pm21-dragon/exercises/source/exercise-09/2__Image_analysis_2.ipynb
2024-12-12 17:17:35 +01:00

920 lines
1.1 MiB
Executable file

{
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{
"cell_type": "markdown",
"metadata": {
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"source": [
"In this notebook, we explore how to detect a moving object on a stationary background."
]
},
{
"cell_type": "code",
"execution_count": 1,
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"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy import ndimage\n",
"\n",
"# If import imageio fails, you can install it like this in Jupyter:\n",
"# !pip install 'imageio[ffmpeg]'\n",
"# or like this at the command line:\n",
"# python -m pip install 'imageio[ffmpeg]'\n",
"import imageio"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
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"source": [
"# Here we define a helper function which we call below to make sure\n",
"# an image is an \"unsigned 8 bit integer\". This way, we know they\n",
"# take only a single byte per pixel and have a value from 0..255.\n",
"\n",
"def ensure_dtype_uint8(arr):\n",
" return arr.astype(np.uint8)"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-108186f7f14d851d",
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},
"source": [
"Here we load the first frame of a movie file saved in the Straw Lab of a fly walking."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"nbgrader": {
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"outputs": [],
"source": [
"fname = \"data/short-movie20170810_182130.mp4\"\n",
"reader = imageio.get_reader(fname)\n",
"for frame in reader:\n",
" frame0 = frame[:,:,1] # take only green channel\n",
" break"
]
},
{
"cell_type": "markdown",
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"source": [
"Now, we plot the first frame (the first image) in the video. We do this once in grayscale and once in false color."
]
},
{
"cell_type": "code",
"execution_count": 4,
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"outputs": [
{
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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(frame0, cmap='gray')\n",
"plt.colorbar();"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-79ff5ac403dbec51",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(frame0, cmap='jet')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-b4d51617498cdf00",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Note how the false color image lets you see more easily approximately what pixel intensity values are present."
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-bb6b6c1075212bfa",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Now, list make a histogram of the pixel intensity values."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-1f03feb12c388aa0",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
},
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(frame0.flat, bins=30);"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-b8ef9c796dcc7da1",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Now we will load all the frames into a single large data structure from disk into memory."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-d8d4b833e722c306",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(102, 1024, 1280)\n"
]
}
],
"source": [
"# get all frames into big 3D array\n",
"(height,width) = frame0.shape\n",
"all_frames = []\n",
"reader.set_image_index(0) # return to start of file\n",
"for frame in reader:\n",
" all_frames.append( frame[:,:,1] )\n",
"all_frames = np.array(all_frames)\n",
"print(all_frames.shape)\n",
"n_frames = len(all_frames)"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-3ef9393de49f1ec7",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Now the entire movie is stored as a large 3D array of size: number of frames x width x height."
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-c2722d719e790f09",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Now, we want to find a fly in the image. The fly is moving, but the background is stationary, so we should be able to determine a single \"background image\". We can try to find the background image in at least two ways: with a \"mean image\" (also \"average image\"), which should average over the fly's position. And with a \"median image\" which should completely eliminate the fly from the backround image if the fly was absent for most of the time from each pixel."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-2f4ea267c6c2ccd9",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [],
"source": [
"mean_frame = np.mean(all_frames, axis=0)\n",
"median_frame = np.median(all_frames, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-e2365cb18d5b20d1",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(mean_frame, cmap='jet')\n",
