diff --git a/docs/tutorials/03_quantum_kernel.ipynb b/docs/tutorials/03_quantum_kernel.ipynb index fb4e2d78a..10c3ce1ff 100644 --- a/docs/tutorials/03_quantum_kernel.ipynb +++ b/docs/tutorials/03_quantum_kernel.ipynb @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -199,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "tags": [ "nbsphinx-thumbnail" @@ -208,7 +208,7 @@ "outputs": [ { "data": { - "image/png": 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", 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ztwMQMzp/aoq0lMyFi6S51+s/vlvnV0lL5lfVAV11Esnx2vr3v/9t/mgfPHhw0F1U9fg///lPufrqqys9riMJkyZNkt///veyc+dOs1JEe0h0MmdFDz74oGzfvt28Z+vQyEUXXWQ6B7Zs2RKyqJfer3gu3VxN2+gk1trwWOH0x5S7kNGjR8vq1avNC6ZbyuoLopNaQgWQoqIic/PRyTC6DvgmacsW8zGgq07uke2H/0rSIZSK9Hjv3vK4HCMbpFEsLhFABTqsqb2N+keAztHQoZN47dEollKZLlvNhEPf5MOa0gmPmzZtkvbt20ujRo1qVGejOhs22FvYK96F+zOIqGdDx4p00sn06dPNuJIuh8nMzDTdOVOmTAn6NZrCxo0bF/kzgK3jwGnZ2YfnaJRPq2XjwPpXU14J48BAfaHBgvBftzRAaJCIZQVRN4moZ0Mri/Xo0UPeeust/7HJkydLdna27N69O+jX0LNRf1ej6GRQM3dDh05yc03Q0HFg7bZl+SsAJ/dsoB73bOhKlPJDIuEsk9H1v3pD/cE4MAAgmiIKG1pTQwuCzJs3zyyp0WEUrVo2dOhQ+64QtgWONSWNA8eBS+J3HBgA4JCwoTvSvfbaa2aSqFY+08Je1113HXMy4lQ0xoELpJ0Uy+EdCINpKPskVY7sOggAcJ6Iy5XrBi5VbeIClA8as2VxtS/IUOlL4AAAB2NvFNjG16NR3a6KVfV8AADiH2EDUdtVEQDgTmwxDwAAbEXYAADAhT799FPpFayStA0IGwAARNH69evNm7zvpvubXH/99WYbkKosX75czjvvvDq7Di2stmLFCokG5mwAABBFe/fuNW/yM2fONDu5ahXOhQsXSr9+/cyOrpdccknQr9OtQTRw1JWzzjpLlul+WFFAzwZsp6tOPv+88s2uXRUB2LchnG7m2FP2mY963xEOHRJZvFhk1qzDH/V+FHTr1s30bGixTN1H7NRTT5V33nknZG/IH/7wB7NFva9HRLcLWbJkidnR9bPPPjMFNrXSt24pr7fyPSc333yzrFq1KuCcX3/9tdl63sd3Lm13yy23mPCj3zPUdiSRoGcDttGCXUqXt4bTDkD93lMpM6lQmpcc2bJCN3WcU5IS33spzZun5bFFNpcrLtiunW78JXLllVG7jO+++06+//57OSXEVrS6W/rIkSPlvvvukyeeeMIc08Kaugv7hx9+KL/5zW/k4YcfNj0lrVu3No/72mnPyQcffCDnnHOOfP7553L66acHHUbZtWuXOdcNN9wgWVlZZu8a/ajnfvvtt2v1/AgbsI1WBtWCXVQQBRyyeePADJFymzfq7tEj43nzRg0aV18tkpFxuFej7HnJxImHj8+da2vgGDZsmDRu3NjsOaa9DLfddpu5BdOkSRM57bTTzOflJ3Vq2NAd2V988UUTJsor3057T/Ly8swO7U8++WTIa9JzzZgxw/S6qKSkJBk4cKAUFxdLw4YNa/xcCRuwFaXIgfimQyXao6FBw5OTI5JQNvreq5d45s8Xa9AgyVy4yOy1FFd7K+lQifZoaNB4882A52XuDxkict99IoMHiyQm2nIJDzzwgOmJ0DfylStXyp/+9Cfp3bu3ZGZmRnSexMREM/+iIh2SefXVV02vifZubN261ezcXhXdONUXNNTxxx9vAsjOnTvNzu81RdgAEBPsmxMfdLNGM3SiPRq+N2SfhATxZGVJc6/XtLN7r6U6tXTp4aET7dEI8rxk9GiR3r0Pt+vb15ZL6Natm3TR3hQROf/882XLli3yxz/+MeKwoVu7a+Aob/bs2XLrrbeaAKPDIs2aNTMbp+7YsaPKc2lPRrCd3S2rdvNzCBsAoo59c+KH7gptlL0pVlJ23N8uXmzbFtbz8reLglatWsmPP/5o3th9b/LlJVQMRVV4/fXXTcjQ3dp9JkyYILHCahQAMd03Z+XKyjc9Xr4dYqdQyv5i1rkMwZQd97eLF2WTKKt7Xv52NissLJS5c+eaeRfBgoY65phjzGoUDSTVSUtLk9zcXCkpKfEPqYRa6RIN9GwAiBn2zan/8iTZrDrRyaA6RyNgyKG0VKwJE2R3UrLklSRLXOnT5/CqE50MWn7OhiotFZk0SaR9+8PtbJ4gevDgQTN5U4dVpk+fHrK9Pn7hhReajzrX45prrpEOHToEbfvggw9K//79zSoWHULRORv6tbFC2AAAhKSTPnV5q6460cmgOkfDt2pDg4Z4vTJHWsbX5FClcxx0eauuOtHJoDpHw7caRYOGLvXU1Sg2TA7t1KlTQDGtBg0amImY2nNRFe3x0CWsWkNDJ2xq+9TU1KCVRzWMaG2ODRs2mK/TJbU//PCDKSgWqqiX1uOoeK527dqZNjrEUxseq7azPmrQVaQvzk3SVhoyigO40k7pLPPEa4ZMgk2O16Jvv/ylyJWSLi3ly1hcImyqs1EspTJdtpoaD1rHoTb0r/VNmzZJ+/btzSTJOquzoT0ajz0W1Tob8SrcnwE9GwCAammg0OWtuupEJ4PqHA0dOom7Ho2KNFDo8lZddaKTQXWOhg6d2LTc1a0IGwCAsGiwiKvlreHSYGHT8lYcRtgAEDOh9sdh3xzAWQgbAKKOfXMAdyFsAIg69s0B3IWwAcRwz4mAyXbigMl2EWDfHMA9CBtADDh2u24ACIJy5UCMtutOG3iJiBbU2bPHfEwb0M8c18cBwEkIG0AstuvOKNuuW7ezbtrUv123pKebx7UdADgFYQOIwXbdnqq26y4pMu0AON+cOXPMNvDly4iHkp+fL+PHj6/T72/HOYMhbABR5NjtugHUqNT3yJEjZeLEifLaa685OmwwQRSI1XbdOoTilO26AURs7ty5ctRRR8nvfvc7mTZtmtxyyy0h2+omajNmzJDS0lLTE+LbSO2yyy4zn3/yySfy8ccfS9OmTc3urqeddlrA13/99deyaNEis0X9+eefL927d6/2nHWJng0gBtt1W9nZh7exLq9su259XNsBcLZp06bJzTffLL/97W/lP//5j3z11VcRn0P3Ur3hhhvk17/+tXz//feyevVqOeecc2Tq1Kn+NvPmzZMePXrIypUr5dtvv5XbbrtNnnjiCYkmdn0FYrQaRSeDBtuue4q0ZPkrHKu+7fo6bFjw8vidOonMnCm22bhxo5x66qlmGEO3cU9PTzf3H3/88ZBfs2DBAsnIyJCSkhL/sZdfflnGjh0rX3zxhTRr1swc0x6MIUOGmPChu6zr13Tp0kUeffRRf0BZu3atdOvWLeg5I8Gur0A9pXU0NFBkLlwkzb1e//HdWmeDoAFElQaNVati06tx8cUXm6ChtLdhxIgRJhA0bNgwoqGYX/ziF/Lkk0+aEKE3HSrZt2+f5ObmyrnnnivHH3+8fPDBB7JmzRo544wzxOPxmKARTczZAGLAsdt1A6jWoUOH5KWXXjJv/L65Enps165dkpOTI9dcc03Yr+K2bdskOTk5oGdCw4T2drRs2dLcnzRpkmRlZcmAAQPMfZ2T8cgjj/iDTjQQNoAYcex23QCq5PV6pbi42EzG9ElMTJRLL73U9HiEChsaIipq1aqVNGjQwB9agklLS5NnnnnG3L788kt58MEHzbCNfh7snHYgbAAAEEXTpk0zcyoqBgSdR6GrRLZs2SInnHBCpa/T+RfaA7J//35p3LixOXbVVVeZ5bOrVq2SM88809922bJlZqJoxc87d+4sw4cPNxNTdcgl2DntQNgAACBKfvzxR3nnnXfkzTffrPRY165dzWTXF198MWhPhT7eokULGTp0qAkW2jNy0003yUcffWTmZmiPiM7f0OBx8OBBc1zp8lZdXtunTx9zf/bs2XLXXXeZXo1g57Rj6SthAwDgWrrqJJLjtbV9+3Z56KGHpF+/fkEff+yxx2Tnzp1BH2vSpIkJEvPnz/e30cCg4eSOO+6QJUuWmPvaa6K1NHyefvpps1rlww8/NL0ZGnZ69uwZ8px2YOkrAMC1S19ROyx9BVCtAmknxdIk5OMNZZ+kymZeSQC1wjAK4OKgMVsWV9tuqPQlcACoFcIG4FK+Ho0ZM4KPT2uxo+HDj7QDgJoibAAup0GjR49YXwUAJ2MjNgAAYCvCBgAAsBVhAwAA2IqwAQAAbMUEUcDldNVJJMcBIFKEDcCltGCX0uWt4bQDUDf27dtnNl3z0S3ideM13dekKlp1df369XL22WfX2Y/CjnMGQ9gAXEorg2rBLiqIAtG1bt06swtrt27dzE6rWvL766+/loEDB8rMmTPlqKOOCvp1untrRkaGlJSU1Nm12HHOYAgbgItRihyInZkzZ0qXLl3M57qtvH7+97//Xe6///6gvSHaA6GWL19uPh577LHSrl0787nu8qqPN23a1BzTDdnKKy0tNfvI6HbyJ598siQkJFR7zrpE2AAAuNvBgyINGoS+HwUnnHCCHH/88WYL+mC2bt0qU6ZMMWHh7rvvNsd0S/l7773XbCH/hz/8wQzDaC9Jw4YNZdasWfLLX/7StNNAMWjQIBMujj76aNm7d6/ZKbZNmzYhzxnTsPHaa6/JK6+8EnBMU9Ts2bPr+roAALCfZYksWCAyYYJIbq6I9jRkZYlkZOj+7bZ+6y+++MK88RcVFcl7770n33//vQwPMYnqtNNOk7/97W9myMPXC+EbBtHt5RcuXCi9evUyxyZMmCCZmZlmuEaDx5/+9Cezpbz2pGiPhwaa999/Xy6++OKg57RDRGEjLy9P8vPz5bHHHvMfaxDl9AcAQJ3QHgwNGoMHHw4dasWKw/dzckQGDrS1h+PPf/6zmbNRXFwsGzdulKFDh5pQEYlnn33WhIykpCT59NNPxbIsOffcc+Whhx6Sr776Srp3727Or/NA9DENGzpUMmzYMImmiIdRtAtGUxAAAHFNg4T2aPiCho/enzhR5PLLozZno7CwUC688EK55ZZbzBBIuHRi6XfffSd33nlnwHFdXfLzzz+bzx9++GEzPKJDNf369ZPLLrtMrr76ajNvo96GDZ3Ect1110mjRo3krLPOkhEjRtC7AQCITzp0Eslxm6SkpJgAMH78eH8PRDj0vVgDxEsvvRSyzZlnnmlGJlavXi0ffPCBmYCq0x/mzZsn0RJRrNEUpMlLU1GPHj3McIou39HxplD0MU1s5W8AANQLZT0LYR+30Y4dO0zoCBU0dMhFV5XohE6fvn37yjvvvCM//fRTQFtfr4bSiaF6Tg0dOvlz8uTJ4vV6TagJds6Y92xoN42+ED5XXnmlnHrqqWY261133RX