From 00a1856bbbf7c3cdb09f8ad7afb4c8df65473760 Mon Sep 17 00:00:00 2001 From: Eggert Jung Date: Sat, 14 Oct 2023 16:36:47 +0200 Subject: [PATCH] correction for last assignment --- Versuch 3 - Leistungsdichtespektrum/Versuch3.ipynb | 81 +++++++++++++--------- 1 file changed, 48 insertions(+), 33 deletions(-) diff --git a/Versuch 3 - Leistungsdichtespektrum/Versuch3.ipynb b/Versuch 3 - Leistungsdichtespektrum/Versuch3.ipynb index 8fbc5d5..d548f31 100644 --- a/Versuch 3 - Leistungsdichtespektrum/Versuch3.ipynb +++ b/Versuch 3 - Leistungsdichtespektrum/Versuch3.ipynb @@ -69,7 +69,7 @@ "outputs": [ { "data": { - "image/png": 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" + "image/png": 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" }, "execution_count": 2, "metadata": {}, @@ -77,7 +77,7 @@ }, { "data": { - "image/png": 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" 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" }, "execution_count": 2, "metadata": {}, @@ -85,7 +85,7 @@ }, { "data": { - "image/png": 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" + "image/png": 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" }, "execution_count": 2, "metadata": {}, @@ -93,7 +93,7 @@ }, { "data": { - "image/png": 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" + "image/png": 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VAADiINUAAOLQXapVVFRkZGQYjUZZlrOzs+saVllZmZiYOHjwYD8/v6FDhyYlJVVVVdmzTgCADuku1TIzMwsLCxMTE60PW7Zs2RdffJGSknLo0KFFixalp6evWrXKPhUCAHTLxdEFVBcZGWnLMLPZ/Oyzz/r6+kqSFBwcHBgYePTo0WYuDQCgd7o7V7PRiBEjcnJyzGbzrVu38vPzCwsLR40a5eiiAAAOprtzNRtFRkaeO3duzJgxkiQZDIaZM2cOGzbMynhZltWJ4uJie9QHAELQDp7OwllTbcmSJTt37ty0aZMsy4WFhdOmTWvTps2ECRPqGk+YAUADWB48nSLhnPIK5L1799avXx8VFRUQEODq6tqvX7+xY8emp6c7ui4AgIM5ZaoZDIbWrVtbzlEUpVUrp9wWAEATcqYkMJlMgYGBkiQZDIawsLC0tLSCgoLKysq8vLyMjAzr36sBAFoC3aVabm6uLMvq1du4uDhZlhMSEmoOe/fdd8PCwqZPnx4cHDx37tzx48dPmzbN7sUCAPTFoCiKo2todrIsc7cIADSSUxxLdXeuBgBAg5FqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHHoLtUqKioyMjKMRqMsy9nZ2VZGlpSUzJ49+5lnnunXr19iYmJFRYXdigQA6JPuUi0zM7OwsDAxMdH6sGvXro0bN66srCwzM3PPnj09e/Y8cOCAfSoEAOiWi6MLqC4yMtKWYStXrrx9+/by5ctdXV0lSXrllVeauS4AgBPQ3bmajXbu3BkWFqZGGgAAKmdNtZ9++qlTp06TJk3q3bt3aGjo4sWL+V4NAKC7K5A2UhRl1apV77//flJS0smTJ2NiYsrLy618GyfLsjpRXFxsrxoBwOlpB09n4ayp1rlzZz8/vxdeeEGSJH9//wkTJiQnJ1tJNcIMABrA8uDpFAnnrFcgAwMDq81p1cpZtwUA0FScKQlMJpMWZtHR0fv379++fXtlZeX333+fnp4+atQox5YHAHA43aVabm6uLMvqeW5cXJwsywkJCTWH+fv7r1ix4sMPP3z66adjY2NHjx799ttv271YAIC+GBRFcXQNzU6WZb5XA4BGcopjqe7O1QAAaDBSDQAgDlINACAOUg0AIA5SDQAgDlINACAOUg0AIA5SDQAgDlINACAOUg0AIA5SDQAgDlINACAOUg0AIA5SDQAgDlINACAOUg0AIA5SDQAgDlINACAOUg0AIA5SDQAgDlINACAOUg0AIA5SDQAgDlINACAOUg0AIA7dpVpFRUVGRobRaJRlOTs7u97x6enpsixPmzbNDrUBAHROd6mWmZlZWFiYmJhoy+CioqK0tLTevXs3d1UAAKfg4ugCqouMjLRxZEVFxYwZM+bNm/fxxx83a0kAAGehu3M1282bN69///6DBw92dCEAAL3Q3bmajbKzs48cOZKZmWnjeFmW1Yni4uJmKwoARKMdPJ2FU6ba+fPnExMT16xZ4+rqauNTCDMAaADLg6dTJJxTptqxY8euXr06ZswYy5myLO/Zs6d79+6OqgoA4HBOmWrh4eGWPz5Mnjy5Xbt2K1ascGBJAAA9cKa7RUwmU2BgoKOrAADol+5SLTc3V5Zl9eptXFycLMsJCQmOLgoA4BwMiqI4uoZmJ8syd4sAQCM5xbFUd+dqAAA0GKkGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEIfuUq2ioiIjI8NoNMqynJ2dXdcws9kcGxvbv3//4ODg6Ohos9lszyIBAPqku1TLzMwsLCxMTEy0PiwpKWn48OFbt27dvn27l5dXVFRUSUmJfSoEAOiWi6MLqC4yMtKWYStXrtSm33nnnczMzP3790dERDRbXQAAJ6C7c7UGKC8vr6qqcnd3d3QhAAAHEyHVFixY4OXlNXDgQEcXAgBwMN1dgbxfy5Yt27dvX3p6uqurq5VhsiyrE8XFxXapCwBEoB08nYVzp5rJZFq3bl1qaqq/v7/1kYQZADSA5cHTKRLOia9AmkymNWvWpKamBgUFOboWAIAuOFOqmUymwMBAdTolJYVIAwBUo7tUy83NlWVZPc+Ni4uTZTkhIaHmsJSUlIqKivHjx8v/ZTKZ7F4sAEBfDIqiOLqGZifLMt+rAUAjOcWxVHfnagAANBipBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQB6kGABAHqQYAEAepBgAQh0uzrv3XX39dunRpcXHxk08+OWvWrI4dOzbrywEAWrjmPVd77733jh8//vzzzx87dmz+/PnN+loAADTvuVpubm5mZmb37t1HjBgRERHRrK8FAEDznqtdvXq1e/fukiR17979119/bdbXAgCgec/VJEnKzs6udXr06NHN/dIAgJbGoChK86195MiRdS3atm1b871uNbIsFxcX2+3lAEBITnEsbd5zNXtGFwAA/L4aAEAcdk21n3/+edu2bU11AltRUZGRkWE0GmVZtvzGDgDQYjVvqh0/fnz06NG+vr6vvvrqd999N3LkyIULFxqNxqysrMavPDMzs7CwMDExsfGrAgCIoXm/V3vvvfeCgoIWLFiQlZX1+uuvL1q0aNiwYdu3bzeZTEajsZErj4yMbJIiAQDCaN5ztaKiohkzZvj7+8+YMePatWvPPfecJElDhgw5e/Zss74uAKBlat5Uq6ysdHNzkyRJ/bdt27bqv3fu3GnW1wUAtEwO+y1sO5NlWZ2w/V4Vw8w9tc5Xlg5pmpoAoJk1/jimHTydRfOmWq9evT766KNap5v1dWtq2I2XNd/4unYRANCnRh7HLA+eTpFw/BY2AEAc/BY2AEAcTpxqubm5siyrZ8RxcXGyLCckJDi6KACAIzXBFcjf/e531gds3bq18a9SU//+/fX/dzYBAPbUBKnm7e1t+XDHjh3Dhg1r/GoBALhfTZBqK1assHwoy3K1OQAA2IcTf68GAEA1pBoAQBykGgBAHKQaAEAcTXC3SEBAgPU5BQUFjX8VAADq1QSpxv9zBgDQiSZItVmzZjV+JQAANB7fqwEAxEGqAQDEQaoBAMRBqgEAxEGqAQDEQaoBAMRBqgEAxEGqAQDEQaoBAMRBqgEAxEGqAQDEQaoBAMRBqgEAxEGqAQDEQaoBAMRBqgEAxKHHVMvKygoPD/fz8xs5cuTu3btrHVNZWZmYmDh48GA/P7+hQ4cmJSVVVVXZuU4AgN7oLtVycnLi4+OnTJmSm5sbERERExNjNptrDlu2bNkXX3yRkpJy6NChRYsWpaenr1q1yv7VAgB0RXeptnr16tDQUKPR6O7uHh0d7ePjk5aWVnOY2Wx+9tlnfX1927ZtGxwcHBgYePToUbsXCwDQF32lmqIoBQUFwcHB2pyQkJDDhw/XHDlixIicnByz2Xzr1q38/PzCwsJRo0bZsVIAgB65OLqA/3H9+vXKykoPDw9tjoeHx5UrV2qOjIyMPHfu3JgxYyRJMhgMM2fOHDZsmJU1y7KsThQXFzdpyQAgMu3g6Sz0lWq2W7Jkyc6dOzdt2iTLcmFh4bRp09q0aTNhwoS6xhNmANAAlgdPp0g4fV2BdHNzc3V1LS0t1eaUlpZ6enpWG3bv3r3169dHRUUFBAS4urr269dv7Nix6enp9i0WAKA7+ko1g8EQEBBw8OBBbU5eXl7fvn1rDmvdurXlHEVRWrXS17YAAOxPd0kwceLEvXv3ZmVllZWVrV27tqioKCoqSl1kMpkCAwMlSTIYDGFhYWlpaQUFBZWVlXl5eRkZGda/VwMAtAS6+15t0KBBCxcuTE5Onjt3rre3t8lk8vX1rTns3XffTUpKmj59+uXLl7t16zZ+/Pg33njD/tUCAHRFd6kmSZLRaDQajTXnx8TExMTEqNNubm4JCQkJCQn2LQ0AoGu6uwIJAECDkWoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcZBqAABxkGoAAHGQagAAcegx1bKyssLDw/38/EaOHLl79+66hpWUlMyePfuZZ57p169fYmJiRUWFPYsEAOiQ7lItJycnPj5+ypQpubm5ERERMTExZrO55rBr166NGzeurKwsMzNzz549PXv2PHDggP2rBQDoiu5SbfXq1aGhoUaj0d3dPTo62sfHJy0treawlStX3r59e/ny5d27d2/fvv0rr7wSHh5u92IBAPqir1RTFKWgoCA4OFibExIScvjw4Zojd+7cGRYW5urqasfqAAB6p69Uu379emVlpYeHhzbHw8PjypUrNUf+9NNPnTp1mjRpUu/evUNDQxcvXsz3agAAF0cX0ECKoqxater9999PSko6efJkTExMeXl5YmJiXeNlWVYniouL7VUjADg97eDpLPSVam5ubq6urqWlpdqc0tJST0/PmiM7d+7s5+f3wgsvSJLk7+8/YcKE5ORkK6lGmAFAA1gePJ0i4fR1BdJgMAQEBBw8eFCbk5eX17dv35ojAwMDq81p1Upf2wIAsD/dJcHEiRP37t2blZVVVla2du3aoqKiqKgodZHJZNLCLDo6ev/+/du3b6+srPz+++/T09NHjRrlsKIBAPqgryuQkiQNGjRo4cKFycnJc+fO9fb2NplMvr6+NYf5+/uvWLFi+fLlcXFxXbt2HT169NSpU+1fLQBAV3SXapIkGY1Go9FYc35MTExMTIz2MDQ0NDQ01I51AQD0TndXIAEAaDBSDQAgDlINACAOUg0AIA5SDQAgDlINACAOUg0AIA5SDQAgDlINACAOUg0AIA5SDQAgDlINACAOUu3+KEuHGGbucXQVAIDakWoAICbDzD3K0iGOrsLeSDUAgDhINQCAOEg1AIA4SDUAgDhINQCAOEg1AIA4SDUAgDhINQCAOEg1AIA4SDUAgDhINQCAOPSYallZWeHh4X5+fiNHjty9e7f1wenp6bIsT5s2zT61AQD0THeplpOTEx8fP2XKlNzc3IiIiJiYGLPZXNfgoqKitLS03r1727NCAIBu6S7VVq9eHRoaajQa3d3do6OjfXx80tLSah1ZUVExY8aMefPmeXh42LdGAIBO6SvVFEUpKCgIDg7W5oSEhBw+fLjWwfPmzevfv//gwYPtVR0AQO9cHF3A/7h+/XplZaXluZeHh8eVK1dqjszOzj5y5EhmZqaNa5ZlWZ0oLi5ufJ0A0EJoB09noa9Us9H58+cTExPXrFnj6upq41MIMwBoAMuDp1MknL5Szc3NzdXVtbS0VJtTWlrq6elZbdixY8euXr06ZswYy5myLO/Zs6d79+72KBQAoEv6SjWDwRAQEHDw4MEJEyaoc/Ly8vr27VttWHh4uOWPD5MnT27Xrt2KFSvsVygAQJf0dbeIJEkTJ07cu3dvVlZWWVnZ2rVri4qKoqKi1EUmkykwMNCh1QEAdE13qTZo0KCFCxcmJyf3799/8+bNJpPJ19fX0UUBAJyDvq5AqoxGo9ForDk/JiYmJiam5vyVK1c2f1EAACegu3M1AAAajFQDAIiDVAMAiINUAwCIg1QDAIiDVAMAiINUAwCIg1QDAIiDVAMAiINUAwCIg1QDAIiDVAMAiINUAwCIg1QDAIiDVAMAiINUAwCIg1QDAIiDVAMAiINUAwCIg1QDAIiDVAMAiINUAwCIg1QDAIiDVAMAiEOPqZb+jkscAAAHhklEQVSVlRUeHu7n5zdy5Mjdu3fXOsZsNsfGxvbv3z84ODg6OtpsNtu5SACADuku1XJycuLj46dMmZKbmxsRERETE1NrYiUlJQ0fPnzr1q3bt2/38vKKiooqKSmxf7UAAF3RXaqtXr06NDTUaDS6u7tHR0f7+PikpaXVHLZy5crhw4d36dLF09PznXfeuXHjxv79++1eLABAX/SVaoqiFBQUBAcHa3NCQkIOHz5s/Vnl5eVVVVXu7u7NXB0AQO/0lWrXr1+vrKz08PDQ5nh4eFy5csX6sxYsWODl5TVw4MBmrg4AoHcuji6gsZYtW7Zv37709HRXV1crw2RZVieKi4vtUhcAiEA7eDoLfaWam5ubq6traWmpNqe0tNTT07Ou8SaTad26dampqf7+/tbXTJgBQANYHjydIuH0dQXSYDAEBAQcPHhQm5OXl9e3b99aB5tMpjVr1qSmpgYFBdmrQACArukr1SRJmjhx4t69e7OyssrKytauXVtUVBQVFaUuMplMgYGB6nRKSgqRBgCoRl9XICVJGjRo0MKFC5OTk+fOnevt7W0ymXx9fWsOS0