"plt.colorbar();"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-58ec1fa04a85c5db",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(median_frame, cmap='jet')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-5faa20bd7e208895",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Now that we have the \"background\", we can find the difference from background, which should emphasize anything that is moving."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-074247293d712cac",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"frame0_absdiff = abs(frame0 - median_frame)\n",
"plt.imshow(frame0_absdiff, cmap='jet')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-798add9cb796580b",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Now lets make a histogram of the `frame0_absdiff` image."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-c71b6c10e0ee3018",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(frame0_absdiff.flat, bins=30);"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-2e5d36068fff4d1d",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"We want to find a threshold for this \"absolute difference image\" which will separate the fly from the background. From frame to frame the background changes very little - only noise in the light levels, camera sensor and caused by lossy compression to a movie format cause changes. But when the fly moves over the background, there is a large change in luminance values. This happens only in very few pixels. So few that they do not show on the histogram. However, matplotlib will automatically scale the axes, so we know there must be few pixels with values at 150 or above."
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-d05a54e4c069f9aa",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"## Questions Part A\n",
"\n",
"Enter a threshold below and describe why you chose this value. Put your answer in the variable `threshold`."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-1ef3868b1b1b045c",
"locked": false,
"schema_version": 3,
"solution": true
}
},
"outputs": [],
"source": [
"# Type your answer here and then run this and the following cell.\n",
"threshold = 100"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": true,
"grade_id": "cell-c848bbfece87e521",
"locked": false,
"points": 1,
"schema_version": 3,
"solution": true
}
},
"source": [
"(Here you should describe why you chose your particular threshold value.)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"nbgrader": {
"grade": true,
"grade_id": "cell-edadac5626867908",
"locked": true,
"points": 1,
"schema_version": 3,
"solution": false
}
},
"outputs": [],
"source": [
"# If this runs without error, it means the answer in your previous cell was a number.\n",
"assert(threshold+0==threshold)"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-f6fc50107a0d129a",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Now we want to \"binarize\" or \"threshold\" the image so that it is all zeros and ones (or true and false). This will let use use analyses like connected components labeling later."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-fcef9de824e56bd5",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"binarized = ensure_dtype_uint8(frame0_absdiff>threshold)\n",
"plt.imshow(binarized);\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-0338555f51c06105",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Now we will use **connected components labeling** via the `ndimage.label()` function.\n",
"\n",
"We will do more with **connected components labeling** later. For now, you can [read about connected components labeling](https://en.wikipedia.org/wiki/Connected-component_labeling).\n",
"\n",
"We will use these labels to perform object detection. We will not bother to detect the fly on every single frame. Only on the frames where we have exactly one label do we say that we detected the fly. We skip the other frames, ignoring them."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-9dae893dac3022a4",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"labels, num_labels = ndimage.label(binarized)\n",
"plt.imshow(labels, cmap='jet')\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-bf4c1b87ad01a8bb",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"## Questions Part B\n",
"\n",
"Run the object detection algorithm for each frame and plot the result. Here, we are going to make lists `frames`, `xs`, `ys` to save the results of our object detection step.\n",
"\n",
"Try re-running the above cells (from \"Questions Part A\") to the cell below with varying values of the `threshold` value until you get a good tracking result. You should ideally have zero warnings printed, but one or two are OK. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-cb7ec6b50e3d024a",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: num_labels 2 on frame 93, skipping\n",
"WARNING: num_labels 2 on frame 94, skipping\n"
]
}
],
"source": [
"frames = []\n",
"xs = []\n",
"ys = []\n",
"for i in range(n_frames):\n",
" frame = all_frames[i,:,:]\n",
" frame_absdiff = abs(frame - median_frame)\n",
" binarized = ensure_dtype_uint8(frame_absdiff>threshold)\n",
" labels, num_labels = ndimage.label(binarized)\n",
" if num_labels!=1:\n",
" print('WARNING: num_labels %d on frame %d, skipping' % (num_labels,i))\n",
" continue\n",
