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diff --git a/data/CLs/plots/set_histo0.png b/data/CLs/plots/set_histo0.png
deleted file mode 100644
index 0c7da8d..0000000
--- a/data/CLs/plots/set_histo0.png
+++ /dev/null
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diff --git a/fitted_before_smearing.png b/fitted_before_smearing.png
index c3bbe18..d357413 100644
--- a/fitted_before_smearing.png
+++ b/fitted_before_smearing.png
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diff --git a/integrated_before_smearing.png b/integrated_before_smearing.png
index 23fd2ea..7e611a4 100644
--- a/integrated_before_smearing.png
+++ b/integrated_before_smearing.png
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diff --git a/raremodel-nb.ipynb b/raremodel-nb.ipynb
index 773a860..f0cdd02 100644
--- a/raremodel-nb.ipynb
+++ b/raremodel-nb.ipynb
@@ -9,9 +9,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\zfit\\util\\execution.py:57: UserWarning: Not running on Linux. Determining available cpus for thread can failand be overestimated. Workaround (only if too many cpus are used):`zfit.run.set_n_cpu(your_cpu_number)`\n",
+      "  warnings.warn(\"Not running on Linux. Determining available cpus for thread can fail\"\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.\n",
+      "For more information, please see:\n",
+      "  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n",
+      "  * https://github.com/tensorflow/addons\n",
+      "If you depend on functionality not listed there, please file an issue.\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "import os\n",
     "\n",
@@ -44,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -70,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -258,7 +280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -313,7 +335,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -523,9 +545,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "WARNING:tensorflow:From C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\tensorflow\\python\\ops\\resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
+      "Instructions for updating:\n",
+      "Colocations handled automatically by placer.\n"
+     ]
+    }
+   ],
    "source": [
     "# formfactors\n",
     "\n",
@@ -634,7 +666,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -664,7 +696,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -681,7 +713,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -719,7 +751,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -763,7 +795,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -779,7 +811,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -839,9 +871,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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jx/Pe3uOMuu9fVFSdTJaLSghUlBRFiZlf3PmriM8p+R+sPbb4uUS51InXf/0HIHhPyUpVX7aMv7yzB4DS3ZphmkqoKCmKEjOuhpMRIyV/Zp63pi5RLnXCWV/v+zdUpFRXR0a6z8cWjzcp/imhUVFSFCVm5j21MGL2nT+KGnD3XYlyqRPn/o/vyLUOe0pOK/tu3rw2UfVGPitUSTAqSkpU9E9WCebr3348Yu07/xf+7pdeT5RLnVj+xxeBjst3bQ/Prl/f9lBtq0f/C08lVJQURYmZLzz/SMQq4a4031fLgB/cnyiXOnHOb34KhCkzNH9+myjpc3iphYqSEhU9vlcJpjInn/S08F8fGda1psJBiXKpEw0DfXOH3FMqKmprU1FKLVSUlKjo4oYSzN8uuSli7Tt/pLTv819OlEud+OBTtwMgAd9yaU7rPKX5831HawANLSpKqYSKkqIoMfPcT2+KWPvOHylNv3BqolzqxC2fuAAIFSl5oaiIFrdPlBo1UkopbImSiMwWkTIRKReR+0JczxCRZ6zra0RkVMC1+632MhG5KtqYIjLaGmOHNaYr0hwiki8iq0TkpIg8EuTXdBH50OrzWwk8F1mxjd40JZjPffmRiM8pZaQ5AXh78YpEudSJ5/73H0CIPSWvgdLStlRwXb5LLaKKkog4gUeBq4HJwC0iMjnI7HbguDFmHPAQsNDqOxm4GZgCzAYeExFnlDEXAg8ZY4qB49bYYecAmoDvA98K4f7vgHlAsfW/2dE+r9IZXb5TghlauS/ic0r+5bv0ih2JcqkTuXt3ARD4U7RtT2n79rasOxWl1MJOpDQDKDfGVBhjWoDFwNwgm7nAn63XzwKzrKhkLrDYGNNsjNkFlFvjhRzT6jPTGgNrzOsizWGMqTfGvIlPnNoQkSFAX2PMO8YYAzwZMJaiKKfAf636S8TnlPzLd+N/92CiXOrEjD//Fgg6T8l/TPuCBbS4fWLUqHtKKYUdURoK7At4v99qC2ljjHEDNUB+hL7h2vOBE9YYwXOFmyOS3/uj+A2AiMwTkVIRKa2qqoow5OmJLt8pwXz2swsjPqfkF6X/PLo4US514tlf/RXouHyX7nTQ6jGYVasCIiWt6JBK2BGlUN9JwSs64Wy6q92uH3Z86txozCJjTIkxpqSgoCDCkKcnunynBLNg2W9s7SmV/KzTFnTCmPmgr0J5YJKgXyy9d8zTRIcUxY4o7QeGB7wfBhwMZyMiaUAeUB2hb7j2o0A/a4zgucLNEcnvYVH8VhQlRowxbBxUHHFPyV9X7nBx8rLvDo2fgggE5je5rOiu9ZxpmuiQotgRpXVAsZUV58KXuLA0yGYpcJv1+kZgpbWPsxS42cqcG40v2WBtuDGtPqusMbDGfCHKHCExxhwC6kTkfGuv6nMBYymK0kVaPYa/nT07YqTk//J//+qbEuVWJzZe/ckO6eDQXpOv4fO3tz2npKKUWkQVJWv/5i7gJWArsMQYs1lEfiwi11pmTwD5IlIO3A3cZ/XdDCwBtgArgDuNMZ5wY1pj3QvcbY2Vb40ddg4AEdkNPAh8XkT2B2TyfRl4HF+CxU7g37HcHEVROuP2etn0UOTnlBwOId0pfPnacxLoWUe+9onpHfaTAFzWsmK/wfltoqTLd6lFWnQTMMYsB5YHtf0g4HUTEPInkTHmAeABO2Na7RX4svOC2yPNMSpMeymQvPUDRemFtLi9XPSVP/OtCGWGwLev9PCfVnNvgvwK5pEnX8OxsWPikj9V/cCH5bj/WQZookOqoRUdFEWJiWa3l/P3fdj2BR8OV5qDoo3vJsirzgz7YE2ISMnns/ON13wP0aKRUqqhoqQoSky0uL3c8v6Ktgy7cGSkOZi+4tmINvHknBV/7yxK/mPan/wjbmv5rsXt9T1Qq6QEKkpKVCLkkyinIc1uD1+68YdRI6WMNAf/++2HE+RVZ57+3qME14z1+7zzD3/rcI5Sszv+0dK63dVc+otVlFcm7zTenoCKkhIV1SQlkKZWL79Z+su2Z37C4Upz8OnfJO88pet/9e0O1RwAXE5fdDf8ri/5TqC1SERVhxfeP8De6gb+s+VI3OfqyagoKYoSEy0eL6+OO9dGpOTkvTMvSpBXndky/dJOGYJ+n49+5Ao8XtOWup6IfaU9xxoAKK88Gfe5ejIqSoqixERzq5elky+LGillpDl4/dwrEuRVZzZcdHWn03H9zykd/NgnaPUYcvv4EpATkYF3oqEVgEMnmqJYnt6oKClh0WU7JRQtHi+7F86xtXz31B0XJMirzvziprM7L99ZPl8+aRBuj5ecNlGKf6RU02iJUk1j3OfqyagoKVFRcVICaW71MOreZbay7+b89vUEedWZr/9tQ6dIyS+kL75/gFavIScjcaJU2+QXpSZNHoqAipISFn82rdGSrEoALR4v125ZHXVPKdPl5IJ3X0qQV505+43lnSIlf2XzQcuew+NtX76L956S12uobWzF5XTQ7PbqEewRUFFSwqI/5pRQNLd6mVW+LuryXWZ6GuduejtBXnVmyoY3OhWN9Qtp4euv4PEacjLSgfhn39W3uPEaGD0wG4Dq+pa4zteTUVFSoqLipATS4vHy9Wu/HTVSynI5ueeG5B1dsei/f9LpIEJ/tt2r3/c9P9WW6OCOb6KDfz/JL0pHTzbHdb6ejIqSoigx0dzq4fFnfxR1Tykrw8mDf/l+grzqzF0P3d1pT8kvpDO/fTtA+55SnCOl2kbfuaWjCzRSioaKkhIVDZSUQFo8Xv529uyoy3dZ6Wk8ddZVSSvhs/KSuWH3lNZf5avtnKg9pbZIKd8nSsdUlMKioqRERTOFlECaW728O/wMW8t37w4/g4YWd4I868iHxed02lPyC+m2idMAEpYS7s+880dKx06qKIVDRUlRlJho8XhZ89htnZbGgsl0OVnz2G1JyzR77J5rOkVKIkKfdAff+sJMAHIzEhspDe7bhz7pDqrrdU8pHCpKSlQ0TlICaXZ7KbnnuQ7HjIciy+Vk6jf/njRRuvXBlzslOgBkudK483erAd8ek8vpiHtFh1pLlPpmppOfnaHLdxFQUVLCos8nKaFocXu59f3ozx9luZzc8v6KpC3fffSNF0JGc5npTma87DtSI83hoE+6I/7Ld42tiPgiswHZLl2+i4CKkhIV3VJSAmlq9