lJuXPnzvjx47U5U6dOjYmJsWOlAADd0V2qSZJkNBqNRmPN+TExMVpuHT161L5FAQCcgO6uQAIA0GCkGgBAHKQaAEAcpBoAQBykGgBAHKQaAEAcpBoAQBykGgBAHKQaAEAcpBoAQBykGgBAHKQaAEAcpBoAQBykGgBAHKQaAEAcpBoAQBykGgBAHKQaAEAcpBoAQBykGgBAHKQaAEAcpBoAQBykGgBAHKQaAEAcpBoAQBzOnWpZWVnh4eF+fn4jR47cvXu3o8sBADiYE6daTk5OfHz8lClTcnNzIyIiYmJizGazo4sSnCzLji5BEHSyCdHMpiJGJ5041VavXh0aGmo0Gt3d3aOjo318fNLS0hxdFADAkZw11RRFKSgoCA4O1uaEhIQcPnzYgSUBABzOWVPt+vXrlZWVHh4e2hwPD48rV644sCQAgMO5OLoAezgx6kPDzD0NeGLtV5kbujYRtORtb1p0sgnRzLrd30Gsvk4+0URVNStnTTU3NzdXV9fS0lJtTmlpqaenZ62DlaVDGvgyS4sb+EQA0IOmPYg5wyHRWa9AGgyGgICAgwcPanPy8vL69u3rwJIAAA7nrKkmSdLEiRP37t2blZVVVla2du3aoqKiqKgoRxcFAHAkg6Iojq6h4bKyspKTk3/++Wdvb+8ZM2YMHTrU0RUBABzJuVMNAABLTnwFEgCAakg1AIA4SDUAgDgETzX+qL/tkpOTZQuBgYHaIittpMOqioqKjIwMo9Eoy3J2dna1pQ1oYIttrJVOWtlFJTpZg9lsjo2N7d+/f3BwcHR0dLU//i7yPqmI66uvvvLx8dmyZcu1a9dWr17t4+Nz9OhRRxelXx988MGLL75Yc76VNtJhzbp16+Lj448ePfrEE09s3brVclEDGtiSG2ulk3XtogqdrM2kSZO2b99+8eLFy5cvJyQkBAUF/fLLL+oisfdJkVNtwoQJb731lvZwzJgxs2bNcmA9OlfXIcNKG+lwTTWPxQ1oII1VauuklVSjk9bdvHnTx8dn8+bN6kOx90lhr0Aq/FH/+3f8+PE+ffr069dv0qRJJ06ckKy2kQ7bogENpLFW1NxFJTppg/Ly8qqqKnd3d6kF7JPCphp/1P9+denSZeHChfv27du8efODDz44bty4CxcuWGkjHbZFAxpIY+tS6y4q0UkbLFiwwMvLa+DAgVIL2CeFTTXcr5dffvm3v/2tu7t7jx49/vrXv3bo0CEjI8PRRQH/h120YZYtW7Zv376kpCRXV1dH12IPwqbaff1Rf1TzwAMPeHt7nzlzxkob6bAtGtBAGmsLbReV6KRVJpNp3bp1qamp/v7+6hzh90lhU40/6t8Yd+7cOXPmTLdu3ay0kQ7bogENpLG20HZRiU7WzWQyrVmzJjU1NSgoSJsp/j7poLtU7MHyVtQ1a9bo+VZUPZg6derBgwfLy8vPnTs3ffr0p5566j//+Y9itY10uCbrd/bb2EAaq9TWybp2UYVO1iY5OTkgICA/P7/mIrH3SZFTTVGULVu2hIWF+fr6jhgx4ssvv3R0Obp26NCh6Ojovn37Dhgw4M033zxx4oS2yEob6bDqwIEDT/yv+Ph4bWkDGthiG2ulk1Z2UYVO1uDr61utkytWrNCWCrxP8jf7AQDiEPZ7NQBAC0SqAQDEQaoBAMRBqgEAxEGqAQDEQaoBAMRBqgEAxEGqAQDEQaoBAMRBqgEAxEGqAQDE4eLoAoCWa+bMmZcuXerbt++2bdsuXbrUq1evP//5z9r/gwWgAThXAxzpm2++KSsr27hx4969e3v06DF16tS7d+86uijAiZFqgCN179597ty5nTt37tSp0xtvvFFSUnL69GlHFwU4MVINcCRvb+9Wrf7/x7Bjx46SJF29etWhFQHOjVQDHMlgMDi6BEAopBoAQBykGgBAHKQaAEAcBkVRHF0DAABNg3M1AIA4SDUAgDhINQCAOEg1AIA4SDUAgDhINQCAOEg1AIA4SDUAgDj+H6hDkH7jU12TAAAAAElFTkSuQmCC" }, "execution_count": 2, "metadata": {}, @@ -101,7 +101,7 @@ }, { "data": { - "image/png": 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" + "image/png": 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" }, "execution_count": 2, "metadata": {}, @@ -109,7 +109,7 @@ }, { "data": { - "image/png": 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" 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ZDQAApANZDQAApANZDQAApANZDQAApANZDQAApANZDQAApANZDQAApANZDQAApANZDQAApANZDQAApENwWa26unrfvn1BQUFKpfLQoUP6FqupqYmLixs0aJCHh8eQIUOSkpJqa2vNGSeAqSiiTtb5GgAMILislpWVdfHixbi4OO7FNm7ceOTIkZSUlHPnzq1Zs2b37t3bt283T4QAACBYjSwdgLYpU6bwWay4uPj99993d3cnhPj5+fn4+Fy5coVyaAAAIHSCO1fjaeTIkXl5ecXFxS9fviwsLLx48WJgYKClgwIAAAsT3LkaT1OmTLl7925wcDAhRKFQREVFDRs2zNJBAQCAhYk1q61fv/7777//+uuvlUrlxYsXIyMjmzRpEhISom95pVLJvCgtLTVXjAAAoscePMVClFnt7du36enpUVFRXl5ehJC+fftOnDhx9+7dHFkNyQwAwACaB09RZDhR3ldTKBTW1taaJWq12spKlNsCAAAmJKZMoFKpfHx8CCEKhWLo0KG7du26cOFCTU3NmTNn9u3bh/tqAAAguKyWn5+vVCqZ89zo6GilUhkTE6O72IoVK4YOHTp37lw/P7+lS5dOnjw5MjLS7MECAICwKNRqtaVjoE6pVOK+GggT8zARdcJgRdRJ9l9LBwVQN1EcSwV3rgYAAGAwZDUAAJAOZDUAAJAOZDUAAJAOZDUAAJAOZDUAAJAOZDUAAJAOZDUAAJAOZDUAAJAO6s/sf/369Z07dx4/fqxZ2Lt3b9r1AgCADNHNakVFRZGRkQ8fPtQqF/4zVwAAQIzoZrXVq1f7+vrOnDnT1taWakUAosY8DRIAjEc3q924cSMtLa1169ZUawEAAGDQnS3i4ODw6tUrqlUAAACw6Ga1UaNGff7553L4sRsAABACulcgz58/X1BQkJub6+Liopnb0tLSqNYLAADyRDerOTg4BAYGUq0CAACARTerJSQkUF0/AACAJjxbBAAApIP6s0UIIQ8ePLhx4wYhpGvXrk5OTmaoEQAA5IluVnv58mVsbGxWVhZbEhwcHBsb27RpU6r1AgCAPNG9ApmYmJiXlxcfH3/06NGjR4+uXbs2Ly8vMTGRaqUAACBbdM/VDh8+nJCQ0KdPH+ZPFxcXZ2fnqKioRYsWUa0XAADkie65WmVlpbu7u2ZJjx49KisrqVYKAACyRTerOTk55eXlaZacOnUKE0YAAIASulcgP/zww8WLF1+5csXb2/vt27dFRUXp6elz586lWikAAMgW3awWGhpqZWWVkpKyfft2QkibNm2ioqKmTZvG8Zbq6urvvvtu7969JSUlGzZsGDNmjL4ly8rKEhISTp06pVAoRo8ePXfu3ObNm5t+GwAAQDzoZjWFQhESEhISElJeXk4IcXBwqPctWVlZJSUlcXFxwcHBHIs9efLkgw8+UCqVWVlZbdu2/eabb06fPh0QEGCy0AHMDr+yBmA8c3wLm/DLZ4wpU6bwWWzbtm2vXr1KTEy0sbEhhEyaNMnw4AAAQCqoZDUmx2RkZOhLNhkZGUZW8f333w8dOpRJaQAAAAwqWc3V1VXrhcndv3+/bdu2M2bMOHPmTLt27YYNGxYZGYn7agAAMkclq61cuVLrhcmp1ert27dv2LAhKSnp119/jYiIePr0aVxcnL7llUol86K0tJRSSAAA0sMePMWC7vfVNm3axLOwodq1azdw4MARI0Y0b97c09MzJCTkyJEjHMuX/sn4qgEA5KNUg6Vj4YVuVtu6dSvPwoby8fHRKrGywq/qAADInbkzQVlZma2trWHvValUbDKbPn36jz/+mJOTU1NTc+nSpd27d+NHtwEAgNbM/qlTp2q9IITU1tbeunXL19eX4435+flhYWHM6+jo6Ojo6HHjxuneMPP09Ny8eXNiYmJ0dHT79u3HjBkze/Zsk24BAACIj0KtVtNYb0xMDCEkMzNz3LhxbGHjxo07duw4ceLEVq1a0ahUH6VSKZYrwiA3ut+8VicMtkgkAPUSxbGU1rkac3bVqFEjetMgAQAAtNC9rxYZGalbWFxcTLVSAACQLbpZbdasWTU1NZolN2/eDA8Pp1opAADIFt2s1qhRo+joaPbW3f3798PCwt5//32qlQIAgGzRzWrJycnXrl1bt24dIaS8vDw0NNTDw2PNmjVUKwUAANmi+8x+Ozu71NTUiRMn2tvbf/vtt87Ozhs3brS2tqZaKQAAyBb1b2F36dJFpVIlJSU1a9YsJSWladOmtGsEAADZonKuNn36dK0SW1tbtVrNflE6LS2NRr0AACBzVLJa27ZttUr69etHoyIAAABNVLJaQkICjdUCAABwoztbhBDy+vXrO3fuPH78WLOwd+/etOsFAAAZopvVioqKIiMjHz58qFUu/CeJAdCmiDqp75GPHP8FANzoZrXVq1f7+vrOnDnT4F+fAQAA4I9uVrtx40ZaWlrr1q2p1gIAAMCg+301BweHV69eUa0CAACARTerjRo16vPPP6f0E24AAABa6F6BPH/+fEFBQW5urouLi2Zuw7ewAUhdPxkKAEaim9UcHBwCAwOpVgEAAMCim9XwdWwAADAn6k83BgAAMBu652q3b9+us9zFxYVqvQAAIE90s9qwYcPqLMezRQAAgAa6WS0zM5N9rVarb968uXHjxo8//phqpQAAIFt0s1rPnj01//T09HRyctqyZcukSZOo1gsAAPJk7tkiPXv2vHr1qpkrBQAAmTB3VisqKrKxsTFzpQAAIBN0r0AuXLhQ88+qqqq8vLyQkBCOt1RXV3/33Xd79+4tKSnZsGHDmDFjuKvYvXt3fHz8sGHDNm/ebIKIAQBAzOhmtfLycs0/27Rps3z58rFjx3K8JSsrq6SkJC4uLjg4uN71X716ddeuXVp37wAAQLaoZLXVq1cvXbqUEDJ37tyGppwpU6bwXLK6unrevHmxsbFffvllg0MEAAAponJfbc+ePcyzjMeNG0dj/YzY2Nj+/fsPGjSIXhUAACAuVM7V2rVrd+7cud69e9NYOePQoUOXL1/OysriubxSqWRe4AvgAAD8sQdPsaCS1SZOnDh58mQrKytCiJubm+4CJSUlxqz/3r17cXFxaWlp/KdTIpkBABhA8+ApigxHJatFRkYOGTLk9u3b8+bNW7duncnXX1JS8vjxY63pJEql8uTJk87OziavDgAAxILWHEh3d3d3d/fjx4/XOzXfAAEBAZofH/71r381a9YMM/sBAIDut7ATExM1/3z9+rUxa1OpVD4+PsZFBAAAUkY3q92/f3/Tpk3Ma5VK5enpyVyZ5HhLfn6+Uqlkrt5GR0crlcqYmBiqQQIAgGQomCn4lMyZM2fEiBHDhg37/fffAwICFi9e/PPPP9fW1pr5aqFSqcRsERAaRdTJOsvVCYMVUSfVCYPNHA9AvURxLKV7rnbmzJl+/foRQvLz8/v37z958uQlS5YUFhZSrRQAAGSLblZ79eoVcy547tw5X19fQkiLFi1evHhBtVIAAJAtulnt3Xff3bJlS35+/pEjRwYOHEgIKS0tfffdd6lWCgAAskU3q0VHR3/zzTdhYWEjRoxgktmePXv4P+kRAACgQeg+s79Xr14//fTT8+fPbW1tmZJZs2Z169aNaqUAACBbdLMaIcTa2ppNaYQQV1dX2jUCAIBsUc9qr1+/vnPnzuPHjzULqT74GAAAZItuVisqKoqMjHz48KFWufC/8QAAAGJEN6utXr3a19d35syZmhchAQAAKKGb1W7cuJGWlta6dWuqtQAAADDozux3cHB49eoV1SoAAABYdLPaqFGjPv/8c6qPmgQAAGDRvQJ5/vz5goKC3NxcFxcXzdyWlpZGtV4AAJAnulnNwcEhMDCQahUAkoTH9gMYhm5WS0hIoLp+AAAATdS/hU0IefDgwY0bNwghXbt2dXJyMkONAAAgT3Sz2suXL2NjY7OystiS4ODg2NjYpk2bUq0XAADkie4cyMTExLy8vPj4+KNHjx49enTt2rV5eXmJiYlUKwUQL+aHsC0dBYCI0T1XO3z4cEJCQp8+fZg/XVxcnJ2do6KiFi1aRLVeAACQJ7rnapWVle7u7polPXr0qKyspFopAADIFt2s5uTklJeXp1ly6tQpTBgBAABK6F6B/PDDDxcvXnzlyhVvb++3b98WFRWlp6fPnTuXaqUAACBbdLNaaGiolZVVSkrK9u3bCSFt2rSJioqaNm0a1UoBAEC26GY1hUIREhISEhJSXl5OCHFwcKBaHQAAyJw5voVNkM8AAMAs6M4WMUB1dfW+ffuCgoKUSuWhQ4f0LVZcXDxnzpz+/fv7+flNnz69uLjYnEECAIAwUTlXmzRpEiEkIyODeaErIyND33uzsrJKSkri4uKCg4M5qkhKSgoODo6JibGyskpMTAwNDf3uu+8cHR2NjBwAAESNSlZzdXXVesHflClT+Cy2bds29vWyZcuysrJ+/PHHsWPHNrQ6AACQEipZbeXKlVovqHr69Gltba2tra0Z6gIAACGje19t06ZNPAuNsXr1aicnpwEDBph2tQAAIDp0s9rWrVt5Fhps48aNp06dSkpKsrGx4VhM+ScTVg0AIHlKDZaOhRczzexnlZWVmfBSoUql2rNnT2pqqqenJ/eSpaWlpqoUAEA+NA+eokhstLLa1KlTtV4QQmpra2/duuXr62uSKlQqVVpaWmpqau/evU2yQgAjKaJOMj8lo04YLNUaAQSOVlbr1KkTIeTs2bPMC0bjxo0HDx48ceJEw9apUql27dp17tw5QkhKSgpSGgAAaKGV1eLi4gghjRo1aug0yPz8/LCwMOZ1dHR0dHT0uHHjmLVpSklJef369eTJk9mS2bNnR0REGBc1AACIG937agbM7O/fv7++e2ARERFs3rpy5YpRkQEAgBRRny2Sk5Pz7bff3r9//82bN2zh4cOHadcLIHmKqJOWDgFAcOjO7M/IyIiJienQocO1a9cGDhzYokWLX3/9td75igAAAIahe66Wnp6ekJDg7+//5ZdfLlq0iBCyfv3633//nWqlAAAgW3TP1X777be+ffsSQqytrWtqagghYWFh+fn5VCsFAADZopvVXr16xTzyw97e/t69e4QQKysrJr0BAACYnJmeLeLn57du3bpJkyZ98803PXr0ME+lAAAgN3TP1WbPns28mDdvXkVFxSeffHL58uVly5ZRrRTAIjAjEUAI6J6rsV8vc3Z2zs7Orq6ubt68OdUaAQBAzuieq2lBSgMAAKqonKtNmjSJe4GMjAwa9QIAgMxRyWqurq40VgsAAMCNSlYz4PGPAAAAxjPrfTUAAACqzJHV7t69e+zYsS+++IIQUlZWZoYaAeQD3ygA0ER3Zn9NTc2KFSsOHTpkbW395s2badOmrVy5cvz48f7+/lTrBQAAeaJ7rrZ27drS0tKMjIxLly4xJSEhITt27KBaKQAAyBbdc7WcnJy9e/d269aNLXFzc2MzHAAAgGnRPVerrq52cHDQLKmtrbWywhQVAACggm6CcXV13b9/v2ZJQUEBnm4MwE2dMNjSIQCIFd0rkGFhYfPnz7906dKgQYMIIZmZmRs2bIiPj6daKQAAyBbdrDZ69OiamppNmzYdPXqUEPLZZ59FR0cPGTKEaqUAACBbdLPaL7/8MmHChPHjxz948ODt27fOzs64qQYAAPTQzTGBgYGEEIVC4ezs/Ne//hUpDQAAqKKbZtq1a1dRUUG1CgAAABbdrBYcHKxSqd68eUO1FgDLUkSdFMJjq4QQA4DF0b2vVlRUVFhYePz48S5dujRp0oQtT0tLo1ovAADIE92s5ujoyNxao6G6uvq7777bu3dvSUnJhg0bxowZQ6kiAAAQC7pZbdasWd27d6e08qysrJKSkri4uODgYEpVABhMEXVS35epOf7LtGsAkCG6WS0wMLC0tJTSyqdMmUJpzQAAIFKYAwkAANKBOZAAACAdcpkDqVQqmRf0rogCEEyvB8lhD55iIeI5kA2CZAYAYADNg6coMhzKvF7VAAAgAElEQVTdrJaQkEB1/QCyhZNCgDrRzWqMBw8e3LhxgxDStWtXJycnM9QIAADyRHe2yMuXLxcvXuzv7//RRx999NFH/v7+ixcvfvnypUlWnp+fr1QqmTPi6OhopVIZExNjkjUDCAROyAAaiu65WmJiYl5eXnx8vI+PDyGkqKgoISEhMTFx0aJFxq+8f//+uFsGAACa6Ga1w4cPJyQk9OnTh/nTxcXF2dk5KirKJFkNAABAC90rkJWVle7u7polPXr0qKyspFopAADIFt2s5uTklJeXp1ly6tQpTBgBAABK6F6B/PDDDxcvXnzlyhVvb++3b98WFRWlp6fPnTuXaqUAACBbdLNaaGiolZVVSkrK9u3bCSFt2rSJioqaNm0a1UoBAEC26GY1hUIREhISEhJSXl5OCHFwcKBaHQAAyBzd+2qPHj1iXjg4OLAprbi4mGqlAMKHL6IBUEI3q82aNaumpkaz5ObNm+Hh4VQrBQAA2aKb1Ro1ahQdHa1Wq5k/79+/HxYW9v7771OtFAAAZItuVktOTr527dq6desIIeXl5aGhoR4eHmvWrKFaKQAAyBbd2SJ2dnapqakTJ060t7f/9ttvnZ2dN27caG1tTbVSAACQLbrnaoSQLl26qFSqpKSkZs2apaSkNG3alHaNAAAgW1TO1aZPn65VYmtrq1arZ8+ezfxp/t/CBgAAOaCS1dq2batV0q9fPxoVAQiQOmEwJu4DWAqVrIafwAYAAIugfl8NAPhQJwy2dAgAUkB3DiTjwYMHN27cIIR07doVD+wHAAB66Ga1ly9fxsbGZmVlsSXBwcGxsbGYCQkAADTQvQKZmJiYl5cXHx9/9OjRo0ePrl27Ni8vLzExkWqlAAAgW3TP1Q4fPpyQkNCnTx/mTxcXF2dn56ioqEWLFlGtFwAA5InuuVplZaW7u7tmSY8ePSorK6lWCgAAskU3qzk5OeXl5WmWnDp1ChNGAACAErpXID/88MPFixdfuXLF29v77du3RUVF6enpc+fOpVopAADIFt2sFhoaamVllZKSsn37dkJImzZtoqKipk2bRrVSAACQLbpZTaFQhISEhISElJeXE0LYn8MGAACgge59tU2bNjEvHBwc2JTGFgIAAJgW3ay2detWnoWasrOzAwICPDw8Ro0adeLEiTqXqampiYuLGzRokIeHx5AhQ5KSkmpra00QMQAAiJm5nwNZVlZma2vLsUBeXt6SJUs+/fTT/Pz8sWPHRkREFBcX6y62cePGI0eOpKSknDt3bs2aNbt372Zu3QHIE34lAIBB677a1KlTtV4QQmpra2/duuXr68vxxh07dvj7+wcFBRFCpk+ffvjw4V27dm3YsEFrseLi4vfff5/5Mpyfn5+Pj8+VK1dMvA0AACA2tM7VOnXq1KlTJ/YFw9XVNTw8fN26dfrepVarL1y44Ofnx5b069fv/PnzukuOHDkyLy+vuLj45cuXhYWFFy9eDAwMpLEhAAAgIrTO1eLi4gghjRo1WrlyJf93PXv2rKamxs7Oji2xs7N79OiR7pJTpky5e/ducHAwIUShUERFRQ0bNoxjzUqlknlRWlrKPx4AAJljD55iQXdmf1hY2O3bt3XLXVxcjFzz+vXrv//++6+//lqpVF68eDEyMrJJkyYhISH6lkcyAxoUUSeF9rtoAgwJRE3z4CmKDEc3q+k7f9KXY1q2bGljY6P5oMjKykp7e3utxd6+fZuenh4VFeXl5UUI6du378SJE3fv3s2R1QAAQA7oZrXMzEz2tVqtvnnz5saNGz/++GN9yysUCi8vr7Nnz7L56cyZM97e3rqLWVtba5ao1WorK/yuNwCA3NHNBD01eHp6BgUFffbZZzk5ORxvCQ8Pz83Nzc7Orqqq2rlz59WrV0NDQ5n/UqlUPj4+hBCFQjF06NBdu3ZduHChpqbmzJkz+/bt476vBgAAckD3XE1Xz549r169yrHAwIED4+Pjk5OTly5d2rlzZ5VKpfVbNowVK1YkJSXNnTu3oqLC0dFx8uTJs2bNohY1AACIg7mzWlFRkY2NDfcyQUFBzPfVtERERERERDCvW7ZsGRMTExMTY/oQAQBAtOhmtYULF2r+WVVVlZeXhzkdAABACd2sxjyqn9WmTZvly5ePHTuWaqUA5oRHVQEICt2slpaWRnX9AAAAmiwwG/7169fmrxQAAOTArFnt6tWrcXFxAwYMMGelAAAgH+aYA/nf//730KFDWVlZ165da9++/ahRo8xQKYDF4eFVAOZHMavV1tb+8MMPBw8ePHnyJCHk9evXX331lZeXl0KhoFcpAADIGZWsduPGjQMHDhw6dKi8vLxXr14xMTGjRo3y9fXt1asXjeoAAAAYVLLayJEj7e3tP/jggzFjxhj/eH4AAACeqGS1Dh06/PHHHwUFBR06dLC3t2/VqhWNWgAAALRQmQOZm5u7ffv29u3br1q1qn///v/+979PnDhBoyIAAABNVM7VrKysBg4cOHDgwKqqqsOHDx84cOCTTz4hhGzevHnEiBHdu3enUSkAAADd76vZ2tpOmjQpMzPzu+++CwsL++qrrwIDA0eOHEm1UgAAkC0zfQu7e/fuixYtysvLS0lJwfwRAACgxKy/RGNtbT1kyJAhQ4aYs1IAAJAPCzwHEgAAgBJkNQCKTP47NfjhGwBuyGoAVOAJkAAWQTer/fLLL1TXDyBeSHsANNDNaoGBgVTXDwAAoIluVmvXrl1FRQXVKgAAAFh0s1pwcLBKpXrz5g3VWgBEBD+6BkAV3e+rFRUVFRYWHj9+vEuXLk2aNGHL09LSqNYLYBHqhMGYowhgWXSzmqOjI26tAQCA2dDNagkJCVTXDwAAoMkc31e7e/fusWPHvvjiC0JIWVlZvctnZ2cHBAR4eHiMGjWK4ydsysrKFixY0KdPn759+8bFxVVXV5syaACxYa9/4iooyBndrFZTU7NgwYKAgIA5c+bExcURQlauXJmbm8vxlry8vCVLlnz66af5+fljx46NiIgoLi7WXezJkycffPBBVVVVVlbWyZMn33nnndOnT9PaDAAAEAm6WW3t2rWlpaUZGRmXLl1iSkJCQnbs2MHxlh07dvj7+wcFBdna2k6fPt3NzW3Xrl26i23btu3Vq1eJiYnOzs7NmzefNGlSQEAAjU0AAAARoZvVcnJyEhISevXqZW1tzZS4ubmxGU6XWq2+cOGCn58fW9KvX7/z58/rLvn9998PHTrUxsbG5DEDCBwuMAJwoJvVqqurHRwcNEtqa2utrPRW+uzZs5qaGjs7O7bEzs7u0aNHukvev3+/bdu2M2bM6Nmzp7+//9q1a3FfDQAA6GY1V1fX/fv3a5YUFBT06NHD+DWr1ert27cHBwcXFBQkJSXl5OQw9+30Uf7J+KoBAORDqcHSsfBCd2Z/WFjY/PnzL126NGjQIEJIZmbmhg0b4uPj9S3fsmVLGxubyspKtqSystLe3l53yXbt2nl4eIwYMYIQ4unpGRISkpyczJHYSktLjdoSAABZ0jx4iiKx0c1qo0ePrqmp2bRp09GjRwkhn332WXR0NMdvYSsUCi8vr7Nnz4aEhDAlZ86c8fb21l3Sx8fn5cuXmiUcFzYBAEAmqGeCCRMmnD59+uTJk8ePH8/Pzx83bhz38uHh4bm5udnZ2VVVVTt37rx69WpoaCjzXyqVysfHh3k9ffr0H3/8MScnp6am5tKlS7t378ZDTAAAgO65GkOhUDg7O/NceODAgfHx8cnJyUuXLu3cubNKpXJ3d9ddzNPTc/PmzYmJidHR0e3btx8zZszs2bNNGjUAAIgPlax248YN7gW6du3K8b9BQUFBQUG65REREREREeyf/v7+/v7+hkUIYDZ4SD+AOVHJaiNHjuReAHM3AACABipZ7eDBg8yLoqKixMTEjz76iJnxcf78+dTU1Hnz5tGoFAAAgEpWY7+RtnTp0g0bNrDXCf38/JRK5ZYtWyZPnkyjXgAAkDm6cyCvX7/u6+urWeLr64vLjwAAQAndrNaqVauCggLNkoKCgtatW1OtFAAAZIvuzP6JEydGR0eHhYX16tWLEFJUVLRz586wsDCqlQIAgGzRzWqRkZEtW7ZMTU3dsmULIaRNmzazZ89GVgMAAEroZjUrK6uPPvroo48+Kisrs7Ky0np+P4CR8FUwYcJ+AQsyx7NFCCGOjo7mqQgAAOQMTwQGAFPCj5qCZSGrgbFwFAOBQFcEgqwGIoXjl/BhH4FFIKsBGELgh2yBhwdAD7IamAYOo2BB6H7AojsHss6fpGnatKmjo2Pjxo2pVg3mh/ncYHHohEA3q+n7SZqmTZuOGzduyZIljRqZ6asFAAAgB3SvQC5fvrx169bz58/fs2fPF198MX/+fFtb24ULFy5evPjIkSM7duygWjvIhIiuPhkQqki3TkRhg8TQPVU6cODAxo0bBwwYwPzZp08fV1fXzZs3HzhwoEOHDhs2bJg5cybVAADES50wGLkBoKGo/xIN83uhLB8fH+aXaHx9fR88eEC1dqCNPeaa+eCLYz1wQw+RM+q/RFNYWKhZUlhYaGtrSwipqKj4y1/+QrV2AGkQ0TFaRKGCVNG9Ajl+/Pj58+eHhoZ6enoqFIpLly7t2LFj6tSphJCsrKzg4GCqtQOADCGzyhzdrDZnzpxWrVpt27atqqqKENK6detZs2aFh4cTQkaPHv3OO+9QrR1Ahti7cZjjDvJE/ZdoZsyYMWPGjLKyMvJ/n9zfvXt3qlUDAIAMmenZIo6OjvgxGoYi6qQAr5Cwn+4tGwDImaX6gMU7PwdhRiVw1L8EnZOT8+23396/f//Nmzds4eHDh2nXC5bS0AtfBl8ow4CXJLP1H5AquudqGRkZMTExHTp0uHbt2sCBA1u0aPHrr796enpSrRSkzTzJTFwp04DDutk2UEQtKaJQgQPdrJaenp6QkLB8+XJCyKJFi/bt2xceHv7ixQvud2VnZwcEBHh4eIwaNerEiRPcC+/evVupVEZGRposaGowZnShTQDqhWHSIHSz2m+//da3b19CiLW1dU1NDSEkLCwsPz+f4y15eXlLliz59NNP8/Pzx44dGxERUVxcrG/hq1ev7tq1q2fPniaPHAwjq+En9o0VVPzGByOozQELopvVXr16ZWNjQwixt7e/d+8eIcTKyopJb/rs2LHD398/KCjI1tZ2+vTpbm5uu3btqnPJ6urqefPmxcbG2tnZUYgdzIf/M0pMcuTinh0gt4NjndvLNhGu94LomGkOpJ+f37p1606cOLFy5coePXroW0ytVl+4cMHPz48t6dev3/nz5+tcODY2tn///oMGDTJ9uGaBkQwA+uD4YDC6WW327NnMi3nz5lVUVHzyySeXL19etmyZvuWfPXtWU1Ojee5lZ2f36NEj3SUPHTp0+fLl6Ohok8cscxhLYGbocmBadGf2Dx8+nHnh7OycnZ1dXV3dvHlz41d77969uLi4tLQ05vImH0qlknnBPFvZUjCABQhTwzWhNUALe/AUC7rnaoGBgZp/1pvSWrZsaWNjU1lZyZZUVlba29trLVZSUvL48ePg4GClUqlUKk+dOnX06FGlUnn//n19ay79U8M3QuJklWgbet9Oko1jwK+gSbId9JHVxvJRqsHSsfBCN6u1a9euoqKC//IKhcLLy+vs2bNsyZkzZ7R+y4YQEhAQoNnQgwYNGjZsWGlpqbOzs2nipk/II8c8RzqBtIClfkxHaIS2+bLqhLoEG5go0M1qwcHBKpVK86ki9QoPD8/Nzc3Ozq6qqtq5c+fVq1dDQ0OZ/1KpVD4+PlQChf8LM98AQKTo3lcrKioqLCw8fvx4ly5dmjRpwpanpaXpe8vAgQPj4+OTk5OXLl3auXNnlUrl7u5ONUhRwN0O4+kmUaRVTehjhGaXQPOaDd2s5ujoqHVrjY+goKCgoCDd8oiIiIiICN3ybdu2GRKcCAlnYAgwHxjfOALcKLEwVc807S7gHxXVXS+cYSsTdLNaQkIC1fUDgEBwfJvbDFWzvyoHQPe+2qZNm3gWghjhUCJh2LMmhyY1D7pZbevWrTwLpc2Evdnkl2hMuDYQO/QHQZHD90xoMNMTs1hlZWW2trZmrhQkDwO+QRrUXGhbEBda99WmTp2q9YIQUltbe+vWLV9fX0qVgnAYcIcc92CgQWS1E2W1sUaida7WqVOnTp06sS8Yrq6u4eHh69ato1SpJMmwNwtqkwUVjMTQnnlIb+XGEGxgkkHrXC0uLo4Q0qhRo5UrV1KqQs4wV1gyZH7iKO1tN/k4xcDng+59NaS0ekl7VAsEGtkkBNWMggqGP/P8gqDMmWO2yN27d48dO/bFF18QQsrKysxQo7RR6vcGr1Y4Hx4FfkTQ90FbOA0IQiDwbix8dLNaTU3NggULAgIC5syZw1yTXLlyZW5uLtVKQVZ4XpPBkQJAJuhmtbVr15aWlmZkZFy6dIkpCQkJ2bFjB9VKgQ9F1Emqj7wz+H9pvFGwFcmHYU1qwR2BPiBedLNaTk5OQkJCr169rK2tmRI3Nzc2w4FANPQWtEUGPI4yIC7osZZCN6tVV1c7ODholtTW1lpZmfur3+Ilt4Eh8wmBDSWKG3LYp2BmdBOMq6vr/v37NUsKCgp69OhBtVIQPuEf5oR5LMbEbl0GN4g5968A+5KE0c1qYWFhGzZsiIyMPHDgACEkMzNzxYoV4eHhVCuVKvw8mBghCckQBqZl0c1qo0ePXrVq1c8//7xkyRJCyGeffRYdHT1kyBCqlQqTGDu6GGOmQTLtYOYNEXJGl8w+BV10f1+NEDJhwoTx48c/ePDg7du3zs7OuKkGJmSq64QNfTiklB4mKZkNERQ0qQWZI8coFApnZ2eFQnHnzh21Wm2GGsF4lh2WOCjIGfY+GINWVsvMzJw5c+aMGTNycnJqa2vnzJkzZMiQ4cOH//Of/6yoqKBUKRhAyJeJRATNKATS2ws4kzYAlayWnp4eExNTXl7+6NGjOXPmrF69uri4ODY2NjY29unTpyqVikalwkS7R6LHs6ge0fS1s/QOoyBwGPL1onJfbe/evatWrZowYQIhZN++fcuWLdu/f7+npych5N13342KiqJRKYgaPpNaltDan2o8gtpSA+ALHtyonKvdvXs3MDCQec28cHNzY/7s0aMHHnDMR4OeaCXYUSrYwMRO5gc1wV4CkcCYlQAqWe3Vq1fNmzdnXjMvGjduzPzZtGnTN2/e0KhUjHj2bLl9NJPVxgI3qkd/oZ2hgklgnn2DMcNAOINBOJGYlpS2y1RfPzB+JQKJwZj1CKEd+DP4I6nxn+2EdqQyG1rfV/Py8uL4E/jDx0mQJOH0auEPMeFHKChUstqMGTNorFYITN63mP5qkmtuwr9QaYYItargUyMOGVq4v2NuQAubJB6qVRhJ+BHKCpWsNn/+fGPenp2dnZyc/Pvvv3fu3HnevHl1PmGruLg4NTX17Nmzb9688fDwiIqKcnd3N6bSBmEHvBh7s5ExIwGImqV2nwk/vTWUMfXyf6+gxoUYj0smJLj7anl5eUuWLPn000/z8/PHjh0bERFRXFysu1hSUtLw4cO/+eabnJwcJyen0NBQ2lMrBdVrgQP2FA0yP1CKjtYokNWgEFxW27Fjh7+/f1BQkK2t7fTp093c3Hbt2qW72LZt24YPH+7g4GBvb79s2bLnz5//+OOPtGOTVc8AfUTUDcwTqogaRA6wO4SV1dRq9YULF/z8/NiSfv36nT9/nvtdT58+ra2ttbW1pRydgSh9yNW3Wqp9ukErr3NhDDmBs/gJmWkDMLi/8bzbiv4sQMLKas+ePaupqbGzs2NL7OzsHj16xP2u1atXOzk5DRgwgGMZ5Z9ME6ipmXZsSG+kmWoiuMUP2SZX7xYJqjMIKhiezBYzjYpMsk6lBuPXZgbCymoG2Lhx46lTp5KSkmxsbDgWK/2T2QKjSnpHZ/NDG4qIGNMhB3FtTqkGS8fCi7CyWsuWLW1sbCorK9mSyspKe3t7fcurVKo9e/akpqYyD5k0s3q7pvHX6ygxvi7dlEAvSYjrECBJWjsXewSETFhZTaFQeHl5nT17li05c+aMt7d3nQurVKq0tLTU1NTevXubK0AAA8kqE8j2PBjffRQCYWU1Qkh4eHhubm52dnZVVdXOnTuvXr0aGhrK/JdKpfLx8WFep6SkmC2libSbCids4UQCRFQpRzdU4fQl4UTCnxhjNoDgstrAgQPj4+OTk5P79++fmZmpUqnq/Hp1SkpKdXX15MmT2duYFvzZNuH0FSMjEeDxzrJtK8AGMRjVL5w1aM3CGS8Go7QJRq6W+4c+JNDsPNF6DqQxgoKCgoKCdMsjIiIiIiKY11euXDFnSMLvENxPObI4jkOqkMMG4ZBYJzHbw1ZkOL4Ed64GUiWWocV9oBHLVgiWCRtQIGfS6BJCg6xGl6UGnklGmgw/5XFgm0IgB9MGMWw/8vkynBhbw1REtPlsnHIY0chqFiOW8WAkOYwiAZJJ7xImtvGxFyxC1lnNzA+XEmkXF2ZaEmljgjkxnUTrkoMw+3NDcU8MMcn66a2cNvlmNcHuNsEG1iCm+sU4i7y3oWSYYqXRSy2OTU40LmbKsFsy5JjVTPsbDQIf3pgZbxHmmdvGczFhTkO3CONjFuNWN4gEzmvlmNUI770l0p2qD/PBULaZxngS6w/An5R2vZS2pU4yzWos0z7L0XiCfW63MQy7eW6R7Gt8peYPGx9TTEvIDzShTRpbKvesJh8N6q/iPVAK5PEZBr/Fgqs1npGBcXxP3/iVm5AEDv3cmyD2DURWo4JStxDOwG4ozcjFuxXiIsB2ppT2ADTJK6tRfUia0D7g1DtNwMzHCHNWJ/DnhzWIoM4+LUX4164tjk9vN+y5OaIbR/LKakQMe0jsh2NJHlMsvlHGT/Ox+CaImu6obGh7Crz9RX3M0SK7rFYn6Z2ogQG47+sY/HbzMKb2Bk3nMeFmWrDFhFM1/0+xHDEbmXH5rFNEkNXq1qB+JvBPYXImkG+2ireHCO2MhN6Iq3OdovhAYxjxJq16IavpZeaHU5jqwiON4ziN56wzm2yq1RpJaMduU6F6O8o8jSCopjbD1z0Ftb0ihawmXPz7t3BGgm4kQogNMUgJ1ZYUwm6qNwYhBClkyGr/p4vUeVIiuj5U59dIjdwK4VyvMGzMG7z5VL+X3dBQTRiMcHq12SIRTh8WCLZB9LWMSGeuySWrGb9vdO/xNmh5I6vjuVrhHKoswiKHbJPcadO9XSSKG3imusslkNufxtQl3qHH59hI+ycCTEsuWY3Ut/PYTyW095957ifxTLoNioQ54TNJ8AafTmmGbVgOkMYUPm6mDcywGRMN7WC0r13TeLaO+TuAyUcfx1maaSs1JxllNV2UzreMSYoG1Mj/7M2YsWrywEy1NpPMaAcTEv4sEmnsd5FeHjQDWWS164FbTbg2jsMr//M8sXwUojqJzszEOPuGNmm0Cf+zfJ4Lm4TxHwT5rEFc1wbNQxZZzYQMOMqbKoHRG411RtigsA0YjcYsbzwhH6MFwiJNZEzP4dNLdZfnvwaTDF5TpToaly4kA1nt/6B3Pd2Cvc1UVdPYBIsPTpkcBUx+zk11hoioJ48YhtLdENM2siLqpGmve1GCrGY4kw/LBt0wN/L0SCwEOL/OSEae7lsWvblCgsX/NrMBp31G7l/zfzJw/e5j066WBmS1ugn/jrcxFRk5H0QsNwVBhgz7tMdzREjvEoIFt5EemWY1Ue85UQdvTmgoStCw/ImlrcQSJx8yzWp14rgaUO9/cZcYFonxS5q8pyqVStOuUFyMbE/Ntze0JYU5z0ggzNwtTTXoTLtfOCak1DvBRGgXuo0ki6ymeS1YXdf3iE2YhwTeM0wYHqUtFc4lEYHvSmMIZ+6SeWb2CmdVJqd5QDM+Tt3bZkLedn1kkdVIA+/KinFHSpJYPisAH7gdKzTGfI9CyOSS1XTVm+fENX0fAGTLtPlJ7BckFWq12tIxUCf2u0HXA7eKYkItAHCQxkAuLS21dAj1kEVWAwAAmZDvFUgAAJAeZDUAAJAOZDUAAJAOZDUAAJAOZDUAAJAOZDUAAJAOZDUAAJAOiWe17OzsgIAADw+PUaNGnThxwtLhCFpycrJSg4+PD/tfHM2IFmZUV1fv27cvKChIqVQeOnRI638NaEDZNixHS3J0UYKW1FFcXDxnzpz+/fv7+flNnz69uLhY83+l3CfV0vXDDz+4ubkdPHjwyZMnO3bscHNzu3LliqWDEq4tW7aMGzdOt5yjGdHCrD179ixZsuTKlSuurq7ffPON5n8Z0IBybliOltTXRdVoybrMmDEjJyfn4cOHFRUVMTExvXv3/uOPP5j/knaflHJWCwkJ+eSTT9g/g4OD58+fb8F4BE7fIYOjGdHCunSPxQY0IBpWXVdLcmQ1tCS3Fy9euLm5ZWZmMn9Ku09K9gqkWq2+cOGCn58fW9KvX7/z589bMCThu3btWq9evfr27Ttjxozr168TzmZEC/NhQAOiYTnodlGCluTh6dOntbW1tra2RAZ9UrJZ7dmzZzU1NXZ2dmyJnZ3do0ePLBiSwDk4OMTHx586dSozM7NVq1YffPDBgwcPOJoRLcyHAQ2IhtWnzi5K0JI8rF692snJacCAAUQGfVKyWQ0aasKECaNHj7a1te3YseO6detatGixb98+SwcF8P+hixpm48aNp06dSkpKsrGxsXQs5iDZrNayZUsbG5vKykq2pLKy0t7e3oIhiUjjxo07d+58584djmZEC/NhQAOiYflguyhBS3JSqVR79uxJTU319PRkSiTfJyWb1RQKhZeX19mzZ9mSM2fOeHt7WzAkEXn9+vWdO3ccHR05mhEtzIcBDYiG5YPtogQtqZ9KpUpLS0tNTe3duzdbKP0+aaFZKuagORU1LS1NyFNRhWD27Nlnz559+vTp3bt3586d++BR3A8AAAG0SURBVLe//e3GjRtqzmZEC+vintnPswHRsOq6WlJfF1WjJeuSnJzs5eVVWFio+1/S7pNSzmpqtfrgwYNDhw51d3cfOXLk8ePHLR2OoJ07d2769One3t7vvffexx9/fP36dfa/OJoRLcw4ffq06/+1ZMkS9n8NaEDZNixHS3J0UTVaUoe7u7tWS27evJn9Xwn3SfwWNgAASIdk76sBAIAMIasBAIB0IKsBAIB0IKsBAIB0IKsBAIB0IKsBAIB0IKsBAIB0IKsBAIB0IKsBAIB0IKsBAIB0IKsBAIB0NLJ0AADyFRUVVV5e7u3tffjw4fLy8m7dui1fvpz9HSwAMADO1QAsqaCgoKqqKiMjIzc3t2PHjrNnz37z5o2lgwIQMWQ1AEtydnZeunRpu3bt2rZtO2vWrLKystu3b1s6KAARQ1YDsKTOnTtbWf3vMGzdujUh5PHjxxaNCEDckNUALEmhUFg6BABJQVYDAADpQFYDAADpQFYDAADpUKjVakvHAAAAYBo4VwMAAOlAVgMAAOlAVgMAAOlAVgMAAOlAVgMAAOlAVgMAAOlAVgMAAOlAVgMAAOn4f+YNcukl67aLAAAAAElFTkSuQmCC" }, "execution_count": 2, "metadata": {}, @@ -117,7 +117,7 @@ }, { "data": { - "image/png": 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" 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4g+p1tYcPHxYXF1dXVz969Khv375Dhw4dP358v379aMYAAAA8RimrlZeX7969+8yZM21tbX379u3bt++jR48ePXpkZGTk4+MTGRmJW80AAKD7aGS1pUuXnjt3bsqUKf/85z/d3NyEQiFT3tTUVF5e/vXXX0dGRk6aNCk1NZVCMAAAwGM0spqtre23337b/kyjUCicNGnSpEmTYmNjP//8cwqRAAAAv9HIaitXrmQfoF+/fjExMRQiAQAAfkMfSAAA4A8tZLU7d+6cPHly3759hJDa2lr6AQAAAF9R7dkvkUjWrVt37NgxY2PjlpaWBQsWxMfHz5o1y9vbm2YYAADAV1SP1TZu3FhVVZWdnX3x4kWmJDQ0NDMzk2YMALpAEH2mmwMAQIeoHqsVFBQcPHhw+PDhshJHR0dZhgMwWMhhAOpC9VitubnZ2tpavqS1tdXICD1WAABAPahmFHt7+5ycHPmSkpKSkSNH0owBAAB4jOoZyPDw8BUrVly8eHHSpEmEEJFIlJSUlJiYSDMGAADgMapZbfr06RKJJDU1tbCwkBCyZcuWmJiYzl5gDQAAoCza78KePXv2rFmzampq2tra7OzscFENAADUiHZWI4QIBAI7Ozv69QIAAO/RyGohISGEkOzsbOZDe9nZ2RTCAAAA3qOR1ezt7RU+AAAAaAKNrBYfH898mDdv3ogRIyjUCAAAholqZw1/f3+a1QEAgKGhmtWsrKzq6+tp1ggAAAaFalYLDAxMS0traWmhWSkAABgOqj37y8vLy8rKTp06NXTo0J49e8rKs7KyaIYBAAB8RTWr2djY4NIaAABoDtWslpycTLM6AAAwNHhgFYBOkCb74C1rAN2nhSdm1dTU3LhxgxAybNgwW1tb+gEAAABfUc1qT58+jYuLy8vLk5UEBgbGxcX16tWLZhgAAMBXVM9ApqSkiMXixMTEwsLCwsLCjRs3isXilJQUmjEAAACPUT1WO3HiRHJy8rhx45ivQ4YMsbOzi46OXr16Nc0wAACAr6geqzU2Njo5OcmXjBw5srGxkWYMAADAY1Szmq2trVgsli85d+4cOowAAIC6UD0D+c4776xZs+bSpUvu7u5tbW3l5eUHDhxYtmwZzRgAAIDHqGa1sLAwIyOjjIyM3bt3E0L69+8fHR29YMECmjEAAACPUc1qAoEgNDQ0NDS0rq6OEGJtbU2zdgAA4D0tPFvkzp07FRUVBQUFhJDa2lr6AQAAAF9RPVaTSCTr1q07duyYsbFxS0vLggUL4uPjZ82a5e3tTTMMAADgK6rHahs3bqyqqsrOzr548SJTEhoampmZyT5WbW3typUrx40bN378+ISEhObmZtlP+fn5kydPdnZ29vPzO336tAZDBwAAfUA1qxUUFCQnJ7u5uRkbGzMljo6OsgzXoYcPH86ZM6epqSkvL+/MmTMvv/zy+fPnmZ/EYnFsbOyHH35YVFQUFBQUFRV1+fJljc8DgJrgWcYAmkA1qzU3Nyv0EGltbTUyYovh888/f/bsWUpKip2dnZmZWUhIyOTJk5mfMjMzvb29AwIChEJhRESEo6Pj3r17NRc8ADVIeAAqo5rV7O3tc3Jy5EtKSkpGjhzJMsp///d/v/HGG6ampgrlUqm0oqJi7NixshJPT88LFy6oMVoAANA7VHuLhIeHr1ix4uLFi5MmTSKEiESipKSkxMREllHu3bs3YMCAhQsXFhcXW1lZTZkyZcmSJWZmZo8fP5ZIJBYWFrIhLSwsGhoaOpuOg4MD86GqqkpNcwMAwH+ynae+oJrVpk+fLpFIUlNTCwsLCSFbtmyJiYnx9fVlGUUqle7evTspKWnbtm2//PJLVFTUo0ePEhISlK0ayQwAQAXyO0+9yHC03xo6e/bsWbNm1dTUtLW12dnZsV9UI4RYWVk5OztPmzaNEOLi4hIaGpqenp6QkGBubm5qair/ZOTGxkZLS0vNRg+gAYLoM9JkH21HAcATWrgLWyAQ2NnZvfTSS12mNELI6NGjFUqYsQQCgaura2lpqay8uLjY3d1dvaECaAKXNCZN9kGfEQAV0D5We/78+e3btx88eCBfOGbMmM6Gj4iImDt3bkFBwV//+tfr169/8cUX/v7+zE+RkZGLFi3Kz8/38fHJzc2trKyMj4/XbPQAAKDbqGa18vLyJUuW3L9/X6Gc5aKXi4vL9u3bU1JSYmJiBg4cOGPGjMWLFzM/eXl5JSYmpqenf/TRR4MHD05LS1N4eRsAABgaqlltw4YNHh4eixYtEgqF3Mfy9vbu7JFaAQEBAQEBaooOAAD0HtWsduPGjaysrH79+tGsFAAADAfV3iLW1tbPnj2jWSMAABgUqlnNz8/vs88+k0qlNCsFAADDQeMMZEREBPOhpaWlpKTk7NmzQ4YMkc9tWVlZFMIAAADeo5HVBgwYIPss65cPAACgdjSyWlhY2KhRoyhUBAAABo7GdbWZM2dSqAUAAEALT8wCAADQEGQ1AADgD0p3YX/zzTcsv06dOpVOGAAAwG+Usto//vEPll/x8jPgN7W8awYvrAHgglJW+/rrr+lUBAAAhoxSVhs2bBidigAAwJChtwgAAPAHshoAAPAHjaxWXl5OoRYAAAAaWe2rr75qbW1lGaC1tfXw4cMUIgEAAH6jkdUOHTo0derU3bt337lzR+Gn6urqjIyMN99889ChQxQiAQAAfqPRB1IkEh05ciQzMzMpKcnCwsLOzs7c3Pzx48d37979448/7O3tFy9eHBAQQCESAADgNxpZzcjIKCgoKCgoqKKioqSkpLq6+tGjRy+88MLUqVM9PT2dnJwoxAAAAIaA0v1qDFdXV1dXV5o1AgCAQUHPfgAA4A9kNQAA4A9kNQAA4A9kNQAA4A9kNQAA4A+qfSAJIc+fP799+/aDBw/kC8eMGUM5DAAA4CWqWa28vHzJkiX3799XKMdbQwEAQC2oZrUNGzZ4eHgsWrRIKBTSrBcAAAwE1ax248aNrKysfv360awUAAAMB9XeItbW1s+ePaNZIwAAGBSqWc3Pz++zzz6TSqU0KwUAAMNB9QzkhQsXSkpKzp49O2TIEPnclpWVRTMMAADgK6pZzdra2t/fn2aNADpCEH1GmuzTndHVGAwAj1HNasnJyTSrAwAAQ4NniwAAAH/QfrYIIaSmpubGjRuEkGHDhtna2tIPAAAA+IpqVnv69GlcXFxeXp6sJDAwMC4urlevXjTDAAAAvqJ6BjIlJUUsFicmJhYWFhYWFm7cuFEsFqekpNCMAQAAeIzqsdqJEyeSk5PHjRvHfB0yZIidnV10dPTq1atphgEAAHxF9VitsbHRyclJvmTkyJGNjY0so6SnpzvIGT16tPyv+fn5kydPdnZ29vPzO336tEaCBgAA/UE1q9na2orFYvmSc+fOddlhxMXFper//PTTT7JysVgcGxv74YcfFhUVBQUFRUVFXb58WSNxAwCAnqB6BvKdd95Zs2bNpUuX3N3d29raysvLDxw4sGzZMtWmlpmZ6e3tHRAQQAiJiIg4ceLE3r17k5KS1BoyAADoE6pZLSwszMjIKCMjY/fu3YSQ/v37R0dHL1iwgH2sq1evurm59erVa9SoUTExMfb29oQQqVRaUVEhnxE9PT0LCgo0Gj+AFkmTfbr5gBIAQ0A1qwkEgtDQ0NDQ0Lq6OkKItbV1l6NYW1snJiZOmjSpqalp69atc+bM+eqrr2xtbR8/fiyRSCwsLGRDWlhYNDQ0dDYdBwcH5gPeUAqUMakIj7wCPSXbeeoLLdyFTbjlM8bs2bOZD0KhcNOmTT4+PocPH166dKmyNSKZAQCoQH7nqRcZjkZWCwkJIYRkZ2czH9rLzs7mMp0ePXoMHjz49u3bhBBzc3NTU1P5/pONjY2WlpbqiBcAAPQVjazGXAmT/6Ca58+f375929nZmRAiEAhcXV1LS0tDQ0OZX4uLi93d3bsZKgAA6DUaWS0+Pl7hA3dRUVELFixwdHR88ODB1q1bHz16JDsnGRkZuWjRovz8fB8fn9zc3MrKShWmDwAAfEL1frXU1FSOhTLh4eH//Oc/J02aNGfOnCdPnuTk5Lz88svMT15eXomJienp6RMmTBCJRGlpaQq3eAMAgKGh2ltk586d7Tt6dFgo4+7unpmZ2dmvAQEBzP1qAAAAROvvV6utrRUKhdqNAQAAeIPSsdr8+fMVPhBCWltbq6urPTw86MQAAAC8RymrDRo0iBBSWlrKfGD06NHDx8cnODiYTgwAAMB7lLJaQkICIcTExATdFAEAQHOoXldbsmRJ+0I8aB8AANSFalZ77733JBKJfMnNmzcjIyNpxgAAADxGNauZmJjExMRIpVLm671798LDw19//XWaMQAAAI9RzWrp6elXr17dtGkTIaSuri4sLMzZ2fnTTz+lGQMAAPAY1buwLSwsdu3aFRwcbGlpefz4cTs7u61btxobG9OMAQAAeIz2XdhDhw5NS0vbtm1b7969MzIyevXqRTkAAADgMRrHahEREQolQqFQKpUuXryY+ZqVlUUhDAAA4D0aWW3AgAEKJZ6enhTqBQAAQ0MjqyUnJ1OoBQAAQMtPNwYAAFAjqn0gb9261WH5kCFDaIYBAAB8RTWrTZkypcPyqqoqmmEAAABfUc1qIpFI9lkqld68eXPr1q3vv/8+zRgAAIDHqGa1UaNGyX91cXGxtbXdsWNHSEgIzTAAAICvtNxbZNSoUZWVldqNAQAAeEPLWa28vNzU1FS7MQAAAG9QPQO5atUq+a9NTU1isTg0NJRmDAAAwGNUs1pdXZ381/79+3/yySdBQUE0YwAAAB6jkdU2bNjw0UcfEUKWLVum0GEEAABAjWhcV9u/fz/zptCZM2dSqA4AAAwWjaxmZWX1008/UagIAAAMHI0zkMHBwXPnzjUyMiKEODo6th/gypUrFMIAAADeo5HVlixZ4uvre+vWreXLl2/atIlCjQAAYJgo9YF0cnJycnI6derUjBkz6NQIAAAGiOpd2CkpKfJfnz9/TrN2AADgPapZ7d69e6mpqczntLQ0FxcX5swkzRgAAIDHqGa1pKQkprfIb7/99tlnn3300UcuLi5bt26lGQMAAPAY1axWXFzs6elJCCkqKpowYcLcuXNjY2PLyspoxgAAADxGNas9e/aMuR37p59+8vDwIIT06dPnyZMnNGMAoEAQfYYHVQDoI6pZ7ZVXXtmxY0dRUdE333zj5eVFCKmqqnrllVdoxgAAADxGNavFxMQcPXo0PDx82rRpTDLbv3//vHnzaMYAAAA8RvWZ/W5ubj/88MOff/4pFAqZkvfee2/48OE0YwAAAB6jmtUIIcbGxrKURgixt7enHAAAAPAY7az2/Pnz27dvP3jwQL5wzJgxlMMAAABeoprVysvLlyxZcv/+fYXyqqoqmmEAAABfUc1qGzZs8PDwWLRokfxJSAAAAHWh2gfyxo0b69atc3Bw+Mt/4jLuF1984eDgsGTJEvnC/Pz8yZMnOzs7+/n5nT59WjNRAwCA3qCa1aytrZ89e6bCiJWVlXv37h01apR8oVgsjo2N/fDDD4uKioKCgqKioi5fvqymSAEAQC9RzWp+fn6fffYZ83gR7pqbm5cvXx4XF2dhYSFfnpmZ6e3tHRAQIBQKIyIiHB0d9+7dq85wAQBA31C9rnbhwoWSkpKzZ88OGTJEPrdlZWWxjBUXFzdhwoRJkyZ9+eWXskKpVFpRUbFs2TJZiaenZ0FBgSbCBgAAfUE1q1lbW/v7+ys1yrFjx37++ee8vDyF8sePH0skEvmjNwsLi4aGhs6m4+DgwHxAf0sAAO5kO099QTWrJScnKzX83bt3ExISsrKyTE1Nu1k1khkAgArkd556keFo34VNCKmpqblx4wYhZNiwYba2tixDXrly5cGDB4GBgfKFDg4OZ86csbW1NTU1bWxslJU3NjZaWlpqKGYA7gTRZ6TJPsxfChVptAoAvUM1qz19+jQuLk7+dGJgYGBcXFyvXr06HH7y5Mny/yb8/e/CXiyyAAAgAElEQVR/79279/bt25mvrq6upaWloaGhzNfi4mJ3d3eNxQ6gQ2SJU9uBAOgcqn0gU1JSxGJxYmJiYWFhYWHhxo0bxWJxSkqKalOLjIw8e/Zsfn5+U1PTnj17Kisrw8LC1BovAADoGapZ7cSJE8nJyUFBQUOGDBkyZMjbb7+9devWEydOqDY1Ly+vxMTE9PT0CRMmiESitLQ0Jycn9QYMQBMOvwC6j+oZyMbGRoXEM3LkSPlrY+w+//xzhZKAgICAgAD1BAegDbg2BqBeVI/VbG1txWKxfMm5c+fYO4wAAABwR/VY7Z133lmzZs2lS5fc3d3b2trKy8sPHDggfyc1AABAd1DNamFhYUZGRhkZGbt37yaE9O/fPzo6esGCBTRjAAAAHqOa1QQCQWhoaGhoaF1dHSHE2tqaZu0AOgV9QwA0QQt3YRPkM4DOof8IQHfQyGohISGEkOzsbOZDe9nZ2RTCAAAA3qOR1ezt7RU+AAAAaAKNrBYfH6/wAQAAQBOo3q+WmprKsRAAAEAFVLPazp07ORYCAACogGpWa6+2tlYoFGo3BgAA4A1KPfvnz5+v8IEQ0traWl1d7eHhQScGAADgPUpZbdCgQYSQ0tJS5gOjR48ePj4+wcHBdGIAAADeo5TVEhISCCEmJiboBgnAEZ0XagPwDNXrakhpAEhUABpF+4lZBQUFx48fv3fvXktLi6xQ5ReHAgAAyKN6rJadnb127doXXnjh6tWrXl5effr0+eWXX1xcXGjGAAAAPEb1WO3AgQPJycne3t5ffvnl6tWrCSGbN2/+7bffaMYAAAA8RvVY7ddffx0/fjwhxNjYWCKREELCw8OLiopoxgAAADxGNas9e/bM1NSUEGJpaXn37l1CiJGREZPeAAAAuk8771cbO3bspk2bQkJCjh49OnLkSK3EAAAA/EP1WG3x4sXMh+XLl9fX13/wwQc///zzxx9/TDMGAADgMarHalFRUcwHOzu7/Pz85uZmMzMzmgEAAAC/afPpxkhpwD80b7JmHj5Cpy4AfaHlZ/YDAACoEY0zkCEhIewDZGdnUwgDAAB4j0ZWs7e3p1ALAAAAjayGhxoDdOcB/HggMgB3WriudufOnZMnT+7bt48QUltbSz8AAADgK6o9+yUSybp1644dO2ZsbNzS0rJgwYL4+PhZs2Z5e3vTDAMAAPiK6rHaxo0bq6qqsrOzL168yJSEhoZmZmbSjAEAAHiM6rFaQUHBwYMHhw8fLitxdHSUZTgAAIBuonqs1tzcbG1tLV/S2tpqZIR75gAAQD2oZhR7e/ucnBz5kpKSEjzdGAAA1IXqGcjw8PAVK1ZcvHhx0qRJhBCRSJSUlJSYmEgzBgAA4DGqWW369OkSiSQ1NbWwsJAQsmXLlpiYGF9fX5oxAAAAj1HNatevX589e/asWbNqamra2trs7OxwUQ0AANSIalLx9/cnhAgEAjs7u5deegkpDQAA1ItqXrGysqqvr6dZIwAAGBSqWS0wMDAtLa2lpYX7KHV1dQkJCd7e3q6urgEBAceOHZP/NT8/f/Lkyc7Ozn5+fqdPn1Z3vAAAoGeoXlcrLy8vKys7derU0KFDe/bsKSvPysrqbJQvv/zSwcHh3Xff7dOnz9dff71y5UoLC4uJEycSQsRicWxsbGJioo+Pj0gkioqKysnJcXJyojEnAACgk6geq9nY2Pj7+48fP97GxmaAHJZRli5dOnPmTBsbG3Nz89mzZ9vY2JSXlzM/ZWZment7BwQECIXCiIgIR0fHvXv30pgNAADQVVSP1ZKTk1Uet7m5ubCw8OHDhz4+PoQQqVRaUVGxbNky2QCenp4FBQVqiBIAAPQW7Z79I0aMUGEspvNkz549ExISmHOMjx8/lkgkFhYWssEsLCwaGhrUGC0AAOgdqlnN39+/qqpK2bFGjBhRVVXV1NRUUFCwZs2aPn36qHDjtoODA/NBhQAAAAyWbOepL6hmNaZnv5WVlQrjCoXC4ODgc+fOHTp0yNfX19zc3NTUtLGxUTZAY2OjpaVlZ6MjmQEPdOeF2gCqkd956kWG0/We/QqeP3/OfBAIBK6urqWlpbKfiouL3d3duxsigFohCQFQpus9+6OiokJDQ1955ZWnT58eO3ZMLBanpqYyP0VGRi5atCg/P9/Hxyc3N7eysjI+Pl7j8wAAADqMalZjevYrNUpoaOjOnTsrKip69OgxYsSInTt3ent7Mz95eXklJiamp6d/9NFHgwcPTktLw81qAAAGTtd79o8ZMyYzM7OzXwMCAgICAroXFAAA8AfVrMaoqam5ceMGIWTYsGG2trb0AwAAAL6imtWePn0aFxeXl5cnKwkMDIyLi+vVqxfNMAAAgK+o9oFMSUkRi8WJiYmFhYWFhYUbN24Ui8UpKSk0YwAAAB6jeqx24sSJ5OTkcePGMV+HDBliZ2cXHR29evVqmmEAAABfUT1Wa2xsVOimOHLkSPk7qQEAALqDalaztbUVi8XyJefOnUOHEQAAUBeqZyDfeeedNWvWXLp0yd3dva2trby8/MCBA/LP3QcAAOgOqlktLCzMyMgoIyNj9+7dhJD+/ftHR0cvWLCAZgwAAMBjVLOaQCAIDQ0NDQ2tq6sjhFhbW9OsHQAAeI/qdTXZ+8+sra1lKe3y5cs0YwAAAB6jmtXee+89iUQiX3Lz5s3IyEiaMQAAAI9RzWomJiYxMTFSqZT5eu/evfDw8Ndff51mDAAAwGNUs1p6evrVq1c3bdpECKmrqwsLC3N2dv70009pxgAAADxGtbeIhYXFrl27goODLS0tjx8/bmdnt3XrVmNjY5oxAAAAj1E9ViOEDB06NC0tbdu2bb17987IyMBzjQEAQI1oHKtFREQolAiFQqlUunjxYuYry7uwAfSUNNlHEH1GE1MWRJ+RJvtoYsoAPEAjqw0YMEChxNPTk0K9AHToSJrRkTAAtItGVlPhFdgAAAAqwLuwAQCAP/AubAAA4A+8CxsAAPgD78IGAAD+wLuwAdRAQ5349SgAAB2Bd2EDAAB/4F3YAADAH3gXNgAA8AfehQ0AAPxB9bpaamoq80H+XdiyQgAAgG6imtV27tzJsRAAAEAFtN9Eo6C2tlYoFGo3BgAA4A1K19Xmz5+v8IEQ0traWl1d7eHhQScGAADgPUpZbdCgQYSQ0tJS5gOjR48ePj4+wcHBdGIAAADeo5TVEhISCCEmJibx8fF0agQAAANE9boaUhoAAGgU1fvVbt261WH5kCFDaIYBAAB8RTWrTZkypcPyqqoqmmEA8JI02UcQfUaa7KPtQAC0iWpWE4lEss9SqfTmzZtbt259//33acYAoF5MIsEj8wF0BNWsNmrUKPmvLi4utra2O3bsCAkJoRkGAADwlZbvwh41alRlZaV2YwDQIoUThsqeP8RhIoACLWe18vJyU1NT7cYAoC7KXtbqcGBcGAPoDqpnIFetWiX/tampSSwWh4aGsoxy+fLlXbt2lZaWtrS0ODs7R0dHy79NOz8/Pz09/bfffhs8ePDy5ct9fX01FToAAOgDqsdqdf/J1NT0k08+Wb58Ocso27Ztmzp16tGjRwsKCmxtbcPCwmpra5mfxGJxbGzshx9+WFRUFBQUFBUVdfnyZSrzAQAAOorqsVpWVlb7wufPnxsbG3c2yueffy77/PHHH+fl5X3//fdBQUGEkMzMTG9v74CAAEJIRETEiRMn9u7dm5SUpIHAAQBAP2jzulplZWVCQsLEiRM5Dv/o0aPW1lbmGf9SqbSiomLs2LGyXz09PS9cuKCRQAEAQE9QPVZj/PHHH8eOHcvLy7t69erAgQP9/Pw4jrhhwwZbW1smCz5+/FgikVhYWMh+tbCwaGho0EjEAACgJ+hltdbW1u++++7IkSNnzpwhhDx//vzQoUOurq4CgYDL6Fu3bj137twXX3yhWp9JBwcH5gOeYwIAwJ1s56kvaGS1Gzdu5ObmHjt2rK6uzs3Nbe3atX5+fh4eHm5ubhynkJaWtn///l27drm4uDAl5ubmpqamjY2NsmEaGxstLS07mwKSGQCACuR3nnqR4WhktbfeesvS0nLOnDkzZsxQ4UHGaWlpWVlZu3btGjNmjKxQIBC4urqWlpbKbgwoLi52d3dXV8wAAKCPaPQWeeGFFxoaGkpKSkpLSx89eqTUuBkZGe1TGiMyMvLs2bP5+flNTU179uyprKwMCwtTW9AAGqDCbdp4dAiAUmhktbNnz+7evXvgwIHr16+fMGHCP/7xj9OnT3McNyMjo7m5ee7cuQ7/Jy0tjfnJy8srMTExPT19woQJIpEoLS1N/gZtAAAwQDTOQBoZGXl5eXl5eTU1NZ04cSI3N/eDDz4ghGzfvn3atGkjRoxgGffSpUssvwYEBDD3qwHoBRWehoXDNQClUL1fTSgUhoSEiESir776Kjw8/NChQ/7+/m+99RbNGAC0ReUHPOLJkADcaecu7BEjRqxevVosFmdkZOBF2AAAoC5auAtbxtjY2NfXF48kBgAAddHym2gAAADUCFkNAAD4A1kNAAD4g2pWu379Os3qAADA0FDNav7+/jSrAwAAQ0M1q1lZWdXX19OsEQAADArVrBYYGJiWltbS0kKzUgAAMBxU71crLy8vKys7derU0KFDe/bsKSvPysqiGQaA2uG5VgA6gmpWs7GxwaU1ALVT9lUAADxGNaslJyfTrA4AAAwN7lcDAAD+0EJWu3PnzsmTJ/ft20cIqa2tpR8AAADwFdUzkBKJZN26dceOHTM2Nm5paVmwYEF8fPysWbO8vb1phgEAAHxF9Vht48aNVVVV2dnZFy9eZEpCQ0MzMzNpxgAAADxGNasVFBQkJye7ubkZGxszJY6OjrIMBwBdQl9HAHZUs1pzc7O1tbV8SWtrq5EReqwAbyEJAVBGNaPY29vn5OTIl5SUlIwcOZJmDADycOu0AjQI6DuqvUXCw8NXrFhx8eLFSZMmEUJEIlFSUlJiYiLNGACo0dCBGo7/AFhQzWrTp0+XSCSpqamFhYWEkC1btsTExPj6+tKMAQAAeIxqViOEzJ49e9asWTU1NW1tbXZ2drioBgAAakQjq924caPD8urqaubDsGHDKIQBAAC8RyOrvfXWW+wDVFVVUQgDAAB4j0ZWO3LkCPOhvLw8JSXl3XffdXd3J4RcuHBh165dy5cvpxADAAAYAhpZTdZ3/6OPPkpKSpI9H2vs2LEODg47duyYO3cuhTAACF7awoF8E6G5QO9Q7axx7do1Dw8P+RIPDw+cfgRtYXbZuENLBjkMeIBqVuvbt29JSYl8SUlJSb9+/WjGAAAAPEa1Z39wcHBMTEx4eLibmxshpLy8fM+ePeHh4TRjAAAAHqOa1ZYsWWJubr5r164dO3YQQvr377948WJkNQAAUBeqWc3IyOjdd9999913a2trjYyMFJ50DEAHrh4B8BjtZ4swbGxstFIvAHCHfjSgj/DAKgAA4A9kNQD+UPuNCrjzAfQOshoYEC5X1JTaiev7JTpkLOAfZDUAAOAPZDUAAOAPqn0gO3wlTa9evWxsbHr06EEzEgAA4CWqWa2zV9L06tVr5syZsbGxJibaudMAgGGA15n0/dIggAKqZyA/+eSTfv36rVixYv/+/fv27VuxYoVQKFy1atWaNWu++eabzMzM9qM0NzcfPnw4ICDAwcHh2LFjCr/m5+dPnjzZ2dnZz8/v9OnTVGYCAAB0F9Vjo9zc3K1bt06cOJH5Om7cOHt7++3bt+fm5r7wwgtJSUmLFi1SGCUvL+/KlSsJCQmBgYEKP4nF4tjY2MTERB8fH5FIFBUVlZOT4+TkRGNOAABAJ9F+Ew3zvlCZ0aNHM2+i8fDwqKmpaT/KvHnzEhISOsxVmZmZ3t7eAQEBQqEwIiLC0dFx7969mgkcgBOtnMrD+UMAebTfRFNWViZfUlZWJhQKCSH19fV/+ctfuE9KKpVWVFSMHTtWVuLp6XnhwgV1hQrAQi8uv+lFkABqRzWrzZo1a8WKFenp6WKx+Pvvv8/IyFixYsXs2bMJIXl5ee3PMbJ4/PixRCKxsLCQlVhYWDQ0NKg/aOA7hcdnGM7TNBT6iaDbCPAD1etqS5cu7du37+eff97U1EQI6dev33vvvRcZGUkImT59+ssvv6y5qh0cHJgPePU2dFNnOU+LKaGzqpGooPtkO099QftNNAsXLly4cGFtbS35zyf3jxgxQqlJmZubm5qaNjY2ykoaGxstLS07Gx7JDABABfI7T73IcNp5toiNjU03X0YjEAhcXV1LS0tlJcXFxQpdUQAAwNDQvuu5oKDg+PHj9+7da2lpkRWeOHFChUlFRkYuWrQoPz/fx8cnNze3srIyPj5efZECAID+oXqslp2dvXbt2hdeeOHq1ateXl59+vT55ZdfXFxcWEYpKipycHBgDntjYmIcHBzWrl3L/OTl5ZWYmJienj5hwgSRSJSWloab1QAADBzVY7UDBw4kJyd7e3t/+eWXq1evJoRs3rz5t99+YxllwoQJLJfEAgICAgIC1B8o6AC19HTQUHcJpp+kLnfEYMLTRGdOXV4uAITysdqvv/46fvx4QoixsbFEIiGEhIeHFxUV0YwBDBb2pKoxnFsdgB+oZrVnz56ZmpoSQiwtLe/evUsIMTIyYtIbgIZgjwxgULTTB3Ls2LGbNm06ffp0fHz8yJEjtRID6D6NJiQcunWG5eBMLUsE/2eARlHNaosXL2Y+LF++vL6+/oMPPvj5558//vhjmjEA4JQaAI9R7S0SFRXFfLCzs8vPz29ubjYzM6MZAOgLzXV2AI40eiyr+91tQH9RPVa7fv26/FekNJCHHGawsOhBjahmNX9/f5rVgb7r5uGaJo4G9OsIQxPHuzq4UADkUc1qVlZW9fX1NGsEPsF/9JpA4UwvFhzQRDWrBQYGpqWlyT8rC0Cednd/OIwA4AGqvUXKy8vLyspOnTo1dOjQnj17ysqzsrJohgEAugNHcqBeVI/VbGxs/P39x48fb2NjM0AOzRhAN3V5nIR9n15jX3zo7wpqRPVYLTk5mWZ1AABgaKgeq6WmpnIsBB2nlf+s8R+9PtLi1UqsLYaJalbbuXMnx0IAmlTIl7qcYlVIJOgpA7yhnedAytTW1gqFQu3GAMrS2b05gAzWUoNF6bra/PnzFT4QQlpbW6urqz08POjEAGqk8MQjXf5PHw9nMhBYysCglNUGDRpECCktLWU+MHr06OHj4xMcHEwnBgCODCERGsJZSkNYjtAepayWkJBACDExMYmPj6dTI4A8zb0UW+3T7CYdfEoWfUhmhozqdTUmpd25c+fkyZP79u0jhNTW1tIMAFQjv0drv7/Qr/0d8Bj7qogV1UBQzWoSiWTlypWTJ09eunQpc/QWHx9/9uxZmjGAJujd//Kga/DQZFAXqllt48aNVVVV2dnZFy9eZEpCQ0MzMzNpxsB7GsouNF9LLf9Vl/Olzu5GdTYwfVmy3PFgFviHalYrKChITk52c3MzNjZmShwdHWUZDjRBZ7e6DgPjx54Ouk/tq4G6Joj1U/dRzWrNzc3W1tbyJa2trUZGWr5njk808QppzZ3b4R6n2mOQJvtwmSAvd2FcZopj+3DX2WrZ4ZLVULNr6H8mXq4keo1qRrG3t8/JyZEvKSkpGTlyJM0YADqks2ft6FBq9g38kFo277iYp5uoZrXw8PCkpKQlS5bk5uYSQkQi0bp16yIjI2nGoDs0cY6lfe9Eg90BqbDH6XB4nrVeZyd+6UeijzpcqTSxifFsraOMalabPn36+vXrf/zxx9jYWELIli1bYmJifH19acagRVhTZfBPLrAz2P/GOoSmUArta1qzZ88+f/78mTNnTp06VVRUNHPmTMoB6JTur6yGtrpjZ6ctqv0XYoD/vqBbitZpoaeGQCCws7N76aWXdLafiObWJ02ckdfW2q/1BKNU7Sq3ttZns5vk46eWY7S+Yuj1/QPtb3TRXEUamrJ2aS2v3L17t7q6WiqVaisAdhQueumjzi7ddTgknXi41Kuu4wx+LESVd/QcF7S2Fj3RgRymX703+YpSVhOJRIsWLVq4cGFBQUFra+vSpUt9fX2nTp369ttv19fX04mBBfsTobQSBsfhuYSqsEmovEdTqiO+2qcJvMesD9w3QAp3hqiwfqqwVmtlK2jflYw3GyONrHbgwIG1a9fW1dU1NDQsXbp0w4YNly9fjouLi4uLe/ToUVpaGoUYlMXX5a25GVE5Ram2x+nsPidkSvraNzjlpaDR/0TpnL+l0FyGs13QyGoHDx5cv359Xl5eXl7e+vXrDx48mJycHBISEhISsmXLFrFYTCGGLmllkStc89DEZFXA/L+s3RhAL+j1KVmV1/P2x5RqXNu1laH59B8hjax2584df39/5jPzwdHRkfk6cuRIrT+2v8vVSLXlTefchXx1HC8CKXsukfJuq/1TLViec6G57VB/d9Ycae55MSwLi/uSVbkWdjq48qt8rkITwfADjaz27NkzMzMz5jPzoUePHszXXr16tbS0UIhBK9r/Z4R3XwEAFwrbdTfP6+j1UbWydLRvPb/p8hrW/dgozB17FepK83rdO5wdhdWv+43W5RQoVKFULZpY89VyxsXQUMpqrnLaf9Ud6jpXrmt5S9neZRrdZhTC0KmG4jH1rpPMGqL2MxAGuzJoK0vxMjuaUKhj4cKFFGrhjlmK7U/xd7h0dfbculaueHVZ0v1pchmFy5Iy2P2jTlFt+aq3xs5us1OqIqWGl0/5OkW27XC5Bt/hkHqBRlZbsWIFhVpU051LtV2O2Nk61OEwaqyX97i0PJ1IDJmOLAUdP9RQapvleGqdy9RU21fobD5WisFdV6PTe0plXV4T7iwMpXqXcZwXZeeX5fo2gIao3JGSXZcJpv0Wp9TEudTSTbINUMd3empncFmN0f1rZipPQamNkGMVXCaowsav9lE0sYXo6YYH3CksX4WL38pOTYX/vThuCB2exGu/r+B+p5DK/5vqRZ8vzTHQrMZQWCc6/P9LhX/BlL3A02EtLPefqXE/rt79RZd1IQNpBbVm19yuUL3x0//fiwsue5vOrhGyDK/2vZzuM+ispsLiZNluO9xrKzV9BweH9hF2tsqqa0VUbRtuHyp3NDeh7sQpj8L1BnWFqmk04+xms6sQqrr+9+os8g7/N1UqTmUTm7J4cB2BRm8R3dH9cxcKX2UTVOMuj8uW3P26NBR8Z+Q3Zo1OHzqj0fbR3L5PPgdQW0uJmjYxtQzDrsutuPs7Or1jKFmN2r8balkhFE5gaqjro/wGrLkqeJNv9Hou9Dp4Bs21lM6GoN7EKatCQzeDE/1ZiwwlqxFNHiVobuI0aWgWKCQ2fTxJwksUtgL9XUsJrZMiap+mLGZB9Bl7tU9dAwQ6+95ONRJEn7H/6n1tRwEAoPeqqqq0HUIXDCKrAQCAgTDoPpAAAMAzyGoAAMAfyGoAAMAfyGoAAMAfyGoAAMAfyGoAAMAfyGoAAMAffMtq+fn5kydPdnZ29vPzO336dIfDXL58eenSpRMmTBg7dmxERMTly5d1J7bm5ubDhw8HBAQ4ODgcO3ZM/qf09HQHOaNHj6YSdXfD1npsLINpq0k5hqezkehUe+ry+tn98HS2SbW1F+VEyiPfffedo6PjkSNHHj58mJmZ6ejoeOnSpfaDLVy4sKCg4P79+/X19WvXrh0zZszvv/+uI7Ht378/Njb20qVL9vb2R48elf9px44dM2fO1HScCrofttZjYxlMK03KPTzdjESn2lOX10+1hKezTaqVvShHvMpqoaGhH3zwgexrYGDgihUr2Ed58uSJo6OjSCTScGhKx6YL67dUHWFrDsfYWAbThaymwkqr3Uh0qj11ef2U6udWr8t7UY74cwZSKpVWVFSMHTtWVuLp6XnhwgX2sR49etTa2ioUCnUwtvauXr3q5uY2fvz4hQsXXrt2Ta0xdkBdYWsCx9i6HIxykyobnq5FolPtqTut1yF93Op1eS/KHX+y2uPHjyUSiYWFhazEwsKioaGBfawNGzbY2tpOnDhRB2NTYG1tnZiYeO7cOZFI1Ldv3zlz5tTU1Kg70v+glrA1hGNs7IPRb1KlwtPBSHSqPXWn9Tqkj1u9Lu9FueNPVlPB1q1bz507t23bNlNTU23H0rXZs2dPnz5dKBS++OKLmzZt6tOnz+HDh7UdlH5Dk6oX2lPtdL9JdXAvqsdZ7eTJk7KuQbm5uebm5qampo2NjbIBGhsbLS0tOxs9LS1t//79u3btcnFx0bXYutSjR4/Bgwffvn1bHcH+P02HTT827rOgoSZlpzstrI/tqTut1yF92erl6dReVGV6nNUmT55c9X+CgoIEAoGrq2tpaalsgOLiYnd39w7HTUtLy8rK2rVr15gxY3QtNi6eP39++/ZtGxsbdQT7/zQdNv3YuM+ChpqUne60sD62p+60Xof0ZauXp1N7UdVpqZeKRsj3Sc3KypLvk7p9+3Z3d3fmc3p6uqura1lZmQ7GJtO+N9TixYtLS0sfPXp0586dZcuWvfrqqzdu3ND9sLUeG8tgWmlS7nOhI5EoLGidak+OMctosWe/auHpbJNqZS/KEa+ymlQqPXLkyBtvvOHk5PTWW2+dOnVKVi6/SJycnOz/0/bt23UktvPnzyvEFhsby/z0008/RUREuLu7v/baa++///61a9coxNz9sLUeG8tg2mpSBZ2FpyORtN8F61R7colZW+tn98PT2SbV1l6UC7wLGwAA+EOPr6sBAAAoQFYDAAD+QFYDAAD+QFYDAAD+QFYDAAD+QFYDAAD+QFYDAAD+QFYDAAD+QFYDAAD+QFYD0Li1a9fOnz9f21EAGARkNQAA4A9kNQDNWrdunUgkKi0tZV4Ol5qaSghJS0tjvo4aNcrPzy87O1s2fERExKpVq2Rff/75ZwcHh1u3btGPHEAfmWg7AACei4+Pb2lp+T+mxQUAAAFxSURBVPXXX/fv3y8rjIqKioqKIoQ0Nzf/8MMPMTEx/fv3nzZtmvbCBOAJHKsBaJOZmZmvr+/f/va348ePazsWAD7AsRqAFtTU1KSmphYXF9fX17e2thJCXnnlFW0HBcAHOFYD0ILFixc3NDTs3r37xx9/rKqqCg8Pb2lp6XBIvAERQCnIagAa16NHD+aAjNHc3Hz58uV33nnH3t7ezMyMEHLhwgXZr/37929qapJ9vXnzJs1QAfQdshqAxtnZ2VVXV9fW1jJfzczMbG1tjx492tDQ0NDQsHnz5n//+9+ygcePHy8Wi4uKiiQSSVlZ2bZt27QUNYBeQlYD0Ljg4GAXFxc/Pz9Zz/4dO3b8/vvvf/3rX6dOnXrv3r3AwEDZwEFBQaGhoStXrpw4ceK2bdv+/ve/ay9wAP0jwFl7AADgDRyrAQAAfyCrAQAAfyCrAQAAfyCrAQAAfyCrAQAAfyCrAQAAfyCrAQAAfyCrAQAAf/wPV1c55Jjg57QAAAAASUVORK5CYII=" }, "execution_count": 2, "metadata": {}, @@ -180,7 +180,7 @@ "outputs": [ { "data": { - "image/png": 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" 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" }, "execution_count": 4, "metadata": {}, @@ -222,7 +222,7 @@ "outputs": [ { "data": { - "image/png": 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" + "image/png": 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" }, "execution_count": 5, "metadata": {}, @@ -267,7 +267,7 @@ "outputs": [ { "data": { - "image/png": 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" + "image/png": 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" }, "execution_count": 