diff --git a/notebooks/uncertainty.ipynb b/notebooks/uncertainty.ipynb index 36de566..439ba5c 100644 --- a/notebooks/uncertainty.ipynb +++ b/notebooks/uncertainty.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -55,7 +55,7 @@ " \n", " def add_spot(self, pos, amplitude, r, ecc=0):\n", " \"Add a Gaussian spot to the frame.\"\n", - " x, y = np.meshgrid(*np.array(list(map(np.arange, self.shape))) - np.asarray(pos))\n", + " x, y = np.meshgrid(*np.array(list(map(np.arange, self.shape))) - np.asarray(pos)[:, np.newaxis])\n", " spot = amplitude*np.exp(-((x/(1 - ecc))**2 + (y*(1 - ecc))**2)/(2*r**2)).T\n", " self.image += np.clip(spot, 0, self._saturation).astype(self.dtype)\n", " \n", @@ -86,14 +86,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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FRektW7bY7pW0VKlSxbZI721JdbvShNKvW7eO7t27s2bNGkaPHu1xCiQnJ9Or\nVy8AXnnlFd59990SHX/58uUex4V0I9u3b09mZibbt2/nzJkzzJo1i379+nHu3LmLLmvWrKFLly4s\nXbqU5557jhMnTtCkSRMWL17M6dOnOX36NC1atODLL7/0rBctlzp2u3btyMzMZMeOHZw9e5ZZs2Zx\nxx132OreoUMHMjMzycrK4ty5c8ycOZOBAwfSsWNHUS7dE4Mzzp49a1uio6Nty8mTJzl58iSrVq3y\n6Iek11prnn/+eV5//XXvHxMbISEhtqV169Zs27aNjIwM8vLy+PTTT32eL0CLFi1YvXo1p06d4vz5\n8yxdupQ777yTwsJCCgsLWbZsGYcOHUJrzYULF2xLTk6Oz7J27Vo6d+7M4sWLGT58OCdOnCA3N5eE\nhAQ+//xzcnNzyc3NpU2bNsyZMwellGeRriE/P99nadmyJVu3biUtLY0jR44wY8YMevbsSfXq1T1L\nz5492blzJ+np6Rw7dowZM2bQu3dv8vPzUUpx8uRJlFJUqVKF0NBQqlatSl5eHlu3biUyMhKtNZs3\nbyYhIcHnXsXExNgW6XlL98n7OiUnZ3FUinzg0dHRjB8/ntatW1NQUEBycjKpqal88cUXvPTSS4wZ\nM4batWvTrl077rjjDs9+y5YtE0Nxhw8fzrfffntZdUhISCA7O9uznp2dTceOHS9Z73HjxtGuXTsK\nCgr45ptvSE1N5b///S/XXHMNQUFBXLhwgbfeesv2ebtkyZJL1j0hIcFnItjs7Gw6deok1l0q53R/\nK1prFi1ahNaaDz74gI8++uiS+xjsONHrGTNm0Lp1a37/+9979pP0WinFiBEjSE5O9sicPN/09HRe\ne+014uLiOHXqFP369WPt2pINe4+OjubVV1/lpptuoqCggAULFpCWlsa8efPYvHkzjRs39uj8mDFj\nGDVqlGffefPmiSNTnnzySZ931ck11a1b12fEjLVMUFAQa9eupWnTpkyaNMl2vQ0aNKBdu3asXr26\nRPehLKkUBvzhhx/m66+/9gwBWrVqFfHx8YCrlaiU4qmnnqJHjx4+w+y6detWIfUtYsiQIT71TklJ\nIT4+Hq01mzZtIikpiWuvvZbdu3ezfv16n3179OghHlMaRljedO3alb1791KrVi0WL15MRkYGy5cv\nr+hqBRxO9Hro0KHccccdl9RraZIQJ2RkZDBu3DgWLVpEQUEBqampJZ744+GHH+abb77xXM/q1aup\nU6cOgKdV26JFC5o2bUp2djZpaWmefQcMGCDq9pX4Arxw4QI33HADMTExzJkzh5YtW/LTTz8BruGN\n06dP54knnhCHiZY3lcKAt2t+GyksAAAgAElEQVTXjqlTp/qsz5s3D4BWrVpRt25djhw5YksYU5Yt\n8JycHBITEz3riYmJ4rhYa70/+eQTz3rbtm353/9cw45Xr15Nly5deOSRR+jXr59tXyct8JycHOrX\nr3/JOhVXzun+Vvbu3QvAoUOHmDt3Lh07djQGvAQ40evc3FxHei21wJ0+3ylTpjBlyhQAXnvtNZ8v\nzcu9nlmzZnnW27Rpw1dffeVZX7NmDZ07d+bPf/4zgwcP9tnXaQvcyTXt27fPp/ujuOvOzc1lyZIl\n9OrVi59++omQkBCmT5/OrFmzmDt37mVc+RXEHx09l7tMnDhRP/fccxrQ/fr106tWrdJKKR0fH683\nbNigmzdvrhctWqT79OlTqvM0bNjQ5rArWkJCQvT27dt148aNdZUqVXRqaqpu2bKlrZy3g2fSpEn6\n+eef18HBwXrAgAE6JSVFh4SE6KCgIH3HHXfow4cP6zFjxojOoeIW73MFBwfb6pSUlKSVUmK5Ro0a\neZyVLVu2LFZ+sXsSERHhcQZFRETo77//vtT3/WJLRTsvL1e3Q0JCbIvknHOq1999952+6667dGxs\nrGdxel4nzxfQtWrV0oCuX7++3rx5s46JidHh4eGe5brrrtPp6emO3tNRo0bpyMhIfeedd+rVq1fr\nqKgoHRkZqSMjI/Vdd92lDx8+rF9//XVds2ZN2+LEYVvcNVWvXt2z1KhRQ2dlZYnXXatWLV29enWt\nlNLh4eF62bJletCgQToyMlJPnz5dv//++x4np3WJiYmxLVI568CG0NBQ26AIp7rtl0p+uUujRo30\n6tWrdWpqqp47d66uW7euDg8P1ytXrtS9evXS4BoxsXLlyhKfY8aMGXrv3r367Nmzes+ePfpPf/qT\nBvT8+fN13bp1NaD79u2rt2zZojMzM/XIkSNLVO+ibU2bNtU5OTme0QfSyBcn9b5YnZzU/WL7S/ek\ncePGOjU1Vaempur09HRH96E0S0Ub7qIlODjYx4jGxsZe8gf2Yi90bGysbtOmjV67dq3euHGj/t//\n/lfmel2lShV9xx136K1bt+rt27frF198UdSNZcuW6U2bNunU1FR96623OnovLlffrTp/qRFWRcvl\n6LwTfb/++uv1unXr9IYNG/TGjRs996RLly5aa603bNig169fr9evX6/79u3rc15phJH0w1mWuq3c\nhrVccBsdgwPee+891qxZ4+likTzT5fns/BWttXOX/RXE3ZL2kUl5uaV+XCkHtxTmLeXNLg1OJ9wt\nL7x1XgrVl+5dafJ8lzVS+gPpfkrzCUg40e1KM4ywsnDNNdewefNmwsPDffrHDYbKitH5kmNa4AGC\naYHLmBZ4yfG3Frg3pgVuWuAGg8FQqakUwwivBkxr2/+xPiNp/kdpKJw0nthpK01CGl4qncNpKlrp\na0C6toKCgkuWc9piLml61dISG2ufv8Ppl4/0zKSvq9I8WyumBW4wGAwBijHgBoPBEKAYA24wGAwB\nijHgBoPBEKCU9zDCQ8CucjpdTeBwOZ3rSlIZruNKXUNDrXWtK3Dcy8bo9mVTGa4BKli3y9WAlydK\nqbW6EswWXhmuozJcgz9RGe5nZbgGqPjrMF0oBoPBEKAYA24wGAwBSmU24B9WdAXKiMpwHZXhGvyJ\nynA/K8M1QAVfR8D0gSul7gH+qLW+7QqfpwcwTWudeKmyJTz+V8BMrfXUSxY2XBUY3TaUFL9qgSul\nuiqlViqlcpVSR5VS3yulOgBoradfaQW/SL3qKaWy3f/vVEodVEpFem1/SCm1xMmxtNZ9/UHBlVJh\nSqnJSqldSqk8pVSqUqqvpUxPpVSGUuqkUuo7pVRDy/5TlFInlFL7lVJPCed4Xik11iIb5c5n3uty\njhXoGN0uP8pbt933KFMpla+UWqiUqudVTimlximljriXcepyZi2+BH5jwJVS0cD/gPeAOCABeBmo\nmKQIvvQDFnqtBwPDKqguZUUIsAfoDsQALwCfKaUaASilagJzgBdxPY+1wCyv/UcD1wINgV8AI5RS\nt1vO0R9YULSilGoC/AbYZynn5FgBi9HtcqfcdNv9VTMWGOg+VhbwqVe5IcCvgDZAa2AA8HBZXCRA\nhc9k4jVbT3vg+EW23w+s8Fq/DdgC5AKTgKXAQ+5th4EC4CBQ6L6pfb32fQDYDOQBO4CHvbb1ALIt\n554D3On+fyfwHHAUqO6WPQQs8Sp/M7DGXbc1wM1e25Z41bOpu965wGn3ku7e1hzYDlxwy3cC/a7w\nM0gDBrn/HwKs9NoWCZwCmrvX9wK3eW1/Bfgv8B3wk9f9Dcb1QuQAJ9zXdADo5bWvdKyZFa2T/qbb\nbh3YA+QD+4FjRrcrXLdXup9Hqnu5F9eMOk3c+64Ehngd60Egpayuy29a4MBW4LxSaqpSqq9Syp4W\nzI37F3Q28DxQA5ey32wpVgX4CxAGjAcme326HAR+CUTjUvgJSqkbijlXKNANWOwlXotLWYcL5eOA\n+cC77rq9A8xXStUQDv8KsAiIdddnqPsYke7zbcT1QnUGonApulTHSUqp48UsadI+wjHqAM2ATW5R\nErChaLvWugDXS5fkfjZ1vbe7/28GPK21bgmMw6XI17m3fwt8p7VugutlKTpvccdKclLvAKEsdXsc\nLp1+EVcQidHtS1AOup2mtW6rtW6Ly8gDtJLORRnrtt8YcK31CaArrhvzEXBIKfWl++Zb6Qds0lrP\n0VoX4lKo/ZYye7TWH2mtzwNTcT2UOu5zzddab9culuJStFuKqVo3YIPW2pqPcxTwf0opa7RUf2Cb\n1vrfWutCrfWnQAauTycr53B9ptXTWn8DFE0Z/ktcCp0KXNBarwc+x9X9YENrPVRrXb2YpXUx1+XB\n/SJPB6ZqrTPc4ihcrSdvcoFq7m1YtucC4Vrrde71nsA2XN0FVYC+yJ/mxR3LnhM1QLkCur3L6Lbf\n6HYm0EYp1VopFY7r3mmgaHYH67lygaiy6gf3GwMOoLXerLW+X7u85K2AesBfhaL1cH1KFu2ngWzv\nQwG1lVI/KqWGaK1PuuVRAO5WUIrbmXQc10tTs5hq9cOrH9frnOm4+jWfE+pmDanehethWxkBKOAH\npdQmflbihkAn97HHK6XOA38CGhRTxxKjlAoC/g2cBR7z2pSPqxXnTTSuT8d8r3XrtqJj3o7LqKzG\n9ekeAnyplJqCr95d9FiVhTLSbY2rZRyvlBri3m50uxjKSbd34OoGWoOr62m/u2zRM7OeKxrIdz/X\nUuNXBtwb96/lx/z8KeLNPsAzFMr9a+Y9NOo1XL/wfYFHlVLdvMqG4frFfwuoo7WujkuJi/tFFJXc\nzUvAn/FV4L24lNSbBrj6gH3QWu/XWv9Za10Pl2PjVVyt1T24+g8bAqHuZXxxdVRK/cPtAZeWTdI+\n7v0UMBmXMg7SWntn29+Ey/FSVDYSaIKrdXgM1zNo41W+DT9/onbD1QJ53N36jAbOA7WBu3E9q8+U\nUs86OFaloxS63RWXP2ETFr12lzW6/fN+5aXbf8el1+G4upSScDVW0qVzUda6XVad6aVdcDk2ngYS\n3ev1ge+Bj7TF0YOrRZGHy7sbguvX9Rw/O1C8y47G1WrRuBwr1XAZk+64lKYvcBJ4VVscPUBjYIel\nnjvxdcB9BBzB7ejB1Td4HPi9u26/da/X1HZHz2+8rjcJ1y/5FncddwH38bOS34Hr87Us7/k/gBQg\nSthWC9fn3iCgKq5+vxSv7W/gehFj3c9uH66WSSiuz8qvvMrWAOLdSwf3s/pN0XmLO1ZF66Q/63aR\nXrtlRrcrTrer4vohVrh8FQXAWK/tj+Byeibg+oLZBDxSZtdZ0crtdaEJwGe4fs0L3H8/AKKtSu5e\nvx2Xc6jIU7/KrRSR7pu2wv3/SndZDTR17/sorpEQx3F9Ys0sRskfA96/hJLXdyvnEi9ZV+BHd91+\nBLp6bfNW8vHu68zH5UR5np899dcB3wCHcL1E24CFZXi/G7rvyWn3+YuWe7zK9MLVx3nKXe9GXtvC\ngCm4RpYcAJ5yK/En7vX2XmXrev3/pPv59rrYsSpaH/1Qtx/CZfzud+v0Stw/cka3K1S3r8M1wqXA\nXf4nINhru3Lfi6PuZTzuAMqyWAImEvNiuPulsoF7cP26z3VvCgFmaK1fK+FxF+BS8uI+M8sMpdSn\nuF6wmriU5CX3eltcyrgT15Aw6xhqv0Ep1RVYjmvoZtFn4kjgdwTQdfgTXro9HHjWLS6VXruPa3T7\nMvBX3Q5YA66U6oPLiXAKeAZXy+MarfWpi+54eecYAbxXlses7CilmgE3atcIBUMJMLrtn/ijbgey\nAR8N/B8ux8hPuJwKqyu0UgZDGWB02+CUgDXgBoPBcLXjt8MIDQaDwXBxQsrzZEopW3NfCkgKDg6W\n9nV0jnPnzl26UDFUqVLFJjt79qxNJtUvKMj+WyjVRboOJ19BYWFhjvaT6isRGhpqk0nX4PT6z58/\n76h+ZY3Wuswyu5WGsLAwHRER4SM7fvy4rZx03yU9kZ7FhQsXSlHDkmO9LoCTJ08KJS9NbKw9i8Cx\nY8cc7RsTE2OT5eZaAypLR2RkpE0mvQPSM3N6bZINqF69us96QUEBZ86cuaRul6sBBwgJ8T2lZAyk\nGyGVk8jJscUUOCY+Pt4m2717t00mKZJkYPftszujpRfYidGtX7++TVZYWGiT7dy585LHAvlapRdV\nOp70fKQX6dSpq8c/FhERwS9+8Qsf2dy5c23lateubZNJOisZkry8iglObd68uU22bt06oeSl6dmz\np002e/ZsR/t27drVJps/f36J6lEcbdq0scmysrJsMund7tWrl032n//8xyarWrWqTXbbbb7ZhBct\nWnTRehZhulAMBoMhQDEG3GAwGAIUY8ANBoMhQCnXYYSSE7Nu3bq2clL/UmmcH9dcc41NtmPHDkf7\nNmnSxCY7fPiwTVbWzhQr1arZs6uWpk/0uuuus8m2bNlik0nONKvDBeDo0aOOzis97/37rdlS5XNI\nz9tfnJiSbt90002O9pV8GdJ9mjdvnqPjNW3a1CbLzMx0tK/Uzyzp3vr1620y6TlaadasmaN6SO/d\nV199ZZMlJdlTa2/aVPJcUS1btrTJJB+F0/e9QQN7kkXJrybhRLdNC9xgMBgCFGPADQaDIUCplAa8\nT58+ZGRksG3bNp599tnLLhcTE8N//vMfNm/ezMKFC2nXrh1169Zl2rRpLFy4kFWrVvHII4+Ux6UY\nDD441e3XX3+dlJQUcZhdUFAQ69atc9wlY/BfKp0BDwoKYuLEifTt25eWLVvyu9/9TuwTlMq1aNEC\ngL/97W8sXLiQFi1aMGDAADIzMyksLOT111/n9ttvp3fv3jz00ENiP7LBcKW4mM5amTNnDn/605/E\nbcOGDWPz5s1XsqqGcqLcA3msHDlyxGf9tttu45VXXgHgzJkzdO7cGa216MCSnCtJSUlkZmZ6Bt/P\nnDmTG2+8kW+++can3J133snevXsJCgqiQYMGLF68mD/84Q988skn/OIXv+CFF14gMTGRjIwM2zkS\nExPZsWMHTZo0Ye/evQCcPn3aVu7MmTM2mfRjcuDAAZ/1evXq2cpIDkaJuLg4m8ypg1FCik6VAnSk\nQKPs7GybTHJQS0FFUsCTU6d1RRATE0OPHj18ZP/973991vv06cMbb7wB+Op2VFQUVqw6AdCxY0eb\nbv/lL3/hiy++8Ck3e/ZsMjMzadiwIWfPniUzM9MT/ZeQkED//v0ZO3YsL7zwgs2pKOnxjz/+aJNJ\nOnDDDfa5k626JzkdpYCnrVu32mQSksNSesesAYQgOxN/+uknm6x9+/Y2mfRerFy50iarVcs6ragc\ntVzSAMQKN+BWJkyYwC233CJ6tJctW+ZjtItGSLzwwgssWbIEcCnonj2eKQXJzs4WRwPUqVPHx5js\n37+fVq1aUb9+fY4ePco777xDixYtSElJYdiwYT6hw4mJiSQlJYmeeIOhON577z26desm6vbXX3/t\nY8iLIo9fe+01VqxYAci63b1798uqw4QJE3j22WfFxo8h8PA7A75w4ULS0tKYPn06Tz75pM+2bt18\npgC8IkoYEhJCq1atePHFF0lNTWX48OE899xzjBo1CnCFOH/wwQeMHj2a/Pz8SxzNYPiZBQsWFKvb\nffr08VmXhs2Wlv79+3Po0CHWrVt32Ybf4J/4lQG/6aabUEpRt25d8TPDSQs8JyfH53M+MTFR/Dw5\ncOCAz1jb+Ph49u/fz759+9i3bx+pqamA63P0uedck3OHhITw+eef88UXX7Bw4cLSX7DhqqFz584X\n1W0nLXBJt61dkBejS5cuDBgwgL59+1K1alViYmJ48803eeaZZ0p6WYYKxq8M+KBBg9i2bZtHwatV\nq+YTrOKkBb5mzRquvfZaGjVqRE5ODoMHD+bee++1lUtLS6Nhw4YkJiZy4MAB+vfvz2OPPcahQ4fY\nt28f