diff --git a/README.md b/README.md index 940b8e4..7c19655 100644 --- a/README.md +++ b/README.md @@ -19,4 +19,6 @@ one way is to import this repository onto [Google Colab](https://colab.research. Change the parameters of `download.py` to import new data, and perform the analysis with `analysis.ipynb`. -![graph](graph.png) +![area](area.png) + +![speed](speed.png) diff --git a/analysis.ipynb b/analysis.ipynb index d799d28..4488f03 100644 --- a/analysis.ipynb +++ b/analysis.ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 175, "id": "be741f3b-5de5-4330-a591-f3b9606214ad", "metadata": {}, "outputs": [], @@ -26,7 +26,8 @@ " \"G18-ABI-CONUS-BAND07\", # GOES-16 East\n", " \"G16-ABI-FD-BAND07\", # GOES-18 West\n", "]\n", - "km_per_pixel = 1.0\n", + "km2_per_pixel = 1.0\n", + "mi2_per_km2 = 0.386102\n", "time_start = datetime.datetime(2025, 1, 7, 18, 16, 0, 0) # UTC time\n", "time_end = datetime.datetime(2025, 1, 9, 6, 26, 0, 0)\n", "time_step = datetime.timedelta(minutes=5) # GOES update rate\n", @@ -100,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 180, "id": "43b3243c-8442-4951-9c70-ec552be72b0e", "metadata": {}, "outputs": [], @@ -141,10 +142,54 @@ }, { "cell_type": "code", - "execution_count": 161, + "execution_count": 181, "id": "dfc4a62d-4b7d-497a-8e90-d6f05c1100ae", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-01-07+18:16:00," + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-01-07+18:21:00," + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-01-07+18:26:00,2025-01-07+18:31:00,2025-01-07+18:36:00,2025-01-07+18:41:00,2025-01-07+18:46:00,2025-01-07+18:51:00,2025-01-07+18:56:00,2025-01-07+19:01:00,2025-01-07+19:06:00,2025-01-07+19:11:00,2025-01-07+19:16:00,2025-01-07+19:21:00,2025-01-07+19:26:00,2025-01-07+19:31:00,2025-01-07+19:36:00,2025-01-07+19:41:00,2025-01-07+19:46:00,2025-01-07+19:51:00,2025-01-07+19:56:00,2025-01-07+20:01:00,2025-01-07+20:06:00,2025-01-07+20:11:00,2025-01-07+20:16:00,2025-01-07+20:21:00,2025-01-07+20:26:00,2025-01-07+20:31:00,2025-01-07+20:36:00,2025-01-07+20:41:00,2025-01-07+20:46:00,2025-01-07+20:51:00,2025-01-07+20:56:00,2025-01-07+21:01:00,2025-01-07+21:06:00,2025-01-07+21:11:00,2025-01-07+21:16:00,2025-01-07+21:21:00,2025-01-07+21:26:00,2025-01-07+21:31:00,2025-01-07+21:36:00,2025-01-07+21:41:00,2025-01-07+21:46:00,2025-01-07+21:51:00,2025-01-07+21:56:00,2025-01-07+22:01:00,2025-01-07+22:06:00,2025-01-07+22:11:00,2025-01-07+22:16:00,2025-01-07+22:21:00,2025-01-07+22:26:00,2025-01-07+22:31:00,2025-01-07+22:36:00,2025-01-07+22:41:00,2025-01-07+22:46:00,2025-01-07+22:51:00,2025-01-07+22:56:00,2025-01-07+23:01:00,2025-01-07+23:06:00,2025-01-07+23:11:00,2025-01-07+23:16:00,2025-01-07+23:21:00,2025-01-07+23:26:00,2025-01-07+23:31:00,2025-01-07+23:36:00,2025-01-07+23:41:00,2025-01-07+23:46:00,2025-01-07+23:51:00,2025-01-07+23:56:00,2025-01-08+00:01:00,2025-01-08+00:06:00,2025-01-08+00:11:00,2025-01-08+00:16:00,2025-01-08+00:21:00,2025-01-08+00:26:00,2025-01-08+00:31:00,2025-01-08+00:36:00,2025-01-08+00:41:00,2025-01-08+00:46:00,2025-01-08+00:51:00,2025-01-08+00:56:00,2025-01-08+01:01:00,2025-01-08+01:06:00,2025-01-08+01:11:00,2025-01-08+01:16:00,2025-01-08+01:21:00,2025-01-08+01:26:00,2025-01-08+01:31:00,2025-01-08+01:36:00,2025-01-08+01:41:00,2025-01-08+01:46:00,2025-01-08+01:51:00,2025-01-08+01:56:00,2025-01-08+02:01:00,2025-01-08+02:06:00,2025-01-08+02:11:00,2025-01-08+02:16:00,2025-01-08+02:21:00,2025-01-08+02:26:00,2025-01-08+02:31:00,2025-01-08+02:36:00,2025-01-08+02:41:00,2025-01-08+02:46:00,2025-01-08+02:51:00,2025-01-08+02:56:00,2025-01-08+03:01:00,2025-01-08+03:06:00,2025-01-08+03:11:00,2025-01-08+03:16:00,2025-01-08+03:21:00,2025-01-08+03:26:00,2025-01-08+03:31:00,2025-01-08+03:36:00,2025-01-08+03:41:00,2025-01-08+03:46:00,2025-01-08+03:51:00,2025-01-08+03:56:00,2025-01-08+04:01:00,2025-01-08+04:06:00,2025-01-08+04:11:00,2025-01-08+04:16:00,2025-01-08+04:21:00,2025-01-08+04:26:00,2025-01-08+04:31:00,2025-01-08+04:36:00,2025-01-08+04:41:00,2025-01-08+04:46:00,2025-01-08+04:51:00,2025-01-08+04:56:00,2025-01-08+05:01:00,2025-01-08+05:06:00,2025-01-08+05:11:00,2025-01-08+05:16:00,2025-01-08+05:21:00,2025-01-08+05:26:00,2025-01-08+05:31:00,2025-01-08+05:36:00,2025-01-08+05:41:00,2025-01-08+05:46:00,2025-01-08+05:51:00,2025-01-08+05:56:00,2025-01-08+06:01:00,2025-01-08+06:06:00,2025-01-08+06:11:00,2025-01-08+06:16:00,2025-01-08+06:21:00,2025-01-08+06:26:00,2025-01-08+06:31:00,2025-01-08+06:36:00,2025-01-08+06:41:00,2025-01-08+06:46:00,2025-01-08+06:51:00,2025-01-08+06:56:00,2025-01-08+07:01:00,2025-01-08+07:06:00,2025-01-08+07:11:00,2025-01-08+07:16:00,2025-01-08+07:21:00,2025-01-08+07:26:00,2025-01-08+07:31:00,2025-01-08+07:36:00,2025-01-08+07:41:00,2025-01-08+07:46:00,2025-01-08+07:51:00,2025-01-08+07:56:00,2025-01-08+08:01:00,2025-01-08+08:06:00,2025-01-08+08:11:00,2025-01-08+08:16:00,2025-01-08+08:21:00,2025-01-08+08:26:00,2025-01-08+08:31:00,2025-01-08+08:36:00,2025-01-08+08:41:00,2025-01-08+08:46:00,2025-01-08+08:51:00,2025-01-08+08:56:00,2025-01-08+09:01:00,2025-01-08+09:06:00,2025-01-08+09:11:00,2025-01-08+09:16:00,2025-01-08+09:21:00,2025-01-08+09:26:00,2025-01-08+09:31:00,2025-01-08+09:36:00,2025-01-08+09:41:00,2025-01-08+09:46:00,2025-01-08+09:51:00,2025-01-08+09:56:00,2025-01-08+10:01:00,2025-01-08+10:06:00,2025-01-08+10:11:00,2025-01-08+10:16:00,2025-01-08+10:21:00,2025-01-08+10:26:00,2025-01-08+10:31:00,2025-01-08+10:36:00,2025-01-08+10:41:00,2025-01-08+10:46:00,2025-01-08+10:51:00,2025-01-08+10:56:00,2025-01-08+11:01:00,2025-01-08+11:06:00,2025-01-08+11:11:00,2025-01-08+11:16:00,2025-01-08+11:21:00,2025-01-08+11:26:00,2025-01-08+11:31:00,2025-01-08+11:36:00,2025-01-08+11:41:00,2025-01-08+11:46:00,2025-01-08+11:51:00,2025-01-08+11:56:00,2025-01-08+12:01:00,2025-01-08+12:06:00,2025-01-08+12:11:00,2025-01-08+12:16:00,2025-01-08+12:21:00,2025-01-08+12:26:00,2025-01-08+12:31:00,2025-01-08+12:36:00,2025-01-08+12:41:00,2025-01-08+12:46:00,2025-01-08+12:51:00,2025-01-08+12:56:00,2025-01-08+13:01:00,2025-01-08+13:06:00,2025-01-08+13:11:00,2025-01-08+13:16:00,2025-01-08+13:21:00,2025-01-08+13:26:00,2025-01-08+13:31:00,2025-01-08+13:36:00,2025-01-08+13:41:00,2025-01-08+13:46:00,2025-01-08+13:51:00,2025-01-08+13:56:00,2025-01-08+14:01:00,2025-01-08+14:06:00,2025-01-08+14:11:00,2025-01-08+14:16:00,2025-01-08+14:21:00,2025-01-08+14:26:00,2025-01-08+14:31:00,2025-01-08+14:36:00,2025-01-08+14:41:00,2025-01-08+14:46:00,2025-01-08+14:51:00,2025-01-08+14:56:00,2025-01-08+15:01:00,2025-01-08+15:06:00,2025-01-08+15:11:00,2025-01-08+15:16:00,2025-01-08+15:21:00,2025-01-08+15:26:00,2025-01-08+15:31:00,2025-01-08+15:36:00,2025-01-08+15:41:00,2025-01-08+15:46:00,2025-01-08+15:51:00,2025-01-08+15:56:00,2025-01-08+16:01:00,2025-01-08+16:06:00,2025-01-08+16:11:00,2025-01-08+16:16:00,2025-01-08+16:21:00,2025-01-08+16:26:00,2025-01-08+16:31:00,2025-01-08+16:36:00,2025-01-08+16:41:00,2025-01-08+16:46:00,2025-01-08+16:51:00,2025-01-08+16:56:00,2025-01-08+17:01:00,2025-01-08+17:06:00,2025-01-08+17:11:00,2025-01-08+17:16:00,2025-01-08+17:21:00,2025-01-08+17:26:00,2025-01-08+17:31:00,2025-01-08+17:36:00,2025-01-08+17:41:00,2025-01-08+17:46:00,2025-01-08+17:51:00,2025-01-08+17:56:00,2025-01-08+18:01:00,2025-01-08+18:06:00,2025-01-08+18:11:00,2025-01-08+18:16:00,2025-01-08+18:21:00,2025-01-08+18:26:00,2025-01-08+18:31:00,2025-01-08+18:36:00,2025-01-08+18:41:00,2025-01-08+18:46:00,2025-01-08+18:51:00,2025-01-08+18:56:00,2025-01-08+19:01:00,2025-01-08+19:06:00,2025-01-08+19:11:00,2025-01-08+19:16:00,2025-01-08+19:21:00,2025-01-08+19:26:00,2025-01-08+19:31:00,2025-01-08+19:36:00,2025-01-08+19:41:00,2025-01-08+19:46:00,2025-01-08+19:51:00,2025-01-08+19:56:00,2025-01-08+20:01:00,2025-01-08+20:06:00,2025-01-08+20:11:00,2025-01-08+20:16:00,2025-01-08+20:21:00,2025-01-08+20:26:00,2025-01-08+20:31:00,2025-01-08+20:36:00,2025-01-08+20:41:00,2025-01-08+20:46:00,2025-01-08+20:51:00,2025-01-08+20:56:00,2025-01-08+21:01:00,2025-01-08+21:06:00,2025-01-08+21:11:00,2025-01-08+21:16:00,2025-01-08+21:21:00,2025-01-08+21:26:00,2025-01-08+21:31:00,2025-01-08+21:36:00,2025-01-08+21:41:00,2025-01-08+21:46:00,2025-01-08+21:51:00,2025-01-08+21:56:00,2025-01-08+22:01:00,2025-01-08+22:06:00,2025-01-08+22:11:00,2025-01-08+22:16:00,2025-01-08+22:21:00,2025-01-08+22:26:00,2025-01-08+22:31:00,2025-01-08+22:36:00,2025-01-08+22:41:00,2025-01-08+22:46:00,2025-01-08+22:51:00,2025-01-08+22:56:00,2025-01-08+23:01:00,2025-01-08+23:06:00,2025-01-08+23:11:00,2025-01-08+23:16:00,2025-01-08+23:21:00,2025-01-08+23:26:00,2025-01-08+23:31:00,2025-01-08+23:36:00,2025-01-08+23:41:00,2025-01-08+23:46:00,2025-01-08+23:51:00,2025-01-08+23:56:00,2025-01-09+00:01:00,2025-01-09+00:06:00,2025-01-09+00:11:00,2025-01-09+00:16:00,2025-01-09+00:21:00,2025-01-09+00:26:00,2025-01-09+00:31:00,2025-01-09+00:36:00,2025-01-09+00:41:00,2025-01-09+00:46:00,2025-01-09+00:51:00,2025-01-09+00:56:00,2025-01-09+01:01:00,2025-01-09+01:06:00,2025-01-09+01:11:00,2025-01-09+01:16:00,2025-01-09+01:21:00,2025-01-09+01:26:00,2025-01-09+01:31:00,2025-01-09+01:36:00,2025-01-09+01:41:00,2025-01-09+01:46:00,2025-01-09+01:51:00,2025-01-09+01:56:00,2025-01-09+02:01:00,2025-01-09+02:06:00,2025-01-09+02:11:00,2025-01-09+02:16:00,2025-01-09+02:21:00,2025-01-09+02:26:00,2025-01-09+02:31:00,2025-01-09+02:36:00,2025-01-09+02:41:00,2025-01-09+02:46:00,2025-01-09+02:51:00,2025-01-09+02:56:00,2025-01-09+03:01:00,2025-01-09+03:06:00,2025-01-09+03:11:00,2025-01-09+03:16:00,2025-01-09+03:21:00,2025-01-09+03:26:00,2025-01-09+03:31:00,2025-01-09+03:36:00,2025-01-09+03:41:00,2025-01-09+03:46:00,2025-01-09+03:51:00,2025-01-09+03:56:00,2025-01-09+04:01:00,2025-01-09+04:06:00,2025-01-09+04:11:00,2025-01-09+04:16:00,2025-01-09+04:21:00,2025-01-09+04:26:00,2025-01-09+04:31:00,2025-01-09+04:36:00,2025-01-09+04:41:00,2025-01-09+04:46:00,2025-01-09+04:51:00,2025-01-09+04:56:00,2025-01-09+05:01:00,2025-01-09+05:06:00,2025-01-09+05:11:00,2025-01-09+05:16:00,2025-01-09+05:21:00,2025-01-09+05:26:00,2025-01-09+05:31:00,2025-01-09+05:36:00,2025-01-09+05:41:00,2025-01-09+05:46:00,2025-01-09+05:51:00,2025-01-09+05:56:00,2025-01-09+06:01:00,2025-01-09+06:06:00,2025-01-09+06:11:00,2025-01-09+06:16:00,2025-01-09+06:21:00," + ] + } + ], "source": [ "time = time_start\n", "times = []\n", @@ -157,25 +202,29 @@ " images = []\n", " for product in products:\n", " path = f\"raw/{product}/{time}.png\"\n", - " if os.path.isfile(path):\n", + " if os.path.isfile(path) and os.path.getsize(path) > 1000:\n", " img = plt.imread(path)[:,:,0]\n", " img = np.where(img > 0.9, zeros, img) # fix overflowing issue\n", " else:\n", " img = ones\n", " images.append(img)\n", + " \n", " new_data = np.clip(1 - 2 * (images[0] * images[1]) ** 0.5, 0, 1) # remap to highlight fires\n", + " \n", " data_history.pop(0)\n", " data_history.append(new_data)\n", - " data = np.max(np.array(data_history), axis=0)\n", + " max_data = np.max(np.array(data_history), axis=0)\n", + " \n", + " mix_data = (2*max_data + new_data)/3\n", "\n", - " alpha = data ** 0.2 # mask to draw over street map\n", - " alpha = np.where(data > 0.1, alpha, zeros)\n", + " alpha = max_data ** 0.2 # mask to draw over street map\n", + " alpha = np.where(max_data > 0.1, alpha, zeros)\n", "\n", " # display(fig)\n", " plt.title(f\"{(time + PST_offset)} PST\")\n", - " plt.imshow(data, extent=extent, cmap=\"inferno\", vmin=0, vmax=1)\n", + " plt.imshow(mix_data, extent=extent, cmap=\"inferno\", vmin=0, vmax=1)\n", " plt.imshow(reference, extent=extent, alpha=0.5)\n", - " plt.imshow(data, extent=extent, alpha=alpha, cmap=\"inferno\", vmin=0, vmax=1)\n", + " plt.imshow(mix_data, extent=extent, alpha=alpha, cmap=\"inferno\", vmin=0, vmax=1)\n", " \n", " for key in fires:\n", " fire = fires[key]\n", @@ -185,13 +234,13 @@ " # the y coordinate is flipped\n", " mask = (X_raw - cx)**2 + (Y_raw + cy)**2 < r**2\n", " \n", - " area = np.sum(data[mask] > 0.1) * (km_per_pixel**2)\n", + " area = np.sum(max_data[mask] > 0.1) * km2_per_pixel\n", " fire[\"area\"].append(area)\n", " if area < 1: continue\n", " \n", " patch = plt.Circle(\n", " (cx, cy), r, color=fire[\"color\"], \n", - " fill=False, label=f\"{key} Fire: {area:.0f} km$^2$\"\n", + " fill=False, label=f\"{key}: {area*mi2_per_km2:.0f} mi$^2$ ({area:.0f} km$^2$)\"\n", " )\n", " plt.gca().add_patch(patch)\n", " \n", @@ -214,15 +263,15 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": 202, "id": "f26476cb-403a-4783-a5ac-60cbb76d628f", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAHECAYAAAA+kf5bAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAACRcklEQVR4nOzdd1xT1/sH8E/CCHtvRERFHODEWbeCe++ttdZtEbXuitaqpa7WVq0dULf16/i1alUcOKpW3HujqIDI3hCS8/sjzS2RDQn3Jjzv14sX5M7nISE8Offcc0SMMQZCCCGEkCpGzHcAhBBCCCF8oCKIEEIIIVUSFUGEEEIIqZKoCCKEEEJIlURFECGEEEKqJCqCCCGEEFIlURFECCGEkCqJiiBCCCGEVElUBBFCCCGkSqIiiOiE0NBQiEQiXLt2rdD1vXv3Ro0aNcp17M2bNyM0NLT8wanZ7t27sXHjRr7DIDrqyZMnmDt3Lpo1awYrKyvY2Njgo48+wv/+978S912yZAlEIhG8vb1Lda6OHTuWeltCNIGKIEJKQEUQqUpOnjyJo0ePYtCgQdi/fz927doFT09PDBkyBCtWrChyv1u3bmHt2rVwdHSsxGgJqRh9vgMghAhXZmYmTExM+A6DqFlWVhaMjIwgEokKrBs+fDimT5+usq5Hjx6Ij4/H119/jfnz50Mikajsk5eXhwkTJmDy5Mm4ffs24uPjNZ6DJtDrveqhliBSZWVnZ2PhwoXw8PCAoaEhXF1dMX36dCQnJ3Pb1KhRA/fv38e5c+cgEokgEom4y2pyuRwrV66El5cXjI2NYWVlhYYNG+Lbb7/l9g8KCoJIJMLNmzcxcOBAWFhYwNLSEqNHj8b79+9V4pHL5QgODkbdunUhkUjg4OCAsWPH4s2bN9w2HTt2xNGjR/Hq1SsunsL+keW3b98++Pv7w9nZGcbGxqhXrx4WLFiAjIwMle3Gjx8PMzMz3L17F/7+/jA3N0eXLl0AALm5uVi5ciUXm729PSZMmFAgh9Ke68WLFxg+fDhcXFwgkUjg6OiILl264NatW8XmUpjw8HCIRCLs3r0b8+fPh7OzM8zMzNCnTx+8e/cOaWlp+PTTT2FnZwc7OztMmDAB6enpKsf44Ycf0L59ezg4OMDU1BQ+Pj4IDg6GVCrltnn69CksLCwwZMgQlX3PnDkDPT09LF26tMRY//jjD7Ru3RomJiYwNzeHn58fLl++zK0/fPgwRCIRTp8+XWDfLVu2QCQS4c6dO9yya9euoW/fvrCxsYGRkRGaNGmC33//XWU/5aXikydP4uOPP4a9vT1MTEyQk5NTaIx2dnaFvqZatGiBzMxMJCYmFli3Zs0aJCYm4quvvirxd1CYiIgItGvXDiYmJqhZsybWrFkDuVyusk1UVBRGjx4NBwcHSCQS1KtXD+vWrVPZTvlaCA8PV9n35cuXEIlEKi26xb3eb968id69e3PncnFxQa9evVT+FoluoJYgolNkMhny8vIKLGeMFXjcv39/nD59GgsXLkS7du1w584dLFu2DJcvX8bly5chkUhw6NAhDB48GJaWlti8eTMAcJ+Cg4ODERQUhCVLlqB9+/aQSqV49OiRShGlNGDAAAwdOhRTpkzB/fv3sXTpUjx48AD//PMPDAwMAABTp07Ftm3bMGPGDPTu3RsvX77E0qVLER4ejhs3bsDOzg6bN2/Gp59+iufPn+PQoUOl+p08ffoUPXv2REBAAExNTfHo0SN8/fXXuHr1Ks6cOaOybW5uLvr27YvJkydjwYIFyMvLg1wuR79+/XDhwgV8/vnnaNOmDV69eoVly5ahY8eOuHbtGoyNjct0rp49e0ImkyE4OBjVq1dHfHw8Ll26VOjvrrQWLVqETp06ITQ0FC9fvsTcuXMxYsQI6Ovro1GjRtizZw9u3ryJRYsWwdzcHN999x237/PnzzFy5EiuIL59+za++uorPHr0CL/++isAwNPTEz/99BOGDx+O7777DrNmzUJsbCxGjhyJdu3aISgoqNj4du/ejVGjRsHf3x979uxBTk4OgoOD0bFjR5w+fRpt27bl/vGGhIRw/5CVQkND0bRpUzRs2BAAcPbsWXTv3h0tW7bE1q1bYWlpib1792LYsGHIzMzE+PHjVfb/+OOP0atXL+zYsQMZGRnc6660zp49C3t7ezg4OKgsf/DgAVauXImDBw/CzMysTMcEgNjYWIwaNQpz5szBsmXLcOjQISxcuBAuLi4YO3YsAOD9+/do06YNcnNz8eWXX6JGjRo4cuQI5s6di+fPn3N/m2VV2Os9IyMDfn5+8PDwwA8//ABHR0fExsbi7NmzSEtLK9d5iIAxQnRASEgIA1Dsl7u7O7f98ePHGQAWHByscpx9+/YxAGzbtm3csgYNGrAOHToUOGfv3r1Z48aNi41r2bJlDACbPXu2yvJdu3YxAGznzp2MMcYePnzIALBp06apbPfPP/8wAGzRokXcsl69eqnkUhZyuZxJpVJ27tw5BoDdvn2bWzdu3DgGgP36668q++zZs4cBYAcOHFBZHhERwQCwzZs3l+lc8fHxDADbuHFjuXL40NmzZxkA1qdPH5XlAQEBDACbNWuWyvL+/fszGxubIo8nk8mYVCpl27dvZ3p6eiwxMVFl/dSpU5mhoSG7fPky69y5M3NwcGDR0dHFxiiTyZiLiwvz8fFhMpmMW56WlsYcHBxYmzZtuGWBgYHM2NiYJScnc8sePHjAALBNmzZxy+rWrcuaNGnCpFKpyrl69+7NnJ2dufMo/zbGjh1bbIzF+emnnxgA9u233xbIq2XLlmzEiBHcsg4dOrAGDRqU6rgdOnRgANg///yjsrx+/fqsW7du3OMFCxYUut3UqVOZSCRijx8/Zoz991o4e/asynaRkZEMAAsJCeGWFfV6v3btGgPADh8+XKociHajy2FEp2zfvh0REREFvtq2bauynbJV4sNPy0OGDIGpqWmhlyM+1KJFC9y+fRvTpk3DiRMnkJqaWuS2o0aNUnk8dOhQ6Ovr4+zZswDAff8wnhYtWqBevXqliqcoL168wMiRI+Hk5AQ9PT0YGBigQ4cOAICHDx8W2H7QoEEqj48cOQIrKyv06dMHeXl53Ffjxo3h5OSkcumhNOeysbFBrVq18M0332D9+vW4efNmgUsf5dG7d2+Vx/Xq1QMA9OrVq8DyxMRElUtiN2/eRN++fWFra8vFPXbsWMhkMjx58kRl/w0bNqBBgwbo1KkTwsPDsXPnTjg7Oxcb2+PHjxEdHY0xY8ZALP7vbdfMzAyDBg3ClStXkJmZCUDRYpOVlYV9+/Zx24WEhEAikWDkyJEAgGfPnuHRo0fc6yr/89KzZ0/ExMTg8ePHKjF8+LyW1l9//YXp06dj8ODBmDlzpsq69evX4+nTpxXqqO/k5IQWLVqoLGvYsCFevXrFPT5z5gzq169fYLvx48eDMVagRbMsPvy91K5dG9bW1pg/fz62bt2KBw8elPvYRPioCCI6pV69evD19S3wZWlpqbJdQkIC9PX1YW9vr7JcJBLByckJCQkJJZ5r4cKFWLt2La5cuYIePXrA1tYWXbp0KfQ2fScnJ5XH+vr6sLW15c6j/F7YP1MXF5dSxVOY9PR0tGvXDv/88w9WrlyJ8PBwRERE4ODBgwAUHWTzMzExgYWFhcqyd+/eITk5GYaGhjAwMFD5io2N5TrBlvZcyj4v3bp1Q3BwMJo2bQp7e3vMmjWrQpcbbGxsVB4bGhoWuzw7OxuAoq9Ju3bt8PbtW3z77be4cOECIiIi8MMPPxT6O1IWI9nZ2WjcuDH8/PxKjK2k51culyMpKQkA0KBBAzRv3hwhISEAFJd4d+7ciX79+nG5vHv3DgAwd+7cAs/JtGnTAKBA5+SSCrXCnDhxAgMHDoSfnx927dql0lcoKioKX3zxBZYtWwZDQ0MkJycjOTmZu4SanJxc4HdXGFtb2wLLJBKJyr4JCQlF/u6U68ujsNe7paUlzp07h8aNG2PRokVo0KABXFxcsGzZMpU+YkQ3UJ8gUiXZ2toiLy8P79+/VymEGGOIjY1F8+bNSzyGvr4+AgMDERgYiOTkZJw6dQqLFi1Ct27d8Pr1a5W7TGJjY+Hq6so9zsvLQ0JCAvcPQPk9JiYG1apVUzlPdHQ07OzsypXnmTNnEB0djfDwcK5FBkCRfW8K6xBrZ2cHW1tbHD9+vNB9zM3Ny3wud3d3/PLLLwAU49L8/vvvCAoKQm5uLrZu3Vra9NTi8OHDyMjIwMGDB+Hu7s4tL6qT9r179/DFF1+gefPmiIiIwPr16xEYGFjsOfI/vx+Kjo6GWCyGtbU1t2zChAmYNm0aHj58iBcvXiAmJgYTJkzg1itfDwsXLsTAgQMLPaeXl5fK45I60H/oxIkT6N+/Pzp06IADBw5wxaPSixcvkJWVhc8++wyfffZZgf2tra3x2WefqWU4B1tb2yJ/d8B/vw8jIyMAKNDpu6i71Yr6nfj4+GDv3r1gjOHOnTsIDQ3FihUrYGxsjAULFpQ7DyI81BJEqiRlp9OdO3eqLD9w4AAyMjJUOqV++Km0MFZWVhg8eDCmT5+OxMREvHz5UmX9rl27VB7//vvvyMvLQ8eOHQEAnTt3LjSeiIgIPHz4sMzxKCnf5D+8pfnHH38s1f6A4jJTQkICZDJZoa1syn+25T1XnTp1sGTJEvj4+ODGjRuljktdCoubMYaffvqpwLYZGRkYMmQIatSogbNnz2LGjBlYsGAB/vnnn2LP4eXlBVdXV+zevVulk35GRgYOHDjA3TGmNGLECBgZGSE0NBShoaFwdXWFv7+/yvE8PT1x+/btQp8TX19frjgtj5MnT6J///5o27YtDh8+XOA5BYDGjRvj7NmzBb4aNWqk8vtRhy5duuDBgwcFXh/bt2+HSCRCp06dAIC7czP/HXSA4q688hCJRGjUqBE2bNgAKysrXl6fRLOoJYhUSX5+fujWrRvmz5+P1NRUfPTRR9zdYU2aNMGYMWO4bZWfCvft24eaNWvCyMgIPj4+6NOnD7y9veHr6wt7e3u8evUKGzduhLu7Ozw9PVXOd/DgQejr68PPz4+7O6xRo0YYOnQoAMU/tU8//RSbNm2CWCxGjx49uLvD3NzcMHv2bJV4Dh48iC1btqBZs2YQi8Xw9fUtNM82bdrA2toaU6ZMwbJly2BgYIBdu3bh9u3bpf5dDR8+HLt27ULPnj3x2WefoUWLFjAwMMCbN29w9uxZ9OvXDwMGDCj1ue7cuYMZM2ZgyJAh8PT0hKGhIc6cOYM7d+6ofMoODQ3FhAkTEBISUqCvlDr5+fnB0NAQI0aMwOeff47s7Gxs2bKFuzyV35QpUxAVFYWrV6/C1NQU69atw+XLlzF8+HDcvHkTVlZWhZ5DLBYjODgYo0aNQu/evTF58mTk5OTgm2++QXJyMtasWaOyvZWVFQYMGIDQ0FAkJydj7ty5Kn2JAEVx2aNHD3Tr1g3jx4+Hq6srEhMT8fDhQ9y4cQP79+8v1+/j4sWL6N+/P5ycnLBo0aICLWL169eHhYUFrKysuCL+w9jzF/jqMHv2bGzfvh29evXCihUr4O7ujqNHj2Lz5s2YOnUq6tSpA0Bx2blr165YvXo1rK2t4e7ujtOnT3OXZEvjyJEj2Lx5M/r374+aNWuCMYaDBw8iOTm5VJc+iZbhs1c2IeqivAMmIiKi0PWF3VGVlZXF5s+fz9zd3ZmBgQFzdnZmU6dOZUlJSSrbvXz5kvn7+zNzc3OVu8zWrVvH2rRpw+zs7JihoSGrXr06mzhxInv58iW3r/LusOvXr7M+ffowMzMzZm5uzkaMGMHevXunch6ZTMa+/vprVqdOHWZgYMDs7OzY6NGj2evXr1W2S0xMZIMHD2ZWVlZMJBKxkv6ML126xFq3bs1MTEyYvb09++STT9iNGzcKvVvG1NS00GNIpVK2du1a1qhRI2ZkZMTMzMxY3bp12eTJk9nTp0/LdK53796x8ePHs7p16zJTU1NmZmbGGjZsyDZs2MDy8vK4Y23atIkBYMePHy82P+UdQfv371dZXtRrQvmcvH//nlv2559/crm5urqyefPmsb/++kvlTiPlHVL5f2eMMfbs2TNmYWHB+vfvX2ycjDF2+PBh1rJlS2ZkZMRMTU1Zly5d2N9//13otidPnuTubHzy5Emh29y+fZsNHTqUOTg4MAMDA+bk5MQ6d+7Mtm7dWuLvoSjK309RXx/eefWhst4dVti248aNK/D3+urVKzZy5Ehma2vLDAwMmJeXF/vmm29U7rZjjLGYmBg2ePBgZmNjwywtLdno0aO5O75K83p/9OgRGzFiBKtVqxYzNjZmlpaWrEWLFiw0NLRUORHtImLsgwFUCCFqExQUhOXLl+P9+/fl7tdTVQ0dOhSRkZGIiIjgOxRCiI6iy2GEEMFhjHG3nxNCiKZQEUQIERyRSIS4uDi+wyCE6Di6HEYIIYSQKolukSeEEEJIlURFECGEEEKqJCqCCCGEEFIlUcfoYsjlckRHR8Pc3LzMQ84TQgghhB+MMaSlpcHFxaXAQKP5URFUjOjoaLi5ufEdBiGEEELK4fXr1wXmY8yPiqBiKOfeef36dYGZhoVGKpXi5MmT8Pf3h4GBAd/hlBvlISyUh7BQHsJCeQhL/jyysrLg5uZW4hx6VAQVQ3kJzMLCQiuKIBMTE1hYWGj9i5jyEA7KQ1goD2GhPISlsDxK6spCHaMJIYQQUiVREUQIIYSQKomKIEIIIYRUSdQnqIJkMhmkUinfYUAqlUJfXx/Z2dmQyWR8h1Nu6s7DwMAAenp6aoiMEEKIrqEiqJwYY4iNjUVycjLfoQBQxOPk5ITXr19r9ZhGmsjDysoKTk5OWv17IYQQon5UBJWTsgBycHCAiYkJ7/9g5XI50tPTYWZmVuzAUEKnzjwYY8jMzORmI3d2dlZHiIQQQnSE4IqgLVu2YMuWLXj58iUAoEGDBvjiiy/Qo0cPAIp/bMuXL8e2bduQlJSEli1b4ocffkCDBg24Y+Tk5GDu3LnYs2cPsrKy0KVLF2zevLnYAZPKQiaTcQWQra2tWo5ZUXK5HLm5uTAyMtL6IkideRgbGwMA4uLi4ODgQJfGCCGEcAT337JatWpYs2YNrl27hmvXrqFz587o168f7t+/DwAIDg7G+vXr8f333yMiIgJOTk7w8/NDWload4yAgAAcOnQIe/fuxcWLF5Geno7evXurra+Msg+QiYmJWo5HNEv5PAmh7xYhhBDhEFwR1KdPH/Ts2RN16tRBnTp18NVXX8HMzAxXrlwBYwwbN27E4sWLMXDgQHh7e+O3335DZmYmdu/eDQBISUnBL7/8gnXr1qFr165o0qQJdu7cibt37+LUqVNqjZXvS2CkdOh5IoQQUhjBXQ7LTyaTYf/+/cjIyEDr1q0RGRmJ2NhY+Pv7c9tIJBJ06NABly5dwuTJk3H9+nVIpVKVbVxcXODt7Y1Lly6hW7duRZ4vJycHOTk53OPU1FQAihaE/K0IUqkUjDHI5XLI5XJ1plxujDHuu1BiKg9N5CGXy8EYg1QqrbTLYcrXi7a3PlEewkJ5CAvlISz58yhtLoIsgu7evYvWrVsjOzsbZmZmOHToEOrXr49Lly4BABwdHVW2d3R0xKtXrwAoOiwbGhrC2tq6wDaxsbHFnnf16tVYvnx5geUnT55UufSlr68PJycnpKenIzc3t1w5akr+y4LqdvHiRfTp0wcvX76EpaUldu/ejYULF3K/e3VS5tG7d2/4+Phg9erV5T5Wbm4usrKycP78eeTl5akrxFIJCwur1PNpCuUhLJRHxaj7g+KJEyfUejx1EIlEZW4F16XXVWZmZqm2FWQR5OXlhVu3biE5ORkHDhzAuHHjcO7cOW79h08sY6zEJ7s02yxcuBCBgYHc49TUVLi5ucHf319l7rDs7Gy8fv0aZmZmMDIyKktqGsMYQ1paGszNzYvNc8KECdi+fTsARTHn5uaGAQMGICgoCKampsWeQ1kImpubw8LCAuPGjcPAgQPVOq/ah3no6+vD0NCwQufIzs6GsbEx2rdvX2nPl1QqRVhYGPz8/LR+Lh7KQzgoj4phjKF79+44e/ZspZ2TL3Z2djh37hw8PT1L3FYXX1dZWVml2keQRZChoSFq164NAPD19UVERAS+/fZbzJ8/H4CitSf/7c5xcXFc65CTkxNyc3ORlJSk0hoUFxeHNm3aFHteiUQCiURSYLmBgYHKC0Mmk0EkEkEsFgvmTizlJxtlXEURiUTo3r07QkJCIJVKceHCBXzyySfIzMzEli1bij2H8rjKvE1NTUssnMqqsDxKyqkkYrEYIpGowPNYGfg4pyZQHsJCeZTP3bt3q0QBBADx8fE4ceIE6tevX+p9dOl1VdpWf2H8By8BYww5OTnw8PCAk5OTSpNdbm4uzp07xxU4zZo1g4GBgco2MTExuHfvXolFUFUhkUjg5OQENzc3jBw5EqNGjcLhw4exc+dO+Pr6wtzcHE5OThg5ciQ3xk5hQkNDYWVlxT2+ffs2OnXqxLUUNWvWDNeuXQMAJCQkYMSIEahWrRpMTEzg4+ODPXv2qBwvIyMD48aNQ7Vq1eDq6op169YVOGdubi4+//xzuLq6wtTUFC1btkR4eLhafi+EEN125swZAECXLl0QHx9f4a+YmBhs374dMTExajmeur4+//xzAMC9e/f4/HVrBcG1BC1atAg9evSAm5sb0tLSsHfvXoSHh+P48eMQiUQICAjAqlWr4OnpCU9PT6xatQomJiYYOXIkAMDS0hITJ07EnDlzYGtrCxsbG8ydOxc+Pj7o2rWrxuJWDszHh4reqm9sbAypVIrc3Fx8+eWX8PLyQlxcHGbPno3x48fj2LFjpTrOqFGj0KRJE2zZsgV6enq4desW96kiOzsbzZo1w/z582FhYYGjR49izJgxqFmzJlq2bAkAmDdvHsLDw7Fjxw7UrFkTS5YswfXr19G4cWPuHBMmTMDLly+xd+9euLi44NChQ+jevTvu3r1bqmZfQojwaaqvpfIOYX9/f7WM8SaVSmFhYQFbW1tBtaA0b94cgKLlixRPcEXQu3fvMGbMGMTExMDS0hINGzbE8ePH4efnBwD4/PPPkZWVhWnTpnGDJZ48eRLm5ubcMTZs2AB9fX0MHTqUGywxNDRUo3cGZWZmwszMTGPHL056ejo3KGBZXb16Fbt370aXLl3w8ccfc8tr1qyJ7777Di1atOBGcC5JVFQU5s2bh7p16wKASlHi6uqKuXPnco9nzpyJ48ePY//+/WjZsiXS09Pxyy+/IDQ0FJ06dYKFhQV+++03lQEunz9/jj179uDNmzdwcXEBAMydOxfHjx9HSEgIVq1aVa7fASFEOPr27Ys///xTo+fo0qWLRo/PN29vbwDA/fv3IZfLBdNtQ4gEVwT98ssvxa4XiUQICgpCUFBQkdsYGRlh06ZN2LRpk5qj0w1HjhyBmZkZ8vLyIJVK0a9fP2zatAk3b95EUFAQbt26hcTERK5/TlRUVKmuKwcGBuKTTz7Bjh070LVrVwwZMgS1atUCoOhHtWbNGuzbtw9v377lhiNQ9il6/vw5cnNz0bp1a+54NjY28PLy4h7fuHEDjDHUqVNH5bw5OTmCGbmbEFJ+qampGi+AmjVrptK6rItq164NiUSCzMxMPH78GB4eHgW2EYvFMDQ05CE6YRFcEaStTExMkJ6eztu5lePrlEanTp2wZcsWGBgYwMXFBQYGBsjIyIC/vz/8/f2xc+dO2NvbIyoqCt26dSt103RQUBBGjhyJo0eP4q+//sKyZcuwd+9eDBgwAOvWrcOGDRuwceNG+Pj4wNTUFAEBAdyxSxO/XC6Hnp4erl+/XqBVj69WOEKI+jx9+hQA4ODggCdPnmjkHObm5jrfMqKvr4/69evj5s2bRX6AFYlEWLlyJRYtWlTJ0QkLFUFqIhKJ1H6nVFmUpQgyNTXl7r5TevToEeLj47FmzRq4ubkBANepuSyUI33Pnj0bI0aMQEhICAYMGIALFy6gX79+GD16NABFQfP06VPUq1cPgOKTi4GBAa5cuYLu3bsDAJKSkvDkyRN06NABANCkSRPIZDLExcWhXbt2ZY6NECJsjx8/BqAYJsXS0pLnaLTbsGHDcOvWrSL/NzDG8OWXX2L48OGwsbFBdnY2MjIy1Na3SU9PTzBDyBSHiiACAKhevToMDQ2xadMmTJkyBffu3cOXX35Z6v2zsrIwb948DB48GB4eHnjz5g0iIiIwaNAgAIoi58CBA7h06RKsra2xfv16xMbGckWQmZkZJk6ciPnz58PY2BgeHh5YunSpyie2OnXqYNSoURg7dizWrVuHJk2aID4+HmfOnIGPjw969uyp3l8KIaRSKVt/8l8GJ+Uzf/58zJw5s8g5M3v27ImLFy9yXRbUTU9PD7Nnz8YXX3xR4hh9fLbkUxFEAAD29vYIDQ3FokWL8N1336Fp06ZYu3Yt+vbtW6r99fT0kJCQgLFjx+Ldu3ews7PDwIEDuRG4ly5disjISHTr1g0mJib49NNP0b9/f6SkpHDH+Oabb5CWloaRI0fC3Nwcc+bMUVkPACEhIVi5ciXmzJmDt2/fwtbWFq1bt6YCiBAdoCyCPuz3R8qnuDuH165di86dO2vsrmaZTIa1a9di7dq1JW5blisZ6kZFUBUTGhpa5LoRI0ZgxIgRKsvyvzg7duyo8nj8+PEYP348AMUAlx+O+5OfjY0NDh8+XGxsZmZm2L59O1JTU2FhYQGxWIx58+apbGNgYIDly5cXOr0JIUQ4srKyipy/SSqVIjMzE6mpqSqXXx49egSAiqDK0LJlSyQnJyM3NxdSqRQnTpxAt27d1HY5bP/+/Zg1a5ZGp3JSByqCCCGEqNW+ffswatSoIi/FlISKoMqhHCFaKpXCyMgIpqamaiuCxo8fj1GjRgl+UlYqggghhKhVSEhIuQugZs2a0cCnOkIbpuGgIogQQoja5Obm4sKFCwAUd5gqB+7LTyqV4vjx4+jevXuBf5KGhoZlnv2ckPKiIogQQojanDp1CpmZmbC3t0eTJk0KHZNHLBbDwMAAEolE8C0FRLfp9ohRhBBCKk1wcDB69eoFAOjcubPOD0pItB+9QgkhhFTYu3fvsGLFCu5x/rkICREquhxGCCGkwr755htkZGTA19cXV65c0eiE1YSoC7UEEUIIqZC8vDzs2LEDAPDFF19QAUS0BrUEEUKIFsjKykJ8fDySkpIQGxsrqA7Fly5dQlxcHGxtbbm5/wjRBlQEEUKIwL148QKNGjVCeno636EUa/DgwYIqzggpCV0Oq2LGjx8PkUhU4Ku0n95CQ0NhZWWl2SAJISqOHTvGFUCF/f0K4cvW1hbTp0/n+TdFSNlQS1AV1L17d4SEhKgsk0gkPEVDCClJREQEAGDJkiXw9fVFz549qcWFEDWglqAqSCKRwMnJSeXL2toaALB+/Xr4+PjA1NQUbm5umDZtGvcJNDw8HBMmTEBKSgr36S8oKAgAkJSUhLFjx8La2homJibo0aMHnj59yp1T2YJ04sQJ1KtXD2ZmZujevTtiYmIqPX9CtM3Vq1cBAM2bN+c5EkJ0C7UEqQljDNJMfiaKMzBR3ydCsViM7777DjVq1EBkZCSmTZuGzz//HJs3b0abNm2wceNGfPHFF3j8+DEAxczvgOIy29OnT/HHH3/AwsIC8+fPR8+ePfHgwQPuE2tmZibWrl2LHTt2QCwWY/To0Zg7dy527dqltvhJ5ZHJZIiOjuY7jFKRSqV4//49Xr9+rXUtKBkZGdzs6r6+vlyrECGk4qgIUhNpphSrzVbzcu6F6Quhb1z6p/LIkSNc8aI0f/58LF26FAEBAdwyDw8PfPnll5g6dSo2b94MQ0NDWFpaQiQSwcnJidtOWfz8/fffaNOmDQBg165dcHNzw+HDhzFkyBAAin9EW7duRa1atQAAM2bMUBlcjWiXrl27Ijw8nO8wqowaNWrA3t6e7zAI0SlUBFVBnTp1wpYtW1SW2djYAADOnj2LVatW4cGDB0hNTUVeXh6ys7ORkZEBU1PTQo/38OFD6Ovro2XLltwyW1tbeHl54eHDh9wyExMTrgACAGdnZ8TFxakzNVJJ3rx5wxVA2tKfTC6Xa+00Dnp6epgyZQrfYRCic6gIUhMDEwMsTF/I27kZY6Xe3tTUFLVr1y6w/NWrV+jZsyemTJmCL7/8EjY2Nrh48SImTpwIqbToS31FnZsxpjIb9IeXIUQiUZniJsJx+vRpAECLFi3wzz//8BxNyaRSKY4dO6b1HYqL+zskhJQdFUFqIhKJYGhqyNv51VFMXLt2DXl5eVi3bh33ifn3339X2cbQ0BAymUxlWf369ZGXl4d//vmHuxyWkJCAJ0+eoF69ehWOiwhDdnY21wfoyJEjAIAuXbrwGRIhhFQIFUFVUE5ODmJjY1WW6evro1atWsjLy8OmTZvQp08f/P3339i6davKdjVq1EB6ejpOnz6NRo0awcTEBJ6enujXrx8mTZqEH3/8Eebm5liwYAFcXV3Rr1+/ykyNaEhOTg4aNGiAqKgoleVUBBFCtJl2XiAnFXL8+HE4OzurfLVt2xaNGzfG+vXr8fXXX8Pb2xu7du3C6tWqnb3btGmDKVOmYNiwYbC3t0dwcDAAICQkBM2aNUPv3r3RunVrMMZw7Ngxrb70QP7z4sULrgAyNTWFqakp2rZti7Zt2/IcGSGElB+1BFUxoaGhCA0NLXL97NmzMXv2bJVlY8aMUXm8ZcuWAh2rra2tsX379iKPO378eIwfP15lWf/+/alPkJZQjudUr149PHjwgOdoCCFEPagliBBSordv3wIAXF1deY6EEELUh4ogQkiJlB2iXVxceI6EEELUh4ogQkiJlJfDqCWIEKJLqAgihJSILocRQnQRFUGEkBIpL4dREUQI0SVUBBFCSkSXwwghuohukSeEFEo56/rLly+5Iog6RhNCdAkVQYSQAp4/f4569eqpzFUlFovh6OjIY1SEEKJeVAQRQgo4efIkpFIpJBIJjIyMIJFIMHz4cOjr01sGIUR30DsaIaSAiIgIAEBgYCBatmyp9bOvE0JIYahjdBUzfvx49O/fv8Dy8PBwiEQiJCcna+zcHTt2REBAgMaOT9Tn6tWrAABfX1+eIyGEEM2hIoioRW5uLt8hEDV5/Pgx7t+/D4CKIEKIbhNcEbR69Wo0b94c5ubmcHBwQP/+/fH48WOVbcaPHw+RSKTy1apVK5VtcnJyMHPmTNjZ2cHU1BR9+/bFmzdvKjMVrRUUFITGjRurLNu4cSNq1KjBPVa2KK1evRouLi6oU6cOAGDz5s3w9PSEkZERHB0dMXjwYG77c+fO4dtvv+Wes5cvX1ZSRqS0bt68ibp16wIAqlWrBmdnZ54jIoQQzRFcn6Bz585h+vTpaN68OfLy8rB48WL4+/vjwYMHMDU15bbr3r07QkJCuMeGhoYqxwkICMCff/6JvXv3wtbWFnPmzEHv3r1x/fp16OnpqT9wxoDMTPUftzRMTHg57enTp2FhYYGwsDAwxnDt2jXMmjULO3bsQJs2bZCYmIgLFy4AAL799ls8efIE3t7eWLFiBQDA3t6el7hJ0W7fvs39/Pnnn/MYCSGEaJ7giqDjx4+rPA4JCYGDgwOuX7+O9u3bc8slEgmcnJwKPUZKSgp++eUX7NixA127dgUA7Ny5E25ubjh16hS6deum/sAzMwEzM/UftzTS0wFj41JvfuTIEZh9EKtMJivzaU1NTfHzzz9zBejBgwdhamqK3r17w9zcHO7u7mjSpAkAwNLSEoaGhjAxMSnyeSP8S01NBQAMGzYMM2fOVLlFnhBCdI3gLod9KCUlBQBgY2Ojsjw8PBwODg6oU6cOJk2ahLi4OG7d9evXIZVK4e/vzy1zcXGBt7c3Ll26VDmBC1inTp1w69Ytla+ff/65zMfx8fFRaYHz8/ODu7s7atasiTFjxmDXrl3I5Kt1jJSLsgiysLDgORJCCNE8wbUE5ccYQ2BgINq2bQtvb29ueY8ePTBkyBC4u7sjMjISS5cuRefOnXH9+nVIJBLExsbC0NAQ1tbWKsdzdHREbGxskefLyclBTk4O91j5D0Eqlap8IpZKpWCMQS6XQy6XKxYaGQH/bl/pjIzAGAMALq6iMMZgYmKCmjVrqiyPiooCAMjlcohEogLHUXZ8Vi5THif/Nqamprh27RrCw8MRFhaGL774AkFBQfjnn39gZWVV6vhKs11ZyOVyMMYglUo1cym0EMrXi7a1pCQlJQEAzMzMVF732pbHhygPYaE8hEUX8yhtLoIugmbMmIE7d+7g4sWLKsuHDRvG/ezt7Q1fX1+4u7vj6NGjGDhwYJHHY4xBJBIVuX716tVYvnx5geUnT56ESb5+N/r6+nByckJ6erow7opKS8v3Y1oxGypeHHl5eVyBp6RssUlLS4OZmRliYmKQkpLC/b4iIiIgl8tVCsPCjgMALVq0QIsWLRAQEIAaNWrg6NGj6NOnD8RiMbKysgrdp2BKxedRFrm5ucjKysL58+eRl5entuOWRlhYWKWer6KUd4XFxsbi2LFj3HJty6MolIewUB7Cokt5lPYqhGCLoJkzZ+KPP/7A+fPnUa1atWK3dXZ2hru7O54+fQoAcHJyQm5uLpKSklRag+Li4tCmTZsij7Nw4UIEBgZyj1NTU+Hm5gZ/f3+VywPZ2dl4/fo1zMzMYGRkVN4U1YoxhrS0NJibmxdb6BkYGEBfX7/A5Q5lkWdubo7u3btj3rx5+PHHHzFo0CCcOHGC6wSt3K+w4xw5cgSRkZFo164drK2tcezYMcjlcjRu3BgWFhaoVasWbt26hcTERJiZmcHGxgZiseoV2dLmURbZ2dkwNjZG+/btK+35kkqlCAsLg5+fn1YNMrhnzx4AQLNmzdCzZ0+tzeNDlIewUB7Coot5ZGVllWofwRVBjDHMnDkThw4dQnh4ODw8PErcJyEhAa9fv+Zu523WrBkMDAwQFhaGoUOHAlDMgn3v3j0EBwcXeRyJRAKJRFJguYGBgcoLQyaTQSQSQSwWF/gnzhflpSNlXEVR3p7+4TbKx2KxGA0aNMDmzZuxatUqrFy5EoMGDcLcuXOxbds2brvCjmNjY4P169dj+fLlyM7OhqenJ/bs2QMfHx8AwLx58zBu3Dh4e3sjKysLkZGRKrfdlyWPshCLxRCJRAWex8rAxzkrIj09HQBgbW2tEre25VEUykNYKA9h0aU8StvqL7giaPr06di9ezf+7//+D+bm5lwfHktLSxgbGyM9PR1BQUEYNGgQnJ2d8fLlSyxatAh2dnYYMGAAt+3EiRMxZ84c2NrawsbGBnPnzoWPjw93t1hVFRoaWujyjh07cv1xAGDKlCmYMmWKyjaLFi0q9jht27ZFeHh4keeuU6cOLl++XKZ4SeWijtGEkKpEcEXQli1bACj+KecXEhKC8ePHQ09PD3fv3sX27duRnJwMZ2dndOrUCfv27YO5uTm3/YYNG6Cvr4+hQ4ciKysLXbp0QWhoaKV1jCVEG1ERRAipSgRXBOVvjSiMsbExTpw4UeJxjIyMsGnTJmzatEldoRGi86gIIoRUJcLo0EIIEQTluFxUBBFCqgIqggghABStsMqWIEtLS56jIYQQzaMiiBACQDGUgPKOCmoJIoRUBVQEEUIA/NcfSCQSqUxWTAghuoqKIEIIgP+KIHNzc8GMf0UIIZpE73SEEAB0ZxghpOqhIogQAoCKIEJI1UNFEOGIRCIcPny4yPUvX76ESCTCrVu3AADh4eEQiURITk6ulPiIZlERRAipagQ3WCLRrPHjxyM5ObnQYicmJkZlwtmStGnTBjExMXQ7tQ5gjOHIkSMA6PZ4QkjVQUUQ4Tg5OZVpe0NDwzLvQ4Tpxx9/xM8//wwA+Pjjj3mOhhBCKgddDiOcDy+HXb16FU2aNIGRkRF8fX1x8+ZNle0/vByWkJCAESNGoFq1ajAxMYGPjw/27NlTiRmQspLJZPjrr78wdepUAEBwcDCGDh3Kc1SEEFI5qCVITRgDMjP5ObeJifqPmZGRgd69e6Nz587YuXMnIiMj8dlnnxW7T3Z2Npo1a4b58+fDwsICR48exZgxY1CzZk20bNlS/UGSCvvuu+8QGBgIAKhRo0aJzzEhhOgSKoLUJDMTMDPj59zp6YCxsXqPuWvXLshkMvz6668wMTFBgwYN8ObNG67FoDCurq6YO3cu93jmzJk4fvw49u/fT0WQQP3666/czz/99BMMDQ15jIYQQioXFUGkUA8fPkSjRo1gkq+ZqXXr1sXuI5PJsGbNGuzbtw9v375FTk4OcnJyaPRhAcnKysL58+eRm5uLuLg43Lt3D4aGhoiNjS1Tp3hCCNEFVASpiYmJokWGr3Mzpt5jsnIccN26ddiwYQM2btwIHx8fmJqaIiAgALm5ueoNjpTb/PnzsWnTJpVlPXr0oAKIEFIlURGkJiIRwGeDh7qLoPr162PHjh3IysqC8b/X2q5cuVLsPhcuXEC/fv0wevRoAIBcLsfTp09Rr1499QZHyu3GjRsAgDp16sDa2homJib44osveI6KEEL4QUVQFZSSksINeKhkY2Oj8njkyJFYvHgxJk6ciCVLluDly5dYu3ZtscetXbs2Dhw4gEuXLsHa2hrr169HbGwsFUEC8vr1awDAb7/9hlatWvEcDSGE8IuKoCooPDwcTZo0UVk2btw4lcdmZmb4888/MWXKFDRp0gT169fH119/jUGDBhV53KVLlyIyMhLdunWDiYkJPv30U/Tv3x8pKSkayYOUTV5eHt6+fQsAcHNz4zkaQgjhHxVBVUxoaChCQ0OLXJdfq1atCrQY5e8r1LFjR5XHNjY2xU67QfgVExMDmUwGfX19GuSSEEJAgyUSUmVERUUBAKpVqwY9PT2eoyGEEP5REURIFaHsD1S9enWeIyGEEGGgIoiQKkLZEkT9gQghRIH6BBGihf7++2+8efOmTPuEh4cDoJYgQghRoiKIEC0TFhYGf3//cu/v7u6uxmgIIUR7URFEiMDJ5XL89ddfSE1NBaCY6R0A6tWrV+a7vOzt7TF48GC1x0gIIdqIiiBCBO67777D7NmzVZaZmZnh3LlzsLe35ykqQgjRflQEEcKT6OhonD17tth52hhj+OqrrwAAzZs3h4WFBcRiMSZOnEgFECGEVBAVQYTwIC8vD126dMGjR49KtX2dOnVw6dIl6OvTnywhhKgLvaMSUslevHiBgIAAPHr0CBYWFmjZsmWx2xsaGmLRokVUABFCiJrRu2oVFBcXh6VLl+Kvv/7Cu3fvYG1tjUaNGiEoKAitW7fmOzwAQM2aNREQEICAgAC+Q1GrjIwMfPTRR4iNjQUABAUFFejvQwghpHJQEVQFDRo0CFKpFL/99htq1qyJd+/e4fTp00hMTOQ7NJ326NEjfPLJJ1wBNHnyZEybNo3nqAghpOqiEaOrmOTkZFy8eBFff/01OnXqBHd3d7Ro0QILFy5Er1698PLlS4hEIpWJU5OTkyESibjB9sLDwyESiXD69Gn4+vrCxMQEbdq0wePHj7l9bt++jU6dOsHc3BwWFhZo1qwZrl27xq2/dOkS2rdvD2NjY7i5uWHWrFnIyMgAAPTu3RuvXr3C7NmzIRKJIBKJKuV3o0lyuRzt27fH33//DQDYtWsXtm7dColEwnNkhBBSdVERpC6MAXkZ/HwVc3fRh8zMzGBmZobDhw8jJyenQikvXrwY69atw7Vr16Cvr4+PP/6YWzdq1ChUq1YNERERuH79OhYsWAADAwMAwN27d9GtWzcMHDgQd+7cwb59+3Dx4kXMmDEDALBjxw5Uq1YNK1asQExMDGJiYioUpxBER0fj/fv3AIDZs2dj2LBhPEdECCGELoepiywT+N2Mn3MPTQfExqXaVF9fH6GhoZg0aRK2bt2Kpk2bokOHDhg+fDgaNmxYptN+9dVX6NChAwBgwYIF6NWrF7Kzs2FkZISoqCjMmzcPdevWBQB4enpy+33zzTcYOXIk19/H09MT3333HTp06IAffvgB1tbW0NPTg7m5eZkHAxSqFy9eAFD0dVq/fj3P0RAiTO/uvsPbq2/5DqPUZDIZEu4k4Na7W9DT0+M7nHKraB4SCwnqDawHsZ72tatQEVQFDRo0CL169cKFCxdw+fJlHD9+HMHBwfj555/RsWPHUh8nf9Hk7OwMQNHpunr16ggMDMQnn3yCHTt2oGvXrhgyZAhq1aoFALh+/TqePXuGXbt2cfszxiCXyxEZGQlXV1f1JCogkZGRABRFECGkIGmWFCFtQ5CTWrEWaj68xmu+Q1CLiuTRZU0XtJ3fVo3RVA4qgtRFz0TRIsPXuctwSQwAjIyM4OfnBz8/P3zxxRf45JNPsGzZMly4cAEAVAbwk0qlhR5DeXkLANdvRy6XA1Dc9TRy5EgcPXoUf/31F5YtW4a9e/diwIABkMvlmDx5MmbNmlXgmNWqVUN2dnaZctEGyiLIw8OD50gIEabXf79GTmoOJBYSuHfQjvntmJzhXdw7ODo4QiTW3r6LFckjJzUHr869wt9r/oaxtTFQjl9Ds0nNyr6TmlARpC4iEaBvyt/5y1gEfah+/fo4fPgwNwpxTEwMmjRpAgAqnaTLok6dOqhTpw5mz56NESNGICQkBAMGDEDTpk1x//591K5du8A+crkc2dnZMDQ0hEwmK3c+QpP/chghpKAXpxV/I3X710X/3/rzG0wpSaVSHDt2DD179lT5UKhtKpKHXCbH1kZb8f7+exyZfKRc56ciiFSahIQEDBkyBB9//DEaNmwIc3NzXLt2DcHBwejXrx+MjY3RqlUrrFmzBjVq1EB8fDyWLFlSpnNkZWVh3rx5GDx4MDw8PPDmzRtERERg0KBBAID58+ejVatWmD59OiZNmgRTU1M8fPgQYWFh+PbbbwEoZjo/f/48hg8fDolEAjs7O7X/LioTtQQRUrzI0//+jXShvxFtItYTo/9v/fH3139Dlqt9H1ypCKpizMzM0LJlS2zYsAHPnz+HVCqFm5sbJk2ahEWLFgEAfv31V3z88cfw9fWFl5cXgoOD4e/vX+pz6OnpISEhAWPHjsW7d+9gZ2eHgQMHYvny5QAUfYnOnTuHxYsXo127dmCMoVatWip3TC1fvhxTp05FrVq1kJOTU+z8WkJ35coVXLx4EQC1BBFSmOzkbMRcV9wFSkWQ9nFp5oIhvw/hO4xyEVwRtHr1ahw8eBCPHj2CsbEx2rRpg6+//hpeXl7cNowxLF++HNu2bUNSUhJatmyJH374AQ0aNOC2ycnJwdy5c7Fnzx5kZWWhS5cu2Lx5M6pVq8ZHWoIhkUiwevVqrF69usht6tWrh8uXL6ssy1+EdOzYsUBR0rhxY5Vle/bsKTaO5s2b4+TJkwWWK/sUtWrVCrdv3y72GNogJiYG7du35x5TEURIQS/DX4LJGWy9bGHhasF3OKQKEdz9bOfOncP06dNx5coVhIWFIS8vD/7+/txAegAQHByM9evX4/vvv0dERAScnJzg5+eHtLQ0bpuAgAAcOnQIe/fuxcWLF5Geno7evXvrVD8TInz79+/nOpZ/++23sLW15TkiQoRH2R+IWoFIZRNcS9Dx48dVHoeEhMDBwQHXr19H+/btwRjDxo0bsXjxYgwcOBAA8Ntvv8HR0RG7d+/G5MmTkZKSgl9++YW7PRsAdu7cCTc3N5w6dQrdunWr9LyIbmOM4eDBg9zAjjKZDPfv3+futtu0aRM3GCQh5D8vTr9AxPcRAACPzlQEkcoluCLoQykpKQAAGxsbAIoOprGxsSp9VCQSCTp06IBLly5h8uTJuH79OqRSqco2Li4u8Pb2xqVLl6gIImp36tQpDB48uNB1YrEYQ4Zo5/VyQjQp+lo0dnTdAQAQiUXw6ERFEKlcgi6CGGMIDAxE27Zt4e3tDQDc5JOOjo4q2zo6OuLVq1fcNoaGhrC2ti6wjXL/wuTk5KhMJZGamgpAcftg/rFypFIpN7ifsg8L35T9cZRxaStN5CGXy8EYg1Qq1diorjdv3gQA1KhRA76+vmCMITY2Fk5OTujevTtsbGyKHG9JyJQxa2Ps+VEewvLg4AO8P/UeJ26fAKAogHps6QF9c32tyk1Xng9dzKO0uQi6CJoxYwbu3LnD3VmT34eTajLGSpxos6RtVq9ezd3BlN/JkydhYmLCPdbX14eTkxPS0tKQm5tbUhqVKn+/KG2mzjxycnKQlZWF8+fPIy8vT23Hze/cuXMAgGbNmmH06NEF1h87dkwj560sYWFhfIegFpQH/zIeZeDpgqfcY5G+CHV/qItox2hEH4vmMbLy0+bnIz9dyiMzM7NU2wq2CJo5cyb++OMPnD9/XuWOLuVcUrGxsdxUDYBiugZl65CTkxNyc3ORlJSk0hoUFxeHNm3aFHnOhQsXIjAwkHucmpoKNzc3+Pv7w8LivzsWZDIZXrx4AbFYrLKcT4wxpKWlwdzcXKtnXddEHgkJCTA2NkaXLl001hK0detWAEDXrl3Rs2dPSKVShIWFwc/PT+sHUaM8hEMX8rh8/zKe4ikMHQ1Rs11NePX1QoPhDUreUYB04fkAdDOPrKysUu0juCKIMYaZM2fi0KFDCA8PLzC4nIeHB5ycnBAWFsaNaJybm4tz587h66+/BqD4NG5gYICwsDAMHToUgOJW5Xv37iE4OLjIc0skEkgkkgLLDQwMVF4YBgYGsLa2Rnx8PMRiMUxMTHgvPORyOXJzc5GTkwOxWHA3/ZWaOvNgjCEzMxPx8fGwtraGkZGRmqIs6OXLlwCA2rVrF3itaPObihLlISzanEfsDUWXBLsedhi4baDW5pGfNj8f+elSHqVt9RdcETR9+nTs3r0b//d//wdzc3OuD4+lpSWMjY0hEokQEBCAVatWwdPTE56enli1ahVMTEwwcuRIbtuJEydizpw5sLW1hY2NDebOnQsfHx/ubrGKUrZIxcXFqeV4FcUYQ1ZWFvc70laayMPKykqjs9HL5XKuCKJxgAgpnnKWeJPaJiVsSYjmCa4I2rJlCwAUmM08JCQE48ePBwB8/vnnyMrKwrRp07jBEk+ePAlzc3Nu+w0bNkBfXx9Dhw7lBksMDQ1V2+UQkUgEZ2dnODg4CKIzmVQqxfnz59G+fXutruTVnYeBgYHGLoEpxcbGIjs7G2KxGG5ubho9FyHaLD02HamvUwERYFzLmO9wCBFeEVSa6RFEIhGCgoIQFBRU5DZGRkbYtGkTNm3apMboCtLT09P4P9nSxpGXlwcjIyOtLoK0JY+0tDTs2bMHKSkpePPmDQDAzc1N0DETwie5TI7jAYpx4Ozr20PPmP/3TUIEVwQRIiRRUVH43//+V+D68u+//47r16+rLPP09KzM0AjRKg8PPMT9ffchNhCj48qOeIqnJe9EiIZREURIMSZPnlxgFHMlOzs79OzZE4DistvUqVMrMzRCtMqzE88AAC1mtoBnL088PUZFEOEfFUGEFEEul+Pvv/8GAAwaNAhmZmbcOjMzM8yaNQt16tThKzxCtAZjDJGnIwEAtfxq8RwNIf+hIoiQIjx+/BhpaWkwNjbG3r17oa9Pfy6EKL27+w5Pjz4tVT9OaaYUKa9SIDYQo3q76pUQHSGlQ+/qhBQhIkIxqWOzZs2oACIkH2mmFDu77UR6THqZ9nNr7QZDU0NB3FFLCEBFECFFunr1KgCgRYsWPEdCiLBc/eEq0mPSYeZsBs+epbshQGwghu9kXw1HRkjZUBFESBGU84FREUSIqojvFa2kXVZ1QePxjfkNhpAK0N75FQjRoPv37+PevXswMDCAv78/3+EQIhhpMWlIiUqBSCxC/cH1+Q6HkApRS0uQVCpFbGwsMjMzYW9vDxsbG3UclhDe7NmzBwDQvXt3lUl4CanqoiMUM73b17eHoZkhz9EQUjHlbglKT0/Hjz/+iI4dO8LS0hI1atRA/fr1YW9vD3d3d0yaNInrWEqItjly5AgAYPjw4TxHQoiwKOf+cmnhwnMkhFRcuYqgDRs2oEaNGvjpp5/QuXNnHDx4ELdu3cLjx49x+fJlLFu2DHl5efDz80P37t3x9CkNikW0B2MMz54pBnZr1qwZz9EQIgwvTr3A2WVn8fDAQwCAa3NXniMipOLKdTns0qVLOHv2LHx8fApd36JFC3z88cfYunUrfvnlF5w7d46mFCBa4/3798jIyAAAuLu78xwNIfxgjOHhgYd4d+cdMuIycP1H1WliqrWqxlNkhKhPuYqg/fv3l2o7iUSCadOmlecUhPAmMlIxsq2rqyuMjIx4joYQ9Uh9m4qbv96ELFdWqu2TniXh3t57Ksvq9q8LMxcz2Ne3h1NjJ02ESUilolvkCfmAsgjy8PDgORJC1Ofw2MOIPBNZ5v0ajmkIiYUE1VpVg88oH4hEIg1ERwg/ylwEZWVlITExEa6uqteD79+/jwYNGqgtMEL48uLFCwBAzZo1eY6EaLOHBx8i+nq0Wo8pl8kR8zwG4ZfDIdYrfZfO7ORsRJ6JhJ6hHpp+2rTUhYxnT0/U7l67vOESInhlKoL+97//Yfbs2bCxsQFjDD/99BNatmwJABgzZgxu3LihkSAJqUzUEkQqKvp6NH4f9LvGjv8O78q1X7MpzdDj2x5qjoYQ7VWmImjlypW4ceMG7O3tce3aNYwbNw6LFy/GyJEjSzWJHiHagFqCSEWdXXIWgKLzsGtL9d1FJZfLERkZCQ8PD4jFZbu5V2IhQZt5bdQWCyG6oExFkFQqhb29PQDA19cX58+fx8CBA/Hs2TO6Tkx0gkwmw927dwEAtWrV4jkaoo3SotPw7PgziMQiDNg5ADa11Dd4rFQqxbFjx+DX0w8GBgZqOy4hVVWZPko4ODjgzp073GNbW1uEhYXh4cOHKssJ0VZnz57F+/fvYWtrS3OGkXJJeJoAALCuZa3WAogQon5lKoJ27NgBBwcHlWWGhobYs2cPN9kkIdoqLCwMfn5+AIDBgwfTJ21SLkkvkgAA1h403QohQlemy2HVqhU+OFZ2djYMDAxw5MgRyOVylXV9+/Ytf3SEVJLNmzdj+vTp3OORI0fyGA3RZsmRyQAAKw8rXuMghJSswuMEHT9+HGPGjEFCQkKBdSKRCDJZ6QbmIoQvGzZsQGBgIACga9euGDp0KNq1a8dzVERbcS1BNakliBChK/cEqkozZszA0KFDERMTA7lcrvJFBRARusTERMybNw8AsHjxYpw8eRKTJk2ijv6k3KgliBDtUeGWoLi4OAQGBsLR0VEd8RBSqc6ePQuZTIb69etj5cqVfIdDdAC1BBGiPSrcEjR48GCEh4erIRRCKt/p06cBAF26dOE5EqLt5HlyXFp3Cemx6QCoYzQh2qDCLUHff/89hgwZggsXLsDHx6fAHTWzZs2q6CkIUQu5XI4NGzYgKiqKW3bo0CEAVASR/8TeisXt7bchl8lL3jif9/ffI/K0YrRxUwdTGFnT5LuECF2Fi6Ddu3fjxIkTMDY2Rnh4uEpfCpFIREUQEYzffvsNc+fOLbDc0NAQHTp04CEiIkR/zfwLURejSt6wEGJ9MRqNa4TG4xtTvzJCtECFi6AlS5ZgxYoVWLBgQZmHcSdEExITE7Fu3TqkpqaqLD948CAAxSVcLy8vbnm7du1gZWVVmSESAYt/FA8AaDa5GUzsTEq/owio268uXHxdNBQZIUTdKlwE5ebmYtiwYVQAEcHYvHkzVq1aVeg6FxcXbN++HcbGxpUcFdEGuem5yIzPBAB0/borjCzpkhYhuqzCRdC4ceOwb98+LFq0SB3xEFJhN2/eBAD06tULTZs25ZaLRCIMHDiQCiBSpKRIxZ1dxjbGVAARUgVUuAiSyWQIDg7GiRMn0LBhwwIdo9evX1/RUxBSJvfu3QMABAQEoGvXrjxHQ7SJ8vZ2GuOHkKqhwkXQ3bt30aRJEwD//fMhhC9ZWVl49uwZAMDb25vnaIi2UQ50SGP8EFI1VLgIOnv2rDriIEQtHjx4ALlcDjs7OxrAk5QZDXRISNVS4SJo586dGD16dKHr5s2bh2+++aaipyCkWI8fP8amTZuQm5uLyEjFOC0+Pj50i3IVkfwqGZfXXUZedl6R28jlcryOeo1jfx4r9iaOF6deAKDLYYRUFRUugmbMmAErKyv07t1bZfns2bOxd+9eKoKIxn3++ef4448/VJb5+vryFA2pbEc+PYLnJ5+XatsEFJzouTD29e0rEhIhREtUuAjau3cvhg8fjj/++APt27cHAMycORMHDx6kS2VE4/Ly8rjXWWBgIGxsbGBiYoJx48bxHBmpiLu77yLyTGSJ2+Vl5eH5yecQ64vRbkk7iPULb+WRy+R4/OQxvOp4QaxX/HAelm6WqN62erniJoRolwoXQd27d8fWrVvRv39/nDx5Er/++iv+7//+D2fPnkWdOnXUESMhRYqIiEBaWhqsra0RHBwMPT09vkMiFZSdko1DYw+ByVip92n6aVN0XNaxyPVSqRQpx1LwUc+PCtzBSgipuipcBAHA8OHDkZSUhLZt28Le3h7nzp1D7dq11XFoQop0/fp1tGnTBgDQqVMnKoB0RMz1GDAZg6mDKVoGtCxxewMTAzSd2LTE7Qgh5EPlKoICAwMLXe7g4IAmTZpg8+bN3DIaJ4hoyuzZs7mfu3fvzmMkRJ3eXn0LAKjRsQbaLWzHczSEEF1Wrrkubt68WehXrVq1kJqayj2+detWuYI6f/48+vTpAxcXF4hEIhw+fFhl/fjx4yESiVS+WrVqpbJNTk4OZs6cCTs7O5iamqJv37548+ZNueIhwpOXl4dr164BAObMmYPx48fzGxBRG2UR5NKc5uAihGhWuVqCNN3hOSMjA40aNcKECRMwaNCgQrfp3r07QkJCuMeGhoYq6wMCAvDnn39i7969sLW1xZw5c9C7d29cv36dLpvogPv37yMrKwsWFhYIDg6muet0AGMMVzZewaNDjwAAri1ceY6IEKLr1NInSN169OiBHj16FLuNRCKBk5NToetSUlLwyy+/YMeOHdy0CTt37oSbmxtOnTqFbt26qT1mUrmuXr0KAGjevDkVQDri+cnnOBl4EgCgb6wP56bOPEdECNF15SqCoqKiUL166W8hffv2LVxd1fupLjw8HA4ODrCyskKHDh3w1VdfwcHBAYCiw6xUKoW/vz+3vYuLC7y9vXHp0qUii6CcnBzk5ORwj1NTUwEo7iyRSqVqjV/dlPEJPc6SFJfH//73Pxw5cgSMMW6S1KZNmwoy56rwfJRHTmoOzi07h6zErALr3l5RXAazrmWN3r/0hkgiUtt56fkQFspDWHQxj9LmImKMlf4+1H85Ojqib9++mDRpElq0aFHoNikpKfj999/x7bffYvLkyZg5c2ZZT6MIUCTCoUOH0L9/f27Zvn37YGZmBnd3d0RGRmLp0qXIy8vD9evXIZFIsHv3bkyYMEGloAEAf39/eHh44Mcffyz0XEFBQVi+fHmB5bt374aJiUm54ifqceDAAezYsaPA8iVLltDAiFokdn8sYnfFFrlebCRG/R/rQ99SkI3UhBAtkZmZiZEjRyIlJQUWFhZFbleud5qHDx9i1apV6N69OwwMDODr6wsXFxcYGRkhKSkJDx48wP379+Hr64tvvvmmxEtbZTVs2DDuZ29vb/j6+sLd3R1Hjx7FwIEDi9yPMVbsVAoLFy5UufMtNTUVbm5u8Pf3L/aXKARSqRRhYWHw8/PT6nFQpFIppk6diqysLO4yV0pKCo4fPw4AmDhxIry8vAAoivHhw4cLcnoMXXo+1JUHYww/LfwJANBofCPY1bcrsE319tU1chmMng9hoTyERRfzyMoq2NpcmHIVQTY2Nli7di1WrlyJY8eO4cKFC3j58iWysrJgZ2eHUaNGoVu3bpU2i7ezszPc3d3x9OlTAICTkxNyc3ORlJQEa+v/JkKMi4vjxpUpjEQigUQiKbDcwMBAa14Y2hRrYV68eIHt27cXum7NmjWYP39+JUdUMdr+fCipI493d94h/mE89CR66L6xO4wsjdQUXenR8yEslIew6FIeeXlFzyWYX4XanI2MjDBw4MBiW18qQ0JCAl6/fg1nZ8UnyGbNmsHAwABhYWEYOnQoACAmJgb37t1DcHAwn6GSEsTGKi6V2NvbY/HixdzyRo0aoWPHjjxFRdThxWnF5KS1/GvxUgARQsiHBHnhPT09Hc+ePeMeR0ZG4tatW7CxsYGNjQ2CgoIwaNAgODs74+XLl1i0aBHs7OwwYMAAAIClpSUmTpyIOXPmwNbWFjY2Npg7dy58fHy4u8WIMCUkKCa4dHd3x2effcZzNESdUl6lAADs6hW8DEYIIXwQZBF07do1dOrUiXus7Kczbtw4bNmyBXfv3sX27duRnJwMZ2dndOrUCfv27YO5uTm3z4YNG6Cvr4+hQ4ciKysLXbp0QWhoKI0RJHCJiYkAADs7+kepa1KiFEWQZXVLniMhhBAFQRZBHTt2RHE3rZ04caLEYxgZGWHTpk3YtGmTOkMjGqZsCbKxseE5EqJuVAQRQoSGRpkjgqIsgmxtbXmOhKhb6mvFuFtUBBFChIKKICIoysth1BKkW6RZUmTEZQAALN2oCCKECIPaLoc9ePAAUVFRyM3NVVnet29fdZ2CVAHx8fEAqCVI16S+UbQCGZgawMia7gwjhAhDhYugFy9eYMCAAbh79y5EIhHXl0c5gJ1MJqvoKUgVQi1Buil/fyAhDm5JCKmaKnw57LPPPoOHhwfevXsHExMT3L9/H+fPn4evry/Cw8PVECKpSqhPkO54/+A9/jf8f9jbby9OzT8FgC6FEUKEpcItQZcvX8aZM2dgb28PsVgMsViMtm3bYvXq1Zg1axY30SUhpUEtQbrj0tpLuL/vvsoye297nqIhhJCCKlwEyWQymJmZAVCM7RIdHQ0vLy+4u7vj8ePHFQ6QVB2MMWoJ0iHxDxX9u5rPaA6nRk7QN9KHV18vnqMihJD/VLgI8vb2xp07d1CzZk20bNkSwcHBMDQ0xLZt21CzZk11xEiqiPT0dEilUgA0WKIuSHiiKGibTWoGx4aOPEdDCCEFVbgIWrJkCTIyFLe+fvnll+jTpw/atWsHW1tb7Nu3r8IBkqohLy8PI0eOBAAYGhrCxMSE54hIRWQmZCIrUTGLs01turRJCBGmChdB3bp1436uVasWHjx4gMTERFhbW9NdIKTUTp06hSNHjgAANxEu0V7KViALNwsYmGj/rNSEEN2klsESL1y4gNGjR6N169Z4+/YtbGxssHPnTly8eFEdhydVwNWrVwEA+vr6KrPHE+2U8Pjfvl11qG8XIUS4KlwEHThwAN26dYOxsTFu3ryJnJwcAEBaWhpWrVpV4QBJ1RAREQEACA4OhoODA8/RkPJ4fvI5dvfajZ3dd+LCqgsAqAgihAhbhYuglStXYuvWrfjpp59gYPBfs3ebNm1w48aNih6eVAGMMa4lqHnz5jxHQ8orPCgcT489xfMTz5H4VDHUgYuvC89REUJI0SrcJ+jx48do3759geUWFhZITk6u6OGJjomKikJgYCBSUlK4ZTKZDHFxcdDX10ejRo1w5swZHiMk5aWcILXjio6wqmEFIysjePbw5DkqQggpWoWLIGdnZzx79gw1atRQWX7x4kW6RZ4UEBoaigMHDhS6rnXr1jAyonmltJFcJkdaTBoAoMnHTWDhasFzRIQQUrIKF0GTJ0/GZ599hl9//RUikQjR0dG4fPky5s6diy+++EIdMRId8vr1awDA0KFDVSbXFYvF6Ny5M19hkQrKiMsAkzGIxCKYOZrxHQ4hhJRKhYugzz//HCkpKejUqROys7PRvn17SCQSzJ07FzNmzFBHjESHREdHAwD8/f0xatSoAuuVgyUS7ZL2VtEKZOpoCrG+Wm46JYQQjatwEQQAX331FRYvXowHDx5ALpejfv363FQahOT39u1bAICLC3WY1SWpbxX9gegyGCFEm1ToI5tUKkWnTp3w5MkTmJiYwNfXFy1atKACiBRJWQS5urryHAlRp7RoRUuQuas5z5EQQkjpVagIMjAwwL1792hkaFIqOTk5iI9