diff --git a/demos/synthetic_clouds_demo.ipynb b/demos/synthetic_clouds_demo.ipynb index ab37bdc..5537342 100644 --- a/demos/synthetic_clouds_demo.ipynb +++ b/demos/synthetic_clouds_demo.ipynb @@ -19,8 +19,8 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2024-11-01T16:51:22.586562Z", - "start_time": "2024-11-01T16:51:17.908149Z" + "end_time": "2024-10-10T18:23:19.260094Z", + "start_time": "2024-10-10T18:23:15.495840Z" } }, "source": [ @@ -30,31 +30,30 @@ "import matplotlib.pyplot as plt\n", "from PIL.ImageColor import colormap\n", "\n", - "from demos.synthetic_clouds_demo import x_extent\n", "from solarspatialtools import irradiance\n", "from solarspatialtools import cmv\n", "from solarspatialtools import spatial\n", "\n", - "from solarspatialtools.synthirrad.cloudfield import get_timeseries_stats, cloudfield_timeseries\n", + "from solarspatialtools.synthirrad.cloudfield import get_timeseries_stats, cloudfield_timeseries, get_positional_ts\n", "\n" ], "outputs": [], - "execution_count": 2 + "execution_count": 1 }, { "metadata": {}, "cell_type": "markdown", "source": [ "# Load Sample Timeseries Data\n", - "The model attempts to create representative variability to match that observed from a reference time series. In this case, we'll process one of the 1-second resolution timeseries from the HOPE-Melpitz campign. We will load the data and convert it to clearsky index. " + "The model attempts to create representative variability to match statistics observed from a reference time series. In this case, we'll process one of the 1-second resolution timeseries from the HOPE-Melpitz campign. We will load the data and convert it to clearsky index. The HOPE data shared here seems not to show good agreement with the clearsky prediction, so since we're mostly interested in the variability, we do a normalization to reduce the degree of cloud enhancement in this data. " ], "id": "e386bd79e13077f4" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-11-01T16:51:24.789051Z", - "start_time": "2024-11-01T16:51:22.594680Z" + "end_time": "2024-10-10T18:23:21.406904Z", + "start_time": "2024-10-10T18:23:19.270070Z" } }, "cell_type": "code", @@ -70,24 +69,31 @@ "# Compute clearsky ghi and clearsky index\n", "loc = pvlib.location.Location(np.mean(pos['lat']), np.mean(pos['lon']))\n", "cs_ghi = loc.get_clearsky(data.index, model='simplified_solis')['ghi']\n", - "cs_ghi = 1000/max(cs_ghi) * cs_ghi # Normalize to 1000 W/m^2\n", - "kt = irradiance.clearsky_index(data, cs_ghi, 2)\n" + "cs_ghi_scaled = 1000/max(cs_ghi) * cs_ghi # Normalize to 1000 W/m^2\n", + "kt = irradiance.clearsky_index(data, cs_ghi_scaled, 2)\n", + "\n", + "plt.plot(data[40])\n", + "plt.plot(cs_ghi_scaled)\n", + "plt.xlabel('Time')\n", + "plt.ylabel('GHI')\n", + "plt.legend(['Measured GHI', 'Clearsky GHI'])\n", + "plt.show()" ], "id": "3ac0711770cafcde", "outputs": [], - "execution_count": 3 + "execution_count": 2 }, { "metadata": {}, "cell_type": "markdown", - "source": "For some of the later analysis, we will need to know something about the Cloud Motion Vector for this time period, so we can compute that using the `solarspatialtools.cmv` module.", + "source": "For some of the later analysis, we will need to know the Cloud Motion Vector for this time period, so we can compute that using the `solarspatialtools.cmv` module.", "id": "b141cd1b18348ab4" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-11-01T16:51:25.901192Z", - "start_time": "2024-11-01T16:51:24.841679Z" + "end_time": "2024-10-10T18:23:30.068291Z", + "start_time": "2024-10-10T18:23:28.992689Z" } }, "cell_type": "code", @@ -95,7 +101,8 @@ "cld_spd, cld_dir, _ = cmv.compute_cmv(kt, pos_utm, reference_id=None, method='jamaly')\n", "cld_vec_rect = spatial.pol2rect(cld_spd, cld_dir)\n", "\n", - "print(f\"Cld Speed {cld_spd:8.2f}, Cld Dir {np.rad2deg(cld_dir):8.2f}°\")" + "print(f\"Cld Speed: {cld_spd:5.2f}\")\n", + "print(f\"Cld Dir: {np.rad2deg(cld_dir):5.2f}° from East\")" ], "id": "5fcf7a2a50c72783", "outputs": [ @@ -107,22 +114,22 @@ ] } ], - "execution_count": 4 + "execution_count": 3 }, { "metadata": {}, "cell_type": "markdown", "source": [ "# Visualize the sensor layout in the CMV direction\n", - "We want to describe how the sensors are distributed in the cloud motion vector direction. So we'll rotate the positions of the entire field to align with the CMV in the +X direction. " + "We want to describe how the sensors are distributed in the cloud motion vector direction. So we'll rotate the positions of the entire field to align with the CMV in the +X direction. This corresponds to a rotation by the negative of the `cld_dir` orientation. " ], "id": "e5770aab6c893bf3" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-11-01T16:51:26.394072Z", - "start_time": "2024-11-01T16:51:25.934357Z" + "end_time": "2024-10-10T18:25:30.103066Z", + "start_time": "2024-10-10T18:25:29.504469Z" } }, "cell_type": "code", @@ -158,34 +165,36 @@ "output_type": "display_data" } ], - "execution_count": 5 + "execution_count": 4 }, { "metadata": {}, "cell_type": "markdown", "source": [ "# Compute Timeseries Statistics\n", - "The scaling of the cloud field is based on statistical variability properties of the time series. So we'll extract those in advance. We do so for a single sensor (number 40) that is centrally located in the field. \n", - "- `ktmean` - The mean clearsky index\n", - "- `kt1pct` - The 1st percentile of clearsky index, used similar to a minimum\n", - "- `ktmax` - The maximum clearsky index (shows cloud enhancement)\n", - "- `frac_clear` - Fraction of clear sky conditions in time series (characterized as kt > 0.95)\n", + "The scaling of the cloud field is based on statistical variability properties of the time series. So we'll extract those in advance. We do so for a single sensor (number 40) that is centrally located in the field. In principle, a more sophisticated representation could use the statistics of all sensors in the field, but that might be overkill relative to the uncertainty of the overall technique. \n", + "- `ktmean` - The mean clearsky index of the reference signal\n", + "- `kt1pct` - The 1st percentile of clearsky index, used as a representative minimum value\n", + "- `ktmax` - The maximum clearsky index, indicating the degree of maximum cloud enhancement\n", + "- `frac_clear` - Fraction of clear sky conditions in time series (characterized by the method as percent of time steps where kt > 0.95)\n", "- `vs` - The variability score of the clearsky index\n", "- `weights` - The weights are calculated from the magnitude-squared of the various wavelet modes contained in the time series. \n", - "- `scales` - The scales of the various wavelet modes contained in the time series." + "- `scales` - An integer representation of the scales of the various wavelet modes contained in the time series. This will be used to compute the number of \"layers\" of the cloud field computation. \n", + "\n", + "What we'll see in this data is that the dominant wavelet mode is at relatively low frequency (large scale). " ], "id": "ec008ca89673e2b5" }, { "metadata": { "ExecuteTime": { - "end_time": "2024-11-01T16:51:26.615398Z", - "start_time": "2024-11-01T16:51:26.425915Z" + "end_time": "2024-10-10T18:29:36.028415Z", + "start_time": "2024-10-10T18:29:35.860665Z" } }, "cell_type": "code", "source": [ - "ktmean, kt1pct, ktmax, frac_clear, vs, weights, scales = get_timeseries_stats(kt[40], plot=False)\n", + "ktmean, kt1pct, ktmax, frac_clear, vs, weights, scales = get_timeseries_stats(kt[40])\n", "print(f\"ktmean: {ktmean:8.2f}\")\n", "print(f\"kt1pct: {kt1pct:8.2f}\")\n", "print(f\"ktmax: {ktmax:8.2f}\")\n", @@ -222,14 +231,16 @@ "output_type": "display_data" } ], - "execution_count": 6 + "execution_count": 7 }, { "metadata": {}, "cell_type": "markdown", "source": [ "# Relate the Time and Space Scales\n", - "Since we rotated the sensor positions, we can now calculate the overall spatial size of the distribution along and perpendicular to the cloud motion vector. We'll also look at the dureation of the time series (in this case 1 hour) and its temporal resolution (1 second). \n", + "We need to determine how large the cloud field that we'd like to simulate should be. We calculate the overall spatial size of the distribution along, and perpendicular to the cloud motion vector using the rotated field positions. Using the cloud speed we can relate these spatial dimensions to time dimensions. When we generate the cloud field, we will assume that each pixel in the field represents a 1-second step in time, which also corresponds to the smallest wavelet scale. So moving 1 pixel within the field along the X axis represents either a 1 second shift upwind/downwind in space, or a 1 second shift of the time axis for a fixed spatial position. Moving 1 pixel along the Y axis will always represent a 1 second shift perpendicular to the cloud motion vector.\n", + "\n", + "Since the X-axis will ultimately represent variation in the time/cloud motion direction, when we specify the desired size of the cloud field, we will extend the X-axis by the duration of the time series (in this case 1 hour) at its temporal resolution (1 second), so that we can resolve a full hour for any point in the field.", "\n", "Using the cloud speed we can relate these spatial dimensions to time dimensions. When we generate the cloud field, we will assume that each pixel in the field represents a 1-second step in time. So moving 1 pixel within the field along the X axis represents either a 1 second shift upwind or downwind in space, or a 1 second shift of the time axis at a fixed spatial position. Moving 1 pixel along the Y axis will always represent a 1 second shift perpendicular to the cloud motion vector." ], @@ -238,26 +249,29 @@ { "metadata": { "ExecuteTime": { - "end_time": "2024-11-01T16:51:26.692842Z", - "start_time": "2024-11-01T16:51:26.682649Z" + "end_time": "2024-10-10T18:33:54.282571Z", + "start_time": "2024-10-10T18:33:54.276562Z" } }, "cell_type": "code", "source": [ + "# The extent of the field in space and time\n", "x_extent = np.abs(np.max(pos_utm_rot['X']) - np.min(pos_utm_rot['X']))\n", "y_extent = np.abs(np.max(pos_utm_rot['Y']) - np.min(pos_utm_rot['Y']))\n", "t_extent = (np.max(twin) - np.min(twin)).total_seconds()\n", "dt = (twin[1] - twin[0]).total_seconds()\n", "\n", + "# Convert these to advective time\n", "spatial_time_x = x_extent / cld_spd\n", "spatial_time_y = y_extent / cld_spd\n", "\n", + "# Determine the desired size of the field\n", "xt_size = int(np.ceil(spatial_time_x + t_extent))\n", "yt_size = int(np.ceil(spatial_time_y))\n", "\n", - "print(f\"X Extent: {x_extent:8.2f} m, Y Extent: {y_extent:8.2f} m\")\n", - "print(f\"Time Extent: {t_extent:8.2f} s, Time Resolution: {dt:8.2f} s\")\n", - "print(f\"Field Size: {xt_size}x{yt_size}\")\n" + "print(f\"X Extent: {x_extent:5.2f} m, Y Extent: {y_extent:5.2f} m\")\n", + "print(f\"Time Extent: {t_extent:5.0f} s, Time Resolution: {dt:8.1f} s\")\n", + "print(f\"Field Size: {xt_size}x{yt_size}\")" ], "id": "8925b0448ebf99d5", "outputs": [ @@ -265,23 +279,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "X Extent: 1919.58 m, Y Extent: 2023.44 m\n", - "Time Extent: 3600.00 s, Time Resolution: 1.00 s\n", + "X Extent: 1919.58 m, Y Extent: 2023.44 m\n", + "Time Extent: 3600 s, Time Resolution: 1.0 s\n", "Field Size: 3698x103\n" ] } ], - "execution_count": 7 + "execution_count": 10 }, { "metadata": {}, "cell_type": "markdown", - "source": [ - "# Generating the Randomized Cloud Field\n", - "The function `cloudfield_timeseries` generates a cloud field from which time series can be sampled. The field is generated by creating a random field of cloudiness, then scaling it to match the clear sky condition properties of the reference time series. The output field's first axis (rows) represents the spatial dimension perpendicular to the cloud motion vector. The second axis (columns) represent the spatial dimension along the cloud motion vector, which coincides with time axis. \n", + "source": "# Generating the Randomized Cloud Field\n","The function `cloudfield_timeseries` generates a cloud field from which time series can be sampled. The field is generated by creating a random field of cloudiness, then scaling it to match the clear sky condition properties of the reference time series. The output field's first axis (rows) represents the spatial dimension perpendicular to the cloud motion vector. The second axis (columns) represent the spatial dimension along the cloud motion vector, which coincides with time axis. \n", "\n", "Each pixel represents a time step of 1 second, either in literal time, or associated with a spatial shift of the equivalent of 1 second of cloud motion. In this case, where the cloud velocity is around 20 m/s, this implies that a shift along either axis corresponds to a 20 m spatial shift. " - ], "id": "b673a7962eb556ee" }, { @@ -315,7 +326,7 @@ "output_type": "display_data" } ], - "execution_count": 12 + "execution_count": 17 }, { "metadata": {}, @@ -503,20 +514,7 @@ "internal_clear_mask = _stack_random_field(weights, scales, internal_size)\n", "internal_clear_mask = _calc_clear_mask(internal_clear_mask, frac_clear, plot=True) # 0 is cloudy, 1 is clear" ], - "id": "137c665593d5a9fc", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 63 + "id": "9ef2fbb1e0f452fa" }, { "metadata": {}, @@ -559,11 +557,9 @@ } }, "cell_type": "code", + "outputs": [], + "execution_count": null, "source": [ - "\n", - "\n", - "internal_field_final = _scale_field_lave(internal_cfield, internal_clear_mask, smoothed, ktmean, ktmax, kt1pct, plot=False)\n", - "\n", "# Plot a timeseries\n", "plt.plot(field_final[:,1:5])\n", "\n", @@ -571,7 +567,17 @@ "plt.plot(kt.iloc[:,1:5])\n", "plt.show()\n", "\n", + "# Convert space to time to extract time series\n", + "xpos = pos_utm_rot['X'] - np.min(pos_utm_rot['X'])\n", + "ypos = pos_utm_rot['Y'] - np.min(pos_utm_rot['Y'])\n", + "xpos_temporal = xpos / cld_spd\n", + "ypos_temporal = ypos / cld_spd\n", "\n", + "sim_kt = pd.DataFrame(index=twin, columns=pos_utm_rot.index)\n", + "for sensor in pos_utm_rot.index:\n", + " x = int(xpos_temporal[sensor])\n", + " y = int(ypos_temporal[sensor])\n", + " sim_kt[sensor] = field_final[x:x+int(t_extent)+1, y]\n", "\n", "plt.plot(sim_kt[[40,42]])\n", "plt.figure()\n", @@ -591,108 +597,7 @@ "plt.hist(np.diff(field_final[:,1]), bins=200, alpha=0.5)\n", "plt.show()\n" ], - "id": "8b50c8cd3035a0e2", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9ebwlRXk+/lR1n+XeubMPDIvDqigBRUSjoMbEBYPGJEbzIzHRYNCvhkRDiFmQaKLRoMYFd2OU4BpxRxRU4gIqis4Asu/LDDDD7PfO3c7p7qrfH11V/VZ19VnuvTP33Hvr8YNz7jl9+vTp01311PM+7/syKaVEQEBAQEBAQMA8gc/3AQQEBAQEBAQsbQQyEhAQEBAQEDCvCGQkICAgICAgYF4RyEhAQEBAQEDAvCKQkYCAgICAgIB5RSAjAQEBAQEBAfOKQEYCAgICAgIC5hWBjAQEBAQEBATMK+L5PoBeIITAI488guXLl4MxNt+HExAQEBAQENADpJTYt28fDjvsMHBerX8sCDLyyCOPYMOGDfN9GAEBAQEBAQEzwJYtW/CYxzym8vUFQUaWL18OIP8yK1asmOejCQgICAgICOgFY2Nj2LBhg5nHq7AgyIgOzaxYsSKQkYCAgICAgAWGbhaLYGANCAgICAgImFcEMhIQEBAQEBAwrwhkJCAgICAgIGBeEchIQEBAQEBAwLwikJGAgICAgICAeUUgIwEBAQEBAQHzikBGAgICAgICAuYVgYwEBAQEBAQEzCsCGQkICAgICAiYVwQyEhAQEBAQEDCvCGQkICAgICAgYF7RNxm55ppr8JKXvASHHXYYGGP45je/2XH7rVu34hWveAUe//jHg3OOc889d4aHGhAQEBAQELAY0TcZmZiYwEknnYSPfOQjPW3farVw0EEH4YILLsBJJ53U9wEGDCay0VE88Gd/jr1f+/p8H0pAQEBAwAJH3117zzjjDJxxxhk9b3/UUUfhgx/8IADg4osv7vfjAgYUW9/6r5jatAlTmzZh5Lm/g3j16vk+pICAgICABYqB9Iy0Wi2MjY1Z/wUMBrLxcdzzgtOx73vfM8/d+/wXzOMRLS2ke/ZATE3N92EEVEC029jyV+fgwVe/GumOHfN9OAEBCwYDSUYuvPBCrFy50vy3YcOG+T6kAIWdH/4wki1brOfExAT2dvEOBcweE7+4DnefehruPPkpSLZune/DCfBg6oYbMf6jH2Hy57/A2JXfne/DCQhYMBhIMnL++edjdHTU/LfFmfwC5g/7fvRj7/Nb//l8ZKOj1nNpJg7AES0dTN92m3l8z+88dx6PJKAK6c5CDZlzwnjTl4Fvnwck03O734CAAcBAkpFGo4EVK1ZY/wXMP2SWIdm82Xru6MsuM4+n77zTPP7yxi147AVX4sqbwwp+riBbYRIadGS7dhWP9+6d251//bXAxk8Dd3x7bvcbEDAAGEgyEjCYeOT8883joZNPxjGXfwvNxx+HZc96FgBg4ic/Ma//41dvwrfqF+C0z5wMsSsoW71idDLBVzZuwb7ppPSaaLXm4YgC+kG6Y6d5LNvtrttP3XwLsvGJrtvdvGVP8cf0aPWGAQELFH2TkfHxcdx444248cYbAQD3338/brzxRmxWK+bzzz8fr3rVq6z36O3Hx8exY8cO3HjjjbiNSM4BCwNj37rcPD7qf7+IxuMeBwCI164BAOz6708hU2bjY9nDeNyeh/DIt1fjob8488Af7ALF6z+/Cf/w1Zvwr5fdWnpNThdkJD700AN5WAE9gqoh3cjIvv/7Pzzwx3+Mh17/+q77/fLPyHgpUqC1b6aHGBAwkOibjGzcuBEnn3wyTj75ZADAeeedh5NPPhlvfetbAeRFzjY7Ur7eftOmTfjiF7+Ik08+GS960Yvm4PADDiQaj3ssAODgf/xH6/n60Uebx6177gEAHF97FHvvHwYATNyzB+Ot9AAd5cLGz+/LZf7Lb3qk9JpsF2Qk270btz/heNz+hOMx+atfQbbbGL/66p5W4wH7D4KE0rr9Frs/+zkAwOTGjV33GyUko/DKfwQ++gxAZDM7yICAAUTfdUZ++7d/G1LKytcvueSS0nOdtg9YOEh37QYALDvtVOv5ta95DXZclNeSgchNq0cPTUJmzGxz05ffgdP+/F8BxhDQHY04Kj0niDIiScjmwVcWSuTqV74Sh1zw5v17cAGVkK2CgMikMxmRae8EPW47SsjYQ0AyBTRG+jq+gIWJ7fumsXcywXHrl8/3oew3BM9IQE+QQiDbnZOReO1a6zUWx6gfe2y+ncqgWSFGIcnC7bR7PwB874IDc7CLAD7KJnvwjOz53Ofm/mACegb9jWTSmWzIrHcyErV9PpGwyFsKkFLiN9/5A5z+gWuwdXTx1hgKZCSgJ8jpQn5mQ8Ol1xlX06eSjlnWghTOlPqLj+6341ts2NdK8Qcf/Rk++7XLgL25AZiGaargqlYBBxZWmEZ0SW1Pew+z1NPx8pMypM4vBdyzfRxHsEdxef3NGLvm4/N9OPsNgYwE9ASaycGbjfIGPA8r6AGYZ22ILIRkZoPDH/4uXnXzq4CLTgSSaStMo3HQGU8AGxrC0CmnAIB3m4ADBxqmQdaZbHQlKwSBjCxdPLx3Cn8bfx1P5A/g8ZveNt+Hs98QyEhATzDycxyDxR6rUaQuJSEgpQT3KSMH/8b+PchFho/VP1T88d1/8oZp6mPX4glffjfWve7/AbAVrIADD3r+uysjvYdp6pkn/Td48ZYEvrrpITyWPTzfh7HfEchIQE/QgyxveFQRAEwrI1mGVipQR1IOaYeVXF94SK4r/ti3DelEeXUc1QRwx3eAqby+RT+r7YC5h6ChtC6/RT+/VdOrjAQyshQwOpVgJbrXolno6DubJmBpQodpWLPp34AoI1PtDA3mISPToeFhd0icHV2JHXIltsk1eAxTJCNqYPeunXBzJ3hdApv+B+zRLwBYB/RhigzYDyCmVdkt9bYPZaQpQphmqWL77r04ij8634ex3xHISEBPmIkyUlq3hcqRXXEiux9vqX0egK2MsNsvQzJ+XGn7qKYmJBURk6Ef0LxCUp9Il99CJuUqu1UYEr4wTfitFzt2jrdQ230X4B92FxVCmCagJ2hjZFdlJBNIhUADCSAdz0gyEVbuXXAo220eH4Ld1msHib2l7Xktp3y6fIuc3Atc/R7glq/vr0MM6ACLjHRRRjqRkWxsDOM//ZnZ37CY9O1hJocYsJ+w9xvfxI6PfhRiDn1bf/2F67GCFb+9YOX6Q4sFQRkJ6Am6SRvzZdKgUEYgMggB1JH6F26tMWB4zX46yoWPBooJKmb2CZSe7KSonm/DmJqY9m0HfvTO/PGhJwFrj90/BxrgBwm9dFOpOhU9e/DPX4nWXXdh/VvfgjWveAWGZVBGBhnJtm3Yqnp31Y84Aitf8pI52e9dj+7Di9g28zeXWb6gixbf1B2UkYCeoD0jvFGhjPD8UpJCIhUCMVJr4TYl6wCA1sReXHffLiQhnNAX0hZD1rJXRbwmwPQdrP61PI0ffgowvgOd8NO7d+LlH78Wmx7c03G7gN5gh2m6KCMdyEjrrrsAAPuuugrtrI1vrN6LX7gLgUBGBgbTt99uHiePzF2n8nfjQ3hn7WL7yXRxFj4LZCSgJ0gTpqlSRrSBNUMmJDgkJAnTTGAZAOCjV16PMz/5C7z3e3fu3wNegBBCIoJ/Atty9Vrv8xp/0v6X/IEbGrvryo7vO+/LN2Ljg3vw1stu6fk4A6pByUi3bJlePCN82TJ89rbP4rsrM7z20PXODgIZGRRke/aax2LcYzaeAe658xacLn5SfiHr3Wu0kBDISEBP0NU/Wb3u3yDSBlaBTEpETFjKyFqZr7z33nkNAOC/rrlv/x3sAkU7E4ghcGethr89eB1ubNQxhQbe2P4bTO8un/e0thx/0f4n/EX7nzDKcrK3V4zgj1tvNdtMTHWOX2/fl/+ud2+fmwF0yYOqHd3ISA/l/RnjuG9vxb0SUnsHBmJy0vt4Nrj5F//nfyGQkYClDKlKV7O4lj/RngSu+lfg3h/lzxNlJM0kGKQ9VqrHb6995gAd8cJDOxOIWIYL167GD5cN4y3r1mJCNnCrPNK7fRxHuFqchKvFSRAqXpNJhl/JJ+Db2dMBABPb7u7ps4dqi9cYdyBB1ZAqZURKmasivZCJdBKtu79n/twekd8pKCMDgxmRkX2PAh98MvCrT3tfbkxVpPNmi7MzdyAjAT1BpjkbN9VXr/8M8LOLgM+9NP87KlJ7MyERQVgVWMMarjuSNFdGNg3lvpwH6jU0h5cj6eAzf+BdL8YD73oxvv+m3wEAcDXBXSeOBwBEe+/vqWv2cD2QkTkBVUYqPCPb/u1tuOuZz+ptfzvvQjK91/z5h4cfCjMVBTIyMBCThcG41waI8kt/Cuy5H/jOed7XaxOP+N8YyEjAkoYaZA0Z2aY9Biq1lBQ9SxUZoQxks3Ti3QEl5GEaeyAbWb4KQxW1XSi4+l1W1jmu+YffQdTMW423Jifwx+/8HP7nK+VUX0pSgjIyN+jFM7L30kshxnorAMjSSbRZQer3RRwP1xZfJsVCh5wiplLR29Lrod0kQ2pyd+n1oekqZSSEaQKWMIowjZq0XHauUntv3HY9PnPX+zDNbGXkX1p/Sfe2Pw91waKtlBEL9WVYvmwItWU5Sdnw27uK18gkpc+/mJjA4XGC1atWAQAe3bkDn0nehFff+mrT/VfjGzcU/S5GmmGCmy2kELZPpEs2TU9gQMpsU3JiKtwFZWRQYIVmRIZk+3bc9wd/iG1v//fK9+zYleC+Kw/C9l8vB95zdOn1lclO/xuDMhKwlGHSELUyMuY0buL5AHnFvd/Bjx65DF9am1kh8TvkBvO4VpExstTRTkUpm+bVtb3gUc0QO11XBDBFV/PHUXErP3jWq8FrwwCAtXIvljFllByzZd8v/WoLGmhjNcaCF3Iu4JCPuegTxDzE3XD8QEYGBmKiICMyExj7zhVo3Xkn9nzxi5i49lq07rsf03feCZmmePi88/Dwf/03lt0/hdZoDbtuz1VMXPy7uY9I3YwNWZHCu0iVkbAcCugJhWdEGVj3kVx6kZmiZ1yNj7tqsASQRBZhgBpSpCxcei5aqUANGSIpkanV8EZM47G1MTPvME5OKl0xE2Nj6/bbwX//9wEAa9i+Yhtn8nr+Ew7ChQ+/GoexXTir/d9z+2WWIKSrhPShjEgpwVi5qB08T5m9BjIyMKDKyPStt2Lf9wrT8ea/PLv8his8Kfebfw68bRUwvA7Jn30dDdkGGDD1/Hfh6m01HHfTf+IYvg0Qi5OMBGUkoCdoZYTpSW+KFMnK2qYcvJ4rH6xLtMjllcImIzH3jLJLHO1MgCM1RETjnhXvMtL8N5cv876XRbbnI2rk240wktqb2mm+7XYbx/KtGGJtPC4JdV9mCx3KNOhHGancVpbUEWHCNEHOGhRQMpI89NDsdja5E/LH70aT5eGY2tGn4eFDnlcY2UOYJmBJQ3tGajGEkGi1CTvPkkIZUePjnpihTZd1kkGq9NM6UkSBjJTQTgU496+mp2V+7j61ZkXxJCEtLhk5/OabS/vIEoeMJMWg1vQ1YgvoD04WRV9hmoptGZPgDufIQphm4DBXtUU06nd/ByPIwzRxYxi1iPVFRraPTeOHdzzaUybdoCCQkYCeQD0jH/nRPchSm4wYZYSMj/Qxg4TkeYinhhQ1Hi49iitu3oo/+eQvAOZPC4zVuRTktLWVXLttYht2tuxy7o/9xldKc1W77SojxW/Y8DZiC+gHJfLRZ5im4pVSpEYEA+vAQUz1V6I9XW1XVH7S5H+VtjFer7iJWsQLdbkHz8if/vcv8JeXbMQ3b3y467aDgjAjBPSEIkwT445tY6iDkpF2SRkBfGQkryJaYyl4UEYsnPOF6wEAjJCRM8YLtUKfy5QIIBPtcTzxM0/EC776Arz4W+XGXCK1z3HasgfMNiGUZ6VfnfGxByik3ZWRkq9EoyolmJXJSNEvceGsehc7fKX968ceiyO/+AXwkRGs/KM/sjqetw46xNq2Jeo4avqLOGr6C+Wd14YQc4Z2H8rIvTvyseOyGytqlQwgAhkJ6A1ZUWfkoOHI7igr/MpIZI+pEEQZCZ4RP5iqMxJLiXP2jOZPSmmUkdWkLT1tQyM8d7Lb5Tdp2cpI0i4mz4MQGuXNFtKtL+EhHpX9aCpSgplXGTEf2PcxBuwfyLT8ux5x8cUYfspTcNwvr8Nh//FODD/lKQCA+pFHYnLtOmvbPzzxYPWI4fXtc+0dxQ3UY45EajLSu4G1GS+c+kGBjAT0BJkoMlKLkbUcSd/yjKgBWUpENPEDwpCR4BmphmT5RFSTEsvUZENJ3aMVlVKF53QKh4ykTphGLlJX/rzBQw5cdaSKjNAwjdXNl7GyMhLCNIMH17xcqyFel4didKuMQ976Fqx97Wtx+EUfwOTqNdbm73zx43HnO34Xv7zgedgjl9v7iocQcz4jA+tCGmcDGQnoCWaAjGIkLcfsmCUmtVSHaSJnnGQSECqdt4YUtShcej7oME1NSqzKBA6uLbfUpr/eu5duDAD42u9/De977gdK+3rggYOtvx/eudf6W5LJbFT6s3QC+oDPhOrWHkkrSoXTMA19DycEX79uDKwzOciA/QH3d60ddFDJVF4/6igc/Pfn4YP7voUf1q6x399uoxFHOHh5E7953OHm+RQREMWOgXVxLiLCjBDQE3S/hZ8++nNcI96NbfRGy9qG/XMB1HizTEYgkZEwzUJi7AcURhkBagAuO+Fv8Bvxy83LfzpR1A1Z01yDm//iZhy3+jg876gXlHaV3WKf4+/9+kF7AxLy4W7l14C+UQrTwGNMrfCMWAoKmdgYAOmkeoc6I4OHEsmM/XWUhBT4/O2fxy0H7bWfbxdqB6sPm8cJz1tB1CKONiqqXy8SBDIS0BvUzXbto9dhnD+KNx1MYp6OMnLU8JNw+qjN3pmUyJgiIywLnpEqKDJSV8vekeYaPL72QvNyZJVd7e8cHjRsb89lMYDGyCB67KkRUAEfOXCVkayCQFSFaSBL9Yq3ytXVnxcwL3DJiLeAHYAdkzsAAFsOYvjAH5Dpl1wnvF6olCnLyUjEGaagDLDt3tLwm2hhmRjtadtBQCAjAT1Be0YydcX8ukmat4nElCPnAohYA2fttjM3GIBMhWnqSBFHgYx4oeqMxHpyqjVRZ5b5Zsb4y+RL1t+SKCMRMiRzUL58SUOdv5SMqiXyUUUgqsI0UsCx/gRlZBDhKiOR39u1fXK7efzz3+AQQ/njW7f92qhovFEoI5nKQIwjhn1SbdwiVZU9yPcj8d36P+Md950JjO/o44vMHwIZCegJmvln6h572hQxQ2Zt06iNS4AjQpzZq2wmpYl55mGacOn5wJgmI+qJ2jDq6jlw2a8YYu/bNRkQ8hFBIMmCMjIb6FALTb+WiSOpV4ZpiDKSpOR5YljVu2DBNDJoKIVpKpTf6cw2ke9W0Zx/++m/4lv3fit/a6NQRvRPHXOOcfRGRpJMooEER/FHUZctYPutPX6L+UWYEQJ6gvaM6FXfFL3ZsraljDDUwJ1VNoNLRvb/MS9ESOXdqGllJG6ioSYdxpzJZ5biEg3TREwidTMCAvqD+s0ycm0/9FfnOJtUEAiqcpBKriITSEvKCC+/J2DeUOrWDJjsQhetrGX9rRd3sQC+cc838sdEGdGXUhwxjPeojKRCoAZKjhaGCh2mhIDeoJi/rmcxRZfoWeooI3GphHWujOTbBGWkA7Qyole9tSHjH2HOKSsnfdp44HDbRDcdjdgbOJNZUpXpEdAb1IRE06ynbrzR3qaXomfk8WQ79SgjesNARgYB3gypivGtleZkZL04BOvT1PyWXACHj+RZNEP1Wmk/MWeY0J6R1ljH40lSiZg6jWYjpx5AhBkhoCdo6VgrIy1WoYxIgCFG5FFGJlNNRtzhNcBAFZMzYZq4gZqadMrKSOezWL65ndCZsAdRQTsxB/QPpXr4CtCZTSp8OVadERKmYVKW8pyy0ChvsOAhI6yCjOgwTSQ5Ln14mzHyx0Ji1/QuAECzVrw3i3I1JOIME7I3A2viKiNiYSiegYwE9AS9WtOyYtshI0YZEQBDBO5kZnBI7G7lz9VYuqAaOB1YKDKCIkxT06ucLnfr4R/6oPU3d2Yx5tarcAaplVf+TX+HGmBB+z5kJ45YZRIW/jANkxKpm9qr/w7KyECgL2VEhWliybFWCByKYtzcPbUbANCsFSEeGecEpBZxTEIlDSSd+0glmUDdIiMLQ/H0J0MHBDgwBlZ1j03TAVJKSxnhqJUKNUECo20GREAT7ZBGWkIKIIZk2jOino4bJpumJIQ4TzSOOcb62w2VAfkK/OzPbMRkO8XjpU1Gmg//fKYHHwAYcuCrhmtQpYxUhGkYiuyZmNWQyiRk0wwYvGSkwhRHyQgAY3SNM2D7dJmMZLURtTuGKU1G2l3ISCpRow03F0iRtKCMBPQE3XtBkxFLGZGZpYxARiUDKycG1n+rfRZ/N/6+OTu2dIEw/ypcfu/lGHn8vyIauQ2S6zANUUZ0mMbHLiic1RhzlugMAq1U4Id3bMcv7tuNHWO91SsI8ENMTGDbO/8Dk9dfr57If6dOykhVmAYdwjTaV1CP8jTPEKYZLNDfS2NPy1/fQ3tGYnWRMEVGuAR2T++GlBJDhIzsOfx3AAA1zkmYZrzj8eRhGrLQWCBtH/omI9dccw1e8pKX4LDDDgNjDN/85je7vufqq6/GKaecgmaziWOOOQaf+MQnZnKsAfMJp85Ii5FEUSmMMvJbt0ocvG2sFCKAlEWjJwDPbf9oTg7rmoeuwcmfOxnv2zh35OZA480/fTMYzzC84bPlbJqojlqFgbUERylxLSaQEm1S94I5K2vJglDaD3Z86MPY87nP4cFX/BmA/ROmgZSGfBgyErr2DhayMhl5YPxBz4aFZyTW8pkaN+MMSESCl172Unzg1jfipa234r3JH2PHCX+ZbxYRZaTfMM1iVUYmJiZw0kkn4SMf+UhP299///140YtehGc/+9m44YYb8OY3vxlvfOMb8bWvfa3vgw2YPxjPiM4qZKy43KUwyggAvPyzP/CsylH0VphD/NM1/wQAuOTWS+Z83/MBE6bRTzCGmg6ndDGwur0wypnAEu20moyMHvW7MzrmpYrW3XfbT/QQpqmqwEqfd8M0qVFG8qtChEZ5AwVfmKaKkBZhGp1Gkw+odeUduXf0XtwzdgtujA/CR7KXYkgVl7SyaboYWNNMLkgDa9+zwxlnnIEzzjij5+0/8YlP4IgjjsBFF10EADj++OOxceNGvPe978XLXvayfj8+YJ5QFD0r7rIWY/kKXmRAVKSjrRydgJsCwKVAez+QkUwujButV0jFIGIiwWsyUlJGXBOJE6YpGVghkZBJTzgruqwWmuX1g9Ik1EOYppJAkOftME1BPmpckxG9YVBGBgE+MiKqip6lfmUk7/pb3L8smoJMCv9IzBkmZU5MZHsiN6NXZNO1MzubJklaqHm3HCzsd8/Iz3/+c5x++unWcy984QuxceNGJBXttFutFsbGxqz/AuYX2jNCS123iKu/VOTHszwsKSMLhLEfSHx2nSYjxXOxCdM4qbmuElIK05TiNJYykrhFzsJKuy+4k5D2g3SkCFV1RgRVRor9bo84UUbyMI0I2TQDBZ9npKsyosZHHd5+wsrHWdsxnlfuHWnkY2bMuQnTMEggtSu5UiSpsAysP7trWy9fY96x38nItm3bsH79euu59evXI01T7Ny50/ueCy+8ECtXrjT/bdiwYX8fZkA3pHaYBiAmVpmV3ePOiMxJ0TODRdp9ci4QkxMYKdLmLoRcMuL2w/AVnqNkJHX9C4tMZdrfKK2IdZ2RjgZWP1WxwjeEsNzYqBvPSEkZCZ6RwYDHM9IttbduPGH5PbsmXuW8P99uuK6UkYhhUodpgI6hmlRIyzMyNtHZYzIoOCDZNO6KTdeYqOpseP7552N0dNT8t2XLlv1+jAGd4ab2AsCd9bp6UZaUEenWsCbZNAaBjFSiJiWw5lgAANOTk8suXDLC3GwaAAc9ofgbEi1CRkoTY5D9+8NMwjRVamBVmAaFYTXm+f0TwjSDBV+YprLomVI0TOq+WsSN8Ka13ePW1/DMx67FmmV1tRmDAMe0VAGXDmTEDdM02cJYZOx3MnLIIYdg2zZbJtq+fTviOMbatWu972k0GlixYoX1X8D8wqT2kvnvw6tX5Q9EWRmZfrRu/X3M2mG0pUtGZp+Su1iLp8VHPRv4fz/O/1CDXUkZqdvnmDlx6tV7U2zbcTquOPTt6hk7m8Y19rCgjPQF6YRc5GxSeyvCNFwUv1KN13DkoxLcRLcX57W/0DCTomd1LZ+pRdxRyzYYsgkAZ//WYfj82U83C3ZdqbUXE6trYF2OoIwAAE499VRcddVV1nPf//738dSnPhW12kKw1QQAxWqNKiPU1V8KGTha9SlHrNovyshCrzFShXjkUKCZk/C0nZ8n7Rk55G1vQ3TQOhz2rgvtN3nalu/50lex/ouqGygkEppN425cNVEGeFHlGem16Nlh73k3akceYb0XgKW4MAlI9Usdc9c4/vPiDKd/paU/cBZHHzAXmLrpJmx+zWtKz5fGQ4VSmCbOt9swfDiuPvNqvODIF5jtaOQgUmSkl/TexFFGRsTC8Fz2TUbGx8dx44034kbVAOr+++/HjTfeiM2bNwPIQyyvetWrzPavf/3r8eCDD+K8887D7bffjosvvhif/vSn8aY3vWluvkHAAYFerUlex2Pa+Y108qS6oaQorQTcRXaNewysc0FG5OIkI7WoUD0OHsrP2zgbAv7ye1h95v+Hx11zDZpPeIL9poqw5/Cjj5jH7ZSmjbphmqCM9AOtFpq/lVLiKiMW0VCPG49/PFb+/u+D6dAaVUbIb/T0uyR+44H8d/qNX+8FACzTi+JFqgouJDzwJ38KOTkFwDb3V4VpNBlpCNszgizFivoKjKiKq7oeidkfY1ZGTafCZ0kmUCcG1jpfGPd132Rk48aNOPnkk3HyyScDAM477zycfPLJeOtb3woA2Lp1qyEmAHD00UfjiiuuwI9//GM8+clPxr//+7/jQx/6UEjrXWhQAySLmjh1Mh+Ep3WRLJmVVgIys0fkGmNIXQNrWNlVIooK4nbQcH7eosf9NnDEMwD4/VZVAyBFZzISfo++4GRRCOEnI3ZHXnWO9W+l7htZEaYBgL//cv47RSXuEcjIvIP8bikZ3krZhQraM6KXGnrc1CpbU/WimfZky1gm1g4l4ZNMWhVYrWqsA4y+Cz/89m//dsc4/SWXXFJ67jnPeQ6u1yWTAxYcpBDFTcebGJYpgDqm9OXjVUbsETnmKNcZCZNfJSJSDVWHyJYta3R5k38AFOT5hEygPJCRWcH1jGQqZCgYcO1vrcNp1+w02zEdkjal/bn6V90n6v761r3fwpabP4fnOp/FhSz3GgrKyEAhiYCmEsu6hWlq+lZTXjuthnUkI5xjUvQfpmGLtQJrwNIDjY3LqIEhFRqZYuqGEx5lxMmmiRmscvD5RmHyqwInZjZ9/lnc2WNVlZ0micrSzjooI6HuS18oGVhJmOb/Tj/IPP/3PzgXl9xyif0eTd6dMM0FP70AD+65r/RZUQZErhkl3D8DhYQMb1XKSFGBVT1hlJGcMDQjRUayMhmJrCqsncM0FhmRgYwELBaQ4nSCNTGkZL+WHkilLCkjoqSMsLJnJAymlYh4QTz0QMXiLkJmxWpMkvcliV1q3Nmyn0MMcAy/NEyTkHTKax/6Kd63SfVO0mUNSmGa4tz7+iHm3bA7OWMD5htWmKbiXjRhGl30TF8Hma2MTKVTpffWot469yaZXWeELRCTfyAjAV1hrQBZzeTI06Jn3TwjEfMYWAMZqQRVRkxqbzcyUuEZEURR6aiMBNm/P7hkJCvCNClpDETL8rvKiFaz2kkx+cQegYpJD0kJv9dAgRpYq8zkJkyjf7pYhWlU+NQoI54wTWQZWKtTe0vKSCAjAYsFVpiG101H2TZt2MU6e0Zq+8EzslhrjABARHr96IGK1TqTkcowDVVGOhlYgzLSF9zrj9YZyUgNF8t46hpY1b9/98Nz8fD4w/lTntuCSd/z4fcaJFBlRFb1plHhl5qjjGiSOhQPWdtRxJwXBtakU50RgTojoZkFsugLZCSgK/RkKBjAZM3kyCekR4abAVAK02DulZGF0CTvzt13YuO2jX2/z+cZwUzDNFGPZGQRk7v9glKYRqW/MyCVmfk9LBLhGFi1gZFJif+9/X/zpzy3BZeebJoFMsksVmT79ll/p+T29NWayURm6iK5FViNZ6RLNo1peZe2Ko+rnUk0QcjIAvGCzX0b1YDFB9IkLxIxamoSMx5VkUFmbs0FJ0zDPQbWWd4kiXA+U8pKdWA+IKXEyy9/OQDguy/7Lg4fOby0TVZxDqIZGFirpGFBSEyaBc/InMEhI7ToWSpTMM4hs8wKr5jUXkVUdJ0RLoHJNPcBRJ7+NSFMM1hIHnkE9zz3edZzNEzjq8KrQzQAUUasrr3dwzSmPEKHsTPJBIZAycrCIK1BGQnoCi0hCg5EMjas3sTFpQAfGrbeI0rZNKzcKG+WK7u2UzRNDNhKcYJIqXftvsu7TVXRNj4DA2slESPP0zoj3B2kwuTWF9wwjSBELxWpXxnRTQ+dMA2TwHiSZ0j4lBHm7ic/gpkeesAssfcb3yg9Z4VpPLciXTxplauqzshU5jGwco5MTdmygw8kSQWarBgb2QKprBzISEBX6BsljYBIRMYzYsQPmaH5m0/FlaeQO9C5G/11RmY3mLrKiBiwFcDOqaIrtV71ukgqagDMyMBaAUZW2naYxkWY3PpCRTaNYAyJSMxEo0mElLIobmbqjBRkREv4XjLiy6YJ5HHeIKfLYZIkKn4f4fGM0LByrMcqHaZRYW7tGWl5wjARZ0hlfk1t3dM5tddSRgZskVaFQEYCuoL2pYlEbDwjmVFGJGTM8T+nR7juOP/qfH9k07h9aQbN0Lq3tdc8dlUcjareOpz4PHo1sFaBEUmXKiMl8jFg52/g4YZpZGFgTbLEKCN6FZzKtDCwRrYywkUPZMR9foFMMosSnsy1rIsyopVbpv4HkBRgVxmpSO3NlLrcanfyjAg00cKkUkTZAqnAGshIQFeYjr0ciAUnykgRptFEoKpjqZ+MzNIz4qgKgxamoQSkymzrqjsaEStGtp4NrBWgZKSzgXWwzt+goypMI1lOLFxlJBUppAnT5K+Z5q0S4Mo/UmVgZSWyGMjjvMGjfCSEjFQZWIH83maamDgVWFc1VgEA9rT2lK6vRhwhVVM26+AZaacSXzp4H0478jG4rxYvmPs6kJGA7lCDbK6McNTVPWLIiMgMEehERuY6tbctBtszQo+vyqhaqYyQVOmeDawVYFlxXrKMekbCZDYrlJQRHaZRJDOyyUUmMkCHzHRKZ49kxK+MhN9vvsAbzdJzvSoj+e9sN8rT9/jKxkoA+bjghnY5h1FGog5qR5IJXLsiQ8YYvrhi+YK5TgIZCegKfaPkygi8ykg3MhIzNufl4EvZNAM2uVJlhBpV0z17sPerX0U2Pt6jMqIMrBWpu13RszIyWOdv4NGhAquELJQRHaYRqcfAqqR0WUxWlWQkNMobGPAVy0vPZTSbxvMerY5GPAJTnhEWKzKSFUXPdAjHDdVMJcIoI3EHfxwNxa7NMrAFUAIBCKm9AT1AexbSKG/YpVN7hSEjmSECVcNjzOfeMzLwYZoKZeShv3kDpjZtwuTGTUj/+bXe91JlxBhYZ+wZKc5LElJ75w5u0TMSpgEASfwgQE5IuZPaK1lBRvRk5St6xqVtRM7fPFjX+5JCWp7gU2utUL6XdNiFgeUvM7LA0L4wxtCMm5hKp0pkZKKVQugwTQeCkSR7oBMX12ZiwSwygjIS0BV6ZZ5n00hiYFWDocjMjeaLlQJAxEiOvMYs64wMepiGkiXqGZnatAkAMHbFFb0pI8ksPSM05ZSEbDhzztcCGbQGFUI46qBLRkRq1BTTrTcq6ozokF0oBz/4cJskAnadEd9IZJQRFpm0epPaS/ZnqrA6tUYmWimpM1Kd2rtTXGEeR1KCLxBlJJCRgK6QCSl6JqWpM2LCNJAmrfZAekZKqb0DRka6GlgZ6+gZEe02pu+4Y/aeESkg1A/T9qzoCoTJbTaQovCMADDqx1HbVcVikZhtwCNgzwPQ55zL4nr2NcpjEnC5Y/i95hFZ+b7NusymxjPCuSGSJkxDWm5UFT479qARU2ekIxnhN5rHKWMIRc8CFg0MGYmASAjjGRF6MJRyhtk0s6wzsoDCND7SIdvtjsrIlv/3Otz/hy/FxE9/CmDmdUYgJYQKymShUd5+A/WMAEC2eQsA4LXfy6/LXBlRk9D0buCDJ0FuvREA8MofCPD7rgfgV0a82TTh95o36OyXaO1a85xlYPXMrFQZMfeeqcBajA9aGXHDNP98xhNMnZFOYZp1ycHmccpgMncGHYGMBHSHISMMkSRkhCuniJSGCFSHaVCweo25rjMyYCvFrsqIlJVkhDOOyV/8wnquF8/IYz76Edxwyir7fUJAKjJCwzTBMzLHcMM0DqiBFbvvy/+d3gMAGG4Dz/xxXrG34bkk8gqsgYwMCrThlNXr5jk7TFP+bWidEX2veZUR3Z/GaZZ34uErcdxhq9TOOqT2ioLEpGCBjAQsHlBlJBbCeEYAqEbVBRnxzHAAACFk+cVZ3iSuEjJwykjWPbW3Uhnh5cyZXpSR5c97Hobf9k/2k7IYGmntArcc/EIZtAYVwg3TOEhFWupNQ2+J9TvyP5ptf2+akoE1kMd5gwmd1orQadol2c1kSxFlhKnihj7PiLdqM8u3ZxVtJKSUaMuCxOSj7sK4rwMZCegK0c4n1UyREepcaDMGSbNpKvqjHDxSx3OfcLD95CyNVW7594EjI8Kf2kvRS50Rgx7DNKX3Cgmpe1rIsjJi+l2ElfasoIlGR2VEr45Zmbzrp2pVYZqgjAwOVJiG1YvRMCOF0Hy/DPWMaDLCTZ2RYlHSqXOvVG0iqoqetVKBhBXVWWUI0wQsJmhlJNFkhAyCCWNWmKaqcywAXHzW09B67IvIjmd3k7ihj0GbTGejjPjISK8GVuYoUHmYRj0m54iZdGzTZKin/Qf4oc2pVWcxlalZAWdK5pes2Lr4jXw79z0ffq/5gv4daZjG8ox43kM9I4ZI1uyuvUC1ZwQAJNOeEf8iJskEkqggIwKBjAQsJjhhmggmjT1XRkT3omeaeOz7g//BTeJo67mZQrhFpwZMjuylHHyVMkJTezV6NbC63XuZLDwjsgMZKRlaA/pCKZvGelHmv7VST/ZNqQmD0dV0UXPERSRZqDMySMg8YRqr6Fm1Z4QzbqofmzCNx8DqU0ZMg8WqxU0mkUbFAkeChTBNwOKB5RlRF3asLp2E5ROcyabx9GzIX1CyJOeYQiN/apatrUthmgFrlU1VjyrS0UudEY1ei55xz22daZYoMixvTyASmSEfQlPLwEVmBdnBwMqgUnsNgdBKoscf4tl35Ht2wJTApQSdTcNrxMDapRy8KWqHohy8r85IVWqveoP6AD8ZaacCkoyLAgBfIKQ1VGAN6ArRLshIQ2QAB+pgaCFXRiAFqTPiJyNF9UEgU3lvUmRVftfejss1sA7YCmBWysgMDayAP8Qj1ej4nF98D2+66VoAwLdPPw1YA5P2u1DqEQwq3NReCqaLmillpMY9xEU6/xJwMA9LCWRkvlBk01DPCHndQzJ9yghXCwy94