{ "cells": [ { "cell_type": "markdown", "id": "459ac9b2", "metadata": {}, "source": [ "# Methods and Parameters for Linking\n", "\n", "Linking assigns the detected features and segments in each timestep to trajectories, to enable an analysis of their time evolution. We will cover the topics:\n", "\n", "- [Understanding the Linking Output](#Understanding-the-Linking-Output)\n", "- [Defining a Search Radius](#Defining-a-Search-Radius)\n", "- [Working with the Subnetwork](#Working-with-the-Subnetwork)\n", "- [Timescale of the Tracks](#Timescale-of-the-Tracks)\n", "- [Gappy Tracks](#Gappy-Tracks)\n", "- [Other Parameters](#Other-Parameters)" ] }, { "cell_type": "markdown", "id": "1409d68f", "metadata": {}, "source": [ "We start by loading the usual libraries:" ] }, { "cell_type": "code", "execution_count": 1, "id": "c08fc4bb", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:06.353858Z", "iopub.status.busy": "2026-02-02T20:12:06.353405Z", "iopub.status.idle": "2026-02-02T20:12:07.741991Z", "shell.execute_reply": "2026-02-02T20:12:07.741563Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import xarray as xr\n", "\n", "%matplotlib inline\n", "\n", "import seaborn as sns\n", "\n", "sns.set_context(\"talk\")\n", "\n", "\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "4bc73edc", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:07.743863Z", "iopub.status.busy": "2026-02-02T20:12:07.743676Z", "iopub.status.idle": "2026-02-02T20:12:08.547561Z", "shell.execute_reply": "2026-02-02T20:12:08.547063Z" } }, "outputs": [], "source": [ "import tobac\n", "import tobac.testing" ] }, { "cell_type": "markdown", "id": "db09255c", "metadata": {}, "source": [ "## Understanding the Linking Output" ] }, { "cell_type": "markdown", "id": "aa90fd02", "metadata": {}, "source": [ "Since it has a time dimension, the sample data from the testing utilities is also suitable for a demonstration of this step. The chosen method creates 2-dimensional sample data with up to 3 moving blobs at the same. So, our expectation is to obtain up to 3 tracks.\n", "\n", "\n", "At first, loading in the data and performing the usual feature detection is required:" ] }, { "cell_type": "code", "execution_count": 3, "id": "3f1797a5", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:08.549451Z", "iopub.status.busy": "2026-02-02T20:12:08.549228Z", "iopub.status.idle": "2026-02-02T20:12:08.852779Z", "shell.execute_reply": "2026-02-02T20:12:08.852253Z" } }, "outputs": [], "source": [ "%%capture\n", "\n", "data = tobac.testing.make_sample_data_2D_3blobs_inv(data_type=\"xarray\")\n", "dxy, dt = tobac.utils.get_spacings(data)\n", "features = tobac.feature_detection_multithreshold(\n", " data, dxy, threshold=1, position_threshold=\"weighted_abs\"\n", ")" ] }, { "cell_type": "markdown", "id": "d25533a5", "metadata": {}, "source": [ "Now the linking via trackpy can be performed. Notice that the temporal spacing is also a required input this time. Additionally, it is necessary to provide either a maximum speed *v_max* or a maximum search range *d_max*. Here we use a maximum speed of 100 m/s:" ] }, { "cell_type": "code", "execution_count": 4, "id": "320f79ab", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:08.854465Z", "iopub.status.busy": "2026-02-02T20:12:08.854310Z", "iopub.status.idle": "2026-02-02T20:12:08.885148Z", "shell.execute_reply": "2026-02-02T20:12:08.884684Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 69: 2 trajectories present.\n" ] } ], "source": [ "track = tobac.linking_trackpy(features, data, dt=dt, dxy=dxy, v_max=100)" ] }, { "cell_type": "markdown", "id": "b96ca5bf", "metadata": {}, "source": [ "The output tells us, that in the final frame 69 two trajecteries where still present. If we checkout this frame via `xarray.plot` method, we can see that this corresponds to the two present features there, which are assigned to different trajectories." ] }, { "cell_type": "code", "execution_count": 5, "id": "d54d0488", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:08.898389Z", "iopub.status.busy": "2026-02-02T20:12:08.898249Z", "iopub.status.idle": "2026-02-02T20:12:09.007989Z", "shell.execute_reply": "2026-02-02T20:12:09.007625Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 9))\n", "data.isel(time=69).plot(x=\"x\", y=\"y\")" ] }, { "cell_type": "markdown", "id": "5e624ab9", "metadata": {}, "source": [ "The track dataset contains two new variables, *cell* and *time_cell*. The first assigns the features to one of the found trajectories by an integer and the second specifies how long the feature has been present already in the data." ] }, { "cell_type": "code", "execution_count": 6, "id": "4e0ecbe1", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:09.009566Z", "iopub.status.busy": "2026-02-02T20:12:09.009469Z", "iopub.status.idle": "2026-02-02T20:12:09.015161Z", "shell.execute_reply": "2026-02-02T20:12:09.014781Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
celltime_cell
010 days 00:00:00
110 days 00:01:00
210 days 00:02:00
310 days 00:03:00
410 days 00:04:00
510 days 00:05:00
610 days 00:06:00
710 days 00:07:00
810 days 00:08:00
910 days 00:09:00
1010 days 00:10:00
1110 days 00:11:00
1210 days 00:12:00
1310 days 00:13:00
1410 days 00:14:00
1510 days 00:15:00
1610 days 00:16:00
1710 days 00:17:00
1810 days 00:18:00
1910 days 00:19:00
\n", "
" ], "text/plain": [ " cell time_cell\n", "0 1 0 days 00:00:00\n", "1 1 0 days 00:01:00\n", "2 1 0 days 00:02:00\n", "3 1 0 days 00:03:00\n", "4 1 0 days 00:04:00\n", "5 1 0 days 00:05:00\n", "6 1 0 days 00:06:00\n", "7 1 0 days 00:07:00\n", "8 1 0 days 00:08:00\n", "9 1 0 days 00:09:00\n", "10 1 0 days 00:10:00\n", "11 1 0 days 00:11:00\n", "12 1 0 days 00:12:00\n", "13 1 0 days 00:13:00\n", "14 1 0 days 00:14:00\n", "15 1 0 days 00:15:00\n", "16 1 0 days 00:16:00\n", "17 1 0 days 00:17:00\n", "18 1 0 days 00:18:00\n", "19 1 0 days 00:19:00" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "track[[\"cell\", \"time_cell\"]][:20]" ] }, { "cell_type": "markdown", "id": "9c3ada63", "metadata": {}, "source": [ "Since we know that this dataset contains 3 features, we can visualize the found tracks with masks created from the *cell* variable:" ] }, { "cell_type": "code", "execution_count": 7, "id": "1ac61c1d", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:09.016442Z", "iopub.status.busy": "2026-02-02T20:12:09.016363Z", "iopub.status.idle": "2026-02-02T20:12:09.154513Z", "shell.execute_reply": "2026-02-02T20:12:09.154166Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 9))\n", "\n", "data.isel(time=50).plot(ax=ax, x=\"x\", y=\"y\", cmap=\"Greys\")\n", "\n", "for i, cell_track in track.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", "\n", "ax.set_title(\"trajectories in the data\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "5851b3ab", "metadata": {}, "source": [ "The cells have been specified with **different velocities** that also change in time. `tobac` retrieves the following values for our test data:" ] }, { "cell_type": "code", "execution_count": 8, "id": "a5c1acdb", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:09.156138Z", "iopub.status.busy": "2026-02-02T20:12:09.156028Z", "iopub.status.idle": "2026-02-02T20:12:09.191314Z", "shell.execute_reply": "2026-02-02T20:12:09.190978Z" } }, "outputs": [], "source": [ "vel = tobac.analysis.calculate_velocity(track)" ] }, { "cell_type": "code", "execution_count": 9, "id": "82886aa6", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:09.192752Z", "iopub.status.busy": "2026-02-02T20:12:09.192663Z", "iopub.status.idle": "2026-02-02T20:12:09.275014Z", "shell.execute_reply": "2026-02-02T20:12:09.274612Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(12, 6))\n", "\n", "for i, vc in vel.groupby(\"cell\"):\n", " # get velocity as xarray Dataset\n", " v = vc.to_xarray()[\"v\"]\n", " v = v.assign_coords({\"frame\": vc.to_xarray()[\"frame\"]})\n", "\n", " v.plot(x=\"frame\", ax=ax, label=\"cell {0}\".format(int(i)))\n", "\n", " ax.set_ylabel(\"estimated velocity / (m/s)\")\n", "\n", "ax.set_title(\"velocities of the cell tracks\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "9b2ffa3b", "metadata": {}, "source": [ "*Interpretation*:\n", "\n", "* \"cell 1\" is actually specified with constant velocity. The initial increase and the final decrease come from edge effects, i.e. that the blob corresponding to \"cell 1\" has parts that that go beyond the border.\n", " \n", "* \"cell 2\" and \"cell 3\" are specified with linearily increasing x-component of the velocity. The initial speed-up is due to the square-root behavior of the velocity magnitude. The final decrease however come again from edge effects." ] }, { "cell_type": "markdown", "id": "f9ac562e", "metadata": {}, "source": [ "The starting point of the cell index is of course arbitrary. If we want to change it from 1 to 0 we can do this with the `cell_number_start` parameter:" ] }, { "cell_type": "code", "execution_count": 10, "id": "821eab8a", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:09.276484Z", "iopub.status.busy": "2026-02-02T20:12:09.276374Z", "iopub.status.idle": "2026-02-02T20:12:09.473275Z", "shell.execute_reply": "2026-02-02T20:12:09.472792Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 69: 2 trajectories present.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "track = tobac.linking_trackpy(\n", " features, data, dt=dt, dxy=dxy, v_max=100, cell_number_start=0\n", ")\n", "\n", "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 9))\n", "\n", "data.isel(time=50).plot(ax=ax, x=\"x\", y=\"y\", cmap=\"Greys\")\n", "\n", "for i, cell_track in track.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", "ax.set_title(\"trajectories in the data\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "f24bd05d", "metadata": {}, "source": [ "The linking in `tobac` is performed with methods of the [trackpy](https://soft-matter.github.io/trackpy/v0.5.0/ )-library. Currently, there are two methods implemented, ['random'](https://soft-matter.github.io/trackpy/dev/generated/trackpy.link.html) and ['predict'](https://soft-matter.github.io/trackpy/v0.3.0/generated/trackpy.predict.NearestVelocityPredict.html). These can be selected with the `method` keyword. The default is 'random'." ] }, { "cell_type": "code", "execution_count": 11, "id": "d16c1b0b", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:09.474766Z", "iopub.status.busy": "2026-02-02T20:12:09.474652Z", "iopub.status.idle": "2026-02-02T20:12:09.634453Z", "shell.execute_reply": "2026-02-02T20:12:09.633941Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 69: 2 trajectories present.\n" ] } ], "source": [ "track_p = tobac.linking_trackpy(\n", " features, data, dt=dt, dxy=dxy, v_max=100, method_linking=\"predict\"\n", ")" ] }, { "cell_type": "markdown", "id": "1c5368b7", "metadata": {}, "source": [ "## Defining a Search Radius\n", "\n", "If you paid attention to the input of the `linking_trackpy()` function you noticed that we used the parameter `v_max` there. The reason for this is that it would take a lot of computation time to check the whole data of a frame for the next position of a feature from the previous frame with the [Crocker-Grier linking algorithm](http://dx.doi.org/10.1006/jcis.1996.0217). Therefore the search is restricted to a circle around a position predicted by different methods implemented in *trackpy*.\n", "\n", "The speed we defined before specifies such a radius timestep via\n", "\n", "$$\n", "r_{max} = v_{max} \\Delta t.\n", "$$\n", "\n", "By reducing the **maximum speed** from 100 m/s to 70 m/s we will find more cell tracks, because a feature that is not assigned to an existing track will be used as a starting point for a new one:" ] }, { "cell_type": "code", "execution_count": 12, "id": "a04896c3", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:09.636144Z", "iopub.status.busy": "2026-02-02T20:12:09.636015Z", "iopub.status.idle": "2026-02-02T20:12:09.855706Z", "shell.execute_reply": "2026-02-02T20:12:09.855232Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 69: 2 trajectories present.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "track = tobac.linking_trackpy(features, data, dt=dt, dxy=dxy, v_max=70)\n", "\n", "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 9))\n", "\n", "data.isel(time=50).plot(ax=ax, x=\"x\", y=\"y\", cmap=\"Greys\")\n", "\n", "for i, cell_track in track.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", "plt.legend()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "923eed9e", "metadata": {}, "source": [ "Above you see that previously orange track is *split into three parts* because the considered cell moves so fast." ] }, { "cell_type": "markdown", "id": "536bdefc", "metadata": {}, "source": [ "The same effect can be achieved by directly reducing the **maximum search range** with the `d_max` parameter to\n", "\n", "$$\n", "d_{max} = 4200 m\n", "$$\n", "\n", "because\n", "\n", "$$\n", "v_{max} \\Delta t = 4200 m\n", "$$\n", "\n", "for $v_{max} = 70$ m/s in our case." ] }, { "cell_type": "code", "execution_count": 13, "id": "e23a517e", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:09.857215Z", "iopub.status.busy": "2026-02-02T20:12:09.857111Z", "iopub.status.idle": "2026-02-02T20:12:10.055939Z", "shell.execute_reply": "2026-02-02T20:12:10.055502Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 69: 2 trajectories present.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "track = tobac.linking_trackpy(features, data, dt=dt, dxy=dxy, d_max=4200)\n", "\n", "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 9))\n", "\n", "data.isel(time=50).plot(ax=ax, x=\"x\", y=\"y\", cmap=\"Greys\")\n", "\n", "for i, cell_track in track.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "08ed3527", "metadata": {}, "source": [ "*v_max* and *d_max* should not be used together, because they both specify the same qunatity, namely the search range, but it is neccery to set at least one of these parameters." ] }, { "cell_type": "markdown", "id": "6f98367a", "metadata": {}, "source": [ "## Working with the Subnetwork\n", "\n", "If we increase *v_max* or *d_max* it can happen that more than one feature of the previous timestep is in the search range. The selection of the best matching feature from the set of possible features (which is called the subnetwork, for a more in depth explanation have a look [here](https://soft-matter.github.io/trackpy/v0.3.0/tutorial/subnets.html)) is the most time consuming part of the linking process. For this reason, it is possible to limit the number of features in the search range via the `subnetwork_size` parameter. The tracking will result in a **trackpy.SubnetOversizeException** if more features than specified there are in the search range. We can simulate this situation by setting a really high value for `v_max` and 1 for the `subnetwork_size`:" ] }, { "cell_type": "code", "execution_count": 14, "id": "462e16cc", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.057577Z", "iopub.status.busy": "2026-02-02T20:12:10.057464Z", "iopub.status.idle": "2026-02-02T20:12:10.087158Z", "shell.execute_reply": "2026-02-02T20:12:10.086562Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 57: 3 trajectories present.\n", "Tracking not possible because the Subnetwork contains 2 points\n" ] } ], "source": [ "from trackpy import SubnetOversizeException\n", "\n", "try:\n", " track = tobac.linking_trackpy(\n", " features, data, dt=dt, dxy=dxy, v_max=1000, subnetwork_size=1\n", " )\n", " print(\"tracking successful\")\n", "\n", "except SubnetOversizeException as e:\n", " print(\"Tracking not possible because the {}\".format(e))" ] }, { "cell_type": "markdown", "id": "d9e0c19d", "metadata": {}, "source": [ "The default value for this parameter is 30 and can be accessed via:" ] }, { "cell_type": "code", "execution_count": 15, "id": "83b452ca", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.097923Z", "iopub.status.busy": "2026-02-02T20:12:10.097796Z", "iopub.status.idle": "2026-02-02T20:12:10.100166Z", "shell.execute_reply": "2026-02-02T20:12:10.099764Z" } }, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import trackpy as tp\n", "\n", "tp.linking.Linker.MAX_SUB_NET_SIZE" ] }, { "cell_type": "markdown", "id": "292d2e88", "metadata": {}, "source": [ "It is important to highlight that if the `linking_trackpy()`-function is called with a `subnetwork_size` different from 30, this number will be the new default. This is the reason, why the value is 1 at this point." ] }, { "cell_type": "markdown", "id": "a92eae91", "metadata": {}, "source": [ "### Adaptive Search\n", "\n", "A way of dealing with **SubnetOversizeException**s is adaptive search. An extensive description can be found [here](https://soft-matter.github.io/trackpy/v0.3.0/tutorial/adaptive-search.html).\n", "\n", "If the subnetwork is too large, the search range is reduced iteratively by multiplying it with the `adaptive_step`. The `adaptive_stop`-parameter is the lower limit of the search range. If it is reached and the subnetwork is still too large, a **SubnetOversizeException** is thrown. Notice that as soon as adaptive search is used, a different limit of the subnetwork size applies, which needs to be specified by hand at the moment:" ] }, { "cell_type": "code", "execution_count": 16, "id": "2a5e8b43", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.101455Z", "iopub.status.busy": "2026-02-02T20:12:10.101347Z", "iopub.status.idle": "2026-02-02T20:12:10.103016Z", "shell.execute_reply": "2026-02-02T20:12:10.102680Z" } }, "outputs": [], "source": [ "tp.linking.Linker.MAX_SUB_NET_SIZE_ADAPTIVE = 1" ] }, { "cell_type": "markdown", "id": "9e52fe01", "metadata": {}, "source": [ "Now the tracking can be performed and will no longer result in an exception:" ] }, { "cell_type": "code", "execution_count": 17, "id": "d3f12098", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.104070Z", "iopub.status.busy": "2026-02-02T20:12:10.103988Z", "iopub.status.idle": "2026-02-02T20:12:10.318360Z", "shell.execute_reply": "2026-02-02T20:12:10.317855Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 69: 2 trajectories present.\n", "tracking successful!\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "try:\n", " track = tobac.linking_trackpy(\n", " features, data, dt=dt, dxy=dxy, v_max=1000, adaptive_stop=10, adaptive_step=0.9\n", " )\n", " print(\"tracking successful!\")\n", "\n", " fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 9))\n", "\n", " data.isel(time=50).plot(ax=ax, x=\"x\", y=\"y\", cmap=\"Greys\")\n", "\n", " for i, cell_track in track.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", " plt.legend()\n", "\n", "except SubnetOversizeException as e:\n", " print(\"Tracking not possible because the {}\".format(e))" ] }, { "cell_type": "markdown", "id": "5281d435", "metadata": {}, "source": [ "If `adaptive_stop` is specified, `adaptive_step` needs to be specified as well." ] }, { "cell_type": "markdown", "id": "536b7da1", "metadata": {}, "source": [ "## Timescale of the Tracks\n", "\n", "If we want to limit our analysis to long living features of the dataset it is possible to exclude tracks which only cover few timesteps. This is done by setting a lower bound for those via the `stups` parameter. In our test data, only the first cell exceeds 50 time steps:" ] }, { "cell_type": "code", "execution_count": 18, "id": "c28332b8", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.319804Z", "iopub.status.busy": "2026-02-02T20:12:10.319696Z", "iopub.status.idle": "2026-02-02T20:12:10.351854Z", "shell.execute_reply": "2026-02-02T20:12:10.351322Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 69: 2 trajectories present.\n" ] } ], "source": [ "track = tobac.linking_trackpy(features, data, dt=dt, dxy=dxy, v_max=100, stubs=50)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "20b60be8", "metadata": {}, "source": [ "Now, the DataFrame `track` contains two types (two categories) of cells:\n", "1. *tracked cells*: connected with cell tracks\n", "2. *untracked cells*: not connected\n", "\n", "The first type (*\"tracked cells\"*) is what you know and what you have already worked with. But the 2nd type (*\"untracked cells\"*) is new. All untracked cells are marked with the cell index -1 and thus collected in a buffer space.