11xzDTt27KBnz56efrHJkyezefNmPvroo7K8bMNVwG9+8xu2bt1arG47aYFLuv3xxx87rsPI\nkSMZOXIkAN27d2fUqFHGeAc45RqJGRwcrK2ZuLz7ljt06MDkyZPRWnPq1CmGDh3qyXomZfCSHC5B\nQUH07duXd955h+DgYP71r38xa9Ysz/aPPvqIv/zlL6xcuZK+ffvy17/+leDgYKZMmcKMGTMAaNGi\nBW+88QZVqlQhIyODBx54gKSkJFasWEFaWponrefIkSM90WGSk0TKWii1mKwZ6g4ePGgr4zRiNTEx\n0SY7dOiQTSY5WEuTNlRKkSkZIadZGyWsGSnPnz/v15GY3lxMtwcOHGgrL2Wo/Oabb7j99tt5++23\nCQoKYurUqbz++uue7V9++SUPP/wwe/bsYcaMGfTo0YOaNWty4MAB3n77bT799OeZwG6++WZeeOEF\n3nzzTZ9zzJw503bevn372mRSVKTkeLaO1JIy+xUUFNhkkmNbck5K74rkAG3btq1NJvkiJJnTyFYp\na6Pk7JUc1JItc6LbfmXAL8blGHArUii99AAaNWpkkzlNz2oMuDHgJd33cgy4Fen9lULz69SpY5NZ\n09+CMeCBZsAr3Thwg8FguFowBtxgMBgCFGPADQaDIUCp8HSyEtJ0UlI/WXR0tE124sSJEtTMhRRd\nJfUnSn3b0r41atSwyaRIr7JE6oeUUlpu377dJnPqA5AiRaX7Lt0nqW9X6qOXSEhI8Fk/ePAgZ8+e\n9Ys+8JiYGN2lSxcfmRSuLt3Pu+66yyYrivD1Ror0k/qxv/vuu4tVtUxwOrertS/bScrZ0uI0VbKE\n9CykKd+c+qScYk2fm52dzenTp00fuMFgMFRWjAE3GAyGAMUYcIPBYAhQShWJqZTaCeQB54FCrbU9\nbZfBEIAY3TYEAqVyYrqVvL3W2j5JpFzedjJpkLxUJykA5vjx405OWyqkdJDWgBKQnTOSQ1FKp2kN\nbpDm2+vUqZNNJs3NKTknW7dubZNJzlTJYSshOY8lp45Tx5GEFBgl1e9KBfKUhW5LSNclpYSQUuda\nA75ADmRxiuR4l5zM1jB/cOVuKQlOHeW9evWyyb7//nubTEpjLNkFp/fJmq4D5PdYCryR9F16Rxs2\nbGiTWfPjHDhwwJGD3nShGAwGQ4BSWgOugUVKqR+VUkOkAkqpIUqptUqptaU8l8FQnhjdNvg9pc1G\n2FVrnaOUqg0sVkplaK2XeRfQWn8IfAilyxdhMJQzRrcNfk+pWuBa6xz334PAXKBjWVTKYKhojG4b\nAoESOzGVUpFAkNY6z/3/YmCM1rrYmQ6qVKmirY4YabIFp9m/JAejlLVQimqTkuo7RTqvlHVMcnZ6\n54AuQrpeK1L0o3QsydkrOYlq1qxpk0kOFym7oTTXpVMkJ9auXbtsMqd6eSWcmFdStyWH4KpVq2wy\naRpAyUkm3bvS0Lt3b5tMiux06vC2RmxKz/Wll16yyb799lubTJrDUspaKL0DknPfqZ2pKJzodmm6\nUOoAc90PKASYcTEFNxgCCKPbhoCgxAZca70DaFOGdTEY/AKj24ZAwQwjNBgMhgDFGHCDwWAIUMp1\nUuPCwkJb6lBpGi+njgSnaUglpOgqa7pSkB12UuScdB3h4eE2Wbt27Wwy69RjkhNGcpzu2LHDJrvx\nxhttMikVr3S8ork+vTl37pxNJiEdT3o+Tqeok7A6qKVp4SqK8+fP25zK0jReUiSmdO+k++50ejsJ\nKcJw2bJlNtnixYttsmHDhtlkUsSmNMGy1RkrTSfmPVdnEdI0c5IT84cffrDJpCngpBTVaWlpNtng\nwYNtskWLFtlkR48etcmcIulFampqiY5lWuAGg8EQoBgDbjAYDAGKMeAGg8EQoBgDbjAYDAFKhc+J\nKTkOpQi2isJptFarVq1ssvbt7SmkpUhRa0pMKf3r0qVLbTLJSSg5Q+rUqWOTSVGX69ats8kkZ6/k\niJPSa0r7Ss4vKTpTQnKAXql0spdLbGys7tmzp49MutZ58+Y5Ol5YWJhN5tRpe/vtt9tkCxc6i0Ny\n6uyUkJxzI0eO9FmXIiKld0cqt3atPWfYtGnTHNVDimKVomIlp6gUyX333XfbZJ999plNJiENgpCi\nqp3otmmBGwwGQ4BiDLjBYDAEKMaAGwwGQ4BiDLgfcGNKChH5+Ze1T2RBAT0zMq5QjQwGQyBQrk7M\nkJAQHRMT4yOTIpokp5sUweUU6XiSg+3EiROOZM2bN7fJpNSx0jyRf/rTn3zWr120iPYff8zJxo3J\nmDSJwrg40tPTbft5z6MXeuwYNwwfTtSuXSy7+27Su3f3bJMcrJJTODk52SaTHJsS0rWWJj1vaVLW\n+osTMzQ0VFtT9ErzpDpFSiebkpJS4uNJSBGgkuP9m2++scmcRmf++te/9vxfb+5c9nbpwtnq1X3K\nSHpX5MgPPnKEmEWLOPq73zFo0CBbOSnqUopklt4BKU1uaXT7t7/9rU02a9YsR+fwvk/gSqd79OhR\n48T0d3Z36sTJxo2JyMqi+dChhFwiRNfbeB+Nj2f7DTeUU00NhpJTb+5cmr37Lu2feYYqDicjDz5y\nhMYPPki9sWOJE8LtDcaAVzhnYmLImDTJx4hXFVr94Gu88xs25L9PPMEpYUiSweBvHOrRg4KGDYna\nvduRES8y3lW3b+d0kybk3nZbOdU0sDAG3A8ojIvzMeJ933zTZsStxnvdW28Z420IGM7FxpI6YQL5\nDRpc0oiH5eb6GO+syZM5X6NGOdc4MCjXbITBwcFER0fbZFZK098tUd3S5wb2qZ4A8h06EjME52HH\njvYpE6+55hqbTApQaN++PcTGsn/GDBLuu4/YzEzufP99j+IGHzlCg/vvJ3LXLgoaNWLjX/8KsbGE\n5ebajrV161abTOr/i4uLs8mkvkOrzwLkZ3ZceBmjoqJsslyhztLzlvwHVr9FafqYy5qwsDCaNGni\nIytN/TZv3myTNWvWzCaTnrdEDcEA9ujRwyaTAlmkzIhSoJGU9fK6667zWd/6wQc0HzqUqKwsOj73\nHBmTJhHkNRVd6LFj3DhuHFV37SKvfn1WvvQSZ0+cgBMnRL+A1Z6A8/5uidL4cqSp8aSpEKXAIOu9\nc1oP0wL3I87XqEHOv//N6SZNqLp9O40ffJCwbdto/OCDRO7cSUGjRqT99a+cs6SfNRgCBevXZvOh\nQwk9dgxwG+9nniGqyHi/9prN4WnwxRhwP+N8jRpkTZ7sMeLX3nknVbdvN8bbUGmwGvEbn3mGSPff\noi5CY7ydYQy4H3K+Rg32vPmmj2zzSy8Z422oNHgb8ahdu+g8ZIjHeP/45pvGeDvEGHA/JPjIEeo/\n84yPrMXLL3s+NQ2GykBhXBzbX3vNR7bxL38xDZXLoFwDeYKDg7V1aiPJQSJNfyQ52CQk59ypU6ds\nMslJJjk/pAxwksNSCmKQAn4kp0uLFi08/4fn5fGbv/+duH37OFq3LosffJDekyd71uc9+SSn3ceQ\nAjHetLTcQc7EJjnEpHssZUmTnI6So1hybDpFmo5Oeo7+EsgjZdqU+NWvfmWTffHFF2VeHytWByvI\n2R1vvfVWm2zDhg022YgRI2wyKTOgNdPkpEmTPP8HHT5M3F13EerliD3TtCl7p03jzkcecXTOd955\nxybr1KmTTTZx4kSbzClOA3Qkh7/ktHeagdVkIwwwwvPyuGviRI+x/vKJJziWkMCXTzzB0bp1idu3\njwETJhQ7TtxgCBS8jfeZpk3ZPX8+Z5o2JSwzk3r33kusw7lYr3aMAfcTiox3jQMHPMa7qKV9Ojqa\neU8+aYy4oVLgbbzPNWvG3mnTOOv+W2TEP9q+3RhxBxgD7gd4G+8jder4GO8iJCMujQM3GPwZq/E+\nOnu2J0jnfI0aHiPe5PRpY8QdYAx4BVPt1Ckf4z370UdtxrsIqxG/ZdQoY8QNAUPMmTM2433BkgCs\nyIhvr1rVGHEHlLsT0xqdJ2X7k4gVPNPHynhUhuSEkKYPk5x9ktOtf//+l9x3YHY2w7Zt41CtWnzy\nwAOcjIoSHbve2fmqnTrFiIULSTh+nM+6dWPZ9dd7tknRpPPnz7fJpHNITlHJuSI5E6XoTGt2PnAe\nZdugQQObbPfu3TaZPzsxe/XqZSsnZfazZqIDmDt3rqPzShn6Pv/8c0f7OkWa8kzSHylS8uGHHwYg\n5OhRkv7v/4jIyiKvfn1WjR3rGSooZaMc9/TTvPHDDzTMz2dXVBTPdexI73vusZX76KOPbDKnWRul\nqfwkx67EgAEDbLJdu3bZZGlpaTaZdD+lDKROdLtcQ+kNdv6bmEizZs34KSmJk0LouUReeDjjb7+d\nLnv3+hhvg8FfqfHdd6LxLo7csDCe69jRY8Rv8aO0Cf6EMeB+wFph2NOlyAsPN8bbEDAccH8pZLZt\n6zhIp8iI37J/P/9r2JC7rmQFAxTTB24wGMqFA4MGXXaEZW5YGP/zmszE4Isx4AaDwRCglKsTMzQ0\nVFsj9qTplJo2bWqTSUfAqyIAABQcSURBVFOFSelaJUeC09SMUspNpxGgUtpIadq2zp0722TW+nlH\nZhbx9ddf22SSQ1ByxEpI6UqlaNL69evbZHv27LHJpOhZySkq3U8pilM6h4Q/OzFLgxTtK6V6jY+P\nt8mk92fFihWOzut0OkPJEbdjxw6brGXLlj7rjz32mK3M008/bZPdfPPNNpmkO5Kz++TJkzbZl19+\naZPdfvvtNpkUdbpv3z6bTHovunbtapN96nAmIet7m5+fT2FhoYnENBgMhsqKMeAGg8EQoBgDbjAY\nDAGKMeAGg8EQoJTrOPCgoCDbPImSE1OK9JNSMErOydLMaSc5AJ06MaV57iQHy08//WSTWefJlO6J\nlNZWcnZKzirrvIQgOyylyDQpElNy9l64cMEmO3jwoE0mRfBJDsvyiLwtS8LDw20peiU9luawlPRE\nuseSY09y2ks64HRggNNIWSlyUErlbHVkS7otpdjduHGjTSa9YytXrrxoPYuQHJZSqmTJYSnNn3v6\n9GmbrDTpk6W0s04wLXCDwWAIUIwBNxgMhgDFGHCDwWAIUC5pwJVSU5RSB5VS6V6y0UqpHKVUqnvp\nd2WraTCUPUa3DYHOJSMxlVLdgHzgE611K7dsNJCvtX7rsk4mRKtJEYySs0KKarQ6RAFq165tk0lz\nQkrlJKebNHek5IgKCrL/FkrRalK61/2WTGvSM7nxxhttMslxKEXDFRQU2GRS5KTkAJbS/UoOVQlp\nHkarwxagoZDrQnLOWXWgsLCQCxculDgSsyx1OzQ0VFsdj5JDUEodK0XFRkRE2GTr1q2zySQHteRM\nkxz0kh47xen7Y02pK6XTleawtEZwgux0nD179kXreTEkR/Ftt91mkx09etQmc5pmWdLjwsJCR/Ur\nkzkxtdbLAPsVGAwBjtFtQ6BTmj7wx5RSae7PUPuYL4MhcDG6bQgISmrA/w40AdoC+4C3iyuolBqi\nlFqrlFpbwnMZDOVJiXRb6s4yGK40JTLgWusDWuvzWusLwEeAPXXaz2U/1Fq311q3L2klDYbyoqS6\nLflADIYrTYkiMZVSdbXWRSFLvwbsYVkOkRyWUuSTFMEnOQOk6DIJaQ5H6byS01FyHEmOUsmBITko\nrU5ByZlodXSCPF+nVE5C2rdq1ao2mRQRKTmUpWhK6RwSkpNVwtrKvRKpkEuq2yEhIbaoQ0lnpbku\nJWe8pHcSkt5JSPOTSvouPe8OHTrYZFJ64549e9pk1uu49957bWWmTZtmk61evdomk5yOTo8nIUVZ\nr1q1yiaT5smsUqWKTSZFNzulbt26PutSxKrEJd8wpdSnQA+gplIqG3gJ6KGUagtoYCfw8GXV1mDw\nA4xuGwKdSxpwrfXvBPHkK1AXg6FcMbptCHQCtuMuOjqa6dOns3TpUlatWsUf/vCHMj1+nz592Lx5\nMytWrODRRx8Vy/zxj39k3rx5fPnll8yYMYOwsDAAwsLCWL16NStWrGDVqlU8//zzjq5n9uzZrF69\nmrS0NB588MEyvR5wXVNGRgbbtm1j2LBhYpkePXqwfPlyvv/+e9vsKb/4xS9Yvnw5y5YtY+jQoYDr\nWr/88ktSU1NJT09n9OjRnvLe9+ftt98WPzsNJSc6Opo5c+awdu3aK6Izt956K6tXr2bKlCncfffd\ntu1Fel707J2+g+Hh4QwbNowxY8YwduzYMq+3t54/++yzYhlr3b31dty4caxZs4aFCxeWab2uBAE7\nK/2gQYPIz8+ne/fugNx/W1KCgoJ4//33ue222zh//jwLFixg0aJFbNu2zVOmdu3a3HffffTv358z\nZ84wZswYBg8ezNSpUzlz5gy33norISEhhISEsHDhQhYvXszatcUPxLnzzjvJy8ujU6dOnD9/vkyv\np+iaJk6cSO/evcnOzmbdunUsXLjQpw81KCiIsWPHMnjwYPbt28eCBQv4+uuv2bp1q2fbb3/7Ww4f\nPsy8efNYvHgx27ZtY/DgwWzZsoWQkBBWrFjBV199xZ49e3zuz4QJE+jfv7+YZc5QMgYNGkReXh7t\n27vGB5T1OzB+/HgGDRpEvXr1ePfdd0lJSWH37t2eMkV6XlBQQEhICGlpaaxZs0YMTPKmQ4cOnD59\nmlGjRgGlC8axopTy0fM1a9bw5Zdf2upkrXuR3h44cIDPP/+cTz75hLffLnYAkt9Qrga8SpUqtjn8\nvBWiCCfOqXXr1vHSSy+RnJzM/Pnzefnll9Fa8/333/Puu++yfPlyRowYQbVq1Xx+XYuQnJjVqlUD\nXAq2c+dODh8+TO3atVmwYAG//OUv+eCDDwCX4yg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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -103,8 +103,8 @@ "source": [ "fig, axes = plt.subplots(2, 2)\n", "\n", - "frame = SimulatedFrame((20, 30))\n", - "frame.add_spot((10, 15), 200, 2.5)\n", + "frame = SimulatedFrame((30, 30))\n", + "frame.add_spot((15, 15), 200, 2.5)\n", "\n", "for ax, noise_level in zip(axes.ravel(), [1, 20, 40, 90]):\n", " noisy_copy = frame.with_noise(noise_level)\n", @@ -134,14 +134,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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wYDkwA8gDskTEpar7KzX7EfBnVf13ERkMZAAx/o7NGENAS1hUVducClXXX7lyhfT0dA4d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\nxhhTzf8POY/JrDgZamwAAAAASUVORK5CYII=\n", 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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -154,7 +154,7 @@ "steps = np.linspace(0, 1, num=10, endpoint=True)\n", "\n", "for s in steps:\n", - " frame = SimulatedFrame((20, 30))\n", + " frame = SimulatedFrame((30, 30))\n", " frame.add_spot((10, 15 + s), 200, 2.5)\n", " feature = tp.locate(frame.image, 13, topn=1, preprocess=False, engine='python')\n", " good_results.append(feature)\n", @@ -184,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -197,14 +197,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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xJhh4F7gW2AUsNsb8YK09PRI4NON5EZHcc2Q7THsa1v9IevHKTKr6NEO2NKBwSEGe6VaH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\n", 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", 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" ] }, "metadata": {}, @@ -223,7 +223,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "trackpy-env", "language": "python", "name": "python3" }, @@ -237,7 +237,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.13.5" } }, "nbformat": 4,