XDG4R1R7bJcaZxxeEdCKnCHYsyebTgdnb/islxOhldsASDNKWS6nHEXztomN7kZaTgcQn6Oi2O6fBcWFSUlLIL/V6aqktJOY6uHhz/5rah2WS4n35n91aQt3z1807dCRkpZLic/vfYbgC9Syu2TTl1TfEWpprGVvCzfg7oDczI4WqeRUjhUlJSw6PKdEoqGFg//73/vjmqX6XKy+On7krZ8t/CRr+EMsaeU6XLym//9JgBOh9C3T1pbdly8qG1spW+fdlE6Vt+sWa1hsCVKIjJbRMpEpFxEOj2iLSIZIvKMdX2NiIwKuHa/1V4mIldFG1NERltj7LDGdJ3CHN8Ukc0isklE/iYifWK7PQro8p3SkcYWD0vmfDGqXZYrjYcvvjVpkdIfrwidIZiZ7uTXF94CQEa6g7zM9LaHW+NFTWMreZl+UXLR6jFxn7OnElWURMQJPApcDUwGbhGRyUFmtwPHjTHjgIeAhVbfycDNwBRgNvCYiDijjLkQeMgYUwwct8buyhxDga8BJcaYqYDTslMU5RRobPVwfNioqHZZLicV/YcmTZR2Dxja6Tkl8IllRf+hgO+5pb6Z6W0p2/Gitqk9UirIzQCgSksNhcROpDQDKDfGVBhjWoDFwNwgm7nAn63XzwKzxJcvOhdYbIxpNsbsAsqt8UKOafWZaY2BNeZ1XZwDIA3IFJE0IAs4aOPzKkFooKQE0tDi4YEH7ERKTl588ptJW757/JGvhI6ULL/AdzpuXmZ63Jfvahpb6ZvpeyYqP9snSlr/LjR2RGkosC/g/X6rLaSNMcYN1AD5EfqGa88HTlhjBM8V0xzGmAPAr4C9wCGgxhjzn1AfUETmiUipiJRWVVWFvRGnK7p8pwTS2OLmB4+F/FPqQLYrjfPvepKTcU4iCMfV9ywOuaeU5XJy3p1PAlak1Ced2sZWvHEsh1Tb6G5fvst1ASpK4bAjSqGekAv+fy+cTXe1xzyHiPTHF0WNBoqAbBH5TAhbjDGLjDElxpiSgoKCUCaKolg0tHi4csVfo9o5HMJX1r9AbZJE6dY3loSNlL609nkA+lh7Sl7jO14iHrS4vTS2ejokOgAcrVNRCoUdUdoPDA94P4zOy2BtNtZSWR5QHaFvuPajQD9rjOC5Yp3jo8AuY0yVMaYVeB640MbnVYLQLDwlkMZWDwNqjtmyHd54vK2aQaLJrz3WqcwQ+ArFDjpZDfiW7/zLavHaV/KP608J75/lwiFwVB+gDYkdUVoHFFtZcS58yQJLg2yWArdZr28EVhpfvuNS4GYrc240UAysDTem1WeVNQbWmC90cY69wPkikmXtPc0Cttq7LYqihKOxxcOb/23vnKQnb/xa3PdrwvHArC+FLBqbl5nGAzO/BPiW7/zLanEXJWsep0MYkJ2hy3dhiCpK1v7NXcBL+L7UlxhjNovIj0XkWsvsCSBfRMqBu4H7rL6bgSXAFmAFcKcxxhNuTGuse4G7rbHyrbG7MscafAkRG4APrc+6qAv36LRH95QUPy1uL26v4fNfuzG6MfDIg3ckJfXZGMNzj3+VDGfnr7j+2S5e/NPXAV/tuwFW4kG8zjiqCah752dgjksjpTCkRTcBY8xyYHlQ2w8CXjcBN4Xp+wDwgJ0xrfYK2rPnAtu7MscPgR+G6qPYR0VJ8eOvpv3WPQ/wCRv2T3/xu0mJlFo9hvtnf5XZISKlAdku7p/9VQCyM9LaUrQra+MTudQGRUrgSwvXSCk0WtFBURTb+OvYpeXl2bJP65eXlD2lFo+XeldmyOW7/lku6l2ZgO/Qv0K/KMUp8SB4+Q58olRZ2xSX+Xo6KkpKVDTRQfHjf+bo8m9Ff04J4I5ffC0p2Xctbi9PPPujtpNmAxmQ7eKJZ3/U9j47I41sl5OqOItSvwBRGtovk8O1Tbg98T0yoyeioqSERZftlGD81Rne/Nfbtuz/8uf/cLLZnfAv3xa3l5nzFoWMlApyM5g5r+P2cmHfPlTWxSdyCbWnNLRfJl4DhzVa6oSKkhIVFSfFj7+a9pRFD9qy/8jTjwJwsjmx0VKL28s33nwKV4hIKd3p4IWql1n02eltbQW5GXFbvjvR0Eq2y9khaivq51s+PHhCRSkYFSUlLFEOFlVOQ+qspIVQEUgoMtKcQPzSrcPR4vFFdOH8PGt4P66cMrjtfWFuBkfiFLUEFmP1M7S/T5QOnGiIy5w9GRUlJSwaISnB+COlxu9835b94bvvBeKXbh2OZreXhy/+NBnhxHPBgg5vRwzI4sDxxrgsM55oaCEvy9WhrShPI6VwqCgpUVFxUvz4l+GGn3+2LfuLPnYRQMKP/25xe1m5aF74iG78+A5vR+Zn4fYaDtV0v0hUnWxuy/Dzk+lykp/tYv/xxm6fr6ejoqQoim38y3eepS/asj+xxFdjLtHP5LR6DLff+ENcTmdog2XLOrwdmZ8NwO5j9d3uS1Vdc9uzUIEM7Z/J/uO6fBeMipISFU0JV/zUNbnJSHPgarT35d3P44s8jiV4+a7F7SW7pTF8pFRX1+HtyPwsAPYc616R8HoNR0+GFqXRA7OpqOp+EezpqCgpUdHlO8VPbZOb3D5pMG+eLfuMr3yZ3Iy0uD0DFI4Wj4f/WfH/wotSkP+DcvvQJ93R7SJR09hKq8d0Wr4DGFeQw4ETjW0PJCs+VJQURbFNXVMruX3SYf16ex3Wr2dgEkrqtLi9XPP534RMCff7FYjDIUwY3Jcth2q6NN+f3trFz/+9DU/QmUz+NHP/cRWBjC3MAWBn1ckuzdlbUVFSoqKBkuKnzh8pzZ9vr8P8+eRnuxKe6NDU6uW7Kx8nIz3MV1wI/6cW9WXzwVpMjEsD5ZUnWfDiFn7/2k6eWbevw7V91b7lwGFWCnggYwtUlEKhoqSERcVICcYXKaVBUZG9DkVFDMxJfKTU0OLhSM4AslxhEh1C+D91aB51TW72VRjGMHAAACAASURBVMeWEffGDt9p1QW5GTz+ZkWHE2z3WKI0ykqkCGRkfhYOgZ26r9QBFSUlKrH+clR6L7VNbt8JqjFESvGslhCOhhY3j8+4nixXmIMQQkZKviKz7+8/EdNc5ZUnyctM5zsfm0hFVT1v7Tzadm3PsXpy+6TRLyu9U78+6U5G5Wez7VBtTPP1dlSUlLD4CzqoJCl+qutbGJDtiilSKuqXSU1ja1s6eSJobPGw5tHPxRQpTRqSS25GGu/stHeqrp8dlScZV5jDx84YQn62iyff2dN2bfuROsYU5CBhyqNMHZrHpgNd28fqragoKWFRMVIC8XgNJxpayM92QWmpvU6lpW37KQdOJO5B0YZWD9d/4eGQVcL9fgWT5nRw3pgBvB0Q6dhhZ+VJigtzyEhzcsuMEby69Qj7qhvweA2bDtRy1rDwx3ycOSyPgzVNCc9OTGVUlJSo6OqdAr70Zq/xndzK9u32Om3f3l7nLYHVCxpbPEyoPRTeIIz/F44dyJ5jDW0JCtGorm/hWH0L46xMulvPGwHAU2v28sH+E5xsdjNtRP+w/c8Y6hOsDw/EtmTYm1FRUhTFFv76dQOyXZ1qx4VlwQKG9UtCpNTi5q7XnwpvEMb/j04aBMDyDyMIWgDllb7MOX96d1G/TK6cPJin3t3DwhXbcDkdXD6xMGz/qUPzEIGN+3QJz4+KkmIDDZWUIFFavdpep9WrGZiTgcvpSGik1NDi4Vtf+U1Ev0IxIj+Ls4blseyD2ESp2BIlgO9+fBKuNAfvVlQz79IxnSqEB5KdkcaEQbms210dda5dR+upOA3Sx1WUlKjo8p0CQaJks6ID8+bhcAhD+2eyL4F13hpbPNzzfIQznyL4f81ZRXx4oIayw3VhbfzsqKwjM93ZVvUbYPiALF6d/xGW3nUR868cH6G3jwvHDmT9nuM0tYav7NDY4uHjv32DuY+81etPq7UlSiIyW0TKRKRcRO4LcT1DRJ6xrq8RkVEB1+632stE5KpoY4rIaGuMHdaYrlOYo5+IPCsi20Rkq4hcENvtURTFTwdRKimx18myGzMwuy2qSAQNLR72jJ4U3iCC/zdMG0ZGmoM/vb0r6jzllScZW5iNw9Exu65floszh/ULm3UXyIVj82l2e3lvb/h9pff3naChxUNds5v39/Xu/aeooiQiTuBR4GpgMnCLiEwOMrsdOG6MGQc8BCy0+k4GbgamALOBx0TEGWXMhcBDxphi4Lg1dsxzWH1+A6wwxkwEzgK22r0xSjsaKCkA1fW+DLH+WbFFSgDFg3LZdbSe1gT9yq9rbmXNFTdG9SsU/bNdXD9tGM9vOBD1od/yypOMK8iJaBONGWMG4BB4J0LWX2Dixcb9vXv/yU6kNAMoN8ZUGGNagMXA3CCbucCfrdfPArPE9xNhLrDYGNNsjNkFlFvjhRzT6jPTGgNrzOu6MoeI9AUuBZ4AMMa0GGN6908MRYkjh2ub6J+VTp90J+Tm2utk2RUX5tDqMd1ehTscJxpaeezLl0X1Kxx3XDIat9fw21d3hLWpbWrlUE0T4wfbvBdh6NsnnbOG92P19qqwNnuq63E6hIE5Lj6M8eHenoYdURoKBBZ02m+1hbQxxriBGiA/Qt9w7fnACWuM4LlinWMMUAX8UUTeE5HHRaRzrQ9AROaJSKmIlFZVhf8P43RF95QUgMM1TQzq28f35uBBe50su/GDfF/cO45E36fpDmoaW3nwj6vCG0Txf0xBDrfMGM7Ta/aGrU3n/yzjC09NlACumDyID/bXcKgmdDLI3upGhvbL5Mxh/djSyytA2BGlUIuiwV9T4Wy6q70rc6QB04DfGWPOAeqBTvthAMaYRcaYEmNMSUFBQSiT0xotM6SAL1IakmeJUgzZdwDjCnMQgW02kgdOFY/XUNfkZsr2DVH9isTXZ40n0+Xkvuc+6FDPzk/ZYZ9YTTjFSAngysmDAXhly5GQ1/ceq2dkfhaThuSys6o+YlJET8eOKO0Hhge8HwYE/8xosxGRNCAPqI7QN1z7UaCfNUbwXF2ZY78xZo3V/iw+kVIUpQscrmlisF+UFi2y18myy3Q5mTAol/cSsElf2+grZ3TOS3+P6lckCnIz+OE1U1i3+zh/eKtz0sOHB2rIzUhjaL/OFcBjZVxhDmMKsvlPOFGqbmD4gCwmDemLx2vYcaT3pobbEaV1QLGVFefCl1SwNMhmKXCb9fpGYKXx/bxeCtxsZc6NBoqBteHGtPqsssbAGvOFrsxhjDkM7BORCVafWcAWG59XCULjJKXZ7eHoyRYG97W+gF+0dxx6oN05I/rz3t7jIaOO7qTGEqXS//fn8EY2/b9h2lCumDyIn/97G+9WdKyJt3bXMUpG9e+UeddVZk8ZzNs7j3UqOVTb1MrxhlZGDMhi8pC+AGztxUt4UUXJ2r+5C3gJX/baEmPMZhH5sYhca5k9AeSLSDlwN9YymTFmM7AEnxisAO40xnjCjWmNdS9wtzVWvjV2zHNYfb4KPCUiHwBnAz+L9QadzuiqneKnstb3Rdm2fHfrrfY6BthNG9GPuiZ33M8POt7gS12/8Adfs+VXJESEX3/yLEbkZ/Hlv66nvNK3/LjraD07q+q5cOzAU/bXzyfOGYrHa3jh/QMd2vdaySEjBmQxMj+bzHRnr95XClPXvSPGmOXA8qC2HwS8bgJuCtP3AeABO2Na7RX4svOC27syx/uAzQcqlHCoOCn+B1+L/EtVc+bY6xhgVzJqAADvVhyjeNCp78OEw39MRstVH7PlVzT69knn8c+V8KlF7/LJ/32XX9xwJss3HcLpEK45y2a1dBsUD8rlrGF5PLfhAF+6ZExb+14rHXxkfhZOhzBhcO7pHSkpitEFvNOe3Uetw+oGZvkauhApjcrPYmR+Fiu3VXa3ex04UtsEQJ/Pf8aWX3YYU5DD3//rAvplpvOlJ0t5fsMB7rhkTPseWzdxw/RhbD1Uy5aD7aLjT6MfaR0UOGlIX7Yeiv2E3J6CipKiKFHZc6weV5qjvZyOjUoFwXYiwsyJhby18xgNLe4InU6NI7VNOB1CYd8ICQh2/Q9g1MBs/v2NS3jk1nN44rYS7p09IXqnGLn2rCIy0hz8dU37mUx7q+vJz3aRk+Fb2Jo8JJfaJjcHa5q6ff5UQEVJiU7v/EGmxMCuo/WMHJDVvqlv91d6kN0VkwbR4vby6tb4RUuHa5opzM2I7GMXo4yMNCdzzixi1qRBtkoIxUq/LBfXTxvKc+v3t5V1qqjypYP7meRPdjjYO5fwVJQURYnK7mP1bctHADz9tL2OQXbnj8lnaL9MlpTuC9Ph1Nl3vMGXph3JR7v+J4EvXjSaZreXp97dg9dr2HKwlilF7QcFTuzlGXgqSkpUNFA6vWn1eNl9tIGxBQGitGyZvc5Bdg6H8MmS4byx42jcjmGoqDrJ2IKcyD7a9T8JFA/KZdbEQha9UcGb5Uepa3ZzZsDptTkZaYwYkMXWwypKymmHypECO6tO0uLxMrmob3tjFyMl8J3OmpnujFhXrqucaGjh6MkWxhZm99hICeD+j02iqdXD5/6wFqdDOh0UOHlIX7YeSkzJpkSjoqREpZcm+Sg28WeC+R/cBOCaa+x1DmFXkJvB5y4cyQsbD3b7MQz+L+riwtzIPtr1P0mMK8zhlzeexYgBWdw3eyIDczI6XJ80pC+7j9XHNWEkWagoKRHwbeRqSvjpzeaDtfRJdzAm8IiGGI+uCObOy8cxuG8fvvX3jTS2dF8dt/V7fCe4ThvRP7KPdv1PItedM5TX77mcOy4d0+napCG5GEOvjJZUlJQIqBgpvhpvEwb3xRlYTueyy+x1DmPXt086C284k51VJ/na4ve67TTVt8qPMWFQLnlZ6ZF9tOt/inLmsH4AvLf3eJI96X5UlJSo6PLd6UtTq4f3953g3JH9O14oslnJIILdpeML+OGcyby85Qj/9Zf1nGw+taWoyrom1uw6xpVTBkX30a7/KcrgvD6MzM9iza7qZLvS7agoKYoSlo37TtDi9nLemPyOF+psLhtFsfv8RaP5yXVTWVVWyVUPvc7LW450uVLBE2/uwuBb9oo6t13/U5gZowawbnd13AvcJhoVJSUqves/eSUW1uyqRgTOHRUUKcV4dEUkPnv+SJb81wX0SXdwx5OlXP2bN3jizV0cPBH6wLtQvLPzGE+8sYvrzh7qSwePNrdd/1OY88bkc6KhlbIEHZyYKGwVZFVOb3prjS0lOiu3VTK1KI9+Wa6OF0pL7SUL2LQrGTWAf3/9UpZuPMgf3tzFT5Zt4SfLtjCsfybnjOjPuIIcRuRnMiQvk5yMNLJcThpbPRyuaWJVWSXPrNvHiPwsFlwzxd7cdv1PYc4b7Stwu3ZXdVuVh96AipKiKCE5UtvE+/tO8K0rx3e+2I2Rkh9XmoMbpw/jxunDqKg6ycptlby39wQb9hxn2QcHw+5tupwOrj9nGPd/bKIvwcHO3L0gUhrWP5OivD68s/MYt104KtnudBsqSkpY/EvVGiednvxn82EArpwyuPPFyy6zdyS6XbsgxhTkdEhBb2r1cOBEI4dONFHf4qaxxUNGmoOBuRlMLcoj0+WMbe4u+pVKiAiXFBewfNMh3B4vac7esRujoqSERZftTm+WlO5nwqBcigtzOl9csMDeIHbtotAn3cnYgpz2/aJTnbub/Eo2H5lQwDOl+3h/34m286p6Or1DWpW4YDq9UE4XPtxfw4cHarj1vBGhq2GPD7GkFwq7dvEg0tzJ9KsbuWjsQBwCr22vSrYr3YaKkhIW07Z8p6p0uvHEmxVkpjvb06uDKbF5oLNdu3gQae5k+tWN5GWlc86I/ipKyumBLt+dnpRXnmTpxoN87oKR5GWmhzY6eNDeYHbt4kGkuZPpVzfzkfEFfHighmMnm5PtSregoqSEpS1SUm06rfj5v7eRkeYMWXOtjV//2t5gdu3iQaS5k+lXN/OR8QUYA2+WH022K92CLVESkdkiUiYi5SJyX4jrGSLyjHV9jYiMCrh2v9VeJiJXRRtTREZbY+ywxnR1dQ7rmlNE3hOR1D1AJUVRLTr9eGnzYV7ZeoRvfLS4U2XqDmiklDKcMTSPAdkuVpf1jiW8qKIkIk7gUeBqYDJwi4hMDjK7HThujBkHPAQstPpOBm4GpgCzgccskYg05kLgIWNMMXDcGjvmOQJ8+zqw1d7tUALxL99ppHR6cLimie/+40MmDs7lixePjmyskVLK4HAIlxYP5LXtVb2i5JCdSGkGUG6MqTDGtACLgblBNnOBP1uvnwVmiS9lZy6w2BjTbIzZBZRb44Uc0+oz0xoDa8zrujgHIjIM+DjwuL3boQRigv5Vei9NrR7ufHoDDS0eHrn1HNKjPfMyfbq9ge3axYNIcyfTrzhw+cRCqutb+OBATbJdOWXsiNJQYF/A+/1WW0gbY4wbqAHyI/QN154PnLDGCJ4r1jkAHgbuASLWxReReSJSKiKlVVW9IwTuDjRCOj1o9Xi56+kNrN9znF/ceCbjCnOjd4pDRYdup5dXdAjkkuICRGDVtspku3LK2BGlEA8pdPrxHM6mu9pjnkNE5gCVxpj1Ia53NDZmkTGmxBhTUlBQEM38tMHbtnyn6tRbaWzxcOdTG3hlayU/mTuFOWfaPNIh14ZwxWIXDyLNnUy/4sCAbBdnD+/H6l6QGm5HlPYDwwPeDwOCdwnbbEQkDcgDqiP0Ddd+FOhnjRE8V6xzXARcKyK78S0PzhSRv9r4vIqFSlHvprKuiZv/711e3nqEH14zmc9eMMp+5zlzutcuHkSaO5l+xYnLJxTywf4TPT413I4orQOKraw4F76kgqVBNkuB26zXNwIrje/n9VLgZitzbjRQDKwNN6bVZ5U1BtaYL3RlDmPM/caYYcaYUdb4K40xn7F5XxRoUyUVp97Hym1HuPrhNyg7XMvvPzOdL1wUJbEhmO3bu9cuHkSaO5l+xYnLJvhSw1/f0bOjpaiiZO3f3AW8hC+LbYkxZrOI/FhErrXMngDyRaQcuBu4z+q7GVgCbAFWAHcaYzzhxrTGuhe42xor3xo75jm6ekOUdvyVHHT1rvdwoqGF+5//kC/+qZSC3AxevOtirgpVcDUaCa591yVOg9p3gUwtymNgjotV23q2KNkqyGqMWQ4sD2r7QcDrJuCmMH0fAB6wM6bVXoGVPRfUHvMcAddXA6vDXVdCo2LUe/B6DX9fv4+f/3sbNY2tfOni0Xzrqgn0SQ9RXVvpkTgcwqXjC1i5rRKP1+B0hNpuT320SrgSFq/RpPCejjGGl7cc4cGXt7PtcB0lI/vz47lTmVx0iofCaaSUklw+oZDnNxzg/X0nmD6yf/QOKYiWGVLColLUczHGsKqskrmPvsW8v6ynqdXDb24+m7//9wWnLkigVcJTlEuLC3AIrC7ruanhGikpYdHadz2PZreHpe8f5Ik3d7HtcB1D+2XyixvP5PpzhnbvIXDLbFbtsmsXDyLNnUy/4kheVjrTRvRnVVkl86+ckGx3uoSKkhIV1aTU50RDC0+t2cuf3t5NVV0zEwfn8ssbz2Tu2UNxpcVhQaSurnvt4kGkuZPpV5y5fGIhv3ypjMq6Jgpz+yTbnZjR5TtF6aEYYyjdXc3dz7zPeT97lV++VMakIX35y+0z+PfXL+GmkuHxESSAefO61y4eRJo7mX7Fmcsm+AoAvNZDC7RqpKRERZfvUouahlaef28/f1u7l+1HTpKbkcYnS4bzmfNHMmFwgioVrI9aKCU2u3gQae5k+hVnJg/pS2FuBqu3V3FTyfDoHVIMjZQUpQfg9RrW7qpm/pKNzPjZK/zoxS1kpjtZeMMZrPnuLH5y3dTECRLA/PndaxcPIs2dTL/ijIhw2YQCXt9ehdsTsexnSqKRkhIVPQ49eew+Ws/z7x3gH+/tZ191I9kuJzdMH8atM0YwdWhe8hwrslkjz65dPIg0dzL9SgCXTShkSel+Nuw9wYzRA5LtTkyoKClR0eW7xFLT2Mq/PjjE8xv2U7rnOCJw0diBfPOj45k9dTBZrhT4s9VIKaW5uHggToewuqxSRUlRlNhp9Xh5Y0cVz204wMtbjtDi9jKuMId7Z0/kunOKGJKXmWwXO1JUZO/0Vrt28SDS3Mn0KwH07ZNOycj+rCqr4p7ZE5PtTkyoKClR0UApPni9hnW7q3nxg4Ms//Aw1fUt9M9K59YZI7h+2lDOGJqH7xzLFKS0tHvt4kGkuZPpV4K4bEIhC1ds43BNE4Pzek5quIqSoiQQYwwb99fw4saD/OuDQxyubaJPuoOPThrEtWcVcdmEwvilcXcn27fb25exaxcPIs2dTL8SxOUTC1i4Yhuvba/kU+eOSLY7tlFRUqKih/ydGsYYth2u48WNB3nxg4Psq27E5XTwkQkFfOesScyaWEh2Rg/7U1ywAFav7j67eBBp7mT6lSAmDMplSF4fVm2rUlFSFAUqqk7y4sZDvPjBQcorT+J0CBeNG8jXZhZz5ZTB5GWmJ9vFrmP3Cz2ZX/yR5u7lggTtqeEvbjxEq8dLeneWmYojPcNLRekBGGPYfqSOh1/ZzuyHX2fmr1/j4Ve3MyDbxU+vm8ra78ziyS/O4KaS4T1bkEArOvQQLi0u4GSzm437TiTbFdtopKSEJHDJTlfvwmOMYdOBWv696RArNh+moqoeEZg+oj/f+/gkPn7mkNTLnOsOSkq61y4eRJo7mX4lkPPH5CMC7+w8RsmonpEarqKkhMSrQhQWr9fw3r4TrNh0iH9vOsz+4404HcJ5owfwhQtHcdWUwRT27TnZTl1CI6UeQf9sF5MG9+Xtncf46qziZLtjCxUlJSStAeVJtKIDeKwyPyusiOhIbTPpTt8e0VdnjuOKyYMZkO1KtpuJIzfXXqVtu3bxINLcyfQrwVwwNp+/vLuHplZPjzhpWEVJCYnbq8t39c1u3iw/ysqtlbyy9QjH6lvISHPwkfEFXH3GYGZOHNTz94a6it0HT5P5gGqkuXvxg7PBXDg2nyfe3MWGvce5cOzAZLsTFRWlXs5f3t3DGUPzOHt4v5j69cRCjt3B3mMNrNx2hFe3VbKmopoWj5fcjDQ+MqGAq6cO4bIJBT0vfTserF4N11zTfXbxINLcyfQrwcwYPQCnQ3hn57EeIUq2su9EZLaIlIlIuYjcF+J6hog8Y11fIyKjAq7db7WXichV0cYUkdHWGDusMV1dmUNEhovIKhHZKiKbReTrsd+ens/3/7mJ6x59K+Z+ja2ette9OVJye7ysqTjG/yzfykcffI1Lf7mKBS9u4cCJRm67cCR/u+N8NvzgCh65dRofP3OICpKfRYu61y4eRJo7mX4lmNw+6Uwdmsc7O48l2xVbRP0LExEn8ChwBbAfWCciS40xWwLMbgeOG2PGicjNwELgUyIyGbgZmAIUAa+IyHirT7gxFwIPGWMWi8jvrbF/14U53MB8Y8wGEckF1ovIy0F+92q8p5Ct0NjiiW7UQzle38Jr26t4dVslr5VVUtvkJt0pnDc6n1tnjGDmxEJGDcxOtpupzYsvdq9dPIg0dzL9SgIXjs3n/16voL7ZnfI/rOxESjOAcmNMhTGmBVgMzA2ymQv82Xr9LDBLfEW75gKLjTHNxphdQLk1XsgxrT4zrTGwxryuK3MYYw4ZYzYAGGPqgK3AUHu3pXfQ0Np1YekQKXWHM0nEGEPZ4ToeW13OTb9/m+k/fZlvPPM+7+w8ypVTBvO7T09jw/ev4K9fOo8vXjxaBckOt97avXbxINLcyfQrCVwwJh+3VWsx1bEjmUOBfQHv9wPnhbMxxrhFpAbIt9rfDerrF4ZQY+YDJ4wx7hD2XZkDAGup7xxgTagPKCLzgHkAI0b0nHIc0TjZ5I5uFIbASKknlhlqavXwTsUxVm2r5NWtlRw40QjAlKK+3HX5OGZOGsSZQ/NwOFK04GmqM2dO99rFg0hzJ9OvJFAyqj/pTuGdimNcNqEw2e5ExI4ohfqrDf6WCmcTrj1UhBbJvitz+DqJ5ADPAd8wxtSGsMUYswhYBFBSUtLzvoHDUN9yCqJ0ClFWsjhc08SqMp8IvVV+lMZWD5npTi4aN5C7Zo7j8gmFPapackqjkVKPIsuVxtnD+/WIfSU7orQfCDzofRgQnE/pt9kvImlAHlAdpW+o9qNAPxFJs6KlQPuY5xCRdHyC9JQx5nkbn7VX0dDcdWFpaEn95Tuv1/DBgRpWbvVly20+6PvNMbRfJjeVDGPmxELOH5PfI57N6HGI2MuAsWsXDyLNnUy/ksR5o/P53Ws7U35fyY5n64BiERkNHMCXVBD8M2MpcBvwDnAjsNIYY0RkKfC0iDyILwmhGFiLL7rpNKbVZ5U1xmJrzBe6Moe13/QEsNUY82CsN6Y3cLK565HSiYaWbvSk+6hrauXNHUd5dVslq8sqOXqyBYfA9JH9uXf2RGZOLGT8oJzUPYeot2D3Cz2ZX/yR5j7NBAng3NEDeGRVORv2HueS4oJkuxOWqKJk7d/cBbwEOIE/GGM2i8iPgVJjzFJ8X/5/EZFyfNHLzVbfzSKyBNiCLxvuTmOMByDUmNaU9wKLReSnwHvW2MQ6h4hcDHwW+FBE3rfG+I4xZnnXblXPo8FavnN1oTpwdX1r+5sk//3uPlrPq9sqWbntCGt3VdPqMfTtk8ZHJhQya2IhHxlfQP/TqZpCKvD00/aWwOzaxYNIcyfTryQxbUQ/HALrdlX3bFECsL7Ilwe1/SDgdRNwU5i+DwAP2BnTaq/Al50X3B7THMaYNwm933Ta4I+UunJo3PGASCnRZYZaPV7W7a5m5dZKVpZVUlFVD8C4why+eNFoZk4sZPrI/qT1kFL8vZJly+x9qdu1iweR5k6mX0kit086U4ryWLMrtTPwUndhUTll/KKU0QVROlLbhNMheBJUmfXYyWZWl1WxsqyS18uqqGt243I6OG/MAD53/khmThzEiPyshPii2ODpp7vXLh5EmjuZfiWRc0cN4Kk1e2h2e8hIS829VhWlXsyxk75op28X6rPtPlrPqPwsdlbVx2X53X8a68ptlby69Qjv7TuBMVCQm8HHzhjCzEmFXDxuYEpvyJ7WXHONvQdQ7drFg0hzJ9OvJDJjdH/+8NYuNh2oYfrI1DzKQv/iezFVdc1d6uf1Giqq6jlvTD47raWz7qCp1cPbO4/y6tZKVm6r5FBNEwBnDsvj67OKmTmxkKlF+uxQj0CPruiR+M9UWrvruIqSknj8X/qtMRZXLTtSR12zm3NG9OOVrUdOaUepsq7JqrJdyZvlVTS1eslyObl43EC+8dFiLp9Q2PvPHuqNXHZZ99rFg0hzJ9OvJDIwJ4OxBdms213NlxmbbHdCoqLUi9l+xHdejNsTm6y8vOUI4KuXBbFlz/qOBD/JK1uP8PKWI7xvHcM8tF8mnywZzkcnDeK8MQNSdj1bsUlRkb3ziOzaxYNIcyfTryQzY/QAln1wCI/X4EzBVQkVpV7K4Zom9lY3AOD22o+U6pvd/PXdPVw8biBF/ewd4+3fH1r2wUGWfXCIPcd88541LI/5V4zno5MHMXFwrj471Juw+4WezC/+SHOfpoIEvmSHv63dR9nhOiYX9U22O51QUeql/N8bFQBcUjyQjVa0Eg2v1/C9f26isq6Z331mels+vTdMqFRV18yS0n38470DlFeexOkQLhybz7xLx/DRSYMYpMtyvZdFi+zty9i1iweR5k6mX0nmXGtfad3u6pQUJX3QoxdhjOHdimPc+n/v8sSbu/j0eSOYMCi3wymy4ahtauXOpzfwj/cOMP+K8Uwf2Z906zmg4AP/th+p42t/e48Lf/4qv3ypjAFZLn5y3VTWfGcWf7n9PD593kgVpN5OaWn32sWDSHMn068kM6x/JkV5fVibohXDNVLqBRhjWF1WxaOryindc5yBOS6+9/FJfOGi0fzqP2UR95QaWzw8+c5ufv/actzsTwAADURJREFUTmqb3Hz3Y5P40iWjgfaHbpvdPlGqa2rlgX9t5ZnSfWS70vjM+SP59HkjGVeYE/fPqKQYeshfj0VEOHf0AN7eeQxjTMotq6so9WA8XsOKTYd5bHU5mw/WUpTXhx9dO4VPnTu8rQhpukNo9Xo7/cfX7PaweO0+HllVTlVdM5eOL+DbV07gjGF5bTYZAaK0r7qBzzyxhn3VDdx+0WjuvHyclvY5nbnsMt+R4t1lFw8izZ1Mv1KAc0cN4IX3D7LnWEPKnR+motQDaXF7+ed7B/j9azupOFrP6IHZ/OLGM7nu7KGdSgqlOR0Y4xOwNKevQsNzG/bzm1d2cOBEIzNGD+DRW6cxY3TnZxbSnA6cDuF4Qwuf+8Najte38Mx/XdC2Jq2cxixY0L128SDS3Mn0KwXw/72v3V2toqR0nYqqkzyzbh/Prt/PsfoWphT15dFbpzF76uCwqZ1t+0Jew4a91Xzvnx+y/chJzhqWx89vOIOLxw2MGL67nA7++NZuRGDxHeerICk+xo/vXrt4EGnuZPqVAowryKF/VjprKqr5ZMnw6B0SiIpSilNZ28RLW46wbONB1uyqxukQZk0s5DPnj+SS4siCApDu9F3/67t7+NnyrQzrn8XvPu0TMjtryU1u37lKc88q4rwx+af+gZTeQUkJHAw+Vu0U7OJBpLmT6VcK4HAI54/J592K1NtXUlFKQfYea2DF5kOs2HSYDXt96dxjBmbz7asmcNP0YTFVQEizIqif/msrl44v4LFPTyMnhnpy/mzwOy4dY/8DKL0fu1/oyfzijzT3aSxIfi4Ym8+/Nx1mX3VjShU7VlFKAfxVEFZsOsyKzYfZesh3guqUor7Mv2I8s6cOZlxh1w6uSw/YY/p/t5wTkyABfH/OZA4cb2RKUV50Y+X04de/hvnzu88uHkSaO5l+pQgXWCsf71QcZUT+iCR7046KUpIwxrBxfw0rNh3mpc2H2XW0HhEoGdmf7318EldNGczwAaf+62X8oFwAvnLZWPK6UC389otHn7IPSi9EI6Uez7jCHAbmZPDOzmN86tzUESUxp+GxwJEoKSkxpXF6sM7jNazfc5zlHx7ipc2HOVTTRJpDuGBsPrOnDuaKyYMozO3+h063Ha5lXEGOHoqnKEoH7np6A+t2V/Pu/bNOeV9JRNYbY0pO1SeNlBLAjiN1PLNuHy9sPEhVXTOuNAeXFhfw7asmMGviIPKyYo9gYmHi4NQrJaL0cKZPh/Xru88uHkSaO5l+pRAXjM1n2QeH2HW0njEFqfEQvIpSnPB6Da9sPcLvX9vJhr0nSHMIsyYVMufMIi6fWBjz3o6ipBRa0aFX0L6vdExFqTdTurua77+wma2Hahk+IJPvfmwSn5g2lIE5Gcl2TVG6h9zc7rWLB5HmTqZfKcTogdkM7ZfJqm2VfPq8kcl2B7BZkFVEZotImYiUi8h9Ia5niMgz1vU1IjIq4Nr9VnuZiFwVbUwRGW2NscMa09Xdc8QLt8fLz5Zv5cbfv0NNQwsPfvIsVs2/jDsuHaOCpPQu5szpXrt4EGnuZPqVQogIV00ZzOs7jlLX1JpsdwAboiQiTuBR4GpgMnCLiEwOMrsdOG6MGQc8BCy0+k4GbgamALOBx0TEGWXMhcBDxphi4Lg1dnfP0e20erx8+akNLHq9gk+fN4KX7/4I108bpskFSu9k+/butYsHkeZOpl8pxtVnDKbF7eXVrZXJdgWwFynNAMqNMRXGmBZgMTA3yGYu8Gfr9bPALPGlcswFFhtjmo0xu4Bya7yQY1p9ZlpjYI15XXfOYe+2xIbXa7jn2Q94ecsRFlwzmQc+cQbZumek9Ga09l2vYfqI/owemM1vXt3B0ZPNyXbH1p7SUGBfwPv9wHnhbIwxbhGpAfKt9neD+g61XocaMx84YYxxh7Dvrjk6ISLzAP+JXydF5BhwNJRtNL6wEL7QlY6pyUC6eB96IXov2vHdix/9yJ61Xbt4EGnuU/er1/03UfDtLncdCHTLppQdUQqVvB78cFM4m3DtoSK0SPbdOUfnRmMWAW3pOCJS2h359j0dvQ/t6L1oR++FD70P7Vj3YlR3jGVn+W4/EFhGdhgQ/Dh0m42IpAF5QHWEvuHajwL9rDGC5+quORRFUZQUxY4orQOKraw4F76kgqVBNkuB26zXNwIrja9UxFLgZitzbjRQDKwNN6bVZ5U1BtaYL3TnHPZui6IoipIMoi7fWfs3dwEvAU7gD8aYzSLyY6DUGLMUeAL4i4iU44tebrb6bhaRJcAWwA3caYzxAIQa05ryXmCxiPwUeM8am26eIxr6ZJ0PvQ/t6L1oR++FD70P7XTbvdDad4qiKErKoA/RKIqiKCmDipKiKIqSMqgoBZDoskTJQET+ICKVIrIpoG2AiLxslXZ6WUT6W+0iIr+17scHIjItoM9tlv0OEbkt1FypjIgMF5FVIrJVRDaLyNet9tPxXvQRkbUistG6Fz+y2rut5FdPwqoI856ILLPen673YbeIfCgi74tIqdUW/78PY4z+z7ev5gR2AmMAF7ARmJxsv+LwOS8FpgGbAtp+Adxnvb4PWGi9/hjwb3zPgp0PrLHaBwAV1r/9rdf9k/3ZYrwPQ4Bp1utcYDu+clSn470QIMd6nQ6ssT7jEuBmq/33wJet118Bfm+9vhl4xno92fq7yQBGW39PzmR/vi7cj7uBp4Fl1vvT9T7sBv5/e/cWKlUVx3H8+6PEThesMCNSKKnU4ngBUcEgCVG6EBJBgSBldIHsQoERRvhaQYS9lfZgRA9hN4IoCcygetAwLU/a0aQHD56yMgOpyH8Pa+1mczhzmpNzZvbM/D4wzOx19uw9e3H2/GetvfZ/TR1RNuHnh1tKNS1LS9ROEbGTNHqxrJzCaWRqp62RfEG6h+wyYCWwPSJ+johfgO2kvIMdIyKGIuLL/PokMEDKBNKLdRER8XtenJQfQfNSfnUMSdOBW4DNebmZqc+6wYSfHw5KNaOlU7q8zrrd5tKIGIL0ZQ1My+X16qSr6ip3uywgtRB6si5yl9UeYJj0xXGIBlN+AeWUX51eFy8C64HTebnh1Gd0Vz1A+mHykaTdSqnYoAXnh7OG1jSSTqnXjDe1U8eRdD6wDXgsIn5T/Smhu7ouIt3bN1/ShcDbwJzRVsvPXVkXkm4FhiNit6RlRfEoq3Z1PZQsjYijkqYB2yV9O8a6TasLt5Rqejkt0bHc1CY/FznsuzqFk6RJpID0ekS8lYt7si4KEfErsIN0XaBZKb86xVLgNklHSN33N5JaTr1WDwBExNH8PEz6obKIFpwfDko1vZyWqJzCaWRqpzV5ZM0S4ERusn8IrJB0UR59syKXdYzc978FGIiIF0p/6sW6uCS3kJDUBywnXWNrVsqvjhART0XE9EiJRe8iHddqeqweACSdJ+mC4jXp//prWnF+tHuER5UepBEkB0n96Rva/Xkm6BjfAIaAv0i/Yu4l9YN/DHyXny/O64o0UeIhYB+wsLSdtaQLuIPAPe0+rv9RD9eTuhH2Anvy4+YerYu5pJRee/MXzzO5fCbpy3QQeBOYnMvPycuD+e8zS9vakOvoAHBTu4/tDOpkGbXRdz1XD/mYv8qPb4rvw1acH04zZGZmleHuOzMzqwwHJTMzqwwHJTMzqwwHJTMzqwwHJTMzqwwHJTMzqwwHJbMWkLRK0iuS3pW0olf2bTZeDkpmLRAR70TEfcDdwJ2QEsFKOpUToZLLHpAUkm4ola3LZcvrbV/SVZL2jSibLOl74OAo++7L8+T8KWlqEw/V7Iw4KJm11tOkO98LhyJifml5LimzwhwASeeSsm78SLpTvp7DwAxJ5XP6fuCTiNg/ct8RcSrvt+Nysll3c1AyazJJV0vaIWmXpOfybJyS9CzwQeR5nOroJ6WCmp2XHyGlsjkdEcfy9q/MXXG7lGaMnRURp4EfgCvyOn3AE8DGcezbrO0clMyaSNJZwFbg8YhYCPSRcoc9TEp0eoekB8fYxBzSTKezJU0hdbd9RspJV2Q231za/kbSDKCQkqgWwewh4L2IODKOfZu1nedTMmuuVcD+UotkgDRJ3CZg01hvlDQDOB4Rh/McNuuBl4BrSF16xfavA7bluZ/OBj4t7WuWpJ2koLQEoJF9m1WFg5JZcy0gZRwvzCPN5NqIudSuG50kTRu9iDSnTxHk5pEyNm8Z5f0DpDmAHiXNEXVsfB/drP3cfWfWXMfJXWiSFgNrqLVy/ks/taD0PLAu0oyw/aVtDAEriwENkvpVmy53gBTE1ub3m3UcByWz5noNWJiHZ99OClKDDb63n3ztKCLej4jPc/m1QDGC7lXSeTuQh5I/GbX5Zw7kbbwcESfO+EjM2sDdd2ZNFBE/AYvh32tEy/LIuEbeu7pO+bTS61PUZkEdud4f+Jy2DueWktnEmcfYXXd/A1PKN8+2SnHzLDAJaChomrWCZ541M7PKcEvJzMwqw0HJzMwqw0HJzMwqw0HJzMwqw0HJzMwqw0HJzMwqw0HJzMwqw0HJzMwqw0HJzMwq4x9J2syy0xG2/AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.clf()\n",
