From a059009d39c641583f81be34b79f5b62b961f140 Mon Sep 17 00:00:00 2001 From: ox5324 Date: Thu, 22 Jun 2023 16:50:19 +0200 Subject: [PATCH] -m --- .ipynb_checkpoints/readme-checkpoint.md | 15 +- .ipynb_checkpoints/setup-checkpoint.py | 2 +- dist/domino-composite-0.273.tar.gz | Bin 0 -> 26230 bytes dist/domino_composite-0.273-py3-none-any.whl | Bin 0 -> 28243 bytes .../filtering-checkpoint.py | 2 +- domino/filtering.py | 2 +- domino_composite.egg-info/PKG-INFO | 17 +- ...ecursor_index_computation-checkpoint.ipynb | 440 ++++- ...129i7_.dirlock => worker-1kl9fbp2.dirlock} | 0 ...exfm8u.dirlock => worker-3o61nr85.dirlock} | 0 ...021oyq.dirlock => worker-uavvjpfn.dirlock} | 0 ...r57x_n.dirlock => worker-w9o0i7dt.dirlock} | 0 examples/precursor_index_computation.ipynb | 1548 ++++++++++++++++- readme.md | 15 +- setup.py | 2 +- 15 files changed, 1852 insertions(+), 191 deletions(-) create mode 100644 dist/domino-composite-0.273.tar.gz create mode 100644 dist/domino_composite-0.273-py3-none-any.whl rename examples/dask-worker-space/{worker-8p129i7_.dirlock => worker-1kl9fbp2.dirlock} (100%) rename examples/dask-worker-space/{worker-dtexfm8u.dirlock => worker-3o61nr85.dirlock} (100%) rename examples/dask-worker-space/{worker-h7021oyq.dirlock => worker-uavvjpfn.dirlock} (100%) rename examples/dask-worker-space/{worker-kbr57x_n.dirlock => worker-w9o0i7dt.dirlock} (100%) diff --git a/.ipynb_checkpoints/readme-checkpoint.md b/.ipynb_checkpoints/readme-checkpoint.md index 07d06ab..f6a1b00 100644 --- a/.ipynb_checkpoints/readme-checkpoint.md +++ b/.ipynb_checkpoints/readme-checkpoint.md @@ -3,21 +3,24 @@ ## Documentation -See https://github.com/joshdorrington/domino/blob/master/docbuild/domino-composite.pdf +See our API reference here: https://github.com/joshdorrington/domino/blob/master/docbuild/domino-composite.pdf ## Examples -A basic introduction to using the package out of the box, with three example applications: +See our Jupyter notebook examples for more detailed discussion of how to apply Domino to different use cases. -https://github.com/joshdorrington/domino/blob/master/examples/basic_usage.ipynb +Our [basic](https://github.com/joshdorrington/domino/blob/master/examples/basic_compositing.ipynb) and [advanced](https://github.com/joshdorrington/domino/blob/master/examples/advanced_compositing.ipynb) compositing guides cover the use of Domino's flexible LaggedAnalyser class to easily compute time-lagged composites and apply bootstrap significance tests to them. -A more in-depth discussion of how to customise the behaviour of the LaggedAnalyser class: +Producing filtered precursor patterns from composites, and computing precursor activity indices from those is covered in our [IndexGenerator](https://github.com/joshdorrington/domino/blob/master/examples/precursor_index_computation.ipynb) guide. -https://github.com/joshdorrington/domino/blob/master/examples/advanced_usage.ipynb ## Install domino can be installed using pip: ``` -python -m pip install "domino-composite==0.14" +python -m pip install "domino-composite==0.272" ``` +If you want to run the worked examples in the Jupyter notebooks you will need: +``` +TO BE DECIDED +``` \ No newline at end of file diff --git a/.ipynb_checkpoints/setup-checkpoint.py b/.ipynb_checkpoints/setup-checkpoint.py index 952e726..a99872f 100644 --- a/.ipynb_checkpoints/setup-checkpoint.py +++ b/.ipynb_checkpoints/setup-checkpoint.py @@ -5,7 +5,7 @@ setuptools.setup( name='domino-composite', - version='0.272', + version='0.273', author='Josh Dorrington', author_email='joshua.dorrington@kit.edu', description='A package for compositing atmospheric datasets', diff --git a/dist/domino-composite-0.273.tar.gz b/dist/domino-composite-0.273.tar.gz new file mode 100644 index 0000000000000000000000000000000000000000..e84917e828160f071fe383a144742d41e26da77d GIT binary patch literal 26230 zcmV(%K;pk2iwFpzUzB75|734%X>M;VV{dJ6Z*ysMWi2o+GB-0WbYXG;?Y--E+t#%x 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get_area_regions(grid,area_thresh,area): connected_da=xr.DataArray(connected,coords=area.coords) ix_areas=np.array([area.where(connected_da==i).sum().values\ for i in ix]) - + print(ix_areas) for m in ix[ix_areas0 diff --git a/domino/filtering.py b/domino/filtering.py index 7cdade6..ff63989 100644 --- a/domino/filtering.py +++ b/domino/filtering.py @@ -73,7 +73,7 @@ def get_area_regions(grid,area_thresh,area): connected_da=xr.DataArray(connected,coords=area.coords) ix_areas=np.array([area.where(connected_da==i).sum().values\ for i in ix]) - + print(ix_areas) for m in ix[ix_areas0 diff --git a/domino_composite.egg-info/PKG-INFO b/domino_composite.egg-info/PKG-INFO index c38ed2d..d79cf6f 100644 --- a/domino_composite.egg-info/PKG-INFO +++ b/domino_composite.egg-info/PKG-INFO @@ -1,6 +1,6 @@ Metadata-Version: 2.1 Name: domino-composite -Version: 0.272 +Version: 0.273 Summary: A package for compositing atmospheric datasets Home-page: https://github.com/joshdorrington/domino Author: Josh Dorrington @@ -13,21 +13,24 @@ Description-Content-Type: text/markdown ## Documentation -See https://github.com/joshdorrington/domino/blob/master/docbuild/domino-composite.pdf +See our API reference here: https://github.com/joshdorrington/domino/blob/master/docbuild/domino-composite.pdf ## Examples -A basic introduction to using the package out of the box, with three example applications: +See our Jupyter notebook examples for more detailed discussion of how to apply Domino to different use cases. -https://github.com/joshdorrington/domino/blob/master/examples/basic_usage.ipynb +Our [basic](https://github.com/joshdorrington/domino/blob/master/examples/basic_compositing.ipynb) and [advanced](https://github.com/joshdorrington/domino/blob/master/examples/advanced_compositing.ipynb) compositing guides cover the use of Domino's flexible LaggedAnalyser class to easily compute time-lagged composites and apply bootstrap significance tests to them. -A more in-depth discussion of how to customise the behaviour of the LaggedAnalyser class: +Producing filtered precursor patterns from composites, and computing precursor activity indices from those is covered in our [IndexGenerator](https://github.com/joshdorrington/domino/blob/master/examples/precursor_index_computation.ipynb) guide. -https://github.com/joshdorrington/domino/blob/master/examples/advanced_usage.ipynb ## Install domino can be installed using pip: ``` -python -m pip install "domino-composite==0.14" +python -m pip install "domino-composite==0.272" +``` +If you want to run the worked examples in the Jupyter notebooks you will need: +``` +TO BE DECIDED ``` diff --git a/examples/.ipynb_checkpoints/precursor_index_computation-checkpoint.ipynb b/examples/.ipynb_checkpoints/precursor_index_computation-checkpoint.ipynb index 196d3e5..62a7405 100644 --- a/examples/.ipynb_checkpoints/precursor_index_computation-checkpoint.ipynb +++ b/examples/.ipynb_checkpoints/precursor_index_computation-checkpoint.ipynb @@ -13,7 +13,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "7b8594aa-9b84-44d1-a081-227460641cf4", + "id": "0487463b-6c04-4b73-8f87-0b88d29d52c5", "metadata": {}, "outputs": [], "source": [ @@ -21,13 +21,24 @@ "import numpy as np\n", "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", - "from domino.core import LaggedAnalyser,PatternFilter,IndexGenerator\n" + "from domino.core import LaggedAnalyser,PatternFilter,IndexGenerator\n", + "import cmocean.cm as cm\n", + "\n", + "np.random.seed(5)" + ] + }, + { + "cell_type": "markdown", + "id": "fc3ca19f-6ba9-42d0-9f6e-623162383fac", + "metadata": {}, + "source": [ + "## We first compute composites of vertically integrated vapour transport (IVTmag) and zonal mean zonal wind over the Atlantic [80W-40E] on days with extreme North Italian precipitation events:" ] }, { "cell_type": "code", "execution_count": 2, - "id": "635e0037-e693-4de7-8ebb-546ea527c79c", + "id": "8153bd77-b06b-4476-a810-f41803fa25b8", "metadata": {}, "outputs": [], "source": [ @@ -39,27 +50,89 @@ " '/data/ox5324/compute_2021_clean_data/Atl_lonmean_U_1979-2021.nc'\n", " ).load(),-12,'hours')\n", "UAtl=UAtl.sel(lat=IVT.lat)\n", - "UAtl=UAtl.assign_coords(plev=UAtl.plev/100)" + "UAtl=UAtl.assign_coords(plev=UAtl.plev/100)\n", + "\n", + "event=xr.open_dataarray('data/NorthItalian_SON_90Percentile_5dPrecip.nc')\n", + "analyser=LaggedAnalyser(event=event,variables=dict(IVTmag=IVT,VerticalU=UAtl))\n", + "C=analyser.compute_composites(as_anomaly=True)\n", + "S=analyser.bootstrap_significance(100,p=0.1)" + ] + }, + { + "cell_type": "markdown", + "id": "c85e55e4-b19c-49c2-b4b2-8eceed8bbc74", + "metadata": {}, + "source": [ + "# If we mask these composites to focus on only gridpoints with significant anomalies we get relatively noisy composites, especially for IVT:" ] }, { "cell_type": "code", "execution_count": 3, - "id": "b4bda1fa-ab8d-49bf-8e5a-fe2ae41fb81a", + "id": "7083ad78-ac00-4e7d-93f2-9d17ae46a119", "metadata": {}, "outputs": [], "source": [ - "event=xr.open_dataarray('data/NorthItalian_SON_90Percentile_5dPrecip.nc')" + "masked_composite=C.where(S==1)" ] }, { "cell_type": "code", "execution_count": 4, - "id": "82c77274-b8fb-4d22-a0e2-36fd4df2f75b", + "id": "b4bda1fa-ab8d-49bf-8e5a-fe2ae41fb81a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Atl zonal wind speed anomaly during event')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p=masked_composite.IVTmag.sel(lag=0,index_val=1).plot(\\\n", + " transform=ccrs.PlateCarree(),subplot_kws={'projection':ccrs.PlateCarree()})\n", + "p.axes.set_title('IVTmag anomaly during event')\n", + "p.axes.coastlines()\n", + "p.figure.set_figheight(2)\n", + "plt.figure()\n", + "\n", + "\n", + "p=(masked_composite.VerticalU).sel(index_val=1,lag=0).plot()\n", + "p.axes.invert_yaxis()\n", + "p.axes.set_title('Atl zonal wind speed anomaly during event')" + ] + }, + { + "cell_type": "markdown", + "id": "ca6cb863-3709-4fb1-a146-d0549ef01120", "metadata": {}, - "outputs": [], "source": [ - "analyser=LaggedAnalyser(event=event,variables=dict(IVTmag=IVT,VerticalU=UAtl))" + "## We can filter these composites using the PatternFilter class which allows refinement of boolean masks. By passing in 'analyser', PatternFilter will automatically extract the composites and composite significance." ] }, { @@ -69,39 +142,93 @@ "metadata": {}, "outputs": [], "source": [ - "C=analyser.compute_composites(as_anomaly=True)" + "PF=PatternFilter(analyser=analyser)" + ] + }, + { + "cell_type": "markdown", + "id": "9d611368-154d-4e09-bd82-552963fbe996", + "metadata": {}, + "source": [ + "## PatternFilter refines masks iteratively, applying successive transformations to the underlying boolean mask. The first kind of mask we shall apply is a \"value filter\" which filters the mask based on whether the composite values meet a certain criteria.\n", + "\n", + "## We shall use the value filter to maintain only IVT gridpoints with an absolute anomaly of at least 30kgm/s and U gridpoints with an absolute anomaly of at least 1m/s.\n", + "\n", + "## By choosing mode='intersection', this filter will be applied in addition to the significance mask we started with." ] }, { "cell_type": "code", "execution_count": 6, - "id": "8ee083ed-3172-4238-97f7-ec113b85454b", + "id": "ebb3ce8f-8659-4ca3-9b76-d642b5a588c7", "metadata": {}, "outputs": [], "source": [ - "S=analyser.bootstrap_significance(100,p=0.1)" + "thresh_dict=dict(IVTmag=30,VerticalU=1)\n", + "\n", + "def abs_amplitude_over_threshold(val_ds,thresh_dict):\n", + " return abs(val_ds)>xr.Dataset(thresh_dict)\n", + "\n", + "PF.apply_value_mask(abs_amplitude_over_threshold,thresh_dict,mode='intersection')\n", + "mask1=PF.get_mask() #retrieve the new mask for plotting later.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "dce9e1df-c49b-4583-bb93-49cdee3041ff", + "metadata": {}, + "source": [ + "## We now also apply an \"area filter\". This is designed to remove small, spatially localised anomalies that consist of less than n connected gridpoints\n", + "\n", + "## First we apply a filter in the lat-lon plane, which will apply only to IVTmag because the U variable has no 'lon' coordinate. We can do this in two ways, either with or without area weighting. \n", + "\n", + "## Firstly we shall, without area weighting, maintain unmasked regions that contain at least 20 unmasked gridpoints (80 square degrees)\n", + "## Secondly, we shall maintain unmasked regions consisting of 20 equatorial gridpoints\n", + "\n" ] }, { "cell_type": "code", "execution_count": 7, - "id": "ebb3ce8f-8659-4ca3-9b76-d642b5a588c7", - "metadata": {}, + "id": "c562e38f-765d-40c7-b852-19f9eb3cdcda", + "metadata": { + "tags": [] + }, "outputs": [], "source": [ - "masked_C=C.where(S==1)" + "PF.apply_area_mask(30,dims=['lat','lon'],area_type='gridpoint',mode='intersection')\n", + "mask2_not_area_weighted=PF.get_mask()\n", + "\n", + "\n", + "PF.update_mask(mask1,'replace')\n", + " #2x2 grid so times area by 4\n", + "PF.apply_area_mask(30*4,dims=['lat','lon'],area_type='spherical',mode='intersection')\n", + "mask2_area_weighted=PF.get_mask()\n" + ] + }, + { + "cell_type": "markdown", + "id": "cb77e838-d5f6-4f4e-9818-438c21b0f6d6", + "metadata": { + "tags": [] + }, + "source": [ + "## Our not area weighted mask simply requires anomalies to consist of 40 connected gridpoints. Our area weighted mask is similar: it is equivalent to requiring anomalies to cover an area equal to a 1deg x 40deg region running along the equator (approximately 5.5e5 km2).\n", + "\n", + "## We can see that the area weighting eliminates a higher latitude region from the mask, as might be expected:" ] }, { "cell_type": "code", "execution_count": 8, - "id": "d8be0bb7-224b-458c-a7e0-3e7f1a70b5d9", + "id": "e4c247f2-b177-4e4a-aa08-634704144537", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Atl zonal wind speed anomaly during event')" + "Text(0.5, 1.0, 'Significant gridpoints >30kgm/s, >5.52e5 km$^2$')" ] }, "execution_count": 8, @@ -110,19 +237,75 @@ }, { "data": { - "image/png": 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fHm9vb5W68+fP5/vvv2fOnDm0adOGixcvZsuKkluULVsWPz8/dHV16dmzJwMGDKB06dLKB5iPXat69erh7+9PkSJFGDFiBA0bNuSHH37g2LFjNGzYUKV+nz59SElJITIyUukg9z7u7u5cv36dMmXKMGnSJBo3bkzfvn3ZtWvXJ1txhg8fTocOHZgwYQJVq1bNtSkeEZG8RiIIgvClOyFS8ElLS1N6lR89evRLd6dAc+DAAVq3bo2Pj4/aqIJfK40bN+bZs2c8fPjwS3dFROSbRTS/i6ilb9++NGrUCGtra8LDw1m5ciX3799n0aJFX7prBZaAgACCg4MZNWoU5cqVo1mzZl+6S3nGyJEjKV++PPb29kRFRbF582b8/PzURoATERHJP0RRF1FLXFwco0ePJjIyEk1NTby8vPD19VVrHhXJYPDgwZw/fx4vLy82bNjwVYcWlcvlTJ48mfDwcCQSCe7u7mzatInvv//+S3dNROSbRjS/i4iIiIiIfCWIjnIiIiIiIiJfCaKoi4iIiIiIfCWIoi4iIiIiIvKVkG1HueTkZFJTU/OyLyIiIiIihQwtLa1MiYhym49pT14fv7CRLVFPTk7GyckpW7GdRURERES+HaysrAgKCsoTYU1OTsZM14BEsg7TnJfHL4xkS9RTU1MJDw/n+fPnn5U2VERERETk6yE2NhZ7e3tSU1PzRFRTU1NJRE4fiR1aamaLU1GwLjw0z45fGMnROnUjIyNR1EVERERE8hV9qQxtiaqopwgSPjCI/yYRg898Yzx69AhfX19Onz5NbGwsKSkpH9zS09PR0NDItGlqaqqU5XTT19fH0dERR0dHnJyccHR0pGjRol91wBYREZFPQybJ2FTK878rBZ4cifq2bdtISUnh7du3xMTEkJqailwuJz09PdPfd69NTU3x8PAgPT2dmJgYtVtCQgKampro6Oigra39WX91dHQwMDDA2NiYIkWKYGxsjIGBwVclFAqFgqCgIG7fvs2dO3e4ffs2T58+RSKRIJPJlJuGhkam/2UyGYGBgTx+/BgtLS1q1KiBhYUF2traH9w0NDSUn2daWhrp6emftKWmppKYmKj8PzY2lu3bt/P27Vvluenq6mYS+fdfOzk5YWpq+lV9liIiItlDSypBS81vXxDE+8F/yVZEudjYWGXmJS0tLUxMTDAyMlLe9N8XkffFJDw8nICAALS1tTE2Nla76evrk56eTnJyMikpKR/9m5SUpBxFJicnf/QEpVIpxsbGODk5UaJECeXm5uZG+fLlC7xInDlzhlu3bikF/O7du8oUl+bm5nh6euLq6opUKlV5qPrvaxsbG5o3b069evUwMDD4wmeWwdu3b3n27JlyCwoKUv4NCgoiPj5eWdfAwCCT4Ht5edGrV68C/xmKiHytvNOGmJiYPJmafdf+z9pO6KgxvycLCn5LCcqz4xdGciTqERERFC1aNEcHEAQhz266giCQlpamFPjk5GTi4uKUVoB3FoWoqCiCgoJ4+PAhZ8+eRaFQAHDo0CGaNm2aJ31T19fQ0FCuXLnClStXeP36NSVKlKBUqVK4ubnh6OiIhkZmw8nq1avp378/WlpauLu74+npiYeHB56ennh6emJpaVkgBE2hUChH8e//zU7Z+w8f6rbIyEiePHnCjRs3uHDhAu9/Xe3t7Xn06FGupl4VERHJPvkl6pN0imcp6jOSn4qi/h45Mr9/indhXoqORCJBS0sLLS0tDA0NgQzxjI2NJTIyklevXhEYGMirV694+vQpAQEBSkF/h5+fH6GhoTx//pzXr18TFxeX5ZaQkKDcXxAEpcC8/7pEiRI0bdqUZs2aIQgC/v7+SiGPiIgAwMbGBktLS7Zu3aocdWtpaeHq6krJkiWxtLTE2NiY2bNnAxkOii1atKBz586ULl0aqbTgxAyaNm0aU6dOzZdjlSpVikaNGlG5cmUqVaqktFBkh/e/F3FxcRgZGWFiYoKxsTEymTgzJyJSkNGSotb8rhAzl6iQo5F6QXoaioyM5ODBg5w+fZrbt2/z6tUrXr16RVpaWqZ6EokEZ2dnPD09cXZ2Zt++fYSFhREXF5epXtGiRbGwsMDQ0BAjIyMMDQ0zbUZGRujr6yOVSpUPKhKJJNNrQRC4fv06vr6+hIaGAmBiYkKlSpUybTY2NkCG0Lx48YIHDx5k2t68eUNMTAxBQUFZnv+gQYNYsWJFrl3PT+XRo0eULVuWpKQkte/r6+tnuo5yuZzw8HDlA85/0dLSyhRowtzcHGdnZ65fv46mpiZz585l8ODBAERHRysfxiIjIz/49/Xr1yrfjXcYGRlRpEgRTExMMDExwdzcnNGjR1OlSpXPvDoiIl83+TVSn23gjI5E9eE7WZAzPv5JgdKmL02hFfUPWQCGDBlCu3btsLCwwMjIiMePHxMeHs6LFy8YN24cAIsXL6Zs2bLY29tjY2OTqyZcQRB48OABmpqaODs7f5a1Qi6XExwczNWrV9m4cSM+Pj5Axmj/xYsXudXlL4IgCERGRvL8+XNCQkJ4/vw5b968oXjx4ri5uVGyZEk0NDTo378/W7duVe5XtWpVHj16xJs3bzK1p6mpiYWFBebm5sq/779+99fQ0JC4uDiio6N5+/Ztpr+hoaGcOnWKpKQkVqxYQd++ffP7soiIFBryS9TnGDqjq0bUkwQ5Y+NEUX+fQrWkTaFQ8PTpU+7cuUPNmjU5d+6c8j17e3tq1KhBsWLFMDIyYvny5Vy9epXg4GBlHW1tbWxsbLC2tqZ58+Y4OzvnST8lEglubm650pZMJqN48eIUL16cTp065UqbBQWJRELRokUpWrQoFSpUUFtn/PjxmQS9WrVqlChRgpYtW+Lq6oqDg0Mmsc7uA1RaWhoPHz7kzp07PH36lLt373Lnzh2ldUQqlXLy5ElR1EW+KAqFgtjYWNLT01EoFCgUCjQ1NTEzMyM9PZ1Hjx5x584dXrx4oXQGdnZ2/ur8TLLyfpeL3u8qFHhRDwwMZMmSJVy+fJmAgAASExMBsLS0pFmzZujq6pKUlMSDBw/Ytm0bkGFO9fLyomPHjlSoUAEvLy9sbW3R09MrEI5lItln7NixNG3alLJly2JiYvLJ7cTFxbFlyxbOnDnDnTt3ePDggdIcb2trS5kyZWjfvj1lypTBw8MDNzc3dHV1c+s0vnnS09OJjIwkIiJCOf3ybtPV1cXd3R13d3dKlizJ69ev8fHx4ejRoygUCqytrbG2tlY+kL/7W1AcRXOT7J5PmzZtOHPmDNHR0VnWSUxM/Gq+w6KoZ58CK+o3btzgt99+Y9euXVhZWdGkSRO6du1KmTJlSE5OZuXKlRw6dAgDAwO8vLxo27YtFSpUoGLFiri4uBQoZzKRT8fU1JS6det+sM7MmTNZvnw5SUlJJCUlZVrqaG1tjZ6eHi9fviQlJYWqVatSo0YNBg0aRJkyZShTpgympqZ5fBbfBoIgIJfLSU1NJSUlhfj4eDp16sTjx4958+YN/53pMzY2xtLSkoSEBOVU0jvfFJlMRo0aNdDX1+fixYuEhYURGRmZqQ1jY+NMq0HKlClDxYoVv7pR6ju2bNlCTEwMixYtYt++fR+s26FDB7S0tPKpZ3mPjCyCz4iOcip8cVFPTEzM5NT06tUrtm3bxqFDhyhevDgrV66kV69emX6odnZ2ypuAnp6ecunTw4cPSU1NRUtLC0dHxy90RiL5zaRJk7J8LywsjHHjxlG0aFE6deqEnZ1dPvascJKWlsbz5895+vQpT58+JSgoSPk3KCgIDw8Pli1bhrOzMwqFArlczqZNmxg1apTSkvYOExMTYmNjEQQBMzMz3N3dsbW1xdraGnt7e4YMGYKWlhZv377l/v373Lt3D0NDQxo3bqximUlLS+PVq1eEhYXx4sUL7t+/z61bt1i+fLmyztmzZ6lZs2a+XKe84P2HFkEQqF+/PqdOnQKgW7duyvekUimdO3emTp06WFhYYGVlhbW1NVZWVl/N6Px9NKUStKSqqp6OOFL/L3ki6iEhIaSlpZGcnKwcPb2/vX79Gl9fX86cOaNc0vU+ZcqUYfPmzXTq1Ell7TbA7du3CQgIUN50njx5wuXLl9m0aRMALVu25MCBA3lxaiIFkPeXFp44cYJ+/foRGhrK2LFjmTRp0ld5k8srIiMjKVGihDLSn1Qqxd7enuLFi+Ph4UGLFi3YvHkz7u7uKvv27t2bOnXqKJeZJiUlcerUKQ4dOkRYWBhv3rzhypUr3LlzB01NTd68ecPWrVtxcHDAyMgIY2NjZX6J3bt3Y2RkhIaGBomJiSQkJJCYmJjpdUJCArdv3wagSJEilCtX7qt6mJdIJJw8eZL09HTu3r3LzZs3MTc3x9XVFUdHx6/WIqEOLVHUs02ue78fPHiQVq1afbCOVCqlVq1aNGvWDFtbWywsLDJ5K+vp6ansk5iYqBwp/Hf08PTpU+XDgZ2dHefOncPBweFjpyXyFSEIAr///jsTJkygevXqrFq1itKlS3/pbhU65HI5bdu25cCBAyxbtoz+/fujqamZqU5SUhL79u0jNTUVqVSKTCajbNmyuLm5qZ0TFgSBgIAAzp49y4ULF7hw4QJPnjwBMkIDGxsbo62tjUQiITU1ldjY2EyRBCFD4PT09NDT00NfX1/5ukSJEnz//fc0atRI7QBAJG/JL+/3rUVLoSdV9X5PVMjp+uqB6P3+Hrku6qmpqUyePJnff/9dWTZy5Eh+/PFHdHV1ldt/f4ApKSmEhIRkChP6/t/31zVra2vj6OhI8eLFcXJyyvTXzc3tm3qCFckQje7du7N161YmTZrEtGnTRJ+KzyAlJYX27dtz7NgxRo0axeDBg7G1tc219qOiojh9+jTr1q3D19cXufzfNFsjR45k/vz5yOVy4uLiSE9PR19fHx0dna/OKe5rIL9EfYeNe5ai3ullgCjq75Fn69STk5Pp1KkTBw4cwM7OjkePHmWKSJeSksL48eO5evUqQUFBvHz5UmlGlUql2NnZZUrm4ejoiLOzM05OTlhbW4s3bRElISEhODg4sGjRIn788ccv3Z2vgpSUFCZMmMCff/5JcnIyHTt2ZPjw4Z8VkEcQBPr378+aNWuAjNG3o6MjJUqUwNTUFBMTExwdHUlKSiI8PJzo6Gh+/PFHqlWrllunJZLL5Jeo73L0QF+NqCco5HR4dkcU9ffINXvVw4cPuXLlCrdu3eLWrVvcuHGDyMhIHB0d6devn4on5v79+1m4cCHa2tq0bNmSxo0b4+LigqOjI/b29iomPxGRrHhn9cmruAPfItra2syfP58pU6awbt06Fi9eTNWqValSpQrdunWjQoUKlC1bNkeJgf7880/WrFnD7NmzadasGa6urujq6jJw4ED+/PNPZT1LS0usra1JTEykYcOG9O/fHzc3N0qVKkWpUqWwtLTMi1MWKcBIpBIkatzfJeKcugqfLepyuZxp06bx66+/AuDg4EDZsmUZNGgQjRs3pkaNGmrNZsbGxtja2vLixQv++ecfDh48SOnSpSlbtizu7u6YmppSpEgRZQrV91+Lc2ci7/POAhQTE/OFe/L1YWRkxPDhwxk6dCg+Pj4sWbKEMWPGkJqaikQioUSJEgwdOpShQ4eq3f/p06csX76cy5cvc+nSJX744QdlVMd3vH9/mD9/Pr1798bExISgoCDq1avHokWLMtXPhnFR5CtDpilTm6NBJhpsVcixOgqCwOHDhzl79iyXL1/mypUrxMfHM2PGDIYMGUKRIkWy1U7jxo0JDQ3lzZs33L59W7ndunWLnTt3qjjKfIjRo0czd+7cnJ6KyFeCkZERLi4ueHt7c+PGDSZMmPBZgWpEVJHJZLRu3ZrWrVuTlJSEp6cnjx8/5vHjx1nOdcvlctq3b09oaCj16tVj/vz5DBw4UKVeeHi48vWoUaMYNWoUOjo6yngDBgYGlCpVCgMDAypWrJg3JyhSoJFpSZGpUXCZXHzA+y85FvW7d+/SvHnzTGXGxsacP38+y6f1D2FmZka9evWoV68eL1++pG/fvrx9+5bExESVjGpZIQYP+fZQKBTKlKx37tyhVq1abNmyhXnz5rF69Wo2btz40VUYIp+GlpYWdevWJSoqiqioKCZNmsTp06dp1qwZ9evXR0tLi+TkZPbs2cPNmze5ePEiVatWzbK9vXv3IggC0dHRytUsoaGhODo64unpiZOTk+hD840jkUmQqBF1CdnTiG+JHIt6mTJlGDp0KNu2beP169dAhtnz0KFDPHz4kEqVKn16ZzQ0SE5OVi53KVq0KKNGjaJv376YmZl9crsiXw/nzp1jwoQJ3Lx5U5lpz9raGlNTU0qXLo22tjba2tpZZmQT+XxkMhl//fUXK1eu5OrVqxw6dIhDhw7Rt29fFdN4jx49Pijo75BIJJiammJqapplHgCRbxeZhhSZhpqRupoc6986ORL1adOmcf36dfz9/UlMTERTUxMvLy+qVatG7dq1P/vHWLRoUU6ePElwcDCbN29m06ZNjBs3jjlz5tCoUSMaN25M9erVgQzv3OTkZOWWkpJCamoq6enpyk0ulytfKxQKtLW1My2r09HRwczMjNKlS4vz9IWElJQUwsPDlYLu6elJz5496dixI8WKFfvCvfu2kMlkVKlShSpVqjB16lRev37NpUuXkEgk6OjooKen91kP+SIFk/T0dB48eMD169e5ePFivhxTpiVDpqFuTl00v/+XHC1ps7Kyolq1alSrVo3q1avj5eWVp9G6BEHg2rVr7N27l6NHj3L16tUcO8lIpVI0NDSQSCSkpKSoraOrq0vFihWpWrWqcnuX81ykYPL48WPlCPHkyZOYmpoSEhKi1plGRETk00hJSeHu3btcv35dud2+fVvp71C8eHGePn2a50va/GpVR1/NwCshPZ1GZy+IS9reI0eiPmTIELy9vfHy8sqPvqnw5s0bbt26haamJtra2ujo6KCjo6N8rampiaamJhoaGmhoaCCTyTLNxQmCQEpKSqaQtWFhYVy+fFnpnfv8+XMgIzJd9erVWbhwIdbW1l/kfEWyx9mzZ6lduzb+/v7iyFBE5DMIDw/n3LlznD17lnPnznH79m3S09ORSqW4ubnh5eWl3MqVKweQL+vUjzeohYEaUY9PT6fB8bOiqL9HjmzO27ZtY9myZezcuZMOHTrkVZ+yxMzMjPr163/y/u/Mgjo6OkrvaGdn50wJIF68eMHly5c5ffo0ixcvpkqVKgwfPlwcARZAtmzZwq5du3j58iUAp06dEkVdRCSHHDp0iB07dnDu3DkeP34MZIzAa9asSd++falQoQIeHh4q4bsfPnzI9u3b86WPMg0ZMk015ndE8/t/ydFIffXq1YwYMYJSpUpx5cqV/OjfFyM5OZmSJUsSEhKChYUFLVu2xNvbu1BngPramDJlCtOnTwega9euTJ06lRIlSnzhXomIFC7c3d158uQJAwYMoFatWtSoUUNtWGC5XM6lS5fYt28f+/fvJzAwULn0MK9H6mea18NAU81IPS2d2r4nxZH6e+TIdbBfv36ULVuWGTNm5FV/Cgw6Ojo8ffqU8+fP4+3tzfnz56lTpw4rV6780l375omLiyMsLIxevXrx+++/o6Wlha+vLxcuXPjSXRMRKTQ8ffqU6dOn8/btW1JTU5kyZQqdOnXKJOiCIHDw4EG8vb2xtramZs2abNiwgZo1a7Jv3z6CgoLypa9SLVmWm0hmcjRSv3XrFp6envnRrwKHXC5n5MiRLF68mPHjxzNz5kxx7ewX4Nq1a1kGIJHJZERGRoqBZ0REsiAmJoadO3eyceNGzp49i4GBAR06dMDb25tatWplqhsUFET//v05fvw4bm5utG7dmjZt2lC5cmXldGR+xX6/2LERBmpCh8enpVFtp584Un+PHM2pDxkyBJlMhoGBAfr6+hgYGCg3Z2dnWrVqhYWFRV719Ysik8lYuHAhDg4OjBo1iufPn7N27VqVmPYieUu5cuUYMGBApljh+/fvx9nZGTMzM1HQRUSy4OLFi8olwQCbNm2ibdu26OvrZ6qnUChYunQpP//8M+bm5hw+fJgmTZrkd3czIZVKkaoJPiOViwOr/5IjUU9ISMDd3Z34+HjevHlDcHAw8fHxxMXF8fz5cyQSCbVq1aJt27a0bdv2q1s3LJFIGDlyJLa2tvTs2ZMXL16we/duUUjyiGPHjnHkyBHlMkaFQsHr168JDQ3F1dWVoKAgKleuTJMmTcSHKxGRDyAIgnJlzzvat2+vsiT53r17DBw4kPPnzzNkyBB+++03DA0N87OrasnK1C4VI8qpkCNRv3nzJqVKlWLixIm4u7sTEhJCcHAwUVFRREdHc+jQIXx8fDh9+jQjRozgzz//pH///nnV9y9G586dsbW1pU2bNtSoUYMdO3ZQpkyZL92tr45Tp04xb948ICM0qZOTE+bm5tjZ2eHl5YWDgwM9e/YUBV1EJAtSUlLYvn07ixcv5tq1a7i6ujJs2DB69eqVSdATEhKYPn06CxYswMnJidOnT1O7du0v2PPMyDQ1kKlxlJPlMG7J1KlTmTZtWqYyS0tLZf4BQRCYNm0af/75J9HR0VSpUoVly5ZRunTpT+98PpMjUffy8uL8+fNs3bo1W/WPHz+eq6Iek5CkttxYP+8C4GRFzZo1uXDhAt999x3lypVj2rRpTJw4Md/78bWRkpLCunXriIiIoHr16uzYsYO5c+dy5coVPDw82L59u+jLICKSTfr168fff/9N06ZN8fX1pUmTJiq/n/379zNs2DAiIiKYPHkyY8eORVtb+wv1OAtkUrWx3z8lTVvp0qU5duzYv028t1x5zpw5LFiwgPXr11OiRAlmzJhBo0aNCAwMLBAWi+yQI1GXSqX8/PPPnD59mocPHxIeHs7Lly8xMTGhW7duJCcnc/nyZe7du6fM5ta8eXOaNm1Kp06dsLKyyqvz+CKULFmSGTNm0KFDB/z8/ERR/0ySkpJU1sJCRjpfXV1ddu3aRUREhBgMSETkI8TExHD16lXu3LlDo0aNOHTokNp6q1atYtCgQTRt2pQTJ07g7Oyczz3NHlINDaRqRupSRc7XqWtoaKjVIkEQWLhwIRMnTqRdu3YAbNiwAUtLS7Zs2aI2w2BBJEePOVeuXGHw4MFcvnwZc3Nz2rVrx549e3jx4gVLly5l9erV3Llzh9jYWI4fP86oUaNIT09n9OjR2Nra0rBhQ9auXZvt7GsFGUEQmDt3Lh07duS7777j4MGDX7pLhR4tLS1GjhyJo6MjlpaWyvLg4GAA3NzcRA9XEZGP4OPjg4mJCQ0bNiQoKEjFq/193o3IN2/eXGAFHUCqpYFUS1PNliH0sbGxmbasQoIDPHr0CBsbG5ycnOjSpQtPnz4FMrz9w8PDady4sbKutrY2derUKVTLZXM0Uvf398fT0/OjphkDAwPq16+vjP4WFRXF7t272bZtG3379iUiIoIyZcoQHBys3Ozs7Pjll18KjdPZrl27GDt2LCYmJjRr1oxly5bx+PFjFAoFXbp0oUGDBqKZOJu8s+rUqFGD+fPnM3/+fAAiIiLYt28fc+fO5fHjx1hbWxMUFCT6L4iIfABdXV0EQWDQoEF07dqVUqVKIQiC2rz3derUAeCPP/5g/PjxKp7wBQWpVKr2fvquzN7ePlP5lClTmDp1qkr9KlWqsHHjRkqUKEFERAQzZsygevXq3Lt3Tzmv/v6A4t3/7wYWhYEcrVPPjbWANWvW5Pz58wBoampib2+Pg4MD165dQ1tbm7lz59KzZ0+1X8CCNKf+9u1b5s2bh4+PDzdv3sTIyAhXV1fi4+MJDAykWLFi9OzZk549e+Lq6prv/StMhIeHK03q48ePZ/jw4ZnMY3K5nN27d/Pzzz9jZmamzAQm8m0RGxuLv78/GhoaaGlpoa2tjZaWFunp6YSGhiq358+fI5fLqVatGjVq1MDT0/ObCvOckpJCtWrVuHnzpnLliLGxMe7u7vz555+ZHooFQWDAgAGsXbsWIyMjvL29GTJkCMWLF8/WsfJrnXrAuJ4Yaqs6xMalpOL++0aeP3+e6fjvUjB/jISEBJydnRk7dixVq1alRo0avHz5MtMUX//+/Xn+/DmHDx/OnZPKY/Jd1F++fMmzZ89wcHDAyspK+WMLCwtj1KhRbN26FSsrK0qXLo27u3umzdzc/LOOnVckJiZy584dZs2aRVJSEufPnycxMTFTndGjRzNmzBiKFi36hXpZsClXrhy3bt1CV1cXhUKBt7c3P//8s/IJPDU1lU2bNtGvXz+OHz/+WTkARAoXqamprFq1iunTp/P69ess62loaGBra4udnR1yuZxr166RlpaGoYEBVSp6UaNqJapXqUyl8uXQNzTI9vG1TNVnbEx9HZr9Nsztsl03t0hOTubJkyc8fPiQhw8fsnr1anR0dGjfvj16enrKTV9fn8jISNavX8+1a9eAjOW7d+7c+ajXd36J+v3xvTHUUSPqyam4zV7/Wcdv1KgRLi4ujBkzBmdnZ65fv0758uWV77dp04YiRYqwYcOGTz6P/CTfRf1jnDlzBj8/PwICAggICODRo0fI5XIgwwzSs2dPhg8frjY28ZciMjKSsmXLYmxsjIeHB1KplFevXhEQEEBERESmusnJyQXPs/QLIQgCp0+fVlo87O3tuXjxIhs2bGDBggXExsZSpkwZXr58mek6ZmVaEym8KBQKZayL97Mv7t27l4kTJxIUFETv3r0ZOXIkOjo6xIcFkZqaRlpaGlKpFBtrS+zcK2Qy0SYlJXH16lVOH/Hhgv9Vzl/yJzYuDg0NDcp7erDw9xlU9Cr30b4VVlH/L5cvX6Zfv35ER0eTkJBAYmIiqampWdafPn06v/zyywfbzC9RD5zcL0tRLzl99ScfPyUlBWdnZwYMGMAvv/yCjY0NP/30E2PHjgUyHiiLFi3K77//Xmgc5XI0pw4ZN+L4+Hh27NjB0qVLqVq1Kj/++CNubm650qHatWtnWh+ZmprKo0ePCAgI4OLFi6xatYqFCxcybtw4pk+fXiDMsOvXrycqKoqrV6+q5GFPS0vj+fPnXLhwAZlMxvPnz7G1tc3TPPSFhQMHDtCmTRvl/8+fP8fOzg6ZTKZ8kLtx40amfe7cuZNr3zWRL4NcLufhw4dcu3ZNud24cYP4+Hi19Vu0aMHevXszmY3TjFRDhv53zlVXV5datWpRxc0Jv5On8Tt5GuD/KZkz7htxcfEkp6RgYW6WW6dXYKlSpQp37tzJVJaenk5SUhKJiYnKTaFQ4OTkhIHBh60Z+enwLNOUqV+n/v/7RHYZPXo0rVq1olixYrx69YoZM2YQGxtLr169kEgkjBgxglmzZuHq6oqrqyuzZs1CT0+Pbt265dap5Dk5EnUXFxfevn1LWloaAM2bN2fPnj2sXLkSU1NTTExMKFWqFLNmzcq1GPFaWlqULl2a0qVL07FjR6ZOncr8+fOZPn06cXFx/PHHH19c2A0MDEhPT1f7niAIhISEcP36dfbt28fTp0+ZO3cuo0ePzudeFjwaNmzInj17SElJIT09XbklJiZy5MgRfHx8MtUfMGCA6CRXiAkJCWHhwoWsXbuWmJgYICPFZ4UKFZg0aZJy7js5OVm5ubi4ZApt+ql4lfWkVdPG7Dnoi2dpN3p07cSchUs5fOwEqamp1K9Tix5dOtK6eVP09VWXVX6taGhoYGhomKM12C9fvmTYsGHs3bsXU1PTPOzdv0iyWKeudu36BwgNDaVr1668fv0aCwsLqlatyqVLl3BwcABg7NixJCUlMXjwYGXwmaNHjxaaNeqQQ/P7xIkTsbGxwdTUlDJlylCmTBlSU1PZt28fT548ITo6mn379vHo0SN++OEHpk+fnmcf+ooVKxg8eDDDhg1j0aJFX1TYz507R506dVAoFLi7u1OvXj1SUlK4f/8+t27dIj4+Hmtra8qXL4+vry8+Pj40b978i/W3IBIXF8exY8fYs2cP+/fvJyYmBhcXF9q3b0/79u2pWLHiF394E/k0bt68ybx589i2bRtGRkYMGDCARo0a4eXl9cmrXdIiQ1TKNC3Uh6V+30x++vxFRk+cyu17AVTyKk/771piaGDA1p27OXfxMgb6+rRt1Rx3t1IUNTejaFELbJ3dKFq0KBYWFpmiFxY283tu0aRJE44ePUqDBg2oUqUKs2bNynPze9CcYRjqqk5bxiWl4DR2iZjQ5T1yfU49Li5OWadp06ZZBj34FORyObdu3eLkyZOcPHmSo0ePkpaWxsOHD7+4h3lkZCQnTpzg2LFjnD59GgMDA9zc3PD09KRhw4aUL1+eAQMGsGnTJt68efNR09bXjiAIBAYG4uvri6+vL2fOnCEtLQ13d3c6dOhA+/bt8fDwEIW8kCIIAn5+fsydO5djx47h6OjITz/9hLe3d6589z9V1CHjPvI2Lg6z/ww4nj4LZuvO3fyz7yDPQ18QGxen0laRIkVwcXHJCKpVqzLlPT2ytXS1IIh6REQEN2/eRE9PD2tra1xcXLK1X1BQEAEBATRo0AAdHR3u3r3LiBEjOH78ONWrV+fChQt5LurBC0dipEbUY5NScBixQBT198iRqAeFhqlcOFPDzKaqGzdu4OXlpfzf1tZWaT6vUaMGTZo0+aQfdWxsLG5ubrx8+RKAEiVK0LNnTxo3bkylSpVy3F5+EBUVxdmzZzl16hQnT57k1q1brFmzBm9vb5W6qVEvs9+wRP1NRMuk4EbsS01NJTQ0lPv373P48GF8fHwICgpCR0eHevXq0bx5c5o1a1agA2CIfJzU1FR27NjBvHnzuHXrFl5eXowZM4YOHTqgoZFjFx614p0VWYm62n5mY5SdlJRE5Jso3qbLePXqFREREbx69YqbN29y6NAhYmJisLYsSrOG9WjRuAENatdET1cn230IDQtny669WBW1wM7GGjtba+xtbDByKPVZ56FlbocgCDx9+pSzZ88qt0ePHmWq9+TJE4oVK8aTJ09IS0vLNAUWGRmJn58fhw8fVu5XrFgxpk6dSo8ePdixYwcDBw4kLS2NlJSUPBf1kCWjsxT1YsPmiaL+Hrku6gqFgh07dnDixAlu375NSkoKenp6hIeH8/TpU3R0dGjcuDFt27alTZs22Ta/yeVyFi1axN69e7l48SLp6em4uLjQpEkTmjRpQvXq1TEzKxjOLoIgMHjwYFatWoUgCDg4OFCnTh06duxIy5Yt1e5TWEU9Li6Oy5cvk5aWhiAIpKSkEBoaqkz2ExISQkhICOHh4co1sw4ODrRo0YLmzZtTr149taFhRQoXb9++ZdWqVSxZsoQXL17QrFkzxowZQ926dT/L2vIlRf0d6kbZaWlpnD74Dz5Hj+Hjd4JHT4LQ0dGmXo1qtGjcgGYN62Fvq95r/h3Hz5yneeee/PcWbG5ujr29Pfb29vTs2ZP27dt/9DwUCgX37gdy7tJlLt64y9mzZ3n58iUSiQQPDw9q1apFaGgo+/btAzKWcXXr1o0ZM2bw5MkTtW07ODjQtGlTmjZtSrFixZg9ezY7d+5UWm3bt2/PlClT8PT0zHNRD105PktRtxs0WxT198h1UZ81a5Zy7r1kyZKEhITw5MkT6taty+rVq9m7dy+7d+/m4sWLmJmZ4ePjQ+XKlXPU6djYWE6cOMGRI0c4cuQIQUFBQIZpzNnZGRcXFzw9PRk6dOgX+aBnzpzJpEmT+P333+nUqROOjo4f3aewifqpU6dYu3Yt//zzj8qafC0tLYoVK6bcHBwclK+LFy+Ok5OTaFb/Snjz5g3Tp09nzZo1pKWl0aNHD3766adcy2pVUEUdIO3VM+Xrh0+e4nP0OL5HT3Du8hXkcjnlPEozZcwIWjRuoL5hiYR9vkfpOXg4zo4OLJgxhecvXxIWk0xISAh3797l4sWL/PXXX/Tt2zdz/1NTuXbtGicPH+T8JX8u+l8h+m0MmpqaVKxYkVq1alGrVi1q1KihHDh5e3uzY8cOEhISlO20adOGIUOGYGRkhEwmQ0NDQ+k8V6xYMZXf6bVr11i/fj1t27alfv36+bak7eXqiRjpqVpBYhOTsek3UxT198hVUX9nbvv555+ZMWMGkDHCrlu3Lk+ePFGazgFevHhBx44duX//Pg8ePFAJzZddBEHg8ePH3Lx5k8ePH/PkyROePHmCv78/pqamLF++nFatWn1S25/Czp076dSpE1OnTmXKlCnZ3q+wiHpiYiJDhgxh/fr1uLi40Lt3b9q1a4ehoSESiQRNTU3Mzc3FELnfALdu3eK7777j7du3DBs2jCFDhnzy7zgrCouoKxEEot/GcPTUGdZv2cHxM+dp07wxaxfPw/C/044SCTdu36V2y/b06tKRpXMy7plbD59h4cKFvHjxglevXgEZ90sbGxsuXrzIxIkTuXTpEklJSejr6VGlUgVqVq1MjaqVqexVniLFPuxflJCQQEREBBKJBCcnp2xfB3Xkl6iHrZ2cpahbe08XRf09cj7J9QHe3dgfPXrEuHHjSEhI4NixYwQGBjJr1qxMdW1tbVmyZAkVK1Zk3rx5zJ0795OOKZFIlGsK3yc4OJgffviB1q1b06lTJxYvXpzrN5z/8ujRI3r27EmTJk2YPHlynh7rS/DgwQM6duzI06dPWb9+fZbhfEW+frZt24a3tzelSpXi9OnTFCuWfUH92jEpYkzn71rRqU1Ldu335ftBP/LPfl96d+ukUnf2omWkpKTS6bt/p+UOHjzI69evGTx4MNbW1hQvXlwZtvSnn34iJiaGX3/9ldq1a+NuZ46mpuqa/Q+hr6+f7TCwBQYNzYxNpTxn69S/BT5b1N/E/Wt6NbawYvCwH9m+dQv6V66ib6BPqdJl+GPpcipXqZppv3379tG7d28cHR3p0aPH53ZDBQcHB3x8fNi2bRs//vgj1tbWypCI+vr6mJiYsHXrVkqUKJFrx9TS0sLR0ZEjR44wevRoZWKSbJFFIIeC4DWbkpLC1q1bGTp0KMWKFcPf3z/XzKuFndAo9QFT5GrsX1k9/xQzLTwrIeRyORMmTGDOnDl0796dP//8M9d8ItLC1c/tqkWNtUrtyDmLulpqRvUJCQkc3beTwEePUcgVuJUqQelSJSmmUKi1PKn9OAVFpvdrVa2Inq4uL8PCkCgyx7IQJFJmTRxD6IswmnT4nnnTJjKkb0+KFCnCy5cvuX//Ps7Ozly9epVt27bx6NEjLl++zD///KNMDfqtINHUQqKpGlFOoln4M37mNp9tfs9JNlszQz3S09MZO3Ysf/zxB23btmXt2rUUKVIkR50OCwsjMDCQsLAwwsLC0NXVxdvbO8vwq69fv2bfvn3ExsZm/HCPHuXs2bN5shQuJSUFW1tbGjRowPbt27O9X1bmwC8l6klJSRw5coR//vmH/fv3ExsbS/fu3Vm5cmW+LccLDw/nwYMHys85PDwcDw8POnXqpPazTk1NJSgoCGdn50ye1rGxsfj4+LBr1y6uXbuGjo4O+vr66OnpYWhoiK+v7yf38VsS9aioKLp27cqxY8eYO3cuP/30U65aaj5X1LO8wGrqqjPVDxs2jKVLl6qUG+jr41bSldKlSiqFvrRbSWwszFTPXyFHLpfz4PETVqz9mw3bd6GlqcmqeTOJiYtjr+9RNDU0MTY2xL1kCbq2a40gCJSu2YjqlSpweMdGUgwsWbduHYsXL+bx48cUKVIEV1dXXFxcqFChAsOHD/+klQR5QX6Z38O3z8VITzUKZ2xiEladx4jm9/fId1F/95Q/f/58fvzxxxzfFFJSUrCwsCDu/2tI9fT0SElJoXjx4ixbtoxGjRp9cP+bN2/Stm1bypQpw4EDB3J07Oywbds2unbtyokTJ6hXr1629/uSop6QkMDdu3d5+fIlb968wc/PDx8fHxISEihTpowyAIyHh0ee9+UdBw8epEOHDsq8yPr6+lhYWPDs2TMsLS0ZNGgQgwYNomjRoly4cIHNmzezY8cOoqKi0NfXp3LlylSuXJmAgACOHDlCamoqlSpVon79+qSnp5OQkEBQUBBHjhxhx44ddOzY8ZP6+a2I+t27d/nuu++Ijo5m+/btNGzYMNeP8V9RT09P52nwc+4/fMzL8HDq1qiGW4n/r63OA1GPjo5mzIhh7PM5xOs3UZT39KBpw3oYGhoScD+QgMBA7j98RFJSMgBFjI0oXaoE7iVLUNTCnEdPgnjw6DGBj5+QkpKKhZkpzRvVRyKBvb5HiYmNo37Naujq6BAdE8P12/dITknB3NQELS1NzvvuxsbKEk2rjGWdCoWC2NjYHA968pP8EvWIXQsxUpONMzYhCcsOI0RRf498FfW3r8IoUaIEP/30E/PmzctpXwG4dOkS1apVY8OGDXz33XcZP7iAAAYPHsyZM2fo3LkzCxYsUInBnpqaysyZM5k1axbu7u7s2rUrTwLWnD9/nlatWqGpqcnKlStp27ZttvbLD1F/F0f//v37BAQEcPfuXW7dusWjR48yLaspX768MgBMyZIlc+342WXv3r107NiRMmXKsGTJEjw9PZXfuwcPHrB48WI2bNhAeno6RYsWJTQ0FHt7e7p3706dOnW4ffs2Fy9exN/fH0dHRzp06EC7du2UoSDfsWbNGvr16yeK+kfYsmULAwYMwNnZmb179362c1VWpIU/IfptDJNnz+e8/zUePnlKampGSGqpVIpCoaCMW0k6tm5B1/bf4VjsP7+NzxR1yPgdJiUlsXXXXhat/IuHj59w68JJSjhnzEHL5XKehTzn3oNAAgLuExD4iHsPAol8/QZXZyfcXF0o6VKc4OcvuHUvgDMX/TE1KYJ3144M6NkFp2L/5v2OiU9g98HD+PidZOLIoZQr457RN6vCE6shv0T91d5lWYp60e+GiKL+Hrki6gkJCaxctpTo6CgUcjkKhYBcLkeukBMfF0dsTAwxMTG8jnylXH4ml8s/yUP6wYMH1KpVi4SEBEaNGsXYsWMxNDREEAQ2bdrE6NGjSUpKolu3bnTt2pXatWtz48YN+vTpw/3795k4cSITJkzIFO4xtwkLC2PQoEHs37+frl27smTJko+uoc9LUU9OTmbcuHEsX75cGaPewsICd3d3ypYtq9wcHBwwNjbOseNNbtO6detMVhQtLS1sbW1xcnLir7/+onjx4kRHR7N69WpCQkLo2LEjNWvWzPH3KSQkhO+//56zZ8/SqVMnFixYkOPsf1+zqCcnJzNixAhWrVpFjx49WLFiBfr6+nl2vBN7ttJ76CjiEhLo2LoF7iVdcS/pilsJF4oYGXHk5Bl27vfB5+gJNDU1CLp+IXOc9lwS9Xe8fhOFbamybF2zknatW2Sqp1AoUKSlqP5WFHIWrFjN+Omz8XAvxfABfejYugV6ajKMCVmsYhFFXbX9V/tXZi3qrQeJov4enz0xk56eTv8+vThz6iQOjk5IpRKkUilSmQypVIqBgSHGxsa4uLpSo3o1tLW1KVu27CcveSpVqhSPHz9m9uzZzJs3j6VLl9KuXTs6d+5Mt27daNWqFXPnzmXLli38+eefWFtb8+rVKzw8PLhy5QrlypX73FP+KNbW1uzdu5ctW7YwdOhQhg0bxpYtW/L8uOp48OABnTt3JjAwkMmTJ1OnTh3c3NywsLD4Iv3JDnv37uXIkSOsXbuWS5cuERoaSlBQEEFBQZw6dYrixYtjYmLCmDFjPus4xYoV4/Tp08yYMYPJkydz9epVHj9+LHr0kxFtrGPHjgQEBPDnn3/Sr1+/PL0umzZtonfv3tSoXIH1S+erDdzSrEEd4hMSCI94xZmL/ty5/4CqFb3UtJY7mJmaIJPJeB0VpSwTBIG9Bw8xdvJ0Xr+JokaVitStWZ16NatR3rMMMgm0btqQBcv/QltLi7YtmqCrq5PJgU4k50g0NbNwlFOfSOtbJkeibmqoh9F/gs0MGTIEvyOH8fX1pWnTplnuu2jRIk6fPk3nzp1p0aJFlvWyg7GxMb/99huDBw9m5cqVbN++nbVr12Jubq7MiztjxgwuXbrEzp07sbW1Zfjw4fk6ApVIJHTv3h1/f3+OHj360fp5NXc+ePBg4uPj8ff3z7XMeXmNVCrl77//ZteuXZnKnZ2dcXV1RRCEHAvMi+gElbKkxESWLvqDlUv+wNLKmjG/TCckKgH5x41Xn4Qki2aD36iO9h3MPn/0HvgqVqUsq1MrZWn0//cFdu/eTd++fTE3N+fSpUv58iAcHByMpqYmx06fy2RFSw97REJiImu27OSPFWsIDQuneiUv5k79mQplSmXyKBekWd3Osi+oEnnav6/JmDd/G/UGSXqGb8f+Q3508f6BEs7F+WXkUE5duMSsBUuYOON3jI0MqV21MpW9PHFysOfytZvMX/Yn08aOUH8wqSzb/frmyXJJ25e1KuYG5cuXV3s/k0gk6OjoKOOBZNdH67NH6u/mY3/88Udq165NfHw8MTExxMbGZtrevn0LwJ49e9DV1aV58+Z06tSJli1bfvKSGHt7e2bOnMmMGTO4ceMGmzdvZt68eRw7doxz585RvXr1XEnb+DmULFmSFStWEB8f/0WSuERHR9O0adNCI+jv+Pvvv5k8eTIXL17k4sWLHD58mCdPnlC7dm2WLl3KkCFDctxmeno69+/d5fLF8/hfvMClC+eIj4uj3+BhDBkxGv1vPMnOhQsXmDhxIqdOnaJdu3asXbsWY2PjPD/u/fv3uXDhAikpKQQHByt9XaKjo1mycDlLVm8gOiaWLm1bMmbIAEqXzL/kTeZmpsxZspJzl65Qo0pFypZxp3mjevj6naRIESMObl5DamoqV27e4fSFy5w8f4lZC1dQupQrv4wcSv8eXfKtr18zEqkMiZqHIHVlhY2mTZuyYsUKPDw8qFy5MoIgcPXqVW7fvk3v3r0JCAigYcOG7N69mzZt2ny0vRyJevv27Zk8eTK1atVSlh05coRz586xatUqbt++jZGREUZGRlhZWSlfv9vq16+PTCZj586d7Ny5k86dO6Ovr0+bNm3o0qULTZo0+eBc98OHD7G2tlbJbSuRSPDy8sLLy0s5vzp37lwmTJiQk9PLE5o2bYqWlhYDBw7k77//zlfT7v3793n48GG2nfUKEhKJhJIlS1KyZEmKFCnC+vXrAZDJZAQHB7N161ZlfGwbGxu1VpikpCT8/f05e/Ysx06c4toVf+Lj49DS0qKcVwW69exDh67f41i88Mxh5gUP7t1hTL/ZHDx4EE9PT/bv30/Lli3z/LsaGBjI9OnTlZ/lX3/9hYuLC7GxscyaNYvly5eTmppCny4dGDW4H472+b+8c9tfyzhw+CjnL19l3rI/iY2Lx9IiI2Ji4v+94LW0tKhRuQI1KldgwojB+d7HbwGJTBOJmlG5RFb4R+qvX79m1KhR/PLLL5nKZ8yYQXBwMEePHmXKlCn8+uuv2RL1HDnKQcZN9dWrV7mSJ/3x48ds376dhQsX8vr1awYNGsSKFSvU1k1LS1MKvp2dHb///jstWrRQO5L4+eefWbBgATdu3MDd3f2z+/m5bN++nS5duvDjjz8yZ86cLNfT5yZPnjyhVatWSCQSLl++XKhTvd67d4/Fixfz/PlzQkJCeP78ObGx/5qWJRIJVlZWSpE3Njbm5s2b3L59m/T0dIyMjKhQuSpVqlWncrXqeJbzQkcnI+RkukL1659n5vcsyqVqxDOvze9yuZybV/3Zsu4vfPf+g4uLC7/++iudOnXK8xC//v7+LFiwgJ07d2JjY8PEiRPx9vZGS0uL06dP06tXL16/fs3QoUMZ2rU1VkWz5/+RpfldzfXVLOqotmpaRJCahjPM93K5nCs3brH74GEuXbvB5uV/UMzuw0lbPoSQhSBl1beCSH45yr05txsjA1Unzdj4BMxqtivUjnLGxsZcu3ZNJRXu48ePqVChAjExMTx48IBKlSopl3J/iByN1Pv160f//v1zRdABXFxcmDhxInp6eowcOZI1a9ZQqVIl5Qj+fTQ1Ndm+fTudO3cmNDSU7t27Axkj4Xbt2tG6dWtlGNgJEyYwb948duzYwdSpU3Olr59D586defXqFaNGjeLMmTNs3bqVUqWyn14xJwQGBjJz5ky2bNlC0aJFOXHiRKEWdIDSpUuzatWqTGWxsbE8f/5cuYWGhir/BgcH4+npSd++falevToeHh6ExyZ/od4XHFJTU7l09gzHDh3g+CEf3ryOxNrWnunzFzN+2KA89TmRy+Xs37+fBQsWcO7cOZydnVmyZAl9+/ZVPuTOmjWLSZMmUbNmTU6ePImTkxPpYY8+0nL+IZPJqFrRS+mcJxGd3/INiUyGRKbG/K6mrLCho6PDhQsXVET9woULysGHQqHI9mAwRyP1vHoaSk9P58CBA6xatYqjR4+ir69PgwYNaNSoEY0aNcLV1VVpCpTL5axYsYJhw4aptFOyZEkqV66MtrY2q1ev5u7duwUqnOmNGzfo1q0bwc+esWDaz/Tt1uFfE2cWy1sETdVlHOqW4wQFBTFx4kS2bduGjY0N48aNo1+/fujqqu5fGHkc+fEn1Heo+0ZnNfpOVbP2TJFFXXkO7uG6mqqfpzSLobqGmjdkWdR1MjdU/4YaHkTEkpSYyJnjRzl26CCn/I4QHxeLs7Mzbdu2pV27dlSpUiXPR+Zbt25l0qRJPH36lFq1ajFy5EhatWqF7L0b8ubNm/n++++ZNGkSU6dOVb6XpajLU1WKciKyWS0nk8jVeFMrsogvrqYNISvHLTVWhKwsC+KSNtX2o64cynKkblqpWaEeqc+YMYNZs2bRv39/KlWqhEQiwd/fn9WrVzNhwgQmTpzIH3/8ga+vL35+fh9tL8eifvbsWW7evEmNGjWoW7cukGEmWLVqFXv27EEul+Pm5oabmxulSpWiVKlS2NnZYWVlhVwu5/Dhwxw7dgwPDw86d+6Mubl5pmMFBQWxZcsW/Pz8uHDhAmlpaRQrVoxGjRpRr1493N3dcXV1JT4+nrFjx7Jp0ybs7Oxo2bIlGhoaXLp0iVu3btG2bdschWnNLxISEhgxsA+rN++kbbNGrF88Gz1d3c8W9f79+7N69WqWLl1Kv3798sXEn5+Iop5BTkR9095DjB82iJehIZR0L0Oj5q3o36MLHh4e+ebb8eTJE0qVKkXTpk2ZPHkylSpVUqkjCALGxsbUrl2bAwcOZOqbKOoFm/wS9ejrxzAyVCPqcQmYeDUs1KIOGQ+1S5cuJTAwEMgYoA4bNoxu3boBGf5B77zhP0aORH3WrFlMmDABTU1N0tLSOHTokNL8feTIEXr06IGRkREPHjzg/v37PH36FMV7iUreRYVycXHh2bNnALRq1YoxY8ZQrVo1lePGx8dz+vRp/Pz8OHr0KPfv31e+Z2Njg6urK1FRUdy5cwfIeLhwdnYmJSUFDQ2NTCOBgkT6i/vsPXSMnsPG4t21PQt/nfjZou7v70+VKlXYtGkT33//fa73+UsjinoG2RF1QRCYMGECv//+O15VqjF97iKKu2YkLnq3dC2/6NmzJ8eOHePJkycftBr17NmTo0eP8vjx40zTRaKoF2zyTdRvHMfIUHUaMTYuHpPyDQq9qOcmObK77dy5E4DatWsDKMNFuru7Y2hoyIoVK5gzZw779+/n0aNHJCYmcu/ePfz8/Ni0aRMrVqzg8ePHPHr0iJcvX7JgwQLu379P9erVqVu3LocPH84UrtTAwIAWLVqwcOFCAgICiIqK4vLly2zatIm+fftiZWWVSbwvXrwIgLa2doEV9Hd816whM3/+iWXrNnPi3MXPbq9y5cp4enqybdu2XOidSGHm4cOHzJ49m75DhrPhn4NKQc9vAgIC+Pvvv5k0adJHp4GmT5+esYRtyZJ86p1IYUKQamS5iWQmR1dk/fr1jBs3jps3b7Jx40ZlXPAqVaowc+ZMQkJCMsXX1tbWxt3dXa0HuoWFBcOGDWPIkCHs27eP3377jWbNmjFjxgxGjhyJjo6OionQxMREmajjfQRBICoq6qOhWAsaQ/p0Z/+RE/QZ/jOr/5hFozo1P7mtixcvcvv2bUaPHp2LPRQpjBQtWhQAtzKeX/Thdvr06djb29O3b9+P1nV0dKREiRI8ffo0H3omUuiQytQH6/kK1qnL5XL++OMPduzYQUhICKmpma1QUe9FNMwOORqpOzo6cujQIcLCwjLlQH8nspcvX87RwSHDJN+2bVsuX77MxIkTmTRpEnp6emhoaGBoaIiVlRXVq1cnLS0tyzYkEkmhE3TIOPf1i2ZT3NGe5t360brHQPb4HuXA0RMcPHoCH7+T+Bw9zokz55Qx29UhCAJjx46lbNmyylUBIt8uJiYmmJiY8DxYzfKsfERLS4vw8HCOHz/+0bqxsbEEBARQtWrVfOiZSKFDKs16K+RMmzaNBQsW0KlTJ2JiYhg5ciTt2rVDKpV+0uqtXLFdWFpa4ujoyIkTJ+jUqdMntSGRSJg+fTq1a9cmIiKCxMREEhISlKFeU1LUJE8opGjYuilfO9i6cebiFXb+tZifZ82nU/8f1e7j5lqc3yaMpHmDOirvHTp0iHPnzuHr65vnnsx5zaNX6ufOE9JU5zUT1ZQBxCRnPx60ujXiaWrWrgNoqpn71sxi8jtazQo6eRbt6mhk/zOLSVE953K2RVTKnJ2dCQ1+pna+Pr9YvXo1sbGxtG3blsWLF9OvX78sLQc3b95EoVDg5+eHs7MztWrVQiaToWH94ehx8fHxREREEB8fT+yTmyQkJpGYmIR7CWdcnTKshu9CvGYiTU0ZIFH3+9FQ73Sqdv5cpj541sfOQ+TDZGVq/xrM75s3b+avv/6iRYsWTJs2ja5du+Ls7IynpyeXLl3ixx/Va0JW5NqStmnTpvH777/z7NkzpfkvN1i3bh3e3t6kp6dn25SYlJTEhAkTCA0N5e+//y4UnuDpL+4jl8uJehuDIAhK3wJBoeBZ6Asmz1nMyfOXqVOtEr//sQRHR0cSEhJISEigZ8+eGBoacvr06UKfjORrEXV1TeSGqBvrqN7E1Il6ly5dCHr+gs17fTOVu1hk33s+N0hNTWXw4MGsWbOG8uXLs2TJEmrUqKFSLz4+nl9//ZVt27YREhJCxYoV8fX1zZR4KCkpiYCAAPz9/bly5Qr+/v7cv38/kzPu+7RqWJeRA3pSq7y7yu9CyA1R11QtFzTUeyd/raKeb8FnAq9n6ShnVtKrUDvK6evrc//+fYoVK4a1tTU+Pj54eXnx9OlTypcvT0xMTI7ay7Vh3bBhw5DJZCxcuDC3mgRQflBhYWHZqv8uCs/KlSs5cOAAvXv3zvJHX9CQyWRYmJlS1NwMSwtzLC3MsSpqTlWvshzZupr9G5YT+SaKqlWrYmVlpXyau3PnDrNmzSr0gi6Sezg7OxPy7Mua3yHDBL969WrOnz9PREQE9evXJyVFVVANDAyUg4KTJ08SEhJCzZo16d69O9WrV8fa2ho9PT0qVqzIjz/+qFxWu2rVKo4fP87ly5e5dXQXj8/68OLKcf6YMhbfk2ep18mbtTsPqOmZSGFCkEgQJFI1W+G/59nZ2Sn1zcXFRZkA7MqVK580IM0128W+fftISkrKFL4zN6hTJ8PcfPz4cXr16vXBupGRkTRt2hSZTMa1a9cICAigU6dOODg4MHv27FztV34jkUhoVr82jWpX50TAC9LT09HX10dfXx8bGxuKFVOfH1rk28TFxYXwly+Ii4vF0DD7I5jbt28TEBBA586dc/Uh8e3bt4SFhTFhwoQP3qgkEgl169bl7Nmz9O3bl+fPn+Pq6kqFChWIiIggISGBIkWKEBkZydmzZ7l+/boyR4BeagwpqWlERkWzcdd+pFIJfTq1o1WDT3dAFSkgfMWOcm3btuX48eNUqVKF4cOH07VrV9asWUNISAg//fRTjtv7bFEXBIFff/2VKVOmMHDgwFwfqZubm1OuXLmPinpSUhJt2rQhLi6Oy5cv4+joiLu7O/PmzWPUqFFoa2szderUQj+a1dDQoHnz5l+6GyIFnPr16wNw8uhhWrf/uJ/Lmzdv+OWXX1i1ahUKhYLz58+zaNGiXPHRCAwMpFu3brRs2ZLp06dna58SJUpw9uxZVq5cyfz583n8+DEAZmZmODk5KQNSxcXFERgYyJEjR0hOSkRbSwtdHW26tmnG6IG9sbexUj+nLlKo+Jrn1N8fcHbo0AE7Oztl2NjWrVvnuL0cXZHImASShcxPRtOnTGbZogWMnfgLw0eNJTI+BVD/I7IuohoRKDs0atSIuXPncu7cOTw8PBgzZgw1a/779B0YGMiYMWO4efMmp0+fxtHRUfneyJEjSU1N5eeffyYtLY2ZM2d+cWFPfxmoUva+89y3jGtR9XO+N1+8VSlLTlc/raJuTjyr+Xd1qJs7B3iTqtpGWhYRaZL/U56akkzsm0iMzYqioaVFcmI8ibEZ/hPOTsVV9lc3dw7qz/lOmJo5N60iVKlShbNHDjJyUNZLytLT0/nzzz+ZNGkScrmcefPmoaOjw9ChQ0lPT88ywdLHuHv3LuvXr+fChQtcu3YNZ2dn/v777xw/JBw6dIi0tDQ2b95MtWrVcHR0zPL3K392U7VQENQGiVGX8QvUz4kL2urvW1/rPHmBRJKFp3sWQYQKM1WrVv2sVSCf/ZiT/v8ITOfPnKZlm7a45EGgi4kTJ1K6dGnu3bvHsWPHqFevHgsXLkRPT481a9Zw/vx5TExM2L59u9owlOPHj0dLS4tRo0aRlpbGnDlzvriwi3w7vI0MZ9EPXXj9MkTt+8uO3cLQJHeSJL1P586dGTNmDO3bt6dnz540a9ZMmekwIiKCy5cv88svv3Dnzh28vb2ZNWuW0slVLpczbNgw+vfvj5eXV46PPXz4cG7dukWjRo3o2rUrnTp1+iRHJk9PT2WkubS0NJKTk3FzEx+AvzmkGmqj8qktK4S8ePGC8+fP8+rVKxUfsJx6v3/2FZny6yzq1K3PhDEjaVizKqN/nsTQESM/t9lMGBsbK03vaWlp/PTTTwwdOhSJREKjRo3Ytm0bbdq0+WBc3JEjR6Kpqam8QKKwi+QHsVGRLBn2PXJ5OgPm/EViXAyCQsGFfdsIunudlgNG5YmgAwwdOhSpVMqGDRv47rvvMDMzo0yZMgQEBBAZGQlkBI66fPmyysPwoEGDWLZsGePHj1c67mSX9PR0Ll++zOTJkxk7duxnncPYsWNJSkpi5syZpKamMnz48Fyf4hMp+AhSWRbm90+bU1++fDlz584lLCyM0qVLs3DhQmrVqvW53fwk1q1bx6BBg9DS0sLMzCyTLkkkkrxd0vY45CWG/3nafhc6OykpiXm/zWTFkoX8sWwlnbupxh//VPO7Oi5duoS1tXWmCHbZYcmSJfz444/Mnj2bcePG5Vp/coJa87tNyS/Qk8KDOvN7VJL6gETxaszkuWF+V9fux8zvfwzqyOuXzxmxfBsWdo4A+G1ayf4VczCxtKF09bpoSaUgkWBubUfL3oOBrM3v2jJVc6ONkXrHMw9rY+Xru3fvsnHjRoKCgihdujQeHh54eHhkyoCYnp7OiRMn2LNnDz169CAiIoJ27drh5+dHw4YN1R5DHTdu3MDLy4uzZ89mmibLDrGxsezatYsjR47g7e1NkyZNgIxVLa6urqxZswZvb2+1+6o1vwMShbp47uqXPYrm95yRX0vaXoUGq20/NjaWonYOOTr+9u3b6dGjB8uXL1euoFi9ejUBAQFfxOHY3t6eQYMG8fPPP+eKD0uu2S50dXWZNO1XYmLeMn7kcEqWcqOcV4Xcal6FT51zGDZsGK9fv2b8+PGYmprSv3//XO6ZiEgGYU8f8vT2Nfr9tlIp6MkJ8RxYNQ+AtJRknt29iYZMRuTLEBRyBS16/ZAnFqQyZcowZ84clfLU1FSio6O5du0aAwYM4MWLF0BGGOdp06ZRtWpVRo8ejb+/v9J0/zEuXLiApqYmFSrk7Pe/YMECJk6cSEpKCo6OjuzevZu///6bzp07Kx3l1K1xF/kGyEXv9wULFtC3b1/69esHwMKFCzly5AgrVqzgt99++9ye5pjExES6dOmSa4HDctXLQCKRMHPOfFxKlGT2jGm52XSuMnXqVAYPHsygQYPw8fH50t0R+Uq55ncAPUNjSlevqyzT0Tfg1z3nmeN3i998rzJuw0Gmb/bFzMqWcrUa5NuUkCAITJo0CR0dHaysrGjRogWurq5Mnz4diUSCg4MDEomEZcuWERAQwPjx47Pd9smTJ/Hy8vpoEpf38fX1ZfTo0Xh7exMSEkJgYCBdunSha9eu1K9fn6FDh2JlZUWJEl8mOY3Il+VjCV1iY2MzbepiIUDGQ+y1a9do3LhxpvLGjRtz4cKFPD8PdfTt21eZLC03yNFIPVUuqE1VmalBTS1q1a2H74H9KhG0XkQnqNS3Nck9k3x2kUgk9OnTh+XLlytHAPlJTkzt8ud3VMokqUlq6wpqQlTKHMtl+1gFgaDX6iPKqYv8Zqil/uubpuY7mpPocwmp6k2z8WrqpmbhgS+TSnhw3R9DcysiY1LQ0BKQvTPr65qQJEBSfEbihiPrlhDyMIAW/UcS//9jZxWpzlhb9ZwT1EwLAAS+Uo0ZUbJoholy27ZtzJw5k3HjxlG9enUsLCyoVKkSXbp0wcDAAFNTU+RyOV5eXsydO5cRI0ZQv359WrZsqfZY77h8+TK7d+/Ocba1gQMH0qxZM5YsWaIcsWzYsIES1ibcuf8Q67JuNKpdHfmLAAAk6WqmXrJIvap2LlZH/SoLcRqsYJIRfEb1N/GuzN7ePlP5lClT1MZNf/36NXK5HEtLy0zllpaWhIeH516Hc8Bvv/1Gy5YtOXz4MB4eHirh0BcsWJCj9nLddTAlJYXLF86jnU1T3Zdi7NixaGlp4eXlhSAIotOcSK5Ts8tAtk0dzP4FE2g3fp7aOqf+Xs7JjYtpNWAkHjUb5Fvfdu7cSfXq1VWCMnXt2pV//vmHdu3asW3bNjp37sygQYM4ePAgvXr14uHDh5mSJ929excfHx/MzMyUJvty5coxaNCgbPdFEARevHjBpEmTMpkgpVIpP/848PNPVqTQI1cIasMsvyt7/vx5pjn1j0ViUwkb/AU1YNasWRw5ckSZ9fS/jnI5JVdFPTU1lZ9HDefendvsOngkN5vOdfr27UtISAi1a9emQoUKDBs2jO+//77A52EXKTw4V6hB7W4/cH7HX4Q/fYCRiRmGZv/mRbhz0oeTGxejoanFw+uXMTQ1p2abrvnSNw0NDfT09DKVBQcHK1P3WlpacunSJZYtW8aVK1dITk5GIpGwa9cuBg7MENpXr17RsGFD3r59qzR3amlpcebMmRz9jtLS0hAE4atJ2CSS+8iFf52y/1sOGeHEs+MoZ25ujkwmUxmVv3r1SmX0nl8sWLCAtWvX0rt371xpL9fm1C9dOEfTOtXZvWMbsxcspnyFirnVdJ7QvXt3Hj58iI+PDxYWFvTu3Ztq1apx69atL901ka8IQ7OipCYl8tfQDqz4oS2vgv+d7rEpUZoanfpRtXl7JBLY+vtEAi6fyZd+6ejokJiYqPz/5cuX1K1bF6lUys2bN9HQ0GDt2rVYWloya9YsevfujSAILF++nLNnz3LkyBF69eqFQqHg2bNnpKWlERERwYsXL6hSpUqO+qKlpYWLiwvXr1/P7dMU+Up4l+RK3ZYTtLS0qFChAn5+fpnK/fz8qF69em52Odtoa2vnqgPoZ43Uk5OTuXzxPLu3b2P3zm1UqFSZQyfP4Va6TG71L0+RSqU0b96c5s2bc+HCBQYMGEDFihVp2bIlZcqUwc3NDXd3d0qWLJkjpx+Rbw+FXM7tY3sJe