AOAkfoIAGD39O7yB3MdpvHfq0km7NAfCwbWgEUEkeSScsqBhroJYjXhJWCQxDPiDsSZsSMoMsKKyU/OsgKr68MYZANr39k0HmWk5wqs3iZd+ZNPU0QEAE6+6S4AhECGua0nZGNjeOTNF5Se18qIL0xjyIjp3Fq+X/TV6yPoXLLy7xOUkfmD9owQZcQuelb+FSkZMQbWplKJpwp/yIblGwAAD48/XNoHM+OCf6xrpaJo04HgGQlYZMjaioxEQF3dBHUl7edhGmEGStevYG5Q8rrwZHbMBG5cdlANrE/YInHUT+71Hl9/npHeDKy8lLQL73Jdm1klnB8poCN2XPRBjH7966XnO4VpAJXaq4ue+bquqvd5PSMlWzKCZ2QeIdOygVV0qTNiwjQsKpQRRUbE5KQZH9YNrQPQRRmpCEknmbDGxdwzsjDu60BGArqCkpGGGkRrWhlhDBDVYRpzgxJlpDBTzm02zcApI4qMvP3zGU695HrTk4bCrSKr4Q3T9OoZYRxv+KsIb//T4vb2nhnl79HkMKy0e0P7oS3e52WHMI3pPaNX1JpxUGlfE3ZvmIZ7MtXC7zVfkB4Dq62MdCh6xgqCwIebanMJOZ17RJbVlgEAJpKJ8gercddLZpF7RjJHGQm9aQIWDXSdkTQCmurCrnOtjLC8M01Fam+xWiCeEdNfYZZ1RhZCNg1Ng3700dI2VfVH/Km9PWbTgGHHKoY7H1P8FsJTn1qo30qazxqs8zeoYL4aMICpwOrPpgFu23VbybQtPY/9YRoP8Qjkcf7gU0bID9epzggtesYb5P2TeZEzTUYmk3LRM9bFM9JKE+sCEmzhZMkFMhLQFVoZySKOmpqwaiqM0GYsL6pVkU3jekY4Y4Vhcrapvc7kOXBhGtFGRA7RF2apUkZiViYe/ab2WoOj59Ss2rsv3860JR+s8zew4P5hs1OYxjS/02SEdejl5FNGJA91RgYI3jojVmpvGV7PSFS8Kd25CwAwHA8DACZSjzKiFdOKsXMqKY8nwTOy1JClwP+8CPj6/5vvI5lzCEVGRMxRUwXg66oSYG5grVZGMm+YJn9ytqm4blimKmNlvtDO2qgR4cMXZulHGem3AqtNRsqz3sjkNLI2I8pImNx6QiUZqQ7TAMCe1p5iEtHbkBa9nqcMImln03x5+UjwjMwjfL1pqGfEzab52cM/w9fu/hqAPORm6oyQcOzWf/kXALYy4i6wmLr2qkIv06nTPBTltg+DikBG5goP/RJ48GfATZcuOvlUy4ftRoQ6y2/Cmlq5txmc1F7nvcaOsB+UETngykjWtkp765oCFP15RvqrwGplalTMkFt/taowsA7Y+RtYVJXSEdoQ7HmLzK/XIsW9vG2nNHfmbPHv69bgUY+MH3CA0MXA6t5Kr/+/1+PHW34MwFZGKKZvvhlAQUYkZLkKK+scpimTkWBgXXL41nV3FH/4itUsYIjxXC5sN2PE2sCqlRGWd6A0g2yVMkKqR5peKLP1jAx6ozzRttrBzz6bps8KrIxWGPBPdfu2DFXWhgmoQMXY3kkZYVJlf5n7QLtVPdt69h3llUYs7MwCGZkvmDANNbBaP1A1AWCs+C25Z9ExFA+ZBYXbLI9xPQZUkBEnTCMRDKxLDlfdeG/xR7v7IHHTQ3vxheseHLjVvA9yQpGRRmTCNLGaLDNmh2lKnhHXwErrjMx1Ns2AyZGZyKwwDUpdV4swzXN2L8dHt203z8+GjNAQj54YpcfAarYJqb39ISsP7p+86ZN4aN9DAIrw2PRvnmBeZ1Bk2bnffUXPqsrBuyHQ2d4/AbNAt6JnHd7KwcFZkVmz6k//BADQPOlJ5rnhmvKNuBk1JkwjgIldwOV/Czy00bzccpRWGQysSw+r2b7iD19KloOXf+THeORb78CPr/7BfjyquYGcyMlV0qwZMqLDCBkASFmd2usxsJrGbHPsGRk0YpfJzO7AKkUpg0iHaWJZ9PsBZleBlVakMFXgO5yakNrbJzzn6cM3fBj37NFF5PLn9vzzWeZ1JtX1SbxTdNtuYEAoejZAMHVGahVhmg7v5XShwTmWP+/5+XumiwZ3y2J/eq/2jDCZAT/4N2DTJcCnnmden07a1vbBM7IEsRrjxR/t7mTkddHl+Ifal/E7P37ZfjyqOcJkHrdsD8WoG2UknxhT5RkxRKBbnRHQyW9xh2lSkVrKiMyyUghPKyMxpLUink0FVhoqKzw71bOeMI6EMLnNBtp4qk912ih+Lx2mKdSM6mwan4GVezb0NWMLODDQje2oMiKs2bRzmEYTBM4Y+LJcBRETxbxRpYwwNe4yKYBd98JFK7PDvhKLnIx87GMfw9FHH41ms4lTTjkFP/nJTzpu/9GPfhTHH388hoaG8PjHPx6f/exnZ3Swg4whRhhpD2Gap/E79+PRzDG0MtKoGc9IpGKXWakcvD9MQz0lhWdkdoPpoBc9KykjQgKJTUaoMkLJQCmbJopKfpwq+MM01e8tXguT20xgyrir06fVQFqWuypMQ2F+oR4rsA7a9b6U4MumSWmIusPvzMlvyVgEvixXQSgZqao1ok3wuRus+Lwvb9yCB3ZO5HVGCMQcqdAHAn2TkUsvvRTnnnsuLrjgAtxwww149rOfjTPOOAObN2/2bv/xj38c559/Pv7t3/4Nt956K972trfhr//6r3H55ZfP+uAHBUJIDIFMMj0YWIdYq+s2gwApBNhk/n2SoTpqKpsmVmGElLG8eiD8yohbDp6TCqyzVUbcsMygDc6ZyCwDax6msVcu2sBac75LzG0VpNcQDWB37TUTYycyYpSqwTp/AwvXu6FOH3OUkYzahyUgp0eBB36mdqHIu2/3nud8ysigeaSWFNKygXW64CXYKvfi4zd+3PtWqoyAMUQdyEhZGSmyaSTxh/zjV2/C3335RrQyO0xjrq8FcG/3TUbe//734+yzz8ZrXvMaHH/88bjooouwYcMGfPzj/hP/uc99Dq973etw5pln4phjjsGf/Mmf4Oyzz8a73/3uWR/8oGAyyTAEchFk3YmGtf0Ao33ffeZx0qwXYRqe34S5Z6QI07gGVtczwhgzE+OsG+UNuoFVZqilpE9EJkoETDfKi51ZyVVG+iEjVpimBzFFCD3ABWVkJtA8wQ3TCCnMYwZA3v8TYNf96u9yKrwmMz4DK5MosZRsAUwwixU6myZavtw8JzjwP8/nuOVIhu+fzPCxX38Mt++6vfRezqLip2TcKCOy3YZU1a5NmCb1kxEOgS27xqzXbti8F6mjyhfj7+Bn1PRFRtrtNjZt2oTTTz/dev7000/Htdde631Pq9VCs9m0nhsaGsIvf/lLJJ5qcfo9Y2Nj1n+DjHu2j9tKR9qZjGRCYgiDr4y0H3gA9/3eSwDkaWuyRg2s1DMiu5eDJxNd0ShvdpPfoHtGejGwamUkLvSi/G82c2XEa2DtwEo6hXACusOUcXfCNDlZZuY1QSaETsSvulGec28N2PW+pKDCNNGqVXjoyYfhwYOAR9YAVz6N4+2viNCq57/VaHu09FYOjiLpnhkyAgCZUkeqwzTawCowOuHUIAHw/DvfbP29aJWRnTt3IssyrF+/3np+/fr12LZtm/c9L3zhC/GpT30KmzZtgpQSGzduxMUXX4wkSbBz507vey688EKsXLnS/Ldhw4Z+DvOAY3QqsclFFzLSSgefpQLA6OXfNo8nmgDn1DOSKyN5mKaHCqxEkBYmlWBuDayDlE2T7t6Nl101iQ07iudklpWVESWr1qXEUUk+wK1priln0/RY8AywVRU9MXY0sAonlhbQGW56rvrXDdNYyoh0C5wJ367Ua2X4wjRBGZk/mGyaKMLVf3Mq/uHsCFnkMRlLWRqXaJ0RMA5Wq4ENDQEAxHieCKGzaUr9aXjhGYkdJThGiuGWPQ+bLWapQh8IzMjA6hrppJSV5rq3vOUtOOOMM/CMZzwDtVoNf/AHf4CzzjoLABB5KlICwPnnn4/R0VHz35Yt/i6Zg4KpdmqHXbqRkUQ46+ABBbdX2BykzogJ06iiZ5WeETMbFvsyjfIWbzn4h//uPPzezxO84mpyjEIa45t5ShnOIgkckmW4/Phz8LXf/9qchWmqDKxXn8iQupk2A0TmFhLcMu6SKiPWb8HMKdaeAelRsby9aTyfK8LvNW/QYRpEcel3traDLI1TDMzyjABANDICABD78hIRKxsrAQA7pnZY7+VKkeaQpey3YUzni0P6+WbhN/jEtS8ysm7dOkRRVFJBtm/fXlJLNIaGhnDxxRdjcnISDzzwADZv3oyjjjoKy5cvx7p167zvaTQaWLFihfXfIOM9370TwzRM08Uz0s5E4XIeYOgy8ADQSADOYlMOPo60MgJLGSl5Row3srgZCgPr3JKRQcLkddeVn5QCSG0ykqlQZV1NLEcNHYR1Q+X7YqZhGtfAOlVvAAC+cRovMp2EbkseJreZwPV6aOUvE5nlJxGeN/VlYHU2HiTyveSgU3vjqPPvoCvvElieEfWIKzKSKWXk8JHDAQA7Jh0yQhrruffrCfxBuPWcizDN4F8rfZGRer2OU045BVdddZX1/FVXXYXTTjut43trtRoe85jHIIoifOlLX8Lv/d7vgVc0nFpImGhP4L7du9HsI0yTzjKl9UBB7CtqpzQTIGJx2TMC1tEz4mbT5A+1Z2Rx1xlxIbMM0k29U3/rbsjwFDsD/H1tqmCFaTThMN6FYhLMdAPQYsTq+TMCCrhkxFZG1EaajJhti7o7KDax9vPgQcVrXHpSe8PvNW8olJGo47gjUQ7T5J4RW0nmygirwzQj9ZycjLVtvyQj9Yc4+f0baON/6+8sKSNFmGawx0YA6H25pXDeeefhla98JZ761Kfi1FNPxSc/+Uls3rwZr3/96wHkIZaHH37Y1BK566678Mtf/hJPf/rTsWfPHrz//e/HLbfcgs985jNz+03mAWPtMTzzf5+JZccsR/MhEtvrRkaywb8wAECMF1Vlt68EIkYNrHkeW+YUPStVYPUYWDM2NwZWd8Ux6GQEQgJOueYsdbJpfN16AcDT8bcKPgNr0QqlKLZVhGlCBdbZoCpMk3tGmNnGOrseZYTZL+GiP4zw6qsEnvSA9HSmCZ6R+YTpTRPHXcmIm+WXp/baZMSEaRQZWV7Pycl4Mm69ly5WaDGzDWw7xhlTYfMCVI8edPRNRs4880zs2rULb3/727F161aceOKJuOKKK3DkkUcCALZu3WrVHMmyDO973/tw5513olar4Xd+53dw7bXX4qijjpqzLzEfEFLgmf/7TAAAr+0DaqOAnme61BlJxYJwjCAjyshnnsfBUTTKiyNFRnTRMxMDtSdTn4G1KAfvbxLXKwbZwOqFFB5lRBlYzeBUoYzEc2NgNat3FL9NZaaNlJWx8ACCUphG/UuuTyZzkmJ+Bx8ZMYSxtOtcS6S/Ba3tE3DgocM0UVTZ7BKoMLCCo7hoVK8ZHaZRnpHltZyM7Gvvs97LKxTSeOUmnHpoOdGjGGsHP0zTNxkBgHPOOQfnnHOO97VLLrnE+vv444/HDTfcMJOPGWjcvedu6+9RGnLKOtcQSTM5M+fwAUAqUpz9vbNx9MqjcZa6MW5/00vwq9qVeBqrFXVGKj0j9v6KlbnHwDrXqb0DVmfEhcyESQnUEGpQq0s7TFMawGZZZ8QNxUhGQ2hFuqDBxC7gv54NHP8S4IzFUxNoLlDyAKh/fWEa7aFiEpZPzKTvkl25ZeAFIzVMBLPICENQRuYT/YRpSgZWqoxoz8hybWC1lZESGSHFEKky8vChP/d+vtliAVwrgzonDjzcWJ4Vq+uqjAzuhXHLzltw/fbr8bW7v2ZYequhC+0Qz4hSRlJHgJbOqtyMudKzzRyfh8EP05QNrKIUplErH6cz7EwNrHoCK5SRgoyYJBpqbNC48wpg7GHguk/0/LlLHb4wjUYptddUYC0TFFpnRJNJDqc2iQzZNPMJGqbp10hse0bysTAa0Z4RpYwoMjKRTFjXETWw8h6UMRO2GfSxEYGMzBi7p3dbf1vie9pdGRlU1CLSEnsiZ+lTDcXeESFSI2Uc5VkZmaOM0HmQrux8Rc/mOptmUMI0soJkSZFZJZwBYMe+PDPNKCMVRI0PD/X8+Z0NrOR4HDJiufM93pVEJPjG3d/AlrGH8P7v34kf37m952NaTChbSQFIWS56JoqUT0PZnUuUZlxz5xaihDH/TEcZGXAlcFGDhGk6KiOyrIxwj2dEG1gzRxmRkJZvhBFlJGLdf/+5qul0IDCjME1AuRhNyhhaMkaDpV1TewdZGaETupjOFZ5WHcCU3fNEh2kyMLCKomdWyMZa1OnV+hyTkQGJocupcmVEALmB1VFGIvUVjGeE6yaCjrQ7PNzz5/vqjJAcv/xQuikjHlx6x6V496/ejYjVsPe2fwcAPPCuF/d8XIsd1I8DlIue0V+UuxujrIxIkDCNtBVIJkOYZj6w9xvfxK5Pf8qUbUcc56SzAoyxsoHVp4wst+uM1KM6GlEDrayFfe19WFHPy1vERBmplxJ5yxALSBkJZGSG0D1FNFLGsBsrcCh295BNUy5YMyhoE7+LnMrJyHSk1BDCLiKljKQMkEKSbBonTOPzjJjV/8zZuvQY+AYlTEPrs1hwmlsBhbQf6/OjwzSuMjLUBxmx6oyoonROmAZWCM3IJx2x6dFNAIBM+ts4LGUw+IueWdk0rGyTon9yh4yAekY8nxnCNAceW88/3/q7lzBNuQIrI+O/uj5U919JWqSM1EbQyloYbxfKCOccmWSImESjh/5m5sgGZGzshBCmmSFKZATAlFRtGxdwnZGWVnWkBFr542llaIgsMqI8I0wpI6ZOBl2VE8plGVj1NjO7QcT0NO57yUvw1Et+ZT8/IDdcFRmRWdkzopWRhhOmcZURPjSzMI3+yXTRM3PmKVFU6EaQa7z3jJ4lB2mfW0Bdj0QZsVN7zdvcpwxsA6tNMrkMRc8GAd3CNExlG9rPRSVlBMoTJsn4oEM11J8YcYZMTdu9KCNFNs1gjI2dEMjIDJE4K9yEMUwhVwt6Se0dVGiSVSPX+XQtv5C5uqkyRCRMkw+owvU8IJ8IiwmPhH8qVv+9YvyHP0T7nnvx2Gvut54flDCNqAzTlJURTUZG9LngFcpIH2Eaq5Q8c2Y9S6HS/+p0wc7nL5WzS8VezGCoyKbRr+tsmg49gnwG1kIZcd4ngSwoI/OPqAdlBC4ZYSXPCFO9p6gyokMzVBmJGDOeuzpxKlY1Xiy69g4+GQlhmhnCF6YxZKRraq8Y2DCNVkbqlIxEmozkf6esZrrKamXEV/TMyqaZw3LwVUbVQVdGbtt5C+7bkuHp5LlIjWMjQqiUiSoy0rsyUleqFUBW6SgrI6W03y6Tm0vAlyp8pJdJT5jGZ2DV2+s6I57UXkpqBFFWrCQpBDIyCGBx1NEzApTHpbwcvBOm8ZARXYV1X1Kk90a8ICMRYa0cJCRDP3sBeUaCMjJD+MI001LJ2N3IyDwpI2/55i140Qd/gumk+ubRnpGG/nq1GlJ10Wu3v2CR6SqbcxZ/OXjJGUkNKD6jqDMyM5m5qjT6oGTTiEm/MvKjB36ILz5yjfVcJIHD6k9GHV3CNH0oIzScIh1lxPw6tH6WL5vGg6CMdIZXGSHXv4THM0IKzpWyaci+3K69udIy+BPMYgeLOvemkfAVpyMBN3W/66KGNEyzrJZ37rWUERKmsffo/4SCjAx+SC+QkRnCJSNfWz6CXw/r0ajzIDEfqb1SSnzuFw/itq1j+OndOyu302REKyO80TAVBrkiUSmroa7KwSeM5am9ugup0+nX6xkxtS9mOJhW9DQaGGVkyq+MMClLha24AA6rP6XIrtDfzc2m6cMzEpP0P0GW63QipMqIHgYqyYh646Cc30EEk2UyQrNpuKTn236f+9gysKqHEZi1LRCyaQYCPaT2+iqwMmavDnzKSDNqAgAu/OWF5jM4Z94mq+4zuqt6KHq2BOBK1jc1G/jEYeOqlkCXFabrlTgAK/p9rYJxjzSro3OuMsKGmob563ktYzWz+s7JCLnhqjwjVp2R2XlGWBUZGZCVYlVqL0Ox+tWIhARHnbQUVxVYnf5F2m3fC3QpaQBgSsESEiVLiPGMFA/8O1QDmW8FOChq1HyDeka0OkizaQC7AmvJ7QqUyAYljD5lJBvQUO+SAedgnHdURgQte6Df5kntZar3FCUjNNx67SPXAgDiCmUkcdo26PG5qDMyGGNjJwQyMkO4yohGi7GuKaslZeQADOiPjham2lpU/bO7nhHeaJaUEcFjUxytzQCrHDzZl7BuEE82zYyVkSJMw0jIa1AmRl2fxQX1FWhEAmCIEbm9fdwS0lHv9q5aVMN/POs/8j80cXMmMzubpkudkQ7KyICc8vkHUUYKAkgqZ+psGidcNnlwam0DVBlYbTCE1N75hg4XdyQjEOUwjaccvFZGQHpX0XCrLrIZMQ8ZOffm0ueWlJEF0JsmkJEZooqMjKuwRSeUlZH9z1p37CvSjTt1DW4LHabJbxbWLMI0kV4hu8oIjYtamRx+ZUTOkK3ftecu3LPnHjBCpmKyi0EJI8hpf2o3l2VlhAuASaKM8Kpy8H6fTBU2LM+bZlkm1SplpJtnRP/ungEtTIc5qDKim5nRMA0cMqLZyO7HJ7jsGboGDKx/aQVWLplVzC4UPRsAxDFu2XkL7h+9v3obWV4k+ZURFaZpF/MKnWP0eMs5Q+rmnfAalkXrrKd0GL3wjAz+nRrIyAxRRUaSnsiIOyvsf9baSotj6mSg1WEaneXB4poxLupGaoLFRkJMYIdpLFmaF9ObfUP2Xw5+tDWKl33rZXjpt15qT4qWMXYwbrh+lRGOGlFG/I3yqBrU17EQwiGd53uvwFqtjITVeQ7622plJJN2Nk3+WzgKFWf44ZM46CumfyHcMI1NRsSAXO9LFSyK8Kff+dOO2wiIUvjYm9obl8M0LVLJW48HMWdoS5eMxGhy2+CulevgGVkCqFqFJ4xBdiEX5TDNHF0o4zuAa/4T2F1m6hkhIEknZUSTETM3Fi2yI/U+wW1lxC4HTzwjdPy0zJP9k5F7995LvktxfunkPjjKSAcyUvKMAAw1MjhVGFj7VEb0KrpcDl5vQAcqe2WudlA81iQ0hGkqsbaxplBGSJjGCCFuNg1JcjKEwz29VBkxWxcIqb3zi6qsPgqfgRWdlJEKMqIfc87QhlN8MIohnAJodTU+FyHxEKZZtKjyJ6TKQ9EJqXDWqXM1if7w7cAP3wF843Wll+jAlXVQRsxFrzchefTMeEZqRhlpMwCQRTaN0xfFm00zA2WExmWrsnAGxjPS8pMRXqGMQNZKYRrphGnQw8BHYVL76DKb+EYEIYpdlRFd7M5nYA2rcwDAmuaaQtmwlJH8uVIFVvVXBlgZN5bRm5ARtzkfk0GVmnf00ElbQJTGJas3jf5dPRVYKcwikTG03TBNVC+TETU+L6SiZ4GMzBB68uXOKUwYq+zaqlHybMyVueimL+f/brmu9JKtjFQPYjr8VCgjsQnTcKHTd8upvSZM45aD93pGZte1l97cg6mM+D0jlQZWUYRpJBi2v/e9GPvOFfZ7Z0hGTCjGk1fqpvZWk5GgjHRDjcfmtzWeESGKomWws2mMbYoSDllO0aREhRKSfH+Dcb0vVfR0T8oyYWesN2Xkz4//c/NYLxIjnzISD0E4NYAakesZGfxrJZCRGcLkfTP7wkjBILtl05Q8I/v/QqFkpFPXYM3ATQEmGqYR5TBNWxlYq7r2Sg8zL/olzIyE0fNrZR4MyCq9ShnJU3sdM5sAQMI0E7/YhF2f+jR2fuQj9nv7JSPqdyg8IzZx6K83TQdlZDBO+bwjRmxKcnNV5yWVaVkZcc6XADPqFa1VojetLAcP4P+y3XP3BQL6Rw+hU19qr78cvGqUR5SRp6x/Cn73qN8FUCQW5GSkUEYS1ADOS8pIyTMSsmkWL/TqPGK2ZJb0EqbZX56RDhB9hmm0MoK4ICNchQ4kr5HUXtszIi3PiN/AanrTzPB7U+MeHbwXrDJCwjTp6D7POwH0kdoLlD0jmQS+OUJMbiSEZrJputQZCQZWBc93jnlkrsVI/VZ5Nk1hYLXClixvXihATarltF59xrnT8pdJ4EE5jcmkokN0wH5HL+n2PgMrPGEaX50RAFjVWAXAVkZaslgAJywnMZn0h2mKMPlgjI2dEMjIDKFX4S4ZkUD3MI1wetMcYGWklzBNoYzEhozEmnAQZSRlDJMgqoRTgbWwI1juSPVv79+bkhl6fpmE6ZMzMGSkShmpMLBKWYRpdFno0ns71Ibxbq/OcaZO9S3DKd6zZk1xjKDZNN3CNJ08I0sQHjIfsaiUTTOejGNaTSJ59gtsIzeY7QvxnEwapqFeKb1tKNE/f+jVwOreJBy8ZFg3dUayzBrfGlHe78x4+RhDCxHevWYVvrp8GVIVLtdjtMZQlFdsDmGaJQA98blkJO/M2T1Mw+eBjKzAOP41/gyW7y4XydEwDFzfK1FEPCOFMkKrA35mWVESWRLtX5LUXuvrGs/IzKYySjoYYPrkDEyYplOdEXdgMgbW/IUqMjJTA6v+ObbHsrTqdjNtutUZCcqIgmexEaOsjFy39TpD4EzXXg2W/72nucH2jFSE0piEdQ8VHH8Jnv9BQQ9hGklD2AYccMM0xAxLQzUmUUCFz2POcGcT+PzKFXjburVIeANSSqTS7odmlBGtjGaDT1oDGZkhijCNPXkIlq9gNm7biLf87C3YNrGt9N40EzYZmaN4XtIh/CKkxNtqn8Gr4+/hhT/7k8rt3NRexDHxjCgyEtWs6oAPxqwiTENlQmpg7d8zQqVOd4XI1WcOjDLS9jdK9IVpYgGwLC5609QqlJEenPvW9tozon6OPBxEjrGvOiPqVc/EtxTnQl82V8wKMsIJcSzIhLSeyJ1WDJPLNxRhGjjXB3O69jphGmBwrvmliF7CNFKWG+Ux6gAynhFy35NQjauMRJxhnKjPKat71THdn0pfHe+58vauxzrfCGRkhjAGVpTDNBACb/7pm/HNe76JD17/wdJ7UyHBGRlE5mhA6dSALxPA0/id5u+f3eNvltfJwBrrLKCobpGRYUFy6Tld/TFvmGYmqb2CrEYtAytyiRwYnIG5Kj3PF6bJlREyyVSQjplm0+jJLHYyNXIywszW+vi86NIIbMnBF6bhRZiGk0aFRWpuETIzr4EhiiNrqqLXBw2lQQgv8+tUijxg/6KXBYLXwMp4kcqv7z2qjHjIiBmXOYMgRc9G4wb+6LI/Kn1uQUby/d+zfQxinrrF94pARmYIk9pbCtMAkBm2TmwFANyy85bSe9OsvzCNkALfe+B7eGT8kRkfbybt2iZ/9qly+i9QxKBNai8xsMYkTBORiqDHpJlh/1UVWOmqeyapvVQZEamdTWPCNAMyMcrUX523qs6IoBNKVaXVWVZg5a4yQl7zVkaTFY8dDMgpP7DwhWlYXArTALDClFakhcm84SPjRS0Y2NeHFUoTMigjg4YeCxGWlBFJlRH143cJ02hlJG+UV3zuDQ2OB8YeKH2mVov1J0cQ2Dc92KGaQEZmiKpsGgFmDVa+lUsqRFH+G+jqMbn83svxpqvfhBd9/UWV23RjvUJIZLL7z60LnJkwDTWw6uJnKpNmXfo4AEBNSG+YhlaQ9JWDZ/2QEelXkpgslJFB8Ywgqb7pXTLywg3Ps/rQuN16NWZbgZU7yohVYVVh/KE67n3x72H6jjsAD1lmnvcsRc+IL0xTs8I0ZEwgyogE7NMKBnBSiwdl5YwWrZKOVwoIZGQ+0VM2jSwXPcstrHYpBMaYCdH6lBFqYE2IGr817jymF3VuJPZM+sPHg4JARmYIPfGVwjTMHqx8zcWSTBKZDl0Vgp89/LN8Xx1ISzsTJPZfRiakdRFXbqc+wxumMZ6RnK3HMr9RMiaJMmKn9hZ/zE4ZoedROHVGBi6bpiJM42uU9/gVj7PbB1SV6p9lmIYuy3VqdFGDJP89Hv7pGrTvvRcPv+lNzm8jrX0CwInsXny49iGwvQ/2dVyLAh7+RbNpIl5WRkohMJbfB5Ix0Hp0VhE/y2TsZGWoxyFMM3/oJXTq7U3DPMoISOGzDgbWiDO0yHt2VpARt4s6h8TYtF+xHRQEMjJDFD+2PcoIAIwMEL7BIsmEQ0Y6ry57Sd+bTrIORat6X8EWZlX1BMmmqanXtDLCFLlJQYiAVfSM2ZOheWjkkp6OCXAMrJk/TDPoZMRnYJVZBkGVkQqFa7aeERoiMmpVMSLaxzTdcsI05fP6rcZb8JLoF1j+nXLrgUUPT5gmAvcqI1T1EKS4i7ax5oSE7IfumiqLjmdE/5aiSxmBgP2IGab2MjAwxzMCwNssTysj02leLiDiDFMkTLMr8o8XR688GkBhYI0grGapg4hARmYILb1xpzRvLsUWP7qvu2+aSTtM0yWrpJdJdjrpvE2nQmfWdtIO00hS30Jn00CxdaazWEDDNBV1RuigaZj9zMI0FhkBjY8ORsigHwOrTBMIUiOgMkwz4wqsStWgM55RRCreW6/br3pIoxnkdt/X13EtCqhrefkH/qMoSsa41zOiYRrlmScqwjTkVL9+R1bpGdHIfvj22XyTgFmA8e7Tp5Se1F6fZwREGSFhXtfAGnGGKVaMBaPOIUzc/wa85NB/xBPXPTHfl/okDol2ICOLE/oCO2LoFCwjE22++in+1hcRRZL1V/SMs+4/03SSdQ7TSNnxdbOd0GEaFXaJivfUtcoT6xojasJDQc4sz0iFgRUzUEaqGuUxSZzjA6OM9G5gRZrZ7QOqwjT9pvY6dUaoKuMqI7Q2DKDIiMejQz0j+mvIqKIuyiKGudYBcylH4P4wDfWMMPIE8vCYpR7CJquvGN9lp8Y7xf4AQNz69dl+nYCZotc6I26YBlHJMwLA25/GGFhFYWCdJmTk5mjc2reYPhxPXPWckoGVQaCVDnZIL5CRGUJfYMN8Nb7z4A48SRW6yhh6IiP9GFgj1v2i7ybBCdEjGdHKiB7sSKpuXRXO4VoZUXKhIDecNWHNYaM8agK799Ex89gysA6KmbLCwFoVpskyqvpUKCM9rMLsN+T/ZIaMFHKxIRIVYZqcjJQNCtQzYiZQvvTIiCEFhGxzsEIZIYXr3GwaA51azXmlgXUZb5nzLERq/Sb6LVkP93TA/gHrIcPNb2BlfmXEhGmKOcNVRuoRR8tjJAeA9ekfIuIMp//G+lKYNoIYeGWkv+VWgIG+wIRkGJECulqAhJ0lohscUaTCCdPMwYq+U/M7IF9w01visQePVOzH9ozQME1TqjLntSH1jFp9o1ArrDANmT+tG9L06+jDwEoI2zc3bcYb9K4WmmfEVWyz1CgjkvHK9/bbm0Z3ky6UEQZu1CtY/5Zi2rWaVxmhECo/RFYMjIsaorjWpUqToWGaOIrhWgLcbJp3r1mF45cJwDGwuhYAqRpRZllm30N6sbAET//AoBfPCMpFzwBWFDmknhFd+Cwth2lMNg1nSDwk6F9P/Ve89LEvQzsVGKpHeHDCVkY4kwPvGQlkZIaQRADjEIWhDOiqdPQbpunFCyFEaU6x4IZpoopJxM2m0cpIxCI0NbGq5w3XqGcERroubhRBV31WlMa48rp8qwJ0IGbOCtFk0wxIS/VKMgJ/mEYoxUmyCKgo2zzT1F7BtWfEc5wVysjuZC8OESmaZsOyMlKs+AfjnB9ImDANUQ3tMI1fLaI/wT2NGr65lgO7rrOkeousEgOrEKkdplH/DrbwvrjgKhy9ekbc93EakKBhGo+B1YRp0qLFRObJoGlEDUScYaiejxOmKrXeNwafjIQwzQxBe7FEEOZECsa6eiGS/WBg7aaMuGGak7ObvNu5dUb0YBjzGHWpmn7VFBlBwb71MVorNUYnLeoe0WGajodsHxcheDQTaRDDNP0pI5nJiMiVkYproc8wjdsor5NnxCUj947eh/c++hNykOUQnPkag3HKDyz074XiHHJS4ttX9MztTePYdKysJ9/zIsvsMI1Z/HQfbwLmCO4Y20tqr6cCq3W/dUntdZURABCeppl6Oxf1Wn6MIZtmEcNMfCKXwGjf027FvEq9aeZgMOmWupsrIwXeNX4BMFEuCe9WYBXKwBrzGA0VpomaeYhHkxGBQpUo1RmZI8+I3RyveMwlwPmA9abpVGfE/ZmytCCjHcI0ffem8RhY4ZCRSolfAl/eW91M0X7vEpwIDXksvj1N7fVWYNV/S//zJrZPk86IMlJnsa0Oqn8zBsDjSwvYD8jshUJPyognTMOqhqladWpvNzLSjJvW31oZ0QuIkE2ziKEnPq0k6LBLL2GadipIzBDdwzQ9kJWqJIzidQl3BYy9mz3b+cM0ORlRzZoaOkxTZNMUS0DqGWFeZaTIppkZGeHO+wapAquU0mp0ReE1sCZpkdrLIsiqME2fqb0lA6uQJWWkOAj7Ca6I605uk0Y7m0Y/XnqmBZPNxWC+PmfEwMo9FVilfZpdr41RWBzJ6QWTEwCAp61/qjebJgMDUn+X6IC5RWkc7iWbxhOm6aqMEAO8JhmZzEyZCBGV7zlXGXHLHfAFYGANZGSGyNTA8KPbtwOA5RlxlRH3YhTuhNOFvMxFmCbxsRWPb8StM6L7ZsQsRhMqvayxTG2tTZJFLr1w4qHSs4LWXpNORdpcWGSEvI+TMM1AKCNZ9W9ZFabR75GMW+Y1CzMselaklpZ/a1OBtcI/9PHVK/PXvQZW80FLDzrtnZDtiBhYa3ExMVCbIjWwuoSwREbU3yeoDtAr4hFvsbU8ey84Rw4ISspIZPxqTzvkad63eFN7rZo/1DNSXQ4eKHwjvqWOS0aKOkP533yxpvZ+7GMfw9FHH41ms4lTTjkFP/nJTzpu/4UvfAEnnXQShoeHceihh+LVr341du3aNaMDHhRMq0nDXR9q9ztFKuwJRrgekTkysHZCmnlSez1eFdczkhFlxJCRZq6MUJOUIQLE1EcNftIK0/SvjFDPCHOyCgapUV5lNgz8YRqZpcjMSrvaM5IXIusdpaJnooNnxJkZGwkw1JK4XX3m+V/P/UVWaq9+61Jcz5A6I9Qzos/vkDJ4A/apVfqSea+1Sx2mKWXTKMLvpIgysviR7aCMHAiUqiNH3Iw9r33ia73v8aX2Wndbj54RAJjOpvHhGz6M7c2Npc8pkRFSAwpYpGGaSy+9FOeeey4uuOAC3HDDDXj2s5+NM844A5s3lyV/APjpT3+KV73qVTj77LNx66234itf+Qp+9atf4TWvec2sD34QwI0MliNXRuyLz63CmrnKSBcDay9kJOtWUl6I8l4ckiSlNJ4R7igjEYsxpMhIranTgnV4pFg9u54RXzn4IkwzM2WEWSGbwcqmoQPJ907Ov+futaouC1FGUn2a0ox4RjqEafpMoXXrDLgde+m/Lo7dBnzm/RlidSibHtiNJBPWdWh+1x4K8i06aM+Ik02jz3GzNlx6i37NXPJVBlY94enfTRsM3K696t/6r4Zx6+/8LjbeeOVMvklAPxBlz4heJMXc7+mSKIdpbJXSl01TeIAYY5Zv5JM3fdL7OY24KkyT4/z4i/j8Nbd53zso6Hskef/734+zzz4br3nNa3D88cfjoosuwoYNG/Dxj3/cu/0vfvELHHXUUXjjG9+Io48+Gs961rPwute9Dhs3ltndQoKeHBsyJxrUwCqdSbHUW6ZPZaSXaEYmOjfK8ysjjmJDjkOv0DJNRjglI3mYpkjtZRBGuSCfwemykBT2YvRs9Qbr2JzzO1DKCJFYP/s8jpve8ae49nmHqBdhan2kKuoiswxS/w48KoVpWL2OY7/33b6Pw82m4ZIQkpIy4t/H6lG9ucToVGKrW2a2XHpkRFIDKzFo6/O7rFHU8LEqsNJ9uPt0smlKjhwhbPlTE59bhxBNtvDzd/39jL5LQO+QnhCsvidqVencshymsZzjXZQRgJhYO3iDmpFtYGWOAtdgKf6SX175/kFAXyNJu93Gpk2bcPrpp1vPn3766bj22mu97znttNPw0EMP4YorroCUEo8++ii++tWv4sUvfnHl57RaLYyNjVn/DRr05Pjh+scAFGqIQDn3P8lcZcQ1DnRJy+1hxS937sIj316JHbdUFTPz6CsOGaGkSYdpUjXC1lgNkXpcb2rPSDHh+TwjVRVY9Q3YLevIOlRLGRlgz0iqa4YASY1h8gkbIJXRjXbtTbQFJEvN5AbGSxVYh5/xdNSPPLLvw9BKijS9acjqvEtqr4HankMiE9IhI/a/Swo0FVs9tXtqlyESq4fWmk0leUAb5VV5Rl78Kz8bkQ4ZcX+xaAAu/UUPZ7EjpeyqjHQP0xBlRBc9cwzwutaIr8+Zu42GCaGTAml/wH820L6RvsjIzp07kWUZ1q9fbz2/fv16bNu2zfue0047DV/4whdw5plnol6v45BDDsGqVavw4Q9/uPJzLrzwQqxcudL8t2HDhn4O84BAT3z6UirqjJRTJsuekf4MrL2s+Ee+9nlkExF23rLC+3ous3dWRuhx6klzWtmllkVD5jVW18pIlzBNZW8a/dQcZNPI+elNs+8HP8D2972/IBL6cBQZ0el3EYtMjRCaTZOosUsmJLWXRx4puM8sGge0zogrhHQjI8V8KCGknaJoHi1lZYQXJzVmkV2BVYMqIzSbxt2pevMp99g0j6kLRrZavs0NXGN0wH6Aq4yQ36BjmMZN7a3KptFhGkcZ0aqLO49QDMd2aNCEacj+p9HARGuRkBENN34tpayMad9222144xvfiLe+9a3YtGkTvvvd7+L+++/H61//+sr9n3/++RgdHTX/bdmyZSaHuV9herGY6pQ5JFipX4QbpnEnsG7eiV48IyXC4vzdi4GVXux6pTUt8/jlEMulwgQRoJqjWXVGPOXgwTmxh5SVkX7W1VVFz7icn669D/3132DXf/83Rr/+dev5gozkXzziEckeKsiICdMIgUidY0SN8rXRb08aBTebhoYRjDJiDrrzvr5e/1dk7Unv+ZVLkIz4lJGXPu6PEKn7gXN/0bOO2TTuZ6jXtx/ze/nrrWn7ZQ8ZGYQw5WKGa2Clix/tWyu9x5Paa/92RBmpl7NpgILodFJGhuIh6+/CM0YqYoMh7VYDYh7RVyWldevWIYqikgqyffv2klqiceGFF+KZz3wm/uEf/gEA8KQnPQnLli3Ds5/9bLzjHe/AoYceWnpPo9FAo+GvKDco0EXG9FBM3csu9/QqI3TBOxfZNG7qpxQAuRB7MbDSi507ZGRYkZFpNKCjo4zxXH5mDEyS9FQNpr0FtvmuCNPM1MBqZxXMZ5imdfc91t+6RoCpz8JiUxyJhmnWygxABGQZYuU7QtwwaaMazFPgqBfoxUGmRr6OnpEu+blDrI2h279hDaqF+rf0yIjpJUS++iHD6zEdD0NgHDwqd+0FtJ+s/HwsZYmcGFWqmU8yYrrlfV1D8HzRU2NLsHHhgUIHr18nZaQ0LlWk9sIYWO1xWe/b13QVyDN5XDHASu39s68CX3g5VmASiZsRNEDoaySp1+s45ZRTcNVVV1nPX3XVVTjttNO875mcnDQVMjWiaHAMhzOFdMgIJ2REOBeG6xkpGaG6ZNP0suAX7s3g7LNUgh7oGKbRysikKnQ2pChICwVJpMqIr1FeZW8aM5TONExjZxXMq2fEIYEytQsTRTwyZITJovBYU2VJiCxDHeq8R3Uz0RnMUHkwMWPjGWFWOijgUUgc2HX5Mm+YZuHewbOAHtA5s69vpZhwT2itUEbKqb2xlCZrrfS+hiYjU/YLzokXvDzOBMwtXD+X7IGMCClKnj8rvd9b9Mz+HXWYZjwZ937Gq37jVaXn9P0PCWD1UQCAFWwCWTa4d2zfI915552HT33qU7j44otx++234+/+7u+wefNmE3Y5//zz8apXFSfnJS95Cb7+9a/j4x//OO677z787Gc/wxvf+Eb85m/+Jg477LC5+yYHGK5nhJZsKBlYRZGJIKU0vUgMuhlYe5hkXQLkEo1MSMRdyAhVRiI14E4qZaSpRLRpVri2tWckJyP6+1Vk03jLwc9QGXF708xjNg3jznlXYZpMkxEWGd8HTe3l2guQZagrXw6L6yVlBDNURjQKzwgJ0jnKiK8gGtkMQE52fQbWpegZ0d4B2xtWyPFRXFZG3GwaenK9riD9ek3db85quaSMsHki4wsYe770Jdz3hy9F8uj23t7gnF9BFpWdlBGXONrhcpram5OOXZ/8JNoPPVTadxUZcc2rQNGMT0AAzZUAgOWYQlJROmAQ0HfX3jPPPBO7du3C29/+dmzduhUnnngirrjiChypHP9bt261ao6cddZZ2LdvHz7ykY/g7//+77Fq1So897nPxbvf/e65+xbzAB2m0avHIkzDzASg8bZv34y9e3bg8jc8K1/Ju6RgDsI0ZT+Iza6TTFhei3ybas+InjQnRR6rHpb5kNlmVBnRqzxGPCPkmKqyaYxSMLOiZ1XKyLyUg3f9U17PiNqUGFiLum8CsaKvLKqVqtexGU72vt40RhnpoohoUFOk4DVHGWHWv0sJhpRxUgtYSq8yUoQpHdWQkhFPmEaD13My4qqprmck4/Y9EtAZYmIC2/7tbQCAnR/5CA7997d3f5PzG4jRUfO4kox4UnttZcSTTQNg6/lvxpGf+yyAQhnZ197n/QxfWrEJ08iCjHAmIabGAPiTHOYbfZMRADjnnHNwzjnneF+75JJLSs+94Q1vwBve8IaZfNTAQtcS0cOR7RmxR5ZfPrATYmoZbnpoL044bKXdlwZA12yaXjwjrirgSLapmF2YpqlGzzYn+eyKBGSsIBbW5MQZ4VmUQHhjNx1BV+Xc8YzMRzZNcQA2WZAeZYSr88oksCITAFiRJZGJ4nfhcTlMM1MDq1sOWpQnsG51RuigKRAFZURDKyOwDcKajEQRmRyY9Y9XDIzpftz31XPyX1UMT0OwhR32PtDYSepi9VrBtmRgnZw0j6vqjHhTeyvLwRfTcZss6PX4VkVGfETIpPZLCcQNTKOOJtoQU3sBPMa7n/nGEhxJ5gbl1N4iFuym9jKWooE2MpGTgpJCMQeN8kqbOGan6SRD5AaQOmXTqP1NiDxWPaQ2pWSEkSp/puiZ9d0LZcRXDn6myghNGKYG1nlRRpwwjTaf6TL6EY/M780lsEKVZDaRqiwzZIRF8dwZWEu9aVCZTcMACM/SnJKXqtTeqr42ixo6m4Y2LCNZE7YykqOSCCKfTMoGVrUvHaZx6kNwCeumz3hv9YgCckzfcad53HOrBWe8pNd+RwNrabxXu3OmX6qM0EVJN2XEl8mqwzT6nh2Hqg01tde7j0FAICMzRDmbRj3PysrIkewR3Nw4G4dteg9SuhI2O5uDME1JGbHJyJ6Jds/KSDNqGol+LMvjlMsUw0opGaGpvdbUph+SMA2dZE2Wz8w8I9zJrDFmzQOkjNhpyi4ZyRWpTH3FmMVmYrHCNIrtSSEQMxWmYVH5WphlmEYbI5mwfU30X8D/S1AFSsiqomdLbwjR6ddUGZGWMuLPpsmfKD8fjRyClDnOEa1oqTBN8vDD1st/dK2wlSsePCP9gJFsTVbrjYy4affxE44zj3nFfert2mtMzE4GTI0QGvKWbp4RH6wwDYBxpsjI9GjVW+YdS28kmTMoMuLzjDhb/kXtStRZhsfc8nEk2eyUkSqVpJSx5YRpplNRDg9VVGBdUV9hwjTbpnYAAEbUpolFRpSBlTHjLLe+CbNXju7zM63AOu9hGlKUyPV06GwarYxwxg15ssgIMbByK0zjfIdZpvbS3jSFZ8RWTXJLQ2dlREqbFBe9aZauMmJ7RgBvmEbBqFKw/wXya6RKYYoaTe/zp9wj8cT77d8jkJHeQVWI3pWR4vyuefWrMfS6vwCgQrFVZASeOiP6NTcdlxwT/axuyogPpvaS+uxxpipzDzAZmZFnJICGadSqVw/+KIdpOIrJKxMS3F2H9mFgFVKYsIS1TRdlJM+mccM0fmVkWX2ZISNtnnsclimZOCM9EHTKNi16ZsdpKgysVief3mBn01QYWA9QzNyqkOh6OoxnJP8z5jG4Ou8cxU9txq4sK7KceFkZYTP0jGgYz4gsZ2Do32aPGMO5B6/FXzuvWytvKbwK3ZI0sGplxCprS8hy5AnTOE9QZSSTWWnMKJSRIVThkD3F46CM9AliRuXD5caGPmgTcXzwwVj/T/+IbRN5vS3OuAmLuOic2tsbGdGLrYlkAkA+3n3nj76De/fei4OGDvJ+btFRPd/PJB8BBMBbgYwsOuiB2SwQUaxE3TCNIEtMX1aLFGnHId2WxyuUEfcJh4wIr4HVqUWiMnBqvIZY5lkAOjNoZZp/bmY1ZCpSe10PDZAvmq1sA/3QpJL0Th6oZ+QIFKl4NLX3QMXMbTLiz6YxDQZZZJQcO5tGh2lk4eXhUZmYzrAcPHPUj07ZNBtbt+Ga4Sb+Gh5fgv5e0r0O9QctQXGVdO01SgeZ3CLuCdM4E5BFRkRWmU0TdyAjTSJ+BmWkTxDCqCufdoWWn9V79ZjEGa+sQO5TRqSoyESLaZimeI9WRiaT3DD75IOfjMNHDsfhI4f3cMiajKgWHgNMRpbgSDI30D+yW/RMAqXU3oyQEV9Wi+xjEKkiI9TpLSVKYZpMFuGhX4tj1IZ+A2vMY0Si8BysbqxGrNz8kuS0c1Z8Z+93YLy8JEQR2mB9kAc60D4WjxT7kkUp5gPmGaFhGke5KAys+d8Rj8x5onVGzBwuMjubxi3X7NYx6RGUHOvP1pVrfZ4R36dQ178b+y5Se5fWEEK9IVbXXkGVEU92g9mB9Q+AfFKrqsAaN6tX7c22PRYEMtI7mif8hnlcCo1WQS3e9D2v60Vxxr1qNaDuG2fM1sp42TNSs96nYZSRNFdGqjJ3rM+gPcKkRMpVVlaHzr/zjaU1kswhJPEBAAUZST2eETr0ZKKsjIgu/QKsLIYKNaFEBjqEadpaEKtQRmIeI1a1rjMOvO6k1wHqIpYRMX4ZXwKtM+IoBd7j1pPzzMI0lv1EzkPRM6qMuKse9ZruPZPHkwtlxNSlsVJ7dSaSL0wzQ2XEV2dEH6NDRqxS8QQRec4dVJfstEcJGSWKtAYFIaj0/AP+wGQq0rJnRP0ZNaqVkZh8JMMBvP4XAyw22NvVLIlXCCiU2IhFlcqIkKKSJLp9nXTRs/zFamXEV+TMBQ0bSUgI3Tsn9ZeUHwQEMjJD6Eul3JuG5a3CCZgVpil7Rkq1JdzP6iFMYw1EEuUwjSw+N5G6ZWyFMsJi1NSSOlPKSJbkxc9q9YKMaPadoSALFlEA88jUwEwa5VXd0Iwcx3woI1rJSB7dnk/YxsCav56TEaKMaDKiOYagnpG4TCpnW2dEvZ3TRnn62Mlv4yMjvaX2LrEhhJAOQZQRe3Vd3P/Htf2DP/WIyA5Fz+IOPbpi8pFMhtTevkDH3F7HDaHT8tW4R8I0VfCHafzjnuUZIfe9Vkam0rzMQp13JyOUHAkpkKn3yA7N9uYbS2wkmTuUip6xgoy4YRo6iKeeHjHdwjSugdW/kaMcuGEaoowkShlxSZAmIzVeMwbWLAJWNlYiS3JlpEbc/UUue/H/1gxGz8MsK7Ba39tVRtg8ekZEhrErr8Q9z3kOHv2PC41qkirWkYdp8sdcAo+Ktflxa1YiaNGzqLRKm6mB1R+mUcfveEaqlBGqXEnhEF5nH0sF0lFGzF+EjDDOcGKrhYYQWKOlffMmvZGz35IyosaVDsoYVUa4DBVY+4EkdVtKodGq92gi6gnTVMFn/PYWiATAYuJjIdeDq4zUPNlaLtwwjeRBGVm00IOSvmR4B2UElmdEWNkgQA/KSA9hGqsCq2QOOZEQEiY81FZN79wS00YZiWIj0WcMWNVYBWnISCEba+8HNc+5t7XPwEpqoXu/iw/WQEuWkZSMHKiZkXbVlJnA9ve9HwCw53OfM68lpM4Ip4RAe0b0NZFltoHVjV/PUQVWLxkhlyn3nDu7Aqs/TNNPqG1RwFJGitiXNaFxjs888iiu2fxw0eHaOU3Seuzv2vvy1ls7Fr2LHGUkhGn6AB1ze/aMaAOrHabpREYuvfNS7Jza6ezGxGrtjT0LNgBoxvkCcDpT6nQPnhHab0pAFGGaAW6mGMjIDKGVEW82TQfPodfA2q1rr/W5FQOOq4yQfZp7yJCRyPu5bZGz5hqvgavujoIDa5prsGefKn5G0uAKZaTwjFhfrao3jTGw9o5KZQTzkU1D0xgyiOlp8prHwCqLMI1uQGj4kxCINUPxhmlmaWDVYRpBPCP6X+IZ8aFumaIFvNk0Sy00QCcuRgKujuxfBzDsIwe64BUN03jICBhwhzyiIxmNqGdEBgNrP6DksefxV6tcTli4yryq8eEbPux8uF8ZcQmtxqrGKmu7njwjjjIidGhHBGVk0cGUftYGVrUSzUq6hz1cp5lExFwy0mUQcYyE/m2cyZooCZmQAKSZ9EyYxpF1dVGdFfUVYIqMpBHQbi0znWXXr15htqeeEWPotfZIy8HT72hSSfzfxQPLwEr3JA98Ng1czwidWNRriQ7TsAgRL66VyCyKtExBDM3MF6aZZWqv/hue1F7CTnyEpN7BwOpVvJYA6L0qWEEi6ETCPHF5169T9oyUSWcGjk5F5ahnhAcy0h8sZaS3a1hWpPZWmVcr91ORTWOP4cUxHbR1Ci+4XhgVciaeEalCO2yAu/YGMjJDFJ6RHLaB1d22wEzCNPa+KgyswiEjljJSmFd/NDyEL6zfjW1RVPrcy+65DABQYzGYkqPf/dv/iYf2tFFXhdtWjIyY7U05eBKmKVU+Lj2Ambxn7Bmhb5MHPpvG8oxkmdXeXSb5yiMlZITeZNwoI+rfrOjaCx7PXZjGVw6+b89I8VgKN/bdf6htUYD8PlY2jTW5kdWn9n6YN6l/uikjAAQ4WFRNRt0wjdh0E+55wekY/9nPunyJAOoZcbMKK1GR2ttNGSl9tr6G3MxDEgKkY8zRf/NBvPZ7Ar91syIj/SojkJA6tBOUkcWHYsWpVr1quMkYTLltsy31jHgMrKIPz0j16odK6rZnJCOhoXMPXoc7lk/ik6tWlDqB3jd6HwDg8rsvM8/95mNOxUQrRYOp1R6tM8Jpozw16NJS7eb/YLEUpm7eftYTVeY8Tg2s85FNI4Q9iLTym70dlw2skQBiTUaMOESUER6VCdXMojT+1N4qZQR+MiIdMkLPr/BttARASf9nbv+cOYd/efF1ZCPPtSrtf13yUVJGpFZGeg/TyHPfhmTLFmw5+zVdvkUAJSBV2S0uSgbWHjwj/h1pZcR5Hw2LJmV17dit+et9e0akMGSEBc/I4oMOOxhlxMjiZWXECtPsp669Vp0DRxnJZFHlUxOlzbVaZXjo/51wdvFHHGOynRllBDFJ7dUEDMwoRfSGYqiQ82dgYJWuQZfA9KaZj2yaLLPJiErlbHtSe7ksKyN2am9k/44AKoSw7lCnyFcO3pkXK5URCyKzw4Wa5Cxhz8h12woCYpFwz+rT5ZRu+fcSOUFORlgHz5CenAD1G7rXTkAlLH9Gr+dN/8ZRf54Rz4d7nx46+eRiEw8Z+d3rJV64SfSUTeOGaaDJSEjtXXww5eC1B8BMzL6MkuLCSL3l4OdAGaHyseMZ8ZaCByCd3jS6vPDTD3qqeY7FMSbaqfGMwCp6RpURoXdavC6k18Cqa1OUSFkHUGWETpxclptC7XdYykhm/93Os45aSkOPeZFNE4myZ4QJUvTMZ2Cd4XfqlNpbNLnTn1EhwFiekazCM7K0yIgmnoIhN2ir5yNzHiRw39Vme0bOf/6yx8Dq84xIlq+cO4Tp1pG+aUwCskNIJ8ABVUZ6vIb1b6/HvUx0rzPi3Y9Rx+z31R9zOI784hfzP5LEO56d/X3Rk2dE++gAVVRPK9qBjCxG2IZNTuqMuKm9dOBJPMSgnzBNZTaN6KCMVJARN1aqi+oMMUI4ogiTLaqMFDdCZKX22uQMcCc4GqYhl12Pk21VBVbqGTlgYRq6ksqEUUMAQGhlJCKeEV1nRACxMgZzUt400kSLRT2b6bqh8IxoVaagxPp61CoZR4Uy4paDDwZW831LzTBNB0QA17yn43uBshJSapRndtwbwWDAjDOvliIsz0iPdUbc3jSmJUjfZER/dvn3ajz22GK7CkLSi2eEMWZISytrAUpN4SFMs/igB+aSgZWxsgRLBvG8HLx9gaXdysHTQaxi8GcW02eWMkLDNNZ+HWVEk5Em7Z/YURkpCJj0KCOQxCzpKQevXvB+HxdW115HGTngvWmsOiP2eZVTeZpvS3lGOOOGjMQCRdM8cucZMsJjT5hmhsqIp1FelV+hqgKr6xkJqb0wv4/ru9HKCGPwGiK5tA2n9HTHPC6bGdW/ncI0FPnvu8SI4SwgnVTsnmBSe/W4N0vPiCcLh9ULoiHbibXQ0WhE1VV5re1USH06mzZkhMlARhYdCjJiG1gFysMz/TsvB29vkaadLxA7rbV/ZUQIIPK9z8q4EYSMqBsiynsuTLYz1FlZGSnaVBc3phU7l3QFTT6XSs89DgRVqb2MhmkOUNUzavyVzm8nJvJmVro3TR6mKZQRU2eE5NLWDBnxGFhn+J18YRqTTayP1eMnsfZBP1qkjjKia6csrQlQmx3LGUk6/iZNEZkpWTcnNhIM7/0UWTCQEx7z2DMxMVz218/sOZuKks2AHkDrjPTbm0YrIz1UYHXxpd/7EhnzupGRFiSpYaQxzJul53xoqg7rrbRlUnujEKZZjHA8I2Zi7pLa6+lNkySdwzTUmNmLMpJvSLJpKpWR4rmUqCR11SSPqZbWE60UNR2miaiBtQjT6OOiznQuUZFNQ5WR3gYCuwJr8ZChMLDOh2dEjO2zXhLjeXG4thKXIhYhVl+3mQCHjeWEj9EwDTWw9loNsgtcZeSgUYFh1bDTTIRdsmkoKoueLTHPiCbwopBEAdBQGwyBmERxrxyyR+Lw3WQ3DFDiGV7xhFd4U3tP2rCqYzYNBQ/KSF+wMgl7NbDq3jSR3ZumVwPrSauehxPWnlCMlT4ywrnpUSNbLaugosYy2aMyosbqVtYCU6EdJkKdkUUFOigbzwhVRpxVDg3bZLQXiULSRRmhn+cLRbSyFnaK+8n2zFFGqgysfjKi5WRd42CqnRVhmrjcKE/SY3SbQhUHVTxpDbC9DaDSUVzo4wOfTUNCYKOj1mvZpK2MRDwC4+XjYj7PCI/LEv8sJhgGO2T4V1eoWjCeTBtf0TPbm2PXGTH7XXJkxD6H+owsl3nfEMZgru8pQkbKqbzA32eH4L3PeS/OOvEsr4EVQMdy8BT5PRHISM+gyojMWzps+eu/8YZFzHaatDhKbK/KCHOzCCvepzNp9n3/+15lZHW0rKfPo2XkmSImIZtmkYESAn0CjYGVdU7t9YZpujDzbmGaz9/2eezDDpCN4FZgjZiv9kGx34RcpCa2rRh6OxNoGGWkkBFtNagI0yw7JL+BNp96dMdy8O4xdEIvvWnmo+hZsnWr9ZrYZysjMYuxd6JV2gc9BTV9Dnjcc82DXsA8/iXAE6uukPhLRc8857dcb3hxQ0v1rmfk//Fvm22E+g2nZd1YQcq1h4DVqOGFR70QQ/FQZdfeEKbZP6ALMTk1jV3//d8Y/8EPMHnjjdVvcnrT9JtNY2r/dFBGKB698F1eZeTY4SN6+jyjjKQt8DgfyycmJ/GVjVt6ev+BRiAjMwBdgevB2FQjhS+1t0DqMbC2k87SmZ1JUh5xtk5stScOxzOSh2k6p/ZayohJ7ojU8WVF0TOPMiLoMUqJxzx7Nw75s2XY+7iDK8rB9x+mqepNw8GK4zhQq3Qi8abbtlkvuZ4RzjhGvWSEhrPIissJ08yGYDGwIpxA96mPtYsyYl2mMrPDhcUBzvj4FiQcMqJxCPYAABiTmJ7Kr4Ep1FGEc+3zJFiRjQb4zYxqhz0dVl4rZon9FrMBUUambr7ZPO5Y2r2iN03vnhEzGOoP6/oOOTVVeq4pegsLDdfyPmKT6SR4LV9E1pDiH756U0/vP9AIZGQGoBOE25tGgHlWQaTOiCdkMt3uEqbpktrLwGBFAhxlRIdpSu+U5TBNxKLiplOeEZER6ZJWYPV4RrgU4BEQr6iB0XVzRUfKmWTTzDcZsYqeOdBkRCsjnHHUovJ3pKm9tBx8P60BuoGR3kAUM/KMCGGd96IC69IK01QpI+YyZkCc5RPIJAqjYeycJ8mK0C7dX7GB2l2PtUO6Fq0LsECz4LKxMe/zpfc4BtZ+PSN6wdrJwOpCTJcXMqJDKIlieW05gLznWKQSD2o+hXxAEMjIDOAP03RSRoqRIs0kuNMor9WFjGRUUnQoxZc3bsEP7thurWxdz4hWRkpTqLVN/jjmcTHZxuomS8nFT5SRiNPvrA7A3GfcMaoWD9kMwjRVZCQCP/DZNGmHAauVDx5pxBCzGIwxjMSeDRmgv4ipUcE9dUZmE7Zh/voVvWbT2JW5BHx1RvrpL7QoUOEZISVpEaU5IZ2QTXNiXeVJMnsSc5URI+H3E6YJ6B20avLkZPE4SZHu3o3t7/8Apu+4w36PJiN8Zqm9RcRaZ2R1f5+YVob3WlF1VXaZLzRG6nkfsfFkHFEtH7dr5VlgYBDIyAxAB+VikUlqbjjb0+E6r8Bqb9HNM9KpAus/fvUmPLx3wh7sJKxJXvfDSVxZkIQEtDJCyQhTcUaZEXZu5birGCiYFabJX4rslbll+p1lNg0BByvO/QFTRroPBtP1ohibTxlhUcEAYuIZKYVpOqgw3dBVGTFPVBU9Iw9LZETvZGmSETebhirvWvmkykjknCZXGfH9Jvn+eg/TBPSOKgVy7Nvfxt2nPRO7PvlJPPz3b7Lfoyuwcn9q79knno1l2Qo8f2ISfqgsxS7KyNBJJxWfqZSRoZNOQnzooflzXZSR6bvuwq5PfQrLVE+KVtpCpMbyQEYWGR7YOW4em2waUo008/gDNXxhmm7SfJUqoPE0fls5TON07Y2QISXHFUnpzaaJeWxSV7VELJOW+m6xtVLTK7uMhGn0jSZJE738QUWYpkc1wz4HxReJ5sUz0l3qnKoX5yf2TNicSxMyptk0br+gXote+eBm02j4sml66U1jnV9Tv2RpzYK6JkWlMkIwSVIwfWSkJ89Ij8pIICN9oqK2yOhll5nH7XvvtV90DKypJGMmgHNPORe/u+eP8f7tO/HPu3bDhUm371D0DAAO+fe35x+zdm2hjDSbYHW1OEw6k5Gt/3w+tr/3fTjhyrsA5Nk0XCkj9UBGFhf+6gsbzWNT9KzHcvC+RnndysHb3VLt967DKI7iW0thGtucqsM0JAsFsDwjOpsmZnGxAlBhGqY8I9IpQ+wveqY/ICIfBIuMWPLkrCuwkjDNgcqm6WI4BmwyEvmyUCKYL1LrYGCtH33MjI+zMpvGt61vB05qL4W/BN0SgKzwjOhsTXJxToP4q1wyApuMVJaD77XfzBL7GWaLTt6QSjgGVmsBZ3acj/5DvvCqLLbJ4f/ReSMnDrLVMsoIazbAVUE0HQquwvRttwEADrshz5ppZS1EtVylG2HT+FjtImAAy8L7otkBXfDArgksX5c/1iSAZtN0CtMknkZ5okuhq6py8NNJhuVsEhlj9spWAiLLoIcxbWClYRrBYKknlOVrGZDV1cpOhWkEr4MOjZqASXpcpix27hkpuwyIkYts3w1VRc+sMM2BqjOSdScj03VgSIdpPCEmppQRCaCuSzSTMM368/8Z6Z49WPXyl834OCuzaXpURuhzQmZ2EpR5sLTCNNIpB2+eJwZWjRZqRv0qKReM2cZHX7o1Qphmv2EGZEQ6vWkMGWE2GQH8NGNoarveKP//Cs8II2RETOQqfLRsBKnKiOkWptHgqg/WdDqNeGTIPP+i6JfAbZcBT3x5T/s5UAhkZEYoe0a4mlkEWKnWKR0nMlGuwNqNpdOJWEJiz0QbnDEwDqzCODLAUUZyJUEPdbpRHg3TCDDYtUgKA6tQzFuXJu6ujNA6I4UZk3oWrKJlNPTQo5phqR6WgZUVvSIGIJtGo1UDRnSYxnNcjMNcPA1FBGmYZvgZp6L5+ONmdZyM+T0jxOhUPOVdyFV7e5asgdVplKfPbzKuhlJyymqNYfPYDdMAACdN8ERVOC4YWPcL3HBoT9DKCGe4c/ed+N87/hdA4Q1TO8638bw9ziatbaqUEUNGkgTZ3lEAAF+xwozHvWbTcHVxtrIW4vqw/WK7sBpAyp5TyPcnQpimT6SZsKTYUjYNK4eP6aCeZB7PSIU5s3h/8XntLMMzLvwBTnr799FKBFaycaSsnNpL/SB50TOBhBxHBtjKCDWwtpQyom6KrmSEoejaq29y18BKy8QzIKP69sObgLFHOp4DSshoMhIn2TQHTKp2smmGnvxkS06Xb31jvvLVykhFGE7f/zVd3ZaUg5+NV4TCJ//r5/pRRkrGWs+jJQG1cHA9I6MP5IM9HdNPPHK9eewjI3Y2jfOikVT6y9QI6BEzMIYbAsMj/O2P/hb37L0HQDlMA/gn1jjNF3lmYVWljNSKcTbduRMAEC1fbshIr8qIviZaWQvNIYeM6GO+4QvAe44GHvx5T/vcnwhkpE9MtDP4lZEiTJOVPCM0tbccpunHwDrRStFK878f3DWBBhJksCeO0QeH7Dx6Y2AlZMQN0xDJ0YRpGloZUTHKEhmJzHc2BYD0jcZj27NAJjPGGIS+9B69Bfjv5wIXPbHjObDSduc7TOMMZCPPfa41C2UveBaAQr71KSMAzI9WJ8oInFoGs0FVNk0JsnvRMzebqWiUt7SUES3Vu9k0xevFY1YvUnv9ZKS7gZUx1tOqNSgj/WFGyog2vXKGh8cfNk/XOEm7NcpI+QeJRFt/eP5PxcfwerG/dPeu/LkVlIz05vfQ18R0Og0e1azXslaefo7LzgGm9gDf/5ee9rk/EchIn5hsp/CSEZLm2skz4g3TdLkxKBmhNUemkgwxBDLGrMlk9P5lSFsFe06NZ4QcB5g1cmrPSMQjyHZOPrRhiuubyCEjETHtZi4ZiWI7TEPJCMgZvP8a9SU7r1To92Zkhh2Eome82bBWWnri1sdVQ4Y7DvfsSH0NQ0YYL87THMimjPk9I6KQ8/J/qkZF8rxLOoqfYInNgsKvjGhImkoXFXF63znmHZURumH3YTqQkT7Ro2eE3utuyQMNqnCZitxepVH76kgeuA+kpki2Mycj0fIVRfimZ2WkCNMce7Ddz0ZMj9sbtyd62uf+RCAjfSJJC02bEx8D5yRk0SG1NxHlDrrdyAj1S6Qk3DHVzhAjhUDZrZ9NFj0NhCebRjBUekak8YzkFz/XFVhju1skbVOvlQudpsp4DDAy8TnKiNSXHr0hOxhDKyuwSnbAs2nc42QNu6U3LSAHAHWR4Z1/EuETZ3CkjGHzE56av0+HaTzKCOtRnu8EDt4xTBMRedk3WdK3uqHEpeoZcSuwuhD0hVoT+kz5lBEq71em9gKBjOwH9KqM0Ilf1xeiBcgAJ0yjfSWefRVp8F3CNIyZz0h35ynCfPlIkdpLj6ndru7krv6dzqYxXLftoVni9LwZgPs4kJE+kYoiX4aevE5hGrfomVt3optnhIYfUp8ygvJkIiZ9ygj1jDBLjTATKIuNQUozca7SfplDRrQnQgBGGTGeER5bdS5oKIoxmPTnjA4KivRknrQ4qx8QeYtlYD1QYZrEo4wQaGKnV0w1CLTqDD98MsfVH/1bXPsX/5BvaMI0RTaNGVjmIExTVYHVPKcmuco6Ix1Se4tsmiU2C7rl4N3X6RMxqcDqM7BaYRrnRXKv9pJRE8hIn+ghIw5wJv5Ej4P2xB5bpD7fr29iNcTdjHnVv6sOyaQ78gao0cpVRRFKpdCIyUnc87znY8vZZ/v3oa6JVuopKV8iI/NfJn5GZORjH/sYjj76aDSbTZxyyin4yU9+UrntWWedlTM9578TTjhhxgc9n8iVCSXFkedpZklJuiUbpkIiZs6N0FeYxk7tjVmGtpvaC0CQuKIQ5aJnuc+kHP6JeFQYWOs1SCmLMI1DRooy7MUxmpoakdObxjGwas/Br+4nxYGyNi7/9SN44r99Dz+6YzsoaPqzXWeE9Mg5QOx+z8RO628+MmL9TUNeAFAnN/rBh68G1/Vb1O9hyCmPjHzca0pnJ1R5RvREWrQ0705GRJUyslQrsHoykkqIm0UY15tNU62