6, "metadata": {}, @@ -343,7 +343,7 @@ "outputs": [ { "data": { - "image/png": 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" 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" }, "execution_count": 8, "metadata": {}, @@ -415,7 +415,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "id": "798d77d1-1d91-4747-a301-9bbf9eba937d", "metadata": { "tags": [] @@ -423,17 +423,17 @@ "outputs": [ { "data": { - "image/png": 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" + "image/png": 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A5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMjhw6lWUVGxadMmm81mtVq3bdvm7XIAAN7nw6m2ZcuW/fv3z58/39uFAADMopW3C6i7xMREb5cAADAXH36tBgBAFaQaAEAOHz4DWStWq1W7UFxc7OEmlmmf1rhcXTSoYWoCgEZW/+cx/cnTVzSXVPM8zJxVv+NdTREAMKd6Po85P3n6RMJxBhIAIAepBgCQw4dTLScnx2q1aq+IZ8yYYbVaZ82a5e2iAADe5MPvq/Xv379u75YBAKTy4ddqAABUQaoBAOQg1QAAcpBqAAA5SDUAgBykGgBADlINACAHqQYAkINUAwDIQaoBAOQg1QAAcpBqAAA5SDUAgBykGgBADlINACAHqQYAkINUAwDIQaoBAOQg1QAAcpBqAAA5SDUAgBykGgBADlINACAHqQYAkINUAwDIQaoBAOQg1QAAcpBqAAA5SDUAgBykGgBADlINACAHqQYAkINUAwDIQaoBAOQg1QAAcpBqAAA5SDUAgBykGgBADlINACAHqQYAkINUAwDIQaoBAOQg1QAAcpBqAAA5SDUAgBykGgBADlINACAHqQYAkINUAwDIYcZUy8jISEhICAsLGz58eGZmZo1jKisr58+f/8ADD4SFhQ0ePHjp0qU3btxo4joBAGZjulTLzs5OSUmZMGFCTk7OqFGj7HZ7YWFh9WGLFy/+6KOPli9fvm/fvgULFqxdu/btt99u+moBAKZiulRbtWpVfHy8zWYLCAhITk4OCQlJT0+vPqywsPD+++8PDQ1t06ZNTExMVFTUgQMHmrxYAIC5mCvVVFUtKCiIiYnRl8TGxubn51cf+cgjj2RnZxcWFl65ciUvL2///v2PPvpoE1YKADCjVt4u4H9cvHixsrIyMDBQXxIYGHju3LnqIxMTE0+cODFy5EhFUSwWy7Rp04YOHWqwZ6vVql0oLi5u0JIBQDL9ydNXmCvVPLdw4cKPP/74nXfesVqt+/fvnzRpUuvWrceNG+dqPGEGAHXg/OTpEwlnrjOQ/v7+fn5+paWl+pLS0tKgoKAqw27evLl+/fqkpKTw8HA/P79+/fqNHj167dq1TVssAMB0zJVqFoslPDx87969+pLc3NzIyMjqw1q2bOm8RFXVFi3MdSwAgKZnuiQYP358VlZWRkZGeXn5mjVrioqKkpKStFUOhyMqKkpRFIvFMmTIkPT09IKCgsrKytzc3E2bNhm/rwYAaA5M975aXFxcampqWlra7Nmzg4ODHQ5HaGho9WGvvvrq0qVLp0yZcvbs2a5du44dO/b5559v+moBAKZiulRTFMVms9lsturL7Xa73W7XLvv7+8+aNWvWrFlNWxoAwNRMdwYSAIA6I9UAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyNGqUff+008/LVq0qLi4+O67754+fXqHDh0a9eYAAM1c475We+211w4dOvTQQw8dPHhw7ty5jXpbAAA07mu1nJycLVu2dO/e/ZFHHhk1alSj3hYAAI37Wu38+fPdu3dXFKV79+4//fRTo94WAACN+1pNUZRt27bVeHnEiBGNfdMAgOamcVOtV69eb731VvXLCqkGAGgEjZtq27dvb9T9AwDgjO+rAQDkaNJU++GHH7Zv315cXGw8LCMjIyEhISwsbPjw4ZmZma6GnTp16qWXXrrvvvv69es3f/78ioqKhq4XAOBjGjfVDh06NGLEiNDQ0Keeeurrr78ePnx4amqqzWbLyMhwtUl2dnZKSsqECRNycnJGjRplt9sLCwurDysrKxszZkx5efmWLVs+/fTTnj177tmzpzEPBQDgAxr9W9jR0dEbN27s3bv3c889t2DBgj179ixevHjFihWuNlm1alV8fLzNZgsICEhOTg4JCUlPT68+bMWKFVevXl2yZEn37t3btWv35JNPJiQkNOKRAAB8QeOmWlFR0dSpU/v27Tt16tSysrIHH3xQUZRBgwYdP368xvGqqhYUFMTExOhLYmNj8/Pzq4/8+OOPhwwZ4ufn1ziFAwB8UuOmWmVlpb+/v6Io2r9t2rTR/r127VqN4y9evFhZWRkYGKgvCQwMPHfuXPWR//nPfzp27PjMM8/cc8898fHxr7/+Ou+rAQC89i3selJV9e23337jjTeWLl363Xff2e32CxcuzJ8/39V4q9WqXXD7WRUAgE5/8vQV3vkWdq9evWoc7+/v7+fnV1paqi8pLS0NCgqqPrJTp05hYWEPP/ywoih9+/YdN25cWlqaQaoRZgBQB85Pnj6RcOb6FrbFYgkPD9+7d++4ceO0Jbm5uZGRkdVHRkVFXblyxXlJixZ89w4AmjvTJcH48eOzsrIyMjLKy8vXrFlTVFSUlJSkrXI4HFFRUdrl5OTkzz//fMeOHZWVlf/617/Wrl376KOPeq1oAIA5NPr7arUVFxeXmpqalpY2e/bs4OBgh8MRGhpafVjfvn2XLVu2ZMmSGTNmdOnSZcSIERMnTmz6agEAptIAqfbLX/7SeMD7779fqx3abDabzVZ9ud1ut9vt+tX4+Pj4+Pha7RkAIFsDpFpwcLDz1Z07dw4dOrT+uwUAoLYaINWWLVvmfNVqtVZZAgBA0zDdp0UAAKgzUg0AIAepBgCQg1QDAMjRAJ8WCQ8PN15SUFBQ/1sBAMCtBki1xMTE+u8EAID6a4BUmz59ev13AgBA/fG+GgBADlINACAHqQYAkINUAwDIQaoBAOQg1QAAcpBqAAA5SDUAgBykGgBADlINACAHqQYAkINUAwDIQaoBAOQg1QAAcpBqAAA5SLXaURcNskz71NtVAIB7lmmfqosGebuKpkaqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJDDjKmWkZGRkJAQFhY2fPjwzMxM48Fr1661Wq2TJk1qmtoAAGZmulTLzs5OSUmZMGFCTk7OqFGj7HZ7YWGhq8FFRUXp6en33HNPU1YIADAt06XaqlWr4uPjbTZbQEBAcnJySEhIenp6jSMrKiqmTp06Z86cwMDApq0RAGBS5ko1VVULCgpiYmL0JbGxsfn5+TUOnjNnTv/+/R944IGmqg4AYHatvF3A/7h48WJlZaXza6/AwMBz585VH7lt27Zvvvlmy5YtTVgdAMDszJVqHiopKZk/f/7q1av9/Pw83MRqtWoXiouLG60uAJBGf/L0FeZKNX9/fz8/v9LSUn1JaWlpUFBQlWEHDx48f/78yJEjnRdardZPP/20e/fuNe6ZMAOAOnB+8vSJhDNXqlkslvDw8L17944bN05bkpubGxkZWWVYQkKCc6OfffbZtm3bLlu2rOkKBQCYkrk+LaIoyvjx47OysjIyMsrLy9esWVNUVJSUlKStcjgcUVFRXq0OAGBqpku1uLi41NTUtLS0/v37b9682eFwhIaGersoAIBvMNcZSI3NZrPZbNWX2+12u91effmKFSsavygAgA8w3Ws1AADqjFQDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMhBqgEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQw4yplpGRkZCQEBYWNnz48MzMzBrHFBYWTp48uX///jExMcnJyYWFhU1cJADAhEyXatnZ2SkpKRMmTMjJyRk1apTdbq8xsZYuXTps2LD3339/x44d3bp1S0pKOnXqVNNXCwAwFdOl2qpVq+Lj4202W0BAQHJyckhISHp6evVhK1asGDZsWOfOnYOCgl5++eVLly59/vnnTV4sAMBczJVqqqoWFBTExMToS2JjY/Pz8423unDhwo0bNwICAhq5OgCA2bXydgH/4+LFi5WVlYGBgfqSwMDAc+fOGW81b968bt26DRw40GCM1WrVLhQXF9e/TgBoJvQnT19hrlSrg8WLF+/evXvt2rV+fn4GwwgzAKgD5ydPn0g4c52B9Pf39/PzKy0t1ZeUlpYGBQW5Gu9wONatW7dy5cq+ffs2SYEAAFMzV6pZLJbw8PC9e/fqS3JzcyMjI2sc7HA4Vq9evXLlyujo6KYqEABgauZKNUVRxo8fn5WVlZGRUV5evmbNmqKioqSkJG2Vw+GIiorSLi9fvpxIAwBUYbr31eLi4lJTU9PS0mbPnh0cHOxwOEJDQ6sPW758+bVr18aOHasvmThxot1ub8JKAQCmY7pUUxTFZrPZbLbqy+12u55bBw4caNqiAAA+wHRnIAEAqDNSDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcpBoAQA5SDQAgB6kGAJCDVAMAyEGqAQDkINUAAHKQagAAOUg1AIAcvp1qGRkZCQkJYWFhw4cPz8zM9HY5AAAv8+FUy87OTklJmTBhQk5OzqhRo+x2e2FhobeLEs5qtXq7BCHoZAOimQ1FRid9ONVWrVoVHx9vs9kCAgKSk5NDQkLS09O9XRQAwJt8NdVUVS0oKIiJidGXxMbG5ufne7EkAIDX+WqqXbx4sbKyMjAwUF8SGBh47tw5L5YEAPC6Vt4uoCkcfvQvlmmf1mHDms8y13VvEjTnY29YdLIB0UzXavck5q6TfRqoqkblq6nm7+/v5+dXWlqqLyktLQ0KCqpxsLpoUB1vZlFxHTcEADNo2CcxX3hK9NUzkBaLJTw8fO/evfqS3NzcyMhIL5YEAPA6X001RVHGjx+flZWVkZFRXl6+Zs2aoqKipKQkbxcFAPAmi6qq3q6h7jIyMtLS0n744Yfg4OCpU6cOHjzY2xUBALzJt1MNAABnPnwGEgCAKkg1AIAcpBoAQA7hqcaP+nsuLS3N6iQqKkpfZdBGOqypqKjYtGmTzWazWq3btm2rsrYODWy2jTXopMEUVehkNYWFhZMnT+7fv39MTExycnKVH3+XPCdVuT777LOQkJCtW7eWlZWtWrUqJCTkwIED3i7KvN58883HHnus+nKDNtJh3bp161JSUg4cONCnT5/333/feVUdGticG2vQSVdTVKWTNXnmmWd27Nhx+vTps2fPzpo1Kzo6+scff9RWyZ6TklOxg+g/AAADDUlEQVRt3LhxL774on515MiR06dP92I9JufqKcOgjXS4uurPxXVoII1Va+qkQarRSWOXL18OCQnZvHmzdlX2nBR7BlLlR/1r79ChQxEREf369XvmmWcOHz6sGLaRDnuiDg2ksQaqT1GFTnrgwoULN27cCAgIUJrBnBSbavyof2117tw5NTV19+7dmzdvvvXWW8eMGXPy5EmDNtJhT9ShgTTWlRqnqEInPTBv3rxu3boNHDhQaQZzUmyqobaeeOKJX/ziFwEBAT169PjjH//Yvn37TZs2ebso4P8wRetm8eLFu3fvXrp0qZ+fn7draQpiU61WP+qPKm655Zbg4OBjx44ZtJEOe6IODaSxntCnqEInDTkcjnXr1q1cubJv377aEvFzUmyq8aP+9XHt2rVjx4517drVoI102BN1aCCN9YQ+RRU66ZrD4Vi9evXKlSujo6P1hfLnpJc+pdIUnD+Kunr1ajN/FNUMJk6cuHfv3gsXLpw4cWLKlCn33nvvv//9b9WwjXS4OuNP9nvYQBqr1tRJV1NUpZM1SUtLCw8Pz8vLq75K9pyUnGqqqm7dunXIkCGhoaGPPPLIJ5984u1yTG3fvn3JycmRkZEDBgx44YUXDh8+rK8yaCMd1uzZs6fP/0pJSdHX1qGBzbaxBp00mKIqnawmNDS0SieXLVumrxU8J/nNfgCAHGLfVwMANEOkGgBADlINACAHqQYAkINUAwDIQaoBAOQg1QAAcpBqAAA5SDUAgBykGgBADlINACBHK28XADRf06ZNO3PmTGRk5Pbt28+cOdOrV69XXnlF/3+wANQBr9UAb/ryyy/Ly8s3btyYlZXVo0ePiRMnXr9+3dtFAT6MVAO8qXv37rNnz+7UqVPHjh2ff/75U6dOHT161NtFAT6MVAO8KTg4uEWL//8w7NChg6Io58+f92pFgG8j1QBvslgs3i4BEIVUAwDIQaoBAOQg1QAAclhUVfV2DQAANAxeqwEA5CDVAABykGoAADlINQCAHKQaAEAOUg0AIAepBgCQg1QDAMjx/wDNktmtMejqhQAAAABJRU5ErkJggg==" }, - "execution_count": 17, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" 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" }, - "execution_count": 17, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -477,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "id": "8655d4b7-3fcb-4a08-a3f1-df9f216e2cce", "metadata": { "tags": [] @@ -485,17 +485,17 @@ "outputs": [ { "data": { - "image/png": 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" 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" }, - "execution_count": 18, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" 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" }, - "execution_count": 18, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -542,7 +542,7 @@ "outputs": [ { "data": { - "image/png": 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" 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" }, "execution_count": 12, "metadata": {}, @@ -587,7 +587,7 @@ "outputs": [ { "data": { - "image/png": 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" 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" }, "execution_count": 13, "metadata": {}, @@ -637,7 +637,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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}, "execution_count": 14, "metadata": {}, @@ -645,7 +645,7 @@ }, { "data": { - "image/png": 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" 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" }, "execution_count": 14, "metadata": {}, @@ -674,7 +674,7 @@ "outputs": [ { "data": { - "image/png": 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" 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FxeLBQqGQTCa9Xq96t6amprm5uf1eLgBATw5ovYB7vf3229XV1cePHy9+WFlZGQ6HW1tbc7nc+fPnu7u7r1+/Xl1dnc/n19bWHA6H+okOh2N5eXmrh5VluXgjnU4/1PUDgEjUk6dR6Ktq58+fn5iYuHz5stVqLR7p6uoq3rDb7YODg21tbcPDw/39/ff7yMQMAHah9ORpiMLp6ApkJBK5cuXKxYsX6+vrN71DRUWFy+XKZDKSJNlsNqvVms1m1Wk2m3U6nfu0VgCALumlapFI5NKlSxcvXjx27NhW91lfX89kMlVVVZIkWSwWt9s9MzOjTqenpz0ez36sFQCgV7qo2nvvvbdV0oLB4OzsbD6fX1paOnPmzMrKinpNsqenZ3x8PJFI5HK5oaGh+fl5v9+/30sHAAOyvHpT6yU8LLr4udp77723vr7+/PPPq0deeumlYDAoSdKpU6ei0WgymbRarfX19VevXj18+HDxPi0tLeFwOBqNnj171uVyRSKR2tpabf4BAAB90EXV7ty5s9XI4/HEYrGtpoqiKIqyuy9qefVm4Q9tu/tcABCYoU+PurgCCQDAnqBqAABxUDUAgDioGgBAHFQNACAOqgYAEAdVAwCIg6oBAMRB1QAA4qBqAABxUDUAgDioGgBAHFQNACAOqgYAEAdVAwCIg6oBAMRB1QAA4qBqAABxUDUAgDioGgBAHFQNACAOqgYAEAdVAwCIg6oBAMShi6qlUqn+/v7m5mav1xsIBFKpVOk0kUi0t7fX1dV1dHSMjY3tcAQAMCFdVO2dd945efLkxx9/fOPGjerqar/f//XXXxdHk5OToVCor69vamqqs7MzGAyqzSszAgCYky6q9v777588ebKystLpdL711lvff//9rVu3iqNYLObz+RRFsdvtgUCgpqYmHo9vOwIAmJMuqlZqZWXlxx9/tNvtkiQVCoVkMun1etVpU1PT3Nxc+REAwLQOaL2Ae7399tvV1dXHjx+XJCmfz6+trTkcDnXqcDiWl5fLjzYly3LxRjqdflhLBwDhqCdPo9BX1c6fPz8xMXH58mWr1bq3j0zMAGAXSk+ehiicjq5ARiKRK1euXLx4sb6+vnjEZrNZrdZsNqveJ5vNOp3O8iMAgGnppWqRSOTSpUsXL148duyYetBisbjd7pmZGfXI9PS0x+MpPwIAmJYuqvbee+9tTFpRT0/P+Ph4IpHI5XJDQ0Pz8/N+v3/bEQDAnPRStdXV1eeff17+SSQSKY5aWlrC4XA0Gm1ubh4ZGYlEIrW1tduOAADmpIt3i9y5c6fMVFEURVHudwQAMCFdvFYDAGBPUDUAgDioGgBAHFQNACAOqgYAEIepq2Z59abWSwAA7CVTVw0AIBiqBgAQB1UDAIiDqgEAxEHVAADioGoAAHFQNQCAOKgaAEAcVA0AcC/j/pEKqgYAEAdVAwCIg6oBAMRB1QAA4qBqkmTkn4sCwJ4Q5jRI1QAA4qBqAABxUDUAgDio2v8R5rIyAOycYKc+XVRtdXV1eHhYURRZlkdHR0tH0WhULnH06NHSaSKRaG9vr6ur6+joGBsb299VAwB0RxdV++ijjz777LOBgYFNp/X19emf3L59Wz0+OTkZCoX6+vqmpqY6OzuDwWAqldqvJQMA9OiA1guQJEl64YUXdvFZsVjM5/MpiiJJUiAQ+POf/xyPx3//+9/v9eoAAIahi9dq5S0sLDQ0NDQ2Nvb29i4uLhYPFgqFZDLp9XrVuzU1Nc3NzWm0RgCALujitVoZlZWV4XC4tbU1l8udP3++u7v7+vXr1dXV+Xx+bW3N4XCo93Q4HMvLy1s9jizLxRvpdPqhLxoARKGePI1C71Xr6uoq3rDb7YODg21tbcPDw/39/ff7OMQMAHah9ORpiMIZ4AqkqqKiwuVyZTIZSZJsNpvVas1ms+o0m806nU7tVgcA0J6Rqra+vp7JZKqqqiRJslgsbrd7ZmZGnU5PT3s8Hu1WBwDQnt6rFgwGZ2dn8/n80tLSmTNnVlZW1GuSPT094+PjiUQil8sNDQ3Nz8/7/X5NFwsA0JguqjY1NVX8JWtJkl577TVZlt98883i6NSpU3/6059aW1u7u7t/+OGHq1evHj58uDhqaWkJh8PRaLS5uXlkZCQSidTW1mr2bwAA6IAu3i3S3Ny81bs5PB5PLBbb6hMVRSn+vhoAAJJOXqsBALAnqBoAQBxU7b8E+6vVAGBO5qoa6QKA+2K406a5qgYAEBtVAwCIg6oBAMRhlqoZ7tIwAOiHgU6hZqkaAMAMqBoAQBxUDQAgDqoGABAHVQMAiIOqAQDEYdKqGehdqgCAnTNp1QAAQqJqAABxmKhqXHUEgF0w1snTRFUDAAiPqgEANmGsl2gqM1bNoN8qAMC2zFg1AICo/31P1QAA4qBqAIDNGfH1nC6qtrq6Ojw8rCiKLMujo6P3TBOJRHt7e11dXUdHx9jY2A5HD8iI30sAgC6q9tFHH3322WcDAwMbR5OTk6FQqK+vb2pqqrOzMxgMplKpbUcAAHPSRdVeeOGFgYGB2trajaNYLObz+RRFsdvtgUCgpqYmHo9vOwIAmJMuqraVQqGQTCa9Xq96pKmpaW5urvwIAGBauq5aPp9fW1tzOBzqEYfDsby8XH4EANhzsixrvYQd0XXVAAA6kU6ntV7Cjui6ajabzWq1ZrNZ9Ug2m3U6neVHAADT0nXVLBaL2+2emZlRj0xPT3s8nvKjbR6Tt+wDgLh0XTVJknp6esbHxxOJRC6XGxoamp+f9/v9244AAOaki6pNTU3Jslz8UeRrr70my/Kbb75ZHLW0tITD4Wg02tzcPDIyEolE1F8AKDO6L7x6AwBhHNB6AZIkSc3NzWV+DqkoiqIo9zsCAJiQLl6rAQCwJ6gaAEAcVA0AIA6qtiXeRQIAhkPVAADioGoAAHFQNQCAOKgaAEAcVA0AIA6qBgAQB1UDAIiDqgEAxEHVAADioGoAAHFQNQCAOKgaAEAcVA0AIA6qBgAQB1UDAIiDqgEAxEHV/gf/p1AAMDSqBgAQhymqtvjUBa2XAADGZpRLWaaoGgBgW0bpVnl6r1o0GpVLHD16tHSaSCTa29vr6uo6OjrGxsa0WiQAQCf0XjVJkurr69M/uX37tnp8cnIyFAr19fVNTU11dnYGg8FUKqXhOgHAcMR4fVbKAFXbSiwW8/l8iqLY7fZAIFBTUxOPx7VeFAAYXuEPbVovYfcMULWFhYWGhobGxsbe3t7FxcXiwUKhkEwmvV6verempqa5uTmN1ggA0AW9V62ysjIcDk9MTIyMjBw6dKi7u/vu3buSJOXz+bW1NYfDod7T4XAsLy9rt1IAMCqRrkPqvWpdXV1PP/203W5/7LHHBgcHDx48ODw8rPWiAAA6pfeqlaqoqHC5XJlMRpIkm81mtVqz2aw6zWazTqdTu9UBALRnpKqtr69nMpmqqipJkiwWi9vtnpmZUafT09Mej2evvpahf1gKAOUJfIrTe9WCweDs7Gw+n19aWjpz5szKykpXV1dx1NPTMz4+nkgkcrnc0NDQ/Py83+/XdLEAAI0d0HoB2zh16lQ0Gk0mk1artb6+/urVq4cPHy6OWlpawuFwNBo9e/asy+WKRCK1tbXarhYAoC29V83j8cRisa2miqIoirKf6wEA6Jner0ACALBzVA0AIA6qBgAQh6mrJvB7WwFgd4x+YjR11QAAgjF71Yz+XyUAsG8Wn7qg9RK2Z/aqAQBEYtKq8RINAHbCcGdLk1YNACBtiJbhGrYRVQMAiIOqAQDEQdUAAOKgaiJcRwYAFFE1AIA4qBoAQBxmrBqXHAFgWwY9VZqxalsx6LcQAKCiav+DsAEwG8HOe2ap2n192wT7HgPARvd7ojPKidEsVQMAmAFVAwCIw1xV28kraKO8ygaAB7TD052xzoqmqNrj138jGe0bAwD6YaDzpymqBgB4cMVXCDpn7KolEon29va6urqOjo6xsTGtlwMA0JiBqzY5ORkKhfr6+qampjo7O4PBYCqV2vazNn0dbaAX19qSZVnrJQiCndxDbOaeKPyhbeNLMSOeGw1ctVgs5vP5FEWx2+2BQKCmpiYej2u9KACAloxatUKhkEwmvV6veqSpqWlubu4+HkG4/685AOzOxhOgcU+JRq1aPp9fW1tzOBzqEYfDsby8rOGSAACaO6D1AvbJbq68P3XB8urNh7AWI2NP9go7uYfYzPu31SlRgB9SGrVqNpvNarVms1n1SDabdTqdm945nU7v17oAwAj+IOxZ0ahXIC0Wi9vtnpmZUY9MT097PB4NlwQA0JxRqyZJUk9Pz/j4eCKRyOVyQ0ND8/Pzfr9f60UBALRkKRQKWq9h9xKJRDQa/eqrr1wu1+nTp0+cOKH1igAAWjJ21QAAKGXgK5AAANyDqgEAxEHVAADiELxq/FH/nYtGo3KJo0ePqqMy28gOF62urg4PDyuKIsvy6OjoPdNdbKBpN7bMTpZ5ikrs5AapVKq/v7+5udnr9QYCgXv++LvIz8mCuP72t7/V1NRcu3btu+++i8ViNTU1d+7c0XpR+vXHP/7x2Wef3Xi8zDayw6orV66EQqE7d+48/vjjH3/8celoFxto5o0ts5NbPUUL7ORment7b9y48e9///s///nPm2++eezYsX/961/FkdjPSZGr9uKLL/72t79VP3zmmWd+97vfabgendvqlFFmG9nhjTaei3exgWxsYbOdLFM1drK8H374oaamZmRkpPih2M9JYa9AFh74j/qb0MLCQkNDQ2NjY29v7+LiolR2G9nhndjFBrKxZWx8ikrs5A6srKz8+OOPdrtdMsFzUtiq8Uf971dlZWU4HJ6YmBgZGTl06FB3d/fdu3fLbCM7vBO72EA2diubPkUldnIH3n777erq6uPHj0smeE4KWzXcr66urqefftputz/22GODg4MHDx4cHh7WelHA/+Epujvnz5+fmJh45513rFar1mvZD8JW7b7+qD/uUVFR4XK5MplMmW1kh3diFxvIxu6E+hSV2MmyIpHIlStXLl68WF9fXzwi/HNS2KrxR/0fxPr6eiaTqaqqKrON7PBO7GID2didUJ+iEju5tUgkcunSpYsXLx47dkw9KP5zUqN3qeyH0reiXrp0Sc9vRdWDl156aWZmZmVl5Z///Ocrr7zys5/97B//+Eeh7DaywxuVf2f/DjeQjS1stpNbPUUL7ORmotGo2+2enZ3dOBL7OSly1QqFwrVr137xi1/U1tb+8pe//Otf/6r1cnTt9u3bgUDA4/H8/Oc//81vfrO4uKiOymwjO1z097///fH/FQqF1OkuNtC0G1tmJ8s8RQvs5Aa1tbX37OS7776rTgV+TvI3+wEA4hD252oAABOiagAAcVA1AIA4qBoAQBxUDQAgDqoGABAHVQMAiIOqAQDEQdUAAOKgagAAcVA1AIA4qBoAQBxUDQAgDqoGABAHVQMAiIOqAQDEQdUAAOKgagAAcVA1AIA4qBoAQBxUDQAgDqoGABAHVQMAiIOqAQDEQdUAAOKgagAAcVA1AIA4qBoAQBz/Hyf//gfBTqFAAAAAAElFTkSuQmCC" }, "execution_count": 15, "metadata": {}, @@ -682,7 +682,7 @@ }, { "data": { - "image/png": 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" + "image/png": 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" }, "execution_count": 15, "metadata": {}, @@ -701,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 35, "id": "2fb11406-756c-4257-8115-d7cfe186d0c0", "metadata": { "tags": [] @@ -709,18 +709,33 @@ "outputs": [ { "data": { - "image/png": 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" + "image/png": 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" }, - "execution_count": 16, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "xc = xcorr(psd_ausgang, psd_ausgang_tp);\n", - "plot(xc)\n", - "axis([0 length(xc) 0 1.2*max(xc)]);\n" + "%time_bp = abs(fftshift(ifft(psd_ausgang)));\n", + "%time_tp = abs(fftshift(ifft(psd_ausgang_tp)));\n", + "%xc = xcorr(ifft(psd_ausgang), ifft(psd_ausgang_tp));\n", + "%plot(time_bp)\n", + "%figure(2)\n", + "%plot(time_tp)\n", + "%figure(3)\n", + "%plot(abs(xc))\n", + "%axis([0 length(xc) 0 1.2*max(xc)]);\n", + "plot(abs(fftshift(ifft(psd_ausgang.*psd_ausgang_tp))))" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47899a4d-6101-446e-94cd-726795eb0557", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {