8MfyqXanA/tZG0670GNf0d29/VpMEOBC4k8MR7+0J8VAWBLoEn3le0KXYdcEe+1eDmGxqnV4paM/qzzVn+ylm2b2j0Z5uz/BEDXjmr5h12ILCXwMdDtJ1fV/b/+vWQt7nC5mX7t7otG0753rZzHQQiCdxxgYqm93NKzvR5dX+kcWj4K2crj/D1a+WAZXEQsv3ZZjk0Wf4ogPRWswU7ELiegJtDI2dmNbc50cmRkZ3rKVIjBCAAgYcTSOPQ8FfO1p2UlRJyaCzPkBShyaJXDgJ/FODhMyrN8ybwcodGc6OjU+PNCHsQgAAE3p5AGoeGCE2sm6GHdhYHQQ5NloiSHBoiNG8/5wJgjYCbQ1O+Zmbz3Mo/R2fG2kOCAAQgAAFnAmkcGiI0sQ6NXqvI4tBkfeWMCI3zDIa5pxNwc2hWHJj2Whyapw8z2gcBCGQnkMahyRqhyfJHAewBbg/tLBEPRWiyOGBEaLJPleh/EYGXOzT6scfRqXkRSqqFAAQg8FwCaRyabBEaPQT5jzVjIktEaGK4yqocsOdOfbQsCQE3h8bm5Dbysnff0Zmx9pAgAAEIQMCZQBqHhgiNlpoxuSI0WSIeRGhixoGs4tA4z7SYO0rAzaHZ67z0rsOhOdp9lIMABCBwDYE0Dk22CI0chCyvnCmilMWhIUIj1yMmx6G5ZgKmlk0CODSbiLgAAhCAAAROOTRa9Gz95aavX7/+/Oeffz4eTPZL199///1zq0y7TDsboblSq2mXQ3P0lbNX6TXHxiN59PlMh3eEJlrv3v6ctbk8d5VepkgIvJjAyx0a/djjGKV5MVKqhwAEIPA8AoccGltMffny5beDMnNOyoeBLUK1ELWHw8ri+WiE5hVabeGpdq9GaExv+eC8gq3plQPmEaFR260dZ/q8XMC3254Rmiv0yqHx+CtnV+p93pRHi5IRcHNo7L6x+e3Iv3JOdthO1gXIhQAEIHB/AssOjRZTFnGRczJadH/79u3jYWQRmTJ9//79t0Nk1+xJRyI0r9Jq7ZGDsBKhKfVq+wq2pd6zDo1nn8/GhcZeFr1yaEb9OWtree4qvtJ7/ykMhQ8n4ObQHHFkVMbBiSl/qHp4l9E8CEAAAtcTWHZoLDKjqIOcjNEiTYvO3nkt2PcuSM2GPVRsobU3vUqr6bN2mV6x2qP5lXpX+2PUHs8+H9Vhx70iNFfplYNwNkJztd7rpyRqhEBFAIemwsEOBCAAAQj0CHx82zJbOLbnLLqitOXQWGTGFvU/fvxQkd+5fmneG8FQXRYZ2ptepdX0HXFovPWuOH/Sa47NmbSnz1d0jbRoYb/XIR7Z2aN37xgd1WHH5dD0nPtZufbc1Xp7kwbHIHAhgZc7NPqxxzFKcyE+qoIABDoEPuYVx3v61fY6TXy/Q0sRj3ZxJSdjtEiziMPIAbHFuw2m0fm2riMRmtLGlVqtXj0Ejy6Gz+qdsS+5aFsOzVkHYVav9fnsvLTsyb0iNDM9q2N0ptvGuY1369cz6Wq97zcl0uKbEfi4b87cM1q02Jxs89uRf7LhlN8MMXIg8HYEPuaBck7obdv9/qpkddtc1dNVHv81J71dB/YaHObQaPFqvyj3ks7bQq8XwWnLaIF/9Nd9le85X9LipdW024CzgWaRhCPpVXpN99EUwXGkxSNCc6VejwjNK/T2Jg2OQeBCAm4Ojc1tR//9WjR8aHHYvhAfVUEAAh0Cu+YCu9dflazuPfPVr/mo08T3OxTu0IwiMFqcjc63g0gRmr3Xt+X3OAgj26tarW7zqm2gRTo0M71W9+h8y6bU6+HQjOo1jqu6elrtmEeEZqtft86PtPWOy6GxcXg0benZOr9Sr/S+35RIi29GAIfmZh2CHAg8gMBuZ2Hluel5ra2VcGjWRtrSorftLDkZs6iHLW57EZhy8dU739Ylh+RohOZKrabdBqINyIhXzrbYGU97NWkUcWrZlnrNETuaInSNtHhGaLzG6EirHbc6bDz07pVZufLcFt+t86WtrW0cmrWJlKvDCLzcodGPU3b/Ov0Lg4VhCEBgF4FNZ0H3/dazMuq8zTVbDo007mrxG1z00giNddjeBb8ckqMOjRyi3oKyXAj2BqedX9FqNuTQREVoTM8sEmIOzV62pV7TfTSJk6eukRavCM0Wx9V+H+mVg3A2QnOVXjlgbzAH0sR7E3BzaOzhv7VAGJ23+87x372Jow4CzydQfZsyu+9Hz/To4zbf7Jmzfs1Lz++xHS0Mc2iss21RbbB7EZgr/spZOeBmDo23VrNnN4i1fcWpWNG7569drTh/0mv5meSta6TFI0JjtvfoPdqHpXY5ND2Hurxua/tqvTvmEC6BQCQBN4dmtGjZc/zXosHLqYnkhW0IQGCbwK4fN+y+f1Wyuhfmpu0Wv8EVoQ7NbBGnBeneBV5khMYGrKdWs6dQYESEJlLvWYfGm+NoMvGI0ERwHOlVxONMhOZKverHN5gDaeK9CeDQ3Lt/UAeBjAR2OwujZ3r0cRya9WE1fG1pT2dtRT3khNhirozS6BsP67Dy+KxO1WULrSNJ5UcOlKdW02eOgbXv6K/7R/Xq9bkVtqVec8TOpBHHo7pGWuQQn3XARnqPjNGRVjsuB2E0/mZly3NX612fUigBAVcCL3do9OOUzalO/1wBYQwCEFgmsOnQ6L4vn79XbttcsxWhkcbl1j+0wHKExhbatpi0f1qkmcOiY7ZwLZOusc6xa/TLuu2vLO60kFtxaF6l1dovh8bavDdZGXEUt6Nsv379urfaj+uk1/KzSdp7fb6qa6RF4yha78oYHWm142JiY/Jskq0eXy+9iig9dN6jWXkIuDk09vC3+eLIP7vXHP/loY9SCDyTwO7vU84+r4+Wt/