" y,x = np.mean(np.nonzero(labels==1),axis=1)\n",
" frames.append(i)\n",
" xs.append(x)\n",
" ys.append(y)"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-c1e4e9b97c4899cb",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Make with an image of the first frame (saved in the variable `frame0` above) in the background and then the fly trajectory overlaid on top of the image.\n",
"\n",
"You can do this by first calling `plt.imshow()` and then `plt.plot()`. Your result should look like this:\n",
"\n",
"<img 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y8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%0AAABJRU5ErkJggg==\"/>"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"nbgrader": {
"grade": true,
"grade_id": "cell-7250d526d95bf828",
"locked": false,
"points": 1,
"schema_version": 3,
"solution": true
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Type your answer here\n",
"plt.imshow(frame0,cmap='gray');\n",
"plt.plot(xs,ys,'x');"
]
},
{
"cell_type": "markdown",
"metadata": {
"nbgrader": {
"grade": false,
"grade_id": "cell-06fde843bcd5b77e",
"locked": true,
"schema_version": 3,
"solution": false,
"task": false
}
},
"source": [
"Make a plot of the timeseries of the x and y values.\n",
"\n",
"We want a plot that looks like the following. You need to fix the following code to do this:\n",
"\n",
"```\n",
"fig, axes = plt.subplots(nrows=2, ncols=1, sharex=True)\n",
"axes[0].plot(time_values,x_values,'x')\n",
"axes[0].set_ylabel('x (px)')\n",
"axes[1].plot(time_values,y_values,'x')\n",
"axes[1].set_ylabel('y (px)')\n",
"axes[1].set_xlabel('time (frames)')\n",
"```\n",
"\n",
"As a side note, the `sharedx` links the two panels together so they have the same X axis. When using matplotlib interactively (highly recommended!!!), panning and zooming in one panel also pans and zooms the other panel. This is incredibly useful.\n",
"\n",
"<img 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ur%0AlZ2drQkTJqhFix+/xnfffaf58+frpptuUkJCgvbv368HH3xQnTp10i9/+UtJUmxsrCZPnqxZs2Yp%0ALi5OHTt21OzZs9WnTx+rKxgAQomnZ/XswePeITW7cO3HLsktrHVI0zm8aw9GzkCTmZ5iPcwv/Rho%0A7IHIWdUa2KNjjWFP87PMdWG9DWP7Ktw5Gzy8hVj7fR3YI67GcK6Ts/va/v8DgQ/+ErIBMC8vTwcP%0AHtSkSZPc9kdGRmrnzp364x//qG+//VYJCQm65ppr9PLLLysmJsY6bunSpWrRooXGjBmjU6dOKT09%0AXWvWrGEOQAAhyVlNs/+zGXDM0OWtYcGsEjqHNJ3Du946X+2Bpj4P89fVgTz92gus72Femz/D3YDk%0Ajm73y96ham7b3zcguaNb8DXvhacwbL8PDPEiEFyGUctq0qhVWVmZYmNjVVpaqnbt2gX6cgDAClUR%0ALtXZ4TszI9XrpLtmELIP75qrUHhrFHGeuy7OYWvnfITmecywZr+W+oY7ezXT/j571dLcrmuSZ0/f%0AyVeTa8O3+P0mADYKf4EABEJdoWN5XpH1rF7ho8O9nsdbBc4eoAYkd2ySsNfQ72UPb/Zr8Ue4Q/PF%0A73cIDwEDQLjy9LyfJI/Pz3ka6jV5mnTXOaTpz+fVnCHMU0A11wyubVi2tnDnbYJhINwQAAEgxHib%0A5Nn5zF9dS4d5qnoF00oMnq6FcAc0DYaAG4ESMoBAMgOec1JlT1VBb40WQDji95sKIACELHunboRL%0AmjEkOCp3AIIfARAAQpRzKhRvqPwBcCIAAkCQq093rLfGEADwhAAIAEHOGe6cU58M7BHnsTEEALwh%0AAAJAkHOGu6rqmpMh24/jeT8AdSEAAkAIsIdA85m/2qZrAYDaRAT6AgAA9ZOZnmKFP3NNXABoCAIg%0AAIQIZ9fvis1Fgb4kACGKIWAACAHOCZ3rWuUDAGpDAASAIOdpNQ+6fgE0BkPAABBEluYW1hjaNdfE%0ANV83ZaanKCsjla5fAGeNAAgAQcSc888eAmf+EP6W/DAhtF1meor1OgDUF0PAABBEPA3tehoCBoDG%0AIAACQJCxh8Cn3v7C65x/ANBQDAEDQBBizj8AvkQABIAgxJx/AHyJIWAACDLM+QfA1wiAABBEmPMP%0AgD/4bQi4oqJC77//vl544QU9//zz2rBhg/bt29egcyUnJ8vlctX4M23aNJ0+fVoPPPCA+vTpo7Zt%0A2yoxMVF33HGHDh8+7HaOwYMH13j/rbfe2hRfFQAazJzzzxnymPMPQFNyGYbh03+b5Ofn68knn9Tr%0Ar7+uyspKtW/fXq1bt9aJEydUUVGhHj166M4779Rdd92lmJiYep3z66+/VlVVlbW9a9cuZWRk6J13%0A3lHfvn118803a8qUKbr00ktVUlKiGTNm6Pvvv9fHH39svWfw4MFKTU3Vww8/bO1r3bq1YmNj6/3d%0AysrKFBsbq9LSUrVr167e7wMAAIHD77ePh4BvvPFGbd++XePGjdN//dd/qX///mrTpo31+t69e/X+%0A++/rpZde0pIlS/THP/5RGRkZdZ733HPPddtevHixevbsqUGDBsnlcik3N9ft9SeffFI//elPdfDg%0AQZ1//vnW/jZt2ig+Pr6R3xIAGm7pD5M7exrWXbG5SFXVBhM9A2hyPh0CHjp0qPbv36//+I//0M9+%0A9jO38CdJPXr00IQJE/T3v/9deXl5DfqMyspKrVu3TpMmTZLL5fJ4TGlpqVwul9q3b++2/8UXX1Sn%0ATp3Uq1cvzZ49W+Xl5bV+VkVFhcrKytz+AEBjeFr5Q/rxWUDnyh8A0BR8PgTsa3/60580btw4HTx4%0AUImJiTVe/9e//qWrr75aF110kdatW2ftX7Vqlbp37674+Hjt2rVLc+bM0QUXXFCjemg3f/58LViw%0AoMb+cC4hA2g8b12/TP4M+AZDwH4MgHl5eRoyZIjH155//nlNnTq1QecdNmyYoqKi9Oabb9Z47fTp%0A0xo9erQOHjyod999t9b/kwsKCtS/f38VFBTo8ssv93hMRUWFKioqrO2ysjIlJSWF9V8gAE3DDH3m%0AvH+EP8B3CIB+7AIeMWKEZs2apcrKSmvf119/rZ///OeaM2dOg8554MAB5eXl6Ve/+lWN106fPq0x%0AY8Zo3759ys3NrfP/4Msvv1wtW7ZUUZH3yVajo6PVrl07tz8A0BRY+QOAP/ktAL733nt68803NWDA%0AAO3evVt/+9vf1Lt3b3333Xf67LPPGnTO7Oxsde7cWSNGjHDbb4a/oqIi5eXlKS4urs5z7d69W6dP%0An1ZCQkKDrgUAGoOVPwD4k98mgr7iiiu0Y8cO3XXXXerXr5+qq6v1yCOP6L777vPavFGb6upqZWdn%0Aa8KECWrR4sev8f333+vmm2/WJ598or/+9a+qqqrS0aNHJUkdO3ZUVFSUiouL9eKLL+r6669Xp06d%0A9Pnnn2vWrFnq27evrrrqqib7zgBQH6z8AcDf/LoSyJ49e7R9+3Z17dpVhw8f1j/+8Q+dPHlSbdu2%0APetz5eXl6eDBg5o0aZLb/i+//FJvvPGGJOmyyy5ze+2dd97R4MGDFRUVpc2bN2v58uX67rvvlJSU%0ApBEjRmjevHmKjIxs8PcDgLPFyh8AAsFvTSCLFy/WvHnzdOedd+qJJ55QcXGxbrvtNpWVlWndunW6%0A8sor/XEZTYqHSAGcLee8f/Zt57x/zAMI+Aa/336sAC5fvlyvv/66hg8fLknq1auXtm3bpgcffFCD%0ABw92664FgObKnPdPOlPZs4c9sxJoovIHwFf8FgB37typTp06ue1r2bKlnnjiCY0cOdJflwEAAeVp%0AeJd5/wD4W0Amgj506JBcLpe6du3q749uUpSQAdSmtmXexq3aqvzi48z7BwQAv99+nAbm+++/129/%0A+1vFxsYqOTlZ3bp1U2xsrB566CGdPn3aX5cBAH5T2zJv+cXHFelyMe8fgIDw2xDw9OnT9dprr+nx%0Axx+3Gj4+/PBDzZ8/X998842ee+45f10KAPhFbcO9aT3j3CqAKzYXEQIB+I3fhoBjY2OVk5NjNYGY%0ANm7cqFtvvVWlpaX+uIwmRQkZgJ23IV8