diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/09_CSEM_lberia.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Base/09_CSEM_lberia.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/09_CSEM_lberia.ipynb" +++ /dev/null @@ -1,637 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CSEM_lberia\n", - "Details of the dataset:\n", - "- Name: \tCSEM_Iberia\n", - "- Title: \tIberiaan (Western Mediterranean) part of the Collaborative Seismic Earth Model(version 2019.12.01)\n", - "- Type:\t3-D Tomography Earth Model\n", - "- Sub Type: \tSH velocity, SV velocity\n", - "- Year\t2019\n", - "\n", - "Author(s):\t\n", - "- Andreas Fichtner\n", - " - ETH Zurich\n", - " - Zurich, Switzerland\n", - "- Antonio Villasenor\n", - " - CSIC\n", - " - Barcelona, Spain\n", - "\n", - "Reference(s):\t\n", - "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", - "- Fichtner, A., Bunge, H.-P., Igel, H., 2006. The adjoint method in seismology - I. Theory. Physics of the Earth and Planetary Interiors 157, 86-104.\n", - "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", - "- Fichtner, A., Villasenor, A., 2015. Crust and upper mantle of the western Mediterranean - Constraints from full-waveform inversion. Earth and Planetary Science Letters 428, 52-62.\n", - "- Fichtner, A., van Herwaarden, D.-P., Afanasiev, M., Simute, S., Krischer, L., Cubuk-Sabuncu, Y., Taymaz, T., Colli, L., Saygin, E., Villasenor, A., Trampert, J., Cupillard, P., Bunge, H.-P., Igel, H., 2018. The Collaborative Seismic Earth Model: Generation I. Geophysical Research Letters 45, doi:10.1029/2018GL077338.\n", - "\n", - "DOI:\tdoi:10.17611/DP/18027098\n", - "\n", - "Depth Coverage:\t0.0 - 400.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 32.0 to 48.2 Longitude: -12.0 to 10.0\n", - "\n", - "Model Description\t\n", - " - CSEM_Iberia (V. 2019.12.01) is the Iberian (Western Mediterranean) part of the Collaborative Seismic Earth Model (CSEM, Fichtner et al., 2018). It has been constructed using multi-scale full seismic waveform inversion, combining spectral-element waveform modelling and adjoint techniques, as described in Fichtner et al. (2006,2009). This submodel has been extracted from the variable-parameterisation CSEM onto a regular grid, readable by EMC tools. While having regional contributions from various sub-inversions, the structure in this model is dominated by the full-waveforms inversion described in Fichtner et al. (2013) and Fichtner & Villasenor (2015).\n", - "\n", - "Data Set Description\t\n", - " - Since the datasets included in the CSEM are too heterogeneous for a brief description, please see Fichtner et al. (2018) for details.\n", - "\n", - "Web Page\t\n", - "- [cos.ethz.ch/research/CSEM.html](https://ds.iris.edu/spud/earthmodel/18027098)\n", - "\n", - "EMC Page\t\n", - "- [ds.iris.edu/ds/products/emc-csem_iberia/](http://ds.iris.edu/ds/products/emc-csem_iberia)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step0: Downloading & Loading the Source Datasets" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "KeysView(\n", - "Dimensions: (depth: 81, latitude: 82, longitude: 111)\n", - "Coordinates:\n", - " * depth (depth) float32 0.0 5.0 10.0 15.0 ... 385.0 390.0 395.0 400.0\n", - " * latitude (latitude) float32 32.0 32.2 32.4 32.6 ... 47.6 47.8 48.0 48.2\n", - " * longitude (longitude) float32 -12.0 -11.8 -11.6 -11.4 ... 9.4 9.6 9.8 10.0\n", - "Data variables:\n", - " vsv (depth, latitude, longitude) float32 ...\n", - " vsh (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/27)\n", - " title: Collaborative Seismic Earth Model (CSEM) -...\n", - " id: csem_iberia\n", - " reference: Fichtner et al., GRL (2018); Fichtner and ...\n", - " references: https://cos.ethz.ch/research/CSEM.html\n", - " summary: CSEM extraction of the Iberian Peninsula a...\n", - " keywords: Collaborative Seismic Earth Model, multi-s...\n", - " ... ...\n", - " geospatial_lon_units: degrees\n", - " geospatial_lon_resolution: 0.2\n", - " geospatial_vertical_min: 0.0\n", - " geospatial_vertical_max: 400.0\n", - " geospatial_vertical_units: km\n", - " geospatial_vertical_positive: down)\n" - ] - } - ], - "source": [ - "import xarray as xr\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "data_path = \"../../../Datasets/Original/OpenSWI-deep/csem-iberia-2019.12.01.nc\"\n", - "\n", - "# load the .nc file\n", - "data = xr.open_dataset(data_path)\n", - "\n", - "# print the keys of the dataset\n", - "print(data.keys())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Velocity Profile Extracting\n", - "1. Extracting\n", - "2. De-duplicating" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(82,) (111,) (81,) (81, 82, 111) (81, 82, 111)\n" - ] - } - ], - "source": [ - "latitude = np.array(data['latitude'].values)\n", - "longitude = np.array(data['longitude'].values)\n", - "depth = np.array(data['depth'].values)\n", - "vsv = np.array(data['vsv'].values)\n", - "vsh = np.array(data['vsh'].values)\n", - "\n", - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "# print the shape of the dataset\n", - "print(latitude.shape,longitude.shape,depth.shape,vsv.shape,vsh.shape)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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pVeJPirS6xU4iIuZKvabUagIW1OAFx/nrxCBKLJiLj+uuF1ERGK8bOFFeMrXUUiVTSlPXpH+u00TXHas+0UGRdlKk9WdbBr1HaXy4Z82KNLUASJGv3WatvdIRdevf9WIoOUoNp47zsZNlndK58/PV1TMjki5MaYy2by+2W7emNOTj54+uxRp25DtyhJeVxz6tKFP77BaiurzkmeFM28e+0PYpIukxT2TbCL0QXN3aP9w7cK5ahEktLFdXLtdJrU+yUK4gNKzsGIM0FjCqxY+UsBgoHbpCCYtxDbat+QBR9e11qXVxz0PUehMTQ12XV3a5l8vWaZ45rUkPXnctTutVS1pXbq9LttQ9irprcB3VY1W2Tb3SlX6zbq1BheqmSsOO42xb867btODX6eB02MjF7GOO0qFz98OIUmtrcFfMm43X+FALDudl5fuLldt0bIhWWBuEYLeuk/e6/ocyGtyh6watOoa6UWfsmz5aVmm8K7vqx032pm7tIzVme13GBLd95IhqO6VhP12/p6ovjKYV3utQ81w1H8zjvUToe+zW8NetN1LXTXneiP2m94h6nmz7uqlbbA/HlmcdpBX7YL/++uu7/sp5ww03xOWXXx7ve9/74tixwnTlQeb7+/tjYSXeDsYYc4awfTTGmMWxjTTGnEus2Af7hg0b4sorr6ykrV+/PrZs2RJXXnllzM3Nxa5du+Ltb397fPjDH44tW7bEl7/85bjtttviq1/96grV2hhjTj+2j8YYszi2kcaYc4kVXyV+MQYHB+Nv//Zv47zzzos3vOENcdVVV8Vf/MVfxGc/+9n4p//0n6509YwxZsWwfTTGmMWxjTTGrCVWPA47c/vtt1f+/9znPje++MUvLkvZ81FVGtSpUlUM4KYoiDjnePb/CK3BVHr1eZGvT+RDXdQ1tjz6aErMRRtNwXPrYrkr4Uev4kNAYpOFAcQNT4ehE1Ey06b4i3U6IqVxqdO8s3YJxwcH09+25uagrWENudKk8/EcpR0CTRqf/JoRSStUF8u912v0qqdSmqWkO2q1ijpxeyqJLrqp0iTt2NGdv04PqvIdOJDqvn//BeUea6tmsy1zMuq1/WeO02kfB6JoEbU+R76yAh9TajzVo+eybUR9DPW6Xs/lw94qe96ifahSh9opZ1+57gdffwBrgahFM7hz9RIruClWca/CbnT0pQqnGTW4MGgof6/xxZcafn6pYZnVuXW31USvza9io+f1WCytTleu/l+nh1VdR0l/m2JP5+WpbtWrhl1dH9v2mV/mQ3I6bWREsj3KxnHzo0mbumc+Q2DbivLUW1Zdv6lOoGl9kIkjRyIiYrBVWtAm4fBSF4NQc86mRSvqyi3rMkv9s26K2lTcUm1UXXXV8iS9z+/qZBtNv7XiOF+r16+ZXq7fSx3yaylde7f+vdUqylXzxl7n/L0u7VL3HaDLHxT7SsOez5oa1rPpkVX7C7sxxhhjjDHGGHMu4w92Y4wxxhhjjDFmFeIPdmOMMcYYY4wxZhWyqjTsp5OF0IoM/osFJA6sNqjTaKpYxYhmqWIVs6YSki8Vz1OlKU6I/fZcUkW1IkMJ41SczCbxCLScSohcF+SQyugr72z79r6u7EpromJiNoVFhjyKq3ngQLFVsW3VrSqNy5yUpitdUC/a517/Zqa08XPiuKqH0hHVXUNp2JvyjXblx3NSsTD5meTdiZ81NOxKq9qkvdSo6LZHy+0RSsO9jUQ1Zvu5gbJtSGuKFVynr1TaeBVTWI0KNezwlFRsYy5DSWzr4rv30SDvr4uX3imMDEQetDffz8/hczEItm/vTus1DnsvAcEXybfU4phc19xr3PalLoXSK73GYFbnNOnllda8Fz290rCrNVPqYp4zdbpyZqnaeLW2TLv9NJWYj8ajca6i1h7CIzhOacMiX75mCD86lKvisDPKfsEuNi0tgLJVDPm+cmGCfjWQeICoDlcnOuYJgZpL5oOP/58veEPXHxvrbqlebYuS1av5BS6PeSRfQ9kMHkepLjxvqpvh97p2zqBIU+cuiGMq5nq/yFc3r0S7N61zdLKnfGotKTU3rLOLdd8I/FzrvhuUDazaPRTE80bs5/Nxtp2njn9hN8YYY4wxxhhjViH+YDfGGGOMMcYYY1Yh/mA3xhhjjDHGGGNWIeeMhn0+mmOj468XShve9JcNKBagcFCxilnNAX25egBNWvs6Wi1Sruc6IqWzVDp0CIc5nxLfsRZJaTTrBIOlQGT79vGuQ6zfQxEqtq26JAMtCstBcWuHD1eqoapWqcvMDOu0oGnuVWNUFwddPW3WTKsY4Up3hLQmDbuKHZnrbVR+Tls8vjzHq69b6mDXrpSG54Ot0i4xeK6sI8Nz4rS9e4vt/v3cxmqVCegvD1Iajq+Pqmr73EBp2IHqiV3rZWSgV3DPqbNzfTX55sU+lwvdpqoTqxx7ifleXKRGJIcOqgK5sn1UNlitGaLsct25S42B3BAb/plI4ns51qQVrdO1N61Zkh9T1+o1xrLS3yua9PW5vpUf68UXd6ehnng/RaT75jrhHcX2DmlzlUVW8rjArHcdyvIw/H5AQ7IOMz9nSpSxdsD8sY/+H2IfoMX4SfQS/ZrLUm/ZOlulbKBaD4nLmBP5QD/mkmry1TQhw8tcadNVvrrJnJp7Cg39EOVbGGhS/i9+CWW/crOsxqwan8oGVceWeqJKa57PIVVvUk+Wx+lJkTaXHVsMNTfM1zIapWNKV183502grXnerpYuyN8BTbYY7c/fF3hOnKbn/NCmsw18OjsWkeaQaGP0w+WZQ/oXdmOMMcYYY4wxZhXiD3ZjjDHGGGOMMWYVcs66xAPlesmuRdhXEVvqnFkYOIIMU5pyyVfhQXoNz9HJ1045W3Uu8b36Lap4MIB9x3vxkeyRpuhzdVFE1KV6dYNU7oiHDqEHsLt0HrqB6cXxLSK5zKjQbMr9XuVjVGgN1IV7L7st5fkW+38OrsFuZ+uLK4mB0uQ9l7uZqfyMcm169NFi+9BDKe3++zGSfkJnw/2dXZv2l9vHKA3Hx6P6PIyycewAp+wi0vpFGuevkwhhGLND33y2ZVRZ6lpNadK29WJbe6XJLqtBk+dr8ulU1yrPOTGf7la5qde5fKqQYL26qWP8qtBHImpTz+7nqh5NLvagrumUAky5ziv7pVziVaiivKzF6oK2m5piO/ZEueUQa3iZoeH5pmG/lb1XLq11CG3ZGmKxsMB1+SOa55x4tHUOyQNiv+mXtsVFa1oGKu+tLjTbM7F3ajJXNxhVmrg+u8H3Gua1brzX2Q91TNk2nktOTSEDj8+6J8/zDhVKF6gwbCqQai7cbSqPe5myFXlYNyW34TRlZ4p8o6PpWnVRUevCgvIx9X7CPj+T/fvRxk8E5Sy3/JxwXAWm5Xz5twHaYXlCA/sXdmOMMcYYY4wxZhXiD3ZjjDHGGGOMMWYV4g92Y4wxxhhjjDFmFXLOaNj7ovrXiTrtTpPCA+dy4/Wib+L8dSGFlOyG6wElyIBIq4R1U6K6HBVTR1Gn34zQ8bfqyuho47uzqeqynkWFuekV3K7SuCgtUtKssFYQmhXOqFS6SrOTl8flzmZ5IurDbrA+CNr0Jo2i0rD3giojXWvDhqIurPOsC+umIl4pjVH+vPj47t0pDSHcHn6YR+/Pyu2jlIbwQ6wpwvoEk5SGC85FxPFY6wzG4qrVPJSRsmMjIo1R9rFu+HJIttxWqpeWCuHG9zOQbSPS6OC0jv1U9k7arx4F23XaT2VH1SIPygjWldujhp2rqcagWkekLmwRjim94amEdatrYkXdsab1NOqktCrSnlpPRdWlVw0/wrSxbcP6HFNTPIrwDlIhhY6KfECFa1MrS3Ca0qPm9Bri9OxkoPxXN29smgOqVWZyrTuXodYtqpt7Ns1HlV1WdrGTry5+7lJ164vRi/1SYmYR6q3JjtTp1JXNqLNtvH6OWjND2TYdHlGNG6U1P5EdUytdKb26yqe+JpT+XM0lVRrO5bll3Xw4pSEMcNO6Rb28g5Rt5ed05Ajak20i1i/iZ4K5IZ1cmQ8CtHfdmlMqz6njX9iNMcYYY4wxxphViD/YjTHGGGOMMcaYVYg/2I0xxhhjjDHGmFXIOaNhH4rmm1WxM0+INKVFyv/ywflVVMNuNUfv2nilDunIPlTMzDoNu9ACxfbtKU0Fx1b5IEru8VoLI+siImJ2srfqss4PupQmiSio0xkq7RLfFuKLT01NUBp0KqwZUk90RKRx7PII/YRV/hMiH2uGxsutip3JDap09XUxPtU9FJqlVivpnmqkZRW9Otp2x47ufCp2KeKqQ6MeEbFnT7Hdv/8RqhO0SI+LtFzHGVG916dFGsewVwrptcW6KHpTL3rIJo06Wq4tjnMvVrYV+bi3oS54CiqOcZNmcyjbRkQMQq/epNFUa3b0ou/kYxgEXC5sa9PCDyoILVBBaJUhLcvgWMWwiwdoiQdoqLHlSzSFY1bNlB9jliN8c10ZvYaPbipX6SfrYr3Xae65XFXGAw8U2x/96GBK7GjTed0NFdNZxQqGbVtfbrfRMTQQv0fqZivMyeyYyrN2GCn/5et5MMqOqbS6bs92LFctB12f30jqidXGVydQF6VMlgGxOyeKga/snVogQq3ZoRa1UeVin+xjx6YJvboab0qb3mtcdbX2kbIZoppx5AjGoBrHPH7qYqOrXpHn4ePqbd09l0v2gY83jem8DnXzXM38fF+5TWlq3SK0LT8TzBPVM5magt2bpKthbsjrfmAOqebXSq9eZwsZtDvaoZdVzprxL+zGGGOMMcYYY8wqxB/sxhhjjDHGGGPMKsQf7MYYY4wxxhhjzCrknNGw53HYm/ICpTyoazQVTzNXe0VEDItrKbVDnTaT67EOOyyagWAYaUrwx/qgXbuK7ZVX6uN15yqdZS4SFNfnInCYtShKnwI9UZPuCLAmOj9Xaa6V9vFHPyKNldQdIa1JWwS9oIpd2aSjAegB45SGfdYOnRRpSoOD8nAPnD+vb6LdTr1zenrx0aXamDWyaGM8G+jWI1IMYmwjIvbvRyz1B+kqyMAadug7uVOomMJqhKI9t0VVc7Y2aZX/lB6yZlWK2hUYlPaS8ysdKM4dFseUXl1dXz1NFXNdairrgngrkaKK0Z6Xvxh1AWTVAh0KXIMXhRDaz6OzRQuwLYRN5bGI4xy/FqiYxspW1+m1lfZTldsUG73mlVKrr29CnVvXJZg6fWtnvQBqa9SJy3/4YWgvH+aSy61SOKsFWk6KfYwA1qpuFWmqDFyD30/5e2ltx2FvRWHDoB1vWmeojjqtea9zv0GRxqjy6upSWeVmsCxdCbGBGly8+A/skZrgMXWTLgUGCw2yvjJtXcOCGrOzffmpMq56Ht87Io3bXDfNNK3ngTV/2m21ZgSPJxVDvVOySAPqq0Oh1llSGna1po+Kq67euIMirTtefLtd7E9NpXxTU4Wt2rAh9Wx0k6pOHfeLctkWYu7HenWla8cLsWk9qjo9f92cH+26PL+N+xd2Y4wxxhhjjDFmFeIPdmOMMcYYY4wxZhVyzrjED0T1ZlWgprZIwzkqlBDTiwMKu3nCEaXpLyZ1LvkVR+fR0s2G3ZdUiKAc5Xuo/AGViyan1fkoCn9EFQKnLnyOCsXBqHyqPFRFNUldBLv5+eSE9tBDl0RERLs9SWfDbXquIS13e1fu8gyeMvcwVJBd4jdl+bnspoCCi9UtLw90h4GbmsI2lbF/f3GNvXu57Yrt3Xen0vLuxO7vcEFrt59IiR1X+J9QmgrNBpdP5ZbFbu5T2bGI5Mo0Fs3hTc5+RqLa++pcKflYX7ZdLK3OTZ7zDYq03G1USZaawiyBY/yfmaIPDMzUSx5UKKWe3UU7lRH2Uflp10mL6tKEu/4JGrvKXbtObsQuonUeqnWvAOUN2xTerS5K3VLTevWyVWUwuEdVd3X/qo2T+2aT7Ak27ed8lXLbFKhwPNsyCOd2AaU9OyIiRkdTubifdvtpyjdZbjmEHMaMemetPRDWTYEuo8QJan7Xi6SSUdKeJoWHst91LvZyHlo3SVMDpSnWWS86lojueWiv8R/FQF6I7r6txiePY5Wm5Dv5ZZW9YRsIxcCBAxOdtCQr5DcjbASPtzrJJegtlFo13/psG6HmO61W0Y5NYTHrmJtD3ZX7f7fcpuomj+fIdgntoyQEJ7JtRGpDLgPnsvQXD/J8SsPMhOuOjqSek13ijTHGGGOMMcaYc4ZV88F+yy23RKvVine9612V9O9///vx6le/OtavXx/j4+Pxqle9KmYafhExxpi1hO2jMcYsjm2kMWYtsypc4u+666745Cc/GVdddVUl/fvf/3689rWvjZtuuin+w3/4DzEwMBD/7//7/0Zf36r5O4MxxpxWbB+NMWZxbCONMWudFf9gn56ejre+9a3xqU99Kj70oQ9Vjr373e+O3/md34n3v//9nbTLLrvslK4zGFXdT6+hMJZq1pVSDfs9Sj0qKA09FCitUdKP1YXHqAs9pEKzbd3ancaCHhHG45EDRa0mKWyN0prnx5QGsFc9Ed8q0lQ4IiW/V3p1labuITXJBNVzouv6U1MqjATCTEA706T0VZol1VOVxqlO01Sny+be+7Q4jnNV+RzvpKjfzEy6x4cfHqpsC3Ac+iAOxQF9EMWjCsR92y/qxFos6DX5WrgfLg9tx8FyWA+6cmbyTNnHoai2Euu1cxt4Qhxrspk4zuuEoNVZV67Cr6Euao2RunBInKaeoEpTms5Wq6wBGwbYSIQvUuK+JuOCfba3KgSnKi9bjOPExLbOIawBoaLFqbBunKbCFtVJSFV4I9wCR3lSIcxw22wzlb2te30pchsfUR+dVKHajuuutP5Yn2Nmhm8iDzmkQiWxjX1CpOHXYGWzedRuKLd8sxPltuinGzYk+/jSl5a5KXt6j6Z8hw8X+48++qxO2txc/l44GivFmbCRsI91tk2trbHU+SPPEZV9RPjeZ/LnhsZzlXYd1MVMVIJtHoTqXBznsJTZXHZhpBO0WGrJ5TpH5TyU7RNCs/GYVXNO2EA1D60L56am3lxP3Gp12ajuN8709GBZ3zQGk03JddsRz2xdoqLSg4Np7tPr0gF595ibUxpy1nyj7uzdgjqrkJFqHsxrGeU2p2nerNYvwsOYoDTM/S6lNDxctu1Hsm1+PCKtLaXm0Utnxf/M+I53vCNe//rXx2te85pK+sGDB+MHP/hBbNu2LV7xilfE+eefH7/4i78Yd9xxR215x48fj6NHj1b+GWPM2YjtozHGLM5y2kjbR2PMamVFP9hvvfXWuPfee+Pmm2/uOvazn/0sIiI+8IEPxG/+5m/G17/+9bjmmmvi+uuvj5/85Cdd+cHNN98cGzdu7Py76KKLTlv9jTHmdGH7aIwxi7PcNtL20RizWlmxD/Z9+/bFjTfeGH/1V38VIyJeysJC4V7x9re/PW644YZ48YtfHB/5yEfisssui8985jOLlnvTTTfFU0891fm3b9++03YPxhhzOrB9NMaYxTkdNtL20RizWlkxceY999wTBw8ejGuuuaaTdvLkyfjud78bH/3oR+PBB4tYy1dccUXlvOc///nxyCOPLFru8PBwDA8Pd6XnGk1FXSxfViYonSPyKcXIbJaH9/kBqHKVhr2jqew1MK3STyqh365dERFxdEdqc+h+WK8yXaY9SrG09+wptqyHzGmKd9tr+GKlGYLeCPXltCZNfJ5fhR1llMxUaegffbTQIB1hiUtHR6PihgPVi1ifNCiOQ5fD5SndpNIHoWwVa7JOA7VeHFM6IqVjUvlynVZEui9+YGg7jjeM/VGR1hRHHffB+XDuROj2Pr2cafs4UP5TvbHur7rKPg5m2wgdbRWKN1Z3rYtu6q5ft+4ImxP0WC4f6rXWpk0pEUZF6c8vvzylvfKVxfbii7vz52VFJMG2CE6+sDXpz5VeGqj1PubL/Af2pGPSZk9Xy+fyVBx2dX1lF+tspZLcK+krv4JQhjpX6Va57vm5SsPe6yuTr4X2VPp/HYOYZxro+XU607rYynwO29FJkQbYLhY3PjhY2DjufnVSZSU95mcyPb2+cmxh4WT8nEPHnwFOh41czD4OxuLzRzSf0rArTTrbpYEsX5OGHfZTrQDT9Otb3fyyMvXKB5BajELZxyuvTGnXXVdsYR8jxUTn/oYxtXdvSsttkArv3oTq28pmqHIx3tW8UdlHpYPPj/G+ei0wylYdPjxSXr/Ypvjti4GeouwNv5mHuq6l7GJdrPWkXWc79nS25X3Oh7rw/ShbiTkhT6axDxvIswsVBQJzQx49sJWbRBq/0/M5Mp/D+VAX5EdZotOdAiv2wX799dfH/fffX0m74YYb4vLLL4/3ve99cemll8aFF17YMbrgxz/+cbzuda87k1U1xpgziu2jMcYsjm2kMeZcYsU+2Dds2BBX8l/kImL9+vWxZcuWTvp73/ve+MM//MN40YteFFdffXV89rOfjT179sQXvvCFlaiyMcacEWwfjTFmcWwjjTHnEise1q2Od73rXTE7Oxvvfve748knn4wXvehFcdttt8VznvOcla6aMcasKLaPxhizOLaRxpi1QqvdbqvwtmuGo0ePxsaNG+M/RIpSGqH1PkpHBGUFqxSgSmA1AxpR6ZmgULxQlMFqCqUnQjkd3XqE1hFB+MJ6o6uvLrb4K7TSsLOIpsz3w9kUfxCxZZUWh/XiyMcayVz7pvRzvcbWVZpGFSuXtVB12kMVy11ph0BdPHY+R+mz+PrtNgqC1oW1NtDksO5HaZDqNNncK1VcdxUhdjzbsi5SaciV5lJp4/MyIiIOllu+R5xzNNvm1wWo+0ZKmyi3HIMYbaH0/6zzHMq2EUnXPl7W59nx1FNPxfg4n3f2A/v4l1Hou+vsIrSUalUD1oZPlFtuTfQ69TRZPXZeuRWK8KhT7XG91dNEeVzPFlaAVhpNHtzYL9f4iAip0eyCjUt5jRNUK9gKtplKX1mnJ8eWbYzSsCv9pkpTNlOh6o5zVGhlpCltNFMX5llp7eviIvO1lIa+Ln4y23vEtef3nbLtyMfn5lrTwcHUU3GtmZkpyrEbpVEaCuSHUlkYpQQj6bmUhtnHlnLL9rFbq9lqDVbqxnCcZdwH2nhh4Wg88cTGNWcjYR8/HoUCtjMfozyY+7FtO15u+c2DVp6gNLyNUIayrdtoH5aKn6KaQik7ruaXsEaDPL+EPcS8ke1erxr21742IiJ+tjfVROnKMY4ffbQ7LT+vKU2h5q1q3Qu+JsY558vHOx+ri1uudPBNS5soe6fWY6q7h7k5Ffcb47dbw95qpeekbGUdqk5zc0jkemBep1ayUWsqMTiXoztgLonyJukY7COXi97OIwrfP1sobX225XPVrELVNy9jKiJ2PWP7uOJx2I0xxhhjjDHGGNONP9iNMcYYY4wxxphVyKrWsC8nA9EcGKsOda4KagXnDHYqhlOGCj3U619MWLnQgg+KiivG/im5r4ryMxT+gMqVktNQDLvxwLVHRTdSLkOq3DpUOCJ2UYRLFbtWwX2p3T6YEjuuNcUTmppKT/HQIbgU8pPNw7AxKd955xW9QoUSqrrOFw2EuLHz80mosXdv4aozM8PXUiErkDYt0thlRwWi6e69551X7CNqFdd3dnYiInRbT02xKyca/nFRJ74f5cqpwhYBjBAV9oNHMSqtQnEotygVxiO5Kl1ySVHOrl0R8/N98e1vi6qtIRDWDbREnhHKm7NO5FNu7Xyucv8Eyv1dpaG8fpGmpEUS5Y+oNDhMXQwzUe7CQNHv5skkK9dtnKJCuDFKgpPnZ5tZFx6zKdymqocKE5e7i7JLJ9zjuYw671p+JL3UTdWz19B4dSE+I5LcS7ntcr7kBsoFopefLPP0U37sPUH58a5iOzmbHcuP5/nY7uN9h8pzP0WYo/QuaLfXl3WrF6XMzRUupOmdqWz32qG//Ic3jgrhxqj5nbKLeSufWGS/7lp1nNIvcvkA4oGndIPK9pX0asfUJepoKlehQrIpCRD2lW07dEgFI0WvUPMtlgMWY5FtAOafmzalMYi5tGpi5UIPeI524EBRnvocaAoJV/dOqZMUVcPAjZTXTH0j2RSWPCoZJF4cXE/Yu/3i3JNZHnUsQo9A5c6OZ8vPU331qbBu1ZDHrVYxp2+3Fx8jS8G/sBtjjDHGGGOMMasQf7AbY4wxxhhjjDGrEH+wG2OMMcYYY4wxq5BzRsO+IaqBnKDRZIUD/npxnNKgHGe1LPZV4yl1SFscW+gxTf1Fpa/Usw+q2BJ1QiEVh0wIA+vC7UTUyzVVGA31fyW5r9MoKj2RCrPDTZJCqLGmMA8/xk+20J1s2MChSIr9mRmlQUn6F1xXabFU2KA6KdjkZNLJ4L6PHFF6HqaqlSyAfqo7PEWrldKgL0WEKg7HlOqU0hA67+67k/5+3z60I7c16sn6JOiDRikNDaRWlqgLYac0RqxNx3PkOqE8FVYulTcxkTTsJ07EmtewD0fxFJS9Qc9D66iwl72Gp1QBBtW1mLq/Ktcda7Kt/XUxxHoVTKtBDqiMvvLKIyN9XWlDdKmF8o64uDqTrvJgrPZahlqfpKpH7E5T0e/ydUyUzlKF/eRyVegjoEIkqftSYT/rylCvUa7nnj3F9sgRXrODtak53Mvzd5AKe/m42GebqUJmYp9vEnVSYUFhHymMq1i7I70rlB6Xr4/QSChPxNdbQ4xHsU6HWtsD8zsVLm1BpHG+urWUlM0Cat7aK8ouVtZIyk9Q63n0uPCFmg+q7DUy+Eb7V6evVvB4z8P8Nl0jtXy3Nnp0tDtk4/Q0rw+hQuqOdl0ftkdN1+vqyfXFWiDKts3OdofaYxC+cW6uexUFaNPz6+X/V58cs7NFW8zM8JwObcLrc0yWW7axT4h8uS3lcnGPfA9oPLa3sJVsb1UITDWXxLl83Wo4t3YbtlU8uFPAv7AbY4wxxhhjjDGrEH+wG2OMMcYYY4wxqxB/sBtjjDHGGGOMMauQc0bDPhpVVVZHu0Np+OsFKxJUDHWoIlh2UxdXHecqNUVTXE1VLh5aH+mO+pUoPBfpKTE1U4rCd1y+s5PEsWfrTlV6yDycp9LpKA27qqYqV2l8tm/na4yU95DuB/occNFFqWWh3eZyUc+9e0e60lSd+H5UzMz8fpruP12jKUIrei3r25XeqgDxdiMipqcLJR3ui+NCq5jGqDPro5K2iGMKoy6cEe3PowxKPqXvDHEM989lKK07zlEaeo4bjOtf0Uk5cOAXauqy9hgKrVqN6LZRSj+ptOl9It/wIuXkyLU7RH3UtXgNkhw2XdJmYvCpgOFKxI3BUifCjKRNr8YPXvzv5UoPOMTjHgWV9dy+fXPnkDL3asyqdTdUfHVll1Ae27Y8hrzS1atY7kpDr+h1bRW1rICyt+oe8Dh1PbjHwo6otzrnU/pz0J/liUhre3Avx0NjrXleD87HGs18hKg1Ttg+oy5KG8/1RONizZDl0WiuVgZjcfuIVuEuo/Tn89mWQU/g+ajqgnMiH65R18MitP3Mj0XQ2khqkYe6tTrU3FP22Xpy+1E3p+R9NW/kNIxzte5GVWtdbNVtHzgwWB6b6ByDzeB5U9Kwp7RHH93QlQZdu7JL6vp182G2WerV1m6j97DNQg/h3oP5Eo93aLJTj5qfr67AkM+tu8F1eT5WLj5V0aZj3sg2BY2h5nxqPSpeI6lTw3LLa5HAfrINVPNGoDTsDOwh7uG5NXmXjn9hN8YYY4wxxhhjViH+YDfGGGOMMcYYY1Yh/mA3xhhjjDHGGGNWIeeMhr0dVeUG1BasJzoh0rDPag40Gqt58ribSvM+K9KYOh18nTY+gvSYLHxBoHIEzlaCaRbelEKZ8YFjnaSJiXVdxdaEcK/ky/VGiJXOVWEtTh7Hd7FrKZmpiiepNNnT032V8ljzXnd9jvmOa7XbSZcyN1f0gNnZ7siqSkeF8nSczJQ2NYWnzBqYXuPydscXT9qe1ANRZ1Un3KuKwz41tZ/KVXoftAXrjlB3vh+lkczLYJCPr3ki2/K+0tVzO+EaSdd/+HChYZ+eLuKwn2s0qdFylKaSqbNtfC6GMZcxINLya6n88yKtUoYKwqsEkTAgWOSC9g9OF/Zxktb6UHZRaaiBuhRrKjvadTagPCAjYmhrutuLL97WlQX7XEReN66LCr2sdJ6qHKWDV/ePuiRtZYRei6Kg1Uq9B3Vh267X1lj8+nXvMSa1BdcNRmGS0qAd58bBPgphTS/0jhdQGvoYxyDmawClvYQO9LDIl5cfkd4FPCphH9X75ilKQ4fvy/KsbZReHPtq3qjynRBp6FlqfQ7Oj1ZWOniF0rWra3B5gxgkdUZDTWrEwhtNa2aouSH21ZwuK75SFbYFNVWqgDmfqqdaxwNbPobroiyuO18T56Q5XQTGWZtfguWYmplJ8zbM0VDe3ByPt7wXMWqNDTWh4TrVzeVSj2I9ewHbLFyL7QhsC/enyXJbt+5GRMTGcsux0fMRxW0ynuXhuqh5I8+R1WoVuB9lW/m6KG+i3KKNjsVy4F/YjTHGGGOMMcaYVYg/2I0xxhhjjDHGmFXIOeMSn3vwKVf3dnaM91XYoDqXyyZXKOX0MVCTNtCQJv3E4dsDHyPl58hpIozHwMC6WIw61898P6LqUqkuD49Tdm2Cm7ZyT+I03KJybVIu3ur6KhSIKqPdRlgIdq1ZX5afKq9cSfOQQ+yiqdy4zjuvr7z+lk7azAxcKfn62F8f3bAbJo6nsBe5K35TG05NYdSwGxWuwb0cPZndopRABPtwmWKxCfzMVFg3vj7O4TZBPdltFHXh8lB3drcqmJyMmDsHvD0X6F9dnl7SlDih1zKwr+wd4CfXjm5a4jwZ0kj5XKpBq3weyzTlNVpnF1UIM+W2WYmeNC0GZo0hwzjmOsGOKq/6JjsKVFg3FclJucur/KmJB7vyKdT7o67t6h6vyr9YGh7//v1sW2E/lfuocnoGLPEpC44LU6mjRegnrjvcXwcH07lJlsUNplzi8/ptjW7YPsM1lc/rz7aq3JmI+FtR9tpgLoqnqiQ4Kg1PXdkn7h35/FLZx6b5qJo3Kurml5zWLv2zW+rlz5OzTiGLa0vUdFTZRxkRrqRp2gq7wPJGpCkZJgPbx5JHZQNzW6mkjCrinSqj6jrO+6CwLTze87nh4cPpGFzTR0e7e8DMDI9Z2Cy2SWgUrgduhM8tKtBqpZvM75dd+JNNmRFpShyswrDVh0pN8ztcg+8Ldec6Hc22fC7nw/xahbrjNNSZ63lpud1VbiF3Ei/UU8C/sBtjjDHGGGOMMasQf7AbY4wxxhhjjDGrEH+wG2OMMcYYY4wxq5BzRsMeoXVHix0HdWGIlLZIgfwshV1q2CSFDOvGoqFccKME5ixgzGOORcTERHeIIKUNhLaGj6FKdWFzOP+jZaQYhA3jfRyLSLdz6BC3AMRKrE+p0ysXWr7JyYnOEWjoOXoTYP3kkSPQrLAabaQrH6hrEyGLbdTDIrxRu83a9LqQHiq0Rcp/+PBEpW6s9VK6L2ir5uY4HFF3aLSIn5fbhykNIdbqwo2wzlOFpgNchjoOxsQ+645wH1d2Ui6+uNhOT9eHlzmXqPvrLo9EFXpInYse2Bb5lIa9zmYq9dpi9eugHqyKF6YWl8iKqNNe83EVVoxR+uuBgWKcj+wY78qP8g6QfYStZJupNOxKc47jrOlUElUlb83TVLg4BuGNOFybeo+020W+ycm+rrSqDVBa66hcg+8BtlfpbDkNXeGSS9L19+7dWdajSdeO+uHZnU/Hinfrhg3doSv5+rC3SsPPduzw4aJOc3PbqKS5Sr4LLkjXUiFL5+YOZudFQGvfaqV7TSFN0XmmIuJ3uu7jXAU9kC1MXSjhOtvKx3qdoy61PDU3lnPKOsG2GEgjI+u6DiuzqzTsyNfrnEqtu8F9G/aQbaCylTheDZ2Wr5uTWvHAgWJc8FxOrVE0M4Nz1fo9bEf6yuunpzI7W7Vf1dB43U87XZdt0clsyzQt1FPcP4cyhmZ9dLSwKa0W6+phC9VXD/edTdGNqudkuVX6c3U/mA/yOxPX5bbGc+VONlFueVSgc+VhMiOqNv355RbrkqBN1FonS8e/sBtjjDHGGGOMMasQf7AbY4wxxhhjjDGrEH+wG2OMMcYYY4wxq5BzRsPeF9WbVfHSe9VoQj6jFLQog1V0yH+c0o5l5zFcTyWfVTHc+8rYmQOku5EaJKCOQfBDgp7t110VETqeJeto6mJQKu2Sujzys14eVZmbo8SOjuQIpWFfxXhUrdwdNx3wfUE/dfnlKW1iYrCsb4qNrjSsDz1UbJUeFKiY70rnqmIFs3ZpZgYZWA+J+2cdEfZTz5+a6i+3Ku5lcWxwMF0rxUJNaVNT0Aqxxgf6JC63W4eb6oxjrGtCGo8o3JfSBbEWCdfl5w/9ErdTIT4bHNzVScE6BhMT50Yc9j76l5PrJvlJnBR5kMb2UcX7RTlsg5XOcyDb9grnH8q2EZFEh7xoxa6yD7CGHflYpFgahum9xX+VfpKBnVOh1JV+U+k2FXUx19mOqvjBdbHU1ZolanmUpMtUpCerx1BhK9ptlY97z1yZj9MUeexd1lQOleVzvPqRcltfKuwdx3lG2qOPpndAsp+TdDZ0lrA7Se+4aVMxGrirqXcr9rlP4Bx+L2DdDdxXka/Yx/sLefjc6vt2W6UefF3uO48+ur6yPXlyMH72s1iztMp/vc4R61Aa9nz+yPtc7olsy+eyvVuqrl2CDsIdDzZQLaggJnhqnY6mNWFyTTr3OzXPzM/jfWUXVdrcHM9b8jV1FOktiDjok5Opcuq+MYeam2MNNc5Rq8Ck+U2Kp67emiezPHx8TqQxqjw1b1ZtMVdet25O163Nr84H63T1bJi7563d8eL5WmruiXx8LyiP7wHv+aZ1k0A697zzivuGfUY/XFg4Ef/4j+LUJeJf2I0xxhhjjDHGmFXIqvlgv+WWW6LVasW73vWurmPtdjte97rXRavVii9/+ctnvG7GGLPS2EYaY4zG9tEYs5ZZFR/sd911V3zyk5+Mq666Sh7/kz/5k2i1Wme4VsYYszqwjTTGGI3tozFmrbPiGvbp6el461vfGp/61KfiQx/6UNfx3bt3xx//8R/H3XffHRdccIEoocrx48fj+PGkFj96tNCB5PpMdeN1uvYFkabKU8dUGl4drJJAxMomLVJeX95neVB/LkhksRrEQCq4Lomu100XcVkvvjjFdlXaR9YF5Wl1YeBZn6T1RPvL7ROUBl0g5+uOL17VKef0l9dKrXj4cF9XPaFFYcmWioWZNJ1cp6LvHTkySmlFu7daI5XyI9Ij4TQVEx7148d5+PBgeS3Wf6N3cZ3QPtw21ZUXlF5daSoZ6Cbn5lgLpDTpqJPSG23LtnyMRwq0XYdFGoNzWMeEZ9GtRZqbS31s9+5Cm7p9e8RJJa86gyynjVzMPvaHjl8eoW1gjjpX2cc6u8vlKLuoYrSrMuQaHyh/kPp9WowhpWHw8SBUwcHLwbd9e1E7pYPmcdKrXhw2s1cNu9J51unVm/Sjas0MpWFPx/sWzVcuq1ICm63WGFHxjtXKBkq5O1KT1n1skJ6/WppA2XYcV69KPhd6bsRljoiYmamK90dH62Imp7bja6ErsoZedVPUhfNdeWWxfelLi+22OJgOYoEYftgoRCya8rMDKab23XcX29tvL7YnTsSKadjPhH0ciOKNWTdHbJrzKbsEezeQ/Z/T1HoeXIZaqaXXib2qU4e6wOlN4vTSCO3YsbOTpGygOhVFw46pNX3UuWzvxFS2s99ucwUwN2pYyKJrdapufTPPJefmTmb5eV7F58Iu8iIoT2dbJteyc90YzHN4nqXOBUrXzfWE3eRzi+MbNhTX53fW/HzRK6enkx1JWveZlLFj+7vXLKmiNPFIwxyRjHEU87fBwZSfbSVQc27Yz6YpQF0/xhbv85MnY21o2N/xjnfE61//+njNa17TdezYsWPxa7/2a/Gxj30stvNbqIabb745Nm7c2Pl30UUXLXeVjTHmjLGcNtL20RizlrB9NMacC6zoB/utt94a9957b9x8883y+Lvf/e54xSteEW984xt7LvOmm26Kp556qvNv3759y1VdY4w5oyy3jbR9NMasFWwfjTHnCivmEr9v37648cYb47bbbosREavhK1/5Svzd3/1d3HfffUsqd3h4OIaHh7vTI7lWRiRXIBWOqFcPWOWMp9yYFHAsUW5U/FCw3xolt+rS3+IkxcpR99Px2VA+kkt0Bx0RLtHKU6oubFCTS/zcHHxMJqnEn5db9ieBS40KWcEu2XCHUeEukJbcc44c6S+33AOKdkcInoh0P1V3R7gacqg5uPlwnVS4iQK0Kzc/okyxuxGuj7BxVVK5cEuanU2hh+bKPjM6mlxDOdRPjvKQVG5EqPuBA+laDzxQ7O/bx25MeMacVnWdv+CC1NaoG/84cvhwceGHHkrudvv3T+GouBY/Tzxvfk5wPUvhDI8c2VZuN0XEVKwEp8NGLmYfR6Lo6b1IcNjGwHlU2cwRsa9UpHxu7iIakex2xQaCcjDMkf81zAzXs1OeMkLKT135PwvjtvOlxZ2NXL45P1QBrnF793YX2+RxqqqZ2091C8oWL3YNgG7Grt69RAdV9ZydTb1pbq7OHZPT8IybAgAWBrHV2pBSxqpbFXaU7SjkRipcG9vEq6/urjFeqRQBVT7PvXsLO8uuuaAutCmnoZ78TFBnTlP3A5f4bZM/LnYeeCAdROVVHFNuqLLAi1/+iq66JylYnHHOtH0ciXp5kAr9y0Om20m6W8ShXOjZZqo5ohKH9Au9fru0kaqekjpfcxVfTWh7tl2ZrjY9XdS+Kfxabr+UuzyjysD+oUNs+CB5486q5ghKZJAHBm0KF9bt1j03NyiOoS4s6cM+1z2XEqqvD+49xVxq06aUT9lFJTtAeyu5Jj8L2BnYGEbP+fvK66/vyqe6GNvWQ4cQDpOfHdq9uFeEVOO6saQU+0reqea3ShbG9UQfU2ECc9nqQq8xHxtYsV/Y77nnnjh48GBcc801MTAwEAMDA/Gd73wn/uzP/iwGBgbitttui5/+9KcxMTHROR4R8aY3vSmuu+66laq2McacEWwjjTFGY/tojDmXWLFf2K+//vq4//77K2k33HBDXH755fG+970vtm7dGm9/+9srx1/4whfGRz7ykXjDG95wJqtqjDFnHNtIY4zR2D4aY84lVuyDfcOGDXFl5kuxfv362LJlSyddLRKyc+fOuOSSS85IHY0xZqWwjTTGGI3tozHmXGLFw7qdKcaiqppVenXILboDPmm48XLFkNJqsv4A1zou8rHcAfrNfhaUlPv9JBDpV2KQXJCoBB0qhhgJ+I4OFNpMlichG+tToI+phrkpttB1sI4v6dVZzwMxCIlXOnp21q4ojQ9al8NjQOPCGnIALTnrYlWvKParunYV3AWaaA7FgZ7EoWSK6yG0CMKhRSQ9jQqXp0KbcFsrnSs/M7BhQ6HzqQsb1RRSCPuXX96dxtffvbvYfvnLuzppOM7Xxz6uxd0U8zG+Fu6V+9OddxZa1gceSJpWyDX37+cRJeIPdvogPzusSTAbOrzK2mI8oAruBq2HVlIjoRLBq6YMZQOVjlJqK5VusuxQSiLG1+qoEXnQqHhdGDRK664ElOiYI90adpWdqdOmK704j+dcK8f5lc2oQ4Wfq9OURkRMTalQa+ghKgSQWuVAhUhSYScX170rrb/SYCo7hsev8nE3UfpNpXVX2kc8J7SnCgukbLbSsHPdkbYrmdbYuf1E9aIREbv3FFsYQz6mjDFunNNKEf9Xv5qSsH4KbPyJXidNZykbYnH7qOwYmkPZO7VukULNMjAS5kW+SujhdrdFbpUhDfupg/Yr25bPG7kvqE6uFogo007Md6/9oy6lisvDu0XUhwjmrj0zg5NYG473uFpniG2MChGLCmIuqTq80qardZYUPMdQ5+Y2UIUv7rajat6olq1iVJdQ56rXJ1Bdos62Mqgza9gfeKA4eXq6u8JqPQ/YZZ43Yl9156Zwq+obBufs2ZPSYA/b7XxOqfrU0llVH+y3I6jnIrSFETLGmHMF20hjjNHYPhpj1iorHofdGGOMMcYYY4wx3fiD3RhjjDHGGGOMWYWsKpf400l/VBUegLVAUB0MiONKd8QqkjxSLKtPUAaXq7Sffdk2guJpqgCyLABR4kOIRiAE/mf/LB1DGgk/js4OdRXx6O7oQumfkcb6Y2hQoPGYm9tPZzxSbpU2/QlKgwaEtekQnCgdUUXJVW43UVreC/j6uBaLP6ezY3wNflJKMIpVE/jcx8ttUfeZmdT+AwOF/pq1MyrmPdpaaSpZk6T0XnUaMKVTUvE01bOGZkhpNF/60u60On2Uii2stKJ8fdSJ80Hf+eij6TkdOFDEV9+zZ1snbWrqH8s9XjsBfWsmqn1kbdIfi78M5ilPhFbi8ZodsGlsA5UeE/tsgzE62cRAHc6q5g5l5xmaS1fDfVRiEavArBgsSsTNqNjU5bnHtu6MiIi7b+8+jccixjRr4BCTXeni1PjgquUadhUfVukXVblqLYzqeiPq6cGmsQ2u6s9brfTEkiey0l6qFQjS2iKDg92/K6BOc/zcB4ry1FoYSGPbhvtX8eqVzla1ndK/q/U5uI3zazWtO4L74PuBbRva899S4t2lsJzFnxCbKxG9EpCKmz06X6ykg/7K+yh2rjvs9JpioPxXtzZR069f6jhaGc3H88ET2TYijRR+I6n1Plqwfdxp88ViIrSIPDcM6kXPL1qUJ9ZDgqY3InVFXotBaYhze8fdef9+ZGQdOuB5Vl3MddYTKw17iDTMF2CXlCaZ3x2oC18/X+MjIr3x1PyR88H2zohjai0QzC+7y1O6ckbN+ZStyt8pTfZRdT/0BWWKOJ+y1QDdVM0bX/7ylHbhWPnMKoHTp6uVi4jYXlz4xK60Lo3SsKNObBdxHzMzaCj0g2PdFT8F/Au7McYYY4wxxhizCvEHuzHGGGOMMcYYswrxB7sxxhhjjDHGGLMKOWc07OMRMUH/x42zeg5qFlYbKGWJ+itHrvJj3RGutY3SILc4b0OKG90RdKjgsioIK4s2cI4SWeBcEhP/14cKfcZuiq2KS7GeBPoh1o5Ai8SXr5N+Qoty6BAfVRokaHA4bvpgto1IWiB+EtCg7KS059aUp/Tq6ukB1izhnPWUdmm55ZjraEjWVuUx5JOeZmoK15/opKEN+ZkgjZ+JWlcAUh3uTkmPmtpOaZAArsHdCtdibRnOVTEuyzC+EaFjfOZ9R92r0twzyMfDRMVjxtDhtDvvfFZERExNcX+aLLePh9a3rS0G6V/OXLZl8CjYjiqNu4pVjMfO+fEE1EoUcpGFcr9FnagTW1iJ2liPqQJxowMpnafoSAhvjS0Xq2K7snwO2jceR2qNCaW/RtkqZmzSzyXm54uTlX6Ry0U5c3NNa3ZgTLANLOw3tOvV+hZp7baKza5iuac01J1txuhot3I4j8er9JNcBtqu7t3Fx5VeXXUnpX9X11e6UNSJ86kY8kPTTxY7LKDEi1mJzdGhlIFWwenpxmD7uY/lOteTdSGm1wCjEbEu9DpIGB3cjdS8UWnNgVrPQ62csq7c0qwxNpXx1SudUS1+o+yYsnf5y5z7B+aQWAMpIh47XLRKpR+XXfHOO1Ma1jJS8nc1BnIbV4B540FK68+2EelNxh0TF+GniH22Y5ip81wO2nWUR4ZcPm2lK1dvUuTbQmnrs2N8DTVvVWDOm8pQSw2o9TmQxnM+9V7K52Zq3qaWRmhCmSWg5n4q5jvOrZSxt3xm/BJWgv2SISpwbKx4juodoN4zMzO48eWJvw78C7sxxhhjjDHGGLMK8Qe7McYYY4wxxhizCjlnXOJHoxoqSLleAhWSjfMNZNuI7hAc/JeQ4XLL3hmbzjuv2LnuupQIfwr2D1L+ePApUv547LcGP5Z8GxEjI4VLPLup4FT2GFFpKEaFqmH3TrjUIN9PfsInINQauyLBjYfdmOBS8nNKe0LkQzmpTS644Fld9cP9zMyosB948vy0c1ekiOQexeHiClf8DRuSGxUeZwpFwnVWYZGKfFNTyTH58OHivpTbjfJuVK5l7JY0P1/0TH52yl2z7loqTXng4RqcT7k04Zkor01VhgpzpUIqYXioNoH3KF9jz5707B59tNg/dGhnLLdb02pktPynpEIAIYe4m9SFNOLRifL48WOfyxsRaRgho0p3AZpsZp3/mnCxl7IkJotDw26byK68UVVfZFSYtry6nA/lzczwE4MdS08AYdXgXh6hx1Gy8xxas/MEKG0iIiJarWS/86ZTzVZFubJ2h5Brt4u0sbHUy+oenQoRBLhOKvyd6lpKMlTXTdRzV/lVndRzl91+UmiL1APN/YqbGgzjg14Q89PVQ1wsTj1xIuLb3+6u+1phXSzuEo/RwSNwITu2GOjRqgzYW+7OE+W2MvVSsU/VIFQdCeeqWGtNnTUrVoUnVLaF+7hSgWLeiPzcPaemUHe2T+uzbUSyHyqEmwqUxxTz0FZrW9eRdntSlFvnEq+CP/PbUs0lMQ/m3obrncy2fH2+VtEWKiQmo7qEki0qNRpMhArNVjdHrZMM8XHukko6kddXmbG++RPdGZV9bNBcbi4rM7JjXScN/RMhNiOSYuTAgWIO/+ijxTfIwsLReIK77CniX9iNMcYYY4wxxphViD/YjTHGGGOMMcaYVYg/2I0xxhhjjDHGmFXIOaNhb0VVC4QbVwFlhimtHd0onWWuelDKlUZJnxI6qtgW2Gfhx+WXd6dBSLR7d7El4e5Vlxe13/HPL+ykIewG63uVpg46dQ77gEtxGI+ZGYTegBaHQ7mpsG5oWaUU45UFcK4Kl5ae8v79/V1pqZz95Za1QLm+PN8H0EqxxqnQHSl9TvV+cK7SxiNtfydl//5N5Tbps57//KJgDpem5Igq+h+OKw270mDifjg/NDus3VFdV4U5UpIhaIGUdkrpUZVmSemo8mtG6KGDc/h+UKe9e9fH3NzJ+OY3u8s9V8CIUaHZFrItwzawLfLV6drZ7EyW2779xbgYpgU1Ts51B5vrb7WKHdVBmlDCa6UHLTsVZKMsH1X2Eacqm8mgr05NpYNpTQu2I2hd2CwW98E+8ttttCxrgq5V2JRq2EeU0722RpXi3HY7tf9MZzkQpbME6R4Q/q3d5vtS99Nf1jM9TzXOuW0jdNhRpbPl+68Lv8bvQqVrr7NLHS2l0kqOpRMmJrpDZCm7KIWeKnZgfuO87g06LYXoQtqJ7Sk86mwZsrBu3ZMZFYNsDdFX/lMT5rp5Hf8iptY+6svSuCy1nkh30MOI9ejIyqCoTqvCXXJabiu5P2GfJonbyvxjF2/upKHP8jsV45PXOULUQa763XcX2yNHkMhvEtTlcUrDy1yF72U7gn0WE6Pjdq9w1W6z/YKNwnxNrfGh5q0M8rHxUr+Z4n4HRT5cg9+QJ7NjEbgvfj2Wr8+Ynp7opPEcMoftDbpHXddR8zala1dlKHveNJdTNj2/1sJAapM+JYTPF1DifTEXUHNjNqnQsOdD8sSJiM9/vrueS8W/sBtjjDHGGGOMMasQf7AbY4wxxhhjjDGrEH+wG2OMMcYYY4wxq5BzRsOeo+IHqyiJrZpzVeMpLRIUE6QEinWHDkVExHqIeCKSdog1RBABqZjCLMRVsYchFoG+nUV+d9wRERGbSWT0ipcWWraRkaT7gN5IhXdncFnWv+/bBwFNd1zgiC3llvVJSi+O1uO4l0qbDlgbj9jtHLUUdYAGSmnIlSCPYxDjulz34h65ndI+1x2JR7ItX597Cp5Futcf/eiaiIjYsSPp2lW8ciXbrYtfrLRASt+N7sRpnTugMsbHSvUdC38mihGyQKOMNU0ROvxrU1jsoYGF7gqUlZ+dTdeqk/upULTz84X+aK1zLIrerOxXHr1Wadh5ZCs7mpe1WHnYV8pD5B8nYR5Gx/oWWWpoc1lcho7P9hHHedCoAVKThiTuOyrecF1sWwaXOnKE9ZiwUalVRkc3lPmLVp6dTXrHpHln29YdF1hJWmFnDhxIg3tuDk+Z7eLT2ZaPqxjEHCO5IGlE+WmjvO5BxzHk1TsIQ1/dV11YaqU55zUJVKxo1SXUa7nv8MFq5RR0Ql+5PzDQrYflItbhYlxRULG3E9VjMN4RHe360a2XdpLw/j5Aa3aomNq5DVY2eS1xovynbBqskVrHo4m8PC5DjY5DooyBI8UcYoMSHfPzV/PLOgEyzuUy8KBZiF6mrSNzu3VroWfn9ywuy2lq2ppsIFLYFmBccNxytBQbBRzncQS7qLTu3XO56rwN5WHAd9uzaj0Xt2PV66N+ygayvT2abdUaULyeS26LI9BOU1NXUFpxPyoOOlO3/AGeHdsAFV8d+fm1rDTs6BPrRtJowHyxVw27mtOuU3MAoGwm2daf7S2uz983aq0atFN+ieWaQ/oXdmOMMcYYY4wxZhXiD3ZjjDHGGGOMMWYV4g92Y4wxxhhjjDFmFXLOaNjnoqoSUfGD50Ua4Hjs6niua1d/CTkm9tezGE8J6CCGYJGHEplASJEHo+VzlRCYr1+Ki8bGUnxxpRNRehZUky+/b1+ZKPU8Kjb7JCpMabiwipeudIEcH1NpKVGHH4r80P2w7gnapWeLa7F+s7iPdpvvEddlTTq0Xz8TdYNulEWl3RqrwcHu+Ml4Ftx1lG4WMh6l18YzZt0RnuvO7XRfWHfhjm4d25AKcC7S+qhS61R/BkJ8OlQXnJ04MbAuIqpyu927oysNpypp08RExPHji1dvrQCNJkbUQnYsQttHpLF9VOuDqLVAVBx2XJ/PxWiEzVxHxzpqQF5QAYNAGSgGtk+J75TWndKenC+uvLfUtKk1PlQIZCWNV5cfHEwtMDcHe5fszcxMYRdmZ4sT2m22RagMazrRikk/OTPTX9Yz6d9xi9yc09NFXfbt43U8Sm12ReeZ6677o45WC3Vn2w5t6DjlK/T6rH1Ujw7HEVacw4vD3rEp6oRBF+t+PG8X9XIVsF0FZ3/ocPVYvp+XkS/eQQxRX5uf79ZvDgz0deXrPDxuKKThWggUHBH/9e6ijAduT9lh2tU7o2lNgLUM7CN6RV92jLcR2laqc2EX6+aNXIZaZQd2UWrYuS/ALirBOD9ITOLQ75XAWRkyKvfwA9WiIurNLReHKu/bB1vAY0jFPFfrAan1kNS6Gxi/ylb1i/08HntEt7483wdbRBruh58o7DHfI/TpqC9fH+3E5bOtBkUjX3BBamy0NS9tARuonhPbgLw7ieWDKvnXzT5Z7GCRl4iI3Tw3LvOJdzDW9lhHfXFkYl3luqq+lanl9Hz1YETqu1TuiYni++eB3SnbAw9UtxGpP6t1TACuf/JkLAv+hd0YY4wxxhhjjFmF+IPdGGOMMcYYY4xZhZyzLvGcDuq8u5RrE+fHXz5a2f8jkoMLN3bH2YV9k6++urqNSP4W7HMJ3w/2N4KvBoeJg8+G8hF8+cur5RPKY4SrqVytVXgj7ZYDVJwDuPtw62Gf3YPgLsl13y/KVdfHE0d5KpwHn4enxz4tdaHm1os0BnXOw4RERMB9jV0li+Ojo91uTIwKbQGXJX6ecFF63g4SaKAf4cFyH7pzb3ca/MnZtQn9k32C4FfLflHKVwn7+XaxNBXDDsepcWYHNndVE1Xn21FefuzSVReRaa0wG4V9UmKTPHSbkgexfcTI4lHM5+TwCMA5SnaEfBOU1v/85xc7sGcR0oW9EqcP4MEKf8yjV76ik4RQLpMU0gV9CkOH+xOOcZdVyiZ0X+VKyPnm5pQNKlwi223YLLZ7KvSQClXZjbLjGNqPPpqeaLsNG8x2ObfVfKwoeHAwud+ne+wOkaSi7DRF2kOd4d7J96BUEihj8wT1NjzIL+9OaUpmhneriuOpDAluiCuA97Hqk9R5RsbG86QYmi/t92G6vqonGqGcU9y7Oz1DyIOwjUj2kdtORT/M++nCqcQ0O4uAfVRv9PlsG6HniBi9PA/M7Z36BY1HkXKd7/Q21rFA+qDiEypdCPcd7KOPcxllnz1x9cu6ss+SfcQw4mIxPFhFolRzGO+jo4WtgHSninJ559k8jCqfi1Zme4PW47kcntRgLA6HZoPtZZd8lMtPD/NKdT9s2+fEcdQF9kOFzNzalQbZUUR6/NxNhEd4J5+yldwVxg+Xss5Hs/ljhJbo5v2Kz+E0XFhpmsi29pUdpeMmryRL/HLFNRr0Pnh/s2xyz57qllHTjNyrf7nmkP6F3RhjjDHGGGOMWYWsmg/2W265JVqtVrzrXe+KiIgnn3wy3vnOd8Zll10Wo6OjsXPnzvid3/mdeOqpp1a2osYYswLYRhpjjMb20RizllkVLvF33XVXfPKTn4yrrrqqk/bYY4/FY489Fh/+8IfjiiuuiJ///OfxW7/1W/HYY4/FF77whRWsrTHGnFlsI40xRmP7aIxZ66z4B/v09HS89a1vjU996lPxoQ99qJN+5ZVXxhe/+MXO/5/znOfEH/3RH8W/+Bf/Iubn52OgLhSUYDa0hp1RoTja2bGIpFhh9wTURqlToD7h/J1rsMBWaTxwn0orV9Ea31ls77578XwspKiJ1TIw0h3WjaUoKvxXR8dEl7jkEoSjWV9WJ2mHZmZyLTnvs4Ycrca6HpTDuh9okPjcDeWWnwqexgXllhW0ub48IoXKUKHWGGhEuTy0I9dpIiuvW8MO7VaEjtSDLsFtjW7E3QR6I6VP6ghzeR/9jsU7SnimRD51sTW4Unl+PkfpjoSms9MoLLQUIqvxUsz6y695TScN4ZBYiwW4OFxifj7iaSWXO4OcCRt5PIpejaenNOwqXFvUpDFK6w64luj5PGKgFtyMPC98YToIrSbHpVHhi4Cyt0zZZzkb9lUIK7UkA/qRip6kLq+WbKiGiSvsXbvNTwW2D2+jZONareLCbNoPH56o1JePK/2o0i9WJYKFXeQ2wX5dOEm+lioX53I74TiPT+wrnbq6B6TxMxkfK3sj9wPYNI7fg/cn20Dsq3in6iZVuEAZe6iEGravHDVDPAtRiyfAjqv1PsqG2rr1ws4hvFO4rynTinxsM/Olb7hpzjRn0j4CNZdrkvFjLqnWQ+rVPqrVITp1UUaIJw5qgQz1zsUYyNe2oXLVmK3UWYT9U2Gw0D3rZMUIaxgRMTlZzOlmZrjDYT7InRL2UKn9OR9a8iCl5XpxPqc/y8PHutfsqF5LramkysMbL81DW63ieFqzhPXyxXU3bJjopKDtVBg2tRaFgvOhnPEBWvsINjKfP0YkA96kV1fiblRKhJyudJRck64mxGqdJbXwCb0DLiy18y9/ebKVKgSoCgectzHyLNcccsVd4t/xjnfE61//+ngNTaoX46mnnorx8fFaQ3v8+PE4evRo5Z8xxpytLKeNtH00xqwlbB+NMecCK/oL+6233hr33ntv3HXXXY15Dx8+HP/u3/27+F/+l/+lNt/NN98cH/zgB5erisYYs2Ist420fTTGrBVsH40x5wor9gv7vn374sYbb4y/+qu/ipE6v4yIOHr0aLz+9a+PK664Ij7wgQ/U5r3pppviqaee6vzbt2/fMtbaGGPODKfDRto+GmPWAraPxphziRX7hf2ee+6JgwcPxjXXXNNJO3nyZHz3u9+Nj370o3H8+PHo7++PqampeO1rXxsbNmyIL33pS5U4rorh4eEYHh7uSl/sLxOsboYChXVEqoHqtEoqjrDK35H2sA74jjvKgyT8gXiE82Gf00rt+smHH+667iC0JixMg+aTRS7l/izJPoCSnSgpFJPrEefmJukoLsLxgaFFUjHa+YU8m20jIsZEvjyCdER6yirm+fnldoLStop8uX40ImnsL+ikvPjFRTnsfXf4cKHBOnDggq5jItRkRx/DsTOVFA1SNc6HR7xtguqJQJJf/3pKy9c4YKEOqBPwRqQbURpNBtdQ2iJ0Mj6G66qb7TVYM+lRX/nKq7ougVM2x5MpEZqmsbE4OjXVfR9ngNNhIxezjwv0L6JqL/Po2somcu9QWve6NLaPsMfrKA2Kvk6vVGJmpRvmvqjWQlDrLpTPfSuNI5hZtQQIYDOqwr2qsLRKPqqGWT2wRUk/iesqqR43CTdjjrJLnF9pVPM0FY6cr48243wwBSwhByIcdCUN+yhvaIB6VkfzTQMfD4ofCuzjV7/ancYPShlhdApuqExD3vQOXhgYqlQtIr2Px8bSM+6MD7Xeh3oo5T3uvJLfY0Nd2XFdfo9gf/P0IynxcHWScHT2zIvYz6R9rANDpenXLzypOruoyjgp0tgGy/WQsM+GqXOyEKDzGMgXxOF1Esr+2zeZ3pUDA8XqImodAzVF4MurZW6wj+7Mx+bm0IosClbrIalWq/t2WC/2OY3LjqjOM6E157bu1tUPDhb7TTYe0xsszxKR2uzw4eIeHnpoW+SwLUQZytyo9QJ4qQPs79xO80b0j9vJMMNGKvuoFiipQwnm1aJCinwNpAi9zhI6kprfCju+7fKUdvXVm7uqgVO4mpduLzX+aK8y03LNIVfsg/3666+P+++/v5J2ww03xOWXXx7ve9/7or+/P44ePRq/8iu/EsPDw/GVr3yl8a+oxhizVrCNNMYYje2jMeZcYsU+2Dds2BBX4s/kJevXr48tW7bElVdeGUePHo1f/uVfjmPHjsVf/uVfVhYAOe+886K/X63HbowxawPbSGOM0dg+GmPOJVZ00bk67r333vjBD34QERG72D8rIh5++OG4WMVlMsaYcwTbSGOM0dg+GmPWEqvqg/3222/v7F933XXRbrcXz7xENkZVkaJUSpCWsPoF+y2RjxXUA9kx1mWezI7xfvtIiqfYQgx11mJAIKFis3Ps4fKF1E86pn7oN5BfCFUWdj2vk5SH34zQMXVRPZY24Zzdu1Pavn2T5R7qxCFSoDsapzRogDjG5GR0A/2SCrnSL/KxMgyxMNEbWAsEbQvXqcjXanWry5QUjHVH//JfdtcO7YS2ViHKVdz0q69OaUqf9LyLS70Riz+/XPYnflDQG/GDyvW9rHtTMS6V+DbPz/uq86hFEZCmNJhKfMv9GXXmSZhYFGBo/lh5KKmk++bLtju8yP0sIV7v6eZ02ciR8h9aXmnSoeJjW6hiCysbuJAd432l22THVTyp/tFy7KpYrNzHMai4f6h+nJcR0RmY4yNJvzdQ6oqV1lzJhnF5ls8hH9tWFeZY6c/R9Y8cYdsG24d6psrNzRVp+/alN96GDSOVspi69UcYrpOKS4vhpiSIyM+PBD+OqhDQXE+0yctfntIunby32NlN9u7rWYPyTai4vHju/KBK+/j4TFpbRamzh+eK99d60iaOHToUERGDKjh9fjMRnYZ6cjrpY9F3+L2A9uE2uWLXjuo98H6dlpSOTUwU1+XnhMOctnms7GN7xDo64NixWA2cLvs4Vv6rW+NDoezirDiu4rCrmtdenzsN28MctR4MvzfVukk1YEixbUNVlB3haqplaxDW+9AhjC0egcJYdeZr3CpPlFueI0LDrlaV4jcO7KxaSwnHWNNe2NnR0XR9NDHbR4xftdwKtxPs4mtfm9JwHI+Ep3k4xo8Q80X+RMBxXn9ArlPwzXIfD4KPY/4YESfvuy8i9BPBO7s1SrHncbOqATgNf1xTCyAoSYuy9yiP57J1C6lwPhwnW41TOZtasqTrPaNiyj8DVjwOuzHGGGOMMcYYY7rxB7sxxhhjjDHGGLMKWT2+nqeZoag6S6vICiez7WLAWY6dwPLQHuxMU+cOymmDcE9h/yAVHkG5e6iYYLkbCbmdHN1VhELZfUfKrjzq4GXCXiRwfYIHP6c9/DC7G8G1He7vLEpACDV2cUG+n1MaKsNPT4VVQ2gNvgbgMA44DlcpftqoE5dbPNGtW1O5cDNiFyS4KrELEtzjuZ3waJWqAd5p3NZIY3fQoQdKd9A7yS/qz8t99pVCqL/SVTMi9Vnud3hieBLrKPZsq1U4QLNrIfJzK6G8DewXhwZS2gF2EVJhOYDq63CZUjGdlGtfU6i5/Fq0f2xgPI71KenF2qIVVVd3/kvuQLblY+gDCyKN8ylXzrpwRfxi6pyj+o7yvUQfZN9L5fqm4pqVfQXhtSLqvejzCEh8eRWdkKuuXOLRPdWQqYYlQqUeL7fkethpsWQzp6YKQ8LhgFA/5dbehIqSh2GmFCvIz2lDD/2w2FIDXFE+nx3//MJOWkeewKEo//Iviy3bu+z9eXxurnMIzc4264RIm862fJydYOHyOSbybWP7iTrhYbNmqnQz3UyNvvniosSj02mkqDCqst+rzlMTXkl5kqpwfdIdFeUi7WkOs7X26I/CJjVE5KoFNlC5EKt5o7qW+oWtY3uVXVSuuCqOHw98DFIVB6wc5AfnN3eS4C2t1BlK8sdpmDfxuYcOYdxi/sihfzEKN0U3PEDwzuZz1bwRT+OC6Ib7NGypCj1c2GWOQKDso1LtYZ/fFXCJZ1PB06rFyuU54oXxWLFDLuzxzdLFnW0mHp5wf58RsiAlTkBv6hYJRAxTGSPl/hjNR0GLQy3iRaLc1NX8rU622et3E7+YyrRjA0kaW+fRXrGV+TWwPbo8c0j/wm6MMcYYY4wxxqxC/MFujDHGGGOMMcasQvzBbowxxhhjjDHGrEJOWcP+ve99Lz75yU/GT3/60/jCF74Qz3rWs+I//af/FJdcckm88pWvXM46LgsLUdVM1oXMaEpTSpg6nWceFonzVVAx1FhvkedjMRC0EyrUVZn2s0dTDXZ/s9iydCUPyxORpCNNElEc37Qp3fmRI8V1W63BrqrhFrmMI0egXVKB9TgNehcOyaY08dAgsfYT5eDGOT80KxxWrmizQ4eu6KTs2FGUp6KfcbhXHOfHmUtwuE0gGeO05+0qe+Cdd6bEb5YPj8XxZZi2k6SfRPAOFUZG9UUVdmag1K4r3TKv4dApl3Sjw0okC1S8l85FRYMp/SQ/ABWeRumdSjFSn1qoQdRhfmS8tqqLcbbZx3ZUbSLbp3UiDSyIY+grrInHCOQnopp1ROTrlK2E4HUxyVgYqEIW5jrciE4/UqGHlFwY9pGrpLpsXrXFUFFg0r4KFjqXbSOSgpDH3WjX9aEVnZ5m+9h9fTQTLwWh1jZB06oQOHlZERGx53C1sIjO8xwnGxgPlS8c1mPixUVpU6WtwlNn1SD2VfM3rb+A/XmRj+cAeAKVtW3KsG/DKq6fEv+WDTROnWccfZfDTirxb75ACoMOTeVu3l7ku/LKFOISh4f4zg6I55TPNyi8Xa+cTTayHUU/qQurpn796l4Np0o+v+Q8GJVsl4eybeUcFU5Q9QW2mXn4qYg0ERRa4hPbd0ZExO7bU3YMRfWKVqEdeQjkkYcjIkZHizufmcF8LGmJW62iTu02txzmeTxHxHG2i9hne7cp20Yk+8n6d5yLa9G7pbStR448m9KKc2dm0toie/duiAi9pI6SVW/bmu5xerqvko/bC1OeC8fI4t2xu9hy+F5o12kuOffww113cyzbRiTbp7551Pv+eLlV64apeeMAzRtHVZxAuZBHBvdr2MWmkLxqfY4yjZPydxvv983SHU1XtfMLY0XfXVAfkqfAKf3C/sUvfjF+5Vd+JUZHR+O+++6L48eLx/PUU0/F//q//q/LUzNjjDkLsX00xpjFsY00xpilcUof7B/60IfiE5/4RHzqU5+KQVrd75/8k38S995777JVzhhjzjZsH40xZnFsI40xZmmc0gf7gw8+GK961au60jdu3BiTKo6DMcacI9g+GmPM4thGGmPM0jglDfv27dvjoYceiotZLxoRd9xxR1x66aXLUa/TgtKtM9AFqfjBCyKfipmJc5UGU6kvZBx21m4oXZrSsEOzoTQeHYHMUNehJokHZCEqDiFrrXUo7eIv59DscHe5/fZie+TIE5R/f7lVMQs5JibuY0PXtaqqGbQFa5ugT1fxi3GMr4W6/KyT8sADl0VENYa6ksOiTVifhNiaSONYm5unHyl2WKt5+95iC71jRNKukxbpUKkh5ObP42QyrCPK11hYR8e6e0wq95g4xvmH63RHqj/XxRFWDasCCCuaAr8qkXLZaccvvnjJ+syz1T5GqAje3bpJpRTkNLQiPxHss3oQ/eyESOMe09lXQaKVBk0JxdEXlRCdhZblM2P5e13Ia3XJXrs9bACfizR004hcrwmgucRFlIZ9C6UNlWWxhSjs3cxMGrUPP1xo7qAjjUhDkPXnSmufD1VezwPvgHXzZNth05T2lrWXyEf27uR990VExEG6myey7SQdw1XVugqMWm9GvdPVOjZQvPLYwbnjpUZzlG1RneZc9WE+F/t1azjwvnqRl51snB/sXlazZmXU2eW5uVgKZ6uNVHp1tEp/dKPmkmpFHeTjnoD+xqNfrSciNex4ztw/lEFCP1KGSbx7VbdTcz+couyieM1K2zo5OdFVbcw5d+9OLTs3h3kbrz2E46xNx2jl0Q0bqUY3jy30bzzlx+kY5pCqjDSXfPjh4vjEROoBiLnOQ7CjcaexumPHeLkt72CAegW06bfSOkd33FFsxbofTx1J7YQvDbajeBRNsutcw67migzKZRuMbzJuuY6Gne1d3bsfNK1LpDqlmkuW+6xN3zyABRjIPuJ66rrltfrKB9u3knHYf/M3fzNuvPHG+MEPfhCtVisee+yx+Ku/+qv43d/93fjt3/7tZamYMcacjdg+GmPM4thGGmPM0jilX9jf//73x8LCQlx//fVx7NixeNWrXhXDw8Pxu7/7u/HOd75zuetojDFnDbaPxhizOLaRxhizNE7pg73VasW//bf/Nt773vfGQw89FNPT03HFFVfEmArfZIwx5xC2j8YYszi2kcYYszROOQ57RMTQ0FBcccUVzRlXCS2RNkz7KoZ6XVxW1njkCi7WAeMaKvZ1RZOg4gdDz86CQAhf1Lms64C2otSCbN+e4llCpsTSaOgmlXSEqwS4SkpWnx9jWeKPfoSMu6Mb1pVDAM4tDLUgq8GgXOQWRYuzfgTiUORn9cwjotz8WMTcXFHunj2XdNLQFnz/aFueg0D3fsWusmchpnpEEvZDkxShFw8otUhTpK1+rNzy3UOVwyWoOLL5Ggvz4hjnR2vOinw8nsZmiufU3yTmzdOUWJbTkE/p4BkVtxvjSa0TsZi47mle06B3zib7OBBaPxmRbBlGU1NYeujS2D5C+TdOaXkk8Yg08pSt7sCaMezzQhG5BjNCxhTuLKpBhuzgdHG3iC0ckWSA3I3yLnhYSNuUVE6VwajhPjraV+ZPa3aMjBT7uMWmJRnm5tCHec0QjGS2d4VdmpnhIOqDXeWhOVVIZ7WcSudRcEMhoxqfLOIv7eHMj37USdor7gbW8Gi2jajaQKD0gOin/AaCTeN+r/SdA+JYrnkeVS9c7ghqHQ+g9JucT+k8VcerKxftrx4eB5DO9c0nWM3fO2eLjWxF8QyV1lzpytEH1DpH/I7M14HhMtSaSkMin9S1YiLCExLYO143AM+Pnzees3ju02IJGHQZTlPduOk1C/K1f/gYhs/cHI986Ml5FYELy62aI3J8dZzD1gJGjVdmwVtqJvs/77MSXK0tUhx/6KFndVLQJvLvVPRMhmbL+qGxWZsOvTrmjxFx8q67IqJq93BXk101Slr2CP19o+Kq49GqtY9wLt+9WlEK+3zuebCLPEdDR1JB7BVqbZs626piuHMaxhHbb2VT8/kq6nuKc8icnj/Yf/VXf7XnQv/zf/7Pp1QZY4w5G7F9NMaYxbGNNMaYU6fnRec2btzY+Tc+Ph7f+ta34m6sVh0R99xzT3zrW9+KjRs3npaKGmPMasX20RhjFsc20hhjTp2ef2H/j//xP3b23/e+98Wb3/zm+MQnPhH9/YWTxMmTJ+P/8//5/8T4+PhiRaw4Kqwbu7mpv16osG75MQaudOzhAkfG9ZQGF5DhUXK+U34xSGP/81e+stiya4cKz5GFLZolDw64GTVFkGMPlPzcJrlZ7uHP3iTJGeZCSlufHYtIrkocwg1PqjtEURX0RXafejjLzy5T95fbC0QZ/LSLcw8fTi7xiAylXOKvvjqldULB7Sl9bpXvLbvEA34QpauOck1WLlAi8E+lr49kaeymp0J5TYt8cPPj0Y/69TeF4cI+7pHvFX5xHHoLacptU7nJs+sSOqNyzVV1GhmJOMl3rznb7eNoVN3SlOubCmmE0cMthPzc79CPxkQ+7sdwhWe30Y6USMUXQ1/h/gHJkDJedVKMSOOX7SI89JQsCFVR3nPKY0958/PwQHnstaq6e961ub4q9NKhQ3ii/KRUKMzut5pSpajhlkcYU8qWmKebwE2yeycamdLmSld4cpLv7LMNysMRNcnY1Psb+ZSDN/dJuHqqcIbq3E7TNIVmU2GGQFO4S6BcNZWbJ/a58+B9xGMHY4vjuOI46lTncl9yNtvIXDLU9EtX3fG6Y2NiX7nJV8JgtUqrqWRjnIbxhvkjH1danfIZH5tPYk6lYunVg1lFFlQe+bmyQ9nW6mwak6r6sGopjed8GMlsvDDnZBHrdHZMBW/kF8RWka9wp+f7V8Mdxx87nK5/4UiZiEkl20zMF+mPX5BIsi1CP1IBGJUMeF6kKSklqJszMFzucZFvrgwROagaisllQUoepDqWSmPUixntznNz5FPzEZSLPMePx3JwSmHdPvOZz8Tv/u7vdgxtRER/f3+85z3vic985jPLUjFjjDkbsX00xpjFsY00xpilcUof7PPz87GH/8JTsmfPnlhYUH+3NsaYcwPbR2OMWRzbSGOMWRo9u8QzN9xwQ/zGb/xG/PSnP42XvexlERHxgx/8IG655Za44YYblrWCxhhzNmH7aIwxi2MbaYwxS+OUPtg//OEPx/bt2+OP//iPY//+/RERccEFF8R73/ve+Df/5t8sawWXi/noPSxLk9uBCmOANChXSFEZG6AxUmFRlIZCaXOVYLwpXFZ5DjRIKuQaV6lO5tZUTegsWeaWh/vgMgYHt5R7WzppOJe1olNTD5Z7m7orEKT/7uiTOCAP9EYqpMIWkQalDqt88GRpDYHYFhHVCFFAybU5X9+BUl0ETYyIxzS3b1/KX2776eHNleHc+K5OZNuI1MeV9k6FfzuWbSOS2ovXf5gU+aAoU61a6SjQQ3Kj5CG3lPiVO6rSuqtxogR3eeypCC0kY8HdsTz4Tj1no31EyCL0GX7euX5NaYOVfo2VgliBgvsHeoXSFfM1+jeUZ9f1He4LSw37RwZnYqJYU0PZNnVqfklGRUpSmm+1ZkjTkg15GE0ljea0AweKkx99NK27ceSIUmIXT/Kii9LTw/WbJNSqngDDbdtWobPlsSi0gtCrp8CaSaPJytO8f6qwgiq0KqeBebGvylOaTjWp6jTJqdi2unBt+cIBOXk+LkOFKoKGneupFnZA3fHQm+qRcTbayAi9ppHS4dbZSu5v6Bfq/blZ5G8NluOyaY6I56L6ltL6qjT93640FeJRmVuFihiIfWXH0nXT/Y+NFftsp6eni3Z64IGUb24OrazC/PK6CSokG8CTV/kZ2E/W2hcTXLbtag0UNVS7xip7p5T7T7TTWxsjlfsp+hHPEWdFPqDWTuD+jHPQ/zk/ylX5lW1t7C5oKBW+VS2EgH1lM1W5TaHeVLhRtZgX3mX5+iRLnEMuxil9sPf19cXv/d7vxe/93u/F0aNF51+NC4UYY8yZxvbRGGMWxzbSGGOWxil9sDM2ssYYo7F9NMaYxbGNNMaYZk7pg/2SSy6JFty8BT/72c9OuULGGHM2Y/tojDGLYxtpjDFL45Q+2N/1rndV/j83Nxf33XdffP3rX4/3vve9y1GvZSfXsIO6WKy8r7Rq/Hdh6Nknyu2GQVJwKnEfhDpKY8FCcAheVExhpRsjjcexsUJrDVmF0lfzpVA9lqrlVeN8LCdBfHGuJmQ2kIgq2ZUK98r5fvSj88s9jsI7l20j0hNi5WynxrQPlRg08ay+hSqc8+N40tCPjhbt+tKXplxoH24TtG1l+YHpLBgpN3apT2KFFZp9qNStcxorT1m5X5cPrcP9HuoaXFfF7uSxg3wz4ppKQy9jwXKg6Vyb3LQ2Q655z6+hzqnLp/SgeD5790bMqDtdnLPRPi6EtoUR3dpLblX1AoGSjp/ixnI7KuxiPxmXfmXTco0miwAxyDgNZfBiGEp0LfqHugS6mbKfan0OdE8VnnUXLYWh1gxR4ZN7WcZESVCV3I/TJifxLNIzUbK8XC/PaXWvJRVvuVJRtcZEeZEZ0mNOZ9uItI4G25s8RjU/XShJ+e2AuOrcT9VaIEqdjTHBn5x4U3B5XXMFZbPUw+aGLRtvYaBbbd83e6wrX6XfL6apzK+bp6kFE/hdhfLwPOeU3ndxzjYbuRD1NjKi2S6ihdQ6CljjY4KODW8q5xzqfajsGPcZ2EWe4ClDpiaH2UIa88I+qUup9TmabBvsbN08FMsqMFxu3XSAbdbevUXB7Tav/gPLoFayYCuAETyRncdwuegpafbVao1U6st15rZT8+vYM1lscUM8xsuG4nljmasyb6tbY4Pnj7C8bNvUvDFf+4hbS6G+v5CmvrnkB4N699et+6EWB+A0pX9X8dpVnfL8Ed32Fs9pmeKwn9IH+4033ijTP/axj8Xdd9/9jCpkjDFnM7aPxhizOLaRxhizNE4pDvtivO51r4svfvGLp3TuLbfcEq1Wq/KX19nZ2XjHO94RW7ZsibGxsXjTm94Ujz/++DLV1hhjzhzPxD5G2EYaY9Y2nkMaY4xmWT/Yv/CFL8TmzZubM2bcdddd8clPfjKuuuqqSvq73/3u+C//5b/E3/zN38R3vvOdeOyxx+JXf/VXl6u6xhhzxjhV+xhhG2mMWft4DmmMMZpTcol/8YtfXFkwpN1ux4EDB+LQoUPxf/6f/+eSypqeno63vvWt8alPfSo+9KEPddKfeuqp+PSnPx2f+9zn4tWvfnVERPzH//gf4/nPf37ceeed8fKXv3xJ15mLpFmL0PF+e40TqKIuQuHSedWwKEfp1ZVOQgnLr7662F53XXc+1pQp4WSJCm+twm9CHgI9eoSWfWC/SeKR6yZZk4MylO6IyzhwYCIiIo4cYYUOFDUXUBp0xgsiH1d0U7ZVT5P1eOu78qGp+TEBvh+0LcuNtu0qT0I8RyEWZa2mimeJmrD6fmN0g7vgFkE5rMtEyz2JatCxphjFeZ3WUVpHr8y6I+zXpTXphNBm9ACOjRQjb3YyZZuYKGrTp+LAc4fGA2LBG9L27o040aTOqrKc9jHizNhIxGEHreyY2i6Whj7AL5cNaA9eu0DZRdYzAwwqPG8WgmOfB6PSRqMPNOiF0S3UsgsskUOVsRUybAnbB1SJQ7uqqitbiXPrdPANcn1pv5S9r7tG07l5fSs3pgou93nEoXeo9THYFuV9kd+E6JPcr6HbVPGD+Vo4d0ikKU08p2F/eLS8mtKNN1E2topzPTCQLO46tWgK7BgeGHdO1dmAimnM5+ZBsk/ySinNnG1zyFzDfiq/dEEbzO9ItABmI6Ob0lo5HcOjxOHqfcgGCudeeWVKw6I7bG/RP8SCGyfmu+9ShcOGCeY0tSyMWttCkb8WmtZUUqDLiqUgYmaGRzLaW82IlE4d+dRaSWoloe4ZlHp0ar2TdSM0c8vfX2KOxE0ym20jkp1jCzQi0mD7VB/nuSTKns/+z2lqPSS1HhiPiX5lK3tZ70NNvhkV4F59COE4T9yB0slzeeisOBedfYlrfCzGKX2wv/GNb6wY276+vjjvvPPiuuuui8v5a68H3vGOd8TrX//6eM1rXlMxtvfcc0/Mzc3Fa17zmk7a5ZdfHjt37ozvf//7ixrb48ePx3ES+CPGpzHGnAmW0z5GLK+NtH00xqw0q3UOaftojFmtnNIH+wc+8IFlufitt94a9957b9x1111dxw4cOBBDQ0MxkS1De/7558cB9Se3kptvvjk++MEPLkv9jDFmqSyXfYxYfhtp+2iMWWlW6xzS9tEYs1o5pQ/2/v7+2L9/f2zbtq2S/sQTT8S2bdviZA/uUfv27Ysbb7wxbrvtthhRLrCnyE033RTvec97Ov8/evRoXHTRRV0hOZS7h3JagLODCtXCjQeX+P5LLil2VJyKJtcz5Z6RH2O4PPglUXnr9vywkm8dlXFp6TI1Npb0YvDiUKF62Osj94bj6qnIdWgK9s6Cxxb/MR0eLeyJgmscOcLu7+AI7R8st+zGolyUgArCg6eoekrq08qTU3kj4ji7vI6NFS5SO3HjDzyQDpaNR4F6Om5G/PRRY3bKQo25D58QabgLvgYCxuG3BHatgpsnt+RQto1IwfI4EknnIavQMtzJ8rAcSrvBaWUZR+eTI9VhMf/qXEL5oPHDQyfjB1WG2ItHH41YqAvm081y2MeI02Mjm+wjenu/OrlEucRziMtB/HKmYjY2SYUwkVZxJJULmhpkyvcS1xL2dmGEHPKE+zlQ5htpbLNwKRVBS0XL4mZSVVe3mIdaU6GSlAs1o14pCjUE67wBldd3RwHzwN6UiBsSbto84mDHlPs7k49Stk+oErtt5uEKI1K/ZxdN5X2LpuNRqexyp4nx4FUYV6U/EA9nZCyNMuXdeay8k3Wq8+YaDnWMr6te5Fyn3OVzBWzkmbSP7ajax176Xw76IPc37A/CFZ4nRCwbA2h3ZR9VGzSFcEN5fN3yOQ9NFnOqIRrQO3as4yyVfbZZyj5gmCtVjFJgKPd7TCm4DKWkU3O0ZIM3dNKOHIHbO3tSwOIoQSD6Jb8hsc8u9N3iiXa7qMzkZPdz4nvsPHYl6VIhzHBjFH4Wzd4UTEzN5XD3Td9LOWrEcrnK3sLHpvLKUPNAFb+0TheBUJhU8/lSPtT0LhwaKO+cX+o4qWmM5e70iEm4RPu4GKe06FybYqQyx48fj6Eh1cm7ueeee+LgwYNxzTXXxMDAQAwMDMR3vvOd+LM/+7MYGBiI888/P06cOBGTmSDw8ccfj+3KkJUMDw/H+Ph45Z8xxpwplsM+RpweG2n7aIxZaVbrHNL20RizWlnSL+x/9md/FhERrVYr/vzP/zzG6C8gJ0+ejO9+97s964+uv/76uP/++ytpN9xwQ1x++eXxvve9Ly666KIYHByMb33rW/GmN70pIiIefPDBeOSRR+Laa69dSrWNMea0s5z2McI20hiztvAc0hhjTo0lfbB/5CMfiYjir6Of+MQnor8/uYUMDQ3FxRdfHJ/4xCd6KmvDhg1xJftIR8T69etjy5YtnfTf+I3fiPe85z2xefPmGB8fj3e+851x7bXXLnmFeGOMOd0sp32MsI00xqwtPIc0xphTY0kf7A8//HBERPx3/91/F//5P//n2MQhKE4DH/nIR6Kvry/e9KY3xfHjx+NXfuVXTiksEmgKR6RQGo8BkdYJ2wJXKyVMVPqLJk0ZzlWxgnjhlPIF9bO96Y6gU489e7rzl3UZ25U07JAUcjWVnl1pH1XUpFyjiagiXIaKQMPSEeS76KKkDJye3hkREUeOsP4N2lhW0jxdbpXWHbA6+/xyy/oklJeU4FNTs2U9k54FSwgo2Y2SuEjhV/l8WCqrNOyd8kUan7uQbfn4k5SGfRW8TF1XaZEQVm6CM0KYpdZp4LQ8PIfQZ50YSa6JKgobhgmf2jdbKvW53+NkFgRjfNx9d0orNexTc3MdjX8TZ9o+Riyfjewv/2GU8XOve0kM1+nVVawaFZuMBwjy1QnGVThLFW6lYS2Eha3bFr28iqRUJxtVMuCm8EV19PoKULevlkxJYcBSGspTEuqmyDd14T7VsF83W1oZjLWItH4HP8+yUqw1x74K66ZsFuwTv1mnRZoKR6Rsasdk11yrZ5riXCkNe9mQfZXFAfoWLW5gINVqYqLo4+t2idBfQMUVVOuOKIPLg+PnP+8uO+NsnUO2omhxFZpKrfeB/snvSPStTtiqiGSPVLhTtd4K0pRxUeuy8DPDOFMLaVDawcmh8lJl3xlIo6zvcDF/unB7suOTk31dl1J2FJdQ0bJUPiXNR7dUISabbhXn8rUefRR1n+ikzc8X+3OVUFzQuEMnzvNM9ACxeEfFQhXzUZ43qpCdncinD5FdzEX5YnEAtfbRDKWhxmzj0D+5lpjvqH7Ndw19fN1rrkkHrwIv14Wuq9Wt04NFSMKmKJZ6yY7i3M1qMq9ilqrvuvxiy6RhP6VF57797W8vy8Vzbr/99sr/R0ZG4mMf+1h87GMfOy3XM8aY5eZ02ccI20hjzNmP55DGGLM0ev5gf8973hP/7t/9u1i/fn1lFU3Fv//3//4ZV8wYY84WbB+NMWZxbCONMebU6fmD/b777uu4iNx7773RgiukMcac49g+GmPM4thGGmPMqdPzBzu7MOVuR2cLSkWgFBGs04CKQcbBHqSIq7l2nUURSneiRIVKrIg0Fv4obcedd0ZExKV87IFHq9difVQplOEw4Lt3F1vWeCjdD/RBTfkAbkfplFi+iNDXLHNUYUeTbjPd6/x8sc8Sk0OHoFd/OiV2IoYDDtuiYr3j3McpragAy/ygO+roj0LfY0ertLd8NuVzi4g4MlWohzh2Jvos90k0BWuWToi0uWwbETGZbbk8oLRGnEfp8/BoK5MwtU5D3VhQ+qRSRzRNFVY6W7WGQkebqToUOltER7s+95OfpGugatEcyzTi7LeP0LArjSZQ8VlH0eA8GGBnWJindGkqWG+en1Fxq2FcmmJJ5+skREQf4g1TvoUyVivCp0ak7sMmOJfp18nY8uMAx/laShuuYgrnqPJVs3KdMDxUuFn16JRuVC3VgvyVR4gLN4gK22UsYa46tJT81sP+vEhT7+zuqMgJZVu5XJSzIPKpePGc1qmzenh1dk+8LKHLjNDNqS6BfGNjRb8em9jZOTZ+sZgXoEB+sOgMXCeMd9T9xImI73+/uwLE2W4jFwP9R62xwLOL/g1l/G8eXNjHVi1GoYyLCoSujAYPeAx0FbCc3pHb0B+mxbXK+vFaSVj6hV+pmAfxrQLus6q75cOC50/q9tXaRzinaY6A+nEammT//m79eYJnP4i/zhYKVou+EcoyuO64Pr8++w48Vuzw2hIADUY3O1P+EYyHv1pnCPtsF9UaICezbYS2izzXzMH1m+yj/ABV84JebCX161nR/dWaLUB9Um0ea1i0Rb3o84Vm0LEWFiKeeKL7IkvklOKw/6t/9a9iaqp7Kaann346/tW/+lfPuFLGGHO2YvtojDGLYxtpjDFL45Q+2D/72c/GzMxMV/rMzEz8xV/8xTOulDHGnK3YPhpjzOLYRhpjzNJY0irxR48ejXa7He12O6ampmKE/AhOnjwZf/u3fxvbtm2rKcEYY9Ymto/GGLM4tpHGGHNqLOmDfWJiIlqtVrRarXje857XdbzVasUHP/jBZavccnIyqpqMkyIPtBXcKH0ibVDFHs7FjNXAft0XU0JcFWdYaFY65fG50Lso4STqRvkXxsa7isWloGXnYhkl58hvgY8rDbsqHxooFYedtVBKL4/rcnmHDkFBpp62EoQq9Q6UN0kNNDi4vlIPrt+lO0gVVIpTL7yYNIIP7S220PCRdgw1UlHgGfRTvoNj2TYi6Y04Tib2VXxMtcZDXbxjlv3gWu12u5PWUn0X40Jp9ZTOuexEA6W2OD8M1LCTAdvVGCv3WR3FGjBWodVxNttH0JdtI1IfUPaxVhiohNBNYmv1cEHd+gfqGatzha59YWJzVzYuAl2FteZIU/Je1e3YVvRSdRUvXcn0VZPUoZYQUGlKNquuUbf8QOW1t3eyWuFFCsYe2xulYR8TabAQeJpsz7COR5vSWiJNve/BgtjneuL3YrYXHVveY/xg+QDKBp0kM6p0uykO++LF8bO+ZocYk2phBbxURezn2s4hWAs2MkK/K9siTdpKtT4A0lTs5ya9en4sQhsXVZ7SuuMctRZJeS4Xq5aFwfEmDTsuu2tXdz4cU2tscD+GLeZ8OJfzYV/ViZszTQ1GKQd06mpOqSKWwzLMdeXjx4/3QsVW7hFr73SO7ek6Jt52HbvYJ9LWURpG7YxI4z6OdXxUH6+DrQKamOs0JPKlExoWcslffvwemR+qnMb7avog14cZaZhnKCOM/fxFflLN5JfOkj7Yv/3tb0e73Y5Xv/rV8cUvfjE2b04TnaGhoXj2s58dF1544bJUzBhjziZsH40xZnFsI40x5tRY0gf7L/7iL0ZExMMPPxwXXXRR9PWdkgTeGGPWHLaPxhizOLaRxhhzaizpgx08+9nPjoiIY8eOxSOPPBInTlQdZq+66qpnXjNjjDkLsX00xpjFsY00xpilcUof7IcOHYobbrghvva1r8njJ5fJX385aUdVdaI0SDjOihS8RmrjBfK+ClCrAtnWaYc4HzQRLM5Wwgsl9oYGSQp8F02q0Ks2EpI3vu28Sip8clMMYCXtUqHuVVzaiy4aKdMu6MrXbiMmIotXoDc6SmnYT78EqEfcCWXLuiMsBsAVRUOJoPfQFrHECpp0fgwL2bGIpGPiaKFKb6T6fR29/v7RUolKEJwvbBCRGlLFiS2PjW1Nyislm5RSSnQajjOcB4uO6AjJRknXPkqdtdVu1wfBzjgb7WNfaN16vh9RHTGjyo5hXxmDJoOjNLw4B32GbaESpinRNxCDdn5rcsHtNX5vrtNuyl9ns1QYbC5Pdb38+k3NmtctItlZTlOhZdWSAPnyKFyOjMOuKiAyDg4WCvCxuaT9RFNw/xwTabAQUJlO0jE0oVqnIkSa6v9q3Y/jIk2CB6XmBXUdKyKOThclN+mGlb4X+yp+9a5dxeJu41demRLR2XiNj1yXyfsoeI61us2cjTYyon6dF5VWsZV1a3Ao+4i+wBOiujUD1IJE3GmUbVV1yvslXf/o7FBXdlS517UwlGmvkyuzfVRS5rws3ldDS9ql6M530UVpRE9Obqlcv93mkIT4SuBKncyORUCx3WAC9WQ2X6SJjqG4JC5J8KjE2hocmx2l8FxR9efhcntcHAPqU2FAHFffUlyn2rUbKoUv/vmq3mN1w0+lxdXU8bDIguqoivwelsmenZI/0rve9a6YnJyMH/zgBzE6Ohpf//rX47Of/Ww897nPja985SvLUjFjjDkbsX00xpjFsY00xpilcUq/sP/d3/1d/F//1/8VL33pS6Ovry+e/exnxy/90i/F+Ph43HzzzfH6179+uetpjDFnBbaPxhizOLaRxhizNE7pg/3pp5/uxMrctGlTHDp0KJ73vOfFC1/4wrj33nuXtYLLxUJot+LF8uZM0H5fGbpqvQpXpcIHqTgSypUU5zTFsYC7nPAdP7r10q5TNw8crdYtIvrKu9yxo68rv/IuVS5IyuNVpSkvu7vvLrZ8+zj35S9PaSpEEsphNyIV0gauVJwPHunJg49dlg5n24jkZL6pk1IXnSX2UEVRab5JuMzjJui5bizDBS5QaDSc+RTVaCbbRiT3eHaBqnM9Uh60s+IY9lkmgtqxFxdcpniMDdb6G0V3mvJjKjtAH3XAzeUDnbi4OxzXugF6ntxpgOqoF19cbBeLvTU/H/G973UfW4Sz0T7mLvGMcgkGMzNFL2Q5gXT/VaEtlY9kfiwiPUdcg/2AMfD42eUSCy5PlDtENmByshghbO+Ue6WqZn75pmhdyMceycrrP1c2cZ3qvFzrIuBE6Eh7aDLl+afqrtz+8Uj6Zkm002u403IsbvvJT9Kp2TYiBVkapjRURdk2CJvY2sOFnvs1aswumspNHvaQQ7jhHK5TZ181dk2bnBhLtm2y7PbKJV5NH5TXvZpGdKrCPseXX96dpjpUPjGYnY346lejV85GGxmhbaGyixhmT1DaeVOFG/Uw28pcLsltrPQuKqxbXXxdPqbiLSqJ2NVXF9uyD5yg0aBeqSgOr9GIeimlktEoN3HcKpcLu/jAAykN+fgVgH3VTOoeVLRJFXkWr565OXZxns22izHaVS72++bJMql3VW7AqcHQnPyVURcujfsrzAdLGmHv2I7hbvlc2D4lD8K5bEdR4wGRVnGJV9RJRhCedSCVUmfvlARMvRfl2GG7CPg7LB/H2J44EfHf/lv3uUvklFziL7vssnjwwQcjIuJFL3pRfPKTn4x//Md/jE984hNxwQUXNJxtjDFrF9tHY4xZHNtIY4xZGqf0C/uNN94Y+/fvj4iIP/zDP4zXvva18Zd/+ZcxNDQUn/3sZ5e1gsYYczZh+2iMMYtjG2mMMUvjlD7Y/8W/+Bed/Ze85CXx85//PPbs2RM7d+6Mrcr92xhjzhFsH40xZnFsI40xZmn0/MH+nve8p+dC//2///enVJnTTZPuCGms+4CmjfUZ0AlvplAm4w8/HBERLaXLVGGOAOfLBWcRWgAOEcZLX9pJ+uFkEZpoN8nIEIngZTumq+VHxIn5vq5LQb7G0g1ohVTYICU9VRJF6O34WnXR71R5akkAFcVENR3nm5uDJh1bDuEG4agKhpHc9HB9rjse8bgSyChBqIhr93SpXedgEdifpLQj5ZZ17SqoDh7PgkhTmiEcW0dpQ9mxiDQ+uEv0ZcciIgbr4mhULjxQPcYis5pYMH00sVuH43wuFizgsaMEbCq+FQuXjx9v1LCf7faxL6o69rqwVqzeg0Zzy6FDnbRRJawGPMjxbDlNaTQxRvAc+XmiDBY61hkr1qBhANO1JiaGKpeM0MuN5No3LhaX5/xiyYraCFoqGpPqnnVdV8H3ldcjQg83FXoIGlH+tsJ+51HwjWFfNawQx7c2bOgkDZTaX6UrH6c03Db6Kfe+POQbH2flaa+h3gayY1y/IZEm+7UK31S2zxA19tat45UieF+9P1VYVPX/vgOPddcJHZkFwapD5euzPP10xM03d+cjzmYbCdtYN29ku4h1XlSgr21sK7GjQqBinx+oChGsxNk4l8ebeh/jeWOyGBFPju0sspXFbZtI+uqBge6wbkoGr25HLeOgpPu5WVDrFynZPtdJmRa1xoOKCqqaCfnmOnN+ftrY51WFMPLXd1JGRwubxkOr82jV81Q3Kd6t6rtF2UA8RQ4HjHN4jSI8RnUu05/9n62EmjcijfXyOKdid+tCxdak9ZGd2r69sJnqvVgTDa6o53zZQhyiGZ1QLZKlDHM+zz12LOLTn66/cA/0/MF+33339ZSv1ZIRmY0xZs1i+2iMMYtjG2mMMadOzx/s3/72t09nPYwx5qzF9tEYYxbHNtIYY06dU1ol3hhjjDHGGGOMMaeXU1p07mxkIar6I6X5hRKF9RpQIrCu+JjIB7XJ5n37IiJiUAl6VGBHFSiQNRHQTkCPy+eQxgVyDiWhXth+YZ49DpRybY73C22Niq2r4qtzlVS89jxkoQpruNTYvhFax1QnAavKlnP19tNin7VDuTJSa+NRz3EWKEHMqQLQl4339EzSPR0st1xd9L82peEOOAYwK6oA+qeKxdkv9lWMdqUxmhP5lF5ePhSlYc81kurBKjGaEt/yQ0HQVCWk486p4tNyx3/66YhVpqk8Xag4w7lqj58g+sVBSttWrv48ys8az0UF4VUadn5muV62SQeshN0oVxiXEyNJ2ZyHfI9IUjZOy6VqbJ+U9lLJEZHGdlQ1k1rbI5fPqebiIaOGR96snE+tRcL1wP2yuUOdOkOLXy5YDIVvFsfV+44qhaZT/Y7tEvos7J7SvHMarjoavcE2WDltw46yNeusB4IGVWJZ9dKiB7VurMi3biI9gLGxdXk2udbAOsxW0K67qROrSUPXQ4w4OjvUVc2xUvKMR3fsKK8Fs/ZYiOockvvifE0a29EDIh/07BvwIPm9hPmD0rCrdWHUu5UfmhpvKJs6DYpJOvA0alBNHtoY0k1SXhVWHrZVDQHkV0thMGqND9yW0ss3TUfU/G5mBlZIadiBWuEgzbTQxOq1JCulxNYYx/QAMPL4GwW15RJQO7aZak0jtT4H9tWcD7ZQzVH5+spmj4h8tWs/qTRuO1yjzLdZrZkzK2xw5eOo7GTcyYGaI6rxmXfKZbKP/oXdGGOMMcYYY4xZhfiD3RhjjDHGGGOMWYX4g90YY4wxxhhjjFmFnDMa9rmo6s6Uhh3KhlmR1qRFyuMUng/9bETSTqigqUpoqAKWs8YC2iYSSdbpz/tmCx3bOtJ6XDpRlHvxazZHTh/d7fbtxd90hg48kjKUuoy7797WSYIWia8PORa0QKwJwm2pOL5K0spNAmkJ65lUTGMVTzMpflCZI3QMuiT+O9aWcpvEmkof1dElKTGWigNeVoqvxPHPAZ6EivDJ5+Kqal0FFSt4mNLyOMNsFAZEGsqgR9eJb1xRoyttuBK/oj+rh630XErbpbTMdYJcVSfWD7KWc43rMyMKWzYfOuY0RkWu4otI6yjwE4GefYLiDY+X+61RUgyjjdUCGXVBp0Xc6mB7qwID41wxPoe2p7vdurVoAQ7rjqJVSGPVFeskpUxdDGIVr12dW2di1OtGxRbm5lQ6U5x7+eUpDcOX26krDvtuKhgVVmORGxYV5DjkZRx2tm3KVuXNzbrMkWzLKNvGqHUdFEon37rggmIHfV0JWFWwYEZ0lPGy7Qa2j3dlXzdCNT0wWWzx0uQ1BADbvbJOC0K3rEwr0p7mpWDWIHNR9D/YQtbrnsi2+T5A/9gv8m1uFyWO709HR3MxeUS9EFoNbj5XreOBQUsPd9vFE2W27tGgQk8DJfnl+R1CvXM1saSPmhsC7nfYV0uh1A0dvgYPATW9wDVmZtRKLnhibJSRxmOxqMzo6JZOCu6fpz6d+5gU6/Ew+SJRVOGxMjY8z/PU3O+4SMPl1fognDaUbSO6Px65tZQtRBqfh6+P/vPOS4l1LyGlIVeLvPT6ElaLu6Ajc8dT407MZfP1Pg7sjfL/DfXokRX9hf3jH/94XHXVVTE+Ph7j4+Nx7bXXxte+9rXO8QMHDsT/9D/9T7F9+/ZYv359XHPNNfHFL35xBWtsjDFnBttHY4zR2D4aY84lVvSDfceOHXHLLbfEPffcE3fffXe8+tWvjje+8Y3xD//wDxER8ba3vS0efPDB+MpXvhL3339//Oqv/mq8+c1vjvvuu28lq22MMacd20djjNHYPhpjziVW1CX+DW94Q+X/f/RHfxQf//jH484774wXvOAF8fd///fx8Y9/PF72spdFRMTv//7vx0c+8pG455574sUvfvGSrpW7xCuXpdzpZbF8+CsHOVF0GrLjekfhujbCp1It/69cLJRvj3KdJ5eNCy9+stjuIvcQ+GXsPdCVH/Q1+J8PoU5U94PThfM2uxspF6k77yy2u3cXW0T2iaiPWMLVFFFuOi6qykVv/372zcMTZYdyOOw+UW45P9x1JyitcHe56KINnZSrry62cHGKiLhwrHSbfmBvSoRrDfuKoaFKN5pRclkb1T78xR1Qf0LNuZYohZ23lZci7lCF2whxTLmSosdso7Thiy4qdpRbOfuAwa/2yitTGjdkhHaJZ5QvMeg1TiC7Vol6npgo7m7v3uVzZ1oqZ9I+nij/qRAt85SHtxHJRZRd35CfI/DgnHXUj9c9/HBERLQ2bUoZlV3Mw7/JUC3C91GEe6n4jgvXu51l2o5XJvdG5UmKS7D9ApnqpYJy5WR6jf6VK6X4toRXuYygh9tXUZ7Y1R3DAnaP05SH4s4dpXPk7ZPdFeYT8mNcQRqL/eVNjqrQR9RQw+VDGSld6Ln5h1ut7uvXuek3uVIqlM4LtkW8RzuNzPYR+0oTwfc/i1BvohMdnkz76Bh4aXJHUTqJslzI6CIiJia63/fo/yhuhl+xZ4gzaR8hGaoL66bkaIwKl4XZCOxoxa24lBEN83NXukH0lSYNjHKxz/sH5VsnDARke9t2pH43MTHeVYR6Nau5nMqH21GhglOoue78KjIX32reZ/lcHm7pHO7U+duPg+ri5DS2L7igeMo8tGE/WVo0NHmwWrn8RnLw/Gn+NFhWeCPd7EZhH9tlf+I5It5ySgJ3nNJUWLc8TFuTSzwe2foWfYlh7scvHNhMTkM+bjzkU31dSetAky5MfCfJuUfZaVg+lEvUIL84lszpM2LVLDp38uTJuPXWW+Ppp5+Oa6+9NiIiXvGKV8TnP//5ePLJJ2NhYSFuvfXWmJ2djeuuu27Rco4fPx5Hjx6t/DPGmLMZ20djjNHYPhpj1jorvujc/fffH9dee23Mzs7G2NhYfOlLX4orrrgiIiL++q//Ot7ylrfEli1bYmBgINatWxdf+tKXYlf+ixxx8803xwc/+MEzVX1jjDlt2D4aY4zG9tEYc66w4r+wX3bZZbF79+74wQ9+EL/9278dv/7rvx4//OEPIyLiD/7gD2JycjK++c1vxt133x3vec974s1vfnPcf//9i5Z30003xVNPPdX5t2/fvjN1K8YYs6zYPhpjjMb20RhzrrDiv7APDQ11/uL5kpe8JO6666740z/90/i93/u9+OhHPxoPPPBAvOAFL4iIiBe96EXxve99Lz72sY/FJz7xCVne8PBwDA8Pd6WfjKruaI7SATQYrEXCOaqhWOMxnW1Z6zFUhl0YVSJEhdKrq/hnrMWoi72ihD+A8ystVKkT+fs70992vvnNYsuaJXUJ6DiUJAQyHZbuAGjeI5L8WzWdiqBWVY89nW0jujVIrMQuQ/DE+Z2UTZsmIiLila9MueBRt3PsyZT4QBnXjhtF3ThETXiGSnwqNDYjP/lJJwm9m3XGSjNUF8JooCaNy4DGaYLSBqE5Zh069pUeU4VwI637iYFCGTc0UI5ApSdq0pSqvqv06iqtrNNjh9Od7y3DzTz00MroM8GZso/QaCo9Wq7eU+t6qPAtSufJaShnmJ93nfZM6aCV6FuFgFH5YDR4jYnSIPFfsl/+8mu6qgJtGopVWkm+FPIpzXuTHhPlcTXz8G+8dIR6ZeB40ysITcZDFkObNexquZXxkfKJPioEpGohAFSUK58fi0g2gPtJzfoV/djysbr1D1QIwTod6WLlofHUu1qFjhSiVtigEbr9zVvFug7q4am1PfL7UCG91EIy1P5IUo8JfbNvhX76OdP2sc6OqbWPeN0kNeNDOZhL8tOC7HWAXkD9aqKl+oIKG4znrLTuyuB0KlmvDb4QEQsvT+t+qMhYmBrx/A7TH/V6x63yMSXhB2raoIaCarq66XgB3nCwKknDPjq6PiKq9lEt34PjnK/TUNzmau0V3DDmT2ruL9a44HwtrE1wJIUyxl2pkJV163epNG7CTmttSGs/VULlAqVhR6OxXr3Md2wszdc7Q0Gs2YLn2TdPd1GzRlTj2kf5vJ3yqX6Xr5fQ9DrplRX/hT1nYWEhjh8/HsdKlX5f9ibo7++PhYWmiKjGGLP2sH00xhiN7aMxZq2yor+w33TTTfG6170udu7cGVNTU/G5z30ubr/99vjGN74Rl19+eezatSve/va3x4c//OHYsmVLfPnLX47bbrstvvrVr65ktY0x5rRj+2iMMRrbR2PMucSKfrAfPHgw3va2t8X+/ftj48aNcdVVV8U3vvGN+KVf+qWIiPjbv/3beP/73x9veMMbYnp6Onbt2hWf/exn45/+03+6ktU2xpjTju2jMcZobB+NMecSK/rB/ulPf7r2+HOf+9z44he/uCzX4hiaEUnD3hRPE5wUaf3iOMrga9U6YKk4mUroyGnQU7z85Z2kx6bHu4obgYxJFAeZRt+Bx7qu8cOHkiL1jj8vtvxH6f/yX6AJT/larcFK1SKSLCTFan2kc2xycmdXnaD7uO02brEHy+0RSoOmi4Uh0Pe9pJMyONh9jTwsLssCUXcl82PdUafZWa+uhKsqpnQuvmJhqtJqlo3XGh3tJI2XmrakGEtrJ7DcGlfiQQ5NHUcRHcrysR55eLDMqfqf0BjJNOoUx6I7pi8YGSncF9c1xdlGx1KaTiVkEhr2ha1JC7VHLD+Ax7JnT8RxXqziDHIm7ePxKPpEnYZd6TdVbGGlaVNxhqVd7CWWtRIwMirAuApEjnJ7FDWq7oYtD3sVA1iFilWyejYH+bV4cWuYG2xVrGK+vjItKtxtXbh0tRREZ92JiIgD2ToqKtC8Wp9FjVlG3ZAK6gyULlfp1VU/yfMvRl1ge/UCgQ0UsYUfOZAsLm6n2v59ZTWTxZ8XetyxsSHKjYzz1fpym6BOpCk9OjtUOS0iYlY0cd7/mzXAy8+ZtI9zUdhBtfYR7CO/JurWPlI61IVsy2VwWr96z9WtnaD6u9IL88QtW+dlQdSYtcGIQ31gTzqOdyrbM2jXlYMD3w6qhy7Ly/z86EdF/73ggmRb0H3Z3GCNkbm5gymxs5YRTz5wb/xO2RIREZs2re+k5EvfiGWe5BoffF+w37z0T9wphPrKtuQB4/m5qvWrsM+NV1aU536Def6IaLeL1ZHWUb4WYqerga7qpNaRUet4oN/xy0001GOTRW0OP5Sy5dNAPUVMtrVjH+vWx+F6iod8bD6Vp5o417Bju1xzyFWnYTfGGGOMMcYYY4w/2I0xxhhjjDHGmFWJP9iNMcYYY4wxxphVyIpq2M8k81GNiQkFzhyl5Tr0iPQXDdaro9FGKQ1qF8hoVH6pbWPhDbQdrOdQms5S9/HkfNK0QUfBxeUaoD2kMYK2aH7+wq40jpN5++3Ftt1+gO7ornK7qZPSbk9ERMS+fc+mfKjf0XL7886RfftOlFsW2KMVWcgJ3SLHUkd5arWBlO/KK4s6veY16Sj0US99afX/EfXhTIfmj6VEpRmqE3/WxX1kzTdEOELDzuUOi+COwyoGr4rnCZSuvk7bozRzStQqtMdH55Maqq5KHbn6AOmOJrZ1Va0Pqj51r9x2QAwKpe9lOSz29+6NmGMjsUY5Uf6r07DXNQP3HEQxVjaQVc2jWB+BByH2OQ1jBPaRxxMvPACUbVV2VASYPjFS2CzuH3t3F9sHyATCVqJY7jt33tldJUj1lH1mnae6nVy+GJGaQHV71EmNNZYPoln5dYO6cPNjzY4LR55MiQeE9hKVV/Yx13JzZVTllf5drffBN5QLB1XcdrWuQVN8c7WOBtIqYm+5MEexVXHb1T1mxXOxTZdKS6akecHYjmJ/aEc5iun+npwsRvsB0oUq84nrsrnPm2S54gyvVk5EoffN1/OISHaR7aPSpMO28hoxQ4tsI5KGeJBjWWNg8jgSaxF0xhsbAfQ3PheDnx9ume/EfNk/SKOLIXhArLvA80toyNmewX6223elxHIWfeTIFirvgohI/fnQIW7FogL796c+jv1WK42ndnuy3Ot13sgUcw7WmmO+iOHDx6Bd52ZVU6rOelF7xERDfQewrcjtFxes7CjKVX2CH6gIdt9Stk1dt24hlzxPhLa3NXPJEwPd80alUwdNS5Yk+5jKxf7YrrSmEdZnOBHdevWmZQLy9zGOnWjqcj3iX9iNMcYYY4wxxphViD/YjTHGGGOMMcaYVcg57xLfELyl00AbKQ0OFcOUhn3VoB2HHhViQ4U4YN8aINz2mrxoxkeKu5yeLlw7lDsHuyzdcUex/clPnqAL/7DcPkhpu8vtJkqDqyldpOMAi+ARHDoD1zhKaXBB4cATOIfdonCOcndKLq/T08+KiKp75ytfWWyvurIsj/1ZDgj3pMmB7nydqgk3ceVSyQ2fh/5Rfq4qP7sM4bjyQ2S3JOHuJF3c8zBI7EanXElVPCj0WarnwljpXkxNh+Lq3HubPbH6yjKSa9PERLE/pAoWblmzk93ZGHb5PJdc4pUrZx7Sku0oRuwEpamga2ji0RadrUJdwU9bhQdE32rq98