0ayZNmiTjxo2r/ZUCAFDXczZ0Mmj5ORtK3+zHjLF9VcoXZRNEddnqZ599Zt5LH3jggZDt9f02MTFR/vd//9fM09C5F7oKZc6cOaYjQHssdEXKqlWrZNq0abJhwwbzdVdddZWcccYZcsEFF5j7Tz31lAkpGkCCndOOpa8eS6NNLZx//vnSvn37kF042rNRvudDezbatm0rN0lbacjWLADgKsVSKtNlq6lcWf6P15rQZZ5aO0Lfg3Q4oUb0LfDttw/P0fCtRtGgYeNqlPXr18uNN94YsNBCl73qH/A6lFLVEMrcuXPl5Zdflp07d5q22lOh76saFpYsWWK+VkcetANAg4OvZ+OZZ56RxYsXm94MHZHQx1NTU0Oes65/BrUOG127djUTUaZOnRpWe31R9AkSNgDAfepd2KgndTbiVbg/g4jmbLzwwgumu8fnH//4h+Tm5soVV1xRu6sFACBWKgYLgkZs52zo8hpNLx06dJD//ve/5v6TTz4p6enpdX9lAADAfWFDJ3rqWI5OatECITqxpEmTJvZdHQAAiHsR19nQMbbzzjvPnqsBAACOE73yYQAAwJUIGwCAuFbLRZWIwmtP2AAAxCXfRqDlq2UiunyvfXWbskY8ZwMAgPpAK1/q5qBa5lvpwoVw9xRB7Xs0NGjoa68/A/1ZVIWwAQCIW74qmb7AgejSoOH7GVSFsAEAiFvak9G6dWtp1apVQNFJ2E+HTqrr0fAhbACAzTxiSUcpkhQ5JIWSKHmSLJbQ3V+X9E0v3Dc+RB9hAwBs1F1+lsykQmlecmRDyl1JyTKnJEVWy1G89nAFVqMAgI1BY6TslLSBl4gsWyayZ4/5mDagnzmujwNuQNgAAJuGTrRHQ7cq9+TkiPTqJdK0qfnomT9fJD3dPK7tAKcjbACADXSOhg6deLKyRBIq/KpNSDDH9XFtBzgdYQMAbKCTQY0uXYI3KDvubwc4GGEDAGygq06M3NzgDcqO+9sBDkbYAGyiY/GnyAHpKfvMR8bm3UWXt+qqEys7W6S0NPDB0lKxJkwwj2s7wOlY+grYgOWO0Doaurx1pNcr1qBBh+du6NBJbq4JGuL1yhxpSb0NuAI9G0AdY7kjfLSOxhRpKbsXLhLp3VskJcV81Pt6nDobcAt6NgA7ljsOLFvu6FuFULbcUf/CzVy4SNaUNOYvWpfQQKE/74AKoiVUEIW7EDYAG5Y7SlXLHb1e026DNIrr175A2kmxNAn5eEPZJ6myOarXVJ+HVOL95w3UBmEDqENuWe6oQWO2LK623VDpS+AAQNgAbFvuqBUjHbrc0dejMWOGSKdOlR9ft05k+PAj7QC4Gz0bgA3LHdOysw+XpC4/lFK23HG3LncsccZyRw0aPXrE+ioA1HesRgFsWO6oyxp1Mmj5zbfMfV3uWJLC5FAArkLPBmDTckdddaKTQX20R0PrKrDcEYDbEDYAG7DcEQCOIGwANmG5IwAcRtgIUZgpoACPUIAHCEZXnURyHPUfv/9gB8JGBexpAVRPC3YpXd4aTjvEB37/wS6EjSB7WmipaSm3aZIuY9TNlNjLADhMK4NqwS4qiDoHv/9gJ8JGGfa0ACJDKXLn4Pcf7EadjQp7Wniq2tOipMi0AwAn4fcf7EbYcNmeFgBQEb//YDfCRrA9LYJxyJ4WAFARv/9gN8JGhT0trOxss4dFgLI9LfRxbQcATsLvP9iNsFGGPS0AuBW//2A3j2VZlkRRYWGhpKamyk3SVhrWw6zDOnMAbhWN33/FUirTZasUFBRISkpKnZwT9R9LXytgTwsAbsXvP9iFsBEEe1oAcCt+/8EO9W8cAwAAOAphAwAA2IqwAQAAbEXYAAAAtiJsAAAAWxE2AACArQgbAADAVoQNAABgK8IGAACwFWEDAADYirABAABsRdgAAAD1M2xs27ZNnnjiCfF6vXV7RQAAwFFqtOtraWmpDB8+XFasWCEDBw6U9PT0ur8yAADgCDXq2Zg4caKkpKRI37596/6KAACAu8PGxx9/LM8//7y88MIL9lwRAABw7zDK7t27ZdiwYTJ16lRp0aJFWF9TVFRkbj6FhYWRXyUAAHBHz8Ytt9wiQ4YMkf79+4f9NZMmTZLU1FT/rW3btjW5TgAAEKc8lmVZ4TR8//335bLLLpPx48dLcnKyOaZDKQ0aNJAbb7xRbr75ZjOPI5yeDQ0cN0lbacjKWwBwlWIplemyVQoKCoK+Z8DlwyitWrWS22+/3Sx59dm/f78UFxfL5s2bpaSkJOjXaTDxhRMAAOA+YYeNrl27mroa5eXn50ujRo0qHQcAAPChgigAAKh/Rb18Bg8ebOZsAAAA2BI2br311tp8OeoZj1jSUYokRQ5JoSRKniSLJZ6YXU+BtJNiaRLy8YayT1Jlc1jnanVyO0luFvpcRXv2yY788M4FAIhi2IBzdJefJTOpUJqXHFk5tCspWeaUpMhqOSomQWO2LK623VDpW23g0KAxPq/6cz3SsS+BAwBsQNiACRojZafIwAyRrCyRLl1EcnMlLTtbRnq9MkVaRj1w+Ho0ZswQ6dSp8uPr1okMH36kXVV8PRrDhh3+uor0/DNnHmkHAKhbhA2X06ET7dHQoOHJyRFJKJsz3KuXeObPF2vQIMlcuEjWlDSOyZCKBoEePermXBo0Vq2qm3MBAMLHahSX0zkaOnTi0R4NX9DwSUgwx/VxbQcAQE0QNlxOJ4MaOnQSTNlxfzsAACJE2HA5XXVi5OYGb1B23N8OAIAIETZcTpe36qoTKztbpLQ08MHSUrEmTDCPazsAAGqCCaIup5M+dXmrrjrRyaCecqtRNGiI1ytzpGXM6m0EWz1S1fGqBFvVUtVxAEDdIGzALGvV5a266qS51+t/RXZrnY0YLHv1FexSurw1nHZV0YJdSpe3htMOABCjLebrim4xn5qayhbz9RAVRKkgCtiNLebdiZ4N+OlQyQZpVG9ekXBLkYeDUuQAEDtMEAUAALYibAAAAFsRNgAAgK0IGwAAwFaEDQAAYCvCBgAAsBVhAwAA2IqwAQAAbEXYAAAAtiJsAAAAWxE2AACArQgbAADAVoQNAABgK8IGAACwFWEDAADYirABAABsRdgAAAC2ImwAAABbJdl7egCo31qd3E6SmzUJ+XjRnn2yI39zVK8JcBrCBgBXB43xeYurbfdIx74EDqAWCBsAXMvXozFsmMi6dZUf79RJZObMI+0A1AxhA4DradBYtcr1LwNgGyaIAgAAWxE2AACArQgbAADAVoQNAABgKyaIAnA9XXUSyXEAkSFsAHAtLdildHlrOO0A1AxhA4BraWVQLdhFBVHAXoQNAK5GKXLAfkwQBQAAtiJsAAAAWxE2AACArQgbAADAVkwQBVysQNpJsYTe0bSh7JNU2RzVawLgPIQNwMVBY7YsrrbdUOlL4ABQK4QNwKV8PRozZgSvlKnbrg8ffqQdANQUYQNwOQ0aPXrE+ioAOFmNwsa+fftk9+7d0rp1a0lMTKz7qwIAB2BODFCDsPH555/L6NGj5dNPP5XGjRvLnj175O6775bx48dHchoAcDzmxAA1DBsrVqyQRx55RHr37i0ej0eWLl0qF110kXTq1Emuu+66SE4FAI7GnBighmHj9ttvD7jfp08fM5SSn58fyWkAwDVDG8yJAWowZ6O4uFi++eYbM29j7ty5UlJSIsOGDeO1BOKUrjqJ5Hg8Y2gDiJOw8e2338qQIUPkp59+ksLCQpk8ebKcdNJJIdsXFRWZm49+DYDY07/glS5vDaedEzC0AcRJ2OjYsaOsX7/efL5kyRK57LLLzPyN3/72t0HbT5o0ScaNG1f7KwVQp3SoQAt2ubGCKEMbQBztjXL++edLenq6vP766yHb6OqVgoIC/23r1q21+ZYA6pAGiZbyZcibE4MGgHres3Hw4EFp0KBBwLEffvhBWrVqFfJrkpOTzQ0A3MhNc2KAOgkbF1xwgdx8881yxhlnyP79+2XmzJlmOeyiRYsiOQ0AOJ4b58QAdRI2XnvtNXnsscdk6tSppoejc+fOsnr1ajn99NMjOQ0AOJ6b58QAtQobbdu2lSeffDKSLwHgEE4qvR2toY14eT0Au7ERGwDX1KdgaAOIDcIGANfUp2BoA4gNwgYAV9WnqM89L4BTETYAAI6dn4P6gbABAHDc/BzUL4QNAIDj5uegfiFsAAAcOT8H9QdhA0DYKL0NoCYIGwCqRX0KALVB2ABQLepTAKgNwgaAsLDyAEBNETaAKPGIJR2lSFLkkBRKouRJslji4fUXkVYnt5PkZqFXNxTt2Sc78llmGU3Mz0FdImwAUdBdfpbMpEJpXlLkP7YrKVnmlKTIajlK3B40xudVX9fhkY59CRxRwPwc2IGwAUQhaIyUnSIDM0SyskS6dBHJzZW07GwZ6fXKFGnp6sDh69EYNiz4X9O6BHPmzCPtYC/m58AOhA3A5qET7dHQoOHJyRFJSDj8QK9e4pk/X6xBgyRz4SJZU9LY9UMqGjRWreKfY33A/BzUtbLffADsoHM0dOjEoz0avqDh/78vwRzXx7Ud4osnIUFOuaCX9Bw6yHzU+wCCo2cDsJFOBjV06CSYsuP+dogL3a8YIJmTs6R5+xP8x3Zt2iJz7p0gq99YGNNrA+ojojhgI111YuTmBm9QdtzfDnERNEbOfVbS1q42w2HStKn5qPf1uD4OIBBhA7CRLm/VVSdWdrZIaWngg6WlYk2YYB7Xdqj/dKhEezTk7bfFM2SIyIoVIvv2mY/m/ttvS+ZjYxhSASogbAA20joaurxVvF4zGVSWLRPZs8d8NPe9XvM49TYOrzo588zKt2A7j8ZKxz5nmaETz8SJIpYV+KBliWfSJGl+0ommHYAjmLMB2EyXteryVl110tzr9R/frXU2XL7s1VewS+ny1nDaxVJK61ZhDYv52wEwCBtAFGig0OWtARVES6ggqrQyqBbsiocKooXbdhyZ2KtDKCEm/PrbATAIG0CU6FDJBmnE6x1EfQgS4chb+h+z6iRtzJjDczTKD6V4PGKNHi27v/nWtANwBHM2ACBMVmmpWd4qGRlivflmwGoUcz8jQ+bcN9G0A3AEYQMAIqB1NKZcfbvs7to9YMLv7i5nmOPU2QAqYxgFACKkgWJNzntm1YlOBtU5Gjp0Qo8GEBxhAwBqQIPFhg+X89oBYWAYBQAA2IqwAQAAbEXYAAAAtmLOBgAE4RErsAibUIQNqCnCBgBU0F1+lsykQmleUuQ/phvm6T42bi8vD9QEwygAUCFojJSdkjbwkoA6GmkD+pnj+jiAyBA2AKDc0In2aGglUE9OTkCFUM/8+SLp6eZxbQcgfIQNACijczR06MSTlSWSUOHXY0KCOa6PazsA4SNsAEAZnQxafvfWSsqO+9sBCAthAwDK6KoTIzc3+GtSdtzfDkBYCBsAUEaXt+qqEys7W6Tizq2lpWJNmGAe13YAwkfYAIAylnjM8lbxesUaNChgNYq57/Wax7UdgPBRZwMAytE6GlOkpWQuXCTNvV7/8d1aZ0NaUmcDqAHCBgAECRxrShoHVhAtoYIoEPdhIyHBI337nCktWreQ/277ryxeukpKS1nLDiA2dKhkgzTi5QecEjauuOJC6Td5rCS2b+c/dtWmzbLo3nHyxhv/jum1AQCAOJ8gqkGj/9xpkrD2i4BqfXpfj+vjAAAgfnksy4rqWEVhYaGkpqbKTdJWGiUkyv/m/9sEC8+QISLlL8XjEevNN6W0S1cZ1fEihlQAwAGKpVSmy1YpKCiQlJSUWF8O3NCzoXM0dOjEM3FiYNBQliWeSZMk8aT2pl11dK+CU+SA9JR95iN7FwAAUD/EdM6GTgYNp1qfv10IbAcNAED9FdOeDV11Es4+BP52QbAdNAAA9VtMw4Yubz20abNYY8aYORoBdM7G6NFy6JtNpl0wbAcNAED9F9OwoXU0dHmrZGSYyaDlV6OY+xkZsui+8SEnh7IdNAAADgsb3333ndx7773Ss2dPOeOMM2TEiBGyefPmWl2A1tF49+pbpLRrt4B9CHQVih6vqs4G20EDAOCwCaLXXHONZGZmynPPPSeJiYkyduxYOe+882T16tXSokXVkzirooEiJ2dxxBVEA7aD1l6RitgOGgCA+AobH330kQkZPq+++qocffTRsmDBAhk+fHitLkSDxQcffl6j7aDTsrPFM3++1jyvtB20bp6kexoAAIA4GEYpHzTUwYMHRWuCNWjQQOwWrI4G20EDAODwOhsPPfSQpKWlSf/+/UO2KSoqMrfyFUQjVV0dDbaDBgDAgatRnn76aXnhhRfMUIoGjlAmTZpkypP7bm3bto3o+4RTR0MDR1bJMfK4HCNTpYX5qPf1OAAAiMO9UZ5//nkZNWqUvPbaazJE9zSpQrCeDQ0cujdKw2qyjg6VTEjaboKGJyen8pyMQYNk98JFJljokAoAoH5jbxR3ingYZerUqSZozJo1q9qgoZKTk82tJnx1NCQrKzBoqIQE8WRlSXOv17TbII1q9D0QvwqknRRLk5CPN5R9kiq1W5oNAIhy2Jg+fbrccccdJmhceeWVYjfqaKCqoDFbFlf7Ag2VvgQOAIinORsaNDwej9x1111y/PHH+2+PP/64LRcXUEcjGOpouJavR2PGDJGVKyvf9Hj5dgCAOOnZyMvLM0tdK0pJSanLazry/aijgWp06iTSowcvEwA4Jmy0adNGoslXR2Ok12smg+ocDbMTbG6uKdglXq/MkZZMDgUAwKl1NqKBOhoAAMS3eh82fIFjTUljs+pEJ43qXA4tQc5yVwAA6r+4CBtKgwXLWwEAiD9xEzbgDHVdG2PdusiOAwCij7CBuKyNoaFEVbfZsK8dACB2CBuISW0MXbIarDdCw0M4tTE0jGgooYIoANR/hA1EfVikrmpj1IdS5Lp/T8DEZWHiMtyHrQNQHcIGasztJcN1x+HMpMLD+/eU2ZWUbGrDsOMw3MLtvwcQHsIG6sWwSDwGjZGyU2RgxuGNAsuKzaVlZ5sidFOkJYEDruDm3wMIH2EDtea2kuE6dKI9Gho0PDk5R3Yk7tVLPPPnm2q3mQsXmdow1IKBW7jt9wAiQ9gAIqRzNMzQifZo+IKGT0KCKavf3Os17dxcG4ZxfAA+hA1EXbzXxtDJoIYOnQRTdtzfzoUYxwdQHmEDUeOU2hi66sTIzTVDJ5Xo8fLtXIhxfADlETYQNU6pjaHLW3XViU4G1TkaAUMppaVmR+LdSclm/x63YxwfgCJsIKrDIvU9SIRDJ33q8lZddaKTQT3lVqNo0BCvV+ZISyaHwlXifXgU9iJsQNw+LFITWkdDl7fqqhOdDOqjPRoaNKizAbdw8+8BhI+wAXH7sEhNaaDQ5a0BFURLqCAKd3H77wGEh7CBWnH7LxAdUnHz8lZAuf33AKpH2ICtqLXgbozjO0Ork9tJcrPQPRdFe/bJjnwCB0IjbMA21FpwL8bxnRU0xudVv/fJIx37EjgQEmEDtqHWgnsxju8cvh6NYcOC91Tp8uaZM4+0A4IhbMB21FpwJ8bxnUWDxqpVsb4KxKsKGzsAAADULcIGAACwFWEDAADYirABAABsxQRR2I5aC4AzJnpHchwoj7AB21BrAYh/WrBL6fLWcNoBwRA2YBtqLQDxTyuDasEuKoiiNggbsBW1FoD4Ryly1BZhAwAiwH4/QOQIGwAQJvb7AWqGsAEAYWK/H6BmCBtALXjEko5SJClySAolUfIkWSzx8Jq6aL+fvDyRPXsCH98tHQJWZTF3CW5H2ABqqLv8LJlJhdK8pMh/bFdSsswpSZHVchSvqwto0DjllMrH/y1PBdwfKn0JHHA1KogCNQwaI2WnpA28RGTZssN/2i5bJmkD+pnj+jicz9ejMWOGyMqVlW96vPzwC+BW9GwANRg60R4NGZghnpwckYSyzN6rl3jmzxdr0CDJXLhI1pQ0ZkjFhcMqACqjZwOIkM7R0KETT1bWkaDh/z8qwRzXx7UdAICeDSBiOhnU6NIleIOy4/52cOx+P6H2/QEQiGEUIEK66sTIzTVDJ5Xo8fLt4Lr9fgAEImwAEdLlrbrqJC0728zRCBhKKS0Va8IE2Z2ULHklyby2Dt/vR5e4Vlx5AqAywgYQIa2joctbR3q9ZjKombuhQye5uSZoiNcrc6Qlk0MdKljNjFDDKQyzAIcRNoAa0DoaU6SlWXXS3Ov1H9ceDQ0a1Nlwh3CHVXztALcibAA1pIFCl7cGVBAtoYKom4dVgqGCKEDYAGo9pLJBGvEquhilyIHq0bMBICZandxOkpuF7hEo2rNPduRXnh8BIP4QNgDEJGiMz1tcbbtHOvYlcAAOQNgAEHW+Ho1hw4Kv2NDy3zNnHmkHIL4RNgDEjAaNVav4AQBOF/HeKIWFhfLMM8/IiBEjZPny5fZcFQAAcGfYmDt3rpx22mnyxRdfyLRp0yQ/P9++KwMAAO4LG2eeeaZs2LBBnnvuOfuuCAAAuHfORocOHey7EgAA4Ei2TxAtKioyt/JzPgDAt+okkuMA4pPtYWPSpEkybtw4u78NgDiiBbuULm8Npx2A+GZ72Bg9erTcc889AT0bbdu2tfvbAqjHtDKoFuyigijgDraHjeTkZHMDgPJiXYrcI1bgJnrCJnqAXSjqBcB1usvPkplUKM1Ljswn25WULHNKUsxuvgBiuPR13bp1ppiX3pTW2tDPX3rppTq+LACwL2iMlJ2SNvASkWXLRPbsMR/TBvQzx/VxADHs2UhNTZVevXqZz30fFUtiAcQDHTrRHg0ZmCGenByRhLK/t3r1Es/8+WINGiSZCxfJmpLGYokn1pcLuDNsHHfccf5eDQCINzpHwwydZGUdCRo+CQniycqS5l6vabdBGsXqMgHHiXhvFACIVzoZ1OjSJXiDsuP+dgDqBGEDgGvoqhMjNzd4g7Lj/nYA6gRhA4Br6PJWXXViZWeLlJYGPlhaKtaECeZxbQeg7hA2ALiCr67G5yUNRbxeMxm0/GoUc9/rNctfw5kcquc7RQ5IT9lnPup9AMFRZwOAK+tqHFr4riR6vf77u7XOhrQMq84GdTqAyNCzAcCVdTUS+l9i+iIWSTN5XI6RrJJjwg4a1OkAIkPYAOD8uhoZZXU1tD5Q06aH62q89ZZIerr0SCoOu1R5leebP9+cTx9nSAUIRNgA4Pi6Gp6q6mqUFJl2sTgf4BaEDQCOVdd1NajTAdQMYQOAY9V1XQ3qdAA1Q9gA4Fh1XVeDOh1AzRA2ADiWTvrUuhl1UVfDjvMBbuGxLCuqlWgKCwvN7rE3SVtpSNYBEAV1XReDOhs1VyylMl22SkFBgaSkpNTiTIgnFPUC4HgaKHTbeF0lopM8de5FXkl4y12jcT7A6QgbAFxBg0Bdbhtf1+cDnIw5GwAAwFaEDQAAYCvCBgAAsBVhAwAA2IoJooiqAmknxdIk5OMNZZ+kyuaoXhMAwF6EDUQ1aMyWxdW2Gyp9CRwA4CCEDUSNr0djxgyRTp0qP75uncjw4UfaAQCcgbCBqNOg0aMHLzwAuAUTRAEAgK0IGwAAwFaEDQAAYCvmbADwY2kyADsQNhB1uuokkuOIDpYmA7ALYQNRowW7lC5vDacdooulyQDsQthA1GhlUC3YRQXR+o2lyQDqGmEDUUUpcgBwH1ajAAAAWxE2AACArQgbAADAVszZABCApcnBeRISpGOfsySldSsp3LZD8pb+R6zSUv71AGEgbAAwWJocWvcrBkjm5Cxp3v4E/7Fdm7bInHsnyOo3FvIvCKgGYQOAwdLk0EFj5NxnRd5+W+S6TJHcXJEuXSRtzBhzfMrVtxM4gGp4LMuyJIoKCwslNTVVbpK20pApIwDq+dDJhPzFkrZ2tXiGDBEp/+vS4xHrzTdld5czJKvjhQyphKlYSmW6bJWCggJJSUmx6SeH+oYJogAQgs7R0KETz8SJJlzIBReIDB16+KPHI55Jk6T5SSeadgBCYxgFAELQyaDGSSeJzJol0r79kQc3bRJ56KHAdgCComcDAELQVSfGjBkia9eK9Ool0rTp4Y96/5VXAtsBCIqeDQAIIf/jz+TQgQOS8N57gXM2VqwQGTJErJwcKe13iWkHIDR6NgAghJPP7SmJjRqJZ8KEwMmhyrLMXI7Exo1MOwChETYAIAT/XAxd7hpM2XHmbABVI2wAQAj+uRhdugRvUHacORtA1QgbABCCliTXSqHWmDGHl76Wp3U2Ro+WXd98a9oBCI2wAQAh6N4nWpJcMjJMAa/yq1HM/YwMmXPfRAp6AdUgbABAFXTvEy1Jvrtrd5Fly0T27DEftXIopcqB8LD0FQDCCBxrct5j11cgmmHjiy++kG+//VY6duwop512Wk2/N6LMI5Z0lCJJkUNSKImSJ8liSYVxaAAhh1Q2fLicVwewO2wUFxdLZmamLF26VLp37y6ffvqpXHPNNTJ16lTxVJw8hXqlu/wsmUmF0rykyH9sV1KyzClJkdVyVEyvDQDgbBHN2XjiiSfk448/ljVr1sj7778vy5Ytk1dffVVmaClf1OugMVJ2StrASwLGnNMG9DPH9XEAAOpF2HjllVfk2muvleOPP97c79y5s1x66aXmOOrv0In2aOiseU9OTsBses/8+SLp6eZxbQcAQEyHUUpKSmTdunUyatSogOPdunWT5557LuTXFRUVmZtPQUGB+VgspTW7YkTkZDkgSSVFsufuu0X27q3c4O67JcnrlbayX/KlEa8uAFv5fvdbFcu/w9HCDht79+6VQ4cOSVpaWsDxX/ziF/LTTz+F/LpJkybJuHHjKh2fKd9Heq2ooSz9T79+1bTayesLIGr27NkjqampvOIuEXbYSE5ONh9//vnnSiGkUaPQfxGPHj1a7rnnHv99DSYnnniibNmyxTX/0AoLC6Vt27aydetWSUlJETdw43N26/PmOfNzjoT2aGjQOO6442z7N4k4DhuNGzeWY4891oSE8vT+SSedVGVI8QWV8jRouOWXsY8+X56zO/Czdgd+zjXjlj80UcMJojoZdN68eVJaenjM7cCBA/LWW2+Z4wAAALUOG4888oh89913ctVVV8kLL7wg6enpkpSUFDBMAgAAUOOw0a5dO/n8889N1dDFixdLnz59TGEvnSQaLh1SGTt2bNChFafiObsHP2t34OcMRMZjsf4IAADYiF1fAQCArQgbAADAVoQNAABQ/7aYr6mNGzfK2rVrpVWrVtKrVy9JSHB+1tFS7e+9957ZFVdX77jBjz/+KKtWrZKmTZvKmWeeaT463cGDB2X16tWyfft26dChg3Tq1EncxOv1mkJNQ4cOFSebP39+pcKGp59+utm2wel2794ty5cvN/8/6+/vBg0axPqSEEeiNkH0oYcekr/97W/Su3dvs8eKVo9buHBhpfLnTjJmzBh5+eWXJTEx0fyPmZ+fL06mbza33XabfPTRR9K1a1cTOnSp9PTp0x0dtBYsWCB33323NG/e3Nx0Z+Rf/epXpiaNG4KW7vx80003SXFxseP3u9BNKNu0aSPt27f3Hxs8eLBcd9114mRPPvmkZGVlSc+ePU3F6F27dklOTo60bt061peGeGFFwb///W/9DWQtWbLE3C8oKLBOOeUU67e//a3lZJMnT7a2b99ujR071urQoYPldPpcZ82aZR06dMh/7P7777eaNWtm7d+/33KqBQsWWD/++KP//o4dO6yjjz7a+stf/mI5XX5+vnXcccdZDz/8sPl/3OnatGljTZ8+3XKTefPmWYmJida7777rP7Z27Vpr48aNMb0uxJeojGPMmDHD/KWndTl8JX5HjBhh/iLyVSN1Ii12pkNGbqHPVbvRyw+PaQE47fH45ptvxKkGDBggxxxzjP9+ixYtTA+HPm8n054M/XlPnDixyi0LnGbDhg3y5ptvysqVK83wmdNNmDDB/H98ySWX+I916dLFVT9z1F5UwobO09B/nOVpN7tu4FRxrxU4y6JFi8y+Ok7/xbRv3z6ZPXu2vPjii+YXswaOO++8U5zswQcfNMMJN9xwg7jJ3LlzZerUqTJo0CAzV2PNmjXiVLrRphZy7N+/v/mDQUOWFnLUHcCBejdBtKCgwPylV56v6mhV29Mjvn322WeSnZ0t48aNq3JnYCfQSYP6i1gDtD7va6+9Vpo1ayZO9c4775g3XSe/0Qaj2zT49oLSvaGuvvpq87POzc01Wzc4zX//+18zD+df//qX+X9Z/0jUyd/6+1snBev8FSAcSdEq7asJuTzffae/CbnVl19+aX4pX3/99fLHP/5RnK5ly5amZ0Pt3LnTTKRr2LChTJ48WZzo5ptvliuvvNJM8lYrVqwwH/U10BVIp556qjhR+U0n9XeXTprUSe86tKKrUpzG9/s5Ly/PTOzX+/v37zerUe677z6ZNWtWrC8RcSIqYUOXAlYcLvn222/NKo0TTzwxGpeAKPrqq6/koosukiFDhsizzz7rutdeg8fAgQNl6dKl4lQXX3yxWZGgvTlq06ZN5qPe1xU4Tg0bFen8M1/AdCKdi6Q/z8suu8wfPHRYVO+//vrrsb48xJGohA39hzlq1CjTJadj2eq1116TCy+80PzDhXPoXz8aNHQ8+/nnnzf1RZxu27ZtAUsAddKz1txo27atONXMmTMD7v/jH/+Q//znP/7eHSfS319HH310wHCJLm/Wnlun1tnw1Qdav359pf/PnfzvG3EaNrQrXd94dDazrkLRLtclS5aYm5O9//775i8eHc/VYSPfL2Jdl+/EkKUFrTRopKammo8aKH00WJZfseEkWmNBd0Lu0aOHWaGhf/FpATudRAhn9dj9/ve/lyuuuMLMVfjkk0/MSru//vWvjq4XpKtRdNjk1ltvlXPOOUeWLVtmasvo5G+g3hX10gl0zz33nJlQpkskNXQ4vav1T3/6U6W/CNQzzzxTacKsE+hsdS1kFqqoW8UVSU5RUlJigqS++ehfglo9VAO2r4vdDT788EMzZObkng3fv3ENGDoMrH/ZX3PNNdK5c2dxuu+//16mTJlihsNPOOEEufHGGx2/wgx1iy3mAQCArZy/OQkAAIgpwgYAALAVYQMAANiKsAEAAGxF2AAAALYibAAAAFsRNgAAgK0IGwAAwFaEDQAAYCvCBgAAsBVhAwAA2IqwAQAAxE7/D4UVvJFG9SItAAAAAElFTkSuQmCC", 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" ] @@ -240,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -280,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -316,12 +316,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -356,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -388,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -420,7 +420,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -450,6 +450,74 @@ "As the classification dataset is small, we find that the three models achieve 100% accuracy." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.6. FidelityStatevectorKernel\n", + "\n", + "So far, we have used `FidelityQuantumKernel` to evaluate our quantum kernel. When working entirely with classical statevector simulation, we can instead use the `FidelityStatevectorKernel`. Unlike the more general `FidelityQuantumKernel`, which evaluates a fidelity circuit for each required pair of samples, this implementation prepares and caches the statevector for each distinct sample and computes the kernel entries from their overlaps. For $N$ distinct samples, this reduces the number of state preparations from $O(N^2)$ to $O(N)$.\n", + "\n", + "The pairwise overlap calculations and the dense $N \\times N$ kernel matrix still scale as $O(N^2)$. In addition, the size of a statevector grows exponentially with the number of qubits. Therefore, `FidelityStatevectorKernel` is best suited to exact reference calculations and prototyping with small, classically simulated circuits; it cannot be used to run a kernel on quantum hardware.\n", + "\n", + "By default, the kernel computes exact fidelities and clears its statevector cache at the start of every `evaluate` call. Setting `auto_clear_cache=False` retains the cache between calls, which may speed up repeated evaluations at the cost of additional memory.\n", + "\n", + "Next, we create a `FidelityQuantumKernel` and a `FidelityStatevectorKernel` using the same feature map. Both kernels use exact evaluation, so their kernel matrices should agree up to numerical precision. We also measure their evaluation times; these timings are illustrative and will vary between systems." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The kernel matrices agree within numerical precision.\n", + "FidelityQuantumKernel evaluation time: 1.065 seconds\n", + "FidelityStatevectorKernel evaluation time: 0.020 seconds\n" + ] + } + ], + "source": [ + "from time import perf_counter\n", + "from qiskit_machine_learning.kernels import (\n", + " FidelityQuantumKernel,\n", + " FidelityStatevectorKernel,\n", + ")\n", + "\n", + "# Define the two kernels using the same feature map.\n", + "fidelity_kernel = FidelityQuantumKernel(feature_map=adhoc_feature_map)\n", + "statevector_kernel = FidelityStatevectorKernel(feature_map=adhoc_feature_map)\n", + "\n", + "# Evaluate and time the FidelityQuantumKernel.\n", + "start = perf_counter()\n", + "fidelity_matrix_train = fidelity_kernel.evaluate(x_vec=train_features)\n", + "fidelity_time = perf_counter() - start\n", + "\n", + "# Evaluate and time the FidelityStatevectorKernel.\n", + "start = perf_counter()\n", + "statevector_matrix_train = statevector_kernel.evaluate(x_vec=train_features)\n", + "statevector_time = perf_counter() - start\n", + "\n", + "# Verify that both exact evaluations produce the same kernel matrix.\n", + "np.testing.assert_allclose(\n", + " statevector_matrix_train, fidelity_matrix_train, rtol=1e-10, atol=1e-10\n", + ")\n", + "\n", + "print(\"The kernel matrices agree within numerical precision.\")\n", + "print(f\"FidelityQuantumKernel evaluation time: {fidelity_time:.3f} seconds\")\n", + "print(f\"FidelityStatevectorKernel evaluation time: {statevector_time:.3f} seconds\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The assertion verifies that both kernels produce the same matrix within numerical precision. For this classically simulated example, `FidelityStatevectorKernel` avoids preparing a new state for every pair of samples and is therefore expected to evaluate the matrix more quickly. The exact timing difference depends on the dataset, feature map, and execution environment." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -472,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -497,12 +565,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -545,7 +613,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -570,12 +638,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -602,7 +670,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -646,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -671,12 +739,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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n8/Vn4NfMhq4VadLJjBkzzLqSlsMMGzbMrDVNnTrV62M0CnvmmWf8/w4AwOGiLZBwEg0gNJAIZQfRaOLXzIZ2Fuvatat88MEHnmOTJ0+WCRMmSHZ2ttfHMLMBAAi3mQ2E8cyGVqKUXBLxpUxGE1gqS2IBAACRza+MD+2p8fHHH8u8efNM0LF27VqT4TpixAj7zhAAAERPsKE70r333nvyxBNPmDar2l9dczZ00xYACDSXWNJefpVukmeu9TYA5/F7IzYNMCrbxAUAAqGL/CLDYnOlSeHJpdtDsXGSVhgv68R79RuA8MTeKADCMtAYIwcloV9vkRUriksGVqyQhL69zHG9H4BzEGwACCu6VKIzGpKcLK4FC0S6dxdp2NBcu3THygEDzP0sqQDOQbABIKwkSr5ZOnGlpIiU7VoYE2OO6/06DoAzEGwACCvxcrz4H0lJ3gecOO4ZB6BaVq9eLd115jAICDYAhJVcqVX8j4wM7wNOHPeMAxxm8+bN5kPefdH9TW655RazDUhlVq5cKZdffnnAzkMbq61atUrCshoFAOyUKXGm6iRhwoTiHI2SSym6vXZqqmTHxklmIc0C4UxHjhwxH/KzZs0yO7lqF85FixZJr169zI6uvXv39vo43RpEA45Aueiii2SFJmAHATMbDmNH34EcaS0HpWOFF70fCBZLXKa8VdLTxdIy+xLVKOZ2erq5X8cBAXH8uMiSJSKzZxdf6+0g6Ny5s5nZ6Nmzp9lH7Nxzz5V///vfFc6G/OEPfzBb1LtnRHS7kGXLlpkdXb/++mvTYFM7fW/bts1cSs6c3HHHHaYRZ0nff/+9PPjgg57b7ufScXfeeacJfvRrVrQdiT+Y2YjyvgMaSMyRJVWOGyE9pbGwqRSCQ9/PU6WZDFu0WJqkp3uO64xGmjSjzwYCZ948bY8tsqPE77fWrXXjL5Hrrw/aK71nzx754YcfpH0FW9HqbuljxoyRRx55RF5++WVz7PTTTze7sC9dulR++9vfmoabOlPSokULc797nM6cfPbZZ3LJJZfIN998I+eff77XZZRDhw6Z57r11lslJSXF7F2j1/rcH374YY2+P4INh/UdkH7JIpqlr0lyGRlmqnlMerr5xVydgKNAire/njlTpEOH8vdv2iQyatTJcUCw6Pt5fWE9U3WiyaCao6FLJ8xoIKCBxtChpszazGqc+L0qEycWH58719aAY+TIkVKvXj2z/YfOMtx9993m4k2DBg3kvPPOM/8umdSpwYbuyP63v/3NBBMllRynsyeZmZlmh/ZXXnmlwnPS55o5c6aZdVGxsbHSr18/KSgokDp16lT7eyXYcFLfgX4n+g6417BP9B3QqWX9C1B/MVf3F7EGGl27Bva8gZrS9/MWYTdP2ECXSnRGQwON+fNL/V41twcPFnnkEZFBg0Rq2ZOM/Oijj5qZCP0gX7NmjTz99NNy6aWXmm1A/FGrVi2Tf1GWLsm8++67ZtZEZzd2795tdm6vjG6c6g401JlnnmkCkIMHD5qd36uLnA0HoO8AAATY8uXFSyfjx3vt5yLjxols3148zuacjSuuuMLkRmhexR//+Ee/n0e3dteAo6Q5c+bI8OHD5cILLzRLIbqkorkbR48erfS5dCbD287ullWz/EBmNhyAvgMAEGB79/rUz8UzLgiaN28u+/btMx/s7g/5kmLKBkWVeP/9903uhe7W7paamiqhwsyGA9B3AAAC7EQSZVX9XDzjbJabmytz5841eRfeAg112mmnmWoUDUiqkpCQIBkZGVJYWOhZUqmo0iUYmNlwAPoOAECA9ehRXHWiyaAlczZUUZHIpEkibdoUj7M5QfTYsWMmeVOXVWbMmFHheL3/qquuMtea63HjjTdK27ZtvY597LHHpE+fPqaKpVGjRiZnQx8bKgQbDuo7oFUnmgxq9ow4kTWtDY5M3wFpVqMsfa068ec4ADia5jhoeatWnWgyqOZouKtRNNDQUk+tRrEhObRDhw6lmmnVrl3bJGLqzEVldMZDS1i1h4YmbOr4xo0be+08qsGI9ubYsmWLeZyW1P7444+moVhFTb00p6Psc7Vu3dqM0SWemnBZNc36qMZUkb44t0srqcMqjl/oswHA6QqkSGbIbtPjQfs41IT+tb59+3Zp06aNSZIMWJ8NndF44YWg9tlwKl9/BsxsRHnfAW3UpQ27KuujUUfyaOgFIDJpQKHlrVp1osmgmqOhSyc2lbtGK4INh7Gj7wCdQQFENQ0sevYM9VlENMcGG66YGEnscZHEt2guuXsPSObyr8TSpB4AABBWHBlsdBnSV4ZNTpEmbc7yHDu0fZekPZwq6/61KKTnBgAAHN5nQwONMXOnSMKGdcVtZRs2NNd6W4/r/QAAIHzEOm3pRGc0tCTJpaVK7kKaVavMbWv+fBn2wnhZv+ATllTK7OxKAigAIFQcFWxojoZZOrlp2MlAw03bu06aJE1WrDDjtixdGarTDCtsIQ8ACDVHBRuaDOpLe1nPOLCFPAAg5BwVbGjViaFd3latqnDjHM84eLCFPAAgVByVIKrlrVp1YumWwGU3qnG5xBo3Tg5t22nGAXblDbW/srt0GzHQXOttnx8rlrSXX6Wb5JlrvQ0guqWlpcnTTz9dqo14RbKysuTZZ58N6Ne34zkdP7OhfTS0vFWrTjQZVHM0zNJJUpIJNCQ5WdKG3ktyKMKu5NqOVvMAnN/qe8yYMZKXl2c2TLvzzjt9CgyefPLJgJ2DHc/p+JkNpb/Upw69V7I7dRHRDWQOHzbX2UkXmOP02UC4lVxroDFGDkpCv96l3rMJfXuZ43o/gOgzd+5cqV+/vvzxj3+U6dOnVzpWN1GbOXOmFBUVmZkQvZTcMv7LL7+U559/XqZMmWI2YCvr+++/l9dee01effVVWbdunU/PGdXBhtKAIqVdT3mx5wiZdtMD5jol8SoCDQSn5FrzhfLyPCXXelxLrr0tqehSic5o6Kyba8GCUoGKa+FCkQEDzP0sqQDRZ/r06XLHHXfIPffcI1999ZV89913fj+H7qV66623ys033yw//PCDCSQuueQSmTZtmmfMvHnzpGvXrrJmzRrZuXOn3H333fLyyy9LMDlqGaXskgrlrb5jC/nQlFzrpnlm6SQlRaRsMBITI66UFGmSnm7GBXrPGwBVGznS++9HTaqfNcu+V3Dr1q2yfPlymTFjhllC6du3rwkQXnzxRa/jW7ZsKaNGjZI5c+aYGQi3t99+W5YtWyYbNmyQRo0amWM33nijDB482FzrLut/+9vfZOzYsfLcc895AhQdX9Fz2sGxwQZ8ozu2qlGjfBuHwJZc6+68JSulyjlx3DMOQFBpoLF2bWhmNa655hpp3bq1ua2zDaNHjzYBQZ06dfxaijn11FPllVdeMUGEXo4fP27yQDIyMuSyyy6TM888Uz777DNZv369XHDBBeJyuaRz584STAQbEY4t5ENbcp0rtU4GJLqEUkGg4hkHIOIdP35c/vGPf5gPfveMgh47dOiQLFiwwMxI+Grv3r0SFxcnhYWFnmMaTDz11FPSrFkzc3vSpEmSkpJiZk9U//79TUKoO9AJBoKNKMAW8oEpuU4YP750m/wSJdfZFZRcZ0qcqTpJmDChOEej5FJKUZFYqamSHRsnmYVxNTxLAE6Rnp4uBQUFctFFF3mO1apVS6699loz41FRsKFBRFnNmzeX2rVrV7oMkpCQIK+//rq5bNy4UR577DEZMGCA+be357SDIxNEgVCUXGuSp5Zcl0zyNLe15PqRiV5Lri1xmfJWSU8Xa+DAUtUo5nZ6urlfxwGIDtOnTzc5Fe4KEPdFZyA++eQT2bVrl9fHaf6FzoAcPXrUc+yGG24wwcvaMmtBK/R3jZd/d+zY0eRp7Nixwyy5eHtOOzCzAfhRcm36bJT4H1dnNNKqKLnWPhpTpZkMW7TYJIN6Hqt9NqQZfTaAKLJv3z5TXjpf/1Apo1OnTtKmTRuT0OltpkLvb9q0qYwYMUIuvPBCMzNy++23yxdffGFyM3RGRPM3NPA4duyYOa60vPV3v/ud9OjRw9zWhNAHHnjAzGp4e05dZgk0gg3ARxpQ6I7CWnWiyaCao6FLJ95mNMo9VurL+sJ6pupEk0E1R0OXTpjRAEJLq078OV5T+/fvl8cff1x69erl9f4XXnhBDh486PW+Bg0amEBi4cKFnjEaMGhwct9995mqFL2tsyZXXHGF53HaX+Pbb7+VpUuXmtkMDXa6detW4XPawWXpVw6i3NxcM21zu7SSOqziAEBUKZAimSG7JScnR+Lj42vcgXP79u1mNqBuXUrHQ8HXnwE5GwAAwFYEGwAAwFYEGwAAwFYEGwAAwFYEGwAAwFYEGwAAwFYEGwAAwFYEGwAAwFZ0EAXgODnSWgqkQYX315E8NiAMAldMTLU66iL6EGwAcFygMUeWVDluhPQk4LBRlyF9i/cKanOW55jujqybFla2VxBE8vLyZMOGDZ6XQreIP+uss8y+JpXRrqubN2+Wiy++OGAvox3P6Q3BBgBHcc9ozJzpff+KTZtERo06OQ72BBpj5k4R+fBDkZuGiWRkiCQlScL48ea4blpIwFGxTZs2ySWXXCKdO3eWevXqmZbf33//vfTr109mzZol9evX9/o43b01OTlZCgsLA/aztOM5vSHYAOBIGmh07Rrqs4jOpROd0dBAwzV4sIh7e61Vq8xta/58GfbCeLNpIUsqlZs1a5YkJSWZf+u28vrvv/71r/KnP/3J62yIzkColStXmuvTTz9dWrdubf6tu7zq/Q0bNjTHdEO2koqKisweJrqdfLt27SQmJqbK5wwkEkQBOMoRaRnQcfCP5mjo0olr4sSTgYabZYlr0iRpcs7ZZpxjHDtW+e0gOOuss+TMM880W9B7s3v3bpk6daoJFh588EFzef/99z1byLds2dJsMX/VVVfJueeeK2vWrPE8VgOK8847z+wEO2TIELNp2qefflrpc4Z0ZuO9996Td955p9QxjaLmzJkT6PMCAK+OSb2AjoN/NBnU0KUTb04c94wLdxowffSRSGqqZzlIUlJEkpN1/3Zbv/S3334rR44ckfz8fPnkk0/khx9+kFG6BuiFBgsvvfSSWfJwz0K4l0F0e/lFixZJ9+7dzbHU1FQZNmyYWa6pU6eOPP3002ZLeZ1J0RkPDWg02Ljmmmu8PmfIg43MzEzJysqSF154wXOsdu3adpwXACAMadWJoR/Kq1aVH3BiWcAzLpzpDIYGGoMGlVoOMrcXLBDp108/5Gz78n/+859NzkZBQYFs3bpVRowYYYIKf0yZMsUEGbGxsbJ69WqxLEsuu+wyefzxx+W7776TLl26mOfXPBC9T4MNXSoZOXKkBJPfORunnHKKiYIAANFHy1u16kSTQUvlbCiXS6xx4yR7204zLuxpIKEzGl6Wg0SXia67Lmg5G7m5uWYJ5M4775TZs2f7/ByaWLpnzx65//77Sx3X6pJffvnF/PuJJ54wSyy6VNOrVy/p37+/DB061ORthG2woUksN910k9StW1cuuugiGT16NLMbAIJOq078OY7A0KRPLW/VqhNNBtUcDffygwYauvyQNvRe5ySHVrEcFCzx8fEmAHj22Wc9MxC+0M9iDSD+8Y9/VDjmwgsvNCsT69atk88++8wkoGr6w7x58yQsgw2NgjTy0vKcn3/+2SynTJ8+Xf773/+aOmFvdC1KL24avQFAddWWo+a6gqXtcuMQeFrWquWtps/GihWe4zqjkea0stcqloOC6cCBAyboqCjQ0CUXrSrRhM5atWqZYz179pTXX3/dfCbryoObzmq4S2i16qRBgwYm6NCLVpvcfPPNJqjx9pwhDzZ0mkZfCLfrr7/eZL1qNusDDzzg9TGTJk2SZ555puZnCgCalC4/+tRnwz0O9tCAQstbHd1BVHM2NBm0ZM6G0g/78eOL77cxZ+PbEwmiWrb69ddfm8/SRx99tMLx+nmrAcH//u//mjwNzb34wx/+IGlpaWYiQGcstDHY2rVrzUTAli1bzONuuOEGueCCC+TKK680t1999VUTpGhQ4+057Sh9dVka2tSAltJoGU1FUzjeZjZatWolt0srqUPlLRBSzdu1lrhGFTe/yj+cJweydkg4OSgdZZ6kVxlsXCUPSIJsNcdoXx4+CqRIZshu07my5B+v1aHNsLR3hH4G6XJCtehHoDYn0xwNdzWKBho2VqNs3rxZbrvttlKFFlr2qn/A61JKZUsoc+fOlbffflsOHjxoxj788MPmc1WDhWXLlpnHdu3a1UwAaODgntnQ2Y8lS5aY2QxtKKb3N27cuMLnDPTPoMbBRqdOnUwiyrRp03wary+KfoMEG0DoA41nM6tu+/1kYs+wCjh8bVdeFu3Lw0PYBRuq7AyGzTMakcTXn4FfyyhvvfWWicbc5a5///vfJSMjQ5577rmanzGAoHLPaGgFnLekSp01mDXr5Lhw0Vh2mMDB3Y48W9rK5/Kq/M//iLRpUzymQQNtklT8b9qXo0plAwsCjYDzK9jQ8hqNXtq2bSs//fSTuf3KK6/IgAEDAn9mAIJCP4zXrnXWi60BR1n9+9O+HIiIYEMTPXUtR5NaNMtVE0s0wxUAnILt6YHg87vPhq6xXX755facDQDYiO3pgdBg11cAUYPt6YHQINgAEHXYnj6y1LCoEkF47Qk2gCjnrVdFyeNa7XHwxLFw7ldRUZvyzz8/+X0gsrgrI7VbpnbCRPC591+palNWgg0gSmnDLqXlrZVZcPhVyQrjfhUaAPnSvlzLYxFZtPOltujWNt9KCxd83VMENZ/R0EBDX3v9GVTV6pxgA4hS2qhLG3a5+2joX/6fyasyYcLJfhXaefq998K7X0XZvhsluXtwuLuNur8HRA53l0x3wIHg0kDD/TOoDMEGEMVKdgbVpRJtt6G/NypaWglXVc20kKMRuXQmo0WLFtK8eXOzxwiCR5dOfN28jWADQNRt3R4N32O00Q89O3ctRc0QbAAwjkhLc13VMoOOayYbHfmqNWokPn2P7jwQAIFBsAHAOCbF2fxV7abqHudEiYkiuuv24cPFt9khFggOgg3ADy6xJFHyJV6OS67UkkyJE0siK/s90vMbNOAoS7eid+psDeAEBBuAj7rILzIsNleaFOZ7jh2KjZO0wnhZJ/V5HcMYORpAaBFsAD4GGmO0XqNfskhKikhSkkhGhiRMmCBj0tNlqjRzfMBRW44GdJyTenCQowHYi2AD8GHpRGc0NNBwLVggEhNTfEf37uJauFCsgQNl2KLFsr6wnqOXVBrKjwEdF+49OMQBXVGBSEGwgYCKxO27NUfDLJ3ojIY70HCLiRFXSoo0SU8347ZI3VCdJirgtPcbEIkINhAwkbp9tyaDGrp04s2J455xDkd+A4BAI9hAwETq9t1adWJkZJilk3L0eMlxDkV+AwC7EGwg4CKtdFLLW7XqRJNBNUej1FJKUZFYqamSHRsnmYVx4mTkNwCwC8EGUAVN+tTyVq060WRQV4lqFA00JD1d0qSZo5ND3Zy0vAXAOQg2AB9oWauWt2rViSaDuumMRloElL0CgJ0INgAfaUCh5a2lOogWRl4HUQAINIINwA8aWFDeCgD+IdhAwFE6GR0isacKAHsQbCBgKJ2MHpHaUwWAPQg2EDCUTkaPSO2pAsAeBBsIKP6KjS6R1lMFgD0INhDUdXvW+QEg+hBsIGjr9qzzA0B0IthA0NbtWecHgOhEsIGgr9uzzg8A0YVgAwGVmSly+HDpfhvZ0rbUNSIHPVUA+IJgAwENNNq3L3/8c3m11O1du6hgcDp6qgDwB8EGAsY9o1FVDkdeHi+609FTBYA/CDYQcORkRAd6qgDwFcEGArZur9ft2onUq+d9nB7X+7dvF/nmm4qfBwAQWQg2ELB1ew0kNG+jshkPvT8xUeSJJ6p+XgBAZCDYQMDW7Zs2ulJE/iQjR3qfpdBgY9Yskasb/UU6y1Kvz8lOoQAQeQg2ELB1+4YnSls10Fi7tuLHNJI94pKNjnjlXWJJouRLvByXXKklmRInlrhCfVpAwPAeRzAQbAAV6CK/yLDYXGlSmO85dig2TtIK42Wd1Od1g+PxHkewxATtKyHi1ZajAR0X6l/CY+SgJPTrLbJiRXFd74oVktC3lzmu9wNOxnscwUSwgYBpKD8GdFwop5V1RkOSk8W1YIFI9+4iDRuaa9fChSIDBpj7dRzgRLzHEWwEG0AZmqOhSyeulBSRmDL/i8TEmON6v44DnIj3OIKNnA0EnLfuoZUdDzeaDGokJXkfcOK4ZxzgMLzHEWwEGwiY/MPF/TG0vNWXceFKq06MjIziJZSy9HjJcYDD8B5HsBFsIGAOZO2QJxN7Slyj4r4bFQUaOi6caXmrVp0kTJhQnKNRcimlqEis1FTJjo2TzMK4UJ4mUG28xxFsBBsIqHAPJHyhfTS0vHVMerpYAwcW527o0klGhgk0JD1d0qQZ/TbCkCsmRhJ7XCTxLZpL7t4Dkrn8K7GKikJ9WmGH9ziCzWVZVlBT6nNzc6Vx48Zyu7SSOuSnIozRg8BZugzpK8Mmp0iTNmd5jh3avkvSHk6Vdf9aFNJzC1eheI8XSJHMkN2Sk5Mj8fHxtnwNhB9mNoAK6C/b9YX1SncQLaSDaLgGGmPmThH58EORm4YV59UkJUnC+PHm+NSh9xJweMF7HMHCzAYAxy+dpGYtkYQN68Q1eLBIyclal0us+fMlO+kCSUm8iiWVMMDMRnSizwYAR9McDV06cU2cWDrQUJYlrkmTpMk5Z5txABwWbOzdu1defvllSU9PD+wZAYAfNBm0ZElyOSeOe8YBcEawUVRUJKNGjZLHH39cZsyYEfizAgAfadWJL03YPOMABF21go2JEyeaLOKePXsG/owAwA9a3qpVJ9b48SZHoxTN2Rg3Tg5t22nGAXBIsPHf//5X3nzzTXnrrbfsOSMgzDewai+/SjfJM9eVbcbmz1hUn/bR0PJW3ThPk0FLbpxnbicnS9ojE0kOBZxS+pqdnS0jR46UadOmSdOmTX16TH5+vrmU7LMBRHpPAnp0BJf20dDyVtNnY8UKz/HsbTsljbJXwFkzG3feeacMHjxY+vTp4/NjJk2aZJp4uS+tWrWqznkCIaXBwxg5KAn9eovoh9nhw+Y6oW8vc1zvr85YBDbgSGnXU17sOUKm3fSAudZyVxp6AQ7qs/Hpp59K//795dlnn5W4uOI9IXQppXbt2nLbbbfJHXfc4bUbnLeZDQ046CAKp9Dlj9TY/SZ4cC1YUH6vlIEDJXvRYkkpPM0c8nWstowGog19NqKTz8sozZs3l3vvvdeUvLodPXpUCgoKZMeOHVJYWOj1cRqYuIMTwIm0g6hZOtE9UkoGDyomxuyd0iQ93YxTvo7dInWD+F0AgAOCjU6dOpm+GiVlZWVJ3bp1yx0HIom2KveltNIzzt+xABDh6CAKVEH3RPGlaZSO82csAESLGgUbgwYNkuTk5MCdDRCGMiXOVJ1YEyaYvItSNA8jNdXcr+P8GQsA0aJGwcZdd91lkkOBSKaJnFreKunpJsGzZIWJuZ2ebu7Xcf6MBYBowa6vgI/oswHUHNUo0cmvpl5ANNPGXesL65lKEk3w1LyLzMI4r7MU/owFgEhHsBFmdCK+1AeU+P4BVZPHwjf6evpasurPWACIZAQbYaQmLa5pjw0ACFeUvoaJmrS4pj02ACCcEWyEAV3+0BkN3Z3StLgusWula+FCkQEDzP3edg2tyWMBAAgGgo0waoftqqzFdWG+px12oB4LAEAwEGw4tR12AB4LAEAwEGyEgZq0uKY9NgAg3BFshIGatLimPTYAINwRbISBmrS4pj02ACDc0a48jNBnA0Cko115dKKpVxipSYtr2mMDAMIVwUaYqUmLa9pjAwDCETkbAADAVgQbAADAVgQbAADAVgQbAADAViSIwkM3aytVCSO+VcIAAFAZgg3UuMcHAACVYRkFJtAYIwcloV/vUt1LE/r2Msf1fgAAqotgI8rp0onOaEhysrgWLBDp3l2kYUNz7Vq4UGTAAHO/jgMAoDoINqKYBhBXyWGzdOK69loRq0xAERMjrpQUc7/mcgAAUB0EG1FKl0ZSY/fLMMkuPnDffSLt2onMm1d6YFKSudKkUQAAqoNgIwpVlKMhnTqJDB1aOuDIyDBXWp0CAEB1UI0SrTka/U7kaMSciDc1V2P+fJHBg0UeeURk0CARl0us1FTJjo0zG8KFWo60lgJpUOH9dSRPGsuOoJ4TAKBqBBtRRnMvTHlrSsrJQMNNb48bJ3LppSJvvCHWf/4jkp4uadIs5P02NNCYI0uqHDdCehJwAECYIdiIMp7cixO5GOW4j99/v5nR0EAjHPpsuGc0Zs4U6dCh/P2bNomMGnVyHAAgfBBsRBlP7oXmYujSSVkncjTSJEE+L2wU8hmNsjTQ6No11GcBAPAHCaJRRluQa2dQa8IEkaKi0ncWFZkcDb3/cwm/QAMA4EwEG1FGAwhtQa65GNbAgaWqUcxtzdEojCfQAAAEDMsoUUhzMKZKMxm2aLE0SU/3HA+nHA0AQOQg2IhSGlCsL6xXepfXQnZ5BQAEHsFGlC+pbJG64iRadeLPcQBA6BFswBG0YZfS8lZfxgEAwgfBBhxBO4Nqwy46iAKA8xBswDFoRQ4AzkSwUQJ7bwAAEHgEGyew9wYAAPYg2DiBvTcAALAHwUYZ7L0BAEBgEWwAUYS8JAChQLABRAnykgCECsEGECXISwIQKgQbQJQhLwlAsDku2GjerrXENWpQ4f35h/PkQNaOaj8/e28AABDFwYYGGs9mLqly3JOJPf0OONh7AwAAezgq2HDPaIwc6X0GQqeHZ806Oc4f7L0BAIA9HBVsuGmgsXZt4J+XvTcAAAiTYCMvL0+ys7OlRYsWUqtWrcCfFQDbkJcEIKyDjW+++UbGjRsnq1evlnr16snhw4flwQcflGeffda+MwQQEOQlAXBEsLFq1Sp58skn5dJLLxWXyyXLly+Xq6++Wjp06CA33XSTfWcJoMbISwLgiGDj3nvvLXW7R48eZiklKysr0OcFwAbkJQFwRM5GQUGBbNu2zeRtzJ07VwoLC2WklocEkVad+HMcAAA4KNjYuXOnDB48WH7++WfJzc2VyZMnyznnnFPh+Pz8fHNx08dUlzbsUlre6ss4AADgwGAjMTFRNm/ebP69bNky6d+/v8nfuOeee7yOnzRpkjzzzDM1P1MR06hLG3bZ2UEUAAAElsuyLKsmTzB8+HA5dOiQfPLJJz7PbLRq1Upul1ZSR2Jq8qUBAA5TIEUyQ3ZLTk6OxMfHh/p0EI4zG8eOHZPatWuXOvbjjz9K8+bNK3xMXFycuQAAgOjkV7Bx5ZVXyh133CEXXHCBHD16VGbNmmXKYRcvXmzfGQIAgOgJNt577z154YUXZNq0aWaGo2PHjrJu3To5//zz7TtDAAAQPcGG5lq88sor9p0NAACIOGRoAgAAWxFsAAAAWxFsAAAAWxFsAAAAWxFsAAAAgg0AAOBczGwAAIDw2ogNAMJNjrSWAql4g8Y6kieNhQ0agVAh2ADg+EBjjiypctwI6UnAAYQIwQYAR3PPaMycKdKhQ/n7N20SGTXq5DgAwUewASAiaKDRtWuozwKANySIAgAAWxFsAAAAWxFsAAAAWxFsAAAAW5EgGgCumBhJ7HGRxLdoLrl7D0jm8q/EKioKxFMD8EG7diL79hVXnpSlx/V+yeKlBEKFYKOGugzpK8Mmp0iTNmd5jh3avkvSHk6Vdf9aVNOnB1CFs9qdIu9nVl6l0r+/yB8ST5GjBBxASLCMUsNAY8zcKZKwYZ1I9+4iDRuaa72tx/V+APZq2uhncz1yZHHpa9mLHi85DkDwMbNRg6UTndGQDz8U1+DBIpZVfMeqVea2NX++DHthvKxf8AlLKkAQWozrEsratbzUQDgi2KgmzdEwSyc3DTsZaLhZlrgmTZImK1aYcVuWrgzAjwqIHLQYB6ILwUY1aTKokZHhfcCJ455xADxoMQ5EF4KNatKqEyMpySydlKPHS44DUA4txoHoQLBRTVreqlUnCePHl87ZUC6XWOPGSfa2nWYcAO+8lapWdhyAMxFsVJP20dDyVq060WRQzdEwSydJSSbQkORkSRt6L8mhgBdHpKW51t1YqxrXTDb69Bp62/G1suMAgodgowa0j8bUofcW99lYscJzXGc0NNCgzwbg3TGp59O28O5xlck/nGeuZ83ybRyA4CPYqCENKLS8lQ6iQGhyNg5k7ZAnE3tKXKMGlQYaOg5AaBBsBGhJhfJWIHQIJIDwRgdRAEFXW44GdByA8EawASDoGsqPAR0HILwRbAAAAFuRs+FgLrEkUfIlXo5LrtSSTIkTS1yhPq2I2wOH5F/70GcDiA4EGw7VRX6RYbG50qQw33PsUGycpBXGyzqpH9JzixS6a68pa9Y9cE7QRm7aX4Wy5prRTdZ86bPhHgfA2Qg2HBpojJGDIv2SRVJSilujZ2RIwoQJMiY9XaZKMwKOmr7GQ/qahm26q6/ZbO9EwzbtGKvHtb8KAUf16W6uI6RnQHd9BRC+XJZVdstSe+Xm5krjxo3ldmkldUgZqdbSSWrsfkno11tcCxaIxJRIuykqEmvgQMletFhSCk9jSaUGSyepWUskYcM6763o58+X7KQLJCXxKjrEAn4qkCKZIbslJydH4uPjef2iBAmiDtM+5pg0uay7uF58sXSgoWJixJWSYpZWNJcD1aM5Grp04po4sXSgoSzLtKZvcs7ZZhwAoGoEGw6b2r8ra4XIkiUiiYnFB48d87rbrCaNonriWzQv/ocunXhz4rhnHACgUgQbDsshaLBhvUj37iINGxZff/RR6b++T3wQanUKqid374FSgVs5J457xgEAKkWw4ZAcAq2K0GRFk0OwapVIXl7x9aBBxUmMOsOhORupqaYqRctgUT2Zy78yVSfW+PEmR6P0D8NldvU9tG2nGQcAcHCwoYmQ7eVX6SZ55lpvR6uqcghEj9euLZZWpqSnm/JX+m3UbK8bLW+V5GSTDFpyJsncTk6WtEcmkhwKAE4ufaWHRPVyCPJ2/yAzKXsNCC1r1fJW02djxQrP8extOyWNslcAcHawQQ+JKnIIdOmkghyCN/fkyxYaegU04Fi/4BM6iAJAJPXZsLOHhJNbe9P3AUCkoM9GdAqrnA0NBrRHhPaKCGQPCZ0t0SDmIdkvo+Unc6239bgTkEMAAHCysAo2PL0hqig59KeHhHtZRmdLRNfeDx821wl9e5njTgk43DkE2Z26lPo+tJMlrbMBAOEsrHI2PL0hNOFRKwDK8rOHhC6d6GZluodIqWWZ7t3FtXChWZYZtmixrC+s54glFXIIAABOFFbBhuZRaI8I3VBMg4FyORupqZKtPSQK4/xalpHKlmXS0824LVJXnLKksmXpylCfRsSoKpfHybk+ABAuwirY0F/i2iNiTJ06Yu3fL64WLU7et3+/SJ06fvWQsGNZBpGjqhJrSrABIAJzNowhQ0TmzhVZvbp0W269rcf1/uosy3hDa++oVVUuzxDJjohcHwAIB+FV+hrgrb09pbR9e3lflmE79qjkS4l10aKPJaZvH943QIBR+hqdYiJ5a2/3soy28NYPkJJ/oZrb6enyRaEzcjUQ3BLrWoXHxNW/f/n79X147bXm8VfJ4Rq10aclP4Bo4VfOxp49e+Sll16SpUuXyrFjx+Q3v/mNPP7449K6deuw3dpb196nSjNTdaLJoG6u2OJvfaDkyOWxv3rW6RH5fM3lkXr1Sh+fN0/k4YdFduwwN4dJtvSK/aVa7x3yQQBEE79mNm688UY588wz5Y033pC///3vcuDAAbn88svlp59+CuutvfWDQLuOLpTG5u9QS3NAlixhHT5K+ZrLI0ePlg40hg4V6dSpxjkckdL7BQBsydk4fvy41Kp1ssfFkSNH5JRTTjGBx6hRo8IuZyNYrdDhLL7k8picjT69xfXBB8Xvw3btigMN3fW1Bu8d3oeIduRsRCe/ZjZKBhpKl1I0Vqldu3bYt+W2qxU6nMeXXJ7FhfVE/v3v4ttvvFG8dDJ+fI3fO7wPEUnIO0JQ+mxovkZCQoL06dOnwjH5+fnmUnJmIxRbe9NzA77k8mjTuDRpZu7fLnGl7w9Avxbeh4gU5B0hKMHGa6+9Jm+99ZZ8+OGHJuCoyKRJk+SZZ54JeVvuQLdCh/NpQKGt6kt1CC082SHUfb9WnWgyaCDeO7wPEQnceUe6FYTp0KwBd0aG6f48Jj3dBPIk3KPGfTbefPNNGTt2rLz33nsyWHMrKuFtZqNVq1ZeczbsRM8NhMN7h/chnK6meUfkbEQnvz/tp02bZgKN2bNnVxloqLi4OImPjy91Cdd1en9aoSN6BPK9w/sQTkfeEWyf2ZgxY4bcc889JtC4/vrrq/UFK6tGCQbWGREO7x3eh3CqbpIno+Wn4oBbE/jL0uPx8TJNmsrX0qDc3cxsRCe/go369etLUVGRNG3atNTxhx56yFycEGwodvJEOLx3eB/CidrLr/KQ7C+e4fOWw6THL71UXpTTvO6mTbARnfxKEM3MzDSlrmWFammkuvTDwSlbyiNy3zu8D+FEGmDrjJ4mg3rNYUpNNVVdmmwNVCvYOOOMM/wZDsAm2gAvkNVagK/ceUdadaI5S64S1SgaaJgcJmlG/hsC12cDQPB1GdK3uA9Nm7M8xw5t32Ua4lW3Dw0Q6D41QNju+gqg6kBjzNwppqV/yQ67eluP6/1AMLj3nNLcDE0G1Wu9TaCBgPXZqIlwSBAFnMjOvYOAYCFBNDrxaQ84hOZo6NKJa+LE0oGGsixxTZokTc4524wDgHBCsAE4hCaDlmyPXs6J455xABAmCDYAh9CqE182hPOMA4AwQTUKbJUjraXASxdBtzqSJ41lBz8FH2h5q1adJIwf7z1nY9w4szuyjgOAcEKwAVsDjTmypMpxI6QnAYcPNOlTy1u16kSTQTVHwyydJCWZQEOSkyVt6L0khwIIOwQbsI17RmPmTJEOHcrfv2mTyKhRJ8ehatpHY+rQe4v7bGhb6BN0RkMDDfpsAAhHBBuwnQYaXbvyQgeKBhTrF3xCB1EAjkGwgYBq3q61xDUqnqloKG3lQhGpV48X2Y4llS1LV/LCAnAEgg0ENNB4NrPqHA0AQHQh2EDAuGc0Ro4szsfwtpwyaxYvOABEG4INBJwGGmvX8sICAIoRbKDaORkqoVVLiWtQnJRxauszzfV5550cf/iwSFZW+WDk6FHvsx8AgMhDsIGA52S8+27p24mJpQMOXWYpOfOhjb0AAJGLYAPVzsnQGQwNLKrK0WjUqPTxq+UBaSNbzb/pIAoAkY9gAzXOyfA3RyNBtsoR2cgrDwBRgmADtnPncHjrIgoAiHwEG7Bd2RyO/MPkaABANCHYgO2m3/yA7Nu81RNoHMhil1cAiCYEG7CdBhq715KjAQDRimADfnPnXlSVi0GOBgCAYAN+cedalG05XlULcnI0ACC6MbMBn2muxZOJPSvsIKoK8o7Kod0/em6TowEAINiAX8omd5KLAQCoCsGGH3KktRTIyb/qy6IbJgAA5RFs+BFozJGq9wUZIT2lsVDaCQCAG8GGj9wzGjNneq+y0Jbdo0adHAcAAIoRbPhJA42uXf19FAAA0Ssm1CcAAAAiG8EGAACwFcEGAACwFcEGAACwFQmiftKqE3+OAwAQ7Qg2fKQNu5SWt/oyDgAAFCPY8JE26tKGXXQQBQDAPwQbfqAzKAAA/iNBFAAA2IpgAwAA2IpgAwAA2IpgAwAA2IpgAwAA2IpgAwAA2IpgAwAA2IpgAwAA2IpgAwAA2IpgAwAA2IpgAwAAhFewkZubK6+//rqMHj1aVq5cac9ZAQCA6Aw25s6dK+edd558++23Mn36dMnKyrLvzAAAQPQFGxdeeKFs2bJF3njjDfvOCAAARO8W823btrXvTAAAQETyK9iojvz8fHMpmfMBAACih+3VKJMmTZLGjRt7Lq1atbL7SwIAgGgKNsaNGyc5OTmey+7du+3+kgAAIJqWUeLi4swFAABEJ5p6AQCA8JnZ2LRpk0yePNlzW3ttLFmyRHr06CG33nqrHecHAACiKdjQBM/u3bubf7uvFSWxAAAgIMFGy5YtTZtyAHACV0yMJPa4SOJbNJfcvQckc/lXYhUVhfq0gKhje4IoAIRClyF9ZdjkFGnS5izPsUPbd0naw6my7l+L+KEAQUSCKICIDDTGzJ0iCRvW6ZqvSMOG5lpv63G9H0DwuCzLsoL49UwHUc39uF1aSR1iHQA2LJ2kZi0xgYVr8GCRkr/iXC6x5s+X7KQLJCXxKpZUQqBAimSG7DZ9l+Lj40NxCggBZjYARBTN0dClE9fEiaUDDWVZ4po0SZqcc7YZByA4CDYARBRNBjUyMrwPOHHcMw6A7Qg2AEQUrToxkpK8Dzhx3DMOgO0INgBEFC1v1aoTa/x4k6NRiuZsjBsnh7btNOMABAfBhsO4xJL28qt0kzxzrbcBnKR9NLS8VZKTTTJoyWoUczs5WdIemUhyKBBE9NlwkC7yiwyLzZUmhfmeY4di4yStMF7WSf2QnhsQTrSPxtSh9xb32VixwnM8e9tOSRt6L302gCCj9NVBgcYYOWj+KnOlpBSvO2dkiDVhgkh6ukyVZgQcQBl0EA0/lL5GJ2Y2HECXSnRGQ/oli2vBApGYE6tf3buLa+FCsQYOlGGLFsv6wnpiSZk1aiDKl1S2LF0Z6tMAoh45Gw6QKPlm6cTMaLgDDbeYGHNc79dxAACEG4INB4iX4z6V8nnGAQAQRgg2HCBXavnUpMgzDgCAMEKw4QCZEmeqTkwyaNntsYuKxEpNNffrOAAAwg3BhgNo0qeWt2rViSaDipbyHT5srs3t9HRzf9nkUHpyAADCAdUoDqF9NLS8VatOmqSne45na58NL2Wv9OQAAIQLgg0H0YBCy1u16kSTQTVHI7MwrtyMhqcnR79kkRI9ORImTJAx9OQAAAQZwYbDaGCxRepWeD89OQAA4YacjQhDTw4AQLgh2Igw9OQAAIQbgo0IQ08OAEC4IdiIMPTkAACEG4KNCFPdnhwAANiFapQI5G9PDgAA7ESwEeU9OQAAsBvBRpjRPhmlAgSpfoBQVU8OAACCgWAjjNBiHAAQiUgQDRPuFuMJ/XqXSupM6NvLHNf7AQBwIoKNMOBpMZ6cLK4FC0S6dxdp2NBcuxYuFBkwwNyv4wAAcBqCjTBAi3EAQCQj2AgDtBgHAEQygo0wQItxAEAkI9gIA7QYBwBEMoKNMECLccB+mmDdXn6VbpJnrkm4BoKHPhthghbjgH3oYQOEFsFGGKHFOGBfDxvplyySkiKSlCSSkSEJEybImPR0s48Q+wUB9iLYCDO0GAds6GHT70QPm5gTK8cnetjoTsi6YaHuI8S+QYB9CDbgGM3btZa4Rg0qvD//cJ4cyNoR1HOCM3rYmBkNd6DhFhMjrpQUszOyjrNjH6EcaS0FUvF7to7kSWPhPYvIR7ABxwQaz2YuqXLck4k9CTgQFj1sNNCYI1W/Z0dITwIORDyCDTiCe0Zj5EiRTZvK39+hg8isWSfHAeV62Og2AGXp8ZLjAsg9ozFzZvH7syx9H48adXIcEMkINuAo+gt67dpQnwWc1sNGk0HNPkMll1KKisRKTZXs2DjJLIyz7Rw00Oja1banBxyBPhsAIhY9bIDwwMwGgIhGDxsg9Ag2AEQ8etgAoUWwASAq0MMGCB2CDTiKt6z+yo4Doeateqqy40AkItiAI2jDLqXlrb6MA0JNG3YpLW/1ZRwQyQg24AjaGVQbdtFBFE6hnUG1YRcdRIFqBhvffvut7Ny5UxITE+W8887jdURQWjvnZGlr54282nAMWpED1Qg2CgoKZNiwYbJ8+XLp0qWLrF69Wm688UaZNm2auFwuf54KKIXWzgAQufwKNl5++WX573//K+vXr5czzzxTNm7cKN26dZOePXvKb3/7W/vOEhGP1s4AELn8CjbeeecdGT58uAk0VMeOHeXaa681xwk2EAi0dgaAKA42CgsLZdOmTTJ27NhSxzt37ixvvPFGhY/Lz883F7ecnBxzXSBF1TtjRKRjcsxsh3XkiEhubvn79bh7HO8dwLnc//9alhXqU0E4BhtHjhyR48ePS0JCQqnjp556qvz8888VPm7SpEnyzDPPlDs+S37w91wR0XabdLorr6x81AfBOh0Atjp8+LA0btyYVzlK+BxsxMUV74r4yy+/lAtC6tatW+Hjxo0bJw899JDntgYmZ599tuzatStq3mi5ubnSqlUr2b17t8THx0s0iMbvOVq/b75nfs7+0BkNDTRatmxp23sSDg426tWrJ6effroJEkrS2+ecc06lQYo7UClJA41o+WXspt8v33N04GcdHfg5V0+0/KGJam4xr8mg8+bNk6Ki4jW3X3/9VT744ANzHAAAoMbBxpNPPil79uyRG264Qd566y0ZMGCAxMbGllomAQAAqHaw0bp1a/nmm29M19AlS5ZIjx49TGMvTRL1lS6pPPXUU16XViIV33P04GcdHfg5A/5xWdQfAQCAcJnZAAAA8BfBBgAAsBXBBgAACL8t5qtr69atsmHDBmnevLl0795dYmIiP9bRVu2ffPKJ2RVXq3eiwb59+2Tt2rXSsGFDufDCC811pDt27JisW7dO9u/fL23btpUOuslLFElPTzeNmkaMGCGRbOHCheUaG55//vlm24ZIl52dLStXrjT/P+vv79q1a4f6lOAgQUsQffzxx+Wll16SSy+91Oyxot3jFi1aVK79eSQZP368vP3221KrVi3zP2ZWVpZEMv2wufvuu+WLL76QTp06maBDS6VnzJgR0YHWRx99JA8++KA0adLEXHRn5N/85jemJ000BFrvvvuu3H777VJQUBDx+13oJpRnnHGGtGnTxnNs0KBBctNNN0kke+WVVyQlJcXs8q0dow8dOiQLFiyQFi1ahPrU4BRWEHz++ef6G8hatmyZuZ2Tk2O1b9/euueee6xINnnyZGv//v3WU089ZbVt29aKdPq9zp492zp+/Ljn2J/+9CerUaNG1tGjR61I9dFHH1n79u3z3D5w4IB1yimnWH/5y1+sSJeVlWW1bNnSeuKJJ8z/45HujDPOsGbMmGFFk3nz5lm1atWyPv74Y8+xDRs2WFu3bg3pecFZgrKOMXPmTPOXnvblcLf4HT16tPmLyN2NNBJpszNdMooW+r3qNHrJ5TFtAKczHtu2bZNI1bdvXznttNM8t5s2bWpmOPT7jmQ6k6E/74kTJ1a6ZUGk2bJli8yfP1/WrFljls8iXWpqqvn/uHfv3p5jSUlJUfUzR80FJdjQPA19c5ak0+y6gVPZvVYQWRYvXmz21Yn0X0x5eXkyZ84c+dvf/mZ+MWvAcf/990ske+yxx8xywq233irRZO7cuTJt2jQZOHCgydVYv369RCrdaFMbOfbp08f8waBBljZy1B3AgbBLEM3JyTF/6ZXk7jpa2fb0cLavv/5aJkyYIM8880ylOwNHAk0a1F/EGkDr9z18+HBp1KiRRKp///vf5kM3kj9ovdFtGtx7QeneUEOHDjU/64yMDLN1Q6T56aefTB7Of/7zH/P/sv6RqMnf+vtbk4I1fwXwRWywWvtqhFyS+3akfwhFq40bN5pfyrfccov88Y9/lEjXrFkzM7OhDh48aBLp6tSpI5MnT5ZIdMcdd8j1119vkrzVqlWrzLW+BlqBdO6550okKrnppP7u0qRJTXrXpRWtSok07t/PmZmZJrFfbx89etRUozzyyCMye/bsUJ8iHCIowYaWApZdLtm5c6ep0jj77LODcQoIou+++06uvvpqGTx4sEyZMiXqXnsNPPr16yfLly+XSHXNNdeYigSdzVHbt28313pbK3AiNdgoS/PP3AFmJNJcJP159u/f3xN46LKo3n7//fdDfXpwkKAEG/rGHDt2rJmS07Vs9d5778lVV11l3riIHPrXjwYaup795ptvmv4ikW7v3r2lSgA16Vl7brRq1Uoi1axZs0rd/vvf/y5fffWVZ3YnEunvr1NOOaXUcomWN+vMbaT22XD3B9q8eXO5/88j+f0NhwYbOpWuHzyazaxVKDrlumzZMnOJZJ9++qn5i0fXc3XZyP2LWOvyIzHI0oZWGmg0btzYXGtA6aaBZcmKjUiiPRZ0J+SuXbuaCg39i08b2GkSISJrxu73v/+9DBkyxOQqfPnll6bS7vnnn4/ofkFajaLLJnfddZdccsklsmLFCtNbRpO/gbBr6qUJdG+88YZJKNMSSQ06In2q9emnny73F4F6/fXXyyXMRgLNVtdGZhU1dStbkRQpCgsLTSCpHz76l6B2D9UA2z3FHg2WLl1qlswieWbD/R7XAEOXgfUv+xtvvFE6duwoke6HH36QqVOnmuXws846S2677baIrzBDYLHFPAAAsFXkb04CAABCimADAADYimADAADYimADAADYimADAADYimADAADYimADAADYimADAADYimADAADYimADAADYimADAADYimADAACInf4/sH69oPV4f9kAAAAASUVORK5CYII=", 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" ] @@ -700,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -717,7 +785,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -740,7 +808,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -765,7 +833,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -795,12 +863,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -885,13 +953,13 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "

Version Information

SoftwareVersion
qiskit1.4.3
qiskit_machine_learning0.9.0
System information
Python version3.12.9
OSWindows
Fri Jul 18 14:59:57 2025 Eastern Daylight Time
" + "

Version Information

SoftwareVersion
qiskit2.5.2
qiskit_machine_learning1.0.0
System information
Python version3.11.15
OSWindows
Fri Sep 04 15:05:35 2026 Malay Peninsula Standard Time
" ], "text/plain": [ "" @@ -903,7 +971,7 @@ { "data": { "text/html": [ - "

This code is a part of a Qiskit project

© Copyright IBM 2017, 2025.

This code is licensed under the Apache License, Version 2.0. You may
obtain a copy of this license in the LICENSE.txt file in the root directory
of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.

Any modifications or derivative works of this code must retain this
copyright notice, and modified files need to carry a notice indicating
that they have been altered from the originals.

" + "

This code is a part of a Qiskit project

© Copyright IBM 2017, 2026.

This code is licensed under the Apache License, Version 2.0. You may
obtain a copy of this license in the LICENSE.txt file in the root directory
of this source tree or at http://www.apache.org/licenses/LICENSE-2.0.

Any modifications or derivative works of this code must retain this
copyright notice, and modified files need to carry a notice indicating
that they have been altered from the originals.

" ], "text/plain": [ "" @@ -931,7 +999,7 @@ "metadata": { "celltoolbar": "Tags", "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "qiskit-dev", "language": "python", "name": "python3" }, @@ -945,7 +1013,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.9" + "version": "3.11.15" } }, "nbformat": 4,