     "# plt.plot(x_part, calcs, '.')\n",
@@ -867,7 +912,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -883,7 +928,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -899,7 +944,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -913,7 +958,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -970,7 +1015,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1054,7 +1099,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1070,7 +1115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1206,7 +1251,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1285,7 +1330,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1323,9 +1368,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "36668\n",
+      "5404696\n"
+     ]
+    }
+   ],
    "source": [
     "# for param in total_f_fit.get_dependents():\n",
     "#     if param.floating:\n",
@@ -1351,15 +1405,70 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.         0.00025263 0.00040526 0.00055789 0.00071053 0.00086316\n",
+      " 0.00101579 0.00116842 0.00132105 0.00147368 0.00162632 0.00177895\n",
+      " 0.00193158 0.00208421 0.00223684 0.00238947 0.00254211 0.00269474\n",
+      " 0.00284737 0.003     ]\n",
+      "[  0.         197.24636616 249.82376831 293.11721454 330.79221229\n",
+      " 364.59467078 395.51872296 424.19434987 451.05058775 476.39523398\n",
+      " 500.45799545 523.41569661 545.4079003  566.54705361 586.92533614\n",
+      " 606.61943297 625.69395291 644.20393429 662.19671941 679.71338184]\n",
+      "595.1433122960505\n"
+     ]
+    }
+   ],
+   "source": [
+    "BR_steps = np.linspace(mi, ma, ste)\n",
+    "\n",
+    "BR_steps[0] = 0.0\n",
+    "\n",
+    "print(BR_steps)\n",
+    "\n",
+    "Ctt_steps = np.sqrt(BR_steps/4.2*1000)\n",
+    "\n",
+    "Ctt_steps *= 128*2*np.pi\n",
+    "\n",
+    "print(Ctt_steps)\n",
+    "\n",
+    "print(0.74*128*2*np.pi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.         0.00025263 0.00040526 0.00055789 0.00071053 0.00086316\n",
+      " 0.00101579 0.00116842 0.00132105 0.00147368 0.00162632 0.00177895\n",
+      " 0.00193158 0.00208421 0.00223684 0.00238947 0.00254211 0.00269474\n",
+      " 0.00284737 0.003     ]\n",
+      "[0.         0.24525574 0.31063037 0.36446136 0.41130637 0.45333628\n",
+      " 0.49178719 0.5274424  0.5608354  0.59234888 0.62226847 0.65081403\n",
+      " 0.67815909 0.70444347 0.72978178 0.75426939 0.77798661 0.80100188\n",
+      " 0.82337407 0.84515425]\n",
+      "WARNING:tensorflow:From C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\zfit\\core\\sample.py:163: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
+      "Instructions for updating:\n",
+      "Use tf.cast instead.\n"
+     ]
+    }
+   ],
    "source": [
     "# zfit.run.numeric_checks = False   \n",
     "\n",
-    "load = False\n",
+    "load = True\n",
     "\n",
     "bo = True\n",
     "\n",
@@ -1399,7 +1508,7 @@
     "\n",
     "Ctt_steps = np.sqrt(BR_steps/4.2*1000)\n",
     "\n",
-    "Ctt_steps[0] = 0.74\n",
+    "# Ctt_steps[0] = 0.74\n",
     "\n",
     "print(Ctt_steps)\n",
     "\n",
@@ -1414,15 +1523,15 @@
     "\n",
     "__ = -1\n",
     "\n",
-    "pause = False\n",
+    "# pause = False\n",
     "\n",
     "#-----------------------------------------------------\n",
     "\n",
     "if not load:\n",
     "    for Ctt_step in Ctt_steps:\n",
     "\n",
-    "        if pause:\n",
-    "            break\n",
+    "#         if pause:\n",
+    "#             break\n",
     "        \n",
     "        __ += 1\n",
     "        \n",
@@ -1437,8 +1546,8 @@
     "        \n",
     "        for toy in range(nr_of_toys):        \n",
     "            \n",
-    "            if pause:\n",
-    "                break\n",
+    "#             if pause:\n",
+    "#                 break\n",
     "            \n",
     "            newset = True\n",
     "            \n",
@@ -1447,8 +1556,8 @@
     "                for floaty in [True, False]:\n",
     "                    Ctt.floating = floaty\n",
     "                    \n",
-    "                    if pause and not floaty:\n",
-    "                        break\n",
+    "#                     if pause and not floaty:\n",
+    "#                         break\n",
     "                    \n",
     "                    for bo_step in range(bo_set):\n",
     "\n",
@@ -1497,7 +1606,7 @@
     "                            \n",
     "                            save_pulls(step = _step)\n",
     "                            \n",
-    "                            pause = True\n",
+    "#                             pause = True\n",
     "\n",
     "                            if floaty:\n",
     "                                Nll_list[-2].append(result.fmin)\n",
@@ -1532,20 +1641,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of jobs: 1000\n"
+     ]
+    }
+   ],
    "source": [
     "if load:\n",
     "    \n",
-    "    phase_combi = '(-+)'\n",
+    "    phase_combi = '-+'\n",
+    "    \n",
+    "    scen = 'f1d1'\n",
     "    \n",
     "    if D_contribs:\n",
     "        D_dir = 'D-True'\n",
     "    else:\n",
     "        D_dir = 'D-False'\n",
     "\n",
-    "    _dir = 'data/CLs/finished/f1d1/{}/{}/'.format(phase_combi, D_dir)\n",
+    "    _dir = 'data/CLs/finished/{}/{}/{}/'.format(scen, phase_combi, D_dir)\n",
