From 2af19c9c8e28e4d995e6cf245c5b1c279fe05aec Mon Sep 17 00:00:00 2001 From: Fabian Joswig Date: Thu, 6 Jan 2022 10:58:49 +0100 Subject: [PATCH] feat: example 01 updated --- examples/01_basic_example.ipynb | 150 +++++++------------------------- 1 file changed, 32 insertions(+), 118 deletions(-) diff --git a/examples/01_basic_example.ipynb b/examples/01_basic_example.ipynb index e529c865..834f9d39 100644 --- a/examples/01_basic_example.ipynb +++ b/examples/01_basic_example.ipynb @@ -65,8 +65,8 @@ "metadata": {}, "outputs": [], "source": [ - "obs1 = pe.Obs([test_sample1], ['ens1'])\n", - "obs2 = pe.Obs([test_sample2], ['ens1'])" + "obs1 = pe.Obs([test_sample1], ['ensemble1'])\n", + "obs2 = pe.Obs([test_sample2], ['ensemble1'])" ] }, { @@ -96,7 +96,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If we are now interested in the error of obs3, we can use the `gamma_method` to compute it and then print the object to the notebook" + "If we are now interested in the error of `obs3`, we can use the `gamma_method` to compute it and then print the object to the notebook" ] }, { @@ -108,7 +108,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Obs[1.387(19)]\n" + "1.367(20)\n" ] } ], @@ -121,7 +121,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "With print level 1 we can take a look at the integrated autocorrelation time estimated by the automatic windowing procedure." + "With the method `details` we can take a look at the integrated autocorrelation time estimated by the automatic windowing procedure as well as the detailed content of the `Obs` object." ] }, { @@ -133,13 +133,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Result\t 1.38669742e+00 +/- 1.94840399e-02 +/- 9.74201997e-04 (1.405%)\n", - " t_int\t 5.01998002e-01 +/- 4.47213596e-02 S = 2.00\n" + "Result\t 1.36706932e+00 +/- 2.04253682e-02 +/- 1.02126841e-03 (1.494%)\n", + " t_int\t 5.01998002e-01 +/- 4.47213595e-02 S = 2.00\n", + "1000 samples in 1 ensemble:\n", + " · Ensemble 'ensemble1' : 1000 configurations (from 1 to 1000)\n" ] } ], "source": [ - "obs3.print(1)" + "obs3.details()" ] }, { @@ -156,7 +158,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAGJCAYAAAC5Lib1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAss0lEQVR4nO3dbWxc133n8d/hsx7IGVG2bMWyaw2TIHHVbDKW4gZJsUg83A2QpovsSlYXzr4oUJObAt0mQEEu/cbImxDUiz5ssciSKbAvGqOQxK2xTQt4V7SLtClSxzabTZWkSKxR4iiRS1vUzFAPHJLDsy94Lz0kZ6ghOXfOffh+gAF5n4Z/jcdzf3POuecaa60AAADQXG2uCwAAAIgjQhYAAEAACFkAAAABIGQBAAAEgJAFAAAQAEIWAABAAAhZAAAAAehwXYArxhgj6T2SFlzXAgAAIqVX0i/sPSYbTWzI0lrAuua6CAAAEEnHJP18ux2SHLIWJOlnP/uZ+vr6XNeCJnu7tKgLr13TUyeP6f6+HtflAABiolQq6eGHH5Ya6AlLcsiSJPX19RGyYmhRXeo5cFC9fX3qI2QBABwIzcB3Y0zaGDNkjLm0y+N3dRziqbuzXSceSqm7s911KQCAhApFS5YxJivppKS0pP5dHH9aUq7JZSHCUvs6NfjYA67LAAAkWChasqy1s9baKUn5nR5rjElrF8EM8bZcWdU7t8parqy6LgUAkFChCFl79JSkC/fayRjTbYzp8x9au/wSMXXz9pL+7Ns/1c3bS65LAQAkVKRDljEmJ2mmwd3HJBWrHkzfAAAAAhPpkCUpba1ttItxXFKq6nEssKoAAEDihWLg+24YY4a8cVwNsdaWJZWrjg+kLgAAACmiLVne1Yivua4D4dbeRpAGALgT1ZasfklZb0yWJA1IkjFmRFLeWjvtrDKEwpG+Hv2XJ9/nugwAQIKFLWTVnIrBGJORdNpae06SrLUzqhrw7rVsDfnbAQDRMlda1NxCecv6I73dOsJdGxBRoQhZfoiSdFZrLVQTkl6tapHKSRqWtCVEeRORnvV+n5B0yQthSLAbt8p68ftv6dO//KAOH+x2XQ6Ae3j+lTf1xy/9eMv633vyffrS4PsdVATsnbHWuq7BCW+urGKxWOTehTE0V1rU86+8qaefeIRvwUAE+C1Zb8zd0hfPf1d/dPbDeu+Rg7RkIXRKpZJSqZQkpay1pe32DUVLFgAg2Y709WwIU+89clAnHko5rCjcZmZmNDo6qv7+fl26VPvWvbOzsxodHVU+n9eVK1daXKF07ty7nU83btzQ8PCwpqenNTIy0vJaXCFkAQBCobJq9b1rBUnS964V9MGjfVwlXEcul9PY2JjGx8fr7pPNZjU6Oqrh4eEdPXehUNCFCxd08eLFugHuXoaHhzU8PKxsNru+7syZM7t6rs388OYHx8nJyYaOSafTktb+fa0KepGcwgEAEC8vXr6uT0y8rGdfuCxJevaFy/rExMt68fJ1x5WFlx8attPfv7Nb+87OzurChQsqFAqan5/fZWXShQsXNgQsSfra17626+fzjY6OamRkRCMjI+vhanBwcNtj/FA2NDSkoaEhZbPZHQfP3SJkIZb69nXqMx86qr59na5LAXAPL16+ri98fVbXi4sb1r9VXNQXvj5L0GqhbDaroaEhZTKZPT1PoVBQPr/xhizpdFqnTp3a03POzs6qUCisrxseHtbMzMyWv1VtfHxcQ0ND68u5XE5TUw3PZb4ndBcilno62/X+B7gHOBB2lVWrL3/jB6p1CZaVZCR9+Rs/0OBjD7as6/DcuXPKZDLK5/PKZDI6ffr0+hgoaa1FJp/PK5/P68aNG5qYmFg/dmpqSplMZj1kpNPp9RN8o887Pz+v119/XZOTk5qamlJ/f7/Onz+vsbGxLa1DkjQ9vXYh/vz8fMNdYbVqaaZsNqvBwUFNTk4ql8utr99rN91rr72mfD6//jr4YbA6eFXL5/MqFAo1W/1mZmY21BYEQhZi6XZ5Rf/81oI+8GCvDnTzNgfC6jtX57e0YFWzkq4XF/Wdq/P62MDhwOs5c+aMzp49ux46BgcHlclklMvlNDExoeHhYc3Pz69vHxgY0NmzZ5XNZtfDjn/izufzmpmZ2fXzjo6ObghwzzzzjF5//fUN9c7OziqXy62HiKmpKQ0PD287TqleLbUC3G5dvHhRg4OD6115uVxOo6Ojewo16XRaN2/e3LDOf33rtbzVa+FKp9N1g1kzcfZBLN0ur+hvf/S2Hj60j5AFhNjcQv2AtZv99iKfz2t6eloXL15cX3fmzBlNTk5qcnJS/f39yufzG4KC3xrkB5SLFy/qqaeeUjqdViaT0cmTJ3f9vNWy2WzNwJDNZje00gwNDckYo9HR0ZrB4161NEsmk9GVK1c0MzOjS5cuaWZmRoODg7p48eJ6uGt0XNTjjz++obuv2vj4uCYnJxsan1atv79/T2POGsXZBwDgzJHexubAanS/vZiZmVE6nV5vHZHWrmCrDjebg0s6nV4/WZ8+fVqTk5M6dOiQstmszp49q5GREU1NTe3qeQcGBnb178hkMpqdna0Zshr5NzZTLpdbD4+jo6N65pln1kPWXkPd6Oiozp49WzeAbacVAUsiZAEAHPro8X4dTfXoreJizXFZRtKDqR599PjOrpLbjUKhsN6F59tp99alS5c0OzurmZmZDSFir8+7E9sFiGb8G++lUChoZmZmyziviYkJnTt3ru4YqZ2Ynp7WwMDAPQNWvW5E/3UIGiELAOBMe5vRc599TF/4+qyMtCFo+cPcn/vsYy0Z9J7NZmvOO9VoKJiamlqfIsC/Su/JJ5/UxMTEnp53pwqFQt3xVXv9Nzbq1VdfrTmYPpPJrP+d3XYX+q1w/jp/uolaocn/e/4A/2pBD3qXmMIBMdXV0abM/QfU1cFbHAi7T584qq9+PqsHUxu7BB9M9eirn8/q0yeOtqSOXC6nkydPrg9g9124cKHuMdWDpwuFwpapAfxWo70873b8q+d8ftCr10rTaC31WsPy+XxD0x9MTU1t6JKUtKV1yx8Hdq9HdcCanZ3V7Ozs+hg1vx5/PrB8Pr9hpnlJGhsb21DL9PT0rroYd4N7F3LvQgAIhcqq1flX39SzL1zWVz53QmdPPeJkxvfR0VENDAysn7hPnz6t2dlZjY+Pa3p6WhMTExoZGdG5c+c0Pj6uTCajsbGx9WBSfcIfGhpab7nZ6fOePHly/dY5/j4jIyMaGxtTOp3W7Ozs+rQN0tYpHKqfe2RkZMOVirVq8Wuenp7W+fPnNTs7q5GREZ06dWp9+9TUlEZHR3X16tW6LV/+jPH+2LBqe5nCoVAo6Pjx4zUDqJ9lpqenNTo6uuU2Qv6UFdJaK1v1a7FTO7l3ISGLkBVLlVWr8kpF3R3t3JYDiJDLPy/q1//kW/qr3/0E9y4MKX+QfCvGNIXRTkIWfSmIpRu3ypr8Zl43bpVdlwIAsVLvykVsxcB3AIBzc6VFzS2U9cbcLUla/3mkt1tH+oKfvgGNa9X0B3FAyAIAOPf8K2/qj1/68fryF89/V5L0e0++T18afL+jqrBZPp/XyZMnXZcRGYQsAIBzTz/xiAYfe2DL+iO93Q6qQT10E+4MIQsA4NyRvh66BRE7hCzE0n0Hu/U7nxxQZxvXdgAA3CBkIZba2oy629pdlwEASDC+5iOWbt5e0l/MXtPN20uuSwEAJBQhC7G0XFnVT2/c0XJl1XUpAICEImQBAAAEgJAFAAAQAEIWAABAAAhZiKWDPR365AeO6GAPF9ACANzgDIRY2t/VoQ8/nHZdBgAgwWjJQiwtLlf0w+slLS5XXJcCAEgoQhZiqXR3WS9efkulu8uuSwEAJBQhCwAAIACELAAAgAAQsgAAAAJAyEIsdbS36WiqRx3tvMUBAG6EZgoHY0xa0lOSzlhrBxs8ZsT7dUCSrLXDwVSHqOk/0KXf/OgjrssAACRYKEKWMSYr6aSktKT+Bo+ZsNaOVi1PGmMuNRrQAAAAghSKvhRr7ay1dkpSvpH9vVavrPfTNykpZ4zJNL9CRM1caVF/eOlHmistui4FAJBQoQhZu3RSUnWg8gNauvWlAAAAbBSK7sKdstYWJB3atDrn/azZGmaM6ZbUXbWqt/mVAQAArIlyS9ZmY5KGvQBWb3ux6nGtRXUBAIAEikXIMsZMSDrvjeuqZ1xSqupxrBW1AQCAZIpkd2E1Y8xpSVfuEbBkrS1LKlcdF3RpcKj/QJd+6+OP6mB35N/iAICIinRLljEmJ0l+wDLGpLm6ENLaZKTp/V1MRgoAcCZsZ6Cac2QZYzJVE4/667KSspJmve0ZSUOS5oMvE2FXvLOsFy9fV/HOsutSAAAJFYqQVRWihrU2/9WE1w3oy3nb/P3Tkl6SNCHpStVjYpuB70iQ8kpFP7y+oPJKxXUpAICECsWAFWttXtI571Fr+5SkqarlgrZO4QAAABAaoWjJAgAAiBtCFgAAQAAIWYil/d0d+tXMYe1nCgcAgCOcgRBLB7s79LGBw67LAAAkGC1ZiKXySkU/eec2VxcCAJwhZCGWineW9cI//px5sgAAzhCyAAAAAkDIAgAACAAhCwAAIACELMRSW5tRen+n2tqM61IAAAnFFA6IpfsOduu3Pn7cdRkAgASjJQsAACAAhCzE0tsLZf2Pb17R2wtl16UAABKKkIVYstbq7lJF1lrXpQAAEoqQBQAAEABCFgAAQAAIWQAAAAEgZCGW0vu7dPbUw0rv73JdCgAgoZgnC7HU1dGm96T3uS4DAJBgtGQhlhYWl/XNH72thcVl16UAABKKkIVYurtU0exPb+ruUsV1KQCAhCJkAQAABICQBQAAEABCFgAAQAAIWYilnq52/auHU+rpanddCgAgoZjCAbHU19OpT33gAddlAAASjJYsxNJyZVVzpUUtV1ZdlwIASChCFmLp5u0lPf/Km7p5e8l1KQCAhCJkAQAABICQBQAAEABCFgAAQAAIWYgns3aTaBnXhQAAkspYa13X4IQxpk9SsVgsqq+vz3U5AAAgAkqlklKplCSlrLWl7falJQsAACAAoZmM1BiTlvSUpDPW2sEGjxmRVPAW09bac8FUh6i5causv/6n6/rMrxzV4YPdrssBACRQKEKWMSYr6aSktKT+Bo8ZkSRr7ZS3nDPGTFprh4OqE9FRWbW6cWtJldVkdocDANwLRXehtXbWC0v5HRw2Jmmq6jlmJA01uzYAAIDdCEXI2iljTEZr3YOFGttyra8IAABgo1B0F+5Cps76gta6HLcwxnRLqh6c09vckgAAAN4VyZasbcyr/piuMUnFqse1VhWF1uvb16nf+PB71Lev03UpAICEilvI2m7Q/LikVNXjWEsqghM9ne0auP+gejrbXZcCAEioqIasegPk0/W2WWvL1tqS/5C0EFRxcO92eUXfuTqv2+UV16UAABIqkiHLWpuXVPAGwG/eNuOgJITM7fKK/v6NdwhZAABnwhayanb3GWMy/rxYVcYl5ar2Oa2qKR0AAABcCkXIqgpRw5KyxpgJLzT5ct62dd7s7mljzGlv31NMRAoAAMKCG0Rzg+hYmist6vlX3tTTTzyiI309rssBAMQEN4hG4nV3tOt9DxxUdwdXFwIA3IjqZKTAtlL7O/XrH3qP6zIAAAlGSxZiqbJqtbC4zA2iAQDOELIQSzdulfWnf3dVN26VXZcCAEgoQhYAAEAACFkAAAABIGQBAAAEgJAFAAAQAKZwQCzd39ut3/3Ue9XeZlyXAgBIKEIWYskYo452AhYAwB26CxFLN28v6eJrP9PN20uuSwEAJBQhC7G0XFnVtZt3tVxZdV0KACChCFkAAAABIGQBAAAEgJAFAAAQAEIWYqm3p1ODjz2g3p5O16UAABKKKRwQS/u62nXioZTrMgAACUZLFmLp7lJFl39e1N2liutSAAAJRchCLC0sLuvSD/5FC4vLrksBACQUIQsAACAAhCwAAIAAELIAAAACQMhCLHW2t+nYoX3qbOctDgBwgykcEEuHDnTpzMmHXZcBAEgwvuYjlqy1WqmsylrruhQAQEIRshBLby+U9Scvv6G3F8quSwEAJBQhCwAAIACELAAAgAAQsgAAAAJAyAIAAAgAUzgglg4f7NZv/9px7e/iLQ4AcIMzEGKpvc2ot6fTdRkAgASjuxCxVLyzrL/63i9UvLPsuhQAQEIRshBL5ZWKfvwvt1ReqbguBQCQUKHqLjTGjEgqeItpa+25Bo4ZkpT2jhuQNG6tLWxzCAAAQOBCE7K8gCVr7ZS3nDPGTFprh+9xzJQfqowxaUlfk3Qm8IIBAAC2EabuwjFJU/6CtXZG0tA9jhmsbrXyfk8HUBsAAMCOhCJkGWMyWuseLNTYltvm0IIx5pLXguU/T77O3+g2xvT5D0m9e68cYXWgu0Mff+99OtAdmsZaAEDChCJkScrUWV/Q9i1Tz3jH3jTGTEjKbdO9OCapWPW4tqtKEQkHujv00eP9hCwAgDNhCVn1zEvqr7fRa/makDQtaUTSGb9Vq4ZxSamqx7FmFopwWVyu6Mrbt7S4zNWFAAA3wh6y6gYsSfJar/LW2jNau7KwX9Lrtfa11pattSX/IWmh6dUiNEp3l/WX3/2FSneZJwsA4EZYQlbNcVRa6yqsN8bKH8c1I0nW2ry19nGtjdM6HUiVAAAADQpFyLLW5rUWjraMzfJDVA0ZvTunVrXJJpYGAACwK6EIWZ5xSetXEnqtUVNVyxl/Li1pPXxla4zBetxaOx1wrQAAANsKzaVX1tpzxpiRqq6+U5uuFMxJGpZUPQv8GUljxpgbevdKxNEWlIuQa28zOnywS+1txnUpAICEMtZa1zU44c2VVSwWi+rr63NdDgAAiIBSqaRUKiVJKe9CurrC1F0IAAAQG00PWcaYR6t+/4gx5j9UrwNaYW5hUf/9b97Q3MKi61IAAAkVREvW+uB1a+0/Wmv/V/U6oCWstLSyKiWzNxwAEAJNGfhujElJekprp7RBYzYMNk5LOiXpT5vxtwAAAKKgKSHLWls0xsxo7cq+AUk3qzYXJP3XZvwdAACAqGjaFA7W2quS/rMx5klr7UvV2xiTBQAAkqbp82RZa18yxnxKa92EvrPeA2iJQwe69PQTj+jQgS7XpQAAEqrpIcsYc0FrAatQtfojzf47wHY629t0pK/HdRkAgAQLYsb3S9bar1WvMMY8GcDfAeoqLS7rtZ/M6+Sj/err6XRdDgAggYKYwuFGg+uAwCwuVfT/flbU4lLFdSkAgIQKoiVrwBjzfyTNVq3LaW0aBwAAgERoasjy5ss6K+n85k3N/DsAAABh19SQ5c2X9Yy19h+r13tzaAEAACRG08dkbQ5Ynps11gGB2dfVruwvHdK+rnbXpQAAEqpZt9X595JmrLUlY8zv19hlUNK/bcbfAhrR29Opf/3++12XAQBIsF23ZBljfrtq8VlJJ73ff1NrY7CqH4d3+3eA3VhaWdUvCnfXbhINAIADxlq7uwONqVhrt/TFGGM+UmNM1pZ1rhlj+iQVi8Wi+vr6XJeDJpsrLer5V97U0088wqSkAICmKZVKSqVSkpSy1pa223cvY7JqXjFYK0yFLWABAAAEbS8ha3dNYAAAAAmwp5YsY8zvG2M+7HW9AQAAwLOXqwutpGlJj0t61hhzXNK81mZ6f1Xe1YZ7LxHYOWOM9nW1yxjmwQUAuLGXge+rktLVQcoY8xGtzfie09qAsPc1pcoAMPAdAADs1E4Gvu+lJWtGa61Yf+Ov8Aa4M8gdAAAk3l7GZJ2R9AVjzKNNqgVomndulfU///6q3rlVdl0KACChdh2yrLVFa+1TkgaaWA/QFKurVoU7y1pd5SJYAIAbe753obX2pWYUAgAAECdNv0E0AAAACFkAAACBIGQhllL7O/W5jzyk1P5O16UAABJqL1M4AKHV3dGuR+874LoMAECCEbIQS7fKK/qna0X9yrGUDnbzNgeAuJsrLWpuYeu0PUd6u3Wkr8dBRYQsxNSd8or+IX9DA/cfIGQBQAI8/8qb+uOXfrxl/e89+T59afD9DioiZAEAAIWzJWgnnn7iEQ0+9oDemLulL57/rv7o7If13iMHdaS321lNoQpZxpgRSQVvMW2tPdfgcROSrniL89ba6QDKAwAgtsLYErQTR/p6NoTB9x45qBMPpRxWFKKQ5QUsWWunvOWcMWbSWju8zTFpSS9JetJaWzDGZCW9Lsm0oGQAANbREoTNQhOyJI1JOu4vWGtnjDGXJNUNWZImJJ231ha8Y2aNMYOBVolI6O5o1weP9qq7o911KQASgpYgbBaKkGWMyWite7BQY1vOWjtT59AhSQPe8Rlr7cw2+yJBUvs79ekTR12XASBBaAnCZqEIWZIyddYXJKVrbfCClSRlJeUl5Y0xk5Iu1gpaxphuSdXv9N7dFovwW6ms6lZ5RQe7O9TRzpy7AIJHSxA2C0vIqmdeUn+dbX7IKlhrZyXJGDMq6aqkQzX2H5P0XNMrRCjN317S86+8qaefeCQSYyEARH9ME7BZ2ENWvYBV7TX/F2/we7pOF+O4pD+oWu6VdK0JNQIAmiDqY5qAzcISsvJ11qe32VZvfUE1uh+ttWVJ61+RjOECRAAIE8Y0IW5CEbKstXljTMEYk7HW5jdtqzmQ3Tsmr7VANVu1Ka2q1i0AQDQwpglxE4qQ5RmXlJPkz5N12v/dW85IOr1pgtJRSWflhSzvmBl/jBYAJAljmoBwCU3IstaeM8aMeEFJkk5tmog0p7U5s85VHTNtjOn3JzKVdNhayzxZ0JG+HsZwIHEY0wSES2hClrQWtKoWpzdtm1JVy9am9QCwZ1FvCWJMExAuoQpZcC/qJxnf/O0l/d/vv6V/88sPqv9Al+tyEiPq75+otwQxpgkIF0IWNoj6Sca3UlnV9eKiViqrrktJlKi/f2gJAtBMhCxswEnGrai3BEX9/UNLEIBmImRhgyN9PTp8sFvfu1aQJN1ZWtEHj/apvY15xVoh6i1BhBQAeBchCxu8ePm6vvyNH+h6cVGS9OwLl/UnL7+h5z77WCRuuOy3BM3fXtLcwqL++a0FzS2UaQkCALQcIQvrXrx8XV/4+qzspvVvFRf1ha/P6qufz4Y+aG1uCfrz7/xMEi1BAJAElVW73hPzvWsF5z0xhCxIWntjfvkbP9gSsCTJSjKSvvyNH2jwsQdD3XVISxAAl8J2kt+pKNcfxp6YNid/FaHznavz62/MWqyk68VFfefqfOuK2oUjfT068VBKxw7tkyQdO7RPJx5KRaKrEEC0vXj5uj4x8bKefeGypLWT/CcmXtaLl687rqwxUa7f74nZfB7ze2Jc/RsIWZAkzS3UD1i72c+1O0uVDT8BRMPmlpTKaq329fAJ60m+UVGu/149MdJaT4yL9xIhC5KkI72NtfQ0uh8A7FRUW1LCfJJvRNTrD3NPDCELkqSPHu/X0VSP6vW8G0lHUz366PH+VpYFICGi3JIS5pN8I6Jef5h7YghZAaisWn37yg397+/+XN++ciO06b9ae5vRc599TJK2BC1/+bnPPhaJAZCVVasfXi9Jkn54vRSJ179aVLtLfNTvVhTrj3pLSphP8o2Iev1h7okx1obzTRs0Y0yfpGKxWFRfX1/Tnnfz1Q3SWgtQVOaZon63qN8t6nfj21du6D9+7R/uud+fP/Or+tjA4RZUtDPU71Zl1eoTEy/rreJizaBuJD2Y6tG3Rj/VlIaCUqmkVColSSlrbWm7fWnJaqIoN3f7Pn3iqL41+il95XMnJElf+dwJfWv0U6H+gPZF/fWnfreo352ot6REfbhF1OsPc08MIatJot7cXa29zehDx9KSpA8dS0emizDKrz/1u0X9boW5u6cRYT7JNyLq9UtrDQRf/XxWD6Y2vkceTPU4nUibkNUkUR846JsrLeryz4t6Y+6WJOmNuVu6/POi5krh/Abpi/rrT/1uUb9bUW9JkcJ7km9U1OuXwtkTw4zvTRL15m7f5tvSfPH8dyWF/7Y0UX/9qd8t6nfLb0n5wtdnZaQNLXJRaUmR1k7yg489qPOvvqlnX7isr3zuhM6eeiT0dfuiXr8Uvp4YQlaTRL252+fflmazsN+WJuqvP/W7Rf3u+S0pmwfuPxiBgfvVwnaS36mo1x82hKwm8Zu773V1Q5ibu6WtNyiOiqi//tTvFvWHQxxaUoBqjMlqkjgMHIyyqL/+1O8W9YcHLSmIE0JWE8Vh4GCURf31p363qB9As9Fd2GR+c/d3rs5rbmFRR3rXmuj5NtYaUe9uoH63qB9AMxGyAtDeZkI5K25StLcZHb/vgCTp+H0HIneCiXp3CfW7FfX6gTihuxCxtFyxG34CANBqhCwAAIAA0F2IWJkrLWpuoayr79yWJF1957b6D3TpSG93JKemAABEFyELsbJ5xvrn/vL7ksI/Yz0AIH4IWYgVf8b6u0sV/eTGbT16+ID2dbWHfsZ6n98SV33vSEm0xAFABBGyECvVM9afCvns1rVE9d6RAICtCFmIpcXlit6cv6NH+verp7PddTkNi+q9I320xAHAuwhZiKXS3WX99feu6+knHolUyIrqvSN9tMQBwLsIWQCahpY4JBnvH2xGyALQNLTEuRX1k3zU6+f9g80IWQDgiXpLXNRP8lGvn/ePW2EMicba8Nx2xBgzIqngLaatted2ePwla+1gg/v2SSoWi0X19fXtrFCE3o1bZb34/bf06V9+UIcPRuMDDtgr/ySzWVRaIqJef9RF/fX/w0s/2hASfc0OiaVSSalUSpJS1trSdvuGJmR5AUt+sDLG5CSdsdYON3j8aUkXrbUN3Q2VkAUAQHy0KiTuJGSFqbtwTNJxf8FaO2OMuSTpniHLGJOWFL1JkQAAQFOEcUxoKG4QbYzJaK17sFBjW66Bp3hK0oV7/I1uY0yf/5DUu6tiEQlzpUX9t5d+rLnSoutSAAAJFYqQJSlTZ31BUnq7A70QNtPA3xiTVKx6XGu8PERRZTUcXeEAgGQKS8iqZ1737gZMW2vzDTzXuKRU1ePYHmsDAACoK0xjsmrZNmAZY4astVONPJG1tixpfUScMQ2NjwcAANiVsLRk1WuJStfbZozJSnotqIIAAAD2IhQtWdbavDGmYIzJbO76s9bWG2/VLylbNTB+QFqfCiJvrZ0OrmKE3aEDXfpPH/slpfZ1ui4FAJBQYZsnq+B3/3nzXg3682R5VyCerjdBqdey9TrzZAEAgKDsZJ6ssHQX+pOQpo0xp72AdWrTRKQ51Zkzy9t/zPt9osFpHxBjxbvLuvSDf1Hx7rLrUgAACRWalqxWoyUr3uZKi3r+lTf19BOPhG5yOgBAdEWyJQsAACBOCFkAAAABIGQBAAAEgJCFWNrX1a5Tj/ZrX1e761IAAAkVinmygGbr7enUJ953n+syAAAJRksWYqm8UtHP5u+ovFJxXQoAIKEIWYil4p1lTb9+TcU7zJMFAHCDkAUAABAAQhYAAEAACFkAAAABIGQhlowx6u3pkDEN3S8cAICmYwoHxNL9vd367V/LuC4DAJBgtGQBAAAEgJCFWHp7oaw//bu83l4ouy4FAJBQhCzEkrVWC4srsta6LgUAkFCELAAAgAAQsgAAAAJAyAIAAAgAIQuxlNrfqdOPH1Nqf6frUgAACcU8WYil7o52Pdy/33UZAIAEoyULsbSwuKxv/fgdLSwuuy4FAJBQhCzE0t2lil79ybzuLlVclwIASChCFgAAQAAIWQAAAAEgZAEAAASAkIVY6u5s14mHUurubHddCgAgoZjCAbGU2tepwccecF0GACDBaMlCLC1XVvXOrbKWK6uuSwEAJBQhC7F08/aS/uzbP9XN20uuSwEAJBQhCwAAIACELAAAgAAQsgAAAAJAyEJstbcZ1yUAABLMWGtd17DOGDMiqeAtpq215xo8RpIGJMlaO9zg3+qTVCwWi+rr69tFtQAAIGlKpZJSqZQkpay1pe32Dc08WX5YstZOecs5Y8zkdqHJGDNhrR2tWp40xlyy1g4GXzEAAEB9YeouHJM05S9Ya2ckDdXb2RiTlpT1fvomJeWMMZmAakRE3LhV1vOv/FQ3bpVdlwIASKhQhCwvFKWttYUa23LbHHpSUnWgyns/000rDpFUWbWaK5VVWQ1PdzgAIFnC0l1Yr+WpoDqByQtkhzat9gNZftN6GWO6JXVXrerdSYEAAAA7EYqWrG3MS+rfwf5jkoZrtYh524pVj2t7rg4AAKCOsIeshgOWMWZC0nl/4HwN45JSVY9jey8PAACgtrB0F27p3vOkt9m2zhhzWtKVbQKWrLVlSeWqY3ZYIqKkb1+nPvOho+rb1+m6FABAQoWiJctam5dUqHVVoHeVYV3+wPiqqR/SXF2Ins52vf+BXvV0trsuBQCQUKEIWZ5xvTtw3W+dmqpazlRNPOqvy0rKSpr1tme0Nu3DfGtKRljdLq/o9Z/e1O3yiutSAAAJFZqQ5c3unjbGnPYC1qlNE5HmJK0ve/NjvSRpQtKVqsdEnYHvSJDb5RX97Y/eJmQBAJwJy5gsSetByze9aduUNk5WWtDWKRwAAABCITQtWQAAAHFCyAIAAAgAIQux1NXRpsz9B9TVwVscAOBGqMZkAc2S3t+lf/fhh1yXAQBIML7mI5Yqq1Z3lla4QTQAwBlCFmLpxq2yJr+Z141b5XvvDABAAAhZAAAAASBkAQAABICQBQAAEABCFgAAQACYwgGxdN/Bbv3OJwfU2cb3CACAG4QsxFJbm1F3W7vrMgAACcbXfMTSzdtL+ovZa7p5e8l1KQCAhCJkIZaWK6v66Y07Wq6sui4FAJBQhCwAAIAAELIAAAACQMgCAAAIACELsXSwp0Of/MARHezhAloAgBucgRBL+7s69OGH067LAAAkGC1ZiKXF5Yp+eL2kxeWK61IAAAlFyEIsle4u68XLb6l0d9l1KQCAhCJkAQAABICQBQAAEABCFgAAQAAIWYiljvY2HU31qKOdtzgAwA2mcEAs9R/o0m9+9BHXZQAAEoyv+QAAAAEgZCGW5kqL+sNLP9JcadF1KQCAhCJkAQAABICQBQAAEABCFgAAQAAIWQAAAAFgCgfEUv+BLv3Wxx/VwW7e4gAANzgDIZY62tuU3t/lugwAQIKFKmQZY0YkFbzFtLX2XBDHIP6Kd5b17fw7+ljmPqX2d7ouBwCQQKEZk+WFJVlrp6y1U5JmjTGTzT4GyVBeqeiH1xdUXqm4LgUAkFChCVmSxiRN+QvW2hlJQwEcAwAAELhQhCxjTEZrXX2FGttyzToGAACgVcIyJitTZ31BUroZxxhjuiV1V63qlaRSqdRAeYiahdKi/u77b+o3PphWj5ZclwMAiImd5IawhKx65iX1N+mYMUnPbV758MMP76IsRMULX3JdAQAgpnolbZu4wh6ydhqwtjtmXNIf1Nh3fhd/oxG9kq5JOiZpIaC/gfp4/d3i9XeL198tXn+3WvH690r6xb12CkvIytdZn95m246OsdaWJZU3rQ6sr9AY4/+6YK2lT7LFeP3d4vV3i9ffLV5/t1r0+jf0vKEY+G6tzUsqeIPZN2+badYxAAAArRKKkOUZl7R+VaAx5rSqpmcwxmT8ebEaPQYAAMCV0IQsb6b2tDHmtBeWTllrh6t2yUka3uExLpUlfVlbuyjRGrz+bvH6u8Xr7xavv1uhef2NtdZ1DQAAALETmpYsAACAOCFkAQAABICQBQAAEABCFgAAQADCMhlprHhTTRS8xbR3FSRapGqqjwFJCtEVp4ljjLlkrR10XUfSGGMmJF3xFuettdMu60kSY8yQ1ibFLmjtM2jcWltwWFJsGWPSkp6SdKbW50wYzsWErCbzT/DW2ilvOWeMmeRE3xrGmAlr7WjV8iQneje8aVVy99wRTeOddF6S9KS1tmCMyUp6XZLZ9kA0hff5P+WHKu+/x9cknXFYVix57+2TWgu0W26nF5ZzMVM4NJkx5qak49XfXIwx1lrLh1zAvA+0i1r7VlPw1vknmQHvLgFogapvmJO891vHGDMp6Ur1N3ZjTI67YLRGrS90fMkLlvdlbsxa+/im9aE4FzMmq4m8W/ykazUNG2P4Rt8aJyVV32rJD1bp1peSaE9JuuC6iAQakjTt3SEjJ3GbsRYrGGMueV8y/HMCX+5aLEznYkJWc225j6KnIE7ygbPWFqy1h6y1s1Wr/f+h+KBrEe9DjBN7i1XdxzWrtc+bvNddzhe81nlGa+eBm964uBxDRZwIzbmYkNUa86rRZ4yWGJM0zMDTlkrTNeuEf2IpWGtnvf8Go1rrQkcLeJ8zE5KmJY1IOuO3aiEUWn4uJmS1BgHLAe+b5Hl/4COCZ4wZ4ko2517zf/FO+mlas1rD+8zJW2vPaO3Kwn6tjQlFOLT8XEzIaq56397T22xDALzBkBsGACNY3kUGr91zRwSl3mdMQfW7T9AkVeOAZiTJWpv3BmMXvM8jtE5ozsVM4dBE1tq8MaZgjMls7i5h8GnrVA349S/dTUvqpwsrcP2SslWtJgPS+qXUeVq4guV9/uS1FqiqxyWmRfhthYzenZOp2mSL60i8MJ2LaclqvnFVzQ3kfYOhu6pFvNaUrKRZ7wqrjNauuJp3W1n8WWtnrLXn/Ie8k4u3TMBqjVFJZ/0F7/NnZtPFIAiAd/LO1hiD9Tjv/0DV6wIMxbmYebIC4H9z9xZPVU+OieB4H25XVePqEeZqai3vA+2spNOSzkm6RGtua1TNOC5Jh/n8aR3vM2hM0g29eyXb+uSkaB7vC7T/OZPV2ufMq9WBNgznYkIWAABAAOguBAAACAAhCwAAIACELAAAgAAQsgAAAAJAyAIAAAgAIQsAACAAhCwAAIAAELIAAAACQMgCkDjGmBFjzBVjjDXGXKy636KMMUPGmNe9bZe8GdSrj53wtl3ZvA0AqjHjO4BEMsZMShqqdcsl73YcE5IO1bolijHmorX2TPBVAogyWrIAJFWhgX223HzWa/XifoAA7omQBSCprkjrN/Vd5y2f8hY3bPNkrLX5GusBYANCFoCkmvd+bm6tekrSeK1txpgha+1U0IUBiAdCFoCkKng/0/4KY0xW0mt1tmUk0YIFoGGELABJ5bdkZarWnbTWzqp2K9dpa+1MSyoDEAuELABJVfB+9kuSMea0pAuSVHVF4YC3LSdpurXlAYg6QhaARKoavJ72B79vmq6hoHe7CxnsDmDHCFkAku6wpKestZtbquYl9TPYHcBuEbIAJFlBUk5rg91rbcuKwe4AdqnDdQEA4NC8pNe8we61ts0z2B3AbtGSBSDJZlV/9vZZScMtrAVAzHDvQgAAgADQkgUAABAAQhYAAEAACFkAAAABIGQBAAAEgJAFAAAQAEIWAABAAAhZAAAAASBkAQAABICQBQAAEABCFgAAQAAIWQAAAAEgZAEAAATg/wMgaj+3lh+p5AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -190,7 +192,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can now generate fake data with given covariance matrix and integrated autocorrelation times:" + "We can now generate fake data with a given covariance matrix and integrated autocorrelation times:" ] }, { @@ -199,8 +201,8 @@ "metadata": {}, "outputs": [], "source": [ - "cov = np.array([[0.5, -0.2], [-0.2, 0.3]]) # Covariance matrix\n", - "tau = [4, 8] # Autocorrelation times\n", + "cov = np.array([[0.5, -0.2], [-0.2, 0.3]]) # Covariance matrix\n", + "tau = [4, 8] # Autocorrelation times\n", "c_obs1, c_obs2 = pe.misc.gen_correlated_data([2.8, 2.1], cov, 'ens1', tau)" ] }, @@ -220,15 +222,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Result\t 3.27194697e-01 +/- 1.79228480e+00 +/- 3.07835024e-01 (547.773%)\n", - " t_int\t 5.31748262e+00 +/- 1.57262234e+00 S = 2.00\n" + "Result\t 3.27194697e-01 +/- 1.53249111e+00 +/- 2.49471479e-01 (468.373%)\n", + " t_int\t 4.75187177e+00 +/- 1.33949719e+00 S = 2.00\n", + "1000 samples in 1 ensemble:\n", + " · Ensemble 'ens1' : 1000 configurations (from 1 to 1000)\n" ] } ], "source": [ "c_obs3 = np.sin(c_obs1 / c_obs2 - 1)\n", "c_obs3.gamma_method()\n", - "c_obs3.print()" + "c_obs3.details()" ] }, { @@ -245,7 +249,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -257,7 +261,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -289,13 +293,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Result\t 3.27194697e-01 +/- 1.88231459e+00 +/- 2.01855751e-01 (575.289%)\n", - " t_int\t 5.86511391e+00 +/- 2.16269625e+00 tau_exp = 20.00, N_sigma = 1\n" + "Result\t 3.27194697e-01 +/- 1.67779862e+00 +/- 2.08884244e-01 (512.783%)\n", + " t_int\t 5.69571763e+00 +/- 2.09295390e+00 tau_exp = 20.00, N_sigma = 1\n", + "1000 samples in 1 ensemble:\n", + " · Ensemble 'ens1' : 1000 configurations (from 1 to 1000)\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -308,113 +314,21 @@ ], "source": [ "c_obs3.gamma_method(tau_exp=20)\n", - "c_obs3.print()\n", + "c_obs3.details()\n", "c_obs3.plot_tauint()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Jackknife" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For comparison and as a crosscheck, we can do a jackknife binning analysis. We compare the result for different binsizes with the result from the gamma method. Besides the more robust approach of the gamma method, it can also be shown that the systematic error of the error decreases faster with $N$ in comparison to the binning approach (see hep-lat/0306017)" - ] - }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Binning analysis:\n", - "Result:\t 3.27194697e-01 +/- 1.30323584e+00 +/- 1.74847436e-01 (398.306%)\n", - "Result:\t 3.27194697e-01 +/- 1.42921199e+00 +/- 3.13124657e-01 (436.808%)\n", - "Result:\t 3.27194697e-01 +/- 1.36761713e+00 +/- 4.28131883e-01 (417.983%)\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk8AAAGfCAYAAABGETbcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAvfklEQVR4nO3dQWwcV57f8d9f3qyEjUi2pQlHXHuVEaUZxAzXq1CWvQ58ssWFg6wPNiQTgZ1bRrIOg/EggbTSRdDFXhrBwAMjcCTnFvmglQIdPIsIkOTTALO2ZY7hZYQAI1Mbr2bkMLFMUsaC2qz9cuhqqdhsklXNqn7vVX0/AGF3sdl87jarfvV//3plzjkBAAAgmw2+BwAAABATwhMAAEAOhCcAAIAcCE8AAAA5EJ4AAAByIDwBAADkQHgCAADIgfAEAACQw+/4HgCAejIzJ2lO0lVJM8nmg8k/z0u6LWlY0mOSGs45K2EMY5KuSHrGOTdV9OsDqCbCEwBfZiTtcc7NtTaYWSsoHUg/0cw+NrNh59yMind7vS9Q4tgABIjwBKDnzGxY0mQ6OK3hlKRG0eNIqk071/MaSfVqWPerZwAqjp4nAD40lC9sXJW0pZyhrNuE7wEA6C3CEwAf5tQMRFnNKOP0mpkNm9lYUt1qbWu0tnd47r70c/Mws4OSjnTzswDiRXgC0HPOuZkcU3Zyzs0556bMbL+ZHUy+TpnZvvTzkhB0VNLHkvanvnUs2Xau7bmTki5J2pdsG0v6q75Kflfr9x0xs3Nm1kj9/H5Je5KHh5LxnEo/B0A1mXPO9xgAQFKzMVzNhvFlfUhJWJlIN5Ob2WeSDrRfKZdcyXfUOfdGatsRSYfaX9vMvkqee7rt50+r2Zc1k2w7J+m2c+5Qh991wDl3vtv/bgBxofIEICb72h5PSTrU4Xmd+qnmVnjNTtOBM5K2tF1B91GH3w+ghrjaDkAUksrO+aRvaZ+aYairXqWMPmp7PFfi7wIQEcITgCgkvURXJF12zh1Ntu1RuFfhAagopu0AxOKcpKut4NQuwxVzjcJH1HkcB9d+FoCYEZ4AxGKfmlfGpQ23fb9lrsPPr2sxzFW0/65GSb8HQCAITwBiMSdpb+tBUmma0f2w0kg996pSYSmZ8ntM0vAKFapG2+NOU4Htz0n/rr3J7xlTs4kdQIWxVAEAr5LAcUjNKlKrenRZzWB0zjl3OXnesJq3aZmS9JmaywacT5Y3uCzpVGpZgYakd9Rs+p5T84q6LWqu63Q7+X231Vz/aX/yu04lr9PaNifptHPuqJlNJtuG1VzC4FRreYS2cX2ZXh4BQDURngAAAHJg2g4AACAHwhMAAEAOhCcAAIAcCE8AAAA5EJ4AAAByIDwBAADkUJl725mZSfp9SXd8jwUAAESlT9JvXcb1myoTntQMTjd9DwIAAETpYUm/yfLEKoWnO5L0t3/7t+rv7/c9FgAAEIGFhQX9wR/8gZRj5qpK4UmS1N/fT3gCAACloWEcAAAgB8ITAABADoQnAACAHAhPAAAAORCeAAAAciA8AQAA5BDcUgVmdkTSXPLwtnPuvMfhAAAALBFUeDKzS5IOOedmzGxM0seSzPOwAAAA7glm2s7MDkqacs7NSJJzbkrSHr+jAgAAWCqY8CRpUtKl9IYkQAEAAAQjiGk7M2tIakhqJBUoSdrpnDvqbVAAAAAdBBGeJA0n/9zinDstSWa2z8zOOecOdPoBM9soaWNqU1/JYwQAoCuzC4uavXN32fbBvo0a7N/kYURYj1DC05bkn1dbG5xzl83skpkNt/qg2hyTdKInowMAYB3e/eBz/ezKr5dt//Ez39dPxn/gYURYD3PO+R6DzGxY0meSHnTOzaW2fyXph52WK1ih8nRzfn5e/f39JY8YAIDsWpWn67Nf69Wzn+jNid3aNbiZylMAFhYWNDAwIEkDzrmFLD8TROUpWZpAak7fpZvEG6v8zF1J92qgyc8DABCcwf5NS0LSrsHNGn1owOOIsB4hXW03pfvTd+3bAQAAghBSeDoq6V5zeHLV3fkV+p0AAAC8CGLaTrrXID5sZpOpbR2vtAMAAPAlmPAkSa1lCgAAAEIV0rQdAABA8AhPAAAAORCeAAAAciA8AQAA5EB4AgAAyIHwBAAAkAPhCQAAIAfCEwAAQA6EJwAAgByCWmEcAABUz+zCombv3F22fbBvowb7N3kY0foQngAAQKne/eBz/ezKr5dt//Ez39dPxn9w73EsIYvwBAAASvXSE9s1PvJdXZ/9Wq+e/URvTuzWrsHNGuzbuOR5WUOWb4QnAABQqsH+TUsqR7sGN2v0oYFlz8sasnwjPAEAgCBkDVm+cbUdAABADoQnAACAHAhPAAAAOdDzBABYJpZLxgEfCE8AgGViuWQc8IHwBACRK6NKFMsl44APhCcAiFwZVaJYLhkHfCA8AUDkqBIBvUV4AoDIUSUCeoulCgAAAHIgPAEAAORAeAIAAMiB8AQAAJAD4QkAACAHwhMAAEAOhCcAAIAcCE8AAAA5EJ4AAAByYIVxAABSyrjRMqqF8AQAQEoZN1pGtRCeAABIieVGy1TI/CE8ATXEThdYWSw3WqZC5g/hCaghdrpAuLKe3MRSIasiwhNQQ+x0gXBlPbmJpUJWRYQnoIbY6cIHpouz4eQmfEGGJzNrOOfmfI8DAFAcpouz4eQmfMGEJzPbJ+lS6vGMpHHn3Iy/UQEAikJFBT6UUfEMJjxJakjak/z7HKEJAKqFigp8KKPiGVJ4kqQZpusAAEBRyqh4hhaeAAAAClNGxTO08PSimd1O/n2vc+6o19EAgCdcmQaEK6TwNKPmtN2UJJnZFjM75Zw71OnJZrZRUrrm1teDMQJAT3BlGhCuYMJTKzSlXJZ0ysyOrtAHdUzSidIHBqCWfFd+uDINCFcw4amdc27GzCRpWFJ7sJKk1yX9NPW4T9LNHgwNQA34rvxwZRoQriDCk5k1JN2QtKe1REGybUXOubuS7p0WJkELQA2VUSWi8gOsznd11qcgwlPiatvaTsNSx+k8AFiijCoRlR9gdb6rsz4FEZ6cc3Nmdqlt8zFJXG0HVAxVIqAa6vx3F0R4kiTn3BtmdiR5uFPSJefcaZ9jAlC8PGerWYMWVSKg9+r8dxdMeJKaAcr3GACUK8/Zap2nBequzv00CF9Q4QlA9eU5W63ztEDdEZwRMsITgGDVeVqg7gjOCBnhCQAQHIIzQrbB9wAAAABiQngCAADIgWk7AIXg6igAdUF4AlAIro4CUBeEJwCF4OooAHVBeAJQCK6OAlAXhCcAQNdi6nWLaawIG+EJANC1mHrdYhorwkZ4ArAiztSxlph63WIaK8JGeAKwIs7UsZaYet1iGivCRngCsCLO1AFgOcITgBVxpg4Ay3F7FgAAgByoPAEA0CUuqqgnwhMAAF3ioop6IjwBANAlLqqoJ8ITANQEU0zF46KKeiI8AUAP+QwwTDEBxSA8AUAP+QwwTDEBxSA8AUAP+QwwTDEBxSA8AR7Qe1JfBBggfoQnwAN6T4BicCICHwhPCF4sO8c846T3BCgGJyLwgfCE4MWyc8wzTqZugGJwIgIfCE8IXiw7x1jGCVQJJyLwgfCE4MWyc4xlnACA9dngewAAAAAxITwBAADkQHgCAADIgZ4nALUSy9IXAMJFeAJQK2UsfUEgA+qF8IRa4mBXX2UsKRHLWmQAikF4Qi1xsKuvMpaUYI0voF4IT6glDnYoEmt8AfVCeEItcbADAHSLpQoAAAByIDwBAADkEOy0nZldcs6N+x4HwJV5AIC0IMOTme2XtM/3OACJK/MAAEsFF57MrCFp2Pc4gBauzAMApAUXniS9KOm0pEnfAwEkv1fmMWUIAOEJKjyZ2Zikq77HAYSCKUMACE9Q4UnSY86508nU3arMbKOk9LxJX2mjAjxhyhAAwhNMeDKz/c650zl+5JikE2WNBwgBi3kCKAItAMUKIjwllaa5nD/2uqSfph73SbpZ0JAAAKgMWgCKFUR4UrNJfGfS8yRJOyXJzI5ImnHOnW//AefcXUn3YrSZ9WKcAABEhxaAYgURntqn68xsWNJB59wbnoYEAEBl0AJQrFBvz9LwPQAAAIBOggtPZnZQyRpPZnbOzFhpHAAABCOIabu0ZAovz1V3AMTVNADQK8GFJwDd4WoaIGzffOv06c05SdKnN+f0yFC/HtjAxU4xIjwBFcHVNEC4Lk7f0sn3runW/KIk6fiFab31/nWdeG5Ez44OeR4d8gqu5wlAdwb7N2n0oQHtGtws6f7VNEzZAX5dnL6lw2em7gWnli/mF3X4zJQuTt/yNDJ0i8oTAAAl+eZbp5PvXZPr8D0nySSdfO+axke2MYWXk88+T8ITAAAl+fDG7WUVpzQn6db8oj68cVtP7tzau4FVgM8+T8ITUFM0rwLlm72zcnDq5nm4z2efJ+EJqCGaV4HeGOzLNn2U9Xm9EMuyJz5XTSc8ATXTal5t78FoNa++/fIYASpCVBLD9PiOLRoa2KQv5hc79j2ZpG0Dm/T4ji29HtqKWPZkbVxtB9TIWs2rUrN59ZtvOz0Dobo4fUtPTb6v4xemJTUriU9Nvr/uq7jaAxn/X+T3wAbTiedGJDWDUlrr8YnnRoIKui89sV0//9FTenNityTpzYnd+vmPntJLT2z3O7CAEJ6AGsnTvIo4lHUZfFmBrI6eHR3S2y+PadvA0imvbQObgqz0suzJ2ghPQI3QvFotZVUSWZeoeM+ODukXR5/Wa8+PSpJee35Uvzj6dHDBCdnQ84RCxdJoWFcxNq9iZWVcBs+6ROV5YIPp0YcbkqRHH27w/kWssPBkZs9I+lLSjHNuoajXRVxoNAxbjM2rWFkZlUTWJQLW1tW0nZm93WHzjJr73gkze2Fdo0K0aDQMW4zNq1hZGZVEpnaBtXXb87Rsz+qcu+Gc+5Vz7h1Jw+sbFmJFo2H4YmtexcpalcSVoq5JGspZSWRqF1hbpmk7MxuQtCO1aYeZ/ZGWh6gtagancUn/sZARAijcs6NDGh/ZprMffa7jF6b12vOjmti7nYpTZFqVxMNnpmTSkqnYbiuJTO2iLFVaiyxPz9NWSQckHUwe/2qF530s6cX1DAroFg3r2dG8Wg2tSmJ6xXipGXC6WTG+jEAG5LmrQQwhK1N4cs7NS7oi6YqZTUkac869UurIgC7QsI46KrqSWHQgQ73luatBLLeOyn21nXPutJn9sIzBIEwxVXN83igS8KnoSiJTuyhCnqUvLl37IppbR3W1VEHSFL4iM3vbOXe4uyEhNDFVc3zeKBKoGqZ2sV5Zl774q8++jGp9sa7XeUqWI9ibPGy0fftFSYSniqCag6LF0NMAYP2yLmnxy5n/G9X6Yl2FJzP7czUbx69Kmmv7dkPLwxQiRjUHRSqrp6GMQEbIA9Yn+5IW2f6uQllfrOt72znntjjn/sQ592Lb159IWnVaD0A9dXPPtPYA0+k+bWXcxJYb4wLrl3UtsqzVpFDWF+s2PH20xvePdvm6ACqqm5vYZgkwZdzENpQb42YJjigH730xst7V4I+Htxa+4GuZuq48mVn/Kt/majwAS+S5Z5qULcB0E8jWUsZrdqOqla8YQklV33tfstzVILZbR3Ubnj6TdMzMXjezF9q/JB0qcIxAFDtcrP455blnWtYA81czX+YKZFnkDXllCKXyVbQYQklV33vfnh0d0i+OPq3Xnh+VJL32/Kh+cfTpJX2OMd06qtur7d5Xsyl8TsuDUkPquM8DuhLLoml1t9bnlOeeaVkDzC8/+zLTa+ZpMvV9Y9w86+KEchaeRZ6FEn2p6nsfiixLX8Syvli3lacZ59yGpGm8/WuDpP9W5CBRX5wF+pe1YXutzynPTWyzB5Ns52l5mkx93xg3hMpX0UKZCl1LFd/7GMWwvli34WmthvDXu3xd4J5YdrhVlmWaJevnJClzT0PWYPLk8HcKbzLNE/LK4LvyVYZYQklI733WVgVaGvzoKjw5566s8ZQ93bwukBbLDreqslb98nxOWXsasgaYP965tfAmU9+Nq74rX2UIKZSsJpT3PmtvWAw9ZFW1Zngys++Z2fdSj/vN7OlVvl4QSxWgALHscKsoT9Uv7+eUpXE0T4Apo8nUZ+Oq78pXGUIJJWsJ4b3PetJCS4NfWSpPU5IupR7vlXQ5+Tq/wtdwscNEHcWyw03LU0IPudyep5rUzeeUtXE0a4DJEsjyKuM1s/Bd+SpDCKEkC9/vfdaTlr//h29pafAsS3g6IOmV1OMZSedpGEfZYtnhtuQpoYdebs9TTSrzc8oTYMpoMvXVuBrTJdtZ+A4lefh877OetPzXX/4NLQ2erRmenHNX0j1OzrkbomEcPRDTDjdPCT2GcnuealLZn1MMV96UwVflqywxBUJf733Wk5b/dfvvCn095Ndtw/iNNb7/q+6GAywVww43T39QLFcQ5q0mxfA5xahqwTFvKPE5te3jvc960vJPt/xeoa+H/Lq+PctKzGzAzH5d9Ouivso6Cyxqx5ynPyiWKwi7qSZVrVKCcmQNJaFPbZch60nLv33ye1G1NFRR7vBkZjvM7O2VvtRsJOcTQ6GKPgsscsecpz8opisIu6kmVa1SAj9imNouQ9aTlt/9nQ3RtDSEougqZjeVp4aat2TZKWlr6munpHFJD6oZoBC42YVFTf9mftnX7IL/A3eZit4x5+kPiu0KQqpJ6LVYprbLkvWkhany7MqoYnZzb7s5Saedc690+qaZ/Qs1AxQC9+4Hn+tnV5bPsP74me/rJ+M/8DCi8pVx76pWqf2L+cWOr2tq7tBaJfQ8zw0B1ST0Up6p7Sd3bu3dwHoo6/3dQrgPXHtF55Gh/qD2EVnuqfgvt//j3K+bu/K01tV2SbM46zxF4KUntuvnP3pKb07sliS9ObFbP//RU3rpie09+f0+Kl9l9Bzl6Q+K6QpCIKsip0RimtouU9aTFp8nN6H3pZVZxeym8iTn3PwaT2l087rorcH+TRrsv1/y3TW4WaMPDfTs9/uofJW1Y26V0E++d21JONs2sEknnhtZtqBj1ucCobs4fWvJ/8vHL0zrrfevd/3/cmxT23WVpaLje1+W9WT547/5Kvdr5w5PZjYg6ZlVnjKs5irkeV+3IenF5OFONQPYUefcXN7XQhxeemK7xke+q+uzX+vVs5/ozYnd2jW4WYN9G0v7nd3umLOUpvOU0EMotwPrVcYBNO80OHqvjPaHMmQ9Cf4/X+evYnbTMD6s+7dh+S8dvvZKOtjF605KuuqcO+2ca00LnuvidRCJwf5NGn1oQLsGN0u6X/lKV8OK1s1q2HlK03lK6PQS1VfIt+bJqqwpkbKntqvw3vsWy5IrWU+W/8nm/MecbsLTnFa/PctEhmm9ToYl7Us9/qztMbBueXfMdb1kGuUJvU8kqzIPoGVdSVaV9963WPrSsp4s7/le/mvcum0YX3b7lWRxzBfMbHfuUTRfd9w590Zq006x5AFKkHXHXPdLplG8EMJ4UZWXsg+gRS+TEcJ7XxWx9KWVWcXs9vYsy26/klSbrkgyM/sP3bxui5m1qlCH1vM6wEqy7JhjKU0jDiGE8SIrL704gBY1tR3Ce18lMd20vawq5rpuz5JUmv5d60vSATWbySfW8ZoH1ex1OuScm1nleRvNrL/1Jamv29+JelprxxxKaZoejWrwHcaLrrzEdAD1/d5XTWxLrpSx2G9X4Sm5RcttSW8kX69I+rPk38fVDFFdSRrG90g6amZHVnnqMUnzqa+b3f7OKqnrquFlCKE0TY9GOXwEUp9hvIzKS0wH0FBOhKokthXOi75Ap6t1niQdkbTHOXfDzH7onHun9Y1khfFhSX+zrpE1r767ZGbnV6hAvS7pp6nHfSJA1XLV8LL4vmQ6hnVUYlT0ukRZ+QzjZa3aHcuaZWW/96Gvsl2WOi+50u203VTSOC5JS1ZV7GaFcTNrmNm5ZK2nllZg6njFnXPurnNuofUl6U6e31lVvlcNrxKfZ9b0aJTDZ9Owz2muMisvMdz/sMz3vu7V4bouudJteErvsX+V9DulNXK+XqtBPP1/bus1Vux7wnI+1k6qMl+laXo0ild2IF1rKtBnGC+78uL7AOrrvecKvvrqNjyZmf1nM/vIOXdF0itm9u/N7OkkSI3neTHn3JSaNxtOB6UJNStcLFcAr3ycWdOjUbwyA2nW6oOvMB5Tc3devt57qsP11u1SBe9I+ljS6WTTPkn/Rs11mSa1yo2DV/G6mU22vtSsPK12GxgEqopXh/X6zDqEZvWqKSuQ5q0++AjjMTV35+Hzvac6XG9dL1XgnHun1SjunJtzzj0m6UHn3Fbn3CddvN6cc+5o6usQ97WLT93n/4tS5UqBL2UE0m6rDz6muWK7Omotvt97qsP1tq51ntLM7GlJO5I1l1BDzP8Xp9tKQRWrfkUpI5DGVn2Iobk7K9/vPdXheut2nae3O2y+oeb+Z8LMXljXqBCctQ7KzP8XL2+lgKrf6sqYuoqx+uC7ubsovt97qsP11nXDePsG59wN59yvkqm8XEsVIGxZDsq+zwKrKmulgKpfNkVPXVF98Mf3e1/VPjJkkyk8JTf93d36UnN67o/S25Kvrq62Q7iyHpR9nwVW2VqVAqp++RQ5dUX1wZ8Q3vuq9ZEhuzyVp61q3oZlSs1w9Kvk39Nfl9W8me8rxQ4TPuQ5KPs+C6wzqn75FTV1RfXBn1De+yr1kSG7TOHJOTfvnLvinHtFzWB02jm3YYWvvanVxxGxPAflEM4C64qqn19UH/wJ5b2vSh8Zssvd8+ScO63mGk+ouDwH5VDOAqX6XXFG1c8/qg/+8N7Dh/UskomKy3tQDuEssI5XnFH1CwPVB39479Frha3zhOrp5qDs8yywrlechVT1A4A6IDxhRd0elH2cBdb9irMQqn4AUBeEJ6wqloMyV5zR+wEAvfI7vgeA8D07OqTxkW06+9HnOn5hWq89P6qJvduDmgbiirMmej8AoHxUnpBJ6AdlrjgDAPQK4QmVwBVnAIBeYdouErMLi5q9c3fZ9sG+jRrsp5rSam4/fGZKJi1pHOeKMwBAkQhPkXj3g8/1syu/Xrb9x898Xz8Z/0HXr9u+oOQjQ/3RBoxWc/vJ964taR7fNrBJJ54boXEaQK1VaX/vG+EpEi89sV3jI9/V9dmv9erZT/TmxG7tGtyswb6NXb/mxelbS4LG8QvTeuv961EHjRia2wGg16q4v/eJnqdIDPZv0uhDA9o1uFmStGtws0YfGuh6yq7KC0qG3twOAL1U5f29L4SnGqr7gpIAUBfs78tBeKohFpQEgHpgf18OwlMNhbSgZHsDI2c/AFCckPb3VUJ4qqC1AkkoC0penL6lpybf1/EL05KaDYxPTb7P/DsAFCSU/X3VEJ4qJksgCWFBSRoYAaB8Iezvq4jwVCFZA0lrQUlJy/6gerGgJA2MANAbvvf3VUV4qoi8gaS1oOS2gaWl2m0Dm/T2y2OlrvtBAyMA9E43+/tY+lF9jZNFMisiTyB5cudWSf4WlKSBEQB6K8/+PpYFNX2Ok8pTRXQbSHwsKEkDIwD0Xpb9fSz9qL7HSXiqiJgCCQ2MABCeWPpRQxgn4akiYgokNDACQHhi6UcNYZyEJ49mFxY1/Zv5ZV+zC/l7fWILJD4b1gEAy8XSjxrCOGkY9+jdDz7Xz678etn2Hz/zff1k/Ae5X68VSNINdFIzkITW6Cf5a1gHACwXS/tHCOMkPHn00hPbNT7yXV2f/Vqvnv1Eb07s1q7BzRrs29j1a8YWSHw0rAMAlmu1f3wxv9ixn8jUPBn33f4RwjiZtvNosH+TRh8a0K7BzZKkXYObNfrQgAb715eWqxZIWtOb12e/liRdn/266+lNAEBnsbR/hDBOwhOC9+4Hn+tP3/qFXj37iSTp1bOf6E/f+oXe/eBzvwMDgIqJpR/V9ziZtkPwWtOb7dYzvQkA6CyW9g+f4yQ8IXiD/ZvWPZUJAMgulvYPX+MkPAE1NLuwqNk7d5f0kUnNah5BFQBWR3iKSPsNEB8Z6g/2bABha18mo9VP1u0yGQBQJ4SnSMRyo0bEgT4yAOge4SkCrRsgtq9n0boBYkhXQCAO9JEBQPdYqiBwIdwAEQAA3BdU5cnMjiT/ulfSjHPuqM/xhCDPDRCf3Lm1dwMDAKCmgglPZjaZDktmds7MzjnnDvgcl28h3AARAADcF0R4MrOGpH1m1nDOzSWbX5f0sZkNO+dmvA3OsxBugFhFXKoPAOhWEOEpMZx8TSWPZ1LbaxueQrgBYhWVcak+gQwA6iGI8JRUmx5s2zyc/LNjcDKzjZLS11X3FT8y/1o3QDx8ZkomLQlQId2oMTZlXKrP2kkAUA9BhKcVHJJ0eZUpu2OSTvRwPN60boCYXudJalacQlvnKZbqSxmX6ucJZLG8TwCA5YIMT2Y2JmmfpD2rPO11ST9NPe6TdLPMcZUh66rhPm+AmOdAX+fqS55AVuf3CQBiF2R4kjQpaU+qeXwZ59xdSXdbj83im7bKu2q4rxsg5jnQV3Hl6jKqRFV8nwCgLoILT2Z2StKh1YJT6FoH23bpg21Mq4bnOdBXceXqMqpEVXyfAKAuggpPZnZQ0mSrz8nMhiU1nHNTq/9kWNoPti2tg+1aq4abmquGj49sC6IRvO4HeqpExaLfC0DsgglPZrZfUkPScCs0SRqXFN0q462D7fXZr/Xq2U/05sRu7RrcfO9gy6rhcalzeMwTdLI+l34vALELIjwli2Se6/Q959yh3o5m/doPtrsGN2v0oYF7j1k1HLHIE3SyPpdKHoDYBRGekv4m//NTPcKq4YhFnqCT9bl5KnlM8QEIURDhqW5YNRyxyBN0ypjezFrNImQB6CXCkwehrBrOAQehy1rNoo8KQC8RnjwJYdVwDjgIXdZqVt37qDgRAnqL8ORRGauG59mJ1v2AEwMOitmUMWUY03vPiRDQW4Qnz4peNTzPTrSKl+DHdMDLgoOiPzG995wIAb1FeKqYuu9EYzrgZVH3z9OnmN77ulfegF4jPFVMFatJecR0wMui7p+nT3V/76t2IgIUifCESqn7AQ8oStVORIAiEZ5K8s23Tp/enJMkfXpzTo8M9QdxnzoAyIITEWBlhKcSXJy+tWQJguMXpvXW+9d7tgQB6okelWrh8wTCRXgq2MXpWzp8ZmrZyuFfzC/q8Jkpvf3yGAEqwcGhWPSoVAufJxAuwlOBvvnW6eR71zrecsWpuXr4yfeuaXxkG1N44uBQNHpUqoXPEwgX4alAH964vWS18HZO0q35RX1447ae3Lm1dwMLFAeHYtGjUi18nkC4CE8Fmr2zcnDq5nlLfqaCU1wcHADURRX34XVGeCrQYF/Gu89nfF4aU1wAEC/24dVCeCrQ4zu2aGhgk76YX+zY92Rq3vj38R1bcr82U1xAMagAwAf24dVCeCrQAxtMJ54b0eEzUzJpSYBqtYefeG6kq2ZxpriAYviuANQ5vNX5v519eLUQngr27OiQ3n55bMk6T1Kz4sQ6T4B/visAvsObT3X+b0e1EJ5K8OzokMZHtunsR5/r+IVpvfb8qCb2bmd5AiAAvisAvsObT3X+b0e1EJ4yapWb261Ubn5gg+nRhxuSpEcfbhCcgArLMx3lO7z5VOf/dlQL4Smj9nJzy3rKzXWe/weqhOmoamHfjLUQnjJqlZuvz36tV89+ojcndmvX4OZ1lZvZ4QLVEMt0VBmhoKyg4TPAsG/GWghPGbWXm3cNbtboQwPres1YdrgAVhfLdFQZoaCsoOEzwLBvxloITx7FssMFUA1lhIKygobPAMO+GWshPAFATZQRCsoKGgQYhGyD7wEAAADEhMoTAAAB4Wq/8BGecvjmW6dPb85Jkj69OadHhvpZvwkAIhFLKMnaLB/Lf48U11izIDxldHH61pJbrhy/MK233r/OLVcAIBKxLEGQtVk+lv8eKa6xZkF4yuDi9C0dPjO15Ea/kvTF/KIOn5nS2y+PLQlQVUvYAFAFsSxBkLVZPpb/Hin7WGM5fhKe1vDNt04n37u2LDhJkpNkkk6+d03jI9vuTeFVLWEDQKjqfGucmP57so41luMn4WkNH964fW+qrhMn6db8oj68cVtP7twqKa6zAQCIWSwHW2QTy/GT8LSG2TsrB6eVnhfT2QAAxMz3wTaWaaZYxHL8JDytYbAv24eY9XkAgOL4PthS+aonwtMaHt+xRUMDm/TF/GLHvieTtG1gkx7fsaXXQwMAeOa78gU/CE9reGCD6cRzIzp8ZkomLQlQrRWeTjw3wnpPAFBDvitfPtV5ypLwlMGzo0N6++WxJes8Sc2KE+s8AQDqqM5TloSnjJ4dHdL4yDad/ehzHb8wrdeeH9XE3u1UnAAAtVTnKUvCUw4PbDA9+nBDkvToww2CEwCgtmKZsixjejGo8GRm+yQdcs4d8D0WAAAQvzKmF4MIT2Y2JmlCUkPSsN/RAACAqihjejGI8OScm5I0ZWb7JT3mezwAAKAaypheDCI8+dKaB21Xh8ssAQBAd2odntrnQVs6zYPWeT0LAABwX63DU2se9Prs13r17Cd6c2K3dg1u7jgPWuf1LAAAwH3Rhicz2ygpnXL68r7GYP8mbd28UZ/enJMk/d3f/4MeGervuARBndezAADEjdmTYkUbniQdk3RiPS9wcfrWklXDj1+Y1lvvX++4angs61kAANCO2ZNixRyeXpf009TjPkk3s/7wxelbOnxmatnNfr+YX9ThM1N6++UxbrsCAKgEZk+KFW14cs7dlXTvUjmz7Kt9f/Ot08n3ri0LTlLzxr8m6eR71zQ+so1VxAEA0WP2pFgbfA+gzZZe/JIPb9xecoPfdk7SrflFfXjjdi+GAwBAMGYXFjX9m/kl/VHTv5nX7MLKx826CaLylFphfL+kYTM7Jelj59zpMn7f7J1s/wNkfR4AAFVBf9TagghPrRXGJR3txe8b7MtWusz6PAAAqoL+qLUFEZ567fEdWzQ0sElfzC927HsySdsGNunxHT2ZRQQAIBix9Ef5XH6hluHpgQ2mE8+N6PCZKZm0JEC12sNPPDdCszgAAIHyOb1oznWqvcTHzPolzc/Pz6u/vz/Tz7Sv8yRJQwObOq7zBAAAwlHU/WkXFhY0MDAgSQPOuYUsP1Pr8CQ1ly04+9HnOn5hWq89P6qJvdupOAEAUBPdhKfQlirouQc2mB59uCFJevThBsEJAACsqpY9Ty3c6wcAAORV6/DEWhYAACCvWocn1rIAAAB51To8xbKWBQAACEftG8YBAADyIDwBAADkQHgCAADIgfAEAACQA+EJAAAgB8ITAABADoQnAACAHCq5ztPswqJuzS/qf/x2Xl/93f/Tg7/3j/TPf39AQwOs6wQAANankuHp5HvX9Jd/fWvZ9n/9h0P6Ty+NeRgRAACoispN21269kXH4CRJf/nXt3RxuvP3AAAAsqhcePrz//4/V/yeqVmV+uZb17sBAQCASqlcePrfC3dX/J6TdGt+UR/euN27AQEAgEqpXHjKYvbOou8hAACASNUyPA32ccUdAADoTuXC03f7N676/aGBTXp8x5YejQYAAFRN5cLTn/2rf7bq9088N6IHNliPRgMAAKqmcuFpfGSbJl/4Q31n8+8u2f6dzb+ryRf+UM+ODnkaGQAAqAJzrhqX7ZtZv6T5+fl59ff365tvnT68cVuzdxY12NecqqPiBAAA0hYWFjQwMCBJA865hSw/U8kVxiXpgQ2mJ3du9T0MAABQMZWbtgMAACgT4QkAACAHwhMAAEAOhCcAAIAcCE8AAAA5EJ4AAAByIDwBAADkQHgCAADIgfAEAACQA+EJAAAgh8rdnmVhIdNtaQAAALrKDVW6MfBDkm76HgcAAIjSw86532R5YpXCk0n6fUl3fI8FkqQ+NcPsw+IzCRmfU/j4jOLA5xS+1T6jPkm/dRlDUWWm7ZL/4EyJEeVrZllJ0h3nHHOpgeJzCh+fURz4nMK3xmeU6zOjYRwAACAHwhMAAEAOhCeU5a6kk8k/ES4+p/DxGcWBzyl8hX1GlWkYBwAA6AUqTwAAADkQngAAAHKozFIF8MfM9kk65Jw70OF7B1MPG865N3o3MgAol5ldcs6Nt21jvxcIM2s45+YKf116ntAtMxuTNCGpIekx59yetu8fVGrHYWb7Je11zh3t9VjrzsyOJP+6V9JM+2fAzt4/M2tIejF5uFPNv6uj6R0/n1NYkn3aOeecpbax3/MsOaG/lNo0I2ncOTeTes66/pYIT1i3ZOdwrEN4+kzL/4f9yjn3YK/HWGdmNpnecZvZOUlqVQrZ2YfBzE5JOuWcm0o9Hm5VNficwpKE3YOSJtvCE/s9z5K/jdb7P5f+LJLvr/tvifCEdesUnpIdy1fpnUqy3Una0zpAoFzJ53BF0jOtCkZSMfxY0k7n3Aw7+zCY2SVJl1I79CNKHZj5nMKSHID/Qqn9HPu9MCTHpMsrTdcV8bdEwzjKMrzC9rlVvodyDGvpe97aYQwnO/vh9jMzSY0kZKFHnHPjbVMHOyVdlu4dlPmcApG851c7fIv9XuCK+lsiPKEsW1bYfnuV76Fgzrk559yDbWe8rZ34jNjZB8nMhiXtk3Qo2cTnFJbHVqgisd8Lx4tmtj/5mkxtL+RvifAE1M8hNUvaM2JnH5xkOuicmlewts6O+ZwCYWb7nXOnfY8Dq5qRdNU5d945d17SZ0kPoVTQ3xLhCWW5vcL2Lat8DyVLytL7JC1bVgJhcM6dTvoHj6aukkQAkimfuVWewn4vAM65qbbK4GVJB5PPrxCs84SyzEgd19ho6H7PDXpvUs3G1bnkMTv7cE1KumRm58XnFIoXJe1M9cbslO41988o1aPGfi8cyYUxUnNarpC/JcITSuGcmzOz1rTQXNv3uOLEg6Rsfahtp07IDUByRvyOpB+mPofW+79Pzau6+Jw8a5+uS3rTDqYb/dnv+ZX8Ld1Q8yRxJrWtpZB9HtN2KMJK88STkva3HiS9HKxJ40Hy3k+mdibDZjaW7Dw69j6xs++pVoN4+nNoJP+c4XMKVqPDNvZ7/l1tu5puWLo3nTenAv6WCE/ompmNJVcxHJU0Zman0qu2ts7SzOxgUtbeyYrIvZesedJQc2mCfcnjo7p/lsXO3rNkp326bYc/IWnKOXc5ecznFJDWCUny7+eSVa3Z73mWhKNLbZuPaenfyrr/llgkE6iw1qJ9nb7XtiryETWnGRqStrJqde8ln9Wx1KaGlt+ehc8JyCB1scVOSR93mHJd198S4QkAACAHpu0AAAByIDwBAADkQHgCAADIgfAEAACQA+EJAAAgB1YYB+BNskJzQ/cXggSA4FF5AuBFcn+wU5I+VrIC8BrP32dmXyWBq+ixlPbaAKqH8ATAi+RWCeM5f6zMm+Byg10AmbBIJgCvzMypeRNP7tEGIApUngAAAHIgPAGIgpm1bmzciOm1AVQP03YAvEqm7cZ1v2m8IUnpO9EnjdytO6GPO+cuJ3exn0x+7pnUz+9Nfn7JjT7NbL+kLWr2Nm1R84ahlyTNtL92alznJX2k5g1Ed0o6IumAc+588px9ksaS7++RdKn1PQDVxVIFAEJwwDl3qPXAzI6Y2aVWQ7lzbkbSgSTQKNl2WdKeZNuEpNeT5Q7OJ1fOfZQKOcOSJpxzB9K/Y6XXTipQp9vGdEnS5dRr7u/wmp+Z2VwrgAGoJqbtAITgXPpBUnXalwSUtLkOPzuX/Ez6e1eVVKASY0oqWintFaL0z29JjykZxz5JB1LPeUfS6x1e86gAVBqVJwAh6LRMwIya03lZpsE+ans8l37gnDtvZu+Y2WfJ611KqkMzq4zntnSvCvWOpEOtgJZM1zUkPda2NtSXkrhqEKg4whOAUM0ow+KZq2i0Pd6h+71NR8xsRs0lEubaf7Bt2zlJV51zp1PbWuP6C1ZGB+qHaTsAodqilStDuZjZmHNuzjl3yDm3U9KDut8ovtrPHVTbdF2y7WrykBXJgRoiPAEIwZYO28bU1gu1DsPp/qmkWnRIq4SfZLrulFLTdYlGsqDnnJrBqv3njhQyYgDBIjwBCMGS27SY2aSk8x2uWmto+XRc++OVth1rezys5lIFK732OTWvrrs3XZdUneaShwckHUuvDZX0QtHzBFQcPU8AfDsv6fVUxWarpC/T6zQlNxFuhZ9JM9ui5tRZetuwpNNqTsXtkzRnZkqWG5iTdCr5HXPJzzScc2+s8Nq3k9d4IwlMDTXXeTqoJOgla009I+kdM2utBTXDMgVA9bFIJgAAQA5M2wEAAORAeAIAAMiB8AQAAJAD4QkAACAHwhMAAEAOhCcAAIAcCE8AAAA5EJ4AAAByIDwBAADkQHgCAADIgfAEAACQA+EJAAAgB8ITAABADv8ftC30msj63NUAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Result from the automatic windowing procedure for comparison:\n", - "Result\t 3.27194697e-01 +/- 1.78414777e+00 +/- 2.73504675e-01 (545.286%)\n", - " t_int\t 5.26930916e+00 +/- 1.36902941e+00 S = 1.50\n", - "Result\t 3.27194697e-01 +/- 1.79228480e+00 +/- 3.07835024e-01 (547.773%)\n", - " t_int\t 5.31748262e+00 +/- 1.57262234e+00 S = 2.00\n", - "Result\t 3.27194697e-01 +/- 1.67905409e+00 +/- 3.16358031e-01 (513.167%)\n", - " t_int\t 4.66682386e+00 +/- 1.53936903e+00 S = 3.00\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import pyerrors.jackknifing as jn\n", - "jack1 = jn.generate_jack(c_obs1, max_binsize=50)\n", - "jack2 = jn.generate_jack(c_obs2, max_binsize=50)\n", - "jack3 = jn.derived_jack(lambda x: np.sin(x[0] / x[1] - 1), [jack1, jack2])\n", - "\n", - "print('Binning analysis:')\n", - "jack3.print(binsize=10)\n", - "jack3.print(binsize=25)\n", - "jack3.print(binsize=50)\n", - "\n", - "jack3.plot_tauint()\n", - "\n", - "print('Result from the automatic windowing procedure for comparison:')\n", - "c_obs3.gamma_method(S=1.5)\n", - "c_obs3.print()\n", - "c_obs3.gamma_method(S=2)\n", - "c_obs3.print()\n", - "c_obs3.gamma_method(S=3)\n", - "c_obs3.print()\n", - "\n", - "c_obs3.gamma_method(S=2)\n", - "c_obs3.plot_tauint()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For this specific example the binned Jackknife procedure seems to underestimate the final error, the deduced intergrated autocorrelation time depends strongly on the chosen binsize. The automatic windowing procedure displayed for comparison gives more robust results for this example." - ] + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -428,7 +342,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.8.10" } }, "nbformat": 4,