z9EW6XKoyDCv8sfYvEBj8fvuxAtiqVSslJyfX2J+cnKyo%0AqCh/XQYANAlPYc8c8t2697gGJHesMX1LlWEo0uVyC38S8/4B8D+/BcBp06bp97//vbKzsxUdHS1J%0Aqqio0KOPPqrp06f76zIAoEk4p3Mx/3fr3uPKLz5uHWdf1cMc7k3rGVcj5JnbVdV+78sDEIb8NgT8%0Ay1/+Ups3b1Z0dLQuvfRSSdJnn32myspKpaenux27YcMGf1xSo1FCBsKHp4qf/Xm+AckdrVDofL5P%0AEsO9QBDh99uPFcD27dvrpptuctuXlJTkr48HgEapq+L30d4TqjIMK9ilzt1YI/zZ38twL4BA8lsA%0AzM7O9tdHAUCT89bRa07nUmUY1nQuKzYXqbKqWhEuydOILsO9AAItIBNBNxeUkIHm6WwmcHYO99Lh%0ACwQ/fr99PBH0ddddp/z8/DqPKy8v12OPPaann37al5cDAPVS3wmc7R29hY8Ot8KfvckjMz1FWRmp%0AHs8HAIHi0yHg0aNHa8yYMYqJidENN9yg/v37KzExUa1atVJJSYk+//xzffDBB3rrrbc0cuRIPfHE%0AE768HADwyFnxsw/3mlO6OBs87HP6mccPSO4oScovPu42sTNDvgCCjc+HgCsrK/XnP/9ZL7/8st5/%0A/319++23Zz7Y5dLFF1+sYcOGacqUKbrwwgt9eRk+QQkZaB68DdOaw72eJnCuqja0ff+JGnP6meer%0AqjZqzAMIIDjw++2HJpCoqCiNGzdO48aNkySVlpbq1KlTiouLU8uWLX398QBQp/o0eHiawFlyn+fP%0AWfEDgGDlty5gU2xsrGJjY/39sQAgyXuDhzmly5LcQj319hdeGzyYwBlAc+D3AAgA/uQMfPb5/CRZ%0AQ7W1NXjYu3ntz/aZqPgBCDUEQADNxtmsz2uGwKwfwl9dDR5M4AygOSEAAmg26rs+r51zuNfZ4EE3%0AL4DmiAAIIGTVd/oWc26+/OLj1hJtWRmpVvijwQNAuPHpRNB2eXl5Xl97/vnn/XUZAELUUg8TKZsV%0Av3GrtmqpLaiZYe+pt7+wpndZP2Wg1cwRFXnmX33mPzuHe03mJM5U/AA0N34LgCNGjNCsWbNUWVlp%0A7fv666/185//XHPmzDmrcyUnJ8vlctX4M23aNEmSYRiaP3++EhMT1bp1aw0ePFi7d+92O0dFRYXu%0AuecederUSW3bttUNN9ygL7/8svFfFIBPeFqdwx72tu8/IUl1rs9rhkAzGBY+OlxZGanWcK9TZnoK%0A8/kBaHb8NgT83nvv6fbbb1deXp7Wr1+v/fv3a9KkSbr44ov12WefndW5tm/frqqqKmt7165dysjI%0A0OjRoyVJjz/+uJYsWaI1a9YoNTVVjzzyiDIyMrRnzx7FxMRIkmbMmKE333xTOTk5iouL06xZszRy%0A5EgVFBQoMjKy6b44gBo8NWuY+6Qfn7EzjzEnVjaXVKtreNc5fYs5oXOWowHERIMHgHDjtwB4xRVX%0AaMeOHbrrrrvUr18/VVdX65FHHtF9990nl8t1Vuc699xz3bYXL16snj17atCgQTIMQ8uWLdPcuXM1%0AatQoSdLatWvVpUsXrV+/XlOnTlVpaalWr16tF154QUOGDJEkrVu3TklJScrLy9OwYcOa5ksD8MhT%0As4Z9nz2omQ0c5vN55vZHe0+oyjCs/Wb4cz7PZ4Y/c4h36Q+VP/P85jXQ4AEgnPi1CWTPnj3avn27%0AunbtqsOHD+sf//iHTp48qbZt2zb4nJWVlVq3bp2ysrLkcrm0d+9eHT16VEOHDrWOiY6O1qBBg5Sf%0An6+pU6eqoKBAp0+fdjsmMTFRvXv3Vn5+vtcAWFFRoYqKCmu7rKyswdcNhLP6VNzsYc8Mb3UN79Zn%0AfV7ncK498FH5AxAu/BYAFy9erHnz5unOO+/UE088oeLiYt1222265JJLtG7dOl155ZUNOu/rr7+u%0Ab7/9VhMnTpQkHT16VJLUpUsXt+O6dOmiAwcOWMdERUWpQ4cONY4x3+/JokWLtGDBggZdJxDOPA35%0A2kPg8rwiq5pn7nNOz1Kf4V1P07eYgc8cRrYj8AEIV34LgMuXL9frr7+u4cOHS5J69eqlbdu26cEH%0AH9TgwYPdKmtnY/Xq1Ro+fLgSExPd9juHlQ3DqHOoua5j5syZo6ysLGu7rKxMSUlJDbhqILx4GvK1%0As1fzpB/n5ouKjND6KQPrPbxrYvoWAKid3wLgzp071alTJ7d9LVu21BNPPKGRI0c26JwHDhxQXl6e%0ANmzYYO2Lj4+XdKbKl5CQYO0/duyYVRWMj49XZWWlSkpK3KqAx44dU1pamtfPi46OVnR0dIOuFc2L%0At/VkpR8rTeHaOVpXtS+/+Bvl3HmlW0gzq3lmF669W3fcqq31Ht5lwmYAqB+/BUBn+LMbNGhQg86Z%0AnZ2tzp07a8SIEda+7t27Kz4+Xrm5uerbt6+kM88JbtmyRY899pgkqV+/fmrZsqVyc3M1ZswYSdKR%0AI0e0a9cuPf744w26FoQXZ0XL3sG6xNZkIIVfIKyr2rd17wmroiepxlq79n32Ct+A5I4M7wJAEwnZ%0AlUCqq6uVnZ2tCRMmqEWLH7+Gy+XSjBkztHDhQqWkpCglJUULFy5UmzZtNG7cOElSbGysJk+erFmz%0AZikuLk4dO3bU7Nmz1adPH6srGKiNs4nB2cFqhkIzsGRlpLpVxpyhsDmFRE8NHma4s6++IanGyht2%0AZsOH+czfwB5xWj9lIMO7ANAEQjYA5uXl6eDBg5o0aVKN1+6//36dOnVKd999t0pKSnTFFVdo06ZN%0A1hyAkrR06VK1aNFCY8aM0alTp5Senq41a9YwByBq8Dbca3apLskttFaWsDPDn72D1TmtiSS3cBSK%0AzrbBo7KqWhEuyTk6a87zZ/6z5F4dNPcxvAsAjecyDIN/izZQWVmZYmNjVVpaqnbt2gX6cuAj9oDm%0AqdHAPiXJ9GsvsAKhvWPV05Dm+ikDdevKD7V17wmPlbAVm4v03198o6su6BTUzxrWdX8kud0b55Bv%0AbVVAAPAFfr9DuAII+EttQ5rOKUkkua03ax+y9DatiZ3zWcK0nnFuq1aYVS/70LJdIEJhbfdHUo2l%0A15zDtqy+AQD+RwAE6sEeVpxBzlMTg72rNTM9xeu0JvbKmOT5WUJnc4RzcmR/NqDUZzjc0zN+ZqXT%0A231lOBcA/IsACNSTPcg556Nzmn7tBZJ+XMrM07Qm9qqhucatp2cJ7Zzhc8XmIr82oHjr8LWv0OGp%0AwcM57Yun5wUBAP5DAATqyVxuzP58nxlenI0cZqCyV+vWTxlY4xlA+/vsQ8dmVdAMfPbuWefQckMb%0AUOoTEiVZ1UV7SDTPNSC5oxUKzVDqqcFDotoHAMGEAAjUg7Nhwdw2h3jNDlZPVTFzDjvntCb2iYud%0AQ8f2fzYDnj18ehpadoZG5+c4h46dq2h461K2Vxcl9zV6P9p7wpqc2dtwONU+AAg+BEDAwfmcm7O6%0AtzS30K0SJsnj8KkzFC51BEhnJWxgj45eV8jwFD6dQ8v24+vbgFJXSDRX5rCzD/dWGYbH4XAaPAAg%0AuBEAAQfnc272+ensQbCuIU1nKLRvewqXnkJS/+QOyi8+7rbPGdSckyOfTQNKfUKi/bs7j/E0HO78%0Ajgz5AkDwIQACDs7q1cyMVK9BrbGVLWeV0Flt/O8vvqkxFCvJbWjZ6WwaUOoTEs1r89YA4xwO93Qv%0AAQDBhQAIeOBp2hdfTFjsrBI6A6Hz85wrZEiNb0CpT0iUZIU/85k/hnsBIHQRAAEvnJUxfwSb2qZi%0A8fb5jWlAqW9IlM6Ezqpqw+octlf8GO4FgNBCAAS8cE774mmIMxg0tAGlPiHR22d56vINxnsDAPCM%0AtYAbgbUEmy9v0740p3Vrnd3OZzMPoBQ8axEDwNni95sA2Cj8BWqevIW95hgCASAc8fvNEDBQg6dn%0A6iSecwMANB9UABuB/4IIfc5hUDuGOAGgeeL3W6p95XmgmTMnfXY2PJjDvebzbwAANCcMASOseZrD%0Ajmf9AADNHQEQYc9fkz4DABAsGAIGdCYEmvP9+WvSZwAAAoUACMjzpM8AADRXDAEjrHjq+jWf+TNX%0AxDAbQyRWtwAANE8EQIQVZ7izh7/84uMa2CPOY2MIAADNScgOAX/11Ve67bbbFBcXpzZt2uiyyy5T%0AQUGB9brL5fL454knnrCOGTx4cI3Xb7311kB8HfhJZnqKsjJSralfqqoNK/zZGz/M45j0GQDQHIVk%0ABbCkpERXXXWVrrnmGm3cuFGdO3dWcXGx2rdvbx1z5MgRt/ds3LhRkydP1k033eS2f8qUKXr44Yet%0A7datW/v02uE/3iZ5zkxP0da9x7Ukt9B65q+2lT8AAGhuQjIAPvbYY0pKSlJ2dra1Lzk52e2Y+Ph4%0At+2//OUvuuaaa9SjRw+3/W3atKlxLJoHb8/yrdhcpPzi44p0uej6BQCEpZAcAn7jjTfUv39/jR49%0AWp07d1bfvn21atUqr8f/3//9n/72t79p8uTJNV578cUX1alTJ/Xq1UuzZ89WeXm51/NUVFSorKzM%0A7Q+Cl3O4V3Jv+KgyDLp+AQBhKSQrgHv37tWzzz6rrKwsPfjgg9q2bZsyMzMVHR2tO+64o8bxa9eu%0AVUxMjEaNGuW2f/z48erevbvi4+O1a9cuzZkzR5999plyc3M9fu6iRYu0YMECn3wnNJ6nIV97Q8fy%0AvCJVGTWf+TNDof14AACaM5dhGCH3lHtUVJT69++v/Px8a19mZqa2b9+uDz/8sMbxF110kTIyMvTk%0Ak0/Wet6CggL1799fBQUFuvzyy2u8XlFRoYqKCmu7rKxMSUlJYb2YdDDxtoSbPeBFulyqMgyvx7AC%0ACAA0f2VlZYqNjQ3r3++QrAAmJCTo4osvdtv3k5/8RK+++mqNY99//33t2bNHL7/8cp3nvfzyy9Wy%0AZUsVFRV5DIDR0dGKjo5u+IXDp2