\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "25e648ab", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.364261Z", "iopub.status.busy": "2026-02-02T20:12:10.364119Z", "iopub.status.idle": "2026-02-02T20:12:10.368752Z", "shell.execute_reply": "2026-02-02T20:12:10.368207Z" } }, "outputs": [], "source": [ "tracked_cells_only = track.where(track.cell > 0)\n", "untracked_cells = track.where(track.cell == -1)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "49b56ea3", "metadata": {}, "source": [ "Now, the track dataset is split into two parts. Let's have a look:" ] }, { "cell_type": "code", "execution_count": 20, "id": "6a6c98a2", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.370161Z", "iopub.status.busy": "2026-02-02T20:12:10.370078Z", "iopub.status.idle": "2026-02-02T20:12:10.510445Z", "shell.execute_reply": "2026-02-02T20:12:10.509918Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 9))\n", "\n", "data.isel(time=50).plot(ax=ax, x=\"x\", y=\"y\", cmap=\"Greys\")\n", "\n", "for i, cell_track in tracked_cells_only.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", "for i, cell_track in untracked_cells.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " color=\"gray\",\n", " marker=\"*\",\n", " label=\"untracked cells\",\n", " lw=0,\n", " alpha=0.2,\n", " )\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "eb746278", "metadata": {}, "source": [ "Analogius to the search range, there is a second option for that called *time_cell_min*. This defines a minimum of time in seconds for a cell to appear as tracked:" ] }, { "cell_type": "code", "execution_count": 21, "id": "38b1c29a", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.511819Z", "iopub.status.busy": "2026-02-02T20:12:10.511717Z", "iopub.status.idle": "2026-02-02T20:12:10.548778Z", "shell.execute_reply": "2026-02-02T20:12:10.548049Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 69: 2 trajectories present.\n" ] } ], "source": [ "track = tobac.linking_trackpy(\n", " features,\n", " data,\n", " dt=dt,\n", " dxy=dxy,\n", " v_max=100,\n", " time_cell_min=60 * 50, # means 50 steps of 60 seconds\n", ")\n", "\n", "tracked_cells_only = track.where(track.cell > 0)\n", "\n", "untracked_cells = track.where(track.cell == -1)" ] }, { "cell_type": "code", "execution_count": 22, "id": "7e8d5ed9", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.555213Z", "iopub.status.busy": "2026-02-02T20:12:10.555096Z", "iopub.status.idle": "2026-02-02T20:12:10.774324Z", "shell.execute_reply": "2026-02-02T20:12:10.773900Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(6, 9))\n", "\n", "data.isel(time=50).plot(ax=ax, x=\"x\", y=\"y\", cmap=\"Greys\")\n", "\n", "for i, cell_track in tracked_cells_only.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", "for i, cell_track in untracked_cells.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " color=\"gray\",\n", " marker=\"*\",\n", " label=\"untracked cells\",\n", " lw=0,\n", " alpha=0.2,\n", " )\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "b86b6c7b", "metadata": {}, "source": [ "## Gappy Tracks\n", " \n", "If the data is noisy, an object may disappear for a few frames and then reappear. Such features can still be linked by setting the `memory` parameter with an integer. This defines the number of timeframes a feature can vanish and still get tracked as one cell. We demonstrate this on a simple dataset with only one feature:" ] }, { "cell_type": "code", "execution_count": 23, "id": "55e62345", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:10.775716Z", "iopub.status.busy": "2026-02-02T20:12:10.775614Z", "iopub.status.idle": "2026-02-02T20:12:11.008355Z", "shell.execute_reply": "2026-02-02T20:12:11.007931Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 59: 1 trajectories present.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABP4AAAJDCAYAAACbhNpRAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAnNpJREFUeJzs3QecVOXV+PEzdTuwIB0EBUUsAUWNBWNEY0mwa+IbNRZiiW9MNNbYjTHGHmPUWCIm0ejfgrFhjCi89qCIBaOCFBFBEGnbd8r9f86z3nF2d2b32d27U3/fz2eYmXufW+bOvbPDmfM8x+c4jiMAAAAAAAAACoo/2zsAAAAAAAAAwHsE/gAAAAAAAIACROAPAAAAAAAAKEAE/gAAAAAAAIACROAPAAAAAAAAKEAE/gAAAAAAAIACROAPAAAAAAAAKEAE/gAAAAAAAIACROAPAAAAAAAAKEAE/gAAaGP06NHi8/nkvvvu49gAAAAAyFsE/gAARUMDeVdccYXMmTMn27tSNBzHkddff10uueQS+e53vyuDBw+WUCgkffv2lUmTJsmvf/1r+fzzz63WNWPGDDnggANk0KBBUlpaKltssYWcdtpp8sknn1jtx1/+8hfZa6+9pH///lJeXi5bb721/OpXv5LVq1d3unxzc7PcdNNNsssuu5h9r6yslB122EEuv/xyqampsdr/3tpGfX29PPvss/Lb3/5WjjjiCBk1apQJXOtNz3cv6X7oOnW/dP90P3V/b7zxRrP/6WzYsEGeeOIJueyyy2Tq1KkydOjQxD6mC7Drdeq26c5t2bJlZj3RaFReeOEFuf766+WYY44x77vf7zdtTjzxxE5f81dffSXTp0+X4447TrbddlupqKiQkpISGTFihBx22GHy+OOPS0+9/PLLcsstt8gJJ5wg22+/vQSDQbN/es3YysQ5ms1rEAAAdJMDAECR2HvvvR3903f55Zd32G7KlCnOuHHjnBkzZmRs3wrVb3/7W3PM3ZvP53P69etn7t1pffr0cZ544om064jH485JJ52UaO/3+80y7vPy8nLnmWeeSbt8Y2Ojc8ABByTaB4NBp7KyMvF8wIABzltvvZV2+XXr1jk77rhjon1JSYnZpvt81KhRzrJly3p0nHqyjdmzZ7c6xsm3zs71rtDtjx49utVx1/10n+v+6+tIZfr06Wn3Ueel8uqrrzqDBw9OeQuFQmZZvU/XZvny5WY9S5cuTbvtE044odPXredL8jKlpaVORUVFq2kHHXSQU1dX1+1jm27/9DPLRm+fo9m+BgEAQPeR8QcAQBuaHfTRRx/J4YcfzrHpoUgkIn369JHTTz9dXnzxRamrq5P169eb+8cee0w233xz2bRpkxx99NHy4YcfplyHZmppxpXS7KWNGzeam75He+yxh8l4++EPfyhLly5NufzZZ58tzz33nMk0/NOf/mS2rRlQb775pmyzzTYmo0uz0HQ/Ujn22GNl/vz55nX8v//3/8z2dB3//ve/Tebap59+KgcffLDEYrFuH6eebqO6ulr23XdfOe+88+TBBx+UIUOGiJd0u7p9zaLT/Xn++efN/ul+PvTQQ1JVVWX2X19HOrpPBx10kFx88cXmve+MvrdffPFFypvO66zNyJEjE+vS/Zs8ebL88pe/lL/+9a8yceJE69euGYO77rqr3H777bJ48WJpaGiQ2tpac75NmzbNtNGMS818666ysjKzDb1O7r77bpNV1xW9fY5m+xoEAAA90IOgIQAABZnxB+/Mnz8/bRaYWrJkiVNWVmbel2nTprWbr8tWVVWZ+aeddlrK+UOGDDHzjzvuuHbzP/74YycQCJj511xzTbv5ixcvTmz/kksuaTd/1qxZiaykBx98sN381157LTH/nnvucbqjp9uIRqPtpmmGl5fnum7X3Qfdn7b+8Y9/JObr62krEom0m9ZZxp/NtWyTEReLxUzGWqrlbTL+XnzxxQ7n63npvhY3y7Cr2r6Hul+2r6+3z9FsX4MAAKBnyPgDABQ8HUNMx8v6v//7P/P8yiuvTDseWGfFPdz2Ov6YZqno+FRjxowxGTs6ttrPf/5z+fLLLxPtNdPmZz/7mRkLS8fE0gy3c845p9MxtzSb5uqrr5Zvf/vbJptLxxTTDKb/+Z//kTfeeEPyhWZW6f6no8dln332MY81+6ctHT/NPVY6HmBbum7NklKaRaaZRMnuv/9+k+Wk452deeaZ7Zbfcsst5Uc/+pF5/Pe//73dfM0Oa9su2e67754Yh+1vf/ubdEdPtxEIBLq13e7so75Xuj9t6dh5+l6m20cdsy5b3PH8uss9P9Nxs/7UW2+91a1t9OQ97O1zNNvXIAAA6BkCfwCAgqdBObeohNLB+fV58q2r//Fevny5CWrdfPPNZmD6eDxupt12222y9957m2IGGsjaeeed5c9//rOsW7fO/Of3s88+MwPwa5fHdN3u/vOf/8i4ceNMQYy5c+ea/3Rr4G/FihWmW6V2rbvmmmukUGhAVKU6HtqlVGlRBQ2spqLHUmkXzFdeeSXl8t/5znfM+97R8hqk/fjjj1Muf+CBB6YNHrnL67Z1H7oqE9voCe3G+eqrr7baj7Z0v3X/lXYvLSbu+ZvuHE4uUtIblcJ7ev7ojx4dFYPJ9jUIAAB6hsAfAKDgaTZJ8rhg5557bofjgdnQscI222wzk32n433pTcdW00qVOlbdpZdeasat+9a3viULFiwwGXwawLv11ltNkFEDKe6YWW3/E67/gddg4lFHHSXz5s2TxsZGM/aVTtP16vIXXXSR/POf/5RCGAPQDSppBdK29NgprXSaTvK8Dz74oNU893l3ltdgrZ4btstr8DfdOIXpZGIbPaXb0+0m70cq7jx9Pfq6ikVylfBU53BvysT5k81rEAAA9ByBPwAAukEz8GbNmmW64irNJtTujtqNV+kA9tq1bebMmbLddtslMoO0K/CPf/xj81yz99rS4gyaLXj88cfLI488IjvttFOim+SgQYPkN7/5jVx33XXmearsnM5ol7+23Zxtb9oF2mua/agBTXXKKae0m79y5UpzP3z48LTr0GBrv379WrVXGmh1uyh2tHzyvOTlP//885RtbJe3kYlt9FTy9nJ1H7NFr1U3+3avvfYymbqZlInzJ5vXIAAA6LnsDbgCAEAe0yDVgAED2k3XapxXXXWVeazj/2mAMFUbHcvqvffea5e9M2PGDPP4wgsvTLvtn/zkJ2bd7777rgmaaVdlW/379+9S+2QDBw4UL2mXwMsuu8w81rELp0yZ0q6NGzTQwEJHdL4GYZLHTkx+3NHyyfO8XN5GJrbRU/mwj9mg2XMaoF+1apW5zjWbN12wvaWWSW6+NxrQ72j/snkNAgCAniPwBwBAN+y6664ppycH1XbZZZcO26xfv77V9Ndffz3RpTJVECwVHROrK4E8N7CYbR999JEcccQR0tzcbDIi77zzzqztS08KP6B4aXf/p59+2jy+/fbbZcKECdnepbzFNQgAQO8h8AcAQDdUVVWl/sOaVL20szbRaLTV9OQubm73V5vCC/lm4cKFJrCp1Y+1a6R2mU53rHS6ZkJ29jrd+cnrSX7c0fLJVUi7s3zyvORlNLD52muvtWuv40m6FYx7uo2e0uC0FpxpS8fDdIPE2d7HXKTjhGp3fqUFfk4++eSs7Ecm3ptsXoMAAKDnCPwBAJAj3IqgWoU4HwN6tkG/ffbZx3SP3HrrrWX27NkyZMiQtO2HDRtmgg7JY5m1pcdKuxi67ZMDCHrTroMdLZ88L3n55HHHurO87neqAG5yFdiebqOnNPiaah+Ti3Mkb0/3QwvWZHIfc835558vN954o3l8/fXXy1lnnZW1fcnE+ZPNaxAAAPQcxT0AAMgRbgCsoaFBPvnkk17Zhmah6Xa6c0vXdbmrQT/NbNxqq61M0G/o0KEdLuNW+3Qri6aSPM8tpNL2eXeW1/EQ3ffEZnm/3y/jx49vVe1Vx05re9PKzV5to6d0X1LtY3KlWt2ebtd2H/X16OsqRFp8R4N9SovsaOZfNmXi/MnmNQgAAHqOwB8AoGi4wYveGmi/p7R7pTvWVaqKv15ws9C6c9PssJ4E/bTIgRv008CSTWbP9773PXP/4YcfyvLly1O2+de//pXIlJw8eXLK5V9++eW0WZTu8qNGjWpXldVd/rnnnkt73rjL67Z1H7oqE9voCS28sOeee7baj7Z0v3X/1f777y+FSIN8N9xwQyLop0HAXNDb50+2r0EAANAzBP4AAEWjT58+5t7tkpZrBg0aJIceeqh5rFlFGizrSHJ3TFvpstBsbsmZat0J+rnde22Dfurwww83XQV1+7///e/bzdf38s9//rN5fOSRR0pFRUWr+ccdd5wEAgHT1dAdky2ZviY3yKoVWts64YQTzP3ixYvlkUceaTf/P//5j8lcdKstd0cmttFT7j7qfuj+tKX7vWTJkqzuY28H/dzuvRr8y5WgXybOn2xfgwAAoIccAACKxMUXX6zpMM7YsWOdFStWpG03atQo02769Ont5ul0vc2ePTvlskuXLk200cep6LJum7YWL17sDBgwwMwbOHCg85e//MXZsGFDYv6XX37pPPbYY87hhx/u7L///k6uW7RokTNs2DDzesaNG+esXLmyy+u49tprzfI+n8+58sorndraWjP9448/diZPnmzmVVRUOEuWLEm5/M9+9jPTJhwOO7fffrvT1NRkpr/11lvOtttua+YNGTKk1XFOdtBBB5k2ffv2dR5++GEnFouZ6bNmzUq8th122MGJRqNdfm1ebWPdunXm3HBvI0eONMucd955rabX1NR0a/8ikYjZvq5z+PDhZr+U7qfub58+fcw8fR3pJO+H3txr4NZbb201va6urtP92Xvvvc2yem9D39vkbeyxxx5m+WOOOabV9FTnwPnnn5/Y15tuusnpquTrPdVnitL3JXk/dL+0ve5n8nR9n70+f5I/sy6//PKcvAYBAED3EfgDABSNhQsXOqWlpeY/mX6/3xk8eLAJ8unts88+y4nAn3r77bed0aNHJ9rof7arq6udysrKxDS97bfffk6uO+mkkxL7q8EhPeYd3VKJx+Ot1hMIBEyAw31eXl7uPPPMM2n3obGx0TnggAMS7UOhkFNVVZV4roFWDUCko8GWHXfcMdFezyHdpvtcz5d077Wtnm7DPWc7u51wwgnd3kfdfvJ5qfvnXk960/1PF5hSNvvXUfCpJ4E/t31nt7br+/TTTxPz3M+Mjm7XX399twJ/+r7Y7J++z16fPzaBv2xfgwAAoPvo6gsAKBpuQYlDDjlEBg4cKF999ZV8+umn5haNRiVX7LjjjvLf//7XdIvbb7/9ZLPNNjPd5OLxuHkNP/7xj03XuBkzZkiu0312bdq0qdNxBFPRcQ/vvfdeefTRR814YdXV1dLY2GjGAzvllFPk3Xffle9///tp96GkpESeffZZufvuu834Y9oVMRKJmGN59tlnywcffCCTJk1Ku7xu74033jBdPLVdKBRKFD247LLL5L333pPRo0f36DhlYhs9pdvX/dD90f3S90X3U/dX91v3X19HIUk+f/VxZ+dvbW1tVvazt8+fbF+DAACg+3wa/evB8gAAAAAAAAByEBl/AAAAAAAAQAEi8AcAAAAAAAAUIAJ/AAAAAAAAQAEi8AcAAAAAAAAUIAJ/AAAAAAAAQAEi8AcAAAAAAAAUoGC2dwDZN3r0aFmzZo2UlpbKFltske3dAQAAAACgIC1dulQaGxtl0KBBsmzZMikWxx57rHz00Ue9uo1tttlGHnjggV7dRj4i8AcT9GtoaDC39evXc0QAAAAAAOjl/4cXEw36vf3229nejaJE4A8m00+DfmVlZTJ+/HiOCAAAAAAAveDDDz80///W/4cDmUDgD6Z7r2b6adBv3rx5HBEgyxzHyfYuoIt8Ph/HDAAAAJ2aNGmSyXwr5mG2vP7uzP+fOkZxDwAAAAAAAKAAkfEHAAAAAACAjCDjL7MI/AEAAAAAACAjGCYns+jqCwAAAAAAABQgMv4AAAAAAACQEX6/tzlosVjM0/UVGgJ/AAAAAAAAHmiKxmRDfUSao3EJB/3SrzwkJcEAxxZZQ+APQFGi5DuK6XxiHBUAAIDet6G+WZZ/VS+bGiPSFItLScAvfUpDsvmAculXHuYt+Pp7qdffTXV9uf59PJsI/KHH9ALjIkMmP9gBAAAAINcy/TTot2JDvfjFL+XhgNQ2xkwQUJWFA2T+ISsI/KHbfei/+uorqampkebmZo4iOhQOh6WqqkoGDBgggQBp7gAAAAAKi3bv1SCfBv2GV5eZadUVIivW18umpqiZP7gP/xdSJIZkFoE/dCvot3z5cmlsbOTowYoGhzVQXFdXJ5tvvjnBPwAAAAAFRcf00+69mumXrCIcNNmAOh/IBgJ/6DIN4GjQTzO3Bg8eLBUVFZ5X5UHhiMfjJuC3evVqc97o+TNo0KBs7xYAAAAAeEYLeeiYftq9VzP9XHXNUakqC5n5aEHGX2YR+EOXafdepUG/vn37cgTRIQ0Ku+fJypUrzflD4A8AAABAIdHqvVrIQ7v7avfeinDQBP0ccaRPSdDMB7KBwB+6RIt4uGP6aaYfYMs9X/T80fOIX3kAAAAAFIqSYMBU71U6pp9279VMPw366XSdjxb8XzCzCPyhS5Kr99K9F12RfL4Q+AMAAABQaPqVh031Xi3koWP6afdezfQj6Ncagb/MIvAHAAAAAABgQTP5Ogrs6WOq9yKXEPgDAAAAAADoxIb6Zln+Vb0Zx08r+GoxDx3XT7vyarYf7LL9vO49qOtM7p2I1gj8AcgqPqA5xtlQbN0LsnWdFdtxBgAAhZ3pp0G/FRvqxS9+KQ8HTAVfDQIq7eJLl17kIgJ/AAAAAAAAHdDuvRrk06Df8OoyM626QkwFXy3mofPp4muHH4czy9v8SgBZs2zZMvMBOnr06HbzdJrO0zYAAAAAgK7RMf20e69m+iWrCAdNNqDOB3IRgT8Aac2ZM0euvfZaOfroo2WLLbYwwUO9Pf300xw1AAAAAEVDC3nomH71zbFW0+uao6aLr86HHff/lV7d0DG6+gJI67DDDpONGzdyhAAAAAAUNa3eq4U8tLuvdu+tCAdN0M8RR/qUBM18IBcR+AOQ1rbbbitbbbWV7Lzzzub2wx/+UFasWMERAwAAAFBwtMuujtWn3XY1g0+DeW7BDr3X6r1Kx/TTtlVlIRP00+kU9rBHll5mEfgDkNZrr73W6nkg0Ho8CwAAAAAoBBvqm03VXs3o07H8tFuvZvhpUK9fedi00Xut3psuOIjO9Ub3XAKJHaMTOpAB8XhcHnroIfn+978vgwcPlpKSEhk+fLjss88+csstt0hdXV27Zb766iu5+OKL5Vvf+pZUVlZKRUWFTJw4Ua655hqpr6/nfQMAAAAAD2j2ngb9Vmyol9rGmIR8fnOvz3W6zndpkG9wn1IZ2b/c3BP0Q64j4w/oZRrUO+qoo+Rf//qXea6BvwkTJsjq1avlpZdeMgU09t57bxPUc7311lvygx/8QNasWSPhcNgU1tDg4fvvvy/vvvuuPPLII/LCCy9IdXU17x8AAAAA9IBm8Gmmn1/8Mry6zEyrrhAzlp9269X5g/uQ1ecVMvQyi4w/oJeddtppJuinAb9nn31WvvjiC5k7d658+umnsnbtWpPxlxzA+/LLL+Xggw82Qb+zzz7bPP/oo49k4cKF8sknn8huu+0m8+fPlzPPPDNr753jON26pVo+l3X3debaDby3hXINAQAA9Abttqvde8vDrYN7FeGgyfbT+UC+IvCHvKIfuqs3Ncpn6+rNfXLKdS7S7LwHHnhA/H6/PP3003LggQe2mq8Bv1/84hcyatSoxLQbb7zRBAePPfZYuemmm6RPnz6JeZr5p9l+2u33wQcfpNAGAAAAAPSQjtWnY/rVN7f+/6VW7dWuvDof3tH/H3t5Q8c4QsirwVY/XlUji1bXyMI1Lff6XKfnqhkzZpj7/fbbz1TFtfHoo4+a+9NPPz3l/BEjRsguu+xiuv5qV2EAAAAAQPdpgQ4t5BGXuOneu76u2dw74piqvTofyFeM8Ye8G2xVx13QFGwdbFXHYVBaWSkXB1VdsGCBud99992txwNcvHixeXzuuedKMJj6EtVuv2rFihWe7SsAAAAAFCP9v6RW71U6pp/+/7OqLGSCfjo9F/+vmc8Y4y+zCPwhL+TrYKubNm0y9/369bNqv2HDhsTj//znP522p7ovAAAAAHROg3n6/0Ydr0+77moWX3JAr1952CSUdNQGyEcE/pAX8nWwVXd8vuSAXkcqKysTj7Wox2abbdZr+wYAAAAAxUCHh9IeZJpMov+v1PH8tGuvZvNpwM+lQb5cTCgptGw/rzP+yCDsGGP8IS/k62Cr22+/vbl//fXXrdr37dvXjOGn3n///V7dNwAAAAAopmGjdLiokM9v7vW5Ts/1gpGFHPzz6oaO5Wa0BCiQwVaPPPJIcz9r1ix56623rJY5+uijzf3NN9/cq/sGAAAAAMU2bFR1Rdjc+8SXGDYKKGQE/pBXg62O6FduBlmNOHFzr89zebDVb33rW3LssceaCrxTp06V5557rtV87QJ86623yqeffpqYdsEFF8iQIUPkqaeekp/85CeycuXKVss0NzfLv//9b/nhD38osRi/TgEAAABAoQ0bVcjI+MssxvhD3sjXwVbvvPNOM16fBusOPPBAE9QbOXKkrFmzxlTl1eDdXnvtJaNGjTLtBw8eLDNnzpRDDjlE/v73v8sDDzwgW221lVRXV8vGjRtN1V8N/ql//OMfnW7fcZxWj5Ofd+bMM8+Uhx56KPF8/fr15v64446TUOibLEt9fb2tK/udqwrhNaBnvO6KkK1zKltdKrx8vXQLAQCguIaN0u69WiAyedgoTSbJ1WGjAK8Q+ENeycfBVisqKuTZZ581Qbq//vWvMn/+fHnnnXdk0KBB8p3vfEeOOOII2XrrrVsts+OOO8qCBQvkjjvukCeeeEI++ugjWbp0qQkK7rLLLjJlyhQ57LDDJBjs3Uu4trZWvvrqq7TVigEAAAAgH4aN0u6+OlxURThogn65PmxUIeMH2Mwi8AdkgN/vN1lyerOlhT4uvPBCc7MxevTotNkwGjTsjunTp5sbAAAAAOTzsFFKx/TT7r2a6adBv1weNgrwCoE/AAAAAACQ1zSgl25YqHwdNqpQs/00McbrdSI9An8AAAAAACBvbahvluVf1ZvuvFrIQ8f00+69mtGnQb98HTYK8AKBPwAAAAAAkLeZfhr0W7GhXvziN9V7tZCHBgGVZvqR2ZdbyNDLLAJ/AAAAAAAgL2n3XQ3yadBveHWZmabVe7WQh47pp/PJ9MstBP4yi7rVAAAAAAAgL+mYfdq9VzP9klWEgyYbUOcDxYyMPwAAAAAAkJe0UIeO6afdezXTz1XXHDXVe3U+cgsZf5lF4A/IU47jSL7ut3vL9n4UwzaB3vhy5fW5nI0vf7avgS+mAADkesXekCnkod19tXtvRThogn6OONKnJGjmA8WMwB8AAAAAAMjLir0aANTHSsf00yChZvpp0E+nU9gj9/DDamYR+EO3L1Cyl9AVyecLH/QAAAAAvKrYqwFAfZwuKxAoZgT+0CUasAkEAhKLxaSpqUnKy1t+WQE6o+eL0vOHwB8AAAAALyv2apCP6r25T/8v6PX/B/n/ZccY5RJd5gb7ampqOHqwVltba7L+KiqSRtwFAAAAgDSo2Av0HBl/6LI+ffqYoN+6deskGAya55rFhczKl67Wmh26adMmc76oysrKbO8SAAAAgDxAxd7C5PeTg5ZJBP7QZVVVVdK3b1/ZuHGjrFmzxtwAm0Blv379zPkDAAAAAJ2hYm9homtuZhH4Q7cu0iFDhkhZWZmsX78+MXYbkCojUc+XkpISE/TT7FA+5AEAAAAkF/BIV5SDir1AzxH4Q7dTc6urq81NAzz50u20kOT6MU8O/BHsAwAAANDWhvpmU7VXC3g0xeJSEvBLn9KQbD6g3FTqVVTsLTz8/zCzCPyhxwjsZEe+BP4AAAAAIFWmnwb9VmyoN1V7y8MBqW2MmSCgKgsHWmX+UbEX6B4Cf0CG5HogLFv7V0zb5RzIDH5BzL/3wutrw8tzIJf3DQCAfKbdezXIp0G/4dVlZlp1hciK9fWyqSlq5hPsKzy9kTjE96uOUUoFAAAAAABklI7pp917NdMvWUU4aLIBdT6AniPjDwAAAAAAZLRwhz7XMf20e69m+rnqmqNSVRYy81GYyNDLLAJ/AAAAAAAgo4U7NAioz3W+du+tCAdN0M8RR/qUBM18AD1H4A8AAAAAAGS8cIcGAZWO6afLaKafBv10upsZiMLj95PNmUkE/gAAAAAAQMYLd2jmnwYB03UHRmGiq29mEfgDAAAAAABZKdyhQT6q9wK9h8AfAAAAAADwDIU70FG2n9cZf2QQdozAHwAAAAAA8KxqL4U7gNxB4A/oIcdxcvoYZmv/vN5uLq+vUI5xofDyuHj966HtvuX6r5a2+5et12uz3Wwd40I5BwAA6KxqL4U7kA7FPTKLwB8AAAAAAPC0ai+FO4DcQOAPAAAAAAB4XrWXwh1IhZ4NmeXP8PYAAAAAAECRVO0FkF1k/AEAAAAAAGtU7UVPsv28HuOPDMKOEfgDAAAAAACdVut1UbUXPUGgLrMI/AEAAAAAAKtqvUqDgFTtBfIDgT8AAAAAAGBVrdfN/KNqL7qLjL/MIvAHAAAAAACsq/W6qNoL5D4Cf0AajuMU1f4Vyvq83G6uH5Nc324h/Mro9bHzervZWl+us3kduX5Mcn3/AACFiWq9yASvi3ugYwT+AAAAAAAoEh0V7qBaL1B4CPwBAAAAAFAEOivcQbVe9DbtreB1jwV6QHSMwB8AAAAAAAXOtnAH1XqBwkLgDwAAAACAAmdbuINqvehtjPGXWQT+AAAAAAAocF0p3EG1XvQmuuZmVl6XUpk5c2aif/jo0aPTtotEInL99dfLhAkTpKKiQvr37y9TpkyRGTNmdLqNJUuWyMknnywjRoyQkpISGTlypEybNk2WLl3a6bKPPfaY7LPPPlJdXW22O3HiRLnhhhvM/nSktrZWLrnkEtlmm22krKxMBg4cKFOnTpU5c+Z0uk0AAAAAQPHSIN7qTY3y2bp6c6/Pkwt31De3PHfVNUdNoE/nAyg8eXtl19TUyOmnn95pu8bGRhPkO//88+WDDz6QsWPHmsDf7Nmz5cgjj5QLL7ww7bKvv/66CRZOnz5d6uvrZYcddjBBuXvvvddMnzt3btplzz33XDnqqKNMsG7AgAFmuwsWLJDzzjtP9ttvP2lqakq53Nq1a2XnnXeWq6++WpYtWybjx4+X0tJSeeaZZ8zruP322y2PEAAAAACg2Ip3fLyqRhatrpGFa1ru9blOdwt3xCVuuveur2s294440qckaOYDvU0Tt7Srr5c3MggLNPB3wQUXyGeffSaHHXZYp+1eeeUV2WKLLUzg791335VPPvlEnnjiCZPBd+2118pTTz3VbjkN9GlgUAN9mvG3cuVKeeutt2TVqlVy0kknmcCjzm9oaGi37OOPPy433nijWb9uR7en29XAn+7HSy+9JBdddFHK/dVswo8//lgmTZpksg3ffvttWb58udx5553iOI784he/kHfeeacHRw4AAAAAUMjFO7RoR8jnN/f6XKcrLdwxol+5VJWFJOLEzb0+1+ma9Qeg8ORl4E8DeX/+85/l8MMPl0MPPTRtu9WrV5t26i9/+YuMGzcuMe+QQw4xWYDqiiuuaLfsXXfdZYJ8mql3xx13mKw7pfe6zjFjxsiKFSvknnvuabfslVdemQg66nZc2nXXbX/bbbfJl19+2Wq5+fPny5NPPmki1g899JAMGzbMTNfo9amnnirHH3+8xGIxueqqq7p4xNCWBlE7u2Vjm125ZWu7Xt/i8bjVLRvbzdZrsF0ft9w5Brl+rhTKdevlLdc/u73ePwBAYXbf7ah4R3VF2Nz7xJco3qGFO8YNrZKtBlXK1oNa7vW5TgcyxR2yzasbCizwp113f/rTn0plZaXceuutHbbVIFpzc7MJ3ulYe22ddtpp5l6z6hYvXtxq3iOPPGLuTzzxRAmHW38I6nPN+lMPP/xwq3mLFi0y2X1Kg3VtaXdd3R/t6qv7l+zRRx9t1Sbd/urYhnV1dR2+dgAAAABAYXff7U7xjpbCHaUysn+5uSfTD0ht3bp1cvHFF5t6DRqD0ljQ8OHDTe9PHT4uX+Rd4O83v/mN6Qr7u9/9zhzwjrzxxhvmfq+99ko5X5fXrrfJbZVm1Wm33o6Wdae/+eabpn3bbep60+2fu2zyNm32d9dddzUnmgY/6e4LAAAAAMXdfTc584/iHcgX+ZDxt2jRIlPnQWNP77//vgwePFi23357MxycForVhK3f/va3kg/yKvCnwS6tzqsBsDPOOKPT9gsXLjT3qbLnXNplV2kw0aVFNTRTsKNl3eU0c+/TTz/t8TZtlg2FQrL55punXBYAAAAAUFhsuu+6KN4BeOf00083tR622moree+990wvUe0tqkO2XXrppabNZZddlujxmcuCkic0q04LX7jj7+k4eDZpmUqr+Kbjzlu/fn275TpaNnl6qmW7us2eLtuWFgPR42Tjww8/tGoHAAAAAPCWZu1pAE+74mrWngbw3O63tt13lS6jRTqUBgV1vhbv0Iq9FO9ALrGJ52RTTU1NoivvDTfcINttt11invbC1J6oWiRWk9OeffZZmTBhguSyvAn86cHW6KoW5LA9qNolVrUdoy+ZVt5VydV53eU6WtZdLt2yXd1mT5dtSwuT6PECAAAAAOQmHadPu+xqVp8G+EoCfulTGjKBOi244Xbf1e691RXfLFfXHDVBPZ2fTJcpCwfSBhIBdE57drrF0bbccsuUbXS6Bv4ikW+ybnNVXgT+tG+1Vt7VcfMuv/xy6+XcSrxut910b6gqKytrt5y7bPLztsulW7ar23SXra+v79aybQ0dOlR22mknsc346yyQCAAAAADonfH7tCuvZvVpgE+DgEoDeG73XZ22Yn29yfTToJ8jjsnk0/lttRTvINCH3NQb4/J5vb7NNttMRo4cKZ999pm8+uqrZmy/tklbbl2Ib3/725LrgvnSt1oP7B133CHl5S2pyzaqq6vbdd1ty53ntm37WOcPGzYs7XLplu3qNt3nGvjrzrKpKgC7VYA7M2nSJLIDAQAAACCL4/cpzerTAJ87fp9W3aX7LgpNrnf1Vdddd538+Mc/Nr1OdX8PPvhg6dOnj0mc0jH+li9fbqr77r///pLr8iLwN2/ePBPBPeGEE9rNczPVNBI7ZMgQ81grrOyxxx6y9dZbm+jsJ598knbdOkCj0rau0aNHm+62mnmny6YK/LnLadfbUaNGJaa76+nqNt3nn3/+edplNYVUT65UywIAAAAA8oft+H103wXsaFBOE5tsnXrqqWkTpo455hipqqqSK6+80rRrmxH4pz/9SX72s5/lxVuTF4E/pf2rV69enXZ+PB5PzHe7yu62224yffp0eeWVV1Iuo0G2pUuXJtq6gsGgOVlef/11efnll+U73/lOu2V1utpll10kEPjmg3r33Xc397peXf/w4cPTLuu2dek+6ACS7vy25s6dm+h6PHHixLTHopi5/fDzeZuFsr5stbNls75ieq3FJlvdC7LVzutzxevt2rLdbjbOea/3rdjeWwAotqIdqivj99F9F4Wkt75vaGJYV2odrFq1qsP5mrSlvS51f7Xrr/a81Glr1641xVR1eLW2cZ1c5M+LFOgNG8wX1lQ3Dewpzbpzp333u9810w499FAJhUJmjEC3Ikvbyrdqxx13lLFjx7aad9RRR5n7++67r91gjRp8c7d79NFHt5qnpZ532GEH8zhVVd0XX3zRZPRpRuEhhxyScptum3T7e9BBB0llZWWnxw0AAAAAkJ2iHR+vqpFFq2tk4ZqWe32u013u+H1xiZvuvevrms19R+P3AUhPayFoMM72NnTo0LTr+t///V/55S9/aWIv7777rnz66aemmIcGAq+55hp57733ZMqUKXkxbFpeBP66a/DgwYm0zWnTpsnHH3+cmKell7XPtkpVMESX067DGoBzxxhUeq/PNcqrXYB/+tOftlvWXd+1115rtuPS7bvtzzjjDBk4cGCr5fTEmzp1qsle1LRSN/qswUwNIt5///2mb/kll1ziyfEBAAAAAPRe0Q7N5gv5WrL69LlO1/luFp+O3zeiX7nJ8Is4cXOvz3U6lXhR6AU+vLq5xo8fb4aKs72dlqabrwb1tMaE9gZ97LHHEsldSpPLLrzwQjMUncaH8iE+kzddfbtLg3v6hmq33e22285UY6mtrU2Ms3fOOeeYzMC2Kioq5NFHH5UDDjhA7r33Xnn88cdNueYlS5bI+vXrTdRXT4BUxUZ0gMezzjpL/vCHP5isvjFjxpj2CxYskFgsJpMnTzYR4lR0W3vuuafZZ61ivO2225o0Uh3DUE9oXadttV4AAAAAQC4W7Wjp8sv4fUDueeWVV0wClvbo1HhOKt///vflr3/9qxmSLdcVdMafm+o5Z84ck32nQbSFCxeaQNree+9tAns33HBD2mU1AKcpnRrJ1fVo1FfvTzzxRDM9eVzAtm6++WZ5+OGHzXZ0e7pd3b7uh3bl1XH6UtEsQA36XXTRRab78n//+1+pq6sz3XtfeOEFOfPMMz05LgAAAACArtOMvdWbGuWzdfXm3s3g62rRjtbj95XKyP7l5p5MPxQyTWjSnoxe3rweM7Cmpiaxr52Nn+z2Ds1leZ/xp0E4vXVEx9PTEsx66yqN7uo4f92h4/+1HQPQhlaOufrqq80NAAAAAJAbdIw+7a6rGX0a3NPiHDpOn3bN1ey9rhbtAJB7tt56a3OvCVza61N7f7b1r3/9y9yPGzdOch2fOAAAAAAAeDR2H0U7gOyM8eeVAw44wNSMiEajpgjrBx98kJinxV+vv/76RIKY9hDNdXmf8QcAAAAAQK6M3ecW7VA6XQOCmumnlXop2gGI6Z6by8rLy+Uf//iHqQcxf/58U9xj8803l+rqalMvwu0KfMQRR5jqv7mOwB8AAAAAAF9n9WkAT8fh0y65mr3njrnXlbH7KNoB5LcpU6aYAq1aYPX555+XpUuXyueffy79+/c39SA00++YY46RfEDgDwAAAABQ9Dobv6+rY/e1FO1oHSQEil1vdM/tje6+SguuauHWfEfgD3nBrZiTz9vM1vpyvZ0tr7cbj8czvs1iO8Zes/2D7uUffq+3ma12tt0pvP7SZHuuZOu4eLkur1+r1+uzla3tAkAujd+nXXk1q08DfBoEVGXhQGLsPp2m3XsrwkET9HPEMd14dT4A5BoCfwAAAACAouy+27Xx+0oZuw/wAD8gZhaBPwAAAABAUXbfddmO38fYfQDyDYE/AAAAAEDBZfHZdN91l+nK+H2M3QcUdlXfQkPgDwAAAABQcFl8dt13WwJ/jN8HoFAR+AMAAAAA5IWuZPHZdt9VuowGDpUGBXW+Zvpp0Q6d3jabEED3McZfZhH4AwAAAAAUUBGOrnffVYzfB2Qm6Od1V18CiR0j8AcAAAAAKKgiHN3tvsv4fQAKDYE/AAAAAEDW9GYRDrrvArmHDL3MIvCHouQ4Tk6uqyvro11q8Xjcs+Pn9Ta9bpetc6AQvkjYftmwbWfbXcHrdrb7Z/veer3dYvpS5/V7ka31AUCmu+72dhEOuu8CKHYE/gAAAAAAWem6m4kiHHTfBXKL12P8oWME/gAAAAAAWem6qyjCAQC9h8AfAAAAAMCTbrtd7bqrKMIBFA8dfsTrIUgY0qRjBP4AAAAAAJ502+1q111FEQ4A6D0E/gAAAAAAnnTb7U7XXUURDqB4kKGXWQT+AAAAAACedNvtbtddRREOoDgQ+MssAn8AAAAAUMC6Mj5fT7vtKrruAkDuIPAHAAAAAAWqq+PztdWdbruKrrsA0iHjL7MI/CGrHMcpmn2zXV+htIvH41lZn5ftsrFNFYvFsnLscv269fILgt/v93SbgUDA0+1mq53te+v18bNdXyGwPSa270W2vjjn+v4B6P74fG11t9uuousuAGQfgT8AAAAAKEDdGZ+vLbrtAvAaPwxmFoE/AAAAACiwsfm6Oz5fKnTbBYD8ReAPAAAAAApsbL6ejM+XCt12AXiV7ed1xh8ZhB0j8AcAAAAABTY2X0/H5wMAFAYCfwAAAABQYGPzKcbnA5CLyNDLLAJ/AAAAAFCAY/MpxucDkGsI/GUWgT8AAAAAKNCx+RTj8wFA8SLwBwAAAAAeYGw+AOic39+1Hy/QMwT+0Cscxyma7dpus1DaxePxnG4Xi8U8a+f1NrO1vmydK9nqEmDTznZdtl9KAoFAQazPtp3tOeD1l7pi+pLodRcY2/esULYLZAtj8wEAcg2BPwAAAABgbD4A6HX6Y5/XP/jxA2LHCPwBAAAAKHqMzQcAKEQE/gAAAAAUNcbmA4DMIUMvswj8AQAAAChqjM0HAChUBP4AAAAAFLXmaFyaYnEpD7cuclQRDppsQJ1vq195WMrCARNM1OXCQb/0Kw9JSdCugBIAFDoy/jKLwB8AAACAvKbBuZ4E2nSZkoBfahtjUl3xzfS65qhUlYXM/K7QbQ/uQ6APAFIh8JdZBP4AAAAAFHVRDg0U6jK6jhXr602mnwb9HHGkT0nQzAcAIB8R+AMAAABQ1EU5tI0GCtWmpqhZr2b6adBPp9NNFwC8Q8ZfZhH4AwAAAFDURTkUY/MBAAoRgT/kBcdxMr4+223mert4PJ6V9dm2i8ViVu2i0ain67Np5/U2vT4mXm/X63MlW78M+v1+T9qoQCDgaTuvtxsMBrNyDthuN1tszhXb96JQ2F4/ttc3v9QjV8bn87Ioh2JsPgDoXfodwuvvEXwv6Vhuf3MHAAAAULB6Oj6f10U5AAAoNAT+AAAAAOTl+HwU5QCA/EOGXmYR+AMAAACQl+PzUZQDAICOEfgDAAAAkNGx+bwcn4+iHACQX8j4yywCfwAAAAAyOjaf1+PzUZQDAPIHgb/MIvAHAAAAIKNj8ynG5wMAoPcR+AMAAACQ0bH5FOPzAUBxIuMvswj8AQAAAMj42HyK8fkAAOhdBP7QJY7j5PQRy+X9s923bLWLx+2+pMdisay0i0Qinq4vGo160iZb+9aV9dm2sz0HbNmee17/4uf3dz4mVCBgN/i8bbtgMOjp+kKhkKfvme3+ZescsD0uXp4D2fp7ka1fuLN1PRbK/hWanhbl8HJsPsX4fABQPPRvudd/z/l+0DECfwAAAECR8KIoB2PzAQCQPwj8AQAAAEXAq6IcjM0HAOgJMvQyi8AfAAAAUAS8KsqhGJsPAID8QOAPAAAAKAJeFuVQjM0HAOgOMv4yi8AfAAAAkAdyrSgHAADdQeAvswj8AQAAADmOohwAAKA7CPwBAAAAOYyiHACAQkLGX2YR+AMAAAByGEU5AABAdxH4QyuO4xT09rqyXdt9y1a7eDyelXaxWMyqXTQa9bRdJBLJ+Ppst+l1O6+PnW07r88BrwUCduNY+f2dj1EVDNr9+fO6XSgU8vQY267P9r21fR3Z+ozPxq/DNudTPvzd8/rY2b6ObGw3F7MIejo2H0U5AACFQv9Oe/23Ohf/9ucSAn8AAABADo/NR1EOAADQXQT+AAAAgBwem08zBDVYqMutWF8vFeGgqcTriCN9SoJmPgAA+YIMvcwi8AcAAADk8Nh8GhzUDEGly2lAsaosZIJ+Or0r3YYBAEBxIfAHAAAA9AIvx+bTbsGaIdiTsQIBAMgFZPxlFoE/AAAAoBcKc3g9Np9u1yZDEAAAwEXgDwAAAOiFwhyMzQcAQHtk/GUWgT8AAACgFwpzMDYfAADtEfjLLAJ/AAAAQC8V5mBsPgAAkE0E/pAXHMfJeLtsbLMr7eLxuKftotFoVtpFIhFP2zU3N1u1a2pq8mxdXr+GxsbGrGw3Fot52s5rgUDAs3ahUMhqXbbtSktLPV2fbbtwuPOuhl35HLD9/Ml1wWAwZ3+RLpRjXAy/1HtZmIOx+QAA+OY7hNffI4rhe0lPEPgDAABAwelJUY7eKMwBAACQDQT+AAAAUFB6WpRDUZgDAIDeQYZeZhH4AwAAQMHwoiiHojAHAAAoBAT+AAAAUDC8KsqhKMwBAID3yPjLLAJ/AAAAKBheFuVQFOYAAAD5jMAfAAAACgZFOQAAyG1k/GVW3pQje+qpp+R///d/ZbfddpMRI0ZIaWmpVFZWyvbbby9nnXWWfPrpp2mXjUQicv3118uECROkoqJC+vfvL1OmTJEZM2Z0ut0lS5bIySefbLZZUlIiI0eOlGnTpsnSpUs7Xfaxxx6TffbZR6qrq812J06cKDfccIPZn47U1tbKJZdcIttss42UlZXJwIEDZerUqTJnzpxOtwkAAJDPNCtv9aZG0zVX7/V5V7hFOeISN+tYX9ds7h1xpE9J0MwHAADZDfx5eUOBBP5uvPFGuf322+Xtt9+WQCAgO+ywgwmIffjhh3LLLbfItttuK//+97/bLdfY2GiCfOeff7588MEHMnbsWBP4mz17thx55JFy4YUXpt3m66+/boKF06dPl/r6erNNDcrde++9ZvrcuXPTLnvuuefKUUcdZYJ1AwYMMNtdsGCBnHfeebLffvtJU1NTyuXWrl0rO++8s1x99dWybNkyGT9+vAlyPvPMM+Z16DEAAAAo1Gq8H6+qkUWra+Tj1bUt96tqzHRbblGOEf3KpaosJBEnbu71uU63KewBAABQKPKmq69m3V166aUyefJkk3nnWrx4sZn30ksvybHHHmuCZZpd57rgggvklVdekS222EKeffZZGTdunJn+5JNPyg9/+EO59tprZc8995SDDz641fY00KeBQQ306fpvu+02E4DTQOIZZ5xhgoE6f+HChSYrL9njjz9uApW6nw8//LAccsghZvpHH30k3//+982+XnTRRaZNW5pN+PHHH8ukSZPMPg4bNkwcx5G7775bTjvtNPnFL34he+yxh8keBAAAKLxqvA3i9/laqvE2aTXeaJeq8SqKcgAAkJs0Q8/v9zYHLZez/v72t7/1yno1DnX00UdbtfU5GlXKc6tXr5YhQ4aYxzNnzpSDDjooMX3zzTeX5uZmefHFF02322SXXXaZXHXVVbLTTjvJvHnzWs37wx/+IGeffbbJ1NNMwXA4nJin69MMQw06/vGPf5Qzzzyz1bIalHv33XfN+q+88spW83Q/9t13XxMU/Oyzz0zWomv+/PlmX/Qi0OCfbjvZT37yE/n73/8uRxxxhOlG7BUNMmompW77rbfe8mSdXp9Wtuvzsl08Hvd0m7br87pdNBr1tF1nXdV7q126LNnebGe7roaGBqt2+sOBl+30sygb74Xtuec12y8IoVDIkzYq+bO/I/rDkJft2v6glE7yD2G52M72OHvdLhgMetKmK+ed1+1sv8B6vT6v29nS9Wm3Xs3w02CfW41XaTdd7bo7dlClDO5Tmtdf/gEASP7/d9s4RDG87sGDB5vYhtfBNY3/5OIx9fv9vfLdRI/jypUr7fZBCoC+YO2+62bquTRjTv9jrAG0tkE/pRl0Sk8+DeIle+SRR8z9iSee2O4/fvr8pJNOMo81oy/ZokWLTNBPnXrqqe22qd11dX80oKD7l+zRRx9t1Sbd/mpws66ursNjAgAAkE8iMa3G66SsxtsYjZv5AAAg/+XbGH8zZ840CVjaI1N/ANcYlPYc1doMNgk0GvzTpDSvbl1NtMqbrr4d0XH+1q1bZw7mjjvumJj+xhtvmPu99tor5XLDhw83XYC1UIe2HTNmjJkei8USmW/plnWnv/nmm6a9jjuYvE1dr64/3bKffPKJaatde233d9dddzVBR80Geuedd8yJBgAAkCtddTfUR0yALhTwmyIaXRlPT5cpCfhMxl/1N6O2SF1z1GT86XwAAIBMiUajJunr/vvvN8+16KvWe/jqq69MzOi1114zdSO08GxHtKenTYFYW13tKp23gT+NcH755Zdm/D4dx88tqLHlllsm2uj4eypV9pxLg336BmjXWpeOE+h2oUu3rBsk1Mw9rSjsbtd2myp5mzbLahcnje5q0FCX7Sjwd+edd8pdd90ltoFTAACA7tLiG8vX1cumhog0xxwJB3zSpywkm/cvN+PtdaUar47pp917K8JBE/TTH7WrqMYLAEDByJdhOX72s5+ZoJ8G+7Tuwi677JKYp71NZ82aZT0ETjblXeBPD/rxxx/fato222wjDzzwgPz4xz9uNV2zAJXbDTgVd9769evbLdfRssnTUy3b1W32dNm2Vq1aZbowAwAA9HpRjnX1smJ9g/j9PikPBaS2uetFOdxqvKqmKWq692ogUIN+VOMFAACZNHv2bLnnnntM916t1dA2TlNeXp4o5NqRb33rWzJo0CBP962r68y7wJ++OM1008HlV6xYIZ9//rnJlNPA33e+8x2Tetl2gPyOBmd3o7PJg/MnD6yfbtnkqG6qZbu6zZ4u29bQoUPNwJa2GX+2xQkAAACSafdezfTToN/wfi1FOapNUY4GqWmMmvmD+3S9Gm93uwwDAIDclg8ZfzfddJO5P++88zpMzuqMDtPmta6uM+8Cf/vvv7+5uZYsWSLnnHOO/POf/5TddtvNVODt27dvq+qJHVW+dKt2JldQTK66qMumqsKYXO0z1bJd3aa7rKaLdmfZVIVA3GIgttV1AAAAukoDdNq9VzP9klWEA9LUjaIcGuSzDRQCAID80hsFObxeX2Njozz33HPm8aGHHmpqO0yfPt0Uc9VYzM477ywnn3xyq8SzXJb3oyTr2HpaDXe77bYz2X9/+tOfEvOqq6vbdd1ty53ntm37ON2yydNTLdvVbfZ0WQAAgGzQrDwd068+Ems1va45JiVBP0U5AABAXnn33XclEolIRUWFiTdpktkdd9xhxvR76qmn5PLLL5ett95aHnnkEckHeZfxl4pW1D3ooINMtp9bjVfpG/Hqq6+aYhjpLF68ONHWNXr0aNPdVjPvdFnt051uOe16O2rUqFbbVF3dpvtcg5fpltUTb/ny5SmXBQAA6A7NytPiHBEtyhHUrrVhE7CzZYpylLlFORpMpp8G/bQQW1Vp0MwHAADo7a6+OoyZ9mi0deqpp6bsKak1E9wel+eff75MnjxZbrnlFtl+++1NcdeLL77YBP2OO+44E5vR4h+5rCACf25QTOnYfy6Nymo6plb+TUWDbG5JZW3rCgaD5mR5/fXX5eWXXzZjB7al05VWddHAo2v33Xc397peXf/w4cPTLuu2Td5fHUDSnd/W3LlzE12PJ06cKIVA/1OQq+1yed9ULBbztJ2WKveynXtNdia527wX7ZLH6OyIzbiWdXV1nq1LaVd+L19DR8MCdKed7Xub/Dnrxbls+4fftmy9foZ3pqOxVLvTLtWQEKnoIMBeXj/6K6SX70W22J4DXrbzeptef8bb6un6dCy9z7Qab1NUmqMxCQeD0rc0KCP7l1lX4w0H/DKyukzEEdnUGJHmaFyqSgKmMIdW9c30+Hxef/YAAID8oP8v68owZqu+DvC1VVtbm/j/0WabbSYzZ86UqqoqM22rrbaShx56yHT71bH2rr76ann44YelN1/T9ddfb763XHrppcXZ1df9T+3TTz9tHu+4446J6doXOxQKmTdEA2pt3XnnnYllxo4d22reUUcdZe7vu+++dv8B0+1pQFEdffTRrebpSbDDDjuYx3fddVe7bWo1GM3o0/9Mtq0A427TbZNufzW7sbKyssNjAgAA0Fmmnwb9VmxokNrGqAT9fqlripjnn61rMPNtaZBw6yFVMnZQpWw1uNLc63Pb4CEAACi+cf68url0/D0tcmp7Gzp0aKc/6mtWoBv0S05IOPvss81jHQvQNjGiOzR55IorrjC37sqLwJ9239XIpgbw2tKKvgcffLDpPqvBsFNOOSUxb/DgwYm0zWnTpsnHH3+cmKf9sq+77jrzWPtnt6XLDRkyxATgTj/99EQGjt7rc92edgH+6U9/2m5Zd33XXnut2Y5Lt++2P+OMM2TgwIGtltMTb+rUqeakOeaYYxLRZ/3lWoOI999/vznBLrnkki4fQwAAgGTavVcz/fy+lmq81eVhc69fDrXbrs7vCu0ePLhPqYyoLjf3XekuDAAA0FPjx4+XefPmWd9OS1MQNbmmgq4z3bbUpk2bOqzTkAvyoquvpln+9re/NTcNlo0cOdJk8mlgzB3zTssrax/rtl1rNbinb6h229UCINonW9fnjrOnFYE1M7AtdxDHAw44QO699155/PHHTSERrSK8fv16E2R87LHHUnbbOvLII+Wss86SP/zhDyarb8yYMab9ggULTLdL7R9+zTXXpHytuq0999zT7PMWW2wh2267raxdu1Y+++wzE8nWdWqAEAAAoCd0TD/t3lsebt0Vt7wkYKbrfAAAAK/l+nAb22yzTadD+iRPtx1eK1vyIvCnAyX+8Y9/lDlz5sj7779vsvA03bFv374miHbggQeaSK32vW5LUz11OQ2YacacZghqN9u9995bzjzzTBOkS0cDcFrN5aqrrpLnn39e3nvvPRN41EChZiBqIDCdm2++WfbYYw+57bbbTL/vlStXmiCeDv6oKaEauExF169Bv9///vcm8Pjf//7XBCG1e+95550n++yzTzePIgAAwDdCAZ+EgwHTzbc66XfM+qaYVJaGzHwAAIBiM3z4cFPEVQt5uEljHRV8HTBgQIfr+9vf/tbtfXHHGyz4wJ+mWWqQTm/doYE+rcSit67SbD0d5687dPy/tmMA2tD+4zpApN4AAABS0SIaGxtbqvFqkE676mpVXls6/l6fkibZ1BCRzzc0mMy/huaY6Cg1fUw1XsbnAwAAxZfxp370ox+ZHqR//etfTRJW20KD2ltTaVJZZ8UFTzzxxKy+ZgZfAQAAyDNajXfh6lpZ/GWdLFrTcv/xFzVmui0dg29k/3IZ0a9MKkuDEo3HTaafPteqvozRBwAAcr2wR9sCH14599xzTS/TDz/80PTa1CKvbg2GW265xdRz0O3++te/tl6nLtudW08R+AMAAMizTL8V6xtaqvE2RSUY8Jn7FRu1Gm+9mW+rX3mopRrvwArZapBW5a2gGi8AACh6AwcONMOv6fBxOvScFn/99re/bYq8ak0HDfppRuB3v/vdTo+VLqtmzJhhirl25bZmzZoevxcE/gAAAPLI+vqIbGqMmGq8w76uxqv3+rymKSrru12Nt4xqvAAAoNflerafa7/99jN1H7SrrtZemD9/vkSjUVPEdfbs2SYr0MakSZPM/dtvvy1d5cXry4sx/pA7vEgzLbTXYbsu23Ya1feynW2FIf0A87KdmwrdmaamJqt2jY2NVu208I+Nuro6zwZStVmXamho8LSd7TGJRCKevre255TtOW/7xywQaF15NJ3OxthQ6QostZWuild3z3ev3wuvP3+8Zvveth0zJRPrs92m7Wet7b55cV1EYnFpjjpSFg60Wl9ZyC+NEZ0Xb7edXB9Lx+vPCwAAAC9stdVWMn369B6tY6eddpJnnnmmW4E/LxD4AwAAyCOhgF/CQe3eGxOp+GZ6fXNMqkqCZj4AAECusv0BtlBM+jrjTzMGs4HAHwAAQB6pLg9Jn9KQbGqMJqrxatBPk+aqSoNmPgAAAHKDVv51swa1N0lXAp8DBgyw7oGSDoE/AACADNKuuBsaIqbLrmbn9SsLSTho/wVQ2+p4fErH9GuKOibTT4N+I6vLu7QuAACATCu2oTv69u0rJ5xwQta2T+APAAAgQzTgpxV5NVtPA4AapOtTGjSBPA0AdqUar2b6bWiIJgKImulH0A8AAADJCPwBAABkgAb6NOj3+YZGU4G3LBSQuqaY1DS2FHMpDwW6nPk3uE9JL+4xAACAt3qjEm+xZRB2FX1BAAAAMpTtp5l+GvQb1rfUZOjpvU98Jvin8wEAAIol+OfVrVCcffbZMm3aNM/XS+APAAAgAyIxx2T9aaZfMu2y2xSNmy67AAAAKE4PPfSQ3HfffZ6vl66+AAAAGRAK+Ez3XO3eWy3fjOenFXmrSgNmnD4AAIBCV0hZevmAwB96heM4eb9d23XZtrMtwW3bLhaLZaVdJGLXFa25udmqXVNTk6ft6urqrNrV1NR40qYr22xoaLBqV19fb9WusbHR0/ciGm0ZZ8yrc8X22rD9wx8ItM6SSicY7PxPWzgc9vS8s70ubNt5fYxt2R5j2/fM7/d7ul3b9dkcP9t12bazOSZ9SgJSVRKQTQ0R+XxDg8n006Bf3HGksiQsfUuDiffU6+vH6/XZytZ2AQAA0ILAHwAAQAZotp9W71U1TVHTvbeyVIOBLVV9qcgLAACKAT/4ZRaBPwAAgAzpVxYy1Xu1kIeO6afde3UaQT8AAAD0BgJ/AAAAFrQwx4aGqETjcQn6NWAX7FbATpcZVFXCMQcAAEWJjL/MDplG4A8AAKATGxsismJDo9Q0xaQ5FpdwwG/G6xvRr1T6ln1TqAMAAADoji+++EJ6A4E/AACATjL9NOi3cmOT+H0+KQu3VOataWwpiFMWCkiZZYESAACAYs/28zrjjwzCjhH4AwAA6IB279VMPw36De3b0kW3X5nIyo2NUtsUM/PLSsj6AwAAsEGgrmPvv/++zJo1SwKBgBxwwAEybtw46YmuD0wDAABQRHRMP+3eq5l+ycrDAWmKxc18AAAAwMaLL74oU6ZMkYsuuqjdvJtuukl23HFHOffcc+Xss8+W7bffXm699VbpCQJ/AAAAHdBCHjqmX0Nz6wBffXNMSgJ+Mx8AAABd6+7r1S3fPPLII/J///d/Mnr06FbTFy1aJBdccIHE43EJh8NSVlYmsVjMBADnz5/f7e3xTRUAAKADWr1XC3nEHcd0793QEDH3WnitsiRg5gMAAAA2XnvtNXN/0EEHtZp+9913m0Df3nvvLWvXrpX169fLUUcdZQKBt99+u3QX31SRF+WqvS5rbbM+r/fNtp1e1F620w8OG9FoyyD1nYlEIp62a25utmpXX19v1a6urs6qXU1NTadtamtrrdZl28523xoaGqzaNTY2enqMbdvZnnu257ztr3R+y6wq/XXMizZdOSa257vtdeb1Z57tsQsGg1lZn207HeekO+20m+6mxphEYo6EAj7pUxqwXpee70G/yLA+JeZ90YIeWuyjIuSXqtKgma7zs/U3w+vrzOtzL5d/hff62AEAAPH0u2ShWrNmjfkuOmLEiFbT//Wvf5nvHZdddplUVFSYaddcc408+uij8tJLL3V7ewT+AABAwdrUGJWVm5pNEY7mmCPhgM9k6Y3aLCh9S+2/BvUtC0pZqFw2NkYlEotLKOA3y4c16gcAAABYWrdunfTp06fVj4uamPLBBx+YgJ9m/LnGjBkjpaWlsmLFCukuAn8AAKAgaaafBv1WbWo2FXnLQn6pa46bCr2hUJOUBf1dCtxp24GVdtmiAAAAaK83xuXLt+z80tJS2bhxo+l94O67dv/V59/+9rfbZUTqWH+2vb1S4WdqAABQkLR7r2b6adBvSFXYZOjpvT7X6Zq9BwAAAGTS2LFjzXAyWuDDNWPGDBMEnDx5cruhhzRIOHjw4G5vj4w/AABQkHRMP+3eq5l+yfR5U9Qx8wEAAJBZ+Zah57Uf/OAHpkrvtGnT5He/+52sWrVK7rvvPjPviCOOaNVW22mQcPPNN+/29gj8AQCAgqSFPHRMP+3e27f0m+kNkbj0q/CZ+QAAAMisYg/8/epXv5K//vWvsnTpUvnxj39spmk33x/96Eeyww47tGr7xBNPpMwE7AoCfwAAoCBp9V4t5KFj+n1R02wy/TToF3ccM70rxT0AAAAAL/Tr18+M6Xf55ZfL66+/bp5PnTpVzjvvvHbdfO+9914TFNxnn326vT2+8QIAgIIUDvhlWJ+WYhxuVd+KsN8E/Yb1LaEiLwAAQBYUe8afGj58uNxzzz3SkXA4LF988YX0FIE/AABQsPqUBqU05DeFPnRMP+3eazIByfYDAABAESDwh1Y0hTSfZWP/bbdp204H7rQRi8Wy0i4SiXjarqmpyapdfX29p+0aGho6bVNXV2e1rtraWqt2tuuz2beuvFbb0u+274Xte2t7LrctV59OKBSyaldSUtJpm9LSpAHfOhCNRj29fmw/B2x/BQ0EAp4eu2y1CwZTfx3RQF1Nc1yicUeCfp8M8gfNmH1dfT/0KFWXJp9njvV7ZnuMvf5b4DWvz71ssXkduf4aAAAodvytziwCfwAAIOfUNMVldV3UFOaIxEW0MG+90yRDq0JSVWIXjAMAAACKHYE/AACQUzTTT4N+a+pi4heflAR90hBxZHVtSwZmSdBvlfkHAACA3EPGX2bZ9a8CAADIEO3eq5l+GvQbWBGQPiV+c6+hPp2uVXoBAAAA9HLgb+zYsXLttdfKmjVrerIaAACABB3TT7v3aqZfsrKg31Tm1YxAAAAA5Ge2X2/c0EuBvyVLlshFF10kI0eOlB/+8Icya9asnqwOAADAFPLQMf2aoq0DfA3RuOniq5V5AQAAkJ8I+uVR4O/iiy+WYcOGmQqPjz76qBxwwAEmC/C6664jCxAAAHRLVdgvFWG/xMWRNXVR2dQUN/caBtTpFPcAAAAAMhD4u+qqq+TTTz+VJ598Un7wgx+I3+83WYC//vWvTRbgj370I7IAAQAoQpG4I+sb4/Jlfczcd6V7rmb0Da4IyqCKgAn0xRzH3A+uDJqqvhT2AAAAyF9k/OVZcQ8N9k2dOlWeeuopEwS88sorZfPNNzdZgI888ghZgAAAFJm6iCOf1zqyoiYmKzbFzf1nNTGpbY5br6OqxC+j+oZkRJ+gbN43aO5HV5eQ7QcAAAB0QVA8pN1+L730Urnkkkvk3//+t9x1113y9NNPJ7IAdd5hhx0mp5xyiuy3335ebhoFznGcjK/Pdpu27eLxeE63i0ajnrZrbm62atfY2GjVrqGhwdN29fX1nbapq6vzbF1daVdbW2vVrqamxtPtNjU1eXoOxGJ2lVcDgYBVu2DQ7k9WSUlJp23Ky8s9fQ22nwO2Aw/rj2peHpNQKGTVLhwO9/gYR+Min9eLrGsUqSwPSknAJ7XNjmxqEIlEfDKiyi8hv89q/7RVn8QsR/xOTGxOP5vXm63PWtv31uu/QbbnntfrAwAA6O73oWLw2muvyXvvvSfr1683CXQdueyyy7If+Ev+Mqjj/elt5cqV8uMf/1heeumlxFiAetOxAM855xyZNm2a9X/6AABAbquLijRGRTS2N6Cs5UtdpfhkbUNc6qNigoDVpQSNAAAAULyeffZZOeOMM2T58uXWy+RU4E/pzv/lL3+Re++91wT/3IDgxIkT5f3335dFixbJz372M7n77rtl5syZMnDgwN7aFQAAkCGa8RdxREra/JBbGvBJNOZIzCHoBwAAUOzj+3m9znzy4osvyiGHHJLoXaSJcYMHD7buzdNVnq5Vd1rH+tMuvs8//7zp9qJdRgYMGCAnnniinH766TJmzBhZvXq13HHHHXLTTTfJ22+/bboB33PPPV7uCgAAyIKgXyTkE2ls00u6MeZIWcgngfz6XgYAAAB4SmtjaPxsl112kQcffFC23HJL6U2eBP6WLVtmMvemT59ugnru+DB77LGHyeo7+uijW40bpJHMK664whQF2XXXXU2KIwAAyH8VQZHSoJhuvdq9VzP9NOin3wzKgyKVYSJ/AAAAxSzfMvS8pglwegz+8Y9/9HrQr8eBPx2rT7P7NE1Rg31669Onjxx77LEm4Lf99tt3uPzOO+8sQ4YMkS+++KInuwEAAHIo42+zr2t/+EMt3Xs100+DfgPL2hf2AAAAQHEp9sBfKBSSqqoq0yM2E3oU+PvhD3+YeLzjjjuarrxayKOiosJ6HbYVBAEAQGbG6KuP+SXmiOmWWx6Im2BeV1SEREoCIr5SnxnTT9ejmX4E/QAAAFDsxo8fL2+99ZY0NjZKaWlpr2+vRzWUdQdPOOEEeeONN2TevHlyyimndCno53YTdgc0BAAA2VMf88nqpoB82eSXNV/f63Od3lUaLKwu9ctmZX5zT9APAAAAyu/3e3rLN6effrpEIhG5//77cz/jT6v19uvXz7u9AQAAWRF1RGqb/bIhEhCfOBL2OdIU90ljvOXLVLgk1uXMPwAAAACtHX/88fLCCy/IL3/5S6msrJRjjjlGcjbwR9Cv+LiFW4phfbbrylY7rZptwzaj1rZdNBq1aqe/YNhoamrytJ2mS3vVznZdDQ0NVu3q6uqs2m3cuNGqXW1traftmpubPX1vbc9l2zE+dCwMr4aQsD2Pba8z29dg+4tkMGj357mkpMSzdnXxoDQ5UYnG49I3FBOtxqF7sTESkJpYXEriUakKxrt0PdqeK7bvh5efZ7bvba7/LbDl9fWY6+sDAAC5Sf+We/33PB+/H9x3330yevRoUyPj17/+tamBoeP+dfQa//KXv2Svqi8AAMhvOhZfTHQcvtYBGH0elZax+gAAAAD0nBbK/cMf/mAef/rpp+aWLuCnP5AS+AMAAD0S8DkSEEeatWtv4JvpkbhPSvxxMx8AAAAoxgw9Lz3xxBNmnD+ldTJ23313GTx4sHWvn64i4w8AAEipLyZ+v47r19K9VzP9NOin4b5SvyNlAbuusQAAAADSu+6668z9gQceKP/v//2/Drv4eoHAHwAAMBl9/UItY+01xn2me69m+mnQT6cHi/uHWQAAAHik2DP+FixYkOi629tBP0XgDwCAAqBj8DVJUOLiF7/EpUSiXe6eWxZwJOSPSEPMb9any2umH0E/AAAAwBtatLBv374ydOhQyQS78oIAACBnNTlB2eCUy0anLHHT5zq9qzTIp9V7+4Vi5p6gHwAAAHqjsq9Xt3wzYcIEqampMbdMIPAHAEAe08y8WqdEaqVEIhIQHZVP7/W5TqcaLwAAAHKFBur8fr+nt3wL/v3yl7+UWCwmt912W0a2R1dfAADymHbvbf464FfhazbTSkRM0E+n63wAAAAAueGQQw6Ryy67zNzcQGBZWVmvbY//DQAAkMd0TD+96eh+yUISS8wDAAAAckW+Zeh5bcqUKea+oqJCLr74Yrnqqqtk22237bDQhx6zF154oVvbI/CHXuE4XRtQvhj2z3ab8Xg8K+vTVGMv20UiEU/bNTU1WbVrbm7JeOpMY2OjZ9u0WZeqq6vztJ3tmBD19fVW7Wxfr9fnSiAQ8LRdSYnmu3lz/dh+KdEBer1sFw6Hrc+9iMQlKn4t5SE++eb8rxe/hCQqEWmQ5ma/p+eA19e31+eUzedetj6Tveb1uVxs+wcAAJBpc+bMafW8oaFB5s2b12vflQj8AQCQx8ISkZBEJCJBqZNSCUpUol//edfpOh8AAADIFcX+g9/ll1+e0e0R+AMAIIu0K240UCKOzy8+Jy7BmF3WnSsgjlRKS9aphgDj4jOZfhr00+k6HwAAAEBuIPAHAECRiPrD0hislJg/LHEJiF9iEgg0S4XPJyHHPlMvLFHpK3XSbAJ/fjOyn2b6EfQDAABArin2jL9MI+MPAIAs0ACdBv2agpWmIq8/HpWYP2SCgfV+R6piNSaAZ0uDfGVJY/wBAAAAAIE/AACyQLv3aqafBv1Kol8XdIk3SVOwQqK+kDT7wlLq2BWOAQAAAPIl28/v93u+TqTn7dEGAABWdEw/0703Hm01XZ/HfQEzHwAAACg0Gqjz8pbLdtppJznggAOyuk4y/gAAyAIt5KFj+mn3Xs30c8X9QfE7MTMfAAAAQP565513ZMiQIVldJ4E/AACyQKv3aiEPHdNPu/eaTD9/UBzxSdCJSNhhvD4AAAAUnlzP0is0BP6ANBzHyel28Xg8p9tFo627L6YTiUQ8XV9zc7Nn27XdN9ttNjQ0WLWrr6/3dH2NjXbjxDU1fZN15sVxsT2Xbf/wh0Ihz7Zru81g0O7PZElJiVW78vLyVs/90fXiD0UkHmipweuXZvHHtDavT2JORGIZPkezdd1m43PKdl25/rcAvc/rzzIAAFBcvvzyS9lyyy2ztn0CfwAAdIPjD4gTKhfxByUaqpRAtEF8Tqxrf4TjTeJvjkjMXypxn1/8TlwC8UYJlVbxngAAAKAgFduPZbFYTJYtW5a17RP4AwCgi5xQmcTK+osTKjWBv0hZqcRiTRJs2iiBaNcq8Wqwzx+zy/IEAAAAkD+mT5/eK+stKyuzbkvgDwCALmb6maBfeT8RR8QXbRYnUCKxYKmZ749Fupz5BwAAABSLYsr4O+GEE7K9C+LP9g4AAJBPtHuvyfRzRPwNG8QXqZdg8yadI3ETALT/9Q0AAAAAehMZfwAAdIU/aG6a6ZfMF4uIY+bxmxoAAACQLtvP7/H35WLKIOwOf75UU3vttdfkwgsvlMmTJ8uAAQNMdceBAwfK/vvvLw888ECHFde0+uD1118vEyZMkIqKCunfv79MmTJFZsyY0em2lyxZIieffLKMGDHCVG0cOXKkTJs2TZYuXdrpso899pjss88+Ul1dbbY7ceJEueGGGzqthlhbWyuXXHKJbLPNNqbftr7OqVOnypw5czrdJgCgl8Wj5uYEw60mO4GQ+Mw8u2qxAAAAQDHSQJ2XNxRA4O/FF1+UPffcU6699lp59dVXpV+/fiaIF4/H5fnnn5fjjjtODj74YGlqamq3bGNjownynX/++fLBBx/I2LFjTeBv9uzZcuSRR5pgYjqvv/662Y4OxlhfXy877LCDCcrde++9ZvrcuXPTLnvuuefKUUcdZYJ1GqjU7S5YsEDOO+882W+//VLuq1q7dq3svPPOcvXVV5uqL+PHj5fS0lJ55plnzOu4/fbbu3kUAQBe0K69vkijiE8kXtbPdP2NlvTROeKPNZnqvgAAAACQC/Ii8KfZfFtssYXccsstsnr1alm8eLG89dZb8tVXX8nf/vY3k4mngbHLL7+83bIXXHCBvPLKK2Z5Dfy9++678sknn8gTTzxhltNg4lNPPdVuOQ30aWBQA32a8bdy5UqzzVWrVslJJ50kNTU1Zn5DQ/v/4D3++ONy4403mvXrdnR7ul0N/Ol+vPTSS3LRRRelfK2aTfjxxx/LpEmTTLbh22+/LcuXL5c777zTHIdf/OIX8s4773h0ZAGgSGmX3NK+IhX9W+71uSVfPCaBhnXiq98gEmkUx+8XX7RJAk0bTVVfCnsAAAAAHXyfJuMvo/JijL9dd93VBMO0e29bxx9/vHz22Wdy8cUXy9133y2/+93vEv3FNUj45z//2Tz+y1/+IuPGjUssd8ghh5gswKuuukquuOIKkzGY7K677jJBPs3Uu+OOOyQcbunSpdl3uk4N3mkA8p577pEzzzyz1bJXXnllIuio23Fp111tv++++8ptt91msg21G69r/vz58uSTT5r9f+ihh2TYsGGJi+LUU081Acy///3vZp+1G3Ex6agrd77sW6630wzabLSLxeyqn0ajUU/XZ9POdpvNza3HeksnXaZvd9t1NmxAV/fPtp3tcbE9B2zH+LA9lztL9/eVVEiwYqBIuFzEHxKJR0RC5SK1a0Wa6+3ei6YmceprRMIVIv6AOJFKcSINEnViEs3gMfbyfO+N7Wbrc8XmXMn1z+Rs8eo6AwAAQG7Ii4y/Pn36pAz6uQ466CBzv27dOvnyyy8T0zWIpv/J0uCdjrXX1mmnnWbuNatOg3jJHnnkEXN/4oknJoJ+Ln2uWX/q4YcfbjVv0aJFJrtPabCuLe2uq/uj/5nU/Uv26KOPtmqTbn9nzpwpdXV1aY8HACANLcpRNVCkYoCIqcwbbbnX55WbdTnzz9e4SXz16yXQXEumHwAAAFDAGX8zZ85MbHP06NGSL/Ii8NcZHcfPpcUwXG+88Ya532uvvVIuN3z4cNP1Nrmtm8mg3Xo7Wtad/uabb7bKfHDXo+vV9Xe0bPI2bfZXMx816Kivl+6+ANB1vtJK8WmWnjgidetEmupa7vW5ZgCW6DwAAAAA+IYO93b66adLPiqIwN+DDz5o7rXghmYHuhYuXGjuU2XPucaMGWPutSuxS4tquN2x0i3rLqeZe59++mmPt2mzrGY9br755imXBQBY0Iy+YFAk2qYLrz7Xbr9dyPgDAAAA0DWaLadD/Xh5y0TW3wUXXGCGmTvssMMk3+T9/3C0m647jl/bCr3a9VdpFd903Hnr169vt1xHyyZPT7VsV7fZ02Xb0mIgOk6hjQ8//NCqHQDkvXhUB7ITKatoyfZzBUtMoQ4zHwAAAAC+pvUWNO50+OGHmzoO//znP6Un5syZI7vvvrspCJsJeR340+IdeuB1gHu9P+aYY1J2AW47Rl8y90AnV+dN7jqcbtnkNyjVsl3dZk+XbUsLk2hQFAAKSiAo/tKqlsy8eFTijTUiMftgndNYK06zBvz6tVT01Uw/DfqJr6WwR3IwEAAAAIDn8qlIWGNjo/z0pz+VyspKufXWW+X555/v8Tq1roMWjt1tt91MPQq9ffvb3+6wtkVRBv42btxoinosX75cJk2aJPfdd1+7NnogO6ui6FZsTB4b0F3OXTb5edvl0i3b1W26y9bX13dr2baGDh0qO+20k9hm/HUWSASAbPOVVEqgzyDxlVYkqvH6G+sktmmNOE21diuJR8Wp+VI/cL+p6quZfhr006q+ZPwBAAAAvSqfAn+/+c1vzFBrGvRLV8ehq8rLy03sRzP//u///k+uuOIKE+PZY489TFBQA4G77LKL6cZctIG/2tpaOfDAA2X+/Pmy3XbbyXPPPddqbD9XdXV1u667bbnz3LZtH+v8YcOGpV0u3bJd3ab7XN/87iybqgKwWwW4Mxo4JTsQQE4LBE3Qz99noIjjiBNpFF+oTHwavNMh+tY1Wmf+OZrVt2FlSyGPrzMHTaYfQT8AAAAAX9Oiqtdff70ptHrGGWeIVzZs2CBz586V2bNny4svviivv/66iQXNmjVLXnjhBdNGMwwnT56cyAjUxK7uBkzzLvCnB+MHP/iBqYC79dZbmwMzYMCAlG11/quvviqffPJJ2vUtXrw40dalZZm1u61m3umyqQJ/7nLa9XbUqFGttqm6uk33+eeff552We3SrBmOqZYFgEKm3XtNpp/jSLxmbaLbrr9qM/GVlJv58bqOxz5tRYN8DRt7b4cBAAAAZDTjT3szamKTrVNPPTVtwlQsFpNp06aZx1o/wavsOxUMBk12n94uvvhiE3t67bXXTCBQA39vvvmmqSL87LPPyr/+9S+zTN++fTtMEutwe5JHtG/1oYceKi+99JIJzukBGTJkSNr22l96+vTpZiDGVDTItnTp0kTb5DdBTxaNur788svyne98p92yOl1p+mUgEEhM1wEala5X158qFdRd1m2bvL/6Rrvz29KIsNv1eOLEiWlfN5DMcRxP29myXV88Hs/K+mza6Ye9jagWi7Bguz7b1+D1dr1+vV6+ZwHHJ3Hxi9NUL078m/2MN9WLzx+QuPgS+2/zOmxfg+17kevnSraus2x9rni9XQAAAOQ+HcKsK70ZV61alXbeDTfcYNZ1/vnny4QJE6Q3aeLZd7/7XXO78sorTcKbxrt+97vfyX/+85/EcHfd5V3IspdpttuRRx5pMvxGjBhh0iH1viMaJNTBERctWmQCaqkq36odd9xRxo4d22reUUcdZe517EDddjINvmlAUR199NGt5m211Vayww47mMepqurqfmtGn76xWg0m1TbdNun2V8c21LRPACgamqEXi4g/1LrylT9UKk40Ik4XCnwAAAAAyF62X2/clI6Tp11ibW9Dhw5NuY8aQ9Jx97bYYgu5/PLLM3Jc9Id1Tfb6/e9/L4cddpj8z//8j3nuSjW8XUFl/Gnmw7HHHiszZ840GX4aGNM3oDODBw82aZt/+tOfTIqmpkmOGzfOzHvqqafkuuuuM49TvZG6nPbl1gDc6aefLrfddpvJtNOsQ+3brd11tQuwVndpS9enQbxrr71Wdt55Zzn44IPNdB0Q0m2v6xg4cGCr5fTEmzp1qjz99NOmQrHuo56Imrlw9913y/3332/SSy+55JJuHkkAyOIYfWV9EmPqxRo2dakar7aPN9VJsKRCAlUDJR5pNEE//SOvVXpNdV8AAAAARWv8+PEyb968Hq/n9NNPN7GfO+64wxTi6C3vvfeeiW/pTXu2avdet+eKbne//fZLFPvQ2FJBB/4efvhheeSRR8xjDb6ddNJJadtqpRXN4HNpcE/feO22q4VAtt9+e1McxB1n75xzzjGZgW1VVFTIo48+KgcccIDce++98vjjj8uWW24pS5YskfXr15uMu8ceeyzlSaCZiWeddZb84Q9/MFl9Y8aMMe0XLFhggpg6QOM111yTcv91W3vuuafZZw1ubrvttrJ27Vr57LPPzH9wdZ221XoBIBf4Sysl2HeI+EoqxBcMmQy9QFOdRDd+IfFGy2q8sajENq4xD33hlvVoN18N+pnpZPwBAAAAecHL8fJ6w7x580z85YQTTkjZnVhpjMYdem7GjBlmvD5bP/zhD01F36+++ioR6NP6ETrMnBvo06HgdBg6L+RF4K+pqSnxeNmyZeaWTtt+z5rqqQdUA2aaMbdw4ULTzXbvvfeWM8880wTp0tEA3LvvvitXXXWVPP/88yYaq1l6Gii89NJLTSAwnZtvvtm88ZopqJVgVq5caYJ4xx13nJx99tmmC3Iqun49yTS9UwOP//3vf00QUrv3nnfeeeYEAIC8EQiaoF+g7yARJ26q8fpLykS0UIcOnRBZJpI0Zl9HnKZaiX7V2FLoIxA03XtNph9BPwAAAAAechxHVq9e3WHXXHe+DgfXFRrr0cCidt/VAiMHHnigqQGhiW69IS8CfyeeeKK5dZcG+nRARr11lWbr6Th/3aHj/7UdA9BGVVWVXH311eYGAPlMu/dqpp8G/WKbvmyZ2FAjgT6DzHSd36VqvBrs60p7AAAAAEVR1dcrGzZsSDtP40PaC3XUqFEdJqXZBBY1ce322283CWf77ruvyfbTHp5eH5+8CPwBAPKUP9jSvTfS2GqyE2kw082YfwAAAACKRq4H/nrba6+9Zsb10yK0+vjf//63uelx6du3b6LLr950uLqe4n9cAID0AsH2XWvbVDrvUDxqxvQz3XsbvinA4QuVmTH6TLVeAAAAACgSu+22m7lddNFFppvwG2+8kSjyoZV8n3zySXPTQOBmm21mhnzTjMBTTjmlW9sj8AcASMlXUmnG5vNrV91ASCQWMZV1Y199bl2UQ6vxaiEPHdNPu/eaTL9Qmf7MJ46uq2GTFPfvfQAAAEDx0GCW1xl/+ZxBGA6HTYaf3q644gpTPOSVV14x2YDPPvus6QasBW91XMDuBv5yu5QKACA7AkET9AvqWHzhMnHiMXOvzwN9B5v5VmJRU71XK++aDD9/0Nzrc51OYQ4AAAAA+eLEE0804/P1ZHy/jgqGaKDvzTffNJl/WpzWDWq61X+7g4w/AF3Skw8c5A/t3quZfo4W5ahZa6bFGmskUDXQTNeiHLHadVbr0uxArd6ry5gx/eJRk+lH0A8uPlcAAACKh99PDprrnXfeSXTzffnll6W2trbV92PNCPz2t79tuvt2F4E/AEA7Oqafdu+NR5paTY9HGsUXCHe9KEcsah0oBAAAAIBCdfvtt5tA35w5c2T9+vWtAn3BYFAmTZpkAn1a3GPPPfeUsrKyHm2PwB8AoB0t5KFj+vnDZSbTz+UPlUqsfhNFOQAAAAAU3Zh8Xvj5z39ujoEG+zT7ccKECSbIp8E+HeuvsrJSvETgDwAKkWbklVSKLxAQn69OHA3edaGCrlbv1UIeQe3WWzXQZPpp0E//QJkCH9pVFwAAAADQJdtuu62p0quBvu9+97vSr18/6U0E/gCg0IQrxFe1mUioXHzBoATCdeI01Uu8Zo2ppGvdNXfjGvPQp+sLhkxRDqe5TmIbVzM+HwAAAAB0w4IFCySTCPwBQCHxB03Qz1e5mYgTFyfaZKrx+koqzOxY5DPrzD+nqVaiXzWaQh865p92/zWZgI0NvfwiAAAAABSqYu/qm2kE/gCgkJRUmkw/E/SraymmEW9qEn/lZuIrKRdfaZU49S0DyFrRYF9dF9oDAAAAAHIGgT8AyDGOP2C665px+jQ7r7lOfPGY1bJmTL9g0GT6tVqnqcYbMvNb6kUBAAAAQOaz/bzO+CODsGME/gAgh8SDZeL0qRIJlWoJXZF4RCTSKFL3lfgi9Z0u78RiItGo+MKlrcbz84VKxWmub5kPAAAAACgKBP6AAmf760e22mn58lxdn+26bNsFAoEO5zu+gMQq+os/FjKl3SXWJBIubxmfz+8T36ZVrTL/Um43Ui++aKP4SivFqRwoEm2UQLiPvmATQPRp9mCa/fX69ZrXkIX31qZdpt/b3tpuIVxn2WwHAACAzOO7WmYR+AOAHBEPlYmjGX/RiPga3HH16sUprxZfqKyl+2/jpk5WEhWndm3L43CZSCBkinRIU4Op6mtb2AMAAAAAkP8I/AFArtCx/fQWq209Xcfr0/H+dJ6N5jpxNjSJmEzBoMTra8VprCXoBwAAACDryPjLLAJ/AOCBuM8vsUCZOD6/+Jy4BGIN4nfiXVxJrOUWKDGZft98Upe0jPNnWeCjZV1RkYaN5qHT0NC1/QAAAAAAFAQCfwDQQ7FAiTSH+0jMHxbHHxRfPCqBeLmEmzdJQMfps+SPNIgv2iA+X8h07zWZfsES8YmOz9dgMvkAAAAAIJ+R8ZdZBP4AoAfi4jdBv0ioj3mmQb94ICzxQKmZX9L4lXXmn8+JSbBxg0gk0DKmn3bv1Uw/DQjWrWtV2AMAAAAA8hGBv8wi8AcAPRDxl0jMFDiNSyjy9dh8MZFIqMpkAGr3X3/UPlPPrxV5N21