     "    \n",
     "    jobs = os.listdir(_dir)\n",
     "    \n",
@@ -1611,7 +1730,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1672,11 +1791,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# print(variab['mi'] != mi)"
+    "Ctt_steps *= 128*2*np.pi"
    ]
   },
   {
@@ -1688,9 +1807,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(20, 1000)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "l = []\n",
     "sensitivity = []\n",
@@ -1711,13 +1860,13 @@
     "    sensitivity.append(l[-1]/len(np.where(np.array(CLs_values[0]) < np.mean(CLs_values[0]))[0]))\n",
     "    plt.clf()\n",
     "    plt.title('Sensitivity: {:.1f}%'.format(sensitivity[-1]*100))\n",
-    "    plt.hist(CLs_values[0], bins = 40, range = (-5, 15), label = r'$C_{ \\tau \\tau }$' + ' = 0', alpha = 0.8)\n",
-    "    plt.hist(CLs_values[step], bins = 40, range = (-5, 15), label = r'$C_{ \\tau \\tau }$' + ' = {:.2f}'.format(Ctt_steps[step]), alpha = 0.7)\n",
+    "    plt.hist(CLs_values[0], bins = 40, range = (-5, 15), label = r'$C_9^\\tau$' + ' = 0', alpha = 0.8)\n",
+    "    plt.hist(CLs_values[step], bins = 40, range = (-5, 15), label = r'$C_9^\\tau$' + ' = {}'.format(int(np.around(Ctt_steps[step]))), alpha = 0.7)\n",
     "#     plt.hist(CLs_values[0][np.where(np.array(CLs_values[0]) > np.mean(CLs_values[0]))[0]], bins = 40, range = (-5, 15), alpha = 0.9)\n",
     "#     plt.hist(CLs_values[step][np.where(np.array(CLs_values[step]) < np.mean(CLs_values[0]))[0]], bins = 40, range = (-5, 15), alpha = 0.9)\n",
     "    plt.axvline(x=np.mean(CLs_values[0]),color='red', linewidth=1.0, linestyle = 'dotted')\n",
     "    plt.legend()\n",
-    "    plt.savefig('data/CLs/plots/CLs-Ctt({:.1E}).png'.format(Ctt_steps[step]))\n",
+    "    plt.savefig('data/CLs/plots/CLs-Ctt({}).png'.format(int(np.around(Ctt_steps[step]))))\n",
     "\n",
     "figure()    \n",
     "    \n",
@@ -1730,44 +1879,214 @@
     "        if not os.path.exists('data/CLs/plots/{}'.format(key)):\n",
     "            os.mkdir('data/CLs/plots/{}'.format(key))\n",
     "        plt.clf()\n",
-    "        plt.title('Pull {} - Ctt value {:.2f} - floating {}'.format(key, Ctt_steps[int(step/2)], floaty))\n",
+    "        plt.title(('Pull {} - ' + r'$C_9^\\tau = $' + ' {} - floating {}').format(key, np.around(Ctt_steps[int(step/2)]), floaty))\n",
     "        plt.hist(pull_dic[key][step], bins = 50, range = (-5,5))\n",
     "        plt.xlabel('Pull')\n",
-    "        plt.savefig('data/CLs/plots/{}/{:.2f}Ctt{}s{}f.png'.format(key, Ctt_steps[int(step/2)], step, floaty))"
+    "        plt.savefig('data/CLs/plots/{}/{}Ctt{}s{}f.png'.format(key, np.around(Ctt_steps[int(step/2)]), step, floaty))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "BR: 197.2464\n",
+      "0.7530487804878049\n",
+      "\n",
+      "BR: 249.8238\n",
+      "0.6280487804878049\n",
+      "\n",
+      "BR: 293.1172\n",
+      "0.510670731707317\n",
+      "\n",
+      "BR: 330.7922\n",
+      "0.4222560975609756\n",
+      "\n",
+      "BR: 364.5947\n",
+      "0.35365853658536583\n",
+      "\n",
+      "BR: 395.5187\n",
+      "0.2926829268292683\n",
+      "\n",
+      "BR: 424.1943\n",
+      "0.23932926829268292\n",
+      "\n",
+      "BR: 451.0506\n",
+      "0.20884146341463414\n",
+      "\n",
+      "BR: 476.3952\n",
+      "0.15701219512195122\n",
+      "\n",
+      "BR: 500.4580\n",
+      "0.1402439024390244\n",
+      "\n",
+      "BR: 523.4157\n",
+      "0.10365853658536585\n",
+      "\n",
+      "BR: 545.4079\n",
+      "0.09451219512195122\n",
+      "\n",
+      "BR: 566.5471\n",
+      "0.07164634146341463\n",
+      "\n",
+      "BR: 586.9253\n",
+      "0.04725609756097561\n",
+      "\n",
+      "BR: 606.6194\n",
+      "0.04420731707317073\n",
+      "\n",
+      "BR: 625.6940\n",
+      "0.04725609756097561\n",
+      "\n",
+      "BR: 644.2039\n",
+      "0.025914634146341462\n",
+      "\n",
+      "BR: 662.1967\n",
+      "0.022865853658536585\n",
+      "\n",
+      "BR: 679.7134\n",
+      "0.024390243902439025\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 480x320 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "for s in range(len(l)):\n",
-    "    print('BR: {:.4f}'.format(BR_steps[s+1]))\n",
+    "    print('BR: {:.4f}'.format(Ctt_steps[s+1]))\n",
     "    print(sensitivity[s])\n",
     "    print()\n",
     "#     print(l[s], len(CLs_values[s]))\n",
     "#     print()\n",
     "# print(len(CLs_values[0])/2)\n",
     "# print(len(np.where(np.array(CLs_values[0]) < np.mean(CLs_values[0]))[0]))\n",
-    "# plt.clf()\n",
-    "# # plt.title('Pull {} - Ctt value {:.2f} - floating {}'.format(key, Ctt_steps[int(step/2)], floaty))\n",
-    "# plt.hist(CLs_values[0], bins = 150, range = (-25, 50), label = 'Ctt fixed to 0')\n",
-    "# plt.axvline(x=np.mean(CLs_values[0]),color='red', linewidth=1.0, linestyle = 'dotted')\n",
+    "plt.clf()\n",
+    "figure(dpi=80)\n",
+    "plt.title(r'$C_9^\\tau$' + ' sensitivity')\n",
+    "plt.plot(Ctt_steps[1:], sensitivity)\n",
+    "plt.plot(Ctt_steps[1:], sensitivity, '.')\n",
+    "plt.axhline(y = 0.05 ,color='red', linewidth=1.0, linestyle = 'dotted')\n",
+    "plt.axhline(y = 0.1 ,color='green', linewidth=1.0, linestyle = 'dotted')\n",
+    "plt.axvline(x = 584.63 ,color='red', linewidth=1.0, linestyle = 'dotted')\n",
+    "plt.axvline(x = 532.2 ,color='green', linewidth=1.0, linestyle = 'dotted')\n",
+    "# plt.axhline(x = 0.1 ,color='red', linewidth=1.0, linestyle = 'dotted')\n",
+    "plt.text(200, 0.11, r'$10\\%$')\n",
+    "plt.text(200, 0.01, r'$5\\%$')\n",
+    "plt.xlabel(r'$C_9^\\tau$')\n",
+    "plt.ylabel('Sensitivity')\n",
+    "if scen == 'f1d1':\n",
+    "    plt.savefig('sensitivity_current.png')\n",
+    "else:\n",
+    "    \n",
+    "    plt.savefig('sensitivity_upgraded.png')\n",
     "# plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.10365853658536585\n"
+     ]
+    }
+   ],
    "source": [