lmz5z1a156Zi8ttmrZodF3MaPJvbdgs04py9liqXV8tjrd7FqdVnZvKuvs6Y3SavrsoWl1rkRo9H1ET6sdu0Kvh4Ng7ffo81k/m+NnTLLolRPi5XBE85XexfmEyyHgTeDjPp/NBVvnNJ8ecWRURjaccm9G2IMABNYI7Pphw+73VyWrW/PPLP81J621/qFXLzs0r+rcIxGaV2m1em0A2kBbidC8Uq8tkHUDvVLH3ro9IzR76zxznSIePaf0jN2osjg0D53x8zULhyZfn6EYAncnsNtZiHrGbtnVemzmzGideXfYV+lbinhsdUDkeUVobKGVIWmgrURoXtku6TXHJkPyjtBEt1kOgleE5iq9V01E1AOBAYGXOzT6sefXL6Efek5uD5rKYQhA4CICmw6N7vvoZ+3I/h6HRhovYnb7atJFaFZeORsNlCuOy0HIEqGRXsszpGwRGjk0WSI0iijdfgZD4NMJuDk09vC3+e3Iv5MOTOsEPb3PaB8E7k5g9/cpr1oP2ZyzZ876NTfdnfcl+tI4NERoYm+rbA5NtgiNHAQiNJfMa1TyHAJuDs0RR0ZlcGieM6BoCQTsfta9PcvtulelFY306L8E0jg0fEMTe1spdGk3d4ZEhCa2lxRRYqKEwIsJ4NC8uAOoHgIPJIBD88ROzfIKlyI0WfSaY2AeNt/QxCy8s0Vo5CAQoXngLEqTIgm83KHRjz02nzv9i+SFbQhAYJvApkOj+z5mBbNtdU+ERhq3m/seVxCh2R5Xh66QQ8M3NIfwbRbKFqHRK2d8Q/MeEyutdCPg5tDYw3/2esnsnJMjI4fIDQ6GIACBQwR2f5+yuRgJusDmnD1z1q+56RCEpxVK49AoQmO/dGdIcmiyRWhMd4ZEhCa2lxRRetqER3vSEXBzaGYOy9Y5HJp04wbBEJgR2PXjht33r0pW99a8ZOdxaD67OY1Do29osr1yliVCo9Cl3SAZUrYIjRyELBEa6f2cKtiCwEsI4NC8BDuVQuDRBHY7C69aD+HQrI8//h+aoNEqzzlbhMYcmwwpW4RGr5zxDc36JEWJtybwcodGP/b8+iVUv4ieyd+6Q2k8BG5AYNOh0X3/qvXQHodGGm/A8xYS0kVosr1yliVCIweMCE3M9KWIR5YIjRywW8xSiHhnAm4OjT38bX478s/RmbH2kCAAgdcS2P19SsyKYNuqzTl75qxfc9Nrad6k9jQOjb6hyfbKWbYITRaHJluERg4NEZqbzHzIyELAzaE54sioDA5NluGCTgjsIrDrhw2771+VrG7NP7Mch+azv9M4NPqGhghNzO2l0KXdOBlStm9oFPHIEqGRA/Y5VbAFgZcQwKF5CXYqhcCjCex2Fl61HsKhWR9/fEMTNFrNMbABmS1CY45NhkSEJraXcGjWJ1NKhBB4uUOjH3t+/RL6oefkdggojEIAArsJbDo0uu9jn7Rj63scGmnc3eqHX5guQpPtlTO+oRnfsGfOZIvQyEHIEqFRROnh8x/Nuz8BN4fGHv6zVzdm5046MK0TdH/qKITAswns/j7lzDrlTFmbc/bMWb/mpmf31s7WpXFo9A1NtlfOskVosrxyli1CIweBb2h2zkxcBoF/Cbg5NDOHZescDg3DEQKPIrDrxw2771+VrO6tecnO49B8jss0Dg3f0MTeVgpd2g2SIRGhie0lRZQ+pwq2IPASAjg0L8FOpRB4NIHdzkLsk3ZsHYdmffx9fEPz9evXn3f/pwW3/dJ9d62mTxEEWxhm0mu6767327dvH4643fAZ9BpPRWhsHN+db6l3fUqhBARcCbzcodGz59cvofpF9EzuCghjEIDAMoFNh0b3/djliD2zx6GRxuXWP7TAmUmZsn/9BQMYvMMYeOj0R7MSEPi4v84sHeSI2MN/zyscvWtkwylPgB2JEHg0gd3fp5yZe86Utblmz5z1a056dGftbdw7LMZoI04HY+DcGNg7n3AdBLwJuDk0PUdl7zEnR0bzkDcj7EEAAmsEdv24Yff9q5LVvWd+wqFZ63iuhgAEIAABCLyCAA7NK6hTJwSeTWC3s4BD8+yBQOsgAAEIQAACVxB4uUNTvKeuCMvZ/Apu1AEBCIwJbDo0uu/v7NBI47iZnIEABCAAAQhA4A4E3ByaPe+jj17x4JWzOwwFNEDAjcDu71Ne6dDsmbN45cxtTGAIAhCAAAQgEEbAzaEZOSt7juPQhPUvhiHwCgKbERqbF+y+f1WyuhfmplcwpE4IQAACEIAABHYSOL2okDOyZ3EwukY2nPKdTecyCEAgiMBuZwGHJqgHMAsBCEAAAhB4IwIvd2iK99Q/tDg4NW/UfTQVArcksOnQ6L6/s0MjjbckjCgIQAACEIAABH4T8HIi7mTnd+PYgAAEXkKAb2hegp1KIQABCEAAAu9J4E6OiJeW9+xJWg2B+xDYjNDwDc19OgslEIAABCAAAQhAAAIQgEBNAIem5sEeBCAAAQhAAAIQgAAEIJCIwKZDo+9T+IYmUa8iFQIQgAAEIAABCEAAAm9CgG9o3qSjaSYEIAABCEAAAhCAAASeSGAzQsM3NE/sdtoEAQhAAAIQgAAEIACBZxDAoXlGP9IKCEAAAhCAAAQgAAEIvCWBTYeGb2jeclzQaAhAAAIQgAAEIAABCKQgwDc0KboJkRCAAAQgAAEIQAACEIBAj8BmhIZvaHrYOAYBCEAAAhCAAAQgAAEI3IEADs0degENEIAABCAAAQhAAAIQgMAhApsODd/QHOJKIQhAAAIQgAAEIAABCEDgAgJ8Q3MBZKqAQI/Az7/++utp/3rt5BgEIAABCEAAAhCIJLAZoeEbmkj82H5nAk9zZqw9JAhAAAIQgAAEIHA1gaetqa7mR30QOExAN99hAzsKqo6PXy7s/VH7hcL+eW4XkaYdkrgEAhCAAAQgAAEIQAACEHgCATkbkW1RHb8dGTk0njkOTWQXYhsCEIAABCAAAQhAAAL3JCBnI1Kd6sChiaSMbQhAAAIQgAAEIAABCLwhATkbkU1XHdUrZp7RGf0ZxF9Rmsi2YBsCEIAABCAAAQhAAAIQuBEBORuRklQHEZpIytiGAAQgAAEIQAACEIDAGxKQsxHZdNWBQxNJGdsQgAAEIAABCEAAAhB4QwJyNiKbrjrCHBpeOYvsPmxDAAIQgAAEIAABCEDgvgTkbEQqVB1h39DY9zj8lbPILsQ2BCAAAQhAAAIQgAAE7klAjkCkOtURFqHBoYnsPmxDAAIQgAAEIAABCEDgvgTkbEQqVB04NJGUsQ0BCEAAAhCAAAQgAIE3JCBnI7LpqiPMoeEbmsjuwzYEIAABCEAAAhCAAATuS0DORqRC1cEzR+wRAAAEaklEQVQ3NJGUsQ0BCEAAAhCAAAQgAIE3JCBnI7LpqiMsQsM3NJHdh20IQAACEIAABCAAAQjcl4CcjUiFqgOHJpIytiEAAQhAAAIQgAAEIPCGBORsRDZddYQ5NHxDE9l92IYABCAAAQhAAAIQgMB9CcjZiFSoOviGJpIytiEAAQhAAAIQgAAEIPCGBORsRDZddYRFaPiGJrL7sA0BCEAAAhCAAAQgAIH7EpCzEalQdeDQRFLGNgQgAAEIQAACEIAABN6QgJyNyKarjjCHhm9oIrsP2xCAAAQgAAEIQAACELgvATkbkQpVB9/QRFLGNgQgAAEIQAACEIAABN6QgJyNyKarjrAIDd/QRHYftiEAAQhAAAIQgAAEIHBfAnI2IhWqDhyaSMrYhgAEIAABCEAAAhCAwBsSkLMR2XTVEebQ8A1NZPdhGwIQgAAEIAABCEAAAvclIGcjUqHq4BuaSMrYhgAEIAABCEAAAhCAwBsSkLMR2XTVERah4RuayO7DNgQgAAEIQAACEIAABO5LQM5GpELVgUMTSRnbEIAABCAAAQhAAAIQeEMCcjYim646whwavqGJ7D5sQwACEIAABCAAAQhA4L4E5GxEKlQdfEMTSRnbEIAABCAAAQhAAAIQeEMCcjYim646wiI0fEMT2X3YhgAEIAABCEAAAhCAwH0JyNmIVKg6cGgiKWMbAhCAAAQgAAEIQAACb0hAzkZk01VHmEPDNzSR3YdtCEAAAhCAAAQgAAEI3JeAnI1IhaqDb2giKWMbAhCAAAQgAAEIQAACb0hAzkZk01VHWISGb2giuw/bEIAABCAAAQhAAAIQuC8BORuRClUHDk0kZWxDAAIQgAAEIAABCEDgDQnI2YhsuuoIc2j4hiay+7ANAQhAAAIQgAAEIACB+xKQsxGpUHXwDU0kZWxDAAIQgAAEIAABCEDgDQnI2YhsuuoIi9DwDU1k92EbAhCAAAQgAAEIQAAC9yUgZyNSoerAoYmkjG0IQAACEIAABCAAAQi8IQE5G5FNVx1hDg3f0ER2H7YhAAEIQAACEIAABCBwXwJyNiIVqg6+oYmkjG0IQAACEIAABCAAAQi8IQE5G5FNVx1hERq+oYnsPmxDAAIQgAAEIAABCEDgvgTkbEQqVB04NJGUsQ0BCEAAAhCAAAQgAIE3JCBnI7LpqiPMoeEbmsjuwzYEIAABCEAAAhCAAATuS0DORqRC1cE3NJGUsQ0BCEAAAhCAAAQgAIE3JCBnI7LpqiMsQsM3NJHdh20IQAACEIAABCAAAQjcl4CcjUiFqgOHJpIytiEAAQhAAAIQgAAEIPCGBORsRDZddYQ5NHxDE9l92IYABCAAAQhAAAIQgMB9CcjZiFSoOviGJpIytiEAAQhAAAIQgAAEIPCGBORsRDZddYRFaPiGJrL7sA0BCEAAAhCAAAQgAIH7EvjtbPz1119P2b4vbZRBAAIQgAAEIAABCEAAAq4EnuLElO1wBYQxCEAAAhCAAAQgAIH3IvD/ZRse8R48Y8sAAAAASUVORK5CYII="}}},{"metadata":{},"cell_type":"markdown","source":"**Using Sobel filter**\n\nSobel filter takes the following arguments : \n1. Original Image\n2. Depth of the destination image\n3. Order of derivative x\n4. Order of derivative y\n5. Kernel size for convolutions\n\n**f(Image, depth, order_dx, order_dy, kernel_size)** "},{"metadata":{"trusted":true},"cell_type":"code","source":"def sobel_edge_detection(image):\n    sobel_x = cv2.Sobel(image, cv2.CV_64F, 1, 0, ksize = 5)\n    sobel_y = cv2.Sobel(image, cv2.CV_64F, 0, 1, ksize = 5)\n    return sobel_x, sobel_y","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"s_img_x, s_img_y = sobel_edge_detection(denoised_image)\n\nplt.figure(figsize = (12, 8))\nplt.subplot(2,2,1)\nplt.imshow(sample_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Sample Image\", fontsize = 