{"cells":[{"metadata":{},"cell_type":"markdown","source":"## Exploratory Data Analysis\n---\n\nExploring categories of bird species and their distributions","execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport seaborn as sns\nimport os, random\nimport matplotlib.pyplot as plt\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\n# for dirname, _, filenames in os.walk('/kaggle/input'):\n#     for filename in filenames:\n#         print(os.path.join(dirname, filename))\n\n# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train = pd.read_csv(\"/kaggle/input/birdsong-recognition/train.csv\")\ntest = pd.read_csv(\"/kaggle/input/birdsong-recognition/test.csv\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train.columns","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Bird species:\nprint(\"Bird species:\\n {}\".format(train.ebird_code.unique()))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Bird species:\nprint(\"No. of Unique bird species:\\n {}\".format(len(train.ebird_code.unique())))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Distribution of categories\nax = train.groupby(['country']).ebird_code.nunique().sort_values(ascending=False)[:6].plot.bar(figsize=(10,10),\n                                                                                         rot=0,\n                                                                                         title=\"Top 5 Countries with most number of unique species\")\n\nfor p in ax.patches:\n    ax.annotate(np.round(p.get_height(),decimals=2), (p.get_x()+p.get_width()/2., p.get_height()), ha='center', va='center',                              xytext=(0, 10),                               textcoords='offset points')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Looks like a lot of species of birds have audio clips gathered in the US","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Duration of clips:\n---","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.set(style=\"whitegrid\")\nax = sns.violinplot(x=train['duration'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = sns.kdeplot(train['duration'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"Mean duration: {}\".format(np.mean(train['duration'])))\nprint(\"Median duration: {}\".format(np.median(train['duration'])))\nprint(\"Min duration: {}\".format(np.min(train['duration'])))\nprint(\"Max duration: {}\".format(np.max(train['duration'])))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Duration of our clips vary widely from < 1 s to ~55 s","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Example of clip with very very short recording:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# List out the bird species:\ntrain_folder_path = '/kaggle/input/birdsong-recognition/train_audio/'","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import IPython.display as ipd\nsample_file = train_folder_path + 'amebit/' + 'XC310046.mp3'\nprint(sample_file)\nipd.Audio(sample_file)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train['sampling_rate'].unique()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Missing Values\n---\n\nWe need to check if there are any missing values and if we need to perform any imputation","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"train.isnull().sum()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Reading Audio as numpy array\n---\n\nTo get started, we can read in each audio file as a numpy array. This can be done using the <ins>librosa</ins> library: https://librosa.github.io/librosa/","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import librosa\n\nclip, sample_rate = librosa.load(sample_file, sr=None)\nclip = clip[:132300] # first three seconds of file","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"clip","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Before we dive into modelling, there is 2 components we need to understand\n\n1. Structure of submissions (We need to understand how submissions work so we can train our model in the same structure)\n2. Concepts of audio processing","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Structure of submissions\n---\nWhat we need to do in the inference phase is\n\n* Read test.csv\n* Repeat 3 - 5 for each row in test.csv\n* Open test audio file which is contained in /kaggle/input/birdsong-recognition/test_audio and named like audio_id.mp3 .\n* If site is site_3 use the whole clip, otherwise cut 5 seconds short clip out of the long audio clip which we loaded in step3 that ends in the second specified in seconds column.\n* Perform prediction on the short clip which we prepared in step 4. Note that each clip may have multiple labels.\n\nSee: https://www.kaggle.com/c/birdsong-recognition/discussion/158987\n\nThe important point to take note is that in our training phase, we need to account for different durations of audio clips depending on the site the clip is extracted from is on.\n\nBelow is an example of a function that can help us to read in the clips:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# From https://www.kaggle.com/cwthompson/birdsong-making-a-prediction\n'''\nLoading Audio\nFirstly, we need to be able to read in five second windows of the test audio. We can do this using librosa. \nIf the audio is from site 3 then we need to whole audio clip, and we can do this by setting duration to None.\n'''\n\ndef load_test_clip(path, start_time, duration=5):\n    return librosa.load(path, offset=start_time, duration=duration)[0]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Basics of sound\n\n### What is sound?\n---\n\n* Sound is a vibration that propagates as an acoustic wave. This is due to alternations in pressure as a result of vibrations of air molecules\n\n![image.png](attachment:image.png)\n\n\n### Analog Digital Conversion (ADC)\n---\n\n* Signal sampled at uniform time intervals\n* Amplitude quantized with limited no. of bits\n\n### Sampling Rate & Bit Depth\n---\n\n* Sampling_rate: Number of amplitude points taken in a second\n* Bit Depth: the number of bits of information in each sample, and it directly corresponds to the resolution of each sample","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Fourier Transform\n---\n* Decompose complex periodic sound into sum of sine waves oscillating at different frequencies\n* When performing FT, we move from time to frequency domain\n\n<ins>**Fast Fourier Transform:**</ins>\n* The <ins>**Fast Fourier transform (FFT)**</ins> is an algorithm to compute the periodic structure in the signal, but representing it by a set of sine waves, called frequencies. Plotting the power of each one of those frequencies gives the Power Spectrum:\n\n<ins>**Example of Fast Fourier Transform:**</ins>\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"<ins>**Short Time Fast Fourier Transform:**</ins>\n* Computes several FFT at different intervals\n* Preserves time information\n* Fixed frame size (eg 2048 samples)\n* Gives a spectrogram (time + frequency + magnitude)\n\n\n<ins>**Example of Short Time Fast Fourier Transform:**</ins>\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Pipelines for sound classification\n---\n\n<ins>*1. Traditional Machine Learning Pipeline:*</ins>\n\n![image.png](attachment:image.png)\n\n* Feature engineering\n* Performing STFT\n* Extract Time + frequency domain 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Cq6CYETwS8t28oaP33q9B4DSQSIBG/PPPWMWFsJSml1VeGqK64SWgm53YyrQHxkRKTcR/0REH/FlU5aDIFqclIKLr3kUicoJegkH52LinEjcOU28suRAhCZfmJCklB49u01vNOcCuLvOiOINxIGfvH6L/DGa2/IKa3yYgU3JwizvNx+/atf4713jRGAhQsWCVh/9uln8cLzL+Dll16WPbnsL77wY6wPWC/3ONsKc47CO2+/K1Ztxnnu2eeEd0/uPQPzteXYDBB/730g9YVbRxDPeQ/8hhCEk2r0qw+MOQCf/PVT4bLX1tTJ5N7v3vdd3PPteyQO473w3AvifpMc+ddeeU0mv7Zb4hNkbgV1yW+dn0wAlnqblCjOMyAnn9sanzUC1mlNZ/2kfABWrVwl15MSkzB3zjzpWDLPZ595VsIzTz8jZeE1tVK5Uz66vT+pw6fl0rdtrJZ//5Z/j4P4symAK4h3c/fGwUQLCo7UwVJQhqQsK6rq6jWI1416v23UNYjv2waORgJOvtwZtFOs3grEc89ALjU9i3Aj8D1be3Su/zPd8LAIXH7ZFdgauBVFBUUozC9EXm6eTOqcNXOWlINgj9bwbVu3yTnpP8yLnZCOIJ5tYkcQz04K6R1HSo9IXVTn5a8f/1W41pxjRO8u5OGfBOJNTjw56Zx0eSZLPNMkGH7h+RcFyDOjD3/7oXjcUZx2dli4vfbqa04az/ZtQbjm6muF064W72N56B2nrLRMPNsof/aqzkyDwJyTc7lxTgHzVoETZflu0bsMPf50BPF0R8znS266pAkgcPMWmSBLKs0D9z+ApeYoBoE1J77+7re/E0s552pxDgWt5kdKjqCq8riUgXx/0q8OH4oXnWH6pO1Qx1S9Wb7nn33eOVLBtVAYj7JnOVQnY/KkKXLdnpcP/3X+uPKKK8FjzgOgN6D6unqpK+vJBbh4H+/XQctA64DWgXPRgX4E4o9j6Qpv7D2cDUv+cSTnluCwJQcVtbU98vE9FyHpuPqlOp0OaBDf97pB0EsrN+kb115zrUzE5IJLiqohCK2HXE2SgsIJng898JAAM8nL5ScrI0us1GoSqCuIZ7kVUL3qyquclvjTgXiCRVqG1XaktAzfuec7II2F25ks8QTh9F3PyZ9qY2eDMnLlc3OhI07mVBNbFy1cJGCUIwfc2BGihZxc/w/e/6Vco3tHTmL9/D+fCyAlkOdGatHNN31LAC7P1TukOiD0FkNwyw4O/+NGQPvpJ3+TUYf6uobOQbyj3QJOS7ykbVJZOGGYNB0Cf3YilGVcqDvXXCe0F+oKN/Ljn3ziSVm4iudcJOvGG26UjgGdMDzxgx/KRGXOAeBzYhm53gmfw/hxxoTp1StXy7mibDEdAnWOLPzspz+TDgw7XuxckfrEvKUz6WgTmhHlSCqQSl/JSO+7p11RFF7qgQ5aBueDDrD9P5f3v9+AePrYJYiPS7DiQEYx4nNLccBiRXltzTlV6Fwqr+N2T0N5MctRg/j+o0ME1PTUMm/OPFlQjqtD0yIsVtQeAvHkQpOD/69/GHQPQYcuPwRttGZ/86qrxVJNaz1B4JbALQIqCDJIhbn26muxx/QSww+NpOtCp6ElXlaCvfc+4ZzPmT0HDz/0sPDVxV88IPfQPaVytfiXP/9FrMYsDmVDegs7ObRIp6WmCXB86Wcv4dprrsOQwUNkYi1dThIIq4mttFSTfsLOwuxZszF92gyZdEpvOr/8wADxTJ8rwbJepNmQSvLFf78QOhA973DraIlX1u0//u8fDfn9819yH8vGdKZMNuYxsG4nW+Jbpdxc/Zvx6D1HALA5QvDZ/30m1z/6o+H1hc+eIyApyam45eZb8MjDj2D+vPmYPWuO8OS/fee3kWqO1LBDwJGb+EPGYk+k14grymefw9w5c8HJs5wcTDeY9KTDfBUnnpNY2YkhF56yu/22O2QFXcZhB4pzBVjeD3/zIVauWCn6ctk3LgPrzzqKPLQlvtu/9RrEa+B+PgB31zIabWO70eNs+KpfgHgWkg3ZEo81iE7ORViyHQfyyrDfYsPR2tpuf7HPJhT9f/8BZv39WWgQ3790hc9DbWwMneCohybFh+4Ow8s/fxnhYeECVGllds2XZaEf9tdfewObNwWClm6udso9dZvxydsmz9pJ+2lxiBvCV19+VcA+0yCIJ3CeP28Bnnn6WfExT/eNnDipNgLLX//q/yE70/B2MnPGLPzns/8Yf7dBgDs9yvzwiR/K2h0E1hn00/7/fivXmK6vjy8WL1qC0aPGqGRBS/v//fszAfdP/ehpmbA7ZvQYMKjRBFqfuQL366+9Lp0Lcr85wZVUFcqDnQjnu8wBCNNffPXxE5gwfiLoZeehBx/Cj1/8CZYvWy4UKT5Lfhd+9+HvpAPBAvFjR2BOizi59FxYijJUHTWuE0A+PV1WquegKpJryxMrPTspjz/6uHRCODGW+dA6zgWgyKmnTHkvN7r4pPefJx5/QmREbze08HNjHRQnnh0cPle6y3zzjTeNzgWMlWZZdwL5NT6+4CJZzJ+Wek7+rayoPKmD45TRRQ7oKV8++4TDCTIyQtrUqSFeqE+kP50+HMahgzpoGZwfOpCcmCyu2KV96eJip/0KxC/w8EVIUh6CUgoRm1eO/Vl5OHaizmz8z22IQTeG/QtcXajPQ4P4i1vPaOUlQCO/Wum4sqqo8zPtT+HpmwBXWa4VmCSIp5/zkqIScfHICa7qP+m4mO4hCRhVcIJYl44Ny0kQynI7NwcEqNeeqBUwzNELpkGAzjSkLI421FTXOAEs4zANZ/lNSzi53vTtXldTZwDrDp2ak2RhUmCYfn1tvax8Ss65bOYiSSwH82Ew6mV0CNSxgHcF4om7OwT1P2XEMrO87JTQ642r/BiPspF81JoC5kRWyoHxeZ9Tph1APL3Z8D9y+JkGNymj6VqZ9WYZWE/OgSBFh3mKfC9ywH6STpiyoPzYQeLiZ3/9+BNnIC3q079+Kv7+6bFIBy2DC0UHPv7Lx9LB56ihbGw7u0Ct6Vcgfu6KdVi/1wLPmCzE5R7FgUyC+Hq0iUWtRfbqhQcbRTOoa3p/cQOqvnj+GsRf5DpnWvhdgbvr8dfVSQU0CeLprjLfnm8APyfY7wAECTwJ2l2CAcLbPbu4/idW7A4gUoF31oPHBKMCck0OvwKonX5gKA9Vtg7pdiYLAcWmdV3KZXLKmZ+KL3FMV8XqWP3njMdORAcA77TQm9fVPSw/wbxKq7O9iivxzPLJczX59EyDeavFnkjFIXhnWtxLZ0A6VKbL5Q75iWxdR4q6ICtVpothT/lytfd5c+fzUG9aAhe8BNhmvPXm26BHK9n6GsTT0kCvBbIYhwOw59ploRMuO84hTK6gd7TsqDTUbCjp53jKYi/477HAIyID+2xHcSgzDxUn6lFdW4fm1tbTeqnRYL79g3cxNPD9qY4EHuTBGpY9/Rz607PplbIoEC8WV8Ny3Z0gnnXgpjjw5Kgr4CpgW63H0QWLDQGmyESANsG2i76awFsArQneDXBrxFGAmPdQ5zvK1lmWLpTD9V5VJiMvFoIUFBpsjJVwjU7EqbxelZ9rWlIf17p1OOY9kq65lgkt787QYeKjSpffJjk2reaMz3PpcDgMjzh33XGX8N/Vde7lPhf5utZD1dVVvpKHyusi31N23DhpmHqvZH3q8zXnWlBtThtcdPwil6vWsf6tC5xM/+Yv3pIVueUF6GsQzwlmEeGRWLJ4iQAcDuFGR8WAS1Kzh73SY5WsZEgrD70EkDc6aqYb/PZY4R6WgQO2oziYaUdxZQ0y8+xoaHWgmdYY9SFyeSE1iO/fynkhNx78wGgQr/XPFbi7Hn9d3SfQ48ZOIhd6InXn66b5le53AaRf6X6X9vqM95PW0qEjoOTpuj9jGl3Ii3J1Ta/j8VnTlw4CXWM2ovxIueFGk+DT7Ayd9f4ulPFiTcMVxNPHvgI0nY20nO3aSR1VLfO+aTu03Lskd3rjolew+MPGxHrqtjI8nKkt6DE6TXhoOAoLCuHt5S0cQDaanMlPrwiczMNJKlz4hIXjBBZO9Bo+fQnWxFiwbHcm9tuOYV9WAXKO1uBAhhUV9Y1opB9eUyH4oou1gw2nGc5UUf2fBlo9oQMaxGu9ol4ZVlXD0qsA4dfWN9O6KI05QafiV1/gQJGydJWdkq3r3vX/r3LMtNRz4r7jeVfT5PtPK7DsFYg/rVX4TBbjU0c3ulqGCy2eBvG6Tb3QdLor9eF8mX4F4ukpYfUqT1keOyw0DFXHqkC3YPQhTA8CBPQpSSnSeLKnzUlDY+e6GyA+zAq/mCwExedhX14l1obuQ3ppFU40Ay0tDuTZ8lBVU4smhwMyuqtB/Ekfva4ojI7TPQ2lBvHdI8cLSR8VOOyWOpmAnSCT6al9t6R9EVvIOgPt6rlxf67yVSD+XO/T8U9tPzSIP1UmWk8ufJn0OxBPmgxXxuPwL4cc2WiykGzs6IGAx+qDxGsKxPvGWrEswobVYenwCk9HSMZR+MelIS67BOW1zWhqaUNurh3l1dVooA9g+cjRFcCF/5D1i9z/nrEG8f3vmfT1e6LAYF+XQ+d/et3sbhCvZX16WX8V2dCwt3rValnzQdNpule2X+V56Ht6/hn0OxDvykWTBpMTgsyJRvJSmt4T+J+A+OMnMG6OO3yisuEWkYfVUTnwirZh4+ES+O+xIjK9BCUnmtDYClisdqTaClHd1IZGB9CsvA+YfjUV1UbttQL2vAJerDLWIF7rVkfd73TSpTYynLN1u6Ncu/Oc3x31nBTvtON5d+an0zq3doIYYZXHKgPEm5Sl009ePRNN6dzy1c9Jy6uvdKAjiKe+s506W3l6jBN/xoxdJkmJ+7LWNpncOm7OcniGZ8AtMh8ekTasjMyDZ2Qe1sXkYndyKYqqmwW0p2XYsSs2HRX1QHULUE0fyaTWOBziwaaVk6NcwhnLoj+uZ1USLb/TN2waxJ9eNlpvtGy0Dmgd+Co6ICB+pQniTUrZV0lH36P173zRgVNBfNfok30D4l2AM0E8LSD0UDN29jKsCk3Dkgg73CNscI/Mg0dEHrzCc7AhzobCEy2obwPiU3OxLSYVR2qBFFsxbOVVaG5tRovDcENJAN/CiUsmkD9fHqIu5/nX4GgQf/49M/2e6WemdaB/6wBBvPiJp3caDeK1oc0FM16o7+4FB+KXC4i3Y0VkPlaF5yEgzo68age44PXh9HwE7clARSOQZC2EtfQYWtta4WhrB+5NXOHPtMxfqA9d16vvP0QaxPf9M9DvgX4GWgcuLB3QIP7Cep76/Tz787wgQPyYmcuwcncaFoXbsSw8B+6RdqyIKsDKiAL4xtiRfKQeFa3AwfRibI1JR3kjcCgrzwniW9scaJHJrm2oqj6B2voGscZrBTq7AmkZfTUZaRD/1eSm9U3LTeuA1oHT6YAG8Vo3TqcbF+r1CwLEj565HB4hGVgYZodbWA6WR+TBI7oQK6MK4RVtx5ZDVmQfa8LBzKMIjMmC/bgDh62FsBw5BkdbKwjimwni24D84mJUVFbBIZMD9AtxoSp+X9dLg3j9bvW1Dur8tQ5eaDqgQbzW6QtNp89WnwsCxI+asQwrgtOxIDQfbqE2LI/IhXsUrfH5WBVjg1ekBXvyGhC4Pxd+4WlILanHwZwSZJdVoqXNgZqGRhyvb0QzgJyCIpQdqzLWgTK91pxNiPp/3XCcqw5oEK915lx1RsfXOqN14Mw6oEH8meWj9efCk88FAeJHTl8O950ZmB9ix5KQHMMaH5UH9yha5HPgFWPDloQy+EZbsC7SipjsY4izHEHW0Vq0Aqiqa0CKNRf1ACwFxThSeUKs8vRiSXeTWvG1DLpbBzSI1zrV3Tql09M6dbHrgAbx+h242N6B/gXiTReSzU0t4ueSs8vphaapsUn29BfPlVsNP+5c/roV1VXV+HLqMizbkYF5wXYsCrZgKSk1kbTG58IjyoqVERZ4R+fAN8aGtdF2rI2yYvvhQoQm5aPBAVTUNeFgRg6qWoDMgiMoPHYCTVc97Y0AACAASURBVG0E8BrEX2wvRG/VV4N4/bHpLV3T+Whdu1h0QIN4resXi66revYvEN/ahqPlR+G31g/hoeHgCoaZGZlYt3YdMjOykJGeCc/Vnsiz5Yl1nECILiZHTFkGt6B0zNmZiwU7s7EklKu35gqQXxFpxapIKzwjrfCOssEnyo41UQVYG52P9XG54i++rK4Vu/enoKwRSMgpQVJeKRoBtLUy6JdCy6D7dUCD+O6XqdZTLVOtAxe3DmgQf3E//4vx/e93ID42JhYJ8QnwWOGBmhM1OHTwEJYuWSr75cuWY/++/QjwX893FbU1tbBarBg0YREWb0/DzB02zN2RjcW7c7AsIg/LI/OwIjIHKyNtWB1pg2ekDV5RdnhFFsE7sggBcQWwldegpM6BnXtTYK9uw659aTiYVYjaFg3iL8YXorfqrEG8/tj0lq6dUz4uC+qd033a2HGywcfBoVxtBOptHdIgXrerva1zfZ1fvwPx0ZHRsFpyxOJeUlSCmuoaFBcVY/as2Zgzew5SU9Lg7+cvIL7yWCVio2Px+Zi5mL81CTN35mLODgsWBFuxJCwPyyLzDVpNZC5WRJJak4uVEvKxOrIAPpE52Jt1BEV1wLY9ycg+1oYd+7NxILsYdbKaK1dwBVpbjZVdWx3tPuTVglDca968bjjO9UXWIP7i1hkui61WneYy2dxkby4Vr5bNVvtz1a+vGl+Apwv4ZP5cVO9c02PdqONyL9NztAkt8lzT6e74Iudu6HA45eQiK2dZ+TxVaOODNQL/7+3n6SxTN9T5fEiLz1cv9nRxt63ng552ZxlPAfF817tgjOmxFVtLikvhvtwdmzdtRmREJNJS07Bq5SrQQn/wwEEsWbwE1myr0Rg62lBXW4fh05Zh1ubDmLYzFzODsjFnpwXzQ3KwJCIfyyIJ5vOwPMoMkTmG55rIPHhG5CAm8yiyK5qxKSYZaUeB7QdysT+7BHVtkJVcWxzcM7ShxdHsXAhKg3jdUHydF1GD+ItbfwjmZHMAx6uqsXfPXgRuCsTmTYHS1lVVHjf+JojuAMC6Awh2libTJYWRutnc1IzGhkZpZzsD8Wpe0knvgMuHQwF4ts8cPS0pLjktgO2O+qhydKyXui4fNQfr1YKmhqYufeSc93aQP6+3NrciMSEJ+fb8Uzs40mkxHm96Wjos2VbJl3LsTJZnykf/d27tBKWuQfy5yUzr2Pktr3YQnyCNjjzPzowLHdqxbgfxbMjZwNGCw48HJ7M2NTbLRFZ+UBgYh9elITQLSUv9oMmLMWPjIUwOsmLq1gzM2J6FWTstsvjTkog8uEXa4RaVB7eoXLhF5cAtyo7lXNE1IgdRmRU4mH8CXiGHEWU9gS0H7NiXXYpaAM1trWhyQEIzPwBtLWgxV3PVIP78Vvy+brg0iO+n+uMCRHtMR4jfaZ0FEB0VjQe//yCu/ubVuP6663H1VVdLePH5F5GclCJxOgJTAu3Tlq2L5e8InJmmpOsAKo9VYfSo0ThWcUzK2VlevL9jOU6ij5BOwlWyDx3GZZdeDq/VXnLeWVpM5+R7jVEJjkw443eo10nlFy9ihkw6ykrdrzoVUyZPkU4SCyP/qXTV3vVD55o/r7uclx0pw333fhf//te/28vY2k6h4TeK2xuvv4H/+f3/GHV3uV+VS++7tx2goDWI716Zah3t3/LsNyBeKQob9JMaaLNRdQ49m+fKokFe/MBJizBtwwFM3GbBpMA0TN2SjplBWVgUnodFYTYsDrdhaUQulkbYsDSSx/lYHlGAleE2hKaVIyzzKDzD0hCwtxAb9+cj1lIK2sFKK4+j+GgNCsqqUVZVJ37kmxzG6q4axPdvxVb61F/3GsT3H/0xjALtAKzHdcYE8S3NLXjiBz/EIw8/IqOObMs4D2jnjp34/v0P4Nt33Y2y0jInHUPaRdNjF/Wn45Ap66HAo+okGOiRXraIIE1ah6NNjCVyTSIYXsBoXebGUdAbr78RpDPKZnY4KBehycCIz/LzXK6ZcYwyGrQR3nvowCFccsklMseJ553JVsrcZqTJ/2WjjExw7kzfLL+qu1BWKAcTPEv9XevJ67zHwNNCzWSHgiO8hmXeGHZ25seoJuVF3eesM9Wjtb3zVFdTh3lz54msXOvklLFZjxdfeBF/+P0fJAvpBHTWWXDtOOjjTnXEVcZnOqagNYjvP23rmZ6V/q97ntN5A+LZQLs+dHXuCuInbMvGuI1JmLApGVO3ZWB+WC7mh1iwYLcFi8JysDjciiURNiwJt2NZeD48wmwISjyCDfvz4RVphf++EqzfX4AoSxmOAbCVlsNSXIlMeznySqpQ3wJjZVd+BF3C6aw/ruXVx92jsBeKHPmxX7hgIY5XHT+FLnGh1LG/10OBR0FYrj+9ZDHNysjC5ZddjojwCMldQLSJYb09vQX8kmLDEUmOTnIOEPWGVJvUlFSZK8QbXeWsQPbR8gqJU1pc2l4zBWjNPPJy7chMz8SR0iMnxVnruw43XH+D0EAMoO4QAMx2rqiwCNlZFimHtMGkGTa3ICM9AynJqU7gL/x+QCiQZwPxHGXlxrlPaSlpJ3VcCLZZd26Mx/LmWHMkT+YrWxuEIlN9/IScksJDGqY9zy7lbG5slo4Gy84Rjy2BW1BfVy+gnN8PxmceqcmpKC8rN5I0gX+uLVe8olGe3JSsCejpGa2hvuEkCz3TTU/LQGF+ocR/4fkXnCBefbNUGnrf/d8ECl2D+O6Xq9bV/ivTfgfiu6osYkVqMzzUkE4zbf1BTNiajdEBCRi3IQlTtqZjTogVc3dlY15wtgD5haEKzOfBLdwO9zAbtsSXYf3+InhG2LB2bzH89xciNKsCbMqtpRU4mJ2P0ENZiIi3oLIJ4j+e1BqDJ88Jr9qXfFefmY7X3hBoEN8ui77SCwV4CQ7jYuMwbeo0TJ40GXti9wioc1peewDUM22CymuvvhazZ83BiWoDgCpLLjt3cTFxOEJLPICQ4BDc/73vY+rkqXj4oUdw1x134bZbbsOEcRNAq7CyyhPoDxk8BN/77vdw6y234jv3fAcf/+VjAcgE4bRKk5/+6Sef4p6778G3bv4WvnPPvRg7ZqwA1LW+a3HH7XfiG5dciu9/7/uYNXMWLNkW/PynPwf/u/OOO4X2s2H9RimXl6cXHn34Udx2620C/Dl6MOCLAU4wfHD/wdNb4k0PLgTvf/34r7jj9jukPKzbuLHj0FDXIHlQJn7r/PDoI49Kve/9zr1447U3cGDfASkz/9++bTvuu/c+uC9zxw8e/4HI5pabb8E///5PGd3YE7dHZMJOE2Xzr3/+S9KeOGESfv3LX0u8b171TdByzg4IO0kfvPeB1Jd1u/9792PC+AnS6aasKysq8fJLLwvtiAlRl1jX5559DrfdejtYRj6HHz7xpBPEd6Qf9ZXeX8j58lloEN/3beuFrGP9rW4XBoiftATTAg5iXGA2RvknYnRAIiZtycCMnRbM2pmN2QLkDYv8wt1WLAq1YWlYLpaH2bDxcBn89hVjdWQufOOKsG5fETYcKEFKmQNZxZWITsuBf0w6Ag9YUdoCNNDqQ368GTSI1w3GV3mpNYjvW72h/AmqaOUe8MVA3HDdDQI2aTW+9pprMWb0GCeA/CrP96z3mJzxTz7+RPKlxfbLEV8ieGewWL2NzA36C4H3xg0bJR7586TbFBUUYY3PGgHO9NqlNnK0r7ziSnEGYM/Lx46gHbj9ttvx29/8VqzS5Lm/8NwLuP+792PXzl1ibafrXtZ5wfwFYl2mJzB2LrZu2SZWelreSa8h4CfonThhImihjgiPFEA/bco0scTT4QDlRhm6LXWT/E4H4lknyr+hvhE/evJHePCBBxEWGibpLnNbLs+DdBVuHI1g+YYOHirrhmRnZePD33wIgm6CbW4E+cz38ccex4b1G2Q+wczpM3HF5Vdg7px5qDlRi9DdoXIPR8CyMrPkvoFfDMQ3r/ymdFJ8vH2wcsVKscw/9ujjePzRx4V6w7rOmjkb37jkG/hyxEi5j+uZsBP0z3/8U845efeKy67A7z78HTLSMrBv7z7paLBMik6jQXzPv/N8GBrE97ycz9q+aVqYc9Sup2V1QYD4AeMXY/K6Axi9MRMj/RMxfO1hjNmYiqlB2ZgRlCWBHmvm7crG/JBsLAzJxpLdFriFWuG77wi8YwqxMiwH3jEF8IopwMqIHGzca0OS/Rh2JeXAN4ogPldAfCM9N3QC4jWlRjcc5/KyahDft/qirOwEzQRaKhCoMRA0cr0KbsrKfS7P96xxTSs0Lefjx43HY488JlSPS79xKa6/9nqxlBOsUk+4bdq4ScroBOzm9X/8/R+46cabQboHqSDXX3cDli5eKvew3Nx2h+zGdddch6TEZAHKrKvvGl/5T0Y0AQwfNhyf/+dzubZ1y1bceMONTroOqSlXXXEVRo0cJf+rHx8vHwwaOEidipxYBoLZwYMGC02ME1uZH9f94KbkQhDP8gVtD5L/1/muM9IxaSwE7J//93MZobjvO/fh7bfedubDA6HGXHU1RgwfIdf91vlLOkuXuBnxTPk8/dQzePtN496qyiqRMd0SK9kMGzpc7uMEY7UR5LNTV5BfIJdImeFGwH77rbeLZZ+WeFcQz9GHq668SjohSqb0OnTLt27RIL4XAR2fkwbxfdu2qndc73vnOVwQIP6LcYsxcc0BjPDPwAi/JAxdk4BRAamYvM2KadssmL7NgllBVszeYcHcXRbMD1ZA3gqPCDtWRtixItSGlRF5WBGRh5WReVgTbcO2A3asjc2Cd6QFmw8UIL8OqG1yoIXuJ00wT0t8q0z4cognHQEHLt4StCL3jiKfb3LWIL5v9ULxqUd9OUpAHIH7ZZdeJgBeAfrp06YLeOOz6m79UkDPyMDguRNkExh/9MePBIzfdONNYtFlHE42Zbn27tlnTr40UKrizicnJmN9wHqJQ/BLOsrY0WNlP3TIUAHWKz1WYf68+RKHHHZytF0pRYqbHrg5UKzupLlwI9ednQN2BtRmtHNtwkXn2h0E/lOnTMWvfvkryYtUEsY5fChe8usI4hWInj5thvxPyzhpLCwP76MXMm5Zmdny/8s/N6gr48aMw/ix4zF61BjcdeddeP+99yWessRHRUYZnm7MzsDrr76O1155TUA7QTyBNucgqPzZeeHIRVFhsXSYaC1/95138eMXfyzptjS1yLNnmeguknSchMMJ4rnHFcSzk/HkD58UmTKu2l55+RUN4jWI7/b2o7vbI51e336Pvo78zwsQz0axYyXVpDROTCKIn+BzAMP9MjBiXQqGrknCSP90TAy0YsoWi4SpWw0wP3N7NubsyBKr/MJgC9x227A8NFeCO3ny4XYB8p5RdqyJtsMzKgfeUXZsPlCM5OJ6FJQeBX04KBDf1Gz4cSYo4GQmTnbih0BPYjp/X4qOutYT5xrE971+EGgR6BIcu4J4HvOaAvE98fzZPhAUJiUkCd6TPEzLOS+QMsMyKLoGKSU858RP6VSYcf1NCzTpG8uWLpM4P/nxT4XbTX43wehPf/JTPP/c89i4fiMmT5oicWxWmwHimw3vMtKpMbFnRxDPDgIt8/Tq4twcQGFBId55+x0ZOSCgfvbpZ/HnP/1ZgPKgAYPODOJN7y3k4rNeuTm5Tm80AoJNSzpHQ/g/3TmSckTOOevCuv38Zy+JtZ5lUiCe64lQlrT0cyN3/tVXXhXQfrzy+KkgfuhwXHftdTJPgHKlH3nKjK4hubFToTo6pCJdftkVMj+Bx/fc/R3n8+E9b735thGXeZvlf//d9zWI1yD+FPzSE22KTrPvvyl98Qz6PYhng84PnuxN91+krkjDak5sHTBuMcZ778fwdZkYsS4NQ3ySMGJdOsZvtmLCZgsmbMrGpMBsTN6SjalbszBjWyZmbs/A3J3ZWBxsg1tonoRlYXYsD8+He4QdHvQjH1mAFeG5WB1hh29ULrbtz8G+hHQ0iJcaoLahGfbCUnBxwsamFuTm2nGsolLKavAfz2TBY8dEha+nfJRHV0NfKJnO89Tnq0H8qTLpVT2hqz9HG4J3GXSajiCeHHCCV249QpVztAl/mpM1BUCbLhYNINksxgBOSn3/vQ+kDATWBLNcFKrFdAXJ8i9csEiuZ2ZkgXFoaab3FlrVVeAEUXK4uS1aaMRPSkwy2lXTR3t4WLiThtMVEE+PLrSCf+++7yH+UDwqjlYIv53Anh5gSC9hXU5riTdB/JxZc6T8KckppiW8VYB0VESUTFJlR4f15nwByslYP6QJjQ1NKLAXCLWF9eoSiK+qdoJ4BfKHDR0mvH5O9hXg3Qb85te/EZ4+0+W3R31ryNkn3YkdDoJ4TgjmxFlu7737Hh568CEZjZW0zU4ERxA0J7733nU+C02n6T1592qb3YudwfOpXv0SxIsV23RdxuFMTj4zQLwDdBfGxlx9+GiJHzRxMcZ578GwtRkY5puKgV5JGLo2HSP8MjB2Y7YRNmRi/IYMTN1iwdQtmZgZZMHM7RbM3WnDwpA8LAzJxeLdeXALK4BbWL6EZaH5YFgRaodnWD58I/KxdZ8V+ZVNqKpvRWVtM2KTrEjPr0Bu2Qlk5ZeitPwYmppa4KCpnib7k4J6uQjeW13CqSMN56JEDhd3l66uLzs77hFAol+uc7a0aBCv3oU+2it/3Y42EMhdc/W1AtAI0q695jrhqfMZsd05l3exq3EJNkhBIX+cdBcB2aTpNbeisb7RSZ/h4kTcFIgf+eUop2WYZSNd46kfPYUTx08IoKVnFHqe4YRRtfn7+Qs3e//e/Tiw/4CAYlJfZFMW69ffwCMPPSIdG7pgZCeGk2e5cfLozTd9y0nt4TX6r6c3GUVnkYgA6J6SoFvx6xUnftXK1SfJUbXntJwz/tzZc+V/Ba5ff+11KQ87C6Sp/ODxJwx3rKZBhx0sTmwdMmiIZK2oRJ1Z4l971aDT0AMQJ7Hu2hmsiiv3050mQTyfHTdOIqZ1nnx9KU8bRL6/+uBX4omH3yR6D7r3nnvBOQncZkyfKfWIiY6Rc/6kp6ZLB0GD+N57xyl3DeJ7T95dbe90vJ57Jv0OxHMS0bYt28QKRr/JliyLTOrift+effJxKy0pPQnED568BJPW7sfgNWkYuiYNAzyTMNg3DYPXpmKEXzq+DMjEqIBMjA5Ix4RNmRi/MR1TtmRJmLGNbijzMG9XLubvysWSsAIsDi3A4t35WLLbLmFZiB0eoflYHV6AdftyEZ5ZgozyWhTUObBxXzp2HbYirbgGCbYy5B2pRmVNk7T9ra20xHcMfJitaHO4hK8JFDoD66e7pkF8z71M59JQaRDfP54Drdm0tJKOMn/ufHDiKN0RivWVALcH3EtSTwhiuX32f58J+Hvg+w/gd7/9Hf700Z9A6y07Ej//2c8Nn+kunHh6iPnbp3/DwvkLhSZCN5Isu9rmzJ4r6X3w/gegl5cv/vuFeGj5/e9+D7anNH6QM8+Ju5/9+zPxIvPhbz/Erd+6VVaPZTr0tEKL/ks/ewkr3FeA/uxvvulmcEKo2ghk//63v+Oaq6/ByBEj4bfWD4MHDZGFq2664Sb8+aM/S1TVaVi96lQQT+oKRwtYDoLm//v3/2HxosX45Qe/FPeYBw8clDQI2O+8/U788IkfgpZ78vo5gsF8EuITpeOhaEUKxCvOO+k0pLnwnJ0jusikS0zOGeA2bMgwoQpxYSs+F76X3NPtJCfz0nsN+fxv/eItkevqVZ5yX8XRY/jufd910mk4sfjZZ54Vl550GcpOEjnzlKMC8T3VITyXdudCj8uHo0F8P2lbtXFP2pKefuf6HYjfv++ATN5a5bEKtSdqZdiSlqAVy1fAfbk7eJ0gnh9XfkjoQWDA+PmYuTERg3xSMcQ7VUD8oDWpGOibgiG+qRi6Ng3DBNCnYcz6DIwOSMN4gvlNGZgUSO81OZi1w4bZO3KwILTACCF2LAi2YX6wDYuDc+EWQr/y+XCPtMIzJgvbkgsRklEKn5gMbD6Qi0P59dhxIAcxKQU4mFGAOrqiZGgh1cYhlBuCegeDwwGHo9Ul8NwlOGk2im5z5j0/DqcD7a7XabHvaYXS6XdNxhrEd01OPa1PfA4SBJoZP/I+mVzonsyfHQW2YZzM+u7b7+KZp58Rt4YvvvBj8Vdfr/yku4D4mTNm4Y3XfyFW6rfefAvK8su0GFh2+nOnhZ5A96knn8LYMeNQeazKSRdhfUmroecWrhZLsL4jaKdUXurrAEZ+ORLPP/eCeKQhwCWwVpQXRiQo5qgoOyEPP/SwuIjkpFaCdrqo/M9n/5H8rBardEaYfkcQq9LhftGCRXjx+RelXi+/9IrQnIwCyS9o0f/D7/4gPuCZHzs79JrDjelGRkThpZ+/JK4lJR9zzsDAAYMwYtgIo91ztEmnhfHI3efGTsq777yHivIKiaOMHBwZIYXnR08+hccefQzvvfOeYZk3PexwhIATkNmhUBtHhenik3Inb58+6znKQ//ylHlP6pJO22hP+Cw0iO8fbavWyd55Dv0OxJObmW8vgOcqT3GZxsaSw5v0psAhzPjD8dhpfnDoPWFDwAb8fehUzNuSgsE+qRjqk4ZBXikY6JOMgWsMED9kbRqGrE3FsHWpGMHgl4IxGzIwekM6Rm9Iw4TNmZi63YppQRbM2JGDmTttmLkzB7N2WjF7pxXzduZgYXCuYZUPs2NVbBHW7CuBT6wd3lG58NtTgLCsOqyLzkFAdCaC9llQUgsB8rbCIyg+WoWGVsM1ZfsiUa6rvhKEtzoDAT6t9ehiMLj1XVMY0NrUxaBfwq7J9KvIiR91vWJrz8m3y8+EYK+HrO1dKoMJNmmVrjlRA06+rK2pM0YCFE/excUkJ5eSF87VSXmPgEOT3y/1MOvDOJyfw7ScG43/ZqeFQJeri9JjS1NDkwBM3u8qC46KMg8CdiMQvLe73GRa7DiwLCeqa5xcfaYtc4JklMM45rkxT8h45ozDjXuDPmmsulpTXSP0SfmTZVXPhvVqg3wD6LqR96j71QiDdGJMug3La5SvvSyGfCALeYnsZOKqMd+K9WKaCsSLnIB2GdFbDpM0DSFGHds7Tio/7knbYQeMeTBNJYsu6YO2Xn6tzg51QoP4ftCuaj3+Wnp8Lm1Fn4F41Vh2LCwnRnmu9oSvjy84NMqJXORLHjp4SKxO3l7eQrVhI8oGkyB/2KTFWBqUiaHeyRi1Nh3D19Aan4BBPsliiR+8JhVGSMbgNbyWjOF+aRjul4IR65Ixen0qJgRmYlJgJiZvzcaUrRbQm8008WiTDXq0IZBfEJKLpeTJRxZjRXQJPCILJHjGlsAztlhcU/pE5cAv0oID1mMoPtGIiP3xyDtSaVjmATS6+Jinv/mmVgeaadVyONDc1oqm1mY0tzajtZUfgBaA4RQwT19s7aGdsqNe3o4UnvbzjgCe8j+Zt9/O41fPpv1/owOgrp95355ne/m0NUrJjIBAg3ilrxfx3gSbBJgG0OVQHbnxLe17FxDPBYu4EXTSEs64TnCpALa5irQR0fV/02uLGU9Z7gWwmgBeAV2mr+43gLuRp4Buk/5nxCUdiUCV9MB20C3tM2lDBMYmkD0diFdznvhuONMxAbzKQ94bs9yqXO31Vp2Mk/fqXu5VEBCuOgZORwkGkHeWz/xf7ulYDjWaKR0bQybqnVb1Z905wmLIxQDxrnJzxtdAp9uBDnVDg/iLuD29CN+pXgHxbGzF769pyVANmmH5OHniGK0qtEbRCkRLEff0fEDrBq00tMZz8pdKg3FHTFmClaFWDPdJxJh1aRi7IRuDaYn3Tjo1+CRigHc8hqxNxjC6o/RNwgi/ZIzdkI6xG1LFg82ETRlgmBKYJWH6lizM2p6NuQTywXlYElYIt4hCLA3Lx/KIQqwUQF+IFeLRxg6f6AIEHipBUGIe/KITsNdSAHvFCdQ1k17TKt/MZnpaYGhpQWNzE1ocrWhuZcPfDEdLM9pa6Z+YAN4VxLcDdwOMtwNuV3CuLPNC3XEx6PP8ZEBtnDvjmcmr85M/Np3fa6R3ukaj4z2ni9fV64pW5DopmMcn69DJ5e5q2r0bj0qgQXzvyrw/6oUARQHlBhhmu6YAJ/cEg9xCdoXgjtvvFL6+xHEBlyq+K9gWyzBvZDy1VyDbYXizMgBzO7A/KR127qVcpoXaBOOq3RVZmlZ/glVeN/InkDbBbSdgWT0DqYNpiWeHRQFoSYd5u5RVgLf6ODNPU16smwHKTwbvZ7zm0rFw7Vx09i1iOjQ2uZbJtSxyT0uHtsccfeA9nQVVf73vmXefuqFBfM/IVuts/5Rrj4J41YgRmHPINSR4t3gBkOHQ0zRyqjFV93bcK0VS1wnqh09ehDVRefhyTTxmbM3BoohycTU5yCcJn68+LFb5AV6JGOCVIAB+0JpEDPdPE4v8YJ9EDPFJEIv8KP9UjN+UhTHr0zCaxxvSxaPNlM1Z4tFm2la6puSCUTbMD8nDvOBcLA0vhHtkMZZHFGBZeD6WkTcfXgDv2GJ4x9mxMioT/nHpSLBXIrekGrUNwLHjDWhoBuqbgWM1jahpcqC6oRnlVdVoamlGc0szWlqa0drSAofTi43xsTBGMNrBsWElNyzkCsgrUKvAuDLkq3MCbx4rQK+uK+O+8V9HhW2Pr+5r3zOuAtiu+45pfN1zpu0yIVhNDtYgvtstWuo90/uvq7Nnvl/A6llAPME2vc0UFxaLa0W6V+R9TrCsAG7HvcTpHFS7gtHTPmN1f8d0u+Gc7Tc37l1B/GnLYuYp7Z9L5+Bs8c/2v7KWsxxni9vV/1WHpKvxdbwzvyPnIh8N4rtPlucidx237+TesyDehQ9Id1uTJ03G3ri9yEzPdDbcqhHt6t6pLKaVhCD+y0kLsT4uX6zkC3bmYkXsMUzfnofBXvEYsyETg0it8UzAQM8EjPBPx5frMyQM8jFA/UDvBAz2TsDQKGT2xgAAIABJREFUNckYtT4TwzkJdm0qxtCjjX8Gxm/MxITNnASbKX7mp23LxowgK6Zv5+qvdiyiR5uwAiwJzZdAN5UeEcVYHVWKlVGFWBVuReC+QkQlliOr2IHDWZWwlbfhcPYxhOy34GB2GeJt5YiIT8NxRytOOFpQ3dSIavIqTfoNKaBCv3E5b6EMzOFdBeC5VyC9U6BuAnga+BV4Z3zX+08+VqDcSLcduLuCev5nAuxWjpJwFEFZyNX9X+Uj6XqvOtYg3vkOdAOY0mn1XeNL2XcFxBPkMihLNw0dAuLP4+f/tUB8N9ab5TBC9+lBd3YI9Pt5bs9Fg/hzk5fWr/NfXj0C4vmRcQXldCNGLzKTJk4SrwjiIrLJ+DCpD9TZ961OfqWrNcYA8QsQEJcLj7gjWBl7BB57jmLWzlwM9TqIqVutmLY1F+PWZ2GYTxJGb8jC0LUpGLPZggFe8WKd/8IrAV94J2GQbxqG+2fLfiA93fjS13yW4aJyQwbG0KPN5iwJE7dYMHkbJ7/mY25IAeaHsBNBjzZ2LAzJh9vuQqwKLYV7eCmWhxVgdVg+AqKLEWtpQeC+EuxMqEDgviKsi8rBuigLdiSVYMOeDKQfq0NBQxsSckuQlFOE6lagvNaByiagrB6ISsjC3vRcnHAADQ6gvsWBptY28LtOTMB9dW09UjIsQt8RcN3cAo5CM35jK2SSLfcMuYWlOFpZI/dJJ6GlDY1NnLBlcFmFj9/SCLS6hmaSdo2gzPf0i8/MZe/K5SdvV/UYjEJ2reHg8DwBe3OHQDDTAch3oxWta2X7+i++ptN8fRn21rPqyXzOCuJNAG+AeMU/NzrE7QBUAdH+v1eyZNm/iiVe3a/3+v3pTAc0iNd60ZleXMjXegXEE8CT/ztt6jTMmDYD+Xn5hgXK5D3Kh+wsx2KFogXGObGIluA24ch/OWkBAmJtWBlXitWxJVi5pwxzduRgmOc+zAqyYt6ufMwMysPItUkYFZCBIb5JGL/VBlriBwlHPhGfeyXhC58UDPRNwxfeKRjgRU59MgaJh5sUDPdLxZfr0zDSPxUjA9LEwj9+swXTg/IxI8iOGUG5mLndhpnbczA7KAcLduTCbVc+FocWYjE59KEFWBVWAJ+YEqyKyMNqhkg7VoTnYEWEDWv2FWF1dA789+djW2IpAmItCE4oxH7bCURnlCM0qQTbD9ixNiYL2+ILsMdagST7MVQ0A+WNwJ6kHGQXVaGsFrAUH8fO2HgcbeJEWgcaW1tQD+Ao6TvNQEFVKwqqHCg87kBcah4OW0pxpB4oPAFYyupx2HoE5fVA0dHjaKaRniBZQHsTWlub4HC0oNXRgra2VjQ3cxIueaOGZZ/UHQcNhRLMkYK2NrSRynpOw+AE8QTsBPFNZuBxT4L4jqMLPdcgahDfc7I9nxrss4F4UmlUYL2UccT1WF07H/bq2biCeKN+X2WkTuuQkqfeG7pwwYJ4hXu6cRSqyzrTl3mr+rIM/aEcqjz9aN8zIN50G6Y+KpzUGh0VLSvl7dyxE1zymw9EJl0R3HUxiNKpB2kCQmWJXx9rw+rYUnjGFgmQXxSSi7lB2Viwy4pFu+1wiyjB7O05GB+QitHrkjBjuw1jA1Ix1OswJgbmYJB3ojEJ1icFX3glgRz6LzzjMcA7EeTQD/blKrBJGOKbiKH0brOOgD4DEwJtmBBoxfhN2ZiwOVsoN1O2ZGLGlkzM227BHLqoDMnFwt12LN1tF978kt1cHdaGJQyhNiwJy8WKaGNi7IoIO1ZHF8Aj1AqfqDz4RNqw8UAp1sbmwzPChhWRNnjF5cMnxoY10ZmItFYj5SiwPjoTm2KzEJFWht1JJfCLSEFSaSMKa4GiWiClpBbbDuZid2o5Nu/NxY6EYmw/XIT1cTb4x+Zg0/4CBMTlSdh6uAR78+qxZU8m9luOIr3wBPLKG1FWA5TUtqK8ASipaUFFI5B3tBZldQ4cawSqmoGaNqCsphV5ZdWo4rWGNtS0ALUMnNhLOhBHBZodaGqhVx7DgN9Abw78jy8HWQZi4eek3magtcnY06LPXkKLOVvX3Ks5ACc3Sop+03F/ug+/K4BXx6eL+/WvaxD/9WV48vM+T9MzjRdsD9V8ICfXnQNXLqOarK/EMSdTquPzaa+embzf5nvOOrIO6j+9P091uR8Am/MexAtN2HgXnEYvE8DKeyLuWw3HHj32niiMxedpTl7vsby6qDNi7JD2wmgDT1sek2Z9MQH+HgHxSsBsqBko0LIjZfBb54cAvwDxTSyN+Fms7/LgnB85w/Ku0laWeQXiN8Ta4E0QH1MArxhatQuxOrYIKyLysCq6GN57jsIjsgizN6VgWUguuArroiAbxvvEY2FwIUavTcbwNUkYqCbAeiUIeBfevNdhkDf/Bfc+CRjok4RB4qoyFcP9MjDcPx1D1qZgmF8qRm5MwdjNaZgYmIZpWzIwfVsWZgbRXSUnxWYbk2KDc2VS7LxdOViwiz7obVgcYsPycDvcQnOxONgqwW13Djwi8uEelodloblYFp4Lt3AblkbYsDg8B0siOPpQiHWHyrAq0oaV4Tnwis7DqggbvKPzsPFQOQL2l8J/Xwl8YwuxMiwXHhF2SWt5eJ7k5bY7F0tDcuEeUYjl4UVwDy/CysgSeIQXYUWoHR5heVgVWYDVkQVYt7cUvnG58NubB98YKwLjS7B+by427svB9ng7QtJKkHCkGaGpRdgVn4uojBLszT6CmLQiHLZV4EB2CQqqm1De4BBvPVlF5ThS0yQh1VaIkso61DmAE41tgtON5883l1QdgncT8ZPDT6cd1A2ZoGt4kXDqhulRwnVBrXa/+ydPAjbmEPCjqYC7sVfzCdT8AKZtTCo+9X4Vpyt7VUYN4jVQcerCGSaQqjZU2tEufvBUuv1+b4KFC7JuF9qzOk/q0+9AvABwwygleu4KkDuTqbmCNL81/EbwHm7EUEaH3lggrkffGbOMYlxl5mdon3q8jeG3n/WnPPi5p3c/05hxurxZbkU/PF2cC+l6j4J4V0EV5BfCd42vrHBnz7Of3upyGiVXAMqZZgdL/MZYm1BVPGPs8IrOh1d0ATxj8uEVmw/vOHqKKcXKyAIs3J6J1VHFcA+1Y2lwHmZtzsSKiCNYuCsfUzZlYYhXPL70S8NAz8MYH5iN4f4pGLkhHQO8DuHz1YcMEE+rPYG8D/3Op2CQbwo+907EAN9kDFqXjCEBqRi5Ph3jA9IweRPdVGZjXECahCmbszFNePo5mLrFimlbrJix1YKZW62Yv8uOuTtyMWubFTO3ZmPGtizM2cmVZK2YGZSNmUFZWBhmx8KwXCwIs2FBqA2Lw/KwODQHS3dbsXhXlgS33VZ4ROTBLdgC91AbloVYzeM8LA3Jw8JdOZi/0yphUbAN84KsWMQJusF2zN1uxcJdeVgYnId5stCVFQtDcrEgOAduEflYGp6LJWE5WBJmxZJQK5aH27A8LAfLQ61YttsC9/AcuIdZ4R5mgUeEFV4xeVgZmYPVkTlYuycPAfvyEJRcivV7rfCLzcKmA7nYFl8I/+hMBMRm41BRMyIzK3Aw7wQO2o4hPvcYMkvrkVZYjfzKJpTVt8n8gNo2oLq5DQ0mFd8A3e3AkCvgdr6AVkcQ3g7aFSVI7dl+qn4D90IVkknARueh3X9+18+V/moQ3/6slEy4r6utN32FG//zY3XKu9/Zx09fO32bqmWjZXMe6ADfdQISAainwQGubUVnxwR6/cXFJEeX2M6TTkyPfNXHq0FPfZ2VW13jujfHKo5J/MqKSgPEm6CUC7PR7Ta3ngTxBO30gFVUUCQL0DG/vrRsE7jX1dThaNlRAeeNDY1OMK/kxr36VtAlORfOM84v/BG+XgPxXJI6PS0dmzZugiXLclqloOKr3pZ6QHwR+ECoXM4equmbmJb4cTPdIJb46GJ4RruC+AIB8V6xhfCKLRYLvWc0j4vgKXFL4RHO8yPwiivDvCALJm1IxbxddoxZl4BZO0m5SZb9xE3pGLUuCSPXJmL8+nQM90nAMO94DF59CF/6pwv15nOveHzhnQCuEDvMNxVfrknBGL90jFmXjlG+qRjhk4QxpOBstMh+jH+m7EeuTcP4DRZM2ZKHCZtyMHZ9FsYEpGOkfwrGbsrAmA30fc+VZTMwLYgryuZi+nZ6x7Fi5g4bpm/NwoytmZgWmC77mVuzMIfAf1s2Zm7Lks4Aj2cHMa4Vk+htZ3267Hk8cUMGJm00w6ZMTA3MxrRtVln0avIWLn6VjclbssQzz1Tmsy0DM4IypVMxe4cFc3dYMTfIijl0v8n9Ditmk0oUZMXcXbkS5gfnYcEuGxbuMkYZFu+0YPEuC5bssmJJsBVLQ3LkXEYcdufAfXc23IPT4bE7A6vDs+AVngn/mGxs3GfB7pRCRGWWICwlHzlVDhxrMug6XEiLvvir69uEy8/zplagjlQd4mzp+HUCuGnVPyUQ7HeYKOgwqDmqcfgqe1ed1n7iTwXyXMyNHw/jQ2UM52oQf6qclB7pvZbNhaIDjfWNAsAJwpwbDdLn0AHhff0CxJu0GKvFih89+SM8+cMn8eILLyIrM1vWfugUFDvahK3w6COP4sknnoTb0mVOMQRuCsTDDz6M0SNHy7WebhOzsyx47NHH8Nm/PzPKoKgsfeBEgt9ZLvj51I+ewvZt24V6JxjR0YaKo8cQF7vHSUXkuhpvvfkWfvHGm9IZopx5/7no0PkWt1dAPLXAZrXBb60fNm7YiKPlR6WHeoqwOHJk8uMpfC7qpAC8ehh8eAwGoHfIxNaJs92xIYYUkmKsPgnE54OWeUWxIXg3AH0hPGMK4RVTItZ7r+girIkrwYKt6VgcnIOloXbM3poB9+hiLAyxwSOmBO5RJZi2KQ1TNqRg9jaCVptYzMf5JWPaNpssFjV8bZK4qhzslYghngkC4kd4J2HkmhQM9+JCVOkY7p2I4WuSMWxNMob7pmCYbwoGepJnn4ZhazNkZVmDj38Yg3ziMdDnEAZ6H8QQ33iMov/69anix35sQJpM1B3tl4KRvgkY7ccOQjJGrUvEmIAUTAykF51MjNuUjrEbORE3DeM2ZWGUf7rkS3eazH84+f2+iRjum+AMI/2SQZ/5DCOZvl8KvvRLBq+P9E/GyIAkjFpPd5zJGLM+FePWG6MMarRhXEA6xq3PwPgNWZi4OQeTAm2YHGjDlM05mLrZimmbrZi+yYrpcpyDaYE5mBqYg2lbbeJJaPrWHHN0IhOztmVi9vZMzA3KwvygTMwPSsOS4EwsC8nCspBMrI6wYtM+OyIzjmJ3UiGCDtgQkVyI3OPGXICSWvL321BY1Ywa0zMPefk0kpCPr3zoKyu7otEY9BpjYi7deLa6BLr27GowVuMl99+4x0gHwvtfuGCRWFx6ukE+5T07h49ib9/Lj9TALwYiOytb3nPhSn9Fq1xvl13npwG11oGvrgMEI4MGDsKI4SPAldspy3MFYMQa/QXEE6ckJSbjsksvwyWXXCLBfZm7gOLO9IRW9g/e/8AZd/y48QaABuCxwkOu/+XPfzHu7+E2MTU5VfJ75+13jDK4gvgOeXd8Rjzvzm8aCzBwwEBcftnlWOPj65RJYX4hnnn6WXz8l4/FKMx8Of/yu/d9F3d/+24cKS0Tt7ydzbc5p/J1qG9nz64vr/UKiGcPe/my5VixfAU83D2Qlppm+DzuCCZMPlhkeCTycvPkBW6oa0B0ZLQAfw5HcYIs96eA+NgceEeTC29QaRSdRoF4Ae1ikaflXYVi+MQUwye2SFZZ9Y7Kh1dMIdzD7fCILIBXXDE844rhFVcCz7gSLA8vwJJgTiwth1fcUXjGlmPO1iwsDSuUVVxn78gRDzUT6IfeO17oOWPXJmFaoAVfeh/G1EALxvulYKjnQQHMowNSMWp9Oob6clJtPD5beUC4918GpGPwmngMX5uAiVszMdzvMEYGEOgfwjDfgxjqtR/DvQ9hqOd+jAtIwaRNmRjmcwiDvQ9i6JpDGOi5H4N9DmKQz0EM9GaaDAcxZE28pKu88tAzzyAfdhYOSdxBPkbcIT6HMGxNAoafEhIxVCb5cqKvEYasMa4NW5MIZ/BJwhCvBAxeHY+h3skY5p2C4d4pGOGdgi+9Tg4jvDlCkYrha1IxjC4+JaRK52KEbyJGrkvESL9EjPZPlgW4xgSkYcKmbEzabMWULQT9VkzckITpgSmYuS0FC0KysSgkU6g83tE24e77RluwcZ8d++31OJBThZTCGuQca0FJPXCkAShrBMqbgAoz0LJf3QLUtZ0c6k03nXTVeabAEQAVeI/c12Zck4m9HFGSFVsX43jVCZeFt1w+gH3JQ+z4Xvbi+ZzZcxARHoHx4yYg315gfLCYv2pI1b4Xy9SXDbTO2+WduIieOb9vF9uzJ5WE739YaJi4oz5SeuScJzyzwehPID45MRmXfuNSXHXlVfjmVd/Eh7/9sL1Nc23XWttQXlaOu++6W8AqQf+4seOcgLVXQbyjDakpHUC8UHiMThUNq666yc6KK5AnZch5zvb6dG22un4aazmBtmG0dYgzlAD/ABQVFjnTjouNk47Gp598imaubM1vbEOjE8SXlZYZOLHDpHmm6yzf2doUfqg71Ne17v3huFdAPEF3THQMtgRukRf0RDWBS+dDHAnxCTJksnTJUjTUNyA6KgZB24NkaGnpEjds3rQZQduCRIko3OOVxzFh9grTEq9AfCG8omltN3jxxp7HpNcoAE+rfLHz3DuWq6zScm/GiymAj8Qlp74A3nHk19udwTjPx+Kd6fCMzod3TBG8YkjZKcHSYE5SLYBHTCmWR5fCI+4oFgTnYs72bLhFFmLe9iws223H6phSCSsiCrFoZw7mbMmAW6gdq2JKsSzMjhWRBfDeUybHC3daMWNzGuYF0ZqdicmbszB7Zx6WRpVhcUQpxqxLwqygXLhF0r1mnlBixq1PxeTALMwNLgCPGWbttGPe7gLMCc4FF62aupU0GdJnLFgWW44pW7IwYWMqJm/OwHj/FCwKLcbC0GJM3pSBhWEFmLfLhulb0rEg2IZJGxIxj7SYsAKMD0iUibycvDttCxfFysTUbVnOMGFTKiZtSsOEgBSM9o3H1E0ZGLsuERM2pGHqliyQrjRjhw0j1yVgYmAmRvolYPzmdEwIzMDwtYcwZVs2JgZmYJRfktSDnZhRvgmYEJCKCf6pmLguBRN8kySMW5uIseuSwVGKUf4poE//qVstmEW+/85sLN2ZAbcd6Vi6Mx1LGHZlYPGuTCwOzsTS3dlwC8mGZ2Qu1sbkwzvMisADZdhyqBxbDh3FpoNl2J5UheC0GoSk1yIssw4x1jrsszfgcEkTDhTUI76oEamlLcg60oqc0lbYSlthL3OgpLINFTUOVNe1oK6hFfPnL0F1Vc1pO7SVx6pk+DUjPRMZ6RlIT7vwA93QFhcVIzIiEoMHDYYtxyYfMmkvVKN/toZX/3/SR7Y/fGh0Gc6xM0KqQHkFsjKz5N2/GN7/xPhETJowSRxf7Ni+AwM+HwDOpVO60xUw1b9AvAPJSckCNB95+BG8/urruOnGm8B1clzrwgmr3Das34Abr78R//OH/5F7utsSL9Znk5JcX9cgLAZiM1KdCZadYPtsIB4Qizdx3InqGjlm+6wmk3JdINaJ6bGeKnBeQNWxKtCoK9dYbWWsMiewypwB0mAbmlB5rFJAuQiHP2Z8lpVbbIwB4v/26d8ET9Li7griy4+US7ya6hpwfgGpNiwTy8nyKgwqnQWT9cFykU/PoOqj6sH7Txw/AaandFKloc77Yt8rIJ689RxrjgB5gnkR7ml6NxFhESgtOQK/df4yiYPAn0pPS/68ufPEQu/l6SVKwAmy7svdMWjMLBPEF4p7RgL4dhBvgHInOBdKDQG8AvGKYkOAr4C+cUxQ78WJstw7Abw5WTaWXnDysSoy17zPoOjQ4r+SnnHiSrB6TylWxJbIIlQrYkrgFlEAz71HsSrmiBlKBbCvjj2C1bFlZjgCzzgel2JldBE84xi3BB5RRVgeUSAeZJbsLsDS0EJ4xJRhdVwFVsSUy6RY96gyrIyrAPduEaVYHFqE5XLtmBwvDS/Gyj0V8Igrh0fsEbhHl2J5VAlWxJTBPfoIVu2pwNLwQgHqS8OKMGebFatiKrAy5v+zdxXgcR1XNw20DUMbbJKGSymEGk7apGnSJuW/SSFpm3LTBswcMzOzxbLMssBisi1btixmrXbFki1mXp3/O/e9Wa02kry2JUu233zf7NtH8wbuzJy5c6ESG6L47ElsjqmQ7/Gb66PKsSnmFDYerMSK0BKsi67AxkPVWB9TIXHzkVqsjz6FDTGVWBtRjnUR5VgfcRJL/Whp5yRWBRdjVUgJ1oaXY31UBTYerMYifwvWR1fIcWVEGVZHnhRzoMtDS7AqogyLDuRjaXAhpngnYfbeLCwLZn6Lsdi/EHN2myTO3m3C7D15mL3HhFl7TJi+MxuTPVMxxSMR073iMcMrDjO9jkqc7hmLTz2PYqrHEUzxOILJ7rGY4nYYs7fHYZbHIcz2OIjZHjES53gexBzPQ5jrdRjzfY5g4Y6jWLzzKJbtPow1+49g44FjWOsXi00BcXAJOgH34ARsD06CT3AyfKMyEXY0F8dSspCWnYecXAtmz5qHBoL4PkAnRx9acxozeoz4WKD8/KUQKRNPjhTj0SNHMW3qNOnzHFxHwoDZV1sZ184QoPZB70Yd9q5D9n/ObRQvuxT6vSqjz3YfAVzECNFR0cKN5vyvgNTp6IT1NnI48T0g/qknvy/jOTns69auE3DJsqgxjeD1hz/4IZ5/9nlxiMnnBhvEsw6pb0Snm6/88BU8/tjjInv/wnMvYP68BQLI+QzjZzjxHH/1xUZYaJiI/Xz70e+InDrnqNycXPzzH//E+LHjBZupdFjQ1ORUEGjL977zXbz80stYvWoNuPPC51RYumQpfvub34IcdIrIfOfb38Fvfv0bFBYUwnWbq/wnfmSgv6EfvPwDWezcc/e9oNjP7l17BMTff9/9uPP2O0F8OHPGTDz7zLOS1o9f+zFctrloda4zhLjY+Mff/4FJEyfJYmTSxMl48vEn8b3vfA8//9kvQKYyQ0R4BH78ox/j0W99G08/9TTmzJpjW2BIWYdxTKMxCJYt4YSWV+kjTuzkXXa6zmR/35RjAuV/VyxfIUdqa1N2yf4Z9T8rIwvsyBS74SR+/NhxuLt5yLXdO3dLIxw9EmdbwXHVN2vJZl2xtUhMS1LGvX8QT+5770jrNTRLySNNUxKIa5GgvhAuBPcStevqfZdDpVjml47NMUXYeqgUG2OKsDG6EEsDs7D0QA7WRBRgRWg+1seUYZ5vhnCqV4UWYd7eTCwPygdBNSO9vPLa9O1JWOxvwprwEiwNzBPuPUE2FUfJ/Z7hk4i55Gb7JGH69kTM2Z2GVaGFWBFShIluxzFrdwaWHMgXrvl0ysd7nMCn2ynOk41J7vGY6H4cc/aki9nLOfsyMH1nMj7dkYRpPon4dEcyVoQVyvkU7xOYRhEWjwQsCTBjoZ8JU70SsTDAjDn7qJSbhjn7TZjgmYhZVIINLBQxGzrSmrorG1N2ZGCqjxan78gC4xSvNEz1SsNk9yRMcDmBT73TMNH1BKZ6pWAGn/dKwezd2Zjgqt2b5J6IqdvTMM0nHeNoy393Fqb5pGGCxwlM8krABPfjmOh5AlO8EzHZKwFTPBNl5+BTnxRM356MmduTMNs7AfN3JGOlfy7WBuXBLboEHtH58D5kwY4jBdhzvAR7jxdjb3yJxH0nSsTRll9iGYLTTiEyqxKhqSWIK2xAfFETThQ143hhI1LK2pBR0YXMSityKq3IreyApbYTRZS9b+pGeTNQ2QZRuBVb+W1AXTvQ3KnZyNetZWHdqrVorKkXV7uK/tWRAwcn8f2++0Uzn9ySSyFywU/rDORCktND8TnKyWZlZtnGC058Eh22SVXdGcfegNCojwuvPtj/Fy9cjEMHD10S/b6poUk4nOSAsv+Tc1pdWY3goGBMGDcBBRbdop3OuVXg15G2WW8jEcR//6nvi9TALTffgh++/EMbgFVcZe6yXnXFVZgzew42bdw0uJx4vc6Iu5gPLhC+9c1vCZB/9ulncdutt8u11370mlgHI8MkLTVdrtnLxJMzzQUIxYOuufoaAbMvPP8Crrv2Ojz+2BO468678OQTTwqIV+WiDiRFiRgf+97j+MFLP8BX7/2qpM3/FI9RQP6dt3+Ha6+5Fu/98T35xvXXXi87F6XFpaInxXwTCzJ89L+PcP99D0g6N1x/A77xtW9g08bNYlXngfsfwI033ASWjelx8fDotx7F56/6vDzPxYKiG5bpjtvvkPd/+sZPwbSeePwJPPLwI/Lsww89AuLO22+7Q649+cRT8gzzwnlJ290Y3vFF48S/joQTCVI3UrbBBvHc4mBjkQAo20UuG7dLVEXaHwnuaVO+vLRcOjXPqa1OpQ+K11BOTghEHKF0iUkqEaehnfiYswTxh8rherAcmyIKsSmiCOtD8sVqytaDJVDR5XA5VgWZsGR/BjZEkNt+UuK8PWlYGVKA5SH5mL03XYAxAeaYbUeFWzzRI0EA6ET3BJFdn+CeiPGuCZjkmYzJnikCVMe7JYBxzLZ4Aay0fEO5+bEuxzDJMwHjXI+B6Uz2ShLgPMEzAeM9TmCcW7zIilPxdBydUHkkYrTbCYxxT8AErxRM9EoB5coZxZqOewLGeSY4yMofwyfuxzHao0c2Xv1nekyXaY4W2fkEUAaejq9GiUx8MsZ6p2KUVwo+8UzFKO80fOKlmdwcRXObnqkY65WGcd4ZmOCTiQk+GZi4PQ0TvFMwwTvZFid6J2OiVxImempx8vYUiL4AHXPtpFIulXMzMJ2Kxb6ZmOubgTm+aVjgn4XFAZlY6JuM1cEZ2BCWjXUhmdgclgWfWIs4tQpNKkUgGXJKAAAgAElEQVRYUhmi0ytgrgXM1V3Ir+lAaWO3yMBT/r2mQ3NURTl4FRs6gcbObjR2WcV2PU1ZUp69TTdpSUs3YjBJzN5olmx6acmSa9HJh+2jpkkrNuu7rVi/YgUaqqq1hBxW8uyNG9ZtwN7dezVQW1kl/YB94exitdPpcBLlBOrMdwRwO5Un7fuSNtM/gxh39BimTJ4ipto4wcig389Onv1YYvwf3snFqP+zr3/2/4XzFwo32pl+eKE8cyb9Xj1L7iv7P3EB+74A+H5ACuttJIJ4cncZaDWFgJbiUcLB1Y15zJ87X0AjmZarVq6W/4PFiRcxFEA4zgSf48dNEAYJcRSZoNRR/M6j38FVV16FQzGHpH77AvEWcz5uv+123HzTzcKZpr4i8Rm51bScw7Sf+f4zGojv6BIO+l133IWrv3g19uzaI8woitKUlZbhz+/9WZ7/2/t/k3rhz9u/fVuucaHDHVkaQzkYfVDyQ2MHTN/L00ueJx4MDQmTa+Tak+FDE5zElQ8+8KBcf+C+BxB/PF6+R6BLUWzm5a47v4KTZScFfzL/X733Pik7FwJJiUmCPbkT9Otf/Qafu+xzuOG6G7Bi+UpZhBHLUmeTdXDnHXdK2sM9zrEuXv/xG0iIH0IQT2JJTEhC7OFY4azFHooFCaCvwnOS5taS5tiA5iatQmjsuIroaMOUHYDnbBxNJp6KrfYgvgQuB2lKsliLwl2nmAy57honnpx0FwJ4cRJVLjLpKwJo6pD249OxMbIQiwnaaR89vBDzdqcLh3eWTwoW7M3C3F0ZmOyegPn7zZhMwOyRjLGuCRi9NR5jtyVgglsKJntmSpzono6J7mkY55KEKd4ZmORBhU5afsnEWA/KbmdJnOidgTFuyeJ4aoL7CYx3O44JlP/2Ssb0HZmYsYfy49mYReXOPdnQLMFk4dNd2bZI8ZE5tAazz4x5e7VIbvjsvSZ8uisTk3zSMNEnVeIkUa6l1ZsMAde8PpmWb3zSMG1nFiZvT8fUHZmYQs46bd3vpOUZmsTMwMw9WZi1NxvT92SJx9qZVNyl51rxXpuL6ftyMcvPjDn+FswNyMfcQDPm+Zsw1z8Hc/2zJc7zy5adAXGK5ZeNRTRTeSBPnGEtpVOs0HwsCy3AStr1D8/HhlAT3KIL4BppgXtUPvbHV+FgZoXYkT+RcxLHs8qQYipHE01L0kNsJ9DWDrR10BssgXgH2q2t6OhuQbu1GZ3WVlitXFB2UF5Dj5o5U5sdeF0Wj4MhMTk56dwFlJ1Au3tKZq/XUdmVl+f4krBFxDzN6UA8TYzt2b1XZAPVhHahH8lho6xj37G2X3BPZdd//fNfsrBQo35f48cFd03fvr7g8u2w6LTl30FvQThV/T1rXO9zDmRdMlBkgLohNKM3ULzQx4TT5Z9l37ljp1go4bjB0B9d8d5IA/GXX3a5cHeZt8WLFgvA3LZ1m45hKEveJdz5B+9/UEDxmtVr5JnBAvFU+iT4nDhhIn75i1+itaVNW0BQnIfMpm6AyqEEyTt9dkr9pqakyrmNEw/I+3yGyscS9IUU/7u5uMnzT3//aUmP16iYy+dpWYaBWI6gmYHteM/d9winnGY4Gd7+7Tvy/L//9W85Vz/Efo4gnvlWMvHv//l9SZfXCOIfevBhSYc0I0EXBaL4zuPfexzXXXOdtojq6pb3mA/mkzoJ9oGi3Gw7cvIpB0+8SWzKMjz7zHOyG0GTobaxb5jGMzK333h9iEE8iYTmgLi1QlEZ2oonN77PwusrbQ20ayBeBjWd88aK5D0F6gnip85bC5+oXAHxYgdexGk0AC+eW+1EZDaF0+QkQXw5NseUYLFflsipbzl0Cov2Z2OK+wksCyzAJILzADMm+6RgYVABJnrTDGMCxpKT7pWCMbTs4pqAMW6JmOBJCyxJGOtK2/HkJtPsYxome2Zguk8Opm/PwTTvbEzzysKn27MwY4cWBZTvztasrfjmYpYeZxAc78nEnL0ZmLs3A/P2ZmC+L22+52N+QD7mBxZicRCVTAtE/EacRB2wYEkgRV9ysDTQjOVBhVgRXITlB7S42N+CxYEFWBhYgHn+FszyNYGgm8c5fmbM3p8nx7kE3H5mzPe3QDP1SFGebMzblyn23xf552BJYB4W+eVieZAFK0MLxTHU8iBzj3OoYAvWhBVgZbAFK4PMWB6Qi3XhhbqHWBM2RZqxPiwHmyLzsJFHOoYKN2FLWC48qFwcaYZ7tAkukWlwjUzH9thceMZkIiCpGHE5FUguqEPOyVZkltSjqg1o0jnkbTQh2Qm0dujMbcHkuptmwc40GdkJq7UDXV3tsErsQHdXZ29bk8JmJ1rvbVOeZieF+06Mr0flOdgZb63aM1T40QbOtStWoZ6TEidthwGAgwl3rsiJ54DX30Sn3ev/fn/vjcTrsoWuc+hra+pAxV5eI4dl/br1ohfD7XbFje9z/HCox5H8DCcclkUClbnaNIUwbvFKGS+gsqh65gKW3DbZLRlmJzEqT30e9cXGSK1n0oQC8ezjA8WR2JfPNU/s9zRFLcdTlVi2ZBm2bXURhh7rRrjYffQP3hvJID45KVm4uwTTKlBf8PrrrheQzGtrV68VUDlYIJ5zFBc95LrL2EK3KO2dgsFoPYeYjOIwBLI7tu+QbKUk9wbxfJ7A9YrLrxTznzJu6XMqX2AZyOX+/lNPy/sE7M89+7ykSa4+A9uMuE2NDR/+90O5v23LNrmvQPy+vfvkXHuJee8DxHdZcVhXbP37X/+uAezOLk2c5r4H8OUvfVnLp77T0dGmlf1Hr/xIwHci5cdpZrq9A3d/5R7c+uVbUVpSZvsu60tZv3nv3T9pTrrIteOOfGs7fvTqj/D5Kz+PzPTMvnFsH7TZ5zg0CM9xgfbG6z9BaEioVmVMU19gDfTNM5KJZ0IlxaUiz84OJtrZbNS+CuDAyenzGclkDyd+8tzV2B6Z3QvEu4i5Scq5l2Mb/x9kLMWSfenYEl2CNaEW8UQ6e08aVkeUiOWUT31S8fGmIxjncgKjtsZj6m4TxnimYoxXmph+/Mj1BD5yTcJHbkn40DURozxSRFxkvFcqJnqmSJzkTTluypvTiVKujROuccTzxDb6gn300KpFcp7pkXXxAROWUFwnyISF/uRIZ2NpYA6WBeZieWAulh0wY3lwIZYxhhRhVVgR1oZaxEkSPdHSS+vGCLNYVuH/9aH01GoW8aDNtJQTWSKWb9aGF2FVKGX1tbg82IIVIfkSV5LjHVog91eH0LurBWvpiCk4W6zwbCboDs8V76ybIy3YEpmPbdEF2BphwtbwbLhG5cDrsAVukTnwPmjGziOF2HesFDsog37QDP8TpYjMqMCRvFqEJhchOCEf0RnlOJR1CvsPZ4l9d3MdEJdThdxTbSioaUVhTSvKm7pQVNuKipYumxMnAvY2rqQ5OPWywa7ZdKdtd6EddeyL1k57rTeNsmMz3f64QPa0qoC5/bHX/W5g9cpVqKuu/QyA53MMlPGjsg4nxP63y7V7nPC0Z/rm2lE8pkdEpu9nFLdPe27gZ3o/SxGfgZ939vssqwZYagXEc6zgmMHtTE4MEpwYoOzreiT+58SkAGRlRZXo/hyLO/YZyxXnO+990rYTfUi9x/ZhO1EsgJYvGPotgxPp9vvuafquyk9/77Pu2QacxMkYYhCA0U+6p0uvv++c7XXmR5lbPR2A7xkbBu6DWh91RhxPpTPYz6r0VPq9jzJG6Dt1LBMX8hS9YN8XYxbSSgSD/dMUHxnJIJ4A9sUXXhSQSQMeDDTaQRlzcr8ZaJmPgHqwQLzG+NSsstBwyB//8EdxQHXbrbeJGAllxfl92mHvD8RTV+nhhx4Wzjkt0khgO+jAlsqod991t8jc8x6ZLZRDp+gQudjsP4wcG3hkoGw6yznj0xly/ru3Nas8FFeRwMf0furIiWe/Upz43iBeMzFJxVaKXvN9Rg3Ed4Fy/1d/4WqciD+hXW/vFBDP58V/kfZlobHYw0ckfxT50fKtjdkcM1579bURBeIpz08rjgwy5gzQR9SYdEYgnglTe5lbSKHBoaK0NtCAqT4y4NFOnIYg3jsyG2IbXsRnSrAtmrEU68MLsTGyWCy80MrLgr2pWH7AhJWh+ZjnmyOy5ouCCsUm+hh6YHVhTMQoF3LaU/Gxawo+cknGJ24p+MQtGaPceUzEaI8kTNieDlHm3JkBOl+aRlGTXZkiAz97b45wshcH5GNJQD4WB1iwJCAPy6iweiBPONQrgyi6Y8LaUDqYMmF9hAnrwnOxJjQHa0JNWBdmFu71+nBacynAhqgibIwqFBv226IK4BKRC++DFhxIrYZHdC48orPhc9gMr5hceEblICDxFIJSKhGaVoOApFPi9dQ1MhfbInLgEm2C52EC8BxsiciWyP+Mcj8iG27hmfCIyIR3TCb2xJkQkVWJgMQihGdWYX98IY4WtCA4uRSRaSU4mnsSKcV1KG4CjueexMHUAqQV1yM5vxo55S0wV7Qho6AK9RRt6QbqWztQUdeIli6gpbMbxScr0dDaIfbVWzu6RbycnG8BwUoUpYsuqzvR1dkBa5dui5ZcBjKy7Zwx8b8NxPczKQ9IW+fhHQ4sq1auEpNbHAgd88M+Q5OqHu4eYi+9ML8QfcaCQpE9lHvq/wV5LJLdOoJ2TuAELpw41q9dL5MalXolODE4Odal0+f6pCQggW0ypN/SJjJa4KCi14033Cjx/q/eLzuWLKvT+eak6GReHZ9zHIcdz5kHvtPreh/fUveZb3OeBTfdcFNvzlAffYp9QGhfT4/b4f2WWfWRPr6t8mj/rsqP7ZrDe/w2OWo0aRgSHCL5EBN09vnkO/p3P5Oe/XND8J/1SDlpmlOmmcW+Ine36RSpqKBIi4VFojdCBcZ+o3p2oKN6f6Bn1L0zeZbvqOc/cywWvTlyQzkGKKbE8mXLhflH8VuhXUUH/dQ5620kg3jmb+uWbQIOudNK8YxHv/koXnrxJd6S4AyI1+pCX9AInfbQqo3mWUcyjmlj2aIFi3DN1dcKcCcnmU61qKMYfyzeJqNOrjwDLcoQYCtxGi6oCOIJyrkzKoFDmK6byHajgigVZxm4gKfnWTq6osw2A/NCMCz9tRtYuGChfGP2rNly/w+/+4MotFLsWntBA+Dse32BeMUpv9RBPMV7zguIp8miLZu3ip14TtJChP10xF5E2N8zfYB4N3phPVSKrTEl4pRpwe40LNyfLVxsin1QNIXWS6ggOi8gH5N2ZGCUezLGe2dilHuqAPVRbsmgx9SPXZIEvBPAj/ZIx1ivDFHQHOeVivHelCdPw9RdmZjtm4c5vibM9c2xxfn7c7BgP8VOTFgRRCszeVhFrnZ4gYDyteSSh1sEpK8PpThJDtxi8uB+0AS3mFx4xOTCPSobXjEm7KQVlWPF2HW0EN4H8+AVnQvf48XYd8SM/bE5yCjrQH49sCcyCSHxuYg3VyHeVAHfqERYKjtQ1wU0WIGiWiviMkuQVtSAg2nFOJJzElGphfA/koGwBDMikvIRlmhGYFwWIhMtyCprRmR8DsynmlHW0CliK0yrV+wEqADaLFxxzQMq8XZbJ1BR04xWyqW3A00E7l2al9RuEVWh+ErvSHCuoqYgytFBF0CXI1fwtPPaoYnDUCTG2gVrd/dFC+IDAwLx8UcfY9yYcRg39tKI48eNFzvxVDwigKdFK3I+OAHYQF9/Y8JZXhfwqE+E2jd6JsSh4sByYuLWNt2r07Qc5UK5C0ElrSsvv1IsDXBwVuBRHXuNjfoErTjJkne9DuSaPsnyOt9n4MKE92yTu27mTt1XQEmlqbhmtgWN/k2mqSWoTbQ8V1v1BGAEoNxiV4F1LN9Q7/GGypc9WNZ3W6ScNgCit71d+zI9KYcuJqC+wyO/o7WptgCRe/wuTzt77FmTQ0ju44HAA1repW703R79eVVOG/3Z5aFXWwzydeaZgIrg5VLp+zRVOHXKVFm8Cwd+2QooUQvSJdtC6HaAuma9jWQQT9qsOFUpCqIEvNR5oLWXZUuXC5nyxxkQT9oTOleWuvrxu8Pn2E84vlx15VX48i1fxpHYI7Zv8Q+f+f3vfi+AmmaNGfqSiSegJ7C3B9l8l+1ChVDKj9tk4rsh1m/k+UOx8g3K5nPRosYU7gjwvlJW/f07v8fln7uiJ3+qz/YD4pkPvv/3v2niNMwLRUvosfWcOPFCZ8CFwok/byCe2tg0mUV7sHkm86CC+ElzKE6TI2YiXQ6VYUtMOVYEWTDB5ajYGF8YYBHnSBM9E8XrJ8Vfpvta8IlHKj4ip909HR+7pQuQH+2RKtx2gvvRHikSx2/PwCSfTEyhCcWdmfh0VwZm7M4Uxc4F/mYsDszH4kDKnDOasZSiL0F5WBliwtqwPKwLz8Om6HxsO1iE3Yk12BJhxrYoixYjcuAenY29x/OxMzYbgclFiMmtQtAJM45ml8NU0YZEcyWS82txOKMM/rEZiEwuRFZ5CwprOgSg17YD+acacKqpE7UdQHFlIyIOHUNDS5codrKfUamTSpmN7UBdazdqWqyoburEiXQT0kxFaBRrLEBVUyeKTtaipROormtBS1sXWtvb0dHZgY6uTj12oYNb0QQinRxM7GTHibs7ODDogIHfpSy5YHZhmTvIn/OmFmm1RYvkTOtp9HHU9E/JbbcKx92RC39RcOJ1sEUuBh1zaEf+v7gjx4jKU5XYuGETVq9aLduy5N7Y5MQJ7AaYxM/kHgGdAmn2s5oNBOoT5Zmk6eyz/J67q7tw30UWUwe35K5ysp08cbKMkVzAcNJTHCyVvgLM5HhxwqWHawmcgDiZtbQJGKLSHK08qPtMh4GWPiifS8daDArUS53IFSDfnI+M9Ize4o/6YoqP0IIDZWpzs3NtMqPkZvMbVCIjeGBdcuLmzgrrmvRLc3qSH1Y/BycbQNPuU87UYrZILrgtT84f8yeLOdX2Vk0prbmxGfV1DUIfrAd+R+qK+ZRyVojNa5aDFiwkUEG9vVPyQM6i334/mxw/86q9dwqpKWnis0R7SftV9T+kR30dwbxcSn2fbUdfMHTguHzZCgHjBGWsa2f7P1tpJIN4RUtv/vRNUbB85+13BLjSwov0BQADKbbSqstAwbbYVv1EB/GUlybgpQKkBJ3G2CcpHvPtR78ti4ntXg4g/vWf2MZI6jQyjV/98lfSFyUdme+78NGHH8k9WqdhHhjWrVkn197947uaAq0ug857HJNu/dKtuO7a623jy9v/97bkwbbI6AvEe2jWaZjv43HHJX2xcKN/0xkQT8+5vcRp7rpbQD/1NJmuNhYCNMDC8lLpl+MixzLeJ2geSeI0Qw7iZRDv7JJtNDoJoKMBOhw43Yr6tIOkHSd+4uxV2B5tEtn3LTFl2HKoEksP5GO8azxm76NFFlp+Scdo1xOYuCMTYwnKd5vwoVsyPnJLxcce6fiE0S0F47ZniJz7WHLct6dJnEzgroN2WmMh133+/lzMpTfUoHysCi2WuDKkSMxNijx5WD7WhJqxIbIAmyNpUSUHO2PzEF9qhe+xQsTk1MP/eBF2RKZjf2w2IlMK4X84TcRRqruArKJq5OSfFK52fWOnmDds6gDScouRZioT7ncHCUoH5x0gx9uK9m6gtd2KoqIyUb4kcu/iQzK56wqZOqjnfFVZVYem5nZwbue8J0fhjOmiLP1wzhXwFk1P4ZRTW6YHzHd3akC8i9/Xo1VMuxCdfjaSQ98TtYWBzViMMhrT66hAPIG89bPiNHaD2GlpaRieZXsMJE6jgCSfU1EGaL1tLtb/c+fMFUcgBPBq0JQZQeeOnPO4YdfWittMQEclKX577uy54p+CgJGB32M+BpuG2Kb0zEiHJvyGKiMnCzonoQ1lhl7flrbXtshpV5u7FA8/+DC+dMuXQPnWn7zxU6RTiawbCD4QLPemTZkmJtLozp2m5Aje6ZSFIjy33HSLTF7v/+V9EcdQ9UHRx9d//LrYfSbn7t577gXTEYVV9nVAnJ3QqsPtt94uXEWaOKN3UQa+T1vLR2KP6ucmcfBCmU2KDdA8Gyfwn/7kpyIKpoAH7RwTBFDJjPmlNSJy2egAhuIU9gsZxc2j0xWm88+//1MWP089+ZQAdJaTtqRpM5qKaywr/3t6eMri4mjsUdApDLmg5NzxWwzcRfj4o0/ETN2tX75NLGj8/W//0EzJDeIC8nT0ZAMNzJQ+BlysfV6Viwu8uXPmiUK/cugojaLXgfbcwIt4PjoiQLwOnpUiKxVHGdQCk32XAJE7QeRec9GrwqoVq+Te9GnT1SWRYlAgnICcllMcY4B/IOpr620gVNEYE6EkBL/FfkeQrHyO5OXmgQsJ3mP6ri5u8s20lDQ5t4F+4ovGZtAuPJ8bM3qsmJY8EZ8AisNQzpzXn3n6Wfk+xxL2wW9+45tyffnS5dKH6PGUDF3KpvP5saPH2spIE5M06egI4jk+ckeaz3vZgfjkxGRc8bkrxHpMTPRBES2j5UL2Z4r2UOeANMP+o2Ti6RSJC/cTx+1l4nUQTw+vOhOEjAUlrsPxUeZjzh1WjdtPcaQvXKWbCrWbU1Sdn88jy8YxMDDggNSlfJtzxWny5bRMPAvPCXHRwsUygNL2NQNXD6f7yID37UD8+Fmr4B2dh2V+GWI5ZcPBSnEMNHrbcYxzT9Lk3F1pQz1JbJeP9k7H+F05+MhDt2/ukYwxnimixDp5VzYm7sjAJJpV3MmYgU/3ZGLm3kzM209ziDlYHGAS+XY6ZqKNeHo3XRdegjVhRVgdmo91YfnYFFkkJio3RZVgS1g2ghLzEZdVgMLqdiTnnUJxbSeyi2uRmFWETEsF8oprkJpZiBaaQrQCzS3kpnWjm5YP27XY1dYNFXmN9wicybUm4FXYWIFfTaa8B1jT2oq6R864+q+OJHjbf3vu+mn+q+8rQucEq/3XVq/s0Cpq4L9HlEZEaKwUk+kdaUWmy6nYJSB+QFo5DTEPx7scLAYG8QNPVsOR5/PxTYoO0NEbB2MGAZY2AK9zSQahPVn/nFBpEWb0J6PFOgQnCcbrr7tBQKtkwBFID8K3WY80C/bqK6/ihz94RT4jdasvGN7/y1/xza9/U66zH9nXu9QHIBxL5nXmjFkoyC8Uu80E23TtzkAHJbxPuVTanVZm4ThhX3vNdfBw8xBONC2F0TEKFwCsE9YHbUbTGyJBP0ViyBnkxOfm6i5ph4WEgbacacKN3HpaeqAnwzvvuEuAPkE8ZeLJtGFgOpT5530q8XGhQed/zN/HH34sz8QdjQM5ZL/6xa+Qk5UjHP5f/uJX8gwXNZwveoN4jfVGUTOm89yzz8HT3RNbNm2R9P76/t8kPZpoteRZRNH2xedfFMc2rFOCJpotpVIfOYaU42egZ0maoKMuCuW36WyNiwoq3THYt4Xxf3DHKLbJB//5QHaolOUmAWFsahvzYuBvso1GAoiXRWY3RN6c9ElONwNpmIF9gvLivMd5gEExDrgbwesTJ0yS6yw7+w2vDRSZHrnHHCMINtWYwn7NNKgoy/dpRYbg+utf+7r0S3onpSgT7/3vvx/KN9lHeU679hJ0BkJ6WoYsxHmP36ODKjIRxo4ZK4vop4UTr4nwcCFKZ2X3ffV+SYs25u+79z5RjiVYJzjmrgvzyfDzn/1cnuMCW4K+eGV5/vPv/8g9dzdtDGIfpli2sk9/1ZVX4U/v/knGiTtuvxM3Xn+jWN9huVl+AfHtnZJ3iv2Qiy/X2zVnTxzPqAir6o33aDOf5Xzv3fcEzzBPzAsXm/Ryy29ysTPc4wDnSoo6+e/316qNc9RggnhFSJy0wkPDRd6L28eqss66AhSIb27BuFmr4RltwRT3OBGbWRJSirEE7C6J+GRbAka7JWvRnUqqifjQNQljfTI1B0UE8HSMtCMDkwnY92ZjKr2D7s7CdDH/mI25frlY6JeLpbpi6iqaUAwpwJoQAnYqzpZiY0SJOIHaEGHB1qh8eB8thU9cGdyi87HnaD7SShtxqqEVrXQg1Nym2SzXueiapRVNbpzy5DSlKlYIBXTr283SKNokIlwabu/oSiLkRHdau9ChR/6nvDhjj4gKt7Z5TbPe0sltbv2/HMk5sDtnmvbvDvTfavc99V37Y2dXJ1SkTLuzUeRyKJvTRTOQPbLwnd0d6NAjgb6W14EH97Oms0ECbY7f5yAxEIh3fP6SOLd2i4iHAFVdxpo0riZw7Tg47azAMTnWHKgvu+xz+lHjjtELIbloDJyQB7v+qbRLbjVNgzEwfZngu4GPPvwYDz34kHadwF4pfCqOPYDvfue7Pe9quAD+fgHimpxjrQLx5ICpkJmRJRYVCOAZOAYz+Pn6CZjlbgTl8jkx//eD/8pCQx4ARAFOccioIPeVu74iTlEEZAE4dvSYcFDJrXcE8RSf4SJg2tRpkhx3PgjKn3n6Gfzo1dfkGhdv5KrRO6MKXFCQq9YXiFdgSIF4OoWxhW4IqKBssX2gp29OvFQEZaCozhc//0VxKMNzOiTk9j4dzUjQ65XKpfTkaO81eLDpwUhPE5eicx4GAaI6uFN1I/3/NH2R744IEM9xq1sTOaP0AY16MAi4olhJW4csHmlLnUqjDDLWAbLgnDJpCiJppUXX44g/fkIcXjGt/iL1UAryC7TdOzsQp8ZNpkWHRwS7b735Fv74+z8Kh595oQ4S+6fSQaBOAkX6lHgNxZmE8UpLcB2dstNHxqy2ADYjOSlFxk9yurXC9IwvtIpEC0P0xErTmv/657/FE6/2IMdXraPRTvuM6TNk8azS4JHjL5XPWVcUmZOgDV0gN57c/A/+/YG0O8c0zqsc9wi21ZiqxLG4E7do4SLNnKQ+x3DRxJ0R2y6GiG9pYoj8pr+fv16n2uKE4xcXE3TGJsD/NDSp6HeojmwX7phERUZrVcP82LV/f991mhMvCegKQ0yYFcuPkmBZGbyvJlQ2AJWNKL/IVSkHcdR3InwAACAASURBVLpf56qVq3TKUZLr09jQJITEhuFAPHb2WmwOycV412MY55mCCdsz8YlYl6G3UQ3Aj3FPEadKY9xTQbl3ehEdR468Fx0tpWP67iyb86JZ+3Iwe18O5kjUHBAtP5CH1cFmrA7Ow8aIAmwML8CmCIrKFGBrTBG2RJH7bsaW6FxsjclCQGo5orIq4ROdjqTCetS0aaKfXQS0nbRTTvBJLjLBs5X9C93kDuoi4uSIkwCFwNkgEvsGEwTMAuK7u9DRrf1XIJrf6NajBrZ7g3V74G7/X4Cx3bsqjb6O6lvOHCU/Ntn33osMx4WCrTL0StHyb1dWWTxoddQfoY7U62xwA8Q70LMoMuqDuhqE5Jq2jenMJO5se8tCARCOO0E8OUMUreCRkdeWLF6qDYoD9D1nv+f4HOWz6YZcbVdz7FP9nQBagXgqb9ENOyN3KKjszAn25ptukYmEGeR7LA8jx1dOenTawjJw611NkrSGcdONN4mDPNalmtg41tL7IMEBA609sA4e++5jAuY5gXKCk9ANkYEnd5pu1t/86VsC3nOyc7T7ALIys3tx4gl+ye0PDwuXZ2RiBUC5YJrbY6CM6fPPPi9lUPnl9V/8/BenBfEE5tQl4HvUASAoYfkoS09w77LNBVSYfux7j8kiprCgUL7JNqBbdnLkGTgxs9zkKlJ8iF5CCWy4UKCyMe87tqNx7tCHzxHQKMDJ/sA5T4FYWcgq7vIA32A7DjeIZ14lchfNbuEt/2W3W6szITodpJJ22X/taZ/P81yYCHbpqPf6Omp9gLvavduF11VeiL8oTkP5calfvT5VeqRpftMWZNeyCzt8doqSNUVwHAN3rDjeUFRPggAarf3Us9xd4fgk445duSVv/J76pHpXb3/bdSak35PyqTqRsUwTGVbfkkf1cZvvqPHedl9Ph+2kgg1jSRvxZf0OF1LMn54e88v/DCrvwzkOkBP/xo/fEPEm5knywrwO0E9478xAvENiLLhUHitJB/hSyVbIyo+TzcGYQ9KJCeCpMc1VGld+W7dsFVkrNiLfIVf/4+mrsdo/E2NcjmO8N2XaNWszBO6j3eiYSQPw473SMUGAO01DZkmcuiMb03fRm2m2mJycR8syfrTVnoeF/jzSRrsG4NeFmrEx3IJNEfnYGlkokXbS3Q4VYueJk3CJMWFrdCY8j+bgeFkTTrYC4Qm5MJXViYIphc57i42QK62BbEHwTlR8Xw1jD27tufC8LqDZDsRri4bTA/kzAfHq+6cD8UxTBiQHeuirTLxG6zT29/guFxqddpHnZ5KmfXrD+Z8DhAHie7dvr/ZwmIR4TwZRB5ro9c6Z3NMnAOVVkOCN26w8MnJCIqdFgi4nedbf6iNfnEjJtXrheQ3EcjzjmMgjLUUQQDNQvIDb35Q5ZXzlh68gOzMb3Ckgh4iBkyKjjKF6Xnf47JAy0PqFTDqAyK6Sg66e5/cUoKarcsqdki75/JpVawRgcwucdfGtbz4KmsNUExvlRemc5ZGHHxEuO0E6wS93ASjzesP1N9rEaQjquV19MEbjlqtvEsSr8pMrz3M1KarvUIzldJz4a754jXDwtfJoiqksP03iUayHbtUpHkRPkHTQYg/iaR+btrMZKHLEtqeHRn5T4tM8PieyvuTiDSYNGGkN0P/76DPO9H+243CDeLarouPPtHEf45p6hvNYv+/1UR/qvSE/6nlWu3u//b/forqqRvLKsaS8tFxAJMcJby9v6UscxxTQlQsCgBUzUuPSD5RvedcexPP/OUTJj443benoYpq2c7v0bfnXr/FcRcEh+tjJsWygcpyPexxzX3/tdSQmJGl1T1pxAkueE4i3FUznluzb6ytAPehAkDi4oYIUzWtxUCaRUCuaMpPUaCYnKomZpRfYomJ57x/jFmDZ3hSMdT2BUe5p+N/WRE1J1TMN4/Q43isNk3wyxMLMxO00D5klcdrObOG4L/DLAR0vMdIjKS3MMC7TTUTSLOSmcAs2R1jgElWAXccr4B1bCo+DRfA6XIAoSxu8DpvgGpWKfYn5KKdcezdQUNWEsqpGkQyhkim5zZSVoddO4TwTYJMzLS5AyVbTiV+I3tlBjsqdPSI0Atz75XY7n6YjZ/zczs+c2FkXandAOVlS5/ZHA8Q726YX9nMcbG1jxzlOaoozQ/OCnHwUeFdHylRSGYxhsL5pnw7T/fB/H+Jrj3xNvsGycQKnNRLKedICBMOpkxUw55ltUWxon6oUU3FbN2+VZxQo55HbyBSJUZYkuCXPcZSBYiIUCxE7zxxm9AmIEzIVWJXcPJXPODGQa1ZcVIIDAQfw4AMPiTMX7ojyHi1aML+US6XYERVQWY98lvm157xnZWSdFsT/5te/ESVSG4jRF1lctJwOxF979bUoo4gmx05Ayk8Tc6xD7hDQ6gR3fSkORFEhRxCvnMtw9+ILV31B7nN3QmJbh3AsqaTH+rBvQ+P/+R1PnOn/bP+RAOIvOtqglERDk02xlbo27LM/e+vnohzPvv/Ob9+RscXWh3UwSawmAPgMxmwbsGaXdgTfdmDb9tx5uKbKMNJAPMelHw8biKfHzbZ2MQtGqwCcfLw9vUWpiJMPt2HJvaFiFQdpynRy24ZyUaxQBk4o4+dvwqLdSRjrnoxP3NPxoQsVVVNBCzMTvNMwcXu6AHjadaec+/Q9WZixJxOz9mVjriirZmExvaIGm7AixIxVYfniDGpFiAXLQ2jj3Yx1woG3wD3GjN2xJhzMqkBCUQu2H8xBQLwFCQV1iE7JR0JeMdKKykD3Bko0RnC7zVQiZ099VSdKawS3Zw5wHQcJdhz72GPpRaV/Nt+wf/dc/5/dgK9xJ3q47fbn9v8d62Okn3NgMjjxZ0cTg9G29hMNFVvJzdUA/OUiYmHzljgEXHjmn4Fm5cgJpsgLA8c0crs5IdJChZRTcbQ4SXHo0OVHX37pZTz+vcfFjKS8rJt0Y3oErUqchnKSYjaR8rmnKnDzjTdjwviJwhxhWhQ9WbxoieSDixaOufw+LfXI5KknTusvVGCjCAoVvWjfnosGFaIjtXzv3LFLZOJpgSY8LEJuOwPiKS7E73Lxwe+yLihKxEXHaUH8NdfarMfwg5wfqCRLpV0VOE8w37TCQTlaBpbl6i9eI3LC/CbnIO4YcPeDz6tAOWFeT4hPMED8GQCxweinZ5oG28wA8UMzrrJuqbMyaeJksahzz1fuASMtaVFCgotejgkcb+zH1zNtw17P6+Nfr2vDRIPEGwrIj4T8qDw4gnhZ7A6w46PeGxxOvNo+IhdKtpIBcoEKC4rEpFhtda2YCSI3hZwQct4ZSShCJNZukdX88NOVmO19HOM8UvGJR6bYfh/rpZmHJNd98o4Mccw0Y182ZvvmYrZvNmbvz8Y8/xwsDMzFogM5WBZiwqowM1ZHWLA2Ih9rwi1YHcZoxtowMzaEW7Al0oxdR804Zq6CubodxQ2Ab2wWIhPMyC1rRFZhFYoq6lDX0i4WZjrttlxoXlFV3kgkBFvehqmDXGrfJ2gwQLxdnxhGuuN4QsXMObPniNMVmkbkRMR+OmiTkUP5mC7De+/+SQA0xXoWLlgkZg8pu00b7Ax8jrsG2viogX9eozmxq668SmTJN23YJNYlrrziKpu1FwXiY6JiNLCtvWqzUEHHKq7bXPG3v/5ddAG4K8DACeGdt38n4Jmy4Bs3bMQnH38i4jtUaGUgmCWofemFl8RqBp1y0frGV+66WxS9crJzxYxkRLgG4rOzcsTNPEVwGJQ4zc/e+pmkwWu0EU5uEmX2f/2r34gsPEV5+B0B8a29rdOoNJhHWpPhDoVw5fQykFN47933irw+Lc1Qdp/mPMm1j9AXF5QJpsk97obQyRADaYCLCXIZ6VmT9XLF5VfiD7//g7a4cGjHS23cGunlZRsaIH5oxlX7RT3HCe7oMZIRwLGSfZJjFY+DOm46AUhHOl0OZf6GHcRL4UgAavUmYiTkxOjRbtAUwtA58GobhY4+Ppi6HDPcj2KcRxpGe+bgE7c0sfdOizNTdmVqlmb2ZmPW/hyxNDPXLwfz/LOx8EAOlgbnCYBfGZaH1eFmrI0wY12EGesjLNgYmY/14QTwedgSaYFbtBmBx/NQ2Q5RVK1q6UZsWiEKK1twsroFeQUnUV3XqIm3i9RMDwd5KBvRSHtoBq2hrFcDxI+cNlOy5ILi+CNjj6ZzQxoY1AnJbjzjp8i0oHk3AnfafH//z+8LV1kmTN16Aj0dUhyE+ZT86OIx5H6/+ZM3xW073yfIpjgOnyF4pxw4jQTwXabHhQB3Pjes3yj3KDP+3DPPCdAl51nqwQphoEyaOElkw/kM5dVp6YUTtQLKfvv9xZY87xMwM99KTIUWG379q1+L11mWkQ6lKNpCKzXMhwLgBM5cIDAwz+TkLV+2XFyI03Mt7cZTb4C25VkG5l+4YXqb8D3qT1Gpi2I9tjnDqpWflm8I0J984kl8OpVWQGrxlz//RRYm2i6eVcpFO90UBZBgBdxc3MSuPdvje9/9HiZPmiwOyJh3gwEzcvotacYxsg0NEP/ZenGsp7M613Ea35XxiZVN5oDRLz5Dh2dVv33QszPpjBAQrw3sTg+QCuBbId76Pp65BjM94jDeIx2jPbPxiRsdNWVg8i7dVOS+HMz0zcUcfxPmBeRiXkAOFgRmY3FQDpaHmrEq3IzV4XlYIwA+DxsizdgcpZmK3BKeh63hJnjHFsM/sQJJlkq00u4oPZ01t6HgZL14N6XjpPyCItRU14p4jKNSpjONYTwzRIPPWXaOoWwPDnwGJ/7CaO8hA/GcAHUxGTpSodlJEVGxmxjJ3OA1RgXihS51zhfBLcEprU1I4ITqsPAgOFa0rHHLNPv49PZKk5BqEmY5VeRY3NLUIgpsCuDL+KyAvL7A4LdpUUyloT2jMWBUWir/PPK+yoNc1xcnNFxALrg8w/6qbVTgkYceAZ0tMbAcqi3kqOsRqO+oeuGRgdbNmD/mXz3POmSUnQ0djPA+LWdo+dLqm/XCsZweYfmuKp98awQos6n2NI69xxC2uwHie9fJoNKIwRW3jaWDWq/ngFEuTBCvD/Ic6MmJ/3D6Ksz0PIrJPpkY7ZWFT9xTMd4nE9P25mKGby5m+eVhrr8ZCwItWBiUh0VBuVgq8u95WBthwfpIFfMFwG+KzMO2KAs8DxXCPSoP7pG52HOsBMkngcJTjRzPYe2g/fJu8XLaTrui3V2oqq5CU2OjgHiZNM6hYUYKgRj5GJoBkURkgPihqdsLjWZJCzZwaQPS2g6AArw8KuDJ8tkArQ52tUFJ30VwAsQTTPMdjlNcKNh/p+e/JlLUZ33aGCkad57PSJDBsScf6l0Bv7rujyqHGiP5HsV2KMZC5VoqxuZm54ooC51EKdvQahHBNNW7Kv2+jio/vKftrtjt8OpgRMqv72xoixWtnm1An8/ZTP1pixzWT1/fM64Nf39mmxsgfvjbwegL568NLgoQ/9EMgvgjmLozE2O8MzDKQ3PeNNM3D7P3mzDXPw/zBcCbsSQkD0tCcrEslN5WTdgQkY9NUYXYEFmATTFF2HywAFui8uB50IzwzFrsjiuGR3QufI8VobQFoCNJbRLS7LyLlZRuOlvqREdnh0TNrOP5a0Sjw1x4dW2A+AuvzYayn2lgUuMSK8DOa/bR/vu8LqBW5yYLKNfFgOyf4/++OPEEqXxHWzxopiZ7wLs671tBjeOffSRA5rsSVB4USNafVWkzP+pdXuM5+wItX9AmO73O0lLO7bfejoceeEi8wsoChYmrtJ1gjrB+5D15p7cYjPq+HB3qWOpVLRJ0Tr/Ke39t4Vjfxvnw9W0DxA9f3Rt0Pzx1f1GA+I9nrMIsr1hM25WO8TsyMdY7FVN2ZWGOvwXzaOs90IyFB8xYHJQn4jNLQ3OxguIz4XnwijsFt0Ol4rhp68FSuB4uhlt0HgITSxFf0IjQtEr4xOQg4JgZ1QLgaZiZirUdAtzpMVSLuolH3YmTZo5xeBrV6Ewjv94NED/y2+h89iMCRAUWeVRgcjDy0DeIV1zlz3Lh+U2VH2fzIYCcgLkfgK3KZn/fvpxcTDBQnp5WezLSMsTBn1zUufvqXflWP99Rzwzmsa+8D2b6RlqDNxYYIH7w6tKgywujLi8KEP/JrNWYs/0Ipu9Jx8RdmZi4Ix3T9+VgYVABFhO8HzBjSZAZy2g+MiIfKyLMWB1J5dU87E6oxo4jZXCNLID74ZPYcfQkAhPKUdAAZJc3IzK1FHsPZiAkLht1bQTwdA/WSdYTuqwdEq1WynqSs0XOlf5f7LRfGERgdNbz304GiD//dT6S6VwpWhI0a3Hw6qc/EK+BU43b3vNdjTvekx/n8nE6sK/St28D+3KyP9ieUXL3OuedHHi5Z8fVt09nqP/b8nUeFw5DXaaLNX0DxDvXXy/W9r8Uy3VRgPhRs9dgrk8cZu7LxKTdWRJn+5mwPCgfyw7kYkWQCSuCTVgVmoc1kfkC4NdG0fZ7DnyTarD7aDFcI0zwjD2FnUfKcCSrBk3dQF5ZDZLMlTicko/4dIv4YVLG3wWwd1thZdQBvALycjRAfL9cuUuxozmW2QDxxmTjSBNDdT4wiB9m+W6ROe8t7jJU9WCke/H3OQPEX/xtbPTj3m18AYN4TVmJiq1jZq/F/B3HMMs3G1P35uDT/SbMCzRjTVgRVgXnYXWIGfS4SrORVGJdG2XB+miakDQhIKUG++IK4B6VA+/jldh1pBRxmdXoAFBUWgVTUbXE0vIa2dkVTVbxrmpFd7ceDRBvAPYz5NIZIL73QGQMzENXHyMaxJ9hvzHoZOjo5GKoWwPEG/RxMdDxmZRhhIB4TdnJ3gqApiylW0ewsxAgz4hjqB4QP3bOOizcGY85viZ8uteE2X55WHzAgnWRJeKwic6a1odrdt83EsBHFWBjVAG2RJgQklqJ2NwauIelYNfxcuw5UoSjWVWg5ExdXTNq6ltRXdsq/7vbOzSTcLLdS8Uyuyicd9pxVnGYOVzG5DiiFxYGiDcmmzMZqM/lWXFcpY8HvZQ6dfGUc0nbeNeg45FEAwaIN+hxJNHj+cjL8IN4R4DeZUVjQ6NwvSmLSDvIVHYSk19dVrH7q2QUeaRX13Fz1mHxzhOYt9+Mmb5mLPY3Y0WQBWujS8QD6zrdcdOmKAs2ReVhY1QhNkUWYVt4LqIzSpFcVA+f8ETEF7TDN9aCg9lVaKBnQVpdoHkxrhf0SPClWUnoX4nrfDSc8Y0Le7AyQPyF3X4XUv/jOHkh5dfIq9E3zpYGDBBv0M7Z0s6F+t6IA/F79+zFwgULkXAiUYA8z+fOnou01DT4bPfB0iVLxQshFa/ofbCyogrjZ6/D0p0JmO9nwTy/Aiw7kI/VoflYF1MsMvDrI/PF++qmKDpxysGmyAJsiSyCW4QJB9NLYK7pgN+hVORWA/tjTTicXQEuI8R8pAHiDQAwBLsaBog3JpsLddIw8m3Q7kilAQPEG7Q5UmlzqPI1rCCeHa6+th4hwaEIDAhE7OFYbFi/AWkpadju7SN2frMys7B39154eXqLQxBzngUB/gHi0a/AUoD16zbgH2NmY+mu41jgn4cFAflYEWzB2rB8bIwpwXrafxfQno+tURZsi87Glqh8bIssgGdEDuKySlDc0InAw8nIrwWCj5lxzFSJZgPEG+B9CMC76sgGiDcmG0ULxtGgBYMGBocGDBA/OPVo0OOFU4/DB+J1M2JtrW3inY9gvaS4BF6eXti9a4+AeoL08tJysRvs5uqGrZu3IjgoGMfijgnApItuetmbOHcNlu85hiUHzGITfmWwGevCLNgcU4KNEQXYGlmAbZH5cImywDUqGy5ReXCLzMPO6ByUNVhxsqkTwUeSUNoIxCQX4lhWKZrpRdEQpzGA/BABeQPEXziDpDGhGW1l0MCFQQMGiL8w2snoT4PXTsMG4nvk2jW31pQzJ7CprKgUN9u1NXUoLytHWWkZkhKSwPOKUxVIT0tHc1MLCP6ppNXc2IxJ81djle9xrAixYImI0lg08B5Tis2RRXCJLIBrZD7cIi3wiM6GZ3QOPCMzse9gFmrbgZrWbkTGpaCyBcgorEVGfgXaBMAbMvFGZxu8zmZflwaIH5p6ta9j479RxwYNXFo0YID4S6u9jf7djWED8VL5lDc/S6UrzV14F5p0EL/a9zhWhpixLChfRGk2RRZia1QJtkYUwTXSAvfIPIlukRnYfcSE8NSTOJJZgZZuiBOnpEwL2gGYSutwqr5T/tOvk+b0hPnUokE0xiAxGDRggHiDjgaDjow0DDoyaKCHBgwQ31MXBl1cGnUxvCD+HEQVBMR3dKGpoQmT56/GGt9jYg9+ZXAB1oUXYnNUEbZGFWFbRBHco/IQklaFnYfM8InJwfGCRhwzVcFS0YnmLqCuuQM5liKxDW8prUJlfTs6uzXnrATvRmcw6mCwacAA8QZNDTZNGekZNHWp04AB4o0+cKn1gYsCxE9ZuAbr/eOxJsSC1SHF2BBRjC3RxdgaVQDXqEJsj8lFQnELAo9bsD08DdmVnThhOom8skYB7l3dQHunVYB7fvFJ1NS3oLOLXHiNE3+pEYVR3qEfCA0QP/R1bNCxUccGDVxaNGCA+EurvY3+PdziNOfA5bbnxE9btA5bg1OwLjRfQPzGyBJsiaY4jRmeBwsQmVGOgvousUTjG5OJwgYgKa8MBScb0albobFarWJSsrCkDPWNzejqNDqD0UGGjgYMED90dWvQrVG3Bg1cmjRggPhLs90v5f5+UXDipy/eAJeQNGwIK8C60BJsjizBtphCbIs2w+ugBTnVXagHkJhbBP9DmahsB1LzSlFUXq85cbJaYbV2SWxsakZHR+dZy+pfysRklN35AdQA8c7X1SVJV3SCdw5MjrN+d7i+61BWQ4xxmNrfoR3Omo6GKR0DxBt0c6HR7Lnm96IA8TOWbIJbSAY2hRVhU0QZtkYVw/VgIVxiLPA+ZIKpzirOm5JNp7A/JgOVbUBKTj7KTtWjq5sKq13o1kG8gHmen6XC7bk2iPH+pTEIGSD+0mjn/vozFfq5myj3aZmLxrl0C13yf7hAkFXLh8q3WBHrPHOPrywbaZwWxFiubqvmnE+l63jUaoDii/q3aIKYzrHV+TDVh2M+jfOR3W9JM1s2b8GyJcs0z+oG3QwPM8Co9/NW744gnmOtxNO0wWVDOpg5wQ2yF6eZtWQzPEKzsCW8GFsiy7AtqgiuBwvgEmOGT2wu8uo60QQgJbdK48S3ApaSkzhZUYcu4cJ3otvqEAXIj+wBa0jb4DQEYHz73GjDAPHnVn8XOv0RnGooFairrceR2CPYt2cf6KH6yOEjqKmu0e4T3Dv0xcEAto6cbqbJ2EWTXN1AR3uHZsaX1/sA8Zq1LgdwbzduKwDf3NSMuKNxYiq4r3wzHfr7SExIxK6duxEdGS0m0xJOJKC+rt72bcfv9ZWWYz0Z55deHzNA/KXX5pd6P/8MiOd8wWHcYd5wPB86EK87gXL8oOP5Z0F8JraE0yJNKVxjiuBxuADeRwtwIKUEhY1d4oE1LfcUIk+YcaqxAy0dVnR00g48RWk6YbV2oNvarsdOdBsg/rRE4NgmxrnzA6gB4p2vq/NKV3ZAdMi+a8dxj4mOwcMPPoyrv3g1rr/uelz9hatx3bXX4ftPfR8pyakC5B3zQaDteM127mT+HUEw05R0rUBNdS2mTJ6C6qpqAfS2tO0mBQX47e/R14ftXOekn4g/gSsuvxKu21z7LAvB+c4dO6Xs115zLV7/8RtIS03DXXfeJU79+JLi5NuX2/6/7Zt2+bNdc7I+bM/3lYZxraddR3hdGCB+hI6rI5xuLuT+P+JAPMENg22SUBOeviUrN7lNS66RbmJy1tL18AhNwZZwi5iVJAd+b2IZtsfmIjq7HKVN7WgDkJlbguzCajS0UYlV36oVhVaCeHLiDRB/IRPzhZR3A8SPnMlGE/ngoGIHQod40mH7t7e249uPfhuPPPw1RIRFiBO7hvoGBPgH4P777hcgS4/VMibqYx4BrRJVcdwyZTkY1Rip/dFPCao5tvJg7ZY0OIaqoJgiPOduwI3X34iykjL9Zf3Qpb3HMz5PDrq8p4vO8DrTZPoq7fhj8bjsssuwedNmSUT1UdY13+Wzr77yqtRDQ12D5C8lKQU33nCjDcTzO0xPlU+O+s6B9j2tTFIfOmjn4kAcCLKI+tyhvm0cR07fG+y2IJEZ4jQXb/sONr1cDOmNOBDPSSzPlIf2tg50dnShtKQU8cfjUVhQhHxLPsjZ4RYtB29OArQTr4H4ZGwNN8E12oxtUZkIzqrEjsNZOGYqR2WzZvc9O6cIVY2daOegzslMn6jJje8yxGls9aHqxTgO3WBIMLVq5SrUVtc6Jb9mtMUQtYXOMRaEqX7OA5gnsMxIy8CVV1yJqMgoDeASgOpxy+atAn79fP3Q0aaJtoiITTfEezW51RwbGYQ25D0d4AOoqqxCSnIKZBGgysWjYooAyLcUICsjCyfLT/Y80Q14eXrjhutvQG6OSQfqVjTWN4rDu5LiEuRk5wrYJphmfgmyMzMykZqSZgP+XGwwHD92vE8QL+C7q1u4/Y9973G88fobaGxokjE/OSkZt9x8iw3ENzY0ggDf1ge4AOjoQl1tnSx8mIfamlops41Dr7crn+loJ4NmiOhniBd7tjIb3+lp/wHqgjRngHiD1i+lfjN8IF4fVBUY56BMOUxPD0+sXLEShw4ekm3U4sJi2YrdsH4DFs5fKB1UJjMr0NneKfKkM5asg0dYMraGZcM3oQwHUooRX1SHwCNpKKxqRlMHRWaA4qIK1Da0ooPmIwXEc1saoHlJKrRSudUWDXEapwbNS6mzDGZZDRA/zBONDpY56ROEHj54GPPmzMOsmbMQezgW7W3tQv8KbA5m2zMtcoqLCotwzdXXYP7c+SIHLpxyHWTX1dThOl3PQwAAH3JJREFUUMwhVJ6qFDAcEhyCB+5/EHNmzcHXH/m6cOlv+/JtmP7pdDQ3Nguo5oMcG8eOGSuc/NtuvQ333nMv3v/z+wL4OcYSxJeVluGv7/8Vd3/lbgHL99x9L6ZNnSbl9fL0wu233Y7LL7scD97/IBYtXITcnFy8+PyL4L07br9DRF8ov87g6uKKb3ztG7j1y7cK8L/rzq/g448+RsWpCrl/PK5vEK/A/2s/eg2fv/LzuOnGm6Rcu3bsQnpaOm6+8WYbiP/jH97FH//wR0mPdceQlJCEL3/pVtm14PlHH34sZSbDh4EMnrlz5uJ7330MqSmp0sa8PtjtaKQ3zP3YAdCzjQ0QP7LaxOgjQ9sewwbiZXK0dgs3ZYfPDpkgQkNCsX7teuRk58g5J5221jbplOQKkUMfFBhkkxUtLirGtq3bMGrafHhFpGBbWCZizU04mn0SpbWtSMvJQ1MbIDur+rYquVpCVLKI0K1DiAUE/rePA8idOgwcBpEOLZFejPVrgPjhoxkljiFgr6MLH334EW647gbhGF922ecEpE6bMo23JQwF/QlgB/Deu+/Jd594/ElMmjgJEeERqK6sVp/WMwDs3rVbnrvv3vsQ4BeAkqISYXiQY75wwSLb8//+179Fvp4y6IX5hQgMCATB/P/95v8E6FPO/emnnsYD9z2AoANBwm0ng4Ty6CuWrxBl0qVLluKaL16D/b5+wqUn553iNeSOz5wxCzNnzITFbEFkRJTUFRc/5MSbckyYOmWq5HPd2nXyvf5APMd21ivFbR64/wG89OJLSDyRiMqKSqQmp+KG63vEaSgn//xzz9vagn+OHjkq3/Hx9pHrVITlrsbPf/ZzOT8QeEDufzr1Uzknh551PhRtaaQ5fH3Zse7Z2AaIHznt4dg+xvngt82wgXhyYjiocquTilTkIJGjtN1rO1y2uiAyIlIUnCorqkSekpwxThR++/1km5jcM14rLzuJuSu3YOfBLGwLzcBRcwPisktQVt8CS3GZAHhy3el9lVz33lq79kCd/+3j4Fe2QcBGnSoaMED88NGCAvEcg4KDggXsXf65y/G5yz4nkTLc5JDTYgqDarNBP5KJUVOHaVM/xbe++S1Rar3i8itADvtf/vwXGf/I7GBQIH750uVyrn7e/8v7Aq4pEnOq/JQsRjau3yi3mV8GMkeoLEtwHB4WLuXljieDSn/8uPH48L8fyrX9+/aLTLoS1yFn/AtXfQGTJ02W++rH3dUdoz4ZpU5FZIUc+KuuuAqjR42W3QaKP/YlE6/agP3gO49+B2+9+TNbOhTLufGGm2yc+Dd/+hZefvFlua/KZAPx2300ESEA+/b64ouf/yJcXdzwxONP4LlnnxMmEd/hzsegt5+R5oirUxKJAeINWr+U+vrwgnhRbqJpM00WlAN6fW09yGFnxsg1Iieeco2ccMmlobIVwbsoVHV0gfKSSzd6YfehHLiFZyPOXC8g/lRTO5o7unRnTjqAVyDekI8ccYPvpdTpWFYDxA/vRMPxg4FWWAgyCeIZ+V/FBfMW2IDjoNOnksXXFfkb6htFRp7g+r13/yQcbip3EqwyKBBPc42kHQW+Kc7C/BJo++7bL5ZgCMZnTJ8pojbkmlO8hsB625ZtWL5suTxPhgiBtKoHijIyMpADf/NNN9tk7gmqr7/uBlkMyAN2CqxUzk1LTcd+3/0ivvKLn/9CvjVm9BjJ44n4BPmeo2Kr5N+qmbJ88vEn8fO3NA460+fiyV6xVUD8S71BfNzRY5Kuz3YfmRtUfXzwnw9EFOjrX/u6Lf/agmF46W3Q6cdYQPQ5h5F+DBBv0Pql1N+GD8TrwJ2D79lUOAdmKr5SEXbF5u3wO2bBriMFiDPX4Vh2CSqbO9DeTROSlHm3A/HG4HdW9X02bWS80/9gaoD4/uvmfNAN65+B4hYEwYoLr468RnlwBjIQBjtPHPcIpCnbzSDWVPQ88ZxiMMzDf/79H7mvQDwVWrXnNQ49QSyfOxJ7FKtWrpZyUFzm6e9r8Zmnn8ELz7+Ap7//DPbs3oPZs+bI82aTWQPxHV0C5LmzKUqvfYB4ZS1GKeBqGaCOUTF+8sZPcP211+POO+4EwTjFg77w+S9g1MejBgHEH5dP/fQnPxVxG56wHRgOH4qVcrD8zLcC8Zs2bJLr5MIrJV6bsqsx9g86HQ92vzjX9EgbBogf/PHqXNvFeH/o2mR4Qfw5DKoctBWIX7nFB2EpJQjNqEScuQbHsotR1dwJ8pUoCqltpSogP3SVaRCqUbfO0oAB4oeXVgTEdwOhwaEC+hR4V8ebbrwZtJLCcYbR2XZ1+jkr8PZv3wY5xhzHmB8BolbITiMdHd1z9z02DrUC8VS6Fe45GRNWzcIRQTzl0f39AkSWnTpFirPOY2tLKyiWyECLSHxeyqZMUlohsvhrV6+VZxw58X2BeFoIe+vNt3D/V+9HQnyCWIZpbWkTYE+b91RuZZmc4cRT9OVnb/WI0yhOPC3bMAiIf+El+c/6ZaC4JctBmXguslh35WXlUme/f+f3orT74f8+lDoSEC+KzNoiwOk2Oof5yfjG8PRv0oYB4oen7g2aH556J4in3lCizhCSdhDG9cD5GTpnT04OnBy0FYhfvdkH4UmFCE4tQqzlFI5nF6C2uQMdFNeRAX7gwhjEZ9TP+aYBA8QPM83ZcdfHjRknMvC0yMJIzjIVOBmGggtPWmMgML/qyqswYfwEVNAKDXcOO7sEdFP3hyB1zuw5soBQIH7ypCk2Syt8/pUfvILvfvu7InZIUURaifn73/6OluZW+QZ/yK3+0i1fQtyROJEzZ7q03CJBY+jjR6/+CF975GuSh31794n4THFRiTxC7v/NN91iE+3hRcrf04oNgbx9oHlKpq/k65VM/NYt23othNSChYuMxx97HL/4+S9tySgQT6VXhj+99yc8+MCDoj+lHlIKtMKJ74bsyHLH4Vvf+JYsYLiLwnzs2b1XXlF1fr77ufG989vP2dgGiD+/dW7Q+PDWt+LEq11d7kA6M2+NKBC/ZrMPIhMtOJhThjhLKU5kW1DX3IYOOjUR85FDwElzcrFhEPjwEvhIrX8DxI8QutAdHx2JPQJaZVmyeKmYtxUTkzqHdyhoiCCWnHSCXYLNhx96BO+8/Q7e/cO7eOnFl0XJlaCU9t5JKwrE00LMP//+T9D6y2uvvibgnJZZVFiyeImk96tf/koMBPz3g//JQoFcf1qEodgMOdS0RvPBvz+QdGi5hiCf3mMZKIdPkZgXnn8RmzZuQnZmtsjI0+SlBDFI0CGLBSoAT5owSQwSjB41RnYWbrrhJrz3x/fk0WNxmuw6rYjZ16NW/m4B3OTEfxbE34T44yckjeioaLE8Q9EgLmqYXyoCs96Ugu7c2XPlnPXEeq2va8CzzzwnZis5yXFSa2vVzIba58P4P0L64SDNpyQYA8RfXG1q9NGB21Nx4rm7KuFCA/H19Y1Ys8kLsSn5yDnVhARzMZKyTahrbkFHN504dYkdeIMQBiYEo37Ob/0YIP781nd/9K3kprXRT/+lCJ6u9Clgc5AAhsoD0yTHnVxoKu57eXgJR/ux7z4m4PTJJ57ErBmzxNwjn2UeFYinsi257w8/9LBwz2OiNOCtQDHz7enhJV5QH37wYbHSQnOZtABmC7qjsccfe0JA98svvYwDgUHabW4SWCGWaJ568ilMmjhZ7Mr/8he/FOVZ0q1Y+LJ2ixMqKpKSg8/8UKmVoH3xosX47wf/lcWHKdeEF194EYEBB3qJJal65aLiP//+ADOmz7B9Pzc7F2/+5E1ZPKg8u7t54KknnsI3v/FNEb2hXX/arufCg3pRf/j9H2RxwsUXI+uBYkUUxaG1M4J4yfsgt6VqU+M4QvqzAvFLl2mko5uWln5u/Nf0RIx6uKjqgeKS1E06eiTORvMXFCe+rr4J67e4Iy4lF0XVLSiqqkVSZhbqW5rR0d1lgHhj0urFARwpk60B4kfGpE964ATf36CnwOZg0g3TtClb6lZq6LiOlrYoC9/U2CwglDQi0Q7EU7mUwF88mCoLN5J/DXwLWNXl6qurasSjtaSh0LB+pJ4QOTj0dErQa3tG/ybLy/v0nM3/BMVqYSPnXFzo4j/ketO6jsj265ZrlBw6j/ZR1SPrQKVnf7/nO3od6WWUOtO9tPJ57dtW2V3gDoPEzi5ZKAxFm6l8G8eR02/7aguSt3DiCeJlwdnjBVn6uOhGGNeMurh4aGDEgXgZ3EWZTBss7Ad4/u+5r8nE19Y1wnvnPqRkWVDXakU7vfllZKCuuckA8QaAH5EAnpMPJxgqGdZW1/YLIPuapIxrIxtEONs+BKvyLEGqzhmzH9/IqSeXWlmNUZz4sNBwO3DSA/IdFyFi7YaIRgfaShlWAzbaooXXJB86sFGLGdtRf5/natxV47E9UNau0dt1z2JI3f8MKNfHJN5X76k0+zvyWS4QVFqStiMYM8a6ETvWOdsnBuM5BeJpStUIRg1cCjXQA+I1c8Rq/D5dfxoymXgO0GqA56DtOLBr13rMotXU1mPnnv3IyitEfWsn2ru7kUpOfFMTOq0Up7Hq4jT0EGjIxp+uYY375wckGiD+/NTziKdnHcQThHOsUxwysailAD4g3lXvuP0OHD50WMZHbaDWQbOdkq4qL8dQBgHWCuAq4Ktz1rlAkOftQDzTlbT1hSbzo8Zj+7GY47D6luKCq3P7owLe6l11r6801TO9jxzreywEqTlBvq/KY1d+pqu+2ddRfd84Xnz9Ty1cqccxccJE0KpSshGNOrjIaYBesak/RSMC2piv7zKocb+f43kA8T1AXXGkeOSEIRNNN4RLVV1Ti5279yE7rwANrR3o7AbSs7LR2NwilmnEOo2VXCKCeAPIG5PXyJi8DBA/MtphJPUHglUFotVRgWiKttCEYmtzq8iiy3VdxEUBf/sjwexAZVNgt79n1PvqOUdAbP+e3Dvd91Re9QmF6fYG62d3LvmzY/ycLk37fBv/L54+qOiJICYkOATKPwLBjRGNOriYaYA6R6++8ios5nwNxHOM5a5oP+BdXT9nEK8NvhqXR01UmrJXp52NY/7XzikzShDfWN8oMpzMCM+rq2uwc/deZOdZ0MRnuoHGljZ0dNEyjRatBog/bYOqhjWO52diM0D8+annC4meOSYq8N7rCPTIfOvcet7XxFc0znmv5xU33e4Z9eywHwcZxJ8OtDvev5Dowcir82OE7Fzpu0fECs1NLUY06uASoIFm0GcHmTwyf3D39XyBeNuH9C1RkdnshlgboHUDBmaK1g7WrF4D372+8PL0EssHaSlpIutJ6w5VNhCfj8a2DnSQQ89JT7y1GiDemAicnwjOZ10ZIH5ktsv5pIG+vtUXGOdYyGd73VNKrwMchx2w97WIMEC8wVA5DYewr35hXDPGS4MGBqYBMiyIK5ytp0HhxNPyATnrIUEh8N3ni2Nxx1FTXQO6zpbQDezYvgNVldVYsXwFli9djqKCItAZCUNJcSl8duzElm2uKC2vQBu581ZGgOKkBid+4EZ3trGN5wa/Hg0QP/h1ejHQaS+grnPUSSt9Xlf3+ziKaM0IBktk0Dhyyc/H+cVAI0YZjLHDoAGDBhxpQO1GOV7v7/ycQTwnGYrD0Fya2WRGXm4eSktKUVhQiPnz5qO6qlrsE9MtOl1s02zU+nUbEHwgWJyxcGKjKbb09Ax4eW0X0M65rotiNCJKYw/iKR9qyMP315jG9fM/IBgg/vzX+QVB531xr8/q2siuX4J4Rzn783F+QdDACF58GfU3svuV0T5G+zhLA+cO4mkhQVeGEk6Tvi1cWlImRutPlp8UUN/c2IzM9ExxS15dWY301HSxfSzm0bqs4uhjz+496Nas9tm4O84WxHjOIPrhoAEDxBt0Nxx0Z3zToDuDBgwaMGjAoIFBAfGKkIQro1sY4DUCHGVpgdwZOiMhaOd2qyjBdlpF+ZXXCOxpQ1ktBNSWrErbOH6WWNXiacTWjZ3JuBGbx3PkllEcjHbi6UnzYi2jUa7P9j2jTow6MWjAoAGDBgwaGG4aGFQQrwC7AHTlHZBcetoo1t2fK867BtKVhz6ryNDv3rlbE6G3txt8VlvQkMUCv6stJHqUBM5mq5eKtxQZYtQWIZrZzDP9z2/b8tNXuc4AUNJEZ6+ynMY0nDOExnKyXdQWuSqfKruzR1VfLKuz7/T3nJYWXdtrZkmFfnQzd73K78Q1inypsjnWB9Ni2nRG019e7K/zeaEvK7BqhQHiHevTODcmN4MGDBowaMCgAYMGhpYGBhfEnwaECvDRnyGYEiBPV9udGoh3d/NAY0OTeL8kZ/PsYg1qqmpQVVEl3P262now0i05IxVuzyRSpr+yohL1kk6dpKXSPPNjneShqrJKlHyp6Ksiv8PIvDsT+SzLKGVx8p3TpXvq5CnU1bKMWjlra7T8nkl98RuSt8oqrRxS32fblrWgy3mmV3GqQv7TM6pqyzM9creH9c33WEbH93vKruqg/yPzxPR4JIgXj62noX9jMBvawcyoX6N+DRowaMCgAYMGLiUaOL8gXnGLHbwHEtwTBM2bMw+hIWHw9/OH336/c4ozp8+U9wP8AxEYEIgA/wCJ/vv9cSbRb78/pk6eij279uBAwAFJi+mdTaTzinVr18Hby7vvPPj5S9lZ/tNFP18/cOeCysO++/YPSpw0YZKUK+hAsCgeBwUGgVErN8vuTNTqhlaIdvjsxAE9DZXWmR5Zz9u9t4tJ0nOlC9IA9S7mzJ4jVpRoSUnV3X7f/TZ6c4Y+SJ8s2/JlK7Bvzz60t7bjTLXKL6WBxiirMbEaNGDQgEEDBg0YNDC4NHBeQbyt8Wg6UjjxGhee/xsbGhERFiHiNOf6QzGHiPDBSYt5CToQhLbW9nPNlryflZkl5jgHIzHWWdzRuMFIStpj185dg5IWE0lPSxfHBYORYEN9A+KOHhuMpNBQ14DoqOhBSYuJnIhPELEmiuHY6NvgyBt1YdCAQQMGDRg0YNCAQQNDTAPDCuIJfCiHTNBN2We6IneUGee5U1HBMtqV7+hCU2OTEA8vixy0rnDr7H8BZLpsPsEyA52uOPt+X88xDZHxbu+UvPX1jDPXRG5dVxRubWmV8kodSS4dflT99WGDWmxW68rHfIsWhCTwnf6ed/I6Pe1RBv1cZNi5Q0Pudkdbh3C6bWXUy0S6OZPIvFC2nnTnTD339YyiC+aF/1lGysrL+SWgyGssVAaXi2LUp1GfBg0YNGDQgEEDZ0sDwwriCaoYCapokpJcZcopE+iqe84eCbhYCTySc0sPsfV1DXKurvOeyOGLEmN//3vyRBBJWez44/GoPFVpS+tsK5vWeTIzMpGTnSPc27NNR5WHbnrJ8Wa6BLN9htMBcv01Ot9KOJEgMt4Clp0E673Avu6Rsr6uHinJKSJ3fq4iJnRDnJyYjLgjcWhparHRhQbwdSXcfhZoWj31DA6kK5o2TUxIstWZtAHr7kzLC4i51NSUVNCMqqozWVQM8cr7XOjGeLeHHoy6MOrCoAGDBgwaMGjgQqaBYQXxihNPTqubi5tNDpyczTOuVJ2bTxDV1NCE9WvXCwBXHFPFVXUWxMvioaNLgBoXBK4ursJxPeN82QE6gkguCCjHzl0HpqUWH2eaLusu9lAs5s+dbwO3AiR1LnWv/wMBVB3E/3975/obRRWG8W1RiEggCn+J4Yshhj9D+CKRz4K3GGJRKE0p3bZWoIUP0FbpRWhp5IshRRFEUC7lTkuB0NZaQlO0BkO03V72Nc87c6bjdrvbnd3Z3dl9NpnMXmbOnPPOb84+5z3vOedk50mp/6Je5/RPxbvtPhbXRNiRrspb/6UMDQ6lb7OpaRn9fVQaDjbq4GK3ncw9XWxv2Xe+gsKg6YMHGqR8V7kMPh7Uhg/us6aZolcfZW071qbTotbV1mkvjTtvfD9vd9qCtiADZIAMkAEykHkGcirinbCQyYiu5Hrvzj0V856Ere1Nxbl4dZ7olPGxcQ3HgJfVwJNMxMPDi2Mh0uDhRihNR3uHeqnT9SpD8F67ek2q9lbprDL4DDFu8pbKHt7fcHWN7CzbKUODw5YnPpFYX+Q3LdOc6EwriBXHYFRPjSi7sYLwkm3vbdOBox1tHZ7K5rYDRPbI8Ii0HmuVGTsMyf170vcuLztm2UFDBTZ79PCRpueJNfAhIuD1UOMh2b5tuzbG3JwlzZerccdjM1+x0aa0KRkgA2SADBQ6AzkS8fBAW15oFd1Ra/Do/vr90t/XryETngxvxySPPR2TnWWfyZme7xfEKuN6iTcb+rmo5gMDZCG64UFHrL2nfNmCDcK7rbVNWppaBKEwSMs0GpacrnqMrfnXETZ06ttTGj6kYjRFbzIaEbgPePVeuy5HjzRJ79VeDS1Zcn5cYhR5QG/D2R9+1J4Q9GCkLWznotogwIBgLaPrekvOo20XTCHZfLRZGg40qHffcLDkdNzXnhMZHvpNmpua5dLFX9SGaZfVnT7fp/WsebqntDltTgbIABkgAwFiIDci3mUgCCmIY3h/4cXFn68nj6vdKFBP+/Sshqsgntrrn7kKxrmoRKamdcAn8uZZRNrlNQNuUVZLQHprJeu5utqttfiU5dG33ifLY2xvAo6H8Mb24u8Xei+8NlZMnDpsjl4M9GY44Sque57KPcH5U/9O6YDUZGVLli7yh3xp3iC77YHKyc6L9zt6UGAzhA8hX1pOV49PvHP4nTfeaTfajQyQATJABsjAQgbyQsRbotaaaSQdoQaRBuEIUQtRhXTx8nLjTTqWQIPa85aOc217bnykZ/VCLLwZzrFJBK+mYa8YCsGNvKKsKLOGKMU5f/66VriQ+1pooFhhRtasLe7fUnnviHjbw288/amkEXvsgjTjlC32nMU+wwawE37X+6sNP2/3AbZGethbkKXJRxrlWqy8Rf293WNV1DYgU57qfjLjrU6k3Wg3MpB9BnIu4jN50yH4THoQWOZ9XuxNqEuG/1hRZqwAi1Ad7LG6rJbdHugLsYrPRnCaxg1CjkwDANNxWuchRt/0EuSH/ay8W7PHxPYi5PK+qo0zfC9zWZ5CuLY+/3jOXKF6aEgWQtlYBt5HMkAGyAAZiGWgYEV8bEFz/tknEY+53X++cFGq94Xl5vWbOh0jBlxe/vWyTvN4+9ZtnWMd00eOjoyq53jijwnp6uwSTCuJRZTwGSuZInTICP6c28sWyPkq4vPFPsyHNa4EjdW4L3s+f9qJf35kgAyQATJQaAwUlIjP65vjk4iHpxFTdLa3tWvseGNDo+z4ZIe0NLfI4cbDOuvP8W+OS224VmrCNYLFoTC9YvfJbp115+uvjukqphD1GCibTpy4H/aniGelm4wrE9KEMQqXLl7SgegVeyq0gYpnwzCExdqSpcXfyRsZIANkgAwEhQGK+GyFRPgk4hFigkWQmptaHBEfrg4LFiE6d/acnP7utLS3tutsMZhpB4M64YHvOtGlnvqmI006fWZ3V7c9y433uev9gN4IMKtxwYrFDxsHOU144DGeA71I72//QFavWi2hUEi3FS+vkIryCsdBH+RyMu989skAGSADZCCWAYr4gIt43NDpyIwM9A9oqMzDgYdyv+++xrg/ffJUnow+Ue/7T+cvyN3bd/VYxL2fP3deHgw8UKGPeHjMEY8YeSOaY0HJ1WeTH4p4Vl7xGAQf+L7ndI8K95JQie5LQ6W6X7N6jdy5dUeFfLzz+R25IgNkgAyQgaAyQBEfcBGvIsb28mNgH8SumXlFB/XZs+JoKIGrNyAyGXGOhScToQiA2IiifAGaIp6VayIWwQdeuz7f7Yj40pJSgYjHHl75qsoqivhs1XO8DkO2yAAZIANZY4AiPluwuQR0IlHi929GFPt9nUylb/JLTzzFfDymzIDWPbv3iOWFL9E9RLzxyu+r2kcRn616jtfJ2p93vOeB37GeJAPFxQBFfLb+dPJExAftATciPhNzzget7Mxv8spYe59E5EzPGVn+0nJHwBtv/NrX1krfvT4V8VmZohTPubtOsT+D4/997z6G72kbMkAGyAAZ8MAARbwHo/HPOEaoZMOGseIoG9fkNQJVqX704cey8pWVGkKzrGSZrHp1lZTvLre88D7yg96AZ+PP5Plfz51QNqy9MDw0rONRzODbiT8nZHxs3DmG9UgO6hE+04F6pvmM8BkhA4kZCMGTxY02IANkIOgMTP4zKVcuX5G9lXulrrZOp5vEWA+zuq4v5Zud0yleN7y5QTZv2qyrRUejUQlX18i619fJjd4b+h0Gk299d6usf2O9CnvNE+te/veQATJABshAGgxQxKdhPF9EAfPDB5oMpMyAtRLxrJ4HEa0bBmobW+qgbddn8326+9moNhK2vLNFyj4tk5nIjF4b6zRsfGuj9Pf1C8J4IOIrKypl09ubdDpM5JdCng1nh890OeT58886bUFbFBEDIUwryI02IANkIMgMQCRjqtWslwFiPFEdav+OHgEsPIV1GrBHfrElPDdRuvyNtiMDZIAMFD0DFPF8CIr+IaCQSiJEA/KMwAuer/cyNm8U8IXBXL7yxnyRLzJQHAyE8OfCjTYgA2SADPjLADzwZqOt/bU17Uv7kgEyUAwMUMSzEcNGHBkgA2SADJABMkAGyEDAGAgZzxD3814y2oK2IANkgAyQATJABsgAGchnBijiXV3c+XyjmDdWJGSADJABMkAGyAAZIAOGgVBkMiLcaAMyQAbIABkgA2SADJABMhAcBv4D0cxBTkZx7dIAAAAASUVORK5CYII="}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"<ins>2. 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yxFfdWfsY/ZqLjmMTYRhqS3I/B/TRC1H3U7y5pQ/NSNpLb3LXTkFSAhxW7oLjCjJDkAszbFIbBztvw6lc78eKX3ug7x19an9l+6P2lF152csOIX73ws2cqYg6XocSa2+NS0y1STdXXXAvEsK9UVgChScfx+aYUDPveF/9x9EbXL73Rc24Qes8JQJ85fug71wuvOLpj0C9B+MknEzHH9DhFLytUWePgFDesSwHIqMkaquVB2RC7cBgqPI6ydRsQ3r8/Nv39Vuzo0B4eOhv46nQI1ukQpNPBQ6eDq117eD3wEA599AkQEAicLILZrFfAIVkpE1vTAAyvr9lBDAdJDphMxck/daCVYHHJXa8MrCqIKS0pxeZNm5WdzxZIrX2uBd23tg6I7tbEb3GgZzCt5lJWa+CvPQm0+mt1UramiTIBMwbNR1/bxRhg5ynAZYiAF395PUgXiIHCzJCd0drlIQMrKLUJQn9dAN7U+aKfLgD9dIHopwuqbgNsAqG2ge2C0Y+MnA1BbeNaQ7J6W+eJF3Q/wn/nIQVDC4ipnamHTIwySQa7rIZjx7sQ2P5RxOkeRYLuEezXPQRvm/uxp+tbit8OA6otHH+s8XjWrcyj1nTJypyqjFF8LXMugYw1XlBAjPXzS8GQqmNAtfp40lbHuea4Lq6QM3bBjEprUkGfjErMWhmJfk578PJsV/T+yh295vqil1OYtJ6OYejppLYg9Hb0Q5+57ug/3x1f7chAQhlA1kLJDGiU7FSCsc9IDMBxuumGbFN0pTrWpframLpe6ZvldPfMNuHzFcEY4LgHLzn44kXHAPR0CkFXx1B0d45AD6dwqyxC0MspCD2dAvCiowf6f+cF510ZSD4JlFpd8SgDNjI7Tbnm5v1tzVxJICuuhAQsDGkxm1Gpr1RwbWUV9Ltd4dq9D7ZedxPcbNrBT6dDmE6HKJ0OcTodEnQ22K+zQaxOh0hdOwS2s8PeDlfA4x93IuLtt4HE/RL8b7aYUEUhNEO/bnYQo4IVGUStKz8spsZc9ZQEQQ2BjvoQSkvKpNq0oBjqjQzOig4pA7b2WpNDW9CBepOFBmKq+7Dal9vWljVNFN9bWT4SEPMNXrZdDHtbT5CFGaoLAN3IyMRo7XKTQSAITO11BCj+GHpFKIZeGYYBdgEYYBeE/u0CZfs246Da1TR72wDYt/OHfbsA2Nvw9/71mqIz1Bu1NaQ7/XSe6Kr7HgE7M8QY4Aqk0WyulW60BsQELl4pICbYjuDlESToHkaC7kH4trsPrt3eBOhvzgmf2Y0ISDjxq9tmMALaVr+tN85q99eC46wKIBjDYkClxYLjFmBdYBr6zXND19l+6OEQKNvucwPQwzEYPZxCG2jhYsj3IKiZF4IX5vpj3JII+GcZwXgRo+g+XczEAKwVBK8YzK0PYngdShC6mm2NtjxB2IbALLzl6IoX53igl2NgA/fekDwIbkLQzTEYveYGY+KvIQg5BGGouIYgXbm6blRr67sVwKhxKvVADMcGcS08XoSUbxZgzXU3wF3XESG6dtXAJUanAxuBC5vy3gYxunZ1mrdte+zr3BnmXbuA02XQCxtTgwUudBxqdhDDasy/r/4duTm5UkyNFZ7XrF6D4MBgSQG5auUqZGflVNNIBDFbNm8RDKOsGLUlhNraCqad/0IVu8V/p4GYFpxcm0PvzwZiFsHezkMDMX8B4MZ4JwKNfjY+GHltJIZcFYq32vlg4m1JGHZNJEZfH4u32vlhgJ0/Btj5wd7OH5NuTcCoayIwuH0gBtkGYqCNH+x1vpL4gckfBgowqgEwZwPB/XWe6EYQsz29FogxNQhiAlxWwvmKe1ADYh5Cgu5++La7F27d35RsSIp//iUeZ6ABkjY2ZloNWKbENRtQogdc3OLxtsMO9HX0gQAXhyD0pDHuFCzsw5+BmJ7OBDPB6Okcgj4OgRg63we+qXQvs8DAwlMSH8JsZmomr9YHMYrbFK+D18XUwGYp73TSACzaHYe3HHej22w/dHcIwEvfNAxYGpZJELo7BaO7UwT6OvjBfv4+uCWdEtJHshTSPVTcqVo7TqYhEGMFdKSMmMmhuBTBE6ZixzU3Id6mPSKFZalhXxoLYmJ0NgjU6eD+9ztR+sdWwGCA3mhocpxQs4MYBh0uX7YcsTGxAkw89nlif/x+LFq4SAKhY6JjBeQQsLDgVoB/ANb9vk6qQmurS81hvGnHaHEAIyuhmjvZRZHzBRs+GohpiCH4K3xG8MJg+346HwzuEAT7Tv4YdHUg+l/hj8F/C8Hku1Jhf1UwRt4UDfurgjDqxigMvDIAk+9MwrhbYzHx1jiM+FsYBnUMwNBOQRhxdSgG2vrBXgANQY2SDGKgMDUNM1j9bcjEfAe/rQcaBWK+ueY+BLR7CPG6h7Bf9yASdQ/A3+5+uPUgiKEuM1OSBmLa9phzCc69LEJoMQnrsM43FW98uRO95oaC7mJkYXo6BgmAaQyIIRNDEMPW3SkKvR0j8LqDG3wK9AoLYWKa8boARgz6VnYnYyFGpodmo8PQKQBLPDPwttMe9HQMwHPOMejmTJexszFRZ4KbXlbG6nnnCLD1cArBwAXeCM0qRxldytinGasmzExr6k09EMN6NiKHKgG2qNLjwKxPsa3TdYix64T9VtcxAhe6j6mthoFpmImJ1unAxt/R9cz9tn8Au1wBKX/QNDam2UEM3cl27tgpIIaAxs11LzIPZmLZ0uX4bsF3SElKkeJbRDgVpyskLeSGDX8gK+sQDAZmc7h0gp+0AbU1O18rn1tjYlp8VbG222n9vkZ31fqfyftqN5taIMZiEDfVGYPoTqYxMZc7kBmoY9psfwzpGITJtydhwh37Mfr2GIy/az/G3hmHifckYdw/EzDjkSyMuDUKE+5MwOBrQzDshjAMvzECI26MwNC/hWD4dWEYdX0EBl0RiH62vhhEQCRpuP0x6opIDGsfelZ3RBXE+G5JOSeI8Vu4Aj/c+AgirnoCKR0fR1rHzsjo9BhCr3oY7j0VJoYuHRqIaeUx/4IXVNrKdXPMZFO9XThGKrHa3on5GPDVJvSZG4pX5sWht0M4eggLQyZGaY1xJ6sGMc5B4lJFY37MkmAkFivnUQw8BcjwWkhNNDiOXyRZMzaMl6EwMUaJhvBPK8GQr3fhpTke6OEYiK4Czhj/cyZYaZiFCQXvm/t3dQ7DC85ksYLRZ64PJi4OR0YlJPaIcxjt3daPj1H1wrqlmxclYTKicPUa7LzqRkTYXY04m/biLkYwQiDCRlBS142sYRDD/VQQE6/TwV+ng2/nx4GEOGFkFBc76uX5s3PNDmKY6tHZ0VmqCHt6eEq6RxbY8tjngYjwCCxa6CLAhWkhKacTJ05h8+btOJCWDYP4T4pew8RCQSZzk6mm1uwg2rnbyuDdAtehgZiWnXyYjlLNwGQFJhwvOOnK4G9kvEtNogWJG7MyZAJwJH7ABBPTQVr0MtZoIKZh1uByAzUDdWRLfDCovT8m/SMBo26PwaT7kzHtsQxMuD8R73bOxOSHD2DqI+mY8K9EvHNfKgbfEIoB1wRiwl1JGH5zBEbeGi2AZuRNERh9czTetvOBffsADOkQIsBleIewakamIfmpIManUSBmJX65/UnE3fwM0m94UlrmDU8i+qYn4PHiW0pxPQ3EtOx4c5GM5ta1CWik0khknIM1PsUCHKkC3v3VFa85e6KbUzhenBuOnnND0MORLbhua9CQJwNDVzJuQ5Tm7I8ezoHo7hSDnnO9sMArE0e5ci1MjF6ugwCiLTAxAmIYq20C8k4D477fiVfm7kUvpwB0d2RTGRjeX+OAjAp4ujmHoLsz2awg9HIMQlcHH8xzTcUxaz0ZBVCqoLIF7JQL0WuCOiZSysjEls5dEN7uSsTbdEC0zhYxOltE62zEpSzCCkxUcEKgorZYCe5ngL/alO+4L0EMGRyfDh1x7N3pEh+jFtGszdQ1Nlaq2UCMAA6r0UEGprKiCkYG9MtnSjpIAhd+XlWpl9z2FFTRiWL8sXkHUtNyJH6RSRGOFZ1CZZUBJg3EaAP3hXTCi/EbDcS0qG5yguOYQlfU5UuXC2sbHxePDes34NSJU0hLTcPqVaulgN/xY8fFRZUVyfl63dp1CAoMglHqaugBMysdADMHz9eYmL9ALAzTZtvrvDC0UwA+eDQH0x7JwHtPZmPyo2nof0sg+t8aiGldDuJ/1/tg2B1RGHlnDIbcEoEhN0Vg0r2pePeRg5jyQBpG/yMOQ24IweDrQjD4mmAM7BiAwXZBGGIbLLExjI9hu3AQQ0sB8P1tFZbe+wIO/KsHMv/5FA7c9Qwy7nwWSfd1g88r/atBjBSJuxhjm3aOFh3bWg/IELiIqwv9mRQXKjOwOeIo/uu0F8/N8cQzX/tL7EtPxxB0b6A11ojvIVm6QtDLMRa9nELwxs++CCwlduJ5WfiVBSC5CKXEobSWTAjoWLCRYOK0EVjun4Jec9zQYx7BRwi6OwVKFjKCu+4C1BoHYiin7mzOBHX8TYgwMk86+uCN73Yh8phR2JgaVqyNABhr3yeoSJn3HfZ1+BuidR0RS/BiYyNsCoFI/aaCF3VLdkZ1NeNWdTfj75TXPFY7hP7tOiAy0pqBkRnR6rocNkYvmhfEWHPScwVVWUUleKlpvCC+J7gxVClMDEHMps27kJKWp1SBNQMJyWkoKSsXJacx05gb0fbR5HRRdUADMS3fL80Aq5NPnTJVkoJ8/unn8PL0EiDD5CEs2rdk8RIs+HYB3Pe6Y+yYsdjyxxZERkRi5YoVqKwoh4GVgw3lkupzuv08DcT8hUCMva03Pnw8D1M6H8TI+/dj5P3xGHZfDN59LgezuuXjnS7pePfpHNjfFopRd8dj/H3JGHhLGEbcES0szTsPpGDY3yPw9pW+GHp9GOw7BWKIrQJiBtkwDTezlzXMbjWOiVFAjPfCVVjxSHdkd34JeY88h5xHu+LQw92R0rknPF8liGH2KKap1WJiLuoYf1nZHioLo4IYstMmlJYbMen7HXjFwR3dHAPw7Dxm4FJYmKaAGLpPEbz0coxGL8cQdJ27B/M9UlBFlWfchZlpncnEtC6IoT6R3icxVVgGTPl5G15y8lKyi9EdjNfuGCYM1fmCmPqAr6tzCJ6dF4CXnHdheWAGSkl4VLv2tab9pl5HzRY5BVjx5PMItr0SCboOEgtDMEKQci4Aw33OBmKYsYxMDgEMW4BtB8S/OxMoq1LIQTO3NUCmMf292UCMnEx175BVVNUdjC5hVrcw6/cEMky7rDIxm7e6IjktDxUGpa5XYmqGBmIuqwG0NTtoC51bAzEtCmIUlzALyOq+P/N9pCan4uf/+0VAzaLfFmH9uvWyir182QrMmvk+CvILBMQsXbIUxaeK8cemP1BWyrJrwKmj+diwfC3+88QYDcScxehuiE24dD/zQ3+dFwZ29Mesx/Mw87kCTH8+D1++WoKZPQvwUZ/jmPZCDqY+l40ZL+Rj6D0xGHh7BIbcEQX728Iw6p54TH0sA7P+nQv7G4Mx+IYwvNXRD2/Z+sJe5yeFUkd2ilBYGJugJjMxHouWY+UT3ZH5ZG/kPfEccrp0Rc4TPZDwVG+4/9deXHAY2K8xMS00lv8l5lo1/oRAmEBGWUQOTz6E/87ZjJfmBeIFxxA8P0+JZenu1BQmRqkf08sxHD0dIiVJQG/nAIz42Rs5ZYDZQvaDTAzBQ/MUPGyMsdvgPgRSMEkNx4isYgyatxMvOQegu3MouhHESD2Y5gAxCrNDINPL2R+TXfyRW0kCorWzk7FPKeBFisFYU0AfWb8FS6+8DnE6O8TpbBGvsxFmpT6A4XuVfam9bRjEKGmXVQDDbYiNHTwefhxIOwiYDagyV8Ao2fIaHwPYvCCmEYMBjRNhYxgAY3UnW7XmD8QlZqK0EiipNCEmIRmnSso0JqYR8mywY2q/a1EDWwHsWnayltQ9MrCsPJ6elg77/vZgfJ2zkzOWLVmG4KBgbNu6TRpdx/ia2Q8dHRzlO35GJoYsTBVLLRul7Bo+HvWTBmL+IiCGMTEDOvnj3c45mP1qOSY/k4Mxj6fi45eLMPWFHIx6PBljntRGJPEAACAASURBVEjFxKcyMKnLQcx6oQDjH0nFsHti8f5z+RhzXwLG3peIMXftx7CbozDy5lj07xCIkVeEizsZg/qZBe3P3ckWoG5MTP06MQoTs89lCVY90wNZz72IgmdfwKFneyD32V5IeKEP3PsPqQYxND5bss9px758QZKSSlhhYwTEEDyYgfWe0ejjsBs950XgBcdIdHUORjdnZhdrCohhJq9w9HKMQC9HgphwKZD59nxfhOWbJIWxheyHRWFjWtXbhgvrFgP0rAkTcAD/c/BAb8mu1vwghgxXd8YNOceg3zc+CC8E6OjM59C6fU8BMYwJok3Ov4j3P8FWuyuQoNMhQmrCsOZLw+5ktcGL+rqxICbcxhZ+N98G+PhKdU2zuUIKryoLNtTXc/fJVgQxhH9KTMyipWsQHnsAecdOIyPvCOJT0nCy9LQGYhrxABvzkLV9zt0RzltGGhPTqAHmvOWq6rxZATEnik7gQMoBHD1yDCXFJcjPy5eYuqLjRcjOzMZpjhMGE/Jy86Cv1Iur6qGcQzh18qSAmNruZO8PXYCXbV3qFLukIXrpMg7atTf87FigkiDGD593K8L4J9Ix/OEEDPxXFCY9lYERjyZgZOckjHgsEVO75mL8Ewcw/rFUzH3tNKY9lYWZz+VjyJ1ReOt6fwz7exRG3haLoTdEYewt+zHiinDJUDaoHWvI0L0spEH96W/jga66b2uBGINULTdQr5nW1tpoMHi4uGBt117If/FVnOjVC4W9XsLhHn2Q3KMvPAcP+3MQI/78DYxv1sQYF9z/1H6obVt2nLuI8iWQUcpYmMRFscoEfLfBB72c3NFtXjS6OkYLgGk+EEMgo7ZIvDEvALuTSlAlBc0JolofxHBRnSv/BgBOqzzx+lw/cYNjPIswMXXcyRof2F/flYyB/kqwfxi6OyXglTle2JlYgtPWcaB1+6kCYkjQEVDpy6qw40177LHtJEH4we3aIdSmHSKbDGLI2ihuZCobQ4C01649Ktb8bs0QVyGus9SNxsqk1UHM8ROlcFm+HiExB5CSW4T4jFzEpmagqLTcmkNbEbBKeTX2xrT9GpjYLuKAednLXwMxjR5kWkMXZHIyGIXNgZ6F1oCZQ77Dy7aLYW/rhcG6IAzVBWKILkDaYA3MNGiMNwwS2j54IojpZ+eFyY+mY/yT6RjdORkf9iqUZn9PGMZ2ScZHLx/Hh32PY9pzuZj8VBbGPZaK0Q8mYNR9CXjv6UMYeFsYBtwUhiE3R2H4zTF4+4oATLw9GcOvjcTgTiFSDJPuZWrdGFVW1KUBNvvQVfcNfLYkWVMsKzUhGgIx3i4LsaFXb2S92AfHendHQZ/eKOzTB1mvvQ7f4SMl2FXcyazF8Qja9VUGSY5TfrpCCkuzyDQXBQsOF+LokaOi94xL5R8N1+jIaFSWVyInO0dcLxmT2hr9Ujtna83LSipf6gMD2c0GE8pNwEeL3fGiky96OEeiuyPrmTQ+cP3P9qXBzjTD1c0xHK85eWN1YDbKGTZQUY6qykpZkOLik5oMijoqjQmgJAkU2fSGml4WrRr+rqH9z/aZHhVVVThWZsAnv+3EKw6+kklMTRWtZFtrukxqQAwD/sPxn7luWBWYhXKLBaWlp1FZUSkhFgyzaLBVGaSWoshKlc25tpVV8hsloValJMepKK/Ama0SFeWVqKiohN5gRMWxk/i950vY076TuJJF6uwQKVnJFDZGZVvOtSUbo7az7cv4GH9dexz5+jul+Ke5yupm2Ph+0moghgMxB93jJ8uwcNk6BMWmITL1EGIP5iI6NQPHS8thsPrn1QCY1qbdGi9YbbC+zGWlgZg2bQQ1DsQEaSDmMgVvBDEDr/DHh88fxrSuOZjV6zDeez4XM57PwYyudC1LxNgnUzCjZ77Exszsfhgf9jqCwXdHYNZz+Zjy+EG8cY0PBt4SgWG3RmPq/Rn4oHMeRt8ah4m3J2HaHQeElRlkQ9ZHKX55Joj5unEgZtEv2NT3JeS98TqO9e2BvL49UdD3RWS+9h/4jhwBGKtg0FfAxCrfFghIYdY+6nhOVg48Pbzw/Xff49jRY1i6eCm+/eZbASs0WI8WHoXrblfMnT1XShusXLESP/7wE2KiYyT5jjZPXebzlHXhUupwMIZdYC0ksZJfeCImLdiMF5380MOJACbivGqhNA7EhFiBTBhec/TGV6u8sMPNA657dsN1N5urtD2792D3rj3YvXO30nbtwR623TVt967dyj67divf1fu+9r6Nf+2Kna5u+GO3F2Z8/wf6OPqip1NQddFOBcw0L4jp5hyK/zjsxdy1vti4eyd27NyFXTt2SX1F1lg8W9u1czf2WOWlyu2c2z2uIkP1mDzPrp27oMiS8qxpu/gMXN3gtnELXP79tBXEtEeUzg5R1SCGQKbhOJgL+Zwgxldnh0IBMUYYLZcSiDEqIObEqdP4ZckaATFB+zMExERpIKZNG4jaxEdaXouJact6QAOvOvburEyMBmJUw/ty2w7Q+eJtO29MeSwdYx5LxqQnDmDkv6Ix7qEEzHguC5OfTsfU5zMxmmDmiRTM6J6HkQ/vx5B7IjDsnhiMfSAR0x7PxICbQjHy9hiMvC0aI2+JQv9O/njL1hv2dv4Y0TEMg1lYs0EQ446uutogxiyeBQ0xMZ6LfsaWN/6DI/b9cOrNvih4ow8KX+2DQvt+2P6//yLJxxO5OQdBNobZ+miQLPxtkYAS2qQ7tu/Et/O/RUhwCOJi4uC2xw1RkVFisRK0BPgF4P1Z7yM1JRVzZs/Bxx99jJioGJikNsZfw4hvy2NVi14byTguBtOFiyHszMJVeAQ0iH9eth4TvtkkIKa7AJgIARx/Bk4a+10NE8MsZWRkwvCqoxc+XLQH6zbvwJHCAnH5JYMoregk6DrMOoNFx4pw7OhxHDtyTAA7mUU2ps9X9j9V/ZuTRSdxoY2p+k+dPIW0zGwsW78d736/GS85tTyI6Sogxg2fLXfH2u3bcPTYcRw/elzu8UjhEZzRCo7gSMERWaSgfEROlFUjGt2uKU8uZhQWFDbYeGw559FjSEo9gC3LVmPpM8/CtSOZmA4gE9NSICZKZ4N9OjvkL/hR3GYNKog5D6+h1mNirCDmZEk5flnyO/yjU+EbnYqYg4egghiy4WolT3Xboh3+PASnXcdffPLTQEybBtoaiGn7Ll8tCZwG6PzQv2Mgxj+QKgH7kx5KxszHM/DOI6kY+a8oTH4yFdOePYiJT6bgi1dP4b0ehzHp3+l4p0saBv8zAmPuj8eXvYrw7uOZGHtXHIbeFAL7K/0w5KpADLsqGMM6BmOQzh9DmwHE7CWIeet1FAwegNKBr+OY/Rs48fbrKLB/G672A1CcloITRUclFSwNFx8vH6xZvUZYGGbiO5R7CF/P+1qKSRPgMO34/vgEASksNJ2wPxGfffo5EhMSJQkGV2K5H91M2E+0uewynsusIMZotMBgsCAoKBTbt++Aj7cPtrsH4qvVAS0MYlQmJhxvzPPFQvdELF29HtFRkTDolSLEBFl1CxfXLmJc97UgMaKxpjYrI2U0mrBp63as3+mBOSu98VILMzGMtVFBzGKvVPy2agVCw8KVfkg3v1qZfNVsYUocUwvpqJxTkXFp2Wls3rYNO1evx8aXXjoLiGGGseZjYhhn42rXCSdXrBLGucqil1ip8xmTWg3E8GFREU+VVuCX5RvgFrwf23zDEX0wT9zJTpTW1IlhB+TubK2ayUIDOdqEp+qABmLatC5oIOavDWLsdf74XzsfvP90IcY8kIR3HkjGh09k45MXCvBJ18OY8Ggi+t8RiFEPxwlT83GfE5j6bDYmd8nA0Luj8N/rvTG9y0F88HQeJt6biFG3RWLYdcEYenUgRl0bjqEdldTKjKlqKhPj5vILtrz9Bo4OG4DTg/+Lk0PeQvGgN3Fs+ED4jBklMTFV+ioYWe2cLmJHjgqrwok+NeUA1v6+Dv6+/mII0o3GzdUNpcWlEktwMP0gVixfga2bt0osDN3NVq1chfxD+eJ7r4GYFjIO1Xmilbe0sagneXmHsXOXKwKDQnG6rBwe+zyQf7IKv+5NRW8a7s7MJMYsYmp1+qa5UEkWLqcw9HZkQLuSrezN+QHwyTZhw5adWPv7GmRnZVmNdqUEhxjwteoKkkmv3RjjdT7Gbf19BSyxLowVNDGeJiAgEEtXrkZEUiYWuSXgRUdf9HCkDFikktvmkYfKYNGVjCDmja894X/Igj927cTvv69HZkaWFVYpzJmANCsApddH/XtpzvdKTUcTAgKDsHL1aiSHRyN03HgBMdE6W4mHibLWd2kqgFFTNKvHIYjxveFmYK+7BL9XWJha+fzut9lBTFlpmfg0xsftF5cb+uzS15EpUsNDw8X3j4MwV4GYQrW0tBzzf16Bnf7J2OC5H5EHDyM69SBOlFWgvFIPA4tjEsQwc4I0ZdCRTBvWaqsasLm8B+Lm7LDNdiwNxLTowNrU56SBmL8yiPHHIDIxOh+8/0guPvx3PobdFoEhN4fgvScyMf6BBIx9cD8+6J6PGc9mYcR9sZjxTA6G3xOND5/PxzuPpmLk3dEYekcEZjyRiUn3JuH9x7Ix8Y4EDL0mBIOvCMRAO38MZeHLZgAxexb9ii39/4tjI+1xeuibODWsH4qHvoWjowfBY8wIWXY2MIOSUWFOOG8y+JdxpdRzFo/ma35OFzE2o0HZchVXDFlmQar+rmY/be68fOZOPksapKpRymdffrocIcGh2LPHFfn5BeJWdjAjE0GBQWI0+8dl4xUHV/RyDkZvxxD0dQhuhriYMHRzZhYugphw9GCle8dQDPveF7nFJsQnJMHL0wPbtm4VFzEBL8JAqNdeF7yoQKapIEZlNAQgAEhJThEwt3XrZhQWFSMgrRivOriiu0MAujkyzbQaG9M0QKcCGMqj1zdR6OYchMnLA5FdCYSFxcF1zz5xCS0tKZO+yvtVQYxc89kyEDYDQKbO8C8ufr/E5mzbsRMVxaUoWLYMq664CrG6DiCAaS4QE6XTIdJGKZhJIBPcTodddz0EJB2A2VAJghja+jVx8Ofun80OYsJCw+Dv5w+XhS7it8gUqIFEu0uWSo0H1nmgbx4V93TZacTGxOKr+QuxLSAdaz3TEJ55BJGpWTh8ohTp2Xk4XWWCnhkBycRYQYyS85zVXpVUldpAfO4H3VSjUPt9PRlrIEYDMZdpUHxLunldnGP7YZDOF4Ns/THomhC81zkHY+7ej4E3hWDUP2Mw6O+hGPtgAj7pfVSAzOB/hmPsQ4kYeW8sxj6YiImPpGDsA/sx4aEkTHowGQNvDME7/0rF4OvCMPKGKAzo6A97W38Max+CYTbBTWZiXBcvwvZBb+HkuMGoHNEPJaPsUTpqAArHDoLXxNFiZOhNRuiNhjor06px1+BWQIyycl0DYmqMQxXka+N6vXG9GQzDVpOptZi4CmSYlp7MHO0xLi6TgSC4JVN3OO+wgJ2TJRUY6LwFfef5obdzKPo6BKGXsCdNMdwVEEMg09sxEj1YG2W2D2Zv3C+2XGlJCdxc9yAtNRXue91lQVt0VAo/1uhofb1uDhDDzsTnU1hwRAoix8XGY+fOHais0iOvFBj/4z70cvBDD2fWyWluEBOObow9cvTFt277cQpA0ZFT2L51J2KiYyVZARcieJ8qW9RSuqTazNwWFB7Btu07kJGZCTf3fTLe4EAqlv3rXoToOiFWx2B+pkZuuisZmZhwGyVrWbxOhwBbHSKHTQCKT8NgqEKV1A5SCYvGMTLNDmK8vbzFR5c+uwxWImVH4ELUe/LEKQEtrntcRZEYcBQVEYXP5v2GzQEZWO2VjqCsEwg9kIfMo2WITEzHiXIjKsyQ3OLybNlRBdEoIEbSBV7KA4927W3aGD7rIKKBmDb93FQjjZPC2VMsa4H9FwdUXGxWyA8DdD6Y+PdETH0gE5/3LMaY+5Ix48lcTHowBWPvS8C7T2XB4fVSTH4qA9OezcGMbvmY9FQmxnVJw8iHEzH1qUxMeDgZ/W8KwuCbwvHuQ1mYdFcqRt0YjeF/C8PbOm8MbBeAoTZ0KwuUNlgXCKZXVlIsNz6w333ZUuwe3h/FE4fAOHYgTo8bivLxg3F00jB4TRknRkWVyYQqoxFGa8KK+gbeme/JxPwZiFH87886vmnzUpse3xp6bjRI+cyZhjfAPxDbt+2Q9Nsq88BV/eSkFHi4ewgrR28Yuuj/sjsCr3y1G72d6U4WJC5gTQUydJnq5hyO3o7R6O0YhLfmecE300LbHPqqKslOlpuTDV8fH2GFmPKb10kD/kxdVj5rDhDDYzDF8I7tO5CbnQsfb1/EJx6QPlZuBBbtikPfufvQwzGw2UEMs791d4jE6050JatCKc9qMkmM2+H8wwgJCkFYaLi4hfI61dbQs27qZyJLazzM1m3bkZd/GEHBIUjPyFBAjNmEsHdnYHf7qxCvs5HWnCCGAIaFNL3sOsCw2x2oqITRzDT0FslKLCZ+I93omh3E5OYcEp/bDes2wM/XT9gY+uwy5zezp/y+Zq0EGCqZUcwoLSnF3O+WYJNvGlZ6Z2NjRBZ2xeQgOOMENvvEIrWgDCergEoTkHEwG8WnK2AkBcZmVLZNfaDa7y+j1aiLNflqIKZNT/IaiLnYwKEtnc8P/XS+GHJtBD7vWozPXizBu88cxrgHUzH50TRMfDgVM5/NxTtdDmDK05kY8kA0Pn3tJD5+9QSmdc/Fx32PY+yjSRh4Ryj+9zcfDLstCoNvCIf9NcEYdm04Rl0fiUEdAsGCl0NsgjC4XRAGc3uBIGbn4kXYOcoeJ94Ziqrxg1E6YRjKJw7FiWmjsG/iqAsEMYrhx7mtISZGm/MurzlP7CmjWWKdmLiB3i8ELeqzpxIRtLjucZOMXHxP0GM0mpF55CQmfrcbfWm4O5OBUWJYepJBucC6Md2cQ8SljCDmP3M98e2W/ThtDfdgIcPkpETsc98LfVUltm7ZioMZB5VrtQKxhoCMGN5NmN85JzC+JMA/AJERkVJDhZn9JNaaXwDIyq/EiK+3o6+jZ7PHxFCevWb74/M1oThmAMiumi0mZKRnIDQkVLyTmDUu82CmXIu4hBpMLTLPUpbUB499nggLj0BxSSkIZk4Vl6iYF4iOxR//vA/Juo5I1rVDbDMxMXQpoyuZp117xPUbCJRXyv0azIyNMsFkVlvjYqCaHcSw47BwDztVZUWVXBwL6VBoLGJEZoY+vHxPpSKImbPABZt8DwiIWeaXihXeydgTW4DNASkITi1EQalBQEzawRwcLS6GQQAMpIiYGhujDcqX16Dc5p+nBmJaZHBtrueugZi2BCou9rX4YYCNL/p3CMDMzvkYdlc8hvwzBq8TkPwzCmPv24+pXTIw/ZlMzH61WOrGTPh3KsZ1ScYnLx/D9OeyMf6xJLxxvRcG3hKCifckY8Qt0RhzWzxG3RiFIVeHwN4uAGOujsHQdnQnq2FiyGydLxOzZ/lS7Bk3FMXTRsAweThOTx2FymkjUTxzHLwmj5U5VG82Q28ynQcTo4GYCxtLGufCYlFjONTsTnWMaxpfjTPALuwa6871VBCyC1wkJoApyC+QOjCiOPxPCXsQ45iuZfwTtyWrUc96fBsCs/HKF7vR0ykC3ZwjoKRcJpi5MLey7s5KQDxBzMBv/RBfKPWG1UtBaXEJNqxfj7KSUgFVO7fvlPTK3IFjN+3D+kCGnzVFXjxucmIy9rrtlfvPOpiF8LAIiRMywAymzWAq6o1BB/G6o2s9EMNAf7Y/lwezj7GJCx1jgWoBwZ6OAXhzgS/ii6yyYIya2Yyy0tNSr6XkVInI4I9Nf+D4sSKRg8TE1NGtus/+fOVBGfCYtM+TEpPg5+svY0r8/gR4eXvDwLTr1BcTgPIqxM/+Ejvt7BAhIObcxS7pLqYG7atbteAlv4uysQG3gTY6bL/zdiAk0JoCnAwMY/yMsBgZ3G+C2dw4ANfsIEa0lAsA1lWAat8+ySymABd+J4pqBTGzFyzCRt9UrPDJwmLfNKzwy8DmsEPYFHAAgWnHcbhELyAmJeMQErLyUVypVD9moL/K6Kg+fuf7ULX9m9Yp/rLy00BMkyaUltYbji+cBDV3sosNINrC+fwwUOcL+/Z+GPn3OHzZqxjTumRh1rN5eO/pbEx6NAUfvJCH957PwegH4zD6oTh82rsQU7scwOyXizCxczImP3EAb93oi8kPpWD6g+kYeXMUhl4biuHXRWDYNaEYYOuP4R0jhH1hdjK6lJGJORuIobFCFwm6S5hqNRqUbsuXwH3icJTOGAXz9FGomDEWle+NQclH78B3+kRJrUw3MmkNGHf1jb3a7xWjRTHMZeHQ6qbS0v3v0jo+jSUayJRTTZNEQtZYXMbjMjmcIk+T1OwxmY21CnLTK0Td2ShuQi0iA6sBqh6bCR5Y44Mr+PR84aJwjQ2mUB+0t7jqTsaDsTDVSKJWmuIiA+CwNgT/dfBET2cG9ytB+b0cycZYg/OtW1acV1ttI1018MnmdHcOQW+nYLz5dSBWBOSjlEYx/6znJPEREhSKlORUYYRYw4gAjAvgqn1YW4/5+kJBjNiGZkidle3btqOkWBy5pEgsgQzPZ4RZ7HY+/yI9MHsdC1K6SfppSVLgHIIezkHoLi1YGCt+Tpc5VRbKe2YfY1IDyowFRCMlwUFPR8rCC3/EHMNJ6hLlwXuyLvozbfqBVMWtLTkpWVz+eF0isuYEMQSCZoswdtSHspIyVFZWYffuPTh0KA8mzps8LxGdAUDhUXj993/YfeXViLCxRZxOCcqPZIC+xMmQobFFtK6dvOdnjJ+JsbI2BDD8DbfK53aIsNFh67XX4OgP84GKYuk37FdGAhd2MiuIaexCQLODGLVzyVbNqiABZ3VXOGRArQViNvgmY7lPJhb7ZmGZXzbWBeZiY8BBuMbl41BxJaoswP60PLiGHkBBOVBOoGgCDCYjjGZF8HXO3YwPXjuuBnTO0AENxGggRgvsF6O97cXVEMR4Y+RVwZhwTzJG3x2PKU9kYPh9sRj/SALGPZyASY+nYMJjCRh+TziG3hWO0f+Kwsg7wzH+3lgMvysC4x6Mx/Qn0jDmrmj0v9oXA67wxagbIjDpH0kYeV0EhnQKwbAOYcLE1I6J+TMQwxXv2gBGjAUArksWwWvySJTNHAXLe6NROWscyt8fi5Ivp8N/5hRAr6/ua/UNu8a8rzMXa/NitSyVMZ2GJGtTKKldabypQEZAjMWirExXG/yM3aiQZjQbUGHFLgJgjDTA9EozNW4V+Yx55U+ej2qM66v0Ytwy9oVuY3SJYhFU5fuaFMI8No1DtpSkFAnoZxY7VR8kQIVeVNZ7Kyo1wGGVF178fJsE+Pd1YEwL2RgyMzTGGaSvMDVdnSMkSL0hEENXMrIWL89xx8qgPMjV0nvGmjJYtiCoOAGPfV5yfnrnhIeFIyoyWu6N11xfty8UxNBoLy8rFxCXk50jRjyLRtKIZ/Y2AQsWBTCossgrMeGTpXvxyuwdYFpktu7OAejm7IduzoHo6hyC553D8IJzBCgLpYXjBedQPD8vHF2dKa8odHeOEUD4mrM/lvrkChDjwhrPqT4HLsTn5eYJiCPY5L37+vhKkVpez/noyJ/ty+Py3JTFtq3blHgpQIpmkp1Ssx2KnDlYEcTQ0yuzEK69+2KXFYxEMKuYTodQGxbBbI94yWDWAaE27RFm014+I6hRmRiCGL6O1dkhRncF9tpdhwLn+cCpEzBaqpS+R9aldjsPJrNlQcyfdcha7mRffbsQ63ySsNQ7Awt9srHEJwur/bKx1j8TG4LTkVeqFxATnZSDXcEpAmISMw8j98hJmEgDSkaDBgxtVVH+5Dr+7KFr3zUgU02W1sEH+PWXX1FSXKKszmlyabbBtjn6nToJakxMW2BGLvY1MLDfG0OuCsLsF0sx45lcfNb3JMZ3ScV7z2djyr8PYPDdoXinSwomdU7C0H+GYcy9MbC/xR+j7o7ElMdSMOKuCIy/Lw4zOqdjwj/jMOzaYIy+IQLjbo0XEDPi6ggM7xiOoTYsenludzIyMWcDMe4rFsNv+mhUfjQW+Ggc9J9MRMUnE1AyZwb8Z01lJLTEgLJf0MCob9yd631z9KfL9RgcJ8yogMlSBdqxKoDhKjDMFYDpKFCWCpQmAyVJwOlkoDQJMByByayXOA+DRQ+juQomswEwtRyIUQ1sGr1ZmVnY67pX4jvool/9V8/o5f0R9JDlIGNT/zkS+CjRIMoRDpdY4LzWD2867sOLjgqI6eUUgp7SgiXwv6dTEKQ5M3uXmsErRNIo92I8jWME+n/tjdUB+SiyxsEoIE9Z4aeMueBuMliwY9susGAr/3hfe3btkXtTPGzq6vuFghj+jixVYEBQtaEeER4hcSgETwJiagMsM1ABILcScF4XjjfmeqK3EwFMsLAszDDGdMndHYPRyzEILzoGoZdDoLifPT8vFM/MC8fT8yLxrHMMejhFY8iCAKwLOwLeJe+LcxKfi/os+FzJqLEALYvZ8j0BKjPLMR22ut+FbuVcVluY5w8OCkbC/gTlgVsgr1kcl3JQxxILwbjBBEGgBDPZOfD43//g2akTEnV22E/XMGtLsrIt4TodQtrZIFSaDqFW1oZB/GRigmw6YO+1dyB/riNQTJ+6clToy2QRwcJFhEsZxHwx/1es9U7AUu90ATGLfbKElVnpl43VQZnILjGJUkUmH8aOgCQcqQDi0nKRU3gSVWaD+NKRpudD5gMT9Mr3Gohpcge40I5z2f9OY2LatG5xHOCArIGYiw0g2sL5/GCv84Z9Rz9xJZv42AHM6JqHT/9zAu/3zMfM7rmY/nwWZryQjfe75eLdZzIx9sF4jLg7Eu88loxPuhdg4iOJGHZHGN76mxfG3B4tIGbsTdGYeHsC7Dv6izvZQJtADGsX0mQQs2PxL/CaPgqVn00EPpsIooZYHQAAIABJREFU45dTUPXFZJQ5zIL/+9OEiaGlqY6pqqHR2K36O2175qKc0CwWE8x6K1NgOA0YM4GCXTCGz0XJvnEo2voGija9jOPr/4OiDW+i/I/XUOUxHpbkn4GSAMBykMlyYTSzQLc1Vrea0TnznOf7HGhtiqEtmb0Mwr4wwytjX6gDtHc43qmNx1c/528JeAL9A8VorW8TCYih+xCDQWhEsgB5JbAxOBeDnHfh9Tm78ZIjUw6Ho9u8SPRwDlMa4z7ITjiFoZtjDHo5x6CXYwBednTHhNVx8MkyiM2mnJTIqobxEV1WTofI8GipY0PjmtfGWJCNGzbi2NHjilFtrYVU+94aJT+x/8QTEwdSDsDX21eYKgIaJpkiqCN44nFFJiIDNfMAc0bpoYcFRaeBzUGFGP71TvSdw5ihUHR3UO67q0MIen8dge5zgtDTIUgympGleWFeILo7BeClOe6YsSIUIVllKCELy8Oz5qHVNU7OrTJUFiDtQBriY+OrZXXyxMk6wEZkdB6LpfJsredSbGJIdmAG8xPY8r45P1IWjMfhe57DJFkQGbdOVycqHZsFyC9A5o/fY/Md92KP3RUI1rUTV7EEXTvs19la3cXaI1LYGFsBOQk6W/jbdMC2jldiX7eewF4foKQYMBuEgTGZlO2lD2K++RVrvBKw2Csdv3pnY7FPNpb6ZGO5Xw5WBmUj8WglTpqBsJSj2Bl8AEeqgITMfGQXnoSeRcAkm4EyWFAxSRFeKGpvVAc5D0XSjtf0QbxNylADMdVGVVt8PpwgOFloIKYtgIqLfQ10J/PBoA5+mPxwOiY9egAznj+EKc9mYdrzWRh8X5S0ac9lY9KTafi49xGMfCAWX/QpwtQn0zH58VRxJ5vaORUj/hGOcXfEYtDVARhydRDsrwgUEDPqmkiMvjJaspM1lYnZvvgXeNKNbPZkYPYUGOe+C8PsaSh3+gD+H0zjMq1SN8I671Cv1cZ5Tn19tq3aPxVDUEutrMqD22oagkEKVUeBvD047jMDBaueRonLrahYci30S66A0eVKmBb9DUaX64BFnaB3uRZFS/+Jgo3dcDp4BnBsB6DPgF5cypTAaIXVqT3/cfW9ZgW+9nWc9bU1cQCNS7qMEbyQUaAhzs9UQ7jO760GPAEE3ZN2bNtRw8I0uLDLa1KriSuAhl5EyUVmLPFIxKjv9uF1Rw+87OiLl50C0MfRDy/O9cWLc33w4hwfvPSlN96a54vJS4KxKuIQUi1Q0gfLBXA13wBIIVbqKtkVwUuSKezokePYtPGP6jo2NLaZncvb01uuvTZ4r3OP57DBKBsei6mLN23chKLjRUofMltwOL9AmBnWKWxQfgJsKgFzuTCgtOOTCy342TUZw773wRsOrnjZ0RM953qjh4MfejsEiiyYmvk1J1f0X+COyUsC8XvEEWRXWckMBq0L2CQbY40Nr30PZovEM7m7uctz5bXz2hgns3vXbpnHhDWq/ZtGvOYxFCCpyIJsD21kcSs0WyTNNHWKx1YADGOPTFJgnqps4c1XAxkG9emBqDhETXgHW+97ANuvvQ57O1wDD10n+Oo6IUB3Bfxsr4KHXSfsamcLt+tuhNtzXXH8p/8D8g8r7I7VBZNZhhmDozyDS9yd7PP5v2GVZwJcvA7iZ+8cLPLNwRLfbCzzy8WKwBzsiEjDgSIDglJP4A+/ZGSeNCAm4xAyj5yA3kQq11QtjPy8fJyy0pPno/TavrUHW+31OfVBAzEaiNFiYtpoTIw/Bul8MKS9H959OA0zn8zCtC4HMblLOkY+FI/xjx/ApC4ZmPp0NsZ3PoDRjyRg7GNJmP5sFqY8mS6szPR/Z+CTrocx+q5oDLo+EEOvD8HE2/dj3K1xmHTrfgztEIwRHcOtwfxKUP+5AvvP5k62Z/ki+H44AQbndwGHaTA4vgv93Okon/ch/D+croAYMWqUcZmTvhhC1iBdvlc/qw9kFANB8UpQfd7FgGmEAXTOMfCSPgZlxgxIFugZ/HI6DUf8vkLRysdxetHNMLt0ABbrlLaE23bAYltY+HqpDbCknbL9TYfyX21xYv2/URE3D8aKTJhNepIa4pqmFuZWZKmAhT8FMirIqLXlQoyfjx+2bt4qhcJVA1dW2hsCRQJiFPZjf/x+uLnuFSOVwfTCOjTw3Hgs2rtC7PCnFkZ2W2QR/nAFEHCgDGv88+C0JRWfrI7GRysj8cW6eMzfkY4tUUcRddiI/CqgDGaUW8phsCixHUI/CAVRw8SoLnsCIC2QOik52bkCOqivvL/Q4FBhnGhY19FDVS4N3IPsJ/eusJZqPZhDOYekf6jGfFBgkNQtrO4b9Y4lUfcmugbSjbNSzk+iisAu4xTgl35KYre/3JqMaWti8e7K/fh8YwoW7ErF1sjDSCgCCs1AidX+J4xgEccqxldZC7ZT3nXuy2QRdsRtj5uAVcpAec4WRIRFSD1Fvudvznbd9Y/H/Tge8JnT7Z1JDVjkU3TAysLQzY41HPnHlM6y+E+gaZD4evEoI+i0GHi9yvlFPuWngYPpOLV7Bw59NgdJQ0Yj4sXXEdntZSS92g9pY8bg5PffAEE+wPHDipslaT6VqbTqmjxukYXaN/i82RoP9ttETMwX8xdixb54LPLMwE+eWXDxzcVSvxxpywNysMo7DWG5emwPy8IfAelIPVKF2IP5SC84Br2pEpX6SpRXVspzzz2Uh5OkCc+l7A0oUX0l0N6f2dE0mVhlooGYMwbhtqQb6gCuMTEXmwVpG+djdrIRVwZjZucMDPp7GIbfGYmht4di5APxGPdIMkbeH49pT2Vh/GMp+PzlE/jilZMY/XACRj0Yj363BWD0/bEY9+B+THk0FSNvi8SEO/djyN9C0M/OB2/rPDDQxs+aiawGwFwoiHFd4QLfjyZCP28GLE7ToXd+D0anGaj45uNqEFPj8aMYJtRr6W/WTJ809qSuhLiDcIW+xr9dVrPpzmJ1zeF+bamvXpxrUY0kLgPTGCOAMSqZmE4loHDHaBS5/AP41Q4GF1uYFtsCS2xhIXBZ3B6WxR2AJR2BxR2BJZ2ApZ2U1wvbAb/qgN/sULr0FpSHjQYqkwELC5PyPLUb544/Mc74kK2GqvrM8g/lY/vW7QgPDZe0yTQyVeOWYxzfq61ajlYQQxZm987dko2L3ynHbHhOp73ERBMqmFHeKxn1CL711lZlLTyubvm5xIBXZ95T5Mr0uGKw8rzSauQvYIr2l/V+GWwfFhqmYAzua00BzZgf1lBR9xPZNMKu43403gP8AhAXEyfXocqKXjp0V6OrFmXC+5XvqhkByqfGkCayU/ZTMopR/Ko8KINKC1BplUldWSjJ6uT4lKtVtiq4PVMvlOfCtMdenl4COnkfbIx5IhuTlppWrR+85urnfRZbVmFW6B5mgqeHJ6Iio0SW/C2Py9TOLPrJ8YDvlfGD+sSxQ21KAVJVx+Sxsj4jhWCt0yjIV5RAMm0pbAuVX1L68djUPUW35Z74Ed0JeRkEuLV0RJB0I+6t9r23GoihYClMpgT89OvfsMQtFr+4p+EHj2ws9D2ExcLGKJnK1vhnYXfsMaz1T8M6vwxEZZ9GUNIhJB8ugtFiRHFZGQ5kZqHSaEbWoTycKC4RuaqKU/uGtdcND2KaXM5TLhqIOecgejF0qvZgzoFWPSc/50RGmhz6SjFcZg75Di/bLoa9rRcG64IwVBeEIboAaazt0faybGnXdKHPZKDOD8OuDMK0R1Iw7sEkTHksHYNvC8XA28Mw6dE0vP9cAV6/zhdTn8zCZy8V4R26kT2VgclPpmP0A3EY+a9oTHokGUNvD8P4u/dj7B3xeKuDNwZ1CoB9Ox8Mbx+EodUFLmuAzIVkJ3Nb7gK/jyeh8pv3gAXvw7TgQ5jnfwD9D18g8LOZwsTQBqCRycrm9GfXVxnExYT6rv6JsUe7x2ogqqwMg4TpoVD7r9qQPIsBpPajy2erjA3CDJBkoPHEVGQnYlC4oR9Klt+BioU6YGE7GBfbwLRYB7OLDnDRwbJI2fI1XNrVajbAQh0s/N1vOhgW6nB8+d9Q7jUSKIsWI0614+oar2fONTKO0dC1uhqVlZYhKDBYMoodP3ZcxjJ5fsLIKcBFfb5nPCMqC5NKZWQiKCCoekwUEHOW560Y88p1KUCmbipwNateXePbqmtyTK7413IJOsMQpfyVZ1BjECssAcEW3ZwIMMTItap08cli7NqxSwl2p143AsCogCcuNh573dyV8Z+MSJXCDMXFxsFzn2d131HnCcqyZv6oudYzZHsW+TV+v9qgVn1dow987gStp04WK4DF+iyPHT2GLZu3KG5xVh041zmVhQ0jEhOS4OPtI/dHveA984/ppZnggDLjvasgRtWrhrcEiDVNXANrAWn12dJNrDotPOfiasBtgYXztPyGr1WQW3d7rnur/X3zghjrCgANBxEUV3+MJhl0uaWw1BUkATFGFvopw8fzfsUi1xj8394D+H5fFn7zPQQXghifTCzzzcJy7zSs8T+ItYGZWOOfjS2BWXCPOgSv2CxUGE0oqdQjJikVpXozDuYVoPBEsQISrei39g1rr2s6jCaLJshCAzHVk2NL65FM8LUmD75XJxwZNK2To4wx9VbWOEFqIOavB4bsdX4Y2NEfs/6diS/6nMLo+xIw/M5oTO+ShSmPZWLUvxIx8+l8TH8yG1O6HMSoB+Ix5uH9mNIlDW/d4oeR90Zj6J1hGHdvPKY8kIoRt0Vh+n3pcswhHfwxqmOogGCyL7XbhYAYcSf7bDLKF8yC+fsPYPjhY5i++wj6n2cj4ItZXCKVlVwaFQQwnDNp1FDfmVVontM8JV1sWTlcFrlIo/sImRcahrk5uZj/zXzZOsx1wPfffY/szGz5PQ3Wlu6/bef4VvAiq78moDILJ3eOQ6nLTTAu1kkzLe6gvF6kg2mRDub6zQpaCGzMfM39FutgIcBZYgPzMh3Kll0PRH4M6DMFLNFmJJipAQB1ZU7DXR3j+EwLDxdKsDWzSNElSvlezdTFlXVl/FMNxjryVVmYKgO2bdmmxMJYjf8/AzF1jsEx1MrMqOBF3dbcg3o/6r2cC8So+9UwhHIfVlaArAlrxaiyoJFN/SUzwSxd1GNe47n0lb8n6HPd7SqyE1BjNdwpLzISZLdUw52fqcY6X9eXQ/O/V+VWe6syQsqWRUsZF8Q/uWfSP1bQ4bHPo9qGlnnwLP1X+c4sz5/M06mTp6oBIo9JXfBw9xDXNfX+G7etATAKmKn7PNVjGAmKagEZ9XORsRXEqGCmhompATLnI/fmBTEmC06dOCWBVER+vHAq5ob1G5CackAKG61euRqHcg9Vo0Iq58df/4pFexQQ8517Fn71OQQXHwb4Z2KpTyZW+GZglW86VvkdxEr/HKz3z8PmwDxs8c9AqQE4WWGEb3gsiirMSMo6jIT0HJDqY/84l9Kfj7C0fWsGor+8LDQQcxEGfKu+yWKEQoFzkmKTxRChoy3WIEVlwURoauugz300EPPXAzDC3tgGoV8HP4x7IA4zXsjHhMfSMO2JTEx4KAWD/xGFqY9nYdbT+Rh8ewQG3R6K8Q8mYNaz2fikRwHGP5yIdzqnYsz9cZj8cAqG3BIG++uCMPzGCEy4NR6jrw7F5OvjMKp92BkuZRcCYrYt/RW+X01DxU8fwfTjh9D/36cw/d9nqFrogH0fTMXp3BycLi6FoaJKXEA4p9K9hMHKDE4+eeKUpHuPjYmT+hJb/tiC+Lh4MXy4wk2XkfdmvIfEhER89cVXeH/W+4iJjpG+oRrPl/94XmM0khWB6Tiqgr+GcfE/YF6sABHDYhvorSDG5EKQYgPTIhuYXdTWDuZFtrVaO2FrBMCorA0ZnKU6nFpzP5DxK2BWvELEC6wayDQwjzI2p0qp+0IDnEBGfTYc72h08xnRnvlz45VuWpDK9Pvc91X/jr9tayCmGjSYLWJMb960WWTA+5Nxnq5bVQZhC1hDhp+pMmlQX631YLZs3gq6qNU+Ds9F9yn3ve7SL2r/vo6BfRZQUHv/pr2u0cMaQKg8Vx6Xf0cLj8Lby8d6v8rz5vMnwA0ODIa/r791AUJhss64HmIeC1BRXilxVEoNIeu+Vj3iIsjmP7ZYCYYaIKfK4uzbvwCIYfElUnbLly2XFSP64S38baH44y12WSxb0mL8I4DJycrB+w7/h4W7Y/F/bulY4J6NX73zsMgnFy4+WVjCLGW+mVjpexAr2PxysMavAOt9C7AlIAdZx0twvNICj5A45J7UwycyGRGJB1FBlzwNxFw8Q7PFO38DA39rnlMDMRdPtziAG0yyspaUkCQpQ+knzMrGzKNPsMJxhO9Z8ZmDNv2HuQ+/g571HgDNneyvA2jsdf54w8YD07ukY+rTOXj3mUMY+PcwATHTu+QIiJnwYCrG3JeAAbcG/T973wEeVZm2HYp97a6uort2WV3burqu3S3ffvt/u+uqSBFRURRBEBCQJiAkoUtPSCA9oSQkkEACpPfee2Yyk0oSektInZn7v+7nnJNMQgJBwQXJXLy8Z86cc3Le9rzP/VQMvzcZ/3dLGEYPzsW3bx7Cl8/o8A7zxjDZ5c0xYk72wR1p+OoBPT65ORUT7yzAyP6JnbQwP9Qnxs95LeJsJ8PsNBdYPxum9d/CvHYOWpxs4f3xUDgvskcWkwBagNSUNMyaMQtjP/8Cm322iKmN6yZX8Smg3wST5DEaVVZmlsz9tavXSlZuezt7MSshg+ft5Q0mtyPAPytT+N+krxf8byvMIwGMyDhqI1Hu/CfA4VoxGRNTMceBaHUaiIaNNmilUz/NyM5VHPoBjgMBxwFyLQENQVHjhqtxdNurwIkM8bGw1sR0Eqyq1iJ0bKcZEZlUjWElA89jjrsGYs5gWK36SXtu0+km0UQwCpX1fZcqiCF4o/VO4M6g9sAFwtCrAisCEEbQYqQuHnedsxoY4nwODw0X/yEy4WwvC/uFNflSlq5gSGPYteecrY9//G/dgxh5LsdafWfmyxHtCRllbfxVoEsBhuYrJOOrCvOs3437IBUJWj4YAiC2k23knsjgBmmpacKHa+3vXX0FgJiY6BiU6g3wcPfAwQMHJZxbbU0dVq5YiTWr1wijoYEYOldx0U6c+z3WBmVhZUgploSUY2VoJdZHVGFDdDU2RFZJuOVNkWVgcYmqgHt0Fbyi98MnqgLJJYdwsAnYm5gP43Fgb4oOaSW1ON2uiek6aS4xZtiKCFlPwr7jS3yc+kDMTwZiSFy5HihRdnd1x/Rp0yWiDSV3Pt4+AmpoRkOasyNgJ76Z/o1ofxl5hRuAmJMBmDJiRZ9PzBXi+/OuTTT+PSAcU/9YjulvHMKXz5Vj1ANZGH5vKj5+OB9jBhfjg/uzMPrhXLx1WzTGDM7HJ4/mYPSjOfh0cC4+fCAD794Zh7G/0+Grpyow6p5svHdzEkZcn4iR18ZjqE00Rg5Mwns2sVKUMMs8r5iXvdtvH16yWYTI7QXietFdskvV3B1+TmsQbz8Vpo3zgQ1zAEfW89HsbIeY+dOE0Wg3uTAroVKpdaHEPSI8Ap+P+Ry+2/zQ2NCITRs3YaPTRsm3IcxKbLzsu0uXLINBb8CSRUuwauUq5OfmCzOjMb5XxH6jMnuwNKA+chZObLinIwLZhn6AOPQPRJtzf1ATo/jAnK3mPcp9iq+MYlZGINPmaIMTG+8ECmwlYSb9QZSAAopAhv4HZMYb6k8L8AzeHSIMvAhdROOgOL7L+KjS83ONkTD3ZotYvdAUTT5kgDUeo5fP4fX8u92VDu2B1XPl+ZofiXXd/R7O99SK8reU73pdqeJ8zuepzLww9RZmlT8mJpNHDx8V3w1rwKH1GU3PoqNi5NlC9zneKohhSGpmqacGoh0UqP2ivYv0n9ZXF60+Bz+qWh0wIllyYrKyf3EgVUDHQ/LTjDRGk1HrtvD92RcENmmp6aDpmQgquH+KJkepT9efFsBI/lsBeR3jYd0XZx53PyeUedLbZ1jPD+24+3nSPm/PMRYX3JystqYWG503iqMWEywV5BfCzdVNki0xbN76teslqY/S+VR5NWL6Ikes2pmB5cF62O02YmlIGVaHVsAhqgYOkfvhFFkpQIa5YzZFVYg2hkDGM6oSccUnUHoUCIwrQOFhYHdqGVJ0B9FgBWIkooIWBv0cHdLbjuu77sdNvMu+//pATMfmeJHXlCZBSoxPxKSJkzDzm5kSdcdQakB4WIRkrhYpXk0d5s+bj3Vr1knYSGqASYhPHz+ChLB4DH1tSh+IuUJAzDs2UfhX/1CMf7oIwx5Mx9Bfp2LsE8UY+Zs0vHtXAma+chBjnyjBsEHJmPCsQRz5h92biDGD8zDq/jSMGJSEf90UjnFP6DH+twaMub8IH92Vg//YRGDkNQkYdU2yCmDiMESATByG2hDExEvQiPMBMdud1iBxyTcwuS4AnOcCTqwXoHGjHaLmTaVzgGJ+bTJLZm9KrqmZFOZNYVUVibvKpPIUf+PcJ/PCjzAaYtOkMkTdSG8ve5p8LjpExpimZCeLcXzbv9DmdB3MEj65H+DE0l+ikSnhlNXwylqY5fZau7anWr3P0QYtjlcDwf8DtOqAtmYBs1QDcewoGafGmFoz0jVapZChJNN9tnE4k7FUxpjjy/vItBLQWpujne15l8xvZqDhVIOYSfKdhGlXgQz7ivOYjug0kWOgCuv3Zn8ycIX/dn8JFMV7ZW1IfypgkH5hNJ+idt6a8bd+zqV0fOTwUXHL0HyiNLDBvuCHmhhqa1pb1CiFWp8R5OyvFZ8qzimZL6oGRru3qrJahIB8joCec62bS/z3CwZitM5iR3GSscjkk/jXre3EV5I0qSHdiKZp0zvFdh2W+6dhcVAxFgSVYtFuA1aGVmBNRLViWhZRCaeIcjEtI5DZGM0cMhVwi6pAVPFx5NaZsTWyALH6egSmVCBJdxgNnMiMAqeqj8W0TJVwaAv+Upq0fe9ymYGiPhDTaSO5mPNXYcYgDsuuLq4YN3acbFj0tXN3cxdNjMM6Bzg5OsHP10/s/708FZMZSjwtzadx+nA9Jry7uA/EXCEghpqYd66NwrQ/VeDD3+ZJSGWCmC+f1mHCM6X44IFMTHmhCl/8rgQTnjNizBMFmPlaHcY/VYJPHs7CyEHJGDe4EMNuT8D4B4sx8pZk/GdgJN4dEI0hNpEYMYBghQAm5keDmAAXBySvmAWLpz3gvhBwsZXS5LIIkfOnAi3NEs2nTY2wxH2Va4LMWIcJiEn2WDJ0ZPi037nX8Ry/E/xo53vDMF/MNf1feTaZYmK6smDUujwDsxN9WgbAQm2KgBjr+oeCGPUZ1OQ4DESj+2CgJQtoa1BMhcg4trQhMiJKBL0U+nIs+F4cG/ZLe60yn+STeE7G0soRXRt7jcHluFMbQdMr7Tee+6/09Q9gfNkvjBxWZiwXRl3GSjQpaiADk0W0ExSOa33EthGY0PfrQN0BuU+YdVUDxbkv/R0eieLCYqWvzwEUL4X+4ntTk8JknewHjiPbwXZr37MyskBfIe19eZ78NC0WxO9chB6tihmZOn/YQTQlo7WUMqeUOac943KsLxiI0RovUlN1MWrnWJ/RYaqjEiOtKCAmVUDMvJ0lsAvSYfkeo4CYNWGVcAivwIYIOvqXY0NUOTZEl8MpugLOEWXYV3gU4UXH4Bmlw/a0WuxIqkBi8SHUW4CDx06g7vAx1Bw6iiMnTgmoYZSNPhBz+RA26zl0SR33gZh24vlTjIvY8ra0YduWbUiITxSGLCgwCJrZBP0BaCtMW2DaPVMzo21gBDH8TOkLsXzFhJGW6GQ3xGLCM8X46k/VGPesAR89nI2PB+dK0suPB+fj3UFJGP3bAkx+qRoTXijHmKeKMJ4+NE8WY9LTpRj3WCFG/TIJQ66NxJCrozDkqmi8d1WsgJgPr1USXVIL82M1Mf6uDkhYOQut3vYwe9oC7osAN3u0uC3pFsQIA6cyp8p+28H49rQWFUbY6rrLiLntqU3ne95kYnRUE06nLMNh5/vElMzieDUsDJt8MUDMBhu0ON8GlHkCbUdFE0OHc0aLoj+CCHStkjmSL2kfpy6RsoR/6gbAcPzJvJLW8Zg08OAB1WTKChCdb1/9V643WyT4E53v2Rcas853Yfv5nX5CIcEh0Ov0CmPfakJsjOKHTRqvCc41czTW1Ejs3hUsYckFMPJRl/j8Z1vYxrjYeNm7BMRQu9puGkahRauMN32FOPb8zuhrmemZ0l88R00Laxb2IUEOTdGY2uRS74PezsFLBsQs80/DosBifOtfjAU7SrAk2ICVYVX4fm8F1uwrx/qwMjiEl8EhwgiHSCMco8pEOxOYcxDbkqvhEWOEX/oBbE+qbAcxFXUHYaypQ3F5Bcr216GhxYS2PhDzkzKfvZ2Il911/20QcyGJMIn6D5Cc/ZT3cHNSNmrFFIMEWyRuUExSSZD5XZM2k3hTcsXrLM2NshH0gZgrx7Gfmpj/XBWBCc+U4JMnizHhD+UY83ih5IGZ+EIFxj6tx/jfGzHh+QrM/fsJfPpkIb54RofPHs/Ht68dwtjBBRj5q2SMe7AQnw3KxYhfKP4ww66Jx4ir4jC8P83HFADzY0HMdlcHxK+ajVafRbB42wFeSwDPJYDPSsTYziDnBjO1L6pzLhkSbe0pzIkVOOlhHQsTfLkxtT20RWv7+dZtJhNa2xpweM9knHC6S/GHcaRjvrUGRjv+MZqYjntbna5CW/YS4HgpYiNixBzq0IFDwozSFIif3rajJ02MMPg0MdKVguF55ZkXcn+4wOPQY3vVPEg0C2NQgq4ghgw8aTzzx1DzcvTIURFYMVQwza4kF4ww+YpDvwZYtHwo0jGqidolz8Cr5nXUqtGHRfpCGwd1bHnu2JFj8N3mK8k7c3NyofmBKqBH2TM5P4ROtJkl4Aev4blLvg+09p6jvuAgpscJ2vVFOmliHLDMPx32gSVJftjkAAAgAElEQVSYvb0Y8/yLYBeox/J9lVi+pxwrqZXZZ8S6MCMcIsoExDhElsEx3IiA7EPYlloL12gjNqfUwDelClFFR3CUyZ4OHEOGrgxRGQWIyy5CfStNzDoy04rkQwh7n2ai1+PWdRyv1O8XCcQoBEcx/9CkJxwbZa4q0hQSHxIwXsvz5xw7legp1yvPsD4mcbf+3vlYYZCUDbQj03ev/m5v3q2X1/CdBLRwE9LeV5VKyfta2f1qduXaptcHYq4c8CLhlemj0j8W714bjYm/1+HTp0rw4aO5GPHrNHz9UjWmvlyLz5/W4593ROPTJ4ow+cUqfDw4D189X47RD2djzKN5mPA7HT65Pxsj70zB149XYPSd2RhxQzLG/DIHH1yXhGH9FYf+dy+EOZmbIxJXfwvT1qXAliXAluXAlhUwbVuDaLuZtD/qJE1V1mcv1n0v19Y56cfP5DnMIt/adgwVASNwyvlWxXFfiz52hiaGYKYDjHQcayDnbLUNLM5KMTn1h3HnaEQEOCA1OU20ARotJT1j6W3/K/cpDCn3Bq2QeaeEnQGT6Asj9O8yBDGyp5gtYiJFLYRG55X9T4usxTjVkNQd27ZuQ1DgLqscMsreRvCiMeh8JjU7+6tr5HkasNF+723f/6TXqVHKODcYqIC5oCjA096dteyFSovEP0YJpR6oaFhUE1JtfrCt3Aubm1oQErynU+6gn7RdF4mOXBIgZrLteizenoYFAUWYub0Is/0KsGBHMZaElGFZSDlWhBiweq8Ba/YZsDaUYMYgGhnHCAP8sg4JeHGJNsIneT980/ZjS0o1sg4BRXX1iC+ogG9cAXan6HCiBWiln4wKZLQETrJ4LlIH/xwmSV8bumEYLhqIUSOzqATKuqJWQZur1ud7PFZ9wHr8/Tx/EFW2tk7+y9obBdR0SJPagUwXU1ZhEvo0MVeMGZkGYt6xicSo21Ix5/U6ceyf9McqjHtKhzG/K8Q/74jC50/pRDsz+YUqjHwwE0MGJeOdu+Lx1dMGjHkkD588mIuJT5Ti39dHYvyDOnx+byHG3VeCYdclYMQ1CRhxVQLe6xeHdy+AOdlON0ckr50Ls98KYNsywHclLNtXosF/LcLtZgiI0RLHaYwJ53sfXe6GLmv0qZvabG5Da9sRlO78F05svF4FMYwuZgOLU79O5UzzsrOBljN/M21U8sXAaSAS1r+JMP81qK/XElcqAhnSU42e92Ysea02/tY15wJzADGkLrXPlyuIYR8QoDCCGLUrbGOnea5a0ZCJP3WyHvSP3LdnnzD0pPNyrQoAeMxnMfGlv5+/gDx+14DAJQ1irEzpGHpbHPibW9vfXdqhxOuQHZymYZ4enkrYdIbl7jJPeD37ktqt8LBwVSB6fmunN/Pzv3XNJQFiJn63DnZbUzHPrwDTtxZixtZ8zN1eCNtdRizaXYYlu0rxfXApVu8pxZo9eqzdq4NDmAEbIozwSq6Fe3wVNkaUwiO+Eh7xFXCJLIF/SjnSKhsQnluJLbFF2JVSiqMtqrO/Wckm2iOIuQylGP+tCXTF/t0LDGJIdGWTajVJPHzmVGJSOoYLXrN6rYQmJ6EWptxkwRafLVi/bj3o0O7o4ChO76wZkYvnV69ajdzsXLmeEjrH9Y5wdtoov/Ma68Kked6e3nLPmlVrYF1Wr1oDh/WOWL1yNfJy8oRoygZxCYAYa1Al/dd106MGi9qaPhBzxYGYd22i8NZV4Rj7RB4+/G0+xv3eiNGP5GLE/al4/4EMKR88lIWPHmFY5Txx9B9+TzI+fyQPH/8mE/+5OQpv3xiFobckYtTtGfjo9ix8emcuProtEx/9IhVD+8UKiLkQPjE73TYgZf13QMBKgEBm+ypYAlbh9I51CLOfAZha2rNfa8wr5/sVS3u7ASi96QtFE3Mc+p1DcWzjzaJpMW+gc39nAENA86NBDBNoOis5Y4w7R2K7qz38t++C0VAmzKiMn8pw95ah7gRi1GANfE6L+InsESaVAIaMem+f2Zt++8mvMQO7gnZLig5lw+mwFGC7aDJMwJaclCy+Lgwdzo+YDltpMdg3dGKniR3v0wDMZdE/qraFGhialBGMsT1aGzgXtP2PaU3oB0qNU4cGSwG8vEcBeBYJX02wy89lPT+6rP9LAsRMmL8WC7ck49ttefh6cx6m++Rgjm8BFgSWwi7IgMVBeizfrcf3u3VYHazDmpASrNlTgvWherjEVkrYZaewUrhEV2BTVBncoo3wji3DjrT98I03wDtaj6CUMhyot+A0o6Yx0gNjapNx5NwWhK84QcnEUL//5Iu3y+D0/f1LWFpwgUAMiQznHAkNP4y4dfNNN+OuO3+FP77wR/zpxZdw5y/vwh233QF3N492AvSXP/8F9917H37z69/g7l/djYEDBuKmG2/C/b+5H/fcfQ9+ddevRDrDGwY/NhgD+g/AvYPuxaB7Bp1RigqL8Pprr8uzHnzgQdw76D7Y2PTDLTffgl/f92vcd++vcfddd0uOFj5PA1KXzfzsAzFXIIiJlhDLnzyahY8ez8cHD2djwjMGfP2nKgEuHz2Si4nPlWPcM6VSj3miGMPuTcGEp/R497ZYDLk9Dp/en4sRt6dg1O2ZGH2HYk42/LpEDBsQI3lihqk5YpRcMT88xLI/NTFOC2HeuQrw/x7YsQaWnWvQErQBYfYzAXNr+37VB2J++J7Afb/J1IyDsbNx2FnJEdPiNBCmCwxiCILamPDSwQZNG/ujNW8pYvd4Q6crl5wwZDZPnjgltFz+6yXo6ApiSH/5oS9MEnOK8HOZghhtH5TapDDcsTGxok2hJkHAmap9YALH2OhY0TpRu0BTKvoZcW1oYIXPYdQympsdO3q8XUtz2YA81QSMQ8qIc5Kk02p8xbwMQEZahuSK4p7MvDF02qevENtPnyu5zgLpi+Bdwe15cthX5Ds0IHTZ7OXd8Mg/LYix1nBY+cRMmLcGC3ySMHtrLqZ452GqVw5mURvjXwLbQAMWBeqxJKgEy4JKsDJYh1UhJVgdUoy1+/QdUcvCjNgYWSFFSYhZCa/YanhGlcE90oiglEoUVRxF1f5aAS4kaC2tbVKUjYFx2/eLNIMT4LJj1LoZ3Mt5Yl7y734BQQznGucc7ZoJGv72179J3HvZlABJgvaXN/+Ca666RrQ0JOpMJFtXewCHDx6Wc/f86h5M/mqyEDDGiedv9acaRGr12KOD8cIfXpAkWVTVdy0k9gxPWVdbJ89jtvvbb7sDUyZPEQkQNTUMBSobLzeUy22u9YGYKw7EMPTx29dEYdqLlRj9uyIVxJRixmt1eP/+DIx6KBvjnzFgzONFmPpyHb541oDPn9Rh1AOZGDkoFR/el4kP7knHmPvyMeLmFHx2dwGGX5+IIQNjMLRfFIbbxIAghuZrBDEdyS7PP0+MH0HMRju0Bq0BdqyEJXAdzEHr0Ba8EWGL+kDMhaI35PmbATTlOOGA80OiKWlyvjggptXJBm0uA3DC+Rrg8A6UFSYiMFCJmEgNOaOIFRcVSyoKhUm3AmfWfJIVrbUGMRqP0nS6SXxhuB+QIb1cQUzXMeaeQ58XyZ8jIEbpH+aDYZJjJr9kH7AYS43Yu2efaKTIy0kfWJR9MyYqphMvdzn1D9vGucGklLt37Za2au/P88wzxPOMyEntFAEc5xSBDPd06R/Vd4pR8Qj2eP7npIXhvLloIEaZYB0LUxCfquFQflOAAkMsE8Qs9EnCrK25mOyVh689czBzcz5m+zJSmQF2O/RYtLMEiwOLsXy3Dt8Hs5RgFU3LQo0StWx9qBEbIiokMeamqEq4RFXDPaoWrhEVcI0ow7ZYA8KSipGWXYBWquIswKn606ioqkVLmwVNza0oKyvH0aPH0cqwdMx8Kip7qu2ti+Zk3bnuugj7vneM/c+yLy4QiGHfMOwnP8yifdWAqyASKNV5XSRHUDJzX3v1tfD28lakU+rvvI9E7q4778LsWXMU3EOJldjBmoRoPT74cdHqKD928z/pvhpTnr8eP3Ycd/3yLsyaOUsu5jsqB5chgCET0COIicNwm1gpGkOq+VT01Zd3MIB3bKLFDGzGK7UY/0IFRj2aiynPV2LUQ5kY9VAOxvy2BPP+egpjnzJg/LNGjHwoG9NersPHD+fgyyf0GDe4GJ/8JgfDbk3C+7em4fN7CvDRrRkSYnlY/+hOIEaZKx2amOE28egu2SX5K82EmTX3IH58XTcgedMStO52AILWwbzLEaZgR7TsdUHYktkdmhgrZ26u158lXbVi2i9s+9j3QDNJbW0EDrk/jzbngWh2GijmZD/OfKwjRLPFaQDgNACmDTZopDZm64NAYwrQegQB/r6KU7XJIlGloiKjELw7ROg3mVPSek2T0B2j2RXEMAIjJfT0CyETS5qvMbnd3X9h+rMzL3RhntkNr2C2SCS3yooqZZFYlFDJTA5KYRvbKpoE1QybpmXMMUOfIOkDQMzIDKXGTuvk4vdPN235MXNa9mYlOAFzv2jvT58gghLJjaOG2Ja5Q+1MegaSEpOkjyRKZ6tJ/GV0JbqfHYDh/LvwIEZVg2mLiMSWkmZBimpGWXFQVlVZBDFfzV+Db91jMH1rDiZ55eNrzzzM2FyAGVuLMMdPh3l+xViwvQi2O4qxKKgEi4KKsXiXDkt367FyrwEr9+qxJlRx+t8QWSlAhskxNzK3TJgRzuFGuEVXYHN8JQKT9Kg43IiTDWYwcl18dhUKK4+j7NAJFFdWo/ZwPZqZIIkZdk3WpYV2NAJoaH7WaTP6MZO0795OROaiEcUL3c8XEMRooTYZLvGO2+/A2/95G8wwzPMk1Eqsd5NIXDT1sDURp9Tqzl/eiTkqiGnvQ5pNtpow+NHBePlPLyubQdf/ufGpAQCUZFoWATF83ozpM+Tq9udd6D68qM8j4FJLM+WvzBOzAn8bsAFDBoSJFH2ECmAIZPpAzOUNWrqCzv/YxOLfNyRg7t9PYvTv9Rj7nBFDByXjo4ey8Z874jHsvgx89qQBXzxTjk8eL8GYJ/UY+WA2Prg/C189XYYvBpfgg3syMOSWeLx9XQyGXBeH929Kxgc3p+DDG5Iw1CZKTMres4lWTcti2gEx59V7/fbhZZvFiPIvBBgVk+F9TQwsY+kUWIbz0m+jM9JcVsK01w3Y4wLscYcp1AVNkR4I+36egBiT7KPcS5XSB2LOl1lUQAKBDJoPo27Xp2h0ug3YcA3APDFMeGldevCLOTMAQH/A8WoJDmB2Zl6YG2DecC3gMACnHG4EUj4HLNWApRnVVZWIjlJMpIQ2mYGCvCL4bvODxmB2AiJnoY/kqbgvUKNz8vhJ2UM73duDNufH0XICGEZTsy7aOFjRW43unuX9z/UebMv+qv1IjE9UNBAWRZAnPh1Wmhk+h9dyr6QfTWFBkXynaVXgjkDUn6y/PPkLre/UaJzUsOzbGyogjXs6HfQp9GTbyWtr9IAgh5oZamh4Dz+NDY1gTjVFW6MAXY0/P9c4XA6/X3AQQ1BCtJyRnikdbDQYEeAfIHabzC4a4L9DdVJSHJN4/dcL18NuWwome2fgK898TPGgX0wBpm0txDdbCsW0bM7WPMyjs//OEizcWSzFLrAES4P1WEbNzN5SrNqrx7rwMqxnoYYm1ACHUCMcw4xwCi+HS3QlfFMrEFtUC+PhZtTWA7uSy7AvowL5NfXILKuB8cBpHKlvgawNU5sAF7SxNknpCmBEoqZNuL768iYY5zN+FxDEaNoWEpwVy1egn00/MeeiWdnsWbNFMyNx80l/VLtfbmCyaVmAnkAMCRoJ3iMPP4IHH3gIHu4ecHVxk+Lm6oZNzpsUQqcSQsWs7ecOYhwxZGBoH4hRTaG6Mv8/l+/v2MTiravj8M0rBzDtz0cw9vcG8YX59LF8DBuUhnFPl2Pqy4cx/veV+HhwkQCZCc9VYvpLBzBiUBq+fKIUU5+txrA7kvDvayLx4S/T8cEtKRh9ewbe7R8hJmVDJbxyL0FMW88gZvvGTUhzWwNTqCewzwOWfd5oC3dHY4wn9q2a32sQI7ShOxpGCX9356+gc2ZGqKUmjLXJjNM5m3DC82mAIZY3dFPOB8RsGKA8gyGZN1ytPNOhP466PAIc3gmYGmBuUTRnIbv3oq7mIPg+2ofRpZi7g1Go6M+gOaifbcx4L4EPJe5kSDUJvVZfHCaVPiemjiJg5uKAGEXw3Sp9QqY8NSVVMtgznDTbaN030mYADaeYrT5QTKIZhIaarovTD1qbf4KaYNRsESCyI2CngLLC/EJJgknNnPQFtTVqUBsKOdg3DASwc8dOmU9Mhslk0PK5TH2mrMe76/EFBzGMBBEXG4eNzpvEnvHo4aMoyCvABkcnbHTaCDJPNftrZGCYsZYS58kL1mJJQAYmeqVhgkeugJhp3gWY4pOHqT75+GZzLmb4ZGPWllzMDyiRPDKsvwsokXwyi3bpsHxvKZaH6LA6zIg1ocwrY8DavQas3WfAun1GSZbpGFEG94QyeMUWY0/OfkQXH4FvQhkC06qRVt2I4LQSROfuR0phFZqI7kVzRC1SmxAdSk8oybHWwvSBmJ9gIV+Km+0FBDFCmFWNCIkQs+4OeXcI6GR/zdXXwMbGBk89+ZRkq283G9B2QJwbxNAn5uqrrsYtN9+Km35xk5Qbf3ETfnHDL8AoaAohVIglCSPNyX6+mpg+EPNzASpnb0c8hl+XjDGP5WPkY7n47Bk9hv0mFdNercPYZwwY/kA2xj5ThlGP5OPTJ0rwxTMGDLk3FZ/+thgj78vE+4PSMfbRYoz8VSo+HpSF4bck4pO7svDJHZl4//p4DB0Qg2H94/Cejebkfw5NzFlAjO/GTUhxX4fWCB9Ywr1hDt+CtihPNMZ6Y+8qRRPDdalYNXTRxKgMLH8Ts1QrKTXPsYiwQzVVEoGJqnntygz8nL8LiKHZjaRYIMdbhLrAUWh2uhFwojlY73LCnKmJ6RLJjNocRxvUO90GU+xYoK2iA2AAKC7UIXjXHrS2KHk/NBMyApeiwmLRrNCRW/NdUIRWHWZiGlAl78SkkAQ92vgKM39RmdSfDsTIvDVDwF10ZLRoWSTpI/e9HuYvf9LrSsVnZof/DsXsTDWV5vMux/ltvYZTklOlP9g2Cv/ZHukOzU3DSkvLPiJvTXPFfXv34WDdQblWmyMC7lSAdDn2i/U7X3AQQ0cqxrZm3GqiQaqytm7ZCjoLE9AQITPhDjuZYIZOWp9NX4xlO7IwySsdX3nmYbI7gQxNy3LwtTe1Mrn4xjsL3/jkYNa2QszcWoA5fsVSvvVVtDJLQvRYvLsES0OomdFjRbAe3wfrsTKkFKv2GLE2rBzrIsrhGGnExpgyeCRUwCuuHJ4x5fBLrUOU8TS2JhRjS3QJglMNONAENFqA0ooa1B0+geY2JTzzhQIxyqbU4VdjPSh9x5cBMLqAIIZaFSHaCpmR/1uaWmT9cL1scNyAJ3/3lIAZH28fZdMS6qUQ9HNpYhid7Llnn0NleSXo4MdCAlduLMcpRsmx2vj6QMzPy6zq7Iz+z7mtcXjbJgqfPJiNcX+sxBcvVuDD3+XjP/cn47PnDBj7ByM++m2BOPwPuz8dH/+2QHLFfPRIPsb9zoCxg0vw+aNFGHp7PCY+psfou7Mw6vY0jLu3EKNvScPQ/tEYNiAOIwYm9M6c7CwgZsvGTUj0XI+W6C2wRG6GKXIb2mK80RTngz3UxLQ2iUk2GVhKqMXM1MpMm9YOlFaTjtDBm0E4+KHpqWhsAcnUTcaXa55+BnzGlbTPSARSiwVtFjOaSe8sDUBdGGq8X0GL0/W9BjFmp37QigZoBASpJmkmJxs0ON6Ik0H/BI6GwgQzTBYLLBZqzttgajFjV2Awyo2VtE5vp70aDSYoiQyPxJ7gPcIvtWsSVBqtacuV7Owxsm9oDKn2DNbt911QAeD5gJgfvodzD9LmbpmxTPa/GiarVAV9BH68prv5y300LSUNfr5+cj2v0YBAd9df/HMET9YAyvq4+zZYv5P27hxTrm03FzcBJNL+9n27QzPV3i8SOMuMhLgEURwQFHPuWM8R7dj6753tmM9uf34P/X+2+y/Wbz8YxPTUmJr9tdJpDBVLB2Wi6CWLlwgRpUqQ4CYnK0cmFjuVEZmm2q7H6uB8TPHOwLQtBZjqmYtJbpmY5JGJyQQyntn42jMLU71YsjHNOwffbM5rL7N987EwsBi2gUWw21kE+8BiLAosweKdOiwO1GF5sBGr9pVjbXg51oUZsSGqUqKabYqsACOZucZVwy2hAptii+Eaqcfm6GKkGA6h6mQTQhPSoa85ggZKcRiLXE2WKSGazWbRynT0Rcdk4oBpKr6OwePvyjW8R9PoUErUbr/f6ZiTvOtvnSe+2L21T6izX9vxHp2f0Xf+B/THhQIxVlIUxr6n477mm8KNSPuUGcokzPJb//6PwqBYEaTegBjNJ0ZjhLj2OvnXtBP7Pk3Mlcv4/3xADfO3DLs+CVNfrMKM/6vHuDdqMf71/fjkBT0mvFaD0U8XYcTDGRj5UAamvnYA37xxGCMezMbQX6dj6h/rMO2FWkx6uhyj7k7H5/fn48uHS/DpPTkYdXMK3r8uHh/fmIYRA+Px/oD4dhCj+VXRx2pIV5+Ys4IYFyR5bUBLrC/MMdvQGrMdbXFb0RS3DXtWLqRRO5oZgaipWZgQMjNkYvmprqzG1K+nSqhV0oF1a9dh2dJlksWbTN/BA4dEEvvt7G8lipO9rT1sF9oiMyNLCUnbvnf8ABp4Gd0re7RoYiygEoT7KlpOoCnPBw3OdykgRjMtE60MNSyaw76ipbFI7pd+MDn3A/1f+F0BMNfA4tBfnPmPOw/AQfcngfItQMtx0Oq3Vfyh6GdLngCoqqxBVEQM2lo6tGQcK01LRuaSvh9+vtvB8PeilWFfq+CEtJsgh9EnZe9WJeoaU8r6x4MYBWAJE62aKAkzfg5zsg5ehvOJvjPavNJ4E+1797XCtCvMMrVTEWER8PL0woG6g+duk7pfcm24bnIVU2k+70L0RUc7FIsF6eP2tqlt6aLZUMx22AdMQMmaAEaru2+/9d/RAAxrWmvQQoP884ljJxS2gOxBO5DRLCk6QifzPlpGebp7tuePketVMCigkHOlazusvpO/1H7nGqIwwJrnlP61uka7Vmpey3/a7+wf7VitrZ/f9bfefu8ViJHOZGgVWWgdyPZMJl357fixE6DUp/F0o5iUkbgymkJD/WkxVaHam2YzlDbTKW2a7Xq4Rhkx3ScTs7YVYK5fiWhfJnlmYZJHFiYTzLhnSJnimY3JHlmY6pOHaT6qlmZLPuZsL8Y8hmTeacACfx0WBuhgv1MPewKZoFIsCzbi+700NSuDQ0Q5nGOqBMg4R5ZjY1QlnCPLsDGqDJsiy+ERbcSO1Ersy67E1vAMJJXsR9mxBjQyPCOlObCgpa0VTS0taGo1obnNLE6btLkV4kgCSdDLQBlWIERU2l3M0TgpOFiCkNT7eKyBF3mO4o6juOVIUAEzmLirM8Lv/IzeTgBe1+fnc+biOmf/XUAQI2DFAkz4cgJuveVWVFVWC5ESaak6P6gxefihh/GP//2HstmpxItE6Vwg5tFHHhPH/g6wbUXw1Dw1QqDUSC995mQ/H2b+SgRkw2ziwBDLQ66LxZQXK/Dtv09j4ht1eP+JXHz0XDHGvVSBiS9X4Yvfl+LL58sx5bU6fPacEZNeqcPHjxdjzG+LMXxQGj64NxPv3Z6I93+ZitH35OCjO7PEuX/YNTEYdV0yPrg6WQ0IQZOyjuAQBDPv9u/i2H8WELN1kyuSvJ3QEueHtlhfNMf5oyXeF40Jftg4dSzWLlmM9NR0YR4YoYihZ9euWStAhnsp8z+Q6U1LTUNyYrIk+IuPSxAGx9vLRyJYfTvnW1CqPemrSRj3xXi5VtMAn5PWdWE8LtfrSSu5RwsrQ/rZ2go0HwIyV+HApt+j3vEXij+Lsw3gfA0sTtfB0sXUzCwAph8svEYzQaMJ2XobNDn9Age3vQyUuQNt1bCY2kTb0mY2oc3MPVvRILQ2tyF0bxgo8BVGUmMqrUyfyHNRK0NBcODOICWCGRVIZouE1E9NTm3nxzRG1ro+P8ZdcRYiPyE8CvkNSmvZR+RFeEzeRHgXxcxeE6+ZKIwVHkJhVpU9RmPW6UvcqvoTc4+1Ymi7zCmNxyRPKX2iag8TE5Ik0TPnf2/aROBDM7vysnL4bvNVtJJ8ZDcMdM/zWHllNptauzatsVSmqcCT3XHaApw0A8z4Q96Q56htU9qs+VG3wWxuQaulGa0WazBzdp7Duj8obOTaDg+LEN8gBjtonzddQEx7m1QHf/rFMBRzwPYASdsg0dvkPRUrDo5p+z1dxkQ7Ly4TajArBiYREEMZgNmMFjN9/VphaqWAhZFLWoFWhRel1RJD6rD/OPfb52e7Zkrjc8/eF9p79FSfFcRIR6qMDaM97AnZIyZgdDLmbz09tDfnBcQ0KyBmuu06uEcZMWtzJmx3FmN1RJ0480/xyMBX7pmY5J6BSW7pUiZ7ZGOKZ444/E/1zsM071xM25wv3+f40k/GgLm+Osz1LcZ320tgu0On+M0E0dxMjxV7SrEmjOZlBqyLMMIhshxOkRVwjiSQqYRTRIVEM/OIrcDmhHJ4RenhF1+C9Mpj0B05gcPMqXHiFE42teC0yYKjDS04XN+Mk80WHD3ZrDoOKuMpi1sk3ArxMovmxiwEjUTNRMKm2KdpzjZWtfIMzguua63wHpPZBJOZi4PFBD6XBEh12LGqrdFPu0OP+rs6GdWJqzCxigREO+7NOF6x11woEKP2P4lSZkamJLr8+//8XfzIuOYoCGAir3Vr1ok52aqVq4Qgc/1oROHsIKYNjz36GF5+6RVFktcDobIex/8WiPmxNMW6DZoQQOpO0cn6fGKuBGDzjk0kRtycgM+fzMMnz+kw4dVqfPRkAcb8QYePn9wJTmYAACAASURBVCrEl8+XYewzOnz2tA7z/++0gJgJL9Vg9BMlePuOeHz8QB4+e6QYYx4swNiHijHyjjQMvzkZw29MwqibkjHm5iyMujoFI/rTnKwD9CqJL88PxGzZ5IYkH2cVvPihKWEHmhP90Zi0AyGr7RWpK3nu5hZhSBh1afWq1eJDQSm9j5eP2MrrSvQI2hkkCXOzMrOETrhsckV+XgHmzZ2PooIi0DmYkY1obkOG78KuuR/HjHRevxf+WcKwCVBQ91bSUO6bLUeBIm/UeP8VjU6/RJsTo40xatm1HUBF1c5Q+6JoYDq0M60brsUpp7tQH/APoNIXMNfCbG6S/Z1R5bjXK/u90ibur/R/YSZ2MfHRmEorhlL4Am7RbWbRxhDI0EGbeVO2+26XPUFrj7YPWNfnw7Qr0lGCDRYy321oayYvYxZeucEEHG0FSo+YkVV1GinG40jUH0GK8RjyaptQ1QAcaVOYesE+5EeELyF/ojHuCm/RVfBqPeZsM/uDNU2et231FaE39yNG2yLotr5eO9bmMF+WFgsMPcznMLoZ76OwXLq410CGfBktZRS+S7CcyofxSSctgP4YkFpjwV7dKYQa6hFb2YiM2iaUHTfL77xOsI+ZfdqINgExWtqOs89tjrns7+T7TWbQlI5R6MgLHD96vD1/jmjmetjP2d6qiirQuoMfJkRl4AhaPsmL8eU0ANTNMzRti9IPyti1mS1otnBSmoCWZhIk+oQA+QVoCI/AiZ1BaPDdAUvAHiAqGdCVA8fqgWYLQIE+157McQW8CEBuF9ifvU+0se6uPjuI0TrTwqyhhfhu/nci5SEx7GlCdfdHejrHZ1AT843tGvjEGrAmtEJCJjvHH8KS3QZM9UjFt35F+NojEwQ0UzwyMXNrEWZtK5YyxYNmZjkQMOOTLxHN5vjqJDzzzM0FmL21AN/6FmKeP/PN6GAbpFP9ZnRYElyMZSElWBNZgfWRFXCMrIRjRAUcIipEQ0PtjEtsNTZFVMEtwojtyZUIzauG7vBppOurYTjUgHRdNfYk5iJdV4scwyHEZ5WIH02zxYTTrY04dbpewAYBB6UxrWazhNgkmCeipa1sZwCigQ4OKCQoGomCXM95wEVlImhpg8nELM6taFOfTTCjECPrWiNMGnFSf5MHdYAYbcJ2rXsat77zimqfphsEGhoR/TH9om1m7m7uuPEXN+L6666XiGLPPvMsBt0zSBzzP//s8/bkX0KZVCLULYihxITzpbUND97/IJ7/w/MdZgndEC3Z9NTndQUxJGQ/pm29vZeEu7fXnvs6TcrD6KbWIZb7QIw10/1zPSaI+WxQNma8Vo2xL5ZhyMPpmPp6LT55IhefPpGPyS9UYPLzZfjsiQK8fXcCRjyYiQ8H52Pcs+V4745EfPybXHxwXxY+eSAfH92bgyE3JWDEralSJv6mBB9cl4xR16SKYz81P1o/0oyN5Z3z0MRsdnFH8hZXNCXuRHPSDjQmBaE+wR+NqcEIWbsUoPa/zSxMjOyZJ06KbwtpAHNmrF+3Hu6u7mhuahFGhdFAaWrEa5n01t3NQ6T59FF13uAs5jn0m+HvF4J2nXst/jT041zvQXpozdwLXVMZK5EZH05Hc+R0SYTZ6HhzO4ih6ZjZqT8sTgMF1FA7Y3K6Bq1ON6DZ6RYc83gGluSZwOl0tLaeRoulFa30fxFhY4fZOCXa2juSsSbgZPJG+ahMpfY7GU1KzUkTqZ2gVoYBk7Zu2SaMKcdNY0K7q63bqT2zp1r4BkkpcRpoawDaTgvxJCOuO9wEp4hiTNgUgxEr9+Et+yD8y24n/mW7U46HLA3ByNURmLUlE9tS9osvsfCsEkpc4XnaBbYibD3TgkTei30jBTJ3yXAzkTP7gfOaWgiD3tDef9ZtYf/wXvYVmXaCPd7Hc/SPIWiX/VU9Z33vmccEtpo2hbHRlWho7IuCgy1YH6bD5E2RGL40BG8tCsPf7SLwP7b78L92+/Av+314f0UUpnkVICDrEMpOtKBNmP4mAcsiULMCqmf+bWV+cGw1KyeajnE9Mx+M0j8WaSPXr/a9u+dwTjHiHX1f+eHzsjKyZA6xL8R0sct6sH6OqE+oQhErIeW9OH85lgQwpqw0pM6YjqA/vQL/X92P7Tf9CjtuuBNB196BkGt/ieBbBiHoN48i9p9vYf8GF2C/mttHwTOKxRJ9wljOoqGzfqeejrsFMWwwJwQbS0LHiEh0wl/w3QIhmCScQgDVsG49Pfys5znpWk3CBM60XYXN0SVwjauFS+x+uMYfwPJgPWZ4JAuYsQ/UY0FAMaZ5ZWLe9hLM2FKAuf6lmOKeLQEACGSonZnkkY1vthVLMICp3rlikjZjSy5mbcvHHL8CzPMvxPyAQizYUSj+M/ShWRZC8FSOtaFl7WVdaDnWh5djQ3Q1HMNrsSFsP1yjqrE5oRLR+npsTypDcFYt/BIM8I4qwrY4A4Iza7AjsQT6oy2oaQRyKg4gp6xGJBgHG9twpAU40AhEZ+uRVFCBEyZFciFR0GimRi0cMQZVlA3NyCsy4FQjk3OZ0UL/BQ4+TdRaVb0l09a0Asaag6g7ckIADvM8SeG6UyeGmZINVbohk95Kg9ZO/NSJqvwRMywc11YSG2Xytl/XiwWo3fOzry+gJsaakWBfU2pCP7JPPv4E777zLsaP+xIhwSEKIRaKxD1GIfq8nhKaZUuWif8ZiXf788wWkbaSyaGPGn+zHstujy3cROrx/YrvJYma/LmLDWLUzUshropJKo+FmP/gv90HYjTG+kqs37WJxAe3JWHuXw/iu7cb8eHTRRj+UDo+ezwX454swpjHCzD8gVS8OygBIx9SAMz4P1Tgo8cKMHJQOobdlYwxjxRi3GM6vHtLAt7+RRw+vjsXI25Lw4e3pWPo1fEYcVUShvajT0yHJuaHgBhPFzck+rnjdEogGlMDUZ+6G/WpQWjNC0fguqUivmxR80VpptjK/twZ9FuvZ9J6rh/rc9bH/I3P+NnTaSv6wfYre2AHmOB3clSKzoFMVSOwPwn18XNRt/VN1Ho+iSOu9+DkxjvQ6HwH2px+idOb7sch1z/gxI73gPT5wJEEoLUOMLcokmbyfqq/rOb3qtVaf5MW19XUSRhg8lsabdZ+t645TvyQX6JZEM2lyKhrufc0em89vme006ofrJ8tknYxY29RAUyjCE2paXCOKMb7i/3wN/u9eHlRHF6yT8GbC7sU21T8aVEqXrWPx//a7sHYNSHYlX8cdbTUgwktJjLwzLdHQSoZnLPMOXW/oh8MI7SxT/iu/Oh1egHi2r5grYWQeU7zrobTorGgdlL6U7lVfEkohNfOWbe/u2PtHflczgvjcQucwkrxlu1uvGobgZftovCSXQL+uDAZL9im4AW7JDxvG48XbOPx4sJE/GlhMv42Pxyfr4nB7pyTOEYsJK3oZv71MC7a+g3ZHYKc7FyZt/L+1LBUVnWAkR7uZ34cgh/2Ce9jvzGUN9OfsC/YbplX3fB0wgcKw0mmUwEyxGLUvLQVZiFv4tfwvf0e7LIZiOh+VyGp31VIs7kKmTZXIdvmKuRKPQAp/fsj8qoBCLj6BoQ/8zyOrXYEDtL4jv1gtT/30Ibuxqa7c2cHMWp0E0Y0ISO02H4xli5ZKtHHrCdRdw8+1zl2LBcQJdmz7VZja3QJ3GJr4BZbDbf4WqzYVYTprnFYHmzAsmADFu8qxewtOZjnW4RvvHNhG1SB6TQl88zFNK8cTHbPxBSvXEz2ycNXXjmYJMEAMjHVKxPTGNlscw5mbs3F7G15+NaPIKgQ3zF55i4Dlu42YPlufXthZLMVITqsCi3F2vBaOBDIhFfBJaoSHjGVcI0sg0uEUQqP3WMq4RVfBa8YI7YnlGN3Rg2CUiuwN6caSWUnEFV0APtyq7EzzYgtsSUIzqpGfMlBFNbU45gZONwMJGSXoqT6GA40WGA8WI+QuAwcPA3J6tzWQvMx4FQL0NBCHwgTjh61oPaYGZF5RqQWV+PQaaDmRBsMdSeRravGkfo21B44LnOQ2hzORa1QCySaIOb9IlBV7R01Qis+Mtzk1PNC50lQhDh3lixp13StL5b0XllgKpAT4nvmcSdTogugrux2Ll9AENP+fG2TZYdzP21tQ9PppnaJC9eMtjlZb1gaERfiYEUQeA2Jl3zUe63v6/bY6jo+l0zTxRpLrd1sFwmzhI+WdpvEkbF9w7Jqk3bPuWsrItmnienEaFsz3T/X4yE2URh5cwJmv74f8986ja9e3Y/Pny3BO3fH4O27Y/HpU0WY9Mp+fPaHUox7oQKfPKPH538ow2e/L8MXT5ZizKOF+OyRQnz2UCFG3ZOJYbclY+gtSRh5RwaG/SIBw69NwgfXpeHD69I69e0PATHuLq5I8PdEfWowTqfvRn3GHpxK343m/AgErl8mE5n2562tlMwr/qTnAjFc25q0tbt1rjFJ515HVgz/D1qHl879Sp908z40fbKYSIYURhdk/OqApkLgUBiwfwtg2ASUbAD0jkDVFuBQBFCfD7RUAaYTMJmbVZMxTVDU/T6p9TdpO2krhVP0WZA/rtH/rv1MDGOBOKozMz0j0dFXhlFeqYUXgXIXwKrtE9rf66kmbadwHaYWkZDyMKbkBMasDsX/2e3DXxeG4jW7aLxin4xX7dLwhm2qWtLwhl0qXrdLEXDzin0SXreNwZvf7cH/2u3BjM0JKDplYU/CYm4SvxBqprh/9/QunNv0/aAGgW2SPlH3IwrWCOCokVL2JBUMqRYHHDpGwKUPDe+TvyGMC8QXm/dqPkg99Y30hSr85bZJn5eI/IMYtWIP/p99BF5dGIOX7VPxkn0aXlrEOhkv2ycKgHvVLhGv2aXiNbt0vGqbjr8uSMJfZofjX7YRmOeTAsNxxWemp7Z3Pc/2ZGdlIz42XmmP1dzg+NPXRcIsW2n3rJ+RkZaBmOiY9n5gm9m/jBC8I2CHRDjj9bImehgT4bU0prEJOLElALt++1vssLkG0TZXI8XmKmTYDESWzQBk9huAdKuSY9MP2TY2SO5ng6R+AxHZ7yrsvPYmpP7jHSArg9lJhZch7/lj+YvuQYyqziLyZyFzkZSQhIjwCOzdsxe5OXkdE6WHDrDu0O6OtYlGEDPHbjW2RRfDPXa/gBj3+Bqs3avH97uLsWqPAevDq7AuvBJLd+kxf1seZm/OwdLgCny3vRjT3DNhG1CKbxjFzCMbk7xzMcEzGxPVYABTPDPwtVcmpnpnY/rmXCnfbMnDjK35mOVbiO92GmAXaAC1PfaBOiwKKsHiXToskXDNxVixpxJrQvdjXWgVqKHZEFGpJNIMK4NDWJniQxNVKcEBXKKr4BpRAbfIcrhFGeEeUwq3KB22JlfCPUaPTZHFcIkyYGvKfnjH6uEdWYA4/QnkHwL8YgoRmKRDdOFBRBccgH98EXJrm3Cg3oxDp0zQ1dQjPKMS8YXHEJJQjsjMOgSnVmFrgh5+cToEJRvhH1eC7bHF2JViQGZlPYJi85BSUofC2gaUHWtDXSNQ26CApgMNZhxpBsoOncLBhjYcbwZOtQENDOV3qgVVh07iZDNwvMkC2sQ2tAH1LdQMKeZtDDnNopjGAY0tBEaQyC8y77WgBhKRxZpwkfhQO0T7UEW1rBAP62t6Pu4NiOlsa2nFzF5IQHOxQIy6nkhwrImtSE2tCZbKpGhrq53gW69HCmIFiLSJOlmu1e7rUmuMjgAi/sbNTZXU/lgio71jTzXfnUTZYZ2DbOo0e+Em9uNs9q3GvQ/EdGK0f67Axbpd79lEY/gNsfjooVQMfTgdX75YgS+fN+DTJ/Iw/fVaTHq5CuNfLMPEV6rw6bM6fPB4Hj79fSk+eLwQHz6ajy9+p8f4J0olV8zExw34zw3RePuGGHzxgA4f3p6Ot/tFYUg/JYCA9d89PxCjSNg3b9qIpABvnEjfh/rMPajPDBUg05gfhUDH5SLhlwhXbco65rrUSqc11WVNi6Cxx3M909hOz7SmJ5fQsbJnKD6lvX3fHkEMtQNiuqCBmDYx2yaosViagLajgOmIWg4CpqMwmxpENmRuo2O7Yi5Ok3HFrFuRXp8h2LOm32pfMmHl3pC9aGluVaTT3VzD9z7d0CiSdfpHsu3cH5j0kAwpI5hRGy97gErze9sn3GOE1ze1oskE+CVW4a35AXh97j68siAer9km4DW7BLxulyyARal5rJUkvGqnlNfsEvH64mS8tigRry/YjY8dQpF+EKinsNRCQaymiSEP0FG0966tqRNNCttKvrN9T1PBSHpaOgoLiuQ37lPSRhXE8DsjtklQHBX4KL8rY1pRViF7jGgm1P2tcx8x8ALNpRSF0QkzEJRVh+GLg/E3uwS8Zp+sALlF6XjZniUFr9gTuMTjDbs4vGmbiDdtU/CGbTreWJiGvy5Iwf8sTMWf7VLx9/l7MXFDDLJqLGjhu2nmb5qQ2GpdSbvMFhgNZWA+GPYFI5NZ8wK8hmG4qa1q7wfxvVbWAwMC0d+KJmjsQ+2ZnDf8MMAHf29qbJbflLWkgAntWOaFuB0ANAmqWuUEz1vvQUo/gpb+onGh5iVTQEx/pPfrj1SW/krJsumHLBsbpNnYIJOARgDOQITaDETQc88AifG0E0QbJc58L7UPOAbacefx6ZledQtieDMbrkl7uMAY1pHhX2mWQpt5607t7R+zvo6dy+8KiFmFbdFFcI+thntcFTzi9sM9rgYeCQfgErMfbnG1op3ZGFMDu+15WB9RhdWhFVi224hZXplYvbcaszwy8Y1ELsuWiGYT3TIkFDNDMjMowNdqzpkp3nmY4p2Lr33yMW1zAaZvLcL0LQVQgE0uZvnlYq5/vpic2dOHJsioFgMWB+qxcl8ZVoTosSrUiBV7mItGh9X7DHAIr4BTZBUcwsoF5KwPLYVjWCmcIw3tZWOkEc5RZXCOLpfaKVKJiOabfliis7lEGuAeWwH36DIpfqk18E0uw7YkA7YmlsEtohSeMTVwjayGS2QVXKP2i8+Oc1g5NoaXwzWqCi6RldJ/rtEVcIooxcaoUrjEGOEWY8TW5CpsjjciILUKW2J12JWxHwFJRgQmGRCSVoaInGrk1rRIvS+jAom6o1JiCuqQUnoM6aVHUH3cgsOngeqjrSira8CBU4qGMEdfh5pjbWgCcKIFaCSI4RgLQVGkgsqm2nFCNg5Ruyv+ldoC0mprQqfNHQkBotlSnq1WAQvp5pml84LV/l5vau092JYL6RPT/lwrgnZe57j5dbMBas9g27TjHmv1fmvpTK/u682zz3aN2SIh2Fd+vxL2dvZYZL9IbP5Jg3743+8DMdbM9ZV2TBDz6R0ZmPGnSkx5tRZf/rEC79wThw8eTsenT+Ri+qvVmPAHPT6hednv9Rj9RAFGP1mE95kY88kSfPZ4ET56MAefP1KIMQ/kYcJjpfjk3jwMuSkRbw2MwMgbUvCOTQyGD0jsBBB/CIjZudERaQHeOJoZiZNZYajPDEM96/xYBDl9D7TRSVxhlHtcu2dbXz/D38iMKYIdhY/oTb/0DGJU2khMKaBP+67QVGtGUfs7Gl3Sau38+db0e6H/R+3+2k4MaafnmC3Iyc4RIbKcV6XqfNdjR48hJlrRykjoXdXC5Wx7Qddnc5+m12BIVjXeXhSDVxYm4U8LEvHKQjLpyXjNLkmtk/GqbVIvSiJeXBSHl+2j8fH6HKQehmhkJKKqdYhmibCqWAqQD2SwCbotaGPA2rqwraH7QtuFa1o7eI3m8M6gU9p5rVZ4WROys3IQFxMnjLzGf/IahWkmyDKLkJZvtCPzAP5pG4g3CVLsM/CmfQpeFzCTgleplSKoOaMv2D8peN02BX9emIK/2ibjzyx2KXh5biw+dcxA6TH6Oim+0LSGoY+J9fziMSP5BgUGibmhvGc3+zqd9glg28Nvqzw7rz9y+Cj27Q1VgHHXtc+/2dqGhPhExZTRyuLGGnS3UFOogp4aJxf43XoXUvrRXMxGLdS09AfBSqYAFYKVjkIAw5KhnuMxf0+3sUFqPxtEPP0UkJyojIWMgTLWfAdrUKON4dnqXoEYPoAOaAzXyNCOZcbyMyaS/JFuGCllAimoWaRHaqfKRLUCMb4xxXCLqVJATHy1MOKeCbXQimvsfjhHVWHlrmK4xNXBMXI/1uyrwCL/QjhHHcDK4HLYBpRgsms6ZmzJxyS3DNGyMJ/MzK0FEsWMwOUrzxxM9MrFRK88fOWdj0k+BfjKO089l4vJm/MwbVs+ZvgVYrZ/MebuKMHcgGJ8u70I3/oV4ruAYtgFlcI+yIAFO0pgG6jH4l1GLN1dhhV7KrA8pAKLgwxYtFOHZbv0WLnH0F5W7TViZagRq8LKsDqsDOujqiQJ59pQAxwj6JNTivVhRjiEl8Mpqlo0PQRDLA5hRqwPo+9OBVbvq8DKPeVYvbdS6uW7jFgZUoE1+6rxfTDPE+RV4fu9ZQK6VoWWYxVDS0dVwTGqCmv26eHAyGzhBFUV2BRVDudwPTbsK4JLZCk2hevgGmWAW5QBHjFl2BSuh2dMGbYmVsI/pQrBWXUITKuCX7wBgWnVCEqrxtYYHXamVCKpohkRBYeRZDiJVMNxpBmOorC2CXmVJ1F5rA21DRYcbjSj3qyAHapsqc0RCYgqmeBEVgIeUFOjFYpIVK+ws4EX7TcVvIgZLsG+IgQSszzrxXq+x+2b1qUGYroSq//Sd5GiddEinWtDJSWjhpcRaejESWkaN6WzES5rwt/9db0DMYwmdaUx+FdCe2lONvy6WHw+OAfT3jyE8S+UY8lbTZj2x3KMfjgdE54uljLuqUKMeCAVnz+rw4y/HcXYFyokCebkF6rx0QM5eP/uFIy8OxWTHjdg2tNVGHF7CoZeH4dh1ySIJuY9K6d+9uv5gxgLAjY5IGXHZhzOisWJnGicyo5USn4cAp2/B1pPo83Uhpb/0prufn31QihyEd9X1r/ZItLk3r6f8BzdMIS9vf9iXUcnbYkipcn31H7TNOE0n2IQADK31MDwQ5oqDD55vlaThCFm4nAy6tRga/zVud6Z+xk/WZVHMXyhD96YF4PXqIGxS8Qrtgm9ACw9gBqCIdsIvDEvFhNd4lDVSH/dNtF4SeQyk3psMgkjHrYvTMynyISzjZqJXPv7MzJWU7Noag6pDv/ab2wrzeyoqdHmhfYba4JdhQ9V8uvQTMt6/+gAMYrVSX5VEz6w9cffvgvDm3apeMMuGW/Yx+B1+xgBc+cCcq/bJuFNDcCoNb//dX4E5m4rFD9p6XRzC0zmViVdhgQ9UDRsYaHhMp7sC+v3tG4TzzNinTj4c75oAkgoUU6pnWuf7xpfrtY8T21N6L4wySel8UA07RI3A82B32zBqcg4uNx6L2JtbkCRzTVWIEYDMwpYsQYw3R0T7NDELM/GBgU2Nojsdw2S//z/gGr6kjFtiSLo5lgo/F/v6cu5QYxqUkanoOKiYjC8I2uRqnclUlpnWZ1XtDmKaQwnJxcYB0NbZETg85euh18sfWIUTYyijamGR3wNPNXCY2pnCGY8EurgFlcHl5g6rAkphWfCIbjHH8Sq4FIs9M3Dqr0VmLc1Gyv2lGPethx8L3UuZm/Nxcwt2ZjrX4zpW3IxxUvJQfPN1kJMIrjxoBlaDqZuLsDUzQzdnI1ZvnmY5UfTs3xM88lS8thsL8bc7cWY41uIudtLMFty2xTjuwC9BB5gRDSW+X5FWOBfgu/8i7EwoERM1ujbs5R+PiFGMV1bsacMS4JKYL+jAIuDirA4sAhLd+nED2jJbl5LgGRsr+126rBwR7EUW4IoHgeUSF4c5sbh37PdoceiXUYs5LU7GZVND9tAHex26WEbVCLFfrcOi4L1WLrHgOUsIaVYvlsnRXyCgvX4nhqnvQYFaIWVY11omWiZHAm0RNNkwPp9pVi3Vw+HUIMUxzCDaKA2hJXAObQIG8MKsCm8CK7hBdgcUwL/FANC82sQWViL0JxK6I+ZxS+IynlKg442WlBPp0AL0KRFZlNBDjUqnDeijeGxZq/ZXS3o3nohEEhrgIjqWbWQmMp8tWJ6VbtYRROk3cNaVWEL0bjENDFWa86a2P3Ux14eXhKjn0RaW+sage3pXXitl6e30HXaetPOWzYe1WyG95Fo83P40BFUlldK5B760dBGmr/zHjnf2ibOjLX765QIf7RxFHUgMOHdJfjbgM7Rych0XglM/ZXWRvGJuTEBs16uxrCHMvDh4/mY9EIZxj2Rj9EPpeP9exMw5rEsjH+6CN/+/QjGPq/HpDdq8NkfjRj/YgXGP1eGCc+WYeLTZRg5KA1DbovHyLvS8OXDOoy6La3dJ4aO/YxOpkQoo3lZ76OTUVDDz3ZXZyQG+uFAdhKO5SbgRG4cTubE4lReEnY6rwFaWiRRYh+Isabn5PghTO3uXcEKs9etmVDHPe1M3SVCKzV6SL6IbWDiUn6EXqraFh6TISWTzo/QQTZd9iDNokCJzkUtBP1JdgXuavd5OAMMdGk799QjTcA3LqH4y3e78JptMl5ZEKeYkZ2haegBsHRz3Su20XjVLhZv2Kbh77YR2Jx6SMzKNAAj5uSqVoapBeLj4oXma4w7+6R9D1D3XbadII0J1LW+Y00fEYZSbmxobAd31r9Ln6lzg1ZEdHhncCrhJdr5CbOkNzlsASavD8dfvw1RAVwa3qS/i30cXmXppq1dz3UHYv5il4I/2ybhjXkRcI07CMUYkaZ8ythxnNl2JqeMjY5VTKlV8KWZjrIdWrt4TB8gLV8Q7+WH400enfukXM/2se0ab95eQxz92Re1jHzG/ZpBpFTNjCQ5PFCH7a/9FXtsrkGWzdXIFTOyDvCiaWU0LUt34EU7p5iXKX4yuaKluRr7rr4V9fOXSNQD+fv0g6J5pgixO9at1uae6nODGIrIzYwOUYqtW7aKCovqqq4ghh3Gokw+RVrATuUf1j4yUPwinar8RhCzKqyV5wAAIABJREFUYLkDtsfp4KpqYghiFCBTI0CGAEYrnnE1UEotPOMOwCOW32vhFV+H1bsK4bDPCMd9ZVi1uwQusbVYF2qES1wtnGNqsDSwCPY78rFoZzGW0Zk/pAxzt+Rg8a4yzPUtwswt+ZhBMzPxr8nANM90TPdKw+yt2ZjulY5ZW3PxtWcGpvkwrHM2vvbKknqSRwam+mRjxrYCfO2dLeBokns6vvbMxBT3dExxz8A3PjmY61fUDm7ozzNnSx7mbM7F7M3ZmOGVjrkMOrAtD3P9CjCfkdT8i/Dt9hLM8SuWZJ5zAxiZLRcztuTgm83ZUng8c0uOnJvmnYnpPllyLOcJ2rqWbTmYyeKbi9l++RLgYN72QsxnIfBSyzyGpvYtFFC00L8EWrH1L4GdVbEP0GHRDj0W7yzFkkADlgQZsSSoFEuDdFgaREBWiGW7CrF8dyFWhhRjbagODmF6bAgvhVN4KTZF6LA9qQJRhUcQll2DvRlVSCg6jNIjFtQ2AnUNQM1JoPakBcca6XujRnGjYqaHQt5AMyHr7OSvLQxrQMPjrgBG3SQknDUlJVqhypkbhyI1WLt2/QULsdzTAr3czs+ZPQcTxk+QCGsaYW7XXnXZQNk2+c1sgbOTs5gTOK53VJxVJbyoGqGMiXGbW+WZy5cuR3hoOIoLi0UrvGnjJnFw3OC4AcxGnpaaLqHgV69ai+JCnZAeCbHcBkwevqIPxFwhoE00MdfHYfTDmRjzrF5Myr76Yzk+eTRTIpRN+kMpvny2BJNeLMPSoS2Y9HoVvnytEuNfq8KMvx3BpJeq8eGjuZj0XCUmPmXE+Mf1+OCeDPz72ki8d30cPrwpHSOvTcXQfgqA0YDMeYEYFZj7urogNnAHanLScTgvFUdyk3E8Jxkn8zKww9lBHA0Z9bW1m/VzsejD2dbsxfqb5/tccl4ebh74+KOPJYwuv5/tGe3M3E/Yj2d7H/mNzCvzeOgNQv9I59j3ooUxW9BwqgHUsFAzzY/CmGr7WOda48HoZ0NTo7zcPEk6rgmS5bkERxrdFYaVzusH8M+FAXjZlqZkKXjJNgGvLEzAqwsVkzKalWmlK8Pe83dqcRLxxsJU/MU+FaPXJaD4JAPtURjYBjOTIlosqKqokKSUp+tPi++HwkN2uDIo767wlvyNJmXsDwrVtb6llVBUZJT0j3auu5r3c47QwZ+gkZod9rPiQ2uW9Bg70irwj7m78YptIl6wTcPLtml43TYRr9gl4iX6/vQSxLxhmyzaGGpgNK3M6wsVc7MR6zJQdEqJWEbth7ZP0m+HZmS0ZjjXXCafzQhk9KdiG/id93DsmfxWBIh8dg9znWuBpVRfigAGCWigtlcJ5qT4pbSh1s0dATfegUwVvBCQaMDFuj4fEKNdS0CUbHMVYu59DNBXS4JMIYdtPb9zT23pFYhhh6xfux4bnTbC1cUVxUUlCrKz6iBZICaLJBZiRlFKFYgKJShAYhKOHjkmnZ4QnyBxwNmBvEcDMf7x+jNAjLv4xuyHB/1jVCDjFVcDFk+Cl9ha5Zjn+HsMo4fViF8IfUR4j1vcfngk1sI9oRYbaU4VbhQtjns8tTeHsDSgAA5h1XCKrsPKkDIsCzJiAc3J3FNhH1CEuZszsTSoBDM9U2G7owizt+Vgklsypm/OUrQ026ixycJXHqmY4JaMyV7pmOmXj6k+mZjmk4l5DA3tw/w2uQJkvnZPx3SPLMzwzME0t0zM21aMBdt1mO6RiakemZjG4p0lYGS6dwYme2Vhkmem1FN8CJAyMH0zw0mnY7JHhpSv3FMwxSsN0zZn4GvvdEz2TMVkjxRM9Uo/oxCMSfFMk3qGTzZmsXjnYKZXrhS+2zce2ZjunqWey8NMrzzM8srDbK98zPYq6FIKMcdbK0WY412AOd55mOOTg9k+2QLSGIxh9tY8zKNJnr9Oiu2OUizYXgy77QX4Pkj3/9n7DvAozmttgVuSe+P03CQ3uUmcOPaNHTtOXMHGPeXmjxMH29jGFXAv9F7VwFTTBIiiApJACCQhCfVeVr1Lq13trnoFIYmmvvv+z3tmRlqEBBIlxgl6nqOZnZ2ZnfnK+c57Kj4PMWJzOLO+VWN3TCX8UupxIKUW/im1CMk6juwqG7LMx1BcexKVrb2Sk76pE+dtmzuBNsblsGJsn0pq9V1W4B1MdGcbTFTg99is6LL1CnXb+uSzZHrj2LUCmza79YMYjuVzJpmm/Rh8/F/887q16xAXG4+li5f2W2T628ZOeaG1Fb8jA2bK0H3e+yStM2so0K3MXovIFcrF2QWzZ83BqpWrJM2oBMWGR0gNAaVKc5XE0zCupriwBNvd3IWxtzQ0IORAKP720EfXQcy/DYhhYH8K5o2rw0fjqvHmPaWYM6EBsx6twaKnj+H9+8oEwEz5TTFmTqjBjCdq8Nq9hZj6sAmznmjEu78tx9Rf6/H2L4sx5/5aTL2tGP/4ZjImfy8LE7+SKO5kE8XqkthviSGQGRWIUS0xBzw8kBhyBLWF+WgqzkNzcQ5OFOWivaQIAe47hDlJAPklLPDaPBvtlgLfaK/5p56vaq4JYgIOBmCly0opxn2hZ7hWQQz5H9ub1gTW9SBPJO+jmxhdpBjErVVav9D78Tqt3yhXxcfGIyz0qAj+/A0Wr6QSrltcqxXhmevejK1H8axzBB5xSsHjjul4xDkd4510lwViHnXOwATnDDztlIbHnTLwxNJI7EyqRS8l7b4e2Lp70HHmrBSm1GqgyFf95T3OBzLyDr1WASx0PdbagvVz5PMFhHaeK22jggbWj2FmOAmal/aw4liHFXPdj+IZpyQ87JqJ+10zMM6F75GO8S5ZeMQla0QgZgItLs7pihsaXdFcNECjw9Ou6eD3HhntYpmiEwlBAy1EHMfHmo+pVpOLAHJxNbOJG3ZlRZUAEo6Z8KMRIBgabGTQ2krbsq35x8+ZWdmIT0iU8cE2Et/+xiYcePQJpEjwvgOyxihkD160fQ2YaFaXobY8J18ylikB/3ljuL0R8Q63wOK4UdxwiMPk91UvGsXNb5BcNYT8NCyI0V6WWzZwQnyioEQWDmIAmZaj3P487jNFHrNEbN+2Q9BgSnKqZEKgppTEjuLgESRog9zbcY0bDqeaBMR4MR5GqK4fuGgARtnafU+AYmelGXI/WTvfflsNr5QqeCZXwi2SsTiV8Eqqhhdd1ZKasDO6DjvjGrAn6Rj2JDWJ+W9rVCU2hJaLCxutPNsZSE/3tuR6uMdXY1O4EeuCi7EtpgJ7kuqlYOb22EpxfeOxjUeN+CywGBvCaLkohWtgKdaGmbAtoR6bYmuxZH++uJltjm/A+ogqrDxSjmUBJVgZbMb68Fos3V+MpfsLsfpoBdZHVWFthAUrQwxCrnRHO2LAtuRmOAfp4Xi4BC7BBiwNKMbnsfX4PK4BTsEGbIpvxNrwKnFrWx9ZjeUHS7A+sgYbo+uwjPcOMWFtGC0pRnx2pFw+rw4pxyq6oh3WCy0/WCTPSkC3/GCx3IPJD1wCTVgf0YBFvsVYGVyJRT78rgyuQRYs2FeAVcEWrAosx4r9JXClRco7B0v35mGZbwFW7C/EYp9coWUHCsU6tty/RCxBy/31cu81oVUS77Mp3IzN4SZsCS8X2hrBmCGLxA+5xVRgG+v7RCuJDryT6uAZV4WDGS04lHUch7KaEZjTjNCiFkTo2xChb0WMoQ1JplNIrzqL3PpuZNd0IL+uEyUN3Sir74K5vhMVDV2oae5F0wkr2k/34UxHHzo6e7Hh841oaz85tPnTakPriTYYyoxSnZkuAcys8q9ODMpncCY1YzOmzxDNkMItyTGHZsz8fu2atcIXyF+oISOQ6QcxqtbIbasbIiMiMW/uPFGmZKRnyCKYmZEpBfyyM7Ox3W07lixagpSkVPgfCEBfjw09Z87AetqG6ZPWfulBDAPWB9NLDgk4nxKvSTe5N9QCkVfbve15hzi8+e0czH6oBk5/78A79xvx0YNmzH2qCa/+KgezH63Fe/eWYspdRXjnvjK884ABs//QhGkPm/HqHfl469fFeONXBXjvLiOm3VaESbcmYuLNMXjh1hRJsTzxhkS8ODZF6sQoVhjFLXFUIEb1Ujjg4YWEkBDUFOWjvqRAqK60EHVGPfx2uium5x6lftdIF/bB6/JoP1OYoJuOwrdKZUvr5zVBeoMoPaj42LBugwj5FGIXLVwkQh219+I+M0jguSZBjCpc89kowNJVin8EMMw4RhBCK4xYDDTXoEHvNVTfijAISDv5+e5HYX6hop0XtyFF/GLJudzqVvzVOUqyaz3mpMMExzShoawwtMaMxBLBc8YzmF0AQAYed6I1IwNvbEzECWb+6e5B79kORIVHyHjis7K/uNUsL4O3mrWBxy1mi6QP5rGT7afEQ4igje0g9xqmfTSQx7ZmTAiz7SrZzgjsrCg61oHnV4fhCVpenDMxztkexGTgEZeMEb8/s7dJLI22lexlzGCWiglOKfjUIxtNbAqrDWeln8MkeQOfUQDIRQAZxwjbjDXlaHnhdafaTyEoMFiUgvZtOdT4sD/GdTbkSCiKi4qlDblOdxwNgft/fAWlY5mN7PyAfR7TaCjQMviYBmK0RADKtTdA53AL0h/9C1DZBCpquunmItaxi4MX7R1GBGKYj7rCXCEFdpi3mpNtOIGEhYooxPj6+ErQXXBQsGTeoABCQaWyolKynLETqqtqsGO7O2YschkFiCFw0WjAQnM+gOE5jLEhYKnu3yoAqUaOeSRVYk9ChYAYz6RKeBLIiFWnGXtTj8NL6Bi8JObmmAAYj+QmeKY0wTOZcTkNQtyXY+pxL25TmuCV2gyPpAZ4pzVjT1IDdsTWYEdcnaSMZtroPanHsSetBdsTmwS47Na1YVfqCbjFN2FbQjM2xdRhR+Jx7EppxcaoWmyJrcfOtBNwTz2OHSnHsD2lGduSGuGW2IitCQ3YpTuBTbF1WBdRgS3xDQKE3FNOgPd1S2zGjuQWuCcdk9/bndqCrXH12JVyHO7Jx+X+O1Na5Pd3JDbLeR66NmzndYnN2MZnim+EW0KjxBptjq3HpuhaecbNMY1wi+d92rDuaA12JLXKdlN0I7YltggQ2xrbjC3RjdgQUYeNkQ1Y5lcM5wAD1oZVYV1EDdaEVwlooxudc5ARSwXE6KUukOMho+J655OPZb65WO6bjeW+WULLfLOwxC8Li/2ysEglfl7qkwFH30ws806D4750OO7TwcknFU6+yXD2S4LL/iS47k/CqgPJWHswGZuCdNgemim0+2gWvCNysC88GwfCs3EwMhchCUWIzzAgK78cJfoKmMxVcHJ2wclTpyUJwWDmyfFN98vZs2Zj08ZN/zbk7eUt/KG56Zj491Kw4JwnYx6OZ7CtqEk9sP+A+Lhz8eYio2koZXHqtYprBbMjMgkAeRB5DBUmXPAZGOrp4Qn+Lr/nwt3eekp+E3Rd6AFmTPryu5O94JCAwXQ+gCGouTZBzMwfmdUq91c3FmmiQwL+flMCJv88D59OqMWspxqw4NljeOd3BgEtM8dVY/qDFvztB/F48Wc6zHy8Dk4TOzH7mWP4+KEqTH+wGm/fXoi3f1GIN3+Si5e+noA3v5OBN3+Yh9e+lYkXbkzCy1LsMvkcsHgpIGa/pxcSQkNRXVyE2tJi1JQWo7qsFDXlRuzbtQugr7j4i1NlPPLFXVvkL2VLoUiXphOFweZNW3Ct0ZZNW6R23Ta3bSJ8MSaOcoezozMCDwcJ7xj83tcqiNGekx4v4UfDlXgNASBG6QOuLXx2jbTzh9tqAr8GDKgQSk5KEbehhsZjSkipzSbbgGQ9/uQYi8cdCWDSMcFRh8cFyNCdjG5lA65kowExjzK2xplCPy0ZmXjMORMvrI5DScNZEVLz0jMQfTQSPZ2sT0Pl1vAAhsBFW1+5hjAOkin5qUxnkL64ktGyQCWZ3Gv4OaKABMUKxXTLvE9dXZ0ElgfoDPijUyged9LhUSfFGkWrFN9lvAtp5CCGWd0G0lCng3EyBEePEwg6peJ5lzAUtSpdmpGRJTFPBBPDrZHn9bV4NSjJDmgYoAsaQX2GLoPL6TmA8Lxr7XgI25XjhdnxAg8dRlNtgzxD4YKFOHTjjSglgBmjABZaXgaDk5F+Hgx4lM9jkDn2JoT88JeALk8ag54vSpzA8H04+H1GBGKYjYyC2OfrPwd91utq6voFDBkUdo1CFw+mytu9a7d0TE52roAWHuOA2b1zN6hB5YOwAal1dVy7bRQgZgjgYuduRjDDejNaumbG1ninKmDGU0BNLViHhrQnqRYbw/TYxQKWKTVK6uOEGlDb//lRM9xi67A5ugbbExqx5kg5Pgsqw5boGjgfLBbXM7e4erjF1mNjRCVWHtZjxf58rA01gcfXh5mxLswM98RmbIyokmuX+uTA5VAJlvnlCzkHlGBLTB02RFRjwd5csWqsCauAa1A5lvsXY6FPHpYdKJKsa/O9czDPOxvOwWVYFWaCyxEDlh1k/EwRlvgXCm2IrsHi/flY6JeHJQcKscSvUJICfBZixpL9hZB7B+qx4kAhVgaWYdHebHwWbAC/n783BysOlsAxgMChWIjPsOIgY2OK5V6834K9OZjvnS33W7gvDySew+/43HM9s7DsQDHmemWLKxn353llq/cpwYJ9eVjiV4SFPgVYuI9ubHlY7JuLBd7pWOaXDaeAAiz3y4JrQD5WBuTjs0P52BBSim1RJikq6p1UCd+USvjranAosx6HsxsQmNOEwLxmBOUfQ3D+MRzJa8bR/GbElbYgtqgZ6ZYzyKrqQFbVWeTUnkFRUxdKW/qEylqsMLb0oaIdqDkN1J6B1NNhAVLW0WH9HKmhQ/c0mjuFRSj/tm7Zgra2VtisWs2bgYnHMxjnIT6up8/izOkz/xbEhYUFtRhYSO0Y039O/3Q6jIZyaTTNJUBblMgHeCwzI0sy8NCSS79wATD9dWoURnvOtXYdQRAjHaNZetTverropsFoR+b7BmZP/vxLb4kZDGD4edLYJEy+Oe0cC821D2LOFf6vtGXmhTFJeO6GOHz4WwveH1eB9x+x4K17irHwDy2Yem8J3vutHvMn1GHq3UWYdm8p5j3djEV/bsOHD1XilZ9l4+UfpeOtn+fj3TvL8PbPC/DGD7PxxvcyMfUnRXjpP1L6QczlZCcT33MAvp5eiDsahip9KSpLS1ChL0GloQw1JjO8d++GAsIJxBn4SjcvLRhYsWyKIKLGpGrziuuyJrDJMXGjGdoSOlgo4Gf+MckGFQWnT525pohZuqh1Ptl2Eu1tJ8VdioIt4yVYmHv+vPlSpZ18wd4iI8LyRTTcQ7XFP+sY+4lWBlZVZ4wIZSa+FwVbIRFcR9CHqoCrgRhRILEYpNGEgEPBKCgoksKpTKSzen8ynl0RK+BFATHpVwTEPOasxH8QxGj015VxSCw/hbr6ZsSEh6OLsR/k1aosSGH6YsR3IthjquS83DwF9NU3Sj9rlvvB88H+s2bh4blcT8wmM/wP7sfJbis2HEzBH52iwdgVDcQ83A9gNFA2srgYJTU101Or5Ew3MuW+45zS8adlwYg2nIappgkBAYelvwf6WEl8JW3D9hmC2A5ynEUxc/MlmxkBMGvAaCBWa8uLjV+2A3+7rroWkUfC0NN+GvEvvILYMTfDQBewsZcPYoYDO1ljxiL0P7+D034HmZUAXbZuhW/ZYYqLPf+IQAy1osz8s2P7DlDzQY2HCBnCOAcEN/4Y3cxYU4bWG7rTsOJ4bU2dDDzep762XoALG00zmYo7WcpI3cmGBjHMYrYj2oxdcUwXbMGWcIOAGVpWvFMa4JncgC0RZqwNLsUO1ldJbsLOpEYJ9mcGLqY+dgkqAd2lCB5meWRi0f5izPbMxorDRszdmwfHwHLM25eHmZ5ZmMu4lX35mO9TgDnejGfJwWzvHNku8CvEvH35mO2VLefN9y2Q63gtgcg87yyh2R4ZWLxfiRXhd4xPmbM3V+65wLcQynX5ci/+zsL9RZi9j4kFcjCdcTDeWUKz9maBNNcnV7Y8PotJCfiMe/PknrzvXN6bIGSvAoi4ZVKBBT78DeVcnkOSZ/XJB9+FsSyLD5QILfQrkmN8vn7y43mkPKGFBFJ8rwOFWEww5U+gpQAux4AiuAbRTU6PNaFGrA4uwfrgAmw7WoztR4vgHlGC3RFFCEizICS7GlH5NQjNNCGmoBrGE1YYjnWi6mQfqNBpZZrmPuBUH9DeBZxW6UwX0NEFdHbZ0NXdi67uPsnuw7znDF7TAtgkSF9bIOy3wjTEWVUJfpFMAWogjMZQbDZs27IRJ1tb1ExnDFgcmAsUAnZs2yEFq7gQUVN4eXRCFjTe64ukS3kHZtZZumSp+OpqC8rgtqKSZJf7LjHx031V+IuWneWS/PO52CskIKYXmP7Sl9+dbCgQ89pXMzD/l7WYOCYBtEDwnBevUUvM5Bt1EkNytZ9vokMinr8lCcueOYl5fzyOTx+vwYu3ZeD9B0x4/X/zMHNcFT64z4B37imF69/PYuaEWnEzm/yLHPzlPyPxwncS8eZPc/HOnWV46xdFmPzjHHxwuwFTflyIv90Qg3+MZVsnwR7EjDYmhvyHf3s9PRETfhQVBj3M+lKhCoMB1QQxuwhiVEtMT68UyqNwos0fRWChplpRCopgIxppRdusCbKDlY3a9cNtuT5TAeGzz+cL5Tej5XVUnjBYmXFxdK3h+2vvyLax/6wdv2a2jFfp7Ja6MVR+seK6CJjamsPnt1tjLrqvumhp51Gh09bWiVTWlQkJQ31bH+btSsQzK+LtLDFXD8T8yTkBO6IrsD8wHC0tx2XsX+o/FkSmpwPTEWvC/KXeq7ikEJEJmVjsFok/OiZhgmPGFQcxBHKKi1oWHnLOxh9WHJWkRv5hMTh+vFUeXfrJrq/lvS72WbVM0YuBabgZ43PJf1YgPzMbcaERCBz/FFLHfhV6SY08Otex4QDLUMezHcYgZuzNaN+yFejpRI+tSwwxHKvauL3YdkQghsCEaI9p8JjPnD7oDLwd6uYaOCFAIWIm4pWGpR+iWpWWggz/yIBpBluxZhsOpZjhwZiUwTExyY3wSm4YIKZcTm04JxaGIIUgZsORYmwMLYVbhBHrgoqxM74WG0P02JNYh21RlVh1qATL/fLgdLBY4jtWHCjC4n35cAmkuxKF8iLMYYplT4Xm7i3qF9RFqCeA8c7B/AOlmO1DQFGEBQfKZCsFM/eXgumaZ7GY5r4CzNqXixne2ZKqeZ5fAZYxFXKwGU5BJjgGGrHisAHLWYsmwIAlzFbGLGQHy7DscLnUuHEMNsMx2ILlgSY57nTEgiWHy7DgYIlC/sVYQOJn/2L5vXkHCmV/0cHS/vvxnov89Vjsr8dSpoWmdSWAsTMG5TkCy+U3lx0yYqlKfIblgeXgMzgdqYBLaCVcQ6vgcg5VwiWU31lUMsMl1AzXMIvQyqMVWBVegVURlVgdUYH1kayHY8buBAt2x5vglVQhVpS40hMorO9BjuUkdIbjyLO0oqUbaOsBzlqBk11WnOruk7TL9Jnstfaiz9YDq4255pVUyQwWHEySBUXLLNZH7b6i4VfM04qmkuN1aGYxGhAztCVmm9t2HD4U2K8pHO2C/KU8//i5gI1WGWpMafL/8IMPcZw5/qlYtFuMyQc+37BRkod47PEQtzEu3vZuBPbnj2xfATAEMoNBzMQbojDJIQmvqOlwr7QV4GrebygQ88ZXM/Hud4oEwFzrIOZqgxet7QliXvpPHRY90Yqlz53CB+MseP+Bcrzxv/l493dleP2OXEy9uxgM7P90fBVev6sAb/y6AJN+loF3flGAaT/Pw5TbCvDhPWZ89BuzgJhpt5Xi3Z+V4s3v5uClm1PEnWzS2IEUy5cOYrwQExGJinIjysv0QhXGclSbKrB3t4caE9MnW1b75nzhGso5wvWVmZq4HitzRgkS535TQ5Nkp6J1lC6aPDayuUMUNABiqIxsbWn9UoAZKkDaWtthNlnw/nvvi3uN9s7XOojR1iEqeukaS2vM4PVJe5dL2hIEcb3r64O+uBg7/cLw5meheHZF4lUHMbRC/MEpHh9tjYPn/iPIyEhHuk6HtJRM6NLSxW2Oyq6REhNE0duH4Qq6VJ1CaTq5D90gR0OJSfHY4xOIj1f5C4h53DEDj6nuZFfKEjMYxPzFNRoLdkbAJ+goMjKz+99fe+70tHSMmHTpEiPK5DapyanShvR2SteNjjJ1GchK0WHfzj3Y9bsHEXvz18B0yMVqVjKtcOVQYORSj+U4jEGiww04sXI1q4Ciz3qVQAyZH7ON+e/3FxMnU9xxog05kezQv8ZsRfuhVgrV9hUmbJWMZUtXbYV/EkEMwUgtvJPrhOga5pFE97CGfqKlZW+KklKZsSgbQgzwTjsOj5RmrA8xYLlPJjYeNWPx3iysDauQFMbrwmvA7Fi0OMzfm4eFtJTQQuGVg/k+hVjkV6RYLPbRElKA+T5FQgv9GJxOwb8Ei/cXYaFvAZYEFGPpYT2WHCpTifulWBZYBscjRqGlgXosCyyF05EyOB0xwOmIUcglzAzXo1VYGV6NNZE1WBteIcH8rGezOsSMNaEWrAwul6KZDLZfH1GNdUcrhegKxs8M7GfNlxWH9XAKKpOAfadgoxTddAxSim+6hpjgGmqCSwhrwxilHg1rz6w/asH6o2aw6Ob6MBM2HDVjS1QVtkbXYEtkFTYdtWBzeAU2hVuwKcKCjeFmqRWzMdKCrTGVcI+vxfboCuyKqwKzv7nHKPvc7oytkIKZnkkEKOXwTDDBI84Ar/hycf/yTbHgSE4dsswtKKhqhbG5A6V1pwSsnGHGMAa5sTaMmk2MGVQkuzctdmoqZbpfMEWjENM0So0XAgj6UQ4mLtgDZGW6ZKEB/1oZv+JmMaC11DR1NHH3/7D2ALLlcWWRd9uyBe2trYp7xyBrAQWJA56OAAAgAElEQVR1Wi0DLwJi6ALBzH1fSsByAasQ34uAhe9FEMOkHls2bxGhSmtjjX+wrVgrgIsSFSX0VVYEskF9ZQd8tGuH3w4NYp4Zuw3/GBsh1gCCGIIZjTQB+FreEgQMJu157Y9rx/5dtwRzb3w7BzMeqMWnE2rw4u2ZmPhTHT5+wIK37irCp+OqMOOxasx/thmv3JmDab83YPZTjZjymxK8e7ceL/80E+/da8TMB2sx9ReFmPTtZEz6ZjJe/EYKJn9Dhze/kY23b83FyzcQxHAMMQYpES+oxDE23mEV4g+VSjxWL2ukEYdIITmlFoJmifH23IvoiGhYys0o1xPIGGExmlFlrsTePd4iyPZ19cLWY4W1p09iAejiTeViaUkp1qxeIxYTrrddHV2iPGTAsuMKRxHyPlv1GahQsU9LO/y8USwX9iCG9UcYXM65TDDDuX1RGgVPU3jgyCzMg393MN8kiOEzMgEIMxky21f/u9pZZfqPjYqnDFh1rsb1otxl2lujCXt27YGWtUuTmQbzzVE9A3VyqgdSZ8dpxMRE4GB4HN79/DD+6BiHJ5104kZFsMG4jQlS6PIyil2KO5niQkXXMqYp/rNzHBZ66OAXECkF01nnq7a6EbXVdSJf8vOFqVbSIzOJA93udu3cLdksWb2eaZZra2qFGO5Aoow6FPE7nsvrSAaDHnt8g/Dp2gA845iAARCTinHOOkmv/KikVqaL3MjcyR5zScdjrnbkkoFHXTIxziUTD7vk4M9OkVi2JwYHQ6JQU1MvBZ45VknyXNW1ckx5Jz7v8MTxwix9tN7J9eq1LBp9MaJcTzcy+Z3qWhgLS+DrthM+949D/E1fQ+GYMQJilNoulx4TMxzIyWbhyxtuQcNnawTE9Nh6pDA5x7ZSoZxxgAqdU6fPbt6OyBLDycWXpJDBonSsmMpjQ04iO0Yx+Bz5rH7PfRIZ5ELXzdifaAaD5vcm12KvCmIUi0sTPJIaBeAQ5KwLLIJ3SiO2R1dha1Q1Vh7Swy2uAS6HSiXWY87uNMzzzMTsPZlYHmDA7L2FmL23CDO88jHDKxezvPIwU6VZewswz69YUh+L6xVrrOwvwGL/YqnVwiKVrsEmuASVg4UlXQLLsCrEiFWh5SoZ8VmYAZ8dNWJdpBnro81YF2XCZ2FlWB1mwPpwE9aHW4TWRViwLrIS66KqsT66Bptiq7GFhSFjLNgZXw33mEpsizRhR5RFQAKBwvYousdV9ZN7bCXcYizYFGXCpmgTNsdYsDmaVIEt0VXYHFkhxKKUm6Ms2BhZjk2RBmyNMGBntAme8ZXYFVOOndEG7IoxwjPBAs+4cnjGGLA31oh9rNmSWg2v6FLsTzLhkK4SgRnV8Esy4lBaBUKyapBYegIZppOIK6hHZHY1UstOIM3QilCdCQlFdTC1WZFbeQKWE72obutDTbtVar3UnrSi+SwXcUWxyDFKexw1QxppmqhrSWOmgBkFuNiPdy7yW7dsFYHC/ri2T8F8p/suHAo4LIv/8G5YiuWC5nHlHH4+n2jRuBZInvHYcK5x6jOq7nMUKKgN5oK88fONokFmu0j/2jEhHtq9aw82rN+AubPnCk+gQKa15aVthwYxLHb5/JgIvOyQLJaYlx2SQKIg+u8q8P8rvjdBzKu3ZmDeuCZ88LAZb/+2FB89WIFPHqjA1Hv0+PiRSrx9XzHmPNuIqfcbMOcPxzDnmWZ88EA5XvtVHj540IJpvyvHu78x4JX/SsXU/87GK7cm4oVbk/DaN3WY9r0CTHSIx0tjFQAzSc0Qp1nKRgNivDz3ISoiFmZjBYx6k5DZaIG+uAybP98CXUo6Gmob0dut1IZgpilqoBln57bFTdw06erNGDSCf86lne47MeWtKWCijYP+AVi3dr0IeiOdS4NBjIAHASatCpAhmBmORDFzPg8blq+1tA7J84Y8f9BvCrBSf4/KILYBtfQrlq8Qt3fylpG+8xd+HjNVnTkrdVAYoE13OPFeseOVo3pGO1mL7dDZ3QVTRQUOHt6PrFwdTgFY4h2GPztG4ymnVAEarO1CAKOAmJFnIxtKuGcqYYIX3vNx5xT8xTkKfunNCAlLhqXcoir/2EFKILoovTVL4xBbvrtyrk2EdbqTMS01r+u/h8SLKQH+PDYsqYUhec/4uFhkFZuw3CMWTzvG4XHHTDBT23gnghg+v1LzZqh3HPaYSzoedbWnDIx3zcQjAmKy8eyyUPimVOFIRDzKysrFzVGTiQlW+2Wh4d5BBrbyfgRwYaFhUuSSMeb0gtLuNaKtWmeG1tqYoxEoStIh7Jn/Q8JNX0WhnTvZcEDkco5nOTgg6sZbcMzNDbB24ywUEKPIXQMAZgDInK9IGBGIYXuxOiiD8ulORoHrYlkgLjbZtMYliFngugV+iRbJ6EUQ451UK4H53qmN2B5TA/e4OuxOasSupEasOlSEjeEU3GuwOrQCC/blY014jVhV5nrlYA6LTO7JwozdWZjlmY/pe3LxyW7WSynEnH1FmOnNGit5mLWvSFy/Fh8yYHGAHov8i7GYgfKHSrAikFYOpi0uxxrWjgkjMVDfpIIEC7ZGW7AlyoytMSa4xShuUu4JFmyLM0khR8bl7I6rxp64GuyJq8XuuFrsiq8Va4Y7j8dXwiOuHL7JFkSVtmNfXBn84g04kFQOv3julyGm5AQiC48huqgFh9Or4JNogEeCHrviS7E7UQ/vVBaLLIVHnBFecSaVzNiXUIF9CRbsjSvHvjgjDsSXIzS9FgnFJxBd0IBkQwvCc6uQXnESsYU1SCqpRU7FMZQ1nUZ9B5BrbkJqkQX6ulYUVTTD1HgK5sZTKKloloKTZ3qB1jO9OHG6B5024HQ3UNXQgtazPTjbp1hTemxSfJUFWLWMeQJWFOGUZhZ1gAqCUZmNnf/nZWmdLpXpj+I6MseLgRi3rdskqQWz8DGmbEhStS/ynbb/ZdgOfp+qatGmNdY3ChijcEEQQwsMBSwuzsOBU/IXFmZj7n73HTsF9JE/XIyHXPj76yDmXxGcjPSdaBF5/sYEfPAbE6ZPqJWg/rfuKsZH91vw+p0FmP/sMUy9X4+Xf52DqQ8Y8cnjtXj5zlwJ8n/710X4+OEqATET/1uHl76bjNe/k4opP8jCGz/IxuRv6jDxxngBMYp73ECK60sBMZ4erI8UB5OxCoYyi5CxzAKLqRJbN29DTVUdTrad5jSRLKF0NWLMB1OKkwdRc0srJ9dSzrNlS5dLgPuc2XOE/0RFRkm8Gau5X3jODAgI5G9aTExdLTXFNSI4atriC235PBf6/kp/p7m6EfTwXfneWoDz5fORgTYZadtd0nkq4KDbPl1v6YrPQoZsq0u6H9cyhnH2WtHb04eTJ9sRExuD8OhIHGttRi86cRY2bA5Owl9WROJpxxQ8rllfXFiZPkXAx7BC+ggsEgqIIQBIxRMuKXjONQLJFV04cxoICw5FcyPT6irKbC0RhXweAsBIP1K4t0EskJHhkSg3los8yuB8gncJ1u+hG/KAK7ImZ56zVX+TMgbr8EQwyQCAjYEZeMYxBk86ZWGCuJNdSRCTjvFq3ZmHXTLx7NJgxJs70dLegf1+/hJHLs9I5Z0qB50DZuxkIwE4duCG5U8IZBhDVVVZLW0k8hPH1EWIv8n24l9JcQmSE5JgPdOJ6BdfRuRNXxF3MmYSyxzjgIwxV94SQxCT8I3vwBYSAti60U4Qw3cdwhJDIDPUXBgZiLEBRQVFot1htexjTcOnWB7qR4Y6pg0qexDDlMTeybXwTKyBW6QZKwMKsT7Mgg3hldgQXoXl/kVCi3zz4MKMWgdKMNM7H/P8SmU7yysfpBmeDL7Pwyzvgn6a51OChQfKsMC3GIv2l2LxAT2WHqT7lRkuwSa4BhvhGkzLSxlWHTFIrZR1Ry2Seezz8EpsiqjEtugquMdasDPWhJ20aMQY4R5Thl1xRngmmeGVZMau2DJ4J5nhk2TBobQaBCRX4khGA/yTKrA/0QLfRAsCdNUITK9EWKYFRQ3dqDkDBCUUIDJdj/yKVuSajyMoIQ/lx7oleJ0B7BWtVqSU1qGo4QyiCyqQWFaPuOJqHM0uR2SOBXGFNYjOq0SozoCY3AqUNnQhJssMc3MvGtsYVwKc7gVO9SrB8O02oN0KHO+woa3bhrM2xaWLoORMTx9aTp5GRy/Q2WNDV48N3VIxmtiDFX+t6OvTmAWLaPUqpDIPJQOI5r7F8+j6RWalBJ8yTkEJ3FIEzX6tg91Elck3ClAx1Bi7msdGAmJYD4mZuWhdmDvn34NYw4WJP8gjmJ1t88bNwiSFIVPBpC5Q9n1DBkp/XgIeLk7kCdQK2Z8z+v2hQczTY936LTGvOiSLFea6JeZfzwolIOamBLz6PzmY+UQ9XCZ2YcX/ncbMcTV45Rc5EuC/4Q1IfZg5Tzdi9pMNmHZfGab9pgSv356LKffo8f6DFXj/tya884tCTP5WsoCYaf9TiKn/lYtJtyRLDBIzw9mnuL4UEOOxxw8RR5NQbqiDQV8Dg74axrJKWMzV2LXTQwQMa69sZE7QEyInO0cOlBaXYsWyFeIlwQMU5GilWb1qNRbMXyCV2x2XO0p5AxbB09bdi80n8uTCgkKVd82TjF/M+nUtEN9r4YKFQoyzYxwFLUUssr1k8VI01DeobaYJyJerELnKQEbVvLPvGJzNbHBcX8hHWTeLgIb9drE+s/+e15MkKVNVNYKDgiQOpYtZuSgjok+W3dDUPPzdORpPs9DlVQExaZjgkoYnXVMxcVUYSumO0QVUGSw4uP8gTrcrafAl/vEChS41sMN3Yv0i1kZhAVC6lQUHHem3ZLANBcycI4ucn76ZbUXBn9d2dnZJc0XmVOCvjqF42lkBMY9eQUvMY646POaahvEuCk3+PA4m6iVskBIEzCxG91D2szwMN/0ARE0dLccG9nkeLY9MscxrGxsaxR2bx2W9tZOnhpKxtGNsRyoeDjNLWkcnOqx9MG5cD59bbhJXMlpa0scodDlWl6Gu5X3DfvYLoLhYgvrPoEONbWZ4wBW2xJBZ0reWWYSo5SB6s580o93XmKmAGJfN8EuywDO1GV7JdRKI/3lYOeZ7puOzUIu4dDkHlWPO3hws8S/GPN98LA0qxwyfQkzfW4BPvfMxnYBlLwPqi4QYdD/XpwTzfEsw35eZtfRY4l8mdUdWBJTB+bARLoHlYmVZH16pxIswBoTplSUmhK5ZlXCLrsbWKIKXGngk1CAotxn7EgziYrU3rhSeMYXYF1+CoOxK+KcZEF5UjxRzO8KzLcgwHof5eB/yK9uQY25FSmkTglLKEJNXDX19J2pO9OG0FTjVA1Q3taPldA9OdQN1x08hJjkTJ870SmA7rRunewgulDS/7R1WtJ7uFQtIdrERheUVOGMDWnt6UX/yFEwNTTjVY8OpLqtU51U0Mmp8c69anZ4aDTI58dFWqsZyULMfyQQEZFCTowIObatlfCIgUcCKguQV7QeP2YenDJyjMWGt3xX/RjLmc3PgaxPrSw9iGMfTqxQs6zjbKUI5BfN/dVq7eq3Ewrhvd5dAfWqGuQBpC7E2Duz5BZkua0gxfTvBHt3KmhqbL4u/aON0cGD/Uw5br4OYfwPXOYKYf9yUiI/usWDyr/OVYpcPVOCde8rEnYzB/B8+bMLrd+dj8p15+PABC2ZPqFeKXzIm5rYcTB9fj08fqMIb/52FV76VjI9+XoJXvpOON76TpQb2p0kMjJLO+lJiYhRg4rHbFxFhSTCWNUBfWg99aS3KympgNtdh504vOUkM1sKPlblEtxES5xNjXZjVinOMPFnjN3Ksq0fcvhgkLnNQFRTt59+Q+2oMa8eZDqn3RsGRRP7FZDw8/kURM57y3fk+dHGn+xjr082aMUssUJrwN6A0u8og5DKUbbLeEXAAKC4sVhIRqBYUugXRGsM6W3zXIftpuN+22qS/4uMS5B6sq9XbS2WjVWqiqD+JiqY2PO+sWGKecFLcyCY4J2OCcwomiCvVCGNAzrPMKG5YvMfjrnQrS8IM7xy0UOjgj/cAudl5SE5Kks9cK8+VKc4FHv0gBpA4MAbAs587O7pEiKcwz7ZU5BBNwXruPTR5hfei3MkU1g319ejrYa2aXnF9f+WzcDzjQhDDWjEpGCfxQbRKsR1GXidGi4mZ4JoOEkHMo64sosl2ScHSQBMkJxnjdHutUnaEXk4EI9r4vVh/c8wwlpQ1gCizcb4fPnQYZ4ZICKHJVUNtWWyTsbtNDY3y9Un+z02D9w+/LXVhWB+GFhNaY4YCIkMd0+rCDN7yXO0Y91PHOiD5//0FaG5Cn7UbfX2dQG+XKkReIRBDJkmkRpeY6KhoCRZkMNDlCpmaMMvBNM95I/ySLdid0oTdiTXYndyADeGsXZIFlyNmLDvErF20tuRgoX8p5uwvwryDeny6rwAz9hVipk8RZjFbmG8x5u3XY45vCeYSvPiVYoFqdVl2sAxOhwxCK4OMWH3EjFXB5dhwtBJbo2slvmZLZCW2RJAq4BZZiW1RFdgRW4kdsRXwSKjA/pRK5NX0ICTVAJ3hGCIyTQiIy0VoWgkSCisRmlaEqlNASx9QVtcKQ02zgIuWsz2SBvhkL5BnqEKxqQ4dnHCiEVHix7lIUZ5n+t/Orh5UVdeih6Zgggr6fBK0c0MGwPO6eiTIk247XV2dIGvqtnahF72wwYY+m2IhsZ2THpjckebKPvQxw1cfNTxKZi0liJ2qchus3WqaPnskr6ar1awoBDV9vTapsioMRjTswgvID/ppANTQgkNLjAKYrFarUiRSnuf8DGGXO74uxgAu93v2w4XcyWR8q7660meiHRnQorAv/xWJbi5bNm8V9xYtG6E2ZvvHySCtIsc23WHoDkImTDc0LkaX10fDWGLGbMXEsZF4xSEF1y0x/3wLjBIEf3VrxNDljCBmyvcLMO1/yzDnmSa8+0A5Pn2kCtMfqcZrd+RhxqM12PAa8P4DRrz/+3JMuasEs8bV4vXb8/Hx7yyY/+RxfPxwDd65S4+P7jTgb7dE4dVvpuGvN8fire/k4O1v5eGFsSnyOy/agcLRFLsUtwkAHrv9EB6WDENZI0pKSfXQl9XBZG7Ezp17Fd6vsOYBl0w1gQ7nFNcD8kttqwlB/KwJbspNVJ4znOBrf9yq1G8iHztnHl4jfIvPxT9vT2+wkDatTXR545/wVft3uZb32W+AxDcxTS4tSuw34ZmAxDvR6kDwqPXrOf2hBpdKP6maewIec7lZin7SYscxQiFXIvspZ/D2dPPu6UaXFVjuV4Q/OcbjCSeduFEpAIaAhgL3JYIYlxQ8SpL6KKl42jESASVncVayW1DTyd+3IjTkCFhbkO/L9xsMZM5ZM9QaMfRwoNVB+rrPJoI8q83LPdS+ZntoY//cLd3O+sQNjQBAvQlsPZ040wcs9UrHs8vj8aQzC30mY7wzLVQEdKMDMUo8TAYed8mQWjGPuuowntYYZx2ecU5AoL4HZ9gP7Bdiuq4eKdLMIH3+nTfvhhjD7FO2BRNAcJ/tx0xvdJETWdFefhu0z3PZXqzJFhUdA31pmVzT3deH0xTyutoQ++JfkXDDWBDEMAA/c4TFLglSeM1g4nENxGj3jLnlK2jx9gI6zoosOpBhVtOGDwAZJVHT+QqJi7qTsTGpgVm3dp3k5WYtB00rIANsMJMborEHTzp+5n1JBDFznD7HvsRyrAkpw/qwMuxKbcKKgCLM9NBhvl8RZnnnSVD+pwzM9y3ETGYTO6jHTJ8CJdWxT7Fs5xK0+JcJkJm/X49FB5TUwssPGeEcWI6VwUasDjFhQ3iFEGNctkRVwz2+ATvjGrAjugY7okhV2BVbDY/4auxKMGN3fBlC8xuQamhBXQugNx9Dw4luWGrbUFBWjfLqY6hqbEehoUrACV2yzvbacLqrEz3oRQ960G3tFpDR09eFvr4u2KxE3N0cxQrq1MCGKvXbentg6+mBbHvVc2he43n0DeT3PM5CfrxGQRXK99q9+hc3Dlh7KZoDnr/P9MR2g0VBGAqaGjTohbHyfuw7qxV9KimTTbWoiB+jhszUR+LjXoSGmnDCsEc4loYaX1f7GBnAhUHM+ZPtaj/TtXB/WlLII5glScYGF9Z+N0KCXmXe2z8rmTb99ZleOeRIiKSLZfsOda79dRfevw5iRho/8s88j2mIXxmbKpm8rubvMsXyW98vwOxHGjH7mSZM+b1eUiy/dVchXvhpGqb9Vo8p95bg3fvKMP3hKrz5q3xMu6sUL/88B+/cXYZp9xgw6bZcTLmzGB/coceHt5Xgk18Y8NLX0/DCzYl48aZkATEvjSGQYb0YBRBeGojZj/CwFOjLmlBYSmpAcVkjys3NcN+5l1NBiSdUFVgaL+ZWhBFN6FUBhv33/ftyE4V/X3jefEn4lir8M4buk48/UWJHVGD3pXo/9T1ysnKkuCh5nqLcUgX6nj5xnaLblPT3UGuindsRi3/SKhUVESWJYCjAa7IWvR6Y2VNwj1xDJSmQXdmNSa5ReMqJ9VFy1FiYywAwktErBeNdUjDeOQNPOifiU+8s1BFAdXfRx01iHvhsJ1qOIeAgLSINCr8f5FKmyBfqmLQqLnaHDh4SC4w2/qnIjYyIGgGIUYo6EvCwkKsmyFOZa+vrkdjdpOI2PLckCE85xmG8cxIedU7BE5LogFaUkQO6ca5KIP8TBDF0I1upA48x89u0HVkwdyru+0yZzvFK8EYASyUeLav8u9A4ppKPNZEiwiOk3UTpZ4W0I12zKbP3z/1Bspz23mQsBD1xCYlg9kTJoKhmTwS6cTYmDId+8F9Ik3iYMcgYM/ailpiLARjNakMQk+RwM7IfeBxoOyVKS2aPVUCMaMhlnwr3frqcmBg2EE1VFDS2bnETX00iPxEyhssipE2soSbdIBAz12UzvBPNmOOpgyuLH0ZVYZ5PjhRy/NQzG9O9c4VmeOdh+t48fMLikixE6VOIuT6FmL+/BAv99VjCeiuHjFgsdVdYg6Ucyw8bxB2N4GV9mFlJChBVia0xzA5WhW0x1diT2ADPxHrsjqvC7tgq7I5jVfhaHEithkeCAYcyK5BX34naUwQniltXJ9MCS/yIFSc7etDRZ8Pp7h50Wm3oslnRbesD08X1olt8/bqtHejp60BvXwf6+jpgtXbCZiWY6QKsPQOmCwEVSs0TW283SAPoVD1PrYki39l/b28CISBRuKGmmgJsvSr1SBAVA6nkmAZeZGvvP6ZYbgQ4qcCIaLg/zTEH2BB+i5ov4+Bz7a+z3+9fiO0mG49daBJ/0d9dDMR80c/3hfy+1YaC/AJhSJo2icyZz6ItRtrW/vl4Lpkxsyrl5+VLoVzynOsg5p9vKbmawEK5N92urv57MTvZxJuT8P7d5Vjwpxa8/5AJk+/IwYs/0+HDB0346EEzCGgm/yoHH//ejPd+oxcQM/UeA967z4xpvy3H5DsK8ebthXjxuymY+PUEvPT1ZLz8jXS8dmsGpn23GK9+JRuv3pSJFxxS8KJDCl5yIKBR6B9jo0aQYllkFXjs3o+jYSko1Tchr+QY8kqaUVjaDIPpOHbs9JXkKCJ4DglizrdiDye8DCsED7NG28/Ra3GfvIQa5AELzLW9ZgzZhlabuP9QeUOXKFn3qPRTA9T5joyNoReMlnWK5wjYYb+pchb5LN38GQ9FCwMVzaIIOk/JTFCjCM3ab9GYtymoGH9cEaG6O2WNznVqCOGeVphxLql4yCULf3KJQWT5GXqQwdrdLe5CFFi7aJWhtamyWiwKlDEFdKlxkxoA43Ny7LItKIMS8GnHuOW7inWmvrFfcOe5mnzK+2j35VihxYttLW3cZ0UH70H3eCvQCWDzoXz82TECj7jq8LBrplhhHnfWqdaYiwMZWm2eIHhz0eFplwRMcE3EQ66ZGLcyD/+3KgNHzb1gOEyveLKoz8Z+stokxkcDMkOOF3Wust0YC8YU63xPATFkEjZIxja6Dw7HB/g7bB+mqhaloep5w5TvvaKctqGH8l7HGcRPeRMhN98olpiRpFnWQEyBg4MkBeA1JIIWAhjWmiEV3fAVRH3rR0BAIMD6kRyEogRXNN6K1YXK9isEYmRAsIdttPp0DqT9UycTAY026Tg42LAyyGyQFKssvEMfVvp20rzJ1JCagMLzP166HnsSKjHLK0sqvTPF8UyvLMzcm4vpXjn41CsHM7xzMXNfPmb5FGCWTyHm+BRinq9SjJLV5Oly5hRsgvMRE5yZFlmC9RmwX441R8qxIbQcmyMscIuqgHscM57VYHtMJXbFVWMvC2gmVmFPtBEesSZ4J5gRnteMtLJW+CcWIbuyBceJnO0ybnH6UebmPNRqmrDjGWMi274+9Pb1opcIXyUi/v59unOpxAltHyOiTT6rCHKqMKdObNGmqPuDv1dQvWIVIaM6F19oAfkMyqcrmUYKUyO+sfa7h2luYudv5Tfo6jOIBp6Fz3v+94PP1z6Tc3CyDp5wHD8XmsRf9HfXQcwQ/SMLqmoK16x2gwQk8pLBfUeGvNJ1lSQOYXBhY0PTOVq1weeP7PN1S8xowAItJApdbYCh1LkZzbNdyrkvOMTjwx/pMev3NZh8Ry4m/SIdb/1vPl65PQuv3ZGLTx6uwNt3F+H93xuw6MkmfPx7E+Y+Vo/5Tx3D3Ceb8fEjNfh0XD2m/caId+/U47UfZOKlb6SIJeb1b2Th+TGJmDg2DS86pF4BEHMQYSFpKC45jrziVuQVn0B+yTHojcewY6ffBUHMYL55sc8jmztDzO1B8/iauI/Kb8iLSdf6mjG4zcgL+ceaPhnpmbLPtZ/naTKVdk1EeKTE+8g1tGhIDIliZWGMErOyMTicrkVyDm99sTZRXYoYJFPdasUnm4/gj8sO4ynGcEidl4sL7MO7m6XgCddkPLbsKFaHlaGVSzxd18V7hApcq5K1VI29okDOdxCgZg9ixDKlCCIHguIAACAASURBVOd0qaPQLZku7QA9+51JKOJi4hTwxlcXQX3A8k8Qc6r9lMR+NDc1S/vRrYx6W3rOsPSDxE8y2VEbMGdbFP7sEonHXBgflI4nnEgjaw+CmKecdJIs4UnnODzuGo9HnRPx9IpIuCc1ol2tv8wf1QCWgCx1PBCEsl6a/PHV7eYej/Ez5fCgw0FivVHuocQUsc8pf2dlZvVfb88TtDlCq0/g4UAI2FGGCnpojWH4iCRxYqP0ApVVCLj/9wi78UYU3nQT8seMuaA1ZjgQQ1BDIpihW1rAjV9D1ZwlQMvJgfS1AmI4uMl/7MCLBmQuxxJj34jaPicKB4FYZCTIWzHV+fn4SZE/BtuxwUqKS+Hr4yu5z5kxxcvTS1KwapYcxtfMdHbDxlA9Zngy5qUEc30KMMMzGzP35inkzW0+ZvsWYq5fsdB8v2Is8ivGYr9CLD9YCucgI1aGlAutCinHZ0ImrKH7WJgJWyMt2BFTKUUaPRJq4ZWkWF484qrgk1yNwxn18E00wSu2DAdSzSio60bLWSAxz4jy+hZ0ULFhb9zg4OLE5OBX9+23LMwoA2bQlmiXJMoFXs9r7SwQ9gPucvZ5T/vfuND+qH5fXTA4Wa4YDfH+2mTTxtu1tuW7X8id7Fp73mvlecg3Bj8LuS2DLOkWwto61Kwp2iVlkR58/sg+q/NVAs8UH+zpk9bi6S84JkYDC6/ekPZPsUiMFABoz8XtUNdMvlE35PGhzr02jiXg5VuSMfW2Qrx7nx5v3JmLN25nsH6VYn15yILnf5yM935vxHv3luLVn6Vj2t3FmPdkI6b91oBX7ijAi7flYub4JnxwtwnTbivBy99Ox6vfysTb32Z2Mh1evEGHSWN1lw1iPPccQuiRdBQWtSCnqF0or6gFJQaCmP39IGZUfHoInsr1ZGRz50sCYuyEuyuzXpzPm65ae6lCNhMu+B/wl2KiGm8UBaRk16Igx4UWkr6eVha6CXEcEMRQeDWVmyWwncrhfkuNnVKQ517oHWQN76GLO2Bu6cYnG4PwxPJIjHdMwaNOl+5S9pSrDs86RWFZYDGqewB6rlA6ton7u5KFS5Tv0g5WeXZam8r0ZQLCtPfT2oTPySKVyUnJ5wnnXCtOtp8SC8vpk6cVmbRf6askF6K8yUxvBIz8U0ADLRKUoalQZqAxtdIU3oF88wl8+Hkw/uAYJlnbCGBGCmII7J5wSsOTaqKEJ5zj8IxjKJYF5KLZqiRUksCkbqtYIDSlNfuJ+wRpIcEhMOgNYjU7r/+sNvlOs84pIEZZK9lep06elusl8YddzJzcn7J6T59YrljWQOYNu4byfD8pCZqo1GZaWmtiAvbf+StE3HiDBOVrLmFDbYcDMbTGFEnNmRsQffMtyHjlVaCumV5rSrvbAZh/GojRGry9tV0QHYEKq+SyyFaZ3iDAhQ1KgSTwcBBSU9IkgCv0SCgK8gtlINXXNcDP1w9T5qzCmsNFmOVVgOkeOZjplYs5+wqEaG3RaMGBUizyZ00XPRb7lwp4WeZfBJcgAwS4hDLbmAlrw0xYF8Zq86w6X4EtkRbF6hJbhT2xlfCMq8ShrOPwTanD3oRKHNLVILn8NAKSy+EbX4qQrAo003XTCtQeP4mGljb0SuGTAdO9ABqCGtUkI8yGDGMQaBn8WQMx9tsrsTgNBjy854WAi/13V+P3Bz/PaD9Lu9kvUtfY/nUQc2mCjrYo2TNmMgPyD2qFTp9SFiHFsntlQcwnBDFj3fCPGyKl2OUXEdivgQRte20I/CzYqFlihgYx2vfXyvNe7DlecIjD+z8oxDu/LMbMR2swY3wVPn7AhIVPN+MfP0nBe78zSFzMhw9bMP2hCnzw2zJ8+DsjPnm4GpNuy8Ebd+nxxt0GvHevGVN+WYqP7jRh2v+UYNKtOkz+ejre+HouXr45E5PGMkPZZbqT7QlASLAO+QUtyC48ieyCM8gubENRWQt27DwgIEZk2WGAyWh4q/28+/fbJ0gZTORjXMd5XEkmIgunuGwz3etpoK8d6G0DetuBvpNA3ymg7wzQx+/pDq54UhB8KG0qh/rdtjT3LW0r56hyArXurO8h7kA8pt6DfJICrSY/UAgPDwsXdyPyy7YTbWK5iI2JVQGQAnY4FngP+zGh3XOoLdcxxoMQGfEOxXUdeHNLHB5fHoUJ/dnKdBKcrgS3D22NmOCSrp7DwpZpeGZFHJyPVKCiB1JUk2KSyBm0NkgMCuNqGS+ruhqz0Ofps1J1vrnpmLy3vL/aHnw4lvdgPTW2ifxp80EUwTYkJSTBVG6S92f7KUBFaUNauij0a20w0FfU/J9V+pECvxS2U+Q8fe1JfLglCs86xeJJ52Q1BfX5739uu7AdMjDeOQ3jxJqVjaeXhcP5SCkqaeFAJ8R7SwATK3+rbm+qck86wQrJKKhYSo7bPTNfWAGwYaFHJdkW22IwiGGGM7pnawkTtHtKu9mAvBxmhUtWxpy40dnsAIziQcR70sWui53EbGHxMQi7714kODggw2GsuJcRxBC00D3MHtBoQEZzJdMsMNkONyDxpv+E8fWXgSojbJ2dEkmhZLhSLDCKSxnngTYflZAFZW7y2MAc0fYvGtivnTjUloOMWRUYTEYBhBOLoGSv9z7xXSTqZWMx8xBzcrNRqU1gxWH+sVEZADxv1W6sCijETK9CqesyU+q9FGC+TzEW+unVui6lWBqgx/JAI5YFGuEUVA7nQANWHlEAzJqjJmyIMGNDpAkbI83YFGnBpkgCmApsi7LAPaYCu+Mr4ZtYiSO6KqQb2pBb2YmAJAvCsypQUHsS8fkm5JQ3oKiySQL0idKZUYtpCZUJpYAWewAzVLtc6JjGyAZvL3TNpXx3XniLhLoovrCDf5vnnvtOF/p8/iC6lOf7sl9DxnDdEjP6saAsLMp1ijnfKq6mzGrG2g+sQE5308sHMQPPhj6m0AQ+enk1nr5hK/4+9qgElr+sVlm/mED87/D9hUDVq2PTBOS8PIyV5lpsnxcdEvDBj4vx6X0WvHO/AYv/fAKzH6vFe/eVYeajVZj22xJMubcYHz1SgXfuLcWs8TV47r8S8dGDVfj0oTp8/PtqzHqwAR/ebcEbPy7E6z/Ix3O3xOPt7+fi7W9l47WvZeDtWwvw2i2Z51ioRhfYrwhjnh7+CAxKRVbOMehy26HLbYMu9wRyS1qxfedBWdevlKLpy853L/35hxKK1MxHFCjFQkALMAEAJW8zUB2KvsI16Ep5Hx1Rr6E95GWcjnkXXbpF6CvZDjSEA2fzBNjQd59KT0WLrIAYe0Wl/b4I0Fa6BCnuUWdOnVGEMzsQY/+elD0IcrRinvReOXwoECyMyTowlKO08WF/3Uj2+Sx0LbfabOimKzyAutYzWHUwB39flYA/OMXiD6vS8aRrOhgXwloyGmnZyx51ScNjLml4wjkFTy+Px99XZ8A7uVmJ+xCHjS7AxrS5SppoSUxEmUqLzaFgqr47ExgwMJ3uUhqI4ZrBd2c9FK4N/X8qiOF7sh0oY7Lwo/ypLne8L5MGsKI9LRNDt4kCQjUBWoRqGQ9ATRuwwi8PzzlH4GnnBDxCcOLCIH2l3gutLk86pYnlhW5njzln4zGXXDzoqMN4pyRMXJsgnj4noZS2EJykKb/75a6BtUp7Pr4Dwy+YYlvLTCcKQImhOgOCGKkro8b7aEBG2zI7XVBgkLQhAbDWJrU1tdK+WgZQActqP2j9MfiYoE1mgKgwI2nyJIR+43tIHHuTgBcCFLqHMf1ypsNYZDmMRabDGEnJTNcxvepGljrGAeE//gmqVm0HWk8B3R3oklTKRLIDyaC0faUdOGft6fx24nmXDWKUhlXQIW/IGJdKS6XkkmfWCKbCo4mQdR9oDqypru3PXMRByvM/Xb4VK/ZlYZZ3EWZ6FQjN8Wa8C4tSlmHJAT2WBeix4rBBYl6cgsvhGmJSrS9GrFUBzOZoC7bEWLA1xgI3UnQF3KIs2B5txs5YCzziLAhOr0Z2eRuqjveBdZdCU02Iz6tAedMZ6GtaUNtyBm0dveiiB4oq+PO9hPEICrQX8IduVKUDroXvRvOs9ucOt38tvNO18QzXQcyl9YM9iCHv4OLsv99fEgIw9z8ZtgR4SmDr5Vhi7J5PsgACH72yBk/fqIAYCrkDIOafE2x+LQr7I3kmpSr91Y6VubL3n+gQi49+VoolT7Vg3h+P4b2HTPj4YQum3l2M1+7IxrxnGjHziVp8NK4SS//chmn3lOKtXxdj9oQmTL3biCl3luHlH2Xj7Z8X4x/fSMVzX03E819NxJvfzcaUb2fhlVtS8PrXGNSfcNkgZo/HARwKTEF69jGkZLcjJbsNKdmtyC5qh5t7wHUQM4T2dfRrLDXymp89BX9m5qRQzWBQgpgeoPs4cDwLfZlr0Or/PNq9f49jO36IUzu/gbPu30Lnju+hw/37OL3jR2jb+Su0evwO3Yf/DBRsADoLgN7j6KUwrsoO3LcnDchQluBfUWEx0tPSLwhgKIRr55M3+uzzQXBgMChb9f+plggNCIymbXhvulLxOSWW18atDW09gM7cAZd9aXhuWSCeWRqOZ50T8ZRTwjn0pHMCnnCJw59WxmLS6ihsCCpDaSvQylhhwXQUorqlnTVQMiCY2vFoFcgo7VLUHxMi72S1ITc7F/Fx8Uq8D5uPpIIYaR8VtLB4pRQL5Y1Y0LutvT8OZjTtowjuirWopRvQlbdjhXcannOJwzNLI/GUU6JqmWHGMY10mLAsCY8tjccLn8VgTagReS3AaXk2BlTTbU1N/mqfP2mI8c1n5/rIJAasHyPjgAjIBgnRYAIdAlcNtAzeEuDQYNDW2i7ji9cx6xmTBjSrNdi0a0Y2Xmg16gROHcPJgwdw9C9/guc3b0XsLV9Fwo03InHsGKSNUUBMjsNYZIwZg9SxYxHpcCMCfvJTGD7+GNBlKCnZeKueHvT09SoJBIYEMZRBB42PYT5fFoix/xEFvalCh2oilI6wC8xSBBgyE6WD+Jkg5qOlm7DEU4fZe0swy5vWmELM3VeMRfv1WHaQWcYMcAw0wDm4HKvCzFgZasLqMDNWh5VjXYQJn0dasDmKwKUCbrFmbI8xY0csySJb91gTdsebJWA/MqsCx88CJzuAttNAVmkDLE1nUNfaAWN1E5rbTkuwPmuzMMaFE4XP20/DNKR9W1zfH9ng+zK3E8f2dUvM6PtZ4QHqdbRU9/SJpdZjjyc2b9osmXW4WHPBU3jK6H9j8Liy0hJjAz6evA5P3bAVz98QDgZ+XwcxIwMOb30lG299JQsvj0kRi8xIgM8Xfc7zDjF47ds6zHqkBlPvN+CDcRZMvjMXr9yWISDm40fMWPH303jz3mJMvbcU7/3OiLfvLhFXslnjG/DOXUb87dvJmPyjbLz2w1y88t0sTPpmOt79cREm3hSLV76SgoljEvHCGCYqGGjHS7HE7PbwR8DhVOiyWpCcfRrJ2SeFsopOw839sAJi7IQ2TXi7lO3gufHv89kexBDAMBMWs4PSlaoX6KgEKv3RfOA5tLrfjh737wG7vw5sdwDcHYAdDsD2scCOsYD7jcCOmwD3r8C27Rac2PLfaA99EajxA7prRLPMEIseFRAoBaWVWFhxn1Izkh30D+ivC6MJ6/Zb8j8RVHv6YCgzIigwWFyiGNwuWnj1+8vpQwXEKGBLnpPjTLxklC3r2WVU9sAt3IiFXun4YEs03vk8HFPXh8n2Q7doLPTRYX9OMwqPQeriiUcWZXapBaeUcLBJ0qCLC6ZcH1jM9GhYuASok2/zXUNDQkE3M34ePO61NuJxgkICHp5HBRlDHOiyx7bkvUfTVlyDeB/xVLECp3uB9Cpg+9FyzNujw7tbU/D658mYvD4Rb29MxvtbUrBoby58c85KWzADWQeBnFjolHbQQIz9ln0w+Lmk72lhUuvHaK5hfCdaWKQYNOXsYSwxbAvGSUn9HMHoSkwQDQp8J/6esr6OtE2U+WOVbLrdwMkWdIeHwTJ7LmKfegaBv7kXh355O8Ju+xVib78LcQ88BN1f/4r2VWuAvGLgDOMz+pT4cXYhn12ND9esL/ZbxTPo/HYZ3E78fMVAjNYo2o+wY4TUgaM1mP1WAzGfLN+CZXszMGdfCWbvLRRa4FeKpQfLsPxQGVYc1sMxqAwuR8qx+qgZnzH2hdYXuoxF0/JSga3RBCwsTmnGzjgzdpHiTUK7E0zw0VUjJL8JhZYWxcrCYLOzfahrPosz3cDZHitMldVoaTmhoF6aYTg7BMCMrDG1d7++/ddvLzKC6yBm9P18DohRmXdVRZWkViaD1ZfqxRpzJd3JWJeJf5+8vh7P3LRNQMx1S8yA4H0xwPH213JAuth519L3tMTMvNOM2Y/U4B+/TMeH4ysw7T49Xr8jFy/8NAVznqrD7KcbMO1+I6bcU4I37yrE23eX4tNHajH17jJM/bUeM++vwft3luGFb6fgnZ+XYOpPCvHWD/Pxj5vjMOW7+Zj8H1l46cbLqROjSIy79hzEwUPpSMtsQ1JmB5KyzgplFnRg644gFcRwITo31mGwMDeSz/++axOFNdW/Xqww3ejt6YSNvKG7Gu0JS9C669fo2eIAbCNI+Sqw/RYFuBDECI2F1f1m9LnfDKv7GFgJbFTq2HEjWjzvAApXAT0sBs7SCopVwx7EMJyDPDAvNw+6VJ0iUEqA6rnCuQZmqOQ9EnxEwMvx5uMieDKdMAP6RdAdxgVtpP18PohRUYyCYfr/05vobDdw/FQ3Gts6hJpPdaKtq0exuIjhg/KSSiKl82WJZui2N1JhWVlTWltaxX2sqaFJFN0EI/I3DIhhe3FNZnY2utrRmq/EG7EejBK6QACgKccu1j4MI2CgO61UEjMkMVKKiY0/dbIbaOoAak8CNa02NLbbcOKUFZ0s3adZW/i7GkBRLWr24EXbHwrE9F/XZxNrEscAvZrYHkeCjohrHPufY2lo6pOi0ayfw/PSUtPEkqUUoD4X/Nj/1sX22Z8cz502K3o1k2PbKaC2ASivAAwVQHkN0HQc6OiQxmD70yrHsHIBKjJEVAujFoM0yBrzhYGYoRpAJlo/6tPQn7Jl47e3n8Qnyzdj2V4d5vkyM1kR5uwrxGL/MiwPMMIxsBzOwQa4hhjx2VET1kVUYG2EGesjzNgSXYntsVVwj62Ee2wFdidUY098BfbEW+CRYIZnIqkcHglG+GfWIKfRinr6kNFFsFtNE8HsFL3KPDt2/DjOnGrnyFNqs8iEVCbAUO92/djohdh/lTa7DmIure855wczbVlY7JQd1LwNXnDsGbUsvJJidICPDDWueA2PayBm+huf46+37sbfxobipevuZCMGJcyk9urY1C+NFYZg6nmHOMy8qxJLnm0VEPPmb4sx6ZeZmD6uCvOerMf7Dxgw99kmvPOAEZ+Mq8Trd+ZjwdPHMeU3pXj9VwV44b91eOv2Qrz5s1z87dY4PPcfcZj8/UzMuNOCOXdU4IMfleLVr2bg5SsAYtx3HcD+gHQkpbcjIasLCZmkbujyerB5e+hAdjIKAYOEOG191QCM/TzQjtlv5XvVU8L+3H/9fQXESDyGCmJogenrasPx2Pdw3P0nYlWBGy0uDrDtcIDV3QG2fgAzBnC/ATb3m2DdcSOs7mPRu8MBfWKluQHY5oC+bWPR4v599ObPA7pKwernipuWYumgFYbdxyrpTHDETFoaWNH6VYRxiiZd3Sg3msR1jFmkqNThH7+nW358bLzcR+v/S+0/DcTw2TTXN1oe7MeMiEHEz8QJNmrQldIRPb3d6LGySGQ3+tiWEoirXntetqnRrRd81+qqakkbzRIdTBssf6oLmf3zcV8DKoyNCQ0JE4Dof+CguJaxjfrXE9XCf7H2opVAATF8XzV2SgNmEpTPjqRkTlJq3yj1/BSgo7jMqSDOri2U9lasMyMFMXx2tgUD/ZncgdYVjgP7NdF+n+9LYlKtsJAwAXO0ZGkxQfbnamvkxdpD+15AqWqgkILnHA82Wlg0/zhV2SIdoihdtK8YM9ZpU8aBZO8VgEuQO1RMjB0A1IDgMNsraonRXnS4rdYA3LKR6bLVJiBmE5bvTcMC32Is8CvCPJ8CLDmoh1OwGU5HGP9ixGdh5VgTbsb6SAvWR5qxMcqCLVGs+VKFXfFV2BVXAa+kGngSxMQasC/JiGhDK/zSK+GdZERgdjVqqXShZ0m32DoVlGynPJCqpd3031QCvWQgkvFcprZjuPa4fnx0jO1aaq/rIObS+o5MczCIYb+SH3CrMVXtswZwhPEyTqanT5gzFytJxawm3eB57BPeg0KCxuQVzRtXG2DGm59j8o/98ZzDEdWdjLEw11Y8DKvZM87iQoH2/2yLh5aZ7Fp6pou1wfOsE3O7ER/cb8GsPzRhzh8a8fY9RXjz13l449d5eP2uPImJee2ufLj+oxNzn2rCiv93GgueacH/Z+8qwKu6su5LkFK3mbZT2vk7M+3Up06LFC2dOoUAIcGDO8GKSxK0uMVwLVLcEuLuStzdlXjy3vq/de694SUESEIoMM3Ld757c/Xcfc49d6+z91576udkMovHgu5ZGPGaP4a/4oux/wzBgKecof+MOwyfdMOIJ72h384V+jrOzXYno9LIn8WuQzh8zA2O7oVw8q2Gk08lHL3VcPGtxhaLS2IGk9974d6sgBguZZcZqY9L79CN94UUvNL7IpacDedPiSNoomvNgzT2Nq8uHF9EEIFINC1Yxyrikeu8BDnW/4cK8/YCiAj3MbqQWWgBmFqLiw5g0QYaizYCxBDAEOjAgtsla021VVsU7n4BCDIBKhPFeEbRK4W5OBgL4+3pLesf0qy4GLvYNhogn8xjl21EFvq83Hyp3eT25n7OppNpi4otxzmlzZUxs6ny0QYyStyOkmOOAIbrwpgiO6dIPkF0LyI4YL65KjnnHRNh1/0uSGaJutsaUz/2U/ZbXx9fkZaDgegiQP0WIEbp17x2VEQUDu4/COaDETKRdTg+p/SuSN+ahuohjpFdnRR3JyrramGR4QsnUQJrBBUz/6dPNGfBCWSYtJFJ4CWLn0RgIK/LcqmVL59PFL63d5CPbNHx9wsQsigrKav9VorvYj1rDJ+Zhb/goBDs3bNXWKiUb2L9cxqSQ8PbpIkART9mvSVaZjKa1Qir1Q1ZSe8b8wFK/VN6TjHmsX6C0U/wW9eSYUjWF8mG0PD9G5bTfQMxHFAogIKiIsxYvgUmB92w6Og1LPotFL8cDsKSkxEwPR+LlRdiseZCLH69FIuNNnGibLKJBYP4ze0S8JtPLg64pmK3fRwOuCTjkHMi9jtE4EJgMrySi3HxWgYOOYfjjE8MsuSE9xKtHWdJJHOhELyWaU7p+LUvRr0XsykCbj224Y73sMuFH5NWd7Kmty0H0IYGbWngvQFmxDsogxqeww8YP2pkM2Rh3AyTlxGwcJAsuV4qZuN4DF0wFI58cV0G9hPEjNqEIX87jH66ZzFE1xlDtGIZ7qQU/1H7R3bwabSF5I+q08MKYkZ1DBJsY+M6R2NGzySM/zgMo98Pwjgu/xOMGd0SMKVzLKZ2jsekTjFY+E0eZnRLgf4/fTDizSBMeD8CRq8HY/Q/g6D/ggf0n3fHkOc8oNfeHoPbOUO/rSuG6NR1y2tKTIwCYsyt9+Pgb6646lIIO89K2LqXwcatCnYeVdhkfhllcvI5oS/JM/LXQq4JxiW6zTCjO91toiOjBUsT3wGyO2Vn5Qhll4og3VG8vbzFDD+/aw/7+Nu8+ksaOS0H0GRCHbEbmdb/RtVOGcDspCuZXGQgIwCKJUEKC+Nh2gggQzAj/id4UY4VgEYCM4WHPgJyTwmKZirAnGPhTHRBYSF+O3qsNjCfiiW/JWwTjlmMfWHwNa0vYruwviiWBmnJY8lcdfL4SVTIWe7Z5hwHmycXScG8oWDL8TuKAUJe1rfQKP1IGmMlXYqKv/b4rkxcN7leslyYrsPa0hrhcn4Xcc9bARliiqoaXLp4WeSM4TeC3w3x7WA8xp3AgmxhUJ6Bz6EtE/5PECMcdfgd05I317XBgWSJkQCMSGYuy0X7esq6trxuVUc+V0J8IiwtLAUI1r5XQ+uc4KM1j/FTRw8fFbln2L8aOvZW97x5e10Qc/P+G/qAhNCkjiNNHkioTVon2NUGes3vt6zDfQUxVTVq5BcVwdh0G1Ye9cSS46RRloCMyekorL4UjzUX47HuEq0v8dhsm4CtV+Ox9WosdjB4/2osTvrl4ahHKvbax+GwSyqOuafigl8K4q8DIRlFsAtLwXHXEFz0voY86jLCB4/ClcyfNIFykGFHEi+j3DH5siiFA83tGqx1359PPq0gpnltzkG0oUFb2XbzUppVUj5G5L/fv+8APNw9BSEAE5hFR0XDzNQM+/ftR2JCEtatXYejR46C1KXifjKIMR69GfovHcDAR0ixzMD+ugroHwUKbnefISrXPwTE6Dfh2RUQc7t6P2j7+qscMfAZDxi9F4FZX6Vj1IfBGPthqAAu4z4Jx8j3gzD0bT8YvOmD4e8GYlKnWAx7JxCGb/pjyOu+mNopHhM/jMKw//PFuDdDMe0/sRjyggeGveANwyddodfGAYPbMLdOXUtec0CMxe6D2H/EFTbOxbjiXoFLLqW47FoDRx/AdP1pJGeVIL+4DJXVVKokiwz946dPmy4SR2/bsg1k9luxfIXwn6eVkkljN23cDAtzS6xft14wHC1asEgAfKEcU3f+E4IZuq4QUCDPDVEH+qB8Zwdgpy5griNbYnSkdQKW2qINXNoBFoyZUYpynGyNka02pZaPIffsd0BFJDQ111GpqUKFugreXp61zFucWBEgBkBRQZHI7UEGLlodJKWYLjoNA07qKhwLY2NiJcVUZJ+/O2WwMXqMohMpy3vVh9hHOebzGa+FXhNMW7SsKPJQ7l+7FAH4avh4+YC5c2jJomzE8ZShKM37sRtvxwAAIABJREFUZjUkF6ErasX51OqPshVE+Y7xXLHeXBCjgFxAvMOcvJDyx2TXAhLWRfqu3gBSvC8nL2jxc3F2rc0vdHcgpvHyE+Y7xZyntbzBECgzBdZ6PTX+2vXb44EAMbPMtmP1MW+YnonBkuOhWHw8FGZno7D+cgLWXYzFhktS7pdtpEy2ixNlp10sLK/G4GxAAY57pmCvXTQOu6TjpHsaPCPyQDbx6PQc+CVkwDE4Gu6hUShnhxBoWvbfk3q2MIvWF0zr/83vVH8G2bWCmOb1j1uBmFv1GX7MOUjzg8YcAls2bcHOHeaCapTb9uzegwXzFwoXgtGjRmOX9S7B3CKyYMsuCPl52fDy9Mf4QWaY9oEN+umeeWBBzB8JBkidfCswQ+BCq9DQth5NAlXD23uBLnF/5HM0dC89HUcMetINY98Nx7hPwzH+42sw/Jcnxn58DfO+ShdgxrhHMiZ2isKgf3lidq90rDcE5n2VhZ9edsbY/4Rj5L+DMLdzGmZ8FI9xb4Ri2Mu+GPqiN4xe9IN+B1cMf8IHwx7xrPOszQExVnuOYu8hd1xxLMUll2pcdK7ERecaOPkCs5fshcXe4wgMjRDWRBdXD3h4eInA5V/mzRcK7/JlK0QuDFMTU5GvjUHRBPHMj7F/736sWb0Wa9esg/EMYwF6akFMI2amb/VePmzbhdLJcIVyTmRWo8B1JbLMX4WIgbHQkQL1Gax/26IrxcMwJkbExdCtTDlHci2je5lwMTNXocjqeSDeAqjJEzP610srhEVM5Dqh9YVVqawWKShIhxsYEChADcc1bcVUWVcUUI6JbEMCWSaAFG5CgpK+psEJonvSVtSltCZ6lfWWuhctS5yEunTxkrCucOw/fuy4sLiL59e6N+/J+zMHCuVICwStFrRCUJZK3bhsqfo15Tp3BWL4jqo1gsXuxLETInVJfFy8iKkqLyuX2l62AinfStaNJDm/n/hdWGSZINTRwbG2Tyn9SFk25Vkae+yfBsQo7mSzzbZjzXEfmJ2NFUxkZCOjC9km2yRsvBIv0yfHwdw+ARb2CfIyDtZXo3E5uBCnPZNxyD4GJ9yzcco9Bb7hucKPODkzG9EZeYhIzkQS2RL4Ey8fO30tPG8FMX+ij1ljX8I7HdcKYv4YEMN2EC4TVTXYvGkzxo0dh34/9cPmjZuFe9m+vftFkszIiEgMGzoM5jvNhS80P3gMnOWHq6L8OtJSsjFt+HoYvHoUP6h+x5A2zFLfsCWG22+1ryGF+WHcZqDjhknPXbst4GAwP2mVm/J8BDEkAmjKOffi2AEqB4x6KRCzu6Zh8hcxmNMjGSP+7SMsMIu/y8P0bglY+E0OJn4ejaldE2D0UTgGv+GDqV0TRXD/0Nf9MfLNIIx5MxQGHT0xtKMPJr0VhbH/DIPBMx4Y+Zw/Brd3wyDdu4+J2bXvBPYe9MIVxwpccKrGBUcWNa64VGPNlovCDZ/xw3QiqKisQXl5hZhx/vGHn8Rs66mTp4S1ZeOGjbhefF24Wq5bsw47tu8UoJ7vzYH9BzB18lRkyzS12jPFdxrr/nf2y94VZXHIPD4AFRZPC6uLprkgRsTGKCCm7pIuZpWW7VHlNAiojheBJUEBoaK9hBpSoxZtRavBlUtXkJOdK5RvKpZUvBUFs6EllVXpmBrQEp2clCwUVLoQCa+RFrY6NNj+9xjEUEYc0wVdshAYEBYaJhi2+IzsvwKUyPWga7EE3DOEFYtulkyaSbYy7eMafJZ7rP/cLYjh+aRLdnV2FeCVfYJWFjtbOxEXqvQRHkfAy5gqWmuUZ6dbHWmZC/MLb7LY8Nx7IZOHH8Qo7ldcig5HQamhocA4i0BhEz2qNSgqKsbclTuw7oQPVp6NgSmplM9IVpgtV5Ow9Woidl5lAD9LgijmDgmwdIjHLttI2IcWwi2qGAdtQnHKPQ1n3BPgE5EjiCPyCvKRXViCvOtlKCopFQH7EoiRwAwD02rLPe7I96KjtF6zeYp0S8itFcQ0T/Z875sqf37D6BPM2Tm6CPBj5eLkIgIWGQvg6+2LLZu3CADDDx+BzKEDh8QAz5lOaSoOmDl6M/Q6HsQPuqehp7IXAdlSjo8bAf6DVHQRksrghyhDfVOBAK0lU54Pb3ECASWXzP1OkEl2son/iIBpv1KM/TgcM7rEY9ArzjD6KBSTvojGjO6JokzsHCPol40+icDAN7wx/vNoGH+ZguH/DsCE/0Rg6Gu+GPXPQBi+6IWhL/hg9CshGP68L4Y/7Qu9Ns4yiJFyxbAvDVS5iDJA9wq6qlbD4WSYYDAiaQzDWbTpdpWYGKs9J7F7vxcu2VfgnEO1VOzVuOoOrNl8qZYEiceLCXwNxEwraVPjYuKE4kLGotKSUmGhodJG15vQkGtiyZlYN1c3kdGc7xAdEPg+NfU9fPiOl+IXtAOGxfc/4RQy93wIjXAJk+JdCGTuXHRFUD8D+6XC/xs+jyCGVprrh18HSj1QU5yHE0dPCUWSymZMVIyIfaF7kFBytfQPoRtpz67L8RfcLorsxsTOkJyYLBRUxjuIziFbKASY0bpmi7ed0O0UNy1l2bxvgnbd2HepiPN5aElJTUkTfZXbCNI43kuJHhXdUgNaJC6cvyAUfaFvCn9BKU8KA9spF24XYOZeyuQW1xbtewt3MiX+RlsG9deFLM6ckyYgZBdEvscEwGRtkyx10vvMY8lgxlQF/IlrqQEnRyf4ePsIEMNt0jmS+1n9+7XM/1L8mTaYqaU4V6jOW8CVjHVtcXcyCqeYM6CyTyOFzUyhRINc50CrCJ2NyyDceSu3Y/1JH6w+F4OVZyOFC9lm20Rst0vGDrtkiYHMPkGwkFk5JMLCgevx2GMbAY/IQvjFl+KwTQC846/jrHs03CNzwERDNRoCJbJAcEn2hD/Q3HqLDt0yHeTuB4vWetydDNm/WwP7706GzemDHEPo809wwpklJsvkh51jjFjnDGfRdfERVD5eGg0ZPYCZRlsw4dOrGPSULQa3c8FAHVcM0nERdMukXCZTmZ6KCR2lMvgPik9pKgBpieMNdFyFJYaArSWu96Bd4yeVDYzfjcfkLrH47mUHGL0XhFFv+WFO3zT88t8MTPg8AqM/DsH4zlFYbViNZXolWNSvCPO+ycao94Mx5r0QGL7miaH/9IVBR2+M7hiAEc/7YOSLAdDr4ALDJzwxsK0zBuo6CTa5gSouCWCYN8YVA3RtGg1iLKxPwmqPN87bVuD01Wqp2Kpx0VGNtVttUEFGKsFCKk38UfERShnhOYOPCUj4nROKrxRHwW9srdKrpfxy+/1S5przvjf3HGG+IpOUViGY4a8icD2yrP5em+NFCtpXgvdbaskAfx2UWT4LJB1EgOM5+HgGIi8nD+fOnoeTg1Od+KT6bSLaT8RX3H6M5XG05NDdSvxkkoB7DmLuhX5DoMGfGkhLSROWFGFdUu6l1gj3SVoV6ErHvsHn9/TwFJNayjNzG9eZrd7W5qokFgXE8N1RrveQLDkhQTY66UFkQAYISx5z4jDxJX98Zk5s2NvZC12b/1N+/A7StZTuZQpzpwKGhaweEjncqt1aHMTQtL12zVrBTU3BkhVl+dLlAhnST33Txk2CRYXmUAo4LzcPc822YYMMYlafi8KGKwnYcjUZ2+2TsdM+CZYyaCFwsXKMh6UjaZXjccAuEl4RuUgsAM46hyMmDzjvHgHPyCyUChBTIwMZCcC0gpiH7wW+Vce939tbQcx96kvyDCAHXwFSZAazWiVAsfxqf7QY2E8QM3Yrhn94CVP+HYJBj7hhxFOBGP6YLwapHKCvsoeBygkGKldRGGD/v6rgE3Dw2Ya28Wiyu9iDBlZuVR89HXtM/Oc1TOoag2HvB2FO9xRM/TQCIz4MwqhPQmDcJwX673hjWu8kTOgagxl9U7F4QDGM+2Zg2Nv+mNIpBku+ycf0rikY/U44Jr4djelvx2PEy8Ew/Is/Bj7mBr32LhjY1gUDSCJwVyDmd1ju9sYFAhhbtVRsgAsOaqzZYqsFYmokRwJZeeMYSBDDd0FRSoQiJ8/63u8x8n7eXxu8KOuCVaqmGsk2s5Fj2VECMQzoZxHsYy25ZK4ZgpgnUOhhiqsndyMqLE4okiFBIULJ5PglSq1nezPGVLVGKPQEMpQ3x7nasfAhVE4VeTg6OCE4KFhSxpXnYG6UqhqkJKfi8sXLAqQwPoQsbZwkpwuZBGAkhZ5U1LTmkL1Pue797JNNvbf0LBoB0uhKJ37sK5SH/J2LiY4RyS8ZP0RZXLxwSejV0n5pbOA6LTSXL10RYIayEOOEIteHfHlXIIZCJauGzRVbMIusu6s7LMwtBGA5fOiwkHlEWIQwm/529Dfh5sHs3BQ0G4g853T9GDPLpBbErDkfjY02idhqlyJAjLlDMmh92UX3MccEWDvFw8qJ67E46BgB75hcpJcCl90jkZAPXPYIg3dEGkpFKphqVKtvsJC1gphmDJIPeQdv6sDR2OM5ELRaYu5jf1LAigxiattNnqUWJnzFb1qxxEzYimG9LmF2zxgM6eiJYX8PwIiX/TH4CWcMfcIV+m0dMFTHBUNEIsxbB73fSnFuye2MyWkoHkVxdWupmJ0h/6OWGLoLTvhnKH75PhvTe6dhUuc4TPo8CjN7J+OnfzhhypdxGN85EisNKjDv20yM6RSOWV+nYexnEZj4SQSMuyZg2fdFmN07C9O/SMWAv7hjZMdATH0zDqNfDsGIvwRg1POBmPBiGPTuFsTsOnUTiDllo8E5u2qs2VwXxNAFW+nbCnARyo4CZmrZkRqwxDTDlbP2vXrIvgMKcKm71EBTXYz4s2NQYPmiRI18T0DMjTwzpZZt4XNgEH7f8yu83PwEe5wAGsQbCruVPGY1V7FkP6BST9dC/pp7nfvd1sKqKOjBy8DkjLSu13kWWU6c/Pb38wcnzElHnZOdIwXwU6ZyH+eS3+jQ4FBhmRDX4fkPST9m3dk/lNgeMtYRlAkuKq1n4HPSZY5JLSkPkhuIc7UIcRSZ0IXR28tH7Kc8uF3Z97DIpaF6Nh/EyDOdRHjkpycbQmpKKgheGFBFVonkpBQRXMSMq9ZW1qJwO/nqaYmhINlR55puxebTflh3MQ5rz0djk00CttGVzD4JFg5JsHZIECBmN8GLUxysnWKx2zESR1wikHwdyCwFrnpEIOM64BIYC5/wZJQyB5HsQqa4krWCmIfnJW6osz5I21pBzIPTl24XnCgpDJJJffqULZg7LRArjLKwSC8by/QKsfSHbEx8Lxyj/u4PvUftMeIxZqd3hsF9Du5nTAnjVowe96/j7nUDxLSMG9j/qrVpgMoOM96OwZIBRRjXNR7Te6ViavcEjPw4GBO7RmNil2iM/yISk7vFYnKXGMzomYjJXWMx8j8hMHo3CEbvBGLch+GY1SMTRm+HQ/8FTwx51g0TXg1F//YO0GvnhBFP+cCgnZScVLLEKDExTXMns9x9GjssPXD2ciWOX5DKiYtqnLpSiZUbLtexxGiDmAdpPHzQ6lIXvChuZeRXzkLSmeEotvyrnBOG9MqkSW5ZK4ySLLPMSgVny75wvbgHVWRGY1VkBbPFZKbWIDEhESeOnxTsXQ+7JYZEBa4ubrJVpeHvDBM+MqGlq4urkCl1Se3nJgDgN5r6JSfQSXghgIwWAGgx+d+Da7L+LIx1I3kD3aj5f0N1Zk4o6t2MkaEMFNIHHi9iSYW7qaRrM+Cf7G2UheR+2vA1G7rPg7qt2SBGEbKYFZI7EDsNfT5JFVhYUIj0tAzh28iGoP86/RgZcES/PApX6WTzV23H9nMB2HQlAesvRotgfgIYc4ckWDkmYrdjPPY4xmG3E0s89jjHYL9zBI67XENWBZBVAjh6haOwCohKKUBUcq7wIa7SioVRgIwyi/WgNkhrvRoetB40ubSCmAennW41uLPPsJ1ASwyA6TM2Y9YCH5j+kgPjYQlYZJSDSd+FYVrveMzpmY6xb13DyBd88KPqCvR1WwYk3I11hkCmvqWkPoi5W4tMS4KYlrzW3ciN5w5Q2WPqW9FYM7waM/+bifFd4zDy41BM7R6PhT/mYfiHgRjbKRwG7/piIgP9eyRj0Xd5MPi3H4zeCcbYd0Ng8JoXJn0YiwF/dUX/Jx0w4BE7DGpvj+FPeGBQGwcMbU+XQ0cMqrXEEMSwNA3EWO05gy07XHHs9HUcPlMhypGz1Th2rgwr1l5qBTHNUBIbBjFVQGUqks8MQ4mFDGLMme+lpUEMAZFEtVxqqUKO61SEup3EpXO2goVMil9qIWIF6l4CGNWInCp0LxI/Dn3NkNv9PofKOj114mPjpbFbcZ+q9ywkc2GcyOlTZ8TkuXhm5ViFflkOsXF2ckZ0VIy43v1+vsbenwCDYIQWltTkVBHvqQ3StAEZmcsYuE/rlXCdk61xAsQoSVDVGnENmys2gvXtRgzdnxjEiMbQculobOMox1HA/BEpL1i1HTtkELPhUiy22yXC0jEFVg7JsHZMwF7HOBxwjsM+p2gBZH7zTsTF4DS4RWWjkEwsxTUICEtGuQaISclFVmGFoFiWZq0kRKuALuX+rcsHRwl9GNuiFcQ8JP2HH3kZxMw03oz1WyOxfUcZNv5aiQ0rq7BsTgGGfe2LuYMzMLFXPIw+jcS37e3ws8pBBPrfrTJ9N+c3xPBVH8Tw+qRLZgyPdHzd5It3un/LAY+m3fdO9brb/f1VdjB6NRDGXyVh6IdBGPZhCMZ9Ho2F3+dhQucoGH16DdN6JGJm71SQoWxCpyiM/TgMEz6Nwqi3AjD142iMe+ca9P7qglGvBWLMa8EY+JQLhv/FB+NeDsH4v4Vi9LMBGPaol5Y7WTNBzO6z2LTVBUdOFuPQ6SocOlUjypHTpVi+phXENOf70DCIqYGmMheZV41RYvGylCNmJ5NXtjyIqbbUQaWFClXbdYHwDYAmB0mRiWAgNtm1KsoqamfWbzcJ06hnpyqlgWCvopJaR6Gvp/w36nr36xw5cP/E8ROC9EBR1CXdTYoD4Tay7THWmtvp/cNYayX3Tu3zyTKhLDh57mDn8FCBGD4HDQEi701trM+Nby4n49nmZOukLOhix+fkOoltFH1X20uBx5MAgt5QwpAgM+DVyux+tftd3rfZlpi7fXD64lGoZCdbuHo7zM8HYItNAjZfiQXjYKydUrDLKRF7HGJxwDEGNtfy8JtbDPY7xsIjqQyecXkISy1BBYDCMg1iErKYjBfxydnILSgTrGRqkdPyRsPfbZ1bz2+VpdIH2HdbY2Iegv6gDWJmbcSBwymw2l2IjRszcewQsGl1BjYsy8P6+UVYNTkfxj8n4punHPGjjsRWdrfKdEuf3xCIGfGIt0hM2RxA0pxzGnomXsdQ9/7nh1HqNkDHEaNfDcSsPkkY9XEI/vs3O4z/PAZTu8Vjwfc5mNQtBov7FcBkYBmMe6Vh1AehGP5uEKZ0jsf4D8Ix8/NE/PCsHaZ/GI+p78Vg5n8SMOeDZIx4wReGT3tCr70TBrV3xaC2riKw/0ZcTDMsMbvPY+NWdxw+UYqDJ9U4eBKiHPq9DMvXXGm1xDRDyWkIxGiYaKe6HOVBm5Bv9ZrkTmb+KGDRpoXdyXQAyzaAZTtUWz0NpBwHyrOhrpJcetxc3XHh/EUpjwfxh/x8VEybC2j4PaJ3CzPci9iYh9ASw+dn/hMybGnLodaVSq0RyVwZrpCRnilcoghSGMrgYN8ASJE9hBhXcvb0WZHoVZH1g75ke4YEhyLAP/CGLLRiemiVyc/LF6CF3k9KbEtgQJDoAwzzUICMEvvC/wl2CHQYR/Sndye7204gQIxaAjGL1+yA5YVAbLdNFIktLR2SscuZICYB+xxjcNQ5Cr7JZbjgG4ejjjEIyaqBV3QmotOKBYc+xyYyyVXXAAlJGSgoKAEBjMQP/xAoWs0YpO9W/q3n312/aAUxdye/P6z/ceBXLDGzNuHwkXQcP67Gwb3l2L0zB9abs3DYCti+shh71qixZXYVBnT0wc/t7n/WeUUh1142BGKak5RSuWZLgRjSU4961Pem+B3lPn/0sr/KAWNfu4YlP+Zgbt90GH0chhH/CcGkzjEY/0UUZvZJwZKfC7H4p0Lo/csTkzrH45evczD/6xwMfs0Lhv/wRf8XXDD70xRMeDMc096Jwcx34zHseW8MfcYLI57zw+AObhjc3h367VxlawxZypoOYnbtuYJNW71x5EQlDpyAKPuPE8gQxGhTLJNl80Zg/x/2Dj2E36eGQYzE3IXkC0jf+wnUFu0B88fuDYghYYDl46j87QOgNAioKecnAzU1GjBnEN2bqIwH+geKtBO0MChKpwjeVlyjmiB73oBWCib6LS8trwVHD3o/UZ6bijddomiBUFynlH1UuPlMBGkB/gEirkOAPnkynK5l2mxmynmUJeXi7ektwhwUZV+x8jxIsmGdWR8uWWcyq2VnZd/cjmopN865M+cEI5lkeoMI/Od5TIJ5LTRMAnm11OsS7TSPZXA/3Q6VPvcgyaA5dblvlhiia1aYHXbJ2p2wvhwscsJsv5oAK0cCmBTsdk7EQZcEOIZliwB+r6gMnHKOQWIJ4BOdjtj0QmF9qREWF5EUF6mpmSguKmkFME0Y/JrTcf7s53CwaLXEPCxAppLNhZkzN2PRL+7YtC4bJvPjsXVlNjYtz8avS3OwflEeVk3PwrJR2fjuOWf0b3d/rAraIOVO6y0BDFoOxDjXid/hdUlKQHKClqhnU6/xs8oeiz7Pxpy+yTB81xdTusZjfKdojCP7WBcpsH/OfzMw/MMQ/PJNLqZ2S8K0bkkYT3eyd0Iw8cMozOmchsnvRmPE3/0x7GVfDHvRB4OfcsXAx1yg94gzDB73xNDHvaHf3g0DVA4ykGkOiLmKjZv9cOBoFfYehSh7jgL7j5dihQxi6GVQw79WEHOzUtfAt64hECMpC0ywkYD0M0NRYvU8YEVLjLY7mfZ6U4L9eZ58rqW0VO/6C+A6AajMhIZx54IxVQrsZ7wDaYE93D1A96nM9EyhiyqKbHO/rzyfLmWx0bGCyepur9fcejTlPAWw0LJgb+cg2lfZxvqz8MdkjZRXrZVBECRIgS+UJa0tBHEc7KlfEvgQ6BDIMNcKiQ+YGFPRPZtSxz/iWD4n68z6k2WMrmTsJ8KSotCocz8gCA1osaKc+CMgUc6lOxkD+JkolNdS9gnDgcgZkyHiiUjLfC/6h2RRlCZbhPwbeD9bUp73FcTwAQlilq4zx+4roTB3SJFcyZxTscspGXudE3HENQExBRDJKwMi03DWNRbZ1YB/dCoS0wug5p8MYrgkUwP9/UTj3WPhtWRDtF7rIVGI5T7F/tUKYh6SNlNL44HxzI1YYxaCXTsqYDo/Havn5WLdvFLMM0rG1AExGN4tGEM+CsB/O9ijv67zfVG+7wRctPc3VbFv6PiWBDHa1+d1xz8djKFtPe6LHH9W2WHxF9lY8EMGZvROxLhOkZjweQyGvx+I5QOKMbNPMoa864sxnZg7JhSGTIb5UTjGfhKJ6V0SMfDv7pj6SRyM3gjG4Jc8MOHNCEx/Nx4jXwrAkGc8Mfw5Pxg+7oURT/nD6JlAGD7i0WwQY2F9Cb+u98K+A+WwPgBRdh8E9v9WihWrr0jxnUIJbhqIuRcKysPynWoQxIjEl0QS1ajy/RU5Fi8BlqRDVsAKwQddy2QwUrtd2X+7JVnOFLc0XXHdfItngQRLQFMs9BGhcAoPETlZqWwloPvX6d9Pi1gZKtm1M+Ra7kONkTvbmyU3J1coqbyOKA+4HsRvKZV1Lw8vkYFeyEnLEsX90VHRwnIlJUu/wazF5xXHayCC2mmdYHzMDRBDC4REvXzh/AWQ+Yxud3cvF8nTB4xN0SqNaafbHSPqVqMR1hS6yYm+ILPZcR+TPCfEJ9SmKaFs+PzKNRXAw/QlBDKkZuZPADoCIJm97Py5CxIds5Y7o3KNpiz57NrHU6dXJlq017WPaen1BwLELPvVHHttQ0ViS8FIJkBMCg66puCwUxTiC4AyAMERqTjlFI6cKiAgMgFJ6fnCVUSjplVHakjlRb77Tlq3cVpa8K3Xe7jl2wpiHqL2E76lgPHMtZg90w4Wm69j+5pKrJydjwXjMrFqYiGmfRWN2T1TMf6tSPRv54DBOgxUv7tcMYNUzmhM0Vb+G7M+5okAjGjvfV/AQWPqx2MUsNVQrpvGXuNujiOIWdIlG3O+S4HBB76Y2TsF07olYPQnYZjeMwkTSavcOwXGfdMx9oto/PJ9HswMqrHkpyLM65uJX77KwqKv8zDs9QAM6uiJcW+FY/I70TB6NRgjXvLHxP+LwMjn/DGkgzsM2is0y5I72SCVK/R0bdBVtRoOJ8NAqky6EJGQs4osQZw1lQsVDAur81i3zgP79lXAeh/kosHeQ6UwWXUZQvcgiFFLClmtu5GsvIiZWCpSWgoJlRUqPfxRmaAv/J/vm6O4lCtLjlnVQldAQQBSDv0AzQ66lLUFzLnsAJi3k8DIbWiXmcSSRQE/agGE2gI72wM724hYm1KLR1F6qR9QxiSFlbUgpk4byDEbbCvGBtMdisxcGWkZYvad3xjqM3XOqac0NrSP55CWN5Z5Y+4QG8O+odbqj0q/rL/kcRoCBrq91CmsX9PrWFtvyoBxzQVFOHnid0nplsGdosuR/InZ5nOycqT+LAekUzFn4bV4LIELY0LoklZRXintk2XM/QSLHm4e0jWaWWcFHCsT5+J/mkmFqZQyoi7KQlk1HeDwGWhVIshQLCUCpMjuhrQokcggKzO7DsDRlifX+SMTsN1Ve7EurE/CtaxG9C26MV61tRP7as+9Td/i8/KROBZV8Tpi7BHmYVn3Zl+9cQzHOKWI+siy0F5X5NOY+9/umHsDYhoxg0Ch8sWgJWbZenMcsA/DTvtEWDgmwso5FbudU3HYLRWnvBOQWKgGKdZDIlJx1jUcuZVAQlomsvKKUFPXDjfpAAAgAElEQVTDACYOTMrLpL18iBSt23Sg2zVg677708atIOb+yL15/Z0jLmBsvBJLF7rDdHE8lhgnYdboaGGF+UUvHsPe9cDgl9ww7DkfDNKxxxAdR0GfO0QAmYaZtyRFvWGLDcGLFB9x52VTlfXh7b1g2Ob+uLs1tq4NMas19tyWOO5n1VXM+ywZ8/qlYdhngZjRJwkLvs3B0v7FGPd5FIa+HwjD9wNg9HkkFvxUgDnf52DWt1kY3zkaE76IwsQvYjCzewqGvhmA4W8EYeL70RjzxjWM6OiHEX/zw8An3DDwEReMfNoX+m1doKdywEBBtcz+4Ao9ncaDGEvLs1i3zh379lbBeg9Esdytwe59pTBZeVm4IUnaBl1DJPcQ9mcWRdGrquQ3UH4nqfAIBU+acSaYEUoeZ6CVY/50SwnIqGtqhA6OmiIg4jAKdr+LGovHtUAMgQhBDS0rOnWLDFwUEKMAGQFiCIJ2doBmmwrqnSoUHP4UyDkFVJdITadhbN4tlH3RptKMOvO9MK+Jv1+AYDATyqdWWwnQ0QgFnDPxx387LlyvbtfmvF59wNLQ/wQ6DYMYSWFX7iGBnSZ+G9QSyxbjXQTYluXBPi3iZM6eF7TAFCQnpxXwoiyVe4t9VTUiX0pIcIgkd9kaxf5PCw0JFQhw+H/teVryvd02Sfaysi57/wjwIkAMAYsCYGRtvh6IqW+1aOhefKfJIMbE8cp7y7pyO3PjMCg/KjJasr7IY0FD16Fli/KwtbkKUjDzf/YlqahFypMzp85ICUUFCJSAYEPX4jYFtAmgojw750hqAZwEaFhVgpwqjUZM2HDShv1JuS5lqIAXZansa+6y5UGMjHyVCtV2Fq0H4T5u5wMRxJhsssIhp0hYOCbD0ikJu1zTsNc1DYfdk2EfnoXU62rBQnYtKhVX/eKQV16DippqVGvYoavBgUlYY2iRUYroUDeEp9Snddkqk5boAxxUWt3JHp6+xC+asbEJNvwagrWmyVi3LAcblhRiypAQTOobiB9fvYLx74Rj6HO+GKRLEGOPwSp76Auq5bpMZQQvtDDQVWpoG/daq4O28q0NYgapXASgUZb1wY32eY1dv9v8MI29T/3j+Oz1t936fycMa+fZhOMbBoS3vv6tj++nssXMj2KxblwVJvaJwYyvkrDs5yJM/jIBk7rGwbhPGmb2SYNRp0gs1ivGjG/SMal3IkZ3CsOwDwJF4stJX8Rgyhdx6Pc3V4x8IwTzvsjAqP8LxOi/B0L/GQ/oPeICg0fdMaQd6a1phZEsMU0HMWewdo0b9uyuhLk1YG6tgYW1BGJWmF0S33oqkfxmUhmhz3tMdCwiwyNFUDhn8a+FXhMzt8qsLRUYzuQyYzkVY7rq0M++duyr9z2u3d5Ihe7hO15SPqmESbPnzB2VgSKf1Siw+rsc5E/gomWJaSSIYU4YkKp5ZztUWukg17wjELkdqEoHKok0IQEYzR1AJHUnKqulZXBzdRPuU8z7oS1roTfR+nCH9uNxtMZERUZJ59/ieOpgDYGW+tvY/wSapl5VXV3HGqNYYhRXJu36Nmad8rG5bIPkxOQ6rlEcs12cXUUOFIIZXksC55IF5iYQI/ddERNy8pTIUUh5UlZc0hXL0d5RclnTslo2po7i3iRlkK0RahloSRYYyqNSLlyXTRXNUNgJ4q7aXBVub8q7zHeePzcXN5EoXtKdZTc52YWw/jMox1C/ZmwN+5G27CgP9jG66SnHcn/96yj/i0FIsPtpARdhfVKsUBII5yMrh1VqNKiQiwJm2K8U8KIslXs0d9niIIaCFz95pogzR/wpHUlZ17bEKCCGrmQEMdYuqTgeWICDrjGwC09BWkmFADERsUmISitCaaUaNepqUdTVVKTYoFoARriX3WHA+J8drB8exbK5nfZBOI+DQCuIeYj6GoAZs5bD3DIM1tb52LGlCBYbS7FhRQFWTsvH+N5hMHzbH0avh8PgOU/017XFYNXV2mSG9S0LtITMeSVBBK43pNhrgxiClmGPeAvXsvoAhv83R0lv6J7NuU5jz+H9WOon37zd+ZTRyA4+zXq+2123Mft+VNli2kexWDuxGkM6+WPQf3yg96YnDN8LwKRu8Zj7TRZmf52BSV8mYErvJIztFo0VBuWY0C1GMJdN7haH8Z9FYk6vDBj8yw+j37yGEf8IxPg3rmHKW1Ew6hiMEc/6YcRTPsISM1iHFrfmgRgLy3MwWeEES4sK7LCAKOZWwN4DFVi49DRKy4HKyioxi8rvJ2doXZ1dcWD/QaHgHTl0BNZWu7BuzTqhAHMG29HBUSjBR48cxZrVa7B/334sX7pc7Cfl7IMwhv7RdahRq1GhYVwRFU4qmxWAOgP59vNQsPstwLK9lDvGQgUNgYk5i5Y1pgFLjDhul+RChh26yNn9MjRB64CKeFTXVAFUQEmbWjtLf4cxU4AF6ksQiuyZ02cF7bB2rIxwoboFKNGWaWZGJq5cthGTxZK+dbOS2mgQQwwj6+ZcKkVyXJL0O17rdoqwdt2014uLruPi+YsCwFB/FNdhDpjkVFy8cFEwkSnbFeCiveQ9tQv3pSSlCLcrKvFC56S+p9YIIE8CAAUUadfjTus3FPkaEVcFtq+IY5ARDf+vLidaAqqqZDBTV2m/7T3kPDlklyu5XirkQYDBZyebGN3kaE3iNRTgwWe9k9yzMrIEkCkuLBbnKsCO8rW7aieur/QPIcdbWKnEPdV8fySLE+ulPD67LTENpwYq5WVpVQ1IqVOhVgurjAKMFfCiLG8rk0bo6S0OYui/yAQ81XLwVHpqOvx9/cVsUEJcAkJDQnG9+LoUXCVbYlZstMIhxwhY2CfAyonWmBRcjK7EAZdIOMWkIqu8UiC66PhEZBWXy/54EpARVhghdL6g9csdBoxGCOhuBdx6/v9mG7SCmIesXQWIWYbjJ9Nw7FglfjsMHN4D7Nmhgfk6YNawZIzpHYkF3+VjyicxGPoXNxg+4gDDts7Qb8Os7A5itp1xMkoxbMMkk3VBiKLsD5atLwpoGazjKruXOd3kZkalnJYVpdRX0pXt2taX+wZidFwbBUpYV1qr7lfumB91bDHz8wQsGVmAWT9nYHinUIzrEgX9d3ww5vMIAWIW/JCLBT/lw6hzBGZ+S7ezEOi/54sRHwfD+Ks0TO2WgBlfJmHix9EY/14EJr4TiZGv+GHsayEY90oohj/tC4PHPDBI1wmDdNiuEohhTMyApsTEWFzE8qUu2LG9Alu3A1t3ANt2AuZWxRg7YRcsLH9DYGCIcOnw9fFDcBDX1cLtyNPDE8uWLkdBXgGWL1su8j8wmHfvnr3w8vQSxyxZvAQrzVZi/i/zhUuK4pL2Z/s2SQo7dQRltpyaeQVQmogyn1+RtOtTVFi8iCorFTSMc2kEiKErGUuReTtkHvwQVRGbgepEQFOGqhq68FDzbwKIUXQS2SWQtMKkB+ZsOhM7EsBS4RQK5G2AjDiuqkZYYxQ63YbaW5KJZI0RynAD8TECV2mAUiZXLAGu5QLBWUBYHhBbLDCCZBkSunzd74J0TYlwoM79lbqrNQgJChHMY+zTyjGM+SCbGEkKlP4q6lovHobyVc4R95IZvnit8LAIAfL5rabMCGIIBkmikJ2VU3uecr72srYuQlGXnumGXydQXAPBmBucoUFoFhCdDyQXA3QepBLPJpIsMg2BGCr/iq56Q14EEGxrupKxzgrY4Pt8+tRp4bXEerFI4OVGTJB23euv89k5Zly+dKXWRZHXIEkCg/8L8wtl+bBeWvUhWJItwDQSVKurUaGpQjUnAaoqJCBHkJ5TCEQmAD4hgGcw4BsBJGQC16slYQhZSNeSrHk37qF9v+au3xWIuSFQ6cWiue7QwUPYsnmLaAh2muSkFOzZvReWFpZY/+t6WFtZi+AtvmSsNGn1VmywwmGHCFjZxeJUQCYuhubAJ7USp9xDEZtfguIaNSo1aiSmpqGgpEzMArBjq9X09eV1bnTk5gqi9byW7Vj/6/JsBTEPQ3+RZ4pI+kGK5VnLsW6dGzZujMfWzTmw3F4Ci81l2LSyHNNHxGLawASYji7HjL6JGPwPVwx7xR2Gz7tBr91V6KnshFVmsMoBQ2qLI4a2cYW+jgtoqaH1ZYjKVRR9FV2M6EbGfXTBkgqP4bED5SJZeEggcKNIIOkGOHowQMyNYP36IOtW/ytAq74V61bHt+T271VXMLdHKhYb5WPFyHJM/zoVC37MxeSuMWJp/N90GH+TDuP/pmHuj1mY3DsOgz/wweSe8aKM7xKNX77JhuFbvpj0cRQM/u6Nfs84YOIb4Rj9SiCG/8UXkzqGY9TTvjDs4AH9NmxfqQ8MbDKIuYxlS9ywbWsFNm9FbbHcVYGlK+QM7NSJqoG0lAwkJiTh8KEj4ptKVzJ+b50cnQSIod88E9nxO+zk6Iyjh49i/br1YvJw9qzZIqs3XwYqfP/rY/TNz0chUqkksOBS9hChklWVBU3c78g+PRxZe/6FEstnUbXjMWiYR0ZxMaMlxlJHgJZqK11UWj2OMovnkL/vH8g79yOQcRzQ5KJSU40qNSdZSeZAgKCWdBWxlGbOb65bvfaQlUfqWNR1EuIThWWN8Q1UxNl+/In99duS3i+y8h0fF4/Tp87I5zSsJ0nKP2f3qWhK4qEXXIkaSLmugXd8PvZd9sFCy0sYsvYKBpieR3/Tcxi06hKGb7iK1Qeccco1BmHplcgpl0iYhNse3c6oo6kZr6UAOakOrB/rTlcpxnkw2zxlwm20kthesUX4tXDJwiKHHtxRZvXkwGvR0sCEkXTTIkjgj/EyYdeYR6Vh+fE8tlsV+4mGdQLKa4CMEsAjoRTbzvpijpUdjDbZQM/sAvqbXILBGlsYbbTFL/vdcNA3G4EZNcivBMpr3zWCKBnP1t63bnsImugzZ5GXmycBmBqNkAXJHghE+RMykoGcYn26k1z4PCx0LwwLDROAhXLnNuaM8fHyEevU129cqwpqNQFLDTQaDao11ahGFdSaCqCyFEhMhPrsefhMn4lzn3XGb/98A3uffwn7n3kBx1/4P/z+3mew+bY/0lesBbz8gOwsoJLMexI5gEJucuN+2vdu2nqzQYx4iTQQgUHkOedgyQ5jvsNc+GFykCUCJFjZvWsPIiOiBDUcae4C/AJEg9DcuX/fAcxZth5HHCKwyy4K3nG58A5PQHpBCYIiYlBaAVQQxKhrUMnriYGgaQ/ZEoJqvUarzLX7QCuIedD7gxaAoZIiAvtNsH9fHKyscrFlczYsdxTBelsFpo8KxTSDcCybkI2VU67DxKgIw7r5Y+r3iZj4RQSGdfSEXhsZxOg4wFDlgGEqBwxVSRYag7auGKwrgZQhKjcYqGihYX4UAhlaLlzluBkJmDB+QimDVYy3aag0TCagKPoKQFD+fxCXSh3vF4hZ/E0OFo8rwLxBuZj1XQZmfZ2GsZ9ew0qDCiweVIyhn4diTJdwzPg6GYYf+2FSrxjM/SET47pGYFqvBMz/LhuGb/thxhcJmPpBNMa8HgKDF70x6pUgDHrcBSOe8cGQ9i4Y/rgn9NsQ5Elt1lRLjKXlFSxd7IqtmyuwcTNqy/adFVi8zFZ8K0VAbbWkUHEGlTOzdIuhTzspVxmkGx8bL2Zo6S7GrPB0JWKsDLOZHzt6DJ7uniKo+c8LYqQxSwEwAsQQDNAHhr4w1HFLY4BwaxSdGogc87eRt+M1lGz/C8q2PYGy7R1QsrMDii11kW/9DIoOfQBcHgokHASKw4DqCpTKCm+lWl2HhU5ypZGADZVH7W9Jg+vaCiXX1RqRPoLWtePHTkjxHrcCMVTm+SxCgVbjyuUrkhJ8B6Yy3oN6e0U1kK8GTvlmYOK2C/je7Cy+WnERfVbYoccKd3Q30S4e6GPqhT5L7TFotS2WHvKAc2KlCAWSaPUYYE73PbpXVUtgTgYTrCOtS0z6Sc8dYS2p0cDX2xfMgcL/FQWc+maDcrrNdp5D9yteX8SDyZaiooIiAZzodkkgUP+63EbwUcbkPpAAzFn3TEzZ6Y2eq1zReZkdupk44ktTZ3Q3c0V3M3d0N/NEdzOv2jJgnQNWHPeHd2pVbfcSzIT0RBMg5ubn4eSD/VV78cxikl+tEW6hfJfFT6v9Gqp3/efQ/p+yoGvdqd9PCzdFtjVly2SaZDsrL6uQrGkCSLLj0FhQggoZkJexDfkkBdmI3LETpz7qhEtP/RWOOu3hpVLBR6t4q1TwUKngrlLBWaWDC399ER4//4CyC6fpFyso4xn8r5BFaNezOevNAzHKC6aGQPi5OXnC7EdXMoKZvbv3wsHOQaDd/Nx87Nm9R4AZBiLSfEUQQwGykzLgaPk6Sxx1iMBeLRCTUViKmOR08cAMFCIqriKIIapsoOM15+Fbz7n5RWqVSeNk0gpiGienFu9PytgjPtS3q0PDIMZyRyjMt6Vhx+YsbPk1HZZbijFznC9MZidg05ICbF5YjM3zSmAyJR+m08uxYEguxn8WAcOO3pj4WjgMH/eEQTsXGLR1wcgnfTD4cQ8MfsQd454PhUE7TwzT9RbFUOVRa5ExULnCQOUCA2GpIZCRQIt+g+BFAji01OjJFM0NARQFIDS070HZptTxfoCY71SXsLBvJuaPzsaAD7ww9JMgGH+bhjl6+TAdWo6ZXyVhcb88AVrGd4/AkkF5GPapP4y/SUX/t9ww/6dcGPdNhdEnoTB6NwjD/+GLSW9HYPRrIRj5cgD0n3LH4A4uGNzWCf1VdsKlTGpXKdll/ya4k1la2mLxQhds2lCKXzcAv27QiOWmLeWYv9BGKJYillr2XlACfRXFRtJwmGtDmjQU+yX9Sygmyn6OWfy1+Dt5G0XyYbiXlIhHwjJVIuq/HKhIAHKdcT10H8q8VqHMeS7KHGeixGk+Sr0WQx1lDRR5ATVZRD6o1qhRpoYowvpC/aYh16zGAJjbyJNtKCVCPCtYpwhobytjtUYk0rx08VKtdUb7eCq3VCjpzUK3N2Kf6Dxg3h5f9F12FV8ut8OXZm7oYeqBXiYeYsl1qXiiu6kXupv6oNcqX/Q2c8NXJlfx41oHHHDNRGGVhAs1airIEiscZSLpfpIVxtXFVVgJlb5JHfH3k7+L2C0FwNS1ENxuzK+7TwAfPn9GJi6cuyAm3MUDAqA8UpJTb9IlhYWoWo3q6mqUq4HwjEos2uuPb+ZfRJ+lTvhyhSSLWhmYeaKnmfdNpbeJF/qscMV3K69ih100EoSFita/MskNi0qt7GZFUF1eIiU+JS0y68A2IksZGdsqKyolQcrbuY+y0W7HxqxTxkmJyTh18hQI5BSQaGtji4z0THFNyoxtVKWuQiVqUKahVxh7hRoI9Idtn6/xW9sn4KZqi0CVCv4qFfx06xZ/XR0E6rRBkKotglTt4K16FDaqtjj51HPIWLqYHZj0ZcLCpdBRN6b+tzqm+SBGDkCTOprUeSgkCocvGU1jBDBsAHKAsyPSD5ExMpwp4nmUC83hGy2O4pRbHPY7RMM7LkdYYnJKKnG9imYsyfJbTRAjaOIa5wd4qwdu3V73RW+VR/Pkwb7eGtjfPNk1q8+J2UjJ/UOcL89OKh847UGdkxwS4ccNIMP2MjZejiMHIrFvVzpOn6jB8cMVsNiWja2/ZmDbuhzs/LUIaxakYvPSAqxdUAiTuddhMqUEAz/yxJjPwjCvezpGd/TByL+4w+AZJ0x+MxwGr/piyEteGPqiDwY+6Yqf2zrB8Elv9G/rCP1HXTHqWV8YPeuH0U/7YKCOHfRUVzFQxx76bZ0wiLE2OjesMLTODO3gCYMOHuincsAAghgdWnMkC44CCghStNel/2/edr/BjFLH+wFiflTZYMZncZg5JBn6nfww8/s0TP0mCb/oF2L618mY1TcZM3rFY9pXiZjWNw7L9AswpU8MRnYKweRe8RjXNRKTusVi2pdxGP1OICa8G4aBf3XFuNfDMO4fYRj0pBsGPuqCoU94Qf8R11qGMspcT+WKpoKYBfMcseHX61j7qwZr19dg9doarN9Ygl8WXJFCKuiZI6ZwJRcY8f2UZ9rZt+kjL/nJk7FTmsGWZluld1SZ+JPejbqB0M16H2+jaD9s11OUDLrNCGWeVhmixuoyoKYEqMkBKtOAyhRpWZMOqHMA9XXJP0jM8LMNNKiWQQGbqiEQc9eyod5FV6/rJfDz9RexMmT1InDltSV9jBW6AVa5bnPFVnjIEMQqrkTS8RpU0jpA1y4AXrFlGLXWBn0XX0WPFR7ottITX670RG9TT/QxpcJev7ijl5k7epq5oddKD7G/u6kHvjNxwOJDQYgtA4qr5dwi7KeKFYI0vJVVoGdOBa0ANRrBusdJ7vy8AlF/CXFrjfnN7HPs88GBwSIWhq5qlBFd1eiypnw/lHZR5MZ7B0blYsaG8/jvYlv0XeGFPmZ+6Gnqix6mPncuJt7oYeKJHiYu+HbZWSw/HohYKVZfou8icuQ7K3/HiguL8PvJUyi9XireY7rXkZSD4RasG99tpW5KXZu6pL7NH13K7O3sa8FSRHgkGFvHH0EM81GR9Zf9oZQbKypRdPIMjrz+NmzatIOHShdBKhWCVSoBZPwIZOoVH5UOvFW68NJpAy+VLmidcVGpcKGdDlx/+gGIixEECDWaKtEeTX0W7eObB2Ka2Zm0bywGYRnEbN11HBe8U3DSMwU+sTnwCU9AXlm1YCST2pqDgwJiaHZsOgrVvnfr+h+ofLZAX3kQ24sDSiuIuQ/9SLbEcPxgv6jz0a4DbG4AGDKosL2MjZfi6KEQ7Ngaht2Wqdi/OwvbNydizcpobN2YiQ1rMrBySTImDPXAgulxWDAjBYsmZ2JyvygYfOaD6T3jMOgVB4x/xx+TP7mGCV9EYM5PORjytjemfBGNmV0SYfTvUEx6NwrTP4jDsL/7YOzrwTB8yR1DX3DH0Ofd8XN7Owx+3AUTXrmGgR2coP+YmyAN4Cw+A8MNHvXEpI5RGPF0APQf8YLBI17Qb8NjpMSZCjBRAAL/l0AC4zEIiG7E0ty8fnsXtZuPv9217rxPqeP9ADH9VFcx69NELB1bgNkDMrBieAlWGVVi0aB8TOwRjRl9k9Dv384Y3ikYc35Mw8SekZjfPwsTukdhwc+5mNE3GaM/u4YB/3IVsTUT3gvDkJe9MPb1MBi+5Iv+jztj0BPu0H/MHfod3DD0EXe5HZsOYiwsrmCOsS3WrirEylVVWLmqQizXry/F/AWSJYYhBVIqAa13Tp6ZpXKigJj6S74f9bfV//9BHF//uDoxTkZ2JxPgpe463fgYpE0dkoX6CItkUWBb1D9fSvKnTSmrDWZa6rmobFIhT0pIAtmsSJ5EEgDR3nJeIGl8lEAP3bZ4HGOmtBV3cbymGuUaDUJSSjBlsx2+XuqEXsvd0cPUHV1XeqDrSoIUD/Q2lUDKDSDD/93Qw8wVPVa6obuZB7qb+eBLMz98aeqHHksd8MvRIKRU0TVLYmgWrGZ04dMAjNfxcJNcpejaRauDQvnL/SzadW227Jh4sbJauFUyGSavQ3IpuplxEl26rjRJoLjhBcWVYNLq8+i/zAZfmXiht6k/epr4oUed4oseJj7oYeIlFVNP9FCKADHe6LHCDT1XOKLXUhvMPhCE+OsMj2Afk2KE2Jf4owXG5oqNmICgAeDc2XNiGwEnXcvYTi0hCwXA0sWQ8VV8XrKW0TWVVj3eR4wz1dWCFpyNUGnngEOvvo6rOh0EWPFVqcBCK0xAPfBCMMN9BC2eKh14yuvcxmN5ztX2OvAZ/DOQHAN1Tdldx7TfNxDDBuHgW1hYhG27jsEuMB1XQ/LgK0BMPPLrgZiamhpUV0k0kxyEm92h/0eV6lZ5aH3c/4A25gDbCmL+WJmzj4ufmM2TR3/qEHJmcu7jLLTyE/SPDN6VN80yXgIHu2S4OlfBzpZ8/DU4f7YSBw8WYe/e69i6NRvbtxZixcI4WGxiwH8BtpmVwWxaDuYNTsSiwZlYpJ+BpQZZWDWuBGZTK7HCWI3lY4qwQD8Tq43KMeubFEzsGoWp3eNg/FWyWK4zrMRqvRIMec0do94Ixbh/h8PwZV/ov+iFIS/6QU9HirehC9ngDp4w+ts1zHwzGcOe9Yf+Y54Y9Wwg9NtKQIbAQCkK6NDXccLQdgoYokWmIYBBAEOQIwEZXoN0yQrQUK7Vkkvl2vcDxPysssOMD+MwzzAdk7+Nwzy9LMz4JgGTOodiQb8sjOwSghHdQjHj+xTM18vGgoHZGP55AIy6XMPcHzMxrU8i5n2fiem9EjH6vWBM/SQGei+6YczrYRj2SiAmvhGNES8GYtizvhjxjC+GP+pZK/emWmJ27rwI4+lXsGpFPkxNKmBqUg4zkyr8urYUCxZcraWzJZHNTeO8/B2tD0yU/4WS2gCjk7L/z/0tlceGeuBFIgoCNNXyfgFUyCEruVxJS2Xs07oGY2sEsy4DopkCQnLN0V7e1H7N/FYp7cqxjm78DNCmG1ZyUrIY/oTSKyZ5pDGT+pazozNiom4EiLMuPI4oLi63CNM3nsC3S2zQe4UvegqXMUd0W+mCz1e7o8sqySJDAKO4UtHi0s3MHV3MPNB5pRe6mHnhS1MWH3QxDUJnUz90W3IJa055oVAyJAhyKgIwfj+pSKempIjx28XZReRBIdgQ4zyPlyesWkJmfE6CvHNnziE9LUPIyMvTG7ExccKtibqo8p3IKSzHjK2O6LvUA31W+KC3qa8AMN1XKKCFwIXFW5YFAZ8repi63CgmPui5wk+AwW6mHui00hddVjhj7cVkZDPeRsQHVYGfruoqda17G+Xi4e4prGzCuqawgzWzn9SXHa/PQhBHQgWRm0cDEc/O+DnRV8mqx7w31WWojArDvn+/AxtVBwSo2ohYF1cdKd6FQOVWIIZgRgE5tNooACZI1QahKhUutVfBf+xQoDBdWDPr17Mp/99XEMO4qfzCEmzbdRROQfm6FYUAACAASURBVPGwD4mHf2wmfMMJYmqkgCgOBNWkKpRKKxOZMni2LpvS0Vv6WA4ErSDmj+2DEeERIr6OS84eHTp4WAQ+MhaA9JEMdiazCykqaZovKS4TA7ZgygGwcP4KuLuEwdc7BfYOsXD2yISTRx5+P5eIMxczcdG2CEdPZODosUyYmydi0QJ/mG/Oxq+m2VhvVgzLzcDcyTFYMisFy+amYfXSfFhtBXaur8ayOelYPjcXS4wLMHN0CkyNy7BxIWA6rQxzR2Rihl4SfnzPAcb9krFQLx3zf0rFyI+DMfyDCPzQ1hYGOu4YovLGoLa+MHojEhM/jcOYD8Mw6YMoDHvVE4MfcYKhyh1DVZ5iaaDjhqEdPKDXzhHDnvbE+JeCMUBlB0OVE4aqnEX8jWLdMWznjsE6jLGxw5A2zjBs4wpDlRuGq7zE9cioRvY0xdpzu+XdghwCmmGPeGBoew8tcoMboEsBaEwkSorm5t6PcSoT3wrD/GGZmPhNDMb0Csekr6Ix9BM/LByQDeMfkjF/UDYW6udiqWEh5g/MwcguwRjVJQRz+2VieKcgTOoZA6NOoRjwfy4wfN0Hei+7Yfi/gjHhnWj88nk2xrwWhmF/9cfgR90EO5kE2lyhp3IXeYa6qlbD4WSYUGyrq8lUxVl8aaZeUWypTVlbXcKsqVdgtigfq5ZVYdWySpgtqcEakzIsXuAisRqJ2X9JwWvpsaz1epICK1lVtMc0Zbv2toYnUKX4Bh5/wzosXHNkIKGs3wtZK8puUmKScC/z8fYRVhrhPiTP+7Cf5eXkibwrQpGVrXisF2NX1hzzxtdLLqPbCj90pSXFzFuyrKz0FC5ldCvrZuaBL00bLlTUpX2eAshISr4vupp64b8m53E2shBkYxax8mogNycfx46dEACMxBSKFUIBXy0JYLRlTjctBrLz+5GdmQ0HOyfhOSjaTy2xApueCEbfJTbouYzuYAQxPuhu6o1upt74sk4hYFOeu/6ScmDMkLS9m6knvjTzQk8TFxwLK0c+qZg15ahS1yA/v0DkyeGzMzkpY1ZYP9F+cjtpP8Ndr3PiA0B6WrroLxrm1UlMwrmzZ1FeUyNiz+n5hNw8OOgNwhWd9vBWtYGfSreO25gCUri8VSF4UQqBDQkAFEBz7slHUXVwBwPeJaZAgttmgLUHAMSUYtuuw3AOjIZvXAYCYtPhGx6HgvIa4ZMnqNgEgKEVhoN4w4PIXTdsM4TXek/twf3Ptd4KYv7Y9lZIQK6FXMO8OfNgZ2sHJwcnHDl8BAH+ASIvBt0DdlnvgskKUwFqLpy7JAbr4qJS+Hr7Y8rYKYh0CkSCdzSiPKIR4ZWIYNdE+NgnIMA5E8EeBfBxy4OvZxFsL+fA5lIpzv5ehONHS7DXugD7ra9jx/oU7NmRg707crF1bSJ2bc2F2ZJwbN2QhT2WFdi6IR+rlqZg1ZIUbDbLxVazfCyYFAbTWclYMy8Lq3/JxuKpcbAwq8KYH30xZ2gq9P/lin6P2uHndk4Y/Y9rmPF1Eqb3S8LAzzwxsnMwFv6UBf2XPdBfxM/QfcwRI5/yxviOQfjhkSswfj8BY14NxYD2BANkSWNwubMgHDB4wgtGfw1G/7YO6N/WDtNITvCEM4a0d4SBLnO50BojuaopOW1utSS4aS6oqD1PxwmjHvfFiEe95LwqdV3gFBDDJJkGumR4a949CWJmf5KIZWMKMKNfMmb3T4dR91BM7BOBYZ/5Yvr3CVg2sgimY0qFpWaRYT7WTqjGIv1cLBiUi6lfx2NM12uY1ice8/qmY1rnBEz9LB4j3wzFyDdCYdDRD0avXcPIl4MxoC1jm0iRTdk3HcTssr4M4yk2MJmfD7NFFaKYLqjBqiWlWDTPWQYxnNWvutkS0/rd+tPLRMQ5ydYNWht8fXyFOxKTGVZVSH2GAyHH0DpMZcJSBHgmFGPgytPoaeKErqa+6GrmLQALFXDJ2kKLi1RurbRrK/F0r6KlgiDGF31MnDDZwg2pslse6+Ll5QdnVzdkZKYJUMF8MIqr073Sq5RYMTLlXrW1E0x9589dQmFRGdTMW1kN+EXm4vvlJ9F7uSN6LvdC9xXe6GVC8OKFrsLSJIETAhSpaD/37de7CSuVJ8bsdEJMKamoa8CYkMCAQAQHBYvYcU7EMZb8ngEYZbyQrVz+fv6wuXQFVWXlOHv2LDIL8lFNpKmuQfaZszj83EtwUbWFrwxibgVWGrNdATG04PB4F11duH/0PpCQKoBMc4HrAwFitlofhEtgFMJSC2QQE18XxND0VkMA05oT5l694K3XbZpS3gpimiavu+lf/EgzCJRuY2RSIYCh/zT9vEkjS//h82fPC39qUxNTkT8jKCAYhw4eESAmJzsPDnaOMDIYAZddv8H3yAWEnHFG2GVf+J31gtcpb3idDoDX+XC4nI+C3bkY2F5Igc3FHJz5PQOnjufixJFcHN2XhRP7s3F8bwYuHivGhWPXceF4GY7sy8UeqywcP1qBg/sKsdcqF6d+q8axA2U4sqsY+3fkYduaFGxdmw5r8+vYY12OPVaV2LlRylEz6/t49P+bEwxf9YZJ/2JsXwhsNQHWzC/D+jlVsFoCGH0cjO/aX4WeriP669pj1ptxWN27GAZ/c8fy3vmY/p84jHjJH4PbOgu2rJ917TGuYyimvhGDsa+GYuCTzhj5og/mf5QE47ciYfAEiQXsMVjXUVhpGrK+1AczLQFiCMAM2rqJIiWHdKx1aTPQcQUtMCI2SNetdntzgAxBzKIuGVg8Ohez9dKwyCAHRj2CMH8gA/yjMPxLfywfcx0rxpVi4nexWDqyCL8MzsJiwzxM/TYB075LxKiuoSJ+ZnKXWMztnYnpXyRhxJshmPifGMka0ykLPz/higHtGM/khCE6Eq12Uy0xu62vYMZEGyyfV4jlc8tEWTanCmYLr2PBbEctEFP5p1fY72Yc+V88l7P3HB+FAijP2vPbRLeyk8dPgi5T2oHyHDNJt834Bx5XWQ0sPeKBXsvP44vlDqBFpZupO740dUd3U7pJ8X8PdCWIuaXVob7y7onuJl6i0HrRY5k7vl9uj6NeBYKCuqJagwuXbZCakY4LF04hPCxM1KW5SmyT2pWuyNWknbYR+WN8vP3g4uYhQEx5JbBqjz36mp1HL1Nn9FrhLUBMTxNaYRQQU/9ZG/8/r9HdzBvfmV7BxfAiKTFmVbmwhqQkpQj3Lrr7KXE591IetMCRdIuycLC1Q2hgEIKCg+ATEiy+mSgtwel+/XFJ9SjcVW3g00IghrExtMb46ujAV6UL+zaPIHOTOVBWJtwamUKlSe1Zo8EDAWK27zoE95BYxOaUITqzSFhicksqay0xwhdY+AO3gpimNnDr8fdG2W4FMfdGrrfqr/Tdp8vB5ElTRNIuWl/ozrdn1x6RM2Hrlm0wWWECUnYuWrgImzZuRmhImDQgyy4Vy+ctROCx8wg/a49oG09EXvVFpH0wIh3DEGx7DYF2sXC/lAL7c2k4dTQethcLcPpEBi6eLcLZE/k4YB2Py6eLcea3HBy0jseODcHYb52I/XtScehANk79Xo79+3JhtsIfO7cmYpdFBvZb58BySwp+NY3A5nWJ2LwpFRs2pmDjxnSYLIvH3BnRMOoZjJ9edsKcbmmY2jMKG+eXYZPZdaxcmAGTmenYMLcME74Mw9ftL6O/yhH9dO0x/tVQTPjnNXz3+CWY/bcQCzqnov/jttBrY4P+OlfQT/cyhjztjHH/F4hpb0ZA7wk79Hv0Cka/7I31X5Vi+DMe0NO1x0BdyYowSIdMaC51yr0AMYN1nWHYzk1YY+haNlDlUAtWRrT3hqGumwAxklWjeVYYgp7+KnvM+ywFU/pFCxAzXz8DM3+KwdIR2Rj/dSim9ovFotEFWDq2BPOH52KOfgb0PnXHpG+jMW9gJqb/kIz/Z+88wKO6zrwvip04feN8m13vJtnNZpPdzSZfuhu2cYl7oReDTe8dAQZT1eiILooAgUCo915Ho5nRjHoB1LtGvXdUf9/z3tGADNimJeZLNM9zdO/M3Lk699xzz3n/533//3fBK3ksfDGX1a8YmfubLOb+7zU+/GkKs/4zk9V/KGfV/y1lwne0TPpaHFNGxSkgZqqF1F/HhJER3G042bkzkSxfEMH2dW1ss+xmm+V1tq7tweqTFjasjlKMGsmp0Nc/DGI+b3z4e/3cHH4lRqkJyNzMESMKZvHaeIXQL+BFjGPzQpCELcmrrKKWd618edY6hmdsNbxgE8cLNlolTGqoJ+beQIwY9gKE5DxaXrZJ4jUrA6vPplDTM0BxTQ1hqhhiNWoS9OrBCBsTR/qvdR/FYyUcIvGCeHq60ds7QH5NPzN2B/CsVZDSDmOtTJ6YsdaGhwZixtgk8oqVlu2XM2kCSkqLlbQjohYm+WDEGyW2hYmj85ebY6W/iGdKOEidbR14u3uQkZlJQHgYkuOIOA3nvvPkoETyCBItRpJiMeJzw8a+zBMjXhhzkWMFzCQr4Ohxkl99DyqEy3WdbonpVKKt7hTKeef2eOggRlkZUBQOBv/hIPHQ1Gi3oCwJu2tq57yrLynZJTT2oMRnJl/Lp6mzRwExEjt8A8QoQOaWc5jdY8Pbe0awf60B42/x/wyDmDsPKH+pey3jSnVltaJzLxOyyHKKXLsk8JLvJByhpqpGGZiF6FpRXqHEhSuZmpWxAaw27yBVZSAjLpUM3RXS9DmkJxSSmWYkNbkCna6cxMRW1LENhIVWodF04uFeRIBfFTFR7QQF1BAS0kBoWBMxqk4iotqIiOwkOLQDP792AgP6cHW5zsULnZw51cLF8904n72Oy7leHI+04rC/iQO2VZw+3MqRXQ0csWnFcm4+E36mYcL3tVj+ppzJP1axfVY5J6172b7EyII3kpk/NpPxT+mY8o0kpo/SKgb6oqeuMvepNN79Wjjbnq9nyve0jJOEnBIeNkLNxBEqxo2IYdwoFRMeUzNudDQTH49myhMqNvxXETNFVcvCHAIlfJhYk9yz8FAEzAzhyJjBzOd5YiQczZTo8aZctFlAQMKrTMWc0T6Wud9OZv730pQQrCkjbgIVAS5mEYCHAWK2vljH+qnl2M5tZ+V7hWybVYftwmaWv5/DqknFbJ3XzLoPTXylNZPLWf5BIZYTyrCcYGTTtAYWvprHnOeuMvM36Uz5eRJT/yOJub+6xuxfZDL1KQPr/1jBql+WMP7xGCaPVjN1hCQ5levVMXHE3YMYJ8dIls4NZeuaZrauvs7W1Z1sXtnFtrWNrFseYYoXlxXk4XCy4TnuLu0cASgCauQl3A9fHz8liaQY75JUUTzZsjAUo9bz1vYAxlhrlJAx8by8aJM0yP0weRnMoWRjlISOktTxy8sLtsIBEU+OkN3VjLVVM2lPALktbUQlGPDw88PHz4/OLpMilswbX2a4m23IoaIUn7dvBnefNx/J/C1zhp+vH8GBvpRW1hKUVsHrNoE8bxPBC9YaXrDSM8Zaz1hr/UMAMSaukHBqhPD/0b4Y8ltAFRtLYECgEmFgvl8KiDErsw1V3HzY+4NARsBMeWkp7h7uuHh6UFxeTtm+A/iMfoKrFqMVz4kAkNQHADFDQY7klxFeTJrCsRlN+D/9OyQYYKCL64MgRjhKsvt592/o538dEDN4Q6TDiftKcX8K4a1/gIamVly9A7lSaKS5F9oHIPVaHs0dkmrHJGU4oOjyia9UAMwwiBl6A4f3/7rGtLm9h0HMV9Dug4O4MoYI8VDmPUV5qU+ZsG+MLYPHmbNAy7gjE6TVVms0sXqyUwtJ1eajVxUSpypFrzGSkliLQV+JVldNUnInGm0rcZp2QkLqCAtrISiwiQC/Bvx96vH1bsDXu5GIsD68PFvw8mzGza0Fd/dunJ2vc9mlGz8fCPAFd5d+Th9t5+zRPpyOwXkHcHeE3Rua2bWylU0za1k0JpeFv8vG5p0WFv/xKlsnV7F/SQeLXktjz5xWLF8u5v3vRfPB19RMGB3LByOimPFdPR//nyTeHhXK3B9lMvepDCY+Hqt4BGb9QypzfpjJzB8k8/5jUUz5hpo5TyYy9QkVkx+LYtKoKCaPiFHI/9MlDMoimsmSv2ZkFFNGCVfms6FcJo+JSDjfSaJZgJCEhMl3si/ni2GKRcwg50WAiYmgL7+f/piWj76byP4XO3nPIpjJI6OZpkhIDwU7N3PeyG+GFhM4Mv2vm/s3gZB4YQQAicTytrF1fPJhBRunVbPlozpWTihk2+xabBY0sXl2LTsWtbF7ZQ+rJpWwfX4zO+Y188m0CjbPqOOTqdUseSOPBa/ksu7taib93MCHv0xj3Z/rWDnGyMpny1k/ppaZP8lk0b9ls/ifrjLjMUlwKhwjDRNHhN+1J8bpTAiLZvmxZVUjm1d0snlFO5uWdbBldT3rV0TdADED/cPEfvP4O7z94vFXDH7FkB9cRG5tbSclJQ1//0BKiksVTkhmdhFHPdS8LgktFeJ5PGMViWAhsksSy3hesB0MJRNS/xcQ+2/lygjgkeNFtUsSRL5sE8/7duEEZFTieNmDyx6eNDQ10T8gEuCSNuNuy5dLhg+1M81zwq1bM2C4knmFs6cdiNIlsM9bz8vWkbxgG8sYGw1jrON5TnK9DPJfFHL+XYfUfTbMTH5r+r2IBSTx3vZIwjLbcXH1wM3N3RTyp0BOk3qYAmREOO6WctPbNtTz9iD7JqDQ09NDQVEhpxzPoImIIXb6TMJGfY0rFqNuyCmbwYeZqG/eDgUoX7RvAi6m3DKmffHsjCTm29+hx+My9HfSJa4L0ZO/S7Au48ADgZihaNf00HxWmcM80Jh0rgcUV5m4r8wdVn7T0NiCq5c/14rKFS9MF5CelUtze5cpB5UYJOIHHSzDIOaLBy9zmw9v/7LtNAxi/rLte7f9V8YgmbRuP9604GEea0Tb02rrNlLiE8hOuEJeQgHZ+jIyDFUkx5WTbqhAHZmFXltCXFwFGm0Tvn5lXHTJw8u7Bje3Gi67VHHI/gpO54ycOlnC6VMVODrWcORIEcePV3DsWB1r1iSzf18Zp0/Vcci+mEP7K7Df1cT6ZUVsWlHJ5lXVvDcmkllvpjL1WQPzxl5jzvOZrHvHyKb3q5j/bCZLX8nmk/HlrH23kEUvZfLOD4OZ/fMUxj8Zy6Tva5n0PQ2TvhnLvH9KYfzjUcx8MpEp39AyYXQM074Vz9L/LubDH6Uz4f9omfJDLR8/ZWD8E+FM+VYMEx+PYsLoaKaM1gyGP2kUEDPJIoJxI8J53yJcEQUQr4sJkJiAiRmkmIQDxKtiEhAwAYlB6eaRcUwdGcfMURoEHE0fKceYeCICLoQPM9FCzbhR0dg+3cgHFiFMEcU0RYVMJKIFyJiOFyAiHp7P8mHM4GWox+ezwgBmEPOeRQR73utk3+puPp1Ry4pxhUx/KYFlH+SwamIBa6eWYvmhkbXTylkxsQi7pV3YLelkzcRSNk6tZvOH9Wyd0cjCV/KY/aerbHynnvl/zGXGrzKZ+B+JzPrfa8z8z0xm/Sybd74WzYTHTGBr2qB3a+KIsLsGMeccA5j3oRsbl9awYVELnyxq5JNFrWxaXsO6ZZEKiDGtTA6DmNuf80djHHpU66WMfz199CqJFaGkpBwfb1+FQ+h4yZf1J8N51Uo9KI0sXoebOU8UUr9NvCKhLOFktwKVL3pvNvhfstHyopVBIce/Z6tip0ciJ5wuk19QaDbZTeFT4jR6mOXm2T93T4CNvFRRYThe9sLyRLAibjDGWs3z1lqes9HxzKC4gQLo7hPASDuZuEbShibFs7e3x3DI+yqO5y4poFKpyF1c/8MHMSYA1DfQT2f3daKionE7cQaPMWOJGPU4GYOKZAJOBMTcqQgg+SLwYv7ODHqGbiVETfW1kTSdOg59XXQpGuUCZO40p9/5Wb9/EHOLfrXJmOhT1DAkCZOAFQEp8nBLeId0GPm8q/O6QigyKVGYQIy7lz/ZhaW09QzQDbRf76Grp0+Ro5RwsmEQc+eb96gOnH8P9RoGMY9Gn7yx4njbyo2QXWV1T1QNTdIzOzavJ1sbQ0GcilJNPEZDGuWpOZRmlJGfWkxuahFZqWVcSatDFVNBrLqFWG0XUapuYtQQGtFLaOQAgeH9ePhdx9OvF2e3TpwutuLuBc6XwPFsH2fP9eDmNoDdzlyOHKpn+6Zq7DZ3ssOyg7Vzq1g3pxq7lZ0cXteP9fwmrOc2sX5yGZYTS/j0wyosJxVhvbAB28VNLHgzg9Vv57NsbDarxhay+a16Nr1aywffiWT6d2KZMDqC1T/NZf0vipn/z2ms+FUxa16sYdu4TraOb2Xta2WsfamIJb+7ytLfZDHtn/Vse76JJf+ez8ffz2DeD3KY9JiG6d/R8dE/JvHxD9OZ+o1kPvy6gZmPa5gxSj0o2SweFgERGiYpYV8mICPgZrqFmmmjNEx9XMPkxzXM/YdUpoxQMecbCXw02jAYYiUSzyomiPyweGpGC/iIYrqFihkjdXz8WCLTR+gHQYx4gqRobilm4HQriJF6mTwwSjjdqDg+GBXJ5ldr2Di7UskVY724jU/n1bFxVhXrPizDanEzGz6qZPvCFtbPrGb1ZCObPmpg7aQKNk6pY/W75eye18um8XXM/G06a16pYN1rNawcU86i3xcw95dZLP1NEROejOf9b8Uy8Qk1Ux8T4CUcn1gmjgi9axBz9qQfc6a4sn5hDevnt7F+XgPr5zWxYVEllosjMMVVS1iCeBzvLsTic8dgmU9ve1aGP/tbbRPz+Kgsbkuizt4BOgcVzA47urBwjwevWgsPJkGREb6Z/8QkDyzgRfLA3CuIEcNdDH8lPM1aQqgMvGsTg6VDKM6uPoqCmvBR0lPTFV6K7D/Mki5E9bSMzy2ZGZmKqmVaSio6jYrjTq4s2ufJWJtYxljH8ZyNlmdsdDytCBxoFZGDLwJtd/+dAMVE3toew6en1Lh5BCrcTWkHU52/ePsw28h8rpTUNJLTUklKTSFeF8+loye5+MdnFBAjIV9DQciDgBjzeYZuhRsTOcqCsr27oLd7MJzMzIu5u3HpgUCMaZXTpIwh+wJkYlWx2B84aAKW/QNKoxw9clRRXpCMsYcOHkZcePKSFdSW1g48vP3JKii5AWK6+6G7b4Ce/n4l+c6ASL4Ne2KGJ59HaPIdBjF3N8B8dcbBZ0HMwEAvWzasISs2mnJtHM2pKdQmJlKRkkJxegpFV9IozrrGtdQCrqRUk5hUhza5EZWhgVhDO9G6TnyCa3F2LyEoshN3vybcfds441zNOZc6HM7V4OjcjqNzF8dO1XPsVDWHjhk5cLAKy7XZbNlQydJZWcyemMahHb3Yb+tgz6Z67Le38snCPLavKuOIVQfHbLo4trObQ9bt7NxUwyHbTs4cgBM7+zluDbar+pn2fDpT/yeBcT+IZMr3o/n05WqW/yGLWf+jY9Vr19i/qoc9G3rZs6kH6zVN2KyoZ8WETBa8kcKU3ycqOVCWjS3mvR+pmfk/Gax8tpit7zSw6Lk8FjxTwIf/mcncX2Qy+yd6xn87jLX/lcfH35PcJ+FMGh3NeIsIpo2O5cORMXwo+yOjmPktDdv+UMP8n1xh/a+NTH4ijhlf1zFjpACRGD5+Qs+EkTGMF76IhYppo1RMHRHN9FFqPnrCwMwnEpj5jUQmjVArymXTRsYpwEjAkXh7JKRMVMsmj1QrIXOTlLw3cg7NYLiZiqmj1Mx/MpXlP85ixg/0rHq+EMuPS9i9uotP59fy6aJaNi+qZcOscrYsrGXbkgY2zqth/nvZbJnXxI6FbaycUMLGaXUs+XMB81/MZvlrJSx7pZAFz2ez8LkcVrxUyuJnCln+bAkL/28uM/4tjelPJTL7X1L56Lt6JklYnkUUE0YE3zWIcToVzOzJnqydW8vaOR1Yzmlm7ewm1i0wsm5J5GdBjIyB/QM0NzYri4PdXd2Kcl97azsSPmleTJT5WBYMhTMmie3qautpamwyLS5KSPcjNJZ+dWPEoz6GPaT6KXwqZXFbSRQvOYtk/iqqamGZve9fGMTolGz2L1vrecc6it1eKUTHJSp2oiTflCSXmjitkuhSp9XxRUWr0Sq/Exvzy4qcU84lv/nSoo5BnXyVFYf9ecla9VcBMa9viWSfRyaxcUlotfGKII2I0nxZ+dJr0WhvtKdGPeR8sq/WKO1tavOb36nVccTGqVFrNIq9nhShwuXp5wgf+ZjCWzGDDlMI2O3emLv1xJjPM3RrBjHFu+y+AhAzKNEmSXlEe9zXx1eR85Nkc6dOnlJAivxxc3VTBtyD9geRYkqw4698byyvwNPTh9NnL1BWVUdHL/QMmHLf9AiIkVARxRMzDGKGB/qHNKA/pMl7GMQ8Wvfj9ufjJojpF09Mfy9bLVeRePkShX5etKijqFdFYFRFUGWIozZVT3mCjgJtEoUJuVzV5pCqyeFqUjkZ+kpSNFUYVNUkxDWSou9CG91CdGgj/t4VhIXW4+tXjbtnLX4B7fgHduAX1MXRk0Vccm/l0uVOzp1rw+FoAwf3VeHjBh6ucPFCHw5HGtlrW8plp37czg+wz6YUu+0FnHfsxnpbAYcPNrLTrpwzp7u46ATHD/awe0sTVksq2T2vjnlPazm0toc9y5vYu7SK83adeDrC0QMdHDzYzoG9TRzcWc9B23rsrRrZusLI9uXVLJ5whflvpfHpzApWvZ+L5ZRi1s00smRcAeP+r46Vbxax6s+5TP3vOOb8MoVJ/xTL+9+N5K1vhjHrR8l88EQ4U78ZxcTRQUz9XgzTn9Kx/Y1mljxdxIrnynj3OzFM+losU0eoFKAy78lUPvp+EpNGahQA8/E3NYwbGcayn+Yy518yWfLTHGb8g4FpCvhRM1l4O4+pmP6Ehgkjoxg/IpJxFpHMfzKd6V+PZ/JoDRNHSj4cUVQTZbVYPv6mgbk/SGbGP+hY9B+ZbHu3lm3L3axgigAAIABJREFUa9i6uBbr1a1sW9nIznWtWK1sZN2cUtZ8XMTBLf3sXnedbYub2LawgQ0fVbB1dgPbZjUx7U+JrHiriLXjyvl0ah2r3ylj7phsPvpjBp+8W8fHv8lUQOCkf4ln1r+mMOvJBMZbhDHBIoIJI+8exDg6BPLxeA9WfVTNmo/aWfNRI6tmNrB2ThlrF4SbQIxklVeyq5umVlkxdb7gjF6nJyoyGofjDnh6eCrqUzI2lZWWY9AbkNxJ8p3TOSdlK9K6AoIE5Nz+zDzqz/Rw/e73nknCX+k+shWgK+G1rb2w9bya16zjFC+MJHSULPQmPowQ0U0emHtXJjOFnpk8MdqbIMYmiov6SrqkDgKkBgG5XJPU6cuuTY4RWeC7KaZrvLH2bV4D/+xWsQWU1XQ6gE8cwxQQ84KN5oYnRrwxch0PGk5201Nj8sS8vjkCD0Mz17tNi/kiQHM3RSKYvrxIBIIpzFrawVyU9hV7epAnZfILDEhXQKSNe6VziKnd3I7HCy/f8MQMDf/6S3hiYh4fScOJY9DbM6hO9tfyxAx2vOtd3RTmF5KXk6dokxcVFmFrbUtjQyNlJWWEh4YTE63ijONZTp86TWhwKOpYtdJYMqBmZFzh4iU3evpRODASptjbN2CK4TSDGKXhxSj58o7+ZQ/C8PfDE8HD6APDIOZR70c3QcyAAmL62LFmFYmnj1Pmep78c8fJPXcco8dFsi+fJ9/HlYrIYIrDQsgJiaBIpaMoLpHsmARy1JnkxxeQGZNDjr6Kq9pqEsKKSVdVkRpTgSGqHH10NaF+xRhiW9DHthEV3sy5C/mEqXoJjOjBzbsFL99OvP26cLrYiJdfH15+vXj7dOJyoR4/j06CfXo4f6oC90vN+Hh0cc6xRpFt9vO/zjmnSiIjwcuzl/NnOzi+r4nzB+HTBQV4XQDPC3D5VDfuZ9sJ8IIzZxpx9ezjvHM7Ls6dnDvVxOULPbhfhEvnBrDbWo7dpgqO2LRxak8XthuN7LduYZtlFWvmFHF0ex+71zSx+P2rbJhs5KOn0xj3cw1r3yjHamITs3+dxIaxRWx6pZjVL+Xx6QfVLH+9kJXvlbNv8QCL/pTN+O+pGP+EinFfj2XaDxL54DtxjHsijknfUjP/39OZ8x8pTPpXLYt/e42lv8lm4g/imPIdLVO+Gcs4yYnzrVhmPZXMB9+I4oNvRPPRPyWx5GfZzPhhIhO/Gack9xw/Um0KUxsRxbjREUz6VhRTv6fio5/osZrUwBHrfpbNyGHHugbsbXrYs6mF9QuKsbEUkFDArk9asbNs4eDmXrYvq2f7sjoObuxj87xaPnwliQXvZLFhRhV7V/ax+eMG5v05i6VvFyrKZRs+qGPh84XM+/U1Fv1XFh89aWDWN+OVULoJI0Lu2hPjeCKEGe+7serDKtZ+2Mbq6fWsnt7AmpmlLJ8ZQG0ZtDd3KUZf/aBHRTwsAlBCgkKw3mGN5JnYumWrMu92dnQqC4ZHDh/h/Lnz7LTbqcjsbvxkI60tbQpZWAybhzEODp/jUR8HTfUzhZWZFZ/ESOyjqx8OeOp53SoWyYXykvBhFBK75EURIvpQLse9cWLMiSBftNHwkoSqWcfz7s4IooqalOhIk2qTgBdzuWlsm43uO23vub8ptuMXgxlpC1kj2OUWx1iraEUW+jmbeJ4dLC/eSGxpAnY3AckXt8mdwY+e52wTeMM6irCcHkx5Je+hD92kh38WkN32+WfPKe18u0jAYLsIcBkQ2oYAHBhov07Iu+OIHCnE/hEKD8YMZMwgxvz+i7ZDPS5D9yVPTLKidCa5YkYQ/cTXue7qKoY/fbelUjH32c8Po73/cLIhK9pi0CkFKC8zKitAIodaVVlFR1sH2VnZNNQ3UlNdQ9bVLDrbO02qQj3i8u5SvDGyviQLBIqk8g30+Nkbcc8deEgdh3873JYPsw8Mg5hHvT/dBDGywiODi+3qVWSeOEit80laPM7S6e9Cl8cFmvzdqfJxpSrAg4pgL8pD/SgND6IoIoSCqChyYjRkqeK5pkokJTKFtJhraHwMJAQkkh6ejMpdT5xvBknh+egCr6H2u4YquIiIiCr8w6q44FnKaedC3Lzr8A1q55xrDZ7+bYRHduPtVkK4fx0B7hWEetcQ7FVFoGcV/h41XDpXhJdbCaGB1crW27MaL88mfLy7OX60jqOH2rHZUccZR1FG6+K4QwnOF2twc2/CP+A6/oHduLo3EhYMp46VYLs9GTeXVkKD4czpRnbZFbPLrpzLl3o4f66NE8cb2bIpn4N7W3F2hP12daxbUsg2yzo2Lq1n1cxKdq1pZ/fKFjZ+XMrScVdYNSWX+e+ksHF2KRtml7Jpbjl2K5vYPK2CjW9VMu/3eXzwkyQ2vtHOiheqmfHLLOb+oRDLN2uY/vtE1r1XjNV0IxvfLWbmf6cw8R+TmPGjNOb9IotFv85n6Z+KWPi7PBb/Po9P36hn3WsVbHyzhiW/zeOdb0Yz4wcpzPiOgYU/SWf5r66y/LeZfPiUmrn/m8KmyZXs2tSG5ZIiDu69zhH769hbtbNlVRk2G2rYs6WJAzs6sLasZcvyCvZv7mD3xlb2be5k+5oG1i+uYM18I1arOtgwR8LQqtk0u0ZJoLn14yYsx1Wz6q0qpv0iifn/dZUFP8pgzrcNSuLLCffAiTnnGMn0d1xZOdnI6gmNrJxYw6pJ9ayeVsqSqb4kawqpKKmgv7ufK2kZSEI8ASqSmd31sit2NnYUFhSyznIdEhkhEuTent4UFxVz+dJl9u/dj2TmXme5nqqKKsWVoxCEh+fHv0MgJ4aWjIfCOQZfTRZv74jiVasEXpEElTZaJEGlZKcXaeW7NdhvP85k8L9op1YSPD5nHc9bdr6k1dcovGcFNfRCb694hoYKQn0xmHmYc7j5XNIWQvH3SyzjlR3hSrJPuX5RJpPygo1hSLm7NjF5oUycIGkbSRwqRdr0dzv1vHswhtQWk91srsdfcittrJx/0BPzmef/ls/EQ5a/aQtho58g5w4gRoCLGZTIvhnYDN0OPcZ8rGxFqlk3ciQJFiNJtRhJksUoYv7xnyE+AcSDMVhPU32HAhjz/u12x0MBMZ9pfGkQ0Z8WRYyeXrqvC7FWxJJvqk/I9yZif78Ss+vp4aV8berMJmT+mXOab8D/51t5Uv4Wr2voNT2qK3wiLDG0ng+6Pwxibh9MHrRNH+7vh4CYHhOI2bl6JcVOx2nzcKI9wIWOKC/61YH0a8MZ0EdxPS6UDl047fGRtOqjaTbE0JyooSkpnsZkA7UpSeSlJFCcfoWS9GuUZVyjNDOVotRs8pNzyU/LJ0OXTnx4AlcNBcSFZ6BR56M3VKOPryM1qY24mCqioquJ0zSijqlEryolVl1FWLSR4PBS0zbCiF9wOUERtYTGNBIS1YRfSANe/k1ccmvlolsbp8/Vc8m9m4vuPZw838jRs9UcPlOBs3c7l/268ArsxdWrnTNO1bi5d3LkSCnHjlZif6CKvXtr2Le/iZMnYf36Qk47dnLwcA2HDjexZWs5lmuLsLOtZ8unhaxYeo31a/PYbdvC1o01HD/YjdNJ2LWjFqtNRvZZN7JpdRG7toqno51je3q4cBQ2zS9l6Qe5LHyjgKnPZLLqg1rWjqvFcnw1a8ZXsmV2Aysm5WK7vI5DG1uxW9bI4jfzmfDzRBY9V8DqPxux+7ibte9Xsvb9KtaPr2XpG0UsebuQpe8UsWFcHR/8RMvs/8li0f/msPHVSrZNqGXeC2msfq2QOU+nYLOgkaN7hAtVwZ7dLezYXsl+6yYO72pn744GnI7DSft+HPb1cWTndWw31mG7sZZNK8ux2tCI7aYObDZ0sWVZKxvnNzJZ1M0m5LBueqkixbxufCWzn8vi3R+rWPa7fFb8Vx4zntAMeobunth//mw0U16/yKJ3C1j+ThXLP6hk+bgalo0vYPMitWnulClUlosH55DgoGDOOp4lQZ+gJDSU5K7+vv5KSIrMtydPnES4qEGBQVw4f0EJ8bbfb09bS5sCgB7us/aojwXD9TPfbzES6etW4sokc0VmaQvvWgUpEshjbA08bafhWdsEnrOVDPV3Z7DfDmDkdyaJ5RcUECNJI1UsOBVDZW+PQhkQESopZhBjrt9XsVXq0g95jTBxfyTPWat5dlBeWUDM8zYGpYxRwMzdtcmtIEaSf46xFoCo41k7Fas90qmRJ1vEOh5Br2hPRCgXn/w+mRYjSbewUIoZpAwFKPcKYgTIJFmMJNFiBBkWI7hiMRrdH5+BiurBUCxT6pW/Poj5jMvOBEJkIDUVU14YMfoU9DcIcpS4vAFoaWrB091T+U4xgG98/8UuwEGe/20uNfmf0gCmmEBzHe5tq2iKi1toQLhGvTdiFb88FvH2eMWbcY6y5HBnEKO4TYfk0FH+/+e8l4dcrrFH1N8+55h7/VxiTM3I/F5/az7e3N7K+4cBNvsHlNjXnuvmWNHb2/Zu7of8Xq7PnDNEfqP0kXttu0Hv4I1Bth9OOJxEsiKb2+7Gdw/j+ofP8YCg83YQs2vVSnKP7aPO6Rjtvs50RXlT73eBKt/zVPtfpNLfmboIT5pjA6gO96Iuype6CB9qwryoDfemNjqAUm0URr2WqsRE6tJSqEjRYkxOxpiaQVlKGmWp6ZSlZFCafIWChEyu6DNI1lwhXZdHfqqRvPQi8q5VcjWjgtysGvIzjaSllpGWXkl6RpVSMjJrSEmrIyW9FY2uDnVcPSFhFajiWgmPaScgrJHgyHaCwjsIV/USFtNDUEQHEepegiI7iIjrJ1oLURrwCmzGN6ST0GiIiIHLHu24ew5wyaWfy5fBzb0Pb98uxWtz0aWF047NHDxUw3GHejy9wN0DolXg5QOXLvfhfKkPP3+46NKPmztcdunn+PF6nM51cPxILR5ucPlCNy5nBnDY242VZQNr5paydHoOVqvq2PtJC1arjBzb2Yb/Zbh4ugc/Nzh9pJvNK8qZ/84VLKcVsW1+NY528MmCMnasrMfOsplPFpWzd+t1DmzvZbdlFwvfzGbt+2UseTUb2wXNnNsNq2fnsWNZHRtmFnNk63UunIOTx/qw39+K0znYY1fPbps69trWc9S+k4N72ti1vZbjB7oUULZtQwmfri1h4+oSdm9rw3ZjG/s397FjeRNbF9Viv+E6DlsG2PhhGQeW92E9s4N1b1Wz+fVGFv4si2nf0DB+RCzj7sETc/FMNFNfu8DiN3NZ+WYly98tZ9m7lSx5L5eN82KgCwa6BxjoGaBvcNwXsn5zU4uJyN/Tp5D8TfOCabyUUG05RsY/UQVtbGhSxkFlHpax5XPmouEx7G8Z8MhKt4SSKUQMRbq7rRfWnlHxunUEL9jp+cNOPc/YJvK8rSmk7M4A5csN+ZesRd1Mz/N28Yy10/HKNl+c4ku4LmvZ4vYQQG6iKt5Yff8q+p4C6oSILSJTPbDRKZpXrMJ53kpzA8g8DBDzogAYkW22juONnUG4plXR9AiDGNpaCXz1NTQjvn4DxAhgGQpgBJDcD4gRWWUpEkoWOWIUZXa7RZJ4UEpe7HcTd8uU7NLsgTFvb38+H74nZtD4EsNcDNsbHdMMToYaZ/0DimKK83lnxSMjmWQli6qpNFBfdy+lXslEKyFrTQ1NyvlkkL/fIkouIlIgdWmoa1D2hedzv0U5j3K+Bupq6qitqVPqq1xzrel/3M311tbUYo6Lljo+jCLnlPNInLWybWxWxBhEAedei2QHbmpsVtpL7oNMnvdTJPxQ6iX3QNr8Qa6zpblFaTOzQs+DnEvqInWSc4hQhfSvG318aN8e3v+K2+XOIKb09GG6XM/S43MRonwh2p/uIFe6gi7TEXyZ1uDL9Kj86dGEQLKKbnUIvbFBDKgDGdAE0aWPpjsxnutJCbQnxdOcpKIl1UBTagINyXql1CXJNoHWjHRq0lPJjdNToE2lOi2XyswMitOzyEvLoehqEcWZBeSl5ZGXVkBeegEZ8VfISc0jJ7WEa0lG4qPziQvPJjW+nIzESnTqfNJTqgkJzCQ6oghtXCVxqnLiNVWoY8oJDsgnTl1HZGQFWn0L0eoGwlQNBITXEKVuJySymYDAdi5friMktJuIqDZCI+oIDqvFzaMMd4863D2b8PZrxt2nFv/g6wSEtuDpW4uLezWX3GRbxwWXKjx8mnB2qcQ/qB0f/2bcPGtxdjHi7duIg0MxHu6wf28tNlaV7LWrYa9NOXutS3A924WnSye7d6bi59eGt28rLq5tHDsiyR7zsd9Rh9PRXi6eBvs9dRw/1Mq5k73s3VnDQftm9uyp58xRsFlTw47FFSwal8S2VWWcOwknTnTjcLiH7WvKWDknnWMn2jl2tIMD+5o4fKidw4fb2Glbg82OCo4e6uCcI+yzq+Xw3iZOH72Ow8EOTh/tZfeOWnZvq2PXpw3YWdaxYW4BO5ZWYrOsmu0LjKyfVsCmaUZWv13MOz+NYdavrrDwF7nM/WEG71moeH/kHTwxEj4jpPohRewY51ORTB17nsWv5bDqtQqWvV7CkjfKWfJ2DutnRSggRpavB3qlDCaMltVbMQbNodyDi4QCZCQKQsakod/d2JffCIC503w8PGZ9xWPW7Qbaw51bTCBmoE/ycJiSCspabVRuM5N2hTLWVsef7JJ43iaJF2wSFdllM7fl88HMZ3kiJgK8Od+MeHQSGGujZsEpNdltg/11EMAMmJTvv1IQozwnPX2KS0gemci0Yt7a7MNLVuob4WTPS3idjYA6CSv77PV+XrsIgBMgJxLTcoyAGCnP28Qx+1gY2a0DdMmz+4h6YgRJtLi64vmd7yvJLsULMzQszLx/NyBGQsjMx5uAz0gl/4zKwoLQn/0YSstMil5Ke0jUhBmw3Gl7+zPyFwQxpjjHL3oIBeiIMbh71x5F4czP119xiYtb3N/vPoqvP7vsdiku9AD/AAL8A++7yP/ftnU73l4+iOteCJQhwfdXAv0DOX7sOJcuXvpMfQIDApESFBCk1FnZyv7nlcBgpS4ebh5KHLS018MoQviU6wsNCftM/e6n/fbv268o0oWGhBLgF3B/99HPH7l/Eu+9b+8+pY2kDe+rBEgfCFCUe6x2WCn7pr4h/ePui/K/AwKV65Frk/ANH28fRcbU5Pq8/eH6or4//N1fur1kAaUPRZlskBMj4WQGm00Yj+6heL8N5Yd3UXdwN7XH9lJ9fB+VDvsoO76HvEO7yDl5iAKXs+RecKTK3Zkq1zNUuJykzOU05a7OlLpdosDtAoU+TpT4u1Ia6El5qA/GcH8qIgOpjAikNiaUSnUERrWK8hg1VZp4qvR6yvQplCVnUZ6RT5nkqUm6RonhCsX6TMoSrlKenENJQg5FhgIyo6+Ro80lR5tJrj6N3IRksvXJ5BjSyTVkkZOQS7YhhyxDHjmJpeQmV3HVUE6KtoRUvZHk+HI0caXo4quIiS1DZ6hDo21DrWknIek6SanNpGa0kZzWRlJKFxpdF6HhzcTFt6NLbEWt70Sb2IEhpYdYTTs6fRsJSZ0YEjtISpH8OU1o4ttQ69oIjaojQtWIOr6DCFUnQeF9BISCTwC4efRx7mw9J4+WEBUKeh3E60EV106srptYLQQGgYtTN54u/fh7QkQIeHn14e3dj5dXP/4B4OkDHt4Q5Ad7t1Xg6gCHrOo4e1y4leAdAD4+cHhPE+eOw1nnXvbureOCEzhfAGdnOHG8h0MH2jh9og+ns3DWoZcje5vYb1vDiYPtXDjZz9mj3ezZVsm5w70ctW7DfnMTa2dexWZZJTaLq9i1pIlTn8ChpbD+nRrWv1zD8l+VsOwnhcz/YQ4THo/iOYtdxHhdU1acBVxI6MxQACP78nJyiGTyGCcWjs1m5Vgjy14uZvHLpSx+PYt1M8IGQUy/AmDMIEYWCM1e8KFbBcTc6TsF9Nwk9w6DmL/0+PMont8MYkzEfjOQqe+DzecNvLo1QgEwY62TeMk6mRcUMCOG++d5Xsx8EdmaOB9KXpjBhI4vWCfxtLWBl63COJ9UQ7t0dgHRijqZabVdEcT6isGzKcSuVxGOau4YYPNZA69ti+R5CSWzFoGDxBvFxI/5ciBjVnobay18GMkzo2XMDjVjtkfgklpLszRDv4mb9MiFk4l4ndyoxjoC332bqFHCXbnphTGDErNXJm2QN2MON5Ot+TvZJo6QELKbQEaOvzbyMUIeG0XXkZ0KgJSxUVloUfhadwIv5s9uf67+YiDmbow0GXwlEaYqRqUM5g/8px9UMbEPfBrzCQS0iA7/w3jl5uQpgO1hnEtCmOK18Q/jVMqKnJen90M5l5wkIz1TEW54GCcUb4xIiT6Ml4RWPKx+JiudqcmppodOxmUJNRPD4SsejO/mmfv7OWZwwhYAM8iJsVmzkkR7a64dsiX7sB05R3ZSe/IwlU4nqXQ5R6WbM0Z3Z0rcL1HgepEcF2eyLl0iz/US5X6eVAb5UObvQbG/BwW+bhT6uVMS5EWFvzcV/r6UBPhRFhVJcXQ0RapYitRxFMSqKYiNpTBORWFcLOWJBooMeooSkylISiNXn0JmtJbsWAPZ6kQK46+QpU4nLz6HlIhUdIEJXNPkkBF7jZzEItL1uSRrc0jWFqBX5ZOkKSUtwYgmpoAQv2toY6pQR5YQ4pdNdFgpMWFlRIWVEhlaio93FuGRRvwCC4mKrSU4vJzA0GICQ0sJj65FFdeJ04VCLrpU4u5VjYevkUvupTi7luHp18AltwoCgxsJCmkkJKyZwOB6QkKbCA9vISCgjqDAegID6ggLFeWsKi44leJ2uQkv9z6OHarBdkc+tlb57N9TircXXLrUwsVLzbh59XDCsY4jx2vZu6cC+33V2O+pxOFQPScO1XPWoZUzx9twPNrKsf21OJ/u4aBdA+uX5LF2QSHW6yrYsCQLh31dHN/bwZ7tdaxbmsteq2bs9zZzaF8zVp+WYbulhoO7uti1tYkdG6o4YNPONssKtn9Sw4ZVpVguL2KfTSdbLStZNvsKy+dcYfuaSg5s7WLL0moWT8xixaQits1twXpOF0teK2X2nwp4/0cG3vu+lkn/kMgHo9W8a6Hm3RFhPGOxi2hvE4gRSVll8XuIF8YMYs47RDHhuXMsfbWA1WMrWfFyGUteLGXxK1dZ/2EYEoPzWaBiinIwhfDe3b759wp4ES/MsCfmb9zrcquxZ1rUEYGTfkXlVcZH+Uws1l5yje3M3+3Pa8KDsU5hrE2qolgmnpUxtjqet9UpamWfD2hM5PWXFDUykVVOVs7zzI4YPnHRUSMcGHmJg3Bwpd3sEHo05iQTN0WqaKxqYeH+EMZuU/PS9nhetBJ1tUReVLxTInig53lbURkzcWUk3EzU3Ia2jXig5POx1lpe3mXgWRs9Y21isPbKpFHWLkSWrFcUBx9NTox4peTVm5yJy7/8hOiRjytEfCHjJys8mdGkW4wmwWLUHUPKzKDlqoAYCwv0IyxIGGFSJZPPQoXkP/F9qDWavGACbJUQV2kPcx+5tQ/f+f1XDmKEM9LR3qkMqooRaB5g73prirEUw1K4DxILLKtR9/RSOtUgEhy8eQJEJbOtPGDK6sGtx9zLe0HdvaJx3jN4nbcocAxqet/tpCS8DjmXGM8P8jKLL0ibKWDNfO33e9IBFI6ITJjSbqbruTc+kmkl0RQSIfHc0jeknjc+v8G1utvPTG0kbSWx4SYu1U01FJnM76XfySAs55K+Ji+p1zB4ufPg8tVOTkNAjCKx3MuOtSsp8LhIY6AHzeE+1Ef50RITRKM6kgZtLA0GLTUJWqoTdFQZtFTptVTH6zBq1BRFR1Iaq6IiPp4KvUEpxng9Rn0SlfpUjIZMSgxZ5CXmkq6+Qpo6i3RNAZm6IvJSSshLLSA/NZe85GzyUnIVbszV5EKyU0vITSknP8VIXmoFafoCkvWFXEmrJD2lguQEIwnxJSTqy0hKqEQv71Nq0CfVKl6UOF01AaFF+IeU4xdcRXB4E35BVXgHGAmKqCMkqh5P/1JCVY2ExDYSrm0hytCOytBOjFY4Ng2ERNQRGFKLX2AdFy6V4ybhZP5tePg24ubdhHdAN65eHUo5f7kJn8A+/EMhKBx8A3rxDezloksjvn7dnDhZhpt7C14+HVxwruXipQbOObVgf6CC7dtyOXS4lsOHa7jk0o2PH7i6d+PpC44X2thz0IjNrlKOOrRy8FAD1tbFHJE8OnsrOXWyHSenHo4eruXUiRYO2TficKSXQ3u7uXAadm+v49i+Lo7u7WLr+jJWLLqKw5F+Dtq3sn9fI0cPd7NloxGbbTUc2tfJHtsmjh64zn67Zqy31LBqcRZHD/Rw7EAvjkfA3q5FCSc7urODY7t6sV3XgN2aJjbNMrJ6XD5LX8/B8h0jK18tY8pP9Ux9Kp6J345j8te1jBup5f3RETwzYvdtIKb/DiDG+UQsH/zhLHOfzWLpn0pZ/HQBC58uZNGYDNZNDh4EMSYu393OEbceJ2PWjblsOJzs7wzAyPhsAizSB26dr3qvdync9ricVqbYhfGqlYaXFF6MgedsJVdMHGNsVbxgG/sZQ32o0W4KsxIezKASl7Wel3eoWeyUooSRdQ7aFGKoKrQcUwTXI0Hsv2E0S90GxTNUGZVM3erCG1sDlGtWQIkotgnPRwCduQzKUA9tCwklE0+MAJ+XrRMUIDN2exRLTieQ2wqdYqQrigb9SloRs03y1c6Xt8zhQl4aBJ4tnm5c/OE/E20xWiHjC5dFOC2pFiMUtbE7hZSZwsZMggACXgTImAUCokZaEPXyGMjOHARypgVgU780jVP30hZfGYiRQVXI1hXlFSQnJiuqKcogey/gYMixYoxK1mJDvEExpOWZuZfVJmlAqZMUMVSFwyL1qq6qVs6jAJnBeOJ73RcZ6SsZVxSpaTF6zQOJ/K9bJ5svey+/EdCRkZ6hyFMrdVZA0N0a9TePk4entKRUuU6+r34WAAAgAElEQVTh5piAwr3XSalzT5/CXUlNSVW4PgJO76Uj3nqsSIhmZmSSYEhU1HS+rF2+6Hu5n1evXCUtJU0BMrcee+ugfmtdzO+V+46pb8h1Cv9H+e3wquYD3Wtz+z7c7U0QY8oT04vVmpVUeLhAWADEBNOni6A7PoqueDWdeh1dSQm0pSbSLiXFQHuSnlaDhhZ9HA1xMRjDgmmKi6M5TkOLRkt7vIFGtY5GjYEGXQq1ugzyIxMxuIWTE5pEWWw2paosytQZGONSMGqSMManUBibQJE2jWxVCtmqNOLcokgPTaZAl8tV3VVSYtO4ZsjmanwWWfE5Cii6psvhWnwu1wz5ZGhzydQXcNVQRIauAEN0LtrwXFTBOcRHlqIOKSIuvJjokDxUYfmoIwqJiykhLrZYUUuLjrxKZFAqhsgs1AHpxAdfwxCaQ0JYAfFBhfg7JRHpk4eHc6qS+8b7ci5u57NwvZCLw+FEzp66gqdrGb4eFfi4leN5uYTzjtcI8KwkyKeGEL9aLp/P5eLZqzifycT1fAG+btV4X67E3bmEAK9qvF3LcL1QoGw9L5cS6FeHv289Pl6NnDtTwuGDV3G5UIWrSw2nTxbgeKoAP59GLp0v4qJTAWdP5nLyaB4uTrUcs8/n/KkqrD5NxHZrCqePGTmwN49LF1s461TNydPVHD5cyeYtV7G3L2XfviIcHKo5fbqekw41nDpRz7bNGTiebOTooUpOHavjyAEj50+3cniPkd07Sti2LgertfmsnpnI2ukprBqfzNI3E7F87xrLXk5l2XNpzP65jo//1cD0HyYw8bvRPDtyz20gRvr40JAymadcTmp4/zeOzPnDFZb8tohFv81l/u9ymfd0CpYTgwZBjKh8CpAxjc8y7t/6vMhY9EXfy/Hmuete5sZb/8/w+1sMvv+PPfDSZ3r6+7jeD829EJRaz8ydgbxuFcaLthpetBWDXMeLtipTuSW0TNS2xki4lK2BF22FRyPhZzpe3RHG/KMxpDSgSCp3iSiFklRRSQciKUEUAPMoqJMpIMZs24ndKHXrh7j0Eubv9lBkl1+0E2/UUG+LTrnOoeDFvC+5dl62SeQV6wRetdbypnUwq87FkdaIklRT7BHFPh3ECeKUedSeR6WOvdApCgy9rVSePon7j/4N9cjH0I0cfSM8TELL7gRihoaUJVuMItniMRItRqEaNYrwZ5+D1FTo6qC3r1uxuR9kTPlKQYwYuiL/KPwT4U8oA/Nde2AGXeKD2UelUwiBW7ITi0Gu3ATFPXV3A448zGZAIL8Vro7o8J93Om8iSt5HvZSO2T+AJASV7Mn2B+zpEu+OrP7fo/dl6OQkIVZ79+zleqd4Fu7u+m7rJINOHA93D6Vekt/nQUCMAFIhuss1VlZUKue67X/ew2Av3ibJdyDnlHthvv772YpggciLWltZU1Jcamr/IQBSASJ3UTcziLnkfEnJw3Bg/wHTdd7vPbiL//kgbfj3/dtbQUw/wonxnzmJjEVzKVq/iiKrTeTabSHLajPXrLaQZWfFtT225NrvoujIXkqEO3PIjgJ7G4rtbSmzt8W434bK/bbU2O+k7vBuqg/touH4Puoc9lF1dB/lB/djPLSfqiP2VB+xp+boAWqO7qXm6G4qj+/GePYgtS6nafBwptnPg5YAH+q8vWgICKAxJJgyfy+MgT5UBflS6e9Jta8XVT6mbbW/DxW+3pRL8ZPiiVGOD/CmPNCLiiAfKoMDqQ6Poi5aQ0Osnjr1zVIbp6FWE0atOpQGVQgNUUE0RgTRGB5MU3gILZFhtEVH0RIZSU10DGWxcZSrdZTFGqjQplIRn0m57iqlumtKKYvPoiIxj4rkfAo0V5RtWUKusp8fd4UCzbXBkkWhNosiXRalhizKErMpS8ihRC8ll5KEPEoS8ylOLKQ4sZSixHIKE40UJFaQn1hObkIpOYYScg1F5CcUkGvIJSc+hyxdLrkJJVzVl1CY2UCGvgJ9dB6ayBziYgpRxRQTFV1IZKSRsNBagoLq8Q80EhpeS5SqmRh1K9GxLag0HUSr24mMaVVKVEwr4RGteHtV4etdh6dbHV6uTXheasLlTA3ODlWc2V/O4a35nNtZzfZlGWydfwXLccms/nMGH/9ez6R/jeJpJZwsa1CFSRaPxEC6HcS4n9Ty3i9PMPc3GSz9VT6LfnWNeb/O4uPfGlg/KWSIJ2YYxPx9j2n3Odd/wTwjNs/1gV66B3q43tdHey8YsqpZ7RDCn7f48Po2Na/ukBwyOsbaaO6YuX6MrYYXrCUnSgIvbtfw0o5Idninkd+qdN1B6VzhnCgRbCZPjCQ1H5In5qu9r4PhS4qH0rSvgIyeAVLyallyJILXd4Tysk0cY611SuLOF60TFPEDyalzK09GvFHSXq9si+bNHQHY+Ru40tJGBwP0K9ktRalWkkuaosru24b7gvv6oO0piFP6Rge9tA10QVcb/VGRRP7hD3hZPIZayfFiyvsylAtj3jdzYsRjk2bxDXQW38Z71LcpmDMPcvLgukkhsWdAIlluX5C5l/p/ZSBGKinhQmccz5CZnonTOaebK0v3CBiUDjdIknR1caWyosp0rvs0LiVUSHgnTmedSE5KeeBGFlCUkpSiZE4WZSt5bwqRunevh1ybGM9CUi8qKHogsCD1EOW16MhohYwvD9O9ggS5j/ISALRi+Ur8fP247OKqfHYvHfHWY6Vu5WXlCoh8UK+OXKMQ8Xds34Fwk8xhdOZrvScQMwBXMq9y7Mgx1q5eq4DSB30Ib7324fcPY7K+CWLMnJi9q5ajmvk+pbMmUzV7CpULPqRs6cdULv2YquWzqF49l8q186jasIjKTxZSuWE+lRsXULVpoVKqP11I9ab5VG2cR9Un86jcMJfyDXMwbpxDxeb5VG5ZjHHTYqq2LKNi82Iqty2mYtti6mxXU2+7llpbS2p2rqNuz0bq9m+hev9WGg5ZUWe/hVr7T6k+sIlq+y00HrWh/ogV9Ud30HDUisZjNjSf3Enz6d3UO+6h/sxeGs7tofH8Lpqdd9N8cS8tLntodd1Du5s9nZ6naPc6Q4vXWZo8zwwWR5o8T9PkdZImTwelNHocp9HNgQY3BxrdTtLkcYpWr9M0uJ+gwfMUdd6O1Pueo8HvEi1BnrSF+dEeHUJbdChtMaG0qcLo0ETSqYumTRtFqzaSVk0kLXERNKsjaLpRwmlWh9AcF0izJoDmuACa1IG0xMnn4TRrwmnShtOojaBRo6Jeq6ZOq6ZWq6Zaq6ZGF0eNTk1tfBxNCTqaE3Q0JWhpTtTRlpJIVUYy5RkplKanUJaeQmlGKmXXishNKyM3o4SCKw3kpLVzNfk66YkdpCa2KyXJ0Ep8fDP6xHb0yV0kpHWbSmoniSkdpKR2kZDQSryuFZ22Ha22QwE8AnYiRMo69Drh/tfx9+sm0Bt8zoGLPexe3cCmt4t45VuHifXJ/VIQ43lKx9v/eZiZvzAw92eZzP3PVD7+RRof/krL2g/uHE52pzFHxrGbY9qdDYNhT8zDGFv+ds4h/ai/v5Puget0D/Qr6nmCNqqv93FWdYV5+8J5Z4eK16xjFE6H2dswdPushFbt0DJulw7L0wYCMxqp6xcPjBjCYhyYc9MMATKPIoi5wcUweWJ6B/oZoE/h85yIzuPDQzH8WdphRwwvWOt4zjaRZ22TbuPDSNu8syuKZadiCL1SS6uAIzGTRGhGthJTpyy+i8CCmRfzaPUpJc6ttx8BGQMDAriEtNIFlQWkbVyH389+RvhjXyPhDskuBcCIh0Z4MQaLUai/+QM0z7xIi5MzdHbfcDDcGIseEIx9ZSBGHh55hYeFK6v3Wdeyb3hCTB6Bm2FPX/ZeQbL9A1RVVvPppk+JCIu4CYjuo4Hk/wkJ3M52pwI+xCvwIIalSAWLMtnZM2eVUDATWDAhUGUQGQxju5t9qYuQ1EUZSzxPUlfFi3SPxHJz+0u4ltRLvE4CHO6mDkOPkXaR97KNjIjE4ZgDiQlJDwxipI3kGgUwmM9/v/dAZJEFJB85fIQKY4WSaNXUbqbwwbs+rww8A1BaXKqAb02cRgnPuOvf30dfHD73/Q7u0idF0akPREKzr5/dq1aQabWetkO76Tywm/rdttQd3EPH0QNcP25Px7H9dDrY03XyEN2nDnP99CE6nY7R6exA58UTdF50oOPica5fPkG360m6XU/R436WHo+z9Hqep8/rIq3Op2l1dqTTzYl2t7O0up6l5fJZ2tzO0+7hTJv7Bdq8LtLkdZF62fpcpsXfnWY/V+p9XKj2caHez516f08a/L1o8vc2FT8vWoP8qPf1otHP9FlLoA/Ngd40BHjREORFU4gPjcHe1AZ4Ux9k8uzUBQUqHp76oCBqAwKpDw6m2NUdo5cvdYGhNIREUu4TRIlnAFWBEdSGRJHv5k2ZXzDlAVJCyffwpyo0hoqQGKoiNZSHx1ISEq1sy8KiKQuPojQsnNKwMMrCw6mIjMIYFkl5SASVYVGUBoZSFhxCRWgIxpAgSgMDKA8JwxgSRUWoitLgaEqCoigJiqYqKh5jmJbKyHgqwnWUBqsp8IvkmkcwRUEqpZRH6KhSJVCtTqRWl0apLoXc2ATyNEnkaRLJUidyRZ1BblI54T7xxAVfI9o/h9jgUtSh5cSGGokIKCI2rIIg33wCfAoIDzXi65NPWKiRsBAjoaFGQkKN+PuV4Ho5D0/3Evy8Kjh8wIDz2TzcLpRz4mAWB2zT2LktlQNWuey0zGbXskIsJ6aw4I8aXvnuITS+BYPqZBIOJn25j/7+m0UGSldHDa/9xJ5pP9Ix60fpzP5xJnN+nMXs/0jE8t1QRZ3MJAwwlEt55+fi5th85+/Nc+XwuPI57fN3N0aLVHcPff199Ep0gkL076NvYIC2PihphJCUWva4xTN3vx9vW4fw2hY//rzVn9e3+TNuZwSLj8exzz+f6PxeytpN3pcexeswSJZXSDCmpDAKJ2bQI9MroFuxHx6FezHojTGLDih1VEJ5FGpIcx/kNKIANKtLOmbvD+UDmxBe+dSft7b68e42H6buCmTpCRUHo0qIK+6iogM6hb8vQE5sBwUwDsbUmWPr+iTs/s4LDl/lM2qO/etTRCAkAaX0DbmH3dDaAulXaHBwJOTdCfj8/NdcfPIpHB/7NhdGf5uLo77DpR/8KwG/e4b8ZashMBSMRpPAjsmEMoE6JYTvwe/9VwpiZNXIRFKXZIS99+ed6OlTfiuDt0kkoEMBCmJs3k8nMBvM4o1pbWlTOBTmz+7nfPIbMZiFryNbmURuKMXcx4CpoAOF74Ny3ZKM8+bq2+0d4vO8DIKCJQTM1P7SOU3CBvdzjXJd0vZSFML7IBi6n3OZfyNtLnWT8qDtL+eU5KDCTTL3s/s9p/xOrlFEAuS6pQ3NdR7e3t7//tptclt/FwDTI519gD2rVqPfspmC3bvJt7Xj2g4rruzcSe7evRQdOED5kcOUHT5MycGDlA2WgmOHyT1xlLyTx8g/eYy8k0codDxO8RkHis+coPjMaUrOOlLh7Eytqzu1rm40+fhS6+lJlbs7lR4eSqlwd6fczZUKDw+q/H2pDA6gKjyE2uhIWnQ6GjQaauLUVMVrqYnXU6U1UBmXQI06ierYRAqCYigJicUYplFKSWAMOZ4h5HiHkeMbTo5fBLn+keQGRHHNRz6LIM8viiyvcLK9I8jxjiTbW95HcsU9nBwfFVme0aS7RpDmGkWaWzRXfeJIdYsi+XIkCRfDSHKJUPZ154PRO4eicw4hw09L/OUINJfCSPSMweAWgd4tHL1bKHq3EOJdg0nwCMfgGkaGj5p0LxWpHtHoLgSS4R1DmmcEyW5hpHnGkuKmRu8cRfzFaBJd48jwSeD/tXflsXEd512xC7hFk/7hAkX+KooGBQqkRdCgyNWkidskbWrUhRLbUmzHsXXEli2JoiRKPCRRvJekJIqWZOqWSPHm7vK+r+Ut3udS4n0fy0O8xGN3Sf6Kb94b8pFakstDFikPgeG8nffm+uZ7877ffN98U6EuRHGoDhVRhajSFLFQEJiBiqgC1MSWoFSdj4LwbFTGFaM+rRr6jFros/UoSSpHSUolqrL0qMh6jApdG0pyulFWMIi8jD5kJHQjO9mAJE07krSdyEw0ID2hH7q0J0hLGkRCXB+SKY7vR0KcAVFRnbgf2AB1VC+iIgYRGTaI0KB+BN/pwd1r7bju14pb/j24+UU/vJ2bcMWjH6qT7XDd3wybN0tx8Af5+OGfeyAr/BEDMWT7TULi/BytRi8Gms9Db+bhjW/74p3Xc/HB6xX44PVq/PH1erz313mw/XWSDGLmYFaeu7aBb8dX/S6K+l78fLihMZAFbsl7mXQGIe13750EyvuBh11AYec8iyv6gUGjtO+Fe8nFvMTfpIYh0M4DgXflfjB+/cycvZ14W7ElgchCe93JSUH3FFAzCOR1mKFrnkBRxyRqDEb0zAB0HA49txLtCSCsdG87p7PFcsYbcgcJnNFhN487gMJKzKXkAUl5QGIuUFwD9A0B5N1XXrgxM1M6Wc7kpnsbtJZS0unFghgmRC9qJKhhJCSuNzDAwrxMySvrROiNgBhOUGZWJQn4DHhskukIIHChmWICHdyDl3IwrLlm+eS+0p4YVq78e0l+uS+srmXtZ/QlVaGRTpuSTMG4dmhJGcvyrXSPt4mt8sljSPWu9LxV6YxmEgC06vk12krghY8D6/8az69WJ73MC4B0G66irNb2l/0eex8UYzvHQYxpDheOHEfep3aos3VC/bHTqD9hB72DI/TnzqPunCuqz5xHhcNZFNqeROGR4yg6chw5tidQdPYcHp5zRqnzeVS6uqLO0xP1KpUcvPHI2wdNFy+h/YuraL3sj1b/K2j/MgCt175Ea0AA2m/cQNftO+i+dw99wQ/QHxmOzohQtIQHo00diVatBg0aNfSaSNTFaKCPi0NdbCKqtcmojEpBRUQSSsMSUBaWgJqoFBaqo1JQdF+LspA4lIcnojg4FkVB0dJ1SCwqwpNQE5WKirBEVEUkQ68lgJOFWgI1MeloSsiGXpuKyvBE1GjS0ZSUj4aEXBbKw1Ogj8lBV2YVmpNK0J1Vg87MKtTHF6IjuwaNaeVoTC9He24dmnU1aMyuRYOuFo91dWjM1aMlvxGNusdoyH6EJl0D6lJrUJ9Ri9b8RjRk16IurQr6dD1qkvWoTalHbdoj1GU8Rn1mA6pT6lASX4nKVD302U14nN+GOl0TqjIfIUtTgPIsPUoya5CXVIrynHrUFrehprgdxTlNKCvoRGVRH6rLnqC0eASFhWNIzxxEYvIAIiPbERnRjrTkUWSmjiMjZQypSSNISXoCTYwBEdp+xCSPQpswDG38CKK0g4iOfcIO/wwM7ENw8DDCwyYQ8mAM9+8MIeBqHy75dsHLswOnTtTB1akLLuTq+Q9N+OS/y7D/R4X4ybdUyFe3gA71k0AMCXfGJYFATMTVPLzxLW/sfjUde14twp5XS7Dnz8rwm2/E4fN/j2Egxmyeh0nB1y/7eyz692IFXWklXtYayEeo0xlFTDonCZ0QC/3J3ryknfq0I55UD7IpLwEYAjJy2JEghr9zJFMyzYF81g0TMecxh1mY5mcwDzPMszOSpvUllgkW+UKWsU0SqCNgt9wn8CxmYZ43YnbOjFkCMlzrxuVsTttNxi8MxDy3SYoIpEDPG61nQbuxWWGc1IbE//Rib0G7WH/m5pk2gDyokRMDMlejvTK014PuU9uZwM4PPZNfKhLwDP0DbB8HtWlyYpJ5X1OuhCwXAtdLP56fYmW56y2HP8/L479fdPxMv7b4hXzR/dvx9dPHhiZU2S33PIEYI4U5uH+wDze+/R1E/8P3kPLd76Popz9HxZtvoe7jAyj/aD9KP9yHgr0fIPed36Py44Oo3PcnVB2xQYOjE2pP2qHi8BHU2tigzsYGeptjqDz0KWoOH4L+2KdosT+CNscjaHU8jI5zx9DlcgJd7nbo9jyNTo9TLO71dsSA33kYLp/H4JceGL7tC8NNHwwHfoEnoV9iKDwA/REB6FPfQW90MLqjw9Edq4EhKU6Kk+NgSE3Ak8wUGFLi0ZMYw5wAGJLjMJSWiCcZyRhMScBAShwGU6IxmByJ8awYDKdGYSglkv0eSIqEITEC/Qnh6IsPQ398BAwJahji1eiPJS1RJHpjwtEXG4ahpCj0xYagI+oehlPVeJKuRX9yBPpSIjGQoUVfqhrdyWp0p2phIEcB+Zkw5KRhMC8TQ/k6dKanwJCbjeGCXAzkZaNPl4aBvHQMFWRjIC8HnWkZGMjNx2BBHvrzstGbkwFDgQ6Gwhz0FWTDUJSDgZJ8Fvoe5qE9Lxv9ZWXoKS1Da14BBqpr0V1RibbKSrTW6NFa14SW2nY0V3ehrrQDNSXdqCrpRU3pMKpLn6Aotwc1FWOor52EvvYpaqvHWah/ZER17RRyCvpQUj6CkspxPKwYR1HFOPLLniK3ZBqpulHEpw0hPW8KeaVASo4R0SmTSMkFAiNHcDtoBJERQPht4Jb3BK4dG8P7/xyBfM3aICbqSh5++Zcq/O4baXjvG4V4b1cx9rxSgv97LUWAmE0KODt+PntB/WcSKckuzI0YraZPAeaZpSCGpFYCMRTTeqgZmJmVgpkWVskU6WUBMXxxlmmTJDlLohFp+Qm0EeCTaEB0kNw2v1gg+rx4n2nQZExnmgfzbGckMigPMWU0oW0YZElDMikFekahqNjEYr6yby8fiNmil347gxgSpGlfTK4uF94qH9TV1KGivBI11bUoLipm7pzJWQKZmpFXtLbWNqaxIdCjjlIzr19FhUXMjTRtxOfn4SgZY7tcb3sQs0X8tl3ovdPbQYsF5H78vLMLGh41SIe5EZCZA1w/tUHG4TPQO/mh0/M2ml1voMnrPpouhqPeJwy1XiGodA9Ek58Gjf7RaAiIR+ODDDSF6dAUmo3m4Ey0B2egN1zHQk9YNgyRORiOLkBveCYMUVnoi8iEQaNDv0aHXk02OqMy0UXp0TkYjMljwaDNQY9Gh67oHHRRWmoFehNLMayrQ3tKKTrSq9CZpUdTSg1aMx6jv6CTxa2ZDWjPaUZDej2asxvRXdiB9pwWdOa2olPXjI7sJnTltKAtowHdulb06FrRmdmMriwKTejRNaE3pxl9uU3oz2tCX24jujIeoTezEf1ZzTBkt2Aot51d92Y0YrSgi6UN53XAoGtFn64F3VROTiv6CzrQntGA3px2DBcb0JfXjY7MNhgK+tCl60JvvgFNae3ozjegp3AQnXm9aM3uwEDpIHoK+9FdMIjO3CG0Zvehr/gJOgv70JbXxUKLrgOtOR1ozmpDZ34PC01Z7egoHEBP6RhaC5+w0JQ/hPbSUbRVjKC5YgSNZRN4XGLCo4dzqM41oTBlAtV5wONioDwbeFQiBX0xUPcQqC0CaguB2nygNk8OuVJclw/U5AKlGcDDZKAwGShIBnQJQFYckBEjxVGBQMgNIOIm8OAicPcsoNo3DIc3m5kmJk/TwgS8ObNR0r4rTMnIrIz+Iq5m441vumL3K4nY84oOe17Jw7uvPmQg5vDPJU3MnHkepI3Z6e+naP/OGMPFFXcS0M3ALAEZEkq5gL4Yk6KGtr2Q3DozOw8jmYKTsPpSgRiyppH3hsi4ha0VLwA5GcQsoc/OGOv1vpNEBw7aaDGcAovka/aDPSMhG5rmGAvJMX2jlWG99S9/XoCYr0AIpUHdSk2MtBdDOvyMXFTTXg/atH7K7jTz5kWes2izflREFPNkpvLyZntCmhqbEBEewZwM3L1zj53rolFrQR7TthtYWM6o4vfLOSFu9bjS3rOPPvwI5WXlsDl6jPE9aWOejozj1GcnofWLQOLlaGRdT0Pi5UTE+CUi+VomtL6JCHaJQrCLGvGX0xHqFYu7Hhrc9Y3DLZ9Y3PaJxV2feDy4kIjILzKgvpKJe56xuOMRjUt293HFMQT+9sH4wiEEAc5RuOURg+tuWnjb3cflM2EIcFGz9OvOkfCxuQXvY7fh7xiCyw6huHImEr6ngnHNNRp+zmp4nw6B3zkNnI/eha9DJG57p8PvrBY+DlFwOxECHyctVA5q+LsmwtdRA3fbELgcCYLzoXss2O+7AZfPHsD9aDjOfRIEpwP34XTgHs5+cg/nDwXC9XAg3I8Gwf3oA5z75A68j4XjwvFIeNuEwfPzYDgfuAuXP92H26EHOPn7q/A+GgGnj2/D/o+3YP/hLRzafQnH9l7Dh792w7mDQXA9FAL7D2/i890X4XwwEHbvX4ft3i/huC8Qx967DrsP7+D4+zdgs/cabPZehe3713HsvRs4suc6PI5q4XgwCGepjAP3YPuH63D6UyBUJ6Nx9P0v4Xo0Ag4H7sHm/QCc3n8frkfVOL3/ARwOhuDYH27D4ZMguJ9Qw/OUBq7H1bA7GIpTByPw6d67cLZJgottGt75lT/e/dVV/M+PVPjk7WAc2H0f+966i4/fuoN9/3sHh98Owe9/4Y/f/cQXu3/ojY9+dR0f/foGPnjjGt75sR9++wM/vPX9i/jN93zwxj+645f/5I3f/Is//u07nvjR33ngp9+5gJ/9vR9+9rf++OnfXMYP/uoi/vWbnvjun3+KLHWV5FjCbMS8vLGf7xGgmP5CryXh+988gJ+/dhH/+dot/MdrN/CL127hJ39xCR+9cZOZk1Fe2ty/1e+LKE/Mq5Z4YBHEEH3INFwy+6dVeDqwlQn0tMLONsDPM69mpH0x0d5k2UEAz8f5nWQMvg+Gx7wsS23YXmkSaJMt6xhgY8oGMjGj11gW7Pl9os/2av/WtIf6Sf1i/SXTQeo7399CYIZZG8n0IAKZCLDQ3EUysKSRUQIYut4snQSI+QqYbatBDGMCmixmTAgKDGKbzAm4+Pr4Ql+nR2ZGJuJj4xmguXn9JnRZOqaVaW9rR0hwCHNpffPGTcp1zRcAAA/USURBVFRVViE8NJydwyJAzNa85Jt9IUX+zY0DnSm0d8/v0dPTi88++5wB/CHDIEKCgvHmf/0W7ucDcclHjYveUbigioSvV4QUPMPh4xkOb/dQqCyGMKjcIvDubgf4eETDxyMG3u7RLKjctFC5auDlqoHLGXpOC09XDTzcNPB00+KsYwi83LRwdgzBRVU89u4+C5tPr8DbRQP3s+E47xS6JLg4hrJ0V6dQqM5F4qJ7DFTOang4RcLrrAa+LjGw+/wm9u1VwctJA0/7SKjs1fBx0CwEbwcNVI4aqBw08HJQS8FeDS97NUv3dtLi4rk47HtbBZ8zMfBximb3PO2j2LMsr6OGpdGzXg4aeJ7WwutUNLxOxcDrVCx87ONx6WwiDvzOG06f3wer83QUVGsEr1ORoKA6rcbFs7FwOR6K/W+rcOFcrFT3mWh4OWlx/nQEVOfj4eKghpujGh4OGviejYe3QzS87SlopbocNLjkHAdn2yAc/tAPvmepvVH4wjMZl90S4OkYBdeT4Th/LAyuxyPhcSIaHsej4W4rxZcck+BzKhYX7OPhdjQSb/3YDhdOx8PHLnZJ8D4ZDQ9bNTyOWQi2anjaaqA6EQ2VXQz27/aByiEY+od6wESmOCa2N4YLAfw9JyGgukAPr1O3QOV7n8iE58l4uJ2Mxnm7KATdKsA8eSU1zWOegNBX8L0SdWxuDnqZ6UfCuRKAKPtK98h5heTljAD3ywi6CcwQf3BNFNdKSDyzQJuX+D19dg6T6ME9zxFtJJBD3kHnpLmLzV+SUyuWRuk8bJJWAsRskoDKl3il6y0HMfJ+E+OMCa0t0lkxDY8bUF9Xj7GRMfT39rMzVozTRuTm5KGuVs+ADoEech39qP4RsjKy2H6a3Jxc5rFrpbaLdPFB20k8QM4qSMt42c8fGm0082xJXp3o78IFPxinpWuWsIF/ocHRG8i1NEucNgNNj7qXJq7zV3erAalxGevM9ezjGYnpzyauMyU9LhWDnf3rzLX08aToRClB2tK09KaVv8YNw6gqkty7W5nl2ceMwJWLAc+mrzMlM1kn5SCPPORUhPYM0IboBeFHEoJoFZOpWlYpn/KxsAWrljvpXRZt3Z7fHq6FWa5tYABHPsT767oouhJtvg68zPtOfWUghmRrDlRWizcpgwsQs0kCWsOczwfESC6I2UeQPoRclcdUe+TcgBsqSuo+NqnQAVQz5JdcukdmaST0ca9i1vRFPLM9PyxiXKRxIS0lee3r7zdgesYIk3kWRpOZxe3tHUwzQ+626Y/xPXMEIr0vlt6DpR9jYGhgWHaaQepxspOWVOj8PeQrdOxoBGZqIdmLM5tg0zzMxjmMDo1hZtLIyuH5nolJmKf3WlbXs3hhhWsWM+PjGB0YlI/AljeW0vMWw+JHha2ikU2yvE9odHhEMmgmOjD7CLJ9XTp3LC1Tvs92cUoCel9nN4xPSdugMBa39pq1Yx7DA0NsTOaYq30za5+Z3HMyOsi7SHnfGB1k2tBcRi60jSbMTU9jcmQE80Yj5owz0glzZMdPWhDZHIY+tNR0qpYCXdPZGJRuZC7iTWhlewglByl8bySP+YfaYsy9RM6BmegyHqN6zXRGjGT+K5nY8FVcOZZPrV40RSGNCxmQ8z7KG6jZhmEx/4i5bnvyAL0Ti+/J5s2ExDhvz3G2Zlw4iLEmtqa81Z4RIGYHghg+oEsFLAsMLzxnCfOLr4C/OT9up5hsrRdU++RBxWiCwTDAzCrZ2T6y7S4HHavFJEhTnqcT0hlUFCv7qhTyebqyftYOEpTN0hlD4yNjME0bQQK7mS8qcAF9eawUZBeu5/D0yQiePhllkvi8iVTzBEKWesdZFIolsMV/LwAq0xymJ41s0yUzAZAXQpT9WfGaBBaTGU/HJzAyNArTtBmzRqkNS4TvhTYrBHJFGrWZgN3E2CQmxqdgJqBnmsccxdOSW/QFILecNvJvAoSmaROeDA5jYnRcAkAcqMqCFWnjJFMXyVWxkc6OIkBDjhxpfM2zmJqaxujYOItp/FgeyqcInKdWjKm+2TkMDY8w/EWHxZlnTbKLZWkBaTVe4/wjgR0CMoSyZNtzpsWxMM9/Td/xRVoJmmwHWggQI/iQ86E14IU/w/NsNBYg5iv4AJAgQAIMxRsdKJFPTBCCB6znASWIIAE1OSUV7u4eSEtJg9lIZxcsWw1fZuajFDRJ+J+ZMiE/twCn7U5LGgPFWQBKQZ+PEa+fxyTY0r2K8gpcvxaAsOBQzJtnMbsMxDANqlJYZwL/ohALIzA9NgNNmAbebj7oaOliGhSaXyQ3ltLmybWuOaBxc/FAU0ML0yopaaLs0/Jr6getuJJGy8fbB9eufImmxhZWP5WrpN1a1/R8W2sH/C76IykhBWaT1A/m0Yb8dnKNFMXy9fIyKb2ttR1Xr1yF7TFbjI+NMxfblM7bSu3l9vrKmMAI9ZtAamdHJ/wuXYariyvz4MhXlZUxH9+VYionMiISfn5XEBuXzDSA5lk6Q4LAkGXaMDe17HwNfs4GPUfuaWeAuWkZyEggcKV6Rbr1c4Og1fOhlQAxz4euO5FfOUCxJt5s/wSI+YpAzGYHSuQXE4TgAet5QGnuQ6iDHGCQUHvv7j1pMWE9Cwq0/kBueAD4XfJje8jWOgRXWb90LYEYMt9k+3Zu32VaIaXHKUuLHM98BAiszJjQ0tAMN2cX1FXVbGhhhPbLhYaEsr1DFWUVsi9/60xAiBbkvp3+HgQ9YLSt1z9iwGa9PEpluZx3ga+3L2K0Mczcj0ADAywEWuhvFQDD6iNVClnUmWaZMxN6nsZHSc9nx2PRwxIdhEsgsLGhkQEhcs9NoEgJXvj1Wv2bmZ7BGaczzP39nnf3YvLpFGvL6vk5uFnO3zQePCy/J36vNRbivuARwQMvPw/soslbhOdMA9mURND5OdNZ8LJ4l5fxAAMb8/O4dfMWc25x+9ZteXV+lgm91ryTtLrOy7l08RIDNCR8W5N3+TN0OK2v7wVUV9cwEyYCNPwZ+uDyax6TEMuv2QGetL9nxsQceDwIDEJOdg67T/f4c9bEfb19cHRwwoH9B5jgzvKQC1TSDlF/VwlEDxL8SWCfGH+Kx48eMy+HlNeaupXPUB7SfNB5Vo72jszZCPVvpf1Ks6SpWQhyO6nN5lnQ2VfqKI0MyCSXsMq6LF7LfSZQV1ZajtjoWOaevrK8kmlnpL5Sf6VgsQwFzxFdCADFxcbhs0OfMxrxvBSvlV/cX+R3QQtBC8EDggfW4gEBYhQfoLWIJe6LF0rwwM7iARJuSbAkL3xkbqTL1sE4Y7RaKKXxJoGa8lRWVLKzZ9LT0tnvjfBCUmISTp22R3xCIp5OTjGNBhP+CawoQIy0ck+C+FJgQyZcoyOjzFW6v58/Oto7mGBMAjKVw8qyck4jupSVlqHxcSMDZhy4KIVuS9e8DspPQj+5a6cDRufnJTOz9dCFyqjX1+PKF1fwIPAB01zQuVeW6l0pjYAgjQ+5mO/u6mbjTeVa2w7KT20nF/QB1wLgf9mfeXe0VN+qZcpjRTS9EXADhfmF8tiY5TYJELMq/azkW1HGzpqDxXiJ8XqePLCLf7hEvPrqo6CPoI/ggZ3HAyT0k8ZgenKamSqRgEwe+iidwlpjSsIwPUd5Jp9OYmR4BE8nnjKTsLXyWro/OTGJkZFRBmDI2QBvB9WjfJ5+L0+j+yRwz0wbMTY6BiqL+kZpvBxr+mSpHjIPo3TeX2V5lq5Z+4xmTE1OLbSByiDBX1n+WtekdaH+UF+mnk6BNCIESCzVaTmN8s+wfBPjEzItTOtqA28jtZ36Q+VMT80wjdd6aUvPU1/GR8dZWdQ/qQxpjHhdIl4fnwh6CXoJHhA8YIkHBIhZ50fXEhFFmni5BA9sTx4gwZoLkkw4JqFyAyCGBFHKTwIzlUnC9kbGnJVDwIrKkwESBxDWlieBBQl0kDtpCchIYIsEfWvLWe25RTCzFCAtARIzRJP10dNSnURXoufcnHSAr3J8ltQnA8+laSYGTokOrJwZaVzWS1PeLiqbyqI2UBlL61qbtkQ3BqoIiCn4jJfD6xHx9pwvxLiIcRE8sLN4YBf7INIKmgiCBoIHBA+8hDzAVsJlgZKEbkkTI62QrzXvScKnYjVdFtrXyrfSfSqPziOZMZkkICMLy888T5oY5Vgwzczi3gyuCSFBmWuXFvrGgYWVMdVD2qXmpma0NLcw8y66Js0TAwfTxgUtFn3gubZEEthJcyLRlOIlbVa2f5VrCRwuLUdZ5lrXS0EDB1Xra8sij5gWzNGoLxJ4tb5/rBzZeYOl643QR+RZ9i6swkuCVoJWgge+XjwgQIyYEDckeIiJ4us1Ubws480F4o32hwTTjebl+UgDQ4FpYywI/gQUOEjheei3coWQ36f+SEL8oqDN+2hNzAVtAjFpqek4d+4ctBotih8Ww9A/gKrKKhTkF0Bfp0d5WTnbyF9eVoHamlrMzs4qAJQEQhbaa+W8SvVL7dw4iLGUfyvGifdFSUeeJmIx/wkeEDwgeODF88AupvK2csVOPCuv8gl6SaYSgg6CDjuMB7jJ0UbnMhJoN5qX5yPwwgKZUXGzI7lc/lFk4ILXZQEQ8Pu0n4RAjBTT9TrD1Aym5P1CVGZIcCjbE0JApuFxA1ReKoSGhOHqlWuwtbFlbpkdTjvAydEJj+ofw2ym/UKLbeB9tDbmWphN9cECDZbT1dr2WHpOSVNL90Xa5t8JQUNBQ8EDggc2wgMCxHBBQcSbFs42woAij5i4vm48sABiyOxIOe8s/628t8K1UsDe8PXUzMJGdjpPhw6LJBDT1NDEQE1drR5JCUnsjBw63PJ6wHV2aGhPVw8zLaM+cBCypD8rtFn5zCKIWSf4WgOsbSWIUbZXXC/jWSvGWNBM0EzwgOCB58UDu5h9M3mEEUHQQPCA4AHBA8+dB6ZnjOBhYd6VNTILv+VxoIl/eZryN3nR2orA974UFhQyz1pkOtbT3YPiomLmtph+p6WmoaqyGmGhYexU+kHDIPPARe2hfTnUDmXbrLkm8LMV7V9eBpVrTf3iGfHtFzwgeEDwwM7lAQFihNAmPvaCBwQPfIU8MCODGIoXPp7MtMwCYFkDxBD42JIgC/0mk4m5OiZXw2ReRhoNaiNt8qd7BA4oZvemjcwhAN3nbVjoj5X0ZBqcreqDshwBYhZ5y8qxWO/YiecV76+gseA3wQMvhAd28Y+PiLdIGFB+SMX1gnAj+Evwl+CBncEDpFVZ71iRJmS9ecTzgmaCBwQPCB4QPLAZHhAgRnx8hfAheEDwgOABwQOCBwQPCB4QPCB4YEfxwC52kjV5pxFB0EDwgOABwQOCBwQPCB4QPCB4QPCA4IEdwAMCxOyAQRIAU4BswQOCBwQPCB4QPCB4QPCA4AHBA4s88P+pwqel2a7AKgAAAABJRU5ErkJggg=="}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Mel-Frequency Cepstral Coefficients (MFCC)\n---\n\n* Essentially captures timbral/textural aspects of sound\n* Frequency domain of sound\n* Aproximates human auditory system\n* The main difference beween a spectrogram and MFCC is that a spectrogram uses a linear spaced frequency scale (so each frequency bin is spaced an equal number of Hertz apart), whereas an MFCC uses a quasi-logarithmic spaced frequency scale, which is more similar to how the human auditory system processes sounds.\n\n\n\nFrom Wikipedia:\nIn sound processing, the mel-frequency cepstrum (MFC) is a representation of the short-term power spectrum of a sound, based on a linear cosine transform of a log power spectrum on a nonlinear mel scale of frequency.\n\nMel-frequency cepstral coefficients (MFCCs) are coefficients that collectively make up an MFC\n\n\n\nFor more information: https://en.wikipedia.org/wiki/Mel-frequency_cepstrum\n\nIllustration showing differences in audio processing techniques:\n\n<img src=\"https://miro.medium.com/max/996/1*H_lcPB14mWwXrbN_ibIeGw.jpeg\" alt=\"drawing\" height=\"300\" width=\"650\" />","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import librosa, librosa.display\nimport matplotlib.pyplot as plt\n\nplt.rcParams[\"figure.figsize\"] = (10, 10)\n\nSOUND_DIR= train_folder_path + 'amebit/' + 'XC310046.mp3'\n\n# Generate waveform plot\nsignal, sr = librosa.load(SOUND_DIR, sr= 22050)\nlibrosa.display.waveplot(signal, sr = sr)\nplt.title(\"Waveform:\")\nplt.xlabel(\"Time\")\nplt.ylabel(\"Amplitude\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# fft -> spectrum\nfft = np.fft.fft(signal)\nmagnitude = np.abs(fft)\nfrequency = np.linspace(0, sr, len(magnitude))\nleft_frequency  = frequency[:int(len(frequency)/2)]\nleft_magnitude  = magnitude[:int(len(frequency)/2)]\nplt.plot(left_frequency, left_magnitude)\nplt.title(\"Fast Fourier Transform:\")\nplt.xlabel(\"Frequency\")\nplt.ylabel(\"Amplitude\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# stft -> spectrogram\n\n# Number of samples per FFT\nn_fft = 2048\n\n# Amount we are shifting each FFT to the right\nhop_length = 512\n\nstft = librosa.core.stft(signal, hop_length = hop_length, n_fft = n_fft)\n\nspectrogram = np.abs(stft)\n\nlog_spectrogram = librosa.amplitude_to_db(spectrogram)\n\nlibrosa.display.specshow(log_spectrogram, sr=sr, hop_length = hop_length)\nplt.title(\"Spectrogram using STFT:\")\nplt.xlabel(\"Time\")\nplt.ylabel(\"Frequency\")\nplt.colorbar()\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#MFCCs:\nmfccs = librosa.feature.mfcc(signal, n_fft = n_fft, hop_length = hop_length, n_mfcc=13)\nlibrosa.display.specshow(mfccs, sr=sr, hop_length = hop_length)\nplt.title(\"Spectrogram using MFCC:\")\nplt.xlabel(\"Time\")\nplt.ylabel(\"MFCC\")\nplt.colorbar()\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"* ### Building Spectrograms\n---","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import librosa\nimport cv2\n#from https://www.kaggle.com/daisukelab/creating-fat2019-preprocessed-data\ndef mono_to_color(X, mean=None, std=None, norm_max=None, norm_min=None, eps=1e-6):\n    # Stack X as [X,X,X]\n#     X = np.stack([X, X, X], axis=-1)\n\n    # Standardize\n    mean = mean or X.mean()\n    X = X - mean\n    std = std or X.std()\n    Xstd = X / (std + eps)\n    _min, _max = Xstd.min(), Xstd.max()\n    norm_max = norm_max or _max\n    norm_min = norm_min or _min\n    if (_max - _min) > eps:\n        # Normalize to [0, 255]\n        V = Xstd\n        V[V < norm_min] = norm_min\n        V[V > norm_max] = norm_max\n        V = 255 * (V - norm_min) / (norm_max - norm_min)\n        V = V.astype(np.uint8)\n    else:\n        # Just zero\n        V = np.zeros_like(Xstd, dtype=np.uint8)\n    return V\n\ndef build_spectrogram(path):\n    y, sr = librosa.load(path)\n    total_secs = y.shape[0] / sr\n    M = librosa.feature.melspectrogram(y=y, sr=sr)\n    M = librosa.power_to_db(M)\n    M = mono_to_color(M)\n    \n    cv2.imwrite(path.split(\"/\")[-1][:-4] + \".jpg\", M, [int(cv2.IMWRITE_JPEG_QUALITY), 85])\n    M = cv2.imread(path.split(\"/\")[-1][:-4] + \".jpg\", 0)\n    M = np.repeat(M[...,None],3,2)/255.\n    os.remove(path.split(\"/\")[-1][:-4] + \".jpg\")\n    return M","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"M = build_spectrogram(\"../input/birdsong-recognition/example_test_audio/BLKFR-10-CPL_20190611_093000.pt540.mp3\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.imshow(M[:, :500])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Reference: https://www.kaggle.com/ryches/birdsong-keras-starter/notebook?scriptVersionId=36635693","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"import cv2\nimport matplotlib.pyplot as plt\nbase_path = \"../input/birdsongspectrograms/\"\ndef read_img(img_path):\n    img = cv2.imread(base_path + img_path[:-3] + \"jpg\", 0)\n    return img","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.preprocessing import LabelEncoder\nle = LabelEncoder()\nle.fit_transform(train[\"ebird_code\"])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import joblib\njoblib.dump(le, 'birdcalls_label_encoder.pkl')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"files = [file[:-3] + \"mp3\" for file in os.listdir(base_path)]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train = train[train[\"filename\"].isin(files)]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**fastai model:**\n---","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"!pip install efficientnet_pytorch\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"%reload_ext autoreload\n%autoreload 2\n%matplotlib inline\nimport os\nos.environ['CUDA_LAUNCH_BLOCKING'] = \"1\"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from fastai import *\nfrom fastai.vision import *\nfrom efficientnet_pytorch import *\nimport pandas as pd\nimport matplotlib.pyplot as plt","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def seed_everything(seed):\n    random.seed(seed)\n    os.environ['PYTHONHASHSEED'] = str(seed)\n    np.random.seed(seed)\n    torch.manual_seed(seed)\n    torch.cuda.manual_seed(seed)\n    torch.backends.cudnn.deterministic = True\n\nSEED = 999\nseed_everything(SEED)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print('Make sure cuda is installed:', torch.cuda.is_available())\nprint('Make sure cudnn is enabled:', torch.backends.cudnn.enabled)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"bs = 12 #smaller batch size is better for training, but may take longer\n\nsz = 256","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"### t2 = train.copy()\ntrain_dir = os.path.join('../', 'input/birdsongspectrograms/')\nt3 = train[['filename', 'ebird_code']]\nt3['ebird_code'] = t3['ebird_code'].apply(lambda x: le.transform([x])[0])\nt3['path'] = t3['filename'].map(lambda x: os.path.join(train_dir,'{}.jpg'.format(x[:-4])))\nt3 = t3.drop(columns=['filename'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from fastai.callbacks.hooks import *\n\nsrc = (ImageList.from_df(df=t3,path = '',cols='path')\n       .split_by_rand_pct(0.2) #split the dataset such that we have 20% as validation set\n       .label_from_df(cols='ebird_code',label_cls=CategoryList))\n\ndata= (src.transform(tfms=None, size=sz, padding_mode='zeros',\n                     resize_method=ResizeMethod.SQUISH).databunch(bs=bs,num_workers=4).normalize(imagenet_stats))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data.show_batch(rows=3, figsize=(5,5))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data.one_item","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model_name = 'efficientnet-b3'\n\ndef get_model(pretrained=True):\n    model = EfficientNet.from_pretrained(model_name, num_classes=data.c)\n    return model\n\n\n# F1 = MultiLabelFbeta(beta=2, average=\"macro\")\nlearn = Learner(data, get_model(True), metrics = [top_k_accuracy]).mixup().to_fp16()\nlearn.model_dir = \"/kaggle/working\"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.unfreeze()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from fastai.callbacks import * \n\nlearn.fit_one_cycle(1,1e-3, callbacks=[SaveModelCallback(learn, every='improvement', \n                                                 monitor='valid_loss', name='best_saved')])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.save('fastai_effnetb3', return_path=True)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Plan for modelling\n---\n\nTo try RNN","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Acknowledgements:\n---\nhttps://www.kaggle.com/fizzbuzz/beginner-s-guide-to-audio-data  \nhttps://www.youtube.com/watch?v=m3XbqfIij_Y\n\nBird Spectrograms from: https://www.kaggle.com/ryches/birdsongspectrograms","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}