{ "cells": [ { "cell_type": "markdown", "id": "2502be26", "metadata": {}, "source": [ "# Using Channel Variance as Proxy for Measurement Noise and as a Weight for Global Physiology Removal\n", "\n", "To improve statistics, channel pruning might not always be the way. \n", "An alternative is to use channel weights in the calculation of averages (e.g. across subjects) or image reconstruction. \n", "One way of weighting channels is by their estimated measurement noise. \n", "Variance can be a proxy of measurement noise, e.g. when calculated across trials of the same condition (within subject) or across time on the residual after GLM fit.\n", "This notebook is WIP to provide help to explore this approach with a helper function (quality.measurement_variance) for this purpose.\n", "We will first create an intuition how to use the quality.measurement_variance function, and then use the output for weighted global physiology removal with physio.global_physio_subtract." ] }, { "cell_type": "code", "execution_count": 1, "id": "c663c81f", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:31.319246Z", "iopub.status.busy": "2025-06-06T16:06:31.319090Z", "iopub.status.idle": "2025-06-06T16:06:32.824992Z", "shell.execute_reply": "2025-06-06T16:06:32.824458Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LinearSegmentedColormap\n", "import numpy as np\n", "\n", "import cedalion\n", "import cedalion.datasets as datasets\n", "import cedalion.nirs\n", "import cedalion.sigproc.quality as quality\n", "import cedalion.sigproc.motion_correct as motion_correct\n", "from cedalion import units\n", "import cedalion.xrutils as xrutils\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "8626951e", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:32.827901Z", "iopub.status.busy": "2025-06-06T16:06:32.827166Z", "iopub.status.idle": "2025-06-06T16:06:32.834972Z", "shell.execute_reply": "2025-06-06T16:06:32.834464Z" } }, "outputs": [], "source": [ "# some plotting helper functions for this notebook\n", "\n", "import xarray as xr\n", "\n", "def plot_heatmap(da, cov_wavelength=None, figsize=(12, 4), cmap=None):\n", " dims = da.dims\n", "\n", " # VARIANCE CASE: dims = (\"channel\", \"wavelength\")\n", " if set(dims) == {\"channel\", \"wavelength\"}:\n", " # Convert to pandas DataFrame so that rows = channels, cols = wavelengths\n", " df = da.to_pandas()\n", "\n", " # We want channels on the x-axis, wavelengths on the y-axis.\n", " # df.values has shape (n_channels, n_wavelengths), so transpose → (n_wavelengths, n_channels)\n", " arr = df.values.T\n", "\n", " x_labels = df.index.tolist() # channel names\n", " y_labels = [str(int(wl)) for wl in df.columns] # wavelength values as strings\n", "\n", " x_dim_name = \"channel\"\n", " y_dim_name = \"wavelength\"\n", " cbar_label = \"Variance\"\n", "\n", " # COVARIANCE CASE: dims = (\"wavelength\", \"channel1\", \"channel2\")\n", " elif set(dims) == {\"wavelength\", \"channel1\", \"channel2\"}:\n", " if cov_wavelength is None:\n", " raise ValueError(\n", " \"When da.dims == ('wavelength','channel1','channel2'), you must supply cov_wavelength.\"\n", " )\n", " # Extract the 2D slice at that wavelength\n", " da2d = da.sel(wavelength=cov_wavelength)\n", " # Make sure dims are in order (channel1, channel2)\n", " da2d = da2d.transpose(\"channel1\", \"channel2\")\n", "\n", " arr = da2d.values # shape = (n_channel1, n_channel2)\n", "\n", " x_labels = da2d.coords[\"channel2\"].values.tolist()\n", " y_labels = da2d.coords[\"channel1\"].values.tolist()\n", "\n", " x_dim_name = \"channel2\"\n", " y_dim_name = \"channel1\"\n", " cbar_label = f\"Covariance (λ={cov_wavelength})\"\n", "\n", " else:\n", " raise ValueError(f\"Unsupported DataArray dimensions: {dims}\")\n", "\n", " # Plot the 2D array with imshow\n", " fig, ax = plt.subplots(figsize=figsize)\n", " im = ax.imshow(arr, aspect=\"auto\", cmap=cmap)\n", "\n", " # Set x-axis ticks/labels\n", " ax.set_xticks(range(len(x_labels)))\n", " ax.set_xticklabels(x_labels, rotation=90, fontsize=8)\n", "\n", " # Set y-axis ticks/labels\n", " ax.set_yticks(range(len(y_labels)))\n", " ax.set_yticklabels(y_labels, fontsize=8)\n", "\n", " # Label axes from the dimension names\n", " ax.set_xlabel(x_dim_name)\n", " ax.set_ylabel(y_dim_name)\n", "\n", " # Add a colorbar\n", " cbar = fig.colorbar(im, ax=ax)\n", " cbar.set_label(cbar_label)\n", "\n", " plt.tight_layout()\n", " return fig, ax\n", "\n", "\n", "\n", "def plot_selected_channels(\n", " rec: xr.Dataset,\n", " channels: list,\n", " wavelength: float,\n", " da_name: str = \"od\",\n", " figsize: tuple = (12, 4),\n", " time_xlim: tuple = (0, 500)\n", "):\n", "\n", " fig, ax = plt.subplots(1, 1, figsize=figsize)\n", "\n", " for ch in channels:\n", " series = rec[da_name].sel({ \"channel\": ch, \"wavelength\": wavelength })\n", " ax.plot(rec[da_name].time, series, label=f\"{ch} {wavelength}nm\")\n", "\n", " ax.legend()\n", " ax.set_xlim(*time_xlim)\n", " ax.set_xlabel(\"time / s\")\n", " ax.set_ylabel(\"Signal intensity / a.u.\")\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "80c4a6a6", "metadata": {}, "source": [ "## Channel Variance as a Proxy for Measurement Noise" ] }, { "cell_type": "markdown", "id": "ccb7f2c6", "metadata": {}, "source": [ "### Plain Channel Variance\n", "Note: channel variance can only be a proxy for measurement noise if calculated OD or CONC. Do not calculate on raw intensity." ] }, { "cell_type": "code", "execution_count": 3, "id": "7050d9b0", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:32.837048Z", "iopub.status.busy": "2025-06-06T16:06:32.836673Z", "iopub.status.idle": "2025-06-06T16:06:33.115934Z", "shell.execute_reply": "2025-06-06T16:06:33.115398Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Signal intensity / a.u.')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get example finger tapping dataset\n", "rec = datasets.get_fingertapping()\n", "rec[\"od\"] = cedalion.nirs.int2od(rec[\"amp\"])\n", "\n", "# Plot some data for visual validation\n", "f,ax = plt.subplots(1,1, figsize=(12,4))\n", "ax.plot( rec[\"od\"].time, rec[\"od\"].sel(channel=\"S1D1\", wavelength=\"850\"), \"r-\", label=\"S1D1 850nm\")\n", "ax.plot( rec[\"od\"].time, rec[\"od\"].sel(channel=\"S1D1\", wavelength=\"760\"), \"b-\", label=\"S1D1 760nm\")\n", "plt.legend()\n", "ax.set_xlim(0, 500)\n", "ax.set_xlabel(\"time / s\")\n", "ax.set_ylabel(\"Signal intensity / a.u.\")" ] }, { "cell_type": "markdown", "id": "ed63a5b4", "metadata": {}, "source": [ "Calculate variance of all channels and display results" ] }, { "cell_type": "code", "execution_count": 4, "id": "5a512e18", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:33.118041Z", "iopub.status.busy": "2025-06-06T16:06:33.117694Z", "iopub.status.idle": "2025-06-06T16:06:33.377024Z", "shell.execute_reply": "2025-06-06T16:06:33.376568Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/runner/miniconda3/envs/cedalion/lib/python3.11/site-packages/xarray/core/variable.py:338: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " data = np.asarray(data)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculate variance of optical density (OD) measurements for all channels and wavelengths\n", "od_var = quality.measurement_variance(rec[\"od\"])\n", "\n", "fig, ax = plot_heatmap(od_var)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "27174d47", "metadata": {}, "source": [ "From the plot above we can identify S6D8 (760nm) as a channel with high variance and and S1D2 (760nm) as a channel with low variance. S7D6 is somewhere inbetween.\n", "Lets investigate how the corresponding time series looks like." ] }, { "cell_type": "code", "execution_count": 5, "id": "9a445293", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:33.379030Z", "iopub.status.busy": "2025-06-06T16:06:33.378740Z", "iopub.status.idle": "2025-06-06T16:06:33.584681Z", "shell.execute_reply": "2025-06-06T16:06:33.584150Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Signal intensity / a.u.')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot some data for visual validation\n", "f,ax = plt.subplots(1,1, figsize=(12,4))\n", "ax.plot( rec[\"od\"].time, rec[\"od\"].sel(channel=\"S6D8\", wavelength=\"760\"), \"r-\", label=\"S6D8 760nm\")\n", "ax.plot( rec[\"od\"].time, rec[\"od\"].sel(channel=\"S1D2\", wavelength=\"760\"), \"b-\", label=\"S1D2 760nm\")\n", "ax.plot( rec[\"od\"].time, rec[\"od\"].sel(channel=\"S7D6\", wavelength=\"760\"), \"y-\", label=\"S7D6 760nm\")\n", "plt.legend()\n", "ax.set_xlim(0, 500)\n", "ax.set_xlabel(\"time / s\")\n", "ax.set_ylabel(\"Signal intensity / a.u.\")" ] }, { "cell_type": "markdown", "id": "914e108b", "metadata": {}, "source": [ "We can see that the Channel with high variance has motion artifacts. These can be removed with [motion correction methods](https://doc.ibs.tu-berlin.de/cedalion/doc/dev/examples/signal_quality/22_motion_artefacts_and_correction.html) and we can recalculate the variance to see if this helped. If we don't, and use the channel variance as is for weighting in further processing, the channel with motion artifacts will be downweighted, as it has higher variance." ] }, { "cell_type": "code", "execution_count": 6, "id": "4261f9f8", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:33.586859Z", "iopub.status.busy": "2025-06-06T16:06:33.586508Z", "iopub.status.idle": "2025-06-06T16:06:34.944583Z", "shell.execute_reply": "2025-06-06T16:06:34.944144Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/runner/miniconda3/envs/cedalion/lib/python3.11/site-packages/xarray/core/variable.py:338: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " data = np.asarray(data)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# motion correction using the wavelet and tddr methods \n", "rec[\"od_corrected\"] = motion_correct.tddr(rec[\"od\"])\n", "rec[\"od_corrected\"] = motion_correct.motion_correct_wavelet(rec[\"od_corrected\"])\n", "\n", "\n", "# Plot corrected data for visual validation\n", "f,ax = plt.subplots(1,1, figsize=(12,4))\n", "ax.plot( rec[\"od_corrected\"].time, rec[\"od_corrected\"].sel(channel=\"S6D8\", wavelength=\"760\"), \"r-\", label=\"S6D8 760nm\")\n", "ax.plot( rec[\"od_corrected\"].time, rec[\"od_corrected\"].sel(channel=\"S1D2\", wavelength=\"760\"), \"b-\", label=\"S1D2 760nm\")\n", "ax.plot( rec[\"od_corrected\"].time, rec[\"od_corrected\"].sel(channel=\"S7D6\", wavelength=\"760\"), \"y-\", label=\"S7D6 760nm\")\n", "plt.legend()\n", "ax.set_xlim(0, 500)\n", "ax.set_xlabel(\"time / s\")\n", "ax.set_ylabel(\"Signal intensity / a.u.\")\n", "\n", "# calculate variance on the corrected signal\n", "od_var2 = quality.measurement_variance(rec[\"od_corrected\"])\n", "\n", "\n", "## Display results as a heatmap\n", "fig, ax = plot_heatmap(od_var2)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "fb1edcb4", "metadata": {}, "source": [ "We can see that motion correction took care of some variance (and therefore fixed some channels like S6D8), but not all of it, S4D4 remains partially noisy." ] }, { "cell_type": "markdown", "id": "3553354a", "metadata": {}, "source": [ "### Channel variance under consideration of flagged bad channels\n", "There are cases in which we don't trust channel variance as a proxy for measurement noise. Examples are saturated channels.\n", "We could also want to penalize channels with motion artifacts particulalry strongly and for instance kick out S4D4, which did only partially profit from artifact rejection.\n", "For this we can provide a list of \"bad\" channels and a custom weight." ] }, { "cell_type": "code", "execution_count": 7, "id": "a08341f9", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:34.946715Z", "iopub.status.busy": "2025-06-06T16:06:34.946389Z", "iopub.status.idle": "2025-06-06T16:06:35.110125Z", "shell.execute_reply": "2025-06-06T16:06:35.109621Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Signal intensity / a.u.')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# lets assume we do not want to do motion correction and channel S1D1 is saturated. \n", "# We give S1D1 it a constant value of 1V with only the measurement noise of the system of 10mV\n", "rec[\"amp\"].loc[{\"channel\": \"S1D1\"}] = (1 + np.random.normal(0, 10e-3, rec[\"amp\"].sel(channel=\"S1D1\").shape))*units.V\n", "\n", "# now convert the signal to optical density\n", "rec[\"od\"] = cedalion.nirs.int2od(rec[\"amp\"])\n", "\n", "\n", "# Plot some data for visual validation\n", "f,ax = plt.subplots(1,1, figsize=(12,4))\n", "ax.plot( rec[\"od\"].time, rec[\"od\"].sel(channel=\"S1D1\", wavelength=\"760\"), \"b-\", label=\"S1D1 760nm\")\n", "ax.plot( rec[\"od\"].time, rec[\"od\"].sel(channel=\"S4D4\", wavelength=\"850\"), \"r-\", label=\"S4D4 850nm\")\n", "plt.legend()\n", "ax.set_xlim(0, 500)\n", "ax.set_xlabel(\"time / s\")\n", "ax.set_ylabel(\"Signal intensity / a.u.\")" ] }, { "cell_type": "markdown", "id": "a2becc1a", "metadata": {}, "source": [ "Looking at the resulting variance of the saturated channel S1D2 and comparing it with the noisy (motion artifact) channel S4D4..." ] }, { "cell_type": "code", "execution_count": 8, "id": "567334e0", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:35.112132Z", "iopub.status.busy": "2025-06-06T16:06:35.111959Z", "iopub.status.idle": "2025-06-06T16:06:35.124115Z", "shell.execute_reply": "2025-06-06T16:06:35.123531Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S1D1 760nm variance: 9.99740883835876e-05\n", "S4D4 760nm variance: 0.0031518609824904144\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/runner/miniconda3/envs/cedalion/lib/python3.11/site-packages/xarray/core/variable.py:338: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " data = np.asarray(data)\n" ] } ], "source": [ "# calculate variance of optical density (OD) measurements for all channels and chromophores\n", "od_var = quality.measurement_variance(rec[\"od\"])\n", "\n", "# print channel S1D1 760nm and channel S6D8 760nm variance \n", "print(\"S1D1 760nm variance:\", od_var.sel(channel=\"S1D1\", wavelength=\"760\").values)\n", "print(\"S4D4 760nm variance:\", od_var.sel(channel=\"S4D4\", wavelength=\"850\").values)\n" ] }, { "cell_type": "markdown", "id": "a8dbc997", "metadata": {}, "source": [ "we can tell that the metric cannot account for saturation, and we should manually drop / downweight the saturated channel. " ] }, { "cell_type": "code", "execution_count": 9, "id": "e0ed5947", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:35.126007Z", "iopub.status.busy": "2025-06-06T16:06:35.125843Z", "iopub.status.idle": "2025-06-06T16:06:35.309340Z", "shell.execute_reply": "2025-06-06T16:06:35.308860Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/runner/miniconda3/envs/cedalion/lib/python3.11/site-packages/xarray/core/variable.py:338: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " data = np.asarray(data)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "list_bad_channels = [\"S1D1\", \"S4D4\"]\n", "bad_rel_var = 1e5 # we use a large factor that will be multiplied with the channel variance to effectively remove the channel from the analysis wherever it is weighted by its variance\n", "\n", "od_var = quality.measurement_variance(rec[\"od\"], list_bad_channels, bad_rel_var)\n", "\n", "## Display results as a heatmap, this time on a logarithmic scale as the penalty factor is large\n", "fig, ax = plot_heatmap(np.log(od_var))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b4ba33f3", "metadata": {}, "source": [ "### Using Variance as Proxy for measurement Noise to Downweight Channels\n", "Lets apply this now, for instance to normalize signals using the noise proxy (smaller variance will amplify a signal)" ] }, { "cell_type": "code", "execution_count": 10, "id": "fb3110ff", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:35.311310Z", "iopub.status.busy": "2025-06-06T16:06:35.311145Z", "iopub.status.idle": "2025-06-06T16:06:35.736557Z", "shell.execute_reply": "2025-06-06T16:06:35.736085Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/runner/miniconda3/envs/cedalion/lib/python3.11/site-packages/xarray/core/variable.py:338: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " data = np.asarray(data)\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Signal intensity / a.u.')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# normalize signals by their variance\n", "rec[\"normalized_od\"] = rec[\"od\"] / od_var\n", "\n", "# Plot normalized data for visual validation\n", "f,ax = plt.subplots(1,1, figsize=(12,4))\n", "\n", "ax.plot( rec[\"normalized_od\"].time, rec[\"normalized_od\"].sel(channel=\"S4D12\", wavelength=\"760\"), \"g-\", label=\"S4D12 760nm, weighted with variance = \" +str(od_var.sel(channel=\"S4D12\", wavelength=\"760\").values))\n", "ax.plot( rec[\"normalized_od\"].time, rec[\"normalized_od\"].sel(channel=\"S1D2\", wavelength=\"760\"), \"b-\", label=\"S1D2 760nm, weighted with variance = \" +str(od_var.sel(channel=\"S1D2\", wavelength=\"760\").values))\n", "ax.plot( rec[\"normalized_od\"].time, rec[\"normalized_od\"].sel(channel=\"S7D6\", wavelength=\"760\"), \"y-\", label=\"S7D6 760nm, weighted with variance = \" +str(od_var.sel(channel=\"S7D6\", wavelength=\"760\").values))\n", "ax.plot( rec[\"normalized_od\"].time, rec[\"normalized_od\"].sel(channel=\"S1D1\", wavelength=\"760\"), \"r-\", label=\"S1D1 760nm, weighted with penalty*variance = \"+str(bad_rel_var*od_var.sel(channel=\"S1D2\", wavelength=\"760\").values))\n", "plt.legend()\n", "ax.set_xlim(0, 500)\n", "ax.set_xlabel(\"time / s\")\n", "ax.set_ylabel(\"Signal intensity / a.u.\")" ] }, { "cell_type": "markdown", "id": "5de9f373", "metadata": {}, "source": [ "### Channel Covariance\n", "Lastly, we might also be interested in channel covariance..." ] }, { "cell_type": "code", "execution_count": 11, "id": "cb56f468", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:35.738788Z", "iopub.status.busy": "2025-06-06T16:06:35.738593Z", "iopub.status.idle": "2025-06-06T16:06:36.031322Z", "shell.execute_reply": "2025-06-06T16:06:36.030824Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/runner/miniconda3/envs/cedalion/lib/python3.11/site-packages/xarray/core/variable.py:338: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " data = np.asarray(data)\n", "/home/runner/work/cedalion/cedalion/src/cedalion/sigproc/quality.py:1308: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " cov_matrix_2d[bad_diag_mask] = var_fill_value\n" ] }, { "data": { "text/html": [ "
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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use the same function to calculate the covariance of the optical density measurements\n", "list_bad_channels = [\"S1D1\", \"S4D4\"]\n", "bad_rel_var = 10 # much smaller factor than the default just to highlight the effect\n", "\n", "od_covar = quality.measurement_variance(rec[\"od\"], list_bad_channels, bad_rel_var, calc_covariance=True)\n", "display(od_covar)\n", "\n", "\n", "# use log(Var) again because we penalized the bad channels with a large factor\n", "fig, ax = plot_heatmap(od_covar, cov_wavelength=760.0, figsize=(10, 10))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "dd09707e", "metadata": {}, "source": [ "## (Weighted) Global Physiology Removal " ] }, { "cell_type": "code", "execution_count": 12, "id": "dc3d2b45", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:36.033259Z", "iopub.status.busy": "2025-06-06T16:06:36.033097Z", "iopub.status.idle": "2025-06-06T16:06:36.114892Z", "shell.execute_reply": "2025-06-06T16:06:36.114396Z" } }, "outputs": [], "source": [ "from cedalion.sigproc.physio import global_component_subtract" ] }, { "cell_type": "code", "execution_count": 13, "id": "22af51af", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:36.117241Z", "iopub.status.busy": "2025-06-06T16:06:36.116857Z", "iopub.status.idle": "2025-06-06T16:06:36.122029Z", "shell.execute_reply": "2025-06-06T16:06:36.121533Z" } }, "outputs": [], "source": [ "import xarray as xr\n", "\n", "# just another helper function to make the relevant things below easier to read\n", "def plot_channel_wavelength(\n", " rec: xr.Dataset,\n", " dname: str,\n", " diff: dict,\n", " global_comp: xr.DataArray,\n", " channel: str,\n", " wavelength: float\n", "):\n", " f, ax = plt.subplots(1, 1, figsize=(12, 4))\n", "\n", " # Original signal\n", " ax.plot(\n", " rec[\"od\"].time,\n", " rec[\"od\"].sel({ \"channel\": channel, \"wavelength\": wavelength }),\n", " \"b-\",\n", " label=f\"{channel} {wavelength}nm (raw)\"\n", " )\n", "\n", " # Corrected signal\n", " ax.plot(\n", " rec[dname].time,\n", " rec[dname].sel({ \"channel\": channel, \"wavelength\": wavelength }),\n", " \"g-\",\n", " label=f\"{channel} {wavelength}nm (corrected)\"\n", " )\n", "\n", " # Global component\n", " ax.plot(\n", " global_comp.time,\n", " global_comp.sel({ \"wavelength\": wavelength }),\n", " \"y-\",\n", " label=f\"Global Component {wavelength}nm\"\n", " )\n", "\n", " # Difference (raw – corrected)\n", " ax.plot(\n", " rec[\"od\"].time,\n", " diff[dname].sel({ \"channel\": channel, \"wavelength\": wavelength }),\n", " \"r-\",\n", " label=\"Difference (raw − corrected)\"\n", " )\n", "\n", " ax.legend()\n", " ax.set_xlim(100, 200)\n", " ax.set_xlabel(\"time / s\")\n", " ax.set_ylabel(\"Signal intensity / a.u.\")\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "0a6133af", "metadata": {}, "source": [ "First we get the original data and highpass filter it to remove slow drifts" ] }, { "cell_type": "code", "execution_count": 14, "id": "a888f9b4", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:36.123848Z", "iopub.status.busy": "2025-06-06T16:06:36.123548Z", "iopub.status.idle": "2025-06-06T16:06:36.170585Z", "shell.execute_reply": "2025-06-06T16:06:36.170147Z" } }, "outputs": [], "source": [ "from cedalion.sigproc import frequency\n", "\n", "# Refresh Data\n", "rec[\"od\"] = cedalion.nirs.int2od(rec[\"amp\"])\n", "\n", "# highpass filter data to remove slow drifts\n", "rec[\"od\"] = frequency.freq_filter(rec[\"od\"], fmin=0.01*units.Hz, fmax=2*units.Hz, butter_order=4)\n", "\n", "# initialize empty dictionary\n", "diff = {}" ] }, { "cell_type": "markdown", "id": "c919e60c", "metadata": {}, "source": [ "### (Fitted) Global Mean Subtraction\n", "We can use global_physio_subtract to remove the global average signal from each channel/vertex/voxel." ] }, { "cell_type": "code", "execution_count": 15, "id": "bbc152d0", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:36.172670Z", "iopub.status.busy": "2025-06-06T16:06:36.172518Z", "iopub.status.idle": "2025-06-06T16:06:36.472023Z", "shell.execute_reply": "2025-06-06T16:06:36.471481Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dname = \"od_corr_gm\"\n", "\n", "rec[dname], global_comp = global_component_subtract(rec[\"od\"], ts_weights=None, k=0)\n", "diff[dname] = rec[\"od\"] - rec[dname] \n", "\n", "\n", "# plot results for channel S1D2 at 760nm\n", "plot_channel_wavelength(\n", " rec=rec,\n", " dname=dname,\n", " diff=diff,\n", " global_comp=global_comp,\n", " channel=\"S1D2\",\n", " wavelength=760.0\n", ")" ] }, { "cell_type": "markdown", "id": "dd5db1f5", "metadata": {}, "source": [ "### Weighted Global Mean Subtraction\n", "Since some channels might have a lot of artifacts or are noisy, we can use the variance as proxy for channel measurement noise from above in this notebook, to downweight noisy channel in the global mean subtraction" ] }, { "cell_type": "code", "execution_count": 16, "id": "c9650f9f", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:36.474141Z", "iopub.status.busy": "2025-06-06T16:06:36.473699Z", "iopub.status.idle": "2025-06-06T16:06:36.790908Z", "shell.execute_reply": "2025-06-06T16:06:36.790359Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "od_var = quality.measurement_variance(rec[\"od\"], calc_covariance=False)\n", "\n", "dname = \"od_corr_wgm\"\n", "rec[dname], global_comp = global_component_subtract(rec[\"od\"], ts_weights=1/od_var, k=0)\n", "diff[dname] = rec[\"od\"] - rec[dname] \n", "\n", "\n", "# plot results for channel S1D2 at 760nm\n", "plot_channel_wavelength(\n", " rec=rec,\n", " dname=dname,\n", " diff=diff,\n", " global_comp=global_comp,\n", " channel=\"S1D2\",\n", " wavelength=760.0\n", ")" ] }, { "cell_type": "markdown", "id": "91754906", "metadata": {}, "source": [ "### Remove exactly the first Principal Component (unweighted)\n", "Instead of the global mean we can also use PCA to find and remove global components." ] }, { "cell_type": "code", "execution_count": 17, "id": "a30b7bb9", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:36.792957Z", "iopub.status.busy": "2025-06-06T16:06:36.792789Z", "iopub.status.idle": "2025-06-06T16:06:37.125015Z", "shell.execute_reply": "2025-06-06T16:06:37.124537Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dname = \"od_corr_1pc\"\n", "rec[dname], global_comp = global_component_subtract(rec[\"od\"], ts_weights=None, k=1)\n", "diff[dname] = rec[\"od\"] - rec[dname] \n", "\n", "\n", "# plot results for channel S1D2 at 760nm\n", "plot_channel_wavelength(\n", " rec=rec,\n", " dname=dname,\n", " diff=diff,\n", " global_comp=global_comp,\n", " channel=\"S1D2\",\n", " wavelength=760.0\n", ")" ] }, { "cell_type": "markdown", "id": "4e019867", "metadata": {}, "source": [ "### Remove 1 PCA component but using measurement‐variance weights on the data\n", "If we want we can also include