nb.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tqdm import tqdm\n",
    "from video_utils import *\n",
    "from anns import *\n",
    "import pickle\n",
    "from sklearn.cluster import KMeans\n",
    "import numpy as np\n",
    "import cv2\n",
    "from video_utils import plot_image\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "with open(\"colors.pkl\", \"rb\") as f:\n",
    "    colors = pickle.load(f)\n",
    "\n",
    "with open(\"detection.pkl\", \"rb\") as f:\n",
    "    detection = pickle.load(f)\n",
    "\n",
    "with open(\"image.pkl\", \"rb\") as f:\n",
    "    image = pickle.load(f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fer/miniconda3/envs/futstats/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n",
      "/home/fer/miniconda3/envs/futstats/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=10)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "colors = colors.reshape(colors.shape[:2])\n",
    "\n",
    "kmeans = KMeans(n_clusters=2, random_state=0).fit(colors)\n",
    "kmeans.fit(colors)\n",
    "# get the cluster of the detection color\n",
    "x2, y2 = detection.rect.bottom_right.int_xy_tuple\n",
    "x1, y1 = detection.rect.top_left.int_xy_tuple\n",
    "crop = image[y1:y2, x1:x2]\n",
    "b, g, r = cv2.mean(crop)[:3]\n",
    "detection_color = np.array([r, g, b]).reshape(1, 3)\n",
    "\n",
    "\n",
    "detection_cluster = kmeans.predict(detection_color)\n",
    "\n",
    "print(detection_cluster)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([     122.02,      157.11,      102.57])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_[detection_cluster[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[     122.02,      157.11,      102.57],\n",
       "       [     140.36,      161.32,       137.9]])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([     140.36,      161.32,       137.9])"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "other_cluster =  kmeans.cluster_centers_[0 if detection_cluster[0] == 1 else 1]\n",
    "other_cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[     122.02,      157.11,      102.57],\n",
       "       [     140.36,      161.32,       137.9]])"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "from posession_utils import *\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(None, None)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "posession_pipeline = PosessionPipeline()\n",
    "\n",
    "curr_color_in_posession = posession_pipeline.cluster_color(\n",
    "    image=None,\n",
    "    detection=[],\n",
    ")\n",
    "\n",
    "curr_color_in_posession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "## load team_colors from pickle\n",
    "with open(\"team_colors.pkl\", \"rb\") as f:\n",
    "    team_colors = pickle.load(f)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure and axis\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Plot a rectangle filled with color1\n",
    "ax.add_patch(plt.Rectangle((0, 0), 1, 1, color=[c / 255 for c in team_colors[\"1\"].to_array()], label='Color 1'))\n",
    "\n",
    "# Plot a rectangle filled with color2\n",
    "ax.add_patch(plt.Rectangle((1, 0), 1, 1, color=[c / 255 for c in team_colors[\"2\"].to_array()], label='Color 2'))\n",
    "\n",
    "# Set axis limits\n",
    "ax.set_xlim(0, 2)\n",
    "ax.set_ylim(0, 1)\n",
    "\n",
    "# Remove axis labels and ticks\n",
    "ax.axis('off')\n",
    "\n",
    "# Add a legend\n",
    "ax.legend()\n",
    "\n",
    "# Display the colors\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe4de605420>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## read image.png image\n",
    "image = np.array(Image.open(\"image_white.png\"))\n",
    "\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(369, 496, 4)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8aec752e00>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = \"crop\"\n",
    "\n",
    "image = np.array(Image.open(f\"{image}.png\", \"r\"))\n",
    "\n",
    "print(image.shape)\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8aec3c18d0>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "h = int(image.shape[0] / 2)\n",
    "w = int(image.shape[1] / 2)\n",
    "center_crop = image[h -25 : h + 25, w -25 :w + 25, :]\n",
    "\n",
    "plt.imshow(center_crop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "125.9616 253.83040000000003 177.5216\n"
     ]
    }
   ],
   "source": [
    "# get pixel color at center of image\n",
    "r,g,b = cv2.mean(image[int(h) : int(h) + 25, int(w): int(w) + 25, :])[:3]\n",
    "print(b, g, r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[177.5216, 253.8304, 125.9616]])"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "color = np.array([r, g, b]).reshape(1, 3)\n",
    "color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.add_patch(plt.Rectangle((0, 0), 1, 1, color=[c / 255 for c in color[0]], label='Color 1'))\n",
    "\n",
    "ax.set_xlim(0, 2)\n",
    "ax.set_ylim(0, 1)\n",
    "\n",
    "ax.axis('off')\n",
    "\n",
    "ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "from PIL import Image\n",
    "import cv2\n",
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "from video_utils import plot_image\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_hsv_value(image):\n",
    "  \"\"\"Returns the HSV value of an image.\n",
    "\n",
    "  Args:\n",
    "    image: The image to get the HSV value of.\n",
    "\n",
    "  Returns:\n",
    "    The HSV value of the image.\n",
    "  \"\"\"\n",
    "\n",
    "  # Convert the image to HSV format.\n",
    "  hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)\n",
    "\n",
    "  # Get the HSV values of the image.\n",
    "  h = hsv[:, :, 0]\n",
    "  s = hsv[:, :, 1]\n",
    "  v = hsv[:, :, 2]\n",
    "\n",
    "  # Return the HSV values of the image.\n",
    "  return [h, s, v]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "crops = glob.glob(\"crops_2/*.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "for crop in crops:\n",
    "    im = cv2.imread(crop)\n",