-    "# for step in range(2*ste):\n",
-    "#     for key in pull_dic.keys():\n",
-    "#         print(pull_dic[key][step])"
+    "# a = (sensitivity[-8]-sensitivity[-9])/(Ctt_steps[-8]-Ctt_steps[-9])\n",
+    "# print(sensitivity[-9])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "532.212578083589"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Ctt_steps[-9]+(0.1-sensitivity[-9])/a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Nice plots of pulls for D contribs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for step in range(2*ste):\n",
+    "    if step%2 == 0:\n",
+    "        floaty = True\n",
+    "    else:\n",
+    "        floaty = False\n",
+    "    for key in pull_dic.keys():\n",
+    "        if not key == 'DDstar_s':\n",
+    "            continue\n",
+    "        if not os.path.exists('data/CLs/plots/{}'.format(key)):\n",
+    "            os.mkdir('data/CLs/plots/{}'.format(key))\n",
+    "        plt.clf()\n",
+    "        plt.title('Pull ' + r'$DD^*$' + ' amplitude - ' + r'$C_9^\\tau = $' + ' {} - '.format(np.around(Ctt_steps[int(step/2)])) + r'$C_9^\\tau$' + ' floating')\n",
+    "        plt.hist(pull_dic[key][step], bins = 50, range = (-5,5))\n",
+    "        plt.xlabel('Pull')\n",
+    "        plt.savefig('data/CLs/plots/{}/DDstar-{}Ctt{}s{}f.png'.format(key, int(np.around(Ctt_steps[int(step/2)])), step, floaty))"
    ]
   },
   {
@@ -1807,12 +2126,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1854,12 +2173,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1893,7 +2212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1920,7 +2239,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1973,7 +2292,7 @@
       "42 45\n",
       "43 45\n",
       "44 45\n",
-      "Full integration finished in 12 min, 30 s\n",
+      "Full integration finished in 5 min, 35 s\n",
       "45702\n"
      ]
     }
@@ -2027,12 +2346,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2080,7 +2399,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2103,7 +2422,7 @@
     "        if i % 500 == 0:\n",
     "            print(display_time(int((t-start)/(j)*(len(area)-j))))\n",
     "    \n",
-    "    return y*step_s*0.7\n",
+    "    return y*step_s*0.07\n",
     "        \n",
     "        \n",
     "    \n",
@@ -2123,7 +2442,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -2138,98 +2457,98 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "15 min, 11 s\n",
-      "8 min, 43 s\n",
-      "8 min, 37 s\n",
-      "8 min, 24 s\n",
-      "8 min, 24 s\n",
-      "8 min, 19 s\n",
-      "8 min, 12 s\n",
-      "8 min, 5 s\n",
-      "7 min, 58 s\n",
-      "7 min, 50 s\n",
-      "7 min, 46 s\n",
-      "7 min, 39 s\n",
-      "7 min, 33 s\n",
-      "7 min, 27 s\n",
-      "7 min, 20 s\n",
-      "7 min, 14 s\n",
-      "7 min, 8 s\n",
-      "7 min, 2 s\n",
-      "6 min, 55 s\n",
-      "6 min, 51 s\n",
-      "6 min, 45 s\n",
-      "6 min, 39 s\n",
-      "6 min, 33 s\n",
-      "6 min, 27 s\n",
-      "6 min, 21 s\n",
-      "6 min, 15 s\n",
-      "6 min, 9 s\n",
-      "6 min, 3 s\n",
-      "5 min, 57 s\n",
-      "5 min, 51 s\n",
-      "5 min, 45 s\n",
-      "5 min, 39 s\n",
-      "5 min, 33 s\n",
-      "5 min, 28 s\n",
-      "5 min, 22 s\n",
-      "5 min, 16 s\n",
-      "5 min, 10 s\n",
-      "5 min, 5 s\n",
-      "4 min, 59 s\n",
-      "4 min, 54 s\n",
-      "4 min, 48 s\n",
-      "4 min, 42 s\n",
-      "4 min, 37 s\n",
+      "12 min, 9 s\n",
+      "5 min, 29 s\n",
+      "5 min, 17 s\n",
+      "5 min, 18 s\n",
+      "5 min, 15 s\n",
+      "5 min, 8 s\n",
+      "5 min, 3 s\n",
+      "5 min\n",
+      "4 min, 56 s\n",
+      "4 min, 53 s\n",
+      "4 min, 50 s\n",
+      "4 min, 45 s\n",
+      "4 min, 41 s\n",
+      "4 min, 36 s\n",
       "4 min, 32 s\n",
-      "4 min, 26 s\n",
+      "4 min, 28 s\n",
+      "4 min, 25 s\n",
       "4 min, 21 s\n",
-      "4 min, 15 s\n",
+      "4 min, 17 s\n",
+      "4 min, 13 s\n",
       "4 min, 9 s\n",
-      "4 min, 4 s\n",
-      "3 min, 58 s\n",
-      "3 min, 52 s\n",
+      "4 min, 5 s\n",
+      "4 min, 1 \n",
+      "3 min, 57 s\n",
+      "3 min, 54 s\n",
+      "3 min, 50 s\n",
       "3 min, 46 s\n",
-      "3 min, 40 s\n",
+      "3 min, 42 s\n",
+      "3 min, 38 s\n",
       "3 min, 35 s\n",
-      "3 min, 29 s\n",
-      "3 min, 23 s\n",
-      "3 min, 18 s\n",
-      "3 min, 12 s\n",
-      "3 min, 6 s\n",
-      "3 min, 1 \n",
+      "3 min, 31 s\n",
+      "3 min, 27 s\n",
+      "3 min, 24 s\n",
+      "3 min, 20 s\n",
+      "3 min, 16 s\n",
+      "3 min, 13 s\n",
+      "3 min, 9 s\n",
+      "3 min, 5 s\n",
+      "3 min, 2 s\n",
+      "2 min, 58 s\n",
       "2 min, 55 s\n",
-      "2 min, 49 s\n",
+      "2 min, 51 s\n",
+      "2 min, 48 s\n",
       "2 min, 44 s\n",
-      "2 min, 38 s\n",
-      "2 min, 32 s\n",
+      "2 min, 41 s\n",
+      "2 min, 37 s\n",
+      "2 min, 34 s\n",
+      "2 min, 30 s\n",
       "2 min, 27 s\n",
-      "2 min, 21 s\n",
-      "2 min, 15 s\n",
-      "2 min, 10 s\n",
-      "2 min, 4 s\n",
+      "2 min, 23 s\n",
+      "2 min, 20 s\n",
+      "2 min, 16 s\n",
+      "2 min, 13 s\n",
+      "2 min, 9 s\n",
+      "2 min, 6 s\n",
+      "2 min, 2 s\n",
       "1 min, 59 s\n",
-      "1 min, 53 s\n",
-      "1 min, 47 s\n",
-      "1 min, 42 s\n",
-      "1 min, 36 s\n",
+      "1 min, 55 s\n",
+      "1 min, 52 s\n",
+      "1 min, 48 s\n",
+      "1 min, 45 s\n",
+      "1 min, 41 s\n",
+      "1 min, 38 s\n",
+      "1 min, 34 s\n",
       "1 min, 31 s\n",
-      "1 min, 25 s\n",
-      "1 min, 19 s\n",
+      "1 min, 28 s\n",
+      "1 min, 24 s\n",
+      "1 min, 21 s\n",
+      "1 min, 18 s\n",
       "1 min, 14 s\n",
-      "1 min, 8 s\n",
-      "1 min, 3 s\n",
+      "1 min, 11 s\n",
+      "1 min, 7 s\n",
+      "1 min, 4 s\n",
+      "1 min, 1 \n",
       "57 s\n",
-      "52 s\n",
-      "46 s\n",
-      "40 s\n",
-      "35 s\n",
-      "29 s\n",
