diff --git a/CHANGELOG.md b/CHANGELOG.md index 1d4bb84d3..928434111 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -16,6 +16,9 @@ [PR #591](https://github.com/aai-institute/pyDVL/pull/591) - Extend `LissaInfluence` with block-diagonal and Gauss-Newton approximation [PR #593](https://github.com/aai-institute/pyDVL/pull/593) +- Extend `NystroemSketchInfluence` with block-diagonal and Gauss-Newton + approximation + [PR #596](https://github.com/aai-institute/pyDVL/pull/596) ## Changed @@ -30,6 +33,10 @@ [PR #593](https://github.com/aai-institute/pyDVL/pull/593) - Remove parameter `h0` from init of `LissaInfluence` [PR #593](https://github.com/aai-institute/pyDVL/pull/593) + - Rename parameter `hessian_regularization` of `NystroemSketchInfluence` + to `regularization` and change the type annotation to allow + for block-wise regularization parameters + [PR #596](https://github.com/aai-institute/pyDVL/pull/596) ## 0.9.2 - 🏗 Bug fixes, logging improvement diff --git a/docs/getting-started/methods.md b/docs/getting-started/methods.md index 8f6da70c1..abd9d2dc1 100644 --- a/docs/getting-started/methods.md +++ b/docs/getting-started/methods.md @@ -63,3 +63,7 @@ We currently implement the following methods: - [**Nyström Influence**][pydvl.influence.torch.NystroemSketchInfluence], based on the ideas in [@hataya_nystrom_2023] for bi-level optimization. + +- [**Inverse-harmonic-mean Influence**][pydvl.influence.torch.InverseHarmonicMeanInfluence] + [@kwon_datainf_2023]. + diff --git a/docs/influence/influence_function_model.md b/docs/influence/influence_function_model.md index adb581183..36047a860 100644 --- a/docs/influence/influence_function_model.md +++ b/docs/influence/influence_function_model.md @@ -206,10 +206,16 @@ if_model = NystroemSketchInfluence( model, loss, rank=10, - hessian_regularization=0.0, + regularization=0.0, + block_structure=BlockMode.FULL, + second_order_mode=SecondOrderMode.HESSIAN ) if_model.fit(train_loader) ``` +This implementation is capable of using a block-matrix +approximation, see +[Block-diagonal approximation](#block-diagonal-approximation), and can handle +[Gauss-Newton approximation](#gauss-newton-approximation). ### Inverse Harmonic Mean diff --git a/notebooks/influence_wine.ipynb b/notebooks/influence_wine.ipynb index e135ccacb..b4735dcfd 100644 --- a/notebooks/influence_wine.ipynb +++ b/notebooks/influence_wine.ipynb @@ -272,7 +272,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d2f2c952f6214ee095bda262dacc7811", + "model_id": "48f669980b6d49a08c84fcd250dd5287", "version_major": 2, "version_minor": 0 }, @@ -334,7 +334,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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" ] @@ -571,8 +571,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average influence of corrupted points: -1.0789031\n", - "Average influence of other points: 0.108639084\n" + "Average influence of corrupted points: -1.0840776\n", + "Average influence of other points: 0.11192768\n" ] } ], @@ -638,7 +638,7 @@ "outputs": [ { "data": { - "image/png": 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LOzDJD7a2UnC5/ZYqLQ+MqksAAAAA2F4nzSgMPM5sTXC5er/u7iM3uhEAAAAAsCsZIzEeP5PzAAAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzs9dGNwAAAIDd20EHv6U3ug1zdNih16iNbgPAnKm4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMzi4fXFbV3arqsKr6Q1V9oqoudhzb3rGqPlRVv5we7z6u7QEAAACAjbFLB5dVdZMkT0rysCQXSvKFJO+oqtNs5SmXS/LKJJdPcskk30/yzqo6w/q3FgAAAADYVrt0cJnkPkme190v6u6vJLlzkt8lud1KG3f3Lbr7md39+e7+WpI7ZOyDK27tB1TVvlV1sqVHkpOu/X8DAAAAAFi0ywaXVbVPkgsneffSsu4+Zvr+ktv4MidKsneSXxzHNockOWLhcfhq2gsAAAAAbLtdNrhMcqokeyb58bLlP05y2m18jccm+WEWws8VPCbJfguPA7evmQAAAADA9tproxuwUarq4CQ3TXK57v7D1rbr7qOSHLXwvJ3QOgAAAADY3Hbl4PJnSf6c5IBlyw9I8qPjemJV3S/JwUmu1N1fXJ/mAQAAAACrtct2Fe/uo5N8JgsT61TV0kQ7H9va86rqX5M8KMnVuvvT691OAAAAAGD77coVl0nypCQvqapPJ/lkknsnOXGSFyVJVb00yQ+6+5Dp+wckeXiSmyc5rKqWxsL8TXf/Zie3HQAAAADYil06uOzuV1fVqTPCyNMm+XxGJeXShD1nSnLMwlPukmSfJP+57KUeluSh69pYAAAAAGCb7dLBZZJ09zOSPGMr6y637PuDdkKTAAAAAIAdtMuOcQkAAAAA7L4ElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdvba6AYAsOs46OC39Ea3Ya4OO/QatdFtAAAA2J2ouAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMzOXhvdAAAA4PgddPBbeqPbMEeHHXqN2ug2AADrQ8UlAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZ2eWDy6q6W1UdVlV/qKpPVNXFjmPbc1fV66btu6ruvRObCgAAAABso106uKyqmyR5UpKHJblQki8keUdVnWYrTzlRkm8nOTjJj3ZKIwEAAACA7bZLB5dJ7pPked39ou7+SpI7J/ldktuttHF3f6q779/dr0py1E5sJwAAAACwHXbZ4LKq9kly4STvXlrW3cdM319yDX/OvlV1sqVHkpOu1WsDAAAAACvbZYPLJKdKsmeSHy9b/uMkp13Dn3NIkiMWHoev4WsDAAAAACvYlYPLneUxSfZbeBy4sc0BAAAAgN3fXhvdgB3wsyR/TnLAsuUHZA0n3unuo7IwHmZVrdVLAwAAAABbsctWXHb30Uk+k+SKS8uqao/p+49tVLsAAAAAgB23K1dcJsmTkrykqj6d5JNJ7p3kxElelCRV9dIkP+juQ6bv90lyrum5+yQ5Q1VdIMlvuvubO7fpAAAAAMDW7NLBZXe/uqpOneThGRPyfD7J1bp7acKeMyU5ZuEpp0/yuYXv7zc9PpDkcuvdXgAAAABg2+zSwWWSdPczkjxjK+sut+z7w5IYpBIAAAAAZm6XDy4BFh108Ft6o9swV4cdeg03bgAAANhl7LKT8wAAAAAAuy/BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOysKrisqjNV1aWXLTt/Vb20ql5dVdddk9YBAAAAAJvSXqt83tOSnCTJlZKkqg5I8r4k+yT5dZIbVtWNuvv1a9JKAAAAAGBTWW1X8YsledfC97dKcsIk509yhiTvSXK/HWsaAAAAALBZrTa4PEWSnyx8f80kH+jub3X3MUlen+QcO9o4AAAAAGBzWm1w+dMkZ06Sqjp5kkskecfC+r2y+m7oAAAAAMAmt9pw8d1J7llVRya5XEYA+saF9edK8v0dahkAAAAAsGmtNrg8OMnZkjwhydFJ7tfd30mSqto3yY2TvGJNWggAAAAAbDqrCi67+8dJLlVV+yX5fXcfvbB6jyRXjIpLAAAAAGCVdmgcyu4+YoVlv0/yhR15XQAAAABgc1vt5DypqjNV1bOr6utV9cuquuy0/FRV9bSquuDaNRMAAAAA2ExWVXFZVedK8qGM4PMTSc669Frd/bOqunSSEye5/Rq1EwAAAADYRFbbVfxxSX6V5BJJOslPlq1/S5KbrL5ZAAAAAMBmttrg8rJJHt7dP62qU66w/ntJzrD6ZgEAAOw8Bx38lt7oNszRYYdeoza6DQBsXqsd43KPJL87jvWnTnLUKl8bAAAAANjkVhtcfjbJNVZaUVV7Jblpko+vtlEAAAAAwOa22uDyMUmuVlXPSnKeadkBVXWlJO9Mcs4kh65B+wAAAACATWhVY1x299uq6jZJnprkTtPilyWpJEcmuVV3f3BNWggAAAAAbDqrnZwn3f0fVfX6JFdJctaM6s1vJXlHd/96jdoHAAAAAGxCqw4uk6S7f5vkDWvUFgAAAACAJKsMLqvqTNuyXXd/bzWvDwAAAABsbqutuDwsSW/Ddnuu8vUBAAAAgE1stcHl7fLXweWeSQ5KcqskP0ny76tvFuy+Djr4LdsS+m9Khx16jdroNgAAAADzsNpZxV+8tXVV9dgkn0iy3yrbBAAAAABscnus9QtOE/a8KMm/rPVrAwAAAACbw5oHlwuve9p1em0AAAAAYDe32jEuV1RVJ0ty2ST3T/K5tXxtAAAAAGDzWFVwWVXHZOuzileS7yW562obBQAAAABsbqutuHx4/jq47CS/TPKtJO/s7j/tSMMAAAAAgM1rtbOKP3SN2wEAAAAA8BfrNTkPAAAAAMCqbVPFZVW9cBWv3d19+1U8DwAAAADY5La1q/gVsvXJeLZme7cHAAAAAEiyjcFldx+0zu0AAAAAAPgLY1wCAAAAALMjuAQAAAAAZmfVwWVV/WNVvauqfl5Vf6qqPy9/rGVDAQAAAIDNY1XBZVXdIMl/Jzkgyaum13nl9O/fJ/likoevURsBAAAAgE1mtRWXhyT5ZJILJnnItOyF3X2LJOdJcrok39nx5gEAAAAAm9Fqg8tzJXlVd/85yZ+mZXsnSXcfluSZSR6ww60DAAAAADal1QaXv0tydJJ096+SHJVRZbnkx0nOskMtAwAAAAA2rdUGl1/PqLpc8vkkt6yqvarqBElunuR7O9g2AAAAAGCTWm1w+YYk16mqfafvH5Xkckl+leSnSS6T5NAdbRwAAAAAsDnttZondfcTkjxh4fv/rqrLJbl+kj8neUt3v28tGggAAAAAbD6rCi5X0t0fSvKhtXo9AAAAAGDzWlVX8ap6TVVdb6GrOAAAAADAmlntGJeXSvK6JD+pqv+oqmtW1d5r2C4AAAAAYBNbbXB5YMZkPC9LcuUkb07y46p6QVVdpar2XKP2AQAAAACb0KqCyx4+2N13S3L6jPDytUmuleTtSX5UVc9eu2YCAAAAAJvJaisu/6K7j+nu93T3Pyc5XZJ/TrJPkjvu6GsDAAAAAJvTmswqXlWnS3KjJDdJcolp8UfX4rUBAAAAgM1n1cFlVZ0myQ0zwspLZVRvfjLJ/ZK8prt/sCYtBAAAAAA2nVUFl1X1niSXTbJnks8neWCSV3f3YWvWMgAAAABg01ptxeVpkjwsI6z8xhq2BwAAAABgdcFld593rRsCAAAAALBkh2cVBwAAAABYa4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzs6pZxZdU1b5JLpTkNEk+0t0/W5NWAQAAAACb2qorLqvqnkn+L8mHk7w+yfmm5aeqqp9V1e3WpokAAAAAwGazquCyqm6b5ClJ3p7k9klqad1UdfneJDddg/YBAAAAAJvQaisu75vkTd198yT/tcL6zyQ596pbBQAAAABsaqsNLs+a5G3Hsf4XSU65ytcGAAAAADa51QaXv0pyquNYf64kP1rlawMAAAAAm9xqg8u3JrlTVZ18+YqqOneSOyZ58w60CwAAAADYxFYbXP5bkj2TfCnJI5N0kltX1cuSfDrJT5I8fE1aCAAAAABsOqsKLrv7h0kunDGr+E0yZhW/ZZJrJXllkktMs4sDAAAAAGy3vVb7xO7+SZI7JLlDVZ06IwT9aXcfs1aNA4DN5qCD39Ib3YY5OuzQa9RGtwEAANi5Vh1cLurun67F6wAAAAAAJKvsKl5Vj6yqzx/H+s9V1UNW3SoAAAAAYFNb7eQ8N0zytuNY/9aMsS8BAAAAALbbaoPLMyX51nGs/06SM6/ytQEAAACATW61weVvctzB5FmS/GGVrw0AAAAAbHKrDS7fn+Sfq+oMy1dU1RmT3CnJ+3agXQAAAADAJrbaWcUflOSTSb5cVS9I8uVp+XmS3C5JTdsAAAAAAGy3VQWX3f31qrpMkqcn+Zdlqz+Y5J7d/dUdbRwAAAAAsDmttuIy3f3FJP9QVadK8jfT4m9398/WpGUAAAAAwKa16uByyRRUCisBAAAAgDWz6uCyqvZMctWMasv9M8a1XNTd/YgdaBsAAAAAsEmtKrisqoskeV2SA/PXgeWSTiK4BAAAAAC22x6rfN4zk5wwyXWTnKK791jhseeatRIAAAAA2FRW21X8fEke2N3/tZaNAQAAAABIVl9xeXi23kUcAAAAAGCHrDa4fGySO1bVydayMQAAAAAAyeq7ip80yW+SfLOqXpXk+0n+vGyb7u4n70jjAAAAAIDNabXB5RMW/n33rWzTSQSXAAAAAMB2W21weZY1bQUAAAAAwIJVBZfd/d21bggAAAAAwJLVVlwmSarqDEkum+Q0SV7X3YdX1Z5J9ktyRHcvH/cSAAAAAOB4rWpW8RqelOQ7SV6e5ElJzjatPkmSw5LcYy0aCAAAAABsPqsKLpPcP8m9MibpuXKSWlrR3UckeX2SG+xw6wAAAACATWm1weUdk7y0u/9fks+vsP6L2VKBua6q6m5VdVhV/aGqPlFVFzue7W9UVV+btv+fqrr6zmgnAAAAALDtVhtcnjHJR49j/W+TnGyVr73NquomGd3UH5bkQkm+kOQdVXWarWz/90lemeQFSS6Y5I1J3lhV51nvtgIAAAAA2261weVPMsLLrblwku+t8rW3x32SPK+7X9TdX0ly5yS/S3K7rWx/ryRv7+7Hd/dXu/tBST6b5O47oa0AAAAAwDZabXD5+iR3rqq/WVjWSVJVV0lymySv3bGmHbeq2icjIH33XxrQfcz0/SW38rRLLm4/ecdxbJ+q2reqTrb0SHLSHWo4AAAAAHC8qru3/0lV+yX5YJKzJPlQkqsleVfGjOKXTPK5JJft7t+tXVP/qg2nT/KDJH/f3R9bWP64JP/Q3Rdf4TlHJ7l1d79yYdldkzykuw/Yys95aJKHrLBqv+4+csf+F/N00MFv2f43xSZx2KHXqOPfCoC58hm3srX6fLN/V+b8AVhvjr8r8/m2vuzf9bc7n0NMxYFH5HjytVVVXE4zh18iyeOSnCHJH5L8Q5KTZ4w3eZn1DC13ssck2W/hceDGNgcAAAAAdn97rfaJ3f37JI+cHhvhZ0n+nGR5peQBSX60lef8aDu3T3cfleSope+rdtuwGwAAAABmY7VjXG647j46yWeSXHFpWVXtMX3/sa087WOL20+ufBzbAwAAAAAbYFUVl1X1wm3YrLv79qt5/e3wpCQvqapPJ/lkknsnOXGSFyVJVb00yQ+6+5Bp+6cm+UBV3TfJW5LcNMlFktxpndsJAAAAAGyH1XYVv0KmWcQX7JnkdNPXnyb57Q60a5t096ur6tRJHp7ktEk+n+Rq3f3jaZMzJTlmYfuPVtXNM7q3PzrJN5Jct7u/tN5tBQAAAAC23aqCy+4+aKXlVbV3kn/OqHy88qpbtX1teUaSZ2xl3eVWWPbaJK9d52YBAAAAADtgTce47O4/TkHiO7OVMBEAAAAA4Pis1+Q8X0hy2XV6bQAAAABgN7deweWVk/xunV4bAAAAANjNrXZW8QdvZdXJMyotL5Tk0FW2CQAAAADY5FY7q/hDt7L8l0m+leTOSZ63ytcGAAAAADa51c4qvl5dzAEAAAAA1m2MSwAAAACAVdumisuqOtNqXry7v7ea5wEAAAAAm9u2dhU/LEmv4vX3XMVzAAAAAIBNbluDy9uuaysAAAAAABZsa3D5yySf7u4frmdjAAAAAACSbZ+c5w1JLrf0TVV9u6quvS4tAgAAAAA2vW0NLn+d5OQL3x+U5CRr3RgAAAAAgGTbu4p/MskDq+qAJEdMy65eVac9jud0dz95h1oHAAAAAGxK2xpc3jXJS5M8aPq+k9x8emxNJxFcAgAAAADbbZuCy+7+ZpK/r6oTJDlNksOS3DvJm9atZQAAAADAprWtFZdJku7+Q5LvVdXDkry3u7+7Ps0CAAAAADaz7Qoul3T3w9a6IQAAAAAAS1YVXCZJVZ0zyW2T/E2S/ZPUsk26u6+4A20DAAAAADapVQWXVXXLJC9K8sckX0/yy5U224F2AQAAAACb2GorLh+a5HNJ/rG7f7Z2zQEAAAAASPZY5fNOn+SFQksAAAAAYD2sNrj8YkZ4CQAAAACw5lYbXN4nye2r6u/XsjEAAAAAAMnqx7h8QJIjknyoqr6S5HtJ/rxsm+7u6+xI4wAAAACAzWm1weX5knRGYHmSJOdaYZtebaMAAAAAgM1tVcFldx+0xu0AAAAAAPiL1Y5xCQAAAACwbrap4rKqzpQk3f29xe+Pz9L2AAAAAADbY1u7ih+WpKvqhN199NL32/C8PVfZLgAAAABgE9vW4PJ2GUHlH5d9DwAAAACw5rYpuOzuFx/X9wAAAAAAa2lVs4qzezvs0GvURrcBAAAAgM3NrOIAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALOz10Y3AABgZzns0GvURrcBAADYNiouAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJidvTa6AatVVadI8vQk10pyTJLXJblXd//mOJ5zpyQ3T3KhJCdNsn93/2r9WwsAAADr47BDr1Eb3QaA9bArV1y+PMm5k1w5yTWTXDbJc4/nOSdK8vYkj17fpgEAAAAAO2KXrLisqnMmuVqSi3b3p6dl90jy1qq6X3f/cKXndfdTpm0vtx0/a98k+y4sOunqWg0AAAAAbKtdteLykkl+tRRaTt6d0WX84mv8sw5JcsTC4/A1fn0AAAAAYJldNbg8bZKfLC7o7j8l+cW0bi09Jsl+C48D1/j1AQAAAIBlZhVcVtWhVdXH8zjHzmxTdx/V3UcuPZL8emf+fAAAAADYjOY2xuUTk7z4eLb5dpIfJTnN4sKq2ivJKaZ1AAAAAMAubFbBZXf/NMlPj2+7qvpYkpNX1YW7+zPT4itkVJB+Yh2bCAAAAADsBLPqKr6tuvurSd6e5HlVdbGqulSSZyR51dKM4lV1hqr6WlVdbOl5VXXaqrpAkrNOi85bVReoqlPs5P8CAAAAAHAcdsngcnKLJF9L8p4kb03y4SR3Wli/d5KzJznRwrI7J/lckudN339w+v7a691YAAAAAGDbzaqr+Pbo7l8kuflxrD8sSS1b9tAkD13PdgEAAAAAO25XrrgEAAAAAHZTgksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNnZa6MbAADA7uGwQ69RG90GAAB2HyouAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzI7gEAAAAAGZHcAkAAAAAzI7gEgAAAACYHcElAAAAADA7gksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdvba6AYAAAAAzNVhh16jNroNsFmpuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMyO4BIAAAAAmB3BJQAAAAAwO4JLAAAAAGB2BJcAAAAAwOwILgEAAACA2RFcAgAAAACzU9290W3YpVTVyZIckWS/7j5yo9sDAAAAALuSbc3XVFwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuASAAAAAJgdwSUAAAAAMDuCSwAAAABgdgSXAAAAAMDsCC4BAAAAgNkRXAIAAAAAsyO4BAAAAABmR3AJAAAAAMzOLhtcVtUpqurlVXVkVf2qql5QVSc5nu2fXlVfr6rfV9X3quppVbXfzmw3AAAAAHD8dtngMsnLk5w7yZWTXDPJZZM89zi2P/30uF+S8yS5TZKrJXnBurYSAAAAANhu1d0b3YbtVlXnTPKVJBft7k9Py66W5K1JDuzuH27j69woycuSnLi7/7SVbfZNsu/CopMmOTzJft195Or/FwAAAACw+VTVyZIckePJ13bVistLJvnVUmg5eXeSY5JcfDteZ78kR24ttJwckrEjlx6Hb2dbAQAAAIDttKsGl6dN8pPFBVP4+Itp3fGqqlMleVCOu3t5kjwmI+Bcehy4vY0FAAAAALbPrILLqjq0qvp4HudYg59zsiRvyehu/tDj2ra7j+ruI5ceSX69oz8fAAAAADhue210A5Z5YpIXH882307yoySnWVxYVXslOcW0bquq6qRJ3p4RQF6vu/+42sYCAAAAAOtjVsFld/80yU+Pb7uq+liSk1fVhbv7M9PiK2RUkH7iOJ53siTvSHJUkmt39x92vNUAAAAAwFqbVVfxbdXdX82omnxeVV2sqi6V5BlJXrU0o3hVnaGqvlZVF5u+P1mSdyY5cZLbJzlZVZ12euy5Mf8TAAAAAGAls6q43E63yAgr35Mxm/jrktxzYf3eSc6e5ETT9xfKlhnHv7nstc6S5LD1aigAAAAAsH2quze6DbuUqXLziCT7TZP1AAAAAADbaFvztV2yqzgAAAAAsHsTXAIAAAAAsyO4BAAAAABmR3AJAAAAAMzOrjyr+EY7aVVtdBsAAAAAYFdz0m3ZSHC5/ZZ27OEb2goAAAAA2LWdNMlWZxWv7t6Jbdn11SizPH2SX290WzaBk2YExAfG/l4v9vH6sn/Xl/27vuzf9WX/ri/7d33Zv+vL/l1f9u/6sn/Xl/27vuzfne+kSX7YxxFOqrjcTtPO/MFGt2MzWOiK/+vu3mr6zurZx+vL/l1f9u/6sn/Xl/27vuzf9WX/ri/7d33Zv+vL/l1f9u/6sn83xPHuZ5PzAAAAAACzI7gEAAAAAGZHcMmcHZXkYdNX1od9vL7s3/Vl/64v+3d92b/ry/5dX/bv+rJ/15f9u77s3/Vl/64v+3eGTM4DAAAAAMyOiksAAAAAYHYElwAAAADA7AguAQAAAIDZEVwCAAAAALMjuAQAAAAAZkdwCQAAAADMjuCSXVJV3auqLrHR7djMqqo2ug0AADBnVeWaG2AHVHdvdBtgu1TVeZJ8JMn3k7whybO6+4cb26rNo6pO090/mf69Z5Jj2oHkeFVVdXcvfd3o9gBw3ByvgdWoqj26+5jpJv+pl86bAVgdd3/Y5XT3l5LcMclhSW6b5LVVdceq2mtDG7Z5fLqqPlJVf9vdf57CuD03ulFztHiHfXlo6e47sJYcU3bcYk+CqtpHaLl70ENk+zmv2zHdfcz0z4cm+Y+qOlHiOA3baulvpar2qKqLVtWZHcs3NwdPdknd/ZokN07yuCR7J3lwktdV1dU2tGG7uao6RZL/SHKaJN+oqqdV1V7d/edpvWPKgqUT16q6ZVU9Lskzquqflq3zITxzy8IM7/FVWtqP9uH6WDim3KaqblVVJ9joNu2Clt6jN0ryrKq64rFWOl7P3sLF7j5VdeZk3Djc2FbN38J+O1WSLJ3XscMqyZWT3Dc5VqAJbJv/l+Q1SW4w52O584P1p6s4u6SlLhjTvw9Kcrck18oIMd+V5BlTZSZrrKr2TnKxJLdIcrOMk7L7dPcLp/WVbO4LhalSYc/uPrqq7pLkSUmOTvKbJCdPcniSe3f32xa21+V+Zha69y91+bp2kuskOX2S9yV5f5IvdvcfNrKdc1ZVey7c2DhJxqHhtxvcrN3OdAPpT1V1zSQvSPL1JFdZ6b2p+/PKlt6rVfU3GcPRfCjJId39rQ1uGtth4bj94CRXTPKc7n7F8vUb18L5WfiMO0mSVyU5aZLrdvcvN7hpu4WqemSS+yQ5JMkzknTGZ+Fu+z5cOJ7ul+RCSS6V5MRJ3pTku939fxvaQGZt4f1zziSfSvKsJE/t7sOn9XsnOVF3H7EBbVvsPbdvklN4P+8cgkt2WUt3hxcCzMsmuUuSv0/yq4y7M8/u7p9vVBt3N8sO1vsnuUaSf01ynowPlvt294en9X8JlzeLqrpzknd39zen70+S5H+TvD3JgzKC9asmuVWSS2aE7HddujB2QTU/Cxd0F07y0SS/TvLtJBdM8qMkL0nyn939+Y1r5fxV1ROTXC4j9H1Hxn77vAvjHbfsuPztjPfpw7v7f6dl+yU5XUYY8fnu/uOGNXYXUFVvTbJfxs2lT03LTpjkBkl+nOQj3f27zfgZN3cLF7uXywhInpPkURtxcbsrWfice0GSSyR5cXc/ftk2zk+208J+PXPGDaXzZlSNfXiDm7bTVNUrk1wtyTFJjkpy2oy/ywd29y82sm3MX1W9Icmpk9yhu782BYXnSfL4JPsm+UKSRy8FmjuhPUt/0/smuU2SOyTZP8lvM97Xr/K+Xj+6a7FLmk6gjlm8aOjuD3b3zZI8MMnPMkLM11TVbTeqnbubqYphaSzRa2eMMbpnkm8lOVeSD1bV66vqdAuB8qYYJ6mqDkzy1CRfqqpHTfvpzxkh12u7+wfdfVh3Pyfjg+7fkpwtyder6lnTBZeLghmoqqtV1Z2r6vQLx5hHZFRg/WN3Xyzjd/fRjC4sL66quy51S2RY6Hp4lyT/klF1/L4kV0jyliRPqKpLLI39xY6pqtslOUGSFy6ElldM8t4kX8kIcu6iO9PWVdUFMyqDXprkS9Oyy2fsu5dkhO5vqKr9hJbzs9C9+UkZNwaf291HVNXeVXWu6bP28VV17g1s5qwsXIifP8nNMyqb/n1at09V3bSqnpbkXlX1txvZ1l1QJ0l3fzfjnPkrSf5zaQiK3XXYlKXz/qq6V5JrJnl0xjnTlTLCyz0zzo9hq6brqrMl+WR3f21afMckr01y1oz30e0yegDubE9J8piMwPLN09dnJLns4jnW7vo3vlHsTHYpCweAE1bVRarqsVX1oBrjeV0oSbr7ZUlumOTpGVUTz66qq2xQk3cr0wnun6rqvEmel+QTGUHO3yX5x4w7YFdIcnhVHZJsqnGSfpLk9kneluT+GWHurTKOs0clSU1jznX3VzP21S2TPDPJP0/bMg8Pyfi9PKGqrl5Vp834/X5kqQKru7/T3TfJCDmOyThhedZ0kbcpwvrj01tmVL1Bxv65esZ7/spJnpDkeknekOS+VXW2MsHaqizc8Dh9kj8l+b8kqarrZwQ4J8nY719JcmiSc25AM2dr2d/rSTPChu929++r6hIZN6TOllFd8c8Z3Y9vt7PbycqWXxhW1SWTnDnjs3ipm/+tkvxXRjB31yTvq6q/35ntnKuFAP7WGZNefmCqKD4gyaOSvDzJTTKOJf/mQnzrFgK70yXHHjKpu3+X0VX8qCSHVNXJd9ebH1PV894Zx8uXZFTw/jzjM/+3SZ65VAVdVU+sqtNsXGuZsR8m+X2Ss1bVQVV18yQPT/LlJBfo7ktkXIdetXbCmN4LN3nOl3G99+gkl+/u+2QUTH0qY/ionnrcGdN2jfnwYZeycAB4dJK3ZlTxHJLkxUleWlUPnKqkftndj804WX1Yd79zQxq8m1nY//fM6DL3su7+3rTuw0keNq2rJI+qqqOr6hob0tidrLuPnkLzu2QMwv7TJE9McpGMbjLp7j9U1V41xqP747TPHpLkSt39oo1qO3/lqhmV29fIqLy6a8aEVH8ZL3Cq4Nmjuz/W3RfKCDKulvG73Cxh/XGaQss9M4K030/H5T9399czKlivkuQ9GVWrb05y0w1r7C6kqk5TVadeYdX3khyY5OpVdfckL8s48f+n7n55xnv6jxkB56ZWVSerqiskf7nIXjof/k7GUDOPq6oHJnldkiOS3Km7/yOjiu9bGccDZmC6kNxzocrlD0lOOK3rqrpVkkcm+W7GWHtXzBi25cob0d4Z+3mSU2UMgZIkT844Jj85yRkzxmi8dUbvGlYwHUtOmOQjVfW1qnpuVT2uqq5aY6y+/8moQLxYkpctBZy7qVNn+vzv7p9W1RkyrteeluSryV8q3G+f8TcJf7HUszLjhtM1M7qEvyzJfyc5uLt/UVUnzTiu753xXltXC9fAN8o4D3jn9Blz6amNT8g4D0uSg6vqNXoUrS3BJbuMhTuZ18oIh16aMRbPQRmVEHtnBGcHV9XJkqS7v9Ldj96I9u5OVuha+LOMypSlsRmXQpzfdfdLM05wv5jRlfZXO7OtG6Um3f2j7n56xsnYMzO6it+vql5RVQd095+mqtV9pu1/2d3v3djWs6i7j+zuxyS5QEaX5n/LCCXvtlSlMwXPx1TVPtP3L844cbpXsrm7h9SW8Ye7u/+U5J1JjlzcZtp/n05y54yKzM6YuIrj999J3lFVV148KZ6OvS/MqOZ+XMZ+v2d3f2r6/DxLRnD5pw1o89zcN8m7q+rFVfW3CxckP8r4e//TtM13ktxx4ebnAUn2yvgMZANV1dmr6glVdZLphshSdds3MyZOe1pVfTBjbMF3JrlXj/GkD0/yjSSnXuHcZjP7dMYx+B1V9amM4/KTkjygu4/OuAny04y/AZZZ+Mw/Y8aQKB/OCORumHHM/khGYPfUjH159YyJRZeev7u9F3+R5ERJTjl9/6iMv73/6O6jpmXnzziWOp5yLEvH8+5+WMbf0Uszrqtu091fnjZbmvTpg93925143v3zJCfr7i9O3z8t41rh3dP13Qkzsom9M84XWCMm52GXU1XvybjIvU13Hz6FPz0dsJ6WUR11n+5+SlXt3SYiWLVpfJEfL9+HVXWjJK/OuMB74tJJSFXt02Mm7btldMm67dJYa5vF0vtx4fsrZFT+Xj/jffu47n7Uwvq/zLrMPE13Uw/OuND4WMb4X+/p7h9P6/dIstf03jdhx2Q6Dlw34wbTiTO6jb2+V5gwrapO0dOA5sv/hthi6k5/44yA/IIZ3TifkuRr3X3UdPF7joyqyg8vHJvPmXHBvF93X3wj2j4nVXWZjGqyq2WMC/qCjAH+/zCtP1fGxfTvuvs307KzZBwHbpjkdFOYwwapqn/LuFn95YzZZl+wsO4yGWNwHzit/7fu/u207ioZlTsP6O4XbfbjzeL/v6pukNF7YP+M0PLN0+fafknunXEMP0+bfOJYasukUOfNqLx62hSkVLZUqF4hI/Q9R0ZPnGMywo3/192HbkCz183CddkDktw9yfMzrhf+qbtfPW1z5ozPpAO7+yIb11rmaDrmnDDJ0Qvnhn85v66qi2XcXLxkkrNMf3875VheVdfNmAD4H5P8XcY52BWSfGJqxwUzeoK+u7vvu97t2UwEl+xSqurkGWXjv+3uq03LKske08FinyQfTHKC7r7AhjV0NzB1YflIkv9Icmh3/35h3ckzutBdLMljM2ZV/tq0bukE92ZJLrJ00be7W3bi+rcZ45x8e1p3kiTXyQgwr5hRqfqg7n7NhjWY7TIFRkvj6xyQEdz/R5KPL10Qc6y/g3/MqDL5dpLPZMwofqKMffbKJJ9eConYfjXGXb1ZkvtlzKz51IwT5cOXn7hX1Rkzxhi9ZJJrdfcn3DBJaswKeo2MAPNSGRVCj+ruVy1ss3d3/3Ha9oUZk0sc0t0v3Ig2s0WN4RKum/F3cIGMroQP7+73TetP2t2/XvacSyR5cMaF7qYd63VrF/i1ZQy3vaZq+aXlN8sIMp/X3Q92/Bimc+ELZAQWv6+qz2SELVdO8sMVjsVLn48nywg8bpvR7fRW3f2Ondr4Nbbw3lkMws+V5BVJzpcxZMw9krw9o8fWQzPd1N/V/+/suIW/jTNmVFbeJWPYj59mVMw/cOF9deIkn80497l3d79x+TFrndu6X8ZEfSfPuB54bUbvlj9M52b3zOh5eFB3/0hBw9oRXLLLqarXZVyAXaa7vzV1gTsm+ct4Rs/KuPNx5Z7GX2T7TGHwARmDHn+iu288Xbjt390/mrY5KONC+bIZVWgfSPK5bLkQfEp3H7wZDtgLJ2z7ZXQR+knGh+nXlp3E/U1Gtc5NMqql7uACeF4WTp7OnDEG46sWL36rav+MyZfunTEMwgsyqlI+tQHNna2q+u8kv8kYv/LwjMqn+2RU7Hw/Y3KvN/aYqIpVmD77/i6ju+HtMybWeEySty5VtU6B+12S3CljhuWnb/YKs+TYle5VdZ6McbOvnHEh9PYkj+zuj07r98i48XSPJO/oMX42G2jZ5+rZMsLLGyQ5Q8YNk4ct3DhcCp/PlBGinD6jN8gHdubF7pwsVMRdOaP67yxJXp9xHnfU4jlbVd0io6Loy919ucXn7/SGz0yNiaBemNGb5s0Zn3HXS/K2xRBv2ft1sWrsgIzz528kuc7ucDNv6mnx4e7+wvT9PhnDl9wjY7zg32Z0H/9Vkud090M3pqXMUVW9K8l5M+ax+G5GsH+uJFfrhfkqquofkqS7P7CT27d0vXe2JC/KyCPek+SNSX6QMev5RTOqrh/pJs/aElyyy1g4Abh+xt2Nt2ScfP58YZtTZZxgXTDJeXf3wGxnqKoTTneSX5zktBn792O9ZUbAO2Z0nztzxri5RyZ5TXffaVq/25/gLnyQvSTjA+vB3f2fC+vPmOQXvaWr2sUzAt6H7O77ZldVVf+VUYX1kB5jli5ff46MiZVukuQF3X3HndzE2VkIfU+ZUU3xh+6+/7JtLpwx1tVVMmZgfE7GjKOO1atUYzyliyZ5QEbX53dmzB7+iakC4BQZM4v/sMf4S7v9zaTjsxRYVdW1M4LdcyX5z4wQ52xJ9snoCvawhZt1Z0zy090hXNgdLD+3qDGkxy0yhvTYI8lzM3qL/HFaf6mMgPNd3f2mDWjyLCwcpy+VMfP63hljtp0+ycczQqZ3dfdvaswMffMkZ0ryuu7+igvxLWrMhn2tjBtDF82YmONW3f3B43neYnj5mIzziMt393fXucnrqqquk+QNGUUPL8zoKvudad25M/bTXhmh5YuTHNaG89r0Fq6hbpjRK+c2vWVIgS9lzJnwL93946mo4I/d/cOF56/7deZU0HPS7j6yqk4wnVudKuM9fc9smbDvuxlDqD1jZ7VtMxFcskuqqntmzBJZ09c3Z4yhduOM8VT+pbufs3Et3PUtXNgtneQ+KGNW2l9nnHC8LsknF06+LpfR1e43Sb47PWe3P8FdCNTPlRHE/GuSl0wn/WfM+FC7QUaXgkO7+2kb11qOy8J7/Y4ZF2936e5XLqw/MMmfk/ypu386Lbt6kq9P1d8CoTEswn9mBGUf7e5/nZbvkWm+nun7G2SMe/Wc7j54o9q7u5j2734ZYy4dklGJ+cKMcZ+/7sR5ZVX1nYxJ5B65VP1bVVfNqGC9YUa18FMyehBs6r/tuVqsmqyqE2RUx94kyWUyJkE5dOk4PgVxf+5lXVo3o6r6SJLfZ9xk+kHGDf97Jbl0xvndE7r7k9O2xoufTDeKDuzubywse3jGjaMjk5wsydMzxjP/ycI54j4Z4eY3uvsn0/P2z6jw3qe7L7iz/y/roaqulDET/bmTvCnjeuGD3f3Laf1i9emm/hvk2KrqBRnnLrfo7u9X1Z0zPn8vnzEsU1fVMzKuNR+x3sekhevgc2Vc2109yf9mZA7vSfK56bNkj4xhwA7PuLn5s+n5m/6aYK0JLtllLFX+Tf/eL2Nso9tkVEXtlREoHJlxV/hOG9TM3VqNcXmeljEuzdczqqXe3tP4lptZVd0+Y6KAG/QYQ+5MGR+4187ounaaJGdPcr3juxvPxplOQL6c0eX/odOFx+kzwudDMyoF/itjnLtfblhDZ2qqJv7YwqJ/TvLy7v7dtH6xi+6JMyY/aSd422d6n/5dklNnVHN/ZWHdGZPcMuMm3skzhq147ka0c86q6vIZ41TdvbufuywAO2GSJ2RUY/46Y6zWS6q2nK/FcG26yXTD6XHujPG6H7+zuxXOzUKIdpqMiuL/XKwMyujCe4OMi/RTZtxcelaP2dhJUlUvywhSbtrdH5qWXSVjQqMjMq5NbplxrvCIJM+fwo8LZNwkeUx3P2Lh9a6U5JvdfdjO+1+svekzKQvFDHfPGIKjM8LL12fczBSAs6KqelrGMG/nnG5CfS9jAsL/16Pn3+kyelx+JcnddtZ7qao+lTGcxgcyJvP7x4y5Cp6d5L+7++sL2wrj15Ep2pmthTsdF8oYM/FsVfWbjBLszyV5SVV9IGOGvr9NcqqMgGhTzWK9Xhaqz06RMZD2Ed39qyS3qaqnJHlmxmDt15zukr1n6S7yJvWNjBDhSlX1i4wPtDNmDNj8zBpjIb0nyVkzJpBins6eUS34vYX388MyLub+O2OA+XtOXx+2IS2cse7+RJI9quqBGRdtT0ly3qp6RXd/fCG03LMXJjUSWh6/Fe7+32ph3bszKnzePVUqPCnj/fqgjPcqf+1nSfbM6K2Rad/ukTHZ3++r6sFJrp9xvH6r0HI+FroW/l3GsCsXTfJ/VfWtjDDu8CRPqar3ZYyRdsskz62qc2zWi8qF0HKPJBdK8svpsXix/bOqem6Sd2VUHR+SMUHGv21Qs+fov7OlmjdVdfYk71sIzT+Xca53u4zz5FtX1dsyxoM/MqOX2F/2eXe/e+f/F9beQmC5d3f/sbufUVXPy5g47h4ZRSavqaq3dff/bGRbma3PJrlJVZ0146b30Ume3Vsmhz1nxnXVy3uMW7wzuohfIWMotNtkFOr8qarOlzHh4eOz5Rr4Xd394836+bKzqLhklpZV5XwtyekyJnTYL2Pw9Tdk3IH5+grPdbdjBy3ryvGqjAu7+/eYbGZxbJ6bZISX+yV5d0YV2qacbGOqynt2xuzJ+yY5KsmtMy54j6qqi2ZMDPDUpQoH5qfG+IxfzqjQeUzGJDxXzzh5+n/TNh/PCKpv5VizdVPV0zMyqo6/mdF1+bWqd3bMdPf/1EleknHxfLaM8OZvM7o0339h2327+6gNaehMTMfmkyf5Wh970pETZYQQZ88YG/FDvTC0SY2xtF6WMc7te3dqo9mqhZuq50zy6ozxSb+fcZ7YSb6a5Ond/aKF5/xjxs3Xj9YmGMLmuEzdL585ffuOJLfvhfHiFrbbJ2M26C9PQb5z62VqjNn8kYwbdP+Z5DML585nzRjL+VZJLpbRS+ng7n5T7WaTQlXVBZN8q7uPnL7fI8meC2HuIzJC8D1iTHC2Yjpn/GDGDcUzZvQaee4UFp4to1jg0t19xmn7dTkmLbsGvkpGb6sbd/c3l1X2Xz/jb/9USd6bcZ28Ka+Bd5Y9NroBsKSqzlBVh0wf6Euh5b0zxou5RZLzZ1wA/2vG3eLPVdWjp27jf+HEak3skfxl0PBLZHTv+Foy7qrWmM023f3q7j5DRjhx5Ux3oDej6cT/ZhmVCf+c5FLd/YYptDxVxnv3gIwLLWaqx2Rf988IoD+R0e3rAUmemPwlzPh1kn0da7aoqutW1Ter6iJLy7r78O6+bpIrZNw5f3SSF1TVnZaOIWybqRtnaszwe46MSu6H9BjL+YEZFWUvSnLfqnrM0vabPbScvCHJh5OcZ3Fhj+ELnpMRAj85o9LjTAubXCbJBZKcaOc0k22xEDo+L2OMxhtndAc/Y5LHZtxIfXxV3XXh7+BtPc0Sv5lCy6q6Y43xx/9yDMm4wP6XjCE9rprk4VMocCzdfXR3f3qp2snn3bD02TXtz//NqE7914zj792nwDLd/c2MCaKWhiu4Tk+TQu1moeW1knwmycFVdb4p2Dlmqojbe9rsjRnH4NtnjP8Jf2WqlL9ORlfwP2b0eLhtVd0nyauSXCljHN6lHihrekxafl5aYz6Nm2fMp/G9qY1/nG7qpLtf391nSvK4jIrqH6xle/hrKi6Zjar614y7Gl/NmJX5dVV1l4wTq1v3llms901y3owLtdsl+XHGIOLP3piW714WuhOdNuOk7MkZ+/fXtWwcujr2mGAn6u7f7W53kley0l2+qtqnu49eaX1V/UtGGPbs7n74zm0t22rhvX+SjHDoLEl+0tO4aFW1V8ZJzLMzxjJ922av3llSVbdO8vCM8OCVSe7R3b9Yts2dMvbdK7v7Fju/lbu+qnp8xtAp/9Dd31529/+MGVWtF0hyoe7+/sa1dD6mars7ZVRM/LGqLpYxQcZSN9nLZXRnPFfGGHQ/yAi/Lpfks919mQ1oNsehqi6R0cvjPr1s/NaqOk/GzLSnSXLF3qRjcNcYU/GzGYHRVXtLd8ul8YXPk9GN/vYZ3cGfkDGx4M92fmt3bdMNu2cmuUhGkPnCJO/taRK/3dnUS+UxSf4pI9x5WkZPo8MWtrl8Rrhzw97FZ05n7VXVQcveLxfMKBq4Qcbn8m8yjmVP6+7X76Q27Z3krRmT7iRjrM2HdPe3p/WVZO+F6759p0KV3f4aeCMJLpmNqZLpKhknURfLmLXrS0nO193XXrhzvlS+ffJpu/slOcd014M1MlX2PCnJbbv7rcvWLY0vdeEkxyT5Qm+iMeoWAq5LZ8xeeu6MO86fSvKOpZB92vbOGSdyr+vum21Ig9kmVbXf4u9uhfV3y6im/V53X3PntWz+puPzBTKqn26fEfw8orsfuWy7fZKcoLuPXH4jhONXVffLuAA8Y3f/YFq2Z8ZH4zFTSPeWJJfoaUZgtqgxm/1rM27IvSrJl3rLoP83SnLHjG5fv8mYTOJZvYtPmrE7qjGhyRszzk9eOx1/KuPvoKcg6ZMZXXMft4FN3VBVdeOMLruvrDFe/EWTvGqhEOAUGWHbHTOCgi9mjMH4jqkimQXLupCepLt/s2z9P2X0ztgvY5iJlyX5xGJovLtY4Qb9BTICzKtmVPU+J6Oq9+iMitTbJjnb1KuFTay2jNd9tST3yQgnj8q4sf2K7v7BdK544oweEXsmOay3TNC7pl3EF4L1O3f3ZxaW75ExVNSDM46Tb0zygiQf6THnw9L5Vwkrdw7BJbNTVedNcr2MasozZgxmfcvu/u9p/bEqnKYqk+ru721Ee3dX04XBO5Ncq7vfslhROK3fO+PC77AkD+xNMnHBwgfuJTIubPdJ8vkkF8zoQvyBjIGj37nwnGsk+fxS0MA81Jax0i6UUUl50SQnzLjYeP7ihVtVnSPJS5P8Iskde0yAotoyf115neTSGeN63SzJd5PctbvfvrC9sdJWqcbEPJ/IGFftft39pWXrb5FxwXi97n7XBjRx1qYbng/NCNd/ktFt8U3d/Z2FbQ5K8vPu/vUGNJFtUFVnybhR+O4kd+otY+st3VRcGivtzUn+xfEmqaq3Z3RnfFWS1yw7Jp8xyT9kGuYmyYO6+1Eb0tAZWzhnuG3G+NdP7O6XLq+yqqrHZnTHPzKjmvtRu8tNuoXChX0zxlU+e5LDu/tT0/rrZYTf58wY1/PkSU6RsQ/0ONrkFo7Re2YML/arJB/PmBTzKkl+mhEivipjXOJ1P3ZPveIem/FZ8e+LPVmm9SdJctckB0+LXjK173OL18WsP8Els7HsTua+GRe/18soFT9Bkod291OXts2Y+XPThwbrpcasaR/K6PJxs4Xle0/d7f4uyYszBm6/0wY1c8NU1eczZqV9WHd/qMZERa/MCC9/ndGt4LXd/emNayVbs3DyfaKM4Hm/jArv32VMdPL5JId292um7U+ecYL+o+7+7mavFlyh2mLvJH/uLRN3HZBx7F6aiOrTGTeg/mpCNbbNdPd/r4yqln9J8v6Mu/8fnt6TF8mYRfxc3f13G9bQXUCNiV0elVFl9tGMcOEjvcIkJczLdP63T0bofIeMcaWf2AvjuU7d/1+b5JHd/VQ3S5KqOk3GBCm3yLgB9+aMYTs+N63fK2Oir+sledl0TNn0+23JQmh5hoxuq+9P8pju/vxWtj99Rrjxtu5+zK6+LxfOmZa+PimjwOQEGX+PH8i4TlsaWucWGecAP8volfXvG9V25qfG0EH/mnFe+LEa81WcI8l9M943H8n4jP7I8srmdWrP3/c0DvJ0k+fDK/QYOlPGOdbtknwtY86CFyhK2XkEl8zOsgDzgCSXzxjP8h8zgoV/XbpTvNnDg/VWVQ/KqE55c5LHLxzUT5oxYckDkpy/u7+yGX4XC3cKr5nRpeFuPQ22XlVfyghnnjc9zpyp63jGvtONYEYWTr6fleRqSe4+VRafN+Pu78+THJgx6/DDFruPbGZTeLY0Sdd5My6CH7pUcb3Cnep/nbY5XcaEMq/agGbvdqrqDhkn9afMqGo5IqPC5egk/9Td71peBcRfq9G1/tEZ4/29JmMyjc8tVfAxL8vOD/fJGFfwdkm+kNH9/4cZx+27Jjldr/Pss7uKZVXxF8o4r7tMxsX3azNusn5/Wr9Pdx+92ffZcgvnf6/OqDS8fXd/YQrS98sYtuq3Sf4nybuX90LalfdnVZ2iu3+xsA/+PmPs1OdlBLhnzBgm5kIZYe2DuvtbG9ZgZmmxl1KNGbnvleQai8HkdH15pYybLOfJGDP29r0OY+9Of7t/GadyWnb2jIrKs2T0GHrU0nXewjZ/nzEnx6WTnKnHpELsBGYVZ3YWTkr37u4fTxe6905yz4zxFN9aVa+rqnPv7kHZRqktM6u9eHpcMclrqupNVfWIJO9JcueMgZI3RWiZHGtWzXNnnKB+K/lLiHCWjPHQPpLkHkn+nOT8SU4tPJifKXg7Y8Z4TC/IqC5Oxh3g72Z0c35Gkmsm+XBVvbqqTrghjZ2BqatMeswWuvS3ftOMSac+VlW3nNb/sYYTTNv8MqOK9apCy203nVAv/fsCVXX7qrpKVV18Ot4+P6MC+OEZ+/jojLv/f+ki7rizRVWdsKrOX1XXrarzVNWJpv34toyxsv8lo6vsezIm8mEmlm6WbPl2zFQ8XWw+JOPi908Z5yrvzJgY5agkt5mesOazz+5qFo8F3f3Z7r52xriW+yT5f0meVlW3qjHJ4tHTdpt6ny03BXZ/kxFWvCFjItEkuXbGJB7/L6Ma65kZ535JthzLd9X9OZ3f/qxGd9qlz6XrZASWj+7uVyZ5SsZwOwdn7J8vVNXDqupkO7/FzM3CDe+l0PJZGcfnfTJ6kfxFd/+6u9+Q8Xf18CT7r0doOXlckkOm6uiln//1jHPbpbGRX1RVr59u1C9t89EkV0hy0e4+fNlnFOtIxSWzsFD9dJaMbpoXTbJ3RuXTM6Z1NS2/dpK7ZRzsTr38ribbb1kVw74ZAXF6y2y1N0ty6yRnzZi44PAkz0ry3Cmo2BTB5ZKqulSSq3f3A6fvP5txl/2e3X1EVZ07Y//cMskPBAjzVFVXzJg46f9195uq6mwZFSi36TFu1d4ZVQW/SfKH7r7GBjZ3w0yVTa/KuDj7jyRHTxdxZ8joanvjJOfNqDh+2BTeL3Ufv2PGbKNX72kwc45fbRlL984ZXcP3m1Z9NWPyndf0NAzFFBIfnWlikmnZLlvds1YW9uH5MgKFGyys/mDGMfptvWV8xAMy9vXruvstO73BHKepevuyGb0Z3pbRRe/r07nhQRnVxxdN8p0kn+lNMKPz1tSWbs2nzKisPGdGL4IX9LHHiN8jo+fMHZOcIWMW9g9vRJt3BVPA8akkz+zuR1XVxZK8IuNG9j2TfDvjc/Bt3X2bDWvoGqqqy2QcPy+f5JtJ7pLkZBldfG+0bNsTZpwL3CpjHOFfJjlnH8ekh+zequrE3f3bhe/3zzifvESSk2ZULh66Ui+HqYhm3+7+3Vr3IJmudV+QEVJ+LmOMy3clOXLhPOoiGUUM18qWCbce4Vx24wgu2XALJ1hnzLggO3eS/8u4E3OqJD9Kcv/ufvm0/YkyKgD/2AuDi7M6C/v/1BkBw10yBkf+cpK39Jau0Hsn+Ztp3Z962WD4G9P6jTFdKJ1w+jA9fZL/SvLZ7r7jtP7qGRNk/FNP4/0wPzUmcDg0yb26++dV9fQkl0ty7e7+znTS9PGMsUufvR4nT3M3vdfPk9EV873dfaVp+Yl6mryoqs6T5CYZY6OdNmPCjKdkXDDfM8mHuvvmm/FYsSOmKtcfJnl7kn9P8seMC8iLZVxAvi6ji+d3tvoipKo+lzHw//MzbrodmPF+PW+S53T33TeweRyHhfOT22d8pn4zIxy6WMZMs8/OCJG+v4HNnK2qem1GddxRSU6UEV4emunzbGG7M2XcsDN5ynGYgrk3Jbl4xszZV8oIKh/e3e+bKgxflzHhyD/1wriru7KqOnHGjZ97ZUxE+dOMyc2u193frL+eNHX/jKDzdG1sy01rOm7fLMmDpyrFpeVnSfL3GcN8XD7jb+rRGTecdloRzPS+vmRGtfQ/ZMwa/viMMVmXZjDfI2OouptnVFn+KuMG0BOc0+58gktmo6r+O2OclEd292trjDNxhYxKv4sleVLGuCm/38Bm7raq6vUZgfAnMu6SXjKjW8h7kvx7TzMGTtseaxy7zW56754tY4yjvTK6Gp6lu8++oQ1jm00h5eMyxrs833SxfPaMmcRf192PO84X2ASq6sCpW8whGQHlS7r7swvrr5hxkXzNjAqoZFSnXK27f7nZKrN31FTN84wkd+mFMVar6joZE5KcJWNimddnBJi/XfGFNqGlC4oaE0Q8K8ktuvu/pnX7ZISXd8jo2vj8jDFuzQ46UzUmw/tURnD/i4zP29tkDFnzo4ww7k2bucpyycJ7/xoZXZofnDFW899lHJ9vmhEAP7CXjd02Pd9x+jhU1UEZQ8pcKqMC/j5J/m/a5xfOOGf4r+4+eHcLNqrqtBnVudfP6A7/iiT3XurKuzzAZHOrMYHTvZNcqbvfW1WnWniv7J1xHL9WRsHMKTM+q5/R3d/dye08ZUbvoQckOX3GDbHnJvnOQs/D/adt7pzR6+gyO7ONDIJLZqGqzpXkY0kemeQpfezJHS6YcVJ6qSSX6u4vbEwrdz8L1QxXz7j4vXdG9+9jquoLSU6dUfl6RMZgxc9vs67+lala+F0ZF8MnyKjquX13v2dDG8ZxWn6BVlX3zKgUvF/GRfJdM05Uzt7d39vdLkK21dKNiunOc2dMYnKDjO41L0jy9u7+9rTtCTOq5vfI6Ab0xe7+qQuabbOsAv7qGVUIF58C4xMu3rirqvtmnPCfOcnldfH8a1X16IyA6/JTt+LFyQFOm1HJeoUkF2mTScxKbRlCaP+Mqvc3dfezFtbvk+TCGcfra2Ucsx/sc3eoqgdkVATetqfJI6rqVBmV8HfLeN+/OaPro8nntkNtmcBo36WqyhrjX94vo8LsjN39m90xBJ56YZwvyd0zqtB+k+Qh3f3shfV7+LwnSarqb7v7W1NvyTdnjEP8ioVj0kkyej/ccnr8OCM4fEbvxKHgFoYcuX3Ge/tXGdWXr0vyk6W/46mg4ffTNYHz2p1McMks1BgT8ONJ7tvdz50ukGvhAuOAJN/PmAzmfhvY1N1SVf1XxgQaD+juw6rq5klelHHS+zcZd8F+lRFg3qu737lRbZ2r6UPv0hn76/MC9l3PFLo9OWPIhBMl+UGSJ3f3k5ygHFtVXTJbJiF4a8bEGO/v9RtEfVOpqg9kXBwekeRuPY25OH027rlQBXD6JLfu7sdsWGNnbOFmxLm6+2vTsj2THDNVSF0poyv+lbr7/RvWUI5loWrwDBk3VC+U5FXd/bzlN5Cm7rlXyvg9P7G7n7oRbZ6DhRsf50tyriQ37e7rrrDdQRndH++X5ExJTtXGITyWhX25f8b76xIZ1yGvSPLzZV2j98oYd/W8GeH5c3f3YWWmirkrZlScXinjRub9u/u9G9owZmHpRvd0HK+MY/ibM25qfzJjnMs39ZYhh06dLRPlXTDJaTeiZ98UsJ4r49h4w4xs4jEZQx791Tic7FyCS2ZhCiY/lTGo+k27+/+m5UuD6++fMevvpzMq2QQIa2S68H1dkq909+2nZd9I8pGMLoq/r6qnZnQN+UmS6yzdKYO5294qyelYdOYkp0vy9YWwY1NWWybHqnz6q31QVbfL6GJ/woyJe16Z5GO63e6YqrpqRk+D82d0jT0kyRsWulntlRx7tuDdsbpnR9UYS+sTGeMi3m15ZVmNieeen+T63f2ODWgix2E6vjx/+vaLSW7W3V/dyranXuoqvsmP1yfOGIPwBBk3327S3R+dwoNaqBzaO+P4sn93v8vNuZVV1aszehgcmTFW7hEZFWEvTHLYFMycM8ltk3yju5+3YY3dANONg5smuUdGb4t3JbluG9Zr01uhV9OeGcMs3GVa9PYkr+zu9y1sc9aMm7NfX8/wf/EzYgpZT7IYTE7H0StknHtdOGPYjSf0NCkiG0NwySxMF2EPzhi36xkZY0t8faGq5OJJXpvkpd39bxvW0N3QdDJ7syQ/7O73V9W1MsbouXmSd03B8cOTnCJjTKQjXCDD5lNV98uYmOspS13lpuWVMQbxvTICotdmTP6wU8cp2l0sO6G+XZInZnS7f03Gsfm9C/te2LAVSz03Mgbef2CSr2T0JHhzd3+3xmy5Byc5axuPeJaq6hQZlW43zghHvpzk4UnesTO7Ee5KpiDpn5JcOWPM5q8muefSUBKLFcfLnrdpw97lFip+L5/kHRnHkLcm2T+jCuuOGROnHZpxQ+mXNWYp/tNUpbnpzpFrDJn0gIwg/BYb3R7mo6rumuR9SzedakyM+dCMoZh+lBEKvrK7v7KT2rN0M37fJNfOmJfglBmTmD03yRunv+k9k5wmY+LJJ2cMq/HIndFGVia4ZEMsnBScMskvFi7SnpwxC+3nk7w6ydeS7J1Rsn3WJGdyF2/tTRd4mQ7k18kYz/KG3f3u6Xf06IwuMJdyYsuuoKqumXGR8ZreTWb23AgLVe93SPKIJF/q7itP65bfTT8ooxLlKhmTUwkut8PWLnZrjOX3xIxx6X6WEb691p3/Yzuu4KWqbp0xXtUpMy6UfpzkHBmzLN9qseKD+ZkqZy+bUdV1wYxeIocm+ZxzkpVV1XkyJkq7Xcb580sybj7/cFrvpsfxmAKXm2QMx3HYdJNu74wKrPtnTHb03iRPzQjTN/WkldO1xF56XLCkxjwVn8koSvq3ZVWNl8oIMC+U5EsZs4s/fb3/jhaCy6dlVEr/X8Z5wf4ZVcOfy7jZ85Fp+z2TnLm3jOXuJs8GEVyy0y2MG3OmjEDspBmDh/9iWn+9jDFTLrXwtI8meXyvMAMia6uqzpExk/gXMsbyOW9GmHyP7n6+k13mbqrg/n3Ghe1jFsbQ2a737sINlosm+XF3f299WjxPC///fTO6HL4iyeN6y6Dqp8voVp8kX+vuX03Lz9bd/7sZq05WY+Ekeq+MweGvm+S3Sf43yfe6+xvTdn+XMZnMlTICzGt398c3pNEzs6xK9bIZ44P+MsmPepqsZbr4uF+Si2YMbfC1JC/v7s9uTKtZbtnvca+M6q2l7t97ZsyMfYOMmV1PluQ5GZM4bKpj89Ysv6CeuoNfPKNi9ZZJ9sq4AfXkzR6ybc3CNcoFk1wgyS26+0orbHeyjKrWB2ecJ5+mjfEMf6WqDsmolH9Dxo3CPyxbf8skT0jy3z0NWbaObVk637pAxhB1D88YG/l3NSbeuUzGOJtny8gmXrae7WH7CC7ZMFX1tiSnSvLU7n7ZCidcF01yziTfS/KF7v7lBjV1U5lOdO+bMavayZL8OaMrzO02tGGwjarq7hnVENfv7s9MVQAH9DR27na+1qkzBud+WHe/dI2bukuoqoMzgoKbdvfHp6qT62VUsJ0l4071g7v7+cfxMmzFwon0QzK6IO6f5Jgk+2SMAXVwkv/tLZPVXTdjEoRLbeUlN52FsOHuGQPpnzhJJ/lmxhiXz+/uD07bHmt2duZhWYB/04xKmFNnzFr8rCSv7+7f1pg84fwZ3aHvkjGj8SM2qt0bbWG/VZIDM7o2/l+S3/Y04U6NceL/IWOfXT+j4vicSzebOLapyv37Ge+/X2dUrb6pVxhvb+r2+rfd/QE362BlVXWbjHPGT2VMBPs/tTCGZY3JMffq7l/vjL+jqnp8khsluWZ3f2lh+V4Z1f0vzrhhf6Xu/u16toVtt8dGN4DNZalLclVdLcnlMmaBfOXS6sVtu/tT3f3S7n6/0HLn6e4/dvehGXeS75BxAL938peKB5i732Z0CT339P2/J/n8dIGxTaaLwCR5VEaA9J41beGu5SQZNzC+M31/p4xq1l9mXAR/Ism/V9XZNqZ5u64pcDumqi6RMQ7j6zIChlNmhAv7JjlyCuVOlCTd/cal0HI6yd70pv1z0iSPzJi59HwZYyN+PKP3xnOq6vFVdZal0HLpfITZeWySpyU5ecZF7r4Z3ZyvMl3Q/q67P5ZROXiNjGPR4jF705hu+C9d4D8jYwLLT01fH15VV62qE3X3L7v7jRm9me6T5Jnd/avNuM+20Z4ZN+tenHGt/Igk16qqEyzfsLsP7+4PTP8WWrKpLV0nVtW+Uy+RJa9M8qCMCvBHVtXpp2GI9qoxZvrvM25S7ay/o18mOSBjXPZM7diju//U3e/NmHPj4hmVl8yEkzZ2qoWD0bWSHJ7k09MFx+JMhzV9vcIGNXNTq6o9pt/HV7v7Nd39Pxl3nKOLOLuIz2SEPodU1WMzKneevNDF+Xgv1qYu0hdKcvskD8kYiH+zOjyjsvJ2VfWgjCD4s0luPF0MvyRbwmK2w8Ix9YFJPpjkaT3GrrxMkjNkjBn6k2mb69QYR3Tx+esy4+Yu6iwZ3b+f0t1fmm5+3jpjXMRvZkxC9/Kq+peq2lfIMB8LVYNny/h9PTnJJaZug4dlzCj+5WmbpQD/R939tu7+4yYec2ypGOBRGWMxvjNjjOE3ZfSaeXKS+0/dntPd3+vup2TckEuWFQwwdPfvu/sNGTdC7p7x+fafSV5aVRcS+MLKFs5pnp7ki1X1uqq6SZKzJ3lexvX/JZK8tqrOOAWFR0/PXfdj+MLN3s9n3BQ7ZOqF8afp82Xvaf3vMv7uT7vebWLbCS7ZKL9Ocoru/vriwoUx1Q5M8tiqMjPdTtbdx0y/g1pYthkvCNhFdfcXM0KKIzK6jB+VJFV18ml9b+OFx5OSfChjIpTN/Dfw3Iyumv+W5JAkL0zyr9397ekk8BRJ/phxosd2qqr9Mobl+F53f2ta/LSM8aDeNwUzB2RUVN1QpeAWC9UdZ8i4GDpDkl9Ny06YJN391oxxER+Z0QX/sUkuvQHNZSsWQuR/yqiAefP0vr9IxrAUT8iWiu/7V9XLq+rEC8/fdMfn6Xz5z1V12oxw7d+T3K27351RTfTTjGE8HpLkSVV156UKqKX9Lbxf2dL5QY/JOF6e5FYZ+/Hvk7w/ySOq6sxbfQHYxKZj85kyeitdKsnzk/xHRs+lK2d0Gb9Akv+sqsvvpDYt9Ri8RVVdO2Meh3dlDI12SI3JzDJ97pwyYziSYzJ6FDETuhixrqpqv6Uxdpb5nyT7V9U/J3lxT7P+Lpx8/l3GOF/eoxtk+YXAdOG8f5Kvb8aLBHYdU/XOJ6vqHhknHXtlhBbnq6qXJXnP0jFn+Vg6CzdPbpwRbly1u3+9Af+N2ZjuQt8no3rn1FM3zSXnzxhn7lPd/YUNaeAurruPqKo/ZXTJT1XdJWOSntstfH6eI6Pq93fChi0WqjuenXGB9LuMC6JvdPfvp4uVPaaKjmdX1VszxrTazEM/zNnPk5x44Vjy9CTvTrJUWblvkr/NGMN0U58fLpyH3TxjPMa3d/eRVfU3Sf41yR27+0VV9ZSMCRb/IckLMsbRZUFtGSP3lBnHkYvVmHzuNfn/7d11mCTl1cbh31lncQnurh8aSAgkQAIESHB3D57gJDgJCQR3d5fgbsHdg7sT3GWFfb4/ztts0ZmF3WV3qmf6ua+La5mq6tmXpqem6tQRuE3S0xFxKDlBfANyeMcWETGHpHfqW7lZ61H2It6XbDH0ORmonIosvV6ZHGb1FTkobw3g352wpm/KfexpwF8lXRERawNnkg/ll42IO8ns/t8DvyaH9nwYHkrbMtr6l76NXhGxEHB6RPwFuKnp5v9Osvznz8BHEXE98Hk5sUxHPnXvTz6hsVFsJMuqLgWeJy96B476VZmNGiXQ1oMM/uxJXpj8ibzZWJIs9zpP0oPVFhUqIhvz70+ef26v47+hLpWSzf7kxeXsZObOy5KeJEtuG8fOQfYpnpycWjvCk9vbXSVwfjlwcETsTA7jOZS8gG4M1liWHLpxbtnWrqWxw3IsGcxajPz5npEcyPMe8E0p/xqinD59bH3LtB/wFjBpRPyCDFDOT56zPy77ZyF7F989jIfibaX8nvuaDPg+UzbvDzzB0GDAOWTQ8gYyW/B/Hti1s0bmavnybDJwOZDMWt0IODsiti2ft7sj4gUygDmdg5ZmqfmaRNI9EbELcH75Z5XSfmG3iPg/YFWyF/UJ5fWdcU6aHrgHuLas8QNguYhYk2zXsyXQmxzKc7Ck/crrfK5sEQ5c2ugU5AXVecCVEXEw8IikgZJejYjlyKe/5wBXA3dFxFdk0HJOsuTFJ4sfqfIkeRxgRrJP1IDhfG0j+2xF8snY/o1eJGatrATfrgB6SvoS2DEijiPLbbcHfhsRpwCXSnq5KQi0L3nT/HtJgzp98TWpBC3HJIO2y5KTmXsCb0XE0cARJfOpD7ACMJiccP1yeb2DliOm8bk7B/g5WY44BHimZAyOBfyBHJR2mHKghoPDTSRdC1wbEesDfyn/LBYRp5GtHgaBA+tdwI1kCd/RZNn/OcB95RpmIrJsfE4ya6ftA3DlfH0n8IKkj0qW4Fzk77VXymH9yPP0EZLearyulgW3ph7kw419gAXJicfHRfa4vosMYFYDMu8CF8TQYaNt/Rk0g6EZ4BHxS/IB1DvlYfdcEXEucGpE/BO4TNnO6fFGVWa51xwtP0OVe+DpyIcSMwOvlX19JQ2QdD5wfkQsSP68fybpv+UY/3y3kPADexudStnFysCu5PSu48jmvK+Um9+ZgDXJYOVM5A3b48Bxkk6qZ9XdU0ScRGZPHSHpwhF4XS/ySf49wCYOXFqrqj7xLSWi45CBy/cjopfKIJOIWAY4ggzkP0aW1D1Y+T6Lk5k9J7bTBUslcHk6mbl2ElmquSZZirsFcFolCDQR0E+VoUfOAhx5kYNJ9iQDwpBP/XsDPyF7/q1XjvP7zLDfh8ieobsDG5IBh2vIz21bZU93NZUbzPnIcr65gKuAS4BXyfPPYmQm7e7tGoSuvE8/IwOW71fO3f2Au8kb85XIHnObkVOxfyrphWF/5/ZVHhA9SlYWHSDpg4g4AFgP+E0pFQ+yv/M/JT1d32rNWlNEbEz2s3wOeAq4n6x4mhbYChgP+Luku2tY20PAvGT2/p8lnVDZ18f3tl2DA5c22pVf9tORF09bkSUt/wQubPSOIG/O5iB7Xrwl6eOaltutVC5wNwYOAf5Opr93+IPfFPhpZFvuRpYuLqqcMG7Wkiqf9yXIZvqLkZOubwNOJ8sL36ocvwuwE1ny9UXnr7h1VH7eZwYeJDP/jpU0oGSmLkhmoL5SbvKWIoNpnmo9Aiqf0UnIQQ/jkNlQ10r6sByzHPn+TkhWxpxOZp191K7BmqpKkCaAccmHnp9JeqbpuDmAfYDfkO/jCpJu6ez1Wsearjf6Sfq6cQMZEZOTA2e2In9GIFtWHAYcWM5VbRvAL9l+r5EBgpVLJnaQ2YOnkn0vTyfbSyxMZjlt5uyhjpVM1dvJpIlDS1LFE+S179El0eLnZAbwjsqSVzOrKOftqcnr70aroTHIh4efkUlK75IVlZd18tpmJ3ttLlM27QOcJenlsr8HmTjalr9TugoHLq3TRPaYmocMFKwC3EsG0v4t6asal9atlYvZF8l+R7tJem94L14jp1U+TwY99/MFr7WqSkBoBjLjZADZSxfyAmpW4F/ATo0MwfK6XpIGVzMy21nktMWjgQ0l3RIRvyLPHWsCF5eA0R/JoMJykp6rcbldSlPW73XAEmRA7ROy5/NZkg4dxmvbNkjTrBJk35J8IDoD+fDzDmBPSfc3Hb8SsJGk5Tt/tdasEWAr5+vpyf7DvweeBa4Abpf0RDl2TDKI/zrwtqQ3y/a2DsCV6+ltyaESh2toL7bG/r8DmwOfkuX3f1K2nmjr921YImI8cmjolZK2iojLgSnJhx1vlM/s5mRf/nUk3VXfas1aX3kYMBWZ5bgx2bKiP/n7+jlJs9a0rsWBY8h7gpvIBz3Xyj2TuwQHLm20a75QKmVcvyJ7UM1PNu09lOy96FTtUSwi5iefdv1T0iFN+xqZK/MBM5c+H9Ubw9PJKXBLSHq7s9duNqIi4kqyLcUflc3B+wOTkQ9LdiN77/yOLD3s6WDld5XzxV1kedydEfEoGTRYv2T89SHfx1XI6cyv17fa1hcRYwALSbq1sm1L8sn/X8nffysDS5N9hJ8newlfWY51FkBF5QHFL4CbySypy8mS2EPI0vAzgH0lvVrfSq1ZRIzR/JA6sj/j/wH3AX2BRcgA0gnkzeTLlWMdvK8owcvDyKzU7SQd3bS/PzCO3Kvtf3T0WYocJLolef7YlRwmckXZNzMZ7Ogr6ZedvV6zrmJY55nIgb0zktc5N0i6ZnRWkFTubychMz/nIrOon5T0TkT8gYw99CJ7up8P3OJzZGvrUfcCrHsqTyeBoU3AI3slUp5qXE3239mRLOe8DjggcoCMjVofkeV0faDj/zdkIGf1coKnBC3nINP9D3bQ0rqCiJiavAm+g+ytg6QvJb1IThLek7yAWUXJQcuKcm54A3gJ+EtEbEX2+vwb8Hk5bHYyaPmwpNer5xPr0J7ALRFxQik/BJiGzP49SdKrkg4j+/cdRF5EnxER50XEXJKGOFgzVOUm5wAyE3g7SceQ0+4HAReR1xb3RcQ2vqZoDSUAf2RE/L5ktxERi5Dnk43INhS/BBYFviGzvo+OiFUjYgIYOvzBvg3gDwK2I3vI7R4Rqzb2lezuLxtBS/BAnqpKi4IlI2Ldcn9yJvn77y/AO2X/pOW6Yl/gZ+Q9S6OHtpk1aT7PNH5WJN0n6RxJf5J0Tdk2uoKWPUvQciqyb+0N5EOem4AHIuIfwIVk//CzyYzQ68iWSNbCnHFpo0UlY28RYA2yf+VD5FP1Gxsp2SV7ZzpgB2AxSbPUteaurqTl/7eDp8hjA9eSvY6WKUGc5tcdBUwgaYnK9jnIC7XzlFOZzVpayW57Hrhe0iZl23ee6EbEY8DbZLagA5cdiIilyOEYkwB3SlqsbG8Mj1kJmEnS287i+X4RsSwZlPw52ePpaPJB0mySVo+IvsDAyo30gmRZ/prAF8DsaqPJ9sMjstfcGWSv7FPLDcoTwJPktcRqZCYF5M/6HHLf7FpFxGLALWRA6BzgAnJQwz+AtSU919RKYWPy/28v8vplH0nPdv7KW8MwMgQbbU7mIjOGJgB+K+mpWhbZwir3JJMAkwKPl6+/AA4nB4Z8Uc7Hu5DnkTGAL8nP6ctkr8vD/DvPbMTVkTEfEdeQD8eOIQfMjk9mUy9MVhatK+nVct31J0lrd+b6bMQ5cGmjXOVi6mfkNMg+5LS+eckbt9uAcyVdX3nNmGQJxoc1LLlbiIgnySb2P9PQPlCNi7VVyadKD5EXZfdUMmF3BfYDVpN0RTXQE+77Z11Iyeq5kOyJtmbjqW6lvHRMshxkPGBpB+Q7VkoMNwQ2JR86vQc8AyxQ/v1QSceNzjKf7qSUdG4AbEL2VfqUnBj+60bpbFSmWpYMhZWBjyXd6Pf5uyJiSXLK/QalncEaZJ+qpSXdWY65k/x997ikU+pbrTVExHTkg48NgcfJ7Jclgfkq1xzVn4Mgs2S2ASaR9EEd624lkf3ZBgD3V6/NImIKMrOoB7CFpAd93vhfkf2ZNycDvbOTg7t+K+nxyr1LX2ByYC1gIrKtzEVkj1U5cGntKkZx65rReY8ZEdOQVRkHSzq2ad96wHHAI8BKkt6v7PN5s4U5cGmjTWRvtPfJXlN3lJuL88jg5WeUp+6SHq5vld1DCchsAvxSUqNcaHJ9d4LyBmQj9xnInpcfkRduMwHXSFqz0xduNopFxMLkeeYb4AjgXyrDeMpN3+nARZJ2quMJcCupPNiYixxEMCFwr6QXyv55gBXJcvHJyIy20yU9UH19HWvvKqo3uSW7fSuy1H5Wcnr79iqDHkrAsoczLL9feZ/Wk3R6+foccpLp6iULeDLgYvIa4zh/RltLRCxKZlouXDadSl4nvl729wB6VQKY40j6tN1vKCNiHTLg9h7QkxxC9ybwGFnNtAawDnCFpK3rWmcrixzedyQ5WXgw2bZqt+HJ5vXvO2tn1c//jwk4Vq47v31INTqUFiPHA+dLuqQ8CPu2r31kK6SjyYz/80fXOmzUcuDSRqnKCel35Alja0mXl31PkDdqJ5V/pgEeIPtKHOzMvh+nZPWMUS7wNyBLPf9Clrd8XsryFyIv2H4LTEtO8TyVDO582O43BtY9RMQy5NPUqcmsq0fIm5TfA19Tym/bOXOikoW6AFm2OR3wFTCQzNzZXkNbevzPUA0bfuWCOSoBzPnIIRArkp/LfwEHVgI3o/WCvquJoU32JwZmkXRH0/6jgBUlTVW+XoKsMPhLI7hpraUEn9cAdgdmI4PMp5MPTr4ox/Qis3t8TQKUz//cZB/n8cn+8OOR5+4h5PXcfOXw04BdJH3ggNv/iogXgOnLl1eR/S1vlvRR5ZhxyM/m864Gs3YXEVeQmd5/q2wbqXvG0jrkcmABSc+PskUO/f6bkzGIL8mHPTsAX1czpiNiRjIGcYKk3Ub1Gmz0cODSRotSfrwxOQTjiYjYlMx+WkLSfRHxa/Lm+BvgNEk71LjcLq1kRb3eKKMqN8kLkjfGq5A9vvaUdEHZ30/S1xExKfBZ4ybBrKtrvkGLiD3Jfnc/IW/wziAzBu91kD5FxANk9s4B5M3vr4C1gf7AfpL+UTnWAbVRKCJWIcvxfwa8Swbbj/V73LGIOAlYnCyxf7VyA7IiGfy9jcwK/h3ZN9Q9s1tI5cF2NXNnfGBn4E/AJ8Ap5P/Lx31+/s57Ni3waXMArZRDDiCzV2cl+zL+nqys2UnSCZ285JbWyLoC/gi8Qj7A3x3oTQbPzyP7On8TEcsBhwBrSXqklgWbtYDy0OQs4Nfk8MZtVdq9lYdQGpEkgNLKZTDZa/7zHzp+JNa7KPl7ZQFgTGAHNbWMiYhfkNWHB0r6+6heg40eDlzaaFFOCMtK2r18/TDwH3IC6CeRg1+OA9YD3nS25ciJiDnJXlHHAecC91XS4CciB0JsBSxNNsb/c6PM06y7iu8OeRgXGBv40lkT31Vuhq8lA5TnlW3jAL8gezKuRg4l+JOkq+paZ1dVyWqdkMyEmpnMan1Z0r/LMY02H+sCjfP54s5w/V8RsTZZIXADGUxoZOb1JvvWrUNmpF0NHCLpvrrWasMWEeNXM9vKtlmBv5IPWx8mA0jnqDIVu91Uzh8zkZ/7Cckhlu/+UBZlRBwLbEb2b/O5uwOVoPAk5NTwzclg5ulkOf56ZBXTvLUt0qxFRMSUZE/YLcjkmJuAzSW9UvZ/b/l45edtQ+AE8jrn7tG43rGAVSvrvRE4GPiATGb4IzAXMKOkAc5M7xocuLTRojzVHEPSlxExOXAl8LCkzcr+ZckT17qSbqtxqV1aKaU6mbxhex04kexv9FTlmGnJYSXbkb3qTgT+2s43BNb9NZfnWqpmPZHtOg4BjlcOgakGfCcjzxsbAb8EdpR0WG0L72Iq2YBjA9eTWZVDyOEZH5L96f4m6f5y/DTAbsBLkg7yRXTHIgfNnUhmSuwo6Z2yvQc5nK438LkDv60jhg49WYAceLIwWep8E/lA9a7K/8elyP6X8wLTSXq1pmW3jIi4lTxvHCTpyo5anFSCnL1LG5QpgTuAKyVtV8OyW0rlfNybnFQ/gcoQy8ox85GT7Jcgq8HeIgd+PeMKDbMUEbMBywE7ARMDfwf21nAMdY0c/PgCcBmZyDTak5bKtexmZHXLFOSMjXfJdhr3SLr1h4Ku1jocuLROERFXkdkmO5EXDZuTF6Uu5RoFSq+OY8mnYfeQPURv1NDp4n3IMqLVyOyeSYD1JZ1Tz4rNrE6ljH5fsgfQ3pIOKdu/Uw5euUg9QdJnDqgNn0qA+HRycvJR5GTaWYD1yZvjT4G9yCF133T0+s5ddesrGap7AjsC+0jav+Yl2feo/Bz0BJ4jA5bPkOeduchs+HOBwyQ9WV7TF1hI0u0dBenaQeV9+y1ZOr8xcGG11L6D1ijVQWBjk5nJAyQtVsd/Q6toCloeST5E6kF+HveX9GjT8YsAU5HJFs+262fQrKpxbRg5zHEr8rqm0Sf2Y3LI1Ynl2CAHDTaCmY1z1gHAhsAiKkMgO2ntQf6+2aase1JgM0lnl/2jdFq6jT496l6AtY0tyWyTc4ELySDaVrWuqBuIiB7lSfALkpYie3tNQvaJOjQiloucyDlQ0uPAQcCa5NOu12tbuFkNysULETFtRPSrez01e5YcSvAFsF9kM3PKhWmUmzwkPU2W3TpoOQLKRfr4ZK+5Y8kBdC9KukbSmmRPv7GAXcn+q//z+k5cbstp/Kw2k/SFspH+QcBfI2Iv/yy3rsrneC+gD/nAdGFgBTKr8jiyTcIRpa0HkgZIur3xLTp5yS2h8r79jOz9+VRzsLLxZ0SsGxFjNQXXpiWDwod04rJb3WFk0OQD4FVyyNHDEXFm47MHIOlOSeepTBp30NLaXQneD6w8EJmcfHg4G7AtOQTz+Ih4MCIWVPqm8Xu8nLtmIMuzDwJe7Mz1l/U8TgYutwFuB86MiIcjYglJQ9r9mqurcMaldZpyAluEfELzqKTHal5St9FcxhIROwH7kf3UTgUuBh6sPP0aT9LHdazVbGQ1Zz6MTCAtIuYmA3YrSXpwVK+xKyltPFYhMwDnB+4ny2/vKvt7A0NcIjdyIns5H0ROqz2kZJ2FhpbjL0oOlNlP0j71rbT1VLKkFgGeJj+H1Ym/45GVBYsBG8l9/FpO9bokckDj0sB6yuGA1ezA9cm+gkdJ+mNtC25BEbEdcDgwrqTPKtsbGUyTAjeTSQH/qLynAfxM0j01LLvllHLRR4HDVQbORcTPgJXIKqSxyAzuA2pbpFmLKxmTGwPLqTIvoQQlNyHb3UC2ctlUlZZkEXERGej8lcow2bpE9nJfkwy6zkH2v1xRbjHT8pxxaZ2mPPG4Q9IZDlqOWtV0/PL1wWTm5eXkU7EzgG0jYpay/+N6Vmr2ozQyTP4aET8bySekBwDvk3122kYJmhER00TE3KXs5y1JR5F9LP9BnjPuiIizI2IySYMctBw5kRNp/0Nmlf0qIiaQ9I2y11/vctizwGvADKVUyYoStJyG7IH4OnBtRFwdETtHxJJkc/31ySniZ0XE72pcrnWgcl3yd3Ia7cTAN9XPegnAnUlmwPyytAKwoRoDpg6IiJ80NlZ+980E9AM+qD7UK9fbDloWkt4mHxI9Utl2L/mAfx2yHH/viPg4IhavZ5VmravcX45B9n99vmzrC1CqSf5CtsR5gWxbtmzltROQ1T071h20BJD0qbKsfVmyIuZ9By27Bl8om3VR1VK6iOgT2fR4osY2SZ9J2hiYhwzUHApcVDLOzLqcSvntemRp4ewwNCg3LJUS8eXJgTN/abfgfSUAeRlwFrBG5OAuJD0haXeyefnpZGbUm5FTnG3kvEA2f+9JtvDYKSJmKplmg8oxjUDE5y5H7NAAcqjcn8iBRhMBfwauAx4k+zl/A4xL9s22FhMR05GDEZYlS3NXKmV5Q8rDk0YA7hny5+Enw/hWbaf83nqSHG65JbBrRMzbCO6WjO6tyUGYx1de0/ZKu5PG7/1lIuI+crLwOGVbv3Iu/kLS9cAODJ0q7ntjsyblXP0C+YD752XbgPKj1rcc9hxZ6bekpFMrr/2QPIfd2Lmr/n6SXievMTaqey02fFwqbtZFVUrplidT9P+PnIJ4H9lP7a2m49ci+6nN614e1lWVbJ31gKOBSyWtPwKve5rsxbORpAGjb5WtJYZOnO1LBhGOBD4np12fCtzfeAoeEWMBK5LlQH+Q9Hw9q+76ynu5IBl4+x1wFxk0fobs+bxL2T+/pDebWyHYd0XEFMAgsu/fXMB0ZKn4+GRA7PZhv9rqEjkpfBWyLHcisn3CHo0AfuS08aOBTyQtXdtCW1hEnAhsALxBBu2/IB/CjQFsKenC8GRcImLsakl92bY3GZzoRz7sWFnSp2Vf8zC6yZuvnc0sRcTEZOZyL+AvwA2SPin7epMPvzcAfifp/UpLC/dHt1HCgUuzLqgSiJiPLKV7F7iJbJi8FJlheQxwUEc3wr7Ata4uItYFTgbOBHaV9FFHF0eVC6ddgN2BRZVNuttC5QFHP3Iw2oTAR0CQZcxjkZmB5wJPSvq8vG788p46mPYjRcSEZOByZ2D2svlF8px9nnJ6ss/JTUp5/YfDcdyckp7ojDXZyCkVIb8nh6MsTV6jXEgGk6Yhz0trS3ommnp2t6OImJc8R/eTdHfZ9ltysMTPyKnsjwLHSrqurnW2knKePYf8fXZJJTDej/zsrUUOhfqArLo4uewPoHc1gGlm31W5ll6N7C89hPx5u4Vs9bEK2ePyP5JWqG+l1p05cGnWhUXEHcBAYBdJD0XEMuTgkUfJG+T/AH+TdEV9qzQbdSKiF1keOhbwNzLb+E+Nm5BhvGYSMsvtKLIBf9sE4iqBy+OBJYGdJV1SsgEnIJuTb0OWAJ1MTox8tp3eo85Qbo6nJRvCb0Y+ZNqdPF8/7/f7Ow/kFiSDDPOTk6hPA85QDnUJ8tp1iIO9XUP1gVLkQLDVyKyc/yODc/+U9Oeyvy8wsN2ycxqf5Yj4FbATsBz5e+5j4DHy99ad5dhJgc+AARo66KvtM5pKsPch4CJJa5QqizEbGZjlOqAxjG5BMnN1p0amtt9Ds6Gaztu9gLEaLZYiYirgQPJ6ZghD2ys8Diwj6W0/gLLRwYFLsy6m8tRrUXLozh7A+eVG7mHg5bJtV/IC7RPywndZSV/WtW6zkfFDGX8RcRZ58bQVcHJHNx4RcTJ5Izh/O5aBRcRE5E3aLWT596DKvh5kFtTJ5I3yneTDjptrWGq3V7J/5gD+SAbnngEOAW6U9Gada6tTJcA+HvAwMCb54G0AsAz5+f2HpEvrW6WNrOagUGSv7XWB35IPWc8gM+ffK/vbJtO7KUDwMhmUvBh4lXx/fkH2lTsc+LukTxxk61jJ7O1bqgUOJoMqZ5APhwaWY+YkrxnWBqYkJyBvqRzgY9b2Kr+P+wOrAluQDxEHAMdJOrscNzOwMtl66C3gLknvOGhpo4sDl2ZdVESsQ5aDLyvp7ohYhUzbX6qUHvYGniIDmQ8oh2+YdTkRMRnZD/A58vN8H5lJ8UZEjEt+7icFtpD0YNONYD+yKfgLkq6s57+gPo0yODIT5W1JS5Vzw5DqhWVEXEFelE4FzApsIulfday5HUQO2PgV+YDp52SwbuV2DKzDdx7InQYsAmwj6fqI+ClZhvY+MAU5/fev7dTuoTupBiTLuWkpMoC5Alk9cpik/WtcYqerfPZ3J3sxri7ptsr+pRh6nthS0hk1LbXLKBlip5ETwx8lqy1ukfRq5ZjFyYdHmwLrSjq3hqWatZxK4PIkMkP+KXKS+E/J68MVgGscnLTO5sClWRdVSj23lnRg+foq8onYupLejYgpgUvJcsSbSwle22QxWPcREZuQQfovgf7kYIJnycyUS4GZyQEo9wHrSXqh6fV9gUHt+Nmv3BSfQ/b5Wl7SrWVfX5UhRRFxLkPLxS8CJgN+I+m5elbeHiLiJ2Tmz6KSVq17PXWKiBmAm4FjyayOzyLiImAmcnry+mSZ/VdkAHNzSV/XtV4beU0BzHHIgWDrkO0sNpR0Zo3L63SVQNtcwCKSPm86P09AThefGphHZZiafb+IWAg4gHxIdDVwHDmM7v2yfyxgYUk31LdKs9ZRCVouQA6z2gU4vFxH3gz0JAdcvlzOS59Vq3jMRqceP3yImbUiSZ9XgpZjk0GdsSW9Ww6ZgSwvmqDxVKwdAzfWNZUSZiJiFnLabD+ybG4l4K/kdNUewD/K9k+BhYAjSmn0t99D0oB2/exXygn/TD4xvy4i9o6IfpWb4v8jg0MTS3oNOJgsoZuljjW3uoiYtGStNr6Okfgejdd8TpbnbzCKltfyGv/tEdGz8TNazEw+lPhPCVr+H9mT7h+S7iIfTjwM3AuM56Bla4iIXiP6M1AJWvaQ9GkJVK5PPnhtq6AlQOlV+QF5Hh6zbBsQqY9ySNUVZF/isetbadci6T5JiwPrkS06LgT2iYiFImLMch19A4zcedysu6lcK69DZlpeX4KWvwEWJ1tWvF6O2Q44qCQHmI12DlyadRGVm73pI2KBcuE1OUBpPv4YMF9EHBUR25CNk5F0fm2LNhtOlc/3WBExReXi6UpgwYjoL+l+SddKOlzS6mTfysmAHYE1yM/80sC+4EB9k9eBPcmgzy7AMxFxUEQcQk4Unx04qBz7ORlAmrSOhbayiJgJuAPYJCKmhu8Eh0fGCWS/y3b6rEZEzCzpm5LZ0atsf5r8PXZn+Xo74BEy6wPyPeoFXEL+vFuNImKFiBhP0uByY9vrh1/1XZUA5vjA5mS2d7u6CRgD2DdyAA9KA8vvx6/KP+PUuMYuSdI5wDzkQ7kNyfYyu5Q2NI1jXIJoNtQnwBiSnipfH05WOP1bOUhsbHKA3oRkFqbZaOfApVkXUBodq/T7ugK4nxy0cVlE/LmUuxwOXEA2Uj6C/EWycXn9CN9QmHWmyk3DGsBxEbFaROxFlsZdDXxVzdQqxw6S9HUJZl6vnEy7LbBxRKze2f8NraCaNRIRfSKif0RMXG6AryEz+w4ke4WuRwbN3iH7g75YyjbnJNtO/Lvz/wtanoCPgCOBEyPi96VcasS+SZ7PFyT7+90u6atRvM5WtjMZOD82IsYo2WZIekXS2iXbshfZ87BHyQKGrCIYAvRss/er5ZRrjlOADyJiJ/g2a7B6fh6e79M4X+1b/pl8FC+1y5B0FdkmYTPyd+CilcDaomQG1JPu7zpySmbvPsDcZOb2HmRfZzP7Xy8Dk0bEnBGxLTAdee34Wdk/S9n2qjz41TqJe1yadSER8QAwFnA0MB5ZRjcDObRkX0lXRcSsZd/b1UbkZq2s0ldnUeBschDHYOBaYFtJb5TjOpymGhG9ylPgacig/u3Apu3WPLzyPi4PbAL8Hznt8QHgEEmvl+OmJKeIjyXp+crrNyIzM6+XtGWn/wd0ERGxKvA3YBrgLLI/3WMjcgEfEXeRma0rS/p8tCy0xZQ+lqeTN0XLkQHyvSQdVvYHGaz8JiJ2JVtBbEdOGN8GWBaYXtI7NSzfilIauAx5DbI2OQH7T5KuKPt7kvH5H8wkjojZyAEq25O9Tdv2xqS0oNiWfC8mJLOQe5DXeR8BS0t6Jjy190eLiGkkver30uw719ATSPowIqYA7gLeJYOUpwB7SPqyZIRvT/aenkbSB+EZCtYJHLg06yJKQPJ8MkB5adk2GVletTYZ6LkO+Kek+2tbqNkI6igYGRHPkD3vPiUvmC4GHmhk9ZRjepOf+zcq2T5TkiV3t0vavJP+E1pC4wYsIuYjg7fvku/F5OT03vfJ0uQDOrpRi4hfkE/UBwLLuofg94uI/mTG6q5kj+FjyKExzzfe3+bPduPriFgXOBVYUpUJwt1dRNwIjEtmlU1GVgUsSwbXt5Z0Y+XYcYHDgDWBfmS7g4MkHd3Z67aOlWuQpchswN+Q2fHbSXq57O9VPWcP43tcQwbpfivpo9G85NpVHi71AOYlsymfAh4nz9lBDulZBliZbN1xL/AvSQ86QGBmo0o1cF/a3/yNvM98sVxLHkdOE7+YbOXxGbAFed76p6QDHfy3zuLApVkXEhH3AHtKuimyYfvAsn1e8snX0mQgZx1J59W4VLPhFhEnk8GeA0swUmRW1ovksII1ycEyJwNXSnqmvG5hYG8yY+u+sm0eMiN5RZXJoe0mIu4gg4+7SHooIpYBriKzmmYns9f2l3R50+vGAH4OvCTplU5ddBdWLvb3IcvwHyNbddwk6c1hHN+P/DxfC2z1Q4Gd7qJk1t0F7C3pqLJtRzJQsxL52buOfE9eKfunIQPvkwBPS3q2hqVbk6bM2DGAtYAtyZ5nAEcBO1euUb4TwKwE8H8HXA4sL+nqzv2vqEcls2l/cuDUGGXXk8BJwGWV9ghExDiSPu38lXYtIxs8iYgxgS/bOdPX2lP57P8aeEfSfeXB4lTkg+uXyjHzkuf39YGJy0tfIyeNH16O6bASymxUc+DSrIVVnsz/hJwkeShwi6Qjy/6+KpOBy9crkDfP67dL6aF1bSXocx158/Z/ykFTjX2NG7xFgH8CPwNuIzMw3yZvlBeRNGnT9xyr3T7/lUDAosAZZP+u88v542GyNHcPMjtwfbLx+mPkBar7E40CJWP1H8AiZC/i44D7JH1c9jf+H+1HZsr/UtJzda23s0UOk7ubbO6/UUQsQVYRrEP2Wf09mYk5NRn83dGZZa0vIs4m++I+Q2bFzg38EviafHhyYjkuyPuOIZWvnyQzDTeoXst0NxGxEPlw7sPy9Yzk+3UCGbgVsBWwAvkzcgRwl6S36llxeyi9dI8ETnelkrWbiJidTBKYkhyEuSl5/3hO03Fjkm3K5gU+JKuc3ir7nAFuncbDecxaVHl6PKSUvp4PPAgsDxwWEVsBSBoQqW/5+nJgNUmfxwg0yDerS8ksWQ1YXTmUY6mIuDQiptfQoR13SloY2AiYETiTvNlbmhww8+0AqhIcaqugJXxnuNHUwATAK+X8sQqZZXmEpKfJwNCLZM/Luxy0HH4l0NK8rW/j3yXdBSxGPjyaGzgPOCIipir7VfpG7UFmpD3f/P26uXeBm4ENIuIs8obpMeBh5cCRQ8ig+vHk5/T9iNi0prXa9yhlzkTEGuRAwAMkrSlpZ4Zm5zwBHB8R90bEr5SqN7g7AdMC/+jmQculgHuA/SPip+V31YLkOfhoSTdIulHSSmR5eH/gXOAfEbFkaUlhTRrXuBGxWURcVPruDe9rG+fyXYE/kC1pzNrNM2S13t1kT/QPgHEjYqLqQZK+kPSOpOsk3V99oOKgpXUmZ1yatbjS/2l+MljTC1iC7H/0EFmKdWs5rjd5b9wWZYfWPUXEPmT53MfkwJN/NMoNy/6e5IXWxGQfyxs6f5WtK3La79aSDixfX0UOQFlX0rvlQcilwO7AzaXU00/Mh0MlA34hYA1gPjL4eB+Z3fp55dhxgT+TQcxpG4GZiJgWWB04tY1bGaxPBm77kz1B/w48UykrngBYnHzvfke+x/PIk8RbTkScRpYaLibppWpJeEQ0gvezlsN3knRo2dcfuIHsxbtPdz7/lKqC7cmHbAOBg8gM4x0kLVCOqfaZ601mZO9J/p6bsVG2af8rIp4D7iTbKHXYnmMYr5sUeJasZPprd/4Mmn2fyJ7bZ5JD1hrXiCeTFSOflGP6kO1c+pPDG/3zYp3OgUuzFlYueG8gpwGfVLbNTt40rwtMRzZL3kllWrBZV1b6/y1Llo8uCvwXOLC5dKXpNe6v04GIGJssq59K0s/Ltl+RU7B3kXR+nevrSmLo4KNZyKzB/mS24OTksJlHgRMlXdL0unEkfdoU0PnBgSXdUaVUvi/5c/02MD3wCtmX9irg9UoAZ1oym6+vpP1rWbR9r4jYi+wzPJHKYJ3ycGlI+X+9KTnA6nzgGEkfVz4HvwCebLRS6M7KTf88wA5khcF/yQdKGwLXqYNhXpGDj5aTdHIda25llc/QBGT1xQmSzh7B155OBmIWk/T2aFyuWcvp4FwzJ/AC2a5iN/L8dCqZ/f04+bv6ZvIh7c61LNrangOXZi0sIsYjb+jOk3R10y+aX5JP8JcHfkL2iDqrtsWa/UjVzL+SDbEamZ02B3A/mZlzb9nvYCXfuQmbniwR70kGfxr9h3YH9gJOJLNL1gUmlzR1XWvuyiLiJrLX0+6Sbo6I5cjeUG8Cfcu/HyfpwRqX2dIiezbvSmbjjUXeJC1N9q9t9PZ7r3K8f9ZrFhFLkkO7XmzavgCZ7XYVsJukF8r2xnlpM/IcvoGkt9r9/2UpE1+e7M/8a+BhsnXE3aoM4Gl+n5wVP1TlszUFGfj9LXC8pHOG930qWfP3ABtKOnP0rtis9VQqSBYGHmlUNJQHTzOSlU8bkQ8W7yIDl/OSD8I/a/dzudXDgUuzFhURm5O9vj4DDgP2Jaev9qhk7oxBXgRvDGzpciLryqKDqaARMRfZM20FYEJyEvNukt6pYYktpZIF+FOyrH524Cty4MWlZDmuyCExS5Jlhw8Df5Z0U7tm/o2oyo3ywsCFZKDtfOXgqDuAz4EDycE8C5G9/W4lM+EHDuPbtrWmh3ATAcsBuwAzkNl5J5DZeO49V7NyfrkPuIRsOfF1ZV9/stR2czJ4eSoZhHs3ImYlszHnkTRb56+8NUREH0kDy/XarJIeiRxUtSL5mZ+AfN9OB55WN+73OSpFxK7kORfgRvKz+d7wBFTKeftrYCW1YU9sM4AS/H+UvC48VjknobGvL/BTYGdycN6DwKGSzve1o9XFgUuzFhU5HXhnsol7D2BbSReUfT0BKuVFjXJEP5W3LqMSeJuK7Ge3FFmqcj4ZtHizcuxvyBYJ6wNrNZfktrOIeIDMXDsaGA9YhQwAPQfsK+mqEkQYD3hb0qs1LbVLi4g/kH3nVpF0X8m2vAxYWtItETEDcAc56OE2SX+ob7VdS0QEOVhqQ2ALMpizk6Sj6lyXpYj4C/C1pEMjJ2JPQQYoB5X9O5M/Gz3JssJ3ydLoKYA1JP2rowdT3Vm5Tusn6Yvy9b/I8/KSJcDWE5iJ/LxvSr5nR5BZ26/4Wu77lVYSvwVWBn4D3A7sKOmhsr/DAGZEbAKcRJaI3955KzZrLaXVwt7kUMFxgH+TLT0eajpucrL9x387fZFmFQ5cmrWwyEEbq5DDSBYgs812kfRk2d8L+Mbp+taVRcQtZK+p54ExyEmz15IZx/erDDEpPRt/Iem6mpbackpA8nwyQHlp2TYZmQG1Nhk4uA74p6T7a1toNxDZX3hzSX8qX98IDCLLDd+NiGnITNdtyUnZX/lh0oiJHEwyJzk86kR5+FatOgr+RMSj5Dn678C1kv5Ttk9FTgpfnKwOeRk4W9KFnbnmVhHZT3gHMhvwXrLdyRbke/Jl5bh+5PXdzuRU8ReB3/oB0/CJiPnJjO2NyYcfxwF7Sfqgg2ODDA73BbZpBN7N2lnJqt+aDGB+Tg7NO9aVTdZqHLg06wJKIGIzMhgxKVkCuq/aoKm9dU+V8tslyYukLclgJeRNyL5kafPp5DCZJxqZK9XXd+6qW1NE3ENOVL2pUZZYts9LXowuTQYw15F0Xo1L7VIiorekQaUcdkZJj0fEGCUgOT5wAfCFpJXK8YsAZ5BZP5fVt/KuLyL6VUuSrXVEDqg6nDyv3ENOn72hkSEfEeOSZbjfVNratF0Av5wP/kn2hRsEvERm+X3cXDVTjh+HzB5cStLaNSy5S2lqN9GffPi5BvnA7ktgf0lHdPC6CYEBLhG3dle9XixfrwRsBSxCGTgInOWycGsVDlyadRHlSfGcwPZkFmZ/smT24loXZjaCmm44ViebgK8j6eVKw/BxyGyVncgJrOeQDfjbfvpn5T36CTA22WPuFklHlv19q33SImIFshR/fd+s/bASVOjbyIqKiHPJyeHrSfqwctxx5Ln4z+RndHOyx+VkDqpbd1Qt9y6tEo4EpgMuAs4G7vAD1aFKEPc0sp/lAPLh3F6Snij7e1fK7ceS9Hnl/N5WpfXfp/Ke9CD77m1EVmcMBE7R0KF9k5BZY+sAvyP7Yf+znlWbtZZKe6aJJb1btgXQq3Ie6kue1zcBXgOeAlb1g0RrBQ5cmnUxpZTu1+Sk4N3co8e6iurNR/lzBTIbZSlJC1eOqwY2ZyAb8K8C/KQaOGpHlQvPKcnsvnnJ3pUi++AeW44LoE8jgFl5nW+Gf0BELEZOX78eeB24mwxKni3p60q28CJkX9EpyZ6Mr5F9GS9283rrTr4vw730t9yXzLI8mWyXcF+7ZVg2q5wnTiEfNAtYguwDegaZEfhROXZG4BQyCOcp100q1wz7ANsB/YCPyN7OY5O9hrdslLaW64ZfA6crByO5QsOMb1uQXUu2EDpL0mtle09y+Oug0vvyMbLn/FWSDvHPkLUCBy7NuqhKyaJ/mViXU57qPgw0ps3uDRxVzdZpCmBOI+lVB95SRFwDzA+cCfQib4jnAh4CdpZ0azmuNyAH0YZfySQ7hrwhhizxXFrShyXjh0ZQJiLGA1YCviEHSj30v9/RrGuqBIx6AVOR55y+5Hnms0p5+Fhk78CNgE+AxSU9Ws+qW0t5iDSGpC9LhcFGwC/ILO2DyKDbdsBfgKlVGUpn3/kMzkoOfjqG/Ky9TvZT/R3Z3/IDYKPG777K632NbG2pBCBpqhT5P/Lh0pjAI8C5wGWSPqscMw05wGpbSc+Wbf45sto5cGlmZqNVaZ6/CfAPSa+XbT3JCasrANuQWYNHkCXhL1Z6o/liqUlETA3cABwi6aSybXayv9e6DC3d3KnxftuIKX3QLgd+BnxIDkA6StLzZX9vsoff/5R0+jNr3U1E7EEG3KYrmz4ns3bOIsvDPynHzUP2eF2vjnW2gqYHbv/zoK2cW9YnezHOS5aQCzhI0r5+ONexiDiS7H+9vMqAyrJ9bGAtsu/qpZLW8TnYDCLiLqAHsBuZBf91Zd+fyAcmfcnryfMlXV/2rUhmz28g6epOXrbZMDlwaWZmo1VEHAb8EdhM0ilNN3ZjArOSF1BrAU+TNyDXS3qrpiW3tJLldzRwnqSrm97PXwLrAcsDPyEvPM+qbbFdTMmOihKQvI6cjjwGMDfwKpnhelIlUDMTOV35PEmX1LRss1Gu0l5iWTJD5zJyWFpvMvNya2AwsEtH5c3tGoCrlIj/HvgNMA1wBXAn8Lqkr8pxs5LZghOX7UdVX1/P6ltH8/sQEQcB60qarHzdi3x41PjdtxewDzlI7aUalmzWMiKiD/kge1uysuk08rrxxUYAM7JP+t7A6uQD2leB98nz1luS5q1h6WbD5MClmZmNVqUsfFUyuDMkIg4H7pZ0YeWYccnyuV3JiYZXAacCN8sDZb4VEZsDxwOfAYeRveWC7E3UyFIdgwxcbkz2/fJN3EiKMt06IrYGtiT7WT4EHAvcSgZv9gImV2l2b9adRMTd5M3sNpJeqwTmZiVLnZcDVpZ0Wbv3dq0EexcGbiazKV8nAwfPA8eRmaovdtQDNNpw+nqzci3waSUg2fi8bUGedzcEzq38vutT+lhuRA4VWUbSnTUt36xllOD+pGSG95/IljaHkBUk/638DM1PThOfB5gQuB/YV9KT7X5Ot9biwKWZmXWaiJiPHHryCXAbcIykh8u+nmSW4IpkAHMaYCr3/BoqIhYFdgYWJEuAtpV0QdnXE0BDp/6OI+lT3wyPGpETa3cmS/LHIrPNxsAlntZNRcRkZADufkkbVs8lpd/r3MCNZIb8OjUutaVExC3kxOs9gWeBWcgelisAdwBHAXdK+m9ti2xB5Rx7LhngvVXS+5V905OfxSBLX2+W9F7ZNw5ZtbEjMJvfV2tnETEH8IqkL8rXvYDZyZ+R9YEnyKGXNwMfVR4STE62ARks6cs61m72fRy4NDOz0SIidgCek3RV0/afk1OaFycvki4BjpP0dtnfB5iRvAH5lwNv31UGYaxCZvstQGbw7NLo+9VcQmfDp5LZMzvwW/K9fYEcznNzpT/rvMAGZF/WpyUdWH19LYs3G00i4kny5naR8nXzgKrLgEmAZVWmZLejyvljQrJa4O7GuaFyzHJka4lZyD7Ep5IBOp83+Pbcei35YOhictL6w5UAzE/JiezTkNcNt5LtZVYjz8mnSdrRD5GsXUXEpGRVyG3AVvruwMuxyL7du5HX31eQWfOPNX7GzFqZA5dmZjbKlQukf5O90C4E9pL0XNMxq5ABzDmAV8gbktOay1IcEOpYyYbajHwPJyWzePatXqja8GmUQ0XEAmQfv1nIqb+TlEPuIJvV/0vSwPKab2+OHVy37qYSiNuWHJx2HPCXRn/XcsyE5M/FlMBC7f4zUHrkbkg+WLpK0vGN7ZWspj7kOftI4HBJO9S03JZUWstsCewBDCFbo1xEPgQdULLCtiPfw/HKy74EzgM2L59Zn4+tLUVOEr+AbEexRekjP7Wkp8v+HmQ5+O/JAObkwAnkz9lLDvhbK3Pg0szMRrlyAzczsAw5mGdisifjwR08Ad4MWIcMEt0HnCnpis5ec1dU3uc5ge3Jm+X+wFqSLq51YV1URDxK9g89ALibLEvckWxw/wWwtYfwWDuoBC6nILNyViID+GeQN8YTkuft/YCdJB3f7pluEbEOOWkd4ElgbUn/qeyvBjAnAT4pPXQdaGtSApR7ktcHT5GB3usrme9jk8GXz8ihIs+WwGZbfwbN4Du9X08g+8cfBVza6MVdKnOmInuhbwH0BHaQdHpNSzb7QQ5cmpnZaFOyJ+YiJ11vDHxADjM5p3pzEREzkBdP6wFPSPpNDcvtsiKiN/Br8r3dTdLtNS+py4mIJcnywz9IOrdp30zkZOWxgaUlPVPDEs1qERETkRlwawHjkxNogyzpvU7SKjUur2WUXotLApuQ7SauIrNV75f0WeU4ByqHUykP/zv5++0GcjLyPZI+qHVhZi0mIvo3elNGRN8SyN+UfLA9Ifng6TwyG7xROdKP7H+5H3C6H3pbK3Pg0szMRrsyKfRnZHByBeAu4M/N0z8j4tfAB5IedebEiIuIMSR95fL6ERcRKwFnA2tIuqrRy4+8VvomIpYlAxGbSTqltoWajQaVdgkzAksBEwBfA1dKerYcMz+Z5TYxeSN8JnCvpA98vk5lSNrkZAb8juTDjlPJTNWnGwED+37Nv8MiYg3gb2RbgjPIz96jHiJiBhGxAXAasLOkQ5r29SOHg21CDg27GjhX0t2VY/r7Z8lanQOXZmbWaSJiSmAJskfVfOTNx96SXq11YdaWmqYkz022KjhJ0rZlW09gSCmZnY7MWDhV0l61LdpsFGsqYX4I+D/gG7J34EfA5cBfOxq+44ckHSvVBo1Kgk2At8ly56slvVjn2rqCUgr+TTWYUvr17QDsTFZvnAscJU8RtzZXKka2JtszvQ78UdLVTcfMBOxTjnkF+BdwgaQXOnWxZiOpxw8fYmZmNuJK/8XvkPQGWaqyPtm/akngkYjYvfS7NOsUJUNsSERMHxF7Ay8C5wNbR8QuAJKq09lnBcYBXi6v/5/Pt1lXVAla7gZMTQ4+GYu8Eb6PLBG/NyK2GtZr21lETBQRq0fEshGxGICkAZKeIjOdlgH+AxxOBjKtSXlIRET8NCIOIaciPxcRp0fEkhExgaQvJP2VDKzfA+xCZgWbtTVJN5JDrf5ADha8MiKui4hpK8c8L2kdYA2yZ/d2wIURsUgNSzYbYc64NDOzUaqRxVYCO9OSQx1eB14AXm4M5ymByv8D1iVv5vaQ9PdaFm1to2TyzAo8Ukpj7yIHQy1MPtA9ElgVeJrs+/Q6MDfZo3VcSTPXsnCz0aAp23IP8py9faMnY0SMT5Y9r0lmyT9KDlm7ppYFt4hKaf1qZG/hOYDB5IONB4ATG72GS9uJCcgA5u2SXnWfy6EabQYiYlLgXjJo/hj5fs5KtiY4g7xGeL/yuiklveE2BdbOOmirMA+wKdB40HQo2ZppUNPrtiEDnb+Q9GknLddspDlwaWZmo1QlcLkL+UR3UkDA+8A5wJVkc/1Gc/CJgfmBm8sURJce2mgTEQsDJwGfUkpgyQyEy8vN84xkhtkaZNP6hruAXSXd3QhadPLSzUa5yvTw1YHFgUklrVRKnQc3AkLl52J1YCNgoKQ56lt1vSq/48YgH2w8AvwTeInM2p4TeJMc6HWspJerr6tp2S2r8hm8AJiNDJzfHBHjkT0t1yGvJR4DVpL0Tn2rNWs9leD/JMDu5Ln6aTLwPwnwCXn9cmLT6xrTxx38t5bnwKWZmY0ylYun2cibuQuAU4DHgYfJMsSXyGEFV0v6T9PrHbS00apc2K8JbEbeJL8CrCnpgabj5iInKM8GvEUG29/HrJspQckngfeAd4FlG30DGze2lWN/BXwm6eF2vdmtBNoOJCsK1pd0bwn2vkc+EJmOzOJ+iAxgHinp89oW3eIiYgry4dC/gN2q2WFluN/mwIHAtpKOqWeVZq2pck66igxUHiTpwoiYnOwrvz7wGzIb/I+S7q1xuWYjxYFLMzMb5SLiYuAnwBaSno6IeYH7gT2A5YCfk5MNbwAulvRubYu1thQR+5J9VhvBhIPI4MInlWN6kqWz7zZKZ826m4joA/yRDML9jAzm7yrporI/gF7NpYbtrGQDXk4+oNtb0icRcRr5u20+ssz5CmAWstR5tXYvr/8+ZfDOM8C1kjYv5fVRDYxHxFPkZ/P37RgwN/s+ETEreT46ANi/WhVSBvP8DVitbLoDWIrMnncwyLoED+cxM7NRqkxfnp68MGpMTz2KbLZ/GFnC8hSwPHA0MFENyzS7jZz2uz7ZvmBP4IGIWLMyeGc2MmNqh3qWaDZ6lUydgZIOIs/N+5ddx0fExRGxgNKgiOhV41Jb0TvAgBK0nIrM5D4K6FGyVJ8kp4nv4KDlDxpMlrauFBG/kDSkVG/0hm+D6y+Q/S/HqHGdZq3qa2Ag2eJjcKRekIN5gA3IdgtXA8+XAWIOWlqX4QsQMzMb1QYCzwL/Kb1zfgUsSA54kKT/RsR9wIVk+e1TLhG3zibplsa/R8T9wPVk+fi5wIYRcTVZWjWELFF0KwPrdqqfZ0lvAHuWz/7WZEbOzyPiHOAISW/WtMyWI+njiNie7B0H8CuyTPwRSZ+XgMFHZLDtZHCPy6qmoVA/kfReRPwVuAg4sUwWv0zSh+Ul85EPkm4s76/PxWbf9R4Z/N8sIq6W9CgwuNKTewzyeuZK4EwY2t6prgWbjQhnXJqZ2aj2NplZeXH5+qfAa8CLJWtnbKAfMEM1eGRWF0lvSTqTDFzuAkwBHEFOvd9W0tfl4t83ytbllTJcImKsiJgzIlYo/94DQNK9ktYDtgGeIAejXF2y3qwogdxG/89XyfPGz8vX8wArAP0bgQEHLb+j8Rn8A3BrRGwj6Q5gR7JH33HARRHxt4jYGzgd6A/sVl4f//stzdqXpC/ICeJTAIeW8/p4lZLxWYCxybYfX5fXOGhpXYZ7XJqZ2Y9SaQreA5hQ0ntN+1chsyjWBK4CFgVOAM6StKczJ6yVlODM5GSP1kEla8GsW6gMUJuYbNWxLFmBNQQ4lszEea5xYxsR4wDbAy9LOrNdswabMgR7AGNJ+rSyf3LgLGB2Mog5GZnh9FNJrzqzaajKZ3B6shXHJcAhkp4q+8chWxb8DpiQLA+/BDhB0o1+L82GLSI2JQOYg4FryPLwAcAW5EOBKSV95Wtv62ocuDQzsx+lcSMbEVsDqwJnSzqlsn8msjRlCrK35QxkScvsJeDpiyczs05QedB0GTA/cDZwE9nKYwvgDeAY4Hzg7epE8errO3fV9ar8jutL9mbenAyofQ2cCFwh6cMynX0X8nfcq+TguWscaOtYGeI3HbBuGeLXg+wPOrjsn5IM/g6W9HKNSzVreU0PV6Ynh2GuAfQlM5xvBw6TdHmlfNysy3Dg0szMRlolc2I+4GayP+D+kt5qOm4s8iJqCfIm+RJJD/riycysc1QCcL8ArgP+KOnUsu8GMhj3HHmzeyuZgXlbcxZ9u6m8b0cCG5HtUP4LjA/MATxKvpd3lOMnqPRmbMtg7w+JiMnIa4bbga313enhvUtbmR7ArI1MTDP7YU0BzMmBqYGPgdckfVnn2sx+DAcuzczsR4uIf5OlhltIer7pwunbbJOI6CtpQJ1rNTNrZxFxBDAvsJWkJyLit+Sk2eWAx4HjyTJdgL9L2qOeldavErScB3gA2I8sa/4yImYhW59sD8wMbFJ65doPiIiewPPAzZI2i4iA7w6LiojtyP6qK0h6sp6VmrWO4W3VUX6eoh3belj35eE8Zmb2o5Sbt1mAe4CXYOjNRwlgfhMRP4mIuR20NDOrT0SMAXxFloE/UTb/FbgMuLdkyx8M3E+WRJ9YXteWw1AqN/7rAG8ClzayliQ9Sw6N2ZbMwtwyIsasY51dSfksiQySrxwRC6soAc3G53SMctz79a3WrH4RsXR58D9cgcjy4+SgpXUrDlyamdmP9Ql5g/FZcx+vSvbEesDBETFFZy/OzKydVYOOkr4i+1oeVfbNRQ5suEPSx+Wwyci+aHdKeq28rt1LtD4i36eXACKiV8l+GizpFrIVykJk5qV9j0pQ5RigH3BIRKxSSuwb1xBLAFsD10p6pzHx3qzdlLYK1wKbR0SvH/F9ovzZf1Stzawz+ZeAmZkNl4joExH9Otj1GfAssF4ZxNM4vnGRNDYwJTAB2WfHzMw6T+NcvFpEjCvpCUl3ln1vkw+epizHTA7MR56v234gSiVQ8CgZzP1zRIxRApZDIqJ32f8l8AUwaQ3L7JIk3Uhm9c4KnAqcHBEHlFYGp5Dv5841LtGsFewJPAPcKGlwuRYf4fNMyWieHXiwVEqZdSkOXJqZ2fA6CzghImZplHMBSPoCOA+YHdg9ImaLiD6VDJ0lgLWByyR94cwJM7POUwJsPwHOBA4oD5MafQY/JAf1bBcR5wAXAH8ip88OqJ7r20nlv3udiFgeeAy4EdiRDF7OCVCGyEwIzE32eb6vjvV2VZLOAeYEzgF+CWxFTrf/F7Be4zPosldrRxHRh3yw9DnQGHp5OCPfluIf5IOsth64Zl2Th/OYmdkPioi+wN7AZsAA4BDgPEn/rRyzM/lk+GNyuvi7ZMnhesC7kv6vHOcJq2ZmnSgixgIOJadi7yTpiMq+iYEtyWnig4BzJR1Y9rXt+ToiJiEzUv8qae8SoDwTWAZ4GLiT7NP4e+DX5NCefasD6Wz4RcRE5GT7DyS5r6UZEBFbAMcCRwLXk4PUNgfOlDRwOF4fJdtymfLa5SVdNTrXbDY6OHBpZmbDpZTEzQbsQA4qeIR8enurpI9KGfkS5I3xsuRT4oHAacAJkh6NiF6SBtfyH2Bm1uYi4kjgD8CfgaMbN76Nc3NEjCPp07JtuCbYdlcR8XNyUNGOku6tbF8T2J3sZ9mbHNpzkqT9yv62Dfaa2ahVrr13I6+9xwReBH4r6dVGS6bhOd9ExJPAU8C6HpRpXZEDl2ZmNkJKY+9FyRvfRYFLgYMk3Vf29wHGIftWvdYY7mBmZvWoBCZnBI4jy3PXlHRbzUtrKY1syYiYDlgF2BWYW9JbZarvgMqxC5JDez5rVB+0e7DXzEaPiDiKbKPQk+wrv4ukK8u+Dh+WVLIt/wT8FfilpEc6cdlmo4wDl2ZmNlJKWddK5I3dJMAJZDnLqy6TMzOrz/dl/ZWS56uB6YF1ypAUq4iIh4B5ydYnf5Z0QmVfn+Ep0TQzG1Ui4nryfHQ/sCYwP9mfeBdJT5Rj/ue8X873zwInAbv7wYp1VQ5cmpnZSCsTV6cBNiWb6n8IHAhcIundOtdmZtaOKlk2/YGfAy8BAyS9VTlmTuB84BNgY0nPusR5qDJ99yCynyXAPsBZkl4u+3uQFZp+v8ysU0TE+KU103zACsDGZC/5Y4C9JX3cwWuOL8f+VNIbnbles1HJgUszMxsp1ZvciBiDLD3cCViRnMC6p6Tr61uhmVn7ioi/kr0Y3wXeAV4Fbi7/fgPZ6uPCsm1dSR/WtNSWFRGLk0GBWYGbgFOBayV9UuvCzKxbG0b25LftKspU8YXJoWprkQ+hDpN0UOX4schkgjuAC/ygxboyBy7NzOx7VXp+jQssR04zfBt4ELhd0gOVY8cFfgkcDhwu6agalmxm1vbKcJm+5M3tPMDUwFzAN+SQh1uAWYApgRUlXVHPSuvX6E1ZJonPTr5PTwBPSnonIv5ATmXvBZxFZqve4rJLMxsdKpnz8wMrAwsBbwDPARdKeqEcNwnwK2A7YBpJUzV9n/HJPrwejGldmgOXZmY2XCLiTDKb8lXgK2AO4FHgKuA8Sa+U43oCE0h6r3zt8kMzsxpFRF+gBzA2sBgwPvBrMkj3pKQ16ltdvSoP56YCLgB+Sr5XQQYKzgH+CQwAjgI2AoYAi1SnjZuZjQqVYWoLkeefyYFnyIdPY5HX4ccDx0n6urxmZuAbSS82Xl/T8s1GCwcuzcxsmCo3dEsDV5KTxE+U9FlEPEH2t+wF3EVmoVzeUY8dMzMbvaoTrSOiD/kA6b8/8JpJga8lfdw433fGWltRRFxDBnKPAe4hg7u7khmrd5Hl9K+WaeJ/krR2bYs1s24vIh4BPgL+JumW0ld+S+AP5PX3vpIOrnONZp3FgUszM/tBEXEt8AWwk6RXImJV4FxycMHPgf3Ip8HPA/tJeqi2xZqZtZmmnsN/JEsLpyPPy0cA91R7WJbM+CHOhk8RMQ3wb+BgScc27VsPOA54BFhJ0vuVfW0d7DWz0SMiFgWuBraXdErTvinITMy5gKV8zW3toEfdCzAzs9ZWbugmBF5vlIMD/yBL6u6U9DfgEmASctjDe3Ws08ysjfUAiIi/kBOwxyTPy+MBlwFHR8TCEdEPQNI3Dlp+x2dk3+b/QgaCS3YTks4CdgF+Afym+iIHLc1sNOlV/vkSvj0n9SgPS94ke1qOByxZ3xLNOo8Dl2Zm9kPeIW98rwSIiBWBiYHTySEPAK8BRwIzSHotIvz7xcysE5QS8W8iYmKynccpwG8k/Qm4n+zNuChwLbB7RMxaMi4NiIjNgfeBZYElI2IMgNJjrvG77AZyau88tSzSzNrNS8CnwFoRMYHSELK/LsCH5ZjJIyLqWqRZZ/GNpZmZfa/S+Psg4NayaTzyRvjzcmM3Qdn2C+Dj8hpPWjUz6wSV8+1WwMvkxNmPI2JqYHPgL+RgtdeA3clp4hvUsNRW9TQ5ZO5TYG1g7UY2auW9nYS8b/q0lhWaWdsogcjXyd7xvwP2KNPBqWTKzwn8hByuJgcvrbvrVfcCzMys9UkaVPnyGXKq4ZplUu2CwKrAruXiqYcDl2Zmnaeci8cBXgSeLZv/CTwFXCTp7Yj4G7AH8CY58MEASXeUIRirAlsAJ0XE6sDBwAdkcOCPZNDyEPhuT1Ezs1GpnFsUEbsCAWwDrBwRRwFvANMC6wPvSDqhtoWadSIP5zEzsxFSnur+ATgW+Jx8CHaDpBXrXJeZWTuIiJ8DL0l6p2n7msCEko4pvYnvBg4DDi/Z8SuQ/S9XkfRSZ6+7K4iIyYDNgE2BKcjel+8Cp5EDjm6NiF6SBte4TDPr5hoPR0oLkGXIbPBfAX2AwWT7iv0k3e9zkrUDBy7NzGykRMS4wGpkaeLjkt7zhFUzs9Gn9KZ8jswC3Bk4pXrDWrnZnQq4CzhZ0n4lI3MjcsjMLyW9UcPyu4TycG4uMstpSWBSYDNJZ5f9PcikKN9EmVmniIjJgX7AvGTW5ZOSPq93VWadx4FLMzMzM7MuoPStnBtYHVgLeAT4i6Qby/5G4HJc4B4yO2cnYD5gY+DfktZzqfMPi4g+ZOByu/Lno8BOkm6pc11m1j58rjZLHs5jZmZmZtbiImJO4GjgCTIYuQ5ZMnh9RFwYETNXhsp8AqxJDni4hBzK8xSwdePbdfLyuxxJAyVdTVYWbAH0Bm6KiOsbk8fNzEan4Qlalixws27NGZdmZmZmZi0uIm4CJgBWlvRK2TYBmUm5NTAx2dPy4DJVPIDJgInIgWr/kfSZW3qMnFJ+vyswvqR16l6PmVlEjCHpq7rXYTa6OXBpZmZmZtbCImJ64DayZ+W+Zds+wBlkv7O5gfXIIOYHwD6STq9lsd1YyWzqJWlg3Wsxs/ZUaQnyK2APYENJb9a9LrPRyWnFZmZmZmat7S3gTWDZiJimTAjfC5hX0iBJD5avVyX7Xp4aEXdExCL1Lbn7kTTEQUszG1GNcu6ImDsilv8x36tSPn4U8Dn5sMqsW3Pg0szMzMyshUn6GjgT+ClwPXAKcANwZ+WYTyRdT5aNb0j2ZLw9Inbo9AWbmdm3JA0p/3oRsEtETFjdXwlsfm98prQAISK2AGYADii/H8y6NQcuzczMzMxanKRjgSmAvsB4wCTAbyJikqbj3gLOIYOX+wCXwdAbXjMz6zwR0bP8uSEwJfB3SR807e8TEb0bAc5hBTBLifi4wF+BE4EHR/PyzVqCe1yamZmZmbWwRk+z8u+vA08DMwGTkxk8ZwL3SPqs6XW9JQ2qvt7MzDpfRLwPXALsLum9iJgZ+B2wGfAh8BpwsaR/DeP1jd6Wh5NtQRZpDGoz6+4cuDQzMzMz6wIiYlJgGeBG4GNgZ2AH4EvgVOBi4DFJg+tao5mZpYjoIWlIRBwErAUsI+k/Zd9DwGzAf4BBwJzAEOBs4G+S3u3g+80GPEae94/xAylrFw5cmpmZmZl1URExE7AvsCbwBHA8cJOk52pdmJmZERHjAy8DA4G1JN0cEX8HtiB7El9cMuMXIs/lvwG2kHRyB9/rOrJVyG8lfdxJ/wlmtXPg0szMzMysxUXEDMA0wBfAR82ByYj4NXnTuzBwgqQtO3+VZmZWFRFTAX8AVgDmAC4Efkuer4+VNCAiekr6pvQivhOYCphT0qdN3+dGYGdJV3b2f4dZnRy4NDMzMzNrQRHRS9LgiFgSOJrsazkIeIScKn6SpNcrx/chb5AflHRPo0yxjrWbmVmKiF7AgmRm/CrAV8DGkm6vHNO3BDGPAlYG5m0uF4+IfsAgSd903urN6ufApZmZmZlZC4uIF4H3gUOA/sD6ZBDzDXIwz6mSBtS3QjMz60jTcLVxgSWBeYGDmsu9y4TxQ8lexktIeqO6zwFLa1cOXJqZmZmZtaiImAc4D9hG0s1lWz9gY2ADYArgYeBkSVfUtU4zM/uuatCyafv4kj5q3h8R85PDeR6UtN6wXm/WbnrUvQAzMzMzMxsqInqUP/sC45OTZj8s2/pJ+lrSscCq5E3udMD5EbFiPSs2M7NmlUzLqP4p6aPG/sq+6YHNgUnIqeEA0dlrNmtFvepegJmZmZmZDVXpS3kwOdBB5CRZJH0dEb2BIaW/5W4RcQWwNnB5Dcs1MzOGlnNHxCbABMCFkl79vqzJErzsC1wHTAzsJuk9l4abDeVScTMzMzOzFhQR2wHbAdMD75FZOOc3bmYjoo+kgU2v8UAeM7NO1ijrjojpgBeBL8ghamcBtzb6WX5P+fgiwPSSzvy+48zakQOXZmZmZmYtqgxz2BnYEvgGuJrsZ3lX2R9AT0mD61ulmZkBRMTfgG3IDMplyIz5s4DzgfslDSrHffuQqYNelw5amlU4cGlmZmZm1iKGlTEZEXMDe5MTad8GLiKnib/YyUs0M7MORMTEwMXAFJJmiIjxgUOADYGXgFOAyyQ9XXnNdMC4wHOSvuz8VZu1Pg/nMTMzMzOrWWVow5CI6BkRi0fEAhExT0SMLekxSSsD6wMfA1sD10XEr2tctpmZDfUZ8CZwM+QQHkkbAz8r2/cHToqIjSNioojoRWZn3giMXdOazVqeMy7NzMzMzGpWGeqwKtnXcpGy67/Av8nelldWjt8Z2AJYUNIHnb5gMzPrUET0K4PUGg+kGtPF1yGDl1MAFwJPAn8Cbpa0lnsUm3XMgUszMzMzsxo1blYjYjLyRvZp4BqytHDF8s+75JTxkyV9UV7XX9KXnj5rZla/iOgracD39ayMiDGB7YHdgP7Al8Ckkj534NKsYw5cmpmZmZm1gIg4BVgYWFvSI5XtPweOBWYCVpV0XUT08kAeM7N6jcggnaaBPH8EDgO2lXSMz+lmw+bApZmZmZlZzcr08MuAryQtW7b1BgZLUkT8BLgT+AhYtDGZ1szMOl8jYBkRYwHzk32HXwZuB67/viBkRMwCnABMI2m66vfrhKWbdTkezmNmZmZmVjNJn5BDd2aOiAkiogcwpNwY95b0Hhm4nASYoNE7zczMOl8lyLg/cB7wK2AT4FRgsebjyzm9YTpgTnIwDyXb0kFLs2Fw4NLMzMzMrEaVG9q7gemBbSQNKcN6ekkaFBF9gA+AAHr4JtfMrB6Nc3ZErA5sSLbymBeYjzxHbxIRY0TEuBExacmm/LZ3paTrgBUlXV2+dom42fdwqbiZmZmZWYsofS43Am4hBzg8UbIulwcOB26TtJHLCs3M6hURTwEPAjtJejci+gInAwsANwPLAAOAR4AjJN3fPEzN53KzH9ar7gWYmZmZmbWbyiTxaYDJgamAK4EdgPfJksPHgMcjQmRp4avAdo1vAfhm18ysBhGxKtAHuFLSuwBloviswJjkeXx3YHVgLWCyiFhR0qfV7+OgpdkPc+DSzMzMzKwTNTJuImJq4ApgNjIIOQD4G5lZeRWwJLAQMDZwIHCVpM+aM3bMzKzzlB7D45PtOx6tbN+SHNSzAnB1KQ8/PyK2AY4ky8qP7Oz1mnV1LhU3MzMzM6tBRFwDzAwcQ2bn/JLMzHkH+AtwWcng6S/py/pWamZmzSLil5Jur3y9DzAhsKukLyOin6SvI2Ii4AXgSEl7uTzcbMQ449LMzMzMrJNFxJTAtMDBko4v264CLgC2IqfU3hsRe0i