diff --git a/tutorials/simulators/1_aer_provider.ipynb b/tutorials/simulators/1_aer_provider.ipynb index 7b250505b..2e4057a46 100755 --- a/tutorials/simulators/1_aer_provider.ipynb +++ b/tutorials/simulators/1_aer_provider.ipynb @@ -62,10 +62,11 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ]" + "[QasmSimulator(\n", + " backend_name='qasm_simulator', provider=AerProvider()), StatevectorSimulator(\n", + " backend_name='statevector_simulator', provider=AerProvider()), UnitarySimulator(\n", + " backend_name='unitary_simulator', provider=AerProvider()), PulseSimulator(\n", + " backend_name='pulse_simulator', provider=AerProvider())]" ] }, "execution_count": 2, @@ -125,7 +126,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -174,7 +175,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "['00', '00', '00', '11', '11', '00', '00', '11', '11', '00']\n" + "['11', '00', '11', '11', '00', '00', '00', '11', '00', '11']\n" ] } ], @@ -224,7 +225,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -275,7 +276,7 @@ "outputs": [ { "data": { - "image/png": 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aF6sQMiAEQRD2o5d8aSMRpbGRjSRKo00garZOFEWqHUnUFBJThC56IgoApqamMDg4iPb2dpw6dWpN8gWNUrNuz3XL+JeHY1iOpazrvA5yJoGFiVexPNsDINevWswJMsbg9/vh9/vR1taW366qan4tVqEXK5lMore3Ny+wwuGwrheLDAhBEIQ9lEq+VMnYatQzZUbpEDP7U0tW14Is/LfwM9okZiE0CUmYCYkpoohSImp2dhb9/f1obm5GV1cX/P71vTp6A/PYLMdXHhahKkF4fB6oSgaqkilxBHNQlAyWpl7H4tQb4Gqx2HCS3RAEQdeL9eyzz6KtrQ2SJGF0dBTxeBxALsX7ai8WFR8mCIKwlsLkS0ZElMZmTUBhJuUIS6PFhwttJE1CEhtBYooAUDqF6/z8PPr6+hAOh3HZZZchGAyWdTy9EAYmMHi8fsAbKGpXVbJQlQwUJQNVzgmsXEr0Ks5HVbA824OFiVegyKVCCZ1tyDjnEEURra2tRTW6VFXNr8VaXFzE6OgoMpkMvF5v3nul58XSjknFhwmCICpDL4NtNeOj0QQUVuF2z1SlVFJ8WAsp1Iv0IAiAxNSmp1QK16WlJfT29sLr9eLo0aMIh8MVHVdvYPaI+p8TPT6IHh8KAwZVVYYqZ6AoWQjKImLRGDz+MBhbPx6dcw5pYQhz4y9CTksV9dlplDJsgiDkPVKFaGux4vE4xsfHEY/HoarqGi+W3+83VHyYDAhBEJsNveRLZoyB1XimrAr1cxtmiz8qPkwYhcTUJqVU9qFYLIbe3l5wztHZ2VmUArwS9AYTn46YKoUgeCD4PCsXaBNaGwBFziApzSCTXMqFBzIBHm8IoieXqCGxPIG5sReQTpSXkt0Nk3CVDMo+n0/Xi5VMJiFJEpaXlzE+Po50Og2Px1MksEp5sciAEASxGdGS/egV3DUDI54prQ9u8yBZiR12h4oPExtBYmqTUUpEJRIJ9PX1IZ1OY9++fWhpqbzQ7UZ4q7zaRI8PDc0XA80XF21PxRcwM/QU5saer64Bh2HG7KMgCAiHwwiHw9i6dWt+ezabzWcULPRiBYPBIpEVCAR0vVhkQAiCqEdKhbybjdNEkdP6Uw619NBVUnxYC9lfXdaEIj3qBxJTm4RSKVxTqRT6+/sRi8Wwb98+tLW1WXZzVyumShEIt+a9U/WElYbC6/WipaWlSDRzzvNerFgshsnJSaRSKYiiuMaLpQmmwn0LDcjg4CAuvvhi+Hw+ql5PEITjsUtEaVBq9OpxYrhjOcWHk8kk5ubmsHPnzjWTkNqLcBckpuqcwhSur776Kg4ePAiv14tsNouBgQEsLCxg7969OHz4sOWDkt6aKdMw0He3zcJZDWMMoVAIoVAIHR0d+e2yLOe9WJOTk4jH41AUBcFgEOFwGJFIBOFwGMFgMG8EotFo3jNVqnr9agNCoYIEQdiNJqKWlpYwOTmJAwcO2BY65jQxRTbRGlanbVdVFalUKi+oC71Y2uco6667IDFVx6xO4ZrNZpHNZjE8PIyZmRns2bMHnZ2dtt2gogDkMuhZETJRfzM5Tpl183g8aG5uRnNzc36b5sXSamNNTU0hmUxCFEWEw2GkUinEYjE0NjauKeisFwYBkAEhCMI+9ELeU6mUbeONIAhragPWEjeOs06xkZWiqmrJCUSqHelOSEzVIXopXLVEBC+++CJ27dqFM2fO1Jkruf4GEycbikIv1pYtW/LbZVlGPB7H/Pw8ZmdnMTg4CEVREAgEikIFC71YABkQgiDsodS6YVEUbfUUOdEz5TacbCPXQxNTelDxYXdCYqqO0EvhyjnH6OgoRkZGwBjDsWPH0NTUVOOeWoChMD8L+mEibjQUHo8HTU1N8Pl86OzsBJA7j1QqlQ8VnJmZQSKRyCfHKBRZXq+36HhkQAiCMINSIkrD7jVMTkv44LT+lIPb+quhRQtVAhUfdjYkpuoAvYWzADAxMYGhoSFs3boVp0+fxptvvlm3N5Kx83L2QOxWQ7EaxhiCwSCCwWCRF0tRlHyYoObFkmUZfr9/jRer0uLDZEAIggDeDivOZrO6IkrDbjFFCSjMwY1jO+fctMggKj7sDEhMuZhSImp6ehoDAwNoa2vDyZMn4fPlMt05YfBmsErC1OdgUM+DnCiKaGxsLKplxjlHOp3Oe7FmZ2eRTCYBoCjZRUNDQ/66LtwXIANCEETpDLalcItnyo0eJKtwY/QGkJtItHKZBRUfth8SUy6klIian59HX18fIpEITpw4gUAgULRfLcTUmsHOIjVl5KZ3ujlyq6EAjHvVGGMIBAIIBAJob2/Pb1cUBYlEApIkYX5+HsPDw8hms/D5fEVerFAoRAaEIDYxhRlsNRFVzn1dC8+Uk0SRG0WaW22kmZ6pSqDiw9ZBYspFlKqDsbi4iN7eXgQCARw/fhyhUEh3f7sX2AJrBzvLPFNGsvk53G641VBYgSiKiEQiiEQi+W3aWirNizU/P49EIgEAa9ZilfJi6RkQRVEgiiJCoRAZEIJwEasz2FYyOWK3uKEEFNXjVhu5XgIKuzFSfDiVSqGxsZHWKxdAYsoF6K0PYYwhGo2it7cXgiDg0KFDRQ+aetTzzBurwzA/t80SFmJXnRa/3w+/34+2trb8dlVV82uxCr1YXq93TfHh1QUSOecYGxuD1+vF1q1b89uoej1BOBe9DLZOvzed6AlyWn82wm391VBVdU3JEKexnhfrwoUL6OrqKnpvsxcfdvavuckplX1IkiT09fVBlmXs37+/7Ox8TogJZ1a5phxuOI3i9AcCPWpt4ARBWOPFAlDkxRodHUU8HgcAhEKhIpGlKEpRuODq6vWFbHYDQhC1RC+DrVvGTCesYS7ELd/batzYbyd5piqh0ItVGE5PtSNJTDmSUiIqmUyir68PiUQC+/btK5qNLwdBEPJGxw70jIVVt5ChNVMOn9SiEAZz8fl8aG1tRWtra36bqqr5tViLi4sYHR1FLBaD3+/H0tJSPlwwHA6XXIu1mQ0IQdSCUiHvbsKJnim3QTbSfvSuWSo+TGLKUZRK4ZpOp9Hf34/l5WXs27cP7e3thi66WnqmVFXFyMgION8HQFx/R2OtVbwH5yqGhoYQiUTQ0NAAv99vQb+M41ZD6yZDIQhC3iOl0d3dnb/H4vE4xsfHEY/HoarqGi+W3++vuPiwoigYGRnBkSNH7DlJgqgT6kFEaThNTDmtP+Xgtv5quMlGrqbcvldTfHh0dBQdHR2uqolKYsoBlErhms1mMTg4iLm5OezZsweHDh2qynDY7ZnSFthOTExgcHAQ27dvhygKUOSN9628LQMD00r9I80jkclkirLDRSIRhEKhmhprNz4o1MJQ9I6ruO/HS5Cis9jWytB5SQgnDjXjku0NG++8CkVREAgEEA6H13ixkskkJEnC8vIyxsfHkU6n4fF41qzF0vNiaQZkaGgIn/3sZ/H973+/6vMmiM1APYkoDaeF+bkVN14HbhZTiqJUtd6rnOLDX/jCF3D99dfjyiuvrKartkJiqoaUSuGqKAqGh4cxNTWFXbt24fTp06bceJpAswPtvF588cWielfsP61q0diAunXr1nyiAQBFNY7m5uaQTCbBGCsSWOFw2JbFoxTCsDGpDMff/zCD1/rjyC3Ga0ffLNA3C/zohTRUeQk+IYnWiILd23w4ujeCdx5sQcBf+vfTsvmtRhAEhMNhhMPhomsmm83mr5lCL1YwGCwSWYFAAIIgIBaLuWrGjSBqRS1ElF3jrhs9QU6DbKT9yLKsax+rpfDejkajrrORJKZqhF72IVVVMTo6irGxMezcuRNnzpwx9YazKzX68vIyenp6kEqlcOzYsaK1XZaNeyYdWC87nKIo+YflqakpSJKUT1JQKLJ8Pp+pA7ubDYUd/X74OQXf/4WErFza1Sl4gpARxEwcmOkHnu0H+EMLgCIhEsjqerEqNRZerxctLS1oaWnJb+Oc571YsVgMk5OTSKVS+PKXv5yvefXUU0/h2LFjRSGGpTh37hzuvPNOTE5O4siRI7jrrrvw7ne/W/ezjz76KH7lV35lzfY333wTBw8eLPu8CKJWlMpgazWat8iKh0W9towW7bUCN4o7spH2U2qy0UzcOOFIYspmtHA+LURo9+7d4JxjfHwcw8PD2LZtG06fPm2J58PqsIJEIoGenh7IsozOzk4MDQ2tqe9j1fhhaGAq026Iooimpqaim1t7WI7FYkUhX16vN78GSysia1QQu9lQWDnrNjyt4t7/SGFuMWlofyaIgNAESYGuF8svcBweGMGxfY0berFKtsEYQqEQQqEQOjo68tv/7u/+Dl//+tfx5JNP4r777sOFCxdw1VVX4fbbby95rG9/+9v4xCc+gXPnzuHKK6/EuXPncM011+CNN97AJZdcUnK/119/vShMccuWLRWfB0HYSaGIevbZZ3Hy5ElbZ/DtFFNUZ6p6yEbajx1iKhqNorm52dI2zIbElE2sTuEqCAJkWcbU1BQGBwfR3t6OU6dOwev1WtYHq9ZMaQkyotEo9u/fn/fq6M10CZaNewYSUFSRo73wYbkw5EtLvx2LxfJFZBljCIfDRSKrHLHstllCDauqu2dkjn96MIuXeiRLUjFqXiwZrXhuAHhuoNiLdXK/jP/r/dUljWhtbcW2bdtw1VVX4c/+7M/K2udLX/oSrr/+etxwww0AgLvvvhsPPfQQ7rnnHtxxxx0l9+vo6EB7e3tV/SUIO9DzRGlh8HZi5zomJ3qCnNafesUqG2kHdoipeDyOcDhsaRtmQ2LKYvRivgFAkiSMjY1h27Zt6OrqsiWTnNmGQpZlDA0NYWZmRjdBRsk6UxbglNkpvfTbiqLki8hOT0+jv78fiqLk19QUZhNcfR5OOa9KsGLW7dFXFDzwszgyNq3502CCiEyGofuNl7A0nq5aTAG5EIbGxsayPpvJZPDCCy/glltuKdp+9uxZPPnkk+vu+653vQvpdBqHDx/GX/7lX+qG/hFELSmVfAnIRQTY8eBWiJ1iymkJKNxoa8gzZT923ZNu+35ITFlEqYWz8/Pz6Ovrg8fjQVtbGw4dOmRbn8wavFVVxdjYGEZHR3HxxReXTJCh155lnikLw/yqRRRFNDY2Fj1AF66piUajRWGChcVj3YiZhmJinuPc95OYnjcW0lcNqqpgceo1LE68Cs5VBDq2mXLcaDSK7du3l/XZubk5KIpS5P0EcolTHnnkEd19tm/fjnvuuQcnT55EJpPBv/zLv+Dqq6/Go48+ive85z1V958gqkUv+dLqMUMTU3biFs+UVSLCbZ4pElP2Y7WYcts1qEFiymRKiailpSX09vbC6/Xi6NGj+Yx9dlKtoeCcY3p6GgMDA9iyZQsuv/zydcPV7AzzY5aVA7aGUmtqtDBBLZtgIpHA4uJiUVa4hoYGS8NBq8UsQ3H/Iyp+/vIyOLd/9jYRncLM8NPIppbz24JB3zp7lE8lnikNvVodpR4iOjs70dnZmf/7zJkzGBoawhe/+EUSU0TNKUy+pNlHvWu53sWU0QQUVuFGUeKk768SSEyVRvtN3XY9kpgyiVIiKhaLobe3F5xzdHZ25h+i4vG47Yaimmx+CwsL6OnpQWNjY9lhiXqGiTEOo2nM18XAjefEYbgwTDAUCiEajWLXrl1IJBKIxWKYnZ3FwMBAvhZS4TqsQCDgiAHILEPx0kgjws0RKHIGqpJ75f6fhVW/npJNYW7sBUTn+ta8FzZJTFWS9rW9vR2iKGJqaqpo+8zMzBpv1Xpcfvnl+Nd//deK+kkQZqKXwXa98aoWYsrONp24ZsqNOMHmVYrbxZSVk7mpVAqBQMCy41sFiakqKZXCNZFIoK+vD6lUCvv37y9Kmwy4Z9YtFouhp6cHoiji2LFjFS0KtNUzZaRor8PRridRFBGJRBCJRIreS6VSa1JvawVkNZEVDodtH7TNMhSc535XjzcAeAMF2zm4KudFlqJkoMoZcF7d/RSd7cPs2PNQ5bTu++GQ/Z4pn8+Hrq4unD9/Hh/84Afz28+fP48PfOADZbf58ssvlx1aSBBmsjr5Urlpzt1iI+sFN4o7t4b5ubXfgPWeqWg0WnHkhhMgMWUQPRElCAJSqRT6+/sRi8Wwb98+tLW1Ob+j8xoAACAASURBVCqEodw2k8kk+vr6kEwmceDAAUNpKnXFlGXP9e4cmNZjvQGXMYZgMIhgMFiU8rqwgOzo6Cji8TgAIBwOF4ksK2eWrJ51Y4yBiV4IohfA2+JelVOQlieQTUtQFRmC6IHXF86lQl+HTHIJM8NPIxmbXvdzDSFzksRUWkPj5ptvxrXXXotTp07hiiuuwL333ouJiQnceOONAIDrrrsOAHDfffcBAO666y7s3r0bR44cQSaTwf3334/vfe97+M53vmNK/wmiHFRVzdtIoPKCuySmiI1wsyhxa7+tFlNGwuCdAImpCiklojKZDAYGBrCwsIC9e/fi8OHDjgthKMdQaOexuLiIffv2ob293fBNb2cCCivrTNUKI7OEegVkVVXNZxOcm5vD4OAgZFlGIBAoKjpsVpigGWLKyASp4Amgse3Som2KIiMVn0EmsQRFTgFg8HiDEL0BqKqMhYkLWJx6DShjXVYkbE7oQaU1ND70oQ9hfn4et99+OyYnJ3H06FE8+OCD2LVrFwBgZGSk6POZTAa33HILxsfHEQwGceTIEfzoRz/Cr//6r5vSf4JYj1Ih75XiVBtZa9z6EG4FbvOk1QOyLFtSB1WDPFN1TqkUrrIsY3BwMJ8evLOzs6zBrhYu9fUMhZYQY3JyErt37y77PNbDVs+Uob46eyA2a9ZNEIR1wwQlScLU1BRSqVQ+pFATWKFQqOJZKDOKXqYygBneRlH0INy4A+HGHUXb08llDL/2PUgLQ2UfqzFijpiKx+NoaGioaJ+bbroJN910k+57jz76aNHfn/rUp/CpT33KaPcIwhBmiSgNElP24sYwP8Cd4tKN37MGhfnpQ2JqA/RSuGqVy0dGRjAxMYGdO3fizJkzFc3G12IA0MsexDnH+Pg4hoeHsWPHDpw+fdq0G0XPMIkOyubnhuHMquuknDDBsbExSJIEAAiFQkXJLny+0uuHzBBTiUxVu2+IP9gErsgV7dPYGDSlbTO+H4JwCmaLKA0SU0Q5uFFMuRkSU/qQmFoHvRSunHOMjY1hZGQEF110kaniw04455idnUV/fz9aW1tx6tQp09fRON8z5WxqEQ9eKkxQyyY4Pz+P4eFhZLNZ+P3+onVYwWAwP9FQbb+TaeuTZihKZYqtOVK9mHLzjCRBFFIq+ZJZiKKIdFo/GYxV1ELAEZsPNwtAO9ZMVbKm2CmQmNJBL4UrAExMTGBoaAhbt27F6dOnLY0btZKlpSX09PQgGAzisssuQzBozoz7arQH60KsE1P1m82v1giCkPdIaXDOkU6n89kEp6enkUwm8w8jsizD7/cjHA4bGniTFnumAECtUEy1NIVMa9sJvytBGKHUumGzcXqSpnrDrWF+bsTN37Mdnqm2tjbLjm8V7lQDFqGXwhVAvlBta2srTp48uW6IU6XY+cAsSRISiQT6+/tx6NChojU0VqBnmESLNI/biva6HcYYAoEAAoEA2tvb89tlWcZbb70FABgfH0c8HgfnHKFQqCjZxUb3UCpj/e+Zq1dVPi1N5ZcFKIVba2gQhF0iSqNWYiqbrWxcIIhKcMokaTVY2f9YLIZLL7104w86DBJT0I/5BoD5+Xn09fUhEongxIkTpj8EaTNBVt9YWrp2SZLydWvsQG+mSxQsmpFx+eCkhxsHXY/HA6/Xi61bt+Zd9VqYoCRJWFxcxMjISFGYoPYKhUL5801l7RBTFYb5mbBmKhqNWj6JQRBmoiVfymaztogoDVozZT9u9pi4BTcX7LUDWjPlQjjnSCaTmJubw5YtW/Ix34uLi+jt7UUgEMDx48cRCpkX3lOIZiysurG0TIOzs7O49NJLcfjwYTz11FOWtKWHbpgfpUYvG865Kwfd1caiVJhgJpNBLBaDJEmYnZ1FIpGAKIpoaGjA9PzFAKwJP9Xar9QzZYawjUajrowHJzYfmoianp5GKBRCIBCwdTwSRdF2YVMLMeWUSTMK87MHElPrQ2LKRRR6ojKZDEZHR7F161ZEo1H09vZCEATDYXDdw3GIkLH3ksYNB0hNTJmd+EHLNDg+Po6dO3fi9OnTRTevXYO3XvZAq8L8jKTRdrrZcKthK8dYMMbg9/vh9/vXhAnG43G8Nm2tsalUSAkm3S9uLUhIbB5WZ7CdmZlBR0eHZWtrSyGKYj5axC7sFlNGolOcILwI47hZTNnxTEIJKFyAXjif1+tFJpPByy+/DFmWsX//fkM/5OCUgn/8YRzj03EAgCovwC8msLWZ48AlQZw80opDlzYXDYRmhzFwzjE1NYWBgQFs27YNl19++ZokGXaFFmptrUmNbtWaqTo1MG48r2qMhcfjQVNTE/xB89Yl6lFpiJ9gUk5/CvMjnIxeBluPx1OTpAy18EzZHVqoiTcnPFyTZ8oenPJ7G8GOZ0cSUw6mVArXZDKJvr4+xONxdHZ2GsogMrWg4h9+GEf/aByFvg7BE0AWAYwtA2MXgP+8kIIqD8EnJLCliePAzgBagzL27DFn5m1ubg59fX1oampaN0mGZqDsuJnt9UwZObCzDYdTwj8qxYzrK2PxmqlKxZRo0oVLYX6EE9HLYKuNPR6Px3YPEbA51kyRgNl8uFlMWZ3JD8jZyObmZkvbsIK6FlOlsg+l02n09/djeXkZ+/btM5SKcUlS8Y8/TOL1gVjZg6HgCUBGAJMxYPINAAjjO88uwYtxtDeq2HexH12HW3BZZ2vZD2/RaBQ9PT3wer1lre+y01joJ6Cwrq16YzOLqbTFz26Vhvl5PeYYEArzI5yEXgbb1WMOiSnrIDG1+TCjDmOtkGXZ8pJAbs14W5diqpSIymazGBwcxNzcHPbs2YNDhw6BMYbe3t6yj51Icfzzj5N4/q2YKYOuIPqgwIfpODDdDTzRnYWqjMEDCW0RFZfu8KHrUDNOHG4reqBLJBLo7e1FJpPBgQMHyp7ttrOOhn6YH2XzK5fNLKYysrXnXWnBXrPE1PLyMlpbW005FkEYRS/kvdRY4/F4kEwm7eweAH37YTV2iyknZQ8kYWcPnHPLvTtWYbVnSrv+3Oi5qysxVSqFqyzLGB4extTUFHbt2rUmIUM5ZGWO+x9J4fGXY5aLEUH0QkULZhPAbB/wTJ8C9XtjyC69jns/+25MToxhaWkJ+/fvL1q8X9axbRy8V4f5RaNRLCzIALab3pahOlMcGBoaQiQSKav2EVEeZsy8Za32TMmViSmf1zzP1O7du005FkFUSiUiSqNWa6ZqMZFEninCahRFceUkKWBPmB/gzkijuhBTmoiSZTn/IKd5YEZHRzE2NoadO3fizJkzuiJKmwHTe49z4N8eS+PhZ6PIWv2EVwJpcQTzYy8ik1rGz5/w4V2XHcbBgwcNXXC1CPNLpVLo7e1FKpVCW8sJ9M5Z0pih3QKBwJraR5q4amhoQCAQqNmN7VbPFFD9zFLWYs9UpWF+gILBwcH8deH3+w39NhTmR9QCIyJKoxZZ9WpFLTxTThJTTupLveLWkieAPZ4ptz7z1IWYUlUVmUwmbyA45xgfH8fw8DC2bduG06dPrxvnqcWEr/ZMPPRcBt/7eQzJVGWz2GaRjM1gbux5pKTZ/LYDBw5jx44dho9pp7HgnGNpaQkvvvgi9u3bhy1btmDkSYsuOQM3IAewbdu2t//mHOl0GrFYDLFYDJOTk0ilUvB6vfmH6EgkUlRc1krcPLBUS9biifBKE1BEGkIIh8NYXl7G+Pg40uk0vF5vvn6Wdl1sZCQpAQVRCzKZTFGGvkqo1ZqpWmD3Oq1ahDKWYrPaGruhBBSlicfjCIfDlh3fSupCTAFvDwRTU1MYHBxEe3s7Tp06VVYNp9ViqntMxT3fk7C4HLe0z6VIJ5cwP/Yi4kuja96TEtUJOzvSzWpidmBgAF6vF5dffnl+8PBYlYDCUDa/VcdgDIFAAIFAAFu2bMlv14rLxmIxzM3N5YvLFgqscDhs+gC5mWcJs4rVa6Yq80yFQwF0dHSgo6Mjvy2TyUCSJEiShOHhYSQSCQDICyzt2iicyCHPFFELtGgNI2wmMeWWMD+rhM9mtjl2QWKqNG4uHVIXYooxhtnZWfT396O5uRldXV3w+/1l7796Nur1ES9kcQvCza1Q5TQUJZP7V86Ac+tmrbKZOBbGX0F0rg+l0nZL8XRVbVhtLObm5tDb24vW1lYcP34cQ0NDRQOHZfehhbNqPp8PbW1tRRkfZVlGLBaDJEkYHR1FPB4HYwzhcLgoTLDagWezzhbKDvNMhXTqXvl8PrS2thYllFAUBYlEArFYDLOzsxgcHIQsy5iZmcHjjz+O+fl5SJK0qb2OhP1Uk3iolmJqvRB8q9qzU1A4LQEFYT0kpkoTjUZdO9lYF2IqnU5jZmYGl112maEq7auNRcivZRQRIfhC8ODtdOOqqpgusBQ5g8XJC1iafnPDY8UT1YspK8IYJElCd3c3RFHEO97xDoRCISQSiTWGySNaY6gMJaCoAo/Hg5aWFrS0tOS3KYqCeDyeDxGUJAmqquYFluapKMdbCmzuMD/ZYs9UpWIqXGYRYc1jWTi7phXTXlpawi9+8QvcdtttGB8fR0tLC771rW8VhZqu5ty5c7jzzjsxOTmJI0eO4K677sK73/3uDfvxi1/8AldddRUOHjyI1157ray+E4QetUpAAbw90WmnmLITSkCx+XC7mLIyUZebIzfqQkwFAgEcPXrU8P6rxVTDOinuyxFYciYKsI0fmFVVwfLMW1iYeLXshzszxJSZM2HpdBp9fX2QJAmdnZ1Fxdb0DIVVYX5OSI0uiiIaGxuLBgNVVfOeivn5eQwNDUGWZQSDwby40jIJrjbkm1tMWXv8ShNQNITL93SvhjGG7du343d+53fw93//9/jBD34AURSxsLCwruH49re/jU984hM4d+4crrzySpw7dw7XXHMN3njjDVxyySUl91tcXMR1112Hq6++GuPj44b7TRBAbb0nmpgqdwLKbRhNQGGFbXCbsHNTXwtxu5giz5Q+dSGmqh1U1oipCp1bawXWVmRSUSRjM8hmJICrED0BeHy59zlXEZsfwPz4y5Azla3Lile5Zsosw6goCoaGhjA1NYW9e/fi8OHDa34HvbZMKtezBqeKDkEQ8utnNDjnSCaTkCQJy8vLGBsbQyaTgc/nKwoRdEr4RyWYZeAUi09dqTA1ekO4+iKCnPOiTE4b1Zv60pe+hOuvvx433HADAODuu+/GQw89hHvuuQd33HFHyf1+7/d+Dx/5yEfAOce//du/Vd1vwv04dXzciFoU7rUTIwkojCQRqUfcLKasLnxrFXaIqcIJeTfhzl9Uh2pmVVaLqcZQ9U9yvkAjfIFiha0JrPHunyAVny2x5/okqswsWK2Y4pxjcnISg4OD2LFjR8l080AJz5Rl96F7jAtjDKFQCKFQKJ/QgHNelOhienoaS0tLWF5eRktLS0UZ42qJWTOmVoupSsP8mhqMe6ZWU873k8lk8MILL+CWW24p2n727Fk8+eSTJfc7d+4cpqam8MADD+C2226ruq8EUUs2g5hyqyhwAm4UlW73TFkpBGOxGCWgcDOiKCKbfTvsJ1L5squy0ATWyBv/YfgY1aZpryab3+LiIrq7u9HU1ISTJ09uGDurJ9xEq7L5MXcOThqMMfj9fvj9/nwh5u7ubrS3t4MxVpQxjjG2JpOgUyqqm1GwFwBU7qw1U40mDAqVCM25uTkoioKtW7cWbd+6dSseeeQR3X0uXLiAz33uc3j66acdcz0QzsCMe7IWYcf1LqacloDCTcLOrWHwZtnIWiDLsqW2ZXl5uarSP7WExBRynqlkMpn/uym0zodNQBR9qLRkqEYyZXTPHIIgVJyZKR6Po6enBwBw7NixsusA6A3OXhdm86sVnHN4vV40NjYWhYTJspxPdDE+Po54PA7O+ZpEF7UIJTCrIKHVzxeVrplqaqx+UEgkEgiFKjtOuevo0uk0PvzhD+OLX/wi9uzZU1U/CWI12iSc3SK93sWU2wSMk3CzmHKzZ8rKMUCSJFozVWvMDPPzeYFcanJrblRBNL6YtlrPVCUzYZlMBv39/VheXsaBAwc2XOOxGt0wP8uuOPcNqhtR6nr2eDxoamoqKv6qqmpeYM3OzmJgYACKoiAUCq1JdGElZhkK1eLni0rXTDU3Vu+ZqqSGRnt7O0RRxNTUVNH2mZmZNd4qAJicnMQbb7yBj370o/joRz8KIPdbcM7h8Xjw4IMP4uzZs1WfA7E5EUXR8lnpUu3a7bmxMx270QQUhHsxa8KxFlgtpmKxmGuL2teNmKoGvToaDKUqPVVPNWIqla6u3kc5qdFVVcXIyAjGx8exZ88eHDx40NAMkP6aKYtSo7twhqocyj0vQRB0U3JrmQQXFxcxMjKCbDaLQCBQJLD8fr9p359ZDyFWP19UGubX2lx9VfZoNFq2ofD5fOjq6sL58+fxwQ9+ML/9/Pnz+MAHPrDm8xdddBEuXLhQtO3cuXM4f/48/v3f/x27d++uqu+EuzErSVMl9RvNQBNxdqJNONrxwGskAYVVuM1LRp4p+7EjAQWJKRejN2AzZt0DnSAa9w6k0tWH+ZUavDnnmJ6exsDAALZu3YrTp09XdePoDXRei8RUvYb5VWMstCLChWGZnHOkUilIkoRYLIaJiQmk02l4vd6iTIKhUMhQ2+4RU5XdRy0mxP5Wurj25ptvxrXXXotTp07hiiuuwL333ouJiQnceOONAIDrrrsOAHDffffB6/WuKQ/R0dEBv99fVdkIggBqV7i3Fp4pO9cxuU3AOAkSU/ZjtVeN6kw5gGpuKr2ihKIAqBaFalfjmcpkqvdM6RmKpaUldHd3IxwOo6ury7IZSK9FV5zdRXvtwKpaIsFgEMFgEFu2bMlvL8wkODs7i0QikS9AW5joYqOB1DQxVfUR1qdSz5TXhDSUy8vLFc26fehDH8L8/Dxuv/12TE5O4ujRo3jwwQexa9cuAMDIyEjVfSKIcqilmCpMDmUHdoopSkBhHBJT9Qd5plyOnqEQBSBrmZgy7pkyW0wlk0n09PRAlmUcPnzY8rSUlqVGd3k2Pz3sNGw+nw9tbW1oa2vLb5NlGbFYDJIkYXR0FPF4PO/tKvRiFXov3WIoKhFTZtlrI/HgN910E2666Sbd9x599NF197311ltx6623VtQeUZ9U+9BZq0QQoigina6uUH2lkGeKsBK32MhaQGumHEA1xkLPUHhEwHDKvQ2oyjNVpcLTwiay2SwGBgawsLCA/fv359NxW41V2fzcOENVDrU8L4/Hg5aWFrS0tOS3KYqST3QxOTkJSZLAOUcoFDJNiOfmC6w9b6UCMWWW4askAQVBmI2ZSZrsohYizs42GWN1na3QSsgzVX9kMhkEAoFad8MQdSOmqkHvhswlSnBeNr9MtjqDxhhDLBbDs88+i127duHAgQO2DkhWhfnVazY/pxkLURTR2NhYFNesqmo+0cXs7CxisRiWl5cRDAbXJLooh6TFE9GqKle0KEs0UUxt27bNlGMRhJ1sJjFld5ifUzxTbvOSOdE+loNbxZTV94Sbrj09SEyVwGfhN1NNmF9WNmZYOOeYnZ1FT08POOc4c+ZMTeoQkWeqfNxiLARBQENDAxoaGuDxeBCJRLB7924kk0lIkoTl5WWMjY0hk8nA7/cXCaxAILDmHBMZaw2NWmFadI/HnP5IkkSeKcKVrK7FaBf1LqbcJmCchFvs42rcLKbsKI3gxt8UqCMxZfYP4DPuPNoQsQrPlCxXPshHo1F0d3fD7/fj2LFj6O3trYmQAqhob6W4bWDRqrszxhAKhRAKhdDR0QEgZ/wKE11MTU0hlUrlBZgmshLJBmv7WGEmP69JF200GkVzc7MpxyKISqk2zK9Wa6bqWUw5KQEFYQ+ajXQbiqJY+tyoKIorRaZG3YipalldqM9voZiqxjMlK+UPvKlUCr29vUilUujs7ERjYyOy2WxNB2/K5lc+bpyxXG/2ijEGv98Pv99ftEYvm83mE10MDw+jZ9IP4J2W9bGS9VIA4DMpa4qb074Sm5tahfmVUxfRijY3o2fKSX0pB7d6ptxatNfqot2SJKGhwdqJVCupGzFlVlFCn88HRVGgZjMArAnJqWbNlFKGmJJlGYODg5idncW+ffuwZcuW/PdT65kwp2Xzc/KA7OS+lcLIrJvX60VraytaW1sBAGm/B48PW9G7HJWmRff7zRkmo9EoiSmiZlSbpInWTJmPk4r2ug032kfAfdEmGlYX7F1eXnaEfXzqqacgiiJCoRB8Pl/+5fV60dHR0QJABqAAUFf+Bec8Wzdiqlo8Hg+y2SxmZmYwPDwMv7fLsraqElPrDLycc4yPj2N4eBgXX3wxTp8+vWYGpBZiqnDQy/1jfnIPowOUqnKIojMHNzcaCzNm3VJZa8+50jC/gElu6lgs5ogwP6PGopZ9JmrLZkpAYWeblIDCOG7qayFu7bfVYsopkRu//du/jbGxMfh8Pvj9fgSDQYRCIYTDYQD4DwAxANGV1zKABcbYP5KYQu7izmazeOmll7BlyxacOnUKY08F8NakNe1VI6ZUVf9GnJubQ29vL1pbW3Hq1Cl4vfpt2P1wrg3QThUFClchwpkudzcOuqqqVh1XnarMcVQxlSagMEtMOaUgYYXGIgpgnjH2D5zzuRp2m6ghm0lMbdYwPzfi1OeKemSziKmRkRE8/PDDCAaDWFxcxMLCAubn57G4uIhXX331FQCtAJoBXAKgAcARAP9RN2LK6E21uLiI3t5epNNp7N+/P5+6OFReFmdDVLNmarWYkiQJ3d3dEEUR73jHOxAKhartnqmsNhY5g2z8/NdvTAB4ZUZQlVXHBLs+8bqC7/xsGXFpAW0RBRGvDMW7iMsOt8FrQxYdMzAjU5H1nqnKxFQoaM71mk6nEQwGTTlWNRg0Fj8AQGLKxVTz4FkrMVWLh2U3pEYnEeHOyA03sxnC/GRZxvvf/35cffXVus8xt9122x+u3sYYmwQQdchjpDlUMssjSRJ6e3vBOcfhw4cxMTFRdKGEA9bNFlXjmdLOL51Oo6+vD5IkobOz0xHhQ3pohkkQBExMTGBoaAjAr1jSFgNDpb/ac88/j3AokE/V3djYiGAwaOsgPbOk4tz30xifSeQ2iC2YTQCzaMc/PASoP5qFyCW0NijYs92Dyw404Z2HWuCzLDWiccwQU2nZ6oK9lUWsmSGmnDL7rBmL9773vbrX+DrGImZH/whn4qRwNKsRBAHZrD1RrU5aM+U2LxmJKXuxwzNV68gNj8eDb3zjG/l7QTvnt5epMBGAF7nwdwVAAMBdAObqSkyVQyqVQl9fH+LxOA4cOICWlhYAa2fewhYWYa7GMwUA/f39mJqawt69e3H48GFHDyiMMSwtLaG/vx9NTU04deoU/vVVVCx6ymys4gOf6OqCV2T5dN2zs7NIJpP5dN3aKxQKmf49KyrH/Y/IeOJVCXwdj5ogesHRgvkUMD8IPD8IqA/OQeQSmsNZ7N7mwfEDjXjXoVYETEqWYBQzxFTG4ueYSj1TYZM8U0DtZ5Q1YwGgYmNRmx4TZlHra88tuMEzReRw2zXtZgFodWp0J3imABRlFPR4PPnSQq2treCca3ZRIwHgC4BjApysR5ZlDAwMYG5uDnv37sWRI0eKLurVYioSdKZnCsiF+p05c8bx6TVTqRQkScLg4CCOHj369kXKYImaYqxyz5SqcviCfrS1taGtrS2/XUvXHY1GLRFYz3eruO8ncSQNLhASRA84mrGYBhaHgZeGga89vACmSmgOZXBJhwfH9kfwrsOtaAhZmOd/FaaIKYs9U5WKqbi0hOeeew6hUCj/2zc0NJRcl6jbpoNqixg1FgSxGXBDNj8rHsrd6JlyG24WU7Isw++3bv2LJEnYvXu3ZcevlHQ6ja9+9au4++67oaoqmpub8cwzz3wDwDc45w9qn2OMMc45rysxpTcYqKqKkZERjI+P45JLLtHNcAfkFrpmMm8/ZDWGnCumWtu3O1pIKYqCwcFBzMzMIBAI4NixY0VrRSzSUjCUIbDEgLw6XTfwtsCKxWKYm5tDIpGAKIpFIYIbCayFqIpzP8hgeDJeeV83gAkiIDRhKQMsjQGvjgH3/3QRUCQ0BTPY2eHB0b1hnDrWhsawNevWzBFTJnWmBJVm8zuwbze6urqQSCTy3svBwUHIsoxgMJgvNhyJREoaG0mSEIlYU2rBKJUaixp2lXAItXoYtLNdO2tbuU3AOAk3ChMz7GOt2CwJKLTr6s0338TnP/95/Nqv/RquueYaDA0N4ZlnnmkE8AXG2MWc839Y+TwH6tgzxTnH5OQkBgcHsW3bNlx++eXruig9Hg+SyWT+70YL8ziIVYb5xeIptLWEDe9vVYY9zjmmp6fR39+Piy66CKdPn8Yrr7yyxlgwCz1TlVIiOaIuGwmswcHBNQIrEomsZElj+NbPsnjsJcnWGHlNYEVl4PUJ4Lk3J3D/d36Br935QUvaM8NYZC1fM1WZZ6oxEoAgCGhoaEBDQwO2b98OIHe9J5NJSJKE5eVljI2NIZPJwO/3FwmsQCDgmBAGwLixINxNteO9KIrrFuW2Ci2jn5UhRqvbozA/5+NWMeW2PmtYfQ86pQ6jdl319/cjEAjgn//5n/Nj3mc+85n3M8Y+BeBTjLEezvmj2n51Kaa0NOHNzc04efIkfL6NxcvaMD/AinpIQPWeqZiU3PhD67W/EsZgplGMRqN46623EA6Hi75zW+taGSjcWyrVfLmUEliSJCEWi2FoaAhvjnnx856tSKXtTfFbiJxNYm7kOcQWBrG9w7pFnmYYi6zVnqkKU6M3RfRnVhhjCIVCCIVC6OjoAJAbiDOZTF5gT01N4W//9m/R19cHALj//vtx4sQJdHZ2rnv/nTt3DnfeeScmJydx5MgR3HXXXXj3u9+t+9nHHnsMn/nMZ9Dd3Y1EIoFdu3bh93//93HLLbfofr4CY9HNXwvV3gAAIABJREFUOX+s3O+JqG+0wr31LqbcEOYHmC8m3OYlc1NfNcgzVRonJKAoRFEU7NixA+l0GqFQCIlEAqFQCJzz/4cxthvAjQAeZYyJnHOlrsRUNBrFm2++CZ/PV3Ga8NViyurJA0H0VhxupBGLp6treyWMwYwbI51Oo7e3F4lEAgcPHlwzs6A3QFv13TIDwpdb4CLzer1oaWmB4G3GN59Io38sjuJlKPbBOUd0tgdzYy/krzcrixSbUbQ3qziraG9LU/njCGMMfr8ffr8f7e3tAICvf/3reOihh3DfffdhcnISt912Gy699FL89V//te4xvv3tb+MTn/gEzp07hyuvvBLnzp3DNddcgzfeeAOXXHLJms83NDTgj//4j3Hs2DGEQiE88cQT+IM/+AOEQiHcdNNNJftahrH4GIDHNGNR9pdA1CWajbRy3YQedteacnoCCsaY64SPVbjNy0NiqjROqcOo/T6/+qu/iu985zv4+Mc/jq9+9aur9QTH284oAUB9ialMJoPOzk5DrkJt1q0QxkouqakaQfQZFlPxRKq6tk0wFqqqYnh4GBMTE9i7dy+2bt2qO7DptWXZ8GdgYOVVeqZK8YvXGb71iIRMpjrhWw3pxAJmhp9GSpot2i5aOJibYSxki5+bKk1A0dJUfW0oxhgOHjyIP/3TP93ws1/60pdw/fXX44YbbgAA3H333XjooYdwzz334I477ljz+a6uLnR1deX/3rNnD7773e/i8ccf1xVTq43FH/3RH+ErX/mK3uRTkbEo5zwJ51Ltg+dmKdzrFs/UZseNYX5mTDbWis3mmWpvb8ef/Mmf4C/+4i9w9uxZvPe978WnP/3p3wSwF0A7gH8CAM55FsgZybqho6PDcMylx+NZM2ALFt6n1YT6xRPGMsDl267CWHDOMTMzg6effhqqquL06dPYtm1byUHNVs+UkTVTFomp10YC8DdsR0PLJQhGtsEfaoHHF4YgWD9/oSpZzI0+j5HXf7hGSAGAKDpcTKnOWjPV2mx8faJGuYtrM5kMXnjhBZw9e7Zo+9mzZ/Hkk0+W1dZLL72EJ598Er/8y7+87uc0YzE0NISzZ8/iC1/4Ahhjv8kY+xMAbVhlLAj348bCvXauYQLsF1NO8TA5qS/l4EYxRZ6p0jglAUUhp0+fxpe//GUcPnwYP/nJTwDg8wD+FjlBFWSMHWOMbWeM2RSE7AL0DIUoAIpFY2o1YkpKVB/mZ8RYxGIxdHd3w+fz4cSJEwgENi7GZaeYMuLzssp0aKfMmACPNwB4AwXvqVDkDFQlnftXzkBVzXlejS+NYmb4GciZ0tkCPU4XUw7zTAUD1Wc+LDeEYW5uDoqiYOvWrUXbt27dikceeWTdfS+++GLMzs5ClmV89rOfxY033rhhe5qx+OpXv4rz588DOWNxHMCLWDEWyNWYmuWc2/8kTTgGuz1Ehe3aKeLsDvMjz5Qx3CT8NNwupqzsu6IoFZUbsYvjx4/jrrvuQk9PDzo7O28DcADAVQD+J4BlAEsA/oLE1Ap6hsLCZ86qCvcmqvRMVTrTl8lk0NfXh1gshs7OTjQ3N5e9r26Yn1ViypBnyn5Dtp7AEtUo5mbGIHq88PjCYGUm1chm4pgbeRbS4siGn3W6Z8qqCQwNVS5fuJp1qcZiMezcubP8dlddy+XMwj7++OOQJAlPP/00Pv3pT2PPnj249tprN2yrhLF4D3LGYgk5g/EXyK2fojTpm5TN4pmysz0neYOc1JdyIc+UvVj1fTv5utNs74EDB8A5/87K5jsYY80A3gngfweQrisxVc0PrbevVwSqy5tXmmo8U0YLvebbLnM2TFVVjI6OYmxsDHv27MGhQ4cq/o71BmirwifLFR6FWHUPV2qK8wILAWzZmcsMJ2eTSMamkUlFwRUZgo7A4lzF0sxbmB97CVwt70HHSjEFVD/gWi6mKvBMMZMu1nI9U+3t7RBFEVNTU0XbZ2Zm1nirVrNnzx4AwLFjxzA9PY1bb711jZgaHh5GU1MTmpubwTkH5zyfKU3HWLQAOAHgvwGo3eI/wjSqeWDeTGum7KwzRRiDwvzqCyf8noODg2hra0NjY2PRMzLnHKqqwptznTEAKud8CcDPVl71tWbKbLwe69RyNbWmEqnqQsLKMRZzc3N4+umnkclkcPnll2PHjh2GLnS9BbbWrUUzEOZnlZoy4bAebxCR1t1o23Ec7TtPoHX7MYQaczWOMqkoEtFJjL7xI8yNPFe2kAKAZCKON998E+Pj44hGozUJ3VkPxUFrpswSnuXGg/t8PnR1dWkhd3nOnz+PX/qlXyq7PVVVkU6v1T8f/vCH88dmjEEQBHi9Xt17m3O+iNy8wO2c86dXtjl3CpGwlFqJKTvFjdYehd45Hyc8fFeKm8WUld91Npu1rfTBerz//e/HM888AyA3DhS+PB4POOdZznlGC3lnjP1XxtilQJ3VmTL7x/ZZ+O041TMVj8fR3d0NQRDwzne+E8FgdZnM9FK/boYEFFY9cWoCCwCWZrqRTixUfIzm5ibs2LEDsVgM4+PjkCQJAIoKzTY0NNheT0bDop/k7eNXkEXTrPVllSyuvfnmm3Httdfi1KlTuOKKK3DvvfdiYmIivwbquuuuAwDcd999AHLZ/vbs2YPOzk4AwM9//nN88Ytf1M3kt7CwgG9+85uYmZmBIAj5OlmhUAjBYBBXX331GeQc8jKAHgDfAvA5APdU9w0QTqDaBBS1mHixu123PaCbhdvC/NzUVw23iimrv2unJJ9YXFzE1772NXR3d0MUxfXsYxZAP4CvA/jvAAbqSkxVi+ZF0S52n4Vr4aoRU6l09Z6p1WJKlmX09/djYWEBnZ2dRUVoq8HOMD9Da6Ysy0Bh0XGL2jA2e+r1imhqaioKO1MUBfF4HLFYDBMTE4jH4+Cc10RgWTkpzLlakRfP6zHnfKPRaNlrDT/0oQ9hfn4et99+OyYnJ3H06FE8+OCD2LVrFwBgZKR4XZyiKPj0pz+NoaEheDwe7N27F3/zN3+jm4Di8OHD6OnpwejoKBRFyc/uCoKg/bZfQk5IycitlWoFMFzFqRN1Qi09U9ksJZQsxG3CxyrcJnzdKqaszuS3vLzsCDF19OhRXLhwAW+99RZUVc3fY4wx7fzvQk5IafYxBGAKqDPPVLVoxsLny4XgBXzWDVbVJKBIpaszaIViinOO8fFxDA8PY9euXThw4ICpA5R+AgoOK6pNGSnaa1SQbHhYS466qg2DfffoDIqiKKKxsRGNjY246KKLAOQGfkmSEIvFMDk5CUmSwDlHOBxGY2OjZQLLymeESmu7eb3mnFulM2833XRTyYK7jz76aNHfn/zkJ/HJT36yrON+4xvfQCwWQzwez4vn5eVlxGIxJJNJXH/99fcDaATQgJyh+BcAfWV3nKhb7M6qp+HxeJBIJGxvl3A2bg3zc1ufgc1TY+q73/0uJElCPB7PP/tks1kkk0lEo1F8+MMf/kcAkZVXC3KeqWGgzsSUWUUJ82LKoZ6ptEmeqYWFBXR3d6O1tRWXX365JTGrup4pqyZmHOSZsmPS0LCY8pT3AwiCkBdYGusJrEgkAlmWqx54rfzuFLmyEFm/SbG+TqnuroUslOIjH/nI39nYHcJm3Fhnyu41U5sVt3m73CqmahU+Xw12eKYikYhlxy+XcDiMcLi4rqQkSUgkEpou+CaANOd8zYBUV2IKqG5AWJ01KOhQz1Q6U51BUxQFExMTCAQCOH78+JqLx0zsTEBhJJufVWum7MComPJVEbpWSmDF43FEo1HIsoyXXnqpSGBpHqxyxbqVv0ilNabMElOFkzROYnh4GA888ADS6TRuvPFGtLe3CwD2A5hBLowB3OiFRtQVmyWbH+EO3CimOOcU5qeDU9ZMaXDO8dhjj+HP//zPMTExgVAopNVVPQ8gwRhb5pz/H4wxQbOPdSemqmG1sQj6rWurGs9UNmvMsMiyjMHBQUxMTKC9vR1Hjhwx3Idy0UtA4ahsfhY9utsywWc0xbFJoWsagiAgEokgHA5jcnIS73rXu/ICKxaLYXp6Gn19feCcIxQKFYUI2p3Bp9Iwv4AJ7mmnzvY+9thj+NjHPobt27fj8ccf1xJbcORSoUc555R0os5wo2eKxJQ9uM0zBbhvzZTVhW+tYrOE+WlIkoSbb74ZHR0d+N3f/V0kk0ksLS3hpZdeegpAG1YeNgsnGklMFbDaWIQDVnqmjD+kZbKVGTTOOSYnJzE4OIiLL74Y+/fv102bbAWMsTWG0ElhfnwTeqbMSqqwmsLFtZrAKnTdrxZY/f39UBSlyIMVDEVgxXq6fB8q9EyFAuZ5k5xk+GOxGG699Vb8xm/8Bn7rt34L73vf+wozd84C+ANQBj+iAL2JMTuolZhyo+djM+HG34c8U/pEo1FHeaZmZmbQ29uLn/zkJ2hvb89v/6u/+qtbSu1Td2LKzKKE4TrwTC0vL+Ott95CJBLByZMn4fP5MD09bZtxstMzZWRgVSxKHefkBBR2iCk9SgmsRCKBaDSKmZkZzC6OArjCkv4BBsRUsHoxJcuyI2poFDIzM4NXXnkFP/3pTzE9PQ2PxwO/3w/OOf//2XvzKLnu8sz/c+vWvvW+aG3trW7JlrW0JO9LiI0NGIghJBMEDsSx48xvbIxhzEDIGeKBmXjBwVj4QDIBHQw2YGJCABHDgI13eZGtpRf1vu/dta/33t8f5Vvq6q7uru1WV5fqOaeP3aWqurer7v2+3+d9n/d5BUHoA9YBzJUxlFDCSmAlyJTaV7wa+1suFKxGMlVy80sOj8fDmjVrNHv/dKHT6Th06FBcxZUKCivCrzDmkyl7diOWlkQ2Q3sj0eUDSzAYpKOjg1AoRHNzc8IGNp9DCfNqQJHR0F4NTgNQlDws8hmevMGgzReQSaDQ6XTY7XbsdjsA5TMCnNHi7GJIZ2AvgN2afUbF7XYXRHMtnN+AeL1e7HY7Op2O0dFRDAaDqgkHWENslgZoWSYsIe9YbZtPuDDIVCEQg9Uo81ttKJGp5Ci0ytTmzZv58pe/zCOPPMJ73/te1q1bh8ViYf/+/c3ErNFdiqKMz31NiUzNgV6vT5C/KVEXkBorTRfZVKai0uJESJIkent7GRsbY9u2bdTU1CxYpPNNpuYfK0dzUJMeK11ckDI/gza3fS4CRSCi7YZCjqbXM2XPQXm6kAKFeo9UVVXR2NjIV77yFa699lrKysowGAwIgnApcCvwi3dfsnpvkBI0Qb43/itJpvJ5rFIVLD0UAgFNFyUylRyFZkARDAZ57rnn+O53v8szzzzD5s2b1b//KGAGfg38fVEbUGRzc6mLts/no729HXfQjHZkKvPKlBRduMgrihLvQ1m7di2HDx9e9KbNd6CYn+2KDU3VwtksAzc/jTJxhWyNno2b31LIRaAIatzKl67Mz2EzL/+kZeDxeAqmMqVi/fr13HfffXzhC1/gO9/5DsPDw3zkIx8B+BdgAHgISk5+JSRCFMW8b/xXolcrnwQuk4qQFiRitVWmSmQqf4hGo0uO1MgWhWJAoX4/v/71r/nXf/1XvvSlL3HgwAEmJydxu92cOHHiN8B6YjEyAUVHprLF2NgYk5OT7NixA5ujkp+8rc1xsqlMze/z8Xg8tLW1YbFYOHDgACbT0tl0NSDmA3MX6HA4HJMeBrehBZnKZGE9c+YMcmgq7jDncDgwGDQcMJZDZF6ZKlwyFYhoG2jSdfNzOLInUy6XqyACxXxcddVVPPjgg/zud79jYGCAsbExgCeBbyqKMl3qlyo+5GoWY7FXUVY64VjC8iiRqfwhHzK/QoiR6n146tQpNmzYwFe+8pWEf7/77rvvV/9fEAShqN38Mrm5ZFmmr6+PgYEBzGYzLS0tc95HQYu2gVyQqXA4zLlz5/D5fDQ2NqZ8MeY7UEiSRF9fH4ODg2zdupWyMjtjXg0OlsF3v3NnE1sbKnG73UxNTdHb20s0Go07zKkkK92FJC+hMdPKVAGTqWB6haO0kW5lqsyRfeNkoUkYVBgMBq666iquuuoqQqGQmoT5iiAIfy4IwrSiKL9e6XMsIffIdhZjNBpdNmG32rHSUvgSlsdqJKCyLK86Agj5kfmVl5dr9v6pQt2/7N69m4GBASYnJxc1oFDmXYBFR6bSwVxpXH19PZdccgnd3d15udizkfnJskJvby9DQ0Ns2bKF5ubmtM45nxPlvV4vIyMjrF+/nkOHDqHX67XrmcqQ9FqtVqxWK/X19UDsukg2I8lmsyXMSFpqcSlkmV8h90yFNO6ZSteAosKZPZkqlKybij/84Q88+uijTE5OcsMNN3DPPfdgMBj49re/ze233/4McDXwj8CvBUEQk017L+HCxErNmso3VtqkaSVQKOeRDlYbMVmtvXFakynVEKlQUF5ezttvv82nP/1p/vRP/5TKykqsVivXXHPNAUACehRFmZ37mguWTM3OztLe3o7dbo9L44LB4MKZSAJo4VGQTWVKlhWi0SiHDx/O6ALPR6BQ3QT9fj9VVVXs2LEj/m9akalMKlNyki9XEIS4w5xq16nOSHK73QwPD+P1euPPUytYNpstryX8TMmUyajNbZ8L2UVI88pUejK/wb4u9IorLgF1OBwYjeklQgqhMqV+N8899xyf+cxnkCSJQCDAl7/85fiohBdffBHAAxwB/t+7rysRqRLiWEkylU9Z10oYUKSL1ShzyyVW499fqkwlR6GQTPU8XnzxRbq6uujr66O9vR2Hw6Hu7R4iZqRwL/CrC9qAwu/309HRgSRJ7Nq1K4ENJwsUOh3IGmwnsqlMAWzbti3zY2sYKFTJ5MjICNu2bcNkMjEwkNirV1Bufilm4ubOSFq3bh0QW2C8Xi8ej4eBgQF8Pl/8eZHILkDjxSHDLGIhy/xCUa3d/NJja1deeQijPkaIZmZm6O/vJxKJYDab49eD0+lckmB5PB5qa2uzPfWsoG48nnrqKbZv384//MM/YDKZuPnmm/ne977H3XffzbFjx2hubj6yoidagubIVua3EgN01b6iYiRThVQRKpTzSAWrkUyVhvYuRCF9j+rfeOTIEa6//noikQjT09O43W48Hg+vvfbaM8QMKAbffUn8hik6MrUYIpEI3d3dTE9Ps3379qQ6yGSBQtRBCmOd0oZOJ8YqKRkuXtlcgFoFisnJSTo6Oqirq+PQoUOIoojb7V6wQGtWmcqzm58oipSVlSVIuKLRKB6PRzOXwLnI2M3vApb5ZdIzJQgCVquVuro6IHbvBYNBPB4Ps7OzDAwMLCBYDocj3ldSCDI/9R48ffo073vf++KV4vr6evbs2cPf/d3fASAIggmQFUVJr4RXwgWBlapMqb1a6VaFM8WFaEBRKBvaYkbJgGJxFNL1t3HjRjZu3Ljg8dtvv/3rc3+f2zdVdGRq/hciyzIDAwMMDg7S0NDAjh07Fv3Skj2uFyGk0bZCJxqRo5l5QfsDYWwZDhTNdaAIBAK0tbUBsHfvXiyW830myY4litoEjswqU7k9B71eT0VFBQaD9kFfyfA71Erml4tAEda4MpVuz1Sya0oQBCwWCxaLJV5xmkuwXC5XvHn1oYcewmw2U11dzf79+1m7du2yxzx69CgPPPAAIyMj7Nq1i0ceeYQrr7wy6XN/+tOf8vjjj/PWW28RDAZpbm7mi1/8IjfffHPS509OTrJp06b47z6fj/e+973x3xVF0dicvoSVRjablpUkU/k0aci3NXrJgCJ9FFJFI1WsxnMGbcnUHPOjFYO6d/nyl7/M4OAgFRUVmM1m7HY7NpsNm82G3W7nz/7sz24CosALiqL4575H0ZEpFYqiMDExQWdnJzU1NXHzg3RhELVx8wMQRUPGZMrjDWZFpnKRCZs7IHjHjh1Jq33JJAzaVaa0k/ml/8bavG3iITIkU6ZCJlM5OplFkE7PlE6X+vWUjGDJskxDQwNf+tKX6Orq4lOf+hTDw8M8+eSTNDc3J32fp556irvuuoujR49yxRVXcPToUW688UbOnj2bNFP23HPPcd1113H//fdTWVnJE088wYc//GF+//vfJxAwNYDLsszRo0d58803qaqq4uzZs/zqV79ClmUsFgsf+chHbiA24f1lRVECKX8AJVwQ0Ov1BAL5vyzUylS+cCHK/ArlPFLFaiUmqxVafdYul2vF5zCqf9vExAT9/f0MDQ0RDoeJRqNIkoQkSep68GViPVPXAsVPptxuN+3t7ZjNZvbt24fZnPmsGI0UUUB2fVNub5D62pWTDo2Pj3Pu3LllBwQnW6D1BdQzpdnQXk3edf5BCq8ylUnCYi4iWvdMpVGZSodMJX+9jh07dqDT6fjiF7/I5s2bl92sPPzww9x6663cdtttADz66KMcP36cb33rW3zta19b8Px/+qd/Svj97//+7/nFL37BM888k5RMXXXVVXR1dXHy5EnC4TCbN2+mra2Njo4ONVj8T84HiwWDCUu4sHGhVKYK3YCiRCJWJ5labeebDxSCQZP6vTzwwAMEAgGCwSCBQIBAIIDf74//3HzzzQ8DlcDk/PcoOjIlyzLd3d00NjZm9AWpJXeVHGiUxAeyc/TzeIM5PJPU4fP5aGtrw2AwsH///mWJarJAoZlkuABkflq/b8IxMgz2RqM2Q4lzUpnSWFmTDpnS56iE6na742vRUsE0HA7zxhtvcO+99yY8fv311/PSSy+lfDyPx0NFRUXCY+pxv/71r+P3++PBIhQK4fP58Pl8ywaLEooD2cr8VsKAIt/GF/kcH7LaKkIlZI7S97wQhdBTrEJ1cV4MiqL8aLF/KzoyJYoie/fuzfiiVTNvaqOrScPWl2wqU15/flsbotEo3d3dTE1NsXPnzgWbtcWQtDKlWR9jBmRKC9/7PCFTAwpzAcv8tK5MSdHUZX76HF2oXq83pcTO5OQkkiTFjS5U1NXV8Zvf/CalYz322GMMDg5y5EhyUz5V/70YlgoWJZSQb7mdinySG/V4kUh+PFgKhUwVynmkitVYmVqN0PqacLvdKy7zWw7qZ6B7V64yf2AvFCGZyhYLyJRBuwspm8pUvsjU3MHGGzZs4NChQ2ltmJM112on80v/jRWNBHn5CEmZLnKFbEChhXPmXKRTmTLkiEylK3+cv0FIddPw9NNP87nPfY4nn3yShoaGtM4xlWBRQnFgNRpQ5LsiVugyvxJKZCpf0NqB0OPxFExlajGo19lScbFEpuZhvpzAomllKnMy5fNpT6a8Xi+tra1YLBZaWloysqVNZnahmcNmjob25gR5YVOZBeDpqQlEITbRO5eLZC4GEhYSmcoF6UyHk1RXVyOKIqOjowmPj4+PL6hWzcfTTz/NkSNHOHbs2KJOfkshlWBRQgkrRabyXZnKZ49WoVSEVhsxWW1karWdrwqtbdHnyuBXM4qSTGWzOM0PFhaTlpWpzJmaP5CexXMyLHZzR6NROjs7mZ2dpampKausQbLKlEEra/SM3Pw0OJE8IVOZn6iDvr4+fD4foijGB886HA6sVmvGC76iKFkvulFZu2CTjpMf5LaCl8pnajQa2b9/P88++ywf/ehH448/++yz3HLLLYu+7kc/+hGf/OQn+d73vsdHPvKRnJxvCSUkw0oaUBRrz1SpMnVhIBfJxpVAPshUoVemUkFRkqlsMD9YZOg+nhKyqUz5A9lVppJNlFcUheHhYXp7e2loaKCxsTHrm7/QK1OZEpJl31cjO/2EY2R47nMttqPRaHy698TEBIFAAL1ej9PpjBMss9mc0nUgSVLW14uW+5d0Z0yZTdkbdYRCobQquvfccw9Hjhzh4MGDXH755Tz++OMMDw9zxx13APCJT3wCgGPHjgHw5JNPcuTIER588EGuuuqqeFXLaDRSWVmZ9fmXUHzI5h5dqQGzoijmrYcJLkxr9NWG1VbpURSlNLA3Cdxud9qy9EJEiUzNw3wyZdOwMiVmU5kKZleZUoOFenO73W5aW1txOBwcPHgQgyE3jm9JByEXkDW6ZjGsgGV+c6HX66msrEzYeIfDYTweD263m9HRUYLBIEajMU6unE5n0iF7uQgWkob7Fzma3j1jMWd/D6QrYfjYxz7G1NQU999/PyMjI+zevZtf/vKX8WDT39+f8PzHH3+caDTK3Xffzd133x1//Oqrr+b3v/991udfQgmFAFEUCQbz52BbIlOFj9VGprTuPdIKWpOpQrBGzwWKkkzlssHWbsnFGSVHNpWpQDC7LJ0qY5Blmc7OTrxeL83NzXlxVSkkN79V3TKlUVXNaDRSVVVFVVVV/LFQKBSvYKkD7cxmc4JEMBfBQiogmZ81Bw2TmQSKO++8kzvvvDPpv80nSCXCVMKFgJWQ+RWyAcVqIhFaYbUR0BKZSo7VYECRCoqSTGUDvV5PKHReQmc3F6abXzBLMiUIAkNDQ4yMjLB582aamprytkBrRaYycfOTNSIk+UAmZCrTr9hkMlFTU0NNTc27x1YIBoN4PB5mZmbo7+/H7XYjSRLl5eU4HA4cDkfaFU4tnerTMZ8AsOVA4+tyuYoiUJRQPMjFOp/vqkAxk6lSZSpzrCZSWSJTyVEyoChgZHODzV+0HdbCNKAIhjInU7Ozs8zOzmIymTh06FBats25gGaVqUxkfpJG1uj5GNqb0UFyE3wEQcBisWCxWKitrQXgrbfeYtOmTQQCAaampujp6UGSJGw2W0IFa6mFWUsylW7PlD0HZMrj8RT8DI0SLjxks4FXne603GAlO2axuvmla3YhyzI9PT3xTajT6cRut+f1+ygElGR++UGpMpUaipJMZYP5Mr8yq3bHyqoylQGZCoVCdHR0EAqFKC8vp6GhIe9ECrRz88toaK8GZ6Hl+yYeJH+VqVSgKAo2m42ysjLq6+uBWADx+/243W7Gxsbo7OyMP0/dCNhstvhireX+JV2Zn8OWPZkqlqxbCSWoUGNkMZOpfLr5pUNsp6amaG9vp66ujvXr1+OaMV9LAAAgAElEQVTz+RgZGcHj8SAIQjxp5XQ6s3JmXQ0okan8IB+VqfLycs3eP18okal5WC09U6Fw6va0sizT39/P0NAQ27Zto7a2lrNnz66YHat2Mr9MeqZWr7wiM5mfhj1JSYKFTqfDbrdjt9sTnuf1euP9V16vF0EQsNvtKMoB7c4vzcqUw2HO+pjFYvtaQgkqRFEkGo0mNaHR8pgXsswvFArR1taGJEns3bsXk8lEIBDA4XCwdu1aILbpVY2Denp68Pv9GAyGBIJlMplWFQFZCiUylR9IkpTRjNFUEQgEsFo1rFrkCUVJpnJpQCHqIFZnyP1Nmw2ZCkdSI1PT09O0t7dTXV3N4cOH4xmGlZxtYdBrRGAy+d5XsQNFPnumUkGqwU2n08WD+7p164DYgu31ejX92NKtTDkd2WdSisWpqITiQi5nMeYDxUymljqWoij09/czODjI9u3bqampQZbl+OcvSVJiW8K7xEndtM91Zh0ZGSEUCmE2mxNGX+TKubeEpbFayVQ0GtWc7KzGz2U+ipJMZYNki7YgaNMDk03PVDi8dGAJBoO0t7cjSRJ79uxZcDPke6L8XBi0qkxl4uan0fa9UN38dBpn8jJNZIiiqHkFR0rTGr3cmT2ZcrvdbNiwIev3KaGEQsGFQKbyaQqx2LFcLhetra1UVlZy+PDheMxWR1CYzeY4CVMfVxQFWZYTnldeXk5FRUV8RlgwGMTtdjM1NUVvb2+8r9XpdMYdflfD5nY1VqZW0/mq0FLmp16zq/FzmY+iJFO5rEwB6ATQwqcgm8pUJJo8sMiyTG9vL6Ojo/FMVtJjr1BlSlEUXLPTwNrcv3kGbn4+r49oNLoivWNZo8Bkftkitp/Q0ho9PTJV4cw+G1eqTJVQiMg2RuY7EZfveJXPdXL+IORIJEJHRwd+v5/du3djs9ni1ShBEBKIjvr/cx+TZTlOqtT/AvHvzGAwxJ1Z1c9V7WuNRCK88cYbq6L/arVtwlcLSZ0PrclUsWAV7iC1xdwMWCQSoaurC5TdQO4vpmyG9iYjUxMTE5w7d476+vp4JmsxrASZ8vv9tLa24ovY0YJMZbKwut1e3n77bWRZTjBFsNvtWS18BVuZ0hVu8PFnN4d6WaQr86vIgftMqWeqhGKD2jOVT6ymTXO6EAQhTnyGh4fp7e2NjytRFCX+WQuCsOTnEAxJmE1iPG7N3QDPJ1jqHketYFksFqxWK0NDQ7S0tCzaf6XGx8UGt+cTJTKVH2hJpvx+PzabTZP3zjdKZGoe1JL7wMAA/f39NDQ0YDToCGiw0ctVZcrv99PW1oZOp2Pv3r1YLMvLk/JJphRFoauri/HxcRobG5H1FfCWFkdKf2Gtrqlm//49yLKMz+fD7XYnmCLMDR4WiyX1xbtArdELOfgEQss/JxukW5kqzwGZKlWmSig2rITMr5ghCAKhUIgTJ07gcDg4ePBgvPqnEoal1m2XN8w//WiKiXADcsSDVXSxvlri4i1GDu4qw2bRL0qw1B9FUZiZmUGWZSKRWNIpWf+V2+3G7XYzPDxc6r9KEyUytRBut7toRocUJZnKZsM4PT2N3+/H7/fHZzBp5T6XDZmKRmO66J6enjhJqaqqSvn1+ZqjMTU1hd/vB+DgwYMAuH3aSESslvQzZZIUCx6KomC1WrHZbHFThGg0isfjwePx0N3dnVZ2rlCt0Qu5MhUIaxto0iVThhzc+MUyQ6OE4kK2Mr9AIJDDs7lwEY1GGRwcZHp6mn379uF0OhMMJpYjUj/+7Ti/P1uB3rQVnQ50pgrCVNA9C91vwk9fj6KEpyk3+9hcL7Nvh5WLtzsRxZhcUKfTEQ6H6ezsJBQKsWfPHkRRXCAPVPuvKioqqKysTNp/pc4VtNvtOVN4LIXVVplSP8PVBi3JVDHFx6IkU5B+A2kgEKC9vR1ZlrFYLDQ2Nsb/LeY+p4WbX+Yyv2hU4pVXXmHdunXLSvqSHlvjypRqgCHLMna7nY0bNwKx7IxBr80CGJbSv+FFUUSv1yfIIFQJhFqZKisrS5qdGxoaIhwOY7FYErJz+eq/KjaZnxbV37lIx4BCEGIN4NkOwyyWGRollKCiVJnKHoqiMD4+TmdnJ9XV1dTU1GC321MmUef6vXzr30NIxk3ol8gh6nR6MNfiAd4Zjf1Ivw0iytNU2wOsKfNTaxnn0L4t1NbWLjjm3Lio/sDS/VfJFB5a9F+tNjIly/Kq7M0uVaZSw+r7ZnOMaDRKT08PExMT7Nixg+rqal5++eWEkqxRo08pm8qUJMkcOHAgY92yTqeLl/NzCVmWGRgYYHBwMP55njhxgomJCcrLyzEajRgM2iyAmbj5AQkL3Pxs3PzgkSw7FwgEcLvdTExM0N3d/a5U4gpAu9kMUFhufrloJA2EtA2M6fRM6QSBkZGRmF27osSzrQ6HI61sazFpwksoHqw2Awo431uUz+y+Fht2tXfYaDTS0tIST+S63e5l15ZQWOKxp8fpnlmPaMws9osGM7CWyQhMTsYe+3WXG7MwxZryCLs26bn0ojLKncZl+6/mJh/VmDlf4bEa+q/ygdUq89OyolZMQ+0vWDKlKAojIyP09PSwfv36hOqOmnlTB5WZNJIBC4IOQSeiyOkHJgWyWoC0qEzNzs7S2toan2mlWrlu2bKF8fFx+vv74zIAaCHn1b40g57JZGDrxkS3w0zckYxGI7W1tdTW1sY/1593iJB7rpqATMiUqNGimItAEQxrTaZSr0zp9SI7d+4EYt+zmm0dHBzE5/PFs61qxtVqtSb9+1ertKOEEhbDSlWmVGl6vu4nVd2SKzIly3KCLL+iogJZljGbzVRXV9Pb24vf70ev11NWVkZZWRlOpxOzOTY8/Lcnpvi3ly2I5q2IOd656Y1OojgZ8MHAGfjVKRk5PM0Ne3184MrkMXKp/qu57oOQfv+V0+lMqYqz2ipTpViQiGIyaCpaMrWUzG92dpb29nYcDgctLS0LpjsvJFPadcDoRCOSnL7+XMly2GwuyVQ4HKajo4NAIMDFF1+M1WpNWEwrKiqoqKgAYguK1+uFl3Jy6HlIfWHdvXMTX/vv709pllC62bl0zyVjFJDMLydkKlJAZEo8/7eIohgP8Cqi0Sherxe3201fXx8+ny/+PLURu1iCRAklzMVKuPmpx5UkKW9SKTVG5mIDPDk5SUdHB2vWrOHgwYMIghCv5IiiSENDQ/y54XAYl8sVT96MTQV59uw6ouadiOb8kAcp4uK9SYjUYlD7r1RkovCY33+Va4fdlUaJTC1EMRk0FS2ZSoZgMEhHRwfhcJhdu3a9WyFZiPnBwqyhQY1ONCBF0idTcpayqlyQKUVRGBoaoq+vjy1btlBXV7eslatOp9Ps5hFSmDNltVq5784buPbSbVkdaz7BUj/LubpyrZFRZUos3MpUSONKXjoyP8Myk6X1ej3l5eUJ/VCRSCRuWPKDH/yAY8eO4fP5+MIXvsCBAwdoaWlJ2DTNx9GjR3nggQcYGRlh165dPPLII1x55ZVJnzsyMsJnP/tZ3nzzTc6dO8eRI0f47ne/m/LfV8KFjVzPYswH8j24NxcxMhgM0tbWhqIo7Nu3D5PJFE++zZ8ZpcJoNFJTU0N1dTX/9+ejvNlfj95iy0d6DlmWqDP1cvfHq7FbUyNSyZCr+VdL9V/NdTtcDSiRqYVwu93U1dWt9GnkBBcEmZIkid7eXsbGxti2bRs1NTVL3oDzNeEWk5aVqZWxEs3Wzc/j8dDa2orD4eDQoUPxQJeKlSuAUZQISzm+/JY4pCAIXHvZLr70367PiUvbfCwMHtov8Jn0KRU2mdL2M5PSqEwZDelfmwaDgcrKSiorK7nnnnu4/fbbef/738/VV1/NiRMnePPNN/nqV7+a9LVPPfUUd911F0ePHuWKK67g6NGj3HjjjZw9ezZu3jIXoVCI6upq7rvvPr797W+nfa4llJApVopMqbLxfCEb8ibLMv39/QwPD7N9+3aqq6vTcumbmAnxv77vQzFtRa9t6+35cw6O8sn3yBxoXqPJ+2ei8Fiq/yocDnPixIlV03+1GsmULMuaklWPx8O2bdkltgsFRUumVJnf2NgYXV1drF27NmXXu/nBwqrhvZmNo18kIi2bQV/0uBlm3aLRKJ2dnbhcLpqamnA4HGkFCRUPfDpMz7Cb184G6RxWmPSaiAplWZFLgeTfbU11Bf/rczfTtK024/cuRBRbz5TWZCodmZ8xB64zbrebyspKbrzxRm688cYln/vwww9z6623cttttwHw6KOPcvz4cb71rW/xta99bcHzN23axDe+8Q0AfvKTn2R9riWUkCpUWVa+kW/ji0xj5Nze4UOHDsVJYKqJRoCaChP/+6/1nDg7yNudIQYmRbwRJ6KpIuebWykSpKluiDs+XI8o5rfKs5zCI5nDrlqZGhsbo6WlJWf9V1pjNZIpLZ38oGSNvirgdrs5e/YsFoslbde7fJIpMQvy4PUHqSjLzCks3SzfXGK6ceNGduzYkdZ09mTYvNbM5rXm+O8RKcTJjhlOnovQNy7gDtlA70hJvqeew1yIop4//9Bh/vrPD+dNCnDqnIvHfjqFoWxnzJZWS2Qk89POzS/bzzgc1ZhMpWGNbjblhkylEijC4TBvvPEG9957b8Lj119/PS+9pElzYQkXOFaLNGou8l2ZSpdMqb3DwWAwae9wuhtps0nkyr2VXLn3/GPj07O8fMpFa5/EmNtERKhANGTuFqqP9PGZP7GxaY021aj5kCSFbz8zyunhGvR4qbIH2L5Ox+FdDjavs6YsDwwEAkSjUSKRSMHNv1oMWld5tIDWZKpkQLEKEI1GaWxszKg/Zz6Zspm1NaDIFG5vdmQq1UDh8/lobW3FbDbT0tKCwWBIO9OWCgyijpYmOy1N5x9zeTy8csbP6Z4og1M6IkL54sFjznk0rK/h1g/uwG4VOH36dNwdyeFwaLKIRiISD/9ggLYhE4LOjiEvMr/i6pkKa6gckmUprc/LkgMLT4/Hk9IMjcnJSSRJWqAdr6ur4ze/+U3W51FCCcmQ7izGlUah9kzN7R3eunUrtbW1WScaF0NtpYkPXl3LB+ccu7V7jBOtPtoHJWYDNkRzzbIKj2jIxa6advZt8jIxKBL2JLoHarHpf7vDzb8cVxDMW9+djeVkKgJTvfBKL0TDHszMUF8RobnBwGUXO6mYZ8+uKAr9/f2MjIzQ3Ny86IBhte9suf4r1TAol/OvFkOpMrUQJQOKVYCqqqqMdd16vZ5QKBT/3W5e4slZIhtZm8cbzPy4KQQKSZLiM7h27txJeXl5RpK+bOC069mzKYBT6WHTNZuor4ee4Wleaw3SOaQw6TMjCc53P0cBs9nMZ/7qPdx0bYyRqYuoy+ViaGgIj8eTMIw3F4voi29P86+/cCPrrKRYRMsJMiFTkXCYoaEhnE4nNpstZ4t7LgJFRMPKVDoSPwCLJftGhXRnaMy/BldTc3UJFx7yfX0WIpnyeDycPXuWsrKyhN5hdT3U+vMRBIFtG0wowX4uXhdm586dCLogr54Z453OEANTIr458kBFlqnQ9/CZT1ZR7twNxIxzVPfA4eFhgsEgFoslHh/LysqyksmFwhLf+NE4/Z6N6JZw89IbHURxMOiDwbPw6zMycmgGu9HDhmqJnevBogxQW1PJwYMHF8Sb5QYMz++/muvImo/5V6txTEY+KlPFMtS+aMlUNpjv5uewaufOlg2Z8vq0I1OqlevatWsXWLnmg0QBBAIB2traMBqN7N+/P25Vv2WdmS3r5sgDIyFOnpuho9fER/7H32CaI9HS6XTxeUAqotFoXGPd2dmJ3+/HZDIlBI/5dvnJ4PVH+MdjAwzMWBF01hz+5Skig6yyxRILDoODg3i93vjnowYPi8WS0Xdb8JWpNJz8AGzW3JCpVCQM1dXViKLI6OhowuPj4+NF43RUQnEh3zblc4+ZLywVI5frHc4HkVJnZapuurW1tfFjXr2vkqv3nX/u2NQML59yU1Nh4PI9iZI+g8FAdXU11dXV8fcNBoO4XC4mJyfp7u5GkqR4nCgrK0tZJvfCW9M8+QcTonkrujT35IKgQzRXEaCKjmnomAZZ2giRKSqs42yth5YmG01b7Akyyvn9V+q+ZW7/lUpslpp/NTQ0RDgcxmKxJMTITK/5UmVqIUoyv1WAXE54T2EUUcbIRubn8YWWf9IiWMzNT7VyBVK2cs01ZFmmr6+PsbGx+HDDpWAw6GhpttPSnNzqfj70en3cdU2FqrGenZ2lr6+PSCSC3W6PEyyHw5GwqPziD+M8/XwQRHu6s4JzAiVDJ0ajQc+aNWsSsnOqO1JXVxeBQACj0RgPHA6HI6XsXC4CRVTDfVK6lSl7DholU5UwqMmCZ599lo9+9KPxx5999lluueWWrM+jhBKSIRuZnxoji5lMJTve3N7hhoaGnPQOZwKfz0dbWxs2m40DBw5gMCydlK2rMvOha1KT2AiCgMViwWKxUF9fD5yfD+lyuejv78fr9cbn6qkS+rnyQI8vwkNPTjId2Yxozt2eQScaQKzHJcObw7Ef6bgfvTzN2ooQ//UjNVjNsWsyE3t2nU4X3xuo/VeBQCAn869KZGohVLOQYkDRkqlsML9nypl5f+eyyKYy5fNnTqbmZ92ytXLNFdSByjU1NUlL+VrBbDZjNpuprY05/imKEpcHDg8Px+WBsmDnyedFXOFyBHHlFgGFzMiUukGYm51TA6L6WYdCIdxuNy6Xi4GBASKRCBaLJYFgzd9E5UTmJ2ko80vDfALAbsueTLlcrvj1tBzuuecejhw5wsGDB7n88st5/PHHGR4e5o477gDgE5/4BADHjh2Lv+bkyZNALLun0+k4efIkRqOR5ubmrM+9hBKWgqreyKcNtSiKhMPp3cfZYH6MzFfv8FKQZZmenh6mpqZobGzMW1ZfjRNOp5MNGzYAMXmgGidGRkYIBoOYzWbe6bPyWv9m9OateZG9iwYrUtDDtXt1cSK11N8Bi9uzK4qSYM+uKAomk4na2toEYplJ/1WJTCVCTeQUi5S9aMlULocSxtonFLSYHZRNZcrvzzywCIIQDxQzMzO0tbVRU1OTtpVrKCwxORtiXW12MrdIJBKX3O3evRubTUMGmwIEQcBut2O32+NVnO//YpDfngRBNK5INWouMq5MGfUYjcYlteWiKFJVVUVVVdWC7NzExATd3d3IspzgjiRJUkFXpqQ0ZX4OW/ZE2ev1pjxD42Mf+xhTU1Pcf//9jIyMsHv3bn75y1/Gh/z29/cveM3evXsTfv/5z39OQ0MDvb29WZ97CcWP1Ta4d6VkfpIk0d3dzeTkZEa9w8MTAarKjJiM2W1Kp6en6ejooL6+ngMHDqz4xtxgMMTjBMDYVJCHn5olqN+CPk95RlmKsKmsn//vL+swGjL7PBYjWIvZs0Py/it1YPti/VclN7/kWG2fyWIoWjKVDfK5aGdjje4LZF6ZUsnUqVOnCIfD7NmzB4vFkpaV629eneCHv/Wj6CwgTeKwRGioE9m7w87hi8qxLJMlgvOyiZ6eHjZt2hRroC2wm6t32MeDPxjDH7UjaLuupI4MzCcA9KIu7eGJi2Xn1ObdgYEBZmdngZhcMtP+q6iWlak0ZX5OR/ba3nQNKO68807uvPPOpP/2+9//fsFjq8mJrYTiwoVCplwuF729vRn1DvsCUf7pRxOM+BsABSJTVFr9bF8ncGiXjW0bbCmtj+FwmHPnziXE6UKCoig88esxXu6sRW/ckr/jBkf4q/cK7NmRe1t3nU63QB4I5+Ph/N+TKTzm91/5/X5Onz6dk/6rfEFLKe9qrNQthcL+JlcIyQKFTgBZg72LkAWZ8gcyq0wpisLg4CB+v59t27albeU6MhngoSeGmfLbEXTvLuyiGU/YzOkBOD0gc+w3k+gJUlMms2ODkUO7nOzc7Eh430AgQGtrKyaTKcFgohBxuMlE+4CXsVmBiGxGSLebNsdQyOxiXGzIc6rZOZVoA9hsNux2O+vXr2dwcBBFUbDb7Yv2XzmdziW/Y0k7n5e0yVR5Dholi2kgYQklzEW+B+hCfslUMBhkaGgIyKx3+N+fn+DXbzvRm+YYL4j1zMpwYiD2Ew17MDHL2oowuzbHrMDL7OfXx6UMJgoJsgzra4w0uscYmJzEL5WhNy3d55zV8aQw26sG+Ntb8jdkeLn+q2QKj/n9V6+++ipbt27NSf9VvhCNRjXrafJ6vdjtqfW5rwYULZnKZtFJtmjrdCBrsI5nU5kKBNOTLkEsW97a2kpZWRk2m426urqUM22KovCdfxvk5VYdguhYUuomCDokrIy6YfQMPH8miCK5sRrDrKuGdRUh1pXNsv+SncsaTKw0Nq21sWntedlhJCJx4qyLN9u99AxHmPXrkYXE2RyCxnOmMpX56eeV7ENhiUd+2E8wrNC0ycJlF5exvi4m2UwnOxcOhzGZTFn1XxUSmaooy96dMd3KVAkl5BPZxshirEyp5kcjIyNUVlZiMpkwGAwpJxr7Rnx889/8hPUN785SWhx6owMJBwM+GDgNv3pHRg5P4TR5WV8Vpso8zu7N1pQMJlYSoihwzf5Krtl//rGRyWlePuWmrV9i3G0iqqtENOTA8TY0zJ3vF2nanJ8hwwBvtbn4yfNB1lTI7NlqomVXGWaTmFb/VSQSSbn/aq4DcT7mXy0FLWV+brc7pTmMqwVFS6Ygc7eiZBeuqNOmpyObnqlAKHUyFY1GOXfuHB6Ph+bmZux2Oy+++CITExPxcvNSN+wbrbN8+2czRLBlLHUTRCMByUjnGHSO2VGUSn74spsK2zRb1ho40ORgb5MTg8Ya3WxhMIhctqeSy/acdwOcdoV58e0ZTnf7GZpQIMPKUarIZMYUJFamXjszw7d/5kLWxYhi3xQcf8OLIk3hMEfYUKPjom1WLru4AqfdkDQ7F41G6e3tZWZmhqampqz6ryLROdE4x0i3ZypXZKpYZmiUUMJcFKPMT+0drq2t5fDhw4yNjTE2NobX68VqtS5ZMYhEZR7/6Rjtk+sQ9TUZHV/Q6RDNNfiooX0aoJE/9AUR/98UtY4gjRtFLrvIwdqawpL5JcOaajN/cu35ioaiKJzqHOX1Nh/dIwKuoB2Mleh0qW1BpWiQev073PIekXJzOX6/mPEYj1QRico8+uMxemY3ohMNnJuBc6/Dj16NQGSacouPLfVwoMnK7q2OpPbscD6BXV9fn1ThkUn/Vb6MX7QmU8Wk3ChqMpVL6EVIg7ukjGzc/ILB5bPtiqIwOjpKd3c3DQ0NNDY2xiV927ZtY3x8nK6uLhRFSbA5VbMhbl+Eh58YoG/KiiDk1hRCEAQUwcJ0AKa74PWuCMq/j2ESg/z5e8q4en9VTo+nJSrLjHzgqjref2VMmvHQL2WisoakMFMypReJRCQefKKfjhFL0vlYgmjCGzHROgytw/DUc1PolBCVdonNa/Tsa7Szf1cZoUCAs2fPUlNTk9AQvVT/FbBo/5UWMloV6br55YJMlWR+JRQysjWgCAQCOTyb5aEVmQqHw7S3ty/oHS4vL8fn89HV1YXf78dsNsfj49xBti+cnOHJ5w2I5q2IOd5RiQYzsI7xMIx3wh86IRqapcoyzX0fr17Wva5QIAgCF293cvF2J6FQiLa2NiJSN7ORes70SgxO6d+VBy5MPgmhQe76oJHNa3fGVQ5jY2MEAoH4fEj1J1cVvLc73PzzcdAlmY8Vs2evw63AyZHYj/TrAHp5ihpHiMaNIod3OVhXa6a/v5/R0VGam5vjVZilFB7qZ7Vc/5U6/2oph91cQEsy5fF4SpWpCxF6jfbF2VSmgqGlM4M+n4+zZ89itVrjVq7qBlcQBGpqaqipiWXRJEmKL1Sqq97rnSbe7K9GyOMsJUGJcn2LZVURKRVqD5jFYkEU9UQ1lK1lWpma8UT4mwcHkAVbyt+pIOhQBAtTfpjqgte7oij/MYZO8VNXXkHTJiMRnY/tG5cenriYO5IgCNhsNhS004qnO7TXYs6+fy8YDBZcs3gJJeQCxVCZUnuH+/v72bZtGzU1NQm9wwaDgc2bN8efO3+Q7aw3yn+eXkPIsDOns5SWg10/yx0fLFs1REqF2gPW39/P1q1b43uP9xw6/5zhiSlePuWhrV9iwmPiooYQn/pAfZz4z50PqSgKoVAIl8vF9PQ0vb29RKNRbDZbnFw5HI60epAkSeHRH4/SNbMBXRoxQDRYUFifQHojwVmMipGNNRtwKSEuvciMw5Zc4ZHN/Cv1etSi/0rrylQxyeBX192YJrIZSqi63akXo1HUyho980xKKJw8mM21cm1qaqKsrGxZK1dRFKmoqKCiooKuQS///Ow4vjy61ymKzPoKP587sgGnrXD14cmgBuWhoaHzQ4Zf0fqYmZGpUz1QszH7qoug06PgZNQDo6fgd6cCKJIr1hNXJdC8xcLleyqoqTClHDwy/JNSQjo9U7lIHBTbDI0SSpiL1W5AoUqvysvLOXToUPy9F+sdnjvItq6ujieOj/NyVzV6k0Pj7tjziIZmeN9eDzddkdrsukJCIBCgra0Ns9nMgQMHFq2irK2xcMt1qSWgBEGIz4esq6sDzvcguVwuBgcH8Xg8CU57S/Ugnep0851fKghJqlGZwGAuR6GcPi/0vQP/cVJCDk/jNHlpqJHZ22hhb6MTgz59h11IrvBYbP5Vpg67JZlf6ihqMpUN1Myb6j5m0GujQcqKTCXRHU5MTNDR0cH69evjQ29TNZiIRCQefWqAU/1GBF3+XFZ0ip9P3eTksj31eTtmrqAOciwrK6OlpeX8wqO1a3WGzENLF8J4T9w4nBuTOdc/wr1HGpJec0mDh2ZnBlIaZEqXQwJUIlMlFCpW25ypXNxL6jzDub3D6cyMOtPl5ju/jKKYNqPPk/msLEepN/dx95EabJbq/Bw0R5ibaNyxY0e8qqQV5po3rF+/Hoj1ILJeSYsAACAASURBVKmqm/Hxcfx+f1weGKvgOPnOz6c5N5VeNSpdCDox3hN3dhJODU4g6tzsb0reV5vu/CtBEBbtv5rrsJtO/5XWMr9SZeoCgBosDAYDIyMjhIMVQO6bybOR+YUj57N0auZHp9Oxf//+uJVrqjOjAHQ6getayrFZPXQOBpj2LnSpyyUUOcqeTRH+9mMbCt50Yj5U16fx8XF27ty5IMOiOZfKuOKq/ecsyH5uv9nJod3pkWMtxyalI/PTidlLdlbjgMYSSkgVK+Hmlw1UiZk6z1DtHU410ahiXY2Z6/e6Od3bxciskTCV6I3aDZiXg6Pc+scy+5vy516XK6iJRqfTmZhozDP0en2CPBCISzZPtk3yzOs69LbcVKNSgSLL1Jh6+NwnazGb0rt2kjnsLiUPzLb/SstZUG63mw0bNmjy3iuBoiZT2WbeXC4Xp0+fxm63U12xgUl/Dk/uXWRTmQpHoglWro2NjVRWVqaVaZsLUdRxSWM5lzSeJ42znjAvnpzlnS4fgxMK/rARIQsCqMKq9/KZj9WydUP+KmC9wz4e+8koVrNAU4OZSy8uo2FN+oHQ4/HQ2tpKVVUVLS0tKzIXIlOZn6DhuSqKQkOVj/s+uRGzqbCWlnQMKPQ5IFM+n6+oZmiUUMJcrERlKlN4vV5aW1uxWq0cPHgQvV6f0Duczvpd7jRy0xXV3HRF7HdFUWjtHuO1Vh+dwzAbtCMYq9BluTOXIkF21Q/x1x/K3ywldfjuO9061lVLXLLNxKF3bcDTgSzL9Pf3MzY2ljTRWAgwGEz8+HmZtond6G35ccaDmFTzTw57+aOW3JDjVOzZ5xteiKK4aP/VXIddm81GOBzG4/FoMv+qVJm6ABCJRHC5XLjdbi666CKcTievDGqzoIlZEJNQKMKrr74at3JNZzp7qih3GHnflbW878rY74qicLbbw6tn3HT0h5h0i0iCGUFI7UaTpRC76ke5ocWEXhaZnY3icDg0zVopisK3fjLAiXN6BJ2DKT8MTMN/vuVDkaZxmsNsrBPZs8PGpRdVYLMkvy1kWaa7u5uZmZm4RGSlkDGZ0qoyJQf5+Hss/NHBLRm9XMuqFKTXMyWKOqLRaFbuSMU2Q6OE4sNqk/mlC0mS6OrqYnp6Or6pzzTRuBgEQaB5q4Pmrefvda/fy8vvuHinO8LwjIGgUoHemPpaIPvO8d5dg2zbWMb4OJSXl2M2a6cQAege9PHNZwJIxi2gh+5Z6H4dfvKuDXiF1ce2tQIHm200NtgWPZdCSDSmgn/+2Sito1Xo82QxrigKTqGXz/1lBWV2bc21Uum/ml/BWqz/amZmZsH8q0z7r+ajRKZWEdL9ohVFYWhoiL6+PiwWCxs2bIh/2VZTAfZMhSMJVq6pTmfPBoIgsGurk11bnfj9ftra2lAwMhGo5lRXkP5xGW9oYfVKURTqHF4+f2QDFc71+P1+XC4Xw8PDeDyehHJ0WVlZzmZInDrn4ptPTxHBTjK+J4gmPBETZwbhzKDCE7+dRCRIjUNi+wYTB3c52bXVgcvlor29nbq6Og4cOLDsuWkt88vYrSHH14aiKNQ6fHzx1g047VlcyxHQwuBFRTo9U3odnDx5EkVRsNvt8eBhs9lSvreKrbm2hOJEpiZNakZ7JaAmC5fC+Pg4586di/cOa5FoXAx2q4E/PlzNew4pDA8P09f3KqJ1Ax3DBjqHFab9djBUoZvnox4Nubhu1wy3XLeOaLQu3ufT3t5OIBDAYrHE46M6GzJbSJLCt58Z5czYOkTjwvlYqg24S4Y3BmM/0bAXE9PUl4fZtcnAZRc7KbPr6enpYXp6mqampoJPJN3+J7HK0ODYJC+f9tIxIDHuMSPpqt61o88domEPN1w8zc1X1eX0fZeCoiiMToVYUx37WzJx2LVarRgMBpqammJ/R5b9V/NRbDGyqMlUOnC5XAnuPv39/QnOQRYNExg60ZC2dTMAgg6TyZTTTFsqmNsvtGPHjph7HfDey88/51y/l5dPuWjvCzHrg49c4+Talq3xf7fZbNhsNtauXQskNomqMySyCR6RiMTDP+inbciclpmGIOiQsTLmhbFWeKE1iCy5MQo+1tdWsydgxl4Wproif9KAZMi0MvXn1zkx2WVOdwcYnspOtqlIIW6+VOTD12VWjZoLfyjrt1gS6dxfVmvMcUqdf+V2uxkYGMDn88WdodQM3WKkv9hmaJRQQiFAFEVkWV5UyaCOp9Dr9Rw4cACj0Zi3RONc+Hw+2trasNlscWnhoUvO/7s/6Oe1M27ePhdiYEqP3RzlM39ZRZk95tQ3v89HtWafnZ1lfHyczs5OFEXB4XBQXl6eMBsyVbzd4eZfjsfc69KZj6U32pGwM+SHobPw69My0dAUVtHEtrXrEKwye3cqeZMnZoP1dVY+Wnfe3VaSJE51jvJGu4+eUSFr2aYh0sP/+PMy6qoyG+ScCQbHAzz8Iz+ScQPRkAuLzsWaigi7Nhm49GInZXbjsg67siwzOjqKXq8nEonFTkEQ4vsx9XWhUChOsNKdf1VscxgveDIVDofp6OggEAiwe/fuuHRrvozBZtYuC5cpmZKk87rvfDW7z87O0t7eTm1t7ZJl/O0b7WzfmDqJSSd4qDe0zZZcbvDi29P86y/cyDpb0mpUutCJRqIY6Z2E3kl45uVZdEqQcmuULWsN7Ntp50BTGQbDnAVX46RtpmSqqsLEH11ezwevUd9Hoa3Hw+9fH6OtL4AvYkfCsqzrn02c5b/8UQRR8fHKK/0Lvpd0Ny3+9Gbqpo10ZH4mo55wOIxOp8Nms2G32xc4Q6n68kAggNFoTMjOGY1GXC5XUQWKEkooBKjutPPJlCzL9Pb2Mjo6mnXvcDaQJIne3l6mpqZobGxcdA2wmvVcs7+Sa/an9r5zrdnXrFkTP5bH48HlctHV1YXP50tpiG0oLPGNH43T79mIzpz9GBJBp8NgqSFCDa2T0DoJ330uiChNU20PsHODjksvcrC+LvuRHFpDFAUuaXRySeN5+ZnX7+Wlt2d45fQMU147UX0tetPSa3s04md3TQeX7wzS3dHNoNGY8L2oLtG5xk9/N85vz1SjN8akhHpTGRHK6PdC/2n45Tsycngah9HLxlqJvdvN7NtZhtFw3thClmU6OjrQ6XTs2bMnnsBQDVvgfP+Vum+rro65TC7VfzV//lWpMrWKsNTiKcsyAwMDDA4OsnXrVurq6hKer9frCYXOp8u17FGMOfql724hSfkjUpFIhHPnzhEMBrnooouwWrVdGJcLHt3d3QuCh2iw8fUfjjAwY0XQaXd+giCgCBZmgvBGN7zR6SEaVbhyX/4GDWdKpkzzgqskSSjBQS5rjPDpDzVhNBoJhqK8dsbFyQ4vvSNRZgN6lHddHRU5wh9dAh+/aUf8PWRZjn8vfX19eL1eRFFMqCoup/kPhLTNGAukPp/GYjYkNKlDojtSeXk55eXlCdk5tao6MDDA3/3d3xEOhykrK+P5559n3759y/bXHT16lAceeICRkRF27drFI488wpVXXrno85977jnuuecezpw5w9q1a/n85z/PHXfckfLfWEIJkN0sRkhNcpdLJJtvNT09TVtbG/X19Zr1DqeC6elpOjo6WLNmDQcOHNC8CiaKYnwtUqG61E1PT9PT04MkSQmJrrfOhfnRC2bEHM1SWvTc9GbQr2UyAn/okjnV28t9HzeuukHDAOGgB6fQzV+9byNr1qxBEISYPPCUh/YBmQlvojxQFx7g87eYaVhzPkaqw4VdLhf9/f2Ew+H4cGGVZGTTN+7xRfg/T0zhYcuSlv2CTodorsZPNW2T0DYJT7wQRohMUWkLsL4qRKVhhMv2b4r3T0Hq9uyw/Pyr1157jccffxxFUfjFL37BFVdcwbZt2zK+T9ONnVph9V3ZOcDMzAxtbW1UV1dz6NChpGVIvV6Pz+eL/+6waluZygRSHuyXFUVhdHSU3t5eNm2K3WArZfm8VPD4j+dHee6sA0Fvz8nQ1VSgKDINVX7++yc2Ysl3kMhwA2Q0nl8Up6enaW9vp6GhIR4kAMwmPVftq+KqOeRwbDrIy+/MsrexfIEDok6niwdrFaqJi9oXFwwG47JNtTdu7n0X1LgyFQmnriO0WkwJGd2lhieq2bmqqipqamJSjp/97Gc8/PDDdHV18eMf/5j77ruPz372s9xyyy1Jj/fUU09x1113cfToUa644gqOHj3KjTfeyNmzZ9m4ceOC5/f09HDTTTfxqU99iu9///u88MIL3HnnndTU1Cx6jBJKyDXUQbe56N1JFWplCmIb1Pb2dqLRKJdccklee4fnQlW3RKPReA/zSiHZEFuv18vw6DSPPjNBQN+MaM6fKUQ0OM2HD/t4z8HVN0NSkiQ6Ozvxer0Lvtdk8sB3zo0wOB7m/VdWL9gjqQSjtjYm41QUJU4wRkdH6ejoAIgTq6WUN/PxwlvT/PAPVvTmzOT2OtEI4hpmJJgZB2jitz1ejExTVxaiaaPIpReVUVsZqygks2dXP4Nk7oE6nS5h/lVTUxM333wz73vf+xgfH+cLX/gCY2NjPP/882nvLdONnVqiqMnU/C8mGAzGF9+LL74Ym21xW+z509YdFi3JVGYlX1lOfk7PvznFz1+YZWOtnv1NDlqa50nQUoRqMKFOLU8mGVhpeAICDzzpZcpfg6DPH8kTZD+fvsnJ5ZckDxLaz5nKsDJlMsSDhM/nY+/evZjNyzfc1lWa+dA1qQdEg8FAdXX1gvK/y+VicnKSrq4uZFmO9x7NuGuB3Db+qlAUJS2ZX8O6xApjqsMT1ZluEFt7rrvuOj796U8ve7yHH36YW2+9ldtuuw2ARx99lOPHj/Otb32Lr33tawue//jjj7N27VoeffRRAJqamnj11Vd58MEHS2SqhLSQraNfvsmUOt+qv7+fgYEBtm/fTk1NTVqSvmBI4rGnx/EFoXGDjssvzkyCpigxg4n+/n62bt1KTU1Nwc2W0+l0PPd2iOMn16I3lWto8ZMIRZapNvby2duqsVnyp9jIFdQe+nXr1rFjx45lv1dRFNi7s4y9O1N7f0EQsNvt2O32eN94MuWNKiFXk5VzDR4iUZmvPznGgHcTenNuy4x6ox0ZOyMBGGmH37YpSOFZbKKb3ZskPnHT+b1AKv1X8xUeaj/x5z//+azumXRjp5YoajKlQjVMGB4eZvv27fHswFKY3zPl1FDVlmllar48Y3ImxINPDDHmsSEIDqZ64a3eKN/5xRhGMcSaCoXmzRauuKSctTWLZ88WM5goNAxPBPjK/x0hJNvzFsQURWZbXYB7P74Rk3HlBg1nSqYioQAnTpxIOUjkCqo7kNVqjcs2VXmg2+1mZGwW0OY6U+TULJwFQceffuAQ//WTVyz73KWycx0dHRw7dozPfvazy75POBzmjTfe4N577014/Prrr+ell15K+pqXX36Z66+/PuGxG264ge9973tEIpGCTHqUUHxQiU06Dl7ZIhqNcvr06fg4ELVSlaqk7/hLk/z8dRt6c8wM6aWe2E80NItVnGVjdZS9Oywc3BXrI1kM6kBau91OS0tLXgllOvj+r8Z4pbsOvSl//UpScJKPXRHkyn2rrxo1d/zJRRddtGTCPddIpryZLyEPh8NYrVam/VZ++loNOsvWXBv0JoUgCOhNFYRCfq7au/xnspQ9uyRJPPbYY8zMzGR1TpnETi1RmCtADjE5OUlHRwd1dXUcPnw4ZV3q6iBT6n8VvvcfQzz3DgjiQpmboNMTUfT0T0P/NBx/wwPyBOWWCFvWGTiw087+XWUYRDFlg4lCwNoaC4//9y1MzoR44e0ZTnfFHOoCUROCLvcbSp3i569vLuPgrhSChOalqczI1OjIMNdd3aJ5z1sqmCsPrJzUQ482x0nF3MVht/OPX/wwu3dktgHQ6XTIsswPfvADvvOd7/D000+zb9++ZV83OTmJJElxWY6Kuro6fvOb3yR9zejoKO95z3sWPD8ajTI5ORknqyWUoCXyOWtK7dl1uVxs3ryZDRs2pFWNGp4I8I2nPfiFBvTmhc/Tm8oJU07nLHS+Bk+9HOsjqbb72blRx2UXO1lfa0nZYKJQ8PEb6/gLReHtc6O83uqje1SHO2RHZ6zK+QB3WZZYY+nlnk/WYs4jeQtH5CWJb6pQZ2TV1tamNP4kHzCZTNTU1MQl5LIs8+1/G+L0WAOiRRslRzLIcpTNZX3c9enMh0jrdDrGxsb4m7/5GxobG+nq6srqM84kdmqJoiZTqr3j3r1709Yxq1m3+O86iO2Qc3+DZTO4952OWb71b9OEFDtpzWPVmZkNmXmzG97sjqL8xxh6fJRbAuzbuYZNW2sLmkjNRXWFiQ9dU8+Hron9rigKb3e4OXHWzbnBCFMeHbKQ+dwqRZbYuTbIPX+xMSO5pBbItDK1b++egiBS8xGKaBe45GUqUy2XbOd/3/d+jIbMl8PZ2VnuuusubDYbzz//fNoDnedfm8s19id7frLHSyhhKRT64F5FURgZGaGnp4fNmzdjNBrj8sJUqlGSpPDPPxvl1MgaRENVytFb7SOZisKL3bGfaHAGvTTOukqFy/dsw2JdHaMPBEHgkh1OLtlx3qFu1u3mpVNuzvREGJk1EqISvTHzKowUHOcvrglz6cX5TeQc++Uor/XUo8gRLLpZ1ldFuHiricMXlaVsdqEqcSYmJmhubk577c4XxqaCPPCkl4ihMS0r+2wRDU7zX64OcPmezL9bRVH43e9+xxe+8AW++tWv8v73vz9nsSrd2KkVippMiaLIRRddlJFbUTLXIEHIuO9/SWQzuPehJ12IxuxvfkGnR6KMqVAZz74N/3nShaCMUW6NsnWtgQPNdvY1xapXhQ5BELiksYxLGs9nDWc9YV56e5a32j30j0cJybaUetV0spcPHvRR5wzw5pvjCfrlpeZ6FGrPlNlUmBKwSzYF6BscY3BSjzdie9dIJDcL4mKVKb3ewGdu+2Nufs+urN7/tdde4+677+bee+/lL/7iL9I67+rqakRRZHR0NOHx8fHxBRk3FfX19UmfrxphlFBCPpAsRuYSXq+X1tbWhFlNQ0ND9PT04PF44vOVFpO1njgzy7Hf6tCZt5JFiI1Db64AKhgKwY9egx++FEKMTlHtCLBzo8jlFzuWlM8XEsqdRm66vJqb3p0NqSgKrT1jvHbWR1t/BHfYiWiuXXa+kixFqdG3cdMVLiK+IG+9ZU5wcdVKcjw4HuDrP/YRNWyJf7cRyuhxQ89b8G+vRyEyRbnFx9Y1cLDJRtOWhTHF5/Nx9uxZKisr8+LAmA3O9vgos0aY9A4hiVUxx0SNYZV7ue9T5ZTZM5fgh8Nh7r//ft566y2OHz/OunXrcnJumcROLVHUZCobzDegANAJIGlCpjKvTMmKhBb0RhAEECzMqvbf3VGqf9fHP9zesKK9QpmizG5g98YglfoJdt6yk7KyMlp7PLx62k1Hf4gJj4iEGeHdwVSKLHHxpjD/7WObEGNlSSRJiuuXOzs78fv9mM35CR7zkbEBRYFa066v1fO3f1IZ/3182sUrZ/y0DSiMuQyEFSe6DINHMjK1tr6Gb/zPW6irzjy7LEkSjzzyCMePH+fHP/4x27dvT/s9jEYj+/fv59lnn+WjH/1o/PFnn312UTOJSy+9lGeeeSbhsWeffbZgTWJKKFxkk7CYr97IFaLRKF1dXczMzNDU1ITT6YxL+urq6qisrMTlcjEzM0Nvby/RaDRheG1UMfBPP55hMtyALseN+XMh6k1x++8XuuD3rT5u3j/JDZdWa3ZMrSAIApvX6AnODnN4m5Vt29YQDHt5+ZSLU90RhqYNBJUK9Mbz66UcHOUvr1fYtzPmIqfOhlRNhrq7uxOs2cvLy1N2qFsKTxwf5aXOuvgspWTQiXoQ63Ar8NZw7Cf6Kx9GZZr68hDNDXoaqr0EPOPs3Lmz4OWaANceqOLaA7H/lySJkx3DvNEeoHdMlW5WLjsfMlVIkQCHt47w8fdm1/fW29vLbbfdxo033sh//ud/ZmX/Ph+ZxE4tUZg7qwJAshtepwMpsz3sksimMiVFwxi07v+VgnzgMiMfvjYz682VhprhLC8vp6WlJX5DN29x0rxl7nC+CC+/M8upTh83XFbJri2JZW1RFKmoqIgbciiKEp8fMT94KMoBbf+oDEukZuPq2GzXVhq5+UojN7/7u6JItPVO8np7iK4RgRm/GVksS2kyvSyfJ1OCIPBHVzRx162X43RmLmsZHR3l9ttvZ8+ePfzud7/LagjjPffcw5EjRzh48CCXX345jz/+OMPDw/G5UZ/4xCcAOHbsGAB33HEH3/zmN7n77ru5/fbbefHFF/nud7/LD3/4w4zPoYQS0kWuZX6KosQHtG/YsIEdO2JzeuZL+ubbTM+dc/fdn/VwdmonBvOWvDTmq7DIvdz1Z07WVK8+IqUoCgMDAwwPD9PY2BiPb3Y9/PGhav740Pnndg5M8MoZL/6AzF9+oA6D/vyHPHc25NwZQ+p309PTg8/nw2AwZDTAdmQyyENPeYgYlp6ltBj0RhsyNoYDMNwWS0hKoXocb3loqB1h3w4L+3Y6E/6mQoUoCuxvKmd/03mzCo/PyyunXJzqiTA8bSAgly07XDgZJP8QR67xsGfn8kZti0FRFJ5++mkeeughHnvsMa74/9k78/Cm6nSPf5I0Tbqk6b5DW6Ar+74jXsB9m3HXGXUcQXAcxx3vuFzcxg2v3EFBR0dBRx33ccbRUXEUSgGhCqXQvaUt3Zc0aZZmO+fcP5hEChSaNklbyOd5eB5bc875pTk57+/dvu+CU4s6DYRT2U5/cto7U4MdSng0QXI4dSu75wzGmfJE8tlTJElkVJSFe385ioiwkbEJPxpRFKmtraWjo4OcnBwiIiJO+vrwUCXL5sSxbE5cv84vk8lOONfDaDQOeu2nYqCZqeXPHCYy1ElGUhBLZ0aRO+bkf5PhgkwmIzcjlNyMn/q9DtXVsLWwHb0ziVZDCCZHGHLl8ZkmV2YqNDSUh3+7jPTkUBobGykrK3OLYLjKN0NCTt5bJ0kSW7Zs4eGHH+aZZ57hvPPOG3Sk9eqrr6azs5MnnniC5uZmJkyYwOeff05aWhoA9fX1vV6fkZHB559/zl133cXGjRtJTk7mj3/8Y0AWPYBfCQoKoqenxyvnslgslJaWolQqmTFjBsHBwW5J5VPNjJLL5bTpFWz8RxhCcA5K//Xl47R1ceFUIxcsGPjGcyhxqRJqtdpegca+GDcqjHGj+h+EOtEMQlcAUq/XU1dXh9PpJDw83P268PDw4z7vv37VSn5FHEHBaZ69wZMgk8kJUsfQQ4x7gO1b22woBB0x4RayU+X8bHGcV8Qt/IEmTMmyObEsm3PkZ4fDwbcFO6hsVtLZE0WnORRBEd1neaAkCiSF1HDTJUFYzA5KSkqw2WyEhoa67WNERMQplSvNZjP3338/RqORb7/9lujo6JO+fjCcynb6E9kpHA1ft374HIfD4ZYt9pQdO3Ywb94898//vSkYY4/3G9taa3fSWP7VgI5NHLcYTZT3bxyFZObmC7XMneS7L4Iv6e7upqysjLi4ONLS0vxeC33XayGIou+aINsPF3K45J8eH5c580YAItVGfn9jKrFR/pM19hYOh4Py8nIAcnJyej3cWzrtfH/QQtlhkbZuFXZJg1FXR5jte9Y+eAkh6t4hTafT6S7dNBgM9PT0oFare/XGuUrnbDYbjz76KKWlpWzatOl0Vc0LKFh4xoi2kZIkYbcPLCDX3t5OV1eXO4M0EERR5NChQ7S1tbmzIkfPpemP3Pnr/2jmx8OpR8ru/IQoOklU13Hn1XGEhYy8mPTRogv9CTT6ei1ms9n9DDYajSgUCrRaLXYplM1bgrEr0/26JqfdzMKsNq45x/+9N95Ap9NRXl7O2LFje40CcjhFiiq6+bG8h9q2n5QdBUc3V8w1cvaM3qWTkiRhsVjcNrK7u9s9H9JlH8PCwtz7q+LiYm677TaWL1/OihUrhnUP2gDp82E08p4CfkQmkyGKovuGUCp8o+Y3mMyU5PRurkwSnUzJcHDbVaNHhNjEsQiCQE1NDXq9flgr8wyaAWZbJcHOOTPkXHvuWC8vyD/o9XrKyspIS0s7oTOTGBPMpYuCufQ/P0uSQHN7LMnxV5zwfEFBQURHR7ujZ0eXbup0Og4dOsSLL75IV1cXDQ0NLF26lE8++WRYKiIGCOBPBlvm19nZSXl5OUlJScyePRuZTObRzCgXv7ookTk1enaVmKhulmOw+kb624VkbeamZRLTc0dmMMUlAR4bGzssRBfkcjkajQaNRkNqaipwJGD2zr8a2V2X1KtPyx8o7PXcd2UoqUMgYjBYRFGkuroao9HI1KlTUat7Z6GUQXJm5EUyI++n8kCDqRtJhMiI43vQZDIZYWFhhIWFHTcf0mAwUFtbS3V1Nc8++yyJiYlUVlby8ssvs3Tp0jNOWfa0d6a8If3qqun1VW/3YJwplcIEYg+STD3omzc0yMRdV8czdpR/HZC3v2jku312tKEiY1OUzMrTMCVb6xZ+6C+ujXZycvLQz4nwcbx6oGV+j98STWrCyHMEXBHsrq4uJk+e3O9RBzKZjOT4/itsHVu6KUkSy5YtY9OmTVx22WV0dHSwaNEirr/+eu66666Bvp0AAUY8A1Xzs1qtlJeXI4qie8MniqL7XJ44Uq7X543VkDf2p013V3c324sMHKx10qJX4ZTHoFAOTmlPcPQwPqmJFZcOfNbOQGjT2fjf9/X0OIKJ11jJTVOwYLKW+GjPMnGCILifocM50NjeZWPtXw1YFXkD6o0aKILTytTURm6+OHFEOgJms5mDBw+SkJDA1KlT+/0etOGe/ZGPLd1MTk7mvffeQ6lUct1117Fu3Truuecevv322zNKXfa0d6YGw7HOlMpHf63BzJk6d5aGG65Io7XDSn5RCozkcwAAIABJREFUFwdremjSgV1QI5P3b8GSYGNiSjtzs21Y9GYOE9ln7bI3OdRo5vl3W7E4w0GmRNcDuirYU+VAEptRK2wkx8qYODaEBZOj+ixJczqdbnU9TzbaI5mBOFMyGSPSkerp6eHAgQPExMQwffp0vxk6o9HIPffcgyAIfP75570m03urDzNAgKHEn2p+oihy+PBhGhsbyczMJDY21qPBu54QFRHMxQvjuHjhkZ8FQWRveROFZT3Utikw2iNQqKL6fz1LFefm1JMYo6C6+idZdpXKd6WFkiTx9r/a2FkdR1BwBqigzQ5tlfBdhYRg60ITbCAtXmRGdgjTcrR9Onl6vZ7y8nISExOHPtB4EgRB4tW/6zA7IpHLRbe6rs+xNfG7S4LITBt52UZJkmhsbKSxsZG8vDw0Gv9l8vLz87nvvvt45JFHuPzyy9331ZloH097Z8qbQwnVwb65QWSDyExZrEfq3RNi1VyxJIkl07qoqKggKiaOdpOWwjITh5qcdPcoQdE75StJEokaE/f9chTR2lFIkoTJZMJgMFBfX4/JZCIoKMhtODxR3jkZgiDy8scNFFYGIZOfODomkyuxSUoOtcOhdvh0px65ZCUqzMm4VCUz844MIdTru6isrGTUqFFkZ2cPWyPhbQbmTPnvb3Oo0UxynHpQMvqSJNHS0kJdXR25ubl+la/dt28ft99+O7/5zW/41a9+dVxQ4Uy5zwKc/gxUpMmTMj+9Xu8uLZs9ezZyuXxAJX0DRaGQMSMvkqnZGg4dOoROV0tkXAb7D0mU1Qm0m0IRg2KOG1PitBlYMqGLn5+dDCTjcDjcvT2HDx/G4XAQFhbmtpHeCkDWNJh58W9WhOCME2ZnZDIZQepoeoh2iyds3mpFIXQSr7GSl34kexUdEURVVRUmk4mJEycO+/JkhULG72884tB06A3s3N/NwTonrQYVDlk0CqV31y8KDsbF1HP75f7NNlptAq06K2lJA1eUhSMznEpKSlCpVMyYMcOr0uMnw+l08swzz7B9+3b+8Y9/HCf4cCbax9PemRoMx86aUvuozE8xCGeqp+eIM+VwOKisrMRqtbofmlnA/Ck/pVnrms0U7NNTUmujywRXnh3B4hk/9c7IZLLjapftdvtxyjuDmRuxv9LASx914iAcT4JOMpkMSRaCrgd2V8LuSjui0EywzExqXByTbUEsDHcQrfVjXcBQMhBnyg/aAja7wNOb66ntCAWpG6XcSrxWIidNxdyJ2n6XkDocDrfa3owZM06pIOQtRFFk48aNfPjhh7z99tvk5ub65Drbtm1j7969LFy4kGnTpvnkGgEC+JL+OFN2u52KigqsViuTJk0iNDTUZ9moU9HZ2UllZaW7DFwul5OVcdRaHXb2HGznxwor9R1BhKuc3PmrGLThPzXwK5VKYmNjif2PBLq3A5CCIPHK31ooaU1BEdw/VVkXiiA1BKUcyV5VwLflEk5rJ6HycMalRCCF2JmaHeJXp2EwxEaquHhRHBf/52dJkiiubGFPmYWaFtl/euMGPltJ6GnlpqUOZoz3bzbqxzIDr38VhEIdh9PWTYhcT3K0nUljVMydpO23oElnZycVFRWMGzeOuDjP7pXB0NDQwIoVK1iwYAFbtmzx2WzDkWYjT3s1P0EQBtwkW1FRQVRUlPtGfesbBd9XeH9TZ+lupmznnwZ07HmLx3PzFVOpra0lIyODhIQEnxonURQxmUzo9XoMBgMmkwmVSuV2rvoaXGuzC7zwbj3ljWqvDZY7FkmSkEtWosOdjEsNZvZ4DZOztEMSJbnz1RAkyXfXba7eSnPVdx4dE6SQ89Xbd/js4VdUYWD9R12Isr6jh5JgJ1xlY1S8gonjQpk/KYqI8N7r6erqory8nPT0dPe8En/Q3t7ObbfdRkZGBmvXrj2ueddbWCwWXnrpJbZu3cqWLVuYO3cub775JqNGjfLJ9TxkZOy0hg8j3kba7fYBl+Ucq3jrwlV6VFdXx5gxY3qNjvBXNsqFy6FzOp3k5OT47Ht99PVcAUiDwdDvAOS+8m5e/1JCpvbd5l5wWFGInSREWBmfrmD+ZC2xkSNP0dWFwWSnoEjP7oMGOs0aRGU8QcEnD9iJokBcUAWXz+vBYjb2Gix8rDqdN5EkifUftFDZObrPPnlRdCLZdUSqTYxJkpiZG8aEsZpe94soiu5s4/jx431aanrs+j/77DOefPJJXnjhBZYsWeKzaw1jG9nnQ+u0d6ZEUcThGJjiXU1NDSEhIW4Vkw+3K/iu2PvOlNXcQcn2lwZ07OScOG67fhaZmZk+2ySfCpvN5jYcBoPBLZ3pis79WGFl0xdGJLl/Swwkwca1/6XinLn+nwHia2eqqepbWqq3eXRMUJCc5+47q9dcD5dxH4zxkCSJDR8cprBK6bGjLEkiCslKtEZkbHIQqdFm4sLNTJww3q+9b1u3bmX16tU89thjXHrppT7f6On1epRKJRdeeCEAr7/+OmPGDIuh2AFnyjNGvI305vgQ+EktTqPRkJmZiUKh6DUzyl9OlCRJNDU1UV9ff5xEtD85VQBSpQ7jpU+6aDD2vcn2FWqhlodvjCI8dOTNkYSfRKdSU1NJSUkBoKLOzK6DJqqboKsnDIJjkP+nf9xp7eTaRVYWTIlyn8P1+bj2L67s4tGDhQfrsNQ2W1j3oRVJlerxsYLDQpCoI1FrY0yiQLSykayxSYwaNcpv36Wenh5+//vf09TUxOuvv+6XTNgwtZEBafSBcFwZg2AGvN+3cWydticolWry8vK8uBrPUalUJCQk9Io+dnd309Sq4/m/6tDZYpH50ZGSJIm4cDMP3JB6+pb9DSCSrPhPydzRxqOurm5QxqOh1cJTb7bQI3hWtulCJpMjykLpMENHJXyPGkmMQP3vZpJiZORlqJk/OZKkWN84Vg6HgyeffJLCwkI+//xzd3mrLxEEgcjISIxGI4WFhaxdu7ZXzXlRURE7duxg7NixnHPOOT5fT4AA3sAlBGQwGMjNzUWj0QxZSZ/JZKKsrAyNRsPMmTP9ViZ8IuRyOREREb1mOVmtVgwGA//+voVvK0ajDB2Ljwo2TojTbmRxbidXLhmZw4ZdI1C6u7uPE53KTg8nO/2n7JS5x8KuYgPVTXauPzeOsGOCdEd/Pq7Mhyu76OqNs9vtvQYLazSafgcg3/2qlYLKBBSq2AG9V4UyFIlQmq3QXAuSlIlQ3EW4sp20eIGpmWqm52p9Nly4tLSUlStX8otf/IKNGzf6RUp/JNrI096ZGqwAhc1mw2q1UlZWhs0Sj2+cqYFHhYRhGBeVy+Xk77fxSX4QKOLxa5WdYOWKRWouXDjkEQyfMhgBiv4aj6Mbq09kPN7/upkvdgvIFN6V2HWJj9R2QG0H/HN3NzKpHW2Ig/TEIM6bF0122uAVi+rr61m+fDlLly7lq6++8tuGy1UN8Pzzz5OUlMT8+fPdjcOiKFJcXMw333zDc889R0dHB19//TWzZ8/2y9oCnHkM1sERRZG2tjaqq6tJS0sjOzsbwCOBiW8LO9lXZWfKuGDmToxErRpgH8x/5L91Ot2QD6M9GQ5BwcbPRHSO6ShD/TvnKVSs5e7rtcRFjUxHqru7m9LSUpKSkpg2bdop762wkCCWzIrBk6K04OBg4uLi3BkYSZLcg4UbGxvp7u5GoVD0Gu6uVvceT9PVbeeZd/T0yDPwZsLRJT5iJZryTijvhHcK7MgcncSE95CdKuPKJfGD7o0TRZE333yT1157jddee82vfUsj0Uae9s7UYFAoFHR0dNDc3ExmZiZCWDw7a71/ncE4UzbbwIcm+gKHILDmlTqaDGHIFL6tTT8aSZJI0pp54IZRx/XgDAm+njM1gLIcubzvh2t/jIdrvoRCGc7L/+hB1xOBzA/qQTKZDGRqDDY1De1GkmIGd19JksTf/vY3nn32WdavX8+iRYu8tNL+4XLa3njjDa688kp36YIkScjlcq6++mqWLVvGu+++y+rVq/2m0BQgwED44YcfCAkJYebMmSiVyl4lfaeKYrd32Vj3gR6jlIZMJqf2R/h4jwOZo4PY8B5yR8tYMEVLUuypv/MnEpgYjvxYZuDPX6sJUo0dUDZ/oDhtBs6drOeSRSPTiXLNGtTpdEyYMIGwsMEp4XmCTCYjPDyc8PBwdzmhw+Ggu7sbg8FAc3MzVquV0NBQtFotxXVy/rU/kSBVul/WJ1cEgyKJNouJycEdg3ak9Ho9d9xxB+Hh4Wzbts3vM8lGoo0MOFN90NV1RGJcqVS6pVw7ejwfUNgf5PKgI0OABlC6ZXMML2dKqVCw5tY0fjhoYE+pkZomJwbL8bLsXkXs4foloSydfXpno45mIJkpuYeDMI81Hk6nky8LGvlwuxOZwr8RX0l0sHQqXH/+2FO/+CRYLBYeeOABOjs7+fe//+33oYKCIKBQKPj000/p7u7m/PPPd28KXFFNpVJJQkICn3zyCZdddhkTJkzw6xoDBDgVrgyQxWJh0qRJxMXFeVTSJ0kSmz5rpbAugaDgjF7VC3KFEhRJdDphew3kV7tmKnWTES8wKy+UKdkR7vO7BCYEQWDKlCk+F5gYLNNytKTG2yjYX0dJrZM2oxpBEYsiyDdCApIkESE7xL03RhMZ4T/VN29iMpkoKSkhLi6O6dOnDwtHWalUEhMT47YhkiShN5hY976OLjGLIJV/1yizNfDfV6lJTRics/z9999z5513cv/993Pdddf5XcBrpNrI096Z8vRGOFrKNTMzk/b2duDIRjJc7bubSh6kQnRYPT7O4fCNgzcYlAoFcyZFM2dStPt3Da0W8vfpKT1kpUUvwyEOXtVPkiRGRZlZfePofsuJeot/5rfx9wITkWESmaOCmT0+ggnjIvz44PFuZupUOBwCz751mKrWEGQK/xoJJSbu/2V8v2XV++LgwYOsXLmSm2++mVWrVg2JQXZF0NatW8fixYsZP348gLscykVpaSn5+fl89tlnw35zGGBk4+kzq6Ojg4qKCpKTk4mJiSE0NBRBEBBFEblcfsrz7Svv5o2vRFCNOeEMpROtzzVTqaQDSraB8I0FpaQjWm0gLrSDc+enkjGCBq7GR6v42eI4fvafnx1OB4WlHfxQZqW+PQizoCVIFXnSc/QHp62Li6cbOW+e/1RRAYxmB2vf7cTQE0xipI3x6UEsmKwlKsKzHmZJkqirq6O1tdXvA2k9pbjKyKtfyJCrc/2acXTNyrrjysRB7T8EQeCFF17gyy+/5MMPPyQzM9OLq+w/I9VGnvbOFPRvKOHRUq4u5R+LxUJlZSVNTU1ERUURGeY7dTGFYmDOlH2YZab6IjUhlGvP/UmEwmpzsnO/nh/LzdS1OjFag5EpPIjMOc0syGpj8hgFTQ2CWxnJG0OFT4beaOepzQ20GcOQycJpN0N7GewosyEJjYQG20mNkyHhW1EQb5f5nYpX/9ZIdYscfzbASZJIVlIP9/4yDeUg0viiKPLnP/+Zt956izfeeINJkyZ5cZX9QxAE3n77bTQaDWPGjOGHH35gw4YNbul3l5FwbUhffPFFJkyYMOR14AECuHD1DgNMmzYNlUqFyWSirq6OuLg4tNqTj6Ew9zhZ9147LT1pyFWD23oolKGIhNIhptJhgoNfCGDvICrUTFYqLJgcQXrS8B5QezTKIDlzJ0Yxd+JPvzvc0sH2/UbKD4t0msNAGdPvlgBJElHZSrh0Ugux4eHU11s8Fk4YKN/s6eTjnWEEqceACpp7oLkUvj4oItp1RKiMjEkUmZkbxqRMTZ/3jMVioaSkhMjISGbOnDksslF90dppZfOXdiSFf0sondZOfnm2lTkTBxdIaGlpYcWKFUyZMoVvv/3W5/uoEzHSbeQZ4UydCldDo1arZfbs2W4pV5VKRW5uLl1dXZSWlmK12oD/whfqwQNV9EtLGZhCzFCjVgVx9sxYzpoezaFDh+jsbCZYk86+Kjvl9Xbau+UIqJEdE+KRJJGMuB7u/+Uo1KoMHA6HW3LWNZH+aNnv8PBwr2WLvtjRxgffWkERfkKfQqYIpkcIprIFwqN863cMqMxvEMbotitHA9DaYaVgfxcHaqw0d0pYBTUyuQ8eI4KVG84J5eyZGad+7UnQ6XT89re/JTY2lm3bthEaOjQbLJlMRm1tLWvWrAEgJCTErX55NHK5nJ6eHt5++23+53/+x+9liAHOPE71fBRFkfr6epqamsjKyiImJsZd0jdmzBg6Oztpa2ujqqoKmUzmfvZGRka6VUE/3drGV/u1BKl8o1onlytAnYBBhD31R/45bQZiQzr471/GD1jQYigZlRjKtYmhmEwmSktLCQnT0maOpqjKQYNOiVWKIij4+EyN09rJFfMsnD1jDJKUgdlsRq/X09DQgNFo7KXc6s0ApLnHyXPvtKNzZhCkPt7WyORyFOpYzMRS3ArFrSB8fSTDmKi1MiFDyfxJWrQaJQ0NDTQ2NpKbm4tW633RL2+TEKPm+dvVCILAvspmfii1cKhVjtGuQa6KPm4f4w3COcR/3xJNeGjUqV/cB5Ik8fXXX/Pwww/z7LPPct555w3JXE4Y+TbytJ8zBX0PJXQ6nVRWVtLd3U1eXh7h4eHu5lk4vu5bkiTufDUUXzhTZbtew2Jo7PfrlUoly687i2svmer1tfgLg8FAWVkZCQkJjB49+rjNfrfZQUFRF0UVZg63SzgEGb+6QMvco8oHj0UURbfxcM2MUCqVbsOh1Wo9nsfVbXbw9KbDNHefeNjiiQiPSvPpQ6m2+FN0Tfs8OiY2OpxPXl3l1XUIgsi+8m72lHZT3ehEZ1IgytSDeu9alZGHbx41aFn7HTt2cM899/D73/+eq666asiMxLG88847PPPMMxQXF3PffffxyCOP9GqmfvXVV7n//vvZs2cP48aN8/fyhscfaeQw4m3kyWYxdnV1UVZWRlxcHBkZGcjl8pOq9Dkcjl4Daxvb7HxTng6hg+t19BRJkgiV6rjryggSBilYM1SIokhtbS0dHR1uqfmjkSSJijoTuw6aqWqCrp5wEjRG7rk2jlB13wGuowOQBoPBKwHIbws7+XBHGEHqvm1zf5BEEae1g1C5jpzRSmaND2PiuL6zVyMBncFGwf5uSmqdtBhUOGTRKJQDD+oJDgsLM1u4+pzBlW7abDbWrFlDWVkZmzZtcs9THQ4MYxt55g7theOHEkqSREtLCzU1NaSlpbkb7Psj5XrXqyGIPhjGWrHnLUy6mn69dlJeBn+4/yK0mpFpJARBoLq6mu7ubnJzc32uymOz2XoZeNfEc5dz1ddEeoCvdrXz1296PBbQ8Lkztf8TdM37PTomITaCD1+51Ucr+gmdwU5BURc/lhloaJdwEo6sH+UpkuhkUmoXi8ZbcTgchIWFDWiuh9PpZO3atXz33Xds3ryZjIzBZbd8RWFhIfv27eOWW27h66+/pqqqiquuuoply5YxY8YMNmzYMBTzcUburmVoGPE28kTOlN1up7y8HLvdTm5uLiEhIScNNB6Lwymy8eNWKjpSUAT51045rToummHi/Hkjs2oDjlTLuJzYtLQ0n5a4HT13UK/XYzab+x2AtFidrH2ngw57OjIfrVFwmFGKXSRG2ZiYoWT+5Ai04SN3fqQkSRyoNrL7oInSeicWIYogdWy/esjFngYundpAeLAFhULRazakJ31DVVVV3HrrrVx22WXce++9w0IN70QMQxsZcKZcRsBsNlNaWoparSYrK+s4KddTbYDv+XMITsH7+43qve9haCs76WvCwsL4/e3nsWjWyFWt6+rqory8nJSUFFJTU4ck4iSKIkaj0e1cmc1mVCqV23BotVqsdomnNx+mUd//bNTR+NqZOlT0EV0tBzw6JjlBy3sbVvhoRT8hiiLV1dUYjUby8vJQqVQcqOrm+4NGKhtsdHYrEGS9SzgVkpm7r44hd8wRlUBJknpNpTcajf0yHk1NTaxYsYLZs2fz2GOPeZyFHCr++c9/ctVVVyEIAna7nY0bN/LrX/864EwNf0a8jZQkCbvd7v7vhoYG6uvr3b3DMpnMo5lR2/fq+Gt+MAq1f/tHRMFJUmgdd1598szMcMY1jNY1+Nif8t9H058A5Pa9Xby3PQSF2r9lVqJgZ1FmI1cuPb4EbKRgNBopKSkhOTmZ1NRUTBYnO/Z3U1xjo6lLhY0ogoJ/ElwSRYE0TS13XZPolj13ZYFd/2w223EByGOdJEmSePfdd3nxxRd55ZVXhk2/UX8YJjYy4Ew5HA5qamrcKXOtVutRpM3FPwrM/FDhQGcJhaAIr9XC1u7/GF1z8Qn/n0wmZ9miiTxw2xKUQcMzgnAqXCWVPT097kjncMJqtboNR/4+AwWV8ciCBp6K97UzVbPvA/StJR4dMyo5infW3+KjFR3BbDZz8OBB4uPjSUvr+2/QbXawo6iLokoLIHH3daNRKk9+b7vmerg+J5vNRmhoKDU1NYSFhWE2m3nmmWd4/vnnWbZsmQ/ene/59ttveeGFF/jss8+49NJLeeGFF0hPT/fnEgLOlGeMeBvpcqZcvcORkZGMHTvW3Tvc30AjHMlUvPq3duo7lFiJ7rUh9CWStZlfnQNTc4Z/f01fuAKNycnJjBo1aliVth0dgGzv0PNBQQg9wRMHrcjrKYK1g+sX25g7aeB9QkOJJEkcPnyYlpYWd2tJX6+rqDPxfYmF6iaRpdNULJx28hJKSZKwWCxuJ9hoNCKTyQgLC6OgoMCdyZEkiY0bNxIZOXi1yKFgiG3kme1MtbS0UFpaSnJyMqNHj/Y40tYXXUYHO4otHKwVadGrcMgiBiwkUV/yGR2Hfzju9wlx0fxh9SVkZfh3PkSbzsr3xZ0snBpPZMTgovsdHR1UVlaSlpZGUlLSsDISR2PucfL05noaugaWjToanztTe99Df4pM5rGkp8bw1v/d7JP1uNQwGxsb/SZh6zIef//733njjTcoKysjPT2defPmcf7553P++ef7fA2+oqGhgS+++IKlS5f6u0xxeH45hy8j3kY6nU4OHDiA0WgkNzf3lL3D/cVVzvT9QTPVzXK67REoVNFefS4Kjh4mJjVxy6WJgx5U6ilbC1vQhAUzNSdqUO/J6XRSVVWFxWIZloHGoyko6uLdrSoUav+WUEqSSIyylvuuix2xWUebzUZJSQmhoaFkZmb6RZ3Q6XTS2trK008/zbZt2+jp6WHatGnMnTuXm266aVj1SXnKENnIM9uZamtrQ6VSoVKpvGIk+sLhEPmh3MKPFXbqO4IwOzTIlf1L0zeUfUVb3U73zwpFEJcum8Cvr55NeHi4X2VB3/x7DR98vh/BeaT0IzRMQ2pSNBOzYlk4PZ6stP5tlB0OB+Xl5QiCQE5OjlvZaTiy9YdONn9pArl3DJmvnanqH9/F0F7h0TFj0+PY9PxNXl+L3W6ntLSU4OBgsrKy/Fp/XV5ezq233so111zDnXfeicVi4YcffsBisYxoZ2oICThTnjHibaQrWh4ff6QszxuBxr5o7rCyvaib0jqRDlMIkjK233LfxyLrqeLGpQJ54+L9altaO608tG4bZSVFAAQpQ0hMSiFrXCqzJyWzaHo84aH9e0+dnZ1UVlYyevToYR1otNkF/vevbTRZ0o8oJ/oRp03PZTO7WTZn5PbAtbe3U1VV5VbD9BeiKLJhwwY++ugjNm3aRE5ODrW1tezatYuzzjqL5ORkv63lNOHMdqacTqdb0c9XRqIvKut7+HdhJ1VNcqzEIFNqT1ga2FT1LS3V2wDIGTeKh3+7BDk2d7o2ODjYLTer1Wp9Uid6qNHEYxsKaW1tO+nrgpQq4uOiyMqIYfakOOZMjEEV3PsB29raSk1NDWPGjDmhvOVwo/qwiYIiA2X1NtoMJ5Zl9wRfO1NVP7xNd0eVR8dkj0ngtedu8Oo6Ojs7qaiocPdX+AtRFPnLX/7Cn/70J/70pz8xY8YMv137NGd47uaGL6eFjbTZbO7Bu/60jxark/y9newo0qPr0SIFJ6A4RQDSadOzZLyOsyYr0ev16PV67Ha7u6cnMjLypKJCA0WSJDZ9WsVb73+Nw2bu83UymZzI6EQy0lOZkpfM2bOSSE/uXc7lcDioqKjA6XQO+0AjHHGmdhYb2Fdpo6FTSU8fsuzeJkw6xP3XRhHp4bDf4YIgCFRWVmK1WsnLy/Pr/Ka2tjZWrVrF2LFjWbt27bAYbHsacGY7Uw8++CBKpZJ58+Yxffp0v6XRzWYzZWVlhIaGMm7cOJRKJV3dDgpcpYEGFU6ZFrlCSeuhAnT1Bdy78hzOWZh13LlsNpvbcBgMBiRJIiIiwm08BvOeJEli/TvlfLW1BFH0fAiwTCZHq9WSPiqaiZlRJGsNxGiVZGdnjxgBgGMxWRwU7OtiX6WF+jYRiz0YmQclnL52pioL/4Kxs9qjY/Iyk3ji/it46a9ljE7SsHBaPJn9zDIeiyiKVFVVYTKZGD9+vF83AwaDgTvvvJPg4GA2bNjgk5LCbdu2sXfvXhYuXMi0adO8fv5hTMCZ8owRbyPLysp49tlnmTNnDvPmzSM9Pd0vlRCu0uDDhw+7gzGSJLG/0sj3JWZqWhQY7RFuuW1JFIgNruWuq2PRhPW2Ky5FOpeNNJvNqNXqXqJCg8mYVx828ci6b6iv9awawIU6NJLU1FTyspLJywhDG9RGZuZPAh8jkcp6EzsPmKlslND3hENwjNeyVk67kSXjO/n52f4VMQH45N/17C9rY+akJBZN63+W8VhcIhMpKSmkpKT49XP+7rvvWL16NY8//jiXXnqpT659htrIM9uZOnToEPn5+RQUFFBYWIharWb27NnMmTOHOXPmEBMT49WbzTUfor29nezs7JM2+jkcIrtLzVTXdXDNeaMIVvYv4yQIglvFRa/XY7VaCQsLcztX/S0NLKrQ88yf9qDXd/X7/fUHdUgYSQlRjB8Xy/ypcUzKihyxRgOOGP6D1UZ2HjBQedhWPompAAAgAElEQVRBp1GOKAvp8z353Jna8yZG3SGPjklJjqPHGYXDYXP/LkipIjYmksz0aKaPj2P+lFjCQk5+D5pMJkpKStzzwfz5uRYWFnLHHXdw991388tf/tIn17ZYLLz00kts3bqVLVu2MHfuXN58801GjRrl9WsNQ0bul3RoGPE20m63s2vXLgoKCigoKKCuro6srCy3czVhwgSvB8VMJhNlZWVoNBrGjh170kqLpvYethcZGZ2gZM7E/gkPSJLkFhXS6/V0d3f3OVD4ZAiCxB/fPsCn//wWwWk75ev7i1wRTFxCCpljUpgxMZnFMxKJiRze2alTYTQ7KCgyUFzjoFkfjF0Wfcos44mQzJVcu7CbsaNj0Gq1fgvUmSwOfv9CAXt/3OP+nUwmRxuVQHpaCpNyklkwLYmcjJPPvZIkifr6elpbWxk/frxfFRkdDgdPPvkkhYWFvPnmm6SmpvrkOmewjTyznamjkSSJrq4uduzYQX5+Pjt27MBkMjF16lSvROZcijyJiYknHETrKyRJcg+r7U9poM0u8OwbB9lVWIEkiSc5s3dQKJTExEQyLi2GpXNSmDN5eEytHiiCIPDDvnIKy610mLU062RYBTUy+ZG/sa+dqYrdmzB11Xl0jCJIRajmFIP+ZDLCwzWMSo5mQmYMC6b+lL1yySY3NTX5TWTChSAIrF+/nn/84x9s3ryZrKzjs7feRK/Xo1QqufDCCwF4/fXXGTNmjLtM+DTmtH5zPuC0s5GCIFBaWuoOQBYXFxMbG8vcuXOZO3cuM2fOHHAZnSAIHDp0CJ1OR05ODhERET54ByfG6XS6g496vd49rLav0sB95V089n9f0d5a75f1RUTGkzY6lUm5yVxz/lgiNSOztM2FXq/ny23ltJhiaDVq6LZpkKui+yyfFxw9zExv5rpzYnrJstvtdvfnpNVqfdJDvmNfO4//8Z+YDO2nfG2wKpzEpBSyxyUza2IyC6bFubNXNpuNgwcPEh4ezrhx4/za615XV8fy5ctZtmwZDz74oM8lw89QGxlwpk6G1Wplz549bN++3R2Zy8zMdDtXEydOPGVkzlUDbbfbycnJGRaKPH2VBlY1B7H500osZpPf15SUlMD/3DaT0UkDlx0favR6PWVlZaSmpvZK3wuCyI9lBnaXGKnQZYMPHyjl37+OWX/Yo2MUQWpCNZ73rx3JXmlJiFYyfkwYly3LJTzMf1HUlpYWVq5cyYQJE3jqqad8HqkUBAGFQoHRaCQpKYm1a9eyfPnyXmVCdXV1tLa2MmvWLJ+uZQg4ba2gjzjtbaQkSTQ1NZGfn8/27dvZvXs3ALNmzXI7WAkJCafcQLnEFoaL9HdfpYGhYRFs/mcL23d8jyQKfl2TQqnmqsuWsOrq3CH/+wwUURSpqalBr9eTl5dHaOhPtr5Db2PH/m4O1jppMagRFDEogtTIbA387udqMlKO3xe4Zg669jEmk8k9VNiVaRxo5lQQJP7wpx/5+t9bB/xZu3rkUpLjSY5Vcu7Cscyc5L8ZmpIk8cknn/Dss8/y4osvsmjRIp9f8wy2kQFnyhNEUewVmdu/fz8xMTG9InPh4eHIZDJEUeTw4cM0NTWRkZHRL6MyVOi7rTz28l7KKjzbhHsDRZCSKy+YzA2XjNyBw65htAaD4TgjcSy/+1MIvtyXlu16DYuh0aNjBupMHYdMhiY8gtTkKCZmxbJgWhzjRnk/SyVJEt988w0PPvggTz/9NBdccIFfvltOp5OgoCDWrFnD22+/zccff8zEiROBI4GXtWvXsmnTJiRJQq/X88gjj3D77bcP2ynyHjI8H17DlzPORkqSRHd3N7t27XLbSJ1Ox8SJE902Misryx2VNxqN1NbWIooi2dnZw7YRXpIkvt7ZwLrX/o3RcHIRJl8wOj2LJ+9ZcpxYxUjCaDRSWlp6yjmDLhxOkdJDJiaOO3np3LHY7Xa3c2UwGHA6nWg0Grdz1Z/MaWWdkQee/YK2Fs8qPPpDsDqcpKQUsselMGtiEgunxRN6ivL5gWCxWFi9ejU6nY7XXnvNb0qBZ7CNDDhTg+HYyNyePXuQJImsrCwOHDjA5Zdfzm9/+1u/KrV4yt+/a+T1D37Ebuvx+7VHpSaz5vbpJMUOfbZuoLgGWrrKN0/1oPa5M7XzT1i6mz06RqEMITTcNw29QUoVcbGRXLAog8uXjR70+ex2O4899hjFxcVs3rx5SCRc09LSuOKKK3j00UfdwxUfeOAB3nvvPa699lruuusuPv74Y9avX897773H+PHj/b5GHxBwpjwjYCM5Upmxd+9et3NVUVFBWloaGo2GoqIiPv74Y9LS0oZ6mX3SbXbwP+t3UrhnN/7+SJXBoVx/5TJu/lnmsA3EngpRFKmrq6O9vf2kw2h9eX2j0eguDzSbzahUKrdzdWybw2sflfOX97/0ah/cyTha4fGhVbOJixp8QOHAgQOsWrWKm2++mVWrVvm1pNDFGWgjA86UN7FarTz55JN88MEHLFq0iKqqKjo7O5kwYYI7MpednT0kN/eJ2PheBZ9t2e+X3qijCVIGc92lU7nmvOFrRE+FS0yks7PTPdCyP/jamSrd8TI9xlaPjglShhIS7rvhz1nj0njijumEhw4uAnfo0CGWL1/ORRddxOrVq/0azXKVL3z66afcdNNNfPjhhyxZsgQ4ono2bdo01q5dy2233eY+Ji8vj/POO4///d//9ds6fcjI3M0NHQEbeQKKi4u55ZZbiIyMJCkpiaKiIjQaDbNnz2bu3LnMnj2byMjhIUrU3mXltkc+o6XJM0EfbzBmXB5P3nM2qfEjt+zdbDZTUlJCdHQ0GRkZw2bfY7Vae/VeSZKEUxbGyx8corbGs4H33iBYreG3v76Ay/5rcMFGURR57bXX+Mtf/sLrr7/OpEmTvLTC/nGG28g+H1gjc5T0EGMwGIiMjKS4uNhdq+uKzG3fvp0//OEP7sicy7maOnXqkM2SWHV1FjddOobt+zrYvb+dytoOOjv1CILDZ9fMSE9lzW3TiIseniUd/cGlWhcbG8v06dOHjZGAI9lSj/HRvkWhUHL9z6YN2mmWJIn333+fdevWsWHDBubPn++lFfYfl+O2bt06Fi9e7I6kCYLAn//8Z+Lj47nlllt6NdmqVKphnZUOEMDf7N27l5dffpmpU6cCR77b7e3tFBQUkJ+fz9q1a7FarcyYMYM5c+Ywf/58UlP912dyNHFRaj5YfwW1TSa+3d3M3oONHKptQN/VAgN5zvaDYFU4N117Dr+8eKxPzu8PXMOem5ubyc3N9auYSH9Qq9Wo1Wr3nMtPv61n/Z+/wNbT7fe1jErPYu0Dy0iOG5zTrNPpuP3224mLi2Pbtm0nbTXwFQEbeWICmSkf4eqvcZUG7tu3j7CwMObMmTMsInOSJFFUoWf7j22UVHXQ3NqFzWoZ9HmVwWpuumIaP/sv30hynoy9ZXo2/q0LGZAULTFhTAgLp0WR4KFD55I2bWlpGbBq3e/+5NuHXMn2l7CaOzw6RhkchjrMu1Pko6NjeOJ3s0lPGVxZh8lk4t5778VqtfLKK68QFdU/CWRvIQgCb7/9NhqNhjFjxrBw4UI2bNjAL37xC+BIlDMnJ4dbbrmFhx56yB2dKy4u5rbbbuPcc8/loYce8uuafcTQpwpGFgEbOUDMZjN79uxxlwY2NjaSk5PD3LlzmTdvHnl5eT5XJDsZBpOdrYWt7N7fREV1A20tjV4pC8vOncSTd51FQox/A42CIPHihy1UtEYRGmQkLc7J9Bw1M3K1KIM8CxT29PRQUlJCREQEY8aMGda9MBark4f/bye7d+/y+7Vl8iAuvXAJd984cdB7vYKCAu655x4efPBBrrrqKr/vHQM2EghkpvyPXC4nMzOTzMxMbr75ZiRJoqOj44SRudmzZzN//ny/KhzJZDKmZEcxJTsKyAagsbWH735opai0g7rGTozGbo8ic2mjErjqbDWhqkZKS41uyVm1Wu3T9+UQBNa9fZiSBhUy+ZGZDvW6I//+uceAXGolKsxJ5qhg5kyIYFJmRJ/rsVgslJSUoNVqmTlz5rDKRh3NgEo2+5CkHRgyFszOYfXN41EoBnfeoqIifvOb37By5UpuueWWIfmby2QyamtrWbNmDQChoaHuiCYcKT1saGhwy8C61rh161bMZjNTpkwBON1lYQME8BphYWEsXryYxYsXA0c2a8XFxeTn57Nu3TpKSkpISkpyByBnzJjh10i8NjyYSxaP4pLFo4DZOJwihSWdFPzYzIGyBhobG7BaDP0+nyokgkvPmcyMTImm+lIs3d4ZKNwfSqqNvPxPEZl6LEFqsBNNZRdU7oS3860ohE4SIqxMyAhiweQIorUnrqJxDVpuaGggJyfnpDM0hwsvv1dCWUWN368bERnPmrsvYub4wYlCOJ1OnnvuObZu3cqnn35KRkaGl1boGQEbeXICmakhxBWZc0myux5QQx2Z0+l0VFRUEBOXTHWLksID7VTWdtKp60IUnMe9PlgVwq3XTuf8BUdEAgRBoLu72y05O9CBwv2hqMLAix/pEGT9H4wnCQ5Cg22MjpczNSuU+VOiCVUrvGYkJAnufNW3Rv/Atv/D3qP36BilSoM6NHrQ11apQ7n75tksnDa4/itRFHnllVd47733eOONN4ZNc+o777zDM888Q3FxMffffz+PP/44X331Fb/97W95//33mTFjBgBtbW2sWrUKm83GRx99NGRlvF7m9LNyviVgI32EJEnU1dWxfft2tm/fTmFhIUFBQe6+q7lz5xIbGzskEfrq6uojsxw1o9ld3MW+0kYO1TVg0LVyoltiwsSpPHHnQvdg3p6enl5qdAMZKNy/tUps+KiZis7RyBX9K7OSJBHRpkOrNjIuSWLOhDBy0sOx2WyUlpYSEhJCZmbmsM5GnYhOvY1tP7RSWNxE5aFGr2UaT8TUaTN5+u4Fg1bwa2xsZMWKFcydO5dHH33U68OzB8oZbCMDAhQjAUEQOHDggLs0sKSkhMTERLfh8HVkzuFwUFlZic1mIzc39zgJW0EQ2VeuZ8e+NkqqOmlu1ZGZkcgjq6agCev7S97XQOGjjYenTqMgiKx79zAH6oORyQf3UJckEbloJirUxpSsCBZNix7UHCxBhLtf860zVbz1BRxWz2q/g9VaVCGDiySmp6Xwh9/NIjJicA/1jo4ObrvtNkaPHs3zzz8/LOayHUthYSF79+5l+fLl7nkZDz74ICtWrABgzZo1fPLJJ9xzzz3ccMMNiKI4bDOZHhBwpjwjYCP9hEtmeefOneTn57Njxw66u7uZNGmS20aOHTvWp99BV6AxJSXlhD1eXd12vitsYc/+RiqrGzGbzay84b/+k93qm2MHCtvtdjQaTZ8DhftDWa2JjX93gnrwSqhOuxG5vZXUGAezxoczd2IkatXIcqaORRAkfijRUbC3iYMVTRxuaMBi1A3qnMrgUFbccD7XnD+4ETCSJPH555/z+OOP8/zzz7Ns2bJBnc9XnIE2MuBMjURcvTtHR+YUCgWzZ892lz7ExcV5JTLX3t5OVVUV6enpJCYm+jza19dA4f6UBhZXGlj/kQ4n/c9GeYxgRRvqYExyEDPzNEzP06LsZyTO6YR7XvexM/Xd8zhsng1dvvHyOWTn5PD9/jZKKtvo0HXjdPQvMieXB7F0fjoLxos4nc7jJtJ7cr9s27aN+++/nzVr1vCzn/1sRKT8JUni0Ucf5ZVXXuHiiy9Gp9O5JV9vuukmwsJ8eC/6l+H/YQwvAjZyCLHZbBQWFrqrO2pqahg3bhxz5sxh3rx5TJo0ySuN706nk8rKSqxW6wkDjd6mr4HCrmfuyUoDJUli48ctlLSmogjyTSZAFBzIHJ3EhpvJHS1n/uQIkuOGX0DMU5raLWzd00JhcSNVNYfR61oRxeOrcU5EfFI6t12dRZiyh6CgoF6y7J7cg1arlQcffJD6+nreeOMN4uN9M87E25whNjLgTJ0OnCgyZzAYmDx58oAjc3a7nfLyciRJIicnZ8gUV/pTGihJsP69wxTVDj4b5SmS6GRBnsivLzu1sIbdCff52Jna/+1zOO2eCYasuH4hV104lZKSEkJDQ8nMzKSu2UL+D23sr+jkcJPuhH1yEdpIHrtjLllpR4Q4XIbeFUk1mUwEBwf3MvQnKkdwOBw8/fTT7Ny5kzfffJPRowc/j8rffPHFF7z66qtkZGSwePFiLr744qFekrcJOFOeEbCRwwhRFCkvL3dXdxQVFREVFeV2rmbNmoVG49mA2Pb2dqqrq0lLS/NLoLEv+lMaWFln4sW/O0CV4te1SZKEZGvl/quCGJU4cmXeAVpbW6mpqSEnJ4fQsAh27e9g175mSiobaWpqPK5PTiaTc+6ys3nglqkoFEfuDbvd7v6c9Hp9vwOQZWVlrFy5kmuuuYY777xzRGZxTnMbGXCmTlfsdnuvyFx1dTVjx451G4/Jkyef0EGSJInW1lYOHTrE2LFjh13049jSwLJDJv61PwZRofX/WkQHS6bALy7on4GyOeD+N3xrUIr+/SyCw7MBzDddMZO8dBVZWVl9Tko39zgp2NdB4YF2qmo7GZUcyUMrJ6E8hciEK9PoMiCCIBAREeF2tKKiorj11ltZvHgxjzzyyJCqdHmD07WJloAz5SkBGzmMkSSJlpYWt2Lg999/jyAITJ8+nXnz5jFv3jySkpJO+F222+1UVFQgiiLZ2dnDrt/j6NLArq4uvvgxmFbnFBRB/h9HIrcf5s7L1aQljdzsg9PppLy8HEEQyM3N7bM/qfqwiW0/NLOvpImWNh233zCfhdNOvn86OtNoMBh6BSCrq6uZMmUK//rXv3jllVd49dVX3T1HI5nT1EYGnKkzhaMjcwUFBRQVFREZGekuC5w1axY6nY6vvvqKBQsWkJWVNWyaGk+EIIi89MFh9tYokcn9vwEPUZhY/YtEj3qorHZYvcm3ztS+b55G9LB59qrzs7n1hvP8kn0URZHu7m62bNnCxo0bKS8vJysri4svvph58+Zx9tln+3wNAQbEaWf9fEzARo4gJEnCZDLx/fffu21kW1sb48ePdws/ZWZm8s4775CSksKkSZOGXaDxWKoazLz4iQ1J5f9xJILTyqSkRpZfNnQZO29gMBgoLS1l9OjRfTrX3sYVgHzsscfYvn07Op2OSy65hEWLFrFs2TJSU/3/eQY4JQFp9DMFuVxObm4uubm5rFixwp2Bys/P55tvvuGuu+7CbDazZMkSYmJiiIyMJDk5eVg+CMvrjLzw13bsUrh3Vb37gSQ6mZ0tcOvPMzz+2/hozuMxF/FcGj0jPd1vZZxyuZzg4GDy8/NJSEjg73//Oz09PezYsYNt27YFnKkAAQL4HZlMhkajYenSpSxduhQ4kpEoKioiPz+fNWvWsGvXLtLS0jj//PMJCQkhIiLC5z1SA0GSJF77tJWixmQUqsEpqw7o+tZmbr9EQU56kt+v7S0kSaK2tpaOjg4mTZrkV+l9lUpFfX09P/74Iw8//DBXXXUV+/btY8eOHZSWlgacqRFGwJk6zZHJZCQmJnL55ZezefNmLrzwQh588EEOHjxIfn4+b731Fq2treTl5bkjczk5OUMueypJEgX7DKiVErYeGzKF/0oslJi569pYcjI8H9YLIPrBmZJEz50plcp/X/eSkhJWrlzJjTfeyG9+8xt37fdI7JMKECDA6UtQUBDTp0/HYrGwadMm3nrrLbKyssjPz+f999/ngQceQK1WM2fOHPe/6OjoIQ9AHmq00NolIRe6EOUx/ZY+Hyyi4CAjso7f/TrJ3SM0Eunp6eHgwYNERkYyffp0v/YnCYLAH//4Rz777DM++OADsrKyANz3V4CRR6DM7wyisbGRlJTj+36OjswVFBRQVlZGamqqW9Ri2rRpQy5dXd1gYvs+A2W1Vtq7FQiyEK8bM0kUGD/Kxl3XjR7UIFqTFR5807cRrh+/eszjFNgT913KWXOyfLSiI4iiyBtvvMGmTZv485//7B7UF2DEMHJ3R0NDwEaeJhgMBuRyORpN7yCaJEl0dnayY8cOt/CTxWJh2rRp7t7ktLS0IRULsNoEdh0w8GOFlcbOYKxEExQc7vXrCNY2frXMyfRc/w/rbWiz0G1ykJsRMWjb39LSQm1tLdnZ2URFRXlphf2/9sqVK5kwYQJPPfXUsOvFC3BSAj1TAfqPKIrU1ta6navCwkJ3ZG7u3LnDIjLX1W0nf28XRVUWGjskbIJ6UD1VMsHMTeeqmD8tcdBG0WiBh/7iY2fqy0c9PubZ31/O3OmDm39xMrq6urjjjjvQarWsX7/e51KoVqt1WJbfjHACzpRnBGzkGYjVamX37t1u4ae6ujqys7PdztXEiROHVGRHkiQOVBv5/qCZ6mY53fYIFKqB22xJFIhWVHD3NXFEaPyv1vfuFzW8+ta/cNjMBKvDSU5OJWdcCnOmJDN/Sly/Z145nU7Kysrc6sX+7BeXJIktW7bw0EMP8fTTT3PBBRf4fA8VsJFeJ+BMBRg4kiSh0+mOi8xNmTLFbTzS09OHNDLncAjsLjGwY5+O6iYHNjG8X6WBkiQyOtrEjecEYzF3YzKZUCqVvWZEePrANZjhkbd9Z3AkUWTv1497fNz/PXoV0yak+WBFsHPnTu6++24eeOABrrnmGp8aCaPRyKeffsrnn39OZWUlN9xwA7fffvuQl92cJgT+iJ4RsJEBEASBkpISdwDywIEDxMXFuYOPM2fOHNDgXW/S2mll2149eyt7MFi1yNUJyBWntm1Oq44LprSRk+JAr9fjcDjcMt8DHSjcXwwmO6vXbuNg8d4+XyOTBxETl8TYjFSmjU9m8cxEkuOOt796vZ6ysjLS0tJISvJvn5fdbufRRx/lwIEDbN68meTkwQ9SPhkBG+kzAs5UAO9yqsjchAkT/Br1EUWRmpoaurq6yMvLIywsjIo6I9uLDJTX2+joViAeWxoo9nDjueGcNb23TLjNZnNLzhoMBkRR7PdAYfCHMyWw9+snPD7u5aeuZ3yWdx/igiDw/PPPs2XLFjZv3szYsWO9ev4TsWrVKj799FPOOeccJk6cyEsvvcSVV17JM8884/NrnwEErK1nBGxkgOOQJInGxkb3vKvdu3cjk8mYNWuWu3w+ISHBr5tbk8lESUkJcXFxpKWlYbWL7Cw2sK/STqMuGLssGoXyp2oCSZKIlB/ivuti0IT9ZMtPNFBYpVK57ePJBgp7wrd7Wnn6xc+wmHQeHxumiWHUqBQmZKcwb2oi0WoDOp2OCRMm+L1loaamhhUrVnDRRRexevVqv/SjB2ykzwg4U31xmmrh+x1BECgtLXVH5vbv3++OzM2dO9enkTmj0UhpaSnx8fGkpaX1eY2OLhv5+7oorupBlCTu/cUowkNP7fCdbKCwVqtFo9H0ysp1mWDNO75zpkTBwb4tf/D4uE3P38jYdO/J/DY3N7N8+XJmzpzJ448/7helwK+++orLLruM9evX8+tf/xqAjz76iOXLl1NQUEBubi41NTVYLBYmTJjg8/WchgQehp4RsJEBTokkSXR3d7Nz5053dYdOp2PixIluG5mVleWT6g5Jkqirq6OtrY3c3NzjesKOfl1RpZHdB80capWzYIKcCxf0TyXQarW67WNfA4X7i90h8tjGPWzdlu81adwgZQgJiSlkj0th5qRkFk1PICLMt8FeSZJ4//33WbduHRs2bGD+/Pk+vZ6LgI30KQFnykVTUxM1NTV0dnZyzjnnoFKpRuSU6eHOsZG5PXv2AHg1MieKInV1dbS3t5OXl0d4uPcbbk/E0QOFDQYDRqOxV2mgINfyhw99N1xYcNop+uYpj49798VbSE0afLOtJEl8+eWXrFmzhueee45zzjnHb5utBQsWEB8fzxtvvIFWe+RvXFVVxaxZs/jmm2+YOnUqTz31FF9++SXt7e1ccsklrFmzJtDk238Cu2bPCNjIAAPCbrezd+9edwCysrKSjIwMd2ng1KlTB/3cslgsHDx4kKioKMaMGeO3z/HogcJ6vR673Y5GozllaWBxlZ6H1n6Brr3Bp+uTyeRERieSnpbC1LwUzpqVxJgU7+0fTCYT9957L1arlVdeecWvIhcBG+lTAs4UwP79+7nooosICwujsbGR2NhY7rvvPn7+85+TkJAw1Ms7rXFF5nbt2uU2HoOJzJnNZkpKSoiOjiYjI2PIjb3dbncbjoY2K5+W+E7eVHBYKfq3Z+n6vOzRrF9zOcHBg2uKtlqtPPLII1RXV7Np0ya/fm8qKyvJzs7miy++4Nxzz3X//sMPP+SJJ57giSee4KKLLqKwsJDGxkb+8pe/8NFHH3H48OETqlgGOCEBZ8ozAjYygFcQRZHKykq2b9/O9u3b2bt3LxqNxl06P3v2bLRabb8CV5Ik0dDQQGNjI7m5ue5N9VDhGpbsspEmk6lXaWBERAQb3y/nw79tQRTsfl+fKiSCJ+6/nDmTYgd9rn379nH77bezcuVKbrnlFr/uTQI20ucEnKmOjg7OOussLrnkElatWoVWq+Xuu+9m9+7dLFmyhNWrV/u9KfFMx+Fw9IrMVVRUkJ6e7nauThSZkySJw4cP09TUNCyMxIloN8AT7/1/e/ceF2WZ/nH88wxSCnhMRddUTAIPiIiIgrlmFqXZzxUP1bJ52PLYtil4TgqzsFxzKzXF1FIxeFnSiyw7WBYCGgJaQoAoiIoHFFCI4Tzz/P4gntXSBJEZBq73XzFDzD01M9+57/t67qv+yvwqK0o4tn9VjX5Xp7Niut9w/vG3gXV+3PT0dGbOnMmECRPw9/c3eS+yV199lR07dhAdHU2nTp2AqtdQcHAw4eHhHDhwgA4dqspSDAYDDz/8MF26dCE0NNSk47RwMpmqHclIUS9UVeXSpUvExsYSHR1NXFwc5eXl2pHsQ4cO5d577/3D5KqkpITU1FRsbW1xdHQ0exTkfx4AABjsSURBVM/Im6kuDTyZlcu7H6Vx4dwps4zD4b5erF78CPb31O3UO6PRyMaNG9m1axcffPABffv2vUMjrDnJyHp303xsMk17L1++jF6vZ9y4cVrj0C1btrBixQoiIiKwtbVl0aJFtGrVyswjbTqsra3x9PTE09OTgIAAjEYjJ0+e1JoJBwQE0LJlSwYPHoyXlxcdOnQgJCSEgIAABg0a1GBD4g6Vef/JA9SsYW+7tm14+5Xx9Ojarm4Pp6rs3LmT9957j02bNuHp6Vmnv3e7zp07h6ur63Xv0eTkZH744QcGDx5Mhw4dMBqN6HQ6EhISOHDgAFFRUWYZqxCWRjKyYVEUBXt7e3x9ffH19QWqKjIOHz5MdHQ0//73v7VFxerSwKioKBRFwc/Pj3bt6va5X9+aN29OTFIpGz6Mpry0yOSPr7OyZvz/PcwLfn3rXKaem5vLnDlz6NatG1FRUWbryykZaT5NZjJVVlZGeXk5hYWFwP/O3w8MDKSkpITw8HAee+wxhg0bJhfcmolOp8PJyQknJyeeffZZVFXl8uXLxMTEsHHjRhISEujbty8bNmz405U5c6vvydQtdpMBhYeG9iVo3mN1/m9TWFjIvHnz0Ol0REVFmXUn0NnZmcjIyOuef1hYGHl5eaxcWXUNWfXz3bp1Ky4uLjzwwANmGasQlkYysuGztbVlxIgRjBgxAqi6NikpKYm9e/cyYcIE2rRpQ9euXSkuLsbLywsPDw9sbEzfF+pWioorWLImhp+OJpjl8Vu368SKgMcZ0KvuE84DBw6wcOFCgoKCGDdunFnfF5KR5tOoy/wqKytRVVU7onv48OEYDAZiYmKAqvCoLiMbNmwY7dq1IzIy0mzjFTcWGBhIXl4eq1atQlGU645kP3fuHL169cLLywtvb2/69Olj1maJABUVKntiC0k9Y+Tyr80xWLVGV4eGwr9XXvoryVFrbnjf3XffzbIXH+fBwXU/ojwxMZEXXniBF198kalTp5r9y1NycjJTpkxh7NixjB49mtDQUMLCwnjhhRdYtmyZ9ntnz56lf//+rFy5kpkzZ5pxxBZJviHXjmSkMKuCggJGjBhBcHAwjz76KFlZWVo+JiQkaBUg1eXz7du3N/tnecbZIiL3nyL5eDbZ2dmU6K+a7LEHDRpC8DzvGjf6vZmKigpWrlzJjz/+yPbt27XdXHOSjKx3Te+aqZSUFJYvX8758+dxcHBg0qRJdOnShSeffBJXV1d2794NVNWNWllZ8fLLLxMXF8fXX39t5pGL37s20H/PYDCQlJSknRqYmppK586dGTJkSINZmSspNXDoFz3HMirJzremzNgaXbPbr88uLykg+cDbf7i9Z48uvPOKL61b1q3222AwsG7dOiIjI/nwww/p1atXnf7enRQREcHSpUspLCzE0dGRv//978yYMeO6i3zXrVtHYGAgmZmZJj1FqZGQyVTtSEYKs7tZRqqqypUrV647kr2wsBA3NzftYAtTnvJ3M5nniog6fIGjKec4lZXN1SsX73iJx1132/H8P0fj+3DdG9efOXOGGTNmMGLECAIDA82+gHstych61bQmU+np6Xh6ejJmzBgcHR3Zt28fxcXF9OnThzFjxvDSSy/h4uJCWFgYzZs3x8rKiilTpqDX6wkPD8fKysrsKzfi9lT31Kg+ESkhIYFmzZpp1101hJU5VVVJyigmPq2MzItWFJbZobO+ce+PGykrvsIv0e9qPyuKjnGP9WeW39BbNhS+lZycHGbPno2zszOrVq1qsMelnj59mvbt22NrW9VkMikpiY4dO9KqVSu8vLwYOnQo69evN/MoLZJ88NWOZKSwKGVlZcTHx2u7V6dOncLR0VGbXPXv31/bqTSXgqJyouJzOHzsHOmZ57h08RyGyrLb/nuduvRg+b+G4tyzY52utVZVlcjISN544w3effddHnzwwdv+W/VNMrJeNJ3JlKqqBAYGkpaWxieffAJU9VrYtGkT27dvp0uXLjz33HMsWbKEsrIyevXqhY2NDV9++SWHDh2iX79+Zn4G4k5SVZWrV69y8ODB61bm+vfvr02uevbsafaVufO5ZXwff5WkzHKK1XtQm7VFp7vxh35pcT4p0WsBaN2qJUFzH+GeVroaNRS+GVVV+f7771myZAmvv/46TzzxhMV8Wfr1119ZtGgRmzdv5q9//Sv79+/nyJEjuLm5mXtolsgy/qc3HJKRwqIZjUbS0tK06o5jx47Rrl07rbrD09OTli1bmjUPKiqNHE7K5ZvodE5k5XL58iVKiwtu+e8pOitG+TzI1DGdKSgo0K4HvJ2GwsXFxSxevJjLly+zZcsW2rev+zHqpiIZecc0nckUwLRp00hPTyc2Nla7Ta/Xs2PHDrZs2YKPjw+LFy8mODiY3NxcbGxsmDVrFr179zbjqIWplJWVkZCQoK3MZWZmXrcy5+rqyl133WWy8aiqSlZWFrm5ufTt2xcbGxuKSw0cStJzLLOSc/l3Uaa20koDS/W5pMSsx3tQL16bPxrrZlbX/a3i4mKtn8fvGwq3bt36D6uO5eXlvPbaaxw9elT7MmWJPv/8c0JCQvjiiy9wd3dnyZIljB07tkGVYFgAmUzVjmSkaFRUVeXChQtay5K4uDiMRiMeHh54e3vj5eVF586dTTq5qm4+3L59exwcHFAUhZNni4g6fJ6fUs9x6nQ2Bfk5XPt2tGvdgaB5Yxjc7/pJz7UNhQsKCigvL8fOzk7LSDs7uz88t5SUFGbNmsWUKVN4/vnnzb74erskI+usaUymqk8YWrt2LaGhoWzZsgUXFxft/oKCAl599VV++OEHoqOjtWtp5GSipq16Za66NPDnn3+mbdu22uSqPlfmSkpKSElJoXXr1n9au24wqBzLKCYhrZys83qG99Hj81fnGj3GtQ2FCwoKMBqNFBUVkZ6eTu/evXnttdcYNWoUS5cubbDHzdfGhQsXCAwMRFEUXn31VemNUzvyQVg7kpGiUatuuPvjjz9qE6xLly7h4uKiHfzk7OxcL9lRPbE7c+bMLftKXiks54eEi8QfO0dFhZFXnvfEzubW5Yo3ayicmJiIvb092dnZhIWFsWXLlkazkyMZeduaxmSqWkZGBkOGDGH06NG88847tGnTRrvvwoULdOnShd27dzNu3Dig4QdFRUWF2WuYmxJVVbl48aJW9nD48GEMBgMDBw7E29sbb2/vO7Iyd/HiRU6dOkWvXr1MehGowWDg+PHjrFmzhtjYWJo1a4a7uztDhw5l2rRpDbIRsjCZhvtB2DBJRjYAkpGmVVFRwc8//6xNrtLS0ujWrZvW72rgwIE0b163g5AqKipITU3FysoKZ2dnk+6elJaWEh4eTmhoKJmZmXTv3h0vLy8ef/xxHnnkEZONQzQ4Tatpb8+ePdm1axejRo3CxsaGoKAg7O3tgapGsW5ubtd9eW3IIZGcnMzs2bNZv349rq6u5h5Ok6AoCp07d2bSpElMmjRJW7mKi4sjOjqa7du3k5OTc9src5WVlaSlpaGqKh4eHib/ElBaWsq6desoLy/n6NGjtGnThuPHjxMbG9ug3wtCiDtDMlLUhbW1NR4eHnh4eDBv3jyMRiOZmZlER0eza9cuFi1aRIsWLbTrroYMGULbtm1r/DrKz8/n+PHj3Hfffdrr0pSOHj1KSEgIixcv5qmnnkKv1xMXF0dJSYnJxyIsQ6Pcmaq2Z88eJk6cyKOPPsqECRNwc3MjNDSUbdu2ER8fT9euXc09xD+VlZWFj48PJ0+epHv37uzZs+e6kgxhPteuzB08eJDU1FS6du2qHWpxs5W5goICUlNT6d69u1m21pOSkpgzZw7Tp0//w3GpQiA7U7UlGWlGkpENk6qq5OXlERsbq2VkaWkpAwYM0Mrnu3fv/of8MRqNZGRkUFhYSN++feu8u1VblZWVvPXWW3z33Xds27aNnj3r3q9RNCpNq8zvWkeOHCEgIICMjAysra2xtrYmLCyMAQMGmHtof6q0tJTg4GCSk5NZsGABy5cvJykpia+//lrCogEyGo2cOnVKK3tITEy8bmXOw8ODd955h2HDhjF8+HBatGhh8vG9//77fPTRR2zdulVO5BI3I5Op2pGMNBPJSMtSUlLC4cOHtYOfzpw5g7Ozs1bdARAeHs6sWbPo3r27yXdDz58/z4wZMxg0aBArVqww6SFUwmI03ckUQGFhIfn5+RQVFdGpUyeLOdIyLCwMgKeffprc3Fz8/PxITk6WsLAA1StzBw8e5PPPP+eTTz7BycmJPn36aOFxo5W5+pCXl8fzzz/PX/7yF9asWWOSJsalpaUmX1UUd4RMpmpHMtKMJCMtl8Fg4JdffuHAgQPs2LGDzMxM3N3d8fT01BYgbW1t631SpaoqX331FUFBQaxevRofH596f0zJR4vVtCdTlqSyshKDwXDD3gc5OTlMnjyZ5ORkvvnmG/r27UtFRQXJyck4Ozub5EuyqJ3k5GSeeeYZ1q9fz4ABA65bmTt79ixOTk5a2UO/fv3u+EW20dHRLFiwgMDAQCZMmFDvIfHrr78SGRnJ3r17OXHiBJMnT+Zf//pXg77mQlxH/kfVjmSkiUlGNi5z586lpKSEt956iytXrmgHP8XHx6PT6bTJlZeXFx07dryjWVJaWsrLL79MRkYGH374Yb1fnyX5aPFkMmUJUlJSWL58OefPn+e+++7jscce4+mnnwaqyrR0Oh0XL15k6tSpJCUl8cUXXxASEkJCQgL79u277kQm0TAYDAb0ej2tWrW64X0pKSlaaWB1h/Lq4KjLylxlZSVvvPEGsbGxbNu2DQcHhzvwbG5t9uzZREZG4uPjQ79+/Vi/fj0TJ07kzTffNMnjizqTVK8dyUgTkoxsfK5cuXLD02xVVaWgoIBDhw5p111duXIFV1dXLSPvv//+267uSE9PZ8aMGUycOBF/f3+TtAWRfLR4Mplq6NLT0/H09GTMmDE4Ojqyb98+9Ho97u7ubN26Faj68m1lZUVOTg7Tpk3jq6++wtbWlv379zNo0CAzPwNRV6qqkp2drU2u4uPjURSFQYMGaeFhb29/y8lVdnY206dPZ9iwYbzyyismOy3wm2++4W9/+xtr167l2WefBWD37t1Mnz6dQ4cO4exc1RdLShwaNJlM1Y5kpIlIRory8nKOHDmiZeTJkyfp0aOHlo9ubm433LG8lqqq7Ny5kw0bNhASEoKnp6dJxi752CjIZKohU1WVwMBA0tLS+OSTT4Cqjt/vv/8+77//Pi4uLoSHh2u/X1FRwXPPPcfnn39OdHQ0ffr0MdfQRT1SVZXCwkJtZS42NlZbmas+2MLJyUlbmVNVlT179hAcHMx///tfRo4cadLxPvDAA3Ts2JEPPvhA61V18uRJPDw8iIqKwtXVlYiICD7++GPS0tIYOXIky5YtM2mPLXFLMpmqHclIE5CMFDdiNBpJT08nJiaGmJgYfvrpJ1q1aqWVznt6etK6dWttAbKwsJC5c+diZWXFe++9Z9KeipKPjYJMphq6adOmkZ6eTmxsrHZbcXExO3bsYMOGDYwePZrg4GAA1q5dy7x58zh8+DDu7u7mGrIwg+reUNWTqxMnTtCjRw88PDxITk6mtLSUrVu30qFDB5OO68SJEzg7O/Pll1/y6KOPard//PHH2uQuLS2NZcuWMWTIECZNmsSGDRvo0KEDn376qUlKLESNyGSqdiQjTUQyUtyKqqpcunSJmJgYoqOjiYuLo7y8HA8PDzp16kRERAT+/v5MnTrVpNcpST42Gjd90UiTGTOrnsy6u7tTWVlJcnKydp+NjQ1PPfUUI0eO5Ntvv+Xy5csAODg4kJqaKiHRBN11110MHjyY+fPn8+mnn3Ls2DFWr16NnZ0drVq1IjIy0uQTKag6Vatnz570799fu62iooKUlBTKy8spKSnh5ZdfZuHChezevZvJkyezevVqEhMT2bt3r8nHK4SwDJKRoqYURcHe3p7x48fz9ttvc+jQIaKionjyySdJSkoiJCSEadOmmfzAB8nHxk8mU2ZW/aYePXo0mZmZ/Oc//+Hq1ava/a1bt2b+/PkkJCQQExMDwBNPPMH9999vlvHeCbfYDRW1oNPpcHZ2JiAggC1btpitCe+5c+dwdXW97qCNY8eOERsbS69evThy5AhWVlYsXLhQq2kfOnQoZWVl5OXlAfK6EEL8kWSkqAs7OzseeughIiIitH5Wpib52Pjd2XOYxW3r2bMnu3btYtSoUdjY2BAUFKQd02ltbY2bm5vF1c4eP36ckJAQzp8/j5ubGz4+Pri7u6MoCqqqynGgjYizszORkZHXfeCHh4dz+fJl/Pz8eOutt5gzZw4AZWVl3H333SQlJdG8eXOtflxeD0KIm5GMFJZK8rHxswoKCvqz+//0TnFn9ejRg/79+7N06VJSU1OprKxEp9OxceNGYmJiWLRokUkvmKyLlJQUvLy8sLW1pUWLFuzcuZP4+HiuXr2Kl5eXhEUj07JlS7777jvy8/OxtbVl1apV7Nixg5kzZ+Lh4cEbb7xBWFgYtra2QNWO2ubNm7l48SJjx46le/fuZn4G4jfLzT0ACxNk7gE0JZKRwhJJPjYaN81HOYCiATpy5AgBAQFkZGRgbW2NtbU1YWFhDBgwwNxDq5Hqk5Ssra3ZvHkzAFlZWbz++uskJiYyfvx4XnrpJQAJi0YkIiKCpUuXUlhYiKOjI0899RRz5sxh3bp1rFmzhhMnTqDT6VAUhaKiIsaMGUO3bt1Yv349LVu2NPfwRRV5M9aOZKQZSEYKSyP52Cjc9I0oZX4NkLu7O5GRkeTn51NUVESnTp1o3769uYdVY9bW1ly4cIF7770XqAoDBwcHli9fzsqVK/nss89wcHDAz89PQqIR8fX1xdfXl9OnT9O+fXttla1Dhw7o9Xp+/vln7YLwzZs3k5uby4wZMyQohBC1IhkpLI3kY+MmO1PijjIYDBiNRmbOnEleXh4fffQRNjY2qKqKTqfj9OnTTJ8+nebNm/PZZ5+Ze7jCBAoKCnjiiSdwcnJi+vTp7Nu3jxUrVrB06VLmzp1rMWU5TYR8c6sdyUhRK5KR4lqSjxZF+kyJ+lVZWUmzZv/b6IyKimLkyJGsWrUKf39/oKrBnk6nIy4uDi8vL44cOYKbm5u5hixMoLpEJSEhAX9/f44fP07v3r3x9vbWesKIBkUmU7UjGSlqRDJS/J7ko8WRMj9Rf9LT09m5cyf/+Mc/tONohw8fzptvvsmCBQuwsbFh1qxZ2rHddnZ29O7dGxsbG3MOW5hAdYmKh4cHBw4cID8/H51OR5s2bQC5HkAI0fhJRoobkXxsPGQyJerk5MmTDB06lLy8PK5evcq8efNwcHAAYPbs2ej1eubMmUNWVha+vr706NGD0NBQSktLZfu6CWrXrt11P0tQCCEaM8lIUVOSj5ZLyvzEbdPr9bz44otUVFTg7e2Nv78/U6dOZcGCBVpYGI1Gdu7cycKFC1FVlTZt2lBUVMSePXss5uQlIZoQSe/akYwUNyUZKUSjImV+4s7T6XQMGDCAdu3a8fTTT2Nvb4+fnx8A8+fPp0ePHuh0Op555hmGDRvGmTNnKCkpwcXFhS5duph59EIIIUT9kYwUommQnSlRJ3q9XjviE6p6KTzzzDNMmTKFhQsX4uDgQGVlJefPn6dbt25mHKkQogZkZ6p2JCPFn5KMFKLRkJ0pUT+qQ8JgMKDT6fD19UVVVSZPnoyiKMydO5eNGzeSlZXF9u3bsbGxsYg64JycHMrKyiTchBBC3DbJSCEaP9mZEneMqqpar4yIiAj++c9/cs8993DmzBni4+Mt5ojX1NRU3N3dGTFiBJs2bdIaKwrRBDT8b3ENi2SkqDHJSCEsmvSZEqZTfZynj48PiYmJREVF4eLiYu5h1UhOTg7jx4/Hzs6On376iYEDBxISEiJhIZoKmUzVjmSkqDXJSCEs0k3zUWfKUYimwWg04u/vz7fffsv3339vMSEBcPToUbp168bKlSvZv38/CQkJzJw5k+zsbHMPTQghRCMgGSlE43KrnSkhak1RFCtgKpCoqupPZh5OrSiK0h5wUVX1h99+dgH2A/HALFVVz/52u05VVaPZBiqEEMIiSUYK0bjIZErUC0VRFNVCXlyKojRTVbXyZrcritIX+J6qsJgJXAKeBU6qqrrPtKMVQghh6SQjhWg8ZDIlmjRFUZwAPyBUVdUTv92mhVz1PyuK0gf4AYgDCoGJQG9VVTPMM3IhhBCifklGCnFrcjS6aLIURXEEYoF7gDaKovxXVdWsa1cLfwsJRVXVFEVRHgGOAleAIRISQgghGivJSCFqRiZToklSFMUWWAzsBQ4Ca4BmiqL8R1XVrGt/97ewuBuYDuiBYaqqpph4yEIIIYRJSEYKUXMymRJNlZGqFbR8VVXDFEXJAXYC3CgsAFfgQeAhCQkhhBCNnGSkEDUk10yJJktRFFtVVfXX/OwL7AC2AW+qqnpaURQd0EVV1bOKorRVVfWKucYrhBBCmIpkpBA18/+H77yICk0ZcQAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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\n", 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" ] @@ -368,7 +369,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -463,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T16:54:00.873581Z", @@ -489,23 +490,23 @@ "circ.id([0,1])\n", "\n", "# Set the initial unitary\n", - "opts = {\"initial_unitary\": np.array([[ 1, 1, 0, 0],\n", - " [ 0, 0, 1, -1],\n", - " [ 0, 0, 1, 1],\n", - " [ 1, -1, 0, 0]] / np.sqrt(2))}\n", + "unitary1 = np.array([[ 1, 1, 0, 0],\n", + " [ 0, 0, 1, -1],\n", + " [ 0, 0, 1, 1],\n", + " [ 1, -1, 0, 0]] / np.sqrt(2))\n", "\n", "# Select the UnitarySimulator from the Aer provider\n", "simulator = Aer.get_backend('unitary_simulator')\n", "\n", "# Execute and get counts\n", - "result = execute(circ, simulator, backend_options=opts).result()\n", - "unitary = result.get_unitary(circ)\n", - "print(\"Initial Unitary:\\n\", unitary)" + "result = execute(circ, simulator, initial_unitary=unitary1).result()\n", + "unitary2 = result.get_unitary(circ)\n", + "print(\"Initial Unitary:\\n\", unitary2)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T16:54:58.630868Z", @@ -516,8 +517,8 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
QiskitNone
Terra0.14.0
Aer0.6.0
IgnisNone
AquaNone
IBM Q Provider0.6.1
System information
Python3.7.7 (default, Mar 26 2020, 10:32:53) \n", - "[Clang 4.0.1 (tags/RELEASE_401/final)]
OSDarwin
CPUs4
Memory (Gb)16.0
Tue Apr 28 13:34:55 2020 EDT
" + "

Version Information

Qiskit SoftwareVersion
Qiskit0.23.0
Terra0.16.0
Aer0.7.0
Ignis0.5.0
Aqua0.8.0
IBM Q Provider0.11.0
System information
Python3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) \n", + "[GCC 7.3.0]
OSLinux
CPUs8
Memory (Gb)62.916805267333984
Wed Nov 04 08:50:15 2020 IST
" ], "text/plain": [ "" @@ -570,7 +571,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.6.8" }, "varInspector": { "cols": { @@ -604,4 +605,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/tutorials/simulators/2_device_noise_simulation.ipynb b/tutorials/simulators/2_device_noise_simulation.ipynb index 9db48831e..b1c6ee27e 100755 --- a/tutorials/simulators/2_device_noise_simulation.ipynb +++ b/tutorials/simulators/2_device_noise_simulation.ipynb @@ -299,7 +299,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.6.8" }, "varInspector": { "cols": { diff --git a/tutorials/simulators/3_building_noise_models.ipynb b/tutorials/simulators/3_building_noise_models.ipynb index 01a2637e6..83ec6f230 100755 --- a/tutorials/simulators/3_building_noise_models.ipynb +++ b/tutorials/simulators/3_building_noise_models.ipynb @@ -497,12 +497,7 @@ "source": [ "### Executing a noisy simulation with a noise model\n", "\n", - "* To execute a noisy simulation we pass the noise model object to `QasmSimulator.run` or `execute` using the `noise_model` kwarg.\n", - "* Eg: `qiskit.execute(circuits, QasmSimulator(), noise_model=noise)`\n", - "\n", - "**Important:** *When running a noisy simulation make sure you compile your `Qobj` to the same basis gates as the noise model!*\n", - "\n", - "This can be done using `NoiseModel.basis_gates`" + "The command `QasmSimulator(noise_model=noise_model)` returns a simulator configured to the given noise model. In addition to setting the simulator's noise model, it also overrides the simulator's basis gates, according to the gates of the noise model." ] }, { @@ -520,7 +515,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:00:48.817405Z", @@ -530,11 +525,26 @@ "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ┌───┐ ┌─┐ \n", + "q_0: ┤ H ├──■───────┤M├──────────────\n", + " └───┘┌─┴─┐ └╥┘ ┌─┐ \n", + "q_1: ─────┤ X ├──■───╫──────┤M├──────\n", + " └───┘┌─┴─┐ ║ └╥┘┌─┐ \n", + "q_2: ──────────┤ X ├─╫───■───╫─┤M├───\n", + " └───┘ ║ ┌─┴─┐ ║ └╥┘┌─┐\n", + "q_3: ────────────────╫─┤ X ├─╫──╫─┤M├\n", + " ║ └───┘ ║ ║ └╥┘\n", + "c: 4/════════════════╩═══════╩══╩══╩═\n", + " 0 1 2 3 \n" + ] + } + ], "source": [ - "# Simulator\n", - "simulator = QasmSimulator()\n", - "\n", "# System Specification\n", "n_qubits = 4\n", "circ = QuantumCircuit(n_qubits, n_qubits)\n", @@ -556,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:00:50.560988Z", @@ -567,19 +577,20 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Ideal execution\n", - "job = execute(circ, simulator)\n", + "# Ideal simulator and execution\n", + "ideal_simulator = QasmSimulator()\n", + "job = execute(circ, ideal_simulator)\n", "result_ideal = job.result()\n", "plot_histogram(result_ideal.get_counts(0))" ] @@ -604,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:00:51.543615Z", @@ -619,7 +630,7 @@ "text": [ "NoiseModel:\n", " Basis gates: ['cx', 'id', 'u1', 'u2', 'u3']\n", - " Instructions with noise: ['cx', 'u1', 'u3', 'reset', 'measure', 'u2']\n", + " Instructions with noise: ['measure', 'reset', 'u2', 'u3', 'cx', 'u1']\n", " All-qubits errors: ['reset', 'measure', 'u1', 'u2', 'u3', 'cx']\n" ] } @@ -655,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:00:52.951874Z", @@ -668,21 +679,20 @@ "outputs": [ { "data": { - "image/png": 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4ClxQUMDWrVsB6N27N2vWrGHt2rUAdOrUierVq7NkyRIAmjdvTtu2bZk7dy4AderUoXfv3uTn57Njh7+taZ8+fVi5ciVff/01AF26dKG4uJilS5cC0KpVK7Kzs8nP919ZvXr1yMvLY+7cuRQW+lbsvn37smzZMjZs2ABAt27dKCwsZPny5QC0bt2aZs2aUVBQAECDBg3Izc1lzpw5FBUVAdCvXz8WL17Mxo3+9qs5OTls2bKFFStWANCmTRsaNWrEggULAGjYsCE5OTnMnDkT5xxmRv/+/Vm4cCGbNm0CIDc3l++++45Vq1Yl/T2tXr0agCOOOIJatWqxaNEiAJo2bUrHjh2ZM2cOALVq1aJPnz76nvQ96XvKiO/peMJat25dSr6nfTHnQk324zc22w6c5JybG7W8DzDdOXfQPt7bEliLb0adHbH8NuB859yR+9n3a8C30R2BzGwZUBto65wrDpZdBvwRqOf28QHz8vJcyR9tMi59IPy2T45KenciIlVGRfy+mtl851xerHXx1jS/AWLdgHo7sHE/7/0WKAaaRy1vyt61z3isA34oSZiBT4G6+NrtN0nEFhERKRXv5Aa3Aw+YWauSBcHzPwTryhR00pkPDIhaNQB4P85yRHoP6GBmkZ+lIz6Rf5tEXBERkT0kMmF7W2CVma0NXrcCduJrjE/tJ9z9wHgzm4dPdlcALYHHg309B+CcGxGx/x7B0wbA7uD1LufckmD5Y8BI4EEzexh/TXMs8Oi+mmZFRETiVa4TtjvnJge9bG/BT26wCBjonPsy2OSwGG/7MOr1IOBLfHLEObfazE7BJ+SPgK+Bv+AnOxAREUmZcp+w3Tn3KPBoGeuOj7HMQsT8N8kNWxEREdkvTdguIiISUryTG9Q0s7FmtszMdppZceQjXYUUERHJBPHWNO8AfoHvLbsbP/H6I/jhJlemtmgiIiKZJd6keS5whXPuCfyYy1ecc78BbmPvoSQiIiIHlHiTZjOgZKjHVuCQ4PlU4JRUFUpERCQTxZs0v8KPqwT4HDg1eN4H2JGqQomIiGSieJPmP4GTgucPAmPNbCXwDPuf2EBERKRSi2vuWefcTRHPXzSzNfjxkcucc6+lunAiIiKZJKGbUJcIJhX4d4rKIiIiktHintzAzHLN7DkzKwge480sNx2FExERySTxTm5wAfABft7YN4JHM2Cemf089cUTERHJHPE2z94J/K9z7q7IhWZ2E36C9AmpKpiIiEimibd59lDg+RjLX8DfGkxEROSAFW/S/BdwfIzlxwMzky2MiIhIJgtzE+qhES/fBO42szx+7DV7DDAUGJPy0omIiGSQRG9CfVnwiPQQZdwnU0RE5EAQ5ibUuuemiIgIugm1iIhIaIlMbnCGmc0ys2/N7Bszm2lmA9NROBERkUwS7+QGl+Anbf8CuAG4EVgJ/NPMLkp98URERDJHvJMb3ABc65x7OGLZ02Y2H59A/5KykomIiGSYeJtnD8PfcDram8DhyRdHREQkcyVyE+oBMZafAnyZfHFEREQyV7zNs+OAh4K7mrwPOKAvcCFwdYrLJiIiklHivQn1E2a2Afh/+FmAAD4FznXOvZLqwomIiGSS0EnTzLLwzbCznHP/TF+RREREMlPoa5rOuSLgH0D99BVHREQkc8XbEWgh0CEdBREREcl08SbNMcAfzOwsM2ttZo0iH2kon4iISMaIt/fs68G//8D3nC1hwevqqSiUiIhIJoo3aZ6QllKIiIhUAqGSppnVBX4PnAXUAKYDv3HOfZvGsomIiGSUsNc0xwK/xDfPTsTPCvRYmsokIiKSkcI2zw4FLnbOTQIws78B75lZdedccdpKJyIikkHC1jRbA7NLXjjn5gFFQMt0FEpERCQThU2a1YFdUcuKiL8jkYiISKUVNukZMMHMCiOW1QaeNLPtJQucc4NTWTgREZFMEjZpPhtj2YRUFkRERCTThUqazrlfpbsgIiIimS7eafRERESqLCVNERGRkJQ0RUREQlLSFBERCUlJU0REJCQlTRERkZCUNEVEREJS0hQREQlJSVNERCQkJU0REZGQlDRFRERCUtIUEREJSUlTREQkJCVNERGRkJQ0RUREQlLSFBERCUlJU0REJCQlTRERkZDKPWma2ZVmttLMdprZfDM7bj/b9w+222lmK8zsiqj11c3sjoiYK83s/8wsK72fREREqppyTZpmNhx4ELgL6Am8D7xpZoeVsX1b4I1gu57A3cBDZnZ2xGY3AFcBvwGOBH4bvL4pTR9DRESqqPKujV0LPOOcezJ4fbWZnQb8mthJ7grgP865q4PXn5pZb+A64KVg2U+BV51zrwavV5nZFKB3Wj6BiIhUWeVW0zSzmsDRwLSoVdPwiS+WPjG2fwvIM7Mawes5wAlmdmSwny7AifgaqoiISMqUZ02zCVAdWB+1fD1wchnvaQ5Mj7F9VhBvHXAvUB9YYmbFwbo7nXOPxgpoZpcBlwG0bNmSd999F4B27dpRv359Fi5cCEDjxo3p2rUrs2bNAiArK4u+ffuyYMECNm/eDEBeXh7r168H2of5/KUKCgrYunUrAL1792bNmjWsXbsWgE6dOlG9enWWLFniD0Dz5rRt25a5c+cCUKdOHXr37k1+fj47duwAoE+fPqxcuZKvv/4agC5dulBcXMzSpUsBaNWqFdnZ2eTn5wNQr1498vLymDt3LoWFhQD07duXZcuWsWHDBgC6detGYWEhy5cvB6B169Y0a9aMgoICABo0aEBubi5z5syhqKgIgH79+rF48WI2btwIQE5ODlu2bGHFihUAtGnThkaNGrFgwQIAGjZsSE5ODjNnzsQ5h5nRv39/Fi5cyKZNmwDIzc3lu+++Y9WqVUl/T6tXrwbgiCOOoFatWixatAiApk2b0rFjR+bMmQNArVq16NOnj74nfU/6njLiezqesNatW5eS72lfzDkXukDJMLOWwFqgn3NudsTy24DznXNHxnjPMmC8c+6OiGX9gXeBFs65r83sPOD3wPXAYqAH/rrp9c65p/dVpry8PFfyR5uMSx8Iv+2To5LenYhIlVERv69mNt85lxdrXXnWNL8FivG1x0hN2bv2WeLrMrYvAjYGr38PjHPOTQpef2Jmh+Ovke4zaYqIiMSj3K5pOud2AfOBAVGrBuB7x8Yyl72bbgcABc65H4LXdfHJOFIxGoMqIiIpVt69Z+8HxpvZPOA9fO/YlsDjAGb2HIBzbkSw/ePASDN7AHgCOBb4JXB+RMxXgRvNbCW+ebYnvpfuc+n+MCIiUrWUa9J0zk02s8bALUALYBEw0Dn3ZbDJYVHbrzSzgcAf8cNS/gP8xjn3UsRmVwN3AI/im27XAU8Ct6fzs4iISNVT7rPmBL1aY/Zsdc4dH2PZTCB3H/G2AKOCh4iISNroup+IiEhISpoiIiIhKWmKiMh+TZ06lU6dOtGhQwfuueeevdYXFhYyfPhwOnToQO/evUsnUFi1ahV16tShR48e9OjRgyuu+PGeG7t27eKyyy6jY8eOHHnkkbz00kt7xc00uhOIiIjsU3FxMVdddRVvv/022dnZ9OrVi8GDB9OlS5fSbZ5++mkaNmzI559/zqRJk7jhhhuYPHkyAO3bt+ejjz7aK+6dd95J06ZNWbZsGbt37+a7774rt8+UKNU0RURkn+bNm0eHDh1o164dNWvW5LzzzuOVV17ZY5tXXnmFX/ziFwAMGzaMGTNmsL8Z5/7yl79w003+Xh3VqlWjSZMm6fkAKaSkmQHS0exx2mmnkZOTQ9euXbniiisoLo6e/0FEJJy1a9fSunXr0tfZ2dml88bG2iYrK4uDDz64dN7clStX0rNnT/r378/s2X4W1e+//x6A//3f/yU3N5dzzjknmMs7sylpVrCSZo8333yTJUuWMHHixNJJi0tENntcc8013HDDDaXrSpo9PvroIx5//PHS5c8//zwLFy5k0aJFfPPNN7zwwgvl9plE5MASq8ZoZqG2adGiBV999RUffvgh999/Pz/72c/YvHkzRUVFrFmzhmOPPZYFCxbQp08frrvuurR9hlRR0qxg6Wr2aNCgAQBFRUXs2rVrrz9wEZGwsrOzS+9qArBmzRpatmxZ5jZFRUX897//pVGjRtSqVYvGjRsDcPTRR9O+fXuWLVtG48aNqVu3LkOGDAHgnHPOKb1jSyZT0qxg6Wj2KHHqqafStGlT6tevz7Bhw9L8SUTkQNWrVy+WL1/OypUr2bVrF5MmTWLw4MF7bDN48GCeffZZAF588UVOPPFEzIxvvvmm9PLQihUrWL58Oe3atcPMGDRoUOntGWfMmLFHx6JMpd6zFSwVzR6NGzdm/vz5nHXWWSxevLi0lvnWW2+xc+dOLrjgAt555x0GDIieK19EZP+ysrJ4+OGHOfXUUykuLuaiiy6ia9eu3HrrreTl5TF48GAuvvhiLrzwQjp06ECjRo2YNMnfeGrWrFnceuutZGVlUb16dR5//HEaNWoEwL333suFF17IqFGjOPTQQ/nrX/9akR8zFCXNChZPs0d2dvYezR5mRq1atYA9mz3y8n68Ddy7777L+++/z/Tp07npppu48cYb94hdWFjIiBEjmD9/Po0bN2by5Mm0adOmdP1XX31Fly5dGDNmDNdddx1Lly5l+PDhpetXrFjB7bffzqhRmsVQ5EA2cOBABg4cuMey22//cYrv2rVrx+w7cfbZZ3P22WfHjHn44YeX3vC6slDzbAVLR7PH1q1bWbduXWkno9zcXMaOHRt3JyOAa665htNPP730dadOnUo7Hs2fP3+PaxIiIgc6Jc0KFtns0blzZ84999zSZo8pU6YAcPHFF7Nx40Y6dOjA/fffXzosZdasWRx11FHk5OQwbNiw0maPbdu2MXjwYDp27Mj69etp164dI0eOjLuT0csvv0y7du3o2rVrzLLPmDGD9u3bc/jhh6fr8Eg5SHTIU4mvvvqKevXqMW7cuNJlbdq0oXv37vTo0WOPlg+Ryk7Nsxkg1c0ezZo144MPPuDFF19k6tSpPPTQQ4Bv5s3Pz99j27I6GdWpU4d7772Xt99+e48fw0iTJk3i/PPPj7lOKodkZ3qBvVsjSvzrX/+qFIPVReKhpHkAS6aT0W233cY111xDvXr1YsbetWsXU6ZM4e67705NYaVCRA55AkpbIyKT5iuvvMKYMWMA3xoxcuRInHOYWWlrxEEHHVQRxZcMcekD4bd9spJ3f1Dz7AEsmbFV+fn5jB49mjZt2vDAAw9w11138fDDD5e+78033yQ3N5dmzZqVz4eRtEhmyNO2bdu49957ue222/aKa2accsopHH300fz5z39O74cQKUdKmgewZDoZzZ49m1WrVrFq1SpGjRrF7373O0aOHFn6vokTJ6pp9gCQrtaI9957jwULFvDmm2/yyCOPVLoekpVVOq5P7y9mVaPm2QyXTLNHMmOr9mX79u28/fbbPPHEE3F+Gsk0yQx5ys/P58UXX2T06NF8//33VKtWjdq1azNy5MjSGE2bNmXIkCHMmzePfv36letnq2rScX06TMyqRjXNA9zAgQNZtmwZX3zxBTfffDPgOxmV1DhLOhl9/vnnzJs3r/TaVqSSMZol6taty8aNGzn44IPL50NI2qSjNWLbtm1s2bIFgG3btjFt2jS6detW7p8tGYnW2ObNm1d6A4WcnBz++c9/lr7nj3/8I127dqVbt26cf/757Ny5M6VlTnZKzli95cPErGqUNEWqsGSGPJVl/fr19O3bl5ycHH7yk59wxhlncNppp5XHx0mJZG6i0K1bNwoKCvjoo4+YOnUql19+OUVFRaxdu5Y//elPFBQUsGjRIoqLi0O16sQjHdenw8SsatQ8K1LFJTrkKVJJ71qAdu3asXDhwpSWsTwl06O4bt26pdvs3Llzj+vDRUVF7Nixgxo1arB9+/a9msGTlY7r02FiVjWqaUpGSkfzGPhaRM+ePTnzzDPL42OklI5J+Uj2Jgr5+fl07dqV7t278/jjj5OVlUWrVq247rrrOOyww2jRogUHH3wwp5xySkrLnY7e8mFiVjWqaVZhmTq2KpkODSXNY1lZWaxbt46cnBwGDRpEVpb/U3/wwQfp3LkzmzdvLr8PlAI6JuUnmRZ6gvkAAB3FSURBVBobQO/evVm8eDGffvopv/jFLzj99NPZsWMHr7zyCitXruSQQw7hnHPOYcKECfz85z9PWbkjr0+3atWKSZMm8fe//32PbUquT/fp02ev69MlxowZQ7169Rg5ciRFRUX7jVnVqKYpCUt1zWf16tWccMIJtG/fnvXr1/Pqq6/G3aGhbt26pckgunlszZo1vP7661xyySXpOBxplUwnj2SOyaUPxPc4ECRTY4vUuXNnDjroIBYtWsT06dNp27Ythx56KDVq1GDo0KG8//77KS13Oq5PlxWzKlNNUxKSrprPH/7wB1asWMGrr77KI488woABA+Ka/q9Jkybk5+dz0UUX8eWXXzJ+/PjShDFq1Cjuu+++0p6dlUmsJsOqfkzSJZka28qVK2ndujVZWVl8+eWXLF26lDZt2lBcXMy///1vtm/fTp06dZgxY0Za5uRN9fXpsmJWZappSkLSUfNp0aIFubm5OOeoUaMGnTt3Lr2WlEjz2AcffMDdd9/Nzp07ee2112jatClHH310ag9EOUlVk+GBdEzSJZka25w5c8jJyaFHjx4MGTKERx99lCZNmtC7d2+GDRtGbm4u3bt3Z/fu3Vx22WUV+TElQappSkLSVfMpibVs2TJWrVpF7969eeSRR0IPuI8U2Tz23nvvMWXKFN544w127tzJ5s2b+fnPf86ECRNSfWjSIplJCCIdSMcknRKtsV144YVceOGFMWOOHTuWsWPHpragUu5U05SEpKPmU6Jz587k5+dz0003Ubt27bgG3K9cuZKioiKAPZrH7r77btasWcOqVauYNGkSJ554YqVKDslMQnCgHhORiqCapiQkHTWfvLw8fvjhB4YPH86IESP44x//yLhx4+Ka/m/OnDncc8891KhRg2rVqpU2j1V2yUyJeKAeE4lPpvaWr2yUNCUh6egs4Zzj4osvpnPnzjzwwN7/w5NtHitx/PHHc/zxxyf2wStQOpoMS1TWY1IRlHyqNiVNSUg6aj5z5sxh/PjxdO/enR49egBw1113qeeeiGQMJU1JWKprPn379o15HVREJFOoI5CIiEhIqmlKpZPsNaWpU6fy29/+luLiYi655BJuvPHGPdYXFhYyYsQI5s+fT+PGjZk8eTJt2rTh7bff5sYbb2TXrl3UrFmT3//+95x44okA3HzzzTz33HNs2rSJrVu3JvPx4hbvTDy6ziaSOCVNSYtM7SyRzExGTZo04dVXX6Vly5YsWrSIU089tXTyhUGDBjFy5EiOOOKI8vswUikdaCdtVY2aZ6VKSWYmo549e5YOq+natSs7d+6ksLAQgGOOOYYWLVqU74epBBKdn3jjxo2ccMIJpROHR5o8eTJHHXUUXbt2ZfTo0eXxMVImmXt1lpy0ffLJJzz77LN79AsYNGgQ8+bNK9fPUlUpaUqVkuxtn0q89NJL9OzZk1q1aqW/0JVUMgmidu3a3HHHHYwbN26P7Tdu3Mj111/PjBkzWLx4MevXr2fGjBnl9pmSpZO2yk9JU6qUZGcyAli8eDE33HADTzzxxF7bFRUVpbRmtWXLltI7wvTo0YMmTZowalTluCiZTII46KCD6Nu3L7Vr195j+xUrVtCxY0cOPfRQpk6dyrRp0xg6dGilOdY6aav8lDSlSkn2tk9r1qxhyJAhPPfcc7Rv336P9xUXF7Nr166U1qzq16/PRx99VPo4/PDDGTp0aGoORpqlKkFE6tChA5999hlffPEFV111FTk5OfTt27fSHOt0n7RJ+ilpSpWSzByu33//PWeccQZ33303xx577F6x582bR7Vq1VJas4q0fPlyNmzYwHHHHZfsYSgXqUgQ0Ro2bMhjjz3GoEGD2LhxI127dq1UxzqdJ21SPpQ0pUpJ5rZPDz/8MJ9//jl33HFHaRPehg0bABg9ejRnnnkmxcXFZGdnM2bMmJTUrCJNnDiR4cOH7zOpZJJU3cw52qBBg7j99tsZNmwYnTp14ogjjqg0xzqdJ21SPjTkRKqcRGcyuuWWW7jllltixrzvvvvo1asXb731Fk899RQA48ePT7pmFWnSpEmMHz8+1LaZIJn5ifdlw4YNOOcoLCzk0Ucf5fnnnyc/P79SHOtkpp+MPGm74447AJg2bRpNmzZl9OjR/P3vf2f79u1kZ2dzySWX7HUzaUkNJU2RFEnVnV9iWbhwIUVFRZXqhtHJJAiANm3asHnzZnbt2sXLL7/MtGnT6NKlC7/97W+ZO3cu3377LU899RQdO3bkpZdeqjTHOl0nbffdd19qCyoxKWmKREhmUoZ01azANxeef/754QuXIRJNEEBpb9doEydOpKioiI4dO9K7d+/SZs6qfqylfChpiqRIumpWAM8//zxvvPFGRX20jHOgHutMnUlLfqSkKZJC6ahZgR+fKHvSsZaKoKQpIhVCE81LZaSkKVIOlCDKl463pIvGaYqIiISkpCkiIhKSkqaIiEhISpoiIiIhKWmKiIiEpKQpIiISkpKmiIhISEqaIiIiISlpioiIhFTuSdPMrjSzlWa208zmm9k+b41uZv2D7Xaa2QozuyLZmCIiIoko16RpZsOBB4G7gJ7A+8CbZnZYGdu3Bd4ItusJ3A08ZGZnJxpTREQkUeVd07wWeMY596Rz7lPn3NXAOuDXZWx/BfAf59zVwfZPAs8C1yURU0REJCHlljTNrCZwNDAtatU04KdlvK1PjO3fAvLMrEaCMUVERBJSnjXNJkB1YH3U8vVA8zLe07yM7bOCeInEFBERSYg558pnR2YtgbVAP+fc7IjltwHnO+eOjPGeZcB459wdEcv6A+8CLfBJP96YlwGXBS87AUuT/3RlagJ8q9hpj6vYiq3YmRe7Mpa5xOHOuUNjrSjP+2l+CxSzdw2wKXvXFEt8Xcb2RcBGwOKN6Zz7M/Dn0KVOgpkVOOfyFDu9cRVbsRU782JXxjKHUW7Ns865XcB8YEDUqgH4Hq+xzAVOjrF9gXPuhwRjioiIJKQ8a5oA9wPjzWwe8B6+d2xL4HEAM3sOwDk3Itj+cWCkmT0APAEcC/wSOD9sTBERkVQp16TpnJtsZo2BW/DXJBcBA51zXwabHBa1/UozGwj8ET+E5D/Ab5xzL8URsyKlsxm4MsaujGVWbMVW7MyKm+7Y+1RuHYFEREQqO809KyIiEpKSpoiISEhKmiIiIiEpaaaJmVnE80pznKPKbfvaNpNU4nJXmr8NEVHSTBvnnAvmxsU5t7tkeSp+0NP5QxuUu0HJ81TGNrPqqYwXqRKXe7eZNQv2U9vMUtaj3cyqp+sEoiRuZTpBEUkF9Z5NAzNrDgwDcvFT9f0beME59+8U78fw3+HuWOviTR5m1gE/BvYEoA1+colXgXeccxsSjRtjP9Vgz5OJKlruHsAIYCB+VqsC4G1gOvCRc644heU251xxMnGiYmYBBznn/puqmBGxq6eyrFGx6wMHARuAusD2WN9ngrFV7r1jtwDqAzvw84R/7ZzbmaLYWc65olTEimu/SpqpZ2avAx2AT/FjS38KdAM+B+7Bz6eb0B+pmV0FLAbynXM7IpZXw1eyEv5CzWwm/g98Nn4awhOBvvgpCx8E/pDoD7mZ3QksAKY557ZELK8O7K6i5Z4PbMEn+PXAGcGjGHgGuMU5ty3Bcv8Vf7L2vHNuU8TyrKDcCf/gmtlpwEXAUUBNYAbwMvAv59z2ROPG2E/Mk5SS2m0Cx+RnwK/wJ7PgT67eAGY455aWxE7BSUr1oHipSmqVtdxX4v9OugE/4Gdvmwu8A8xyzhWmsNykK/HvxTmnRwof+B/sb4Ds4HVt4GD8bEZPAiuAaxOM3RfYDcwCJgC/AXKitqkF/C/QIs7YJwTlPiRqeSvgNvzE+I8C1ZMo94f4xDYO6B+1TR3gT8BhVaTcxwflrh1j3cXAl8CbQP0kyr0M+Ap4AfifGOX+C9AlgdhL8bffuzL4W8vHJ/pFwDmJ/G0HsbsH39XJQFbUuuoEJ/kJxu4HrAKeA04HfhEc30JgNXBVErHzgNfwrUs1otZlVdFyHx/837sX6ByU/UlgebD8zujvOI7YxwILgUuAmjHKXQ0/L3mjZD5DmftPdcCq/gDG4JsFY61rANwMbAVyE4j9R/ycurcHf+wfAP/CTzE4At802Tv4wawXZ+zr8DWTOsHr6kC1iPU/B/4LnJhAue8LynkF8DD+LjUf4e+NehP+TPQnQbnjShKVuNxXBLGaBa9rRf4AAP3xtc+hCZT7/4Iy/k9wfF7D//AuAx4BjgF6JVjuF4EnYyzvjJ+lZS0wIsH/O8/im/E+wDdRj4n+f4K/x+4T8f4YAs8Df46xvG6wn43A/yZR7l3B8f0CeIq9T65+CkwizpO3Slzuv5dR7hrB3/4G4Okkyl0MrMPfvGMqcGbUNscGyxNKzPt6lPfcs1XBdOAqMzvNOTc1coVzbrOZ3Yv/QeyPb/aLRxP8ZPW3Bp2MTsRPTt8T33RzLnAkvtlma5yx3wBuAIYCf3NBU0dJ84lzboKZnROU+50Eyr3COfd40OSWi//x6wUMBoYAbYGpLqIJ9AAv92v4E6gLgPudc4VBuUuafWcGzc7HAf+IM/ZB+B+U151zRWb2Ej7B98HXFCfha+JvJlDuRvjLDgTlzQKKnXOfmtlv8D+Ko8xsqguuJ8ehO/7EcA2+FjQA+B8z+wpfs30Vf3J4nAt+GeNQE/9DW1LuWvjjvB0YEzT5nmdmE5xzK+OM3RFfcyrAn0T1AyaY2SZgCjAe/z13c/E3IVbWcu8CGppZbefcTjOrDRQ5534AHjezH4Drzayrc25xnLHb4KdNfS0o9znAC0HMF/AtP+cBLV06rnmmOgtX9Qe+2es5/PXLm/A/tAdFrD8E/6OQSA2iG3B6jOVN8R1hnsHXHgYmELs68Af8meuf8Z1TGkWsb45vDhqWQOzmwPExlh+Mb169PQXl/q6ylJsf+xLcgG91mI6/9tMiYpt2Qbnjbu4E6gHHlPG32QXfrJXo8f4N/pZ9Hcv4TK2Dv/24WlKAI4CZwEXB6/r4E4Yb8LWtefgf991ENTWHjH9B8Lf90+i/n+DfRvjaeJ8447bB/3j/OnhdG9/571z89fQPgu9xNzC4CpX7VPztIM+NWp4V/FsXf+mgf5xxW+JrxJeXHAegIf5E9sag3IVBuQfFW+4wD3UESgMza41PmCcDm/D/4dfjzxj7AJ2cc50SjJ3lfO2hGr7tvrRTh5kNAiY45w5OMHYt4Gp8Lao2Prlvwjdv9sY3geaWHSH0fvbotBSUe6Jzrl6C8eriJ/Qfgk8MX+GTaMLlju6gEHG8i1NV7iDGEPwPY1v8f/T/4muJPYHvnHP9Eo0dsY/ozzIY30GodgKxDsU3vbXD11jfAj50QY3VzIYCzzrn6icQuwO+aX1Z1PJm+JPPy/EnMYfEGdfwte8ngdPw1wRfwrfIfB98t8PxzYmJlLsZ/sR4RdTy+vjjdCUwPMlyn45vVaks5a4F3IX/PZmPP6F/wTm30cya4H9jHnDONUig3I2Bus651VHLs/AJ9Gr8jT3iKnfo/Stppo+ZHYW/pvZT/AXqQ/C9x+53zn2Swv0Y/sL3i0AD51z0PUjjjXckcCbQA38m2xxfG3rMxd8EtL99VcN3/mjknDs3yViHAYPw1+yaAM1IQ7kjjneqyt0a32zaFd9smo2/HjPexd/Eub99GTAWfy318gRjdMD/oPbH94pcC2zH/8AfCbzmnBudZDlLOv4URSx7GdjmnLsgwZj18bcWPAPfOuPwJynV8X8rk5xzY5Ipd7Cf6JOUl4FC59zwBOMdhO89+z9BuYtSXe59HO+Eyx3EOBP4Gf63pCm+8lCET6pPOefGJVPuMvb5Mv7k9uxUxwYlzZQJamlH4a+tbQE+xl9//DpY3wnfjLLLxXnQI2IPwf9nWYxvAvvKObfdzKo5P0g+CzjYObcxgfKXdKD5IWr5oc65b+KNFyO2c2V0ZQ/W13fOfR9HzHr4azDnA9/je3TOJ7hBeTLljor9Hb7H3zLgE+fcumTKHfHeLAAXdc3FzGq54PpmovY3rCQ4UTnIxX89MzpOF/xJShf8yVUd/DXJf7nUDz1piG+xGeGcey/JeJ3wLT5t8ScotfEdveY7f2P7lDGzQ/DXpG9wzn2QYIxazg/PaI7/u+yKbwavRZLlNrP60X8HwfFukEy5I08czI/V7IK/9WNb/PH+K7DMpXiYSPB/9yHgQefcR6mMXboPJc3UMLM/4RPmOvwPSBv8tZ+XgftcEvf3jBH7cPz4z3/i/zhW7OPt+4t9tHNuftSymvgk90MZb0smdtLjG4M4z+J/QJbjj0k2sBnfI/UR59zMFMZuhU/MH+J7jv4ridh9nXNzopbtcbwtwUHbZcTeI4GWnGAlELs1/rrrT4CV+BO395xzHwffaR0Xf+ez6Ni98L04l+KHr3zinNtU8gNsZvXi2UfUD/deJymJHosyYu/rJKVuvCcRZtYZuBbfTL8Cf8zfA2a6JCeUiIr9Of5yxkfA7MgmTzOr4yLGgiewn6THYCa436RPPPfJpeFCaVV74M+iNgOnAI2DZYfiL0yvxHejv5wExgyFjH0Zvrkw3m74R+Cvoy0C7gd6Rq03fO+9nxA1HipFsWskGLsLvjZ/DD92iDgYuBRfGynGd8ePe2xfyNi3ETW0JWTsI4NjsgV/PfDYqPXV8LWHQQRDUVIYu+S7TCR2W3xP70/x3f0X4JtklwCPA22T+L8TK/YafEvNI0D76M8RR+xD2XsIRckxLumQYiQ2hjdWbCNqfGPE31A85W6PP3GYBdyNPzn+N35s4ovAyUkc71ix5wbH/XnglCSOdzPgQiI64kUc85IKWnWgVgLljhk7xna14y133GVJV+Cq9AB+h5/houR19MDsu4DP8F2gMyn2rfjaVMn4z7XBf87RQOtgm1bBj3F2BsUeha/llLyOHuB8Bb7nX8d44pZD7N/ha6s34SdLKMK3RowjSA746z67S45RhsR+HD/co3nEssPwJ25f4ntJxt2jNWTsb5KI/Ujweb8OnneJWl892Nc5xD8OcX+xq0XEjmusIPBYcEzqRyxrhr+uOQt//fjiBI/J/mJvSyL2Q8Ex+Q4/9GMgUQkyOCbXRS+vyNhxf850Bq8qD/y1xuVAh4hlWfx41lNyNv3bDIv9N3z38ub46yS/wHfn/hh/tv8qvlv64gyLfQI+cZ0UdUxKJjhoDMwBbsuw2I/gr0E1Ch798Cc9nwY/CB/jx5ImckzSGXs2cH3wvAZ7n7hNxPdILa1RZEjsefjOWrfha2m78c2RvyOoseBnNFqRwDFJZ+w3gLHB8+pEJXT8EKt/43uQZlLsufja66/wHfAK8ZeRHiIYggTcAXyeSbHjLku6d1AVHsEP6af4Gt+5xDjTCf5jXZ4psfGJ4GfATVHLG+E7SYzEN9fsJs4zz3TGDuLUxk9svg5f86sTY5uPSGCKsXTFDn6gBgJXRi2viT9DPhM/tGA38KtMiR3EGRN85sjaSQ1+PJHoi78WudfY0IqKjb/u/xa+t2w1fKvGqfiTi6+CY/EevuZyTabEDuL/NohzZNR3WTN43gV/aeaETImNHz/5AnBZ8DoLf8nghuD7LQY+wddk4zrBT2fsRB5pDV6VHsEXOxl/nWca/qznRPysGw/im5kOyrTYEfuoEWPZ0OAHIO6zznTHxvfUvD/4AViKvx42FH/tdyK+tphxsSP2sdf10OCHNxXHO6WxgaPxZ/ULiDHQHT8ofmcmxcb3/vwFsecKbo8/AX0X34y914lRRcUO4rTFN7WvJJjsIWp9N/yMO4kc77TExg83GgT0jrGuLr7vwvMJHu+0xU7kod6zKRQMuj0D/+PaDv8fviF+ppMnnHOTMiV2WT0H7cdp0ZyZjQPynHPHZ0rsIE515+9aUg9fEzkOP4lBHv7Mfzp+DNgbmRK7ZGxnrOMSsc0Y/Mwup2ZS7OD76oCfi/cY/DXMOfhm0y7A2cAqF+d41XTGjt4PvhkyenjP34BWifwNpjt2MKb0bvzEFzXwJ8vT8UmtL/7WcSMyLXbEPvbqOWtmz+Cvrx+XqbFD7V9JMzlmlo2/DRj45oEl+B6t7fDTmW0HvnXOfZehsQ1fA1nqgjGlwXrDD6Ze6+Icp5XO2GXsrya+N+MOfPPqf51z25KNm+7YMfZ1PPCNi38uznKJbX7+0JODR2/8teqNwNP4iRiSGVaVttgR+zB8U3YxvlY4C7jbOfdSpsQO4lQLTtxq4+fj7YdvWcrF1xAnAP+I/D+VAbH3eWtCM6sDvIKfaOSfmRI7EUqaSTCzX+PHl+XgE9gKfNPdu8CLLmqapwyNvQ3fgWEN/mL7Ky64R18Gxt5j3Nj+/jNlauxUSnPsaviTm0PxieALfE/uzcGPrsNfi/w2g2PXxffcnukiZlcyP2HIyc651zMl9j72WTq22cwOdim88Xc6Y0ftpwa+ZWluZYodc39KmokJmks/x/c2ewz/n+hkfO/LLvj/TL9xzi2Jd5BvBcY+Mog9Kogd1x3d0xy7Ib7D0+v4s+H3Sz53ZIILBm6vcXHMdlOBsSMHyHcG1rn4ZkVKZ+z6+FreCfjWgrX4loNt+Ka8vznnlgfbxjVJQDnHXoNPwDvwlzImOOc+CxuvHGPXwF9v/NLFGJifzEQBFRk7GemMnRSX5oumB+oDPylwfhnr+uK70q8Amih2ymIX8uMEA1/g7zLSKWKb1vhODu0UO+nYN+MTcq/g9ZH4eZQfx09X+CpwaLzfYwXH/gB/y6tMjD0Kf9LwV3ynl+bsPRykAX7i9r061lWC2GcQ/yQmaYudzKNcdnIgPvAz/CzB32sO9r6J8GHB+p8pdkpiPxn8ODXFz8N7N378ajF+XNll+IH9WxU7JbFnA9fGWF6dH6cYnJrg/x3F3jvGXPwNz2cH399KfA/uvvj5pMEPgfq3YicfO5lHue3oQHvgx08uwg/YjxxjVi3i+fvAaMVOLjY++V4D3By1/GB88+9f8MMWdhPnXewVO2bsLHzz+nsENSeiBsIDJwXfdY5iJx37UHzHoZ8Fr7PxN1leFnx/8/FjEj/DzzWt2EnETvZRbjs6kB4E87wCZ+Gn+tqCv9ZxND9On/XzYHkbxU4udhC/FsFUa8SY9xU4ngSm5FPsMmMfg2/uvZcYc9Xim3234odVKHYSsYEW+BOgU2Os64mfNGFj8F0qdpKxk32U244OxAf+/phH4ZsI3gr+w2zFd4ZZAYxR7ORj82OHtXbRP1YR624lsSnLFHvv2NXwNatL8RNnbMI3BZ+MHx98DvAc8IFiJx87iF+HiMnGSx4R6+/E3+xbsVMQO5mHes/Gycya4mfb/3/4gdg78LeNmg3k4wcLt8cnjOUujgOs2PuMfS2wAT/rxzr8tFr/cM5tC8afXQr8xzn3mmInHjvGvg7BTxdXciPhLfzY+ehu51y+Yqcmdlm9WM2sLn7GpL865+5V7NTETpSSZpyCmSe64nv4fYefT7U7fkq7DcAtSfynUexwsXviey6uAX7vnJum2CmL3QDYEvlDFQy7qY2fUKMbsC2R71Oxw8WOsU1tYDgw0cVxs2nFTpPyrtpW5ge+eWAr0C9q2eHBFzgN3wyZq9hpjV1yy6Vp+LlhFTsFsYNYTwAX4096GpSxTcOS/Sp2ucQ+JI3fZZWKnYpHhey0sj7wZ/efUMYdF/AdMwrwTTSKnf7YNRU7pbHPx3es+B5//fkJ/ET1HfjxriP1gJeB7oqdlthD8JcySmKXTBHXTbGTi52qR7nvsDI/gi9rBn780BHEvpvE1fgJjxVbsStb7JJxn+3wN/P9BD+F44f4ThcnAr8Gdim2Yle22Kl6VMhOK/MD3+38o+BH65f4buYHBevqAi/ip9NSbMWuNLHxPUN/B9wTtbwr8AD+Wum3+E5HTyu2Ylem2Kl8VMhOK/sDf+F/Mr6X6Lf4Dhl/wd9/MZ84m2kUW7EzITb+VnNHBs9rEnV9Dn+NejfQQ7EVu7LFTtVDvWeTEHT9PwM/oH8nfjaQF1yCkzYrtmJnUuwgfjX8D1exmV2Kn32lrmIr9oEQO6HyKGmmRrx3Y1Bsxa5MsYP41+Knjfu9Yiv2gRY7dBmUNEUkjOBWTcXpSMyKrdgVHTt0GZQ0RUREwqlW0QUQERGpLJQ0RUREQlLSFBERCUlJU0REJCQlTRERkZCUNEVEREL6//fUWs+g65N/AAAAAElFTkSuQmCC\n", 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\n", 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" ] }, - "execution_count": 15, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Run the noisy simulation\n", - "job = execute(circ, simulator,\n", - " basis_gates=noise_bit_flip.basis_gates,\n", - " noise_model=noise_bit_flip)\n", + "noisy_simulator = QasmSimulator(noise_model=noise_bit_flip)\n", + "job = execute(circ, noisy_simulator)\n", "result_bit_flip = job.result()\n", "counts_bit_flip = result_bit_flip.get_counts(0)\n", "\n", @@ -704,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:00:54.577456Z", @@ -718,7 +728,7 @@ "text": [ "NoiseModel:\n", " Basis gates: ['cx', 'id', 'u2', 'u3']\n", - " Instructions with noise: ['u3', 'measure', 'reset', 'cx', 'u2']\n", + " Instructions with noise: ['measure', 'reset', 'u2', 'u3', 'cx']\n", " Qubits with noise: [0, 1, 2, 3]\n", " Specific qubit errors: [('reset', [0]), ('reset', [1]), ('reset', [2]), ('reset', [3]), ('measure', [0]), ('measure', [1]), ('measure', [2]), ('measure', [3]), ('u2', [0]), ('u2', [1]), ('u2', [2]), ('u2', [3]), ('u3', [0]), ('u3', [1]), ('u3', [2]), ('u3', [3]), ('cx', [0, 0]), ('cx', [0, 1]), ('cx', [0, 2]), ('cx', [0, 3]), ('cx', [1, 0]), ('cx', [1, 1]), ('cx', [1, 2]), ('cx', [1, 3]), ('cx', [2, 0]), ('cx', [2, 1]), ('cx', [2, 2]), ('cx', [2, 3]), ('cx', [3, 0]), ('cx', [3, 1]), ('cx', [3, 2]), ('cx', [3, 3])]\n" ] @@ -779,7 +789,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:00:55.689241Z", @@ -789,21 +799,20 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "execution_count": 17, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Run the noisy simulation\n", - "job = execute(circ, simulator,\n", - " basis_gates=noise_thermal.basis_gates,\n", - " noise_model=noise_thermal)\n", + "thermal_simulator = QasmSimulator(noise_model=noise_thermal)\n", + "job = execute(circ, thermal_simulator)\n", "result_thermal = job.result()\n", "counts_thermal = result_thermal.get_counts(0)\n", "\n", @@ -813,7 +822,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:01:16.716582Z", @@ -824,8 +833,8 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
QiskitNone
Terra0.14.0
Aer0.6.0
IgnisNone
AquaNone
IBM Q Provider0.6.1
System information
Python3.7.7 (default, Mar 26 2020, 10:32:53) \n", - "[Clang 4.0.1 (tags/RELEASE_401/final)]
OSDarwin
CPUs4
Memory (Gb)16.0
Tue Apr 28 13:41:02 2020 EDT
" + "

Version Information

Qiskit SoftwareVersion
Qiskit0.23.0
Terra0.16.0
Aer0.7.0
Ignis0.5.0
Aqua0.8.0
IBM Q Provider0.11.0
System information
Python3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) \n", + "[GCC 7.3.0]
OSLinux
CPUs8
Memory (Gb)62.916805267333984
Wed Nov 04 13:28:50 2020 IST
" ], "text/plain": [ "" @@ -877,7 +886,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.6.8" }, "varInspector": { "cols": { diff --git a/tutorials/simulators/4_custom_gate_noise.ipynb b/tutorials/simulators/4_custom_gate_noise.ipynb index f2efbbb63..72a4004cd 100755 --- a/tutorials/simulators/4_custom_gate_noise.ipynb +++ b/tutorials/simulators/4_custom_gate_noise.ipynb @@ -349,10 +349,8 @@ " ┌┴───┴┐└┬───┬┘│ iswap │└─────┘└───┘└─────┘│ iswap │┌───┐└╥┘┌─┐\n", "q_1: ┤ SDG ├─┤ H ├─┤1 ├───────────────────┤1 ├┤ S ├─╫─┤M├\n", " └─────┘ └───┘ └────────┘ └────────┘└───┘ ║ └╥┘\n", - "c_0: ═══════════════════════════════════════════════════════════╩══╬═\n", - " ║ \n", - "c_1: ══════════════════════════════════════════════════════════════╩═\n", - " \n" + "c: 2/═══════════════════════════════════════════════════════════╩══╩═\n", + " 0 1 \n" ] } ], @@ -386,7 +384,7 @@ "outputs": [ { "data": { - "image/png": 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mZmYZOWiamZll5KBpZmaWkYOmmZlZRg6aZmZmGTlompl1Er/4xS8YPXo0xx57LF/+8pf3WT59+nQOP/xwTjjhBE444QS+853v7Fl2//33M3LkSEaOHMn999+/J33Xrl1cccUVjBo1iuOOO45HH320Tfals2rTm1CbmVnz1NfX8w//8A/88pe/ZOjQoZx88slMnTqVMWPG7JXvggsu4J577tkrbevWrdx6663U1NQgiZNOOompU6fSr18/brvtNgYOHMiKFSt4++232bp1a1vuVqfjlqaZWSfw3HPPceyxxzJixAgOPPBAPvKRj/D4449nWvepp55iypQp9O/fn379+jFlyhR+8YtfAPC9732PG2+8EYAePXpw2GGHtdo+dAUOmmZmncC6desYNmzYntdDhw5l3bp1++R79NFHede73sWHPvQh1qxZ0+S6r732GgA33XQTlZWVnH/++WzcuLGV96Rzc9A0M+sEImKfNEl7vT733HOpra3l97//PWeeeSaXXHJJk+vu3r2btWvXctppp7Fo0SKqq6v57Gc/2zo70EU4aJqZdQJDhw7d03IEWLt2LRUVFXvlGTBgAOXl5QBcfvnlLFy4sMl1BwwYwMEHH8x5550HwPnnn8+iRYtae1c6NQfNbm5/o/EaPPLII0iipqYGSEbcffzjH+f4449n/PjxzJo1a591pk6dyrhx41qr6mbdysknn8zKlStZvXo1u3bt4qGHHmLq1Kl75Vm/fv2e50888QTvfOc7ATj77LOZOXMm27ZtY9u2bcycOZOzzz4bSZx77rl7Pr+//vWv9xlYZHvz6NluLOtovO3bt3P33XczYcKEPWnTpk0D4A9/+AObNm3ive99L88//zw9eiS/wx577DF69+7ddjtj1sWVlZVxzz33cPbZZ1NfX89ll13G2LFj+cIXvkBVVRVTp07l7rvv5oknnqCsrIz+/fszffp0APr3789NN93EySefDMAXvvAF+vfvD8BXvvIVLrroIq677joOP/xwvv/977fXLnYOEdFtHyeddFJ0Z/PmzYuzzjprz+vbb789br/99n3yffrTn46f/vSnMXny5Hj++ecjIuLqq6+OGTNm7Mnznve8JxYsWBAREdu3b4/TTjstli5dGmPHjm3lvTAzKy2gJhqJG+6e7cayjMb73e9+x5o1a3jf+963V/r48eN5/PHH2b17N6tXr2bhwoV7zpncdNNNfOYzn+Hggw9u/Z0wM2tD7p7txmI/o/Hefvttrr/++j1dPLkuu+wyXnzxRaqqqjjqqKM49dRTKSsr44UXXuCll17ijjvuoLa2thVrb2bW9hw0u7H9jcbbvn07S5Ys4YwzzgBgw4YNTJ06lSeeeIKqqiruuOOOPXlPPfVURo4cyezZs1m4cCHDhw9n9+7dbNq0iTPOOKPgQCEzs87G3bPd2P5G4x1yyCFs3ryZ2tpaamtrOeWUU/YEzL/+9a+88cYbAPzyl7+krKyMMWPGcNVVV/HKK69QW1vL3LlzGTVqlAOmmXUZbml2Y1lG4zVm06ZNnH322fTo0YMhQ4YwY8aMNqy5mVn7UKHzWt1FVVVVNFx3aGZmBiBpYURUFVrm7lkzM7OMHDTNzMwyctA0MzPLyEHTzMwsIwdNMzOzjBw0zczMMvJ1mmbW7Vx+Z3vXwFrDtOtafxtuaZqZmWXkoGlmZpaRg6aZmVlGDppmZmYZeSBQCXhQQdfUFoMKzKxzcUvTzMwsIwdNMzOzjBw0zczMMnLQNDMzy8hB08zMLCMHTTMzs4wcNM3MzDJy0DQzM8vIQdPMzCwjB00zM7OMHDTNzMwyctA0MzPLyEHTzMwsIwdNMzOzjBw0zczMMmrzoCnpakmrJb0paaGk0zOuN1HSbklL8tIvlRQFHge1zh6YmVl31aZBU9IFwF3A7cCJwDzgSUlH7me9fsADwK8byfJX4IjcR0S8Wap6m5mZQdu3NG8ApkfEtIh4MSKuAdYDV+1nve8C9wPzG1keEbEh91HCOpuZmQFtGDQlHQicBMzMWzQTOLWJ9a4GBgNfbKL4XpJelrRW0s8kndjiCpuZmeUpa8NtHQb0BDbmpW8Eziy0gqTjgZuBUyKiXlKhbMuBy4DFQB/g08CzksZHxMoCZV4BXAFQUVHBrFmzABgxYgR9+vRh8eLFAAwYMICxY8cyZ84cAMrKypg4cSKLFi3i9ddfB6CqqoqNGzcCx2T9H1gnUlNTw44dOwCYMGECa9euZd26dQCMHj2anj17smzZMgAGDx7M0Ucfzfz5SWdIr169mDBhAgsWLGDnzp0AVFdXs3r1ajZsSDpCxowZQ319PcuXLwdgyJAhDB06lAULFgDQu3dvqqqqmD9/PnV1dQBMnDiRFStWsGnTJgDGjRtHXV0dK1cmh/qwYcMYNGgQNTU1APTt25fKykrmzp3L7t27AZg0aRJLly5ly5YtAIwfP57t27ezatUqAIYPH07//v1ZtGgRAP369WP8+PHMnj2biEASkydPZvHixWzbtg2AyspKtm7dSm1tLdCyz9OaNWsAGDlyJOXl5SxZkgxjGDhwIKNGjWLu3LkAlJeXU11d3az3CcqLPBqsM1i/fn1JPk9NUUS04i7kbEiqANYBkyLimZz0m4ELI+K4vPzlwCLgyxExI027BfhQRIxrYjs9gReApyPi2qbqVFVVFQ1fLi1x+Z0tLsI6oGnXtXcNrLX4M9s1leozK2lhRFQVWtaWLc3NQD1JV2uugezb+oRkQM8Y4PuSvp+m9QAkaTdwTkTkd/WStkhrgJElq7mZmRlteE4zInYBC4EpeYumkIyizbcOOB44IedxH/BS+rzQOijpw30XyQAjMzOzkmnLlibAN4AZkp4DngWuBCpIgiGSHgCIiIsj4i0g/5rMTUBdRCzJSbsZ+C2wEugLXEsSNPc3ItfMzKwobRo0I+JhSQOAz5N0vy4h6WZ9Oc3S5PWajTgU+DZJt+9fgN+RnDd9rgRVNjMz26OtW5pExL3AvY0sO2M/694C3JKXdj1wfWlqZ2Zm1jjPPWtmZpaRg6aZmVlGDppmZmYZOWiamZll5KBpZmaWkYOmmZlZRg6aZmZmGTlompmZZeSgaWZmlpGDppmZWUYOmmZmZhk5aJqZmWXkoGlmZpaRg6aZmVlGDppmZmYZOWiamZll5KBpZmaWkYOmmZlZRg6aZmZmGRUVNCV9WNJZOa+/IGmtpKckHVH66pmZmXUcxbY0b2l4IqkS+BfgbuAA4Oulq5aZmVnHU1Zk/qOA5enz84CfRMT/kzQTeKqkNTMzM+tgim1pvgn0SZ//L+BX6fO/5KSbmZl1ScW2NJ8Bvi5pLlAFfChNHwWsKWXFzMzMOppiW5qfAnaRBMsrI+KVNP29uHvWzMy6uKJamhGxFji3QPp1JauRmZlZB1X0dZqSDpL0IUmfk3RomnaMpP6lr56ZmVnHUVRLU9KxJIN/egOHAj8CXgOuSl9/stQVNDMz6yiKbWneCcwEBgE7c9KfAN5dqkqZmZl1RMWOnj0VOCUi6iXlpv8ZqChZrczMzDqg5sw9e0CBtCNJrtU0MzPrsooNmjOBG3Jeh6S+wK3Af5esVmZmZh1Qsd2zNwBPS1oOHAQ8DBwLbAQ+XOK6mZmZdSjFXqf5iqQTgAuBSpKW6reB/4yInU2ubGZm1skV29IkDY7fSx9mZmbdxn6DpqQPAD+NiLfS542KiMdKVjMzM7MOJktL8xFgMLApfd6YAHqWolJmZmYd0X6DZkT0KPTczMysuykqCEqaJGmfQCupp6RJpauWmZlZx1Nsy/FpoNDE7Iemy8zMzLqsYoOmSM5d5hsAvNHy6piZmXVcmS45kfRE+jSAByXV5SzuCYwD5pW4bmZmZh1K1us0t6R/BWxj7zuc7ALmAtNKWC8zM7MOJ1PQjIiPA0iqBb4WEe6KNTOzbqfYafRuba2KmJmZdXRZZgT6PTA5IrZJ+gOFBwIBEBHvKmXlzMzMOpIsLc1HgYaBP03NCGRmZtalZZkR6NZCz83MzLobT4tnZmaWUZZzmk2ex8zlc5pmZtaVZb3LiZmZWbdX1DlNMzOz7sznNM3MzDLydZpmZmYZ+TpNMzOzjHydppmZWUbNOqcp6RhJ70sfxxS57tWSVkt6U9JCSac3kXeypHmStkjaKemPkj5bIN8HJS2TVJf+Pa85+2VmZtaUooKmpAGSfgKsBH6SPlZIelzSgAzrXwDcBdwOnEhyD84nJR3ZyCo7gLuBScAY4IvArZKuzimzGngY+E/ghPTvjyRNKGbfzMzM9qfYluZ3gGOB04GD0sck4Giy3U/zBmB6REyLiBcj4hpgPXBVocwRsTAiHoqIpRGxOiIeBJ5Kt9/gOuDpiLgtLfM2YFaabmZmVjLFBs2zgcsj4tmI2J0+ngX+Pl3WKEkHAicBM/MWzQROzbJxSSemeWfnJFcXKPOprGWamZllVdT9NIFXgUI3oP4rsGU/6x4G9AQ25qVvBM5sakVJa4HDSep7a0Tcl7N4cCNlDm6krCuAKwAqKiqYNWsWACNGjKBPnz4sXrwYgAEDBjB27FjmzJkDQFlZGRMnTmTRokW8/vrrAFRVVbFx40agqNO61knU1NSwY8cOACZMmMDatWtZt24dAKNHj6Znz54sW7YMgMGDB3P00Uczf/58AHr16sWECRNYsGABO3fuBKC6uprVq1ezYcMGAMaMGUN9fT3Lly8HYMiQIQwdOpQFCxYA0Lt3b6qqqpg/fz51dckA9okTJ7JixQo2bdoEwLhx46irq2PlypUADBs2jEGDBlFTUwNA3759qaysZO7cuezevRuASZMmsXTpUrZsST6y48ePZ/v27axatQqA4cOH079/fxYtWgRAv379GD9+PLNnzyYikMTkyZNZvHgx27ZtA6CyspKtW7dSW1sLtOzztGbNGgBGjhxJeXk5S5YsAWDgwIGMGjWKuXPnAlBeXk51dXWz3icoL/JosM5g/fr1Jfk8NUURmaaVTTJLnwA+ClwUEevStCHA/cBDEfGdJtatANYBkyLimZz0m4ELI+K4JtY9GugNnAJ8Bfh0RMxIl+0CPtHwOk27BPhWRBzU1P5UVVVFw5dLS1x+Z4uLsA5omjv4uyx/ZrumUn1mJS2MiKpCy5ozYfvRQK2kdenrIcCbwECSc56N2QzUs28LcCD7thT3EhGr06d/kDQIuAVoCJIbmlOmmZlZsdpswvaI2CVpITAF+FHOoikkEyhk1YO9+1bmp2V8Na/Mec2sqpmZWUFtPWH7N4AZkp4DngWuBCqA+wAkPZBu8+L09TXAamB5uv4k4LPAvTll3gXMkXQj8GPgPODdwMQS1tvMzKzogUAtEhEPp9dzfh44AlgCnBMRL6dZ8q/X7ElyDnM4sBv4E/DPpEE2LXOepI+QXsOZ5rkgIha04q6YmVk3VFTQTC8b+VfgQpIAd0Du8ojoub8yIuJe9m4p5i47I+/1ncB+T9lHxCN4XlwzM2tlxV6n+X+BS4CvA28D/wj8O8nlJlc3sZ6ZmVmnV2zQ/DBwZUR8i2Qk7OMRcS1wM8ngGzMzsy6r2KA5CFiWPt8BHJo+/wVwVqkqZWZm1hEVGzT/TDLaFeAl/mfqvGpgZ6kqZWZm1hEVGzR/DPyv9PldJHccWQ1Mp+mJDczMzDq9okbPRsSNOc8fSeeEPRVYERE/K3XlzMzMOpIWXacZEb8FfluiupiZmXVoxXbPIqlS0gOSatLHDEmVrVE5MzOzjqSooCnpo8DzJLP5/Dx9DAKek/Sx0lfPzMys4yi2e/Y24KaIuD03MZ339YvAg6WqmJmZWUdTbPfs4cAPC6T/iOR2XGZmZl1WsUHzaeCMAulnALNbWhkzM7OOLMtNqD+Q8/JJ4EuSqvifUbOnAB8guTG0mZlZl9Xcm1BfkT5yfZNG7l5iZmbWFWS5CXXRl6WYmZl1RQ6IZmZmGTVncoO/lTRH0mZJr0qaLemc1qicmZlZR1Ls5AafJJm0/U/A54B/BlYDP5Z0WemrZ2Zm1nEUO7nB54AbIuKenLTvSlpIEkC/V7KamZmZdTDFds8eSXLD6XxPAke1vDpmZmYdV3NuQj2lQPpZwMstr46ZmVnHVWz37NeAb6Z3NZkHBDARuAi4pnaYbLwAAAvESURBVMR1MzMz61CKvQn1tyRtAj5DMgsQwIvAhyPi8VJXzszMrCPJHDQllZF0w86JiB+3XpXMzMw6psznNCNiN/AY0Kf1qmNmZtZxFTsQaDFwbGtUxMzMrKMrNmjeAnxd0vslDZPUP/fRCvUzMzPrMIodPfvf6d/HSEbONlD6umcpKmVmZtYRFRs0390qtTAzM+sEMgVNSQcDXwXeDxwA/Aq4NiI2t2LdzMzMOpSs5zRvBS4l6Z79AcmsQP/RSnUyMzPrkLJ2z34A+EREPAQg6T+BZyX1jIj6VqudmZlZB5K1pTkMeKbhRUQ8B+wGKlqjUmZmZh1R1qDZE9iVl7ab4gcSmZmZdVpZg56AByXV5aQdBEyT9NeGhIiYWsrKmZmZdSRZg+b9BdIeLGVFzMzMOrpMQTMiPt7aFTEzM+voip1Gz8zMrNty0DQzM8vIQdPMzCwjB00zM7OMHDTNzMwyctA0MzPLyEHTzMwsIwdNMzOzjBw0zczMMnLQNDMzy8hB08zMLCMHTTMzs4wcNM3MzDJy0DQzM8vIQdPMzCwjB00zM7OMHDTNzMwyctA0MzPLyEHTzMwsozYPmpKulrRa0puSFko6vYm8R0j6L0l/lFQvaXqBPJdKigKPg1p1R8zMrNtp06Ap6QLgLuB24ERgHvCkpCMbWaUc2Ax8GVjQRNF/BY7IfUTEm6Wqt5mZGbR9S/MGYHpETIuIFyPiGmA9cFWhzBFRGxHXRsR0YGsT5UZEbMh9lL7qZmbW3bVZ0JR0IHASMDNv0Uzg1BYW30vSy5LWSvqZpBNbWJ6Zmdk+ytpwW4cBPYGNeekbgTNbUO5y4DJgMdAH+DTwrKTxEbEyP7OkK4ArACoqKpg1axYAI0aMoE+fPixevBiAAQMGMHbsWObMmQNAWVkZEydOZNGiRbz++usAVFVVsXHjRuCYFlTfOqqamhp27NgBwIQJE1i7di3r1q0DYPTo0fTs2ZNly5YBMHjwYI4++mjmz58PQK9evZgwYQILFixg586dAFRXV7N69Wo2bEg6QsaMGUN9fT3Lly8HYMiQIQwdOpQFC5IzEb1796aqqor58+dTV1cHwMSJE1mxYgWbNm0CYNy4cdTV1bFyZXKoDxs2jEGDBlFTUwNA3759qaysZO7cuezevRuASZMmsXTpUrZs2QLA+PHj2b59O6tWrQJg+PDh9O/fn0WLFgHQr18/xo8fz+zZs4kIJDF58mQWL17Mtm3bAKisrGTr1q3U1tYCLfs8rVmzBoCRI0dSXl7OkiVLABg4cCCjRo1i7ty5AJSXl1NdXd2s9yk582Ndzfr160vyeWqKIqIVdyFnQ1IFsA6YFBHP5KTfDFwYEcftZ/2fAZsj4tL95OsJvAA8HRHXNpW3qqoqGr5cWuLyO1tchHVA065r7xpYa/Fntmsq1WdW0sKIqCq0rC3PaW4G6oHBeekD2bf12WwRUQ/UACNLVaaZmRm0YdCMiF3AQmBK3qIpJKNoS0KSgHeRDDAyMzMrmbY8pwnwDWCGpOeAZ4ErgQrgPgBJDwBExMUNK0g6IX3aF3g7fb0rIpaly28GfgusTPNcSxI0C47INTMza642DZoR8bCkAcDnSa6nXAKcExEvp1kKXa/5u7zX5wIvA8PT14cC3ybp9v1Lmn9SRDxX2tqbmVl319YtTSLiXuDeRpadUSBN+ynveuD6klTOzMysCZ571szMLCMHTTMzs4wcNM3MzDJy0DQzM8vIQdPMzCwjB00zM7OMHDTNzMwyctA0MzPLyEHTzMwsIwdNMzOzjBw0zczMMnLQNDMzy8hB08zMLCMHTTMzs4wcNM3MzDJy0DQzM8vIQdPMzCwjB00zM7OMHDTNzMwyctA0MzPLyEHTzMwsIwdNMzOzjBw0zczMMnLQNDMzy8hB08zMLCMHTTMzs4wcNM3MzDJy0DQzM8vIQdPMzCwjB00zM7OMHDTNzMwyctA0MzPLyEHTzMwsIwdNMzOzjBw0zczMMnLQNDMzy8hB08zMLCMHTTMzs4wcNM3MzDJy0DQzM8vIQdPMzCwjB00zM7OMHDTNzMwyctA0MzPLyEHTzMwsIwdNMzOzjBw0zczMMnLQNDMzy8hB08zMLCMHTTMzs4wcNM3MzDJy0DQzM8vIQdPMzCwjB00zM7OMHDTNzMwyctA0MzPLqM2DpqSrJa2W9KakhZJO30/+yWm+NyWtknRlS8s0MzNrjjYNmpIuAO4CbgdOBOYBT0o6spH8RwM/T/OdCHwJ+KakDza3TDMzs+Zq65bmDcD0iJgWES9GxDXAeuCqRvJfCbwSEdek+acB9wOfbUGZZmZmzdJmQVPSgcBJwMy8RTOBUxtZrbpA/qeAKkkHNLNMMzOzZilrw20dBvQENualbwTObGSdwcCvCuQvS8tTsWVKugK4In25Q9LyLJW3PQ4DNrd3JdrCd65v7xqYlYQ/s8U7qrEFbRk0G0TeaxVI21/+hnQ1kadgmRHxbeDb+6+mFSKpJiKq2rseZpaNP7Ol1ZZBczNQT9J6zDWQfVuKDTY0kn83sIUkOBZbppmZWbO02TnNiNgFLASm5C2aQjLitZD57NvNOgWoiYi3mlmmmZlZs7R19+w3gBmSngOeJRkdWwHcByDpAYCIuDjNfx/wKUl3At8CTgMuBS7MWqaVnLu2zToXf2ZLSBFNnU5shQ1KVwP/BBwBLAGuj4g56bJZABFxRk7+ycAdwFjgFeArEXFf1jLNzMxKpc2DppmZWWfluWfNzMwyctA0MzPLyEHTzMwsIwdNMzOzjNpjRiDrZCQNBY4lmUzibWB5RGxo31qZmbU9j561Jkm6CrgMGA+8AbwErCWZeOLxiFguqUdEvN2O1TQzaxPunrVGSRpAcp/Sx0muga0muTXb28AlJPc2HRMRb0tS4yWZWVtI7/40SlJ5e9elq3JL0xol6RrgYxExocCyiSQ3BR8C/E1EdIu7KJh1ZJKuA24Dfgg8BjwPvBoR9Tl5+pLMrvariHirXSraibmlaU3ZBfSRNA5AUnl6D1MiYi7wUeBN4Kz2q6KZ5bgAeI5kDMJPSE6jfFXSREmHpHn+D3CzA2bzOGhaUx4h6Yq9TlKfiKiLiF2SegBExJ+B14Ch7VlJMwNJhwNvAdMi4nSSe0J+F3gfMAf4jaTPAdcBC9qtop2cu2etoJxzlH8H3AX0J+nyuRf4HUmgnAT8B3B8RNS2QzXNLCXpCOAjwLKIeCpv2YnAJ9Pl/YBhEbGu7WvZ+TloWpMkHQocCZwKnEdyLgSSe532AB6IiFvap3ZmlktSLyAi4s3cwXmRftFLug04JyJObK86dna+TtP2IWkgcBHwGZKbh+8k6YZ9BvgacABwDPAUsLKdqmlmeSJiZ0OwjLwWkaSDgQ8C32+PunUVbmnaPiRNJ7kV20+BrSRds8cDo4BNwOcjwudEzDqIdETs9vxAmZfnIJKBQj+IiF1tVrkuxkHT9pL+St1O0oUzJyftSOAU4BPACODDEbGo3SpqZntI+hbJqNnngJcj4vUCeQ6NiNfavHJdjEfPWr4xwGqSy02ApJsnIl6OiIeBc0m6as9vp/qZWQ5JFwKXA18nmYjkq5LOk3RMeo6z4Vzn/Q2Xj1nzuaVpe0k/XD8DDgYuBv6UP0VeOunBJyLihHaoopnlkDQNqAf+H/ABktm6jgGWAz8Hfg2MBu6KiAPbq55dhVuatpeI2An8K9ALeAC4WNIwSe+APYMJJgNL2q+WZgYgqYykZ+i1iFgVEV+LiOOBk4HZJAH0h8A3gRntV9Ouwy1NKyjtxrkJmEoyUft84FXgTGA98MmI+EP71dDMACT1AwZFxB/TGbveyh0QJOkC4AdAZUS80F717CocNK1J6eUnfwu8n2TKvCXAjyLij+1aMTNrVDprlyKiXtLlJF2zB7d3vboCB03LzLcAM+t8JN0A9IyIr7Z3XboCB00zsy5M0gFAvX/wloaDppmZWUYePWtmZpaRg6aZmVlGDppmZmYZOWiamZll5KBpZmaWkYOmmZlZRv8fgxLdtCvQT9UAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -438,9 +436,7 @@ ], "source": [ "# Execute on the simulator without noise\n", - "job = execute(bell_circ, QasmSimulator(),\n", - " basis_gates=noise_model.basis_gates,\n", - " noise_model=noise_model)\n", + "job = execute(bell_circ, QasmSimulator(noise_model=noise_model))\n", "noise_result = job.result()\n", "noise_counts = noise_result.get_counts(bell_circ)\n", "plot_histogram(noise_counts, title='Noisy output for iSWAP bell-state preparation')" @@ -459,8 +455,8 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
QiskitNone
Terra0.14.0
Aer0.6.0
IgnisNone
AquaNone
IBM Q Provider0.6.1
System information
Python3.7.7 (default, Mar 26 2020, 10:32:53) \n", - "[Clang 4.0.1 (tags/RELEASE_401/final)]
OSDarwin
CPUs4
Memory (Gb)16.0
Tue Apr 28 13:41:37 2020 EDT
" + "

Version Information

Qiskit SoftwareVersion
Qiskit0.23.0
Terra0.16.0
Aer0.7.0
Ignis0.5.0
Aqua0.8.0
IBM Q Provider0.11.0
System information
Python3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) \n", + "[GCC 7.3.0]
OSLinux
CPUs8
Memory (Gb)62.916805267333984
Wed Nov 04 14:59:27 2020 IST
" ], "text/plain": [ "" @@ -512,7 +508,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.6.8" }, "varInspector": { "cols": { diff --git a/tutorials/simulators/6_extended_stabilizer_tutorial.ipynb b/tutorials/simulators/6_extended_stabilizer_tutorial.ipynb index be8194c4b..efc3e3e3d 100755 --- a/tutorials/simulators/6_extended_stabilizer_tutorial.ipynb +++ b/tutorials/simulators/6_extended_stabilizer_tutorial.ipynb @@ -38,9 +38,8 @@ }, "outputs": [], "source": [ - "from qiskit import QuantumCircuit, QuantumRegister, ClassicalRegister\n", - "from qiskit.compiler import assemble\n", - "from qiskit.providers.aer import AerError, QasmSimulator\n", + "from qiskit import QuantumCircuit, execute\n", + "from qiskit.providers.aer import QasmSimulator\n", "from qiskit.tools.visualization import plot_histogram\n", "\n", "import random" @@ -55,11 +54,22 @@ "start_time": "2019-08-19T17:21:43.742436Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "circ = QuantumCircuit(40, 40)\n", "\n", - "# Initialise with a Hadamard layer\n", + "# Initialize with a Hadamard layer\n", "circ.h(range(40))\n", "# Apply some random CNOT and T gates\n", "qubit_indices = [i for i in range(40)]\n", @@ -67,9 +77,7 @@ " control, target, t = random.sample(qubit_indices, 3)\n", " circ.cx(control, target)\n", " circ.t(t)\n", - "circ.measure(range(40), range(40))\n", - "\n", - "qobj = assemble(circ, backend=QasmSimulator(), shots=1)" + "circ.measure(range(40), range(40))" ] }, { @@ -88,16 +96,21 @@ "start_time": "2019-08-19T17:21:58.246239Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This succeeded?: False\n", + "Why not? ERROR: [Experiment 0] Insufficient memory to run circuit \"circuit10\" using the statevector simulator.\n" + ] + } + ], "source": [ - "statevector_job = QasmSimulator().run(qobj, backend_options={\n", - " 'method': 'statevector'\n", - "})\n", - "# This should error!\n", - "try:\n", - " statevector_job.result()\n", - "except AerError as err:\n", - " print(err)" + "statevector_simulator = QasmSimulator(method='statevector')\n", + "statevector_result = execute(circ, statevector_simulator, shots=1).result()\n", + "print('This succeeded?: {}'.format(statevector_result.success))\n", + "print('Why not? {}'.format(statevector_result.status))" ] }, { @@ -126,11 +139,9 @@ } ], "source": [ - "es_job = QasmSimulator().run(qobj, backend_options={\n", - " 'method': 'extended_stabilizer'\n", - "})\n", - "result = es_job.result()\n", - "print('This succeeded?: {}'.format(result.success))" + "extended_stabilizer_simulator = QasmSimulator(method='extended_stabilizer')\n", + "extended_stabilizer_result = execute(circ, extended_stabilizer_simulator, shots=1).result()\n", + "print('This succeeded?: {}'.format(extended_stabilizer_result.success))" ] }, { @@ -174,14 +185,11 @@ }, "outputs": [], "source": [ - "small_qr = QuantumRegister(2)\n", - "small_cr = ClassicalRegister(2)\n", - "small_circ = QuantumCircuit(small_qr, small_cr)\n", - "small_circ.h(small_qr[0])\n", - "small_circ.cx(small_qr[0], small_qr[1])\n", - "small_circ.t(small_qr[0])\n", - "small_circ.measure(small_qr, small_cr)\n", - "small_qobj = assemble(small_circ, backend=QasmSimulator(), shots=100)\n", + "small_circ = QuantumCircuit(2, 2)\n", + "small_circ.h(0)\n", + "small_circ.cx(0, 1)\n", + "small_circ.t(0)\n", + "small_circ.measure([0, 1], [0, 1])\n", "# This circuit should give 00 or 11 with equal probability...\n", "expected_results ={'00': 50, '11': 50}" ] @@ -200,20 +208,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "100 shots in 1.8042848110198975s\n" + "100 shots in 1.5095736980438232s\n" ] } ], "source": [ - "es_job = QasmSimulator().run(small_qobj, backend_options={'method':'extended_stabilizer'})\n", - "es_result = es_job.result()\n", - "es_counts = es_result.get_counts(small_circ)\n", - "print('100 shots in {}s'.format(es_result.time_taken))" + "result = execute(small_circ, extended_stabilizer_simulator, shots=100).result()\n", + "counts = result.get_counts(small_circ)\n", + "print('100 shots in {}s'.format(result.time_taken))" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:23:55.222602Z", @@ -223,30 +230,30 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "plot_histogram([expected_results, es_counts], legend=['Expected', 'Extended Stabilizer'])" + "plot_histogram([expected_results, counts], legend=['Expected', 'Extended Stabilizer'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "You can control this approximation error using the `backend_options` in Qiskit Aer. The default error is 0.05. The smaller the error, the more precise the results, but also the longer your simulation will take and the more memory it will require." + "You can control this approximation error using the `extended_stabilizer_approximation_error` in Qiskit Aer. The default error is 0.05. The smaller the error, the more precise the results, but also the longer your simulation will take and the more memory it will require." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:24:01.638958Z", @@ -258,30 +265,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "100 shots in 4.94155216217041s\n" + "100 shots in 3.7382025718688965s\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "es_job = QasmSimulator().run(small_qobj, backend_options={\n", - " 'method':'extended_stabilizer',\n", - " 'extended_stabilizer_approximation_error': 0.03\n", - "})\n", - "es_result = es_job.result()\n", - "es_counts = es_result.get_counts(small_circ)\n", - "print('100 shots in {}s'.format(es_result.time_taken))\n", - "plot_histogram([expected_results, es_counts], legend=['Expected', 'Extended Stabilizer'])" + "reduced_error = execute(small_circ, extended_stabilizer_simulator, shots=100, \n", + " extended_stabilizer_approximation_error=0.03).result()\n", + "reduced_error_counts = reduced_error.get_counts(small_circ)\n", + "print('100 shots in {}s'.format(reduced_error.time_taken))\n", + "plot_histogram([expected_results, reduced_error_counts], legend=['Expected', 'Extended Stabilizer'])" ] }, { @@ -305,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:24:03.270544Z", @@ -317,49 +321,33 @@ "name": "stdout", "output_type": "stream", "text": [ - "The circuit above, with 100 shots at precision 0.03 and default mixing time, needed 4s\n", - "Dialing down the mixing time, we completed in just 0.14401888847351074s\n" + "The circuit above, with 100 shots at precision 0.03 and default mixing time, needed 3s\n", + "Dialing down the mixing time, we completed in just 0.10364437103271484s\n" ] } ], "source": [ "print(\"The circuit above, with 100 shots at precision 0.03 \"\n", - " \"and default mixing time, needed {}s\".format(int(es_result.time_taken)))\n", - "optimised_job = QasmSimulator().run(small_qobj, backend_options={\n", - " 'method': 'extended_stabilizer',\n", - " 'extended_stabilizer_approximation_error': 0.03,\n", - " 'extended_stabilizer_mixing_time': 100\n", - "})\n", - "optimised_result = optimised_job.result()\n", - "print('Dialing down the mixing time, we completed in just {}s'.format(optimised_result.time_taken))" + " \"and default mixing time, needed {}s\".format(int(reduced_error.time_taken)))\n", + "optimized = execute(small_circ, extended_stabilizer_simulator, \n", + " shots=100, \n", + " extended_stabilizer_approximation_error=0.03, \n", + " extended_stabilizer_mixing_time=100).result()\n", + "print('Dialing down the mixing time, we completed in just {}s'.format(optimized.time_taken))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Similarly, if your circuit has some non-zero probability on all amplitudes (e.g. if it's a random circuit), then you can avoid this expensive re-mixing step to take multiple shots from the output at once. This can be enabled by setting `extended_stabilizer_measure_sampling=True` in the `backend_options`.\n", + "Similarly, if your circuit has some non-zero probability on all amplitudes (e.g. if it's a random circuit), then you can avoid this expensive re-mixing step to take multiple shots from the output at once. This can be enabled by setting `extended_stabilizer_measure_sampling=True`.\n", "\n", "For example, let's look again at the random circuit from the start of the tutorial, running for 100 shots:" ] }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "ExecuteTime": { - "end_time": "2019-08-19T17:24:03.961088Z", - "start_time": "2019-08-19T17:24:03.951284Z" - } - }, - "outputs": [], - "source": [ - "multishot_qobj = assemble(circ, backend=QasmSimulator(), shots=100)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:24:20.656799Z", @@ -371,22 +359,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "100 shots took 0.002117156982421875 s\n" + "100 shots took 6.086284637451172 s\n" ] } ], "source": [ - "# It's a 40 qubit circuit so we use Extended Stabilizer automatically\n", - "multishot_job = QasmSimulator().run(multishot_qobj, backend_options={\n", - " 'extended_stabilizer_mixing_time': 100 # We set this here only to make the example run more quickly.\n", - "})\n", - "result = multishot_job.result()\n", - "print(\"100 shots took {} s\".format(result.time_taken))" + "multishot = execute(circ, extended_stabilizer_simulator, shots=100,\n", + " extended_stabilizer_mixing_time=100 \n", + " # We set this here only to make the example run more quickly.\n", + " ).result()\n", + "print(\"100 shots took {} s\".format(multishot.time_taken))" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:24:21.070233Z", @@ -398,33 +385,29 @@ "name": "stdout", "output_type": "stream", "text": [ - "With the optimization, 50 shots took 0.0014948844909667969 s\n" + "With the optimization, 100 shots took 1.5095736980438232 s\n" ] } ], "source": [ - "multishot_job = QasmSimulator().run(multishot_qobj, backend_options={\n", - " 'extended_stabilizer_measure_sampling': True,\n", - " 'extended_stabilizer_mixing_time': 100 # We set this here only to make the example run more quickly.\n", - "})\n", - "result = multishot_job.result()\n", - "print(\"With the optimization, 50 shots took {} s\".format(result.time_taken))" + "measure_sampling = execute(circ, extended_stabilizer_simulator, shots=100,\n", + " extended_stabilizer_mixing_time=100,\n", + " extended_stabilizer_measure_sampling=True).result()\n", + "print(\"With the optimization, 100 shots took {} s\".format(result.time_taken))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## How can I use it?\n", + "## When shall I use it?\n", "\n", - "In the latest release of Qiskit Aer, if you try to run a circuit on more qubits than can be handled by the state vector simulator, then Aer will automatically switch to using the extended stabilizer method. You can also force circuits to run on this method using the `backend_options` keyword argument to `QasmSimulator().run`. \n", - "\n", - "It's worth bearing in mind: if you have smaller circuits with lots of non-Clifford gates, then the statevector method will likely perform better than the extended stabilizer. If however you want to look at circuits on many qubits, without needing access to high performance computation, then give this method a try!" + "If you have smaller circuits with lots of non-Clifford gates, then the statevector method will likely perform better than the extended stabilizer. If however you want to look at circuits on many qubits, without needing access to high performance computation, then give this method a try!" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2019-08-19T17:24:45.930560Z", @@ -435,8 +418,8 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
QiskitNone
Terra0.14.0
Aer0.6.0
IgnisNone
AquaNone
IBM Q Provider0.6.1
System information
Python3.7.7 (default, Mar 26 2020, 10:32:53) \n", - "[Clang 4.0.1 (tags/RELEASE_401/final)]
OSDarwin
CPUs4
Memory (Gb)16.0
Tue Apr 28 13:43:20 2020 EDT
" + "

Version Information

Qiskit SoftwareVersion
Qiskit0.23.0
Terra0.16.0
Aer0.7.0
Ignis0.5.0
Aqua0.8.0
IBM Q Provider0.11.0
System information
Python3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) \n", + "[GCC 7.3.0]
OSLinux
CPUs8
Memory (Gb)62.916805267333984
Wed Nov 04 18:01:06 2020 IST
" ], "text/plain": [ "" @@ -488,7 +471,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.6.8" }, "varInspector": { "cols": { diff --git a/tutorials/simulators/7_matrix_product_state_method.ipynb b/tutorials/simulators/7_matrix_product_state_method.ipynb index 20de234ce..334d3670b 100755 --- a/tutorials/simulators/7_matrix_product_state_method.ipynb +++ b/tutorials/simulators/7_matrix_product_state_method.ipynb @@ -47,7 +47,7 @@ "metadata": {}, "source": [ "## Using the matrix product state simulation method\n", - "The matrix product state simulation method is invoked in the `QasmSimulator` by setting the `simulation_method`. \n", + "The matrix product state simulation method is invoked in the `QasmSimulator` by setting the simulation method. \n", "Other than that, all operations are controlled by the `QasmSimulator` itself, as in the following example:" ] }, @@ -65,7 +65,7 @@ { "data": { "text/plain": [ - "{'11': 532, '00': 492}" + "{'00': 519, '11': 505}" ] }, "execution_count": 1, @@ -78,7 +78,7 @@ "\n", "# Import Qiskit\n", "from qiskit import QuantumCircuit, QuantumRegister, ClassicalRegister\n", - "from qiskit import Aer, execute\n", + "from qiskit import execute\n", "from qiskit.providers.aer import QasmSimulator\n", "\n", "# Construct quantum circuit\n", @@ -88,13 +88,10 @@ "circ.measure([0,1], [0,1])\n", "\n", "# Select the QasmSimulator from the Aer provider\n", - "simulator = Aer.get_backend('qasm_simulator')\n", - "\n", - "# Define the simulation method\n", - "backend_opts_mps = {\"method\":\"matrix_product_state\"}\n", + "simulator = QasmSimulator(method='matrix_product_state')\n", "\n", "# Execute and get counts, using the matrix_product_state method\n", - "result = execute(circ, simulator, backend_options=backend_opts_mps).result()\n", + "result = execute(circ, simulator).result()\n", "counts = result.get_counts(circ)\n", "counts" ] @@ -117,7 +114,6 @@ }, "outputs": [], "source": [ - "from qiskit.extensions.simulator import Snapshot\n", "from qiskit.extensions.simulator.snapshot import snapshot" ] }, @@ -134,7 +130,7 @@ { "data": { "text/plain": [ - "[(0.7071067811865475+0j), 0j, 0j, (0.7071067811865475+0j)]" + "array([0.70710678+0.j, 0. +0.j, 0. +0.j, 0.70710678+0.j])" ] }, "execution_count": 3, @@ -152,7 +148,7 @@ "circ.measure([0,1], [0,1])\n", "\n", "# Execute\n", - "job_sim = execute([circ], QasmSimulator(), backend_options=backend_opts_mps)\n", + "job_sim = execute(circ, simulator)\n", "result = job_sim.result()\n", "\n", "#print the state vector\n", @@ -172,7 +168,7 @@ { "data": { "text/plain": [ - "{'11': 516, '00': 508}" + "{'00': 520, '11': 504}" ] }, "execution_count": 4, @@ -208,14 +204,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Time taken: 0.677933931350708 sec\n" + "Time taken: 0.5306055545806885 sec\n" ] }, { "data": { "text/plain": [ - "{'11111111111111111111111111111111111111111111111111': 543,\n", - " '00000000000000000000000000000000000000000000000000': 481}" + "{'00000000000000000000000000000000000000000000000000': 484,\n", + " '11111111111111111111111111111111111111111111111111': 540}" ] }, "execution_count": 5, @@ -225,19 +221,17 @@ ], "source": [ "num_qubits = 50\n", - "qr = QuantumRegister(num_qubits)\n", - "cr = ClassicalRegister(num_qubits)\n", - "circ = QuantumCircuit(qr, cr)\n", + "circ = QuantumCircuit(num_qubits, num_qubits)\n", "\n", "# Create EPR state\n", - "circ.h(qr[0])\n", - "for i in range (0,num_qubits-1):\n", - " circ.cx(qr[i], qr[i+1])\n", + "circ.h(0)\n", + "for i in range (0, num_qubits-1):\n", + " circ.cx(i, i+1)\n", "\n", "# Measure\n", - "circ.measure(qr, cr)\n", + "circ.measure(range(num_qubits), range(num_qubits))\n", "\n", - "job_sim = execute([circ], QasmSimulator(), backend_options=backend_opts_mps)\n", + "job_sim = execute(circ, simulator)\n", "result = job_sim.result()\n", "print(\"Time taken: {} sec\".format(result.time_taken))\n", "result.get_counts()" @@ -256,8 +250,8 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
Qiskit0.19.6
Terra0.14.2
Aer0.5.2
Ignis0.3.3
Aqua0.7.3
IBM Q Provider0.7.2
System information
Python3.8.5 (default, Jul 27 2020, 08:42:51) \n", - "[GCC 10.1.0]
OSLinux
CPUs32
Memory (Gb)125.72603988647461
Mon Aug 10 13:36:15 2020 EDT
" + "

Version Information

Qiskit SoftwareVersion
Qiskit0.23.0
Terra0.16.0
Aer0.7.0
Ignis0.5.0
Aqua0.8.0
IBM Q Provider0.11.0
System information
Python3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) \n", + "[GCC 7.3.0]
OSLinux
CPUs8
Memory (Gb)62.916805267333984
Thu Nov 05 08:56:38 2020 IST
" ], "text/plain": [ "" @@ -309,7 +303,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.6.8" }, "varInspector": { "cols": {