18)\n\nplt.subplot(2,2,2)\nplt.imshow(denoised_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Denoised Image\", fontsize = 18)\n\nplt.subplot(2,2,3)\nplt.imshow(s_img_x, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Sobel X filtered Image\", fontsize = 18)\n\nplt.subplot(2,2,4)\nplt.imshow(s_img_y, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Sobel Y filtered Image\", fontsize = 18)\n\n# Automatically adjust subplot parameters to give specified padding.\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Canny Edge Detector :\n\nThe Canny filter is a multi-stage edge detector. It uses a filter based on the derivative of a Gaussian in order to compute the intensity of the gradients.The Gaussian reduces the effect of noise present in the image. Then, potential edges are thinned down to 1-pixel curves by removing non-maximum pixels of the gradient magnitude. Finally, edge pixels are kept or removed using hysteresis thresholding on the gradient magnitude.\n\nThe Canny has three adjustable parameters: the width of the Gaussian (the noisier the image, the greater the width), and the low and high threshold for the hysteresis thresholding.\n\nThe Canny edge detection algorithm is composed of 5 steps:\n\n* Noise reduction;\n* Gradient calculation;\n* Non-maximum suppression;\n* Double threshold;\n* Edge Tracking by Hysteresis.\n\n\n![image.png](attachment:image.png)\n\n## Noise Reduction :\n\nOne way to get rid of the noise on the image, is by applying Gaussian blur to smooth it. To do so, image convolution technique is applied with a Gaussian Kernel (3x3, 5x5, 7x7 etc…). The kernel size depends on the expected blurring effect. Basically, the smallest the kernel, the less visible is the blur.\n\n## Gradient Calculation :\n\nThe Gradient calculation step detects the edge intensity and direction by calculating the gradient of the image using edge detection operators. **The result is almost the expected one, but we can see that some of the edges are thick and others are thin. Non-Max Suppression step will help us mitigate the thick ones**.\n\n## Non-Maximum Supression :\n\nIdeally, **the final image should have thin edges. Thus, we must perform non-maximum suppression to thin out the edges**.\n\n## Double Threshold :\n\nThe double threshold step aims at **identifying 3 kinds of pixels: strong, weak, and non-relevant**.\n\n* `Strong pixels` are pixels that have an intensity so high that we are sure they contribute to the final edge.\n\n* `Weak pixels` are pixels that have an intensity value that is not enough to be considered as strong ones, but yet not small enough to be considered as non-relevant for the edge detection.\n\n* Other pixels are considered as non-relevant for the edge.\n\nTherefore, the significance of having **two values in double threshold** :\n\n* **High threshold is used to identify the strong pixels (intensity higher than the high threshold)**.\n\n* **Low threshold is used to identify the non-relevant pixels (intensity lower than the low threshold)**.\n\n**All pixels having intensity between both thresholds are flagged as weak and the Hysteresis mechanism (next step) will help us identify the ones that could be considered as strong and the ones that are considered as non-relevant.\n\n## Hysteresis :\n\nBased on the threshold results, **the hysteresis consists of transforming weak pixels into strong ones, if and only if at least one of the pixels around the one being processed is a strong one**.\n\nWe will be using OpenCV's implementation of Canny edge detection. This was the theory involved behind the entire process.\n\nFurther information can be found on OpenCV's documentation : https://docs.opencv.org/trunk/da/d22/tutorial_py_canny.html","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"def canny_edge_detection(image) : \n    edges = cv2.Canny(image, 170, 200)\n    return edges","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize = (12, 8))\nplt.subplot(1,2,1)\nplt.imshow(sample_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Sample Image\", fontsize = 18)\n\nedge_image = canny_edge_detection(sample_image) \n\nplt.subplot(1,2,2)\nplt.imshow(edge_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Canny Edge Image\", fontsize = 18)\n# Automatically adjust subplot parameters to give specified padding.\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Histogram Equalization : \n\nFirst of all, why can we not apply histogram equalization directly to an RGB image?\n\nHistogram equalization is a non-linear process. Channel splitting and equalizing each channel separately is **incorrect**. **Equalization involves intensity values of the image, not the color components**. \n\nSo for a simple RGB color image, histogram equalization cannot be applied directly on the channels. **It needs to be applied in such a way that the intensity values are equalized without disturbing the color balance of the image**. \n\n* So, the **first step** is to convert the color space of the image from RGB into one of the color spaces that separates intensity values from color components. Some of the possible options are HSV/HLS, YUV, YCbCr, etc. YCbCr is preferred as it is designed for digital images. \n\n* **Perform histogram equalization on the intensity plane Y**. \n* Now **convert** the resultant YCbCr image back to RGB.\n\n(Excerpt taken from :\n\nhttps://prateekvjoshi.com/2013/11/22/histogram-equalization-of-rgb-images/ )"},{"metadata":{"trusted":true},"cell_type":"code","source":"def histogram_equalization(image) : \n    image_ycrcb = cv2.cvtColor(image, cv2.COLOR_RGB2YCR_CB)\n    y_channel = image_ycrcb[:, :, 0] # apply histogram equalization here\n    cr_channel = image_ycrcb[:, :, 1]\n    cb_channel = image_ycrcb[:, :, 2]\n    \n    # local histogram equalization\n    clahe = cv2.createCLAHE(clipLimit = 2.0, tileGridSize = (8, 8))\n    equalized = clahe.apply(y_channel)\n    equalized_image = cv2.merge([equalized, cr_channel, cb_channel])\n    equalized_image = cv2.cvtColor(equalized_image, cv2.COLOR_YCR_CB2RGB)\n    return equalized_image","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"equalized_denoised_image = histogram_equalization(denoised_image)\n\nplt.figure(figsize = (12, 8))\nplt.subplot(1,2,1)\nplt.imshow(denoised_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"de-Noised Image\", fontsize = 18)\n\nplt.subplot(1,2,2)\nplt.imshow(equalized_denoised_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Histogram Equalized de-Noised Image\", fontsize = 18)  \n# Automatically adjust subplot parameters to give specified padding.\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Observe the change in gray values/intensities in the second image. That's the result of **local histogram equalization**."},{"metadata":{},"cell_type":"markdown","source":"# Image Segmentation(Half-Toned Images) : Otsu's Binarization\n\nIn global thresholding, we used an arbitrary chosen value as a threshold. In contrast, Otsu's method avoids having to choose a value and determines it automatically.\n\nWe will apply Otsu's binarization segmentation method on the histogram equalized image obtained in the previous stage."},{"metadata":{"trusted":true},"cell_type":"code","source":"otsu_threshold, otsu_image = cv2.threshold(cv2.cvtColor(equalized_denoised_image, cv2.COLOR_RGB2GRAY), 0, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n\nplt.figure(figsize = (12, 8))\nplt.subplot(1,2,1)\nplt.imshow(equalized_denoised_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"equalized de Noised Image\", fontsize = 18)\n\nplt.subplot(1,2,2)\nplt.imshow(otsu_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Otsu's Thresholded Image\", fontsize = 18)  \n# Automatically adjust subplot parameters to give specified padding.\n\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Thank you for reading this far!"},{"metadata":{},"cell_type":"markdown","source":"# A Look Into Disease Names :\n\nWe have been provided with a **.json** file mapping the numeric labels to disease names. Let's have a look at disease names.\n\n**Little Insight Into JSON(Javascript Object Notation)** :\nJSON is a script (executable) file which is made of text in a programming language, **is used to store and transfer the data**. Python supports JSON through a built-in package called **json**. The text in JSON is done through quoted-string which contains the value in **key-value mapping within { }**. \n\nIt is similar to the dictionary in Python. "},{"metadata":{"trusted":true},"cell_type":"code","source":"with open(\"../input/cassava-leaf-disease-classification/label_num_to_disease_map.json\") as file : \n    mapped_classes = json.loads(file.read())\n\nprint(json.dumps(mapped_classes, indent = 1))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Earlier we printed random images, to view them. Now, let's print a couple of images from each class."