    "    h,s,v = get_hsv_value(im)\n",
    "    features.append(np.array([h, s, v]).T)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19, 549072)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "features = np.array(features).reshape(len(crops),-1)\n",
    "print(features.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans = KMeans(n_clusters=2, random_state=0, n_init=\"auto\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-8 {color: black;}#sk-container-id-8 pre{padding: 0;}#sk-container-id-8 div.sk-toggleable {background-color: white;}#sk-container-id-8 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-8 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-8 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-8 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-8 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-8 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-8 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-8 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-8 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-8 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-8 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-8 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-8 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-8 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-8 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-8 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-8 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-8 div.sk-item {position: relative;z-index: 1;}#sk-container-id-8 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-8 div.sk-item::before, #sk-container-id-8 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-8 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-8 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-8 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-8 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-8 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-8 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-8 div.sk-label-container {text-align: center;}#sk-container-id-8 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-8 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-8\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=2, n_init=&#x27;auto&#x27;, random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-8\" type=\"checkbox\" checked><label for=\"sk-estimator-id-8\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KMeans</label><div class=\"sk-toggleable__content\"><pre>KMeans(n_clusters=2, n_init=&#x27;auto&#x27;, random_state=0)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "KMeans(n_clusters=2, n_init='auto', random_state=0)"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.fit(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "h_s_v_1 = kmeans.cluster_centers_[0]\n",
    "h_s_v_2 = kmeans.cluster_centers_[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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rkRo2DsSSKeUMqbH78VRUJEeKzUwM9RLSJN6XgMyY8JTA5REAwG6X2d2mUuqvYSn6rOQciTMhpfbDo0ePFsnp6uoSyekVyJB4X2aTwSMoREREpB0WKERERKQdFihERESkHRYoREREpJ2cbpK12/JgtzmVMooK89TXkZRpBO3r6xPJad19QCTHk1+unJHvlHluOjo6RHKmT7lOOaOsTKhp0imTQxeXlGjjFOodlmr0Tllkfq88e/asckZS6LmRWAsAlJWVKWcUFRUJrAQwDZn390C/UCtyXr5yhJlyC2QMfuQ+j6AQERGRdligEBERkXZYoBAREZF2si5QduzYgZtvvhmVlZWwWCx4/vnnM243TROrVq1CRUUF8vLyMH/+fLz//vsZ9+nq6sLSpUvh8Xjg8/mwfPlysf4LIiIiyn1ZN8lGIhFMmzYN3/rWt3Dbbbd94vYnnngCTz75JJ555hmMGTMGP/jBD1BXV4eDBw/C7T7XYLN06VK0t7djy5YtSCQS+OY3v4kVK1Zg/fr1Wa3F4XDC6VRrkpWYNOlGoXIGALS3t4vk/M///I9Izs6dO5UzykZUCKwEcDiEGlMt6o1i8+ZNE1gJkILMRFopVo0OqKq/K8+xYfANeRcjNEgWqZTMdFwI7LMApPfHKnqiEYGVyO37BgYGlDMqKmT2WVI5gUBAJOfDnhPKGVd6kmzWBcqiRYuwaNGii/7DP//5z/HQQw/hlltuAQD87ne/g9/vx/PPP4/bb78d7777LjZv3ow9e/Zg1qxZAIBf/vKXuOmmm/DTn/4UlZWV2S6JiIiIhhnRX5mOHTuGUCiE+fPnp3/m9Xoxe/ZstLS0AABaWlrg8/nSxQkAzJ8/H1arFbt3775gbiwWQzgczvgiIiKi4Uu0QAmFQgAAv9+f8XO/35++LRQKobw8c76G3W5HcXFx+j4f19TUBK/Xm/6qrq6WXDYRERFpRp8/Ol9CY2Mjenp60l8nTqj/LY2IiIj0JTpJ9nwzT0dHR0aDUEdHB6ZPn56+T2dnZ8b/l0wm0dXVddFmIJfLBZfL9Ymf2+GGHWpNshDoW7NaFNfwV1OumSGSY0QOieT09PSoZ5w+rr4QAFdddZVIjsOh3jQpdPVzuPNy4veDrAj1b4qxqW9uWIU2k0RDPgBYhXpti33qDeOnO2XOvjxzWn1fAwAw1T/SRlWrTxcHgGlTZ4rkfHjiwn9ZyNZHf2lVD0kJvIazyBDdQ44ZMwaBQADbtm1L/ywcDmP37t0IBoMAgGAwiO7ubrS2/u3JevXVV2EYBmbPni25HCIiIspRWZebfX19OHLkSPr7Y8eOYe/evSguLsaoUaNw33334Yc//CHGjx+fPs24srISt956KwBg0qRJWLhwIe6++278+te/RiKRwMqVK3H77bfzDB4iIiICcBkFyptvvol//Md/TH/f0NAAAFi2bBnWrVuH733ve4hEIlixYgW6u7txww03YPPmzRnn3D/77LNYuXIl5s2bB6vViiVLluDJJ58UeDhEREQ0HGRdoMyZM+eSg1YsFgseffRRPProoxe9T3FxcdZD2YiIiOjzQ7RJ9kqz222w29UeQjKpfhF0q1AX3Zw5c0RyZtReL5LT0dGhnLH/rXcFViJ3CXSJ6Y4X6Ne+LB99pP78Dlf5+eoNnIDMtNS8PJlRshINuwBgF8qRuLrI8ePH1UNwbkK5hI+PuLgcUq89j08kBlVVVTJBf5GJuZKG32kERERElPNYoBAREZF2WKAQERGRdligEBERkXZYoBAREZF2cvosnurq0XDnqXXpv/fee8rrmDT5auUMAJgxY6pITpHTJ5ITj6vP1H7Jt+3T7zQI8XhcJKegoEA5I5USWAgAm1XmdKDTp0+L5ESjUeWMC12S4nL09aqvBZA5I6OwUOasjrw8mRHqXq/M75VFheoZxSU+9RAA7SGZM6Vqr5monOHzqa8DAHpkrgKAQHmpSI7VVH/dmEn1z4RsMngEhYiIiLTDAoWIiIi0wwKFiIiItMMChYiIiLST002yNTU1yC9Qa2CTaKIbP368cgYAuJ3qY7klWa0W5Yw+iXnagpxOp3KGQJ8tAMAwfCI5qpd7OG9gYEA5w2JRf80AMs3MgExjqtT2FroihlZSQh3jUk3whmEoZ6TUIwDIXdpAYny/lFgsppyRiCcGfd9h+JYhIiKiXMcChYiIiLTDAoWIiIi0wwKFiIiItJPTTbLx+ABsDrWmPK+vSHkdVdUB5QwASBjqTYoAkJTpN0MiMfhmpouyCi1mGPL4ZHIcbpkpnBaLegOxFKlmW4fAUyPQKw4AMNWHcMrmCGTE4hGBFKB/ICyS8/6Rd5UzSkpnC6wEcMoMVUZxiUyXtsuh/nGfiKlPeDZTyUHfl0dQiIiISDssUIiIiEg7LFCIiIhIOyxQiIiISDs53SR78OC7cOWpdSIVFak3yX5lzkLlDECuMVBKJKLeAFdYKHBNd8hNmpTIiURkJv7mFcp0O0pMxwVkJgdL7VCk3gmDb8f7/JEYmCo1SVakIR/A8ePHlTOuvfZa9YUAcLhkfv/v75d5Fbtc6l270ahAk6wx+P0ej6AQERGRdligEBERkXZYoBAREZF2WKAQERGRdnK6Sfb02TY4+9UaBMN96o1DH350RDkDAEaOHCmSk++WGWE4JqA+IdfzlRsEVgIcOSLzHNucvcoZpR6ZJtkzA30iOXl5eSI5yZR6A7EpdI15i1CbrESOKfV7nFDnr5FFk+GlWKC+rQoKZaYYhzratMlZlv81gZXIcefJvP48Ho9yRk9Pj8BKBo9HUIiIiEg7LFCIiIhIOyxQiIiISDssUIiIiEg7LFCIiIhIOzl9Fo8FFuXx8BIjll977TXlDAD44he/KJIzc5xMTlJgUHhxkXrnOABMmTJFJMduVa/Ju2Pq454BmbHRAJCfly+SI3GpBcOQGKAud9kHmRy9LkFhmlJn8ag/Lt0uzyGxP+8Jq5/pBwBFHvXLqEiSGHWfTKp/JmSTwSMoREREpB0WKERERKQdFihERESkHRYoREREpJ2cbpK12lKw2tSadiQazt559y/KGQBgd8k0nKUGRGJQWVmpnOEtKBdYCeBzF4rkdJ45q5xx8uRJgZUA0bjMhvJM84nkeO3qI/NjAusAgHhKKEjgLWVCajEyDENmPRK/nVosQg27QjmxeEQ54/gHMpfVuHrieJEcm9DlI0pLS5Uz3G71y3xYLYN/PDyCQkRERNrJukDZsWMHbr75ZlRWVsJiseD555/PuP0b3/gGLBZLxtfChQsz7tPV1YWlS5fC4/HA5/Nh+fLl6OuTuXAaERER5b6sC5RIJIJp06ZhzZo1F73PwoUL0d7env76/e9/n3H70qVLceDAAWzZsgWbNm3Cjh07sGLFiuxXT0RERMNS1j0oixYtwqJFiy55H5fLhUAgcMHb3n33XWzevBl79uzBrFmzAAC//OUvcdNNN+GnP/2pSN8DERER5bbPpEl2+/btKC8vx4gRIzB37lz88Ic/RElJCQCgpaUFPp8vXZwAwPz582G1WrF792589atf/UReLBZDLPa39rtwOCy2VolJiFLTFPfv3y+S093eL5IjMb11TPVEgZUAvSNGiOSc/KBdOSMSUW/EA4C+fpmJlV1dXSI51hK/eoZmXW0iQ1f1GpZKlyBx0kNbW5vASgCHS+bjNT9fZlK0z+dTzigqUp+OG3fGB31f8d3JwoUL8bvf/Q7btm3DT37yEzQ3N2PRokVIpc51nodCIZSXZ57ZYbfbUVxcjFAodMHMpqYmeL3e9Fd1dbX0somIiEgj4kdQbr/99vR/T5kyBVOnTsXYsWOxfft2zJs377IyGxsb0dDQkP4+HA6zSCEiIhrGPvMDsldddRVKS0tx5Mi5c8sDgQA6Ozsz7pNMJtHV1XXRvhWXywWPx5PxRURERMPXZ16gfPjhhzhz5gwqKioAAMFgEN3d3WhtbU3f59VXX4VhGJg9e/ZnvRwiIiLKAVn/iaevry99NAQAjh07hr1796K4uBjFxcVYvXo1lixZgkAggKNHj+J73/sexo0bh7q6OgDApEmTsHDhQtx999349a9/jUQigZUrV+L222/P+gweizMGi1Pm8u4qnGaBSI7UxMCO0zKTTj/aot4sNsZ/XH0hAP7pn/5JJKez47RyxoEDBwRWApSWl4nkvLP/kEjO2LHqDYbV1Rc+CpqtZFJmsqjNJjFKVuZ9KdRLj1hMZgJxvtOlnDF23BiBlQCwyOzHI/3qDeP/d+xdgZUAsaTMyRwjhE4QKPKpT+MuLlNfSyw6+HnTWR9BefPNNzFjxgzMmDEDANDQ0IAZM2Zg1apVsNls2LdvH/75n/8ZV199NZYvX46ZM2fif//3f+Fy/e3N8Oyzz2LixImYN28ebrrpJtxwww34r//6r2yXQkRERMNU1kdQ5syZc8lTuV5++eVPzSguLsb69euz/aeJiIjoc0KzqQVERERELFCIiIhIQyxQiIiISDufyaj7XCIxpt5ml3kaJcY066ajo0Mk59SpUyI5o0ePVs6QutRCqFPmuZHq8k8mk8oZPT0yl1lwu50iOVar+ntT6uwbKYWF6mdjSDk/IVyV1L5P4rn5+8uqqDh69KhIjtRQUsOh/rhELg2TxbUjeASFiIiItMMChYiIiLTDAoWIiIi0wwKFiIiItJPTTbJWRwpWhw41ltC4faFGsZQlIZKThHpOpL9XYCVA5UiZEeoTasYqZxR6ZS5tcOz4CZEcqYtn5hWojz6HVea9MCA0zt2A+mNyOoUadqWabS0y+4lEFs2KF2ORuQoAfMVekZz+2BnljIFYRGAlQCwl8xpOfSjTtGta1Zvg+/vVm+Bj0fig76vDpzsRERFRBhYoREREpB0WKERERKQdFihERESknZxukrVYLMqT7SQm4+k2atIwZBoVJXJKfD71hQAoKSkRyZFQUzVSJMcfkMlJJGSaoiWmgkq99qQmiw4MqDcq2mwynaBWq0yOTtNb3W63wEqAsrIykZyOzg+UM/r6+gRWAsAu8144e/asSI5Ek6zE52UiziZZIiIiymEsUIiIiEg7LFCIiIhIOyxQiIiISDs53SRrdTpgdTmGehmwCwzgBIBoVGZiYMwm05wVS6qvJ+6ICqwEiNllpjJGoT51tTcuMx3XapF54Zg2mYZSU2LUqSnUMG7KvIYLivKVM2xWmd/jDMhsp6Qp0yQr0dBsQmYtgeoKkZyoOV45o729XWAlwEC0RyRH5EQOAKbE5GCBdaSyeB/wCAoRERFphwUKERERaYcFChEREWmHBQoRERFpJ6ebZA3DUG70stvVn4JUUp/JjoBek2SLi4sFVgK4XDINpXEMforhxUhNbnU5hbqrNSLV0GexyPzuJDF1Ve4xyeTYLTK77UKBCblJ5AmsBLAKNSJL7G/y8mQeU3tIfaotAJw6dUokx+pQf91IbKds3gc8gkJERETaYYFCRERE2mGBQkRERNphgUJERETaYYFCRERE2snps3gGogNIIamUYRPoZE8lZcawS50dYliFxv/b1Z5bALDINMTjWPv/ieRUBUYrZ0g9prjQyHIpFqi/F6RYLDJrkTifLQmZ96VpyJylZ7HInKUXkQixqO8jAABume2dZ1W/lIXbWySwEsCWJ/P7v1XoDMYzp88qZyQFzopLGjyLh4iIiHIYCxQiIiLSDgsUIiIi0g4LFCIiItJOTjfJGoapPI5dYry8aejTXAjoNZr74MGDAisBrr32WpEcI65ekxcUFAisBCgtqRbJkbpEQjKp3vAoMVoekFkLAMRiMeWMgahIO6nYc9PdfUYk5/Tp08oZTpfM77jHjh0TyRk7Tv09NTAgc9KD1GU+SkpKRHIOvfueckYoFFLOsFkH/3nJIyhERESkHRYoREREpB0WKERERKQdFihERESknayaZJuamvCnP/0Jhw4dQl5eHr74xS/iJz/5CSZMmJC+TzQaxXe/+11s2LABsVgMdXV1+NWvfgW/35++T1tbG+655x689tprKCwsxLJly9DU1AS7PbueXRMpmFBr5LRYBGo0i0yTotUmk2MItT7bs2hmuhir0ETQra9tEclxO33KGYWFheoLAWCBzIRIl9CkyXhM/fXX19cnsBKZ5lZApuEx3NutvhCc2zdKSCZlnhuJRmSpJtlbbrlFJMfmcitnmHGZycEDKZlG7/x8mdHVNaMnKWfEE+ofLrGBwb8Psnp1NTc3o76+Hrt27cKWLVuQSCSwYMECRCJ/63K///778cILL+C5555Dc3MzTp48idtuuy19eyqVwuLFixGPx/H666/jmWeewbp167Bq1apslkJERETDWFbl0ObNmzO+X7duHcrLy9Ha2oobb7wRPT09eOqpp7B+/XrMnTsXAPD0009j0qRJ2LVrF66//nq88sorOHjwILZu3Qq/34/p06fjsccew4MPPohHHnkETqdT7tERERFRTlI6PtfT0wPgb+d7t7a2IpFIYP78+en7TJw4EaNGjUJLSwsAoKWlBVOmTMn4k09dXR3C4TAOHDhwwX8nFoshHA5nfBEREdHwddkFimEYuO+++/ClL30JkydPBnBuiIvT6YTP58u4r9/vTw94CYVCGcXJ+dvP33YhTU1N8Hq96a/qapkBV0RERKSny+54qa+vxzvvvIOdO3dKrueCGhsb0dDQkP4+HA6juroaFotFbGqqCqtVr5OhrBr9mSyVkmmSbWtrE8mJ9KpPrJRqdowOqE1BPm84NsnabDKvG4nprbpNkh0xwiOSU1paqpzRE5bZ3hJTbQGgtHSccobUZOZYXGYirdR6ysrKlDNE3k/9/YO+72UVKCtXrsSmTZuwY8cOVFVVpX8eCAQQj8fR3d2dcRSlo6MDgUAgfZ833ngjI6+joyN924W4XC6xnTARERHpL6tf/U3TxMqVK7Fx40a8+uqrGDNmTMbtM2fOhMPhwLZt29I/O3z4MNra2hAMBgEAwWAQ+/fvR2dnZ/o+W7ZsgcfjQW1trcpjISIiomEiqyMo9fX1WL9+Pf785z+jqKgo3TPi9XqRl5cHr9eL5cuXo6GhAcXFxfB4PLj33nsRDAZx/fXXAwAWLFiA2tpa3HnnnXjiiScQCoXw0EMPob6+nkdJiIiICECWBcratWsBAHPmzMn4+dNPP41vfOMbAICf/exnsFqtWLJkScagtvNsNhs2bdqEe+65B8FgEAUFBVi2bBkeffRRtUdCREREw4bFlOrAuYLC4TC8Xi++9uhcON1qk+0kmmztFodyhigjf6hXkJbnrBDJOXr0qEjO/x05KZIjwTBljhhKNYrr1CTrcMo0yWY7nfpC3G6Z97fEWgBgZJX/0+80CDU1NcoZbrdMQ/75M0FVWQSmeufny+w/3U693t8OqG8riRNC+vsiuOMfbkZPTw88nks3fOt1+gkRERERWKAQERGRhligEBERkXZYoBAREZF2WKAQERGRdmTayoeIxKh7iQ5pHcbt/z2LRqP3IxGZMeHJZFIkp6ioSDlD6tIGFqvM2QJSr79kQj1H6gwIEzJj4SVmK3k8BQIrAdxut0hOcYnMqPu8vDzljAkTxgusBGJXsX/vvUPKGRebaJ6tkRWVIjlSl32IRtQv0eH1epUzHI7BnxWnzycZERER0V+xQCEiIiLtsEAhIiIi7bBAISIiIu3kdJMs6U/qApDRqHqDFwBEY/3KGVJNstG+sEiOVPMlTPXdQVJoO0k0cAJAPKI+et/pE7p0RDImEhM+c0YkxyvQ0OzJl3l/e72FIjnhLvXnJibwmgGAWJ/6vgYArrnmGpGcfJ/6tooJ7D/j8cFn8AgKERERaYcFChEREWmHBQoRERFphwUKERERaYdNsvSZsttlXmJSOdlMMbyYRCIhsBK5xyS2HoGJlRKTJgG55ure3l7ljFRKZqqt1MRfqYZxifeClO7ubpGcWEy9Ebm/X6a5tSBffWo1ILefMA1TOcMwjCuawSMoREREpB0WKERERKQdFihERESkHRYoREREpJ2cbpK1WCzKjWciU0HVe4+GrXyX0CXmvT6RnHifesPjqW6ZCbB5NplG0DNSk0W9JcoZVaNGCqwEsFhk3lSpAfVtlYyoN9oCgLtQZlpqJHxWJufsaeWMs6dCAiuRm84ci6pvb6lm5tNdH4rkvHdkn0jO6Oqx6iEW9SZZWAa/D+YRFCIiItIOCxQiIiLSDgsUIiIi0g4LFCIiItJOTjfJkv6kpiBKkVhPMpkUWAlgWp0iOZFIRCQnL0998qXbLdMU7XTKvG7a29uVM8S2tynT+Cu1HonnxveBR2AlchOIJZptC4WamZOGzATiQ4cOieQU5qk/x8XFxQIrGTweQSEiIiLtsEAhIiIi7bBAISIiIu2wQCEiIiLtsEAhIiIi7eh1ikXWjL9+XT6RscZCo5HFyDSPi+jukhnLnYjFRXKSA/3KGW6bTF1vjUVFcsoKC0Ry3EZCOcPnkHluBvplxsuPcNqUMzwjRgisBCgokNlOFaXqZ1sBQH+/+nuhK3RCYCWAGesTyXG71M9wMg2Z154JmX1WypB5T3WG1Efvl4xQf+1ZzMHvZ3gEhYiIiLTDAoWIiIi0wwKFiIiItMMChYiIiLST002yVqtVZLQxfXYGBgZEcgxDrRn6PI9HfTS31GNKhtWbFAGhRm/IjKmXGufucrlEcqqrq5UzqmqqBFYiN6I+IdDMDACplHo3fUqoEVSK3aL+kSbxvACAoXgCRzpHaN/X2dmpnDF+/HjljGRq8O8DfroTERGRdligEBERkXayKlCamppw7bXXoqioCOXl5bj11ltx+PDhjPvMmTMHFosl4+vb3/52xn3a2tqwePFi5Ofno7y8HA888IDY4U8iIiLKfVn9wa65uRn19fW49tprkUwm8W//9m9YsGABDh48mDGE6O6778ajjz6a/j4/Pz/936lUCosXL0YgEMDrr7+O9vZ23HXXXXA4HPjxj38s8JCIiIgo12VVoGzevDnj+3Xr1qG8vBytra248cYb0z/Pz89HIBC4YMYrr7yCgwcPYuvWrfD7/Zg+fToee+wxPPjgg3jkkUfgdDqzWJHEJFmBv3KZev2lTKpRUYJd4vkFECgrF8lxGfmffqdPE5dpSj3bf0wkp7jQJ5JTU6neDFqoPrgVAOB254nk2O3qTZOVpV6BlQAOh0MkJxyRmbpaWFionHF2oFt9IQBCoZBITn9ft0iOBMOqVwNxd89p5YxYPCKQMfiTDJQ+PXp6egAAxcXFGT9/9tlnUVpaismTJ6OxsTFjpHJLSwumTJkCv9+f/lldXR3C4TAOHDhwwX8nFoshHA5nfBEREdHwddm/XhiGgfvuuw9f+tKXMHny5PTPv/71r6OmpgaVlZXYt28fHnzwQRw+fBh/+tOfAJyrlP++OAGQ/v5iVXRTUxNWr159uUslIiKiHHPZBUp9fT3eeecd7Ny5M+PnK1asSP/3lClTUFFRgXnz5uHo0aMYO3bsZf1bjY2NaGhoSH8fDodF5hsQERGRni7rTzwrV67Epk2b8Nprr6Gq6tJ/t549ezYA4MiRIwCAQCCAjo6OjPuc//5ifSsulwsejyfji4iIiIavrI6gmKaJe++9Fxs3bsT27dsxZsyYT/1/9u7dCwCoqKgAAASDQfzoRz9CZ2cnysvPNT5u2bIFHo8HtbW1WS3+/GnMKmSmcMo0TYoRmiwq0WwrNRFUalrqCHeJcobUJFl7XKbZccSIESI5JV71HKkpnFKvm/N9cirOnj0rsBK57WSzyXQi//3ZlZerNyHzGo5E1JsvAZlpvVL7Gptd5gQBqUmyEg3jEu+Fgf7ooO+b1Yrr6+uxfv16/PnPf0ZRUVG6Z8Tr9SIvLw9Hjx7F+vXrcdNNN6GkpAT79u3D/fffjxtvvBFTp04FACxYsAC1tbW488478cQTTyAUCuGhhx5CfX292E6JiIiIcltWJd7atWvR09ODOXPmoKKiIv31hz/8AQDgdDqxdetWLFiwABMnTsR3v/tdLFmyBC+88EI6w2azYdOmTbDZbAgGg/iXf/kX3HXXXRlzU4iIiOjzLes/8VxKdXU1mpubPzWnpqYGL774Yjb/NBEREX2O6DVhjIiIiAgsUIiIiEhD6m29OU5kLLwhM8JaipmS2awS3eM2m8zI8k87nX2wiuw+5Yzus/2ffqfB5NgLPv1Og+AQykkm1H9f+fhU6cv1wfE2kRyrVf0x+Q2Zs2a6z8qc8ZJfJHC5BgB9veqv41gsJrASZFzLTcWJMx8oZxQVFQmsRO5sK4nXMABYTPWzkz788EPljNjA4F8zPIJCRERE2mGBQkRERNphgUJERETaYYFCRERE2snpJtlUKoVUaujHzFshM4pYaqRxKi4SIzI22lckUwNPnz5dJMdtqjfjdXZ2CqwE6PpQptlR6tpUNoGXXzQ6+DHWl+J2u0VySktLlTOkmh0/fg2yy2WcktlPeL1e5YyIIdP4e+rUKZEciTH1Uk2pIidgCOZIfL5c6QweQSEiIiLtsEAhIiIi7bBAISIiIu2wQCEiIiLt5HST7Ln6auhrLCOZEsmRaEoFgHhMn+askrIKgZUAMybNFslJCbzku8IyjaAV5WNEcpxOp0jO7tdblDPMuMxrz1EgM81z/FT1143NLfP8vte2XSSn/dRekZyrHFcpZ9jdMvvfWEqm8dflUp9cbbPJTAY3DJmzFeLxhEiOYaqvJx4XyEgM/vEM/ac7ERER0cewQCEiIiLtsEAhIiIi7bBAISIiIu3kdJOsaZpiU/ZUDP0s20xSz0kqpd786/P51BcCwBCa1ivRiFxdXS2wEmBMZY1ITiKLprNL+ctbbytnnD59WmAlQFVVpUhORYV6k7YjX2aqrdR74XS3TBNnUZF6I3KBV70pFZCbQNwzoP76k5okK7PH0muSrMRassngERQiIiLSDgsUIiIi0g4LFCIiItIOCxQiIiLSTk43yVphgVWDFlWr0OXYpSbJWk2Z9qxUSn09vb0RgZUACchM67XY1Zv67Hn5AisBLJBpduw4cUIk56xAU/SAQ+YxFQg0twKAKdAImhSaCOoXavzNK/6CSE55eblyxqnTHwmsBIgnZRq9LQJTYFOmzGdKypA6gUPmOEIK6utJCny2pLLI4BEUIiIi0g4LFCIiItIOCxQiIiLSDgsUIiIi0g4LFCIiItJOTp/FIzHq3mIZ+rOApEmMNJYiMS4fAAbiAyI5VoGXvNTZVvlCZwNJicfVz1YZGJDZTlIkHlOhW2Y3KXHWDADkDfSJ5Ejo7+8XyZHYTgBEPtGk3t+mReYsHp0+oyQuA5BNBo+gEBERkXZYoBAREZF2WKAQERGRdligEBERkXZyukn2XH2lVmMp9tj+dRVSI+plciA0/t801RtcpUZYd4d7RHIsAuOnk0mZJuS+Pplmx2g0KpIj0Vwt1dDndDpFcnp61F83sbjMbtLilLkMQDwi83ulxHPTebZbfSEAoimZ95RNoDHVFBp1L5UD8/N7HOHz+8iJiIhIWyxQiIiISDssUIiIiEg7LFCIiIhIOzneJKsHqcZAnSYGSpGaaivVCGox1JsvpbZTr1CTrNQ0T7tdfXdQWFgosBLA4ZBpKI1EIsoZvX0yU06lpqUeO3ZMJKe3t1c5Q7fJwTpN0RY6V0FsfyMz1/bKyuoIytq1azF16lR4PB54PB4Eg0G89NJL6duj0Sjq6+tRUlKCwsJCLFmyBB0dHRkZbW1tWLx4MfLz81FeXo4HHnhAbLQwERERDQ9ZFShVVVV4/PHH0draijfffBNz587FLbfcggMHDgAA7r//frzwwgt47rnn0NzcjJMnT+K2225L//+pVAqLFy9GPB7H66+/jmeeeQbr1q3DqlWrZB8VERER5bSsjunefPPNGd//6Ec/wtq1a7Fr1y5UVVXhqaeewvr16zF37lwAwNNPP41JkyZh165duP766/HKK6/g4MGD2Lp1K/x+P6ZPn47HHnsMDz74IB555BGx2QdERESU2y67STaVSmHDhg2IRCIIBoNobW1FIpHA/Pnz0/eZOHEiRo0ahZaWFgBAS0sLpkyZAr/fn75PXV0dwuFw+ijMhcRiMYTD4YwvIiIiGr6y7orbv38/gsEgotEoCgsLsXHjRtTW1mLv3r1wOp3w+XwZ9/f7/QiFQgCAUCiUUZycv/38bRfT1NSE1atXf+LnpmnCVBwFOxwbU3WSSAhNku3uFslxCzRfHj9+XH0hABw2mSOG77zzjkhOKqU+OdhmswmsBKisrBTJEWmSDatnAHLbqT/W8el3GoSioiLljI/v7y+XxFRbujTVz0oAqKioUM6I9g/+hIesj6BMmDABe/fuxe7du3HPPfdg2bJlOHjwYLYxWWlsbERPT0/668SJE5/pv0dERERDK+sjKE6nE+PGjQMAzJw5E3v27MEvfvELfO1rX0M8Hkd3d3dGVd3R0YFAIAAACAQCeOONNzLyzp/lc/4+F+JyueByubJdKhEREeUo5UFthmEgFoth5syZcDgc2LZtW/q2w4cPo62tDcFgEAAQDAaxf/9+dHZ2pu+zZcsWeDwe1NbWqi6FiIiIhomsjqA0NjZi0aJFGDVqFHp7e7F+/Xps374dL7/8MrxeL5YvX46GhgYUFxfD4/Hg3nvvRTAYxPXXXw8AWLBgAWpra3HnnXfiiSeeQCgUwkMPPYT6+noeISEiIqK0rAqUzs5O3HXXXWhvb4fX68XUqVPx8ssv4ytf+QoA4Gc/+xmsViuWLFmCWCyGuro6/OpXv0r//zabDZs2bcI999yDYDCIgoICLFu2DI8++uhlLV6iSVaicQgyfYHDksS0SkBuWmpPVL3B8NChQwIrAUpGlIrk9AlNpPV6vcoZUqMCpKauSpCYsCtJ6rmJxWLKGW6hfZ/VKnTVFYt6jshnAvSb3FpQUKCcMWLECOWMAefgpw9n9c576qmnLnm72+3GmjVrsGbNmovep6amBi+++GI2/ywRERF9zvBigURERKQdFihERESkHRYoREREpB0WKERERKQdvdrTsyRxFo8IiyESY0J91Pi5HBkS6+nq6hJYCTJm56hwO8rUM9xugZUAeXl5IjkSZ2MAMmcvlJeXC6wEiPTLnP0lsa3ceTKnqtjsMvsJq9CZM8mU+tlA0ajMY5K6RIJhql+6ROwsHoG1AHKXY5F4L0icxeNyDn6kCI+gEBERkXZYoBAREZF2WKAQERGRdligEBERkXZyuklWF1o06moqmUyK5ITDYZGc8jFjlTNmzJghsBIg3C3TCCoxoh4AQqGQcoZUQ5/UOHeJRmTDkGkElaLb6H0JYqPuTfUc3ba3lMLCwqFeQtZ4BIWIiIi0wwKFiIiItMMChYiIiLTDAoWIiIi0M/y6rYZAypCZ5GmYMo2BUpvVMNQbXFNGQmAlQCIh8xyPrKpQzpCa3JpKyTSUdp4+I5KTFNhWH5w4rr4QAHZ3tUhOkS9fOSOakGlm7urpEMkJ98lMVS4pKVHOyCuUmYacSslM0Y7F1N9ThtQsbotDJKawqEgkZ+o09eZ+U+CYRjYZPIJCRERE2mGBQkRERNphgUJERETaYYFCRERE2mGTrACpBq/hOJFWapJsIiHTbOtwqDeuSVy2HABOn5KZjutyDf7y5ZcSifQoZ0hN/O3tlWlMHRgYUM6Qen8XFxeL5CRSZ0VyJPY3kUhEYCVy01ttNvUmWan9sNR0XL/fL5IjMYFY4r2QzfPLIyhERESkHRYoREREpB0WKERERKQdFihERESkHRYoREREpJ3cPovHNLU48yWVkjlTxTSFOtntTpEcp0X95dE/IHP2TTjcLZSjfpZJkdDo6f5Yv0hOCjJnmcQN9UstmCmZ92NPX5dITjRRppyRVyRzllT1mJEiOf1JmVH3/f3qr7+BiMxlH6TOjJO4fETCkHkNlxWXiuTUjBkvkmMIXFkjmlDfR8SyOCOTR1CIiIhIOyxQiIiISDssUIiIiEg7LFCIiIhIOzndJGsYhtiIZBUWoUZdqYZfi0WgGwoyY+GlxoRLjCwHgDNnzihnxGIyjYFSY8Kl1iPxupF4zQB6jRv3ej0CK5F7THkf5onkSLwXHE6ZfY3TKdPY39fXp5whtZ0qKipEcnw+n0hO91n150Zif57NZUt4BIWIiIi0wwKFiIiItMMChYiIiLTDAoWIiIi0k9NNshJEGqKGaZOsRI5EkyIAnDp1SiTn5MmTyhl2u8zbJmHKNLcmUr0iOSlDvYkOKZt6BoD+qExztcWm/hyXlY8QWAlQUuoVydn/TqtIjtWi3piajMvssxIxmddNvrtYOaOsTH36MACMqh4nkuN0FIrkWAQmTruc6tvJSAy+kZ5HUIiIiEg7LFCIiIhIOyxQiIiISDtZFShr167F1KlT4fF44PF4EAwG8dJLL6VvnzNnDiwWS8bXt7/97YyMtrY2LF68GPn5+SgvL8cDDzyAZFLmasBEREQ0PGTV7VdVVYXHH38c48ePh2maeOaZZ3DLLbfg7bffxjXXXAMAuPvuu/Hoo4+m/5/8/Pz0f6dSKSxevBiBQACvv/462tvbcdddd8HhcODHP/5x1os3TVOssVQHUs2t0OgpkWqSlcqRmHQqNfXSSMgU5lJNuxITaaVew/39IjEik6ZdLpfASuReN1JTlQsKCpQzJCa3AnLTkK+66irljIkTJwqsBCgqKhLJCYfDIjkSvF71Rm+HbfD7q6z2bDfffHPG9z/60Y+wdu1a7Nq1K12g5OfnIxAIXPD/f+WVV3Dw4EFs3boVfr8f06dPx2OPPYYHH3wQjzzyiNgbmIiIiHLbZf9amkqlsGHDBkQiEQSDwfTPn332WZSWlmLy5MlobGxE/9/9KtTS0oIpU6bA7/enf1ZXV4dwOIwDBw5c9N+KxWIIh8MZX0RERDR8ZX1seP/+/QgGg4hGoygsLMTGjRtRW1sLAPj617+OmpoaVFZWYt++fXjwwQdx+PBh/OlPfwIAhEKhjOIEQPr7UCh00X+zqakJq1evznapRERElKOyLlAmTJiAvXv3oqenB3/84x+xbNkyNDc3o7a2FitWrEjfb8qUKaioqMC8efNw9OhRjB079rIX2djYiIaGhvT34XAY1dXVl51HREREesu6QHE6nRg37tyEvJkzZ2LPnj34xS9+gd/85jefuO/s2bMBAEeOHMHYsWMRCATwxhtvZNyno6MDAC7atwKca1K7UKOaRJOsWGOqVtQbA89Rf25sNpkJkVKNioWF6lMZ8/JkLndfZJNp/K0ZXS6Sc6bnA+WMfqHu1khUpmny9Nl25YzD78u89oqL1aecAkA0GhXJkWhMtdtl+gbLyvyffqdBuHrcVOUMf1mFwEqARCIhkmO3yjTBjwio77ckGrRTqcGfHKC8hzQM46Iv9L179wIAKirObfBgMIj9+/ejs7MzfZ8tW7bA4/Gk/0xERERElFVp1tjYiEWLFmHUqFHo7e3F+vXrsX37drz88ss4evQo1q9fj5tuugklJSXYt28f7r//ftx4442YOvVcVbtgwQLU1tbizjvvxBNPPIFQKISHHnoI9fX1Yr8hExERUe7LqkDp7OzEXXfdhfb2dni9XkydOhUvv/wyvvKVr+DEiRPYunUrfv7znyMSiaC6uhpLlizBQw89lP7/bTYbNm3ahHvuuQfBYBAFBQVYtmxZxtwUIiIioqwKlKeeeuqit1VXV6O5uflTM2pqavDiiy9m888SERHR5wyvxUNERETakWkPJhFiZxQJ5UisR+osHp3OBnK73QIrAdxF6mP3AWDkyJEiOYePHFTOkBrDLqW7u1s54+BB9ecFuPSZitmQGN8PAD09PcoZpaUyZ5BNmDBBJEfivRCJRARWIncWT0lJiUiO1ab+unnvvfeUM6L9g99H8AgKERERaYcFChEREWmHBQoRERFphwUKERERaSenm2RNy7kvJQL9pKZFszpPp15bd+en32cQLHnqI+oB4FRkl3KGOyXTJNvfKdNEN5CUaUx15auPPi/wpARWArhcMg3EZ86cUs5wOmXGube1HRfJGRiQuQzAiBL10fvXTFYfLQ8AEybKTBK3WtSb6WOJuMBKgJ7wGZEcV77Mx3Qyob6f+Mu+VuWMeHTwz69mn6xERERELFCIiIhIQyxQiIiISDs52YNimiYAIBEb/GWbL0ZkOJphqmdIMtSfF0DmuZHYRgAQt8v0a0Qj6peqN2XaLBAdEHpMUfXHBACJmPp6kkLbOwGZ5yZhE8iRmYsm8vxK5lgFfj+N9cu89vr7ZIajWQVeNwORfoGVAAMRmd6w/j6Z9Uj0oGTTP3Ixidi5jPOf45diMQdzL818+OGHqK6uHuplEBER0WU4ceIEqqqqLnmfnCxQDMPA4cOHUVtbixMnTsDj8Qz1kj73wuEwqquruT00we2hF24PvXB7DB3TNNHb24vKykpYrZc+ipeTf+KxWq3pay54PB6+wDTC7aEXbg+9cHvohdtjaHi93kHdj02yREREpB0WKERERKSdnC1QXC4XHn74YbhcrqFeCoHbQzfcHnrh9tALt0duyMkmWSIiIhrecvYIChEREQ1fLFCIiIhIOyxQiIiISDssUIiIiEg7LFCIiIhIOzlZoKxZswajR4+G2+3G7Nmz8cYbbwz1koalHTt24Oabb0ZlZSUsFguef/75jNtN08SqVatQUVGBvLw8zJ8/H++//37Gfbq6urB06VJ4PB74fD4sX74cfX19V/BRDA9NTU249tprUVRUhPLyctx66604fPhwxn2i0Sjq6+tRUlKCwsJCLFmyBB0dHRn3aWtrw+LFi5Gfn4/y8nI88MADSCZlLvD3ebN27VpMnTo1PY00GAzipZdeSt/O7TF0Hn/8cVgsFtx3333pn3F75J6cK1D+8Ic/oKGhAQ8//DDeeustTJs2DXV1dejs7BzqpQ07kUgE06ZNw5o1ay54+xNPPIEnn3wSv/71r7F7924UFBSgrq4u4+q6S5cuxYEDB7BlyxZs2rQJO3bswIoVK67UQxg2mpubUV9fj127dmHLli1IJBJYsGABIpG/XQX2/vvvxwsvvIDnnnsOzc3NOHnyJG677bb07alUCosXL0Y8Hsfrr7+OZ555BuvWrcOqVauG4iHlvKqqKjz++ONobW3Fm2++iblz5+KWW27BgQMHAHB7DJU9e/bgN7/5DaZOnZrxc26PHGTmmOuuu86sr69Pf59KpczKykqzqalpCFc1/AEwN27cmP7eMAwzEAiY//7v/57+WXd3t+lyuczf//73pmma5sGDB00A5p49e9L3eemll0yLxWJ+9NFHV2ztw1FnZ6cJwGxubjZN89xz73A4zOeeey59n3fffdcEYLa0tJimaZovvviiabVazVAolL7P2rVrTY/HY8ZisSv7AIapESNGmL/97W+5PYZIb2+vOX78eHPLli3ml7/8ZfM73/mOaZp8f+SqnDqCEo/H0draivnz56d/ZrVaMX/+fLS0tAzhyj5/jh07hlAolLEtvF4vZs+end4WLS0t8Pl8mDVrVvo+8+fPh9Vqxe7du6/4moeTnp4eAEBxcTEAoLW1FYlEImN7TJw4EaNGjcrYHlOmTIHf70/fp66uDuFwOP1bP12eVCqFDRs2IBKJIBgMcnsMkfr6eixevDjjeQf4/shVOXU149OnTyOVSmW8gADA7/fj0KFDQ7Sqz6dQKAQAF9wW528LhUIoLy/PuN1ut6O4uDh9H8qeYRi477778KUvfQmTJ08GcO65djqd8Pl8Gff9+Pa40PY6fxtlb//+/QgGg4hGoygsLMTGjRtRW1uLvXv3cntcYRs2bMBbb72FPXv2fOI2vj9yU04VKER07rfEd955Bzt37hzqpXzuTZgwAXv37kVPTw/++Mc/YtmyZWhubh7qZX3unDhxAt/5znewZcsWuN3uoV4OCcmpP/GUlpbCZrN9ovO6o6MDgUBgiFb1+XT++b7UtggEAp9oXk4mk+jq6uL2ukwrV67Epk2b8Nprr6Gqqir980AggHg8ju7u7oz7f3x7XGh7nb+Nsud0OjFu3DjMnDkTTU1NmDZtGn7xi19we1xhra2t6OzsxBe+8AXY7XbY7XY0NzfjySefhN1uh9/v5/bIQTlVoDidTsycORPbtm1L/8wwDGzbtg3BYHAIV/b5M2bMGAQCgYxtEQ6HsXv37vS2CAaD6O7uRmtra/o+r776KgzDwOzZs6/4mnOZaZpYuXIlNm7ciFdffRVjxozJuH3mzJlwOBwZ2+Pw4cNoa2vL2B779+/PKBq3bNkCj8eD2traK/NAhjnDMBCLxbg9rrB58+Zh//792Lt3b/pr1qxZWLp0afq/uT1y0FB36WZrw4YNpsvlMtetW2cePHjQXLFihenz+TI6r0lGb2+v+fbbb5tvv/22CcD8j//4D/Ptt982P/jgA9M0TfPxxx83fT6f+ec//9nct2+fecstt5hjxowxBwYG0hkLFy40Z8yYYe7evdvcuXOnOX78ePOOO+4YqoeUs+655x7T6/Wa27dvN9vb29Nf/f396ft8+9vfNkeNGmW++uqr5ptvvmkGg0EzGAymb08mk+bkyZPNBQsWmHv37jU3b95slpWVmY2NjUPxkHLe97//fbO5udk8duyYuW/fPvP73/++abFYzFdeecU0TW6Pofb3Z/GYJrdHLsq5AsU0TfOXv/ylOWrUKNPpdJrXXXeduWvXrqFe0rD02muvmQA+8bVs2TLTNM+davyDH/zA9Pv9psvlMufNm2cePnw4I+PMmTPmHXfcYRYWFpoej8f85je/afb29g7Bo8ltF9oOAMynn346fZ+BgQHzX//1X80RI0aY+fn55le/+lWzvb09I+f48ePmokWLzLy8PLO0tNT87ne/ayYSiSv8aIaHb33rW2ZNTY3pdDrNsrIyc968eenixDS5PYbaxwsUbo/cYzFN0xyaYzdEREREF5ZTPShERET0+cAChYiIiLTDAoWIiIi0wwKFiIiItMMChYiIiLTDAoWIiIi0wwKFiIiItMMChYiIiLTDAoWIiIi0wwKFiIiItMMChYiIiLTz/wFPXmunB+lD5AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\n"
     ]
    },
    {
     "data": {
      "image/png": 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zqD5670MqDwC9vdwsEp+/kMqz17q+JDcrh31EhNfjpfIOcLP9LHKGJjtT7uMWbiZYOud9LMY9MsHj4WblRMFts13od9WtW7fixhtvREVFBRwOB55//vkB37csCytXrsSYMWOQnZ2N2bNn48MPB56UHR0dWLhwIfx+PwoLC7F48WL09PR8pQ0RERGR4YMeoPT29mL69OlYtWrVWb//2GOP4YknnsCTTz6J7du3Izc3F3PnzkU4/H8PXFq4cCH27NmDTZs2YcOGDdi6dSuWLFmS/laIiIjIsEL/iWfevHmYN2/eWb9nWRYef/xxrFixAjfddBMA4Pe//z3Kysrw/PPP49Zbb8W+ffuwceNG7NixA1deefp27W9+8xvccMMN+OUvf4mKCu4Wq4iIiAw/57Vw4tChQwgGg5g9e3bqawUFBZg5cyaampoAAE1NTSgsLEwNTgBg9uzZcDqd2L59+1mXG4lEEAqFBnyIiIjI8HVei2SDwSAAoKysbMDXy8rKUt8LBoMoLS0duBJuN4qLi1OZz2poaMBDDz30ua8nkgk4E4MrkLK7Tbla42eedIrT7Fx+Oq392f/T08MN7tlivI9bOqj8H597jsq3dXGt4idMmEDlS6oqqbw7z0flT0W4NugAEElwRaljcsupfG+S28cuB1dA6SSvjZF+rh6RPUYTOVze7ebeJju6uWPU5XJReQCIWdw2OL3cvYgEuc/i1uDfX5lsRkw9qa+vR1dXV+rj8OHDQ71KIiIiYqPzOkApLz89cm9tbR3w9dbW1tT3ysvL0dbWNuD78XgcHR0dqcxn+Xw++P3+AR8iIiIyfJ3XAcrYsWNRXl6OzZs3p74WCoWwfft2BAIBAEAgEEBnZyeam5tTmS1btiCZTGLmzJnnc3VEREQkQ9E1KD09PThw4EDq80OHDmHnzp0oLi5GdXU17rnnHvzbv/0bJkyYgLFjx+KnP/0pKioqcPPNNwMALr30Ulx//fW488478eSTTyIWi2HZsmW49dZbNYNHREREAKQxQHn77bfx93//96nPly9fDgBYtGgR1qxZgx//+Mfo7e3FkiVL0NnZiW9961vYuHEjsrKyUv/n2WefxbJlyzBr1iw4nU4sWLAATzzxBL3yyWQyjY6vIulhi17ZLq/pFO2yBXb5+flUPi8vj8o7gq3nDn0KW0/2pz/9icqPGsV1kp34jelU/rMTAs6FLegE+C6gn+45NRjd3VzhbpxsqsmeB9HuLi5PdjvOy+aOafYYKiwspPLpnPf9IW4fZ+r7JD1Aufbaa7/0BXU4HHj44Yfx8MMPf2GmuLgYa9euZX+0iIiIjBAZMYtHRERERhYNUERERMQ4GqCIiIiIcTRAEREREeOc11b3F5rb5R50G2K725onEma1TTcR25Y9nRbQjESCa9lt9/LTmeHBzpDILcyh8tO/dhmVD4y6isrv27ePyr+1p/ncoU/Ze/RjKt+68xiVHzduHJUvq+ZbKeSS7fQ7ek5Q+WMnuZlUvT2dVJ6V5+HOe/ba2O/rp/JsY9CioiIqz86UA4Cq8moqf+TIESrfe7yXyjPXukRimLW6FxERkZFFAxQRERExjgYoIiIiYhwNUERERMQ4GV0k63K5Bl1I6XRyYzG2wNGyuFbCbHFjOtiiVLux+4BldxEuW4zHHkPpHBPsNpeWllL5SZMmUfmK8VwR6MSJE6l85aQaKn/w4EEqH3JHqDxbQMm2xgf4Isr2zpNUvrOzk8p3dXGt6NlW/aPLuWOUva64HdzbHnudYPPs+gBA0sVdi3w+rtDaFLqDIiIiIsbRAEVERESMowGKiIiIGEcDFBERETFORhfJJhIJOBODKxK0u2toMskVyY5E7Gtkd2EzW8zGFpqx2xsOh6k8wHefdbi5otrqsVzHyhwH16k2tziXyru/wR0ThWXc8j/u5DrJsq9/dhZfuJ6bwx2nMctL5fvD3HHtdheSee5tpqi4gMr393OdYfu7uXwyyRWv53iyuTy4PAAk3VyRbLYri1s+ee1iJhAwWd1BEREREeNogCIiIiLG0QBFREREjKMBioiIiBhHAxQRERExTkbP4okn4nDY1DGebWvOjvVMa0NvIraS3O