6pbaFmpkZABExraRXGl9Xg5bl630ioo+kgWXTgPLn5MC7lPiLg5ZmI8ZTxc3MzMzMOt+n5MCG/8K3Axo+knQTsDWwHlk+flNE7FTfMs3MrLg/Ip6MiPkbGyKiZykdB6ARtGxkVUZEb7LlxzRka5Bvp5Kb2fDxD4yZmZmZWSeKiM2Bj4HlgAXKTW9ERE8ASW+TGZcbkcMdLiqviw6/oZmZjVYRMR5wGDAQeCAizomICSR9UwKU36lmrWRV/gzYBrhW0r0loDmkUxdv1sW5x6WZmZmZWSeKiEWBnYEFgZ7ANpIuKPt6ADRubCOil6TB7olmZlav8vBoXnJS+HrARMAekg6qHPPt8LSIWBw4HfgSWELS2x6uZjbiHLg0MzMzM+tkETEWsApZFr4AcC2wi6Qny37f3JqZtYjqw6OIGBv4PbATMA/wPHn+vrzs7wn0ARYF1gHOl3Stz+tmI8eBSzMzMzOzmkTEZMBmwObApMBRwL6SPq5zXWZm9l2NwGNEbEdmXfYHvgGmBCYBbge2lPR043igh6RB5WtnzpuNBAcuzczMzMxqVMoP5wS2J7Mw+wNrSbq41oWZmRmQbTwkDYmIBYG7gb2BEyW9FxHzkT2LtyIDmIcCe0n6sr4Vm3UfDlyamZmZmbWAMn3218BewG6Sbq95SWZmVhERpwK/AZZuZFaW7b2AFYBzgd5l81qN/sVmNvJ6/fAhZmZmZmY2upVywusi4jZJX7ms0Mys5bwNjA+8BN8GLCVpMPCviNiBbP/xCvBMXYs060561L0AMzMzMzMbStJX5U8HLc3MWst9wJjAPhExtqTBpe9lI8tSwCfADpIeK61AzOxHcMalmZmZmZmZmdkPuxW4juxJTERcADwmaVBETEgO6pmMzMz0AyizUcA9Ls3MzMzMzMzMhkNETAScCvwOeAK4o/y5dNm2j6S/NaaQ17dSs+7BgUszMzMzMzMzs2GIiKmA/mQS5XNl26rAHsDMQD8yy/IcSbuU/e5TbDYKOHBpZmZmZmZmZlY0siUjYjZgW2BzYDDwJXAL8JdKAHN+4CPgK+C/khQRPSQNqWn5Zt2KA5dmZmZmZmZmZk0i4j5gcuAyMqNyXmAJYFxgb0n717c6s/bg4TxmZmZmZmZmZkAjWzIiNgJmB9aVdHnZNyawGLANsG9EfCzpmPpWa9b9OePSzMzMzMzMzNpWox9ltcQ7Io4nsysXl/RmRPSWNKjsmwm4ABgf+Kmk92tbvFk316PuBZiZmZmZmZmZdbaIiPKvvSNijKa+lB8A0wKfAkgaFBE9S//L54EjgKmBCTpzzWbtxoFLMzMzMzMzM2s7lanfuwEnRcRYld03ku31joiIqcvx30j6puzvBXwOTNJZ6zVrRw5cmpmZmZmZmVlbiohGXGQFYOvKrgeAc4ENgb9HxOIRMXF5zVzA8sBbku7oxOWatR0P5zEzMzMzMzOztlTKw/eLiPeAgyJiUmAfSZ8A60bEf4BdgOWAxyLiS3K6eF9gNYCI6CVpcD3/BWbdm4fzmJmZmZmZmVlbqkwR7wVsD2wEHCXpuLK/LzArsD6wIvAF8BhwpqQb61m1Wftw4NLMzMzMzMzM2l4JUh4AbAfsKOnwpv19yEzLLyrTx0MOrJiNNi4VNzMzMzMzM7O2Vfpc9pA0ANg+It4pfwZwHDAQ6ClpYPn3bzloaTZ6eTiPmZmZmZmZmbWl0p9yiKTBpVwc4DTgOmAHYMmyf1AJZJpZJ3KpuJmZmZmZmZl1e42y7oiYm+xXOTvZs/JJ4ARJnzcdfyKwAfBHScd39nrNzIFLMzMzMzMzM+vmKkN4FgIuAsYCXgbGAyYHBgFHAcdJeqO8ZhxgP2BRYG9JV7mnpVnncuDSzMzMzMzMzNpCRDwIvAP8VdK9ETE18FPg98CqZd+Oki4rx09L9rmcD1hT0r/rWLdZu3KPSzMzMzMzMzPr9iJiLmAq4BpJ9wJIek3Sv4CdgLWB14BLIuKwiOgv6RVJywD/Bo6IiDnrWr9ZO/JUcTMzMzMzMzNrB68CAYwL35kmPljS+8AVEfESsCOwKfAYcHp57T7AEsDHnbtks/bmUnEzMzMzMzMz69bKRPCewOXA/MCqku6s7AtJQ8rXEwLnAXMA80p6t2zvI2lgHes3a1cuFTczMzMzMzOzbk1pMDls51PgqIhYNSLGKvuGRETPEpz8ADiZzMycoPI9HLQ062QOXJqZmZmZmZlZt1UyKgGQdB/wF7LX5QnAbhExX0T0kvRNJTjZExhMTh03s5q4VNzMzMzMzMzMupWICJWAR0SMCQwExpD0adk2EXA0sDrwDFlCfjtwM7A88Eegj6SFali+mRUOXJqZmZmZmZlZtxQR6wPbAlMCVwH7Snqjsv/XwL7AAsAgsjK1H/AosIGkJyKip6RvOnvtZubApZmZmZmZmZl1I41AY0RsSgYl3ycnhK8IXC9ptQ5esyjwf2SJ+H+BWyS9X83cNLPO58ClmZmZmZmZmXUrETEG8AY5HfwgSa9GxM7AWsCvgV+RQ3o+Ah5rTBQ3s9bSq+4FmJmZmZmZmZmNYhsBHwJnS3q1bLsD2BR4BJgI6A88B5wUEWeUDMseDmKatQ5PFTczMzMzMzOz7qY3MCaZUdnwG2Ba4Hwy6/J3wGfA/sBKAA5amrUWZ1yamZmZmZmZWXfzMTAp8OuI6APMAuwCHEoO6PkaICJuI4f2HBgRF0v6aBjfz8xq4MClmZmZmZmZmXU3ZwHLAEcCIvtZ9gDuqQQte0n6IiLuB+YEfsJ3MzTNrGYOXJqZmZmZmZlZtxERvSUNiojtgUvIQTx3Az8FxirH9JU0ICL6koHNgWTZuJm1EAcuzczMzMzMzKxLqw7VkTSo/Pk2cGH5h4joBRwTES9Kuq+8dAlgNeBKSW97OI9ZawlJda/BzMzMzMzMzOxHiYgxyIE7/wXeBV6UNLiyvz9wA7AwcC0wAFgIeAdYWNLXDlyatRZPFTczMzMzMzOzLikiepQ/NwBuBS4AbgPOBVauHBeSvgT+DJwGTA/8HrgC+EMJWvZ00NKstTjj0szMzMzMzMy6nBKMVETMB1wPPAD8i+xXuS0wK7C8pFsbx5bXjQWMCQyR9F5Nyzez4eDApZmZmZmZmZl1WRFxIzlgZ2tJz5dts5Fl4fdLWqVsCwA5EGLWZbhU3MzMzMzMzMy6pIiYH5gOuAp4uWwLSU8DxwPLRMSCjeNLhuaYEdGzlgWb2Qhx4NLMzMzMzMzMuqrJyX6Vz0ga3MiqLC4FhgBLw7dBy77A6sAREdGn01drZiPEgUszMzMzMzMz66r+A1wDvAQZnGyUgkt6iux9uULl+DmBA4EBkgY2BTrNrMU4cGlmZmZmZmZmXUZEjNP4d0mvSPodpUy8A9cA80XEjGUoz4ZAL2Dn0b5QM/vRHLg0MzMzMzMzs67kxoi4KiJmaGyQ9M0wjr2bLBf/HfAzYHPgz5KGREQvD+oxa22eKm5mZmZmZmZmXUJEjA3sCKwPTAwcAhwi6dPvec2dQB/gDWBWSbN3xlrN7Mdz4NLMzMzMzMzMuoyI6Ef2qtwIWAf4CNgV+FdHmZcRsTVwVPlyUUl3lWzLwZ21ZjMbOS4VNzMzMzMzM7MuQ9LXkh4EdicDl18B5wOXRsTPGsdVBu/cW/68tAQtw0FLs67BGZdmZmZmZmZm1mVERG9JgyJiRWAzYGpgUqA3MDZwGrCvpNcrr5kWeE/SFxHR83t6YppZC3HGpZmZmZmZmZl1CRHRowQtJwPOAV4HVgGmBJYHDgRWAh6OiK3LJPHG9PEvyr87aGnWRTjj0szMzMzMzMy6lIg4ANgYWFrSI5Xt4wDLAGeSGZivAVtLurqWhZrZj9Kr7gWYmZmZmZmZmY2gT4GxgPcBIqKvpAFluvgFETEJsDnwBRnANLMuyKXiZmZmZmZmZtbVPAv0A9YGkDQAMoBZ9r8PDAY2lnRZHQs0sx/PGZdmZmZmZmZm1qVI+ldEXAXsFRHjAqdJel7SgIjoB0wI9Ac+qHWhZvajuMelmZmZmZmZmXUZEdGHrCAdDzgXWAy4F7gF+DewArAOcJWkDSIi5OCHWZfkwKWZmZmZmZmZtayI6Cnpm4hYAFgDWILMprwcOANYFtgGmJzsZzkEuAJYT9IXZRL5kHpWb2Y/hgOXZmZmZmZmZtaSKkHLaYHbgHGAx4A+wOxk5uVewInAnEAAXwLPSBrUeH0tizezH82BSzMzMzMzMzNraRFxNTAJsIukWyJiAmAusiR8U+BqYF1Jn9S4TDMbxTycx8zMzMzMzMxaVkTMAMxPZlXeASDpQ+C2iHgW+BjYCfgtcEFNyzSz0aBH3QswMzMzMzMzM/senwI9gR6SBkGWkANI+q+kXYA3gJXrW6KZjQ4OXJqZmZmZmZlZK/sceAbYOCJ+ClD6XvYEiIixgZeAcSKib33LNLNRzYFLMzMzMzMzM2tZkr4CjgAmAg6NiJUiYoLK0J25gemAxyUNiIioa61mNmp5OI+ZmZmZmZmZtbyIWJ8MYAZwPfAfYAiwAdAfmLEELntIGlLfSs1sVHHg0szMzMzMzMy6hIiYEtgdWBsYgxw6fDFwnKR/R0QvSYPrXKOZjToOXJqZmZmZmZlZlxIREwNTAR8CrzrD0qx7cuDSzMzMzMzMzMzMWo6H85iZmZmZmZmZmVnLceDSzMzMzMzMzMzMWo4Dl2ZmZmZmZmZmZtZyHLg0MzMzMzMzMzOzluPApZmZmZmZmZmZmbUcBy7NzMzMzMzMzMys5ThwaWZmZmZmZmZmZi3HgUszMzMzMzMzMzNrOQ5cmpmZmdkPiohXIuL0kXztrRFx66hd0XD/3b0i4p8R8XpEDImIy+pYh5mZmZmNuF51L8DMzMzMfryIWBhYCjhc0sc1L6eVbAzsDBwOPAy8Njr+kohYG5hY0uGj4/ubmZmZtaOQVPcazMzMzOxHioidgIOA6SS9Mhq+f19giKRBI/HaPgCSBo7qdQ3H330+sIikKUfz33MVMKekaUfn32NmZmbWTlwqbmZmZtZmIqJHRPQbkddIGjAyQcvy2oF1BC2LiYGPa/q7f7SI6F/3GszMzMzq4sClmZmZWRcXEfuQ2ZYAL0eEyj/Tlv2KiKMjYp2IeBIYAPy27NspIu6OiA8i4quIeCgiVu3g7/hOj8uI2LB8319ExKER8V5EfBERl0bET5pe+50elxGxWHnt6hGxe0S8ERFfR8TNETFjB3/31hHxUlnf/RGx6A/1zYyIaSNCwOLAHJX3ZLGyv0dE/Ckinix/9zsRcUJEjN/0fVaIiKsj4q2IGBARL0bEnhHRs/rfBywHTFP5e15pep+mbfq+i1XXU3mfnoiI+SPi9oj4Evh72dc3IvaNiBfKOl4vvTv7Nn3fJSPizoj4OCI+j4hnI+Lvw3qfzMzMzFqZe1yamZmZdX2XADMDawHbA++X7e9VjlkCWB04uux/pWz/I3AFcA7QB1gTuCgififp6uH4u48CPgL2BaYF/lT+jjWG47W7AUOAg4FxgV3KOhZqHBARW5bvdwdwWPk7Lit/5xvf873fA9YDdgfGAv5ctj9d/jwB2BA4DTgSmA7YBpg3In5RyS7dEPgcOLT8uQSwHzAO2TsTYP+y/inJ959y7MiYELgWOB84G3gnInqQ/48WAU4s/w1zlb9rZmBFgIiYA7gKeBzYiwxQzwj8YiTXYmZmZlYrBy7NzMzMujhJj0fEw2Tg8rJh9LicBZhL0lNN22eW9FXji4g4mhxiswMwPIHLD4ClVBqnlyDbdhExrqRPfuC1/YB5GmXkEfERcEREzCnpidIb86/AA8ASkgaX4x4HTud7ApeSvgDOjohNgW8knV35b1wE2BRYR9K5le3/Bq4DVgMa29euvj/A8RFxPLBVROxRSuhvjIg3gfGrf89ImhTYQtIJlXWtC/wG+JWkOyvbnyjrWVjS3cCSZPB5GUnvY2ZmZtbFuVTczMzMrD3c1kHQkqag5fhk5uAdwHzD+X1PbAQtizuAnsA0w/Ha05p6X95R/py+/LkAmYF4UiNoWZxDZlyOrNWAT4AbI2Kixj/AQ2Sm5OKNA5ven7HLcXcA/YFZf8QahmUAmQXavN6ngWea1ntL2d9Y78flzxVKANnMzMysS3PGpZmZmVl7eLmjjRHxO2APYB6g2i9RHR3fgdeavm4EFMdvPnAkXtsIfr5QPUjS4EYPyZE0ExmgfXcY+ydu/Espv/4bWSI+TtNx4/6INQzLmx0MMpoJmI3vlv5XNdZ7AZlJejJwQETcTLYRuFjSkNGwVjMzM7PRyoFLMzMzs/bwVfOGiFiU7J14O7AV8DYwCNgIWHs4v+83w9geo/m1P0YPMmi5zjD2vwcQEeMBtwGfkj0jXwS+JrNRD2T4qpeGFQDuOYzt//P/qfw9/yHL9zvyOmR2aET8kszAXI4cwLQGcEtELCVpWO+3mZmZWUty4NLMzMysexjeDMmqVchA3NKSBjQ2RsRGo2xVP86r5c8ZgX83NkZEL3JIz+Mj+X1fJHtG3tXUv7LZYmSp+sqSbq/8/dN1cOyw3v9GFul4TduHp5S+4UVgbuDmprL8/11EZlbeXP7ZISL+Qg4PWhy4aQT+TjMzM7PaufeNmZmZWffwRflzvBF4zTdkwO3b7L+ImJYypboFPEgO/9msBCsb1mH4StGH5ULyv3nP5h0R0atkWsLQjNCo7O9DZqc2+4KOS8dfLH/+svI9egKbj+B6pwA262C9Y0TEmOXfJ+jgtY+WP/t2sM/MzMyspTnj0szMzKx7eKj8uX9EnE+WfF9ZpmsPy9Vk+fF1EXEu2Stxa7Kn5P+NzsUOD0kDI2If4Ciy3PlCMtNyQzIgODJZpki6LSJOAP4cEfMAN5Dv10zkIJw/AhcDd5MZk2dExJHl71uPjkvZHwLWiIhDySnon0u6UtKTEXEv8I8SWPwQWJMRuw4/C1idnCC+OHAXGXidtWxfmgzy7lVKxa8ms1UnJoOsbwB3dvB9zczMzFqaA5dmZmZm3YCkByJiT2ALsrdhD2A6hmZidvSaWyJiE2A34HBygM+uZHCw9sAlgKSjIyKAHYGDgceA5YEjyTL3kf2+W0TEQ8AfgL8Dg4FXgLPJwCCSPijDiw4hB/R8VPbfDFzf9C2PJQccbQRsTwYOryz71gFOIN/nj4FTyNL3G4dzrUMiYsXyfdcHVgK+BF4CjgCeK4deQf6/2xiYCHif7NG5t6RPhufvMjMzM2sl8QNtcszMzMzMWkpE9CAH6Fwi6X/Kp83MzMyse3CPSzMzMzNrWRHRr2RcVq0PTADc2vkrMjMzM7PO4oxLMzMzM2tZEbEYcBhwETmoZz5gE+BpYH5JA2tbnJmZmZmNVu5xaWZmZmat7BXgdWA7MsvyQ+BMYDcHLc3MzMy6N2dcmpmZmZmZmZmZWctxj0szMzMzMzMzMzNrOQ5cmpmZmZmZmZmZWctx4NLMzMzMzMzMzMxajgOXZmZmZmZmZmZm1nIcuDQzMzMzMzMzM7OW48ClmZmZmZmZmZmZtRwHLs3MzMzMzMzMzKzlOHBpZmZmZmZmZmZmLef/AWZYrUWd2G1HAAAAAElFTkSuQmCC", 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", 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" ] @@ -792,7 +792,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Percentage error of Cg over direct method:40.89217782020569 %\n" + "Percentage error of Cg over direct method:38.18922936916351 %\n" ] } ], @@ -818,7 +818,7 @@ "outputs": [ { "data": { - "image/png": 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", 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5Klpra5Os7Xvd3TXd4i1PT/Kxqrr91Ckaphy7Lt0CNbP1zXRz/x3cL7jyowGPm+hhO9NzP8z38vh04d4Tkxydbmjxivxh6PLv9T1R/6JfYOUW6Yat/02Sf0r3h51tLVI18T3e1mtnNqZ7305c5zmttTcMcI4L+/vZBsmjNPE1/ndr7eEjrmE27+0N6T6LdpomvBzm+w/ADsQclwAwer9Nsn+/GuxUd5pm21f7+0Pmr6TfX+NPZtF2LuqZGJJ56NQdVXWjdMMifzYHQ24nhmTOpjfjZDfq7z84zb7ZDmsdle+k+7/gPabZ90dDnvMO/TDwqQ6ddM30w17PTHJQVd14mvaH9fffHrKObdmcAb73rbXftdY+21p7XrpV7XfOYO+JWWutXZrk3f3Df9pW+6qa6NF7an9/936Ow6mG+V6elC4QfVx/ziem61l3tfluJ7TO91tr/5Y/9Gh86ADXmvgeX+19U1WrMmkOx+00q8+p1trvkvxfus/mQaYs2N7PlLnww3SB691m+Hkynbmu+4x0c+3etp82Yarp3tvfTvdZNN1r9dA5qguARUpwCQCj9/V0vZmePHljVT0pyT2naf/OdL+cvriqrrboSFUtq6pDt7Omj6ZbLOLBfQ/CqdeYPK/ah9OFUH9TVX863cmq6u5VtdsA131Hf/+PVTUx51yqanmSf033f5e3D/QVbN1v+vvrDnn8uv7+0Mkbq+r+WdjFg7bHu/r7l/cLaiT5fVi0rV5yM1mVKaFbVd0pXY+9DUn+e9Kud6Trmfia/vs70X7fSdd/R+bHb5Jcq6qmzkuaqrpXVU03KmmiR+Al81RT0s39tz7Jn1fVa2aob9+qekOSRydJvyDRyenC9KdNafuAzG5+y/TnvDTJ+9P1Nnxuktsm+Xi/cNLk89+yqqbrKTmb5+rD6f5489j+tTLZS/KHocfbpV/455QkD6+qp0zXpqpu3Q+LnzDRM/Mt/fticttlVXXgpE3b+5my3fqe0/+WrlfjG2Z4/Rw4ZeG236broTondfcLff1Xkj0zZWGdqrphkmenW0H+3ZN2TSyi9Yqq2nVS+73TvScAWMIMFQeA0fu3dKHlm6rq3ukWFLldusUkPpZumOrvtdZ+U1VHpguBvtrPR/f9dL98Xqc/bp90K+QOpbV2RVU9Mt3cjSdU1dPS9VjaNd3CDvdO//+IfoGGhyf5ZLrhtV9O1wvskr6eOye5QbpfprcaZLTWvlxVr07y90n+r6pOTPK7dL3cbpVu8YbXDPt1TfKVvpajqmqf/GEetX8bcNGff0/3PftAX+Mv+/oekC7w+bM5qHG+vStd+PWAdM/1R9LNl/eIJN9It8jGdIu9bM0XkvxlVd013SItB6Z7LpalW5l58sJB/5ru+/qQJN+tqo+nW9TjkUn2S7cy9LCLBG3LZ9K9Lj9RVV9IN0T7u621j6YLqw6qqi+lC6ivSHLHdEOgf57kvdOecQ601s7tPwM+lOT/S/LEqvrfJL9I19vz5unC8l1y1d6Mf5Pu+f73/o8Hp6V7zz0iXTD4kMz+e3l8uhD+VZMeT3XfdMHzV5L8KMmv0/WKnrjeNt+rrbWLq+qpSd6X5JR+QaRz0vW+u1W619S9Zln7TB6bbnGYt1fVs5N8Ld0fgQ5Ocpv+enfvv44k+Y90PTQfn+THVfXhJOcluXa618M70oWryfZ/psyVl6ULmv86yYOq6rPp5uncL93cl/dM8g/pF27rn/+vJTmkqv4r3fdxc5KPbMdUJEene96eWVV3TrfA1b5JHpUu0HzmlFXf35Puc+LB6T6LPpzus+jIdJ9FNxyyDgB2AIJLABix1trpVXWfdENRH5RuSOYp6X6BfnimBJf9MZ+pqtukCzfun+6XxCvSBWifzfRDmGdb1zer6nbpfgn9k3RDii9K8pNM6VXXWjutqm6bbu7HB6YL9bakCyC+k26hiPMHvO7zq+o7SZ6Z5AnpfoE9M13Pm9f2PXq292v7bVU9oq/rSUl273f9ZwaYV7H/eg9L8vIkR6T7P9V3032/LswiCC5ba62qHpbkhemCmWel+34dny6YfWj+MH/ioH6WLjBZ09/vkm4Y6Etba5+ccv0rquq+6V4zj+2vvynd83hUa+09w31lA3l5uvljH5QuyFme7uv+aLr34cPSTdNwn3Sv41/0249prf12HutKa+1H/fvu8emCx8PT/SHi8nRB6n8keVtr7XuTjjm9qu7e13h4fzut/zpuni5InNX3srX2xar6SbqenBek+yPKVJ9M11PvXv01VqZ7Df1vkte11qZbsX66a53Y9w59cbpw6/J0geXd033+zElw2S88dMd0r7VHpOsJvDxdyHh6uj8iTX5eW5InVNUnkzy1r22X/ms8JclHJrXdrs+UudL/IemhSR7X1/HAdIvxnJfu/fmidD0iJ3t8kten+yPGY9L1hF6f7jU0TA0X9K/HF6T7THxeutXMv57kNa21T01p3/o/lB3d1/zMdM/xO5O8NMllw9QBwI6hup/HAADQ6QPFTyVZ01p7wQDtV6cLRY5vrT1pfqtjNvpedI9NcrPW2hmjrgcAYDbMcQkAsERV1bWn2bZPuh6TyVXnpGRM9fMtXm315X7Y+Z8lOV1oCQAsRoaKAwAsXa/rh/h/Od1Q0oPTTQuwd5K3tNa+PsriGNjOSc6qqs+lW1l6U5JbppuD8op0c2ACACw6gksAgKXrpHQrQD8o3ZyPl6Vb6OntmZvV21kYVyZ5c7q5Le+abpGj85N8IN1w/++MsDYAgKGZ4xIAAAAAGDvmuAQAAAAAxo7gEgAAAAAYO+a4nKWqqiTXTnLRqGsBAAAAgEVqzyS/bFuZx1JwOXvXTrJ+1EUAAAAAwCJ3cJKzZ9opuJy9iZ6WB0evSwAAAACYrT3TdQzcarYmuBzeRa21jaMuAgAAAAAWk24mxm2zOA8AAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIydFaMuAAAAAADorD567fIkhyQ5MMk5SU5Zt+aIzaOtajT0uAQAAACAMbD66LUPT7IuyeeSnNDfr+u3LzmCSwAAAAAYsT6cPDHJQVN2HZTkxKUYXgouAQAAAGCE+uHhx/YPa8ruicfH9O2WDMElAAAAAIzWIUkOztVDywmV5Dp9uyVDcAkAAAAAo3XgHLfbIQguAQAAAGC0zpnjdjsEwSUAAAAAjNYpSdYnaTPsb0nO6tstGYJLAAAAABihdWuO2JzkOf3DqeHlxOOj+nZLhuASAAAAAEZs3ZojTkpyZJKzp+xan+TIfv+SUq3N1AOV6VTVyiQbkqxqrW0cdT0AAAAA7DhWH712ebrVww9MN6flKTtaT8tB8zXB5SwJLgEAAABgeIPmaysWriQAAAAAWPyWQq/IcWCOSwAAAAAY0Oqj1z48ybokn0tyQn+/rt/OHBJcAgAAAMAA+nDyxCQHTdl1UJIThZdzS3AJAAAAANvQDw8/tn9YU3ZPPD6mb8ccEFwCAAAAwLYdkuTgXD20nFBJrtO3Yw4ILgEAAABg2w6c43Zsg+ASAAAAALbtnDluxzYILgEAAABg205Jsj5Jm2F/S3JW3445ILgEAAAAgG1Yt+aIzUme0z+cGl5OPD6qb8ccEFwCAAAAwADWrTnipCRHJjl7yq71SY7s9zNHqrWZercynapamWRDklWttY2jrgcAAACAhbX66LXL060efmC6OS1P0dNycIPma4LLWRJcAgAAAMDwBs3XDBUHAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDsrRl0AAAAAAPNr9dFrlyc5JMmBSc5Jcsq6NUdsHm1VsHV6XAIAAADswFYfvfbhSdYl+VySE/r7df12GFuCSwAAAIAdVB9OnpjkoCm7DkpyovCScSa4BAAAANgB9cPDj+0f1pTdE4+P6dvB2BFcAgAAAOyYDklycK4eWk6oJNfp28HYEVwCAAAA7JgOnON2sKAElwAAAAA7pnPmuB0sKMElAAAAwI7plCTrk7QZ9rckZ/XtYOwILgEAAAB2QOvWHLE5yXP6h1PDy4nHR/XtYOwILgEAAAB2UOvWHHFSkiOTnD1l1/okR/b7YSxVazP1FmY6VbUyyYYkq1prG0ddDwAAAMC2rD567fJ0q4cfmG5Oy1P0tGRUBs3XBJezJLgEAAAAgOENmq8ZKg4AAAAAjB3BJQAAAAAwdgSXAAAAAMDYEVwCAAAAAGNHcAkAAAAAjB3BJQAAAAAwdgSXAAAAAMDYEVwCAAAAAGNHcAkAAAAAjB3BJQAAAAAwdgSXAAAAAMDYEVwCAAAAAGNHcAkAAAAAjB3BJQAAAAAwdgSXAAAAAMDYEVwCAAAAAGNHcAkAAAAAjJ1FH1xW1d9U1bqquqyqvlZVd9lK2ydVVZtyu2wh6wUAAAAAtm1RB5dV9WdJXpfkn5PcIcl3k3yyqvbbymEbkxw46Xa9+a4TAAAAAJidRR1cJnlekre11t7ZWjs9yV8nuSTJU7ZyTGut/WrS7dwFqRQAAAAAGNiiDS6rauckd0zy6YltrbUt/eO7b+XQParq51V1VlV9uKpuuY3r7FJVKyduSfaci/oBAAAAgJkt2uAyyb5JlieZ2mPy3CQHzHDMGel6Yz4kyePSff1frqqDt3KdFyTZMOm2fjtqBgAAAAAGsJiDy1lrrX2ltfau1tqprbXPJ3l4kvOSPG0rh70qyapJt62FnAAAAADAHFgx6gK2w/lJNifZf8r2/ZP8apATtNaurKrvJLnRVtpcnuTyicdVNftKAQAAAIBZWbQ9LltrVyT5VpJ7T2yrqmX9468Mco6qWp7k1knOmY8aAQAAAIDhLOYel0nyuiTHV9U3k3w9yVFJdk/yziSpqnclObu19oL+8T8l+WqSnyTZK8nfJblekv9Y6MIBAAAAgJkt6uCytfa+qrpWkpemW5Dn1CQPaK1NLNhz3SRbJh1yzSRv69v+Nl2PzXu01k5fsKIBAAAAgG2q1tqoa1hUqmplutXFV7XWNo66HgAAAABYTAbN1xbtHJcAAAAAwI5LcAkAAAAAjB3BJQAAAAAwdgSXAAAAAMDYEVwCAAAAAGNHcAkAAAAAjB3BJQAAAAAwdgSXAAAAAMDYEVwCAAAAAGNnxagLAAAAAMbb6qPXLk9ySJIDk5yT5JR1a47YPNqqgB2dHpcAAADAjFYfvfbhSdYl+VySE/r7df12gHlTrbVR17CoVNXKJBuSrGqtbRx1PQAAADBf+nDyxP5hTdrV+sf/lOSVel8CszFovqbHJQAAAHA1/fDwY/uHNWX3xOOXRu9LYJ4ILgEAAIDpHJLk4Fw9tJzqoCQnCi+BuSa4BAAAAKZz4IDtJoLNY/pemgBzQnAJAAAATOecWbStJNdJ10sTYE4ILgEAAIDpnJJkfbqFeAY1aC9NgG0SXAIAAABX068U/pz+4aDh5Wx6aQJsleASAAAAmNa6NUeclOTIJGdvo2lLcla6XpoAc0JwCQAAAMyoDy9XJ/mndAHl1N6XE4+P6ntpAsyJam02U1VQVSuTbEiyqrW2cdT1AAAAwEJZffTahyc5NsnBkzaflS60PGk0VQGLzaD5mh6XAAAAwPaoURcA7JgElwAAAMA29b0tT0xy0JRdByU5sd8PMGcMFZ8lQ8UBAACWttVHr12e5JAkB6ZbRfuUHX1ux/5rXpcupJyuh2VLsj7J9Xf05wLYfoaKAwAAwBzrexWuS/K5JCf09+uWQG/DQ9LNaznTsPBKcp2+HcCcEFwCAADAAJb4UOkD57gdwDatGHUBAAAAMO76odLH9g+n9jqsdEOlj1l99NoPL6ah0rMY9n7OgKcctB3ANulxCQAAANu2ww2VnuWw91PSzWE500IZLclZfTuAOaHHJQAAAGzb2A+Vns2iQZOGvU81Mez9yHVrjjhpYuO6NUdsXn302uf0x7RcNcCdCDOPWky9TYHxp8clAAAAbNtYD5WeTe/JAYa9J92w9+WTd/RB5pFJzp5yzPokVwk6AeaC4BIAAAC2bWyHSg+xaNDQw977cHJ1ksOSPLa/v77QEpgP1dpMn7lMp6pWJtmQZFVrbeOo6wEAAGBhTBlePd1Q6QXvddj3ilyXLqScLohs6QLX608M41599NrHpOuVuS2PXbfmiPfMUakAvzdovmaOSwAAABjAujVHnLT66LVHphtmffCkXevTze84J6HlbOaqTPLHU2qZanLvyZP7bWM97B1ggqHiAAAAMKD5Hio9y7kqH57kAwOeevKiQWM77B1gMkPFZ8lQcQAAAObDbIaib6XtTA5bt+aIk4e5FsBcGzRfE1zOkuASAACAuTabuSr7x1trO+1xU4eb9+Hl1GHvZ2UOh70DTGfQfM1QcQAAABi92az0va22EyZ6Kh013RyZVggHxp3FeQAAAGD0Dtx2k1m1S5ILkjx1a0FkH2iePItzAiwYwSUAAACM3nys9P2odWuO+OwwxQCMA8ElAAAAjN7ESt/bmuNyYqXvQdp+fu7LBFg45rgEAACAEeuHbD+nfzh1Fd2rzFU5m7ZzXynAwhFcAgAAwBjo56I8MsnZU3atT3Lk5LkqZ9MWYLGq1qb+cYatGXS5dgAAABjG6qPXLk+3cviB6ea0PGWm3pOzaQswLgbN1wSXsyS4BAAAAIDhDZqvGSoOAAAAAIwdq4oDAACwZPRDq/84yaH9ppOTfN7waoDxY6j4LBkqDgAAsDitPnrtw5O8Nck+U3b9JslTLWgDsDAMFQcAAIBeH1qemKuHlum3fbBvA8CY0ONylvS4BAAAWBwmrbh97STHJLnWNg45K8n1DRsHmF+D5mvmuAQAAGCH0/eePDbJwbM47Drpgs6T56MmAGZHcAkAAMAOZdKw8Bri8APnuBwAhmSOSwAAAHYY/fDwt2a40DJJzpnDcgDYDoJLAAAAdiR/nOkX4BnUfnNVCADbR3AJAADAjuTQ7Tz+vVYXBxgPgksAAAC4qmP6IecAjJDFeQAAAFjU+pDxkHQL6/x2O09Xsbo4wFgQXAIAALAoTAkoz0lySpKHJDk2ycGTmm7J9o8wtLo4wIgJLgEAABgL0wWT69Ycsbnf9/BcPaD8TbqFeNqUUw27ovhkVhcHGDHBJQAAACM3QzC5fvXRa5/T//vEaQ6bWD18alBZ6cLMLUmGmatyc5IvDXEcAHPI4jwAAACMVB9anpjkoCm7Duq3v7V/PJuelJUutHxekgty9V6ZW7M8yT1n0R6AeaDHJQAAAHNqa0O+Z2h7bP9wpp6T+2R410yy9xDHmeMSYMT0uAQAAGDO9L0n1yX5XJIT+vt1/fbpHJJuePhMvSnnYr7KYZjjEmDEBJcAAADMiW0N+Z4hvJyvno0tyVlJTh7yuFPmuiAAZkdwCQAAwHYbYMh3khzTt5ts0J6Ns5mjcqLtUUk+n2T9gMf//riZhrYDsHAElwAAAMyFQYZ8XyfJs6aEl6dk68FiS3L+pH9P3deS/GbK9vVJjly35oiT+gDyOZPab83vj9tGOwAWgOASAACAuTDokO/XZ9Kcl9sIFicePy3JkUnOnrJ/fb99/ySHJXlsf3/9yeFj/+/pjj8ryT/NdBwAo1Wtzaa3PVW1MsmGJKtaaxtHXQ8AAMA4WH302kPTLcQzG4+YCAr7IPPYdL02J5yVbtj2RJuBVyufocbtOh6AuTFovia4nCXBJQAAwNWtPnrtkUk+MMvDzk9ywER4KFgEWBoEl/NEcAkAACxl04WL/a51uWpvyUHde92aIz47N9UBsBgMmq+tWLiSAAAAWMxmGM69PslbM1xomSSHJhFcAnA1gksAAAC2qQ8tT5xm10FJXrrA5QCwBFhVHAAAgK3qh4cf2z+sKbunPp6tk7fzeAB2UHpcAgAAsC2HZPih4FtzfpLPz8N5AdgBCC4BAAD4vRkW33nwPFyqJXmaVcMBmIngEgAAgCQzLr7zmyT7zPGlzkpy1Lo1R5w0x+cFYAciuAQAAFiCpvSs/HWSP0/y5GmazkVo+eskj0myf/penHpaArAtgksAAIAlZoaelfPpb9atOeKzC3QtAHYQgksAAIAd1AzzVT4kyQfn+FKtv59uhfFXr1tzxIlzfD0AlgDBJQAAwA5ohl6V65OsmofLvTjJU6dc69fpeloKLQEYSrXWtt2K36uqlUk2JFnVWts46noAAAAmTOph+eAkz03XE3JyL8ipj7dXSxeGXr9/fJXeneaxBGA6g+ZrelwCAADsAGboYTk1pJzr0DLpVgefCChPnsPzA7DECS4BAAAWoSnzV94oyT8vcAnr04WWJy3wdQFYIgSXAAAAi8wIVgWf0JJckORRST5vKDgA80lwCQAAsIj0oeUoFryZGBr+1HVrjvjsCK4PwBIjuAQAABhTk4aDXzvJ/kn2SfKsfvdczlc5CEPDAVhQgksAAIAxNMLh4BNekuSUdIGpVcIBWHCCSwAAgDGz+ui1RyZ5/4guf36Sp+lZCcCoCS4BAADGyOqj1z46yQlZuKHg70w3DDxJTo5FdwAYE4JLAACABTZp7soDM2kY9uqj1341yV0XsJTzk/yVoBKAcVSttW234veqamWSDUlWtdY2jroeAABgcZlh7srzklyR5KAFLKUlOdKQcAAW2qD5mh6XAAAAC6QPLU+cZte1FrqWLPyq5AAwK8tGXQAAAMBS0A8PP7Z/OA6hYUtyTF8XAIwdPS4BAADmUR8M/nGSJ+aqw8NHrZJcJ91cmyePthQAuDrBJQAAwDxZffTaI5O8PcnKebrElnQB5HQ9ONsM26c6cE4rAoA5IrgEAACYA9OsFP6nSf5uni43scrqv/bXmBpSzmYV1nPmqigAmEvmuAQAANhO/aI765J8LskJ/f18hZZJsj7diuDPT3JkkrOn2f+o/n6mELMlOSvJKfNVJABsD8ElAADAdpi0UvhB83iZy5P8U5LHJjksyfXXrTnipCTp71f32yfvPzHJc/rjp4aXE4+PWrfmiM3zWDcADK1am80IAqpqZZINSVa11jaOuh4AAGBhTDMUfKKn4rp0oeV8rRR+XpKD1q054sphDu6D1WNz1YWBzkoXWp40B/UBwKwMmq8JLmdJcAkAADuW6QLJqb0QZwj/1id5a5KXzlNpE7+sHbm9AeMgXyMALBTB5TwRXAIAwI5jK4HkcybCwklDwZOrL4AzX70sE70iAdhBCS7nieASAAB2DNsIJJNu0ZsPpxsKPjnYnCstyaOTXDvJDZP8NMlpSfaLXpEA7MAGzddWLFxJ86Oq/ibdan0HJPlukme11r6+lfaPTPKydJNX/zjJ81trH1+AUgEAgDHRD50+tn84tddkpQsV35rkPhkstJxt78uNSZ6sNyUAzGxRrypeVX+W5HVJ/jnJHdIFl5+sqv1maH+PJO9J8vYkt0/yoSQfqqpbLUjBAADAuDgkXSA5U9hYSfZJ8vRZnHOQ4Wwt3e8vewstAWDrFvVQ8ar6WpJvtNae2T9elm4emH9rra2Zpv37kuzeWnvgpG1fTXJqa+2vB7ymoeIAALDIrT567WOSnDCHp3xHkvtl5t6ZE794PWrdmiNOnKENACwJg+Zri7bHZVXtnOSOST49sa21tqV/fPcZDrv75Pa9T26lfapql6paOXFLsud2FQ4AAIyDc+b4fJ9NNx3VYUlen+S8KfvXp1sdXGgJAANazHNc7ptkeZJzp2w/N8nNZjjmgBnaH7CV67wgyYuHKRAAABhbp6QLEw/K3KwMfq1+IZ2Tk5y8+ui1f5duOPqBsdAOAAxlMQeXC+VV6ebRnLBnuv/gAAAAi9S6NUdsXn302ucmef8cnfLXU8+fLsQEAIa0mIPL85NsTrL/lO37J/nVDMf8apbt01q7PMnlE4+r5uKPsQAAwCitPnrtw9MN6Z6r/+D/co7OAwD0Fm1w2Vq7oqq+leTe6VYHn1ic595J3jjDYV/p9x8zadt9++0AAMAOZvXRa5cn+eMkh/abTk6yd+aup2XSLRB6yhyeDwDIIg4ue69LcnxVfTPJ15MclWT3JO9Mkqp6V5KzW2sv6Nsfm+TzVfW3SdYmeXSSOyV56gLXDQAAzJM+rDwkyYOT/EWSlZN2vyjJlv7fc9HbsiU5yvyVADD3FnVw2Vp7X1VdK8lL0y2wc2qSB7TWJhbguW7+8J+StNa+XFWPTfLyJK9M8uMkD22t/d+CFg4AAMyLfgj4sUkO3kqzZXN0uUuSPH7dmiNOmqPzAQCTVGtt1DUsKlW1MsmGJKtaaxtHXQ8AANDpQ8sT+4fzNTn9JUm+nOQ1ST6jpyUAzN6g+dqi7nEJAACMuW51y7sm+askN0k3IupbSd6c1n40zCknDQU/MMk5+cP8ksdOXHV7Sp7BhiR/uW7NESdusyUAMCfmaogEAADAVVXtneTTSb7SksPOWrXfJT/Z++AVVy5b/hdJzkjVf6Rq59mcsu9VuS7J55Kc0N+fk+Qf0g0Pn8vQ8pIkH0i3wOc+QksAWFiGis+SoeIAADCAqt2SfD7J9Y+/wwPf9pJ7P/Vxbdmyg5Nkl01X5HHf+fiF//DZt++xLO0DSf48A/xisgBDwSdqODHJm5N83lBwAJh7g+Zr2xVcVtXdkhyWZL8k/95a+3F1/0G5WZIftdYuHvrkY0pwCQAAA6g6KsmrX3yfp73g+Ds+6DUTWye1aA/5/sk59mP/WkkOT2uf29rp+uHh65IclLkLLTcnWT7p8VnpVgi32A4AzKN5neOyuuEc703ykHT/aWhJPppule4tST6V5PVJXjHM+QEAgEWsm9fy6VtSJx1/xwcdNbF1aqsP3+KP23O+dMKmXTdd8ZJ7HL32gPTzVc7Qy/GQbH2l8GE8Osn5mTRXph6WADA+hl2c52VJHpjk6enmlDljYkdr7bKq+kC6UFNwCQAAS89BSW7yoVseenySP5uxVVX99y0PW/EX3/zwvZLcq9+6fvXRa58zTa/HA2dx/Zat98o8P8nT9KwEgPE27OI8j0nyptbaW5NcMM3+HyS5wdBVAQAAi9k1kuSnex+067YaXrTL7tl10xWTNx2U5MR+PsvJzpnF9X875fGv0y2y87J0C+0cILQEgPE3bI/L/ZJ8byv7NyfZbchzAwAAi0w/B+UhSQ681ROP2fjR44/afI+ff3fVG+/x6K0ed9Pz1uVXe+wzedPEVFTHrD567YcnDd0+Jcl5Sa41QDmPTDeFlSHgALCIDRtcnpVuAZ6Z3DPJT4Y8NwAAsIj0vSOPTT8H5f8dcKN89oZ3vvTO609/eFpbn6ppF9RZednFecgPPp833fXIqbsqyXXSBaEnJ8m6NUdsXn302mek6zk5k5ZkfawGDgA7hGGHip+Q5GlVdfdJ21qSVNVfJXlUkndtZ20AAMCY60PLE9MN8f69N9/1EbuuvPx3B7/5v195dlpL+t8XJuy86cq8du3r01J5723vP9PprzKv5bo1R5yY5NUztJ04/1FCSwDYMQwbXL4iyZeTfCHd4jwtyeur6hdJ3pLkE+lWFQcAAHZQ/fDwY/uHV+lR+Y3r3Kpedvhftgf8+Ct3/cq/P+n/HnDGlzbuefnvcs1LNuSRp/1vPvyu5+ZeP/t2/uYhR+e8Pfae6RJXm9dy3Zojnp9uKPh5U3atT3KkuSsBYMdRrbVtt5ruwKpK8udJjkxy43Qh6JlJ3p/k3W3YE4+5qlqZZEOSVa21jaOuBwAARmX10WsPTdeRYUb3+9FX8uwvv3fTrc498/fTVG1J5Yurb3fl6w553IpTr33T6Vb/nhjyff2Zek9OnlMz5rEEgEVl0Hxt1sFlVV0jXY/Lz7XWPrpdVS5CgksAAOisPnrtY9JNI7Ut7ea//mnd4DdnZ/OyZfn+/jdoZ+11YPKHhXgmh5cTv6DoPQkAO6hB87VZL87TWru0qp6W5PTtqA8AAFj8rjaUewb1g/1ukB/sd4PfP04XUJ6f5LL0i/r01qebp1JoCQBL3LCrin8rya3mshAAAGDROSVd0DjtquHbUEn2TXLvJFtiyDcAMMVQc1xW1R2SfDzJPyY5rrW2aa4LG1eGigMAwB9MWlU8ufqQ70HCzMeuW3PEe+a8MABgbA2arw27qvhx6f4q+pYkG6vqx1V12pTbd4c8NwAAsEj0Q7qPTHL2lF1TV/2eyaDDzQGAJWbY4PKCJGck+UKSr6UbHvKbKbcL5qJAAABgvPXh5eokhyV5bH9/cLrfE2Ya4tWSnJVuuDkAwNUMNVR8KTNUHAAABrONYeSJlcMBYEma76HiAAAAW7WVYeTrI7QEALZh6B6XVbU8yeOSHJHkev3mnyf5WJL/aq3tkCsB6nEJAACzs/rotcuTHBIrhwMAGTxfG3ZV8VVJPpnkzkkuSvLTftf1k6xM8vUk998Rgz3BJQAAAAAMb76Hir8iyR2TPCvJtVprd2it3SHJfkmemeROfRsAAAAAgFkbtsfl2UlObK09Z4b9b0hyZGvt2ttZ39jR4xIAAAAAhjffPS73SXLGVvb/MMneQ54bAAAAAFjihg0uf5LkwVvZ/+AkZw55bgAAAABgiRs2uPz3JPerqo9X1f2qanV/u39VrU1y3yRvnLsyAQAAAIClZMUwB7XW/r2q9ktydJL7T9l9ZZKXttbetL3FAQAAAABL01CL8/z+4Kp9k9wnyfX6TT9P8unW2vlzUNtYsjgPAACjsvrotcuTHJLkwCTnJDll3ZojNo+2KgCA2Rk0X9uu4HIpElwCADAKq49e+/AkxyY5eNLm9Umes27NESeNpioAgNmb11XFq+o+VfXKrex/RVUdPsy5AQCAq+pDyxOTHDRl10FJTuz3AwDsUIZdnOdFSa6zlf0HJfnHIc8NAAD0+uHhx/YPa8ruicfH9O0AAHYYwwaXt07yta3s/0aS2wx5bgAA4A8OSTc8fGpoOaHSdSo4ZMEqAgBYAMMGl7sk2Xkb+3cb8twAAMAfHDjH7QAAFoVhg8v/S/Kw6XZUVSV5eJLThy0KAAD4vXPmuB0AwKIwbHD5b0nuWVUfqKpbV9WK/nabJB9Icve+DQAAsH1OSbd6eJthf0tyVt8OAGCHMVRw2Vr7zyT/nK7X5alJLu1v30ny0CQvb60dPzclAgDA0rVuzRGbkzynfzg1vJx4fFTfDgBgh1GtzfSH2wEOrrphuvDyBv2mM5N8qLV25hzUNpaqamWSDUlWtdY2jroeAACWhtVHr314utXFD560+ax0oeVJo6kKAGD2Bs3Xtiu4XIoElwAAjMrqo9cuT7d6+IHp5rQ8RU9LAGCxWdDgsqpuluSR6f4D9cMkx+2ooZ7gEgAAAACGN2i+tmIWJ3xmkmcnuUdr7fxJ2x+UbkGenSc1f3ZV3W1yOwAAAACAQc1mcZ4HJzlzSmi5Isl/JNmc5MlJbp3k6CTXS/IPc1gnAAAAALCEzCa4vEWSr07ZdliSayV5fWvt+Nba91trr07y/iR/Okc1AgAAAABLzGyCy33SrVo42b2TtCT/PWX7l5JcdzvqAgAAAACWsNkEl+cmOWDKtkOSXJLku1O2X9HfAAAAAABmbTbB5TeTPLGq9kySqrplkrsk+WRrbdOUtjdLsn5uSgQAAAAAlpqBVxVP8s9JvpHkx1X1/SR3TDdM/FXTtH1Yks9uf3kAAAAAwFI0cI/L1tr3khye5FtJrp1uoZ4/ba19a3K7qjo03fDxD8xZlQAAAADAklKttVHXsKhU1cokG5Ksaq1tHHU9AAAAALCYDJqvzWaOSwAAAACABSG4BAAAAADGjuASAAAAABg7gksAAAAAYOwILgEAAACAsSO4BAAAAADGztDBZVWtrKqjq+qTVfWdqrpLv33vqnpeVd1o7soEAAAAAJaSFcMcVFUHJ/l8kusk+XGSmyXZI0laaxdU1dOSXC/Jc+aoTgAAAABgCRkquEzymiR7Jrldkl/3t8k+lOSBQ1cFAAAAACxpww4Vv1+SN7TWTk/Sptn/03S9MQEAAAAAZm3Y4PIaSc7byv49hzwvAAAAAMDQweXpSe61lf0PTfKdIc8NAAAAACxxwwaXxyR5dFU9P8mqiXNV1Y2q6t1J7p7k9XNQHwAAAACwBFVr001ROcCBVf+Q5CVJKl0AuqX/95Yk/9ha+5c5qnGsVNXKJBuSrGqtbRx1PQAAAACwmAyarw0dXPYXuW6SRyS5Ubrw8swkJ7XWfjr0Scec4BIAAAAAhrcgweVSJLgEAAAAgOENmq8NNcdlVd2hqp6xlf3PqKrbDXNuAAAAAIBhF+d5RZL7bGX/4UlePuS5AQAAAIAlbtjg8o5JTtnK/lOS3GnIcwMAAAAAS9ywweWeSTZtZf+WJKuGPDcAAAAAsMQNG1z+OMn9trL/AUl22JXFAQAAAID5NWxw+fYkR1TV66pqr4mNVbVXVb0+XXD59jmoDwAAAABYgqq1NvuDqirJO5I8Md2w8F/2u66dLgx9d5IntWFOPuYGXa4dAAAAALi6QfO1oYLLSRc5LMkjktyg33Rmkg+21k4e+qRjTnAJAAAAAMNbkOByKRJcAgAAAMDwBs3Xhp3jEgAAAABg3gwVXFbnaVX19ao6v6o2T3PbNNfFAgAAAABLw4ohj3t1kuclOTXJfyb57VwVBAAAAAAwbHD5xHSL8DxqLosBAAAAAEiGn+PyGkk+PZeFAAAAAABMGDa4/EySO89lIQAAAAAAE4YNLp+R5G5V9cKq2mcuCwIAAAAAqNba7A+quihd6Llrv+myJJunNGuttVXbV974qaqVSTYkWdVa2zjqegAAAABgMRk0Xxt2cZ4PJpl94gkAAAAAMIChgsvW2pPmuA4AAAAAgN8bdo5LAAAAAIB5M3RwWVXXrao3V9UZVfXbqrpXv33fqnpDVd1+7soEAAAAAJaSoYaKV9UtkpySLvj8WpIbTZyrtXZ+Vf1Rkt2T/MUc1QkAAAAALCHDLs7z6iQXJrlbukV6fj1l/9okfzZ8WQAAAADAUjbsUPF7JXlTa+28TL+6+C+SHDR0VQAAAADAkjZscLksySVb2X+tJJcPeW4AAAAAYIkbNrj8dpIjpttRVSuSPDrJV4ctCgAAAABY2oYNLl+V5AFV9aYkt+q37V9V90nyqSQ3T7JmDuoDAAAAAJagam26KSoHOLDq8UmOTbIqSaWb67KSbEzy9Nbae+aqyHFSVSuTbEiyqrW2cdT1AAAAAMBiMmi+NnRw2V9k9yT3S3KjdL03z0zyydbaRUOfdMwJLgEAAABgeIPmayu25yKttd8l+e/tOQcAAAAAwFRDBZdVdd1B2rXWfjHM+QEAAACApW3YHpfr0s1puS3Lhzw/AAAAALCEDRtcPiVXDy6XJ1md5AlJfp3k/w1fFgAAAACwlA0VXLbWjptpX1X9S5KvpVttHAAAAABg1pbN9Qn7BXvemeS5c31uAAAAAGBpmPPgctJ5D5incwMAAAAAO7hh57icVlWtTHKvJH+X5DtzeW4AAAAAYOkYqsdlVW2pqs1Tb0l+m+QjSS5J8oy5LHSaGvauqv+qqo1VdWFVvb2q9tjGMSdXVZtye/N81gkAAAAAzN6wPS5fmquvKt7SBZdnJvlUa23T9hQ2gP9KcmCS+ybZKd28mm9N8thtHPe2JP806fEl81IdAAAAADC0YVcVf8kc1zErVXXzJA9IcufW2jf7bc9K8vGq+v9aa7/cyuGXtNZ+tRB1AgAAAADDma/Feebb3ZNcOBFa9j6dZEuSu27j2D+vqvOr6v+q6lVVtdvWGlfVLlW1cuKWZM/tKx0AAAAA2JaBelxW1TuGOHdrrf3FEMcN4oAkv55ysU1VdUG2vpr5CUl+nuSXSW6T5F+S3DTJw7dyzAuSvHi7qgUAAAAAZmXQoeKH5+pzWm7LbNunqtYkef42mt18tued0Fp766SH36uqc5J8pqpu2Fo7c4bDXpXkdZMe75lk/bA1AAAAAADbNlBw2VpbPc91THhtkuO20eanSX6VZL/JG6tqRZK9+32D+lp/f6N0iwpdTWvt8iSXT7rOLE4PAAAAAAxj0KHi307ywtbaJ/rHT0jyhdbaurksprV2XpLzBqjnK0n2qqo7tta+1W8+PN2cnV+b+ciruV1/f85s6gQAAAAA5tegi/PcJsm+kx6/M8k95r6cwbTWfpDkE0neVlV3qap7JnljkvdOrCheVQdV1Q+r6i794xtW1Yuq6o5VtbqqHpzkXekC2NNG9bUAAAAAAFc3aHD58yT3qarl/ePKEHNYzrE/T/LDJJ9J8vEkX0zy1En7d0q38M7EquFXJLlPkk/1x702yQeTPGiB6gUAAAAABlStbTt/rKq/S7cC9+YklybZPd28j5u2clhrra2aiyLHSVWtTLIhyarW2sZR1wMAAAAAi8mg+dqgi/O8pqq+m+SwJPsneWKSb6RbKAcAAAAAYE4N1OPyagdVbUnyuNbaCXNf0njT4xIAAAAAhjenPS6naq0NOjcmAAAAAMCsDRVcTqiqPZNcL8k10y3YcxWttS9sz/kBAAAAgKVpqOCyqvZN8m9JHpFk+XRN0q06Pt0+AAAAAICtGrbH5VuTPCjJG5KckuS3c1YRAAAAALDkDRtc3i/J61trfz+XxQAAAAAAJMmwi+xckmTdHNYBAIxS1a6pelyqPp2qM1L13VS9IVU3H3VpAADA0jRscPmfSR42l4UAACNSddskP0ry7pbkjH2ve+r397vBeVcsW/H4JKen6phUmbcaAABYUMMOFT8xyR9X1SfSzXd5VpLNUxu11r69HbUBAPOt6gZJPpPk50c98G9f/aFbHvb8JAcnyc6brsxTvvmhC5//+eOfVcmWJM8bZakAAMDSUq212R9UtWXSw+lOUElaa22H651RVSuTbEiyqrW2cdT1AMB2qTo+yeF/+qRj/+H0/W943MTWSS3aX33tpPzDye+oJDdKa2cueI0AAMAOZdB8bdgel08e8jgAYFxU7ZvkzzbVshefvv8NXzGxdWqrd93hiPbMr7xvyx5XXPKM5cnfLnCVAADAEjVUcNlaO36uCwEAFtwdk+zyggc86xfph4dP5/KddqlP3+gudZ+ffP1PVgkuAQCABTLs4jwAwOK3S5L8dO+DVm2r4aU77ZrNy5ZfY/5LAgAA6Azc47KqZjshf2utvX6WxwAAC+fnSfLo735yr28dfIutNrz1r36SK5avWL8gVQEAAGQWi/NMWZBnEBbnAYBxVlVJvrklOfcGz//YrZMclKvPcZnb/vKM9uF3/21dsXzFQ3fedOWHF7xOAABghzJovjaboeLXn+XtBkNVDgAsjO6vl69ZlvzJu973os9ObJ3cZP+Lzm+v/9hra+Muu63fefOmjy18kQAAwFI1cI9LOnpcArDDqXp5kn/41R57n/aKw/7ioFOvfdN99rjikjzwB6fkz0/9ny07b7rygt02XX63tHbmqEsFAAAWv0HzNcHlLAkuAdghVR2Z5HlJ7j6xaVMt+92ytHcua+2Vae2c0RUHAADsSASX80RwCcAOreqmSa6T5LIk30lrvxtxRQAAwA5m0Hxt4FXFAYAloLUzkpwx6jIAAABmszgPAAAAAMCCEFwCAAAAAGNHcAkAAAAAjJ2h5risqn/aRpOWblL/9Um+0Fo7e5jrAAAAAABL07CL87wkXTiZJDVl39Ttm6vqbUme2VrbMuT1AAAAAIAlZNih4gcnOS3J8UnumGRVf7tTknclOTXJTZLcIcl/JXlakhduZ60AAAAAwBJRrbVtt5p6UNWHklzaWnvMDPvfm2RFa+3I/vHHk9yotXaT7ah1LFTVyiQbkqxqrW0cdT0AAAAAsJgMmq8N2+Py8CSf38r+zye576THH09y3SGvBQAAAAAsMcMGl5cnuetW9t8tyRWTHq9IcvGQ1wIAAAAAlphhg8v3JHlCVf1rVd2wqpb1txtW1WuTPK5vM+GwJKdvb7EAAAAAwNIw7Krif59k/yTPS/LcJBOrhS9Lt5r4B/s2qapdk3wryZe3q1IAAAAAYMkYanGe3x9cdfskD0hyvX7Tz5N8srX27TmobSxZnAcAAAAAhjdovjZsj8skSWvtO0m+sz3nAAAAAACYauA5Lqtq16p6c1U9axvtnl1Vb6qqnba/PAAAAABgKZrN4jxPTfKkJGu30W5tkicn+cshawIAAAAAlrjZBJePSvLB1tpPt9aotXZmkg8kecz2FAYAAAAALF2zCS5vneSLA7b9cpLbzL4cAAAAAIDZBZc7J7liwLZXJNll9uUAAAAAAMwuuPxlklsN2PZWfXsAAAAAgFmbTXD56SRPqKr9ttao3/+EJP+7PYUBAAAAAEvXbILLf0mya5LPVtVdp2vQb/9M3+41218eAAAAALAUrRi0YWvtp1X1qCTvSfLlqvppku8luSjJnumGh98wySVJHt2vLg4AAAAAMGvVWpvdAVWrkzw/yQOTHDRp1y+TfCzJq1trP52rAsdNVa1MsiHJqtbaxlHXAwAAAACLyaD52qyDyykX2TPJyiQbW2sXDX2iRURwCQAAAADDGzRfG3io+HT6sHJJBJYAAAAAwMKZzeI8AAAAAAALQnAJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAwbqpWpGqXUZcBAAAwSoJLABgHVddI1V+m6ltJrkxyWarOStWLU3XgqMsDAABYaNVaG3UNi0pVrUyyIcmq1trGUdcDwA6g6oAkn0hymy3J2lOuf4cfnrf7NXe/49mnH7z6t+ccXskVSR6Y1r484koBAAC226D52oqFKwkAuJqqnZKsTbLfP9736X/7n3c44nlJHjixe+9LNvzyE+945oX7/e63H0/VHdPamSOrFQAAYAEZKg4Ao/XQJHd4xaFPOeY/73DEa5McNHnnBbutOvDwv3rLzS9bvnNL8txRFAgAADAKgksAGK2/bskpb7vrw5/VP64p++viXXbLcXd84LKWPCFVuy90gQAAAKMguASA0brNdw+8yY+SHJyrh5YT6n9vfLeVleyZZPWCVQYAADBCgksAGK3auMvue2yrUftDpjlTuAkAALBDEVwCwGh9/5bnnnnjbTW6589Pzeaqy5Ksm/+SAAAARk9wCQCj9ZZ9Lt14h9uc86Nzk7TpGlzjisva47/z8c3V8u60dvEC1wcAADASgksAGK0PJvm/977nBcuuf8HZyZTwcvfLL2lv+e9X1N6XbrxyWdprR1IhAADACFRr03buYAZVtTLJhiSrWmsbR10PADuAqusk+dSW1I0/deO7XfHxm/3RNa5YviJ3Wn96Hvm9T2/Z7crLLt9py+YHprXPjrpUAACA7TVovia4nCXBJcAAus/KJyR5bJIDkvwuySeSvDmtnTnK0sZW1Z5JntKSZ1RykyS5ctnyjcvalrcsb+3/pbWfj7hCAACAOSG4nCeCS4BtqDo83fDnPbckH/3htVZfkqoDbnz+L+68YsvmPSp5SZKXxQ+g6VVVkj2TrEiyIa1tHnFFAAAAc2rQfG3FwpUEwA6v6s5JPpbki4971Mve/8Xr3/7FSQ5Okl2uvDzP/vJ7N/7NVz/wz0kuS/LqEVY6vrpA1x/GAACAJU+Py1nS4xJgK6o+k2SfOz3z3a86f/drvmdi66QW7YWffXv9xTc/fMXytuXAtHbBCKoEAABghAbN16wqDsDcqLpZksOvXLb8Nefvfs1/ndg6tdVb7vqItrmW7byplj15gSsEAABgERFcAjBX7pEk93raf5yXbnj41NAySfKb3feqr13nVjl/970espDFAQAAsLgILgGYKzsn2XLuHnvvs62Gl+20c65cvtMeC1ATAAAAi5TgEoC5si7Jsmd+5f1bDSSXb9mcW57701yxfMXPF6YsAAAAFiPBJQBz5dNJzjrqiyfcI8n6JNOu/nbfH3+tXfui83PARb95xYJWBwAAwKIiuARgbrS2KcnrlqU96Q0fefWHJrZObnKj83/RXv6pf69f7bH3abtfcek3F7xGAAAAFo1qbdoOMcxg0OXaAZakqkryliR/dfbKa33r5Yf/5fV+cK3V+17z0ovy0NM/l0ee9ul25fIVZ626/Hd3SmvnjbpcAAAAFt6g+ZrgcpYElwDb0IWXT0jynCS3n9h8xfIVv12+ZfO/L2/tNWltw8jqAwAAYKQEl/NEcAkwoC7AvFmS/ZP8Lsl309oVoy0KAACAURs0X1uxcCUBsKR0fxn7QX8DAACAWbE4DwAAAAAwdgSXAAAAAMDYEVwCAAAAAGNHcAkAAAAAjB3BJQAAAAAwdgSXAAAAAMDYEVwCAAAAAGNHcAkAAAAAjB3BJQAAAAAwdgSXAAAAAMDYWbTBZVX9Q1V9uaouqaoLBzymquqlVXVOVV1aVZ+uqhvPc6kAAAAAwCwt2uAyyc5JPpDkTbM45u+TPDvJXye5a5LfJflkVe069+UBAAAAAMNaMeoChtVae3GSVNWTBmlfVZXkqCQvb619uN/2hCTnJnlokvfOR50AAAAAwOwt5h6Xs3X9JAck+fTEhtbahiRfS3L3mQ6qql2qauXELcme814pAAAAACxxSym4PKC/P3fK9nMn7ZvOC5JsmHRbP/elAQAAAACTjVVwWVVrqqpt43azBS7rVUlWTbodvMDXBwAAAIAlZ9zmuHxtkuO20eanQ577V/39/knOmbR9/ySnznRQa+3yJJdPPO6mygQAAAAA5tNYBZettfOSnDdPp/9ZuvDy3umDyn7OyrtmdiuTAwAAAADzbKyGis9GVV23qm6X5LpJllfV7frbHpPa/LCqHpYkrbWW5Jgk/1hVD66qWyd5V5JfJvnQQtcPAAAAAMxsrHpcztJLkzxx0uPv9PeHJTm5//dN081LOeHVSXZP8tYkeyX5YpIHtNYum89CAQAAAIDZqa4jIoPqh5dvSLKqtbZx1PUAAAAAwGIyaL62aIeKAwAAAAA7LsElAAAAADB2BJcAAAAAwNgRXAIAAAAAY0dwCew4qnZN1d6pWjHqUgAAAIDtI7gEFreqZal6RKo+k+TSJL9JcnGqjk/VnUdcHQAAADAkvZKAxatq5yQnJHlES770xdW3e91Pr3nQstv86sd73O6cH927kiek6nlp7fWjLhUAAACYHcElsJi9McmD3nX7I9b80/2e/rgk95zYsWzL5vUf/M+//9Dtzznjdak6O629f3RlAgAAALNVrbVR17CoVNXKJBuSrGqtbRx1PbBkVV03yc8+c8M7H/cXR774yRNbJ7VoaS1ffPNffPPgjb/eI8kt4wMPAAAARm7QfM0cl8Bi9Zct+d2zH/R39+8f15T9laq88P5/c70kN09yyMKWBwAAAGwPwSWwWN3yN7vt9cPf7bLbQbl6aDmhvnD9O+y3Jdmc5FYLWBsAAACwnQSXwKJ1+YqddtlWm0rr7hLDxAEAAGAREVwCi9X3DrjoNzfe/fJLttro7j8/Lcu6z7rTFqYsAAAAYC4ILoHF6j+WtS07P/HbH7swM/WmbK0946snXtaS7yf58kIWBwAAAGwfwSWwOLW2vpK3/n9fePcef/rDU5Ip4eXyLZvbP372P+qPfn7qrpW82IriAAAAsLiU3+VnZ9Dl2oEFULVTknclefT397vBFe+/zX13/u01Vub6F5ydx373E5v3u/iCZZU8K639v1GXCgAAAHQGzdcEl7MkuIQxU7UsyRFbkmdUcv9KanPVZdXyX8vS3pjWTh11iQAAAMAfCC7nieASxljViiTXSPK7tLZl1OUAAAAAVzdovrZi4UoCmGetbUpy0ajLAAAAALafxXkAAAAAgLEjuAQAAAAAxo7gEgAAAAAYO4JLAAAAAGDsCC4BAAAAgLEjuAQAAAAAxo7gEgAAAAAYO4JLAAAAAGDsCC4BAAAAgLEjuAQAAAAAxo7gEgAAAAAYO4JLAAAAAGDsCC4BAAAAgLEjuAQAAAAAxo7gEgAAAAAYO4JLAAAAAGDsCC4BAAAAgLEjuAQAAAAAxo7gEgAAAAAYO4JLAAAAAGDsCC4BAAAAgLEjuAQAAAAAxo7gEgAAAAAYO4JLAAAAAGDsCC4BAAAAgLEjuAQAAAAAxo7gEgAAAAAYO4JLAAAAAGDsCC4BAAAAgLEjuAQAAAAAxo7gEgAAAAAYO4JLAAAAAGDsCC4BAAAAgLGzYtQFwJJRdY0k+ye5Ismv0tqWEVcEAAAAMLb0uIT5VnWbVL0jyQVJfpbk7CQ/TtXfpWrlaIsDAAAAGE/VWht1DYtKdUHThiSrWmsbR10PY67q0UneleSczbXsre+97f0uu2zFzgfe78dfvfXBG359aCU/SXLftPbLEVcKAAAAsCAGzdcEl7MkuGRgVXdP8oUk7731Ue/7yEW77P66JAdP7L7xeT//1Ufe9bydrrHp8l8kuXNa2zyqUgEAAAAWyqD5mqHiMH+OTvLDWzz3Ax++aJfd35fkoMk7f3yt6+3/uD972d5Jbp/kT0dRIAAAAMC4ElzCfKi6dpIHblq2/I2X7HyN109sndrqWwffIt/f7wZXbEmeusAVAgAAAIw1wSXMjxslWfayw//y0nTDw6eGlhPqlNW32/myFbvcbsEqAwAAAFgEBJcwP7YkyUW77Lb/thqu2LI5m5Yv914EAAAAmERYwuJXdftUvTlVX+pvb0nVHUZc1elJLn/sqZ+4wVZbtZbDfvrNXLTz7j9cmLIAAAAAFgfBJYtX1e6p+u8k327JA89atf9FZ+x73c2XL9/pYUm+laoPpWqPkdTW2gVJ3n/Hs3/wJ7tffsnZSdp0ze77k6+1G15wdva5dMPLFrZAAAAAgPFWrU2bpzCDQZdrZ55VrUjy8SR3/8Ct7v22ox/wrEduXr7i4CRZvmVzHvr9k3+z5hNv2G2nLZu/kuQBae3KEdR48yRfO3f3vX9+/7944y0vvMbKZNJcl/dYd2p783+/si7eZbfvXPui8+8Yb0YAAABgCRg0XxNczpLgckxUPSbJCW+8+6Ne/K/3esJLJrZOatHu9ovT8t73vLCSPD6t/eeC15gkVYck+cjmWrbbR29+yJXfPOgWu++66fL86Rlfyh1+eUZ+tcc+px1w8W/+KK1dNJL6AAAAABaY4HKeCC7HRNUpLbny+s//2I2THJTpV+1u7/uv519xl/Xf/3a1do8FrvAPqvZL8pcteUqS62+uZZs2XGPP7+152e9etfOWTR9Ka5tHVhsAAADAAhs0XzPHJYtP1c5J/uiU1bf/dpKDM31omSR10q0O36WSu6dq14UrcIrWfp3WXlmt3aiSFSu2bN5ln99deKedN1/5QaElAAAAwPQElyxGuyTJ+lX77bythhfvvNvEP0cXXE6mizMAAADAQASXLEYXJ9l4u3N+tPe2Gt70vHXZXMsuTWJYPwAAAMAiIrhk8el6Lb775r/+2X123nTF+iTT9mLcafOV7bHf/cSWau34tLZlYYsEAAAAYHsILlms3ljJ3h9/57PPXL5lczIlvFy2ZXN71SfeWHtfsrEtS/u30ZQIAAAAwLCsKj5LVhUfI1WPSfLuC66x8mevOvRJe3/mRnfduyU5ZN2p+auvn3TFLc89c8Wy5Alp7b9GXSoAAAAAnUHzNcHlLAkux0zVoUlelOTwyZtb8rlKXpbWPjeKsgAAAACYnuBynggux1TVTZLcsn90elo7Y5TlAAAAADC9QfO1FQtXEsyj1n6U5EejLgMAAACAuWFxHgAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxs2LUBbCDqdopyX2THJzksiSnpLWfjbYoAAAAABYbwSVzo2p5kr9L8uwkByZpSSpJS9XHkzw/rX1/hBUCAAAAsIgYKs72q1qW5N1JXpHkIxfvtOsdbvK3J937kKe97SknX/+O/9qSGyX5cqruPNpCAQAAAFgsqrU26hoWlapamWRDklWttY2jrmcsVD07yTFJHrX6+R/bkuTYdEPFkyR7Xnbx2Se/7Wm/2+eSDXskuUFau3w0hQIAAAAwaoPma3pcsn263pbPTnJCH1qemOSgyU0u2nWPaz/qsWtunOTaSR6x8EUCAAAAsNgILtle90hyw0tX7Py2dD0tk25uy8nqzH2uk28ddLPLtySPW9jyAAAAAFiMBJfMXtW1U/XPqTorySlJcvnynf79wad//uAVmzdNDS1/f9QPr7V6l4t33u2GC1coAAAAAIuV4JLZqTo8yQ+TPG9Lau0Z+1zn/Uly0S67rXrDR1+TE977wqy87OJpD1116cW5dKddtixgtQAAAAAsUoJLBld1yyQfSfLV+z3ljU+/wfM/esTDH//aR1288zVy0q3ufdCRf/4vucn5v8ibPvTKZMqiTysvuzj3PvMbOWfltb40ktoBAAAAWFQEl8zG0Ul+fc+/fvs7f3St1e9KctDvdtktJ93y8Dz+Ox/Pr/bcN0c98P/LPX9+Wu7+i9OucuCzv/SerNiyKQdedP4/jaRyAAAAABYVwSWDqdonyaM21bI3nb1q/1dPbE2SY+/5mFy0y2557wlHZ0tVfrT3dfK473w8SXKtiy/ISz/17/nLb344p6y+/Tv3v+g3vxzRVwAAAADAIlJtypBetq6qVibZkGRVa23jqOtZMFX3TPLFlx/2F0/+j7s87J1Tdx+w8fy86UOvyu3POSMbdtk9K7ZszneufdPc9az/y6Zly9sXV9/u7ff98df+agSVAwAAADBGBs3X9LhkUJUk5+1+zX2m2/mrlfvmYY//1zziz1+dX668VnbefOWVB28495vfOujmbzxnz333FVoCAAAAMBsrRl0Ai8aPk2z+s9M+dZ0P3/LQ6VtU5VsH3Tybli3PBddY+Y3Vvz3nnqsXsEAAAAAAdhyLtsdlVf1DVX25qi6pqgsHPOa4qmpTbp+Y51J3DK2dm+RDd//FafffadOV65NMO8fAndd/v9363DOz12UXrVnYAgEAAADYkSza4DLJzkk+kORNszzuE0kOnHR7zBzXtSNbU8kN/vftz/jFzpuuTKaElzc5b11740deXRdcY+VPdtm86eOjKREAAACAHcGiX5ynqp6U5JjW2l4DtD0uyV6ttYdux/WW5uI8E6oeluQ9ly3f+dLj7/jAZd84+JYrd910eR5wxpfzgB9/JRfvdI2f73X5xXfte2gCAAAAwFUMmq8txeDyoUmuSPLbJJ9N8o+ttd9s5ZhdkuwyadOeSdZnqQaXSVJ1syTPaskTKtkjSX63066/2GXTFa9d0ba8I61dPOIKAQAAABhTgsvp2z46ySVJfpbkhklemeTiJHdvrW2e4ZiXJHnxNLuWbnA5oWrnJHtnIghe7C8mAAAAAObdogwuq2pNkudvo9nNW2s/nHTMkzJgcDnN9W6Q5Mwk92mtfWaGNnpcAgAAAMAcGTS4XLFwJQ3ktUmO20abn87VxVprP62q85PcKMm0wWVr7fIkl088rqq5ujwAAAAAMIOxCi5ba+clOW+hrldVByfZJ8k5C3VNAAAAAGDblo26gGFV1XWr6nZJrptkeVXdrr/tManND6tbBTtVtUdVvaaq7lZVq6vq3kk+nOQnST45iq8BAAAAAJjeWPW4nKWXJnnipMff6e8PS3Jy/++bJlnV/3tzktv0x+yV5JdJPpXkRf1wcAAAAABgTIzV4jyLwaCThwIAAAAAVzdovrZoh4oDAAAAADsuwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHYElwAAAADA2BFcAgAAAABjR3AJAAAAAIwdwSUAAAAAMHZWjLoAxkjVvknukWTXJGcl+Vpa2zLaogAAAABYigSXJFWrk7wsyaOS7Dxpz49T9fokb05rbRSlAQAAALA0CS6XuqpbJPlckis21bIXPedBf/ezH+x3/T3//NT/2ePJ3/zIPZel/XuS26fqacJLAAAAABZKyaJmp6pWJtmQZFVrbeOo69kuVSuS/DDJJQ9+wutee9qBN3l5koMntVj/ho+8+kMP/sEXnpnkr9PaW0ZSJwAAAAA7jEHzNYvzLG0PSnLDF9/nacefduBN3pnkoCn7D3r2g//+b9btdeCXkzw3VbXwJQIAAACwFAkul7YntORrx9/xQUf1j6cGk5UkL7rf02+U5KZJ7rKAtQEAAACwhAkul7aDfr7XgeelGx4+U2/K+t4BN9qv//fBM7QBAAAAgDkluFzaLtu8bNm+22q0x+WXTPzz0vktBwAAAAA6gsul7bOrf3vO7SYFk9N68A++kM1VVyT56sKUBQAAAMBSJ7hc2t62rG3Z6Tlfes9FSaZdXn7f3/22PfmbH9lcLSektQsWuD4AAAAAlijB5VLW2tmVvPivvvHfe/7d54+vlZddfJXw8ra/PKO95z0vrD2vuGTjsrR/GlWZAAAAACw91dq0He2YQVWtTLIhyarW2sZR17PdqirJC7akXnr5ip2Wfe4Gd6qLd9ktN//1z3Lrc8/MRTvvdvaeV1xyeFr70ahLBQAAAGDxGzRfE1zO0g4XXE6oOnBzLXvqhl33eOjmWrb7puXLf7n3JRteu8vmTR9Pa5tHXR4AAAAAOwbB5TzZYYNLAAAAAFgAg+Zr5rgEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7gEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxs2LUBSxie1bVqGsAAAAAgMVmz0EaCS5nb+KJXT/SKgAAAABgcdszycaZdlZrbQFrWfyq62Z57SQXjbqWBbZnurD24Cy9rx0WI+9ZWDy8X2Fx8Z6FxcV7FsbXnkl+2bYSTupxOUv9k3n2qOtYaJOGxV/UWpsxCQfGg/csLB7er7C4eM/C4uI9C2Ntm+9Ji/MAAAAAAGNHcAkAAAAAjB3BJYO6PMk/9/fA+POehcXD+xUWF+9ZWFy8Z2ERszgPAAAAADB29LgEAAAAAMaO4BIAAAAAGDuCSwAAAABg7AguAQAAAICxI7jkaqrqwKpaU1Wfq6qLqqpV1aGzOP4l/TFTb5fNX9WwdG3ve7Y/x0FV9f6qurCqNlbVh6vqBvNTMVBVe1XVW6vqvKr6Xf/+vcOAxx43w8/ZH8533bAjq6pdqupfquqXVXVpVX2tqu474LF+jsICG/Y96/dVWFxWjLoAxtJNkzw/yY+TfC/J3Yc8z9OTXDzp8ebtrAuY3na9Z6tqjySfS7IqySuTXJnkuUk+X1W3a639Zm7LhaWtqpYlWZvktklek+T8JM9IcnJV3bG19uMBTnN5kr+csm3DnBYKS89xSY5Mcky6n6lPSvLxqjqstfbFmQ7ycxRG5rgM8Z6dxO+rsAgILpnOt5Ls01q7oKqOTPKBIc9zYmvt/DmsC5je9r5nn5Hkxknu0lr7RpJU1f8k+b8kf5vkhXNZLJAjk9wjySNbaycmSVW9P8mPkvxzkscOcI5NrbX/nL8SYWmpqrskeXSSv2ut/Wu/7V3pfha+Ot17diZ+jsIC28737AS/r8IiYKg4V9Nau6i1dsEcnKqqamVV1RycC5jBHLxnj0zyjYlftvpz/jDJZ5I8anvrA67myCTnJjlpYkNr7bwk70/ykKraZZCTVNXyqlo5PyXCknNkut5Wb53Y0Fq7LMnbk9y9qq6zjWP9HIWFtT3v2Ql+X4VFQHDJfPppumFrF1XVf1bV/qMuCLiqfsjqbZJ8c5rdX09yw6rac2Grgh3e7ZN8u7W2Zcr2ryfZLclNBjjHbkk2JtlQVRdU1f/rh6sCw7l9kh+11jZO2f71/v520x3k5yiMzFDv2Sn8vgqLgKHizIffJnljkq+km4PrkCR/k+QuVXWnaX64AKOzd5Jdkpwzzb6JbddOcsaCVQQ7vgOTfGGa7ZPfc9/byvHnpBsG9+10f4R+QLqhqretqkNba5vmsFZYKg7Mtn8WTsfPURiNYd+zid9XYVERXO7g+r8C7zxg88tba217r9laO3bKpg9W1deT/Fe6X6zWbO81YEc1gvfsNSbONc2+y6a0AaYY8j17jWzHe6619oIpm95bVT9K8op0Q+feO2A9wB8M+770cxRGY+ifpX5fhcXFUPEd372SXDrg7abzVURr7YQkv0pyn/m6BuwgFvo9e2l/P92certOaQNc3TDv2Usz9++51yfZEj9nYVjDvi/9HIXRmNOfpX5fhfGlx+WO74dJnjxg2+m62s+ls9INpwFmttDv2QvS/bX6wGn2TWz75RxcB3ZUw7xnz8kcv+daa5dW1W/i5ywM65wkB02zfVvvSz9HYTSGfc9ujd9XYQwJLndwrbVfJTlu1HX0K7WtTvKdEZcCY22h37OttS1V9b0kd5pm912T/LS1dtFC1QOLzZDv2VOTHFJVy6Ys0HPXJJck+dFs6+gX/9g3yXmzPRZI0r0vD6uqlVPmt7vrpP1X4+cojMypGeI9OxO/r8L4MlSc7VJV162qm03Zdq1pmj49ybWSfGJBCgOmNd17NsmJSe5cVXea1O6mSQ5P8oGFrA+WiBOT7J/k4RMbqmrfJI9M8tHW2uWTtt+wqm446fGuM6xQ/KIkFT9nYVgnJlme5KkTG6pql3Q9qr/WWjur3+bnKIyHod+zfl+FxaXmYC0WdkBV9Y/9P2+Z5NFJ3pHkZ0nSWnv5pHYnJ/nj1lpN2nZJkvelWxH1siR/1J/ju0nu2Vq7ZAG+BFhStvM9u2e6vy7vmeRfk1yZ5Hnp/jN4u9aaHlwwh6pqeZIvJrlVktckOT/dYgDXTXLn1toZk9quS5LW2ur+8ep079f3pBumniT3T/Kn6X7ZOmJKL05gQFX1/iQPSzdn7E+SPDHJXZLcu7X2hb7NyfFzFMbCdrxn/b4Ki4jgkmlV1YwvjCkf+ifn6j8I3pbkHkmuk25y5J8n+WCSVxgqA/Nje96z/faD0/2n737peuOfnOS5rbWfzEe9sNRV1TXThZYPTbfy6TeS/H+ttW9OabcuuUpwuVeSf0tytyTXTheM/CTdSqj/2lq7ciHqhx1RVe2a5GVJHpfkmklOS/Ki1tonJ7U5OX6OwlgY9j3r91VYXASXAAAAAMDYMcclAAAAADB2BJcAAAAAwNgRXAIAAAAAY0dwCQAAAACMHcElAAAAADB2BJcAAAAAwNgRXAIAAAAAY0dwCQAAAACMHcElAAAAADB2BJcAAGOsql5SVW3Udcy3qlpRVa+uqrOqaktVfajf3qrqJaOtDgCAURBcAgAskKp6Uh/ETdwuq6pfVtUnq+rZVbXnqGucUFW79aHpoQO2P7T/mo4c8pJPSfJ3SU5M8sQkrx/yPIteVf1RVf1PVZ3dv0Z+UVUfrarHjro2AICFtGLUBQAALEH/lORnSXZKckCSQ5Mck+R5VfXg1tppk9q+PMmahS4wyW5JXtz/++QFuN7hSc5urT13Aa41tqrqkUnel+TUJMcm+W2S6ye5V5K/SnLCyIoDAFhggksAgIX3P621b056/KqqOjzJx5J8pKpu3lq7NElaa5uSbNrayapqWZKdW2uXzVvF82+/JBeOuogx8JIkpye5W2vtisk7qmq/hSqiqirJrhOvQwCAUTBUHABgDLTWPpvkZUmul+RxE9unm+OyH5L9xqr686r6fpLLkzyg33dQVb2jqs6tqsur6vtV9ZSp16uqXftz/6gfjnxOVZ1UVTesqtVJzuubvnjS0PaXzOZrmqi9qm5UVcdV1YVVtaGq3llVu/VtVvdf32FJbjnpWofOcM7jqmrdTNeaZvvjqupbVXVpVV1QVe+tqutMaXNyVf1fVd2iqj5XVZf0w7T/fjbP26Q2y6rqqP65v6z/Xrylqq45wNN2wyTfmBpaJklr7ddTallWVc+pqu/11zmvqj5RVXea1GZFVb2oqs7sXw/rquqVVbXLlHOtq6qPVdX9q+qbSS5N8rR+315VdUw//+jlVfWTqnp+H5gDAMwb/9kAABgf7+7v7zdA28PTzQP5viTPSbKuqvZP8tUk90nyxn77T5K8vaqOmjiwqpan69354iTfSvK36YYlr0pyq3Sh5dP75v+d5PH97aQhv673J9kzyQv6fz8pfxiGfl5/7h8mWT/pWj8Y8lq/V1X/kORdSX6c5HnphuPfO8kXqmqvKc2vmeQTSb6b7vn4YZJ/qao/mXS+bT1vE96S5DVJvpTue/DOJH+e5JNVtdM2yv55kntX1cEDfIlv77+ms5I8P92UApcludukNv+R5KVJvp3kuUk+n+778N5pznfTJO9J8r993af2AfPn04Xp70ry7P7relWS1w1QIwDA0AwVBwAYE6219VW1IV2vu225aZJbt9ZOn9hQVf+RZHm//Tf95jdX1XuSvKSq3tIP/X1CugDvea21yYvgrKmqaq21qjoxyZuS/P/t3X+onmUZwPHvNas/UnL5g9B/tGzgH2VpYBRWzAqbkWFrCUmSbJpJZEVhlhYFrbRWYCHZb3NBjDTtJythjjmhHyKZCU6OqwxZ5lzLtSKbV39c97s9PHvfc95z9p75Qt8PHJ7zvM/93Pf9POf943Bx3fd1X2auP8RHuzczV3fmeSywGrgyM/8JrI+INcC+CYw1GOMk4FPA1Zm5tvP5rcC9wOXA2s4tJwIXZebNrd03qSDiauDnrc2s763ddxawBrgwM/fvRxkRm6jA6Cpm36fyWiogORMRW4G7gF8Ad2fm053+llMB4Osz84rO/es6c3kZVejoG5l5Sbt+Q0Q8Bnw4IpZn5qbOvS8G3pSZGzvjXE19H0/PzIfaxzdGxKPARyJiXWY+MsvzSJIkLZgZl5IkSdNlD5WdOJfNvaBlACuBH7fT4wY/wEYqK/CM1nwl8Djw5X6nmXnQcusJ+GrvfAtwbEQ8bxHGGngb9b/uht672EFlYC7vtd8D7A+atqXavwZe1GkzzntbBewGftkb9542Rn/cfj/fopb93wmcBVxDva+HIuLVvbkkFZwdNZdz27GfGbmuHd/c+3x7N2jZeZ4twK7e89xBBclfO9vzSJIkHQozLiVJkqbLUcBjc7aqquRdxwNLgUvbzzCD4i6nAA+2wj+Hw59757va8fnAPxZpzGVAUEHKYZ7qnf9lSNB2F3Ba53yc97aMChKP+hvOWWCnBQ83tmXarwAuAC4DfhIRp7a9Lk8BHs3MJ2bp6iTgaWq7gG7/OyLi7+16V/87BfU8p3Fgz9O+w1YwSJIk/f8xcClJkjQl2r6GR9MLNI3Qr/Y8WEmzHrhpxD33LXBqh2rfiM9jAX2Nygg9one+pLVdMWL8Pb3zSc1xCRW0vHDE9VEBwINk5l4q23FLRDxO7a25gtF/35FdjdluWAXxJdSel9eNuGfbPOciSZI0NgOXkiRJ0+Nd7dhfrjuOvwFPAkdk5h1ztJ0BXhkRz87MfubhwGIsGZ+EXVRmaV8/e3CGCjpuz8xJBdfGeW8zVHGkrW0/0Un5bTue0BnnnIg4Zpasyz9RgcdldIodtSJOS9v1ucwAR43xnZIkSZo497iUJEmaAhFxNrWf4Xbge/O9PzP3AbcAKyPiJf3rEXF85/QW4DjgfUPaDTIM97bj0vnOZZHNAEdHxP4l3BFxAnB+r92tVBblJzvPNGgfrUDQfI3z3jZQ2Z/XDGnzrCHVzPttXj/i0mC/ygc7cwkOVGcfNpefteMHek0+1I4/nW0uzQbgVRFxzpBxlkaEiRCSJGnR+I+GJEnS4bciIk6l/hd7AXA28EYqA+68zPz3Avv9KFX85VcR8XXgAeAYqijPG9rvAN+lKmR/MSLOpJYjH9na3ADcnpn/iogHgAsiYhvwBHB/Zt6/wLlNyvepyts/jIjrgecC76WWLA+KD5GZM60i9meBkyPiNioj9YVUkPNrwBfmOfY4721zRNwIXBURL6cqgj9FZT2uAq4AfjDLGLdHxHaqyNJMp/+3AL9pn5OZmyLiZuD9EbGMqli+BHgNsAn4Smb+LiJuAi5tAdPNwJlUpfHbehXFR/k8cB61v+Z3qCJDRwIvBd4OnEwVLJIkSZo4A5eSJEmH36fb8T9UQPD3VFbctzPzyYV2mpl/bQG1T1BVtS8HdgJ/AK7stNsXEecCHwfeSVWo3gnc1eYysIaqoP0l4DlUBetnNHCZmTsj4nyqUvZ1VIbqVVRg8Ixe28+1oOsHOZCZ+AgVTPzRAsYe671l5mURcQ/wHmAt8F/gj9T+o1vnGGYN8FbgHcCJVFblw8BngGt7hYEupvYtXU0FGHdTS8rv7vX3MPBuKmC7gwrmHlSNfMQz742I1wEfowKvF1EFlbZR73T3OP1IkiQtRBxcPFGSJEmSJEmSnlnucSlJkiRJkiRp6hi4lCRJkiRJkjR1DFxKkiRJkiRJmjoGLiVJkiRJkiRNHQOXkiRJkiRJkqaOgUtJkiRJkiRJU8fApSRJkiRJkqSpY+BSkiRJkiRJ0tQxcClJkiRJkiRp6hi4lCRJkiRJkjR1DFxKkiRJkiRJmjoGLiVJkiRJkiRNnf8BYm7C0ZL3zaMAAAAASUVORK5CYII=", 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" ] @@ -862,8 +862,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation Cg vs direct 0.9976709705494561\n", - "Spearman Correlation Cg vs direct 0.9947099277023453\n" + "Pearson Correlation Cg vs direct 0.9978821390094573\n", + "Spearman Correlation Cg vs direct 0.9946595460614153\n" ] } ], @@ -918,9 +918,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "Lissa iteration: 100%|██████████| 1000/1000 [00:02<00:00, 412.84it/s]\n", + "Lissa iteration: 100%|██████████| 1000/1000 [00:04<00:00, 206.59it/s]\n", "Reached max number of iterations 1000 without achieving the desired tolerance 0.0001.\n", - " Achieved max residual 10785.65 % and 7.64446 % mean residual\n" + " Achieved max residual 9149.03 % and 8.06354 % mean residual\n" ] } ], @@ -956,7 +956,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Percentage error of Lissa over direct method:78.1705915927887 %\n" + "Percentage error of Lissa over direct method:119.32581663131714 %\n" ] } ], @@ -982,7 +982,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1026,8 +1026,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation Lissa vs direct 0.9927224302499538\n", - "Spearman Correlation Lissa vs direct 0.9848653550646144\n" + "Pearson Correlation Lissa vs direct 0.9875324674899437\n", + "Spearman Correlation Lissa vs direct 0.9758067360253924\n" ] } ], @@ -1108,7 +1108,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Percentage error of Arnoldi over direct method:58.5915744304657 %\n" + "Percentage error of Arnoldi over direct method:40.1591956615448 %\n" ] } ], @@ -1134,7 +1134,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1178,8 +1178,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation Arnoldi vs direct 0.9883572877575035\n", - "Spearman Correlation Arnoldi vs direct 0.9755044461798121\n" + "Pearson Correlation Arnoldi vs direct 0.9913769850406638\n", + "Spearman Correlation Arnoldi vs direct 0.9818122276242538\n" ] } ], @@ -1234,7 +1234,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Encountered error in cholesky decomposition: linalg.cholesky: The factorization could not be completed because the input is not positive-definite (the leading minor of order 20 is not positive-definite)..\n", + "Encountered error in cholesky decomposition: linalg.cholesky: The factorization could not be completed because the input is not positive-definite (the leading minor of order 16 is not positive-definite)..