qKeShY/ppsE8r8RL0AwAAAAB0EYE/AEgSE79EfCGTydfkb5ZQvEn8kj5jT8f0c/x+k+mXzBePmG6/Or+rTJCvs+q9AAAAAJCH2X5eZ/yRQdgxAn8A8LVmCUm9v8wE/hzxS0PIkeZ4s5TG6iQUb055nLSQhy8eN917NdPP5fhD4o81mfkAAAAAAGQDgT/kBdsIvuM4kqv7lq12tvx+v6fbtV2fbbtg0O7jKhAIdKtdTHzS5K+UJinTaJ4EnZg4wVKJ+EolEA1ISXRTysw/v8SkJOCTSDAsTqha/PGIxP0hCTo+CUmDlAVi4veHTdtwuOW+M163i8XsxgaMx+NZuR5t12d7Dtgcl2y9F7btevt87+l2vb6+vf5cKabPbq/l+v4BAACgawj8AYCO1ecLS0Q/En2OlDuN5piUxuqlMVAuMV9IIv6wlMRbpifTYGBJc4N5HPeHJe4Lmkq+/nizlDTXWhf2AAAAAADAawT+AODr6rw6vp9m+iULaJVeX8dj9QV1HMCmiMQCpaaddu8NxBoJ+gEAAABAG/QwyCwCfwAKWszxSZMEJS4+8YsjJRKVgM9JmbkXkLhEfEEJO5FvlvcHJRhv7nSsPs3s80fre+U1AAAAAADQHQT+ABSsJicgNU6JNEvQjOEXEEfCEpUqaWrXNuQ0S8hXIhEnJPW+UpP5p918HZ9IwImkLe4BAAAAALBHxl9mEfgDULCZfhr0q5US8TmOyfmLiF+afSUiJuGvJRDo0sfl8QZN/ZOIo4FCv8n006BfWaw+ZWEPAAAAAEDXEPjLLAJ/APJS1PFJY9yf6MJb6o9LMKkLr3bv1Uw/DfpV+r7J1qt1wtLsC4rPF5aA0zrzT8t76Jh+WuhDx/yri9WYTD+CfgAAAACAfETgD0De0YDfxmhIGh0tyNGSuVfqi0vf4Ddj82lAUOdppl8yfa7T/Zral4Kuyw0IRlNU8QUAAAAAdB8Zf5lF4A9A3mX6adBvUzwk2mc35ItLs+OXZicgEtXx+HymeIdmAWoQT7v3tlpe/BIyYUG67gIAAAAAChuBP6CHv0Lkeju/3+/p+gKBgFW7YNDu4yUU0gDeN6JxkfqYz4zRpwG88oAjQf83222IBUzl3YDfJ30Csa+XisumaFCivqBIsExK/RGpdHzSHNeuvSFpcIIS8sUk4gQk4PNJua9JfEENDIa6tG/phMNhq3alpaWetmtutis4Eo97G+SMRqNW7RynffXknpx7tudUSUmJJ2164z2zPVdszz2v29le37brs33PbLfr5edern9280t47uC9AADA27+rXv9t5W91xwj8AcgZ9VGfrGv2S2PcZwKAGvAr9TvSP/xN4EoDgjHHbzL9koX8cYk62oG35Y+IBg37+Js1JijNvoBZLuyPSVhiZnp9UmEPAAAAAAAKEYE/ADlBA30a9NvQ3PILUNjvSFPMJ40mucwvYUck6GsJ6AW+7t5bltRdNxL3S4lfS3J8E9Ar8cWkv79RGp2gxH1fFwHxRc066rPzMgEAAACgqJGhl1kE/gDkBO3eq5l++keg39cZfuXiyHqTAajdVQNSGYhJqT8mJf6ANEX9pnuvZvpp0E/DfWF/XMK+1t1QNchX4fum6AcAAAAAAMWCwB+AjInEReoi2l1XA3IiFUnDhGlXXM3600y/ZCV+x0zXoh3mQ8sn0jfYEtxrjvtN917N9NOgn05v9tGFFwAAAAByFRl/mUXgD0BGaMBvbaOO4yeJ8fvKtRZH1CflWmjD11LEQ7v3aqafqynuk9JAy3xXmT8uoVCzNMZbxu7TeZoJqEFBu3IXAAAAAAAUPgJ/ADKS6adBv3WNYkpvhAMiTVEx4/cFm/2m6IZW79VCHjpNu/dqpp8G/cRpma5tWn14+cR0/QUAAAAAAKkR+AOQkWw/zfTToF//0q8nhkS+ahQzrp+O79cn5FbvbRnTT7MCNdPPrerb2MgbBQAAAAD5jq6+mUXgD4AnIjFHaiMt4/Fpl914XCTkb5mnY/qZ8fsCrZcpCWjgr2V8PxHHdPnVzD4NBLpdeDUTUNdH3A8AAAAAgK4h8IesRvAdxymaXxhst2nbzu//OqrWiUAg0OvtapvjsrouLvWRlm69GvDzRQMysMwnFSGflMYdKY20dOMNah/dr8WijpSGA1Ia9kso1HIuaL2PshTbLSkpsdq/UCipYkgHbNZnu83SUjeNsWPl5eVW7SKRiKfXj+25YnvsvN4/23Pedv/C4XCnbSoqKqzWVVlZ6el7a3uu2J572bguurI+23aZ+Jzq7nXh9Wd3sf1inuv7BwAAMo/vB5lF4A9AjzP9VtfFZG2DY7rylgRFGqIiDSZFzzFZflq9t/zr6V81OibTrymmc0VKtchHgEq8AAAAAAB4jcAfgB7R7r2a6adBv83KWzJoqsIiK76u4Kvj+/Ur8clAk8bnJKr6lgZbgoEhX9x05QUAAAAAFH62n9cZf2QQdozAH4AeicYd071XM/2SaVafBvj0prTLr2b/aSDQHQdQMwFrKcwLAAAAAECvIPAHoGcfIn6fGdNPu/Fqpp9Lu/JqVl9yNl/I75N+dkOIAQAAAAAKEBl6mUXgD0CPVIZ8Uh5q6db7ZX3cBPu0iIeO2qddeTWrDwAAAAAAZB6BPwA9Egr4ZHCFVtCMJar6moBfqZiqvprlBwAAAACAIuMvswj8AeixyrBfSgI+U+hDx/zT7r/STNAPAAAAANAagb/MIvAHwLPMv+rAN9l9tVEy/QAAAAAAyCYCfwAAAAAAAMgIMv4yi8AfeuUCdRwn79dnuy6v2/n9/qysLxi0+zgIBHQ8v86FQnZVPUpKSjxtV1paatWuubnZkzYqEolYtYvH41k5323f28bGRk9fr9evw/acsjkHysvLrdZVVVVl1a6ystKqXVlZmafnsdfr8/p6tH3PbD9XbM9lm8+9bH0me93OVrGtDwAAAC0I/AEAAAAAAKDX6Y99/ICYWXY/YwMAAAAAAADIKwT+AAAAAAAAgAJE4A8AAAAAAAAoQIzxBwAAAAAAgIygqFdmEfgDAAAAAABARhD4yyy6+gIAAAAAAAAFiIw/AAAAAAAAZAQZf5lF4A8F9cHgOI6n6/NyXV63CwQCVu38fr+n6wsG7T42QqGQVbuSkhKrdmVlZVbtmpqarNo1Nzd32iYSiVitKxaLeXp+2rJ9L2yPse2xi0ajVu3i8bin56iXr7e8vNzT8852fV63Ky0t9fR12LazPadsPwds31svP/ds15Wtz3hbub4+AAAAZBeBPwAAAAAAAGQEPzRmFmP8AQAAAAAAAAWIjD8AAAAAAABkJNuPoUoyi4w/AAAAAAAAoACR8QcAAAAAAICMYIy/zCLjDwAAAAAAAChABP4AAAAAAACAAkRXXwAAAAAAAGQEXX0zi8AfunQBOo5TEB8gNq/Ddl227fx+uwTbQCBg1S4ej3u6vmDQ7uMgFApZtYtGo1btSktLrdo1NzdbtSsvL/ds/2yPse11YXuu2L5ntu9FOBz29D2LxWJW7WyPn9fXhs25bHve2bYrKyuzaldRUZGVdrbXhdfHxfYctW1n+zllc67Ynk+27WzPY6//thTbF+xCeR0AAACZQuAPAAAAAAAAGcEPeZnFGH8AAAAAAABAASLwBwAAAAAAABQgAn8AAAAAAABAAWKMPwAAAAAAAGQEY/xlVt5k/H3xxRdy//33yy9/+UvZc889TYVCPVl23nnnTpeNRCJy/fXXy4QJE0wFxP79+8uUKVNkxowZnS67ZMkSOfnkk2XEiBFSUlIiI0eOlGnTpsnSpUs7Xfaxxx6TffbZR6qrq812J06cKDfccIPZn47U1tbKJZdcIttss42pFDlw4ECZOnWqzJkzp9NtAgAAAAAA5CKN4/TGDQWQ8ffQQw/J2Wef3eXlGhsb5Xvf+5688sorEggEZLvttpO6ujqZPXu2uV1wwQXy+9//PuWyr7/+uuy///4mEKfBux122EEWL14s9957rzzyyCMya9Ys2XXXXVMue+6558qNN95oHo8ZM8YE/hYsWCDnnXeePPXUU/Lvf//bBBLbWrt2rUyePFk+/vhjM3/bbbeVL7/8Up555hmZOXOm/OlPf5Izzjijy8cBAAAAAAAAxSVvMv769Okj++23n1x44YXy6KOPyu9+9zur5TSwp0G/LbbYQj744AN599135ZNPPpEnnnjCBNauvfZaE4hrq76+Xo488kgT9NOMv5UrV8pbb70lq1atkpNOOklqamrM/IaGhnbLPv744ybop+vX7ej2dLsa+NP9eOmll+Siiy5Kub+aTahBv0mTJplsw7fffluWL18ud955pziOI7/4xS/knXfe6cYRBAAAAAAAyC6y/TIrbzL+NPimN9d9993X6TKrV6+WP//5z+bxX/7yFxk3blxi3iGHHCLnn3++XHXVVXLFFVfIwQcf3GrZu+66ywT5xo4dK3fccYeEw2EzvbS01KxTg3ea/XfPPffImWee2WrZK6+8MhF01O24tOuutt93333ltttuM0FM7cbrmj9/vjz55JPi9/tNhuOwYcMSF8Wpp55qAph///vfzT5rN+JCYJuSq0HPXN03r9vp++9lO8109bJdKBSyaheNRq3apcp8TUW799uIxWKetbM977x+b22PsW0722Ns+57ZHmOvj5/tORoMdv6nzf1M74wOt2BD/zbY0OzvXG5ne53ZnlNen8tefp55/Vmbrb8Z2ZLr+wcAAIA8y/jrDg2iNTc3m+CdjrXX1mmnnWbuNatOg3jJtCuvOvHEE9v9B1Gfa9afevjhh1vNW7RokcnuUxqsa0vHFtT9aWpqMvuXTDMZk9uk21/t8qvdlQEAAAAAAICiDPy98cYb5n6vvfZKOX/48OGm621yWzebRbv1drSsO/3NN99slf3irkfXq+vvaNnkbdrsr44nqEFHHbeQ7r4AAAAAAADechxHXnvtNdNLU2swDBgwwPRQ0R6bWgfigQceyEqvxO4q6MDfwoULzX2q7DmXFt5QOq6ea9myZSZTsKNl3eU0c+/TTz/t8TZtltUTbfPNN0+5LAAAAAAAQK7L9TH+XnzxRdlzzz1NTYhXX31V+vXrJxMmTJB4PC7PP/+8HHfccWa4OI0H5YO8GeOvO9atW2fu+/fvn7aNO2/9+vXtluto2eTpqZbt6jZ7umxbWgxExym08eGHH1q1AwAAAAAAKGSO45henGeddZYcc8wxMmjQoMQ8rbtwyimnyDPPPCOXX365/P73v5dcV9CBP+0S29kg7u4A5cnVed3lOlo2eWDzVMt2dZs9XbYtLUyiYxcCAAAAAADkilwvErbrrruaXpapCtAdf/zx8tlnn8nFF18sd999t/zud7+zLgaXLQUd+HOrLLrddlNxUzOTKzcmV2fUZVNVa0xO6Uy1bFe36S5bX1/frWXbGjp0qOy0005im/HXWSARAAAAAACg0PXp06fD+QcddJAJ/GmvzS+//FIGDx4suaygA3/V1dXtuu625c5z27Z9rPOHDRuWdrl0y3Z1m+5zDfx1Z9lUFYDdKsCdmTRpEtmBAAAAAAAAnUjuJdpZUlYuyO18xB7aeuutzf0nn3ySts3ixYtbtVWjR49OdLdNt6y7nHa9HTVqVI+3abNsJBKR5cuXp1wWAAAAAAAg1+V6cY/OPPjgg+ZeC350lh2YCwo642+33XaT6dOnyyuvvJJy/ueffy5Lly5NtHUFg0GTBff666/Lyy+/LN/5znfaLavT1S677CKBQCAxfffddzf3ul5d//Dhw9Mu67ZN3t/Zs2cn5rc1d+7cRNfjiRMnWh0DAAAAAACAQqfDmGksx9app55q3VPSpbUU/vznP5vHF154oeSDgg78HXroofLzn/9cFi1aZAJq++yzT7vKt2rHHXeUsWPHtpp31FFHmcDffffdJ+eff36rQR01+KYBRXX00Ue3Wm6rrbaSHXbYQd5//31TVffKK69sVxZaM/o0o/CQQw5pt81rrrkm0abtPrn7q/3JKysrJZfZRt21Wo6X67Pl5fps12XbznZg0OSAc0c0kG1DS5MXQjvbcyob75nte9FRgZ/utNNsYS/bef1eeH2cUw3C2502KtUYr6nYpvjbtquoqLBqV1VVZdXO9m+G7f7ZnnvJhbC8eD9sryGbdrafobbnndd/C3K9XSEM3p3L+wYAQKHqjSw9d31au6ArRU5XrVrVpe2sXr1aDj/8cPP/Jr3Xir/5oKC7+uoAi270dtq0aaYqi+upp56S6667zjzWEsxt6XJDhgwxAbjTTz890Ydb7/W5dtfVsf9++tOftlvWXd+1115rtuPS7bvtzzjjDBk4cGCr5bQYx9SpU81/qvUEck9C/c+zBhHvv/9+8x+QSy65xJPjAwAAAAAAUAj0R2yNq9jehg4dar3ujRs3miQsHX5Nswo1SSxf5E3Gn5ZL1sy8ttVt3333Xdlss80S0zU7T28uDe7NmzfPZO9tt912sv3220ttbW1inL1zzjnHZAamyrZ49NFH5YADDpB7771XHn/8cdlyyy1lyZIlsn79epM98dhjj0l5eXm7ZY888kg566yz5A9/+IPJ6hszZoxpv2DBAonFYjJ58mST2ZeKbmvPPfc0+7zFFlvItttuK2vXrjWvX6PYuk7bar0AAAAAAADFkHU/fvx4E0vxWm1trRx44IEyf/58E1d67rnn8mJsv7zL+NOA2VdffZW46YFX0Wi01XStits24jtnzhyTfadBtIULF5pA2t57720CezfccEPabWoATgOLJ5xwglnPe++9Z+5PPPFEMz15XMC2br75Znn44YfNdnR7ul3dvu6HduVN131MswD1RL3oootM0ZD//ve/UldXZyLLL7zwgpx55pndPoYAAAAAAACwozGmH/zgB/LGG2+YIquzZs2SAQMGSD7Jm4w/rbTb3bG7dCyitpmAtjRbr7spnDr+X9sxAG3HbLr66qvNDQAAAAAAAJnV2Nhoeoi+9NJLJialyVg6JFy+yZvAHwAAAAAAAPJbPhTYikQiZhg3zfAbMWKE6bmp9/kob7r6AgAAAAAAAL091Nyxxx4rM2fONBl+GvTTGgz5iow/AAAAAAAAZESuZ/w9/PDD8sgjj5jHWp/hpJNOStv21ltvbVWINhcR+AMAAAAAAABEpKmpKXEcli1bZm7pbNy4MeePGYE/9EpkvruFWHLpddi+Bttj4vfb9ay33a7t+mzbBQIBq3bBoN3HRjwe97Sd7XHx8tyzfW9tj0koFLIuSGRDq4zbaG5utmqnVdJtU99teH0NeXmO2h5j23bpKrW3VV5e7mm7iooKT8+VkpIST9vZnvO215DtOWDzuWf72ej1Z7zXv3Dn+i/mxfY6AABA/v/dP/HEE82tUDDGHwAAAAAAAFCACPwBAAAAAAAABYjAHwAAAAAAAFCAGOMPAAAAAAAAGRnfjzGPM4vAHwAAAAAAADIi14t7FBq6+gIAAAAAAAAFiMAfAAAAAAAAUIAI/AEAAAAAAAAFiDH+kFW53Lc/WwOO+v128XjHcazaBQIBT9eX6+28fD9s34tQKGTVLhwOW7VrbGy0atfc3GzVLhKJeNouHo9LNnj5fnj9npWWllq1Kysr83R9tu1KSko8bWd7XGyPczAY9LSdzeee7flk2872M77Y2mVDLu8bAADgb3WmkfEHAAAAAAAAFCAy/gAAAAAAAJARZOdnFhl/AAAAAAAAQAEi4w8AAAAAAAAZQcZfZpHxBwAAAAAAABQgAn8AAAAAAABAAaKrLwAAAAAAADLSzdfrrr50He4YGX8AAAAAAABAASLjD+jhrwaO43i6Ptt2fr9d3D4QCIiXbF+vbTtb2Th+tsc4FApZtQuHw1btysrKrNo1NzdbtYtEIlbtotGoVbt4PC7ZYPt+BIPBjL9ntu1KSkqs2tnun+36srV/Nu9Fb7Sz+dyzPZ+8/uyxxS/XAACgUPE9J7PI+AMAAAAAAAAKEIE/AAAAAAAAoAAR+AMAAAAAAAAKEGP8AQAAAAAAICMY4y+zyPgDAAAAAAAAChAZfwAAAAAAAMgIMv4yi4w/AAAAAAAAoAAR+AMAAAAAAAAKEF19AQAAAAAAkBF09c0sAn/I6oXsOI6n68sGr/fN7/c2Edf2GGdrfV4fP9v12RznQCBgta5IJGLVLhQKebq+WCxm1S4ajXrazvYc8Pr6tm0XDAY9adOVc8D2vc1Wu3A4bNXO9rjYbtd2fV6/HzbXt+1nrW07r8/jXG9nK5f/fgMAABQDuvoCAAAAAAAABYjAHwAAAAAAAFCA6OoLAAAAAACAXqfDgDC0SGaR8QcAAAAAAAAUIAJ/AAAAAAAAQAGiqy8AAAAAAAAywuuuvugYGX8AAAAAAABAASLwBwAAAAAAABQguvqiSym3juNkJcXX6+0WQpqy7Xb9fm/j+4FAQHL59Xp5XIJBu49I23ahUMiqXTQatWoXi8U8bRePx3P6evTyvbU9j23bZetcsV2f7euw3a7Xx8V2fbafZzbtvP5M8bpdrsv1v30AAABoQeAPAAAAAAAAGcEPeZlFV18AAAAAAACgABH4AwAAAAAAAAoQgT8AAAAAAACgADHGHwAAAAAAADKCMf4yi4w/AAAAAAAAoAAR+AMAAAAAAAAKEF19AQAAAAAAkBF09c0sAn8oKMX0AeL3+wvivbBtZ/t6bdcXjUY7bRMIBKzWZdsuFot5tm8qHo9npZ3jOJ62y8a5Yns+2bYLBoOeniu26/N6/7x+HbbtvH4/vDwHvD4/c70dAAAACktuRw4AAAAAAAAAdAuBPwAAAAAAAKAA0dUXAAAAAAAAvU6HH/F6CBKGNOkYGX8AAAAAAABAASLwBwAAAAAAABQgAn8AAAAAAABAASLwBwAAAAAAABQginsAAAAAAAAgIyjGkVkE/tArF6jjODm93WL6oPH7s5PYa3uMs9XO5rjEYjHP1qXi8bhVu1Ao5On6bK8Lr9fnNS/fWy/X1RvtAoFAQbSzfb3ZeD9y/TPK63a2svX3sZj+LgMAAGQSXX0BAAAAAACAAkTgDwAAAAAAAChAdPUFAAAAAABARjDER2aR8QcAAAAAAAAUIAJ/AAAAAAAAQAGiqy8AAAAAAAAygq6+mUXGHwAAAAAAAFCACPwBAAAAAAAABYjAHwAAAAAAAFCAGOMPWe2z7zhO3r8DhTI+gd/v7e8AXr+3tsfZtp3N6w0EAlbrisViVu3i8binx852u7Zs96+YzmXbc8DL864r27Vdn9fb9fr1ZmN9Xn+meN2uUBTb6wUAAJ3j+0FmkfEHAAAAAAAAFCACfwAAAAAAAEABIvAHAAAAAAAAFCDG+AMAAAAAAEBGxvfzeow/xgzsGBl/AAAAAAAAQAEi8JfDZs+eLVOnTpWBAwdKWVmZbLPNNnLppZdKXV1dtncNAAAAAAAAOY7AX4669dZbZd9995VnnnlGSktLZfz48bJs2TL57W9/K7vssousW7cu27sIAAAAAADQre6+Xt3QMQJ/OWjevHly1llnmcd33nmnLF++XN5++21ZsmSJTJo0ST788EM55ZRTsr2bAAAAAAAAyGEU98hBV111lcTjcfnJT34ip556amL6sGHD5MEHHzRdfmfMmCHvvfeefOtb38rqvuYa22i/4zgZXVdX1pfr/H5/Vo6LXhOZXp/tNgOBgGfb7Eq7YDDo6Xth285Wtq4Nm/XZbtO2ne11YduuULbr9XH2sl229s1Wrq8PAAAA+YGMvxxTW1sr//rXv8zj5KCfa6uttpIpU6aYx4888kjG9w8AAAAAAKAYzC6A2gsE/nLM/PnzpampSUpKSmTXXXdN2WavvfYy92+88UaG9w4AAAAAAKDwx/i7tUBqL9DVN8csXLjQ3G+++eYSCoVSthkzZoy5//jjj9OuR8cGvOuuu6y2qWMGAgAAAAAAQNrVXtA6CxpkXLlypRxyyCFmvk577LHHcv5wEfjLMW7EuH///mnbuPPWr1+fts2qVatMQRAAAAAAAAAUZ+0FAn85prGx0dyHw+G0bbQbsGpoaEjbZujQobLTTjtZZ/x1tC4AAAAAAIBiKDpWa1l7YdasWab2AoE/dIn2G1fNzc1p2+gYgEoHlkzntNNOMzcbkyZNIjsQAAAAAAAUvfmWtRc08JcPtRco7pFjqqurzX1Hg0S689y2AAAAAAAAyJ3aC7mCrr45Zuuttzb3y5cvl0gkkvIkW7x4cau2PbV06dJEl1/N/kN2OY5TEG9Brr+ObOxfto5Jrr8XxdS9oNi2Wyj7VyyvAQAA9D63uKb7//Bi0xtxB/eYdnXdp556asqekl7VXsgVBP5yjI7Lp+P7aVrp3LlzZc8992zX5uWXXzb3u+++u6fjCuo4fxQEAQAAAACgd7n/Dy82vRl36Oq6V61a1au1F3IFgb8cU1lZKQcccIA89dRTctddd7UL/C1atEhefPFF8/ioo47yZJuDBg2SNWvWmPEFt9hii1YFP3QcwfHjx3uyHSDfcV0AXBsAfzMAvk8BPaGZfhpY0v+HFxOtgtub1q5dKzU1NYmYho2hQ4f2au2FXEHgLwddeuml8vTTT8vf//53E/g75ZRTTBcijUb/z//8jykpfdhhh8mECRM82d6yZcvSFvzQoN+8efM82Q6Q77guAK4NgL8ZAN+nAHTdAw88kDeHrbrAai9Q3CMH7bLLLnLTTTeZx9rffNSoUaYLsEauNQg3btw4ufvuu7O9mwAAAAAAAAVdeyEVr2sv9CYCfznqrLPOkueff14OOuggqaurk//+978mAHjRRRfJW2+9JZtttlm2dxEAAAAAAKCgay+k4nXthd5EV98ctu+++5obAAAAAAAACrP2Qm8i4w8AAAAAAABIqr2gtRa09oIG/xzHMdN7q/ZCbyLwBwAAAAAAABRg7QUCfwAAAAAAAEAB1l5gjD8AAAAAAACgAGsvkPEHAAAAAAAAFCACfwAAAAAAAEABIvAHAAAAAAAAFCDG+ENKp556qilTPXToUI4QwHUBdIi/GQDXBWCLvxkAkFk+x3GcDG8TAAAAAAAAQC+jqy8AAAAAAABQgAj8AQAAAAAAAAWIwB8AAAAAAABQgAj8AQAAAAAAAAWIwB9amT17tkydOlUGDhwoZWVlss0228ill14qdXV1HClkjdYgeu211+TCCy+UyZMny4ABAyQUCpnzdP/995cHHnjAtEknEonI9ddfLxMmTJCKigrp37+/TJkyRWbMmNHptpcsWSInn3yyjBgxQkpKSmTkyJEybdo0Wbp0aafLPvbYY7LPPvtIdXW12e7EiRPlhhtuMPvTkdraWrnkkkvM9afXob5OvS7nzJnT6TaBmTNnis/nM7fRo0enPSBcFyima+KII46QYcOGmc/xwYMHy5577mk+Z6PRaLv2XBsodOvWrZOLL77YfC+prKyUcDgsw4cPlyOPPNL8XyAdrg0AyFNa1RdQf/zjHx2fz6fRE2fEiBHOjjvu6JSUlJjn48ePd7766isOFLJi1qxZ5jx0b1tuuaUzadIkp3///olpP/jBD5zGxsZ2yzY0NDiTJ082bQKBgPOtb33LGTNmTGK5Cy64IO12X3vtNaeystK0q66uNtvs16+feV5VVeX85z//SbvsOeeck9iGbk+3q9vX59/5zndS7qv68ssvnXHjxpl2ev3pdajXoz7X6/O2227r5lFEMdi0aZMzcuTIxLk3atSolO24LlAMIpGIc9xxxyWuB/0s3WWXXczfkHA4bKbV1NS0WoZrA4Vu4cKFzrBhw8z57/f7zfWg3zX69OmTuFauuuqqdstxbQBA/iLwB+Ott94yf/w1sHDnnXc68XjcTP/8889NsEO/BBxxxBEcLWTF888/72yxxRbOLbfc4qxevbrVvL/97W+JAHWqIN4vfvELM0+X/+ijjxLTn3jiicRyTz75ZLvl6urqnKFDh5r5J598svnCq/T+pJNOSvwnsr6+vt2yM2bMSATudDuuDz/80OyHzvvVr36V8rUecsghZr5ed3r9Kb0e9bp0g5fz58/v0vFD8fjZz35mzpPDDjusw8Af1wWKwU9/+lNzHUyYMMGZO3duu894/Xxubm5uNZ1rA4VuypQp5rrYaqutnAULFiSmNzU1OZdeemnih8Z33nmn1XJcGwCQvwj8wTj00EPNH/qf/OQnKX8Z1KCgzn/33Xc5Ysi4jRs3tvvPWbKrr77anJ+aARiLxRLTv/jii0RWx4svvthuOfcL7k477dRu3s0332zmjR071nwZTqbP3axBzZRtS/+TqfMuu+yydvNeeOGFRFBwzZo1rea9/fbbiV/gFy1a1G7Z448/niA80nr55ZfNf9YOP/xwZ/r06WkDf1wXKAb6ma/XgGY22fZY4NpAMWSFu717kn+YTDZx4kQz/5prrklM49oAgPxG4A+mm4ub+fTKK6+kPCL77befmX/JJZdwxJBz3ICZ3vTLqeuuu+5KBO9SWbFiRWK5Tz75pNW8PfbYw0z/7W9/m3JZna7ztRtx20C5u05dfyq6Pzr/nnvuaTX9oosuMtP1ektFr0+dX1pa6tTW1qY5GihGmomqXcS1C7qedx0F/rguUAymTp1qrgH9EccW1wYKnQ4n4n5Hef/991O20R4+Ov83v/lNYhrXBgDkN4p7QObPny9NTU1mwOtdd9015RHZa6+9zP0bb7zBEUPOaWxsTDzWYhgu93x1z9+2dCDrLbbYolVbFYvF5K233upwWXf6m2++adq33aauV9ffleups/3V61MH4NbX+84776Rsg+L0m9/8Rj7++GP53e9+l/a8c3FdoNDpZ+Rzzz1nHh966KHmc/qMM86Q733ve3LIIYeY62XFihXtluPaQKHbbLPNTJEy9eqrr6a8dtzvP9/+9rcT07k2ACC/EfiDLFy40ByFzTff3FRKTWXMmDHmXv9jCeSaBx980Nxr1d4+ffq0O7fHjh2bdtlU5/ayZcukubm5w2Xd5TRo/umnn/Z4mzbL6vWp12mqZVG8NAisVas1MKzBjc5wXaDQvfvuu6b6qFZTf/TRR2W33XaTO+64Q2bNmiVPPfWUXH755bL11lvLI4880mo5rg0Ug+uuu85UfT///PPl7rvvli+++ELq6+tl3rx5pvr18uXLTXXf/fffP7EM1wYA5DcCf5B169aZo9C/f/+0R8Odt379eo4Ycsrbb78tf/7zn83jCy+80JNz212uo2WTp6datjvXE9ciukqzTadNm2Ye33XXXeL3d/5nnesChW7VqlWJH2Y0uLHHHnuYoIY+1wDG0UcfLQ0NDXLccceZIKGLawPF4JhjjjEB8HHjxsmpp54qQ4cONUHynXfe2WTH/ulPf5KHH3641TJcGwCQ3wj8IdFNUrsQpqPdgJV+UQZyxerVq+Xwww83mR16r19mvTi3k7sOp1vWXS7dst25nrgW0VU33HCDCX7/6le/MhmvNrguUOhqa2vNfTQaNV0bZ86cKTvttJP5XN5qq63koYcekokTJ5rM7quvvjqxHNcGisXixYtNME8z/7Qngf79qKyslLVr15ofkf7zn/+0as+1AQD5jcAfpLS01BwFt2tjKvoredvx04Bs2rhxoxx00EGmS8qkSZPkvvvu8+zcdpfraFl3uXTLdud64lpEVyxatEiuuOIKM56kdl20xXWBQpf8Ga4ZTVVVVa3ma2bs2WefbR7rWIDxeLzVcvzNQCH73//9X/nlL39pAn2a8arDleiQERoIvOaaa+S9996TKVOmmB+VXFwbAJDfCPxBqqur23VvbMud57YFsp3NceCBB5rCNNttt535j1vy2H49PbeTH6dbNnl6qmW7cz1xLaIrTj/9dJOFoWOXlZeXWy/HdYFCl/zZOn78+JRt3OmbNm1q95nM3wwUKg3q6d+MYDAojz32mOywww6txhHWIVNOOOEE87flkksuSczj2gCA/EbgD2aAa6WZU9plMl2XgOS2QLboANQ/+MEPTIU5PR91sPYBAwakbOuer5988kna9aU6t0ePHp3oqptuWXc57bY7atSoHm/TZlm9PvU6TbUsio+OWabdtPQ/aUOGDGl102wO9dlnnyWmvfbaa2Ya1wUK3TbbbJMy+y9Z8nS3MjvXBgrdK6+8Io7jmC7vbqGxtr7//e+b+7lz5yamcW0AQH4j8IfEuDfa/TD5j3yyl19+2dzvvvvuHDFkjf4Cfeihh8pLL71kgnMvvPCCCWiko5Uc3S+6qXz++eeydOnSVm2V/hKu3YeTz/223Om77LKLBAKBxHT3GtH16vq7cj25+5Bum3p9ahc0/Q+rjk8F6H/gdKzLtjfNYlLahdGd5nZf5LpAoRs+fHjiBxn3h5aOfrxxfzzi2kChq6mpMff6o1FHf1fajnfMtQEAec4BHMc5+OCD9a+885Of/KTd8Vi4cKHj9/vN/HfeeYfjhaxobm52vv/975vzcMSIEc6SJUs6XeaLL75wQqGQWebFF19sN//SSy8183bcccd282688UYzb+zYsWbbyZqampwxY8aY+bfccku7ZXfYYQcz77LLLms374UXXjDzwuGws2bNmlbz5s2bZ+bp9bZo0aJ2yx5//PFm/uGHH97pa0dxmz59ujlXRo0a1W4e1wWKwfnnn2+ugfHjxzuxWCzt9579998/MY1rA4VuxowZ5rwPBoPO4sWLU7Y58cQTTZuddtopMY1rAwDyG4E/GHPnznV8Pp+53XnnnU48HjfTV65c6UyaNMl8ATjssMM4WsiKaDTqHH300eY8HDJkiAlG2/r5z39ulttiiy2cjz76KDH9ySefdEpKSsy8f/7zn+2Wq62tNdvS+SeffLLT0NBgpuv9SSedZKYPGzbMqaura7fso48+aubr+nU7Lt2+7ofOO+uss1Lu79SpU818ve70+lN6Pep1qdenBgU1QAh0N/DHdYFioD+s9O3b11wHv/jFL8wPNu7n6R/+8AczXT9TZ8+e3Wo5/magkOl3lsGDByd+9FywYEFinv7Ied1115l5qX7Y5NoAgPxF4A8JN998s/kSrH/sR44cab4QuIGRcePGOV9++SVHC1nxj3/8I/FFdPTo0c6ee+6Z9vb222+3Wra+vt7ZfffdzbKBQMCZMGFCIltPb+ecc07a7b7yyitORUWFaVddXW2CcXqvzysrK53XX3897bIa2HO3odvT7er29fnkyZMTgcRU/1ndaqutEoFDvQ71enT/k/rHP/6xB0cSxaKzwB/XBYrB888/75SVlSU+w3fdddfEDzr6eXr99de3W4ZrA4VOex7odxj3OtC/ExMnTnSqqqoS31uOOOII86NrMq4NAMhfBP7QyqxZs5yDDjrI6d+/vwk6bL311s5FF13k1NTUcKSQ9SCGza1t9obSTI9rr73WdMHV/wRqFsjee+9tMvM688knnzgnnHCCye7TbsN6r91g0nWRSfbwww+b7ej2dLu6fd2Ptl2H29q0aZO57vT60+tQr0e9LlN1Vwa6E/hTXBcoBpohrp/ZOkSEfoZvttlmziGHHOLMmTMn7TJcGyh0y5YtMz9Qbrfddk55ebnp+jto0CDnwAMPdB588MG0y3FtAEB+8uk/2R5nEAAAAAAAAIC3qOoLAAAAAAAAFCACfwAAAAAAAEABIvAHAAAAAAAAFCACfwAAAAAAAEABIvAHAAAAAAAAFCACfwAAAAAAAEABIvAHAAAAAAAAFCACfwAAAAAAAEABIvAHAAAAAAAAFCACfwAAAAAAAEABIvAHAAAAAAAAFCACfwAAAAAAAEABIvAHAAAAAAAAFCACfwAAAAAAAEABIvAHAACQ46699lrx+XwSDodl7ty5KdvMnDlT/H6/afePf/wj4/sIAACA3ONzHMfJ9k4AAAAgPf26tv/++8usWbNkyy23lHfeeUeqqqoS81etWiUTJkyQL7/8Un7yk5/IX//6Vw4nAAAACPwBAADkgy+++MIE99asWSM//vGP5YEHHmgXFBw7dqzMnz9fKisrs727AAAAyAF09QUAAMgDQ4YMkfvuuy/RldfN6tNuwBr0C4VC8uCDDxL0AwAAQAJdfQEAAPLIOeecIzfddJMJ8N1xxx1y8sknSyQSkeuvv17OPffcbO8eAAAAcgiBPwAAgDzS3Nwse+yxh8ybNy8xTbv6/utf/zLZgAAAAICLwB8AAECeWbBggeywww7mcd++feWjjz4yXYEBAACAZIzxBwAAkGfuuuuuxONNmzaZKr8AAABAW2T8AQAA5JGnn35aDj74YPP4W9/6lrz33nsyaNAgcz948OBs7x4AAAByCBl/AAAAeWLVqlVy0kknmcd6/9JLL8no0aNlzZo1csIJJ4jjONneRQAAAOQQAn8AAAB5IB6Py/HHHy9r166VrbbaSm699VYzvt8//vEPCQaD8txzz5lqvwAAAICLwB8AAEAeuO666+SFF16QUCgkDz74oFRUVJjpu+++u1x++eXm8UUXXSRvv/12lvcUAAAAuYIx/gAAAHLc3LlzZfLkyRKJROT666+Xc889t1024L777itz5syRrbfe2gT/3MAgAAAAiheBPwAAgBxWU1MjEydOlCVLlsj3vvc906XX5/O1a7dixQqZMGGCrFu3Tk488USZPn16VvYXAAAAuYPAHwAAAAAAAFCAGOMPAAAAAAAAKEAE/gAAAAAAAIACROAPAAAAAAAAKEAE/gAAAAAAAIACROAPAAAAAAAAKEAE/gAAAAAAAIACROAPAAAAAAAAKEAE/gAAAAAAAIACROAPAAAAAAAAKEAE/gAAAAAAAIACROAPAAAAAAAAKEAE/gAAAAAAAIACROAPAP5/O3ZAAwAAgDDI/qnt8UEMAAAAIEj8AQAAAMB6DqrlaIq6DgptAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = tobac.testing.make_simple_sample_data_2D(data_type=\"xarray\")\n", "dxy, dt = tobac.utils.get_spacings(data)\n", "features = tobac.feature_detection_multithreshold(data, dxy, threshold=1)\n", "track = tobac.linking_trackpy(features, data, dt=dt, dxy=dxy, v_max=1000)\n", "\n", "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(16, 6))\n", "\n", "data.isel(time=10).plot(ax=ax, x=\"x\", y=\"y\", cmap=\"Greys\")\n", "\n", "for i, cell_track in track.groupby(\"cell\"):\n", " cell_track.plot.scatter(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "0544c73e", "metadata": {}, "source": [ "To simulate a gap in the data we set 5 timeframes to 0:" ] }, { "cell_type": "code", "execution_count": 24, "id": "ae9061dd", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:11.009838Z", "iopub.status.busy": "2026-02-02T20:12:11.009728Z", "iopub.status.idle": "2026-02-02T20:12:11.012273Z", "shell.execute_reply": "2026-02-02T20:12:11.011905Z" } }, "outputs": [], "source": [ "data[30:35] = data[30] * 0" ] }, { "cell_type": "markdown", "id": "f43d13d9", "metadata": {}, "source": [ "If we apply feature detection and linking to this modified dataset, we will now get two cells:" ] }, { "cell_type": "code", "execution_count": 25, "id": "d6c3df4f", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:11.013781Z", "iopub.status.busy": "2026-02-02T20:12:11.013674Z", "iopub.status.idle": "2026-02-02T20:12:11.239221Z", "shell.execute_reply": "2026-02-02T20:12:11.238808Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 59: 1 trajectories present.