oY1oT4O0oBEh8q3TaVrVRKFdhPuIBGRPzoR1PlXuqLk5ODlWrwvgoLw/mU23FTZLscFTFURQ9Vkck6Q4oT4XLJN5778/O7TcVeUgNe2UXk4word/JclsM6hTqfbWUL+QEo3YHy0VR1y+23uK+tWzlAZ4Ey4yqqnYoGparC4Y3yMriZkKY8WVWfRJPMcDzRNUidS7wKvwa41cezbUT3fJEfYedcFRqLdSywnzzecI4Ke8jlqfGGupWV4y6O4V6ZNpX7LBmCLGhqisOqPVxu76E0tMYFnZSZmdlyixZgf2K8jXjeWMwDy2hkJbgfJUDg8vByn6S04voDA2kemkckU80/PsCyybI8thmwj2oupULZ8rNDOUpaA+rmdHwTasA3vVNBXYjiJvuI/HUhWylfrx75ddNWRpWhIugh/BuXoa6h7HIuFcKx5ZpD+hd2Y4wxxhhjjDFmFeIPdmOMMcYYY4wxZhXiD3ZjjDHGGGOMMWYVcs5o2E9G9a8TSqsJlO6I1RpQzqrGg8KG5TQdKYaKs8NCCcTMUNoVpsy37rrrUp06oR34wsWVd+y4NCKqMhFURUe0YX3Q/nL7c5H2CKVB73MZpT233EKTP0HHVCATPCEOmAdY+YVWXk9p3ddXYYs6clmIsViDibZWmjF+DhC8cMFIY3EXGrcu/FmT5h3PVQllGBWKo1cNO+qk4lQoDRzqxLFNRLgZFMO3o6qZa9hV6A4VDkvplJr0oCpyXl3YpMlJ3dxrjeNR2LM6u6hCs42JtGGEa6OGG4LAUI0tpXVWGj0lJFMdRI0tHGcjWNZlUoQtUhFyVIgipFWXuICgN6n/Dx+e6Kq6ko+q8G953fi4Wgqlbojz0gBKVq00fV0FM2rQoGC2j6ggl6EE++p5ivB7PRkSpansVZep1sJQcR/VA+V6og2QJsJnzQs7piJW8qVweRXKSNnPOulrk3wVx9W0BK/P48e7y1hLzEVa5yNCBwbj+SXWNKKAbB1bybMbhL6EpeAR1tlXA5THjOqf6uXbqYhY20OsD9FXbgcozGrdNIMvNTWFdTx43oj9I5SGfZ5zAoQc5nke6qnmjdyRlYZ9QlwLb7rUxpdcUjw1Xkoqj0rJQxxrRXXWQIqoX3iCbQDmTdz+GHBqzRA1kJVdVtdXi6GotDpDUhcOWNlHTlNhBTGHpLQTY5sjImJSNKeyS2paoLq9omZpmwpqjqjmq/m6IBiGyzWH9C/sxhhjjDHGGGPMKsQf7MYYY4wxxhhjzCrEH+zGGGOMMcYYY8wq5JzRsM9HNX6wip2Jv16wPklploS8sHMuNEktkacisoC4Qenam2JJQzi5Z093PtaHlOUMlbXfsSPpeXBZ1uJATvKjH6WYmBHPLrf9lAbFFYkqO7ogjs2+pdyqCKTnR0TEc5+b/maE67MmJGlAJjppe/YU8dW5SV760mJ79dXdaSy1Hkc90YZ3350O4sIcF7pGaPrkwLZO0uGyKbZuvbSTthnl0A2dGChWQFCPHY9whORM42NFDz0229eVry7WJFd9aCD18oWyp6pz1w2UvZx1R2gnFuGUIp+FK6/qJEFfe4CaE89OXYt1Qvn9qNjCSrKldL5K0lqnMYpIt8gaYY6vvaAE3WuM+ajGFlZ2EWn8OBF5llWBA2XQUS4D3XIwBPzQID7jh4sHiDT1kLnjo+MpYTede2x+qJI9IvULpWGvS6v2cdjH1Mmmpgpd+969ybZC3szyRdgsFZaX+2edNlnHlq0e4zpz06EubAI7zagWo1Axx3ECF1IWzHZsnVqvQAjwF8aK94ZaTkNpslGlvtlj3Qf5QSkNfU1caimSVOspsHEr3xVHp/u6ss+KIpQuMpfm8+XV7dTZW66akr7i9tWQVNMXvD7X+jofsI91a3wwx7NtRLKVrKqGpcDsin9Ba7XELBIPgY2WGshArV/DhkT193L/RHTHo1aXyIsqgKVnxT7mS6xhR5z2J0SJKCPNGzdtmoiIqmmHzRoZSVp3pbVHeZOTKR9um5fbUDp1pGF76cXUA3aXC5ooW8ANJhYcOTpW6PQPV2x70e4T29N9j5e2dKE8ptbgqVwe7wB6t6hXpaJuHROlIe/UcYzaRK2HBMgI4f4r7+A91SIi6pdjUjL8uvm1KkPZ4CZQP7V0BIbY7t3Fts2Lmj0D/Au7McYYY4wxxhizCvEHuzHGGGOMMcYYswrxB7sxxhhjjDHGGLMKOac07Opmm7RIk3R+zojYh+rmJB2D/n2u1HZGRAxC7KC0ckrTx8ITJapUIrJS3PPk9NCiWdRlzzsv1enQoUvKPdLGdxRXHB/zH8sta5aKcy644JqIiHjlK9MR6MpZ5ojbYYkV6zsBylHhm4V8MC4cI4VtnUClTkRNFT1YarF2k14bcN3x97Dp6XWdlFxnqEIQM/PzfZXzFqum0uekkK19Iq073/btRT/ZuvXCzrFdu4p97pKoy57bU1qu3eE0VScVdlTd11I1ukr7q8KOsu4Idea6I77woUOzUVVtr02g0cz16ryv9JtoGVYLY4Rxd8YI2Hok6Rf78RDUmh3c4XOdZVPgcHRuIUI8eDiNhYd2l9uHUra6OOxKQ3zkSLLpCdhAXvej2FdjlquudO112kPYuya9OurL94V9tsHC3EXf3f+12OH2VAMOBre8iYOR1viYfbR6L2XJERExMLCzkzJd1ukwPRPYkSbZbv6qHBhIdheMjKS0sTLer+pOCi5vZGRbWUY63rHBHD94b7W+SpfJ/aruHa00msq2KY2mKkNNLVS5arpxujSaq5Vcw84gTVkCXvtoptyqaOH5/DEiYqRs1GF+WYm1OKTYuEabLjsB64pLzfij5RjEei4Rui/oKRWU+jygsH7HrMj3tCijqMdzn5vqdt11xZbtE6rO9azTPHNz4dw6O8L5Os2pBkPtCdGxi8e2p3WOMIdsWidgdrZoJxXzXtkWhVrbAqh2Ul2H0/J2GhtL79aJicK2bt++uSs/bGJEsulcd6Rxt1d1z9fbULZQoea+6t2ubLH6DOP3EvbRF48cwdoMU4tXaAn4F3ZjjDHGGGOMMWYV4g92Y4wxxhhjjDFmFXLOuMQvRL2bZ0RyaWJ3dsChONBo7HAH7wmUoVyh+K8jY6Vr6OCgDHSUgG+k8uNhv8nSHXFhR3IvzF052XUDEeHuvDOlJTfgSarA/nKrwrVdSmkby+02Sivqd/nlxf84dAaqzi4myvVT3Sr2lUu8dIVRvj2oDJ/AvrFAhIjCGeyyo9xnULRymcEzUffP7jnKHRcoV0YVWaTJtSlvT25XuJ6pa/F9qSgeKqybep65SxfnR7dnqUOdt5/yrlahSLienZB0lLZvHyzDw5GcvNcuC9FtI0FuF0WwLOkSz/ZuQOTb9vDDERGxngcSOh93EDxwpPExFRqsTDuxPdlCuB42PfeHhBso0rgfHTkyib1ym+zj4OBERFT7bH4rjHIHVJHGVEguZQtRT2Xv+VoYKxz2Etfo456g3kHKnx/hLseKdmfJkHIzVPYeXYHlKQ+UUZP4mdRFsqqLzKbaVb1bmuxIr6E18zpUwrrVSJuaInQpl191fRWmre5adWGOOC25fMKVWbk0rx1yl3h2f4ddVFKhEPl4xod54nSWh8sbJxnReuUTrXQxyjCoDl++4B+bTa7LeLZKioJjGJMRSRZx5Ai3wE/K7X5Kg43kOSJklbMi3/pKtSPqQ5KpMavmOU2yOTSxcv/uwMZYzSXzC9A5bMdgl1UYx7p5iwpFyq/RuvCQyj412TEVFjKfczXJFpWaQ4VkU/ejnmdu25RtZdQcse7dWudWH6HnvKhzIaWMiPh5uV2eOaR/YTfGGGOMMcYYY1Yh/mA3xhhjjDHGGGNWIf5gN8YYY4wxxhhjViHnjIb9ZFT/OgG1DUu7sH9C5GMp2nC5naC0PLwRKxZQLuuTUJeNQuOiwhFVdEdXX13dRsTCxYWeXOmKleYYukzWIqXjj1NNISbk2qMu45R2sNxyqLdCraXCHyg9iZKjKl2z0r0o3Qnu+5EDaQUC1GVgoGivy1+bdPhDe39cPZErQ+1/WOhBVbgTpKmwKEqDqfRUyD83xxpB9EpWw6mVF4pQUoODqZGVvjPXKLJ2SIVmQ/1UOCIV7qUuzBCXh3biMkTUmc49KC1Wk25VadgxFtrtJ1JiR3v0YGjV9tqiHVUN5kmxj25JQRI7ad0BzKpgvQ+WhaH7bJ1KIU82l/vD/IBgA1UoMRgNjvNTagqhrYxIa3Vw30Y/4zT0QV7OIunRFIXecsOGifzylT5bp01mkn1Kabi1puh3AH1chSnke0Uz8usmHUtvyx3lu4V17Qt4g21NelS03Te/UGx5fRSlYVdrbCgNO3Se7fbBlNhREas1YPAOSiFGBwf7uq6VwlmmNBXmSWkZla0ESkNeFxapCfVeqGtPtdyNemcqnStQ71uub3o+ZUWWKWzRaiVf44Oj2Kl547RIwz73WPTU/ixPROrh/HjGy9DAE/uTNrxjb9ngYL4C2xmRDAktWvFYFGFb2VbmYbXYxmCMY0xG8HoeMymxs6YBq/0xD9sS3fBbpRoWk/uiWuMDY0rpq5v6e92ci6+B+8XYOkzhQXftuiIiIjaP0dMToutHHi3OYbuIfTVvUnVX+u6ZGfVmVity4fnwilzY56+j/q58+/cXc/0NG1K+3H432bamsNJ5PpVfhSpVa7bMzHQHWcR6YU3hgEHTkgR4Bqn9I9Joxfh8uNwuzxzSv7AbY4wxxhhjjDGrkBX9YP/4xz8eV111VYyPj8f4+Hhce+218bWvfa2S5/vf/368+tWvjvXr18f4+Hi86lWvipmZmUVKNMaYtYHtozHGaGwfjTHnEiv6wb5jx4645ZZb4p577om77747Xv3qV8cb3/jG+Id/+IeIKIzta1/72vjlX/7l+K//9b/GXXfdFf/6X//r6OuzY4AxZm1j+2iMMRrbR2PMucSKatjf8IY3VP7/R3/0R/Hxj3887rzzznjBC14Q7373u+N3fud34v3vf38nz2WXXXZK15qPqrZSxWFXunYVlxgKG44mCQUX8rOqQTVy55Uh4thWApZDd6SCY5OuWsV0zXUvrJPBPqe123W6IwYqLH7xYZ9FxIXuRWk6UfWXvzylXbGr1ACRAOa/PVCU+9Wvdte9Sfuo4sdCywm9S1Xv97xKfSNSs49Mdpeh4iezXh1pqk51Op12m3sdfg2gi3V0SdzWRYOOjqZngvZmeS/aTMXeVXEyUfdeYwUrbVldjHreV9p4tMX8fLovFSc1vybv8zPW10B/53UCoJf9eeiouqefM2kfW1GMYKXRVDYQ4NGyJUBrKf0mWxOl/UTPPo907cMY3HUiOHrIC2OF3VGxpNUaE2rNhkOH+K7RL/gNUtjAVmt9V9VUddW6C0i7/PKUpvqsiqWd1101Dd+rijmvtIcoj9sOr6WJifSUlU7+9tuL7Te/2X2tupjf6p1V1SBiLLJgHM9ivUjrXkVhbm60vFa6B6V9RJupeqp1P5q03rmUtWktjl5jvte9P5jcRis9MD/DtFZKtwa0+r6BXhbPZHniDC+FM2kfoV9XMdexr2Ko19nOiO6eyrbwSZEfj5OfxHoVpLpuPSRKmxTjPbeVTTG/k31UngvrRRr3LYzHbtuKtXfYPmLeyEs6qfkl7oHXIoEOXa37wPev1u3Jx5laRmViIr3dsM/nYW54993daUrDznVK9hADmNsaY5HnL4DbFb2L5zPoM7we1VB2LM0rlU69bl0iFRu9ybbWlcvkdrH6jE5m24hy+YeYnk6rSKh3kLK3uI92m9tOtTuOw6hCy748Xj2r5k+NJ0+ejFtvvTWefvrpuPbaa+PgwYPxgx/8ILZt2xaveMUr4vzzz49f/MVfjDvuuKO2nOPHj8fRo0cr/4wx5mzG9tEYYzS2j8aYtc6Kf7Dff//9MTY2FsPDw/Fbv/Vb8aUvfSmuuOKK+NnPfhYRER/4wAfiN3/zN+PrX/96XHPNNXH99dfHT37yk0XLu/nmm2Pjxo2dfxdddNGZuhVjjFlWbB+NMUZj+2iMOVdY8Q/2yy67LHbv3h0/+MEP4rd/+7fj13/91+OHP/xhLCwUzkRvf/vb44YbbogXv/jF8ZGPfCQuu+yy+MxnPrNoeTfddFM89dRTnX/79u07U7dijDHLiu2jMcZobB+NMecKKx6HfWhoKHaVIpSXvOQlcdddd8Wf/umfdnRHV1xxRSX/85///HjkkUcWLW94eDiGh4e70vui+tcJqDRU9Gql2l5H+yh9Y6uVym8Xqk8oFVi7hEZmNUmnLkpQ0xRgWsUGLyUTrNnBPjRqrK9GWlUriP1NlDaSHYtI2g3Wc0yWW75LaDu6dZ64xSsup5b65u2RZ7yqjDX/0OUXdtWddUxKdwItEuuD0CbQMyntEIUpjeuuK7asA1d6ddXGau2AuTncL/RE3ANV7EzkUxrB1NaIM8xtAm0Vy9iUHjaPR600nYzqkkpPXqe9VPlwrapOqGiLqakUU3l2dnE9FVOXxueOjhaappkZvgmORdqkRDx9rJR9lHUptxOUNpJtUVZENfJod2TXlI9bFyOAtZzDuSCuqUOJQ9hXWkWl0azGtAVs24r+CN0kl6v04hh3HBYZaXw7Kh5snV5aaZnRx1nTmcfjVuVznTkuM2yasrf8vvn614vtj36kdNDoIdyGsHPd472ahmfBvUK9pevKKOrUbifbisXCZ2a4B67PthGbNnXH74WtmppSMXgTU1NVrf1556VRhvass52836RhV/ly3ahaLyDp1iPSe1y9b0Zp/0i2VfrZ08+Zto94eu3sWESaFzL8aCfK7VaRhsfStFqK1MZrEW834uWntMawAfn8MSLZgrm5tMaI1udCE81zSdwdC+AxHtlWbCmvsbWsY/2bCbaNbatqEtwXjw819up07fl6O+q8iDTnYpuBdnzggZSG9w2Xl9aSUrblRLaNSGNP9Z5B2p8TaYDtafcaIDMzRdr8fDpXrYcEjhxBDz1Cqagzl9+tl2+1Rirl8zXq5o9zc9yH0BbdK0twNujZ+VrKjup1jmazbUQaC8iHe1ZrgiydFf+FPWdhYSGOHz8eF198cVx44YXx4IMPVo7/+Mc/jmc/+9krVDtjjFk5bB+NMUZj+2iMWaus6C/sN910U7zuda+LnTt3xtTUVHzuc5+L22+/Pb7xjW9Eq9WK9773vfGHf/iH8aIXvSiuvvrq+OxnPxt79uyJL3zhCytZbWOMOe3YPhpjjMb20RhzLrGiH+wHDx6Mt73tbbF///7YuHFjXHXVVfGNb3wjfumXfikiIt71rnfF7OxsvPvd744nn3wyXvSiF8Vtt90Wz3nOc5Z8rf6oOoK0RR44L7DbAZzeuaGOl9un2qmUPGCCCnjGdDw7lJ+biv3Dfs3l/o8fSiUjVAS722BfhTzbtw8uGuz6CfeUC0SNf077KOhxSkN5HOyucAOE+6ByG92+Pd3DK1/5yxERsXmEnGnLk5Q7JqehybiZ0LTsmop8fG5eLtcTLmDKzbApRJQKY6HD3xUkd3nlEs9uRGjr1HZzc7NlnVK5uK4Ka1bnEl8N84MbT9dvtbrdiOpQbpvV0HVAhR3pdimamxspt8mNC5KAJq/Aejd9bmPc3KZYrpAcS+VM2seR8h+eCtusPHQbe20jP0uG0HLHoxt2G50Q5a3LtkWBWUdT8iDh5qn6nQp1xmN2akr1S7hHL97f0jiJgE2dm0vj+MiRwjV0YqJ70KjwMcrFvc4NU/V7biaERmK3UXUOyuN2gg1kO4bjkBZFRPzkJ3CTxTuF37jYV2O72wVTiyw4RBTKExqCDmxHe3XZViK5btKz6Ha7r7qrgqJNDh2a6KQcPlzcD0sXerWpypUZ74/JyTR68ZwwTDj/oUOwqZNd9ay6xC9kx3gf988CmDPDarGPGBYns/w5cBLnHot9lMtTBdhK7vXrRD6JevmXHQ1hLyO63d8j0rwRW54/zcxgjLOrM2DJBMYnu1ojxBW7xKM8thVF/WBj1byR7RNuUUmQmLrQmpwfY5DfC6iDcv9WoTVVaDgVSrlbIhmR7Ihyo0Z7KrdyLkOFuMRx9Y5T7vR8/aIcdieHezzaq/p+Oppt8/otXs92uyhwZmZU5FNfU2rejDkb3wPaNfW1mZmxcqtkAnwuylP2nueHsyJt+VjRD/ZPf/rTjXne//73V+JoGmPMuYDtozHGaGwfjTHnEqtOw26MMcYYY4wxxhh/sBtjjDHGGGOMMauSFQ/rdqbINetKmx4irS/bRiR112OUBvUEzuX80DOxfrOj7GHxjAjX1hEdclyxMu3RO1MStIQcjgdp0NhMTamwB0ltNTi4vuvy0O5MTbE+BFokEjB2wnfspLTiLqHnUfqf22+nGpVVuvLKpGDdsWNdpR4RWhOPc1l/jfvntFzDzNotpXNFPtYZqrAfaGOlj2Jy3WhV41T0mnabtT5z2TZC68MKqhrcvq46Kb1RHjaqWsfiGq1W6tFKN5u06d26Jz5X04tuVIW/S7onaKvm59O16p6nDgHCeitcj5WLa5fhKO5ULQGQPz0extWgVQWbyy13f5wzTmmt0VKjpoS7nIbBhy0bKOzTYFMhr9DHlS6xGrpQhRDr1lij+6R+xJpflNGtQZydTeuDCPl9Z59tR916G8ruKfuoQr3VtROHp8Q7paq9xH94bZNqGM9qACsVAkdp2JWWECjd5qA4ju1JcYzTTmbHIvA+HBzsDl+k18dQda/TWab7xxI4R44kreamTd02u9eQlWhPXjvh0KH+cos01vJj/4hI43wnsy0fR9rKrPNxpsjDui2WJ4cfE4b5kEjDuTxicC7n7/R66p+dQc1GQ8V0Lfd5HGOf7QfmRLAB7Tad0Okryj6qwMncL2CQDlIa5pJ858X8VoW9rNOQ8+2r8K1q3sb7QGnN8/Br/B7Zt0+FVVPhvHhOAVR4ShXeN38H9Yv9pnmUCq5al49B2em5w34h5Fuzbe0lFGdEakeed6G/s669DlyX21+FUq5bS0nVifuzWmsAaZgDKNt56vgXdmOMMcYYY4wxZhXiD3ZjjDHGGGOMMWYV4g92Y4wxxhhjjDFmFXLOaNgnoqpjr1OZMUpHBCkbK14nyi3U10qnxLGFBzdsKHZYY6QCRXYKSbqXhZGiJNb2QFPDsSixPzMDjYXS2HTrSlgLtH//ZLn3MOX4Sbl9kNKgzaRAv6Xeac+eIja7ijfLWkloNVl3BB0R54PeiptJaTlVzE6UXRejnMuFxknpQRVKe8hpuW5U6bPm5pSGiLWadfrN7mtVNbrd1821mSpuvLovLiPFVe/WtrXb3fGrBwZYa17sp/tW8dCZorzR0d509dV6Kr2Z0rCruKRrl00RsSFSC7BVyGMPK00l2zZo2NezznLXrmKrBNkKtRiEMhDiISv9IrKpdS9Sn4ioj63KSn3sq9iyaJVJSivaYnLygjxzBVV3pWvP46WzpjLP03QtBY8jve4DNHm8KoGySzlqdRdl7xRKt7k4rVZ3HPhkpyK0vrC4B2WzlQ2cm1Ox4RmUjbarj7d85EhR3uhot4ZePX9Om5wsMur+rGzcdJaH68L2T8UgzjXra1vDviWKEY8W416kYrMrWzmSbSNSLz6v3A6zzVQPGZ2BJ1P5Gh98rkCtxaDmkqkfqf7E/Xgo20Yku7Cf0ibLLa+ZgAkbj8HieJ1tY/I1eCK0vVdrlqh5g1oDRK9fkaN0yv3iuLJBnE+tnIW2VddQZSjU/Ar7dTab4bqjwVFPVa6avzG5fYxItoT7mNKu5zHp69Yz4eN1uvUIrVefE2lqLnl0kWPLM5/0L+zGGGOMMcYYY8wqxB/sxhhjjDHGGGPMKsQf7MYYY4wxxhhjzCrknNGwPyuqN3tI5FHqEPxFo0Vp89mxiKThhNqIlRvYb0G3HpH0mErYrYS4DSIa6HdYdzMzk8d+VbrM7ktVNc/QG7GQCPoM1odA48ExNguNe7td6JiOHGG9Y3H/jz6a2oTl/J1altV84IGUBk0T5881nRHpflQTK5TWOy+L4bIgM1P5lCa+Lt/8fNLitNvYVxqnuniZETMzJ8utOq56e6EJ4hivSgqXNK2sBYIGSOmD+FrdfyNM1yiOcSx16I5ULHml6WQdmxoT3fWN0BpNpU1euzw7CtUhmqpBNthB/cX3WLldR5rnVp04W4mD60TcDfaxLgav6h9ag8aDJtfKRSSNZp1usDvebrLJEQ89hP6ecql1FwDL/3Fvau0SpClbp8ZRk82C/WS7NDu7JSIi2u1NdBbeC6pXoJ3Gu9JarZS/qjEH3TGA60H+VG6615RWkeRn53I+9QpG+2BNjvIqXfnS/ahYxbMiDTY7aePn50cq1+R9tdTD1BRrifFMprMtH1Preai5Are/Um6vXXZGscYHbNtBkadJwYyWUr248xh5soIHqiYaKh+/EIEyLqIfqTUr0nNXfYb7B/TFbHDq1mzg/oZzuPUmIyKi3S7WTXr44WT4MF/kuR+agpsJ98BzOswh2VbiXLUeklpfSC0rMDpajNUUjzy/n07J5bZJQ87rYgCMaRUjHG2t5uNN8b/VXFLNEXkdg8XOZbtTF/NdxWtX8Lugbo0MXKNpFQllg09kxxiVr8lWKv398nFuWFtjjDHGGGOMMeYswx/sxhhjjDHGGGPMKuSccYmfiarTiQqwoJzOVYAFFbAA+3DA6LlhlU9bg1uUcvFVkT0Q9gqu0VW3Frh+JrePdrtwxUF4mAIVjgAuO7tEGruWIBTctnKb3CHPO69wbdpBUeBwX3fckdLg3rlnD9WorNJLX5rSlDs9mrZJdZDnbwp7ojx568pV4aUUyvVybi53hYpodjPqnF1uZxry4ZnNlddMLlkp1JpyD1LhSZjuvwf2cv/KLZbdV+Guqtpfwfm0GyzukevLYURYELM2mY2iV6nHkz+NpqAoKsDfMPshAuXLqB6kGnBA+Cgql0bs67Go5BFsK9G314s0FKhCyvA4Rd9K42TPniKN7TlcONlmqTTcNkJXPvRQOgab2eQ1qzxoVWjLunzsOj45Wdj0NH67bQLLbfAsqs9E/YaAdhqkfJFdq+pan99DvbKsu57s/l/3rlDdtRpeqq+sZ11YJn7HdofNmpsr3puHD6f+VxcBVqPCHKk61blyKrfR0Zpja4djUdwhrAO3GMIFq1BvnK9O1NgRTqiJRpNEsk4DJGyrCn+mpRV4pso1mcMDKvuIfCpE67hIU2G7fl5uky2em3t2uZeklCqkL+whp2EOyfb24ouLbVO00Xyc8/+TnU2JStLUbqsxGF1psGNqfjM9jdCN/EyUZAv7ajw3uX+rUGt15Sg7op6nkjap2USdLVFzWeXCX1cG51v8XaWD2zaFZ8N1cf/q2Zw6/oXdGGOMMcYYY4xZhfiD3RhjjDHGGGOMWYX4g90YY4wxxhhjjFmFnDMa9ociYqNIbwowoMK6TZRbVjgMZNvGv4QogTWE2CzsRhqJbKBpVGEnlEZxZob1lUCFaSi0RUm3HJHuhDUpSvAD/RLrk7aUW9zPsztHdpXyd9YYqRBFMzO4SdaODJb5usNfNOkW8zS1HoCS1CpNElOnXVflKe2YotXCs+NQb3W6H9YHNQWaWSxNaYyUzrFJ96NC0hXUadl1mKcTlFZoq44cGaFzusO/9XKtKlxP1P1ErHV9ZkTE3ihCUqruiKfcFsdUT1RBaWpj7NWFcON9dQz2k+zj9GRvl0IxR46wbUP/VfZRhb6p06ixBrA4rjTcTTYA4Yi4HydNY3XL+VS5HOYI9lbJYdW1uO1wPZTB56Z1Iro1hRwKcmCg+y2pNPQqhFkeCpLrjGtU16tQtqop5FG13KbnpN433ba6af2RE9k2Av2o3U4voampYpQNDqrFO5SWE9fl0Ym0pvUXFg8/dwqr9pyV/DSK0L24W2X3lIZdwTMkNTProCYddQOU55Kwh2QXF7YWawlNUojcehuJvqL6Bw8u1T9UqDEUzKEg834UkeaN49n/IwYHC+063yr06mzb0HRTU0p/30/5ijqpdlDz67q1ivi1pOaNMzNq7Hdrw9udF+3iXxHVOZLKkWupI7TWW9nAOl23uoZCad5VqD9VD6X1V3XP+x33SfRZbvMTIl9dmGM1H2R7e1LkWyyM5/L8Nu5f2I0xxhhjjDHGmFWIP9iNMcYYY4wxxphViD/YjTHGGGOMMcaYVcjaFh4Rx6KqxMFfKnrVHW2mfZTT6187Wq1SAa8CK6o0oWtfmEg1mC413kp7qCTxk5OFFmlujrXn0H+oCPOsnUKrcOtdUG5ZiwIBz7Mo7dKIiNi0qdAgQbcekaRVu3entH37oBvl63dHvR8dLfaVHpXvH/ohpdsESt9+KjpodVxpGlEXpKmYqE1x2xHbV2slle5GaY2Ueg56Gx4Ji2sqq6h47d06thSPeHFYn4X9drteQ99uF/eT4tY31Ymp03adjF61rmczM1FYgrqns5BtGQ7VPVxupX1sWgxCCZYxuGE0eI2Pcv9YrOsk5WNssWK7tZoRSV/J/b1Jnx7RHE+2uAbi/kYkW9WkfYTNYp1lritXIZi5XKSp2PRNIZ3R7Eo2y9dA/WZn+8ptt766KaR0XczzpjScm2xG/TNJ64N0l6vas9e66+t2Xz+NNu5LSue5eAzk6nozyt4hTdn7utjsyt7XxWivVWOf9Rwrt3jcvKZRXRx2ZqLcso3tspFNnQwoQ8bBxMV6SLCLPB+qi8M+Olo805kZVt2rNYWUpVfzBhWvXaWhzoXmfsOGdAy3xfXFmkdTU1OiHtwvCz336Giqr7JjKJvtbb5WiF5PozutakfUmh31NjJPw/o9zeC+62wRwzYD9VSzAb6H/LiaJ6lY7mqe1bROkDqOe8M1muZp3esh1a9cpq6v2kRp7dUX5jPHv7AbY4wxxhhjjDGrEH+wG2OMMcYYY4wxqxB/sBtjjDHGGGOMMauQc0bDfjyqygV140qjCcXCMKWNZsci0l8+UG4/xduVAmukqXjDDQFflWQJ+6yRzIs5cGBDZ//QoZ2oKeVQGvY+kW99to1IMTOf20m55JKJiEjadb5V6DKrmnK0fNJMQUelNIUqfLPSFtXpxLUGM3qiV72lipGsrjHSLWeS19L6yb7KNqI+PufgYHf8YhXzXIOe3xS7UsXHrIv7Ce2p0qErLZS6Fo9epSNS+VTaucVsFK1ZfRIFeavwE1TRTjvRnVuk9FQDTgmwlV2E3RQx17HPY0zF8sap0EDyOdPTyVZPTW2LbtAaHNMWtg+tcVScl+5hw4aiDKVh53piLLLOFPSulezOp/TqdTrsOlvEx5WUFtdqim2srq/WGsiP8X79udyL+xYtoymtTkqs2677dxB1LrT+7XZDY3fiR58QaWwDe9FeLohjPKJRF363Kw17bsfX9m8/s1HVrSv7qN4e3I1Hsm2EiGKvJjVqjngKabPlXEvp1dku5muA7NmTbGJ6N6t+p97bPNFRWmMVm/3ZERFxySVFuWzuUXeeNyo7g3IHaR5eN0dk6sZ53VooyrYxaOtnsh5SYqnrVEToubwqrw61RlLd2kfMUnXdTfHi82upbxlVHpel6qKupeKpq3lwbstV7PdTZ0Wt7Mc//vG46qqrYnx8PMbHx+Paa6+Nr33ta1352u12vO51r4tWqxVf/vKXz3xFjTHmDGP7aIwxGttHY8y5xIp+sO/YsSNuueWWuOeee+Luu++OV7/61fHGN74x/uEf/qGS70/+5E/SSuvGGHMOYPtojDEa20djzLnEirrEv+ENb6j8/4/+6I/i4x//eNx5553xghe8ICIidu/eHX/8x38cd999d1xwwQWqmJ6YjWZHXwWCBW2gtLHsGKf1n3demSDck9glHn4+7IuE4yKuV9/8CcpWuGKweyVcZtRldbiwwuWN3XhmZhBWjV08UCC7LCm3ufMjIuIXfiG1FN9aRNXNc+/e6GLTpuJc5davQrNx3XG8yS0pd2niNlFu6nXu8Vx+nZqhKWxSfmyxc+vQLpe9hdpJ7rLd4ZiSC9z66KbOdYj3m1zX85Gp3NpPiOOcr9fQHnVu/N0hYFaSM2kfT0Rx92htNb1V4YvQK1gy1Ok9KsxQr7IgZSuxFW7185Pd9eVssClqnFTDpRV94NAhdo2vc7nDdrzrWKuVxpEK4cb7QLmu1ykHgB7/3ceVLeK0ulBvTRKgOrfRujIY1Sa9Xh/UhbrrFdUm6niTe21duWBmhl2JletlXbgk9geGzVLuoCpcG1Bh3VRfV7/vdDl1nzHOpH08HtW7HxZ5VFg3tgpq3oj9FuaNPGmqkwcp28ppaiCVqJCNHHI3n6Nw/z9woLj+zIwKs6rcfnmigzkkv2fxBkl1f+ELu13hAWw1zweTvemee/KYVJLHOvlOnWs6l6Hmcso+9Bqlr+76KhRjCoPb23xvqbawqU4p1BzblubwvVUWC6kL1DV6CTfZ5P5ed07TXFZJivJ86N9LbQ/NqtGwnzx5Mv7mb/4mnn766bj22msjIuLYsWPxa7/2a/Gxj30studff4tw/PjxOH78eOf/R48qbaExxpw92D4aY4zG9tEYs9ZZ8ZVC7r///hgbG4vh4eH4rd/6rfjSl74UV1xxRUREvPvd745XvOIV8cY3vrHn8m6++ebYuHFj599FF110uqpujDGnFdtHY4zR2D4aY84VVvwX9ssuuyx2794dTz31VHzhC1+IX//1X4/vfOc78dBDD8Xf/d3fxX333bek8m666aZ4z3ve0/n/0aNHbXSNMWclto/GGKOxfTTGnCus+Af70NBQ7CoFNC95yUvirrvuij/90z+N0dHR+OlPfxoTrGWMiDe96U3xC7/wC3H77bfL8oaHh2N4uFthNB9VpYPSaiql1kS2jUi6pIpqERokiIGUnkjpN9lVC+coUQyJZqBhZ5RGEmk7dnQVEQcOdKdVQ3AA1GWbSEv3eMklhX6G9ee4DeiNWCeEW+UmUVr7ujBpSsNep2lk6vREKh+jdOh1etSmuuTlNoU56lWDVBe2SWk0deinPpFWPVY9nnRUKUxcXSg3BvmUJqlJL19HXZAyZr3YX4iqTvTMcqbs48kobCQeI6vhcqUWq7hgA3mNj+HRUkvLtg1GSK3ZoewiDxScI3TwCyJcl1oKBDTpFx99FGmpBWYQQUuEtUphg1LfUfpFdf06HTS/PnCO0p7C7rGmE/ej7l/ZVh7bOFdp6Jk6zWXd/Svq7HNTPlUnFQ2rLkxcnS1kmtYE6GW9kaXmr8K2C51SaTR59OZzhV51nCp8kQrpNJblObOcyfnjfKQJs1plpTuIYHWOiH2eKgxuKnXdmDjBTkboSZLSteOcBg07xgUXp0LfpnCX1apFpD67bx+/K9EHn6Y09BVeC2ZLdiwCdrPV2tJJyV8BaizyrWaPuHK8yd7X2YW6NTjq1rVYLK3XuWTdukkDA4s7RTfZ27oQoE3n1s0b8a6cm1NrFSl9d5MNUtpwFZIubwtlH/mdrdb2qNOhn0qoO/R3jD809vLMIVf8gz1nYWEhjh8/Hh/84Afjf/6f/+fKsRe+8IXxkY98pGuxEWOMORewfTTGGI3tozFmrbKiH+w33XRTvO51r4udO3fG1NRUfO5zn4vbb789vvGNb8T27dvlQiE7d+6MSy65ZAVqa4wxZw7bR2OM0dg+GmPOJVb0g/3gwYPxtre9Lfbv3x8bN26Mq666Kr7xjW/EL/3SL61ktYwxZsWxfTTGGI3tozHmXGJFP9g//elPLyl/u91uzrRElKphgvZV7EyoEoYHSSsG0Qz0RE1aJIhGOA37KngjCW+g3BgbSwoppWGHVqUXvWFBnUo1CV8GBwvdUVPYT1RZ6eVV3EtVT8Rcx3axa9XFGVbXUHqmOk2p0nRyPqW3qqtTnWZIXb9XfVITvcQ0VvfQFN8eJN16RO9a9KGaY3keztekTVe6JwV0R0q3ORQRKxPa50zax1YUd69abCDb8vBT63lIe4dfu9gu1mkvlShdrPHRVz73sbH07Op0mWw78vDuEclWVfu4ijM8uliVpAaxzj4yaryjbGWr1P/rrs/16FVDjev2Gldd3YNad0SxVDtWl9b0Lqgrt0lXX/dOrdO3Vu1jnVZS6SKbNJV163w02cBe8rM2vqhTq1WsXnE65mZNnEn72BdV+5gfy5nIthF6LtllhFgwjn1lH9UCOpxPdGBlg9Q0NF9yqWktiNRn2D6i/ygVP7fYaNf1gYq53qQTz89lm6nsGFjqGkFN637UndNkW+rsCM5tulYv9vFUUO8lMDvb17VfHXJ19o7T8L7t1Vb2ah8Vp3JODtvFkWyLwdO9LsapsOJh3YwxxhhjjDHGGNONP9iNMcYYY4wxxphViD/YjTHGGGOMMcaYVciqC+t2ulgsYh8rGBBLeILSoDdiBW1nX2k0sUU89oik1VQiIkaJo4WGvVMPEpGMjQ11nZrrtFkHDq1mu/0ElYjWSDE2L7gA+oyk01DVRNmIY8z5cAt12nPOr+JEclqdBkjdP5PXvdfYukrjpHSrSmfaS+z1JpYes7f3WPN5HZr0uHV15tjs7baKcdmfbRn198Ne4warWMGANUZ15aUbHx0tzpmYiFhYaMfjj/dYjbMcZRfxVGALJ+gYVIktxBOOSHaRV2lWdhH7SqOpBmFNYPV11CnXTRT7R6e7de1M75q+om9h7Y6IdDssOc3LVXq/ptjwva83oq/J1+D80IEq+6TSlCb+VOLKq3x5ndXrrld71+taHHVrgfQag7hXnau6n6T5Z/uIPbZZ0G+quOYq5ro6rmIPq5HdK6gz16noZBiu7bZek2GtsZBteZ+nN5tFGoZ+a8OGlJivfcQG5fLLiy3b0bpJlBKb0yAY6sRhT8+xF121Xh+DY64jkQsp3gebNtG9IlfNfIivUbd+kFpPommtIOyrdTxUbPa6GOpqfQ5FU7x2dS1lb+vWDFH0qvXvdY2kpYLyqrHZgYrXvtjxZ3pMld9rbPamuqvj6NyYK2CGNCjyLh3/wm6MMcYYY4wxxqxC/MFujDHGGGOMMcasQs4Zl/j5qDpC4MbJ2SjgmLmZ0jaLtPWjZRgBFYIDbp7s+olj7AtU549YqbjwS4J/I/mxjI1ty5M6rjXIzu7q7fY/lnszdDG4b4xGHXB/n5riMB5F646MJLfR/LaVqyCjQnvAfYldi5RLVZ2raZ27kXJ76tUd9FRc5/NjTfTqBlvHM3F3qnOZUnWrhi3qldxt6VTKUGXVucd3uzZt2pT+fskKl/n5WPMu8XOh7WNEcoHfmv0/IqL/vPOKHQ7XhoGv3DuxjejYyIWJZF3Rp4YGqA9wXJ8cDFDh/zwysa2TpGyQsg+KwTJ8J3vuo3/U2Szloaqu3+QSr6gL71MXFqjJ/byuLZYa7lHdy6lIm+rKU+eq/9eV12u5vcqn6tpTh3VTsH2CC7Ny5eQyVOgjFVqzjjo30G5hIJ7hwsLadok/HsWvW3h63BJbsy3vT1DaKFzhlSwIW7aP2CfbeqKUVCzZPtJ+H3X4idL21nnTcxHpUhzqFP2tO4Rbk/t7nf3Cuapuvbq/N7nT90qdbVFpc3NKglLsz8ykMdZqFe8WtguDg8UzXmqouV7naEs53gvLUUbv9OpCvyCOwRYqm6locn9XUqGqK/yGDUWna7dPLIt99C/sxhhjjDHGGGPMKsQf7MYYY4wxxhhjzCrEH+zGGGOMMcYYY8wq5JzRsG+Oql59W7aNSHqjbiVOxCCHLVJ6oyuvrB5j/SY0SE0CSogcmsRygMob31WopkZGuv8Go0KOJe06azMK7fqGDd1lsExqZgYhPVJoj9HRoiU5Agn0nThXSa1YAwqNqNJePhPqtD11GsyIeg1Wk3ZH6Wbr6qRY7nAbS6VubQAV2qQatkjpg+o0Q3Whipq0mqBOz7QY3edwCJi5ua7Da46JKNRXG8v/sx4TCvNh2EAVro3T8vU8OI3s4rGRouTDtLYGGBtL/WgzRIx19lEIwYdmk85y+/bCkrMOfe/e7uuqMa006XX51fiAnVO6RBWSjdPUOh75Eig69FL3tU6FXkPN5frzpvU8lqphX2o9lztkZlN5uJ+mUE7dNIVaUxryk9mxxcrrZX2QputjLLIevtDeTk5Co9lQxFnO1ijCWk6U/9+WHYvI1jkq172QdrFubQ+ymQs7dkZECsEbwRHcyD6qjtfjAh0IDbx167pOWm6rVLHVvjCabSNGR7vnkMp8A14CBdfHballnpTNZPusbl+Vt9Q1ehS9h6JcPCRZq9UdgnQ5wgGfzvljb7Y63dfcHOxXr/PCpa5lVBfyjY+rsHJ8rb7sWFN5vc5Nnzn+hd0YY4wxxhhjjFmF+IPdGGOMMcYYY4xZhfiD3RhjjDHGGGOMWYWcMxr2yyLiPPq/0h1JvTo0SKw7UrHWoWFHPtIuHYtSH0Qal3XQp6jAuL0Kq4V4pE4PWS0K98h6jiKGIOs8UZWZGdZ4QNSbNEtXX11sWdYPoBniclkjDJSGXd2q0m32Gns4pymepyqjbjkB1h0tVbv+THRJS42F2Wt897p7aOqms7OIMao0Q0vV+DTlr9OzN/1dsjh3djblw3oLhw+f6TijK8NzImJDBCxVbIAGM6LbpikNO4sQsS807CcoNvrk4WKr4pNW+t1E1gl7DRxOx5TOUWnSURc+lmsqu+qXgXHB+eu0l5xP1Umt/ZHHSFZ2rE4jnu8vB7mtVu3V1IZNcZtPlaa4yb3QFOc5jx/Naek58Rof6iqwY4Mije2Y0k8qrXteBqNiFSONNco4d64rbW4OLwGOy732eF5EjJX//v/t3X9wFOX9B/D35dclMT8gEMgPEhN+GJJOCRZLGlvHdIpGig62I7W2QOh02qGjUAi0mpkiFKqhoJYpUuGPlthqOyojDFOxtDIqA8bYYjOjVh3olxAc8kOKyYUg+XG33z8uz91zl+f2Nsnd7eb2/Zphctnb23127/bNbu757AMEnjdOdTi8D1QZOMYadlG3Dvhr11XHf2A+KoqzjQbDyPOqe0uozr00TXwG5Ds9ic+bfyF62eMfo9xf6y7vJvk8MXgTVPmot07VuWS4497IOWSYW0r5jnP5GJfr1INfE+4+JqHaYfS5cMaTj8EZGC4fRaYNDYUb33ys9z7Sy0J5mirvVNmqR16ealz3wDr5vj7xe2RuzMVv2ImIiIiIiIgsiBfsRERERERERBbEC3YiIiIiIiIiC7JNDXsRAmvYRQX3DZmZ/omitkhVi6SqYZenjTz2TPfWaIYbOxKpOgXT4SgKMgeHQ//tRT0kpyj48ddziHoiuRbIvx1ynYZ3hqIi/4yihl3edapac0E0XR6HXW9cx3B1RQZLWUfNF65mUq8+J9w4wyqRGBfT6FjFkRyDM1w9lf549fJYnOKR0bGCx1rPpKIaY3P08j7/3H8sXL7sne/6dcAz1uFAJ6EZSUnIcjj8B6RePaZccCiek+dX1Gpeue6tju+RxlxX5YOq9s0z8p7p/nVZNXC5FC49I/Wgly/7Z/tkpC3yOMeiTapaa1Vdu2qMdFWT9O6PoXqtvH6xu+Va1uDa6HDHotgu1f9L4eoxVYyMqx6uXl/1Xo917GG92kvV5ypSxrrPVPWz4p4Z+rXssnBBpFfLqUeVt4OK+UbXsPunXTOwnslrFrxV2+IeH075Pkd6543yNNW9j0Ze60ryVsVfbvM/pRq3fNz5KL9YOsg8Gd5a9B5pvWJ9Im8Ca+jF5yJNmuatTU6W7nsi8lGVbcnJ/paqdlPwa1X5IGex0fHa9abJ7VTdUyU4U8LVa4tpQ0Ojp8lU9ep6Nex6yxoPo+eS412uilzL78++ZMWc8r04VHkkTOQcUZWZwc+FItqkV4cvPgB9Btujj9+wExEREREREVkQL9iJiIiIiIiILMg2XeKnA5gp/e4buk0eh0zVtUnVjUk8lua70uP928dVqcunoOpSabg/ol5/TKnLp+jqKXdf6gzqBip3P//0U9Glyd8VRHQLkruNyo+FqVO9fXa+8hX/NLHrVEPaBA/TAeh3sQ7sNjh6mmrXqbqPjbfLZ7hhzVTD96iHsQj9Wr1u9Xrzh2pnJIXb13r7M1xXMdEdKnCoN0FviI1wQ3aoiOeNDh3yuf/R5+JnIiI1JIel3XQTkJjoDwn5oA0e1i1MyZAYmugTKQtFjhjtOi4Tn58UvYNAPhhHtqH7sv9zFJyF8mN5mohZVQ97vaGKjA6BIxOZJWe2mCZntVivPF9w3svdOPWGvQw3Ta+9qmmqYZb0hnCbSI6NZwhOvWUY7U4/kfn0qLrN6pNzUTVEERTTxHx6WShTDbs5pJgm2pIa9Ht8mpqa6i0ZErmoOkcMN7TlyGNPyWzfpOCynPHko5LqAFGUCqkyMHiaXDLk7wqvPzSX3vmYnBliN6nyTrUvVMdd8BCXgLo7v16b5GnisaaFLs2ThyZTDdcmyN3/9bLKaLmPXvd71XzhjPWc02gWjl24oX+NnvMZmd9ImdBYqEqFgn/2R2RN8Z2yRERERERERJMUL9iJiIiIiIiILIgX7EREREREREQWZJsa9uykJCTnSgO7iXpMxdBsynp1qdbdleoduq3znH+24KEg5DodVV2kslBEb+wbuchnpI6qu8c/7MG5kbZ89JF/ttZW709RJxU4PIeo1/XX6YghFq5eTZameZ+Xh+wQu0QucxWbI+8HUQskN11v/uDXyc+r6tXDTTNSmzmeOnCj9dpGXhuuPs3oMEd6tUXhjLf2MtxzevVZcg3Y6HojVd2RPMSH3nwToapZ60ekhuSwtIICIDlZXcMePPaOYgg3T16Bb1Jbm/enXPsYmD1eqiF6BOVnTCcf5WEtexS1l6JN4qf8WG6bapg0VVYFNyVcfbcq51T3HVHVb4rlyPOJx6p7Axit/VSZSLaFWpaqHeNZjtFs0WO0hl/1GqP/t4x1G9XDHKmoashVQ73JWSmyVfz/rSqYNzoMXIrisfiQx/nYl8XF3nt8iFxUDW2pGK5NnjaY5723xznpHE1klCofxXEv54ju5141xqI0bXDkPRP5CPgzUJw/Av5zyPff9/4MvI+ROG8c/TkaGvKfI/rvkeQn6rlV26PKL7FPVMeTKuNU9/EwWsMur0PT9G4q4T0+5GN2IvcSCjcM8FiEO5cc671CjObiRJahJjJIlSmRqD+Xv6fWq3WfSA19dPAbdiIiIiIiIiILMvWC/ZlnnsGCBQuQlZWFrKwsVFdX49VXXwUAXLlyBevWrUNZWRnS0tJQXFyM9evXo7e318wmExHFBPORiEiN+UhEdmJql/hZs2Zh586dmDdvHjRNw7PPPovly5fj3//+NzRNw6VLl/DEE0+goqICFy5cwNq1a3Hp0iUcOnTIzGYTEUUd85GISI35SER24tA0/aqpWMvJycHu3bvxwx/+cNRzL730ElauXIn+/n4kGSzIcLlcyM7ORm9hIbIK/HWWvhokVb26PG2kdl3UHwHqGs3gknS5BFRVFpqCQe8DufBGNcD3SMGPGOddXr9crx5cdwQAb7/t/SlqkIaG5MIfUafjrztKTk4N2Ab5sVx3tHCh96e8m+SSLkFsml4to6peXTUmqNFxhsMZbw27ap/ItfljXY7RGvaxjtM5kfGDjY7VbHSa6n0S77deO9Xjn7oV02R6NZSqmiUopqnWcR3eGvZS9Pb2IisrS2c90Re1fLzvPmSFqmEXB7qoy1TUsLd/4t/H4p4Z8nGsqjkUq5KPI/FY7x4gqsyQaxXF+lX16nI+isfhIlhvSGNVnal4rdF7fMiff1Vdv1iv/NrgceWNZuF4atj1XquXWfI2jDWfVbd2kammBbclWvk4kWnhstCffeFqKsXj0GNFq6mWIU9TrX/kXCUgO8UbID7kLgDTTc/IqOXjbbchKylJXcOuOm9UTPu/Nm9GyrkUfH4jN0usSpWP8jTVPZLEZ0vODLEuef169z4SPzVNvofLIEYTnwv5oPTWy8vjkIt2yreNEv+VyMez3v2N9PJJLx8B9XjtYl2B5xyhidr1SN37SHX/Fj2qe6YYPW+MxLjqetmmd+8U+XnVcoeGVDkmf9aGgp6TH6uyMHge1fyhGK1T18tqcV0l7vXRB6Bywvlo6jfsMrfbjZdeegn9/f2orq5WziM2Vi9sBwYGMDAw4Pvd5XJFvK1ERLHEfCQiUmM+ElG8M/2mc++99x4yMjLgdDqxdu1aHD58GBUVFaPmu3z5Mnbs2IEf//jHustrbGxEdna2719RUVG0mk5EFFXMRyIiNeYjEdmF6d+wl5WVobW1Fb29vTh06BDq6urw5ptvBoSuy+XCsmXLUFFRgW3btukur6GhAfX19b7fe3t7UVxcDJfHA7ilrgtDI10spL+m4vORISv6+/3T+rzdgQbT/X9pFV1v5NmCu8TLXXwSR3oMpUijoii7xIv2DUpdQTzebhcul/9vK+Il1675ZxObMSSNSDHyUmmoGP0u8Zo2GDS//7FH6m0i1iE3U9UdRrTJregxIvaXvPvF8uRtEPPJyxCP5TZ5DI4qEzyfqm0qDsfox+MbssJL7FfVvg43nzCRLp/ydut12xTzqfa/0fdEtY36222lLvEDEMO6mVE9FLN8DD6o9XKxT+oiOfINVF+ffx+L2eR8UuWDGClS1W1P3tXic6TqEi/WJceoWK9otrw5+vmozjvxWJ4WfAzIx4wqH8V8qmxTvVaeT7RJnhZ8vBnNwnA5qVqe3mv1pqnyIRyRrXLejnfIyvHkYyTyTi8Dw2WhfjfLSHSJD5etRrvEiw+j3OUz9hkZs3wUHxa9kx858EQgSd/Qi4yUzxuDs0rOQvGcNKKu7/lE6a0Izke5SfK6VOeNYj5VVvnfSrlLvGrIM5H9chfmlJFljB6yUHUaLm+PXpdso+dDquNT/9zD2Amk2J7xfMxV6zd63ho8v7wP5awMnqY6b5WpclmVd6r5g/NOtS3h8863NHktIz9VXeL18itSXeKNvilGusSLn96Db6L5aLka9iVLlmDOnDk4cOAAAKCvrw+1tbVIT0/HX//6V6SOceDCTz75hH8lJaIJu3jxImbJ9dsmYD4SkVWZnZHMRyKyqonmo+nfsAfzeDy+GiKXy4Xa2lo4nU4cPXp0zGELAAUFBbh48SIyMzPhUP2JKUJcLheKiopw8eJF029MFSt23GaA222n7Rbb/J///AcF8k0rTcJ8nFzsuN123GbAntsttrm9vR0Oh8P0jGQ+Ti523G47bjPA7Y7EOaSpF+wNDQ1YunQpiouL0dfXhz//+c944403cPz4cbhcLtx55524du0annvuObhcLt8NQHJzc5GYqOraOlpCQkJM/+IrxgS1EztuM8DttpPCwkIkJMT2lh/Mx/hhx+224zYD9tzu7OzsmG8z8zF+2HG77bjNgH23OxLnkKZesHd3d2P16tXo6OhAdnY2FixYgOPHj+OOO+7AG2+8gZaWFgDAXHm4DADnz59HiTw2BBFRnGE+EhGpMR+JyE5MvWD//e9/H/K5mpoaU27yRERkBcxHIiI15iMR2Ynpw7rFC6fTia1bt8LpdJrdlJix4zYD3G47bbcdtzka7Lof7bjddtxmwJ7bbcdtjga77kc7brcdtxngdkdiuy13l3giIiIiIiIi4jfsRERERERERJbEC3YiIiIiIiIiC+IFOxEREREREZEF8YKdiIiIiIiIyIJ4wR4Bjz32GG699Vakp6djypQpynna29uxbNkypKenY8aMGfjZz36G4eHh2DY0ykpKSuBwOAL+7dy50+xmRdS+fftQUlKC1NRUVFVV4Z133jG7SVG1bdu2Ue/p/PnzzW5WxJ08eRL33HMPCgoK4HA4cOTIkYDnNU3Do48+ivz8fKSlpWHJkiU4e/asOY2dZJiPXnbIR4AZGY8ZyXyMHuajF/MxPjEfI5ePvGCPgMHBQaxYsQI/+clPlM+73W4sW7YMg4ODeOutt/Dss8+iqakJjz76aIxbGn3bt29HR0eH79+6devMblLEvPDCC6ivr8fWrVvx7rvvorKyErW1teju7ja7aVH1hS98IeA9PXXqlNlNirj+/n5UVlZi3759yud37dqF3/72t9i/fz9aWlpwww03oLa2FtevX49xSycf5qNfPOcjwIyM14xkPkYP89GP+RifmI8RykeNIubgwYNadnb2qOnHjh3TEhIStM7OTt+0Z555RsvKytIGBgZi2MLouvHGG7Xf/OY3ZjcjahYvXqw9+OCDvt/dbrdWUFCgNTY2mtiq6Nq6datWWVlpdjNiCoB2+PBh3+8ej0fLy8vTdu/e7ZvW09OjOZ1O7S9/+YsJLZycmI/xnY+axoy0A+ZjdDAfmY/xiPkYuXzkN+wx0NzcjC9+8YuYOXOmb1ptbS1cLhc++OADE1sWeTt37sS0adNw8803Y/fu3XHTbWtwcBBnzpzBkiVLfNMSEhKwZMkSNDc3m9iy6Dt79iwKCgowe/ZsfP/730d7e7vZTYqp8+fPo7OzM+C9z87ORlVVVdy/97HAfIwPzEh7ZiTzMbqYj/GB+ch8FMabj0mRbhyN1tnZGRC2AHy/d3Z2mtGkqFi/fj2+9KUvIScnB2+99RYaGhrQ0dGBp556yuymTdjly5fhdruV7+NHH31kUquir6qqCk1NTSgrK0NHRwd++ctf4rbbbsP777+PzMxMs5sXE+IYVb338XT8moX5OPnzEWBG2jUjmY/RxXxkPk5mzMfI5SO/YQ/hkUceGXWjhOB/8XyQCWPZD/X19aipqcGCBQuwdu1aPPnkk9i7dy8GBgZM3goar6VLl2LFihVYsGABamtrcezYMfT09ODFF180u2lkIuajF/ORmJEUjPnoxXwk5mPk8Bv2EDZt2oQ1a9bozjN79mxDy8rLyxt1J8iuri7fc1Y2kf1QVVWF4eFhtLW1oaysLAqti53p06cjMTHR974JXV1dln8PI2nKlCm46aabcO7cObObEjPi/e3q6kJ+fr5veldXFxYuXGhSq8zFfPRiPvoxI73slpHMx9GYj17MRz/moxfzEb7fx5qPvGAPITc3F7m5uRFZVnV1NR577DF0d3djxowZAIB//OMfyMrKQkVFRUTWES0T2Q+tra1ISEjwbfNklpKSgkWLFuHEiRO49957AQAejwcnTpzAQw89ZG7jYujq1av473//i1WrVpndlJgpLS1FXl4eTpw44QtYl8uFlpaWkHf2jXfMRy/mox8z0stuGcl8HI356MV89GM+ejEfx5+PvGCPgPb2dly5cgXt7e1wu91obW0FAMydOxcZGRm48847UVFRgVWrVmHXrl3o7OzEL37xCzz44INwOp3mNj5Cmpub0dLSgq9//evIzMxEc3MzNm7ciJUrV2Lq1KlmNy8i6uvrUVdXh1tuuQWLFy/Gnj170N/fjx/84AdmNy1qNm/ejHvuuQc33ngjLl26hK1btyIxMREPPPCA2U2LqKtXrwb8xff8+fNobW1FTk4OiouLsWHDBvzqV7/CvHnzUFpaii1btqCgoMD3Hy+Fxny0Rz4CzMh4zUjmY/QwH5mPzMfJLWb5GKlb2dtZXV2dBmDUv9dff903T1tbm7Z06VItLS1Nmz59urZp0yZtaGjIvEZH2JkzZ7SqqiotOztbS01N1crLy7XHH39cu379utlNi6i9e/dqxcXFWkpKirZ48WLt7bffNrtJUXX//fdr+fn5WkpKilZYWKjdf//92rlz58xuVsS9/vrrymO4rq5O0zTv0BxbtmzRZs6cqTmdTu0b3/iG9vHHH5vb6EmC+WiffNQ0ZmQ8ZiTzMXqYj8zHeMZ8jFw+OjRN08b61wQiIiIiIiIiii7eJZ6IiIiIiIjIgnjBTkRERERERGRBvGAnIiIiIiIisiBesBMRERERERFZEC/YiYiIiIiIiCyIF+xEREREREREFsQLdiIiIiIiIiIL4gU7ERERERERkQXxgp0soaamBhs2bIibda5Zswb33ntvVJZNRPbCfCQiCo0ZSfEuyewGEJnl5ZdfRnJysu/3kpISbNiwIeahT0RkNcxHIqLQmJEUS7xgJ9vKyckxuwlERJbEfCQiCo0ZSbHELvFkOZ999hlWr16NqVOnIj09HUuXLsXZs2d9zzc1NWHKlCk4fvw4ysvLkZGRgbvuugsdHR2+eYaHh7F+/XpMmTIF06ZNw8MPP4y6urqALkZyd6aamhpcuHABGzduhMPhgMPhAABs27YNCxcuDGjfnj17UFJS4vvd7Xajvr7et66f//zn0DQt4DUejweNjY0oLS1FWloaKisrcejQocjsMCKyDeYjEVFozEiKR7xgJ8tZs2YN/vWvf+Ho0aNobm6Gpmn45je/iaGhId88165dwxNPPIE//elPOHnyJNrb27F582bf87/+9a/x/PPP4+DBgzh9+jRcLheOHDkScp0vv/wyZs2ahe3bt6OjoyMguMN58skn0dTUhD/84Q84deoUrly5gsOHDwfM09jYiD/+8Y/Yv38/PvjgA2zcuBErV67Em2++aXzHEJHtMR+JiEJjRlI8Ypd4spSzZ8/i6NGjOH36NG699VYAwPPPP4+ioiIcOXIEK1asAAAMDQ1h//79mDNnDgDgoYcewvbt233L2bt3LxoaGvCtb30LAPD000/j2LFjIdebk5ODxMREZGZmIi8vb0xt3rNnDxoaGvDtb38bALB//34cP37c9/zAwAAef/xxvPbaa6iurgYAzJ49G6dOncKBAwdw++23j2l9RGRPzEciotCYkRSveMFOlvLhhx8iKSkJVVVVvmnTpk1DWVkZPvzwQ9+09PR0X9ACQH5+Prq7uwEAvb296OrqwuLFi33PJyYmYtGiRfB4PBFtb29vLzo6OgLam5SUhFtuucXXpencuXO4du0a7rjjjoDXDg4O4uabb45oe4gofjEfiYhCY0ZSvOIFO01K8p05AcDhcIyq+YmEhISEUcuVu1UZcfXqVQDAK6+8gsLCwoDnnE7nxBpIRBSE+UhEFBozkiYb1rCTpZSXl2N4eBgtLS2+af/73//w8ccfo6KiwtAysrOzMXPmTPzzn//0TXO73Xj33Xd1X5eSkgK32x0wLTc3F52dnQGB29raGrCu/Pz8gPYODw/jzJkzvt8rKirgdDrR3t6OuXPnBvwrKioytE1ERMxHIqLQmJEUr/gNO1nKvHnzsHz5cvzoRz/CgQMHkJmZiUceeQSFhYVYvny54eWsW7cOjY2NmDt3LubPn4+9e/fis88+8925U6WkpAQnT57Ed7/7XTidTkyfPh01NTX49NNPsWvXLtx3333429/+hldffRVZWVm+1/30pz/Fzp07MW/ePMyfPx9PPfUUenp6fM9nZmZi8+bN2LhxIzweD772ta+ht7cXp0+fRlZWFurq6sa1r4jIXpiPREShMSMpXvEbdrKcgwcPYtGiRbj77rtRXV0NTdNw7NixUV2Y9Dz88MN44IEHsHr1alRXVyMjIwO1tbVITU0N+Zrt27ejra0Nc+bMQW5uLgDvX2t/97vfYd++faisrMQ777wTcCdRANi0aRNWrVqFuro6VFdXIzMz03ejEmHHjh3YsmULGhsbUV5ejrvuuguvvPIKSktLx7BniMjumI9ERKExIykeObRoFG0QWYzH40F5eTm+853vYMeOHWY3h4jIMpiPREShMSPJbOwST3HpwoUL+Pvf/47bb78dAwMDePrpp3H+/Hl873vfM7tpRESmYj4SEYXGjCSrYZd4iksJCQloamrCl7/8ZXz1q1/Fe++9h9deew3l5eVmN42IyFTMRyKi0JiRZDXsEk9ERERERERkQfyGnYiIiIiIiMiCeMFOREREREREZEG8YCciIiIiIiKyIF6wExEREREREVkQL9iJiIiIiIiILIgX7EREREREREQWxAt2IiIiIiIiIgviBTsRERERERGRBf0/4X/6cyc2AgYAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# average the vsv and vsh\n", - "vs = np.sqrt(vsv*vsh)\n", - "\n", - "# plot the vs\n", - "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", - "axs[0].pcolormesh(LON,LAT,vsv[4,:,:],cmap='seismic')\n", - "axs[0].set_title('vs')\n", - "axs[0].set_xlabel('longitude')\n", - "axs[0].set_ylabel('latitude')\n", - "axs[1].pcolormesh(LON,LAT,vsh[4,:,:],cmap='seismic')\n", - "axs[1].set_title('vsh')\n", - "axs[1].set_xlabel('longitude')\n", - "axs[1].set_ylabel('latitude')\n", - "axs[2].pcolormesh(LON,LAT,vs[4,:,:],cmap='seismic')\n", - "axs[2].set_title('vs')\n", - "axs[2].set_xlabel('longitude')\n", - "axs[2].set_ylabel('latitude')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# single station comparsion\n", - "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", - "axs[0].step(vsv[:,0,0],depth)\n", - "axs[0].set_title('vsv')\n", - "axs[0].set_xlabel('vsv')\n", - "axs[0].invert_yaxis()\n", - "axs[1].step(vsh[:,0,0],depth)\n", - "axs[1].set_title('vsh')\n", - "axs[1].set_xlabel('vsh')\n", - "axs[1].invert_yaxis()\n", - "axs[2].step(vs[:,0,0],depth)\n", - "axs[2].set_title('vs')\n", - "axs[2].set_xlabel('vs')\n", - "axs[2].invert_yaxis()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Quality Control & Interpolation\n", - "\n", - "1. interpolation\n", - "\n", - "2. rationalizing (remove the thin layers)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.append('../../../')\n", - "from SWIDP.process_1d_deep import *\n", - "from SWIDP.dispersion import *" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(9102, 81)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs.reshape(vs.shape[0],-1).T\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(9102, 301)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interp to 1 km thickness\n", - "# -------------------------------------------------------\n", - "\n", - "from scipy.interpolate import interp1d\n", - "max_depth = 300+0.1\n", - "depth_interp = np.concatenate([\n", - " np.arange(0, max_depth, 1)\n", - "])\n", - "vs_models = vs_interp = np.zeros((vs.shape[0],depth_interp.shape[0]))\n", - "for i in range(vs.shape[0]):\n", - " vs_temp = vs[i,:]\n", - " depth_interp_temp = depth_interp[:np.argmin(np.abs(depth_interp-depth.max()))]\n", - " f = interp1d(depth.reshape(-1),vs_temp,kind='nearest')\n", - " vs_temp = f(depth_interp_temp)\n", - " vs_interp[i,:len(vs_temp)] = vs_temp\n", - "vs_interp[:,len(vs_temp):] = vs_interp[:,len(vs_temp)-1].reshape(-1,1)\n", - "vs_interp.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " axs[i,j].step(vs[sta_idx,:],depth,c='k')\n", - " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='r')\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bf2609d0c27f464a875a5ec6ee6e9b8f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/9102 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='k')\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='r')\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Dispersion Curve Forward Modeling" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "23dd9a863afc415595c40a699efb4f0c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/9102 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 10\n", - "ncols = 10\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "\n", - "for i in range(nrows):\n", - " for j in range(ncols//2):\n", - "\n", - " sta_idx = np.random.randint(0,vel_models.shape[0])\n", - "\n", - " # velocity profile\n", - " axs[i,j*2].step(vel_models[sta_idx][:,2],vel_models[sta_idx][:,0],c='k')\n", - " axs[i,j*2].set_xticks([])\n", - " axs[i,j*2].set_yticks([])\n", - " axs[i,j*2].invert_yaxis()\n", - "\n", - " # dispersion curve\n", - " axs[i,j*2+1].scatter(disp_data[sta_idx][:,0],disp_data[sta_idx][:,1],s=2,c='r')\n", - " axs[i,j*2+1].scatter(disp_data[sta_idx][:,0],disp_data[sta_idx][:,2],s=2,c='b')\n", - " axs[i,j*2+1].set_xticks([])\n", - " axs[i,j*2+1].set_yticks([])\n", - "plt.subplots_adjust(wspace=0.05,hspace=0.05)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "phase_mask = np.sum(disp_data[:,:,1] == 0,axis=1)==0\n", - "group_mask = np.sum(disp_data[:,:,2] == 0,axis=1)==0\n", - "mask = phase_mask*group_mask\n", - "\n", - "loc = np.hstack((LON.reshape(-1,1),LAT.reshape(-1,1)))[mask,:]\n", - "vel_models = vel_models[mask,:,:]\n", - "disp_data = disp_data[mask,:,:]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "save_base_path = \"../../../Datasets/OpenSWI-deep/1s-100s-Base\"\n", - "# Save processed data as compressed npz files\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_lberia_loc.npz\"),\n", - " data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_lberia_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_lberia_disp.npz\"),\n", - " data=disp_data.astype(np.float32))" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([70., 32., 24., 26., 23., 27., 21., 36., 17., 24.]),\n", - " array([ 1. , 10.9, 20.8, 30.7, 40.6, 50.5, 60.4, 70.3, 80.2,\n", - " 90.1, 100. ]),\n", - " )" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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