\n", " Increasing shift by smallest eigenvalue and re-compute\n" ] } @@ -1244,7 +1244,7 @@ " nn_model,\n", " F.cross_entropy,\n", " rank=30,\n", - " hessian_regularization=0.1,\n", + " regularization=0.1,\n", ")\n", "nystroem_influence_model = nystroem_influence_model.fit(training_data_loader)\n", "nystroem_train_influences = nystroem_influence_model.influences(\n", @@ -1271,7 +1271,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Percentage error of Nyström over direct method:99.69294667243958 %\n" + "Percentage error of Nyström over direct method:106.66680335998535 %\n" ] } ], @@ -1297,7 +1297,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1341,8 +1341,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation Nyström vs direct 0.9952031276006736\n", - "Spearman Correlation Nyström vs direct 0.9858326825704714\n" + "Pearson Correlation Nyström vs direct 0.9951186619181842\n", + "Spearman Correlation Nyström vs direct 0.9858830642114014\n" ] } ], @@ -1422,7 +1422,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Percentage error of EK-FAC over direct method:1899.6086120605469 %\n" + "Percentage error of EK-FAC over direct method:1995.9354400634766 %\n" ] } ], @@ -1456,7 +1456,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1508,8 +1508,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation EK-FAC vs direct 0.9583802820371046\n", - "Spearman Correlation EK-FAC vs direct 0.8945814545179737\n" + "Pearson Correlation EK-FAC vs direct 0.9595030844711058\n", + "Spearman Correlation EK-FAC vs direct 0.8974028264100562\n" ] } ], @@ -1550,8 +1550,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Pearson Correlation EK-FAC vs direct - top-20 influences 0.9878497975956282\n", - "Spearman Correlation EK-FAC vs direct - top-20 influences 0.9639097744360902\n" + "Pearson Correlation EK-FAC vs direct - top-20 influences 0.9891339337484283\n", + "Spearman Correlation EK-FAC vs direct - top-20 influences 0.9593984962406013\n" ] } ], diff --git a/src/pydvl/influence/torch/base.py b/src/pydvl/influence/torch/base.py index 43735fd4f..40aa57140 100644 --- a/src/pydvl/influence/torch/base.py +++ b/src/pydvl/influence/torch/base.py @@ -443,7 +443,7 @@ def _validate_tensor_input(self, tensor: torch.Tensor) -> None: def _apply(self, tensor: torch.Tensor) -> torch.Tensor: - if tensor.ndim == 2 and tensor.shape[0] > 1: + if tensor.ndim == 2: return self._apply_to_mat(tensor.to(self.device)) return self._apply_to_vec(tensor.to(self.device)) diff --git a/src/pydvl/influence/torch/batch_operation.py b/src/pydvl/influence/torch/batch_operation.py index 16a72597b..e20abefd9 100644 --- a/src/pydvl/influence/torch/batch_operation.py +++ b/src/pydvl/influence/torch/batch_operation.py @@ -136,7 +136,7 @@ def apply(self, batch: TorchBatch, tensor: torch.Tensor): "property `input_size`." ) - if tensor.ndim == 2 and tensor.shape[0] > 1: + if tensor.ndim == 2: return self._apply_to_mat(batch.to(self.device), tensor.to(self.device)) return self._apply_to_vec(batch.to(self.device), tensor.to(self.device)) diff --git a/src/pydvl/influence/torch/functional.py b/src/pydvl/influence/torch/functional.py index 8cf072dba..bb9859995 100644 --- a/src/pydvl/influence/torch/functional.py +++ b/src/pydvl/influence/torch/functional.py @@ -28,7 +28,7 @@ import logging from dataclasses import dataclass from functools import partial -from typing import Callable, Dict, Optional, Tuple, Union +from typing import TYPE_CHECKING, Callable, Dict, Optional, Tuple, Union import torch from scipy.sparse.linalg import ArpackNoConvergence @@ -37,8 +37,6 @@ from torch.utils.data import DataLoader from .util import ( - BlockMode, - ModelParameterDictBuilder, align_structure, align_with_model, flatten_dimensions, @@ -46,6 +44,9 @@ to_model_device, ) +if TYPE_CHECKING: + from .base import TensorOperator + __all__ = [ "create_hvp_function", "hessian", @@ -1048,3 +1049,47 @@ def model_hessian_mat_mat_prod(x: torch.Tensor): shift_func=shift_func, mat_vec_device=device, ) + + +def operator_nystroem_approximation( + operator: "TensorOperator", + rank: int, + shift_func: Optional[Callable[[torch.Tensor], torch.Tensor]] = None, +): + r""" + Given an operator (representing a symmetric positive definite + matrix $A$ ), computes a random Nyström low rank approximation of + $A$ in factored form, i.e. + + $$ A_{\text{nys}} = (A \Omega)(\Omega^T A \Omega)^{\dagger}(A \Omega)^T + = U \Sigma U^T $$ + + where $\Omega$ is a standard normal random matrix. + + Args: + operator: the operator to approximate + rank: rank of the approximation + shift_func: optional function for computing the stabilizing shift in the + construction of the randomized nystroem approximation, defaults to + + $$ \sqrt{\operatorname{\text{input_dim}}} \cdot + \varepsilon(\operatorname{\text{input_type}}) \cdot \|A\Omega\|_2,$$ + + where $\varepsilon(\operatorname{\text{input_type}})$ is the value of the + machine precision corresponding to the data type. + + Returns: + object containing, $U$ and $\Sigma$ + """ + + def mat_mat_prod(x: torch.Tensor): + return operator.apply(x.t()).t() + + return randomized_nystroem_approximation( + mat_mat_prod, + operator.input_size, + rank, + operator.dtype, + shift_func=shift_func, + mat_vec_device=operator.device, + ) diff --git a/src/pydvl/influence/torch/influence_function_model.py b/src/pydvl/influence/torch/influence_function_model.py index 1ef43d4b4..f1f7e1c61 100644 --- a/src/pydvl/influence/torch/influence_function_model.py +++ b/src/pydvl/influence/torch/influence_function_model.py @@ -44,8 +44,16 @@ hessian, model_hessian_low_rank, model_hessian_nystroem_approximation, + operator_nystroem_approximation, +) +from .operator import ( + DirectSolveOperator, + GaussNewtonOperator, + HessianOperator, + InverseHarmonicMeanOperator, + LissaOperator, + LowRankOperator, ) -from .operator import DirectSolveOperator, InverseHarmonicMeanOperator, LissaOperator from .pre_conditioner import PreConditioner from .util import ( BlockMode, @@ -1679,7 +1687,7 @@ def to(self, device: torch.device): return super().to(device) -class NystroemSketchInfluence(TorchInfluenceFunctionModel): +class NystroemSketchInfluence(TorchComposableInfluence[LowRankOperator]): r""" Given a model and training data, it uses a low-rank approximation of the Hessian (derived via random projection Nyström approximation) in combination with @@ -1703,58 +1711,69 @@ class NystroemSketchInfluence(TorchInfluenceFunctionModel): this model's parameters. loss: A callable that takes the model's output and target as input and returns the scalar loss. - hessian_regularization: Optional regularization parameter added + regularization: Optional regularization parameter added to the Hessian-vector product for numerical stability. rank: rank of the low-rank approximation """ - low_rank_representation: LowRankProductRepresentation - def __init__( self, model: torch.nn.Module, loss: Callable[[torch.Tensor, torch.Tensor], torch.Tensor], - hessian_regularization: float, + regularization: Union[float, Dict[str, float]], rank: int, + block_structure: Union[BlockMode, OrderedDict[str, List[str]]] = BlockMode.FULL, + second_order_mode: SecondOrderMode = SecondOrderMode.HESSIAN, ): - super().__init__(model, loss) - self.hessian_regularization = hessian_regularization + super().__init__( + model, + block_structure, + regularization=cast( + Union[float, Dict[str, Optional[float]]], regularization + ), + ) + self.second_order_mode = second_order_mode self.rank = rank + self.loss = loss - def _solve_hvp(self, rhs: torch.Tensor) -> torch.Tensor: - regularized_eigenvalues = ( - self.low_rank_representation.eigen_vals + self.hessian_regularization - ) + def with_regularization( + self, regularization: Union[float, Dict[str, Optional[float]]] + ) -> TorchComposableInfluence: + self._regularization_dict = self._build_regularization_dict(regularization) + for k, reg in self._regularization_dict.items(): + self.block_mapper.composable_block_dict[k].op.regularization = reg + return self - proj_rhs = self.low_rank_representation.projections.t() @ rhs.t() - inverse_regularized_eigenvalues = 1.0 / regularized_eigenvalues - result = self.low_rank_representation.projections @ ( - proj_rhs * inverse_regularized_eigenvalues.unsqueeze(-1) - ) + def _create_block( + self, + block_params: Dict[str, torch.nn.Parameter], + data: DataLoader, + regularization: Optional[float], + ) -> TorchOperatorGradientComposition: - if self.hessian_regularization > 0.0: - result += ( - 1.0 - / self.hessian_regularization - * (rhs.t() - self.low_rank_representation.projections @ proj_rhs) + assert regularization is not None + regularization = cast(float, regularization) + + op: Union[HessianOperator, GaussNewtonOperator] + + if self.second_order_mode is SecondOrderMode.HESSIAN: + op = HessianOperator(self.model, self.loss, data, restrict_to=block_params) + elif self.second_order_mode is SecondOrderMode.GAUSS_NEWTON: + op = GaussNewtonOperator( + self.model, self.loss, data, restrict_to=block_params ) + else: + raise ValueError(f"Unsupported second order mode: {self.second_order_mode}") - return result.t() + low_rank_repr = operator_nystroem_approximation(op, self.rank) + low_rank_op = LowRankOperator(low_rank_repr, regularization) + gp = TorchGradientProvider(self.model, self.loss, restrict_to=block_params) + return TorchOperatorGradientComposition(low_rank_op, gp) @property - def is_fitted(self): - try: - return self.low_rank_representation is not None - except AttributeError: - return False - - @log_duration(log_level=logging.INFO) - def fit(self, data: DataLoader): - self.low_rank_representation = model_hessian_nystroem_approximation( - self.model, self.loss, data, self.rank - ) - return self + def is_thread_safe(self) -> bool: + return False class InverseHarmonicMeanInfluence( diff --git a/src/pydvl/influence/torch/operator.py b/src/pydvl/influence/torch/operator.py index 00ffac67a..42bc07dfd 100644 --- a/src/pydvl/influence/torch/operator.py +++ b/src/pydvl/influence/torch/operator.py @@ -16,6 +16,7 @@ PointAveraging, TensorAveragingType, ) +from .functional import LowRankProductRepresentation logger = logging.getLogger(__name__) @@ -471,3 +472,96 @@ def _apply_to_mat(self, mat: torch.Tensor) -> torch.Tensor: @property def input_size(self) -> int: return self.batch_operation.input_size + + +class LowRankOperator(TensorOperator): + r""" + Given a low rank representation of a matrix + + $$ A = V D V^T$$ + + with a diagonal matrix $D$ and an optional regularization parameter $\lambda$, + computes + + $$ (V D V^T+\lambda I)^{-1}b$$. + + Depending on the value of the `exact` flag, the inverse action is computed exactly + using the [Sherman–Morrison–Woodbury formula] + (https://en.wikipedia.org/wiki/Woodbury_matrix_identity). If `exact` is set to + `False`, the inverse action is approximated by + + $$ V^T(D+\lambda I)^{-1}Vb$$ + + Args: + """ + + def __init__( + self, + low_rank_representation: LowRankProductRepresentation, + regularization: float, + exact: bool = True, + ): + + if exact and (regularization is None or regularization <= 0): + raise ValueError("regularization must be positive when exact=True") + elif regularization is not None and regularization < 0: + raise ValueError("regularization must be non-negative") + + self._regularization = regularization + self._exact = exact + self._low_rank_representation = low_rank_representation + + @property + def exact(self): + return self._exact + + @property + def regularization(self): + return self._regularization + + @regularization.setter + def regularization(self, value: float): + if value < 0: + raise ValueError("regularization must be non-negative") + self._regularization = value + + @property + def device(self): + return self._low_rank_representation.device + + @property + def dtype(self): + return self._low_rank_representation.dtype + + def to(self, device: torch.device): + self._low_rank_representation = self._low_rank_representation.to(device) + return self + + def _apply_to_vec(self, vec: torch.Tensor) -> torch.Tensor: + + if vec.ndim == 1: + return self._apply_to_mat(vec.unsqueeze(0)).squeeze() + + return self._apply_to_mat(vec) + + def _apply_to_mat(self, mat: torch.Tensor) -> torch.Tensor: + + D = self._low_rank_representation.eigen_vals.clone() + V = self._low_rank_representation.projections + + if self.regularization is not None: + D += self.regularization + + V_t_mat = V.t() @ mat.t() + D_inv = 1.0 / D + result = V @ (V_t_mat * D_inv.unsqueeze(-1)) + + if self._exact: + result += 1.0 / self.regularization * (mat.t() - V @ V_t_mat) + + return result.t() + + @property + def input_size(self) -> int: + result: int = self._low_rank_representation.projections.shape[0] + return result diff --git a/tests/influence/test_influence_calculator.py b/tests/influence/test_influence_calculator.py index fc860f520..dea5551e6 100644 --- a/tests/influence/test_influence_calculator.py +++ b/tests/influence/test_influence_calculator.py @@ -85,7 +85,7 @@ def influence_model(model_and_data, test_case, influence_factory): model, loss, rank=5, - hessian_regularization=hessian_reg, + regularization=hessian_reg, ).fit(train_dataLoader), ], ids=["cg", "direct", "arnoldi", "nystroem-sketch"], diff --git a/tests/influence/torch/test_influence_model.py b/tests/influence/torch/test_influence_model.py index 8f2764130..e2c1057d3 100644 --- a/tests/influence/torch/test_influence_model.py +++ b/tests/influence/torch/test_influence_model.py @@ -567,7 +567,7 @@ def test_influences_lissa( precompute_grad=True, ), lambda model, loss, hessian_reg, rank: NystroemSketchInfluence( - model, loss, hessian_regularization=hessian_reg, rank=rank + model, loss, regularization=hessian_reg, rank=rank ), ], ids=["arnoldi", "nystroem"], @@ -588,8 +588,8 @@ def test_influences_low_rank( influence_factory, device: torch.device, ): - atol = 1e-7 - rtol = 1e-4 + atol = 1e-8 + rtol = 1e-5 model, loss, x_train, y_train, x_test, y_test = model_and_data num_parameters = sum(p.numel() for p in model.parameters() if p.requires_grad) @@ -615,46 +615,35 @@ def test_influences_low_rank( influence_func_model = influence_func_model.fit(train_dataloader) - low_rank_influence = ( - influence_func_model.influences( - x_test, y_test, x_train, y_train, mode=test_case.mode - ) - .cpu() - .numpy() + low_rank_influence = influence_func_model.influences( + x_test, y_test, x_train, y_train, mode=test_case.mode ) - sym_low_rank_influence = ( - influence_func_model.influences(x_train, y_train, mode=test_case.mode) - .cpu() - .numpy() + sym_low_rank_influence = influence_func_model.influences( + x_train, y_train, mode=test_case.mode ) - low_rank_factors = influence_func_model.influence_factors(x_test, y_test) assert np.allclose( direct_factors, - influence_func_model.influence_factors(x_train, y_train).cpu().numpy(), + influence_func_model.influence_factors(x_train, y_train), atol=atol, rtol=rtol, ) if test_case.mode is InfluenceMode.Up: - low_rank_influence_transpose = ( - influence_func_model.influences( - x_train, y_train, x_test, y_test, mode=test_case.mode - ) - .cpu() - .numpy() + low_rank_influence_transpose = influence_func_model.influences( + x_train, y_train, x_test, y_test, mode=test_case.mode ) assert np.allclose( - low_rank_influence_transpose, low_rank_influence.swapaxes(0, 1) + low_rank_influence_transpose, + low_rank_influence.swapaxes(0, 1), + atol=atol, + rtol=rtol, ) - low_rank_values_from_factors = ( - influence_func_model.influences_from_factors( - low_rank_factors, x_train, y_train, mode=test_case.mode - ) - .cpu() - .numpy() + low_rank_factors = influence_func_model.influence_factors(x_test, y_test) + low_rank_values_from_factors = influence_func_model.influences_from_factors( + low_rank_factors, x_train, y_train, mode=test_case.mode ) assert np.allclose(direct_influences, low_rank_influence, atol=atol, rtol=rtol) assert np.allclose( @@ -851,6 +840,10 @@ def test_influences_cg( scale=10000, second_order_mode=SecondOrderMode.GAUSS_NEWTON, ), + partial(NystroemSketchInfluence, rank=10), + partial( + NystroemSketchInfluence, rank=10, second_order_mode=SecondOrderMode.GAUSS_NEWTON + ), ] diff --git a/tests/influence/torch/test_operator.py b/tests/influence/torch/test_operator.py new file mode 100644 index 000000000..67b45a26b --- /dev/null +++ b/tests/influence/torch/test_operator.py @@ -0,0 +1,24 @@ +from dataclasses import astuple + +import pytest +import torch.nn.functional +from torch.utils.data import DataLoader, TensorDataset + +from pydvl.influence.torch.operator import HessianOperator + +from .test_util import model_data, test_parameters + + +@pytest.mark.torch +@pytest.mark.parametrize( + "model_data, batch_size", + [(astuple(tp.model_params), tp.batch_size) for tp in test_parameters], + indirect=["model_data"], +) +def test_hessian_operator(model_data, batch_size: int): + torch_model, x, y, vec, h_analytical = model_data + data_loader = DataLoader(TensorDataset(x, y), batch_size=batch_size) + hvp_autograd = HessianOperator( + torch_model, torch.nn.functional.mse_loss, data_loader + ).apply(vec) + assert torch.allclose(hvp_autograd, h_analytical @ vec)