pb11eSNdyb1jPOa8MHXb8AgHAQkgHwqquu0p49e9z2FRYWqlu3%0AbjWOXb16tfr166dLL720zvPu3r1bp0+fVkJCQpNdK3yjPh2+5rq+kmoM967YXETXLwAgbIVkAJw5%0Ac6bS0tK0cOFCjRkzRtu2bdPKlSu1cuVKt+PKysr0yiuv6A9/+EONcxQXF+vFF1/U9ddfr06dOunz%0Azz/XrFmz1LdvX1111VX++ipooPp2+EqqMb+fxCTPAIDwFpIBcMCAAXrttdc0Z84cPfzww+revbuW%0ALVum8ePHux2Xk5MjwzA0duzYGueIiorS5s2btXz5cn333XdKSkrSiBEjNG/ePEVGRvrrq6CenBU/%0Ae5Dbuve42xJuZpNHhEvyNKLLcC8AINyFZBNIsOAhUv/x1qQxbtVWq+JXW4cvzR0AABO/3yFaAUTz%0AV9+Knz38RbpcHpd0M99n3wYAIJwRABGUPD3jZzZ45Bcf10d7T7hV/OjwBQCg/giACErepnSpreJH%0Ahy8AAPVDAETQsodAc0oXs+Jnf+aP4V4AAM4OARAB521OP5M5pYu94ldVbWj7/hPKLz7uVvFjuBcA%0AgLoRABFwtc3p51zCzfmMn6d1fKn8AQBQOwIgAq6uJdyo+AEA0LQIgAgKnp73k1Rj/j4qfgAANB4B%0AEEEjMz3FCn8RLmnGkJqTN1PxAwCg8QiA8DtvTR8rNhdZzR5VtSxQQ8UPAIDGIQDC7zw1fdiHdu8d%0AwnQuAAD4EgEQfuds+rD/s/OZP0IgAABNjwAIn/I23Gsu67Ykt1ARrjP7nOGP5/0AAPANAiB8qrY5%0A/uwrekRFRnis8lH5AwCg6REAg4izWmbfXrG5SP/9xTe66oJO1rZZGYv8oYRm3w6WY2ZmpEo6M5S7%0Ade9xDUjuaIVCc1m3qMgIVVZVe1zDFwAAND0CYBBxVsvM7a17jyu/+LjSesa5bWfZwpUkt+1gOsYc%0A7s0vPq6P9p6wVvQw3+Oc+JkQCACAb0UE+gLwo8z0FGVlpGpJbqFVDTODUlrPOK2fMtBt29uQaTAd%0AI9Uc7rWv6WufzNn+3QEAgO+4DKOWCddQq7KyMsXGxqq0tFTt2rVrsvOa1TBzaNQ5VOrctlfeQuUY%0AM9B6+u72oWMAAJqar36/QwkVwCCUmZ5iBaWoyAitnzKw1u3M9JQ63xPIY+wVv8JHhysrI9Va09fT%0Adyf8AQDgWzwDGITMFTHMADVu1dZat80gFYzHmMO+9iFi5zyAPPMHAIB/EQCDjDn8az4fN27VVrdn%0AAJ3b9uYJb+8J5DFV1Ya27z9hVfycIZA5/gAA8D8CYBBxhj+zecJ8fs4etrwNoTrfE+hjzOFcT12+%0AVP4AAAgMmkAaoakfIm3O8wBKNHgAAIIDTSAEwEbhLxAAAKGH32+6gAEAAMIOzwA2glk8LSsrC/CV%0AAACA+jJ/t8N5EJQA2Ajl5eWSpKSkpABfCQAAOFvl5eWKjY0N9GUEBM8ANkJ1dbUOHz6smJgYuVyu%0AJj13WVmZkpKSdOjQobB9PsHXuMe+xz32Pe6xf3Cffc+f99gwDJWXlysxMVEREeH5NBwVwEaIiIhQ%0A165dffoZ7dq14182PsY99j3use9xj/2D++x7/rrH4Vr5M4Vn7AUAAAhjBEAAAIAwQwAMUtHR0Zo3%0Ab56io6MDfSnNFvfY97jHvsc99g/us+9xj/2LJhAAAIAwQwUQAAAgzBAAAQAAwgwBEAAAIMwQAAEA%0AAMIMARAAACDMEAABAADCDAEQAAAgzBAAAQAAwgwBEAAAIMwQAAEAAMIMARAAACDMEAABAADCDAEQ%0AAAAgzBAAAQAAwgwBEAAAIMwQAAEAAMIMARAAACDMEAABAADCDAEQAAAgzBAAAQAAwgwBEAAAIMwQ%0AAAEAAMIMARAAACDMEAABAADCDAEQAAAgzLQI9AWEsurqah0+fFgxMTFyuVyBvhwAAFAPhmGovLxc%0AiYmJiogIz1oYAbARDh8+rKSkpEBfBgAAaIBDhw6pa9eugb6MgCAANkJMTIykM3+B2rVrF+CrAQAA%0A9VFWVqakpCTrdzwcEQAbwRz2bdeuHQEQAIAQE86Pb4XnwDcAAEAYC8kK4Pfff6/58+frxRdf1NGj%0AR5WQkKCJEyfqoYcesh7mNAxDCxYs0MqVK1VSUqIrrrhCTz/9tHr16mWdp6KiQrNnz9ZLL72kU6dO%0AKT09Xc8880zAngdYmluoyAiXMtNTamyv2Fyk//7iG111QSdru6rakCRFRpz5Lxj7drAcMzMj1fp+%0A5jH2fQAAwP9CMgA+9thjeu6557R27Vr16tVLH3/8sf793/9dsbGxuvfeeyVJjz/+uJYsWaI1a9Yo%0ANTVVjzzyiDIyMrRnzx5rzH/GjBl68803lZOTo7i4OM2aNUsjR45UQUGBIiMj/f69IiNcWpJbKEnK%0ATE+xtrfuPa784uNK6xnntp31Q5Ay32PfDpZjzBBr7s8iEAIAEHAhOQT84Ycf6sYbb9SIESOUnJys%0Am2++WUOHDtXHH38s6Uz1b9myZZo7d65GjRql3r17a+3atTp58qTWr18vSSotLdXq1av1hz/8QUOG%0ADFHfvn21bt067dy5U3l5eQH5XpnpKcrKSNWS3EKt2FykzPQUpfWMs8Lf+ikD3bbNSqHzHMF0jBli%0AzfCXmZ6ipbmFGrdqq5bYwqFpxeYiLf0hQAIAAN9wGYZhBPoiztbixYv13HPPadOmTUpNTdVnn32m%0AoUOHatmyZRo7dqz27t2rnj176pNPPlHfvn2t9914441q37691q5dq7ffflvp6ek6ceKEOnToYB1z%0A6aWX6he/+IUWLFhQ53WUlZUpNjZWpaWlTdoEsmJzkZbkFioqMkKVVdVWyPK2ba+8BesxkqwAOG7V%0AVrdQ66lKaIZJqoQAgKbmq9/vUBKSFcAHHnhAY8eO1UUXXaSWLVuqb9++mjFjhsaOHStJOnr0qCSp%0AS5cubu/r0qWL9drRo0cVFRXlFv6cxzhVVFSorKzM7Y8vZKanWMEpKjJC66cMrHU7Mz2lzvcE+hiz%0Aspk6d6MV/vKLj2vF5iKPVULpxyDsrBICAIDGCclnAF9++WWtW7dO69evV69evfTpp59qxowZSkxM%0A1IQJE6zjnO3dhmHU2fJd2zGLFi2qV2WwsVZsLrKCU2VVtcat2lrr9orNRZIU1MdIqhEa7ZVOp1tX%0Afqite0+4BUL7/aEqCABAw4VkALzvvvv0m9/8RrfeeqskqU+fPjpw4IAWLVqkCRMmKD4+XpKsDmHT%0AsWPHrKpgfHy8KisrVVJS4lYFPHbsmNLS0jx+7pw5c5SVlWVtmxNJNiUzFHkbLnVum8dL3odYA32M%0AfZ89JGamp+ipt7+wQuH0ay/QktxCa58dzSQAADSdkBwCPnnyZI21+yIjI1VdfSY0dO/eXfHx8crN%0AzbVer6ys1JYtW6xw169fP7Vs2dLtmCNHjmjXrl1eA2B0dLQ16bMvJn92hr8Vm4vchkvtYcscPvV0%0AjmA6xmn6tRdYw8HOyqEkj8PGDBMDANC0QrIJZOLEicrLy9Pzzz+vXr16aceOHbrzzjs1adIkPfbY%0AY5LOTBWzaNEiZWdnKyUlRQsXLtS7777rNg3Mr3/9a/31r3/VmjVr1LFjR82ePVvHjx+v9zQwTf0Q%0AaXOcB9AMbmbFzqzU1VY5rE8zSVW1oe37T1jTz9iHiakIAgBqQxNIiAbA8vJy/fa3v9Vrr72mY8eO%0AKTExUWPHjtXvfvc7RUVFSfpxIujnn3/ebSLo3r17W+f517/+pfvuu0/r1693mwi6vsO6/AWqmzPU%0ASj9W7dJ6xmlAckfNzEitMXQs/TjU62mYONLlUpVhWAHSeW5Pzw4CACDx+y2FaAAMFvwFahhnKLSH%0ANunHKqG3qqAZCM0QaIY9GkcAAPXB73eINoEgtDlDWFW1UWvFbmCPjsq580qPgdBcHYXGEQAA6o8A%0AiIDzFMLqGsqdfu0FkmQNBzuHiCX3pfXsq5DYnx10fiahEAAQDgiACErOqqC3YWJzHWIzBEqyuoc9%0AzS9ohj9z6TqqhACAcEQARFCqzzCxfRqaAckd3TqO7dPJOOcX9LQKiaRaAycAAM0JARAhwRkIaxsi%0Adj4naP9nViEBACBEJ4IG6tM4UvjocGs42LlUXW1rFW/de8LjOZl0GgDQXFABREhqbOPI1r3Ha12F%0AxN5MwqTTAIDmhgCIZuNsG0dqW4VE+rGZxD7ptH2VFrqJAQChigCIZqMhjSNO9iqhvZkk0uWyGkcy%0A01PoJgYAhDQCIJotT4GrvlVCqWYziXPS6bq6iakSAgCCFQEQYaWxq5DYJ52uq5uYKiEAIFgRABHW%0A6ttMkpmeUmPSaXM42KwINmTOQaqEAIBAIAACDmcz6XRd3cRUCQEAwYgACDjUd9Lp+nQTN7ZKWFVt%0AaMXmIkkEQgBA0yEAAnVobDdxY6qEDBsDAHyBAAjUoTHdxI2tEjZ02Ni+zxkICYkAAAIg0ABNPedg%0AfVcmqW9ziT1oOgMhQ8kAAAIg0AR8XSW0/3N9mkucGEoGANgRAAEfaeoqoXR2zSVmqKMDGQDgRAAE%0A/KShVUIzlElnN2xsnpN5CgEATgRAIIDqqhI2trlEEvMUAgBqIAACQcQXw8aeGkOaap5CqoQAEJoI%0AgEAQa4phY0+aap5CqWaV0OS8LgBA8HAZhmEE+iJCVVlZmWJjY1VaWqp27doF+nIQpsxhWXv4cs4D%0AaFbunEPJ41ZtrXMo2QybqXM3epyn0F4lNFcvsVcEnaGQiiCAQOP3mwogEPI8hSnnvqUelrLz1Wom%0AkS6XqgyDiiAABDECIBAG/L2aSaTLZT03mJmeoltXfqite0/UCKHm51IVBAD/IgACYcrXq5mk9Yxz%0AaybxhKogAAQGARCAJN9UCSNdrhrPDUpy60r2VBUEAPgWARCAVw2tEmamp1ih0AyB0pmpY5bkFmpZ%0AXqGqDbmdy9m4IslqbnEOEzNsDACNQwAEUG/1qRJKNUOhvQvZ3khi55xjUPpxaDm/+LgG9uhoTW7N%0AJNQA0DgEQACN4gxdtQ3tOptH7EPCTvYqYlrPOA3sEVdjEmrn5wEA6ocACKBJeaoI2g3s0VE5d15p%0ABTd7o4i98udcieTj/SU1zkV3MQA0DAEQQJPyFLg8VQXN/12SW2g1ipj77EvTrZ8y0OMk1J66i1mr%0AGADqhwAIwOfqqgqajSLmM3726WTGrdpa6yTU9u5i1ioGgPohAALwufpUBe0TTJv76rNUnXl8fdcq%0ApkoIAARAAAFQnzkA7Z3E5qoidvZJqO3dxZ6Gie3n8FQldF4TADR3BEAAfudpSNjcZ/6zJLfqYH7x%0AN1bDh3nMTFvTiKR6rVXsqUpIMwmAcBOyAfCrr77SAw88oI0bN+rUqVNKTU3V6tWr1a9fP0mSYRha%0AsGCBVq5cqZKSEl1xxRV6+umn1atXL+scFRUVmj17tl566SWdOnVK6enpeuaZZ9S1a9dAfS0gLHgK%0AU7UFrMz0FFVVG0rr2ane3cWS97WKaSYBEO5CMgCWlJToqquu0jXXXKONGzeqc+fOKi4uVvv27a1j%0AHn/8cS1ZskRr1qxRamqqHnnkEWVkZGjPnj2KiYmRJM2YMUNvvvmmcnJyFBcXp1mzZmnkyJEqKChQ%0AZGRkgL4dAE/q211sV9taxdLZNZM4Pw8AQllIBsDHHntMSUlJys7OtvYlJydb/2wYhpYtW6a5c+dq%0A1KhRkqS1a9eqS5cuWr9+vaZOnarS0lKtXr1aL7zwgoYMGSJJWrdunZKSkpSXl6dhw4b59TsBOHuN%0AXatYqn8zCcPEAJqTkAyAb7zxhoYNG6bRo0dry5YtOu+883T33XdrypQpkqR9+/bp6NGjGjp0qPWe%0A6OhoDRo0SPn5+Zo6daoKCgp0+vRpt2MSExPVu3dv5efnEwCBENDQtYrtzqaZxM7TMLFzPeOZDB0D%0ACFIhGQD37t2rZ599VllZWXrwwQe1bds2ZWZmKjo6WnfccYeOHj0qSerSpYvb+7p06aIDBw5Iko4e%0APaqoqCh16NChxjHm+50qKipUUVFhbZeVlTXl1wLQSPVZq9hblVCqu5mkrmFi51Q2PEsIIFiFZACs%0Arq5W//79tXDhQklS3759tXv3bj377LO64447rONcLpfb+wzDqLHPqbZjFi1apAULFjTy6gH4U32q%0AhHa1NZNItQ8TOzExNYBgFZIBMCEhQRdffLHbvp/85Cd69dVXJUnx8fGSzlT5EhISrGOOHTtmVQXj%0A4+NVWVmpkpIStyrgsWPHlJaW5vFz58yZo6ysLGu7rKxMSUlJTfOlAPhFY5tJ6homtq9nXJ+JqT1d%0AAwD4Wt3/CRuErrrqKu3Zs8dtX2Fhobp16yZJ6t69u+Lj45Wbm2u9XllZqS1btljhrl+/fmrZsqXb%0AMUeOHNGuXbu8BsDo6Gi1a9fO7Q+A0FfbMHFWRqqqqg1lpqdY1b/auokz01OUmZ7its98X+rcjR4n%0At67PxNgA0JRCsgI4c+ZMpaWlaeHChRozZoy2bdumlStXauXKlZLODP3OmDFDCxcuVEpKilJSUrRw%0A4UK1adNG48aNkyTFxsZq8uTJmjVrluLi4tSxY0fNnj1bffr0sbqCAYSHphwm9rSesf1158TUy/IK%0AVW2I7mIAfhWSAXDAgAF67bXXNGfOHD388MPq3r27li1bpvHjx1vH3H///Tp16pTuvvtuayLoTZs2%0AWXMAStLSpUvVokULjRkzxpoIes2aNcwBCIS5xg4TS54bQ7xNTO0JQ8IAfMllGIYR6IsIVWVlZYqN%0AjVVpaSnDwUAzZ3b01tZNXJ/OYOlMSDSHgZ0NJlXVhluTiPM5QSqCQOPx+00AbBT+AgHhyxkI7fsk%0A90DonHJm3KqtXiemjnS5VGUY1msmnhMEmg6/3wTARuEvEIDaeAqJZpAzJ6Y2q3meQqAZ9liFBGha%0A/H6H6DOAABAK6jMxtZO9AuhtFRITzwkCaCi/BcCKigpt27ZN+/fv18mTJ3Xuueeqb9++6t69u78u%0AAQACrj4NJuZ2pMvlcRUSnhME0Fg+D4D5+fl68skn9frrr6uyslLt27dX69atdeLECVVUVKhHjx66%0A8847ddddd7l16AJAOPD0bF9meoq27j2u/OLjVgiUflyFxF4lNN/DCiMAzoZPJ4K+8cYbdfPNN+u8%0A887Tf/3Xf6m8vFzHjx/Xl19+qZMnT6qoqEgPPfSQNm/erNTUVLdJmQEgHHgaEl6xuchqEpl+7QVW%0A8JPOTCVTZRiKdLncJpOua4URszkFACQfN4E8/fTTmjJliqKiouo8dvfu3Tp8+LAyMjJ8dTlNjodI%0AATQ1b92+nuYTdE4lY247h5LpHAbc8ftNF3Cj8BcIQFPz1Dks/RgAnauQmMPBUZERKnx0uLU/wiVW%0AGAG84Pfbj2sB5+XleX3t+eef99dlAEBQm+klsJmVvJw7r5R05jnBtJ5x1nCwfYWRqMgIVXv5T3uG%0AhAFIfuwCHjFihKZPn65FixZZQ8Jff/21Jk2apP/+7//W1KlT/XUpABBS6npOcEByR2vS6a17j7ut%0AQ2wOGzOfIAA7vwXA9957T7fffrvy8vK0fv167d+/X5MmTdLFF1+szz77zF+XAQAhxxnKvD3bZ3YO%0AO1cYYT5BAE5+GwK+4oortGPHDl1yySXq16+ffvnLX2rWrFl6++23lZSU5K/LAICQV5+KoHSm6meG%0AOrMqaHYUm93DNIoA4cmvK4Hs2bNH27dvV9euXXX48GH94x//0MmTJ9W2bVt/XgYAhLSGrjDinE9w%0AWV4hjSJAmPJbBXDx4sW68sorlZGRoV27dmn79u1WRfDDDz/012UAQLNUV/NI8aLra8wnSKMIEL78%0AVgFcvny5Xn/9dQ0fPlyS1KtXL23btk0PPvigBg8erIqKCn9dCgA0e95WGJFUYz5Be6MIQ8JAePBb%0AANy5c6c6derktq9ly5Z64oknNHLkSH9dBgCEhbqGhJ3zCdobRZyriZgYFgaaD78NAdvD36FDh/Tl%0Al19a24MGDfLXZQBAWDib+QTtjSLOJeac72VYGGge/BYAv//+e/32t79VbGyskpOT1a1bN8XGxuqh%0Ahx7S6dOn/XUZABC26tMoUmUYSusZR6cw0Mz5bSm4u+66S6+99poefvhhXXnlmf/y/PDDDzV//nzd%0AeOONeu655/xxGU2KpWQAhDpnuDO3zXWFWVIOzRG/3358BvCll15STk6O1QQiSZdcconOP/983Xrr%0ArSEZAAEglNXVKGJWBOt6L4DQ47ch4FatWik5ObnG/uTkZGtpOACA/3gbEravMxwVeeZnwj4kfOvK%0AD70OCa/YXKSlP3QVAwhefguA06ZN0+9//3u36V4qKir06KOPavr06f66DADADzw1ikg/riqSlZGq%0AwkeHW1W+JbmFSp27UVv3nvB4PhpFgNDhtyHgHTt2aPPmzeratasuvfRSSdJnn32myspKpaena9So%0AUdaxGzZs8NdlAQBs6hoWNpeUm37tBdb8gVXVhrbvP2GFRucSdTwnCAQfvwXA9u3b66abbnLbxxrA%0AABBcGrKknL172Bn+eE4QCE5+6wJujugiAhAOvHUKZ2WkWpNHmyHQPObWlR9q694TdA8jKPH77ccK%0AIAAg9JzNknLm/IFmKKzrfAACx6cB8LrrrtPvfvc7paWl1XpceXm5nnnmGZ1zzjmaNm2aLy8JAHAW%0AznZJOXOImOcEgeDm0wA4evRojRkzRjExMbrhhhvUv39/JSYmqlWrViopKdHnn3+uDz74QG+99ZZG%0AjhypJ554wpeXAwA4S55Cmbeq4Na9x5VffJznBIEQ4NMAOHnyZN1+++3685//rJdfflmrVq3St99+%0AK0lyuVy6+OKLNWzYMBUUFOjCCy/05aUAAJqIp6qgOXVMWs84DUjuqMgIlxXszCFi+zrDzmcJWWIO%0A8C+/N4GUlpbq1KlTiouLU8uWLf350U2Oh0gBwPtaweZ+yf05wfzi427b66cM9HhOhoXhK/x++3Ei%0AaFNsbKzi4+NDPvwBAM6oz3OC5oTS9iFie0XQjgmlAd+jCxgA0CgNfU7QfCaQRhHA/wiAAIAmdzbP%0ACZohkEYRwH8IgACAJues1NXW8GEPf/ZhYSqCgO8QAAEAPuftOUH7sLBzQmlPFcGluYVuodCOUAjU%0An9+aQCZOnKj33nvPXx8HAAgiM700iZjDwlkZqTUaRZwVQUlW+DND4dLcQq3YXOSxcWTF5iIt/eH5%0AQgDu/BYAy8vLNXToUKWkpGjhwoX66quv/PXRAIAg5K1RJK1nnBX+7I0iqXM3WuHPDIXmc4TO89BJ%0ADNTObwHw1Vdf1VdffaXp06frlVdeUXJysoYPH64///nPOn36dIPPu2jRIrlcLs2YMcPaZxiG5s+f%0Ar8TERLVu3VqDBw/W7t273d5XUVGhe+65R506dVLbtm11ww036Msvv2zwdQAAzk5djSLTr72gxtQx%0AUZERWj9loLXCyFNvf1HjvEwwDdTNr/MAxsXF6d5779WOHTu0bds2XXDBBbr99tuVmJiomTNnqqio%0AqO6T2Gzfvl0rV67UJZdc4rb/8ccf15IlS/TUU09p+/btio+PV0ZGhsrLy61jZsyYoddee005OTn6%0A4IMP9N1332nkyJGqqqpqku8KAKidc1jYHtzWTxlovW6vCFZWVVsriZjPDEZFRliBMHXuRquz2NuQ%0AM8PCQAAmgpakI0eOaNOmTdq0aZMiIyN1/fXXa/fu3br44ou1dOnSep3ju+++0/jx47Vq1Sp16NDB%0A2m8YhpYtW6a5c+dq1KhR6t27t9auXauTJ09q/fr1ks6sRrJ69Wr94Q9/0JAhQ9S3b1+tW7dOO3fu%0AVF5enk++MwCgdvWtCC7JLdS4VVut8GeuO+xpyTk7hoWBH/mtC/j06dN64403lJ2drU2bNumSSy7R%0AzJkzNX78eMXExEiScnJy9Otf/1ozZ86s83zTpk3TiBEjNGTIED3yyCPW/n379uno0aMaOnSotS86%0AOlqDBg1Sfn6+pk6dqoKCAp0+fdrtmMTERPXu3Vv5+fkaNmxYE35zAEB91HfqGLNr2FxGztuSc0ww%0ADXjntwCYkJCg6upqjR07Vtu2bdNll11W45hhw4apffv2dZ4rJydHn3zyibZv317jtaNHj0qSunTp%0A4ra/S5cuOnDggHVMVFSUW+XQPMZ8vycVFRWqqKiwtsvKyuq8VgBAw9RnMmmn6ddeIElMMA3UwW8B%0AcOnSpRo9erRatWrl9ZgOHTpo3759tZ7n0KFDuvfee7Vp06Zaz+VyuZf4DcOosc+prmMWLVqkBQsW%0A1HoOAEDT8FSVc4ZCZ4izV/O8TTCdmZ6iW1d+qK17T3hsFKEqiHDgtwB4++23N8l5CgoKdOzYMfXr%0A18/aV1VVpffee09PPfWU9uzZI+lMlS8hIcE65tixY1ZVMD4+XpWVlSopKXGrAh47dkxpaWleP3vO%0AnDnKysqytsvKypSUlNQk3wsAUDdnKGvIBNNPvf2F9dygaant2UBnVZBAiOYoIE0gjZGenq6dO3fq%0A008/tf70799f48eP16effqoePXooPj5eubm51nsqKyu1ZcsWK9z169dPLVu2dDvmyJEj2rVrV60B%0AMDo6Wu3atXP7AwAInIZMMO3sHGY+QYSjkFsKLiYmRr1793bb17ZtW8XFxVn7Z8yYoYULFyolJcWa%0AeLpNmzYaN26cJCk2NlaTJ0/WrFmzFBcXp44dO2r27Nnq06ePhgwZ4vfvBABoOt4mmDYrgmYIlGSF%0AwKjImvUQ5hNEcxZyAbA+7r//fp06dUp33323SkpKdMUVV2jTpk1Wt7F05pnEFi1aaMyYMTp16pTS%0A09O1Zs0aRUZGBvDKAQCNVZ/mEbPil5WR6jaf4PRrL3AbJq5tPkGGhRHKXIZhGIG+iFBVVlam2NhY%0AlZaWMhwMAEHKWyXP0/QxWRmpVvgzG0i8vY/KYOji97uZVgABADB5axQxDezRUTl3Xsl8gggrBEAA%0AQLPmKZTVVcVjPkE0dwRAAEDYYT5BhDsCIAAg7PhqPkETVUEEOwIgACDseavS2ecTzExP+XFeQNt8%0AgmbnsCS3Y2gSQTAjAAIA4EFD5hNclleoakMMCSPohdxKIAAA+ENd8wlOv/YCK/hJZzqHq71MrMaK%0AIgg2VAABAPDAWamrbWjXOX0MQ8IIdgRAAADq4WznE2RFEQQzhoABAKiHmV6e6zOrezl3XinpTNXP%0A7P41VxQxp47x9F6GhREIBEAAABqorqqgffLoJbmFVghkWBiBxlrAjcBaggAAJ2e4M7fTesYpv/i4%0AIlyiUzjA+P2mAggAQJPxNnVMVkaqNXUMncIIBgRAAACaSG0riqT1jFOVYSgq8sxPL0PCCCSGgBuB%0AEjIAoD68DQtLYkg4APj9pgIIAIBP1TYsLIkhYQQEARAAAB+qT6ewxJAw/Ish4EaghAwAaIjahoTN%0A1UTSesZp/ZSBHt/LsHDj8PtNBRAAAL+qa0iYyaPhDwRAAAD8iMmjEQwYAm4ESsgAgKbA5NH+xe83%0AFUAAAAKKyaMRCARAAAACiMmjEQgMATcCJWQAgK/QKew7/H5TAQQAIOjQKQxfIwACABBk6BSGrzEE%0A3AiUkAEA/kKncNPh95sKIAAAQY9OYTQ1AiAAAEGOTmE0NYaAG4ESMgAgkOgUbhh+v6kAAgAQkugU%0ARmMQAAEACEF0CqMxGAJuBErIAIBgQqdw/fD7TQUQAIBmgU5hnA0CIAAAzQCdwjgbDAE3AiVkAECw%0Aq0+ncLiFP36/qQACANBs1adTOCoyIqzCH84IyQC4aNEiDRgwQDExMercubN+8YtfaM+ePW7HGIah%0A+fPnKzExUa1bt9bgwYO1e/dut2MqKip0zz33qFOnTmrbtq1uuOEGffnll/78KgAA+Ex9OoUrq6pr%0ATBOD5i8kA+CWLVs0bdo0bd26Vbm5ufr+++81dOhQ/fOf/7SOefzxx7VkyRI99dRT2r59u+Lj45WR%0AkaHy8nLrmBkzZui1115TTk6OPvjgA3333XcaOXKkqqqqAvG1AABoUjO9dPuaVcHiRdcrKyPV7ZlA%0AhIdm8Qzg119/rc6dO2vLli362c9+JsMwlJiYqBkzZuiBBx6QdKba16VLFz322GOaOnWqSktLde65%0A5+qFF17QLbfcIkk6fPiwkpKS9NZbb2nYsGF1fi7PEAAAQom3ho9wawTh9ztEK4BOpaWlkqSOHTtK%0Akvbt26ejR49q6NCh1jHR0dEaNGiQ8vPzJUkFBQU6ffq02zGJiYnq3bu3dQwAAM1JbZ3CWRmpqvIy%0AT8zSWiqEKzYXaekPTSUIHS0CfQGNZRiGsrKydPXVV6t3796SpKNHj0qSunTp4nZsly5ddODAAeuY%0AqKgodejQocYx5vudKioqVFFRYW2XlZU12fcAAMDXapvkubbKX2SEy+oczkxP0VLbnIFm5dAUThNK%0Ah7KQD4DTp0/X//zP/+iDDz6o8ZrL5T6hpWEYNfY51XbMokWLtGDBgoZfLAAAIcgMh2YItAdCs6K4%0ANLdQ2/efUH7xcbdAKBEKg1FIB8B77rlHb7zxht577z117drV2h8fHy/pTJUvISHB2n/s2DGrKhgf%0AH6/KykqVlJS4VQGPHTumtLQ0j583Z84cZWVlWdtlZWVKSkpq0u8EAEAwsodAc0JpOzP8pfWM81ol%0AtO9zBkJCon+F5DOAhmFo+vTp2rBhg95++211797d7fXu3bsrPj5eubm51r7Kykpt2bLFCnf9+vVT%0Ay5Yt3Y45cuSIdu3a5TUARkdHq127dm5/AAAIF5npKdbk0VGREVYHcercjVb4yy8+rhWbi6wqob25%0AxL4vMsJlPVvoaSk6ni30rZCsAE6bNk3r16/XX/7yF8XExFjP7MXGxqp169ZyuVyaMWOGFi5cqJSU%0AFKWkpGjhwoVq06aNxo0bZx07efJkzZo1S3FxcerYsaNmz56tPn36aMiQIYH8egAABKUVm4us8FdZ%0AVS1JboFw/ZSBVpjzVCV08jSUbH6O89lCNK2QDIDPPvusJGnw4MFu+7OzszVx4kRJ0v33369Tp07p%0A7rvvVklJia644gpt2rRJMTEx1vFLly5VixYtNGbMGJ06dUrp6elas2aNIiMj/fVVAAAICfVZUm7F%0A5iJlpqfoqbe/sELh9Gsv0JLcQmufGeo8hUTnc4TOqWoYIm46IRkA6zN1ocvl0vz58zV//nyvx7Rq%0A1UpPPvmknnzyySa8OgAAmpe65gmcfu0Fks6Euq17j9daJTTf7ykkRrpcqjIM6zlCT5+PphGSARAA%0AAPiPc/5AZyAzK3Nb9x63ngW0DwdL7lVCSV5DYqTLZT1HaK80hssk1f5CAAQAALVyDrt6mlB6xeYi%0AK/wNSO5Y4xz2KqGkWoeS03rG1Rg2Jvw1LQIgAAA4K56ew6tPldDe5euJPSRGulw1ho3RdJrFWsCB%0AwlqCAAB4Zs75Zw9vznkAzS5g51DyuFVblV983HomsKkrgPx+UwEEAAA+4KlK6Ny31MOzfc6hZOcy%0AdGgaBEAAABAQzkBYW8MHIbBpEQABAEBQ8NRcIv0Y+qqqeWqtqfAMYCPwDAEAAKGH328qgI1iZuey%0AsrIAXwkAAKgv83c7nGtgBMBGKC8vlyQlJSUF+EoAAMDZKi8vV2xsbKAvIyAYAm6E6upqHT58WDEx%0AMXK5ap/b6GyVlZUpKSlJhw4dCtvytK9xj32Pe+x73GP/4D77nj/vsWEYKi8vV2JioiIiIup+QzNE%0ABbARIiIi1LVrV59+Rrt27fiXjY9xj32Pe+x73GP/4D77nr/ucbhW/kzhGXsBAADCGAEQAAAgzBAA%0Ag1R0dLTmzZun6OjoQF9Ks8U99j3use9xj/2D++x73GP/ogkEAAAgzFABBAAACDMEQAAAgDBDAAQA%0AAAgzBEAAAIAwQwAMQs8884y6d++uVq1aqV+/fnr//fcDfUkha9GiRRowYIBiYmLUuXNn/eIXv9Ce%0APXvcjjEMQ/Pnz1diYqJat26twYMHa/fu3QG64tC3aNEiuVwuzZgxw9rHPW4aX331lW677TbFxcWp%0ATZs2uuyyy1RQUGC9zn1unO+//14PPfSQunfvrtatW6tHjx56+OGHVV1dbR3DPT477733nn7+858r%0AMTFRLpdLr7/+utvr9bmfFRUVuueee9SpUye1bdtWN9xwg7788ks/fotmykBQycnJMVq2bGmsWrXK%0A+Pzzz417773XaNu2rXHgwIFAX1pIGjZsmJGdnW3s2rXL+PTTT40RI0YY559/vvHdd99ZxyxevNiI%0AiYkxXn31VWPnzp3GLbfcYiQkJBhlZWUBvPLQtG3bNiM5Odm45JJLjHvvvdfazz1uvBMnThjdunUz%0AJk6caHz00UfGvn37jLy8POOLL76wjuE+N84jjzxixMXFGX/961+Nffv2Ga+88opxzjnnGMuWLbOO%0A4R6fnbfeesuYO3eu8eqrrxqSjNdee83t9frcz7vuuss477zzjNzcXOOTTz4xrrnmGuPSSy81vv/+%0Aez9/m+aFABhkfvrTnxp33XWX276LLrrI+M1vfhOgK2pejh07ZkgytmzZYhiGYVRXVxvx8fHG4sWL%0ArWP+9a9/GbGxscZzzz0XqMsMSeXl5UZKSoqRm5trDBo0yAqA3OOm8cADDxhXX32119e5z403YsQI%0AY9KkSW77Ro0aZdx2222GYXCPG8sZAOtzP7/99lujZcuWRk5OjnXMV199ZURERBh///vf/XbtzRFD%0AwEGksrJSBQUFGjp0qNv+oUOHKj8/P0BX1byUlpZKkjp27ChJ2rdvn44ePep2z6OjozVo0CDu+Vma%0ANm2aRowYoSFDhrjt5x43jTfeeEP9+/fX6NGj1blzZ/Xt21erVq2yXuc+N97VV1+tzZs3q7CwUJL0%0A2Wef6YMPPtD1118viXvc1OpzPwsKCnT69Gm3YxITE9W7d2/ueSO1CPQF4EfffPONqqqq1KVLF7f9%0AXbp00dGjRwN0Vc2HYRjKysrS1Vdfrd69e0uSdV893fMDBw74/RpDVU5Ojj755BNt3769xmvc46ax%0Ad+9ePfvss8rKytKDDz6obdu2KTMzU9HR0brjjju4z03ggQceUGlpqS666CJFRkaqqqpKjz76qMaO%0AHSuJv8tNrT738+jRo4qKilKHDh1qHMPvYuMQAIOQy+Vy2zYMo8Y+nL3p06frf/7nf/TBBx/UeI17%0A3nCHDh3Svffeq02bNqlVq1Zej+MeN051dbX69++vhQsXSpL69u2r3bt369lnn9Udd9xhHcd9briX%0AX35Z69at0/r169WrVy99+umnmjFjhhITEzVhwgTrOO5x02rI/eSeNx5DwEGkU6dOioyMrPFfNceO%0AHavxX0g4O/fcc4/eeOMNvfPOO+ratau1Pz4+XpK4541QUFCgY8eOqV+/fmrRooVatGihLVu2aMWK%0AFWrRooV1H7nHjZOQkKCLL77Ybd9PfvITHTx4UBJ/l5vCfffdp9/85je69dZb1adPH91+++2aOXOm%0AFi1aJIl73NTqcz/j4+NVWVmpkpISr8egYQiAQSQqKkr9+vVTbm6u2/7c3FylpaUF6KpCm2EYmj59%0AujZs2KC3335b3bt3d3u9e/fuio+Pd7vnlZWV2rJlC/e8ntLT07Vz5059+umn1p/+/ftr/Pjx+vTT%0AT9WjRw/ucRO46qqrakxhVFhYqG7dukni73JTOHnypCIi3H8WIyMjrWlguMdNqz73s1+/fmrZsqXb%0AMUeOHNGuXbu4540VsPYTeGROA7N69Wrj888/N2bMmGG0bdvW2L9/f6AvLST9+te/NmJjY413333X%0AOHLkiPXn5MmT1jGLFy82YmNjjQ0bNhg7d+40xo4dy7QOjWTvAjYM7nFT2LZtm9GiRQvj0UcfNYqK%0AiowXX3zRaNOmjbFu3TrrGO5z40yYMME477zzrGlgNmzYYHTq1Mm4//77rWO4x2envLzc2LFjh7Fj%0Axw5DkrFkyRJjx44d1tRm9bmfd911l9G1a1cjLy/P+OSTT4xrr72WaWCaAAEwCD399NNGt27djKio%0AKOPyyy+3pizB2ZPk8U92drZ1THV1tTFv3jwjPj7eiI6ONn72s58ZO3fuDNxFNwPOAMg9bhpvvvmm%0A0bt3byM6Otq46KKLjJUrV7q9zn1unLKyMuPee+81zj//fKNVq1ZGjx49jLlz5xoVFRXWMdzjs/PO%0AO+94/HfwhAkTDMOo3/08deqUMX36dKNjx45G69atjZEjRxoHDx4MwLdpXlyGYRiBqT0CAAAgEHgG%0AEAAAIMwQAAEAAMIMARAAACDMEAABAADCDAEQAAAgzBAAAQAAwgwBEAAAIMwQAAEAAMIMARCA3737%0A7rtyuVz69ttvA/L5b7/9ti666CJrjVdJWrlypZKSkhQREaFly5YF5LoaqqKiQueff74KCgoCfSkA%0AQgQrgQDwqcGDB+uyyy5zC1WVlZU6ceKEunTpIpfL5fdr6t+/v+69917dfvvtkqSysjJ16tRJS5Ys%0A0U033aTY2Fi1adPG79fVGCtWrNAbb7yhvLy8QF8KgBBABRCA30VFRSk+Pj4g4S8/P19FRUUaPXq0%0Ate/gwYM6ffq0RowYoYSEBI/h7/Tp0/68zLM2fvx4vf/++/rf//3fQF8KgBBAAATgMxMnTtSWLVu0%0AfPlyuVwuuVwu7d+/v8YQ8Jo1a9S+fXv99a9/1YUXXqg2bdro5ptv1j//+U+tXbtWycnJ6tChg+65%0A5x5VVVVZ56+srNT999+v8847T23bttUVV1yhd999t9ZrysnJ0dChQ9WqVSvrs/v06SNJ6tGjh3WN%0A8+fP12WXXab/9//+n3r06KHo6GgZhqG///3vuvrqq9W+fXvFxcVp5MiRKi4uts6/f/9+uVwu/elP%0Af9K//du/qXXr1howYIAKCwu1fft29e/fX+ecc46uu+46ff31127Xlp2drZ/85Cdq1aqVLrroIj3z%0AzDNu33X69OlKSEhQq1atlJycrEWLFlmvx8XFKS0tTS+99FKD/r8CEF5aBPoCADRfy5cvV2FhoXr3%0A7q2HH35YknTuuedq//79NY49efKkVqxYoZycHJWXl2vUqFEaNWqU2rdvr7feekt79+7VTTfdpKuv%0Avlq33HKLJOnf//3ftX//fuXk5CgxMVGvvfaarrvuOu3cuVMpKSker+m9997T2LFjre1bbrlFSUlJ%0AGjJkiLZt26akpCSde+65kqQvvvhCf/rTn/Tqq68qMjJSkvTPf/5TWVlZ6tOnj/75z3/qd7/7nX75%0Ay1/q008/VUTEj/9NPW/ePC1btkznn3++Jk2apLFjx6pdu3Zavny52rRpozFjxuh3v/udnn32WUnS%0AqlWrNG/ePD311FPq27evduzYoSlTpqht27aaMGGCNcT7pz/9Seeff74OHTqkQ4cOuX23n/70p3r/%0A/fcb+P8WgLBiAIAPDRo0yLj33nvd9r3zzjuGJKOkpMQwDMPIzs42JBlffPGFdczUqVONNm3aGOXl%0A5da+YcOGGVOnTjUMwzC++OILw+VyGV999ZXbudPT0405c+Z4vZ7Y2Fjjj3/8o9u+HTt2GJKMffv2%0AWfvmzZtntGzZ0jh27Fit3+/YsWOGJGPnzp2GYRjGvn37DEnGf/7nf1rHvPTSS4YkY/Pmzda+RYsW%0AGRdeeKG1nZSUZKxfv97t3L///e+NK6+80jAMw7jnnnuMa6+91qiurvZ6LcuXLzeSk5NrvV4AMAzD%0AoAIIICi0adNGPXv2tLa7dOmi5ORknXPOOW77jh07Jkn65JNPZBiGUlNT3c5TUVGhuLg4r59z6tQp%0Aa/i3Lt26dbOqgabi4mL99re/1datW/XNN99YncQHDx5U7969reMuueQSt+uWZA01O7/L119/rUOH%0ADmny5MmaMmWKdcz333+v2NhYSWeG0zMyMnThhRfquuuu08iRIzV06FC3a2vdurVOnjxZr+8GILwR%0AAAEEhZYtW7ptu1wuj/vMwFVdXa3IyEgVFBRYw7Mme2h06tSpk0pKSup1TW3btq2x7+c//7mSkpK0%0AatUqJSYmqrq6Wr1791ZlZaXX72M2uzj32b+LdGYY+IorrnA7j/ndLr/8cu3bt08bN25UXl6exowZ%0AoyFDhujPf/6zdeyJEydqBFYA8IQACMCnoqKi3Bo3mkrfvn1VVVWlY8eO6d/+7d/O6n2ff/55gz7z%0A+PHj+t///V89//zz1md+8MEHDTqXXZcuXXTeeedp7969Gj9+vNfj2rVrp1tuuUW33HKLbr75Zl13%0A3XU6ceKEOnbsKEnatWuX+vbt2+jrAdD8EQAB+FRycrI++ugj7d+/X+ecc44VVhorNTVV48eP1x13%0A3KE//OEP6tu3r7755hu9/fbb6tOnj66//nqP7xs2bJjWrl3boM/s0KGD4uLitHLlSiUkJOjgwYP6%0AzW9+05ivYZk/f74yMzPVrl07DR8+XBUVFfr4449VUlKirKwsLV26VAkJCbrssssUERGhV155RfHx%0A8Wrfvr11jvfff1+///3vm+R6ADRvTAMDwKdmz56tyMhIXXzxxTr33HN18ODBJjt3dna27rjjDs2a%0ANUsXXnihbrjhBn300UdKSkry+p7bbrtNn3/+ufbs2XPWnxcREaGcnBwVFBSod+/emjlzpp544onG%0AfAXLr371K/3nf/6nNS3NoEGDtGbNGnXv3l3SmWHtxx57TP3799eAAQO0f/9+vfXWW1bn8YcffqjS%0A0lLdfPPNTXI9AJo3VgIBEHbuv/9+lZaW6vnnnw/0pTSZ0aNHq2/fvnrwwQcDfSkAQgAVQABhZ+7c%0AuerWrZtPnk0MhIqKCl166aWaOXNmoC8FQIigAggAABBmqAACAACEGQIgAABAmCEAAgAAhBkCIAAA%0AQJghAAIAAIQZAiAAAECYIQACAACEGQIgAABAmCEAAgAAhJn/DypPdzQKRY8wAAAAAElFTkSuQmCC\"/>"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"nbgrader": {
"grade": true,
"grade_id": "cell-8680c2c7c9c5cb22",
"locked": false,
"points": 1,
"schema_version": 3,
"solution": true,
"task": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'time (frames)')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(nrows=2, ncols=1, sharex=True)\n",
"axes[0].plot(frames,xs,'x')\n",
"axes[0].set_ylabel('x (px)')\n",
"axes[1].plot(frames,ys,'x')\n",
"axes[1].set_ylabel('y (px)')\n",
"axes[1].set_xlabel('time (frames)')\n",
"# plt.savefig('fly-tracking2.png')"
]
},
{
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"metadata": {},
"source": [
"## Questions Part C\n",
"\n",
"Describe: How did we get the background image? How did we compute a binary image? What did we do with the binary image?"
]
},
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"source": [
"(Answer here.)"
]
}
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