the channel weights from above in the PCA-based global signal removal" ] }, { "cell_type": "code", "execution_count": 18, "id": "e314f37e", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:37.127077Z", "iopub.status.busy": "2025-06-06T16:06:37.126923Z", "iopub.status.idle": "2025-06-06T16:06:37.469397Z", "shell.execute_reply": "2025-06-06T16:06:37.468872Z" } }, "outputs": [ { "data": { "image/png": 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QBHHpYjQaMXDgQLz55pu4+uqr0aNHD7z44ouYPHky3n33XbHe/Pnz0bdvX0yePBkAH0z27dsXK1eulOzv3nvvRXJyMrp164a//e1vMBqN2LZtG+6++26xzpIlS+B0OvHqq68iOTlZ/Nx+++3nbO/ChQsxePBgZGRk1Lp+6dKlGDhwIG666SZkZmZCpVJh9erV4rvTbDZj7dq1OHPmDAYMGICHHnoI06ZNw7Rp08R9OJ1OHD58WBIj6NNPP0XPnj0xfPhwDB8+HL169cJ//vOfelzhxic2Nha33347Pv3003PWffHFF9GvXz+MGDECQ4YMQVJSEm677bYa9YYOHYpAICAKA9HR0ejevTvi4+NrXOtly5bhnnvugb6hwTEIgiAIoomQsfrY37UQvvjiC4wdOxbz58/HoEGD8OGHH2LBggXYv38/UlNT8eyzzyIvLw9Lly4FwFMn9ujRAw888AAmT56MzZs348EHH8SyZcswatQoANylYMCAAejYsSO8Xi9WrVqFp59+GvPmzcOkSZPq1a7KykqYzWbYbDYSDgiCIP4AbrcbOTk5SE9PrzP4HEE0Fnv37sV1112HY8eOSQImXmiKi4vRrVs37Nixo0YMiksBus8JgiAahws9Dm01AQ4BYPTo0SgtLcUrr7yCgoIC9OjRA6tWrRJ9KAsKCiSRidPT07Fq1So89thjeO+995CSkoK3335bFAoAwOFw4KGHHsKZM2eg0+nQrVs3fPLJJxg9enSTnx9BEARBEE1Hz549MXv2bOTm5qJnz55NdtycnBy8//77l6RQQBAEQbQeWpVlQUuFLAsIgiAaB5pxJIiLH7rPCYIgGocLPQ5tNTELCIIgCIIgCIIgCIJoGkgsIAiCIAiCIAiCIAhCAokFBEEQBEEQBEEQBEFIILGAIAiCIAiCIAiCIAgJJBYQBEEQBEEQBEEQBCGBxAKCIAiCIAiCIAiCICSQWEAQBEEQBEEQBEEQhAQSCwiCIAiCuCTxer3o1KkTfvvtt+ZuSrOTlpaGuXPnAgA8Hg/at2+PnTt3Nm+jCIIgiGaFxAKCIAiCaASKiorwwAMPoH379tBoNEhKSsKIESOwefNmsc6HH36IIUOGICoqCjKZDBUVFTX2I5PJxI/BYEDnzp0xYcKEGgO3rKwsjBw5EsnJyTAYDOjTpw8+/fTTs7YxKytLsv/Iz/bt2yV1lyxZgl69ekGr1SIpKQkPP/ywZP3evXuRmZkJnU6HNm3a4JVXXgFj7KzHLy8vx9ixY2E2m2E2mzF27Nhar0FT8eGHHyI1NRVXXnlls7XhjxA5wG9MNBoNnnjiCTz99NONvm+CIAii9UBiAUEQBEE0AqNGjcLu3bvx8ccf48iRI1i5ciWGDBmCsrIysY7T6cT111+P55577qz7Wrx4MQoKCrB//3689957sNvtGDhwIJYuXSrW2bRpE3r16oXly5djz549mDhxIsaNG4f//e9/de538ODBKCgokHwmTZqEtLQ0DBgwQKw3Z84cPP/883jmmWewf/9+rFu3DiNGjBDXV1ZWYtiwYUhJScH27dvxzjvv4I033sCcOXPOel533303srOzsXr1aqxevRrZ2dkYO3bsWbe5kLzzzjuYNGnSBT2Gz+erV1lL45577sEvv/yCgwcPNndTCIIgiOaCEX8Ym83GADCbzdbcTSEIgmjVuFwuduDAAeZyucSyYDDI7B57k3+CwWC9211eXs4AsKysrHrVX79+PQPAysvLa6wDwFasWFGjfNy4ccxkMrGysrI693vjjTeye++9t77NZl6vlyUkJLBXXnlFLCsrK2M6nY799NNPdW73/vvvM7PZzNxut1j26quvspSUlDqv24EDBxgAtmXLFrFs8+bNDAA7dOgQYyx8XX766SfWv39/ptPp2KBBg8T1jDE2ffp01rt3b7Zw4ULWrl07ZjAY2IMPPsj8fj97/fXXWWJiIouPj2f//Oc/z3ruO3fuZHK5vMa7+/Tp02z06NEsOjqa6fV61r9/f0mb33//fdahQwemUqlYly5d2NKlSyXbA2Dz5s1jt956K9Pr9eyll16StDk9PZ3JZDIWDAZZRUUFmzx5MouPj2cmk4kNHTqUZWdnS/b37bffsv79+zONRsNiY2PZX/7yF8YYY5mZmQyA5BPit99+Y1dddRXTarWsbdu27JFHHmF2u11cX1hYyG6++Wam1WpZWloa++STT1hqaip78803JcceMmQIe/HFF896Hc+H2u5zgiAIouFc6HGoslkUCoIgCIKoJ06fE8ZXjU1+XPuzdhjUhnrVNRqNMBqN+Oabb3DFFVdAo9E0ensee+wxLF26FGvXrsWdd95Zax2bzYaMjIx673PlypUoKSnBhAkTxLK1a9ciGAwiLy8PGRkZqKqqwuDBg/Hvf/8b7dq1AwBs3rwZmZmZkvMcMWIEnn32WeTm5iI9Pb3GsTZv3gyz2YyBAweKZVdccQXMZjM2bdqErl27iuXPP/88/v3vfyM+Ph4PPvggJk6cKIkrcPz4cfzwww9YvXo1jh8/jjvuuAM5OTno0qULNmzYgE2bNmHixIm49tprccUVV9R67hs3bkSXLl0QFRUlltntdmRmZqJNmzZYuXIlkpKS8PvvvyMYDAIAVqxYgalTp2Lu3Lm47rrr8N133+Hee+9F27ZtMXToUHE/06dPx6uvvoo333wTCoUCixcvxrFjx/Dll19i+fLlUCgUAICbbroJMTExWLVqFcxmMz744ANce+21OHLkCGJiYvD999/j9ttvx/PPP4///Oc/8Hq9+P777wEA//3vf9G7d2/cf//9mDx5snjsvXv3YsSIEfjHP/6BhQsXori4GA8//DAefvhhLF68GAAwYcIEnD59Gj///DPUajWmTJmCoqKiGtfoT3/6E3755Zdarx9BEARx8UNiAUEQBEH8QZRKJZYsWYLJkydj/vz56NevHzIzMzFmzBj06tWrUY7RrVs3AEBubm6t67/++mts374dH3zwQb33uXDhQowYMUIUAQDgxIkTCAaDmDVrFt566y2YzWa88MILGDZsGPbs2QO1Wg2r1Yq0tDTJvhITEwEAVqu1VrHAarUiISGhRnlCQgKsVqukbObMmcjMzAQAPPPMM7jpppvgdruh1WoBAMFgEIsWLYLJZEL37t0xdOhQHD58GKtWrYJcLkfXrl3x+uuvIysrq06xIDc3FykpKZKyzz77DMXFxdi+fTtiYmIAAJ06dRLXv/HGG5gwYQIeeughAMC0adOwZcsWvPHGGxKx4O6778bEiRMl+/Z6vfjPf/6D+Ph4AMDPP/+MvXv3oqioSBRd3njjDXzzzTf4+uuvcf/992PmzJkYM2YMXn75ZXE/vXv3BgDExMRAoVDAZDIhKSlJXP+vf/0Ld999Nx599FEAQOfOnfH2228jMzMT8+bNw6lTp/DDDz9gy5YtonCzcOHCWkWmNm3a1Pn/RhAEQVz8kFhAEARBtGj0Kj3sz9qb5bgNYdSoUbjpppvwyy+/YPPmzVi9ejVmz56Njz76SDJzf74wIXigTCarsS4rKwsTJkzAggULcNlll9Vrf2fOnMGPP/6IL7/8UlIeDAbh8/nw9ttvY/jw4QCAZcuWISkpCevXrxdjF1Rvx9naF6K2dYyxGuWRAktycjIAHkCyffv2AHhgP5PJJNZJTEyEQqGAXC6XlNU2Wx7C5XKJ4kOI7Oxs9O3bVxQKqnPw4EHcf//9krIrr7wSb731lqQsMv5DiNTUVFEoAICdO3fCbrcjNja2RruOHz8utifSaqA+7Ny5E8eOHZMEu2SMIRgMIicnB0eOHIFSqZS0sVu3brBYLDX2pdPp4HQ6G3R8giAI4uKBxAKCIAiiRSOTyertDtDcaLVaDBs2DMOGDcNLL72ESZMmYfr06Y0iFoQCzVWftd+wYQNuueUWzJkzB+PGjav3/hYvXozY2FjceuutkvLQ4Lx79+5iWXx8POLi4nDq1CkAQFJSUg1rgNDAPGRhUJ2kpCQUFhbWKC8uLq6xjUqlEpdDQkLIFaD6+lCd2soit6lOXFwc9u7dKynT6XR11q/enhC1iR0GQ83/1+plwWAQycnJyMrKqlE3NHCvT3uqEwwG8cADD2DKlCk11rVv3x6HDx8GcHZRJ0RZWZlE4CAIgiAuLSgbAkEQBEFcILp37w6Hw9Eo+5o7dy6ioqJw3XXXiWVZWVm46aab8Nprr9WY8T4bjDEsXrwY48aNqzHIDqURDA0qAT5oLCkpQWpqKgBg0KBB2LhxI7xer1hnzZo1SElJqeGeEGLQoEGw2WzYtm2bWLZ161bYbDYMHjy43m1vLPr27YtDhw5J0j326tUL2dnZkgwWkWRkZODXX3+VlG3atKlBcSJC9OvXD1arFUqlEp06dZJ84uLixPasW7euzn2o1WoEAoEa+92/f3+NfXbq1AlqtRoZGRnw+/3YsWOHuM3hw4drTWG5b98+9O3bt8HnRhAEQVwckFhAEARBEH+Q0tJSXHPNNfjkk0+wZ88e5OTk4KuvvsLs2bMxcuRIsZ7VakV2djaOHTsGgAejq21wWlFRAavVipMnT2Lt2rW444478Nlnn2HevHnirHNIKJgyZQpGjRoFq9UKq9Va50A3kp9//hk5OTm47777aqzr0qULRo4cialTp2LTpk3Yt28fxo8fj27duol++XfffTc0Gg0mTJiAffv2YcWKFZg1axamTZsmzlhv27YN3bp1Q15eHgA+0L7++usxefJkbNmyBVu2bMHkyZNx8803S4IbNhVDhw6Fw+HA/v37xbK77roLSUlJuO222/Dbb7/hxIkTWL58OTZv3gwAePLJJ7FkyRLMnz8fR48exZw5c/Df//4XTzzxRIOPf91112HQoEG47bbb8OOPPyI3NxebNm3CCy+8IA7kp0+fjmXLlmH69Ok4ePAg9u7di9mzZ4v7SEtLw8aNG5GXl4eSkhIAwNNPP43Nmzfj73//O7Kzs3H06FGsXLkSjzzyCACga9eu4u+wdetW7Ny5E5MmTarViuGXX34RXVEIgiCIS5ALkmPhEoNSJxIEQTQOrTWlmtvtZs888wzr168fM5vNTK/Xs65du7IXXniBOZ1Osd706dNrpLsDwBYvXizWiSzXarWsY8eObPz48Wznzp2SY44fP77WfWVmZp6zvXfddRcbPHhwnettNhubOHEis1gsLCYmhv3lL39hp06dktTZs2cPu+qqq5hGo2FJSUlsxowZkrSJoTSIOTk5YllpaSm75557mMlkYiaTid1zzz2S9JG1pZTctWuXZD+hNITVr8XIkSMlZZmZmWzq1KlnvQ5jxoxhzzzzjKQsNzeXjRo1ikVFRTG9Xs8GDBjAtm7dKq6vT+rE6qkva2szY4xVVlayRx55hKWkpDCVSsXatWvH7rnnHsm1Xr58OevTpw9Tq9UsLi6O3X777eK6zZs3s169ejGNRiNJnbht2zY2bNgwZjQamcFgYL169WIzZ84U1xcUFLCbbrqJaTQa1r59e7Z06dIaqRM3bdrELBaL5P+3sWit9zlBEERL40KPQ2WMRdjfEedFZWUlzGYzbDabJAUTQRAE0TDcbjdycnKQnp5eI/gcQTQ2e/fuxXXXXYdjx45JAiYSwF//+lf07dsXzz33XKPvm+5zgiCIxuFCj0PJDYEgCIIgiEuSnj17Yvbs2ZQesBoejwe9e/fGY4891txNIQiCIJoRyoZAEARBEMQly/jx45u7CS0OjUaDF154obmbQRAEQTQzZFlAEARBEARBEARBEIQEEgsIgiAIgiAIgiAIgpBAYgFBEARBEARBEARBEBJILCBqZds2YNEigHJlEARBEARBEARBXHpQgEOiVgYO5H87dACGDGnWphAEQRAEQRAEQRBNDFkWEDXweMLLR440XzsIgiAIgiAIgiCI5oHEAqIGOTnh5WCw+dpBEARxsSKTyfDNN9/Uu/6ECRNw2223/aFj5ubmQiaTITs7+w/thyAIgiCISwMSC4gaHD8eXi4sbL52EARBtDasViumTp2KTp06QavVIjExEX/+858xf/58OJ3O5m5evTh27BjuvfdetG3bFhqNBunp6bjrrruwY8eO5m5ai2LIkCF49NFHz1lPJpPV+vnXv/4lqbd582Zcc801MBgMsFgsGDJkCFwul7i+vLwcY8eOhdlshtlsxtixY1FRUXHWYzPGMGPGDKSkpECn02HIkCHYv3//+ZwuQRAEcQlCYsElCmPATTcBV19d03ogUiywWpu2XQRBEK2VEydOoG/fvlizZg1mzZqFXbt24aeffsJjjz2G//3vf/jpp5+au4nnZMeOHejfvz+OHDmCDz74AAcOHMCKFSvQrVs3PP74483dvFZJQUGB5LNo0SLIZDKMGjVKrLN582Zcf/31GD58OLZt24bt27fj4Ycfhlwe7qbdfffdyM7OxurVq7F69WpkZ2dj7NixZz327NmzMWfOHLz77rvYvn07kpKSMGzYMFRVVV2w8yUIgiAuIhjxh7HZbAwAs9lszd2UelNSwhiXDBg7eVK6bsqU8Lrbbmue9hEEcWnicrnYgQMHmMvlau6mNJgRI0awtm3bMrvdXuv6YDAoLgNgK1asEL/v2bOHDR06lGm1WhYTE8MmT57MqqqqxPXjx49nI0eOZDNmzGDx8fHMZDKx+++/n3k8HrHODz/8wK688kpmNptZTEwMu+mmm9ixY8fE9Tk5OQwA27VrV53tu+yyy1j//v1ZIBCosb68vLzB7Z05cyZLSEhgZrOZzZgxg/l8PvbEE0+w6Oho1qZNG7Zw4cIa7Vu2bBkbNGgQ02g0rHv37mz9+vWSdmRlZbHLL7+cqdVqlpSUxJ5++mnm8/nE9ZmZmeyRRx5hTz75JIuOjmaJiYls+vTpkn1UVFSwyZMni9dy6NChLDs7W1w/ffp01rt3b7Z06VKWmprKoqKi2OjRo1llZaV4fgAkn5ycnFqva3VGjhzJrrnmGknZwIED2QsvvFDnNgcOHGAA2JYtW8SyzZs3MwDs0KFDtW4TDAZZUlISe+2118Qyt9vNzGYzmz9/vlgGgC1YsIDddtttTKfTsU6dOrFvv/1WXL9+/XoGgK1evZr16dOHabVaNnToUFZYWMhWrVrFunXrxkwmExszZgxzOBz1ugat+T4nCIJoSVzocShZFlyinD4dXo6wcgQAHDsWXiY3hNYJYxRvgrh4YIwhEHA0+Yc1IHdsaWkp1qxZg7///e8wGAy11pHJZLWWO51OXH/99YiOjsb27dvx1Vdf4aeffsLDDz8sqbdu3TocPHgQ69evx7Jly7BixQq8/PLL4nqHw4Fp06Zh+/btWLduHeRyOf7yl78gWM+HQXZ2Nvbv34/HH39cMqMdwmKxNKi9P//8M/Lz87Fx40bMmTMHM2bMwM0334zo6Ghs3boVDz74IB588EGcjnwhAXjyySfx+OOPY9euXRg8eDBuvfVWlJaWAgDy8vJw44034vLLL8fu3bsxb948LFy4EP/85z8l+/j4449hMBiwdetWzJ49G6+88grWrl0LgP8/3XTTTbBarVi1ahV27tyJfv364dprr0VZWZm4j+PHj+Obb77Bd999h++++w4bNmzAa6+9BgB46623MGjQIEyePFm0GGjXrt05r3FhYSG+//573HfffWJZUVERtm7dioSEBAwePBiJiYnIzMzEr7/+KtbZvHkzzGYzBoZSFQG44oorYDabsWnTplqPlZOTA6vViuHDh4tlGo0GmZmZNbZ5+eWXceedd2LPnj248cYbcc8990iuBQDMmDED7777LjZt2oTTp0/jzjvvxNy5c/HZZ5/h+++/x9q1a/HOO++c8xoQBEEQrYgLIkFcYrRGy4Jvvw1bD2zbJl3XtWt4XXp687SPOH9OnmSsXz/GunVjLGLSkSBaBbXNOPr9drZ+PZr84/fXbiFQG1u2bGEA2H//+19JeWxsLDMYDMxgMLCnnnpKLEeEZcGHH37IoqOjJRYJ33//PZPL5cxqtTLG+Ex2TEyMZOZ23rx5zGg01moFwBhjRUVFDADbu3cvY+zclgVffPEFA8B+//33s55rfdubmpoqaVvXrl3ZVVddJX73+/3MYDCwZcuWSdoXORPu8/lY27Zt2euvv84YY+y5555jXbt2lVhpvPfee5LrkJmZyf785z9L2nz55Zezp59+mjHG2Lp161hUVBRzu92SOh07dmQffPABY4xbFuj1etGSgDHGnnzySTZw4EDxe2ZmJps6depZr1V1Xn/9dRYdHS35/w5ZCMTExLBFixax33//nT366KNMrVazI0eOMMYYmzlzJuvcuXON/XXu3JnNmjWr1mP99ttvDADLy8uTlE+ePJkNHz5c/A5AYtVgt9uZTCZjP/zwA2MsbFnw008/iXVeffVVBoAdP35cLHvggQfYiBEj6nUdyLKAIAiicSDLAuKCEDmRU1kZXg4EpNkQrFYuGxCtA48HyMwEfv8dOHQIOHOmuVtEEJcW1a0Htm3bhuzsbFx22WXwROaljeDgwYPo3bu3xCLhyiuvRDAYxOHDh8Wy3r17Q6/Xi98HDRoEu90uzswfP34cd999Nzp06ICoqCikp6cDAE6dOlWvtjPhYV+XBURD23vZZZdJLBQSExPRs2dP8btCoUBsbCyKiook+x80aJC4rFQqMWDAABw8eFA89qBBgyRtvPLKK2G323Em4oHXq1cvyT6Tk5PF4+zcuRN2ux2xsbEwGo3iJycnB8cjgvakpaXBZDLVuo/zZdGiRbjnnnug1WrFspDlxwMPPIB7770Xffv2xZtvvomuXbti0aJFYr3afhfG2Dl/r+rra9sm8noZDAaYTKYa5xpZJzExEXq9Hh06dJCU/dHrQxAEQbQslM3dAKJ5iOw72mzh5YoKwOsNf3e5gKoqICqqyZpG/AEOHQJyc8Pf7fZmawpBNBpyuR5XXdX0/8xyuf7clQQ6deoEmUyGQ4cOScpDgymdTlfntmcb8J1rIBhZ55ZbbkG7du2wYMECpKSkIBgMokePHvBGPtTPQpcuXQDwAXmfPn3+cHtVKlWNdbWV1cdNIrTf2o5dm8hxtuMEg0EkJycjKyurxnFCrhbn2sf58Msvv+Dw4cP44osvJOXJyckAgO7du0vKMzIyRKEnKSkJhbX4BRYXFyMxMbHW4yUlJQHgGTpCxwC420P1bepzrpF1/shvSRAEQbQeyLLgEqUuy4JQZi+1GghNqFBGhNZD9cxsJBYQFwMymQwKhaHJP/UZqIeIjY3FsGHD8O6778LhcDTo/Lp3747s7GzJdr/99hvkcrk4gAeA3bt3S1LpbdmyBUajEW3btkVpaSkOHjyIF154Addeey0yMjJQXl7eoHb06dMH3bt3x7///e9aB32hNH31be/5smXLFnHZ7/dj586d6Natm3jsTZs2SeJJbNq0CSaTCW3atKnX/vv16wer1QqlUolOnTpJPnFxcfVup1qtRiAQqHf9hQsXon///ujdu7ekPC0tDSkpKRKrDAA4cuQIUlNTAXBrC5vNhm3btonrt27dCpvNhsGDB9d6vPT0dCQlJYmxGgDA6/Viw4YNdW5DEARBEJGQWHCJEmlZUJtYcJfiS7yleAxyBCjIYSuCxAKCaD7ef/99+P1+DBgwAF988QUOHjyIw4cP45NPPsGhQ4egUChq3S5klj5+/Hjs27cP69evxyOPPIKxY8dKZoC9Xi/uu+8+HDhwAD/88AOmT58upteLjo5GbGwsPvzwQxw7dgw///wzpk2b1qD2y2QyLF68GEeOHMHVV1+NVatW4cSJE9izZw9mzpyJkSNHNqi958t7772HFStW4NChQ/j73/+O8vJyTJw4EQDw0EMP4fTp03jkkUdw6NAhfPvtt5g+fTqmTZtWa1DG2rjuuuswaNAg3Hbbbfjxxx+Rm5uLTZs24YUXXsCOHTvq3c60tDRs3boVubm5KCkpOeusemVlJb766itMmjSpxjqZTIYnn3wSb7/9Nr7++mscO3YML774Ig4dOiQGQszIyMD111+PyZMnY8uWLdiyZQsmT56Mm2++GV27dhX31a1bN6xYsULc76OPPopZs2ZhxYoV2LdvHyZMmAC9Xo+777673udJEARBXLqQG8IlyrksC5a4RgMuYC0uh9VKnYrWQnWxgFJpE0TT0bFjR+zatQuzZs3Cs88+izNnzkCj0aB79+544okn8NBDD9W6nV6vx48//oipU6fi8ssvh16vx6hRozBnzhxJvWuvvRadO3fG1VdfDY/HgzFjxmDGjBkAALlcjs8//xxTpkxBjx490LVrV7z99tsYMmRIg87hT3/6E3bs2IGZM2di8uTJKCkpQXJyMgYPHoy5c+c2qL3ny2uvvYbXX38du3btQseOHfHtt9+KM/5t2rTBqlWr8OSTT6J3796IiYnBfffdhxdeeKHe+5fJZFi1ahWef/55TJw4EcXFxUhKSsLVV1/dILHjiSeewPjx49G9e3e4XC7k5OQgLS2t1rqff/45GGO46667al3/6KOPwu1247HHHkNZWRl69+6NtWvXomPHjmKdTz/9FFOmTBGzG9x666149913Jfs5fPgwbBG+hU899RRcLhceeughlJeXY+DAgVizZo0kFgNBEARB1IWMMQpf90eprKyE2WyGzWZDVCtw7g8EAI2G/wWAJ58EZs/my5s2AUOu9MILDQBgJp6Dce5MTJ3aTI0lGsQXXwBjxoS/L1kCjB/fbM0hiAbjdruRk5OD9PR0SRA44uInNzcX6enp2LVr11ljJhCtH7rPCYIgGocLPQ5tdW4I77//vvhy6d+/P3755Zez1t+wYQP69+8PrVaLDh06YP78+ZL1CxYswFVXXYXo6GhER0fjuuuuk/gEXowUFISFAqCmZUEK8sXvSbAiPx9EK6G6qzS5IRAEQRAEQRAEcT60KrHgiy++wKOPPornn38eu3btwlVXXYUbbrihzrRQOTk5uPHGG3HVVVdh165deO655zBlyhQsX75crJOVlYW77roL69evx+bNm9G+fXsMHz4ceXl5TXVaTU71gIWR2RCcTqAdwj4Kl2E/LuJLcdFBMQsIgiAIgiAIgmgMWpVYMGfOHNx3332YNGkSMjIyMHfuXLRr1w7z5s2rtf78+fPRvn17zJ07FxkZGZg0aRImTpyIN954Q6zz6aef4qGHHkKfPn3QrVs3LFiwAMFgEOvWrWuq02pyIoJpA6hpWdAW4VzVl2E/8s/UHrTJ7wf+8x9pqj6ieSGxgCCI1kpaWhoYY+SCQBAEQRAthFYjFni9XuzcuVMM7BNi+PDh2LRpU63bbN68uUb9ESNGYMeOHfD5fLVu43Q64fP5EBMT0zgNb4G43dLv1cWCSMsCE+zS1AkhKiqw66EFmDKuHJ07X6CGEg2GxAKCIAiCIAiCIBqDViMWlJSUIBAI1IhUnJiYCGt1u3oBq9Vaa32/34+SkpJat3nmmWfQpk0bXHfddXW2xePxoLKyUvJpTTRELACA2Py9qBEGc+pUXL7gfizBBPj9QAPTeRMXCBILCIIgCIIgCIJoDFqNWBBCJpNJvjPGapSdq35t5QAwe/ZsLFu2DP/973/PGp331VdfhdlsFj/t2rVryCk0OyGxIHSKkWKBy1VTLEjy5KKGHrJ0KQBgJFYCANauvRAtJRpKSCwwm/lfEgsIgiAIgiAIgjgfWo1YEBcXB4VCUcOKoKioqM68yElJSbXWVyqViI2NlZS/8cYbmDVrFtasWYNevXqdtS3PPvssbDab+Dl9+vRZ67c0QmJBQgL/W5dlgYentYYFFTWDHGo0EV8YVq26IE0lGkgoG0LotyWxgCAIgiAIgmgJMAbceiswenRzt4SoL61GLFCr1ejfvz/WVpvCXrt2LQYPHlzrNoMGDapRf82aNRgwYABUKpVY9q9//Qv/+Mc/sHr1agwYMOCcbdFoNIiKipJ8WhOhAIehAaXNBtHNwOkE2stOAgDsHXhZNMprigUmk7jYBnn4+ecL2GCi3oQsC0gsIAiCIAiCIFoShYXA//4HfPkl9VFbC61GLACAadOm4aOPPsKiRYtw8OBBPPbYYzh16hQefPBBAHzGf9y4cWL9Bx98ECdPnsS0adNw8OBBLFq0CAsXLsQTTzwh1pk9ezZeeOEFLFq0CGlpabBarbBarbBfxP/BXocPX+Kv+H5fKr7CHQgEmCggeKs8iGelAABHOi+zoAL5+RE78PuBsjLxa2/sRmlpEzWeOCshsSBkbHMR/xsTBEEQBEEQrYiI4UNNF2eiRaJs7gY0hNGjR6O0tBSvvPIKCgoK0KNHD6xatQqpqakAgIKCApyKiNyfnp6OVatW4bHHHsN7772HlJQUvP322xg1apRY5/3334fX68Udd9whOdb06dMxY8aMJjmvpsZybAf+iq8BN3AHTqEN8lBZ2RZ6PSAr53cxkwPuZF4/GmU4GGlZkJ8PBMPpFHtjN1Y5b0IwCMhblfx08UGWBQRBEARBEERLpLpYkJLSfG0h6kerG9o99NBDyM3Nhcfjwc6dO3H11VeL65YsWYKsrCxJ/czMTPz+++/weDzIyckRrRBC5ObmgjFW43OxCgUAoKyQZoKIR3FY3RMW/HrAL3gaJKqtkIRlqJZKsQ+yAdTMsuB0SjQFogkgsYAgWgcymQzffPON+P3QoUO44ooroNVq0adPnzrLLkbGjh2LWbNmNXcziPNkxowZkv/PJ554AlOmTGm+BhEE0WKJFAtstuZrB1F/Wp1YQPxxFLYyyfdIsUBu5wsBA+AzCutVhThwIGKDagEd24CbHUSm7Ssp4WrhzTc3atOJc0ABDgmi+ZgwYQJkMhlkMhlUKhUSExMxbNgwLFq0CMFqymlBQQFuuOEG8fv06dNhMBhw+PBhrFu3rs6yi409e/bg+++/xyOPPNLcTbmkqD7Ab0yeeuopLF68GDk5ORdk/wRBtF7IDaH1QWLBJYi6ShpgIAFForoXEgv8esAviAVmZsO+feEgiCHLAnc8/xqNcgBSsWDNGq4Y/vADEAhckNMgaqG2mAXi70YQxAXn+uuvR0FBAXJzc/HDDz9g6NChmDp1Km6++Wb4/X6xXlJSEjQRWWWOHz+OP//5z0hNTRWz9dRW1lC8Xu8fO6ELzLvvvou//vWvMEUEza1OSz+HC0Vd5+3z+Zq4JQ0jISEBw4cPx/z585u7KQRBtDDIsqD1QWLBJYjaXtOyIDTIVDoFywI9oIznsSCMfifKyoCCAmEDQSxwdORfQ2JBaFYbAMzm8PLJk43bfqJuqosFfj9wifaziYsJxvgDpqk/56G0aTQaJCUloU2bNujXrx+ee+45fPvtt/jhhx+wZMkSsV6kG4JMJsPOnTvxyiuvQCaTYcaMGbWWAUBeXh5Gjx6N6OhoxMbGYuTIkcjNzRX3O2HCBNx222149dVXkZKSgi5dujRouzfeeAPJycmIjY3F3//+d8nA1OPx4KmnnkK7du2g0WjQuXNnLFy4UFx/4MAB3HjjjTAajUhMTMTYsWNRUiJ1e4skGAziq6++wq233iopT0tLwz//+U9MmDABZrMZkydPBgA8/fTT6NKlC/R6PTp06IAXX3xRbJ/NZoNCocDOnTsBAIwxxMTE4PLLLxf3u2zZMiQnJ5/jFzx/gsEgXn/9dXTq1AkajQbt27fHzJkzxfV79+7FNddcA51Oh9jYWNx///2SYMq1/Xa5ubmQyWT48ssvMWTIEGi1WnzyyScAgMWLFyMjIwNarRbdunXD+++/L2nPmTNnMGbMGMTExMBgMGDAgAHYunUrlixZgpdffhm7d+8WLWFC/5s2mw33338/EhISEBUVhWuuuQa7d++W7Pe1115DYmIiTCYT7rvvPrir+yACuPXWW7Fs2bLGurQEQVwkkFjQ+iCx4BJE65BaFsSjWBzoK538zvUbAU1iHwCA3uuBHAHs2ydsILghhFIrxsj4nR9pWRDKrgAAR440avOJsxD6DeLjw2VVVc3TFoJoNJxOwGhs+k/kQ+0PcM0116B3797473//W+v6goICXHbZZXj88cdRUFCAJ554otYyp9OJoUOHwmg0YuPGjfj1119hNBpx/fXXS2ah161bh4MHD2Lt2rX47rvv6r3d+vXrcfz4caxfvx4ff/wxlixZIhE4xo0bh88//xxvv/02Dh48iPnz58NoNIrnkJmZiT59+mDHjh1YvXo1CgsLceedd9Z5Xfbs2YOKiopaUxb/61//Qo8ePbBz5068+OKLAACTyYQlS5bgwIEDeOutt7BgwQK8+eabAACz2Yw+ffqIcYv27Nkj/q0UbF2zsrKQmZl5rp/rvHn22Wfx+uuv48UXX8SBAwfw2WefIVFQbp1OJ66//npER0dj+/bt+Oqrr/DTTz/h4Ycfluyj+m8X4umnn8aUKVNw8OBBjBgxAgsWLMDzzz+PmTNn4uDBg5g1axZefPFFfPzxxwAAu92OzMxM5OfnY+XKldi9ezeeeuopBINBjB49Go8//jguu+wyFBQUoKCgAKNHjwZjDDfddBOsVitWrVqFnTt3ol+/frj22mtRJvTwv/zyS0yfPh0zZ87Ejh07kJycXEOkAIA//elPOH36NE7SbAFBEBGQG0IrhBF/GJvNxgAwm83W3E2pF9vSb2YMYB4zGAPYIvl4tnAhX/d6m9cYA1jhULDcIy8zxufWmAVl7I03eJ3goIGMAezgUxDXa+BiGzeGj7F4sbiKzZ3b5Kd4yaJS8Wt+5gxjOh1fzslp7lYRRP1xuVzswIEDzOVyhQvt9vADpSk/dnuD2j5+/Hg2cuTIWteNHj2aZWRkiN8BsBUrVojfe/fuzaZPny7ZpnrZwoULWdeuXVkwGBTLPB4P0+l07McffxTbkJiYyDweT4O3S01NZX6/X6zz17/+lY0ePZoxxtjhw4cZALZ27dpaz+/FF19kw4cPl5SdPn2aAWCHDx+udZsVK1YwhUIhaRdjjKWmprLbbrut1m0imT17Nuvfv7/4fdq0aezmm29mjDE2d+5cdscdd7B+/fqx77//njHGWJcuXdi8efPOud/zobKykmk0GrZgwYJa13/44YcsOjqa2SP+p77//nsml8uZ1WpljNX+2+Xk5DAAbG61F2m7du3YZ599Jin7xz/+wQYNGsQYY+yDDz5gJpOJlZaW1tqe6dOns969e0vK1q1bx6Kiopjb7ZaUd+zYkX3wwQeMMcYGDRrEHnzwQcn6gQMH1thXqF+UlZVV6/Frvc8JgrjoGT06/Iqt9sojzpMLPQ5ttNSJO3bsgNPplGQnIFomUT4hIGF7QL0XaKM+jcOCZYEhWAQA8OsVUBvbI6AFFG7uarBvXzQAIFhRAgUATzxPsSgL8vUOR9i8MzKw3uHDTXJalzw+H/8AgF7PJ0ZdLgpySFwE6PXN84+s1zfarhhjkMlkf2gfO3fuxLFjx2r497vdbhw/flz83rNnT6jV6gZvd9lll0GhUIjfk5OTsXfvXgBAdnY2FApFnTPzO3fuxPr160VLg0iOHz8uukNE4nK5oNFoar0utVkbfP3115g7dy6OHTsGu90Ov9+PqKgocf2QIUOwcOFCBINBbNiwAddeey3at2+PDRs2oF+/fjhy5MhZLQtmzJiBl19+uc71ALB9+/Za23bw4EF4PB5ce+21tW538OBB9O7dGwaDQSy78sorEQwGcfjwYdECofpvFyLymMXFxTh9+jTuu+8+0UUDAPx+P8yCD2B2djb69u2LmJiYs55PJDt37oTdbq8RH8Plcon/JwcPHqyRVWrQoEFYv369pEyn0wHgFhUEQRAhyLKg9dFoYsHYsWNx5MgRBCiaXYvH4BUCErYHLHuBBHkhfhfEAlOQuygEjBroVDHwG7lYYEEFDh0SdmALuyr4jYCqkosFTieJBc1JZJ8sJBYUF5NYQFwEyGRAxCCrNXLw4EGkp6f/oX0Eg0H0798fn376aY118RG+R4Zq16q+26lUKsk6mUwmZnEIDf7O1rZbbrkFr7/+eo11dcUJiIuLg9PphNfrrTFArn4OW7ZswZgxY/Dyyy9jxIgRMJvN+Pzzz/Hvf/9brHP11VejqqoKv//+O3755Rf84x//QLt27TBr1iz06dMHCQkJyMjIqPMcHn74YYwZM+as55mWllZr+bmuz9nEosjy6uddW3noN1mwYAEGDhwoqRcSe87VntoIBoNITk6ukYIaACwWS4P2FXJbiPz/IgiCoJgFrY9GEwvWrVvX4iP0XlI4ncCMGcDttwNXXCFZZXDzu9PZnn+PC5aIA01jkN/FQYMOSmU0j11QwsWAk8W8jqyKjz7tCj38RmeEWBA+RmSwQxILmobQ9VcoALWaiwUAiQUE0dz8/PPP2Lt3Lx577LE/tJ9+/frhiy++EIPPXejtIunZs6c4Y3/dddfVeozly5cjLS0NSmX9uhah1H0HDhw4Zxq/3377DampqXj++efFsur+8KG4Be+++y5kMhm6d++OlJQU7Nq1C99999054xXExcUhLi6uXm2vTufOnaHT6bBu3TpMmjSpxvru3bvj448/hsPhEAf+v/32G+Ryea1WF2cjMTERbdq0wYkTJ3DPPffUWqdXr1746KOPUFZWVqt1gVqtrjG5069fP1itViiVyjpFkYyMDGzZsgXjxo0Ty7Zs2VKj3r59+6BSqXDZZZc14MwIgrjYIcuC1kejBThMSUlBampqY+2O+KO8/Tbwr38BgwbVWKV385F8SCyI9tvEwN9GxoUEZjJAJVgWANyyoKQEQDAImZ1HPj5S2EuyPlIs8JbZsQc98RamIC+v0eKEXXTk5PCfqI64Z3USCAA33wz8/e/hstA11uulE7EkFhBE0+HxeGC1WpGXl4fff/8ds2bNwsiRI3HzzTdLBljnwz333IO4uDiMHDkSv/zyC3JycrBhwwZMnToVZ86cafTtIklLS8P48eMxceJEfPPNN8jJyUFWVha+/PJLAMDf//53lJWV4a677sK2bdtw4sQJrFmzBhMnTqzT4jA+Ph79+vXDr7/+es7jd+rUCadOncLnn3+O48eP4+2338aKFStq1BsyZAg++eQTZGZmQiaTITo6Gt27d8cXX3yBIUOG1OtczwetVounn34aTz31FJYuXYrjx49jy5YtYraIe+65B1qtFuPHj8e+ffuwfv16PPLIIxg7dqzogtAQZsyYgVdffRVvvfUWjhw5gr1792Lx4sWYM2cOAOCuu+5CUlISbrvtNvz22284ceIEli9fjs2bNwPgv2dOTg6ys7NRUlICj8eD6667DoMGDcJtt92GH3/8Ebm5udi0aRNeeOEF7NixAwAwdepULFq0CIsWLcKRI0cwffp07N+/v0b7fvnlF1x11VXnZeFAEMTFC1kWtD4aLBacOnXqrB+ihRD58o7sqHm90AjRr53teJHB74a3ygO3G4iCcOdGGaFUxsAnuLjGoBQ2G+Arq4JMyCa2/0x/cT2PWRA+TKeD/0NP7MMUvAM5AqioaPxTvBiYOBHYsgUYNaph2x0/Dnz/PTBvHk+PCEjFAiAsFkT+LgRBXFhWr16N5ORkpKWl4frrr8f69evx9ttv49tvv5XEAzgf9Ho9Nm7ciPbt2+P2229HRkYGJk6cCJfLdVaLgfPdrjrz5s3DHXfcgYceegjdunXD5MmT4RAeMCkpKfjtt98QCAQwYsQI9OjRA1OnToXZbIZcXndX4/7776/VPaI6I0eOxGOPPYaHH34Yffr0waZNm8QsCZEMHToUgUBAIgxkZmYiEAhc0EwIAPDiiy/i8ccfx0svvYSMjAyMHj0aRUU8DpBer8ePP/6IsrIyXH755bjjjjtw7bXX4t133z2vY02aNAkfffQRlixZgp49eyIzMxNLliwRXV3UajXWrFmDhIQE3HjjjejZsydee+018X9w1KhRuP766zF06FDEx8dj2bJlkMlkWLVqFa6++mpMnDgRXbp0wZgxY5CbmysKGqNHj8ZLL72Ep59+Gv3798fJkyfxt7/9rUb7li1bJomncCmSlwcImTwJggDvr0YKBGRZ0EpoaEREmUzG5HJ5nZ9LkRaZDeG++8LhRg8cCJcXFDAGsKAcbP1PUSyg4HWm3H6alZQwti+2I2MAy33jCub3u1jBML7+OfU/GMBY0Y6TjAEsoAS76cYPWGEmXz9VPof985/hw7w/cIl4/I44yo4ebfpL0BpISgr/TA3hl1/C2wmBtNnmzfx7ejr/fuut/PuHHzZumwniQkJR0i8tXC4Xa9++Pdu0aVNzN4VoJL777juWkZHBfD5fnXUuhfv8ssv4O3j9+uZuCUG0DIqLpQmHunVr7hZdHFzocWiDLQt27dqF33//Xfxs3boV8+fPR5cuXfDVV181vppBnB95eeHlXbvCy6U8gKHfCMhVl8HHAydDbSvmqcwDfJZIHm2BQqFFwMhnIdqZrACAytNCcEMDYC1MFy0LEtQFElcDnc0qLvfEXprdroNIc6yGIExWSZarWxaE/tK1JwiipaLVarF06VKUlJQ0d1OIRsLhcGDx4sX1jl1xsRIy8Jw7t1mbQRAthup9XrIsaB00+Eneu3fvGmUDBgxASkoK/vWvf+H2229vlIYRf5BIl5Bdu4C77+bLwp3qiwKUysvgs2yGpoyLBS4XEBMQRpxRPCBS0KwHUIVkLR+R2vP5nR0wAFVV0fCkawG4kaAqxP4IsSCqKixW9MReOJ1/uSCn2doRPEIaTHFxeLm6WBCtcwNBNQwGrgWSWEAQREvmQrsHEE3LnXfe2dxNaHYYCy/XIyQHQVwShMQCuRwIBmuPWXDgAJCfD9QSR5doJhotwGGXLl2wffv2xtod8UdgDOxURJToWiwLfFGAVnsZfIK7qqqqDE4noPN5AAByC8+zzMzc8T1exbdz5IctC+x2Czx6vj5OUSwZlFocYbGgB/bRgLWRqcuywIRKrNzdHrjuOopZQBAEQRDNgNsdXi4tlRp7EsSlSkgcCGXTdTikYdUA4LLLgGHDKJNaS6LBYkFlZaXkY7PZcOjQIbz44ovo3LnzhWgj0VAqKiCzR4wQ9+4NLwuynt8E6PWXwS+4EWidZXA6GLTCVLfMzNNHMQtXE6LBt3MXCtsbQ2IB30GMvEzihhDvyxWXuWVBo53dRYPLdf7b1iUWDMAORPuKgfXrkcQKxHKCIAiCIJqG6jOmP/3UPO0giGblxx+B774Tv4Ymr1JSwlUiXRFCAbsB4NChC9w2ot402A3BYrFAJpNJyhhjaNeuHT7//PNGaxjxB6iWlYKVlEAWDAJyOQKlRVCAD/aNxrBlgdFrhavcDUWQ284pohP4imgLAMAU5Hezv7QQABDQAw6HGR49D3pgYdLUiSksR1zujKPYU+EBoGnc82zlRGYsUyi42WK1W6tO6nJDMCPcQ+lq3QBgDFkWEK0SFmnHSxDERcXFfn9XzwBltdZajSAuXrxe4Prr+fKZM0CbNmJ/NMYShEYjh8fDxYLoaF4uGD8D4P1iomXQYLFg/fr1ku9yuRzx8fHo1KnTJR/MpsUgiAX2dMCYAy4UVFQAMTHwl1qhAODVyWEyJqPSpATgRzTLg6uQCwJMBshNXCyQWXjsAoOniu+7ko9MvTolAgEV/Ea+PipYGR6UBgKwuMKDViUCCBYWA2h7Ic+61RGp6QQC/LmqqaeeUptlgcMBJKNALO90JgskFhCtDZVKBQBwOp2Uo50gLlKcwuxC6H6/2KhuWUD55IlLjshZre3bgTZtYLdzd9l5265GQdCMK5EFmy08SxbZt7Xbm7CtxFlp8OieAhG1AoRRqKsNoC0ClA4AJSWCWFAEDQC7Uo8EnQxlZhOAcliYFe5iIXihHlCquQiA6HgAgNbDX+zyKh6x2q3lo1q/ibsrmPyOsGVBUREULAgmBwI6fvxAmQ0kFkipZgACuz0sFpw4ATz0EPDww8DNN9fcti43hCSEpy/an8gCQDELiNaFQqGAxWKR5Kevbs1GEETrhDEGp9OJoqIiWCwWKC7S6cPqlgUkFhCXHJFiwZYtwG23weEAXsMzSLftRjq4NazDYRGrFRaGN6l+DxHNR6OZAhQUFMDn86F9+/aNtUvifBHs2z3xQtYDB0TbnkA5H+zb5Uao1UDQYgZQDkuwBGdKheCFekCp5O4F8phEAIDawaP1qJx8Py4Vn/ELRnELBIPPJYoFvtw8qAB4o4Gghh+flVdcyDNuldQmFsTyuJJYupS7ev34Iw850aNHRMX8fHxzaCg+wr14Hc9IxIKOEWKBpfAwYlAKpzNWeqAtW4Bt24BHHqm/3wNBNCFJSUkAIAoGBEFcXFgsFvE+vxghywLiUsefXyQOMr0bt0ANQHXqOB7AB2KdOJTA67WI3yNf+SQWtBwaTSy45pprcOTIEQSqh7UkmhxWXgoZAH8UFwt0BQg7AlWUAwCq5FF8nBgTDSAXlkAZckr42yxgiBALYnnIUoUvAA3cULv59k4VD7Uvs/CXvdbrg8sRBCCH+0Q+VAA8cYAsKDSK7voaFBRIv0eaXEUuT5kC/Pxz+Hvwx7XoFDiCCVhSUyzQHwEiYkckohAOR4RYwBgwaBBf7tgRuOmmxjkZgmhEZDIZkpOTkZCQAJ/P19zNIQiiEVGpVBetRUGI6uIAdYGISw1nbhGEsGhQ7NoO+P2wnNwNBYJinViUwuPpJH4nsaBl0mhiwdKlS0UfNKJ5CZRboQS3EPALdyorKYEMEMOOVslDYgAfSJqDlfALo1evBTAKYoEyOhlMBsgYYEEFtB7+BqyS8SwIckuyeFyZvQqAGd7TfHbbGwsohIj/ssryC3OyrZjqt0ukQBAZHXbfPmk998Ec6AGkIwcyBFFUJBf3lyzLl9SNRjkiE2Pg99/Dy8eOnX/jCaIJUCgUF/2ggiCI1st77wFVVcAzz0jLQwMdnY5nPiLLAuJSw32qMCwWuJ3A3r3QlUlziHKxIPyd3BBaJo0mFlx++eWNtSviDxKs4NJcWSAGpiie6jBYXAAFAHkVH5FWyXnoUUU8dyMw+RyQl5wGAPjMgELBb3GlOg5+I6Cq4gNPnZdvXwEuJuiikxBUAXIfoHBUAjDDV8yFAb8RYEI/X+OKCP1PAKiZOjFSLIh8SBYX85zNWi3/7j3MxQINvEhBPvLsbeF08tgE8YESyT4tqEBRpCjxv/+Fl6ubNhAEQRAEUS98Ph5XCADuuAPoFJ4gFcWB1FSeAo7EAuJSw5dfzdf2+HHoy2uKBULGdgBkWdBSkTd3A4jGh9m4QJBnbw+3gY/WA4VcCFDY+cixSs4DGMrjeLJTg8cFTSW/ib1mJeRyHqFYqYyG38j3a0EFdD4+TV3m52KDXh8Dv56vVwsZEAJCekW/AfAZ+L+Yxk2+x9U5m1hQXs0QIy/y+ZobTkvZTXUCAH/AuhxBRHu5SYKzHV8fjXJpgMNIsSAnBwRBEARBNJxIASBPOgYSBzqpqTXrEsSlABPGHSJnzsBUKb1RkpV5EssCEgtaJg0WCwKBAN544w386U9/QlJSEmJiYiQfoglxuYCvvqr5FhJs2AudbVCp4bEFfFY+i6yw80CFVXKe5UAR3wYAoAwGEVvJB55es1bclUoVI4oF0SiHwc/FhiIP/61NpmgE+CGg9lQiGARYBX8YOFU6ePV8Y62HxILq1NeyAABORzxz1XnHxeUe+hNifYWtDMogjxniFOKMJqoLwmKB2y11QyCxgCAIgiDOi8j3dHWxINKyIPI7QVwqKEr5uMMfyoCcl4dody4AwCeMK5I1Z8gNoRXQYLHg5Zdfxpw5c3DnnXfCZrNh2rRpuP322yGXyzFjxowL0ESiTp56CrjzTuCBByTF8ko+oC/xJcCm4O4CwRKewkTp4PY+VXLufqCMSkZQSHPc1s4HoR6zQdyXUhkWC5K1xdB7udhQ6udiQ1SUBX6hugXlcLkAmY0LA3ZFNPwGbnag95Q1zjlfRJzVsqCMoQsOQ6fmg/8zIS8Ojwe6srD7QBcF/80qKwF9JY8V4YvicScAIFl7Gg4Hj2soBrkUCB4/3FinQhAEQRCXFJECQPXsRqGBTihBWGUlEAyCaMV4PMANNwCvvtrcLWkdKCv4uMPemX8Pnj6NeC+fpHJ04GVJyoI63RBIYGs5NFgs+PTTT7FgwQI88cQTUCqVuOuuu/DRRx/hpZdewpYtWy5EG4m6ePdd/veLLyTFMjuX6Ur9cSiXW3hhaSngdkPu428ru4JnMVCp4+HjsQrR3s3fdv7ocPR8pTJKFAs6R+VC7+Z3dUEwBXI5YDJZEBDcEOLURXA6AYW9VDhGLPwGwbLASwEOqxMKcBjPdReJWDCicCkOoxvmxTwHIMKy4NQpyBgT63UAFwuqqgBDlRBYMgbwC79pvKoIgQD3rQyJBSFxSF5WyTeMgLEamgJBEARBENWInPk8eVK6rrplAWM1XrdEK2PZMmD1auC555q7Ja0DrY33+0Nigef4EUQ7eVytkFgQrygSLQsYIzeElkqDxQKr1YqePXsCAIxGI2zCE/Hmm2/G999/37itIxoOY1A4eKqxUm88ipngblBWIb69mAxwhsQCVaw4sNQHuNVAICZB3J1MJkcgSgMA6K48AAAIKgGrJwVGI6BQaOE3ygAA8RpBLHDwN6JLHYOAiVs2GLwkEVYnZFlQXSxgDPi3g1uLjLfOBhBhWVDNdSCdHQLAZy2MDm6/5Y0OiwWxcj7ydzgAlHHrDlcytz6obX8Lxv2C7+LGY8vyajaVBEEQBEGInE0sCK1LTATUar5MM6Wtm0gT+Yg5G6IOtII6ViUE/lQcPQatjysD9nReFsfC2RDsdkDpqoQGfCxCYkHLocFiQdu2bVEgRFHv1KkT1qxZAwDYvn07NBpN47aOqJtIiTryurvdkPn5U6zIk4wiPxcFFDa7+KYK6IEA4zEHlMrY8MBRIBibLPnOzNzhqJP/CADAZwGqHDEwChYHQSN/E8aqiuBwACrBSd6tiQaLsgAA9F6S1KtzedmP2Il++LN2B4CwWFBVBWjhkdQVLQtycwEAnjj+NcWdE97GzcUAvwmQx/DAlTEyXuZwQDQZ8Ju4YAAAOHFCcpwh3z6K8ViKvvdk0NuQIAiCIOogcvBfl2WBxQKYzTXrE62PyHTXksDRRE2cTqg8fOIyZFmgtvFxgN8AuPnQBJZgheiGUH7GgWPohK0YCICH2XK7m7TVRB00WCz4y1/+gnXr1gEApk6dihdffBGdO3fGuHHjMHHixEZvIFEHe/eKiywQCDvDRVgPlLgSUODjg0ZVpVNcx2MMWHh5hGVBCGVye8n3YBQPStDWnguAm7nb7RaYhO2CJh4QMUZZCqcTUDn5lLlHGwtm5i4NOq8ThJRPSq5HP+zC47mPAAiLBRWlgWo1WdiyQFio7M6/mlwVkCOAykogWs6tAfxGQBHHf0OLjAe7dDiAQBFf7zOHH9TVezhxTq5KaDxVwJdfNsJZEgRBEMTFR3XLgkh9na9jJBZcRJSV1b5M1EIxj1cQVAFnjPGSVZ44IGDhYwOzzy5aFgQPHkYCitEbexAF3neNvGdmzwamTKF5rOagwWLBa6+9hucEh5077rgDv/76K/72t7/hq6++wmuvvdboDSTqYPducVHm94cdzYVMCAE9YHdGI9/DB41yXxBMCNcbKRYoFDq4o5XivpgMUCenSw7FLNz0IMpZAYCLBZWVMaJYwEw8aEG0vIyLBS5+57s18ZBZ+BS4zlstmt+lTiAsCOjkXDoNiQXO3UclVaNRLloWBMu4Q5crwvjDDBuqqoAYeT7ftdEAWTS/7lEBruQ6nUCwmAsNvihuHQIArKREcqwSWVz4i2A1RBAEQRCElEixwOEIDyCDQW7ttxTj0OHKJLQ3lNSoT7Q+IjNekFggpbCwmlerIBb4zMDhnD/BGx1e5YkDFAmCO7vXCY+bj/5ZxOTVZSYeQy10zwQCwNNPA++8I03qRTQNDRYLqjNw4EBMmzYNt956a2O0h6gvEWIBAATzhAj5gljgN/DZf48iBQHBXy54ZD8AIGAAZDKLuG1x97Afgi8KiIqWuiEg2iz56o0GysqSRTcEJlgeWGQVcDoYlE5ueuTTJ0IRmwgA0Hq8IMKwXdnistvCr3dILAj+ni2p2x6nUFLCI/EGSoUBfzQQEDJcRqMc5eVArII71DGLGbJYruQafdyiw+EAgiX8f6RKrYNXyGARKAm//RgDovwRgSipZ0MQBEEQtVL9FRka69jtgInZMBafQFFciOFeHs+rumWB0wksXCh224gWTqRYUE4xu0UYA5KSgA4dIq6L8M/uMwElJZfDFzGMcLUFdG0vBwCo/AHRv0N+OpxSpKtOKhZEzmtZrRfkNIiz8IfFAqJ5YKJdOufNJ/msMqvgcmdADzgcZihVCfAKk8XsAHdd8OplUKl04rYlvVIk+zIYEqUHS5CaEDlMarjdBtGyILRgRiU8pXbIBRMhvyEZ6gQ+EFb5Agi6pH74lzKBnzeIy1E+/hQMiQXK/VIhqIOCPzSLi4FguRDEUC8Ts1RYUAGrFYiW86e0zGyBPJr/hjoPt1pwOAC/EJ3HJregQsZlXvup8P+R0wnEKorDByaxgCAIgiBqpfrgPxQAz+EAMhF+x8eqq2qtP2kS/zz55IVsJdFYRHa7L3rLAo9HmprgLIgxtQAcFQxjma0CAB+LuN2Xg8nCdXLukiGqzQAEFfy70sYtoxVnwpYFndRSsSBSIKg2/CGaABILWinBCulNvO8nPmscEAaTfgMXCzSaeDEYnmw/z2bg1qih1UbcuYlJ4qLaBqjV4WwIABC4rJPke5nKAgBhsUBwyDOyKvhL+dswqACgT4QuMSxEuKzksBeCbdgoLptcxwCExQLVaWnQwQwjfxIXFgKsnD9UT9o6iSkvo1EGqxWIYvz6yqItkAtBKjVuH+QIwOEAfIV820qVGZVCNgx3xBO4NM8NVYR7RLA0IvQvQRAEQRAi1fX0UNA7pxO4FuvE8jYBPgiKFAu8lW5sXcZTH3/44YVsJdEY+P3SAetFLxbccgvQrh2Qn3/Oqnv2hJdDlgWBMr6d3wBoNANw6m7AnQjsng0UyNtAq0sWrQ3UVbxvqso/KO4nTZ4r2V9kJopqSbyIJoDEglZK0MZngD08RgjaKU6BsbCI4NXJ4fNpYDDEwSMYBsgP8UGpU6WFVhvel9EYB7uQ89SvA9RqqWWBPKkt3BHGBcWKOGE7oUDIeGAMOBEoEzIuGACVOhp6Uyz8PKQBPEUkFogIWQ0AQFNZASAsFsir+G8YEgO66rh4UFQEyIRosrkVncXAlAnKQhQWAlEBvgOZxQJFbFtx/2bY4HQCrJQ/dR3aWHgMXMSRC+ovAFTkSO3q/KUk3xIEQRBEbVQXC0LR8quLBcmeXABSseDMXU/gODrhNqwAIDWzJloeVms4jjjQcDeEtWuB+fMbt00XlK1bAa8X2L//nFUjxYLQoN4viAVulRpt28bj5JUGbPkcKL8cKCtrC5UqTuzDqh38YmoKj4v7SZUfBhDuF0cKNRHdZ6KJqLdYcOTIkQvZDqKhCANMlzAmTNceQ1VV2Ezdo1YBAKKiYuAWBAWZnQcZdCj1ErEgKak/9rwGFF8FbH9FB4VCLzmUUhkDe5fw9wLGZ61DlgUyC0/DqPe7ECwXMi4YAbXaArU6WgioCLitFX/0rC8eBLMrAFC4GfRwiA9FtYtbiTgEAaeTmj80i4oAeSX/DfMcqfAbuXVIkjYPVitgCPCeiiw6DkpdgiSmgcMBKCq40OA2JMAnRKdVO+xiO+ynpW8/uY2CUhIEQRBEbYQG/wahjxOyLHAXV6EHwoOsJC8fTUWKCx1WvQcA+BT3AAB++eWCNpX4g1Q3fW+oZcHw4cDf/gb8+mvjtemC4XCEA2kUF5+9LnhytlfwIpZgPAoLuKLiLuLbOZQ6dOggQ2FhOMtaeXkqVKp40ZVW7eJKma44rAik+LhwQGJBy6DeYkHfvn2RkZGBp59+Gps2bbqQbSLqQWjg7xTEgrbKU8jPB1glH4S6VFro9YDRKEeZPkqybZnOLBELEhJuhDce2P8KcCY1GtVRqWJR1Tn8/YyP3/QhywK5hQ88dV4PIFg8+A2AVmuBUhktPhC8xRe73Vb9kVVJB+bxKBZnJbRu/huGrD1SAtzmiosFPO5DkTcRfpMGAJCotqKyEtB7eXwCmSUeKlWMaJlgQQUcDkBdyXsy/qgkBKK4q4nGERYEnHm8TSGRQWH3SqV0giAIgiAAhAf/KYK3Zegd7i+QDrDMFXykU1vqRD1c0MKFDRtqriNaDpHBDYHzd0PIzv7DTbnwFBSEl+shFuzf7ceL+CfGYym0u7cCAHyl/AK51FokJABKpU+sv2XL/VCpwmMDo/cM4HRCI1jOAkCsg1smhMQCckNoXuotFpSWlmL27NkoLS3F7bffjsTERNx3331YuXIl3G73hWwjUQtyB7/xXO349xQUcLHAJpiaK3UwGrnibVUmSbY9ZUmWiAV6fYa4HB9f0z/JYOgJZ2r4e46bj2JDlgUhsUDr9ULp4A8Zvx7Q6UwSscBXHPEAAoDffrs0nfUYg8LOexWhAC8JKBI7GhoXfzqGrnm0m7sllFj9UDj8AIBCTzKCUTxIZZySrw9lnJDHJEKpjBGvewxKYa9iUDuE+zS2DRDNezcap0dMWusq4OpuKC2jjIHnfyIIgiAIIozHgwV5N2AWnkWbNrwoZFkQLOQDrJDwrrNVQgN3WCxgDC6EO2HDsYbSwbVwqo+ZGyIWRISCErOct2gixIJA4dndUT0eoPxwOIZaII8LY8HyCgCAS2lATAzw00/cguajj/6J/PxrIJMp4DXyCS9TIB84xQMahgIhmirLoIC/VsuCoqKwMEc0DfUWC7RaLW655RZ89NFHKCgowIoVKxAfH49nnnkGsbGxGDlyJBYtWoSiekbPJP4Afj/kHj7jW2rhI8LoYDm/vwUfdLvcAIOBz/6fYW0lmx83tJeIBTKZDGVlUkEhEq02Fc7eMeL3vMp0ABFiQTTfVuULQlPF5Ve3VgW9Xg65XAWvjo+Ig2URQgRjwJgxwAMPcN+oSwm7HbKgMEAXfpqQWMAYoHHyQb8zmT9IdS4+YK/KC+dXKnS3QVD47ePkJVDDA5Wf/0/IY1K4aiv8PkmafNjOVEEe4MdUJ6dCEc8PLA8wsYcTLOO/nTcGYrpNyg9EEARBEFKCm7ZgmH81nsVruFKzA0CEWFDMhXdnu7Bg0B6nRLHAX2GHDuFJtiHIopgFLZzQoFUhTPA0pGsU+r8AWolYEBHU0F9w6KxVT5wAEoJhcUFbIEz7V/J/dpfahOho4D//eRFjxuTg00+fF912/AY+4WXyF4pigbM9EFQC8iBDCvJrtSwAyBWhqTmvAIcymQyDBw/Ga6+9hgMHDiA7OxtXX301lixZgnbt2uG9995r7HYSkUTM9h7380wFUT47v7+Ft5FdboTBwC0LjnvC2Qzc8UCJP1EiFgCAxbIehw8PwIkT/6txOJlMBk3HK/D7e8C2RUBJKZfRE4U4iApLWGiIsvEHhUutgT4U2FDLR56BsgghKT8/7AQWGR3lUkD4jZgccAuXro3yNIJBHiFZIQz6K+MvAwConR4o4IczvwIA73xUOOIhi+buJdGyMpgRtm9URidDLtcgYORvtURtPuwn+RsqoAYsySnQxaYgqBQ2EN568goheq0RolUCpU8kCIIgCCnunPAA6e6jMwCEZztlQnBgn4VHgAeAVJwUxYLifdKRTxxKSCxo4YQGre0Ea96GWBbYw6Ghagx6WyLBvFPiMis++wRweTmQjPC9EF3GcyfKhJN2q6MQHQ0EgwoUFqYBCLsw+wTVwOAvFS+MJ47fNwC/L0LDnUjLAgA4eRJEE9Io2RA6d+6Mxx9/HBs3bkR+fj6GDx/eGLslnE7gtdeA664DIgNMCndPUAUcreoOANB73CjICwJV/Aa1sSjRDeG4I+xm4I0FiovbQqeTHuqaa7ph/PjtmDjx5lqbEhX1J1R2B5zpQFlZMkwm4MYb+TqlLg5+YX/RFfwOdip1onro0QorKyLehjt3hpcPHKjvFbk4sIWDQIYeiu21gshSUAGACwmu+IHiJtEoh7eoQtzO5YqGLJpvbGY2WCCsMwBKDY9oGTALMQ1UVrjzuFjgjwISEuJgtsSKlgchsUBZxZ/GHp1SFAtYOcWZIAiCIC5dNm4EDh6UlrlPhJ3Yu5/4HjEoFWeQVRW5AACfOTwh0B6nRO297JB0ABYvL0JpKYUIasmEftvzEQsiLQtawyA3cOaouCwrObspREUF0EYWdlVIC3B/GoVw0m61BSpVRPY0hAOC+k18wsvoK0ewiE9W+cwQM6iZYavhhpAk3E+twkLjIqLRUyfGxsaic+fO5654nrz//vtIT0+HVqtF//798cs5Qshu2LAB/fv3h1arRYcOHTC/Wu6S/fv3Y9SoUUhLS4NMJsPcuXMvWNsbzP/9H/Dss8C6dcDy5eFyIUqpXw8cKuoNAJAzoPxkJeTlXEgoR4xoWVBQlCZu6osCjh7tV8OyAECtZSH0+svE5dLSZHz6KaDiCRegUJjF9IxJxTzNn12hFy0L3Dr+ZJBFZADAjh3iIjtw7tQsFxOsgg/O/QbAbea3YDvNaQCAp7CCr9MDCm0fMZNELErByrnY4jcCwWAMEM1FgaiAHeZIsUDJg1QyIaZBrLIY9pPc4c4XBbRpE4eYmFhREAgKL4NQRNoqZdiFIVBSLaqP2w288gqwa1djXIowQtwEgiAIgmgpnDwJZGYC3btLX1P+XGmUtRTki5YFKpvgjmlUi7nkExUFomVB1THpNGmq8TiCQTLka8mEBq3thaD+5+uG0BrEgmBerrgsK604a12bDUjXHRO/t3WfRCAAKIXg2R4N749GR8RO787nOBEw8ZvD4KuA38rHDt4oGQJCvzdGXgK7HfD5wuJAhjD3SR6yTUujiwUXki+++AKPPvoonn/+eezatQtXXXUVbrjhBpw6darW+jk5Objxxhtx1VVXYdeuXXjuuecwZcoULI8YeDudTnTo0AGvvfYakpLq9ttvFnbvDi9HyJhBG18O6IFca4boE+c8XQp5OX8qFSNOFAuKi9uJgfRKBgHHjvU+qzBQGxbLEACAXJ6En34y4ZZbwuuUSosoFiQIcQlKtNGiWODV8ZGn0lEhbsN2RogF+yPO8xIgWM47Cn4DYFNzG8W2Kn7dPIWCkGAENJrOYkcjFqXQuPLEdXK5BbIYftFNfgcSVIXiOlEsiIhpEOXn2/rMQHR0LOLiwtkSXPl8nc4lZNLQWuDR8UdDsKxaUMoHHwSmTwduu63hJ75hA1BbJpVgEPjLX4BevQAXpWskCIIgWgbHw6nfERmSS1YgneRIRKE4KNQIVnp2bTwCJu6GmWI4DbudB7tzn+IjRp+QqCpOzoX62mZLs7KAo0drlhNNi6ysFB9iMv4s+w0AN/D1+c6xkUCkG4LVyoMCtmgKwjEL5GWOs1TkAlea+oT4PdlThJJ8L5ROHpPDq+WTWqEYZwBwww38byCKx0Iz+KoQLOTjuCKWAJ+e9z/bmE7Cbg/fdwoF0LEjXyaxoGlpVWLBnDlzcN9992HSpEnIyMjA3Llz0a5dO8ybN6/W+vPnz0f79u0xd+5cZGRkYNKkSZg4cSLeeOMNsc7ll1+Of/3rXxgzZgw0Gk1TnUr9iJSZI+6MQAUfGAZ0QEFBuvjC8RaUQl7Bb9DiQAKMRm76U1jYHjsXAEenAHsGpcPtNjZYLFCr43DFFadwxRV7MGiQTLJOqTSJYkEIqy4hQizgI16VQ5DVGQO2bxPryvOKWnXUfY+nXtllRALCANynl8Gm4mJBrIz3EnxCnlm/ETAYOou/bYKiEHFKvp1bq4TRqIA8lotbeo8biRoh3oAeUCi4SMAs/LpHy8rRRssfxB69EnK5BkajDh4Dv/2dQk4gvaeCt8FogUu4F4KlEWJBMAh8/DFfrkOgw549tV+Mo0eBIUOAK6+s+YZdtAj49luerHf/pWVlQhAEQbRcKsNxhSWuCMoiaeaoBBSKlgU6O38HOvXRkAlTqsm6M+L+ZEV8cOUQMh4ZPVwkrx634NNPgaFDgTvuaIwzIf4I1++cicn4CA9+8mexTGIJ8tlndfZfHNXG26dPN377GhOZNdyHU1S4z+ofU1EBtJWH3RDkjKE8+yRUQqBuv54PDg5FxEns35//ZeY4AIDe4wRKhKxfslh49XyAkqCxwm4Pdynj4oBYrj2QWNDEtBqxwOv1YufOnTXiIQwfPhybaputBLB58+Ya9UeMGIEdO3bAV19JsBY8Hg8qKysln0aHMbCIJ5HHGvbrD1YKJuU6OcrKksQBpaKsAIpKfoNafSmiZYHNFgdHOpD3F6Cikg8wGyoW8G3aQa2Or1EukyngTpAGQTitbCPGRfAbLQAAlZASEGVlkBULg2Oh7ZInSStj8GAgISEcr/FcBCv4Q9GtUcOpTgDA4w4AgL9U8NsyyGAypYjXp6PlJOIF6wGXRgOjEZDH8ByHWrcPiRqrsJ0KMhkXc5jFAgCIkVciSS1YLhj5jyKTAW4tFwTcQpocg5f/HwejouFQ83qsPGLgn5UVXg4pQZHs3g307g1cdVXNdZ9/Hl6O7BG53cAzz4S/t4boPwRBEMQlQaQ1QaRYoCnh70a30CXqaDgiDgq1Dj6ScZviIBNSSyeo+Y5sNkBVzkeLTsGkXev2Qo6A5NXocnFPVODSiwHdEomrDJuYGHU8F6I4x7V1K3DPPUCPHoDXW2PbSMsCoOW7IigKwwGzZUGcNUCDzQYkMmm/zbnnGJQunuY7YORjjki9QR4aeUbzyTKdxwWU8GOUIA4+He+bxiq5G0JoKBQdHXZnILGgaWmwWDBhwgRs3LjxQrTlrJSUlCAQCCAxFIJfIDExEdbqYTIFrFZrrfX9fj9K/kDo2VdffRVms1n8tAtFPGlM7HbIIu6uyBneYAV/SXk0KtjtYf/yTrK9kAk+dWecqaJYAIQtAcrLz18sOBve+LCIwGTAGXmqGNMgYORSoMYpvEmFAaEvCrALJkU1ogeF6s2YIX1btzAYg5gf+fvva6ng80nS0ADhAbhLpYFTcEMw+vnbJFjG/5fdGhWMRjmCQpDCjpYziFPy7RwqHUwmQBEnpD8MMrSX5wIAAqawdYxMiGlgDlYhQcGvoc8cjjLj1PIBf6CkCIwBBh//fWQxcbCHrBPKIu6TH34In4PLBfj90nMNWR0cPiwtZ4yr7iEiBYETJ6S2lw0QCw4dAv77Xwp3QBAEQVwYahULGIOmlIvrdiFEV3tNrigW6Bx8nduYJI5uLDJeVlEB6Kp4f84pWBbIGGBBhUQsWLlS2g56zzUvVSxsR99Xxye3RBHgWNhnH199VWPb6pYFBQU1qrQc3G4oKrmfRMh9+WypOioqgFgvH7mHJrfY0WOQC8MXZuJjjo8+4q4IkWHmZELadZ3bC7lwPxX6k+DT8b5ptLxMIhbc6f8Uf85+FwCJBU1Ng8WCqqoqDB8+HJ07d8asWbOQl5d37o0akdCsaQjGWI2yc9WvrbwhPPvss7DZbOLn9IWwKaoW6UZeEZYmWSUfXLlVagSDCvjM3Ceuu5JbH/gNQFlVkpgNAQC++eYhyGQaLF06E0DjiwW+5LbisicOKKzoGl4pKOsal5BXWBgQei28LgCUHqhF8HnxReDll8M2Sy2QSKOS6hkmsHMnV5rbtgW2bBGLWQX//RwqHVwanoZS5+VmiIFS3jNxqrUwGIBANP8B2xsKECPn21UpDTCZAKUpGUFBkEll3C1AHh1uhCyaX3eDz4k4uWAhEGsW17u1IUGgGG43oBfaoIxPhE0uPPUrIp7IEQN5GWM1XyAnwn5roj0mwN0LIixHWKQgUM1lwZdXTWg4C3ffDYwaBbzzTr03IQiCIIh6U6tYUFYGhY/PLtuFzNQpijMRbgh8wWNqC5mF+2WbgkKmKhtgcvB3pzsuSYz8HotSySu1+hyJ290450OcmyNHahoIJMvCE1pXKLYDiLAsiOyvv/VWjf1Vtyxo0aGZIjq1ntBc61n8bCsrgjALVsNVgnCmPslNYZgMUJr5Tu67j//v/znsxQF5DO//Kn1BKKz8uPm+tvAZeN/ULK+A3c6FgZ7Yg5eP/R+u/PwRtMVpEguamAaLBcuXL0deXh4efvhhfPXVV0hLS8MNN9yAr7/++g+Z9p+LuLg4KBSKGlYERUVFNawHQiQlJdVaX6lUIjbk+HIeaDQaREVFST6NTjWxQGYLD76Yjd8lLoXgV27hA8ROjEfB8UUBFRXxMBjC6Ureeutd9OxZhmPHeCjRxhYLWJuO4rI7GaioCH+Xx3D1UO3mT9+gNZyD2Ce07+QuaWRhAMDmzfzvmTMt1skr0vWgxgvg//6Pv3UizQ8AsApubmVXGODRpQAANC5+74QyHthVehgMAIvmanaisggWWQUAoFLG02Kq1LFiAMQrdPy3D8aG1e9QTAOty40Yxo+pSQqHpHUJsSTktnJUVQF6t0eokwSbTNixLWyOFiys5mdRzQpAktUicl2O9LcNWsM2eKzaPgJ5xyXf/X7g1Vd5PMWIpgAIJ2SYOrVWyz+iBfDOOzwkBUEQRGukVrFAmCTzRQGueN6NTpAV8RnkQAAaJ3+X+sztIbPwvqbBx/twNhtgcvE+nCwxHJcopppY4C+rxEJMxJX4FUCrDuvUqtiyBejatWZ4pbby8ETGgCCPuRX6TQLW3HDF7dulkyWoaVnQooUfoe0BDeAVuouBwrr738HiUiiCfBLWIXT7owr28u30gFYX7nNWn6NVxbUFE8oUTm6pmudpD7+e92PNrBJOJzc+nYnnxe3aII/EgibmvGIWxMbGYurUqdi1axe2bduGTp06YezYsUhJScFjjz2GoxcgdKtarUb//v2xdu1aSfnatWsxePDgWrcZNGhQjfpr1qzBgAEDoArZyLdQgmX8DSXeSJUR4VOrKgAAToUwixzDb6wOgVwAPOK9zcazIajVgFIJADI4HHoxCmtjiwWydhnisjsJqKoKiwXK2JBY4AeCQfgL+IDQZVagyM/Xqew1xQKWEBEfoVrKy5ZCpGGNxK0rGORCQYjIQbEw6q2SmeAzcLFA6QtCAzfklXwnDqURCgXAYiwAgGiUITpQAQCokFkQHQ0olTFiDucYQUzxt4sTDxOKaaB2+mDxc9VWkZggrnfr+UNcWWVDZakPai+fKdEktkFpkHdwZBXhHorPKr2vJQP90lLIjkaY4kWuqyZ8BQrCFgj+giOSdSiUumyMHQs89xyPf/jzz+Hy6rrk11+DaGEUFwNTpgAPPEBiDkG0RN7a8ham/DBFtLgkquH14rpts9Ab2QD4+76yEqJroScOKFV2AQDEBUr5OKu8XHQHDVrSIYvm71ydh48Q8/MBk5uPHvWpPUQ30mRVvsQjr/fPb2IiFuNXXAWA1ZidJi4M24TY2zt2cMPWEIbycB+8j49PZIV+E0/+XulOqvV5qv92LVksYE7BJVYDcTJKIoZUQyFYw/qiALfQvbQU8z4+D9RtrmtTaPVxCFQLf3XS3gEBIc6ZifH+p/PgSdyC78Q6SbCSWNDE/KEAhwUFBVizZg3WrFkDhUKBG2+8Efv370f37t3x5ptvNlYbRaZNm4aPPvoIixYtwsGDB/HYY4/h1KlTePDBBwFw94Bx48aJ9R988EGcPHkS06ZNw8GDB7Fo0SIsXLgQTzzxhFjH6/UiOzsb2dnZ8Hq9yMvLQ3Z2No5F+iA1A4ESPovr5uM9KBwBcYTEKvlg0y43wGIBWAy/GZNcXJb2GuVwuw2iVUHob+SLqLHFAl1SV9GczhajARATXpfMTY1kDEBVFVw5uQCAKq0ehT5+ghpHTTcE/+mIOAaRjk4tiEixQJL2yGaTRHTx50f8P1XyB2AFzAgY2oiCkBk2KO0VAAC7IjTdIKSd8ZYj1sOfjlZFIrp1A5RKM1zJ0vYE24etbEIxDRQBhhgn/5+Rx4XTg/oMXFhQ26vgKqgQy7VJbVEW5OsiLVrkJbyOX9CoAvkRAk/oDRtqR0TqHX9xrnSdNZxJIfQSCv3voChs7ub3S+MiRoox1U00Iz0giJZB6N7w+8/q8kgQRDPgC/jw6I+P4p1t72BPIUXQq5X//heTcp7HXDwqFuXnh/PQe+KAEkVvAIDFUwmHA2DCO8xnBFT6FNGyUuPm/beDBxi0Xr5saNMVPjPvALTVnZQ8J5VV4Rdef+wky4ImIrKf8f77wkJlJTTecIymFC/vcIR+E39BtZyX1cSC6pYFLdkNwW/nnaugGghG8c5esPwsQRYqwum+K/UdAABmIdaVXw+YTHVbXut00WIKb4DfM6WVKQgYLAAAY4D3P33HpBEhU9UnSCxoYhosFvh8Pixfvhw333wzUlNT8dVXX+Gxxx5DQUEBPv74Y6xZswb/+c9/8MorrzR6Y0ePHo25c+filVdeQZ8+fbBx40asWrUKqak8SkxBQQFORaR0S09Px6pVq5CVlYU+ffrgH//4B95++22MGjVKrJOfn4++ffuib9++KCgowBtvvIG+ffti0qRJjd7+hhAs44Mtd1JEofAAklVx5c8uMyI2FmDVXCpcBi0AmRivIJTfNNLtqLHFgqioVDF9Yr46WRIs3xSfJPrWs/IKnNjCz81usCC2sxD80FHNxhyArDA8ImSlDchN2IgwBrz3HlBXTM9INwSJZUG1hMlFe/aLLwxZJV+oYNFQquPgF34nCyqgdgpBk5QWXjdOmJVwViFaWJcvS0FGBiCTyeFLkQZKYGnhYJtKc4oYoCbKwd9O8rgUcb0/iu9b7XSKYoFfD5iiE1Dk5evktrAELi/n+3Cm8e8Ba8QIvZq4FsgPWyF4i6TWA6ww/OJhRXzZkS4UFIbfANUHmGcTC6q9m4kWQKQHWENSixIEceHJrcgVl70BMv2pFcHXLQPhiYvKSsBfyN99LoMSldoeAACTy4VgkMGbL4gFFkCjiYdCsPBTuQNQwI/jexyQC2bbyrgOCFh4ZyxZkyd55ylcYXVgHJaSWNBERBpFlpfzObrgaWlsNr23CgATfxP3KWm2gJBlcIjW5IYQFCasAhoAUXzwECyPOJ+iIkkMKq2H9+H8BsBp6iHZl08rh8mkrPNYen00/MaI+magvDwBLEpw3fHzPmcwXzqZ2NF0GE4nWSw2JXX/inWQnJyMYDCIu+66C9u2bUOfPn1q1BkxYgQsQtq2xuahhx7CQw89VOu6JUuW1CjLzMzE7xH+4tVJS0trkSZ4wbJwxgC/AVA6wJ9c8fFAFX/yVMGE2FhAFiNNZ+jQ8NFnXWKBXB5yTWg8oqJSkTcMSF4F7IjuKRELoqP5A0FdDhzbUQ7fGX7jG9JjYYviM9haZzU7LY8HysrwzLwnPw+16huM8Y/8DxnJ1MmmTcDDD4cPVZ263BBYaSki3bOcJ0qxcA6P2Siv5GppWSAWSSp+bVR2IFZeArWL/7Z2leAGECekRyyzQ+XiZnCnAqnIELw+Au0TAeQC4JFrVam9xWOq1LH8ukfoMPL4iMwdFmHGw+GGxyoowUbAYIhBoZeLCooq4WnsckHh4m4KjjQg6iAQzI+wECgthCK8ZwQKchBy9AllVPCahbYUR7x4igvFfZr3A4F8O3bu5DEti4uBUfgasSjFh3hAoiRXT5pQPZ4BUTtOnxNf7PsCN3W5CQmGhHNv8AcgsYAgWi5HSsMirt1LNu61Edy9B3IAiShCemwlckqjYLMBgWLu9lepMMFt5m4IykAQFlTAdeYkNOADH50uHoqYcPBnM2zIP8hHikEFoDa3h8OiB+BCorJAIhYkBsPWerfgfzhsf/tCny5hteLa9e/Ci3R8gdFwwIjycsB04gx0AFwpgC6fZ6AyoQp2O581V1XrgARK8yQzsSE3BKWSW9q1ZLGAOSr4X60czGwCUARmi/jHvOYa7mJ78iSQnAwzeD8wYFAgEN8NQDiNh1ujEscftaHVqlCmV8AE3rf0WYCKI/EImviYRufjfV59ldQFtq2C33/l5UAdIeuIRqbBI6w333wT+fn5eO+992oVCgA+OMypFtSMqIPt24Eff6xRHBTS61UqjKLyFhRm12VCpF1b0IyYGEAWlyTZ1qbiD7CQ+0F1sUCrrRlo5I+iVsfiyCg9tn4KHLZLxYKoqLB6uG2tFTEBPqo2dUwUzeK1LmlAGFQLTKmy22uO1svLgZQU4M47G/VcIokUAGpLd1OXG0KwWBoQJtprE2Mcyqv4A7AsEAeNxiJem2TdGfE6OJRcRFEk8I6GqoJvE1ADZxydkRAa56WHpuR55FqdsZP4XamMEf0hxbKENHFZEc/3rXb6ECjmJhJ+I6BSRaMCgljgDnL5VujFBJWAPYnLAp7TYVcDX1FYaQYAlh9x/qGAnIJOISuOGPULuXWrUvk+DS4PNvzETTSLrQF8jb/iAzyI7thPYkEj8MxPz2Diyom47fPbLvixrFYAMUeB6BMkFhBECyNSLKj0VJ6l5qVLMHu7uHxVCrees9kAVsr7J+WyaEDbXrQOTEARvIKLgsughMGghVIXj4Aw02GGDZ6isNm2UhUrBjGOVxRLxAJzhGtmiiwfVZUtb1LrouO993DH4ZlYiElYgMkAeB/Qe0KIs5XC+2AAEIMy0bJAI0zghYJVBsqksZdClgVxQkipliwWBAUL1qBGAYSCt4c6WHY7sH8/N7fYuxc+H2AG74wFojSQp3SW7MsWrcfZ4r/L5UCVJTwN6FMq4PNpIbNwBSDkuhMf5M8qJoxY2yp5Z5wsSpuOBosF69evrzXrgcPhwMSJExulUZcMjAF/+hNw/fU1zLhRzkeelYoY8QF0aBMfgMns3DTHFrQgNhaQx7WRbFoh54HrqlsWhEy3G9sFAeCpKIuLuTtIXl4niVigUGjh03N14tSePFi8/GEkS2oLdRIflGpdHukOBbEgdO4KP6tpy7V5M6+3fHlEmOJqMFYzGl4DiAg7gNoMVOpyQwgUcR+rUEwBk8uJw0IwXbmdz9YXexOh0ykQMPGBcpI2H3oHf4tUaYXBenI4UCQAeOIBhzNVFHvkHbuL69yJgE4Xrq+IEJoAbqGi0oWFJXVie76PIKAUAg16jXLI5WrYEGGBUFEhKk0+C3DGz9f588MWAqEYG6FUmCxS7CnnLxqnsEtFSdieUl7K1x2VdxRfBNa9/Fj2Y+F99MReyfWtLhbQS6N+LNrFUxNsPrP5gh/rtNUBPNAPmNoRy06/fsGPRxDn4q23gEGDKEc3QGLBOSkthbIwPAOQoeCzm5WVABNeRmWIgUqVLEaNT4QVwSL+LnRoddDrAaUyPCEQIytBgloYXBm4MM9i+MaxKJW4GugrwxMoGuaFq5isPy44+eFBflfwDltpKeDN5f1LTxzgj8heYbcDYAxaYQLIKRiReKp1UEKWBSGxoCXHLIAgFjCtMiwWCHG2JOOUnBzYbECskitczKSFLrGjKKYAwJmUmLNaFgDAjhvCfU2njg9O5JZQUPQA5AigjYLfU3ahexvP+DHpOd50NFgs+Pjjj+Gq5T/d5XJh6dKljdKoS4bI//Tt26XrhKAhNljg0fHB5O4N/IaR2fmDqTwQy8WC1M7cv0igKMhNeM5mWXAh2LJlLPLz07FjxzCJWCCTyeDRcqP0shwrooTZc3lSGgzt+INC4w4g6AkP6gN5wmA7BWK8A2lQAEiv3+LFtTfq7ruBNm3O2w46MoptKFVfJHVbFvAVTq6fQO0LoOCoHQFfEAo7D5RT5EmC0QgETfzHS1LmQefk18CuEywKLG3hCocZgDcOcLvDD1dVeh9xkO1OlkGjCZs8ymQyBKLCT25fFKBShbMlmBKSxWurtwpigZ63xc/CsRRQUYGAkDbRFwXkOrj1grwk4vrbpIIAs4anSOQ2fhE9aXyHijKnaCUiL+UC0CFbT3gtvH75If6i9RwLWyf0wu4algVjsAxfR02EGh6yLKgnLn/T9VKOl+UCGv7b/8/1DHZbdzfZsQmiNj78kKdGqysGzaXEkTISC87KXmmE+87g3202QCYI4KUsFhpNoigWpGlPgBXzWU+byhQWC4R3abIuD0laIe2iAZDL9WIQY0uwAl6v4Ift90Nvlz6rg0UUJfZCE7KwBIBEBe+HlJUBLI9bSpdpLWJAvhTtGVRV8ThcoRgULmHeruq0tL/ZqiwL7IJlgVYJRPF/bJlgOYGITHfuA7thswExCt7xZVF6RMe0ETMoAEBuYrI4aVkXVkMydr4PlF4B7MzklrLK2HCn14QqJArWCyGxwOLm9x+JBU1HvcWCyspK2Gw2MMZQVVWFyspK8VNeXo5Vq1YhIeHC+sBedEROSx84IF1XwW/YEr8ZTo0wgCviM60KYWa6zBeLmBg+oLSOCG9a4OUmPHXFLLhQYsHPPz+Le+45gZKSthKxAADcOn4ObWUnxRR9yjadYElrL9axnawQlwNnhMFrLMSHM6sWNNB/JtzZcX/0HyAQqNmozz/nJ/7hh+d1TpFKf3XLAq9XqkGUlYU9JYJCh8GdANEEMcZfiFP7qyATrBXyXW0RFQUEo3iFTjJu6sZkgFPHVQaVKg5VEZZdzmgF+va1iN91pi5iuhp/2xjIZJGRA8JCBMAH+kplOOdtTEyseG2NRfxl6NGHAibGRLi/FIrBDD1RMhyr6goA0JSHL45MEAScws8pL7ZFrOPiEOucxte5g1yFCQahFNwr9hf2h09omucUvy/Y6VxxH3/Wb6hhWbAMd2NU5WLciS9riAVffAFcfnmLTaLRbARZ8NyVGom8qjOS71vObGmyYxNEbYQ6l2SJRJYF54LtkWaISAvw2YLKSkBewd93JcF46PVa+GO46p6mOwaZkEquXGGBXg/I5Sr4TbyrnaTNQ4JGCAhnVEEmk4kxp0wBvk+HA0BhIWSMm12L1nrVo/oSjY7HGu6HJ8j5ALW0FJAJMcTKZEkICL9livY0qqqAov28E+jXA3aDXtiPVNix24FbsBJjy94C0LLFAgiBNZlOBZmFZzWTVXLhKnAwLPgXbduLigrAIqvg9aOMiI9PhiqiL3aI9TlnOLGiok6oygD2vgrkteWdQI05UZzIikIlYgXXZUdHHmzN6HACYCQWNCH1FgssFgtiYmIgk8nQpUsXREdHi5+4uDhMnDgRf//73y9kWy862OlwgDj/tvWSdbJK/uIoZzFwqPkDSGnnDyy5g89Ml/gSEBvLB5RnwgkekO/mqlxTiwWRAkF1scBp5I3p4eMP44AaUEWnQx+VKKru5cfDo8FgPh+c2nR60e/enSeNA+A9HX6Za8utqDpaLf1ipNtCpAlAA4i0LKguFlR/UPl84UOyEv5iL2GxEhPFk9l8o6AKKHUmwWQCgmZ+AdL83JrCbwKYnP+GanUSHJ3Dt6nDYsabb4YDTuh0HUXrhWDnCNcBAX9i2A8hEKWEXB6ObBkXF45pYCrhx/bqeVuUyij4hE39pWcQLOL/qw6dFmdcabxtjohMCRX8xPPNvGejKgtfe3klrydv300UTlBUBFRUQCboO/sL+8Fj4edl9hyF3Q5oiveL++jhl8Ys8J0KB5CwoKJG53/OHJ4n+eqraxrtELWTU56Du5bfhW8OfdMo+yt2S8WCnQU7G2W/BHG+hJ4hl3on0+F14Exl+P4ksaAmgeP7AIRzxyfbubhiswHyCj54KvTxmdNAHH9vttOcglxQtUtkcWI/KGjiFn4JmkLEq3jfIGDkQr48Rpjc8fF92u0QzeG9MRD7D4qy3AtwloSEsnCHT+ULQAcnysoAuY1PVFXIEhEw898tWZMHux3IyxZcZi2AQ8mFn0Cp9AETX34EKzESE/c8ii443KLdEJiT992YVgV5ND8feRXvw7n3hc1rtfknYbPxOBwAALMJUVEmKCIyFOSc/PM5j/fNN/8Ql48f7wkA0OvN4rggRl6CaDd/Pvm684kqlTcAI+yX/HO8Kam3WLB+/XqsW7cOjDF8/fXX+Pnnn8XPr7/+ilOnTuH555+/kG296PDnhv3sZbv3SdbJbfyGLfHHoUrJR206ZzGYzw+Fi88OFnkSkZAAaLWpsCUl4cQkwDoCyEYfAE3vhjBwYHg5Jka6zhbH33i9HFws8EUDak0yVKo4cXa76mRESj0hQF6xIg4eI/83tZ+W5lplBVJxwHaiWq7biIiE/kN1Z8Q4G5FiwcmTUksDp+BSqNcDgvFH2BWhjC8UeNtGmCgeR94+wfffBNjtFphMADPzHyrVwztvXgsglwupC+Ua+HqkicfUd4lHfETyC7U6GSceVuPoI4DnhitqtL900mUouIGr3rY/R0vWmUxqeAz82lqEVD9eg0k4Jzk8Wi4sBEvzESzkYkul2ogzdt4elTco5q4JvUyOyrmLgtLpFx3zFJW8jjqhu2iixgqt4j+k3wAU29rCJ+T0baM9iWPHgKiKw2JbY7yVUJWEf8+4U+HfM0l7poZlQaROJOZKvsTx+KVxQdx+/putXAlcectxdHi7Az7f9zn+ufGfjXK8ciaIe07+MPi94PzuQYJoDNzu8Izepd7JzKuSiuckFtTEX5oLABAM6RBdygfwlZWAwsafpQWeNjAYgGA8f7cmK/KgrOAvo6JgInSCoV7QxDtd/TsWI1bJ33tMsCiUx/CJAb2X79NuBwJCkERPHB+EAoDOHpGqmLggKCqlU/5xKEFpKaCo4veHTZ6MoIX/qAlKK6qqgJLD3CrTawa8ev5byqp1SJ4oekpcToK1ZVsWhDKTaTWQmQWxwM7dY9mRsDWSqaQYFRWAKSjUN1sgkwEF/XlnuPhqID//ynMezuNJxF//ehrA8/j88ycAcLEgIAhtidoCGIXOtrrbAPiFeyoJ1uoZyokLSL3FgszMTAwZMgQ5OTm47bbbkJmZKX4GDRqElJSUc++EkBA8FY4gryi0SQa3MuGhVeJPgEvPR1jmYBkqTodHq0XuFCQkcDO3iorHceoe4NAzQEVlApRKQC24qzeVWPDuuzyxw0svAZMmSdd52vDBb7yb99LciYBanQiFIkoUC1wRqfhCAQ6LFPFwCi4M7nxpB8d3SuoX5qyWC5dFuHnIsvfUnvvwHFTPbRz5PTQgNRjC4kjIVF5Wxl8Whf4keC3cnipdfwzlObyNfhNQWRnD48cIaUZTqvj5eKNk0Ggs4nHk/cMigCxGmidGJpODdemMvNsBXVQXsXzBzgWYuXEmZEnJOPwU8Ov3QNn/daq2LeDW8n8SnZP/v/mMFvGcnFp+3YOlBWAl3KqlXGmGS9UhvBPhpaiwcUHggL0ngiFPiLIywOcTxa1vNvQWxQJ/4UkErfxaeC1AWVkighb+j5CsyceRI4DFnitpb1rlHjHgZGpJ2FxgQPJvcLsBT8RYuEfZRizFWMSipEbs0KYiEAzg6wNfo6CqljQazUD1AUKxg/+/jR8PbHJ9JJYfKK7mEnUeOJ2AVyPcf4dHAgD2Fu29KPO5z90yFw9+92CLTMFLhIkUCC51NwSnT5p9qMpbVUfNS5dAKX9eVqVxizddpRMK+GEv90Hh4CZx+e523IIzgVvUJbIiqCt5x6AomCKaYAfNfOTTs30JohVCJ8EixPCJ5VGQ1S4/AIaqKiBwmvcNXRYFnHphssghtawk6kf1PtzZUFZK308JKERZGaCq4hMfDnUSgsLkTryyCFVVQNAquHCaVJBF8/gTSkfELFNhIa73fBvep7KgRYsFTBiYM50GihgeaDAUZ0udG+5D6JxulJ6wwRgQOsJm3gk+8ZwHRx8GDj0JBAJtcS40GqCkpC0qK/8Jq5XHLNDpVPALk4Sd1YehDPB3qz79StFdNVmWj1Onat0lcQGol1iwZ88eBIVeus1mw969e7Fnz55aP0T9CZ6qphTvDvsDhWZji7xJ8BosAAAzs6HgUAUAbsZf7ogXU+j5/Q+I2+bnd5AEFQmJBaHOUkjtbmzkcmD4cODllyGZ/QaA9Gu7SL47O2ogl2t48EMDH0z7CiNTC/DGFgaSRTeMQKF00KUskU4P+azS6xk4HZ6ZVpS7pDEi6kmkZQEQtiaIXNbrgVj+jhCVTrngz18USIA/lv8Y7dW58Ajn6NEpEAwqYTQCMot0xt9u0MJgCLsa6DtcLS7LU9NRnejoawHIYbHwenavHX/7/m94Yf0LcMhTxXpqdU1Bz6WV/jMEo/gD32AAnCq+jpUXA8XcB69UHovENgnwC6qvv6QcCATEztOR4t6iawMrK5X0yt9clA63kf/WgcITCFh5jAavGXC7YyCP50pCnKwYhw8D0Q6p5UiCrIDnuA4A/dgGsTxGCHYTKeZ/XpCJsfgE7+CRyJg8TcoHOz/AX7/6K65cdG51vSk4bZN2Nkuc/Dd1uwFYcsVylUKFP0phIYAo4X479WfI3BZ4A17sL9p/1u1aG4wxPLfuOXyw8wMcLKkjIwvRIogUCy51y4IjOVKxgCwLaiITIsDnylLFIMLxKEYwwsT8jD2N97US+YA/NlAGjWBlV8zC8ZggDDCTdWXo3b5cUqaI5QMqRYBBBxcP53OGvxsr9Ea4hQ6cwSlNx0ecmx9/BMxm4PX6JONxuaDw8HGOS0ga1V6fi9JSQCkEFXdqksCieYaAGJTBbgcUFXwA7YkyQJPIRSONM2zayKzSzAhdYve1aLEAbuHZoNNCHs37jHIfAwoLobZx0STU/zvyYw70QtBkmYV3gn0xQN4oIGDEOTMhAOFJzcj+m0YDBEy8H9Jdzicv/AbAGDcgbKmrP47jx8/3JImGUi+xoE+fPigREsD26dMHffv2RZ8+fWp8+vbte0Ebe7Ehy5M+/IMFQuc6GITCzgdfVncb+Az8ARQVqELxcT4bGDBwM/ZEYaLZaDRh3LhDmDZtA4qL24kuCEDNG/ZCWRacDWWX/pLv3s7hAbLHIDQoIjdtKGCe1Z2CSsENg5VKA/yoBf+yULaAQJFUZvRHiAUAgJ21+Ezv3g3cfDOQnV1ru6ur0pFigaMqiG9xK+aVj0ZMNFc+Q5YF8gpesdCfgmC8BQCQosiD2s7P0aVVQ68HFAoAwkNWPKbGUE3suRy73gSOPgywq2v6gHXqNBdXXlkKk4lf42xrNgJMGLx7M9C37ya0a/ck0tJeqrGtWycNVRsUzM4MBsCu5OtYeYmY+aCYJSA1NRzrwJmfz+0yBQ7k9xMDIwZKToEJvXK/HiivSkClmgsQweIzCFhz+T70GnTrJocsLpRCqgwnTgDRdq68uIX/8U6xB1FWxvWHPsFs8ZiJfn5PhF42fn/4fK7FOhQWAv/4eTbm75jfpLO/n+39DACQU5HTZMc8G6crpWJBsZNft7ZtAVjCLj6Vnso/bAFQUICwWGBrB1bA3w17Ci8uQbnCXSFmmChyNE0AspD7CNEwyLIgTG4+iQXnQiakLjxRkSFaxCXCCpmQ1tpnBMorE2AwALJEPuCPdVZA5eLv3hKEhX1mEVLQlZajXZRwrc18p0pziihGWFDB3RCs/NlZpoyG18zfiyZ3tXzBxDkZPZoblD7zTD0qCw8IJgfcQsrrttpclJUyqBzcDN+lbQMIqS6jWQWqqgBVFf9dfEYTjG15/0nrdosZu10F0t8tUWVt0TELIFiZMq0WSks41XYoCLsvKpzlK2fdUegE95lQfIMfflgCr1eD555bieTkcx8u5MIb6kaqVLxf7I/n44I+AT6J6o0BNJp2CAjxP1IMp3CCPHOajHqJBTk5OYgXpopzcnJw4sQJ5OTk1PicoF+uQcjyBbNzYdzsLRDiFtjtkAljmgJnWwTN3HzA6HPCdooPNv16wOs1IlrY1mQCTp/uil27+OxybZYFIZpDLNDH9YAnIo4B65EhLnuFxips4YdqKChegastHFr+UpVXRDgo+XxQC9YXjjReJCuVii/stFR2DJw4ghp8+CHw/ffAe+/V2u7qlgWRvvAsNxe34n+4ofJLpBuECMhCh1QhRPnPc7eDLInfO4kogk544TvVWkRFAUdLj+LT06slxyhXmiVij8HQA7Y+XK2VK6pFjgRPkahSWcTvO/J3iMu7rbthNg9Cx46zYTT2qrGtS2eWFghuDkYjYJMLHZzyciis/El+OtgOyck6+PTc8sFVkCfmnA5ogaKKtvDo+WMlUJqHQEnY7aKqKgaVav7PyIqtCApWFlVaA/r0ARDLRTFLsAK5x/ww2XlnLZQup60hF+XlQPkZB+LcFeEmV7MsqCgPCwIJKAbMp/DSL0/jb9//DQ99/1CNa3ChcPgc567UhFS3LAi5IZSXAzBLhbZS5x9zBrTZEBYLKtsBlbwz3VQD6qaiwB62dgpZalxI/rP7PzDOMuKr/V9d8GNdbJBlQZiyyrrFghUrak8TfKkRisOTU9ZF7KO11+RC5+LPNX8UUFkZy0X/FO6aZxbM1ZkcKAuG3fVYPO/8yEsqILMJMxCCRaFSFc48FCsv5pYFgs9oSTAO/mj+XjS4q6WOJs5JQ1Iqs9JwPClP1P+z991hkpTV+m9Vdc49PTntbF6WBZYkWQwIIiKY01VRUa/xinqv6We+KupVUREwoAQDIAiSc4Yl7bILm9Pk1NM5d1dX1e+P831fVfXM7s7M7uKCnufZZ3s6VvjCOe95z3soq93lGUZpqgiZCTFXfb2QmJ8S1nIoFABPmSXwQmEEeyi49laqGGT4e2nY7ne2OOKHNLNAYkiG5PPC4Y4JFoG+lViBtShQZczh5cFN8FQIFZGj5Ds+++yHcPbZBaxZc+6sQBoOFvB7xf9Wu8hXPKpKjL1qWILTGYPBSnraPaMYHhayWf+2g2yzAgsWLFgASZLE4739+7fNYHffDTzxxLSnHRO0afBgqB4fAAAYbNboDiBRaIfEatr81QpKrJa/5lHQ0iKJmrhGQOBQAwu83qUCrQUAx1EmNbsWoAN0FU1nW8nTAjRR6ULZS5l3JWdZ+VkbIUMG0q10Qo6MHcE1GjUOJqZToPUdtBDpL8zsHe2NWaDsMvntizXaEIpFALUalBLR2SbVBZA7OEUxCb9K55h3+hEMAt9+5NtY47RrLySkZtv9k2UXOjs/Ba93OWKxN894nFZ7dsys518/uX6v7636Ira/HS1mJ42sxICETAaOOJ34YH0hYjEJVS+JH1Ynx6CnaEzWA0A+HxU6CHpyHHqKHCvVJ6Fa9SKj0HcaiTiMOAVaaWcYRx0FSDHabEJqAWNrxyEbgK4A5QX0fc1yAqkUkBuwO03+QgUK6iJbmOm3RwJhn7lZX7H2CuxOvzSgZrF2iIEFuellCLoOpLI1IDg27bX9sXQxD3hovjY5uoASzeFk+ZWlSGTVo+Dgy8G0D97yQWiGhnfd+K6D/luvNEunAfjjwIJHkc78a+tLxNNsI9MoKOJgwY4dwNveBhxzDPD4rudxzYZrXtJ2q4eSyXmKQsaKvahFSIhnkX87gnUCVmt+CbWaF34/4Oiyl1mqYcDltrQSb6MgUk7mIOXp2vO2dA5HRIAFHd4RSlCkMwCAqXob0EL7YrA8h8j337Z3q9WAa66BtR9zPc66UYWASsAUrORlJ7oDMLxdQBNP3hVRrQLecoa+oKkJjmbyn9yVOkaGaY1RJ+1+aExKHNJgAcqU6DK8fjgcptBgfTO1Pq5EZKTcdH2W+LbCVSEkRY6Sn/vRjwJerwNXXQWsWrXvn2ssQ+Dxid7FQTLyoyqdXkiSBCNIznGrOwnDAAYG2BfF48DTT8/jhF9eVqgVcM2Ga5Aqv7Tg4awFDrldffXVuOOOO8Tf//M//4NIJIKTTz4Zg4ODe/nkv6jt2AGcfTZw6ql2gb1cDgprgVhcwtrZJclB19OstY4PKBSjcLfTAuQpq1CZ0FzF4xQlCMB0QOBQK0NwOltQ6SbHpNIC+LpM0b4qE9XzlVmQZxHFGy93oRYgGNOVN7MfxrjZWmi83kW/kbMHItI4XccS01jhYIzVtG0MJNj4AoR6nsX2plngGTEBhkXqegAMLGAbkCEDObkPUju1NIxU84iCXsvJIQSDgAQJu0Im1R4A4karDSwAgGXLfo0TTtgKhyM07RgbzcoseH78+b1S72t+ewmEq4Wupd8PJHXmzAwmINfo2mzLrURTE1Bm4of1xAS0BDlPqh+oVPwouWiA6ckJwSyoeB1405skJEC/JyVTQnEzKUdx1FGAzIGKahlRlr2pNQMyO6YI0kingeIQA8wiBCZIBinj8s2mtM0eFB+j2DeQiUJDi82DZIcas6Axqz9VmkI+DxiBUbqIqgee/AoA+w8WjBXpvjvqYUT9QaDUfEC+91Az61h6pZ3bK83SaQBv/SDw4dOx67i3viLFNmdriSzbyAoUxHKwQLhwh92E1/zpRHzolg/hd2t/9084wn++cVG3eLUdtShFTL3uAYQ12ptKXjdcLpCYdNNCaG7zs2oY8Hqbxd8y8wGURBFyjtd4M6V52YF6kFzxds8YCgVAZmWYKaMNaCYHxl9ucEb+bXu1Gdw50z7wAVL2/fKXzfcnyG+o+hTUGJDTqsThyLNkSBBwuWOQWfLOV6WI38fa+inNzVBidJ9lDciwUh/d0sUJoPKFQ7kMQaoQWCD5fJBlN+oBShTr2yjZlvd6UQoRYLJU2ilY0EoT+Wnvfz8F/h/60Ox+r5FZwOMTqc+uz6UvpXvCu4e1eyleEIT2o48GTjwReOaZ2f3wy9S+cv9X8KFbPoS3Xf+2l/R35wwW/OAHP4CXKeStWbMGl156KX784x+jubkZF1100QE/wJe93X+/+djKiWKdD+p+AL0khCMlGZ07PSZeK5WC8HTQ686aDiVNC1fZ5RbihsChzyyQJAlaL22exYVAILBavKaygNXLFl3rdZood0MLUyTtKpjBV32EssXVKDBc6gMAuPP2jLIykRG/B2A691RV4Ril35JLKnY/ODDtuDmzgDM4rGBBYNwMyhfWKCAtFgE9RUFD3Q9ISqugKAZLZUQMOqaMFEYoBHQGO5GsAZmjzO8dr3ei2fQz5mTZShbbk3RtJEiYKk3tNTiuB00lSkMC/N001vx+IKXTQbh2EAhTCwNjycWIxYCK2xQ/1JjWRMXrhNMpIe+kwVefmoKWJHCr7PbgrW8lzQMAkFI5GFM03uNGGwMLaKP1lWtY4iO9iWoT4GihGxjRs0ilgBrTOlDDQI1hHV0w2yfWdtppfyfA3rIvzUCpTGZeDTJmbYWa6dypmjrttfnqJ3z1/q/izX95M+p6fd9vthhXPF8cJSrTVHGKpgTXK8j2wijReNjfwDfOxLg8aicBl+VXKLPAUobANSBeiZZOv/yp6ek0gAUkjFrp+wf++Pwf/7kH9E+0ZG5msCCbBSDXgfM+Ag0Epnz30e+irB7C0c3BsGoVco3W54lKF9QYMeK6HCOIGjTni26P8LNc7k5RqgAAZb8DsZgpFKt0kA/gSNVE5yC5yXTgdCb82+YeJ7CAlWGmpXY4Ooix6yseyunoQ89GLQl9SbLs9boO3HADPf692QVIS9CeVfK4oLOuBjE9iSgIRFADQFNTCArzU7xl2tMDdZpLns4Wm/5EYSRDD3hbajY+wvXcIc4sYCCql4JyLUDJTHknJYXSnhCkDvLJF1To2ugK4Aia+gaKglmbjzEXuHvO4xN54Urb+7QlTDA0TAmzmIPWrN27Qfd0jLEj77wTAF6x3Ym4FtYjg4/s450H1uYMFgwPD2PJEmrBdsstt+Ad73gHPv7xj+OHP/whHnvssQN+gC930x5/QDw2Jk2avGahbjvb6HpKKRr8epo2o5pXASDB09YLg4njh1I0YUsOz8sKLACA0rmrkTsMmHxb0KbMrwbpRLxlCmYMJiBU9wL5cguMGCGW7oK5wtbHqASgFHAhrTDqV9FSM2AYcMQZfWkpbfS8naGwoSFImrmg/OWr08XXOLOAX2srWBCaMoPSjvxm8bqWogVU8wEORxMURlF0VTU0VylAThkxBIMkVjZUAkYtdC2ptRevetW0Q5mVcYp9m78NK5opS7xhcsMe359beRQqbUClFej/KBBsYSUvfiCu0obAWQW1ZmBqqpuYBW42wDJJ6EkGYLld6OkB8goNuHoihdIobZQFlxfnnguMq0xdN1kA4nS/cm4CR5TWPgCAs6pjpf9FAEAl4obMyhOCWhGpFKBP0RyoBhyoMlBlmX+zKEMwhu338Vi3XaU+U8ngjjvonh4sfNMwDFsZQrZqjr01w2sQ+mEI/3Pf/8z00b1aWS3j4icuxh077rAxSGZj+Spd70VRclynSlNEguF6BdleaLkDwwDIsBapbr2JwIJXKLPAWobwSjs3q516KlHTn3rqn30k87d0GkDV1Gh5fnzP6+IrxcpqeUanOVO0gwXlehmqptI1CowDHvJF2n1dGMuP4doXrn2pDvnQMGvCotgFPUZZzTZ5Aq0Otqc5TSFihyMKNWJ2MCr4PLaOUI4O8gEkzYAzwcCCqFmXqYfIKWt2xlEoAI4cZXezcifcXQSWuyvavwu052DWLkiGYdGbesQMsmorTEqnkaS1vOD2QWYOX1TLosPDGQcOtLfLUFoIvHHWdLhQhZ9F/u72Djhdpv5EdZL8IilNPh8X4g7Wi1BV6up0KJpcoTEm+elE9ADVCbj66TySSgy+RcR26cjRnqf5AaerqfGrZmWcBd3Y2t2xcLX9uFawjBoTBg0btEbt2gUbMlQzskiUElj0y0Xz8rEOdWvxt8z4/FPDB3dznjNYEAgEkGT94e69916cccYZAACPx4PyocyteQls2uQ3DOBBEyzQxk1VdDVJjzW/DKWVnHc5TZGpnqHNqOomtDkUaRELUHOBKHBFxW8rQ2ikrR9qZQgAoKw6FusuA9Q3niA0MACgHiKHxcPGj5ZkAkIBQNejkCK0MLlKZiZV5z2QnX5U/KxMo2iJ5HM5yKwNjr5yKQDz+orv2G7vluDY8vi0Y1ZzZVyO/8SFzqsBNIAFllaPTQnKzhaLEJn2qldGKOSAu3kJdJZkaMuyBVdrRjDIMswAHrHIfXzwi4vmhMxajdcxNfuasbiJMsiDmT2XB8mtfXjqOuCp64Gh9wMhS+vEyapdyrYYcaBS8SMWA8puGlRyLg2DIedFlw+xGFB0Ml2CVBpVBhaUfEG0tQElH6PpZSpw8LrZFsaciZktqlZJBBaosRAkLrpYKyGZBOQ0az/p9wjF3KX+raZAzgT1qOYAW5fLHsSNZ9J485sBVQV+8Yu9XMz9sGQ5KTpSAARQcLt5680wYOD/1vwfdqZ2zul7rd0EGtkK+zKePeRgQaKUYOKGJrOgzsCC/WUA5Gv0W24jTGsT1yzYT+HEQ81eSmZBrQZAN7fsl6qW3DCEEDZuucX+2gMPAD/84T4ov3swTQNuv13Izxx0S6cBuM1Sth1Th0aXkoNlA5kBNP+kGRfeeuG013Il5qsVTCciX8uz9YCVcaX7cG73RwAAT4+88muBraazPa3uA3LFGLiz1aIn0SLRaxk5LLKikiRBrjnE5184qtcGFriCvcQitZgSMxMmeoi+KKYkUMzrcLBuWDmlG/7uxWJfrI69stbPg2mNLZN5W2vjuuvEc3rKTODpCbqveUcArk66N2G1gHY3rfFltwvt7YAz1ivuRzMS8LDgWm7uhqIEoTLfW02Qn6JkM/S9bcS399ezQGgY1eqBOc8DbVKF/GzJRz6eHnTbXp9EG7wLCcByaLTw1wOALE8X356N8fiENdwTZQne5sNQY9iuIQGulSfTH6xExFcn9GfDBsDYulV8X2X343h65GkMZAZw05ab5nVMh7K1+s0ssZVdeseOO2Z6+wGzOYMFb3jDG3DhhRfiwgsvxPbt23HOOecAADZt2oS+vr4DfXwvK3v/+xue2LlTUOEBQBs3AwM9Q6ijFnBCbqFgWM4QQqmnyeksOwnRC4XColVdp0qfy0sBG7NAltGgoG8+bgQL2tvxT7GWlnfA51uJjo6P2Z7XIyzYL9HqWU9wUTwZbrcTTt6HWDUEsq6naZHPS0HoUQpAPQVz9TVYmll3As4F1AVAztjBrPq2Z21/nx5dY/vbMICv5r+G/8Rv8L3hCwBYwIJ6HYGpjHhvMJ6GgjqVIXCwx+NEJMIoigx0DTIqYVxtQyhkUsMfcAFj5wCTZwCxw81OEXM1DhY0eZvQE6Lr0ihsZ7Xm5hOQTrcgm43B7f4KHA4qLwiFgOFan+29GR/rL9wElFmHCqWQhcG6VBQUAgsKTnaymRyMSdb+kOlSuBil0plV4crS/fL20sbjdLdBZWN1eZ2VUnTGIDPRIG+liqkpwJFjmgUBH/QmOqYuz7AAC7yJAQBm+UmLbNcOuPluezlKoy7FXG17cjsWXLIA333ku+K50Zxd1ChbMTNVbsXcfK2fmY2tHTfbf1rZCrMxPtaszAJbJ4TsggPGAMirdGweKfzKZha8hN0QbrsNEKjjS/B73IYty0cjKH3GGcDXvgb8bh5l7TfcAJx7LnDSSft3fLO1ZFoFnOYeMJAdeGl++J9kf3nxLyipJfxh/R+msQtyvJd6NQyoBLjmq/mG9aAXHTLtnS/GX3ypDvuQMC3Fuvj4gWIxDKWTfJAmNYOOGu3vE267tlD6NYQOjLwNWNe10lZK6HK1CR+Am6OpWzw2wvRFTXIKWjon6sCzch8iTe1Ckb4w+sotdTrQtmtbHYdhMwB7W+v6NpOR50qZ9Qn1OPkqWTkE3wJKYATKZbQ4yNcsurxoawMcrhbUIvT5BUo/XBUKmB0tvZAkGXU/ZXrkLNPtYT0Bp1hXM2/BAE774SGrWyBV7WCBEfDaXh83uuFfYhf01AKKLQE4F+PxCdNuF3GM270AVRbjVNoAXxMxC6QITSwfK4166CEg85TpuzvG8yLZ8VKLAL4UFnSZAd1IzkxYztUfnKvNGSz49a9/jZNOOglTU1O46aabEItRxmjt2rV473vfe8AP8OVkd91lz7AYG+0brJVZwAEBPeCE0srEb1gtm5GjAV5y0iQNhxXUg7QANRcp0MlJIRtYAAALLXog1k3M6aR/3E4+eY4ndoAsEDgKr3rVJrS22pW8jSgtzK5iHTAM6ClywCseB/x+wNfWZb6ZiQgYWXYd5CCUNjpxV0kDb25b5+wEP+DpWg3AvL7ctO1EQy0z8KStbg+qy/E8Po9LxN8OqCZYMDwMRTOgOwHNDciagYXot4EFFacLkQigKEHUmuwL6WStE8GgSQ1fmwG2fwnY8nXA5Z4/mjMTWGBdUBrtlFNasXPnJJqa4jjppB+K5yMRYKi8CEUL4yHupDZRHg9QcZPn4ywUxC6ck0MIh4GSmxZzJVeEkqH7VGWCOE1Lie0g6RDtiFoPJ+aHwxFGnek3LigQO8PR0w6lme6/p6wikQDcBdZyNBgSPY9bnBOiDCHAyngKC+maB2osA8+y2/HHduOPuABLQKmHF/fTDz7vuvMwlB3Ctx7+lnhuNG8HC6zMgnTFBCvu330/5mLrxk39BSsAMRvjzIIFYbqp6TIJRvIWh161Z95B/f978P/hy/eZYlEFDhbIIZtmQaqcOqTU1eeq+9BoVj2Qg90N4U9/rQEOExAdy4/t5d0HzjZuNB8nLMPCGn/ebe/+Oiu79176f/ful4aSmyjkbH+PFgZesXWtABD1mEX0VgaTYQDFGtvIVB9QpUU3V81NAwua6kcAADZNbYKmH6K86YNgnB1Y88kAZLh7ac0MlktoLdMkGFa6bH7W5IXteOYPwM7PAHfd9REbs8CAA2rUZB5UY4DDazpwBqvDjiANKcOo3W6grrTD7Y4KZmlx9N8i4rO10+76GjbjcHwEfwBgggXalHkN5bohKAd6MgMAyDujcPWSn+IpqGiTWWLKQWxehyMMlU2to30m8OBopjGiMtq+woQRHXlKVkwEWFKkAriMyiGrWyCXaZ5LPsYQDQVsr8elhXB2rhDMTQDQQq55/15jGUKI+YC/fPa3KLSyFt09gM9HAIUcpYnlLFZx4olMruBh8z7IYwnBYMxUMq+4dcuqhbUrZbaHn6s/OFebM1gQiURw6aWX4h//+Afe+MY3iue/853v4Otf//oBPbiXo4k2HgCqcXurPj1uBm0Go6MbAQ+UVlpElKoBlMtAhl4rKl4oCgVnOpuMPiaqkjXCtjIEAHj9683HAfv85jE0AODII+d2ToVaAe+96b24cfONc/vgLE1qokVW1gHk8zDSXBTPDb8fCDe3QGOlExqjB0o5CrLzCCLQs8hcuNiOoGdos9f8EpxttMg4ChpQtwQHrPUhE4BHuG7PONf/drPt7zZMCrBA30UlDJV2CPRzgdKPUgki015yehGJEEWxHrOjs2PlLlGGAACTVeC6ER8WLPgmXK6GGzsHs4EF4X0zC2QZ+O//lnDaafalIBIBEolOpI6xHLPUgSaWHakypWdnsQgpwWvZmuDzARXmBDnyZbgZqq6GCQBZvLJbZEkA0qVYfhQT+JQk1MOEanlYgC91dENpptcdqoHcZBmeEv1ePRylAwUQkTJCjDLAAIpMN+8iwjaLJI2D7+9+GBfgauwA/b1hP0qXE6UEtia2Tnu+MZCzor5W4GCqNDWngGW+zALDMJCr0AWK7+gDQGMlmTSAADk1YaVdACpzAQvS5TS+/9j38eMnf4zJAsvCaHTffTJnFtD3aoZ20De12drn7/48mn/cjP70/OnojZoFBzP4HJiwr0/W3z6YZgULxi0/aW0ru3X6FNinWYmI1t84WJbiYIGuALqMql7BZHFy7x96GRtnEgH2Djn5PKBJtJE5sXewwF1YAo/Dg5Jaeslazh4KpjMh6arHiWAQcHSSrpSvUEWMtXDeUlplAwtau96LwgIJl13+f3jmmbMFWPCzNT9D5EcRVCNmxia/HFAUS2ejaAQAEDJycJdov64HAUmKQpJkpl8FVCZfmjn/SrBzt/4EAPAbfAKApUtiys40NMYJ2JfSNF+K7mY42pdCd1CToIUVAhcKDgK+JUlCvYnYgavdtB/X/YDDTTe8HiBn1VUiX9WVJ1RgONAl/NRo0X3IggVSlbVCDDCwoDlie31KWQZ3YAFUU/4F5cP23aVrT9bIfA6Hgdu3344v3vtFTLbQflpdHIEs0zWXo6wNab6G8TefABx+Axy7zJJix3jOVkZpTc68Esy6rlvX5FwtN9PbD5jNGSwAgEwmg3vvvRd/+tOfcM0114h/1177LyaCM810m9OjJhqc0EkzC8Uz40bQB2fTAuisRt1IJGCwzSgvB6m9ngRoYXuwmdab0NNj/3omHwFgOl2Um9dLrX7mYvfsvAfXbbxuzpTp2Zor3CXaDhnJKegMWS86qYdxNBoUASYHAThYkDEiaO9qF2UaWpyBBAxw0PwKHC195o9ZOyLECcocjlBw66tUbBmu6i57ynmBY7cAC2qT5B1XgjIqbJ1cdsr3kC9XBdhTcPh4LAu92b4ijpV7bWUIAHDNoIGFC7+zp8s0o2UrWVtLPCtY0B0imuNwds9gwZ4sEgEKhShebF8qnhvWFoARiVDz0TVzliqQ4zReJyWiZVa9pHXgKFThYT2ltSYarEccEbNtMmoEWLLETMFoEXt9nNy1CI4mU8tAjafgY32N9UgMiBDEH9ZzYLgEPEwIs9BBKJC7QJnsd72ewIFliklNOw2P4oXpupaztj+/8Gfb31w1vLEMwQoQWB/X9brt771ZtV7Fxri5wMwl6C7Xy9BBg/uiD7MMiK4inilS73kAMXfrHpkFTww9IZgJjTaYNTM1A5kBAEBJo2MLOBhYoLnhNAjBPFQ6Ivzi6V8gW83i/z30/+b1+bJatgE2Va1qQ/0PtGVrdqfnpWIWrLj26/gtPgbAEILTgEkbBYDt2yGYPbM1a/nPo4/uzxHOzjJlGr9SuRnIE1tpf4CiQ9141xcAeHbMLLmbnATgpHU55Ns7WJBJK1jZQqrk1lKExwYfw3tufM9LNgZfauPtq8tON8JhwNlFe4msAS6V9pMXM8eK/RAAenu/hE99Kom//e2LACDAgm89/C0UagWMe03eeXllFLJsOmISq8MOakX4Vbr+NZ8Mr5eSRFUvAQ3q1L/Bgrmag+17XLNAybBSVobdqEMkgKxkCUQoe9vg9vaITkt9BdrLS+6I+E6tmRzsVQ7aj9UQMQ4AQA+Ss+qp0h7qLFDiY8gVEH5qu3PMDhZs3gxceun8xF8OsMlVCtAlXwQAUHmtvSw2pSyH09liK6spH9+N+VpjYjMUAr5wzxcAAA+cAQy/A8hecJx5fE2UBFIKGgbVZ4B3vhutadPfcmRU5FLm5vRKK0XgbGQA2JU+hJkFt912G3p7e3H22WfjM5/5DP7rv/7L9u9f2bowaqM0G5mGQRq30FTzGXpP0A+nq0XQr7X4IKQsOTV5KShQNyNij/6lSDNWrbI9hVe/2vJTexCNOuKI2ZyJ3TileiBzcGibHk+TWETr8QHRDSHv8MPnAyIRGaqXhmotwRYB1vopY0TQ2xtGjX9+kiaPkWVlHn4nnN52IS6kTZnOjZShSbeldjgAwF2qo5A3z09rUJtfHtwkwIJ6gqPNfuTZYtfV8TjGotcLsKcgBwRYYLSalFBdASby3TZmAUAB3VwoU4Zh4OjfHI0lv1wiFsQ9aRbM9b7x4/5H5p3iuaHyQsEsqAdYO8tSDcoUXcdhdQH8fqAeJEfcWVDhztPGrLT1AQAWL3ag4jfVG6tBBU5LjYwetY9zpXs5nK6YoGE6CyPwVuiaSc2tkFiLo2C9SGBBrQYnqyGsdh1Lx8gSCUd2EfDR0myqVH5O+iWe3TIugty5mjV4B8wa9sZg27qQNyLdsxXGG8mN2GjzswUZAPsGo+Va4VLICZ3IJQRY0OJrmxEsuGn9vTj1j6di9S9Pm/G7h7JD4jG/jmWDztfvCAng0q3NnbXwUth87z3PSrsVNzwOyiYdqHPbMrUF5113nq3sJF+37ydWvYSDZvE43rLxB/gYfo/F2GVjFlgf6zow12ZI1k7CL0UjpSwDu1x6GEgTm2++9/7lYNZ1xsossIIFPsfewYJkEjiyjekWTJrOzcVPXIzrN12Pq9dffXBP4p9kRpolLFwehEKAK9CLqgUYqMaAgYnDwHTwUKgVMJgZhM9n7vPNzdTtiO/xKUtQZBxj6ZUMQIrSuhtQSwjUyN+qeJ1i7awyVWouvPhv24c1+DsK6sQssPgHXNNIGyV9JCdjANQCnXA4Iqi2kM/Zwvy5ijeGar2KN/7pjRh00VqyUiY/sB5QIEn0fiNMN9pXTQG1Ghxl+r1+jyo0mXrc46ZmQa0GHH448NnPAnccXJG6fZphQKnQtZP9Efr/KHtrrrpE2gwyTLBLOf3sef9kI7MgFDLZsGu9wK5PA94VrxGvO1h3NLkOeOqAsw5Ec3a2iDRqsrhfcWBBbWawYC7+4HxszmDBF7/4RXzkIx9BPp9HJpNBOp0W/1KpV9ZNmasdrrxop1PmMgAg2rtJiYzlNVZ7HwpCUbxQQ8RP0uIDAKtxyhhhUb9jROw0n8NOaEajnoh10rHulsI46+Ab35jDCTHjdNd8LT/jgLx2w7V4dHD+qSGv14mqn4aiNjUEMBp5XqZAIxwGqh5amIoT5KBLrA9xqt6MBQskgbxXJ1jf1yyrQwu6Icshkc2uT5qZJK5h8GL5aABUBpEfNbOncsK+MS9pelqABQbTnCg4fcizDb29DJSVSQH25BC0gAVmfWK5GygUm4hZYAniAKCoNlDkDAOfuuNT+NK9X5p23bYlt6E/0498LY8NE8SlT1WmMwsq9cqcs7leL6nSPrz2rdh+ETD8TuAp7SSRSdFD5CU5i3U4ErTr9ZeXwOcDdFb+4KgacLKOFO5uqgGUZaASNNtxVC2PAUBvNmkHhgS4eg6HovigBmmwx+Qh+MqMQtvWAYn1qvarZeRygMHWIEMCpL7jAQCKCrhVYFmMtbDMmuj9kZHnsO7ok7H6itXzUuq3LtaAme1tpITtqQwBgI0ZsjdrHBtzKUPIshIEVIOAISPM2hyNlncBCgEQ7cFWoS1gDXq/dg2V4/SXXrC1g+Rm7bbBWQYVBhYEnWGROXDVWaeFQ6AjglU3YT7MG8Ccu2FPGM0+OrcD1RHhrD+dhVu33Yq3Xf828VxRt++vL0VWV3/c7BDT59iNsTHTD7cyC4C5lxJYmQhPH2Sx/XodqIHmpEcOAZk+AEB/ph937rgT7/zKvTjiCLsmw8vdrE7yuvF1AjC2gQUu717BglQKWNVCWYlNU2ZZ5ZYpysZunHoJ6kf+CWaIUlA/MQucMWQsyZlyq4RkslOABa+7+nXo+0UfvN0UeHq9xO7k+zIAZCy6UY4TLDRQAFKUwHdvrYJQnfytoscjui1UvIxZmv3nr50vC2uYyMuwHakUMXcBwJCBdDv5HpUBonI7C4xxEOmmUoM2e+KiGmjF2vG1uGfXPRjz0p4ZGk+zz5iMSImJLgfqGahx0x/p98ZRYXthp2PKZBZcdZX4bH2jXXT7JTdLiwbZz/SgWt+O1PHmW1wu8hE8Q2ZiK9J37rx/spFZEAjVUanTxblxBLiv+AZ0d39RvO6IdAmmabQCxBjoYshAibGtAxMm0+AVBxZYYgar73LICRyOjo7ic5/7HHx8Ffu3CTs+/KRdLI3xooudFOgoCfMmcxo9QiEMDgJqkDJ9WnwIEkPJMnrUBABYTRu3Y147swje1q3AL38JfPCD9udvugl49lngzW+e+3mNFUyntDETszG+ER+85YM4/arT58068HqBMqPb6YkRSBm6bhlQ2zWHA6i6aKetMcqExDofFJVmRCJAifVbKU/QsRpsU637vXjtayWUvQQ2PHQTc4QMA0qOFvxN6dWiDKI4ZKbLHKkMAKKYAUDfkqtFyymeeSg4fMiyPaWlAlSREUBQBhHeEhb6KgpUq83A+i95oKpuEjis2cGCRhrzpqlNuPy5y/HTNT+dJqB27657xWMegFqZBW6HW7RZmW8pwo4dx2DsLcCuTwG7dh8lmAWImICAUqLAa2fhMPj9gBK118foDiDSu0j8PfVm83VHk30dKZ1pobxJgMtHlHktRPev0zsCb5nuvaerW9SveatV5HKANsWELYNAoPsoUSPYoipYEKHv8uTMQLHZOQk9PIBsNYvHhqanNy+6+yIsv3T5HjPGvGZMZlkFHsCJQNJNA8AmcMjowTwbPWuwoDZ/sKB/nIEXVVpQXHW6kRN1cvr9chStMZcIHIpqUQTUyUFzrXmw/8Fp3z1TGUKVBWYhtwkWKLVDh1lgZXqM5cfmJXTIwRu/048WH3GOD9S58cwKv7aGAVSklx4sKN//D/H4yJW/R+W/mnDPlicATAcLLK2uZ2VWZkHyIMRAVkCoXAbgYWwXJQRkKK34y6d/iXP+cg5udL0ZG3em8ctf0j08+cqT8YPHfnDgD+olNCuzoKgWUdNqwEMP4cz/XISzmTMdcNmZBalCHvCyz+V6kEqZ3VM4g6islsU8b2RWvSzt+eeBY4+1q3QyJCsvBxAOA/HiFHYuN19OhwMwDBmdnTReeJlHtZv2ZF6CwBkdx3Ueh7JFNyqw5A22Q8j7aC/w1soIaSwR4fBZmAW0iMq5f4MFszF9wN6S+CTP40gmyb8GqNXfhEQATXn3MFCvw1mk9UJmGkl6e9T2HbnOZcK/mmB7Gu9aoVvKhB2xCAAgZOSR6R8VvzeE3Six+9kh5QRYoP/EXGfyA8/M95QPiBkl0/+UA+QjuFyt2PXVKAqLgF2fAMJhcqom30LnPHUqEAweO7ffMQy858b34MP/+DACAXvc4A6aPrFqAC/k3FAUM6mkOCKCKdyuAj3sOqohoNrOhOAtLO5XElhQ1+so181yJmu8kKscYpoFZ511Fp577rl9v/Ff0I50r8fWbbrQ0JOyNOinwhEAgJIyi5QkVsudlyJYuRJIs8mgT41CzvOsecwCFtj77njbZgYLli8nNpPbXvqNUAg47rgZP7JPswppNYIFVqX9+dYiezxA0U3nryXGxXVL6U3mZsleV5lXqbA6sJKzDbIMlF20cKlTzFlnvW0nij48+ihQ9tAFmdrKPNpiUajxb4sfKQCByph5fk5WplCgpDi6CkBaYw56mr4/p/iQYvtEUxGoyVlIeZrMab1JMAtw+ql49g/A09cA12+nvtdev4mgcmsEC54dNZHmRiG9+3bfJx5zSrQVLAAwq/aJe7JIBDAMGcAw7r9/I1KpDsEsaAQENA8wmFwCvx8IhFtsPaXVMNDWbjIr3O8/HZu+CRQWAbm32ykwjlNNJ0rSLXWAYbp/7c4xeEo0wQK9C6Cwtoqeiop8HqhPUvBeC0iIxnqgMSxihSNK6uAG4LWsqbxHMkB1uFZLlVO45OlLsD25HTdtnt6vt6bVxHU9tfdUABZmAaM8c5HJmZgFy2Pkfc5WRX8as2AONWq7hjizgAa6VqTxkVIILIi62ggIqpr0pJLK1iiL8OdMvXxnAgtqEh1byB0SYIFcYcyCQ0CzwBrUa4aG7cntc/4OPlcDroDJLDgAHRGspUhc0b5UAgwPc3oYAnbAaIfFIupvPAfaF6azl/CkyRhbuuBvgDeNz9zzcQBmGYKLCWGP7LnpyoxmBQuKxQPbEeFrD3wN0R9FsXlqMwAGFrhpTgacIaD/dZAMxRQ4VFSg+2m88AJw1fqrsGZkDb7+4NdtmeGXmzU6yUW1CONDH0Qw0Y8776N5H/SYYEG2kkNap/XMgzBQDSGVAnrDFDxxsGBnaicM1o5ua2IrVE3Fy9mMd74DWLcOONtCpWaJnqxEHX7Wjq/Fg73my3EnzffOTtJ04hby02TgYAEHEd605E3YelYY+SUUcAUC9jKEO3IknOPOA5E6V98PmP6Pl9ZlRyFjP/if/hRYsYJUq3MHN1h4OZm6c53t79ND9yOVAtQJYpZWgxJSbqKzG2MTMCxaVp72Pnq+0/SxNTdQ6T5WsOJG7RJitvJJXhoZqBeQGxyg4wkASYyhxD4XQ5HWpFoN8k5z/8xtbUBg52h1vS727fmYVmBaajKgeEyWZ+er/hfPXQk8dNxRIgE2+ukObPkqsPUrgCQpM33dHm2iMIHrN12Pq9ZfhYxk141x+O0JtEYA/o8b/gSVXe6VjggWMBdODUnQ2mi/jGXNufBKAgsamcjcB6nUKwQGH0SbM1hwzjnn4L//+7/x7W9/GzfddBNuvfVW279/ZVviXQPtwycilyeEUmLlBENuooM7snWhxs8DynvWRFEq0cYAAEZiAjLLmifrLaIMQYrZ+yQqTORjf0w39FnVyFszWNbAALAPXmt7prmYxwMUnDT7tak4JKZHkNKbBQ2v7KZVVmOLuqNEx11mnQPKLnqjlqLFnOsGTFXpe/Um+l/OkIerM+0D3QlM5rpRZXX09bhZf+3K0D2a6KbPtuaAPEP9JebpZhQfptgxRkuAqmQg5xhYUI8JsCAWOxf+E96H9Tt+i1/96pd0Dj4TGOCZyUaw4OlRk5+7JbFFPK5pNTzU/5D4m6vQTwMLwvtun7gn48eezXZjcJB0HTizwBdsFuU1AFCLAplsG3w+IBz2ohYwa2SqARktLWZrnUWLvo/yuavx3JUAzjzT9ptt7R/Ezk/S4/hrIXr3cuR+gTQgQB5P1yIoMZpbrpKOYl5DaYSc3YrPgaYmD1QWqC5FAFFvFD4VcFjWVHdJ522Y8fiwSbkGgFu3mevZTFncoewQdEOH1+HFMe3H2N7HGSMcrOGBXbVeFcgwL4uYLbOg0QmwBov7akcomAVc3KNMN7LgoTHV4m0jIKjuAef48bFYswhCWtksAPmndzxuzhm+PtQUmh9hj8kskGYocTjYVlbLMzoLjYDF+on1c/5uzvTwu/xo8R84ZoEVuIh4IgBYHOBhDm2GGDKNrKS92d6Ut2uf+yIc99wJ5ec/tQtsVSrwbjbvbR/Hm1TawyYmADcqeOMRBMDukVmwhx8XYIGjDChVW3eF/bUfPv5D5Ko5XHDLBQDsYIHfGQIGX423jm7Dl0/5MtwSW8C71+CRR4B7d5kg7JfumwFAeZmYVeAQoPFqJOzBSNDrE2tCopCD4aXxG2Pte61gwXhhHNV61QZa17QadqR2HLRzeClM2jW9y4OUo7UvbVC54NqxtbjdAoCX83TNOjuBO3feKZ6XA7SuNLO9kWuOHNd5HIptr8La3wE73hMSyu7cHizthu6gUsgFJVpDM1JE7Lc1bwQA4ChZJkk2C3zpS8C2bcCLL8JYswb/NrL6bjvjZYVrM1IpoDjMyuR8TmgtBBY4EiloU6wDhR/oXURjP9lkIgLFhYAveKzYS4YawALe+hIA5CbaCwJqGZUR8/eqKKDAEuRRvYpSWYcxZd/7PckZwObNm4EvfMHsLbgXO+tPZ6Hn5z3zDpD1An1OcwOybGbzOzs/iSefvBnf+MbNIiZZdtyfUXzbsTjy1Cfn/DvW/Xdryf55q18M2PdUwzDwg8d+gBpbsk8LLUMPq5yoBF2QQhEAQLBillO8osCChj2fJ5AOtl4BMA+w4GMf+xiGh4fx3e9+F+985ztx/vnni39vfetbD8YxvmwslqsDXc9ihGW/ZVZXv11bRjXUhlkzxQGBXVO0q6RcEfqSiUnIBXLGErVWwSyQ2rvE7xQWA47o/NVHAZp0J115Eo64/Ih9ZgasQlqNzAJrje6O5PycBq8XyLI2QnoiIa7blNpqIusu9iCXBlRViLCoXgJNym4WkTBGAS/zyCEEpxNwttLr7uIUdB2os167ahAoFKOo+GnzNhIsA69pcLEyha0dtDLFMkDBYGUQWSZaJPsRZxtHqAjAnYWc52BPswi4nc4mrFz5Z7zlLR8DQAGwK0Df4ZSdIrhvBAueGTVpaVYnbTg7bMs075NZMI8yhChj4WUyJk2YMwsCAQ+yC0yBm3LYCV1XWPcKIN9iFmiW/G5YNAzhdMZwzDFP46ijHkJv71dsv+lwBFH8+JnY8H/A7otMZFtvoomwTCNASnMBzlA37k6ZdT8hZJEfpGC9xOo96wFa4voMD8LuMNpNBhcAKtf3seG/bnydjepvbRVqBWq48RKERdFF6ArR/JzGLGDXn7MA+KIuQcLiKFFWZlvnvqcyhEKtgL5L+nDMb47ZY9A7Eqf5INVonhklGh/VEJ1XW4CBBZCgaDRX8tU8YZtec7MdyY3Yyo2eegoou+zMAsMwUGdgQdQbFnNYL9DgmWnzHsuP4cxrz8RvnvvNvi7DnOyMa8/Aol8smgb2NAb12xLbMFezMQu8+6dZUCoBp5wCnHcesG78+WnHmc/DvA9ZBhZUZxdd33MP6dlceukMLw4Pw/UH85pXLO0Zja1bIKsmeNDJgvuaSmjd+DhwM96Km9f14j9w7czMgj/+kYpSr7lm2ku5jI73Oa9A98c6gP84G5nMgRfP5TRwK1gQctG6IqUX4+IzLsbrDWqxhu6nkCkV8HD/w+Lz9+++3ybg+XKyRiHVolpELWSW23TkgLClG0IynwO8tNDHfIx5lAKafc2iZGo0PzqN4TabUoSnR57Gtx761jQm3aFqvBQ0rTWhqYmYBS/kSZldcwGPHkHMgPZ2w8Ys8MVojq6kBhJi3VkUXYSF7W/BZ58Hfjdup2xnKhncOficAN8XZMnfSiEq9uA6p4RbaOLaqD1xU95tB7sPlo3lx/YJTh8MS5aS+MVTv5gVIKvtJl+0wrpQt0pxpFJAZYR1NvB6oHRTKZInncPUtgEAxEh81at8GM4O44+JR8T3TbaFsGRJSOxdu+1SS0Czyfw19SeqqI/Tolj0uWFAF2BBuAqkS1nUx+1AlTeZmXYu+ve+Dfz859B/e8Xez1nX8GD/g0iVU7h5y817fe+eTC8yDQYPhGAjQEmbLVvOx8TEQsEsCIVOwHHHPYdw+KQ5/471Hm5IPWF7TfHtmVnw7Niz6M/0o8J8igWGH51sSSn5fECI/MRA1RyfVn9jsjCJ1Vesxidv/+R+MTD+WbYnZsEhCRbour7Hf9qB5BG+DM3Hxt4ga9vB6+oHsktNtf9xEkSTixShJFVCIScVYg4Yo5NQCnQd49V2swzhpBOx+6PA1v8B1v8mCMUR2a9jTZQSeGb0GWxJbNnrZl+pV2yTrREssGZF58sscDoJRQcApNJQcpT6jdfaLWUIFMBI+ZxgDQCA5qcgreSkFUxmopKSRSRy4ULA0UbfH9UTGB1lQooAaj4FgYCMio8ifilNG7WRTEJi682TzXSvQmmgJDGwgLEfkrIPEyxJECgA8GQhF8khi1fbzTIEZn19wF//Clx2GeCP0sQPuoMIuOj8rGBBSS3hhUmzr581YG1EGCeLkyirZeGMcbBAtE+cZxkCQGABr0/mOo3BIDAYMWl6+QDdKL+fPrd7qcmEKfqm9/GUZRei0dfYatG4rTz8Onje/AmsOM2sl9a6yZNaWiDKmhqiPtW/euHP0NhXtC+8DZUxOtCi2wdJAmqMMdKje+BUnFih05urzSKBjpYKEJBjqOt1QRutaTVbmQenM1vNChZ0Bgm0atQsaCxD4It62BNGG+soMVeBQ/5bHIDYGN+I4dwwnp94Hq+/5vUztjgcTdBzEUZn1Qo0Pgw/Xa/OUJu437JqjsWhIdjAAlVXbd8/OFoBAmav+pJawmRxErpC8yPiM8sQ6oWI7RpY7ZdP/xL37b4P/3nHf+Lna34+q+uxL9N0DU8OP4lsNYsrnrM7Wo0ii/MJ8q1ggZVZoOkavv3wt/G3TX+b9Xf9/OfAGU9+BwtvvQQPb7N0QKjlUVbLdrCAMQtyldmBBR/5CBHaPvvZ6a9pD99j+3tq04B4XB2z9xRtZbFnoj6AmlbDxARwNu6GbOi4Fh9E98RzUK24czpNP65pyP/v96f99mcT38Kf1U/iujuywMKHsHbkwNS/W+mYBgyM5kbtYIGbgmPeurG8nTm73U8Di+6DatSwMLIQp/ScAgC4c4eZOX65mKZrYp45ZUJqi9UCnFmT8fXqcSBiAQvSpbwYY81+EyyQJMkGOm9LErDGdVqsXRL2ZCdeeSK+++h3cc2G6aDRfPRC5mtltYzzrjsPP33yp/REo8/KgFCesEjWm9HRQWBBRQcevQB47C7g1s0fQDgMSK6yLUsa607iqaeA73+f7gH3nVr8LTi6/WhszAHPTdpFcR8eeBhlTUOBgQVh/ttas2AWaAECWl0lM8Cpj9kBbG10fv7XXOyK565A18+68IunfnHQf8tqqqbi8MsOx+fv+Tx+8sRP9vl+Y4j8ndQiGvvBahHJJFBn7cuLngD8S6g7kjdbwcA6en/N70AoRL7sNoucknb4Ypx+uhl4xhtU+apnHC0ey03UOtpTVgGmoZT1kA+UY75KqErZ9UI/gRoaI1760uVpnRxqLzwMAKisu32v5yxKqjB/hptRygAAdPf00JAzwcLhaS/N2azH99ykHSyQ3LSvdQToOmYqGZHQvH7j9QCAeoDua3vdKRJAWWcQCHCwwPw+a/zy6OCj2DC5AVesvQJvv+Ht+38iB9hy1dxeBaC57xV00XlW6hXbWn8wbc5ggdUqe+M2/guaq0R11sMs4FSYuup4qRtVluGsTzFBNMEeaMMJJwBZPzmAGExCYX1OJ8udAiwIRU9F/rNnwrjgA1h9whO2Hr3zMWu2ZG/1uhMFO22xsQzBWqM7XzqiJAFpmTZDKZWFI0ULw2it1yLwQyuUUiygniR0WHMDLj/tsGXWA9eRZ231WDCf1aPUGYLtuhEji507AZ19R9nrRCQCVLy0+CtZWnDrY7ShqyHgUV8GAOApAAB9TrAfFC9GGFjgLQDwZATYk6x3wNtAVwOA97wH+OQnzYA/4ArAz5gT1uzx+on10AzTmbFmdBoRxsnCpFgUFUkRi8n+ahYA5PPzrGE3I7QEAsBGxZSHzjC6tM9HzII78CbxWk2Zmxiq0xnF8uVXIBI53Xyytw8A0JqmHava6oQkSRgrJEX9WveqP0BL0Hgsuen8q35yjttUmn8rGLJQiyqijVFXthmdIEEPDoaN5cdsQcf25PZpTu3ewIJGZgFfzHm2L+KJCPHJuZYh8N/i32n9fKqcmhH8izMdkBbGIVSzdg2UnmiboBeiZoIFO3bApL8zs270m0fZuKr50Oymzd0KcMV8ZhlCLRe1HTc33dDx141/FX//72P/O+3452PWzGpjt5ZGZ2o+YIFV4NDaDeF3636H7zzyHbzrxnfN7jjTwF8vHsR38G38DF/Ai9vtdfJTpSk7WJCbWxmCvJddvjT6lP1Ytpt7gZZgYmBsDYuwn9ehoT/dj+S4vUbyreE/44IbPyH0PfQf/1C8lvfYr7eqAl+p030+hW1F/9j1VxwI2zw4afv7rp132cCCiJcGOi97GHzmCKDmJwHEk/8PAPCmpW/COUvPATCzTsfBsgOVsbVqpHQGaNGuxscEIw8AzpoCokETLMiUc2KMtQZpfahUiPVi1S3g+9CruqilWqNP0GhWANyqfwQAn77j02j9SSt2pXY1fmxeNpIbwbce+tYeg6X7d9+PW7fdii/d9yU8OfwkjEH7sRtcE4m1/E2orfC3TIkyvs9sAL7y93dh7do3oLMT04DZVCWJE04gtmSqnBLaDk3eJixpIn2e4ewwqnUzmuHdZNL2JRkjRo9gFiBCwLK7bH6O+yjCxuZeajgX0w0dn7yDagS/9fC3DupvNdpPnvyJCIatID4AbNoEvPvdwMCA+ZwySuv5rnAfAMBfqrJuCMw/8ISw8nVUWukq69j+INM6CpIzl66ksdlSKRI75khIkkmfb281NSfqfsB/rNm1RmGt/VxlDa4UY4kwf6zgocU4WKHvKg/RvS8yXSxH1bCLuRgGnP2Mqbx173PEyh6diQk5G9ML9NszgQVcEkP4Cfth1vm5aWojnMGM+Ntw0sLcG+6FxFi43Le9aQvtLXKYrmekqqOFgQUJRIAgHZzfAhZYwTyr73HPznvmvd5a5++BMk3XsPqK1Vj6q6V7ZALzPb8j2CGeK6rFOelXzdfmDBZomobvfe976OrqQiAQwO7dNMm+8Y1v4MorrzzgB/hyMglApAqMZinANhkCHah4CAnTU9R7ysGUV+OVdixaBCg9tJH4hs2bPlHqEhPT4QjiqKPuwWGHXYNA4Ij9PlYrWDBT1pQbD354FmEas6C0/8wCAMhIFDh5dyUg1wFdAbYXDhOaBXVfBADgKBWhZ8bYc0CQtd4ruwlscBTJgZcKTCRSa8KSJYDUTN8frucYWMAz0B6Ew0DFT2CEK8+6KIyR01wJSdhqkKI/AERB452zHyZlN4YYKuwuAC4lI8CekqNzWntLq3EnKuiamVnAQZzV7asBkFPBA8ZGJ2WyOGkrQeC1/jyzPd9uCAC12uLlchwsCAaBJwpmMJ9kYA8vQ7hx00fFa6HU/i+syuLDbX+rC0IwDAMjuVFUWTDa5hqHzFonFhh4VPLRuI2yuGZBjW6kGnaiztoxduTCcFYoAB/Njdr+XxBeAJ/TB1VXpzm0vG3iwshCgYKP5kehG7q4j5zZ0ViGEPVEBVgw1zIEDhYU1SLqen0a2NBIEwaAJIuMOmIMkW7wTLsibWbnjmoDWGBhFjQeb3+C0ftz3QhL3fbfV70I+JwWsCACYDpY8MTQE7b1KFVOTSvHmY9ZgczHhx63ZRi4s9Lmb5v23tmajVlg6Ybw27W/ndP3PP44cBgouyLDgG94wPZ6vBinwJap+XuqdJ1LdbNjxYsvAhdeCAzPMM39Xh0n4Uk4oDYmrWAk7IF1edCkxeopJrS2kOaJNwd4GHNgc3wbXCn7jx256C78Zftv8Y6/vQPxYhy1R0xRUEfOXuqW2zX9et83ft28O+pY7T8+aQ9Itya2MrCAlcb4TLCgUgF273QAA6+hN/dS/ew5S8/BOcsILHhg9wM2yirXi1k7tna/j9Vqt227DaEfhnDDphv2+7uEXkHNj8w4RZzGrk229xw3DjQF7AKH8NH+1xaKwcH2PKtuwWB2UDALTuw6EcD0vajRrKV0fJ/jdtlzlyFdSePjt398rqc4o335/i/ju49+FydfefKMr1tb3X76zk9D3Wyv868PUJAlMwHlyWoHnE1mwiSjAjvK5JTMCBbMsMZEPVE4ZAda/a3wO/0wYKA/Y4q6jeZpr5m0i+9jbf04wSyQm4jF5yqbAJ0+0VAeM2Gfywfa7rNoeRzdcfRe3nng7e6dZqcK295wySUInnokHrthDD+3ENIcaZqvGxl7z13UoKkakKT7U/JFEepeJrpghUbpvmthurfxYhwjOpA5Eqi0AHg9aSvx+3t46zHit0bPA8Lh08zfbiafS9YA3xStRXEm1Fz0URwQqADpagLqOK2hU76IENmuD5j7tzE+DqVMa7xzd9quKdNgVl2q+XYpMZiApu6dLlh4sJgFBgx4e8xz1hxmS2LOkE2UEijWigKYdDaz9o2ZPJpYfi2uN6PGk1aWPLZ1TlpBVAPGPteumewXT/0CwR8GZ+wMtT82VZpCf6Yf6Uoan71rBhogzCRhi69FxGTFWvHQZBZ8//vfx1VXXYUf//jHcHEZZABHHHEEfv/73x/Qg3s5WleN1fhrGpSSyRAos/YE9akJGKUSJJYwnih1YuFCwOikLK2jQouB5gaypWazDOEAmw0sSNjBgp+v+Tl++uRPYRiGyATw9kmZSsbm0B2IMgQAmHCwtnajNPOrrcD41EILWEA7qbNUhsbQ2ppXEQFt1UPOuqNIq4QQiaw1M7CAgrlArYSdOwEjSRtrwelnYAGrCcyTk6WxcpFiwImcBpGF7nTSdVPydAMnZBcG2TSQdGBJzVyYqm5TVyJfzeM/b/9PPDLwiO05YM9lCDw4PaHrBDR5m2DAELoQHGHkgaOVWcAXWMDMbI/kRuaMovJru5kND7fbFDgMBICHR0316HqWxrffT5vJ9h3HYfB99NqOd8zcuWMu5lx8jO1vY0kXlV7Uy6J+rV1Jw5HPAABKHtpMch4aq6Ey3a+uKi151bAbaoA2xI6SD1LerjnAHbjuUDcOa6Z2jo1oPe81vqJ5haChF2oFpMtpkVHiCDDPQnMnPuKJiABzrmUIHJgAyFl9cbf98/y4uBkGyxoC6Osgj6SasYMF7QGTWaBXzLHYP2CYYEGe7qN1ox9jLURRaoajRuCHWAeqIXg8EOygPYEFv3yGBD8vWH2BoIjPB9xqtMaOB9a5x7MNh7XQvZ0Xs6A2nVmwLbENz0+YmgONArJDQ5Sptdr4OHBS1GQ+rGBrrsIUpgVY4KK1wauZ95+vFzd840WccOXH8PdfTs8uvq36JzyJU3CD9C7EG4dayp6B1SwBiJGiN8f9MVHq0zdEdb4bRrZjWdAefLYYZgbn4scvhj5lBi/efBU1CxFBvelP4rHuAGAAE9X+/RbLS6eBTUN2fYpcNYdyGQjIKTSVgCa/WYbAQVBl83vF+6W6F6/pew2OaD0CfZE+lOtl/O+jxIJIlBJYddkqvO6a1+HkP5w8p/aVz44+i9+u/e0eRYXfct1bUFSLePeN757LKc9oa7ewOVtuQjZBE9AxYL9frSUgFjbBgoJqMgti3iax1lvBgqdGnkKhVoAiKSJg3JfD/eSwKWC2p3avVrHe/bHHh6huf0dqx4yivlZdpfUT61F4wf679cEXqK1ygfbKyUoHPGH7+TlDNM5nAgusFGK+pvC9QZIkwS6wAs9iz7FkbCstwLqBVwtmgZP5L66SOXaMOO1RXMRXnrQzwA60/WXjX8Tjl7J0BLCv5f2ZfvP3L7oIvZkX8WvXJ7HBQshyMGbI2hj5g5IBtETWQmYRb8XXDIezCTU2xldoBIApLXQx48U4Kjpw43eAB66WEO0m4JD7WEe1HYUNPwIG3wdUv/ZpkZwBAEe4W5Q4hidpDZ1gZbZF1pXLWwGytSSMOK31WUcTylH6UGmHycxTN5nML6Wiw5gJDWZmZY9unto8K/HyRuNggeF1TnvtQIIFjeC8J2TR4lCYX+wKin01UUqI+Rx0BSG10ZxyJbKIso9O6q0oynRDvVXAwdjXVrCg0fdoFIEFaE/d25r2+Xs+D1VX8fm7P7+v05yTWfeSf2z7x4xgNPf7G2OGQxIsuOaaa/Db3/4W73//+6EoJvp05JFHYuvW6RmtfzXrVoF4aQIGq50HqAyh6CQuZ2FkCnqGnChDAuKlTixaBDi6j7R9T90H1OuulwYssDAL4sU4vnDvF/Cl+76Ev2/5uxjAXIwNgE2kyDrp05X0Xutt9mbbcLzt73zMA01zChq/HqRFw1mqQM/QAlx1O8TCVfW2stcJJFBYmUdSbcWSJYDSTMGgr1IlsCBNx5lTqDVSLUCLj7tEi4QxSQtv3keLO+8o1+magFauCTrnpFtGUodoFXgMC+g0D+DwmAHZ/9z3P/jN2t/gNVe/RjxnzUwGnDOABSwLsji6WGRA+cLHgQbufORreRHgxnwx8R2dwU5IkKDq6qyDUm7cUdnEfMzubgimRCAA9A+b2f6hDro/Ph+gKEAgIOP73q/giZuADW0/nvVvjuZG8c2HvjnNCXf3HAPdun8tWY7+NGVnSgxQakEeblaIXGLgUdpFG6a/SM5DG6OslcMuVFhpUGtFQT3NmAXsGvLf7wp1YUXzCgD2ch1VU0Vgs7JlJSKeyDT2jSIpAhBorC2Lek1mQaKUmBWQw7ObEU8EXgdNjGwli4k8u69skG5N2tfhZBKoyzReFnbZuyFwaw+0C7DAqDDKZK2ARK5AKpAAkKTuDdY5Hy+w+V6OwcjT+YiArxKGxwPBLEAlAsBeHvDE0BO4cfONkCUZF514kWBizKd7R6M1AgDW3+XOJweC5jo3gJk1Cxq7LFhFSLdtAxYsAE5nhJxN8U34wM0fwI/Hz8IRfrNu84gSfeaodqK6ThYmUY1n0VHLAAD8UjNRr2CuA1+582R8DL/HGX//8LTjfE+N5t9bjVswvLbhPFMZ259ywpx3Bussk9RjKLNWcEdM0v3ZPLkNSwN2UCpqWbuueO4KKBZGkTevYvs2C2tg3S3mb9aBJjYvn7eIO87HNm0CELAzC7LVLMolA8/d8zR2/QroZp58Pm8KtzYnz4NHYZtN/+vgkr2QJAk/O/NnAIAfPfEj/H7d7/HFe78oxndNq9la21rtxs03YtEvFuH27Wad8Yf/8WF84vZP4F03vuuAMCj2aDt2QPv6ZVS3W45SiQUAzxCxRkoMw/YVgFjIK8CCkkZgQU8GaNO8AixIJk2wgHdDWdy0WDjyewIAuFnBAqtTa70GBgxR1rU/ZgVSL3v2smmvN4JR9a12XQ5taCsMS1vl8VIPXMGGwIGxL7q7Z8cs4NcJoOsG2BkOfK+Jx0xtn1SPB5lMq9iD3W2so1bFgBAGiZMfWVpCQZES33821t7MukYerODk71v+jlP+cMq0sWAFC+p6fRrD9dTwA3jsiCNw1fqrgXodjiKNrV1al0j0LDz+B3CxMtVaqB2SJEFtJv+ul3WTUlrIoeTdpT71AvCutQbyTOiVr+8rmlfgM34FPzkbcHf+l+1YFEdQADihCVqfRxlYUPLTGuMrAVk1CZmXRfibkAuSI5PbYq6rjcwX9UV7OZ3VrHtmuV62sVdmawYvQ/BNBwsOaBlC2Q5Se4K057ndQEVnjFu3HSzgYEhPuAdSJ/nzzngGQTbsJ7R2ZHXGOCgT4xOwz8m4JS4Dpo/jslrGcb89Dkt/tXSfAsKNLKn9tUaf19oJjZtIMLqC8LMOcocsWDA6OoolS5ZMe17Xdag2daN/TeuoAYnKhKir151AutSKvEIDS08loaXptboPKFeCWLgQaO7oQS1ifk+xjSardWJuTWw9YLUpQzm7ZgGvz+YBGAB89q7PCjrT0qal4nkrJbPRyZ6vGvhQ8STULIhlOkS7pIfr34XIW3VWajAYWFBxuUX2u+ajYM/JhCPloikSuWQJoLRSht1bqmGt8XsgRYFDRgojHAbqIcqaelgZgzFJEzftpQMo8fp2KYXSuHnOcRegGQATmccRbOFSfRJCIVNXYqa6V4ES7qEMQYAFTYtFxpU7J/yz3aFuuBSiNvBacatz4lScIrs91wCMX1vuUPMSBABwOACXy4F7ftWMLV8DfjtFtYw8i5zPA7//w/dx7oUTWLbM3h5xb/azNT/D9x79Hv7vyf+zPe/ydKDSZqL3yopjxGZYDdB1btaq8LBAq+pvR02rIeGiQNfFmCZNLGOUCzpR8tPy11yRUI7bNQd4GUJXsEs4ytZs987UTtT1OgKuALpD3ZAlGVEPjVnuyATdQaFFAdC8EZoF7giafc1QJAW6oU+r5Z3JrJls3lIvU8kgwefc4KsBTC9DGByEqNduDhA4ZgULXKVerG5fbQKTFs2CNN9o624gS9fBOsfTFTY4Ss2oJgnQEqBKlcACt5sAJA4WWNlJFz9xMQDgo0d/FEe2HblfGhuN1pi9sM4twSxgYEGylJxzJqagWrohWOac1awaJLwhwHMk0I9vPfwt/OmFP2EX7sUizQxilqUBRXJgZQtJqseLcbz5pyei/+phHDEBBJxBAQzxdcDPjmXRlMmeAIhV4mw3AQz31T+yv56kz9d4UJKzUJkzbI1UgiiwtXlhnh5sSryAhR5anziIFy6Z1IGyWoYzb2YfHaqBLc+azpeUtvdZXLydxAStrAysX28qq87SNm0CEGRzSSXHPFfNQUsksTxVRaQMrH7uYQC0RrHmRGgJB/Duwymjb2x8l2gD+dbD3ooPHvVB6IaOj932MSHQ1xfpAwBsmLTrS3D72ZqfoT/Tj3P/ei5enHwRhmFg0xShrn/f8ndbW9ZGC7v3L3VX+/J/4r2PXIVPbARQiYKLuvhG6VpOddP89hSBSFgWYEFZz+H8+Fb0/wJ420WXis43VrBA1Wl/XdG8QuxJ+/JJrGUIVqeWt5DldiCEJK2dm6y/y62R/SiP2MehPtwvmIuGDJSVLlQNOyDgiyXxoQ9R2U+jNk2ynBRr24xgAUu6WI+DA9S1rj7x3O5AD/x+gJN3/Z295jFm6HulKZrXtcNof3cmqtPE8Q6kWdeygxWcvP2Gt+PJ4SfxxXu/KJ7TDV2s1zEvDcodyR0wLLX90WwRemwjLlvze+gpc90fdmuosOm0oP0JeIo05rQw7fca65LlzzBgM0L7Ii+vVQ2gpJl+gVWwcqTeg1/vAkbydh9YkiTRhYmDTkMSLbBl5iC5y0BOTcCRpu8r+lqRDdB7av2WUrCt9vVFfeGxPV67xj1zPqUIRoEly3z21p6GcfDKEADAFaCxFQrZ/eKZmAXdoW5InX0AAMdUHn62rYxoLUip9H532WRDp8tpkYx59JmM7Xcbx/Fv1v4G25LbEC/GbdpL3KxzgCcIDpQ1ggUbJqbvLVaBQx4zFNXiPgHbA2FzBgsOP/xwPPbY9AH7t7/9DUcf/dLWMR2K1l4DUrVxaCka2HU/MQRyrDUgMmloadq0614JgIRFi4D2dgeKERPNG+6i4JU78FumtmDlr1ceMAVPa+BT1+ti87IituOFcVz7wrUAKMvFg1IOFtT1ulg8fU5CRee7iRhGBNkOs6xlwk2LOQcLFNaOxlmuQ8/QxlFyekRAqwU4WKADug4HKwGJVzqwYAGgtCxknwdGV30MUoYmV9KIIRwG9AhtuG5WxsD5qQk3OZyVIGXy2o0cSmNM+MsHFJ3kIKsMGFjO24t5FFsnhJmCn32VIVgF9BrBAv5/yBUSrAPeJow7LtxER4Q5UrsbOzl0ddn/DoeB933rBUyddS+eXXsWABMseNvbAFmW8d3vtuHsszFr4yUxa8dNCtZQdgg/XfNTFNtM8MV12KkC2NJCNPaaKoCHMUtqgS6M58eRYnueM0/3NcgCmGRAQZ4xEprVOnKj9jKE4Sw5cGvu7UL3DAEsZ+OsbFkpKIic0cFBjJA7BK/DK0R6imrRxixwKk4sjNK43JvIKDchqOfyI8wEP7PVLJIV5qwwsGB3erdNgGdgAIDbHGvRKGxgwYLRz8NZ1xkjBAIsyNfySFdNOjNKZl0+QELieY2XIcSQm2gVvw8AqIbg9RIbJRCAAAtqWk2wk/iY/ejRpHFhLZuZjT2w+wEB7DRaI3BpnVv8HJbFiC1hwJhzP2YB3rj8pBOC6QIl1t9MWb7eMOyBZseUeb8WJACf3oZ2P+v3nRlHy8hWuOvA328FAk4/UGNgQTVvE8TSAnaGSiYDeDImCNL1zLX2A0yzrjHtjB5bMIEFKU1rTEb2o8BLfYq0IO/Ib0CPY4Cuw2JyI/wF87eDNUBmuQODXZbR501ARMnZs6CLJ8ix433pjUcfBY4+GvU3vRbrxtfNqKI/k9mYBYnlACiYdVhKcxasuR8AUK2aWEQsBlz25l+j+95HgQ0fwG5LYvMPb/kDfnzGj4Xj+uHVH8Znjv8MAMzoUAJ28ckfPfGjaRnoxpImq/NsZYbNx/QXKEh+XRk0bxmzwD9O4M8ONsecJSDkVQXw1J3K4uaHN0ExgOYXBtHSTHvo1BRwXOdxgtYLAE/dvhxSldagvVF2VU21sW2sTm0jBXh/S48Mw7AJMjfO55pWEzXPfE+UWKa5xLfM0VGb79YU84vz45nKvJbEVVcBixaZ587Bo7peF/eeg5WcXQaYTMCZmAUuS6ndJv0IU9wQQKTZLAWqxek6yazDjXEEMfyUigEjt+d7sb9mZUkd7EymFYDKVDIi2OvQSCdjZ2on6v1mMOyoAYcnge2pbahPDQAg/yzryqPEXO9eKQVfjq2zLVT2qrfahSKkGM3xxiRYqpyCqpmdgKyClTNpBHG1fm67jQgAoBZg2lglIKcl4WItvov+DhT8NO+NKXMMSztMoW0A0LfMvN4A0/fMebF8ixwssHepKpepow5gBws0XaNORhY9i9kYX+94qZ3TXxTfzf1iqxbQVGlKrA89oR4oPbRvO6Yq8LCldlhtwUSRMYzLgFKm/dOAIfbqsQYmnXUcV+oV/PBxU5R3JpHI/Sm13pfxdYCDxS/Ep99rvraE3CGRiDpkmQXf+ta38JnPfAY/+tGPoOs6/v73v+NjH/sYfvCDH+Cb3/zmwTjGl5W1VIFMfQI664ig+mgypNliIeey0NKUval6HHA4KGPb0QFkA2YWcoOT1Nk5WPDUyFMwYOCZ0WdmpDA+OfzkjEjUnqyxdzSvoWukd3H0f1XrKgEIcLAgWUrCgGHrGT/fQevxAONBE4EfkheJ5wGzZs9Z0oEsORlFh08EtAbLfMh1QJ80g4eC3AWXC3C2LBJOa0cVkNPkJCS0Zlr8YvR5DxM24qj9pJsOoBIiIKOlXkGF1fXW/DIkH21qtTBtDouYz1fxOMWxNdKZ+P0TNGZnYBpYkKvmxIK6OLpYBIeCWWABGngLPh5gN4IF883WNoIFVmYBQChwKtWBiYk3AJAgSZRFBoDrrydhxM98Zk4/KWpK10+sF9fpglsuwH/f998YjdC9UUOAt/NYEZRrXBm3AnhKtKPVw70YyY0gyY5HztE49jGhtUkPkPaQAxKtqcgME9g0UZhAXdPw8DoaQ0/d24WgMZ0az8ECnpkGTK0IwSxwBSFJ0oyLOt8QeLC6PbkdU8UpXHT3RXsMQPi88zl94vPZShbpGnNsJo4CKiHoho7Ln7scK3+9Elevv9rGLAi6GFiQ74RbbQeKzfj+C/0wvF4Yzz1LTCYLsyBXYw59uQkomhs3AMTjgOE1yxAyI2a7TACiDAFgYEE1CJltOcSISAjn/vBWcnjnAmytGV6DM649A0deceSMZRyN2Qsbs4A5Uu2BdsEImSsrylqG4JAdiHqje3wPYAcLpjIlseZGygBruAIAaI0Deq5DzGvNonq+ZAx4beUpG7Mg+/C94nVnwb43TE4CEUtvdm/OHqA5sgTajAbp3vkLZrAhZdkaKfuR48BavQKpGoZqVNHupIg6v4TGojcLyDU/ju88Hn3MJ9fcQJkxggq7tpm/m7cLNyws0T75/MTzMAwDle9/jt73/FYc+9tj8aFbPiQo8HszG7MgQeVDuWoOnrRZrx99ajf8oHPjYvjNzTSvDg+eBkCygQWKrOC/T/lvxL8UR+4rOVz5litFiciemAXW8bs7vduW8QamZ+O3JcxrYy3zm7PpOpzD5Bj3pIGIx2QWuLO0Bm6om8zQoDYumAUXNJCbeiMZAAQWRDwRnNZrirjFN6/AC8+agOWerNEfsP7d+JpVLHk+liqnbB1sGkuCdqd3Qzd0BFwBrGoljSjesaq6mM5FHotDS5HTXvPK6OiQhIPOgd1UOSXWG74ftwfa4XF4xOvA7JgF+WreFMNd8nrxvmerJ4gyEACIRBTUWGefwggDC5J0nx3LjkWdzU910K5LcSDNmlUtqSXbtT4QZv0+61q6e4Kty5UQXBnaJ3akdkDdbS9ZesckkK1PITdGe3PNL6PmTiDPfOgFRR1uJiwu97ASynb7niXFZm5nnCqnbOM14ongiFYSGn8xPr11qBawZ+Z36UwrKMC1t4BiPQEX69pVDfaiGqBxomTMNVoZouPIr2YlUuN71kjh/smCMAEhVnBntmYU2V7RABZwDEqSzIQQAPz5xT/jv+7+L5z5pzPxmTtn7+zxucFBNod3ZmYBz95PFibNMoRQD5zddP+cGQ0Ottf0q60YyfGkInDn35psiRoAKNQztuOw3tOtia22+z4TCMTFXYGZ9Q72xzhYcPZSyq69OPniNL9mpgTjIStweO655+L666/HnXfeCUmS8M1vfhNbtmzBbbfdhje84Q0H4xhfVtZSAXL6ODRGla8xoZCUwdT68wUYWVr8qm4nWlqI0t3aCmQUE7K7N/NmACZYwAduvpaftpDtTu/GKX84Bat/s3pWx1itV4XzcmI3IbX8b2tW1GorW1YKsIADCPw4Yr6YyIZYnaBsJTtrIRyvF9jpMHURttVoMeDBhreNgjlFBTBFC01eDpi94UNdQlSmtpOCZt0BGC5abBRXBHVWYtSjAhJznKbqpAIvt5MD5SrogKpCTtCkHGNaE2qEVsjmCpAbo42+6nUIhfJqK72+lCWI0yHz2Hi2jFtjKYGNWcDoxDyQaPG1IOgOIuSauQwh6AqKAIsvGPxvbtYe2XOxaEPsMxOzACCBNoA2Ea5p4HBA0Fhna6qmikA7V81hIDMAwzBE9nk0Qu+r9LigKF4xVqUm+qHmHOAss2CpaSFG86NIMLKKzIIiFwODRpwqppz0OKxWYeTbIEsyNEPDo2vjmCwxwCnXBW9tOtjCUWdOFQdMiiQ/Bz6HeG1ZsVYU96+cCUFVgWVNJljwP/f/Dy55+hKc8PsT8PDAw9OCBmurPu5MpcopZOpsPSi2AeOUnbronouwJbEF33r4W3awwB0kJ1RzY/Fdm4FfbsM7X/wVJMNA5X8/Mw0syNfJ8XVqUaBkUgIBEFWbgwWlGIxCm+14UW4S85ccDAkBRwQAjVXen31RdJEY/6J7xyyALV7akyqncMf26WU+PPjn+g58ozUMw6S1+mLCIZlrRwTr/QDM3sfWx1awYMzi5z07sAUGDLT4WnDKBGVAeOYwmADqY60IKqxDzIS9vdurAg8IZkGhVkDhUZO+7c7rMNImKjExAfjz5jhy5+o2qrKTCYGNh2nt9ZWK4mWZrZEJ2YcsBwukJIxRArJbHLRGPR4lp0lRgdDYcnQFu9HL/P5aUEItQo6zO2uCHs48eXhVFkf1qBVIhoJEKYHR3Agca00dHS/7rvUT67EvI7CAXegEAXnZahbutOn4KVUD57X8HQDQz6ru+Fq1mG1Bu+yNTwAQvTjoJgDwyDbSGNqV2jWtc0emkrEF0KP50WllRo3OndUJnSvDxWra4E4oNbqBbUmgxdcsmAUupuPTX2kXNdWB2gCg+gBdxpKGKtKlQboHXBTz3GXnmi8mVmDnJlrfalptj63ErDohwPSMsdXmoxtitUZApvE6ciB6SdMSkbF0MHBZW0J7pjKZhc7KEKoeh03EsI+14dMNXZyHYPi5QwIs5kAkr8u2ggU8G92f7oema6IEIewOozd2OJ74DrD1S8Dfd37Itv+63czfAFBmAaODaYI4O5dDjRHYVh8+iGBBQ/B5oNu18RaSAOBWzGD7gTWmiG6LQtdvR2oHtAbBzuPY4UwNE4BX8TlQc04hw8b6EazCSncCgR7at6UOu1MjN5uC0YAZeKfKKbFnhN1hOGTHXsGCerMZUasBIKmTc1oP00IjGYCjPgE3YzqokT5oYdo/XRZ2iJKiNbjYQ8kzKVvESG5kGptO0zXxHNdYmldHIV6G67e3u+bktVDI3orXKhp8+XOXz/o3uQ+xIELXV/EWxPdb/WLuy47mR21lCK6OlVy2BwDd09FaCLunKKkoa4C36oJbpvMo1oqoJfN4y+gwtVVkvop1DWpkYszELLAyQBvXtv01DhacvuB0eBweFNXitA5ceypdPiTBAgA466yz8Mgjj6BQKKBUKuHxxx/HmWfOvi75lWzRClCVclCTDJ32ULSSqNOG4SgUhRJ/2VJz73QC/rK5W9+26a0ATM0Cq2hZIxXGKqI0m6wE36A8Do9Y8PhA5YHOOw57h3j/gvAChNyhacwC7oy3+lttNdQAbfxdP+vCyl+vnBXF2uMBXlSPEn+/kD1OPA8AAcuiLo+wll4wA3J/wCfQ9fru9fS/DwgyRoAkSUKksKcGyFlapMerXQiHAXfHCgE21McHoKToHIedtGmpLHsdLQHlJF2jstsl2nFVesmx97C1csTVKY7t2TG7CBZfKG0Chw3MAqteAYA9ahaE3CEsjy23ff80sGAOAZjV+vpI8Vl8bwOzYCawYH+sP9MPzTAp089PPI/h3LA416cXEqW5eBKNBT4PlIV0jRayddWQAVfrQozmRjHOfA7eN9uVo+9/oZ5Awk1OdVirAIaCmJuCtme3jQJBthnnu6AU6frFi3HhFFvLELhxwMyqWQBAMAuKalGcyw+/E8TnPgcsb6Z7d9/u+3DV+qsA0Bx+7dWvxeorVtvq6Hlm5/67/LZOCgWdBbnFVuCOy9DpXSg+M5gdxM6hvDifzmCncEKHd0RxjGGuJWV/ehpYcHriXkz9HHj7WEWUIfCgemxEx3nxHYiUAVe9mX7faokVgmnCRQ59SgQAAwuYk8XXIGBuZQi8BhwAfvbUz6a9zo+TZwQ5EFfTagLEDLqCNqojtz+98Ces/PXKaUCf1azzl58TNx4U2DRIdgE46mqg8zmsGyEK7arWVViRYp07Fiqoe8mRXJV2YmI3PR/lhfXMWo1xk1lQzUPZYK/NLmwwRbESg3m4yiY4INcBnXewMAw48ky4q3k1AMBfrCLDTkNhjuyk7EWKJbYiRgYYo7U5yhzIjUGgzrslxHsQ0LvQwwL8st+JehOjwTsfxVMjpO7t5AK0bFlvlyYRrNBc2vXEzXAmzb1wGStt39eYSCaB4mQeS2vD1OLRUobgzdmdrqM61gMwe7M3s3iur4/+H7TjM9Os1d+K9kA7DBjTaoOtuj8A7a18z+WWqWZsfzcyC6y6QHOx2iZTAC0SB5p9McEscLJ7Pa6H+BSHuzQEQAKqIcQafrLXTc4y7xhx7nIrWLAcW9ab4Nie2AWN2TfrHGl0tvcbLGCATFeQBlWhVrBlq3l51OKoKc7oYNpG0lIaK0q6Aj1Nx1F2u9HRYe65Lf4WAQzywNEKFnCwmIMUfP2xggXdoW44ZSdUXcVwblj4XZ3BTrT4WnCOA3htxIl0msQNC7UCXnPVa/DV+7+Kipd8mdrkGIn45eh+Kh3LUG+hCaqN7NvXmq81jskDHaBYSzOsY+PRtRwsaIGR7gNAiQ99yD6n29jhZccIFCq73ajKSSSZX7KUTcFKVEbfQpoAvPadm9K5EDWtJn6fd8tJlVPivvJ9/og22rdemHxhGts3c8Ii8bgSVKA76eBkf4sIcpv0SbjYnNRjS6FHyf9wF9iJGAYcrITsrp00PuVcBYt+sQjdP++2AXSTxUlohgZZkmfce2ZrUpH99h7Agka9gieGTWFe3dBFYmdvVlJLYixxMEb2WJgFFhE/q+CxVeDQ4QpDbTLL/mohQFVU7Bg3BU5bDQ06a5VlPPIglK4Ybrl7CJc8CyDTB6ABLGhgIjV2lQIOHKg7k/G1oCfUI5hPjcw1K5AiklCHqmbBokWLkEwmpz2fyWSwaNGiGT7xr2XREg3gUoIcm4qLFvGpOqPHFKqiJinjCtqo3hNLCZmu+4Bcnjx67thbB24jWGAV8pkN2stR0/ZAu9hY+UbLA53zV5wv1N35wOUZOgEWWDbDRrDgxckXUVSL2JHagTOuOQM1rYbx/Dg+ftvHcd3G66bRazweYE2Waq51J7B24gTxPABEYqbCrHMzHeuE3C4WL78fqLGSD531qa15FHH9NF1DmX2+swo4s+Ssjle7EQ4D4aYwamG6d+roFjhS5GQMOAnNr0Xp/MIloJ6iXafo9EJz0vnWF9tFP3cZi8W9bUQHOVhgzUxaKUWAeR+4SMs0sMBCR+JIMjcODoi/51mG4HQCP7LooTUyCziQxTOmPvv+MmeztrUCKJO4KU4B4cqWlbiuqxn/+3tg+xcvQr6aF6U0kSNIXj7A1u5iu4xgJIz1k+sxypgFCgMJHKzl5ZBSxxQLZIOMKRNV6ASfH9sIOBnolu9EJdUkKKYjuRFU61UBFvC5AZjMgkZ2jpVZIEpSqiFccYVZhsAD56Pbj8b5K84HQBuTNVhN5GhsXHOlDzFvi3iPDgYolJqBxGH49VFrcfO7b0Z7gJyPTZW78OEdGfz8IWCBv0vMiXweuKDzCvH9jrxB88kCFnyq8g80Z4HPJndPYxZE//Fj3PLANqy9FvAiNg0skJOHi17tHCzwMlXodCUtmAVWsECUIcxirFrXvYcHHp629jVSHbnzZHV6fU6f6ErBg5VCrYDP3/15bElswefv/vwelesbwQLrhj0xZAf/ikVg3PMg8NYLgI8fj43sfi8Nr0Jrnt5bCiioxGgNWqHXsXU9LW7NWXsZU0SdMjULanl4B+zXKrvOBAsq/TRONQ9QZwF/fZwcHj2bgsyW4VQLUczdBR0TozSeFFayM664keDrsJYX7JVghp7b7gFY+ToWDR0JudiNTjZ9yj4v9BjNg2jkfrz5L2+GoWlwMn2DYdZVtc2Iw10kEV3Xg9fbzmcZ84lnyvRYbeDFHMbdrdj+xwTGLgX8E4vFNfLn7UBDm5v2QA4WcGZBGyPHTM6iZT2f+3yN4sbn/7Edx0KWZNT1+rQSwcZAa3vKHuTN1xFVt5hzwlUClnmcglnAS1TGjJDYC43UMHUcqoYQbQALWnXatzhYsKRpCd7tvxy49bdAOYYN6xUx9vekW8DPQ3RvscwRfg34OtkIFuSqOTyw+4FZC49yZsGK5hXCd7FeRw429YZ7TbCAAWnK8tX0d0pDfz9dw5LTYwMLQu6QCBR5FnLG11jQwdcfq2aBIitiT9+V2mUHC/wtyKrARF0F3Hk0NQFXrb8Kjww+goufuBglL22wenwc9ckhSAaB566OFdBa6RrqE/tAufbDrGUIwEEACyx+kk3Bfv02HDsKoNSMStwEk6Vhup9FlsRo4lvrFD1fcHlgSBoSzC9pY5W3+ZAHvUwvstxqBpep4yS4jzjDVk/Py0asYAFnkKxsWQkJEhKlBCaL9gXjk05LEK0pUHxMiNYdgcbAixXVKUhsa3G0LYPcQufGdbP09JQQSHyxvBoAJbm4yOj6ifVArQbcdhsKd9wCVx1o87eJEsXG+zUrYwKQkj9ge3qmTgiJUkIEz69b+DoAEGDw3ozPHafsFN1LJJepWcD3TCuzYDg3LOYv92fVFpN9kugD4CpgYMgngOsWXYVepYsd/cW3oVTpup2Qw4xgAb+/p/SQ2O5AZgBl1S7CamMWzKMMYW9Cyta14NiOYwFQtyirzSRweMgyCwYGBqBp00+2Wq1idHR0hk/8a1moxOhGrEd1idHYUzqruS/UYEzRa2klagML/hD4HTZ+1Iu/feXLAGjieL1UNmBtJWMFCwzDwEMDD4m/99Xz2PqesDsslPLHCmMwDEMIAB3eeriox+bOfCOzgE/qkDuEiJtOhA9aa5ZuODeMgcwArtlwDX637nd4703vxYW3Xmg7Jq8XeGT4Tdj28SAG/t8CxFO0mQuwICKh0EQlHZ5hmsC7a0sEWBAIABUPi0wYh7TqdYjrO5QdEiJdi3IQrXW25o5AUxOBDaUgfb/WvwkO5ljtdJHzrjfR8QQLgCND51Zw+qE5yfmRl9nFPTdXjhS/PVG0K3rza2OtQW9kFojWfQzMEWBBzS5wGHRNBwv4Z7gJZsE8BKTe/37gne8Ejj0WOOoo+2sHmlnAF2JeZ7Z+Yr3IHh/ecjiO7Dwd3xwGHp/Ki7KcNn8bmo44y/Y9iSgp/j888DBG2JBQqoCeSUFhQcywC4izvcZboSd9GtEotmQYE6QUA+oeTE1Jtoz3xvhGqLqKJm+TQMYB04ng95VT0a2qtUL4jGWGOVjA7ddv+jVufvfNeOsKYhZZ67TLdebN1/zwaOSAiux6OQJoDBkpR3H+ivNxxqIzAAC/Gvs0/vB34POPAI7H77DRW98AU5hInsxMYxb0pWlD7MmUp2kWLNlwKQBg0RgQlkICTODmya8EduwABgYEWOBh2i02ZkGbhVnAxmqumtvrWjaaG8VYfgyyJIvr3pjh5cfJhclE4M5AOqfshFNxmswCBn5e/uzlwuF/bOgx3L/7/hmPwSpw2GiFlHnPAVqS/M3P4LcPAe/bATwSvxkA0OlYhViZ1p2sV0MlSPtHZ03HC8/QBGvJ2NliwUrKxixwMT2OfDd9VttmocWO0zWpRBVUmUhrZZj2j3qc9hTNBRSbCCyQdCDbP0y95nkmWnFiiq3DIbUA7HwjAvGT4M3Qc/FI2BQRKzlQnepCB/OxKoEA6qwdWWuJAqmpsc3CSd7OhkysnoKSJcdcmbSvU4vZd22Z2oJ0QsO1iz+Lzxx2B37724Zrvu5+BKp0raJZ4DVOE3z05+3OfItCAQEHC1773EWonrQCi0tUBz0bsIAzuhrb8XFmwZKmJQKw4+yyPWn7NOprzLcFsbGtgZotJQDVD5/KSvgAjOp+lNiQ1RPjVOpYDSHcABZEqwMATLAAAGL9/wms+xgAAomDTlM7ZSbjGVoeIGcrWZEo4NeAr4HxYtwGzL3zb+/EGdeegd+v+/2szl0wC0JdQofEeh1HGGDUFexCi68Fkg442Dm7DjsZACDrwOB6olYXHT6biKGVPTATs2BaGcIMmgWAyRbcmdppdt0JdcHn9AlQBb4EolE744SDBfX4JOpjtP+pIcDhDsOI0AQ0UvZxdKBM0zVUNULteIA33wDlgd0P4JsPfXNaiaqVWWAFC5598Mt47nfA0pQThTHybbLVLDBCA3O4iwZziG8XrBtCjiXqEkxskAfehWBQUOmHmsNi2/zq24BUTRXJtBZ/i7h3qXJK3Fd+n31On8jic+AboPv+kCUXFo7XBM0+6A6i7qd1+KgS+QJqAAg3N8HdTfuUm7Gu1AlaV+oeYHOanC+e7AAoMC//+v8Bb3kLlr3307j3LqAj2GHTSJqrSSW21/iDtuc5uc2qo7FmmEDpFc0rcM7Sc8Qx7cus84IfqzdE++TSpWb2nHeaAkhLqrHMVms2AY21SwG4ChgclATDuAVVARY4pjLivZECTLDAwvDi93d5bDmavE0wYExjRfOxAVA59p7Kr2ayB3Y/gPaftuML93xh2muqZrY27wx24g2LqKT/7l13297Hk00hd8iWhDqkwIJbb70Vt95K7X7uuece8fett96Km2++Gd/73vfQxzl8/8IWYJuPxKC4goMmXdnDFIiLmhDPS6DZrizqOhFHXFnENU9SO7F2lnXZld5lo2fvTJtgwbbkNlvLjdnQUaxUls4gBUjj+XFMFidRqVcgSzK6Q914+2FvhwQJb1r6JgDTwQJrZpwL8FnLEKw2mBm0gRyNYlUeD1Cp+HHTgkl0f2WHUF611jynA3Ydhf764XAy0dlAgGhnACBvJ8Aj4zfLFLYltyHPHKQj2aHVfcBwZjFiMcqK572MyreBFjxdAQaddN2NGN0MfwHwsv7jU0oMdZnus/fw19qObV3mVeLeWhcYwMIssAQbjQu8FWUE9lyGEHQHbWUIXocXboddXIcvrmP5sTm3h5Mk4IYbqN2baGPJjKPMBwos4E73ST0nAaDgjwfDq1pX4dULiHny8MDDtjIAd/MyW9vRYW8XSq4BDGWHMOVUhLBlbSuhtIYEjMrABHMS3CXyot0VSjfslFn9e4qcunjcXsrBhSSP7ThWdEIATGYBN8EssNxbwSxgmeGuYJeYV29Y9AZx7mcuprKue3eb86TEa0ZVP4wiOTH8Oliz+gXmI5zWexoiNeDcF0wHstr/nA0sWJA263yVqQLdUxaIlss5NI3RtWmaqgowIFfNoabVUAyZVJJznE+TSIjFTjf6gWXLoB6/AkE/jTsXAwvS5fSM7IyAKyBYSiO5EexM7cTJV56MS5+51PbdPPha1boKJ3QRC8laO2oYhlmGwFXM2bVvDPKFZgEDF37/PAUnvF3sVRuuwkzWyCy46V03wamFgb/cikrODv7t3lzB9v7v4GOPAFfcDUzWKFBv0VajiQXDabeGgp/Vm9fq2Pw8YxZkaDHMMcKQr5i1daxw5ej1gRZy4pUB0+l2MWenEvWgyES3iixC1phqeC0gwRduFsyt0uA26Pm0cK6nfAom2JLiq1aAagjtf/4zJOYQv+7kTyLP1oJu9zAyw11oYedUC4YxFaQ3NrNxOdpP66vmBrax3wxX8zBSFFAqGfsetoAN+9H8KDb84lf4wO5LcenWN+OWL90u9gkAqA3ZBamOadkCaLRBBNl+XGLMgSZQ+RSl+wABAABJREFUMMLzHkf845dwP7UNp3zyGBzlXjsrsICPj0awgLPCFkYWirWX03M5rbkxuG78ez7MgivXXYmSpUc7ABxWHwNqAXQzoMCQgTHDiwKfuqk4m/Mh0a+8xPwOf4ECWStY0PD1cOr2fanRePaNlwIZMMSc4K9xsKBSr9jq4rmPcPlzl+/jzMk4s6Aj0CECOut1tAbmzb5mNFnGjqtjFVQWH3GR4qISwBln2OuEuVYM93P2WoZQml6GAABLomZHBJ4E6g3R3sPXPrizaGoC1k2YzLJSiPyTkam7selFKj2tNzlRqwFamH0ufWDrqLlZ70tXiAL2+QYoZ1x7xoztka1gAQ/ctIQ5Ed9mjCM5HhSZc8c4XfsXW1i5H5tCSoaezzrJYcmF7FnyUsTcp3crbvzym8B3LgZ+WzNsInet/lYBOqUqpmaB9X5y7RIrA/D27bdDB7CTVe1sPqNJgAUBVwCan/bJVRlaF4sRJ6JRCcEFtP45SwaMWhX1cZb0CsoYLfbROZcAha1ZT40+heoLD5rHMklsYWtyYq4msW5SUoOvzX28DpOIIUoQTuk5RezBT408tUcmHjcbWMAC3s6+Ip59FvjKV+xlCM2+ZtGFDaAEJy/v1Fsj4vk7ugC46HM1L+tOZVSgMwqVK20G9cEsgAwleWYqQ4j5YiIB18hmayxVmItuwRnXnoG6Xscvn/nltNcmi5MwYECRFLT4W3DGojOgSAq2JrbaROdn1Dk71JgF559/Ps4//3xIkoQPfehD4u/zzz8f73nPe3Dffffhpz/96cE81peF+VnGWmbU0axEC1s9QJuBo2RAjmcAABNau41ZQBNRwvNM5JWDBY2qnNagu7GuZjZlCNbJyIPRsfyYGJSdwU64FBe+efo3kfpyCqctoKyTEDhk1JwZ+74zpK5RLGwwO4jdGZMdMVGYsAWuPBAtlbxQVee05yUJSDb0NR0yjhWP/X6TxeHaydSIXU0iMNqW2IYMc5CWMGylGHHCMGQ0NRFYkHHRvTI2UoBaDUuoM3qU3Mq7JQD+NF3jcakFBvOYY13HocbAAV0B1sVPNpkFTPGdZ5X2VobAHSmr4wPspQzB4sAA03tX8+9QJAWaodlaS+2vcTDkQJUhcGfh/OXnAyA679MjTwMgZgHPlD829JjYnKl1oYxiu7mhbDOWYVPpYQDA0d0nos6cQHUrBSlqAFAlYJwNMxerW/VmVwMASq5BnDgBHJmnzXtqyq7Sv3bMBAus1tjyjDMLbAhwmTnV1SBaWkhL49ULXg2n7MR3XvMd8VkOFqwZXiPudVljm3/NDzVLc0FkDyxgQZ7hEaf2nooFDaJl+sSwJTtgwF0056AjUbUxC7rGJqAwh9qX0OGtusALLuPFuGj7BADnKzfafsehAVcbbwFA/b+7PATgOes0Vvsz/abKeGSh7bPWa339xuuxZmQNPnvXZ3Hx4xeL93Dq99HtR5tCU5bsTlEtikyY0CxoKEPg6xkvQ5gsTiJfzYtswtdO+xqAmdvjGYYxTeDwbYe9DavvSQPbz4VatM/npge+hc4Ea9+ZBGBQRiZcOB4Rg96T9QIZL60nC1wV8AbhMbakjzKwwFMoCbCpkk9CYX7QiwqBLq6kufYG8pTlToXrKPhpwFeGiY+rTVEGv+JzIhKRUAuQE1ufGhLtx3QFyAVVjLPp5WHAWqeLrpEaBL7+uh8g0k3OV4cyhuFN3aL+XW+KYtRLe2KEDZfkCF3PWgAYYInUQLECdZLWR0/WvoZ1F0wgzhgywbPrlHcgkzYdU2lyt+1zywM7xTX0M4HTqW4avyHN3Cdl1OEomanAixb9LxIJE0gAqHXY735nj8WsnUysxssQ+iJ9YizzscLZeo3OHQf5nTLdo0andF+2LbENF952IdzDdIB8L+oujAI1P7rYOqAGJGiOquhuYSQTxCyoBUW/8mQPXSMPE2lOJACdXZ6tzBXhJWmyuveOCDxw7gh0CNE6fu4iUxjsFnORB2rWrDPfG/dl1j2zsSQAMLWauoIEFrSxn9AV4HfXNqMcovPu4HmOZg8CATsgwAPVaS2MrcyCctJWl93Yj93KLOAAJwdMedIFniwCkaqtBrzEOi5FS8DtjxGAojV58fa3A/etY8J5qSyeG3tuzmKt+zLu60mQBFtmPgGKNZC8actNttes7NlMJQNN11B41pzvTTXdthe7pqhUdE2M1l9PlphRXiaemmZgwWCPvTxObTYj3oHsIL5QB77NEurjhXExBtv8beKepstpM8j1mmDB6QuoBNKaAb5l6y0AgFefCPzpc014z67bIHnMbLkepMV0MbtFOZ8fTU1A8xKzY1d1rB96fAAAUPK5MZzvE9/fwcbt0yNPQ5oywTBvnsY+34/mxSwo0zWVAnZxgn2BBcd0HAOH7MBkcdJ2H2cyK1hgAhsFHHcclb5aA2JZkm1M2dXtq8VjJW0y7m4IAt4InW/VQxex2aiYei2W9sG+LETiY6YyhJg3JtZpa3xV02rTrulsQd3Hhx63/d0IqHBWVHugHbIkI+wJ4+QeYjvdvdMcW1a/nyc7MpXMvDVu5mKzBgt0XYeu6+jt7UU8Hhd/67qOarWKbdu24c1vfvPBPFYAwGWXXYaFCxfC4/Hg2GOPxWOPPbbX9z/yyCM49thj4fF4sGjRIlxxxRXT3nPTTTdh5cqVcLvdWLlyJW6++eZ5H5+XOR2OLC2uaYN55hGTruwczgAAxurdNrCAgwM8q8EnJq/l4hNlR3KHGGx7cjr2ZoLC7g6KYHSyOCmcHh7UKrJiIt3YM7PA5/SJ93GworEN2WBm0LaIaIZmew8HBSoV+sfNbUmSJ/ymwp7mBrKy2bYuEACyTnKgXUlaGCYkE4wZL4wjzRykVlbWx1tVNjUZuGnHtUiyhcu1jaLfcsAtVORdrXRNXHnAn6HzHwLToZCd8Dp9KHTQZl5qlVCshhGJ2Hs/c4eAL5azKUPYF7OgsWvFTKbIivievdWCq5o6J4VjDhZwB3p/mQWcgXFE2xHCIeHILi+L6Qp2oVKv4DdrfwPAFBis9pib2/rSsVifJirpa/peAy1IQZC2gyjZLM7CMNczqAIeqQhjjGqxz5kA1lwBPPjkLQAYs4CVIQxlh0xmQWcDWLAPZkFRLdqYBVUW5N3wjhuw/bPbBasAINpuV7ALqq4Ken1VYxuC6kM5YXdAkTc3VM4sOKz5MCzTGhztiTEBoIUdKciW7JozbyAWKAqwYNWE6WhLBnBs9Gk4K93iOvgsqs1Hx+0ie++ZVNAyab7ew8TSFDUCwFS2bw+0w8tAPvFei8aGtZbbyi7gNaJdwS5TaMrSl5g7yx6HB21+mqeNZQjcqeJgxc7UTgEMdAW78No+YgttTWyd1iasUq8IOjWfu4YBbN/GaSz2+RzKrLd9vr0GfOq4T2FiQkJIpzGRdkMAmgvdKg1UQwLrYIctbD9wZ6uC/eFgbd50GRiQDqfn8mawHVCJvTEeqiIbpohRn6T1SE/QZ0seN8JhoMrouk+OfwOj/QTSqQEJjlBGzBVXQQNgoNdHa7kadkCSJEit5Hy1SnFsfqoLEYZr6S1N2K3QuGWttFGcILC7EpAwKECIOkpjrF0u61iS76TgrS2nYHGA7rE7YQLloUwVyZ1mC2DFwrgDgAXyoGgL6GPO4kgHjTU/LwcCsMBn15TpcoxA103qLQC8+93Axz8OXHSR+RwHC3amdoqxYBiGCACXNC2ZVhLGM1bT9m227nK6/lyZBddtvI7Ok839MdquEE1MAKofnWz41gMK4CqKvRDpNIk7VkOiX/lkL9sHk7SwaxqQyZDIGQ8aTqQmSnBq+2AWsMxb1BOdxj7k/0c8kWm6IVZfwcre2pvxfbY90D6NWWAYxjRmQStb+zQf8KlPKyiwjG+Egd+Odqft3ELu0LR9eE/MAmtdtrVLCmCKn+5M7RRruwALGBgBdxZZ3zrbupMP03wIF4FOztyJBnH77cBElfYDNZnC8b87Hm+/4e2zumazNbFmuvwi2z4fsMDqn26Mb7SBQtYacAMGstUsqs+bgp191QJKJaDD3w13HXAwP/HRCEvQaUCXCvhZe8SEkxaXybYlon0rAMjdveJxY6vw8fy4jVlgHUczlZVw1u3jQ4+LObxmhOj54yrwgeIyvNh/MiQXK0NwBWEEydntYHMp6YkgGgVa2n2C3ZXeuQt6nGljebwoqSGhOdPFhkR/ph9IZMSxuPJAh79tTswCo1AgJJRfGwYG7wssqNareHaU2H0n95wMr9MrOqs92P8g9mYzlSFYj9UaEAN2wW7OYACA2qtoraz7gSyAMKOuVVjM0KJUgJofvjrgsODPrgLgrtA92BOzgIMFVmF5Pj4lSMJnmK1uAQeQuM3UmpP/NrezFlN57Uxl5lZmQaN47sGyOWsW9Pf3o7m5ed9vPAh2/fXX4/Of/zy+/vWv4/nnn8dpp52Gs88+G0NDQzO+v7+/H29605tw2mmn4fnnn8fXvvY1fO5zn8NNN5mI5po1a/Dud78bH/jAB7BhwwZ84AMfwLve9S48/fTT8zpGN9usHQzdjLMuCNHWoBDe8AzTbB8p99rKEBaYeAIAEzzgA+vELpqM2WpWTK49OR17MxFoukJo9bdClmToho4nh58EYG5mjTYNLLDQeWfqhgCYjv/O9E4hSMfN2v6FVQCgXDbBAocDQiANALIh87iKTU6EI+aLfj8wKJubAAAM6z0CLEiVU0Kki/dlTbqjkGXgxv4rccGtH8RkLwUmvl2sBtjrE2CBv5MWD1kHImP0Bf063aCwJwxJkpDvosmbjDGnI0LXmmf7D28hZ36mMgQrWGAYhkAauabEnpwUTsni1783bL8G3GajW3D2n89Gz8978Pz483t8j9VCDTjFXMCCslrGDZtusI1XDh61+Fps1PQWXwuWxZZBkiSxgPKssehG0Gc65Zvqr8aLCQroT+w+ERrviLGbggJerzsqQyD5Xf5B5HevhFN24vtMiyw2XIEEDfG4ee8eGXxEBJT7YhY4dKZZ4GQCeJUsagYb3NUQ8nnK2AXdQSHCZzV+75PlJOp6HXUwL0H1IzveABakFgtgjTMLJEnCKt0+HqR4Aq0s0dIbIIdcV0hUFAC6HRtFoLtywo5WHxd9EkqOFqnBzCB8WQu1L0MLX4eD5snSEbuORrtMVG2Z1YtwsGCm87bqQ1hrdq1sJB4YtAXabMwCDqJaxxKfIwIsaChD4B0ptie3C8bK6vbV6A33IugKoq7Xp2WPrRkGkRWNm6rRjWCBo8E5OLIcwQeP+iDicSBYp/ekPECKBXFNyAKGDIceRID5I0+xW+7KagCrxfQy5XY1KEGL0r1xWVolBlnd+XgASARp/MTH16Dn5z2oTBJqWnD6EA4byAfIcfdVJ3Hvs1cDIN0X2Z/GEBsfigqEHBl0e2gtr0e4mhQNqk5HClB9CBdoYhmdfrxYp/XOm6fn6lO07pd8wDD7XkcZ0CdboEgKAjzgbaYFJpYFWkF033DGXh9Q2kmT9ZoN10DWCSDkY7m1NgFUw4iqprPY30qBjq9iju2VEbv4YJtBx2stRbjtNvr/6qvN5xZEFsAhO1CpV4T41o7UDgxlh+BSXDix+8RpnWm4E1qul0UgqBu6WM85WDAXzQLDMPDXjX8FADiZz72blVu40xkomh9tYulwAc4i0pyxl87isMMApycuPhs65lQAgJIsiDV+asosQejqMoMGh7Z3zQLuBEe90WkJBQ4kzAQWiPIqzK4zCmARFPS3mNoC7DqmyimxZ3QGO9Hsa0aMxamql4LwfIgGDtd2cHfTgjoTWLDX1onlpK0EoRHs4MmYF+MvIl/Lwyk7sTRGJS0cUDns6Cz8C1+0fS4epOMPFIF2dq/SThrPkyr5IkaaFv/HhvaeRJurzcginQdYYPU/KvWKrca9MbhNlVPAZnNu9lQZS8vRjS4LyL0lkBQJgCVVsxR4itWotvhakT3KbOsbWLZYPOYsIA6AjBfGBRA9G7BgcdNiLI8tR12v495d96Kslu2BYIC+y+E3mQVGkBb5MAOl4nILolHydSuM/ZUfGIAeJx8w6wyisxOo+Shc67Ccu5w0r5msA32GV+xroeQUyisjKJzSieLff4FG08tFVFe1oLo4Ar3MmCNl+nIpELW9txEseH7ieVS1Kpp9zQI0ff3C1wMA7u+fWeOH20xlCHx8qZoq5inft21gQbcJFoS/cRPGv/kq/PZ3pO/0urPzOPlkoMzKEFocZUD1YxFb+3QFouPZYpmtQZZg36pJwcvFrMwC61rGfb3GMoREKYEv3fslWxtQYHrytJF9YQVVufFkFGdMGoZh04nj106sj7zFzUGyebVOfOCBB/C1r30NF154IT7ykY/Y/h1M+9nPfoaPfvSjuPDCC3HYYYfhkksuQU9PDy6/fOaatiuuuAK9vb245JJLcNhhh4nj/b//M2ulLrnkErzhDW/AV7/6VaxYsQJf/epX8frXvx6XXHLJvI7RWQKcGuAo0AidrNAm2NpqTnZug6XFNmbBCrt/LSYmH2h9kT5BU+SDvJFJMCvNAouSviIrIvP26CChuHsCCxq7IVgzdI0bCD/m47uOB0DIq27o8Dq8Isiyai3U3OMADBuzoLFGvtBkBpCZgN8GtAQCwFZ1pe39A9XFIouaKqcwaU9gYlxpQzQK3M/qwseDdsGdtCskwIJQtFf0QWfdErFTo3vLz724jLL3gy0UnEYiZlATdAVFIL+3MgTN0JAoJcRrM5Uh1PW6aJHJ0df7PnAfzlh0Bv7+rr9jJttXR4Ttye14oP8B5Gt5vOvGd81KuKWxjc5syxA0XcPpV52Od9/4bnz/se8DsNeYt/hbsKrFvNfnLDtHqFtzej43Dha4llEwr3mAr13dIRgJq9tXQw/TjZP76V5w8ODUhaejzoCDbv8gJkZdWBY5AgsHzO9fFtqMeBx4/SLaCLcktkDVVbjKPegJ9tmOhTsW3L7wqQiuvtoMSm0lINUgDMNkAcxk3ClJlBJ2ZeOaH8mhBrAgvViAi9bvXFCwAxjSVAYnnkhjs9vPAr6QBLWJZXH1TWLTWTxur2FY5dkAndX6Dab74bFQ+5wsm3Oh9058uPvHaBk9zPbZZn2AHlQiAEwUfyawwFqGYG1VZGUjcYeuzd+GFc0roEgKstWs2DitgUMja6exDGFhZCEcsgMltYQ7d94JgMaNJEkCtGoUT+Tz0+vwQpHp2m234gk1OxXU2UALPnvkiwh7wojHAT8r65pyQQCa/goDKUshvgThPrp0kOtAG+PI+7LkwFT8Mp46/JsAAFfeXMdCrAZ1wgdMMjDAk8tgJDeCxAhlTXKOEIaMp5D10/1urQCDA5Q1KntcMNxpTCqiAgW9gV3ocFLAr7G2iFIbrX0xgxZHTmmPhyrYrNNzblaiBwZwFPwGRhXzmnR7R9ETXABW3ovtQRq7kayBYI72kUjGHlCUB1/AuvF1+NhtH0Mzu06smgGRQgqohLGSLWV1DzAWoXnjLpnr27KgvcwvqtIXcbCg39IJcZlFj9QhO0Tgx8Gk+3aRYOgpPafA7/LbmAWyJAsnFDADzkKtAAN0bXjGai5lCFsSW7AtuQ0+DVCYY7yL7XtyuoCQ149WdrpVnwdwFYVgpZQpYNUqoHf3KQAIPO08iZxvR6KCFrbMWMGCFStMYFipz45Z0ORtElnzRmZB1BvdJ1gwG60d7uzHvLFpzAKefWv2NcPj8CDqjaKFLW9VN4H75Wa75koxMJ1ZsLcyBB5AWAPLxhIEgNY8vp8BBFbyumz+/Z/8fBZV2T4G1mEAAM2tZjYNhsu0R0zUaJx58mY5DQdOy+vuQu70DpSenj9j1sos2C+woMH/4CJ5wPTWjKlyCs4d5uRrL7MkF7rRyYEeH1ByZlHm3VgKbvjYtZl00jVu8bUAp5isPddySxkCYxZwyveeyhBS5dQeNSi4uN89u+6Z7l/5aRHxRUyBQ4TsWZVxuctk1voJoKqMjaA+Qb+XckRxyilAxUvjsaNmrhPOjH2Pdg9rYr87b/MIvFuyCDw5DufHvoCJwgTu3XWvGBeF6/4XnsEK3OM1VDYSG0Au0zyTg3ZfphEs4Cr9J/ecLMAwXib6YP+D07qdWW1vzAIrCM/PwxpAW5kFTm8zOr7zNNJdFE94wwU8/rjA0RGViFmwkK2J1bDE3Q8scdC13VMZAmeAbU9uF2sPX5ObvE2mlkUDA+wzd34GP13zU7zm6tfYnm983zSwgMVz1pJingTZntyOar2KoloU+4S1G4JgFlT2zTLeH5szWPCd73wHZ555Jh544AEkEgmk02nbv4NltVoNa9euxZln2oOFM888E08++eSMn1mzZs2095911ll47rnnoKrqXt+zp+8EqPNDLpez/bNabx1wModttEgefFubOdm57c4vt4EFS5YAisV5amQWtPpbxWDim/D+MAt4oMkp6jzAmjWzwLKBNDoC/JiP6zgOgIl+LYouEgI5HCz4zsPfwcVqJ3DSz/cKFtQ7jxOPp9wxce1u2nwTbt39VzzPHEpuO4qH2ZgF2xsy3yN6D2IxcvoAYKgBTEgqESGhG3KHUAvYMwSbVXIE+LmPffSLuOYDwKcYaOD329tUWoM/wB60+J1+4UBwRynkDonFlGccctWcSWWHib4e13kc7vvAfdOo8dwEWLAHZsENm24Qj3emduJvm/824/usNl9mwU+e/IkQqLtjB4kJ5qo50RKoxdeCw1sPF+8/d9m55uPl5+K85efhtX2vxaVnXyqcTNexFMzH+4CdjvugGRpi3hi6gl3Qw6xubZjmhqelFZeefSluf9/tokShwzOCiQng7GwMIVPzD6ubnkE8TnPvmA4qU3AC0Ne9E889Zx8PjWUI2H0G7rzTpLvzmlrU3SL9mZvZx7Z9X6KUMB0pXQY0F8b6w2LcAgDSi8R6kTeHB5qzHvExgLKFbjfwtrcBnR4aC/WQE2oLvS+m7hBgQSxFG1OWAftL5J3Qkn0AgMzIC7YSBqUGBBwZuEp9OCfy34ghYzuXSJV+yyhHbM93eBvoVDBZMGvH1yJTyUCCJOYYZ9zwedUWaIPb4RaZOQ4uWNu6WmmZuqFPK0NwKk6R0eX1gbzki4MFVj0EYLq4YTwOfOMbljc0MAvcpbzt8035CfE5X4UiuRXLTkPfIlrD3EWmDp2nIEJ3AuvdEOy0xQoLytkAKgaAXQzFdBYNGHXykPwlWr8m3cAEW9/CzB+rTtG1zMhh3Dh8CbIM7GsrBhGrMPEtlxd1ZwqQCFQCgB7/INoUFkmztohyGwGhftan25unsXNfYauNPeDWAScTMMz7gboM1FlCpNs/iE7vIkGHX8e6VPgzOrShV9GxsxIzfh0Ko0/gsmcvQ02rIZKlzXNoESs1yBSAagiL2H5SjgDlAM0pV9F0spcHd4lrDABBdu05WHDXXeKt08A9nlV7dPBRvOaq1+Azd30GAISaNR9XAPCNV38DEU9EAL98r+R7tkN2CKBsLmUIvPtCp2U+bmWZViVdRjTgR4yBBRWvH3AVRNtYOVvCqlVA325ywlW/BGffagCAK6WjrYW+1AoWHHaYudZL1b1rFggn2GNhFlRnYBb47GCB6PIC0i8Qa+cezDAMG43YmuUHTP+DgzcO2YEugwZRhbVHzoTt7nDG7YBhGLbkyp66Etk6JZSSe+yEAABuh1sI4wF2gVe+zmWrWTEG+L6zQyZQ0ZMHmtg43JqiRX+sTGum27LMcD/P+epzEHp0AtL73jf9ws3S9qZPNRdrZInwY6zrdcG04b5KqpyCd8CMKaJ5Wls8ajc62PTl7bILDCzoLbjhYWDBuIfWsBZ/C4JnvFt8z7MKHbdu6CIDfFI3gQl7KkPIVrMC7G+8p6f0EtC2fmK9+D5+DnCVAFcBusPcL4yYPRBPuvrE4xJjFgwO3QuD6RFkHTEcfjhQ8tBe0FaVCNwwAFeG1lnOkBx9sib2taiFYeZK6TjpstU4609n4a6dbEG7+o/i9fo2YlIrbN3fF1jAmSu8zSBAgXzAFUCilJhR54dborxnZgEfDy7FJQA0PtcAU1zTalbmoCQBRRddkyhKQC2AXrb2lQMOFCP0eIESF7/HS2Gs68eC8AJ4HB5Utapgn1hbZ4o4rKEM4fbtJDw6kBmwgV8cyOQgw2yYBZ3BTkQ9UWiGhi2JLWIdkiWZYgaLZgEAs3/xQbI5gwVXXHEFrrrqKjz99NO45ZZbcPPNN9v+HSxLJBLQNA1tvBEys7a2NkxMzCzaNjExMeP76/U6EqwgcU/v2dN3AsAPf/hDhMNh8a+nhxYGToVaWAOcBXJqxis0uFtbTbV+gLI0o0V7GYLLBSw2GVLTmAUt/pZp9WKNm/RcWifyjY+DBdxmCxbw/2dkFjBn/ThLgA+Q89QZoN8bzY/iwf4H8e1Hvk0vrrjFVobQCBZ4F60WQc+Y0oFIhCbwu298N/7jlvdhHexCaZszR9rAghujpHXAbXd1MZqaTCraQANYMCnTtZYgwe/0o9hkiujVvUDSQQfDA/lw+yp8aDGwyUcnIEn2OspGsMBKh1ZkRbRw4xRtzioAzHtVqVfEouVW3Dal2L2ZVc2/0XRDx/WbrhffCZAuxt4sUUoIah23mcCCmRDmO3fcKR43MlH8Tj+8Tq+tHSR3vAEag7e85xY8+KEH8elXfdr87ddcgF98uQdvOQ/4x7Z/AACOaj8KkiTBiNLE9Iwxil00jE+/6tOkTMyop+2eceg6cPo2+/w5zP8Ccjkak2cuOhNuHZi8Bhgeugx33G7PdvH5AQBNQx8CSs3YsGEGZkHVrGHdG1hgYxZYOiEAEoaHJNvGgtRi0SPeGtD4c3T9s8x3cSRp53z724E2F3kAesgNnSlKh4r9ItDl9c872bTqqo5DS7DgfowyqbWA6ah0BwZRLNK1aoJ9Ew2U6dzlXJ/t+d/8qA8b7Ul74WhtmCQKal+kTwRdHGDkzAKubcEzvFzfxVaGYKkZLtaKM7Y8tHYUAUywgKP7G6camAUN3/Ef/wE8Qix4WnNq9rpRb5GuOw9IQ2VidcTjgLtCnu95J30CJx7Nsro5WkN6S+QMV0IAJKAWoYu9UMoAAILMgS4ENQyy75YMoJ4YhGEY8LJsfj3cgVG2vgV5mUqK9o6UEsDdQzchzV5vynvRzmj7WWcIVYnuZT1EQVWnZwjNYAX9LeRUKh1MyTtTxa9/pQr21e3ZrRi1YFq9KuBlTmzGC7gVD+oMsOv0DqNNWgBW3ounWGDvzgHZbW1ocgbhY8nW0aXsHBJbRI1skC4JFr/hPwAAnkQdUiWIXrafFMNANUjjxZnXAZalWeKnNbG8nO6ZN8dYgQwseOAB8/jHxwHVkszjgdz3Hv0eHhl8RDz/hsW0Zp3YfSJ+dubPcNf778K3X/NtAJgGrPM9POKJzCjMty/j+0m7Jds6yPY5JasiFvQjxq+BKwg4i6K7hZKtYuVKoNtHQU414ICzi4BaSQcOa6V5viewgGtC7MnvsDrYe9IsiHr2ziwAMK2EsdGsTn/MG5vWmYCXPGqZLhH4tOm0d5ZcDvT2AuMBu+hYwkXlIrwTVWMZQrVeFZTpaWUIFrByJvvJG34iHi+KmIASv0bZigUsaKcxxvU9nAUIHZORWi9iMSCh99FrRUBhW+5kYRK6WhFtol0jFjGoOdpcmAW3brsVz4w+M+NrjckKvo5a+9lzwCwf3wlP3Nxj/Wmal45iN9oF+MXAAiZO2VVUBGAy6jaTD74T34ndr4/gqdOAO9K0lo/nx6HqKhyyQ/ipVmaBNTkHmMLijWwRvkdsmtokfMnDWw+HW6YF9eJfTdraAcqrT7B9vhCkvUfTNaRYC8FCZh3qCcbA8rRh2TKg6KYFfoHhQ1+kD111CMCeA/qZDQV4HSwjX7AzZd2shOveXfeiOroJgcfNOittx0YYhgGGR0EOmuO2UjF1qTo7KSi/Z9c9AEw2AUCgOxd83FO7YWBmgcNG1h8HEQDgc6/6HGRJxieO/cSM39f4HXkGFoQMKkPoZueU9zuQZ65Ar2yee66ag27otrVKkRXhE3CBeSvzoMnDhC8tZQh1vW7zd60d3/hn+Tizir0DdlCVmyRJQo/pxckXbWNIkqTpwq+VQwwsqNVqOPnkkw/GsczKGuu/DMPYqwDOTO9vfH6u3/nVr34V2WxW/BsepgVQZQvWgiot6AAwViLHt6UFGPOaoEQtKAOQbcwCwF6KsFdmQdnOLOAL7FxbJwJmHSU37ng3muiGUG/ohmDZQMr1MkpqSUwiK4IOTGcWXPLUJeaLlfCMzAJOA9JbBlFmdOkBbSHCYeDJ4SfFZp5YbEczd+VXiOubLCdRVIDEqoh4fXutD7GYuQnsaoi7x0EOR8gdgiRJGFtogirlsJPkd2GWIQgautfMCllrq7kjmCgloGqqyKTzhbEtQOPj+QnSDOA16wBsAQ+nHfH7Nxvj48OK7E8WJvGpOz6F8647DxvjG+FW3PjcCZ8DAAzl9uycxYtxLP3VUnxpvZ2RE2w4nMufvRyRiyP40eM/sqm/WlHVsfwYctWcrQQBIMT6a6d+DX8874+zOk9JkvDsq16N57wQG9lRbUcBAIxoxP7mJnNB5iUKfRG6T6Eh+5K4zGU6y+evOB+vLgHR3UD7tgo2PGjvRCJJEj6y+iM4uv1oVP7xMwDAjh2AEw1gQc08n+xepit3NJOlpFmGwOjtmQxEKQoAIN81I7PAU6R5WO6h++9MaTB0DW98I3DaKiZ0F/VCb6Ox6cuNUrRhSCLDu5X5RsFqSfQn9sRpHBWjEKUcnb5hFAo0fyOMes78cfgK5CA4Jk+0bYilsT6cfDJQsjBQG+u8lzcvF3NhvDCOSr0i1j1eQsXBBD62xHjytcDj8AjWTqFWsAmzcuMZYoAonvz7OG3cqp3AvwegjXtyErif+UannAJcfDGmMQs8zHFLd1FgHK1QxDI1BbhYCYcS64HSTPuFI1dDezvQXaV9qMRYPNUwfb6bMTeCLPDO+oGKAiGCVY/vRq6ag4ftQ7GOV2GIBYi8xZiXHdOUW4JmaCj66ZiDJQ2tbLgllQjKBv2WFqYvaHePoUmnNU5i+kVKO0XvzoyOj56/DTLzmXa5iD3ARKnRozoQ5q0ivUCTJ2YCdu4x9PDUD4AtnU4BDusT23CKIwa5TnWnu1nZgzc7jP5MPxRJhi9L+4D/VOrCoajAIk0XYnDZIFCP9ojXIm4KyFc10b1QjyBUzJUz4FGKAiywSiIZBmDNI3zxpC/i6Pajxd8n95yM/zrhvwSIIEkSLjrpIrxxyRvFexqDLc4sCLvDM7b825dx5/tVHtq3VR/EvXZkNTSHfYiwpSKrhABXEWNc3DWnIhwGutw0n0teN2SXB3XGolsSIxBhYMAOFgSYn2pU9sEs4BkzbxQRt/28ZxI4HC+MwzAMAVbz+T0TWDCcHRb7Cs/ceRweeJ3eacwCacf9uH8rUFvnxn8QloTmOis/cDlwzDHAbpdZmmLIwJawX4AgPGFgY/hZRDKDrqBZx1xOC5/NqpxvtTMWnYFPH/9pOGUn3nn4O8XzVmYBP/aj2o9CxBPBIAPdJAOIsjE4VOnDqlVA02Iau5IOdLL4eqIwgcLDV4rvrkcttNU52mw1CzbGN+K8687DG//0xmmisICZrPA4aN9tDBIBM3mljdrLg5wFoNU3CuS60cK+uuSli1KI0vctzauiO8yAnwZ9s68Zkixj52+ux0mvp0DWMAwR2PeEesSew1uIA+RvO2THNBHpRgBoUXQRvA4vKvWKAC4XhBegI0Rj95Q3jovzC7qC8Jz8VtvnR7vT+OZD38SFt12IZIBOrLkESJkMnaOvC0uXAnkGFnSqbnSHukUtft0LpJnr2VTLY2KIFttI3p7M4HT8iCeC2vP3ita4AIDdu2BUC+I5JWR2kODgmttNQPjt229HpV7BkqYltrUPMHULHuh/AHuyvZUhzATkH991PCa/NInLzrlsxu/jQXO+lodu6Mi4aU0I6GWg5jeBb68LaXYrO5UJOHQzM88BAwBY+zhdzEbdgpmYBdZ1elN8k60b2c1bzeQ5n8vHdxJzkCc1uFlLsqwm9JjiL5o6ZQ1dtoQdasyCCy+8EH/5y18OxrHs1Zqbm6EoyrSMfzwen8YM4Nbe3j7j+x0OB2Kx2F7fs6fvBAC3241QKGT7BwAqc6ZWFAGZZR/GSr3w+SiQeqj+evEdpYBZ1w7QBnPthmvRtThjOX4CLvjG0+JrEQs134S5o7EgTBm/OWkWsEH3viNMeppTdu4xONtjGYLTb1tQefAtSzJa/C221mhHth1pa9doEw7zZKaBBWvH1iJ0cQjnXXcePvXCavQvoNXs/qk34fDDgccGTSEfbdFdIssJAAYUm2YBAKSOPka8vqnai2BLRixeOxrAgheqxLDg5za00KT4FwJ+IV7AN3gBFriK4DuWYBb42200TKuYD7+uPEvKRdasjA9FVqYJmjSqLO/NeG34jpTZSeNzd38Olz93OW7ffjskSPj9W34vwJ29ZXIeG3wMmUoGG1JPAQFz7hxmx5xw+XOXI1/L4ysPfAU/f+rnAEhFl2eHeQC3LbHNlgkGyMn+/uu/jwtWXzDnc+TGs8NS1E6pQ9QsF+AlCt0+xmxoEFBbpNB1mJoicZ1PVf5DvOaaeE5spNyuPO9K3HrOOpSS9Ju6DmTjtJkJKm3VnCuzYhaULWUIqrlBcGdVBnDLm07AW/0fAGBnFnhLNEbVxRTMySqgJvohy8AJS+mcjUgQaCPnwJ1NAJDgqvkE4LmVqTf7ylUgS+tMKEXzKRdhCusA2j2jglkQrNOxVfpobHuzGQBAKe/A2UvPNg8w04d8Hrj7bvMpzoLhtjy2XLCRxvJjYj10KS4xpwSzgLXftNYMW1H4Qq0wY/ZiadNS8fiiEy8SY5PrjIzkRmyAF3dy/U4/br6Zgsjjjwcefxw47TRML0NgTLOJDubIVRMwDKCYzgrBVUdzLxytffQ4p6Ovz0BnlZUDsOCsGqVFqouBBSGmjcPV7StsSdDiAxjPjcDJ4pnuBa9GPwsg3Vng1T2nIMABgSBtVkaE1h9/SUWUi4TJYejQIUsyjAgd+wXnTiCq0RdLLQTiuLoI5ZZVoLqJ1JtrAaDKAhyVjZHeUgQh9t1JNxDzN0EPE8LR6pxAW5rOT/X9f/a+O1ySskr/rdQ5d9+c504emESGIYMgICBBYFVYFFfUNYGLYkDFsKJrXMO6imDYNbEGVPSnKEEBJQ1hhhkm3pw751BVvz/O931V1fcOE5hBBM7zzDN9O1RXV33hnPe85z2AHp8V/k+g9CxO02kMlGKAEaGyhDhjzhzjWitEDF1LjkEtSvdvlV5EO/u+dADQol1C5OpT79uNTZsAT4Y5fIcdLl5bEnlGgAXNc3zcJj4ddAfx29f/Fu899r34y9V/wQNvegBfOvtLjpr0ZpsHFrA9O+wJizXdXmq2kBlGHdUqrb18rC82aO2s+oAhLkhZBfoiJQHQpEDMgjFeGpI3YRoG2jX6kTnmpDeCdL/W9FJwd889lnaDnVmgl5w1/M1mz5jxfTRfJadegCSesGhvuiu9C9PFaRTrRciSjJP6TgIwfz96z+/eg94v9eLrj1AAISjEjFFg1w8AgJO+exdO/xHwqfQT+NOfaL5Ga3SPii4Va9bq2KpYAesz64BtbsPBwpQkyaEdxF/za8QM5Pu/CRM70gtnoe32n6/+T+RvzDvawQlmga0Moc3fhh+89geoqjQvANFSHruLS7B8OTC4KoQGm989zPecLk6j/usfiGO7ZnXoexlXezLurwxv94v2twspwd/57J30WiXt0CPgxn0XzhwUQaINwOX7np5iQqhx63evjj0KY24xWtiaWWRiduUoLZArRmmgV4NAMkzji9+DDb0b4FJcGM2N4pP3f1JodK1qXSXA6HQlLc6RJ28cDD7MLzdUZEWUTXIaem+4VwBd9uRIwBWAa9lxjs//uPMj+MT9n8DtT9yOJPud8ZICH7tV1WAvliwBcm6ak9EqtRPst9Hrc2w+tkpJbH2KrkWoqWSK0/HT5TT0ySHnb9g9CT1nCTPKQWvc2ksQJMkqWX3dytfNS6pypsH9w/ej2qjCMA2c97/n4ZTbTxE6WAsJHFYaFeiGviCQz9+7pzWVr5mFWgHlehlZnqCoEbOgjU3rlFfDLLtObZiCpkcA0DosBGVrPpx/Dvk7y+M0Rnl5tl0AkY8JO7OgmU3D/Xg7a4EzC7ifwm2hMgTACRbwPYGvQS96ZkGlUsEXvvAFnHzyyXjnO9+J6667zvHvUJnL5cIRRxyBP/zhD47n//CHP+yR6XDcccfNe//vf/97HHnkkdCYUuqe3nMg7AkjSk7PcjZ+TBmYq7bC7wcezNyB/221JlbdxSjs7P5+5i+fwZW/uBLfDncBCUJU43FaRHkGsdXfag3SJmYBd2r3RbOgWUl/Tfsa67yM+oKfAfbcDcGn+aDIihjEPCvAJ/hHTvoIzl58Nr5z/nfwz2v/WQTBI9kRZ+2OJzOvDOFTf/4USvUS7nz2TlT0MjacAWx4K3AnVuLMM4G/jP5FfLzS8SfoTQF/JEILET9nc8MbxWs7zAikuDVpKyqwYylQC2oY/+B78b3CmY7rNLXkfPHekscFeDIALLAg7AlDAt3jL/4X3R87XZq/r2E0xMKjSIooJeCbC2+9ZS9DAKxFglMq94dZsKplFVyKC6lyCjvTO/HQ6ENi0T+572T87LKf4Q2r3yDG0XOBBbx1IACgy+oastpGIinVS2KRBSxa2nB2GCZM+DU/Tuw9EQDRvJqZBQdiHDDjxlFcKeY8phS3UHOEacHtCzFns0r3Lb+K7lVbjTbQWaZP1zFlbairAk86Re2YNT83M84ccN4mah/LEOyaBVYZwnwVyXOKwAW/eRRnf/EHWNHxmGAWmCbgqzA1/t5uNPw0NutjjOLLAn4zEgJi5KC52Ie7s62QWGy8KRABALhLuqhnaGdZi2QIMJhgZKtrEsUidTQJMFppYxHTlGCtZItF4JS+U6yTZ4KJduX5ZkfhrMGzLGZBflLoFbT6W4WzwnuX8024WYzKnn2wZ8m42euGr153tXjMM07FetEBxNozpnfcQc9dcgn97/HAARaYhi6o9aOsFUWkkkE2C8QVSzVZiXVDbaPfoVSAlYvm0F6j9TjLwYIIXZs2BsYECxQsJ31AQA2jzN6nz45hdvxpkeHfsOYNWNpLv0upAydFlgohsJkIHcvb1g8A8JVqYE9hmrW1bA+0w4zS+hPDFBKg9VRupesj+8MWq+EJAnBLEfHT0AhSJNNR9Ftq5W4g4YvDDNNvalFnEUnToKsEgbp7StSY9nt34sgUoZHZYABoJWHTKLslx1UI7Gl4ACXcgkYr24v1HFrY75z1A1F/RGgvXPWaIaxaBSjTDHTrXYI6AxmWhLZgeprAPj42e2lpxFiTOH9boA1fOOsLonZ5b9Zcu29nFvA13Z61XsimP3gkKkd0oDj6kAiUeQeKsg+Y1SxByiXhEQS56FsjDLiKGGUgjlwHGrlJHDlAP1Jrp3vM5/TSFgJ2//pXuhZfvugK1L+6DD3Fd0KSDDSKzu4Adqs0KiLTFvPGHL+tVC8Jsa6QOyTAuu3J7SLr1hPqEc/b96PbNt6GL//tywAgBEmbW4/xwJ0HJhEWRC5l2dqxMYA1B0HepaJv1Qx22HyHz68lAKLZV7Jn/vlv5q+5FJdYZ3gSZE9lCAAB4m7V7XhOHN9WhhDzxnDu0nOx6W2bBHuV285yN4EFg9a20teg90wXpqE9bDGiJAOo7tizFtdzGV8zd2zx49av7pn9Yi8xtPeH58aZBRwsWIh+LkCXLK3hVR/AdXpXBp9EasaDLoPWjIKfbmK1ha5zYoj2pUxCg+F1JiB8mg9vP/LtAICb7r0JH/rThwCQQGHUExUlmNz45+zCxWF3GJri1B4DgNWt5Pzwfbov3CfABu4PK5ICj+qBJMuoRK1YIKfROV+y8hLEw8RAimfd8DLfQI/1IxwGsj76TCBvojvUjR5eWuTXRMvdhDSLzRsZQ6xpCeli758pzcCcZnpFQVrvtNEs9BxdL0MBZI+1B9vBgnK9LDQP7IwYboe1HoZWfytK9RL+OvZXbJzciN9s/w3uG74PP9z0Q4eQtZ1ZANAYWAjI35s1JwLm2G30VEngMMbXf7eKGXbYuJGC2ogAYGABL/sq00DTdYtZ0FyGEPPGLB0km/A0BwsuWHYBAMtPt7MW+B4xkZ9wdLyx+xN24wLe25Pb5zHC54EFLzZmwVNPPYW1a9dClmVs2rQJGzduFP+eeOKJQ3CKll133XX49re/je985zvYsmUL3vve92JkZATXXnstACoPuPLKK8X7r732WgwPD+O6667Dli1b8J3vfAe33nor3ve+94n3vPvd78bvf/973HLLLdi6dStuueUW3H333XjPe96z3+dnxuhm9bPAohGQYEKBL6Dj+r9diidPs7o2RJM0KTiz4Jk5cuDrKAGnfBQAIMtWCYJX9Tp63ApmAXM4BFiwH2UIdjbAzafcDIDqg/ZkvB/6QgKHgOUEbU/R4sgX26vXXY3fvv63uHrd1ZAlWYgMbZ7d7AQnmsACM7rT0Z+0N9yL7OzxeKAD8Kz4E4LRsuj1GnAFYKplzEasCSTLRJfkwIosyei75I349BkJvOdywPDloIcoA8CDhWWXA7d+NoPZS78AzsPm10nutxDhcCk3rwxBlmQx2V91AS0sPJvcFmiD3+UXYAJ/3u/yi4CHMwu4NWtJCIYDc5xET+Z9MLfqFpSxv439Df/+l38HAFy99mrc+8/34sLlFwKwxtFodnSPirYcMQUAdFtgwSKr9BIPjz/s6KHMVYe5GNdAdMDqZTu3dR6z4EDMziw4vud4sdhLced1leIWa8iMMFDAnQEAhEs0ps2jaZGOZGnH5jV74RkLXFrs2o4ZCzsQ9qyTsY7xoaaNrxYEIzbtUxmCoxtCzTpWu4cC7YGUNeZvWvJvglmQTgP+GhOc62pHI0ZOjj7J9CjSGfo/FoWUoGui5ul7etN0H+o+YNxD56EVTGgw0eLuRDv7jlm/Iko5Wl3TKBQIEPCxSWwuI2fflaG/CwXg8sMuR19gCbD9LMisTiHV5Hdy3ZTTB07Hq5e82mIjFSYcnRC42TULTNOcN57sDgVft7Y87cNJJ9F1Or7neHzzvG/igTc94NiEfZpPOIv2Eh678jrvsnvuucQE07SkAHUKtQIauQnBNBtjtf2hYgmbN1PpBgA0/BIkVYUSbYfJ4oHDOnciUWXlC8x3q8VoDWgx0kC+Q2TpZz3AWT2XoMDp4XOTSI+QSJzuBmLtrfjIqd9BgwVE6+UIvMyZHIuw69lPDq+3XBdZqXHWIaEz2Amzk+aRNDYONUNOutxqAXSNKHOimQgFZ0F86zXfgh6ivaOl4EKAOcEjXnK8zAg5PzEpiUCKjlsOANP1HcixAKjbPQzsosA1HWiB3kbBRihFa9ZqpoVRidB3NjpoXi9q5IQY3LQPiAdC0INsHszR/dTmKOOl9ixHI05jecC7HVNTQDIJNNgydgQjljWDBftrz5dZYJomot/bhPBmoHrnt0VAHGAAXtELQALqDBTpdO+Cn42T8XoY0IrIaIDBAIPG7G4si7OgehGdm87mdAyTgp3XFhzBO37zI/R8ahtOeutXccain6ORp/c3txADnPuuvS94oVZwiHV5Va8o+8lWs/jbOE2owdjggi3K/ufp/xGPea27fT4C1towW5yFbugITtO16UrRYHjoISBQJrAir0mI9U7iUT8w1icjva4Nt3fRMZuzeXZmgb3TAzf+/bxs6bnAgoVsIWYBP/6q1lUwo5aQk6EAU6rKwAJTAIXHeGkPnypMQZkrwm61rX/DgZgAq2t+bHzQAgvsbKtkKYmHxiw2we92OsEC0zTFGsr3/oU61PDfK/NOL14gw0oo+rXdmJ0F2uoUEWYZK6o4SJl9vs5ORV0wFdpz7AmIL5z1BXz6tE87zuvcJedCkiSH/xV0BYW/ay9R29P95LXl3OzMAp784Sw3ACiFnT7B18/5On566U8RZp0VElNlwQrbktjEfiv5Y96Cju5QtyivyvlVwUiImmk8/ogLqqzCx9bZGuvywen404VpmAwBrayl3+yebKCRpr3I8DrZAsMMz+7oAO4duheVRgU9oR5R5mk3SZJEKcLvd/5eMC0A4PMPfd4hZJ3wJeBVvcInLtaLjgTkvppIBFSpTfks2+PcpQpQ9yPK13+PinF+nao5SNUIAFqHBfBVYutN2hqjW+a2wDRNpCqWZkFz+QQADGWHAFilGOlKGuV6WRzbp/nQ6m8Vax3XJgMW1iwALEHH8fz4PEZ4Z7DTKXL9YgML7rnnnj3++9Of/nQozlHYZZddhi996Uu4+eabsXbtWtx///2466670NdHDsvk5CRGbAWGAwMDuOuuu3Dvvfdi7dq1+MQnPoGvfOUruPjii8V7jj/+ePzoRz/CbbfdhtWrV+P222/Hj3/8YxxzzDHzvn+vxlRO21kA0fDTjVTbWPRgm4MpKQZNA7wsG8OzZQDQv3YI9xNDSqBwvKZvT5oFogzBhvDnq3kc9a2j8KZfvslxms2DDgA+fNKH8ccr/4hPnvbJPf68PTELOArIg1eOqvNzbrZmRVPeDhKejKAxA0C6+wcwYeJVg6/C5PWT2Pz2zcBOqpMPLX0CG6c2om7U0R5oFyJ4F3ZfjVRnK66JfA2RCAEGoj+qJwq/X8EtK1bjy8sB+JIoewksWN+xHpIpw5CB2XKWzoG3TWQOQiIUEef8WPVoqwzBY03S5pYq/Fosii6CLMniWJyKb18Um8EC+yZlP499oTguZLztzK+2/UpkAG444QbHe7qCXZAgoapXxdizm2maCzILwmG61vw9vDyEt8kcygzBNE3BJBmIDIjswtbkVkeN+YFaX8QKXOyglxx3MjSUhG38xWjOBuo5ACb8TNxM2UDjyT9Xgyw3RDAbnbPmaS+GBePAbhwsYOXcooZQWJX6JgNOZkEuB3zuc9bmbNcsEM5yxdpMblr6S5w7eAG6N1vaEWeP34dqlSbQxIQVtLs6uqDHaaxxCqKUYVTyWAIyA1SUbAV+P9BdoLWhGgByKl0/yQS6AkPo861CnDkyc1oIJnN84vIcikUCBNysX7O8ksp+XCkdkmSgUCBk/HtHPYufKEk8fGULPJ4CmhvpfOs138KNG27ELy7/BQCLZWNnFtjnCweK8rU85kpz81qX2amKfP36f7/y489/Bv7rv8jJ+Zcj/kW00LLbQnofPBMRdccFOBP2PYRdN3VAfWsCnznhZvF9jRkCyHQNmE0QeOLP1bBxo4l2Dx1TZ7RvSJLI9iyKDCFWpfHIncFGnO5/TE8DqUEE2HdPuYFzBs8XdFRzbhrFSQK2qgEJPh/ryMPEBPsrinBGd4eIzj7I6LGuoi4czbF4Ulx/qY8AGXlsFiprm6l2WPo2eowCGXUrOZ3ujjY88KYHcM36a0S5T6wowcu2qCEPOV5cUySKNMxpmmh5Fvik2BbVKY/DxbJhmUAHlB5yzj1pYPc7n0U0RXtRhbEUzE7ae3orBdH9YcLLwAJWLmjMTUCvl6AlyQnX+g6H3kJf3OMaxvi4lVVLJIABVk130MGC/WQW1AvjcE/ROZubnxJjnWtQ6O4YekI90MO0r7Yqo4JFMlIhzQJIVlZRnx2GxIFDtmjxOY30rGgXuSqyUdSDA8A6z6OoZa01CqA+6Q+OPohHxh8RAHGbvw2yJDvBAltHJkmS4NW8Yp7xjPTi6GJHcM7NntHm+6hdyRywfI+6Ucfc3FZ4WBIvPFGHSyvhoYcAF+sUknNLQGgCDQW44INrMfTru2DKTmZBM1jQnPnnxh9zRsX+7md7YhZwM6KWv1CJAAjMYcUKINo9gxK7ZcsRAUCsRjVNgRkPGPUdTy/4vZXKCBqNPSPXAqyu+1DL0fnUjboIlkzTxEfv/SgM00BvuBcSJDwx9YQYmwCxCkv1ElRZnVeGsBBYoOXp2pe8JE4HAC3KDGZmgHCJxm6GkwHWWSW+ADDMLplH9Tiy1JIk4frjr3e8l5e92TWi7L6rXfF/T2ABZzFy64v0CbCAC/Xawe0HD6NzGGOuyOWHXQ4ACB95CgDAP2VCMoG6F/gfz2eRKqeQ8tPkcxcaSPgS6ChTQJEOGJhhcUSkkcUTTwBBlx8eDhYM0p7B6fjTxWlIs3RfGmuXwVAJZKltIoFWw2OFhffdZ3X5OfxwizlyzpJz9qjrds6ScwCQn/nr7RZYsGlmkwAPfJoPPs0HSZKswLtWnJeA3BdrZhZMszGhFWtALYAQW0onPLQHAIC/UobJ+ig6yhDKTOskCSyJL4EsychUMpguTi/ILLC3euTHGIwNCr/eziDgQCJP2jnAgj0wC3iSpNKoiCQh3yPcqtupN/diK0P4e9vb3/52DA0NoVqt4rHHHsNJJ50kXrv99ttx7733Ot5/8skn4/HHH0e1WsXu3bsFC8Ful1xyCbZu3YparYYtW7bgoosuOqBzU1rIeQ0zB6POdAmMdiu4OuGINyF3+HJcXvopwmGqAQJsvTIBmP5pqnuFxSzgTq/ohlDNwDRN4WgsxCz42iNfw6MTj+K2J25zZImb6SwALaKnDZz2nNT2eQKHTRObL6R8EjQHv9xi3phD7V60+3MXUCw3BFhQ95FXtqFnA9oD7Qi4AjhrzVq6DiueEO1Z1rWvE7U9D3eVcN2Z07g183ZHJwTAciQ6wiyt602i5KIJOBAZgNtgiHkphXIZ88CCtkgYR7wN+P5xwJXJb8wrQ+C/jX9nqV4SlErOXODH4i3g7BuZfTMB4LhG9s/ygHtP4kl7smO6CSz48eYfQzd1HN119Lzv0BTNUSbSbKO5UYcDgK5HAElHXx9Q02t43U9fh9hnY7jp3psAAFccdgUkSIT4lmaFqJADLLAzC55HGcKi6CKsbV+Lo7uOxkUrrDnMRePEb2yzfrMUpWsoZwvYcNQUXGz6eE65gt5bBLpCw0ilANM0EJ6xNoeO2vSCYMHY2A6cdtoPccwx5IxW8wHnG2pB0enEDhZ8+9vADTcAn/gE/S3AAqauHdUAuRIRIEQ71uDWM3+BjroldBjZaaBbofVmZgbwlCiAUFp6obfQ+DEnR9lvZt5DvA1ynBx1JV9HSwvQWaJAoxQANE8LdJbQ6g3sxhVtn0SA10BrIZgh+n0xOYVCASgUDLiZaJ92OC1kSgVoD46IwDqbqeDCnz2KI25P48zeX8xjFpzSfwo+ffqnxaZs1zkRoqG2+eLVvIKxtCu9a54a+ULMAjtL47lsQbCAOQA+yapfdX/lvRj85DQ6fgtcsZkcr2KtiMbMEH1dAChEGNMiBzzzZFJ0pNBDtk4rLMgbCI0gUiYHcYbFCDrbYyKNPJAeFB0rplQfju87GhnmDOlzszBm6T6XfQoUhZW1+ehGBodmoLAs3KiLQMJ4LzkxWlEsbRhqp/naGeyEMkBsG20oBZUNHa3DAjSNOF1jz046Kam1xQJfYrSvtFZqcLExv8PFHKgI7WkhIwc5Q/ctz35vigW0rdIMwqymNhMagG8ROUlyHahOPgMvU1mvRBhbrpvuWUe5iACb06NeoCUYFhoJZmoa9elnhaiX2rkERkuEfq8yjrk5Z1aNHfJ5gwV76oYQdlvMgkqj4mBm2a2y+U+iREjeNmSBBazjhuzvwsh7R0RgGdbH4GZDftwgzQLA6m6hz41DTjHgkJVocbaHmUrh1FPps0sCTspUl2sMlRSN/2Q5CdM08c7fvhMnfOcEHP3to3HNr64BYO19gjVRy89rPQpYbKI/7KKy0MHY4IJMCzvLgPtNzQ65W3ULX2n6qV+L66VWgKO77seDD1odq4p+AzNFmocdgQ7E/RYAwkEIDvDwxEBVr4o93MEs8Dnr2Q+UWTBZmBSdFuzHF4s/KDZwRWfQ0wPokR1iznC9kbncGDTWWq+2jtXQ7Nwx7zur5THMXbkIwx9fikq9aAnx2szejaeS94nSSe5bfe/J7+Frj3wNAPDFs74ofD9794ONkyTcfFjrYeI38XFQTf0fzmpzggWuAktKeYG8jyLAhDSH2VnAxzo8pDzUwWnD+ktQa7HKA7bFaYNK+BLzglqX4sKPLv4RJEj46qu/Kp7niQ3A0isASOuAm+Ne2OyE3hPw8VM+Dk3W0BHoQGewUyTFOGhm94f/vPwmvE76IY5puRk/vuBXIkjsPnYldFuVw3S3jKKZxs+3/ByTPq5/U4ckSego0/ydixUxzfbncL2IWg3oNDxgxAroy/oBAHEOFhSmIc1lAABSRzdqnXRtzScfBQAYrMNELge8/vUkPvyqVwHve58pyn44ILCQnbPkHCiSgqdnnsajE3TMo7tIY4azTezzgvvAe9IT2pvZWycWa0VMseunFXWg5hfA94jXxCx7zV2pw2A1bpxZ0OkBXDV6LpUioInrrW2d2+rQLGhu+Qg4dVO4LzKeH58H+nGwgAuZA3tmFnhUj/jc1iSVQ9iTvPYS8hcFs+Ciiy5Cjnm1F1100XP+ezmb3EIDhAuD1f3klNTiFm37wd4a/vDRLbivdpoIZhtGw7FATxWmBL2LB1Ec6RQCh+U0ivWi6ATAs6p2BN7euoM7z4ZpiAV6fwTyACezwDTNecwCfg4cLGiuIbfbqxZZ2VD7Il3UswIs0N3kBNk34K/ftBYAsCv/DB6boKDo8NbDrZrj1qexkzHF+b7aPFkHOtiC70uiIFFmoivYBY/JAv1K0skscJEDGg1peDzqw5VnATNez7wyBPt3pMopbJndAhMmWnwt4v7ZnQHAiaDaNxNN1uYJ9vHv4VT+A2UWcLty9ZULvu+5dAt4CcJhrYeRw+DOA+FR9PUBD40+hJ8+81PhBLsUFy5cfqFj0+RgwaLoIgEWbE9uF9fj+TALVFnFxrduxENvfshRV+geOFoIX9bPPBau1dbmz51jOVvC/36BMgCGBigDy4T+Ra9/F1IpoJreBo8NJ4kVc/PKELY980P8R2AJfjbzT/jns0gItpyz7vG6APD94+7EsqWk52AvQ9jKxJ93MH+Oj3vDNJBO/hWP7AK+suhBATSUSpTFb4NTlLFV2gXTBOZm63CxfvdKywDMeITeMEdrgcJKA+R4B9RWuudqVkciYaK9yii6ASCkRUVg0eUdQReORpiBCeXqsaR5ACACYgbp5TnhqGiL14mOCIOhrajXgVoNqI0/KtbJo4MPzgMLmo1nfaYKU47SHrtx3YItc1tEANZchpCv5m1ZMsaI2ssey1s52h1f7hh4TLpHoRCg7bLW8HCOnNW6UUedgQXlAGBG+4TCf3rbFrRodO+MkI1ezCjgnZ5xhCrELJjiL7fSXAqWSkBqsehYkTQH0d/SihSjkNZn5iCn6T6XvHSvJAko+eg6yNso8DMUIKMBJ/adKEA1yYQQC9wVICemM9gJ12JiifiGWVZbAeSolYEzWsjRcfFYziYSrCQiAIC+YhYSw61H3ay9KdMUCTWKiEs0wTJsyhRYwBvXU4gX6Z42OpYj3uFGJUQXsj78FPwsw1xj2htyL42FRCknan+H3EBLKGQFwskZNFhJTiMoQXK5gFY6l3bQxH6M4fxHHXE/TkQXjll7l0Pg8EBMsAObRIrDnrADrN9TKULjmb+Kx66dacwxH8FTpLFiBpnuQIwJnVWG4GH3ZFs9QcwCAHqIBQnJCcgZrkFB40t0kMmkceONwL/9G3DDlU5RrnZlEmUGFjSMBnLVnEPki7c/5ED+QmUI9t+7OLrYcfzFsb0zCwq1AnLV3DyBQ8BaH1Kb73Uc97jovXj0UUAtMmZBoCHWlI5Ah9jD60ZdAPMcmLT7TDwIXIhZwG2/wYImIEmTNQeg4r3qQ+KxkgMG18xAloGJ8g7kGFjgZqU8cnpEAGHm0eRjycMT876zfM8P0f1THYOfnMF/fu949H2pD/cN3ed4jxDYrflRrUgOP8c0TXz2wc8CAD528sdw0YqLhL/DS8YAKzha177OUfNdzm7BCZd+FT/5MhDTXOLYniJtInkPkPeRLx0109RulrFokm6qnY95Y6gts3yHp8O0yOzJn7jssMtQ+lDJ0X756rWWVo0iWdoQ9hKDhYAUbjedfBNG3zuKJ699EqqszuvqY/fv0lkZPzUvx8QTH8Hr1p4nnvcHZaRbLH9hZ5Cu4483/xjDGt1Xd4FQ3niR1vppHzDBO90w53lRhdZ8QwOMPlrXOR0/WU5CmaM/5PYeNDppzMnPDtFnWIeJj36UxFwHB4Ff/AJI6aPYld4FVVZx2sBpe7wOMW9MJKYAan3N/X2uXeUAC2yU/udThmDCxFxpDhOMma/mTSi6S6z/w74apjlYUNbRKEQA0Fwzso/joSeArw7Q2ppkRAN7RwR7HLFQGYIALH1xkdwYz43PYz1xQVMeJ+mG7mif22wceODaCfbycV4K4pKB7lBx3mcPpu0TWBAOhwU6Fw6Hn/Pfy9k4WMCt5mPBddhG245vF84GBwumC9OOzH9Vr4rN0d4JAXA6GtzJUGVV0HRL9RLqeh3ThWlH32eOwNtpM80tYfZmdrCgbtQFUMEnDgcHuHCRnRbebK8atMCC5Ynl8Kl0jJKeEWBBQ6NJZl9YBmK9iHgiqBt1/GjzjwDQYm6BBZux8Qm6ll3sdjSDBSv7ObMghXSDgQWhLvhkej1bW5hZEAjAQu/c2QXLEOyb6KYZqjWzi6dxZ2ChMgR78LMkvsRZjwSLim2v+dofWxRdhItXXIzOYCfOX3Y+rlyz/2DB5hmqg17Xvs7K7Ppm8YlPWO/vC/dh5D0jmLx+EoOxQQF6DGWGrDKE6AB6wj3wql7UjbpwMp8Ps4Bbs2qu3N4J6de/Ae6+G9r/exBQresqR2kDl/M1hAr02+oJDZAk6ExMqsMzinQaKD75Z8dxg6kq5uZ0x3OB97wJ/d8FwpuANVPUwrFiAwt++TfgDTfO4iqJRHDszIJdTOuTV1K5FJdwTpf+5a8YvBW47M5RB1hQLAIJwxLKAYB21xhKJSA/My5qOLW2ASDBxv0czQeZl1wkuqG29AMA1CLQ05lFS51ey/loM9bDLnYtxlEoAN48r1U9BRJbyEJGDoUC4CkTIGRKgBJrQz1K17vXOwSAztkzbgltrdA2zytDaLb2QDtUWYVu6qKmuVkAlFPy7h26l36XpIj1cqFuCFxXoLiXPfa5yhC0Ol3TSASQUtbN9GUbouqsOkM3tBgAgt4QamxcNSa3o0VlIG7YWgd4kCclR+Fn5RwTDCxQ26ne0VuswVdoF1n6nLkWHreMOZUdJ52FO5eh3+y2gIhSgNYf99AQnVsQgAR8cMMHIblcqNvqVQ2ZRAgBAgu0QQvUBYB6WLGocYA1vphJbZbmihSj19pZBrsSAnQFOK77OEgxWkf8tRJioLGZZKfcs4RKI6K1HIIZyrS2HrEGsRiQD1AAUR95FkEGhjdYdwall8ZCNF8QbKGdLiDqC8GMReiJ5BwakzTpGkxfAUyAMsHaRT5KiTF8tHIyjrxuAt9behHmbIDhgVizSLGdWeBSXCJrO5d9GOn0vfM+bzxrUcm9ozrUGp2Qp0Qbp8REBswo3evA2BZIBs3HIZcH0AgJMphYppGcgZJmrIQWBhixDjJSOodQCPjsZ4FwyRLjBIAWzKKc84pkwVxpDsNZ53sAK9gSJRbVvKNnOLcl8SWOzw1GB+eVZeiGPq/zgt0htwfrPDgzdzlb3G5IPA7DANQiza2UtyZYAh3BDvg1v7gH3EHn/pe9KxEHvu0ARbNS/oEyC7jFvDFHZly96PVoXE5Cy3euAC69ivzDHakdSHGwgIHAvhQF6o2gBCxeRp+fapLIB2CMbhePz/v1U6jrNZzy3VMczBY7s6Bcdvo59w/fj2dmn4FP8+E9x74HgJXc4v4rYCUa1nesd2STi3+8FYFdQGgrsLTWEMf2MvAr5wHyPlYG0sijVgO0PG1s027gzeveDAAwV1mMwUfZlvtc/gRv38iNtzsFrCQdAIcfZg8OF7K2QJv4zmawwM6Eyy+MAwIA5qLW+56oUXnDH3b9QbRDdeUNNBoGwuwYk15ginVKcBfpuvQwsdNaREGNCSTZuyMoKZrvSscAjG76Pm0nzSHDRxH1T39K7/3CF6hcmrcQXBpfOl9cr8kuXUnih5qs4bsXflcEyBxsWYhZ4ChD2A9mgU/zCd2DqcIUxhkgIDeAJcEJUW6301fGFAcSSoDOBH7S5TQ2/OTX6P0R8JZ/n4AsNyywwKZbYGcoNzMLqo2qOPe4N+7QGpjHLOggZsHWua3UvcHGBm8uQwAsViXXQXEwCxhY8FUP8JveG/f5mh2I7RNYcNtttyHImqjfdtttz/nv5WxquzM4rniDgGQg77foJohtxyhLUHFshQfy3aFuMRA4IssXW6FZYHM0OPocdocdgX+umsO9Q/c6AAiuzMkRfa7Muj9mBwvs9Bv+fHMm/LmYBaf0nyIet/pbEWY9mBtqRiykNXV+tkCSJLHwcODj8NbDsSS+BApcgKuIojYEAKIuvHmydrHWebHuJHIGBe2dwU4EZHo+V08tqFkQCMCqC/JkIXkzAPZchsDBglUtq8TrogyBMwtsi6IdeeYiKHZrFjzc3yy8JEm443V3YPy6cfzy8l/useSEgwULOX6bZymgXtWySmyK/3vnDNasscCC0wZOQ0+4R1wLPi52p3eLtpqD0UHIkoxlCXJiuAP4fJgFz2nnnAOcfrozuIGlX6Dk6tDHWJaxle4Jp4Z3eMaRSgGFrXTuuSjt2u4MYBQp22aawAc+UEfbfVZJgDtPG2ORpUkVCehhG/BhPyBHcyGwYGyM1HgBa1NtH+Oq3gba2yjIKBbpX6TmdJ473BMoFID6NB3QUAEpEAJaaA2R0lmYpgmVtZ1TEj2Q4xbQuTixG3Gd5lbGDzTULIwIBWZt2iQKBUBlmZ2qvwdgpRxBvcjEDYfoOvolQFFgBNl19NKYLxQAPyshAoABfWivzAJVVgVNmVMbmzU9+MbJezzHfXEBHD1XGUJhvv/sMAEW5OeXISg1CyxQUlaPZS0PtBpcSI/9bh8Q8gRQYzXzvZ7diCvMKQ1b67fZwbL146Pw5Ok6D7uo13usnwJ2V9bESqkusvSGi+pqZ6UIAEDNlODN0w8r2OZ5NUjnGxij868EgAHpZBHQ1YOWY1wNQbQS7Ah0QApH0AhYLoPe7XRspDYneCN39FuvcfbAJP2eUghQ9QB6w71QErTueas1JOo0EMa9wDXrrsHKw84CQCwezlhY8ar1iESAtIeuWXXXLoQY60DuoGBXG1gLAPCPm+IajXlYwMrYA5hLw2RAjh6j8c3FTwMNGiOPPQZIkoFewqWx9CfV5w0W2PcIwClwCFjOoP6Fs5F9z6koFbeKz1YaFWSetvwJWQeOZ9iXh6HsWoIFzExDybeT9rhyBGgErZM3mRiwmZqFmmXlSkywkt8vOWsLjppaTMcaaZgmEPPQmBrODovfJHSIsDCzYCF2I5/fAPknC5UhcJ8HsNqd2h1yOwuRB2f+MSfzarlJa7a7QovstFbCRMHyAyRJEj4H7+hjr2Hn92khZoHdVwm6gvO6HezNmkWLF6K9q//zc3zzc5fj7RuAbIP8w+2p7QJgczOWSIQhsI2oGwrrWqJka/OOZ4wNicdLfwd0si2Sd0sCgELVuWby80qX0/j2xm8DAN5w+BvEteGJDztYsCCzoF6Efq8lhDiYq4hj+8pcUwIo+lmpEvM7NRYUxxpvEr6kso5KngwZ2MZi2f3xJyRJwi8v/yUingg+e8ZnHa/94LU/QMgdwlfO/so+H++5mAU33gi4XMC73z3/c3NRSwfmscwlwgcYFvR6YNvmWfhyBNiPeYBhNz125U0oSh3trEyjFtFQZv5uIM/0QwBoaaY507kU6KU10zdEa4Dpc8E0IViT6yi2FcDZsviyvf72tx35NvzHmf+BzW/fjI5gh5MuD+d8smfpRRnCfmgWyJLsYOzmXBDsvWMC5GeYEjAdKgjWgdwAYg36I1PNwD1pCa2vHfyzAAt4N4IHRx8UgGXcG5+nWcDXH34unA2wkGZBR6AD7YF26KaOjVMbBWjs06zyHrvxY/F9wu638+v6lhuA/v+Z99GDav9wmgUvZlNaBx1/lz1hIDiBhmLzRn0pbB+jgdXC1jEeyHcFu8Qiy0W8notZwDfOiCcCTdFE0J6tZp115bAACXsroD0JlOzJvKrVDYE73KqsigHeDA48F7PA7/LjppNuwukDp+O8pech6o3QC56MyDLWFCd9h9tx3c4+tcsTy4n25WZiH60UpM8DCzy0CQmhkQ3TApTpDHYioNLruUZyQWaB3w8ns+A5yhDS5TQ2zS7ALOCLGtcssC2Kz0Vn5Odot/3NWuyrieCeZU7sxqmlK1tWijFZZQEPBws4bVscL0zHe3DsQeSqOSiSIrJIzZoJzYDToTZOvVbzBozxIQCA0UZzjNPB27RJpFJAZYKc5XQ8hIaH5k4k/wQAEjX83jfHoNh8MRdr/VRM0z1ea6tFLLWzucpA5XrdYhTU61a7Nn6PO2bpwGoJWBa6n47BmAXBSsnxm1qUaeTzgJmkA9YClAGWEyzrmipCr6WhMv9PbR2A5HJBZ1nl3sAQYkYGAJD0AmG/SwQWCWUGpWJJoPWNYL/QffDXSygWAX+N1ppGgAXLjO7c4aO1rFAAQnNWf8mO4uxemQXA/LHCN3JufOPkDAD7/LDXSzeXITxXlgd4bmaBxFotRaOAmnY64ktKNH7MJI2DnBcI+wKoReh7u1yjaDXpNbPFNpe72fwZHRfMgWEX8M5j3oWWRVT7qdSA490EBlVCQLubsmKzICdMy1XhLxJ4UVCt9bPBslb+cXIMiy4fbhq02p01bOUQJRuWyNeeeqeNAXGicx2W2pzzXrGJH0oMEOBaB7kQ4De6IEmS0MvwlOqIFOlmXHHOR/Dfr/lvKJ20TgSGSfBL14DIkk6oKpBkXTr0sVEECnRPXaz8QO1zjo1aAKirxNaRWui3yMksjGlah404/Vg+R7gw6NQUsHzAYgbW/BJSKQvMOxDbYxkCCxSD7iDcErD8c0D/94Dib/+bvluv4bz/PQ+hUWd285g0jW9PlbKF3na6LhKrw/PtpOdzUQBBGw09xhgIs1PQ2DjT2ilgl2K8PMsCwKQp8imqvUwLgTnPUTd9D88cRzwRnLWYQB4JkqDy7q0M4eS+k7EougirWlbhBxf9AAFXYF4ZAr9mAVdA+BcLOeSAFZxFp+leznZQcBAtpgGY1AoWwG61iuEMAeOcrcR9Dp5NtQc3/JwWAgvs7MADYclpiib8rOZjC5NlFI4/EgW3lQF/YuoJTLKPuXM0ydrZ79PjXsgJVmaWazg6GACAZKurUSrAAMO7eSYTAPIV55oZcVmA1xNTT6DTA1zatgulEn2m1cfKEJgfO5ndhYn8BCRIWNO+Rvg9lXoJ7get7+nJlEVCzM+GXtoNlINs3arQWNYYK6QnaomVe095A0wJ2NEBsO6R+518OH/Z+Ui/P43XLHuN4/nXr349Mu/PiHG9Lxb3xh0JOfvYWL2a6uK/+MX5n8vaugyoa16FC5ddCACY8UCUU27/23ZoGQYku4HOAaL9K1WgPTSCVtYZpRpxoRhhTI0cjeOEZJVKq53LMZtgZQgsXjZ9HmSz5IcAVpzybJLu076ABW7VjeuPv174ec3JL848AOAoSTmQMgSgibErAXUGFh3lo/lbDVLJXc5lXcMuna5fppKBBGvvvqTr+yJ5wYUruah3b7gXUW/UAXCYpmkJHnuijo5vCzELJEkSGg5/G/ubJW7YpFfArdnvtwOsrf5WNHVTPWT2ClhwEE1lfaq5lbSYoKonfAmoZU4nYWr2HCxggXxnsFOg4TyI5RloPmDszILmOpeFlHS5CWbBAm0T99WEwGG9vGCv8mZw4LmYBQDw8VM/jruvvJuJ2rCJ4smwiWqiIs0vQwCA6467zvE3R+9XxtbSE8t+CWDPzAL+/zOzz8CECVVWkfAlENbo+aK+cBmCogBynYEFviRMJhS1UBlCspwUAoyrWm3MAteeuyHY6fMRxrSw2zxmwUGg7C9k9jZ0dtMNXaDLK1tWiu/nehgjOQpOOTOB20CURGK4ku7i2GIBMNnVXI/rPm5eHfqhNiVBY1QtAuYwYwl00jlwmm5CmaUAgakZlnxB1OMUCPtLFEBu2kTif3ZTWU/vWskNv+bHhfYpqdJOzJkFo6POAIQDB3zst9m0EZboVF7EwQJ/gRwo7sQn5DkUCoCcpbWDB+0y0yVQ0hXUZncK0S+FdYtohMmZ7vCMIdSgdWLOiOPGkz4AI0rjNi4lYRZGIXOGaqwPcoyccl+1iloN8FdpbNd5TXSIzqvFRfO5UAAiKSvwjsyVkcvNz3g12/K4BRYEXIF5mRueweRmX39ES7JK1kappfPaG1jQrFlgmqYITowiYynFalAzhuNzS0q0i3Ol+bQPiHgD0FmL3Q5lAtEGvWbPyss95FhpO2eEA1f3rsSnT/sUpEBAaGkco1GmrhCW0O9bDQAYq9Pc9WR0hEp0PkXVWjdkVhrAg/aCHMXSAWsNknospy7vt9AtARa0W+u961X/5Pi9viVORXK103Iq5Zhz7coEgTbQOSsskNGKJoKsJWNoyTGQJAlalxMgykc8gh2UcrNjTk7Dl6fPBRYT20QKBoXaPwAUbdud3MayrMkSMEv7rMm6TMhxOiav/weA1/Z+Xzw2vCZM0wCb2gdkdmaBYdRRrJGzaGcW9NviOfNJCsK//fi3cc/uPwoB5UIf3bfFSSDqScDLwAJfB61fHKDhQEAqDAEW+DSfKDWQRycF+0Jp7XFcBzlntT9QZsjfqK+k9wQrFM2FNJoDHCzoDfcKBfnFscVij7MDdguVIcR9cex8105sevsmoQ7PwYRyo4yG0XB0NhIO+QJ1wYDFLIgw8s6WVlYLny1hyWBWAJ4jLqu9HddG4aADL6lcCCxYqHXiFYddgWuPuBYn9p6ID274IA7E7P5Ec6KEm53mX6gVsC25DWMsLvUUKNrnrfWMRAhqK81rNQfoDSeVSp5wJpY62dC3+5DnB5/EnYcDUQ+96JUsP2dnaif+2w0cec3dGP7Ra5znV5pBLvcohu4axNv7LAo7v+/LPUBwk1Xu0JYpw6t54VW98DHQIuUC6mGas+5iHZpa4Rqd8HdZAKW0bBnmfvEgzjjBKpc6mAmV/U2uSZLk2KOaBb/9/nlERwBAuY/KTDLuII6/sB1fOOsLeN9x78OaznWoBdja9+wmuJh45dTUa/Efl3xLtELtC+xCnIEp5YgbmTDTkskC3YE4FrM9xVAAOZbAR3b/0PH9cqJTsAqCQcDDxhUHC5pB+32x5tLQ85badBqep8AhYMVAPF6qMQbcSoV8uhJb/1XZC51dwzZWzpupZBCas9a5k5V7BbNgeWK5IzjniUp+foZpoKpXHXoFABbULOCaaABwbNexAIC/jv/VEjdcoAQBmN89rjl2++ngfy34uYNtr4AFB9GkgLOOZ7J+IgnAgTZKX5lQtrEKoV0cLOCB40LMAv4aH3x8UlT1qqj/4ZuLaOtTXQAsyDvLEPZX3BCwAlsTFpJmz4x3h7rFomDvRbovFrExC1IpAO4cDKkhjmW3hC+B2y+4HQDw7mMsHtdb1r+VHqz/DrDi/9DaTovBXJk2Qz4Z+YS2ixrJkowwQ8tL5sJlCACg6WwjD1v1/AuVIdw3fB8m8hPwql5HLRy/V9zRaF4UX7v8tQCAfz36X+ddoxeKWcCF4naldzmyELszu1HVq/CoHvRH+gVqz7MbnFnQDBZwVJnXQNozwvaN55KVlxzsn7JXU+LWBq5spmBf7qbsmhmmORKX5yjznaIxX/WFYfgpYvPUZqDrwDPPAD2+Icex1TSPQiXcvOE/cLKljwd3ijwhDhbwEgRuHCzoCnZBk4CIjQHcU6QgsVQCSqUS3Fm6R43F9FtiSCGfB5QCq+P20bkqDMxUMnU0JmjjbwRl4kMCMFjZRVwaR5CBgXM7/hlHLO0Ab7YeM9PQCvQ7dRXwt/ghx8jBdldovnkrtHbpIaY6Hw6w60hrUqEAhJIWlcAzC7RHnhFaJXsy+1hZkVgxz3kLuoNCvRggx52baFdXzTjEuvj5PJfx1lr5Wl50OeFK5fUsrSXdiTEhCshBm/4SnZ+Uppuc9AIRXwBopc+0YhYRth5L7ZbTq/TT/PDvYJlBF7Dlo4/TeipJaEQpiF+hE3CXUdoQY8DMsElrjTsJtLDfVdAsIMLT45ybWSWIXttTvre+TzyWQtb15cCgZBP+0k4913Es5ZQzoa+15rbaZdHK1ZYBx3vn3G6co/0He62f/i/TeQOAa9FaOmaHE3A2u6y1NuujE3fNTIsShfAyC5itt1pZvbTbj9OSRKuW2+n7lHQVmGNfyDZjpYW+TyvqAAsUT1P/JI7jTgHxyMTzKkUQSvCVFB6+fzHe17oVLtnJLFhsmwvmM8/g5vtuxjvuegfiknWNplbRcVoKQFhNiPmnchZHm7NMZ8oGFvg1P6Q4/WZtKAMAxCxikYHCtAuUnBXIqXM0wKXVawFYNeVBlfYhnn3rC/fh8sMux2B0ENesv0Z8ngeINb0m/JO9+SH21/PVvHCsY96Y5ZDnxwWT0q3H8Z3vEADIfSkvW4afdrF7m6rhod/tFgDJpBuiZJMzC/ic52YH5p+rVCDui+Mb530D9199P968/s3P+dv2ZAv5E83Gg/GpwhSenHoSJkykGVXfk6/Bo3rQxgJqMxGzQCAdaKSd5YXKdFMZGwMLuI9imiau/FISr34j8C/r/g8A4NLpvDbPbka5UcZZHwYiTwOL3k+lfPYyhPxvPo/j/gn46PeAE7sIQPSqXkiQcOwsHO04Y8my+N1e3tXBBZgxWj9cBRNdsSEBoob7netZ4jXHoS1xlfj7UCVU9tWeCyzYkzWO3ICP4yZcVf0+zjqL1oPPvepzePytj6PO2I7a2MPiGkTHv4+VrasE2N/j240YAwuKYS/mmNC6XAeWqD70s+vdiKqALOPJpiS+ctTJostTi+3ycaYJLx3dX/vM6Z+BBAl3XHqHAzyw65IcSOtEYD5jt+an4/dUWNzDlhGvFIEeoOvUatCFyFQyCCYtoH/p1KgACxRZwVFdR4nXeHcf+/kVa8V5Aqt2zQL+2kdviOEb36DPcAHIA2IWNJUPx3Y9jhfCXgELDqZJEnIhCizzbuChnreIgDPoDiJaIUeuEHoEwHxmQVeoax6zoBksCLqDYqJxGlxzW59cNYdUhTZjnrkVYMECbRP31byaRY/j2WR7sOtSXOI8n6sEYSETVH4OFvhognlVr+N7uV219irsetcufPZMq7bsvDXHATsYTeyyS/DpIUJoeZ08p7g3gw/8nHntZVlauAwBANx1lvlOEODj03wO5X2e7eBAzpmDZzrYA82ORjNY8JNLf4LZf5udJ/ZkP09uhwos6Av3QZEUlBtlAagAVgnC8sRyKLIiHJbZ0ixM09wjWHBM1zEOaqWdTWCvO794xcV4wU3T0IjQ/Qs/ScGZdjhtCFwILYY0UilAYYJxtWAMZpCCs6iaRCpFYEGnZ9RxaCVV4nE4Lh24Fit2WtfAnTTh8+VEGQIHCyTmwXKwoD/Sjz4NcFt6S0gwxkexCDSyu0XnAWMpgTJhI4tcDnCX6UM6E4JT21jGOmeiPk73shGzamp1xqSImNPwMbpnI9wFWQYkLpKk5+AqsPIGn4JEiwSF6R24yxRgBXVy3A0GEti7JdB5VxCYsTxEyQSOTvxlr6UIDrCgZcWC77H3p7eDT3aV8f0tQ/BpPhFE7EztFJu/S3GhlGXirn5ykg0FqC+iedlTpmBTYXXfsx4g4vfD1UVrSExPIVCmm6d0WBl9rX8tPce7wkQ0uGy1z7y+vidDa8ycFgOTFEJFWw1dBSQDiLMxVHRbYEFkiZMOmlEiQjATAJTXvk489gzRNeP6IgDga7ccJ/Gl3FQVym/+AHNwEczjj4Nke93d56xZnZ4+E70hWifkWEJQQwG6hoJp4XY7dBLUQYt5VAzTGhkaLgrVd6XDCvI4MwgA/jB+Bc7pY6JbjGqvZQzIc2zQJei4aisFJVoO8DEZ7UWzFk1bMoCV8SccYEG5PITHHjsaU1M/wL4Ydwq7FANrXzeCC97dwBUtFogddAUFFRwAPJtn8Yn7PgoAOMbDRPskYLiN1q1oAQjIcbjKTIOEsTg8q51Mj4kggKBV/sZLDbxjdPF4y07AYnuoeROGUYNhVKExMVd1/SkAAHfWhMdTRECi8b4tuQ2L/MBZ8Sn0hjqw4107cMMJN4hj2lkEfH/cG1jgVt2ChZav5R39yPle+9T0U6JM4ZJX9eDNbwa+8Q0rOHMxEO/JKjFZtIwJNUslgg0PULPpCPPPcD0EbgsxC7g1+xPP1xxljZ6FwQIOwG9PbscjE+RPujsIKHNlTUTdfsQ5CNraBsnnE4ykxozFgDNNE9qME6XtqNMF4YBOvTaNxIPERrpgKwHVSo3O6+HxhyEDoqSNNbCyuiEUpuG/m/ar1nuA8+s0lyRJgt/lR5ezgg5+VjIS98XhYfdt1gW4W+l+KBVgTdtDdO4y0DbovBeSBPzqFovi3iwS/UKbHSxobo29Jzv1NAmfD34c+VMvQI8Ts4IeZdpBKWKtNtwS4j1MYylCN3ggNIJYmTEXQ26klBoabPsYqEno4/tKzAPDNLCrSavQfdLFglnA9F6Rr+ZFDLEvZQgL2Q0n3IDU+1O4eKXTz7PrknCwYH/LEJqZBVUGCCSSNIYzAf5dYRispX0LaIAVq2n4bOt5ZKiBVMqiedq7iHFmgSqrcCt0UYv14jxmAb/v47lx0b0MuW68/e308MjOIyFBwnB2WIiG7wkY5Osct+Y10z/0CljwD2k/OvZz+K8jgL53A7NGCHBZtP9+lQ26bmrPsaBmAQcLCtOiLRBgBYqyJFst9FhNOXeEFypD4MJV/DuEZsEBMAvs+gQ8m9yMAHLq795KEJpN0O45WOBdWK/AbgPRAYcgiKYB8cc+D0yTRsAD07/D5pnNgjrPhQabJ6UAC3z0fFXmzIL5JRveOguE24i22Bz8n9J/imMxPX/p+Y7Xmx2N5kWRl0QsZBFPRNTA+TTffi+o+2qaoomAnwMtAETHAn4dObNgpjiDbDUrxF6aszJezetotWNnFqxuW41r1l2DD5/44f0GmA6W1ZaTg8gzHK41pwAAJCYMFDZyqFYBjUWVejgBk9V2R+U0ZmcJLGjXnG2p1EwNnGyUzwPeWUtER6kAfbFtDmbBmjX34je/CeG88/5bgAV9kT4cVYQoGQCAyBQBiaUSICep9l93SQBrkRSqF5BMAp4qrQEGKwMQzIIK0NhBTp+esOYv1yUI1GbgLbFOCSzTyltMhupFeMtUQlD2upBIACp7j1oAvJ484kiy43EWDsuY6vRjq9kdwqmstNB1XCpv3avIoT2jsTKxcsH3fPRkCqquPeJaB8gomAWVzLwyhL0xCwBLfG1HaoejPjqTpii3U6N50oioMFnNeAerGdaYqNiMS0LQ54LawUrK6ll4WOZW7bSCE7XfSfPUY8411ojTfQqPMIE2tIFh1EhIhyHHlg8P073IStbxWlY6g6CSJw7FXvPocmHX5aSqnL763/H0257G/VffL15WPv81Egr93e+woHV2Qtr6LKS/PODk2HZ2otBpZU4m6l0W1qAoqPVYHmu9xQ3IlmsiLbHOn7MuAKASp8deNu0qAUWwZADA1WoBSjfWbsEK9qfawcCCPCBPU/AptzGh0wTdG8kAOoOUgY2WnBHNqtCTDrAgtem7GLj2ERR/8PGFrwngYGh5NS88qgcrC8Sq8Y0CN2wEEqxrRdAdRK8lFYDgLmCZl4DlT6wm9lwtAOxilPBwHohIMRGwKTFyVKUVq0QWDQCG/XAwC2T2W/nn9IgFSKktDCwoA43yDGqFEdFVwnXkmfQ9FaAjPAwvrD36my3Amb99BDu3OUsFAdpXuIPNnfq9qaoDzmDC3o+c7xcPjVHw2ObuxdB2mtN3303BmUu2ft+zufPFedd20l5WtbNnfC0C+G8WT7XXvjfv4Xty8g/U3nHUO9Dmb4Mqqzh14NQF3zMYG4Rf86OqV/GjTaS+2becqM1qGehVvKJVHu9KorPMsz5rMQvqtRkBRKf66LcvhrPMojLyqHh/b20GgAmU6TdvS27DoE0nW2dDyF4m0VAtYHjNz54Rj/2aHy1NbDLfTBX33EPXlHX4xIwGRDq6YbJ16tj4nwEAVZ+Czq75PP72QDveuPqN8Gt+nDW47xoDh8K6gzQXNVnbI8282draKFnwm9/Mf01qobnQWxwCAJT8mii35eDo4ugkwiXyNdJ+NzKVDMpsre0o1gRAoyeCSJfTqNi0lABAXrNuHrNgG/MzWv2t+/w75p27JC3YGtBennSgZQjcD+fMgiorvfRP0B6ZZMtMzBeBwRI9CZO+y1OZEWsbQOtFpZgUf3N9gRaPGyvjFvjDY59CrTCfWRDsgktxoW7U8WzyWbR7gHde9AO0t1PMFnKHRHny7U/eDmD+msOtudyy+fqHhp3lwofK9gl2+8pX9l0B9F3vetcBn8xLwbaseQO+5KcNvTBVdpQhLI4fi/sAoO1JQC2jpYWc2e0pykoNRAeEIztdnBYDP+AKOJgACV8CqXJK1AjyrJeoy7WVIRzeejh+svknAhUUHRSaWvTsq/k0H2p6TTALmgPW/kg/Hhh9YL+F6uzMgmQSQHRhvYK92YB/FZLfeBry6y+AseROfPBPH0SlUYFX9Yra+ebJxsGChJ82wLrq1CywX/uQ0Udd7Vu2OM+bmSIruOnkm/D6n70egLM2C5h/3feHbiVJEjqDndiV3nXougYwG4wNYndmN3amduKR8Ufw3Se/K+o6Tx+gjJVds4CzChK+xIIgxjlLzsFvttPuZwcLZEnGt87/1iH9LXsz87CVwF+JFWBoEuRBFlBxlX9W4+liImpSrA1mle5bWMpgcpIEDlvWERxfHQjCvTsPLWMi3llCKuVDPm+KDgLcloU2Y8vYkdB1YHgY+I/XX4Lj3lZEz5vfig8/9i8AaD6tYZlvXQEUHQiM1iDLDZRKKtxZWjsqIQ0SE2cL1MqYnQWW1TN0vizDL4VCMFRSApa2EIBmJKzxyBkA7qIVGHi6KcKSma6Bv1qBr8q6PLi9SCQgyhDkBtAeG0fEpA9LTI1dYgJL/jpdR2VqCySTsiKlwRg8sxNolWf2ChZEPBG0B9oxVZjaI7PgbUe+DavbVgu6oP2zADmvoktMbd+YBQCBBX8e+TOyqV8gk38aPV4g7IuL2vWESQ64HvMA7XQ9WhgVVGOAwKTsgdsNyKxrTqSWg4t9Xu20OQrBIBp+GWqRzlNa5BTONRMRABOiFn3c6EYXW6ISWh/mogqiU1ZmZCZgZUbcPU3lAPq6eb910f9+Crj5aiwfHHQE7QCoH+3ddy94jYSpC7sVyaNPR+AXd9A513vQb1sK9cMWASOULdPbnUC28u3vw7zsMkg7dsC34TLxvNx1mON95ZAX9v4+2oc/g11PvR9Xjv870ogJsEBKtMKUCIDzjLAuAKw0AV4vDBcg14Bu/zB24HC48049jUHPsw6wQPvVHxF7FFCqu2Beb4rymGwW+Mxn5nDqqYcjGj0bRx11m/hM1BNFb9JibS3+MVD+2HbATx2ROm34hFwHNqSBH7zrL+h7hNbQcgDYxNo7BnJATyMsdEQUNh8hy6it7YP3L+RMbvcBUCiICLgCUBJOJ9SIWnsRn7MAUJ8Zgl6ahQesznlgAIZG57Uo+Cw8hrVHn/BBAm9Gkt8Gvvc1NFvAFUC1XBW+zb4wHEPuEJLlJDEmbZoFq9uIKcDL2/RZC0xMJChojJuWcFsGJ0F3S1CqJozNBJZWQgoA+jzXKwCczIKgK+gAHpvp5AcbLHjjmjfiDavfgLpRX1AdHaB9c3Xbajw09pBoJbt6+fF0f3Sgv6IgyNY1mZU46WE3MNuAYWPK1CY3wcWuz1SXgthwHZ06/VYOzNS3PSzen9hRx0D/09ALlg91im2smipQr2dE0mumOAPMWQF9671lmCbNkYArgFiVEM1iQoZ/zkAwpeNnP2sgcWJE6BJMqUBbNIpGSIGW1rFOJb83F/A1d2sVdtsFt+HW8291sD7/HsYDvVZ/67y6/ecy3lZ9niUiAIbRlmYlfV6fBRbEAgDm0O2ZQpDtPdN+DdlqFsUQEJwD4sWK0KsxExFHi0hhmibAAs4s4Czmwejg/Pc/T7OLmD5fgcNyg1DWWsADIC/2yFl2uLZwhCVPUoiZ5I8sYZ01+NwBAK08CjCx4FcNvgoXLT0D17Y/gCcfX49jjtkNRfHAr/mRKqdQrBXn6aIpsoLB6KDopnJVCHjTxPfhPdeDycn/RkcHMRY2zWwSvvMam7Cl3doCbfjoyR/FA6MPYGVipaOsGQCCw9kFP3ewbZ/Agi8uJNm5gEmS9LIHC0I+y10pVsuOgPPwnl5gWxsQmAY6NqKl5XgUagUxWFYkVoggfLo4LUoQmvuJ94X7sC25TdDCOcK+ILOAiX5lKlSry7NiCe+BUdiDriAylYygETYjgFccdgUeHn94vynl88oQusgb21+KX3c39cZuGb0G00vuxJ3P3gmAaMt8sVZlFa3+VtFpgl/flgADC7QkynkA8fllCBFp4Xp8u1226jI8OfUkCVY2CfY1ZyX2F0HlYMGhKkHgNhgdxN24G7949hfiGgLAuUvOxVVrqSbQrlmwpxIEbq9e/Grx+EBr3g6VqetPAPD/AAC1vjA8LNiRWe1voE4bkKdEGRJXeydMJhUfQg5//StQqwGtCo3ZxqI2uHfnoRaBntZRbN++DMViCSrL9OiqBKVhYrGPAvZ8npSRj/tqEv4R4LCbgBEWw/VH+jHJQO7hfgmLdppwzwHh4ByKxXZ4cgRyVEJeeFkbSG+lipER4EiWyZdZv3VIEhoRFa65BtRtLFBptY0jpo7uHh0WLIvg8n52LXrEsf1Vmjd5zY9EgrRa+Ebb7d8txBGVFpq7UpTGiadG11FhNbNlvyb0DGJyap86Inz4xA/jdzt/hzMWnbHg64qs4KS+k+Y9z9cXvqYC2GeBQ8ByktZvvgOdfzTw7TcA/55LCLAgqpMDbkT9kDppPY6xtoeuPAX947IPbjegspID/5jV1k9udQYg9VYN6m66CeqrL3O8hhbn3B+uDmA5i7n8fmDCE8ESxu6oemSU22wAQVPpwFjXBfN/rCQBS+aXQT1fq5/+zwADC55Nr8YNJ9i+ct1RwF0EFhgdTWv++vWQNm0Cdu8Gllssg+DiThH0A0AxFIQDBj7+eHzqrD/jge/Qn0KbQVEo8MjqcDOASmlnTrAkoRGiOfLO14/gip4cXEwWp7KqFZ7NM+hXhrDd5mPXttLa5xs2UK2OwOOh+/+//wts3/hDvP+uKaSOuh36+q9BUWjMxbwxdFcssMCVBcqbNgIdpyLoCop6c24rkuQfFJIErBYDwNMKvcmTBbpZX3VdBZSQbY855miAgQVbbUiK3+WHwrQiuJkx2+cUBY2ADLVgQJ8bQSNJc7aRcMEly2hENbhm6ujz7YKrwVgZksXyaL+zBl2vQFGc7ZkDrgCS5aRgFuwLw9Fe02wvQ+gJ9SDqiYrn1NQg2tt3Y2pqAOk0BWgdDEAxJUCNhNCouqBMViFtpWsiRYMA6POOtoy2MsDmFtN2WrIqq/vEjthfkyRpj0ABtzVtawSrQpEUnNC7AdWACm+2gZ6ihACLIfjYpsxzEcacNe5qu2nO1SMqZgI6VgKIV8hP4j6kvmOTeL97Djht9a+RzR4JjsydYAPO1CJQSG1FS3wtHdeow5jLiNe1LGAYJSiKH36XH1HGLJju9WDRXAnuJDA7PY4Ol1eUYU2pQGc0Cj3shpYuYXGZsrPlSGQelslNkRUoeIFk4p/DuH+4J79ov42VAwZGadHLuoICBAUrm4xjDl7WDWHMpyBbySIXANoBhHNluER5Ssu8rmlTi1rQDqttImcW8Mz5odCAOBiaBc1Ju2rICTZMMawvEYjADNGxowwsWMbAk0wrEEpKUGsm/LURACSU6dN8uGX1KrReejdgllF9eAi+4HJHR4RMaRpHRYHFnlmYpg5JUrA4tliABRf9QcHSn+u48LS78dhjwHnn0Tpy68ZbxTmuaV+Dn/8caDSAS61KGgDAx0752IK/2zAa8E4YC752sG2foK7du3fv079dzSpdL0PzeWWgTiOzUC1ZZQiuEHp7JWCMqGJ48wnYUvmjoMi3+lsR98UFaj2Zn5zXCYFbc9aeU/4FWGBjFvRH+gVKN5GfWFA1eH+MT0rOVGie1OcuPRfb3rkNJ/Se0PzRfTouPBmYJvapDGEh62bJksXmqx3XjVPnud18ys3WZxj62xGm79JdKaSzdUBjas+2AP/Zh52LfnP7NoA2qlvOvAXvPvbd815rLlvYXwSV/6ZDLdzDgyM7UPCOo96B7732ewJ0WYhZ0Nw2kdtAdAC/vPyX+N3rf3fIyicO1LT1VuBpLLXOn2fTvax+38Oo+f6eHnDedxB53MU6z7VrzLnqbxeUycEwZf5L6UkRgKfbIwCARV5yenI5IJPR4bc0M5FKEdrdEehAC0PHd7JTkwygJ7gLpRLgZaBdNRCAwqjDnmIDW7aYCBi0GarxiDiuHiEPz8sCUbTawCzGpPBtpzWrFNAQaqO1TGsjgMedNxBigXFWCZHvIkmC4trlHUGAUQkVVrogs9poD7uOcoY+X/R4ILEuC2Fk9sosAIB3HP0O/OqKX+1/5oExeioNXrCpAQZlnZrLEL7yFeCcc+A4H16GsOrfDXT/DDj6Y8DKIATA4S/TfTASYShd5CCGcg14FQjV9VEjBI/H6hLA21c1Qk76PAA0bMuqeo4TeJVanRnhXaUlogwhEACGDAscGI4l4LPV/EOSUBkk7/JD+CSme47EC2W+V1ulSMGlK0VGDABcR1t0Yb1jAZqr2+0ACgCgrVtD1dbxIOudn/XK2pIu9nIL3abVAQBqhxUc6mF67dQ143jDay1NEH01vafTdAocaqOEHGg5oDT8gHh+ago4ae5hRJ4CFt0KbN/6oHgt5o2hw1ZqAAD6nJVtTzQBWAMNH9yqGybr3lAKKNjFkqauDNBToIFYDbsc5R/u4y4Uj3faxpRf84tSA268I4Q4n5DGzmsExgT5do0WVh/NdTPcQ1DrtG6025K4riyQTd+PZuOBAU827Eugbc882gUOJUnC2va14n3vOf5B/PCHi7B06aNIpajs4bNHUjlE3SMhFJGhx2nd0Haye5ZIiEBuQ++Ged8JOEEEAPNYS/urkn+wzN67/oxFZ6DF34JykNb3/modbrY2ubqJgWNEmYZM0kK6jFHanxptPkwzikGQdVFJV9IwTRPGbqsUEQCOqDyOWsZiUyyfdLyM+u6N8Kgeq4tU2hroSgWoFwhRCrgCCLOXJjpdMCVigUjJTegyrDxm2g20R0OiXr91hjbE2Oq/r3jhvtiZg2fiM6d/Bl8++8sH5XhSCxMvZWBixhXFmVQVBJO1So3oMzxHiV2agWw1iwyb+4FcCTEBFrSL5OSr3gDc3wvc9v6zAWAes4CDCgeaZHwus5cZHXAZQhNjtxZ0fn6cgQURdwQIM5/DzMEjBzDIrkcyrKDOyrai0rgQXK7VZmDc+lWEtgChrUB995MAnC0fN3juwmcPB1bVf4C5OerGZmcn9YzTnOrJTeFRVtXDRQ4B0j/yFJfhoouA173OEr7mZpomDMagmp0FPv5xKlXR61YL7Gzr/peW74+9ollwkM3ngwALivWSg1nQ2wtgq5XJueb3l+LBUXIguOgbZwmM5cZE799msMCu+G3/jL09GAcL7ADEVGFqXm3N/to8sGA/J/Xejgsv2+F8B8aA6GNl773dKq5ee7V4vhkseOuRb8Udl96Bf177z7hw+YUAgPYw2wC1EqYL1oZqz35c9Kp2CjSY2cX69sWeTxkCAHQGWMnEIWYW2GneEiQ8/ban8dVzvuqgXPK6xGK9KJRynwtBP3/Z+fvVp/iFMvnwNUJgTV5pUbw4TdddakBVa3AVCc2PLOqDFKL7GNCLeJDFADHQXJcSLWhEaNPp8zEne4613ZOAFGMs9KhU+5/LAR6P1WsaABR5N0yTgKcQc6hmgiYaHjrR3sBulEqAmzGFav6AJc6WB3bvziPQYJB5xAoCONWYZwAdKvys/7yfYb6ZUBDnsSoatZc2PlcGaNVpXcpIEUGX1MMU7Ha4x+Gr0i7Le9bzMgUXA1vkNAUKBZcPCgMyQkZ+n5gFzZbNAk1twxe0ebWSNWveNTML3v1u4Le/Bd72Nus53iHEzzo+Rp4CjqlPCmaBr0DOlJmIQe2moNaXNdEmWUKFk2YYbjegtDvnSKMpcAUA/6TtuUVO9pJv4GTH39vyKwVhwO8Hns1YwczT8uG0J9nM85uf40z8Hp/Gh6ys1AtgLb1enI678U/4Hyw7xxnYK0dY58wZPXuzjg6gXrWuU3nRufPe88EPksD/Rz7ifL5ZB8LO7DCY4riRnEJjkmp1DQ0wVxDIk6ikBVhgGDX4ZiweduHRP4vHqRQQ902Lv0d/93/icdQbRUsTe8BMWqJ/kSZnsaPGfmeK9qV62Itp9hPkBtCTJKSxEnKKAcsnniIez9nGAQkcOvcQKe782wjTsfSZIZgTNOeNNlpLdKab0SZPQ63S51Y5q6xQevinaLZmcGBfyhAcmgVNyuF2sOC1zzyF9W8DXn/658VacgTrmFHzqAiHAaOFAgXfMGVezXgUj/3LY/jISR/BJ079xILfXzfqjr/tQD0vgfh7mJ22zDu/1IJ0fRdniwKklPvYXOMMs5QN6ZogP67a4sccG2LuAq3TDaOBQq0AediJBrSb00KzAADaxxwvo7GbBNt4KYI7qztfnx0CQL4j39tm/QpKEXocyGxFC6v8abiA+uxaBP2qpanDSrSlTqfw24vRVFnF+ze836Go/3xManHGAmYiIVobcl2hQGFGBJC7tDqy1Szm2FrhzZQQZuNCau/BDAML/rAYOPlNwPY28lvmMQtKzy/J+FzmYBYcYBnCvP094jzPMTa2A66ApaFk5uGTI+hia+1M0IUa63LV7p4QHRGKqY3o/YE1hhvjtCfYWz4e++MkNrwG2HAe0HiYuudwdpJPAcKT5KRE58p46inaL1a1rBLHWNWyCj/5oRVX2MFow2jg0UfX4s9/DuDppy/EW95Sxcc+RuyDRmZcMOuSTZ2DDrYdEFgwNjaGr3/96/jABz6A6667zvHv5W4EFtBAL9fLDpG8nh4AT1wNfGUbpNlVSFfSePfvKPvMM9QdgQ54VS90UxcUs3lgQdQJFvAAjWetx/JjYhOLeWOCZj9VmHrek57X+3PBxIMFFoggmjExDpRZ8MY3kpP//vcDb15ntS7iYiJ2u3jlxbjtgtvEd7eGQ4BBU2KmNkSnI3kddW+f/ISMuGZl9hZiFjyX7U3gcG92+qLT4VJcOK3/tL2/+XnY2YvPxmfP+CyuXHMlvnneN3FY62Hz3hN0BQVVkrfNOmh0uxfSfD6Yiykg86x7lXia03RdeRMt8VHhfCWW9kFivYv9upU1CbCNTkq0oRGlHbzTxcSk0gQW1LwyciGaj+0mBRLZLLA48EfHKS2LPAyuqxbkLaTcQC1IY7HLM4JSCfCwrFctEIbSwujAFaBRGIevzoL2iBUEmHHn+FM6+sVjVwc5n3zzCa1MiIw1WlpguAio6EqTJ5FTEyJbywOLNm0SHqbELLMuCTJTZ+ft6NQcOSh5LQSZ9XoP6gWxOe+Lbd0KHH441Xa+6U17f3/zvEMlIh4WCoCxAJPvJz+hjhMAMW1UCaja4qmj/pATQYk7Tw+kRKsAC1wpYDV7rykDeYnRZiMRGPYsd2J+wCRf+056cO78AFg+2/ncSH2A+z8IBIBNcxaY8GDujHlgAZYtw1e3nolPfhK49tr5v/tQmaYBmfWn4yfKP+Etb2l60UYz8HsP36fjdXQAv6vStXgKh8PzgffMe8/69UAmA9x8s/N5O+Ve98iwXyQjYmVgG5MUmTRiLsg9DJTPl4QzVynvhtcWS5Ue3ygeJ5NAl2zVh4c23SMex7wxJJoYLSYL4oLuIILMgU310voa5cBCKs3OP4qKJvIS6JgmllI13DTOW1uBTZuQfPKvgC0B7tf8gMsFM2EBiUprv+OjRmuE/p8YBibpR5ptFD2YURqzcSQhlylIWd0Efmh/fhLN1lx2sE8Ch7ZgQmgWMD+EB8ydHmDplyjzd9zftot5aWZoraq4XQiFAJOVRnGBVcRiSPgSuPnUmxcsKdyTzVtP/g62um21CJJ4wqPGRGUXj9PgqvslwYJDjAX4qYx1kDlai8thD+ZY0KlkK9Bk2mfSlTS0MXp/ibl6MTMNJd+HMxediRN7T0Sk5NQFMEcJbe4MdkKTAFcT8NWYIWAr4ArAz7bPORdQYKfZqQ5DnaYFueYDXJuvoXWTa+CwtVrq3vf79VIxudXJ3AwtskBOoVk0Sg6DIQMjch7ZShYzbJ1wp4sIsPuhtA9g+4SzDIELoM9jFpQPrCx4X8zOHBLMgv1tndjE2HU3rWW7GHFvNDcKMN8toBfhlSJIsOsx7fGhzsrIW9RpwTg0Nz4Gj63sjLOsRBlCLYu+X5pQiySSrf6FSns4s2DADXhYcsYzASgSJYbsbRnXtK3B979vfYc9cVKrTSD0w6ew6KtV6Hf/Ejt3UveThx8GGnOE1OkqMB20Sn0Phe03WPDHP/4Ry5Ytw9e//nV8/vOfxz333IPbbrsN3/nOd/DEE08cglP8xzI7WFCqW2UIQVdQKKMjtQTm729xfI5nqCVJElmsP49QluK5yhDsgnJ80nExErfihlf1OkobDhazYJTVSu/vpN6TCSeC86d8B7Y4tbUBX/86sGYNgSrvOeY9OLrraJzcd/JePxvwy0CJKfw3iHrnV51OQVcX0MucKMDZzm1fzL6oSZAc9Y/7YuctPQ/5G/O4et3Ve3/z8zBVVvFvJ/wbvnvhd/GWI5o9ezJJkoRuwT80WABA/vgngYsuAl7zGvEcZxaoRWBFx0bhpCiJBMBKVrx1S87ZUyTPR050MrEhoAUULMhZ+r/i1VBkQlqRMo31bBZYr/zJcT7rwo+K4NnPwIIZD1AL0q7f4RpHsQh4ysSzbgRiQCgEk63o3f4heGpE+5ciVtsvM+akGis2FX7t8Kax2GdzTCQJtVZaZwKMeVB0W8c1IrQOtGmTcDNhPrWVxgJXZ1cLgMdThJpNss9HANZxwt8oYWoK+2w//zmwiZXS/uUve39/c21xtNaGxYutug8OzOjOJBj+jyWDo94oBgJhaBnrtcRkXTALtCx5FlJrOyTW7UCpAUew41b9gKSzNU6SYCSsdcWIL7CGfvjDwI9+BPx0fnYWXV2YXmOVzkT7I2hj1SR+P7C5aGUc78+dBv8Ch1+2DPjQh4jd/0Lan/4EjI7a9AO4SRLwnvcA8TjkNy+83jRbPA68D/+BN+FWHIO/Yflaz4LvW+g3GnFb0GovxQFsGdgkjCkuXOmFxMt8yjUBFhSHH4dqKydw7bTa0qVSQFvN8jK7x3agXicQP+qJItIUXPO6l6Dmgy9DTw11UqYvwEQypRTNd3crjbEiG0Yt0wQ81mzChMJWrUJwlVPIku+30if/XTzn7T7W8R6znaUVpyYhTdOclToIADQj9PkwMpCLnfjM6Z/BxR4noKzunJl3KvOYBfugWRBy2coQmpgFXOzrWI9VxhNSM0iniXFkpFkwrLkJUGtthd2k+J7b2f38sp/Dq3rxo4t/NO+1GzdQxxB76cILbX6XH4++5VHsfNdOkfAwWE17yy4aL8U2W3lTnO6nnLZRqRj4lA9omGJvlXMVwSBMFcfhmaBjbe+hzSWs51CtKPj9G3+P+6++H1qBKc6H2b0cpXX16K6jEVUhROYaPvq8mRwT5+/nIoaaiSxX7FcnoE/Thyo+IDpKYtFqu1MtXu19cWkfvRCmtjsThQPH2MomWXmaj3VwrgSBTD2H2VwWkwwsUFIleFlpltq5GFuG2fqUo/WEgwV7YhYcCkbrQq0T9zcJ2cwsiPac6Ph7hG0NS+NLIbNyS3+jDI8ZQYSBAlNqELUAfW9cSVpgwYyTOmOOjzrOsVqdgWYrd5OY48ZLF48qW8KJSg3oVR4S7+WMoKODF2PrVusYDrBgajuWfgnouQNYex1wuNcCpI00gbg1r4IdG66ad10Opu03WHDjjTfi+uuvx6ZNm+DxePB///d/GB0dxcknn4xLm1UZXobm8wFo0MwsN0oLKuoDALafg9cstQITe4aa14tzFP25yhDsLQr5hsHBAl7XdzCZBaLFIbODhTQKpJ6DBV6rjOL52BfP/iL+ds3f9onu6PMBKJDzkJKJahR0zc8giNZr2P+uEvaMxHlLz0NXaP+pdHsTPnohjZci8Frwf1SwAFdcQZGhTQBOilmO97oIKU433BLg8UAOc9E+SyldY6rpcqIHZpzGRVSnCFhlNbpllxtVxizwVyiSnJgAlle3OU5nhWuTCEj8JVqmp2ePRJ3V4rUqU6RZUKEdzQjHAVlGI0gp6y7vMDwVluGPWg6xq3M17OZQ4V+2DIbHSnnLvc7MTYNpLbjYRpaRrM+aLMDqdI9BZb6okqC1SYmzFm1lIBKYRaBGO2vJF4fMgAxvrYoJm/bg2NhX8PDDq7B9+ztRr88XM7DXovOAfW9mdyi+fvbT+PKXD0cwSAfipQi5HPDWt96A229fgUhkRrSwBICrek8RivMAoGYqaLC/tQxFjFJLJ+D1ouaj67iG3cNyAFB0K1BSjrBpujQHqwBx5y+7DPB6578GYPu7voYMwrgHp+A150uiTN3vB0ZhOZCbcdh8ZsHf0cJhYgQsaF/8Inmpzc3F92CyDIygD7fhTdA1756aMCxonoitHeMVVzpfjEbo/3QG5gwNSiMeEjX+7qKBVIpufPKRRxwfDY5bXl4qBURL1kCNbtFx113knMe8McEeyLOv4wM5pBlijj0ZJ+DNnaW5LGVovt/7CIF8ebZcBVgbzUbMGQxzcykuh1Af7ySAt76VrvvJJ0M6+2znhxjbQ5qag8KCN7mrn15jVJaQmUexCLx/w/vRn3F+XMrO70l6QGUIbiuYqNfm0OW1mAWHtR6GW864Be+RrfKxsJaBrtOcNjO0dhQ1L8JhQGpz7rdyy54GI2Xr8zfmcdlhl8177d+O/zf8+JIf445L79jr+R9KG4wNOhgRUoL2pSDbTrIJ655zYETKWP4LB5+SfgWTzK1Qcg1xfdO5XXCzwHETAx4CjaKo5zZNAwoDh3exkg95gnzMDb0b0KdbTIB6L91Hg5XbBLQAPOxUJjQdaTY0WuVpdBXp+8uqF2Hmc7qOcIraqr37xkB6KZnW4QRIPD1Hi8e8zTHv/lEIUUnydC6DcTYM3JkiNL5EtQ9gaIaBBWmKOXLVHAzDosE3axYcyjKEudKc6FR0oJpE3BInnSXWrxK8mPv+Y7i45UO4/rjrITGmpa9WweHS5QhwwMqMoOGnc4lJFlhgzDmzGFNPTEHXbWtZdlyAAQAgMUHPnnAPPKoHa5uaFSwyrD3jLevfgtIHS1guO7um2X0aY3K7o3X2cnWL9Ror6ay6NZhd+7ZvHqjtN1iwZcsWXHUVIRiqqqJcLiMQCODmm2/GLbfcspdPv/TNziyo6M4yBKdJ+K/z/gte1Quv6nWI1XBEiluzoGGrvxVelZxIe296nrXmVB6ODgtmQeH5Mwua2w7yYPH5mhMsMAFPhr7Pc2A9XQ/ENA2QinStDCZMF/bMBwua1ZH3x9yqW/ymj5z0kb28+8VvzZ0N/mHBgoVM06CzbMjhXqLUVrxEueQBuLtKQUNfXw1qjjY6pbVf0HtDLBOmFcjjKrh8qLP56ClT5n94GOjKOFsYDZi7MTdHwjauAh138rHrUGc04xZ5lpUhUJBqhGgecnG2Hv8QtDI7n5gFNrpXHOf4HrnD5jyrKuorrL+VAWfpjtntrCXPuGzAA2MsdJkTIqCWWSZLsvWBaveNi24JNX8r5Bgd01upOcCCye1fhbTpGYyPfBWTk/Nba+r6ED73uTOxevX9yGT2T7cg7gLW/LWEJXflsHo1teHijkE6DVx1+uewOrMV//RP/+4QOXxjmzOLqGTIY1ZVQMkzYIaVglRYWcZiVrJe9AOqYQVK0sctXrzPcwAZsqVLsQi7cDZ+h/PPt54OBIA6XLjihBFcfOQwyvC9qMCCvdqe5M33Yl37ibm6Drdlnm66yfkiq+WX0jlghm6gmYgKZ1zLAaVSCqYJVLeQ41ZTCRwKjNdhMoc3l6simLHARN848OsfDdFXeGPwM7BgjGFFEsv4hitFoXPxtwgbY1k6DheL2z5NAWKaxdpcgwTPEfxynwEAjuuxrQPveQ9w773Ub9Bmcmc/fed0Fsoc62TSTSCFZKPy8lIdeZSyXLNB8kOUTJOCIyiL2OsD3Ow271MZAss85qo5XLdoErcdCUQ0xrSQJNxwwg3o3mlpQ8SL5J2nUgCytP4W5ADCYUvsT/zGpvaRzabICyvqK7KC16163bxuR39v43ooPEBPMrAgW8niBxPU8lTJWmw4OU03b8pjYJKBbWreRKsvAgCoTO0Q6/kzUVpI/NWyAAt0vSC6/DwjUcJLnaQnju85Hr1MR7fqB/QWDhbQvfK7fHCzsTOmNpBk61TCTMKbp4U3K7UI/F7ecIrzt/Ye/DZ+L3aT2jscrWmVxRboqbY5wf1cENBNHcnaBEYYu8ozRdltAMiHvZjOM1QgTZ/NVXPIZiFAcL4k8LjhUDALuO+fr1mMl+fTDaE90A5PZy+waxfwwx/iiY/fife/dT1+cu0nEfaEhc/hqdaxrvEOhAq0GI1PnYwGW7siyFrCx3NO30yaTuKOOyxmQWPaKexvzNIHZUnGJ0/9JI7lYhzM+uvPWMeSJHg1L/J5Exdf/CWsX0/lqHZmgT494vh8p2oxHWqz5FeWXe5Dvs/v987s9/tRrdIK0NnZiZ07d4rX5uyqDC9TswscVg1nGQJAASlAiaPOYCee/ddn8fhbH3dMQnsv04gngiM7nYrVkiQJAGEhZgE3Htjz/sEj2REUajSQn283BG4HHSxQGoBaEWDBPOGSQ2zuBtv84wQWRHzzwYJvnPsNRD1R/Pd5/31A3/Hnq/+Mh9780EETvfl72hEdR4jHqqwKUaOXiukhyqYc305BAQ/GlShtOBSQmzj6qKSgW6qtfUCM5pevQk9yIcK8EoDOum+4WC/koSEgWCGvqT5An2svzWFujtpM8Uz9eG4pdOakx5EisIABDhLbALmA4UBwm+hTzcsAAFCphd2aWumZ661sjTqwxvGa3Nfn+Du3yMrm8QCrNUdOnqEAou5K06B7KfXd4R1DoEZgZiPcATlGUZ6romNigiJ+0zTR94ldOOrNwHGvA8zHH0WzrV37Lzhy/d348pdORqNhaQuI32ECH/0odQDcsIFaW/K1pF8Dln0OWPI14IRO2pw5syCVqmHtu4F17wFOMu53gAW+pHN/0zINyLKORMKAwlpVKez3lBio08GCuJwf0ExbYHTkkeJeKOe9dt7v25tFIkAaMdTgxom2uJeXHAzpPRgyKHD4hwIL9tNOY9ItN9ywnx+88koaIFu3zrtAUoLWMDlTAGZp3pqtLZATrLtHHfBJ40gmAWWYyovG22mOaRlA12kwSdKYVRvPbOrpHRgeBmJuL9ws47Sdbf1ylgZxiNFm6m7gWTY9tawBw6hBydJ8n6h0A5Uwkk0+tdKxZ7CWU/gBouPuzTgwoMwW4Eqy0qIeAhB5ds7fKIsSHm2M1rotHjq2kq2h2Qbd4/juUcC1LK7ZpzIE5hvMFkZx1FYT/b8EfIaTGuzdMioe+5MN+P1ZcrjZtczJQQILepzZaKX10IqCvdDm63OWkk0x7ZyfbfkZ/pChIEXJ1GEydJUDnrvVKiYYs0AtAO0emhP1OQpUaj5gXKbB5ivXUGY4UKM8K4CtZ3UKXOUMjdGEL4EeBhaUggAizJdi62jYpQmgYVitYZpNw2gjA0+egqC0ErW2qMEmcKD14Pie/1AWDAJ33EFlanfcAay0GMlKE2smzdaGhlTCMLu3blbaWPcAGbmBTJ0zC5xgAUAxCi/hEsyCQ6BZ0LwGuBQXVHk/aGJwlveKjlxuN3D55Tj+pjPwiU9YOLQcZYLL5QYqlQY0luQZGz8TeogSrCE9Z4EFzAkwVPJhIpUc5uYsQMOYda5FctICSa8//nr0zzrr4DpKE2i2ev1n+Nd/fS8+/3lizziYBTPjjve2yxYwWmJ9tYsur1Xmfohsv8GCY489Fg88QO2Bzj33XFx//fX41Kc+hTe96U049thj9/Lpl77ZmQU1ozyvDOGPfwQOO4zUtgGiqjTXvduZBa9e/OoFJw7XNbCXJDSLfDQzCzbPkkqtLMkHHIQfKrDA7/JD4gpM7pwAC/aX5v98LShzsIB4fFHvfLDg+J7jkbwhucda/r3ZqtZVOLb7pTFX7GBBd6h7j5mYf1Tjtc2hUVrgtVbaIBS24aglIBAo4HWvGRf0PynRIpTGPWXacdys5VdWDsNg7AutaMLlKmNkBPCXyKvSjyBnPJIqIpkE6tVZ4VBN1TphRClbHzZY7XLJKSZoJmi+DLh3CidOsVOTIxGYdgn8prZfrqPOEY+VgSWO1+Q+K8CYDUTg6bYATokFUn4uTOVXHcfWg7SGtXsm4OMAR7wbKjtvtQDk80VUq0CjkUXoGQq+3SnAe9dTaLae3c/g5DOAzjsBWW7MK0UYHgZuvXU7kskpPPAA8Oyz1vq4tgyRLTvKTXsZBwsymUkhWHfslmeQSlmUBYMh/I0Ibf5aFggGU+jqyot7pMTJUSkxTQvfED2f9TWBBQApKG7a5NDJ2Fc77DDgG98gDQB710XuMBQKFoDyUgYLfvIT4K67iE2/XxYIAB/7GIk3NJma6AdAlH95juaZ1NoBBAKiJWqPfwg7dwLuWXIkMz00V9QyUC3OQNeBFvczQpW8EaLx3+sbwjPPAB1et9C/eIb53woLsnxsMFYDwAi7t1oWqNWmoOaZY1vuA259AHm3c466e/Yt28rb3z6XqT0UiLiTJNYJAEo3+RscLPDWqyiXAdPU4Z6ktegRnajRSq4hWBbcDpf+H9rvAi5j13FfMojcdyqUtmLFp4ElXwGUp/4qXtf1CgLbrfog9zTQ3rabwAJ2LbMIU+XE0UfDZP3ogfnZ2H90Cx7pZE4MsbVqd2a3NZZyJnS9ANM0oTDmyxYzhxQjnsg60C3Rm40ULYYVPzBuki/kKumoVlnZS8oKlHbU2RwoWPdivUr7ZCPihsnLe9hiHYYJlQFNk646phhhM1QvwFOkATeLhAUWSBKMTttepry0fI19tgsuAD7xCeBiZ0tdRKOiqxMAJL1W3DDRtAcUQ8BEOgPdxdDMFK0b+VpegAVcNLdhNET70EOiWdBUinQgrbXtcUIz+7nZ1Hg/AEArAZK0U+gNDBUWwWT7drBRFGCBlKYYLt1JsUGwWMbkpCmYBWrKqc3iKdQd655rlNag4Rh9Pp5sqksAIFfvw2EfAnp+DPh8OQezwJx1lkEkDAuBrrH9p6D4X3zMgi984Qs45hhCLz/2sY/hzDPPxI9//GP09fXh1ltvPegn+I9mPh+AGnlsdSk/rwzhxBOBp58GTjllz8fgQAAAnLPknAXf86ETP4Rr1l2DKw6/QjzXHFg3gwW8t3HUE90nZ2Ehay4LOFhggSzJcIMtGp7s341ZEHcxqrWLvLyFyhCAv19v5RebcYEp4OB1xngxmdFNC3xgB1v8GQggR+h5tQTMTqdx5nrWWkwF4PdDYgG6u0Qos6dCG0QGEUs4MQ8EAymMjdXhLpLzJa0nEMmX1ZFM1lFPjop6tQyiou40VC9A0yrQWDtHjYkJcrXyvrqVaRO7PjPpO98hR+uSS+b9XnmlLfPW7iw7UPstR3STe4WDtSzHySnkdOiKz4mmG0H6uzc0Dg/7rVp7n2irqBaBUCCJqSmgWhmBy9YZQZqd31Nx7ddnIZmkgL548ZNO2p5ewsjI5fjBD5biP/+TSgeyWWstOcymzr2kSowR7hiU5qye4pFkBYpi1Qdimhzn+pJWcc6J8AR6O2eE06uwtn/lEKM68sSNF3AZTeJzigKsWjUPsNlXu/Za4NRTnc9xxzqXs6iMsaavfSlZPA68+tUHXL2woGkdBKZpKR3SHF1Eua0HkCQR9Hd5R7BjB+DO0f6uLLcA/tzoKDIZYHmAQK5GUEW9i3yCTtcYJieBtVpU1LluYVuqlK1hZgaIMq2Rsg+YZQ6gUgVKc08Ix3as1A/MrkKl+C+Ocw8tdoIHC9mJvSfu9T0AoHQRMOCZtgS6eDaXl2F5qjWUSkC9nhaAwkP5kwDQ+tZoWI6xaRpY8t0Kln8OOPxDtF/six/CfadAZlhoORhbLACxUU/CZ0vuKTVgefwJpFKAlKN9PGtEqClAMAjpvdeL93K2yEvFtCNWY8Jjsfu2sb7xuzO7McGCcS0HFEsj+J8nvyXYcE8aKZQ0tn8B6GnQmiRlKDAp+4AxnQaqlgcUhW6EkaYFv+6SMFKm8aIWTBgGAV+nBwlw8rS1o8zYrFwnobVutaTMeIBRdn6BUhm+IhPaM9oc5Df5iP0ThH5ZmaJYioQAhhWrXDblgQNIyIWAsdks4HdqFuSreaQz5Otwt4FrpwF7D8QPxFRZdZT2Hogfaf/83mIGvkerBcCvPCb27lmzDRIL6H31slVelSbnYLtGa6snbWJqKitKqLxZGqv5EF1gVxYOnSVeQrbVS8kWf6mKWhPpavC+PyDxIDD4X0B393ZnG+kmxn60Zq2pButskpeCCwoZH0zb7y120aJFWL2aalV9Ph++/vWv46mnnsLPfvYz9PW9tChdB2I+H4Aqm2WerMUs2Ae6HbfecK8I9M9efPaC7zm2+1h86/xvOZC+ZmZBwkuvcYFDbs9HpORQMQsAwKuwwDwwReUIC3zfobbWJhr9/ty3l6PZAarZ0uxzvPMf1Pr7AQA+VjYmd1DmWLIF4Hp2EkaKnCY9RBl1mYn6aaxntZcxDJJGHK5W2nBlHWgLjCOTmRNBgLaK+s1rWSCfn4PB+qc3NAlVeCCzPsuBahnBYFq0c/S0U4ZeYv3i21itru6WnKlnADj2WGBkBPje9+b/3g0bgHe9C/iP/5iXuVFtGgb3FU4X/Z0BEnUErFrZsv1FAEaIop5lbVuFg+rv6YMUpWshmUB7YBwTE0Bt4hmHkKA0nXccyzR1yJrlaK5beY+DWZBK/R6G8WMEnwEWmzuhaVVkMlZ99BLbe9tnZ6CqNcEswOQm8Zp/N9ASu996MxODMga7hOPVG9iFRXFbTSEbF+WwU2wo6QH89UO/P3IAZ2YGoptG4uAng17SpgwS088zTYABAGidBCDwMqR21wS2bwe8DAyMrBxAnRXiF8fHkUoB/SrVsjY6AjBitI+0KZOYmgJ01uqw5gWmWScRV8HEl75UgZLLAABKXiDvtgK46u6HBVtozqSg4BHNGfj7+vdchnD7BbdjddtqfPfC7+7bhWgCCxtRTawldipvqWSiXpoULIpn6gQqagWgXrGybvn84+hm3UUCu4DuQGTBrzWbBEg4WHB42loUpB1WnXA9Z7G6ah66WKuCTyGdBuQc3Z+UHrfawL73vQTSrV//0kPSJAm/0awE0rYALchDmSEkGXNAMoAP/ewq3PC7t4q1eNwNSIYbFZaNbq2yMoUc7SMlLzALWqvVEuBVKfGkJ5kau0fFZNnqelOv0+fUFOtqEIjhR79j3RiYSGe8Qntj3QM0FGCE1eJ7Cg34SrQgT9a7nJVyX/kKsYH+8z+f12V6qZr0r+8Uj7dULB9FNsMoe60Wl6kAsGN6HNAYZZ4xC0yYmGY6FtzF4aLoEU9kv8sD9tXsmm4HwiywW3McNM/YhigZQHfpPgCAIVEih+sZ+Co1kUDgOjEP5SiR4koB2cy4YEWFmI830UJro5oH6mXyB03ThMKYNmMagQXuct1RNmmaOiIzVjn/irbHHf6MlCTgoRGnCRyqFkQFjpRjHbUQevGBBdxqtRrGxsYwMjLi+PdyN58PAJ+knrTIUO+L6i83VVax8a0bsfNdO/eL9uNW3XArVkaPZ31b/C0WxR/Pr+7IHrx7VM8+CRTtq/k4WBCmcaRIyguere4KOx2kF0M/5Re7cVRXKGy/hEzuJ5oyD4LlFYxJ4XYLJ15PTQi6ph5kznSC0euLdQAmPFWCr+f0VoQ6/FTTD6DbP4xEaFKg2/LKVexzQDU/AT1Jmw4XVnQxsMJbqiIRmBROsreTZW346yzTZgT2sLl3di6stC9JwJe/DFx//fyXbP3uHqse7VC1520SuRW0pnWBUVD7A8+KoCK2pB3weGBolp7B+DjQGHnG8VEtVXXQ+iqVEUiwAoozE79xbK71zDAO/wBwxDuANdcD4fAcMhmg3KBNv8fGWggMmejv3yzAAm12u/WbisCi0uPW72eUP3R0ECgEoMc7hO4A1RTqXlmI0lRs5WEAMOUGgno/DrXxxFKlYrWBjB/8MtOXtvX2wpQApQL4h+gpjbUYNZhwZas2hXvvNeAt0gRsWd6HKgu0qtMTSKVI7BMA9I4IzHiE3ifPYGoKMKaI+aPH3Lio94cAyMlMJlMw06wO1QtAAmohWizqmx+kc5CIVg8Af6keBcNtBQFSq5VZbLar1l6FJ699EgPRgT2+x2EeDxohy0XUW62sItfm0EpAvV6BnhwWr+2CRe23P5+e+61Y5wDgMye9a95X1utpPPbYEdi48UQx53kN8qqM9T5lyKLmNmYYq0sB5lrJXxrUdhBYkCd0Jdmw0dn9fuCJJ4BHHz24lJQXiT3SapU17fZRIDOUGUJVI3AKAGZ2P4YeW6eCpBcwp1ajzFpQxsu0eLjyFDEVvBRMcYtK5KMZaaqfrrhdqPsJeJHrQIOxWDmLYGc6iuk6bRhyltbhcInuTYW5eMMmjWlXDvAxEG600ucEC/r7SWfkX//1AK7My8A++EFBW/5bxEp8xeRFmDGsPfoZFdgy+ywAQKr7gVIC0Gn9ms5QAMrBAq5XcChKELjZk3LPtx27XfNtQdM01EK0ZvbkaX+v+DWYkKGx9pPuch2FAgPMGDPgyTppOMkNQM5uE7FJjK1poxE/TIkSH5UJCv51PS8SOqPKWgCAq2Qin7dERovFTQgO25IfwYcdzAI5SQfQl9K5+QtVnHACE69miEbGjBzypMB+r5Tbtm3DiSeeCK/Xi76+PgwMDGBgYAD9/f0YGNjHTeglbA5mQcjixu1v0Nkb7nW0xNlXs9eM8x7Aqqw6GADPh1lgpyG1+lsPKh0/oDrBgogn8oLT/fsTTmaBvdvEK7awPfimB3H5YZfjv879r7/3qRx0UwfXOv7WVjGtCUmCzgJxIzMNg9WtmSECTtQE0yUoAF5vAZ4ybQ7TtXbE4pIINjs8Y+gL0MZiygD6++l/AO7CDhgsc1P2EAjo7e5nr5lYFKXGvIYE+Ntps1U6aA32MU0cDl4cFItGRVu7Mz+2Aa+16fIpLU1gQXPLUZal7GJtXQEgsSTKzpHWrDb3JCYmgF1/2eH4qDttol63IvxSfrPQFQCA1aXNjs1V/dPDiFOnS3hmgNbwGLJZoFArQALQaiPAeEeBnrZtIovgTe92fPfiua2i0wLftKX2HuhMOKzbM4I2j41Vwqwad+rQPC0BYfPQryWBgCVKBVBZgv3vV2wfzO1Go50cQQ7GYTGVGZgRAsFalFls3JiGizGC3F2DqHjpQtdnp5BMkqo7QJ0U0EKeXMJIYXISMGdZvU4sgN/8imj7ShVIjk8IBf88C+xqEZrD5rNPAwAqHg3tHbRITM3IyC473jr3JkbP8zW91crSuXotMFi0Qy0CMNPQWcBe8SqowoOah86vMUt7+dAQMPYrZ5vJDU2MR9M08eyzb0ahsBHZ7F9Qq1HAycWcB2xsXPdIGY0GBTVGcpR9t4oca8Xa1SDARmbtbOfqrc6gU3VqqryUbGfvqbjZ/y/411cDKaOAaqOK8RxtCLUwAzkrwLkRYoDU3UBVA/DQe1F20fgJlWngu/MUCeW8gN4IouGntToh0301WZlC0eXB6uMDgnGls3vCKdy7MnFMVglgklnwFSjQscsskTwNArq0nKWRMVJa1KzB+4o9lykK8Ic/4IlfDOGvIWu/WRxaiWm/pc+y2wvszJL/4G60IRCQgCrt2XMsW82ZOM+3g9q+mD2Z2uLbM+D5XPbt13wbFy6/EO885p17fW81QoOuM02+Ron7V51cTwool4vQ9RLULDkAO8tLUfHR/PHndsOr0h4RZcmPGS0omDmpZxmrrJ4SekaTblo/1TxQKFgOSz7zMIJbrXNb6drsSH7wjiX1pZRIcmeAk06izytsDqXNOKKHuHHcfoMFV199NWRZxq9//Ws89thjePzxx/H4449j48aNePzxx/d+gJe4eTwAKhH6I0wLpiqrjoz/oTTeNhEg8URuXLcAeH4IoZ1ZcLAp+gEeYIRG533XC2WLO5xgwSn9p7zg5/CPZus61uGHF//QobXxUjF10QrH39Jy629DgAUzQIY2VCPMggxWw6/mgVAwCQ8TIpyudiAaBYwQrQet7il0e8nRrgU0al/IUG9faQgmAyEKGkUOvh62mWWBJQmizNd8Krx+WsqVLqdgmxlagD1woCZJlJEbH8e7Php1JOWkuHNNaV/hDASkXgI+Q7soY1X1KmjpYNePARoJ1zQefBAYf4Qc0dl2mouuNDAzbSkIV3c+bAVxADqHs06BwxmnIFCvfxcyGVJZjruAgA1okHVgubRFMAv8WafycEt9VlAGVaZyLLf1Qo/RfW5XJ9CiTLLfYQVqjbizdnzSB/iVQ98GVpIcZauvlCAcoOl9FrjeaAuKC2lGKXiOIYlIeFqUD8ltnah4aK4ZqVmkUpYIKaIR0WEh0shiagowkzSvjWgQf3o4CIMFWZXJYSDDFPyZy6CzDifuLRSYpbxhLGdY1NQUsOnYaw7yr7dMU60AQTrC6srE26HKdcArTUFniuBlBpjwDLUxR8+/5S1A9S4nCNjY+aTj70JhI1LjP8fqG4BVNwGVMq2LQXcQCW8MHTYdMe8EUCptY99Ba0PJ40Y+TOtOSz1JzAKmjzJTbX/ZBJ2xuISPah/A146hGvTR3ChMmPBpPkgJ1qWlDJwVJlp1OQgk5EHgmUtRZO01/axEwMMo1lkPgLofDb5WK+MwTcBk+15R9WFwiYyal8AEPUXrqMTAholiHONl8kfVnA7DaMBboIW1yMCClGktXF62hI+U+1829+2gmapi1Tl9UBoW0Le+ZyVuP/k2fBw34Z5VA/j2emC0TMwCv9FOewYHC/IvPLPAnkxd07bmOd65Z3vz+jfj55f9fJ/KGKqsM0dsKgMAyLmZ/kAH0zPIkxZKvT4rmAHj1R5UIrTHdyqjqBfpM0EOFpgRFBlbM7+bfJh6ekywdzKM8aBUgVLa6mhgPvM0VFuX2X5jSCQ/TNOEkib9j3T7WgDUcWfpEvI5XKyHadnVcsj1PvcbLHjiiSfwzW9+E69+9auxdu1arFmzxvHv5W6SBLhMziygoDfoCr7gGfJmJsMbVr9BPH4+1H47QOBSDmLWEkCIgwXhvyNY0OVET5fFD6AH+iv20jGbDouhyULDAACMADnGRmYGZppSIWaINhCJ1cLKDaA3sQNaiXaM8VIfgQWMztyiTqPTTeO9xkQAG+y1YG0UZoo26rwagN8PKIxmq1SAlTFytituTSTJlA7r/ABAjhxkAa9YjEoYmi0cdggota842vGy0kfRDSNRoOj2inbRPMhuUWfw4x8DbQ3aCP0nUjZXrgPPPGiVBzS2bnQcOzJWQyZjEzmw9zsE0OPdjUwG+OSpn8T6RDc8DCyosdKOQewWgEAg71Q2juoZpFKAYTSgpll7xI5+mDFa41vlaYRMpmUQtoAZs80CS3ZGgftaE/B6Xpg94BWw4CCYfZ6vtIGgMQJ8ImYGveFdwhFEPI6KhwGF2TmkUkDQYCmlaBxyK2VVg7UiJicBpCjI0sNhFEoyqixjFZdG0UiRd5ph2JPUwlS4ybfHhKtDgAWVCnBX9PV4A76Pj5732EH68ZY5BOU+/GHrccDKIgeNcZgsYC+4aQ6U3HTyxhxNtrvvBtryznlpDG11/F2pDGHRfwOxR4CWPwO18c3itcMT3QjYOo6554ByksBSI0mOd9HlQ5klRcL1HHK5IlQmADtV6nrZBJ3xOIAa/dhyo4ztSQJpvNV+1JhOxAneQfTrdK8aYTc2TP8vYKgoKhRoeUtMa4eV2aQ9AGp+6GG6r23aFGo1wGQsmIIcQF8f7UUAYCQp2pdzFOjMNVoxXmJAdx5oNNJwsxKHPIvt9GoctaCzbG4OLS+b+3YwTdOAkCsi/j5x+Up4+1rxMXwcN154KYaiwLROC0pIbqcaeDZmkkUnWMA1C54PI3lvZo8r1rQf+jiyHiH/jJeZZVkJtK/L8tukygTq+XGhE5NEAo0gDdaEMgNXgfaFAFvmJ/Q25FgJRW2ClSYyho2uSKjH28WaWZ+zBKjljc51sKM4i3Sa1i1dL0JjzIbR4FHi3Dp85Eh5GKhX9Rx6odb9BgtWrlyJuSZ1xlfMaR5wsIB2t79H3fulKy91/H39cdfjumOvgyqrOGPRGQd8XDvocdDBAt55gJUhvNBtEwGgu9OC56LG0le6HrzcLR6HwbIljf6EQ/TPDLBMYmYWSGfoyQgbs35Ll2B52+MCnc7K3dA0i4GQkGfRrjKRKAY06DH6P1ybBBgIkZVD1BYvHBZlCis8REsueawgVWpzMmOUF6o1mCyLrg0AIHV1O17mnRS4XkHeZQmLGWHagOMK7SstTElYGhhEjQVR008+ax1sO2Uc5xiYqOWAUskqU5D4vWDW5RlFNktdZn548mdF3XSyj65VQrHYA4EcZXVLCTp2qFZAKkXOLW91p7QNAAk6/wSSCLASCTNsgbByawIN0AB416uBerXlBSsHsIMFLQfG6HzZmzRogcTSWgv44i1R41IePV4qWWn4FMDtRpXtX3KOAKZgnQaVFE1AbqWsqr9cwdQUgGQGAFBmdd4VRoPtcI/CZLTTo1a9Cr+47BfwdTIV7SE6h93GALq7rTaZj2+U8D94Axqrrc40B81uvBF45zupF6ldQUuWoTNKehiTMJMEmOVUOqk8S0hwZlQiAQRqNlUvAObQkONv49lN6P6Z9bc+bGmXLAm3Ch0W8fmdrFNJir47rwZQC9G6E6wW0WhMi/UmpXe8bMpxYjGIjlwA8O07CVRJ7hjAcJHArkV6EJgjkMXT1orU0zTGCxJ9zs1a+XoZyJ10A6j7YTIxzhZlBuUyIHEWjBREX58NJErRsRXGTJittWLOZF1kCqwlMKuNz3JCVjkuWDQAldelEX0FLDhAi/qsuGNt10ohitcoRAAAOugeR10MLGDMgkzJCRbwtonNndAOptm1z9ayDPqhtAbrKuVjMXtSjsHrBeRQAAbzr3zVETSYEK0hAzmEYIbpPOPyHGqzfQi6AvBysKDajbQaAQBIc7Tu6QxErXpV+IIK6h7GvJmzFjNpit5bVQhoC041YBhJmCZQr88I9trO6mJU2edjDUqeuCuUJNGbSroOhe03WHDLLbfghhtuwL333otkMolcLuf494oBHini+Ht/xA2fr/356j/j7Ue+HV86+0uO5yVJwufP+jxyH8jhwuUXHpTv0hRt72/aDwu6nGDB34NZYBeA7jNOe8G//xV7kZkkAb3ELlBXHul4ibMIzPQsJNY+B4yeC0mCzrIkh7U9KZxWRCk4MCO0JsSkFFoV2iwaYRr/UoJ26QSmYSStlouBAMhJZ/Xyiyq005XcNic+GhXCiwCgHHPKgf3uA7FuBhDE48A//ZPjJbnPCVo0eiyavhmma3HsiiQuvxyIVQhZkXsWo8qdxylLS0AdIlBhc5C1uMsCVZvqupQqOL6rXZkUZQrGMGXZigEXSmFyfqJIoVAgVeJAlpCEPCs/CVTKSKWAem1OAD5yog2IUxQeNdLwVSm7ZkYs58zjk3EG7sYFlwN3LQVQir9gwYqdTfAKs+DATFtmZdTVtSeIx7x1aatWxJvPZ8J6UbqxVR/NW7WYRSoF+KqUkpLj7QK08xR01GoVgKnEFzQaRyUvAWZtrinIOfpcS8dyXLD8AqhLnevOs9WViEYBjgvy6s+FCD/P21atIgV6m7gpNz1A+38Y0zCTNCczcgQuF5BTaE6bjEFRrQK+KgUnxRC9Jo85y4Xw7DbHn8aoVbawQgpCY9O6MMACix2MpmQDVBtMvNFfrEHRx0RWUA8e+hKgF4vFYgAabkgmbQSbZ1mHl0w/ZgymBJ/MwJyj62/GotjKkptcOFMrEC/ay5gZsy4ANT8QY/RtKYlKBQBrHZpBBH19QJGVy9Vm5mCaBpQCsbGmK51Is24KkgE0UiNiz8xwrLscg9RiMflqfgUGlFfAggO0E06zWuwtii4SYEEl60zCtXjbHGUI2YoTLMhVmYbBIUx68lIH4IVh8+oJZzJjVm8lLFSS0GDlpb7qBAymuVLxaQAkyAk+/tOYGJdxRPsquJjrN1pchJRMY9yVZQmENNOccrsQDAJVH4uZMlYtpMTaH24NEVPBOwH4fElqSVsYF8mN7ekWFFiZgyc7jGCwAq3EMjThQ7H4O22/wYIzzjgDf/3rX3H66aejtbUV0WgU0WgUkUgE0UOtsPAPYj7JORkPJSLXbBt6N+Br535tj10KvNrBq2E+2MyCNhZAwUOLXMQdOajH3xfz+QD87PvA9lfj6PynX/Dvf8VefCYPUGZPXtHU7YEp/COVEv28EbOiM4O1WVvtYXRZGZASjMrHQIWwmUXcpI1SYtlqqYXeEzeTMFMUiM7U20UmUWdUOU7pzzM0mz4soW7/83ib+Nmhts9/HrjmGmDbNszz8Lqdm/PAhbaWb+EIAKDVlcL3v5+HJ0kOptqzAjVG9w+VLdqeNkkO6jN+uh+SAWilIfG6nLVJrgNolWcssIDRogteL2o+i1JeLAKNRgZuxpSusmDRk9eRSlXRSI9alPNYDFIL0cojjRxcJeaUcaAIpF1zH07BnVznsPzCgQWvlCE8f5MHl4rHkq28UuJaJNkKDmtnwpZMv6Lmp3nrKuaRTAKeKlG45XgnlPZ+AFRvGonMQsowYSqZIv6Kl7VWVKegsqyuHCPvXl7nBAuezq9DNGoB25zo2dX1/H7z/prQGtFmBFMihRh6eoC0xALDVAqNBlAoGEK3ZbyFJoU64Uwu8eBV2Jg15wdqrNOED6guYgHvFHs/c7ZTUgxGnMACV95Eq0zlSoYMGKHI8/y1/zhGFXASFJ02jBmwco5sL6YaNGikZE5c70a4HTMMa82yElqVqbV7eQ96FyAbPiDOAFYzjUoFYt9LGzFEo0CRdcGpJ1PQ9YIQd5sqd6IGN+ouCjn02RFIrIViiq+L5Rg0G4hcZX3rXwELDsx8IUtxX5VVARbUp53aUh3BdipdYWBBvkb7qwALaoceLNiVtlqhHuwk5ILW1u/485mZdYI41WDloP76JIxZKicouj3QNMDVGgFAfluhAKxvXSzaj06UFmOWiXR6C+QTGEybpujyIhAAKl5K9EhZK7khs7KzJz3EvnSlgfbACDIZoDE9BAAwFeDZqTCyHjYZZsaxZElGJKG0xIuQWXDPPffgnnvuwZ/+9CfHP/7cKwb4VSdY0Bk89KjP38OO6z7uoB6vPepcjP4ezAIAwFNvAP7nLqD8Cvj1igG4+GLqBPCa1zifT7CoLJUW/bzlqBWp8Rr2vsoQAKDocyMSY0tujAKLKPKI6LSx+HuZE8yivaiehcyyLxPlHgEWmL0UeAdY4i1tOrN+WtWmiL7+EFCT92Svex3wrW8t3Ls8GETDhl/aAyBO7ZbSWdRqk3CxigKldxANJpwYLluBhJplnSW0QTSY6rq3ZDEPlAwFWwVGiY0ZKWRZPG8yemxe84ngLmTkUSgA9XoKLp7gWENrmysD5POz0GdZFtktAV4vjBgFJcFaEWqBdUmIWjWd80Tp04sOtlD9Hu0VsOAg2CIbE4YLBABQWeZTydVgzBCVlOtX6AEGFpRKyGRqcBVZe6t4t5jTWh6IRybEGJ6pk29QCfKyljm4WJ24HGVowGonSLnTWOxgFnB7ocECM0jrW0ydA9K0Ts0ZLejpAZImmwvpHHI5wO/PCmbAdj9R3l1TdZimbh1w1lneKk1YImBtxGZH2Q9IfFDP0UIhZWn+JfU4tA5aG7UM0OslykXZ60IgtN+u7j+s8eVXrdD4ybifoidy3Rgp0fVR0kVgjpDRvIv2j/Z2IMey/2auDL/mhZsFI1MuwAU/JMaMCxs5VCoQ+16yEYffD5RZ7bmRyqDRyEBhn59rtGLxYroXAKAnxwXQkGTrolKNQ77A2mOH86RZ8wpYcGD2b8f/G7pD3bjljFsAQIAFpV1rHe/rjjjBgkLdySzIV2l+HUqw4OT+kwEAA00thw+VKZ2LHX+PV3uFf9UI0IAMNqZhMEAt7wpgYACQWR/ikJ5HqQQcHuqyyhprfcgqdJE9ZTbwmQBoXvUjEACqHmKQKTkbWMCA4x3GEhguAsi6vcNIpwGTCcdWfBp+coeMFE8MzUxj8aIZ8d3B7kMfq+yhCfee7eSTTz4U5/GSsoDmBAs6XoB6khfSHvuXx/CLrb/AjRtuPKjHbV6M/l5gwVVXAd/7HvDe9/5dvv4Ve7HZNdcAb37zvFZbXOFcTuWFkJMcszx4qm+bQ2yGNt+cJyAcOSlKDm+HtwiTpaylVlonpBYKICKNDFwsyzhUWCw2M6l/EMDDAtFOms6NT7b18H0xFerqUS9URm+1B0BSC+u/ncqjVhpFmHcV6uiAwSKiUJmeNIw6tCzV6WXVXtRDbqiVMgKsJMMwalCzFICMeLuwsroTUT1jdUtgdOmcEoLupwAuUC+iWARq6Qn42Ol5jqLz07JAIT8FfY4JFoVckAEUvEsQAODJGKhE2AlHrcicAwPeP30VkZP+B5P3fQTuFwi3eQUsOAjW3g7ceee83pNqK4EIah5oTFHdqJkgR80IkaPoKldQ0dKibEVJdDPVOWLBDESfhZoiQGCUib7VQ3TTEuacEENVYp0YGgIefKANl/lUKCUa90PoRzQKDDY1nzkkZQjPYWaItQ6T0xR8ApjR29DbCyR30sCTM0VkMkAolITGWDtPy8fhXHwNnhmgXk/D5eLU+LTj+PKU9XeIrYMlHxBk66OUIgRQTpfEd/d30LHUEtCvUUY97/W9rAJONtQg5/qAwFaYMkNact3YwQJ0JV2Fi3WUSfqpK0JXF6DX2L3IV9Hpj4pyhAmVgQVxGuPBRgGFslPA0OcDyowNKmVyaBRn4GFfnUEUJy4HijkPQqjAnJuEwgEzRlD1SjFIl50DXP3PAIAl+SH6rpfRvTuYNhgbxOh7LXYOBwuSI23oCHRgskAsu954G6QKBFhQ0hcuQzjY3c/s9rkzP4fF0cW4cs2Vh+w77KZ2ORfPp7BaMAuMkB9AEoFGEuYcK5VRQ0SOZGyvQL2EYhFYAgr+TQnIlAdQ7yFfxlNmjgQrkcrJIQSDQMVLTpzKWieapimSG+OVHjRCLrjmquj0jCGTAdpmiL2W93iAPJCSWRlrMoVl7cPi/EM9YYBpUBwq22+49amnnlrw39NPP43t27ejWj20J/yPYEFXEHZp8Jcas2B9x3rcfOrNB7WkAXjxgAW33QZkMo6E0iv2crcFhC65wrmSLkHJs2xgzJrrvIadi+iktIjohauI1opFqBmKKnggIrdyka4y3CzZtqO6VIAF8qJVjvMY9h/hPLEe1jJ15cr9+YWH3FxVW0sjW1mC0kYBk5wuoz65HZIJEnFsaYHcQdczVKRr1GikBEhS9PShwQS3QnXaVOv1JFQWpG0HUVpD1YJgFvBOCWk5gkaQgAh/rYJiEShNMMBBBgKH9QOg4M5M7xLlC1wNPOmh191zEDXmdqCIx5fmw+/A+bMPApXoK2UI/2j2mtcAp5zieEpikZiWBcxZyjpJLeRASjGa0+5SDbVqUlCwpWgM0DToQaLXHt7xqAAStieJqWAmaJzHMSeysUq8C8uWAa9/g4Sq11K7TiOKWAyw521keT7T4FCb0F2RUyLwm6x2obsbmGkwIDVTRjYLJIKTQj/gmQatS2oOqNctNoGcpIndWEzXQpuuwDDIn4xVCEAxIj7szjEKRZIuMJ9/M/V2+DojMJmw7BImApbRQi+rgJMD0nqy3/lCrhvDBcrcalnAw8ha4xrdj7Y2oOalxUMtVtHpD4oxPOcG3LIfUozYCv5qmZgFBdr3Zmvt8PuBqoe+XMkXoKcsEbc8glixAiiw3vRmcgYy2zOnGVgQVOKA14tHW84GAPwQV9DzL6N7dyiN7wvlMnBYYq14frDNySyomKzsgLnjL4RmQcKXwIdO+pCj3fuhNHevJU5WjHfjMRxhgQVMQynYSFr+ghRBd7dVGuarVlAqAX06Dd6qDzCrcSBGa5OnxFGyDP0nhYlZ4KVrqJUILLB3OxgpD8AQ3UYmiVmQpvWxqHlx+OHAYSfTTZSTGfRHSE+hoclo6T70zsV+gwVr167FunXr5v1bu3Ytli9fjnA4jKuuugqVSmXvB3uJWjgki4kHvPTAgkNlzYvR36MbAkBxYejQrYuv2EvE5Bba2JRMVThVStxWm880DThYMCclhCOntVJNtJKtQc2RI6y2L2X/E+qtZQE3CX1jDFYZgrroMMd5PFpvajX0s58Bl15KmdEXkfFMIP1hgS9yaz8AQE3X0Rijrgd61A0oCtwMVPBXSqhUKLhQGVhQD7XBiNLGHq6T51uvzQowYadGoEqgUhHMAonRpZNmHEaYNnZvuYZCAahMEuBQ8WrwRj2osy4YWnY3wFTdzYgfhQLw33fRebnS9A8AlLjl6HBmQaVCzhkAeA8utrpHewUsOITGgDi1BHiJbAK1nZg9apz2eVdRh6cxYmlcMIRQjxFYtiL+hBjD25MUVKsdrFtCqSbWkpQeQ435nFkzYjsJCdEocKJN9sMwIFqRvlAmRWhwJbQZqDliPYxXepFIACmTgBMlW0MmA3T5KAtmSsDWKgWsSg1o5K1+iJwhYK6hTLd7DqhWKeCUWOPxaEcfvvcbmrdSqkyZuSxdpIlKN0IRGQ2mFdPKsoIp+eWlqM/3mOp0v/OFfCemdLp2WgbwsCqPIdD72tqAipt1LCg20OnyCYAn4yGwQE6wNbNSQ6VSgspKbabKPXC5gDpja6mFMvQU6/LjkWFAwfLlQFYlx0qfm4aap89OMrAgpNGJf/W0n+Nf8E18AJ8B8ApYcLDM77camiRUi+6/tLPNARZU8cILHL7Q5u6xwNeRRacBkMS1kZjfFmxkhc+SNBPo6rKSQZ5qDcUi4M7T6zWPBzBUuNpoHXcV/n97dx4eVXn3Dfx7Zl+Smck6k5ANZN8UFRBEgSrL01Jqrc+j0qI+9bVuaLEu1ba+8qp1q1r1suqjtdraKk/bt1S0bR6xIuqr4IIIWgTFsGQjIctkz0xmzvvHfdaZJATIMkm+n+vKlcmcOZOTyVnu+3d+9++WEYu1QQordTniWUqwQOzjjjYRLY5Ga7XZDqoiYyBn6LONNDQAcqMIVrTY0vDQQ0DGeCULs6EV+U4RLGhzO7SskYF0zMGCDRs2YMKECXj66aexY8cOfPzxx3j66acxadIkvPjii3j22Wfxxhtv4GfGOXlHmauuAtChd3QZLOibVMksIOoLa1C/S6PezbZk6hFrS5aSeaA0uKrlkJ5ZoDS6bC2AUxmjbwmKddViaO4Kfd0KjNEu3pJhDviYVcK79QkpMKefDvzxj8l5ykPtpz8V3y+91PS0TS3+Fgai5WJ8bSxHtBDdBeLi62mLoL5eRjRcDqvSgUJWFqCkgGfE6hCLAdHGclhEvwXlbjGUwNkSgyyLO2FqUa0jsVzEAsqFvVVGJNKOSI0IOHS4nJAkIOITvXt3y0Gt2ns8w4eLLwYeeykbXVZx+VT6QbDn6J+3sT6BcnPCNPPcQGKwYAB5POjKUbJZlJn77Hli5gy1oWhrBfLcIgU+bpe0KFE8JLISJjl3w6YEkD6vUeb7Vo5p12HAogzj/+eHehvizclXAwA+gKj1EQgMfUDbqtRUyHVVaQG68rYiBAJA2KKc+1pjaGyMId+ljL1121He7Nfu/seOKEEEOQ5bgziw9/vEeB1nrR4s0Kam9ftxqL1ELG/uEplGyrm3sk2MO45niaCMR7SlUYucUdXh1I75xhL9ydYcZKS7cARiob1FXFtkCfiyU+y3oRAQdYn/qa1Nxlj1nwSgyQm4rV7YckUWmKNFRmdnuRbYapLyIElALF30WuxtHYg3iGhEp0tEA8aOBZqsAQBApLpSW7dKqWcXcIpjwZPpwjP4AWqRC6u1m/ovdNzUTqXUog+NzstxiX1GCRZELSM/WODO0Heqj4vPA6Bfny1ZYj9MjzfDosysVBMLoqAAsObobYbOznbIDeImQrtTnHN8JeImgq1ZZDlKjUpdjlg2vF4g4hHv7WwT7xvtPKwdBx2ebMhK3bZsSy0aG4GWikYAQJstDYsW6VmnloZ2ZEsiGNfs9A5KsOCYY9E///nP8eijj2LZsmXaczNnzkRBQQFuv/12vP/++/B6vbjxxhvx4IMP9uvGDhfnngsUf+THAaWhz2BB3zBYQMOJNVdJlw1Dq0orGWaEcYbMGQAV0QK99p9Sytx1GFCHlGpF1bL1cbcA0J7mQmeLS6+5VqxPL1VuGYNDah5nqvvJT4AzzxRfBlKuuLtqDwNd5WL6tHiO+BxtQfG32puB+vowHF37AQAxiwRbRjoscdEzDsQb0NICxGqU5VYJDemTtfcNBGoRDhfBpsyUcDgawsxMPWAjBeoRq1Mv/Mr0X/40eA+3wNtWCSh3NqsjAby6CXA6JUQy0mCrboJVGXknGQo7Ghu4dUowaLCCBZw6cWDFi/OA2i+1IUJSSDS8vWOU47YFmJijBL3S7bCoWTT5eQC+wph6saIsAV8cCQAAMiaKg1vNVpAtwCub9Yqgv3FejbMfCWHF2rPg8wFWpR931lnA228PTWkSq1Ls0dsa0TIlauUg/H6g1a4ETlqApqYwgg6RQdDmciLcJCHms8PWEEVMKeAVjerDi3702zPwCsT5L1p3AAiIMfAAEPNnorxdOSc0AW1te+FRGtuHu/KQng7EM30AGuDdrzwfCw15YGUw2e0iu6DeECywNBciFAL2NmRAliRIskh9juWmoeKI2HmCQaBOqa9lbQOKu8SFqdMNxKwiWKAGwO3NQDTyufZ/71SKxUoZyjWxLYKI0pHqcIj39/uBOp/yuoZaLcDeoJwrs9ximWFSGaSndzsCkI5Tbi5QVgaMrf8B0PEg7BULYbUqdS46lYiac+QHCywW4Du2l1HUtQ8dWecB0K/PNuWimR5thSUsorpV0XzMGSOGhgEiGCDL9ZDrReqnOrwmZ2Kmtry544hWALS2K4hpaUBXmmivONtEO6TryH4tAy3qy4KcGQAgZhv5rAGQlUzIrnQ/7HYgqpxzbY1dSI+Ii0WTLQ0luUA02r+fUaJjzizYtWsXig2NVVVxcTF27doFQAxVqKqqSnrNaJIZ0OMweekjq8DhQPE7zcMOMt3dVFUnShXq+OUmQFKmuzW2dCxZ5kHEBzrH6cGCk06CLIm7O1IciHvs+qDjUAiyRW8h1blFx3m8WsfQ8Dtqo0E8/ng//T0DzeEAlixR5ic1UIMj7YB0ULmTGBShcqtS/NDeBDQ0HEGsVozpaHc74PNLsCqBhkC0GU1NQFwpRNjmcSKuFOOyh4GA/zAaGwFrWPTsqzrHaHcQbM2A1VIHKOMD253iwh9TPuf0SBWkBpEreCAs1rnrLsBaqM9+AMBUYc5hiN8MdrAgMxO4+GLgwgsZLBgQxpkSAK1Yp3dMAIA4picGlOlS/XovXipQOtfKxB1d6XbIsMDhAAITxH6sBp66PDa8/k/9HPDFV1aUnXYBahA0/U//9CfgoouAoZiIyloihvm4K6FlStQjE4EA0KV0Hm0tQEtLA3Jt4i5zi92Dtja99odaCyQardHScffFx6PDJW43xw+JKV+ksIjGttqzUSPrwcWWpo/1Ticy4PXqBSfVAG5FtHBUZRYAyh1kQ7DAGSlAIADEYENrSN9/u8YEcFgZjhAMAlJAOSe2Anmd4p/arpyuPXavVrPD1gxYWndqWTCdykwg1kwlkNMqo6tuPwCgRaltlZ4OWJW0J3ddu5YB1ugCEHUhQ5ldY8qU/vgEqDvqHeg923OBB6sw/qMNAJShK+rQaWcT7HYR8O6Kd6G9S+wHIylYAACb01fiEdyAmlpxntVqQintNm+0HTal+GBlRyHGjNFvCNiaAch1QKO4idBkFStnKcECSwxoriqHtUltb+TD6wW60sVNIke7eD5WIzKrOp1WuHwObWaoQLwJjY2ApVkZrqBM86xlYTYB7laxbrsnMChDHI85WDB58mTcd999iKiD6QBEo1Hcd999mKxUhKuoqEBwsKvtpBj1AAMGtoroSFLkL8JVp12FOWPm4OrTr8a0nGlHX4loqGSZO4txp8V8S3niRNPy/a0nacMQ4HQiZuhsxopz9Vsobjfik/UGXbnSOJ6gT0GtmbooiGuuOf4/ISX4/ZBt4m9X7wZKIaXjnaV3OpoaD0OuFXcoW51u0fhUsjvSOtuUYIGy3OHWesrWCBDylaOhoQ22JhHVqeoogFXpVFi6gCx3hXbhb3OJRpGszHaREa2GRUknrOoUra3ZswE5Xw8Cx0KZpvx/SdKDA+oc5mn6jeIBJUnAiy8C69fzrtxAsIzXM4bifo+W6eMv9Gl1jcdbvtSXK6xF4nyQpkwp3pUuzhV5eYCUY47qdLjSUa3PFopDh4D9+8Vj46wHwSDw0kvA/Pkn+lcdO0uJGIalBj/ikoRGBEQsUwm02dqBjpZa5FjFHbgmm2gLxZSZFOJ1Sq2R9iqt01+HbIQ9YnnbPtEgVu/Q1SOIOijnhDag/dB7WqC23ZkBmw2whszTr5V3FI/OYEFLENa42MfS4gVajPngtK9rr7NNONUULLBlinOfJQrkKNkcLR4AMRu89nStIIKlC/DU7QAAdNkssKYpQ7bylJoHLUDXEbFjNFuUYTs+IK1IqRav3EuULUCzE0B7ppb9cdFF+t+hzWJD/UINFrz1FoAuNyZNFF1Aux3w2PRggd8vrh3qtIkAkO4cWQeR2hYrU85f6v5nzVYyxSIdWuZMeVuxqMmsHESWGOCOV2jDoxognvcH3ehS2jKthz6FtUWcnMqbx4pAplInydkqpo2NHRY3P1pdLvh80GcbibagoQGwtYgMBHVaXkmZrtseBlAv2jrj5w3OHYFjDhb86le/wquvvoqCggKce+65WLJkCQoKCvDqq6/iySefBAB89dVXuGbYt2BPTGukVXssscXWJ5Ik4ckVT2Lb/9qGJ77xBD83Sm0OB2JePYMo7ku4Yz5nDmSXfou5Mm4YhgBAnqCPcZfHlZhWtczWU/WrbEFYLECJ8SU//Sng9cLzq18M/w6hJKErIO7Aqh0PKU/JXlM+MCkORI8cgHxEtGyb7Gnw+QBLjhhD62nrRDgc15aH7WlwZ3sRd4hLXLH3KzQ11WmpzpWdBXBkeCFbxYc3xlMOSZkyoUPJcFJnu8iI1WnpiPubxJ2B/Hzos04AwKxZSX+W2kFRG7yDlVlAA8s6YYb2WJ45TYvIpPmtaFFu8eQolf3F9KnKesXilqk6fKHTK1qreXkAAgFtXwSAui7RACwqEok48Tjw7rti2WBPkdgjZf9X66rUeLIgwwK/H7Bk6FmCcrgCmVCmELOJ56PqwaEMyYjW7Nc6/ad8LRNtHtFyD38lgglqEcPDnXloRABx5aPq2v0BACBit8KRLs4hjryE2WLaxo3OYAEk2FrFeTTDWqClle856Rva62zjpmlBqWAQcGbp+2tGpTgfNqQD2LcUHqcd8HgQU/bT9MOiaEeb2wGPV3muRJ8tJFYnssSaJaW6fDqQPUHsvG6lrmVXug2ABNRO0zprdruYkQoAvv3tE/4oyEC94aAGsCdN0pdlKMccHM1JQxBcNhcc1mEy3LGP1Aytzz8X39VYv8UwPFGbnhp54pjyehFX9n9fvBwIi2BKXUycyz1eCR1uZYaE6k+0AGhtLCiu/wHRXrG1imljZSWzqtmRJobcZCmzjUTa0dAAONrEyVUK5Jg22tYG2GpEm8Q+SDfmjzlYMH/+fOzfvx933nknZs6cienTp+POO+9EWVkZzjjjDADA6tWrcfPNN/f7xg4nbdG2od4EIhpgXQG79lidVkfjdEKaO0/7sQa5pmQEy+SZ+uPx5gauNHuO9vjjmnkoLjantuPuu0UvNMWmRzxe8SzRk/YqxQKt+cqYC4cDUZcYoC0fOQjUiTuUjVa/yCwIlgAQY2hbWhq0zkfY6oM/ICGWKe6s5TsOoaVFn1axHllwucXYaQAIOipgbxELO5ThT64iEczxtbfAokwNd7BFNCTy8gB7sT4LhWXW3KS/KbGDwmDByCAZCodaT9ODepIENHlFK1vNkEFAr2EiFZinBWtyiPcJhQBYLIj69ebYl42iUTllij7q4Z13xPeUCRbk5SFuGC71hSSO2UAA8AbsiCiBOntrJQJx0fFstoljK5IeECvVi2ye+GERJWxzO3DqHBs6fWK5XFuLeDwCa7PIdz8QHgMZFrQrDXLLZ6LGSdiVrmXuSAnVvg7LoVEaLACilSJAFbJP1DILPsvW59zsispaMDMYFAGviFP839IqxDmv1gvgs/8QSXOShIhXfPa+w6KCZIvTo53b0scrU2Z2AfYKUUwiLPlgtYo6nwUzxX6tdsJknwvfqdoN/PHPWgcVAC67DPj4Y+DXvz7xz4J0iTFtY7Agy6tnFoxVknNGYr0ClRosUGcrUoMFWvHpZn0/tQWzYLFA3NhQpsD1xythCesFDAGxj7e7RMBYrvtcW78emfB69XoIogBiLWSlTlLYJqZ3VWcb8XR0orFRhr1dBElt2Urh7EBATCsNwKOM2JRyBueCcFyT7aSlpeGqq67q720ZUexW+9FfRETDWpffAqdSlMyS2U2E9+STgS1bAADfXZtruhltnXKK/nhiwvSHp5+uPTwYL+52CMKgz5U2gORMH4A67Wdrvp5K3Ol1wd7RCktDBdAkOhf1kkhbteQqNQ3CQGtrLaT6RgBAgzJ2Op7hBarbkG+vQFdzpTYmvB6ZcLnE2GlbQwRBRxXsStGhTrdy4Z8ohtW5aqBVLK5oE+Of09MBFKtFJADp1FOT/iYGC0YoY82CGTNMi1r9OUBttTZDhlo9GwAwZozptUe6xL6bp4xm6cqww1EvOsXvQowrmDxZjGz69FNAKQmVOsECqxXNfj/8Sirurog4h/n9Yt/vcDngiHTA3loFX0y0mpttokXe4RHHmDo1WbxGnERbXG6cdhoQe0tpVDfWo6urQZvxYG+t+AxbnB542yLw7hPpCDWOLH2Yz8nmc+kRZI/aYEH8748C//o2Zn3tW3Ar5TPqWl3AtdcCzzyD2hX/CTwoLiUZGcr/zWmHo7MTbqUzctgDYOd5cCmx7Q6vG+6mTqRVi5Niky1NO7dl5jnR6nLC29GpTRncGM8QKdYSYA+ad964zw2pfhLQmTy7xymn9O9nQr0HC3L8yj/AFsHcMzsBOEd0sMA4a5DxZylD3NFx1erLPAV6SmjM5wIaI8iUKmBRCibXdokDzuMBqlxeAI1wVH2ptTcOQ2QW2IJK5k0z0NZ5GDgibm7UQbRnrEqmpL0F6HA1wtEmrgcuZaYsWCyI+R2wNUTgVo4vS645CD1Q+pRZsHHjRkSVUosbN27s9YuEl77zErI92Xjx/BeHelOIaICYUl7PPjv5BYbK//f90mkeMmCoaSAlTnNoaPB2wDXiG7tylrmYqZSn1wPoTBPDO+xNVZCU6sC1cWU6NEORyfa2GtNyvx+IZ4nbVbnWakiN4k5Y3AI0wQe3G5D9opWb56yEs03cYuhKU+6OlYgUXmeNPjVmdTRf76wZ72B207JlsGCEMuybiZk9kUxlTLbS0LRnGwILeXlaTQMA2NE13fR2jny9FsKbWARABAsSA4XGXz/Umvz6MfBpZKZoENtEx6/NIbJ6XB01SO8Sd+Ca7eLgaXcqwQJlHvLYYZGOG7an47TTAKsyw4SruQnRaL0WrPv8sFivURlfrdZ/qJLy9GDBWWeh3aVndIzmYAHCRcAnlyCYY9MyCxobATz6KNDcjArvRO31Fov4v6mzF6hDBSyeOUCnXyvH0+kW52N15o5GS0CrWZuZCTS6xIetBgsq2/QCk8YZYwAgHkhDk3L3dTTNWDFUcnLMMUtjWaXcgD4E5eQ54p8ykoMFicV/tZ8NM1oBQNRuQW6xXkEwrgwty7aVw9Is7vzXRoKwWsUQGrXmUdoBcc7rcNjRDg88HsCRp9QeiANddQch1YmbHzXxoMiUzNYLOjscZdp5L62gQPv9sQxxsDmVKZnVWWkGWp+CBeeddx4alKmjzjvvvB6/vj2AA4waGhqwevVq+P1++P1+rF69Go1HqX4iyzLWrVuH/Px8uN1uLFq0CJ999pnpNU8//TQWLVoEn88HSZKO+p59tahkEWpuqsHFMy7ul/cjotRjDxiiuuefn/yC73wHuPpq4IknkpcZr9SJwQKXC/je93AIBSjF8sRaiiOOY4x5mkkYxuFF0sXF19VWqwUDqqP5onGpfDCWLiAePqjNa1zTJaZwgxKEyJbrYG/ZDwBodzkASHC5oE1VlGuvhlNJ+YspFYvVwnXOWmiV2uuRpTe2jP+/sXomhIrBghHKYhEVJO+5B5hrHn5iKTDvB5aQ4fxgtwNuva7J843nAdA7/7bWuLZsK8SQzsmTk5IXUiezAEC9d7L2eA8maR3S9HSgxSb+Vm/0MDwd4hZbi0PcOWuyiWPM2ijuzLWXKwUQ7RkoKQE8RcrY9rZWdHXWajMb7KkRDfmqiGg8e5VgwcFYsR4skCTsPU1vd3XBPuo6oonzrmdlwRwssFoBh8NU3BAQ/7dmSXyQarDAY/93AHrt3g5lbLsaLFBTrAGxi9c5lDuzynvvb5iof/4JwQLZlwWlVIxpGAINHDW7IDPT3GGOdlqBTvG/nzhj9AULtEwD49ydEMUHx483PKEsDzrKYWsSd/6rOsbA7RbZM+3KlO9qdlmjOx1ut7hseDKc6HSIYZWxmgOQGsRdiOqomPYVhtkWvN4vtfNeRoneAJSzzAeKNTg4F4Q+BQvi8ThylbNPPB7v8SsWiw3Yhq5atQo7duxAaWkpSktLsWPHDqxevbrXdR544AE8/PDDePzxx/HBBx8gFAphyZIlaG7WK3y2tbVh+fLl+MlPftLv28wCfUQj3I4d+mPD0AGN1SoCBVdfnbyssFBcuadNS6heqHjhBex65QDm/1sAd93VXxucmqxBQ3TcYjHNNBH1iQ6Ct6Ma1kYxjvZA80ni4urxoEu5+Noa98PaILIDqqP54pquVA/OiDXCqUw11OIQLVuXS085DDqqYG8VKc1yQIkG5OUhZrHAEhMzKgCiYax11vLygPfeExWSLMmX0sTZDwZrNgQaBBdfDNx2W9J0E2kTxptflzAPnNSm1zJ6+4hYpmUK7NunLWuH6GhPmqTNzKhJpWBBo0/PrNiLiVqHz+cDmpXpxDIsB7Wxu51eESxotIhjzBqOoKJCRleVuE0W8WdDkoDMieJ84GmNoPGA/rkcag6I720iuGpTPs6v2ieYjq/PLr4b72M2fom1AJIDdyNdYrBgxoyEYIGiu2BBXcS88hGL+KzV6dk6PeKN1GBAbTzXFAitd5hTX+rjWXqwwOeDbLVqy2qipzCzYJCpwQLjEAQAqKyENn1i3GYOFozEGd0ShyFowQObDVHDrFZtbqcpWGBR2hQFnoPanf/qjjFadk2HMoxRDRYcsWVq5yafD2hVahrEDh+EtU6cwA51lpiCBdZOoCBrl/b+meMC2u+3BxP+cYN0J+mYCxwOhd27d6O0tBS//vWvMW/ePMybNw/PPPMMXn31VezZs6fbdWRZxiOPPIKf/vSnOP/88zF9+nT89re/RVtbG158UR8asHbtWtx6661acUYioj675Rbx/ZJLuu0w9spiAT78EPjkkx7rD3x9hQV//3ty42/EMV65J00SQRZF3C8uhlk4oHU6KjoLtcZlZ5q4sDtb9muR/oqOQjH9k1LTwB9thqdDDMINW8SKTicg5YjlIVuVNi7amqX0xqxWNPn0KH6X1Y4m+MydtTPOSG51KYwdFJstoUAljUg5JydkCCUWIA2JO+pvYHHiU8BDDwEAqtfcDUAcAqFQ8rzzqTQMoS1bdP7b4EYFxmgdUp8PaJLEsZNtrYCjUTzfpRxbR+Ii48LWJGPixGbEa8XtZf9JyhznSlaPvQmo3StmPIi7rGiJKJXGfeaIyVcd403BAnd+BubiffwIvwQwuoMFfr+Y6rWvwYLKNvMY6DqrMiREHYbgNd+SrekKah0lAKh3mtevhqHApCRBMty5PdicwWDBIFu1Ssyycuml5ufvuANARPyj1CBBc0RcFEd6ZoHPJ9oDqli63h453JVnChZY88X+ndkZ1jrzdXK2FkxrtotsK7cyy8hhix5M8/mAZuVmRWflXjhEwj72t48T+7/Pp82Kc3LmB5CUZDNnMKD//mBCjYJUCxZs27YN//jHP0zP/e53v8PYsWORm5uLH/zgB+js7Oz3DQSA9957D36/H3MNKX9nnHEG/H4/3lXnE0pQVlaG6upqLF26VHvO6XRi4cKFPa7TV52dnWhqajJ9EdEo9P3vizLlzz57fOtbLKaO8ail1mg46STghRfMy5S5h93tnbA3iqfqDOOQO9JFLyG983NtXuSqDjGvuCVHpCundbTB0yZaxvXIFIECCbCMKQEAuBrj2oXfGdTHLDYF9AvxlxlzIMPS5zu7xg4KhyCMDu6T9AHBUZcjqaghXn0Vm8ZdiQvwZ+0prfP//e8DZWUIPXob3nkH2LlT7KNOp7khm0qdqjZl1pLPMA0yLFqH1O/X5x7PtNTBrjSK1aDg4ag4iGzNQGZmNXydIt923FzxeUm5IoJibwQ6qz8GAMR8+rjhxkLz2IxyFJqCBcZM4pNPTq0Ay2AwBgvmzxfByj4HC6L6+GgAqLOI/5kaLGhzmQNglZEC0/mt0TXOtPwTnGzeZw1DEcrbMjkMYZBNngwcOABceaX5+aVLgVOniX+UGiwYLcMQErMMJGV4IgB8UT/VHCwoEsMPnbV64eNG6HU7ImnmGgKVMf348HrFTE4A0FXzldaeqY7ni/aCJCHmEyf7Ka5PAUDMOOPWz33GDZdt1kG7IPQ5WLBu3Trs3LlT+3nXrl24/PLLce655+LWW2/FK6+8gnvvvXdANrK6ulobBmGUm5uLanWS2G7WAYBgwhyUwWCwx3X66t5779VqJ/j9fhQWFh59JSIaeWw2UcRwBM1MMCTOOgvYvx/417+A004zLbIGRYU3e1jMTAAAh6AXzVJrGvi79mvZAUcgChyqUyu6WuLwt4pBuOVygdbwtY5RLvxHAKuS0uwM6cGCGpc+heVHTlGsksEC6pGxVzp5etIwBZx2GjYsewoNEB0mSTJ07CRJDEeyWHDmmeakBGPDNpVGNx45+Rz8EI/gSvwXAL3DFwoB9XHxNzpr9WE81jzxx9Z0iWX2ZiA39yA8bcoUYepwJOUPtocBV7uoM9XlUwrneYDGifpxCQCVyDcFC4wxmhdfTK3PbDAkBkuMzx0tWLADp5jeq1YS/zP1nBlNMwcTKtsLTee31nS9Z9UcyEE9ssz9mYsvRiQ9C6/jHPwheiFalA5XKgXBRqsMz+gJFhgDBInBAtu82drjDmu66bRuKRDZY55D0O78NyKg9+cTCiQeiJRox4fFAoSV6WOlI+VaxlUNcrX2gpwhTmRFUVEUpNNjN5/A5s/XHkpxedBObn0OFuzYsQPnnHOO9vP69esxd+5cPPPMM/jRj36Exx57DH/84x+P6ZevW7cOkiT1+vXhhx8C6H78vyzLR60LkLi8L+sczW233YZwOKx9HTp06ITej4ho1Csu7jZX3zNGGb98ELBEgTiAGnuBdrc16hN3//1dlVpmQb0ydaIlV/Qa7GHA2yTuXh6IjNUavpZ80fD1HAIkWfl9efotrvYcvWDd5ugCAH2/S8lgwSikjSkA7AXdR5WMWaN+f9/ijMZamqnE7bXgMfwQH0NMHap2SPPygLou0QJXq+LH3VZ4csSBUNWpFPJqBb521g6tgKg1KIY1qMECawRIrxERwEiGeM7nA+STxiNmaL4mBgsmThRBgm3bkkeCjAaSBMxR4inf/774rv5vwmEgrnRyEoMFaWnAR9CDtXGHBQ1R8cGq58x4wFyksCqabxqG0JWjR2rKs8RGmIaB/J//gy+3HsESvI5/fK6fXxksGHpqUEAdfjCSgwW9ZRZY79dvfDv8blN/XFJmJvDuFz/HbFa0w60dA/GCItN7lbWPN13/w8r0sc46aAUMa5Cr7f9yrlLzQEzehIjbkFYGAN/8pv5YPZAHQZ9vhzU0NJju0m/ZsgXLly/Xfp49e/Yxd5rXrFmDiy66qNfXlJSUYOfOnTisntUMamtrkzIHVCHlol1dXY08Q+uupqamx3X6yul0wul0Hv2FRER0QtwFoneVptQ5a3D54U7TgwqxgNIpqZZhUWrsNkhi3nVJaQXYwyJ7AAD2tU+EV70EKNcGtVhXp9UOX45+brf59av8xiMiot9dLcruMFgwCtnt+uOEqtqqZcuAu0VZgqRpEXvy5JNivR//+MQ2r78ZO4mA/ieHQkBNRLTB1Kr5saw0rYFe1hDQ1jl17DYtWCDlKAem14uY3QJrNI60L8VTHVmiEe7zAZlZEiowBkUQbc52eJIKiF48yieiKi0FmpvF+HRAz/qQZfG8358cLLBYgP3e6YDSibFE4ujoFD0lNVjQlWsOgtUh23R+s+TrAbP9/lMAJAcCxo0TAQ1ZCdA6HOahNjQ01KBAYmbBSCxwGAiIEaCxWPLMCMjNxfXT38CKT+/F/5u1BqZeqpK2ZImKH6PedCAsaZkFHTNmox0uuCGKMVfEChOCBeJgUwsgxqwWhGN+vb0wpgDA51owQk4cnyNJwKZNwNe/Dnz3u8f3xx+HPmcWBINBlJWVAQAikQi2b9+OefPmacubm5thN14o+yA7OxuTJ0/u9cvlcmHevHkIh8N4//33tXW3bduGcDiM+YaUDKOxY8ciFAph06ZN2nORSARbtmzpcR0iIkot7mLzELRKW56pIx7PVDolon4hojYLnAHlboAhnVkNFpTHDRfvhDSBsOQ3NWw7Jp2sPa6NZ8HlOr5hCJwJYRRauLDbpxcsACoqRMDgscf69laTJolROt1NqjKUEoNgarvW5QJqu0QkRE21jWf7tI5r2SEb2ryidV3o+EQLFmitdklCp3IgqsGCZr94v/R0Mey9HOZ0eB5jZhkZeqAAEP8TtcOvDkVIDBYAgNNn7rV3dOjrA0DzKWfhAPQ3Nk6dCAC2Qv2cus8qUmISO2Mul3moCOsVpIbEYEFDhyg2kunO7HGd4co46VJiZgEANJyyGMvwGlyzEirMJjQAOlzKzQolcOrLceJd6H3MaoRMx0eTQ8lmVIIFzW4PAElrL0iFY03LvXndbNy55wIHDwJPP937H9mP+hwsWL58OW699Va8/fbbuO222+DxeHDWWWdpy3fu3ImTEucK7ydTpkzB8uXLccUVV2Dr1q3YunUrrrjiCqxYsQKTDJWoJ0+ejA0bNgAQww/Wrl2Le+65Bxs2bMCnn36Kyy67DB6PB6tWrdLWqa6uxo4dO/Dll+KKtGvXLuzYsQP19fUD8rcQEVHfSdOnmVKOy+Sxpg69JVe5+CrBgjaXS298Kq1UKa6n9VUiX794Z2eLAkKKg7Eic7Bg8b/hu/g9pkKMmx43ru+TXjCzYJTatg144AE9/7sb+fnAT38qJtMYzsaONf9sTKawZpo7GHJOFpRJDlBeDtTZxYv9DV/A1q68yNCrjPhEkFANFjR4RcfT5xPBgp9BpGf8MyTacwwWHJ2xbkE0CtTViZ+NwYL0dCAC/cZfYrDAnW7D87hMW16PTFOGiTdf7/lvV4anJN25BUxF4zgEITUkBgvq2sQOMhKDBYC+X3YXLLjqKtEnv+yyhAVuNzq8elJ+XY4IJqjHQGYm8BbO1pYnBgtanCLQps6W0GAXx4vaXrAWiT6tU+mCWrMSiuSqQiFzJtsA63Ow4O6774bVasXChQvxzDPP4JlnnoHDML70N7/5jWnmgf72hz/8ATNmzMDSpUuxdOlSzJw5Ey8kVM3es2cPwmppVQC33HIL1q5di2uuuQann346Kioq8NprryHd0Ip76qmnMGvWLFxxxRUAgLPPPhuzZs3Cxo0bB+xvISKiPvJ48JVTDwrv6ZhialzaQ6IH4hb1C9Fs9+qdFqcTXcpV3Ko0ek3BAosFkYB+4f9EOg2GKZYxabKEF/Fd7IYY+Hws8XAGC0apOXOAm28+9qlUh6GTTjLXXDAGC+w5AdNrpdwQQiHx+lgMqIZooXu/Estlm2S6xRzPFIWj1XTfOpcICqrBgs34GpYU78W6oucAMFjQF8ZgQW2teGy8wwqI89Z/QnymuPVWLVigplkHAsDD+BH22SbiPfdiROA0nd+ysiUswWu4fdwf8EH7dADdd8aMmQWLFycvp8GXGCyobxc91pEaLFCDZN2NTD/zTJHtP21a8rJae4n2+ECBKHysHh9ZWcD70AuwHkG26dzUmWbOTDhiEZ+t2qaxJNQ8sAR7CBYMsj7XLMjJycHbb7+NcDiMtLQ0WBOm+/rTn/6EtAE8W2dmZuL3v/99r6+R1QFQCkmSsG7dOqxbt67HdY62nIiIhtYX6adjQuduAEBZ7CRTR9yVUEgubEs3pbXGAkHY2sQQOtkC1MRzMdvQuI1mF8JVL3os2+Mn43LDe40bJzomaqKZ8W7Y0TBYQCOd3S4CBnv2iJ+Nx51rTCbwkeHFuSFYrUBhIVBWBlTK+QB2wisOTcQy3LAZKolJY8aY1q91imCBOgwBAD5umYCQ0uxksODojMECdQhCTo559t70dOBFrMLFj5yBFWtK0KHcN1ODqH4/0AQ/5nj/BafHCrSbz2+ZmcDrWIKvALQpQ7+6yywwJAXj/vv74Y+jEzbaggW33iqCVsaagX1R5zoJhRApT/tyxZADNbMgKwt4DUvxDP4XgqcXIvahzXR8xDLMkbODHSI9S69ZkBAcmD792DZugBxz6Nvv9ycFCgDRmXd0U8maiIjoRBzM1it0H0CxKbPAXWhuidZ0hUx3OONZ+vL2tEzEYL54p03QxySGS04xvZckAbP1WZSYWUCUYPJk/bEps2B8CWqgN4ztY0R2jjqO/lBUZASpwYJ4prm3bzndPIVqpcWcWQAADQ1AkzIDCoMFR9ddsCDxrqo4t0qodJ8EWK1oV4aIqMEC7T2arVATeY3nOvV/U1cHHOklWHD11cAPfgC8/76+Dg0ttZBhU2cTIrGINitCliert9WGraVLgRde6LEWbY+c6NQe78s4HYCeWeD3A7BY8QM8g//K/d8AEq7/WebPsqx1AlwuQ4ZWYrBgxoxj27gBMvLz5IiIaFg7POZU7fEBFJsap+psCaovG6aY7nDGJ+t5hOG0EgDmi7dkCHJf/+uZSb/bGCxgZgGRWU/BgmCeBW9ikfazJSgK36l1C8o6xMGUpgQLpBxzhpBn8VztsexwoLpLnzpRnco8HgcqleFHpun5qFt9CRaon2Oz6Ccm1SxQz63xONDWJh4b+z9qxz8cBrq6xOPuggXZ2cB//Zf5/EpDy5hZ0NAuihtKkOB3sgKlkTFY0BQRB4aaWWCx6MfAQaVOkvH6b801t1eM0yYCSJ6bmcECIiKio2sep89KkJhZYMk1t0TrkWW6U9V18WrtcYtN9DJMnXfDtLxzzknucfRHZgHvetJIZUwnNwbp8vKAN/A1/YlcUbBQzSwojxea3scWMkfi7LNP0R5LkQiaW8QQhfR00XFVG+cxZbpUHmNH1x/BApdLTHWoksylJpKyBNLSYKoDQ6kr4AoAEMMP1CEIAVcAVktyNvlo9trX7kcT0vGnrz2pZd6omQWAHjzrLljgyvKiGvpBV4Ncc6AzMUM/RdJuGCwgIqKU5g76cDa24By8jhakmy+uHg86JL01WocsFBr6Ic5li7THvob9ABKCBd/6lvg+cWK3v/v00/XH6l3RvvB49Bp3zCygkarAMIOhMbMgKVigLFSDBdUImd5HSrz97DRP4acON1ADhd11Sql3/REsSAwOZGSYa3na7eb/TXdZBZSaQmnimKxuqUZdu5gJYaQOQTgRNZPOQgCNeH38VVp2jXFGEDVYoJ6zjNd/n1/CKryIDqtYYTemDIusKAYLiIgopWVkAG/jbLyBcwAkT7V12KX34iuRb+rUO90WrJUeAQC8MG4dgITO+w9/CDz/PPDmm93+7vx84K23xNjaY5mpSJL0DgyDBTRSqZk3brf5DnJBAfAFJmCn5WTImZnA1Kna6wCgCgnptt30KiscJQCAmN3JYEE/MAYLypWpZo3BHsAcLJDl5GAB0HsmAQBMMUxN391MCJSa8tLFMdkabcXBsLgtPlKLG54IrxeQYUFrK3rNLDC+XuXziZlcLp5/EK/fsw3vY07PwYJjuTsxwBgsICKilKaOUVYlXlyfPecl3IWf4ae4G/8X39HuXgKi0/6btB8iiGr8t+27ABI6704ncOmlyWMFDc466/jG1qrbyWABjVSBAHDoEHDggDjWVBMmAHfdJeGzZ7dBKivTevPLlomHE88yZxaYepiKu2e/jHcxD5uuf7XXYIHdnpy9S8mMwYIDB8TjIvNMbdo5q6kJiEZFwAAwd4aMGSTdBQuUuBAAZhYMJ2mONKQ5xHH6Wc1nABgs6I4xoNZbZoEqMVgAAOXtWTgYnANASrr5geefFyk/69f341afmD5PnUhERDQUEoMFiRdX2+xZ+N+vztJ+TgzIe71AdXMQ7iP6z4OBwQIaDRLvTgMicPCznwGAU/kScnJEcMHrSTc+DXz720nv0VwyE2f+v3fxi5CeFq8eU8ZzAjukfaNmBDQ26uOpE8+V6rnV2BECji2zgMGC4SuUFsKX9V/is1oGC3qiHiNNTUCnUuuwt2CBMevJGGhQA6BJmQWXXiq+UggzC4iIKKUlNkgTL67GwoMuV3Lqq3ohr6kR3wer8z5WTKGcStmEREMuEADsDkMawrnnmm9dK9RG95EjvdcsOOOMgdnOkUbNCDh8GKiqEo97yixobtYDNHa7uYTE0TILpukT0HAYwjCTlyYy7NRgQZabNQsSGYMFxzMMQV03MQCayhgsICKilJaYWZB4J3PcOP1xUZE5HRrQL9bqhd14F2AgPfccsHmzuUgiESnuvBOYPl0cKN1Q70ofLVhw5pkDuI0jiNrJ371bfHe7k+/8dxcsSMzkOpbMgqQUa0ppat2CL+u/BMDMgu50l33TU2aB3a7fNDCuawwWDIdjhMECIiJKacZgweLFyVMPJwYLEiVmEgxWZkEwCCxalBy8ICIAt98O7NrV/TgG6GVEKit7H4awYMEAbuMIYswIALoPrPYlTfpomQX5+frjhobj2VIaKiGvuZYIgwXJjiWzYN488zAEdd3WVhEENT6XyhgsICKilGa8+K5bl7w8N1cPAHSX8j9UwQIiOn5qp3PfPiAWE4/VhnVtrf66WbNAfZAYLOjuXGkscHi8mQXGAMTxFIaloaNmFqg4DCGZMVhwtMyCpUvN6xoDb598Ir6XlPT7JvY7BguIiCilud3Aiy+KbOWzz05eLkl6dkEqZRYQ0fFTgwV794rvFot+7KrZBBkZnAmhr7rLLEjUH5kFALBnD/Cb3wAXXXQ8W0pDRa1ZoGJmQTI1WNDerh8jPc0WsmSJeV2nUw8s7Nolvk+YMCCb2a84GwIREaW8iy/uffmsWeLiO3Nm8jIGC4iGH2M6OwAUFup3rc87D9iwgXeuj4XLJc59ra3i5+4yC9SOUEeHPoTgWDMLAGDiRPFFw0tiZkEwLThEW5K6jMGzaFR8N2YWGGsUnHZa8vpTpwIffqivOxyCBcwsICKiYe+RR4DXXwdWrkxelljQkMECotSXnQ3YDLe0jLOeWCwiYDBmzKBv1rB2443648LC5OXGjlBlZfJzQN8yC2h4CqXpNQtOzTsVp4ROGbqNSVF2e/LkLcaf/X7giy+AigrAak1e3zhsKhBInj0hFTGzgIiIhr2MDOCcc7pfltjYZbCAKPVZLEAoBJSXi5+NwQI6PuvWAfE48Le/AcuXJy93OMRXJCI6O0Dy+bMvmQU0PI1J16NvDy55EBaJ95S74/PpxQ2B5BsS48f3vO4pp+iPJ04cHgWQGSwgIqIRLbGA0GBNnUhEJyY/Xw8WGGc9oeMjScBdd4mvnqSnA3V1erAgcRgCMwtGrixPFh7/t8cBAIvHLh7irUldPh9w+LB4nJgBdTTGYMFwGIIAMFhAREQj3OTJ+mOXq/vUQCJKPca6BcwsGByJwYLeMgsSiybS8HftnGuHehNSnvGYyMvr+XXdmTlTBO1kmcECIiKilGAMFjidQ7cdRHRsGCwYfGpHSK1ZkJhZUFwMLFsm/jd2++BuG1EqMB4TiYVYjyYtTQQJ9u5lsICIiCglGAt5hcNDtx1EdGyMjXIOQxgc6mdeUyO+J2YWWCxAaengbhNRKjGel441swAQtUP++7+BFSv6bZMGFIMFREQ0ollYo4loWOrs1B8z5X1wJAYHEjMLiEa7Ew0WXHzx0aeDTiVsQhER0YiX2AAmotS3ZIn4npY2tNsxmiSeK3nuJDI7kWEIwxGDBURENOJ1N6c4EaW25cuBV14B/vWvod6S0YOZBUS9O9HMguGGwQIiIhrxfv5z8f3CC4d2O4io7yRJjOtlsG/wMLOAqHejLbOANQuIiGjEO+88YPduFkkjIuoNMwuIenciUycORwwWEBHRqGCcQpGIiJIlBgeYWUBkFovpj0OhoduOwcJhCEREREREhClTzD8zs4DIrKVFf+xyDd12DBYGC4iIiIiICIsXm392OodmO4hS1amnDvUWDC4GC4iIiIiICF7v6CjaRnS8li8HXnpp9MzSwmABEREREREBABYsGOotIEpdkgRcdFHykJ2RisECIiIiIiICAPziF4DfD1xyyVBvCRENNc6GQEREREREAICiIqCmBrDbh3pLiGioMVhAREREREQah2Oot4CIUgGHIRARERERERGRCYMFRERERERERGTCYAERERERERERmTBYQEREREREREQmDBYQERERERERkQmDBURERERERERkwmABEREREREREZkMm2BBQ0MDVq9eDb/fD7/fj9WrV6OxsbHXdWRZxrp165Cfnw+3241Fixbhs88+05bX19fjuuuuw6RJk+DxeFBUVITrr78e4XB4gP8aIiIiIiIiotQ1bIIFq1atwo4dO1BaWorS0lLs2LEDq1ev7nWdBx54AA8//DAef/xxfPDBBwiFQliyZAmam5sBAJWVlaisrMSDDz6IXbt24fnnn0dpaSkuv/zywfiTiIiIiIiIiFKSJMuyPNQbcTS7d+/G1KlTsXXrVsydOxcAsHXrVsybNw+ff/45Jk2alLSOLMvIz8/H2rVr8eMf/xgA0NnZiWAwiPvvvx9XXnllt7/rT3/6E773ve+htbUVNputT9vX1NQEv9+PcDgMn893nH8lERERERERUd8MdD90WGQWvPfee/D7/VqgAADOOOMM+P1+vPvuu92uU1ZWhurqaixdulR7zul0YuHChT2uA0D7oHsLFHR2dqKpqcn0RURERERERDRSDItgQXV1NXJzc5Oez83NRXV1dY/rAEAwGDQ9HwwGe1ynrq4Od911V49ZB6p7771Xq53g9/tRWFjYlz+DiIiIiIiIaFgY0mDBunXrIElSr18ffvghAECSpKT1ZVnu9nmjxOU9rdPU1IRvfOMbmDp1Ku64445e3/O2225DOBzWvg4dOnS0P5WIiIiIiIho2OjboPwBsmbNGlx00UW9vqakpAQ7d+7E4cOHk5bV1tYmZQ6oQqEQAJFhkJeXpz1fU1OTtE5zczOWL1+OtLQ0bNiwAXa7vddtcjqdcDqdvb6GiIiIiIiIaLga0mBBdnY2srOzj/q6efPmIRwO4/3338ecOXMAANu2bUM4HMb8+fO7XWfs2LEIhULYtGkTZs2aBQCIRCLYsmUL7r//fu11TU1NWLZsGZxOJzZu3AiXy9UPfxkRERERERHR8DUsahZMmTIFy5cvxxVXXIGtW7di69atuOKKK7BixQrTTAiTJ0/Ghg0bAIjhB2vXrsU999yDDRs24NNPP8Vll10Gj8eDVatWARAZBUuXLkVrayueffZZNDU1obq6GtXV1YjFYkPytxIRERERERENtSHNLDgWf/jDH3D99ddrsxusXLkSjz/+uOk1e/bsQTgc1n6+5ZZb0N7ejmuuuQYNDQ2YO3cuXnvtNaSnpwMAPvroI2zbtg0AMH78eNN7lZWVoaSkZAD/IiIiIiIiIqLUJMmyLA/1Rgx3Az2/JREREREREZHRQPdDh8UwBCIiIiIiIiIaPAwWEBEREREREZEJgwVEREREREREZMJgARERERERERGZMFhARERERERERCYMFhARERERERGRCYMFRERERERERGTCYAERERERERERmTBYQEREREREREQmDBYQERERERERkQmDBURERERERERkwmABEREREREREZkwWEBEREREREREJgwWEBEREREREZEJgwVEREREREREZMJgARERERERERGZMFhARERERERERCYMFhARERERERGRCYMFRERERERERGTCYAERERERERERmTBYQEREREREREQmDBYQERERERERkQmDBURERERERERkwmABEREREREREZkwWEBEREREREREJgwWEBEREREREZEJgwVEREREREREZMJgARERERERERGZMFhARERERERERCa2od6AkUCWZQBAU1PTEG8JERERERERjQZq/1Ptj/Y3Bgv6QV1dHQCgsLBwiLeEiIiIiIiIRpO6ujr4/f5+f18GC/pBZmYmAODgwYMD8k8iSgVNTU0oLCzEoUOH4PP5hnpziAYE93MaDbif02jA/ZxGg3A4jKKiIq0/2t8YLOgHFoso/eD3+3kyohHP5/NxP6cRj/s5jQbcz2k04H5Oo4HaH+339x2QdyUiIiIiIiKiYYvBAiIiIiIiIiIyYbCgHzidTtxxxx1wOp1DvSlEA4b7OY0G3M9pNOmXwT8AAAyCSURBVOB+TqMB93MaDQZ6P5fkgZpngYiIiIiIiIiGJWYWEBEREREREZEJgwVEREREREREZMJgARERERERERGZMFhARERERERERCYMFvTgrbfewje/+U3k5+dDkiT89a9/NS2XZRnr1q1Dfn4+3G43Fi1ahM8++8z0ms7OTlx33XXIzs6G1+vFypUrUV5ePoh/BVHvetvPo9EofvzjH2PGjBnwer3Iz8/HJZdcgsrKStN7cD+nVHe087nRlVdeCUmS8Mgjj5ie535Oqa4v+/nu3buxcuVK+P1+pKen44wzzsDBgwe15dzPKdUdbT9vaWnBmjVrUFBQALfbjSlTpuDJJ580vYb7OaW6e++9F7Nnz0Z6ejpyc3Nx3nnnYc+ePabXDFZflMGCHrS2tuLkk0/G448/3u3yBx54AA8//DAef/xxfPDBBwiFQliyZAmam5u116xduxYbNmzA+vXr8c4776ClpQUrVqxALBYbrD+DqFe97edtbW3Yvn07br/9dmzfvh1/+ctfsHfvXqxcudL0Ou7nlOqOdj5X/fWvf8W2bduQn5+ftIz7OaW6o+3n+/btw4IFCzB58mS8+eab+OSTT3D77bfD5XJpr+F+TqnuaPv5DTfcgNLSUvz+97/H7t27ccMNN+C6667Dyy+/rL2G+zmlui1btuDaa6/F1q1bsWnTJnR1dWHp0qVobW3VXjNofVGZjgqAvGHDBu3neDwuh0Ih+b777tOe6+jokP1+v/zUU0/JsizLjY2Nst1ul9evX6+9pqKiQrZYLHJpaemgbTtRXyXu5915//33ZQDygQMHZFnmfk7DT0/7eXl5uTxmzBj5008/lYuLi+Vf/vKX2jLu5zTcdLefX3jhhfL3vve9Htfhfk7DTXf7+bRp0+Q777zT9Nypp54q/+xnP5Nlmfs5DU81NTUyAHnLli2yLA9uX5SZBcehrKwM1dXVWLp0qfac0+nEwoUL8e677wIAPvroI0SjUdNr8vPzMX36dO01RMNNOByGJEkIBAIAuJ/TyBCPx7F69WrcfPPNmDZtWtJy7uc03MXjcfztb3/DxIkTsWzZMuTm5mLu3LmmFG7u5zQSLFiwABs3bkRFRQVkWcbmzZuxd+9eLFu2DAD3cxqewuEwACAzMxPA4PZFGSw4DtXV1QCAYDBoej4YDGrLqqur4XA4kJGR0eNriIaTjo4O3HrrrVi1ahV8Ph8A7uc0Mtx///2w2Wy4/vrru13O/ZyGu5qaGrS0tOC+++7D8uXL8dprr+Hb3/42zj//fGzZsgUA93MaGR577DFMnToVBQUFcDgcWL58OZ544gksWLAAAPdzGn5kWcaPfvQjLFiwANOnTwcwuH1R24ls/GgnSZLpZ1mWk55L1JfXEKWaaDSKiy66CPF4HE888cRRX8/9nIaLjz76CI8++ii2b99+zPss93MaLuLxOADgW9/6Fm644QYAwCmnnIJ3330XTz31FBYuXNjjutzPaTh57LHHsHXrVmzcuBHFxcV46623cM011yAvLw/nnntuj+txP6dUtWbNGuzcuRPvvPNO0rLB6Isys+A4hEIhAEiKytTU1GgRnlAohEgkgoaGhh5fQzQcRKNR/Md//AfKysqwadMmLasA4H5Ow9/bb7+NmpoaFBUVwWazwWaz4cCBA7jxxhtRUlICgPs5DX/Z2dmw2WyYOnWq6fkpU6ZosyFwP6fhrr29HT/5yU/w8MMP45vf/CZmzpyJNWvW4MILL8SDDz4IgPs5DS/XXXcdNm7ciM2bN6OgoEB7fjD7ogwWHIexY8ciFAph06ZN2nORSARbtmzB/PnzAQCnnXYa7Ha76TVVVVX49NNPtdcQpTo1UPDFF1/g9ddfR1ZWlmk593Ma7lavXo2dO3dix44d2ld+fj5uvvlm/M///A8A7uc0/DkcDsyePTtp6q29e/eiuLgYAPdzGv6i0Sii0SgsFnP3xmq1atk13M9pOJBlGWvWrMFf/vIXvPHGGxg7dqxp+WD2RTkMoQctLS348ssvtZ/LysqwY8cOZGZmoqioCGvXrsU999yDCRMmYMKECbjnnnvg8XiwatUqAIDf78fll1+OG2+8EVlZWcjMzMRNN92EGTNm9JoGRTSYetvP8/PzccEFF2D79u149dVXEYvFtAhmZmYmHA4H93MaFo52Pk8MgtntdoRCIUyaNAkAz+c0PBxtP7/55ptx4YUX4uyzz8bixYtRWlqKV155BW+++SYA7uc0PBxtP1+4cCFuvvlmuN1uFBcXY8uWLfjd736Hhx9+GAD3cxoerr32Wrz44ot4+eWXkZ6errW//X4/3G43JEkavL7oiUzjMJJt3rxZBpD0demll8qyLKasuOOOO+RQKCQ7nU757LPPlnft2mV6j/b2dnnNmjVyZmam7Ha75RUrVsgHDx4cgr+GqHu97edlZWXdLgMgb968WXsP7ueU6o52Pk+UOHWiLHM/p9TXl/382WeflcePHy+7XC755JNPlv/617+a3oP7OaW6o+3nVVVV8mWXXSbn5+fLLpdLnjRpkvzQQw/J8Xhcew/u55Tqemp/P/fcc9prBqsvKikbREREREREREQEgDULiIiIiIiIiCgBgwVEREREREREZMJgARERERERERGZMFhARERERERERCYMFhARERERERGRCYMFRERERERERGTCYAERERERERERmTBYQEREREREREQmDBYQERHRMXnzzTchSRIaGxuHelOIiIhogDBYQERERD1atGgR1q5da3pu/vz5qKqqgt/vH5qNAjB27FiUlpYO2e8nIiIa6WxDvQFEREQ0vDgcDoRCoSH7/Tt37kRdXR0WL148ZNtAREQ00jGzgIiIiLp12WWXYcuWLXj00UchSRIkScL+/fuThiE8//zzCAQCePXVVzFp0iR4PB5ccMEFaG1txW9/+1uUlJQgIyMD1113HWKxmPb+kUgEt9xyC8aMGQOv14u5c+fizTffPOp2vfzyy1i2bBmcTme3y9etW4eioiI4nU7k5+fj+uuv74+Pg4iIaFRhZgERERF169FHH8XevXsxffp03HnnnQCAnJwc7N+/P+m1bW1teOyxx7B+/Xo0Nzfj/PPPx/nnn49AIIC///3v+Oqrr/Cd73wHCxYswIUXXggA+M///E/s378f69evR35+PjZs2IDly5dj165dmDBhQo/btXHjRvzwhz/sdtmf//xn/PKXv8T69esxbdo0VFdX45NPPjnxD4OIiGiUYbCAiIiIuuX3++FwOODxeI467CAajeLJJ5/ESSedBAC44IIL8MILL+Dw4cNIS0vD1KlTsXjxYmzevBkXXngh9u3bh5deegnl5eXIz88HANx0000oLS3Fc889h3vuuafb31NRUYFPPvkEX//617tdfvDgQYRCIZx77rmw2+0oKirCnDlzTuBTICIiGp04DIGIiIhOmMfj0QIFABAMBlFSUoK0tDTTczU1NQCA7du3Q5ZlTJw4EWlpadrXli1bsG/fvh5/z8aNG3HmmWciMzOz2+X//u//jvb2dowbNw5XXHEFNmzYgK6urn76K4mIiEYPZhYQERHRCbPb7aafJUnq9rl4PA4AiMfjsFqt+Oijj2C1Wk2vMwYYEm3cuBHf+ta3elxeWFiIPXv2YNOmTXj99ddxzTXX4Be/+AW2bNmStD1ERETUMwYLiIiIqEcOh8NUlLC/zJo1C7FYDDU1NTjrrLP6tE5LSws2b96MX/3qV72+zu12Y+XKlVi5ciWuvfZaTJ48Gbt27cKpp57aH5tOREQ0KjBYQERERD0qKSnBtm3bsH//fqSlpfWY/n+sJk6ciO9+97u45JJL8NBDD2HWrFk4cuQI3njjDcyYMaPbmgSlpaWYMGECxo0b1+P7Pv/884jFYpg7dy48Hg9eeOEFuN1uFBcX98t2ExERjRasWUBEREQ9uummm2C1WjF16lTk5OTg4MGD/fbezz33HC655BLceOONmDRpElauXIlt27ahsLCw29e//PLLvQ5BAIBAIIBnnnkGZ555JmbOnIl//vOfeOWVV5CVldVv201ERDQaSLIsy0O9EURERES9icViyM3NxT/+8Q/ObkBERDQImFlAREREKa+urg433HADZs+ePdSbQkRENCows4CIiIiIiIiITJhZQEREREREREQmDBYQERERERERkQmDBURERERERERkwmABEREREREREZkwWEBEREREREREJgwWEBEREREREZEJgwVEREREREREZMJgARERERERERGZMFhARERERERERCb/H3iHQ59vg7omAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "od_var = quality.measurement_variance(rec[\"od\"], calc_covariance=False)\n", "dname = \"od_corr_w1pc\"\n", "\n", "rec[dname], global_comp = global_component_subtract(rec[\"od\"], ts_weights= 1/od_var, k=1)\n", "diff[dname] = rec[\"od\"] - rec[dname]\n", "\n", "# plot results for channel S1D2 at 760nm\n", "plot_channel_wavelength(\n", " rec=rec,\n", " dname=dname,\n", " diff=diff,\n", " global_comp=global_comp,\n", " channel=\"S1D2\",\n", " wavelength=760.0\n", ")" ] }, { "cell_type": "markdown", "id": "6b60cd92", "metadata": {}, "source": [ "### Remove 95% of global variance (weighted)\n", "Often we dont know how many components to remove exactly, but how much variance the components we want to remove should explain. We can use k<1 to indicate the percent of variance we want removed." ] }, { "cell_type": "code", "execution_count": 19, "id": "b08e8617", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:37.471350Z", "iopub.status.busy": "2025-06-06T16:06:37.471183Z", "iopub.status.idle": "2025-06-06T16:06:37.713234Z", "shell.execute_reply": "2025-06-06T16:06:37.712703Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dname = \"od_corr_w0.95pc\"\n", "rec[dname], global_comp = global_component_subtract(rec[\"od\"], ts_weights=1/od_var, k=0.95)\n", "diff[dname] = rec[\"od\"] - rec[dname] \n", "\n", "\n", "# plot results for channel S1D2 at 760nm\n", "plot_channel_wavelength(\n", " rec=rec,\n", " dname=dname,\n", " diff=diff,\n", " global_comp=global_comp,\n", " channel=\"S1D2\",\n", " wavelength=760.0\n", ")" ] }, { "cell_type": "markdown", "id": "7ede0356", "metadata": {}, "source": [ "### Overall comparison of the effects of the shown approaches \n", "Lastly lets look at the difference (raw-corrected) signals for all of the approaches. Note that the differences between methods can be much stronger for more noisy data (our dataset here is quite clean)" ] }, { "cell_type": "code", "execution_count": 20, "id": "70ab0867", "metadata": { "execution": { "iopub.execute_input": "2025-06-06T16:06:37.715497Z", "iopub.status.busy": "2025-06-06T16:06:37.715084Z", "iopub.status.idle": "2025-06-06T16:06:37.921302Z", "shell.execute_reply": "2025-06-06T16:06:37.920761Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plots all signals for channel S1D2, 760nm in diff[dname] for all dnames and puts the dnames in the legend\n", "\n", "f, ax = plt.subplots(1, 1, figsize=(12,4))\n", "\n", "for dname in diff.keys():\n", " ax.plot(\n", " rec[\"od\"].time,\n", " diff[dname].sel({ \"channel\": \"S7D6\", \"wavelength\": 760.0 }),\n", " label=dname\n", " )\n", "ax.set_title(\"Difference between raw and corrected signals for channel S1D2, 760nm\")\n", "ax.legend()\n", "ax.set_xlim(100, 200)\n", "ax.set_xlabel(\"time / s\")\n", "ax.set_ylabel(\"Signal intensity / a.u.\")\n", "plt.show() " ] } ], "metadata": { "kernelspec": { "display_name": "cedalion", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }