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   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1251,7 +1251,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1330,7 +1330,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1341,9 +1341,9 @@
     "# ma = 6e-4\n",
     "# ste = 5\n",
     "\n",
-    "mi = 1e-4\n",
-    "ma = 3e-3\n",
-    "ste = 20\n",
+    "mi = 0e-4\n",
+    "ma = 4e-4\n",
+    "ste = 4\n",
     "\n",
     "for param in total_f_fit.get_dependents():\n",
     "    if param.floating:\n",
@@ -1368,7 +1368,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1405,21 +1405,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 33,
    "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",
+      "[0.         0.00013333 0.00026667 0.0004    ]\n",
+      "[  0.         143.29616285 202.65137693 248.19623458]\n",
       "595.1433122960505\n"
      ]
     }
@@ -1442,7 +1436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 57,
    "metadata": {
     "scrolled": true
    },
@@ -1451,17 +1445,8 @@
      "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"
+      "[0.         0.00013333 0.00026667 0.0004    ]\n",
+      "[0.0, 0.1, 0.25, 0.5]\n"
      ]
     }
    ],
@@ -1496,9 +1481,11 @@
     "# nevents *= 41\n",
     "# zfit.settings.set_verbosity(10)\n",
     "\n",
-    "# mi = 1e-4\n",
-    "# ma = 3e-3\n",
-    "# ste = 13\n",
+    "mi = 0.0\n",
+    "\n",
+    "ma = 4e-4\n",
+    "\n",
+    "ste = 4\n",
     "\n",
     "BR_steps = np.linspace(mi, ma, ste)\n",
     "\n",
@@ -1508,7 +1495,7 @@
     "\n",
     "Ctt_steps = np.sqrt(BR_steps/4.2*1000)\n",
     "\n",
-    "# Ctt_steps[0] = 0.74\n",
+    "Ctt_steps = [0.0, 0.1, 0.25, 0.5]\n",
     "\n",
     "print(Ctt_steps)\n",
     "\n",
@@ -1641,14 +1628,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Number of jobs: 1000\n"
+      "Number of jobs: 435\n",
+      "(4, 435)\n"
      ]
     }
    ],
@@ -1657,7 +1645,7 @@
     "    \n",
     "    phase_combi = '-+'\n",
     "    \n",
-    "    scen = 'f1d1'\n",
+    "    scen = 'f3d41'\n",
     "    \n",
     "    if D_contribs:\n",
     "        D_dir = 'D-True'\n",
@@ -1703,7 +1691,6 @@
     "        \n",
     "        with open(r\"{}/{}-{}_{}s--CLs_list.pkl\".format(dirName, mi,ma,ste), \"rb\") as input_file:\n",
     "            _CLs_list = pkl.load(input_file)\n",
-    "            \n",
     "        \n",
     "        if First:\n",
     "            Nll_list = _Nll_list\n",
@@ -1724,13 +1711,17 @@
     "                    pull_dic[key][step].extend(_pull_dic[key][step])\n",
     "            for step in range(ste):\n",
     "                CLs_list[step].extend(_CLs_list[step])\n",
+    "                \n",
+    "#             print(_CLs_list)\n",
     "\n",
-    "#         print('----------------------')"
+    "#         print('----------------------')\n",
+    "\n",
+    "print(np.shape(CLs_list))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1791,11 +1782,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [],
    "source": [
-    "Ctt_steps *= 128*2*np.pi"
+    "Ctt_steps = np.array(Ctt_steps)\n",
+    "\n",
+    "Ctt_steps = Ctt_steps*128*2*np.pi"
    ]
   },
   {
@@ -1807,19 +1800,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "(20, 1000)\n"
+      "(4, 435)\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x400 with 1 Axes>"
       ]
@@ -1829,7 +1822,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1887,96 +1880,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": null,
    "metadata": {
     "scrolled": false
    },
-   "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",
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-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 432x288 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
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-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 480x320 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "for s in range(len(l)):\n",
     "    print('BR: {:.4f}'.format(Ctt_steps[s+1]))\n",
diff --git a/thesis/figs/B-to-Kmumu-pointlike.png b/thesis/figs/B-to-Kmumu-pointlike.png
new file mode 100644
index 0000000..3c4d036
--- /dev/null
+++ b/thesis/figs/B-to-Kmumu-pointlike.png
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diff --git a/thesis/figs/B-to-Kmumu.png b/thesis/figs/B-to-Kmumu.png
new file mode 100644
index 0000000..0e8b942
--- /dev/null
+++ b/thesis/figs/B-to-Kmumu.png
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diff --git a/thesis/figs/b-to-sll.png b/thesis/figs/b-to-sll.png
new file mode 100644
index 0000000..7e8978f
--- /dev/null
+++ b/thesis/figs/b-to-sll.png
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