},{"metadata":{"trusted":true},"cell_type":"code","source":"d = {\n     0: \"Cassava Bacterial Blight (CBB)\",\n     1: \"Cassava Brown Streak Disease (CBSD)\",\n     2: \"Cassava Green Mottle (CGM)\",\n     3: \"Cassava Mosaic Disease (CMD)\",\n     4: \"Healthy\"\n}","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def plot_class(class_label) : \n    image_names = train[train[\"label\"] == class_label]\n    image_ids = image_names[\"image_id\"].values\n    random_images = [np.random.choice(image_ids) for i in range(4)]\n    label = d[class_label]\n    \n    plt.figure(figsize = (12, 8))\n    for i in range(4) :\n        \n        plt.subplot(2, 2, i+1)\n        plt.title(\"{} {}\".format(label, i + 1))\n        image = load_image(PATH_TRAIN_IMAGES, random_images[i])\n        plt.imshow(image, cmap = \"gray\")\n        plt.grid(False)\n    # Automatically adjust subplot parameters to give specified padding.\n    plt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Cassava Bacterial Blight (CBB)\n\nplot_class(0)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Cassava Brown Streak Disease (CBSD)\n\nplot_class(1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Cassava Green Mottle (CGM)\n\nplot_class(2)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Cassava Mosaic Disease (CMD)\n\nplot_class(3)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Healthy\n\nplot_class(4)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Image Augmentation : \n\nWe have near about 20,000 images in our dataset, which is not exactly humongous by deep learning standards. We can apply augmentations to images, in order to expand our dataset for training, further down the line.\n\nWe will use **Albumentation** library, which is a **image augmentation** library.\n\n**Link** : **https://albumentations.ai/**\n\nUnlike openCV, Albumentation reads images in **RGB format**."},{"metadata":{},"cell_type":"markdown","source":"Before moving to augmentation pipeline, let's design a general function that prints original as well as augmented image, side-by-side for fair comparison."},{"metadata":{"trusted":true},"cell_type":"code","source":"def plot_augmentation(image, transform) : \n    plt.figure(figsize = (12, 8))\n    \n    plt.subplot(1, 2, 1)\n    plt.title(\"Sample Image\", fontsize = 18)\n    plt.imshow(image, cmap = \"gray\")\n    plt.grid(False)\n    \n    plt.subplot(1, 2, 2)\n    augmented_image = transform(image = image)[\"image\"] # transform will return a dictionary with a single key image. Value at that key will contain an augmented image.