MWH/1QEyDgbU/yIqiZy4ECXebYpC16jCN9gP6k9hUSm+X1F7rM9RnRqtWmec0KZq+9VakO3Zg4tqfm+6+0jNOtrJeyMj838d9k5FLL70U5557Li644ALccMMNePazn40zzjgDmzdv9m7/wQ9+EFu3bjX/bdmyBWvWrMEf//Efz/rg5wNpVpARGqaJSNO4jhVYiTIiVWl1Kf3t2TXoJJuSi22ynSFGhoQx61gAQLTLvWl6qTMSsciEaXijgXYmTMdeVxmhBCxT3ykmYRrLs2B5RorCcLc9srfYYZbgDf97AybbGV59ya+sz+pUZ+TLGx9SH3Fgbqhr7/+x9Xe0cqX1t6uMUDIipTT1WfSINb2nhnuvOAhjP9lUnKc5CNNUFj0zE6kuT909m8aVtZdsmKaqAqvZoHjI6oVnxNMRwKpPUZnai96Iaagz0id69YwkHmXEISM1XgPuuAL4/lsQKbXZV5nY3Cs9NMrTyoiGRUZUuIgSKqnJSFIsQvV1M50p4rHqiGL7tGUr0HPYoHOm6HvEe//734+zzz4br3nNa3D88cfjoosuwoYNG/Dxj3/cu/3KlStxyCGHmP82btyIPXv24NWvfvWsD34+kIli5KaXEiPlz0vKCHmckxH1w6tOihGEyZDxobOBNUPCPBUeSSjB1Bmhx1FRZyQ3sGplpI52KkwJYV4iI8QzQrr25juqVRtYSZiG047A5LE7Nlv9gMgMyyTw8R/fBwBozaSqYp/IRIa6I2xFK1dijbqe1/zlXxYqkYeMCAhE6svpOebRG1aiPVbDw//+kYKU8rnJpqkysDIUWRoM/mGxU52RpUVBCHQFVp1N3mHhweJGxzBNxHsL03QipuZWCGSkL/TsGSHVTgsy4oRpGAO+9KfAtR/Ci8UPAfgnVt6rgRUO4YkixKtXmfCQPg5BG/wpBYWGlXQPHROm+f2PkO8yjft2FCbWA9ZKowP6IiPtdhubNm3C6aefbj1/+umn49prr+1pH5/+9Kfx/Oc/H0ceeWTlNq1WC2NjY9Z/gwLqGaGXUmSVRnc8IzQ8komiWZFSRjhkRzJiG1iL7aaVMtJ2smkAQLQ9ZMRRRpgsKyO5Z6QwsOZkJL/4dX+D4jtTz4gmIyqTJIrt7+4YWPXZ0/vOD5SSEfscWnVGyHfNV5wqk+kA+BcSkaDuZNbFBx2Eg/7uXBxx8adx0BvfYIVpMiHRqFRGlFxLL5A5rDPSqVEeZ8zc/T0pI67PyYR45n8QO5CQTp2R8gbFw4ikU3pTe6MOBtYes2lSxVldZTSgM3qpogy4nhF/mCZuFZkoy2ROEPwGVnVv+8r1utsSZaR2yCFg9XrxuZqMTBRkwpCRTsrIMc/B+/lZavuWxYXEAVjIdUNfZGTnzp3Isgzr16+3nl+/fj22bdvW9f1bt27FlVdeide85jUdt7vwwguxcuVK89+GDRv6Ocz9iox4RnwGVonOYZpMZEXRM6U0vCDahFa7QyaJZWAtHmtlJEWZjNCUtEoDazfPSKOBFlFGKsM0rKjAqmtqRHHdqTNCyAQKwlan/hnSLyF1TKyWZ8QqesbMzOBOmPsDiUhQT/Njmz7jWTji4k8jWrUKvF7HstNOA282rTBNkgk0WfHdOeNG9fEujOY4TJN6BBbBdCaUUkZ68IxU1cJZep4RVWdEc7HSb1g8weOoizLSWzZNp8wq/fsGA2uf6OAZYc0mao95DIAqZcQhI3QRhepsGi4ltuyexM0P78n318kzQshIvG6d+lytjORjZrZvX3FsPmVEjSWtrGUWahlXtUrSaXsBvBDDNEA5himl7Cmueckll2DVqlX4wz/8w47bnX/++RgdHTX/bdmyZSaHuV9ADaiUADAyMXeuMyIQ68md1O1g9/3Q+3lSSidMY5ORyHhGnM8knhEhJCKWUQ0CGQNYlWekXRhYqTJSrjNSXD46m6amvi2PVTaNmnklIRc0TNOAP0zjwsqmcQysxa1/gJQRxZ/azzoZy047rbQNTe1tp2mJtEaGjXT4oDkgI4B/khMsv16lDhdVHYp1Oqs8I0tsFhS6N40mwA4sZYQYGz2nKUKHOiP0F+lERrS6VblFgA+dCk0yzg0ZePTCd+G+l/w+sn37DBmRjqG4Tn7bIVQ3sWNS4E1f+XXhGeRx9baE8Iz89nOs50yYZrxQZMyx0RokqlK0kMIUtRSKjCBtIcnoamOBkZF169YhiqKSCrJ9+/aSWuJCSomLL74Yr3zlK1F3zDkuGo0GVqxYYf03KMiExO/xPCS1blQgnc5PYUQzS9S2ug6HpYzQ1F46ue++z/t50hnuLGWkLVBDhjYrr4x8yogVpgG8ygitM6INrEa9cOuMEDKSSkcZURK1GWQzqg4w40ewWloT17c7h1pde53UXhOmOQBkJBWpISNZze/r0Dc+ZxztdruUdaXDNKzDcnYu6ozo6w/PfKr1vGB25dpewjSuAmL+WgRhmn7Ce1mmB3X1RAcVlEc183LkSVefyzBNUEb6RNph8o0iU9Zg6te/RuvuuzH6jW8W6kNs3/dUJxmGk6VCwKTA1tFpU2dKsg5khMyR0eo1+XM1J7V3nBQu0+FDEqYB8Q3qUE2mrAFIW2gTZWRGFWnnGH2NePV6Haeccgquuuoq6/mrrroKp3lWiBRXX3017rnnHpxdkRO9UJAKiafxO7BsSuLd/wXc/c1DANh1RvSqP+IRDt8pse7RYmRJszwdF4A1kLelf2JzjUXUAT2VpLni4famAdDeUkh4QkqTdWP2A2Z5RvRq3lZGGmglHZQRYrLUREArIyyqWWEaSckESJjG8oxUlzmmxl064scgHecOsDKS1v23jzGw8ghJYqs9qUhL2TRezFGYBgDYey7ALx9nmyUZY4UyIv2eA3p4Vdk0bmuDhYZ/+ebNeO77rsZ4qzcPwdZ9eRlw/f27KiMdwjQ14ikRncI0HV4LZGRm6DT5sigyBcY0xPR0oT44i5A9owUBGZLVZIRLiThi+I/ap/PP6XDvUGWEL1elAxwDKyUevjAN0tSqwgoAgut+Yy0kNFS10JQRADjvvPPwqU99ChdffDFuv/12/N3f/R02b96M17/+9QDyEMurXvWq0vs+/elP4+lPfzpOPPHE2R/1PCITearrIXuK50RKMktQxJNjRPjAf2f4g6/ERkERghhYSTGaVDHbe/bcg+sfvd48P/aty/HCTRVhmnaGmhOmSVflrycPT5D3SDTRxpTTm8YysIrCdFkYWOtoZ1mhXrhFzzyDZE1nCnG7HDyN0eYNjvPzYSsjJN7p7NeEaaQ03SgBIJLUM3IAyEhWGFjTmv/2oQXkUrU6ecr0NDjjeM5jnoOoYlVNMafKCAOmCY8UPFe1DFmB9PO4TgZW64+FOxN+/hebcf/OCXzj+od62l6nU1Zl01Dkyoc2dpdft+qMuD83vbc61BkpDKzVxxHgQSfDZhSB15w+XM1mkT5bc6uZFvuqqYWm7+fgEKhHHCMs38/BO6+rPARLGVm+PH/OCdNYpeqTMhmRaYqGUkKm0/wzhVpQMkcZYQNARqp1ogqceeaZ2LVrF97+9rdj69atOPHEE3HFFVeY7JitW7eWao6Mjo7ia1/7Gj74wQ/OzVHPI9JMosYSyxiYJdwbphlJi9ObTEaImwJZRgysJCwhlCP7pd96KQDgOy/9Dg5nq/HoP78ZZwO46SiGrWtZycAaQeTZNOrp8WMkVl0PiPGCNWsyMkkyNHJlhJAcqowYA2tdKSN29o8G90yYNSnzSVal9lZl0+ibVdcwybdJrW0ohHGi258XW44H2bN/aaa4/L7LcarmkhVkxBA7FiFJ8t/401u3Y/wf78Wq4XVgLO/22fEw51AZkVIijchvz3MlT4cGcmXEswP6XKk3DTn4AWlBPhuMt3objPdO7cIa9JhNQyp1eoue0U7PpTAN9Yx0UEb0ZRLISF/Qyki0bh2ynXYRQ8a5CdOY7ZM2MhUWkSPDAFmM1j1k3PdzMFmk9XeDpYyMVJERqoz41ZJGvBzT2bRRRnTndZa10CIkqlvhzQOBvskIAJxzzjk455xzvK9dcsklpedWrlyJSZITvZCRiXyNWKOqrmBWzQ0dglg1RXOn8n+SNCvUgw1PB27/Vv64tc8KRdy26zYcUis62R68V2Lr2qIhHQBMJQIxEiSkAmtrWT7A0YI4mZBosjYmicejY28axa55o4HxVlqEUuJqA6tGoYzkEnVRDt6tM6KVEUpG/BMCNfG6KZIxuFUPQ0IaRWDL2BZctfkqnPn4M7GsZjeKmik+edMn8ZwuZMQQOx4hUSuWGMCqobXqea1YdJhB5lAZERBISNWtJM5fY13ICG1I6Mq4tjIisNA7SyQ9VuScVpUre8mmiaPY/OlL7e1IRugeO2RdGGWkcosAL0zTO88UGEWlomM7P/oxRGvz+1cO2b2oeiUjUR8Koq2M5GEa3syL6IkpNZfShp2+MI0QGGINjKLwjMgoP3aWtZCmRIkeAGUkXMN9Qqec1qiFQYB07S0GqpVTZPJX+b5pJopGece9EGNsZf562sJ4UhiSalENYrIItRifApmwp9uZiTvqyaStJ8hUGmNeKiTqSDEaFcfjloP3VWBl9Tom2imGlayIul32nHkuH+0ZMb1pPBVYOWPEM0JuKKqMkH3S8Is7adLUXsD22Lzs8pfhA5s+gA9s+kDpOGeCTGRgUprfPqkiIzS1V61YUnCz2tXhrU5iwpyEaUi5d6rkJVFORKgyonnRvYcAXzvNc2DOQFomIwsbvZZ1ydQAXlRgrX4j76aM8GoyYql7wcA659CLI+YJgdFsGo1ozRoTpknrjoHVY06uVEbQ26RvKyMj1r9iIicjkphwH3zlqyCFMH3FNIZ5Tj504TOtjPCsjZRuG8jIwkMmJBgEOLkApWCIinHfhGnqpJiVLmyVZFlRgZXXcPXI7+avJ9OlHgJiokxG6AJuKsnAVJijICNRcSDadS1yA+soGdQy5hhYyQRqPCONBsZbGZZjKt+osdw6vshTJZR+t8oKrCgGcSu11wrTFE/TgmfuCjMSwCqQ4j8TO8zjqTQ/7uu3X4+5QCpTxIQ7JRWhfEsZUTe8IGmc5rvt7zANyTKyyEich2kYTe3VxSGJmkUn0M6ekYVLRp7ANuOLtXfg0LGbeto+7ZJNQ5EJbl72kQVuZdM4L9JGeYGMzD10DygnHAPAq4zINDUTfSu2T3ZNpHDhU7q4FL0bvmlHeOUZ4ctydVdn0VDPCAAkW7bY2TQAhpF/D6OMxDk54aJtiDVgL0znC4GM9IkkEwCT1gpdCiKJs4KM1EiGjP6t00xYoQzNVGXaRpsYOBORWOV+G+oak+02YnXxT7YzMGWYKsgI6XehvB+pkKghtciIgO3mprUxZFsX96ljopViOfOTEbdKKuAoI6zKMwJINfpaRc8sZcSvdrgrzAgMK/XxARAPbyodU513TiXvFTStFwDaFUFO6r+ZVgNYRshIUQ7+wIRpcs9I8Vm1VL9WDtMIBmTq+Oi5dmXcDjrJgsKX6v+O06Lb8Ps3+cPOLvQAXtm1l+DgVUPeMM1/v1B1S+6gjFjtADpcCxnJiAroDVIIM9mveeWfl173ZdPINDXKSDtyyUhvE3kEWYz9AASrNibLVpGVw4eH8/ePuGTEJh5iYsIO06AgI1oZYbFWRuwwDYfAfBvRAxnpE5mQ4JDW4CKJZ0SiGFhqxCKvlZE0yxDp1N6oBqkzVNJptAUhI1mZjESZxNP/5T340I8vApMZppMM4IqMqONpk7QzqRQOndo7UVJGPBVYmd2bZqKVYqRKGfHEsuumN42bTWPXGfGm9lLPCLXbUDLi3C8P75zEakl6LDgddQG/gjMTpCI1IRrBgJT5ByHqv2m39ORlk5HbxJHVq+oompuuvSbDSyCJi/3dfZgysPIyGZEMyNShRlY29eJTRqSUWMVy9bEmqlMyKTKVfl7tGSlQi4nUrk7RdccxXPUUTUbI+ODEiawVe1BG5hRUUVjx4hfjcT/9CQ57z7uLDaIILHbISJKY8PUeOWG9Fnkyc3x3BJcCkSQZMB3qjAhS+VUrY1zV28r27MlD8I4yIqamzEJSY4gpMqJVd6WMRKKN1Ck70Km0woFAICN9IveMCFvCFoV7QgKG+9ZQJiN5am+R/qo79yJrIyEXQyIS62Krp8CGHcCy7Ttx9Ng2/Jy/AS/Kfgg41WDbUQym/tA3TyYkaizDdKlyrqcCK7crsO6ZbGOkgzLiDoImbdlRRtzCUkUF1uI7f+Hn95rH9Eg7KSNMAqsZCdNMj8JFP0WtJq+/Hnc/97nY85WvlF5LRGKMy+0YSCviv9R/09JhGkLcGGP4y/abKj0jvjj2bCCksMI0rZoOz5Q9I1XKSDmbpvq1hYLME+vv+h4VpulEQgxoa3l1iqzGhR2UEd4sTJKd+hSF1N4ZgPZvqdUQr1tneTQY56V7kC4Md8MmI7Gnz00VGYnJAkbwmmcrfVxlNbd2+OHmWEa/9jW0H3jA/sypaavLMAA0VUk2HbI2ZEQmVpgGgJXdOR8IZKRP5MpIVh2mAQ3TcGsbALmqQn0VShlhacsK07SzNhLCchuJREzmvrXpGN4Tf8KEafRkkvIILLLJSKo8I5POoCYhTfjEUkaSIkxz5c3biDJiV8JljJUW9zRMA1Q3yis8I8WNfOODZVUD6OIZcclI2x4ogHLhuE7Y/p7/RPrIVmx7y1tLr1FlJImcQmz0eNXznHG0E214JMoIY9iGtRiLVvkPYo7IiP51UpEWKaAA2jVbGYkFsEwJA5YyYoVpFp8y4vY/6gUlZaTTxrzIpqFkz4BRZcTe00Gv+gOyH+I3Ghqyj4c0OwzoDVYzOW0yplk1UVTqzEsJTBrbo17NQ0Z8ZHV5thecqN+dOnOv+bNXAACGnvzkYvNGw5Cmrf/yFrTuvsd6j5iaLCsjioxoZcTqL9Yat7alda/mA4GM9Andm8YmI4zI3MxUU4xFWRlhNG4YxYapsqxlh2lEgrGJ4uKIMzuDR6jZRTI7TCM4jDKiPSPtNO+H4yojKWPGRW17RgplZNVQVOkZYcyNNDCi+lQbWDkjBlZSZyQCJSzku9L3OoNuJIENKEyrIumdjGSjo9j9mc+g/dDD5rl2hz5IqUiNMpLEhQJS2i/tTaNSewWRZDUndKV5jblSRkyYxlFG2jHAURQ9O2o78FdXqGJejJkCXL9xf/GecpiGpv0uITKS2spIR4WEc6Qjh+UP9f1JtycrY7qfw56xB8tpCX8Spjni059GtHKl+TvxEMeAzrCMn4qEMGImZpznY7MPnBsCqFHzhDcyTwy2xgRet+s/ezrGZaedhqO+8hVs+OR/2R+/rLpEgZyaKnlGtDKii55xQkZ44pKR3kKV+wuBjPSJTIicjFhhGpCuvcWwHVcoIzGtUqqVkaxdUkYE6S0QCaCWytL+GGwDa8qZWXDpFUArzUND047HQwDGp2EKdUlmVAwW1zA6urd4Q5cwDZO8IBdxIw/TeFJ7GYo6IxQxCXtQzaWbMjJCMnKEh91XVWbd+bGP49EL34Wtb35z8WTqJxiAbWBtxx2UEWJgbbfLyghXJKSVVUyGc6yMZCLDFFkQtWOoFJrygCkJwRwbpq8svgqsWdX57wBt+tPXtTsxWWARJo/Js+UiXSWYnnKrHHzxdDyUWUSFzmv1I4/AIf/2r+bvRM2ZIUzTO2j3XVNrp+YoIxX3IGs0kDpm7rrHM+KtwCqBZ0a3FvvyZOFQDD3xREROX7ZOZERMlsnIMuSL3ck0DzNxUiuKuSpyUEYWFnTIw1VGCrNgcSHGZOSRZrSRRW8aXgOv6VSrVu4TUUhEYoVpIuHWNtH6rx2m2VU7uPCMJIUywpGi7azEM4aSMlLPim2mWIRYsWfJCxVHg8G9gJhVOr7KwEorsFJoZWQ5JtEk3S87eUa4tEmMFOVVSpUyMnrZZQCAyV/+0vu6i1wZUbVbIpskUZiQF+lNQ81qus5IVT+SuVJGNEFOZYqdK4rP0mEaX3ENwYAt65UBm4yVbnfexUBG0hlUnUydbBrRaQTlEVC3wyq2Z4RMgDSVl8EOzbgdfMlrWhmJ/ZdigAcmTEN9IiRMw3xhGgXeaJQU0ZpvzPG8173bHjzhr3o6XuvzO5GR6alSau8y1YtG17Cq1SJMy/x7R6lTiHSelZEZVWBdysgyiQiJrYxkDFytfCUrDKwWGVGTPKdhGh4b2YyLcmpvu52YjpBRZk8Oen+M2UXPxmsjhWdEXZjtTECw8miVgRllRE+gNbJE25tI27zqmuy4HijV54GjoUlE3ADa8BpYOatWRlZjDD9t/C12YA0gfx9gzJr0fWEaTtPlPJJpP56Rjn1AZGobWCtWNrQ3TaIHB06Vkfzfyqqb0dyuETKR4aF1+W8x0QDGm8AycG82j2RApkaFpnUq7XNo/bWEwjSTKgwoKn46C6ycFWWHacjwS/0DDJZqUqo5Qkik7jgRwjS9Q4dpqGnVuu+jqHIcYI1GSRFteNRU3/Xh3tUPHf9aHNvTEZN9dAvTtGxCsQz5/DKhrttaxNFCDU0k5TBNMoX5RCAjfSLLUnCnzkjWZiRMU5Xam//LIAtvRBQDtfxiiR0yIqRAQshI7CgjQmjZV5ERtUvpCdO00wyCqxsQxao2A4wyotl+TEJBo21pCp4xJ0ST78vJppGMlI5v2hVY07ToG0MMrBQRMpzIH8Ay1sIybM1TzeJ65zojEgAkmJS5X6cPMuIWNsp32KGmg8hQ1wbWDmREP88ZL9QtSkZMGniVMjI3t6WeCDOZYd8wwxtfFyGJgUxVYPWlDwsGCFXUySK/izCbZiZkpN3O7wfdBK8jCeCRCclpWMoIIRyWGsakHaahypOT6VHlGdnfPZoWMmiYRoOm8ubZNP57kDXLykhdtEvbxV0urT1yBGwGJQe6hWl0/xyNYZXaq8lIPWJoq1klShxlZNc9wGOeivlCCNP0i7QNyeCQEW76R9DU3shTgZUBqOlCX7wGZvK+E8vAmskMqRumoZODJjdO0TMRMRKm0WREIFNkpMnrpoy7YIU/xNTGmFbkI+bYM5UQZcSOXeafbS+upWSFZySqgzFmZXF8794rsG1im2VgpYghYAVw1KTeyTPCVQ0Vk1rdR5iGOT0mAHQcIGhqbxKz6jAN8YwkOn2OrIJ10bPKMM0cFDwDSDaNGjy3r2bYs7xI6/UpM5LBXEy1jMyDndI1FioZ6bEfDYXQq2Jd+6HTLlhU6itjkThyTRzSOKZ4G7Nfs/fJLaWk0sA6AI3PBhW6w60VmnE9I1VhmrpHGfGQkTMmyr3YOBnbUnBv0chu8JGRumpSK6amTKl4jWHYYZp6nCsjAFBLHc/I7vv6Pp65RCAj/SKbhoB98ycTsaWM6Jce2UVkL3UdcgjLwKrDNLG0U3uFEKb9PFAdptF2WU1GMoayMpIJCDVqDvEamKoGKvIdAShW8/GDvwIAMKTYM5lUFjwD8pU3p6RC8qJuiCJZdCX45qv/CWd/7+xcMalQRqxn1TFRMuEzsEas2Fs/yghvlMlIJ2WEZtO0O6T26nNZi2qmUR6dXIwyUjUY+Zp3zQDUwOqCs+owDaczrCa9pQqsSzObRk/yXP2ebthw7RP2FX9wXqoRUhWmWd8syEgepqlYmUeOMqLSTCP3Jw5kpBLaS2cpI+Sc5tk0FWGaZrOkjEQehbQpJT699VHrOXqtCPCe+yFZ+/CQkeZJT8r3OT1lqrNqDKkKrBNtEqbRnpHMIUyklcZ8IJCRPsHSnIzQ8Xp8a8OQEcGKSaZN2pIbZYTlCgCAXKY1YZrEIiOuMuKGaYr95WV8TWoxL5QRUGVEKSjNqF4YGxkKz4j2OaQqk4bLvPpqRVovkIeu6YJZgoZpcgMrVUaiDNi8b7Pq2utRRpiwStRrotSJjMTSNhRLWSYjVdk0VBkxceQOykgqSZ2RuNrAqo3INV5Dpko2Mw8ZERXdWOdMGSGpvd7XPJ8vOMBJuWtBFD1rO+uvhWlgnUnRM90Nm8X5dUInmJtecw4OetI+a/uOnhHqC3EqflYqI5xbv5vOpok9YZoAP3xhGmsBEEfVYZpGvRSejTzKCFC+Z+jfKSLvYqAbXDIy8pznYOiEEwAAcnIKU9dfb70+xGpYMyZR27YbQE5GdJim7hpYPTWaDiQCGekXWRuCMZvltrnRX2mYhtMwjdqeIa/5kW8QI1IKQiztMI2QjjLihmm0uMISixBkEfxhGkVGhqJGEaYBK3tGtDE2AqaT6iZ5+Xdx7yaqjOSpvRn1hen05sowTeooI93JCJdaUVG1VTooI1JKXHjdhfjSHV/K31sv8l1NU0La2XjvXms/bp2RxBMSAmAq6dZ4DanuH2GREfWZVYNRPLcVWH3eFga/Z0QyICIn2WRtLcKiZ8kMwjRSF7RTpJVmGe077oQSvyuRESubhhooySrd9Yw4+2PkGq2swBqUkUroe52TAnJWyKZeN2TTBW80LaXxgqdfUElG3N+EXglCzjRMU+TbR2vX4vAPfdAUwsvGxpCNjlrbD02k+NAnMvzDe+5D8uh21KMiTFMXNvmQbcfQeoARyEifEFlaUkakYGD78gtyOhL46XB+cVR5RiJSpZQpZaQm2yVlJCNpWlEG1EhdBL0/zpw044h764ykXCsjDXAVpsmoMqLTUTUZ4RKtVHQM03AGJ0zD0NB+mChXRqz6CcbEW2VgFVaars8zwp3VbCQlYpKbI3zVENWEccvOW/DFO76Id173znyCJoOBljepMnLXM07Fnku/bP6mdUaSDqm9RhmJCjJCO7Rqz4isVEbmtuiZ7zjz1F6PMsKABqRRtPRb3aJnFhYoGZmJMmLCNOr3tKw0UaO0eecwDQkNWNkz6KyMkN+tqnN0ICPVSB/NwyfxunXmOds/UqsMlbJm09xPZ51wFv7kCX9STUYcxdBWRvhMhBFLGTnswv8AbzTAh3KCQsvDD518MgCgvmPUmO7bDz6ARo14RjI7e0a0gjKyoCCzLCcjzjjGk/LNb63iTdEzUfRviWrgdaWMICll06TtDsqIGtUiltgqDZNlZSQTyLRnJGoaU11GlBETptGEgUu0EtExTAMnTGMpJUoZAWMQbq+TqjANMi8ZocqIK0dHqry+3lunMM2+pJDQ97X3WZUYs/GyMgIA29//fvOYKiNph6JnWuGq8RqEDtOQGLTOsBBV4Zg5UkZMiwJfmAaO+1hBMiCGNCvuop6N01toEWTTJH0WPRNSmEl+WoubZBeR53fjzm9cFaahK3HWwTOCKOqJjMiZEK0lgrHvfg8AEB1EyAhpTMiiuDJMw0mYJlLlHGLPmAOUby9KTgR4KdOqF1Ayoh9ztfhNHnoIAFA78giTKVgjVoFsbAzD9dh4RhrCDtMEMrLAIEWCzAnTAADzkBFXPQHskufgMSKljHBIJKTojJACgkyWJc+IehyjbX1OysvZNEkmTIfZZtw0YZpcGbGzabQRjnFgOs0wAnXBerJpuNObhtFUAVIgTUT583FWvM9XZySCsFps+5UR5z0CtjLiyfnXZGSanN9W1oIkKoqcyr9nKfuBVDTMe9Pk+2p7lJFtE9vwiV9/AlvG8pLy1DPCycSj5dmsgozMmTJCetOUXqvyjDCgJotJ7uF0bb59xzDNwpz4+lVGUpEaTjaq2YiVdVuewHoN07ikpUoZYYxZnqK0yuu8QAniAYEa86gyEq9ZYx5n+8Yqs2lYo1mQEd6ZjJTuLnKtpIhmZGCNKBkZGcmPqWkb8WuHHGr8MPFUcWytyX0YqkVoq4oeDZEvNFNVgkLOMxkJdUb6hBQZJMqTIktk6Wz6PCN10hguJyPFhdROC9ksk5npgwEAUSZRS8thHzfNWETlbJpWNo6vrc0vzqGoiZjljxOPZ0SHllgk0WpnRV+a+kjpXPitjfqAa8XKPGJAUihFDH7LY66MkPOjPSNEci5l02hlRGcTVUimAOlcCUVMiCdHTPtLIUcjxfdORGIIVerUGXnfxvfhklsvsd5bj+qmsRqV4U0F1ioyMse9aarCNKxkNMivp7oslJH3t16OD+NjcH+xxUBG+q3AmoqiJ9U6lqts9BRyj7Tfa9EzThW5Dp4RtbF52K4awUOYphK6gejQiSea56iZNduz1wrbULBG3SpqCACxLI85vxbH4OpsHYBt5jl6t+fLp9kpI9Hq1flzQ1bfBtSPPBLpjjwzhk0V49r01D4M1SOMqjBNUykjYxjGGoxDevp6HUgEZaRPSJF6wzTwKCNDZLLS5KFGJ9uoBh5TMlJcOJnISr1p6tY8rVa9jFnEKOFZSRmZXvlV3NdQbDhuIlIDXYsxj2ck3w/jQJpMYxmUmuDzjHBbIeJaGYmbACmqJdRAa8gI81dgjZAVpfLzL5kfW4c6I0fK7XgC32IkUJ9nRKOsjJBsJ1W5UDp9JhrHHWceWwZWRxlxiQiQKyPQykhMV8Fqf1Vhmv3Qm8b3mi+1OFdGJFaqcenVP70i376kjCz81N5+lZFEFCHRZUx1QaVhGo+i5Urxdm8aSkacME2VZwS2DyWtDNMszN/kQEDf47/aeQNe+/3XYvf0buv1+lFH2pk2BLzRtBphAn4y8uH0pbgofbn9XvI4BcdMstCGnvxkxIcdiuFTn2GUHR2m0Wg89lhz/HKyCMW0psYxXI/QUum+QzJfnI3KnOAwtwjaAUYgI31CZhkE8ygj7fKAf4IkHWDVdVdzlJF6PUYi8xGlnRWTZSYziNSehGMrTKPJiE2MNolfQfdk0+2k5bIbzOuNuIlYVeXLyUh+POs3j+Mdn0nRuCu/MRmXSNstLGOajHRXRkzQRhn5LGUElEjIyqJnvjBNx9ReSBzERs2FnHlCEtrASpWRVKSWZ0RMaTJiv5/2erBSeyNWWYFVgyMCtOIUl8M0VBlpHlKQUtbwVIadATQZ9HUX5oxXZtPUpDTnc0jVZHA9I4shm2Y2ZISr82GREZ8yUvKMkHNeFaZh8JqLycbFMVXx1gWqVh0I6Pv+07dfgl9s/QUuveNSAMDhF12E4Wc8A+v+6q+qDayNhlVhGQDqnjDNYWtG8BenHm2/lzzOwGf0E8Xr1uFxP/whjvyf/zHXFs0KAoBo1SrjGTFZggBa0xMYrkdoy/y7NWU+5o1BeU8CGVlYyJURVsrqQFK+sujEqZWROrPJSMy5ieG5nhE6MbrKSJaoiQaFMiKQ1zjZowohuU2TAKAeFWSkTcjIWf91P457BGj+5AEAORnJ0laRTVP3Fz3zekZih4yolZxWXQRSSE/v9Yj5DazdKrDmn6XfUm1gnSZkLxGJ1aHX9HRQatTa170u3x/p9ZCJrAjTkKJnVTUdhIjM96FkRGfTpGQl3VhfSK3eYmwzQEdlpINnxB2GpYRd/wWLg4yIPmcD6hnRFxxdCMQe06PL96oa5VHS0jXjk9YZiSo2DspINdS4qjsuj7XHAAArfveFOPKS/0Hj6KOt8vAUrNkwi6OYx/jhrQ+Dq3tDG0MB4O1/+CScduxB9nvJ9ZYhwlx5jFnTJiN8+XKjjAiijLRbExiqR5hGjI+uWonvqvXlVJSP7VE6Oa8kNpCRPlGVTQOPMkJqR5nx2nhGWAQwZhoX5bsgYRqZWSv3OLOVEZEUhcv0BK0Hui0qJPPwzjF88brN1jE1a0OIuVZGAIgU2d69aLbswYtFElnSJmEajzLiZNOYi0mFnoowjTKwCv3dkopsGuF4RrorI5oAmXL4HhVAz5yThPm751d7RrSEq2OzknhJcgOrehwVikNViq+QBRmxwjTqq1MDa7SMZFY0yimiM4EhI57jY2CltFOgUEYosnbZ5bMYetP0W2YkyWiDTBUKpUKHJ0zTa9GzKKZDsZuq5wzT5HxXGVhDmKYauhx8FnXINqsM0xTl4CMW4W8+9wvz2j4QUsAi1JzfrayMzM3E74ZpohUr/GRkahJDtQhbGik+sXol3nXQCkwzhrS2XB2fnNfOvYGM9IlKz4goD0QRob4lz4gaiGqkcRElI3k2ja0I0NReoZURktmjyciYGti+f+NDePM3braOqR4PoabISJsz7PrSt3DXM04tHTvjQJYmWK2MehhaXdomz6YpbrFIj8w1e2XvekYksspy8FaYRg0SnZSRosy+8ox0CJ3oFRCgwjTUM6J68miCwkc0GZm23kOLnmUeTwtFlnFDRhiR5NuqGaEkM1O0jKQWznGYprLOSGU2jZPG2+Ylz8hSrMCaSFJgUJ26rz4rf7DiiClvaq9rUqzqTWM3ynN24aSbUxJdaWANYZpK6PteRboryEiHbBpZhGmOYoVBdUKScY9HqDneL/orZjKas7vGrcoarVxZkBErTDOO4XqMHfViPLi/FkNQ1bs9f6GaQEb6hcjy1F53hb7mN0qb0qJnJc8I12SEmxieW/RMOmSkTjrqZloZASsqm6rV983D+WRWj1WvATICNggZaTGGHZ/7lvdrMi4hkkmsZOriHF5X3gb2uBnpAdAxu5owjRr8JbJKz4iV+uxRRtzzLp0ypr4KrBp7W3vN45JnRCsg6jmdQtd+8EE8euG7IKVEKlOjTlEDa5V3hIZp6MTzmNX5SoaTOhfRSDGQHZAwDZg3HiBVai/F9l+vQEfCsUCVkZmEaTTx12du0+M4lr1kJw57+h7EPmm/Y2ovLYTnGFjpLhzFRUyRrLCqpJugjFRC3/e6OrSvXUSVMsIadStM80R+v3ltGmQRETcRO2TEVkbYnPFFxjkO/qd/Kj563TqvMtKaGkfEGSbIYnEPj8DrQ5iS6tjnsQprICN9QmZpntrrXEiyVZ4EOyojOkfdUkbsomfIOoVp1ERDzbRqBaUd9nWuXOKiuLFSSNR5vgpvMWZMri4YBxpJoST4K7Ayi+jEzrZumEZ7RiSSigqsWdHRGPAXPXPmVf2SuZBlhl3jLfzTV28qtlGDzd7pvea5TGaWZ0SUlJEiLLX7M59B66678669NEyjjq+KjKQpR01nBxFJfsOaYXznjc/CVJOoISTuO1dhGn2KvWEa1omM2Bf3voeGUE7tXXrZNJSMUIVj2fIUiBgiX5PFHsM0dmqvswtnUlv2m7+Joaeegu89ZQge65X6oIX5mxwISOUr054R7/1RYWDlw8OG3HNwrEauHH8je2beb0YjbqDmKlq0bQeiyp5ZM8HIs58FAKgffXRuYPUoI+3p/PFYvVC593EG1IYxqbr7Yh5NrIGM9AuZIUN5hQ5PnQrLwGqUEXtyor0CaG+aTGZWGKGU2tsulJGiSZ56Tv2qsZkkixFLIq9/ASgDawVYJNFM9ubHEjWAuBw6YMweN2NTTEUV43ENrKYCq+itAqtSOejK3oSk1NtNWXx9DmSGi/7vbly6kWQyKexp7TGPE5FYyois8IyYQxndm5eDV0bldq3wjFSSkYwj8igjAHDCYSux5TEHY+1v7MOG5+wCa1AyMkdhmg6ekbzOSEWYxrdSZMHAmoq0MIuTU9eQEpLHqPnMpK6BVf29TAj4+hX53uOmerNaDUd9/vP43+eMVJKR0CivA5TirMmI71xVKSO1Qw8j2WmR8QBOyiYSav2Omxipu/sgxeoQzWkkrfHYx+KYK76DI7/4BQDF8dOijUlLFTkjC5+xiAO1IUzqEFMI0ywgiLRUaAyAl4z4KrDWmW6cpirkkS6KbRJiEEJYK3c3tVeHaRJLGckHLa2M1PQkTtSGpx/6dENGpjuQEc4lhtJcGRG1snkV0GSk2EdNh1hUtVY3tddI3CxDVlGBdTimalJ1o7yWus+lI5tDpHhgl9MASisjbpjGV2dEKyPL7O8sxies3jTtHjwjaeYP02hMRw0c/KR9GDm0BT5cfB4fHi5tOxN0rTPiufsznisjF/5x8eLwQS24yohFPxboxDejCqz6Mbl16lJC8jpiD7krp/YCT5pu5e3lyf1Hm6YxJ426ulQnC8rIDGDCNDNRRpYNk/GIGSW3jdhkRQIAojqGHEJDayuJGab2dkLjmGMQq0JorESEgPa0qjJNKrbu4xyssbxQRkKYZuFAikyl9uZ/63xuanTUsBrYqe1rpGMvoA2syjNCusAKKcCFHaahyojMGEQG/FScUBQTUwOfbit+zK59uPKbb8Kf/zhnxx/YPYFT1p+ChqoDctmIn2QAAIslhjUZ8VRfBZSBlYyGNcczYsI0ajAtyFSG1FP8N0aG49aRMvI6BY8aWHXTJ/V2o4zo7AaZeeRRpWZQT47ISnVGpJSGALrKiJgYd8gIM8dV1aMmkssLMhKVB4cpFOGYeM2q4vHatd799YtOBlbGGLjn9s/JCHDDYzn+5/n56/FQhs7ZNEuHjOj7PiPfvwZARjXEPmXE9Xtw4AunvhMnnHWVvVmHdF5fPRj9fCAj/cMYWNXl31c2TbPo2ssQGaU7RYRE2sqI+7tJSZUR3rcy1w98x5+2c2UkbhTHMcY5amuOKMaiEKZZQHCyaUwKaKtzmEaPGkU2jSYj3OSnUzKSyQw8q1ZGAOCXZ/wYU6uPLUiPcvPrQkjr9+b//v51+QanKpNSQykj2zr0QOGxRDMdzf/w1BgBypaDulFGdKqYo4zobBqW2fFV/R2ZQJ1UYBU9KCPTu+rIWsxac8RMgk6eWhlJhF3ArFRnhCglOpvG7HV6uqSMdPOMtFPWURmZkgUZiUifjIj0yZgNOvWmqezaywtSqUMRUuR9liuxhMI0pu0AYQ8MgOQ1vzISlZURPOmPgcNOtp7P6LF0qzPi7s+D0CivA1T9JW1g9ZERVNYZKbJpGLgZzxPEdug5bpiiaD5kpZ6+cwsfGcmUel8jaZmjnKNx2IlFJlB7/krCBzLSL2RegdVksCh1QU55lBGaGKLmpLozOVl1Rsik0c5ScBK2iRxlBABOXjeM0x67uiA9jjJCMdSSqNfyCXYozv8d6ZBSzmOJY8UDAADWLDfJA8qpvUO6EuGwvbLXyshwG1g1LgGWIvGQkRiZRUakTxlRgyxNaXzkutVmkhBgaPIMbvIpkNeJ0EiTtrWiH7viSiTbHi2+27BNRuSUIiNqF+0aISO+2iYARieTwiPk6TUyRdz3tUMOQf3YY8GXLcPQk57k3V+/0CszSsLMaxXZNNQzor1HUsIUdjLb0T8WKBnpu84IqcCauqcuqqMee4ZTZ0ISFSPuUWuL6638s1Szk8oJbYH+JgcCPSkjnjAHYCsjkJGpi5Qgsgm7h4zQME2GaL/6enxkRCbtvFYOJ2QkirD6iBPw1ey38J7kTLTXPWG/HVM3hEZ5fYKJDBkxjRbFsTqTEV2+3U3tjTgzxqc2mXTv3r4PMe1WC5iJ0OwzSXMFRfsmlNrS8txHKyclYuVLGFEekGUdyYjA86PrAQBx5t+QwS56dnCktlt1RP66k03zuisFUg7ccdyjSGVBRoRk4CxveNerMtIm33H8kWZRZ4QBdS5QCitIaU3KWVruJ7Hjgx8svptTZ0BMTyOVjmekQ2pvMxrGO6+4He/ScpanOicN07DmchzzzW9ACgE+x0XPKrv2eoSxjDOT2mtSHwVblBVYs1mk9mYuqYhqWNH0DKc+ZcQDi8i4npFKhDBNv5BCmHPT0cBaVQ6+2bQ9I5qMyNi0CAAARA2wxPZfSIuMcJx8RLl201xB2wcoamnumxtpFse5/chn4/DVQ/iGeDYA4DlTh+Lp++2oOiMoI/1C2l17i+JY5TANs5QRRUaYHaYBgESVZ08I+RhvtSwyAhQ/Fq/nOxatdr5a054RZWC9fQPDo6vsY1kzKcFUuGW5+nfZFCrBiZGUHfGb3m1yslGMhssydfMpZcTNpgHyKqzDd99nKSPjqnJhDIEaOWm6Zoiv6FnL7ZCsPSNQVW6dAT2TmZVKl7XLZCTdVhQwcgcjOT2NNEssMtLO2phIJryejElVAMKk9nrDNGTAqC8Dq9XmjIgABRn0hmnAkXkKO9EwjfFFyLKpcjGk9oo+QhmX3nEpzv3xueaezkrKSM1SNzRcA2uJxBQHU7yn5zBNNRkJFVgrQEKzRhnxqKiVdUbq9UIJldwsnhK4ZCQuKSOUjDz16HVYOdShM/Ms4farAfIw/0QyAfBi7JtIRxFxhqPW5qb5HeP+7uUHAoGM9AuR5rU9SspIeWa3ysFneZEb18AKAKmHjACyREbMfmv5zfOhn/8nrrz/StMnhynPSKvO8L6zJR76c4H71+fvWT0pjZdjuTKkrhmvHozjITI4Hlwu6AaUs2nMN9JkRBsoHWOf5LAMrGPIb4RSBdbMUUYkM76Z6bq9T/2XAMBECssz4qgiAPDzh35S/j56AOK8VNtBTE9DJIVM347ziq6/9aXfwkP7HirtS2Z5DDbuEKbZDRL+Gjm49Pps0U0ZEfUyGcl4kaJNlZGOWKBkpB8D6zuueweA4r5PXcdpVC916AVQquNT1WVXTBTGQddq0DwpD9vF69eX9x+Ukb4gfWTEF6apUkYYI4b1IkyTumEaeIzHtCZThSdlrsA8GXlxJjGRTKBFKn1vn9yOH23+Ec540hq8+ImHYt3I3C2G+sWMyMjHPvYxHH300Wg2mzjllFPwk5+UB3aKVquFCy64AEceeSQajQaOPfZYXHzxxTM64HmHEFbRM12pk1ZF1LBqkUgGKUhvGjI5pSyfgjN6MTOBqGJA0crI7Vt/nR+DUUaKG2hISqwQEvuG8htg1SRM/Y/VjVwePHhvxXdkEs3VZBBddpB3szybpvjb1BkZzg2YhTLivFGkVk7+NplvH0Mov4fazGmUxxChqQ5rwilSauqPgCFN23DDNC4Z2fjQdaXvoxsL6oHo0He+w7w29u1vWyZlHSZqiza+cHue23/4yOF47obn5s/vzP+tqjMCAO9+7Utx/YrnIznu94B1x5Veny0MGfF4WhhjlcpIBIBLWcjYouxN+P/bO+84KYq8jT/V3ZM377KZnDMCgoiKioKY0NNXxBxPDhN6emcOeIrnmfUwnOkMp6gYMAOKgmIkKAICkpawhM1xUne9f1Tn6dmAuzu7S30/H3SmY03tTPfTv2jVJx0zWPJAshl0N01MYTLn2jA0bH3SPGPQNMftpCxTnFX3IyzrMi+5BJkzrkDh449ZllOQBgJYuRhxwixGNGHomA0nxg/uNyyhRgBrGFJMXFVMAKs5l76B5IGWwKk8gEsGaiI1CJr6z1SFq3DNkmtQmzQf/z53JA7r1TKZfAdCs2NG5s2bh1mzZmHu3LkYP348nnnmGUyZMgXr1q1Dt27dHPc566yzsHfvXjz//PPo06cP9u3bh2jUOeivvSPQKCKEwKu5aTTLSCMBrACzjrgEB8uI4EI45hFHsVoJVGQCrAm40a/cCGjVrTQmMeKlClJlgmrVWhcIQm92l+VjN/+Marbj+2MJvhguYA+G4Zv1i+EKyBY3DVLynKZCvdUZ43ZrF3dvmvWT2FMewyGLm2YrCjAaG1nMiGnS9Doj6oWVUAEeVVOUm7ONieE0oARQImGLm6YmFLUErwKmTCdRRO5tt2LP3bMhV1Sww6kWkrQzzoCYmoqdV12NaEkJpJqgfg5z6/bqMKvC6BJcuP+o+/Hst9/hkfUsKv3wHqnADjjGjIzplQlcPz9meYuhTko8Nw11i/hsJMHwLRS5FWy51puGwHhyjMREjHSSmJEDyDgh8SwjWlHAglHArhVAFxYIqNiy7I7oPsHxuL5Ro5Bz3Uy4o78Bp15vWScmJyN71qyYfaiDe0GHZ9M4Yq4tpD0kxRPrWTP/gtCm3xHZswfBNUaPL02MUEosqb32/JiAy+q2I2YxQlpbjMS6DN1R5qYJOsQAvvv7u5g9fnarjqkxmi1GHn74YVx66aW47LLLAACPPvooPvvsMzz11FOYM2dOzPaffvopvvrqK2zZsgUZaspijx49/tioEwilMiLmAFb1j644BLASar1oK2YxIlrdNOGYGtAUksNFPiIBdS4CgOpN2wzLiKklPaUIQEG1j53HXw/dMpIVSAUAZKghHmXJBMWZBJEqILnAevGsd2XAlzfCYSZis2k8lDIXjfrZdDeN7cIthkOW1N79Ui6gMJeGx9S1155NQ6gAr+ru3JPO5gAARI9iWGEQG5waisoxlhF9ziRJz4iSKyv1ZRpJEyeyF4qCtB0V7KVbsiQ4aOMTiQif5INL7op8fIPHst5FRvG36mS1rlnWicbcNAQEz08W0Xs3xZz/GhkGImARI7sECXbjbacQIwdkGVGzuWxPtrpl5KSHga8eAI78KwCAhmyxSQ2Y/zOuuLpZY1GIEtcy0lH/Jq2NZv2EIICq16dQ1DlOoss11wAAtp5ltWYZ2TTW1N7+XXxAqbGdVs9Jg1haPLdu7oiTZSQQBMoitRbLiIbUyuNpCs1y04TDYaxYsQKTJk2yLJ80aRKWL1/uuM+CBQswevRoPPDAAygoKEC/fv1www03oN7BraERCoVQVVVl+ddeEBQZEVOjPMMy4vB5bFcKGjUq9plvTrLgRtiuRaA4ixHRSN3VLCNaHIU5+NFNgSQEUae6M7wh6DEjXQIsViFNjRkpU8uITBJ+iv28x90RN6KOGHoAgCpGzn3b9Bms2TQ6NjFSIbF4CZEocFHj4k3Vm6gWeMosI+x1jRdY/jf1e6hYA1jlqNUyQgCEojYxohWnlST9b6iJEZjS+ggh8PRjLpSk/czaoXidTfLaD7q0Joy3PHfj0JolRktuh6JnrU2DdUYg6GZkc1ClFjMiUJNlhArw/ujHuV+Y0q7NB+ugRc+aE8CqoX+tbE+2RLOM5I8Apv8PKBzFzmG7LsQLjDwQKKge1xMDd9M4o1lGTA9utZGGa2v4hg8HALhUy7/upqFGV+4IFZEkxlqy35v6nv7aHMBKW9syEogVI8n1QE24GvVR9p0c3mW4vq5vWt9WHU9TaJYYKSkpgSzLyLEFUuXk5GCPKRPBzJYtW/D111/j119/xbvvvotHH30Ub7/9Nq688sq455kzZw5SU1P1f127dm3OMFsXqiBsCmDVSutSJ7eT7VqnyMQUM2IoUZm4YvvEEAoxjmUkbBMj2v9FU7dXgVKkkxqEXOy47ggAN7vppnh8EKiR2lsRGYLpldV4cL9RZ0PDnRQ//cwewCqn9QMKRurvRfUHJ9syMYRQCKKpoNt+kcWkSJAhUeMpRXPTaDdTgRJ4VK0ScgGhfGZpU6KC0ZsGgBwOWYPJCEWl7aYgmS0jfmvhOmILLhNTmSUpUMaOYRcjmtVF67xaWhNCASm1bIM4VWxbk4ayaWD625mDKhWiWUaMG11WBeBd68PU76kuYDtDNk1z64wAhut1cjgZKbKCa8sqAAAkjti0B0Lav1t/BNqAZYTHjDijX6cl40tfF2246mjWjCuQccklKHj4YQBmN40ANzEsI3CwOBQmF+qvQyTxMSPB6gpdfF078lp9XY0tDTkRHFAAa2yZWxq3ZLGiKCCE4LXXXsOYMWNw4okn4uGHH8ZLL70U1zpy8803o7KyUv+3Y0ds07NEIdAowmbLiNbUjFIQ+5OWU8yIXh7cuEhRyRsjRvyoQ6ocaxFyEiN6KQuH1vNai3F3BHrPGEEQ4FJE+NX7/p+ULbilrBxOz/vEF1+MCLbUXq/HesPVLAVR27cssLUYxyxYgb2r2Xiomn0jQoFcXo/9vyYhGhR0N01EiSCjikKUiR7AGnIbwcNUIbqlQyEEkYg9gJWiNmI1xeqhKZIU8xRhv4GIaUyMJJerFxufdZ61H7dE2H4lNbFpw/AkToxoYsllssZJxHA1mS0jimYZgeFe85qMSknqT7YzWEYOzE3D/p9JvHhvexUuq2S/0XgBrJmXXwZiSrNsWcuIAhBiiV/S6aAxea2NIUaM33hjYkTKzETO326Eb8hgAIabhsWMmMVIrLvHLRjfC0svsNYWIw6pvQBQX7pPt4z0TeuL96e+DwCoDFW26niaQrPESFZWFkRRjLGC7Nu3L8ZaopGXl4eCggKkqk+XADBw4EBQSrFzZ2xKJAB4PB6kpKRY/rUHFIWCUAWVgvEkTkwCwF6undiCUhWZxBQ9AwCIsTEjaUK14zU+IprEiOqy0ANZ3aYiWur/s1TlXhCUAVMlVUmRdDEy3F3k9HEZvrS4q7wu0fIZA7ZKrdrNT7Z1Fcz8aRNEmaLsN3aDnn5YLwCAX6LY8X4VSn5Nwe7v03TLSPrX6/D0v2VMXxrUb4xBF4FoDtIibJwKgNKqWludEQW1tqwGi2XE1ofGfsMQM5hYSt+n3om9Vl+wLkZU8VVS7VAkLk5J/dbEnk1j9mELxHDTmC0jssBS0s0xI2Z8qs7qDDEjB+Km0b/KomR0OgWAOGJEyshA91df0d/bi+n9EbSwYsd0YVvANkdFEyOmYnSNuWnsGG4aoxFmBCKQO5QtN1m9CSHwSUwYFIZNf6hWjtEgkmQRXLKLnbu6ZLe+LOAKIEV9QK0OVzuXxW9DmiVG3G43Ro0ahUWLrE2eFi1ahMMPP9xxn/Hjx2P37t2oqTHMQBs3boQgCCgsLHTcp70SVSgkImOnSzIKjZniNCTT3/KCyqqYazSNEsc6I0TyIGKzjCj6f6yEJSOt1G4ZMY9FO9rp9SzTo2d9FPAagtBL3fCrNxa/XUWZMe1jx+fSQh3V9z7rttrNOWxPK7IxtjeLGfHReoTK2NW+ttirx4z0eX4JAOCEFUHdTRN0Ay6PT//BRaUCAOwmyQqNWd00djHiFDOib26rXujp3RsAkL3H2TKiPWlobppgvcPFLRGWEVvMiNt0wxQF0ejqa7aMqOXgCWItWoDxXbO4BzqoGDkQy4imcYnLhTo0LkYAayxXS1pGomrRPCfRSGVuGXHCyU1TH6lvVml23U1jSu3NTksGTnkMGHMFMONry/ZfnvUl5ox+Bx7F2tW31TFlDoWz2bW5+ptvALAHE5foQqqbLaegelZgomi2m+b666/Hc889hxdeeAHr16/Hddddh6KiIsyYMQMAc7FccMEF+vbnnHMOMjMzcfHFF2PdunVYunQpbrzxRlxyySXwxTEltVdkhUJEFNtcLj2qXjA9JWsXaolS3FhWod8PtQv3b6LbqH5n9jG7vAjZxIgMAupQ0SgqxrpptKwacz8Fjzq+XNUyIkQIwqVBhLdvBwB0FY2bY6BBMZIWd5VHEiydKN0eqxjRLCNhxL8wzvTM0YUZscc2qJYRqd4QElpqb8gFuCWPLiR8USObxoUojhfMdUQo6iJW14lekE4SY8SImGr9HJ6+fazra5zL42sxMqKTydPWr6ctsMeMmC0jIhEdLSNaBVaBOvdRkWSHi3YHFSNNtYyYb1SaZcTn9aLGIkbiiwyzuI1XTOtACFWNAOCQZgwAcZo3HuzQaGwAa5RGHfs3xUPW21RAd7tfedwAIDkHOPEBIHugZXu/y490TzpkUwsMKtrz01oB0/eWqL/14VvZsjRPGgDAJbp0y01VKLGJIs0WI9OmTcOjjz6K2bNnY8SIEVi6dCk+/vhjdO/eHQBQXFyMoiLD7J+UlIRFixahoqICo0ePxrnnnotTTjkFjz/+eMt9ijYioigQiIyoKWaEuFx6gzotXdSnXeRUMVGvXoteSErFcznqjUwyXcgkny5GtBuaQozvkvkJNSwRRCQ1KFUXI2q2iemi1y8cAXUn4QcXq3cQqpSw5dK/Y/PkExDetg25AjPPhUUgmVCEpDhP7p74LjJBIJBNWTEen7XbrGYZCTUgRrIHT4hrstTcNILpBuhWryUhF/PHaoFa3jDbRiEEL7v/iTvchmkcREFdxG4Z0arWutgxTGLQLkakbGt1VHn8SDghCRIUhUKKOIiRQFbsslbGbhmxixEN+5O1RFkAq5P5X/uOdwY3TVPrjJjrUGiWEdHlRi01PUw19KRrig+wC98/QqhkIup3/x/C1MEFyC0jjlA1q47aipo1x1WjW0YUwzLSvUvDfWYEQiCbXfFtYRkxETnlaABAt33sC5zhNa7VqepDZGU4sXEjBxTAOnPmTGzbtg2hUAgrVqzAUUcdpa976aWX8OWXX1q2HzBgABYtWoS6ujrs2LEDDz30UIezigCALFOAqJkTeqdcUTe9xhgY1G3q1XuAOwqsCqhXM7cRNCl7UvUAVk2lyoBuUjE3vnO0jGipvW4Pnj7uaUyvrMYFlVUgBaNQq84zlQVQtR/L5hOmIL2eHaTOy6q11vidC9Y5tZk3E6WGkHD7rTdczTIScijepjHruL66GLE/mzRkag66mdtBFyMRNtna7cWS7QGKepsYkUxuGiIIEDOMH6ddjLhtdXGELKvo0o9JJNSEo0ihtgvbwFPjfo7WpDE3jZNlJCoabhon87/upgEQ1a1iHTOAtakhI+ZsJO0hRHS7UWuuvtLAzUVMMcSCmN7wTatZUAnRylGQiUOHVi5GnFFdF9TWwLCxIFbLIfQAVgGS1nuqkdR90fbgRqW2LbuefjgrtucPAYRSS0E2zVWT6CBW3pumGUQVCqhfPj2AVRJ106seh6BdnNX/BdXrlKXrrinVU/GmI6TeO/0Su7kqhOiWEbMYiUhGKfTxa9kGmhghbjfGF4zHLRPuh7vrWOD4u0F8zlfcQT/sBwBUqZoos2pdYx/fEXNbbHfAakHQLCNBEt8EmuqVdCtRme1phSqyY8p00AVEJGIRIwGTm8b8fwAgJNZNowf9qqnZ5uyDwPjxlm2JKMJlSi8XxzhbRkRBRHUwilSiipGcIazuyqkJsgKq36mKUAUAa2S/QATHmJGIyCwjApzFiG4ZIQSy9rfvoJaRppaDN5cL1373kttjs4zEvxmJKSno8cbr6PnuOzE9j1qCiFNmBhcjjjjFjABAXaRpYkShCsKKFsXtcmzv4YQoEEttpbawjLj7sFg3ITkZvYexrrySwjLiwrJxPdQtI1yMdByiigKixmA4WkY01422g+qmqVO/d1q8AwWAVCN4V/GmISxYLSMKpfr+YZMXIyIBJarnRABz0ZxcOJmdV3PTDD8buHQhkH8IDssXkd431gRZuIt9GevVe3Fl5ogmzYEdyfRU7EnKtazTLCMRIf5Fn4bDLMsnOQ/ltqcVKFFES8ti9tFK3JvdNMnq3Gt/FnvvkHpbDQBNjGh1YpJPnKKvS55sLeoHAIopANbXvYfjZ5EECdXBCHKJOubUQqDv8UAD6dGtiSY2NH94wG08DdljRvalMiGyNZfo5eCd3DQWy4h2ce2oqb1NLDRisYzoYsSN2iYGsAKAb8QIeAcObHCbAyXKxUiT0WJG7JYRs5umPFiOvbWxNZcAWJrMEeoyGmE28vcXBYIgzBmUrW8Z6fnmm8i57Tb0WbwIgsejW+XSa4Beab307Tq0m+ZgJSpTqA4UiKpQIKIAqOl6uulf20Fz06jfU5cap/C7ywW4DDeN4E3Vc9B96pfU3Ck1bLaMiMDa7sa6sanDkULYsYhD+/kup9wNb1qsZSKwgxXl6iOwH9fuI41S/huUQiySR+LzkU/EToKNgm5GR1+3zfSoWUZqYsuf6OjN56r3WPPwAYDKCG3cELOPZs3xuXy6GPGpac5aiWf77fHLNdtwyncKxu1lSk4ThpplJHvWLHiHDkXWNVfH1Mypj9bj437sYrWmO4Ff8uO+I+6LGZdIRFTVR9GPqCnr2a1z82kqxJYunuI24n/MMSMgBDdeImLmTBEVSQQSpSBxA1jZ/1ljR72tbwuPvG1Q4nTFtuMUMyK5Pc0SI62JkxihPLXXESNmJL6b5qh5R+G4t49zzC6xlI6nkpEd6dB7yowkEFRS42GASq3/fRH8fmScd67udtZi347yDMEVw67Qt9OuCx0ugPVgRlYooFpG9DReUdSrKmrWEn1SdTcNuyloWS+lomAJYJW8AQTVvXyaudd0NzVbRsISoAgEWsq6L2rEgpizaXS6joH/9s/0FNiMSy9Rj89OkKkOyp0/VN+lGn5cHrkBFQXHxp0LjbE9jW6z9l4MLvWzLB9E8NYRBG+Pj4361xuJnfRgTOE3KkdR+nxsd2etE3GmN1MXI+6wlm6nHtd2Ix66ah3OX6LguhfKMHP4TN1lphWkElNT0fOtN9Fl5syY8xVVFeF/o4N4aaKAZ6YI8Ek+nNL7FLx9ytuW7SRBQnldGJlEfcJIdm4w2FbYRZVZjAhEsKyv9xJUJqnfU7Dy+o6pvXoAKzGaHXZQMWJOfWwIs2VE/427PNY6I24/EoWjZaQ21qLIgSlmxDpn9RGWnm/+W2+u2Byz+946ZjHxST5ETQGsjYlRv1vE54rh3iVtkU1jQ+rCKl1fUXCWpTIst4x0QKKKAghazIhmGTFiRuwBrJp1Q4sZ0cRInSAYXT4B+NwSatQgNB9xIVBPkVVhHMcsRjTTuRZH4osQo4y52/kH4e43DP1X/IQBv/wM35AhlnWiWwEGnoKeWUnY4mOCZFPmROSlejGud+PpqNl+I07EHJMAmNw0EsFbR4pY1Tv266YJKRx6GULH32NbKUOujn060eNcfCYxEmJ3CT1mxKZ7htdsN8YFMTZmpAFK6ktQ7yX4eIyAfelEj+uxiy+RiKioCyMNqsnXll3U1thbmGf6jL+nJEgQ4vz87V17zeiWEdIJLCNOreMdMN+gkiJsUojHltrrbrksmeYSdehzonz1YAJG0v6hEbXfla1fVm2U/WbNsRROcSQr9q4AACS7khGJROHReo1JDV9H/G4JKxTjwS1OwfJWRbOMRPfvtyzXHlISHTOS+FZ9HQhzAKseH2ISI3onWCOlA4AhHLS01HpCLD5Dj0vEHk2MCCIeek7WO+oCLJ1XO5gmTEJuIDnISnVrN3TBwU2joa2TsqwZL9LJdwL/dwkEgaDXFf8Dti7D9CFnYLqr8Zs0AOQGjDgRr+0H2cXXxfI+7PBto6Zux+Eu1noeUGSE1q6N2adaFSNpnjTst4kR3TJiy+zpIpZBc6B56mXdTUO8jT+h7KvbZ3mvWXzsn9cjerClpBZDifrH8ycmViQe5r+H3TJiRu/a65TaqxWfBBDVA1g7ZswIdWgd70RUiSK5jiKg+OBRzfnE7cadZ4wBFvyXbeRp+wq7+vgcLCMk3LyqogcLWgBrjJtGFR4WMeKQYaNdC/pn9Ac1u2wayY7xe0RUIBmrlD7oSvYhmDf6gMb/R9AsI9F91uuZZhnRAt0TBRcjzSAqU1BbNg0sYoQCIKBajRAazzJCLF9en0vULSMBRbAIEfP+gGEZ0XrOeKIENKK5aRr3Q4o2MSJ2yTPqIKR1Aw45t9FjmBmVMwpTek5BpjcTXfxW8UEIweic0fhpL+sGzHrnWC+SupsGQMTm544WG0q9qAvQTRX0VX42rwIRIKQyVe+tY5OrWUSUyfcCP9xlHMz0EOyti8AT1YrWNZ5i/nvF747L3TbTrFfy4omvtuBCj2rNSVDgqoY9ZiTLZ/ztRSLGrDcTL5tGE+EywIo4EXRYywhtopsmIkfw/GMygBpd7BK3D6I5JiiloMXH11Qc3TQcZ+Q4YkQVHnqmDJzFyP56dhE6JPsQKHvNYqQRy4hajv2c8C2QoODdBopJthZStipGbJYRzbq9p9a52W1bwcVIM4gqFJSwC69osoxoAazmp0ZzzEfQxSwbmhipJ4LFx+hziagjEgAFyfXWC7ssED0AFgDCahdeLajVGwGUkCpGXI2LEU0da7hynXsKNRW36MYDRz0Qd/1Z/c/SxUggkAa7GKEh48dvvhAAQElFpd68ryyJoNt+NqlTD5mOi09joklMSwMA+GqZkFH6ngAMOhcU1roiJGLceN21EVPMSOMWoN01rJ/DYXmHYY4p0NcrWvfVLCXtxU1jt3xYxIggOlpGJNXKIVHq2BFW/44TYrKMdEwxEpNNQ6mj/TxaZzwd6GvdHqBwFHDC/UBdGVA4pvUG2ghRp6KBHdNY1epolhHFJkY0i4g5W8bJTVMaZIH/Wb4s7AurXbxBIDTSa0YSBXgkAfVRdo2IZ5VsTeJZRrT4kZ3VOxtsetva8JiRZiArCqhWXt1iGbGm9sqwWq71OiOaGLFbRtwialW/b0qt1XSsCEQvmgaY3DTq/72WANbGxYi9AqSnX784W7YMvdN666+T04z4Eld3VmSNmlJmzRcCAHC/ySwS3/Xx6rVVAGDgmBPRM7UnAEBSxYhXEyP9JgF9JkK2mU1Fk9HFXRc2YkZsnY6dmkWV1JcAYMLKfEO3x4x4BA88CMNP1M/hT7AYsVk+zPE95kZ5Zvxq63l3nBuzVg4+Jptm4e3AvPOADtS6XrGnv8aJIVEqYn3peoPMw/4CHHtro8UBW4MBucw1lJIUK6jrkrq39XA6BHrMiOQsRszWWaeqrFqga8AVAI0wF7NM3E0KAknzGwkGQgJu+K44MSNdk7tCEiTUResSah3hYqQZRGQKRQ0IERqIGVEI0V00QKybJgxisYx4dcsIkFRnvSErIqyWEUn7vxr/ECVQqlhKlpjceDM2u+q1VxttaQqTjKjtroWD8K8zBMw51wsxiV1IqclNEw4793ypSIvit66mhnxDjcwfURcjbHI1QUNtZlPRZHRx14bhVd8LfsNN8+SqJ3HUvKOwo2qHZV/taSjTaw3oFQVRT18GAAI3UlSrCCVCg6X02wLRZL5//JjHLW4liUiObpoktSypK86TtSa4zXVGqBwGlj8OrP8AWPtOywy+FakLR3HRiz9g6QZbLYk4Fp5oRXnMMuJJfAXp5y86FJce0RMjenaJWSeTxKUat2doRH1osVlGtFo8FsuIg5tGa4rplbx6zEhUaFpmTFaSuR1DAiwjuSy+L7JvH5SwcUF0CS7kBVjm386anW0+Lg0uRpqBrJhiRsxFz2wVWGVYr2tafIdWZyRKEDdmxFtvEyMC0VODAZMY0Tv3EkTL2cXSXNK8IQoeewxSXh66Pvdck7b/I/hdflw46EIMyxqGM/udiR/7CVjVLQriYRdLc8xI1NZZV2P1oCg+GyUA46vQ/cSQpfOpaLOMaKZVxV7zxGQZcdWFkapeZ8R0Y86e+eUZVIYq8eyaZy37VgQrAFj7OWiYrSOhiIBkwi5WxJOcmJB5ExIxhJJH8lhqixBCHM2xQYUJWnecoFSja69RgXXNRlNMjTpX7ZnXf9iBLzfsh2Bvix1HjIQrYtNkibtpAd6tSUGaD7efPAiBJAdh1MR4mIONeG4aRzHi4KYJyuyBySf5AFWMyELThJ9ZjLiltr/1Sjk5EFJSgGgU4c3WtOWCJBbztKtmV5uPS4OLkWYQkRUoqgoxLCOCkdpraiLm5KbRLCMRWzaNzy2iTr1ReOqsPwBZIKhzcNNo//eFFMMy0kQxkjJ5Evou+QJJR4xvfOMW4IZDb8BrJ72GbslG/xuqCgpzzEgkFPvjX5o/DJty2dfU2ysI/wnnWNYLKcz64KsM4sHnopA2bAMAKNEoJq9QkFnJ/hBek9HFVVmH1Fo1NiIrNn3ZXP47okRQHWEBqene2IBUl+mpaF+lggDUE7kTl12hYbbaeEWvxVICxLpxAEBQ2JdVihN04FVFndkyUl9qepoK1cTu1M4IRtQHiiaIkbJgGf7z9cMxy9uDZUTDsRNwE9OWDzYMy4j1u6+7aUzdezUriBmt6JlX9IKqVZ2bKkYyAsZ2ngSIEUIIPP36AgDK35hn6UZ9/qDzMefIORiTm7jYJy5GmoFsCmAl2h9SlPQ+B4JuwjbcNApiG9tFCLHWGXGJqFfFiLvO+gNQBGs2jWYR0f7vL1e3FwSIKYl1CzSGORVWcbNJMceMRB3cNGGfiGr1KSZDVoDRl1jWi8nGTb/bfmD0vz4DAHhufhiXLlTw1FwZgkLhqzd+eGmvfoquLAwEa6I78OeFf7b4Ss2xFJpVRCACkh0ERjhsbFtSJSJJtYzA07jLrLUxixG7ZQRwFiOlNBtfysOxXcmNWQcAx6+iGL5FgQLolhEfNb6ztIk9PtoDYhPEyPfF3yMp9p5kxIy0A8yWQh2laWnLBxta5qESJ2bEbBmxx7ABhmXEK3kRDrHXTW16l+I1/R5dibn1SlnMpVcxbx4q33tfX35U4VE4udfJyE/KT8i4AC5GmsyWyi14e9uT2O1ysoxYA1gFUP26pgis6BdgWEaigMUykuSVEFJN5u56a9BUVESDlhF/KdteTE1tlSZcLYlABD0DRVZ/jGY3jezgpiF+ZpWQKEXKDZuBjF6W9faYF29NCJRSSD+u0ZcN2EHhCzm7TK7/dTa+Lf4WN3x1gzEOU5nw8hBzgaV50hwDPkUYAcGrt4WRBPXO5U68GHGZmnd5BKsYcQkux8+jKD5cFPk79