5ZPOz6sMvPyuIq7QG+jbjd7f070Unl+yJ9VD7Hx80SYlv7x/O487ijo4PKs23iASAS4drvxx3czKLCwkIqX1TItfdnz0uPmzum29raqPypE6eo/JgxY6i8s4h8LwD/XsD+j0x9v9EdFBERETGOBigiIiJiHA1QRERExDgaoIiIiIhxMrpINplMYLB1i5Zlb5GQ3UVI6SzftMIotuDStPWPx7mKbLY4MJ3tZQtry8sqqHxfL9d+31HIFRLHLa6g80Ssh8rn5OVR+VwH1wb91Cmu4DJ4/DCVB/h2+qNLS6g8W2jtcZOPGyCLcHtPcYXER1s+ofLhEPd6frBnP5WfNOZSKu8gC9cBYNBvfGd+RpL7GU5yjgiTp7LcaoiIiIjYTwMUERERMY4GKCIiImIcDVBERETEOBldJOt0OuF0DnaMZfdYjFs+36k287FdTFmDPxZOY4tS2SLZcJgrMHW7+dNx7NixVL6mpobK273P2G12u8iupA6uADQ/L5/KFxcXU/meXr6TLNt9lj3uvF4vlc8jC4/ZY4jtDHvkyBEqH+slC0zJ6wTb+dfv4zrzAvZf60yhOygiIiJiHA1QRERExDgaoIiIiIhxNEARERER42iAIiIiIsbJ6Fk8Pq8XHt/gNiGR4GbNsLNs2Fb6SbJV8XDAVpKblmf3GTv7gp0RAgC1tbVUfty4cVSenYERB9dG3OngZkaBbI0PB/c7WC6yqfyY4jIq706S2wvgpI9bp1AX136/0JdD5S8q4o5TdvabRbaid/RwM7t8SW7WktXLLT9ykntcQpafWx8AyAI32ywrwe1jL3kexBKDvzZaRFZ3UERERMQ4GqCIiIiIcegBytatW3HjjTeioqICDocDzz///IDvf//734fD4Rjwcf311w/IdHR0YOHChfD7/SgsLMTixYvR08M9pVRERESGL3qA0tvbi+nTp2PVqlVfmLn++utx/Pjx1Mcf/vCHAd9fuHAh9uzZg02bNmHDhg3YunUrlixZwq+9iIiIDEt0key8efMwb968L834fD6Ul5ef9Xv79u3Dxo0bsWPHDlx55ZUAgN/85je44YYb8Mtf/hIVFRWDXhem1T1b4MgWdg2Hv5ax7ZNZphW9suwubP6ic+bLsK3rc7K5YrlYnCxKJdHnpcWdlw6PvcdQjpt7PcvKuKJaAMjKyqLy4ZIiKu/3c63WC3JzqXxftI/KsxMU2OtWkpwwwd7dZx814AB/3fKAe4SDadfSwbLlHen1119HaWkpJk2ahKVLl6K9vT31vaamJhQWFqYGJwAwe/ZsOJ1ObN++/azLi0QiCIVCAz5ERERk+DrvA5Trr78ev//977F582b84he/QGNjI+bNm4dE4vRUrWAwiNLS0gH/x+12o7i4GMFg8KzLbGhoQEFBQeqjqqrqfK+2iIiIGOS890G59dZbU/+eOnUqpk2bhksuuQSvv/46Zs2aldYy6+vrsXz58tTnoVBIgxQREZFhzPbCiXHjxmHUqFE4cOAAgNN/Z//s47Tj8Tg6Ojq+8G/wPp8Pfr9/wIeIiIgMX7Z3kj1y5Aja29sxZswYAEAgEEBnZyeam5sxY8YMAMCWLVuQTCYxc+ZMatnJZHLQRXZ8Z1gub3dNkd0FrIA5hVHpsnsfd3R0UHm2AJTt8goAOTlckWbS4taJPSYiVoTKn/nT72CFo1wBYn8/19XTk88VH+Y6uYJRv4MrYAWAnEKua2heIdlZFT4q7yULNEPgagYLIlwX07w+rhNrfx/3+liOKJU/eegklQ8V8zWVeWVkIbSDLIT2cMtPENfSuDX4158eoPT09KTuhgDAoUOHsHPnThQXF6O4uBgPPfQQFixYgPLychw8eBA//vGPMX78eMydOxcAcOmll+L666/HnXfeiSeffBKxWAzLli3DrbfeSs3gERERkeGL/rX87bffxhVXXIErrrgCALB8+XJcccUVWLlyJVwuF3bt2oV/+Id/wMSJE7F48WLMmDED//M//wOf7/9G6c8++ywmT56MWbNm4YYbbsC3vvUt/Nd//df52yoRERHJaPQdlGuvvfZLb42//PLL51xGcXEx1q5dy/5oERERGSEyv7uYiIiIDDsaoIiIiIhxbJ/FYyduFg+3bJfLRa6NeWM902bl2D3Lhs2zM0jY5X+2IeG5pNPbp6iIq7aPka3i2ZlICaJCH+BfU3Z9IhFuVlHczb0+3lxuBokXXNt6gG+FnkXOsskBNxPMDe7aGPdyr2leXh6V93q5fRAJc8cE+6iBzs5OKn/yJDfrBwA8Tm6fZWdzM6PY19TjIY655ODfK817VxUREZERTwMUERERMY4GKCIiImIcDVBERETEOBldJJtIWnAmyOpXm5hWkDoSRaNcS+ru7m4qzxZcVldXU/nKar5I1u3mCiKjZKv7JMi8k8tbLu78jVsxKh+Oca3uLe6QoM97K4e/XrFFsiVhsvDYzRU2x1zcMZfn4Aoux5Zy58GRoo+p/EenWqi8L8G9/h/t+4DKj7uIu04AQK6Le/xBaVEJlc9zcUW1fRj8PnZj8EXTuoMiIiIixtEARURERIyjAYqIiIgYRwMUERERMY4GKCIiImKcjJ7FI3IhFRYWUvmLLrqIyvt8PioPABbMmMV2ht2PJ2AfQeF2c5e4KDtLKBym8ulgZ6fFjoeoPPvIBwc5i2fMmDFU3u/3U/lRo0ZR+WCQay3vdHK/x3d0dFD51tZWKg8A8Ri3TuwjMdhttosZayEiIiLyKRqgiIiIiHE0QBERERHjaIAiIiIixsnwIlknNMbKHE6b6zntftxAnp9rL33pZbVU3pWTReUBIEoWyYYdXBFoBFx7//44VzSaTHKt8XPyc6g8uJpaxHo6qXx3TxeVDx4+SuUB/jXqAVfEeurUKSqfQxZo9ke4It9iTx6VLy0qpvIleVwR7tGj3D7L93EFqSfJ5QOAz+LeuiOhTiof6+2h8h7mERpEVu/uIiIiYhwNUERERMQ4GqCIiIiIcTRAEREREeNkdJFsMpkcdAGZ3Z3x2I6YLLsLQIcDttNrVxdX4OjxcMWHBQUF3PId3PIBII44lbe782yBj9vm9t52Kt/X00vl2U6y7HkWi3FFx+l0C2a75+Y7vFSePQ/a27l9xnaq9Y3iOjCz531lZSWVD4W4zrxxriaYPoYA4MiRI1SefX9iOyQz5w2T1R0UERERMY4GKCIiImIcDVBERETEOBqgiIiIiHE0QBERERHjZPQsHsuyBl2dzFaS242dLWD3LKQLIZHgWnazTp48SeV7e7kZIRPI2QKji0dT+RDI8n8ASabFNIBIgvsZPWTL67CbmxESj3OzkBIuLu8kz7Pc3FwqH41yr2fM4tYfAPzkceewuFk/eclyKh8hNyHq5WYVOUdzM8EqSkqovEU+suJ4mJvF89G+T6i8FeKuWwDgJmdqsbNy3I5sKu8l9nEsoVk8IiIiksE0QBERERHjaIAiIiIixtEARURERIyT0UWyTKt7lmmt5dPZTtMKa9l2y2y+o6ODypeXc8WBF13EteB2k6dX0uIK2QC+TXZPH1f0yhYSH+nkCgTz87mCRW8B95qy5wDbip4tku3oO0XlAaCvr4/Ke8lHJmRncwWRF198MZVn+f1+W/PxMm7CBLu9rS1c0Sv7qAEA8LqyqDz7yIdY3L5HOKjVvYiIiGQ0DVBERETEOBqgiIiIiHE0QBERERHjUJUzDQ0N+Mtf/oL3338f2dnZ+MY3voFf/OIXmDRpUioTDofxox/9COvWrUMkEsHcuXPx29/+FmVlZalMS0sLli5ditdeew15eXlYtGgRGhoa6EIeh8NhXDHrYLEFoOlgC2vZgkK2O69F5tnls9tbUMB1rPzGN75B5buj3VQ+6eKPCbuKxC8Uuwu52WMonWsQI52O1keOHKHyZcWlVJ49DypHl5079Clst2AfWVzuJH/PHjVqFJUfP348lf/kA25/sYXoAF8cz77f+HO5wmPmPKayzEo0Njairq4O27Ztw6ZNmxCLxTBnzpwBL/C9996LF154Ac899xwaGxtx7Ngx3HLLLanvJxIJzJ8/H9FoFG+++SaeeeYZrFmzBitXrmRWRURERIYxaqi6cePGAZ+vWbMGpaWlaG5uxjXXXIOuri489dRTWLt2La677joAwNNPP41LL70U27Ztw9VXX41XXnkFe/fuxauvvoqysjJcfvnleOSRR3D//ffjwQcfpHr6i4iIyPD0le6vnpm/XVxcDABobm5GLBbD7NmzU5nJkyejuroaTU1NAICmpiZMnTp1wJ985s6di1AohD179pz150QiEYRCoQEfIiIiMnylPUBJJpO455578M1vfhNTpkwBAASDQXi9XhR+5umbZWVlCAaDqcynBydnvn/me2fT0NCAgoKC1EdVVVW6qy0iIiIZIO0BSl1dHd577z2sW7fufK7PWdXX16Orqyv1cfjwYdt/poiIiAydtFrdL1u2DBs2bMDWrVtRWVmZ+np5eTmi0Sg6OzsH3EVpbW1NtRUvLy/HW2+9NWB5ra2tqe+djc/nO2srXafTaUw79wsxK8du7IwQdpvtnpWTk5ND5SdMmEDli4qKqDwrnRlpps1iY1vXl5SUUHlPtovKhxPc4wNOnDhB5dva2qh8Vwf/5+lIJELl2Vk8WVlc23T2cQAeD9d63xXlzvtonHvcQIG7kMqPHTuWyhcW7qTybKt+AOjr5o5rtraTva4w12omS727W5aFZcuWYf369diyZcvndtyMGTPg8XiwefPm1Nf279+PlpYWBAIBAEAgEMDu3bsHnNibNm2C3+9HbW0tszoiIiIyTFF3UOrq6rB27Vr89a9/RX5+fqpmpKCgANnZ2SgoKMDixYuxfPlyFBcXw+/34+6770YgEMDVV18NAJgzZw5qa2tx++2347HHHkMwGMSKFStQV1dHj8xFRERkeKIGKKtXrwYAXHvttQO+/vTTT+P73/8+AOBXv/oVnE4nFixYMKBR2xkulwsbNmzA0qVLEQgEkJubi0WLFuHhhx/+alsiIiIiwwY1QBlMzUFWVhZWrVqFVatWfWGmpqYGL774IvOjRUREZARJq0jWFCYVySb5DtakNLaTrNv1kD8jFufaLccjXD6Z4DYgy5VN5adMnErlC31cQWfE4oobIwkuDwAucMVsjiS3j9l8tiOPyjujXAGl08etT38H95oe2P0RlT948CCVL8rhCyLZQuKiKFf0mt/HvQ1E+jqpPFtcXuThjiG3i1v/HHCvT6GLKz0Ync1t7ydR/toe5eqC4SGLXr3km4fTOfi8Iz74rBnv7iIiIiKfogGKiIiIGEcDFBERETGOBigiIiJinIwukjWJ/cW69o8lneTPYDvJxuNxKs+q+lRX48EYPXo0lQ8nue6NLifX9TQdphSJn8F2/2U7sUZP9lP57u5uKs8+RuPYsWNU3jGKe30AvnNrT08PlY/FuOJ1H3mdYI/RktJcKu9ycOdZd4Q7JsJh7ry3uzMvAFhJrujV7muvXcy6uomIiIhAAxQRERExkAYoIiIiYhwNUERERMQ4GqCIiIiIcTJ6Fo/TOv0xKJa9Y7GEYbMp0sHOOmFn8YCc4cHOCPGSLa97Q1w1/8XlF1P5njg3m8LFT/CAk9xnpdmlVL4r2kXl933QQuXPPBF90PnjR6l8Z2cnlWdnnFySPZbK5yb5GRuOk9yB8VHnASrv8XCPGyiCl8qHj3RS+ewa7vEEF110EZX3sevfxa1P7Fgnlfd0kn3rAcSj5MwrF3ediJKHKfP2miCymf+uKiIiIsOOBigiIiJiHA1QRERExDgaoIiIiIhxMrpI1iRsQadpLcoB+1vXu8hCLbZldCKRoPJsm/X8Qq4AlH09nf4cKp+O9vZ2Ks8WsX788cdUnt0HHe0nqHw0yhUgsgWj7DFqJbjiRoA/b/od9l6LLCe3zezyW7Naqbzbzb2N5WcXUHn22s6uD7t/AcDh4K69DgfXGp+eAGET894lRUREZMTTAEVERESMowGKiIiIGEcDFBERETGOBigiIiJinBEzi4etxKY5yJeSbL2fzuqzldgxsn2yI8ZVhmc7uVkq+Tn53PItrj9zf3svlT9+6BiVZ2cVxXx8NT87A6C19TiZ52ZUHD/ILb+vr4/KO5Pc9ua5uWPI5+WOIZeDfDxEmDsmACBBP1KCi7tc3HkcAjeDJNvHrX9PDrcB7d5+Kp/I5/YxO1MrJ7uQyvu83DEKAH1h8j+wj3qx2Pcz4jwgDgfdQRERERHjaIAiIiIixtEARURERIyjAYqIiIgYZ8QUydrdWt5ymDfWs7t1PYst6PR6vVTe7/dTebb9c0sL1+r+1KlTVP6Tdq4gFeAL+MJhrii1q6uLykeiXOExy+3hLlnsMcTm6ZbgfB00XWzNYs/7SILL9/dzRayRSITKs48z6OnpofJ2t7pnH68A8NeuTGXeu6qIiIiMeBqgiIiIiHE0QBERERHjaIAiIiIixsnoIlmHw0EUC3FFRXTxG4ktvLoQnWTZPFvMVuLLpfLF+VzRa0kel/eR4/NwmCwmbOcKTHtb26k8ALAlqQkHdyA5yWK8bLITK1u87snmCgrtLiakrxNkJ1wAcJLdamFxRbVJsgjXSnD7IBrm3mZ6u7nXNCeLyycjZJFvL3eW5WQX25oHAFjcOoXD3LXakcudx1SnWiKrOygiIiJiHA1QRERExDgaoIiIiIhxNEARERER42iAIiIiIsbJ6Fk8lmUNuoqerVRnxZIxW5dvWfxsBHaGgZdsRV9SUkLlS4tGU/n8/Hwqz7YpZ1vRd3R0UPlYjDsm2BbZ6XA67Z2dZrm4WULsLBu78+w+o9uggztG08GuE9sq3pHgjqG+Pu7xCux5xm4vO9OMbUXvdtu/j30+cpYNiTsi7EPdQWloaMBVV12F/Px8lJaW4uabb8b+/fsHZK699trU9N8zH3fdddeATEtLC+bPn4+cnByUlpbivvvus/05MCIiIpI5qF/ZGhsbUVdXh6uuugrxeBz/+q//ijlz5mDv3r3Izf2/Hhd33nknHn744dTnOTk5qX8nEgnMnz8f5eXlePPNN3H8+HHccccd8Hg8+PnPf34eNklEREQyHTVA2bhx44DP16xZg9LSUjQ3N+Oaa65JfT0nJwfl5eVnXcYrr7yCvXv34tVXX0VZWRkuv/xyPPLII7j//vvx4IMP0rfpRUREZPj5SkWyZx7FXlw8sBPes88+i1GjRmHKlCmor68f8DfIpqYmTJ06FWVlZamvzZ07F6FQCHv27Dnrz4lEIgiFQgM+REREZPhKuyovmUzinnvuwTe/+U1MmTIl9fXvfe97qKmpQUVFBXbt2oX7778f+/fvx1/+8hcAQDAYHDA4AZD6PBgMnvVnNTQ04KGHHjrrOgy2QIptFU+3iU9yLyVb2JXOWJLdBp83j8pXV1dT+XHllVSebYMeI1vvt3e0UvmuENe6ni4+dPAFrGwRqEUWybLLT5J5dh+z68Mun0Wfx2msDr2Pk2RBPdOmHECWj7tOeD055w59SjzBrX93T5jKdya4NvFsQSp7TIT6+qk8ALBzJhyuzJywm/YApa6uDu+99x7eeOONAV9fsmRJ6t9Tp07FmDFjMGvWLBw8eBCXXHJJWj+rvr4ey5cvT30eCoVQVVWV3oqLiIiI8dIaVi1btgwbNmzAa6+9hsrKL/+teObMmQCAAwcOAADKy8vR2jrwN9czn39R3YrP54Pf7x/wISIiIsMXNUCxLAvLli3D+vXrsWXLFowdO/ac/2fnzp0AgDFjxgAAAoEAdu/ejba2tlRm06ZN8Pv9qK2tZVZHREREhinqTzx1dXVYu3Yt/vrXvyI/Pz9VM1JQUIDs7GwcPHgQa9euxQ033ICSkhLs2rUL9957L6655hpMmzYNADBnzhzU1tbi9ttvx2OPPYZgMIgVK1agrq7O9uYzIiIikhmoAcrq1asBnG7G9mlPP/00vv/978Pr9eLVV1/F448/jt7eXlRVVWHBggVYsWJFKutyubBhwwYsXboUgUAAubm5WLRo0YC+KYPFdJIl60XpQic2zxawAvZ2AAWA7OxsKl9UVGRrPkF2/23t7qbybHPAbnL5NL5ZcBrHkVnYAlC7sUW1dhfhAvbvY/a8z8viimSzsrKofLaLazURDnNFsmxnW3b57HtBfz9fJMsW4LvILuGmoAYo5zpRqqqq0NjYeM7l1NTU4MUXX2R+tIiIiIwgmTn3SERERIY1DVBERETEOBqgiIiIiHE0QBERERHjpN1J1gQJywHnYHv+xtl20dy6uLgJJ2CnbGRnce2iAQx4wvRgjB97GZUfVzOeyofDXPV8qIdrSf1G89+o/JlnSQ1WHNz65OVxsx1cXvogomeRWOSsGXqWDTlbgO3K7mB/p3Jw6+P2kK33ndwl1BHlZ+Sws9nY3zr7e7nj2iJn/RQUFVB5r4NsxEm2p2gjz/uEzbN42NmEAGCB+xkeJ3leglsni+i9n7AGv2zdQRERERHjaIAiIiIixtEARURERIyjAYqIiIgYJ6OLZKlW90muOI1uL03m2eLDdB6kOHnyZCpfkDOKyrOt3/ft20flT5w4QeV7enqoPFt86PJyhWaxWIzKw8UXUPKt4s1qLc/K9Nb+6aw/W3TpIo8J9unwpaWlVH7UKO66Eu3lfm9ub2+n8mzrepb9jz0BXO6RcW9hZGyliIiIZBQNUERERMQ4GqCIiIiIcTRAEREREeNkdJGsw+EYdJFgguy8lyRbyQ66o+3/8nq9VH7qZVOpPAB8e8a3qXyYHK/u288VvcYtrsi0p58rMnV6uY6SWWQeHq64ji1gTTq5TrsAYJGFtQ62EJesqWULBGlOboUikQiVZwsW2ULrZB//+rDrFI9wP2Py5LFcflKAyrMdrYPHQlTe7eW6nmblcHm2W3P7qcNU3u1O423YyW2Dw8Vei7hjiLnWMcvWHRQRERExjgYoIiIiYhwNUERERMQ4GqCIiIiIcTRAEREREeNk9CweO9ldzZ+dnU3lCwsLqTwAuMnd6yKnbJSUlFD58ePHU3nWhwe4WTD0LBsXt4/ZYwJ023p+GzweD5WnZ5DEuG2mzzNydh29j8lZSPSspTQmObE/Izc3j8qPGzeOyrOP3XC5uNl7eTncIyvy8/OpfDDIXbfYR2h0ho5ReXaWUDrY84B/hIY9dAdFREREjKMBioiIiBhHAxQRERExjgYoIiIiYpwRUyQbJ4vr4kmu2C9KFvtVlhRQeW+xn8oDQCe41uwJcK3fi0dVUPkxY6up/MfBo1Te6eMKQFmOJFc4xrawdrq5xx8AfAGi7UWgNmOLatk8u71sIXQswb+e7DoV5OdQ+eqJl1D5qvIJVD4Ori173mgqjqpLufUJHuNa0f/tb3+j8q4DWVQ+HOau0wDgdLCPuDCj6JWlOygiIiJiHA1QRERExDgaoIiIiIhxNEARERER42iAIiIiIsYZMbN47K7+Z1sDs23ic3K4ynwACJOzeOLkbAGfk5v109nZSeUPH+aq7e1+PIGDrJxnZ/G4yTb0QBrbTM5OY5cP8nEJdEttNk4un99e+9m9TuxrFEOMyifJ/v5ecI8ByXFz18ZQTjuVj0QitubjcW6WEwC4HPY+dsNhyK0LQ1ZDRERE5P9ogCIiIiLG0QBFREREjKMBioiIiBgns4tknY7TH4MQJwscE+TQLb8kj8r7S/OpfNjJF8r1RUJUvuMkV1Tb09ND5d94+3+o/L5De6l8SQH3mjqd3E72kfvAcpBt09PqKk9WjVrcNtvdIJst0HSQ6w/ytHGSy3da3PonHdw5c/r/cAWO7lyuSDNscUWjrfiYynvBPcKBfeRG3OKKTFtOHaDyHwb3UPn+JLePnR7+PoHLQz7iwsWdCIN8W00Lc8roDoqIiIgYRwMUERERMQ41QFm9ejWmTZsGv98Pv9+PQCCAl156KfX9cDiMuro6lJSUIC8vDwsWLEBra+uAZbS0tGD+/PnIyclBaWkp7rvvvrTmgYuIiMjwRQ1QKisr8eijj6K5uRlvv/02rrvuOtx0003Ys+f03+juvfdevPDCC3juuefQ2NiIY8eO4ZZbbkn9/0Qigfnz5yMajeLNN9/EM888gzVr1mDlypXnd6tEREQko1FFsjfeeOOAz3/2s59h9erV2LZtGyorK/HUU09h7dq1uO666wAATz/9NC699FJs27YNV199NV555RXs3bsXr776KsrKynD55ZfjkUcewf33348HH3wQXi9XTOVwOPhOlMSyGdXV1VS+oKCAyvf391N5AOjr66Pyhw+fpPItLS1U/oMPPqDy7DYn8riOkmyRrF3H2hlst8d02L0N7GvK5hNxszpCs+t/ITrVsufNqVOnqHzridZzhz6F7YLdR9YRt7dzRb4fvP8+ld+/fz+V95LHkCeNDtJeLze/hT/v06rYP+/SrkFJJBJYt24dent7EQgE0NzcjFgshtmzZ6cykydPRnV1NZqamgAATU1NmDp1KsrKylKZuXPnIhQKpe7CnE0kEkEoFBrwISIiIsMXPUDZvXs38vLy4PP5cNddd2H9+vWora1FMBiE1+tFYWHhgHxZWRmCwSAAIBgMDhicnPn+me99kYaGBhQUFKQ+qqqq2NUWERGRDEIPUCZNmoSdO3di+/btWLp0KRYtWoS9e7l+Faz6+np0dXWlPtiHyImIiEhmoRu1eb1ejB8/HgAwY8YM7NixA7/+9a/x3e9+F9FoFJ2dnQPuorS2tqK8vBwAUF5ejrfeemvA8s7M8jmTORufzwefj2veIyIiIpnrK/dBSSaTiEQimDFjBjweDzZv3pz63v79+9HS0oJAIAAACAQC2L17N9ra2lKZTZs2we/3o7a29quuioiIiAwT1B2U+vp6zJs3D9XV1eju7sbatWvx+uuv4+WXX0ZBQQEWL16M5cuXo7i4GH6/H3fffTcCgQCuvvpqAMCcOXNQW1uL22+/HY899hiCwSBWrFiBurq6tO6QOJ3OQVfRx8G1cXeTVdJFo4qofGVNJZW3sjqoPAB8sP9vVP61ra9R+aNHj1L5bMtP5YtKuVldcUeUyjvY1vVOtmU3ufw0GsvTs1TYVvEk9okMFvkICot9TW2exZNMko8zYHvvA0iS/6f8oi++G302bKv1A4e56wo7iwcWl3/n3Xeo/KEPD1H53CLu9Yl1c329vLn8LB6H7a3D7JzFM/hlU+/CbW1tuOOOO3D8+HEUFBRg2rRpePnll/Gd73wHAPCrX/0KTqcTCxYsQCQSwdy5c/Hb3/429f9dLhc2bNiApUuXIhAIIDc3F4sWLcLDDz/MrIaIiIgMc9QA5amnnvrS72dlZWHVqlVYtWrVF2Zqamrw4osvMj9WRERERhg9i0dERESMowGKiIiIGIeeZmwSBwbf6p5t+56fn0/la2pqqHxeXh6V7wpxbegBvgV0d3c3lY9EIlTe5+YKr9jCaSdZAGpcm3J7u9AD4Is6WQ6bN8K0IllWOsu3+/EB7CNG3C4XlWcf4dAd6qTynZ1cvqeH66XPPsw238Nd213k6wkAybi9j8Uw5bzRHRQRERExjgYoIiIiYhwNUERERMQ4GqCIiIiIcTK6SLY3HIbbGtwmeMjCpYkTp1L5iyrHUXmvjyvCbf34OJUHgLZWrrjLgRIqn+UjOyCShVdJ8vB0u8liMyfZNdSytzDNkcbvC2zRqMNh7+8kVpJ7Tdm6Y7oUj/wBLid3zMXpomP+9c/K4orFs7MKqLzPy12LXDnc+nR1dVH59va2c4c+5eTJfiqfTHBFwQ5w1zmHm8sn0ukg7bC52N3m+QCDpTsoIiIiYhwNUERERMQ4GqCIiIiIcTRAEREREeNogCIiIiLGyehZPJFIFAkMbmZFcXExtezp06dTeba9dCgUovKtra1UHgA6OjqoPLsNbLt+ZyxG5e1uO25363q7199E7DZn+j64EC3B2Uc+jB49msqzrdbZ1u/hcJjKnzzJPdaDvZbmkK9ndnY2lY+HyVlFaTx+YqRcWXQHRURERIyjAYqIiIgYRwMUERERMY4GKCIiImKcjC6SjUacSFqDG2NNmlxLLXv8uK+R65JL5U+dOkXlQycLqTwA9HWOovKxXq4YjJbgiuXAFly6T5DL54oDHU57W92ngy66NKSFdbrY7bU7n0hwx4TbnUPlASAvlyvwLx89kcq7wK1TPM6dN1lu7rqS7eGK6d0gz/sYVyTr8HCvjwvctT3JbS4AwAnu8QH08p3shYLIE236dQdFREREjKMBioiIiBhHAxQRERExjgYoIiIiYpyMLpL1ejxwewe3CWzHx+7ubiofJ5sBdnZ2Unl2fQC+g2NfXx+VZzvP+hxcB0qPx0Pl7S6IZNndJTUdjhHTg/I0u/cx2wXU6eSOaQDwer3kz+DOS/o6wZ3G9GuUn59P5QsLC6n8qdZOKs8WQmd5uTzbyfdCsPPaxSxbd1BERETEOBqgiIiIiHE0QBERERHjaIAiIiIixtEARURERIyT0bN4nAAG25H3ZNtxatn7971H5cfX/D8qn2VxL/2kGq6yHQByXaVU/qOPPqLyoVCIysf7I1w+ys3A8BV1UHkHW6juYMfz5s3iYX8nMXEmkp3Y7WVnqHgsfsZGjpdrtX605Sj9Mxg9/dwsFXYmVVH+GCo/8eIJVP5Q/AiVZ69zySjZqt/Lz+yCa2TcWxgZWykiIiIZRQMUERERMY4GKCIiImIcDVBERETEOBldJBsOR+BODq7vckcHV0DZ0tJC5SvLuHbRrJqaGvr/jB49msqzreUPHTpE5YOHueI9tvV+bhEVpwsi7c5fEDavk2nbbPf6sG3l02m973Zzl+n9+/dTebbVekdXP5X3+XxU/qoZF1H5iooKKh8jL9UnTpyg8l0d3A+IRqNUHgB82VyePQ8cTvseEcGcA7qDIiIiIsbRAEVERESMowGKiIiIGEcDFBERETEONUBZvXo1pk2bBr/fD7/fj0AggJdeein1/WuvvRYOh2PAx1133TVgGS0tLZg/fz5ycnJQWlqK++67D/H44ApdRUREZGSgysMrKyvx6KOPYsKECbAsC8888wxuuukmvPvuu7jssssAAHfeeScefvjh1P/Jyfm/Ns2JRALz589HeXk53nzzTRw/fhx33HEHPB4Pfv7zn9Mrn+XzwO0dXAW6y+IGQR1BbsZJ67F3qXxlZSWV9yW5GTkAkEhy1fmTqi+h8kcPfELlPU6uGj67gJxkFuPajrPi4CrbHWRrfHZGSDrsnmOTpJ8fQCIX7yD3GcvtzaLyLvpxCcDHH3Gz5XxZeVT+1KlTVN7p4La5qIibXhfu6qbyubm5VH5izVgqX1POzRJqP3kxlf/www+pPAB09eym8uwMTfZKyszMsZKDz1LvADfeeOOAz3/2s59h9erV2LZtW2qAkpOTg/Ly8rP+/1deeQV79+7Fq6++irKyMlx++eV45JFHcP/99+PBBx+E1+tlVkdERESGqbR/ZUskEli3bh16e3sRCARSX3/22WcxatQoTJkyBfX19QN6WTQ1NWHq1KkoKytLfW3u3LkIhULYs2fPF/6sSCSCUCg04ENERESGL7pR2+7duxEIBBAOh5GXl4f169ejtrYWAPC9730PNTU1qKiowK5du3D//fdj//79+Mtf/gIACAaDAwYnAFKfB4PBL/yZDQ0NeOihh9hVFRERkQxFD1AmTZqEnTt3oqurC3/+85+xaNEiNDY2ora2FkuWLEnlpk6dijFjxmDWrFk4ePAgLrmEq2/4tPr6eixfvjz1eSgUQlVVVdrLExEREbPRAxSv14vx48cDAGbMmIEdO3bg17/+NX73u999Ljtz5kwAwIEDB3DJJZegvLwcb7311oBMa2srAHxh3QpwulXy2dolezweeLyD24REnKuu6+zspPLvv/8+lWfbJ8P64jtMX4QtjGLbcPf3cy2v2SJQtgU3i25db9N6nJFM2lvkC1yYQtyRxO5jNB1s0Wt3N1eUmkxw530sFqPybKt+dsLBxVUTqHxeHld0XOAvofLhMP+YlPBHH1D5RCJB5dl9xlxX4vHBr8tXvlolk0lEIpGzfm/nzp0AgDFjxgAAAoEAdu/ejba2tlRm06ZN8Pv9qT8TiYiIiFB3UOrr6zFv3jxUV1eju7sba9euxeuvv46XX34ZBw8exNq1a3HDDTegpKQEu3btwr333otrrrkG06ZNAwDMmTMHtbW1uP322/HYY48hGAxixYoVqKurox8oJSIiIsMXNUBpa2vDHXfcgePHj6OgoADTpk3Dyy+/jO985zs4fPgwXn31VTz++OPo7e1FVVUVFixYgBUrVqT+v8vlwoYNG7B06VIEAgHk5uZi0aJFA/qmiIiIiFADlKeeeuoLv1dVVYXGxsZzLqOmpgYvvvgi82NFRERkhKGLZE3i8bjg8QyuSM3ptLdI6OixXVT+xEmuKZ3TKqbyAOg/m7HFWuxr5PVxxXg0w7qMstiiXYAvbLa7EFc1uEMvmeDOS7eLO4bCUW75oS6uaLflE65zLru9/T1RKl9YWEjl83PJ627/SSoPgH48DH1tcbLXFXuyupyIiIiIcTRAEREREeNogCIiIiLG0QBFREREjKMBioiIiBgno2fxOByOQc9icLvt3VQn+VL29vZS+f4ermob4Gd4sLNySktLqTwc3HjYtFb0knnSmRllGvY8ZluzZ2dnU/k+D3ct+qJO41+EnU3Y0tJC5Y+0tJ079Cl+v5/L52VR+Z6eHioP8K8p/dgTKm0f3UERERER42iAIiIiIsbRAEVERESMk5E1KGf+rhyL8HUZg8V26nOCy8ejbJ5/rDv7t2t2m2MRrmYl6bC3+6EFrluw3djX39SfwVAn2fOP3ceWxeUTCe684a9d3PIt8jrhJH/PdoK7bsUiXOfZqJtbH/Y6CvD7AEnumHC4uH3GHKNnjofBXN8dVgZWkR05cgRVVVVDvRoiIiKShsOHD6OysvJLMxk5QEkmk9i/fz9qa2tx+PBhuspazr9QKISqqirtD0Nof5hF+8Ms2h9Dx7IsdHd3o6KiAs5z3HLNyD/xOJ1OXHTRRQBOTwHTAWYO7Q+zaH+YRfvDLNofQ6OgoGBQOf3FWERERIyjAYqIiIgYJ2MHKD6fDw888AB8Pt9Qr4pA+8M02h9m0f4wi/ZHZsjIIlkREREZ3jL2DoqIiIgMXxqgiIiIiHE0QBERERHjaIAiIiIixtEARURERIyTkQOUVatW4eKLL0ZWVhZmzpyJt956a6hXaVjaunUrbrzxRlRUVMDhcOD5558f8H3LsrBy5UqMGTMG2dnZmD17Nj788MMBmY6ODixcuBB+vx+FhYVYvHgxenp6LuBWDA8NDQ246qqrkJ+fj9LSUtx8883Yv3//gEw4HEZdXR1KSkqQl5eHBQsWoLW1dUCmpaUF8+fPR05ODkpLS3HffffRD4mU01avXo1p06alupEGAgG89NJLqe9rfwydRx99FA6HA/fcc0/qa9ofmSfjBih//OMfsXz5cjzwwAN45513MH36dMydOxdtbW1DvWrDTm9vL6ZPn45Vq1ad9fuPPfYYnnjiCTz55JPYvn07cnNzMXfuXITD4VRm4cKF2LNnDzZt2oQNGzZg69atWLJkyYXahGGjsbERdXV12LZtGzZt2oRYLIY5c+agt7c3lbn33nvxwgsv4LnnnkNjYyOOHTuGW265JfX9RCKB+fPnIxqN4s0338QzzzyDNWvWYOXKlUOxSRmvsrISjz76KJqbm/H222/juuuuw0033YQ9e/YA0P4YKjt27MDvfvc7TJs2bcDXtT8ykJVhvv71r1t1dXWpzxOJhFVRUWE1NDQM4VoNfwCs9evXpz5PJpNWeXm59e///u+pr3V2dlo+n8/6wx/+YFmWZe3du9cCYO3YsSOVeemllyyHw2EdPXr0gq37cNTW1mYBsBobGy3LOv3aezwe67nnnktl9u3bZwGwmpqaLMuyrBdffNFyOp1WMBhMZVavXm35/X4rEolc2A0YpoqKiqz//u//1v4YIt3d3daECROsTZs2Wd/+9retH/7wh5Zl6fzIVBl1ByUajaK5uRmzZ89Ofc3pdGL27NloamoawjUbeQ4dOoRgMDhgXxQUFGDmzJmpfdHU1ITCwkJceeWVqczs2bPhdDqxffv2C77Ow0lXVxcAoLi4GADQ3NyMWCw2YH9MnjwZ1dXVA/bH1KlTUVZWlsrMnTsXoVAo9Vu/pCeRSGDdunXo7e1FIBDQ/hgidXV1mD9//oDXHdD5kaky6mnGJ0+eRCKRGHAAAUBZWRnef//9IVqrkSkYDALAWffFme8Fg0GUlpYO+L7b7UZxcXEqI7xkMol77rkH3/zmNzFlyhQAp19rr9eLwsLCAdnP7o+z7a8z3xPe7t27EQgEEA6HkZeXh/Xr16O2thY7d+7U/rjA1q1bh3feeQc7duz43Pd0fmSmjBqgiMjp3xLfe+89vPHGG0O9KiPepEmTsHPnTnR1deHPf/4zFi1ahMbGxqFerRHn8OHD+OEPf4hNmzYhKytrqFdHzpOM+hPPqFGj4HK5Pld53draivLy8iFaq5HpzOv9ZfuivLz8c8XL8XgcHR0d2l9pWrZsGTZs2IDXXnsNlZWVqa+Xl5cjGo2is7NzQP6z++Ns++vM94Tn9Xoxfvx4zJgxAw0NDZg+fTp+/etfa39cYM3NzWhra8PXvvY1uN1uuN1uNDY24oknnoDb7UZZWZn2RwbKqAGK1+vFjBkzsHnz5tTXkskkNm/ejEAgMIRrNvKMHTsW5eXlA/ZFKBTC9u3bU/siEAigs7MTzc3NqcyWLVuQTCYxc+bMC77OmcyyLCxbtgzr16/Hli1bMHbs2AHfnzFjBjwez4D9sX//frS0tAzYH7t37x4waNy0aRP8fj9qa2svzIYMc8lkEpFIRPvjAps1axZ2796NnTt3pj6uvPJKLFy4MPVv7Y8MNNRVuqx169ZZPp/PWrNmjbV3715ryZIlVmFh4YDKazk/uru7rXfffdd69913LQDWf/zHf1jvvvuu9cknn1iWZVmPPvqoVVhYaP31r3+1du3aZd10003W2LFjrf7+/tQyrr/+euuKK66wtm/fbr3xxhvWhAkTrNtuu22oNiljLV261CooKLBef/116/jx46mPvr6+VOauu+6yqqurrS1btlhvv/22FQgErEAgkPp+PB63pkyZYs2ZM8fauXOntXHjRmv06NFWfX39UGxSxvvJT35iNTY2WocOHbJ27dpl/eQnP7EcDof1yiuvWJal/THUPj2Lx7K0PzJRxg1QLMuyfvOb31jV1dWW1+u1vv71r1vbtm0b6lUall577TULwOc+Fi1aZFnW6anGP/3pT62ysjLL5/NZs2bNsvbv3z9gGe3t7dZtt91m5eXlWX6/3/rBD35gdXd3D8HWZLaz7QcA1tNPP53K9Pf3W//8z/9sFRUVWTk5OdY//uM/WsePHx+wnI8//tiaN2+elZ2dbY0aNcr60Y9+ZMVisQu8NcPDP/3TP1k1NTWW1+u1Ro8ebc2aNSs1OLEs7Y+h9tkBivZH5nFYlmUNzb0bERERkbPLqBoUERERGRk0QBERERHjaIAiIiIixtEARURERIyjAYqIiIgYRwMUERERMY4GKCIiImIcDVBERETEOBqgiIiIiHE0QBERERHjaIAiIiIixvn/AYAhXKfOfOuJAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for crop in crops:\n",
    "    im = cv2.imread(crop)\n",
    "    h,s,v = get_hsv_value(im)\n",
    "    #print('HSV Value of image is:', (h, s, v))\n",
    "    detection_cluster = kmeans.predict(np.array([h, s, v]).T.reshape(1,-1))\n",
    "    print(detection_cluster)\n",
    "    plot_image(im, save=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.12 ('futstats')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "f675856ecca533dcfc1ca6d718fb465b5782f2665ca40b7596025f09a4f52a14"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}