\n    plt.title(\"Augmented Image\", fontsize = 18)\n    plt.imshow(augmented_image, cmap = \"gray\")\n    plt.grid(False)\n    \n    \n    # Automatically adjust subplot parameters to give specified padding.\n    plt.tight_layout()    ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Augmentation Pipeline : \n\nTo define an augmentation pipeline, we need to **create an instance of the `Compose` class**. As an argument to the **Compose class**, **we need to pass a list of augmentations you want to apply**. \n\nA call to Compose will return a transform function that will perform image augmentation."},{"metadata":{},"cell_type":"markdown","source":"## Augmentation I\n\nFunctions used : \n\n* **A.RandomCrop** : Receives two parameters, `height` and `width`. A.RandomCrop(width=256, height=256) means that A.RandomCrop will take an input image, extract a random patch with size 256 by 256 pixels from it.\n* **A.HorizontalFlip** : It recieves **one parameter named p**, which controls the probability of applying the augmentation. p=0.5 means that with a probability of 50%, the transform will flip the image horizontally, and with a probability of 50%, the transform won't modify the input image.\n* **A.RandomBrighntessContrast** : It also has one parameter, p. This augmentation will change the brightness and contrast of the image. p has the same meaning as it had in **A.HorizontalFlip**."},{"metadata":{"trusted":true},"cell_type":"code","source":"transform = A.Compose([\n    A.RandomCrop(width = 256, height = 256),\n    A.HorizontalFlip(p = 0.5),\n    A.RandomBrightnessContrast(p = 0.2)\n])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"To pass an image to the augmentation pipeline we need to call the transform function. The argument to that function, we need to pass an image that we want to augment."},{"metadata":{"trusted":true},"cell_type":"code","source":"plot_augmentation(sample_image, transform)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Augmentation II\n\nFunctions used : \n* **CoarseDropout** : Dropout of the rectangular regions in the image. **This is geat when we don't want our model to look too carefully into images**.\n\nLink : **https://albumentations.ai/docs/api_reference/augmentations/transforms/#albumentations.augmentations.transforms.CoarseDropout**"},{"metadata":{"trusted":true},"cell_type":"code","source":"coarse_dropout_transform = A.CoarseDropout(\n    p = 1.0,\n    max_holes = 100,\n    min_holes = 20,\n    max_height = 50,\n    min_height = 20,\n    max_width = 50,\n    min_width = 20\n)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plot_augmentation(sample_image, coarse_dropout_transform)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Thank you for reading this far!! Have a great journey in this competiton."}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}