+      "54 s\n",
+      "51 s\n",
+      "47 s\n",
+      "44 s\n",
+      "41 s\n",
+      "37 s\n",
+      "34 s\n",
+      "31 s\n",
+      "27 s\n",
       "24 s\n",
-      "18 s\n",
-      "13 s\n",
+      "21 s\n",
+      "17 s\n",
+      "14 s\n",
+      "11 s\n",
       "7 s\n",
-      "2 s\n"
+      "4 s\n",
+      "1 \n"
      ]
     }
    ],
@@ -2249,7 +2568,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 223,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -2261,7 +2580,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2273,16 +2592,44 @@
     }
    ],
    "source": [
-    "plt.clf()\n",
-    "plt.title('Fitted curve after smearing')\n",
-    "plt.axvline(x=jpsi_mass -70,color='red', linewidth=1.0, linestyle = 'dotted')\n",
-    "plt.axvline(x=jpsi_mass +70,color='red', linewidth=1.0, linestyle = 'dotted')\n",
-    "plt.axvline(x=psi2s_mass -50,color='red', linewidth=1.0, linestyle = 'dotted')\n",
-    "plt.axvline(x=psi2s_mass +50,color='red', linewidth=1.0, linestyle = 'dotted')\n",
-    "plt.ylim(0.0, 2.5e-6)\n",
-    "plt.plot(scan_x,sum_y)\n",
-    "plt.xlabel(r'$q^2 [MeV^2]$')\n",
-    "plt.savefig('curve_after_smearing.png')\n",
+    "# plt.clf()\n",
+    "# plt.title('Fitted curve after smearing')\n",
+    "# plt.axvline(x=jpsi_mass -70,color='red', linewidth=1.0, linestyle = 'dotted')\n",
+    "# plt.axvline(x=jpsi_mass +70,color='red', linewidth=1.0, linestyle = 'dotted')\n",
+    "# plt.axvline(x=psi2s_mass -50,color='red', linewidth=1.0, linestyle = 'dotted')\n",
+    "# plt.axvline(x=psi2s_mass +50,color='red', linewidth=1.0, linestyle = 'dotted')\n",
+    "# plt.ylim(0.0, 2.5e-6)\n",
+    "# plt.plot(scan_x,sum_y)\n",
+    "# plt.xlabel(r'$q^2 [MeV^2]$')\n",
+    "# plt.savefig('curve_after_smearing.png')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\sa_li\\.conda\\envs\\rmd\\lib\\site-packages\\ipykernel_launcher.py:15: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
+      "  from ipykernel import kernelapp as app\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 480x320 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figure(num=None, dpi=80, facecolor='w', edgecolor='k')\n",
     "\n",
     "plt.clf()\n",
     "plt.title('Fitted curve after convolution')\n",
@@ -2292,7 +2639,7 @@
     "plt.axvline(x=psi2s_mass +50,color='red', linewidth=1.0, linestyle = 'dotted')\n",
     "plt.ylim(0.0, 2.5e-6)\n",
     "plt.plot(test_q, calcs_test, label = 'inf. precision')\n",
-    "plt.plot(scan_x,sum_y*0.1, label = 'smeared')\n",
+    "plt.plot(scan_x,sum_y, label = 'smeared')\n",
     "plt.legend()\n",
     "plt.xlabel(r'$q^2 [MeV^2]$')\n",
     "# plt.xlim(jpsi_mass, psi2s_mass)\n",
@@ -2308,15 +2655,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 204,
+   "execution_count": 92,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[18.0, 49.0, 58.0, 80.0, 93.0, 111.0, 111.0, 107.0, 227.0, 120.0, 137.0, 154.0, 159.0, 198.0, 183.0, 216.0, 254.0, 232.0, 247.0, 274.0, 296.0, 315.0, 346.0, 370.0, 363.0, 422.0, 440.0, 459.0, 483.0, 591.0, 919.0, 2475143.0, 1186.0, 673.0, 636.0, 605.0, 715.0, 88046.0, 116824.0, 1112.0, 814.0, 769.0, 863.0, 1081.0, 844.0, 673.0, 699.0, 467.0, 306.0, 82.0]\n"
+      "[21.0, 46.0, 53.0, 76.0, 79.0, 115.0, 112.0, 93.0, 197.0, 119.0, 127.0, 147.0, 167.0, 179.0, 168.0, 177.0, 232.0, 277.0, 267.0, 307.0, 295.0, 298.0, 331.0, 373.0, 357.0, 406.0, 426.0, 441.0, 538.0, 568.0, 976.0, 2477115.0, 1213.0, 693.0, 665.0, 634.0, 659.0, 88601.0, 117254.0, 996.0, 761.0, 782.0, 879.0, 1033.0, 803.0, 686.0, 571.0, 475.0, 285.0, 90.0]\n"
      ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -2346,28 +2705,10 @@
     "    _width = np.sqrt(means[-1])\n",
     "    conv_data.append(np.around(np.random.normal(means[-1], _width)))\n",
     "    \n",
-    "print(conv_data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 219,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
+    "print(conv_data)\n",
+    "\n",
+    "figure(num=None, dpi=80, facecolor='w', edgecolor='k')\n",
+    "\n",
     "plt.clf()\n",
     "# plt.hist(x = bin_centers, bins = nbins, range = (x_min, x_max), weights = conv_data, histtype = 'step', label = 'Example data')\n",
     "# plt.plot(bin_centers, conv_data, '.',, color = 'r')\n",
@@ -2382,9 +2723,45 @@
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 95,
    "metadata": {},
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 480x320 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# figure(num=None, dpi=80, facecolor='w', edgecolor='k')\n",
+    "\n",
+    "# plt.clf()\n",
+    "# # plt.hist(x = bin_centers, bins = nbins, range = (x_min, x_max), weights = conv_data, histtype = 'step', label = 'Example data')\n",
+    "# # plt.plot(bin_centers, conv_data, '.',, color = 'r')\n",
+    "# plt.plot(scan_x,_sum_y, label = 'Convoluted fit', color = 'darkorange')\n",
+    "# plt.errorbar(bin_centers, conv_data,yerr = np.sqrt(conv_data), elinewidth=1, fmt = '.', ecolor = 'forestgreen', color = 'forestgreen', label = 'Example data')\n",
+    "# plt.ylim(0.,1200)\n",
+    "# plt.legend()\n",
+    "# plt.title('Convoluted fit with possible data set')\n",
+    "# # plt.xlim(jpsi_mass, psi2s_mass)\n",
+    "# # print(conv_data)\n",
+    "# plt.savefig('smeared_fit_with_data.png')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print "
+   ]
   },
   {
    "cell_type": "code",
@@ -2399,6 +2776,18 @@
    "display_name": "Python 3",
    "language": "python",
    "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/sensitivity_current.png b/sensitivity_current.png
new file mode 100644
index 0000000..5e92838
--- /dev/null
+++ b/sensitivity_current.png
Binary files differ
diff --git a/smeared_fit_with_data.png b/smeared_fit_with_data.png
index 6e8a598..963298d 100644
--- a/smeared_fit_with_data.png
+++ b/smeared_fit_with_data.png
Binary files differ
diff --git a/test.png b/test.png
index c3bbe18..3815a28 100644
--- a/test.png
+++ b/test.png
Binary files differ