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABP8AAAJDCAYAAAB0RrFvAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA6RJJREFUeJzs3Qd843X9P/BXdtJ0Xm9v5sGxl4BsZCogWwRkC4g/NojKXjIF/bNUZIkIspGNLBEB4dgg87jj9u5us/N/vD7ffntpmrTftmmTtq8nj5A2+XxHk/SavvsernQ6nYaIiIiIiIiIiIgMO+5in4CIiIiIiIiIiIgMDAX/REREREREREREhikF/0RERERERERERIYpBf9ERERERERERESGKQX/REREREREREREhikF/0RERERERERERIYpBf9ERERERERERESGKQX/REREREREREREhikF/0RERERERERERIYpBf9ERERymD59OlwuF+6++249PiIiIiIiMmQp+CciIiMKg3mXXHIJXn311WKfyoiRTqfx5ptv4oILLsDOO++McePGwefzoaqqCltssQV+9atfYeHChY729eijj2LPPffE2LFjEQwGscYaa+Ckk07C119/7eg87rjjDuywww4YNWoUysrKsO666+Kss87C0qVLe9w+FovhhhtuwFZbbWXOvby8HBtttBEuvvhiNDU1OTr/gTpGa2srnn32WVxxxRU48MADMW3aNBO85oWv90LieXCfPC+eH8+T5/vb3/7WnH8+9fX1eOKJJ3DRRRdhn332wYQJEzrOMV+Qnd+n9pq+XObOnWv2k0gk8NJLL+G6667DYYcdZp53t9tt1hxzzDE9fs0rV67EXXfdhSOPPBIzZ85EOBxGIBDA5MmTsf/+++Oxxx5Df/373//G73//exx99NHYcMMN4fV6zfnxe8apwXiNFvN7UERERPooLSIiMoLstNNOaf74u/jii7tdt+uuu6ZnzJiRfvTRRwft3IarK664wjzm9sXlcqWrq6vNtX1bZWVl+oknnsi7j1QqlT722GM71rvdbrON/XlZWVn66aefzrt9JBJJ77nnnh3rvV5vury8vOPz2tra9KxZs/Juv2rVqvRmm23WsT4QCJhj2p9PmzYtPXfu3H49Tv05xiuvvNLpMc689PRa7w0ef/r06Z0ed56n/TnPn19HLnfddVfec+R9ufznP/9Jjxs3LufF5/OZbXmdb828efPMfubMmZP32EcffXSPXzdfL5nbBIPBdDgc7nTb3nvvnW5paenzY5vv/PhvlhMD/Rot9vegiIiI9J0y/0RERHJgltDnn3+OAw44QI9PP8XjcVRWVuLkk0/Gyy+/jJaWFtTV1ZnrRx55BFOnTkVjYyMOOeQQfPbZZzn3wYwtZl4Rs5gaGhrMhc/Rd7/7XZP5duihh2LOnDk5tz/zzDPx/PPPm4zDm2++2RybmVDvvPMO1ltvPZPZxWw0nkcuRxxxBN5//33zdfz97383x+M+XnjhBZPB9u2332LfffdFMpns8+PU32PU1NTge9/7Hs4991zcf//9GD9+PAqJx+XxmU3H8/nnP/9pzo/n+cADD6CiosKcP7+OfHhOe++9N84//3zz3PeEz+2SJUtyXnhfT2umTJnSsS+e3/bbb4/TTz8d99xzDzbddFPHXzszB7/zne/g1ltvxezZs9HW1obm5mbzejv++OPNGmZeMgOur0KhkDkGv09uv/12k13XGwP9Gi3296CIiIj0Qz8ChyIiIsM2808K5/3338+bDUbffPNNOhQKmefl+OOP73I/t62oqDD3n3TSSTnvHz9+vLn/yCOP7HL/F198kfZ4POb+q666qsv9s2fP7jj+BRdc0OX+F198sSM76f777+9y/xtvvNFx/5///Od0X/T3GIlEosttzPQq5Gudx7XPgeeT7W9/+1vH/fx6ssXj8S639ZT55+R72UlmXDKZNJlrubZ3kvn38ssvd3s/X5f212JnG/ZW9nPI83L69Q30a7TY34MiIiLSP8r8ExGREYE9xdg/61//+pf5/NJLL83bH6yngR/2evYjY7YK+1WttdZaJnOHvdb+7//+D8uXL+9Yz4ybn/3sZ6Y3FntkMdPt7LPP7rEHF7NqrrzySmy99dYmq4s9xpjJ9OMf/xhvvfUWhgpmWPH88+Hjsssuu5iPmQWUjf3U7MeK/QGzcd/MliJmkzGjKNNf//pXk+3E/mennnpql+3XXHNN/OhHPzIf33vvvV3uZ5ZY9rpM2267bUdftr/85S/oi/4ew+Px9Om4fTlHPlc8n2zspcfnMt85soddsdj9/frKfn3mY2f/0axZs/p0jP48hwP9Gi3296CIiIj0j4J/IiIyIjAwZw+aIDbs5+eZl97+8j1v3jwT2LrxxhtNs/pUKmVuu+WWW7DTTjuZAQcMZm255Zb4wx/+gFWrVplfgOfPn2+a8rP8MV8J3n//+1/MmDHDDMl4++23zS/eDP4tWLDAlFiyzO6qq67CcMGgKOV6PFheShy0wOBqLnwsieWYr7/+es7td9xxR/O8d7c9A7VffPFFzu332muvvAEke3sem+fQW4NxjP5gSed//vOfTueRjefN8yeWmo4k9us332s4c3DJQEwQ7+/rh3/46G5ATLG/B0VERKR/FPwTEZERgVklmX3CzjnnnG77gznB3mGjR482WXjs/8ULe61xgiV711144YWmj93GG2+MTz75xGTyMYh30003mUAjgyl2D63sX8T5SzwDigcffDDeffddRCIR0wuLt3G/3P7Xv/41Hn/8cQyHnoB2YImTSbPxsSNOQM0n875PP/200332533ZngFbvjacbs8AcL6+hfkMxjH6i8fjcTPPIxf7Pn49/LpGiszp4blewwNpMF4/xfweFBERkf5T8E9ERKSPmIn34osvmrJcYlYhSx9Z0ktsas8yt2eeeQYbbLBBR4YQy4IPP/xw8zmz+LJxYAOzBn/yk5/goYcewuabb95RMjl27FhcdtlluPbaa83nubJ0esLyv+ySZ6cXlkMXGrMgGdSkn/70p13uX7RokbmeNGlS3n0w4FpdXd1pPTHYapcrdrd95n2Z2y9cuDDnGqfbOzEYx+ivzOOV6jkWC79X7SzcHXbYwWTsDqbBeP0U83tQRERE+q94zVdERESGOAaqamtru9zOKZ2XX365+Zj9ABkkzLWGva0++uijLlk8jz76qPn4l7/8Zd5jH3XUUWbfH374oQmcsWzZqVGjRvVqfaYxY8agkFgeeNFFF5mP2ctw11137bLGDhwwuNAd3s9ATGYvxcyPu9s+875Cbu/EYByjv4bCORYDs+gYpF+8eLH5PmdWb76AuzXfpDSfGwb1uzu/Yn4PioiISP8p+CciItJH3/nOd3LenhlY22qrrbpdU1dX1+n2N998s6O8MlcgLBf2yOpNMM8OLhbb559/jgMPPBCxWMxkRv7xj38s2rn0ZxiEjFws/X/qqafMx7feeis22WSTYp/SkKXvQRERkYGj4J+IiEgfVVRU5P7hmjHVtKc1iUSi0+2Z5W52KayTYQxDzZdffmmCm5yKzDJJlk/ne6x4OzMie/o67fsz95P5cXfbZ04n7cv2mfdlbsPg5htvvNFlPftL2pON+3uM/mKAmkNosrE/ph0oLvY5liL2DWVpP3Hoz3HHHVeU8xiM56aY34MiIiLSfwr+iYiIlBB7UiinEw/FoJ7TwN8uu+xiSiXXXXddvPLKKxg/fnze9RMnTjSBh8zeZtn4WLHc0F6fGUTghWWE3W2feV/m9pl9yPqyPc87VxA3czpsf4/RXwzA5jrHzIEdmcfjeXCIzWCeY6n5xS9+gd/+9rfm4+uuuw5nnHFG0c5lMF4/xfweFBERkf7TwA8REZESYgfB2tra8PXXXw/IMZiNxuP05ZKvjLm3gT9mOK6zzjom8DdhwoRut7GngNoTR3PJvM8erpL9eV+2Z39E+zlxsr3b7cb666/faQose6llXzjRuVDH6C+eS65zzJxgy+PxuE7PkV8Pv67hiAN5GPAjDt5hBmAxDcbrp5jfgyIiItJ/Cv6JiMiIYgcwBqr5fn+x1NLufZVrEnAh2NlofbkwS6w/gT8OPrADfwwuOcnw2X333c31Z599hnnz5uVc89xzz3VkTG6//fY5t//3v/+dN5vS3n7atGldprXa2z///PN5Xzf29jw2z6G3BuMY/cFhDNttt12n88jG8+b50x577IHhiIG+66+/viPwx0BgKRjo10+xvwdFRESkfxT8ExGREaWystJc2+VppWbs2LH44Q9/aD5mdhEDZt3JLM10Kl82mpNLZsZaXwJ/dqmv08AfHXDAAaZskMe/+uqru9zP5/IPf/iD+figgw5COBzudP+RRx4Jj8djyg7tHm2Z+DXZgVZObs129NFHm+vZs2fjoYce6nL/f//7X5PBaE9h7ovBOEZ/2efI8+D5ZON5f/PNN0U9x4EO/NmlvgwAlkrgbzBeP8X+HhQREZF+SouIiIwg559/PtNi0muvvXZ6wYIFeddNmzbNrLvrrru63MfbeXnllVdybjtnzpyONfw4F25rr8k2e/bsdG1trblvzJgx6TvuuCNdX1/fcf/y5cvTjzzySPqAAw5I77HHHulS99VXX6UnTpxovp4ZM2akFy1a1Ot9XHPNNWZ7l8uVvvTSS9PNzc3m9i+++CK9/fbbm/vC4XD6m2++ybn9z372M7PG7/enb7311nQ0GjW3z5o1Kz1z5kxz3/jx4zs9zpn23ntvs6aqqir94IMPppPJpLn9xRdf7PjaNtpoo3Qikej111aoY6xatcq8NuzLlClTzDbnnntup9ubmpr6dH7xeNwcn/ucNGmSOS/iefJ8KysrzX38OvLJPA9e7O+Bm266qdPtLS0tPZ7PTjvtZLbltRN8bjOP8d3vftdsf9hhh3W6Pddr4Be/+EXHud5www3p3sr8fs/1bwrxeck8D54X1/M8M2/n81zo10/mv1kXX3xxSX4PioiISN8p+CciIiPKl19+mQ4Gg+YXTbfbnR43bpwJ9PEyf/78kgj+0XvvvZeePn16xxr+wl1TU5MuLy/vuI2X3XbbLV3qjj322I7zZYCIj3l3l1xSqVSn/Xg8HhPksD8vKytLP/3003nPIRKJpPfcc8+O9T6fL11RUdHxOYOtDELkw4DLZptt1rGeryEe0/6cr5d8z7VT/T2G/Zrt6XL00Uf3+Rx5/MzXJc/P/n7iheefLzhFTs6vuwBUf4J/9vqeLtn7+/bbbzvus//N6O5y3XXX9Sn4x+fFyfnxeS7068dJ8K/Y34MiIiLSdyr7FRGREcUeMrHffvthzJgxWLlyJb799ltzSSQSKBWbbbYZ/ve//5kSud122w2jR482JXOpVMp8DYcffrgpk3v00UdR6njOtsbGxh77CubCPoh33nknHn74YdM/rKamBpFIxPQH++lPf4oPP/wQ3//+9/OeQyAQwLPPPovbb7/d9CNjWWI8HjeP5ZlnnolPP/0UW2yxRd7teby33nrLlHtync/n6xiEcNFFF+Gjjz7C9OnT+/U4DcYx+ovH53nwfHhefF54njxfnjfPn1/HcJL5+uXHPb1+m5ubi3KeA/36Kfb3oIiIiPSdixHAfmwvIiIiIiIiIiIiJUqZfyIiIiIiIiIiIsOUgn8iIiIiIiIiIiLDlIJ/IiIiIiIiIiIiw5SCfyIiIiIiIiIiIsOUgn8iIiIiIiIiIiLDlIJ/IiIiIiIiIiIiw5S32CcgpWH69OlYtmwZgsEg1lhjjWKfjoiIiIiIiMiwNGfOHEQiEYwdOxZz587FSHHEEUfg888/H9BjrLfeerjvvvsG9BhDkYJ/YjDw19bWZi51dXV6VEREREREREQG+PfwkYSBv/fee6/YpzEiKfgnBjP+GPgLhUJYf/319aiIiIiIiIiIDIDPPvvM/P7N38NFBoOCf2Kw1JcZfwz8vfvuu3pURIosnU4X+xSkl1wulx4zEREREenRFltsYTLgRnLLrUK/d9bvT93TwA8REREREREREZFhSpl/IiIiIiIiIiIyaJT5N7gU/BMRERERERERKZREDIg1A6kk4PYA/nLA69fjm0EtcwaXgn8iIiIiIiIiIv0VawGalgIN863gH/t4s7cdg39VU4CKcYA/rMdZBp2CfyIiIiIiIiIi/dFWDyz9BGhdBQQqgPJxVtYfs/+iTdZ9TYuAcRvqceYACndhR1Akk0k9rt1Q8E9EREREREREpD8ZfwzuRRqBqslWtp+NAcBQNRCsApqWWOvSKT3WMqgU/BOREUvj4GUkvZ7UV0VERERkgLDUlxl/mYE/ZvsxA3D1mzGgYjzQsABIxkf0U8H3pYV+b8r9lfr78WJS8E8Kgt9k+kaTwfzHXUREREREpCSGe7DHHwN99u88rSuBlhVAoBIoHw+422/n/Vw3woN/MvgU/JN+1dSvXLkSTU1NiMVieiSlW36/HxUVFaitrYXH49GjJSIiIiIiQx8He/DCHn8UbbYCf+bjRsDtBcrHrF7P4F9a/emUHDK4FPyTPgf+5s2bh0gkokdQHGGAmMHilpYWTJ06VQFAEREREREZ+jjQg+Wm7O2XiAJNi1ff5wkAZbWd13OdyCBT8E/6hEEcBv6YwTVu3DiEw+GCT+uR4SOVSpmg39KlS83rhq+fsWPHFvu0RERERERE+ofBPJbzsvy3ceHqYR4uD1A5kWNtuwYLRZl/g0zBP+kTlvoSA39VVVV6FKVbDAzbr5NFixaZ14+CfyIiIiIiMiQx0MdSX5P1lwS8AWDFV4AnI8RSOR7w+rtuy0EgDAyKDCIF/6TXONjD7vHHjD8Rp+zXC18/fB2pz4OIiIiIiAwZsRZrsi8HfDD4x3JfZv2tmgM0LwNGrQn4gkB4LOAv77o91zP45/FhpNPvgoNLwT/ptcypvir1ld7IfL0o+CciIiIiIkNGWz2w9BOgdZU1tIMDPljy27LSup9BvSUfAVO3Acpqum7P36OblgBloxT8U/Bv0Cn4JyIiIiIiIiLSXcYfA3+RRqBqspXtZ25vBVpXAuHRgDcErPwaWPmNFRwMj7GCgywNZmCQFwb+xm0IuNQvXwaXgn8iIiIiIiIiIvmw1JcZf5mBv2QcaFzElD7r81AVMGMvYPkXQFvD6sEfxBJgBv0qxgF+tc5iyW+hqwi5z8wqRelMwT8RKTr9I63HuBhGWp+RYn2fjbTHWURERIbhcA/2+GM2n/2+JpUCGjjZt31yLzP5KidZ/f5Gr2Nl+zHYx8w/Xhj8yzX8Q2SQKPgnIiIiIiIiIpILB3vwwh5/duCPGX/J6Oo1vI+BP2KQsHmpFexjma/kpD8QDy4VmosMI3PnzjX/iE6fPr3LfbyN93GNiIiIiIiI5Mn0Y4lv83LrOt5mDetgBh9LfevnAfGW1evLaoFg5erPuY6Y/SdSIpT5JyLdevXVV/Hf//4Xs2bNMhc7ePjkk09in3320aMnIiIiIiLDY6gHe/uxxJeZfgz4scyXmX4tywG3D4g2ri71JTPYY3Tn/dhBPzsIKDkp829wKfgnIt3af//90dDQoEdJRERERESGp7Z6a5ovM/0Y0GMZrz2pl7etmgOs+AoYsw7gK1ud8Zcd+CNO9WWPP15ESoSCfzLkxBIptEQTSKbT8LhcCAe88HtVwT5QZs6ciXXWWQdbbrmluRx66KFYsGDBgB1PRERERERkUDP+GPiLNHae5ksuj5XpxyDf8s+B+vnAqDWBmmlWkDAbswUZ/OOwDw346JYy/waXgn8yZLTGEljWGMGi+ghaokmk0im4XW6EAx5MrA5ibGUQZX69pAvtjTfe6PS5x6P0dRERERERGSZY6svsvuzAH7P+ONgj3gqEqoGK8UDLMmDsBvkDf01LrCEfFe3DQSRv4K/QwT8FE7undCkZEhra4vhoQQM+X9yEVBoYUxHAxOoyc83PeTvv57pSlUql8MADD+D73/8+xo0bh0AggEmTJmGXXXbB73//e7S0ZDSNbbdy5Uqcf/752HjjjVFeXo5wOIxNN90UV111FVpbW4vydYiIiIiIiAyb4R7s8cdgXmYwKhEF6r+1An/kDQC161iXlV8DzStW9/bjNcuGGxZYgz+Y9ecPF+frEclDaVIyJDL+PlvciOZIAhOrQ50i+h63C1UhHyqDXixripp1G0+uKrkMQAb2Dj74YDz33HPmcwb/NtlkEyxduhSvvfaaGaqx0047mcCejcM1fvCDH2DZsmXw+/1YY401TADx448/xocffoiHHnoIL730Empqaor4lYmIiIiIiAxRHOzBC3v8ddzWamX8dRrsUWWtqZ4CrPgSSEaB5qWr72d/Pwb9mPGnwJ8jytQbXKUVIRHJgaW+9S2xLoG/TLx9bEUAi+rbzPrpo0uruepJJ51kAn8M+t19993Ya6+9Ou6rq6vDvffe2ymIt3z5cuy7774m8HfmmWfikksuQWWlNT5+zpw5OPzww/HWW2/h1FNPxV//+teifE3pdNpcertNf7YvhqFwjjKyn9tSf+NU6Me51L9eERERGUKYtcf3KvZkXvb9Y+kuMt6/hMcCZe2/qwXKrfLfCZsCvpC1Pbdl8E89/qSEKfgnAybJetwCDPdYUNeGUMCLFG/o4ZdIruP6cZWhggwBYWZhfzFL77777oPb7cZTTz1lhmZkYtDvtNNO63Tbb3/7WyxZsgRHHHEEbrjhhk73MQOQWX/rrbce7r//flx99dWYPHlyv89TRERERERk2Jf5MtPPDtrxmn9Y5DUDf+zpZ3O5gcoJnaf22qW+DPyxt5/0GX8/lsGj4J8MWODvf4sa+72fxra46edXU+bHquZYj+tTqTTqWmNwwYXKkK/fx585sbLfAcBHH33UXO+2225dAn/5PPzww+b65JNPznk/g31bbbWVKRdm2TAzAUVERERERCTPRF8O9mB/Pwb/mFTCoJ8nAESagNY6wJMRHmFgsHIy4At23g8n+TIYmBkQFBkCFPyTkpZKp81AD7fDABzXpdu3KxWffPKJud52220d9wecPXu2+ficc86B15v72/TLL7801wsWLCjYuYqIiIiIiAwrHMax9BNroi8He7B3n531x8Bf3VygeQkwfiOrX5/HZwX+sst4+Tsmg3/s7acS335TK5fBpeCflDS3ywXG/ZjR5yQAyHWu9u1KRWOjlQFZXV3taH19fX3Hx//97397XK+pvyIiIiIiInky/hj4Y0lv1eTOE335m2O82erh17ocWPopMPk7QPVUwO3tGvhjL0CW+nKoh8gQo+CfDAiWyrJkthA9/9JII5mGmerbk4a2OMZVBbD5tJqS6flnD+rIDOp1p7y8vNPgj9GjR/f7HEREREREREYclvoy4y878JdKAA0LgUTEKu0dM9Oa4htpAKLNVoagnR3IbD9eGPhj1p+m+RYk66/QmX/KJOyeOizKgGHgrL+XkN+DyTUhtEUT5sXqcbnyXng/13E9tyvE8Qthww03NNdvvvmmo/VVVVUdAzw+/vjjgpyDiIiIiIjIiBvuwR5/DORlBpp4e/18K/Bn42CPNXcGgpVAOgU0LwUaF1nXHPzBoN/EzYCQs2oucR4ALNRFuqfgn5S8sZVBVIf9WNYURTpPLz/ezvu5jutLyUEHHWSuX3zxRcyaNcvRNocccoi5vvHGGwf03ERERERERIYlDvbghcE/WzwCNMwDkhnDJEOjrOBf+Rgr+DduA2DqtlYJMK95qV1TGX8ypCn4JyWvzO/F+hMqUR70YlF9mynt5TRh4jU/5+28n+u4vpRsvPHGOOKII5BKpbDPPvvg+eef73Q/y4FvuukmfPvttx23nXfeeRg/fjyefPJJHHXUUVi0aFGnbWKxGF544QUceuihSCbbx82LiIiIiIiIhSW7TB5h+a75JarFygTk7bbwWCvoR/Y6l8cq8eXtvNZwjwGhzL/BVVpREpE82O9v48lVWNYYwaL6CJYzCxAc7uFCOODBehMqTMZfqQX+bH/84x9N/z4G7Pbaay8T2JsyZQqWLVtmpvUygLfDDjtg2rRpZv24cePwzDPPYL/99sO9996L++67D+ussw5qamrQ0NBgpgEzAEh/+9vfejx+ZsYkP86XQZnLqaeeigceeKDj87q6OnN95JFHwudb3YeRX99A6815l6rh8DVI/xS6LKFYr6lilVcU8utViYiIiMgww5JeZvuZXn2N1jUv8VagcTHfSbQvdFmDPpjpZ7ODgnYQUGQYKc1IiUgODOxNH12OidVlaIkmkEynTa+/cMBbkOEeAykcDuPZZ581gbp77rkH77//Pj744AOMHTsWO+64Iw488ECsu+66nbbZbLPN8Mknn+C2227DE088gc8//xxz5swxgcGtttoKu+66K/bff394vQP7bdzc3IyVK1fmnWIsIiIiIiJSVMzq43APZvYx+Mc/FjKYVz8PaF4CeIOAN2CtZQ+/yoldy3g51MNfbl1kwOmPsINLwT8Zchjo8w/B1Gu3222y5XhxisM/fvnLX5qLE9OnT8+bFcPAYV/cdddd5iIiIiIiIlJy2uqBpZ9YU33Z36983OpJvY0LgYXvWcG+6inW/ZWTrQm/mfg7FIN/HOwxBH/XFOmJgn8iIiIiIiIiMjQz/hj4izQCVZM7T/VtXWll9zHw17IUgAdYY/vcgb+mJVZ/v4pxg/4ljNSsPybHFHqfkp+CfyIiIiIiIiIy9LDUlxl/mYE/FkI1LbZ6/rHUt2oK4PZZ5cCNi4BA+erMQGb78cLAH7P+skuBRYYJBf9EREREREREZOgN92CPP5by2oG/VApoWmRlBNoY2Bu9jtX/j9mADQsBT3sohP39GPRjxp8Cf4NKmXqDS8E/ERERERERERk6k3yZuWd/zh5/5v6oldmXjK3extde9ssS0zEzrMDf+A2BQKW1Dwb/1OOvKBT8G1wK/omIiIiIiIjI0Jnky0y/ZAJoWQGERlmlu83L2mt+2zEjsGIiYLeCY7CPGX8M/JWPKdZXI1IUCv6JiIiIiIiIyNCb5GtKeVdYwTxf2ertymqBstGrA3/EbYjbS9Ep829wKfgnMoSl+VevIYjnbV+KfR4j4ZgiA/EGq9Cv5WK8AXT6NejNqYiISIlN8mUAL1hjZfJxuEcyClRPA/xlQMWE3P37mB3IMl9eREYYBf9EREREREREpPQn+WZmBLLMN1jVPrG32eoBOG4m4M4R5uAf/LiOwz3U468k6I+rg0vBPxEREREREREp7Um+9jTf5iVWII8Y/IvUW+u5LldSPwN/TUusqb+c6isyAin4JyIiIiIiIiKlg4M9Mif5mttagealnaf5srx38tZA4wKr/1/52Pbpvu19AU1WYJMV+GPWX65yYClK1l+hM/+USdg9Bf9EREREREREpHiYucdgHwN2DNzF26yMPRPESwMty6wMv0y+MFA53irzDVZYtzHzjwFCG/v7MejHjD8F/mQEU/BPRERERERERIoz1IO9/Vjiy+AfA37MCGN5b8tywOO3bs/M9uMI33AtEKpdPc2X6yrGA5O2sD62g4gM/qnHX0lyu93FPoURRcE/ERERERERERlcHNrBab4c6sHefizxtct1m1cCK78EVnwJjFkX8JVZ23gCVpDPF8w9yTc0SsG+IUJluoNLoVYRERERERERGdyMPwb+Io3WNN9QtRX4o0QUSLQA5ROASANQP98qCy6rBWqmdw382ZN8q6Yo8CeShzL/RERERERERGTwsNSXGX8M/NmDH7J7+zEgyCy/lhXA2A2A8Oiu+9Ek3yFLmX+DS5l/IsPI3LlzTe+ENdZYo8t9vI33cY2IiIiIiMigYNYeA33Ny63raLPV44+lvnbgj5N86+d2HurhDQITNgFGrwus/BpoXmGVBBOvWTbcsAAIVmqSr0gPlPknMojS/MvUELJy5Uo8/vjjePHFF/Huu+9i/vz5JoA4depU7LHHHjjzzDMxffr0Ifu4FOO4pf4aKPXzc0p/SRx6z0WhX3uFfA2U8rmJiIgM2WEeDOqZj5nt19B528zefiz3Ze+/ZFSTfIcJvhcq9Pshvb/qnoJ/IpLXAQccgNdff918XFFRgfXXXx9tbW2YPXs2brrpJtx111148MEHsddee+lRFBERERGRnod5sIdf3VwrmOcLZ/XpcwFlo4Cy0asn+QbKrUDghE0BX0iTfEX6QGW/MvTTxvm5DAiPx4PDDz8cr776KlatWoX33nsPn332Gb755hvsvvvuaG5uxmGHHYalS5fqGRARERERke6HefCaZbq8ZgCQpb4c8GGX+VZPtXr7ZSaF2aW+DPwxMFg+xrruFDSUoZr9V6iLFCDzjwGAgTB+/HgsXLhwQPYtIyhtnCPdOdmpYhzgDxf7LIeVhx9+GLW1tV1unzx5ssn4W3fddbF8+XLcf//9OOOMM4pyjiIiIiIiUuLDPGwMCLLMF2mrtJe/4/G2cTOB0KjOQT8bJ/nydz5eRGTgMv/Y62agLiKO08YXvW/9BSmdstLGqyZZ1/yct/N+ritRqVQKDzzwAH7wgx+YwHcwGDRBtF133RW///3v0dLSkrPn3vnnn49NNtnElN2Wl5djs802w1VXXYXW1tYBP+dcgT9bVVUVtt12W/PxF198MeDnIiIiIiIiJY5VWdnDPCiVsIZzNC22SnsZ6EtGAH8l4PEBgcrcgT/GDBj8Y7KHMv2GFfaSL+RFCtTzb9SoUXjkkUdQCAz6MeAh0qe08cwfIkwXZxp5sApoWmKtm7hZyWUAMrB38MEH47nnnjOfjxs3zgT0WC772muvmbLanXbaCZtuumnHNrNmzcI+++yDZcuWwe/3m2m9DCB+/PHH+PDDD01WHgdx1NTUFO3rikQi5rqsrKxo5yAiIiIiIkUO+LEyi+W50UYrIYOJGjb+Hte8DEi3l+9SiL/DuKxEjmQMiLcCnsqugT/+jscSX1Z5ybCiUt0SDf4x+MDghEhJpY3beDubwJq/Ji0FatdEKTnppJNM4I9BPw7JyByQUVdXh3vvvbdTEI+ltPvtt58J/LGc9pJLLkFlpfXDcM6cOTjiiCPw1ltv4bTTTjPbFsOSJUtM0JJ22GGHopyDiIiIiIiUUFsmBv840MP09quyPmfmXiYmarCCKxEBVs0GVs0FWuus2+2hINyGFwb+xm1YcskdIkONpv3KwLEbs/YH/wpU/601BYo/THoqFec6rq+cAHgK0ADWbkzbD8zSu++++0wq8pNPPoktt9yy0/0M+jGIl+m3v/2tCa4xyHfDDTd0uo8ZgOy3x8m77LXHEmCWDw+2U089FbFYDDNnzsS+++476McXEREREZESm+bbGgLq5wFLPrF+H6yaAPjaq4RcHiA8BghVWZ+z3HfU2uyPBHi8QHPGEEH292PQT33dh6WBGNKhTMICBP/ef/99+Hw+FNJA7FNKCP+hX/JR//cTabB+qJTVAq3Le17PtPHWlVYmIP/S1F/jN+53APDRRx8117vttluXwF8+dok9MwZzYbBvq622Mpl3LBvmRN7BdPXVV5tz5Pfw3XffPWBDgUREREREZAi1ZfKVAy4vEGsEUnGrMqt6mlXmW8EEjawQBHsB1q4NTNrCSvzg75H8/YvBP/X4Exnc4B97kxXaQOxThiEG88xUX4cNPO113G4QdTe85pNPPjHX22yzjeP+gLNnzzYfn3vuufB6c3+bfvnll+Z6wYIFGEz33HOPGULCv6zccccdjgOa2foy9KfQQ4IKub9iDTDS4KSBf1wK/VdEp+dW6n+9dHp+xfp6nRy3WI/xcHkNiIjICJWvLVM8YvXoY9CuNQIEa4BIPeD2WgM7XHmGeTDDL6BJviONhnQMLpX9SmljMI8/UBjMcxIAtIN+ToOFg6CxsdFcV1dXO1pfX796YvF///vfHtcPxtRfG8uNTzjhBPOL66233oojjzxy0I4tIiIiIiIlOM2Xf9NqWwm0rLQ+YQUWg34c4lE11ertxwy/zKw/DfMQGVQK/snAYKo2S2b7i6nf/MHAPhCc6uuk9wTTyadsXTI9/+xBHZlBve6Ul6/+qxcHfowePRql4LHHHjPBvmQyieuvvx4nn3xysU9JREREREQGY4qvXYrLz3lhjz+7BLh5OZCMrt7OG7B+F2yrs34/i9nDO2o0zEM6qMJhCAb/GAz46quvzNTSeDze7dodd9yxEIeUoaAAgTO4Q1aPCNP3ryb/tF9ikDDeYqWN+0IoFRtssIHp+8fpvE5UVVWZnn4s5/3444+xyy67oNieeeYZ/PjHP0YikcDll1+Os846q9inJCIiIiIigzXFl7+HMfjHAYvxNqviqnEJEG3uvC2HeJRPAPwhoHys1Y996WfWMI9Em7VGwzxEhlbwj8GJX//61yaw0dbW/o3cQ2SXwQORXuGEp6ZFVv+IivG5A4AlnDZ+0EEHmYDZiy++iFmzZjnqkXfwwQfjd7/7nbkUO/j30ksvmfPhZF9+v7Pfn4iIiIiIjKApvsz+Y/be8s+BlV9Zgxn94c7bstw3PJbN3KzPmZDBqixWcY1nX79KDfOQjthQoXv+KZOwe31+tL/55hszbfS+++4zPcfs5v3dXVL8phfpLf5QYTZfsNKaFsUfSPzhQ7zm57yd93Nd9g+hItt4441xxBFHmNf/vvvui+eff77T/SwHvummm/Dtt9923Hbeeedh/PjxePLJJ3H00Udj0aJFnbZhIO6FF17Aj370I5N5O1DefPNN7L///ohEIjjzzDNxxRVXDNixRERERESkhKb4su2SXc1lrl3WdbQRWPEVkGgv9fWVWdVaTNTIDugwYMj9cOBH+RgrWUNTfKU9WFfIiwxQ5h8zgJYuXYoxY8bg6quvxp577olx48bB4ylAqadINv7AmLjZ6vRzpo3bhkDa+B/+8AcsX77cBOz23ntvE9ibMmWK6enHDFoG8HbYYQdMmzbNrOf30tNPP40f/vCHuPfee02QfZ111kFNTQ0aGhrMNGAGAIn3DZRjjz3WTB/m9/Xbb79tzjGXTTfd1AQwRURERERkmE3xjbUBLcuswR28vXo6sOx/VsnvqDWsDMFcMqf5KuAnMjSDfyxhZHT1gQceKHpZoowQDOzVrmn9MMpuPFviP0zC4bDpm/e3v/0Nf/nLX/D+++/jgw8+wNixY00fzAMOOADrrrtup20222wz0/Pvtttuwz/+8Q98/vnnmDNnjgkMMuuW33fMyvN6B25uTzRq/TWPwcn//Oc/edcN5DmIiIiIiMgAD/PgsMTsKb7JONCy3ArgZWL2Xs00K1PQE8y9/xJuyySlQdl6g6vPv7GzDDAUCinwJ4OPgT7vqCH3yLOnAafl8uIUh3/88pe/NBcnpk+fnre8noHD3urLNiIiIiIiMsSGefB3CAb6Rq9rBQQ5qIPtlZDuvD379oXHWGW8C2YBq762+voxaJjZG9BM9x1Vkm2ZREaiPgf/1lhjDdP3T2Q4Y69KGbjHtrePr9P1hXzeCv0aKNZrSq/lvv+1sdCPXaGPW6z9lTonX0epPyalfn4iIjKMhnnUzwfq5lilvOyl7svK6PMGrWEenOJLoSqgdg2gaioQbx1ybZmk+Ao98EO61+dHm4MGmP3HSaAiIiIiIiIiMgSHebg87UHAFNC0EGiYt3qYh8dnZfaxzNcO/BEDhgwI1q4FTN3Wukz+zuqP2a5JgT+RoR/8O/vss7HJJpvgxBNPVGmgiIiIiIiISKkP8+BE3syMcWb61c21Jvh6fYAnYAUKWbbLTL+aNa1MwGy8nxl+dv91lvhqmq8UadKvJv4OYNkv+/1x6MdPf/pTbLTRRjj44IPNEIKKijyTftodddRRfT2kiIiIiIiIiPRmoEc6aZX0Zg7ziEeAlhVAvMX63O0FQqOAxoVA2WjAG2hfn2PfmuIrMuT0a0Tn3LlzsXTpUrS2tuLee+81l+4wGqvgn4iIiIiIiMggDfTgdd08YMx6VpCPn0caum7LIR6+MisgGG+zevl5srL+NMVXCkQ9/4ZI8O+jjz7CzjvvjJYW6y8Ffr8fo0ePhtfbr3iiiIiIiIiIiBRqoAcz/FbNAZZ8ZK2rmmgF+WzszccJvsz2C9cCq2YDq+YCrXXWfZriKwNAA8uGSM+/iy++GM3NzWbqL4d+MAg4f/580/+vu0uhPfPMMx313dOnT8+7Lh6P47rrrjN9CsPhMEaNGoVdd90Vjz76aI/H4FTj4447DpMnT0YgEMCUKVNw/PHHO/p6HnnkEeyyyy6oqakxx910001x/fXXm/PpDh/bCy64AOutt54psR4zZgz22WcfvPrqqz0eU0RERERERIZhKS8De83LrWt+7mSghykBbmGqlZXV17DAGujB/n5cywsDf8Sg4ai1geqpgMdrTfFtXGRdu9zWFN+Jm1n7F5Eho89pem+88YYJuP3973/HFltsgWJoamrCySef3OM6TiXefffd8frrr8Pj8WCDDTYwwcpXXnnFXM477zxcffXVObd98803sccee5hgHAN47G84e/Zs3HnnnXjooYdM38PvfOc7Obc955xz8Nvf/tZ8vNZaa5ng3yeffIJzzz0XTz75JF544QUTTMy2YsUKbL/99vjiiy/M/TNnzsTy5cvx9NNPm2DnzTffjFNOOaXXj5eIiIiIiIgMg1Je9u7jsA2W6laMWz3Qg4E8u68fA3wMFEYbrEAe+/wFq4BIvVX+WzM9d0+/VAKoXRuYtAWQjFl9AxlItId7iPQTY0mFLvtVJmH3+vxos88fg1nFCvwRg3bMNtx///17XMfAH7MUP/30U3z44Yf4+uuv8cQTT5jg2jXXXGOCcbm+xoMOOsgE/pj5t2jRIsyaNQuLFy/Gsccea4KPvL+tra3Lto899pgJ/HH/PA6Px+My+MfzeO211/DrX/865/kyq5CBPz62zDp87733MG/ePPzxj39EOp3Gaaedhg8++KAfj5yIiIiIiIgMiVLeRe9bWX3plFXKWzXJuubnvH3+28Dyz62sPd7W1gDUL7Cm+DLTzx7mkYwCgUqgeg0gEbGCfPmGeTCoGCjXFF+RkR78W3vttU3pajKZRDEwmPeHP/wBBxxwAH74wx/mXceBJFxHd9xxB2bMmNFx33777Ydf/OIX5uNLLrmky7Z/+tOfTKCPX+ttt92GYDBobuc198lsvgULFuDPf/5zl20vvfTSjsAjj2NjGa+9/pZbbjEZfZnef/99/OMf/zBR8AceeAATJ07siGKfeOKJ+MlPfmIe88svvxzFkhlRT6VSGKoYSO3pIoV9jPnazXxc7dv5OnJycfKc9eZSyGMW+mtwuj9dSucxKPXXSjG+fwbiuIW8FPLnxUAct9DnJyIiQ0x3pby85ue8vWkJsPBdoGU5sHI20Lxk9RRfW+UEq5wXKSuox2EevGTSMA8ZRHb7tkJdZICCf5zaG41GTaBqsLGM94QTTkB5eTluuummbtfy/GKxmAngsfdetpNOOslcM7uO5byZWNZLxxxzjBlokomfM/uPHnzwwU73ffXVVybLjxiwy8ZegzyfXI/fww8/3GlNvvNl+a89bGWw8RvLfjyKdQ4yNNmvF5/Pp3+gRURERES66+dnl/JWjF9dymtjEgaDgo0LrUw99vFjEBBZf+wxff0mWWW8Y2dYAzxaV1iBxUR7H3qW9TLDkPsIVlp9/bhORLBq1Sqcf/75Zn4DY1CMhUyaNMlUgbKN3LDv+Xf66aebABSDUePHj8e2226LwXLZZZeZslgG/vigd+ett94y1zvssEPO+7k9y3A5vINrmc1HzFBiiW9329q3v/POO2Y9+wlmHpP7zXd+3JalwFzLMl+n58v+gnyxMQDK0t/tttsOxVBRUYGVK1eazEpiCfhQG9WtLIjBe4yZ/cPA37Jly8zn/EdTRERERGTEy9fPj0E7TukNVXUO/EWbrR5+0ZbVgT4O4vAFraBe2SjAG7RKgP28hFZvy9tGz7ACjMu/ANpWAqmodR/7+THox/6BCvzJIBgK2XpfffUVdt55Z9MCjvEODpmtqqoyiWMcHssLqzI5rHXYBv+uuOIKbLPNNnj33XfNcApeGJhiUKg7F110EfqDAS9O7eWxnAy9+PLLL811riw6GwN+DP4xoGibO3euyRjsbls7UMgMvm+//RZrrrlmr45Jmcd0si0zpqZOnWoCh9y2WMG/2tpaE8xhEJLfCCJOA6zsg8nhOSIiIiIiIxqz7VjWy+w+BubYx4/lvMzEY0bf8s+sqbsMxvF9Ndexb182Bv7Y048DPUK17ZmCeY7pC1nZfZM2t4J9PJ6GeYjkxAGzjHess846Zq4Dh8cSY0WMiTHwxxjXvvvui0022QTDMvjHHnl2pJa/4P/73/82ffh60p/gH7Pr7Cw59uNzkmnGFE0aNWpU3jX2fXV1dV22627bzNtzbdvbY/Z322wcEMLHyYnPPvsMvcEsRwYhmf3HwSd2oFS6N5KzDRm4ZsYfA392lqyIiIiIyIiU3c8vMwuKwTgGA4OjrOw/ZgaydNcb6LwPO2jHIR6BKmDhLCtjsLuEKnugBwN/leMH7MsT6UmpVw42NTV1lPVef/31HYE/YjUmK1I5OJYJas8+++zwDf7tuOOOg56myQecvfk4pMPpA8vMNMru2ZediUSZU3vt7brb1t4u37a9PWZ/t83GYSV8vAYKAzhjx441l6HYTLwY51usx8jpcQt9fvb+1IRVRERERCSD3c8vO/BHqbQVFGxZBgTCVplvpBwoH2vdbwKDVYAvvDrQxym/LPM1pb/VXfdpvTm3+gKyNJjlvSKSFys87d9n7SrPbLydwT8Owy11fQ7+vfrqqxjsWmtmG7KP3sUXX+x4O3tCb3eZaXxSKRQKddnO3jbz8+zt8m3b22Pa27a2tvZp22wTJkzA5ptvDqeZfz0FE7szFIM7Cv4N/GMy1ALCIiIiIiIFxcEd7OXHUl47U4/Y449BvMzfocwQjzqgrQ5IRAGvzyrlZQ8/3lazhhUA9OZIFEklgHHrWwFBDu7gvnmxy4iZ7ccLA38a6CFFNhDxg0Lvb/To0ZgyZQrmz5+P//znP9hwww27JG7ZcyK23nprDNvgXzFqrfng3nbbbSgrK3O8nd1bLLOMN5t9X2YfssyPef/EiRPzbpdv294e0/6cwb++bJuNw1js6cA92WKLLQY0S1BERERERAQjfZAHg38mQ2+l1c+PkgmgbRUQabAy+Mjttfr4sfdfxWQusnr15Qr8ZZbyMqPPPm6zNZzR0EAPKTGlXvZL1157LQ4//HBTfcrzZW+/yspKkzx14YUXYt68eWbq7x577IFSN2SCfxwswkju0Ucf3eU+O2ONEVlOHiZOXfnud7+Ldddd10RpOSAjH05qIa61cYoLS2+ZgcdtcwX/7O1Yhjtt2rSO2+399PaY9ucLFy7Muy3TSfkCy7WtiIiIiIiIlPAgDwbpln1qld/yvmTMui0bJ/jWTAf8ZUAiAqTcVmZgT6W8HA5Su6ZVTpydcZgrcCgyzDAwx+Qmp0488cS8SVOHHXaYGWp76aWXmnXZmYE333wzfvazn2EoGDLBP7uEcOnSjL9eZEmlUh3322WznEh811135R1GwkAbJ/3aa21er9e8YN58800zzIQ9DrPxdtpqq606DTDYdtttzTX3y/1PmjQp77b2WhvPgU0l7fuzvf322x1lyJtuumnex2IkGw7lvMNlf8Va55ST/Y2kr3WkKVapQbHWFfq1UqxWD06PW4zXfKHPbaQ9tyIiI2KQR6gaiLYAC98D4i1WKW/mIA+uCVYDoZrV61d8BdTPA2JNQNBhKS8Dfd78QyRFim2g3m8wOaw3VY2LFy/u9n4mbrH6kufLMmBWYPK2FStWmAGrbLWWHdcpRY7yLM866yzTb6+QervP+vr6jqES2RcG94jZd/ZtO++8s7nthz/8oZkyyp6B9qSW7Im4tNlmm2HttdfudN/BBx9sru++++4uDRwZgLOPe8ghh3S6j2OgN9poI/Nxrmm7L7/8ssnsY2bhfvvtl/OY9pp857v33nubyakiIiIiIiJShF5+zOxrXm5d8/PMQR4V47P6+aWtjMBVc4BovVXC29pe6ksev5UhWLMWEB5tBfiI2YEVE4Ex61nBPZbyNi6yrpkdyKDfxM2sIKGImNkIDMg5vUyYMCHvo/bzn/8cp59+uom9fPjhh/j222/NgA8GA6+66ip89NFH2HXXXYdECzVX2sGfgVnbzHLaRYsWFezAhdwng3PHHnusCf7NnTu3y/2nnnqqScfksBCOYJ4xY4a5nWOZGbjjAI3HH3/cBAoztbS0mIDgkiVLcNxxx+GWW24xGXfsPXjKKaeY4B/LgRlYzO5D+Mgjj5hAHkuCH3roIVMbTl988YUJ3DEr8IwzzsCNN97Y5Xy59qmnnjKZhzxHvhj5NN1+++2m9yEjzu+8847jYR696fnHfbLEeihT5t/APyYjKRtuJH2tI81Iy/wbaV/vYO9rKOyv1I8rIjLke/mVjwfq51qBPDsYl4xbAb5IvZWtZ2teBqz82goSTtnGyvTL9c8v988BHgzyqZR32BhOv3/35etmMI0VlIXEGElzc3PBHtOPPvrIVFuyyvPzzz/HWmut1WXNMcccg3vuucfEeJ555hmUsiFV9tufJo188lnCu8EGG5gpLXxR2H33zj777C6BPwqHw3j44Yex55574s4778Rjjz1mRjl/8803qKurMy9YBvlyDSBh00cG9373u9+Z7D6+ULj+k08+QTKZxPbbb28ixbnwWNttt505ZwYsZ86caVJK2dOQb8i5z0IG/kRERERERKSfvfwWzgKaFgETNgNa64FoI5Cw+tN3UTUJcPuAluVWBl++wF9mPz+V8ooMmtdff90kULCyM1fgj77//e+b4B/bs5U6x8G/hoYGk/02VNM+X331VRM0++tf/4ovv/zSlNzutNNOJiuQgbp8GIRjeufll1+Of/7znyb6O2bMGBMs5HQXBgPzYVYfh44wY5CpocxyZCDvyCOPxJlnnmnKkXPh/hn4u/rqq03w8X//+58JRDKafO6552KXXXYpyOMiIiIiIiIiBejlF6gCfA1A/UIgHrEm+Wb28iMG+YJVVpafxweExwDz3rYy+5C2AopO+vmJDHFMair0tN9CVy40NTX1uF+7uorVocMm+MemiSyvLUVMteSlOwz2cTwzL73FKG9fv3aWFWf3BHSCE2WuvPJKcxEREREREZFBwv592ZNy7V5+mYE//t4fbwYiTdZ6BgZ9ASvjj6W+5WOtdZ6A1eOPgT+7lx/5yoDaNYDqNaxhHuzjZ+MxGfSzJ/iKyKBad911zTWTx1j9mSvx67nnnjPXdmu5IR/8O/roowfk4FVVVQOyXxEREREREZGC9PNj8K5lBRCqsj5PJawSYAb4+LHNFwR8IWs/DATWrm1l7mVnANpMZt9oYPyG7cfPCjiyzFdkmCr1HsN77rknxo0bh6VLl5p5Dvfee69pI0ccCMvKUjtJbKBiZoMe/LOn2oqIiIiIiIiMqH5+jQuB5Z9ZtzFgZ0r9cgxTY5CwapqVwecvszL28gX+uA/ui9l9dpDPO2pgv0aRElLost9CKysrw9/+9jfT8u3999/HRhtthKlTp6KmpsbMj7DLgg888EAzFbjUjYiBHyIiIiIiIjKC5SrltYNu3fXzgxtIpYFk0soIbF0BVE/LCOq5gEC4vedfGEhGzCaom29tAweDPESkJO26665maCuz/DgDYs6cOVi4cCFGjRpl5kMw4++www7DUKDgn4iIiIiIiIysUl4G/6qmWMG3XP38knGgrc4KCLK8FwkgUGl9zAun9Qaru/bxc4esHn7NK4GWJYCbwUEN8hDJLvktdNnvQJURT5s2zQxzHeoU/JMhw56kM5SPWaz9lfo6pwp93FQqNejHHGmPcaE5/aFeyB/+hT5msdY5La0o9Bsnp6+VYj0uhdxXob/WQu/PqWIdV0SkoNl8PZXysuSW99V/C8TbrPvTSaCt2Rq+EW/t3MvPG7Sm+DLgx6m9DBxyYm9OaWD8RkBNewmwBnmISJEp+CciIiIiIiLDK5uP8pXyMgAYas/aW/o/YNVsYMx6nYN02b38qqcDLSuByvFA2yorYJgr+JfZy692TWDUmhrkIZKD/og4uBT8ExERERERkaHBSTZf0yLAV961lNeWTFhreYm3AI2LgFANUD62a9CPQUKW+yajgOsLIFJnBfhyVZDk6uXHTEQN8hCRIlPwT0RERERERIb2YI7MbL76BUDjh1bWHddwYEeizbpEW6xrm8tjlfVykAeDdr4yK6jI4/L2jv2HgFFrASu+AurnWaXBQfXyExmu036HGwX/REREREREZGgO5sjG230hK0DnDQGJKJCI5D8uA3xlo61+fmVjgIqs7L9MDApWTLQChP6wevmJyJCh4J+IiIiIiIgUT28Hc2QG/kxWX6T90moF8UxPvgjQwACgH3Dn+LWXJb2Bcmt/zBZcMAtw5xvg0c6U+8aBKVtbAcjuho2ISLfU829wKfgnIiIiIiIixZnI67SUl+W2DOZN3trahoFA+8Lpup24rYw+TuxlUJDHtMt7mRVoziGwejkn+Por2kt/q3NnFWb381MvP5F+Bf4KXfarYGL3FPwTERERERGRwS/jZelsT6W8HKzBjD64gLpvAU8QKB/T/bEZ5OOQDmYNhkZbE3qZ6ZenUhipBDBufcAXBhoWWNmAvGRmH/LCwB+n+PK8RURGUvCvtbUVf/7zn/H888/j22+/RVtbG2bPnt1xf0NDA55++mkThf3xj3/c38OJiIiIiIjIcJjIO3pdKziYWcrLNczYY0ZfrNWaskvRZmsfrcuBsprOpbwut9Xfz2T2Ba2Pmcm36D0rczAzyy8bg5I8Jwb17L6CPKfmpavXMGBp36/An0hBKFNvCAX/PvjgA/zwhz/EggULkOY/mjmewMrKSlx55ZX4/PPPseaaa2Lrrbfu3xmLFIj9mi21ffVmf1qXW4p/IS7Q41foYxZ6XbFeA8PhzYTTNxxO1zktXSj0Oqfn5/S5LfRxR9Ibu0I/F8Xan4hIn0t4e1PGyxJa9tnj+vAYoHlZ52BfNgb1WJ4bqQeScWsfHLzBizfYNavP4wfCY4FIAxCsdFbKy8Be7Zrq5yciw06fi6xXrlyJH/zgB5g/fz4233xzXH/99SbQl+uN5vHHH2/emD7++OP9PV8REREREREZTAzQrfwGmPemdZn/39Uf83beb7PLeCvG5y/jjbdYPfiW/s8KFDYvAdrq8gf+7KBh7bpWaW7VVCtAx6Adg4KuPIM5pm8PhGutUl5mIzJoac4haX3O2xkYzC7lZUCT+2Z5Ma81yEOk4PgH50JeZIAy/373u99h8eLF+N73vmdKfvlgX3fddWhqauqylkHCc845B6+88kpfDyciIiIiIiKlWsLLABqz8LqU8bb37Iu1rR7AYfN4gWgjkIxZmXo2lvSarL5Qe2Zf+30BZgwuBlpXWqW/PWXzjV7buk2lvCIywvU5+Pfkk0+arL5rr722xyjrjBkz4PP58PXXX/f1cCIiIiIiIjKYelPCy3XV06xgIYN/DLixb1++bD5igK5+LtDWYJXbdpTxZpUS93cwh0p5RUoKY0mFbkei9iYDFPzjUA+/349NN93U0XqWBHP4h4iIiIiIiJRgv75sPU3iZctRZu2x597yL4CGhdagjPKx3e+Xx7cDfdFWIFAOVEzIfYxCDebg1+od1f15iYgMU30O/rEZvdfrdRRd5VqWA4fDGokuIiIiIiIyqNl7dqCMwT8G0fg7HANlVVPyT7BlsLBLCW8aSLRZpbtmIm8ESLf30UunrEAcr3nhBN5Owb4Q4A0D/tDq6bsMRFaMsYKAzB7M1ydQgzlEhh1l6g2R4N+ECRMwZ84cLFu2DGPHdv+XnbfeeguxWAzrr79+Xw8nIiIiIiIiA9WvjyW8mRgo5KTcQCXQvNwq4TX9+vJMGGcAkdtwkAezAcPj2nv2hfJnGJoS3dHA2JnAii96V8pLyuYTGbIU/BtcfR6JsuOOO5rre+65p8esvwsvvNA8sRwOIiIiIiIiIoPcr4/BPQbUMvv18Xbez3Vcz0y+lpVA3bfWJN66ue2TeFdZGX85A38uq+y3rBaomAhM3goIjbIyCkNV+QN/dhkvsw85VXfiZlZwjxmDzCBsXGRd83PezvuzA5QiIjKwmX+nnXaaCfxdeeWV2GqrrbDzzjt3WTN//nz8/Oc/N1N+WSJ8yimn9PVwIiIiIiIiI09fevU56ddnSngj1pTdpZ8BkSagcvzq+9MJa7vsEl5+7A21l++2X9wu6/w4kIPBPJYC96aMl5jRp8EcIiOGMv+GSPCPgz4uuOACXH755dhtt92w5ZZborGx0dzHgN/HH39syn2TSasHxFVXXYU111yzcGcuw0aaP/xHyLk53d9wWcfM32Lsr5DrinFMsv/tHOzHrtS/bwv5JqGnSfW9PabH4ynocYu1zulzW+jHz+n+hgOnj4nT56JYb55L/fxERmyvvrz9+pKrS3d5Hc/I5OMSlv+GawGPz7rNHsiRiFoDPLz8PGhl+eX6tmYWH8+NaznAg9mEvS3jJZXyioiUTvCPLr30UtTU1Jgg4Ntvv91x+x/+8IeON4ShUAhXX301Tj311P6frYiIiIiIyHDXn159xDX2to2LrYAf+/DlwwBc60priEdgvPU5L+z3t+LL3k3iNcE7v1Wm29uJvCIyYuiPg0Mo+EdnnHEGfvKTn+C+++7D66+/jkWLFpmMlfHjx2O77bYz940b157KLSIiIiIiIs579WUG3exefcEqq2yW6xhk8wSAeIu1bawVaFxgBd2Yhdcdu4SXGX1uHzBmPatU18apvK0rel/CSyrjFREZPsE/qq2tNT0AeRERERERERnxBqpXHwusWIrL8tvlXwDRFqAiR5AvV78+t7e9dJclvKHVJbw8R2YGsv9fJgbwmKXX1xJeUhmviHT558lV8Mw/ZRIOUPBv3rx5pr/RpEmTHK1nRmAikcDUqVP7ekgREREREZER1qsvYU3hNb36eN1mBfWI18zyK6tZ3auvo19f2NqWJcMM8vE2T55f/+x+fbxkY6ahSnhFREZm8G/69OmYMGECFi5c6Gg9S4A5/ZcBQBERERERkWGnv736uH3LMqvXXuNCK9jHAJ6TXn2+0YC/PejH24OjgOX/A8JjetevL99xNIlXRApImXpDqOy3t9MeS3mqq4iIiIiIyKD16hu/sXWfmbzbal04GIMDOsqTPRzMZfXjY+ku3EDtOkBVVkVW1QSgZUnf+vXloxJeESkQBf+GYM8/JyKRCLzeQTuciIiIiIjI4OmuV18qZZXtslcfS3UXfwS01VlrM7E/X7e9+tinr71Xn9tlZRQyM9AEAVH4fn0iIjIsDEo0jv3+li9fjrFje5g2JSIiIiIiMtTk6tXHfn+RJivgl4x2Xs/+fM3LrLLg7F59/gorIy9c2x7wY6CvD736SP36RKREud0Zf+CQ0gn+vfbaa3j11Vc73dbc3IzLLrus2zLf+vp6PPPMM+bjrbfeun9nK0NKscq8i3Fcp8ccLutS/Ot1Ca9LJpMFW1foYxZrf8V6rRSrPMDJOqf7cvrGhEOwhsP+nK5z+hoo9Bu7kfRGsdDlME6fs+FyXJFBxUAfLwzm2divL9rYfa8+TtgtY5Av1D6kowwoG21l6/H2/vbqs4+lfn0iIiOa4+DfK6+8gksvvbTTG7OWlhZzm5M3fcFgEL/61a/6fqYiIiIiIiKliGW0DMaxpNbGrL1MLk/71N1ge7++MmD0DKB8TOd17L3HoSCF7NVH6tcnIiWCcaVC/9FPf0QsUPCP03132mmnjs//9a9/wefzYdttt+32r/OVlZXYcMMNcfTRR2Pttdd2ejgREREREZGhgUE//iLLIKAdAGRvvtCo1YM5Mst7uc7T1DlYaFOvPhERKVbwj8E7XjIDe6NGjTIZgSIiIiIiIiOW3XePZbjss0cM7GVn9dnUq09ERjhl6g2RgR933XUXQqEcU6VERERERERGEpbUVk2xevUFq9SrT0REhkfwLzMLUEREREREZERTrz4REceU+TdEgn8iIiIiIiLSTr36REQcU/BviAX/otEoHnnkEbz++utYsGCBmQDM6b75ntyXXnqpv4cUEREREREpPez3N3EzoGkp0DAfaF66+j72BBy3oZUhyEChiIjIUAj+vfHGG/jRj36ERYsWmYCfHbm1g3+ZkdzM+0VERERERIYlBvZq1wSqJgOx5tUTgBn8Y29AERFRfGioBP/mz5+PH/zgB2hoaMDGG2+MvfbaC9deey3Ky8txxhlnYMmSJXj55ZfxzTffYPTo0Tj55JPh8eQYZS8iIiIiIjLcMNDnHVXssxAREel78O+GG24wgb+9994bTz31lIna2sG/yy67rGPdbbfdhtNOOw0ffvghnnjiCT3k0mf5yskHcn9Oj1nq61KpVFH253RdMpl0tC6RSBR0f07WFfqYhX5MCn3cQr9WCs1pBrnb7S7IGnL6hyun6wp9XK/XW5TXgNPjFouT14rT52K4cPr94/T7WxUdIiIi0hd8D1Ho9xF6X9K9Pr/rfeGFF8yDe+mll3b7IP/sZz8zaxggvP322/t6OBERERERERERERms4N+8efPMX8w333zzTrfHYrEua3/+85+bAOHdd9/d18OJiIiIiIiIiMgwyv4r1EUGKPjHkpCKiopOJTPhcBiNjY1dykWqqqrM5fPPP+/r4URERERERERERGSwgn+TJk0yPf+i0WjHbZMnTzb9pz777LNOa1tbW1FfX2+uRURERERERERk5FLm3xAJ/q2zzjrmeu7cuR23bb311ub6D3/4Q5fhIMwGnD59et/PVEREREREREREhjwF/4ZI8I9TfhnQe/LJJztuO+GEE8xtt9xyC77//e/j/PPPxz777IOLL77YPLE//vGPC3XeIiIiIiIiIiIi0gMv+mi//fbDww8/bAZ/2Lbffnuce+65uO666/Dcc8/h+eef7+j/t+OOO+KXv/xlXw8nIiIiIiIiIiLDgIZ0DJHg35QpU/DKK690uf2aa67B7rvvjgceeADz5883gz722msvHHXUUfB6+3w4ERERERERERER6aUBicbttttu5iLDU/Y051JTyufn9NyKtS6VSjlax8E+xVgXj8cLur9EIlGQNcU6t97sz+k6p68Bp5y+9gr9l7/MSfT5eDweR/tyus7pH7ic7s/n8xX0OXN6fsV6DTh9XAr5GijWz4ti/aW7WN+Pw+X8REREpLD9/gpJ7w8GqOefiIiIiIiIiIiIlDbV4YqIiIiIDBGxRAot0QSS6TQ8LhfCAS/8Xv09X0REhhZl6g2x4F9TUxOeeuopfPTRR1i1alW3pW98cu+4447+HlJEREREZERpjSWwrDGCRfURtESTSKVTcLvcCAc8mFgdxNjKIMr8+ru+iIiIdNWvdwh33303Tj/9dDQ3N3fbr4VBP96u4J+IiIiISO80tMXx2eJG1LfEUB70YUxFAB63C8lUGs3RBD5f3IQljVGsP6ESVSFn/UJFRESKSZl/QyT49/zzz+P44483Qb1gMIhtt90WEydO1ERfEREREZECZvwx8NccSWBidajTL0sMADLYVxn0YllT1KzbeHKVMgBFRKTkKfg3RIJ/1157rQn8Mej3xBNPYPTo0YU9MxERERGREd6rj6W+zPjLDvwlUynzubt9YuLYigAW1beZ9dNHlw/wVyMiIiIjIvj37rvvmjcaLP1V4E9EREREpLC9+hgw5HYs9WXQMBJNojWRQCSWRCyRxoTqIMLt2/J9Oddx/cTqMg0BERGRkqbMvyES/EskEigvL8c666xT2DMSERERERnhvfqiiSQW1bXh25UtJsC3vKnr/ttiiY7gH5UHuC5qMgz9Xv/Af4EiIiIyvIN/a621Fr744gskk0l4PJ7CnpUUVa6hLcPpeL05rtNzK9a6VCpVlHX8vnf6R4JCrutumvhA7c/pMQu9rtCPndN1hX4NFJrTnzdud8+ldF6vsx+BhV7n8/kK+hg73Z/T59bp11Gsf+OL8VdiJ6+nofBzr9CPndOvoxjHLYVsgt726lt3XDn4pbXGkiYwmEimUd8aQ1MkiaAv9/dlNNH5seB+00ibLEEREZFSxZ+Jhf5ZXQo/+0tZn9/NHnnkkeaX2GeffbawZyQiIiIiMsTZvfrYiy/7FxIG6JjZV98WN737Pl5Qj3fmrDIlu/WtcRP4I/bzc7sYvLc+93qAiqAXYyoDmDIqhEnVoU77ZUahCy7TU1BERETE1uc/759xxhl45JFHcMopp2DGjBkq/xURERGRYam3wzoye/XZgT8G+1piCbTFUojEkybLzxb0erG8OYYxFUH4PKv3Wx32YWxlAH6P2/QGzLwvF2YMspcgz09ERKSUKVNvcPX5ncH999+Pn/zkJ7jooouwySab4OCDD8bWW2+NioqKbrc76qij+npIEREREZGSH9bBQCEDcczSW97MbVnGm/84ZX4P6lpjJiOwttxvgndhvwdej9tcszeglymAPZRDN0fiWG9ChYZ9iIiISGGCf8ccc0xHpJZvNu677z5z6Q7XK/gnIiIiIsNxWAfva4rEMX9VK+atakVtOJB3/3wbHfC5EfJ6EPR7UBb0YFptGKPLO2/DACOPw96AuUqI7ffivL867DfrRURESp0y/4ZI8G/q1Kl6skRERERk2OnNsI6PF9RhWm054smUGdbBct6mSIKN/UyvPndGxh6DfczkY7Av6PWYnn520NDrcufs1cfMQgYYeT6L6ttMIJJTfTMDkcz4Y+CP63JlIoqIiMjI1ud3B3Pnzi3smYiIiIiIlNCwjuzAny2SSJgy4Eg8gdnLrZLgidVlHfeH2gN8bfGkyRgMB9vLePNMju6pVx+DjRtPruooQV7eFDUlwhzuwe1Y6puvBFlERKQUKfNvcOkdgoiIiIgMS70d1JFvWEcqnTaBPAbpWrm/1Or1Zb7OwzqYkVcTDsDnqcKCujZMqAp2+wuO0159DOxNH11ugoy9/ZpERERKjYJ/g0vBPxEREREZVvo6qIMYWOM2lSEv6tti7Rl+nafzZg/raIrGEfZ7MXlUyHzOX2hGhf1oiSUL3quPgT6/19+rx0NERERGNgX/ZMjgG+TBXleMY/ZmXSqVKui6RCJRlHXxeLyg62KxmKN10Wi0YPsq9NcQiUSKctxkMlnQdYXm8XgKts7nsxr0F2pdMOjsF/dCH9fv9xf03wGn//6UOq/XW7J/mR4uj3Gp/sW+kYM6ljT1alAHsT9fcyyBhfVtmF/Xippo999bIb/bBBAZUFzZHENthTWl16ZefSIiIvnfQxT6fUSpvi8pFY7eGV922WXmevTo0TjllFM63dZbF110UZ+2ExERERHpcVDHEg7qSPY4qIMDNNYdV45U+4AOZvwxLsvgIQOB2cM6XG4g7POijL35/B542vv3MajI3nu5hnWoV5+IiIgMmeDfJZdcYt48zZgxoyP4Z9/WWwr+iYiIiMhAYKlvXUsck/IM6rB798GVxqeLGtDQGus0qCNzWAcn944q95ly3lDAg5DPY4J8vR3WoV59IiIiXSlTrwSDfzvuuKN5YqZOndrlNhERERGRYjODOho4qMPb6T1qNJE0gTxeMnv3+d2eToM6iMl8o0MBbDixEgvq2zClpqwgwzrM8dSrT0REREo5+Pfqq686uk1EREREpBhTeu1BHaPL/WiNW2W8rdEk4sncPRY5mKOuNWYCeOwLWBH0dgzrGF3hRySRKviwDhEREbEomWxwaeCHiIiIiJTWlN4Ge0pvGm4T/PNgYlX+Kb2JZAqrWmJmW2b4dTdTxe7dx1Je9u+bNjqM0eWBTms0rENERESGEwX/RERERKREpvQ2mp59LN3tMqV3STOWNkWx/vhKVIZ8iMaTaIwk0BiJm4Aft2c/v6Bv9TAOm9/rMr37GOwLtvfu437bosmcgzpIwzpEREQGjjL/Blf39RMl5sknn8TPf/5zbLPNNpg8eTKCwSDKy8ux4YYb4owzzsC3336bd9t4PI7rrrsOm2yyCcLhMEaNGoVdd90Vjz76aI/H/eabb3DccceZYwYCAUyZMgXHH3885syZ0+O2jzzyCHbZZRfU1NSY42666aa4/vrrzfl0p7m5GRdccAHWW289hEIhjBkzBvvss4/KrUVERGTYTultaktgYnXQBN4Y+Muc0juhKoCljRH8++sV+HB+Pb5c1owl7Zl+9qAOXvg543ks4R1T4ce02jJMHRVGbXkAIZ+3Y2hHT4M6Mod1bDl9FLacXoPNp9WYa37O23NlIYqIiIiz4F8hL9I9R+9YGPgqBD4hd9xxR5+3/+1vf4t//etf8Pl8mDBhAjbaaCOsWLECn332GT799FPcfvvteOyxx7DHHnt02i4SiWD33XfH66+/Do/Hgw022AAtLS145ZVXzOW8887D1VdfnfOYb775ptkfg3EM4PGYs2fPxp133omHHnoIL774Ir7zne/k3Pacc84x50xrrbWWCf598sknOPfcc00g84UXXjDBxGz8mrbffnt88cUX5v6ZM2di+fLlePrpp/HMM8/g5ptv7pi6LCIiIjJcpvQy8Jf5Bj6ZTKGlfVgHL8zWW9LQBq/bhYnVoU774DTetUaXY3FDG6bXlnXJ/uvroA7SsA4REREZ9sG/u+++27wR4xulbE4jrNy2v8E/BiEvvPBCExjLDJoxGMf7XnvtNRxxxBGYO3euCbTZGNxj4G+NNdbAs88+ixkzZpjb//GPf+DQQw/FNddcg+222w777rtvp+O1trbioIMOMoE/7v+WW24x2YYMJjL4dtddd5n7v/zyS5Odl4lBSAb+eJ4PPvgg9ttvP3P7559/ju9///vmXH/96193BAczMauQgb8tttjCnOPEiRPN48fg5kknnYTTTjsN3/3ud00WoYiIiEhJDeqIJUyQjhl7Yb8XAZ+nV1N6Y4mk6ffH/UTiqU5reT+DfCuao6YsuDLoM4M6eG1l/SVMT78VzTEN6hARESlR/Hnu7uaPdH3dZ6n6y1/+MiD7ZRzqkEMOcbTWlc4V0ctyzDHH5H0gn3jiCdTX15ugGINVLI2lhQsX4t1330VbW5vJmLODXwyYDYSlS5di/Pjx5mNmx+29994dt0+dOhWxWAwvv/yyKcHNdNFFF+Hyyy/H5ptvbs430+9+9zuceeaZWHvttU1mod/v77iP+2NGHgOP/+///T+ceuqpnbZlYO7DDz80+7/00ks73cfz+N73vmcCg/Pnzzclvbb333/fnAu/ERgA5LEzHXXUUbj33ntx4IEHmpLiQuFz995775ljz5o1qyD7dPDSGpD9FXJdKpUq6DGd7q/Q6xKJREHX9VS2PlDrotHooK9zui/+W+cE/3hQyHX8t6gYz4XT116hOX2TwAzxQqyhzH/7u8Ofg4Vcl/1HpXxyZZCX0jqnj3Oh13m93oKs6c3rrtDrnL6JLfT++rLOGtQRxaKGNmtQR3tvGWtQRwhjKwN5S2RXtUTxn9krTaCwLZZEPJX/Zyorgf0et+ntt/06ozG2Ipind2AT6ltiKA/6UB7wduodyIw/Tuhdf0KlKScWEREZbJm/f2fHIUbC1z1u3DgT2yh0gI3xn1J8TN1u94AEJ/k4Llq0qLCZf7kcfvjhaGhowK9+9SuTXVdZWdnp/qamJpNVd9VVV5lfUO+77z4MFH7R7OO3atUqk7FnY+Ycj80gWnbgj5hJx+AfX4AM5LE818ayXjv4mf3LHz8/9thjTV8+ZvZlBv+++uorE/ijE088scsx2WuQ5/P111+b82Omn+3hhx/utCbX+TL4xwAnS5czMxxFREREijWoo741bvrnZQ/q+GJpE5Y2RToGdZB9H7edv6oVSxoiGJMjkEd2BiEDicz6c7tdWFzfZqYA58JjbDy5ypoaXB/B8qYo0kibXn/cB0t9800NFhERkcFRypl6uTAG8+c//xlvvfUWVq5cierq6o440yWXXNLjH5UZALST5Qqhu5kXufT5XQ9LUP/+97+bL5KluLlUVFTgiiuuMNkBXMcH5YQTTsBAYN8/Bv74gG622WYdt/OJoR122CHndpMmTTLlwBzewbV28C+ZTHZkwOXb1r79nXfeMevZTzDzmNwv959vWwb/uDYz+NfT+bK/IAOPzAr64IMPTLmyiIiISLEHdUyo6tyvzx7UURn0mqzAjxbWY9qosMnsa40mYOf3pV0wgblUKm0CexTwuhH2W8M4ssuGGTjkcfJN6c0c1DGxugwt0QSS6bRZz/056fEnIiIiYlfHMfHrr3/9q/mcATwOkmUAkDGjN954A7/85S/NMNrusOLTydBYp3pbNt3n4B979/FgnLLbE6657LLLTJS0kME/llpyEAb7+THz0B6yseaaa3asYT8+ypVFZ2PAj08Cy2xt7Btol9Pl29YOFLIskFFX+7hOj0mZx3SyLcudWMbMwCG37S7498c//hF/+tOf4DR4KiIiItIbDOox4y878GeLxK3+fdF4Et+saDEf5xrUUeZ3m+y8MeVWebCvmwCdkym9Ng3qEBERKU1DJfPvZz/7mQn8MeDHJLitttqq4z5WnXIIrNN2OMXU5+AfB1dUVVWZ7L6ecA1LgrlNIfCB/8lPftLptvXWW8+UFbMUOROzAYklwfnY99XV1XXZrrttM2/PtW1vj9nfbbMtXrzYlDOLiIiIFJo1qKPNBOHsN/BpZvXFk2iNJtHcPvjDxoEc9qAOn8dtJvbawzqqQz58tazFlOx298uANaU3gfXGlyuDT0RERAbUK6+8YpLYOISVsxuy4zRlZWUd8y26s/HGG2Ps2LEFPbfe7rPPwT82e+egDwarugtUEdewNyAfmELgF8iMN57DggULzHARZswx+Lfjjjt2qqO2m+Z317DdjtJmNuzPbLafb9vM6G6ubXt7zP5um23ChAmm2aXTzD+nAwtERERkeE7pZemtx8OS257LY7memXy1YT+aInHzMcuA883rKPN7TOCO+55cEzKf24E+r8eFFS0xk0nI4SC5AoAM/PH+mrDP9OwTERGRoWsoZP7dcMMN5vrcc8/tMe7VHbZsK7Te7tPbnyjjm2++acp5ORW3OxyowUDdRhtthELYY489zMX2zTff4Oyzz8bjjz+ObbbZxkzmZVZi5lTF7iZi2tM8MycrZk5j5La5pjNmTgHNtW1vj2lvy9TRvmybazgIL72ZuiMiIiIjh5nS2xTF4vqICeZxeL3L7UK534MJ3UzpjSdTWNkcw5LGiOmpl28+L9/WB/0elPk8KA96saI5htpyf5eSXR6DA0HYP5BDOri265TehAn8cZ2GdYiIiAztwF+hg3+F3l8kEsHzzz9vPv7hD39oZj3cddddZsArYzFbbrkljjvuuIIO8RhI7v7UPfMvsDfddJNpfsgAXDb20eOD8f/+3/8zT8Qpp5yCgcBee5ySu8EGG5gswJtvvrnjvpqami5lvNns++y12R/n2zbz9lzb9vaY/d1WRERExClO2v1kYSO+WNKEVNrqt8fefbxOpmGm9H6ysMGso2giZcp2v1nejM+XWBN8o/GUGaaRiYM1GLgbVxnA9NoyTKoOoSbsN9N5+bacAb1cWPK70aQqU9LLJZzSy6m+vObnvJ332xODRURERAbKhx9+iHg8jnA4bOJNTDS77bbbTI+/J598EhdffDHWXXddPPTQQ0PiSehz5t8RRxyBl156CXfffTf+8pe/mMuUKVPMdFsG+liOO3/+fLOWQcKjjjrKbDNQOGl37733Nll/9pRe4pPxn//8xwzIyGf27Nkda23Tp083pbfMwOO2rPHOtx3LcKdNm9bpmNTbY9qfM4CZb1u++ObNm5dzWxERERGnGX8M4DVGEpjYzZTehXVtePOblSaAl53dx0EdIb8brbGkWV/u96Is4OlUzptzUEeOTEKbpvSKiIiMDANV9suWZqxsdOrEE0/MWTHJGQp25eUvfvELbL/99vj973+PDTfc0Ax8Pf/8803g78gjjzSxGQ4EGZbBP7rzzjux6aabmtJfZqMxKGUHpmzMTrvwwgtx+umnY6AxMEYsMbYxOsvUTE4EzoWBNnvcMtfavF6vecGwtPnf//636SWYjbcTp70w+GjbdtttzTX3y/0zIJpvW3tt5vmyqaR9f7a33367owyZj/1wwOBwqa4r5XOjZDJZ0HUcY17Idfb3ZE8yS+gLsS6zZ2d3nPS5bGlpKdi+iGX9hfwaumsR0Jd1Tp/bzH9nC/FadvrD3+lIe/4b3pPueqv2ZV2u9hC5OO1/6/T7h3+NLORzUSxOXwOFXFfoYxb633in+rK/ZY0RrGqJmcAfi3MzdxGNJ9Ac45TeBGKJpCnV5YLsKb0s5V17TBiLGyKYVhOEK+P7M/Oc+Pjxc+5vxrgKR4M6+jult9D/9oiIiMjQwN/LetPSbHF7kC9bc3Nzx+9Ho0ePxjPPPNMx8HadddbBAw88YEqA2XvvyiuvxIMPPoiB/Jquu+46876F8bVBD/7RaaedZqKkL7zwgsm4W7ZsWcdQDtZA77777o5/IeoP/mL71FNPmY8322yzjttZm/1///d/5klhUG2XXXbptN0f//jHjm3WXnvtTvcdfPDBJvjH7EZGen0+X6fjMahIhxxySKft+EJgf8OPP/4Yf/rTn3DppZd2up9TYpjZx18osyfD8JhXXXVVx5rsc7LPl1mO5eXlfXikREREBCN9Sm991JTm2sGvNgb8otYAj8wyXt5vTemNmSm94YAPlSEvqoI+lAW8JoOQljXFehzUUV3GQR2rh6WJiIjIyDVQf4BjP77111/f8foJEybkvD0zjsXsQDvwl5mUcOaZZ+Loo482vQGZHOE0UaG3mEByySWXFCf4xzJf2nPPPTFu3Djsu+++5jJQGFh84oknTPkwg2uZOOn31FNPNaW0DIj99Kc/7biP58bgJPsAHn/88Xj22WcxY8YMcx/rtK+99lrzMeu1s3E7RlcZhDv55JNxyy23mBcAM3LYv5DHYznwCSec0GVb7o+BvGuuucYEQe3H5osvvuhYz32MGTOm03aczrvPPvuYQOZhhx1mzpEvRr5xvv322/HXv/7VvKAuuOCCgjyuIiIiMrQDeW0JTunlm1A4n9IbS6AyyKBe1AT9OFSjQ9Z78ZqQH5FEymQJjqvKyv7ze7He+Ep8vqTRZABykEf2oA6WBTPwp0EdIiIiMtAY+Hv33Xf7vZ+ajBkL+YKJ9u2NjY2mGpYZgqWqz8G/Y445xpRV1dfXYzAw5fKKK64wFwbM2F+QmXhM0bRLjTl6mTXX2WW2DPDxyWcWH4eCsEab+7P77nFSMDMEs9mNHRngZInzY489ZoaLcLhJXV2dCTQ+8sgjOUu4DjroIJxxxhlmEjKz+9Zaay2z/pNPPjElmKwXZ4ZfLjzWdtttZ855jTXWwMyZM7FixQrTQ5GRXu6TQUIREREZmRhQW94UweKGKFrjKfNHQr5HYPBtYlUAYyqCpvdetkg8iaUNESysa0VLWf6y2pDP29Gfz+dxmcCe15M7qMgBHBtOqjLZfYsb2rC8OWpNDXbBTA1mqW++qcEiIiIyMpV664311luv4+N81ayZtztttVUsfX4XxkBbb3oX9RebJ3Jq8KuvvmrKaZmNx9THqqoqE0jba6+9TKZerkgr0z65HYNmzJxjpiBLbnfaaSeTMchAXT4MwnHKy+WXX45//vOf+Oijj0zwkcFCplsyGJjPjTfeiO9+97smY5B14IsWLTKBPDaEZHpoZhlxJu6fgb+rr77aBB//97//mUAkS33PPffcLqXLIiIiMnJw+u4XS5tR3xo3AzZYjpuZaff50mYsbYpivXEVJjDH7MCGtjgaIgkznbcxEkciDTPhlxN4DZc1wMPO3PNmTOTlfrnMnWdK7+pBHV7TF5BZhdyG5xT2exHwdQ1CioiIiJSySZMmmcGuHO5hJ451NwS2trbWUfVsX9j9B4sS/GMU9L///a85icHoPceUSwbqeOkLBvvYt4+X3mLWHvv+9QX7AWb3BHSC9eRsGsmLiIiIiJ3xx8AfA3jjq6wee3ZQLnNKLzPw3p5bhwlVwY4pva72el4zpdfrMfsaXR5AedBrMvQ87X1qsv8Qb6b0+r3dTukt1KAOERERGRlKPfOPfvSjH5lK0nvuucckYmX39GPVJjGxrKeBg6yeLebX3OduhDxxpjX++c9/LuwZiYiIiEhOLPVlxt/Yiq7DNZLJlMkKZIluayyFOStbsKi+6yTyiqAX608oN3342MePwzvswF82lhMz+DehOuhoSq+IiIhIT/geZiAuhXbOOeeYatPPPvvMVG9y8Kv9/uj3v/+9mdHA4/7qV79yvE9u25dLf/X5XRyHVnCgxXnnnYdbb73VjD8WERERkYHB8l32+GOpb8cbXAbnIgksro/g21XstxdDWzxl7mcpLj+PJ1MIeN2m794648qx9thyzBhfgTHlASwz/flyv6Hk7UubYqgp85tgo4iIiMhIMmbMGNOKja3k2IZu/Pjx2Hrrrc3gV8544PstZgbuvPPOPe6L29Kjjz5qJgP35rJs2bLilf0ed9xxpg8da5tZinvRRRdhq622wtixY+Hx5O7twgfmjjvu6M/5ioiIiIxILbGkuYwu9yORTJvS38ZIAuns8bztOM03mkhhQmUQ46uCnf4ibk3prcDnS5qwqCFi+vxlT+nlhYE/rtOwDhERERlpZb+02267mTkQv/nNb/Diiy/i/fffN9mAHOx61llnmZJfJ7bYYgs888wzeO+997D//vtjsB+rPgf/2AOPJ2D/tZhjjZ9//vmca+11Cv4ND4VIOR1uX4fTfTldx+h+Idc5nTzkNIPX6To7Lbon0WjU0bpIJOJoHYcBOdHS0lKw5qpO9kVtbW0FXef0MYnH4wV9bp2+ppy+5p3+QMv3x6VsPfXcoHxDl7Llm+7V19d7oZ+LQv/7U2hOn9vsHiqDsT+nx3T6b63Tc+NzEUum0BpNIplOw8MsvYAH/qxpul3KelMpM0wj3ZQ2QcDV61avYfDODuQFfW4s4ZRe9+r3YV2n9FZieVMUi+qjZkov0D412O812YHM+BuswF+h/70QERERKYR11lkHd911V7/2sfnmm+Ppp582wb9i6PO7uaOOOkpvvkRERER6gUM2VrZEsLgxilYG8tJW8I4BtgmVATO5t8zfOcjNst261ji+XdWKlc0xJMt8q6f0MojpggnWsZcfA352cMxM6TVBzvznw+NOq/ViQpU1pTfFKb0et9mfevyJiIjIQHH6R9jhYosttjDXzBwshn5l/omIiIiIMyzR/XJpMxoiSYT9HowOBzqV2X65rAXLmmKYMT6MyqDP3FbXwtLeuJnYywy+oM+a0svMPp/HbSb78sKAXTZuXxbo/ZReZdaJiIiIFBbLg+3sQVaV9Cb4WVtb67gSJZ/BqeMQERERGcEYsGPgrymSMD34MgNsDABWhXwmiLe4MYK358YxriLQJaDHYN+Ych+WNcVNliADe/mCdSyhbYkmMGNcuTL4REREpOSMtD82VlVV4eijjy7a8RX8ExERERlgK5qjqGuzgna53uxGEkmT4dcWS2JFc5yt9zCxJtQp8FdT5sOUmpAJInJtyJ8x9Tcr8LesKWqGdYypcNazUkRERESGr4IE/5YuXWrGH8+aNcuMIOYbUY5E5vTfgw46COPGjSvEYURERESGHPbsY4+/8qxgXQppNEcSphyYU3kNlwtBvxsrmmMYUxnAqDK/Cfqxn5+9LbP5vljajCUNUTMopCLo61Q+zIw/Bv64Lrt/oIiIiEix8T1NoTP/Rlom4aAG/zjt8cILL8QNN9zQMb3QntTGB/4vf/mLGX189tln47LLLnM8pVFERERkuGiJJs1lTLnVUy+ZTqGhLYHGtoSZ9putIuBFPJnGpKoQxlYGutzPKb0bTOSU3ggWN0SxoilqegLyLS9LgRn0Y8afAn8iIiJSqhSsy+3MM89EY2Mj7rjjDpRM8I8Tfx944AET8AsEAthyyy0xefJkc9+CBQtMJmA0GsXVV1+NefPm4d577y3UeYuIiIgMCQzw8b1SKp3GquY4mqNJE6zLFvR6UBnyojzgwdLGqMnmy4eBvWm1YTOltzWeBHtAs290WFN6RURERIasBx54wFTUlkzw7/HHH8f9999vPmZ23wUXXIDq6upOaxoaGnDllVfi+uuvx9/+9jcccsgh2G+//fp/1iIiIiJDRCKVRl1rHC2xZJcyF37EQR8s6w14rQoJlu9yibub4F/mlN6AT5UVIiIiMrQo829w9Tn4xygkn6xf//rXuPzyy/NOM7n22mtNViCDgLfffruCfyOIXQI+lI/rdF9O1zkdz+10HUvvi7HOLvPvSSwWc7SOGcKFXNfS0uJoXVNTU0HW9OaYbW1tjta1trY6WheJRAr6XCQSiYK+Vpx+bzj94e+0fYTX2/OPN7/fKsEs1OvO6feF03WFfoydcvoYO33O3ExHK+Bxne7PyePndF+Z69i/j0G8VCptgnNhv8cM48j1mLTFk1jZHMOqlhgSqRRikSTKA164PG64wQm/XpPp52nff7o9H7A5GkfI50GZ3+3o+XX6XBT6+9GpYh1XRERERPoZ/HvnnXfMm+Fzzjmnx7Vcc9VVV5ltRERERIYaTuFd3hzDkqYoWmMpE9BisIoBuvEVAdPPrzxkBTA5cINrW2NWANLrcWN0mQ/z6iKoDLlQG/abTD93nkm9LAted2wY/vagooiIiMhwoz/6DZHgX11dncns46Un9jpuIyIiIjKUNEUS+GJ5ixnSwUy/0WGfyfpj9l9zLImvVrRiWUsMk6vLEEukTMZfNg7u4Dbp9jJfV57A3/KmGKrLfBhT0XXQh4iIiIjIoAb/ampqsHLlSjOFpLKystu17P3Hy+jRo/t6OBEREZFBx0DelyujaI4kML7C3ylox2BeRYDZfml8vbQFC+qiWKM2hGBGDz6W79aW+03ArzGSwJdLm82EXg71YAlwRxAxmjAZfwz8zRgX1qReERERGdaU+Te47dP6XE+y1VZbmb5kN954Y49ruYZrOQ1YREREZKhY0RwzGX8s6818k8o3Zo1tcSyoj2BlSxzlQY/JEKxvtXo6hgNeTBsVwhqjy0zgj3g9c0KFKenlvlgavLQhYq75OW/fYEIFKoO+on29IiIiIlI8S5Yscdz7e1Ay/4499lg8/fTTZtgHG8Sfd955KC8v79Io/5prrjH9/vim9oQTTijEOYuIiIgMOA73WNIUN6W+duAvkUyhKZJEYzSBVMZfZnl/0OdGWzyFyTXBvAG8Mr8HFSE/JlQH0RpNIplOw8PegQGPevyJiIjIiMD3TYXO/FMm4QAF/w488EAceuihePDBB/Gb3/wGN9xwg8kGnDRpknnQ58+fj1mzZplJlPzr+I9+9CPsv//+fT2ciIiIyKBqiaXMoI9xVX5E4ilTttsSyz0RmyW8k6v9aIjE4WRgO4d5+Ms00ENERERGJgXruvfxxx/jxRdfhMfjwZ577okZM2agKME/uvfeezF58mT8v//3/9DW1obXXnut4wm065S9Xi9OP/10EyAUERERKVYWH6f0MlvP3T6l19dDdW0ilUJTNIFkY9Rsn83VXsrLCyf6etxu1EdcJptPRERERCSfl19+GVdccQW22WabLvEyJtf94he/6Iirud1uc9upp56KogT/fD4frr/+epx11ll45JFHTKbfsmXLzH1jx441Pf4OOuggTJw4sT+HEREREenzwA725FvaFEdrPIlUGnC7gDKfB5NqUhhd7jdDOTJxYm+d6ecXRX1bAh6vxwQMbV4z6MOLiqAXHu6sHQd3cJ4vy3hFREREJL+Rnvn30EMP4V//+hcOO+ywTrd/9dVXpq0e52YEAgGT+dfa2oozzzwT22+/PTbbbLPBD/7ZGNzrTwRSREREpNCYtff1iogZ2BH2u1Fb5uuYrtsSS+LrFW1Y3hLHOqPLzPRd3raqlaW9yY7SXE7ubYulEA54EPR6UBX0IuR353zD2hxLmv6AXCsiIiIiks8bb7xhrvfee+9Ot99+++1m4MdOO+2Ep556Cn6/H0cccQQefvhh3Hrrreb+ogX/RAZjlHWhR1472V+hz83pOkb5C7nO6bQgDu9xIh6PF3RdLBZztI5/8XCipaXF0ToOJepJc3Ozo305Xef03NhKwQn2VS3kY+x0ndPXntPXvNO//DHl3Qn+kCzEmt48Jk5f706/zwr9b57Tx47tOoqxP6fr+NdPJ2IpF75c1ormWApjyrzWayydRippPa5hnxtVXg+WNsfxzrwGM83Xk/Uy5Oe1IQ/qYylMqPAj4G3/mtPpLs8PP2+OJLHO2DKTGdjd81esny1Ov88K/dor5b/sF/qxExERERT0veRwtWzZMvO+lq30Mj333HPmfcdFF12EcDhsbuMQXQb/2GqvrwoW/Pv00087yn55omPGjDEDQGbOnFmoQ4iIiIg4srIlhoZIEuPKfTkDN9FECg2xdEdZsCudxrjKQMf9fq8bNSEO8QjgmzprX2PCuSfTMYC0vCWBqpAfo8tX70NEREREJJdVq1ahsrKy03tLJqcwtsagHzP/bGuttRaCwSAWLFiAogX/nn/+edOI8JNPPsl5/0YbbYRrr70We+yxR38PJSIiItKjeDKNZc1xU4Kb+YYqjTRaY0k0RVMm+MdsQxdcpuffytYEassDqA55UVPmNdva1h3jw5fLW7CkKWZuL/d7OsqHWerLMuGqkBfrjgujLGM7EREREemK788KnVU/1LL0g8EgGhoazB+R7XNnKTA/33rrrbtkRoZCIcdVX7n0K8/y5ptvxve//30T+OMJ8uQ46IMXpi/yto8++sjUMN9yyy39OZSIiIiII21xTvZNmz5/xOm7DZEEFtZHsaIlYQJ/mbiO/f3GV/hMpl9m4I842GPmuHKsM6bMDP5gn8ClTVFzzc95O+/n1F8RERERkZ6svfbappUSh37YHn30URMI5GCP7DZEDBSOGzcOgx78+/DDD3HGGWeYAN93vvMdPPPMM6bn1eLFi82F6Yq8bdtttzVruJaBQBEREZGBxGAf/0ul01jVlsCCBmtqb3u7v06lvaPLfZhWE0JF0Mrmyyfk92BKTQibTq4wl40nVnZ8zNt5v4iIiIj0LvuvUJeh5gc/+IGJlR1//PH4+9//jt/97ne4++67zX0HHnhgp7Xvv/++CRROnTq1z8fr85+ob7jhBnPwfffd10QnsxtwcyTxXnvthd13392c+JNPPokbb7wRd911V59PVkRERMRJ2W9dWwIt8STcyHoz6OKwDw8qAh6Uh6yhLyzf5ZtGj4M3jj6PG9Whkd2gWkRERKS/hmLArpDOOuss3HPPPZgzZw4OP/xwcxuDgT/60Y9M+7xMTzzxRM6MwN7o87tXpiby4L///e+7nbzH+xjBpFdeeaWvhxMREZERGshrjCZRH0maa36eD3vvLWiIYUVrggN50RZbXd7L95fsyze5MoDRYd/qyb2c1h1LoszvNhcRERERkYFWXV1tevwdd9xxWG+99bDNNtvgyiuvxL333tul5PfOO+80gcFddtll8DP/li5diqqqKkyfPr3HtWussYb5wriNiIiISE8iiRRWtSaxvDWBSDwNhvEYmqtscWFs2INRZT6EfG7zRogDPJjpF20PDHrdLjOpd2FDDBUBoCroRTnLerOzANv/wtoaT2Gt2pDJ6hMRERGRgTfSM/9o0qRJ+POf/4zu+P1+LFmyBP3V5+AfJ420trYikUiYaXnd4RquLSsr6+vhREREZIRojqUwty6GxmgKZT43akJuM1iDPfzi6TS+WRXD8pYERoe9iCWBRKprNuC4Cp8JAnIblvhyqm+uwB+DiwwOsvefiIiIiMhw1Ofg3/rrr4+33noLDz/8MA477LBu1z700EMmVXGLLbbo6+FkEPGXoaGsGOfv9JhO17GfphPJZLIo6+LxeEHXRaNRR+v4R4RCrmtra+txTUtLi6N9ceCRE0735+TcevO1Oh0L7/S5cPrcOn0tZ4+yz8fncxagYd/ZngSDQUf74h+wCvn94/TfAad/De2u9UZfHrtirbP/kMiMv9mr4miJpzEq6IbLlUIqCZP5RwG/F1FXCl8vj2F+vQtTq/ydSng5ubc65EFNeQDjy734emUEi5uiJojI++wgYksshVjKbUqB1xjlByt+8z2HTh/jQv8sKLRCv/aKxcnXUepfg4iIyEinn9WDq8/1LYcccoh583XKKafgxRdfzLuO93ENn9hDDz20r4cTERGREaCuLYnGWKo98Lc6gBNLprEqksCipjiao8zmc5sAXkMkaYZ48POp1T5MrPSZQB+VBzyYMSaENUcFTNBvVWsCy1vi5pqfrz06iPXGhlAR6PPfQkVERERESl6f3+3+7Gc/wx133IFPP/0Ue+65J7bddlvstttupmaZb9bnz5+Pl156CW+++aYJEm644YZmGxEREZFcOMxjeWsKZd7Vgb+2RMqUAUfbEzD91oBecz/XJdJpTK60+v/lwtsnVwUwrtyP1ngSrBB2u4AynwfhUM8ZoiIiIiJSeMr8GyLBP5ZUPf/88zjwwAPx9ttvmyklDPTlKsvYeuut8cgjj5hGhSIiIiK5RBJpU/ZbGXCjKZZEcyyNZI7KcVbhVvjdCFV60RBJmaBhqIfqYp/HhSqPMvxEREREZOTp17vgiRMnmqAf+/79/e9/x6xZs7Bs2TJz39ixY7HllluafoAHHXSQ435OIiIiMjxwEEdTLNWRbRfyuswQjnyiCZbxphBJ8A+IXe/3eYDasMeU9doDPNJgNt/Q7lUrIiIiMtKy/gqd+adMwu71+0/gDOqxl5/6+YmIiAhFk2k0RNNYFQVcLQkwNMe3d0GvC7UhF6qDHvOxrTWeRn2C/fiSaIun4XWnTU8+G7P6yn1uM9gjyAhgOwb9GATMXCsiIiIipU/BusGl+hcREREpGAbyFrSk0RwHgszUC1rBOQbq2uLAvMYU6iLA5Eq3ye5rjKVN2W4gkEbA6zIXlv+G/S6EfS6U+915swU58CPkc+Xt9yciIiIiIv0M/jU2NprMv/Ly8m7XNTc3I5VKobKyUo+5iIjIMM74Y+CvLQGMClh/0bWz8ngd9gN+D7CoOYklLQlMLPfA71kd2GOQb3SZG/WRFMaXu+Fx5Q/qsa8wh4FMr/abfn4iIiIiMnQo829w9flP5Y8++ihqampw4okn9rj2yCOPNGv/8Y9/9PVwIiIiUuJY6suMvyp/1zd0kSSwsi2FZa0peFxptMTSaIqunuZR5nNhQoUHG4wNYHy5F/WRdMfgsGy8fWVb0gwGqS1TEYOIiIiISHf6/I75oYceMtfHH398j2t/+tOfmsDfgw8+iP3226+vh5QRLt8vgQO5P6fHdLqOGbClvC6RSBR0XSwWc7QuEok4WtfW1lbQda2trT2uaWlpKdi+erOOGdNONDU1FfS40Wi0oK+BZDLpaJ2H41sd8Hq9jifS96SsrKygX4PTfwec/pXT6aAsp4+Jz9fDONx2fr+/T49xIgUsaQT4TMbbv/U56CMGL1riaSSyHkYP0ljVmsK4UAqjQm5Uh8wW5r7J5S5825DE0uYkQl4rMGiXDkdb3WgxE4E9mFLpg9eVQoIH78PXW6x/a50+t4X+GeT0tVfo/YmIiIhk01DY1ThI96OPPkJdXR3i8Ti6c9FFF2FQg3/vv/++ud5iiy16XLvddtuZ6/fee6+vhxMREZESFk0CTOSr9AHJNEzpb2sCCJhxH5153MDYMhdiqTTCPjd8WT39wn431qzxoa4tabIF6yLcBwNrLlSXA2tU+zCqzIugV73+RERERGRoevbZZ3HKKadg3rx5jrcZ9ODfwoULUVFRgerq6h7Xcg3XchsREREZfhiaYwJeUwKIJJAj5AcEvEDY6+qY9LsqkjLZgblwzYQKL8aEOSgkbdYxRjiqMqgefyIiIiJDGKsHCl1BMNQqEl5++WVTGWtXGa299toYN26c46qe3vL254HtKR0xu0RsqD0ZIiIiI1GC5bpJlwnoMbfO70mjPV6XN+uvLgrUxwC24MtM5OOPft7Gyb2ZU3tZwkt5Bvl24DYVgdWLNNxDRERERIa6Sy+91AT+ttpqK9x///1Yc801B/R4fQ7+TZkyBZ9//jk+/vhjbLTRRt2u/fDDD00PrnXWWaevhxMREZEBFk+5sDLqRkPCjWjKZaXvuYCAO40qbwoVvhT87ZW2jN21JYGmOAOF7HcH+FxALAUEPVbQkEG/0WUueHL88Y9lwczuC2peh4iIiMiIM9KTw9577z3zGPztb38b8MAf9blZzs4772waQl988cU9rr3kkkvMF7XLLrv09XAiIiIygCIpN5bGA1ga9ZjAXoUnhSpfylzzc96+qM2L1oQLLQkXFrcBKyNW4M/u42f6/aWACgb9gkC5DzkDf3z/0JZIozZoZfaJiIiIyMgs/S3UZajx+XymPd5aa601KMfrc/Dv1FNPNdNZnnjiCRx55JFYunRplzW87fDDDzdruPa0007r7/mKiIjIAGT8rYj7EUm5TIZfyJPuKMflNT8v96awKubGZ00+rIi6TZAvk98DTKsAJoeBeNokDObEwF99LI1yvwvVAQ3sEBEREZGRZ/311zcVspFIZFCO1+d33euttx6uvPJK8yae9cnTpk0zU30Z7DviiCPMx1OnTsXf//53s/6KK67AzJkzC3nuIiIiUgDNSQ/aUm6Uu5OmR192/7+mhBt1MY950xBJutGaWP32IeQFxoaAcSGgKgBMDDNYCNTFrGm/dm8/XrfE01gZSSPkdWFqhRuB7hoJioiIiMiwxQSxQl6GmpNPPtnM0fjrX/86KMfrV6ed8847D5WVlfjlL3+JpqYmvPnmm3jrrbfMfQwKEu+/9tprceKJJxbmjEVERKRgkgzupbzwu1KdAn+xlAttKZcZ/GHj/T5XGs0pt+nrVxNg2W7n/bHP35RyoDHWPgQkyvcD1nsC9vibUmFl/CnwJyIiIiIj1U9+8hO89NJLOP3001FeXo7DDjtsQI/X7zbbP/vZz/DjH/8YDz/8MN544w0sWbLE3D5hwgR897vfxSGHHGICgDJ82IHdkbA/p/sq1roUO+w7YI8PL9Q6Tu92wulE8Gg0WtB1TlOnnaxzui+mbDvR0tLiaF1DQ4Ojdc3NzQVdF4vFCvrcOn0tO+3Twd4YTvj9/oK9jp1+nzn9Gpz+ZdLrdfYjOhAI9GtdJOVBc8KLsCsBvtqT3oTp/5dMd/16PEgj7E4hmXLBwzVxIN+/GpVuoCwABCuCSKWt8mEGDE2Pv3QK2S8hp89HIf89c/rclvrPAqcK/f1Y6vsTERGR0jQQffqG4vuDu+++G9OnTzfVs7/61a+w5ZZbmj6A3X2Nd9xxR5+OVZAZe9XV1TjhhBPMpbcWLlxo3qCzRFhEREQGF8NfibQLbfAilnYjlPR0WeNxpRFyp8zUX76vakq4zBCQnjArsJwjgEVEREREpJM//elP+N3vfmc+/vbbb80lX9CPfyQtevCvPxjZXL58ueO/+IuIiEhuzNZLmPw8F1xIw4ukCdzlwuBdNO1BY9KHlpQPKVeiS78/vzuFkDsNn3v1PpjFR0Pwj6siIiIiUiKGYqZeIXEwLvv+UTgcxrbbbotx48Y5rv4ZcsG/gShrERERGUkSaTda0z60IoA4Vmfu+ZBEWTqKMtfqGluT5ZfyIJr2mqw/s86VQhxu+JGCG2kEPCkE3Wl4crwnYy9AvysNDeoVEREREekbzsagvfbaywzK7a7cd9gE/0RERKRvYmkP6tJliMJrgn0hxExWHv+uxkBgPcrQmkrAm/Ai7XKb0t5MbMEXciXQkvahDAnU+LpO/O2ULZhyYaw/0WXQh4iIiIiIUyM98++TTz7pKOMd6MAfKfgnIiIyRLHEl4G/OLwoaw/62fixN50ypcD1CCORCKDGE4U3owyYy4OuJCp8MaxKBBFD/ogeA3/NSTdCnjTKvc4GZYiIiIiISO5BhlVVVWZY7mDQ3+1FRESGqIgrYDL+glmBP6sM2I9m3uPywYcEomm3KfclBgAr3HHUeiKo8MTNMI/R3ogp+21MuBFJujp6+/Gan/N2DvwY54/Dn9EDUERERESkrxN/C3UZajbZZBM0NTWZy2BQ8E9ERGQISsGFiCtoSn3tMl/28WtOB9HS3vvPDtHxfr+LWYBuVLpjGOWJIuROmpJfW8Cdwlhfmynp5c0tSTeaEm5zzc95+4RAHEGPAn8iIiIi0ncM1rnd7oJehloA8PTTT0cymcQtt9wyKMdT2a+IiMgQlIAXCZcH7nQabfB3CvZl4q3M/KtxR9Bqfuznf2Pkc6VR7U+iypdENMXRH9ZqBgZzDf8QEREREZHe22+//XDRRReZix0MDIVCGCgK/omIiBQZZ+wmXRzI4YIrnYYnneh2PYNyUZcPbQjB5/LlXMOMQD9DhC6rP5+buf4pV8eE3+4w0FfmUV8/ERERERkYQy1Tr9B23XVXcx0Oh3H++efj8ssvx8yZM7sd/sHH7KWXXurT8RT8kwGTZg1aCSvG+Tk9ZiqVKsr+mHZcyHXxeLyg66LRqKN1sVjM0bpIJFKwYzrZF7W0tBR0ndMeEa2trY7WOf16C/1a8Xg8BV0XCAQK9v3j9I0Jm/b2dh0DfjFPEDFvGEn4rKieydaLIxl3IZiKwoNkp1LfmCuAuNuPGCf3epLgy90+QxfSJgeQmX4m1sfvh/b74v44GFJMpGOIuZL9fg0U+vu70K8pJ//uFevf5EIr9Gt5pJ2fiIiIyGB79dVXO33e1taGd999d8DeKyn4JyIiUgQJtw+tvhrEPQF4U3H4k60miMcwSdLtR7OnElF3DBXJJpMNGHP7kcjI8vOkk+aSgB9BE/DjJZm3qDcGD3xImYuIiIiISDGN9D/6XXzxxYN6PAX/REREBhkz/hj4Y5AvkGjpFLDjx95UDIFUG1rd5WjzlaEs2QJPVtCOHfnKUs3wwIsyRLrp5GcFFGNpD0a52+BxlXZWtoiIiIjIcHexgn8iIiLDG0t9mfGXHfijlMuNhMsPeMqttS4/vO44QqnI6tLeVBS+dAxpuJEwoT9m/8VyBgAZ6uP9o1wJlLm77yUoIiIiIjIYRnrm32Areubf5MmTEQwGi30aIiIigzbcgz3+WOprv+WxSn29SLoCSLm9nbMAkUTMFURZugXBdBTe9OrtgCTCaEEDwmhFwJT9st+fXT4ch9dMAQ4gjlGeCHztwz9ERERERGTkYD/wPrnsssuwcOHCfp/AO++8gzlz5vR7PyIiIkNB0u1D0uWDJ8XMPfb+CyDqrUDcE+4U+LMFUhGT5RdIM9svM/Bn4UTfGjShCswiTKMNfrTCb675OW/n/YFuhnyIiIiIiAxm1p/b7S7oRZmEAxT8u+SSS7DGGmtg//33xzPPPFPyk11FRERKA0NybsTdQUR8lYh7gki7Ov84dqWTprS3LNmMYIr9/PgzNn9phBcpVKANo9FgLrVo7PiYt/N+EREREZFSwWBdIS+lbPPNN8eee+5Z1H32Ofg3depUJBIJ/OMf/8C+++6L6dOn4/LLLy9INqCIiMhQwKBdyhtCyleGZI4gXjZm9kW9ZabsN+EJdAnouTn1N9GMYKK5I8vPCvvx/z3/kY1DQAJImOm/vObnIiIiIiJSPB988AE+/vjjou6zz8E/luo+++yzOOCAA+D1ejF//vxO2YC8T9mAIiIyHKXdPsSDNYhVTUGsajJilZPRGp5gLlF/VafyXdPPzxNANFCDWKAGabjgTieQcvk6VniSUQTiTQgkW+FJdy7PTbh88KYT5iIiIiIiMhyMpMy/IT3wgw8uUwx5WbZsGe68805z+frrr0024JNPPmmGeZxwwgk47rjjMGnSpMKeucggcBrALta6VCpV0uuYHexEPB4v6P5isVjBjuv03Jwes62tzdG61tbWgu4vErEmxfYkGo06Wuf0cXH6Wnb6A9vn8xXsuE6PyT9wddq3N4hkRQ3SvjBc0QgQbzKZecl0FAmPHxFPBdxuL3yRFYDbjaSvDEh7gDiDekkEgzEg3YSYrwLBWBO8SU7pTcO6t/PrnV9F1ONHONGIZDLW6f6Beo0W6/u2GP9OOd1Xqf8skIFX6H/LREREZGRZvnw51lxzzaE97Xfs2LH45S9/aS4vv/wy/vSnP+Hxxx/vyAZkOfD3v/99nHTSSdhrr730xkhERIaktMeHZMV4pH1BuNrqOxXtMoDnSkaBVALx0CiTGeiLrII71Tn4xc/DkRXwpqJIuv15y3l5a8wdgi8VNUM/RERERESGi5H2B7NkMom5c+cO7eBfpl133dVcVq5cib/85S8mEPjFF1+YTEA7G5BBQF5qa2sLfXgREZEBkwpUIO0Pdwn8mfvcXtP/L+3xw5VOIekLI+kNwR1rMve7ExG4460IBq1goDuaQBtLgX3l8CRjZvqv3eOPQcGop8wE/pj1l10KLCIiIiIiQ8Ndd901IPsNhULFC/7ZGhoaTDlwXV2dieja5RLMBrzwwgtx9dVX47LLLsMZZ5wxUKcgIiJSMGmXB+lgNVwJTt9tv43/8waQ9oeQDFR1rHW1D+9Iecvgal0Gb6zZBAQzeVMxlEVWIu4NIe4tR9wb7rjPk4ojnGgwGX8K/ImIiIjIcDOSMv+OPvroYp9CYYN/7Ovz6KOPmmy/V1991QT8eJkwYQKOP/54HHLIIXjhhRfwhz/8AbNnz8bZZ5+NYDCIk08+uZCnISIiUngM8nkDcEWakHZ7kPaFAF+wy8ReI52Ep60O8HjhZk+/rMCfzZNOwBNvgj/egpTbhzQbFqfTJnBY5q/QsygiIiIiIqUR/Pvyyy9x++23mzLfFStWmIAfo7gs/2Vgj9N/PR6PWbvRRhvhzDPPxEUXXYTf/OY3uOmmmxT8ExGRwef2AN4g/+zIbv5AIgKk8pfXplxuE/xDyA14cg8ecSXjcCfaTPCOEp4KwOXu+VSQgjvlbNiKiIiIiMhQxniR2+0u+D4lvz4/2pwa+Le//Q277LIL1l9/fdxwww1meklNTQ3OOuss0+fvn//8Jw466KCOwF/HQd1uMwSkoqLCZAA6wYDiG2+8YYaKbL/99qZfIKc+jhkzBnvssQfuu+++biexcSrhddddh0022QThcBijRo0ywUlmKvbkm2++MROL2a8wEAhgypQpJpNxzpw5PW77yCOPmMeIjwuPu+mmm+L666/vcUpic3MzLrjgAqy33nqmjptf5z777GMyKkVEpB+8frgqxgCj1wRGr9H5unw04OEQjs5DPlKhaqTLx5p+f+zp1xkDh23wROvhjTV2BP7Sdge/PFl/IiIiIiIjFYN1hbzIAGX+TZo0CatWreoIuG277bYmg+/QQw81AbKe8MlhQIw9AJ3gFOHddtut43OOSF5jjTVMAI5BRl7uv/9+E2zLPn4kEsHuu++O119/3QQiN9hgA7S0tOCVV14xl/POO8/0IMzlzTffNMFFBuN4vsxcZMDyzjvvxEMPPYQXX3wR3/nOd3Jue8455+C3v/2t+XittdYywb9PPvkE5557rhl+whLoXI8VsycZ4GQAlffPnDnTBFaffvppPPPMM7j55ptxyimnOHrcREQkgz8EV80UuALlHKsBtDW2d+5zWSW8VZOAUBXQsMTKCAyUIxWutrZNxk1mH4OHSETN54hHOnoAurPKdM3gD2YCJmN6CkREREREZOhl/nGab3l5uQn4ffjhh/jPf/6Dn/zkJ44CfzYGxhhEc4JBRgb7fv/732Pp0qUmADdr1qyOqcI8LoNjF198cZdtGdxj4I/bf/rpp+Z8v/76azzxxBNmu2uuucYE47K1traazEUG/pj5t2jRInPMxYsX49hjj0VTU5O5v62trcu2jz32mPn6uH8eh8fjcRn843m89tpr+PWvf53za2VWIQN/W2yxhck6fO+99zBv3jz88Y9/NI/Daaedhg8++MDR4yYiIhkZfwz8+UNIt6wE4vy3284YT1ufR5uBirHA5E2s64zyXtO3L9qINK9bV8HdVm8m+Ob6OyP3mvIE4I025u33JyIiIiIyUinzb4hk/t1222048sgjTTZbXzFw5hSz6xgQY6lvNgYdmUF4/vnnm96D7CVo148zUMgBI3THHXdgxowZHdvtt99++MUvfmFKkC+55BLsu+++nfbLwSUM9K299trm6/X7rVIvDinhPhnAYxDyz3/+M0499dRO21566aUdgUcex8YyXq7/3ve+h1tuucWUMbOk1/b+++/jH//4hzn/Bx54ABMnTuz4xjjxxBNNEPPee+8158wsx5Gku7LuoXJupb4ulUoVZV0ymb/PWvZQoULuz8k6p8dkKwQnotFoQdf11EKgt+fndJ3Tx8Xpa8Bpzw+nr+Vcqf/uYDXc7iBSDcvN5x0tKVweK+svUGZ9HI0AoUrAEwSibYjFY3Ax0y/agnRqIVA9CUkO+4g3dAr8xWJ2uS+QCpTD1dYId/MqpNrLgAfqMS7k630gjlusf1ecvFZK/d/kYunP95mIiIiIDKPMv5NOOqlfgb/MoB5LYntSWVmZM/Bn23vvvc01S5FZImtjII2/aDGAx957ub4OYnZddv9BlvXSMccc0xH4s/FzZv/Rgw8+2Om+r776ymT5EQN22dhrkOfDX+55fpkefvjhTmvynS/Lf1m6LCIiDrg9cJXXIh1vbb+hvcy3rAZg/78gB3Nk9KdNxIBAGIi0wNW4BK7m5XDFW+FORuFqXAQXswTLaszEX6u3n9XjL+UNIhWoNMFCX8tSuLICfyIiIiIiMnQz/5555pmOY06fPn3IPJWFHa/SB8zYmzt3br/3w75+Ng7IsL311lvmeocddsjbu5BluJlr7YwGlvh2t619+zvvvNMpA8LeD/fL/Xe3beYxnZwvg6UMPPLrVemviIxIbi9cwXK4QpXmmp/3xMVMPW8Q6VQKrrJquKvGAaFqgNN7szHLjz3/WALMst5U50w4F/v81S+Aq2ERXJxuH6wEglVIMViIFDwty+BvWgw39yMiIiIiIsNCU1OTaX03FBU9+FcoHPZBnObLLEHbl19+aa5zZdHZ7MxDlhXbGJC0S7PybWtvxwy+b7/9tt/HdLItsx+nTp2ac1sRkeHM5Q3AUzUOvgkz4J0wo9M1b88ZyLN7/YVHwV05Fu7yUXD5Wd6b9ePP9PNrBpqXA611JuhnsgPzlCO7kjG4W1bCtXIOXKvmwFX3LfwNC+BvmA9fpE4ZfyIiIiIi+d7Xu1ym7U8hL4OR/XfeeeeZBLb9999/5PT8KyUs2bX7+rGHXiaWAdOoUaPybm/fV1dX12W77rbNvD3Xtr09Zn+3zcYBIexb6MRnn33maJ2ISDG4AmXwjp4OT7ga6Vgb0i31Vl8yptz7y+CpnQZ3eBQSK75FOta6OjuQ2Xgc2uEPmVie9b+MIR8M8sUiVrZf5yNa97O/nKeb80onAR6Pf01L5G9NISIiIiIiQ9frr79u4k4HHHCAmevw+OOP92t/r776KrbddtteDc0d0cE/DvTgg8+m97w+7LDDcpYDZ/fsy2Q/2JlTezPLiPNtm/kk5dq2t8fs77bZOKyEgVERkaGe8cfAnztQhlTTis53ptNIcxBHtAXu8lp4J66PVPNKuLN/iMZjSMdjgC8AtDZYvf/MP7d5BhswWBhnUDBi9QYUEREREZGCGUqDwyKRCE444QSUl5fjpptuwj//+c9+75NzHjhMdptttjHzKXjZeuutu511MWKDfw0NDWbQx7x587DFFlvg7rvv7rKGD2ZP0xXtqZqZvQLt7extMz/P3i7ftr09pr1ta2trn7bNNmHCBGy++eZwmvnXUzBRRKQY3OEauIMVSDUth8fT9ceWyx8y2X8uXwCecA2SfCMRa+q8KN6K1Mq5cIdrkWpZad2W49/1Dgz41S0EUs4m2oqIiIiIyPAM/l122WWm7RoDf/nmOvRWWVmZif0wA/Bf//oXLrnkEhPj+e53v2sCgwwGbrXVVqakeUQH/5qbm7HXXnvh/fffxwYbbIDnn3++U68/W01NTZcy3mz2ffba7I95/8SJE/Nul2/b3h7T/pwvgL5sm2sysD0duCcMnipLUERKjtsLd+Voq5Q3AwN9zM5zM0Mvo31tOhaFu6zaBPuYtWeyAiPNAId2sCeg6f9Xg3RLN20TOAgk2gJEGgbyKxMRERERkRL3wQcf4LrrrjPDV0855ZSC7be+vh5vv/02XnnlFbz88st48803TSzoxRdfxEsvvWTWMNNw++2378gMZHJXX4OmQzL4xwfkBz/4gZmMu+6665oHp7a2Nuda3v+f//wHX3/9dd79zZ49u2OtjSObWXrLDDxumyv4Z2/HMtxp06Z1Oib19pj25wsXLsy7LcubmemYa1sRkZIP5DFYx79epVJIxdqsoFw3mNXn9oWQaq03wT5XqBxub7DrwI52qVgLXF4f0Lqqa4AvEUVq5Xy4a6fAHR4NeFIAz8GU/rqsUl9m/DHwV7cASOTPwBYRERERkdLL/GNVI5ObnDrxxBPzJk0lk0kcf/zx5mPOUyhUFh55vV6T5cfL+eefb2JPb7zxhgkGMvj3zjvvmOnCzz77LJ577jmzTVVVVbeJYt0eD0MMa61/+MMf4rXXXjMBOj4o48ePz7ue9dN33XWXac6YCwNtc+bM6Vib+UTwBcPo67///W/suOOOXbbl7cRUTI9ndUd4Nm0k7pf7z5UWam9rr808Xz7Z9v3ZGBm2y5A33XTTvF+3SCYzGKGA65xyur8UhyoUYX9O1vEffCcSie6DWL3dn9OvodDHLfTXy+fMLsf1VI4xgTwO6WCvvlS8DcnG5Ui21CGVK9Dm9sDrDwOhKsDT3gfV60GKwToO2lh9EDMEJBVtRToRhae8Fi72+Mv1tbQ1IblkNtxlVfDUToLLX9Ex2yPN/n4N3yLd1tAp8Of0uSj110qxvs+K9e9KoY8rIiIiIqWP7cx6U9W4ePHivPddf/31Zl+/+MUvsMkmm2AgMfls5513NpdLL73UJL0x3vWb3/wG//3vfzta3/XVkAr+MevtoIMOMpl+kydPNqmRvO4OA4X/93//h6+++soE1ZgqmT0RlzbbbDOsvfbane47+OCDTfCPvQT5ZGc2XmQAjkFFOuSQQzptt84662CjjTbCxx9/bKLDfOIy8byZ2ccnl1Niso951VVXdazJPif7fNnrkCmgIiKljNN2fWOmwxOqNCW4yZZVJljHAKDbXwbfmDXMoA4zpZcZdx4v3IFyuINhuHxBM+XX5fVbE3mzhnOkYxGkYq3muuM++y+I3QWmmAHYuAzpZCvSvvYswnTKGvChHn8iIiIiIgOe9VfozD97f+ybt/766zvebsKECTlvZwyJffjWWGMNXHzxxRgM/OP6rFmzTDyIF2YCZs5myNXqbtgF/5gBccQRR+CZZ54xmX58IPgk9GTcuHEmhfPmm2826ZpMmZwxY4a578knn8S1115rPs71ZHI71nYzCHfyySfjlltuMRl3zD5krTdLd1kOzKkv2bg/BvKuueYabLnllth3333N7WwSaa/nPsaMGdNpO9Zw77PPPnjqqafM5GKeI1+MzGC4/fbb8de//tWkml5wwQV9fCRFRAYHM/68DPwFwkg2Lut8JzP/GOyLtsBTPQ7eso2QbFyBdHaALx5FKh6Fyx80ff/S0VaTMcjefrkm9XLwB8uJ3XEHA4wY6OM5iIiIiIjIsMDA37vvvtvv/Zx88skm9nPbbbeZ4RwD5aOPPuoI9rHClaW+dgULj7vbbrt1DABhbGnYB/8efPBBPPTQQ+ZjBuCOPfbYvGs5gYWZfDYG+PjkM4uPw0E23HBDMzDE7rt39tlnmwzBbOFwGA8//DD23HNP3HnnnXjsscew5ppr4ptvvkFdXZ3JvHvkkUdyvhCYoXjGGWfgd7/7ncnuW2uttcz6Tz75xAQy2bSRGX658FjbbbedOWcGOGfOnIkVK1Zg/vz5JprNfTqd4isiUiym1DdU2TXwR76g6f9n9wD0hEchnU4h2dQ+idcWjyKxcp4pGU6sWsieDN0ek9mEiRVz4VYGn4iIiIhIySpk/7yB8O6775r4y9FHH93lPjsbjzEauw3do48+avr3OXXooYeaSb8rV67sCPZxngRbztnBPraFY0u6Qih68M9pT55olFkelrlz55pLPtl10Ez75IPKoBkz57788ktTcrvTTjvh1FNPNYG6fBiE+/DDD3H55Zfjn//8p4nKMluPwcILL7zQBAPzufHGG82Tz4xBTohZtGiRCeQdeeSROPPMMzuVEWfi/vlCu/rqq03w8X//+58JRLLU99xzz+1SuiwiMqDcXpN553J5kE4n28ts4z1u46kYY5Xykstt9sGef7zuKM9tl4pH4C6rQbKl3vTv43apSIvp4Wcm+8Jtevl1N4HXXT4KqbYmpFrqgdVtWEVERERERPoUr1q6dGm3Zbr2/WwN1xuM9TC4yFJeDh3Za6+9zEwIJrsNhKIH/1jP7KSp+THHHGMufcVgH/v28dJbzNpj37++YD/A7J6ATlRUVODKK680FxGRYnB5A3CHq+GuGGNl6LVjWW26brEZ1MGy3Fy43hWsMD35mLVnBfDyS7c2Ar6AGQCSyprSy2PEV8yFb/R0+CvGtPf5a+3oHchSX2b8MfCXWDnXBAzh6f54IiIiIiIy/Kb9Fkp9fX3e+xgfYjXqtGnTuk1McxJcZPLarbfeapLOvve975msP1Z6FvrxKXrwr6eBHSIiMvg4aMNbOx3ukBXAyxzUwWAbA3HucK0JynVk95meeyzlLYOXffyqxpgAYU6crhvnwA7272PafBqeilpr8Eau5dEWxJd9DXd0jAlGskzYxn2w1JcZfybwJyIiIiIiJa3Ug38DjcM82OePg2n58QsvvGAufFyqqqo6yn95Yeu6ogb/GKW85557cP/995ty2FWrViGRSORdzy+iu/tFRKQ0Mv4Y+HMFy5BsWt75znTaBOISiQZThstpvcn6xe1Tesusyblc5vZYwULwh3p7e4dU2gTqOLCjy/Re9vxIdz+llxmAyYalpi9glzLklH62iIiIiIjI0LDNNtuYy69//WtTMvzWW291DP54++238Y9//MNcGEcbPXq0af/GzMCf/vSngxv8Yw++H/zgByZK6bRvn4iIlD5T6huq6Br461jghTsUgsvtgX/82kiYIOHK3FN63V6TNcigHxL5+2AwW5AZgGZdT1IJpCPNOWb9ioiIiIhIqWNAq9CZf0M5k9Dv95tMP14uueQSM1Dk9ddfN/G2Z5991pQEcwgu+wQOevDvmmuuMRFJOvDAA80AjIkTJxZsEomIiBQBA3vtffUysWefixN6fSHA40EikewyqAPtE3bT0Vakoi1IR1rhrZ2MVGtDz4f1l5kSYmXwiYiIiIhIKTumnzMpusMhIgz2vfPOOyYDkANrGdhk0l1/Eu/6HKl74IEHzAlcdNFFuPjii/t8AiIy9Cjbd4hg6a2Pk3XdcKU8SLPctj1Al4+ZyOsPIdnWAJc/DDfLa80+cq9nya0nWG6y+hKNy03gzy7nNZN6yypNeXCyuXNmYCZzf1tT/v6AMiLo3xURERGRkcPNtj9ifPDBBx0lv//+97/R3Nzc6f0xMwO33nprU/o76MG/OXPmmODf2Wef3eeDi4jIAPD64QpVAeFauLxW4M4bi5pAXap5hZWJl2swBqf7BqvN4A0GAbuViCOdiCAVbUM6zoEgdZ0Gf3RM6V0+FxgzHZ7KseZ+k1HYPjiE2X6uQBjJtkYkVnybd3KwiIiIiIjIcHLrrbeaYN+rr76Kurq6TsE+VtRuscUWJtjHgR/bbbcdQqFQv47X5+BfRUUFkskkysvL+3UCIiJSQP4QXDVT4AqUm0y/dBtH1KeRisbMlF5P7VS4w01Irpxv7udtnNDLa2YKpuBF2u3tPKij03TeiAn6JWLtgTr21uhmUIeZ0rv0a6TCNfBUtk/pNdukzeCPxPI5VsZfN/0ARURERERkeBnKPfoK4f/+7/86ynmZBbnJJpuYQB8Dfuz9V+hYW5+Df1tttRWef/55M+F31KhRBT0pERHpY8YfA3/+ENIt2WW2aaRjLaYU1101Dt5wLVIc6JE1JZf3MwOPmX/ptmbT049BPysrL92nQR3cNlG/BInGFaak2Ez2TaWsbdqPP9J/+IuIiIiIyMgxc+ZMM72Xwb6dd94Z1dXVA3q8Pgf/zjrrLDz33HO48cYbcfnllxf2rERERri0i/36AqZfH9IpgAG5dA/9+kJVVsZfduDP64fbHbD6/zGrj39dCteY0t9Uy6rOx422ILlirhn6kWxYUthBHakEUpGmnteJiIiIiIgMY5988smgHq/PwT9GKDnx91e/+pVpPsjef2VlZYU9OxGRESbt9iHJAJ53tBWsszH7rq0OrkgTXMlY7uEe4VprqAc/9gasfn9ev1VmG+u8DbP5TF/AllVIR5qRjrWaDL5kpA0pbwBetw/u8lFINXcODmbSoA4REREREekLVf5gaAT/WIts9/675JJLcNVVV2GDDTYwn3f35L700kt9PaSIyLCW8gaRCI9Fmv336lcCnLjLcl3232MgsGoi0sEWoHExXAzy2RjcKxsFd/kYU7YLBvW6k4wjFWk2U3xTZkKvNU3Kxn0kVs6Ft3Y6PBVjzJCOdMagDvYH9Ib8ZkIvs/40qENERERERGQYBv84kSRTJBLBu+++2+02iuyKiOTP+DOBP18Q7khDp+AeA4Dg8A7eFqpCqnICXE1L4XJ74HKHTZYfGDDkhN5UPMfOub3duy9ilRFzvx6v1X8v1/lEW5FYNhvucLUpATaDOtqxVx+DfmbCryb0ioiIiIhILzA2VOj4kOJNAxT8u/jii/u6qYiIZDGlvv4yK/CX49FJs5TX47eyAGummLUuTvJNtbYvsIdxtE/pTSasLMBEBEjEkYpGsvbYvi7PlF6zy0QUyYalSDatNANAXC4P0ukk0rEIEtH8Az5ERERERESkdCj4JzICOP0rSLHWcbR5qe7P6b64Lu1yI+lu77GXTsOTisHVnmVn83g8XbbldiirgSeVgJtBPp6b6dvnAzwBpDnF177dxPkSVmlvrBlubksM9Nn9AFsbTHZfx1fncsGd9bWydJfBPVcyClfG15j7600BLPttP76rF48LR9cX47l1sq6Q+8r33A7GcYfD91kx14mIiIjI4NN7tSES/BMREUvS5UHUX4mErwIpjw/pNNPY03An4/DGm+BLtMLdzTTcNAN8Hj9c8QhSvqD5OI2MYR/ZEjHAH7YCga11pqQXDPrFW+GqntxR1tstBv9WzQNS3U8QFhERERERkaFNwT8RkX5IuHxo8VUjGozBnYrDwwBc+5COlMePaLAWiUQYwchKkwmYiWuY1ZcMViEZrIHbk1lKm2OibzJpMvtciajptedqXQVEGlff39YAhKqBsior+y8PV7gG6WgTUt2sERERERERGSjK/BuCwb/33nsP999/P2bNmoVly5aZJ3HMmDHYaqut8OMf/xibbbZZIQ4jIlJyGX8M/CXcPnjjqzr16mMA0JOMwp2MIuELIxKsRSiyHGm3FylvoCPbjytTnoApzWWBbKdCxXQaLmb5Jdm7L9aR0cegocuX7prhl4ghXbcArprJAAd0MCMwxoCitWeXP2Rl/DHwt3K+VSosIiIiIiIiw1q/gn8tLS346U9/ir///e85ezv9//buA0qq8mzg+DN32jbKAoI0qYolCor4BcESLNGIYInnGCOIqGjUGI1+6mdEiTWKNeqJYixRIx4VEutRQcESNUixNyyIKAgIwvZp9zvPu864ZXb33eXuTtn/75xhlrnvLXvnvjM7zzzv+7zyyity4403yvHHHy9z5syR4uLibTtaAOgAOltezBcwQbaoE6qdi0/nvWsg4hRKzAlLKF4hDctpJPnEZ4b/RsKlEveHJFbdeF44n1bojUVNMNDRzEGdh69ic/rKvSpYUBu4S1dpV6sCb/rKzAnoK+phsgDNPH0BzRasNkN9TcYfgT8AAAAAGULmX44E/xKJhEyePFkWLVpkgn59+/aVCRMmyIABA8zyNWvWmGXffvutPPLIIyYj8IUXXuAJBpC1YuKXal9Yqn0FEtfgn88nlaGg+N2YhGOVEkpUid+tnSMvIY7UBIrEn4g2qs7r+vyScII/3mpfZhOa2RcsMcU96hUBcRPij1WJlK81w39T1X6bCPy5yeDflm/F9+OxNP5FIiJlG8St2GTamkIklZXiRquY4w8AAABAxhH8y5Hg3wMPPCAvvfSSBINBk9135plnNqr8pwHCO++8U8477zzT9sEHH5SpU6d6cdwA4KmoBGSr00WivpAENNjnVovPFYnFqyTuC0llsLtEEoVSHP1BAm5U4k7ABAg1IGjm93NCJtCnAT9TvbcBnQ8wHigU1wmKEy0z8/Y5mn33Y/DQcSrE9QclES4Rp6a86cBfQTfx1VSIr7qs5V9Ki3nUVNSuW1N3PkEAAAAAQGfR+BOqpYceeshEamfPni1nn312o8Cf2bjjmKDgDTfcYLIDNWAIANmY8aeBPy3eUeBWSVB+yubT+4AbMUN7dW4/neNP5/rTwJ8O+a3xF0tVoItEg8US13n80gT+NNMvkKiRQKxSAlUbJFD5vfgj5Wa4b2o/iagEK74zQcFEuKu4wUITVEwVBgkWihSVii9aJb6t35rCHwAAAACQazSW1B43tEPw75133hG/32/m/GvJqaeeKoFAQN5+++227g4A2o0O9dWMP5Pt12QrnxniWxnoKj+E+0i1v8QEAzUQmI6TiIk/Vi2hyFYJRbaIP1pVO0Q40XjuwNQ6sRoJla0Vf8V68Wmxj4KutZl+BV1r/69DfX9YIz4t5AEAAAAAQHsO+y0rK5MuXbpIYWFhi221jbYtL08/lA2wYRvJb1h4JpuOLVPtbKXL4N2W/dpuz7adfolgQ7+YqCvu+iQq/lQ13aDExe9zTTst7hFxiiUoCfFLg/V0OG+wyGT5JUxGn08cn19iTrGEYltFS4JIIGzmBAz6HXHcmCnuofemdq+uYn43R2JaOESvTb8rPker/DYtnKiQmrKtZts676AG/rRAh5njTw/RVAmuFQo1v63U7xJvYn7ABnS6hkz0R9vt2V4DNufF9txlql1br/dtbWe7X6/7t9evK53ptdtr2X58AAAA6KDgX69evWTdunWmkEfv3r2bbattfvjhB9l+++3bujsAaLWo60iVG5QKCZngX23ozzXBv2I3Yob7auEOvS+Qmp8q/UrAzAGoAb+oU/9DsAb6or6wiM8vBYlKqfEXSliHBEe3Npk1qOEvnQuwoGaTROsW+2iGCfRp5V+edwAAAADANmjz1+djx441GR2zZs1qse3ll19u2o4bN66tuwOAVom4fvneLZbNbpFo8lmRG5FiqTH3+n99/Aenq0Q0yGcCfkGplEKp8BVJjS/0Y6ZfQ64p9hF0a6QovlW6RzdKUaxcYr6mM7k08BcLFEkgXiNBreoLAAAAAJ0c8/3lSPDvrLPOMgG9u+66S6ZMmSKfffZZozb62Iknnmja6BOr6wCAV+KuSFXCkcqE39zr/5MZf5vcInOvAb+wLy7JUWx6r/8vkhqp9hXIRqeHVDpFUuULSTxdlV43bop1FMQrTKAvFK82AUDHTYjfjUtJbIv5fzRQbIb2unWDfk7IPO6PR6SwZpPJGgQAAAAAICeG/R544IFy7rnnyi233CIPP/ywuQ0cOFD69+9vAn1ff/21rFmzJtX+vPPOkwMOOMCr4wbQiUVdn5THAlKeCEjEdVJz+YV8CSlxYrI1EZYaCZjAX92pq0xATvwSEb/ExJGEVErEqc38i4tfAlI7L57fTUjQDP6NSWW8st6+tSKwX4t5/BjI08Bfl9hmqa6JSDRQYrL8kgek8//pUF/N+CPwBwAAAAC1mGM4R4J/6qabbpKhQ4eaob+bNm2S1atXm1tdPXv2NMvJ+gPghZqEIxuiYal2HQn6ElLkxESn5Uu4OtTXkQ2xkGxwu0iJL2ICfxqHi4tj5vzTocB1meIfblxqtIiH+KXQrZKQCQumL1JhtuUEpDi2xYQOkzQDsCBaJqFohST8QXHFZwp+mOIfddoBAAAAAAj+5VTwT5199tly6qmnyoIFC2Tp0qWmuIfSIiB77723HHLIIVJQUODFsQLoJHT4bk3CZ+bmM8N0HVf8vtqMPw38aZBPM/zqZvVpALDAlzARumo3YNZNOD6T1dcUDdAVuNUmeKclQVyfU1tZNw19NOIUSDARkXCiOm0bDfQ58drCIQAAAAAA5EXwT2lw78gjjzQ3AGirSEKkLOqXrTHH/JzMoAs5Il0DCfkhFjQZfw0Df0pjdjrHX0UiIDHXlZgvIG7CJ0VOtNF+Ar6EhHSIr5uspuuTkkSlVDthqfIVSMDV8h+xH2sD1w711Yw/DfzpHH8aLAQAAAAAtA3DfnMw+AcA26o67pN11QGpivsk5HelOOCK43PNcF7NAlxb7Zf1NUXSzR9NBf404KdZgNEfbxqo0+xAny9hCnJEfAEpcHVYsGsCfjq7nwb1kmU9ksE9pZl/BQktAhKSKl+hVEvYPB7xx80cfzrUVzP+CPwBAAAAAHIJwT/Ag28jsr2d4ziebs/vrz93XlMCAbuXGNcflI01fok5PukRchtl9YV0W36frC7zS9DVIhtaoMNnAn21B147PLi26IdI0O+YoKEG/Yr8IoW+nwJ+dV/29PgiEpACcaXQ9YkjjhRKTLpJuZkjUDMPy90yCUhUHEc3qFtJfy5DIT3KltlOg2DbLhKJWLVLJLydezAWs6tcrFXhvbz2bK+pcDjsSZv2eM5sr5VgMJiRdrb923Z7ts+Z7X69fN3L9tduvhHPHjwXAAB4+77q9Xsr79XNs/qLfPr06ea+b9++cvXVV9d7rLVPxj333NPq9QDkj1hCs/xqs/b09b7Ar0N9HamMO9ItmGgU+FPatjrhk4Trk03xoAn6FQcaD73Vj/o6P2B3p0oq3aBJ6wv43CbCdcnqvwHp6pbXK/KhP4elNrgVce2CawAAAAAA5Gzw7/777zeBuxEjRqSCf8nHbLI6ku0I/gGdV01cZEuNyOaa2p81D02DcgGfyHeVfgn762f8uT8O99W2Ebf2Xot3+CUh1a5W5o2bIh+6jZCTkJAO6/Vprp7O0ReRWMKRcgnVvkY1FVCUsIQkIoVCkQ4AAAAA6Chk6mVh8G/q1KnmidHMv4aPAUBLKmMi35SLVERFCgIiXUO11Xl1aK4GA7+r8UtpIC5hpzbrTrP89FZX0BHx+xImP88EAX0iXfwxCfoafwGhQcBCJyYx1y8RN1A7HFgHCvt+nCdQ9HG/BKVCurkVZi5AAAAAAAA6deafzWMA0JBm7GngryouUhquHeqb5Pw47LfAcaUs5khZuSvdQq4E0ozT1WBfdycula4jjhuTIieRNvCnNMCnOYD9nK0mEFghITMM2NViIOJK0JeQHr4qiZj5/Aj8AQAAAEBHIpmsY1HwA4BnYglXqmK1FXo1sKfz++lQX834axj4c5NDgSMi5XGfFPhcqUo4EoonpIsW1/ixGq/O4ac3zfxzQhFJRIJS5upLV9OBPw30FTgx6epETaCvxI1qyQ4TEDTBP0mI3+fKZgJ/AAAAAIA81+bg3wMPPCCFhYVy3HHHWbWfP3++lJeXm+HCAPJLdcyVH6oT8n21K9VxV9yEKz7HJ9FKLeYhUhj8KfAX0+BcTKQqlszQE5PBp+U1go4rlXGfdA8mpDigc/nVnwdQs/iK/XGJiyPVidr0QJ3rLzmEOOI65hZyKqWHU20Cf0oDfX5pXCAEAAAAAIB81+bg37Rp08wcgLbBv/PPP1++/vprgn9AnqmIuvL11riURVwpDPqke9gnjs+RhOvKmnKRtZUipQW1gT4N0EUTjYfzFvpdKYv6pFvQlbgrUhQQUwCkIVNfyOeTgeEqEzAsSwSkIvHTy5gW/ujlj0jc0eUM5wUAAACAbMSw3xwa9mtT6Xdb2gPI/ow/DfxVxlzpWeir9wLu+Hzid2qH7m6sEtlaI9KjoLZwR8qPc/5tH9ZiH5q15xOdxi/dK4W+fJQn/FLoJKQ0EDNZgl3dmMn0M3P5+VyTBajBxC0E/gAAAAAA6Ng5/7Zu3SqhUKijdocciuRnKiiciW8abPdp285x0lTGSMPv97dLu7KqmFTERHoW+lPHnEi4ZlhvZVSz+RyJ+1wpCtQO5424GuxzJOgXKQzU3hzxydZ4QMIhkfXVPtlc40jUF5di/08VgXVuQK3+WxIOSJ9QVAr8P72WFKU5vmAwaPV7hMNhT9qogoICq3ZFRemOuLFoNOpp/7G9VmzPndfHZ3vN2x6fzftNcXGx1bZKSko8fW5trxXba8+2nZf9ojXbs23XXq9TXvQLr1+7O9s359l+fAAAoOPx90EeBv/eeOMN2bx5swwZMqQjdgegg4p7fF/lSmGgNuNP/7+1xjXZgMlwjwb5NNMvmvBJyKktANI9rOs0/sAd9osZ9qtDd8M+nSvwpw+LOgS4b2FCEm7UzAMIAAAAAAA8Dv794x//MLe6Nm3aJBMmTGg24+OHH36QDz74wAQHDj74YNvdAchyWtVXb90LfgrS6f/r8vt0DkD3x2q/mv1XW3E3HU0Qi7s+GVSckO4hV2oSkhrOG3ZENF74QzWBPwAAAADIZRof8jrzj0xCj4J/q1atksWLF9d7LBKJNHqsKSNGjJBZs2bZ7g5AltPhuO6Pc/upgOOTsN8nNXHXzLtXFHSkq6PDgB1ZW6FDgX2iOYHpgn8a+NNMPx0e3DXomkBfbXIgwT4AAAAAADok+HfggQfW+/+f//xnMw+SVvFtbi6drl27ys9+9jOzvu08PQCyn87Hp2E8reqbDAB2CfukxPWZIh5albcq7hPxi/Qp0qq/Cfm+ujY7sNDM5+cz61bFRH6I1Ab++hUmJMTLBAAAAADkNTL1sjT4