tL4VrZr31egECACzSJoWLeUiLOrrT2hBQ8KpHExQkCQ5BTK1MQ6PG2BsxjpOIHEbYnmppHtlhH1O2yuMxKqK42xMGnWkkhExIrNxeyYTaym6veYHw4Sc6329Oqpv65b8VNCxhAPLkaayH3f34ev972HhWnsCZto/cdFp669RvVVWTCEg9Zdl7lpDHNHwC2yZQA8tdb+AGE3sVhGtBob2jG9Jcws3lQXTaLRXB2VlD1Bz/vlFcz+djYAIBqKvervz2AWiwziAomTnRI46kjL+98GDrK876nGKTpdnqvV+dxfZ0SYm33F2vJ0j3PNkCAt1V93Lf8NKVD39SbeSmW3jJjFiUhEOJUZIVTbhq3cqD4olQ0yNwhj1j+ZssuHpBjrLIWg2iku9UYUaxmJdW0IRIAnYnVZEYGCtEFvkabiLEa4m8aReAGsahaNWYwEt3wBfGFUhaaUIqi6Zj5dUwYP2D6kkRojGtnJpgBWITHxZFlXXglP//4AALmktJGt2xYuRprI98XfG28o1VN7nbJpAOMhSxZZp13A5KYRREsqICFE92F6I1bzashFUOM1vrhax15NjHhKmHiR0ttXtc94aKbPnWGW615cXoS3Nr6FkBxCNBIrRmpS2bIsMf4PvuDBB7H37sviru+2j/2xar3A9+NG6cvNWUpmX7E5pW9b1TYAQI/UHs7HJv+nv/4r/QxZWl+aQLbj9m1JQzEjUSUapxy8lq7LvnN3nifizhlJCKcYX+6ICIubRqTG3MkdwDKi3QhixEgca4InYn0vepSENsaz41Qrh3DLiCNaaq/dMuIUwBomBPj6EeO9EgZVY6mCYVEXI6KraZaRP40sxHEDc3DP1MEH/gH+IEQU0eW6WQBi640kGi5GDgDB9KBERBFELXqWITGlcGRdvX4xjwrs4g2YA1gderSIakCl7YEm6AK2ZwPlw4J4fpKAWrVJXEgtfiZVsSfxjmIZObYba763Nciitl1qJdTKUKWjm+aXfHZRzZTi9/4QU1Igjh+Dy692Nn0es4ado9oPdB28GchlftMZVxnba5UVAUOMUEqxeNsyAIAX1sq1GkL1GKzcWoRfthYhCVF0IRVsRVLixYg5QE1L69X6B43NG+uYTRONaDc21bInEtT6BSimqY1IrNKtVmdEMomRjmAZkVWrJrEH6crhmG2jSlR/iNCQfHK7EiOCz2jSp0kQLkacsQewatZCzSJiLrxo7yKuWUUAIMnjQ5ra9iEprfEeXgCQ6nPhuQtH4/xxPQ5s8C2EVm8ksp+LkQ6PYP6di6LeEXda7zMx1PUn3FFapltGoqLJTdOAGCFqAz7J9hQWcrHiU66RtSy9VcXe50XM6BiWEa11dcQ2JxWhCktmjcbeNHZByM0/tMHj5gRyUJlEcOUthij7bKT1YuKKAofXrkf6R2/irJsl1HucTaVa06z3N7+Pn/Z9AwD45jfn8wZrSuECu3WX0BRcJn3CVqR2bXC8bYH5KS/gYmJuwekL8PKUlzEwc6BjAOug1CMAAD6X8QVTwGKfNJhlxOjaK5rdNB3AMqKJEc0yQilQX+aCXL4/ZtuIYlTr1ZC8CiA6uEYShGCyjGiB7dxN44yiPvBolhEtqN4xZsQmRrR4EUmQEAwDGWBWaRKIrfPSntEa5sklpXoMTXuAi5HmQikuWmyoESIYAaxJgheDks5AqkItMSN6BVaZWQKiTtUa1cquooNlBAAybHUDwrZrodRBLCO5gVwMzRqqW4u0p87KUCVQb2qalxXFEycLoOoFoTCjb4PHzQ+w4Ib9tArZb76KosdnYV1X68Vk6RACH6XwN+DyAQzLyLe7v9WX7dzVK2a7j34pBqkw0lqPEE1N/QpGxWzf1phTEzWXTUFSAQ7JPgSAtUbKzOEz8ezxz+KZs87AtRP7YlhXIzCYAqAmy0hU0tw0qmXE9DTZESwjUZsYqd3jwbaFXbDzilhXX0SJxFhGBJfSaGO0tkTwGWnGmsAmHbREf2uihEKofHs+e61axXwimzunmBG7GNHEvU/0oSYURSZR4/s6mBgRMzLYQzSliJa2n7gRLkaaSV4ZMGmVybwrSXoWC41G4SMU5UU+yCE2tbLAYhWi6kyn1AFhp5bfqv8xxk0jsXP5FatJOWS3jKR1DMsIwNLItAqyozexz1UVqoJYw26e9f27ovbVp7BsqCnFtpGOkknuJOT4WZ+dDZkh1PTIQlG29WKyqz+bXL+9DLgNTYxsLN8IAKjbcRFoNNXi9ghHFVz5v5VGjIidwvYlRpzwuwzzfr/0fhiXPw5ZSR5cd3w/uExfUYUAlBifPSqyZVpvmo4mRhTdTRPFFpeE6p1MnNZtqwYt327Z1sky4grIgL9ppvm2gJiaPWpxUNxNE0tkp/HgsHkjiwEMuJnF0ClmxC5GNDeNV/KiJhhFli5GnF247RUiCEafmr17G9m67eBipAmY1bJgczMTQdBjRhCVMXDR29izPB07v2GWClkEQAiq1Ot+Sh0QdYqk1iwjUeu6OjVf2GXzb9stIx0lZgQAju56NELq+LtUAaAUVeEqpO1kN3Y5NxN+v/UHfv7A8xs9rhZkunTXUtRGarEri+gWmNU9CTL9bI6lsLUwV990q9WlLlIHSqlee0QKp8CHICrrjbtSURkTLOmobvwDJwinctZmNNcNYK0BA1jTmxUQmLvmRURABnGMGYFDbYb2QNn//oetZ5yJaGmpbhkpz/kaUwvzsUUyfky0osSyX0SOtYz4Cz3ty01j6jellwHglpEYFJPldWUf9n1OdrHaQXrMiDmbRnB203glL6pDUQwmW9mKDmYZAQxXTclTTyd4JAZcjDSBqrCRbuuyP1SbYkZoNIrCrz9lr2XDTQPAECO1VE/j1VCogihlPwLBZhkJuZ17hQRt8XOuPOciVe2RARkDcOwMI2XusN8oqmvLMP4T1hNG7lmIrslddTfCkQVHoou/8R+8ZhmZt2GeXh/kjvNEvH6UgP+cICCq1sWor7KW9/bYektQUJz5wZmoiTDR8obwCL7xXIP9ZRX6Nt9vZcco8Djc8Lsf0ehY24LhXYYDsNYbMWO2jNjFSJ+0PvprSqAWx1Hfq/90ywg1W0Zi437aA3tn34Pg2rXY/+STesxIdToLBPodxo8pWmIN6osokZjUXimzfVkh3d2M+CRdjNgsqRyABg1L4QpVjGiCXI8Z2W8Eh4Vt12ntPpDkSkJtfRg9BdWq0MEsIwAgJrE6SDVLloC2EysaFyNNwFx3wmUTC+aYERqNxoQEKroYYWtS6hAjRiyWF5vYCapZMy5br5BKv/UYXlPzuI7A5KF/AvGyG+BVHypIXfCNvk4+6lBk+jLx6Rmf4s2T38STE59s0jHH57Py9lElin117KZS0ycX744XsD+NYFgde5IvKi7W9/GKXhxVeFTMsTQXDQCMwC5kkBrUb/tRX1ZUVgeA4kb6EltgLsZ22F+aNN7W5tyB5+KmMTdhwWkLHNcHTBlKXlsczayRs9A1md3kFADEZBmRFEAmgKwGkrg6gGVEQy6v0C0jGimmOoNyqTWI1SlmxJXVvsSIlGm4jLTu1txNE4tmGdlb4Nf7RiWpxQnDchjYuQKhjR/r2+vZNGo8SXWYWUFTPClwB02itTBxJdQPlLx/GA+DO2bMgFIb26G4reFipAmYa1BoqahmiG4ZiTBLiYmo+lZzS3iisWLE7Kcksm2d1mSPUgysTQMAjK4PotKW6Sq420+qYVPJueVmACyItd//WLBoSQog9GA3wSxfFgZmDnSsFOrEpB6T9Nff7f4OADCt/zR9WW6IWQL27zP8pN1TusPVgMldrO6tC8zl67bqy+ev2IWbpNeNDbuPB9K6AUQE8oY1abytjU/y4dyB56IwudBxvdlNY++743f5cde4uwAwy4j5eynJVsuIC4aYJgm2jNT99BN2XjsLkTi+cMHjhmy7UaeZvHb2gD57zAgRFQhp7cslKgQCSH3oXjxymoAaTVNyLRKDUs8eKmVTJVTtNxBRIkDZZsu1OUoIZABQY0U0y0iKOwVSkFlew74ugNuwMHYUXPn5cPdiD1C1S5eh7OWXEzwiLkaahFWMxK43YkailmJmgGEZ0fvTRIAInH2RoIQ9cpoIuQCBErgAzCyW8cauPXh+zz7ce/ycA/487YX0s86CHLA+kX8ziDg2pGsKkiDpLol99ezJpUdqD1w+9HJcPPhidE1irp7Skv04u//ZICC4btR1uHDwhTHH6p7SHXU7LkL+ruP0ZZu27cCbP+1AMCKjpCaEGdKHxg5H3QBcsRS49mcmSjoA5riQTF9sQKZWh0QBUNrX+A1IMosZ0dxegjmeSUmsGNl+3vmo/uwz7P77Tfoyc+Ax8Xghm2/UlCLdJEbkMqsLz1xnZFO/QvScVALib1+WEQDwTzwW3w4UdLcwodTarZMDGmSiQvEYDx+6GJEjAEhsBg0hgFqMUbeMuFPgDjMxohzgtao9kHH+efrr4Lp1CRwJg4uRJqClfQGxbhrAZBmJxHfTaAGn7igQsW2kuYHcgh/FUeuXO+gCPArbeaSwBYPDYQgAjux/ir5N0tFHN+vztCcK77WKqrfHC8j0HnimwpUjrrS8T/ek45qR1+D60dfDncTmds3m7bhl7C1YdvYyjC8YD5fgwntT38MrU17BGye9gWtHXotbRjwJuWYAzhSX6cd6yP00PnznFQy4/dPYE6f3AHzpQFri64s0Fc0NA1jTfDW0XjYUQChAcc/ZaoyIahmRHS4fxKFwWCIIbTTcbNpNCGA1OcyWEV+IWSs15L07LMcxu2nKe6TAkxoFvGmtMuY/giAY2XuAGr/Ka41Y0Nw01GNYkbXveL1cDwrA/u0NEaJbRjQxkuxOhjdSwTbwtS8rWXNInz4dWddcDQCoXrQYtT/8kNDxcDHSBMxV+ZwsIxCNAFZ7Vcd61W2jpeK6oxRR2zZaKmmmPwUZef0t60JuwKUG2KWoHWHrux0NAOjx1lvoMmsWCh6JbXHeUUg74QRsnM0U+hOnCAi5D9wyAgCXDr3U8t58w03NYIFmRwi/YvH6fUj1GLU0eqf1xojsERicNRhK+TG4+JlVEKAgj1jN9i+7/wkRMjzmy9YlCw94vIkkN5CLV6a8EjemRHOPKWpab51aw0KLGaEORdPaixghXkNcydVGxhNxuSwxIym27OfaZV9h2/SzUfcjiw+KKlG9HHxAVEWNL61VxvxH0G6q2sMPpcSx187BjOGmMSwjWhB3VIniH0UfIGizbIcIQYX6/dHcNF4xgCS5AgAgJie+0vIfIeX44/XXRRdcaGlc2tZIjW/CMbtp7MFsgMkyIkeZedREUBIBKLplxBMBbGUL9IqfAVcAgq2CZVgCvMTqyvBkFAAAfEOHwDd0SDM/Tftj6lm34rouJVhWtBjTB0y39FQ5EJZPX47X1r+GcfnjkBPI0ZenJbM0vqPFn9Hj5Z+w7f6TYvYNRmQ8/PHP2OC9GACw190t5nHpROF75GsixZ8JdO14AWwaI7JHxF2niRE9e0aNfxJllu6rOIgRoZ2IEcFj/GYUkxihkaieTQPEPlzU7vUCe3/G9vMvwMDf1iMqR3TLSUBSxUg7tIxo1XQ1ywgoACUKoP0UZ0s0moUs4ja+t2meNHhED0JyCG+WrgL8Pss+QUKwc94tSL30X3hn0zsAgPJqSS94JnVwMeLp2xeevn0R2rQJABD67Tf4hg9PyFi4ZaQJmN009qJkgDVmxG4ZibrZFBuWESASxzIScAVATbnwgGoiD1mDU4XkvOZ+hHbPw0c/jJXnrcQtY2/5w8dKdidjxvAZemqrzpAz9JcECtbsjC1Y9sCnGzCIGIWvcsJFMdv0EXbjZpcavCq49Mj8zoYuRtQyI5oYkWT2XnFy0yQ4ZkTH9IRrFSMRi2XEye1qxtwvKUVUs+p87S9OQGuCaHXTtJ9S3+0BzU0TcRnfjdP7nB439R1glpHRNUtwysv368vkcDqytFLwSR2vxoidXh8sQOAIVo4guD5O34s2gIuRJtBky0gkCntfdinAhERYTdF1EiNazEjAFYASsoqRrbkE2Sm2GIrkjlNTpKkQQhrMamkRcgwr0mCyDac8+TV+2GoNWHzhm63wEwdT5f/9FxjI4nSuHWfyE0+5P3bbToLupoFqGVGvFqLS/i0jMLVPkG1iRGnAMhJD0CRGJDX9sR26afS/ldlNw2NGLGhumg312wAAt469FX6X33J9txNSC5/5RHadiNb0xfJfM5GhVV9tR5V4/wiZl12KwqfmInnS8Y1v3EpwMdIELNk0Tr9vKX7MiKyqcHM2TRiKJcJfK65ltozcea6I6670oipAMLqXzRXTxRpXwmkikhtQo+eniV8CAM565lts2stuVtfPWw0ASIZDIbMeR7L0XQD48Tlj+aDTWmes7QA9gFWND5FNlhGZENiFNwAI7cQyQk0VSBu2jDSScaKKEZkQpArq96IdumkEaAGs6t+EB7DGoF1b9Y7nqjs46mBB8qlBzlp2zQjpVwDAP2t/xKB9n3bYvjTxCBx2GJKPOSahPc64GGkC5qJk5icpV3eWwmkuemZPp4u42RXcnE0DAFFqHEhz0/glvx5AVJYM7Eph23RP7Q4ccR0AAqT3bBdN2DoshaMBAAFiWKCOf2Qpft5RgXdW7QIApBAHMeJLAwptnYNTCjutiwYwUnvtMSOSwsSJZhkJ14h69XEBSsJugpZKkqb8XbnayN2lkYgaM8J+p5L6Mwx7YuOUwtu2QVD7JdW6XUjVvhft2DIiWywj3E1jpmj/7wBMtZtU90y2Pzbuo0DtZquJkQqRTWy2EsIj7qcwRtjANkzq2DEj7QkuRpqAWTmbn6Ty7r4bgLXomT2AVfaoYkS91mmR+eY4FN1NI/n1IKuQyWORG8gFjrsLuL0EuHol4LZVPOM0nUNY5s7p4jeYInyPbd5zsM17Di7/N6sZcq64GP90/Sd2P0HUhYxOBywD3RwMywhlqbzq1UKggEIpKAhq97ix+cMc7FpuiqOQ45u9WxMaNpWlNwkicxlwGg4jqrCewwDrpA0AO3yxN5XNJ0yBv5Q9KFR6PUgm7dcyQgiBQARrzAjPprHw2+7VAIxrsWYZeeCoB9A9pbtl2yTVerYuncVSVKgxOen2yrZdBrTSaA8+uBhpAk5Fz6LTT0HgsMMAAERSHxkjsZaR+iQ1ZsSU2ms/pmYZSSI+QP2yh00PanqfEFGKKarGaSZqvA0BxVPux/TFP3ivxGCyDfe6XojdJ8nIyEEfk0+1tiR2206ExTJiCmAF1PLwREDpelZOu3qnKQshQXEjNGISQSZXjLlBmm4ZUfsuaJaRWtELWYr9beX/xrKmajxuo7hbO7SMAMxVE5tNw9HQKukG1Qc9TYyMyB6BD083ChgmywoC6nX4ac/vGNqzG0rUa3y6uWLeiHMBf8etM9Le4Km9TcBJjIheU7qtntorM1eNiT3d2MVas3RoPwjzMSvDLKsjnRhlhc1ixK7aOX+AOJlIFTSAQ4RN1oWjLgYkLzDgRGPZiHOA3xex1wWHtNIg2wdG0TMKBVYxIsisL5ND2EjCboIWy4hsjEExW0ZUMULULtlaDFhYdCEiiRCj1iffkUtY2/lar5rR5vIDUvtMlxWIwANYG8CrNjzUXeaCNUuxICRil0fGibW1+CzArsURW139Lp40oE5N6z9tbquO92DjgB6z586di549e8Lr9WLUqFFYtmxZ3G2//PJLEEJi/v32W+JSiJqLUwVWcy8Yc8yI+YIIACWFaiMmzU2j+ahNT48VwQoAQHqEHZO6XfqFf2T2yBb5DByVOJlIaaQW/3C9aF2YPYhly/Q0NdIbfDow8FQgozdw7B2tONDEowVFUkJZ+XfT1UKgQJ0Yxgav4U/cpory9mAZoaYsGGqzjEQVCtjESESQEBWsfaXMBN3q52yHLhoNURB5am8cZEXWXeRax3N71eFZ+8K4uKIKV5ZXonc41tV4g7sryHHMNY/0nq053IOSZouRefPmYdasWbj11luxatUqHHnkkZgyZQqKimLrMZjZsGEDiouL9X99+/Y94EG3NeYKrFoAquAxzNJazIhSWxvjphFVU2BYYo+Q2g9ifel6fRut3X16vdoFNSMTR3c7BumedNwxrnPf8NocTzKQ1MTUaCcTLCHAtFeAa1YCXfq17NjaGVqJcUoV1MINKhBozXuJDMh7fkfhNuMGfpcWid8OYkaUujo9Y00JOrlp2Bg1S2dEEOGvNwTMNwOtJp+IVrWznbpoAFb4zHDTcMuImZAcglf9egTVomf2UgKHR8pxfXkF0hUFt5SW68vH19VjzdYiXJhzOIs5O+tl4OKPwWlZmu2mefjhh3HppZfisssuAwA8+uij+Oyzz/DUU09hzpz4zduys7ORlpZ2wANNJGaXilb0TDK5aYhqJZGrqmL21YoRaW4azUc968tZeOuUtzAgYwDK1Q6QyfXs4immp+OJY59o0c/AMXHefGDvWiA5B9j2NbD0X87bdZIaAgeK9uQoI4IatSWBLDAXjSgDp35hLRr3O1WfNBNlGTFbJWUZNBQC8XqtAayqZYQQVYzobhoRgulBImozkojaz709W0aIyTJCAYQT3xY+EVQvWYLqzxYi947bIfiZu6U+Wm+IEa0atskyIkdCliy6fpEIZmaORnqfyTg7pT+w/kPgqBvZw8igqW32WQ4mmmUZCYfDWLFiBSZNmmRZPmnSJCxfvrzBfQ855BDk5eVh4sSJWLJkSYPbhkIhVFVVWf4lErObRreMuA0xIiSx7Bal0npxFvx+3S+puWl8sjHlz/7yLACgIlQBAAjUsCujlN7+Kjx2KnKHAMOnAb2OBo69DRg/y3k7b6rz8oMEr2h8xyvV77FidgPYmPOSDCVCEmcZiVjPq9Sym7ElgDUchqxQ+ALMTaw9HEREEUvHsIq9yaOq8FNfwzLy5VCCQG/VatKOAxYFwRTAqhDgm0cTOZyEsfMvM1H53nvY/8ST+rKgHITXFsDqFg1Xe3XZ3pjj/OWYB3H2gLOB/EOAibe321ihzkKzxEhJSQlkWUZOTo5leU5ODvbs2eO4T15eHp599lnMnz8f77zzDvr374+JEydi6dKlcc8zZ84cpKam6v+6dk1sJ9TGAljFpCTH/YjfjyS3GjOiqfEoQZaPpYQu2r4I9dF61EfZk5uvlp1H5GKkbXHqLVMwCsgd2vZjaUd4TBffCqLGM2npvQ5iJKsaKN/sBxqoaNma2OO1lDr2pKvYUnsjsgIhhzU31LLbjhyUg6fypqLPKXtQPSiEH/oT3HeWgBlXiph7sohcqh47s08bfJIDQ4BgFYu/fdjg9p2dupUr9Nf1kXp41D+h1l3DLEbWbNwMAChFKnBXJfsXOLgto23NAQWwEluhJ0ppzDKN/v374/LLL8fIkSMxbtw4zJ07FyeddBIefPDBuMe/+eabUVlZqf/bsWNH3G3bAqubRi2W5DUyXwS1AZsdwe1Gsout07NjZBnvnvi2vs1xbx0HgBU8E6vYkxwXI23MgJOAM5433s/8Hrjsc6C1y9O3c1yCCxJhX9wKtUAUEZkKcerRBAByWGgXAayAYRkxB7AqoRAiplpBmqUzPSuAE8YMxkzfTdgviaCEYHVvAWUpBJHqgRjm2cc27H1M636IP4ClzkgjhWUPBqgpCDVUUabf7GrV50hzNk1laTEAoAIpbTU8jo1mxYxkZWVBFMUYK8i+fftirCUNcdhhh+HVV1+Nu97j8cDjaT8mMafeNJKpK6jml7ST+ZcZSHKz1MCw6b6WbOqkqbWldokuyOUsdkTM4GKkzRl6JtD7WFY7pJMHpjYHr+Rl7QrUrBnNMiI6WEYAQCZoFwGsgMkyYmqLTkMhREy1IvQihC4B958xDMphCt55g9WfkYN5iFYNB6kcgmzpM7ahqb9Re8MluiwVWKnoccy87syY22yY+xOFykvgA3PRRLRkAlPMSLCSiU0puXOUd++INMsy4na7MWrUKCxatMiyfNGiRTj88MObfJxVq1YhL6/jdJ51KgcveU3ZNKIIIWBURXX36oUeb72JtDPOQIqbKe2ICFCtiFS9YTbW+O8J/0VUFSM8ZiRB+DO4ELGhXbBpMvseK2pgpzfs/OgdloWEiRElaG1waFhGTG4aVYx41aJWPnWoIRf7PEJyNt5T3a4Z9ckIlx6NwbLaTNEVaNdBzS7BpWc7QQGIHDroMmrM1jGlpgaRXazFQ3gzc8PUmGrz+V2muk6qGKH+zl1VuT3T7Gya66+/Hueffz5Gjx6NcePG4dlnn0VRURFmzJgBgLlYdu3ahZdffhkAy7bp0aMHBg8ejHA4jFdffRXz58/H/PnzW/aTtCJOjfJcXmtJdiEpSb/4SdnZ8A1l8QYZXjXgjRAQnxeoq4dSW4tHjn4E1315nb5/77Te2FZeAQAQ09tvkBzn4CLgCqA0WIqgwG7ospcClcAhm53FSDRKEuam0X5/+nu1QZ7ZMqKEwwhHwwiqacspihtACFVqp+b/bFmAn71MgJ2LH7CYjMc50udsZ7e/XfcikgQJEfWKTjVVEg0eVO0jzMIzsns3fp94HEK56dgjliMVQIqp7VRAbZpJKcX+fbsBCRCTuBhJFM0WI9OmTUNpaSlmz56N4uJiDBkyBB9//DG6d2dVQouLiy01R8LhMG644Qbs2rULPp8PgwcPxkcffYQTTzwx3inaHZbeNE4VWMHECPayiGwxxfA7HlFwBIZ3GY4cfw6k1FWI1tVDrqrCccOO0wXJC5NfAJVl1K9gAVdSJhcjnPZBXiAPRdVF2FPLXLNaSfSp3zuLETkiJKzYll2MyGp2GzXVGUEkAlk2svOiISac3ipagKMwB29sfEtf1y8cQVD4FUNTQ0ANgNxhrTf4FsAluFCv1tBQIqoYidQfVGLEXFNGw7OnHFqf821DMvHksfci3WtYn0trw8gE+05kZncci31n44DKwc+cORMzZ850XPfSSy9Z3v/tb3/D3/72twM5TbvBUoFVvc4StzWmxZxRI5rqqXTxd8GrJ7L4mC2P/QnR4mL9Inmk3Btvzoki+aeXUXeuYU71DBzY0h+BwzkgCpILAFOIWM3RwxCYt05/H5KA82+UcPxKBZd/pkCOENBwPRCJgLjaNgA4nhix36BcdA/qAaTKsl4ROSQBwWgQWf4s7KtnJvsj6+ox0TWfCREAGH1Jaw7/D+MSXKhVYzJlrVxuJNYl3JmhDmLETG1WEqZ2nWBZ9sX6fcgiTIz407kYSRS861oTcHLTCB5rXwPBJEbcPZ1LBWsWk9Am1sp6i2odql60GEUXXcz27dEjbqowh9PW6E0aVeQLZ1jeVwaAvuEwqlT3O60Vsemye7HxsHEIbtjYVsMEACi1NZb3ciW7wdhvUG5ahKQ6ipPXRNGDMLN82AXsqtmFqhDb58XivbD+wgF0G9cq424pJEHSS50rUZNl5CDCyTJipjYvLWbZ4vV7cYywmr2JOpWVswAALCZJREFU0y6C0/pwMdIEzOXgDcuITYyYMmo8fXo7HkfKYW3K69f8okf62/GNHvVHhsrhtCgDMqwt0rOSs7G7d5r+vipA8M6uPfCqMVSkUoJcUQOlthY1S79qy6E6WkaoosRk2bjJflz1gYKpn4hI2rYfAEu9P+3903R3VN6ltsKMf3qu3dedYG4a9Y1CWOxquKahXTodmvAkLhey//Y39Pl8MV45xrjNhbKtqbuUUny1bgc8akVepOS32Vg5VnjX3iagu2kohVu1jBBb6rFcUaG/9o8d63gc35ChqFrwAao/+RTFcUzYeXfd9UeHy+G0GKNyrOK4b1pffH/6SOQ/+AUAwKdIwBXLULbgbwCqLdtG9+1vq2ECAGQtgDwvT3eHWjLXCAEohYRyjNxijXkJuZglIUrZ00Z2Rj/g9lKgcgeQ0TGaorkEl24ZAZh1RAgltnp1W6NV23V164bMS5i1eZdJQ9b2sbphNu6twdHCz8aCfN6YNFFwy0gT0Nw05kJPdjGS+efLAQBJEyZYOvqaSTn5JP111YIPYtb3/Xa53nSPw2kPCETAbWNvQ0FSAS4efDFLhzzUCOTcNCwTyBuGmi5JqLCV2zEL9LagpozdeMVcdsORKyt0gQJBgJjKyvu7aKy1YG+a9b1LdAGi1GGECMDcNIpAoLjUxp0RAXJ9RWIH1cbQEBMjginBYGVfAc9NEvDAGQI8KdayCfd8uA4ni9+yN97Udp0t1dnhd74moIkRlylJwO6mSTrySPRZ+lWDNUKkjAyknn46Kt99V1+Wc/tt8I8eDeJy8/oinHbJtAHTMG3ANP19diAHV/5FxCGbKeTJrC6LV3Ljv8cJuHaBUVBMqa6MOVZr8svGXRgMYK3sQx8ASmUVqOoOFfx+CIEA5IoKHLalOGbfUw49H6+uZ4Hmlw65tA1H3XK41Cq5st8DoTIKJUIQqiwFXbgQUpcu8B9ySIJH2PpolhFiy3ZcOIo9d493G/F4dT+9gcKtPyJJTVvHwFPaZpAcR7gYaQKaGHGbLSMObhZXdnajx8q9+y5AkVH5/gJ4Bg5E6tSpPGCV06HI9mVjfxrBwlEEU1NZxUq/y4N13QgUiUJQgyeVUud+Va2GKjx+DjMxIlcYlhHB74eQkQHs2oWp31ldNEJSEv4+5u/ol94PoiDi1N6ntu24WwiX2r4gnJ0KV2UtwjUSajZvQeW9rPXGgHVrQYTObQx3soyY8UvMfPfN2q0Y/+EVuN98GR95YWsPj9MAXIw0AS1mROvwGZZi+/M0FcHtRv4//4n8f/6zpYbH4bQpg7MG6699Eitp6ZU8KE8m2Hp2NY7YKKP4h3TIbWwZ8UdZ4bJitbOuXFEBpUYVI4EA6pNSY/zSrvx8dH3uOQDA6X1Pb7OxtgZpnjQAQHWGDwEA0ToR4X279fVyZWWnt77Gs4xoaI1Ll/ywEuPtKw/yxpiJpnPL5BZCy6bR+tJExAQOhsNJMKmeVPRPZ2WkDss7DIDxVF7vo3AnMxOiUte2aaX+CLsR7VCzXmgkguhetVib349ah2evPl98Dk+vjhMX0hA5ftYfrCyFPSiFa0TQqhJ9PY2TwdeZ0NK7xSTnQm8BiS33R8qtK3pOAFw+hz04bQUXI01Aq8Cq1RiJcHsS5yDnfyf9D4vPXIyJ3ScCMDqghgmB4GJxI0pdKO7+LUV9WMb181bjkzXF8EeZGCl3J+l1f0r/8x8AzDLyYT+j2NXWXCD3xMJWH19bku1nbuJ9SexCVVXkA6kp09c3VoOjMyDXMDEiJDl3Ug+o1WirSm1xQ1P/3arj4jQOv602Ac1N41czfKMSj7jmHNy4RTdyAjmW9wAQAYGoNp1Tgq3fMO+V77bhnVW78M7KnfhQddPUSl5ImZkI19ToBQaj+/djfo80rDtPRK0XONRbixNzu7X6+NoSTYzsDLB5IAKQVrkF9UgD0PaWqkSgu+XixOEFpACCERlJtUWABIR7HAv3eW8AUvvpEn+wwi0jTUALYD1pL0sNzPLygFMOx4zW3TeYPUC3jNCoAiXcuk3zSmrY8T1yGCJl561zeSFmWRueBU4/HbXRamzoSrCzC4Gb0k5nltfcNKuz2A05GhSAiBGsq9QfBG4atTmiEMdN0y2lG3ZX1GM02QAAcKXlciHSTuBipAloYiQnxC52Ho9zcBSHc7CidUCtG3gibnFdrS+XS0ri7dJiTNi5Cq989g8AgAKC093LIGUala6k3FyEzzgX3vy39WV/LavodA3kdMuIpwZUEABKEKk1Atwa69vSGdBjRpKZm4ZSQ4w9c9wzSPWkYulGoxgfSea9aNoLXIw0gqzIkCnzwXpVd429xgiHc7CjZSlUh6shJnfRlwc3tm5/GkWhuOmn15Cs9mCRXDLmuF+A5DGKAuXdfRf2VgchSEaFWB+lQFbfVh1bW5PkTkK2PxuKQCCnsZtxqNLIXT0Y3DR6zEiAfR/NrTyGdmHZMhv31eBoUa262u3wth0gJy5cjDRCSDaC8PwyEyVcjHA4VlLcrOdHTbgG6Vm58Hdhv5vonr2tel6Z2mqGqC6iQP8swOWC2CULvhEjsGrPWoi+HQCAf+9hXXmR1/mKgPVK7QUAiGao4nCnYcVV6uOLkcr6CEprWj/guLXRvm9iBkthro0Y/Yr8kh8rtpdh/ve/Gzt0oAq7nR0ewNoIYdlQ1j7VMhKv3DuHc7CS7GZP4lXhKgzO6wpPegR1+z0Ib9/WqueNylYxogXPBg7phf4//gAiSZAF4IkNM/VtRgdDQO9jgYLO14dEc9XUpvvgBQBqBNvToLMYURSKI+7/AjKlWHn78fC6OmbtgmhpKcJbtwIAvP1Z6rkmRnySD6Ig4oynvkUPUmrslNGrzcfJcYZbRhpBs4wQiPBqlhEPD3jicMyke9iTaFmwDJnZBXCnMDdJ2csvt+p5a0NRy3vBzSwjkWgUgtcLKog49Mlb9PVXllfATykw/Y1O2YdEC2LdfEhsNeh4bprdlfXIDm/HtcrL2L1rR6uOrzUpe+UV/bWkBjBrYiTgCkBWmFA9XfyabZQ3olN+BzoqXIw0gmYZEeGCJLMLX7zqfhzOwUqGj1U9LasvQ35GEvyZqkVRVhDZ03pl4attYkRUxUi0rgrP/PwMhr8yDNHUTwAAboXgiooqoNu4TptBkRvIBQD8QnbFrFPiWEbKayN4x30nrpA+QtqXNx/wuau/WIKK+fMPeP8/ilzJKv56+vbRl5nFyK+72PruRHUdphS07QA5DcLFSCMYlhEXJLX4meD1N7QLh3PQoZUirwhVoHdWEj5PMVwgdd9/32rnrau1ZogIqochUluGJ1c/aVk3o9gPAgDDz2618SQazU2zKG1nzDpaX4/Q5s0IbthgWV5ZH0EqYWm/gb0/HdB5KaXYOXMmim+9Leb4bUXdjz8CANKmT9eXmcXIu6t2AaA4TVzOVo6+uK2HyGkALkYaIaRoYkSCJLOnLuLjYoTDMaOJkbAShtsdRZUrG5KfifdoK6b31tVYK2m6UyLYKYl4rOLHmG2Pi6jZNGndW208iebQ3EMBAFQgkPr1sawLV1Riy0knY+vU03QrAgBU1BtxcfIBhhFSU3BsePv2AzrGHyX8+2YAgJSWpi9bW7oWABMjSzbsw3jhV2OHvOFtOTxOI3Ax0giam4YqEiQtZoSLEQ7Hgl/yQyDscrJ632qUuXKR2p3doLY89RyiqpBvaerqjKfw94/34onxbkzpWoC3ZcNNESz+E27KfRI9qWotSO1cZeDNBFwBPX5HPneqZd3Kz7/VX3/x8XL9dUWdUSlXwYHFUJjFDQ23fuVdO2bB6x1miIyf97MUXkoJtpfWYTjZwlYk5QJJjXdZ57QdXIw0gp7aq4hQZPZDFXydq1gSh/NHIYSgewqzOPxe8TuqUvrCpfZISaqpwMZl3za0+wFBKYUYZF1pq3zAa6OjeDfDWh05un8KIhVjMGn7o8bC1K4tPpb2RKaPFXx7MXcjkicfoy/vW24ItJ8+eBf7qoNY8PNu7C43KrPKB3hLMIsRuaICABDZtQuh33+Ps0fLsumII/XXrnyjkFllkI0rTWFp3BO0+iKH/aVNxsVpOlyMNIJuGZEFUFWMEC5GOJwYpvSYAgB4Zf0rOOfUE5GUa9StIDMua/HzVdZH4Be3AQCCcbLtg+UjUUj2ocvuL9iC0ZcArs4dgK5l1Oyp24vCx+aiYHxZzDaXhT/C+Hs/wzWvr8IrXxmuiwMWIxUmMVJZASrL+H3icdhy8ikoUZsVthZyTa3lPRHYZ6CU4tdS9tkidT0hQMFY4Te2Ue6QVh0Tp/lwMdIImmWEygKUqGoZ8XM3DYdjp38Gq+2wp3YP0nPS4ArIlvU1y5a16Pk2luyCy8XiE4JqodFjauvw89YirNhahOD6u0HlZLzrvsPYaWznfyL+ywj2GVfuW4mqcBWS/x1rnSjfFMA76rxkkCp9uSAfWOEzq2WkEvWrV+vv9z/0cKv2KNo506gh0+erL/XXH275EAAgEgkf/hRFLkyirPsRrTYezoHBxUgjaGJEooAcZtMlpmckckgcTrtkQuEE/fUzPz8D/PkrDJi2W19W+d77LXq+v35zCQJqMk0PEsb/du3B/ftLIQBwAxhKmFCRiKkwWmafmON0Nnqk9NBfj399PH6u2ozC1d/i3BtE/Pskdg2TQyKkN8P4ec+l+KfLsFz4IpWAraptU9BcM9rryC5ranFo3bpmH7NJ562qQt0PPwAAPAMGwJVjdJL+Zf8vbBtFBiDhSHENW5HardNbxzoiXIw0QjDKrnZeqkAOsumSMrkY4XDsiIKIfun9AADfFn8L5I/AW/k3IHMgy2Kp+uijFjtXWA6jIlyCZDWJw++WMTQcZgXNVAYJ2yFAQRpUM/516wCh81/yUj2plvd3LL8De+tLEHERfD3YGqC6+7t0HCas1997aD1Q0/wS/hbLSHk5wtusGTXVX33V7GM2hcoFH+ivu7/6qv66LlKHNza8AQAI7j0VAHCbpK7ndc7aJZ3/l/kHqQhVAABSZQWRelbEQMzMamAPDufg5bpR1wEANpVvQkSJIDOvBwKm2BGlrmXa2O+tZTfMFPVwoic2W2dm0pf49+ndQaAAIEBSTsw2nZU7xhmuqa2VW7GzhmUSySLBnP9r+LIvVzW/SJ1cWaG/Dm/bFlNrpObLlhcjlFLs/Qfr1uwfOxZikhHLd9e3d+mvo9UD4EIUyURVrsPPafGxcP44XIw0QlmQ+Rmz66OQg0yMuLt3S+SQOJx2y7i8cfrrJUVLkNe9P3wZRqrnhpGjENywwdLaPR4LNi/ACfNPwI97YmuG7KljN8yUOnYcyW90p0XBaABAPinHlDV/ZcsCWYB48LTiOrPvmbhkyCX6+6u/uFp/vaqPgAWn5erv68tcln2/eHtus89ndtNEdu5EzeefAwCSp5wAAAitXw8aadmU37rvf9Bfp552mv66JlyDT7ayqrvRuu6g0XSMFkziaMLfWnQcnJaBi5FGqAhWAAC6V7MALMHrgpicnMARcTjtF1EQkellqaV3LL8DAwaNgOCyCo+tU0/D/scea/RYt359K3bV7MJDPz0Us+7mZaxseU41Exhij6HGyj7Hsf8HK4Cd6g2rdn8zP0nHhhCiW6mceHWAMR/bFnYBxvwZq5XeAIBoyZZmn8+cTWPm05En6683HXlUs4/bEEWXGGIr9TRWU2VLxRaMe90QxMHd/wcAeN19L1vQfbxRppfTruBipBHKQswy0q2CxY64uqQlcDQcTvtHq3NRG6lFEKwK64D/223ZpvTpZxpsaW9mR7W1eVt9tB7769nNNEsNBxGzugBDzgT8WcAh58YeZFjnLQHfEEunLXVeYWsQpxx7D2rHzgIATBF/xPJNzYsbiaqWkZBgtT79Y61Rrt9sPfmjVMyfDyjMNZdzyy0ghGDl3pWY+r5R6C1SPQg0kon/jvjN2LHLgBYbA6dl4WKkEcqD5QCA/pvYhdPdjTdX4nAa4r4j7tNfX7bwMuDEB0FEoO9pe1Ay3OhZUz5vXtxj3P3BWv21V7JmPmyt3AqFKoBC0H0nM/1LWVnAmc8DN2wC0mxu1DOeB0576o98pA5Lujcday5cgzUXrsEvF/yCf4z/h77u/YcMq8WGEYfg0N6D9ffLXroDzWHXViY2F3c7VF/2+JgzAABXHHuDvqzywz8exEwVBcW33qa/Tz//PADAhZ9eqC8L7T8ewZ0XoItHwYTfZhs7H296zWlXcDHSCJqbJm0XU+FialriBsPhdAD6Z/TH2NyxAIA1JWsQGXkBAEDyKugzYDmig4YBAEqeejruMV78ZrP+2itaxchPe1gztx5FXfRlvoGsxomeLXPzTiBnKHDxJ8DQMw+KLJrGIIRgap+pejO910o+BfH59PWbTzsPQZG5oP/uegOvLt/seBw7e/dXIq2cWVI+nvIDfuoPpPaqxdyeTwAAilJyIauukd033AD6B2uObDx0jP6620svghCCDzZ/YNkmXDIRAPCD90pj4UUfAR5rhV5O+4H/QhuhPFQOUApBLXiWdMyxCR4Rh9P+efzYx/XXp75/GqoHnAUAyCNleCiLPYErlZWO1TnrwlEQyaiqubUkiLOeNsrJr9m3FQAwdhNLpXEFohC75FkP4kkG/vI10P3wlvlAnQhzYOu151uFwdbXjHi4pE+uwk/bYqu3mpEVinNvfwMiVVDlA/anAg/8SULZEfUgBBhAigAAd429SN/n9+OOdz5WdXWjrrvQ779DqTW+G/6xY/HB5g9wy9e36MuqN9wFAPjuz91BQkZBN/Tghc7aM1yMNEBFsAL10Xr0MmW6BY49IXED4nA6CH6XHy6BZWnsrNmJyCn36uteyn8I9RKr377/oYdBZaNS65b9Nbj0pZ9ApGp9meAqww/bSrF2NwuSXPwbu8GdtqKCnatLGPClt+rn6Uyc3d+In9mdSXDNFdaAzvVv5GPjuzmYSpZjzjMvocdNH2Hqv79BSU0IEVPDw53ldeh9y8c4d8PHAIBtOUSPRdnoZn/7Tz034UThO/yUM1DfL7pvH/Y/ZXWbVcx/BxsPHYMNh4xEME6BtGhJCbacfIr+vtt//4tX1r1iESIAAMWLd2eMRe7L441lN1njjjjtD0KbkmOXYKqqqpCamorKykqkpKS02XnXlqzF2R+djcs+ETBpdRggFAPX/9b4jhwOB9urtuPkd1lcwtGFR+PxX74EqWRCIlguYetnzF2wsNtoPDLSGmAqJq2Hv+t/9ff1u85CtGokPJIAV5+/wy0reO1fTMR0n1gC/z3fAxm92uJjdQoopRj28jD9/d+qj8DoJ7903PbJU/+EjwSrhSknxYO9VSEIVMFH77NU2aWDCZ481RA2i4p2IVeWofgyMVF8AWnrVuG+5c82aXyZl12K7BuMWJPiu+9Gxetv6O89Awfi5wfOxx3LjdgWqkio2XQ7Flx+OIb9t79xsCkPAGOvaNJ5OS1PU+/f3DLSAHvrmB900A520Qv0dDW0OYfDMaF18QWAL3d+id/OfkF/702P6q8nFf0EQbH2sRE91mwOX8Gb8HV9EWGUgRCKa983ntB9mREgrUcLj75zQwjBV9OMQmQPJH+NXf+cASE1NWbbG5a9gbPFLyzL9laFAErx9sdGzY5XJgp4odj4ux3frQBDe3bDb3IVPj+xGmUDR+DH7P5oCqXPPY/KDz5AxbvvYf2AgRYhAgCZr7xsESLBPaegZsM/8NMtJ2HYfmv8CBciHYMDEiNz585Fz5494fV6MWrUKCxrYgOsb775BpIkYcSIEQdy2jZn5d6VEGWKwlJ2oUwdkpngEXE4HYvZhxvZC2ctvAT0pp36+27HlOivl62+Bl3JXmShEumoQt/c2LogUtIGJPW9H54wxZiNzKDrTomAePw8QPUAyPBm4OM/fay/v67iOaR+8R7y//Uvy3bBcjfuI88DYHMuKDKuWTUPn7x/I3xqHbPyAPBO6W4cGgwh22ttlzGtIA+r3r8UXxU+ixM+fAMXTroFi7qOjhnPP0edg+3JRpXc3Tf+DcU332zZRsjOxqzz5+DweRMty4/IPg3f3TwRWT8+DHxsWFRwizWlnNN+aXZJwnnz5mHWrFmYO3cuxo8fj2eeeQZTpkzBunXr0K1b/MqklZWVuOCCCzBx4kTs3dv83geJYGfNTgwqMrxYyWMHN7A1h8Oxc3rf01EaLMVjK1mRs3tXP4bbrlsLvHEuAuJ6uFMiCFe5UFXkw4KcW5HeNwIoERwZKQBEETnRKPZK1svUxYsMq0j3Y0qBoee36WfqTHRN7orLh16O/6xhgcTHv308Tu19Ku79bT1CW7diy5QTAQAb3s7Dp4E7oNQFQRw8+6GpFchWY38+PXMxRr460rL+ovwcIPwrVj2cgyV3/Ya5P4zG1M834LJfP4A/EsQLQyahKnsHvu8xDe/Mfzzm+BqTx90Ij38B3JLRVuCsnGdx+6RRwGxbz7CLPwXcAXA6Bs2OGRk7dixGjhyJp0wBSAMHDsRpp52GOXPmxN3v7LPPRt++fSGKIt577z2sNrWYboxExYxc9tllGP7ichy3mkJwK+j/n78CY//cZufncDoLQ/9rVEi9YNAFuPHQGwEA8oavsXHq5fq6Kh8w7ygBQTdwzC8UQ7azy9M5N4qISgS9iinuf4nd9Fz+KPqcug+46GOghylYkdNszH8fADi267HI8GXg6PsWI3tTSZy9gK+GEKwdG8ETtfvYglt2A+4AiqqKcNK7J8Xd79jaOkweehFqsvvjnu/uiVlfs342pv/2JTKC1Zg7/HR43C6EaTn8fY0aNnJ9Af51+PM4KbcamDvWeoAL3gd6Hd34B+e0Ok29fzdLjITDYfj9frz11ls4/fTT9eXXXnstVq9eja/idGZ88cUXMXfuXHz77bf4xz/+0agYCYVCCIWM5lpVVVXo2rVrm4oRSimG/Xco3ryfXfgyB1Uj+8HXgF4TGtmTw+HYWbR9Ea7/8nrLsucnPY8xeWMQ+v13S5ZEPD4YQ9B/J0U/1fLe6/8Az4zXgIKRDe/IaZTS+lIc/ebRMcvzSykefVaO3QHAPWcLeJ7sgk+7hVyxDMgbZtlmXek6nP/x+Qgrza8tQkBw5Ygr0Te9Lx766SEUVRdZ1i86/RPkPuxgrb7sc6Aw1g3ESQxNFSPNctOUlJRAlmXk5Fi7X+bk5GDPHudOj5s2bcJNN92EZcuWQZKadro5c+bg7rvvbs7QWpytVVstKb3JhUEgb3jiBsThdGCO7348zht4Hl5db7R5v3ThpfrrvD+LeCzOTU/jlB+M56bs4VXwXPw/LkRaiExfJtZcuAbXfHENluxYoi/fnUlwwfUiRm+iyKkAijOA5YNYfM5X23fCp6h/k+vXAyn5MccdlDkIK85fgdpILQ7732HNGhMFxZOrn3Rct2jcA85C5O/beJp3B+WA2lgSW18DSmnMMgCQZRnnnHMO7r77bvTr16/Jx7/55ptx/fXGU5RmGWlL9tftx+2vs4uj6JZZ51FfWpuOgcPpTPx9zN8xvMtw3Lj0xph1xZkEF14n4vbVNRglHYqwtxvEuiDSzjgTO2fOBAAIAQ+Ss8sgeRVkHN0X6Dom5jicP8bjxz6ODWUb8M6mdyAQARWhCny45UN8PcR6fX9t9x5kKAowdgZwxHVAcm6cIzICrgDWXLgGa0vWYn/1Djy56Fps8Lj19edXVuFvZRXYIYk4sWvDLTd+2lYEz1Zbr6HJc1jWDG+C12FpVTdNRUUF0tPTIYrGF0RRFFBKIYoiFi5ciGOPbbyiaSJiRm5840Jcchfr+Jnaow75V50BnPxwm5ybw+nMhOQQ3tv0Hv7x/T8sy30Q8U21BNf0eUBmb305pRTR4mJIeXmODz2c1iUiR6BAgUf0sAWKDNSVAi7/HyuvTinwyBCgamfMqgpBwJ9zszEyGMLoYBBuSnFUfdDhIACOuQ2YECtwOe2DVnHTuN1ujBo1CosWLbKIkUWLFmHq1Kkx26ekpGDNmjWWZXPnzsUXX3yBt99+Gz179mzO6duUnl9v1V/njq4Esgc2sDWHw2kqHtGDaQOmYdqAaU3anhACV36sC4DTNrhEW30lQQSSsv/4gQkBrlcbIpZtBf49lgWdnv0a0kQX3lx8F/D1I2z94NOBaAgI1wJb1Yfes14GBp4a04GY0zFptpvm+uuvx/nnn4/Ro0dj3LhxePbZZ1FUVIQZM2YAYC6WXbt24eWXX4YgCBgyZIhl/+zsbHi93pjl7YmIHMExi1mdA5oZgSBRoDfvScPhcDitQkZP4PZ91mXH3cX+cQ4Kmi1Gpk2bhtLSUsyePRvFxcUYMmQIPv74Y3TvzqotFhcXo6ioqJGjtD9oNIqqzz6Du6AAm/euh+ZYyh1WBepJBTGZjTkcDofD4bQcB3VvmocXbcTidXtx/fH9MGb7Suy67vqYbQZM2w1SOAq4/AuHI3A4HA6Hw4kH703TBHaW12FdcRXWFVeh7vfNMes/nehi7sjUts3k4XA4HA7nYOKgFiM9M1mp4A17q/HqRyss64q6AEcVqoVGWiJYi8PhcDgcjiMHtRgpSCa4SfofyK/vYPL2H/Tl9W7g7xeLGKVVgR0/KzED5HA4HA7nIOCAip51Fg7f9CBypQ9RvcuDnZR15L13moCfewmYUV5pbJjacBEeDofD4XA4B85BLUa6bPsQVTu92PW10e1xTQ+Ws355hSpGMnolYmgcDofD4Rw0HNRumqW/D7UIkTvPFaEIBLP3l0IvVPznLxMxNA6Hw+FwDhoOajGyvWy7/vreaQLWd2NWkVNratnCo24EvKmJGBqHw+FwOAcNB7WbBjdfiau+ewrlSUDExYTI+ZVVesEzHMX7HXA4HA6H09oc1EXPAGBf3T5sr2IWkmx/Ngq2/oA10UIMHDYGXhfvAMnhcDgczoHSKo3yOiPZ/mxk+011RIZ3xyGJGw6Hw+FwOAcdB3XMCIfD4XA4nMTDxQiHw+FwOJyEwsUIh8PhcDichMLFCIfD4XA4nITCxQiHw+FwOJyEwsUIh8PhcDichMLFCIfD4XA4nITCxQiHw+FwOJyEwsUIh8PhcDichMLFCIfD4XA4nITCxQiHw+FwOJyEwsUIh8PhcDichMLFCIfD4XA4nITSIbr2UkoBsFbEHA6Hw+FwOgbafVu7j8ejQ4iR6upqAEDXrl0TPBIOh8PhcDjNpbq6GqmpqXHXE9qYXGkHKIqC3bt3Izk5GYSQRA+n1amqqkLXrl2xY8cOpKSkJHo47Ro+V02Hz1XT4XPVPPh8NZ2Dba4opaiurkZ+fj4EIX5kSIewjAiCgMLCwkQPo81JSUk5KL6sLQGfq6bD56rp8LlqHny+ms7BNFcNWUQ0eAArh8PhcDichMLFCIfD4XA4nITCxUg7xOPx4M4774TH40n0UNo9fK6aDp+rpsPnqnnw+Wo6fK6c6RABrBwOh8PhcDov3DLC4XA4HA4noXAxwuFwOBwOJ6FwMcLhcDgcDiehcDHC4XA4HA4noXAx0gTmzp2Lnj17wuv1YtSoUVi2bJllfU1NDa666ioUFhbC5/Nh4MCBeOqppxo97vz58zFo0CB4PB4MGjQI7777rmV9dXU1Zs2ahe7du8Pn8+Hwww/Hjz/+2OAxf/75Z0yfPh1du3bVx/LYY4/FbLdmzRpMmDABPp8PBQUFmD17dqO9A5pCR5qr0tJSnHDCCcjPz4fH40HXrl1x1VVXxfRA4nNlpbS0FIWFhSCEoKKiwrKOzxWDEBLz7+mnn7Zs05Hmau3atTjjjDPQo0cPEELw6KOPHtC5nSgqKsIpp5yCQCCArKwsXHPNNQiHw5ZtWmuumjLm9jZf1157LUaNGgWPx4MRI0Y4btOa89VqUE6DvPHGG9TlctH//Oc/dN26dfTaa6+lgUCAbt++Xd/msssuo71796ZLliyhW7dupc888wwVRZG+9957cY+7fPlyKooive++++j69evpfffdRyVJot99952+zVlnnUUHDRpEv/rqK7pp0yZ655130pSUFLpz5864x33++efp1VdfTb/88ku6efNm+sorr1Cfz0efeOIJfZvKykqak5NDzz77bLpmzRo6f/58mpycTB988MGDaq7Kysro3Llz6Y8//ki3bdtGFy9eTPv370+nT5/O56oBpk6dSqdMmUIB0PLycn05nysDAPTFF1+kxcXF+r+6ujp9fUebqx9++IHecMMN9PXXX6e5ubn0kUceOaBz24lGo3TIkCH0mGOOoStXrqSLFi2i+fn59KqrrtK3aa25auqY29N8UUrp1VdfTZ988kl6/vnn0+HDh8esb835ak24GGmEMWPG0BkzZliWDRgwgN500036+8GDB9PZs2dbthk5ciS97bbb4h73rLPOoieccIJl2eTJk+nZZ59NKaW0rq6OiqJIP/zwQ8s2w4cPp7feemuzPsPMmTPpMccco7+fO3cuTU1NpcFgUF82Z84cmp+fTxVFadaxzXSGuXrsscdoYWGh/p7PlZW5c+fSCRMm0M8//zxGjPC5MgBA33333bjrO9pcmenevbvjzbUp57bz8ccfU0EQ6K5du/Rlr7/+OvV4PLSyspJS2npz1dQxt6f5MnPnnXc6ipHWnK/WhLtpGiAcDmPFihWYNGmSZfmkSZOwfPly/f0RRxyBBQsWYNeuXaCUYsmSJdi4cSMmT54c99jffvttzHEnT56sHzcajUKWZXi9Xss2Pp8PX3/9tf7+rrvuQo8ePRr8HJWVlcjIyLCce8KECZaiO5MnT8bu3buxbdu2Bo8Vj84wV7t378Y777yDCRMmWM7N54qxbt06zJ49Gy+//LJjwys+V1auuuoqZGVl4dBDD8XTTz8NRVEs5+5Ic9VS57bP1bfffoshQ4YgPz9fXzZ58mSEQiGsWLFC36al56o5Y25P89UUWmu+WhsuRhqgpKQEsiwjJyfHsjwnJwd79uzR3z/++OMYNGgQCgsL4Xa7ccIJJ2Du3Lk44ogj4h57z549DR43OTkZ48aNwz333IPdu3dDlmW8+uqr+P7771FcXKzvk5WVhd69e8c9z7fffos333wTV1xxRaPn1tYdCB15rqZPnw6/34+CggKkpKTgueeea/Tc2roDoSPOVSgUwvTp0/Gvf/0L3bp1a9a5tXUHQkecKwC455578NZbb2Hx4sU4++yz8de//hX33Xdfo+fW1h0IrTlXLXVu+1w5zUN6ejrcbre+X2vMVXPG3J7mqym01ny1NlyMNAFCiOU9pdSy7PHHH8d3332HBQsWYMWKFXjooYcwc+ZMLF68+A8d95VXXgGlFAUFBfB4PHj88cdxzjnnQBRFfZurrroKn3/+uePx165di6lTp+KOO+7A8ccf3+i5nZY3l444V4888ghWrlyJ9957D5s3b8b111/f6LmdljeXjjRXN998MwYOHIjzzjuv2ed2Wt5cOtJcAcBtt92GcePGYcSIEfjrX/+K2bNn41//+lej53Za3lxaa65a4txOc+X0ee37tdZcNWXM7W2+DvS4TsvbE1KiB9CeycrKgiiKMWpy3759utKsr6/HLbfcgnfffRcnnXQSAGDYsGFYvXo1HnzwQRx33HGOx87NzW3wuADQu3dvfPXVV6itrUVVVRXy8vIwbdo09OzZs9Gxr1u3Dsceeywuv/xy3HbbbU06N4AYRd1UOvJc5ebmIjc3FwMGDEBmZiaOPPJI3H777cjLy+NzpfLFF19gzZo1ePvttwEYF7esrCzceuutuPvuu/lcNcBhhx2Gqqoq7N27Fzk5OR1urlri3E7k5ubi+++/tywrLy9HJBLR92uNuWrqmNvbfDWF1pqv1oZbRhrA7XZj1KhRWLRokWX5okWLcPjhhwMAIpEIIpFIjA9dFEWLj9jOuHHjYo67cOFC/bhmAoEA8vLyUF5ejs8++wxTp05tcNxr167FMcccgwsvvBD33nuv47mXLl1qSZ9buHAh8vPzm+2f1Oioc2VHu8mGQiH93HyuWArszz//jNWrV2P16tW6K2vZsmW48sor9XPzuXJm1apV8Hq9SEtL08/dkeaqJc7txLhx4/Drr79a3F4LFy6Ex+PBqFGj9G1aeq6aOub2Nl9NobXmq9VpgyDZDo2WfvX888/TdevW0VmzZtFAIEC3bdumbzNhwgQ6ePBgumTJErplyxb64osvUq/XS+fOnRv3uN988w0VRZHef//9dP369fT++++PSSv89NNP6SeffEK3bNlCFy5cSIcPH07HjBlDw+Gwvs0TTzxBjz32WP39r7/+Srt06ULPPfdcS1rhvn379G0qKipoTk4OnT59Ol2zZg195513aEpKSoulFXaUufroo4/oCy+8QNesWUO3bt1KP/roIzp48GA6fvx4Ple2ubKzZMmSmGwaPleMBQsW0GeffZauWbOG/v777/Q///kPTUlJoddcc02HnatQKERXrVpFV61aRfPy8ugNN9xAV61aRTdt2tSsc9vnSkvtnThxIl25ciVdvHgxLSwstKT2ttZcdcT5opTSTZs20VWrVtErrriC9uvXTz9PKBRq9flqTbgYaQL//ve/affu3anb7aYjR46kX331lWV9cXExveiii2h+fj71er20f//+9KGHHmo0jeqtt96i/fv3py6Xiw4YMIDOnz/fsn7evHm0V69e1O1209zcXHrllVfSiooKyzZ33nkn7d69u+U9gJh/5m0opfSXX36hRx55JPV4PDQ3N5feddddLZL21ZHm6osvvqDjxo2jqamp1Ov10r59+9K///3vlhsspXyunHASI5TyuaKU0k8++YSOGDGCJiUlUb/fT4cMGUIfffRRGolELPt1pLnaunWr43VlwoQJzTq30/dq+/bt9KSTTqI+n49mZGTQq666ypKWSmnrzVVTxtze5mvChAmOx966dau+TWvOV2tBKG3vZdk4HA6Hw+F0ZnjMCIfD4XA4nITCxQiHw+FwOJyEwsUIh8PhcDichMLFCIfD4XA4nITCxQiHw+FwOJyEwsUIh8PhcDichMLFCIfD4XA4nITCxQiHw+FwOJyEwsUIh8PhcDichMLFCIfD4XA4nITCxQiHw+FwOJyEwsUIh8PhcDichPL/qamE1dGaNVQAAAAASUVORK5CYII=" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 10 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-11-01T18:15:44.523864Z", - "start_time": "2024-11-01T18:15:44.269363Z" - } - }, - "cell_type": "code", - "source": [ - "plt.plot(pos_utm_rot['X'], pos_utm_rot['Y'], 'o')\n", - "# label them\n", - "for i, txt in enumerate(pos_utm_rot.index):\n", - " plt.annotate(txt, (pos_utm_rot['X'][txt], pos_utm_rot['Y'][txt]))\n", - "plt.show()" - ], - "id": "1866bb814ba2facf", - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 16 - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": null, - "source": "", - "id": "bdf7b5fa549ba979" + "id": "8b50c8cd3035a0e2" } ], "metadata": { diff --git a/demos/synthetic_clouds_demo.py b/demos/synthetic_clouds_demo.py index 1c8a75e..111cb21 100644 --- a/demos/synthetic_clouds_demo.py +++ b/demos/synthetic_clouds_demo.py @@ -14,7 +14,7 @@ # #### Load Timeseries Data -datafn = "../../../demos/data/hope_melpitz_1s.h5" +datafn = "data/hope_melpitz_1s.h5" twin = pd.date_range('2013-09-08 9:15:00', '2013-09-08 10:15:00', freq='1s', tz='UTC') data = pd.read_hdf(datafn, mode="r", key="data") data_i = data[40] diff --git a/src/solarspatialtools/synthirrad/cloudfield.py b/src/solarspatialtools/synthirrad/cloudfield.py index 780599a..674d293 100644 --- a/src/solarspatialtools/synthirrad/cloudfield.py +++ b/src/solarspatialtools/synthirrad/cloudfield.py @@ -411,33 +411,35 @@ def get_timeseries_stats(kt_ts, clear_threshold=0.95, plot=False): return ktmean, kt_1_pct, ktmax, frac_clear, vs, weights, scales -def space_to_time(pixres=1, cloud_speed=50): - - # Existing code uses 1 pixel per meter, and divides by cloud speed to get X size - # does 3600 pixels, but assumes the clouds move by one full timestep. - - # ECEF coordinate system (Earth Centered Earth Fixed) is used to convert lat/lon to x/y. - # This seems really weird. https://en.wikipedia.org/wiki/Geographic_coordinate_conversion - - # [X, Y] = geod2ecef(Lat_to_Sim, Lon_to_Sim, zeros(size(Lat_to_Sim))); - # ynorm1 = Y - mean(Y); - # xnorm1 = X - mean(X); - # ynorm=round((ynorm1-min(ynorm1))./Cloud_Spd(qq))+1; - # xnorm=round((xnorm1-min(xnorm1))./Cloud_Spd(qq))+1; - # Xsize=60*60+max(xnorm); - # Ysize=max(ynorm); - # Xsize and Ysize are the pixel sizes generated - - # Extracting a time series has us loop through the entire size of X pixels, and choose a window 3600 pixels wide, and multiply by GHI_cs - # GHI_syn(i,hour(datetime2(GHI_timestamp))==h1)=clouds_new{h1}(ynorm(i),xnorm(i):xnorm(i)+3600-1)'.*GHI_clrsky(hour(datetime2(GHI_timestamp))==h1); - - pixjump = cloud_speed / pixres - # n space - # dx space - # velocity - # dt = dx / velocity - # max space = n * dx - # max time = max space / velocity +def get_positional_ts(tgt_position, field, cloud_speed=50, duration=3600, pixres=1): + """ + Get a time series of kt values for a target position in the field. + + Parameters + ---------- + tgt_position : tuple + The spatial target position in the field (in meters) + field : np.ndarray + The field of clouds generated by cloudfield_timeseries + cloud_speed : int + The speed of the clouds in meters per second + duration : int + The duration of the time series in seconds + pixres : int + The resolution of the field in seconds + + Returns + ------- + sim_kt : np.ndarray + The simulated time series of kt values for the point within the field + """ + + # Convert to the temporatal coordinate system + x = int(tgt_position[0]/cloud_speed) + y = int(tgt_position[1]/cloud_speed) + sim_kt = field[x:x + int(duration) + 1, y] + + return sim_kt