XTKpJRZBuUV4OoyKIEKJNKnzxfuzYsfjll1/UEQvRccr+QBKJBDY2NJ+ULuGKIBcqgggh2qPCfYJyc3Px888/IywsDL6+vjA1NVVZv379+oqeguiI/P2BqPVQd9zecRu3Qm8BoD5BhBDtUuEi6N69e2jatCkA4MmTJyrr6B8dyU/ZEkSXwnTL6QWnuZ8dGzryGAkhhJRNhYugs2fPqiMOouNu3LiBYcOGAaAiSJdkJmRynaLHnBoD56bOPEdECCGlp5Zb5AHgwYMHiIqKQm5uLrdMJBKhT58+6joF0WLLli3jfm7YsCGPkRB1irsXBwCwdLdEzS40QjwhRLtUuAh68eIFBgwYgLt370IkEoExBuC/S2EymayipyBaLjExESdOnAAAbNy4EVOnTuU5IqIucXcVRZCjD10GI4RonwoXQZ999hk8PDxw6tQp1KxZE1evXkVCQgLmzJmDtWvXqiNGoiW2bduGX3/9lSuElVJSUiCVStGoUSN89tlnPEVHNEHZEuTg48BzJIQQUnYVLoIuX76MM2fOwN7eHmKxGGKxGG3btsXq1asxa9Ys3Lx5Ux1xEoHLzMxEYGAgMjIyitxmwoQJlRgRUSfGGP6a9RfeXHmjsjzhSQIAKoIIIdqpwkWQTCbjRoi2s7NDdHQ0vLy84O7ujsePH1c4QKId/vzzT2RkZKBGjRrYtGlTgfVmZmZo164dD5ERdUh4lICrm64Wuk6kJ0K1VtUqOSJCCKm4ChdB3t7euHPnDmrWrImWLVsiODgYhoaG2LZtG2rWpI6SuogxhpkzZ+LKlSvcMuXs8CNHjkTv3r35Co1oSHSEYngDp8ZO6LSyk8o6aw9rWHtY8xEWIYRUSIWLoCVLlnCXQFauXInevXujXbt2sLW1xb59+yocIBGew4cP44cffiiwXF9fH2PGjOEhIqJp0dcURZBHFw/U6VWH52gIIUQ9KlwEdevWjfu5Zs2aePDgARITE2FtbU2DJQrUH3/8ga+++gpSqbRc+798+RIA8Omnn6J///7ccnd3d9StW1cNERKhiYmIAQC4NHfhORJCCFEftY0TlB/NCyVswcHBuHq18P4dpWVvb4+vv/4aVlZW6gmKCJZcKse7O+8AAK7NaaBLQoju0EgRRIRNOb3J1q1bUaNGjXIdw9vbmwqgKiLzSSbkUjlM7E1g5WHFdziEEKI2VARVMUlJSXj//j0AYNSoUdydfYQUJf1uOgDAo5MHXeImhOgUMd8BkMr19OlTAIqZ3KkAIqWRdkcxN5hHFw+eIyGEEPWilqAqRjl2U506dIcP+U9SZBIOjzuMrMQsleWMMWQ8Utz9WbMrDXlBCNEtVARVMcr+QF5eXjxHQoTk7q67iLoQVeR6e297WNeksYAIIbqFiqAqhDHGTWNCLUEkP+VEqL7TfFF/UH1ueV5eHv755x/0ndyXr9AIIURjBNkn6Pz58+jTpw9cXFwgEolw+PBhlfWMMQQFBcHFxQXGxsbo2LEj7t+/r7JNTk4OZs6cCTs7O5iamqJv375480Z13qOqhDGGRYsW4ejRowCA1q1b8xwREZJ3dxW3wHv18YJHZw/uq0anGjBvaA5ja2OeIySEEPUTZBGUkZGBRo0a4fvvvy90fXBwMNavX4/vv/8eERERcHJygp+fH9LS0rhtAgICcOjQIezduxcXL15Eeno6evfuDZlMVllpCMqKFSuwZs0aAMD69eupCCKcvJy8/yZC9aaJUAkhVYcgL4f16NEDPXr0KHQdYwwbN27E4sWLMXDgQADAb7/9BkdHR+zevRuTJ09GSkoKfvnlF+zYsQNdu3YFAOzcuRNubm44deqUyijXVQFjjJvU9Ntvv8WsWbN4jogISfyjeDAZg5GVEcxdzfkOhxBCKo0gi6DiREZGIjY2Fv7+/twyiUSCDh064NKlS5g8eTKuX78OqVSqso2Liwu8vb1x6dKlIougnJwc5OTkcI9TU1MBAFKptNxTTFQWZXyFxfnixQskJCTA0NAQH3/8saBzKS4PbaJNecTcVEyJYdfADnl5eSrrtCmP4lAewkJ5CIsu5lHaXLSuCIqNjQUAODo6qix3dHTEq1evuG0MDQ1hbW1dYBvl/oVZvXo1li9fXmD5yZMnYWJiUtHQK0VYWFiBZRcvXgSgmNvr9OnTlR1SuRSWhzYSeh6MMTz75hkAIMcuB8eOHSt0O6HnUVqUh7BQHsKiS3lkZmaWalutK4KUPhy5ljFW4mi2JW2zcOFCBAYGco9TU1Ph5uYGf39/WFhYVCxgDZNKpQgLC4Ofnx8MDAxU1oWHhwMAunbtip49e/IQXekVl4c2EVoed3fcxd9r/oZcJldZzuQMGS8zoCfRw7ANw2BRTfV1LrQ8yovyEBbKQ1h0MY+srKySd4AWFkFOTk4AFK09zs7O3PK4uDiudcjJyQm5ublISkpSaQ2Ki4tDmzZtijy2RCKBRCIpsNzAwEArXhhyuRwTJkxARESEyvJ37xR3/rRq1Uor8gC053deEqHkcfW7q0h8mljk+lazW8HWw7bI9ULJo6IoD2GhPIRFl/L48NJ+UbSuCPLw8ICTkxPCwsLQpEkTAEBubi7OnTuHr7/+GgDQrFkzGBgYICwsDEOHDgUAxMTE4N69ewgODuYtdk17/vw5fv/990LXGRoaomPHjpUbEBEEJmdcATRk/5ACnZ/1JfpwbORY2K6EEKLTBFkEpaen49mzZ9zjyMhI3Lp1CzY2NqhevToCAgKwatUqeHp6wtPTE6tWrYKJiQlGjhwJALC0tMTEiRMxZ84c2NrawsbGBnPnzoWPjw93t5guunPnDgCgS5cuWLlypco6Nzc3uLq68hEW4VladBqkmVKI9cXw6ucFPQM9vkMihBBBEGQRdO3aNXTq1Il7rOynM27cOISGhuLzzz9HVlYWpk2bhqSkJLRs2RInT56Eufl/n3A3bNgAfX19DB06FFlZWejSpQtCQ0Ohp6e7/wCURVC/fv3QqlUrnqMhQqEcA8i6pjUVQIQQko8gi6COHTuCMVbkepFIhKCgIAQFBRW5jZGRETZt2sSNj6PrsrKy8PDhQwCKliBClJRFkG2dovv8EEJIVSTIEaNJ2W3btg25ublwd3dHvXr1+A6HCIiyCLKpY8NzJIQQIiyCbAkipZeZmYmePXvi3LlzAIBFixaVOFQAqRrOLD2D26G3kZmgGC/DzsuO54gIIURYqAjSchcvXuQKoOrVq2PMmDE8R0SEIDM+UzEuUJ5iXCCRWAS3j9x4jooQQoSFiiAt9+TJEwCK0aC//vpr6OvTU0qAB/97AHmeHI6NHNEvpB/MnMxg7kzzghFCSH70H1PLPX78GAAwePBgGBkZ8RwN4VNOWg7+/ORPvDz3EjkpijnwGo5uCOcmziXsSQghVRMVQVpO2RJUp04dniMh6vbmyhscHH0QuWm5pdpemiVV2dbQzBDeI7w1FR4hhGg9KoK0XP4iKCUlhedoiDpd23oNSc+TyrSPiZ0J+m/vDwtXC5i7msPEVjsm/iWEED5QEaTFsrKy8OrVKwCAp6cnrl27xnNERF0YY4g8HQkA6PtrX7j4upRqP5taNjAw0f65fwghpDJQEaSFXr16he7duyM2NhaMMVhaWsLe3p7vsIgaJT5NROqbVOgZ6sF7uDcMjKmwIYQQdaMiSAtt3boVjx494h536dKFxgbSEXf33MXJwJPITVf07XFr40YFECGEaAgVQVqGMYY9e/YAAL7//nt07doVtWvXhlwu5zkyUlG56bk4EXACGXEZ3LIGwxrwGBEhhOg2KoIE7ty5cxgzZgzS0tIAAHK5HKmpqTAzM8PHH38MY2NjbjnRble/v4qMuAxY17LGiD9HwNDUEJbVLfkOixBCdBYVQQL3f//3f3j9+nWB5ePHj+cKIKL9GGO48fMNAED7Je1hX4/6eBFCiKZRESRwmZmKeZ9mzpyJGTNmAAD09fXh4eHBZ1hEzaIjopH0PAkGJgaoP7g+3+EQQkiVQEWQwGVlZQEAqlWrRgMi6piwz8Nw/cfrYIxBlisDAHj19YKhmSHPkRFCSNVARZDAZWdnAwBd+tIx7+68w6W1lwCWb6EIaDalGW8xEUJIVUNFkMApW4KoCNJeGe8zcHDkQby+9F/fLplUBjCg3sB66BrcFQBgZGkEEzsa4ZkQQioLFUECR0WQ8CU+S8T2LtuR8T5DZblMJsM9vXuQS+WQ5xW8e8/A1ABdVneBTS2bygqVEEJIPlQECRwVQcL36PAjpEQVPm9bHvIAAFY1rDBozyCYOppy60xsTSCxkFRKjIQQQgqiIkjgqAgSvrh7cQCA1nNbo8X0FgAAqVSKs2fPolOnTjAwMIBFNQuI9cV8hkkIIeQDVAQJnLIIMjIy4jkSUpS4u4oiqPpH1WFVwwqAogiSOEpgVcMKBgY07QUhhAgRfTQVOGoJEja5TI73D94DABy8HXiOhhBCSFlQESRwVAQJW9LzJORl50HfWB/WNa35DocQQkgZUBEkcFQECdu7O+8AAA4NHCASi3iOhhBCSFlQESRwVAQJ29OjTwEAri1deY6EEEJIWVERJGAymQxSqRQAFUFClJedh4cHHwIAGgxrwHM0hBBCyoqKIAFTTpkBUBEkRE//eoqc1BxYVLNA9Y+q8x0OIYSQMqIiSMCUl8IAKoKE6NW5VwAAr35e1B+IEEK0EBVBAqYsggwNDSEW01MlNG+vvgUAVGtdjedICCGElAf9ZxUw6hQtXDKpDLE3YwEArs2pUzQhhGgjKoIEjIogYZLL5Ii9FYu87DwYWRnBpjZNgEoIIdqIps0QMJoyQ3geHHiAg6MOQpYjAwC4NHeh/kCEEKKlqCVIwKglSHgeHXrEFUAisYhujSeEEC1GLUECRkWQ8CS9SAIA9P+tP+oNqgdDU0OeIyKEEFJe1BIkYFQECU9yZDIAwL6BPRVAhBCi5agIEjAqgoRFmilFemw6ANBkqYQQogPocpiAKUeMpiJIGJJfJgMAJJYSGFvTc0KIUOXlAfkG3NcYqRTIytJDejpgYKD582kK33mYmVX+OZWoCBIwagkSFmV/IGoFIkS4Xr0CmjYFEhMr42wGAHpXxok0jN88GOPt1HQ5TMioCBKWuPtxAABrDyqCCBGqv/+urAKI6AKtbAkKCgrC8uXLVZY5OjoiNlYxgi9jDMuXL8e2bduQlJSEli1b4ocffkCDBtp1OzMVQcLxz6Z/cHrBaQCAlYcVv8EQQooUH6/4PnAgsGOHZs8llUpx4sQJdOvWDQZafD1MV/IoD60sggCgQYMGOHXqFPdYT0+P+zk4OBjr169HaGgo6tSpg5UrV8LPzw+PHz+Gubk5H+GWS0JCAgAqgoTgwf4H3M91etfhMRJCSHHev1d8d3ICTEw0ey6pFJBIZDAx0f4+QbqQR3lobRGkr68PJyenAssZY9i4cSMWL16MgQMHAgB+++03ODo6Yvfu3Zg8eXJlh1ouv/zyCzZt2gSARozmG2MMcXcVl8ImXZsEl2YuPEdECCmKsgiyt+c3DqIdtLYIevr0KVxcXCCRSNCyZUusWrUKNWvWRGRkJGJjY+Hv789tK5FI0KFDB1y6dKnYIignJwc5OTnc49TUVACKpkKpVKq5ZAoRFhbG/dyhQ4cSz69cX9lxqpsQ80h7m4bs5GyI9ESw9rIuVWxCzKM8KA9hoTxKFhenB0AMa2sZpFK52o+fHz0fwpI/j9LmImKMz37Z5fPXX38hMzMTderUwbt377By5Uo8evQI9+/fx+PHj/HRRx/h7du3cHH57xP7p59+ilevXuHEiRNFHrewvkYAsHv3bphoul31A1999RUiIiIwdepUdOvWrVLPTVSl3kjFixUvIKkmQb3v6/EdDiGkGIsXf4T79+0wd24E2raN5jscwpPMzEyMHDkSKSkpsLCwKHI7rWwJ6tGjB/ezj48PWrdujVq1auG3335Dq1atAAAikeqkloyxAss+tHDhQgQGBnKPU1NT4ebmBn9//2J/iZqwceNGAEDr1q3Rs2fPEreXSqUICwuDn5+fVndsE2IeVx5dwQu8QM1WNUv1XADCzKM8KA9hoTxKtnCh4t+an18TdOrUWK3H/hA9H8KSPw/ljUUl0coi6EOmpqbw8fHB06dP0b9/fwBAbGwsnJ2duW3i4uLg6OhY7HEkEgkkEkmB5QYGBpX+wsjMzAQAWFlZlencfMSqCULKI+GBooO6UyOnMsckpDwqgvIQFsqjaMq7w5yc9Cutky89H8JiYGCAvLy8Um2rE+ME5eTk4OHDh3B2doaHhwecnJxU+tTk5ubi3LlzaNOmDY9Rlk16umJ6BlNTU54jIdHXFU3qjo2KL6IJIfySy4F/b6qljtGkVLSyJWju3Lno06cPqlevjri4OKxcuRKpqakYN24cRCIRAgICsGrVKnh6esLT0xOrVq2CiYkJRo4cyXfopZaRkQEAMONzPHGCnLQcvH+guN3Etbkrz9EQQoqTlKQohADA1pbfWIh20Moi6M2bNxgxYgTi4+Nhb2+PVq1a4cqVK3B3dwcAfP7558jKysK0adO4wRJPnjypVWMEKVuCqAjiV8yNGIABFm4WMHOi54IQIVPeHm9pCRga8hsL0Q5aWQTt3bu32PUikQhBQUEICgqqnIA0gC6HCcOTP58AAFxbUCsQIUKn7A9kZ8dvHER7aGURpOvy8vK48YqoJYgfuem52D9kP54dfwYAcGlOAyQSInQ0UCIpK53oGK1rlP2BACqC+HJ02lGuADJzNkO9gTQ+ECFC9/q14rsLfWYhpUQtQQKkLIL09PRgSBe2efHm8hsAwNCDQ1FvABVAhGiDFy8U32vW5DcOoj2oCBKg/J2iSxrgkWhGVpJioC3bOjpyiwljQEwMUMqxMzhSKYzfvweiorR7ZkXKQ1g0lEfkAzsAJvCwTASi0tV23CLR86Ee1atX/jn/RUWQANGdYfxijCE7ORsAYGxtzHM0ahIYCPw7CnlZGADwL3Er4aM8hEVTeUTiNoCGqLl0JLC06CmS1IWeDzXhcfYuKoIESHk5jO4M40duWi6YTPFHaWRtxHM0aqKcM8/QEBCXvisgAyCXyyEWi6HNbZKUh7BoIg/GgBc5iutgHobRgFjzf7v0fGg/KoIEiFqC+KVsBdKT6MHAWIubuJUYAyIjFT8/eADUqlXqXfOkUhw7dgw9e/bU6uH0KQ9h0UQe8e+BDAdAJALcU+4AlfD5hZ4P7Ud3hwkQFUH8UvYHMrLSkVag2FggO1vRAsTjtXdCNEnZKdrFBTDSkT9donlUBAkQXQ7jV3aSjvUHUrYCublpd+dNQoqhfJnTnWGkLKgIEiBqCeIX1xKkK/2BlB+RPTz4jYMQDYqJUXx3pcHdSRlQnyABoslT+aXsE6Qzl8PoIzKpAt69U3x3dOQ3Do3JTQGy32nm2HlSmMrfAmlPAH0eWost6lT+Of9FRZAA0bxh/NKpy2Ey2X93hlFLENFhcXGK7zpZBGW8Bo7WB/I0M/aRAYCuAHBcI4cv2Ui6RZ7kQ5fD+KVTl8OGDQP+/lvxM7UEER2mLIIcHPiNQyNe7lQUQGIDQM9E7YdnUNwhpm9gQLfIE34xxnD79m0AVATxhbscpu1FkFwOHP/3o525OdC1K7/xEKJBysthOlkEvdqj+O67Gaj9idoPX5VvkaciSGAWLFiAs2fPAqDLYXxRXg7T+j5Br14BGRmKARITEujOMKLTdLYlKOUhkHxX0QpUfRDf0egcujtMYK5cucL93L17dx4jqbp0pk/Q3buK7/XqUQFEdBpjOtwnKObfPn0OHQFDa15D0UVUBAlMYmIiACAsLAx169blOZqqSWf6BCmLIG9vfuMgRMPS0hTjgQKAvT2/sajduzOK7050OVsTqAgSGGURZGNjw3MkVZdOXA7LygL2/NuPwMeH31gI0TBlK5CpqeJLZ8jzgLhzip+duvAbi46iIkhgkpKSAFARxKe0mDQAgJmTlnZMz8sDWrcG7t9XPKYiiOg4nb0UlngDkKYqLoNZNeY7Gp1ERZCAZGVlIStLcSnG2pqu/fIhOyUbOSk5AABLN0ueoymn7duBf+8wxEcfAR068BsPIRqms3eGpT9TfLdqBIj1+I1FR1ERJCDKViA9PT1YWFjwHE3VlPo6FQBgbGMMQzNDnqMpp9WrFd/XrQMuXtSx6wOEFKRsCdK5/kCZbxXfTWguEE2hIkhAlP2BrK2tIRJVtSGrhCElKgUAYFldS1uB8vKAZ/9+ehw1it9YCKkkb94ovuvcvGFZ0YrvxrqWmHBQESQg1CmafymvtbwI+vc1BACwteUvDkIqUVSU4nv16vzGoXZZ/7YEGbvwG4cOoyJIQKhTNP+ULUEWblp6OTIhQfHdygrQp7FQSdXw+rXiu84VQXQ5TOOoCBKQ/JfDCD9SoxR9grS2JUhZBFErEKlCdL8liIogTaEiSEDochj/tL5PEBVBpIqRy/9rCXJz4zcWtWLy//oEUUuQxlARJCBUBPFP2SdI6y+HURFEqoi4OCA3FxCJdKxjdE4CIJcqfjZ25jcWHUZFkIBQEcS/zPeZAAAzRy0dKFFZBNnZ8RsHIZVE2Qrk4qJjU+QpL4UZOSgmTyUaQUWQgFDHaH7J8+TITc8FoMVTZsTHK75TSxCpAhgDjh5V/Kxz/YEy6fb4ykBFkIC8evUKAHWM5kt2cjb3s9YWQXQ5jFQhv/wCLF+u+Fmn+gMBQM6/I0Aa6dow2MJCRZBAnD9/HleuXIG+vj7atWvHdzhVknL2eENzQ4j1tfRPg4ogUoWcOfPfz5Mm8ReHRuT8+7dsSH/LmqSl7/S6Z9WqVQCAiRMnokaNGvwGU0UpZ483tjbmOZIKoCKIVCF37yq+//kn0LUrv7GonbIIktDfsiZRESQAmZmZOHv2LAAgICCA32CqMOXlMK29FAZQEUSqjNxc4NEjxc8+PvzGohG5yiKIbnLQJCqCBODSpUvIzc2Fq6srvLy8+A6nylJeDjOypiKIEKF78kQxVZ6FhQ52igaoJaiSUBEkAKdPnwYAdOnShSZO5ZHWXw6Ty6kIIlXGvXuK797eijGCdE7Ov3d6Up8gjaIiSADCw8MBKIogwh+tbwmKjVV8NBaLAScnvqMhRKOU/YG8vfmNQ2OoJahSUBHEM8YY7v37kaZ58+Y8R1O1aX2foMhIxffq1XVs1DhCCrp2TfG9aVN+49CYXCqCKgMVQTyLjY1Feno6xGIxatWqxXc4VZrycpjWtgS9eKH47uHBbxyEaBhjQESE4med/OzIGLUEVRKdL4I2b94MDw8PGBkZoVmzZrhw4QLfIal48uQJAMDDwwOGhoY8R1O1aX2fIGVLUM2a/MZBiIY9fw4kJQESiY7eGZaXAcgVo9dTnyDN0ukiaN++fQgICMDixYtx8+ZNtGvXDj169EBUVBTfoXEeP34MAKhTpw7PkRCuT5C2Xg6jliBSRVy9qvjepImOXvlVXgoTGwL6pvzGouN0ughav349Jk6ciE8++QT16tXDxo0b4ebmhi1btvAdGkfZEkRFEP+4PkHaejmMWoJIFfHvDbW6eSkM+O/OMImtjt76Jhz6fAegKbm5ubh+/ToWLFigstzf3x+XLl3iKSqF/eNmcz87RL7EwoYd4BWdgzNzvir3MZlMjuyEBJw/ewciPe2tbfnMQ6L/Gq4NpYi5cACpjyr26Usul0P29i1uPomEWFxJeeSJgIZNgcQ04I/jajmkTC5D6uMXuMFOQk+sp5Zj8oHyEJaK5JGZBcTeBLo1BD7tDSBaMzGWhkiWB4e8GxDF6gF6avx3mnRL8Z0uhWmczhZB8fHxkMlkcHR0VFnu6OiI2NjYQvfJyclBTk4O9zg1NRUAIJVKIZVK1RbbIL9vIRazD5aeU9vxSTk1U+/hWlT25M/TlT9MBtLVd9iWbgAy1Xc8vlAewlKRPNrP/feHeADh6omnPPQBtAYADXU1lRvaQqbG/z1FUf5/U+f/OT7kz6O0uehsEaT04eCDjLEiByRcvXo1liunJM7n5MmTMDExUVtMnq/qAvigCBIB1OgpEFrc/MxEIsj1df7PmlRxYjGDvV0WDAzlfIeiMQx6eJz6Ed4dO1Zp5wwLC6u0c2lSWFgYMjNLV2Hr7LulnZ0d9PT0CrT6xMXFFWgdUlq4cCECAwO5x6mpqXBzc4O/vz8sLCzUF1zPnuo71r+kUinCwsLg5+cHAy3uKUh5CAvlISyUh7BoOg81N04XSRefj6ysrFLto7NFkKGhIZo1a4awsDAMGDCAWx4WFoZ+/foVuo9EIoFEIimw3MDAQGteGNoUa3EoD2GhPISF8hAWykNYDAwMkJeXV6ptdbYIAoDAwECMGTMGvr6+aN26NbZt24aoqChMmTKF79AIIYQQwjOdLoKGDRuGhIQErFixAjExMfD29saxY8fg7u7Od2iEEEII4ZlOF0EAMG3aNEybNo3vMAghhBAiMNo7oAwhhBBCSAVQEUQIIYSQKomKIEIIIYRUSVQEEUIIIaRKoiKIEEIIIVUSFUGEEEIIqZKoCCKEEEJIlURFECGEEEKqJJ0fLLEiGFPM9J6amspzJCWTSqXIzMxEamqqVs/9QnkIC+UhLJSHsFAewpI/D+UEqsr/40WhIqgYaWlpAAA3NzeeIyGEEEJIWaWlpcHS0rLI9SJWUplUhcnlckRHR8Pc3BwikYjvcIqVmpoKNzc3vH79GhYWFnyHU26Uh7BQHsJCeQgL5SEs+fMwNzdHWloaXFxcIBYX3fOHWoKKIRaLUa1aNb7DKBMLCwutfhErUR7CQnkIC+UhLJSHsCjzKK4FSIk6RhNCCCGkSqIiiBBCCCFVEhVBOkIikWDZsmWQSCR8h1IhlIewUB7CQnkIC+UhLOXJgzpGE0IIIaRKopYgQgghhFRJVAQRQgghpEqiIogQQgghVRIVQYQQQgipkqgIIoQQQkiVREWQgOXm5iIyMpLvMCqM8hAWykNYKA9hoTyERdN5UBEkUD/++CPs7e0RHByMhIQEACXPhitElIewUB7CQnkIC+UhLJWRBxVBApObm4t169Zh69ataN68OS5cuIBLly4BgOAncc2P8hAWykNYKA9hoTyEpTLzoCJIgJydnTF+/Hj83//9H0xNTbF3715ERUUB0K5qnvIQFspDWCgPYaE8hKXS8mCEV3K5nCUmJqosS0pKYjKZjDHG2J9//smqVavGfvnlFyaXy/kIsVQoD2GhPISF8hAWykNY+MyDiiAe/fDDD6xevXqsXbt2LDAwkN28eZMxxrgnXvl9wIABrEuXLuzWrVt8hVosykNYKA9hoTyEhfIQFr7zoCKIJ6tWrWLOzs5s27ZtbPXq1axly5bMy8uLvX37ljGmqIzz8vIYY4zdv3+fVatWja1evZplZmYyxhiTSqWMsf9eIHyhPCgPTaA8KA9NoDwojw9REcSD5ORk5uvry9auXcstu3fvHmvdujXr3LmzyrbKF8CcOXNYkyZN2NmzZ1lYWBibMmUK90LgC+VBeWgC5UF5aALlQXkUhoogHmRnZzM3Nzf2008/ccvkcjm7cOECMzQ0ZPv27WOMKZ54ZYWbkZHBatSowezt7ZlIJGKzZ8/m9uML5UF5aALlQXloAuVBeRSGiqBKkv9JiomJYV27dmWfffYZy87O5pZLpVI2ceJE5uXlpbLvu3fv2IIFC5hIJGKDBg1ikZGRlRV2AZQH5aEJlAfloQmUB+VREiqCeDJt2jTWtm1bduXKFW6ZXC5nYWFhrFq1auz8+fPc8tOnTzMHBwf2559/csvy8vIqpYpXvjiLOpe25KGMqyiUh0Jl5lEcykOB8igber+iPMqKiiA1y8jIYE+ePGG5ubncMrlczrKzs9mqVavYnj17GGOMPXnyhNWoUYMtXLiQxcfHc9v+888/zMnJif3zzz+FHj9/RzFNSkpKYhMnTmTTpk1TWa5teaSmprIrV66w5ORkleVZWVmURz6VmcfXX3/N7t69q7Jc215XycnJbNeuXezMmTMsKyuLW65tzwe9XykIJQ9d+jvXljxosEQ1WrFiBRo2bIghQ4agQ4cOOHToEADFCJfR0dH46aefcOnSJWRkZMDT0xOTJk3C8ePH8dNPP3HHSElJgZWVFezt7QscPy8vDyKRCHp6ehrNIyQkBO7u7oiNjcVHH32EpKQkbp025bFq1Sq4ublh7NixaNSoEYKDg5GZmQkAePv2LeVRyXkAwKhRo7BgwQIcOHAAGRkZ3HJtel2tWbMG1atXx7fffotevXphwoQJePXqFQAgJiZGa/Kg9yth5aErf+dal4daSqkq7sWLF6xnz56sYcOG7M8//2QHDhxg48aNYxYWFipNdWfPnmWxsbHc49zcXDZv3jxmY2PDunXrxmbNmsVsbGzYrFmzVD6ZVabU1FTWq1cv9t133xW5zZkzZwSfx++//848PT3ZX3/9xW7evMk2bNjATE1N2apVq1hKSgpjjLFTp05RHpVE+aktICCA9ejRg1laWrK///5bZRtt+PvYsmULq1+/Pjt9+jTLzMxkYWFhTCKRsGvXrnHbCD0Per8SXh668neujXlQEaQGBw8eZO3atWNPnz7llr148YJ5enqygwcPFrtvTk4OO3r0KJs9ezbr3bs3279/v6bDLdaRI0eYg4MDY4yxp0+fsnHjxrHAwEC2fv16lp6eXuR+QslDeRfBjBkzWPv27VXGj1i8eDFr0aIF+/XXX4vcn/LQnMTERFa/fn2WkZHBGjduzAYPHszevXtX7D5CyUMul7OcnBw2aNAgNn78eJVioWnTpuzBgwfF7i+UPBij9yvGhJOHrvyda3MeVASpwfPnz9nx48dVlr1+/Zo5Ojqyq1evFtheKpWqdAQrDF+DWP3444+sX79+7OjRo6x69eps1KhR7OOPP2ZGRkZs3Lhx7NmzZ9y2Qs6je/fubMKECYwxxR8YY4p+Az179mRDhgxhr1+/5rYVSh6FdfDTlTzy8vJYamoq69SpE5PL5ez48eNMJBKxCxcusMzMTBYdHc1tK+Q8WrRowUaMGMGePHnCGGNs2LBhrHr16uzTTz9lf/zxh0ofCKHk8SF6vyoavV+Vnq68X1ERVEbbt29nN27cKHK9XC5ncrmcXbt2jVWvXp09f/68wDYrVqxg9evXZ2fOnCmwrjI6rTFWMA/li+3o0aPMyMiIjRo1in311Vfc+oMHD7I2bdqwFStWcMuEkMdPP/3EpkyZwr755huV4dS/++47ZmVlxT1WjiwaGhrKvL292V9//cWtE0IeGzduZD169GCBgYHs9OnTKst1IQ/GGHv16hXz8PDgOkD27duXubm5MSsrKxYcHMxtJ8Q8lG/4J06cYPXr12ddunRhJiYm7KOPPmI//vgjGzp0KGvUqBFbvHgxd4zly5fznge9X9H7lSboyvsVY1QEldr9+/dZp06dmEgkYv7+/lyV+yHlH+fmzZtZq1atVNYp30jPnz/PJk6cyN68eaPZoAtRUh5SqZS1bduWiUQi9ttvv6msGzZsGBs/fjz3Ar1w4QJveVy9epX5+PiwunXrsokTJ7J69eoxV1dXlpCQwBhj7O7du8zFxYUtW7aMMcZU8nR1dWXr1q3jHvOVh1wuZ0lJSWzAgAHMw8ODzZ8/n3Xp0oWZmpqy9evXs9zcXPbs2TPm6Oio9Xkwxtjx48fZ2LFjGWOK213d3d2ZWCxmw4cPV7l0IcQ81q1bx91+nZmZyTZs2MC6du2qMr7J9OnTWZ8+fbhLfHz+fdD7Fb1fqZuuvF99iIqgUkhISGCLFy9mw4YNYzt27FAZzbIovXv3ZvPmzeMe37x5s8DtgpWtNHnIZDK2e/duJhKJ2DfffKPyJj9x4kTWpk2byg67gOfPn7POnTuzuXPnstTUVMaYooOku7s7CwoK4h6vWLGCGRsbs6ioKMbYf2/qrVu3ZrNmzeIn+A9cvXqVVa9eXeWW8cDAQNayZUv2888/M8YYCwoK0to8WrVqxX744QfGGGN//fUXc3V1ZZ06dWLGxsZs9erVbMaMGczd3Z3duXOHr9BVFJfHli1bGGOKT6mDBg1ia9asYYz990Y/d+5cVrt2bZaRkVH5gedD71cK9H6lfrryfpUfFUGldPjwYXb58mXGGGOTJ09mderU4ar4/ORyOYuPj2fu7u7s4sWLLDo6mg0bNoyJRCJ24sQJlW35uP5cmjxycnLYiBEjWPXq1dmePXtYVlYWe/r0KWvXrh3bvn17gWNWdh7p6els4MCB3GzDyjEjBg0axKZMmcJtFxkZydq1a8eaN2/ONT3fuHGD1alTR2UQLiU+no+QkBDm6enJXr16xS2LiYlhY8eOZe3atWPR0dEsPj6etWnTRmvzaN++PXv79i27ePEi8/LyYiNHjmT379/nthOJRCwgIKDAnSBCzOPFixeMMcWlvI4dO3L/dJ89e8Y6deqkcvlFSah/54zR+1VloPcr4eWRHxVBJVBWsfmfqLdv3zJLS0uVa9D5Xb58mbm7u7NJkyYxExMT1q1bN64q5ktZ88jOzmb9+/dntra27KOPPmIWFhZs8ODB3G2OfFHmkf8TnzKnFi1aqDS3Mqb4A23YsCFzcnLi+nGMGTOG90/ryjwOHz7MLC0tuQ6cylwOHTrEWrVqxU0uqO15KG9hfvz4MddPQPn9/PnzJd4lpmmlyaN169Zc36WIiAhmZmbG6tevzwYPHsxsbGzYwIEDWWJiIj8J/Iver+j9ShN05f2qMFQE5fP+/fsSq1Lli2Ht2rXM0tKSu0skv++++46JRCLWtGlTdvLkSW658k1f0yqah/IaenJyMrtx4wYLDQ3lPo3l31fTSsojfxzx8fGsVq1a3Hgtcrmc2zcqKoqdPHmSrV69ml24cEGzQZeRTCZjbm5ubOHChYyx/3732dnZrHfv3mzcuHEsLS2NMabdeYwdO1blH0FRx+BbafJQzlp9/vx5tn79evbZZ5+pPB9CmOZCSRver0pDG96vSqJN71dF/c505f0qPyqCGGOxsbGsf//+zNvbu9R/MNnZ2axu3bps3Lhx3DLlp6d79+6xAwcOcMsra6hydefxofx/qJpUnjyOHj3KPDw82Pv377ll+aczyK+y8nj//j37448/VO4CKcyGDRuYsbExd6lFmfOKFSsKTCKYn67kUVnUkUedOnWK3E9oz0d+Qny/UnceHxLy8yHE96ukpCT2+PHjEs8l9PersqryRdCcOXOYnp4eq1WrFrOxsWG3b98u9b5//PEHk0gk7LfffmN9+/ZlPXr0YG/fvlXZprI+Takzj169eqmM58BY5X2aKmseyt/v3Llzmb+/P2NM0aFy+PDh7IsvvihwN0ll5bF06VJmbW3NGjduzAwNDdmiRYuKbAmJj49nLVq0YH5+fiqXhaZNm8aGDBlS6D8kXcmjsmg6j8p6cy9LHh8S0vuVOvPg8/2qrHkI9f1q0aJFzMnJiTVt2pR17NhRpSj+kJDfr8qjyhZBv/32GzMzM2ONGjViV69eZREREczNza3AUP7FiY+PZ46OjkwkErHWrVurjMBaWTSRR/4BxipLRfPw9/dnW7duZT/++CMzNzdnTZo04SUPxhRvjA0bNmSXL19mcXFx7Oeff2b6+vqFdkxVevDgAbO1tWUdO3Zk69atY6tWrWI2NjaFduysLJSH9ueRnxDerxhTfx7a9HeuJKT3q9mzZ7PGjRuzixcvsjNnzrC5c+cyfX19dujQoSI/uAjx76O8qmQRlJyczKZPn64y30xubi4zMzNjISEhjLGSP9ldvHiRWVtbsxo1aqgM9lSZzX2Uh8LDhw+ZSCRiIpGIOTk5sUOHDnHrKvsTSHx8PPP19WWrV6/mlkVGRrLmzZtzTd8fxqTM7cKFC2zatGmsbdu2rGnTpuzPP/+svMA/QHlofx75CeHvnDHKgzFhvV9FRUWx+vXrFxh6oF69eqxly5bs4sWLBfYR4t9HRVSZIij/i0s5Smr+xwkJCaxz586lHscgLCyMGzdEqTKa+ymPghITE1ndunXZxo0bVZZXdh5K9vb2bMmSJdydED179mTNmjVjixcvZrdu3eJuBS/qDU85orISX0PgUx4KupCHEP7Olap6HkJ6v4qOjmZmZmYqt65nZGSw5s2bMxsbG7Z48eJi52BjjJ+/D3WqEkXQN998w0aMGMHWrFnD7t27xy3/8Mnq3LkzGzNmDGOs6BdkYX8MlXUdnfIoWv71fOfx448/Mnt7e+bv788kEgnr1KkTW716NevQoQNr0KAB27lzZ6HH+/A5qaw+NJSH7uYhxL/zqpyHEt/vV8rBDmNiYlivXr1Yhw4dWExMDGNMcZlv5MiRbMyYMaxmzZpFDprJ19+Huul0EfTmzRvWtm1bVrduXTZ58mTWsGFDZm9vz44dO8Ztk/9OiJUrV7IaNWrwFW6RKI/SycvLq5Tm5OLyUJ4/MTGRBQQEsFGjRqnE1K5dOzZjxgxBfFqiPCgPTaA8SpcHn+9XdnZ23CS658+fZ9WrV2deXl7M3Nyc1ahRg92+fZslJiYykUhUprvetJE+dNi1a9cQFxeH8+fPw9HREQDQu3dvfPPNN9DT04O/vz8AQE9PDwBgaWkJU1NTPHr0CHXr1uUt7g9RHqXLQ7mfphWXh1gsRrdu3SCRSBAeHo4vv/wSIpEIWVlZMDY2hq2tLe7fvw+xWFwpsRaH8qA8NIHyKF0efL9frV69Gvr6+ujSpQsuXLiA+/fvQyQSoXv37gCAc+fOwdXVFSKRqFLi5Av/rzQNunDhAhwcHGBhYQG5XA4AWLt2LaRSKfbt24eUlBSIRCLIZDIAQP369REZGQljY2M+wy6A8tCePH7//XckJibCxMQEcrkcR44cAQAYGxvj7t27ePv2LcaNG8dn+BzKg/LQBMpDO/KQyWTYvXs3kpKSUL16dXTv3p0rgADg6tWrqF27Njw9PfkKvVLoZBHEGAMAuLi44NmzZzA2NoZYLIZcLkfdunXRv39/3L17F+fOnQPwX0Ver149iEQinDlzhrfY86M8tC+PO3fu4O+//wYAzJkzB9u2bUPHjh0xcuRItG/fHg0aNMCQIUP4TIPyoDw0gvLQvjzu3r2L8+fPAwBEIhFevHiBGzduYN68efj6668xZswYGBsbc8fSSTxdhqsUjx8/ZmZmZtzYBcpBrJKSkpinpyd3e6Pyuu2TJ0/Y1KlTuZEwhYLy0K488s9t9Pvvv7OlS5eySZMmsX/++YdbLoTBwygPykMTKA/tyiP/bf7nz59nLVq0YL6+vuzSpUu8xFvZtLoIKukFlpKSwiZPnsxcXV25Zcqe+KNHj+ZG7OQb5aFbefj5+RW5r0wmq7ROn5QH5aEJlIdu5fHh+67yzjHGFHkIoZDTJK28HKbsM/Jhhy3l9U4lCwsLTJw4EXp6epg6dSoAQF9fH3l5eXj//j0aNWoEAAWa+j48jqZQHrqZR+PGjQEUnodYLNZ4p0/Kg/LQBMpDN/NQvu8qj+ft7c09FovFOt8xWqvuDlO+uJR9RrZv344HDx6gadOmGDp0aKEvumbNmmHTpk3o378/UlJS0KdPHzx9+hS3bt3CnDlzABR8EWn6xUt5UB6UB+VBeVAeQsrjw7vVKuvuNd7x1gZVAZmZmWzYsGGsWrVqrHPnzkwikbB58+YVu8+uXbvYgAEDWOPGjVmjRo3YqVOnKinaolEelIcmUB6UhyZQHpSHLtKqIkgul7PJkyezzz//nM2cOZMlJyez7Oxstn//fiYWi1UG3cu/T375Zxv+cLqGykJ5/IfyUB/K4z+Uh/pQHv+hPHSPYIugD4fgVj5J8+fPZyKRiH388ccq6/v27ctatGjBTV73oQ+f5Moa4pvyoDw0gfKgPDSB8qA8qhrBFUFyuVylV/3bt29V1qekpDAvLy82ZswYlZ7rkZGRzMDAgG3evFkQVS3lQXloAuVBeWgC5UF5VFWCKYKUM+4q3b59m3Xt2pU1atSI+fv7s99//51bt337dmZoaMiuX7/OGPuvul24cCGzsbFhjx8/rrzAP0B5UB6aQHlQHppAeVAeVR3vRZBMJmMbN25ks2bN4pZ99913zN7ens2cOZMdOnSIBQUFMSMjI3bhwgWuOv7oo49Yz549VV40OTk5zMPDg124cIHyoDwoD8qD8qA8KA9SLN6LIMYYmzx5MmvZsiU7e/YsY4yxL774gu3du5db//PPPzORSMT69evHdej6+++/maGhITt48CBj7L8qmM9rnJQH5aEJlAfloQmUB+VBeC6ClE/YrVu3WPfu3dnYsWOZXC5nt2/fZnl5eezKlSusUaNGrH79+mz9+vVMJBKxLVu2sJycHMYYY4MHD2aOjo4sPT1d5biV/QKgPCgPyoPyoDwoj6qch7YSREsQY4ytW7eONW/enO3YsYMxxlhycjLr1KkTCwgIYAkJCYwxxtq2bctat27N7ty5wxhjLDY2lh05coS3mAtDeVAemkB5UB6aQHlQHlUd70WQsgp++/YtGzJkCOvVqxd79+4dO378OHNycmLXrl1jjDH26tUr5uvry0QiEVu4cCE394lQUB6UhyZQHpSHJlAelAdR4H3uMJFIBMYYXFxc0L9/f7x//x779+9HnTp18O7dO9y9exeRkZHYvHkzRowYgVOnTmHu3LnQ1xfWjB+UB+WhCZQH5aEJlAflQf7FV/VVmKysLPbpp5+ydu3asZcvX7I5c+YwJycnZmVlxerXr89u3rzJbVtZM/SWB+UhLJSHsFAewkJ5CIuu5KEtBFMEKZ/M06dPs7Zt23JzoDx69IjrLa8NKA9hoTyEhfIQFspDWHQlD20imCIov8WLF7PWrVuzsLAwleXa1tud8hAWykNYKA9hoTyERVfyEDre+wTlxxgDAIwaNQoSiQTXr1/nlgGAnp4eX6GVCeUhLJSHsFAewkJ5CIuu5KEtBFUEKTuH1atXDzk5OYiMjOSWaRPKQ1goD2GhPISF8hAWXclDWwiqCAIUL4AnT54gOzsbDRo04JZpG8pDWCgPYaE8hIXyEBZdyUMbCK4IAoADBw6gbdu2mDp1Kt+hVAjlISyUh7BQHsJCeQiLruQhdCImwDY2uVwOsViQ9VmZUB7CQnkIC+UhLJSHsOhKHkInyCKIEEIIIUTTqMwkhBBCSJVERRAhhBBCqiQqggghhBBSJVERRAghhJAqiYogQkiFdezYEQEBAVX2/O3bt8fu3bsr9ZxxcXGwt7fH27dvK/W8hOgSKoIIIZUuPDwcIpEIycnJatnv4MGD+PLLL9UXYBkcOXIEsbGxGD58OLesRo0aEIlEEIlEMDExgbe3N3788UduvUwmw+rVq1G3bl0YGxvDxsYGrVq1QkhICABw+xb1NX78eDg4OGDMmDFYtmxZpedMiK7Q5zsAQgipKBsbG97O/d1332HChAkFxnRZsWIFJk2ahPT0dISGhmLKlCmwsrLCsGHDEBQUhG3btuH777+Hr68vUlNTce3aNSQlJQEAYmJiuOPs27cPX3zxBR4/fswtMzY2BgBMmDABLVq0wDfffANra+tKyJYQ3UItQYSQMsnIyMDYsWNhZmYGZ2dnrFu3rsA2O3fuhK+vL8zNzeHk5ISRI0ciLi4OAPDy5Ut06tQJAGBtbc21bACKySODg4NRs2ZNGBsbo1GjRvjf//5X4n4fXg6rUaMGVq5cycXp7u6O//u//8P79+/Rr18/mJmZwcfHB9euXVOJ+9KlS2jfvj2MjY3h5uaGWbNmISMjo8jfRXx8PE6dOoW+ffsWWKfMvXbt2li5ciU8PT1x+PBhAMCff/6JadOmYciQIfDw8ECjRo0wceJEBAYGAgCcnJy4L0tLS4hEogLLAMDHxwdOTk44dOhQcU8ZIaQIVAQRQspk3rx5OHv2LA4dOoSTJ08iPDwc169fV9kmNzcXX375JW7fvo3Dhw8jMjKSK1jc3Nxw4MABAMDjx48RExODb7/9FgCwZMkShISEYMuWLbh//z5mz56N0aNH49y5c8XuV5gNGzbgo48+ws2bN9GrVy+MGTMGY8eOxejRo3Hjxg3Url0bY8eO5SamvHv3Lrp164aBAwfizp072LdvHy5evIgZM2YUeY6LFy/CxMQE9erVK/H3ZmRkBKlUCkBR5Jw5cwbv378vcb+StGjRAhcuXKjwcQipkhghhJRSWloaMzQ0ZHv37uWWJSQkMGNjY/bZZ58Vud/Vq1cZAJaWlsYYY+zs2bMMAEtKSuK2SU9PZ0ZGRuzSpUsq+06cOJGNGDGiyP0YY6xDhw4q53d3d2ejR4/mHsfExDAAbOnSpdyyy5cvMwAsJiaGMcbYmDFj2Keffqpy3AsXLjCxWMyysrIKzWvDhg2sZs2aBZa7u7uzDRs2MMYYk0qlLCQkhAFgmzdvZowxdv/+fVavXj0mFouZj48Pmzx5Mjt27Fih5wgJCWGWlpaFrmOMsdmzZ7OOHTsWuZ4QUjRqCSKElNrz58+Rm5uL1q1bc8tsbGzg5eWlst3NmzfRr18/uLu7w9zcHB07dgQAREVFFXnsBw8eIDs7G35+fjAzM+O+tm/fjufPn5c51oYNG3I/Ozo6AlBcPvpwmfIy3fXr1xEaGqpy7m7dukEulyMyMrLQc2RlZcHIyKjQdfPnz4eZmRmMjY0xffp0zJs3D5MnTwYA1K9fH/fu3cOVK1cwYcIEvHv3Dn369MEnn3xS5jyNjY2RmZlZ5v0IIf/f3v2DJBPHYQB/rFSI2jxEpJNAxC4IrrApa4lzqsmlIJIaGqRISAqiIBoSChqiMUiwqSmrJQhqiGqQGgwiKcipf+RSDQ32DuG9lBp3vL0N3fOZjju/v6+3Pfz+KDdGE5EObxr+avD5+RmKokBRFCQSCQiCgGw2i0AggNfX17J1+XweALC9vQ2n0/nhmdVq1f1dzWazem0ymcreK/TN5/MYGhrCyMhI0ViiKJbsYbPZ1M3Mn0WjUYRCIVRXV8PhcKj9CioqKuDz+eDz+RCJRJBIJNDX14fJyUnU19drfs/Hx0cIgqD580T0F0MQEWnmdrthNptxdHSkBoNcLoeLiwt0dHQAAM7Pz/Hw8IBYLIa6ujoAKNqAbLFYALwfFS+QJAlWqxXZbFYd67NSdd+lubkZZ2dncLvdmmtkWcbNzQ1yuVzR6SybzaZrLEmSAODLjdilpNNpdaaNiPThchgRaVZTU4PBwUFEo1Hs7u4inU4jFAp9OB4uiiIsFguWlpZwdXWFZDJZ9Bs+LpcLJpMJW1tbuL+/x9PTE2prazE2NoZIJIJ4PI7Ly0ucnJxgeXkZ8Xi8bN13GR8fx+HhIcLhME5PT5HJZJBMJjE8PFy2RpZlCIKAg4MDXb2CwSAWFxdxfHyM6+tr7O3tIRwOw+PxwOv1ah7n5eUFqVQKiqLo6k9E7xiCiEiX+fl5tLe3o7u7G52dnWhra0NLS4v6XBAErK6uYn19HZIkIRaLYWFh4cMYTqcTMzMzmJiYgN1uV09gzc7OYnp6GnNzc2hoaEAgEMDm5qa6PFSu7js0NTVhf38fmUwGfr8fsixjamoKDoejbE1lZSUGBgawtramq1fhvbq6uuDxeNDf3w+v14udnR1UVWmfoN/Y2IAoivD7/br6E9E705uWRX4iIirp9vYWjY2NSKVScLlcP9q7tbUVo6Oj6O3t/dG+RL8FZ4KIiP6B3W7HysrKlyff/oe7uzsEg0H09PT8aF+i34QzQURERGRInAkiIiIiQ2IIIiIiIkNiCCIiIiJDYggiIiIiQ2IIIiIiIkNiCCIiIiJDYggiIiIiQ2IIIiIiIkNiCCIiIiJD+gOYWim0PmSIwgAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -230,30 +279,77 @@ } ], "source": [ + "ax = plt.subplot()\n", + "\n", "time_axis = [t + PST_offset for t in times]\n", "for key in fires:\n", " fire = fires[key]\n", - " plt.plot(time_axis, np.array(fire[\"area\"])[-len(times):], label=key, c=fire[\"color\"])\n", + " plt.plot(time_axis, np.array(fire[\"area\"]), label=key, c=fire[\"color\"])\n", " plt.title(\"Hotspot areas, max over 24 hours\")\n", " plt.legend()\n", "\n", "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%h %d %H:%m'))\n", "plt.gcf().autofmt_xdate()\n", "\n", + "plt.ylim(0, 350)\n", "plt.ylabel(\"area (km$^2$)\")\n", "plt.xlabel(\"datetime (PST)\")\n", "plt.grid()\n", - "plt.savefig(\"graph.png\")\n", + "\n", + "ax2 = ax.twinx()\n", + "plt.ylim(0, 350 * mi2_per_km2)\n", + "plt.ylabel(\"area (mi$^2$)\")\n", + "\n", + "plt.savefig(\"area.png\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 206, "id": "befa28a1-3e5b-4d22-b630-d6f65283c0b9", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.subplot()\n", + "\n", + "time_axis = [t + PST_offset for t in times]\n", + "for key in fires:\n", + " fire = fires[key]\n", + " da_dt = np.diff(np.array(fire[\"area\"])) / 5 # 5 minute intervals\n", + " window_size = 3\n", + " da_dt_average = np.convolve(da_dt, np.ones(window_size)/window_size, mode='valid')\n", + " \n", + " plt.plot(time_axis[:-window_size], da_dt_average, label=key, c=fire[\"color\"])\n", + " plt.title(\"Growth rate, 15 minute average\")\n", + " plt.legend()\n", + "\n", + "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%h %d %H:%m'))\n", + "plt.gcf().autofmt_xdate()\n", + "\n", + "plt.ylim(0, 4)\n", + "plt.ylabel(\"growth rate (km$^2$/minute)\")\n", + "plt.xlabel(\"datetime (PST)\")\n", + "plt.grid()\n", + "\n", + "ax2 = ax.twinx()\n", + "plt.ylim(0, 4 * mi2_per_km2)\n", + "plt.ylabel(\"growth rate (mi$^2$/minute)\")\n", + "\n", + "plt.savefig(\"speed.png\")\n", + "plt.show()" + ] }, { "cell_type": "code", diff --git a/area.png b/area.png new file mode 100644 index 0000000..23e6fc7 Binary files /dev/null and b/area.png differ diff --git a/graph.png b/graph.png deleted file mode 100644 index 4e0289e..0000000 Binary files a/graph.png and /dev/null differ diff --git a/render.mp4 b/render.mp4 index b6a915f..db00e54 100644 Binary files a/render.mp4 and b/render.mp4 differ diff --git a/speed.png b/speed.png new file mode 100644 index 0000000..32da142 Binary files /dev/null and b/speed.png differ