3yP1MQE9I2LUL1jP/SLZJiqBYWchLdviI0Mp6iDCwBmto407jcaC0NtFAoFy0d5s37qT0zY4IOJg/2HDvfZVKpUib///pvjx4/ToEEDbt68ybNnz9ixYwdly5alZcuWrFu3jmLFitGjRw++//57DA0NuX37NrVr1wZAU1OTPXv2YGVlBfBJ2RnDwsI4d+4cWlpanD59OlfPUeTrQZHFSD2LxIcfZOTIkfTo0YOKFStSrVo1/vzzT0JCQnI0ZZSbDB8+nCVLlrB48eJcaS9H69TvP3uJlrY2O7du5oTfEc6ePklSYiI2tnYMHz2Orj16IZVKv4jzW26QmprKokWLOHLkCPfv3+fly5cA6OnpMXjwYMaOHZspFeTHSA+9p7ZcIs9+alDUfDySVFWHQ0B9isgsnIekzpWz34cCirq166De+S2rNe3Ryarl6hztAF7Hq3rUJqXKCXt0j0NLpxH26C5Fi5dER8+Q1yGPSU9LpVaXgTh4VMR32Qzi3ryiync9MbV1wNTWAUvHEkikUgz+vyY94W0UC/u1xsTangkrt6Clrbpmuqi+qq+KQRYOg2Z6quZsd6sME6VCoaBhw4aEhYUp05dWrFgRe3t79u3bR0JCAvPnz2fu3LmkpqaSmpqKr68v9vb2aGpqoqenh7GxcZYmz4iICI4fP46fnx8hISGUKlWK0qVL07FjR0wTX/IoKJi2/Ubw4ElGJrnixez4/rtmTBk+IFM7QnK82vYl2noqZfn9nQ6JUu1bVo7EOUl5+1SNs2hW4qUupEJWddXd6RVkkQ5YTTwEddO7cbGxlHGyzfN16upipLw7vksxmxwff/ny5cyZM4ewsDDKlCnDH3/8oXxYzW/atm3LiRMnMDMzo3Tp0irTULt3785RezkW9dMnjzOoTw+0tbUZPnocjZo1p5Rb6UwT+oVV1P/L27dvuX//PgcPHmTJkowc5jdv3sz2ekJR1POWLy3q8dGvOfTXAm757aaogyvNhk7Bzr08APLkeE7/vYxLezfhUrEWDb1HcnDxNCJDHpMcn+GVXqJKPdpPWICJ8b95op/ducbK4d2RamjgWrYC/af+gamltfL93BJ1gMWLFysjtkkkEgYOHMiaNWuoWLEiNWrUYMiQIRgYGDB9+nSCgoIwNTWlbdu2NG/eXCV6o1wu58qVKxw8eBAfHx9u3rwJZIR5dXFxITAwkHv37qGhoUHnVk24c/8R0bGxzJ04kuoVy2FjWRSJXPWzEEU9g29d1B9+QNRLfIKoFyT69OnzwffXrVuXo/ZyLOp6+vosWTCXBb/PokXr71ixdqNK/a9F1N/n/Pnz1KxZk3379mU7c44o6nnLlxL19NRULu7ZyKnNy5FIZdTuMQyvZp2QvZckREtDyv3zx9g2bSiNB4ylRgdv5IqMOcCk2LcE3brE/vkTsXZ1Z8DctWjp/itSEcGPCbt9iYPrllG6Si0G/rpI+V5uivqZM2eoU6cO27dvp1OnTrx69YqdO3dy/vx5tm7dCkDFihW5c+cOEokEZ2dn7t27h5GREV27dmXmzJkEBASwZs0afH19iYyMxNTUlGbNmtGsWTMaNmyYyfno0KFDzJs3j7T4GAQEJg7rT6Na1ZTvi6KegSjq//K+9mQl6m6OhVPUQ0JCsLe3z3Wv+xzPqctkMkaMGY+ZuTk/jxrB5BmzsbaxydVOFURq1KhBzZo1GTRoELt376ZmzZr07dtXXAr3DXJ2x2qOr19E5VZdqdF9GHpGRdTWu7RnA8YW1lRv/++TuDwtFV2jIpSu3QwNTW22TxtCyP1buHj9K26WDi54lC6NlrYOG36bQNPvB+BQsvQn9/dtVBQSqYSXoc9ZMGk9r1+/Ji4uTukoFxwcDGTMiQ8ZMoQhQ4agoaHB5cuXKVOmDN9//z2dO3fGysqKBw8esGXLFpYuXcr69etJSUnB1dWVfv360aJFC6pWrZql5/s7sZcHi86oIjlDLgjI1TyVqCsrLDg5OREWFvZJvigf4pMd5Vq368Dk8WPwPbCXvgMH52afCiyrV69mzpw5yjjaly5d4q+//hKF/RvDtWJNjq9fhL17uSwFHSAlMQGnclWU34+zW1dycsMipBqa6OgbIJXKQCLBxkV91rFarTtz+O+/2LF4FqOX/p3t75lcLifgxlWunTnKqSOHePr4ofI9BwcHSpcuzbNnzwgKCmLdunXKZEnvs3GjqgUOoFSpUkyfPp1BgwaxcuVKatasScOGDXMtxKWIiDoE1FsaCq+kk2PP/ezyyaJubFyE2vUa4LNvzzcj6iVLlmTNmjXAv4lhJk2alCl/u8jXj10pT0pVq8/JTctwrdE0k9n9HQqFAk0dXV6HBinL7p0+hFO5qpSq3pDkxHiS42MxLmqT5YOBTEODLj9NYuFP3mxdMJ0yVWvjUdoNC2u7LEU0LjaGAd815EVwEKZm5tRt3JQfRo1DQ0OT9PQ0+ndtj7GxMbGxsSQmJio913OKjY0N06dP/6R9RURyytc4Us8rciTqNib6GBn9O1/eo1sX+vTpgyQpBptvwAT/Pu/WFUZFRWUp6mpDWZKz0K3yIDVrd7NIYqCIea2mUH0IUSHgVLbbFZLUzOFnISpSgyKqXcgqy5Xdp5uUAcrZqh4rKy4FR6kt19FQPY9XCalq62q9V9e+ZBkeXDxBclQY5nZOKnV9Vs4h5N51Ok1eRmq6AkGh4G1EKMZFrfFqnnn+3UzNPLmZXkZZgybNedH/R/Zt+oujWzMeKC2srNl19gYaGhk/X8P3QseunDWH6NeRrN3tQ8/WTbI0hWc3WMfnIr97XKVMkZBFKGDDIiplEi316ZQVasK85pWtIKvQxTEpqr+tLJL2qfX/UBf6GNTPXcuyqKulJpxwFkkG1bebxe+4mKmB2vL/EquRxQnnMgqF+muryJ/D5xmrV6/GwODD1zpf86lraGggCAJv37795kTd2DgjrWV0dPQX7olIfhN0+yrHNy2ndue+mQRdEARePXvE9SO7ubhrHQ37j8O1Sl0AUpOTKFO3BdcP7eTIyt9oPnRyto/X86cJfD98PK/DXrBzxTzOHz+iVqwfBtxl27q/GD5hKhWr1hCjI4p8NSgQ1Dr1ZeXoV1hYuXLlB3+nn5JPPWcJXVL/HcGkpaUxZcoUWrZsibu7e44OWpiRy+Xs2rWLKVOmAKiE2hT5uol/+4a/pw1H39gE9+r1eRvxkuSEOO6eOcy9M4eJDHmKjr4hNbv9QOXvegIQcvcqWyb0RZ6ehkUxZ2xKeOT4uFKplKtnj3PO7xCelaqojV09a+IYHIq78H2/LxNEQ0Qkr5BnMVLPyjJSWLh69eqXdZSrVasW69atw8XFhV9//ZWnT5/meGF8YUQQBEJCQjh+/Dhz5swhMDAQU1NTAH799Vd8fHxEZ7lvhJjIcFKTEkhJTGDl8O7Kch19Q9xqNKTpgHE4e1UnjX+fvo0trJFpaqFraIyZnRNhj+7y9MYFSlarT+nazbJ1XIVCwd+L56Cto8OEOZkzoEWEvWTlgt+5fvkif27bi2YBT6YkIpJTxDn17JMjUdfT06N69epo/f+mMWXKFDw9PfOkY1+aJ0+esGPHDi5fvsylS5eIiIgA/s3+Y2lpSVRUFI8ePRIF/RvC1rU0031ukBQfS0xkOG/Cw5BIpTiVrYyG5r9imvZeOlRjS1s6TVnG1QObeXD+35jTd08ezLaoA1Rv1JwjO//mzFFfdHR1uXPNnxuXL/DsUSCGxsaMmz6bqrXr5sp5iogUJAQhC+93UdNVyJGoHzt2jJ07dxIXF0evXr0wNzdX60SSlQOIQs0n4GSe/aAM+UF6ejoLFy7kl19+QVNDRqVynvTp9B2GhgbMXrwSV8di/DVnKkMmzcTS3Ay/jUuRB99C8So428cQotXk7c3CoS098oXq/lk44KlrQ6Kj3klNSE1WKZOZZeEJreZ46hziAISURJUyibqgOPlMVQdTteVHAl+plBmpyVkOoP2+U52JHthbkSYvq7Zu2n88eORmBhx6GoCuviENuvShVIVqOLqX5VnATVI13TAsYkps1GtCnz7iZdAj4iKeo0iXI5FKkUgk3L12mcA7N/H0qsScCSMBcHIpQcWq1Zk5dTLNmzenSJEi2bgSeUPKqc1qy18ePKxSZlXTS30jEapzi9ru6gPKaNiqXwb4uTx6pXo/S0hT/9uMiFd1qEzJwh6sqcZ7TVNNgBcAbTXl6hw6AdBSvWZZNIuWmj4UloWIaXJBbVCorAJFFQZat279USe5TyFHoi6TyRgwYMDHK+YzgiAQFhZGVFQU0dHRpKSkIJFIlJuenh7W1tZYWVkprQz/JT09ndu3bzNo0CCuXr3KiBEjmDK4B/p6ekS/jcGzXkvKlnZj/+qFjJv1BzfvBXJi+2rsbT5tSZDIt4E8PZ0DaxZzcO0STC1taNbrB5w9K6BnYMTycQMJuHwWDU0ttHV1SYiNATKWslnbO6ClrY2gEFAoFBQxM2fh1v38+dtkqtepz29L/8Lk/3nNPayNv+QpiojkOekKhcqD8rvywsr+/fupVasW/fr1o1u3bkrn688lV/OpfwliYmLo3LkzR45kL3+7ubk51tbWWFtbI5FICAsLIzw8nMjISARBwM3NjfPnz1OtWjXSXwYCMG7GXBKTkvh72Xw27/Xhr63/ALD3yEmMDQ0p6eyYV6cnUsjZMGs85w/sBOBtZAS7l89RvmdsZsEPs1cS9+olKclJ2BZ3xdbJlaJ2Dti9t6RIEASe3L/L8QO7Cbh9kz/WbFIKuojIt4BCUG/p/ZQsbQWF8+fPs3btWsaPH8+oUaNo164dffv2pV69ep/VbqEW9eDgYFq0aMGLFy/YsGEDLi4umJiYoKOjgyAIODs7K+saGxtjZ2dHsWLFsLGxITo6GkEQqFmzpnIUb2trS/369ZXz5gDHz1xg3dZdrJgzHZMiRgz75TcA6larxJwVaznrf42z/2wgMjoGuVyBlblJvl8HkYJLxQbNefE4kLBnj2nYpS/1OvYgISaG6FdhOLp5om9cBD1NGW8iwljxy3CqNGyBmZUtgiDw9ME9Th3az+lD+3nx7CmGRUzo5j2A2g2bfunTEhHJV75G83u1atWoVq0aixcvZseOHaxbt46GDRvi6OiIt7c3vXr1ws7OLsftFjpRT0pKwsfHh61bt+Lj44ONjQ0nT57E1NSU6OhoIiIiiImJoWLFigwdOpSlS5cCGSP6mJgY7t27h6amJl27dmXRokUfnIdMSExk0NhfqFu9Cn27dQRg8+LZVCnvwZ3Ax5y6eIW7gY9p2XsIJy/4k5KaRuUyJWhdpwpDO7dCT+fLzyWLfFk8a9THs0Z9BEFQOvUYmxXFprhr5oqCwP2rF7l/9SK7Vs6niIkpoUFPMDQuQo1GzRk2eRblq9bCusjXlyxJRORjpAkCaWqG5Wlfgaecrq4uvXr1olevXjx58oR169axatUqpk6dSqNGjfD19c1Re4VK1Ddt2sSQIUOIi4ujQoUKNG/enLS0NKpVq0ZycmbHLx0dHUaOHMnz58/ZvHkzBw8exN/fn9TUVNLS0ti4cSOVK1dmyJAhao8VHh5Oj75DiYh8w6Gta5Ue7p1bZ4ySHOxs8D+4lQN+pzh18SrjenfAwboomw6eYNKyTXi4ONKsRsW8vSAihQaJRKKM9ZwQ85YXTx8S8TwIA+MiODmXoKhdMWycXDG1tMLeuSSkJjFk0kzKV60pLlET+eaRKwTkakRdXVlhxtnZmfHjx2Nvb8+ECROyPa38Pp8t6uo83bNaO6ju+j+OVB+C8b+pCv/44w9GjhxJixYtcHBw4NSpU+zZs4fixYvzyy+/UKFCBUxMTDAxMUFXV5cFCxYwa9YsDh8+zLVr1xg3bhxJSUn4+/tz8+ZNtLS06Nixo9pjHz9+nK5duyIV5OxZOYcSVkUgKcOJSR71r+d6uaJ6lOvenF+6N0f+JqP82s07nLoG01dsQv7sEfXcVUOISjVVL3tqXBbpVNUgySK0o5aR6ihOpq2+XamxmjnZLDzwZRa2qmWlan2gh4WHJiU/L/BDVuFn1ZkFTx/ax8JpE3gTGaHynkwmQ0NDA1l6MncunvmsPuUW6WGP1JZLE1WjKL45d05t3dDzT1XKkl69VVvXto7qSoK8snWp83IH9Z7ucWrCwQLEpKim+E3KwlNenfe7rqb6SGJpajzd0xRZhGVWc//V1VRfV33CZ/X36rC3qveNL2klSleoH6mnf0Wifvr0adauXcs///yDTCajU6dO9O3bN8ftFPiRuiAITJw4kd9+y5jLPnbsGAqFgu+++45FixZRv359leQW169fx9fXF11d3Uwh9nR1dalTpw516tT54DFXrFhBZGQkCyaOoFHNKjnqb3hUDHYWJjwLj2TH5btqRV3k2yT48UPiYt7y65LVOJUohb1jcWJjojFIeEVgYCCBgYG55gErIvI1kSZXkKZmuaC6ssLE8+fPWb9+PevXrycoKIjq1auzZMkSOnXqhL7+pz1EFWhRl8vl/PDDD/z1118AaGpq8ssvv9C/f/8PhtZr2LAhNjY2XL9+nVKlSuXomMHBwVy/npFEJafTNY9CI1g3xhtNDRmT1u5mre8ZYpNSMNIV59ZFwM7RidTUFG5fu4yGpibmllaYF7WiqoM7devW/dLdExEpsCgEIQvv98I7Um/UqBEnT57EwsKCnj174u3tTcmSJT+73QIr6lFRUXTp0gU/v4wIXEWLFmX37t3K7Ggfwt3dHQsLixwLOkBcXBxBQRnpMtfu3M/GPT5oyGRoyGSky+XExMQSl5CIsaE+tb3KULeiB02qeTFi3jo2H79EcWsL7qyezuA29Vm69zjrztxgeJOqOe6HyNdH1ToNaN2lB+ePH2Xn+r+QSCS4uJVhwe+zaNmy5ZfunohIgSUtC/O7urLCgq6uLrt376ZFixa5mnypQIr6g3t3GdKrCyEhIQB4eXmxd+9e7O3ts7V/ixYtmDlzJikpKUilUjQ0ND4YylWhUPDy5Uvs7OwoU6YMW7Zs4dq1a6S9CSU9XU66XE56uhypVIKRpgRDfT0eBIWyes8RVu/JcGTQ09ZCW1ODlLR0JBIJ2pqaaEilpKWrn2MT+fYwNjHl59kLAQgLfc6Ny+c5sncnrVq1wtvbm8WLF3+yyU0kfxEEgacBtwkLfkp0ZAQvnz3h+pnjGJiYMnXjQWQaX+bWmpSYwM1bVynhXgYzc4sv0oe8ID2LJW3phXhJm0wmU5reP0RO86sUOFG/cdWfTs0bKv/v0qULa9asyVE2tJYtWzJhwgT69OnD1q1b6dGjBxs3blRbVxAEvL292b59O2/fvkVbW5uuXbvStWtXFE/8Veq/c5RzazdQWVba2YHN47z5ftafaGrI8H8QxPZTGfv2qVM+2/0W+XawtrPH2q4Lzdp15t6xPQwfPpygoCAOHjwoZv7LY16/fs2ta7d5EfqcilWrU9Ty41EhU5KTCLx7i4S4WN6+ecOB7Zu4e131/hAdGU56Wmq+irpCoeD2NX8O7NzCsYN7SYiPQyKR4O5ZjqJW1iQmxJOels7MBUso7uL68QYLIF+j+T2vwjp/9jfPwezzYtf+1wtVU1OLkm6l+b5bF2rXrk2tWrVynDDFw8ODypUrK59wNm3axI0bNyhbtixaWlqcP3+evn37MnbsWCZNmsSGDRsACLt8iGLvhX1VxL1VaVsR8waAxcO6c/zaPazNitC3eR14/owaTlZsvniHuiN/B2BE46qY6uog/MeZ483DIJV2s/IINvcsrlKmbaI+Xr5GEdX45jIT9b4HGtaOKmVSF3GaIKdkFVM+J1Tr14+SJUvStGlT2rRpw/79+9HV1c32/vK7x9WWp4U8VC3UUL88LvradZWyVzdUPdcB9hxQ9Yo3VxODHKBpD1WPdqtqZdTW1XJUnS6TG9uorZuTmOUB4bHK19s2rObX8aOU/9dv1ooRE6dhY18MmUxG4n+811+/Cmfr2r/w3b6J2Lf/rnRwK1eBVr1/4MD6FQDUaPYdFeo0oniF6mjo6KqsANJWs2Ilq9jvxjqqt2UDLdWynZvWceLQfm5fv0Z8XCw2dsXoPXAITVu05EHAXc6ePE58XBwWFhac8juKz+7tjJ7wS6Y2srqOBS0eQppcgcZX5ii3bt26PGm3wI3US3uW48Cpi7gW/bxELyNGjKBbt25oaGiQnp7O3bt3uXv3rvL9kydPoqOjw6xZsxj8fXtWbN5NtxG/8Mekn6jk+fH88A28StPAq7Ty/0Tgt44Nmda2HndDX6GrpUEpa/PPOgeRb4datWrh4+ND8+bNadeuHT4+PiqrOkQ+j8eBD5g7dRJtOnWja99B7Pp7Hbs2rePEoQNoa+vg4OyCW7kKDBr7C0bGRQCYOnwgD+7cpGmH7jRu2xkT86LoGRigq6fP64QUFHI5Ppv+xKGEOzWafUd8qvqFY7nNgZ1bmTH+J2rWa0C/ocOpUKU6XpWrIpVK0ZJJcPfwpF3nbsr6P/TuzpVLF/Klb3lBmiCg8ZUGn8ltCpyo5xZdunQBYNWqVZw+fRpNTU0UCgWCICCTyTh8+DCHDx9mxIgRzBnUgaTkFNbtOkjvMdO5d2TbJx9XS0OGl6N1bp2GyDdE3bp1WbZsGd7e3jx//hwHB4cv3aVMBL6NZeeT5zxKfYu+REYFmRGmUs0v3a1s8ehBAH07tcG2mAOTfpuHhrYuE2bNp9+wUTx9FMhx3/38s3kDDwPuZiw7XLoGAG0dXUp5ejFw/DQVZ6bXYS/wP+6Lpb0jtVq0y/NzOHfCjzPHjvDk4X1uXbtCm87dmb1oebb2fRMZiW02fZIKImI+9exTqEVdEARCQkIIDQ0lNDSUN2/eKCPGpaWloaWlha+vL+Hh4axfv57g4GAsLS2Vm46ODomJiZRr2YOAx0G0a1KPX38qeFnoRL4d3mURNDcvOFYeQRAYdu4658IjsdTVIUKREb0xSJFEM01zbCQFe8nm48D79GrXHGtbO/7auhc9PX1S5QokEgmWNrZcv3yBfzZnTME1at2OnoN/Uu5bqWYdlsz4hW61yyKVyngdEQZAq259OOfni5aOLlPW7MTUMm8f5Pfv2MIvPw3GobgLJUt7MHj0BLp5D1Rb9/bN6xw/7EvAndu8jY7GpURJ7t+9Q6OmzfK0j3lJWroCWboa87uasm+dQi3qS5YsYfjw4cr/NTU1kcvlKP6fjs/Y2JhOnTpRvHhxpk+fTlJSEufOncPPz4+///6bmzdvAtCgeiXW/j4pW2Z3EZG8JCwsDENDwwLlBS8AlyJe08WlGKPKluK3/TfZnfaK10Iqa1NfoImEATIbSmkUnD4DBAQEcOvWLX6ZOp342FjWXjiAcRHVhEtJiYnK1xdPHqNs5WoUL5mRr71es9Zcu3ieC8cz54U/sGUdTm4ejF64BjNL9fP+ucWxg3uYNmoo7bv34pffF37Ux2j88CGEvXhBWa8K2Ds4cO/ObbR1tKle68NBtwoyqekCUjUCnpoujtT/yxcX9U+ZO1coFBw+fJhNmzYBsHHjRkqWLMmSJUvYunUr5ubm/PTTTwwePBgDAwP27NnD6tWrOX78OCkpKVhbW9OwYUNGjhxJw4YNsbZW/5StuHFYbbk69EqqPhCkhqp3NJKpCRNrVsZRbV1BTb5grSzSbuq2/lFtuUj+o27lRFZInSsrX4eHh2f5fcyK9NfhassjL1xVKYt6+FJt3bNHVL+rEf8Pg5osyBEEgaigBPY9f0x/T0fu3k8gMjWVyS6u/PIokCtpsZTR1FcJW/r8fLBKuyal1E8r6LgbqZRpWBRTW1cdQa8zO90OGDyU86dPYmhkzIifJ2Ni8q+gv788qlWXnjTr0I2Lp48zyrsrIUFB+J8/x55Nf3HO7xA6unqUq1aLYsVdcXAthXv5SiyZNo77N64w64du1GjSmla9BqKrZ4AsC8F1t1B1KDbW/vja5GdPnzBlWH/adurC7wsWqfhZyP4ffvbK5Yvs27UTC0tLwl++xHvAIEaNn/jR9t9P8VuQ+VZiv+cGX1zUc8KDBw/YsWMHW7ZsITAwkMqVK7Nz507at29PqVKliIuLY8GCBfTr1w9tbW2WLl3KnDlzePnyJVWrVmX27Nk0atQId3f3HHvUi4jkB2FhYVhZfXyJ1eciCAJ7gkLZGxRKTGoaHmm6VNM0xkiqektQABIkxPw/erieTMYSt9IkKRSYaGribWvP4pBn6CbJ6KZnmed9zw5yuZxb167Se8APDBv3C3ofsXxoaGjg6OyKgZExO9YsZ8ea5Tg4l2D4lNnUbtkB3f/sP3fTXjYu/4N/Vi1kx4oF7FixAIcS7gz/Y12umuLfJQGysy/2QcdJ33172bQ2I/KmTCbD2bVErvWhIJCWrlA7UhfN76oUaFFPSUnh7NmzSqe2e/fuYWBgQOvWrfnrr7+oWbOmUpwlEgndunXjxx9/5M6dO/Tr148rV67Qp08fhg0bRrly5b7syYh81Tx+/Ji0tDSKFy+OtvanzTEnJSVx7do1vLy8crl3/6IQBJ7GxrM+MIiDwS+pa1MUB0N9DgeH4ZPyBmupFl10LHHS+HdJnZ5ERh2ZCcflUbwV0nBNMsRRVw+d/zuONbWwYHHIM06nvqW+tglWsi+fVe7h/QDi4+No2qL1RwX9HfaOxfnnwh0unz6OgZEx5atm3F+S1QiHTCaj48ARtO//I/7HD3Hw79U8uOHP6FbVaTtoJK28h+XKeTg5uzBm0hTmzpiGgaER/Yeot8a169wVv8O+PA9+xrzFy/muvfpkVYWVVLkCiTrzeyFe0pZXFFhRj46Opnbt2ty9exdra2uaNm3Kr7/+StOmTdWu4TU0NGTdunVcvnyZS5cu4erqyvnz56lWrdoX6L3It8Ldu3eZOnUq//zzDwBSqRQHBwdsTDOmlQQhY7RlYWaCu4sTJZ0d0ZDJiImNIzklFS1NTbRsbqCpqcnevXuVqYI/BUEQePoygpCINxSzNEdXoUDjvdHdvfA3jDlxibtRMejIpMyq4knzYhnzwTWjdLmdFo9fahRHU6MYqJE5M19VmTEGEhmn0qPpc+cWA+0d6GKdsa++TINZRsVZEh/KnPhgvtOxoJymgdpRf34QG/OWOb9OQUdXF8/yOXtA0tbRpXaT7IfslUqlVG3UgqqNWvDgxhV+G9abf5bP5bzPbiZv2I+ewectzQUYMmI0iQkJ/DZ1ElVr1sKjrGpAK4+y5Tjlf4MhfXsxf/ZMWrfroHS6/Br4EuZ3R0dHgoMzTx+NGzeO2bNnK/8PCQlhyJAhnDhxAl1dXbp168a8efO+6LUvkKKenJxMmzZtePnyJRcuXKBq1aofNZfPnj0bX19fwsLCaNasGaNGjfrkEZOIyMd4+vQpEydOZPv27Tg4OLBmzRpcXFx4+PAhDx8+JOzRXaRSKe++ti/CI/l77yFCw18BoKEhQ0dbm7S0dFLT0hAEAV1dXbZu3UqFChWy3Y/o6GiWbdnPpXuP8A94QuTbfwOtyCQSbI0NcDAxxEhHi8MPgnEy1GdJzQqUMy+Coea/y9GSBQVVtYxJEOQcTHlDipB5BCSRSPCQGeImNeChSRJ/hoZQtUgRHHUzot+ZSTUZY1CMjUnhbEmKYEtSBG4aeoxM0qS4bv5FyFMoFPTo0IbgoCBWrPsbHV1dUvIplGip8pVYcuwma6aN4rLfAWb1bUejrn1xr1QdrNUH3MkujVu0Ytkf85ROwOrQ0NBg1M+TaFyzCrOmTaZP/4E4OH4dWSJT0hWgZqSeksfm9+nTp9O/f3/l/wYG//ogyOVyWrRogYWFBefOnePNmzf06tULQRBYsmRJnvbrQxRIUf/111/x9/fn5MmT2R5pN2jQgAYNGuRxz0REMpgwYQLbt29n+vTpjBs3TvlkXrt2bSBrR7n4hESkUim6OtrKB1Wpc2Xk8gxnNI0chhddtWoV09b+Q+1ybvRrVZ+qpV0pblOU4IjX3Dp+lpC3sQRHxxH6Np7Rdb3oYGqG5nuj99D4RObcvM+Z+EiG6dlRVtOAvSmvOZTyhqoUUXmY1pBIGGTvwOW3b1nw7ClzS7qhLc0ww+tLZfygb0ucIp1bafH4pUQzMPAeTUzNaWluQUld/Tz3ZfHdt4c7N2+w/cARKlXNfyudVCql/7Q/aN7rB1ZPHcX6meOQyjR4NHQEA4aPQfMTR3BvozKi2YW9eEHZ8lk/9JUo5cYPw0bw14qlrFm5DBfXEngPHEyPPjnPy12QUGQxUlfksaOcoaFhlj4uR48eJSAggOfPn2Njk2G1mj9/Pr1792bmzJkYGak6fuYHEkH4+Or92NhYjI2NiYmJyZeOtmrVColEwv79+/P8WDlFHqQaThOAhGiVIrVhOoH06EiVspToODU1Qa+YasAI0cs95ygenlf/hkw1eIqQDbPx05BQanf0pm5FTzb9Nl7lfYm26hSRkJSgvm+JsSplUp3szQN3+/l3XgYH4zu+l8p7YRfvqpQ9P/9c+TpBns5PzwIJTU1GhoSWuma01TPnYOIbtia+ojh61MUMzf8EE+3kUZQb8bFMePYQWy0dJhVzpnptZ5VjpcrlrDx9l39evORVaiou+vp0trWl73dVkalx+rLp0lWlTKNs42xdB4Cnr+Po0b41CfFx7D5y8t/zTFMdzSWkqk+0lJOR339DygLoaWb2aE+Mj2f76mVsXrmQH0aOZ+CIMe/VVf+A886j/X00BDl9e37PqRPH2LFnP1WqVQdAzamRIlcQHx/H+dOn2LtzG8cO+XD0wlVcXVXjvhf7TO/3vNaGd+33WncWLT3VvqYmxrOhT608Ob6joyMpKSmkpqZib29Px44dGTNmjPIBfvLkyezbt49bt24p94mOjsbU1JQTJ05Qr169XO1PdimQI/UiRYpw9uxZ2rdvj5OTE3PnzhW91UUKFMWL2eHpVoKU1NQv2o+U1DT0dT5t9Hch7i1BKUmscy7D7OAnBKdnBJVpqWeGpUyTpXEv+YcwGmCOBZmnssobGLHcxZ0ZIU/54fE9hhorsDfSQ1smo5ZdUTSkUrRkMr63t6ernR2Xo6PZ8zKMmQ8f8sBXzqwm1dBRs7Tzc6leqw4Lf59J0JNHODlnP3mJQqHg6cMHXLt0gajXr1DI5cj/v2lpaVGnaStcS3vmuD96Bgb0GTGOmFdh7N2xmQHDR3/SvUxDQ4NVa9fTtUNbvu/ckT0HD1HGM+v+GBgY0qRFK8JfvsDP9yD3bt9i/67t3Ltzi98XLsOiqPqcEAWV1CzM76n/L4uNzfxgrK2t/dnTr8OHD8fLywsTExP8/f35+eefCQoKYvXq1UDG8lNLy8yrPUxMTNDS0iI8XP0y0/ygwIm6IAiMHj2av//+W+mk0L17d8qXF7OdiRQsYuMTsLT9cku4rj94zK2HT3Ey+bSgLyV0M/a7mxRPsDyFZpr/tlNJ24j2cQLHec1ewvHCmLIYo8G/guSko8dyF3dWhoWw4GqAsryVsx1z6v5rIpZJJFQ3NaW6qSmHIyL49e5Dboa95kCvluhr5W6YWe9BQ1j/5wr+XLKI/7V35nFRVf0ff88Gwz4ICMoqiAoKIq645a6471suaZlLVlbWU/5ye0qtNB8fMzVLK23RTLMU3Ao33DL1MTdwY3MBZN9htt8fYyTeOwoGCnrfr9e8XnDm3HPPzNyZ7z3nfM7n++/F/0Glun/7V2Iu8NUnH/N79H5ys7NQqlTUcq6NXKFALpejUCjIzc7mm1XLaBTcjH4jx9Gl7yCsrCv2ngc3b8G2H74lNye71Fe+oqjVatZ/t4kh/fswYsgAftqxk3r+wiQ4d3Pm1B8YjUZefXEC9g4atNoSVi1fypz3P7jvcdUNvdGAXkRPoL+j/bg3LffcuXOZN2+eoP68efOYP3/+fc914sQJWrRowWuv/e0sGBwcjKOjI0OHDuXDDz/E6Y5XiNgNmtFofKyD0Mca1NPT0zl06BDJycncuHGD8+fPEx0dze3bZaenGzW6/4UrIfE48KzjyqkLl9Dr9QJf8KqiRKvlStItfoo6zPufbyTI34clz5Z/ivpuvC2tCLCy4eOb8ciBrmpNmec1qBiIG3+QxSmyiSWPpjjwe64l3pZqXC0ssZTLedXdhzl9W3Ezr4D+W/ex/ep1mrnWop+fh+CcvVxdibEwsP1iXJUoly3VakaMHc+nSxcT+cs2+g0eSvvu4Wgca+GgccTeQYOdgwPJN67z+dJF7Ny6ibpePoyYMJmQVmHUD2qG+h5hn06n49i+vWzf+DVL/u91Vi6cQ5d+g2nathNNW7fDxs78tO/NxHi2rP+cnZu/o0VY+4cO6H9hZ2/Pdz9uZUj/Pgzu15sft++67570Hr378fOPPwBwKvYaK5d9zPIlH+Lr58+YGrTOrjUzUv9rn3pSUlKZ6Xdzo/Tp06eX5gUxh4+Pj2h5mzamLJZXrlzByckJNzc3jh8/XqZOZmYmWq1WMIJ/lDyWoH7q1ClRha9Go+Gll14qDeKhoaEEBARIU+8S1ZKpY4fTZeQkDp8+T8cWFZ+arQirNkewenMElxJuoNPrkcvlvDl+CHNeHI3uohmdx324UVLEnqx0nJQqVDIZciOUIAyyCmS0xpGG2HKUTKLJIDo+A5VMxhwvP9ram1zabFRK/B3t+aJnGN/HxLHg6FmWnDhPd2cXRrq743VXjvj8Ei3N3WtjX4FlA51Ox/nz5zl+/DjXr18nICAAV1dXPD09S9eK027fZumi97iemIClWk1ebg7ff72O779eJ2hPLpfjUMuJN/79IQNGjkN5Z0QvtqauVCpp3z2c9t3DuXU9kYhNG4jasY3t33+NXKGgYVAzPH39Sb15nZQbiWSm3Ubj5Iy9xpErF85i66BhzAtTGPPC1HK/3vvh7OzCll8iGNi7Jy8+N4Ydvx4wm6q3R59+pX/n5+Xy0mszSU1O5v9mzuB6YgIr/7u0UvpU1RTrjBhEg7rpmrW3ty/Xmrqzs/ND51U4ffo0QKnjY1hYGAsWLODWrVulZXv27MHS0rJCO1gqm0ce1EeNGsXGjeJZ0JYsWcLzz1fvu0eZtlC0XN5EqLxXiJQBFO1aIzxeKT5NqPJ8spyhHgViYkZzIjV9unDty1hSJFrXqNOW+d+jwCSOTIu7jNa17I+q3Fq4P9lYZKYP2emCMoXD31bAqVm5LFzzLX51a/PBsK40dHOiUV1nnGytKT59jIyYeNF2c69nC8os7U2BNDY1i+/SbuGltqKXS21OZ2ezrPAGnzZsgu0dBf5A+7KjneeoTYnBgNLfnqXnLjE74Qp+djYM8HbnRblpVN7ey432Xm5cz8lnzZlL7E9KITIllUmtGjM9LAgrlZKUH6/RyNMVx4CydrEyzd+jG6PRyOW4RBoZjSxatIgFCxZQUFCAQqHA2dmZlJSU0rrnriZw/MhhXp02hbzcHAKCgmkY0JjriQlkpKcx+8NlBIe2IDsrk+ysTHKysjAYDPQaOARrm7LiKzGbV0vl36I+R38/At+dx5vvzuNWUjxHD+zjyMF93Lgag7unFy1bhOLsUpvM9HRup6Yw9rkJDBo2EqVaRDgp+qmJ772+XXxPQLOuxUerv2ZEeCcmPz+B7n3606v/YFQqFRaKu1+DnBFjJ7Bpw5eE+PvQtGlT4uPjAUi5LrTwra7oDUbkj3Cf+tGjRzl27BidO3fGwcGBEydO8Nprr9G/f3+8vEzWxT169CAwMJCxY8eyePFiMjIymDlzJpMmTXpsynd4xEE9KyurNKD37NkTV1dXWrduTatWrQgODn6izBIknnz2nLqAXC6jZUOfKjtH3K00+s0x7Xld9eqzeOjEbzgqSodatVgaL6efqysj6tQlLjef8efPEJ2dSS8nF7PHWcjluFpb8UHLYPbfSuXXmyksPXcJOwcrBjXwRq00LUN8fOI8O6/dwEalRGswsPLYWXZdSmDH+L7Utrch9tZtCoq1WFuK38yuXL+JV+d+wMyZM2ndujU6nQ53d3eio6Px8fEhJuEGJ3//nTHDBzOgVzeuXr5ceuzFs3+W/t2sZWuGPDteMNtnqISUnZ7e9fAcV4/h4yaWlqmV4rOK2ioIPv6NAhn34kt88clSonbt4Nu1q/k+Igoo24erl2Np90xnnh8/lgMHDtC7d2/GjBlDQEBApfepqtDqDBhFRuq6KtqnbmlpyaZNm5g/fz7FxcV4e3szadIk3nrrrdI6CoWCiIgIpk2bRrt27cqYzzxOHmlQ12g0tG3bloyMDHbtKn+yFAmJ6sjekxcIC/DFzbFq7sqNRiMTP/4Kg8HIviUz8XFzpjChckZXtkolLhYWZNxR79ve0QTYlVMboJDJ6FrXlS51TCrq+YfP8N2Fa2wZ1JkDiSnsvHaDl0IboVRbsCMmgasZ2VzLyCE5t4AxHUKYuHoLrWZ9ys5ZE/B0chC0H3s1DjDN3v1lvXvjxg127drFlClTcHDQ0KV7D2bN/TcL588BoO0znZk47RUsLCxRWVhgYWGBn3/DJ3r57vLFC6jVVhQVFeLr31DwvNFo5NyZ0+h1OrLSUjl8+DAODsL3u7qj04uvqeuqyCY2NDSUY8eOPbCel5cXO3bsqJI+PCzmMwRUEocPH+bbb7/FaDRy4sQJTp8+zahRwv2oEhI1iV1/nGf3yQu0DRTuz64sos9d5tjFayyZPAwft8rPr24hl1NyRz18+05wd1ZVbLZMJpOxqEUw3/fvSFxWHl+cucyJ5DQALqZnMSDQl21jexPe0JsBgfWoV8uefi0COPLeFBLTsnl+1RbRdkcOMOX+7tSpEwMHDmT69OlERUWVcfcCMOhNe8WfHf8cq7/ZTLtnutAyrB0hzVsSGNQUS7W6Qq+nJmE0GvnfyeNMmPYq525ms/C/qwU3MDKZjDXfbKZp85Zcv369xs6GGgxGsw+JslRZUF+9ejUXLlzgs88+Y8yYMdjZ2dGqVStCQkJ4/fXXq+q0EhKPhBf/s4EOTfx5e0SvKjvHxn0ncLa3pVeLxlXSvqVMTkpxCSsT4vn3NdP0tctD/ug3c3ViYlN/Vp2OYXADbxZ3bsGxG7f57Pdz2FqqWDngGZb17VBa37+OM/OGdeX4lSQOXowTtBcW2pTJzw5j//79BAcHs3DhQjp37izYZRC54xdUKhVduvd84Pa1J40TR6PJzsykeev7O+e1ad+RrMwM7Ozs2L17N3q9uPFOdcagN5h9SJSlSoL6hQsXmDp1Ki+//HLpGkR+fj7W1tZERkaW8c+VkKhpZOUVkJaTx7hubbCyrLqRz4C2IaTl5PHl7iNV0n4nJyeiMzPYnHyLxrZ2DHRxxdGMYLM8TAzyR2sw8v6RM2yNTaBIryewdi2z9af3CqNToC+j/7uJc4kpZZ6TyWTkF5pEqdnZQsHfX2zatp2Q0Ba8MHY0WZkZD933msaRA1G8NG4EgcEhtGrX8YH1/zX3fTw9PRk0aBBz5859BD2sXPQ6o9mHRFkqfU3daDSWrkXk5OTQpEkTZs2axcKFC0lMTESj0VT2KR8p8gbtyl3XnKWsKqC1oEzh3fSh+/QwnEzKEpQ199Q80j5UGSKWvYYc8R98MaW7OfW7Id/kWmUsKEKtUrLz6Cka13GkobvQnUufL7R+LUhJE21XITLCLLmeyh/H/4dMBqdOnWOYt2n6Pe3Pa4K6abFC9bypXeH6uKOvpvTvab4aWqXWQa2QEyCi1i1IKxBt185DIyizqGXPxt/Po5DJSC4splinZ2anFrz4wjAcbMoqvy0DTde/DfBTi250Hj2Z4Z9u5ffn55RuDQL41/xF/HrkDxYsWICLiwsjR44snV7OKzGN0PJLDMTHXaNbeF/sNbUQm40VU7SLlQGoRX4RlSK2rWDKwHcv5gRxKpE2rJTiYyqxJoyUHZEejtqNg4MD32zdgfqez9lSRKzXo2dPXhg1BFdX1wrnF6gOGI1GxBzNy+Fy/tRR6Z/u22+/zUcffQTAH3/8wfz584mIiKB+/fo4OjpW9ukkJB45DtZqFjzbize/juC7Q/8jZuXbeDpX7rW9/1Ii70UeZnrn5rzTs+oSk7S4M5LWi5mI30Vsbi7LLl/FRqnE9VYCdhYqMgqLSc4rJDm/kJS8QvRGIwajkevZeawc0oV+jX0FAf1e7Gxt+HnNUpr3G8OiRYtYvnx56XMBAQFs3ryZjz/+mNGjR5Obm8uLL75Y5vjvv17H7dQUho4e+5DvQM2ktqsbOdnZUAERYF5eHqmpqfj5VZ0OpKrQ68TzqeurOEtbTaTSp9+nTZuG/K5kDfPmzePMmTNs3bq1TLmERE1mco/WnP74VQDO3zN1/E9JSMti7eEz+LloeDe8LUrF4//eRCancDkvHzmQkJXH0eup3C4ooq6dNeF+HtipLbC64+XeN7AefQPLn/LT3a02A7o/w969e8uU79mzhw4dOrBt2zYsLS25evWq4Nh+g4cRGNSUl58fyy+bxf0vnkT6Dx1OcXERGz5fTUlxcbmOSU01pf19WPOVx4lBb0Av8pDW1IVU+q+Ft7c3er2ebt26lZatXr2aoKCgyj6VhMRjxcHapKzOKyrfj+qDyMwvpMfiDTSb8xm/xSQwuUOzStmOZbwzgtYbjWhF/LNjMnNYeiaGD09fZMu1JHJKtII6+To9BXo98QUFtPdyY3XvdnwzsBMfd2/NiEBfMgqKmN29FSdfH82qoV0r3O/endsTExPDiRMnANM6emRkZOnzQUFBhISECI6r6+HJph176dVvILPfmE781SsVOm9Npa67BwOGjuA/H7xHs/rujOjTjQO/7bnvMd7e3jg6OpZrq1Z1w2g0YjSIPKTpdwFVtrhiY2NKeODm5iaYMpOQeBI4m2Byo/vx8BlupGcTeyOVyJMX8XNzIsC9NjP6daB+nfKNivKLSxi58keupWby5QsDaOflhoPVg7NMaQ0G0kpKyNebgm6hQU+hXo+TygIPW2t2pqayLfkW14vu6ASOQLCThp7edcgsKuHgzVQuZeXiaGmBg4WK768ksP9mKtklWjxUlrwbYNr7/E6jBvRyrc2ulFTWno5l+e/nqaexpa2HKyMa+6KUy8gt1lLb1vo+vTVP3y7t8ff3Z9GiRWzZsoW4uDhWrFhBaGgo77zzDkOHDjV7rKVazftLlnPy+FEWzf4Xq7/9sdJuhgoK8nGwE7oDVgcWLVvB6AmT+N/JE+yN2M6k0UMZ98IU+g0ciLunF65udVAqleTkZHMp5iK7Eq9RUlLChQsXHtx4NUOvM4JCbPpdCur3UmVBvU+fPuzcuZOePXs+0eYP90NRL/Rxd8EsKoXwM7mQLBR3AehF7obNCY0KRdZmLcy4bAXVqRoTDJmVyI+wiBUrgExE7X2vHexfyO3KrpvrLKywUCm5nJLB3jOXsFAqmdi7I8kZWUSePEdMUjKRb40tvf73R5/hk9/Pk1FYjFIuRymXoTcY0esNpBcWk1lUzNd9OxAkk1N0IZG75Xp6g5HTaZkcvJVKfE4+qYVFpBYUk15UbNZuFEClkNM3yI/X/DyQy2To9AY2/H6e/56JxdnWmlBPV/6vfwe6BtZDpVAQOO9zDt0yJVRKsbfBf2CL0rYaAaOA/MJi9py/xrFrN/nlzGW+O38VoxE6tG9GrUDfMue3bBAifB99WwjLgFmzZjFhwgS6dOnCe++9R0BAALaOTgR17EFsatlrU3fPriy5hZpZ733AS8+NZlTvLshkMvQGPZ2692Ls5OmldrBffLKU3yK3Y2GpxtLSkjYdOzNu8kt/i8cMps8qOyuTNyY/x7FD+2nUJJiQlm04HLWX8EHDmDrzHQAsRJZFbFTik5/eTuXf8ZOYkScoExX7qVR0aNOSDm1a8tLUKXy+ehUL5s9h/RerTc8rFDg6OpKWZhJoyuVy/P39mT59ern7Ul0w6I3I9MIr3SBS9rQjM5Zj/uKvRPUVTUQ/Y8YMIiMjuXTp0j/qpETl8+dN4TYhcyrfmhbUDVd/F5TpkuNF64p5whuKxFXfoscrLZDL5RSVaDEYDFirTaPrXyL2MGL5DywbG864Ds341/e7+XzfSQKcNTR1q4XOYERvMKKQy5DpDSjkcgb4e9LM1eT5XpJrCulavYG1F6/y/eVEMotLcLGypJGjPbWt1Lhaq6ltpcbbxw07tQoblQobSxXWKiVxGTnE5RUQ3tgXF7u/R89/rUHemx5ScWc9/ODlJKZv3INCJmPbK8Op56wRvua71jELSrRsOHqWG8U6lkzoL7iBVzcV7hYxt4PEaDQSERHBrFmzOHv2bGn5mYQUgYnMvUEdQCE38uXqFVyOuYhSqaS4qIhd27dh76Bh9POTycpIZ8OalXTo2gMHR0dys7M5+OtuGjUJ5sVXZ1JUVEROZiZZmRlE/rSZzMx0Jr/6JufPniFiyyYAevQbxIerTAliHmVQN/crbXXPd6ugoIDCrDQSEhJISEggNTUVX19fmjRpQsOGDVFXshnPw8aGirYf8MoPKCyFs0D64gIuLh9eZeeviVTp3oaGDRvy6aefotPpauQ2CgmJB/GX+FN9T17wHkH1eb5TKDM27GTGhp0AzHkmlGeD/FDcIxjVFZaU/m00GrmUmcPFm+nE5eTx2/UU4nPyGe7vRbhXHYJdHJHfEzgd6rkJ+lXb1poO9uanws3NnnX096S2nTUuttZ4OD542tnaQsXkZ0Kx8ajzwLoPQiaT0bdvX3r37s2+ffsoKCigRG36oS7Pb4hMJmPi1JfLlL369rv8Z9F7rPjwfdzcPRgwfDSzP1pWalRz9vRJ5rz2EjOeHwOAUqVC41gLH9/6fLr+B7x9/dAaDPTsP4hXxo+kcdNm//h1ViXW1tb41AmoUb7u5cGgMyATmX4Xy9z2tFOlkdbT0xOdTkdSUhL16pVfDSshUdORyWSE+JQNdIcSkmnt7kKRTk9OsRYPexu8NX+P4GLSs1l09E+O3zJNlzqrTaPyhW2a0uiOv/yjWMp6LiyImVui2HDkLBM7hFT5+e5FLpfTtaspw2FMSjYj+3Qn/XYqr82ag42tHXm5udjaa6jj4Ylv/Qb3fU/cPb1Y+Mka3lu2SjTnfVCz5mz+NZrU5JtkpN2mpKiYzPQ03nrpBfq0D+X9/6ykz7BRtO3UDU/vekRH7WXclJdFziRRlej1BhBRuusl9buAKgvqubm5zJ49Gy8vL2rXFppzSEg8yRRrdXy0PZp+oQ35YGQPTsbdZMZXO+jz3e4y9ewtVTR20qBSyDmUlEI9jS0rurcmxM4Oe4vHY3s6rHkj3tyyD1U12Ep3OeYiZ06aFPFvTBFPy/xT1FH8GwXetx2xgA5QUlzMpq+/IDrqV44e3Cd4vkPXHgDEX71MUkIcr899vyLdl6gk/lK/i5VLlKXSg3pmZiZ79uzh008/5dq1axw+fLhUCS8h8bSwOCKa5KxcZs8YiXste9xr2ROg0xOTloVGbYGthYr4rDz+TEnnXHIGhTods8KCGRlYD5VcXrqm/jg4du0mBqMRv/tYvD4qfHz9eHfhYmLPn2Xfnl2k3U4V1InaFfHAoG6OzIx0Fs/7PwB6DxqGTCYjYusPKJVK/pdoEldqDQZqOZvS0eq0uod8JRL/BIOZkbq0T11IpQX1vLw8Jk6cyJYtWzAYDAQFBbFt2zaaNGlSWaeQuMO9SuC/aFhbKBQ5e0vcN1ssn7Q5IanYzbDejOZaTFX/qG+m5X6tBGUKpZntYYXC91KmevBWsr8wFgtFdX/GXmXZzqPM7NeBRl5/r3c72dvSzv7v6XZvZ0eeqe+Jxs9d0IbSRlzQpLASrpMbzNjaFtwSKv6NJeJBSaY2jcq/PvIn//fTAZp7uRHqLVyrB7D1ry8oE1O5Q8VslcV2X8iVlox8zrQldu5iOHpwH6nJt7C1s8fO3h5NLScaBJgS3pi7zuSIKMfvTEJ4uLszdtJUNny+isifNmNtbcPQ0eMY+8JkLO5cywq5nKKcLACK83NR37F3tRURxXnU+ud5Lbz+YRvpueJCTzELWzeHmjHg0usMGOXSmnp5+MdBvbCwkNjYWCZNmkRsbCyffPIJ/fv3x8PDozL6JyFRozh3OY7xby+kvqsTb/Rt/7i7UyGMRiNzfj5Ie38P1k/sj6Wq+olbwzp2rvQ23/n3IkZPmMTVSzG0bd8RW7uyN8clJSW8Oe0FfPzqEz5gcKWfX+LBGA16jAbhlgexsqedf/St3bhxI1OmTCE7Oxs3NzcOHjwo6vokIfGkcyk+icVrv+frbbvx9ajDV1MGV8ugeD9kMhldA3zYH5vIwJU/smxUDxq6OT3ublU5MpkMH18/fHz9RLdq/rD+S2LOn2VjxK9YS0uJjwWDTgvyEvFyiTI8tBLmhx9+YNSoUYSHhxMdHU1sbKwU0CWeOv538QpDXplN477jiTxwjCVvTeXPn78k2MzUdXXn7fC2jAsLIiU7j39t/o3UHOE+/qcJvV7Phi9W0av/IJqEVF8zqScdg64Eg1bkoRMG+qedCg8l9Ho969at45133qFHjx589913T61jnMTTzdFTZ+k5/mXcXV1YPe8Nnu3XHfWd/Oo1VU7VwLUW8/p3oKO/JxO+2kHQnDW08KlD98a+tPf3IDWnAM9iCK7ngbW68nLJa7VaYi+cQ6/T4e1XHxubf742XRn8vHkjifFxfLTyi8fdlacaafq9/FTIUS4qKoo333yTkydPMnbsWJYsWSJtV6vmxKSIi+rE7sMqImgzdx8n5vRlMCOqExMa1XOunj7b93Lu3Dnat29PUANfIr/6BGursilGDVZCtzyVm3jKS33CGUGZrFjoKgagu31DeHx6smjdgsQkYd0i8ZFNiYi4Sqex5ZfTsew5e5X9F+PIL/57qlMul9Mi0J+h3doztFt76vV5TrTdB5GWlsbMmTPZuHEjxXdlG6vtVgdf/wbMmDWXoJDmguPEzA8tRUSa5lCbyWV+bxPtWjajfoOGrPtGmAFO7DtQU4RnlcWjcpSrPeAj5CphGl+DtpDUn9+SHOXuokIj9Z49e9KkSRMOHz5M27Ztq6pPEhLVniVLluDk5MQvXywTBPQnBY2NFePahzCufQjFWh1nr6dQV2NPnkd9Tl64wu4jfzB75XreWraWtm0/58svv6RBgwblbj8qKoqRI0ei1WqZP38+dRuFoLKwIOHqFeKuXiZqVwSvThzD2ElT6RreFy8f3wc3WokkJSZy5fJl3p4975GeV0KIXqfFKBN6DUhr6kIqFNRHjBjB2rVrsbCovGk3CYmahk6nY+/evQwfPhx7u+oxTVzVWKqUtKhn2npn26g+oY3qM2lwL3LyCthx6Dhz124pzfVQHjIyMhg9ejSBgYFs3LgRNze30i1twc1MI/MR4yYydexwPl28iI/fm4NrHXfquHvQtHkLZs7+t1lDmcpi29YfUSgUtO3QsUrPI/FgpOn38lOhoL5ixQopoEs89WzdupWbN28yfvx44OneJ2tva83o8M5YNWzN8OHD2bVrV7kyM0ZERJCSkkJ0dDRubuKiQtc6ddn6azSFBQXs3rGNxLhr3EhMYP2alRw5sA+1Wo1er0cmk9G4aTM6delKWIeO2NsLlz5ysrP45su13LieRFpqCvZ2dgQ0bsKQ4SNxFTl/fn4+78+bwzOdu6DROAqel3i0GLUlGER03UatJJS7lwoFdUkQJyEBy5cvp1OnToSEhKCPO/W4u1MtGDJkCK1atSI8PBwXFxfatGlDeHg4ffr0wcvLS1C/devWAFy4cIH69YVmNndjZW3NwOGjS//v2K0nRw9EIVfIUSgUaEu0HD20n03r16FUKmnZpi2de/Sie6/eOLm48POPP7DyP0vIysrEr34DnFxciI+7RuSOX3h/7rv4+fvTvmMnOnXphqeHB0ajkcUfLATgjbferrw3SeKhMei1yGQiQV0vTb/fS83aSCshUQ1ITU2lV69ej7sb1Qq5XM5vv/3GgQMHOH78OIcOHeKVV15h2rRpBAcHM3DgQKZOnVo6KtdqtahUKs6cOUP//v0rdK4+g4bSb/BQQXlKUjwHon4las8uliyYz8I5s7CwtESn1dI9vC/vvr8Idw9PwCSUiz64n+ED+iKTyYjau4ev135e2ladunVZt/5bWoe1Neu0KPHoMBr0IE2/l4sqzacu8WRw5XauoMzcVSM2mWMmTbuYlTNmRMnVShU/atQokpKSiI6OrrJz6JPOipYb00TU75lCP3SA4oQrgrLC25middVOwilrqwbiFs8WHUaKlt9LVlYW3/z4M1F7d7E3MoISbQlDRozGx78hK5d+SJ26Hnyx8SecXEy+6lYiH35F8pDfTX5+PpGRkcTFxTFq1Cg8PT1F6x05coTQ0FAsLS1JSkoiNTWV3NxcwsLCHph7PENkx0AtO/PpbiuToqIiTp06RVhY2GOdQX1U6nfbdq8iE7F6NuqKyTv8Xyk23YU0UpeQqCDNmzfnl19+Qa/XV7lYqyaj0WjoM3AwfQYOLl3T/nLNSjI2fEW/ISN4571FaByrJmmMjY0Nw4YNe2C9tm3blmb68vLyEl0qqE4cPHiQ9PR0PvvsM3bv3k3z5s0JCwvjxIkTrF27lsaNGz/uLlYJel0JMhEPf6NkPiNACuoSEhXAYDBw7tw5ioqKyMvLw8FBOMKVEGLvoGHajDeYOHkaaVnZuNR2fdxdAkxmWi1btqRly5Z89tlnos9Xpxu3Z555BgC1Ws3y5cvZvHkz27dvp6ioiNdff53du3c/oIWaiVFvAJnI9LuUpU3A40+YLCFRQzAYDEyZMoX169ezbt06KaA/BGorq2oT0MGkBTh9+jRr1qwhLi6uzHNpaWkolUpWrFjxmHonZMSIEdjY2HDr1i1efvllDh48SHx8PKtXr2bPnj1PbFA36E2WsIKHXhqp30uFRuqpqeJrdxJPNrm5wjV1MyZxiMyQmV1TN4jcZCvM3GbmWDxetdLZs2eZPXs2+/btY9WqVQwaNIicHHG3vspAnyvuKGfME3qx6/MLResWFxYLyorMOcqJ1NXmi6fwtKjA6xa7dkrMKM90ImvqOaqqH4nNmDGDZcuW8eabb7Ju3brS8mnTpgEQGxsr+lnniKypK41VaxDs6OiIhYUFer2+TJ86d+5MmzZteP3114mOjn5kswtV+R24G0NxPihErl1J/S6gXEK54uLiB4pGJCQkJCSePtzc3IiLi6uSGFFUVES9evVITha3Qq7q89dEyhXUwRTY7/ZmlpCQkJCQsLCwqNKAWlRUREmJ+Wn2qj5/TaPcQV1CQkJCQkKieiMJ5SQkJCQkJJ4QpKAuISEhISHxhCAFdQkJCQkJiScEKahLSEhISEg8IUhBXUJCQkJC4glBCuoSEhISEhJPCFJQl5CQkJCQeEL4f7O/L9323d/GAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(1,4,subplot_kw=dict(projection=ccrs.PlateCarree()))\n", + "fig.set_figwidth(20)\n", + "for a in ax.flat:\n", + " a.coastlines()\n", + " a.set_extent([-80,60,30,80])\n", + " \n", + "S.IVTmag.sel(lag=0,index_val=1).plot(ax=ax[0],add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "mask1.IVTmag.sel(lag=0,index_val=1).plot(ax=ax[1],add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "mask2_not_area_weighted.IVTmag.sel(lag=0,index_val=1).plot(ax=ax[2],add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "mask2_area_weighted.IVTmag.sel(lag=0,index_val=1).plot(ax=ax[3],add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "\n", + "ax[0].set_title('Significant gridpoints')\n", + "ax[1].set_title('Significant gridpoints, >30kgm/s')\n", + "ax[2].set_title('Significant gridpoints >30kgm/s, >40 deg$^2$')\n", + "ax[3].set_title('Significant gridpoints >30kgm/s, >5.52e5 km$^2$')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e7048761-273c-4b18-945d-bb279bd25701", + "metadata": {}, + "outputs": [], + "source": [ + "# Now we apply an area mask to the U variable by specifying the lat-plev plane. As their is no longitude coordinate here, we do not area weight" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "930c004e-aee0-4ffb-a956-b57351a8fad2", + "metadata": {}, + "outputs": [], + "source": [ + "PF.apply_area_mask(20,dims=['lat','plev'],area_type='spherical',mode='intersection')\n", + "mask2=PF.get_mask()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1a86dae9-33e5-4ce2-a45b-0433982ee1e3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Significant gridpoints >1m/s, >20 deg*100hPa')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] }, "metadata": {}, @@ -130,117 +313,173 @@ } ], "source": [ - "p=masked_C.IVTmag.sel(lag=0,index_val=1).plot(\\\n", - " transform=ccrs.PlateCarree(),subplot_kws={'projection':ccrs.PlateCarree()})\n", - "p.axes.set_title('IVTmag anomaly during event')\n", - "p.axes.coastlines()\n", - "p.figure.set_figheight(2)\n", - "plt.figure()\n", + "fig,ax=plt.subplots(1,3,)\n", + "fig.set_figwidth(14)\n", "\n", "\n", - "p=(masked_C.VerticalU).sel(index_val=1,lag=0).plot()\n", - "p.axes.invert_yaxis()\n", - "p.axes.set_title('Atl zonal wind speed anomaly during event')" + "S.VerticalU.sel(index_val=1,lag=0).plot(ax=ax[0],cmap=cm.amp,vmax=2,add_colorbar=False)\n", + "mask1.VerticalU.sel(index_val=1,lag=0).plot(ax=ax[1],cmap=cm.amp,vmax=2,add_colorbar=False)\n", + "mask2.VerticalU.sel(index_val=1,lag=0).plot(ax=ax[2],cmap=cm.amp,vmax=2,add_colorbar=False)\n", + "\n", + "for a in ax:\n", + " a.invert_yaxis()\n", + "ax[0].set_title('Significant gridpoints')\n", + "ax[1].set_title('Significant gridpoints, >1m/s')\n", + "ax[2].set_title('Significant gridpoints >1m/s, >20 deg*100hPa')\n" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "88535600-0c3c-4fe8-882e-87fec2135a89", + "execution_count": 12, + "id": "caffa42c-fd85-470b-8b50-8764b65b8050", "metadata": {}, "outputs": [], "source": [ - "PF=PatternFilter(analyser=analyser)" + "PF.apply_convolution(5,['lat','lon'])\n", + "PF.apply_convolution(3,['lat','plev'])" ] }, { "cell_type": "code", - "execution_count": 10, - "id": "829bc26c-cd21-42c5-9129-fd7a5e769acc", - "metadata": { - "tags": [] - }, + "execution_count": 13, + "id": "5cd25cee-4c49-4e20-8e4e-5171b44af99f", + "metadata": {}, "outputs": [], "source": [ - "thresh_dict=dict(IVTmag=50,VerticalU=0.5)\n", - "\n", - "def abs_amplitude_over_threshold(val_ds,thresh_dict):\n", - " return abs(val_ds)>xr.Dataset(thresh_dict)\n", - "\n", - "PF.apply_value_mask(abs_amplitude_over_threshold,thresh_dict,mode='intersection')\n", - "mask1=PF.get_mask()" + "mask3=PF.get_mask()" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "f1fbee5f-7646-4e4b-b613-20c5f3c9bab0", + "execution_count": 14, + "id": "d4ec779b-b3d6-4220-8844-5ff1fb608021", "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "object of type 'NoneType' has no len()", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [12]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mPF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_area_mask\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m20\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43marea_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mspherical\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mintersection\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/domino/core.py:799\u001b[0m, in \u001b[0;36mPatternFilter.apply_area_mask\u001b[0;34m(self, n, dims, mode, area_type)\u001b[0m\n\u001b[1;32m 797\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 798\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m(\u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnknown area_type \u001b[39m\u001b[38;5;132;01m{\u001b[39;00marea_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. Valid options are \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgridpoint\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m and \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mspherical\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[0;32m--> 799\u001b[0m area_mask\u001b[38;5;241m=\u001b[39m\u001b[43mds_large_regions\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmask_ds\u001b[49m\u001b[43m,\u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\u001b[43mdims\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdims\u001b[49m\u001b[43m,\u001b[49m\u001b[43marea_based\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43marea_based\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 800\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mupdate_mask(area_mask,mode)\n\u001b[1;32m 801\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n", - "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/domino/filtering.py:102\u001b[0m, in \u001b[0;36mds_large_regions\u001b[0;34m(mask_ds, n, dims, area_based)\u001b[0m\n\u001b[1;32m 100\u001b[0m ds\u001b[38;5;241m=\u001b[39mmask_ds\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 101\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m var \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mlist\u001b[39m(ds\u001b[38;5;241m.\u001b[39mdata_vars):\n\u001b[0;32m--> 102\u001b[0m ds[var]\u001b[38;5;241m=\u001b[39m\u001b[43mda_large_regions\u001b[49m\u001b[43m(\u001b[49m\u001b[43mds\u001b[49m\u001b[43m[\u001b[49m\u001b[43mvar\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\u001b[43mdims\u001b[49m\u001b[43m,\u001b[49m\u001b[43marea_based\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43marea_based\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n", - "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/domino/filtering.py:89\u001b[0m, in \u001b[0;36mda_large_regions\u001b[0;34m(da, n, dims, area_based)\u001b[0m\n\u001b[1;32m 85\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mda_large_regions\u001b[39m(da,n,dims,area_based\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m 87\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m area_based:\n\u001b[0;32m---> 89\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mdims\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m!=\u001b[39m\u001b[38;5;241m2\u001b[39m:\n\u001b[1;32m 90\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m(\u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mArea weighted n currently only supported for two dimensions, assumed to be (lat,lon)\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[1;32m 91\u001b[0m lat,lon\u001b[38;5;241m=\u001b[39mdims\n", - "\u001b[0;31mTypeError\u001b[0m: object of type 'NoneType' has no len()" - ] + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Atlantic zon. mean U mask')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "PF.apply_area_mask(20,area_type='spherical',mode='intersection')" + "fig=plt.figure()\n", + "Uax=fig.add_axes([0,0,0.45,1])\n", + "IVTax=fig.add_axes([0.55,0,0.45,1],projection=ccrs.PlateCarree())\n", + "fig.set_figwidth(18)\n", + "fig.set_figheight(4)\n", + "\n", + "mask3.VerticalU.sel(index_val=1,lag=0).plot(ax=Uax,cmap=cm.amp,vmax=2,add_colorbar=False)\n", + "Uax.invert_yaxis()\n", + "\n", + "mask3.IVTmag.sel(index_val=1,lag=0).plot(ax=IVTax,add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "IVTax.coastlines()\n", + "\n", + "IVTax.set_title('IVTmag mask',fontsize=18)\n", + "Uax.set_title('Atlantic zon. mean U mask',fontsize=18)\n" ] }, { "cell_type": "code", - "execution_count": 25, - "id": "4c1a9a22-e4df-4ffa-a770-7d55ba6efb00", + "execution_count": 15, + "id": "8a13a162-7b0b-4d90-a753-1d4d64e39792", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "False" + "Text(0.5, 1.0, 'Atlantic zon. mean U precursor pattern')" ] }, - "execution_count": 25, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "np.all([d in C.dims for d in np.atleast_1d('latitude')])" + "fig=plt.figure()\n", + "Uax=fig.add_axes([0,0,0.55,1])\n", + "IVTax=fig.add_axes([0.55,0,0.55,1],projection=ccrs.PlateCarree())\n", + "fig.set_figwidth(22)\n", + "fig.set_figheight(4)\n", + "masked_composite=C.where(mask3==1)\n", + "\n", + "masked_composite.VerticalU.sel(index_val=1,lag=0).plot(ax=Uax,cmap=cm.balance,vmin=-2,vmax=2)\n", + "Uax.invert_yaxis()\n", + "\n", + "masked_composite.IVTmag.sel(index_val=1,lag=0).plot(ax=IVTax,cmap=cm.balance,vmin=-100,vmax=100)\n", + "IVTax.coastlines()\n", + "\n", + "IVTax.set_title('IVTmag precursor pattern',fontsize=18)\n", + "Uax.set_title('Atlantic zon. mean U precursor pattern',fontsize=18)\n" + ] + }, + { + "cell_type": "markdown", + "id": "d25531b7-6b9c-4835-b076-90ec24a55494", + "metadata": {}, + "source": [ + "# Computing precursor indices" ] }, { "cell_type": "code", - "execution_count": 97, - "id": "96642062-b87b-4e34-bb13-59b11d55e0f1", + "execution_count": 16, + "id": "71360d5e-1f75-45ca-85fb-fd5761529d40", + "metadata": {}, + "outputs": [], + "source": [ + "IG=IndexGenerator()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e5c2e043-42fd-46fd-8f0c-2917778f6813", + "metadata": {}, + "outputs": [], + "source": [ + "index_slices=[dict(index_val=1,lag=0)]\n", + "SON_variables=xr.align(analyser.variables,analyser.event)[0]\n", + "\n", + "indices=IG.generate(masked_composite,SON_variables,dim='time',slices=index_slices)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "e1f40df2-94b2-43fb-ba1a-5575cda1f89d", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "\u001b[0;31mSignature:\u001b[0m \u001b[0mPF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_convolution\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'replace'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mDocstring:\u001b[0m\n", - "Apply a square n-point convolution filter to *PatternFilter.mask_ds* in one or two dimensions specified by *dims*, iterated over remaining dimensions. This has the effect of extending the unmasked regions and smoothing the mask overall.\n", - "\n", - "**Arguments**\n", - " *n*\n", - " A positive integer specifying the size of the convolution filter. *n*=1 leaves the mask unchanged. Even *n* are asymmetric and shifted right. \n", - " \n", - " *dims*\n", - " A length 1 or 2 iterable of strings specifying the dims in which the convolution is applied. Other dims will be iterated over. DataArrays within *PatternFilter.mask_ds* that do not contain all the *dims* will be ignored. \n", - " \n", - " *mode*\n", - " A string, one of 'replace','intersection' or 'union', defining how the area filter should be used to update the *PatternFilter.mask_ds*.\n", - "\u001b[0;31mFile:\u001b[0m ~/miniconda3/lib/python3.9/site-packages/domino/core.py\n", - "\u001b[0;31mType:\u001b[0m method\n" + "
" ] }, "metadata": {}, @@ -248,13 +487,46 @@ } ], "source": [ - "PF.apply_convolution?" + "fig,ax=plt.subplots(1,2)\n", + "\n", + "indices.VerticalU_index_val1_lag0[-90:-30].plot(ax=ax[0])\n", + "indices.IVTmag_index_val1_lag0[-90:-30].plot(ax=ax[1])\n", + "fig.set_figwidth(18)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "4a1422b7-95d7-4419-87c9-f9cf9a8b7ee6", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (384079569.py, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m Input \u001b[0;32mIn [19]\u001b[0;36m\u001b[0m\n\u001b[0;31m in\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "in" ] }, { "cell_type": "code", "execution_count": null, - "id": "1a86dae9-33e5-4ce2-a45b-0433982ee1e3", + "id": "b4b7dc6c-342c-48e0-a694-5a5a2952c48d", + "metadata": {}, + "outputs": [], + "source": [ + "event[event==1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "672e5f44-23ab-499e-a0ae-b522fc4e12ee", "metadata": {}, "outputs": [], "source": [] diff --git a/examples/dask-worker-space/worker-8p129i7_.dirlock b/examples/dask-worker-space/worker-1kl9fbp2.dirlock similarity index 100% rename from examples/dask-worker-space/worker-8p129i7_.dirlock rename to examples/dask-worker-space/worker-1kl9fbp2.dirlock diff --git a/examples/dask-worker-space/worker-dtexfm8u.dirlock b/examples/dask-worker-space/worker-3o61nr85.dirlock similarity index 100% rename from examples/dask-worker-space/worker-dtexfm8u.dirlock rename to examples/dask-worker-space/worker-3o61nr85.dirlock diff --git a/examples/dask-worker-space/worker-h7021oyq.dirlock b/examples/dask-worker-space/worker-uavvjpfn.dirlock similarity index 100% rename from examples/dask-worker-space/worker-h7021oyq.dirlock rename to examples/dask-worker-space/worker-uavvjpfn.dirlock diff --git a/examples/dask-worker-space/worker-kbr57x_n.dirlock b/examples/dask-worker-space/worker-w9o0i7dt.dirlock similarity index 100% rename from examples/dask-worker-space/worker-kbr57x_n.dirlock rename to examples/dask-worker-space/worker-w9o0i7dt.dirlock diff --git a/examples/precursor_index_computation.ipynb b/examples/precursor_index_computation.ipynb index 196d3e5..09f69a0 100644 --- a/examples/precursor_index_computation.ipynb +++ b/examples/precursor_index_computation.ipynb @@ -5,15 +5,15 @@ "id": "d1252f2b-b87f-4f0e-aa85-9130eef40e05", "metadata": {}, "source": [ - "## In the basic_compositing and advanced_compositing notebooks we describe how to produce composites of variables with respect to categorical events.\n", + "# In the basic_compositing and advanced_compositing notebooks we describe how to produce composites of variables with respect to categorical events.\n", "\n", - "## In this notebook we show how such composites, or any other spatial field, can be masked, filtered and reduced to a scalar activity index using the IndexGenerator class" + "# In this notebook we show how such composites, or any other spatial field, can be masked, filtered and reduced to a scalar activity index using the IndexGenerator class" ] }, { "cell_type": "code", "execution_count": 1, - "id": "7b8594aa-9b84-44d1-a081-227460641cf4", + "id": "0487463b-6c04-4b73-8f87-0b88d29d52c5", "metadata": {}, "outputs": [], "source": [ @@ -21,13 +21,24 @@ "import numpy as np\n", "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", - "from domino.core import LaggedAnalyser,PatternFilter,IndexGenerator\n" + "from domino.core import LaggedAnalyser,PatternFilter,IndexGenerator\n", + "import cmocean.cm as cm\n", + "\n", + "np.random.seed(5)" + ] + }, + { + "cell_type": "markdown", + "id": "fc3ca19f-6ba9-42d0-9f6e-623162383fac", + "metadata": {}, + "source": [ + "## We first compute composites of vertically integrated vapour transport (IVTmag) and zonal mean zonal wind over the Atlantic [80W-40E] on days with extreme North Italian precipitation events:" ] }, { "cell_type": "code", "execution_count": 2, - "id": "635e0037-e693-4de7-8ebb-546ea527c79c", + "id": "8153bd77-b06b-4476-a810-f41803fa25b8", "metadata": {}, "outputs": [], "source": [ @@ -39,27 +50,89 @@ " '/data/ox5324/compute_2021_clean_data/Atl_lonmean_U_1979-2021.nc'\n", " ).load(),-12,'hours')\n", "UAtl=UAtl.sel(lat=IVT.lat)\n", - "UAtl=UAtl.assign_coords(plev=UAtl.plev/100)" + "UAtl=UAtl.assign_coords(plev=UAtl.plev/100)\n", + "\n", + "event=xr.open_dataarray('data/NorthItalian_SON_90Percentile_5dPrecip.nc')\n", + "analyser=LaggedAnalyser(event=event,variables=dict(IVTmag=IVT,VerticalU=UAtl))\n", + "C=analyser.compute_composites(as_anomaly=True)\n", + "S=analyser.bootstrap_significance(100,p=0.1)" + ] + }, + { + "cell_type": "markdown", + "id": "c85e55e4-b19c-49c2-b4b2-8eceed8bbc74", + "metadata": {}, + "source": [ + "# If we mask these composites to focus on only gridpoints with significant anomalies we get relatively noisy composites, especially for IVT:" ] }, { "cell_type": "code", "execution_count": 3, - "id": "b4bda1fa-ab8d-49bf-8e5a-fe2ae41fb81a", + "id": "7083ad78-ac00-4e7d-93f2-9d17ae46a119", "metadata": {}, "outputs": [], "source": [ - "event=xr.open_dataarray('data/NorthItalian_SON_90Percentile_5dPrecip.nc')" + "masked_composite=C.where(S==1)" ] }, { "cell_type": "code", "execution_count": 4, - "id": "82c77274-b8fb-4d22-a0e2-36fd4df2f75b", + "id": "b4bda1fa-ab8d-49bf-8e5a-fe2ae41fb81a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Atl zonal wind speed anomaly during event')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p=masked_composite.IVTmag.sel(lag=0,index_val=1).plot(\\\n", + " transform=ccrs.PlateCarree(),subplot_kws={'projection':ccrs.PlateCarree()})\n", + "p.axes.set_title('IVTmag anomaly during event')\n", + "p.axes.coastlines()\n", + "p.figure.set_figheight(2)\n", + "plt.figure()\n", + "\n", + "\n", + "p=(masked_composite.VerticalU).sel(index_val=1,lag=0).plot()\n", + "p.axes.invert_yaxis()\n", + "p.axes.set_title('Atl zonal wind speed anomaly during event')" + ] + }, + { + "cell_type": "markdown", + "id": "ca6cb863-3709-4fb1-a146-d0549ef01120", "metadata": {}, - "outputs": [], "source": [ - "analyser=LaggedAnalyser(event=event,variables=dict(IVTmag=IVT,VerticalU=UAtl))" + "## We can filter these composites using the PatternFilter class which allows refinement of boolean masks. By passing in 'analyser', PatternFilter will automatically extract the composites and composite significance." ] }, { @@ -69,60 +142,315 @@ "metadata": {}, "outputs": [], "source": [ - "C=analyser.compute_composites(as_anomaly=True)" + "PF=PatternFilter(analyser=analyser)\n", + "\n", + "##Totally equivalent:\n", + "#PF=PatternFilter(mask_ds=analyser.composite_sigs,val_ds=analyser.composites)" + ] + }, + { + "cell_type": "markdown", + "id": "9d611368-154d-4e09-bd82-552963fbe996", + "metadata": {}, + "source": [ + "## PatternFilter refines masks iteratively, applying successive transformations to the underlying boolean mask. The first kind of mask we shall apply is a \"value filter\" which filters the mask based on whether the composite values meet a certain criteria.