d8ABB5hbw+Df5Zdf3l7HBiCL6Vx/equKulIcqg3+aeZfOgUBn5SGfBJ2XBMY3BKRVA6g/l/n89OMPwJ/AAAAAABkScGPL7/8kkw+oBPTYb49C32yemtCioJus9/c6PyfcfHJsO4+6VHgk+p47bBhzR7U4F/ZFob3AgAAAEBnQeZfjgT/Bg0a5O2RAMg53Qv8srnaNYU4uhekfwE3hX8iIsVBkW5hnwkaljQu9gsAAAAA6CQI/nWsNn8E1wq+xxxzjFx66aUttr344otN248//rituwOQhXQ47w7d/FIU9Mn3VQmpiCTMPH5K7yuirmyq0SHCIgNLaguCAAAAAACAHAj+PfTQQ/LEE0/I4MGDW2zbp08f01bXAZBfioOODOkekB26+k0RD80C1ECg3uuw3gElIoO7+kyAEAAAAAAAzfzz8oZ2Gva7YMECc3/ooYe22Faz/rQq8AsvvCBXXXVVW3eJLGHbsXS4Z65vz3ZbXrfTStmZ2F4gYPeS0LByd7FfpDgckD5dXFMAJPHjNwtuNGGG+bYkHA5b7de2XUFBgVW7SCTiSRsVjUat2iUSenY6/nq3fW6rq6s9/X29/j2CwaBn10BRUZHVtrp06WLVTotg2SgsLPT0OvZ6e173R9vnrOHryrZeyzave5l6Tfa6na3Otj0AAABsY/Bv9erV5g/6gQMHtthW22jbr7/+uq27A5ADNNDXJfzTh7fKOB/kAAAAAAA/aY9sPb5EbKdhv1u3bjVZEzYnWL8xLy4uls2bN7d1dwAAAAAAAAA6KvjXq1cv2bJli3z//fctttU22ra0tLStuwMAAAAAAADQUcG/MWPGmPv777+/xbb33Xefmfdp9OjRbd0dAAAAAAAAgI4K/v3mN78xAb2ZM2fK888/32S75557Ti677DIzPPi3v/1tW3cHAAAAAACAPEC13xwp+HHcccfJHXfcIa+++qocccQR5jZx4kQZNGiQeRJXrVolTz31lDz77LOmuuX+++9vAoYAAAAAAADovCjQkSPBP32i5s+fL5MnT5bXX39dnn76aXNrSLMDx48fL/PmzdvWYwUAAAAAAADQEcN+Vc+ePeXll1+Wu+++W8aOHSuBQMAE+/SmP++7775y7733yqJFi0xbAAAAAAAAdG4M+82RzL8kv98vp5xyirnF4/FU9V8N9ukyoKPTgjX47OX2vNyW1+1s+5jjOJ5uT4P7NoLBoFW7cDhs1a6wsNCqXU1NjVW7SCTSYptoNGq1LX398/L6tGX7XNieY9tzF4vFrNrptA9eXqNe/r5FRUWeXne22/O6XUFBgae/h20722vK9nXA9rn18nXPdluZeo23le3bAwAAQI4H/xr+Ed27d28vNwkAAAAAAIA8wpeNOTTst2E2y8aNG2X16tVebRIAAAAAAABAJoN/y5cvl2OOOUa6desmffr0kaFDh9ZbvnnzZjn99NPljDPOsBpiBwAAAAAAgPzk9Xx/yRvaKfj34IMPmkIf//73v6W8vDxV7KOu0tJS+fLLL01RkAULFmzL7gAAAAAAAAB0RPDvo48+ktNOO81Mhn/OOefI0qVLpVevXmnbTp061QQFn3jiibbuDgAAAAAAAHmArL8cKfhx0003mWG8Z511ltxyyy3NVs2bMGGCuX/jjTfaujsAAAAAAAAAHZX599JLL5lI7UUXXdRi2379+klRURHFQAAAAAAAAIBcyPz79ttvpbi4WAYMGGDVvrCwULZs2dLW3QEAAAAAACAPUKAjR4J/4XBYqqurzVx+LT1pVVVV8sMPP0j37t3bujt0oJaez4ZFXXL1RcTm97Ddlm07x7FLtm1qCH1DiUTC0+0FAnYvCcFg0KpdLBazaldQUGDVzrZiuGYae3V8tufYtl/YXiu2z5ntcxEKhTx9zuLxuFU72/Pndd+wuZZtrzvbdvollw394iwT7Wz7hdfnxfYatW1n+zplc63YXk+27WyvY6/fWzrbH9n58nsAAABk/bDfwYMHm2IfK1eubLHts88+az4o7rrrrm3dHQAAAAAAAPIABT9yJPh32GGHmUyXW2+9tdl233//vVx44YXmiT3iiCPaujsAAAAAAAAAHRX8O++886SkpETuvPNO+fOf/yxlZWWNhvo+/PDDsvfee8uXX34pPXv2lDPOOKOtuwMAAAAAAADQUcG/Pn36mOCeztFzxRVXyHbbbWey/NRuu+0mPXr0kClTpshXX31l5gecO3eudO3ata27AwAAAAAAANBRwT81ceJEeeWVV2T06NFmIn6dKF6HAn/00UdSU1Njft5zzz1Nm4MOOmhbdgUAAAAAAIA8wJx/ORT8U/vss48sWbJE3n77bbn99tvlkksukYsuukhuvvlm8/iyZctkzJgxnhzsunXr5KGHHpI//OEPMm7cOFO5UC8YHVrcEi1OMnv2bBk5cqSpjKiZiRMmTJD58+e3uO4XX3wh06dPlwEDBpgsxoEDB8opp5xihjO3ZN68efKLX/xCSktLzX5HjRolN9xwgzme5pSXl8ull14qO++8s6kgqZmVGmxdvHhxi/sEAAAAAADoDIG/5A1NC4hH9thjD3NrT4888oiZa7C1qqur5ZBDDpHXXntN/H6/GZZcUVEhixYtMjcNVv7lL39Ju+4bb7whhx56qAnGaQBv9913l88//1zuvfdeeeyxx2ThwoUmAJrOBRdcIDfeeKP5ediwYSb49/7778v//u//ylNPPSUvvPCCCSY2tHHjRhk/frx88sknZrlWSd6wYYM888wzpnKyBlnPPPPMVp8HAAAAAAAAdC7bnPnXkXTOwIMPPlguvvhiefzxx+Waa66xWk+Dexr4GzJkiHzwwQfyzjvvyGeffSZPPPGECa5dd911JhjXUGVlpRx77LEm8KeZf99++60sXbpU1q5dKyeffLIpcqLLtbhJQ//6179M4E+3r/vR/el+Nfinx6FDoTVLMh3NKtTAnw6n1qzD5cuXy+rVq+Wuu+4yQ6nPOecck2kJAAAAAACQa8j661ieZf51BA3A6S3p/vvvb3Gd7777zlQkVvfcc4+MGDEitWzSpEly4YUXypVXXimzZs2SI488st66c+bMMYG+4cOHy9/+9jcJhULm8YKCArNNDeBpFuDf//53+f3vf19vXa2AnAw86n6SdBivttc5EO+44w4TyNQhvUkrVqyQJ598UhzHMZmO/fr1S3WMGTNmmCDmgw8+aI5ZhxTnA9v0XA18Zuuxed1On38v22nGq5fttNCPDZ0H1Ea6DNh0dKi/jXg87lk72+vO6+fW9hzbtrM9x7bPme059vr82V6jgUDLb2/J1/SW6NQLNvS9wYZmgWdzO9t+ZntNeX0te/l65vVrbabeMzIl248PAAAArQj+JQNuffv2lauvvrreY62lHxa0UvDYsWPNUFzbP6jbSgNpWoxEA3g6915Dp59+ugmkaXadBvJ0eG6SDutV06ZNa/QhUf+v2X86L9+jjz5aL/i3cuVKk+WnNGDXkM41qMej2YB6fJrpl6QZjXXbpDteDf7p8F8dumz7YQ4AAAAAAACdj1XwTzPs9NtdzZpLBv+Sj7U2G6vut8RaCfj555+Xnj17Snt58803zf1+++2Xdnn//v3NMFwt3qFtk8E/zWrRIb7NrZt8/K233jLtk1kGyX3qdnX7Ta2rwT9tWzf419Lx6vyCGnjUeQx16K8WPgEAAAAAAIA3XNc1NSA0YUtHYH700UeydetW6d69u4llnXTSSXLCCSfkzEgIq+Df1KlTzS+kmX8NH2stHVL2zTffyOuvv26GuOq8dzqXXXv59NNPzX26LLokDfhp8E/n2UtatWqVyRhsbt1koLCmpka++uorGTp0aKv2qeru02ZdHRa1ww47mMChrkvwDwAAAAAA5JJsD5q99NJLpuZEksZ7koljCxYsMLe5c+ea6dhsp8PJicw/m8da4+WXXzbDcLWCbXvatGmTue/Ro0eTbZLLNm/e3Gi95tat+3i6dVu7z21dtyENquq8hTY0ig0AAAAAANDZua5rgn3nnnuuHH/88dK7d+/UMp2K7bTTTjPxrMsvv1z+8pe/SLbLWMGPAw44wEwqrgU52pMOj21pYvdklLZu1d7kes2tWze6m27d1u5zW9dtSIuV6FyGAAAAAAAA2SLbM//22WcfM9oyXVG6KVOmyNdffy1/+tOf5O6775Zrrrmm3etZ5HS131tuucUUrWhPyeqLySG86eiw3YYVHetWbdR101VxTK7X1Lqt3Wdy3crKyjat25AO095rr73ENvOvpWAiAAAAAABAvuvatWuzyw8//HAT/NPRmxs2bDCFbfM++KeBKh3vrAUy1q9fbyK42223nYwZM8aMkW4qi+3UU0+V9lZaWtpoGG9DyWXJtg1/1uX9+vVrcr2m1m3tPpP/1+BfW9ZNVxlYbzZGjx5NliAAAAAAAEAL6o4WbSkxKy+Cfzqn3MyZM2Xjxo1pl/fq1UuuuuoqMx46E3baaSf5z3/+YwpkNOXzzz9PtU0aPHiwCVpqYFPXTRf8S66nw3AHDRpUb5+qtftM/l8LojS1bjQaldWrV6ddFwAAAAAAINtl+7DflmixDzVy5MgWswRzPvh30UUXyQ033GAmQlT9+/eXAQMGmJ/XrFljglia/njGGWeYYFcmJkH8+c9/Lvfdd58pzZyOHqNWa0m2TQoEAiYbTks7v/rqq7L//vs3WlcfV5rh6Pf7U4+PHTvW3Ot2dft6XppaN9m27vEuWrQotbyhJUuWpIYhjxo1yuocAAAAAAAA5Dud0kxjObZmzJhhPWIySWsr3Hnnnebniy++WHJBYFuq9c6ePdv8fOyxx8qVV14pO++8c702OjmiZgU+/vjjpu0RRxwh++23n3SkyZMny9lnny0rV640QTWtMNywIq7ac889Zfjw4fWW/frXvzbBP61sfOGFF9ab6FEDcBpUVMcdd1y99XbccUfZfffd5b333jOZkX/+858blYzWzD7NLJw0aVKjfV577bWpNg2PKXm8Or68pKRE8iGSnwwee7U9W15uz3Zbtu1sJwutG3RujgazbSQSibxoZ3tNZeI5s30umiv605Z2mjXsZTuvnwuvz3O6iXnb0kalm/M1Hdt0f9t2xcXFVu26dOli1c72PcP2+GyvvbrFsbx4Pmz7kE0729dQ2+vO6/eCbG+XD9/sZ/OxAQCQr/T9t73+3tBaBq0pfLp27dpW7UeL1h599NHmc5PeayXgXNDmciR33HGHuT/llFPkscceaxT4UyNGjJBHH33UtNEPgLfffrt0NJ10MRnF1ePQgGTSU089Jddff735WcszN6Trbb/99iYIp9mLyTHdep/MZtThwOnmLkxu77rrrjP7SdL9J9ufeeaZZm7EurRAx8SJE80Ha72Ikheinj8NJD700EPmQ8ill17qyfkBAAAAAADIB/pFtsZVbG99+/a13vaWLVtMIpZOxabZhZoolivanPn3+uuvmyDU1Vdf3WJbnfPv3nvvNXPvbQstpawZeg2r3r7zzjtmbsEkzdLTW5IG+JYtW2ay+HbbbTf52c9+JuXl5al5984//3yTIZgu60KzFn/5y1+a4//Xv/4lQ4cOlS+++EI2b95ssijmzZsnRUVFjdbVbMhzzz3XVDTW7L5hw4aZ9u+//77E43EZP368yfBLR/c1btw4c8xDhgyRXXfd1cypqL+/RrN1m7ZVfAEAAAAAADpD9v0uu+xiYileKy8vl8MOO0xWrFhh4krPP/98Tsz1t82ZfxqM6tatm/Tu3dsq+6579+5NFgWxpUGz77//PnXTk69isVi9x7VabsPI7+LFi00WngbSPv30U3MsBxxwgAnu6byFTdEgnAYXTzrpJLOdd99919xPmzbNPF53nsCGbr75ZpP5qPvR/el+df96HDqst6mhZJoNqBfrJZdcYgqJfPjhh1JRUWEizC+++KL8/ve/b/M5BAAAAAAAgB2NMek0dm+++aYpvLpw4ULp2bOn5JI2Z/7pHEOa8qhDYFuaD0nHXJeVlW1zVFQr8LZ1Li+dm6hhRqAtzdprazqnzgfYcE5A2/OrWZU2mZUAAAAAAADwVnV1tRkp+sorr5iYlCZk6fRwuabNmX977LGHycTTIaot0TaanaclkAEAAAAAANB5JYt+eHVrD9Fo1Ezpppl+AwYMMCM49T4XtTn499vf/tZk4el8effcc0+T7f7+97+bNvpkTJkypa27AwAAAAAAANpdPB43ca9nn33WZPpp4E9rMuSqNg/71TnvHnzwQXn55ZdlxowZcsUVV8gvfvEL6d+/vwn0aXGKRYsWyTfffGOChAceeKCZNw8AAAAAAACdV3tl63nl0Ucflccee8z8rFPdnXzyyU22ve222+oVp82r4J9W+n3iiSdk+vTpMn/+fBPs02BgXcn5+TRNUrMDs/3JBQAAAAAAQOdWU1OT+nnVqlXm1hSth5Ht2hz8U1rAQ6vlvvXWW/LII4/I0qVLZf369WaZVgHee++95fjjj5cxY8Z4dbzIArZB3LYWZ8mm38P2d7A9Jxo0t2G7X9vt2bbz+/1W7QIBu5eORCLhaTvb8+LltWf73Nqek2AwaF2kyIZWH7cRiUSs2un8rLZp8Da87kNeXqO259i2XUvFr5KKioo8bVdcXOzptRIOhz1tZ3vN2/Yh22vA5nXP9rXR69d4r78MzZcvV/Pl9wAAALn/vj9t2jRzyxdtDv6tXr06FeTT4B4BPgAAAAAAACBPCn5oieOhQ4fKpk2bvD0iAAAAAAAAAJnN/CspKTFDefr16+fNkQAAAAAAAADInsy/yspK63mfAAAAAAAA0LnpfH/tcUM7BP+OOuooM4H8M88809ZNAAAAAAAAoJMh8Jcjwb+LLrpIhg8fLr/73e/k3Xff9faoAAAAAAAAAGRuzr958+bJ6aefLrNmzZK9995bDjvsMBk3bpyp/uv3+5tcb+rUqW3dJQAAAAAAAICOCP5NmzYtNabadV0z/LelIcDanuAfAAAAAAAAkOXBvx122IEJFeGJbJ6Y0+tjs92e49iNyNfAu43msnHbsr1sb+fl82H7XGj1cxuhUMiqXXV1tVU7nXvVRjQa9bRdIpGQTPDy+fD6OSsoKLBqV1hY6On2bNuFw2FP29meF9vzHAgEPG1n87pnez3ZtrN9je9s7TIhm48NAADwXp0zwb9Vq1Z5eyQAAAAAAAAAsiP4BwAAAAAAALQWWfo5Uu0XAAAAAAAAQCfJ/Pvggw9k6dKlsn79evN/rfqrVYB32203r3YBAAAAAACAHEfmX44F/55++mn5v//7P/nwww/TLt91113l6quvlkmTJm3rrgAAAAAAAAB01LDfK664QiZPnmyy/rQKp1bW04w/venP+pguO/roo2XWrFnbsisAAAAAAAAAHRX8e+6550xATwN8+++/v7zwwgtSXl4ua9euNTf9WR878MADTZsrr7xSnn/++bbuDgAAAAAAAHkw5Lc9bmiH4N9NN91k7o877jhZtGiRHHzwwRIKhVLL9Wd97MUXXzRtNACYXAcAAAAAAABAFs/5p8U9NLKqAb3mIqy67MYbb5THHntM3nrrrbbuDsgI228PNLjt5fZs2zmOXfxeh+F7yfb3tW1nKxPnz/YcB4NBq3Z1vyRpTmFhoVW7SCRi1S4ajVq1i8ViVu0SiYRkgu3zEQgEOvw5s20XDoet2tken+32MnV8Ns9Fe7Szed2zvZ68fu2xxTfYAAAgX/F3To5k/ukHzu7du0v//v1bbDtgwAApLS21/vAJAAAAAAAAIIPBv6FDh5p5/WyyTmpqakxbXQcAAAAAAABAlgf/TjjhBJPJ98ADD7TY9sEHHzRtdR0AAAAAAAAAWR78O//882X8+PFyzjnnyD/+8Y8m22lwUNvst99+Zh0AAAAAAAB0XlT6zZGCH9dee63sv//+8t5778n06dPl8ssvlwMPPNDMAahP4po1a+Tll1+W1atXS7du3Uzw75prrkm7rcsuu2xbfgcAAAAAAAAAXgb/Zs2alarOohU9Ncinw3vTVfrcsmWLCRY2heAfAAAAAABA50C13xwJ/mnWH08WAAAAAAAAkIfBv8WLF3t7JAAAAAAAAACyI/gHAAAAAAAAtBYjSTsWwT9kvDMn54b0anuZ4PWxOU6bC3Fv0znO1Pa8Pn+227M5z36/32pb0WjUql0wGPR0e/F43KpdLBbztJ3tNeB1/7ZtFwgEPGnTmmvA9rnNVLtQKGTVzva82O7XdntePx82/dv2tda2ndfXcba3s5XN798AAACdgbcRBgAAAAAAAABZg+AfAAAAAAAAkKcY9gsAAAAAAIAOoVOCMM1IxyLzDwAAAAAAAMhTBP8AAAAAAACAPMWwXwAAAAAAAHQYr4f9onlk/gEAAAAAAAB5iuAfAAAAAAAAkKcY9otWp9+6rpuRdF+v95sPKcu2+3Ucb+P8fr9fsvn39fK8BAJ2L5O27YLBoFW7WCxm1S4ej3vaLpFIZHV/9PK5tb2Obdtl6lqx3Z7t72G7X6/Pi+32bF/PbNp5/Zridbtsl+3vfQAAAKhF8A8AAAAAAAAdhi/zOhbDfgEAAAAAAIA8RfAPAAAAAAAAyFME/wAAAAAAAIA8xZx/AAAAAAAA6DDM+dexyPwDAAAAAAAA8hTBPwAAAAAAACBPMewXAAAAAAAAHYZhvx2L4B/yTmd6EXEcJy+eC9t2tr+v7fZisViLbfx+v9W2bNvF43HPjk0lEomMtHNd19N2mbhWbK8n23aBQMDTa8V2e14fn9e/h207r58PL68Br6/PbG8HAACA/JLdkQMAAAAAAAAAbUbwDwAAAAAAAMhTDPsFAAAAAABAh9CpSLyejoTpTZpH5h8AAAAAAACQpwj+AQAAAAAAAHmK4B8AAAAAAACQpwj+AQAAAAAAAHmKgh8AAAAAAADoMBTo6FgE/9BundR13azeb2d6sXGczCT52p7jTLWzOS/xeNyzbalEImHVLhgMero9237h9fa85uVz6+W22qOd3+/Pi3a2v28mno9sf43yup2tTL0/dqb3ZQAAgI7EsF8AAAAAAAAgTxH8AwAAAAAAAPIUw34BAAAAAADQYZjuo2OR+QcAAAAAAADkKYJ/AAAAAAAAQJ5i2C8AAAAAAAA6DMN+OxaZfwAAAAAAAECeIvgHAAAAAAAA5CmCfwAAAAAAAECeYs4/ZHwMv+u6Of8s5Mt8BY7j7fcBXj+3tufZtp3N7+v3+622FY/HrdolEglPz53tfm3ZHl9nupZtrwEvr7vW7Nd2e17v1+vfNxPb8/o1xet2+aKz/b4AAKBl/H3Qscj8AwAAAAAAAPIUwT8AAAAAAAAgTxH8AwAAAAAAAPIUc/4BAAAAAACgw+b783rOP+YQbB6ZfwAAAAAAAECeIviX5RYtWiQTJ06U7bbbTgoLC2XnnXeWmTNnSkVFRaYPDQAAAAAAAFmO4F8Wu+222+Sggw6SZ555RgoKCmSXXXaRVatWyVVXXSVjxoyRTZs2ZfoQAQAAAAAA2jT016sbmkfwL0stW7ZMzj33XPPzXXfdJatXr5bly5fLF198IaNHj5aPPvpITjvttEwfJgAAAAAAALIYBT+y1JVXXimJREKmTp0qM2bMSD3er18/mTt3rhn+O3/+fHn33Xdljz32yOixZhvbqL/ruh26rdZsL9s5jpOR86J9oqO3Z7tPv9/v2T5b0y4QCHj6XNi2s5WpvmGzPdt92raz7Re27fJlv16fZy/bZerYbGX79gAAAJAbyPzLQuXl5fLcc8+Zn+sG/pJ23HFHmTBhgvn5scce6/DjAwAAAAAA6AwW5UEtBoJ/WWjFihVSU1Mj4XBY9tlnn7Rt9ttvP3P/5ptvdvDRAQAAAAAA5P+cf7flSS0Ghv1moU8//dTc77DDDhIMBtO2GTZsmLn/5JNPmtyOzhU4Z84cq33qHIIAAAAAAACQRrUYtO6CBhq//fZbmTRpklmuj82bNy/rTxfBvyyUjBz36NGjyTbJZZs3b26yzdq1a02REAAAAAAAAHTOWgwE/7JQdXW1uQ+FQk220SHBqqqqqsk2ffv2lb322ss686+5bQEAAAAAAHSGQmTllrUYFi5caGoxEPxDq+k4chWJRJpso3MCKp1ssimnn366udkYPXo0WYIAAAAAAKDTW2FZi0GDf7lQi4GCH1motLTU3Dc3cWRyWbItAAAAAAAAsqcWQ7Zg2G8W2mmnncz96tWrJRqNpr3QPv/883ptt9WXX36ZGv6rWYDILNd18+IpyPbfIxPHl6lzku3PRWcaatDZ9psvx9dZfgcAAND+kgU3k5/DO5v2iDskz2lrtz1jxoy0Iya9qsWQLQj+ZSGdp0/n+9MU0yVLlsi4ceMatXn11VfN/dixYz2dZ1Dn/aNICAAAAAAA7Sv5Obyzac+4Q2u3vXbt2natxZAtCP5loZKSEvnlL38pTz31lMyZM6dR8G/lypXy0ksvmZ9//etfe7LP3r17y/r16818g0OGDKlXBETnFdxll1082Q+Q6+gXAH0D4D0D4O8pYFtoxp8Gl/RzeGei1XHb08aNG6WsrCwV07DRt2/fdq3FkC0I/mWpmTNnytNPPy0PPvigCf6ddtppZjiRRqV/85vfmHLTRx11lIwcOdKT/a1atarJIiAa+Fu2bJkn+wFyHf0CoG8AvGcA/D0FoPX++c9/5sxpK82zWgwU/MhSY8aMkZtuusn8rOPPBw0aZIYDawRbA3EjRoyQu+++O9OHCQAAAAAAkNe1GNLxuhZDeyL4l8XOPfdcWbBggRx++OFSUVEhH374oQkCXnLJJbJ06VLp1atXpg8RAAAAAAAgr2sxpON1LYb2xLDfLHfQQQeZGwAAAAAAAPKzFkN7IvMPAAAAAAAAaFCLQWsvaC0GDQC6rmseb69aDO2J4B8AAAAAAACQp7UYCP4BAAAAAAAAeVqLgTn/AAAAAAAAgDytxUDmHwAAAAAAAJCnCP4BAAAAAAAAeYrgHwAAAAAAAJCnmPMPTZoxY4YpYd23b1/OEkC/AJrFewZAvwBs8Z4BAB3L57qu28H7BAAAAAAAANABGPYLAAAAAAAA5CmCfwAAAAAAAECeIvgHAAAAAAAA5CmCfwAAAAAAAECeIviHRhYtWiQTJ06U7bbbTgoLC2XnnXeWmTNnSkVFBWcLGaO1iV5//XW5+OKLZfz48dKzZ08JBoPmOj300EPln//8p2nTlGg0KrNnz5aRI0dKcXGx9OjRQyZMmCDz589vcd9ffPGFTJ8+XQYMGCDhcFgGDhwop5xyinz55Zctrjtv3jz5xS9+IaWlpWa/o0aNkhtuuMEcT3PKy8vl0ksvNf1P+6H+ntovFy9e3OI+gWeffVZ8Pp+5DR48uMkTQr9AZ+oTxxxzjPTr18+8jvfp00fGjRtnXmdjsVij9vQN5LtNmzbJn/70J/N3SUlJiYRCIenfv78ce+yx5rNAU+gbAJCjtNovkPTXv/7V9fl8GkFxBwwY4O65555uOBw2/99ll13c77//npOFjFi4cKG5DpO3oUOHuqNHj3Z79OiReuyII45wq6urG61bVVXljh8/3rTx+/3uHnvs4Q4bNiy13kUXXdTkfl9//XW3pKTEtCstLTX77N69u/l/ly5d3P/+979Nrnv++een9qH70/3q/vX/+++/f9pjVRs2bHBHjBhh2mn/036o/VH/r/3zjjvuaONZRGewdetWd+DAgalrb9CgQWnb0S/QGUSjUffEE09M9Qd9LR0zZox5DwmFQuaxsrKyeuvQN5DvPv30U7dfv37m+nccx/QH/Vuja9euqb5y5ZVXNlqPvgEAuYvgH1KWLl1q/gDQ4MJdd93lJhIJ8/g333xjAh76h8AxxxzDGUNGLFiwwB0yZIh76623ut999129ZQ888EAqSJ0ukHfOOeeYZbr+xx9/nHr8iSeeSK335JNPNlqvoqLC7du3r1k+ffp080ev0vuTTz459UGysrKy0brz589PBe90P0kfffSROQ5d9sc//jHt7zpp0iSzXPud9j+l/VH7ZTKAuWLFiladP3Qev/vd78x1ctRRRzUb/KNfoDM49dRTTT8YOXKku2TJkkav8fr6HIlE6j1O30C+mzBhgukXO+64o/v++++nHq+pqXFnzpyZ+rLx7bffrrcefQMAchfBP6RMnjzZvNlPnTo17TeEGhjU5e+88w5nDR1uy5YtjT6g1XX11Veb61MzAePxeOrxdevWpbI7XnrppUbrJf/I3WuvvRotu/nmm82y4cOHmz+I69L/J7MHNWO2If2gqcsuu+yyRstefPHFVGBw/fr19ZYtX7489U38ypUrG607ZcoUAvFo0quvvmo+sB199NHufffd12Twj36BzkBf87UPaIaT7cgF+gY6Q3Z4cpRP3S8n6xo1apRZfu2116Yeo28AQG4j+AdDh7wkM6Bee+21tGfl4IMPNssvvfRSzhqyTjJopjf9AzVpzpw5qQBeOmvWrEmt99lnn9Vbtu+++5rHr7rqqrTr6uO6XIcUNwyWJ7ep209Hj0eX//3vf6/3+CWXXGIe1/6WjvZPXV5QUOCWl5c3cTbQGWlGqg4X1+Hoet01F/yjX6AzmDhxoukD+kWOLfoG8p1OLZL8G+W9995L20ZH+ujyK664IvUYfQMAchsFP2CsWLFCampqzCTY++yzT9qzst9++5n7N998k7OGrFNdXZ36WQtkJCWv1+T125BObj1kyJB6bVU8HpelS5c2u27y8bfeesu0b7hP3a5uvzX9qaXj1f6pk3Lr7/v222+nbYPO6YorrpBPPvlErrnmmiavuyT6BfKdvkY+//zz5ufJkyeb1+kzzzxTDjnkEJk0aZLpL2vWrGm0Hn0D+a5Xr16mcJn6z3/+k7bvJP/++Z//+Z/U4/QNAMhtBP9gfPrpp+Z+hx12MBVU0xk2bJi51w+XQLaZO3euuddqvl27dm10bQ8fPrzJddNd26tWrZJIJNLsusn1NHD+1VdfbfM+bdbV/qn9NN266Lw0EKzVrDU4rAGOltAvkO/eeecdU5VUq6w//vjj8vOf/1z+9re/ycKFC+Wpp56Syy+/XHbaaSd57LHH6q1H30BncP3115tq8BdeeKHcfffdsm7dOqmsrJRly5aZqtirV682VX8PPfTQ1Dr0DQDIbQT/YGzatMnc9+jRo8kzkly2efNmzhqyyvLly+XOO+80P1988cWeXNvJ9Zpbt+7j6dZtS3+iL6K1NOv0lFNOMT/PmTNHHKflt3b6BfLd2rVrU1/OaIBj3333NYEN/b8GMY477jipqqqSE0880QQKk+gb6AyOP/54EwQfMWKEzJgxQ/r27WsC5XvvvbfJkr399tvl0UcfrbcOfQMAchvBP9QbMqnDCZuiQ4KV/rEMZIvvvvtOjj76aJPhoff6B60X13bdYcRNrZtcr6l129Kf6ItorRtuuMEEwP/4xz+azFcb9Avku/LycnMfi8XMMMdnn31W9tprL/O6vOOOO8ojjzwio0aNMhneV199dWo9+gY6i88//9wE9DQDUEcU6PtHSUmJbNy40XyR9N///rdee/oGAOQ2gn8wCgoKzH1ymGM6+m15w/nUgEzasmWLHH744WZ4yujRo+X+++/37NpOrtfcusn1mlq3Lf2JvojWWLlypcyaNcvML6nDGG3RL5Dv6r6Ga2ZTly5d6i3XDNnzzjvP/KxzAyYSiXrr8Z6BfHbWWWfJH/7wBxPs08xXnbpEp4/QYOC1114r7777rkyYMMF8sZRE3wCA3EbwD0ZpaWmjoY4NJZcl2wKZzuo47LDDTLGa3XbbzXx4qzvX37Ze23V/bmrduo+nW7ct/Ym+iNY444wzTDaGzmVWVFRkvR79Avmu7mvrLrvskrZN8vGtW7c2ek3mPQP5SgN7+p4RCARk3rx5svvuu9ebV1inTznppJPMe8ull16aWkbfAIDcRvAPhk56rTSDSodPNjU8oG5bIFN0UuojjjjCVJ7T61EncO/Zs2fatsnr9bPPPmtye+mu7cGDB6eG7Ta1bnI9HcI7aNCgbd6nzbraP7WfplsXnY/OYaZDtvSD2vbbb1/vplkd6uuvv0499vrrr5vH6BfIdzvvvHPaLMC66j6erNhO30C+e+2118R1XTP8PVl8rKFf/epX5n7JkiWpx+gbAJDbCP7BSM6Do0MR677R1/Xqq6+a+7Fjx3LWkDH6TfTkyZPllVdeMQG6F1980QQ1mqIVHpN/7KbzzTffyJdfflmvrdJvxHUocd1rv6Hk42PGjBG/3596PNlHdLu6/db0p+QxNLVP7Z86HE0/tOp8VYB+iNO5LxveNJtJ6XDG5GPJoYz0C+S7/v37p76USX7Z0twXOMkvkOgbyHdlZWXmXr84au59peH8x/QNAMhxLvCjI488Ut/p3alTpzY6J59++qnrOI5Z/vbbb3POkBGRSMT91a9+Za7DAQMGuF988UWL66xbt84NBoNmnZdeeqnR8pkzZ5ple+65Z6NlN954o1k2fPhws++6ampq3GHDhpnlt956a6N1d999d7Pssssua7TsxRdfNMtCoZC7fv36esuWLVtmlml/W7lyZaN1p0yZYpYfffTRLf7u6Nzuu+8+c60MGjSo0TL6BTqDCy+80PSBXXbZxY3H403+3XPooYemHqNvIN/Nnz/fXPeBQMD9/PPP07aZNm2aabPXXnulHqNvAEBuI/iHlCVLlrg+n8/c7rrrLjeRSJjHv/32W3f06NHmj4CjjjqKM4aMiMVi7nHHHWeuw+23394EpG2dffbZZr0hQ4a4H3/8cerxJ5980g2Hw2bZv//970brlZeXm33p8unTp7tVVVXmcb0/+eSTzeP9+vVzKyoqGq37+OOPm+W6fd1Pku5fj0OXnXvuuWmPd+LEiWa59jvtf0r7o/ZL7Z8aGNQgIdDW4B/9Ap2BfrnSrVs30w/OOecc86VN8vX0lltuMY/ra+qiRYvqrcd7BvKZ/s3Sp0+f1Bef77//fmqZftF5/fXXm2XpvtykbwBA7iL4h3puvvlm84ewvuEPHDjQ/FGQDI6MGDHC3bBhA2cMGfHwww+n/hgdPHiwO27cuCZvy5cvr7duZWWlO3bsWLOu3+93R44cmcra09v555/f5H5fe+01t7i42LQrLS01ATm91/+XlJS4b7zxRpPranAvuQ/dn+5X96//Hz9+fCqYmO4D64477pgKHmo/1P6Y/KD617/+dRvOJDqLloJ/9At0BgsWLHALCwtTr+H77LNP6ksdfT2dPXt2o3XoG8h3OgJB/4ZJ9gN9nxg1apTbpUuX1N8txxxzjPnitS76BgDkLoJ/aGThwoXu4Ycf7vbo0cMEHnbaaSf3kksuccvKyjhbyHggw+bWMItDacbHddddZ4bj6gdBzQY54IADTIZeSz777DP3pJNOMll+OoRY73VITFPDZep69NFHzX50f7pf3b8eR8NhxA1t3brV9Dvtf9oPtT9qv0w3dBloS/BP0S/QGWimuL5m63QR+hreq1cvd9KkSe7ixYubXIe+gXy3atUq8yXlbrvt5hYVFZlhwL1793YPO+wwd+7cuU2uR98AgNzk038yPe8gAAAAAAAAAO9R7RcAAAAAAADIUwT/AAAAAAAAgDxF8A8AAAAAAADIUwT/AAAAAAAAgDxF8A8AAAAAAADIUwT/AAAAAAAAgDxF8A8AAAAAAADIUwT/AAAAAAAAgDxF8A8AAAAAAADIUwT/AAAAAAAAgDxF8A8AAAAAAADIUwT/AAAAAAAAgDxF8A8AAAAAAADIUwT/AAAAAAAAgDxF8A8AACAHXHfddeLz+SQUCsmSJUvStnn22WfFcRzT7uGHH+7wYwQAAED28bmu62b6IAAAANA8/ZPt0EMPlYULF8rQoUPl7bffli5duqSWr127VkaOHCkbNmyQqVOnyj/+8Q9OKQAAAAj+AQAA5Ip169aZAN/69evlhBNOkH/+85+NAoPDhw+XFStWSElJSaYPFwAAAFmAYb8AAAA5Yvvtt5f7778/Naw3md2nQ4I18BcMBmXu3LkE/gAAAJDCsF8AAIAcc/7558tNN91kgnx/+9vfZPr06RKNRmX27NlywQUXZPrwAAAAkEUI/gEAAOSYSCQi++67ryxbtiz1mA77fe6550xWIAAAAJBE8A8AACAHvf/++7L77rubn7t16yYff/yxGRYMAAAA1MWcfwAAADlozpw5qZ+3bt1qqv8CAAAADZH5BwAAkGOefvppOfLII83Pe+yxh7z77rvSu3dvc9+nT59MHx4AAACyCJl/AAAAOWTt2rVy8sknm5/1/pVXXpHBgwfL+vXr5aSTThLXdTN9iAAAAMgiBP8AAAByRCKRkClTpsjGjRtlxx13lNtuu83M9/fwww9LIBCQ559/3lQBBgAAAJII/gEAAOSI66+/Xl588UUJBoMyd+5cKS4uNo+PHTtWLr/8cvPzJZdcIsuXL8/wkQIAACBbMOcfAABADliyZImMHz9eotGozJ49Wy644IJGWYEHHXSQLF68WHbaaScTAEwGBwEAANB5EfwDAADIcmVlZTJq1Cj54osv5JBDDjHDe30+X6N2a9askZEjR8qmTZtk2rRpct9992XkeAEAAJA9CP4BAAAAAAAAeYo5/wAAAAAAAIA8RfAPAAAAAAAAyFME/wAAAAAAAIA8RfAPAAAAAAAAyFME/wAAAAAAAIA8RfAPAAAAAAAAyFME/wAAAAAAAIA8RfAPAAAAAAAAyFME/wAAAAAAAIA8RfAPAAAAAAAAyFME/wAAAAAAAIA8RfAPAAAAAAAAyFME/wAAAAAAAIA8RfAPAAAAAAAAkPz0/7/rKSQ5SKYnAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features = tobac.feature_detection_multithreshold(data, dxy, threshold=1)\n", "track = tobac.linking_trackpy(features, data, dt=dt, dxy=dxy, v_max=1000)\n", "\n", "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(16, 6))\n", "\n", "data.isel(time=10).plot(ax=ax, x=\"x\", y=\"y\", cmap=\"Greys\")\n", "\n", "for i, cell_track in track.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "b09ce088", "metadata": {}, "source": [ "We can avoid that by setting `memory` to a sufficiently high number. 5 is of course sufficient in our case as the situation is artificially created, but with real data this would require some fine tuning. Keep in mind that the search radius needs to be large enough to reach the next feature position. This is the reason for setting `v_max` to 1000 in the linking process." ] }, { "cell_type": "code", "execution_count": 26, "id": "b87cf6e6", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:11.240707Z", "iopub.status.busy": "2026-02-02T20:12:11.240606Z", "iopub.status.idle": "2026-02-02T20:12:11.450878Z", "shell.execute_reply": "2026-02-02T20:12:11.450516Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 59: 1 trajectories present.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features = tobac.feature_detection_multithreshold(data, dxy, threshold=1)\n", "track = tobac.linking_trackpy(features, data, dt=dt, dxy=dxy, v_max=1000, memory=5)\n", "\n", "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(16, 6))\n", "\n", "data.isel(time=10).plot(ax=ax, cmap=\"Greys\")\n", "\n", "for i, cell_track in track.groupby(\"cell\"):\n", " cell_track.plot(\n", " x=\"x\",\n", " y=\"y\",\n", " ax=ax,\n", " marker=\"o\",\n", " alpha=0.2,\n", " label=\"cell {0}\".format(int(i)),\n", " )\n", "\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 27, "id": "38aedae9", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:11.452264Z", "iopub.status.busy": "2026-02-02T20:12:11.452167Z", "iopub.status.idle": "2026-02-02T20:12:11.471532Z", "shell.execute_reply": "2026-02-02T20:12:11.471072Z" } }, "outputs": [], "source": [ "vel = tobac.analysis.calculate_velocity(track)" ] }, { "cell_type": "code", "execution_count": 28, "id": "503c6729", "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:11.472871Z", "iopub.status.busy": "2026-02-02T20:12:11.472782Z", "iopub.status.idle": "2026-02-02T20:12:11.548172Z", "shell.execute_reply": "2026-02-02T20:12:11.547693Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(12, 6))\n", "\n", "for i, vc in vel.groupby(\"cell\"):\n", " # get velocity as xarray Dataset\n", " v = vc.to_xarray()[\"v\"]\n", " v = v.assign_coords({\"frame\": vc.to_xarray()[\"frame\"]})\n", " v.plot(x=\"frame\", ax=ax, label=\"cell {0}\".format(int(i)), marker=\"x\")\n", "\n", " ax.set_ylabel(\"estimated velocity / (m/s)\")\n", "\n", "ax.axvspan(30, 35, color=\"gold\", alpha=0.3)\n", "ax.set_title(\"velocities of the cell tracks\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "1ec47e79", "metadata": {}, "source": [ "Velocity calculations work well across the gap (marked with yellow above). The initial and final drop in speed comes again from edge effects." ] }, { "cell_type": "markdown", "id": "6551f9af", "metadata": {}, "source": [ "## Other Parameters\n", "\n", "The parameters `d_min_`, `extrapolate` and `order` do not have a working implmentation in tobac V2 at the moment." ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.11" } }, "nbformat": 4, "nbformat_minor": 5 }