\n", + "\n", + "## We shall use the value filter to maintain only IVT gridpoints with an absolute anomaly of at least 30kgm/s and U gridpoints with an absolute anomaly of at least 1m/s.\n", + "\n", + "## By choosing mode='intersection', this filter will be applied in addition to the significance mask we started with." ] }, { "cell_type": "code", "execution_count": 6, - "id": "8ee083ed-3172-4238-97f7-ec113b85454b", + "id": "ebb3ce8f-8659-4ca3-9b76-d642b5a588c7", "metadata": {}, "outputs": [], "source": [ - "S=analyser.bootstrap_significance(100,p=0.1)" + "thresh_dict=dict(IVTmag=30,VerticalU=1)\n", + "\n", + "def abs_amplitude_over_threshold(val_ds,thresh_dict):\n", + " return abs(val_ds)>xr.Dataset(thresh_dict)\n", + "\n", + "PF.apply_value_mask(abs_amplitude_over_threshold,thresh_dict,mode='intersection')\n", + "mask1=PF.get_mask() #retrieve the new mask for plotting later." + ] + }, + { + "cell_type": "markdown", + "id": "dce9e1df-c49b-4583-bb93-49cdee3041ff", + "metadata": {}, + "source": [ + "## We now also apply an \"area filter\". This is designed to remove small, spatially localised anomalies that consist of less than n connected gridpoints\n", + "\n", + "## First we apply a filter in the lat-lon plane, which will apply only to IVTmag because the U variable has no 'lon' coordinate. We can do this in two ways, either with or without latitude weighting. \n", + "\n", + "## Firstly we shall, without latitude weighting, maintain unmasked regions that contain at least 30 unmasked gridpoints (120 square degrees on our 2x2 grid)\n", + "## Secondly, we shall maintain unmasked regions with an area equivalent to 30 unmasked gridpoints distributed along the equator:\n" ] }, { "cell_type": "code", "execution_count": 7, - "id": "ebb3ce8f-8659-4ca3-9b76-d642b5a588c7", + "id": "c562e38f-765d-40c7-b852-19f9eb3cdcda", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "PF.apply_area_mask(30,dims=['lat','lon'],area_type='gridpoint',mode='intersection')\n", + "mask2_not_lat_weighted=PF.get_mask()\n", + "\n", + "#We can easily undo a filtering step in this way, as long as we stored the previous mask:\n", + "PF.update_mask(mask1,mode='replace')\n", + "\n", + " #2x2 grid so times area by 4\n", + "PF.apply_area_mask(30*4,dims=['lat','lon'],area_type='spherical',mode='intersection')\n", + "mask2_lat_weighted=PF.get_mask()\n" + ] + }, + { + "cell_type": "markdown", + "id": "cb77e838-d5f6-4f4e-9818-438c21b0f6d6", + "metadata": { + "tags": [] + }, + "source": [ + "## Our not area weighted mask simply requires anomalies to consist of 40 connected gridpoints. Our area weighted mask is similar: it is equivalent to requiring anomalies to cover an area equal to a 1deg x 40deg region running along the equator (approximately 4.1e5 km2).\n", + "\n", + "## We can see that the area weighting will remove more high-latitude regions from the mask, as expected:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "e4c247f2-b177-4e4a-aa08-634704144537", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Significant gridpoints >30kgm/s, >4.1e5 km$^2$')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(1,4,subplot_kw=dict(projection=ccrs.PlateCarree()))\n", + "fig.set_figwidth(20)\n", + "for a in ax.flat:\n", + " a.coastlines()\n", + " a.set_extent([-80,60,30,80])\n", + " \n", + "S.IVTmag.sel(lag=0,index_val=1).plot(ax=ax[0],add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "mask1.IVTmag.sel(lag=0,index_val=1).plot(ax=ax[1],add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "mask2_not_area_weighted.IVTmag.sel(lag=0,index_val=1).plot(ax=ax[2],add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "mask2_area_weighted.IVTmag.sel(lag=0,index_val=1).plot(ax=ax[3],add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "\n", + "ax[0].set_title('Significant gridpoints')\n", + "ax[1].set_title('Significant gridpoints, >30kgm/s')\n", + "ax[2].set_title('Significant gridpoints >30kgm/s, >40 deg$^2$')\n", + "ax[3].set_title('Significant gridpoints >30kgm/s, >4.1e5 km$^2$')" + ] + }, + { + "cell_type": "markdown", + "id": "34065032-2077-47de-ad08-89bdee16b282", + "metadata": {}, + "source": [ + "## Now we apply an area mask to the U variable by specifying the lat-plev plane. In theory we could latitude weight here as well, but our plev coordinate is not evenly spaced and Domino does not currently support latitude weighting in this case." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "d2a5f92e-f3d9-453d-b3bc-bab3a47e8424", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "array([100., 200., 250., 300., 400., 500., 600., 700., 800., 850., 900.])\n", + "Coordinates:\n", + " * plev (plev) float64 100.0 200.0 250.0 300.0 ... 700.0 800.0 850.0 900.0\n" + ] + } + ], + "source": [ + "print(S.plev)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "9afef724-3779-48fd-a321-115ed146fa00", "metadata": {}, "outputs": [], "source": [ - "masked_C=C.where(S==1)" + "PF.apply_area_mask(20,dims=['lat','plev'],area_type='gridpoint',mode='intersection')\n", + "mask2=PF.get_mask()" ] }, { "cell_type": "code", - "execution_count": 8, - "id": "d8be0bb7-224b-458c-a7e0-3e7f1a70b5d9", + "execution_count": 11, + "id": "1a86dae9-33e5-4ce2-a45b-0433982ee1e3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Atl zonal wind speed anomaly during event')" + "Text(0.5, 1.0, 'Significant gridpoints >1m/s, >20 deg*100hPa')" ] }, - "execution_count": 8, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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fHm9vb5W68+fP5/vvv2fOnDm0adOGixcvZsuKkluULVsWPz8/dHV16dmzJwMGDKB06dLKB5iPXat69erh7+9PkSJFGDFiBA0bNuSHH37g2LFjNGzYUKV+nz59SElJITIyUukg9z7u7u5cv36dMmXKMGnSJBo3bkzfvn3ZtWvXJ1txhg8fTocOHZgwYQJVq1bNtSkeEZG8RiIIgvClOyFS8ElLS1N6lR89evRLd6dAc+DAAVq3bo2Pj4/aqIJfK40bN+bZs2c8fPjwS3dFROSbRTS/i6ilb9++NGrUCGtra8LDw1m5ciX3799n0aJFX7prBZaAgACCg4MZNWoU5cqVo1mzZl+6S3nGyJEjKV++PPb29kRFRbF582b8/PzURoATERHJP0RRF1FLXFwco0ePJjIyEk1NTby8vPD19VVrHhXJYPDgwZw/fx4vLy82bNjwVYcWlcvlTJ48mfDwcCQSCe7u7mzatInvv//+S3dNROSbRjS/i4iIiIiIfCWIjnIiIiIiIiJfCaKoi4iIiIiIfCWIoi4iIiIiIvKVkG1HueTkZFJTU/OyLyIiIiIihQwtLa1MiYhym49pT14fv7CRLVFPTk7GyckpW7GdRURERES+HaysrAgKCsoTYU1OTsZM14BEsg7TnJfHL4xkS9RTU1MJDw/n+fPnn5U2VERERETk6yE2NhZ7e3tSU1PzRFRTU1NJRE4fiR1aamaLU1GwLjw0z45fGMnROnUjIyNR1EVERERE8hV9qQxtiaqopwgSPjCI/yYRg898Yzx69AhfX19Onz5NbGwsKSkpH9zS09PR0NDItGlqaqqU5XTT19fH0dERR0dHnJyccHR0pGjRol91wBYREZFPQybJ2FTK878rBZ4cifq2bdtISUnh7du3xMTEkJqailwuJz09PdPfd69NTU3x8PAgPT2dmJgYtVtCQgKampro6Oigra39WX91dHQwMDDA2NiYIkWKYGxsjIGBwVclFAqFgqCgIG7fvs2dO3e4ffs2T58+RSKRIJPJlJuGhkam/2UyGYGBgTx+/BgtLS1q1KiBhYUF2traH9w0NDSUn2daWhrp6emftKWmppKYmKj8PzY2lu3bt/P27Vvluenq6mYS+fdfOzk5YWpq+lV9liIiItlDSypBS81vXxDE+8F/yVZEudjYWGXmJS0tLUxMTDAyMlLe9N8XkffFJDw8nICAALS1tTE2Nla76evrk56eTnJyMikpKR/9m5SUpBxFJicnf/QEpVIpxsbGODk5UaJECeXm5uZG+fLlC7xInDlzhlu3bikF/O7du8oUl+bm5nh6euLq6opUKlV5qPrvaxsbG5o3b069evUwMDD4wmeWwdu3b3n27JlyCwoKUv4NCgoiPj5eWdfAwCCT4Ht5edGrV68C/xmKiHytvNOGmJiYPJmafdf+z9pO6KgxvycLCn5LCcqz4xdGciTqERERFC1aNEcHEAQhz266giCQlpamFPjk5GTi4uKUVoB3FoWoqCiCgoJ4+PAhZ8+eRaFQAHDo0CGaNm2aJ31T19fQ0FCuXLnClStXeP36NSVKlKBUqVK4ubnh6OiIhkZmw8nq1avp378/WlpauLu74+npiYeHB56ennh6emJpaVkgBE2hUChH8e//zU7Z+w8f6rbIyEiePHnCjRs3uHDhAu9/Xe3t7Xn06FGupl4VERHJPvkl6pN0imcp6jOSn4qi/h45Mr9/indhXoqORCJBS0sLLS0tDA0NgQzxjI2NJTIyklevXhEYGMirV694+vQpAQEBSkF/h5+fH6GhoTx//pzXr18TFxeX5ZaQkKDcXxAEpcC8/7pEiRI0bdqUZs2aIQgC/v7+SiGPiIgAwMbGBktLS7Zu3aocdWtpaeHq6krJkiWxtLTE2NiY2bNnAxkOii1atKBz586ULl0aqbTgxAyaNm0aU6dOzZdjlSpVikaNGlG5cmUqVaqktFBkh/e/F3FxcRgZGWFiYoKxsTEymTgzJyJSkNGSotb8rhAzl6iQo5F6QXoaioyM5ODBg5w+fZrbt2/z6tUrXr16RVpaWqZ6EokEZ2dnPD09cXZ2Zt++fYSFhREXF5epXtGiRbGwsMDQ0BAjIyMMDQ0zbUZGRujr6yOVSpUPKhKJJNNrQRC4fv06vr6+hIaGAmBiYkKlSpUybTY2NkCG0Lx48YIHDx5k2t68eUNMTAxBQUFZnv+gQYNYsWJFrl3PT+XRo0eULVuWpKQkte/r6+tnuo5yuZzw8HDlA85/0dLSyhRowtzcHGdnZ65fv46mpiZz585l8ODBAERHRysfxiIjIz/49/Xr1yrfjXcYGRlRpEgRTExMMDExwdzcnNGjR1OlSpXPvDoiIl83+TVSn23gjI5E9eE7WZAzPv5JgdKmL02hFfUPWQCGDBlCu3btsLCwwMjIiMePHxMeHs6LFy8YN24cAIsXL6Zs2bLY29tjY2OTqyZcQRB48OABmpqaODs7f5a1Qi6XExwczNWrV9m4cSM+Pj5Axmj/xYsXudXlL4IgCERGRvL8+XNCQkJ4/vw5b968oXjx4ri5uVGyZEk0NDTo378/W7duVe5XtWpVHj16xJs3bzK1p6mpiYWFBebm5sq/779+99fQ0JC4uDiio6N5+/Ztpr+hoaGcOnWKpKQkVqxYQd++ffP7soiIFBryS9TnGDqjq0bUkwQ5Y+NEUX+fQrWkTaFQ8PTpU+7cuUPNmjU5d+6c8j17e3tq1KhBsWLFMDIyYvny5Vy9epXg4GBlHW1tbWxsbLC2tqZ58+Y4OzvnST8lEglubm650pZMJqN48eIUL16cTp065UqbBQWJRELRokUpWrQoFSpUUFtn/PjxmQS9WrVqlChRgpYtW+Lq6oqDg0Mmsc7uA1RaWhoPHz7kzp07PH36lLt373Lnzh2ldUQqlXLy5ElR1EW+KAqFgtjYWNLT01EoFCgUCjQ1NTEzMyM9PZ1Hjx5x584dXrx4oXQGdnZ2/ur8TLLyfpeL3u8qFHhRDwwMZMmSJVy+fJmAgAASExMBsLS0pFmzZujq6pKUlMSDBw/Ytm0bkGFO9fLyomPHjlSoUAEvLy9sbW3R09MrEI5lItln7NixNG3alLJly2JiYvLJ7cTFxbFlyxbOnDnDnTt3ePDggdIcb2trS5kyZWjfvj1lypTBw8MDNzc3dHV1c+s0vnnS09OJjIwkIiJCOf3ybtPV1cXd3R13d3dKlizJ69ev8fHx4ejRoygUCqytrbG2tlY+kL/7W1AcRXOT7J5PmzZtOHPmDNHR0VnWSUxM/Gq+w6KoZ58CK+o3btzgt99+Y9euXVhZWdGkSRO6du1KmTJlSE5OZuXKlRw6dAgDAwO8vLxo27YtFSpUoGLFiri4uBQoZzKRT8fU1JS6det+sM7MmTNZvnw5SUlJJCUlZVrqaG1tjZ6eHi9fviQlJYWqVatSo0YNBg0aRJkyZShTpgympqZ5fBbfBoIgIJfLSU1NJSUlhfj4eDp16sTjx4958+YN/53pMzY2xtLSkoSEBOVU0jvfFJlMRo0aNdDX1+fixYuEhYURGRmZqQ1jY+NMq0HKlClDxYoVv7pR6ju2bNlCTEwMixYtYt++fR+s26FDB7S0tPKpZ3mPjCyCz4iOcip8cVFPTEzM5NT06tUrtm3bxqFDhyhevDgrV66kV69emX6odnZ2ypuAnp6ecunTw4cPSU1NRUtLC0dHxy90RiL5zaRJk7J8LywsjHHjxlG0aFE6deqEnZ1dPvascJKWlsbz5895+vQpT58+JSgoSPk3KCgIDw8Pli1bhrOzMwqFArlczqZNmxg1apTSkvYOExMTYmNjEQQBMzMz3N3dsbW1xdraGnt7e4YMGYKWlhZv377l/v373Lt3D0NDQxo3bqximUlLS+PVq1eEhYXx4sUL7t+/z61bt1i+fLmyztmzZ6lZs2a+XKe84P2HFkEQqF+/PqdOnQKgW7duyvekUimdO3emTp06WFhYYGVlhbW1NVZWVl/N6Px9NKUStKSqqp6OOFL/L3ki6iEhIaSlpZGcnKwcPb2/vX79Gl9fX86cOaNc0vU+ZcqUYfPmzXTq1Ell7TbA7du3CQgIUN50njx5wuXLl9m0aRMALVu25MCBA3lxaiIFkPeXFp44cYJ+/foRGhrK2LFjmTRp0ld5k8srIiMjKVGihDLSn1Qqxd7enuLFi+Ph4UGLFi3YvHkz7u7uKvv27t2bOnXqKJeZJiUlcerUKQ4dOkRYWBhv3rzhypUr3LlzB01NTd68ecPWrVtxcHDAyMgIY2NjZX6J3bt3Y2RkhIaGBomJiSQkJJCYmJjpdUJCArdv3wagSJEilCtX7qt6mJdIJJw8eZL09HTu3r3LzZs3MTc3x9XVFUdHx6/WIqEOLVHUs02ue78fPHiQVq1afbCOVCqlVq1aNGvWDFtbWywsLDJ5K+vp6ansk5iYqBwp/Hf08PTpU+XDgZ2dHefOncPBweFjpyXyFSEIAr///jsTJkygevXqrFq1itKlS3/pbhU65HI5bdu25cCBAyxbtoz+/fujqamZqU5SUhL79u0jNTUVqVSKTCajbNmyuLm5qZ0TFgSBgIAAzp49y4ULF7hw4QJPnjwBMkIDGxsbo62tjUQiITU1ldjY2EyRBCFD4PT09NDT00NfX1/5ukSJEnz//fc0atRI7QBAJG/JL+/3rUVLoSdV9X5PVMjp+uqB6P3+Hrku6qmpqUyePJnff/9dWTZy5Eh+/PFHdHV1ldt/f4ApKSmEhIRkChP6/t/31zVra2vj6OhI8eLFcXJyyvTXzc3tm3qCFckQje7du7N161YmTZrEtGnTRJ+KzyAlJYX27dtz7NgxRo0axeDBg7G1tc219qOiojh9+jTr1q3D19cXufzfNFsjR45k/vz5yOVy4uLiSE9PR19fHx0dna/OKe5rIL9EfYeNe5ai3ullgCjq75Fn69STk5Pp1KkTBw4cwM7OjkePHmWKSJeSksL48eO5evUqQUFBvHz5UmlGlUql2NnZZUrm4ejoiLOzM05OTlhbW4s3bRElISEhODg4sGjRIn788ccv3Z2vgpSUFCZMmMCff/5JcnIyHTt2ZPjw4Z8VkEcQBPr378+aNWuAjNG3o6MjJUqUwNTUFBMTExwdHUlKSiI8PJzo6Gh+/PFHqlWrllunJZLL5Jeo73L0QF+NqCco5HR4dkcU9ffINXvVw4cPuXLlCrdu3eLWrVvcuHGDyMhIHB0d6devn4on5v79+1m4cCHa2tq0bNmSxo0b4+LigqOjI/b29iomPxGRrHhn9cmruAPfItra2syfP58pU6awbt06Fi9eTNWqValSpQrdunWjQoUKlC1bNkeJgf7880/WrFnD7NmzadasGa6urujq6jJw4ED+/PNPZT1LS0usra1JTEykYcOG9O/fHzc3N0qVKkWpUqWwtLTMi1MWKcBIpBIkatzfJeKcugqfLepyuZxp06bx66+/AuDg4EDZsmUZNGgQjRs3pkaNGmrNZsbGxtja2vLixQv++ecfDh48SOnSpSlbtizu7u6YmppSpEgRZQrV91+Lc2ci7/POAhQTE/OFe/L1YWRkxPDhwxk6dCg+Pj4sWbKEMWPGkJqaikQioUSJEgwdOpShQ4eq3f/p06csX76cy5cvc+nSJX744QdlVMd3vH9/mD9/Pr1798bExISgoCDq1avHokWLMtXPhnFR5CtDpilTm6NBJhpsVcixOgqCwOHDhzl79iyXL1/mypUrxMfHM2PGDIYMGUKRIkWy1U7jxo0JDQ3lzZs33L59W7ndunWLnTt3qjjKfIjRo0czd+7cnJ6KyFeCkZERLi4ueHt7c+PGDSZMmPBZgWpEVJHJZLRu3ZrWrVuTlJSEp6cnjx8/5vHjx1nOdcvlctq3b09oaCj16tVj/vz5DBw4UKVeeHi48vWoUaMYNWoUOjo6yngDBgYGlCpVCgMDAypWrJg3JyhSoJFpSZGpUXCZXHzA+y85FvW7d+/SvHnzTGXGxsacP38+y6f1D2FmZka9evWoV68eL1++pG/fvrx9+5bExESVjGpZIQYP+fZQKBTKlKx37tyhVq1abNmyhXnz5rF69Wo2btz40VUYIp+GlpYWdevWJSoqiqioKCZNmsTp06dp1qwZ9evXR0tLi+TkZPbs2cPNmze5ePEiVatWzbK9vXv3IggC0dHRytUsoaGhODo64unpiZOTk+hD840jkUmQqBF1CdnTiG+JHIt6mTJlGDp0KNu2beP169dAhtnz0KFDPHz4kEqVKn16ZzQ0SE5OVi53KVq0KKNGjaJv376YmZl9crsiXw/nzp1jwoQJ3Lx5U5lpz9raGlNTU0qXLo22tjba2tpZZmQT+XxkMhl//fUXK1eu5OrVqxw6dIhDhw7Rt29fFdN4jx49Pijo75BIJJiammJqapplHgCRbxeZhhSZhpqRupoc6986ORL1adOmcf36dfz9/UlMTERTUxMvLy+qVatG7dq1P/vHWLRoUU6ePElwcDCbN29m06ZNjBs3jjlz5tCoUSMaN25M9erVgQzv3OTkZOWWkpJCamoq6enpyk0ulytfKxQKtLW1My2r09HRwczMjNKlS4vz9IWElJQUwsPDlYLu6elJz5496dixI8WKFfvCvfu2kMlkVKlShSpVqjB16lRev37NpUuXkEgk6OjooKen91kP+SIFk/T0dB48eMD169e5ePFivhxTpiVDpqFuTl00v/+XHC1ps7Kyolq1alSrVo3q1avj5eWVp9G6BEHg2rVr7N27l6NHj3L16tUcO8lIpVI0NDSQSCSkpKSoraOrq0vFihWpWrWqcnuX81ykYPL48WPlCPHkyZOYmpoSEhKi1plGRETk00hJSeHu3btcv35dud2+fVvp71C8eHGePn2a50va/GpVR1/NwCshPZ1GZy+IS9reI0eiPmTIELy9vfHy8sqPvqnw5s0bbt26haamJtra2ujo6KCjo6N8rampiaamJhoaGmhoaCCTyTLNxQmCQEpKSqaQtWFhYVy+fFnpnfv8+XMgIzJd9erVWbhwIdbW1l/kfEWyx9mzZ6lduzb+/v7iyFBE5DMIDw/n3LlznD17lnPnznH79m3S09ORSqW4ubnh5eWl3MqVKweQL+vUjzeohYEaUY9PT6fB8bOiqL9HjmzO27ZtY9myZezcuZMOHTrkVZ+yxMzMjPr163/y/u/Mgjo6OkrvaGdn50wJIF68eMHly5c5ffo0ixcvpkqVKgwfPlwcARZAtmzZwq5du3j58iUAp06dEkVdRCSHHDp0iB07dnDu3DkeP34MZIzAa9asSd++falQoQIeHh4q4bsfPnzI9u3b86WPMg0ZMk015ndE8/t/ydFIffXq1YwYMYJSpUpx5cqV/OjfFyM5OZmSJUsSEhKChYUFLVu2xNvbu1BngPramDJlCtOnTwega9euTJ06lRIlSnzhXomIFC7c3d158uQJAwYMoFatWtSoUUNtWGC5XM6lS5fYt28f+/fvJzAwULn0MK9H6mea18NAU81IPS2d2r4nxZH6e+TIdbBfv36ULVuWGTNm5FV/Cgw6Ojo8ffqU8+fP4+3tzfnz56lTpw4rV6780l375omLiyMsLIxevXrx+++/o6Wlha+vLxcuXPjSXRMRKTQ8ffqU6dOn8/btW1JTU5kyZQqdOnXKJOiCIHDw4EG8vb2xtramZs2abNiwgZo1a7Jv3z6CgoLypa9SLVmWm0hmcjRSv3XrFp6envnRrwKHXC5n5MiRLF68mPHjxzNz5kxx7ewX4Nq1a1kGIJHJZERGRoqBZ0REsiAmJoadO3eyceNGzp49i4GBAR06dMDb25tatWplqhsUFET//v05fvw4bm5utG7dmjZt2lC5cmXldGR+xX6/2LERBmpCh8enpVFtp584Un+PHM2pDxkyBJlMhoGBAfr6+hgYGCg3Z2dnWrVqhYWFRV719Ysik8lYuHAhDg4OjBo1iufPn7N27VqVmPYieUu5cuUYMGBApljh+/fvx9nZGTMzM1HQRUSy4OLFi8olwQCbNm2ibdu26OvrZ6qnUChYunQpP//8M+bm5hw+fJgmTZrkd3czIZVKkaoJPiOViwOr/5IjUU9ISMDd3Z34+HjevHlDcHAw8fHxxMXF8fz5cyQSCbVq1aJt27a0bdv2q1s3LJFIGDlyJLa2tvTs2ZMXL16we/duUUjyiGPHjnHkyBHlMkaFQsHr168JDQ3F1dWVoKAgKleuTJMmTcSHKxGRDyAIgnJlzzvat2+vsiT53r17DBw4kPPnzzNkyBB+++03DA0N87OrasnK1C4VI8qpkCNRv3nzJqVKlWLixIm4u7sTEhJCcHAwUVFRREdHc+jQIXx8fDh9+jQjRozgzz//pH///nnV9y9G586dsbW1pU2bNtSoUYMdO3ZQpkyZL92tr45Tp04xb948ICM0qZOTE+bm5tjZ2eHl5YWDgwM9e/YUBV1EJAtSUlLYvn07ixcv5tq1a7i6ujJs2DB69eqVSdATEhKYPn06CxYswMnJidOnT1O7du0v2PPMyDQ1kKlxlJPlMG7J1KlTmTZtWqYyS0tLZf4BQRCYNm0af/75J9HR0VSpUoVly5ZRunTpT+98PpMjUffy8uL8+fNs3bo1W/WPHz+eq6Iek5CkttxYP+8C4GRFzZo1uXDhAt999x3lypVj2rRpTJw4Md/78bWRkpLCunXriIiIoHr16uzYsYO5c+dy5coVPDw82L59u+jLICKSTfr168fff/9N06ZN8fX1pUmTJiq/n/379zNs2DAiIiKYPHkyY8eORVtb+wv1OAtkUrWx3z8lTVvp0qU5duzYv028t1x5zpw5LFiwgPXr11OiRAlmzJhBo0aNCAwMLBAWi+yQI1GXSqX8/PPPnD59mocPHxIeHs7Lly8xMTGhW7duJCcnc/nyZe7du6fM5ta8eXOaNm1Kp06dsLKyyqvz+CKULFmSGTNm0KFDB/z8/ERR/0ySkpJU1sJCRjpfXV1ddu3aRUREhBgMSETkI8TExHD16lXu3LlDo0aNOHTokNp6q1atYtCgQTRt2pQTJ07g7Oyczz3NHlINDaRqRupSRc7XqWtoaKjVIkEQWLhwIRMnTqRdu3YAbNiwAUtLS7Zs2aI2w2BBJEePOVeuXGHw4MFcvnwZc3Nz2rVrx549e3jx4gVLly5l9erV3Llzh9jYWI4fP86oUaNIT09n9OjR2Nra0rBhQ9auXZvt7GsFGUEQmDt3Lh07duS7777j4MGDX7pLhR4tLS1GjhyJo6MjlpaWyvLg4GAA3NzcRA9XEZGP4OPjg4mJCQ0bNiQoKEjFq/193o3IN2/eXGAFHUCqpYFUS1PNliH0sbGxmbasQoIDPHr0CBsbG5ycnOjSpQtPnz4FMrz9w8PDady4sbKutrY2derUKVTLZXM0Uvf398fT0/OjphkDAwPq16+vjP4WFRXF7t272bZtG3379iUiIoIyZcoQHBys3Ozs7Pjll18KjdPZrl27GDt2LCYmJjRr1oxly5bx+PFjFAoFXbp0oUGDBqKZOJu8s+rUqFGD+fPnM3/+fAAiIiLYt28fc+fO5fHjx1hbWxMUFCT6L4iIfABdXV0EQWDQoEF07dqVUqVKIQiC2rz3derUAeCPP/5g/PjxKp7wBQWpVKr2fvquzN7ePlP5lClTmDp1qkr9KlWqsHHjRkqUKEFERAQzZsygevXq3Lt3Tzmv/v6A4t3/7wYWhYEcrVPPjbWANWvW5Pz58wBoampib2+Pg4MD165dQ1tbm7lz59KzZ0+1X8CCNKf+9u1b5s2bh4+PDzdv3sTIyAhXV1fi4+MJDAykWLFi9OzZk549e+Lq6prv/StMhIeHK03q48ePZ/jw4ZnMY3K5nN27d/Pzzz9jZmamzAQm8m0RGxuLv78/GhoaaGlpoa2tjZaWFunp6YSGhiq358+fI5fLqVatGjVq1MDT0/ObCvOckpJCtWrVuHnzpnLliLGxMe7u7vz555+ZHooFQWDAgAGsXbsWIyMjvL29GTJkCMWLF8/WsfJrnXrAuJ4Yaqs6xMalpOL++0aeP3+e6fjvUjB/jISEBJydnRk7dixVq1alRo0avHz5MtMUX//+/Xn+/DmHDx/OnZPKY/Jd1F++fMmzZ89wcHDAyspK+WMLCwtj1KhRbN26FSsrK0qXLo27u3umzdzc/LOOnVckJiZy584dZs2aRVJSEufPnycxMTFTndGjRzNmzBiKFi36hXpZsClXrhy3bt1CV1cXhUKBt7c3P//8s/IJPDU1lU2bNtGvXz+OHz/+WTkARAoXqamprFq1iunTp/P69ess62loaGBra4udnR1yuZxr166RlpaGoYEBVSp6UaNqJapXqUyl8uXQNzTI9vG1TNVnbEx9HZr9Nsztsl03t0hOTubJkyc8fPiQhw8fsnr1anR0dGjfvj16enrKTV9fn8jISNavX8+1a9eAjOW7d+7c+ajXd36J+v3xvTHUUSPqyam4zV7/Wcdv1KgRLi4ujBkzBmdnZ65fv0758uWV77dp04YiRYqwYcOGTz6P/CTfRf1jnDlzBj8/PwICAggICODRo0fI5XIgwwzSs2dPhg8frjY28ZciMjKSsmXLYmxsjIeHB1KplFevXhEQEEBERESmusnJyQXPs/QLIQgCp0+fVlo87O3tuXjxIhs2bGDBggXExsZSpkwZXr58mek6ZmVaEym8KBQKZayL97Mv7t27l4kTJxIUFETv3r0ZOXIkOjo6xIcFkZqaRlpaGlKpFBtrS+zcK2Qy0SYlJXH16lVOH/Hhgv9Vzl/yJzYuDg0NDcp7erDw9xlU9Cr30b4VVlH/L5cvX6Zfv35ER0eTkJBAYmIiqampWdafPn06v/zyywfbzC9RD5zcL0tRLzl99ScfPyUlBWdnZwYMGMAvv/yCjY0NP/30E2PHjgUyHiiLFi3K77//Xmgc5XI0pw4ZN+L4+Hh27NjB0qVLqVq1Kj/++CNubm650qHatWtnWh+ZmprKo0ePCAgI4OLFi6xatYqFCxcybtw4pk+fXiDMsOvXrycqKoqrV6+q5GFPS0vj+fPnXLhwAZlMxvPnz7G1tc3TPPSFhQMHDtCmTRvl/8+fP8fOzg6ZTKZ8kLtx40amfe7cuZNr3zWRL4NcLufhw4dcu3ZNud24cYP4+Hi19Vu0aMHevXszmY3TjFRDhv53zlVXV5datWpRxc0Jv5On8Tt5GuD/KZkz7htxcfEkp6RgYW6WW6dXYKlSpQp37tzJVJaenk5SUhKJiYnKTaFQ4OTkhIHBh60Z+enwLNOUqV+n/v/7RHYZPXo0rVq1olixYrx69YoZM2YQGxtLr169kEgkjBgxglmzZuHq6oqrqyuzZs1CT0+Pbt265dap5Dk5EnUXFxfevn1LWloaAM2bN2fPnj2sXLkSU1NTTExMKFWqFLNmzcq1GPFaWlqULl2a0qVL07FjR6ZOncr8+fOZPn06cXFx/PHHH19c2A0MDEhPT1f7niAIhISEcP36dfbt28fTp0+ZO3cuo0ePzudeFjwaNmzInj17SElJIT09XbklJiZy5MgRfHx8MtUfMGCA6CRXiAkJCWHhwoWsXbuWmJgYICPFZ4UKFZg0aZJy7js5OVm5ubi4ZApt+ql4lfWkVdPG7Dnoi2dpN3p07cSchUs5fOwEqamp1K9Tix5dOtK6eVP09VWXVX6taGhoYGhomKM12C9fvmTYsGHs3bsXU1PTPOzdv0iyWKeudu36BwgNDaVr1668fv0aCwsLqlatyqVLl3BwcABg7NixJCUlMXjwYGXwmaNHjxaaNeqQQ/P7xIkTsbGxwdTUlDJlylCmTBlSU1PZt28fT548ITo6mn379vHo0SN++OEHpk+fnmcf+ooVKxg8eDDDhg1j0aJFX1TYz507R506dVAoFLi7u1OvXj1SUlK4f/8+t27dIj4+Hmtra8qXL4+vry8+Pj40b978i/W3IBIXF8exY8fYs2cP+/fvJyYmBhcXF9q3b0/79u2pWLHiF394E/k0bt68ybx589i2bRtGRkYMGDCARo0a4eXl9cmrXdIiQ1TKNC3Uh6V+30x++vxFRk+cyu17AVTyKk/771piaGDA1p27OXfxMgb6+rRt1Rx3t1IUNTejaFELbJ3dKFq0KBYWFpmiFxY283tu0aRJE44ePUqDBg2oUqUKs2bNynPze9CcYRjqqk5bxiWl4DR2iZjQ5T1yfU49Li5OWadp06ZZBj34FORyObdu3eLkyZOcPHmSo0ePkpaWxsOHD7+4h3lkZCQnTpzg2LFjnD59GgMDA9zc3PD09KRhw4aUL1+eAQMGsGnTJt68efNR09bXjiAIBAYG4uvri6+vL2fOnCEtLQ13d3c6dOhA+/bt8fDwEIW8kCIIAn5+fsydO5djx47h6OjITz/9hLe3d6589z9V1CHjPvI2Lg6z/ww4nj4LZuvO3fyz7yDPQ18QGxen0laRIkVwcXHJCKpVqzLlPT2ytXS1IIh6REQEN2/eRE9PD2tra1xcXLK1X1BQEAEBATRo0AAdHR3u3r3LiBEjOH78ONWrV+fChQt5LurBC0dipEbUY5NScBixQBT198iRqAeFhqlcOFPDzKaqGzdu4OXlpfzf1tZWaT6vUaMGTZo0+aQfdWxsLG5ubrx8+RKAEiVK0LNnTxo3bkylSpVy3F5+EBUVxdmzZzl16hQnT57k1q1brFmzBm9vb5W6qVEvs9+wRP1NRMuk4EbsS01NJTQ0lPv373P48GF8fHwICgpCR0eHevXq0bx5c5o1a1agA2CIfJzU1FR27NjBvHnzuHXrFl5eXowZM4YOHTqgoZFjFx614p0VWYm62n5mY5SdlJRE5Jso3qbLePXqFREREbx69YqbN29y6NAhYmJisLYsSrOG9WjRuAENatdET1cn230IDQtny669WBW1wM7GGjtba+xtbDByKPVZ56FlbocgCDx9+pSzZ88qt0ePHmWq9+TJE4oVK8aTJ09IS0vLNAUWGRmJn58fhw8fVu5XrFgxpk6dSo8ePdixYwcDBw4kLS2NlJSUPBf1kCWjsxT1YsPmiaL+Hrku6gqFgh07dnDixAlu375NSkoKenp6hIeH8/TpU3R0dGjcuDFt27alTZs22Ta/yeVyFi1axN69e7l48SLp6em4uLjQpEkTmjRpQvXq1TEzKxjOLoIgMHjwYFatWoUgCDg4OFCnTh06duxIy5Yt1e5TWEU9Li6Oy5cvk5aWhiAIpKSkEBoaqkz2ExISQkhICOHh4co1sw4ODrRo0YLmzZtTr149taFhRQoXb9++ZdWqVSxZsoQXL17QrFkzxowZQ926dT/L2vIlRf0d6kbZaWlpnD74Dz5Hj+Hjd4JHT4LQ0dGmXo1qtGjcgGYN62Fvq95r/h3Hz5yneeee/PcWbG5ujr29Pfb29vTs2ZP27dt/9DwUCgX37gdy7tJlLt64y9mzZ3n58iUSiQQPDw9q1apFaGgo+/btAzKWcXXr1o0ZM2bw5MkTtW07ODjQtGlTmjZtSrFixZg9ezY7d+5UWm3bt2/PlClT8PT0zHNRD105PktRtxs0WxT198h1UZ81a5Zy7r1kyZKEhITw5MkT6taty+rVq9m7dy+7d+/m4sWLmJmZ4ePjQ+XKlXPU6djYWE6cOMGRI0c4cuQIQUFBQIZpzNnZGRcXFzw9PRk6dOgX+aBnzpzJpEmT+P333+nUqROOjo4f3aewifqpU6dYu3Yt//zzj8qafC0tLYoVK6bcHBwclK+LFy+Ok5OTaFb/Snjz5g3Tp09nzZo1pKWl0aNHD3766adcy2pVUEUdIO3VM+Xrh0+e4nP0OL5HT3Du8hXkcjnlPEozZcwIWjRuoL5hiYR9vkfpOXg4zo4OLJgxhecvXxIWk0xISAh3797l4sWL/PXXX/Tt2zdz/1NTuXbtGicPH+T8JX8u+l8h+m0MmpqaVKxYkVq1alGrVi1q1KihHDh5e3uzY8cOEhISlO20adOGIUOGYGRkhEwmQ0NDQ+k8V6xYMZXf6bVr11i/fj1t27alfv36+bak7eXqiRjpqVpBYhOTsek3UxT198hVUX9nbvv555+ZMWMGkDHCrlu3Lk+ePFGazgFevHhBx44duX//Pg8ePFAJzZddBEHg8ePH3Lx5k8ePH/PkyROePHmCv78/pqamLF++nFatWn1S25/Czp076dSpE1OnTmXKlCnZ3q+wiHpiYiJDhgxh/fr1uLi40Lt3b9q1a4ehoSESiQRNTU3Mzc3FELnfALdu3eK7777j7du3DBs2jCFDhnzy7zgrCouoKxEEot/GcPTUGdZv2cHxM+dp07wxaxfPw/C/044SCTdu36V2y/b06tKRpXMy7plbD59h4cKFvHjxglevXgEZ90sbGxsuXrzIxIkTuXTpEklJSejr6VGlUgVqVq1MjaqVqexVniLFPuxflJCQQEREBBKJBCcnp2xfB3Xkl6iHrZ2cpahbe08XRf09cj7J9QHe3dgfPXrEuHHjSEhI4NixYwQGBjJr1qxMdW1tbVmyZAkVK1Zk3rx5zJ0795OOKZFIlGsK3yc4OJgffviB1q1b06lTJxYvXpzrN5z/8ujRI3r27EmTJk2YPHlynh7rS/DgwQM6duzI06dPWb9+fZbhfEW+frZt24a3tzelSpXi9OnTFCuWfUH92jEpYkzn71rRqU1Ldu335ftBP/LPfl96d+ukUnf2omWkpKTS6bt/p+UOHjzI69evGTx4MNbW1hQvXlwZtvSnn34iJiaGX3/9ldq1a+NuZ46mpuqa/Q+hr6+f7TCwBQYNzYxNpTxn69S/BT5b1N/E/Wt6NbawYvCwH9m+dQv6V66ib6BPqdJl+GPpcipXqZppv3379tG7d28cHR3p0aPH53ZDBQcHB3x8fNi2bRs//vgj1tbWypCI+vr6mJiYsHXrVkqUKJFrx9TS0sLR0ZEjR44wevRoZWKSbJFFIIeC4DWbkpLC1q1bGTp0KMWKFcPf3z/XzKuFndAo9QFT5GrsX1k9/xQzLTwrIeRyORMmTGDOnDl0796dP//8M9d8ItLC1c/tqkWNtUrtyDmLulpqRvUJCQkc3beTwEePUcgVuJUqQelSJSmmUKi1PKn9OAVFpvdrVa2Inq4uL8PCkCgyx7IQJFJmTRxD6IswmnT4nnnTJjKkb0+KFCnCy5cvuX//Ps7Ozly9epVt27bx6NEjLl++zD///KNMDfqtINHUQqKpGlFOoln4M37mNp9tfs9JNlszQz3S09MZO3Ysf/zxB23btmXt2rUUKVIkR50OCwsjMDCQsLAwwsLC0NXVxdvbO8vwq69fv2bfvn3ExsZm/HCPHuXs2bN5shQuJSUFW1tbGjRowPbt27O9X1bmwC8l6klJSRw5coR//vmH/fv3ExsbS/fu3Vm5cmW+LccLDw/nwYMHys85PDwcDw8POnXqpPazTk1NJSgoCGdn50ye1rGxsfj4+LBr1y6uXbuGjo4O+vr66OnpYWhoiK+v7yf38VsS9aioKLp27cqxY8eYO3cuP/30U65aaj5X1LO8wGrqqjPVDxs2jKVLl6qUG+jr41bSldKlSiqFvrRbSWwszFTPXyFHLpfz4PETVqz9mw3bd6GlqcmqeTOJiYtjr+9RNDU0MTY2xL1kCbq2a40gCJSu2YjqlSpweMdGUgwsWbduHYsXL+bx48cUKVIEV1dXXFxcqFChAsOHD/+klQR5QX6Z38O3z8VITzUKZ2xiEladx4jm9/fId1F/95Q/f/58fvzxxxzfFFJSUrCwsCDu/2tI9fT0SElJoXjx4ixbtoxGjRp9cP+bN2/Stm1bypQpw4EDB3J07Oywbds2unbtyokTJ6hXr1629/uSop6QkMDdu3d5+fIlb968wc/PDx8fHxISEihTpowyAIyHh0ee9+UdBw8epEOHDsq8yPr6+lhYWPDs2TMsLS0ZNGgQgwYNomjRoly4cIHNmzezY8cOoqKi0NfXp3LlylSuXJmAgACOHDlCamoqlSpVon79+qSnp5OQkEBQUBBHjhxhx44ddOzY8ZP6+a2I+t27d/nuu++Ijo5m+/btNGzYMNeP8V9RT09P52nwc+4/fMzL8HDq1qiGW4n/r63OA1GPjo5mzIhh7PM5xOs3UZT39KBpw3oYGhoScD+QgMBA7j98RFJSMgBFjI0oXaoE7iVLUNTCnEdPgnjw6DGBj5+QkpKKhZkpzRvVRyKBvb5HiYmNo37Naujq6BAdE8P12/dITknB3NQELS1NzvvuxsbKEk2rjGWdCoWC2NjYHA968pP8EvWIXQsxUpONMzYhCcsOI0RRf498FfW3r8IoUaIEP/30E/PmzctpXwG4dOkS1apVY8OGDXz33XcZP7iAAAYPHsyZM2fo3LkzCxYsUInBnpqaysyZM5k1axbu7u7s2rUrTwLWnD9/nlatWqGpqcnKlStp27ZttvbLD1F/F0f//v37BAQEcPfuXW7dusWjR48yLaspX768MgBMyZIlc+342WXv3r107NiRMmXKsGTJEjw9PZXfuwcPHrB48WI2bNhAeno6RYsWJTQ0FHt7e7p3706dOnW4ffs2Fy9exN/fH0dHRzp06EC7du2UoSDfsWbNGvr16yeK+kfYsmULAwYMwNnZmb179362c1VWpIU/IfptDJNnz+e8/zUePnlKampGSGqpVIpCoaCMW0k6tm5B1/bf4VjsP7+NzxR1yPgdJiUlsXXXXhat/IuHj59w68JJSjhnzEHL5XKehTzn3oNAAgLuExD4iHsPAol8/QZXZyfcXF0o6VKc4OcvuHUvgDMX/TE1KYJ3144M6NkFp2L/5v2OiU9g98HD+PidZOLIoZQr457RN6vCE6shv0T91d5lWYp60e+GiKL+Hrki6gkJCaxctpTo6CgUcjkKhYBcLkeukBMfF0dsTAwxMTG8jnylXH4ml8s/yUP6wYMH1KpVi4SEBEaNGsXYsWMxNDREEAQ2bdrE6NGjSUpKolu3bnTt2pXatWtz48YN+vTpw/3795k4cSITJkzIFO4xtwkLC2PQoEHs37+frl27smTJko+uoc9LUU9OTmbcuHEsX75cGaPewsICd3d3ypYtq9wcHBwwNjbOseNNbtO6detMVhQtLS1sbW1xcnLir7/+onjx4kRHR7N69WpCQkLo2LEjNWvWzPH3KSQkhO+//56zZ8/SqVMnFixYkOPsf1+zqCcnJzNixAhWrVpFjx49WLFiBfr6+nl2vBN7ttJ76CjiEhLo2LoF7iVdcS/pilsJF4oYGXHk5Bl27vfB5+gJNDU1CLp+IXOc9lwS9Xe8fhOFbamybF2zknatW2Sqp1AoUKSlqP5WFHIWrFjN+Omz8XAvxfABfejYugV6ajKMCVmsYhFFXbX9V/tXZi3qrQeJov4enz0xk56eTv8+vThz6iQOjk5IpRKkUilSmQypVIqBgSHGxsa4uLpSo3o1tLW1KVu27CcveSpVqhSPHz9m9uzZzJs3j6VLl9KuXTs6d+5Mt27daNWqFXPnzmXLli38+eefWFtb8+rVKzw8PLhy5QrlypX73FP+KNbW1uzdu5ctW7YwdOhQhg0bxpYtW/L8uOp48OABnTt3JjAwkMmTJ1OnTh3c3NywsLD4Iv3JDnv37uXIkSOsXbuWS5cuERoaSlBQEEFBQZw6dYrixYtjYmLCmDFjPus4xYoV4/Tp08yYMYPJkydz9epVHj9+LHr0kxFtrGPHjgQEBPDnn3/Sr1+/PL0umzZtonfv3tSoXIH1S+erDdzSrEEd4hMSCI94xZmL/ty5/4CqFb3UtJY7mJmaIJPJeB0VpSwTBIG9Bw8xdvJ0Xr+JokaVitStWZ16NatR3rMMMgm0btqQBcv/QltLi7YtmqCrq5PJgU4k50g0NbNwlFOfSOtbJkeibmqoh9F/gs0MGTIEvyOH8fX1pWnTplnuu2jRIk6fPk3nzp1p0aJFlvWyg7GxMb/99huDBw9m5cqVbN++nbVr12Jubq7MiztjxgwuXbrEzp07sbW1Zfjw4fk6ApVIJHTv3h1/f3+OHj360fp5NXc+ePBg4uPj8ff3z7XMeXmNVCrl77//ZteuXZnKnZ2dcXV1RRCEHAvMi+gElbKkxESWLvqDlUv+wNLKmjG/TCckKgH5x41Xn4Qki2aD36iO9h3MPn/0HvgqVqUsq1MrZWn0//cFdu/eTd++fTE3N+fSpUv58iAcHByMpqYmx06fy2RFSw97REJiImu27OSPFWsIDQuneiUv5k79mQplSmXyKBekWd3Osi+oEnnav6/JmDd/G/UGSXqGb8f+Q3508f6BEs7F+WXkUE5duMSsBUuYOON3jI0MqV21MpW9PHFysOfytZvMX/Yn08aOUH8wqSzb/frmyXJJ25e1KuYG5cuXV3s/k0gk6OjoKOOBZNdH67NH6u/mY3/88Udq165NfHw8MTExxMbGZtrevn0LwJ49e9DV1aV58+Z06tSJli1bfvKSGHt7e2bOnMmMGTO4ceMGmzdvZt68eRw7doxz585RvXr1XEnb+DmULFmSFStWEB8f/0WSuERHR9O0adNCI+jv+Pvvv5k8eTIXL17k4sWLHD58mCdPnlC7dm2WLl3KkCFDctxmeno69+/d5fLF8/hfvMClC+eIj4uj3+BhDBkxGv1vPMnOhQsXmDhxIqdOnaJdu3asXbsWY2PjPD/u/fv3uXDhAikpKQQHByt9XaKjo1mycDlLVm8gOiaWLm1bMmbIAEqXzL/kTeZmpsxZspJzl65Qo0pFypZxp3mjevj6naRIESMObl5DamoqV27e4fSFy5w8f4lZC1dQupQrv4wcSv8eXfKtr18zEqkMiZqHIHVlhY2mTZuyYsUKPDw8qFy5MoIgcPXqVW7fvk3v3r0JCAigYcOG7N69mzZt2ny0vRyJevv27Zk8eTK1atVSlh05coRz586xatUqbt++jZGREUZGRlhZWSlfv9vq16+PTCZj586d7Ny5k86dO6Ovr0+bNm3o0qULTZo0+eBc98OHD7G2tlbJbSuRSPDy8sLLy0s5vzp37lwmTJiQk9PLE5o2bYqWlhYDBw7k77//zlfT7v3793n48GG2nfUKEhKJhJIlS1KyZEmKFCnC+vXrAZDJZAQHB7N161ZlfGwbGxu1VpikpCT8/f05e/Ysx06c4toVf+Lj49DS0qKcVwW69exDh67f41i88Mxh5gUP7t1hTL/ZHDx4EE9PT/bv30/Lli3z/LsaGBjI9OnTlZ/lX3/9hYuLC7GxscyaNYvly5eTmppCny4dGDW4H472+b+8c9tfyzhw+CjnL19l3rI/iY2Lx9IiI2Ji4v+94LW0tKhRuQI1KldgwojB+d7HbwGJTBOJmlG5RFb4R+qvX79m1KhR/PLLL5nKZ8yYQXBwMEePHmXKlCn8+uuv2RL1HDnKQcZN9dWrV7mSJ/3x48ds376dhQsX8vr1awYNGsSKFSvU1k1LS1MKvp2dHb///jstWrRQO5L4+eefWbBgATdu3MDd3f2z+/m5bN++nS5duvDjjz8yZ86cLNfT5yZPnjyhVatWSCQSLl++XKhTvd67d4/Fixfz/PlzQkJCeP78ObGx/5qWJRIJVlZWSpE3Njbm5s2b3L59m/T0dIyMjKhQuSpVqlWncrXqeJbzQkcnI+RkukL1659n5vcsyqVqxDOvze9yuZybV/3Zsu4vfPf+g4uLC7/++iudOnXK8xC//v7+LFiwgJ07d2JjY8PEiRPx9vZGS0uL06dP06tXL16/fs3QoUMZ2rU1VkWz5/+RpfldzfXVLOqotmpaRJCahjPM93K5nCs3brH74GEuXbvB5uV/UMzuw0lbPoSQhSBl1beCSH45yr05txsjA1Unzdj4BMxqtivUjnLGxsZcu3ZNJRXu48ePqVChAjExMTx48IBKlSopl3J/iByN1Pv160f//v1zRdABXFxcmDhxInp6eowcOZI1a9ZQqVIl5Qj+fTQ1Ndm+fTudO3cmNDSU7t27Axkj4Xbt2tG6dWtlGNgJEyYwb948duzYwdSpU3Olr59D586defXqFaNGjeLMmTNs3bqVUqWyn14xJwQGBjJz5ky2bNlC0aJFOXHiRKEWdIDSpUuzatWqTGWxsbE8f/5cuYWGhir/BgcH4+npSd++falevToeHh6ExyZ/od4XHFJTU7l09gzHDh3g+CEf3ryOxNrWnunzFzN+2KA89TmRy+Xs37+fBQsWcO7cOZydnVmyZAl9+/ZVPuTOmjWLSZMmUbNmTU6ePImTkxPpYY8+0nL+IZPJqFrRS+mcJxGd3/INiUyGRKbG/K6mrLCho6PDhQsXVET9woULysGHQqHI9mAwRyP1vHoaSk9P58CBA6xatYqjR4+ir69PgwYNaNSoEY0aNcLV1VVpCpTL5axYsYJhw4aptFOyZEkqV66MtrY2q1ev5u7duwUqnOmNGzfo1q0bwc+esWDaz/Tt1uFfE2cWy1sETdVlHOqW4wQFBTFx4kS2bduGjY0N48aNo1+/fujqqu5fGHkc+fEn1Heo+0ZnNfpOVbP2TJFFXXkO7uG6mqqfpzSLobqGmjdkWdR1MjdU/4YaHkTEkpSYyJnjRzl26CCn/I4QHxeLs7Mzbdu2pV27dlSpUiXPR+Zbt25l0qRJPH36lFq1ajFy5EhatWqF7L0b8ubNm/n++++ZNGkSU6dOVb6XpajLU1WKciKyWS0nk8jVeFMrsogvrqYNISvHLTVWhKwsC+KSNtX2o64cynKkblqpWaEeqc+YMYNZs2bRv39/KlWqhEQiwd/fn9WrVzNhwgQmTpzIH3/8ga+vL35+fh9tL8eifvbsWW7evEmNGjWoW7cukGEmWLVqFXv27EEul+Pm5oabmxulSpWiVKlS2NnZYWVlhVwu5/Dhwxw7dgwPDw86d+6Mubl5pmMFBQWxZcsW/Pz8uHDhAmlpaRQrVoxGjRpRr1493N3dcXV1JT4+nrFjx7Jp0ybs7Oxo2bIlGhoaXLp0iVu3btG2bdschWnNLxISEhgxsA+rN++kbbNGrF88Gz1d3c8W9f79+7N69WqWLl1Kv3798sXEn5+Iop5BTkR9095DjB82iJehIZR0L0Oj5q3o36MLHh4e+ebb8eTJE0qVKkXTpk2ZPHkylSpVUqkjCALGxsbUrl2bAwcOZOqbKOoFm/wS9ejrxzAyVCPqcQmYeDUs1KIOGQ+1S5cuJTAwEMgYoA4bNoxu3boBGf5B77zhP0aORH3WrFlMmDABTU1N0tLSOHTokNL8feTIEXr06IGRkREPHjzg/v37PH36FMV7iUreRYVycXHh2bNnALRq1YoxY8ZQrVo1lePGx8dz+vRp/Pz8OHr0KPfv31e+Z2Njg6urK1FRUdy5cwfIeLhwdnYmJSUFDQ2NTCOBgkT6i/vsPXSMnsPG4t21PQt/nfjZou7v70+VKlXYtGkT33//fa73+UsjinoG2RF1QRCYMGECv//+O15VqjF97iKKu2YkLnq3dC2/6NmzJ8eOHePJkycftBr17NmTo0eP8vjx40zTRaKoF2zyTdRvHMfIUHUaMTYuHpPyDQq9qOcmObK77dy5E4DatWsDKMNFuru7Y2hoyIoVK5gzZw779+/n0aNHJCYmcu/ePfz8/Ni0aRMrVqzg8ePHPHr0iJcvX7JgwQLu379P9erVqVu3LocPH84UrtTAwIAWLVqwcOFCAgICiIqK4vLly2zatIm+fftiZWWVSbwvXrwIgLa2doEV9Hd816whM3/+iWXrNnPi3MXPbq9y5cp4enqybdu2XOidSGHm4cOHzJ49m75DhrPhn4NKQc9vAgIC+Pvvv5k0adJHp4GmT5+esYRtyZJ86p1IYUKQamS5iWQmR1dk/fr1jBs3jps3b7Jx40ZlXPAqVaowc+ZMQkJCMsXX1tbWxt3dXa0HuoWFBcOGDWPIkCHs27eP3377jWbNmjFjxgxGjhyJjo6OionQxMREmajjfQRBICoq6qOhWAsaQ/p0Z/+RE/QZ/jOr/5hFozo1P7mtixcvcvv2bUaPHp2LPRQpjBQtWhQAtzKeX/Thdvr06djb29O3b9+P1nV0dKREiRI8ffo0H3omUuiQytQH6/kK1qnL5XL++OMPduzYQUhICKmpma1QUe9FNMwOORqpOzo6cujQIcLCwjLlQH8nspcvX87RwSHDJN+2bVsuX77MxIkTmTRpEnp6emhoaGBoaIiVlRXVq1cnLS0tyzYkEkmhE3TIOPf1i2ZT3NGe5t360brHQPb4HuXA0RMcPHoCH7+T+Bw9zokz55Qx29UhCAJjx46lbNmyylUBIt8uJiYmmJiY8DxYzfKsfERLS4vw8HCOHz/+0bqxsbEEBARQtWrVfOiZSKFDKs16K+RMmzaNBQsW0KlTJ2JiYhg5ciTt2rVDKpV+0uqtXLFdWFpa4ujoyIkTJ+jUqdMntSGRSJg+fTq1a9cmIiKCxMREEhISlKFeU1LUJE8opGjYuilfO9i6cebiFXb+tZifZ82nU/8f1e7j5lqc3yaMpHmDOirvHTp0iHPnzuHr65vnnsx5zaNX6ufOE9JU5zUT1ZQBxCRnPx60ujXiaWrWrgNoqpn71sxi8jtazQo6eRbt6mhk/zOLSVE953K2RVTKnJ2dCQ1+pna+Pr9YvXo1sbGxtG3blsWLF9OvX78sLQc3b95EoVDg5+eHs7MztWrVQiaToWH94ehx8fHxREREEB8fT+yTmyQkJpGYmIR7CWdcnTKshu9CvGYiTU0ZIFH3+9FQ73Sqdv5cpj541sfOQ+TDZGVq/xrM75s3b+avv/6iRYsWTJs2ja5du+Ls7IynpyeXLl3ixx/Va0JW5NqStmnTpvH777/z7NkzpfkvN1i3bh3e3t6kp6dn25SYlJTEhAkTCA0N5e+//y4UnuDpL+4jl8uJehuDIAhK3wJBoeBZ6Asmz1nMyfOXqVOtEr//sQRHR0cSEhJISEigZ8+eGBoacvr06UKfjORrEXV1TeSGqBvrqN7E1Il6ly5dCHr+gs17fTOVu1hk33s+N0hNTWXw4MGsWbOG8uXLs2TJEmrUqKFSLz4+nl9//ZVt27YREhJCxYoV8fX1zZR4KCkpiYCAAPz9/bly5Qr+/v7cv38/kzPu+7RqWJeRA3pSq7y7yu9CyA1R11QtFzTUeyd/raKeb8FnAq9n6ShnVtKrUDvK6evrc//+fYoVK4a1tTU+Pj54eXnx9OlTypcvT0xMTI7ay7Vh3bBhw5DJZCxcuDC3mgRQflBhYWHZqv8uCs/KlSs5cOAAvXv3zvJHX9CQyWRYmJlS1NwMSwtzLC3MsSpqTlWvshzZupr9G5YT+SaKqlWrYmVlpXyau3PnDrNmzSr0gi6Sezg7OxPy7Mua3yHDBL969WrOnz9PREQE9evXJyVFVVANDAyUg4KTJ08SEhJCzZo16d69O9WrV8fa2ho9PT0qVqzIjz/+qFxWu2rVKo4fP87ly5e5dXQXj8/68OLKcf6YMhbfk2ep18mbtTsPqOmZSGFCkEgQJFI1W+G/59nZ2Sn1zcXFRZkA7MqVK580IM0128W+fftISkrKFL4zN6hTJ8PcfPz4cXr16vXBupGRkTRt2hSZTMa1a9cICAigU6dOODg4MHv27FztV34jkUhoVr82jWpX50TAC9LT09HX10dfXx8bGxuKFVOfH1rk28TFxYXwly+Ii4vF0DD7I5jbt28TEBBA586dc/Uh8e3bt4SFhTFhwoQP3qgkEgl169bl7Nmz9O3bl+fPn+Pq6kqFChWIiIggISGBIkWKEBkZydmzZ7l+/boyR4BeagwpqWlERkWzcdd+pFIJfTq1o1WDT3dAFSkgfMWOcm3btuX48eNUqVKF4cOH07VrV9asWUNISAg//fRTjtv7bFEXBIFff/2VKVOmMHDgwFwfqZubm1OuXLmPinpSUhJt2rQhLi6Oy5cv4+joiLu7O/PmzWPUqFFoa2szderUQj+a1dDQoHnz5l+6GyIFnPr16wNw8uhhWrf/uJ/Lmzdv+OWXX1i1ahUKhYLz58+zaNGiXPHRCAwMpFu3brRs2ZLp06dna58SJUpw9uxZVq5cyfz583n8+DEAZmZmODk5KQNSxcXFERgYyJEjR0hOSkRbSwtdHW26tmnG6IG9sbexUj+nLlKo+Jrn1N8fcHbo0AE7Oztl2NjWrVvnuL0cXZHImASShcxPRtOnTGbZogWMnfgLw0eNJTI+BVD/I7IuohoRKDs0atSIuXPncu7cOTw8PBgzZgw1a/779B0YGMiYMWO4efMmp0+fxtHRUfneyJEjSU1N5eeffyYtLY2ZM2d+cWFPfxmoUva+89y3jGtR9XO+N1+8VSlLTlc/raJuTjyr+Xd1qJs7B3iTqtpGWhYRaZL/U56akkzsm0iMzYqioaVFcmI8ibEZ/hPOTsVV9lc3dw7qz/lOmJo5N60iVKlShbNHDjJyUNZLytLT0/nzzz+ZNGkScrmcefPmoaOjw9ChQ0lPT88ywdLHuHv3LuvXr+fChQtcu3YNZ2dn/v777xw/JBw6dIi0tDQ2b95MtWrVcHR0zPL3K392U7VQENQGiVGX8QvUz4kL2urvW1/rPHmBRJKFp3sWQYQKM1WrVv2sVSCf/ZiT/v8ITOfPnKZlm7a45EGgi4kTJ1K6dGnu3bvHsWPHqFevHgsXLkRPT481a9Zw/vx5TExM2L59u9owlOPHj0dLS4tRo0aRlpbGnDlzvriwi3w7vI0MZ9EPXXj9MkTt+8uO3cLQJHeSJL1P586dGTNmDO3bt6dnz540a9ZMmekwIiKCy5cv88svv3Dnzh28vb2ZNWuW0slVLpczbNgw+vfvj5eXV46PPXz4cG7dukWjRo3o2rUrnTp1+iRHJk9PT2WkubS0NJKTk3FzEx+AvzmkGmqj8qktK4S8ePGC8+fP8+rVKxUfsJx6v3/2FZny6yzq1K3PhDEjaVizKqN/nsTQESM/t9lMGBsbK03vaWlp/PTTTwwdOhSJREKjRo3Ytm0bbdq0+WBc3JEjR6Kpqam8QKKwi+QHsVGRLBn2PXJ5OgPm/EViXAyCQsGFfdsIunudlgNG5YmgAwwdOhSpVMqGDRv47rvvMDMzo0yZMgQEBBAZGQlkBI66fPmyysPwoEGDWLZsGePHj1c67mSX9PR0Ll++zOTJkxk7duxnncPYsWNJSkpi5syZpKamMnz48Fyf4hMp+AhSWRbm90+bU1++fDlz584lLCyM0qVLs3DhQmrVqvW53fwk1q1bx6BBg9DS0sLMzCyTLkkkkrxd0vY45CWG/3nafhc6OykpiXm/zWTFkoX8sWwlnbupxh//VPO7Oi5duoS1tXWmCHbZYcmSJfz444/Mnj2bcePG5Vp/coJa87tNyS/Qk8KDOvN7VJL6gETxaszkuWF+V9fux8zvfwzqyOuXzxmxfBsWdo4A+G1ayf4VczCxtKF09bpoSaUgkWBubUfL3oOBrM3v2jJVc6ONkXrHMw9rY+Xru3fvsnHjRoKCgihdujQeHh54eHhkyoCYnp7OiRMn2LNnDz169CAiIoJ27drh5+dHw4YN1R5DHTdu3MDLy4uzZ89mmibLDrGxsezatYsjR47g7e1NkyZNgIxVLa6urqxZswZvb2+1+6o1vwMShbp47uqXPYrm95yRX0vaXoUGq20/NjaWonYOOTr+9u3b6dGjB8uXL1euoFi9ejUBAQFfxOHY3t6eQYMG8fPPP+eKD0uu2S50dXWZNO1XYmLeMn7kcEqWcqOcV4Xcal6FT51zGDZsGK9fv2b8+PGYmprSv3//XO6ZiEgGYU8f8vT2Nfr9tlIp6MkJ8RxYNQ+AtJRknt29iYZMRuTLEBRyBS16/ZAnFqQyZcowZ84clfLU1FSio6O5du0aAwYM4MWLF0BGGOdp06ZRtWpVRo8ejb+/v9J0/zEuXLiApqYmFSrk7Pe/YMECJk6cSEpKCo6OjuzevZu///6bzp07Kx3l1K1xF/kGyEXv9wULFtC3b1/69esHwMKFCzly5AgrVqzgt99++9ye5pjExES6dOmSa4HDctXLQCKRMHPOfFxKlGT2jGm52XSuMnXqVAYPHsygQYPw8fH50t0R+Uq55ncAPUNjSlevqyzT0Tfg1z3nmeN3i998rzJuw0Gmb/bFzMqWcrUa5NuUkCAITJo0CR0dHaysrGjRogWurq5Mnz4diUSCg4MDEomEZcuWERAQwPjx47Pd9smTJ/Hy8vpoEpf38fX1ZfTo0Xh7exMSEkJgYCBdunSha9eu1K9fn6FDh2JlZUWJEl8mOY3Il+VjCV1iY2MzbepiIUDGQ+y1a9do3LhxpvLGjRtz4cKFPD8PdfTt21eZLC03yNFIPVUuqE1VmalBTS1q1a2H74H9KhG0XkQnqNS3Nck9k3x2kUgk9OnTh+XLlytHAPlJTkzt8ud3VMokqUlq6wpqQlTKHMtl+1gFgaDX6iPKqYv8Zqil/uubpuY7mpPocwmp6k2z8WrqpmbhgS+TSnhw3R9DcysiY1LQ0BKQvTPr65qQJEBSfEbihiPrlhDyMIAW/UcS//9jZxWpzlhb9ZwT1EwLAAS+Uo0ZUbJoholy27ZtzJw5k3HjxlG9enUsLCyoVKkSXbp0wcDAAFNTU+RyOV5eXsydO5cRI0ZQv359WrZsqfZY77h8+TK7d+/Ocba1gQMH0qxZM5YsWaIcsWzYsIES1ibcuf8Q67JuNKpdHfmLAAAk6WqmXrJIvap2LlZH/SoLcRqsYJIRfEb1N/GuzN7ePlP5lClT1MZNf/36NXK5HEtLy0zllpaWhIeH516Hc8Bvv/1Gy5YtOXz4MB4eHirh0BcsWJCj9nLddTAlJYXLF86jnU1T3Zdi7NixaGlp4eXlhSAIotOcSK5Ts8tAtk0dzP4FE2g3fp7aOqf+Xs7JjYtpNWAkHjUb5Fvfdu7cSfXq1VWCMnXt2pV//vmHdu3asW3bNjp37sygQYM4ePAgvXr14uHDh5mSJ929excfHx/MzMyUJvty5coxaNCgbPdFEARevHjBpEmTMpkgpVIpP/848PNPVqTQI1cIasMsvyt7/vx5pjn1j0ViUwkb/AU1YNasWRw5ckSZ9fS/jnI5JVdFPTU1lZ9HDefendvsOngkN5vOdfr27UtISAi1a9emQoUKDBs2jO+//77A52EXKTw4V6hB7W4/cH7HX4Q/fYCRiRmGZv/mRbhz0oeTGxejoanFw+uXMTQ1p2abrvnSNw0NDfT09DKVBQcHK1P3WlpacunSJZYtW8aVK1dITk5GIpGwa9cuBg7MENpXr17RsGFD3r59qzR3amlpcebMmRz9jtLS0hAE4atJ2CSS+8iFf52y/1sOGeHEs+MoZ25ujkwmUxmVv3r1SmX0nl8sWLCAtWvX0rt371xpL9fm1C9dOEfTOtXZvWMbsxcspnyFirnVdJ7QvXt3Hj58iI+PDxYWFvTu3Ztq1apx69atL901ka8IQ7OipCYl8tfQDqz4oS2vgv+d7rEpUZoanfpRtXl7JBLY+vtEAi6fyZd+6ejokJiYqPz/5cuX1K1bF6lUys2bN9HQ0GDt2rVYWloya9YsevfujSAILF++nLNnz3LkyBF69eqFQqHg2bNnpKWlERERwYsXL6hSpUqO+qKlpYWLiwvXr1/P7dMU+Up4l+RK3ZYTtLS0qFChAn5+fpnK/fz8qF69em52Odtoa2vnqgPoZ43Uk5OTuXzxPLu3b2P3zm1UqFSZQyfP4Va6TG71L0+RSqU0b96c5s2bc+HCBQYMGEDFihVp2bIlZcqUwc3NDXd3d0qWLJkjpx+Rbw+FXM7tY3sJe3yP1MQE9I2LUL1jP/SLZJiqBYWchLdviI0Mp6iDCwBmto407jcaC0NtFAoFy0d5s37qT0zY4IOJg/2HDvfZVKpUib///pvjx4/ToEEDbt68ybNnz9ixYwdly5alZcuWrFu3jmLFitGjRw++//57DA0NuX37NrVr1wZAU1OTPXv2YGVlBfBJ2RnDwsI4d+4cWlpanD59OlfPUeTrQZHFSD2LxIcfZOTIkfTo0YOKFStSrVo1/vzzT0JCQnI0ZZSbDB8+nCVLlrB48eJcaS9H69TvP3uJlrY2O7du5oTfEc6ePklSYiI2tnYMHz2Orj16IZVKv4jzW26QmprKokWLOHLkCPfv3+fly5cA6OnpMXjwYMaOHZspFeTHSA+9p7ZcIs9+alDUfDySVFWHQ0B9isgsnIekzpWz34cCirq166De+S2rNe3Ryarl6hztAF7Hq3rUJqXKCXt0j0NLpxH26C5Fi5dER8+Q1yGPSU9LpVaXgTh4VMR32Qzi3ryiync9MbV1wNTWAUvHEkikUgz+vyY94W0UC/u1xsTangkrt6Clrbpmuqi+qq+KQRYOg2Z6quZsd6sME6VCoaBhw4aEhYUp05dWrFgRe3t79u3bR0JCAvPnz2fu3LmkpqaSmpqKr68v9vb2aGpqoqenh7GxcZYmz4iICI4fP46fnx8hISGUKlWK0qVL07FjR0wTX/IoKJi2/Ubw4ElGJrnixez4/rtmTBk+IFM7QnK82vYl2noqZfn9nQ6JUu1bVo7EOUl5+1SNs2hW4qUupEJWddXd6RVkkQ5YTTwEddO7cbGxlHGyzfN16upipLw7vksxmxwff/ny5cyZM4ewsDDKlCnDH3/8oXxYzW/atm3LiRMnMDMzo3Tp0irTULt3785RezkW9dMnjzOoTw+0tbUZPnocjZo1p5Rb6UwT+oVV1P/L27dvuX//PgcPHmTJkowc5jdv3sz2ekJR1POWLy3q8dGvOfTXAm757aaogyvNhk7Bzr08APLkeE7/vYxLezfhUrEWDb1HcnDxNCJDHpMcn+GVXqJKPdpPWICJ8b95op/ducbK4d2RamjgWrYC/af+gamltfL93BJ1gMWLFysjtkkkEgYOHMiaNWuoWLEiNWrUYMiQIRgYGDB9+nSCgoIwNTWlbdu2NG/eXCV6o1wu58qVKxw8eBAfHx9u3rwJZIR5dXFxITAwkHv37qGhoUHnVk24c/8R0bGxzJ04kuoVy2FjWRSJXPWzEEU9g29d1B9+QNRLfIKoFyT69OnzwffXrVuXo/ZyLOp6+vosWTCXBb/PokXr71ixdqNK/a9F1N/n/Pnz1KxZk3379mU7c44o6nnLlxL19NRULu7ZyKnNy5FIZdTuMQyvZp2QvZckREtDyv3zx9g2bSiNB4ylRgdv5IqMOcCk2LcE3brE/vkTsXZ1Z8DctWjp/itSEcGPCbt9iYPrllG6Si0G/rpI+V5uivqZM2eoU6cO27dvp1OnTrx69YqdO3dy/vx5tm7dCkDFihW5c+cOEokEZ2dn7t27h5GREV27dmXmzJkEBASwZs0afH19iYyMxNTUlGbNmtGsWTMaNmyYyfno0KFDzJs3j7T4GAQEJg7rT6Na1ZTvi6KegSjq//K+9mQl6m6OhVPUQ0JCsLe3z3Wv+xzPqctkMkaMGY+ZuTk/jxrB5BmzsbaxydVOFURq1KhBzZo1GTRoELt376ZmzZr07dtXXAr3DXJ2x2qOr19E5VZdqdF9GHpGRdTWu7RnA8YW1lRv/++TuDwtFV2jIpSu3QwNTW22TxtCyP1buHj9K26WDi54lC6NlrYOG36bQNPvB+BQsvQn9/dtVBQSqYSXoc9ZMGk9r1+/Ji4uTukoFxwcDGTMiQ8ZMoQhQ4agoaHB5cuXKVOmDN9//z2dO3fGysqKBw8esGXLFpYuXcr69etJSUnB1dWVfv360aJFC6pWrZql5/s7sZcHi86oIjlDLgjI1TyVqCsrLDg5OREWFvZJvigf4pMd5Vq368Dk8WPwPbCXvgMH52afCiyrV69mzpw5yjjaly5d4q+//hKF/RvDtWJNjq9fhL17uSwFHSAlMQGnclWU34+zW1dycsMipBqa6OgbIJXKQCLBxkV91rFarTtz+O+/2LF4FqOX/p3t75lcLifgxlWunTnKqSOHePr4ofI9BwcHSpcuzbNnzwgKCmLdunXKZEnvs3GjqgUOoFSpUkyfPp1BgwaxcuVKatasScOGDXMtxKWIiDoE1FsaCq+kk2PP/ezyyaJubFyE2vUa4LNvzzcj6iVLlmTNmjXAv4lhJk2alCl/u8jXj10pT0pVq8/JTctwrdE0k9n9HQqFAk0dXV6HBinL7p0+hFO5qpSq3pDkxHiS42MxLmqT5YOBTEODLj9NYuFP3mxdMJ0yVWvjUdoNC2u7LEU0LjaGAd815EVwEKZm5tRt3JQfRo1DQ0OT9PQ0+ndtj7GxMbGxsSQmJio913OKjY0N06dP/6R9RURyytc4Us8rciTqNib6GBn9O1/eo1sX+vTpgyQpBptvwAT/Pu/WFUZFRWUp6mpDWZKz0K3yIDVrd7NIYqCIea2mUH0IUSHgVLbbFZLUzOFnISpSgyKqXcgqy5Xdp5uUAcrZqh4rKy4FR6kt19FQPY9XCalq62q9V9e+ZBkeXDxBclQY5nZOKnV9Vs4h5N51Ok1eRmq6AkGh4G1EKMZFrfFqnnn+3UzNPLmZXkZZgybNedH/R/Zt+oujWzMeKC2srNl19gYaGhk/X8P3QseunDWH6NeRrN3tQ8/WTbI0hWc3WMfnIr97XKVMkZBFKGDDIiplEi316ZQVasK85pWtIKvQxTEpqr+tLJL2qfX/UBf6GNTPXcuyqKulJpxwFkkG1bebxe+4mKmB2vL/EquRxQnnMgqF+muryJ/D5xmrV6/GwODD1zpf86lraGggCAJv37795kTd2DgjrWV0dPQX7olIfhN0+yrHNy2ndue+mQRdEARePXvE9SO7ubhrHQ37j8O1Sl0AUpOTKFO3BdcP7eTIyt9oPnRyto/X86cJfD98PK/DXrBzxTzOHz+iVqwfBtxl27q/GD5hKhWr1hCjI4p8NSgQ1Dr1ZeXoV1hYuXLlB3+nn5JPPWcJXVL/HcGkpaUxZcoUWrZsibu7e44OWpiRy+Xs2rWLKVOmAKiE2hT5uol/+4a/pw1H39gE9+r1eRvxkuSEOO6eOcy9M4eJDHmKjr4hNbv9QOXvegIQcvcqWyb0RZ6ehkUxZ2xKeOT4uFKplKtnj3PO7xCelaqojV09a+IYHIq78H2/LxNEQ0Qkr5BnMVLPyjJSWLh69eqXdZSrVasW69atw8XFhV9//ZWnT5/meGF8YUQQBEJCQjh+/Dhz5swhMDAQU1NTAH799Vd8fHxEZ7lvhJjIcFKTEkhJTGDl8O7Kch19Q9xqNKTpgHE4e1UnjX+fvo0trJFpaqFraIyZnRNhj+7y9MYFSlarT+nazbJ1XIVCwd+L56Cto8OEOZkzoEWEvWTlgt+5fvkif27bi2YBT6YkIpJTxDn17JMjUdfT06N69epo/f+mMWXKFDw9PfOkY1+aJ0+esGPHDi5fvsylS5eIiIgA/s3+Y2lpSVRUFI8ePRIF/RvC1rU0031ukBQfS0xkOG/Cw5BIpTiVrYyG5r9imvZeOlRjS1s6TVnG1QObeXD+35jTd08ezLaoA1Rv1JwjO//mzFFfdHR1uXPNnxuXL/DsUSCGxsaMmz6bqrXr5sp5iogUJAQhC+93UdNVyJGoHzt2jJ07dxIXF0evXr0wNzdX60SSlQOIQs0n4GSe/aAM+UF6ejoLFy7kl19+QVNDRqVynvTp9B2GhgbMXrwSV8di/DVnKkMmzcTS3Ay/jUuRB99C8So428cQotXk7c3CoS098oXq/lk44KlrQ6Kj3klNSE1WKZOZZeEJreZ46hziAISURJUyibqgOPlMVQdTteVHAl+plBmpyVkOoP2+U52JHthbkSYvq7Zu2n88eORmBhx6GoCuviENuvShVIVqOLqX5VnATVI13TAsYkps1GtCnz7iZdAj4iKeo0iXI5FKkUgk3L12mcA7N/H0qsScCSMBcHIpQcWq1Zk5dTLNmzenSJEi2bgSeUPKqc1qy18ePKxSZlXTS30jEapzi9ru6gPKaNiqXwb4uTx6pXo/S0hT/9uMiFd1qEzJwh6sqcZ7TVNNgBcAbTXl6hw6AdBSvWZZNIuWmj4UloWIaXJBbVCorAJFFQZat279USe5TyFHoi6TyRgwYMDHK+YzgiAQFhZGVFQU0dHRpKSkIJFIlJuenh7W1tZYWVkprQz/JT09ndu3bzNo0CCuXr3KiBEjmDK4B/p6ekS/jcGzXkvKlnZj/+qFjJv1BzfvBXJi+2rsbT5tSZDIt4E8PZ0DaxZzcO0STC1taNbrB5w9K6BnYMTycQMJuHwWDU0ttHV1SYiNATKWslnbO6ClrY2gEFAoFBQxM2fh1v38+dtkqtepz29L/8Lk/3nNPayNv+QpiojkOekKhcqD8rvywsr+/fupVasW/fr1o1u3bkrn688lV/OpfwliYmLo3LkzR45kL3+7ubk51tbWWFtbI5FICAsLIzw8nMjISARBwM3NjfPnz1OtWjXSXwYCMG7GXBKTkvh72Xw27/Xhr63/ALD3yEmMDQ0p6eyYV6cnUsjZMGs85w/sBOBtZAS7l89RvmdsZsEPs1cS9+olKclJ2BZ3xdbJlaJ2Dti9t6RIEASe3L/L8QO7Cbh9kz/WbFIKuojIt4BCUG/p/ZQsbQWF8+fPs3btWsaPH8+oUaNo164dffv2pV69ep/VbqEW9eDgYFq0aMGLFy/YsGEDLi4umJiYoKOjgyAIODs7K+saGxtjZ2dHsWLFsLGxITo6GkEQqFmzpnIUb2trS/369ZXz5gDHz1xg3dZdrJgzHZMiRgz75TcA6larxJwVaznrf42z/2wgMjoGuVyBlblJvl8HkYJLxQbNefE4kLBnj2nYpS/1OvYgISaG6FdhOLp5om9cBD1NGW8iwljxy3CqNGyBmZUtgiDw9ME9Th3az+lD+3nx7CmGRUzo5j2A2g2bfunTEhHJV75G83u1atWoVq0aixcvZseOHaxbt46GDRvi6OiIt7c3vXr1ws7OLsftFjpRT0pKwsfHh61bt+Lj44ONjQ0nT57E1NSU6OhoIiIiiImJoWLFigwdOpSlS5cCGSP6mJgY7t27h6amJl27dmXRokUfnIdMSExk0NhfqFu9Cn27dQRg8+LZVCnvwZ3Ax5y6eIW7gY9p2XsIJy/4k5KaRuUyJWhdpwpDO7dCT+fLzyWLfFk8a9THs0Z9BEFQOvUYmxXFprhr5oqCwP2rF7l/9SK7Vs6niIkpoUFPMDQuQo1GzRk2eRblq9bCusjXlyxJRORjpAkCaWqG5Wlfgaecrq4uvXr1olevXjx58oR169axatUqpk6dSqNGjfD19c1Re4VK1Ddt2sSQIUOIi4ujQoUKNG/enLS0NKpVq0ZycmbHLx0dHUaOHMnz58/ZvHkzBw8exN/fn9TUVNLS0ti4cSOVK1dmyJAhao8VHh5Oj75DiYh8w6Gta5Ue7p1bZ4ySHOxs8D+4lQN+pzh18SrjenfAwboomw6eYNKyTXi4ONKsRsW8vSAihQaJRKKM9ZwQ85YXTx8S8TwIA+MiODmXoKhdMWycXDG1tMLeuSSkJjFk0kzKV60pLlET+eaRKwTkakRdXVlhxtnZmfHjx2Nvb8+ECROyPa38Pp8t6uo83bNaO6ju+j+OVB+C8b+pCv/44w9GjhxJixYtcHBw4NSpU+zZs4fixYvzyy+/UKFCBUxMTDAxMUFXV5cFCxYwa9YsDh8+zLVr1xg3bhxJSUn4+/tz8+ZNtLS06Nixo9pjHz9+nK5duyIV5OxZOYcSVkUgKcOJSR71r+d6uaJ6lOvenF+6N0f+JqP82s07nLoG01dsQv7sEfXcVUOISjVVL3tqXBbpVNUgySK0o5aR6ihOpq2+XamxmjnZLDzwZRa2qmWlan2gh4WHJiU/L/BDVuFn1ZkFTx/ax8JpE3gTGaHynkwmQ0NDA1l6MncunvmsPuUW6WGP1JZLE1WjKL45d05t3dDzT1XKkl69VVvXto7qSoK8snWp83IH9Z7ucWrCwQLEpKim+E3KwlNenfe7rqb6SGJpajzd0xRZhGVWc//V1VRfV33CZ/X36rC3qveNL2klSleoH6mnf0Wifvr0adauXcs///yDTCajU6dO9O3bN8ftFPiRuiAITJw4kd9+y5jLPnbsGAqFgu+++45FixZRv359leQW169fx9fXF11d3Uwh9nR1dalTpw516tT54DFXrFhBZGQkCyaOoFHNKjnqb3hUDHYWJjwLj2TH5btqRV3k2yT48UPiYt7y65LVOJUohb1jcWJjojFIeEVgYCCBgYG55gErIvI1kSZXkKZmuaC6ssLE8+fPWb9+PevXrycoKIjq1auzZMkSOnXqhL7+pz1EFWhRl8vl/PDDD/z1118AaGpq8ssvv9C/f/8PhtZr2LAhNjY2XL9+nVKlSuXomMHBwVy/npFEJafTNY9CI1g3xhtNDRmT1u5mre8ZYpNSMNIV59ZFwM7RidTUFG5fu4yGpibmllaYF7WiqoM7devW/dLdExEpsCgEIQvv98I7Um/UqBEnT57EwsKCnj174u3tTcmSJT+73QIr6lFRUXTp0gU/v4wIXEWLFmX37t3K7Ggfwt3dHQsLixwLOkBcXBxBQRnpMtfu3M/GPT5oyGRoyGSky+XExMQSl5CIsaE+tb3KULeiB02qeTFi3jo2H79EcWsL7qyezuA29Vm69zjrztxgeJOqOe6HyNdH1ToNaN2lB+ePH2Xn+r+QSCS4uJVhwe+zaNmy5ZfunohIgSUtC/O7urLCgq6uLrt376ZFixa5mnypQIr6g3t3GdKrCyEhIQB4eXmxd+9e7O3ts7V/ixYtmDlzJikpKUilUjQ0ND4YylWhUPDy5Uvs7OwoU6YMW7Zs4dq1a6S9CSU9XU66XE56uhypVIKRpgRDfT0eBIWyes8RVu/JcGTQ09ZCW1ODlLR0JBIJ2pqaaEilpKWrn2MT+fYwNjHl59kLAQgLfc6Ny+c5sncnrVq1wtvbm8WLF3+yyU0kfxEEgacBtwkLfkp0ZAQvnz3h+pnjGJiYMnXjQWQaX+bWmpSYwM1bVynhXgYzc4sv0oe8ID2LJW3phXhJm0wmU5reP0RO86sUOFG/cdWfTs0bKv/v0qULa9asyVE2tJYtWzJhwgT69OnD1q1b6dGjBxs3blRbVxAEvL292b59O2/fvkVbW5uuXbvStWtXFE/8Veq/c5RzazdQWVba2YHN47z5ftafaGrI8H8QxPZTGfv2qVM+2/0W+XawtrPH2q4Lzdp15t6xPQwfPpygoCAOHjwoZv7LY16/fs2ta7d5EfqcilWrU9Ty41EhU5KTCLx7i4S4WN6+ecOB7Zu4e131/hAdGU56Wmq+irpCoeD2NX8O7NzCsYN7SYiPQyKR4O5ZjqJW1iQmxJOels7MBUso7uL68QYLIF+j+T2vwjp/9jfPwezzYtf+1wtVU1OLkm6l+b5bF2rXrk2tWrVynDDFw8ODypUrK59wNm3axI0bNyhbtixaWlqcP3+evn37MnbsWCZNmsSGDRsACLt8iGLvhX1VxL1VaVsR8waAxcO6c/zaPazNitC3eR14/owaTlZsvniHuiN/B2BE46qY6uog/MeZ483DIJV2s/IINvcsrlKmbaI+Xr5GEdX45jIT9b4HGtaOKmVSF3GaIKdkFVM+J1Tr14+SJUvStGlT2rRpw/79+9HV1c32/vK7x9WWp4U8VC3UUL88LvradZWyVzdUPdcB9hxQ9Yo3VxODHKBpD1WPdqtqZdTW1XJUnS6TG9uorZuTmOUB4bHK19s2rObX8aOU/9dv1ooRE6dhY18MmUxG4n+811+/Cmfr2r/w3b6J2Lf/rnRwK1eBVr1/4MD6FQDUaPYdFeo0oniF6mjo6KqsANJWs2Ilq9jvxjqqt2UDLdWynZvWceLQfm5fv0Z8XCw2dsXoPXAITVu05EHAXc6ePE58XBwWFhac8juKz+7tjJ7wS6Y2srqOBS0eQppcgcZX5ii3bt26PGm3wI3US3uW48Cpi7gW/bxELyNGjKBbt25oaGiQnp7O3bt3uXv3rvL9kydPoqOjw6xZsxj8fXtWbN5NtxG/8Mekn6jk+fH88A28StPAq7Ty/0Tgt44Nmda2HndDX6GrpUEpa/PPOgeRb4datWrh4+ND8+bNadeuHT4+PiqrOkQ+j8eBD5g7dRJtOnWja99B7Pp7Hbs2rePEoQNoa+vg4OyCW7kKDBr7C0bGRQCYOnwgD+7cpGmH7jRu2xkT86LoGRigq6fP64QUFHI5Ppv+xKGEOzWafUd8qvqFY7nNgZ1bmTH+J2rWa0C/ocOpUKU6XpWrIpVK0ZJJcPfwpF3nbsr6P/TuzpVLF/Klb3lBmiCg8ZUGn8ltCpyo5xZdunQBYNWqVZw+fRpNTU0UCgWCICCTyTh8+DCHDx9mxIgRzBnUgaTkFNbtOkjvMdO5d2TbJx9XS0OGl6N1bp2GyDdE3bp1WbZsGd7e3jx//hwHB4cv3aVMBL6NZeeT5zxKfYu+REYFmRGmUs0v3a1s8ehBAH07tcG2mAOTfpuHhrYuE2bNp9+wUTx9FMhx3/38s3kDDwPuZiw7XLoGAG0dXUp5ejFw/DQVZ6bXYS/wP+6Lpb0jtVq0y/NzOHfCjzPHjvDk4X1uXbtCm87dmb1oebb2fRMZiW02fZIKImI+9exTqEVdEARCQkIIDQ0lNDSUN2/eKCPGpaWloaWlha+vL+Hh4axfv57g4GAsLS2Vm46ODomJiZRr2YOAx0G0a1KPX38qeFnoRL4d3mURNDcvOFYeQRAYdu4658IjsdTVIUKREb0xSJFEM01zbCQFe8nm48D79GrXHGtbO/7auhc9PX1S5QokEgmWNrZcv3yBfzZnTME1at2OnoN/Uu5bqWYdlsz4hW61yyKVyngdEQZAq259OOfni5aOLlPW7MTUMm8f5Pfv2MIvPw3GobgLJUt7MHj0BLp5D1Rb9/bN6xw/7EvAndu8jY7GpURJ7t+9Q6OmzfK0j3lJWroCWboa87uasm+dQi3qS5YsYfjw4cr/NTU1kcvlKP6fjs/Y2JhOnTpRvHhxpk+fTlJSEufOncPPz4+///6bmzdvAtCgeiXW/j4pW2Z3EZG8JCwsDENDwwLlBS8AlyJe08WlGKPKluK3/TfZnfaK10Iqa1NfoImEATIbSmkUnD4DBAQEcOvWLX6ZOp342FjWXjiAcRHVhEtJiYnK1xdPHqNs5WoUL5mRr71es9Zcu3ieC8cz54U/sGUdTm4ejF64BjNL9fP+ucWxg3uYNmoo7bv34pffF37Ux2j88CGEvXhBWa8K2Ds4cO/ObbR1tKle68NBtwoyqekCUjUCnpoujtT/yxcX9U+ZO1coFBw+fJhNmzYBsHHjRkqWLMmSJUvYunUr5ubm/PTTTwwePBgDAwP27NnD6tWrOX78OCkpKVhbW9OwYUNGjhxJw4YNsbZW/5StuHFYbbk69EqqPhCkhqp3NJKpCRNrVsZRbV1BTb5grSzSbuq2/lFtuUj+o27lRFZInSsrX4eHh2f5fcyK9NfhassjL1xVKYt6+FJt3bNHVL+rEf8Pg5osyBEEgaigBPY9f0x/T0fu3k8gMjWVyS6u/PIokCtpsZTR1FcJW/r8fLBKuyal1E8r6LgbqZRpWBRTW1cdQa8zO90OGDyU86dPYmhkzIifJ2Ni8q+gv788qlWXnjTr0I2Lp48zyrsrIUFB+J8/x55Nf3HO7xA6unqUq1aLYsVdcXAthXv5SiyZNo77N64w64du1GjSmla9BqKrZ4AsC8F1t1B1KDbW/vja5GdPnzBlWH/adurC7wsWqfhZyP4ffvbK5Yvs27UTC0tLwl++xHvAIEaNn/jR9t9P8VuQ+VZiv+cGX1zUc8KDBw/YsWMHW7ZsITAwkMqVK7Nz507at29PqVKliIuLY8GCBfTr1w9tbW2WLl3KnDlzePnyJVWrVmX27Nk0atQId3f3HHvUi4jkB2FhYVhZfXyJ1eciCAJ7gkLZGxRKTGoaHmm6VNM0xkiqektQABIkxPw/erieTMYSt9IkKRSYaGribWvP4pBn6CbJ6KZnmed9zw5yuZxb167Se8APDBv3C3ofsXxoaGjg6OyKgZExO9YsZ8ea5Tg4l2D4lNnUbtkB3f/sP3fTXjYu/4N/Vi1kx4oF7FixAIcS7gz/Y12umuLfJQGysy/2QcdJ33172bQ2I/KmTCbD2bVErvWhIJCWrlA7UhfN76oUaFFPSUnh7NmzSqe2e/fuYWBgQOvWrfnrr7+oWbOmUpwlEgndunXjxx9/5M6dO/Tr148rV67Qp08fhg0bRrly5b7syYh81Tx+/Ji0tDSKFy+OtvanzTEnJSVx7do1vLy8crl3/6IQBJ7GxrM+MIiDwS+pa1MUB0N9DgeH4ZPyBmupFl10LHHS+HdJnZ5ERh2ZCcflUbwV0nBNMsRRVw+d/zuONbWwYHHIM06nvqW+tglWsi+fVe7h/QDi4+No2qL1RwX9HfaOxfnnwh0unz6OgZEx5atm3F+S1QiHTCaj48ARtO//I/7HD3Hw79U8uOHP6FbVaTtoJK28h+XKeTg5uzBm0hTmzpiGgaER/Yeot8a169wVv8O+PA9+xrzFy/muvfpkVYWVVLkCiTrzeyFe0pZXFFhRj46Opnbt2ty9exdra2uaNm3Kr7/+StOmTdWu4TU0NGTdunVcvnyZS5cu4erqyvnz56lWrdoX6L3It8Ldu3eZOnUq//zzDwBSqRQHBwdsTDOmlQQhY7RlYWaCu4sTJZ0d0ZDJiImNIzklFS1NTbRsbqCpqcnevXuVqYI/BUEQePoygpCINxSzNEdXoUDjvdHdvfA3jDlxibtRMejIpMyq4knzYhnzwTWjdLmdFo9fahRHU6MYqJE5M19VmTEGEhmn0qPpc+cWA+0d6GKdsa++TINZRsVZEh/KnPhgvtOxoJymgdpRf34QG/OWOb9OQUdXF8/yOXtA0tbRpXaT7IfslUqlVG3UgqqNWvDgxhV+G9abf5bP5bzPbiZv2I+ewectzQUYMmI0iQkJ/DZ1ElVr1sKjrGpAK4+y5Tjlf4MhfXsxf/ZMWrfroHS6/Br4EuZ3R0dHgoMzTx+NGzeO2bNnK/8PCQlhyJAhnDhxAl1dXbp168a8efO+6LUvkKKenJxMmzZtePnyJRcuXKBq1aofNZfPnj0bX19fwsLCaNasGaNGjfrkEZOIyMd4+vQpEydOZPv27Tg4OLBmzRpcXFx4+PAhDx8+JOzRXaRSKe++ti/CI/l77yFCw18BoKEhQ0dbm7S0dFLT0hAEAV1dXbZu3UqFChWy3Y/o6GiWbdnPpXuP8A94QuTbfwOtyCQSbI0NcDAxxEhHi8MPgnEy1GdJzQqUMy+Coea/y9GSBQVVtYxJEOQcTHlDipB5BCSRSPCQGeImNeChSRJ/hoZQtUgRHHUzot+ZSTUZY1CMjUnhbEmKYEtSBG4aeoxM0qS4bv5FyFMoFPTo0IbgoCBWrPsbHV1dUvIplGip8pVYcuwma6aN4rLfAWb1bUejrn1xr1QdrNUH3MkujVu0Ytkf85ROwOrQ0NBg1M+TaFyzCrOmTaZP/4E4OH4dWSJT0hWgZqSeksfm9+nTp9O/f3/l/wYG//ogyOVyWrRogYWFBefOnePNmzf06tULQRBYsmRJnvbrQxRIUf/111/x9/fn5MmT2R5pN2jQgAYNGuRxz0REMpgwYQLbt29n+vTpjBs3TvlkXrt2bSBrR7n4hESkUim6OtrKB1Wpc2Xk8gxnNI0chhddtWoV09b+Q+1ybvRrVZ+qpV0pblOU4IjX3Dp+lpC3sQRHxxH6Np7Rdb3oYGqG5nuj99D4RObcvM+Z+EiG6dlRVtOAvSmvOZTyhqoUUXmY1pBIGGTvwOW3b1nw7ClzS7qhLc0ww+tLZfygb0ucIp1bafH4pUQzMPAeTUzNaWluQUld/Tz3ZfHdt4c7N2+w/cARKlXNfyudVCql/7Q/aN7rB1ZPHcX6meOQyjR4NHQEA4aPQfMTR3BvozKi2YW9eEHZ8lk/9JUo5cYPw0bw14qlrFm5DBfXEngPHEyPPjnPy12QUGQxUlfksaOcoaFhlj4uR48eJSAggOfPn2Njk2G1mj9/Pr1792bmzJkYGak6fuYHEkH4+Or92NhYjI2NiYmJyZeOtmrVColEwv79+/P8WDlFHqQaThOAhGiVIrVhOoH06EiVspToODU1Qa+YasAI0cs95ygenlf/hkw1eIqQDbPx05BQanf0pm5FTzb9Nl7lfYm26hSRkJSgvm+JsSplUp3szQN3+/l3XgYH4zu+l8p7YRfvqpQ9P/9c+TpBns5PzwIJTU1GhoSWuma01TPnYOIbtia+ojh61MUMzf8EE+3kUZQb8bFMePYQWy0dJhVzpnptZ5VjpcrlrDx9l39evORVaiou+vp0trWl73dVkalx+rLp0lWlTKNs42xdB4Cnr+Po0b41CfFx7D5y8t/zTFMdzSWkqk+0lJOR339DygLoaWb2aE+Mj2f76mVsXrmQH0aOZ+CIMe/VVf+A886j/X00BDl9e37PqRPH2LFnP1WqVQdAzamRIlcQHx/H+dOn2LtzG8cO+XD0wlVcXVXjvhf7TO/3vNaGd+33WncWLT3VvqYmxrOhT608Ob6joyMpKSmkpqZib29Px44dGTNmjPIBfvLkyezbt49bt24p94mOjsbU1JQTJ05Qr169XO1PdimQI/UiRYpw9uxZ2rdvj5OTE3PnzhW91UUKFMWL2eHpVoKU1NQv2o+U1DT0dT5t9Hch7i1BKUmscy7D7OAnBKdnBJVpqWeGpUyTpXEv+YcwGmCOBZmnssobGLHcxZ0ZIU/54fE9hhorsDfSQ1smo5ZdUTSkUrRkMr63t6ernR2Xo6PZ8zKMmQ8f8sBXzqwm1dBRs7Tzc6leqw4Lf59J0JNHODlnP3mJQqHg6cMHXLt0gajXr1DI5cj/v2lpaVGnaStcS3vmuD96Bgb0GTGOmFdh7N2xmQHDR3/SvUxDQ4NVa9fTtUNbvu/ckT0HD1HGM+v+GBgY0qRFK8JfvsDP9yD3bt9i/67t3Ltzi98XLsOiqPqcEAWV1CzM76n/L4uNzfxgrK2t/dnTr8OHD8fLywsTExP8/f35+eefCQoKYvXq1UDG8lNLy8yrPUxMTNDS0iI8XP0y0/ygwIm6IAiMHj2av//+W+mk0L17d8qXF7OdiRQsYuMTsLT9cku4rj94zK2HT3Ey+bSgLyV0M/a7mxRPsDyFZpr/tlNJ24j2cQLHec1ewvHCmLIYo8G/guSko8dyF3dWhoWw4GqAsryVsx1z6v5rIpZJJFQ3NaW6qSmHIyL49e5Dboa95kCvluhr5W6YWe9BQ1j/5wr+XLKI/7V35nFRVf0ff88Gwz4ICMoqiAoKIq645a6471suaZlLVlbWU/5ye0qtNB8fMzVLK23RTLMU3Ao33DL1MTdwY3MBZN9htt8fYyTeOwoGCnrfr9e8XnDm3HPPzNyZ7z3nfM7n++/F/0Glun/7V2Iu8NUnH/N79H5ys7NQqlTUcq6NXKFALpejUCjIzc7mm1XLaBTcjH4jx9Gl7yCsrCv2ngc3b8G2H74lNye71Fe+oqjVatZ/t4kh/fswYsgAftqxk3r+wiQ4d3Pm1B8YjUZefXEC9g4atNoSVi1fypz3P7jvcdUNvdGAXkRPoL+j/bg3LffcuXOZN2+eoP68efOYP3/+fc914sQJWrRowWuv/e0sGBwcjKOjI0OHDuXDDz/E6Y5XiNgNmtFofKyD0Mca1NPT0zl06BDJycncuHGD8+fPEx0dze3bZaenGzW6/4UrIfE48KzjyqkLl9Dr9QJf8KqiRKvlStItfoo6zPufbyTI34clz5Z/ivpuvC2tCLCy4eOb8ciBrmpNmec1qBiIG3+QxSmyiSWPpjjwe64l3pZqXC0ssZTLedXdhzl9W3Ezr4D+W/ex/ep1mrnWop+fh+CcvVxdibEwsP1iXJUoly3VakaMHc+nSxcT+cs2+g0eSvvu4Wgca+GgccTeQYOdgwPJN67z+dJF7Ny6ibpePoyYMJmQVmHUD2qG+h5hn06n49i+vWzf+DVL/u91Vi6cQ5d+g2nathNNW7fDxs78tO/NxHi2rP+cnZu/o0VY+4cO6H9hZ2/Pdz9uZUj/Pgzu15sft++67570Hr378fOPPwBwKvYaK5d9zPIlH+Lr58+YGrTOrjUzUv9rn3pSUlKZ6Xdzo/Tp06eX5gUxh4+Pj2h5mzamLJZXrlzByckJNzc3jh8/XqZOZmYmWq1WMIJ/lDyWoH7q1ClRha9Go+Gll14qDeKhoaEEBARIU+8S1ZKpY4fTZeQkDp8+T8cWFZ+arQirNkewenMElxJuoNPrkcvlvDl+CHNeHI3uohmdx324UVLEnqx0nJQqVDIZciOUIAyyCmS0xpGG2HKUTKLJIDo+A5VMxhwvP9ram1zabFRK/B3t+aJnGN/HxLHg6FmWnDhPd2cXRrq743VXjvj8Ei3N3WtjX4FlA51Ox/nz5zl+/DjXr18nICAAV1dXPD09S9eK027fZumi97iemIClWk1ebg7ff72O779eJ2hPLpfjUMuJN/79IQNGjkN5Z0QvtqauVCpp3z2c9t3DuXU9kYhNG4jasY3t33+NXKGgYVAzPH39Sb15nZQbiWSm3Ubj5Iy9xpErF85i66BhzAtTGPPC1HK/3vvh7OzCll8iGNi7Jy8+N4Ydvx4wm6q3R59+pX/n5+Xy0mszSU1O5v9mzuB6YgIr/7u0UvpU1RTrjBhEg7rpmrW3ty/Xmrqzs/ND51U4ffo0QKnjY1hYGAsWLODWrVulZXv27MHS0rJCO1gqm0ce1EeNGsXGjeJZ0JYsWcLzz1fvu0eZtlC0XN5EqLxXiJQBFO1aIzxeKT5NqPJ8spyhHgViYkZzIjV9unDty1hSJFrXqNOW+d+jwCSOTIu7jNa17I+q3Fq4P9lYZKYP2emCMoXD31bAqVm5LFzzLX51a/PBsK40dHOiUV1nnGytKT59jIyYeNF2c69nC8os7U2BNDY1i+/SbuGltqKXS21OZ2ezrPAGnzZsgu0dBf5A+7KjneeoTYnBgNLfnqXnLjE74Qp+djYM8HbnRblpVN7ey432Xm5cz8lnzZlL7E9KITIllUmtGjM9LAgrlZKUH6/RyNMVx4CydrEyzd+jG6PRyOW4RBoZjSxatIgFCxZQUFCAQqHA2dmZlJSU0rrnriZw/MhhXp02hbzcHAKCgmkY0JjriQlkpKcx+8NlBIe2IDsrk+ysTHKysjAYDPQaOARrm7LiKzGbV0vl36I+R38/At+dx5vvzuNWUjxHD+zjyMF93Lgag7unFy1bhOLsUpvM9HRup6Yw9rkJDBo2EqVaRDgp+qmJ772+XXxPQLOuxUerv2ZEeCcmPz+B7n3606v/YFQqFRaKu1+DnBFjJ7Bpw5eE+PvQtGlT4uPjAUi5LrTwra7oDUbkj3Cf+tGjRzl27BidO3fGwcGBEydO8Nprr9G/f3+8vEzWxT169CAwMJCxY8eyePFiMjIymDlzJpMmTXpsynd4xEE9KyurNKD37NkTV1dXWrduTatWrQgODn6izBIknnz2nLqAXC6jZUOfKjtH3K00+s0x7Xld9eqzeOjEbzgqSodatVgaL6efqysj6tQlLjef8efPEJ2dSS8nF7PHWcjluFpb8UHLYPbfSuXXmyksPXcJOwcrBjXwRq00LUN8fOI8O6/dwEalRGswsPLYWXZdSmDH+L7Utrch9tZtCoq1WFuK38yuXL+JV+d+wMyZM2ndujU6nQ53d3eio6Px8fEhJuEGJ3//nTHDBzOgVzeuXr5ceuzFs3+W/t2sZWuGPDteMNtnqISUnZ7e9fAcV4/h4yaWlqmV4rOK2ioIPv6NAhn34kt88clSonbt4Nu1q/k+Igoo24erl2Np90xnnh8/lgMHDtC7d2/GjBlDQEBApfepqtDqDBhFRuq6KtqnbmlpyaZNm5g/fz7FxcV4e3szadIk3nrrrdI6CoWCiIgIpk2bRrt27cqYzzxOHmlQ12g0tG3bloyMDHbtKn+yFAmJ6sjekxcIC/DFzbFq7sqNRiMTP/4Kg8HIviUz8XFzpjChckZXtkolLhYWZNxR79ve0QTYlVMboJDJ6FrXlS51TCrq+YfP8N2Fa2wZ1JkDiSnsvHaDl0IboVRbsCMmgasZ2VzLyCE5t4AxHUKYuHoLrWZ9ys5ZE/B0chC0H3s1DjDN3v1lvXvjxg127drFlClTcHDQ0KV7D2bN/TcL588BoO0znZk47RUsLCxRWVhgYWGBn3/DJ3r57vLFC6jVVhQVFeLr31DwvNFo5NyZ0+h1OrLSUjl8+DAODsL3u7qj04uvqeuqyCY2NDSUY8eOPbCel5cXO3bsqJI+PCzmMwRUEocPH+bbb7/FaDRy4sQJTp8+zahRwv2oEhI1iV1/nGf3yQu0DRTuz64sos9d5tjFayyZPAwft8rPr24hl1NyRz18+05wd1ZVbLZMJpOxqEUw3/fvSFxWHl+cucyJ5DQALqZnMSDQl21jexPe0JsBgfWoV8uefi0COPLeFBLTsnl+1RbRdkcOMOX+7tSpEwMHDmT69OlERUWVcfcCMOhNe8WfHf8cq7/ZTLtnutAyrB0hzVsSGNQUS7W6Qq+nJmE0GvnfyeNMmPYq525ms/C/qwU3MDKZjDXfbKZp85Zcv369xs6GGgxGsw+JslRZUF+9ejUXLlzgs88+Y8yYMdjZ2dGqVStCQkJ4/fXXq+q0EhKPhBf/s4EOTfx5e0SvKjvHxn0ncLa3pVeLxlXSvqVMTkpxCSsT4vn3NdP0tctD/ug3c3ViYlN/Vp2OYXADbxZ3bsGxG7f57Pdz2FqqWDngGZb17VBa37+OM/OGdeX4lSQOXowTtBcW2pTJzw5j//79BAcHs3DhQjp37izYZRC54xdUKhVduvd84Pa1J40TR6PJzsykeev7O+e1ad+RrMwM7Ozs2L17N3q9uPFOdcagN5h9SJSlSoL6hQsXmDp1Ki+//HLpGkR+fj7W1tZERkaW8c+VkKhpZOUVkJaTx7hubbCyrLqRz4C2IaTl5PHl7iNV0n4nJyeiMzPYnHyLxrZ2DHRxxdGMYLM8TAzyR2sw8v6RM2yNTaBIryewdi2z9af3CqNToC+j/7uJc4kpZZ6TyWTkF5pEqdnZQsHfX2zatp2Q0Ba8MHY0WZkZD933msaRA1G8NG4EgcEhtGrX8YH1/zX3fTw9PRk0aBBz5859BD2sXPQ6o9mHRFkqfU3daDSWrkXk5OTQpEkTZs2axcKFC0lMTESj0VT2KR8p8gbtyl3XnKWsKqC1oEzh3fSh+/QwnEzKEpQ199Q80j5UGSKWvYYc8R98MaW7OfW7Id/kWmUsKEKtUrLz6Cka13GkobvQnUufL7R+LUhJE21XITLCLLmeyh/H/4dMBqdOnWOYt2n6Pe3Pa4K6abFC9bypXeH6uKOvpvTvab4aWqXWQa2QEyCi1i1IKxBt185DIyizqGXPxt/Po5DJSC4splinZ2anFrz4wjAcbMoqvy0DTde/DfBTi250Hj2Z4Z9u5ffn55RuDQL41/xF/HrkDxYsWICLiwsjR44snV7OKzGN0PJLDMTHXaNbeF/sNbUQm40VU7SLlQGoRX4RlSK2rWDKwHcv5gRxKpE2rJTiYyqxJoyUHZEejtqNg4MD32zdgfqez9lSRKzXo2dPXhg1BFdX1wrnF6gOGI1GxBzNy+Fy/tRR6Z/u22+/zUcffQTAH3/8wfz584mIiKB+/fo4OjpW9ukkJB45DtZqFjzbize/juC7Q/8jZuXbeDpX7rW9/1Ii70UeZnrn5rzTs+oSk7S4M5LWi5mI30Vsbi7LLl/FRqnE9VYCdhYqMgqLSc4rJDm/kJS8QvRGIwajkevZeawc0oV+jX0FAf1e7Gxt+HnNUpr3G8OiRYtYvnx56XMBAQFs3ryZjz/+mNGjR5Obm8uLL75Y5vjvv17H7dQUho4e+5DvQM2ktqsbOdnZUAERYF5eHqmpqfj5VZ0OpKrQ68TzqeurOEtbTaTSp9+nTZuG/K5kDfPmzePMmTNs3bq1TLmERE1mco/WnP74VQDO3zN1/E9JSMti7eEz+LloeDe8LUrF4//eRCancDkvHzmQkJXH0eup3C4ooq6dNeF+HtipLbC64+XeN7AefQPLn/LT3a02A7o/w969e8uU79mzhw4dOrBt2zYsLS25evWq4Nh+g4cRGNSUl58fyy+bxf0vnkT6Dx1OcXERGz5fTUlxcbmOSU01pf19WPOVx4lBb0Av8pDW1IVU+q+Ft7c3er2ebt26lZatXr2aoKCgyj6VhMRjxcHapKzOKyrfj+qDyMwvpMfiDTSb8xm/xSQwuUOzStmOZbwzgtYbjWhF/LNjMnNYeiaGD09fZMu1JHJKtII6+To9BXo98QUFtPdyY3XvdnwzsBMfd2/NiEBfMgqKmN29FSdfH82qoV0r3O/endsTExPDiRMnANM6emRkZOnzQUFBhISECI6r6+HJph176dVvILPfmE781SsVOm9Npa67BwOGjuA/H7xHs/rujOjTjQO/7bnvMd7e3jg6OpZrq1Z1w2g0YjSIPKTpdwFVtrhiY2NKeODm5iaYMpOQeBI4m2Byo/vx8BlupGcTeyOVyJMX8XNzIsC9NjP6daB+nfKNivKLSxi58keupWby5QsDaOflhoPVg7NMaQ0G0kpKyNebgm6hQU+hXo+TygIPW2t2pqayLfkW14vu6ASOQLCThp7edcgsKuHgzVQuZeXiaGmBg4WK768ksP9mKtklWjxUlrwbYNr7/E6jBvRyrc2ulFTWno5l+e/nqaexpa2HKyMa+6KUy8gt1lLb1vo+vTVP3y7t8ff3Z9GiRWzZsoW4uDhWrFhBaGgo77zzDkOHDjV7rKVazftLlnPy+FEWzf4Xq7/9sdJuhgoK8nGwE7oDVgcWLVvB6AmT+N/JE+yN2M6k0UMZ98IU+g0ciLunF65udVAqleTkZHMp5iK7Eq9RUlLChQsXHtx4NUOvM4JCbPpdCur3UmVBvU+fPuzcuZOePXs+0eYP90NRL/Rxd8EsKoXwM7mQLBR3AehF7obNCY0KRdZmLcy4bAXVqRoTDJmVyI+wiBUrgExE7X2vHexfyO3KrpvrLKywUCm5nJLB3jOXsFAqmdi7I8kZWUSePEdMUjKRb40tvf73R5/hk9/Pk1FYjFIuRymXoTcY0esNpBcWk1lUzNd9OxAkk1N0IZG75Xp6g5HTaZkcvJVKfE4+qYVFpBYUk15UbNZuFEClkNM3yI/X/DyQy2To9AY2/H6e/56JxdnWmlBPV/6vfwe6BtZDpVAQOO9zDt0yJVRKsbfBf2CL0rYaAaOA/MJi9py/xrFrN/nlzGW+O38VoxE6tG9GrUDfMue3bBAifB99WwjLgFmzZjFhwgS6dOnCe++9R0BAALaOTgR17EFsatlrU3fPriy5hZpZ733AS8+NZlTvLshkMvQGPZ2692Ls5OmldrBffLKU3yK3Y2GpxtLSkjYdOzNu8kt/i8cMps8qOyuTNyY/x7FD+2nUJJiQlm04HLWX8EHDmDrzHQAsRJZFbFTik5/eTuXf8ZOYkScoExX7qVR0aNOSDm1a8tLUKXy+ehUL5s9h/RerTc8rFDg6OpKWZhJoyuVy/P39mT59ern7Ul0w6I3I9MIr3SBS9rQjM5Zj/uKvRPUVTUQ/Y8YMIiMjuXTp0j/qpETl8+dN4TYhcyrfmhbUDVd/F5TpkuNF64p5whuKxFXfoscrLZDL5RSVaDEYDFirTaPrXyL2MGL5DywbG864Ds341/e7+XzfSQKcNTR1q4XOYERvMKKQy5DpDSjkcgb4e9LM1eT5XpJrCulavYG1F6/y/eVEMotLcLGypJGjPbWt1Lhaq6ltpcbbxw07tQoblQobSxXWKiVxGTnE5RUQ3tgXF7u/R89/rUHemx5ScWc9/ODlJKZv3INCJmPbK8Op56wRvua71jELSrRsOHqWG8U6lkzoL7iBVzcV7hYxt4PEaDQSERHBrFmzOHv2bGn5mYQUgYnMvUEdQCE38uXqFVyOuYhSqaS4qIhd27dh76Bh9POTycpIZ8OalXTo2gMHR0dys7M5+OtuGjUJ5sVXZ1JUVEROZiZZmRlE/rSZzMx0Jr/6JufPniFiyyYAevQbxIerTAliHmVQN/crbXXPd6ugoIDCrDQSEhJISEggNTUVX19fmjRpQsOGDVFXshnPw8aGirYf8MoPKCyFs0D64gIuLh9eZeeviVTp3oaGDRvy6aefotPpauQ2CgmJB/GX+FN9T17wHkH1eb5TKDM27GTGhp0AzHkmlGeD/FDcIxjVFZaU/m00GrmUmcPFm+nE5eTx2/UU4nPyGe7vRbhXHYJdHJHfEzgd6rkJ+lXb1poO9uanws3NnnX096S2nTUuttZ4OD542tnaQsXkZ0Kx8ajzwLoPQiaT0bdvX3r37s2+ffsoKCigRG36oS7Pb4hMJmPi1JfLlL369rv8Z9F7rPjwfdzcPRgwfDSzP1pWalRz9vRJ5rz2EjOeHwOAUqVC41gLH9/6fLr+B7x9/dAaDPTsP4hXxo+kcdNm//h1ViXW1tb41AmoUb7u5cGgMyATmX4Xy9z2tFOlkdbT0xOdTkdSUhL16pVfDSshUdORyWSE+JQNdIcSkmnt7kKRTk9OsRYPexu8NX+P4GLSs1l09E+O3zJNlzqrTaPyhW2a0uiOv/yjWMp6LiyImVui2HDkLBM7hFT5+e5FLpfTtaspw2FMSjYj+3Qn/XYqr82ag42tHXm5udjaa6jj4Ylv/Qb3fU/cPb1Y+Mka3lu2SjTnfVCz5mz+NZrU5JtkpN2mpKiYzPQ03nrpBfq0D+X9/6ykz7BRtO3UDU/vekRH7WXclJdFziRRlej1BhBRuusl9buAKgvqubm5zJ49Gy8vL2rXFppzSEg8yRRrdXy0PZp+oQ35YGQPTsbdZMZXO+jz3e4y9ewtVTR20qBSyDmUlEI9jS0rurcmxM4Oe4vHY3s6rHkj3tyyD1U12Ep3OeYiZ06aFPFvTBFPy/xT1FH8GwXetx2xgA5QUlzMpq+/IDrqV44e3Cd4vkPXHgDEX71MUkIcr899vyLdl6gk/lK/i5VLlKXSg3pmZiZ79uzh008/5dq1axw+fLhUCS8h8bSwOCKa5KxcZs8YiXste9xr2ROg0xOTloVGbYGthYr4rDz+TEnnXHIGhTods8KCGRlYD5VcXrqm/jg4du0mBqMRv/tYvD4qfHz9eHfhYmLPn2Xfnl2k3U4V1InaFfHAoG6OzIx0Fs/7PwB6DxqGTCYjYusPKJVK/pdoEldqDQZqOZvS0eq0uod8JRL/BIOZkbq0T11IpQX1vLw8Jk6cyJYtWzAYDAQFBbFt2zaaNGlSWaeQuMO9SuC/aFhbKBQ5e0vcN1ssn7Q5IanYzbDejOZaTFX/qG+m5X6tBGUKpZntYYXC91KmevBWsr8wFgtFdX/GXmXZzqPM7NeBRl5/r3c72dvSzv7v6XZvZ0eeqe+Jxs9d0IbSRlzQpLASrpMbzNjaFtwSKv6NJeJBSaY2jcq/PvIn//fTAZp7uRHqLVyrB7D1ry8oE1O5Q8VslcV2X8iVlox8zrQldu5iOHpwH6nJt7C1s8fO3h5NLScaBJgS3pi7zuSIKMfvTEJ4uLszdtJUNny+isifNmNtbcPQ0eMY+8JkLO5cywq5nKKcLACK83NR37F3tRURxXnU+ud5Lbz+YRvpueJCTzELWzeHmjHg0usMGOXSmnp5+MdBvbCwkNjYWCZNmkRsbCyffPIJ/fv3x8PDozL6JyFRozh3OY7xby+kvqsTb/Rt/7i7UyGMRiNzfj5Ie38P1k/sj6Wq+olbwzp2rvQ23/n3IkZPmMTVSzG0bd8RW7uyN8clJSW8Oe0FfPzqEz5gcKWfX+LBGA16jAbhlgexsqedf/St3bhxI1OmTCE7Oxs3NzcOHjwo6vokIfGkcyk+icVrv+frbbvx9ajDV1MGV8ugeD9kMhldA3zYH5vIwJU/smxUDxq6OT3ublU5MpkMH18/fHz9RLdq/rD+S2LOn2VjxK9YS0uJjwWDTgvyEvFyiTI8tBLmhx9+YNSoUYSHhxMdHU1sbKwU0CWeOv538QpDXplN477jiTxwjCVvTeXPn78k2MzUdXXn7fC2jAsLIiU7j39t/o3UHOE+/qcJvV7Phi9W0av/IJqEVF8zqScdg64Eg1bkoRMG+qedCg8l9Ho969at45133qFHjx589913T61jnMTTzdFTZ+k5/mXcXV1YPe8Nnu3XHfWd/Oo1VU7VwLUW8/p3oKO/JxO+2kHQnDW08KlD98a+tPf3IDWnAM9iCK7ngbW68nLJa7VaYi+cQ6/T4e1XHxubf742XRn8vHkjifFxfLTyi8fdlacaafq9/FTIUS4qKoo333yTkydPMnbsWJYsWSJtV6vmxKSIi+rE7sMqImgzdx8n5vRlMCOqExMa1XOunj7b93Lu3Dnat29PUANfIr/6BGursilGDVZCtzyVm3jKS33CGUGZrFjoKgagu31DeHx6smjdgsQkYd0i8ZFNiYi4Sqex5ZfTsew5e5X9F+PIL/57qlMul9Mi0J+h3doztFt76vV5TrTdB5GWlsbMmTPZuHEjxXdlG6vtVgdf/wbMmDWXoJDmguPEzA8tRUSa5lCbyWV+bxPtWjajfoOGrPtGmAFO7DtQU4RnlcWjcpSrPeAj5CphGl+DtpDUn9+SHOXuokIj9Z49e9KkSRMOHz5M27Ztq6pPEhLVniVLluDk5MQvXywTBPQnBY2NFePahzCufQjFWh1nr6dQV2NPnkd9Tl64wu4jfzB75XreWraWtm0/58svv6RBgwblbj8qKoqRI0ei1WqZP38+dRuFoLKwIOHqFeKuXiZqVwSvThzD2ElT6RreFy8f3wc3WokkJSZy5fJl3p4975GeV0KIXqfFKBN6DUhr6kIqFNRHjBjB2rVrsbCovGk3CYmahk6nY+/evQwfPhx7u+oxTVzVWKqUtKhn2npn26g+oY3qM2lwL3LyCthx6Dhz124pzfVQHjIyMhg9ejSBgYFs3LgRNze30i1twc1MI/MR4yYydexwPl28iI/fm4NrHXfquHvQtHkLZs7+t1lDmcpi29YfUSgUtO3QsUrPI/FgpOn38lOhoL5ixQopoEs89WzdupWbN28yfvx44OneJ2tva83o8M5YNWzN8OHD2bVrV7kyM0ZERJCSkkJ0dDRubuKiQtc6ddn6azSFBQXs3rGNxLhr3EhMYP2alRw5sA+1Wo1er0cmk9G4aTM6delKWIeO2NsLlz5ysrP45su13LieRFpqCvZ2dgQ0bsKQ4SNxFTl/fn4+78+bwzOdu6DROAqel3i0GLUlGER03UatJJS7lwoFdUkQJyEBy5cvp1OnToSEhKCPO/W4u1MtGDJkCK1atSI8PBwXFxfatGlDeHg4ffr0wcvLS1C/devWAFy4cIH69YVmNndjZW3NwOGjS//v2K0nRw9EIVfIUSgUaEu0HD20n03r16FUKmnZpi2de/Sie6/eOLm48POPP7DyP0vIysrEr34DnFxciI+7RuSOX3h/7rv4+fvTvmMnOnXphqeHB0ajkcUfLATgjbferrw3SeKhMei1yGQiQV0vTb/fS83aSCshUQ1ITU2lV69ej7sb1Qq5XM5vv/3GgQMHOH78OIcOHeKVV15h2rRpBAcHM3DgQKZOnVo6KtdqtahUKs6cOUP//v0rdK4+g4bSb/BQQXlKUjwHon4las8uliyYz8I5s7CwtESn1dI9vC/vvr8Idw9PwCSUiz64n+ED+iKTyYjau4ev135e2ladunVZt/5bWoe1Neu0KPHoMBr0IE2/l4sqzacu8WRw5XauoMzcVSM2mWMmTbuYlTNmRMnVShU/atQokpKSiI6OrrJz6JPOipYb00TU75lCP3SA4oQrgrLC25middVOwilrqwbiFs8WHUaKlt9LVlYW3/z4M1F7d7E3MoISbQlDRozGx78hK5d+SJ26Hnyx8SecXEy+6lYiH35F8pDfTX5+PpGRkcTFxTFq1Cg8PT1F6x05coTQ0FAsLS1JSkoiNTWV3NxcwsLCHph7PENkx0AtO/PpbiuToqIiTp06RVhY2GOdQX1U6nfbdq8iE7F6NuqKyTv8Xyk23YU0UpeQqCDNmzfnl19+Qa/XV7lYqyaj0WjoM3AwfQYOLl3T/nLNSjI2fEW/ISN4571FaByrJmmMjY0Nw4YNe2C9tm3blmb68vLyEl0qqE4cPHiQ9PR0PvvsM3bv3k3z5s0JCwvjxIkTrF27lsaNGz/uLlYJel0JMhEPf6NkPiNACuoSEhXAYDBw7tw5ioqKyMvLw8FBOMKVEGLvoGHajDeYOHkaaVnZuNR2fdxdAkxmWi1btqRly5Z89tlnos9Xpxu3Z555BgC1Ws3y5cvZvHkz27dvp6ioiNdff53du3c/oIWaiVFvAJnI9LuUpU3A40+YLCFRQzAYDEyZMoX169ezbt06KaA/BGorq2oT0MGkBTh9+jRr1qwhLi6uzHNpaWkolUpWrFjxmHonZMSIEdjY2HDr1i1efvllDh48SHx8PKtXr2bPnj1PbFA36E2WsIKHXhqp30uFRuqpqeJrdxJPNrm5wjV1MyZxiMyQmV1TN4jcZCvM3GbmWDxetdLZs2eZPXs2+/btY9WqVQwaNIicHHG3vspAnyvuKGfME3qx6/MLResWFxYLyorMOcqJ1NXmi6fwtKjA6xa7dkrMKM90ImvqOaqqH4nNmDGDZcuW8eabb7Ju3brS8mnTpgEQGxsr+lnniKypK41VaxDs6OiIhYUFer2+TJ86d+5MmzZteP3114mOjn5kswtV+R24G0NxPihErl1J/S6gXEK54uLiB4pGJCQkJCSePtzc3IiLi6uSGFFUVES9evVITha3Qq7q89dEyhXUwRTY7/ZmlpCQkJCQsLCwqNKAWlRUREmJ+Wn2qj5/TaPcQV1CQkJCQkKieiMJ5SQkJCQkJJ4QpKAuISEhISHxhCAFdQkJCQkJiScEKahLSEhISEg8IUhBXUJCQkJC4glBCuoSEhISEhJPCFJQl5CQkJCQeEL4f7O/L9323d/GAAAAAElFTkSuQmCC\n", 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"text/plain": [ - "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(1,3,)\n", + "fig.set_figwidth(14)\n", + "\n", + "\n", + "S.VerticalU.sel(index_val=1,lag=0).plot(ax=ax[0],cmap=cm.amp,vmax=2,add_colorbar=False)\n", + "mask1.VerticalU.sel(index_val=1,lag=0).plot(ax=ax[1],cmap=cm.amp,vmax=2,add_colorbar=False)\n", + "mask2.VerticalU.sel(index_val=1,lag=0).plot(ax=ax[2],cmap=cm.amp,vmax=2,add_colorbar=False)\n", + "\n", + "for a in ax:\n", + " a.invert_yaxis()\n", + "ax[0].set_title('Significant gridpoints')\n", + "ax[1].set_title('Significant gridpoints, >1m/s')\n", + "ax[2].set_title('Significant gridpoints >1m/s, >20 deg*100hPa')\n" + ] + }, + { + "cell_type": "markdown", + "id": "8a6dbe46-5294-46ef-9e86-b3e8b0a9f79a", + "metadata": {}, + "source": [ + "# Now we apply our final filter and convolve our mask with an n-point square of True values. This has the effect of smoothing our masks which reduces sampling variability." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "37b576bb-884e-4353-a6f0-dee5e628e743", + "metadata": {}, + "outputs": [], + "source": [ + "PF.apply_convolution(3,['lat','lon'])\n", + "PF.apply_convolution(3,['lat','plev'])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "5cd25cee-4c49-4e20-8e4e-5171b44af99f", + "metadata": {}, + "outputs": [], + "source": [ + "mask3=PF.get_mask()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "d4ec779b-b3d6-4220-8844-5ff1fb608021", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Atlantic zon. mean U mask')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" ] }, "metadata": {}, "output_type": "display_data" + } + ], + "source": [ + "fig=plt.figure()\n", + "Uax=fig.add_axes([0,0,0.45,1])\n", + "IVTax=fig.add_axes([0.55,0,0.45,1],projection=ccrs.PlateCarree())\n", + "fig.set_figwidth(18)\n", + "fig.set_figheight(4)\n", + "\n", + "mask3.VerticalU.sel(index_val=1,lag=0).plot(ax=Uax,cmap=cm.amp,vmax=2,add_colorbar=False)\n", + "Uax.invert_yaxis()\n", + "\n", + "mask3.IVTmag.sel(index_val=1,lag=0).plot(ax=IVTax,add_colorbar=False,cmap=cm.amp,vmax=2)\n", + "IVTax.coastlines()\n", + "\n", + "IVTax.set_title('IVTmag mask',fontsize=18)\n", + "Uax.set_title('Atlantic zon. mean U mask',fontsize=18)\n" + ] + }, + { + "cell_type": "markdown", + "id": "b4919f2f-4b3d-4c20-9ef0-dbd4b4945ac7", + "metadata": {}, + "source": [ + "# These final masks are much more focused, and we can see that they still pick out the dominant features we saw in our initial composites:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "48c225a5-abfc-4dc2-a005-610ae747fb8b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Atlantic zon. mean U precursor pattern')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -130,117 +458,1169 @@ } ], "source": [ - "p=masked_C.IVTmag.sel(lag=0,index_val=1).plot(\\\n", - " transform=ccrs.PlateCarree(),subplot_kws={'projection':ccrs.PlateCarree()})\n", - "p.axes.set_title('IVTmag anomaly during event')\n", - "p.axes.coastlines()\n", - "p.figure.set_figheight(2)\n", - "plt.figure()\n", + "fig=plt.figure()\n", + "Uax=fig.add_axes([0,0,0.55,1])\n", + "IVTax=fig.add_axes([0.55,0,0.55,1],projection=ccrs.PlateCarree())\n", + "fig.set_figwidth(22)\n", + "fig.set_figheight(4)\n", + "masked_composite=C.where(mask3==1)\n", "\n", + "masked_composite.VerticalU.sel(index_val=1,lag=0).plot(ax=Uax,cmap=cm.balance,vmin=-2,vmax=2)\n", + "Uax.invert_yaxis()\n", "\n", - "p=(masked_C.VerticalU).sel(index_val=1,lag=0).plot()\n", - "p.axes.invert_yaxis()\n", - "p.axes.set_title('Atl zonal wind speed anomaly during event')" + "masked_composite.IVTmag.sel(index_val=1,lag=0).plot(ax=IVTax,cmap=cm.balance,vmin=-100,vmax=100)\n", + "IVTax.coastlines()\n", + "\n", + "IVTax.set_title('IVTmag precursor pattern',fontsize=18)\n", + "Uax.set_title('Atlantic zon. mean U precursor pattern',fontsize=18)" + ] + }, + { + "cell_type": "markdown", + "id": "d25531b7-6b9c-4835-b076-90ec24a55494", + "metadata": {}, + "source": [ + "# Happy with our precursor patterns, obtained by applying the mask to the composites, we now can compute our precursor indices. This is handled by the IndexGenerator class:" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "88535600-0c3c-4fe8-882e-87fec2135a89", + "execution_count": 24, + "id": "93cd708b-6dab-4355-b23c-eaec706f6e11", "metadata": {}, "outputs": [], "source": [ - "PF=PatternFilter(analyser=analyser)" + "IG=IndexGenerator()" + ] + }, + { + "cell_type": "markdown", + "id": "e77af67c-758e-4f01-a50e-c56f80527481", + "metadata": {}, + "source": [ + "## IndexGenerator takes our precursor patterns and a dataset of variable data as inputs, and computes dot products between the masked composite and the corresponding variables producing a scalar time series which is then standardised.\n", + "\n", + "## We can easily compute indices for different composites at once, and we specify which composites we wish to project into indices by specifying the slices keyword argument. In this case we want only the lag 0 precursor during positive events (index_val=1) for both variables. We specify this subselection with a dictionary:" ] }, { "cell_type": "code", - "execution_count": 10, - "id": "829bc26c-cd21-42c5-9129-fd7a5e769acc", - "metadata": { - "tags": [] - }, + "execution_count": 30, + "id": "137be864-acfb-4f4a-b4a8-cf53ab26cc35", + "metadata": {}, "outputs": [], "source": [ - "thresh_dict=dict(IVTmag=50,VerticalU=0.5)\n", + "index_slices=[dict(index_val=1,lag=0)]\n", "\n", - "def abs_amplitude_over_threshold(val_ds,thresh_dict):\n", - " return abs(val_ds)>xr.Dataset(thresh_dict)\n", "\n", - "PF.apply_value_mask(abs_amplitude_over_threshold,thresh_dict,mode='intersection')\n", - "mask1=PF.get_mask()" + "SON_variables=xr.align(analyser.variables,analyser.event)[0]\n", + "indices=IG.generate(masked_composite,SON_variables,dim='time',slices=index_slices)" + ] + }, + { + "cell_type": "markdown", + "id": "4adcf4c5-d513-4a17-83b1-287f1354b021", + "metadata": {}, + "source": [ + "# Our indices dataset now contains two variables, IVTmag_index_val1_lag0 and VertialU_index_val1_lag0, which corresponds to the combination of variables and slicing parameters we specified" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "f1fbee5f-7646-4e4b-b613-20c5f3c9bab0", + "execution_count": 34, + "id": "4abb48fa-76c1-44d6-8c7c-b31535dab450", "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "object of type 'NoneType' has no len()", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [12]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mPF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_area_mask\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m20\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43marea_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mspherical\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mintersection\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/domino/core.py:799\u001b[0m, in \u001b[0;36mPatternFilter.apply_area_mask\u001b[0;34m(self, n, dims, mode, area_type)\u001b[0m\n\u001b[1;32m 797\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 798\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m(\u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnknown area_type \u001b[39m\u001b[38;5;132;01m{\u001b[39;00marea_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. Valid options are \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgridpoint\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m and \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mspherical\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m))\n\u001b[0;32m--> 799\u001b[0m area_mask\u001b[38;5;241m=\u001b[39m\u001b[43mds_large_regions\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmask_ds\u001b[49m\u001b[43m,\u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\u001b[43mdims\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdims\u001b[49m\u001b[43m,\u001b[49m\u001b[43marea_based\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43marea_based\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 800\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mupdate_mask(area_mask,mode)\n\u001b[1;32m 801\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n", - "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/domino/filtering.py:102\u001b[0m, in \u001b[0;36mds_large_regions\u001b[0;34m(mask_ds, n, dims, area_based)\u001b[0m\n\u001b[1;32m 100\u001b[0m ds\u001b[38;5;241m=\u001b[39mmask_ds\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 101\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m var \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mlist\u001b[39m(ds\u001b[38;5;241m.\u001b[39mdata_vars):\n\u001b[0;32m--> 102\u001b[0m ds[var]\u001b[38;5;241m=\u001b[39m\u001b[43mda_large_regions\u001b[49m\u001b[43m(\u001b[49m\u001b[43mds\u001b[49m\u001b[43m[\u001b[49m\u001b[43mvar\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\u001b[43mdims\u001b[49m\u001b[43m,\u001b[49m\u001b[43marea_based\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43marea_based\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n", - "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/domino/filtering.py:89\u001b[0m, in \u001b[0;36mda_large_regions\u001b[0;34m(da, n, dims, area_based)\u001b[0m\n\u001b[1;32m 85\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mda_large_regions\u001b[39m(da,n,dims,area_based\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m 87\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m area_based:\n\u001b[0;32m---> 89\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mdims\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m!=\u001b[39m\u001b[38;5;241m2\u001b[39m:\n\u001b[1;32m 90\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m(\u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mArea weighted n currently only supported for two dimensions, assumed to be (lat,lon)\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[1;32m 91\u001b[0m lat,lon\u001b[38;5;241m=\u001b[39mdims\n", - "\u001b[0;31mTypeError\u001b[0m: object of type 'NoneType' has no len()" - ] + "data": { + "text/plain": [ + "Data variables:\n", + " IVTmag_index_val1_lag0 (time) float64 -2.13 -1.575 ... -0.005801\n", + " VerticalU_index_val1_lag0 (time) float32 1.48 1.45 1.449 ... 0.9897 0.6954" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "PF.apply_area_mask(20,area_type='spherical',mode='intersection')" + "indices.data_vars" ] }, { "cell_type": "code", - "execution_count": 25, - "id": "4c1a9a22-e4df-4ffa-a770-7d55ba6efb00", + "execution_count": 35, + "id": "45ad7785-57cd-40ef-97b3-d158ec8d1af2", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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+       "Dimensions:                    ()\n",
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\n", + "text/plain": [ + "
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"metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=plt.subplots(1,2)\n", + "\n", + "ax[0].boxplot(indices.IVTmag_index_val1_lag0[event==0].values,positions=[0],showfliers=False)\n", + "ax[0].boxplot(indices.IVTmag_index_val1_lag0[event==1].values,positions=[1],showfliers=False)\n", + "\n", + "\n", + "ax[1].boxplot(indices.VerticalU_index_val1_lag0[event==0].values,positions=[0],showfliers=False)\n", + "ax[1].boxplot(indices.VerticalU_index_val1_lag0[event==1].values,positions=[1],showfliers=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "f057fd8d-ab1d-4e32-9989-60a0fbf21a2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m\n", + "\u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mboxplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m 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\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m\n", - "Apply a square n-point convolution filter to *PatternFilter.mask_ds* in one or two dimensions specified by *dims*, iterated over remaining dimensions. This has the effect of extending the unmasked regions and smoothing the mask overall.\n", - "\n", - "**Arguments**\n", - " *n*\n", - " A positive integer specifying the size of the convolution filter. *n*=1 leaves the mask unchanged. Even *n* are asymmetric and shifted right. \n", - " \n", - " *dims*\n", - " A length 1 or 2 iterable of strings specifying the dims in which the convolution is applied. Other dims will be iterated over. DataArrays within *PatternFilter.mask_ds* that do not contain all the *dims* will be ignored. \n", - " \n", - " *mode*\n", - " A string, one of 'replace','intersection' or 'union', defining how the area filter should be used to update the *PatternFilter.mask_ds*.\n", - "\u001b[0;31mFile:\u001b[0m ~/miniconda3/lib/python3.9/site-packages/domino/core.py\n", - "\u001b[0;31mType:\u001b[0m method\n" + "Draw a box and whisker plot.\n", + "\n", + "The box extends from the first quartile (Q1) to the third\n", + "quartile (Q3) of the data, with a line at the median. The\n", + "whiskers extend from the box by 1.5x the inter-quartile range\n", + "(IQR). Flier points are those past the end of the whiskers.\n", + "See https://en.wikipedia.org/wiki/Box_plot for reference.\n", + "\n", + ".. code-block:: none\n", + "\n", + " Q1-1.5IQR Q1 median Q3 Q3+1.5IQR\n", + " |-----:-----|\n", + " o |--------| : |--------| o o\n", + " |-----:-----|\n", + " flier <-----------> fliers\n", + " IQR\n", + "\n", + "\n", + "Parameters\n", + "----------\n", + "x : Array or a sequence of vectors.\n", + " The input data. If a 2D array, a boxplot is drawn for each column\n", + " in *x*. If a sequence of 1D arrays, a boxplot is drawn for each\n", + " array in *x*.\n", + "\n", + "notch : bool, default: False\n", + " Whether to draw a notched boxplot (`True`), or a rectangular\n", + " boxplot (`False`). The notches represent the confidence interval\n", + " (CI) around the median. The documentation for *bootstrap*\n", + " describes how the locations of the notches are computed by\n", + " default, but their locations may also be overridden by setting the\n", + " *conf_intervals* parameter.\n", + "\n", + " .. note::\n", + "\n", + " In cases where the values of the CI are less than the\n", + " lower quartile or greater than the upper quartile, the\n", + " notches will extend beyond the box, giving it a\n", + " distinctive \"flipped\" appearance. This is expected\n", + " behavior and consistent with other statistical\n", + " visualization packages.\n", + "\n", + "sym : str, optional\n", + " The default symbol for flier points. An empty string ('') hides\n", + " the fliers. If `None`, then the fliers default to 'b+'. More\n", + " control is provided by the *flierprops* parameter.\n", + "\n", + "vert : bool, default: True\n", + " If `True`, draws vertical boxes.\n", + " If `False`, draw horizontal boxes.\n", + "\n", + "whis : float or (float, float), default: 1.5\n", + " The position of the whiskers.\n", + "\n", + " If a float, the lower whisker is at the lowest datum above\n", + " ``Q1 - whis*(Q3-Q1)``, and the upper whisker at the highest datum\n", + " below ``Q3 + whis*(Q3-Q1)``, where Q1 and Q3 are the first and\n", + " third quartiles. The default value of ``whis = 1.5`` corresponds\n", + " to Tukey's original definition of boxplots.\n", + "\n", + " If a pair of floats, they indicate the percentiles at which to\n", + " draw the whiskers (e.g., (5, 95)). In particular, setting this to\n", + " (0, 100) results in whiskers covering the whole range of the data.\n", + "\n", + " In the edge case where ``Q1 == Q3``, *whis* is automatically set\n", + " to (0, 100) (cover the whole range of the data) if *autorange* is\n", + " True.\n", + "\n", + " Beyond the whiskers, data are considered outliers and are plotted\n", + " as individual points.\n", + "\n", + "bootstrap : int, optional\n", + " Specifies whether to bootstrap the confidence intervals\n", + " around the median for notched boxplots. If *bootstrap* is\n", + " None, no bootstrapping is performed, and notches are\n", + " calculated using a Gaussian-based asymptotic approximation\n", + " (see McGill, R., Tukey, J.W., and Larsen, W.A., 1978, and\n", + " Kendall and Stuart, 1967). Otherwise, bootstrap specifies\n", + " the number of times to bootstrap the median to determine its\n", + " 95% confidence intervals. Values between 1000 and 10000 are\n", + " recommended.\n", + "\n", + "usermedians : 1D array-like, optional\n", + " A 1D array-like of length ``len(x)``. Each entry that is not\n", + " `None` forces the value of the median for the corresponding\n", + " dataset. For entries that are `None`, the medians are computed\n", + " by Matplotlib as normal.\n", + "\n", + "conf_intervals : array-like, optional\n", + " A 2D array-like of shape ``(len(x), 2)``. Each entry that is not\n", + " None forces the location of the corresponding notch (which is\n", + " only drawn if *notch* is `True`). For entries that are `None`,\n", + " the notches are computed by the method specified by the other\n", + " parameters (e.g., *bootstrap*).\n", + "\n", + "positions : array-like, optional\n", + " The positions of the boxes. The ticks and limits are\n", + " automatically set to match the positions. Defaults to\n", + " ``range(1, N+1)`` where N is the number of boxes to be drawn.\n", + "\n", + "widths : float or array-like\n", + " The widths of the boxes. The default is 0.5, or ``0.15*(distance\n", + " between extreme positions)``, if that is smaller.\n", + "\n", + "patch_artist : bool, default: False\n", + " If `False` produces boxes with the Line2D artist. Otherwise,\n", + " boxes are drawn with Patch artists.\n", + "\n", + "labels : sequence, optional\n", + " Labels for each dataset (one per dataset).\n", + "\n", + "manage_ticks : bool, default: True\n", + " If True, the tick locations and labels will be adjusted to match\n", + " the boxplot positions.\n", + "\n", + "autorange : bool, default: False\n", + " When `True` and the data are distributed such that the 25th and\n", + " 75th percentiles are equal, *whis* is set to (0, 100) such\n", + " that the whisker ends are at the minimum and maximum of the data.\n", + "\n", + "meanline : bool, default: False\n", + " If `True` (and *showmeans* is `True`), will try to render the\n", + " mean as a line spanning the full width of the box according to\n", + " *meanprops* (see below). Not recommended if *shownotches* is also\n", + " True. Otherwise, means will be shown as points.\n", + "\n", + "zorder : float, default: ``Line2D.zorder = 2``\n", + " The zorder of the boxplot.\n", + "\n", + "Returns\n", + "-------\n", + "dict\n", + " A dictionary mapping each component of the boxplot to a list\n", + " of the `.Line2D` instances created. That dictionary has the\n", + " following keys (assuming vertical boxplots):\n", + "\n", + " - ``boxes``: the main body of the boxplot showing the\n", + " quartiles and the median's confidence intervals if\n", + " enabled.\n", + "\n", + " - ``medians``: horizontal lines at the median of each box.\n", + "\n", + " - ``whiskers``: the vertical lines extending to the most\n", + " extreme, non-outlier data points.\n", + "\n", + " - ``caps``: the horizontal lines at the ends of the\n", + " whiskers.\n", + "\n", + " - ``fliers``: points representing data that extend beyond\n", + " the whiskers (fliers).\n", + "\n", + " - ``means``: points or lines representing the means.\n", + "\n", + "Other Parameters\n", + "----------------\n", + "showcaps : bool, default: True\n", + " Show the caps on the ends of whiskers.\n", + "showbox : bool, default: True\n", + " Show the central box.\n", + "showfliers : bool, default: True\n", + " Show the outliers beyond the caps.\n", + "showmeans : bool, default: False\n", + " Show the arithmetic means.\n", + "capprops : dict, default: None\n", + " The style of the caps.\n", + "boxprops : dict, default: None\n", + " The style of the box.\n", + "whiskerprops : dict, default: None\n", + " The style of the whiskers.\n", + "flierprops : dict, default: None\n", + " The style of the fliers.\n", + "medianprops : dict, default: None\n", + " The style of the median.\n", + "meanprops : dict, default: None\n", + " The style of the mean.\n", + "data : indexable object, optional\n", + " If given, all parameters also accept a string ``s``, which is\n", + " interpreted as ``data[s]`` (unless this raises an exception).\n", + "\n", + "See Also\n", + "--------\n", + "violinplot : Draw an estimate of the probability density function.\n", + "\u001b[0;31mFile:\u001b[0m ~/miniconda3/lib/python3.9/site-packages/matplotlib/pyplot.py\n", + "\u001b[0;31mType:\u001b[0m function\n" ] }, "metadata": {}, @@ -248,13 +1628,13 @@ } ], "source": [ - "PF.apply_convolution?" + "plt.boxplot?" ] }, { "cell_type": "code", "execution_count": null, - "id": "1a86dae9-33e5-4ce2-a45b-0433982ee1e3", + "id": "561d9003-2c1b-437a-9fae-01d9ec243766", "metadata": {}, "outputs": [], "source": [] diff --git a/readme.md b/readme.md index 07d06ab..f6a1b00 100644 --- a/readme.md +++ b/readme.md @@ -3,21 +3,24 @@ ## Documentation -See https://github.com/joshdorrington/domino/blob/master/docbuild/domino-composite.pdf +See our API reference here: https://github.com/joshdorrington/domino/blob/master/docbuild/domino-composite.pdf ## Examples -A basic introduction to using the package out of the box, with three example applications: +See our Jupyter notebook examples for more detailed discussion of how to apply Domino to different use cases. -https://github.com/joshdorrington/domino/blob/master/examples/basic_usage.ipynb +Our [basic](https://github.com/joshdorrington/domino/blob/master/examples/basic_compositing.ipynb) and [advanced](https://github.com/joshdorrington/domino/blob/master/examples/advanced_compositing.ipynb) compositing guides cover the use of Domino's flexible LaggedAnalyser class to easily compute time-lagged composites and apply bootstrap significance tests to them. -A more in-depth discussion of how to customise the behaviour of the LaggedAnalyser class: +Producing filtered precursor patterns from composites, and computing precursor activity indices from those is covered in our [IndexGenerator](https://github.com/joshdorrington/domino/blob/master/examples/precursor_index_computation.ipynb) guide. -https://github.com/joshdorrington/domino/blob/master/examples/advanced_usage.ipynb ## Install domino can be installed using pip: ``` -python -m pip install "domino-composite==0.14" +python -m pip install "domino-composite==0.272" ``` +If you want to run the worked examples in the Jupyter notebooks you will need: +``` +TO BE DECIDED +``` \ No newline at end of file diff --git a/setup.py b/setup.py index 952e726..a99872f 100644 --- a/setup.py +++ b/setup.py @@ -5,7 +5,7 @@ setuptools.setup( name='domino-composite', - version='0.272', + version='0.273', author='Josh Dorrington', author_email='joshua.dorrington@kit.edu', description='A package for compositing atmospheric datasets',